{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Normalizing Flows Overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normalizing Flows is a rich family of distributions. They were described by [Rezende and Mohamed](https://arxiv.org/abs/1505.05770), and their experiments proved the importance of studying them further. Some extensions like that of [Tomczak and Welling](https://arxiv.org/abs/1611.09630) made partially/full rank Gaussian approximations for high dimensional spaces computationally tractable. \n", "\n", "This notebook reveals some tips and tricks for using normalizing flows effectively in PyMC3." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pymc3 as pm\n", "import numpy as np\n", "from theano import theano, tensor as tt\n", "from collections import Counter\n", "\n", "pm.set_tt_rng(42)\n", "np.random.seed(42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Theory\n", "\n", "Normalizing flows is a series of invertible transformations on an initial distribution. \n", "\n", "$$z_K = f_K \\circ \\dots \\circ f_2 \\circ f_1(z_0) $$\n", "\n", "In this case, we can compute a tractable density for the flow.\n", "\n", "$$\\ln q_K(z_K) = \\ln q_0(z_0) - \\sum_{k=1}^{K}\\ln \\left|\\frac{\\partial f_k}{\\partial z_{k-1}}\\right|$$\n", "\n", "Here, every $f_k$ is a parametric function with a well-defined determinant. The transformation used is up to the user; for example, the simplest flow is an affine transform:\n", "\n", "$$z = loc(scale(z_0)) = \\mu + \\sigma * z_0 $$\n", "\n", "In this case, we get a mean field approximation if $z_0 \\sim \\mathcal{N}(0, 1)$\n", "\n", "## Flow Formulas\n", "\n", "In PyMC3 there are flexible ways to define flows with formulas. There are currently 5 types defined:\n", "\n", "* Loc (`loc`): $z' = z + \\mu$\n", "* Scale (`scale`): $z' = \\sigma * z$\n", "* Planar (`planar`): $z' = z + u * \\tanh(w^T z + b)$\n", "* Radial (`radial`): $z' = z + \\beta (\\alpha + ||z-z_r||)^{-1}(z-z_r)$\n", "* Householder (`hh`): $z' = H z$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Formulae can be composed as a string, e.g. `'scale-loc'`, `'scale-hh*4-loc'`, `'panar*10'`. Each step is separated with `'-'`, and repeated flows are defined with `'*'` in the form of `'*<#repeats>'`.\n", "\n", "Flow-based approximations in PyMC3 are based on the `NormalizingFlow` class, with corresponding inference classes named using the `NF` abbreviation (analogous to how `ADVI` and `SVGD` are treated in PyMC3).\n", "\n", "Concretely, an approximation is represented by:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pymc3.variational.approximations.NormalizingFlow" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.NormalizingFlow" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While an inference class is:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pymc3.variational.inference.NFVI" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.NFVI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Flow patterns\n", "\n", "Composing flows requires some understanding of the target output. Flows that are too complex might not converge, whereas if they are too simple, they may not accurately estimate the posterior. \n", "\n", "Let's start simply:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as dummy:\n", " \n", " N = pm.Normal('N', shape=(100,))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mean Field connectivity\n", "\n", "Let's apply the transformation corresponding to the mean-field family to begin with:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.NormalizingFlow('scale-loc', model=dummy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Full Rank Normal connectivity\n", "\n", "We can get a full rank model with dense covariance matrix using **householder flows** (hh). One `hh` flow adds exactly one rank to the covariance matrix, so for a full rank matrix we need `K=ndim` householder flows. hh flows are volume-preserving, so we need to change the scaling if we want our posterior to have unit variance for the latent variables. \n", "\n", "After we specify the covariance with a combination of `'scale-hh*K'`, we then add location shift with the `loc` flow. We now have a full-rank analog:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.NormalizingFlow('scale-hh*100-loc', model=dummy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A more interesting case is when we do not expect a lot of interactions within the posterior. In this case, where our covariance is expected to be sparse, we can constrain it by defining a *low rank* approximation family. \n", "\n", "This has the additional benefit of reducing the computational cost of approximating the model." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.NormalizingFlow('scale-hh*10-loc', model=dummy) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parameters can be initialized randomly, using the `jitter` argument to specify the scale of the randomness." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.NormalizingFlow('scale-hh*10-loc', model=dummy, jitter=.001) # LowRank" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Planar and Radial Flows\n", "\n", "* Planar (`planar`): $z' = z + u * \\tanh(w^T z + b)$\n", "* Radial (`radial`): $z' = z + \\beta (\\alpha + ||z-z_r||)^{-1}(z-z_r)$\n", "\n", "Planar flows are useful for splitting the incoming distribution into two parts, which allows multimodal distributions to be modeled. \n", "\n", "Similarly, a radial flow changes density around a specific reference point." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulated data example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There were 4 potential functions illustrated in the [original paper](https://arxiv.org/abs/1505.05770), which we can replicate here. Inference can be unstable in multimodal cases, but there are strategies for dealing with them.\n", "\n", "First, let's specify the potential functions:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def w1(z):\n", " return tt.sin(2.*np.pi*z[0]/4.)\n", "def w2(z):\n", " return 3.*tt.exp(-.5*(((z[0]-1.)/.6))**2)\n", "def w3(z):\n", " return 3.*(1+tt.exp(-(z[0]-1.)/.3))**-1\n", "\n", "def pot1(z):\n", " z = z.T\n", " return .5*((z.norm(2, axis=0)-2.)/.4)**2 - tt.log(tt.exp(-.5*((z[0]-2.)/.6)**2) + \n", " tt.exp(-.5*((z[0]+2.)/.6)**2))\n", "def pot2(z):\n", " z = z.T\n", " return .5*((z[1]-w1(z))/.4)**2 + 0.1*tt.abs_(z[0])\n", "\n", "def pot3(z):\n", " z = z.T\n", " return -tt.log(tt.exp(-.5*((z[1]-w1(z))/.35)**2) + \n", " tt.exp(-.5*((z[1]-w1(z)+w2(z))/.35)**2)) + 0.1*tt.abs_(z[0])\n", "\n", "def pot4(z):\n", " z = z.T\n", " return -tt.log(tt.exp(-.5*((z[1]-w1(z))/.4)**2) + \n", " tt.exp(-.5*((z[1]-w1(z)+w3(z))/.35)**2)) + 0.1*tt.abs_(z[0])\n", "\n", "z = tt.matrix('z')\n", "z.tag.test_value = pm.floatX([[0., 0.]])\n", "pot1f = theano.function([z], pot1(z))\n", "pot2f = theano.function([z], pot2(z))\n", "pot3f = theano.function([z], pot3(z))\n", "pot4f = theano.function([z], pot4(z))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def contour_pot(potf, ax=None, title=None, xlim=5, ylim=5):\n", " grid = pm.floatX(np.mgrid[-xlim:xlim:100j,-ylim:ylim:100j])\n", " grid_2d = grid.reshape(2, -1).T\n", " cmap = plt.get_cmap('inferno')\n", " if ax is None:\n", " _, ax = plt.subplots(figsize=(12, 9))\n", " pdf1e = np.exp(-potf(grid_2d))\n", " contour = ax.contourf(grid[0], grid[1], pdf1e.reshape(100, 100), cmap=cmap)\n", " if title is not None:\n", " ax.set_title(title, fontsize=16)\n", " return ax" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, figsize=(12, 12))\n", "ax = ax.flatten()\n", "contour_pot(pot1f, ax[0], 'pot1', );\n", "contour_pot(pot2f, ax[1], 'pot2');\n", "contour_pot(pot3f, ax[2], 'pot3');\n", "contour_pot(pot4f, ax[3], 'pot4');\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reproducing first potential function" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from pymc3.distributions.dist_math import bound\n", "def cust_logp(z):\n", " #return bound(-pot1(z), z>-5, z<5)\n", " return -pot1(z)\n", "\n", "with pm.Model() as pot1m:\n", " pm.DensityDist('pot1', logp=cust_logp, shape=(2,))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### NUTS\n", "Let's use NUTS first. Just to have a look how good is it's approximation.\n", "\n", "> Note you may need to rerun the model a couple of times, as the sampler/estimator might not fully explore function due to multimodality." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (2 chains in 2 jobs)\n", "NUTS: [pot1]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [4000/4000 00:04<00:00 Sampling 2 chains, 102 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 6 seconds.\n", "There were 102 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The acceptance probability does not match the target. It is 0.30246096720680476, but should be close to 0.8. Try to increase the number of tuning steps.\n", "The rhat statistic is larger than 1.4 for some parameters. The sampler did not converge.\n", "The estimated number of effective samples is smaller than 200 for some parameters.\n" ] } ], "source": [ "pm.set_tt_rng(42)\n", "np.random.seed(42)\n", "with pot1m:\n", " trace = pm.sample(1000, init='auto', cores=2, start=[dict(pot1=np.array([-2, 0])),\n", " dict(pot1=np.array([2, 0]))])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dftrace = pm.trace_to_dataframe(trace)\n", "sns.jointplot(dftrace.iloc[:, 0], dftrace.iloc[:, 1], kind='kde')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Normalizing flows\n", "\n", "As a first (naive) try with flows, we will keep things simple: Let's use just 2 planar flows and see what we get:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "with pot1m:\n", " inference = pm.NFVI('planar*2', jitter=1)\n", " \n", "## Plotting starting distribution\n", "dftrace = pm.trace_to_dataframe(inference.approx.sample(1000))\n", "sns.jointplot(dftrace.iloc[:, 0], dftrace.iloc[:, 1], kind='kde');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Tracking gradients\n", "\n", "It is illustrative to track gradients as well as parameters. In this setup, different sampling points can give different gradients because a single sampled point tends to collapse to a mode.\n", "\n", "Here are the parameters of the model:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[b, u, w, b, u, w]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "inference.approx.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also require an objective:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Elemwise{mul,no_inplace}.0" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "inference.objective(nmc=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Theano can be used to calcuate the gradient of the objective with respect to the parameters:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Elemwise{add,no_inplace}.0,\n", " Elemwise{add,no_inplace}.0,\n", " Elemwise{add,no_inplace}.0,\n", " Elemwise{add,no_inplace}.0,\n", " Elemwise{add,no_inplace}.0,\n", " Elemwise{add,no_inplace}.0]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with theano.configparser.change_flags(compute_test_value='off'):\n", " grads = tt.grad(inference.objective(None), inference.approx.params)\n", "grads" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we want to keep track of the gradient changes during the inference, we warp them in a pymc3 callback:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "from collections import defaultdict, OrderedDict\n", "from itertools import count\n", "\n", "@theano.configparser.change_flags(compute_test_value='off')\n", "def get_tracker(inference):\n", " numbers = defaultdict(count)\n", " params = inference.approx.params\n", " grads = tt.grad(inference.objective(None), params)\n", " names = ['%s_%d' % (v.name, next(numbers[v.name])) for v in inference.approx.params]\n", " return pm.callbacks.Tracker(**OrderedDict(\n", " [(name, v.eval) for name, v in zip(names, params)] + [('grad_' + name, v.eval) for name, v in zip(names, grads)]\n", " ))\n", "\n", "tracker = get_tracker(inference)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'b_0': ,\n", " 'u_0': ,\n", " 'w_0': ,\n", " 'b_1': ,\n", " 'u_1': ,\n", " 'w_1': ,\n", " 'grad_b_0': ,\n", " 'grad_u_0': ,\n", " 'grad_w_0': ,\n", " 'grad_b_1': ,\n", " 'grad_u_1': ,\n", " 'grad_w_1': }" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracker.whatchdict" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [30000/30000 02:01<00:00 Average Loss = -0.87404]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Finished [100%]: Average Loss = -0.89074\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "inference.fit(30000, obj_optimizer=pm.adagrad_window(learning_rate=.01), callbacks=[tracker])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dftrace = pm.trace_to_dataframe(inference.approx.sample(1000))\n", "sns.jointplot(dftrace.iloc[:, 0], dftrace.iloc[:, 1], kind='kde')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(inference.hist);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the objective history is not very informative here. This is where the gradient tracker can be more informative." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "trackername = ['u_0', 'w_0', 'b_0', 'u_1', 'w_1', 'b_1', \n", " 'grad_u_0', 'grad_w_0', 'grad_b_0', 'grad_u_1', 'grad_w_1', 'grad_b_1']\n", "\n", "def plot_tracker_results(tracker):\n", " fig, ax = plt.subplots(len(tracker.hist)//2, 2, figsize=(16, len(tracker.hist)//2*2.3))\n", " ax = ax.flatten()\n", " #names = list(tracker.hist.keys())\n", " names = trackername\n", " gnames = names[len(names)//2:]\n", " names = names[:len(names)//2]\n", " pairnames = zip(names, gnames)\n", " def plot_params_and_grads(name, gname):\n", " i = names.index(name)\n", " left = ax[i*2]\n", " right = ax[i*2+1]\n", " grads = np.asarray(tracker[gname])\n", " if grads.ndim == 1:\n", " grads = grads[:, None]\n", " grads = grads.T\n", " params = np.asarray(tracker[name])\n", " if params.ndim == 1:\n", " params = params[:, None]\n", " params = params.T\n", " right.set_title('Gradient of %s' % name)\n", " left.set_title('Param trace of %s' % name)\n", " s = params.shape[0]\n", " for j, (v, g) in enumerate(zip(params, grads)):\n", " left.plot(v, '-')\n", " right.plot(g, 'o', alpha=1/s/10)\n", " left.legend([name + '_%d' % j for j in range(len(names))])\n", " right.legend([gname + '_%d' % j for j in range(len(names))])\n", "\n", " for vn, gn in pairnames:\n", " plot_params_and_grads(vn, gn)\n", " fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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z+Y1vufp9fnID/vKX4P96g1m+bwG+/peNSPQdv33wNlosFovFchX89B9+gk8+Oj3QYz77jgE/9dIvuGyZhx9+mJe85CX8/d+bHHZvfvObSZKE++6773Fl3/Oe9/DBD34QgFe+8pW84AUv4E1vetOex33Pe97DK17xCkSE5z3veYzHYy5cuMDJk4fr/Gt5AmyFFFwPt8rsNjeaoDPvULItkLTNXDy7xXgq1eWgqTKYzVNEuAF4ART1jRFFt8TXKjPiq+Neep4bMQNeMYEyAwHEhSDeDs+73nfEE2Hr/aIUZJvgeuB3jV3uvM572bZXmOHW+sOox+3E1fwmXO7ZhafEb8phe/CcB3bGQd05X/c4tNZv1Vo/V2v93JWVlRtrVf8k3PPPr76868NXff+l6977/fDpDxixp20P1j6LxWKxWJ4irK6uPibQnDhxgtXV1X3Lnj9/nqc9bbvZcOedd3L+/J7NBsuN4Mk06mlHybd5KnlCPZXqcpCoGpKL294jaKhTk1riRuUnulw+l4POlaRqk+7Ccebn0WYiG90eTnjezvdL2IEgMoLalrgD+4cOPpEww73esU+m9+6Tmav9Tdjv2c0nT5nflMP24Hkv8P0i8tvAVwITrfWFQ7OmVUYxfs7Lr31fLzRJmH968fHb3rD0+FAui8VisVhuMFfytHmyISJ2FqwnKzdixP6JcLNHyZ+It9C17ns953oinlBPNp5KdTkotoQTLzCfjgst0FSm73KzadW8E7wDx52LctdBlYEbXnqsFiiSw3kWdr9f3NCEZ1U5xPN67xc6uCXm7Nx2NWGGe71j0w1AjKj3ZHjvPpnZfc90a9aVM4iXt9+j+z27+RjixaeE59UNFXhE5LeAFwBHReQc8FOAD6C1fgvwfuDFwGeADLj3RtpzRcSBH/q4cXu8rv0Fvu/D8OB/hT//d5BtbG8rJhAOYHIO3vdD8E1vh2hwMHZbLBaLxfIkwvM82h3eq0VR7Fv2+PHjj4VZXbhwgWPHju1b9tSpU5w9u52679y5c5w6dbip+24bqsx4C5Qp6PmAmBc88cbv9QonB9HBvNpzPxFxS9Wmk6ZqQAMCdQbdowd/rqc6NzMk78kW/tcqIzLsFAoc1+SGCXuXlr0ZYuT1ihiXq1/YM3luto4PoKobm3R9v/rufr/4MaipsWfL3v1CB683zHAv0VrV5rURds3/dQ6qNELT4MTBPZMH9bwfxvdm65zpOnix8bIC8yw5W1KH3n6P7vfsovf2vLpe0fIQudGzaH271vqk1trXWt+ptX6b1votc3GH+exZr9Faf47W+ou01h+5kfZcERFYOAW9JxACduxZ8FWvgR950HjtnHquWX//XfDWF8AvfCF85k/g/qdd9jAWi8VisdyqHD9+nLW1NTY3NynLkve97337lv36r/963vnOdwLwzne+k5e97GWXLfuud70LrTUf/vCHWVhYsPl3rpdrdftvChMSgt4OoahTs/6J2HC9LvF7hTzUhZnd5mrqdC3nfiLhKPnEdMrEMQOI4pjlfB/P7sOcJvzJHApyM0PyDiP870rX3nHN87Mz8XEzFxt2Jz6+XtuvZd+DngHPcc13IxqY/liVbttSZTdmxqrL1Xf3+8X1Ieia7+KVQgevN8xwT4FMm5xEWzN4aW1EjLa58n292utyUM/7zfre7KxXsgHppjmXP78u5fRScUfcS9+j+z27Yf8pk+D9sEO0nvp841vgl+ciz4W/vXTbo38Ldzzn5ttksVgsFssNxPd9Xv/61/MVX/EVnDp1is///M/ft+zrXvc6vuVbvoW3ve1t3H333bz73e/et+yLX/xi3v/+93PPPffQ6XR4+9vffiPMvypE5NeBlwBrWusvnK9bBn4HOA08DHyL1nr/ed8Pi+vxEmkq0AK0xounVSbHoN9C/zptmF40DWt3V26Lq/EK2holV7UZVa8S89e74+rqdC0hXtfiLbR7BLsYmQ7ZJecJjK0cffz+Bx36crXsfibqAiabJqmsFx2+B8vNDMk7iHNdiyfD1Xh5BR2TUDnomue9yc36/i4vji1Puyo13y3HM8ebXpwLFJex5VrqfaUkzNfK1vfZ8UxHvSlNWFK8xCXeF9eSMNf1L38fLlffvbxwRA7Wa2Y3e3mWIOaRqPNtW1tl3pk7E1Dvrqfrm2foat7xB/Xd2s8D6Wqevcuxs266Nc/1VshaNoK2Nt6kW15WWuZhWYugGxNBs+X9VOfACvgds27nswvX7nm1ZVtdmO+lFzwp3peitT60k18vz33uc/VHPnK4zj7XRJ3DG0/svc3m5rFYLBbLAfIP//APPOtZzzpsMw6Vva6BiPy11vq5B3UOEfkaIAHetUPg+TlgqLW+X0ReByxprX/0Sse66e2afD7K+jgXddm/QT9dNSOjTTFvuIrphDk+rNxz5c7UTrY6ZeXUiB91AXViGujime2dI1fuEOycVWjLLtczDfqtMIv96pQOHy+kgGnwd5ev73rt7GxudRCGD5lOqhfNOxT53PNCG6/v3XW7nntztVzu/uw875a3AGLqEna3OzoH0GmpVUteNeR1S6MUvusS+Q6e69Colqau8VRO7IHv+fPO9uzq79eV6nqZa1M3NflsRBMM8DyfOHDxXefy59rrWLufg8tdv2QDklUj+rUtOA4EPegdh97RS4+7uxOv6kuXJ+fmYkAwv28KirER6hZOXt6Wa/lOXA3Xm3sqHwEORL3t8vt9By73fdkpGu11H65U3+sNN7rW+3+5/erc1KXJ5p47alu0cH1ja9R//H75EIL+PCH3ruuy+xoexH1XtXn2xN2eAQ22vY56R6/+OlzummQjI1z5EeCY44dd87zHO4Scyfn5jGcR4Jpr5vhXfp9dqzBbTLYFVQREm/PKzUkOv1+7xnrw3Az8GE5/NTz852b59SOTeBnMLFtW5LFYLBaL5ZZCa/1nInJ61+qXYXIPArwT+CBwRYHnpnM9XiJ+ZEQYxzOjqI5nOha4l454X8uIsRvOxZ18fpwK2gQQ6B7hsiP3MBeCluYN/+E8hEVtJ0K9XJ2uJYfI1ebU2GsEO1qAfAoR83pi6hV0967b7nPVBVQz02nI2Q6BuZqpgPPJ3FNIG4Hpcsladz4Tc2+BWgt5kdPoGE9rYhL87tKl59hlR417iXgjCBp9iYhT1IpWQ9W0gFA2irapyNIZC77CUQUzHbEpPh2vxpMEEQfPVcRRgO861KplmhWkVQtFQjf0GMQBPsrUOx9TOx65xDRaUU+m5NKldQJCT+hFPgLkdUuRZ7TFlKYViha6qqbrb6B7RygaF9cRpKnw2oK4bbdFp13XfEu4avIpHpo4EpN4dJdHxGPl5kKWt/EpmnxM4w/wwg6xVvjpprlfc4HH7KNp2hjPgdjV+PXM3CdxyZOUJh/jNSlxGOM7DnU+Ja8bmkbjqZK41+K7l/HOOMi8OtfjJbiVXPta3k+XK3slz5Qr1XefZN+P3b8Wcy8Cb1sEnB+/1g552dLoFk8g9hz8K3nE7OUV1Z0LfNPavAvc4FIB23H39tpSjRGSdwo8+74PW0hHl05PL872dbiS6LF1r2UeZvfYDGgAsl12v6THl2P3PawzI/KAGQSgNccLusCO6xItGrHfDeYDE6UJwYr6B+f9V0ygzMz7GWcuHLXGG88PDz5P0jVgBZ6bxSveC//pe+Cf/LBR5r/om+Hjv2u2/e1vwnO+43Dts1gsFovlBvKa17yGD33oQ5es+8Ef/EHuvffx8yu8/e1v5xd/8RcvWff85z+fX/mVX7mhNh4Ax3fMBnoROL5fQRF5FfAqgLvuuuvGW7azkV6loKPHj+5ueW/s1ZgPOpC2Zh9Vm0SfqoTu8fkxdzTEr5QMdKtT5sdGmBHXLCcbppEc9ucizXwyiv0a4js7d453aR121ml3/XVr3PrL1HQAop7pmGyJNntdg6sJR9mrsxkvQV3Nc+hoU1e/Y9aL8/i6zTt5dZGQJ2PyPKXUIY3bIu0UV68R+T6RHxC7Cp+aOtkgdwc0CB6N6Uyq0tRxa+KQZNV4AHgB4F6+s9s21HjMihLX8QhcQbUus7ygH7WmM7tHBz6bDlmvAmo8KqVAw6SoiFxNTMlS5FK2Qqc7IFNCXioEoK1Jign9OKYoUmhbXDfHcx02U003cBiEoLVilpdEgU+SlxRlhRd2kSYlyUqaxGE5dPBpyPDYnFSgc5TXYVgoAm/G4vIKVdPy4OqMY12XpsxIRqukqiVREa4bUEc+VZ7SpKu08RIDT3HUK1DhIrNG6IvC3yVW1KplVtS4jkMgLaV22RimNEqjtCb0HBZCiN0uRa1wtSJoEspWGI+GdAOPUBrKpmamINJAtUYdn2aS1WxmJR3fZRD5iONAMWEQeXiewySraLIZrWrRRYVOWzqB8bKL2xlhdxHlBszKhn5oQrbyIt8WiwKPWrWMUk0+G9Hi0OvE9HzBk5bG79Gk1d5ixn7sIa7UqmW6uUbaOEhb04kjBv0F/CC8dN/9hBfdznNa7QiHaSrQEZn2GGcVZaMJnZbFbkiHS7+PRphpaZoKj5jYjYxIBtRamGYFWVGigz5BleG7jhEWd9R7klc8uDphNCvw2ozFyGFloc/KQs+Ii62izkeMVEytXTSCUop1rRn4EBJfcg33FIt2vA8e83ZjkSrbpNYa36/o+DWDwMHvLhoPnGYewuUG5vpshb/2j5nk1eFg7hFUbF/jLbFY1XMPl8Bc1/G6Ed97K/Pwo12hXunG/Lmfi0BtPfeM6VFnE/IGGg1ePiQeLIMfkScZTTnDc1xiX/CvJN7vvO9b91DV5vcCx4g3aCNsqcq807bKV7Nt4b/OzX5eNL8+W78Xc7HrcuFfc1Gy9vtMK804qykaReQ5LIbCoBjihx3jrSMOdTo0gqp28HpdYqke9564WdgQrcOiSuFn77h03XNebtzbXvxmWPncw7HLYrFYLLc0NkTr5oRozY95GnjfjhCtsdZ6ccf2kdZ6aZ/dH+OGt2t2dsZ1a0ZA800zArolNLSNER7qHR2z3Z4qmw+ZkCjXN+KL3zHHixYAxzSKt8J7to5RF2bUdGdOjJ25d6rZXOhITbLM/ooRIsQ1nRPYP1Qgn5jGvapMQ74pTEPeiy91w4dL65+smw6RF4FSZuCtt/L4stcaXrFXTqFWmdH0anZp+ILrm85bkZN7i48LVRqlFRtrF1lNKqpGM4iNh0pQT+l40O9GiOOixWFjY0idTcg6x2kI0eWQJXKWllbo9rrEvotfDE34WzSAeEBWNVwcZ2xMM1S0wNHY5VTc0IlC6nzGxiSlaTV+Z0AYxfjSojRINGAQyOPqWuNyYZRQNpq1KmCSN6zPCo5GwsDNqbRDUWsCT1jpCDpapBd3cB1hNlzn02tTlvodJB9x18oii5HLrFRUTpeFboCqctx4kbpMKYqcwHcJpcVtMnADSonJkzFdT+O7wnrp0mpwtGIzrai9PoNA43SX8VyXqsiZTjZx2gZ/ehatGyZly8Q9yUgHPG0xYMUv8TuLRLpkcWFA64QUjULQ9AIHTzRRGBJ7kDdQORG1dqmSEbO8omxBoxkEDrqc4TmaJlggiHr4usITTaagPfs3uNIS+x61eODF5FnCpIb1/hcgAkvdENBUqqUbeAT1mLQRkqJhIQ7o6wScgHK6ihcPUHXJQuwS1AnR4gn8KEb5fZq6RBUzmrqhjZfBi1DiktctoedSliV1nlBUJd0opJCAKIxBBK1bQt9lpR8hQNOC1i21aikbjaC3PamK8WMd81q1DNOSR4dTVLJOd/Ek3U5MXVUIDb3BUaIo3BY+VE2djo1Q0LZ4dUKsS3BccokoqhLVtIhA63joImGoO/R6A7q+kBcFYx2zEraEntBoIS0VWVnTCxw6cUDl9sjKGqetaaucvCgQx2NhcQmFy4XxlI4uOdr1iOMYx49pHY+PnRkyTjOW3BI/8KmV0PMa7uo2LC8fZ1jBmXPnmOU5QWeZXjemalq0UvRin6i7RForYt8j9ATPdQl9l7xsmJQ1bdtyrONxJFTUdc3FacWk9ZnlJU06pUfOoBPgxQP6i0dYHvTwp+fNe80L5tduyHS4SlmX6O4dRD4Mwgjfm7/n/Gj7vQbb78ViCsWYWjtMdUQqPdxiSAqzW4UAACAASURBVNRbZNDvbwu7+di8S7pLc8FnHTpHqHEZzVKaIkU3FW66io6XcTt9Qkfjuh5l05JViqi3ROho4tDD7y4Z8S+v2JiVbKYlqm0ZxD4nwobljg+6JR9doB5doFEVXjSA3hHasqCqS7TfIV48RhyG5FlCqiMETSf0GJDjO2Lq2Jn/HG+9l4VLw7/a2vwmzt/P06zg4qRk1AZoLXTcFqfJ8esJMSX93gKuNGilKdMxke8Q9pdRbowC+r0F4zV3g6ZZtyFaTzaCrgnNum/HDf/b/2g+f+XLbdiWxWKxWCy3HqsiclJrfUFETgJrh20QsD2avtWI90IIF2G2bkZEu0egd8KIO2V2qau+4xkhZash3Fky29BGeGly45buRcYrSFWXiiPItlt+0J+HELhQTsxfnYE/MA1rPzaeO9U8FKGzdGmowE62Rl4n54ygEw9MSEAxgd48HGlLlMl3CDbjR2Fy1tjsd2BwhxF45sfLputM8obC6RKGAaHvUpYV5WidoLvAUjekE3hkVcMoLUlLRduUDJyC0BWasqSqSxyZEHUHeJ5L0njU0xSvmhKGIW48QAc9lBYc16VqWopKMc5zWq0ZpiWq1XhliuuEdHxhdVqRTBNOuRcpqynB0hG8sM/ZUU6vTanLnPVRy9RfJNIVE5WxWWywsiJ0fc0RMjq6AVomrcenV1NGaUkv9PAch7VEUSmH421FllTM0oKoM0Dj0eQF3UDwwy7pZB3UhDJLafwBIg1am/CnSdmSZwUj+kyLmrJWrGdTLipNFAV0Qh9XhEeGNcv9KVEQkZeKc+OEwPVxW8hqzSfPbnB0oUvblAQDH1TDsKxYkBbRMRfSmrhNWAlbuqGLk88o8zVapdj0eowmUy7mLoHrMPAasizF6RZkboeODGhURZWOUEVOv9lkPatYmypcajx5kMS7k3/MA6aLHUIdckQqMrch8DSu45CWDb7jo8sRWo4xLiDLSho1RuIBZe2Spxk1Dt3AIawrylYxaTsMk4S+nxC6Qi4hq5OCO3WHUE2oWqDJ0JEwKlukcxRPHDbSAkSoVEtTKc614JYJrQYtwuow4YQ7I/YbAtfHaStKN0Z5AeIHVOkmvrOMq2rWN8Y0uDTRAjrJEVLWqoCFrsmZMqs1WRuCGzHOayqlmKyOOLEQ0e/4TPKKRzZSlnshngNFpSiUInA9qrYlm3sJHfEKQkcRosjLkqQRnCrHDbvkLdRZgWpBVyVF9jBu2MNxPeJOj6J1mGUtcZtw1CuovZDNtKVpNVKeY6RDFAFVU3O83yFRESEVdZmTE5JIh6IRzk0yOuUQhSaIOgROyCRtOJdBJ8qpygJVpcSOoBwX7YS0hSLPU8inZK7LhuOwqEsCJ+eBMVycNixJhfZdGiWIA9NpyoN5xaNrm4yKljxJUbQMJwVTd4mFUHPUr2mbDpO8ptQh3W6MpxVNmbAQOtTaRXkxdaM4M1plLQzYyFqyssStUuoyw/MDVBBSFC4dqckmGaOixc0KaAp6UURAQTOb0BDgRTHoknyS0egKb/lpSOjiNbXJLeV4kI+oo2Xyau4MRZ+qhbqq8fs+UrmkWY5yQ3qhR56MyYoGpXKk8OkEPmHtEOdThm2XzVTh4BPWOV60zCxJ8WZTBm6Fio/SuAFutIBqW7TnMcsLIr9hVtSMkor1tKCsNb4DSaE4W7VU+ZBQZbjlmLppEFWTZylp6TBTQuh5tO4C+dSjVBVOURJ6Nb7v0Sk9VOzS0wm5EiZpQllVeCgCz6ETxYSBg+dqmqKiVEKTbtJ4fcZ5yTRrmOUpdbBM39foJmNSazqqpRaf6cVH8Tt92rqinG7SlDnhUsVSt0OwcAJdtRwJH//zdaOxAs9h88o/hD/+ycfPsPWfvhe+7ueNW53FYrFYLJZbgfcCrwTun3++53DNmbPl5l6k20JPNYMyMUkop2vQYkKqwv625810aMpnI5MLoqnmXjuNEYKaCfRPmvJ+NE+OyvZ0s808QajMQ8HqHe7+fne+XMHGx4znTrQ0nxmrMgNhyZo57+5cN1seSW09t6swSUXjRYjvMuLQVq6TvKJJczwvQFcJ5SP/QKpDtDjE5UXc0RAdLaNFqPt3kWyu0QldYmfE2iasjjN6oYMfxEyiU2jxONIBVeY4Tc1UCbqueaTVdLwKv63o+RrX9bk4KxnT44jfEDcFo6LCKTQnW8V4NCEjoHUDdDtiXLVUEpHVwvlRSdtknApmBNISdzpkk5IiexQ/LOnUGbM0w3UcZnSopWZtpig8l2nSsqZa3KagOy44Pyq5u1twkZoFT+EMFGNVMGl8fNcjI6SeJkRtycVpzYbv8bTjxwmDJZoyQ+WmYzlNNWq4RpqM6Poebj7B0xsUXh8v6jHMMh6cwLioqZwGF4XXFJxfO0vtRsRxD88VlkITqhJXwsW6ZGNSgUoIOn3ObuZQpsTtjLPjNepWIJrQj0Jyd0BnXNJqRaAy6qhDUBc4DbTioiUgSdcZ1zlJ6VJUNZqcetBhVEBVTOl0ofETNnNNOd7AT88za2vqtkalKRuVQxwFxN0huT7Kxy4W1KsXecag5a5ac+fRPpOkpG1htRjiOg5VlbAQRWwmFbpVxGqGEy1Q+31GmxvQbpB0A+qwz7iqGBdwNitYCSvC/hJKwSN1l8+JaiqtKMSlKARNTOUtkTYNRa0ZzgqypqUoFOtJQeS1BOWYmJIyGaP6EYGjCAdHKDdnhFFGEgjd2CNrO/TrmqhaZ5pVLJ64G4VH3bbUtWJjuMmZYZdu4BEFLqHnkJQtf/fIkMVewCD02ZiVnNnMGKclngunBj5ZmrIxSRFPOHnkKN1Oh1FWc7ZOOB633OGN8T0fTzR1NiOqJjRH76FqNBcnM9p0k7jYpNEt4fJdlG6Huh3S6S+xstjHaULOZBrP96mSKblyyKYprltTBz3GSc1nzm8ifsTJHnSXAspUCN2WnmQU0w1UFKEQ8jRlIa6Zqj7a8ajKAl3MaFqhiQNUXdFjymSmyGYjOlFM4cS04tKols3pjI3NMWnjErpjdGdAFHcpWweZrTFLx3hNQRofI60c2qZk0R+B76NbxZAB003NsX5N4FSMq4JAajamJUWRMAiEXuDixR1GpUs5bGh0yx0dh3z8MG0DaXQEr1Y0dY2iz2hznZMnjhMpj6b2GZcFi+0ErRo6cQdHGiTs0/h9psNzxGlC4ySsly1No1jpxyxJSZolaMcjqksK7ZIVFaHvUWQVZdaimimq8nAE3GJGo2FWKWbDCa7AciwsMmTqKnphiCoSplWOboWk8nDRuI4mn50jW3gGMYo6a1iOPXzPZTrN8VyXrFaghdgTJkXDxixFK80jaoPP6xcsBRov7OIQM80rRnmDRD1GSY4rOaN8xjBVHB10WQyhbBSPpjXjFDqOmocCFrS4bLYhfpESNi4OFdOqxi0SRmlFXjWM2ozlboArCtfxSIqK4eaEvKzwfZ9YGZGz60SwscF4OuWk3qBoAy6WE87EmuPZOnG/Ij51hM5N/LkHK/AcPk//GvjePzWjUD97cnv9x37b/AF862/As156OPZZLBaLxWJ5HCLyW5iEykdF5BzwUxhh590i8q+BM8C3HJ6FO9gZauQGMNuE2ZrxuvEjSEaQrUEwmHvitPPcBdqINq02Ygot1KlJYAnzWavmM2r5EbBkwp/SkSlXz2d+6SxtC0O6NZ4/YWDsCbvGI6iYGVGps2hCupSC6aPmXOnw0ilot3I+oM3xyqnJf7B5gaJ3F40fQ9e42Ie+S1Np1jZHTFfPsqQUrVPT5AmzStOLwas+SRB0GXoZrheQ5i1hsYbKpnj+STYLH98paCKYlJr1YsbyUp+xCvF9jyU1ZHOieKiuOd73kbrC911mTUjajJlKRhAENE5AVeecWZuwELt4UY+pu8A415RZSplNSZTPmVFBW6fMOi539VsurDt06iEKKIMedT2jTBLS8TrK8ZgRk+seTgfWWyEpK1ZiTRhWVNkqZ0eKhVCoOz1mo3NcyFwq8Tl+x2lCCUhmMzZUS9W4BG4J7QW6g0XqNmBSOGzMCtx6Ri90GeiGfDLCVyW6mlGrMbp3hIsz+PRIqMI+vqRQTJlUDclUgZowCCc4OFwMQpYil2lYspw1nMljlGpZHj1C1Wgk6PFooiBZ5eTyIqmO+McLm5zuXaSJBxB08FVBNcvZrBKefmIAElC0imTW0qiarHHJ2oCkUOTFhNUmYtoGrDjQZ8Ks8XGrjKiYUDkehYK0grapKfKGrIAL0RKiZxyJhWwW8LHJlAvjRRrtstJ1OOaV5H6f9c0ZK31FXlWEgcfmbMZG25LnOU6VMKNhUjmU1QXSvKF0B2hfWEtTphc2WF46SuvETLorLMuUYd5wLndYXD6OqwImeU2lGurWoWlazo5m1E1L42l6WpFNJjS6YVSWRIFDXGREntDmAQ+Lj+M5DLqaZe2TbkKjPY7oITocMC1rykqxOpyQeppBHCJak2U5tClFWnB+7PFwEOK7IUd6IdMkQ1dTmrWM/mBArnyKXDFLzjFYPIr2AoZJwUhSnJUAJ9skihy09jkzdfCSR1DdY6xubBCW69C6dLsB7eYa08Kl7SwwqDQXk4aemnFmUqMaRU8KiqrGayvcNmOtKRj4GqkTZrpiljqcqlehSDm53Cd3PbQb4vgBoho26pBZ7jLLM+iaUMfYawlVRTUa0mQpUaDI85ayVtR5StEoEucIw7whn22y1AEtEZttRb+eUJQ1dTFjOp3QozahbtWYC8MZXaemjT1UV5Ms3klAwDDNiAOP9ckMVczohF0myZis0Tzj2CJ5VRONH4Glu6lbyIsK3U6plDDONWmVEXsZ3U6PpIRxLaxWI5YjoUOB4/psFHDCrfCKEdHSMdAtVdOSNx6fvThi+HCCcgM8L+AcEDuKZxybEUddHp7mbKQFjjh0ewv0eg2+40A547OrCY2ClSCjblo22g7Kbam0w6q0lGVF0a6y3PGIyWlqRVvmlKrh2EIP/8iA1Y1VZskGTlRysqPolEIV9jg72cR3hFGuqL2IvPFIsgynzViKXHSywcXgKFUYcyJocBxhMt7g4toFhrKI1nA8zRgmOUml8eujjItliqJANzXadbnz6ApdXGKpKYuUtIamLgmjlkqB1sIjayXLTkahYa12GCYpx2KXoL/M2qyins5onACvqnkkbzg6nXHUb6gbRZGVTCSg5zbU7QW88XnOrnfoLByhcb6EL4gW6AQ3T3axAs+ThaBjwrJmF+HnP+/Sbb/znfDqv4Ljzz4c2ywWi8VisVyC1vrb99n0wptqyOXYCmOqCyO20BoxJVnfKjCf2jY0CTarGUzPmfJNZfYRB5ZOgxZMs1GZ5MS6MXkYtqbshbnnTwmjhwAxHkH1PNHysWea/C91acK9pheM500QmRlHZGuGp9CEchUTyDIzPXvUNVPcNvk8meWI3OnQTFbxpmfwxCF3eyRFyWT8GVTnCOUgZNDpMpwleHVKPlylGV/gM0nCkWYd33MoWGC8scGyuog7OMZE5wSdJZI6xRNFkmvaYERRlPQWlmizGR2/y6dnHht1AmpC2F3ikfU1ClXT4iOVj+iaFSdDTzage4J1Da3bQWnhYuGSKc2KM0H5BTOnwdcFvXLExnRG3dQMAhdPl1yol1jPO0Qq5XP0WZrgGOvtgE7tEJVDmrIgDEMuNktQbjKaNOS9iFBqZk3M+XzIXe0atZSsaodx4NKNurjK44I+zidnq3Tah8jdiLQK6MUeJxZi0lJRnp2QOwtM84wWh2ct1Dw4FZqNs4RtShjFBI5LSMqFsw+Suguc4QRuVZFONmlVy6zQqFoTOxV+VeGHASI+WTPhUZZoS01VjMmdHmmmyJMZmdTEFNQsMys6lJMJy+2YMnWZJiUqXmY5rGidiKCu+MQjE8RzcMQxeVMJKZuWSZawUXg0XkSjPLphy4VJSVU11IDTBnhK09Y1j2YtZabwPU3SdlFFgy7PEwcurRJS38MV4WKj6UQh51VIE/tMJgW+Z3IPjfOa5Y7LrGx4cFLgNwnSNkzqMYOOj+OFVGWKV66SxcfnSY8dXGfCypLwqXVoWo9zmwU4HqfdEtFjsumU0NdMlU/eODR5ieMG5GlJ7oFX1vQ6LpVyGNUOF9MZnTBGtzMTbuL2WFromYTWTUtd1YzSEomFKHQZzwpWs5qpKqhqxSjJkGJM63iI4zPLUwKmSLRAXpZ4TUJfCjaUx4WLM9o6Q2sPcTRNlSK9k6SlplY5ny5zWkzepbtXYnLXoUkuMlr/LKNM0ZGKKAhIHZ/AF4Z5RpnDZ9dTNkjpqxldqej5La5Oyacj4sCncR2mRRelp8SdmCxNGTkhaSkMnIK8qvCkpZUOsWR4qsD1PGbuMnWjqNOcRa9C0bDg1QQqxVcF2cxhc5Si/QDX66LbAq/apEg8atchaqFBUWthNE5JiiGFG3LcV9Sq5EzmEOkxUZmAG7BeCc5kSjpuGKzcybRoqZuWUmniIuXCxHjhlTU8tDokomGFCV1cGm+FWTrjzHRIXA9phuvEUR8v7lKI4nyakegOuSccHXQIm4q+XqVXbyIRrLeKTp0Qy4iyqdmYVUyT0gjY2qNTT+iqCcPwTh656OKL5kjHpfX7rFYdpqtjPvd4TrdJ+MwIJsmYXptQdQLO5ZBUJa47JtcRjiNUfp+z45KFWHEqrFlRa8zagMgPmBQTLo4mEHRoySBNcdWABzdcivwhQldw4iM0SnhkskGFRyQNi3FI6rjEqmV9c52HN3ssdj2OujmjtXM0VYXrNZBPeHTTJashUTAebTKL76B37E4iL2aclCTNhEBlOI4wLRqkmtGTgiAIabwubV0xm6xRe5pOPKCjc5qm4Xzq4o4SUvFRTQVtga4aSpVzoc5I3Jq+zpBWsV4ryhBQBfgRfd0SyIDVtTV63R73nFy+ugTlB4AVeJ5s9E/AT6zBf/hGOLNjtpFf/Srz+d3vh9PPPxzbLBaLxWI5YIbDId/6rd/Kww8/zOnTp3n3u9/N0tLeeYk/9alPce+99/LRj36UN77xjbz2ta+9ydbeQuxMrBx2TJ6ZfGgEn3QIngtlawSVKDIzoxQzs7z+GfD70OYQHYFibEQZ5rNdpetmuXd8e8peVcPkAqx/ai7OjGF23mxfutss5yMoMpNrB2XO5c5nNqkyE5Y+fZSMkGQ6I/G6MPks3U6EeB5Z0TCrNbNK6IRCVxRxMaWooW02GFYOjROh0prVaYzECxxxC1wXRsMxx2afgfEGmbisNQOO+FP8dJOiE1NOEkKZUA8fpJKQYROQqgDHGRF3l2G4zqQSwmBE6Z4iy33KsiK7+BArjOg3GwybDhdmESsLfcbVJucnlbmuXkjaTJm1AWkBOSFjPSX3FU7YsqRHrCcpsZrgtjm+U5LQx6HkvKzQui4uHZb7JQ8XBcdUhi40i45QpSVl5JKpAZ6aEE4ygiBiknZopWYz9AkJWAwz2jxjVGrGyqfOz/AppenpCuVmNBJxtAM6E85phYemdDssug2DAIZJzYNTWJQpQks9rWlaxRFfMS412k+ZqIJaOaisBMcja0A1HoUbs9Dk9KWg9nq04jNLFYqSti0ZKg+VFswyzbgRBo4iiqGd5SzWF8kdn5qYsspwSsjiGE9N8SkptYvbZLiNIuseYbOJSWqM2KaEUjdo3ZJXQscXOn6M7wrnpw3jssdJGRHTUomwmTcEfomoiqKIyLKEjutyfKmDimLqZATuCSIqHq0qxpOUqNMljmKSPOehCxkzCUhrj+N+gapySt1SpxcJpKHj1EwKRV17sHia2tN8fFixmEzIq5zYaUFD4LSkF1fxw5iSEFcJwXSVtHZJdIdZUdMv1wiiANeFYdoSujVeW6ObjJleoR8GtPWEBZWQjgf8Y9ZlqROii4SibllsHPJJwWySGCHEr1nfbNkY/v/s3UmsbX16HvTf6nd/utt+TVUcx7EDcTJIyQhlQEQUqYJCLASyEBIKFiFIBMkwKzEIDkhQCRnYFmYQOQo1QCEZJZBAECBlEkEgEVJs2XJX9fX3nnNPs9vVNwzWqq/KdjlIxPXZVTmPdKW7115n7/9q93qf//M871Hf9dKot0kGsVgdprLwYKGX16XTUDq2qagpLdudYxt4iC/Nd4VkPYhmG7O6MK8/EsahMsz8YnEljSJF0RqOtyKxJozshkB93Hu5CpTHo10Te0ieOPaDY/FgHZR2QePtZetMJTjdOu323o4Gu37loXwmMJgnoZv7xikafPU2tIkbL4Ov+aRPNU1r7qgO1u6ip7pV6PuT114uBlUSkaW6qtKe7nT5oMwuJPWdh/BcVTfy09ZmHkmW5wat6njw+vZWXB1FTz6n7Hu/eIwtuhPNSdIdvQkutUFoNnRWwSfe/+UHd8NaH608u5g7HzpNsVcZLUzHstMmmf3ARf6hxXJnHZI6aQ/3inYQFLlZvpPsPvHJ8YX3wndcrnpBsXUZHgx6v1In2p7fk+ZeFh+5Cg5enXqvq7m85jL8RJVdGPrSbcEye99D/NJquVLXc2FT2/WZSO+9D+4UTeeh6qzD1q9WqWpP0BaCvhd1haZPlJt3NVGnaVofFpV9v3ewE3a1WdpZxaGbdrANr5yaTDdbWN/nsu5knsUu0tDD/Wu7IZNXjVmbmy3PnFq2ZedcIiruzZKDQ5U63H/k0DT67Mzi8AuGrnMdvbAteosMQawv3/dBE0owz1IP5eD1tlT1jfOw0bShQW8Tl56EN6quUwQL9wLLfCuMU0kS6dpWXd0Kl5fatjEPWh8fA3nLstyr+tz7bWydsQlLbdtIk5k23sgi6j6Uhb3jcaeoN5J5+pn8/D8SPL8TEWf86P/E3/1P+D9/XUvY//Zf4U//76O//en3f+u/f8QjHvGIRzziOwRf/vKX/dE/+kd96Utf8uUvf9mXv/xlf+Ev/IVvue7l5aWf+qmf8jf/5t/8jEf5HYg6H1vI1qfRCtXWY9BxvqXNqbtRNaOjCtldjyTQ6Z6uJ6nH0GLNaI/Kd6PaRjoSNOmS5kgzqXcePuT+qxw+QTiqbYZh6lhVjVasxZMxB2h9NY6l70lXmmyjqGvtKdceb9x3S2WVOzRj/kU2FOZDpZ9dqNJLTTRzfXOykptFvTw/6vOdeH6mO39XdTy4vfllr525XKbOmhvLw/t+aX/UlrWgaZVBLXYUprGqnBuqO0nYamRmwUmcXElDXu06UVd6Omzdtwl145TkHtq5pcJF9+ChnzkIJUEhzB/c9blXdWffpIaql8SVQ1Vr+17XRoZ07oi8qqyLrbK8kykEekdzXdibpSd9GwjDXGPtekgED6+1GpUdBlUU0PUW9Xtigyg889Gwtuvnlu0NSrd14MqD07Eyj2pde2fryq0nVv3RXb0wU7nYcDgOrneDs+EoDltBMCMLvOkHDzUXdkpHextZENqEhV/q5oJoLqpbbbN3386lXagfanOtQCPqGoeukTeJU9d5uUikXamTW85i+5qiKA3NQJcb5OqudKt16ktnUS0NdvIhVMehuOjRieuTedhqm04WNuJyryoW3oRPtdnSmcKhHiRhaL/vRUHvVx5a764jd4eTuUiRnNt4MOuODt1g20SiviM6EoQ6rfLUmtcHURC428ZKM7Og8iSrlfvC3S7xya7RNp1mGIRx4qOmtu6Porg0xIW2r4gq0RC5Px7thqNTHTgUlby7tU46hyizXi4kMeFwUPSdLujU3V7Yt8pjJQtmuuhMonbcN9rNhfMwN+sLl/Vr+fFkm+Wy9Il92ar7o67bq+OZ7smlbOi07aCpT05Vr+kQ5vbl2uFQuhh2ujBy1yaaNhSpRU6SU6WchYK2Erd7lzp7C1sznV7SHj3UqaG89yy9EcsV9U6fzIRp7KreugtTZfzUcvlcW4+hyMo3orJ0e0y0VaUS6RJ6o60u7waX/d5tftKGjaEvRZox4NhBeniwDjq1lSReCuepbTG314qHnV18KVW6ryqBTrOZa5uN692tu4Czxcx6lnorvpdpRQL14V5dFYos0QyJmcapmSsOe6/LSFPt9WVpPR88FIVXTWZXhqIwkgSBXZcZ5BZhTBQoDienjpOVWfDgujn4pB2cORmGyNl8kGrk/VzdDKoklbWNF/0nqvzB0PeiODI0vaqptW3jedB6GAZdHrpJEg/zhUW5tUwqWbpxUzaC2/e8nl+4qwNVuXMVH3zoifOoV1a1pii0daubzd2aWXYlYaJNA4chdbrfqoa5dqBqDw5566FJPAuP+myhaUiGSlfs3LWNMM60zaDTqsTW9RsPdewUxIKh8tRWHK5dFys3x7XzeWhfpW6CQdTWtsMgjEJRXWjilbiln/W2de/dvhBVlWVUKE4HwoXXde1FWavqQRPc2w1n2iGUhYWkPdg2F86yyCYIvPn42nV3Nnayi0N1R9n0lsPBYZ4p+0EVdy6Hg2NZmCvNVkvt4qmZwPr0gUuVeH7mOFvb3VXqplEEM7HGLj9YBg+y8Gg2W2qGVhmfqU48Xba6ptP2n93P/yPB8zsZX/wv+GN/nv/8ya9d/jOT+vvH/vE4K/aIRzziEY94xLfC//wlXv/sb+1nvvhB/viX/4mrvPfee/7En/gTfu7nfg78pb/0lxyPRz/+4z/+G9b9W3/rb/l7f+/vgT/1p/6UP/JH/shvSvA8e/bMs2fP/J2/83f+qTbhnwk05UiyhPHYDvbwerRKxdnYcer4hnjKunnzq2RzNu+MJE21NU7VhmNWTxSPpNCLHxz/v35rVPAMEdsPRutVvp1asB/oa7uqcCwH9fFIezfO5D/5g4bqJDwNLsLKsj8qkqWHNNIc77XFvU8OkTcRaXErahtZWNk1rSgiXRGmB/v+wvX2QFe7zHpDlYvD2llVaE9Hb9KXPsljdf2h233iLr+xaneaupXJDAbZsLdVUl3pqoM46BVDKI1rD21vl3Le3Yi7RLy7U/Z7QzfXRaHL+iNdf2mplPehUXQpMAAAIABJREFU3ZDJkk4YhgYr6/2dZkikAY3U6TQSEkut187tykSqVarMmpNe58KtQShRy/vEULYGtU281YeduC+8ai91fesB86ASphTBSjC00jYnyZWeKofYQiw1FpFnbkYrRduKVJIu0duI+0pl4zzae8gTxzZy7qQQ6oxZGvWwUFaDYSi9ttKGtSg4aQzuk1BU5mazwofVE9s21BqL9Cv3lhqxythYPHDqYkOee1MF3g5v3Ee8DjeKPpGpxqynLnKwkDVHa1u5SJ+GVkGvDxJ1k6uavWSoBAEHjZceDN1Ak5o7d9lFfvE+totCV9FBOFQWQ+cUjqG4v1xGZjqd3rw+KMJM2SV6raw/2Q1r87aw1GqGVF30svzWYLAMrs1E+ihxSBZOXeIQruUVldRDGcnCTtT3Ugd9dHJM4pGAU4kwx+syVQRr2VB67pX7eq3pa0OZy+aV6z7w1ubklFwKi51DlYuL3im6cuxySV8Im9r+ofFi3Vi0O33QOliKq53N609UVk5Sa5V9t3F3H2qizKwvtGWnqWvNEGuDWNu+UZSRtb04DkWutEYFwqotJPFJUUYiMWJZX8iaSp4+N/QhfWPTneytpO2tIg41Outma9ayCRq6VD/jTXMp7HuL+qDOc5XApr3VSb32traJLZs36ujcQi6qS3lYW0V7c7kwIAt7V/ZuqrVjupCFJ3F78nAY88FWjrbx0qlqXTjKm0SQhM73H3k47A3hVilwOiSexSdVWDsLStvgwj7caNtA19y56c8FZY0bN/eBWKevKnEWi+tE0r3SCVyKtAZLD3pLJ+eqPlD1pENh0e00ba9D2yRu+2fuXbgY7gTlThRF4nBLlImiWN+VHsLaRq3rC0Hd6qUijXsLh6Fy7lYr0Va92+JSFB9Vdeg8LGy6e1VROJWxJBo0ba9oO4XjSISGM0lfq9rMfLhT9KmyGOyGpYtNqW0CdVk5db2iCd3WnRjL5sFRTzMIusGQkR8fNF2riJbm/cm6/dB5etQg6jptk1so3EeJPgo8bXdmeqdmqZXq9Oo+UoaXonhuCAnzWhgOtve5Tbd1P2sEcazsS8dhbrftCPb2QyLRSIeDuj1TNa3n0cEuzMTFnbhPHc3UbW/RP2DuIc80PU0zCJBGjbDrVGXtFJzEuHCv3ud2h87LZa+IIqcg0hcPdnXuWGVigcVQC5WiaKCtdeGgLHPNcDQEic2msytaV8NgGD47hueR4Pmdjij5Rsv0/J6/+D3feO8n/wDv/BB/4Ef4oX/vt2d8j3jEIx7xiEf8U+D6+trLl2OTgRcvXri+vv5tHtF3CboawZiLUz6MxE5bjTk78Yz5xaTu6acW6FOL8zqf7FyHsYVuUyh62mQhnt+ZxyFVaT976lj19jdf9dBtRG1u1e09PV4L82vHotQOgaCr1X0gLyrHu39snoWS+cYpzSznka7buQnn6puvuu7X9k1Ns6M7WRiktrpo7ijTla9VFYOvCqQOVvJj49ydRKiMUl3Yer9pfE3shRu9ymI4yOtBYFCL5MPCTOyZUmsvmc01Q6rSWbUHnTn1UaVy3t4L2kZgsLDXdbHB2Aq40+vFztza1StzJ7VUrSTsXCQ5be9OpjQzNo3vR9uF2LmTtaNLD9YKO2snmZlCoDHXCdtWE7KrY4TmTgats2HnWGUeLGxUEo03/blV+iDuCis75+5kArVQVJe6vnVtaWeuU+rNBBpN1zvzkSutWOQ9z2QCS5VXZWipkuAoEvVzK0dXtvJuZrCk61y0D+7M9TKJ2krupWsLhUGkkLpx5aS36g623VrRRAKDVi0SiPVCuQCFxEZvpdLUqaNIGNXm3dZMoZUpkoXLZq+NW0081w6R8+Be2QxeKOy6tW0XioQambmBuNX3vdd94u24VCZzUVsKypNWpJYY9GKNRi9qj+p2MPOgNPd8th87ItUzZRc5i3Kr5sa8iaZ23ZG6zxRSg0bc7W36wjxpzcNai7JrhM3Gk1ktbwe37UyvEohcm6uqzlX/xidlbJdmnqW146kcQ7bLwm6Yy6JOEIQGHcXWrusM05ZeuleKhF0s6yuD2ilYSIp7GdLFXLEvdH2vlrmv5zKFvbXM3Lwt9HKjKSt0ppTXgTeWLhWexpW6T6yHrbp5cBc903eFcOydZtXuLYNaFyU6JEOrOZZ6sUMxk9g6SNUqL/o36poinrnv5uLhSNDYRHt9T90OPueN834n7RuxThQEYpV4aEQo60FlUMczgVrab83c64aFqlsL+72znigIRW2t17nWjwrAsHWTRBqJJ8EgC7a6oVSJRFqR0q5dW8p1bWcedQqpeqDoaoNA0w7mw0neL3RZK3PQVolgCMVRxNDJ+8QnNhKdt7tPBEonMzQClbhrPe22ymatTWeqIVQ7KBSyJrftF7IhlwWtRVzrmrls1vqV5l1ZV3jhY30f2cS11aFTavVohqNje64zmHtwqbC1UdW5C4Uh7iQ1s+oDAeZSr3ZnjsnGoRnMyxu1TCCUOXnqjVtnui4SCJyqQWzvzEnSnFnYOXNjVu6sdQ4WAvQi665228VagbbsXbj2xlItc+vC4CRxsg9W5sMrs6B1GjIX2b2uzUVy0fDGRTBTO9cNc/dmrvqdvmnNh5M4bs2brWiInWV3VlUrqmK3UkN96SGKtG1oGRTWDkKVVTeIRIruXNW2hoijRBNHLt2omnPbojPrjmZyaZt5Hi7chZfiITerjs5nJ8u4Nibs1ObVvUXWWRYz+9kT8fyz7Yr9SPB8J2Fx+RuXffR/jf++8O8ydFM3i0c84hGPeMQj/H8qbX6nIQgCQRD8dg/juwNxKs+Pru9zx1cfqYujNL+RNQc2L82iwTLqiCPBMBPnO/NyL6l2FFt5sZcfT07F0VAWqiTVffyhYv5ccPbcMkt1YWp3rESuRV2uP7xy3ezFAXF5ElZ7lUBhptZKqg+U1Vx3eOM4rNXzM2U/c199aGGncXBXbqRql9HO5XAjSgZFe6noW0OVG9rOXK6J5+btTqQVaklCD/XgLly7aUNX3tcKdAaZRiMQGWRqczstcpFIL+kPMoHz+iQX+5pnLqOTRXinbXt7C5HAhdx8KnxnWoUUgUQlNh+LT4WZQtO3ttVILjxxr5Z648K5g3/OL6nMZDp31hKDW2c2coNQqpJotSKvrCRt4VInVFsoFMbWzxu5hcogUEpcBXcuq52veUeU9KKo99THXpXnFkGjlOrEDmZmGu9ZWNjL5CqZVuqJnc/72INzucHK0ZmR/EhVAr1EpxN4Yuu1xKFJRXI/6Bd86KkrW0uFp3YOZmK9TuOFe+97KcRH1kIROjMnL1yrpFprmdJzR4FBqpOoLHXqLhVonSR6gUWz9XZ87dguJG3jwdKtWKvy3MGdc5larNdInISitlWYCXQObSyMB2eGsRgWivQu3arEnnhw5mChUgnMBOqyNJvFhqG1Ke+ls8ipTyVdKsKZwb3IWusd167cuRoO1nUpmKV27cJ513op8UH9rmMfyKWWSvQW9oa+9swr+3KlKRdu4k7XdsYY76NE4KGNJUJVG7sLEqlApLVBo5d2jbgJVBKD2kvvK9qlKA6V9zESmc6VwjOhjzwxWMnFcgsMLt3JzfU6g0AoFKBqezO1XCTsK3G/NVNpRDIHl651TSKROh8eZHHg0GWMpkjr4eSt7pX9kCl1ZmqbuHTR3TuYy4eloe1dKt1aacRmCmeOWrFk6CyUWqmNraPEG2eClnNHRyu/6G3vVK/8Lq/0QoPYvD3KLfXO1GIJkr6SVa2ZXh9FjlGsbgdh3zlKDCqpztrRjY2ya53EooohDCz6SiNUSPUyeRtJ+9r5cK8SK7vM3tLRUqz11L2lwiAwU5irlDKZRiY3U+jrZMzganKlXqaWW0n1DJV1UztKZeWDM7FI4/t9JOyp61SotVK6dm6wENg7Syrr/t58KDXBW54Ena7vPRk+UU6Ko/fKS6HeLNiZt6W8TW2lEq1MLVSYYswNekGQ6IfBXGVjP+WGtSKdUGMpt3LAIDf3YC1WqaXO7Dxxr3HlxhNP3euFEq03Q6MViYfc224lVS5yNHcar4Hw5KW9Q78UyEROGqmNa+u2Vgud2VlXtTbOnOIL6+40hp73M28lR3GzF2olGi+ag8Ag6na21hZ9IxhqWddYRHsPZWOe9K6GrVghbM/MnRQSS1utQNDWuiB2Fl0LRUpzp2FmeTq6fCuyzGJB8NkELPMZEDxBEHwRP4kIPzMMw5d/3fv/Dv4rfDwt+q+HYfiZb/e4vmPxdTXPj5/92uX/2TcFUv6n28lX/4hHPOIRj3jEZ484jvX9N+TIZVn+pus+f/7cq1evvHz50qtXrzx79uyzGOJ3PfIh9ou3jVcffSJ9/bPy7Z1ZvbVylC2+6iE6k6hEYWfWbAXxSp+tRNWd+O49Q33SCwyo9Ooy1Wh1+SB++EQxm7tPPieOOkFfyYdMk+cW9V7fHQVqFUIlKk0714SDOMwdB8qu1m+34jC07FJh0DsMS5HMUzd0vVShqwJLD2aCsfmWtU7n2EbO7MyUdi4MTaPXqvrWTKWbir6Vk0Dqyl4vkKgFBku1vZWTRFsXrjyoxSozZ/a6brDvMksnG7laJtVNxVkod1TbWKv1ArnKgCsPUpVUYOGokgjwxoULR63QRuFkEAq85cZKoRdqhaMNSO5M7t6ZUG3THydFSSrWS5zMlWK1k6WV0hO1VZ87WNl4cNnsaEIfulIJ5UNmEOiEVnJ3NpZyFw4KM8/dylSWapHKc2+8caWflAyZyqWDrbVYZ64yU3vLa3ONwszRzDtee9uNQqaSWKk1IrFArPCWGztLS0d7Kyv5tC2dVutt1xaOAiRa53YO1nbODDqRXqTXiWRKZTuSCrXUhUZnM6lwYjOVtaO50kuvHS0EBkcr2UQnReWgkFrJLY0z8AuFM5ULJ5nKEwe5zNxWLRSWJ/fhmURj156bt1u5jdK5ECulWOVzPnJmLxFYKIRlrlfaWXrqlet+KRGaaaSa8Xo0WKj0EzF54Y24bdxOeq8AkV4ttTM3UwnLg0CrFxLn4raSOelUGpsxhFhpqfC6vbKSu1BpJObKsRi2d+boE89UUplaopv2xdHGzud9JNWJjIq2SqbQ++e91ojlMidzvdClrXWTi/TaYeZ5vHOolp77yEznyptJzxLYO5OUrUt7gVIldrC0svd97kQGa7mZRoV+THZykkjVzu3srSaTVK+SiHQubV3YOVppBNIx1ttz9w5WnnljprFQjcq+LrbrrmwcZWqp2GCvFzmaeWKrn6x2gUDfh9NZPxJpB4GiTWxlQoFS7In7aX/1nruxlKulntmZyV17Yqnwjtdm6onoKbz2VKw3CNxZmSskyomYTsZr2sK7rl15oxNbKF2pzYz3wqdeK8zVYnUzkxh/hzfulFPiUF0FxjQsrmyFKIbArN1ZO7MxiDUYxBMZNzgiUg2xtWi6HzRSd5ZKN54glE7b3U33uTMnjdAbl2YqtcRCa+2kF7l3JtZ7x7Va6mTmztL3urW01wmFBlk/7oGFrYWVB2cqM5d2crOJ6DxIELUsvbbv5jIPIqV9szJ3EBms1MouxWBpZ+bko+GFQeLCwdBVXjhYNyP53og89bEea/dakZOVi/5giAYP7Yo4EWn1QabKVub1Xl8V4vBbN4/4duDbSvAEQRDhp/HH8BH+7yAI/odhGH7+163614dh+A+/nWP5rsOP734jyfN1/PnzbxBBj3jEIx7xiEd8xnj+/Lmbmxt3d3dWq5W//bf/ti9+8Yvfct0/+Sf/pK985Su+9KUv+cpXvuKHf/iHP+PRfnfik+Pg5z+41n/w/wgfXpmX72ucvBFZna7R25lZyqU4eSL0sc/7msFROxUAozkmFrQLRTCI7O37RFUvlIrJWNOYK4RTkTkqLxpzuUrioZyJtWYTEUBoprS1kXaVZ3YWQz6VOq8MwklP0oKZxlquEbi0876X6knFcelgLZebWzhYOjlauLfRCmUqrdjWxjP3Eq2DtRtXKjNzlV4s1WjMpFNyyc7KydzGQapy5ijWyjQiOxsHD858zVsGoZdubOycOemmIobI9/hYKzFT2VuZqcQGz9wpphjiXmg17fMz26ncj5w5+IN+yVwuEHrj3MFapvHSJxKdvY2ThVZgNql5ltNRnasUZiKdg5m5Et1EEgSeTQXZhf1ETLUivY0jE5mytxAbfM4rvUBowODCfiIIcgdrM4ULW3fOpgJ2a2dtLdcJpFp3NmZqvd5Lt46ThmHjKFJ7prBwci7XCl3YubNxstZP50yiEU0E0JTe4YV7J5mTpZdKRyufeOJ7fWiulKrBUw967JyJtWrxtKcqb7m3UqhEPvbUhZNYPWkRAhf2eqGFUm1m3keOVvI2s3ay/CaiamPvba8tFGKhhZONvaXSSurge7Uiv9fXfOBtRAajEmL8nsQg/Ca1Fs/cmavVIs+8kRiVSK3Q0s6lgw59G8sczNQ6kQu7T8nDwsww9q/yZCqGFwqtWKzztlfmKntzF3aWKidLg86Fo429TmChtnBSSg3TEaklYrV3fayVjlk5OqlS1lW6LkTsHR8bhGYqS0ehwEJlJRfqxcbQ760zYw+xyisvfOKZ7/GRUqoRaxHqnMw1Yi8m7dbBYtLrjPq93OrrozBTuXLnhWv3zj2fVCN7K3euPPXgzMeTMWthpRDrPTib8qT2atmk6iq88lQz0bkrJ+94rZAJBPbmOmuBzvf5wL21lXIyIc4NeMu1p+4dLC1UOsQac6W3vdEJFDKvfV6kdbBy5qjSTMc0lSrNtUqBzKCb9HLPHEVKuZWTpUBuZ6GS2DiKde5cTpRiZ2WnkEz7vZ7UNYmVwks3bp0rLcClg0sPeqFPPHWwVkucTfe/veX0e9CLtUZzaS9ROXdyaY/Qh56aO/leD06WLmzNVVqRAZ3YgwtXtpMGNDaaH2uR1pW90pJJM3SywuAtrya756htXLel0MbWysbeXKkwk2ons2073durTycFdlaTMivzu30s0CvMLPTW9g5WMvd2VjKNvI+9ne71ba8v2c82wsO11/NL3f2dF+XBPP3sjFPf7m/6IfzKMAxfhSAI/nv8MH49wfOI/z/4Oonzy/8b/92//uvem8if3/tF/tWfGrtupYvPdnyPeMQjHvGIfyaRJIk/9+f+nB/6oR/y9ttv+4Ef+IHfdN0vfelLfuRHfsRf+St/xec//3l/42/8jd903devX/vCF75gv98Lw9BP/MRP+Pmf/3mbzebbsRnf0fjVN3sfvHrtyZv3NM3WUI3ZE2sHkUontHGysne0MfehAI1SNs0WRzKBXiTXTWL/qokt1cpJIVFJXdpJp6Kjnwra3qDS6/UWxqyKWC/VGlAKLRxdOhqmmdlI40qlkhn0ZnKZairSRkPPQumpB5XU2slgVFwEAmtHB0eluQ6HqZB/Yu9kIdAb9DKl1sp6Iofmk9JjO4YRmass3Y0hoVqJzrmdXmyuVI6RwM5sfa9GYWFnORVXgZnaO26VU7JMqvLCG0/dSfSOlqMVQqE3ZlkMAjfmznWfdtTKdNLJCpYofa/9ZHU4mwJXjxKdRCfUyWUCrOSqSe0znwr4MwdrBzvrScnSu3D0wo1QaxDLtGLdtB2JMyczpSd2nrlXyGwmEiTWqJyJhQpLi4kMuXLQC5w56CeC7dJWK1FI5Qbf4zVaZzKVmZde65HoXdhZKRUWBiP18cz9RMQFIrUndgaB3NLMyWwaU4RU7YCNk/mkjLp0MFcIUEs9dzupOlKX3njiIDYoJeY6P+A9l+7VEkv1tD8iO0vncqdPy+hALdCJPfVmIgILqdKZg9l0XJ6700jUUjONz3nlF6RGiiL04Mz3+RpTgsfYuWpsYndma6aVKf2qVCxyZj+pxfYT4dZYqsQ6mdxSqTRTyfQIDE7mUq13vZJoZEqJSmpQCV04gEzrXa253MnqU/XPqNwYbFRmSku1mcpCbWutk9rrfN6NB2uRbso9Ko1GrNDc3KCaztnSSuNo7nw6pkdLtVQi8Xt84DSRi4MbrUQus3b0kZduPLVysHbyxFYntLOUarzlzbS9vUY03Xs6pcjn7Awi5UT6XdqZqaQqmdpM6WgtU1s7TWTWqLp64bXSTCgQK505TkTwQqy1Vki0cplLDVgr7C0mVVdjoXbuMN1BmKlsJjviYPCOW63QjUuLSYmyt7K1cZJqJ3vZQmnpKJtIratJLXjpYVLi1EKBTGkQ6QVeqiZLaGUl8cS9MXks9Ynn5gIXjkKdtb2lwtZaOKmeMq8nldQYwD6SpImFxs5CiF7vLbcSjTExaaQrb1z4vNdijZ2ZGp/3sZ21Xix09H1uP6XPM42ZyscOrmzRqS0slQKdSyepxkwt0Xjb0cHMUw82DjYKjchCrRI7s9eimu7Rz+2lxtyqVKkXMZFC5wrn5rJpC0qxpdLV1L0wwOWk7KolVh7cW7svY8/di3T0iYdw5v72VhI+V5SlJPrsLFrBMAzfvg8Pgn8DXxyG4U9Pr/9t/AvfrNaZLFr/Jd7gl/AfD8Pw4bf4rD+DPwOf+9zn/tD777//bRv3dzR+8X/mr/2b3/q95z/I9c/yH/0cbcmT7/tsx/aIRzziEY/4tuMXfuEX/L7f9/t+u4fx24pvtQ+CIPhHwzB84bdpSP9EfOELXxj+4T/8h7+ln/mX/9d/5Fd+9h94e/cPxNXOu95IldOsdDPZlbqppOxlconRVpdMVpWQaVaZQjzNuWf6KatkMIa0zhUyjU4s0IudzKYMmU5kmGiSo6XC3EJlpsCoJxmVIWNGzkj/BAjMp4DeMR450iGfHutHIqWUaQwGjZTJvvPGldLMa09FanO1vaWdc0snb3klECil+kmBMFOaqyxUkw5jLIpasbXcub3KzNFcI/p0FryVjPYOcxt78WRlCA1T6RFOaTZf35e9sXl4NhFfvTcuNcbYZhNBNBZLoVgjU4nVGnPXrtQiV8b8oWtPHSy0EhfubKY8ndwStUznPe9oJc5spxDoRD0V/y/deccnDlY6sbW9VK8XWjoqzRxklrqpNA/UIolGaWFv7sGFTD2RBK3G3MZWopuUE41c/Ok+Gb8rmvZOZz317eokntgynRONaCq9U5HWjUvvem0QOpmL1S5sDajNve+daUa9dWanNhZcY05SM9kNs0mFUk7KqdOkWllN6pv8m9RQo42uFeokBoGF3MHctUudTDQVgYFOKzVTCYwEUzhZV+JJqzUSl6E7G4XMB95y59KDjXd97GTuXa+FuHdmPtl1mknR0ExKsI1SqLJWOFlYObl16dal3+0DrVFd1E6E60j8dbbOzSfr2IXcqOJbTkTUWKznUm95sLOyda41mE37biR+x/M70dk4aMWKSe3XiYXTkvF8iUcLjFAsVIosVF55JtJJ1JZyiTG2vJTZWbh34cq9TK2YNFgnK5HCE1sHZ0K9dCKOj1YKmZWjtdxpChI/m/KjdtZyC2tbTz0oZFKtmXZSyh21ApHAg7VhuosN01V74YRAOZkV53KFzNZGqDLXaad7X23maDGppQK1WCvx3LULB8mkvbl3LlZbyyc6tZvuu/103fcKmWtnThb2Vm49UYmVFiKNM0fPvRFrvXCnE7uQW44RwUKjyfbBuZWDMcUrMZptRztdLhVrHCzlFuZyT+10Aq1EaTbm7QjEanONSmqpEGhVZh6cOcmE+ikTjLFvYCaf7Gqpk2e2FioHS61RmdkJVFMm2Gij60Wa0YqlNp+u01GFuFRYCPVWTqJJxfbaM51QPNkpx7tK5NLBmb3S3IOVvYUbz9C5nFRukV4v0AlsbdRS4bTvdi7MnXyPT6zkImOnvK21KzutwI0LXw+RzqXecW1rbetcJWF2xss/6Pnv/kP+tX/pCxa/xSqe3+y55ndCyPL/iL82DEMVBMG/j6/gX/71Kw3D8JfxlxkfhD7bIX4H4fv/+Kja+aW/+xvfu55a5f7E7//Gskcr1yMe8YhHPOIR33XIdzvD/pWian2Ph6mb0Vg6r6aCJhDomYT7jZ5P6ZWIyQYxYq5V27swdpzpRfbOJjXFqGNIddLpbxM0OvVUrPdq5wbplIGTyaU6pbl4mlMfu1zFZmqVUGZUXJAo9dLpwXuch20m4wmDUKVXycxVriYi48xOJ7a3lhrDdsf23eOseS7TiabMjt5qshWkxqDZRqxmsqMkn1q05hoLhTHgebS3VJOVqxSLxJLJVlYY8xiIpm5U1adFxdeVS6HBrY2lyjCRZ2MeR6UXCtV6odTg5bSPKmPk7VN3zqeMmDPHSZ1UTXajWCn23K1BINN67dK5nWwqpOaT1uPCQWWmZzKIdTa2aokL6WTz6KYZ/NFmEmntnHvbjZX9RIcMao1eJFS4lNtbTEqYSKbWKYTTkby0F6tlWqaiblTuhCqRczv3LlUSF06uPMgtNdPxWBpbg89VXnrl5TSrfmlnN9liCplI58pWqnG0lE3ZQJHeQuGZu08JkXAiPE32qK/buSrplI3SuXJwLxbqndtPROC9cLLcRZqpKGz1xlbOdE7Wn16Hy4kEKmQGvHAn0biyc+FBL57O7jGLZT0Rp8WUKTX2Hxvzg164de9CrHM090YqMAZ2f26yRa2VOpGNwpl7mcbG0cFCYnBpp5FOGq+jmXLSO/RyM+ce1GaTvq6znLrGbRzd2Yj10/kykqGLiQTeKFUyqTGu+cq9YNqyzfQZOxcStfPR+GZpzCG6dWWmdOFOotOIpU7e9mDp4GTpa1LRpLJbGePCL+xkykmBOFrSzjw4WExKr95MaaWaSJdMonSlUppPCVK9VmKkWgORZNIqjuk8T2wlEyVNMN2dxmywcweFxN7apWvnjpORaDzLntkag99HUj1VTgTZmDXWgcFCY+1hspwN071uJMwDkZnCUmXhZC2XaSf1zEiTzLSeu9GgNvPESS2Wi8wVE7EWubD1OTeSybLaCzWT3iXUTGRYPNmtanPFpNJjMzY+ZYGKAAAgAElEQVROFxpzmUbKNHYQC4wBzb/La5XZZKHrvePBqPJMbUWfKpUWChv7yfZWTkRRjNYLb+TmGAldoikI/ejemZ7puisnu21tMHYebHG08Mybye4bWSmtplyg0WYWeeJOqlGbSzWeTtlU4y9l78re2n6yJS5kapFmmrToRZO+84m9Gxeuy9js4WNl+fu92Rc+/2T9W/Yb/0/Ct5vg+RjvftPrd3wjTBkMw3D3TS9/Bn/x2zym7378W399bHv6y//Lb67m+Tr+j/+Gf/E/+GzG9YhHPOIRj/hnFn/2z/5Zf//v//1fs+zHfuzH/OiP/uhvWPev/tW/6id/8id/zbI//If/sJ/+6Z/+to7xuwltedKUtZPFJD/vrFUipUQ9pb+MJM5IoZge0r9B8syMD4rN9Ho1aXHGONzx0b1Fppb5Bin09TYPIznUirRWQrnGTGhsDTz2LTrXfEokxcZiuhNKJxXMQqtBIjA2KPepZSueFEiBMVp16TBpYwonK/WUvbF20ko8s5PIhQJzlZVS+2luxag9uHU5PbSPc9hLvaVKYMwE2juzkls4qD5NtekmjcUwBcV+vYQfZJMyIZiUOKOhZ1QGhMaw3LW9sf15YixnxkyIr9sGUmO8ZyuUKlRSuf+XvTcPuy2r6zs/a609nvm8w52roBAEwYBEIhjTGUQTbLuDtiYoMZ3QKg6hzWAbg61YjTh0KzFR4xMVtFvT7YBKpBMMju3cSjkrNEJRUHVruPedzrzHtVb/sdZ+z7lv3Vt1q7hDUbW/z/M+7zl7WPNaZ/+++/v7rS4axcgHXt1CEpJ7pYn2RyO2mLFixQFjEpZ8MgfHQWVLbwTh335HrJBYbwBJYiq6lBgfP6YkRFGSewXVDofcycPHtS1IqQlYHI+fEhCMWJBSIlGUwCm0VxFFKO9m0fWk3crHxgip0eDJmkMfF0aT+rf6PTIiHwB4hz0kgqXPX/gx7BxE4BQzhmT0mZATE3mNVoTG7aZUYggZkZPj4sM4bZnb2tvpOUJ6FNSE2ON+MaQsCdAbZJ32aiFHhHZZIsg8uQUz8ASGQCCZU9Phg7jgzks6rOiTM2DOhAEZHbbZw2K9w5/mFCtPPTqntWb8Dj2hOCBgzJRDBhSE3kB17kI1ki2mdKgAww5TH4g4QYAnCAMfF+cSc1IEljM8RETNnKGf246C6Hl3zIEfd30/di2KKX06nuKV1IxYUhP4lcC1F964Fxiv0qkIkJQoemQ+7k5ChyURBRkpXXJi72I1IOO5fJQFHYasvAZO+Lm7JPauowu6JGRsc0hJjPTrVkAOWK/kgwGKFQUBzo20T36sFlqS4Pa3Ewx9vCjh1U0VkVf3uBgyS7oMmDFmxsCrXVzsoQyBZYUhRlIQElGQUCFwO6k541xgyb1Lqz5W9URe3TKjT0VAn5wuK0as6HtVVolhyIraqxCd7s7R1m5uBF4taEl8RCAXsynEEJCwQqFZ0qUgQWEZMkFiWZEwpvQKTEdcb7FP7XVdKRU1ghBF6t33Epqd7DQKyYgFIRk9H8dJAGMmjDgixGBwkZ0CT4Hlfqw086kg9vrLEtBEGHY5okbQbOmesKJPhgsVHtGhYMic2LsnXuYUgVcQhWjGTBG4QNzOsbjiuUyY+1npYrFpQpz74srXy8W4sizp02OBoGLEnEOGxAyQlET5/aTVIdNVDjw9CJ73As8TQtyFI3a+CHjt5gVCiLPW2of9178LvP8ml+mZASmdmqdR6Ox/ED7ymzC8AP/nF66ve88b4RVf1e661aJFixYtbiqeCDnzute97qrET4vrR16VHJKQekXCOlbH3DtU4I1K97ZYgdcLXEnyGH9c0LhqQYx7W7vFAQL8O1WH0N9f0RA2zcOmYQjkLHHhQR2B1OQhWZNDOesd2OKN/Gp/Tcc/5DsDwL0/77ImqSwlmpwQF+cmwHqtjdvu2Tl9Ff4tryUiwxLRxCtZkPoYLk4B0MHtUhRgSak9FZT7OBERhsC/YXdRezJiXJDoHOfq5igsZ3S6N/XatwFU1FQkCDJSIgqUNzCb+jTto2jUUTkjjryhE/gcnetExgBBQQdLhQuKrBHcyUN0WOF2wskpidhni8g7yXV9rBTliSen0lirsRImrIhxpNyULkfEXo1Q0sFRcy7w8ogIQePm5YLnOtOu9lSjovLGpwJPGEGfGWP2KDyNE2DoeqVAl653hcIbafuE1BQIUjQrAnZZUhAQ+T4cc0hN6OOdWCJyFDlDBDkJASUSSZeC2rdV34/nDGhiETmllnME7DGnwu1IFlIzZoI+dtbSXhVlEEDmzUWJQHqiYYDyI4Fj4m+LGbk3pBuVmsDtyKa4TJcFFkXp3Wn61F7ZAAmGjOp47rk5LKhxLo4rEhJKciLGLOgyJyLzBIYjJZzr08K7FHYoEJ4Ec2uGQRF7NU73WM3glG8uxovxyjyJBFbEBBj6LLySL6FzHPhZUBH4eV14lVxIhxLJBIUkpKAiJqSix5TwmBCFzLsAud28Sl+2nF32aAKAO1LC0dcWQ03CaS7jyICchCXd47XCQaMxJGg0qZ8HPd+mhb/mlJ9hlQ+SnJBjsJ4orNEs2UJSYXFbj6ecYt/nFOGclhwhOOQIp/rpEFD51lb0KLyGLURS0GGOc690sXwAUjLcHnYRTRD5ipAlIR1yUkoEtQ8TDHPcPlhdaiz18SyySEY+FpPbGyz2dIhTmw2Z0GcKhCgyJBCS0ac8JvEVNbWvYU3AjC4jJBrDnB5baDqU5CjfIoLYO1FJKnpUdDwxFaDQGDQpipX/TSiJWXllYETsX1BYYjTaU56aCLcrlyMxXb+FLPzoTgDYYUbq6bvYr5mS2pN4OR0qT9Ua5nToezWOI/gyXysFVPQ4wnqtlcCp70q/ymsEu4AmJKTgIe7AFFNCveJW4aYSPNbaWgjxBuA9uN+IH7bW/rkQ4s3APdbadwFfI4T4u7jf7EPgH9/MMj1jsfO8dcydk1ut/+zr4Qt+6PaUq0WLFi1a3HBYaxHPUOL+ZsYW/HhCoQUZHU5xiPXuFDvsH5M1kb+uccdqYE4c0yfOJxv3NTF6JE3UnPX1TQwfBazAUwB4zc/6fM36YbQhNBKfTpNmc076/wJLQu6VPc4AG/h7mlg3W6xYUVDi9tSJyejAsWHsylz6yD1Qe1eLhPuZMyJm7t98r/N39IYLcBvDsduY9XVYxyxywaddcNeKkNorPzQhEHlyx5mj9fG90Yah3iii7MZfAQgKuv58xopq49o+JRX7Xt8h6OL2oxlwRACU3sVCUXviq/ZkQkHkSYWmz1xd1+2fwHF8jQLY9goKt525M1yatlwQYJGElMd9W6AI0Z6oCIgAF+AVhr5+Mc3YzMioPBHgYtz0mVPSBCE2x+Mw8mNoROXVZiUaZwQ346zpbwPeNIeI5fEx56Zoj8taHY/B2rtYuXxyQnosPRGxHveN+kxu5NMEfK6B8njcahImzBmQYLmD+9GeyHC6FUuHGeDMXUtN4tNM0VhfJzbGRjNXG6I0Ak8HSYbMGbGPxW24HaDp+vvdXCwxvr2Er3nElCZkvQAfycmZsRZBSk1GQEB+rEVwerz6uP8DMnJSOgRIKhyV1bTJmgAGcBuXO/qmizme4zWNNsNtF9/UNfbkVLPKN+3Q/C9pCOqKBOtJIWfIp6zXHHBEXrMeuPGYk7MmUiNfzsFG2iOvPXOOomukZMdlcHlmdEiQWEJ/ZTNGYtbr5MrTOV2fl/blakj2ANBU5MAOuV9DKr82OopUor3jZ0DsXWADn44G77K28Io4SFmgWRy3Q8B6HhQIOp66aMZ285uwruv6N6Epo1v7ayRTDDPAssuUOSklEV20V2MGDDgg2Whfi/XrofZr8eq4LQPWrsKOoMXPqvpYMQrN3Ha/Cf2NPlVoIpa4DQSWvn8CLvCQ13euf2c6fp10bmczT+U4xZNztHRBpFNf88LnEfuyun5zEeMKljTh7wfVDDPbYyt9+uyihbX23cC7Txx708bnNwJvvNnlaHEV/O1vhV/4n+FPfwqe+0p4yeO4c7Vo0aJFi6c8kiTh4OCA7e3tZxzJY63l4OCAJEke/+KnOaxK2GWCpGZA4eXja0WGczK5kryBdcydBifPq2v8P0mrNekEuAfuJvDmyQfPze9i43tjCDaGq97Ir+vTa65pDLWGIGoe/Ido3O4r1bHRdpJU2jSMmzxSJt71bG3kNPXZNOI6XGkANbOth6EmB9ZGYOAJiMYYVz6/rv9cbRxvDFZOpBvRGC1r47tBU29n2NUbBpsrZ2OANXXXOPeapk6NZqrJr2nfk/0PV/aZI8XWRpgCEk+WNQG6nfGkfT9qEvTx8eZte1OOJu+U2oc75lhtoX0pG+O3ya8hcCTrftxst00DtUm/UUU5w2/dBo1rYpNHx5/PcARcsHG86fumPZrx09StGT+NSq651u031RjgGeXGPaW/jw3i7yTp2mCtouC4XQB6ODJJoz0xUR+rezb7rvncKOci1mTs5jh05XThzl3dqyvaM/GEQGNsK6Dn69UQNk37NkZ7QzA347TRRgAc4bb8boKNN/3cqAI3x2hT783x0Pf3NddsKhY1a4O8Sbvp04bUaT4L1mMTrlwHmrWqyadBM7a6QI/8mJhqzp1MtyE3mz98PRvywCmgGicge7xeNeuS9comi8Y5z7r+atILgNFG+Zo5bTbSaUjb2Jfy5Pqz+f8kNtfs5rfFYn2fFowoWPiyljiyrCH72ChrU46Tea/TXP9v+q9pU72RxqYDVNM3IeuXD+76xo3wSrVqc0/zkqEZ05Vfh8IT1zbXbLZNs66436SJi2KlD5itHqHfuXXPJU+FIMstbhf+6hscwQPwzq+4kuD545+A7g4897NuT9latGjRosWTwoULF7h48SJ7e3u3uyi3BUmScOHChdtdjNuOUTdCqowtfcQul71rwloJ0zzc3iicNDZPnrteqrExtjavv1o5xYnjJ43cTcNr04UMrjTaNu+5WtlPYjNPcZVjDYKN/yfr02Azv+gq56+V5sn8T6bVlKkxXjevOUnMXev+6+2vTYXTybQ2875aGzVG29XSbIjBxvA7WZdNnDx+PXXbLE/0GNc1508SEpIrDf6r3b+Z9mOVPd74fjUT8HrG5ck0N++Lr3XhxvWNwTzg0X1/PfXcPN60z8m+vdp9m+O0uW/slTePRzZvoinzybqeJGlOEheb1z1eOz/euLredK52z8m5vDkOHGn7+MrURnn3eNfAo/v0RhECm8qfJs0BVyrbrnbPyXuvle7V8HhlP/nb9HjXn2yXJ9I2m/cmwIgFWdJBmn3q2lzrthuOluB5puMbHoJvO+c+//Kb4ZVvgmLhCB9wO3K99idvX/latGjRosUTQhiG3HXXXbe7GC1uM86nFSJccVpP6bEgYa1gges34G8HbkTZnkr1eyqV5amEx2uXk4bfUwFXIx6eDngyxMS18GTbZ1P11+Lpg2uRyk93KKBDzjZTHtQ19eoQtnZvSd5PxzWqxRNB1IUX/Xfu82+81e2q9e3n1+f/4r+4WD13D2G5f3vK2KJFixYtWnwcQQjxKiHEB4QQHxJC/KvbUYZBsU+PFT0WxFREtIZTixYtWrRocauQAClTEr0kWF6+Zfm2BE8L+Hs/sv78nscIh/SdnwB1CeXy5pepRYsWLVq0+DiEEEIB/w74HOCFwBcLIV54q8tRZxN2ucSYywxpyZ0WLVq0aNHiVqMP9Ip9Uj27ZXm2BE8Lh286ePSxb548+thbdp1L1w/8jZtfphYtWrRo0eLjD58GfMha+2FrbQn8BPDqW10IVezzHN7P9q3OuEWLFi1atGgBOLJlxCVCcetol5bgaeGgAvhX90P/HLzhHreVuhDu/91T+Ps/euX1D/8RPPgHt6esLVq0aNGixVMX54EHNr5f9MeugBDi9UKIe4QQ99yMgNjDg/exy/wZF/egRYsWLVq0eCrBUlEFnVuWX0vwtFgjGcLXvh92nvfocy+8ysvHH/pb8M6vhO+4E3T96PMtWrRo0aJFi6vCWvuD1tqXWWtftrt74wMvns4+fF07M7Vo0aJFixYtbh4ECVk0vmX5tQRPi+vH3VP4l/fB135gfeyPfxzyKfynf3r7ytWiRYsWLVo8dfAgcMfG9wv+2C1FyqJ9yGvRokWLFi1uIyxQyhF159bsoAUtwdPiiaKzBf0z8E0ndtT6w//giJ7pRXjg98Da21O+Fi1atGjR4vbivcDzhBB3CSEi4IuAd93qQkgRoW91pi1atGjRokULhxhKoEqGWBXfsmxbgqfFk4MK4U1HVx77jjvhu18Eb/9suOeHYfIA7H/Incsm8PCf3PpytmjRokWLFrcQ1toaeAPwHuD9wE9Za//8VpejGJ1z8XfaIDwtWrRo0aLFrUUACMhIMPEQ7K0LZ9LumtniyUNK57b1K2+BX//OK8/953+x/tzdhaUPIPns/wqiLrz2J913XYNULqBzixYtWrS4/chnYDWkT8Bf3FqocwjTm1eujyNYa98NvPt2lkF3z5MdQRpCK+Vp0aJFixYtbhEUELifXk2XuDNAWHPLsm8JnhYfO/7mGx1pIyT84psefX65sTvIR37D/f+Nt8IHfwnu/20YP9u5d33170L/9C0pcosWLVq0OIE/eQf84jfB/GH3/Rv3ILiOML3GwJs9GfQND7nfg2uhyuGn/nv43LfCR34TXvz3Hcnf4oZDR72W12nRosXTEobWDeWJwgLt6/RbBA2EsCJCMyTsDgjUraNdWoKnxccOqeCv/XP3+TP+KUwfhO9+4WPf88tvXn8++oj7/9ZPdIqgBuXysQ2FFi1atHiq4v3/N5x6IXzvX3bfv3ny1FUq1iW85SrB/96yu16Ty6WLsdbZhniwJn5+7X+DX/3W9T3f9Xz4hovXzutbPYn/b97j/v/Hr7xy3W9xw6BlTMUWFYeEt7swNxkaZ+xZnrzRV+OMnyaCYPNfsH5Y3jz2WGVpDCnLjXnQvpZhpv1x8xj52Y0/ePIee5a1UX2t+m+WQ27cd6NXPuPTrXD1rYAmusUT7X/LWuAmWLfPY5XbsG4LyfWTDbVPv2mn5n3+Zr5NWk+GwNiMftmUXXNln58s+5PFZvmu1VbNmGmwWa/HGhOb47X5rk58lzy6bs068ETH2/XM62uhGYvXM6+ut083x4A4Ua4nOp+a9ahxDvJeQ8drRwVEPq/gOsq32Teb12qfR7hxfDPPzXbaHBNNHeHx2/B6+qlpnxJXt2aNaP5OrutXa4fNcSS4vj7bHIsGMAIKQkp6GNml6pwjSG6dTXvTCR4hxKuAf4ur99ustd9x4nwM/CjwqcAB8Bpr7Ududrla3EQMz68f2OsCvvUMfOrr4Fl/1QVj/vCvXvveH/pM+PJfgR/5XPjob8L/+Aew/Qm3ptwtWrRocSPwo5/36HXufxmtP9/xcvjSX4D/9M/hwl+BT3ntjct7eQD3vB0+459dn/omn8F33HHt83cP4XU/Dz/yOY8+98lfCH/201ceK+dX3gsuXpuUbv2/Gn75zfDKq6g/W3xMqJMtBNvMmNGjJuLmv71tjInGOAk2jjcPyo3Rp3AP4YpHP9hvGgCNUdCk0XxvHuSXuIfz0P9PuNJ4vdaD7qZhkfv/K/8/3sgjAmb+e8LaUNk0AAzOmGmOFxtpN9clXGkINuVvyIVNw2fToGiIpyadJv/S17n2f03dm+ON0dLUVfp6aiQBhnjjuibvxrgJudKQq/39yl9fbJRPARnQYU20iI37Nkmzpp8K1gbXZlvAo424TbLMAnPAoJDoY0NMIVlhCIDUH7tavzftW/p6NuRQ4e8JuXKsBRt1bogg5dtx05gtceME1kbyZp2KjTpvGu7y+LxAYZEb6Sxx/Rlz5fxpytL01+Z4asqY+byaOd+MMc16jlqu7P/m+yZZKlj3/WaeTVs2Y7ppy9p/jn27bs4J49M3G3Vs0muuUb6dcqB74lq9kc4mYdEQfc2Y7G2UV/u0EtYkw9Jf1/RvU+fSl7vpz+bcJuG7Oc+bua9Yk01iI22zcV8zvgxunmzWpSmrPfG5qVeTV3Aiffz5pt0214zm/hpYINEYoo06NOUuEUgENeaYHFYb6W0SkIUv99XIzcTnZViP82ZdCvz5ZixtrmHFxvlmvHS5cu7bjbSb8dCM+Wau5v5zjes7kGgCDJKSiICChBLh5xgbacyRSCIyIjpU1BgiaiT6eP40634zhpqybfZ7QxAtgIoEESssCQVDbG8XsftJ1LcwIJ6wN3G3IyGEAv4C+GzgIm5niS+21r5v45qvBl5srf1KIcQXAZ9vrX3NY6X7spe9zN5zzz03rdwtbjJ0Dd+y7T73zsDiEfisu+GX7nbHXv3v4Of+yfr69u1uixYtnkr4re+BD/8/8CU/c6Uq53d/EJ73WfA9L31i6b3ki+Hz//2NKdvPvh7+xMc4e+074BM+Ex5LFtyQMA2+/qOQjuB7/jIc3vvky/HCV8P7fm79/bXvgP/r77nPuy+AOz8dfv9HNspx89d5IcTvW2tfdtMzehK4Gc819/z8j5H/0c/SKT5Az14mLSoirnz4bh5gmwfuxoC1OEOoMSoVa0NrUxmgcQ+2jVFQsyY3No3VxrgDWCCoCYiosDijKuZKcqE4kW5jkDRvibusjYXL9PzDtiagojH/DTUpa+MCrnwgbz5r3EO5QJCToAlIyBFob8AYKiIiymODtmmzHEHkTUAJrAiRKAyGgAqLPTZqY1/mji/LJvnRGO5agLZXvmlesjZGmjZ0Rk2CpEZQUxMhEAg0msAbaDkgKAnRRGR0qFBE1HTIEBhCMgIsFbFvlwpDSERxRd9kG2VsxopFYrBY7DGZ0NQrZU0+VBvjJCdBIHy+azQERGPwNWMQn657G+/ehh8x4Ig+MRkDciyCgogRE3pMAUVIeVx2WBvLzRhyhEDg2yYkoib3JnBBTExNQoYkQ6LQCCwxxptoFREGScSKAItFYdEoLBXak42OLqhQ3gAMqYgoCdllgqWiRiIJyImQWEJK34eO8BGUxGg0itC3UkM6rPthrUSo6LAiIPb9pyiIgAKJQlAQYgiRxxRhQORN4g718ZyARv0giTDewHfztkKQetrHogn8qKiJ0QgEloASQUCNpCZiSeTbdElE7a+TFCRoFIqMhMoTbgEruiQUKHKSjX5rDOyGrATBggBNSsiKPrUf9Q1ZpCjoYYA+czJiP1pdC3ZZEeDmMb4log1qpevHZEYXiUCiWZH6cVkS+nYWVIQbY3eTCKpR5KTElOSkSGHoijnKrNehTYK6JGBFSoeSgpAOi+M1uFGANeRS5lcbwZpY3bymABYMAU1FQIfMjzn8iNQYT3FZQhLfqs1vQ/NbkSPIGWCxGAIEhpqAmoiIgoCMlIwU63stpUYQURJQeOIqOl7zoEIh/XdDSezbVyEpiKiQwNK3qqQioEaTYKlR1Me/AQcM0QSElBjfGiURC7qEWBQVCStiPwPdqiXRWBb02WcHCSyIEBh6ZCSU9Fn43yhJyozEz4uGIFUb390vj6IiQCOJpKWMOlScgqCLuvBS1Ke+lmc/55PY6l7Hi7cngGs919xsBc+nAR+y1n7YF+IngFcD79u45tXA3f7zTwPfJ4QQ9mYyTy1uL1QAX/sX8P53wad9+fp4Q/Bskjvggnc+VV0bWrRo8dTB5ffD978CXvFP4FXfdmPTft/PwfZzYfeTXJwacKqc/+lDLqbM/b/tjv38xj1/8xvgr/0zeMupx077j3/cKRX/+td97OVsyB1YEyqwJlB+8U2OWH/pl4DceAR49ffDS//B+vvX/MGjyZ+XfolT4SQjyCfr41/6i9A7Db/0zfDn73THNsmdk2X5yt9yvwP/zXdfqWxqcUMRnH0B+cXncvRISk/fy5hHSJgB0lMVkoiFN1hDSqTXdTjjtESSHBs6EyI0hgBJjUWS02FJz5uwNQaFRhFQ+ess0hsR2r87LUipkZT+QbhD7o1aQUJOgCHzpkro3xnndJDAgAk1oS9vjUWxoktNSC4TpKhBC44YEZFzlktUZBRY/97WkmCPDf0AKJGs6AIKgyZEM2OAJSDAeEPGlU2jmPq3wh0KFvQoSBBoDIKaiIAag6BDTkZKSk5JhEWwwiDRLNDE1CgMFuHpqBpLSGEj/5a6xkTOAJbGYJSCwhAk7p14TUBATakVy6pDLUIimxNQE5OTEVGyffyWPSPhgC4rOnQoGDNDYEnI6TNHexO7JvQGfU2EJqNGoKl9f4KhJKRLyZKQAQsUghxLQYXCYggpMCAVwpRe4dNFAkeMUNQMMJjQUNcRxgpKEgSGOQMKBBJDgPFjpEBgscBldtljSIhmQZeHiKgRdCjZY8xZDkhYMiQno2BAuaGGCBFoCjoUBF5pFbBggEVQoejKitooZiiGTBkQMCdgwZAVKQMW1CgUmhpJTIeC6Jhc1EQk1CxJMJ5+A+kN/oB9xggEhxyisERUdKiplMTYkMRmzGwHjSIKC3pVhqQmoQAswtM0a+JIkbBCespkSpeClJQFGkVNTEhJSYSkRqGZMSSiRPnSdVhhUdQswFNLGRHOxK8pqDlgRIBAYMhJCKhIWXlyLSTxBJn09EZM5vtMsmBATkSEpkCyIsQScAeXqFEUxCgMETn9eIUqSiyKA4bE9IEDT9dGx2uKxBEnR4ywhESqxOqYRxhQERFSoj2hZoGckPu4QEKJwpB4c1x6Ws4RMDUzT7/GVBSELEkJ/FwF53IDkoyEhIwtZp62kEgqhG9JRemJo5gVXRbRkFRmHOUDhLUM7RFdMkJqomCFriOmKmKlU5Z0fHncfB4S0CH3pLH2pKqkJMR6ssZiyBAIr8mR1EgstaeXpZ8FC3p+duHX28Kvf9aPA47XJEf9Qk3IASP2GJN4GjSgZo8xFsuIFSk5lxGcZo8axYqUKSPGHJFQUvg7h0zpsqCgQ0VKjfW0WkCGJCchJVLs+UoAACAASURBVPcEpfRkElhSFIYjej6izYRDDEfsIBAUKCpir/KRRGgkxr8wcL9bc1KvhKo87SnRSI4YsKJL7u9SVJxmH4uiy4IuBSUJxs/5EEPpZ4P05P+KDgLYYwuLpBsZFDEBiiwYs0ju4nlKEtzCoFE3W8HzhcCrrLVf5r//Q+Dl1to3bFzzZ/6ai/77vf6a/Wul2yp4nqb4L2+E//f719+3ngOHH3afWxVPixYtHgv7H4TvO/ES42NZN6yFxSX3+ae/1LmMPhH8g5+G5332o48/lkvUyfK++1/CJ/4dtxPh//HfwvM/x8XAee4rHdE0OHvl9b/x1ivjm10vzr4EvuLXH328WMC/+UuQHcKbDq8MhvzHPwnvfL0jpT7zGzfqMHx0Opto3LWudv1f+XL43O964uW/TjzTFDz3PvAgF9/3ezxy3/vIDx/ElJehXLFlJnTCEqElpXGmYkmI8SZfSsUBQ44YkBPTIecclzjDZUCg/PvUCQMOGKGxDJlT0PHUj3vPesiYkBVDlvRUyYqUmemS2QCF4H5OsyLiNAfcxUNE5OT+IbxHRu6VDz1yMhJiVpwOpyhVMi975LLH5XpIRUBCSUDNlAHIkNDknOayM6Ao/Bt9S0RBJDTWOqOoJGBB1z+qS7oqZy/YwRQQhBUDO8fU4Axf6Q1LR1tZFCJRzPLYm4kuldJrLCIqtjmk9MZtRUBJjPBET0nAiKV/0y+QCmTo3k1HLBAIVkSsSFjSI/R6k8wEJLZiKDPmJEyKLoqaAE1OTI8FEaU3WlIO6bMkpKZDJA0rE1MREFFjqeiw4Cx7SCQrYizQIUf7N/R9Fl6tFBGivRFYs82cs974njJwRrrSBNo5jsxJCDEEScmePYWqKgJpqG1AHBo0grDWqKBmYRL2qjGHwQ6LSnGGA7SnLdzb9Myro9wozUhZEZORcsSA0DuePJ/7GDIlpSCmOibmBJacgJyYwN8/pcecARZJRsDIt9tA5I5IsJoJMSs6SAIUOSE1OQkRhikJIZqSyJvD+FkkfB/DhCGX2KHHFEHNnBF9pghvKHZYkSQV0n9f0AVK8jwiD1KoSwayRpglY5YIFCVQI9hh4bUKhgNGVChSSkpiKm+8qkgxKyOW9MiJ2OEyKQV9CqZerdYlZ8wCgWFF7OtjmZKQESGRzOkTs2KbGRbBjD41EQpD5ZUaAzJ6LD1BYEnRCAyPMKYg8itDzIyYGQPOcJln8SAJNYf0yQjYDhaM66knmAJCaemZCSCQlF7Rpz2xYThgiyLsUitBnUvmDNHUDFligdWxLklykR2GLBlzxJj5sWvWhAEJGZYQp1xMmdFlj7HvTUcKBRjGzEipyYiPidGYkj5zEioSCkIqDJKM1FMuEbOwy0xtEdqS1ObY2tCzGVtywkqHTBiBsCxtQkZMhwzlieWQihFTIioiauYk1MQoX66CmJQVNQHWj73Qt7b2ZFRIReDHl0H4tEq/DlhCUSGsSy+kxiCZe2JuQY8DehgUEYY9thBhRN8sWOmQZdAjMCWpyegxJaVCoYm86sYpbxRT+mwzISEDBBPGXm0jGLBAu9WZHtkx4SowpL6c1uukMhJSMmoCJnS9gs2yxzaCipyEEUt22WfAEpCEXg0VedK+IKQmZEHIhAH4NX2PMVscsc0R2yxIKIlZgVdKLUmJRI20mtpruEBjUFSE7DOin1RYYkq5S9Abkgdb2LMv5jNecJ7zz38ZYdToCm8MbpeC54ZBCPF64PUAd955520uTYubgld9u9tlS4bw+l+Fi/fA217pzv3kP4QveBsEN3ZitGjR4mmAP3kH/OyXPfr4Ew3UfngfvPdtLi7OO/7Rx1amq5E7AMkAvu5et5141AWj4c1b7tzdQ3euuwOLPfi9H3B/Df74x93/3/m+K9NsiKGG3Pmvv8upI3UF37Lz+GV9zTVi48Q9+Pr7rn7uJa9xfyfx9R+F//VZcPZT4Ct+DcoVvOMfwwffA1/1O1eSOwBf8Hb4mS91n3//f7+pBM8zDaPBgPyO53GYCz4cPY9stUIe3svcXGTIjEQ5cbkkZ1Wl3K93OWJERkiCZhUNodSkzJiwzfuDF3JHcABe1aK1oFYxR2bIn+qBc3ORHWoVk7AiKUtMJL3zj2HADIlgSYdDhkzYZaEVH60y7uMCOyxJoopKh6BrUjJyAkQYIiqI45qRWKJsjQ4ChKyxFjIdUBAxZ8A+Y+4IL7FdHzI2M4ytKElQ1GgVEOgaIbST81vFkg5TenRZkYiKeTjEkrCKFZUOuBycol9PiFXNSicsSdAiprZOUxBWEZfFFsZW9FihgJiCnJCQkjldIirv0iMoRYK1jlhKqPkIAQt6zkjUE06FSyCmpo/GUGrJodqhwKk6FiSYWrJlLlMHEVUQE5IBlVdJBURsUxORExDgVAcHDFkRc9nsor25qr0BPmLBGfY5xR6BJ1Ae5AwhmoKAIT0iKv/u3pCRMGHEGS5zwB4JBQbJ6WjGhJhYa0RYc1htMyMmQjAXI9LIGUqO9FtRkTAPEhSaQ7nFoe0gtGTlXZKcG1l1/Fn6N/ELOggM2jviPcQOMYpRtGJfnqOoYyI0o2CJ0BWy1kgBS5NyiS6hV9o4B5sOlTccNSECw5GFOCqgrJkxYMKQkpQSQ+JVTEYqlqJDrhUDZszoUhJwBw9zjkNiSubhkPuq8+QEpMd0h/CqoQ47LFGyRtFhwoAaSWYCDsWYB+IdTjGnXx8wNzk5YAjossDF1BF8BM0pDgmwrEgwKDqUnmzSHIkdZvIUpRBoWzJkSkmXh7nTK6MWSAyHwB45faZUREwYk3k1w0XOMqdDjeJF3MuUM1gkUzVEa8OYCQlz7uW5WCp2OeQu7ifEeMVYlwKJQPFRznPIFpKCHpmnOVMGHFEjmNOlqPvM6Xq3N0FOzAUMHTI0EQGGiJLCU5pzBlTK2QULOmSyQ9csOGJI5HUjR4x4hG0ElgOGSCwxmiCQXKqHGEK6zL1zj2BGj4c4BX4u7LPr1SMDBsw4ywEDFnyIC6zocgePsCQhxtBn6t2cQgpijtSYhU5Z6h5LtcWuuAxiAkHNpOywrwc4By/J1PZZkSAxbCEoSOhQsyWOmKqAUFbo0nJEl4iahAqDICfEMCL1yq4IQ0ETe8Z4EkWRUBFRoTDMCYmJKQgJpSRhiRAdrHFOiBJLQM2KmCUpJR0e4DSGmN1kwZKI/apPJ6gIBBQiZZ7ssF+dZqwve7VVyWmOSKgoCThkjAIGKEIs+2yx8K54mpi94BRLenTMnF2zd0zExGj6rJwSUoCwlowOKxQrEgoiagJWdBgy8epQxZKeV+oYtphTeK1bjxUVgZ+zITkd5nQpUQw9sT1l4B1ba69YqzlgSE6HWJQoC5fYpkLRlytCUSK0RaGwlGgkpQk4VKdR8ZBToeLU9hahzlk7jt5c3GwFz6cDd1tr/47//kYAa+23b1zzHn/N7wghAuARYPexXLRaBc8zCCffBr/p0Kl6vu9l8DnfCS9//e0pV4sWLW4PdOV2c3rbZ8HqmkJPh3Mvhf/hFx4/2PByHz76W87V6npx9xR+4Rvht7/Xff9Ydsn69e+EX3nLk7u3welPhkt/ti7bJk6uo6/46rVa8qVf4uKe3U405Xvjg45Uukl4pil4Km04nC14/1/cy4MPPsDefE6mBsxsl8l0Sr/eZzcsmS5WYDRGxpRhl49mKbNKcjZYMlA5uqo4rAOEgLEoGTOjwjCvAqowBlL25A61gaooGEQlA6FZGosQlkBALnvoIEHGPWoREQjD+XBJXpYcrgzTQjBQOdiavNAUxP4tckoURsQBxLLmrH6Eno+H0GGGRHNE379Xj7BFzThe0mXBGS5xlgklEkHJkAzhY024kKKaqR4wrToEFChpOZJbxIFza6mADoIMTWgyhIVL1RgQzIkpvLvWnAEBlj4TClJGYoWwOR0KEh9bpCQmosSqiKnucImhj+ujCYRgYjv0RMFudEhHlN7JIuASQ0wJlYqRVFgRUJZO1WIwnAuOmNLhwGyjTMGIKTMG6CAirCvmhFSiRxSDqTT36vNIKgr/Zn/MkjETAiwBOQrNNhNcjA9N179NX9BlRo+SmJQlCTULIk5zRI8VsYQz0QGnOGJiUyJhvCpM8hHOU5PQpST30ZbOhBpZ1UwJPeFSczHvM2XImBmWgi45uxxSEPs3+yv6ZMxJyYg5YgtFRUbMfTyLZwVH9IKCU+xhieiiSdkjtXMeLrdY2D5SWgojmBIzYIVEMKV37PoSI9Bxl9yELCvl3TliJJa+KJ3CxQaoUBNqw5HpU3mXn6EqMChKEXJG7jPUh1zS28xImNFhjy12mDBgRknMiAodKiJVk2JZ0mHf9tkv+ggE3bBkzJSgWnKeS2gsKzo8wg4axSFbfCL3UciEs+YSp5IpuQ0J6oqOmbKMt9lnx6kf8oKzXKIIUkQQEFdLahUxLxN6zMlIMFhmJEzYxiDQhFziFBErBPACLrr4RLGmx4qsDpFaAwUPhp+AqSoGTDjHQ+TEaBI0ln3GZMSejOiRsqQmZKgyBmbFaXkJrTU5qSchFvTIEUimjBmxx5CZmy/CktiClJwVMat4yMNmx+nvqtqb+jUzUk/hVVzkLFP6hLiQ4wOv7gmEQlvBdrJ092vNslLkRBwyJqEkJ2JGhyUJLkaMI+icU1dJn5x+kDE3PbbMhAt8lBBYBF20iqiNc717WJxiX93BnVwEauduWoI1ChFYlrXgIXaRXn2zyyXGLImpEChsrBgy57Bw7mwdciyKAXMqFA9xigiL9itHh4wFHQpSBkyOY8/sMkViOaTvqcoYQjin9p2qJW/c/GJSr7S5zLZ3Me3zAKcgVJzjgFkVsqDPSK1Q2qkvLTVD5kDMiEOvt3FEkaRmxBQFzOjzCGcZJI54FBgyH/3mkh5zVj1CnTu3VQ2c5yE6lITKcqC3WLqZSk7ElCEROTE5JQGpd0UM0PRZYJHM6WBQ9MlQFCyImTPw7l+O1t5jiyEzYkoCDAE1Z7iMxRBhucQOB4wZqRVpkPNAdY7SSIZMOM0BBCFH9YA4qelTUDDGbN1Fb+cCW6fP8/KXfDKdtA/drRv6O3+7FDzvBZ4nhLgLeBD4IuDkdiHvAv4R8DvAFwK/0sbfaXGMu6dXGidv3pgYP/91LcHTosXHM/7wP8CDf+AUJ0JcmyBZ7jv3oHT82IqU5/wteM2POdeif/0CeOgP3Vbfr/81OPcp7ppNVcv5T4UHf//6yvqFPiDwC1+9dlX6zG+CF34eXPgYOYO//nXwZ++Ey3/+2Nd97r+GF3wuWAM/82WOlGrQkDvP+oxH39cQPr/7A9A/4+rwqm9/9HW3C1/zR06deRPJnWciQiXZGvRIdy/w7K0LnKoqDuclldb84f0TtD5H2U/ZO1gSBJI0lBxmFXmwIqwtR1JSJAFHy5xVXhMGCkYpCypmkxlWlRAoonRAXhlsWSLImEvJKpDUpUEKg4469Hp9sqIkkBIpFSqUzKMuWb1AJTnDRLKXDahMQB5BUUIsaraiDKkMg17KME5ZziqMTlhScW95isxGuAC2imEksfGKih6nCbiIYMk2goAEjWGGAQ6DIata0ScnVlMqUXMfz+ZAnmVByg4LTnGZgoBxFFLqGsMKgeR+uUtV1D4GxIApQySSVBmWcoRQgklec4aHyOiQ0kUqQ6wND9Ghkh0usYvVFfuMsSj6saWoJV1WfKh+LjO6jMKSvsgJ7BJEzaxKIAqQMmCOpBNrRFXzgPwEOmZFh4wSuMhZBBAGMQsVEProOZWRrGyPjJAFHW9ISwaywpqImpI5Q+/IlRNRcB/PARSJ9IFzbU0e93k4N5zhkEz0KOyAUZgxUBWZ7rNSp1GipEZQETFjzCzcYqVDcuPIkr60HNmK0u9qo73T3wrFgg57jAnJOc2+V9fE1HToiId52I5ZEnLEgCE593MKBehkAKxYEnKZgAhDpiDSCbFYMovHHPlYOw/nCXNv/iQUBNQ8lwdZkCICycP6NBkdoOYUl9hnBxUqpgry3AWJTXVJbgOWpHRYEmG4bMYksaKvj5jIMXOTUuDCJJdEFMRMGFERMWLld/4JyGxEZQyHahslDKfjGameU4qYjtRECibsulgjRoDsc7kaI8OIOVtIJJe1047VIqUbzpmzzZQx28wZMWGeVFR5SG4TRAlpKBkIg4k1plCswgE7qqRXLEit5JA+OQGn5BxMxiGnqJIBQ47QRKzYxYZLpNBMg1MY4wL0LumxzxaakEc4g6I8VratiJl4LVaPkq4uOMS59/SYoShZkRCRIZBUJEwZYCVoo4jQrGSKRqFMTSeuODQDMtEFJKUU1FLRq5d0WJHT5SIDZgwIhCCzLqbOlD5gqW2Ps+qAChckemUlKxQFIQLIRI/MKjrk7LHNmBWSkiUJh+ySYEjUJY7qCBVFXKojMhORkdJTFZlN6ZgltQqY2S4PsMupsKSqloClE5UIU6MqFxFqQZeUigWBHy0Qs+SAIUZHrETMFvt0WXm3whAlDZUJURhiamRQk+kuK+uCwvdw5FWPjIqAKV3EcWwe2GObsCpR1lAHES7IviWlQGPRJMyCEXUdUsmQoZkzrUZM4iEu+DKUWhNgvabOR7yKDIVO2dMD+j5GT0rFkg5NuPZzwQE1ihTDhDEPsUNNTK1iZpTg4w4JBA9wnjMcgBHM6GKlZGJce0VKcKB3CH1MI+c0WXuloiDAUOICKNdoloy5xDal6NKLC+Z5yKF3R0swdOMJy6qLMZAqTRxUTEXCIWMgIifkIc5z0W5zRuwhreCQAXv2NFFoUUbTkY8AC4rFIXXQ58K4z/6s4M7urYs5eFMJHmttLYR4A/AeXEy7H7bW/rkQ4s3APdbadwFvB35MCPEh4BBHArVosca/+P+csXY1PPwncPbFt7Y8LVo806Br+I9fBa/4SkeKbGJ6Eb77Re7z5/+Ai501exBOvRB2n3/tNL/3U+HgQ+7zPW+/8tynvwHe+3Z40ec5xd4Dv+uOR/1rp7epoIlPXPeDf8Od/9Ofhg/85/Xxq5E7Z/4SPPKn8Hn/Hl78mke7FG0iiD92cqfBV/+2cyn7tnPrY5/9LeuAzl/7AUfONHjdu93/k+qc5vjV8PKvuDFlvdHYuut2l+Bpi1BJRmnEJCvpi5BkLCk17M1LqrrmzChlVRnyukYIwXYaEUrL5VlBGCiSKGRgLFIEpJEgkJLpUlIFHaJ0SCAVQSBIpaZUAdtbXWydM19liFCikj69QQdhJYu8oCwrlNDkuWAVKYyNMDZi3I/pBiVZUSFKS1lB3AkIoj5biSVUBisUi2DETIyhmKFEjpBwmKdUYQetQGlFQs6MEZe5g9xE9JRmdxizJRfU1rCyKUZXGCuoCs2iqrlc9UkwiCAiC08zVXdyJjiksku6cciHZoqs1AR6QYjhYc5xmR1iZdjuBChhWIiYvBAUlEzocF7usRSGygZkMkWHKTrsIYKEZa7JSkVp/E4yCiIBVQWIgLl1bjzGjEgjnFtG4LjdlYKprTkn9yCIWNLlcmXBOPepYbLCkLAlZtjAkNUBpQiYmYAS6Zy9wpSuKgi0QEjJvB5gvIn2MOcQUnDZnGIrWBF1FHWpuVQnhECsMkp6LGyfPOiSqhmHMuAhzvAIOctwC9nfRVc1spwju12CumSe14xlAcLyQKYRaPrUPKxOM6kjgqAgrJ07UklKprZASO6s7ycmI7cunG1M7QKqypIeJRMzIDcdpsk5kvKAkpClGjMOak7LR9gPn808PocE1NFHqVXKll1yyezgIkMV3uWjw1xHLK1EUpLEcFGfZ6qHKOFjTwXQY8nCehLAdr26Q6NtzNJ2iO2CmAARSJTUTMotSgwXuMQRA+Z0KEnoUDDSK7oKlMrZZkGmRig0zxYTjugyYYyMeoTlASCYyyEP6220lHQDw74+z3lxiQDFPqfYYUWAYEkfK3sc2YDMdjjDR6jDCkNKbRVK1IRUdETNg2qHVNV0mSFjkKzYtgvuF+c4ZESHkiETH4zXxYWJhMZYSR2MqOlRyJgkKSl1wn4FERldH7sko8uSlEPGBECfJRE5Cx/TCStYkVJ6F7OQij1GaBLqIGQphqxMQIclMz1mmJSMWHBIl4UcsWTEgoQssuxwyP31aXbklCxKmLKLLWqwGR/hHBUJipJz7BMEmiLoMkVggQORkJH+/+y9e6x+e37X9fre1/W57L1/t3POnDkzbaEtlKZEiKBFEDQhpamKgH9U0DRi1BYVSQyobU3xDxJExSZa+keRYmIwhoqkiYRAQyt4aWmktkXSmbYzc86c3++3L891Xb5X/1j79JyZM2Xa0h46437trKz1rFu+z9577Wev9/p83m+8tDzTt9gSmKJlJ55gpCOpjPIFKyRNjot3UbplwHHySwUh99U1ozd8zL6BMRJFYTJr9nPF22mDRCNRKHZomYhOMwYDSXOLQ5PYsaERkTMNlZNMEXJs6KuWECClJaUvZ0HLyFN1x2AaOiJGD9xODQFoGVmS4fR9uxIYAi0TAU1rR4JsuMlbRAStM7XOyBJJ0XAjL9A5cRQtzipaAjUn7uaas6yQ2eOROATtfQVgRtGXMyfVcU49Z7HmQ+VTTLQoC95rEoKGGVNmkjAMtMhSuMkNd6FjaxcDfC0yTTnSc+aazFgqjmxY2zOncsEkIjvW7GVHK0fqeU/DkRUHBlr0vTx8x/reT64n3LeYjqVGcOakLSJpKiE42RVXnLAmc84Ne7VlzcwZB1SM5hk7VXEzK17qmhz0vRQZiaYhAo/m5yS3mPmP2dJIySd3Z/Lzt3j22ocxfDD8invwlFK+H/j+z1r3re9ZnoDf99nHPfDAz7F6tjyBfichB96NVf+ur4Vv/hH4zvubzj/8A0tbxgMPPPDLx3dcLvMf+0vL/Hd9O3zkt8F3/7Ofud9f/iwB4Xf9p1AS/NN/9DOrc4bbd8Wdz8U7HjPveM68gz9+5us/8Wn4z78cvur3vr/655t/BD7+N+H7/9jy+vOlNX39n4Uc4Dd9Di+fDwrbLn/rfvh7YPP6Yqb8Nd8Iz3/8M8Wd9/Lte7j5GPzE98Fv+ZYPdrwP/KonpCVzZfSRccogQUrJurG83EfOY6SWMJYl7npVO4yU3B6XJ6Mrp8kFSp5xdon/jrlgjcMIWLeWwxSZQ6StNV1bcZodpAbXgDFqEXfGpXrHaU1VK45Hzxw8nauYc8TnwrZxlJRJIdLWcNlorDMcfMJieLqu2ViPnyKfnASn+T3iZobDBJk1iDVn1aEzFC05SWhlzePGcp4KomrwPvNyP+JDwiiBLIW5gJMSIQTZdbxdOnbxSKU75m7idDwzcsEoNVaByZIkJDdFcsWZRgRUXVM1PbDmzXmLTgNFOUQKCKlJwlK5NUV4nriB3ZRRUiJLxheDUIVGZpDLzU0kcyg1MYEzIJVg1RYGr7n1LXWekRpylCRVEZNkzBWtkexmyxQMmkJtMtlaap+5sgNZZtCSgRVTLNQm0qjMmCVBanyGVkAtAlWZqTYtKwTH4xmP5DS1SJnxUXKrVlyoQNM4bvwFUWoeG0nXr/jJ6woRDBt5otMnAjW9LbT+CAlecMmgVxgF+6Gi6DVTXFKvujSjNXyc1/kIn+DTXPKqvGGyNcyG67ziyg3ciI6GgewHOk4MOFT22DxjnUbaS7ra4mOhXfW8cjohs2eMIyFqslC8WZ4hKEgFJVoykX2oeakesXYRkSfmpLlsNW72DDSMRVLmTEYxio6eE2tm1vKExxHp8NphIlR5JN23g73KC2oKExYhFtNgXyqsOOCTxDByRw8IehEQpuLse46x8FJfIdRifD7REI3hJsGXiZ9iKoIjFRMShEGISMhLqPhMS6OWIPWcBhIOj0JTqMz9GOixzhDmzFEYGiSNOnJnrmgt7KNilE94pp9znjNz9SFe5g2cb6niuPgi5cisrhAmUJc9KkZ8shQURkicmDjnbjHyFdCUiTOOBjjpLTrtOJf+vupCkIXiqFqaXBiSXFxkSua5uESURBGFomuoHpGnyMfjGqEzg3rEI848Zs91sbxgy0SHNYuo/EK3vMI1EPj03LMrKy70GbTAqsSIQUjHWbWUBFYlHIXkKhSGCwIiRe7C6ueixcN9U2NEMJSakiWurbmZHVY7PqLOjMHRc1hqmsSWVDRGBF6aGpGWjKdbGkZGctFsxHGJp8+ZbBOKa2ZjkTlj1ICMgqQ1SstFaCMREAzVJXdzxVBWPJa35BzvfZrEvYF9olKJSgpuecqtNDwtn8bh2QeHEY7eJEZ6ZmmphUHjGanRFPai5VZd8Sx/ko7lGkgUTnJFJTxjSHir6VwgRbhJF2zEmaZMSyWM0Xg5IZNnrWciiZNoWKmAiju8lxzkilU+EzCc6ZmoMSpRiqZgEEJwyyVRtFgjuVQzWmRMEcS5QyCIaEDcVwpKPs7rZCw7VgRa5Pw2lQ0c1RpEzVrdsk+XJDGg1OLz5FlMyvf2Cc/tK5y9YBICpz0v4yW2DDRMuDmhrUDKfC/+b5maJwRzQY6G6nbPmMQXj8DzwAO/bDz+isWA9PwSHn35u7Hq3/meioI/99sfErceeOAfhZyXqpGv/Q9AyKWq5LN559r7fPz1b1vmH/ub8K/91XfX/43veHf5D/z3i7Bx81PvijGfj/de43/8E597n6svXaaP/wD8/b/6/u3//J+En/gr8E1/7ZfunfMrxT/xr7+73FzAR772H77/5ZcsP68HHvgsDqNHS4XTGtOAz4ndOVAr+PJXN9wcJs4hcZo85t7IM+TCK9uaYc7Ekokhsao1BYUUhauNoYTIDNROUwoME0ipOU2ZOUYQhd0QaGuDRjLMkdpoaquxUrK+cnifkEogscScuDmNTCEileSiKkQUZQ5MKbJuLHfniSwLkcJ2bRHKEwvMM5DhmMBpqCzYqkX7I9u2wieIITFlxbo1nHIhKE1faajg5aTBjyShKQJKLgxjoq01tqnog94D7wAAIABJREFUaoMyhn2osXYEnxCxUIwkJUlMUCqHEQnwnIWllIizlhiXNp4owUjBtqt5tK4phzPJa3p5IudInDMRSS0zlRpIQjNly4ma46RRCigwx8Jw3yY00yxVSH4JRW7IXFQZb1oOGWyZMGlCkAhKo/3IIzxFOmRlcEKgZCSFTDIVk5RkMiVnJlmzrhS1CPiwWJ1ua8NFueV2qnlT1sgMDUvEfVI1qX0V0UrWTjMWQZSCZ49qYiy4MKGlYoia61jI1QUizBwnTcygBct7BOoCQ4Kj6HkqblGV5c3pKRuxw1pFQYOVjKXnU2JLqwQ1GYvkkNZAwlYVyjXsS4uNOyq74igVlVhzla/5B+cepwVGB9ac+GS4QmgDYfFeEtIxqganBMaACotMUmnNybfcxpo5SFo5YixUWJoc0UIxySdUZUfiRMya1kpiqRlTQxUlViikzqxkxoseyQva4hlFxZ6aR+nMXtVL0Lq2TFmzp0aIwllfMRdNipELZmSKoDUfk1+JGnc0MrAuO85Fo7AY7fBFck57ThQSiVfknjUjO1YkMj0ex7jkBeX18j5RUNdEpXF2RTESd75lUg1v8pQkR2b7OnOSnIyhNgMxBoyaaOo1TbhmmmukyUhT4XAMCVRI1DZhhWQMLWfVY+IIHOjkwFQcY+6py5mMxKslC02ZjsF0zN5QvEQKhbRLaPV16ThNFmssB9lxxQsKkTv3hDAnjgSu2TBTMeeaJ+KGNu0ZpWQQj/FOYEvgVmzZcqbniCiJ53lFlC29TWhZGObFc8nWHVoXjD9yHRpW7Dlj7tPTFkemT/Aqk7zi+ZTZiIAIE+umIIykVo9R+0+xLzUKuBUrbkpHb26oU+aQDZ7CJ2j4eHmdp/GOtfVoxvs47oRzmZ6RoOt7h5jMfN/cZpip0DxynlQEz8tjso/3CYIZXzq0TRxlg9eXRPuIJ8PbHNQlCcuoNDqOHJhoyGRh8bLD5h0Dhre5Yqc6QjFIChPqvmrMMeTFdSxqgZOWGcVkFFsRkUIQgiagEcpS8KAln+BDOARb5uXaczUThU/5hgHNh1UgmLK0fYaZSToOqaNXngoQZYcvNeumkEVFJyV3IlLnEwTLbem5pWExs66YcawZ8VoyqAYhIhSJ04q9ecw5rFilO1IRvNBvUPcbMomhVETRs0+GWQrmDOcAo+75Uj4O8x6E5CA7Trll1q9h7FNk0Ni6YsoQ8wf32f8g8DzwhUV7tUwA/+HPwJ964/37/JdfBf/ej32Qo3rggS8c/u73wl/55ndfP/tq+PKvh/Wr8Mn/E37k3mvms5OaPvxPfabny3v5nd+2mPaeX37u7cPtMv/f/uy7LUcAv/EPwVf8nmX5S37HffJTfLdi6B3+7f8DpF5av36xLZl/4C++v3rn6tfCb/2WZXrggS9iTnOicZp1MsRcOI6F1iqMcjzqHSILchGsz5aUIaZMa1meHjcZpdRiUZwLj2rDi+OMD56SFdtGoQSMMSMAVzK1sygFPgVyTohkWK8UCEdlJKvGkmKBAs4KhrC0X519ZJozUgouNw1aCcYpkhKsrOPRpoIsmULkhR9Y1xYfAgrFoUSmDFWARoOPMCe9PEWfAk4WsrO8GTp6rcjzmYsmU8mGGy/JfqKpJSFkSpYIo0AUKIUoKkbR01cBdzVzmgxzMYynHUjFbghURlCUw2iP9DPKac4zVC7h9YZhH7ioJco5pjnwsy/3OGuYoqRrLxElgDwyxQy6AllIKTIXh4qax+tFQBv88k+71qDEIorUIrNlIHqYqNnRMHtNbeCsei64JcqKrrb0ckfJgRtaGqkIJROyxpqIrRU6JyYl2SWHFZreRrLoKLql1nnpD1M1Ty47SmmRRXJ9HInec4dFeUFbK77kasX1cSIXgdOC3eBJqTDkFsFIDn4xbU0am0akF1SVRVUKlIMC5jRzaRMqOXTe04oTvQsc2C7uJEIj+iv250yVEknCWkvyfcS3LQIpQaiGRmRknnhSdRxC5Ni+RltV6HnkeBy5CS0ZxSRWTEYTEjzrBY/liYOyhKi5mQ1WZq7FhuwitTgh1H0KlJ55aiKKLckoUlHIKeBDRstEn2fkxROms+VJGLnoH+PPR+aUKbZj8ge6eGYuHUEJDrJFAwOFECtQDbZK7L1mzosgprTmrDQU0PGORiay7ZjKTBt2tAzMwhET5JJ5mwvatOcq3xFT4bba4GmQeCQziYpWCyITWo8c1RW27SkETuHEOTg6bdAS0I5JN5yLgBxo6opiLinhiNCadd6hpYbqMQGLyZEYLE+nG4zYE2SNpHBpz0ys8bonE5DhyCw63nJrNhxIIRLpONJypKXGg034VMgKEi0nNohqTSkK/B5nQBFpGZe0KKHB1ayFwHHH5Pe4NDDKiqTsvU9LpIiGDSdqIomKk6gpwqC0QVQtSTkORAqKkDObfKJzmRAjOy6QIVHbyDBp3uSCJCp6HTlFiTJgZGYqjpUOJCEJdrMIJ/Wa67FCWomdC9N8ovEenWduWeNx7GOH1wIjj+zyJSvOjMyAxrH4j71gzcvcY0vimZp5SUUENmLEC4PSkrWOqJyIZfFBG3BsxIGUNQcEIzWWyEhPq5c6k0fcMNQ9d6biJr5BnXac8+Ol2jPf8UgeSTmQMOxFiy6BROG5uGQlDS7PS2y6TsSi8VrTqYRIRzKCoHpmGiZZ0zNiS+RYLBnFEzvyPK8Z/AlrDCBpjccyMQWBVBrbbTFl5FE+MASHszUn+wqVes7prBic5jZuCLHgMbSMaBUZdMecaxAjA5rRPkaowiwk2bTk9hLJTNYN18URhaE1giqMNCqgg8EpS9XC3bDhh9NXsi07HuWBNjZkpUl0PBJLMl8tPUFtl+vnA+JB4HngC5d6+7nX7z7xri/Ff3ID6uHX/IEHAPjx7/tMcQfg0//3Mn0+/tD/spgLv9fz5V/8Lvjqe9u0r/2jn7n/cAsv/1/4nt+9mAd/tlcMwNf/V+9fp/S7FTr/+38Df/s74fG9B9fVl37+cX42Qrx7vh/9i/A//zvwe/7ML/48DzzwBcjiLgFWK0yBlAu5gCuJk4+ElLjsLc5KKq1wRhFy4s3bxRhVKMG2sbx1PeC0xFmJzwqlISO4Psy0VlFvWqaQESUTCwhRuFo1kAWxCK76xQy50gqpC9enmTklto0FYbg7BfraLMfmzLqtyBlkgq6z5AyrWrNyhoP3TAEkkiIE1oDOECUEIBUoJXOOGl80WoIqsCoF7TSTqInZMKWENpInW0OcLeP+hilCkAmnIIbIregxJTA4Q1214CKXlSaoiC+JOS9dqEnAEDWWSAgzJRdOsSWmTBYZZEWYI21liTkjEbSV5rJz4BPrzYbJJ7Q/c5g91ikOPrCzLUIU5uRJEWod6eKMvvfROFGj3YZkI2LMxAjSgNGKRiRSbGlFRN6/pxt6ajJKKraVQ+qCKhnsht0ciMOMmBIZkDlQVT2vbAyvXPTcHmc+fVvxejWjVMU5FIZ5JhTBpBxdrXBGshtmhJT0RvLiOBFTprYVU/Y8P2qM1qQQ2cozwij2cnl91WRm4ZBGcKUjU7KcRslGBWoVCLJFIu7NbTOuFWxXa15OME2J3XxkXQ40FsiZQ+5ZMVBcQ8BgbIWtGvbmCiUqSgi8HfdkTogc77NzYNMIVsqjTIMSliwSfVvonEOKwM7UeFHIw4gWMMiaF1Ss3OJ10mlBrCteF3cY6TlMFTvVcdEVBBrlalqVKHcH8HsSmsFeLDfWFKxbU89vAzCpC4zIFCm5Y8UwQ12DlRKEQEsoPpKloOk6cml566S5CC/RceaEJZOYeMwmS7biBoxhKIZZ9BhGEpkWT4g10SisXfGaPPDJsELUG0RQPHZLW5oXNZ1OPCUwxYJsN9wMmWmObJRhXSlU6RDa0ClojeJ2nDmfCo2c8NRYZSnJMqFpZOQyT0wIXphntAw8Zk9BcjYrJJ5DumRUhtfkiMononJcMHItGrKtsWXGR4d1DR+tZrzbUIme2mjiNOCyIpWIiJmJif2kKbmgJDgRMGkm2pozGwZxwdbOVMVjxzNZaEQoyKqlrTUow2p6myoc2PsKLxw2F/ayZ0CiTOCce2bbI6xDqIQrL4lFEZXFS0OrIrZf8VROvO22VGvD4XCiJXHOW4RSTMOZTngmIWmrBinSvZi0piUjKdzxGMsE9yl3Ri7VbQceoZBYpfDpkgGL1R7FmUp6MjVHagwDd6HH58yRFSu5JFm1lcPMgZIEz/svx/VX5NGzdjWVdDyeM8McELNiL59CObNORxoxU+4rMu94hkdwaUfWcsBNI0lA1ktcu1OLeBd1y8tosTlgG8EYGqBGIlmJghMzo1xhOJJkQyqZu7KlMxPjfZuwFJaYDNE0bGrNW+pVYm7A3VHmEaPB62r5njDhUYClUQmnLbRbqiQQJTBlSRQVjYi0dcdF63g5OXQZWQnPlAVH1+DKgMkHvHQYlQlKIGgZbMtRrrjiGhlP+Fmz3TSLmfTFq9T2g7sffbjzfeALm2/+4SUy/d//CVi98v4n9W//vcWT550WjPFueUJkmw9+rA888I+LH/8+uPvpX3hr1WfzNd/4bnLUn3hr8cL6F/5beONzJDa9Q3MBH/4twM8Tivjkqz5/a9Q/+W8t0y8XX/ON8KX/HPRPfvnO+cADv4qxWt1XU0BIaYkyT4nGasIYqJzCx4zVkpgTx2NgPwaMlHiR2RhNzIWLzjKkwuOuQivN5AOlFKYUsUWikDhVEAKckGSruawrxpQgZza1JabFA8gqzdON4OXJY5UmlYQQCiEKIiVOY0JJz+AzEjA+IJJGt4oxBqyS5JToKsNx8KQEaglmodUgHPiUyRlsI0ixoMWS7zLPns5pNpXl+TzilGQ3jQxzIogGLSZyDGRlOOeKShq01jirqI3kJiSeHz05ado8c9EaQhQomSAXnk9bYha0jUVkOA0TndWsKkWIUDlNZzXH2XMYCzenQF9GZmFp80DTVkSpaIWglgNdazl5SKXg55GN8RwTmJIwxrDJnkOSUDTGQJ9notYYJXFCEE1NyII5F6RVWB+QJbNqDKvGAglRJKJyJAQpgSZQpEKrRKUjPjleHkYuesdpNDwPggunSNMZleEse2pXse0cJIFPmcZIyv1XW2sa0TNOz9Eqo6XmQk/oNFJEzVYMDMUiTE1LpIiCNA5jBFPMPFWeJgRCPINu2Kx6zqnQCU8RBYWirQSn4KjCRPYK1bbcnDzZapIwXLWKOzqo6sUYXGpuxhlYWgt7k5BS4kum1hJZAmNp2FSaKQqqRvKsFlzv94w+Eoum1D1NbUhFEPyeEDyIxWvpaW9x+ikijVgjWPmJpntKihkfPYNsyTYz+kTEoI1hzpJLHbAqM6stISdKzoSQEHVPUYtY6bRAl4wrE1sVMBzQqdAhufUaoSsm/ZQpeN6eHE/0HalARWDHlllJIpakOy7iEm0/mQ2xvcQkT1KaPY5zXoxlGxM4pBas4Kk8knXHWdZsRWKOe55YAVJRq8XLp7OGrAtpPFG0putWPAl3OFXxsfkSKzKvtGdC1mQ/c3Jr9OnAtow0WpG4QtaOta443d1ROY2WFa2ayLOEXHMSFqsTfbzjEHv2wrF2oNSAFJquaSjRU+eC1InbvMZkj9GWupL4VHAEZiw9A4foiDkwo6nDwKNyh2gaRtdTi4jRgZgAf2KUDadmSxgHSvBkmdnIM8fs2Kst2fT0XYMsharSuFHhheSiMUwRbqJkUze0LtHohk2lODFxNz/jwk4cPHgNq3Ikl4lD9QwjE60/kD1kZrKouBMalQM+G46iohMDY3E811eYMtM6kHZNl2dC8uzOBpUnVrXATmd0kRTrFt8u8whlM0ZEZA4Meouxmrl5iqhXCDlhRSHXT3l097O8FCtqdSbHmuwFg94g0oy1Buc0nw4rKulpa8WUGpQyNNNL+nRgVFtkVRMKoCvsrKhKZC8cWUzklBndFbWVvG4HfnJ6xs3U06qCzUfyrAhK4rRATROucxRRoYWgco4namYwPZOMvIyKQ7L4IliJM4GGmQpb98xIku3YtpowRo6xpq0NjxpHL0YkEHxAKkcdE42z1LVkv8tMcUQYy1qDzROHGdA1qxKYVeJ5esSWE5vsCeoRefUaH332CKM+uBKeB4HngS9srr7sM/04/s0fXIyX3+G7f8e7y1/7x+AH//Sy/Jv+Dfi6P/3BjPGBBz4oPv4DS6T4V/3LcHgLTAN/6sPv3++da+Zv/9fw1/7jz70tZ/iZvwXrDy0eL+9g219cC+R/9Bz+s/cIKr/z2+ATfwd+//f+ws/xy8mDuPPA/08IKS+Ci9HkvIgv0+QxWlBpSbCaNEeuR8/BB65qi1KK2Q8EIais4TRHQkwIJZEpLQbLArKRDL5QGU0MBVsXYhSkLFg1mjYpQsrLzai0rFtHoxRTjMRceLzuERwZ50hBcrVy7IeZKRRIiVgskkzJ4JSkthoJzHNEIllXknrd8vI4c548KUek0uQEVa24vjvhgewLWsOqrti0S9VO4wyt0QglcE4y3CVCzNRNw3FS5Axd26BZ2tucFswpEobCFMDPBaskh1wj08DaSgKKW69pm4pUFtPRbW/IqVBXCpSi1orWWlLyHIaE0oXgC7s5UsaB5qLGWM2XNI4QIylpblPES0vvDDEeUMJQuUQVIAuFlIK2eHJdo6Qk+YE9Gi0lWllarThOCVEKuup4Up0x2uLWNbUQ+OCZVM0pRGqnmVJEC4vUIOmxasSnQFscYY5snOanh4q1rDmiSHXCpsRlZ/Ehs6oslVF86ZOev//WniddTUiF63HmVBqeri3n84GLyvNiWqOtxYnChUp4AR+6cFyfPEppclGkNGOGGSOh7xRKa3TaI4tknUcOsueytdyeEk3XEk8rTNgznCd01VHqlqAE1jY4J7jdHdBlxroOnRezcWUSShgudeAwzNwEy2gMGzVT5oCOM7007AbJm/tA1hXP2oKsG3ZzRuZM3a15Wk3k+YwhMiTJqrac9QVH03IUE+ucWNeW827HzRDRVtN2a0RJGCkZZ7jTmk3ec5JbXnqDttXicRQDrY74WuND4Mp62trgzyek0KSc4DTQ6EKwG3aDxqnCpZ055o6IYDINlkLQK4xTuDhgYyJg2LnHYC4pZcAnkCVyY7d49SqmHJFELuSILYHjcKQzJ/qSod4w0dBdXFJy5sItqVhhPPHJULiZE/v9ARdOnMwjVo3FlZlZrpgLbOUtubqgtpJ1TtyWHqM1axXJOWBr2NSJSQuq5LBVZpw9Z68YssEoiVcdTlQY4XnhHUJKtimBbSnbFfPpjoBECgdqppWKXkOTzuzmiGEm50BE07PnSX5OxcA8SQIz0hg8IEom11usc0zTffWHPxNT5BjX3MgLChojJevKoJVi22ie2dcQ4x37KKmdQJTISieot6yaS6KAx0YxHzwlB8rpSNKgxBVGJc6DR8bAoX6Dqo+8EK9i/InDnJaxi4oxK27ihC8OaS2xKN4cAw2GvlqTrGYn16zyidvhzEWZaKiJvnDqn7ByW5K2+OxJds1IxaviLXqVMeXIPgeiEpAGVjqzF5o6SY5KQb1Eh1sZyCkyYVh1Lb0yhLjHDyN1PvMi9yC3hHZN1V0wnCeUhNVrWz4ibthfv+Sl7jnljm23whlJayqeuopPpUy2kOoL9HmArKh4gbaaUDzXZ01tJEkpTBXoVyuqeODWWOpmjcuwms60Dl54ySFmqHtWzb2AjsIqaCtLYxWbZgPnHeeoSAWsjGhhuIkWwi0hFaQz6HxE1T0mT6zUwCSXqtWNUTTbL0M4wfZqxXa7ZtW6D/Tz/0HgeeCLi2e/AX7/X4C/9Affv+0H3yPo/F/fvUzfevf+GOQUFmPZ+vOk7jzwwAfF6QU0l+9W0bzDz/wQ/PmvW1Kqfu3vhr/wDcv6/+mbfv5zfevdu8u/9VvgN/7BxUzZdp9ZUSMlfPS3/6OP3VTvikbXP/VLa7N64IFfZQghfh/w7cBXAL+5lPLD79n2x4FvAhLwR0op/+s/jjGOPlIZjdWKySdS1mxb93M+AHdv7jmMnt1pxhjB0UdSyjROo5XkMHjmnNBSIQAtC3OC2inGc8RJqGrDbgrMPlE7fR//DUIKMrCtDavKoYWgrTWvNg1KClIqvHHZ8ebhzOQjMsAoFLUpoAVGQN/VWClACaQsaCVYdY4nplkMoHPisrHUFt7cwcZKTmNkHJY2tFce11ilqQx0TjMGSLGwaRafl21tCbnQOktxmRAzMUFbaZ5sWsiZSksOcyTGTFdpphA5+4DrajaV43pQ7KRCS0E2iwByTgVSRgvJR5+umMJSAXUYJkIInGLhjcuW22Hi5TjT1R1X3ILMVFrzJVcN+3HinFuuX95QlEFbifWapAyP2goRM4fjwBAkIWYkgXXrcG1LjIpVbcilQ+cjhoKtLV2tEBGapuKNiwqrDZ8eOpgF0zhRYkYhkbbQ144cM8dQWJVCiJ5gKlx3wZaZg19Eib5XOKXZdo6YC5VejKxXtQUBt2ePjxEnFc1mhdRwe57ZpYa61pxjRkrFpq84DRNz6niyWkxjfZboCMdzzbrsMFnft18pXMrMqqFlIrpHVGGgyonZrZhti8ozW1tY28SjlcOXQlcmhFSMk6RuCpfyRBCKfS4kVbGfJUpbNnKmcYrgA0IbepWI88gpOZJ0OGfoasOqKhhbM4XMpta8dvWENO6Ybn6aOSvuikPYNXHMbNoVhCPKOXL/hGfOo6Yb1q3kqK7Y+4SIe1QMZCDqDlUExmrWleY4a0T0KFOj5gNGVLTSMyIQdk3Hkbqt8aLDpImVmZHSMipDGBKdDGAukX7Exjuie0qRCuqOiGVUl8xqi7Y1MXpOcosyDcbVXFSCKUXyOJGL524WhAFetzOvtolkE0mvmItDWkelNTt7QZOvmY8n0pRJZk3JhXWT2WhF1JbjYUBph2s0b1Qd5nBHKyRFZjpVeBFabGcQ9YpX1cw8zUulXyrY4iEUZhqMEnROk5nIokPYiqNTPG0ldhp5+7wkzOlKo/2JKg9cVIW72eJSJqduqQIrExtOJOCGC+o0sD5/glux4U6u2WrP1YeeoYVkJwIpGwZl6EiMuWYrO6yR5CxorORpX1M7zcb2VK3hUToj/MhJJ6KyFNuSi+D57sSgPa9uHE51fDwrphIxEpyxrOTMGD1JKbKTFKHpKoUfBIfqkikWgp+5HuDS+fv2W8jG0Ri4puKxTgTxiHOqOXpHJuHSjFHwXF5SssEfTtRWMxXJlTuz2V7S5AFVZoQovD0q8v6arhKsTUHrC2Se8UlyOgZmsWFVg25WGLXGDT+7JJA1NfvdmcJMLhkxeV7qiotVhfCRRilu7Wusn/Uo3eNvByiZTiV2ogetubi4ImWPcxXRbPDDkXgMeFszi5bSQSZwzho1Bp5LTZBvINYTH7ID4bRjKDVeO5RSXMSJTWPRThHrGh8zbZnJxnCOgpenQK8MQwFXlsqv57MgaYGVAlvVdFqwcYbgJU1TwXDC02ClpbEFreBq1VGLTC4Co9TP+1n9K8GDwPPAFx9f+Q3LDeV/8eth/8l/+L5/+Q8vlT3veHwAfMe9ifPX/KvwDd/5uY974IEPiu/5OvjZH1qWPzsh7s9/3TL/oT+zTJ+PP/Kj7xc0q8/hjfMrxYO488AXD/8P8C8B3/XelUKIrwT+FeDXAa8Af10I8WtKKemDHmDMYLVAIcByL/IU5lhwWvJ0U5NK4TQGsoDr/UzMS/uOUZLKGS6rmuMQKSWzrh1mmu8jyTNDnLFS87iqSCJRG8OURtaNxadMrRWdXaoLLvuatrY0RvLRRx0fuznTBkWrLX5ekpxaZ5BKUGnFtqtQslBSIeSCVIsJ8ugjPiQ2raMURe8s+1kxh8LuNFNyRmtN5zTnKdCtFM5qDlOm5MKqc+SSKUXy+qblxXkm94XzGHEO+trhU+b6cObVdbO0WDhNzpnTFNFa8mzbogVILWkqQ8lw0Vm0XARyRcJZwxAjAknrNKZk+spSSuF8d178f6Tm6VoglESVgsyeEiY+cZvZrLfYJHhlu6ItNfspkPDs/cwpZEyybJpM7QpTEpxjYZ4nnN2ircSXwqaqIWteqTxCLsJbtbok6ZqbbLjQjlcvJWPKvOpb/sHzO7LPpFCYpEcbTRSO2QqMsxxjJA43fGRb83JI1MoShGDVWJSW6Fw4TQFK5jwlpBA4Iygo1o3lNAecUnx4LdkdBV3eo7Gga+4OgcsmMRSNNQY9n+msou8sR3OFPR7JYcCKjHSG0QdG1WBsjUqJYHvGKSCM4kP6jr57jEdi4hFdItq0NFXNthiCdTS15c3BENKOLBwiF7QRiGJppGdVWU6mozWBV2xiNxpOY6FqWoSUZKkxsrCyBiMyH7poqSrLvlxxtInBz+TSYLJAa8Flp8iDYucFu1FgXEO3riniTC8jrl6DkJiSOIwdIUhWjUIIQcnQkLFNTaMrnJ0YoiDEEaUMF33FVd2gh2tOOaPywJv2EVeNAuvoDifkNDMFw7n7CFuuqfI1KUaO3TOG6oI+HDifrjmJBqF7dL1m1ViEzKQQuChHwvktbkTHZuUoYySVwPVBctHe0tQrLquJSW5JseCL5S4bfBRgOoQRxPMOxyIepuTZXNVcbF4njddsnePIIx4phY0nzuYp81C4bBO4hipLdA4YYzlOBWVaqtyg4plIQVjLMW95UsGUJKum5fFlxf7UYMWGV9LAnCLbztCMCT8eQVguNmsOekN9eJs8R56XJ6zzc9bMBGq86ej6R8gk0THyqZuJD20VVknOCZzKNFozjzUhRF6/XHPRWI6j58m65rJ3nMfI88GyykdSsnSXa87esjufMK3iq1+/ZBgmpN/TdxW/7dc9JfjAW7cnPjVrnq4CIfcMMdFXhpxrbsoKzYGtsxSpOMQ1o4ncjgN6PnDhMo2xnKg4iYorjgQBQTZ0zcgwXlLYEZ3RXBo+AAAgAElEQVSjIUI+I1Xm6J5yWWuuKs0xKxo5MU0gRaHRgpwlt/QwzwzasFaC8xh52mTmricWw3bdcyUV/ngkl4ATkTfrFu0FMc1Yf2AikbNBthsGXfNiVLzGhPJntk4wB8GoHD5pVsKja4dWa6TIrEgcqiu8FaziLZ023I2ZJBo8ES87suhoKkOt1gzhCK2l32hCSqjDnm1jeG0lGUrkTijuZkeRgl/TC/az5O0RXoqWZBSVkrztR0y4YSMTtolUK8mQBdejI+dMawShqtAZcoqco+SJNby6NiipqIwipg/2X4AHgeeBL17+3b+3JPaYZknn+em/BduPLFUQf+6fWfb5sf9xmWwHv/73wt/97949/ke/90HgeeCD5fRySaJ68pXvrntH3AH4G38Stm/A098AcfqFn/dzVao98MADv2RKKT8JIN7vI/UNwP9QSpmBnxZC/BTwm4G/88GOELR8x1S5cJoipRTGkIgp8bNnT2s1XWW5WmfOU+TsMqVESoEXx5mYMiunWTWKlBRCFnzIi4kumYt1TW8NpyEQi0BKiZOazirAoJXgsq3oG8VlV2MNjHMhZMHKKm4QzDlinWEtJUpLyAVrJH1t2R09N35ECUVvYNMYYk6cQ0DJmsM4E2PhPEecUawaSxFLEliJjv+PvTePvfbPy7ten/1zb2f7Ls/2W2YDGlKwETDRmgYrdpJGG2u0RmzSuLR/KKlLolLaVGIANTR1qyEhtkljJIWYNK1pIpam0sTElqpYBJWB2Zjf8izf5Wz39tn8436GYZgBWmBmHPi+kifPuZdzzn2eszznvs71vi4lFtHoqq14mUdWXrOuHanAFANogSqFtTdYJXh5mtAIKqsAQVsZjNIUMiFDLqCR1E4xjHE56bGaEuE8BdbectNPWKOWOvicOE2FxoIUhkoWQk40zrK05RYqZ9BCkOSa0+GWGBxrX7OVgjRPPLu+ohoKLw43jEJRK2idQOuWja3o9/ecSouKcjmRloZKFLatozWSVCzX6yv6fmY4DHjraMwyRjLHxLrSbGq71PeKDdXNgbtpph8TOmcaKykhoUxEzkdign2AGGdEHiii4+48UhlNQRBCoK0b9v1E5TUx5iXAOCWUVPTjyLNaUKuakD0rEZApkI0Fu2HbNQgUcyysLDTKLY4v82H8+QVBZxSCXK2pqg1FGk77Hq0NThsaMzGKFZ2U5LDkLfW6pgkDMXqufaKYhJUj53XHKh/5+Gh5uR9ZK8H12rNSmUopvGyhCJTrmMcT03wkqoKX0OiCc5Zhzmidl2PMYBTYpkES6KcRXzzrSjLPgfshMEiFdxpvFCFm9rJhlQaQkcZYNpstnM50w4k5C1CaFAKbVcXL2bGyGhM9NkU8DW/uJOREU3pyu6VPHilu2Si5BKanzLNWMlcryJFROqTy3EdJIwr3qiMLwRgtQp9Q0mFsw63uoMAu7VEIjqIFVXNpCqVkpI80uSDmO0JasWprUogMN7+AXL3Jy9OMiSO9kEgtOA8zIiQGERl0gqrlrcdPaHTBtI+40j1VmenHkbZb0QfYWEPE0sQjVkkaFTjERFdbbNXix4lPjDtmWk7FM4XE9aZiJyYEkdOcuEuers3slOLm5gVKFGhadPcEWyQ3s2LOGuF7djoxTZp+vqIuNxzRuAibeFgaCMWalRmZ5SWCGVkGztPMqC748IWipBnCiZW9pPMt161jznDXz1gZmERHkppSJFEuQrSLEy9PIx+8atGlokw9tcysLztc21EdInlQPD8OqFnhtGIKidOUqdSapr3EWs10GpH9kSEKlN3QrRoOQjDEQK00fQ5s7YzJMOtLTjJQYoUqkSQs+6lwat9G6xZtBo6yQccRmwX7XlOUxRIY3ZZDkJQ8ofHsS2HKJ8TqEbvLp2RZ01poww1j11CmIy8HTe0ks9pwUW6JwjLImdtQcekFo/S0jeF+vuKi3BFSYXvZonTF+XDLIDoq61lXmnVdoUXkvo+8Z56QzprzMDMykjMEaVlvL7led4whogq03mJizZAEsYBSlsvWQ9yTk0Gi8aYwZ8esa47TTLItjZEgwEiJU46YDFYVNvUax5lnTc35ZcGOR+aY0e0FT/LIccj0quayVnROEVTDVecJX8aKdHgQeB74rYyU8NHv/dzyN/zzn7v8H95/fiDzfPp8ceezpADK/Nr39Qt/Z8kqWT359R/vA799yXkRI395Nfkv5299/xeu+5rfBx/7n+Cf/s/gI98GfrMIlg+CzgMPfCV4Bvyvv2T5M6/XfQFCiD8G/DGAt9566zf9QCqrOY6Bfk6UUjhNEUphXTueHyYO/cymcVx3jp8bZqwWvHcIixOlgFbwzt2JTVPRzwmtBbXT5FQYYkIWqLQkWcXNKXJOE5vGopWGUsjAujVsakfnJOeUOU2BT90khBCMU+SNdY0xisMQlnr1OTOEyDAlnh8Gaq941FZMOXM/zVijQSztYCUBpdBaCQXWG8Mc4TBOtJXgsnJkYE7L+FjtLBetQwoB0jOHRNs43r09E3JmW1msUtwPM5edxRnD1muQgk++OqIV7DpPihkc1EYx50JbK1LONLWl8orGau5OE9Y6Nl6wsppTClRK8uGrjq97tuX/ee+O0xw4DWnJWMmFIirKMGNVzwslmErNOy/P1FrzdF1xc1aMo8aVADHwchb0+orKOFZKMIeMFIIiBRTBRVsTcqY1kj2w9hqvJFIIlBJcdJ7znNBqcXRdtJ7DGChFoHLAWokSkjlKtnrmxSjIpfDpuzNeCwRgxECg5UOXHXfnmV4v+SPDnBBFkEqmSFBF8vZlzWk/UOk1VpwISiKUYh4nRM4Mfs2zVc1xjGzqNQLBOdTM8y2XqxXCZfo54o1h265ICO5mQ2UmolS0trCOmZIzYwhooTlkiS8Kqwtd6THGobyDlNmGHtO1TMYipaRzkmfbGjkGJJm6qrgdRyYMIY+03iJEYSVO5FPiNu2YTcc3vHnNq9PE7fmIM4aYNUdRs60iIgf6oHgxSOIk2VUFrRRaQrtypGkmqjWu2XHlDUZLjDO8vNdUeaBVkj5KehxOKj542RBDhQp7jABbZm7uXiGkoKiatzrD3l2gQ8IriVKSPBdKFvjKsdY1tW05TTDlibWUzP2JVDtykBjjcc2KWAzT+cQr5QkoGpXZtBdszITIJ7SyCFEjtCAUQd9POKN5sq74dEjcngfWIqKMQZczioGzEOxFx5WzrLsVlbE4ccRqyzk39F1F2wV28o7TixtO/hmnKJhyYgqRrdEwCR5tOg5BobThNlec+0Cykd3KcpwLwtU475mEwegJNZ/pk8SsrmmsoPT3DNIjkqbKgVYpzpNlH1t6aaDq2I8Zkw905cg5W94LF+jK87jOVLVjCpaXkyFWBV0SUwhQHI3N+HQkyg0/8ckbtp1BS4VTgvtJcN0YEPDuMRByRtvAeVhGY9dNzWgsvquoasuFmencxPPnZ+TQ82IKhNKxazRvrxuex4o3LlpimHjiJFXIyCkwoCmiEObFRdd5RZhXPNol5OkFU8rUeeZcNHt1QbItPTNNt2LtLRWJlGE/Wl7NDm9q1rUlhwPn5CHeM8bCJB1eO2ztObhnGFq+/lFHGU/cl460/gD67lNUMmHTRE6G2+kJWTmk1FxsW9p6Rd003B8nbrPHN0+4qqA/jYScWTUrdnWH1gIQeCMZo6aSEecsN/Oam9MBpSTruqbPmlQ0ndNcNJ6QIlsluH014IygMYZdo3FSsKst782eMShWQgCZmz7iRca2dhmpEgIlgOnMvFqhjSVbjZSJwsSVO/KSFde1pfOOYQqE+5GNBxC8nA1f92zF0+0ySvjl5EHgeeC3J0LAn76FP//74J2/+4Xbv+aj8LEfhdtPAAX+l/8CvvU7YfPLvoQP958fYvunXoD+8gZpPfBVzvOfgR/4R3/1ff6p/wj++p/+4tu+/Ud+7TaqBx544B8YIcSPAY+/yKY/WUr5K7/R2y+l/CDwgwDf/M3f/CvUzf36MUrSecNpDJymhBLQVBajJI1THIZITGmpUFeCwzAvwkyRxBCQWqNR5JywRkLJ1NawbSw3h4nTPFNZxWkIaF2onaMymjlGtFJIAbJAbSVzhtM5cN16TlNkjgnUMkIW8xKmXERhVRkEiwvn0drzdFOxbT1QuD0GxhjZtg6vFGNI5KSJKWANNNawaxRCZHaVZwwRowWVNnROcwwzVkk2reXlfuLuNKK0xFvJdI6sqwr32n1jlKJzkraxnIfEdVczpUgMmeMcqZ3BWslHNg2XncdqyX6IWFW4PUWMVHincEqSC1ypRUzZjwmnCkZIxjlxGAKNkxghGdAE7Tgry9RDYcZoyTBD5+TiFsqec7ZYKcihsHUSJSUxZeaQcVahiiCmxBAClTXcngOQaZxFCQEyc9HUlCKgFIY5cdtPzCGzaS3bxiIKvH8cyIACDvd7Xp4jF42lZqkss9oQQk/IDXdjgAylFOaUIMF5ntm0jmMfMFYAkrfXjm7TMQ1rQn/g5WEgaUMokieblq52vHnZcnOcOQ4z213Lm5cN93d3HEXHRdNzuV0xy4YxQSsT17ajClDSzEpEQDNkg9eZTmcqGam1RhmBVaBl5iQc/XzkZpZcrQ1vXLSc58KmhovNjueHiaQSj7qad272nJIGJI/0GWkaDlkjEry9jpBmSoG2stRGcQJ81SGL4DN3ZxySOSWkrXmylggpKdIgU+YuJ0bhqUWhrTRCCsyksNozRM1NKjinaUThA61n3TiKgMNeksKZPhZWVhOUR1tL027Y7RRpOBLmgaqumF69RNAzm0uOWiKUYesi7x0V151GlZpKJaK3hPqalAvqOFJiYLvZ0GlQ84moNpjyPhu/YkaTxp5RN9iq5UkdKKai2A61l3ROEXuJLBGXI8UYKudpHKw3DU8udkyxoM0Fspyw2rN2y+fQT72vyEqhZaatN5gk8TozTCtknXFNw9wLeiY6XwBBNpbrriaEiJaCMQaMUaz1jHMNEUHOhfthZtt0fLgpvIwVn7oVOAmT9YwpsZOJPgqwFWWeOXeXiPqaOi216n2Q9EPmKD33RfBWnbAC5iIIKeGV4xRBpyNXq4qUBSkJhFY8qmE/BbxVoDKdVXhnEFLz8jzjjCHlTKHgjSCGxDju2YdEVi2P3C3T8BmivMBtnrGaNaZEPryBiaWVykjDJ+/ueXU6Y6ynRMGr48S6tpR6TZh75HlPMS3HJBdhOh3JrkFJgVeSqVRc2InaOaa4RQ73GBLFrtBj4DYpinAYIk5ocrPDOc8UIvsxcqUzbe2pWsenjq8QTGTpQUWMW5P9ivMpcOUsaTqzamF72dKeDc8PA0+3a7SIeC1huKeyhaaqFmHGKIZx5jN3hTJJzgFk1TLMhXHMNI2h9YoxZHaN4jBkDkkjtOFpXahqR20Mr/Z7EB6VKjwSqQQSxav9efkRISSUXByliYKdM8Yaaq1onKIUCbrig290iN6BFBQB3sOlm5ECHm9q3rroePuypZRC4768ksuDwPPAb1+kgj/6N5bLf/EPwCd+fBnr2r4NP/uji8DzX3/L5/b/yf9uEX7+5R9Zls838P0f+vzb/J7rL8xJeeCBX8rhPfizv+PX3u+zfOt3we/+t+Af+nb4S98OH/knYTzA8/9rcew8iDsPPPAloZTybb+Oq70DvPlLlt94ve4rglGSTW0pBLz5XMhj6w0xZxASpyUCSRHwdNtQG8NhDkzz4qR5737g2WXLVVOjtUQU2D129HOkdhohBPqsOQ8TQi3NWhKYYuE0R1IuhJhZVRZjFMN5RCHxUmG05HHrETt4537ASsm6NggKU2pIqWCUoFKavYrcH2ceuwqhoBSwttApz4cbx/v7EaXgzW2DkILhNmCtJrOMlV12jlgKv3B3JobMxaoi5UKMQIHKK7xSUBSZgjNLDXvIhV1nOQ4C4aDyGqsljdW8fd1yHAJTLMSUuGgrQsxk6UipsG0s5ynijeLmMCNUBizWKKzUOL0EYRstyWNm2xligigKh1Ok9opNJThP8OI0YRVctRWNUbw8DyiWjJeUwCjBpnLMMeKFpCTJzbGn8R4rFYdhpvKarXWchpkpFp5tawowR0HIBSNgTktYsn3t9imlkJ3juggiILWi5MI4j8Rs2DjD/Xmi0gpRBM/vBgKZxlgUEq0klVAoDU/WK3at45UxfLzPlMphY8Cw5BhtKkPOBWMELRqRBauuwjnHo0ePKGmmkpGpH1k5w0nAE+d5Swtub2+JYY3JE8NxxtuK2oEjsFl1hCw4DCd2qw6dNRfXT0iHHmlWtDbi5cT9mJF2w6MnO87H4zIy5B29eLqIJqZh7SsarTBSctEq5nGgtQ27leM4ROoKRBa8OPVsaos3Gq0mQlQEbel0JIbIECMXFxfUvkJKTT9nWqfwRiPkhBBw3WqubGROS4B3KApnLLvHW37upeHm/szFykCBRgtWNnFVF5IT3N3MIAyi3qAqT10KOvYYUUjSMHYdVgVeJs0+wHZ3RZGKmCJezTzaSN5eRTqdaboNH3/Zcbo5UZeM0ZIQZ2iesr68oK4F2bS8nBRFZq7XNZ+cR/x0RKrIJDxW5aWpTzrWOqDlxL402DRgqxXeGA7DiDeKUr9B3L9LEYlJOkTJJCO4dInj+QTF02fJ405TtWtq73m8qumngHOKR61nToUqTuw2LdOciSmzrh2VEbQmMQySN9tI0hJh3qKLgdzfczzcUpkNpS+8Sis6obmqBXMInIXnmRNs6o5jf0+YTzTtmpIyK++YUoQk6Uzmoq04zwEjFcPg0KLn/jiijcYIKClzHyuuN5Y5Jt677/ngZUvnDQVJngda7/Bi4uVwoq07qmrNNM8MpyPeryhpZCoV8fUo0oeebHjjsubjz0+8iI4xJlqvcQjeO8xsVcN2IzmdC53O3J1HRElcrx33WXA/Tuwaj6odJk3shOXdmBhlRvRH7HhingTBVezqCmsV98nhyhK+P06JWQje3jqe7FbUKvOzn/x5xDiCbblYXWFEZmMlQ0oYA3o+spUn+vhZ4X5pWgxjxOllJMvJQj9ncsqQI3XT8ZaC4xBIZI5j4P48o4tkU1nmEnm2rXnjIvO/f/KepDdEHZF5Yhwz2+0FP/cy04cjxlqs0IQ50DnBSVgaKfBOIovgNEU2G8+qcswJjmPEG8m2UtTe41ee07RkvAkpeKZqUoLWSdaNRgkwRi3B819GHgSeBx4A+CN/9fOXP/IrfK//2I/C3/w++Ce+6wvFnc/yd/8CfPO/+pt7fA98dfL8p+EH/jH4tu+Gf/zfWdb9vb/0xfc1NfyJdz43WpXi0m712eX2Cv71v/6lPuIHHnjgN8ZfBX5ICPFnWUKWvwb4O1/JA6qs5q6fmWPGaknKhdooZL04Y1pvue4sN73DSIFQi73/5X7AaMGqNqwrgxACoyS7xnDoE43XXDSWApynA6bzaLFk8eRSqDR03uC0JucAwKGfOI8BKRV9iNycAwLYtZ4YIpuVZ9dYDsNM5w0hF+77iftz4OY4QcoMc+b+ONH4ZVzsNE5IKRZn0WnizYuaIWT8peaNXYVQkv/3M4clqDlljv1MZS271vHe7UjtFVrXHIaZOWRqq/FOsGssUHi+n2mM4tm2RkvJnJdA5+u1ozaK+z4QU6CpFtGsrgxzFgQiTimigZQyIefFXSMT3mq2rcUpgVaSaU4omennhERQCkSRlvYuV3GcI53XaCEwUmCN5KqtmKbInDNKCbbakVKgdobOW2LITFlhtGAYC482FTkVhABrDI2X9CGhhOQwzsQC01iIKXPqJ6zRTCEipcBVKzp95BO3A0MCq2CYIqMwqHFGa7hcrZimyPE0U/KSM1KA1irWtePZtqZqJEN/IEbQRnBlLSULius4T4XKZijQGsVqvTiqlBSEENkPiU/cJba1QxqH8QYxD0gJQkq8TOylRynDpj5jieRiOcmWklqkzLwMltuzomTYVoUPXG/41FFxGyR13XLRCj5w2fHmZcOrw5rzOPD85R3d/oxwkYNo0dqgJISUyVhiGtlHy5QSTWWwUvHp+yPHMfJ0VTHEjFOG1hakshTTEIlYK3i8q9nUhhAL777a8/79kY2XPKsVL06ROg8410I0RCIrmRmz5DQt7+3f+caWxgmev/cZ1jrwxnZDzAIXTvRdy80owaxohMGTkGGmxyOlYK09dQG1URyj45yhkoVGRR6tNO1qSy0nZDxQFcOHrgzn6gmfuMscZsFus2FjJHHsGUzDPkv6KdO1K1xRvHtrod2wSpkUA8Y4mqYlhZ7TKNDKEBV0rUfICCExHI8IFCGOtOsdQnbkAKEk3mpBxiP3d69YyZFTLoz6gtoo1s6SUuatyw6rJB+8ahhCJg0ZWTLbtePVaUZJgdOgnKPzNX69peRMNUbeue3ZF0FV7fBaM94/55kYWVlDnwu+bnlkLShJnwof2DaoObJpJClpQiqcJnjUGTaVY5ACLRfhfEQxBUtbJe6PPck6oqpohKGf05Kt5TXr2tCPgdM4c39/xGjHxkbkqmUqeQnON4pm0+ClYO0syi0xElZLpph5fjty6Qa0yowalDPMRdOPkVplfqE4ajny9tbx1q7mZpSInLnPAqcV1mhOMyjlUd4hKs3pdMMgOoStudwNTGNPDhq3ueRSSFIq7GpP4ySr1Yan64zXgq//4FPWjeN03JO0536U9OOANBITApc6cDclDiOIMvFWvWI/zcQiEUqgjeNYLNdOkkMkFYXyG9SU2Wl486LhNM08XVdMMbGqLApYN4Z1bdgPMx+6atgfJafhQO1bKm2YVEUwMyUpnB7xonA7ga23xHPEe83jzvPqGJCisFptaBmpVpYYPYiMF4W6bdkZx/vnidM50jpDkXDsZ7zRdM5Q2UXcMerLG5vwIPA88MAXQyr4Z/5L+B/++LL8Xe/C9z1dLv/4fwo/+UOf2/fr/1n4Q38R/ty3wKufXbZ907/y4Kx4YBF3AH7su+F3/eHldfVj3/2F+337j8DXfvTz16mHj+cHHvj/K0KIPwj8V8AV8NeEED9ZSvloKeWnhRA/AvwMEIF/8yvRoPVLMUpy1XleHkaGueC0oKsstctoKRBCcrmu+Npc+L/fPy5Vtgi6yoAQvLlrmEMm57TkCBRB6zWNU2wbx7YyHPoJozX9OLMfEudp5muerFhVhpAy795PaFmwWjEHeHk6Yww82dQUBD//fI82ikfripAy1mhKyVRGMWpBjIpNrZmsJOZMP2cQaQmKXjWMIVIZyXXneLyqeHUeUaIw5QylcL1xKCW4OU003mIFHIYZbyX9DFpGLlpHSJBCIEySIWZSylgLU8pMc0I6gSpLlXoukAq8ta1ILCJOKuDVMg5yc8q8e+ipjQYKFyvHvg9LrXGe2TWO1hpO08x+nFnXnvM0MyRwQnBROeZUuFh5ulh49+7MFBNOLxlHT3cNRkq0FLy/HxAsYdqPN4sz6VWcQYCWAm81m2ppfDmMgUlFNk3Np16eyCXjrGZXGQ7ngLOKu0PPVeuptzXzlPjZ53tKtjgT8DoxJQO6QSvDMCWuKk9rNV5K7oaANYKmUnzkek1Ii4Pr/fuezq/x9Zrz8xtWqmCdIamOIStqnbAa3tg1lAJGK2q7tKHd9zN354lNpZFKcnMYOE2By1XFoZ8RMaGtJfYnXF3RrHaMMXHOmcpIJmlJ/Z4YMxKD1oVPvTzQbS+5WLlllNDp1zXvGqsEu1pxbQo2WW7PEZUt3XTixVSD1HizhEpPMRNIOK3IGfpxIqTCrjY0teV4eyJQ6OqK8xgXUa4I1rVmnCMvYkLlxEoO2MaijCZNE0/UCV21xCwWx0wqHFLG6IFsWiojOcdEV3me7Trm8czH3ttztW6oTMVxyOzkicpbXt5FtCk03jGLNVqB0g2T2PFUjpxC4TAXGlXQ08CsGpqmwQiPPo/Mx1s2lUH4FU82M1dFs6o3TBjG4z2j7tDSsdo2TEVSYuYDF567wx0hKi5bQZA1x2lg4yQk8G2LkZpJGsR4RxKKZBt0hjQPFBxrk/HGEbKhqgQv3r8lmg34BsuMCAMrqbC+wRizvNY1eKPYD4E5G9J4pHaaVaXJKXLsJ14mw3ol2TnNHBL9nJEINm2FU4opBcRqx0YN1N7RCUUpmRxmTqVC5GWM6snFIzxnQLEfMk+65bUjXcNhWpxw+yFyexiYS+FDVzsetxdoJYipcBwCjZW0zuC05G6IKApaS7QwTHMkl0RTG8I5UphpvAM0pQS6bo3IGWcMdyPcHwduX70gIZHWofOEjif6UjFmKEax8ooYHYPWtMZwZZfRqkeNRytFnBP7aebJumGcE8+azF40hCLpp0Rl1lhduDlN9KXw5noR9h9tKrrKsGssRcPzw4FxninK8PitDyGV4/6dW1oSF77ifLyhn0BJzTAFdl5zebHmGZmzbImpEFLGGcVNkDglePuyo/YacdNzc554sqn55PsDJvdsNTSmcDtrvvGtRxilCLmQYmDVJk6+ASTHMDEcB560K251xW2/vL+2F45xjggZaJ1Z/p+wml215uY0E5HsKkmIkf0g2Fxd4I1lzrCyGqckxyEyzIm3Lms+eNlh9ZLP9pXg4QzigQd+Jb7pjyx/Pst3vQff9zpE+bP16298yyLuAHzHT8B3r+EzP/H5Ac5/6iXoL68176uS43NoLhcR5LcCx/c/f/nP/LKK8O/eL68XWIKSH3jgga8aSil/GfjLv8K27wW+94tt+0pRW83Tbc0wR4aQmULEKIVRkspqSvEcx8jXXneMKfOZ0pOFwb3Od1FyydIJKRMLPNt4dq1fRIVpcT3cn2buMkiZ+cjjDqcUc8hcdZqLVnN/CoSUuR8CIUVqZ2m9pjaartLMcQkFFQhaazhO4fUYmeCi1TxeO6SEIWR+/vmJw7zYGLQWPKprvFGcx5n9MFMbxdc9XnPfz7xz27OuDaUITiqx7gzP9wP9MPN03f5wK4wAACAASURBVCJEYA6FXATDNFFXhtoapCgcp0TOiZQElc1M5wmtFEIU9ueldj4aRW0l2iyPIRTY1Y7KaqSQGAmHKZAPM/c58Oa2YvG2wLEEpHL0Y1wei5C0tYacqSvLyhsqoxmGkTd3DSElrJLMWSxJOCWTi+RDVw0xwX0/o2VBSc0Yezbe0DmL9IU5FySCymmM0tyfJ47jTEJwbRVKSN66rJc8Ga/Yto5VpXn3dsBqxasTNM2GUJaTriWLJzOlzLbxeKPQ3vJBIXj/OCKFQpbFhDqHxfGlpCBJhWs3SCEJKbHylq4UCgUll5O4kDLP9yOHfub5ceTmMDOnQkoZnQKPtjWawsprUsochkDtGy7bwHmOBKXQOeNUxrcb3jtknKjRfsTLiLYO/JZ3jxOVd2wrR2UUTzYVjdPEDGN/JMZMKIavf6PjM68k86t3Wake212QQkSSKLajkYquUuRYkELyxqbm9jzx/P5ELAUrBbeHkU2zPB/nKb12UimUlPT3e1LOrFvPtjJLPsgYue0zyRgiCa81U0wYlbkZ5iUHSkJXO8aouTs3nItlZzpCOqHVhBag5nuEFgilyAVcPiL1mm1reXd23M8gS8/TlaIkSbfe8XxQxJgQVtB1DUNfuE3wzpDZWcmqUhyLonaeZv1B9uMyMimQbBuFLpknVvEp0/D+yWFVwownjtMR1VyQfYd/LQo+3w+UMdK0HisCpwSb3TVzEtydepzJXDQSQ8B4i4gOhGLbWWIyDFNgHs9obdESnm5qUoHOam6iRbqWKScaWehRvP30KccgiCnThyXkvPOKTatRQtJYw6uz5HiaOUhPBbQWnu8j2bTUleNJZXm1n4gI2m7H1kUuxhmE4r0eKILHa8cnX54pJB5ta7xW7FpHVxle7ie0h35O9FPEqkUwnObA4/UyNhnrlni4o3rd5hS94GafGJ2lIdHWniA9x+MtmZmLruZJNfNpKTjg2XrFrCuO5xFTRirVMCvNpZpo2gpnDP0wMkwTp+xwSnI4Tcwls/JL85VSho2cSMIvLk65uA3f2HpKDnzsYNg1jidrz5u7hvMUmWPm0/uZkivGYhG5kEbY1IWrrkbaiFFggmaaBV21jDO1zuKtJscJryR9ycRQuPCGSiVEOGPmSO0aLmrJy2Pm/Zs9MhwIQlG6isZrvJzZH89I7ZZMo7lnjIvo3nhFLBbvYG0zqCUz9TQHhjnQeEPrDFIurY211cv7M0Yojn2x3IeZ2kuK0NwOgW1lEUJyHGYOU+SqsbSv83aUXLLHhjlifquMaAkhdsAPAx8APgn8oVLK3RfZLwE/9Xrx06WUP/ClOqYHHvgNYWv4jv8N/tw3fW7dv/TDv/b1vucKvvFfhH/uB790x/bL+VvfD9UOvuVf+/LdJ8Crn1v+nZSD5uLv/3o//v3wN79nufzVnGE090sb1jf8C/AXXjtyPvSt8PH/+fP3++M/ufz91fxYH3jgga8qjJJgNTEHvLGvq50LxzFQWc3KKUrWqDlz3Tjuxbw4fezrk49UcErwbOO5WlUYJZljpjKaZxvPYZh5c11xmjVOa85z4u1dTcoZqxRZRlJaQnjXlUVLybGP6FYhi2Dtly/Gd2mmlIIQgtYt1cAvjyMhLaNI6XVGSx4yMWcqq8k5o6Xh0bqmNpq7caKfEkrClApMgVXtaZ2knyPnOVE5RSqFKSzunaY2vP9Ssp9n5pS4PRWuOser48R5mlESVpUhxcXJFHNCCcecMnmC1i+/xCslflGosnoRyMp+oB8SrVXkUigIpphIpfBsXdM6w2GcGebI2lummLFKsK0tV63novHEnEk54YzmcJ65HWcarblsDY03vDoOeCs5DJl+GrmoHVIJIokcBDfnHmsUb6xbzmPknJfxqxIX0UhrSQameckMar1mnAtTTDzZ1TTOEGLkMAYqrVlVlpxAsDwvQoglYFtKvBR84KImikJJBWcVv/ONNV4vLWj70wwUQimc54BSAi8lrVOkXJjmxDgFfu7VicMQXjvHJErBRecRAGKpJrdacLVyhFQ4Di21GxApMggIbk2lHE6PaF0xTYb3YiZNma6xTEfY90vFfWWX4O51vVSzixw5hcIcE082Na23HLaOcLrjkA2fvElE3ZHjkn+Uo+A0R4TIvLlbAXAYJpwWTKEs4d+tZ45QuWVUMqbMunIEkZHGsK0N16uaV6cRZTxSHnFOcpwyoRSkgMZZwhmOeeIDVx2pZE5joTICrS1jWDKgLqoZNUpylnSmUFtJ0RUuJwaR6UOmlII2lqgs+1TYD4HHZeaikkxJcD7tUbWmrlc0JnNKAUsmI+izJU6Sec44KXm6qThMEbKklSMvk+A8CzpruFh13B4sjVL4dksskvt+RilB6wQxeaJbEclUrjBlQS7L6KbuLmi8oSsHBIXNWnJ3Ctz1I2vr8VIiveLJ0zWSwnFObLXGGcm60lS+QgnBeQy0TuOdRqjMq9PAMGdCSGitKFmgtKTIwrY27Jodw5Q5zwEpJbJOqJR50lYUKdjUaTmBV4bno+Ttyx1v7hp+R0j89Pt7PvOix+nCk64l5sw7r3reve2RAq47x3HKbGvF9abhG55t+PTNGQTknBlCYY4C360JZ4Ec7+i0Je92eGNJKVA1Hdo4+uKpReCylkzF8zVvv8nHbyfu+gkjBLFIHJHLXUNbG8I0E9NEigOnWJhUS8rQh0hTaXwWCAoff9Xz5kWNri0rH2isoakUN4eJflxCrN/a1Vx1nlW1jCLtWsfPvHPH7WlCCAGi0BjDeco8Px7YNZYgHVN/WFr4VObmNNEqOJsKM8/MoXAqgcopnm48KyeIpxNCKdqmxgqo8onOw8ZE2kcbrPNoAdvGkKLlxd092m8Zc+Z0e0Jrx9OtZ5gzMSQa54lxJmRDWxu0EhSgNhqjBRlBiIVjDmi1tEoqKams4n4oCCF5eZzwRnJzHplTJqRC/drF86ncc3sKfOi6ZVVZ5vib3qHwa/KldPB8J/A3Sin/iRDiO18v/wdfZL+hlPK7voTH8cADv3lcfgQ++h/D3Sfg93+Ryup/7+Pwf/4Q/NR/D+/95OfW/70fhqf/MPyPr98Cv5ET+1cfgxc/A9UWPvh7lnXnG+hfLSNiP/yHP7fvX/t34ff/GfhH/uiv//5+NeYz/MLfhg//Xvgr3wH/x3/7hfv8nn8ffu+f/NVv57PiDiyuln/jb8P1P0AQcSmfG4m7+Xm4+PDnbz/fwHgPq6fwn38j/MEf+JVzln497N+Bw7vw51/f5k/8N5/b9rv/7c8XeL71T8Dug7959/3AAw888PfJMEdygWkKxAxaLqMwS2tVRW01hzESy+LMSLkgRFmaYApsG/uL4k7KBS1BS4mUjquVZw6FIgrjnIkpEnKhxMx+CLRGkShctx6rBf2cuBtGNq1lDAmpNE5LLlvHq/OIlmC1AjJzSGQEq8pwmgJeSp5sakIoxJipvUGQmUKmNoqLWhNLwRvD003F3WkmhrS0TEW4Wi3jSjkvFepTjMRTQVrBtfNMIVOWZl4Qkua1AJALiCIwZmmvgkLOguM48/x+AAGP1p5tbTBaU0JhDEuWjveaZ6rh1WnEGYEzmtoovJFsmoZpcpzmyGkKPOocq9rSeMVdH5hCAiHprKbkwuOd5yo5pliQFGQutM6wcgIhJvZDofKSKRX6PiAoGKWQQlJyIYnMReOojOHuNPDyNHGaAlddTWUVshQoMMVIVy2iwdYbXpwnKm+wWnLZOA59RIhCPyduTzM5J2qn+NonKx5va87jEsQ9xcQUM6UENrXDaMl5SnRWs24cwxRf/2puuTmOi7MhZEpaGsdyLiAy45zR/cS6djgBzggqtwgyOYPXiru+JubMB1rLGBPHISARHIcZaxTzkEml0I8RaxVv7mo+/HjFaZjJv/Q8TBkqFdinwov9QOU016uaWFekyVDO90wIlFpeJ5WXIBRGml/MBWq8w2rB88PAs23D5ari5XFgV3nmuDjRXh1HqpTZ1nJ5fgqv34eKOBeinikItCgYVQiqYlsnbvuZYVwEtQGLlz27ymGMJmeJTDWnMdDVFdflQJ81WWrqbkUTZ94XFTvrFtfFkEgFrjrPzTExzWc2Tc11ayhK4RUMytLVJw6T5TwmtIPhfOBIRb1pabwmlMxxiIjcU9A829YMMfHuXU9jFE3TcTieUcaQSkWMgctKsdtdYJThOYEQM0iBFYXW1ax2DVIIGB0xZ+aYFrEKS6UFxQt0s+KicZyGwGEMaCk4zwUpBUoISi7sh0XQHEJkW/slL4VEj8Dr5bPl5jSTkSghmWLiPCWULLw6Bra1ZUAwpoTKgsYbMoUn/x97bx5ta3rXdX6e6Z32eKY7pooiBENwQGhagjgEXdi2oNJqKwtM0wMiIooDuhAH0mBLBJrWbrWHqDjStgoNojEsFXEILQGcViDQJqmkUlV3PMM+e3inZ+g/fu/e59yqWwOSSkKv811r33v29O533vv5vt9hVmGM4mhS0PRC+lwfFzR1z3w8YtEE7p/VkBRdCqQIx5sOpw1lmWMNrFpPINH1kboLzCuHswaNY20Vt28f4GKLPd/QBkU53ickSx8CJsspyim1yehNZFTWfNKBIzOiPEnJk7mcJw9HxKS47wNnfUHmDAezjHvnHc43KGtQIKo4lQgpEn0iK0bodM75pqHvFAe2xUbPqh2xP53yuv3RI1akxieeOBhTd0IGx5Qoc8ODZcBMNL21HPcZExVJ3UqC0/euMxsV6Bg5JafuPWWuWdQ97XJF7gy3pznOWqaVfAd88hRMW+CTBS0XMOrOMykyjKqxmcK2MC4LlnWD0SXTkSYmh9OJqAwaQ5kZcq3wKbE3FptW5aSxKyHfkaPcEqKQvXtVjkKxqDtyqwhJs1h25E72/+QTudaEEHnudENmDdnHuCIdXluC5zcCbxn+/qvAD/F4gucKV/i5hc/96pd+bnQAv/T3yC0GCVx+59fJc++6tPu/bQaf+zXwq/+E1KqfPw/f8SZ57qv/FVwb/t42Ln3+H4Vf+YfhmR+Bv3zJzvNf/T34a68genvn18HRGy/IoPpU5m10+DNb7sdhm0v0cvjn3/ryBM/3fc2LH/sLnwN/8P+FH/gj8Jv+4kXQ8OPw7v9ZVDO2AN9cPL4liTYnLw7E/hu/GX73e+DP/xL4pb8Xfs03v/wyLO9BfXKxXS4jePifPv3x7/sv/g/4lM+HX/518C++Hf7YfdneV7jCFa7wcUDTR1ovFbCZFTVM3XmiNVKPrRR744Jp4TgctZysJccFoNCaKnM7cifEyKSQgM/Tsw2j3DGvNNPScu+8Zk9lOAXBy4C69YHCWA6nOffPW5KKTIqcFCVzonKWRd1xOCmZhYxUQO8D08JyOCmou0AiYpRmXGpKZ6g7z3yUkxL0IYkyIiUUmqNxTuMjkYjRCUis6p68sExzS1KK3kcmRqwSZWboNoEuQh0C09xxtu6oMkORaW7PK1ZtTwiRZeNJJCEKukjb91htOJrkFM6wagNVgoQihEgbAmNnODyoeEMcc1Z31N4To4T1phS5vlcw6QMfvBepCmnaCgkORhlaax4sGorMsD9y7I0Kut7zcC3h2UVuaEOk8ZHMaK7NCharnqSTWN7KjLaX0N9V6zkclxRWMc6lkt4ZReMDxEhKmv1pIS1lRlQ1D1cd69azV2Q0vWfdenyIPHE4IgRP04uNr3AWpSQwFoQgerBquD4pWLU9+5W0r42GzIqIou09k8oyKzJiElXJ6ablwaJBKQmUXtQeq8ApzXPHa/o+cGt/RIzQ+cD+KOO088xKh7WyXY1R6ADWKJ66PuGnnjsjDReD6qZDIWTcuJDB8LINTBSsmg5nDdEUGNVxY+zolUanSNN1LHwmWU0+4WPgYFKiUbR9ICmIKpE5zaxwnNYtISVGWc6kyGg6T25EcdaGyHzkeOONGXVdcH72gHXT4VNktenoup79a7dYbRrOzzeYzFHO90BZqkIRgUUt4eVVWZCpDJVajkrNolOc+ooib8hKQxdLKis12m0fafOKWT5CoQYrZMCohI+KUVWSmYyUWh6uaq7NR7hqzuLsjDpolnVDiIrcwf11x/5YsTc54HTdSs2706TWMHIwH+XUjSeGiA89686S8jF7ZcCpgEqWWEw5j1D6hsMqQ1uL7zsKmxjPDmmjwmjNSbQkMmxc0iZH33sKFSmrCSmveP6sJkWYVY7xEHi+6ROrukNpDSmyWPcSUpwFlp2QMYcjURu2XhSB6yYSI6z6nuuD7efhskNpxSgXZVHuNE0fGWdazglRzqshRFad5+asYn9cYo1isdpgjKLMDefLHqMSqzoRacmyEWNbYI1GJ3h43rJXOazWGKNYtx6toCgKbs4PmO33PHeyIcREExJ7Y0vdBhbrlkXds960uK6mTpq9ccYsKHRlOafAaE0MkdvTipNVyxNHY3KnWWx61lYzcY6195SZYbHp2Z8UTIqCsyYxysbsmyVpfYrOKmI251qZM9YNy9WasqzoQuT+eY1S0PaBjxyvhywtIcsmpUXFnvZ8wZ4NbLzmVO8z24/sT3JpcsxHqHVk2dbcmFfS0rjZ4LVBKY0dvovWPSTfMS4Lat9jtHwPLeuert9QZhnTKieVETVzHD98QIqeSTWiUA1ndceiz8ktkBLrNnBjVkACqwzTyqFQWINYcpueG7OS43VLionay/dF78FZqH1kVGpU1ITQS9NWZujWPYuq5cnD8cfuS36ASum1kQ0ppc5SSvPhbwWcbu+/4HUe+LdIGOHbU0rf+xLT+0rgKwGefPLJ/+TDH/7wazLfV7jCRx0xwjftvfTz2Ri61Ysf/z3/Gv6Xz7q4fzno+ZVw8AY4fv+jj73+8+EXfxl8z1dcPPaF3/HKNq6UIHow7uKxV1qmx+Fzvwb+syGWYnMC3/p64FWcf7IxfMNLtAwvnntpcgXgd/wgvONXvbr5u0ysgaiT3vMO+Mff+Ojrxtfhd/0/QuY9fP+jlj2QxqxtkPKVBesKV/iEgVLqx1NKn/3xno/H4bM/+7PTj/3Yj73mn/Pc6ZqYxDq0RecjWiVu743oQ6TuPM+cbjAJJtVF+8em9bTec21aYbW0c22fu3/e0Pae41XHedNhtMaHxHnTczgW4ug/3DljVhXkuWGx7jletRyMHaMi51MOK9ZdoOkjRxMhNHKrqXtplXr24YpFI1e5p8OA/GCciQpo3dKFRJUbDkaZqDCUorSakODhukYlRR8SdxY1BqkUVjrRdVLlHlNkb5Rzb9GyajpKZ0Anui6yPyrIMiPtXpsOZzTH614qvYeK3qYL3J5X3D4oKZ3jbNOgkEaxzBrWXQfAflWQO8NiI3asG/OKzgfunTd0PqI05AZi0pyvO7RW3N6v2DQ9i9oTgMwobs4LDsYlm6ajDUJ6ffDBOUYbQops2sCy7ggRGu/ZHwid3ImFYG+Us2x6jJKg6LO6JTeGJ4/GBC8ZHHUv9pQ+QJUZTlayDKfLllsHJddmJUYrHi5bbswKVo1HIYPfLQG2aQKrNnBznjMpHD5IlbAisjcqKYaWLCEME8umY9n0OGM4XrWsGs+m9TQ+0nqPUYo+BGk0M4b9KuNgkhGT4s7ZhnHuWNSiGhCirYeYOJyWPP1wyfmm4/6qwfeRN96aMylk/56UhrYPHIwLjiYFIUa6EDlfbaBbE/ueO0vPcadpMDx1MOLuWc3pWnKl5mOHSZos01ybFMyqjJNVx8mmlWOqFVKr8YEysxyvWlrvuTkruT0fs+48XdtAL7aekAzVaMTebIIGPnBviVIKaxTTMkfrRNNJdvu1qdRxL+te8oxKS2WgXZ0CiSzWg73Gghvx4LzloXfkeUXrPR96sJJBLGCUIqjEk/sVvU/0XYvqluxPSvr1Gas+cnx8RjSOqnCs28RsXKJnN8i05sas5HTTsdrU3Cx7Mpux9pGu61ksa2kv0haVNH1MHI5zJoUhsxYVW0o80fdgLHk5Yn82Yd16ml7I0HVd06xOcP2aVevZpAJVzRmPSrxPGCNEzvVZxdlG9tdl0zPKDCnBeeMprOLarOLZkzWZkxwp7xXndc9HTjZi/SozNq2QHU8djOliFCLVaj5yUlM4CeadVxk+JCa5Y1pJKP39s5rDaUGfAmernudPNxxOck42PQapzF7VPWd1yy+4NSdzluvTnON1z92zNbf2R+RW0/vI/ihnWjmM0swqx6ruef5MSJRpacmM4YPHSzZNQCdYNZ66a5gaz16pqSN4VTAeVcxLx/GmIwJN03NjPqLKNA/OWz5yvCEgCpwqy9j0PW5oJnTWcmOa02/OcBpmIzlnZdbQtR3HdcftGzcpnOHuoqZuO5552ND6wKi0dH1kWfd8+s0C3a04qQM35mNWdcOd43OuXbsBRojfW3sF9xYNq6bjxrxCJ4WLK2KIGKf5xU8c4IzmJ549pu4CuIp6dYo2lsYrztYbVOg5unaDyahCDeeLQgdCUzPOFSEZep1zUotKs+08bR+ZlhnnTc8otxxOcnof0VpRZZZNF7g2Ldh0XhoOQ2RVdyy7nhBhuekJSS5UAJgE1mq5UDIt+ZRr49esReulftf8rAgepdQ/Bm485qk/CvzVy4SOUuo0pfSiEaFS6nZK6Tml1OuBHwR+dUrpAy/3uR+rH0JXuMJHDQ//g9z2noL/9XN/9tO79vPh/k88/rm3fAO85QVqoZfDL/v9QkpscX5HbGYpwQ9eUra85Rvgc74S/vRTLz2tr38Gikuf96N/Ef7BH7y4/4YvgDf9+ot2ssv4xjMhks6fhz/7ix597iv+Cbzr6+HLvx/aJWyO4V1/BD74T19+2R6HL/tu+Ju/+fHPvW0BzUKW4ZXW2+97L/yZX/DoY7/27fDm3wX//u+IYmpy/Wc+f1e4whVeE/xcI3j6vufZZ5+laZqXeNfPHCFKmK3iQjKeBqJdK8kakByI9Aj9roZ/FGoIjnwUMSVSgpTSoKBRw+fIG1NK9DFhFCglNeDbUF2F5BuklLYfv/us7XTjYBlKSDYPSIClVuxsNYqtU1cCNcPw+3br3o3D/G2XVXHxeEyJJmrev3Is+8Qsd5zXPYbAwbxinDnWg/KkiQF8YpRLk9a681itmFXZQDxo6tYTUmLdBUiRvVFG4Sw+SjNM03kKZymcYdN5zuuO+8uWkTXcPhzR+8DJWoKFlUosVg3WOuou0PaeaZnxxhsTfFIcjTPOm47FRvIiep84XXeses9i06KVIbOKeel2gb+dB2sSzlgCcPe04cn9ght7FcfLlsxqJpVjU/dEIARYt2JD0CphreGgEsvMoumZ5Y6H6xajNZPS4UPkbNNROENhFVobQgyMi4zKiXJnlFt6LzZAo2XA/HBZc7rxVJmQM/fPahSa402LVon9UYnViT7BJHc8sVcwKSUH6fmTNfeXNYW1lLlFA3eXDZPccjQtaXtRGq0asY7cnpdElTg+bymc4do0JwB7hTSunded7Bfec7zsqayhjYEQkLBjFbChpm462ggHe3tEDDf3R5JPFBOLumNR9xwvW54925BS4OfdmHO2ajmrPQcjx8G0QClN7wNGKSaFIyHX0Y6mksnzYNnwwftLqsxxbZrhrOF42eCsITeiICidRWstRI/a8OR+hXOWh4sV7XpF29YEbVlnB0yqEh8Sz5ys0GhmlZCX6z5yUGWMckMXIlVmOVmuOMojU9Y8ON9wf1GzN5tQlRmEntNlTRjf4tr+hEmRc7bpWDcdkyxB31DXLW1SfOQ8kUzG4ThjWmUYJeTU8brjaJzRhcS8ynbnl85HpqVDkWj6yNmmxQfQKpGU4mwtZN31ScG1acl53eODEA97lRB9yzbQdD2390acNz299zR9YlxYFnWPVrJvF5nBGs2DZcMH7p5LwG6R8XDZMs40N/dG+BA4WfUs6hZnNbmVkPrMaopMMytyULDctPgI08pROsNPPr/kwWrDrMqprCFziraPrFrPJx+OcEbjvdiYQohobRgVBq3lmJ1VOYt1izGGzGqazvP8eb0jsHNrWNcdi9qz6T0+glGR2aig7wLWKPbGGYfjkqb3ohbSiraLOKtZbDruLTbcWbRMCsPeqBAbqVW84fqUvSpjf1ywOL7LqoPpoMJLCTadJ3YN4/3rVLlj1XQcrzrO1i21j2xaj9GK0mmmekPpLE0Qcqq0hruLDW0XmOwdkVnIrOOn75xRFY6nDkYkFHW9IW7O0dbyptv7WBV55uGCs1CR5TkpdJwtFnR9R5FlBFNirVgj88zQe1EFjnJDHyQEfVJYrNHSjhUiPgbmVc7DVYMzEpq/NyrQJEKCk1VDZg1lZml9JMTIaDjHfPB4RecTi01HimCMHMOTwnJjVpJbzbR0TF+jkOXXhOB5hQ/8aeAtKaU7SqmbwA+llN74Cu/5K8DfTyn93Zd73RXBc4Wf0+gb+B8eM/D/2n8Hf/vLH83uASEN3vX1jz72tgXcfS/89D+Uhq5P+6IX585s8T2/E/7933r5efrqHxFb1M8Uv+Ofwu3PgnYl7VeufPT54OGbX0XY8h/64KOhzO/6Bnjmh+H5f/Pq5uOP3oN+I7fZ6yRk+gf/5KOv+Q1/Tgi2T/7l8BPfC3/ny+G/+Yfw/V8r2UU/G+x9Mnztv33l113hClf4uOHnGsHz9NNPM5lMODg42JEaP1uEGAeiA7ZsjkIIDmPUjlTpQxTChwtSRLJ2GLJnHsX2PTKti+nLQDU98rqUQGshk5SS7ARZPiFv9EAC9SFCAh+TkD+XotaUkvncDgaNEuJpu576EPEhopSQOSlBSDKd7X0Uu/u9D5wvznj+/gnP9lLdPh+5IdslMcktIQIonjtbMy4tk9yxaT2bLsiVbi2kiMz3oDSymuOVWGBGhZNaczPYPIyijwjJESJ3FjVNiDy5XzLKLKsu0vvI86drNl2gHwbcfYiS6ZNrfuHr9jialjx/tmHV9BRWU/tE23nqPnH/vKa0iiK3tL1sGik9dQAAIABJREFU+3Fu0SrinKVtg+SdWMW4cLJuYiS3hnHhWLaeTIvFAiXExtGkHMK1hYRRWuF9oulkgFllErh6smyGbJKS3Bnq1pNnhnXrmZeWIrMUzl5S8ESaLnC87th0HlLiIycbVo2nCUEIC2Ok5SoEjqZCUlyfSWbSed1xsm4Hu5VnnFs2nafpAtZofEocLxvGecZ8bNFa0bVylT5zRjKfjKbKRa38oYcbDseOzkt7l4/w9MNz5qOcrm2owhqdObRy9L7n9sxx4nM+/YkjSImz2hND4KzrOVt2+JRwWhqRmi4yzQyT0jGpHHcXDSnKz6hxbgdrXyKqxKfdmNH2gQ8/WErrlhEy1MfItUlJ6+OOLOtjxCg4MBs8RoiEuufeqqGwhtIG+myPwsl6XLeePogKbdMEtNmSn5q9kSN3hnXTY4xmamFz/CEJyraSazIrDM+tE01vmB0eMqsyVEqcrHuMVsxKx4dPNjxY1FS5JbOi7qqc4fXXxxTWsmw69scFTgNK747pGCNVbpkUjrrznG56CnfRsnq26WTg7QzjzJFSpA2Jwso2VEoyx7oQUUlRdz1NkIyucZHR9Z4PPVxTZpL9BXBWy4B/1QX2yoxF3TEpHLmT7KrnTjdUeUaVybF+/6xBKagKy16R0cZI2wfaPqIVHE1LNn3P+54/Z1ZkaCWEQRyCxwtnuL1fsmo8h+Oc1aB+3BsVAKxbz9EkY9N5Wi+ZZ1Umx07nIx9+uOT6tKQNojAKIXJ3UbNsPQdVTusjZW74pIMRRiuqzKCUWN7Oa8n2ar3YLeve03SgSOS5YV5mTArHrMrQStGsTjhft4yrkpTk3HLnZEVVODo34XCUMS4cTz9cUzlDlRserjtCHxhXjtP7d/nkG3tMy4y6C/ggIfPPPFgQ8jlOa8aZZdV5DidCsjojSlCrAhUt1yYZiyYQTElQllUjCrq6D4wy2aed1nz4ZIMCrAGtNdHDG26Mub9sWLU98zJjVuWcrltaL+frKrfkVkigPkTGucFHCVCvcsumFWI4N0paBDMnGUhayNk7ZzVPP1iSZZa9Uc4TexWZ1YwLR0qwP/rYEjyvZQbP3wO+HHj78P/3PWam9oBNSqlVSh0Cnwd862s4T1e4wscfrnjUutOtwZaSM/M7/5k8dvwB+L+/Cn7p18Cn/8ZHCZ7f+c/l/xu/QG6vhC/4phcTPJ/xpULMbPOB/mPInf/2B2QaAPlL+EuNhd/8l+BH/5IQNpfxe/8N7L/+8e/7tX9K/m8W8PYnX3leXCE39uX+r/hDQjq9+8/I/V/1x+Gz3nrx+p//xfDzh23wNT8qdrHN8eOn/bX/TrZRMRc72Pg6rO5dPP8HfgqmN195Hq9whStc4WeApml46qmnPmrkDggxolJCaak0TiSxzbAlYsQqk1KiD+lSI9RAAqnHy8y1UgNxMkxrq/8ZiJQtWWRQg+JGpn1xjVHIHTXM4256gwpIKQWanZrHDAofq7dqIAYliHxeTAlrJJw3DsSQHVqXtFYXRM+g9rHGMN/b4/j4IderUpZTCaESEzgNd5ctmZZ8m8Ia9qoMO9es2562jyzqjqyXCvUYEyebjtvzinFhOVlL2O+ksChlUAp8UruBNoCxkpExH2WAwhpRwayajjzLJHejD8xGkuWyaTua3nO67rBa6p2XtVw5N1oRQyS3WvJCOrF/XZ/mbNoISnMwzlk5GdiXTkick2VL7iR4eFyI5aT3gb1RTuE0ZmhO0yRRNOWO3GqeOdngjOKoKDg+b9i0PQNTJzlFg70vxEQfAnWvOa1rrFIorSgGu0vuNEeTnDungeN1z6xyWKvxPuKMPFc6Q0S2f24ghMi4sJw3HXuVIxvqqHsfZf9QksOj+8SkzMiNwirNuunoPCxbIZM+9caEaZmjSFS5Y1Y0xJTYdB6NtOyUmaPpAmVqOW0D1/KKdqiuT9ryaQeWUS7VyuMy4+6ixvWSEeSThEAL6Skh0ps+knsJ10XBQZUzKx3r1tP6QApyPMaU2BtsI7mzZENr2arpSSQOxvmQjRVluzU994/X7E1KAjAtMyyBPCtQWkKEj1etbNcEpbNssp7TTcemC1yfifqk9YEyd+RGcpxiM2FkFXXTkFmNyiZMVWIcOsajHKOgyBzWGBZ1K0HauWF6bUIXJOT8YCwD/LoLQyuYZbFpGecWYxKLJhAH8mpSuF373+lG8qYyKxlgmVGUmczbfCTHR9t7UIqU5Nh1xmG0pu6ETOhCL/lKMVJkFm2EKHZWziGZNUyrDLVsyZ3myapi1QTONz2T0nJzXmGNwodE3yecM5yuREm1P5FmwA8+XA0kXaJuPUopft7hiLM20IeE1ZEb+xVdAENikmdYJG8ns4bMGiEuYsRpRd0FMmuZlmZHhDqjqTLL2SgndxZUoPcSdh4TwzlYGuZGzpBbzaySfbvMLHXnZT9VicxmKBIxZYSIhNNbLWSJ0QOxntifzbHpIY3vqT3UbUPlFNEWtJ1nZTSTwqGBk2WDsyW3pjnGGM7rnmmVY4cg/BgCq96TvGd/XLBShqYL9CmyN3ZijXJCoJTOEpJmPptiMkvna7reE1KgdIbDScGy6fEhSWGATxxWGasusKg7DiaW2cjio2SEGaXp+sDZpkVrxf4op3SaIrM0XRByGblQUTotxPywvvdGsg63apyTdTfYnR3jMmNcOlaNJyLE0JY0V+r/Xy1abwf+tlLqvwM+DPxWAKXUZwNflVL6CuBNwP+ulIqARjJ4fvI1nKcrXOETD9noxY8dfAp8xT+6uP+2BTz7Y3DzMx7Nwnk1mFy/IJTu/QQcvekitDgbw/d+1ePf94efhnwin9ecw9ufkMe/6t2vjlja4hf+Frm95x1iv/qX3yEZNi9F7lxGMYOv/wj86Dvgn3zTxeO//bvhx/+KhBhn1ePf+wX/veQQbU7gV3zdy3/O7/hB+LOf8eLHv/Hs4pIxXKzHrX3rN73jity5whWu8Jrho0nuwEC0aAZFzPZHp9S+bskdH6WOGSWkSUDIEKvVjqh5/LRBNDyDnSoJuWKG9zI8lw12LGv0oOi5UOdsyZ3t9JJS2K3Ra5gfM2TsQHrEdqUGMsFeIoi0gRAvK3/ktUZr4R9QNHGoO07y2LR0nDc9988abszLIUNIc2Oi0EZjlGLZSPZCTIFr05J75zVzlaFUIrMarbUMmjvPuMgY5ZazjRAyKCXqHR/IrSgStgPWZOzuSr01YiU4mBQs1j1VLlftg49sukDuHA/XPQnFrMzofcQPlo375w1lZplVVta7StzeL5gVObUPO7XPQTVi2fQ8fbzG+8iNWUFE8dxJzaaL3J6XTIpHlTZWK65PC07XHSGKsmVWioKkaQN1SMxKK2ojH+h9oBmukp/2PZPMsm57QNEEyXRyRsi2EEV1NR/nVLm0FPkg6+m505pl3eOsRqVttlCBlC4pxrlllLudymNZ90zKjKrpaLpIsol56QgpYtB86GHLvMjZrzIerBqevrvC3lIUzpHHyKTKSBHON57OB4rcsj/JuHuyYW5gPioZ5QbnFU8cVOyPc/ZyBYPiREKqxZ5y1ksdd6Y12mh8VMwKNyhxAkWmMMowH2XkVlQWbQhoq/AhDNtA0/Syf223RUpQe0/dBfJBheWM5iw6rPJkOtGFQGlEEdSpbFDiSSZVZjSrgeA6mBSDzbKjdBarFUErOu+RKKPE3mQqIc0u53CvkMHrpqYOOUQIWqxVZWYYFyOeO93QeiFb9oqco0lB3cv+h4LMWEa5kcyidUfopa2qyh2XnaDOaI4qw50Hx5w1DT5pVF5hbQZKCByj0kDuJEbFhSWm7jzBaoyWzJ+tRbX1gVvzik3rmZU5PgTWXaRuPPsTh9WGpg+gJPOqyKwQGa0078WUsL1Ca8WNaca0lFyryom9apRZfIwYrTleRvZHWtRCOqD6hj51dElRN5qqKOg2AWvkWMNJwLwfgtqzIdhe1E1i09K543CUSdPXcI49WbVYrTkcF+ROkztD6QwPlg1aSQB9mVmmZUaZRZZG1DwxpcHimbg2KHa2IfqXs2Om80PU6pzV2Yr98YhoC+4ue65NHQp45mTNfuXInByjzhgh1EJLNZ6yapZkLhKUwUSxOt04usbDOuImGqsht5ZN25FU4qzuuTkzHI1KykG92PlISIr9Ucaq9ZxtWtLQhKZRhBQpC0eeWUC2uTVyzIxzyzJ5tBJSUIgiIYac0ehccsomhWPZ+Eey6uR7Qz1SeW41OwJ21XjGuQOGiyhqOEZV2pURfCzxmlm0XktcWbSucIWPInwHf/II3vjr4KffKW1Uf+zeK7/vY43z5+Hv/R74Ld8JxfSjP/2U4MM/DE++Gbnk/DKBaH0NyzuvjqS6whWu8AmBn2sWrfe973286U2Pae77KCJEyUBhsGaBBEhu/xaVixAkGkWRmZckeULcWruGXJwEPkbJfFAXGTg7NY9WLyJ1LiOmtMsC2v5Wldr2wb7F5dwddgNXkfXH3Wu3RFCIogZyRouKYiCXYtqKTRQ/9b73ceIOWbc9CigySzVI/6vM0Xa9tGz1PZk2Uos+LehDFJvJMBh6sGwIIXF/2XBtIgOMpo/EmDiY5GJRiMPAzIg9qMjsToUgORowKhxnq5YPPFxhlaYNgeCTWDBGDmflCvM4l8atpvNoNLWXIOV161nWEliqkmTnPFy1Qy10zrVpwfOnG5aNp+56+pRoGrEdWA3XZsWQHzS02FwK1z6vpb7baMWm89xbNIMdCjJjWLY9s1JUQMu6QytFMSiifIhs2h6tNNemQuZslTM+BNatF9IxRZJSxJC4u6jxMXE0KURPo8BZg1FSry7rWObdaMXxqkUrsfj1XvZDgLr1PL+oub9oyJ3m5qxk03vO1z19CvyiJ/a4OR8NWTJiAVnUPSnB2aYVFUa/osw08ypHaUVuNdfHOePCUU73cUbTh8jzZxtpjEuJVdfTNoFR6UhRLDqffDRmf5TTh8gzx2tSTGIpiRGlFU8ejKgyuRZ/su5QCpou7Ab7RWbovLSgbZc7xMTxqsEScLHl+HyFTwZbjmiCZl6KqmXddpRZhlEJbTSn646690xzhx0UQq2PjDLDfNiXurZhxJrGK9AOkzw+eHQxo46aputpQqKyBmOk6cv7NNglEwfjQtqqQiABo8xijaHuenIn+5VClFZyvA5qidCzOT/h2dOG4zaQqUjlNLacUZUFRivWbdwty9YiejQpduvv8v66rHvScK5bbFoya4kkmrZn4wOVc4wLR4yJuvccTeQz7i1q1m1AKYWPkaYPKJIcI5ml7T3zUkinwhl6H7i3bDhddtyY55A8q8Uxucso8hxHZF4ZJrMDPnDSsG48mZVg33GRcbbpyIziaCo2LqNl/usuMC3FvtaHyOm6ZbHpef/9Bc7YgajOmJWOTR+IKfG6vdGLbG8vXB9yTn3M+r+EPkR+6s4ZGo2PUWrpjaHzHh/gjTenhBC5P6igNInWJyEN8TSbFafLNa7IaKNjPp6wqCVQPgF7VUZC2gOlkU9ymfoQeXDesOk8fQhcm1YUTvb/rvckJeSQVlI734eAD6LqVEpTWFHpxJhoBitpSImjST7k8PCS57fL33GX18nO3tiF3XdY2/vBRinTuzYtX7OAZfj4WLSucIUr/FyAzS6UKc25qHY+ETG9Jcqd1wpKwVOf9+pe68orcucKV7jCJxS2DVgv/KH6ckhJSJwt2bH9kXpxtVgw6HKIMaHNS6l45D2iAohDzexWpQOf9vPewL/84X/FwcGhZPAM00wxgeZFJM9ltVHkwv6VUuL05IT/+q1fxjMf/jBPftIn8df+5nexv78vvgTDbrAQB0vD1/2B388PvOtdVFXFX/7O7+QzP/MzhwVT6HQpfFrJFdyTZeD2/ohZ6Vi1npNVix4rVl1gVjj2RyOWjd8NhtatZ7HpmFVb1UCABKNMchzO65bMGYrBXpJbxdjmrJueaekuFBkqcW0qWXYn63YgOhTjzHC26dn0nlHmuD7LJOjVWLRSnDeezChGueOs7qkyw6RwTAtH2wUW645V59kbQmuVMrS95K/ILbBue7QyFJkhodh0PWHIU3JGv2igV2aWZdMDmhAkdHrd9VRWbFvjsiIzikmZ8aFjUXVVmRUrm9UsazA2EeLFlXFZD2LX6kKi7sBqxcZ7abPpe4ohu6TzkRgjN+fVbj93RkvuyqCCyp0oizq/JTKl5QvgcOxoQ+R40+F9oBmeH+diq6gyQ2Y0J+uWQOLheUvre544mDJ1ObFZcDDJ8UnT9z0p9nR6gm/63QB6lDuc6UTlVGQs6VlsOvbGuYTXjsRa5Yzm5rzkztmGTe8pndzfkhMgx3RCMSkv1AAhJkqnd7ab7XLPSkcio+4yqlnFg1VL20mwth4UG6+/Nt2tr7qPKBI3ZzJoDjFxtmnFcqOENJ1XGaFwqJCzrzqWdUPtDVkhSu+s97gyZwo8XDWMtEMlUWn0QdrDHpzXFJnFKDg5X7OmZS9XtMmQ8hFmVO1smzElCU6OkJozztYdUVuOxrIfRt+T09H7jKUPWG3Y+MBI693+8eC84dae7B9lZjlZC0G3GNrwrFFcn1eEwQpXZZYjDWfrlnvLmhBExdKFSKk1ZWZwRrHpI3goMsWt2VisXaXjbNMyyuV4FrtPYDIobZy11MsTyskEpTXloDiLwfPw5JTSTci0GcjPQBda2j5gc1HRjAuxEDV9wBl26prtrcysZMV0gRgTm64X+yEIATzY97RSu++JzF6c792gVtkqVF6oVtnCGWmHOm+CELNaCPV1k9gbyTxppXjdXsmkzDhetZQh0oeE0hnj+QG1HnHedIwKOQaTgkXdMy/tzsa5bg1PHFQ0faAPck7tgmR/TQrHuh3a8qwhKzMU7BSF08JiTMa68ZzXPUWmh/Nwh9VCNIckx8rWfvVCXD6/Xc4Ju6zGcYMtbdX0pIEAnw/HtKzL+JqSOy+Hj8+nfoLCh8if/6fv593vf/jxnpUrXOHjg2L6qCXpCle4whWu8AmP7ZXEhFSgJ8RGtFW6vBTU4JySnAAhenb2pq16B3leKrVFjh6ihBi3XbdT+2zJIjOoaPRjSBtgl+sTh7atbdjx46CHQFBpqzGDGkjxHd/+rfzKt3w+//a9P8mvfMvn8x3f/q07Emr7vu1n/6MfeBcf+MD7ee9Pvo8/9xf+Ar/7q38XPsZBmSQqImf1jjyqnOFTb844nIgtY15JA9bd8w1GwbTKaL2E2U5KycORHB3FeqhML51c0QZY1p20WjWS/xGG/I/CGYrMokhSkU56kSWCJNXPN2YlTx2NOJqU7I8zbsxKbs9HjAtLFwJdCGhtiBEyLaqgddPT9IEy06w6j1VgjMZqRYyS5dJ0Hq0l/8NqI9tMK9JgxUopklD4x+xG28GNIlH3kuNza16xN8qZlKL68VEGj5WV7dZ5sax025ygpDCDzcFe+r/c2bgYFAueLkpD0slKruJvB2qX19eWiNofZVybluhh22aDuqf3AWfFQlMPodMkyJzFKQn+XrVC3O2PcvZGGZUzlMbyKdfGfPrtfTILiw68m/Lc2ZrFekUfA2tGnLdin7tztuFs02G0Yn+cUw22sWnp+KSjMZ92c8bN+cWV/X5QnN2cj/jU61Nuzkc7RdwWZWYvKe7YDTi3RO52ucthsLrY9IQQsFZUOwzrNbdqRx5t31c6/YgCbRtY3naeyy6VmBKnLSwZkYo9Gl0RlOzDxgixUg3ZLZkVO1rpNNdnEojdx4H0DJ6JasiNpomG4AOhOed8uaLueh6eNzx3uiFGydxp2o5Nn3bNe0YrtHU0dc2yDbQ+DecxsS/1Ie7Og/WQqXL5mFJKEYZ164w0v01KJxlOxjDKHftVzq35iEmRUbeexUba66ZlxsEop3CGWZnT9oHzphMVTBJySCsh4qrcMi4se+OCcWEh9CgtGVJC/in6qEgxDGomReMDPiVijMzKjNYHztYtD84bHqwalm2/s+JtUXceo6UNrXQGZ4XwWTc9uZVWp+17jFa7iwDbfemCwEi77X357xcid7Ivxih5PT5EUkwYrXf75VaRqBDiTAKeZaxtjSI3hnkhtlOVFONCVIh9iBSZo3CiZJoUjrb3OxtrkVnGhWNe5UOgtpUMHSfh2nujTBRIQWzA+yNH5YQ4CyENqisJ88+dfcnvycvnt26rOkuJZSOth9v2w+WgrCozw6TMdtvl5dbfxwJXCp5LMFrxbT/w03zp5zzJ573h8OM9O1e4whWucIUrXOEKr4jtD/xdq9SQ1VB3Hvcy9axKyWAeJe/xIe1q0wG+7Vv+FH/r//wuDo8Oed0TT/CZn/lZvOud7+QzfvFn8MPvfje/7Uu+hE99w6fyLd/yp+i6jv2DA/76X/8bXL9+ndPjY77sy76U5597nje/+c1CVlzK8dlyOgrF008/zRf/xt/Ae9/7Xvncb/s2lqsVf+JPfOOLbFxGK97597+fd/7APwbgt7/1rfznv+YL+Ja3/+kXLJ0EOf+Dv//9vPWtbwWl+CWf82bOzhY8//wdbt28SdQXBFZmDUYrpuMCqxXLxu/W0f5IbAI3ZsVOoTSt5Mf89irtrJJq9a4POA1VLnXXzkQaH6lbsXOMC3lf0wdWdcuDVSINV4avDVfj66FGfZQ/ag+QfJmLec2swWpF7QOlNXQhMMotq9azGtplbs8rtFYUzqIHQs1qKJ2h7gN7leN0ZWi8DIC6EOliZH+UoZVYZqx+sULMDlY4HyG3CmcNhVasmosBtUIGe7MqowpJbEZDiHeZGfoQ0FrviIrLuR/lMIjctH4gqiTXp+kDdqhVVyTO6466lwGYM4ZiULRsB2h156lyqXf3UebpUw4r3vN0Q2kt08rR9hFyw9Gk2tlbtsfV4bREG1EpbZqes05ql8tRwdNLz8xm3BgXBBT3Fw1P7I9kvSlYbDqq3KJQzEcX7VBasSNiXu74Pa9FabJd58UwUN0qdV5ICG6JXmsM+2MttiofOJzkvP7a5CXVBD5K2PF2222P000XOJrZ3bQXm17axqwmRFHolYOi6mzd7YiCKhOiR1Qgkb1RhtGazAij3G0WmCJn4yXza5TnnK7X9PWCJ2/dYtX2nK07zjdIU1vrMUrR9rKNjVYYIoteURUSUN4HaX8LMe0yanJ7QU5ePqZGhdst6/a1231v2dTUfdyRIQBRa2ISK5xSYk0qMklmPqtbUYAoCWluh30xRL1TkW3X+3RUCcFhLW5QQnZ9T5458sxwuukY5dK+J/u8QZN4350zqixjlGsK63i4bB9RnmzVOAbJlhEbn9ghp4VFDcQXmR3y1B5VqBSZYbHpgcSsyh6rVrm8j3U+UGWWVduhlWacG+bViHUrAdlbpdC2TlxIYiF6jFZ0IZIZxXiwkK2HbeOM5AfJ+fhClVdmjpnV9EG2W9uLmmfdesaDUk4pJWR7ITlc3WAXHl/6/rt33tCFyLyKOzImxPSS35POaFyZ7Y6r7THa9IHnz9bkVmON1Nsvm0YuCjjzsuvvY4UrgucStmGG3/Ujz/BdP/IMH3r7F36c5+gKV7jCFa5whStc4eVxWW6/xUtJ7C9ja4OKw9VbrdRgn0q85z3v4Xu/93t4z4//a7zvefMv+U/5rM/8LFDQdx0/8p4fBeDk9IR3//ofRmvNO97xDr7t276Vb//2/5Fv/uZv4pd93i/jj/3xP8473/kP+M7v/MvA5eYsQRxUQSAS+8uvUUOT1tbGNYgsuH//Prdv30Ipxa1bt7h//x4kdgMyYAhuVjz33PPcvv0EWitihNu3b3PnzvPcvHmTFNNu8LW1aElmj2JS2F2Wwyh3XHPSRGP00N4FtH2g6b3EQCuxQjijOW8848Ls5mdcOM6HHJotuXPvbEPtI+PcYZzhdN1xvOq4MStlcFBmGC6WR64SO0AyZUJUg0XMMSUb7Bmeh0Pbl9WaTRcIKTIts11QMoh1oMol4FbIDMXdszV3zjtCCByMC7ECJbFuWKN3A5zMygDnwbJmVolSJybLw2Uz1E2rXV7IwTjfDXKWTc+1aUHvI5vOU/vAYZZjjcIZM7QiXQyGC6dJGMBzfVqy6YK0KA0kwWLdMi4dabjCzhCcq7Xa2aS2AzRxvRWP7HfHm4775w3ndU/pNLf3RNVyOdh8e1wV1pCGvOrbznB/2XC66RhnhnFph9wqRWk1beeZlI4isyw2QviNC7cjW2alexEx87jjN6bE2UYqozOrdi1qL1J5XcJlosigxFY1qCheziqytX9tbUD1MK8xBhbrFm00500PKXF9sBAaLZbAddPvyBDZDon5KKft4yPKLEg4K9N3KuKTJUTJflIaQjQclJK7dbpqMUban0JIeHJstyQmgw8WYiKFnk5l7GWGcSGkx7Zlq+kj+UAablUUl9fxZctT3QdG+YV6zhpDTP1u3VxY++yQQxVlfQ2ZV/NyyNjqPFXuJHh7UEb1hR0C2YXctsWI+uwh5VAOErxHpR5bHAxEhiGEROvDQA4Z7i4aCmeZlI5uCEgfF47TdbsjeLbreKuedKWcY8a9ZGeZ4Xy12HSUmdlZA3dZPAkmhajMtq1Zj9vPNp3nzumGB+sOoyQzq3SGvVGOVmogWYWQVJfChZdNL4Suj0NwtVTIi6rI7KrOU4pkRg+qu4vjYbt8zkgr4MNlK+1nGmKS89GsyjB6sG7FC4smIOcjoxkVlimPlhe8mu/JFxKwkgOU0ESq3BG0wseeVdOhVf5Y8vVjjSuC52Xwv/2zD/ALb894Yq/iyYOXaOq5whWucIUrXOEKV/g44vIP/C1erURcK0VSSYJVB0LBqMSPvedf8UW//jdQlQVQ8EVf+EW7H8b/5W/9bbv3P/fsc3zpl3wJd+/epes6nnrqKVJK/Mt/8S/4u9/93Wit+HW/7gvZ29uTZqx0YQsQu1faTVfqziOXf24rZP7SYK1I8SIAeksMqYGY0peWX8ggGVj2IdL1kUf1SVvk74O4AAAgAElEQVSLlpBIDGHLR5OCB+cNAcW0sDibo5WoJ5o+sL3ifbxsWbc981GO1orOB7xRlJmW1qVhcCHLB9dmpeRI+Ejbe6JSjIer9T5EQoIYIuu2p8rdLtPnsuT/ct7K5ayluhMLQwiJeZXtlBRlJle/SRfWHlmnj15hPhjnZFbzugMJIV60/a6qen+Uv2iA0/tIZiVEVggeIR/O647pQG5UmZBH2/nfDia1Moxy84gC6HGZUVuFQRcGO1eMLFvJF8qcISlRJW3ai/DZEBO9l2yQV1Kv3ZiW7FUFMUZChN57TjY9EHnuVAat2+OqyAyrRqw/1miORhmndc/hOMeHNGTYwKR0tCFxNCzLVtWVBiVFmV3YoC4rouquJya7awADWLee3F6EvL4aVd5/LNFrjebBeSOhsirRRxmcZzaXdqvYD8qmXBRUg9Jsq1ZQJCFQfdgpKLSSXCejxcI1yi33FhsWtUe1LU1Xo7VhXLkhA6fnaL6Pt2YI25Z8qFXTC4GyccwLT649m6AItuJwVA7kpeFwAg+XLZvO78jCy0qpF54jt61JFyTnsN85qQjv+jiEXkuYtRmUbz5q5iPLqHA8d7rZNTRtSaVx4XaqocskSucTWZZx/dp1fLOm61qssRwcXKOJoiQprMHrRI5mXLiBgBLLYEpply20bDrg0jw/Ji9m3fbMRvkuDyhEsSzZgQR6IbY5Pi9FSvQhDhlRkVnhWHeeVS315AqYVdkjx/tlvPDYP5rIfrQ9ttpNHKrci53y57LC7YV5X3LeknO5HQpRms7vVDnb4Otl07Mezg8g3z15LiHjzXAcvZrvyRceV5vWy3nvksVtGxC/P3rpc87HElcEzwvwU9/8a/nG7/sJ/q8f+whv/4c/tXv8Ss1zhStc4QpXuMIVPhHxagIhXw5btcsWW0uU2uXzsLsBjEaj3Wu/9mt/L7//9/0+vviLv5gf+qEf4m1ve9uusWiXhXPpB/SjKhsZcGXOSXPQkKTTNPUj86eGkGWjZVrXr1/n3r273Lhxg7t373Lt2rVH7F/bZQghcv3mLZ599iO7pOjnnnuWGzduCrkzzINSoIbckSqz3NqrHhtYvbVPpQTWSKaKVqKkmQ31wj5EZqWj7oLYWDQ7y0Jh5cr+CaA3/c6G0Aw2r6gUXUgc5aL+WDdCIF3enltVyiO4RIZctgjslBRJMSvtY1UkW6KhD0MluTM8WblHBnvLFwxwQpS67s7LIPzhsqVwlnJQGoShHvoyGXF5vi9bHrbqlOUl1c329ZNB+fRw6amc5vbeaMjyEbvbdl/fBsReDmt+JVJjb5Rz56wmd5YYI3cWHV0fuT4vOK89y8Zzc17ulmVcWFZtz6aTKu88t3ifgAAorDWQpDLeXdr/9yr32Caiy8sfk2Wx6WBQRIWY6Hxgb5Q/8r7LwcOPI8X+Y4jePoiqYlQ4eh853rSQEvNKcnP2h3lYNd3usy4Pjkunh2yaC9Jqq7SaDQHYm87zYNlSZTK4/tDa0awWXB+2p0+eSaZZeYvTCavgfDjOtsHu0eWYckoqM26UF+t0q5CpMsu1qWLd9pTOvkgR9nLnyMtkm6hIFAqzOz47H3DOPEKmikrHUbdB2gIvHedKXex77v9j77zDpKrOP/4503a2syy9gyiIiFIERUQFFQVLNHaTENSYRBM1avxh75FYYmxJNBp7jzUidkFFlKZU6UV62crWaef3x7kzOzM7MztbZhvv53n22bl3bjnnnXPvPed73/c9dhuEibLY7KGZ1kLbWOcPF8mcdhulfuON4nbWeAOaBOV+AjoQcY5wIcmEYNYIhs70mnN5LPUp3jUYDAOMbmOVHh+VvkCoLGb2PD/VXj/ldkWvBB4rse5Z4ffSuryHwusXzPfldjkpr6oRb6KTQ8dKgNwp223CMSGUHyyZ52T0daV17OtKo2Ls3TJIkuUo3E47fz17WK31b3+/laVbiymp8NJv+kwWbS5sgdIJgiAIgiBEEp0QMmbC3gTUeLvUMPboscyaOROf10NlRQUzZ8403Vdds61GU1JSQs9evQB47rnnQvuPHz+el19+GYCPPvyQoqIi8wY57C8oAHXt2pXdu3dTUFCAp9rDBzNnRpTFhE+ZzzalOP3003n5xRdwOey8/OILnHHGGTFn4dIappx6Kq++/BKBQIAF8+eTk5NLl67dzaxhlteP3WaL2D88aW34W+nI9Wl0zkkPJfUMT2Cak25CpnLSnWSnu2q9lXZYyYyDgy0Tmmbys7jsKuT94dck9XsGf3+Hzcw2Y3L9OK1Euooqr5eicg8KTbfcdPKthLrhybkz08zUzI6ogXGwvOEeQMFwHIfNTNutrBxOdlvwvw2vzx8zOTPEzjljt5mcM6WVHgrLzX8wb/87ZLjIivAOqPHYCf43doxM1pyIDJeD7h3SsSnNT4UV+P0Buuelk+02A9HiCi+b9u5Da20lWIUu2Wl0y00nNyONjplppFkz+vTrnE333HRcDpPoNViWaE+EePV3O+3kZrio9vpCv3euJR4GCebAsSviJlKPl4jZYbdF2DV8n2BZ3E472elOOrhddMx0G6+yQE1SY6fdHjpu+OA4vH7xrpui8mpcDpOXJy8zjbzsbPLyOxEAchyaHh0yyc/vwj4veAMBSip9eH0BiquqUUphtys6ZjjJSXeE2m7wL/y+57IrenTIoEuOu5Y3Sbx7JBCRoN5hN95lbqeZmtvn95PtdoTCmsJtnO12kua0k+600zknPab3SawE+IXl1RSUVUW085x0F11z3PTIM7PPBa+vztlpKFVzr6jy+K3rorZgEm57t9MWcc0G20Pwuoh1DQY0IU+u6DbmC4AjrD06LIEry+0kJ63uGRujCS9vfpab/Cw3HTNdOOw2dpdWsmFPGduKyqmwkmQHt++U5SIjrSZhdKLk0MHZ34L3YTP9vMOa2THyvur1B+JeI9HXVbrLzELodNhD5/T4AmSl1XjgtTTiwROH9/84jhfmbWZLUQXfrC/gT68tifh++pvL+OSaY1uodIIgCIIgtBRKqfuB0wAPsB6YprUutr67AbgE82r/Sq31R81RppieHUkSDH3SysxspdEcMeoITjvtNIYNG0bXrl059NBD6dChg/F2ocbz5bbbbuO8c88lLy+PCRMmsHHjRsCsv+CCCzjkkEMYO3Ysffr0iXFeI944nU5uvuUWjjpyDD169OSgQYND2wTDp1SYV8L06dM599xzefrpp+nbty+vv/563LpNnjyFTz76iOFDh5Cekc4/n3gKqPFM0ua1cb1tlshbIvqNurbetu+r8oUSFOe4HezdZwZ3CkVFtY80py3ktRHP+yMeTruNLjnptZKBllf76JSdHvIMMdMs13gjJZOcO9r7wemwUVHhIT3DJHS1KYXX5yfHmibezHwVIMoBJUSyOWeMdwbkZphwFa81+1ZuhtOa+jyA02GzvKVMOF54sua6yLASNxeUe0h3pluJxo1Hi8tho9IbMElUAwGy3Y4Ijyetwe00oTlF5R7SHIpO2WkoCA3O44lysepvwppUKMQjKAwEbV5e7QM0me4aG0f/VrE8OYKhhfG8paLLEszXYjw4asQzt9OG22W8wKIHx3VR7dNkhg1+XXYb7uxMqn1usjpmAaACmjS/h4DfzNDnctjIsblwOUzC6ky3I5RgOdw7qz73vVjbllZ6al0DbqfDEkNjJ96tT+6a6GssoDWVnoA1pbaj1u8R4enmduALaJx2OxUeH2XVPmw26NUxg2x34iF8XV6dsdqg12dmzYt1PwjmBKqs9oPDHNPrCxAIBMhMi3Oh15MKj48dxZW4HCaUy+MLsKO4MjTrW3S94iWHdjvtlFZ6Qh5ZvoAO5SCzKUWGy062OzJcMpFHYfR1Ze4FCo2xAQrSXbak79XNgYo3NWVrZtSoUXrhwoXNci5/QHPAjR/E/E7CtgRBEAShbaCUWqS1HtVExzoJ+Fxr7VNK/RVAa/1/SqkhwCvAaKAH8ClwkNban+h4sfo1P/74IwcffHBTFDcpzFtNTVDvUEpRUV5OVlYWFRUVjB8/nieffJIRI0Y06TkD1ixeQWGJULhYZFliTbleVz28fpPPx6YUASsXjrY8kMwbYBta61BIWX1sHj2zSnQYVXCb0koPxRUmn0pm2OwywUHI3nIPXq/PeDLlZpDldsY8VrJE53ZJc0bmdgnmTMlJd1FY7gmFoYTj8QVq5ZKIN4tWUYUXHQgQQIXCNzzWwK9HXkbM8pdWeiIGkgDFFR4TGhSmCvkDmrIqD1luVy0hTVlijgnbqD2LFhAzzC4WK7YXY1dmau+yah/ayg3l1wEO7t4hwmbh9qjr949HrPrHO0ewfgVllaQ7nSGhJXiOWL9Vfc4V/X34bFmZbmdoAJ2RZqa0NjMomUTCygp9SWRbgG1F5QR0zcxIReXVFJV7cDkUvTpmhTwgIEBeppuSSg9llV72lplkulluB52z03HZTa6TYNmj22Rd5YhFfa6BhhB9/H2VXivXmMkTA7F/+yAVHl/IqyY4W51NJZfEN5F9YrWLgrJqXHZFdlQ5PD4jcBaWV1Na6SMQ0ASsPF55GWl0yXHX2+6xiG4nwXPblKZnXk1YcHRIHRBqiw67LSRoBq/LKq8Ph03Fba/JXo/hNEXbawri9WvEg6cO7DbFA+ccxrz1Bby5eGvEd/2mz+S+nw/j3CN6h9ZprQloWLCpkEWbi7ji+IFNWp5+02dy+XEHcP3Jg+veWBAEQRCEJkdr/XHY4rfA2dbnM4BXtdbVwEal1DqM2DOvmYtYb2zhSXYsLrvsMlauXElVVRVTp05tUnEndE4bliBTkwvHiDn196qJEIyUwmEzCY8DKvg9IUHHZiVXboDzDhDbWyJa3NlX5aXSGyDdZQSW4Aw4dpsRR7rlZtAtNyO0fTB/SWNmYQn3ACiEWoPXcA+I+uRsiecpEXyjHtDUzJKDpnOCQV8s74JYOWfsNhXyoInliRA5S1YNyeT4CSc/08WukirAeP9obWZI65jpZF+l1xJ7dMQgLlnvp2TrH8vrKJi/xRfwkpOeZrXZmnbkD2iqvT4KiT/IrCvxcnRZbMokCnfYVMhDxesPsK/SiJRZbicV1Wb2uNwMVyiMJ1F7DeY7AtMe0xwmaXFOuivCA0JhtzxoTFLrvHQXnkDAEnjB6bCHBuu7SqsipsWu6zeOR2MS1Dfk+H4rcXP48RPljEqUE6wuEnk3xWqDwZnOwgn3SuyYmYbDpiir9luJs9PiJlZuCNGeXmDai/FeS65eiTyy4ok1DUlO3hiP2eZABJ4kOHtkL84e2YsHzz2MsmofH6/YyTWvm5Ct699cymmH9cBhVxRXeDnink8j9u2cnUZBmYe/fmgSNmelOVh+x6Ra56i0YphveWc5byyqEZLuOuMQbnl3BUN75rB8WykA/5i9ngvH9KFXXmpm9tq4t5zeeemhN1rJUlrlZdjtH3PB6N7cdcbQeu8vCIIgCG2Qi4HXrM89MYJPkK3WuloopS4DLgNihi+1BoI5dJqKgoICJk6cWGv9Z599Rn5+fq31V1xxBXPnzo1Yd9VVVzFt2rTQctBj55lnnuHRRx61vIEMY8eO5eFHHsMXCESIOw5bMM4sMvSrviTq5AcFALQfe2jKX1totpfowUMqBgx1DV7rEhqSeUsdLnQFZ8mpawAaSxyLzjkTLGv4zGGxhLRY1Fd8yc9y4w+YBMY1OXAcOB0O4wFmU1BHaFPwPHUld45X/3h1CtYlM61m+nm7zUZJeTV+bWYvcjlscQWOutpArLIE880EKa30kO4yHg77KsOSg1ttuS5hK5jvqKi8OjQ72KAeuSiIaFuVHh9VXj/V3gBZaQ48jgD+Ki/VvkAomTmAw27H4/NhswXDDIMzQ9UtsMXyRAvOjteQBPV1EX2NoUzS5tyMmjLWJSil4t4Q63fvnO0OzW4VyxZOu83Kl1Njx2DYaVN4sKQ5VGiq+yAeX4A0R/L36IZcl6kW+VoCCdFqIP2mz6x7ozjMu2ECdpsiO83JY1+s5fEv1jfoODdOHsxl4w8IlWX+TRMZfc9nfHHdcfTvlMmaXfuwKUV+potLnlvAtScN4uiBndhX5cVhs4XeKIVz9/sreerrjRHrvrr+eHp3jC8mVXn9BLRmyK2RaQYuGN2bm6YMISvNQUFZNR0zXaFZOk7++5es2rmPjfdOjpi5QxAEQRBSQX1DtJRSnwLdYnx1k9b6XWubm4BRwFlaa62Uegz4Vmv9ovX908AsrfV/E52rNYRotUWiQ7x8ATNdtc2a/jxIUNiJFYYWLio0pc2DoRnBkAytNZVeP1VePx0yXKQ7zWAplSQTRlTh8VFUXk21T5PmUORlppHhcjQqBClVZU3mGJUeH3vLPNZMO5GDzuiwm1ihHr6AES4CQFooiWqgZoakOKFNZrvEYR0NITzEx+sPhKa8Lq7y0C3H5A0KrkNRq101hV3Dy1Bc7gnNWubxBUJhRk0R0uT1B9heXIHNCpcLT+TsskTSoM2D5QjaPBhWlKgc8WwRb+aopiK6nYXnhGnK66opwoaSOUaq7g3hOXiCs/R5fP6IHDx10dBwq+a81zUl8fo1IvA0kEWbi/jfku08+82mFi1HPE4c0pVPVu6qtX79XyaHcgq9cMloDu/dgWy3kzcWbuHxL9axqaAi5vE23jsZX0CzraiSfp0yI75rjNj13h+OZlivDqHld77fhtNuY8qw7pRUeDnszo/59oaJdMtNbSdIEARBaN80ZQ4e63i/Bn4LTNRaV1jrbgDQWt9rLX8E3K61ThiiJQJPw/AHTI4dRU34AwSnyzUdc21NXhtcTkRT2jw40AhoTXG5h0qvSUZsQ+Ny2kl32Wt5SqSCeAIOJB7YVHp8zSJghFOfAWo8Twy7zUZFtQ+f1RayrEFadNkT1R1gR3FFKGdHUCgyOZWMl0wqB+rhxBuwllRUk53uCvPqMWWo9Pjpkx+Z+6ixA//wMgQFSyAkrDRlu9hdWoU/UCO2BG0fnEUqKDQFyxHM+ZSXWXc5GirKNXW+lVTkb2lOkSKV4mai+1UyNNQOrSWnTn1pdoFHKXUOcDtwMDBaax1TkVFKnQw8DNiBp7TWM+o6dmsQeIK88O1mbnlneWj5/CN6c+qwHhw9MJ9b3l3Oi9/+BBgvmLxMF0Nviz2ZRjDx3wuXjOaoAfk47DY27S3nuAdmh7YZ3C2bD68ez7Rn5vPF6j1NVoeVd06q5X2TiGlH9+O20w7B6w9w4E2zIr479qDOzFlT/7K9fflYfAHNOf+K3QeWhNaCIAhCY2jiJMsnA38DjtVa7wlbfwjwMjVJlj8DDmwLSZbbIj5/oJanTsDy0HHYbaGkzTZbckmam9Lm4QONkkoP5VU+/DpAjtuJ2+UIJSLukOFK2WCirgStiQZqJtQhdclnG0OsQVxxRTWZaSYfi9cfoKzK5O1w2CAjzVlrkNeY5MMdMtOSSt6aqrqaPEGaSq8JXQrP7xIIBMhJd4ZCnppiwBpehoDWETMXBZOGN5WQkOh3gRoPnmR+42gaklC5rXh3NJdHGaQ+MXVjaatiTUNoCYHnYCAAPAFcF0vgUUrZgTXAiZg49QXABVrrlYmO3ZoEnrrYsKeMLjlustKM+hjt7XLm8J7cf/awBuWrCT/W4G7ZrNq5L+62o/rmsXBzUXJl/stkwIhON769jFfmb0m6TEtuO4ncdCcfLt/B715cHHe7dKedSm/C/m4E8UK57v3gR574cgOzrzuulmeRIAiCIARpYoFnHZAGFFirvtVa/8767iZMXh4fcLXWelbso9TQlgSeusKcmpNoD57w8gWnQa9P+Zra5rFChoCQ14U/oMlJr3tg2tBzJwp3qWsWLYeNZvfgSZZkZgAKhjNVev10yqototU1SI0e2BdXePD5A+Rm1CSVbS57xBqwAmwpLK/lQZTlNlPIO+2qSUWJumYuaqoQp7o8q8K/q/L6Ka/2ku50hGZPS3TehoggzSmcNIbmFF3aik32B5p9Fi2t9Y/WiRNtNhpYp7XeYG37KmYGioQCT1tiQOesiOUzh/fk7e+3AY33Som3/5w1e5j6n/mAEUYAdpZWcdS9nwNwWO8OLNlSzK+O6svz8zZH7DvvhgkmmZzFvWcNS0rgWXHHJDLTaprTyUO7s2nGFEoqvbz03Wb+t2QHJxzchWtPGhTa5pJnF/DZqt21jvXm74/i5/+M9OTpf8MHvHX5WJZvK2HNrn1MP+VgthdX8sSXGwB46bvN3DRlSMyyFVd46JAhNxxBEAShadBax50iU2t9D3BPMxan2YiepUqj0QENNlpE5FFKoQMarXRomnUF2K1Zslqa8OSo4SEuwYGRw1a/2ZfqQ6XHB9RMORw8j9fnx6YcofPHSy6a7ExPLUGsRKouu41qX4Bsa9lpt2FLU2Sm2WMOOuubfDgQiBR3IPmkyo0lXpLd3HQnlR4//oACHUArRWmll0qPl07Z6bgaMMNXfctQ3xnLkjlPogTU4d+57IrcDhlJn6chbboxybSbk+ZMFNya7w2CIeU5eJRSs4nvwXM2cLLW+lJr+ZfAGK31HxIdsy158MQiYE2Rl0r2VXnJSnNECGwb95bz+sItXD9pUGj9ml37OOmhL4H4glFJhReUcYWu8Pg55r4vIr5vjFBV5fXz9dq9XPq8+T0fuWA4px/Wg937qqj0+Pnfku088PGapI4174YJADz91UaumzQIt9POla98z3tLtnPOyF7cf85hoW2LKzx8vW4vpw7r0eCyC4IgCG2Hps7B05Q0iQeP3wueCgj4wWYHVwbYm7bDHctjJtkcN/369WPhwoV06tSp0eUoLCzkvPPOY9OmTfTt149XX32VDh3yYnrsrFq1imnTprF48WLuuecerrvuurjHTZXXVPggeF+lF5tNhbwtgoPTpn7TXljuodrrD+UpCVLpMdN/56TX9lKJ9vRoraEOsTwIqrx+yqu8dMhMS8prpb6hN63RayFYh4A2v6tBU+0LkOawRbQvqF8bS/a3b412SUR923SsUL3yal/KwyvrS0skRY9lx9Z6z2ivpCREK8kZJmbTBAJP1HSiIzdv3hy9idBAjFulxu2sPatWIpZvK+Hg7jkRN/WG4vEF8AUCMRNpNTSJ83mjevPawkjvo775GWwOSyTds0M6c6dPqPex1+7axy+e/o5ZV41vFfGmgiAIQmLatcDj90JVCdgcRtwJ+CHgA3duk4o80TlvfD4fDocjNEtVIppS4Ln++uvp2LEj06dPZ8aMGRQVFfHXv/415ra7d+9m8+bNvPPOO+Tl5bWIwAM1A6KiCi92BZlhA69UDIhLKz14/CbpbjAJbzDvT4+8Gq+Htjgga6rZkOqb1Lk15mLx+gPsLq3E6zfTTLtdDqo8fnyW90YwZK0+baw+dW3t+VgaS3PmH2qKsrbktdxar5H2TLx+TaOsrbU+QWs9NMbfu0keYhvQO2y5l7Uu1rme1FqP0lqP6ty5c2OKLUThsNvqLe4ADO2Z2yTiDphEfvGypG+aMYWHzz887r5nHB7bCyda3AEixB2AbcWV9Js+k3tn/cjOkqo6y+kPaG58exknPvQlu0qrGXHXJ3Xuk2rW7ylj097yRh2jyuunJWfUM4kBW5e7q9C8eP0BZq/e3aLtUBDaLJ6KGnEHzH+bw6xvBHfddReDBg1i3LhxXHDBBfztbw8yYcLxXPOnqxkz+ggeeeRh/ve/9xg79iiGDx/OCSecwK5dZgbPgoICTjrpJA455BAuvfTShNf2pk2bGDp0aGj5gQce4Pbbb4+7/bvvvsvUqVMBmDp1Ku+8807cbbt06cIRRxyB09my4QNOu42cdBc9OqSTkeYIeRmF58ZpStJdDmwK0l12FOY5H9ABOue4IwZbwXJ1zHSRk+5qEwOxYBiPQuPxBcxsTm4nGS5HvepSn7rHO2dL28tpt5HuctIpO41sqw5ul7kPVFthRPVtY5UeX2iQDlgCoc0K+4skGBoUTqpCg1qC8N+9tNIk2Q6G6iWyS0vQ0tdyfdpNYzCz2XkoLPdQWunB6w806fHbAynLwZMkC4ADlVL9McLO+cCFLVskoTVyxuE9OWmIcRZLd9UWo649cRDj7zehY91z3ewIE2uuOfEg/vZJ4jCvJ+Zs4Ik5Jp/PnD8fR9/8zJDn0FED8pm3oSDu1PMfLNvB5EO7Aybk7ca3lvHcxaPJTHOwq7SKE/42h8N6deDFS8dE7Fdc4eHwO41A9MIlo+nbMZM0p7kxjrr7UwCev3g04w+qETRXbC9hR3EVxw/ugt2m2LS3nIkPzgHg6IH5vHTpkQnrGY3WmnnrC7jwqe9Ic9g4flAX/n7+4QkFP601S7eW0D3XTZccM319aZWXdKc96YfJB8t2MKR7DrnpTu6e+SNvLt4KxA/3q/T4Y/7u0eXqf8MHCY/T0vj8ATYXVnBAVG4ugYgZ+Xrkuvnmhom1tvH5Aw1KSC80D1prvlq7l7EH5LNyRynl1X6OOiC/pYu1fxDwgyNKwLDZwedt8CEXLFjAm2++yZIlS/B6vYwYMYIRI0aAhmqPh+/mL0CjKSosYt68edhtNp566inuu+8+HnzwQe644w7GjRvHrbfeysyZM3n66acbWckadu3aRffu5rnbrVu3kKjUFqgrx0gqzmNTdjLT7G3COydZ4uWEaW/nTIbo/CtG9LFT7fWFEmbXp43VJ+/M/pCPJfi7x5pZrinz8bS0B05jaY58RU2d86m9kjKBRyl1JvAo0BmYqZT6QWs9SSnVAzMd+mSttU8p9QfgI8w06f/RWq9IVZmEtk2iAX6f/AyW3n4SLssbae2ufZz40Jd0zHRx5cQDmXxodzbuLec3zy9k1V0n43ba+cPLi3l/6Y5axzr2/tk8PbXG223eBjNJSixxB+DylxZzRL88/nbu4aF8Rre8u5yick9oOvuv1+0NCUYb753M1+v28sun54eOEf45nF9ZyZjYKsEAACAASURBVLJX3XUyg2/5MOK7i8b04aXvfgotz11XQL/pM1l556S43lDR/O7FRXy0wtSr2hfgwxU7GXzLhyy/Y1Jo5rdoZsxaFUpuvWnGlFohdH+cMDAimXY0t727nOfmxQ6x/HrtXsYdGOm+H56Me9OMKcxatoPfv7SYty4fy4g+eaHtvlhdk7D7w+U7eeiTNazeZWaWC9pkwaZC3vthO3eecUjCBPAeX4DSKi+dstIAKKn0culzC3j9t0fVlTg+IQPDRIzGiFBaa2Yt38mY/h2xKUVeK3aDfn3hFq7/79LQDHtgXLqz3TUdl0VRM/xtL6nil09/xwuX1Iii5z4xj/kbC7lq4oH86cSDmq8CdVBQVk15tZ/eHdMb1TbaMku2FJOZ5mD26t3cPfPHiO/izYAYZM6aPQzqmk23XHeqi9m+CYZl2cKek9HL9WTu3LmcccYZuN1u3G43p512Gsqamercc89Fa41SsH37Ni668AJ27NiBx+Ohf//+AHz55Ze89dZbAEyZMoW8vLxEp2swpkxt69prLqGgtQoSQtMSS2SxKeiSk96gQW99EvY2l2DZGkhlIuP2IFw0R6LnWF5CqUhS39ZJ5SxabwNvx1i/HZgctvwB8EGqyiHsP+SEvS04sGt2xAB6YJcsBnbJilh31xlDeX/pjpBnzvGDOocEmUueS5zEe9OMKewtqw552izYVBSRfPqtxTEjDQFCXib1IVrcASLEnXCG3PoR394wkS7ZaTGTeZdUeMlIs0d4TEQz9LaPOHFIV/79KyN0BW/YD3+6NiTuQOz8SI9+vo6nv97ISUO68s4P2/n2hok8M3cjy7eX8NefD4sr7gD84unv2PCXyaFyf7JyV8RMa+HnO+sf37BpxhQCAc2AGyNt+rsXF9WyyaYZUzjnX2Z2tqMHduKIfnnkWwIOGC+kuWv3MqJvHic99CUllbXffE99ZgGrd5by0LmHM3agEaLMIKfuwcXu0sgQwH7TZ3LMgZ34au1ejhqQzyuX1fa+en3BFq5/cykAVxx/ACP75jG8dx7D44QGfnHdcQD075SJ1pqTHvqSkX3zmPHzYRHbbSuupLDMw6G9cgHz+86Y9SNV3gB3/awmTCJclAzW8cs1e0LC44KbTqBzdhrxKCz3cP1/TfkPu+NjXv7NGB78eE0tQScWX63dy/Q3lzJ2YCeufOX70PqHP1vLuUf0pmeH9DqP8av/zOfQnjn8edLgOrdtCFprRlr3AIC50yfQKctFmiO5QfWqnaX06ZhBhstBldcfus5X331y0sdoSbTWfPrjbn7zfPz7ZfB+d+xBnTlrRE/OOLwnADe9vSziHtZave7aDK4Mk4MHaufgSQE52dkhb7qrrrySa665htNPP53Zs2cnDK2Kh8PhIBCocbOvqkocMt21a1d27NhB9+7d2bFjB126dKn3OQWhvdDUIkt9vXL2FyExld5K7UG4aA5vrrYyq1lLk/JZtFJBW59FS2i9fLehgPOe/Da0/KcTDqKk0svvjzuAL1bvZldJFZcdOyA0+AoPC4rHX39+KP/35rKY3zntit8fN5BHPlsLQLrTTl6Gk3vOOpRBXbMZO+PzWvu4HDY8vpqOsFLw450nc8htH9WKg37ovMM4c3gvwAgYw27/OGY5/nD8QB77Yh1njegZIU71ykvnuYtHh8LAUsHNUw4mw+XgxreNjZ6eOqpOgS3I+38cx487SvmzJSI0hLOG9+S8I3pH/O7JMmVYd2ZGeYF9df3xEWLf1/93PIt/Ko4QKWLx0dXjOahrVkhIWbq1mNMfm1vvMgF8f8uJrN1dxrlPzItYf9tpQ7hwTB8G3VwjGK68cxJDbv0otDy0Zw7Lt5VG7Oe0K9beY3T5cJEtK83BW5ePZWDnLGxWAs8qn58ct5NfPzOf2ZZgmiyr7joZiC1oRhMuBIYTS3RUCjbe23gBYW9ZNWVVPvp1yrTKOYsqb+3Y700zpvD291v502tLIjzqdpVWMeYvn9XafuO9k5n4tzls2FOTS+vv5x3Oz4b3DC0v2lzI9z8VhzxkEgkiD32yhtmrd3P1CQfx3LxN/PtXo0Id/WqfH5fd1miPh2qfP6IdRRPs3EVz3UkHccXxA2PeN+/62VB+eWTfRpUrEe06yTI0+SxaCxYs4Le//S3ffPMNPp+PESNGcNlll/H+++/zwAMPMGqUMeXw4cN56qmnGDlyJNOmTWPjxo3Mnj2bK6+8ki5dunDzzTcza9YsJk+ezJ49e2ImWfZ6vXTv3p3Vq1eTlZXFsccey8knnxxXLPrzn/9Mfn5+KMlyYWEh9913X8L63H777WRlZbVYkuX9nbYeflIf2kNd20MdUkGq7NJeklWnut20xKxtrflaSMksWi2FCDxCqoj2BknmrbLWmqte/YH3lmzHYVN8fu1xjL//C6Ye1Zc7zhgasW344HPWVcdwcPecOo8f3GfdPaeE3phWevz87sVF7Cqt4sOrx4e2veb1H2p5D22aMQWfPxARHhROdAjFTwUVoXxG8Tj9sB68t2R7aHn9XyZjtym8/kBCz6Agz/z6CAZ1y6ZzdlroJvnDlmJ+9nhsQeOb6RNiil3RHD0wn//8+ggG3fwhB3XN4s3fj+XQOKJWS7HhL5NreRwFsdsUi28+kefmbaozb1Rz8+dJgzioa3Zcb428DCdFFcbr6YlfjuS3L9R4UU0Y3IXPwzyx4hG83oIhlsluX1juYdqzC1iypTjutv07ZYY8nBpCuEC68d7JePyBkMCRneZgX3XTJ1l84ZLRHNGvIx8u38nVr/0Q8d1fzjyUC8f04fNVu0h3Orjg30agjA7dDCfH7aC0qqac//rFSE4e2o1AQOPxm2l1+9/wAdlpDpbdMSm03RsLt7CjpIorJx4IQFG5hxvfXsas5TtrnSP8vteQGRBT6cnT7gWeFHD77bfz8ssv07VrV7p06cLJJ5/MSy+9FCHwvPvuu/zpT38iLy+PCRMmsGDBAmbPnk1BQQEXXHAB27ZtY+zYsXz88ccsWrQo7ixajzzyCA8//DA9e/ZkwIAB9OvXL67AU1BQwLnnnstPP/1E3759ef311+nYsWPMbXfu3MmoUaMoLS3FZrORlZXFypUrycmp/fxtDTZvj+xPs+vsT3UVmo62Nt18S9ES08G35utZBB5BSJI3F22lW66bkX3zGjS7WCLKq33MWr6Ts0f2atLjhhM9qFp+xySG3lbjoREeihYvP0Yiz6RwocnjC+AP6Fr5kU599CuWbyvFaVd4/ZrnLh7Nq/N/YtbynXHz+8Q758TBXXj610cAsKWwAqfdRpbbEVEniO/RsaWwIuRRM7hbNuMGduKprzfGrFs4n117LAd0zqLa5+fGt5ZzzqhenN8AL59oNs2Ywvo9ZUx8cA5f/vl45qzdwy3vLI+7fb/8DLx+zbbiyoj1399yIt9tLGDSId3w+ANc9coPfLii9oA7Wd77w9ExPYbcTlstL5XDendIKKZEE56rKTvNwfhBnbl5ysF0y3GzfFspCzYVMmVYd7rm1ORh0Vrzw5ZiPv1xF73zMpj+1jLm3zSRrUWVnPWPbwD4+E/jyXE7OfLe2l4xxx7UmV8c2beWILXo5hMiQvPAiDdvL97G6Yf1oEOGM+Y1kUis2DRjCmf+Yy7f/5S8TQB6dkiv9bs+eM5hXPvGknodpzEsvuXEmLMBrrhjEhkue8Q1OXf6BHLcjlqi6aMXDOeEg7uyqaA8QrRe/FMRZ/3jG2ZeOY5vNxRy1/srI/a77bQhTDu6P6/M/4kb3loWyo+WKkTgqT9lZWVkZWVRUVHB+PHjefLJJ02i5XZKa7B5e2R/GrzuT3UVmo7WLiS0JprTo6a1X88i8AjCfsYFT34bShAd5NNrjmVgl+RncNpbVs1lzy/kjxMP5PhBqc9xcOz9X7C5oIKLj+7P5ccfwGOfr2P6KYNjDvrCB9zRCZeTQWvNvbNWsa2okpnLTJjVphlT2FJYwWsLtnDdpNiJoqt9fq57YymDumbxwMdrePGSMfzi6e/444SBPPr5OoBQIuDwMt5/9jBOP7xHrdwqicS0hTefEEr0HCQ4nXwsMQvgkFs/pNzjB0zC65OHdmPWsp3s2VfNawu3hLbbeO/k0HmPObATL1wyhkBAc+DNs/jlkX25/fRDgMjZ3oKsvvtkVmwv5aJ/f0el1x+zHAD/+8M4+nXKaPLZNMbf9wU/Fcaf/jnaCyRanEn2+7JqHyu3l7Jud1kohDCaaFEi/FgTB3eJyCF171mH0iU7jYkHdw2t+2rtHn759HwePOcwzhzeE5tNUV7t45AoATPInycN4v6PVsf8LhYDOmdGhH41NfXxuFm5vZTJj3wVWo4nyqYKEXjqz4UXXsjKlSupqqpi6tSp3HDDDS1anlTTGmzeHmkv4SfJsD/VVWhaWnMo0P5Ka7+eReARhP2M3aVVjI7K99HeEpmWV/tId9obPUgMBHSTDDQf/2IdA7tkMemQbgD8b8l2/vjK91w58UCuSWLmp3Bx4PNrj2VAA6dTj57FIJzvNhQwun9HlDJviN5bso3ThvVIOP34Ax+t5rEvjHj12/EDuGFy7QFQsOzPTjuCXz+zgGtPPIg/WiE9TY3HF+Cgm2uHAq675xQCuvY0ph+t2BkRMvbypWMY1a8jG/aW8fRXG3lj0daI7WdddQynPPwVdfGLI/tw988OrbW+yusPiT5aa4oqvPXuCJz26Ncs21YSWg6/dsMTMp89shf5WS5OPLgra3aVUVhezW+PPaBWpzDoyfbW5WMZ1jOXS55byJw1NTmSfj22H28s3MKQHjks2BSZBHt4nw4xvZOW3X5SvcW795Zs59OVu3jkguH12q8pEIGn5SkoKGDixIm11n/22Wfk5+fXWn/FFVcwd26kZ+FVV13FtGnTam37zDPP8PDDD0esO/roo3n88ceTLl97tHlroLW/BW9K9qe6gogSQtumrvbb2q9nEXgEYT8kXDBob+JOe2R7cSUOm6JLTtubMnprUQU+vw4lIE41H6/YyWVhos2au0+J+ZYlSCCgueN/KxLO4lYXb/zuKEb2yeOFbzczZkBHBnerO4dWY1i2tYTTHvuaW08dwsXj+jfpsbXW/Oo/8/lq7V5+uPVEOmTUdFTC7xvHD+rMM9NG8/mqXVz8rHnuvnPF0Rzeu0OTlqc5EIFHqAuxeWrYn8JPpK7ts65C+yOZ9tva27gIPIKwH1Ll9fPgx6u54ZSDmzUUQhCag1Me/oofd5QmLV4mCoebf+NEuuS468y1sz/w5qKtoTxA7anObVHgGTx4cKNnPBOSQ2vNqlWrROBJEfuTp8f+UtfW7t0gCIlItv225us5Xr+mdqZTQRDaDW6nnZumDGnpYghCSph11TH12l4pxeMXjuCKlxeH1v3rFyOYeHDX0MM6PDfRphlT8Ac0a3btS2rGu/bCz0f2YkDnzDbppdOecLvdFBQUkJ+fLyJPitFaU1BQgNvd9rwn2wpOuw3nfjLo31/q6guAyxF5b7LbFB5f23MeEPY/km2/bfF6FoFHEARB2G+YMqw7pwydjC+gY4Z0KaUivFbsNrVfiTtBhtczabnQ9PTq1YutW7eyZ8+eujcWGo3b7aZXr9TNcCkI7Q2HrXbOP39AkyBaWhBaDe25/YrAIwiCIOxX2GwKl4QsCq0cp9NJ//5Nm3tJEAShqUh3OdhX5QVq5ycRhNZOe26/7UCjEgRBEARBEARBEJoLp91GttuJQuPxBVDoVpN8VhDqoj23X/HgEQRBEARBEARBEOpFW8xPIghB2mv7bfsSlSAIgiAIgiAIgiAIwn5Om5wmXSm1B9icwlN0Avam8PjtHbFfwxHbNQ6xX+MQ+zUOsV/jSLX9+mqtO6fw+A1G+jWtGrFd4xD7NQ6xX+MQ+zUOsV/jaJF+TZsUeFKNUmphrDnlheQQ+zUcsV3jEPs1DrFf4xD7NQ6xX+oQ2zYcsV3jEPs1DrFf4xD7NQ6xX+NoKftJiJYgCIIgCIIgCIIgCEIbRwQeQRAEQRAEQRAEQRCENo4IPLF5sqUL0MYR+zUcsV3jEPs1DrFf4xD7NQ6xX+oQ2zYcsV3jEPs1DrFf4xD7NQ6xX+NoEftJDh5BEARBEARBEARBEIQ2jnjwCIIgCIIgCIIgCIIgtHFE4AlDKXWyUmq1UmqdUmp6S5enNaGU2qSUWqaU+kEptdBa11Ep9YlSaq31P89ar5RSj1h2XKqUGhF2nKnW9muVUlNbqj6pRin1H6XUbqXU8rB1TWYvpdRI6/dYZ+2rmreGqSWO/W5XSm2z2uAPSqnJYd/dYNlitVJqUtj6mNe0Uqq/Uuo7a/1rSilX89UutSileiulvlBKrVRKrVBKXWWtl/aXBAnsJ+0vCZRSbqXUfKXUEst+d1jrY9ZZKZVmLa+zvu8Xdqx62VWojdgqPkr6NfUiznNZnitJEsd+8lxJggTPZWl/SZDAftL+kkC1xX6N1lr+TJiaHVgPDABcwBJgSEuXq7X8AZuATlHr7gOmW5+nA3+1Pk8GZgEKOBL4zlrfEdhg/c+zPue1dN1SZK/xwAhgeSrsBcy3tlXWvqe0dJ2bwX63A9fF2HaIdb2mAf2t69ie6JoGXgfOtz7/C/h9S9e5CW3XHRhhfc4G1lg2kvbXOPtJ+0vOfgrIsj47ge+sthKzzsDlwL+sz+cDrzXUrvJX67cQWyW2zyakX1Mfe0m/puntJ8+V5Gwn/ZrU2E/aX3L2a3P9GvHgqWE0sE5rvUFr7QFeBc5o4TK1ds4AnrM+Pwf8LGz989rwLdBBKdUdmAR8orUu1FoXAZ8AJzd3oZsDrfWXQGHU6iaxl/Vdjtb6W23uGM+HHatdEMd+8TgDeFVrXa213gisw1zPMa9p663MBOC/1v7hv0WbR2u9Q2u92Pq8D/gR6Im0v6RIYL94SPsLw2pHZdai0/rTxK9zeLv8LzDRslG97JriarVVxFb1R/o1cZB+TeOQfk3DkX5N45B+TeNoi/0aEXhq6AlsCVveSuLGv7+hgY+VUouUUpdZ67pqrXdYn3cCXa3P8Wy5v9u4qezV0/ocvX5/4A+Wu+1/gq641N9++UCx1toXtb7dYbmFDse8bZD2V0+i7AfS/pJCKWVXSv0A7MZ0oNcTv84hO1nfl2BsJM+RxiO2Soz0axqPPFcajzxX6oH0axqH9GsaRlvr14jAIyTLOK31COAU4Aql1PjwLy3FW6ZkSxKxV4P4J3AAcDiwA3iwZYvTulFKZQFvAldrrUvDv5P2Vzcx7CftL0m01n6t9eFAL8ybqcEtXCRBiIX0a5oQsVeDkOdKPZB+TeOQfk3DaWv9GhF4atgG9A5b7mWtEwCt9Tbr/27gbUzj3mW5NWL9321tHs+W+7uNm8pe26zP0evbNVrrXdYNNgD8G9MGof72K8C46zqi1rcblFJOzEP8Ja31W9ZqaX9JEst+0v7qj9a6GPgCOIr4dQ7Zyfo+F2MjeY40HrFVAqRf0yTIc6URyHMleaRf0zikX9M0tJV+jQg8NSwADrQyYrswSZHea+EytQqUUplKqezgZ+AkYDnGPsEM9FOBd63P7wG/UoYjgRLLhfIj4CSlVJ7lBniStW5/oUnsZX1XqpQ60orp/FXYsdotwYe4xZmYNgjGfudbWev7AwdikuXFvKattzxfAGdb+4f/Fm0eq008Dfyotf5b2FfS/pIgnv2k/SWHUqqzUqqD9TkdOBET7x+vzuHt8mzgc8tG9bJr6mvWJhFbxUH6NU2GPFcagTxXkkP6NY1D+jWNo032a3QryE7dWv4wWdfXYOLqbmrp8rSWP0xW7yXW34qgbTDxhJ8Ba4FPgY7WegU8btlxGTAq7FgXY5JKrQOmtXTdUmizVzDujl5MLOUlTWkvYBTmRrweeAxQLV3nZrDfC5Z9llo3vu5h299k2WI1YTMfxLumrTY937LrG0BaS9e5CW03DuOmvBT4wfqbLO2v0faT9pec/YYB31t2Wg7cmqjOgNtaXmd9P6ChdpW/mL+H2Cq2XaRfU3+bSb+m6e0nz5XkbCf9mtTYT9pfcvZrc/0aZR1UEARBEARBEARBEARBaKNIiJYgCIIgCIIgCIIgCEIbRwQeQRAEQRAEQRAEQRCENo4IPIIgCIIgCIIgCIIgCG0cEXgEQRAEQRAEQRAEQRDaOCLwCIIgCIIgCIIgCIIgtHFE4BEEQRAEQRAEQRAEQWjjiMAjCIIgCIIgCIIgCILQxhGBRxAEQRAEQRAEQRAEoY0jAo8gCIIgCIIgCIIgCEIbRwQeQRAEQRAEQRAEQRCENo4IPIIgCIIgCIIgCIIgCG0cEXgEQRAEQRAEQRAEQRDaOCLwCIIgCIIgCIIgCIIgtHFE4BEEQWggSqm7lVJ7lVI7W7osgiAIgiC0LEqpTUqpE6zPNyqlnmrpMgEopX6vlNqllCpTSuW3dHkEQUgdIvAIwn6C1emotB7uu5RSzyqlslq6XNFY5bq7pctRF0qpPsC1wBCtdbcUneNCpdRmpVS5UuodpVTHVJxHEARBENo7SqnzlVLfWc/U3dbny5VSKhXn01r/RWt9aWOPo5Tqp5TSSilHA/d3An8DTtJaZ2mtCxpbphjnmKiUWqWUqlBKfaGU6tvU5xAEITlE4BGE/YvTtNZZwAhgFHBzfXZWhha9bzS0g5MC+gAFWuvdqTi4UuoQ4Angl0BXoAL4RyrOJQiCIAjtGaXUtcDDwP1AN8xz9XfA0YArzj72ZitgaukKuIEVqTi4UqoT8BZwC9ARWAi8lopzCYJQNyLwCMJ+iNZ6GzALGKqUylNKva+U2qOUKrI+9wpuq5SarZS6Ryk1FyMyDFBKTVNK/aiU2qeU2qCU+m3Y9scppbYqpa633pDtUEr9TCk1WSm1RilVqJS6MVa5lFKXARcB11ueRv+z1m9SSv2fUmopUK6Uciilpiul1ltlWKmUOjPqWL8JK+NKpdQIa30PpdSbVn03KqWujGcnpVSuUup5a9vNSqmblVI2y/36E6CHVc5nY+w7Ryn1c+vz0dbbtynW8kSl1A91/EwXAf/TWn+ptS7DdJzOUkpl17GfIAiCIAgWSqlc4E7gcq31f7XW+7The631RVrramu7Z5VS/1RKfaCUKgeOV0pNUUp9r5QqVUptUUrdHnXsX1r9gwKl1E1R392ulHoxbPlIpdQ3SqlipdQSpdRxYd/NVkrdpZSaa/VbPraEE4Avrf/FVp/jqBh1TFNK/V0ptd36+7u17iBgddj+n8fY9zlLAEMp1dPqr1xhLR9g9dsSjRnPAlZord/QWlcBtwOHKaUGJ9hHEIQUIQKPIOyHKKV6A5OB7zH3gWeAvhivlErgsahdfglcBmQDm4HdwKlADjANeCgooFh0w7wt6gncCvwb+AUwEjgGuEUp1T+6XFrrJ4GXgPssN+LTwr6+AJgCdNBa+4D11rFygTuAF5VS3a36nYPpYPzKKuPpQIHVQfkfsMQq20TgaqXUpDimetQ6/gDgWOt407TWnwKnANutcv46xr5zgOOsz8cCG4DxYctz4pwzyCFWOYO2WQ94gIPq2E8QBEEQhBqOAtKAd5PY9kLgHkx/52ugHPPs74Dpg/xeKfUzAKXUEOCfmD5SDyAf6BXjmCilegIzgbsxXi7XAW8qpTpHnXsa0AXjVXSdtT7Yd+hg9TnmxTjFTcCRwOHAYcBo4Gat9RpMfyK4/4QY+9bVX/lKax2IVS+L6P5KOaaPdkjcPQRBSBki8AjC/sU7SqliTKdlDvAXrXWB1vpNrXWF1nofpmNzbNR+z2qtV2itfVprr9Z6ptZ6vfUGbA7wMUZsCeIF7tFae4FXgU7Aw9ZbsxXASkwHpD48orXeorWuBLDeFG3XWge01q8BazEdGoBLMSLRAquM67TWm4EjgM5a6zu11h6t9QaM+HR+9MmUcc0+H7jBKvcm4EFMRy4Z5lBjx/HAvWHLyQg8WUBJ1LoSTKdTEARBEITk6ATstV4OARDmSVOplBoftu27Wuu5Vt+iSms9W2u9zFpeCrxCzbP8bOB9y9O2GuNpG08I+QXwgdb6A+tYn2BCmSaHbfOM1nqN1c95HSPWJMtFwJ1a691a6z2YF1/16a+Ms16CjQfuw4SugfRXBKHNIQKPIOxf/Exr3UFr3VdrfbnWulIplaGUesJyMS7FuAJ3UJGx51vCD6KUOkUp9a3ltluM6aB0CtukQGvttz5XWv93hX1fiekQ1IfoMvxKKfWD1UErBoaGlaE35u1RNH0xYVXFYfvdiIlPj6YT4MR4LAXZjPH8SYZ5wEFKqa6YTtrzQG/L5Xo0NS7X8SjDeB+FkwPsS/L8giAIgiBAAdBJheXw01qP1Vp3sL4LHw9F9zXGKJM0eI9SqgSTtyfY1+gRvr3luRIvgXFf4Jyo/sc4oHvYNuEzclZQv35SD2r3V3oks6PlIVyO6ascA7wPbFdKDSI5gUf6K4LQihCBRxCEa4FBwBitdQ41brnhs0ro4AelVBrwJvAA0NXqIH0QtX1j0HWtV2Z2hn8DfwDyrTIsDyvDFuCAGMfYAmy0RK7gX7bWenKMbfdiPJHCZ4LoA2xLqhJaVwCLgKuA5VprD/ANcA2wXmu9t45DrCDMy0kpNQDjYr4mmfMLgiAIggCYFy7VwBlJbBvdB3kZeA/orbXOBf5FTV9jB+aFEgBKqQxMmFYstgAvRPU/MrXWMxpQplhsp3Z/ZXsS+wWZg/FIcll5GucAU4E8oK6cgdH9lUxMHywlSZ0FQUiMCDyCIGRjPGqKlZmG+7Y6tndhhIY9gE8pdQpwUhOWZxcm500iMjEdnj0ASqlpGA+eIE8B1ymlRirDQEsUmg/sUyZhc7pSyq6UGqqUOiL6BJYH0uvAPUqpbGv/a4AXo7dNwByMCBV8+zU7ajkRLwGnKaWOsTpLdwJvWWF0giAIgiAkgda6GBOy9A+l1NnWM92mlDoc059IRDZQqLWuUkqNxuTJFrvjTQAAIABJREFUCfJf4FSl1DillAvznI43tnoR80yfZPU93MpMShEzZ08UezChX4n6Rq8ANyulOluewrfSsP5K0Lt4trX8dZhHdjzexkza8XOllNs691Kt9ap6nF8QhCZCBB5BEP4OpGM8Vr4FPky0sSUwXIkRP4ownZ33mrA8TwNDLBfmd+KUYSUmH848jCB0KDA37Ps3MLmEXsa4CL8DdLQ6Kadi3JA3Yur8FCaRciz+iHFb3oDJW/Qy8J961GUOpnP4ZZzluFi5in6HEXp2W/tdXo9zC4IgCIIAaK3vw7ykuR7Tb9gFPAH8H8a7Nh6XA3cqpfZhhIvXw465ArgC0zfYgekTbY1z/i0YD6IbMYLNFuDPJDEWszyC7wHmWn2jI2Nsdjcmp89SYBmw2FqXLNH9k6+BDJLrr+wBfm6VsQgYQ4zchoIgNA9K62S8/gRBEARBEARBEARBEITWinjwCIIgCIIgCIIgCIIgtHFE4BEEQWghlFL/UkqVxfj7V0uXTRAEQRAEAUApdWOc/sqsli6bIAiRSIiWIAiCIAiCIAiCIAhCG0c8eARBEARBEARBEARBENo4jpYuQEPo1KmT7tevX0sXQxAEQRCENsKiRYv2aq07t3Q5YiH9GkEQBEEQ6kO8fk2bFHj69evHwoULW7oYgiAIgiC0EZRSm1u6DPGQfo0gCIIgCPUhXr+mTQo8giAIgiAIgiAIgiAICfF7wVMBAT/Y7ODKALuzpUuVMiQHjyAIgiAIgiAIgiAI7Qu/F6pKAA0Op/lfVWLWt1PEg6e9svEr6DkSNn0Naz6EgBcWP2++63oo7FoGk+6FHofDM6dA98PhojcgszMoFXksvxdsjtrrBUEQBEEQBEEQhNbHfua5EhNPhRnH2uxmOfjfUwHpuS1XrhQiAk99CPhBB6D4J3h0RPztBp4I6R1g2Rtm+djpcOBJ0PUQWPEWvPN76HwwuHOhz5Fw2AWg/TD/39BvHAycCOl5EAjA4meh/7Hw0U1QtBEu/xb+czJs+bb2eTv0heIkUgzsWmb+f3RDzbodP8ADB5rPzgyYdE+Nsjnr+trn6HMU/DSvZv0fFkL+QBGBhNaBtwp2rwS/B3b/CFXFMPoycGW2dMnaJ34f7F0DpdtgwdNw+AWQ2wt2rTT3hL5joeOAmu0DAbDZYO862LkE9u2CwZNh9SzYthg6HQTHXGu2EQRBEARBEOpH0HPF5jCeKwG/WXbn7l8iT8Bvee6EYbODL8yDp50JYUpr3dJlqDejRo3SKU9GuHctPD7GCC9tmfQ8GHcNeMrg4NONN8/nd0HPUbDNsuHhF8EPLzXdOd0dzIA6SK8jYOsC83ngCbBtEVQWwdFXw9y/g8MNoy6Gb/8BOb1g4q1w2HlNVx6h7aJ1fNHQWwlrP4H8A2DPKvjvxTDgeCOurng7ueMfMMGIrd4KI1yOnGYefq4MGHJm/QQGvw+qSyGjY/L71IWv2ogmzkxY/QEMPcs8mMPxVJhrKFFZE9kRzANtzn1QsNZ4821dALuWw9grYejPzfrvX4LhF8GG2bD+C9j0ldnXlQ2efY2ualzsLrhujbmXCUIjUEot0lqPaulyxKJZ+jWCIAjC/kOlFZYU9FgB099DtVvPlZjUZYdwIcxmN98FfG1CCIvXrxGBJxbL/gtvXpJ4m6P+AIeeAx36mAGd3we+KtizGla9bwacPUcaD53XfgmVhTX7XvqZGZy+fzUUrKtZ3+kg8xY8FkN/DsvfrFk+80mz79g/QFoOlGwxA6Fdy2HAhIa/+S7ZCg8dAl2HmmMFy9trFJTtgc/ugMxOpv6ZnYzX0cJnYPeKhp0vESN+BT1GwFd/g5KfzDqH2whWR18JzvTGn6OugW+yBG8UNps5Ztlu4+mV1w++eQR2rYDyPXDGY7BzGRSsh6OvMmIEQNEmqCgw9Q2Wp6LQeDRUFEDnwUYUy+luztVzBGyYY9qaM8Mcq2P/xtejqQgETFigIy3Sxvt2GfGv86Cabf1e2LHE2KW6FL58wLRlvxeqS8w2aTkw8tfGlsmQ0Qm6DTXnHnYubP6mRsS0p4G/Ovm6DDwRuh0Ki56B3keaazm3lxErFz0LW76L3D6npylvXl845jpY8goM/4URTRY9azyLwAifGZ0gI9947nkrjDCV28u0n/Wf1V22tNwaG4EJscw/0IRbKpsRhT6/23j/HTABqkpNO0rLgjG/N9f4pq+M/ZuKnF5whHX/3DwXdq+C0q3xtz/lfuPFU1EIgyaba2bpq6at/PRtbPHo0HON8LX9B0jLNvdeZYPeo6FkG/QcDsPOM3YVWidle0zHyZlu7hPNQFMLPEqp/wCnAru11kOtdR2B14B+wCbgXK11UV3HEoFHEARhPyYVHiTlhbU9V8B4rmRGvYxsZx4sEdQl4LRhIUwEnmT59A74+m/mszsXLpsNef3NQFHCBRIT8JuB9J5VJszMlQ3fv2BCt3J7wo6lZiCGMmLHnlVm0P7TPCOUjZhqBp+f3wUL/1P3+TLyzeC7utQMZIOc+pDxUOo+rPY+nnJY+jp88Rco312zfvIDMPo35nfetdx4g+xdA+kda8Q5Z4YZhKcaZTOhgPWl12g470XI7mqWPeVGzFA203b9PvjmYZj3OJz9DPz4Hqz/HLK6Qb+jzc2u3zjT3r9/ATZ+aQTLgB/G/cnc7CuLjeB0/I2Q1aXm3BWFsHOp8Tj5+qHI8L2G4soGu8O0iXj0HmPOrWxwwm0weEpyx9baeOxU7zNC3MATYfFz8MF1MOVB+O5J2Lu6fuXN62eEuqbmiEthxTtQsbfpjx3O2CuNuLTmIzjqCuh+mBGlPr7FePCceJcRVXqONNfegOOhbCcUbjTtpy60NtdqtAdSXSx+HuY/aQTAhuDMhANPgFPug+xuDTtGWyUQgLJdRkBpSs+yhpZlx/ew5mOYM6P297m94bS/G+E0RaRA4BkPlAHPhwk89wGFWusZSqnpQJ7W+v/qOpYIPIKQAoKDVm+VCdl2uMyLwpYavLbnQbTQcFLlQZKMcOH3mu0qi83LVXeW6VO3EQ+WpEl07dVHCGtliMCTDFUlcP9AE6Lw65nmQSC0DH6fGYCvfMcIK2N+Z7xANs2FT2+HrfOTP1a4N1J96XiACdMr2hQZahaOK8uEj5RsqVmX26fG6yh/oGlP2xab/SuLjKdGeBjb4FONR9SqmUb8CjLmd6Y9vnuFEVTG/tF4W2xdaMSYfsfAd/+E0u2wb0f8emR1M4Px1sCA42HDF5HrhpxhPE+8lTDu6kjxCIwQs22xEXSc7uYpZyAA+7abAXLpdlj9IUy62whC3zxqvHT6j4eDT6t5eGptvODcuSYUceW7RjQp2mT2O+Nx6NDbPGA2zIYuB5uwyYL15sEe8Jn/o6YZwSgRe9cZYTR4n6reZ8SZst3mmBvnGHuddDd0OtBsn9vLeO98fLMJTet8kDlPbu+28xCv3mdCaPftNB5LWV3M5/wDjNiXPxAKN8AH1xobh9PvGDj2enMfWfuRWdf3aBMe+psvoMuQuu/7gYAROTM6Gu+ohU+b36H/seZesHmuaS+F62v2OfNJ+O5fxkPJ4YJPbq193Jye5trvNdqE1KZlG++zwy+K7JwF8VQYL7lvHjPfH36R5dWozH3z+xdg+/eR++T2MZ5tBetMmzzsfDjtEXNvrSw2583oZK6xaO/GrYtMvQ+YYDyyMjvDd0/A9y8a27s7GAGvZJs5Tvdhpv3HI7OLqWP5HlPm6hI47kY4rk4tpMGkIkRLKdUPeD9M4FkNHKe13qGU6g7M1loPSnAIQAQeoR1TH1Ejelu706xriCASHDRrbV54oUBpI/or1bDBa2MEmuhBvLfKeKjaXKaM0eJTrHNB0wpEydRnfxOlWqK+qfIgqUs4Cn5fVQI+D2if2S+zq7lGvFUmd2V7/93Fg6d1kNKO0K6VZgDUoU9qji80DdVlRtBI72jCT3pZbXvLfON5svyt+GFjE24xuVbS84xny9aFJnF1ICzZVrdD4eKPaiflDQTMzTFV4l8w1C8tq377aW3CuV69IHK9w22UeG+FCZ3p0Md4Vy193QykOh5gBoHKZgakJdvMfl0PgTG/NQNmV6bxzHn/ahhwnPGCeOPXkecJXi8jppr/4/4Ue1AqCM2NzwPzHjXhpIlE0Fjk9DLtfVsbHni7sk24YENE7oZ6E8ai79EmhO7g0yJDUYP4PJgpTFMXrtVMAk+x1rqD9VkBRcHlGPteBlwG0KdPn5GbNycxSUIK8foDVHp8+ALgsEG6y4HTLp7LQiOIJWpUWl63NocReaMHmxHbFpm+mtNdf6+GyhLjtVOx1/StHGlmP5sL0jKp9+CtMV4Wfi+U7jTb213GO9lbaeXuKzPL2mfs4cwwx/RWRJ7LW2nK7HQnd/66vJeSqU88UcqZ2bKeUKmipXKxpNKDJJFgFbxGSraZF0Q2mzmnz2N58tghq1ObyknTICQHT+tA3nQJSeOrNqJPZmdw50BOj8Tb+33mQSskh89j/ou3m9AW2LvOhHPm9DCeKEtfM7mZRkyFBU+ZsNFE2JxGCO4yxHRuh51n2r4zE3oMNx2l/ANMiOKA442IUbgBlr1pvF7K9xqvqjG/NYON8gIrVFSZHGyefcYzrKrE5FybeU3tMmR2Nl4v2d2Nt83ACWaGsnmPm/VDfmbC6zr2N15FQSFFa5MLzFtpBGxvhTnHvMeMN092d+Oh4/fEr39mF1PetFwjfGV2MjnR8voae2R3M50hrU0dlM3cd1sJzS3wWMtFWus6M4S3dL/G6w+wr7wCu78KOwH82PDb3WRnZtSIPPvbm/z9nWDohqcM0JFiTLKEvxn3e809Lxg+7s42+fCcmZCZb9pW+Fv0qlLTJ7M5IN26j8R6qx6vXZbuAl+l8fp0usNe0Lkhu0v985A09C1/cPBYXQrKYepfsdfYMqBN+bI6meMEAuC0RO6MjpHnqigCDWSG3U7inT/ae8nvA3+lsbvdYby6/d7I38ZbaX4P5YScbrVzk/i95jdBWeJcptnH7gRsreOe0Nh7VKzf2FsV35Olqe6JwfPqgLFpwIcR8zKsttEE54ol+HkrzHm8FZboatW7ZKd13WWDOw9c6eb7lvBoaa7nTht9vonAIwiCIAh1UVFoBjJ+j+nMOtJMRzw8DK8pErMLzY6EaMWntKwcXf3/7L1rrC1pet/1e+te67qv59rd0zM9nrEtTBLFOHJEMkkcgo0jEHxAXBRHClKcRCgIGYggiYiQwEYoQYYAiRPlg6MIxBcgCR7A2MQGEhEHS+QyGY97Zrr7nD5nn31Z97rXWy8fnqd2rXP6Mj3WTHfPzHqk7rP3WrWq3lu9ez3/+v//zxbfH55gWtti4imzyfhb+gnnIX4DYRsBpJtCGCfwPBjzQed8n5lQbmQNdZ0klPEEMHL+8dk7Sxnni6HgwmgP1NgHZt5vXW4u5CFftVIGTwT4sqfP7vGuQNH7rfH3YllU+cAwerfEsE/ei5X0yXXCYvIiAc/Gp9J/0HYmwqg4fkUYFL7Kt7Nradvs/vPnfzegKruWdtVbsB2YTh5QeIEWv+ikndFoAG72WTqJgnnl9vn5c3tgTzyRPplAQKf32hO+kbK794uvZ4+qcwEbbSWgV7+m149lzI0voMZ+v19kssA3bk/8Wvfbe10rHL1zLPv+vfhaL8MqFmoH4A9rMDmSe8XzwFqxFIimcPKKMnlbefjk+PoZRR+ESfZewMr+nLpO2G62ElbfPvPvNyoB/RYBcd4v3ut7zYGqcIhDHOIQhzhEH70ZsR++U6IJB3DnEF8r/jrwB4Gf0n/fx4jo4xNtXRD5/ZfoDJoCv62oswX4D4W51icXMPxb5x97j4JD/AaiziUZ8qM9NkMsa8M2H9yXo09GXSdyq2wJXQXhRD7XadIWTyTp6xMvkPXW1vJvH/vv9+3sWSpNIevU+FArC6LZgonA66CpAavX3UvS+yjXAooYhgTfCwSg8UNh4FSeSFf6PjelgFVhLEBIZ+U8+0l+D1zZRvoapvJflUv7+3Z0HTSNJODVVsba9yHPID7SZLaTdsQz7ccL4wFynd2VJOPlVtroBwIUOKvMjVLGNohl3PaBA189gTYXYhnQ1hAlMqbJDDodnx6M6GW877Yn7CfoQSjX3T17Xnb34ni9GB80Ka/zd+5RtoHlIwEuehaaF0ob/FgtCGpYvCHvGV+ZKloUwoGAkOE7+9iv0a+1J34tAKNnyeU38n48BT+RMTLee1/LNlJtdHQ8rL3smlsZ3/56BOnn6k1hjUWprLe20PunEJZcvYNyIeysZLa3hoFy9/Xv9ftMsraXJK4GJll6Ovxtebf7p5/TthKGsnPDPQlD8Zv99bW+eXcJ4Ytr8YOsvW/hOAA8hzjEIQ5xiEMc4hBfZxhj/lvgdwFnxpjHwH+IADv/vTHm3wDeBP7lj66FHzwCWqw1+M1OEjZbYzsIXKZstpVUz2MvmfR8YQ8c4tsvOss7pCqug2YH3uyDJ0jRaGAmGE+SrLaUhBEETGkbeW92X1kJ6jHjRwLc9AyEF9kTMHjC1AXUKoEKE0nMbQG+SktaA9Ry3Wo7SML2WQTFEoJ0ADqqjfxeqoQqmQljpfcFMp7Kaqfvn+T357OV3ENdBdYToGFyV5LqtpFEt7iRZDYey3W6Vs7TlDLmvgFnoNgIWFOt5fpdM8xDuZZreRGEytDoOnk9PRlAnL6wg62kn50VpkaQyri3tTzQ6BqorfQlv5HrjU5kHLtOq+Nq4h2mCoowjMM+MGFrSe7bepjn/fHaB0NcJ9fOV8o4SkQ+1ijQ9CJz5UUGWJ3D5qlI26b35POlVotK5oO1QBBJX8oNzO8PbCYTCONqNBvYPP18Vjm0+fNsHz985574fqCCbWD1WObHhAOQ4xzMpns+SRuVFqbDdfqx3F9zPejjUI+pvfd2l7KuOiAeyfhX2WA23ubQjUV+7QX6IMs8DyDaergXP2j089+vp3Kp66+W+V6+Kff9e90/nZU9Yncp4xwqKFys5PXNEwE/kwnUCgJ1rYC541Mom3eCRd8hDyk+FgCPMeaHgZ9Gvjn8Zefcu9RQPcQhDnGIQxziEIf4eIRz7l99j7d+6ENtyPtEXrcss4qqdcSB4XgcM4r2vvppQpV2OdvtGuIJvmuwzsMax7RPBvxYnuC+6P/hOthdf22flm9DavzHNr7eykiuk2Rp30fF83lHglfv5Ol/W0ri6wUKwrxHgtRfo9rpGvKR7NMIo6LJ5VxBMhgPd40kaF0nr81fUlCokXb04E6xlrZtLyTxNEbOg9HE1ZMEvVgpOygWlk2TydP9HhDok+06lzXeh+dLMry73gNwfEiPpD89WBIqk6kHXPpkfx/kiEbKYrDKXBir4XMiie+ulaTe1lCXwqQYn8oYrN+UcUkCBViRhH/3FIKR+KPcgjqtfK7aSqLeFALy3BpWq+S4q8AfybW7CrKVXHN2V5hBvZmzsyLTMZ54BtXKBAoUZLCteLJFYzl3U8j8Ts5F4tUzjIJ9tspSJT9uACtcJ33q2VDxRNpcbgRQMr7MbVuCZyG/hHUH43uS2OMERGwLKHtgopHKsVUpx/TrLRwJOBNNn1+rnoKPfijgUe+D4xmZ4/37p28nnfzsWih5vvLU7Rp6D+ZjsRZA0tZ6D+0EgIlGAk7sLmUc60xBy1TZL3vsrV5e9ly8i4Tc8xXc6eQe7H2w8GTujCcSrWQqr7luAN+aQoEkI2v/692z+/lvCzVX9yGKoamk/T1DbL867j5I5vkDA+l2HbXSn6aW+8zzZJ1Uu4GV1VTDvb4PFr0osXyvhxTfBn+vPnKAxxjjA/8V8M8Aj4FfMcb8defcFz7alh3iEIc4xCEOcYhDfGtGXre8dZPhHPjGUFU1u/WCl49iRrFWFFJ6ezg6YpotKKoNdQdBGDMNDWEylUQvnogHSf+Ft6/qUxfyVLatAA/8azFw7U1a4TuOGv+RxgcZ6/1jDGqc64SVghqkh5rQNAVYIwna8g1JEid31Rumk3MF3Xub/HqBGtGnkgiPjyXpdpWAApM7gw9MnUnS1wMVthH2TJ0BVs7Vm8L2EhTXKpDhC2uh6zRZ1+S3v76tBPhIFJSB55/gd7rGy83z7zWFsDr68EORxLSN9DlT0MKPB0CjWD7PMvJD+b3YCBMuSFUO5EkyPj6XMVh8VZhC0UiAFB8xtm9KScD79lRrYfEks73EeE8+V6wEPApiGZ9oLACICWR86jVsvgiT+zA9Ay8W5kOWSL+2T6VtPfDWVtL+eCavFSsds1ba0QFdoQyvHHJf9oxUweCmlDksVwKu4JDOdTIf9U7mvM4GALHTct3FSsCYZCoJfbnUBD+TNVWv5Ry2ks+i6z1fSBvrTEEWTdLbRhkhVwMg1xtwm2CYr34uw7Ec3/vH9OsoPpZ2dO0gNVw9kjZNzod7r1gK2Gab5wHAvs9NLgyjeivv5zcCXMVjARejRACqHhzrWih2EKd7TKA9Vg9mABf3jbPbRu+VUplCPnhIO0ZHsqa9UNZ0Mn2+SMK7Mec+aNyy1xqZnzgcwFunYNyLhR32QeVoJCBifx6MyC6TmQKm+2bXFUwnw/mNSjyN/3xbXjRJfzeJ47fB36uPHOABfgB43Tn3FQBjzH8H/AvAAeA5xCEOcYhDHOIQh/gNxOWmIK8tBodtatp8RYNP6+CTJx5tdkEbTAl8S2pqwsAnbEowrXyxjsdD5RTjyRNcjCRptpbkYPtMXkvUMLf32AjTofrLdxg1/pse72daW2fPS1/eTQKzX667awYj49XbwljoOgE7pvckWdxdqM+KsmSanTIPAklejf/ONvZz3rMziiVUhcqbZpIsjc8F6KjW8sS9B2maQsxu/ViOL1dqxHwO5TORs8RjAUdsrQyStQADPdujLmA8hm43MNC8Svrdy236BLjR6lJhIoljqUBM1w0J3n5it58U9h4tz81Pq0DRC5Wljl+GLOW2epXr5D4Zn8n76ZEwW5piuIYXSR+MGSpYOSdspDYf5r+tZJ7CVBL1ZgcuFmAotnD0soJxyhYJx2BLOVecQncMqzdkTk0kMp46k3kcnQC9Nw0yF00u4zo+FVZJzw5xkRrppoOfUaWyT6MMrXwhfS52sHhL2jI5gVIlSk0h7Zjdk+vmSwHt6lzAiroScKIp5brbGzX+dQpg6XFtrcCi+jwBoL5BTamyuAy2T2TMZg+eB7B7eVzvdSM3lMzv8ityniCW/nqhrL/0aGAfda3Iy1Zv6xxHMh75lfSx90hafHlgohCCewbJWO6f9P4wJs4ToG7zTMZr/qr0q1jJPNwyjXQfLlayLlwLvgdlJdf39uYyCCGayNrvmSx+KABvb0KNpyy07fuzWd6N9dKz14ync1hKW4KRzFcPtr447j2Y5IcCFOZrlYdG8lmjTKPRyXC/+Fri3TgBBXvmWqwAWQ9+YpRNqDrRyb1337s+yN+rjzHT5+MA8DwEHu39/hj4bR9RWw5xiEMc4hCHOMQhvuVjkdXUbUdtO5rtms5aTJPxaL0g26bMXE2QNvjGIwh8TsdzRl4gyXEQqmxEvzxnzyQZjxTISTQxLzdgcyhjSaai6fC0uX8KXunTz96/Zz+xho/Vl+KPVbxb8gDvb1pbNdDsAT8wyBB6cGf5COiUkdCKNKdrJYHrWTD5SpLWKBWZVHYtyVW107VRqOzjEdz5zPOMLZBkty7EU6ZYC+vBdfo0vxWz5SASkKFtVUKTCWgRROKds3kiiVw8lWR9+QhcLecdncH0roJA6tESjwVE6Mct2A3+IsVKWEjjO897m2D0MzVsHkkSjgNCqTxFAJdfgNH54NvS+5bAAHz2Upa+yhTm3Z/+j8/eKY3rE+fe8DhMoatlbo2Dk0/p8U7ZQEcKQu3UtHkKxbW0NVID6KLU+3YhYIytBQRJ5mpqzQB8+L7IZ/KlXGt6rtXOrFzHBBD4apS9krE3SBtbJ+skmckc+zG33k29+XIQSx+Lpfr9RAMYUvbgz5n4BeUbASTqUhgsxRXsFnKtKNU1tZSk3A9lPWwvZKzH5yIlc1arNuUCcnWtnLND1uPpJwXMKa7EtDocCWjQ1cJk8oJBagoCdMhky3k89XMJnErWFKzoizL0Hj4YGZPtlbS1N6aOJ7pOQjE9rjJh0DQNNNcyDsUOTrWCVe9fk13Lsclc2C/XvwZnn5Vz5xtIu2Fclo/k2kE6sHB2l8rsUnPrKFX/mxfMuut8ALQ6B/VCmFPJTNqTdc9Xser3qudYgWu5f8NY9g1rpS23IE2kDDZf7uN9GWY4en7fC0cwAtxM1nF+LXM1fTDI/OpsWHM90NUqM6iXMPqB/N3aXkDVDqBYkw+sLfjgUq73Y/r04/gRAj8fB4DnA4Ux5g8DfxjglVde+aZd57/4hV/nz/38l/iVP/l7ORlH+N6hYsohDnGIQxziEIf41oqqadkVHeuyplysaKodBohMy4yci2LL8SQlPnlIY1t+7eaKucsZUzA9aRnNTtXnoJOqR7aBqy9JInP0isqzVA7i+5K0ZFcDM6T3aOkrKPWSjT6xDlJuJUHfYvT3b3q8W8LUSxX6p9PwTtNaP1a5SwHpXsLi+ZIgZs8k4a02yvjZCPDhhQKyJFOdS4RpkatfTnYjyb0tYbeRhG12V47LFvJ+X2raNgLW1Lkm+R63EqtYPVNGx5KIl1thDaV3BvZK00BYC+AQjYBEJTi1yJx8BWS6ekjqukZe2z4VXxlQX55I1meszIvN2yILQxlJvQ+QbQWIylbS/yASSVI6h2g2+IC4Rn6vCwUq6oH5A8Pa7it/7Xuu7Fe9CpOh+s+t/ASZBxx4yeB1Mz6TubCejFmr49t18vl6K4DZ0Uu6BkKox9LXegvRXO5ZP5bfjRFQrWcFjY4kQfZDmSdQX6JskDslY5n/MBVgL4zVvFqlUUEk0jubC+Cxu5Z11vRJro6Fl0CxlXVoa5l/g7Q/ngji0/YgAAAgAElEQVQYbFuVNikrKxrB5lLmHaceUWhlpYX8u/iytG1zCdkTKAtIJ2DG0o9iCcexSATHp8JiSs8EQGsquW50V+VzY2m7bRQkauTcvUTKdSJrc1YZbteyZvp0cXwmfc3X0raxGlvbSgCp4FjmsmsA9Vbq5Ynpsfon7ZSJVcrrxULAuL6keS/xqjZw/Iq0tTeejkZyz07uPC8/8hO5v2YPBPwJE2XCMLBmrHoXGV/Wx/ap+iWNBahKJsq6y4d18m7VrtpG9pUm3fNAKoVxEyQM7Jm7zxs3vxto0nsnWa2QN30o7e1Nso2nLDMj/bW1XBuEhWj3fJC6VsbbNnIPozIxx8A47Zk/tlYfJv071pev7+O9mD7FWplSH63E6+MA8LwNvLz3+0v62nPhnPsZ4GcAvv/7v9+9+P43IhZZzZ/7+S8B8E/9x/87AH/kc6/x2z51wj98vOZHvu8en74zfb9THOIQhzjEIQ5xiEN85OEbj4t1xtvrnHG+xC/XNGVG54XMgztEXYW9fMR1XuDyJWOX0yY+6/ldbp4tOO0STiYpoS2l2olT+UOVqX9EIUmDQb4wh4kkS9kCXvotQxlk10kyWipbAKM0+vQ7U65V58KkqdbCjpicD+DI/jH7EidPzW2zhcodlKHTJzpWny6HKdjN4GuxL3lYvSnym26pBro6d5tHkJ5rgqMshXQmc7l7ohKGDnDKjCilLUEKvpPXmwzqVOawVhPb3Y30se5BmwCONDkzHmRbuc5+P7ypMA26kST8XSe/RyNAPWs8ffrfNsIOuWXLOOlnlAqYtXgsiWgylif18UjWZHY1AD9tCfhQryR57BodF/WryZcwf6jj0kGggEE8VWAsksQfZVDZStq2X3WpZ75MzoaEb3fxPFDn1M+o1bHtjYiNJwljuRaAppdY+bEQ4tpKPjs9G9bP9hK2b4skbv5A+r5+JNeOJwJOeDuZl0gZW02l490KwyE9kv5EI24rk+GUhbKTpD05kra5HK5fh801pGOYT0SG5HRe2lYYQOVaQIq+8lSxlnPaWpleNzJfuysFnJQF0zlhYY0eKnOm9wFSD7B4BNbJ569+XeYl6k2stwpG3oE73y1r19M22V62WKtfSyXXi1K9R7VCE94AwPmx+P6MT4U5ly+lnakys+oC0maQafnRYBrdj19dCNOqzsHTdHZ6rubI2ueekVdu5d66+YreH2pYnN9ArQCU0eP3mXqlAnl+pPKrQubL8wRcTedqYr0S6WAPPhQKsKEgW884KtWg24/lGqEC+psLWUOV+nat35bxbEr1ZFIWmp8KC67OwWu0fwraZIthP8tuBvnocxXDmncvPd+zfsZ7cmDjy5zZQv5u5SsB2aKJvOaMsIBa9QVyrdwzhmEcds+G+63KoLoQMAoGQKo3jX6xitruSq/fSyAnMkYf8t+4jwPA8yvAdxljPokAO/8K8K99FA05GUf83B//HfzU//JFfvlLVwD8hV/6Mn/hl74MwJ9V8KeP3/XZc37yX/o+7s/Td5zrEIc4xCEOcYhDHOKjCkfHIqvY7nZsrhfEzRYLnMYFN29dEI7mLPAxT/8/HI47RyM2VcS0eAsXH2F3l3SThPkoZZSkw1Noo2aq22eSDPdJWxsLgBNOhoo/ni8Jq22BThhBPbuh/9yLVYe+naPOYfGGJEFhKsn1+rEkLL2xcKdmq0EoyQWeJBqulYTV06fu41NlTd3og2gdy2gsCV52A31lM5Brda3MSTLVykcVdMrYaatBglVn8ruvHiNBrMDJjVzTIT9P7gBGrpcoQ+vWGygQ35Cur3pTynrp/MFDJ5kPlak8T68fgadgSldBplV8jCeSmsAJq2L7TBK3VsGJSIERnMqZkMS0ziAdQXQ8JGd+JNfz1Bfm9jOxJrPKdkiPhnLSBIBKzKxW//EC6UOj/j8mHFg0fVQ7vd4emFPuZC0kxzJOTaEgnvon7Z4OFazsbmApdb5ev5F/jx/KXDgnCWe51kpVIRhlMgUhTO8LUNabWMcTleF58v7RSwIcOWUzWPWP6SycvKzyKieeNV4orJ70hFtPmmgKxwqoPPuC7AFhJOMQpZLMNyWUlxCr35HR9/K1gHHpVJlFThJhP5T9Ikxlnl0LI5XrVQVEyHz4MYwncP1VSeB77zCnoLOPJPfFSs6RK5AUJBBZAYaCsQBbnVMPsURkYvFU1m9v+txL+0Kt1mTMwOKY3hHgtOpBBgZ2Tl2orK1RQOZI9srJXWUhNQK8GE/O36Zw9Wuydx69pK/vZBzKjQJLEdhk8Jbp5XnZjbLzlAUUJco6UjmUUR+n0bEAWz04AupNVCnY6XSsL6R9J6/Ieil1bygWsqc4K0yi5RuyFkYnAko1lbTT1jqOU/m7EZzI3mPbwSy9l5qCHmufrxj2ojzKDwcwObsRMM45lZH5KhGO5DWc7hWdAI/lWkvOj4TB2FmVHOfD+dNj6XutDL9kLntQX7ENo/e77jd9WzurTLd+DzDKltR75DsJ4HHOtcaYfxP4X5Hb8K845/7RR9We730w42f/0A8AsMprfvN/9PPveezf+rUrfvAnfxGAz/9bv4PvuT/7UNp4iEMc4hCHOMQhDvF+kVcd27KhLgt2NuK4tXjFNdtVSZnEpFVA0K6wVUZoDF2x4WiSMI4snnfJ0kVUo5SLZMwrRwGn8/6p8g5QRgmhVqex4BvoQkgTSYp7UKL3XZk9GORGXjxIU16sOvStHu9nvNkbl1qr5rn9k+uFygeOZYyaHOpOkwiU8TFREMXKE2fbQLmQ5HH2EHAyll40lDq3tSQYlUqHNpciE6mUIYSyG2wr//XJVL0UM9vjl1Qm5sQDw/OFBRQlA1vGiyTp7D1X+tLGydHAvohSOd/6QpKndDqUJ0+mAjjUO2nn5Fz6mV1D0woAUm5EyjW9qwCUGvEGChbYGloFjooNBAHgi/FqOpe+lUuRI3mhJJ9GjZ3rXBLdaiGJe72Vse6TzFtjZidMiK4DlwyMtd5UeHwyVCDaN4211QB49gCBrwwhW4u8CNSbJFawLlLQ02n1L/Vd6VoBV1wr91ClwIHxpL99pbEohfiu/l7K74Ea1LodBBM4e02SaT+QOa8U1Gp1fSaaaPdMi7YBq4ltX/Gp2gjDqS+lnV1pyfMMRjPpo/EHgGR+T/pYbwfJ2vZCpXYTmVt/KvuJ1XF3ui6LTBL4yJe+RrGyeLaD7G1yV4FFrQrnPAEfW/VHiqZAJB41bSXVuIJU5rUtxbB5ekfAKS8cGDpWGWzZ1eBrU6i8bHSi7CjNAbuFVnnqZA131WD2XK6g82BUKAsuE/bVbinmyT2LJIhlTfZMIqOMkHIrY5oei6yNrQLlRsZy/lDAjLaUufE8Ad6NkTUdjWVd9VXcMM/vV/mNSq0aZYqpgbetZQzLjYx5MpM1srsUYCYaw/rZ4JlT9eXVHdx8dfDZ8UL5TLaSPWD+UMavl5o2yhDs9Hp1oQCUEXbR/p5qGwHHUbZbZ2V+etYondwzvrKeFm8oeHoj+4BtpR9eMOyzXiB76PhM/9bpvdU1wvoBmQcTyl6RXamfUiCAYFfJHJUb2Yv8WPerkneWtP/mxkcO8AA4534O+LmPuh0vxtEo4o2f+tF3vP7/vrngYl3xs3/nDf6fry4A+JGf/j8BuD9P+OV/73cT+t6H2dRDHOIQhzjEIQ5xiNvY1g27uqZpCrwowtvt2NiAkohZXROWX6YhIEkCjqpLgroia48wSYLXlYxGYxJ3TeEe8KTxCTrLPDSDKW48kaT56FVJiHY34o0xeyAJRn4lT/mNp0+Ztcx6W0Pi7flD7JX23Y/+6Wxf8np8+rxfw0cdtpGko95xy5QJR4O3yrv5LzSZJNFBImPYddK/uhC5kufLE/IglYSiUsaEr4n67Fj9ITZqrnwqYIgtBQDx1P8oTNR4VIG4KpNr92BJvVEmz7Gco1jo03n1v0hPICilslFXaHI8Ee+l9SNpf8+oqfWJeLdXhSe7QZKylT5FNwK6eL4kV1Eq7J9CS2cnU2F9zF/ak5tMJNGNp+r/MdWqPDsBbrxIxu34FUnEtxdqPryV95OJjEG+VBlPJ+DI0cuynlwrAFSnUoueWTY+4bbktlUmUO9XsnsmRs2ez205ZttCfaOmv8q0yZeSVIbpAPT0Zef7OSnW2v+dyt1QM2qrFcx6JlSkbJKxnD+ZDZW/PE9NYmORouFJ8lnuwPXg1EQ+G6QilUofynmLlUhs0iM5Lj0WICAe6ZrTKma7S1lzoKXJCzUN1jmIxlCpIbNzksxn1wqEOZUPGrk3KIVZU+2AQsZ4ek8ZgDuRRKXnspf4njJvFsIO6RTsO35V5rXTBL2XFQWhgEReJ14/0UxeH6vPTZBwaxyfzhVQzGCriXurnlFtIfeSM3o/RCo1q9Xb5nwAPozKt+LTAbDqqw32AA2eHBfEsuZtrV45M1nvjsE/KD2SdVttZbw8IyymaCJty1fCoAxGArIG6gVEqLKjQqWL4cBCa9YqgYylv24Dy36s57KmvZDbanq1emw5BGiJkj2jZjWprnbio9TPq20VTC5UTqdsvr4tRsG/8ZmCbepjdPMVWYe+7jkY9XVT4LaX7AXJ4MHUe2dVWxmbVsc4HoPzpRrc5FTWRTzeA8IbGdvOatW9p3D0CTj5pLxmfG4N0nsgqS0ExN33jKu2g49QOJYxqvRvVTiS9lirUtcjqCq958+/8X+D3ic+FgDPt1r81k+cAPCj/6SUr/uLv/RlfvLzXwTg6brku/7k5wH45X/3d3NvnhAFB7DnEIc4xCEOcYhDfHhR1468slxuWsrNkoyI1BWcmRVpV9MSEVPiV9C6gpnLaPKCOg9IqRi5MbU7Jhh3mGLJcl0yP9Evzt6eUevmbWGg2Fp8Rm5+XZLFIJJEM4oHk9d2qwnqDtDKKumRykL2niT3Zp19ed2mlC/WJ69+dCDPfvt6b5xK2QPGl8TFLAaAoq8W1gM4s3ua9MItouV5UDvpX59grZ8IcOY6ARga9RmJtDxwV4m3SrUVsATEswYjINFWDWydU5NbrZDV1MP7yVwS1zCVMtnxy5I0h+ngBWOsPH1PVE5SbSRhS481UWoluUymwpyosqF6UZQKmNJV6tfysiSFo2N9Yt8M87i7HJ7gT+4KQFIs1btHGQvJTMagU6lJekdBJQURqrXK21Qysr2Sak/pkfq16Pj25aNnD4bELT2TpL9NJemPj+XpvLWa+KkMp9ZqO20pxxqthNRsJdEzaFU5lW7Fcz1mz6enazWRNALIrJ5oSe0bkeKgoNn6yeDd4scCNERjaV8v4/IC6WsQq1TsWBgYyQRWy8HLJ1cg6cFvGkC2XgqXzGWdLd6Uz4GsgUDBBIDQyHo0RkC4dCoVq5KZeK60ymBqF9Kenk1S67iUWkY9nUnS2/tObXXeR6cyt5nKxZyTe6bzwa3ls6O+4pEyjJKp9l9LgjsPvDHYK53XRoCC6X3x3vGMjGt2rebfTquJKQtt82wwrraVfM54mrDfwPiujHOikq3pHVnLPajVgzt9afU6F2DKVrLuegbO+Fz6XG5kbfSeV8efFMClq9U7J5Z+jI8VpFH50OhEfs5vBBCZ3xWwJ78RRk+5gfNPga8gYLGQsUnn4kmU9+Pjyf7daNW60am2aylj0IPSwUhlUuoltLuScSiWYssVJ1CtBCSzurZNIH0IesmuAoYY2SN6f6o249bkuanBqaTUqHF46QSg8TzZ68an3BogZ1fCyDn6hLQ30M9EUxln28g6CWL5L88FeGkruX/iEeQWrr8ibemr5zWZ+IUVN7K2io3sU8lYACfXqUn4V2Q/T+dyzSqTfWF3KccYlW01pYBaffWyDzEOAM83IH78c6/x4597jdZ2/NG/9qv8/BdER/g7/7P/4x3H/t3/4Ie4M/twJ/kQhzjEIQ5xiEN8Z0VWN1xnFa3xmLGmLRscJTvfcBJmwI6AjpGr8amogYQbxpTUHJFtLWHTErY17XjOdlFz4wrBN6yHb66ZBRFheiwsDj+Rp8s4kZ14sSQAyYkkjcl4MHZNjgGjYI9KD/KFfNFOJvJUuVhKQuRryeqmgNUjeeK/X2Ya751SqPeTSe3Hex334ut++DwzZ3cpbRkpGNB1ApBUW/nXhNCV4u3RV+Up1zIOTaYMBr2+bdTs1sL1l+Hyi3LNeKKJlfo/1IWcv62GJKpvXw8odepJUqzUUwVJkHaXWsZ+JCBZk0kS0tSDjKhYwPizknhZX9qSTOXzvRmuc7C+FMBkfl/kXb1XTFNJ0hWm+uQ+gbH6YNhWWREKmnSdVua6EbbF6GSQQnjhUB0pSCAKlEVSyHjP7sk82EbaSgejO3LNciGfDxSoqju5djpSUEtZANunwsRJJlqdyCmTRNkGvS+IH0mS11n5XF0Iw8rz5L0uV+aWgg++lgBvGxjpnPbsp92VjLMXCcDRLFTK1HsvOSnd7Zwk1tO78nO51DGr1PvmSEC223W6G0y5q62M4/yhHFtsZW2NlGESJMpKUXmO8aVNyVzYCkbNpMutSlc8WTPTu1Ilyw8kqY5SNSyOZG6CVF7b7uT884e6tuvhnvEiYd90jYDC0RjaUCVBrQAB2TVEjaytVgHSs0/IvdDsIEf6OlKT3manHkgKpEZjWY9tJev7/DNybJ0DVvocaElsX0FBZ4dqXdFI2Bi5AlpjT5g26Wzw2rmtUjeT6zU63/1+tHkGi68M4EJd6vnnKnPT+6iXSO2u5Z4ZHalpsjKXlm8IeLZbyO9GTZqzdtiTTCAgW7EUkKNn6FWZrMWeCRhFcq0OlRMeiyl2vhCT5aZUBp5KtvrqdG0LoYWTBwrGqBl4UwpjboeCmh2EoYCiHtDNZd9L5wryaTU2Oq2Wlg0MOIOsDaseYPOXdNyUpZXfKOPuWK7TFDIHIPdGtRHmjofcQ6ZnAem5qx3YTD6bRPLAoVxLf7Nr2ZdOv0uZPsoo9HwFsSvIdhC/pn9Ub+RzDpnT1Vb3qysBwjxfQflMwSYr68v3P/QHEweA5xsYge/xl37s+6lay5//xdf5L3/x9Xcc8wP/yS/wiz/xOf7vL98A8K//wCt4h1LshzjEIQ5xiEMc4hsYm6IlCSx+tSK0OSdccJdLWuthTEvqKhJbsonHHJmCKRkOR209ar/E7zKqvMYvG/ysIOp2vNG8zNEoYewsprhmEyXM1m8SRlNlGOyXb84kuQqewOSBVIpJZvLENz6SZGFbSpLfAxmeJ1/oF2+Bpwn19EwrDoWweaqSnWeweSwJz8mn5Olu2QxePuVagYVawYsbqQb1biV5XzwuPZUv8W0tzJD+CfrsFfnSX2YibbG1JJLRSBOfWhM0Tb7oILCSNPReD14gwELzlrIxYkhOBeRYPZIEPVJAqC8TbmtJrpJjSdCrjfQ/HisLQZkXt+WOZ5JgmhCSkfhd9KbOPciwfFuOnT9QttSNXCO7lqSoWArYkJ6Br6yZcCyJ1SyVRKpPtNpS5tq1AgKcfEKTNk+SnWLBbRWctbKLwp4BZAALq7eEKRQp4yMaDSa29VbmvNxq1aSx+qcUCgpo4uh7cPwpBX8K8VOpM0ngum4AXfKlzG9fFnl0LGNWqw8LDNKr1ZuS8MWzwZNm+ab8PDuS5JutAFStAjzAbclsp5W4jAM8ASzzG5G55YsBgItmMpf5RhLCB6+oyXYuCbqfqFeQJ/3tJY31dgCM+kpnffluDMzuy3nCsVxv/lDWtR9pm6wwGyZnsv56r5h6C7GyNvoKTHUmkr3NE60iVgnY5Hki12kKWW9horIh5NqJglHlVsf7RCU5mz3G11gYPb3P0OyB9KHeavtH8rk0l/HfXspYBhEkCmx0IxjpXBuE4eLHch4/lDV9K3NyknTHs6HMeZ3L9epKXjdqun3+GV0PVtaxCVSCqsBoX/GqB4BLZdJ0tTJQFIxcvSkg2PhM/ad2wnAst9KG6T1uARbjCyBUaqWxdC7/9l4us4cyxrsrWafHn4D1U92LnIxhb6YdjGT+K/Wx6tmGtpTjtleyf7aFyqIy+QwocJsPAKND9jOjUqarfyz31dlrck/XuTLHjOzX03s6vyM5f6nSqt78GWWCjsbg6/5iG25Bey8U2Vdg1cS5kXuhUSljvlDmoAJ9fiTVutocxtNBMtmbjMdT3Q+U0XjvM8LYcVark63kM+lMxjoaq0RSGaed7mNtKfems/L3rN4q6Kr+Z20ExU6MwCMFgD/EEulwAHi+KREHPj/x+z7LT/y+z+Kc7MJfvNjyn//8l/jfvvCM3/Nnf+n22D/9P/5DAH7hJz7Ha+eTj6S9hzjEIQ5xiEMc4tsrPM8xrjck3SWOJafccMySe1xTtSkVKR0dJ82KsCupqEkBj4q02dFGAWMvJ+9qdnnOiIB4dUmeT/GTI2bFitjrqE1BNJoqG6ABVzCbnhISyJdpjCRkizmcvyYJ9epCkrIokYRleyVMiVif9q4fS9IaGEl8m0qSh2oj7JR8Kb4/zsnP558ReU9dyJfuppQk36i3hOcJKHL00vBFu5dq7HvVtLWUfA7iQX7iG5E/3LwpCXI6k6Sj94HQ4ipiPusNCbJzYp4ap9L+Utk9jYJC4zP5XO9RUS7Vt0dLNtsKyg4SZejkN+JfEs8g1iSteiaJmh+rObHKQ8bn6lFRcWsEu1Gj5lCfltf54F9iaxm/3TNlVVUQzNTfYqweMBPpaKyJVLkVhkidDxI864YEsHOSFI7OZM46hoppTSbnuvX+UOPovuR7D6b0ZY+DAMJWxtJpWe9yJywChyRdnXpzOGR807k+va+VnRPIZ4qlJFybp9A9lvfiqVbb0rLZ9U7Wy9Ubcs2uVYaLJ2BHtQXuSel31EjaU5kODJLDcj1U+WoqWH5V1pZtxXA6VGDCWmU8abUozxPApFxJAu0ru6Sp4ObLeq9M5B7yEACka2QdZytJgP1Exq1TBlUylXkoNzLvYSz96SsV9TKSvtJTuZL5qDZyXJVJO7OFrCmjrLYwhZPXdD1mMr7bC6001QMF+r/8RhlOhVZ6W8h6LHciH0qO5L/sWmQ0OAFsQlU+dI2wkbpajvdDkTd5viTwyQxQU/BO2TJBLPfF8pEAUdsFjHQNF0tYvqU+Rr6yvDrZt8Kx9DHvTZMZPFyqtYCfo1P1ZtKy9059nnrWWr6V8zWtrJlO77NqpVI7lVVmVzJeQTKwBZMpuFLmdHetQFcsQHlVACp3o5M5jkayJoql3DNNKaDn9K7uqwoe93tLEEPnyV6bX+u9GMrro1PZj4q1zPl0ISCQ3yhDqpAxjo+F4dPWEDqRjIUTBfbVt8pPlF01UiajgpjJiayvWKsuNjsBrnqTeRML2Fau1PuJYT9YPpIHAGM1iMcbfKRmd2WdhWO5dzGQqkSvXOs+amU/8hMBlnrfqKaSdefHMk5dq38fVM7a+6iFCur7IbAQ/6h8LSxVY8CbyGfGJzoWH3617QPA800OYwTG/577M37mx76fv/p33uBP/0//iH/+Nz3Ado7/+R88BeCHFPT52T/0A/zOz3y4RkyHOMQhDnGIQxzi2yvGccS8fkZUX9O5Hfe44VO8yZiKDROu8UgpSLuCMSU5Ixp8xjTM2FI2MWWYgldzwo4Q8LIV62xOYJ5hQzFwLtwGe+MReC34EV08ZkPELE0Jl28IkGF8sAt4tBIKvm0kqQ5CrTCkZX1vvqKVVHawziCcQncuCWCnsp92pYmilooOIvkivnlGE00o6oq23BAkU9KjB4Rt74viA04SSM+XRLNrB+kFyJfzYiHATLWQBMq1khzk13r8p0QalK8kQdtcSsLgqT9LlCizRctUdyFc/7ok0uNjAZ6yTFkxatwJmqxHkkD23g2NVsMZncH0VL1GFDzp/UpMqOasauTcy8SaAvry4m0NeNKX5bVcMxwNUjBmyjQ6liTUOSln3Rj1FnIqxYmE7eGpF1D2TCtOKXNofCrzZ7vB8DV0YnrqBxCOaModhTeh3TwliEJSOkKrgE/vk9OW0r5iI1K3TirVNNZSlBvapiKoVqSeIYwj9RXp5Gl8nXNrgBpPpA/5WtZA2hsUB3ItV8P1G9Kf0UxeN+oVYmsZ4x5YybTC0PSeJubH0vdyLYnw0csCoBhvkMqg89SpnMyEwlLpTXejkbTN28ochyNZ40Gia6+v0LOBjadzdCZJcF+GPD1SZkMwAFGdA9/JGk2PZf6K5SC9iSdasl4rIcEANPhqnFys1ZtnJol2EAurp67UhyuA0mjlN61iZUv5d3pX/YaM3DdBbxjcKiCqUjDXDd5GkzuyXj1Pxnr//gxi6V+rgGU0EdCy66Rf8UTu67YGp6bgwG2p63Suc6brcPW2gCSdsmUmJwoilwL0dK18djYVcLeXlk7vyf07Oh1Apz7amttKTNVWwFir8i8MHN2H6EjWRRBDvdI1oMBO20i70yMxM29yWTs3X2UwUZ9xazbtT4BGgEg6uS/r7QCUj46kjemxyqJybitbBSNZ++vLPQDssQBP558RwMqPVV6KsLtcp2C0k7U61/2tLnSuPVmzVSbzPr0P2yd7Fe8SmL8q+8v6sRg23/m09LfeylpMj5XZeSH36eaJsokUvN08UVBN/aCqtTIbj2WO44ky83TdGaOsNCsG47WVsYomwiZaPRYwPLtR9k4Dq7UAar1kFwPzk+FvVFWLHM1ZAZD7dnuBGk7X0sdbQ/nxwOz7EOMA8HzI8Qd+8FX+wA++evv7n3eOn/r8F/mLvyxGTz/2V/4uAEejkH/602f8kc+9xj/x8NuofOghDnGIQxziEIf4pscrpymP7YqYBffcI2bcMKbAw3KPC2asAUNHR0xLTElARwuElCTsqOuUHS3WM/iRJWLDlC2x86EuiVlhCajx6TqL10HXjKjzAs7uczqbakncGXSZJHblRlgHfio/h/rUuq/WEyr7Ip6B20iSmc7E08ethFHTtjTVhqIztFVOUJUEyQXl8adxXoTdrjYOzdwAACAASURBVFgtbrCLNcdn95m7HWF2CeGbNPOXKQhoq4LA1aSzM8JIpSW9Ie/VF9R89UZlMJ68v3kiyYoz4i/kR5JQF2oCOr0jTBLbV7NJhDnjBfL0fXsDqN9I2wiIU++05LFKMAz6dL3V857AeA54knxa9YBIZhAbaVeYDony7plcr68c1SirAoQVUO0EYIpiAbOikbR7dynJlO8rS2ADfkyzfEJRbmg6Q3X8GtXTS0x+SRCPSdOYmQkJ6+0A2iVzqLY0taNwPnXuaENHEEUYZyjWOVs8mk1BYRr8uuRoFDJNQqZeSxjPKdqOcnONq0sCPyD0LUFbU5YNfjwhanbYtmEbpkw7A65m0wTUuxWmaQgDmMUBYaSeOE69cOpKJCFdp3OtkkKQcW8rYSgs31I/KGVu+IHMw/pC5jtKhKlhDI3tKKqSNqoJSEmTKSHdnpxMqyZ5ysDI+8R+rGyuVIGxPfPgvmxzkw/Sr81TSSbjVH6fnKvHhxsYCcmx9jEfmGJ9dS9rhe1GK59pEllTrhOpz+ye+tooSHP0EK6+JGvfIGu5zoWlUO0EAK0zqM8FDAhHAvqFU+l3roa9tpZ74OihjGVVa0UrBSrqQu71UM+fr+S9cif3vbUCyJhO+jw6V7aSMtuaamDQbZ7IPeV5AhJYZVlki4E15oci3+oW4jW1eQbhmRoia/Wtaq3Vp7QiXV9mvlWgZx/c6Q19a/V96f2wehPsrpU1F0y0ctxC3isW0h6nrCRn5N4rN7pW1EzboCCesoCSiYxD1wpjrtoxlLHvBlCi2upnXpfzze4O/lfGCIjtqUzNOTh+CM25rPHJCbeV4qKRAHPLx7rnJQJcjKZQzgXU6eWnbaWsR3/Yc3aX0s7AV/ZaNZSCzxYqHVPD73KrAHUpkjNbyJ6CJ+u6Zz3GE5Hurp4K2HhyNLShN0Y/elnWRLkWE2g/Vk+3SKS4SSL7XZAKe6eXxHYFtJ30pVjK8Q9/s5aGfwRXvzrI8lyzB8zXKkFeyz2VqE9Up9W0PuQ4ADwfcRhj+Pf/ue/h3/lnP8t/+vkv8pf/r68CsMob/ubff8rf/PtPb4/9H/7Yb+e3vHL8UTX1EIc4xCEOcYhDfIvEPI14OPGZbV4ntDnnrEnYEdEQAD4VDTExFZaQioSQHVOgRRjwhoaAgqjrGHUFRR2TUhCGLZ7fEtBhqNEC2aI4IqfpVuwur+AyYDY7Ihzf0UQphM4j9yOKdiXJVeAT+AFm95S2KAmSCWkkoMUmmGDx2SVn1G1NePUVwKP1Y0oTU/rH+F7LjBVM7hOsS7LkjLbYCnBiH7NZLrgTFpyOQ0IvYH3xOtaLcbal6Rrq1jI6ukex3VDdvI3bXhLeXOIHPmGbkRqgzSjSIxoX4bobTBQT3v0sKZbQ88TrxLZi9lk8g3xLYwxFltPunhBM75MmlhAH6QlNuaZYPqa1PoEfkvqRgEzbx2LM3BQymkcPYHqXJluxWb9F3kKFR+w6RtM5s/kZYTIGnLBb6oa2jQnqNc41lEVBcfM2plyRpjP8qsJlS9rNmsaE+MmMuHsGdYchwXUemBjTNLguol0t2JY+1tylbCvMxRM61zILapq2xLQpREfMxkeE2Y0kMyefpAnHbFsfN5qyyzK2ecV6lbHOK3ZZyUlaMKVg2/oku2uiyic6ucu63kAyx0/n2EJKbbeLC4yBJky5E1gm9RKCEX4ygaZgebNgu12w8Y7x5/eZjSNa49PVhnFZ07bQOo/AeaTOgWcotktaGxJ4kEaxAFR1RhOOKYqStmwIvJY0TQlbZYS4jqauKLYr2uSIwCwIJidkeUFjUqxLMX5AgcfJOCYME5kTGqrNm3RNRWBaQluRhh3h5Ey9PDJJJj2j4IRRNocFfGitsHWoaTyfYnVJO3lA0AakriFs1Hi7XKqEbAzhHfU4UvCmVHlQWwnDoVH2gh/B/J4k1MWNJPtBMAA2R6+oP1Ur7Yyn8nN2peXnZ9yCRNsnamSr3jyjU2EcuU7YIraVNR1PVabVCvDQXMLNQhL80bFIr6IJUIN3ol4/xwIaBFqW2qFyOKNMLPXDwQlTqlXfqihSo+DoeaaLMQo4TCC4UrPqEtxa2uScGqJX0qfRmfzegy/GGwCpzRMBEapcPcSW4kW0U68nPxb/L9OpxKsRH6Fqq0Ce+g91Vj1iPAGSbCksFxMLYNdZmYvRsYCLkfqZjc+1stZGwJ50JuvH+NLfthbg7fgTMD2S9vbV2KafkD7YSittpcLKS9SDxnSwulaTZ0+kRztleQVjqajWlmpcnajMLRTgo7MyV5srNTU/UQZUKV5dUaKG++qxVmdaMt2TNVAu5I/K7lrnphbQxloB27KVepSVAsTsrmW/DLXyVjxRtpR6OJULYW2dvQq7Gbcl0HvT+skplIVUTKt3akQfyu/VTubfdCqDzYQp5SP+ckEM8ZkAk8YXgDMIpN3eh8/egQPA87GJ0Pf4U7//e/lTv/97KRvLT//Cr/Pf/K0vP3fMv/hf/20A5mnIv/17v4s/+NtfvZWAHeIQhzjEIQ5xiEP0YdqcxGZMgGmUMak3eLToc3sioKQiBioaDA0hiBQLtSjAMmWLRycKFxwelqQROwYPsUaYoB/UB84+LbChBq43Gd5mheclGD+g8SKaqiJgh4+hJcFREdPiYcmbmh2+nCyd0HgJRX2Ba2ogx8PHUWGJiEgwXkLd1ey2lvTJr9EmZ+AsoemwdJTrJ1z5HsX8hHCyBVvTRRMcAZ2taJc3FMHbMDphvHsdz0HrjUlXj6GtaU2I17VQ5+ThhC67osXDrVviyTHHR6ecHI0IfcNmu6QqOlzV4aqMdJTiBWPKyy9zfXNBnE4Jjn2yssHaFtMticbHlKMZx5NTaCs22zVbJ4BWXO5IFl8kI6DsIrrdFXG9YjO5T+a3tLsvkRyds7RjLvOWcXVFlIypmobNasHMbUmpYXzOqmmJN2/SOvD8KaHNqKstWW2J3Zj46JxVM6IuO+KmptpeclUGeE3CyhqivGAW1sxNwcbE4DeUW0O0/iLh3de4OxmTlBXB9Rusxp+iDk7JltcsNyuKzQYLPFvXOOOTVGtcPCGgIkg8sgYmxYamKun8K8YnD+ialqsSXHCXaPUWze4xBTV3z4+ZHxnC+pJ29ZSnzQQbjvE9R7a+5vXtQ8ajkJndctbmzMYJTdPR5ls6JBH3whFdl9OGY7Ahp40l9VrKFnzTEY1m2HzJtnUkyTntbkGzeUod3yOanBL7YKs1z+oAFyWk4xMiKqwXUdSWjVczixIWyydUeUmxK/HLNVRbCgIa25FO5xyPR/iTT2KLLUEQEVlD6hyhrWiCMQURdRvQrDZUdU3TGSZ+QOKHOD9kW+RMyyVEY4rKUhcbuvptTBAQH71E6rWE5Y6m3lE0jrbOCew1abUmbDYCnNTqERRP9yRo/lBZyQTKlnhLfW8ikbcEqSTX+bUAPXUl4EqUCuut2iiDQf1WPJXF5SutmJSpsfYU7FJAKF/LaTukQpvTylH5jQAVo74in5Z378tq764ExJieS7t2F8L484Qx2JSOokWkm/EZaSil0YsO2sYR2A1pOAJGbDZXdHWNm93Ht4bUGNrLr9B2Hi4ew5GHcY5gdERaXRP25sqxVuAqlpLgHz9Uc2/1hTLq/ZUvBTAYadnvroX1EwFq+ups+bWAEdVGJawq+WsbuHldwJ2mVABNwEcm58rKU0bMWD2o+mprO5Vm+pFs7iZS8M0q2whpz/xVGcPt1eAzU2ZaRl4ZSau3xKB9/vLAokpmagKfCYBTLISF01cp2z4RUGtyH6gEdDMKJjZqbm5bWUcYZYypz1YyF3lqpv5G8UiluU7GybYKQvnymcm5yMqya5Vdavn2zglb0tZy3SCV9eT5at5/McgnMdIuo2bW+WIALBP1JbMtZJdSWe7kUzK33m4o6d6DcsV6MHX/kOIA8HwMIwl9/sQPfzd/4oe/+/a1z/+Dp/zRv/arAKyLhj/zN77An/kbX3juc7/4E5/jUwej5kMc4hCHOMQhvuPDzy4Jkyk1EX69JaJkon4vnh4zpWfdcFv4RwAayQECHA2OUI9psPTPIz397/aLZKP/QV+QGCJovQpLRdNB2EFe+fiRFVYGAQELIqCiB5Z2eESiUCkuKZkQYPFwNIRYHB4lx1gaxmTdOZaGUXVNhyGoFwQ05Ezw8BhxhY8lz+/hhxFhJIwXbzKjbgMuCodpv8To9GV2TUuDx6y1bMsEypK4vcD6CV5laKNrgmRMW3V0qwvW41d4uqoYxc9II4MfpUzGMzoDlW3YPXmLsLoG1+EmMdssY3f99yiYE528gm8sXpsx6QKct8L4p6wdbMwI7A2rq2d022uIUgI/wbmAJjxhjKUrttwEKdWzBV35mGB0RpFveHbxBBekmCCiaELm3YZj+5gqPGabOwJX0hlIo5Q6OiKIppjkhPViQ5WEbBtDsymwu5JdLRIbN32Ai2quyozWWCovAFvi+x1+5fDcM7rUMhvFuHAKTcwouOD68SPKwtIlx3QY/GpHlKasvXNy5/FSsIGiJS0f0XbHFNEZZbbCFhu23py2Koiqa1y5wHgJu7YjefsrGGeYdUs2VY7XdgSmo3EJT90JNqjxW7jpYi42E16hJcou6YKUrAqY2ILIZjTOJ2oafOOxbAzbNmbadfi+g8k5vnM0dc3bq4px3dCExzB/lcZZXasNyxrS0ZxJnIKt8T1DFPhklchnqsZSWUeQTKjzFW9tApI45Kh9m83yCeuT15g3MX7gY23HqMvIXItvS/KuIswyauvTdIbWi4kiwy4eU9Qe3npNma956mJGVcuouCarWrpwjC1KzPofY0enRL6PtWP8tsCzEaOL12l8w2wmSXOxu6aN7xIUNYHJacNTWtMRlFvScAoGirqjbQxBWZMGrUjfRueSuBdLSZSTqZQ972rxPXKor00Gkzs0zlFYnzbbEpRrUr8j9H2Vv51CsaHJVxTWyPVtSGp3hK6RBDlIaYKUYn1Du10TzO6SGmEoFdGc1oUEdY6zN5RZTtNZIgOxqbEBOOdom4rlzTWdg7A1TN0OnEddd5T5At/3aaqGJprgGkt9c01WLRhPZ3hhTB7MMKsrRpHBbR+zLVYkgU9rHW08JQhTAn9Mu9vSupTAMwThiLaztHVL++wR7fqGIryDWe2YNCt8T0zDi+IJxc4RJVMm4xGz4oIwTARY2VwIyFCsZHwf/lat2lcJmNSXtq8zAYdG52oGnUFX0FhHUbe0nUcApHFIGMXCxGq1vPyugDgXKdfuUphKtlI5nzJ+6kKAt2g2GAeP7wkI1JYC/Gwv1TdqJ6DU7lJ9l9QQv9wK+6c3LW/m8teiN9gvVlrhbCSASq1G3gQCsszuCzgVhQJ2TR+IaXY8F2kZWg1w90yrV0XCbsvVXL1Yqm+YSuNGx2oqroBjsxPWHJ76TGVSEctZYTlFqfqMtfLZtuK2fHx2KQyjMB2kx/RVuA4AzyHeJX7k++7zxk/9KACLrObH/+rf41feWD53zH51rj/+ez7NH/vdn2ZdNNydvWAEdohDHOIQhzjEIb6tI7Y7tq2PhyUwknA1wAgBUnoQpq+4vP+FUO2IpUCRvtbp6x5fO/z+h1qYQh1C8AGYYzGVXL+mJdi/TiSNslaSshjoWODwMTgixC/F3V7HI+YplpYpuQJACQ7HEc/oCLGklJzQbG8wlNQERLS0JqVNj0maFtu0ZNmaXZeytXBht8zJOaYmoqbBYouGJNyS18fUwYiVmxDtNrSbFZfjBwRYXp44KltT5zumfk1RijmqDUa4qwVF3bBrQ1ZJglctOE6XlPNXOXUduzYjpeZmWxE1F5hqRbndcV2PiK1H2lwxSXwW4SmLvCSOPVqb4RcLwvEJoa2xmwui3ZYr/5z5OKZpW7K8ZIFHNO+obERqG1oX8tScsNlZIrckXkNtfLoog/EpmyamqsbMmmu8KMW3BW3TYrMFb7UQBhVxPCKqK0y9Iy3X1GcPuPamxLYmvPrbbKZ32XJEUW+Z27do/DEzz9JtL4lGp3RVSDc22HpLk95hna2o12ti49GNUlaLxxgTkNmO48ASmRrb1jxxY6qnb1KZjLV/gk1n2MZwmY/wZx5JEnJdBwSuJQrHPL58g8BL2LkEU5d4NuVoFDDGZ0JNu9ti8zXZxRXe/D7J2SvMRz5zEjZVQ9fsyFzLY3dCc1MysVuO5xPO7ryMv8rY1IZZ0xAEwx3kMOTZhjCeUJkOv91xxSlBeIlzlmb0AExGm695s0t46WxCZwIWeQZdS+eFzP2SKs9pi4zo7qvk4T3ypiSol2zKBtPkzEOfIt/QdSUrFzKNE7xizW67wrclsTFccIKrMyZ+jWdrtoVjbLeSvCY+7fg+dePItls2XcyoWXMc1CTthsoLqVpL4RtcHVKXMXXrCK1HePVVfNNRmzHtZks6GnE8ThlPz2izJU3tUxdrbL7BW2+oJy8xTWUzWOQVrYkZuY5xYDF+ROPNqXDElHhtzfrqbZ5sL/GqHcQzvOkIF3RMrYfJ1txUATUhkRdw5FmcP+Iqq3i0KDlpt0zcDbk34to7Jg49vLYhKj1GJsOGxyzbmGr7lCRw+FFKHswoN8v/n703DdYtO+v7fmvc0zud6d7b93ZL3UISAiQIIGMSnIpTsbGTgO0UjmNDinJih6Jsf3CVccpDAsT2B2eqsh2HSgHlD7GgPFQlwS5mx3HFTizZgMEgECAk9XTnc8477XFN+bDf0/d20wJBuu+VxP6dOvW+79p7r/Xsea//fp5noYQkjx6ZEjTnDGEgaxr63DKIPU4X7Hc9NnWIds0rsqRMAS1rTKhxCearFZmS9MPAK32ORCP2ay6yOXlYgB8YYsltJyh3n6J2iYFE0BfkZs3s6JQbqeXsyML2Pu3dX8IXJ2hhKUSCOz/HFs0wfydiEJjYslgcYxI4FO1+i28atM3RTtLt7pNCT70+x8dEUobVjXdijl/A1xfoixcpsgwzvz6KFbEfxZcYDiOwHY0hR344hEgdwtVsMeaxOYRTovJRyNnfHz2JXA3NfZy0bLNjIhK5vQvVCQspIb5Euz3HH70L7RLF5aeg2dD2DT5GtGtHMepK5FkdRtlqz6E9eDvls0cJ6bs9uA7nAy3V6J3lB3QQeHOMFwrtagodMVejrGVzQODaHa2a4fdbdN9TSIXJlo+EsqE9JLYPhxC1Q/6jq+TiD37ptbxltOfQpNHzyJSP3p48QSaB53OQ48ry97/138KHSN0HFoXmJ1+85A/+L//8tXn+xj/+OH/jH3/8dct9x9d/MX90CuuamJiYmJj4LYFuL6hoULbH9PEwDPojL53DIOavCSaPczXtis9E2Hkj8g2fj6PgNW+gcFU4PJom/Pi9ZPQcuhKXIoccQQC0ZFmLPvRDMuvw0sFhoJMeR58GMt+jBUSTYemQSEg5snmFCkdLzrq7JDLjiMAirPEBkhW41CGEQiNp3Iw7rqLDsKWmZI2hxq3X3A8WXwSMnZF197kdDUeqGTunRUaoN+yc5pNpSeo7THtJOj4iiC2v1opSOt6RdWyiZXv+gHUfqfZ7pBJYLei7QBE3mGJgIWp2q/ex2e05SxtORCL6hma/wbc1fddQbyKdmnEpcwYs8t4Fbd9R0CEQdLOSJhpSUNROcVRZZLcn+IKw39PtW7qYMBFCkMyaGrbnnKtriFQyS5JV8zJnckfyht12hqprVkVHrefE3RYhJJddonUNp9ymzFZs6xZci8yWNAGyYYOUR6SoSCkyxAF35z5Z52jzY1SoaYzFxwIZezo0l4PgvI9sjKXSFXmec7fWZPfvEMpTgsqocsulWHDerHhG7xn6Sy4biTcVN7VlJQX3m4hKA6XMqJHo1pMu7tHvDHdMhdXXWQvP+vw+0W+xsSEpj+r3ZMWcQE7d9jwQjtPT68iYaJoWk1rqy3uorCSqnGEYeFh3WLMgCzW1nmGLjPr8LuuLT3EUj1CLE+rW4ZKE9hxxckLPEu9rijufYL9UpCiwvuXVOiP1jqB3xPo+/bCn1wtipRHNmhATu5CTv/ILNOKYND8j+ppTfx8fE+ep4vaFIJtrRIzE+h77PrAVFu323Ndw3D9AuD11D/m1FxhC4vaDHhEHjJZkuy395iHFrKKaz4npFl1UFKFmZQW9DwzdQNIlst0Q+k9wtx+4HU8JnSVKSbndkOvA2XJOKo8ZpKV1e+LFPWokRT+GhjI4XGjI05bz3QNkViDtjGYYYHPOpR6Tnr+0ARciu6AonGIXBSldYpQks4rcnrBQcyI5e9/jKdipGULOcf2erg9UqWMYLEoJCArtAg9ijzAKjyXUe7YDnIg1bT0guwdIE5BSMCRNiadTCrnMeVh7HvYta3tKVydC4ciHjmVaUxYF5+drPnbRUWQFheqQ1Yyth7q/Sx033AuWRVNj0wzfdLC7w5ByQvDo9pJQXeKrGyiTcdFJFqFmiAEZtgyqwFtNevBLZM05a7kkykRPJDU7PnZ7w41be05soNCCi7bB7T5G0iUVPbO0Ryxv4bsdaejHUdmFQQ89RQoY39OExK65oN2eE7KKuUyoqEltwF3ew+0eEm0F/Q6Rg02eEAXDtuOu7/EPWlqRIV+8Q1bNWWpPVS2xwwW2vk0fPM5dg9mMKDPErsXHgDMLVByIQ4f61C8SZxeIfEY2P4X6IbVPyPKELLYknfGwjVilUFIw2Gu0KkebSNo8JNQfg+KYPj+mLJbkzQPCvVfYScl8dgxC0vqAt0ekYRwdUfSX6OYBOsvwi+fxzSVaSwoJ7F9i62Ewc7Bz7OyIxY13v/aC40khUnqz2/pnNx/84AfTT/zETzxtMz4rSSmx6z3f9vd+hh/7+XtvOs+yMPy33/ABfu/7n3nC1k1MTExMTDwdhBA/mVL64NO24814O55rfuFf/d98/Ee+lxv9T7PiRRbdI1Hnc40rb6I3CkVXwtBrHkNyHADl8BXJKAYdBgcmMnoKXZUFxjedB12JnhyPwtKhgIGCjpyEJBJpqNgwo2IgIegxKCJreUSQEq0lDTNW7LmSohwCccgctGZBQ0mkwBXXkVJzVnjO4xwN7IKg2dWouCUhmLFjwY7AgkBA0jCnpwCiKRDe05sZVVWihaZvN7h+ICrFZVqxiHukjOz0kksWaAn7xlGxRqAxRUWTnXGeSkTfkeUVcnaCTB7ZXZINa87yRC9LNl2P3dzDip6YPIFEwcC7ecDMJuryjJhf44Ze02fXcM5zXx6xbyPGbzga7vBQP0ew+ehdIxVZbii6S+ooaVXJc3JDkBod9uy6yIUzJO+YlRlBFaihobHLMURGWrxZsB8E0WicB+oH/Ir9EmZVxaltuXe5Yeh7FjbStjXnYcHCSo5KxU19SSYVSWlsMSf5nkImTsQeWR3zUF3n3nrLTpScmIGz4VUe9gaP4lrhqYqM/MZ7UeUpThVkmcW7gc36gpAEvtmSiMxzjUzwyu37dEIyDxuGAMrv6C7vYkLL6uQGW3HEbhjI8jnt0HGtkgQ9J7gGNreZVSUuCu6FBdHOWJpA1dwh6oIybdiGDFFf0A0eJR3BDWS+o9Nzcito7BkvZGuE76mbhjpKTo6vEfMl+z6yMbcIKbB1mjKtmcUG4R35fE5uLa/uBHN/jyhz2mZNFbcY3xIiaGVx5SkqX1HOC45MIjcKqhNi/ZD6/A5ellyst7S6AJmh2nNUc58iN6RsAdV1muImZaxh9yq9LLDNfXTyrOZzmmjGsBw0ymYU197F5nJDvHyRIUbWccaFqDi2sIsG36xJMWFkwGjJsfLk1pDyGXeGBfP+ZUp3SenWqKygd4muvuAaG6zN6fXo2aHdhtxamtnz7OYvsEgbtMxQu9tcNHuKYYOyGbZ5wE4fE/MVxlp0VvLx4TpCRVAFg8hJriY2l1jhsFnJ+vIecfBolUgqp6hmxJCg35EtjihCwzvDpyA6lG8RJPpk8d2aRWrxy1sgNHX5Dmw5A+/Y6iX95i7V9iUaOUO39wkpMssyapExZNcQ9d0xBPb4vVwvwCVPAmb+EgHsOo8fBvL5GbqcI2IgEZC6YEiaNmnK4T47pzFSIvwWEQIuGYq0JhMJ7XcUzavsB0P0HdJ5lI4Mak4SiUt5jZgSppxTUuNVjrYzVvMZp3Yg7u/ReEg6o9MrdLkirD+J7mswOa0oaako0xqtJCxvHTwxG5riFsXRNTJjGfqWWdqRFRUmq9gnzWazJfM7ikwidcU2FbT5DdLQcLz7ebL2PkNS9KrAukt08ugw0CaJMTkzlfAyY6PmZLElk5FMZ4TQ4QdPGyNWCES+QB69k9k7PsDxzXdj1G/mNcmvzad7rpk8eD7PEEKwyA3f/c2P9vWV6POVf/nHcSGxaR3f+qGfem36j/zpf5v3XptTD555/qQ1xomJiYmJiYm3GuW2rNw5mi1F98hz53ORN3oTXaHeWBAfPdg+HnqmH/stDr8tjwSjePh3dAQgZxR/WvZYejyRnEDGQwbGfEHpICEZEru4pI8ZnbcUYxpdJIIBg8FRUxEQWCq2zFgzZ9G9SEIQMkMmZggSeee5wZoj9hgSNZYOS+QcTX9YBwFEcudJQhFTgRwcHZYHcUUKcGJqMjwex+AcybdEIj2CkgYfBBtv2LiCQQS8ain9nqx7mXwtcFiEUOwwPGwMQXraIXAztbQyokIgp8OolvtEmiEyDOf0ODYM5GKNyS1JPsR5C6Hjvu/x8j5icYwoF7ihobtsqK1Eux2hecCnUiAJSS49HkOIAzY07FtJY5dURYFoLtk3gUHOQTv8sMehCUJyqZ8lqzIGJD99r0GsL9Aqsdc5+z6n0jU6tMS6ps0ivbYMZoHZ7ZHB8Yo9YhMb4lZyrmHXeqRqyPVAGDp2CHpX83BvWM0Mz/pPoIoLtJbsilM2dYsaduA6uqEleMFdcrLSUIU1Ybumjy27fYMbWnqvqTJF83BN4pILp6jiJwhmxmYv2ZAhfBR9JQAAIABJREFUuj2tyFlFwdD3bP1tyuoIWVTsOolKLXdRZGFH0e/Zto7QbcnouKBgIXb0KdDoPfeLgPB7XmqXdNKw2F9yql/lFfMsn1ADC+GYqwYTNnyiTzQ+sdxHtAi0fWJebGiiRfo9m6AhaZzIyZJgt+7Q4gFFO+eu0hgpsEWPkpqNu0ndNbQXLTI1rIpEEy3bYUW13VHxKmpRszMtXmlsNBgbkOuaioa1l5jkyHxDVi653wvcwy17J9FhTy4Vu74l+lfYdVtclAgtsfNrbFVF3u7I00PwNavKcqyvcdFBokZEz7A5R7f3yfB0KjCogdjfJhyuEGq1IKRX8G3PeYL5ouLyomHo9gjfU6qOmAyojqHfM9glyj8g5AO9XrALjjm3UcOOi73DMHBqA7prCEHQOgflHNGeU/gtMkWIDXVe0duC4eKSKvUQA77dgnM0BmK4S5IZbRNxOBCGRs1IznOvjxSmQW0eUKOoRYbJNWlfI12D0JJ17Yj1htDsKOqXSTQ4u6AjR+CpW0ea36RQDikiQ4poq5DNOZ8axn1Mt2bhHxJkQaYStn8AItDZI1yYo7t7aF8TcbQhRzHQo/F4tCowcY+3lkFndN0anyL2aA4UdK5hX3v08MuIOKD8htYeEYuc2N5H6ciGGVoE9u1DAobgB8T6o3R3fpGympFiZG8s5eoGspK8sgnE9UvY0HC6rIj+Du3QohfPYrpzfqk16GbNPGwQIVKlHbloCfmKpHJ2Q2Ld72nyU1zZcy1eELuHXJCTUsSRk2eSIAW2GujtKeLhbYqjW5hZ9Zu+B/5GmTx4fovxLz55wavrhj//v/0snYtvOs9/+tXv4C///vdPoVwTExMTE583/Fbz4Pnk//k93P2nf5c5P8dJ1/J0Bmv93OfK8yfxKLQNHnkPXQlnidETSDw2b/PY/ApoAU9BjyJjf0gubQhoEopERCEZDgFpiYhAHNpS1OTkhxS/+UFmask55wSPoKbA4Gio6MjZk1PiSGP2CyDRYKmxnHGBIeDIadB4JKeskUgGMhwaR8GGCoVnyTkOy21uUFFjiDzLHUpqFAlDYkCxR3FCw4YFG45xKObUrFmBUggjSWgqtgwYakoiUA01edwxY4/C0aMJlGgZ0SLxMK1Y6xOETJyyY0iwFyU6JRBQ0LJnwY4ld7lBJCJIqNjSB4uOA6XpkTIyx1PQUsYtRvZkKO5xAkgkiYA5CH4JS+AWW/ryjG3QBB9pZcELVUsVW17lGoXsqQhs+4Ft9gwzGzFuoKClEQWVaMh0Rtbdhc1LaOrD/rrGHkuGZJCWbczJuccJNYGMmowOjaIk2AzvJFsxQ+YVCwtD8Fxzd1k7w0bOuele5YxPMnhJlBonDLbfUjIgc0VBoCXio6WRGRKLI2PNgld4hgqHYuCYSzo0MQkWoiZnQBAwKFqgpDtsI4UgsKBG4uhY4MWSZHMMDp8kUefM2geU6TYB6MhpmVGzoCehfc9WlpQyUeIBj089CwEtkojA4ihp0LjDsXlEqG7QJEHf1FzjHh2JSMYDVggSjjGssqLmlOEwUl/LkgYQeCTduGWAnrY3lKLmmj4nk6Mvn8fSHsYddFQMHDPMrtOrGWJzB82Wy8OIf56cmZJs9SkuPyX2O0QcuO9mzI0gN5F9m9DxIde4QBGReMb0wXsesmLFDsMeTcRTksjYmxss3V2OuHewWmBIeCwaDXginoacc24gSWRKjdeQsOOM2/gYyGJgp09xSAKgSLzEC5RsWPGQa5wfMiBlRAwDgoY54SBOC5FDXnJsPSoOPKglWdyx4j4Sh0AiySiIdMCegktOeIaXWHJOh8ChqeiIJBQKR0WgJKoCg4fQ4OSCdXYNO+w4CedoHOKQrU0yAJGeBQmFRLBhRo051O45Zk2Jo8Ww4ZgBjSOjMxUnlWbtMyQJ4XqOVItNHQUtIQiQgstUYvsLIGFpKeiBkj5bkIlA6Boknj47olUnqOY+x2JPpiJtMHTCkJcFSSqSmSEXN+D6B3jnV/5ujs/e+siZyYNnAoCveuEYOOY/+vJnCTHxb/ylH2PX+dfN86EPv8SHPvwS/+N//GV8w1c++3QMnZiYmJiY+BxFCPF7gb/O2K//3pTSX33SNhjXkrGnoP1N5c+ZGHlc1HmcN5YJxqTQj/NGUa0ERpnncR4bfuwNvDE07Uo4ejw0LbElcp/2UMtVriINdI/ZZR5b9ur13Zjo+pGHVOCRp1NiFKiu6hJAdxA+LA7JGO521d7VaGxXNkauvKAeiWA6gAxj+dX/4zZebQXJo6TcIo7lLYo0ZIcOn7vKx/1aEu8WQcPssC7hkEjc4NBENJYeNYwtCBSShvyQ5Nsf2hbAcPDKikiGg7iV00AHAUmHHUd12zlyHoX6mYPdAzkPOaFn7EjOqMkYUHgCCotH0SEJo5fSYe8KerLH9q0/jCQ3dv9ntF2GIKEB2XjkYQtbPBFBT05LdpDrEiV7LBFPZCDHdj0WR0AiiNjDOnssPfoQcCdReBQJgccyIIg4FBmSDklBYDhYFlAY9hgUPQKFoEdDOyZFF3hAk48phIlkhzLDloqaEoPjmEsCPRnxcMyPYY0JwYDF4MdOOuVB7kzETlPR4lFIInKUi3AYzlnRUHLE+iA+eRQBiwMiEciINCgCGTkdCkGbMhiujndPwjNHEg5HwcCLiE6QHQSvjoJ3klAHEbWnICK52KzYUdJhqDAs20tWNBgi+hD+WYzpkAmHvfQeBsThzyFJ5EgGUieJo68fOQ5FeO04HcVge5BKNEe8TDzsw0QkZwzrkiQGxhC78dxODJSc8jI9GRV7FuxJBBKWjgyPoWdMZN1jWdARe8VGzejQ3HJrHIacMa8XeDz5oQaFJWPGGsGagY6GGSV7Ip6MBstAQ4mmgNyhUKi+QchA0eRkeUT6DhEExgSiS5AkgkCFOizrUWRklHSUFPTMxBojB2LIOOMOiYAgkAZFu6vIMUgdcVEglUKoRCQyZ0cg4Vlg/OjRqPFAwksLXUlDhVE9VjfY/mUWPiC8wuWG2kPEsEgt7CU7VuxYIc8v8YPk1ru+CN4GgefT8VQ9eIQQ/z3w9YzXx18B/rOU0vrXW27y4HnrSSkhhGDfe97/HT/6q6b/k2/7nTx/+uRcyyYmJiYmJt5KnpQHjxBCAb8E/G7gFeBfAn8kpfTzn26Zt+O55hM//NfoPvLdHPEqtntLq56YmJiYmJj4DLiNpPnAn+Yr/vB//Zbn4fl0zzVP+6XOjwPvTyl9KePD0J9/yvb8luUqHGuWaT71V/9D/rtv+NLXTf+d/8M/4fk/94M8/+d+kH3v36yKiYmJiYmJCfgq4OMppU+klAbg7wC//4lbMdQYesSbO4dMTExMTExMvM3cJDL72e/iY7/w5JxTnmqIVkrpxx77+WHgDz4tWyZezx/6bc/xh37bcwD8w5+5zZ/5ez/DEMacPe//jh/luLJc1ANSwP/0R76C916f8Z7r86dp8sTExMTExGcDt4CXH/v9CvDbn7gVQz06p0sw4deffWJiYmJiYuKt5wYdP/NTPwTv/6on0t5nUw6e/xz4u59uohDiW4BvAXjHO97xpGyaAL7+y27y9V92k5QS3/y3/gX/9JcfclGPg4rGBH/y+x+NyHVcWf7mN345/+a7TqYkzRMTExMTE5+Gt/u5JniHID1KqjIxMTExMTHxVBCb20+srbdd4BFC/CPgxptM+osppR84zPMXGXOcfd+nqyel9N3Ad8MYq/42mDrx6yCE4G//sd+OCxEXIt/yv/4k/+zjD183z0U98I3f85HXfv/Ef/W7OJ29Me3gxMTExMTE5y2vAs899vvZQ9nreLufa3o9RxNJU1T1xMTExMTE0yV7cpEub7vAk1L6Xb/WdCHEHwW+Dvj30ufimO2/BTFKYpTkQ3/8V3uc/7NffsiHPvwiP/LRuwB88K/8I24scv7Ev/sF/IEvv8UiN79qmYmJiYmJic8j/iXwHiHEC4zCzh8GvvFJG9HpUyx6cuCZmJiYmJh4itw1Oav3fs0Ta++phmgdhhH9L4F/J6XUPE1bJt4afsd7Tvkd7zklpcQ3fe9H+H9/5Zy7245v/4GP8u0/8NHXzfvV7zrm+//4VyPlFMo1MTExMfH5QUrJCyH+FPCjjKNI/62U0kd/ncXecnYip6CgYhyC+s2G+p6YmJiYmJh4+3hVGeL7/hhf+MFf0+flLeVp5+D5m4zPHT9+yNfy4ZTStz5dkybeCoQQfP9/8dWklPhv/uHP830feREXXv8e8cOfuOBdf+GH+K5v+gr+gw8885QsnZiYmJiYeGtJKf0Q8ENP0wYXPCUCx5SG5/OZdPh/47C4CRiAHhCH3xGwh+8WCIfl1OHfH5bpGB/Or+qRjy0XDvNZwDxWL49N80BxWK4/TJePzacP30f7BAKNxCNJ6IO98fDfHdri0J4HejISCUPCYYhYDAOKgMLTIYEMQ0cko0dhGBAkBgSaREQhiSgGIFI9ZuMeTUSTSIf1VyQ8HMolDktEMODJSEgSieywtR0GR0IdzjzLQEeFYkDjEEDPDIclkRB4EoaMBkHAktgxw6OoqElEBB59sDiicGgECUsHSCSRhGDAHNoIBPQ4kh6SQCQDBiSKeFjXjBpJwYAjAwSGHonHPrb/PAoJ+MNaRxQ1GXtmaAKaiCKQDvuuoEPjcFgEEUFC44hAICMgKdkhcHgqEvKwr8a92FOwZcaCBsNAOrRpqclosUQGFBAoHjvm3cFmffh0B3vCwfaAQCEO21sfjveSLeXh+Oqp6NF4BAFDZMAyYDB0KAYUkatYhIA4nDkJAfhD/Z5EzhgbO6AZyLA4cgbyx84VxZufuxFoDtu+AqSEwULAIJBEerLDSRUdxAARiUNjhWRQHVobZIxIAv1Q0R4sT0KRmx5EGI/rEDBpwJuMgEYi0DgSjooO40BLiIc3BA0Sj0LhgQxHTiSn4ALJgGO0U5OQBBwFEDF0GAw9GQJNg8DQMRyuIhEFGGpmBAQFOywNc1oEEYOiRyORNJjDudSjSPRkKBwKRUeFR+ApD/uswdKiD8fDeDaqw9XGHM6x8SqlSARKao4QWAQtkLD0KDosnoJAINHRUh2OLwc4JP3hGmXQeAoGcRNOX2B2633c+PKvp5wteFI87VG03v002594+xFC8J2/70v4zt/3Ja+V1b3n//rF+/zZv/+vaV3gT3zfT/2q5X7+L/0eSvu09ceJiYmJiYnPTYr+gh0lFRbJ8LTN+azmqmP6mcwXH5v3Sji5Kt/BQQbg0P18JKpIRrFirGfsLXXM0PQkFAIQBDwSiUYzIIkEIhGJITGQ0ZLRUODJcSQKBjI6Cnoy3eODpUk5PSUXLNEMzKgPnaNERf+asCGBRi4QVmAISDQJwV1OiAhKNswZ0LTkh462PogZY2fI01Jh8Wh6LJJ4kCDuY4hoWhZYwNJhaKgp6ciwtHRYAhZPhkOjCcxpEAw0ZNzur7HNltzkkpwOQ08EHCUGcDh6MnS/Z5X2dORk+djdtihK4kEoEvRkZDQoDN7k5L6lSRFPYs6WngaNZKAkHMSAPRVrFlQ0zOgOHdkeQSDSIWlJFOzEGZnRxGGPZkdkQBNICBIFPTlel/Q+oqkBRRIZ1mhmwwUezW71Ap2eU+5fxHVbLAGKG2gcjSywDCQiGki+xfYtPYZIJBIOopdDIbDs8WgGKtCazChQBur7ZEKh4x6LY8fRuD1wcOhiWzwST8LjCSgyCjyCASUqBj2jwyDyI5YyEeKYtsHEBj+0xCFhUktSBdZmZDYjSsWuZxQFdEEhJXlYk5xHBIdVAYEgmZygcihPuVkcU8oOv74DzSUxRrw7wTuHFgFlcvJMI7VBDzti1xNSwMVRpAJDhj8IeYlRLhmlxZ6MTq3IMwX5nFNTUOzv4oVAiYjWFvxAcg1CGKIU4NM4vd8hkqOTFSl25ITX5C+IeLUgCYEJA2m+QkgLzQaG7eHsHwUNcTgPBRmCnlHSufKzzLHVGSlb4fsBGRpKZaBcQQyk+hLhBxARtzhGhIDwLZmMLLMZGIuLjq0XBGXIU2ImCvpshZaaRZZYGAUpst2eEyKkCEpERDFnETaYi9sgBUgDfX9YvwTz62Az6BuoTmB5DUKE/QNcfU6bzXH9AM0lmBKTWQqTYYLD5TNameOl5tQ1FP0OI+1YR4xgC4gB117QJvA+otuHFG2L8XvIKtzyFm0K+PVdtO/Q0tAiYOgheRblEcXpO+nsDOVbYrMl7h5CdEQzQ8oA0VMoRXn8HJSn48qHAfwAJodsjrv4FO3Q402JdjXFsMG0NSg7rr9QMLQ4qWkjOKUheMhyDFDkK8zxs3D8AixvwTPv+4zuRW8VUw964olTZZqv+9KbfN2X3uSVy4Y/9f3/ip9+ef26eb7423+Uf//9N/gzX/te3n1tGn59YmJiYmLiN8KKhlcocFgaBgo+i8O0rpSSN5ZduZVw+G4YVZOr348RwvjM/bj48jjxsc8aGMgO3gryUK4O1QcSkXBobvQ0qeiYYQhAyyiHWAyegEWg2DKnp2TIT1FCQd8ik6NNkFGjD54jIPGAoCeRDp4Io19EQlDgMWRE7OGtdM9WnrKINQGHQKFEThAWHSGJyLo4ARuRokOYBXm3oSSxsiX7pif6AVROEWp6DwvRIpKjEI5ZeUyhE15IpDC4+S0W2RzRr6Hv6KVFNBfQ7SnDjhghjy3SKEQ+Z6VLqO+jtUVbDRJ8kKghIKVBVEcMPsD+ITqtKPKSwc7pdmu0U4gYDiJEREVArhAISjtnmV/Hu57kVmgpyGVASYOdz9l2Cd9sQUAuZrDfEl1LEAad52ALrIQgNVnqyTXI/CbBlLjBo5sHZMPAupP0+oRAovT3sMqQTM5AxapaMLfXEO2anoyVTWQqIN0OGUYpiPkZz2gDQ0u3s+RDhNZDdkTMZ3RBspdLhM5R/Q7FAiUVSRfY2YyynROF5fjm+6jlArM7QqWG1O1Ji2dI7ZpZgkolepeI0SHdgOk3DDpjOyRchBQMJjl8CLi0JCSJVhE/e4ZFETFdD5nFe4h+j7QWIzPoapSUqKzAErHCw/YeCE2SOV4akgApLElARsBESaV7REpkqieYOa64gYodpj0HvQCdQ/IgCzAFKyVgcQuQdNs7JDdHux3KN8h2h0sRI3qQlq5aEa1BhwZZ5JiY4UOHznMKXWLKIy6yFVZI6C6hVqBqCIFBeI57D0ZALMZPu8ANPe3Q4KVBZwWVEOAiyA6ZAnKxRAWgfYBOEmUUIWqC0qysxZgMpzLaOsO7hmVxhE6ertmiokcdPGCEssz9DmNOccWc1gd8sUQPe3S/wdsSLw3FsKOIA8Y7KK7jlGLnA2roUNYSZtcJ5QknxRKaB7Qh4O0c3W8p5kvodrTSIPIl2lgK32GkOIgUJQbNCWG0WeX4k3ezEorC7cZ9BDA0nMwDyARCQ1dDMQd9Og6TXJ5AaMc67QLSAIODo2dg8HB0a9zPvoH5c5j1JzHRQT5ANRuvwovrYOcQwezvYGY3YHE2Xsc3L40C0tkXjPUED7sHGBTGZNBejNf5PELoIDpMVmCay1GUyeegM0oBLDSYAoKDco5B09olSReYYkbhW4zSo7tTAoYOls/C8fPQ76C+gH4PyUF1iqkvMWoHdgZiAVvJ4UQY14cE8xOMnWH6HegC4gD5EqQFbWF+A65/MZRLsOVnejd8S5gEnomnyrNHJf/Hn/wafBgfvaQQfPs/+Dk+9OGX+OGfu8sP/9xdpIDv+qav4Gu/+MaUr2diYmJiYuIzIBlzeHutX9NEnhgKXou1STwSaQB+o2MtvPFJVb3e42asPqNRMyIDgfzgmt8jDy79AI4lkY6YXafLr4HvSH0NRUUWalR5yi4ISIk2ZcQUEM0Gr0qskSxXS1SKtBGSyjFKUAwbos5REpScU+fXcLObaLcnb14h6hKnFigFM9Fj23s4NNEuGIY9/cVDLpwhqozFYs4ynNPIipCtsL5GdZeIBO/IJCIO0KxpzZJCVfSqYC72pLbGljN0cUIvJMHMWA3naBUw1TGua9g5gWwuUWGNs2fo4R7GO7TJkFISBZAUspwTTUWMmra4CatbHDf3kfEZ6GuG/TnDEAiZIXZ7RHCYokKJgAgJrEQqg5USkqIVFWrxDPPtJ0lmhRQWWczoug5Wt2jcQDZssVmOICCHHrNYkktFm63wdsHQ1wyuorCapDKYXWeuHFW7wejrxBgZujWxsITg2fWRpXLELMfNnmeXZszsJXFoEFmFN8ek/R1CcGRpTaUtQRkMkoRASkO0c4osoy9vYmRBLBecSk9ImiEJlJbkYQNagxyPlRQvyFcG7TOUO8aZHJoOpTN0doTNKgY3x9fneDsjO34Oe3QT1byC7HsypYm2oI0nODcnmiM6uQJjWfhLggR1fIOeArF7mS4yKppljtUat72kaxVlbHDZikzsiczIbU6aLyjslm3xbsrNbWKY0xU3iENNoR9QlkvICvAdQmmSr4GE0HPk0EAIqKIgSIOTFtmuxxCk5RknMoHvIF6CklBUMDsC7w8ddA1ZCbrAVUe0rgObE6VDhg3kFViLCQmvCvANwu0prUZGg8rmLLSCdg35CoSAYo4unyUIgdIlCAtZTdg/RCMBCTKAMGDKscNfJcz+chQylIZshuvWtN7jxSjMLPwWhKIlMSSBlop5GjBBgxYY32OyfPSGwkOxwkhJ27cM2RJdzJg3awwGFicYqTGyh+Uz4DrYqFFgCB7yxSgCNJdgcszxc8wjtH3NIATazJmvbmKkgmyGyavRy6WvYfsKCIkx5UHU6EdPlOhAtGPdvoXiFFNew8QAfjfanRWgbsDFL4MbRqGkbaA6HT1N7HwUW4QCk4Guxu1FhG47ijnHXwhuD/kR+H4UPXQO+r2jcDJsxmMiOSjPIKtGj5/lLbj+JTA7gfpyFHrschSV6gfQbmB2NgoiQzMKJSs7Ci/7B6MdKY7bMKvGdpU+7I80bp9rXwjFMcZUGLeHUEJ7DupsFKpcD1KB2Y1iUPBjGQIWz4zbZHN3FGvMHGw1evfkJUQPQzvefIQebz6mGsUvcRDEbHEQeQzMTmFxA7InF5p1xSTwTHxWoNWjCNS/8gc+wJ/9Pe/jL/zvP8sP/us7xATf+qExjOtr3n1CiInv+eYPMp9G5JqYmJiYmHhT7qQzTuhotWX2/3eo9DE9x0jPGG/0md6CxW9gXh6JN4/nqLhq2nEVZJEjWBycfiRxeQtZXSc6j5Ca7vIOaElhNDIFkjI0+hhCT3F8RmVnCJ2R+Q3BRTIJRV5QiYwuRMryOs4eEZXBhAGlDYsMtDYUUkLytPsNXmRoLSiUZNvV6JAjjUXbMwJfwKAtKyKlchht8M2WJMcsIc4NhPcseEeqWViJuf5FIBTN9h67/RhSZbRl2byE390n6ZzoBsqhRYcazIqYz2j0CuP3qOApccjZEXILQkmKcgXinMXREr3XFGnsIO+2e5SQqGxBcB1d+Ry5tRi3Ht9qHz1PMbQMMcLsCBsaaC+QxZzYepJUDOqShQgIa+myI3R/Ab4lzs5AWLS2lEKjZjfA16AFGMOJspxv72NFxpJInU4JXYPqdmRzi109C/mCIgZ2KScXgpNrJ+h8TphdZ56XmM3LbDNLml1DuQbd32DIjmh9x6xt6WROayrC7CbzrCS4OdXmlxHSMAQ3ZtuQJagtmcpwOifvHiB1hqmW5OUpvjgjyoKVaxAn78Ht1/j9XWy/Zq5LRJbhF8+jdU5Wv0qRG8iW7IYOosfU9+mzljRA7hsIAnHyAlk55pxx5RFSwnx5k3ZoCcqisyUky+AvcLNnkbZAujnt1qLKHK01ObBdvZvG3GDV32GWFWxkgRYKLfd4sUDlFiHPEBF8HHCdQx69B1OcEE/fS9FdUHRbpD0jS8+PeXY2d9G5RdgZLn9A6ltUcYqP50ThUGaBMhnC5lhtQYPJF2MH33ejd4ccw4PoayCOwos8ZMSRClPfxagCFsdj+UUEEXBuYBslKimEMVgrkNmcEFrmZgbRjp3kfAn9GpodRXiRnSwhDqjZGaH8YsIr/5x58mOnW+rR60NbiGIUF6ot1OeHcCCLYYYJh0DKbjN25KXBaEYPFaVGMaA6hmIJ5y9BCrC6OQoNQ4PxAXN8C1bPjZ1/KUEcj94e+QJm2SjCZEejl4fvRsEhPxrnzeejKJIkJl9grr9/tMXVUB2NIlUYxvCsoYFhB6fvGsOmQg/1/VHgkGoUs6QebU2r8bvfjVdNW472DfXBg2UAbUYBI6tGYSdbjhfb1TNj2f7+2IbJR8HCBLj+AVjeANfC5cvjtvEDXHzqIPqsYHENdufjtlcWiqNxe5x9Kah8FGiKxSgidRvQ10BlUJyM9g1+bLM6HoU9U47eX/LqbpBGsaU+Hz2NEKMoJPS4n10LNh/bT2Jcb/whvGo21ueHcVuub49CrdKjSLW8Bc3F4aYjRtHSD+P2sTPot2O5HMP4iHE85hc3xmHQUxjX0Waj+6c6THvCTALPxGcly8LwP3/jV/DX/pPId/yDj/L9H3kJgP/n46Nb4Qe+88e4Ns/4tq/9Qt51VvHB54+fprkTExMTExOfVWzkghkFpeoQ/vWRTm8kMj7zv27aVUjUG8nepOwtwCOIlEgCHMKXBCUCi8cfEt4uCARUsUAsboJUDDpHnX0RSeZkOsOFgFi9Su8Vm3yBSQ6rEnkYqJbXkMsbuN5jhQNhiLuHDEog8xkyOEoJ+vh5VHlCCI5QnjE/eWYMz3Lt2OERBrO4MXasgoN2w2J7D//wHpsh0ZenyPIIRSArCxazAhMHWL84xpJli7EDJSQM+/Fzdg2koixXlMNu7KTqHNRXcnHxENveQ4UBhh53eReGDa68xdkz76ALCbW/g+q3BKEJy3eSp56dsKizE2yMhG7PLnrmmWUePa1zDCpD2wU2r5DFHJYfgLP3wv/H3rtHW3LV9b6fWVWzHuucEsC+AAAgAElEQVS9X/3uTucJCQmPJAICyRFBPRAB5ao58XjUofdyB8cBKFe9vkVBT1TQoR65HlCPoHh8HBmiRFRekYdECUoADZBEmqSTTqd7P9deq9aq17x//Gbttfbuvbv37t7duzup7xg9eu9aVbPmnDWr9vp96/v7/lyfvD+Pl8YwWCSPZ3EHi+hwgpqzTJJ7FEWOqkWQDilIcT0D3n6KoGMDqQjX1QS1FoQaCiOuP+1J1OwxvDyhSBNaXg1VxDhJH0NCs9YmxiVzmjRxwGmhdA1V69Cc2IPWIdRaRIM+3bgHfpPcS1C1Xfj9LhQDctXENYaG51ELPOIFl6S+h5p2afQW6NY6mLBBsTykphRuYxrcPSivjpfHRErR9TxaWQ+nNQFRCzMc4kxcjkl7mGKZUHt4FKhskZYDuEJuND1N3J0nMUrIjIk2LC+B62ImdmP2XYdZPo5vXMJAoacOQZbT7c7jah/faJJoCu341NUQt72PucZu+o5Hy02Jl5dxtaHtKkxeI2w0SRceJ4tapE6d3KlTCwwm6KAcj9ABkyzit6bQYY3W9CF0HpMuHidWIUmWUCwcxWt0CKIJusuL9BqXo1oKV2tqfo1uoSiUJtSKmjEQNlCeQ1RaausAjA+1SQnUF49KsN2akNQXckDJvVKfsUF8DKqAvECrnClfkzousTdBZgpU2KBZ9NBFJoSAX4fecSE+HI32QpomJQ47JMkAL+vT9FtoZUQV5ASSvuX59uEmShi8mjzxdA0WH5WHj+dD9wQMUyEWADrTQpDoSDxmGlOiHooXJaWnsUvIDD0ryo3aJGSPWyLAEjmtfaJiGi5A6zIhc+J5aOwVQszYp3JtApoHoblLCILpK8AL5D5Ku7D0BHRPyrPC9eUcbk0ImKAtfaxNjgiteEFIFVXIQzyetyTJblEMnfwShCG4kYw3C4QI6T4GrQMyd2FTxrtwFPqzsOsqmLrcKmymZO5mrrKqnkzOEbZEVaMCmeMiF3LX9WW+ojZkqfQlqENvQc6hA+m3SgAf0r6QT662KVIIwbT8uLQVz9u5CMEXLyFQ9hnqCSk27FkVTgRRB/onpT+OEHO09wJ7rDqnaT14LGnm+jBxEBaPyXVsyrOZ7hMwfa3MOwVMXSnXafm43AdFLvPZ3C3X0YusKurCpmdBRfBUuMihXYdf/NYb+MVvvYEvPLrII3N9fuy9n2cxTnmiO+RH//xzK/v+xQ+8kGcf7OxgbytUqFChQoWLAz4FQxx81WDoDfAzMdVdayicwYorcK5GWVVriaCyEtLWUafAwSElQ6GIxVDVWg0PaeHgM1CT9H0x7HXzIaF2MDokq08wNL58YUbRdDKczh6oTZJHu8mShFD7NDEUtRn82jRL+24k7M2T6AilGzjaox64RM0p0kEXNYhJigwvi6lNH8LxAtRgkZZXkLYPEzs1knSIVyQ0OzNo16Z9uJbxytLRz65I8XVjmsnd1+LFCcvDHIWh7hlaXoY2uQQNu66zAZE1vS4KCRLDlgS/WSr7tQ+O2ge89h7yxjRuHqOLHL3nOvJhnxBDLfTQaULsHiRxIzyT0kwXiHNw8wTXcSBPcT0fFh4hVh6tWiHKhTyGiX2k00+n689AfQK31iEvDLlbo5kvQa1Od1GD0rgKHNdD9bt4cZckL/DdPrWJiDx3yZv78BiS+ROY5ceJGEow3NxPXmR4jgdOjlefwHSPQ9SRek69LkU2AFdb/41Q1BpGyZv4qCUBftKTFJH2AfT01TRPPki8dJIkXiLwNJoe2vdxlcF16+QGvFqbtnbJlj2yoiCKmnRUIb4ZnevBc8GpyVv4IoN4CUjxdJNi0KMY9HH6/0paPwThFAaDs/wImD6u9kgaB2F4QgLKcBKtPXQaQ+0wpH3SaIrFxgEGjcvwGx2K2jRZMEXg+0R1H8IOWima7SXiYZ9hv6CpPXzPQcuEk/YG9JeXSJ2EotUkcBS92aMUxRAV7CKbnoBoF7XFowx7i7gqwyuGwJD6xGHc9vVMNzsSbNemIE/QXh2d9aE/x1x7D75/BelgmYUeeJOy1lI8+s2DNBzITUqjPU16/EswXMK4PrGRNauDjqS5uL4NcmsS6OMKoRNNwXBRiMyoI0TL/MNyfV0FqgZugM4zdHsGjJG0HcdIwL30BAxm5dp4gZAajof2InTUgciIsiKsiY+MV7NmuQ3oHhcCpXMAlo5BviRpR0FdyIo8gf4JWWOuJwRsWIPJqyTgD2wqVT60qTiO9XmZkqDf2Hs4aIN5AoJQSAZ/Wto2RvoTteW+D1tCWuQDSdsKJ+SJ25oWUmHhMSGFOofkXF4oSh4cOVe6LARO0BZiIqjLnDd3SUrU/HGZo7AFg6482+vTQjrlqZBfQUeOLXJLYGWiJkqH8nl8UgiVsAV7r5d0qtpuISrSWAifZFmObe+HqA/Lj0r7hRFFzMTl0k/HhaghiqO5h4X8KFOW/AjCQ7b0WgcWH5M1EXVEATOwHjhhA4ax3J/pQNK+EKKRQU/SqnRN2s1EhUXSk7lL+jY1rSZ9cxxo7Lbr0xESrDYNzRlYfESuf7wofyUnDsHsV4Rk89uypvxIFE7d40JOZX1R7mBTxcKWrDe/Bo0Lr9wpURE8FS4ZXL+/zfX727zshr0YY/jw/U/wf777XnY1A57oDvmW3/okAPs7Eb/6Hc/ieVdM7XCPK1SoUKFChZ3BtFqijybEoDwHjDUixv4L5Pupx6jaE4iSJqVDjflVhM5G5E7pjTwijYSYkELMofjg6BqZq0mLCN8skTgRqfFQysH4mmziMozfwZ+4nMA1UOQ46QAzPInvQlifJs8UxeAkwb4bYPoqwMHpz+LrGq3Ily/9YRs8n8kCuonBzZZxi5Tc0eTBBFGrTdaLaZqBNdu0b36VEiPgAPHZwEBz2g58DdVV5KduK0fuOkw1QqYap7kwrpago2zHr60ic9ZD5Ht0Bwb8Fq6jhIDxGjTdVIL1okBPdCQAKXKINd0sxA9tEek8hcWjuPVpkrwA3wjRVJ8Bv47WNZrJgNjxSLICz4FmvYYmgKRO028Q16aE9ArqTMzk0DtBdzDAjTq4rmbYnSWLe6jGDH7YoKh3cEihSERVlMQ0Gy1QOVE7Y9GpkS4v4JsB1CZJ/QbadUm1Rrd3rSiaJJjuCMGXF6TZkHiQkqkUr36IyPUgjTFpH9efEaImUTSUpHFEpg/1FsH0lSRPfImWY1UFuiZBrutBmkpAmQ+tssQl0oo0TimSRFQj/oA0dAmVwfFcaFxB7jh4rf0QO+DMQa0lyoDhQFQb0X705GW0gw5qMBDvodAQTeylpQt02JAg1K9Jek6eQK+HMTmuK/4+pF3CTod80EdlffJkyNwwJky6OK19ZMYlGcY4zhJe1KDhFhSmoEgGKN/HbU6SFZq57gJefZJIuejapL1haxB18HKP3BiSE/+OqxdRjkPud0A3KToH6MVz1IYniRxF5kW4g3lcx5D7k3RxaaoMHU3Z3MoEQiXqlNoUhJPi+9Kry/VUSgLtxqQQmScfEr8cXAnmg4Z4n9RaMHWFEB6FgaIN3hKQS7teCCqXB5PJhQSpdURlgZLz+pEE9s29ss0NIbISROOKR0peCMGhkDVR5HLvR01YToU0aeyXfvo+hHtAN+TecTzwjgpJmMZyrnhW2PH6lCht8lTIpanLhADrz0qqVz4UUqlMX8oGMHdUSCW/Yc2NM2kvaAtp4kVCrCR9ITLq09K+yoQA0b4QPkFD5insCJGRDKSKV2u/7NfcLe27lszx66LmaStLqjasN00sz9TGlJAuIP8vH7emzMtCXFEI0bP0uDyHlZJ1ULfktduAZssSSE0YLAgpEnVsHy1R1l+U8aLEd8cqASVNbkau9cJjVokVCnlsFDQb8gdt/iswcQB0S4hhHUEwLSlXfkPIoeaMfcvhCemo61AMZVuOJYiUzDVKns+OFpLSbwtxhBJizogKlLBp91NyzZaOwvQ18pzJh5t6xm83KoKnwiUJpRQvvW43R+68DYB/fnieV7/9HwB4dCHm9nfcA8AtV09z+9cc5OXX760MmitUqFChwlMGDS+lo5fx0hQPB0+L6t0mS6wiZhwULpCgKQjw8IAIiO1eAZCMHTWC/GWNkCLgGlQH/BAHa+jp18gc8UPwspShtx8vmiTwNInyqe26HNM+jFubwHcVUb4MyqXrdaSK1NxXyPOUzK1B7YXkYYQb1sm9GvnMM2i22kC+ijTRUY1m3SVOOiQFQlj4Htp18LRUwHLHvhPkhZEKV5G/enB5Kh4RIEFGISV2Cdtnf2FcLUFRnkqfB90zEj3adWiGmjjJSDIzImBcR94262BEOjku+E28wTx5pnE9T5QAQZNcN/C8QIxYs0SMWIscXA/dmBTFyKo5cCBqo6M2ujkNyycl1WF5FsI2zWiCWEUkykW7Ia36PHr6CtAh6aBP3FsgcWt4fkQzDCXNbfkJNH2U50u6nHLxhksEpDiN3cSNafRlz5K5mDsiCoj+HBSG1NV0Cx/XZPhakw+W6NYOER7oMOgtAga39wTkKalxibQlFOp7ycM23q6ngxpIEJYNREXheOAX4hniKAnIgiY6H9DqzLAU98iXC6LFI9A8SK0eoZ0J8qIgdzyaHlYVMCUMqjHWVLctwXt9Cp0NmApc8SZpTq2QOquut1+DQUpUb9FNDRgpN5/rJnkO3vRlFAsP4y08iJMr8vYBmr4moSBt7SVcfoxO5JC09+EmfRx3Hsf16C8cpx4F+BOHyBt76GYpzSRGe4FNxWkQJUO6jz9A5gS4E4cY9hbFoypqo7IhsdumvX8/8eIR3JmrcacOQbyIm/YAh7gYSEno5h4x0x0sinqjudsSbsuirtDaqkUKIRd0A6YOSFqQySSdywuEYCmMXDs/lEpHQU0IkGIgxAbYe76waY91IQvqM/Z67AEyyI20YYz45ICs39JLZbggRJIpbApmLtfCKFFioIQY2HU19E7K2IKakEmuJ6Rqe5/4uTz+RSEOPE8UXaUnzN5nyjpLe6I4qU+IWi+L5V/rgKQlFQiZ0D8hpr1RB4wjyiPlSLvNPUJMDHvWAyaBiStkLXdPCgkyeYWMoTcLD98DGCGbYnm20twtXmph25IxQ7k29cuEIBv2RImUZ5agOihtGCN/RJwAohAWHhWSJR3KPeV4kio2WBAixW9YbxxX5qL003EyIXgau+SZMuzK/C09Js9XXRPyBGSMXk1IPZNAI5F9nASak+A2xVzasWvF0aKACtryLLTG7LgunPyKrBnlQmgVQoWR9WQymTtHQeewjHXxqKiEwo6MxdNSYS6Lpf9LR+VZ6tqKArUpIZiKXM6bxDKWwaLM9QUkeSqCp8KTAjcemuDInbcxSHNe9Esf4eSyyJ8//sBJPv7ASeBfALj1mhkCz+GD/3Yc7Sru/pEXs78T7WDPK1SoUKFChe2HJiPwE3TqEmBW7HRK7cnqVx7iS6EIcPHwyK0XjgeESCLXqeSOoA74GH8XGR5Oa4pGEBA7DuQOBC1yN0LXGqBbqNZl1NsT5F6NenM3rc60fLlXjgQIQVPIA1whNHY9Ey+P6XiA4xIbn0TpVaRNSUSsHj/otYQNpRomBZyRGqYo1i/c4Gr5Yp70JSBz3DN/US+Jm9MpdEriyPEkaCjyMwYB2nXWHQ9FLm2s2jkkqjXpFkCW4LoeeW0XedITQiLNrDGrksB7PPVsvTG4WvqXxUJaOC5kQ7Sj0FpJMOqH4BySt+7DPjrro+u2nHC+JOk10ZS8fXdcVH2aenxCAttWB1oHwa+RFGp07kFXAiw/AlcTDzJcL8clA8fFLVJwPbIEmq0p4oXHSZwAT8V4QQ3HDcDxyZdP2GscSSAaTVglwklYPiaBZ5leMlyW8dYn0UXBVM2qAfonSKc7xLXdJHPgDeZoNlqSflebEoJgaCv/RE0hEPpzsi51DdzCqpI2WDt2remkL94ymSJxG3gmxY0fJ3Ac3M4kxn8OIRnL/Zi5DCK3YMYZ4LYnRLGV52RRHSesURQF9bxH0NoDfgNXKfAj4sJH+zYfUzloVdCsN0ncGoo6KpzHzfuSHuZGhK29tJqGruPim1TG1pBKdG42IImXrZ9OKuRWY0Z8UopMUorcEDpTohRJh6Ie076QAPVpObYoZH1oLfNYqi1cLWtKN+ReOnlEfs9t0mjYFDNeryaqIDeQOXY9IXIi6ycTL8o6SgdCyLgHhchYcKwSJpZUJF2X+0lbw93uSUk/8utybYOOEFZFIlWX6q5Nk8rEO6fIhAhKhzB50KZDtcXfJrckiMmsWqku+84dEWLJ9WRttg9IH3pzQjQAYNOB/DZkds0VGUxfbfcdQHsGZq4TgiUfCmFSGgoXAylx3jkoaVi1CSG0lIF6Wwyx88yaBAdynHYk/SmN5Zq5WqpdZctCXgSR3Ncml5/L1CrTFBIlaIjCxVEQd2XOPEu4lIT5YEFS4IbL8tkwFcImqAkplA6hFUHeG6kOw6aoh2oTtjKWJbtq0zIeR8nfk/6czNHkIVv2vSNjzAaiMAract8OFmXua5NCWpXPvLAtc1FrWpVfKCTtoCdkWz4URY/fECLOccWfp7Xfqg9Lo25PnmnRObwY2CIqgqfCkwqhdrn3p74BYwx//OlHuOtzx6gHLn/7r8cB+NiXT6zsm+aGF975EZ57eJL/8V9uYqK+zhenChUqVKhQ4RLEtD9kUICLwlvXWnkERQi4aFKgwOAhqh1HgiXjkZuTuChwJjDGpTA9HBTGaeDUG6jGbnR9klbYAAx9t06hO6iJy1Guz6zXIay1iYKAPNDkKJqNtvUqmDmF2FghaCIfIZFG288F66phQm2JonVQKm42g80SN0lf9hlX3ZTbtxoElIHSeNpYkaODGk2/KeMsVUxRiM4HkBjrHTJG7pRtrDeG5ccl0HStUshv2HLPOQR6FOCOj9NxbMUeIwFbMhDT0skrwK/jKUMetHFDI8GgyckL8EoysZSczX/VqhdqZJmH7xhJvYjnIe3hDjVJYdCeh67VZIE026RuIGbHXohHTtNJ0MuzNrWnJ/2rT0q/u09ISpCrJXjrHRcSIexYtcUQpg6goybaMzC1D/IpCYLJJdhcekxSjjxfgsfWPlFHJDG0mkJgZInMVTqAxdmRkXZJAtq1prHrPE9hEDPnt3BVCt1FPAXL7iSxu0ziujS8hNSkFI5iMjC08GRsXshc5uF3HxbyYpACBre5m8S4Qu6ETVlzaYz2Q6bCAL9wMTWp+JYmQ3R9iqmJOjqdx2tMk/dOyHPA5LLkHQ9v93Xg2+vtaCFQzEGZt7Qn6ya1JGmtI+lK6VDIO8eH2YfkuMnLhNRwhvJMwPql5LlVTUxAU3yDSGMhmbRNSdKBkDLDZeuNkguR4VlSx7HkiWcJgVoHQmvC6/lyfO+EKF0cGx7rGugFmHmaKIJ6xy3xtNcqvyKb6mlgGIHXFz+h1m4hEo2RNKwiFf8ek65U35LJG0I0Ld4zLtA8NKrU5Hgjw2KFECQ6tCqeaVE1DS1BU5uWcZZl0JOekFuuHvlXpYlcA5OLOqkxLdegNiGE0+wjQsZFE3K/tfYhpFIilaSCuhAj/UVRq+ma/FzrSPtKSZ8HXZu2VLfG2LNyL2FG3juJrbI27Nq1b02YHccSxEvW+T+WVKh0AKpuq3w51gcps89RV0g0lqAdyb1YSOqq+OksQLHf+puF4Oaje9DzZd0pJf3WkfjuBA1LWjctQSkeZKIcmxPFlFLS1+UTQkwVmZBbWQp53/okNaQPjjsizy8QKoKnwpMSSinueO4h7njuoZVtWV7wGx9+gENTdR5biPn0kTk+/sBJ/unIHM958wcB+K7nH+KnbruOUJ/+y3CFChUqVKhwMWPSK1io1yjiAWYlCStfs5cL+OA5OH5EYdqQZ6hk2VYFCoEUHI2b7SUtFMZvQGsPrutSJH1cp0A1p/GmribSATpbZqnwUI3d5I0rYdfVOPVpgkyxnGTUmiFKOzR9+Qq6lGRkA4PnJEQripzziw3VMOeKzRI366luzjYI8GsbppGtP85gdIxyRv0pCZoNxxBD3VaDKd9uD7s28G6sJneKfGQwm9rS0YE9Z38WggbRxH66/S44Hq4y5G5EPpinOXVoRDQpVwL4PIE8xhum5NEkrrG+KfU9Uu0rWQKjYXlB5rXRQCfL6PakjLEoJIB3tZANYVOCazGNkWo4rsdKGkrWF6KhPim/hy0hb1p7R9cxXhTyqcgkkO1cJsoGZW3M61PW32cofQ2aEtznqQ1wXZnTzJa6jiY2JAI9NyfPElxP4xQ580uL4GhqHuRpytAUTEYu8WCArtUliO8+gZek5LqG6wZy7u6j5H4Tz/WFWBknL/MEnfRoOopY+agwIvIMUaeB9jV4E0TGoVtMw7CLmxbkfpNcaZr1pgT06UAIK8+XefPr4k80WIJoUgLhNAYKUec42qZvtWWNlMRe7ZAoIoytuEQMhSWuAqvkaR8YkQFBS65RlkiAP1wemRmDkC7ZQIgd5drqR9ZUe+ZqIT4cT4iSeEHOE3YskTC0xIktr12ksj6Mkeula7D0qC37beRaxkMhpnDk85L8UMhxJRFljMzJvmsl7akxBbNflWuT9uV4R4Fui8qxMSPESzK0RCtW7dKQ9ZgOZE6Chsy5pyFzZV6DQIyY4zkhbHQkfRrOw8IJ6+2zLCRFbVr27c+PVEW+VQIpR9Z30JJzKS3KneYuubZNI2sam1rpeuLNE1qiadCVz/dcb8cfyjPB1dKnpifXqjEl/Qs7ovJxtZBReQzLPVuprD9aOzqU89enpV/dE+CllsAyo34nA5lTR0u6G4WQX0FdVGB+Q1RoC49KVa/6tKzdbCD3Y1gTYrL7uCiMmnvkfhv27DPLEQ+p+qQ8z9N4dF0uICqCp8JTBp7r8MZvfNqqbceXBnzv//w09x9bAuAP73mYP7znYZqBR3co5QtnmgHaUbz7+5/HdMOnHnjkhWF5mDHdOE/1YitUqFChQoVzgDYunXqNpd6UvP3FAN3yU1ipqRWC36IwhqK9FydPyPshWdAgYCAeFkGNwCDBUX0ao2soLySqt6i5ngS/ZLast0+WewTNaZyJKxl4HVLjSonlwGNXS8oQp3lBt9fHzQf4FOQ4dNNw5C1zKWKzxM0GqpuNzJtPi7NJIzvdMeuNwQ3ALK/uo3LkDXfUPlV15LgSGBepBF+OKySLbyv+DJfR9SmajkvcWyLJCzzfoxnV0KGt9rN8XIgRvw65BNhRENPt9SBo4oYt8nRInvZokkJSgJOLAodC0kHKtBfl2qDWerE4LhBYQqBvUz1s8N85ILfF/FEJpsvUHMeRIC9mVPZ44tBoPgZLsGzVRb4lilJberlUbJQ+LHkm50r7EiB6kaQlwalEmYLI9OkWBnSTPJ6jlnUZ1PfimiGeGRKZFJUoMteRa5ckMOwR1Sbp6jYky7gmJ89y8pMP0Jw+CHkb5h+xRJetEOfX0XmCVkObSnPZyBQ8z9Fpl2ZYJ564gmT2QbwipTmxCx2WCg7XVtLKbEDrCinh10cBeDQhP5flyJVNpymrJzmuzF2eWXNhLdeSSH4OJ+X65kP5vzEj+zWs4XBuDdTLgDrpyTlqEzaFBxkvajTX5Ri9CHQiaTUga7axx5IP4SkE6sp18hu2+pqC5n4kLTGR7dNX2X4lNp2nLu0uPSb7B3UhgXpzQgbWO0II9GclLc21irnwGbK2dE2UKFkfCCHNRSXjaXBCq9AphIRI+qJYKtMws1TWsm4KOeFbTxkdiHfMsGcJLNvfoGUVWXtHHkkKab+8jlk6UqANu7KuvXBUKr4keF3HGkfnI98fzx9dqzyzalElc+b5Mj86gIGW84cdGJbVs4wQWc29Mhd9I6ofpWz1AA3RAVE0oeQZ5ddgPhVfIB1Y/6ZCfg9akv6FrbQV1G2KoG+fJaKAI7D7zn5V5sr1pe36jBBaJbmVpUL4eZbM6xzY+Hl8HlARPBWe0tjdCvnAG27BGMP//OQRfv79/wawQu4AnOgOAXjpr/79um185qdeylRF9FSoUKFChYsJtSl0bYapPQ7p7CPEPUOaG6DA8RpoXQeTMnRsgOM3RMUzyEnre3BMboOsCKe9h5wM7QS0Wrts+k4gX4R3XydfXh1fKrW4Pp7bIq/vQYf1lZSqvDCoMR+fOI5x02VbLUjjFjmky8SxQjfq6w7posdmiZvTqG7OiI08fraa2rX2mDwVFcBwCYaOBFErpeB9CVTyBJENYI1Z6yOyY+344ll5Wx7UJJAymShnssQa2g7QeYzWtsy0X4fUleA2sSRIGUBa81bd1DS9x4n9CZIsxeufoBnW0MGEEDsql6A4Hcg5e3MSBKbxKI1HebZqkJZ+BDXrDWKr6WSZqDHaN0twn9uS9mVAW6bdFfnqsetI7oc0FjKhNyuqi7At90qyLPspT+a2Nzeq5ObqERE07IpiwK/J9R0soj1N01XEaU7s1PHDnIZv8MMODMDtPs7A1GlFTQluI/FX0dqnGYbEeUKy9Dhe2KCpPbTrwdxD4uPi1+WaDLvSDy8SQqEcW5muF9TAcdBJFx3VYd/TZHyOlnvf82Usnm/L8uWjte2Fcp6y3XL+HBewBI/rWULLg+4xuX5hQ9ZezaYELR+3hr2uVUit8Y5K+qP0wSK1hr2RtFGfXv8eGb+fdGjVXenq+6tseyMC1dWSqsSkkHblvV3eQ66WFDnfPtfiWSFAGntG/Wzvg/l/l7lsTYgfDIUQHkFTjJGXj4vCyPMt8eiCsSlMJgUVQt4VE+Z6R86R1OXeM0bImZmniRJN2ypU+dCqqzwZ+7ArJEY6tMbVVh1V3kMGWQ8lGVwMxuzZLHETTaz8TWH+YSE/6tYvp/eY9Kt7XDyOeidkzCUhtvw4BDM25a4mhGijDTiytk0ufjq6Bp39ci3SWCpn9Y4LydLcNTKyH3TtGnPlvHVr+pxaYqq81qVRc9CWNk0xah/fTp8AACAASURBVLtwrLJnnxC5RS5kpGt9dkDm0/Vlmy5LVPpyPynvghosQ0XwVKgASErX973ocr7vRZfze5/4Cr/2wS/zM6+4jmce6PDhLx7nDz/1VR5bHKx77E1v+RAAb/yGa3je5ZP4nsNzDk1cyO5XqFChQoUKqzF1AOLHYTFAexF67lHS/hLd4RJF0GZYm5AvoWmPTE/hTe61gViXwjgUWU7mTNKot3DCSfLGLpqT+2DxEZHlt2dg8ioJPOrTq77ARnkhRsaF2dDIOEtifHd1KpALJEnMuOfOecFmjJDPBpslbs5GdVP2e4vmzBu2s9ZEuUxTCVsSRMbzIz8OpYTES/qWqLDpKRud19USvA6WRZlSKg+ULcE86Iq5rBdJcGmMnK+x25ZJdiU4Kt+C+3Vr6uqgdYgOHFAZBN7oTbzJwe9Iu6UXSWwDWIX47LT2QK0+IiaydFRu2cMGY74E1JOHLVEl1bnWTVnzxqqXuVqIiN5JCbjTWPo17Mr2bCCBXp7IeU0uRNJgWQLwwZIlLaxfyWBR5iwfghdJup0y0NCkncPESUbhadyaR5ImqHieaDiEIrDlp1uQZWhyMcLefXjkX5L1Zfzx4igVzvPl59ae0XWMF1en6+nQXm+riMinV6+jxh5ZR64vJF2Ry/XTazyaxte+th4sjivHDBfEzDbsWL+arpgvp7b6kbLKwzI1Szmj/hX5KD1J10b3YDpYn4hc735K++uv69MSqI7cK/GSHeeE9aUauz/LMQelh1UqihknsOMvU4asAqW1R8ZX9l/XoLlP1qZjjac9X9KXOgeFMBksik9Ry5pZxwsQdIW0HPYg2ivVwNoHZHyLR4UYzW0lKN2Q53liS3tPXckKAacjUaKk9noUOVAIEeVHo2tZZKPUz/IlQRTK9mFPxFOOI9fWZEL+DBah0LJOdl9vr4cllUuD94E1cx4sS1uNXXYurGqsFgrJNv+wzG2aSD9Nbte9NcNW7ogoChqiDgqaoooC6xs1kG3KkfuoRJHLeX0hOzn5kDwDsJ5mQd3+PZyxFdjsMWtKGlwIKGPMmfe6yHDzzTebe++9d6e7UaECv/jX9/OOj/37afd54VVT3PnqZ3Jwcp0/LhUqVKhQ4YJAKfUZY8zNO92P9XBevtc88SU49gWY/Yq81eweg6RHP4uJjSdy/qABWjPMHVI3JGsewgmatJKT4CpyfwKvtQtP+0S7r0I3LJGz9g33OkF+mhfESUZmDX7X+usszT2OcU4tV66KhNbknlPa2zaMB3UbpVyca/vngzyCU8kGGAUQZ2MEXY4/npN0qzJtJk+tR0g+UpOczRiSvgSeMApIlb3exlg1Tz4iGFx/lNYRL1oFTEuC/SIXhYGuSRA+XLKpL5ZEyHMJNBcekzkqU2p686I+iRetEmKXBH/xvATRjRkJ6LrHrJomlG2lQqQ3d2rKGghxVVbIGV9Hjpb7LV4QYsqzJq7pQALGeH60r+uLyknrkYFsllg1SCFEqqut9wmgXFI3pJvkFCiyuEeWxJg8YYpFatqmkmHNahVWhdATlUU+lAo/iw9bUsxYo2kbbCsXdj19NMZy7Ln1EilsFSjliZHwRusrsVWw8mQUqJ9uDZXHxPPS91L5Uq7DwYIY6Wrr4VOaIBdWgVXeu+X9UZY8LzIkzacmKVxrsR3303g7pal4uR7KFKyN2ls7V0rJtqAxUouNP5vW629/3ipoipEKCyVz49jUu7Cz/rMoXpR135sbESWOI+2194/S3srnmSlsCpdNQ7IVD1e1Ob7/0PoC9edHRteuC/0FqTAWTZ56DddDqS5MlqVKlWt9fzw7RyaTNTnsCtHUn7X3m62Kpy0hUxQypoH1ymrstnNq17XflGdMYNNOT/d3Ik9h7ivyLHFdmTNblQ4vEsXSdv9tWQcbfa+5KBQ8Sqn/B3grMGOMObnT/alQYbP4iZdfy0+8/Fo+8PljvPY9/7zuPp98cJZbfvmjABycjPjbH7yVmn9R3HoVKlSoUOHJis5BCZbrk/IFfuFRGCyQOSGe6+MmfdA+aW0XidNhWLi0p/ehioxeXhB4MNlsosOmBLvrvQE/Dc5kZBwFgS1X7o1UPnlGMzzPKc/bWcFqPZxNutRmsR3mzBuNP0tGBE9paJqlZ05rOR2J5ddGyp/xfQddITXK85VtxvOjtqOW9CFZljSO2pgJsatFQWMyCTp1HZxEyJKSUAgbEtAVRsYQTo7SYbKeBNHj1duiCQkSy8CsVF5slHanLWmxVoWVWE+f0mi4PL40etW2ulDahzlbISwqPVIGoAoZW816sbhWzWAJK13kNE1B7NRwki61UBM5oLOWpEjG9vpOHJDxJz0heLyakDt+ZL2HulKqfGDbzgtJUVm7tsqUOcezBFwCxnqSbKTeWs+X6XQoj8kGovgYLo9IJy+0aUGOGHrrSK5hkdn0Obue1lOinSn18XT301aI2lK5Z9VWK6RD0Dr9/bneXJXnXU/ZV85PSYr6kazjnjVODsVviTwRUidsydzVJzc+f2HT6jCWaBpC59CoT1t9no3v77jgJ7Jt+aQQIUUhJGvQspXYzOY8wxrTwLTcp3ki63DciL1MN3N9ufejtiWCuzb9qzPa37fEUNqDqGHJwzFCrcjPrLJ0tSih1hLYRTbmd7RJZeZ5wI5HmUqpg8A3Ag/vdF8qVDhbvOyGvRy587ZV2z7w+WPkxnD/sSV+66MPAfDIXMx1P/O3q/Z71sEO3/W8Q3zqoVmu3NWgFXpM1gMW4oQXXDnN4akaSl14eV+FChUqVLiE4ddg+mrxAukMYf9zoMjI5p/Aj2ftm3glMXzQwLSuxDQnyQqDo8DTDroRnvk8ZwkdNmjmC8RZTmJcPJPT1AodNs7bOYHtIUl2CtthzryRiXKWnLrfeu2OK4AU8vNGVaBg/QBx7TjyVBQvK14VRgKzsCOBoCdG4KuCq9YeWdvDngRy6VB8SFr7RTmQDCTo9UMJ/IImOG0hU3onbGqMbS+NJUAzxah/YD1dTpN2t97YyvnVkaSVlMcpV/oVtkepTs0Z68/Tg8JWNTKuKJfIRMETNLDSgJWgUdc7aFeDqQvp0evK2L1ICKHUBsB+XcjZNJbjPd/6/CyLyqgxJf5D/b71dZkWRcN46l6ZMleOXRlJMdouQrREnkrAXabnJfNWMeSOrpPybMpPa+SzNK6wSPs2rS1dP8BeS9pQrH8/mWLzqZBlm3kuay7PbOn21sinZiv350aEytr5KXJRsem6qFlKxVLQFuKnPPfp4oc8FZIz6QkxpAG9a9T3c4VfE++hsD1S/mgX6rtHJeZRGyuA1iPWyjaD+ur70eTWOyi2Oxp5rgUNMdeGkReRo8VPB0bzCaP2St+tM5Fb6xHYUWdHCJ212HGCB/g14EeB9+10RypU2E687Ia9AHzzM/fxI9/0dIwxvP3uh/iVv/3Sqv3ue2SB+x5ZOG1bb/yGa/jrzx/ji493eca+Fj/9zdfxnEMdFvopv/8PR7jthr1ct7eFs/btS4UKFSpUeOrCr61W3uQpntMk77dxB/PgBqQ0yWozpMpHW8+c0Hc57xn8rpZAdeXLsb+96UwbYTsrWF1onIs5c4n1xl8qM8aNcTdqt1QAmUIIDMfbuArUZscxLH19GtazZlICzsGSqGGizpiR6zhsWW3PEwKnbFs5knbmaDFPzofS35WgEgl8B9YzZdgdVcsan6cs3bpfUjl/rh6Z05bKE7+GGNFaJUF9RuZP22C1P2/Ly2PVPoFV30QQrZNi5IWyX/GEJRYiW3msIe3mtr/l9jyDxcds9TM7x/056acTWasQs9qPxvFX93m8ItN2IulLv0rvHrBpNz2bRmdTs0wunyfdkQdLOe8g/dyIIFlL2uTpyMx7fN0rNqfyG2/TmlATz9t0Q3129+dm58dxpSJVWaHpdClFG6FUoulQiMAS23Vtx++d0BpQr5d+VmIzHmMb3Y/D5bFrZiStT7mShhU05R4MpoU09XwZb39Oto8/95QZET6bHeP5UmyeA3bUg0cp9Srg640xb1BKHQFu3kyKVuXBU+HJgiQr+ND9x/mzex/hhgMd/vKzj3Jktk8j8OjUNEfn4zM3Moa3fvuz+LabLmwpvgoVKlS4FPCU8+DZAKk1QHYdB9dRnOwOWOwndOoBoXbJC0OSFTRDl6nzqODZMZxvD57zjXP1+Nlo/KXy4Uztlr4sg6WxkuO23bDFpv1L1np1lPM/3m6eCsGzni/KmfxT1nqHlOWxy/2Xj8sbfs8XJVA2kNQUPxq1lWerVRibmevTra+kv7rP48qlsAEnvizKlOaMBPMr/jsOTBzc+Fz9OVvGWUlgG7ZsFZ9wpaIWaTzyAHJ8CbbLamJFYcd/YHXaXJFL+lPY3Hietwtr/X7ieQnQXV9Setb6QmUbGCdn6fopSRutl/Wu8aC7vu/S2rbXazMdWFPn+tndnxthM35IW302bJcH0WZxpv6dS3+WT4qiqTTsTgdW4VSz6Zewcv+X540XR+lea73ALkLSZj3smAePUupDwHpueT8J/ASSnrWZdl4DvAbg0KFD29a/ChV2Er7n8PIb9vJyq/Z54zdcc8o+/9/dD/GrH/wS33HzQfa0QjzX4e0ffZDuMCPUDt/0jD2877OPAfDDf3YfP/xn96209bqvv6pK76pQoUKFCivQrkMz1MRJRpIZwFALVhsgbyCXeHLgbCtYXSw41zfG5zr+cdLCtW+6CxscbSXVba1XR7nmdGQJl+HqfetrFCxnSrU73TzFixL0lT4evjX1TQcjlU+Z1uRuMhVtvK8bze9a5VJZncjVMvzapDVpHVOUYEbzvNG5BktCSmSx9a/JZeyFVVmhhAiI54QYCQIZc9oFY0mSUlmxdj5d6ytS/r6dqpS15yqVT65NcSvJL5B58ccNldmaEm+j9VIUZ04h3Kjt9drUoVVnbeB7c7ZYOz/l+ccrNG312bAdisCt4Ez9O5f02cimgZXG644rFa/WVHhchY3SvbboN3cxYscUPEqpG4APA1bTyQHgMeC5xpjHT3dspeCpUOFUzPcSnvPmD56y/T9cM8PxpQFffLy7ansr9EjyglffeIClOOU7n3uIr7l8cs2X/AoVKlR4cqBS8KyPuV4i2SpjFa9C38MYmKxvQape4amBUjWS9MfKIWeSRpQNz67y1rjqxRSwfMKmVDRXp1Rs19v+9Spj5amQIaUxbpGemooGbKrqz9p215ak30gpVSoK8mSk0HDPoCjIUynNPliyxxkpNV768QRN+d8gqp0sk7mN2qz4+gR1q9Lx1p/P0kz6fFSGGx/HWuVTGtvzOKeed6tKvK2sl822fSEVMOdLeXg+q/5t9RznOp9nM5YLMf7ziI2+11w0ZdKrFK0KFbYH9x9b4u+/fII7P/DFszrecxT/9cVX8f0vupx2dOk85CpUqFDhdKgInvWxFCcY1KnlyjG0TlMFq8IFxsUUiJRli+MFIR+0NQrG2HQIZ+vB50alsmF9osEUNrUs3HrAu5lAcjtS0bYalJ9NEF+OJV6wqiNbMl4hJJVXkxSnYVf6PFwW5VJgq2nlGex6mk2P2+HUxa2u8a3sfzbX4kxtX+h0z4vpGbBZbGWOLvX02R1ARfBUqPAUxH2PLHBscYDvKW48NEGn5pMXhtnekBPdIT/yZ59jVyvgNbdewRv/5D4eXxpsuu1vefY+/turn8n//swj/M4nvsIbv+EaXvXs/edxNBUqVKhw9qgInlOR5gVLccJCPyPwFPVQ4yjFIM3wHIVSDp4Dkb82havCBcXFGvhshpTZqpJhPXUNiImz625e4XGmfp9pPkvipH9SVDtFJuPRkaiJNvJ6GcfZKBK2GsSX89Wfk3azgfTVGPGBMUZKTJdEVZ6O+dco8ShpTJ/duS81nI/xPdnn7Fyx1Xugms8t4aIneLaCiuCpUOH8wBjDh+9/grff/SCPLQy2RPiM44b9bd78LddzcCJiqhFscy8rVKhQYevYToJHKfXtwJuAa5HU8nvHPvtx4PuBHHi9MeZvz9Te+f5ek+YF8VgKVuRLuklptlwYQ2+YkWQ5Nd9FKUWoPVxHkReGvChohroieXYKF9oMdS3OFHRtRMpshgRZi43Gut1mv2caU5n6tPwEONqaPg+FEAnbmzNiHZ+XcXNcY6C9f3sC13EFz2BJyq6DkFKOEjVVY5conuIFVqmszpYgq1Bhs9jOZ0OFU7BjJssVKlS4dKCU4qXX7eal1+1e2TbMpFzlE0tDDk6K8ViaF/zgn3yWuz53jOdfMckbXnINd7zznpVjPv/oIt/yW58E4EVXTfM9LzjMYwsxt1w9zUwzIPBctKsqA+gKFSpcqvgC8Grgf4xvVEpdB/wn4BnAPuBDSqlrjDH5he+iYLxqlu8JYdMdpBhj8FwX11G4qBWF5/IgoRHqlZQt+d8hTjJ0lbK1MzgX89FzxWZKF29n6fnS+DVPrR+NNVt2/FPbK/1xzuZt/5kMX1fMfhuQLgMKwo6QM2Vp6jOhnJdxHx/l2t8Xt0eBVc5XkUvlrHQIeR+cABwHwgnpu0H8hRTyc6lIGlcxna5PlbKiwtlgO58NFTaNiuCpUKHCaRF48hAuyR2QKiy/9Z038lvfOdrvyJ23AbA8zPir+x7jx9/7eQA+8eBJPvHg6TMv97ZDfuq263j5DXsq0qdChQoXPYwx9wPrPa9eBfyxMWYIfEUp9SDwXOBTF7aHI8RJtlISHUaEzWJ/yGRj9ddA11EMM0PbUadsl4pbFXYEOxkkJf3V5rvl/0l/RJCcTTWejQgDV4tKpntc9itLmSddqXJVVnoaLzG+EfF0znCgtQvyiZH6xrWlqTdzjnJeyjkEMaQOW6KgGZ/Ds0VZSWvYFaXRcE7myK/L73myPhkTL8pYTnddS2yG5KtQYT1c6EpdFYCK4KlQocI2oxF43PHcQ9zx3EMAfPj+4/z3jz7Ivzy8sOExxxYH/MAf/fOqbT/8jdewtx3x0S89wQuvmuaa3U2aocfyMMMYuOmyifM6jgoVKlQ4C+wH7hn7/ajdtmPICvC9Uwkbg6h51porB976270qO2vnsJNB0mbUQ1stvX4mwiBPoTZxKoE1XJbPHVd+xojvT9kn2B7SZHycZypNfTqU89J9QgiYIoOoJcbHfnTuCqxxkswYyAei0nF9KbWuHFEMrTcnW1GFbYbkq1BhPWz12VBhW1ARPBUqVDiveMm1u3nJtbtP2W6MYWmQ8SeffpibLpvkjX/6Wb4621/5/K1/9+WVn9//uWPrtv1Tt13Ldz3/Mj58/xMcnq7xqYdmuWF/m+ddMUVRGJK8wHcdHKdSBVWoUGFrUEp9CNizzkc/aYx53za0/xrgNQCHDh061+Y2hOewLmHTCFzyogCcVV47E/WAQZqfsr0ZVl/Idww7GSRtVj10ppSncZyJMFiPfNCh+MqUpb1NLl4y43Ow3Wlr20Gs5amUJdc18EPp39Kj0NhjjY7PEuMkmbK/92ehvhswMFiQc9YmLSm1BltRhe1kimCFSx9beTZU2BZUBE+FChV2BEop2pHmNbdeCcDf/8iLWRqkDNOCuV7Cn937CEdme3zHzQcxwJ9/5iifO7q4yvj5LXfdz1vuuv+M57pmd4N3fd9z2dUMWYpTJuqVj0SFChVOD2PMS8/isEeBg2O/H7Db1mv/HcA7QEyWz+Jcm0Lke3QHKWsJm7IEepxkJJkodEojZe06626vsIPYqSDpfKiHzkQYbEQ+6HA0B46LmMmsaXc709a2g1jrzULQllSpctxFDr0T0Lj27Ps2TpINepKSVZuRcvVh0xpDe1bFs85Lrq1c18pHpUKFSwoVwVOhQoWLBq1QQwgzzYCf+ubrVn32Tc9Y/SL9n74yx3//6IN87MsnVrb9l+dfxh/c89VV+7mO4svHl/na//aRVdtfeu1u7vw/bmC6qvJVoUKF7cNfAn+klPpVxGT5auCfdrJD2nVohnpDwmY942TtOpWhcgXB+VAPnYkw2Az5cKHS1s6VWMuHENQh90XJk6egfVEjncscjpNkRWarenUAI2lajiueRRvNydrragpRAg26p5ooVz4qFSpcUqjKpFeoUOFJjaIw3PX5Y7zuf/0Lr75xP+/951Nfpk83fE4uJxyYiPj+F13OF4912dMOuX5/mxdeNUXNr7jwChUudWxzmfRvBX4TmAEWgM8aY77JfvaTwPcBGfCDxpgPnKm96ntNhfOCi7Xy0Xh60VrCoOzfZvp+sY5vHPOPCHnijRGmWSLKmomDGx93JoyXkx8siQcPQJ4J8ZMPQWlo7TnznGzX9ahQocIFxUbfayqCp0KFCk85ZHnBz/7lv/Kef3x4S8f95h3P4Ruu203gOVW1rwoVLjFsJ8Gz3bgYvtekeUGcZGSF+PZEvlelZV3K2EzQvtP9eyoQBkkfFo+OqoFltvR7+8DWPHjWzperIbVpWqaQimIY8SVSztau9ThZVKI0k668UypUuGhRETwVKlSosA7+/cQyb7/7IZ51sMMXjy1x/7Elbrl6hgefWOauz69v7gywqxmwrxPx2UcWaAQehTH837deyRteevUF7H2FChU2i4rg2RhpXtAdpCvl1MeNlSuS5xJFFbRfPEj64sWTD4XoqU9tndwZJ+vSgZSNd3xR7ni+VMtSAM7WCbPe3KmeSCCpW/XJzfezQoUKFxRPeoInTVOOHj3KYDDY4KinBsIw5MCBA2j9JHwLUqHCDqEoDL0k441/eh/9JOOTD86e8ZjDUzXe+u3P4ubDoy9HxhjS3OBX9YYrVLjgqAiejbEUJxjUKZW2FGbFjLnCJYYqaH/yYJysy1NJyUIJ4RPUz12ZVZGBFTaJKt7eGWwU32/0veZJYyxx9OhRms0mhw8ffsqmThhjmJ2d5ejRo1x++eU73Z0KFZ40cBxFM9S887vlGZoXhrf+3Ze4aqbBLVdPc3xpyFTD5wV3joycj8z2+bbf/hQAX3vFFF94bJHuIAPgdV9/FT/40mtWBVMVKlSosFPICvC91c8j11Ek2aX3ErCCRVX5aGNcaulh44bKaTxS8uTpqSXmzwaViXKFTaKKty88zia+f9IQPIPB4Cm/2JRSTE1NceLEiTPvXKFChbOG6yj+3//49JXfd7VCAI7cedvKtr/+/DH+63v+GYBP/ftqxc9vfuRBfvMjD678fuerb+Dbbz54CuHzjo89xC/+9RcB+PX/9Gxe+ax9T+lnXIUKFc4PPEeI67UKnkpseAmjCtrXx3i6U1myfLB48XgTrYdxsq7IAAXxklTiclzQ0SkV47eE81EprcKTElW8feFxNvH9k4bgAarFRjUHFSpcLHj5DXs5cudtGGNYHmY0Q/miZIzhDX/8Wf7yvsdW9v2x936eH3vv5wHY2w4ZZgVzvWRVe2/448/yhj/+LEpBw/foDjPe9IrrqAUer3r2PgKveitboUKFs0Pke3QHKXCqB0+FSxRP9aB9I5VO0h8pYGB7FDDbjY0MlUE8d+J5cBwIO/b3BSmNfi4YLwd/qSmcKlxQVLHmhcdW5/xJRfBUqFChwsUGpdSqIEkpxW/c8Rze8q3X0/A95vsJ3/nOf+TLT3QxBo4tSl5zO9LMNAPe9X3PZVcz4Pt+/9N8/IGTGAPdoaR6vemv/g2AH/3fn7Ntw2v/w5X88Dc+DcdRZHmB66jqj3GFChVOC+06NENNnGQkmSh3KoPlJwHGg/anEk6n0hlPdyrhuEKCXQxYr+9pH3RNPstTQEHQlOtb5ICxBsvn6fwXu8KpQoUKq7DjBI9S6nXADwA5cJcx5kd3uEsXDJ/5zGf43u/9XuI45uUvfzm//uu/vmEgNjc3x+23386RI0c4fPgwf/qnf8rExMQF7nGFChW2Cy1L+kw1Av72h24FsG/QWfet+R98//MAGGY5SVbw6SNzvO3vvsy/Pra0so8x8Pa7H+Ltdz+06tjyjfwLr5ri+ZdPce9X5/n6p+/imt1Nnn/FZEUAVahQAe066MpQucKTAadT6Vzs3kSn67ur5U1O1BZCJ0+lelY0cW4pWps9/1ORLKxwTkjzgjjJyApJBY5876J6cXD48GHuvfdepqent63NiyG+39EZVkq9GHgV8CxjzDOAt+5kfy40Xvva1/LOd76TBx54gAceeIC/+Zu/2XDfO++8k5e85CU88MADvOQlL+HOO++8gD2tUKHChUAz1GdMiQg8l2ao+fqn7+au19/CkTtv48idt/GFn/smfuFbr+fFT5s55Zi8kG9+n3xwlrd98Mv8/ZdP8LN/+a/c8c57uPzH/5rDP3bXyr+fed8X+Opsj5/+iy/wpce752WcFSpUqFChwlkhT6XqU29O/s/XUd6sR9iUxI6roT8PyyfFxyYdiK/NZsqWb+bc54r1+m4KScPCiN9OKdcJGhC1QDnbR1Cdbu4qVNgC0rygO0gxKHzPwaDoDlLSvDiv582y7Ly2fyZcDPH9Tit4XgvcaYwZAhhjntiORn/ur/6Vfxt7q70duG5fi599xTM2/PxXfuVXCIKA17/+9fzQD/0Q9913Hx/5yEf4yEc+wu/+7u/ynve8Z9X+x44dY2lpiec///kAfPd3fzd/8Rd/wcte9rJ123/f+97H3XffDcD3fM/38HVf93X80i/90vYMrkKFCpc8GoHHf37eZfzn510GiNdP+cYgTnI+dP9xnn2wwz3/PsvSIOM3P/IAh6fqfPaRBZQS9Q/Auz/1Vd79qa8C8Af3fJV97ZBfu/3ZPO+KKQAenu3zb8eW+KZn7K6UPxUqVKhQYX2cDx+X06UPweh8SQ9MCDocHVvkQpSkfSFG8gTyISRDaOw5c98uVOrSegqj4TK4/shQOV8CoyCJIXC21zz7Ylc4VbhkECcZruOsmPfL/w5xkp2TWvTNb34zf/iHf8jMzAwHDx7kpptu4v3vfz/Pfvaz+cQnPsEdd9zBNddcw1ve8haSJGFqaor3vOc97N69m9nZ4451OAAAIABJREFUWe644w4effRRvvZrvxZjNpa+bTW2h4snvt9pguca4Bal1C8AA+CHjTGf3uE+nRVuueUW3va2t/H617+ee++9l+FwSJqmfPzjH+fWW289Zf9HH32UAwcOrPx+4MABHn300Q3bP378OHv37gVgz549HD9+fPsHUaFChScNxsmXyHd5xbP2AXBwUt5Sfv+LTi21eKI75Gt+4UOAEEa+5/DY4oDb33HPuuc4PFXj5191PZ6jeN4VU1XZ9woVLjFc7PL5CpcozhcZslH6ULwoopbyfCYUI2ImhOQpK4iV+zjuiPwp8s0pcS5U6tJ61c/yIdTkJYuYZ7ekXHoaC1m1nSSTX4PeSTsnBlDSdn37UlgqPDWQFeB7q78Xuo4iyc4+n/DTn/40f/7nf859991HmqbceOON3HTTTQAkScK9994LwPz8PPfccw9KKX7nd36HX/7lX+Ztb3sbP/dzP8eLXvQifuZnfoa77rqL3/3d393wXFuN7eHiie/PO8GjlPoQsGedj37Snn8SeD7wNcCfKqWuMOvQaUqp1wCvATh06NBpz3k6pc35wk033cRnPvMZlpaWCIKAG2+8kXvvvZePf/zj/MZv/Ma2nkupyjS1QoUK24+ZZrCq1DvAkZM9Xv4bH6efiDy7EXhcuavBfY8scGS2z3f/3j+t7NsMPQZpzv/6v57P5dN1Hl8a8MkHT7KrGfItz9l/QcdSoUKF06OUz7uOg++JT1d3kFbmyhXOHeeLDNnIIDlegKgzOo8OgQlJv1LuqILYoLt++tFmDJYvlDnzetXPoglJwxrfRzngN86TL46y3I79f9scnCs8leA5YhEw/vIvL8TE/2zxyU9+kle96lWEYUgYhrziFa9Y+ez2229f+fno0aPcfvvtHDt2jCRJuPxyean5sY99jPe+970A3Hbbbaf1u7mQsT1sb3x/3gkeY8xLN/pMKfVa4L2W0PknpVQBTAOnFHo3xrwDeAfAzTffvF1WYtsGrTWXX345v//7v88LXvACnvnMZ/LRj36UBx98kGuvvfaU/ffv38/Ro0dXfj969Cj7928cAO3evZtjx46xd+9ejh07xq5du87LOCpUqFBhHIen6/zbz/9HAIrC4Iz9of6Hh07yne/8x5XfuwPJe/623/7UKe289e++xEuv3c0bv/GaFYPpChUq7BzOl3y+QoXzRoZslD6EOZW40aGQO/XJMx+/mfSjC5m6tLb6WamIGu/HRmlZ55oaN1iELBFOR7kQREImVSbLFbaIyPds8RBnpdhHXhRn9Jo8W9Tr9ZWfX/e61/HGN76RV77yldx999286U1v2nJ7W43t4eKJ73f6Fc1fAC8GUEpdA/jAyR3t0Tnglltu4a1vfSu33nort9xyC7/927/Nc57znHXZuL1799JqtbjnnnswxvDud7+bV73qVRu2/cpXvpJ3vetdALzrXe867b4VKlSocD7grEnBesGV0ysmzw/8wsu472e/kQ+84RZu2N/me772Mr7zeYf449c8n1ffuJ+j8zG//w9HeOab/o7DP3YXN775gyvGzt/69k9y+Mfu4tqf/ptt90+rUKHC+sgKTkmrdB1Fdn79Lys8FbCeKe92kCF+TYiNsu2S6AiamzvfRsdvxmD5XI49V5SqHpQlydT6aVkrRJCxBJuR3zdrBp2nktrmOLZtA8Ml8S6qTJYrbBHadWiGGoUhyQoU5pwVoi984Qv5q7/6KwaDAcvLy7z//e9fd7/FxcUVYqWMnwFuvfVW/uiP/giAD3zgA8zPz5/2fFuJ7eHiie932oPn94D/n707j4+rqhs//vnOnr1pujct3VhLEbuwt7KISBEqKhR+qIgoLgg+oI+sQhGqgKIPPIKKgGziwq7ssvQBylqgZSule5t0S7Mnk9nP7497ZzpJZpKZZJLJ8n2/Xn115t47d849uTNz7vd+zzl3iciHQAg4O1X3rMFi/vz5LF26lMMPP5yioiJ8Ph/z589Pu/1tt92WmEbtxBNPTDsAE8Cll17K6aefzp133slee+3FP//5z744BKWU6hG300FZgYOyAjf/vuCodusOm1bBZSfuz/++uJZVWxtYu6uFMSVemtrCRGKG97Y0ANAWjrLwllcA+PmXDuDbR07R7qhK9ZG+SJ9XCkg9jkwuBgJO1X0pvs9M3i/d6zPJcOnNa3OhY1ZPKr3tGhfyg9O757nDCTEg0KLZO6pH3E5HTjNC582bxymnnMJBBx3E2LFjmTVrFmVlnc/NJUuWcNppp1FeXs6xxx7Lxo0bAbj66qs588wzmTlzJkcccUS3w75ke20PA+P6XgZjPGXu3LkmPohS3OrVq9OmSw03WhdKqcFkxaY6Xl9fS0swwp9e3tBu3V4VhTz4/cMZU+JL82qlMiMi7xhj5ua7HKmkatf0teQxeDqmz+sYPKrXMukqlMuZtvpi1q7BprWuc9c4sAJSyV3Vunq9AIGmPYGiWNQay2jkXsOvPlUnA+Eas6WlheLiYvx+PwsWLOD2229n9uzZeS1Tf0hV9+naNfnO4FFKKTXMzZ0ykrlTrMbnZQv3Z1tDGzc88wmPr9zG5lo/hyx9AYBpo4q4/qsHccjUDBqqSqkuxdPn20IRQhErc0eDOypnuss4yfVMW5lkuAx1vR0nyOEEzJ5ZuqIhQKwBrDW4owaI8847j48//phAIMDZZ589LII72dIATz849NBDCQaD7Zbdd999zJo1q9O2559/PsuXL2+37Mc//jHnnHNOn5ZRKaUGigkjCrj5jM/yP4sP5vUNtfz62TW8t6WBDbtbOf1Pr3PsfmM4Y94kjj9grHbhUqqHdIp0lVf9Ne34cJKqa1y4zQrOtNZ1n9kUf73DZQV5ctW1Tqkcio+hkyu1tbUcd9xxnZa/8MILVFRUpH3dQL6+1wBPP3jzzTe738h266239mFJlFJq8BARjpg+ikd/OApjDB9ta+Kcu9/m7U11vPjJLpwO4cCJZew/roQNu1t5a2MdleUFtIWi3HT6Zzh6X51tUKlUdIp0lXf9Ne34cNJxnCATA6R9d6uusqTyPc6QUnlQUVHBypUrs37dQL6+1wCPUkqpAU/ECua8fcXnCUai/Oyh93l85TZWbW1g1daGxHZV9W0AfOsvbwMwf+9R/PcJ+3JQ5Yi8lFupgUinSFd515/Tjg81XY03lNxVra0RnFlmSWlXN6UGPQ3wKKWUGlS8Lic3n/FZrv/KQQTCUdbVtDCpvJCyAjdel4NfP7eGx96rZntjgFfW7uaVtbsBK9jzq6/MorK8H6a1VWoAi8TA4+o8RXooMvgm3lCDVF/NtDXUZTN2kWZJKTUsaYBHKaXUoFTgcVLgcTKvw+wgl3xxPy754n4YY3hsZTUX/WMVAK+s3c1RN7zED4+ezvgRBdS3hrjz1Y00toU5ZMpITp83ia/Onqjj+qghT6dIV3mn3YF6JpuxizRLSqlhSQM8SimlhiQR4dTPVnLqZytpDoS569VN/OW1jdy2bH2nbd/aVMdbm+p4+J0qfnP6Z5g4ogBjjAZ71JBU4HHRHAgDnadIV6rfaHeg7GWTlaNZUkoNSxrgyaN33nmHb33rW7S1tbFw4UJuvvnmtBcTDz74IEuWLGH16tW89dZbzJ3bacp7pZRSaZT43Pz483vzw2Om8+aGOgLhKDUtQaaPLmbelHI+2dHMTc99yvOrd3Lk9S+m3MeoYi+HT6/g3KOmcvCkEbyweidV9W2cMHMc48p8/XxESvWcTpGu1CCVTVaOZkmpfOtqvKgBYMqUKaxYsYJRo0blbJ8D4fpef8nz6Ac/+AF//vOfWbt2LWvXruWZZ55Ju+2BBx7II488woIFC/qxhEopNbS4nQ6O2nsUnz9gLGceMplDpo5ERNh/fCl3nD2XG792EMVe697Hwlnj2r12d0uQf6/axpdvXc6US5/k3HtWcPW/PuKwX73AsTct46bn1lDbEkz1tmqIEZFfi8gnIvK+iDwqIiOS1l0mIutEZI2InJDPcnbF7XRQWuBhZJGH0gKPBneUGgw8hVYWTixqPY9n5XjSjC0Xz5IqGmn9P4AurtUQFx8vCmNnnRnrebRvx4CKRCJ9uv/uDITr+6GZwfP0pbDjg9zuc9wsOPH6tKt//etf4/V6ufDCC7noootYtWoVL774Ii+++CJ33nknf/3rX9ttv337dpqamjjssMMA+OY3v8ljjz3GiSeemHL/+++/f+6ORSmlVEqnz53E6XMndVpujKEpEGFLrZ9LH3kfl9ORmL1rVLGHprYw//viOv73xXWUFbhpCUaIxgwPfv9w5k0Z2Wl/atD7D3CZMSYiIjcAlwGXiMgBwBnATGAC8LyI7GOMieaxrEqpoUKzctRgkc14UVm49tpruf/++xk9ejSTJk1izpw5PPHEExx88MG8+uqrnHnmmeyzzz5cd911hEIhKioq+Otf/8rYsWOpra3lzDPPpLq6msMPPxxj0k8skO21PQyc6/uhGeDJg/nz53PTTTdx4YUXsmLFCoLBIOFwmFdeeSVlVK66uprKysrE88rKSqqrq/uzyEoppTIkIpQVuJlVWcaTF87vtD4QjnLh397juY930ti25+7UaX98nf3GldAWjiLAjDHFPL96F4UeJ/5QlCtP2h9jYN2uFo6YUUF5oYcjplfg0myKAc0Y81zS0zeAr9mPFwF/N8YEgY0isg44BHi9n4uolBqqdOwiNRj0wSxub7/9Ng8//DCrVq0iHA4ze/Zs5syZA0AoFGLFihUA1NfX88YbbyAi3HHHHdx4443cdNNNXHPNNRx11FFcddVVPPnkk9x5551p3yvba3sYONf3QzPA00WmTV+ZM2cO77zzDk1NTXi9XmbPns2KFSt45ZVXuOWWW/q9PEoppfqPz+3k9m9afadfW7+bmePLeGNjLX9+eQMrNtcntttU6wfAH7ISOq57cnVi3T9WbAWgrMDN5Qv3Y/G8yf1VfNU73wb+YT+eiBXwiauylymllFLDRx/M4rZ8+XIWLVqEz+fD5/Nx8sknJ9YtXrw48biqqorFixezfft2QqEQU6dOBeDll1/mkUceAeCkk06ivLw87XsN5mv7oRngyQO3283UqVO5++67OeKIIzjooIN46aWXWLduXcr0q4kTJ1JVVZV4XlVVxcSJ2gZUSqnB7ojp1mB9J8wcxwkz94zj0+APEYrEGFnkweV0sG5XC1vr/DS2hfG5HSxbU8OMMcXc8sJaLnn4A259aT1b6vw4HUJFkYdpo4u48Ni9OXRaRbvprVXfEJHngXEpVl1hjHnc3uYKIAJ0ztXufv/nAecBTJ6swTyllFJDSD/P4lZUVJR4fMEFF3DxxRdzyimnsGzZMpYsWZL1/rK9toeBc32vAZ4cmj9/Pr/5zW+46667mDVrFhdffDFz5sxJOXL2+PHjKS0t5Y033uDQQw/l3nvv5YILLshDqZVSSvWHEYWeds9njClmxpjixPMvHjgegK8fthf3vb6ZpU9Z2T3RmGFXc5BdzUHe2PAmAD63gzElPiaOKOCkg8azcmsDbqeDbxy2FwdMKO2nIxrajDGf72q9iHwL+BJwnNnTkb8aSB7EqdJelmr/twO3A8ydOzf9QABKKaXUYNMH40UdeeSRfO973+Oyyy4jEonwxBNPcN5553XarrGxMRFYueeeexLLFyxYwAMPPMCVV17J008/TX19fafXJsvm2h4GzvW9BnhyaP78+SxdupTDDz+coqIifD4f8+d3Hqsh7rbbbktMo3biiSemHYAJ4NFHH+WCCy6gpqaGk046iYMPPphnn322Lw5DKaVUHvncTr67YBpnHjqZh9+p4vS5k3A44IE3t3DNvz8GIBCOsaXOz5Y6P69vqE289m9vbQGgvNDNmBIfh0+v4BuH78X00cUp30v1jIh8EfgZ8DljjD9p1b+AB0Tkt1iDLO8NvJWHIiqlVO4N8Gmv1QCT4/Gi5s2bxymnnMJBBx3E2LFjmTVrFmVlnfe/ZMkSTjvtNMrLyzn22GPZuHEjAFdffTVnnnkmM2fO5Igjjug2ezbba3sYGNf30tXo0X1NRA4G/gj4sFKcf2iM6bYhNHfuXBMfRClu9erVOtOUTetCKaWGrkA4SiRm8AcjhGOGP7+8gSKvk8a2MK+tr6XU52alPcNXXLHXxWHTKrjwuBnsagoyb8pIygqHV6NcRN4xxszN0b7WAV4gHl17wxjzfXvdFVjj8kSA/zLGPN3d/lK1a5RSakCJT3sdnxkpucuNBnmGhYFwjdnS0kJxcTF+v58FCxZw++23M3v27LyWqT+kqvt07Zp8Z/DcCFxjjHlaRBbaz4/Ob5GUUkqpgcvntgYoLPZaP+FLTpmZcrsdjQF+/9JaPt3Zwlsb63h+9U6eX70zsX5kkQenQzhk6kiefH87I4s8nHvUVL4zfypeV88HQRwOjDEzuli3FFjaj8VRSqm+10fTXiuVjfPOO4+PP/6YQCDA2WefPSyCO9nKd4DHAPHBAsqAbXksS5859NBDCQaD7Zbdd999zJo1q9O2559/PsuXL2+37Mc//jHnnHNOn5ZRKaXU0DKuzMd1X97zO/Paut3UtAR55N1qVm9vYlez9bv05PvbAahrDfHrZ9fw62fXAHD+MdN5v6qRM+ZNZltDG8fsN5rpo4sREepaQzz1wXYW7D2adTXNfKZyBBXF3v4/SKWUGo7y0VWqD6a9VipbDzzwQE73V1tby3HHHddp+QsvvEBFRUXa1w3k6/t8d9HaH3gWEMABHGGM2Zxm2+TZJuZs3tx+s4GQMjZQaF0opZTqjj8U4d+rtuF0OFg4axyvrt3NYyureeqDHT3a35SKQjbV+inyODnnyKmcfcQUygvduJyOTts+9E4V71c18N3505g4ogBHP8wKlssuWrmmXbSUUhnLV1eptkbAdJ72GtEMnmFCrzHzZ0B10epqmlHgOOAiY8zDInI6cCeQctaKTGabMMakHdV6uMhnwE4ppdTgUehxsXjengEGvzBzHF+wp3Xf0Rjg053NfLy9iXc31/PJjma21FljCU8fXYTb6WD66GLe3lTH/uNLcTsdie5fraEov39pHb9/aV279/M4HZT4XNT7Q8Tsn6p7X99zs+am0z7DV+dU9uUhK6XU4JevrlL9PO21Gpj0erv/ZXt93+cBnq6mGRWRe4Ef208fBO7o6fv4fD5qa2upqKgYtiedMYba2lp8Pl++i6KUUmoQG1fmY1yZjwX7jM76tYFwlBdW7+Khd7ayrqaFrXVtAMSMobY1hNfl4P8dOpn9xpVwycMfJF63raEtZ+VXSqkhK19dpfpg2ms1uOj1dv/ryfV9vsfg2QZ8DlgGHAus7emOKisrqaqqoqamJkdFG5x8Ph+VlXoHVCmlVH743E5OOmg8Jx00vtttkzOINANVKaUyEM+e6dhVytEPg+PneNprNbjo9XZ+ZHt9n+8Az3eBm0XEBQSwx9jpCbfbzdSpU3NWMKWUUkr1H70bqJRSGdCuUipP9Hp7cMhrgMcY8yowJ59lUEoppZRSSqlBQbtKKaW6kO8MHqWUUkoppZRSmdKuUkqpNDrPXaqUUkoppZRSSimlBhUZjIMaikgNsLnbDXtuFLC7D/c/1Gn99ZzWXe9o/fWO1l/vaP31Tl/X317GmOynBesH2q4Z0LTuekfrr3e0/npH6693tP56Jy/tmkEZ4OlrIrLCGDM33+UYrLT+ek7rrne0/npH6693tP56R+uv72jd9pzWXe9o/fWO1l/vaP31jtZf7+Sr/rSLllJKKaWUUkoppdQgpwEepZRSSimllFJKqUFOAzyp3Z7vAgxyWn89p3XXO1p/vaP11ztaf72j9dd3tG57Tuuud7T+ekfrr3e0/npH66938lJ/OgaPUkoppZRSSiml1CCnGTxKKaWUUkoppZRSg5wGeJKIyBdFZI2IrBORS/NdnoFERDaJyAcislJEVtjLRorIf0Rkrf1/ub1cROQWux7fF5HZSfs5295+rYicna/j6WsicpeI7BKRD5OW5ay+RGSO/fdYZ79W+vcI+1aa+lsiItX2ObhSRBYmrbvMros1InJC0vKUn2kRmSoib9rL/yEinv47ur4lIpNE5CUR+VhEPhKRH9vL9fzLQBf1p+dfBkTEJyJvicgqu/6usZenPGYR8drP19nrpyTtK6t6VZ1pXaUn2q7JSprfZf1dyVCa+tPflQx08bus518Guqg/Pf8yIIOxXWOM0X9WNzUnsB6YBniAVcAB+S7XQPkHbAJGdVh2I3Cp/fhS4Ab78ULgaUCAw4A37eUjgQ32/+X24/J8H1sf1dcCYDbwYV/UF/CWva3Yrz0x38fcD/W3BPhpim0PsD+vXmCq/Tl2dvWZBv4JnGE//iPwg3wfcw7rbjww235cAnxq15Gef72rPz3/Mqs/AYrtx27gTftcSXnMwA+BP9qPzwD+0dN61X+d/hZaV13Xzya0XZNNfWm7Jvf1p78rmdWdtmv6pv70/Mus/gZdu0YzePY4BFhnjNlgjAkBfwcW5blMA90i4B778T3Al5OW32ssbwAjRGQ8cALwH2NMnTGmHvgP8MX+LnR/MMa8DNR1WJyT+rLXlRpj3jDWN8a9SfsaEtLUXzqLgL8bY4LGmI3AOqzPc8rPtH1X5ljgIfv1yX+LQc8Ys90Y8679uBlYDUxEz7+MdFF/6ej5l8Q+j1rsp277nyH9MSeflw8Bx9l1lFW99vFhDVZaV9nTdk0a2q7pHW3X9Jy2a3pH2zW9MxjbNRrg2WMisDXpeRVdn/zDjQGeE5F3ROQ8e9lYY8x2+/EOYKz9OF1dDvc6zlV9TbQfd1w+HPzITre9K56KS/b1VwE0GGMiHZYPOXZa6Gex7jbo+ZelDvUHev5lREScIrIS2IXVgF5P+mNO1JO9vhGrjvR3pPe0rrqm7Zre09+V3tPflSxou6Z3tF3TM4OtXaMBHpWpo4wxs4ETgfNFZEHySjvirVOyZUjrq0f+AEwHDga2AzfltzgDm4gUAw8D/2WMaUpep+df91LUn55/GTLGRI0xBwOVWHem9stzkZRKRds1OaT11SP6u5IFbdf0jrZrem6wtWs0wLNHNTAp6XmlvUwBxphq+/9dwKNYJ/dOO60R+/9d9ubp6nK413Gu6qvaftxx+ZBmjNlpf8HGgD9jnYOQff3VYqXrujosHzJExI31I/5XY8wj9mI9/zKUqv70/MueMaYBeAk4nPTHnKgne30ZVh3p70jvaV11Qds1OaG/K72gvyuZ03ZN72i7JjcGS7tGAzx7vA3sbY+I7cEaFOlfeS7TgCAiRSJSEn8MfAH4EKt+4iPQnw08bj/+F/BNsRwGNNoplM8CXxCRcjsN8Av2suEiJ/Vlr2sSkcPsPp3fTNrXkBX/EbedinUOglV/Z9ij1k8F9sYaLC/lZ9q+y/MS8DX79cl/i0HPPifuBFYbY36btErPvwykqz89/zIjIqNFZIT9uAA4Hqu/f7pjTj4vvwa8aNdRVvXa90c2KGldpaHtmpzR35Ve0N+VzGi7pne0XdM7g7JdYwbA6NQD5R/WqOufYvWruyLf5Rko/7BG9V5l//soXjdY/QlfANYCzwMj7eUC3GrX4wfA3KR9fRtrUKl1wDn5PrY+rLO/YaU7hrH6Up6by/oC5mJ9Ea8Hfg9Ivo+5H+rvPrt+3re/+MYnbX+FXRdrSJr5IN1n2j6n37Lr9UHAm+9jzmHdHYWVpvw+sNL+t1DPv17Xn55/mdXfQcB7dj19CFzV1TEDPvv5Onv9tJ7Wq/5L+ffQukpdL9quyb7OtF2T+/rT35XM6k7bNX1Tf3r+ZVZ/g65dI/ZOlVJKKaWUUkoppdQgpV20lFJKKaWUUkoppQY5DfAopZRSSimllFJKDXIa4FFKKaWUUkoppZQa5DTAo5RSSimllFJKKTXIaYBHKaWUUkoppZRSapDTAI9SSimllFJKKaXUIKcBHqWUUkoppZRSSqlBTgM8SimllFJKKaWUUoOcBniUUkoppZRSSimlBjkN8CillFJKKaWUUkoNchrgUUoppZRSSimllBrkNMCjlFJKKaWUUkopNchpgEcppZRSSimllFJqkNMAj1JK9YKIXCciu0VkR4p1R4tIVT7KpZRSSqn+JyKbROTz9uPLReSOfJcJQER+ICI7RaRFRCo6rJsiIkZEXPkqn1IqNzTAo9QwYjc62uwf950icreIFOe7XB3Z5bou3+XojohMBn4CHGCMGZfD/YqI3CAitfa/G0REcrV/pZRSajgSkTNE5E0RaRWRXfbjH/bVb6wx5pfGmO/0dj+9DcCIiBv4LfAFY0yxMaa2t2VK2vdFIrJDRJpE5C4R8eZq30qp7GmAR6nh52RjTDEwG5gLXJnNi+3gQ16/OwbQHabJQK0xZleO93se8GXgM8BBwMnA93L8HkoppdSwISI/AW4Gfg2MA8YC3weOBDxpXuPstwL2rbGAD/golzsVkROAS4HjgL2AacA1uXwPpVR2NMCj1DBljKkGngYOFJFyEXlCRGpEpN5+XBnfVkSWichSEVkO+IFpInKOiKwWkWYR2SAi30va/mgRqRKRn9l3yLaLyJdFZKGIfCoidSJyeapyich5wFnAz+xMo3/byzeJyCUi8j7QKiIuEblURNbbZfhYRE7tsK/vJpXxYxGZbS+fICIP28e7UUQuTFdPIlImIvfa224WkStFxGGnX/8HmGCX8+4u9nG53Y1rk4ic1d3fBjgbuMkYU2X/nW4CvpXB65RSSinVgYiUAb8AfmiMecgY02ws7xljzjLGBO3t7haRP4jIUyLSChwjIieJyHt2hspWEVnSYd/fsNsHtSJyRYd1S0Tk/qTnh4nIayLSICKrROTopHXLRORaEVlut1ueE5FR9uqX7f8b7DbH4SmO0Ssi/yMi2+x//2Mv2wdYk/T6F7uoqm/br90uIj/NoGrPBu40xnxkjKkHrkXbK0r0BeeAAAAgAElEQVTllQZ4lBqmRGQSsBB4D+u74C9Yd18mA23A7zu85BtYmSUlwGZgF/AloBQ4B/hdPIBiG4d1t2gicBXwZ+DrwBxgPvBzEZnasVzGmNuBvwI32mnEJyetPhM4CRhhjIkA6+19lWHdMbpfRMbbx3casAT4pl3GU4BaO/vo38Aqu2zHAf9l34VK5X/t/U8DPmfv7xxjzPPAicA2u5zfSvP6ccAo+73OBm4XkX3TbBs30y5f3Cp7mVJKKaWydzjgBR7PYNv/ByzFau+8CrRi/faPwGqD/EBEvgwgIgcAf8BqI00AKoDKFPtERCYCTwLXASOBnwIPi8joDu99DjAGK6soHmRZYP8/wm5zvJ7iLa4ADgMOxsoAPgS40hjzKXvaECOMMcd2cezHAHsDXwAusW9mdSVVe2WsdBjjRynVfzTAo9Tw85iINGA1Wv4P+KUxptYY87Axxm+MacZq2Hyuw+vutu/QRIwxYWPMk8aY9fYdsP8DnsMKtsSFgaXGmDDwd6wgx832XbOPgI+xGiDZuMUYs9UY0wZgjHnQGLPNGBMzxvwDWIvVoAH4DlaQ6G27jOuMMZuBecBoY8wvjDEhY8wGrODTGR3fzE7NPgO4zC73Jqxsmm9kWe6fG2OCdj09CZzezfbFQGPS80agWETH4VFKKaV6YBSw2745BEBSJk2biCxI2vZxY8xyu20RMMYsM8Z8YD9/H/gbe9pIXwOeMMa8bGcB/RyIpSnD14GnjDFP2fv6D7AC62Zb3F+MMZ/a7Zx/YgVrMnUW8AtjzC5jTA3Wja9s2yvXGGNajTEfYN34O7Ob7VO1V8AKjiml8mCgjGOhlOo/X7azTxJEpBD4HfBFoNxeXCIiTmNM1H6+tcNrTgSuBvbBChYXAh8kbVKb9No2+/+dSevbsBoG2ehYhm8CFwNT7EXFWI04gElYGT4d7YXVraohaZkTeCXFtqMAN1bGUtxmrGycTNUbY1o7vH5CN69pwco6iisFWowxJov3VUoppZSlFhglIq54kMcYcwSAWLNdJt/07tjWOBS4HjgQK6vGCzxor56QvL0xplVE0g1gvBdwmogkZya7gZeSnifPyOknu3bSBDq3V7prb3SUfOybgVndbJ+qvQLQnOX7KqVyRDN4lFJgzQS1L3CoMaaUPanAyRkjieCCWDMkPAz8BhhrjBkBPNVh+95IF8hILsNeWJk3PwIq7DJ8mFSGrcD0FPvYCmw0xoxI+ldijFmYYtvdWJlIeyUtmwxUZ3Es5SJS1OH127p5zUe0z276DDkeGFEppZQaRl4HgsCiDLbt2AZ5APgXMMkYUwb8kT1tje1YN5SAxA2zdN2TtgL3dWh/FBljru9BmVLZRuf2SnftjY4mJT3uaXtlZy5n6VJKZUcDPEopsFJp27AG3xuJlZnTlfgdrBogYmfzfCGH5dmJNeZNV4qwGjw1ACJyDtbdtbg7gJ+KyByxzLCDQm8BzfaAzQUi4hSRA0VkXsc3sDOQ/gksFZES+/UXA/d33LYb14iIR0TmY41b9GA3298LXCwiE0VkAlYA7u4s31MppZRSgDGmAavL0m0i8jX7N90hIgdjtSe6UgLUGWMCInII1jg5cQ8BXxKRo0TEgzWQc7rrq/uBk0XkBLvt4RNrUoqUY/Z0UIPV9aurttHfgCtFZLQ9OPNVZN9e+bmIFIrITKyxgP7Rzfb3AueKyAEiMgJrZta7s3xPpVQOaYBHKQXwP0ABVsbKG8AzXW1sj9NzIVbwox6rsfOvHJbnTuAAu2/8Y2nK8DHWeDivYwWEZgHLk9Y/iDWW0ANYqcKPASPtoM2XsPq1b8Q65juwBlJO5QKsARY3YI1b9ABwVxbHsgOrjrZhDR79fWPMJ9285k9YA0F/gJWV9KS9TCmllFI9YIy5Eesmzc+w2g07sX5bLwFe6+KlPwR+ISLNWEGTfybt8yPgfKy2wXas3/uqNO+/FSuD6HKsgM1W4L/J4HrMGOPHatMst9tGh6XY7DqsMX3ex2o/vGsvy8b/AeuAF4DfGGOe66ZczwA3YnUz24LVrau7m4RKqT4kOqSDUkoppZRSSiml1OCmGTxKKaWUUkoppZRSg5wGeJRSKg9E5CMRaUnx76x8l00ppZRSCkBEnk7TXrk832VTSnWmXbSUUkoppZRSSimlBjlXvgvQE6NGjTJTpkzJdzGUUkopNUi88847u40xo/NdjlS0XaOUUkqpbKRr1wzKAM+UKVNYsWJFvouhlFJKqUFCRDbnuwzpaLtGKaWUUtlI167RMXiUUkoppZRSSimlBrlBmcGjlFJKKaWUUkr1RCAcpbYlSDASw+tyUFHsxed25rtYGRvs5c+3oVx/msGjlFJKKaWUUmpYCISjVNf7iRko9DiJGaiu9xMIR/NdtIwM9vLn21Cvvz7P4BGRLwI3A07gDmPM9R3WTwbuAUbY21xqjHkq2/cJh8NUVVURCARyUOrBx+fzUVlZidvtzndRlFJDyHfuWcEJM8dy2txJgPWjeP8bm1k8bxIlPv2+UaqvDPd2TX/SNpQa7oZyNkMqtS1BPC4nHpeV6+BxSWL5xPLCdtsOxLrJpvxxA/E48qUn9TeY9GmAR0ScwK3A8UAV8LaI/MsY83HSZlcC/zTG/EFEDgCeAqZk+15VVVWUlJQwZcoURCQHpR88jDHU1tZSVVXF1KlT810cpdQQYYzh+dU7efnTmkSAZ7+fP5NY/5350/JVNKWGvOHcrulP2oZSg0lfXKTHsxk8LieFHifhqKG63s/E8sIhGwAIRmIUetofm9sp+EPtMzgGat1kWv64gXoc+ZJt/Q02fZ3BcwiwzhizAUBE/g4sApIDPAYotR+XAdt68kaBQGDYNoJEhIqKCmpqavJdFKXUENEWilJV7wcgFI0B8H+f7vmO+dtbW7juydV7nn/3MA6fXtG/hVRqCBvO7Zr+pG2ooW+wZC50V86+ukgf6tkMqXhdDsJRkzhWgHDU4HW1H70kX3XT3bmQafnzfRwDVbb1N9j09VFMBLYmPa+ylyVbAnxdRKqwsncuSLUjETlPRFaIyIp0P8LDuRE0nI9dKZV7+1/1DMf/7uXE81Akxtl3vZV4vr6mtd32y9bs6reyKTVc6G97/9B6HroGy1gbmZQz+SJdRPC4HHhcTmpbgr1672AkhtvZ/jPgdgrBSKxX+x3IKoq9hCJRQpEYbaEIW+paWb+rmWAk1q7O81E3mZwLRV4XW+taWbermW31fprawoQiUSqKvSn3t6W2lW0NfrY3tCX2M9T/xl1J/vsbYwhFYmnrbzAaCGGqM4G7jTGVwELgPhHpVC5jzO3GmLnGmLmjR4/u90IqpdRwdutL67pc/6eXN/RTSZRSSg0U8YvRDTUtGQdOevKanuqroEiu1bYEiRnr/y11/nbP45KDDYFwlB2NbWxr8LO1rnd1GM9mSDaUshlS8bmdTCwvJByJsml3KxiYMqoIt9PR7pzMR910d87Gs3vGlPgo8jhpC0XZ3RxImZkW/6y5XA7cTgfGwI5GK8gz1P/GXYn//R0C/lAUh5B1Jlx/fo9lq6//qtXApKTnlfayZOcC/wQwxrwO+IBRfVwupZRSWbj5hbXdbvPAm1uoaR5YjWallFJ9oyfZMf2dUTNYslOaAhFqWwIYAwVuJ8ZAbUuApkAksU082GAFdwLEDLgdDpwO6VUdDvVshnR8bidet5PpY0qYXFFEgcfVKZhSUeylKRBmS20rm3a3sKW2laZAuE/rprtzNh4AKilwM35EIdPHllA5sojWYKTTvuLbjinxWYEqsc6ZXU0BmttCBCOxARmg6A/xIM+00cU9Du4M1MzAvg7wvA3sLSJTRcQDnAH8q8M2W4DjAERkf6wAz6DsCL1p0yYOPPDAjLbduHEjhx56KDNmzGDx4sWEQqG02waDQRYvXsyMGTM49NBD2bRpU45KrJRSnRlj0q776uzKtOsuf/QD5i19vi+KpJTqxkC+mwgwZcoUdu/enXJdNu0n0DbUQNGT7JhtDW3UtYbY3thmBylMTjJq0p3/gyU7xR8K4xAHbrsu3S4HDnHgD4UT28QDMbuaA1YAwEA4FmNMqa9XdZiLbIZMDMTvqEwCgGKswIj1xH7eh7o7Z4ORGNFYjB2NbWyubWVHYxvRWCxl0DJ+fD63k3FlPhxinTNtoShGBLfTMSADFAPdQM8M7NNvN2NMBPgR8CywGmu2rI9E5Bcicoq92U+A74rIKuBvwLdMV1cXQ8Qll1zCRRddxLp16ygvL+fOO+9Mu+2dd95JeXk569at46KLLuKSSy7px5IqpYablhR3geJ+9ZVZnZbddtbsds9jsSH/FT7sPfPhDt7ZXJ/vYihbvu4mRiLpvyv6krahBoZss2PiY4E4RRJZKl1dnKZ6faoAQVfn/2DJTil0u4gZQzhqlTMcjREzhkL3nvlw4oGYSCRGOBpDBMaVFeBzO3udldSbbIZMDNSMh+6CKbUtQUoKPEweWcSUUcVMHllESYEn7YV8LoJY3Z6zxlBV30bMzvaKGaiqb4MOl8+BcJR6f5D1NS1sb2gDrPNlwohCinxOSn3uAROgGIjBv64M9MzAvp5FC2PMU1iDJycvuyrp8cfAkbl8z2v+/REfb2vK5S45YEIpV588s9vtIpEIZ511Fu+++y4zZ87k3nvvpbCw/ejkxhhefPFFHnjgAQDOPvtslixZwg9+8IOU+3z88cdZsmQJAF/72tf40Y9+hDFGBwVUSvWJrXVtadd5XA4e+v7hfO2PrwMwoczH2NL2DeVtjW1UDsNZGYaT79//DgCbrj8pzyVR0HczpFx77bXcf//9jB49mkmTJjFnzhyeeOIJDj74YF599VXOPPNM9tlnH6677jpCoRAVFRX89a9/ZezYsdTW1nLmmWdSXV3N4Ycf3mVmIGTWfgJtQ+VCrmaV6slMPkU+F+IQRIQYMRr9EXY0NlA5soBAuCBtObqaQaq78z++jT8UxetyDMipoUsL3LidDlpDEdrCVjlHFXsp6DCVs8/tZHJFETFD4nih77KSUp0rQNbnz0Cdxami2Eu1PWOo2ymEo4ZQJJooUzbTaedqljOf20lFsZf1Nc20BCIU+1xMH12yZx8igLHmoQb7f2Mvb1+WMp+HcCRIKBJje4OfimIri6fQ404ZoMjHNOH5nsK9J9+HA30WroFRiiFkzZo1/PCHP2T16tWUlpZy2223ddqmtraWESNG4HJZ8bXKykqqqzsOTbRHdXU1kyZZQxm5XC7Kysqora3tmwNQSg17O5sC7Z5fedL+APzx61amztwpI1m79EQ2XX8Sr112HCU+d7vtT73tNd6vatDxeIaoT3bk9gaK6r2+uJv49ttv8/DDD7Nq1SqefvppVqxYkVgXCoVYsWIFP/nJTzjqqKN44403eO+99zjjjDO48cYbAbjmmms46qij+Oijjzj11FPZsmVLl++XSfsJtA3VW7nMpMg2OyYYiTG62EsoEqMlGGZXY4CosbqblPo8XZajqy4R3Z3/fZ2dEtebLISKYi8iMLLIy+SRhYwssp6nqsv+ykpKda5s2NXM+pqWrM+fgZrx0F33tGy6+OWq286eQZQL2HdcKWNKCqhtCbar48ryQkSgLRxFhE431dqP01OA1+0gFoOmQIiJ5YWU+lwDputiPro7xc/t1dsaeXdzHf5QNKvzeaBnBvZ5Bk8+ZJJp01cmTZrEkUdaCUlf//rXueWWW/jpT3+at/IopVQ21u1q4Q/L1gNWw+arcyr5zvxpfGf+tHbbuZ17GgEzRhe3W1fTHOSU3y8HYEpFIY+dfyQjCj3ttglHrZR8K73YtNtfdx5fWc2BE8uY3uF9e2rZml0cOrWi051SlZqwp5G+qynAmFJfr/bXFAjzn4928tU56cd3Ul3ri7uJy5cvZ9GiRfh8Pnw+HyeffHJi3eLFixOPq6qqWLx4Mdu3bycUCjF16lQAXn75ZR555BEATjrpJMrLy7t8P20/9Y9cZlLEL44zzY7xuhzEDIwr87F2ZzMRY/A4HVSWF1Ja4CYUiaUtR1eZFH19Nz2TO/y9zULIpi6zrfeeSnWutIajYGCUfSGb6fkzkDMe4vWZSroMn/jy5HMim2yfrnT3GY1/jsaPKEi8JhSJ4U6KnyWXxRp/pwBTavCHookMoa4yl/pTruotU8mf1WAkisvhoK41iMflSHyGujuf++sz2FNDMsCTTx1TflOlAFdUVNDQ0EAkEsHlclFVVcXEiRPT7nPixIls3bqVyspKIpEIjY2NVFRU5LzsSqnh7bZl67jxmTWJ5yuu/Hyn7JxUHI70XR021fp5Y0MdXzxwXLvlx/xmmdVnPL5dhl19WoMRfvz3lVm9Jq6+NUSBx9nuB3hLrZ9v/eVtCj1OPv7FF7Pa33CzcXcrY0utGUXi1te09ijA8+aGWvyhKMfsN4afPfg+z3y0g33HlXDgxLJcFnnY6O/GelFRUeLxBRdcwMUXX8wpp5zCsmXLEt2hspVJ+wm0DdVbub6Y6uriuKP4eepxOfG6hEhM8AcjlBd6CNjdktKVo6sAQV+e/5kGbnIROEuuy+6CStnUe6pj2lbvZ1dzEGMMY8sKmDCic/e4VOdKqjH2Mjl/BlJAIRupLuQrir2Jv3fyOSEiOQlidfcZzaQuuwuoDaQARX8H/5I/q6GoocDjJBI11LeGGD+iIOPvw958Bvta/sOmQ8yWLVt4/XVrbIoHHniAo446qtM2IsIxxxzDQw89BMA999zDokWL0u7zlFNO4Z577gHgoYce4thjjx3WfceVUrnT2BZm2ZpdtAYj7YI7AEWezO8B3PvtQ7jz7Lkp1y1bs6vTsuTgDsDq7U2JMToeXLGVD6oaE+s27W5lyqVP8oP73+GyRz5ILG9OCjRk4rPX/of9fv5M+3I0WI2kfPQ7H0wi0RjH/GYZB1z1bLsufPX+9LMXdWXx7W9wzt1vA/DMRzsAqG5IP/aT6lpfzIJz5JFH8u9//5tAIEBLSwtPPPFEyu0aGxsTAZZ4WwVgwYIFiXFynn76aerrux6UO5P2E2gbqre8LgctgUi7GXhaApF+yaSIZw5srW9l5ZZ6Pt3RRDRmXVhtrm2luYtydNUloi9ngcq0+0hPBpxO152rwR/i3c11bKptpdEfwh+K5mzg2UA4yoZdzWxrDOBxOfC6nGxr8LO+pqXT/lN1T3I4BEeHz08mF+P9NVNXX+jYxa81GEl5TmBMTrrtdNctLJO6zKQLUXw/E+xMoG0NbXkZ4DhdWYu8rj4ZeDn5s+p1OYjEDC6nEIpan9VMzueBPii0BnhybN999+XWW29l//33p76+Pu2gfzfccAO//e1vmTFjBrW1tZx77rlp93nuuedSW1vLjBkz+O1vf8v111/fV8VXSg0zlz/6Ad/6y9t87753Oq3rKjOnowX7jOa4/cfyjcP26rTu729vbfe8IUVQ4MSbX+HPr2wA4L8fep9Ft74KwIfVjRz9m2UAPP3hDv61alviNW1Z/KA2tu0JBiUP9nrh31Zm9Po1O5r53K9f6pM+4TubAvz62U/yPvvYVY9/yJ9f3pBynT+prn/3n08Tj7MNsgFpG0I/+eeqrPel9sj1OCPz5s3jlFNO4aCDDuLEE09k1qxZlJV1zrBasmQJp512GnPmzGHUqFGJ5VdffTUvv/wyM2fO5JFHHmHy5Mldvl+m7SfQNlRvFHldbK1rJRiO4XM5CIZjbK1rpcib26T+VBdA8awUYjCurJBSnwd/MEI4GmN3c4Dqen/ai+HuLmr7apydTAM3mY7VEg+wvLF+N9sa2nAI7cb9CISjrN7WiMvhoNTnBoS61iAxQ05+f2pbgrSGrYtnj8uJx+2kyOPGH4x02n+qC+8it5NCr6tHQYz+Ggupr6U7JxBJe44m/91fX1fDhhQBtbhsgjMd6zL+udvW0IZgdYfvKqAWCEdZX9PCtoY2apoDbGtoSxns60upPtvxLKm+mHUt+bM6otBDKGJNG+92SEbn80CdES6ZdtHKoSlTpvDJJ59ktO20adN46623MtrW5/Px4IMP9qZoSimVUlWdlcHy6rrdOdnfGYdM4r43Nnda/tv/fMrFx+8DpM/U+OVTn7CtwcoOicc6nl+9M+17vbp2N1+ZvWfclimXPgmk7rr1l+UbE48fW1lNLAY/ebB9QKEpELYb1NadrCOuf5HfLf4MT76/nedXW1lIj6/cxrePmpq2TD1x6C9fAODofccwb8rInO47U5FojHtft/5u310wrdP6rfZ5Ala3rLjX19eyeF7XF+7JHl9ZnehiBzD3uv8kHi+eNymrMqu+99Of/pQlS5bg9/tZsGABc+bM4bvf/W67bRYtWpQyg6aiooLnnnsuo/fJpv0E2oZKlu0MMK3BCJUji2gNRghEYnhcDsqLrOcdx0rrTZlSdWuysh2c1LeFKS/yMKLQQ70/RGNbhFFFHgS6LHs+ukRk2n0kVbeZ5rYQPo+LDTUteF0OirwualuC1PlDlBa4EYSdTQHGlRW0ywoyBgo8TkQEt/2+LYEwzixuuqQTjMSIxQyupONxOYWWYJStdXvGlCnyumgNRghFYjS0hSj0uCn1uZg2pgRgQHTtyZeO50QgHGVXc4BIms9gPLhT5w9bXa8MbGvw0xaOMnFEAa3BSKfPb5ezaKWR6nMX77qV7rXbGtqobw1S5HHjcordVSnINreTaT0Y57CnM/R1/GzHj6MvZl1L/qx6XQ4qijzUNAcoKfASjkQREbY1tKWdNS4YiQ3IGeGSaYBHKaWGqQ+rG1mV1BUq2TP/Nb9H+5w8MvWP2y0vrOXco6ZSVuDm3c3pu2rc/dqmds/X7WpJu+3F/1yVCPAkz9iVHKgxxnD0b5axuXZPgKKqro2bkrJQ4v725ha+MruSEp+LI65/EYCL/tE+CHTnqxtzHuCJe/qDHRgD86aU96gLSTRmenwB0BSIdLl+6ZOrUy5/bOU2/ueMz2b8Pjc83f4ifnfLnmyuw6YN33FRBqrzzjuPjz/+mEAgwNlnn83s2bPzXSSVpCcD+wYjMUp8LkoL9oyvZozJaTfVdOPRVNW1Mn5EAXV2IKPQ62JEoZuYgdEl1uxa/aHjRWg8mNHUFsYfjiSCGRXF3ozHjuk4pgnGYERwOx2J163e1sioEh/GgNvu3gPW+HDjynyJv0Gh10kkZhJZIi6n0BSIMCbLbnTJx4mxptHe1RSgrjWEKYZir3UOtAYj7G4JUVleQKHHSUsgwqc7mqgcWUR5kYfiqLtddzggZxey6QICPQ0U9IfkcyIai9ldzg2V5YWJbI7kz2By1lR8QgkRob41RKM/xKSRRe0+v/HslTElBUwcYZ07tS1BfG5nl3XQk3Ggdja2Ueh24bZf43YJhcbFzsa2rAM8uZzuvC8HXu74WS3wOPnsXtbNtep6P56kz+yGXc0YEUp97sQxbaltZcqoIpI7QuVrivl0NMDTx0499VQ2btzYbtkNN9zACSec0GnbpUuXdrrLdNppp3HFFVf0aRmVUsPTl/731bTr9htX2qN9lvjc3PHNuUwsL+DEm19pt+6Y3yzj3Z8fz88f/wiAq750AC+vrWHZmpqU+7p7+UaeeH97l+8XicZwOR3tUmNvfOYTrvvyLACeeH97u+AOkDK4A1bXhXlLn+egyvQD/VY3tGGM6ZMxPO5avpG7lm/k2i8fmLKrG8A9r23iiOkV7D22JLEsHI2x9xVPA3DbWbNZOGt81u+dqttcstfWZz+tdE1zkLtf28jFx++bCDz5u0hhPv6AsVm/h+obsZghEovxl3vuQwRcDkdWXTbTqa2t5bjjjuu0/IUXXkg58LG2obrWkwu6/hjQNN3FWSgSo6reT3mhl3p/gHAkxs7GNkYUefGHokwo69mMfNkEAzpehMaDGaNLfbQEIjhEaPQHcTmEgH1xmu3sVmBdKLo7/G2MsTJx4uN+uJ2Cyym0haPt/gbFXje1rdZ3ssshtIWiCKmnTE9XB/FsIY/LiUOgqiEAGEYXW3W9pbaVSSML8Tqd7Ghso7TAzZhSHyJCayhCkddNazBCaYG7zzIU0gUE0g1i3JtMoVwEjJL3Ee/+tKspgNflYEypLxGYqvOH2NUUYHJFUWJ2rVRZUw3+EOVFnk6f3/U1zYwpKcjoc51cpp2NbfbMWpkHHkQEOn61S/pB7ruSyxn6+vp7KlU2YKqsoVSzxhX5XNQ0B5lc4SIQjtLgD9EaiOD1OAiEOw9Wng9DKsDTV43u3nj00Ucz3vaKK67ocUMkeUwJpZTqjdvO6t1d+s/bF+orrzqeB1dUsfQpK/ujrrV9EOGcI6fw7aOm8qf/W8+vnu7cPWPJvz9OPP7RMTP4/UvrAFh66oFc8eiHAMy44mnW/3Ih4eieO7/PfLiT84+ZwT/fruJ3z6cO5iQ7qLKM96saufIxa5/vp8lqimtqi7CrOcBeFUWJhkBvlBW4240R9NT721MGeBr9Ya7+lxUci3dD++1za7jlxXWJbR5+p6pHAZ54fYI14HVda4iz7niTr3x2Ir9dfDBH7zuaZWtqmDiioMvBkNtCUarq/ew9toSfPbSKl9bUcOT0URwxwxqbpcGfesyeB75zaNZlzjcRuQv4ErDLGHOgvWwk8A9gCrAJON0Y0/Xowl3oj3ZNPJgTb0bEjLEGmzR7BlSNxqJ4Xc5eB3kqKipYuTKzca9A21Dd6cld7v6YzSjdxZnb7SAWg1GlHqKxGK3hCIFwjFg0xshCNxOyLEN8NqgtdX6KvC5KfS5qW4Os3dnM5IqilDNDdbwIjQcztjcEGFXixe10EI7EaA1GqCj2sq3ej9ftzDh4lOpiO34RWOcPEW0x7D++lHr7u9DEDALt/gbV9X4qijy0BMM0t0UQgQMmlCXWpcp26RgoiWcLeVwOdjQGrTGWDLSFY0wfU4zH7WB3U5BRJV7KizzsVVGUOK5gJIbP7SCQlFHVFxkK6QIC2bicOtEAACAASURBVAQ4MpGLzJJ03Z/KCj2UF7oREQLhKDsaA7idQswhiWweEcHhkHZZWZGoIRozFLo7f35bAhEmjug8xk/H+o+XyRhoCYapaQqysynAARPLKCuwult2FxQZU+JlW2MAEcFll7GnwdZcZt3k+nsqkwBfprPGjS72sml3K81tYXa3BHGI4HBAqc/T60BkrgyZQZZ9Ph+1tbWD9ke6N4wx1NbW4vP17M6HUmp4mmjPnBAnYgUOehIgSGVEoYfSgvb3EZJT8OMXrt/73HSWnHxAYvkPj57eaV8/PWFfLjtxP2ZOKOW0OZP4TFKWzdub6nj43arE8+MPGMvhv3qxU3CnosjD1FFFdNRdQKejG579hON/9zL7XPk0jWkCFtmIdfjden1D52yZYCTKgl+/lHhujJWynRzcAXjhk84zlmUi+T1PvPkVzrrjTQAeea8agHp/mMOmjeS7863uaSMK3XjsVPOlT37MQ+9Y9b/49tc5/ncv8+T723nJzszaWLtnzJ4iT+dGz6uXHJMIAA0ydwNf7LDsUuAFY8zewAv28x7pj3ZNLGYSM4cAhKIx2sJRonajNhYzGGOIxEy7IOpQMpjbUOkG9sWYdgMcN/hDiee1LUEqir19OptRukFiywu9VJYXUOB2UlHiZUyJj/3GlzC2rIBpY7ofYyRZ/OK21h7PJhozfLTNmpWr1OemtiWYcuDTjgPkxoMZraEILseeLlGhaIxoLMaWuswGU+048KrL5aCq3k+jP8SOxgAxY/0GxQzsag4wosBFJBajKRCmotib+BvEMwsKPE5KCzzsNaqIz+41Ep/bmXZg11QzfcWzheLH6HJI4rh8biczRhczs3IEh88YzYwxJTgdey4JvS4HgXAs8R0PfTNtdbrBilsCkaxmJOtOJjOhdTcrUrp9+EPhxGdwR1MbDW0htte30RQIEzMmMbtWkdtpj2kUJRSO0hoKU1rgptjnbvc+4aih2OfKaMDu2pYgxkBtawiDMGFkAcYIH1c30haK0NwWpqqulaZAJO15O6G8kJGFbiKxGP5QhEisZ8FWyHyg8Ux0Nah6tjNYZToocrz8VqDOmmWwtjVEpMNvn9PhYPLIQhoDIaLG4HE5GD+i0M526zzDXj4MmQyeyspKqqqqqKlJneo/1Pl8PiorK7vfUCmlsC5qOmZibPjlwpy/z8JZ43l7U30iALDb/uE7pMNgwnPs/s/7jy/louP34bZl6xPrygutBtD3Pjed733OCv6MLfUBVmBmS62f5qQxZFL92F//lVksnjeJqZc91Wndd46ayh2vbuy0/PKF+/HLp6zMoq/MnshH1U2s2dnMA29uSWzzmV88l3JQ50yFo7F2ZU9n5lXPEkm6k1TbGmLudc+n3PadzfXM2as8qzJ0Zd2uZprawuw1soyzj5hCJGb40kETuPzRD3jxk138+RWr7k797MREsOz8B95NvP6KRz/kS7MmUFbopjXpTt4x+47mpTU1jCsdfBfWAMaYl0VkSofFi4Cj7cf3AMuAS3qy/1y2a4wxRI0BAwg4EGIYolEDAk4RosYQMxCOxKxuWU5HInPfIYIxBu8ASD3vC7luQ/XX+CHpBvY1Irg7dEGqHFlEiX3hGM+EyGWZUh1zazDSrltTfFaccWUFjLNj9KFIDId0PbhyKvEL7vh4Ng3+MIUeF/5glKISF5FwNHGxlXzXv2N2UTyYUeRxJTIsIlGDx+mgpiVozzbVfSZJx2yUMSU+ttb5WberhXFlvkRG3MwJpTQGwtS1hqwuPBM7nxtddR+JGcPOJrubULx3jUinzINCrzPxfRvvEoYhEbRJvvDueB4VeVzUtbRSXlSEMYaWQISa5gAjirxgd6HqOIhwT873dJle8QBHrrrndJdZkkmGT7p9FLpdhCJRguEo1XVtFLidiMPqZrejsc1qq4hYAcx6P7uagxhjqCiyuvxYAVgXo0u8OB0OQpEo00eXJIIEXWWvBCMxWoJhPC6HPdaTg0kVBVTXt7F5dytul4PRJb7E5z5ddonP7aQpEMEYw+gSX2La9FTZYl3JddZNqs9Bd3+rVOdipl3HKoq97QbDdongczloDkZpagsn6jFxTPbnLhiJ0eAPWYMvOwWvy8nEzJtgfWLIBHjcbjdTp/bNwJdKKTXUvLmxrt3zD685oU+6gpT43PzmtM8kAjzxcXnGdkj/3XtsMXP2Kufyhfvhdjoo8bkSgY83L/98p/1ed+qBPPexNcPW39/ewrtbGhLrHrWzTuL+36GTOeOQzjM9XbtoJj9//CPOWzAtZYDnG4dN4ZdPfcI5R07h6pNnUt8a4rPX/qfTdtlatbWB1dubOPkzE2iy77AunjuJf6zYM518azDCUx9s578fep8Lj9u7XXAHrEE50/nqH17j5jMOZtHBE9stb/CHaAlGqCwv5K2NdSx9ajWnzamkrZv06b8s38TG3a0cMmUkIsJ35luzbJ1/zAxeTMoYuitFHcb98eX1XPLF/dotu+PseYTtMZSGkLHGmPjAUTuAtAMLich5wHlAyinEc9WuSW4Qx++Ob61rpXJkEXWtQdwOB82hCJtrWzEYPqhuIhaLMbrYS6HbScjAhDIfo4t9fH7/cb0uz1CXy4FGu9NxsFCvy4HPYw3kGr+YqfVbA7x+uqOJieWF9pgfnQMf2RxfxwsooNMxpwoi5fICMH7BHQ9ehKIxvC4hGI0lAjSpuoekC2aMH2GNwROOxIiZGBXFPqrr/fZgqnuk63LSMQDgczupLC/g3aYA4WgMr8vJuDKry1hpgRt/KLvjDtqBsJ1NQTwuBwVuJ+GolWE0uaKoU0Ck2Gu9RygSo6zAnRgIeHSxly11rbQGIkyuKCIQjqYddLY1GKG+NUS9P5Q2UJBqTKP3NtcxosibGKg63Xmf7nzINMCRqe7Gc0kXAEjunlfvDxKNedoNTh6OGkoL3FQUe/loWwNOh9UVa1SJD6/LSTgSo6Y5mOgqOG1MCdPGlCSmJvcHIzgdQk2zNbPa3mNK2mVybav3U11vBYTGlrXPuI4flz8YpSSpTE6xskuCkRgTywu7DGok/+2mjCpK1HNyVljHsZFSzfgVl+r7qKffe+mChl0Fa+LnU3K5N+xqpsYeoNrrclJe5MHndqb8HPvcTnweF95QlEjM+g6ZPqaEcCRGYyCE0yHtjsnrctASiFDbGkp8JttCUfyhUOJzlS9DJsCjlFIqc2fc/kbi8bKfHk2xt39+DuJjzRy73+h2y31uJw//4IjE82sXHch//WMlly/cL+U4N2NKfGz81UKmXvZUu+BOKld9aU/3rxGFbhr8YWaMKebrh+3FGYdMxu10sOjgCTy+chtvXXEchyy1pi0v8DjbZeeU+FLXUTgaS8yM0R1jDItuXQ7ApY98wBMXHAXAETMqWHTwBO57YzNPf7iDmVc/m3jNLS+s7bSfB97a0u758kuP5bmPdnCNPW7Rj/++kpFFHubvvaeeD/6FFZza+KuFnP6n1wEr2JRs+uiixDToZ8ybxN/f3spf7Yylf6zYyg1fO2jP/iaNaPfarvrZ/2HZejbUWDOiHTJ1JBceuzdOh+B0DM2MEABjjBGRtP2rjDG3A7cDzJ07t8/6YcUbxPE7/1X1bRisqXB9bitdvdEfZkdDGx6PkxFeJ7tbYqzf1UKxz8200YW0BCIY00aDP5SzqbTzLdUMQ0CXd6szyVTI5UCj3ZU7Xobk/W6oaUl0b2n0h/iouhGXQ3CKg5HFUYJ2VkG4B2dcd9OfZ3LMAva4IdZFa08vAOMX7SMKPexoDOAQIRCO4XAIoWiUcWUFKbM+/j97bx4tSXqWd/6+2DMjt5t3rVt79aJutRqpjdACGoTwyCDJSGjMIjzDMTO2EXMAMwyL5THbIARirBmjY4MtyQfbZzy2YI59QAaBGSMJJNQS2lpLL1ItXdvd78099uWbP76IqLxbVbVUXY2k+54D6sqbeTMiMiJuvs/3vL/nIDHjweU2KwOfcZiQSclSS6VJnZp1d40uwcFOkjDJ6PsRa0PlBCqbSF3TOD1X38WTOex3HFTTn3XfjwjjnPp0EhOiYOuoxhxuCCIlt8eLUpJCpI3SnLVhiGsbnJlT+zYt1pRuBzUKlVbiXcMxi/tHuMs5dG6huet8D5OMHS9G1zTCOKVhGzcVN28mCJTN/J2IYr+VsDgKU8I4JSma+hnXQkrJ1Z7PPQtNNdaTW5UwvtfJ4Zg6M3WbhmVwfnPC6iCgburUbZ0oyffBsaejyTt1nYZt4sVJdUzKkqixpHKb9x7L2YbN1R2PoDiP00wSZxld12bU99keh7v2yTY0/PiGgHOt56NrooBrawcykEp+VH8S84XVIc8/1r6pI+gg180zrYPuM5c2xziWwbWeh2NoiOK6tHSNTt0kkfvvvbnM6fkJXpTRdEykhPVhwFK7hibEodfgyW5914KnbaiQgb2pYrMNm0cvbuMVQp0mBDVL51i79pxHpn9NLZsd1VEd1d0vKSXX+37FbAB1c/7M1YO5oh94aoMrU0yOo3pu661veGjfCuWzUeff9ppd/15s3nws57sfOc7lt7+OH/7W/Tyesm7XcTT95aN0q/w/f++liCLCFuCdb3qEL/3Ka1hoOsw1LM4dcEwOc5o8E4Dg3uf+UgFNbtgG33zvHOfmb/5ZvOC4Sjf7139xuXrsn37/CzneqfFdL1ze9dz//NlVslzysUu7OS5/61989MDf/ctveIjv/6aT1b9/7b97+KbbsjeSPbjFHPx/eVw5rl5x7xyvuO+rkrlzO7UhhDgGUPzvlwdFukMVJiot5/L2hM9fHxAkimVg6xorAzVOEKc5PT9G0yCIcwZBytYkwotShkFMkqumSNc1PnZp+5a8g6+GGvgxn77S4/KOx+Yo4Okdj9WBjyY4lM8wzXHQBKwOAz52cZtLW5Ndzz2MK7KXH/JMORJ7t+EwlsQ0R+JLGxMcU8fStCq1J5cq4e4gkeJW23MYh2RjGNxyn8vfbxZugRNd9yviS5WcH00IFls2dVun78c0HIPFloMmRBXtvbfKJvTcfKNyJSw0azx8osNDyx2ahfNkuVM7kCU0/TvL/Wo7FrpQSWFrA59RkFRulFv9joNq72fddiyu7HgEsRqlSdKcOMuYb9ogBLMNm81xwBfXR2yOA2YbNp26Ve3nuYUmrZrJPQtNTs26CCHoeREbw5DHVwcVp2nvuTUKU7I8rzhCNVNHF4KrPXWOTJ/vA79wMli6EhYOYN3cbk1/RoeJO7d7De3luSRphhCC1UHApc0x68OAJJPUTL0SAVb6QTWeJ4SgWTM52XUZhfGh7KqtScRcw8a1DMI459qOjwCe3prwqSs7PLk2YqXvc63nVdHkQghMQ6Nuqmjysm7FDSpFmpqlszYKivF3Sde1SdKMHPCijEmYstIL+Pz1gXpOwefKC007zXK+cH3A+Y0xa4OALM8rBtLQj/nCyoCrPZ/NSUAUp/Q8JQB+JZ/tYVV+no9d7dPzYvIiZCCXkp6fsDoIGIcJj10d8OTqkDTLkBKuF+Ld3nvvwI+pW8oxlxTjyKamsTkKD72ON0ch13q7z6WbCbJJmmGU7ylASPkV8aLuVB0JPEd1VEf1FdWv//EXecWvf5D7f+6Pqsd+84MXeONvfZQnVke7nntlx+N/+jef5JX/5EN3eSuPam+dmFF23+9+5Pgtnnlnaq/D5d7FxiHP/PLrwWMtfvRVhwtCAP/ke1/IiZlaFXk5XeWqzyd/7tV84Ke/7cDX/+6bX17996++UQkgjz6DCPG9vJ1PXlFC6LHCfv2R89s3ff1vfP8ju/79F2/5dt74iGKHtPbAGn/3k9e55397P29698f40JducFwOczxd2JxUX1a/86GlfQLaY7/w6ptu27/8M8VNKkHMNVPniV/eH2e90Lx5Y/NVXu8D/k7x338H+P3nakPKMYC+n3Bxa8LQj9kYqbQUP84YBSkfv7TDaj9gcxgwChL8MKHjmjRstfqc5xDFOQvtGvMNm0mY3LYYcaf35aBG7ssVSZ5cHWJoGi3HZBRkxQqs4rgc1rjsdUKVr98L870d0OjtQj/37t/qIKiavijNqwb901d7XNqa8OTqkCs9jyfXhnzmSp+1oc8kSPji5phhEDPyEzZHQZUQdTvbM70NV3c8snx342LqAiHELff5dkC3t/PZHQSLziWcnXV57Tcsc2bWrUS423F93Gy7poWB9WHA46sDLm17lSAy/fpmzeRYp4ZdJIWNwpjjM/VKZHmmUOu929WsmZyZdRkEMUGSIYRiGemaBgV0f6FZ43lLLRaaykFwGGC6THvKJTQcgzDJeXJ1SC45ECK8NYkqzosQonIO7UyiXed7CXMuR+Tg5nDk270O7sRry89yuVNDor6T1C2dHT9GSkmYqrEcQ1f7tzYMlHg2VQ3HYKZuHyw6SQU4s02d+abNbMuCQpwYBglZBkNfOZK2xhFRtmc790ST30wont73pXaNh461cYrxzLqlxowWmjab44g4y6nbCrr91OqIKMtvuFwEbE1ishxWBz4rvYDHrvZBothdGxN0TaNpGwSxJE4Vp60cEf9yhIwwybi0OeZjF7d59MJWJZBP75MouHDrw6ByEOmaEqZBo24rkfHSplccRwFS7rv3KnemWkBbajtoQqXmbQxD4mKMdO97LxVOt2s9j4EXcbXncXFzXB336VodBKR5ea/TmWvYNBzrQAH9btfRiNZRHdVRfUVVNnXTDp7HirGPqz2f5y+3qsePhJ2/OqXm8RUj527Vj3/7vfyzD1zgOx5aZOEWDp7brb/5Dcf4g88p5Ml7//7LsE2N3/zgRVxL5yf+2/s41d3tiHn9C5d5/R6nyzOpl5zt8j3feIKXnOlWgtCP/LtP3TZoeRwenLpVOnde8/AxPntAqpepC86/bT8EezrK1DI0Pvyzr+K/+T8+uO95n7t266Swt7zmAf7Wv1CjW3/8+DoAH33Lt/PNb/8Af/gPXnHgaM4HfuqVfOTCNr/w+49Xj73xkRP849c9f99zyzo+s58l8NVYQoj/gAIqzwkhrgO/CLwd+F0hxN8FrgDf91xtXzkG0HUtNkdqhGXkx5iGzuYoxDY0DE3gC/DjhM1JzJnZOgutGnEqCeOcHDXy4lpGMQZg0PNjNkehAsQ+S/Dg6TpsLGganvlMWDdl8kzN0tXqMJK6aVQ8DDiYs1IyVkoGStm4jcJENWeokZXb4czcaoxrb/z3fNMml3B1x+PMnEuYSNaHoWq6DcHlbZ8wztA1Qc000ECNHPkRlmlyvFMnSjO8JGUYSu7fk1h1MwaJhOoYG4bGpc0xjSKC2dI1XFs1k3tHhPbu81caoXzQeXAQ52fvfepWY3W32i7H1HFtgy+tx3TrtooPT3I+c6XHI6e7u17vmIqzI1sqarp8n2cytlJu74XNMS3HpDu1vcszNSbrKjY9SjM2xyFuwQ2xprhLh43IlQ1w6bQpI+FdS53/O5MQP77BWGnXTOUsGYW0HBOpyWoMaLGlGuHlTq063y1dEMQZEslSsWhxM/fD3vGugR/jhSmDIOah5c5NQc7KRfLMRyH3nuuycCX1/FgtwEiYa1rMN+xDx/MO5FAJwYmZGsMgIUiUc+Zkt0bPS+i4enWsvShlqVNjfRgpsT3KCOKMJMt53tTC1824QXv3oVkzsU29Eg8vbU1IspzlGQc/Vi4r19Zp2DoDL2amuEYEasTcjxJA0HU1okABo6/1fdJMnRtZDoYOrm3iRylZLlkfBnhhim1phEnt0Hvu3lHYQZjgR5m6ZiRc3p5wZcdDK4DFCy2nGh22hE7fi4mznJGfUrd0JLDYqjEKE4ZBwjhIuW+xoVLq9tx7hYBBEOM66hwGlQa52HaYqZuHjJhqnOzWudb3+cL1Iafm3APHGUt37Ewx9h+nORvDgBnXOnAs727XkcBzVEd1VHesfuK9n+Gdb3qkWoWYbnynBaCj+qtRd3uF4af+xvP4H7/lLF33zjE83vbGhyuBp12kbX3wp7+NEzO12+biPNN6x/e+ELjBEwI1qng7I2Ml32ZvlV+O3vyt53j7Hz1VPf7Bn/42XvWOD/Ghn3nVga/b+54nu3Uuv/11nHnLH+56fG9kPMCf/OS38n8/eoVhkPDON70IIQQPHmvy5NqIR04pvs5yp3ZT8ercfIOzc+4ugef+Pe6sP/jxV/A3/9lHdr3ma6GklD9wyI/++l3dkENqYxhQNw3CLGMYxlzZ9omSDEMTPHC8pQSfMKNRM3n4RJf++S1Wi9QUmecEcYxjGmjkBHHGIIiYa9qkWa5ieSVc2Biz0FZA0YOa5zuRJnWY+DDNiSgfj5KMx1cHzNTtQ98vSnPqtl4lJlm6RpbnhFNfyg9qSsuGq4Tdbo1jBNC0jWpkZbn48n8z0GjZGGiaOBD6WQoZvSL+WyDYGIUstWu4jsHWOCrcFapB3xpFtGomaaaatdmGwcBP6LoWrmUyimI6dROkSZjmdOs6tmXsPyaWXjXZZRrM0E84t9CsjnHbMXl6y8NPck5164RJTt/zqhjvmzFTbgW6vdW5sjoI6HmxEpwKpkjptJlmx0y/9naA1+V25fJGEo4QMDslFF3cGuPaJvWCVVe3terxpVbtjiU+TW+vBnx+ZUgQZ5zs1rl3sYGGwNKFgrMASJBC7BKZys8wTNT4yvRxLBtgL0xVUlUx5rXUrhGlKVd3Au5dbFIz1fVxvR+w3HY4NeuyM4lUMpmuVQwTU+zm6NiGjh8rILNtaNU42mGCy/R5VwqWDcdgHKW7PqeBH/PE6hAJ1E2dhmNOAbBvnD99L6r+LpfX8t7zYu+5vtoPGPjqGrpvsUWaSbw4YaHlHChaHgTyLUUCXdMqYevKjochBMgEoxCODV0QJBknOjUGk5i1YYguqAC9uRAVnPdmQvHqILipKFnCly1Tq86VNINWTQfE1PmqRJVJkDCOUjQ9ols3MU11/tUtnUmc4VoGZ+cbDL2E7UlE3dKxdA1Ng5ZjHSqs773+rvV9Vno+S50alqEr0TlSbjQh1b10fRgwU7fo+0kVCjCOUi6sj+g2HLI8x7F0mrbJTN2iWTPRNW3fuejHGQ1TZ2cS05ACx9S41gvwopgTBWOnvGav9zyOFaJbea6YmmBppsap2d2LhKWAuDOJcB0DQ9NYMHWGfkIQSfpewgNLzWf8d+5O15HAc1RHdVRfdsV7rJm//9gq73zTI7vm6vNcommCy3u4O16UKjjgUd31Wi3i0X/ggGSpZ7vupLgD0C7SI154ol09dvYuMIWm3xsU9Pi/f+npW75mGChr8//3k9/Kq//pn+/7+bRg8wc//grOzrn7BJb/4WWn+Hcfu8pTb/3OZ7zNZ2brXN7xufC212DoGm/97hfs+vk7vueFvOzsLK9/0e27nEQBKyyt2ntZRS843uaxX3i1ckvkkpk7fA4c1cElhGAcJXxxfUwYpxgamLbB9jhiexRhmxr3L7WYqdtIKTnedtieRGhoLLYdjnfrXOv5xDnoOpyYqWPoGiu9gDjNyHLJ1iRicxTwTefmqhGJw9J1bsdhc1CTf5jDYhKmHO+I6nUbo4DrvQBdE8y69r7tma5JpMYk6pZOwzHYHCYIIenUTcZBcmAkdNlwCQE7EyXuSCQd1941snJ8SuQ5aP9W+j6GoaELcSD0c2/8d3lP6Hsx8w2by9seSapVDboXJ5zs1ovxBVWZzKlbBlES41oGQqjGMkozvuns/vzew9JgtiYRp6ea6CDJKldCmObYpkbXdfGitBpFOqxu1rDeTvTx1R2PlmNiGhppJqsI6h0/LhLgbjT/YfHa2wFel9HI66OIJMvxQsWemi/irZc7NSZhWrkeynJMjb4fM7v85SWD3SzOOYhTVoYRuZS0bCViTcKYjutwds7dleQUpzmb44CGbZDL/IazS9PI5O7jWJ6XgyBmHKVKeBCwMQpZG0Yg813iEcjqGEgpKZP49u5j+XuPz9zYr9uBIx/mKDI0UTkFF1sOV3o+rmVUIOGeFylxcxxxataoBCKBGlXOJVzaHCOFoOWY+4SY6XPdMXWSDMZBSpRmhWtHXYvLBwi1e0c1S0GwYerIYj9L94ifpLRrBqvDoOK4zxSCxFzDQte1XYKlJsS+e8hBx/JWouRsw+bCxpiNUUTDUXHffpKix7A8JVxZuuIw7XgxXdfCLkau0iyn5Zicm29UxynLc0ZhyhMrAxaL0cB7Fxu0aiZxmh/onDrILWVomhIYbZOhn+CYKgUvlyA0gSV0/Dhjqe1wre+zOQyZadgYhkaa5YBk4CeM/JjTsy7b4wg/2p8IB+r+f4+h0/MirvUDNkYh8w2LgRfTLlyI5fl8vWAuleLm1R2fU93dbuNpES1KVdJk6eicb9ok9ZxRkLD8HMKVy3rWl2+FEN8phPiiEOKCEOIthzzn+4QQTwghHhdC/Ptne5uO6qiO6s7UteJLzXS96d2P8qkrNwDLk1gxR55c283jKeOyj+rulJSSP3l8nSyXvONPvgiwK+L6q7k+8FOv5Ld/6Juek/cux71+64MXb/ncD31xk3/4Hz8PwELL4fLbX8f7fuxbePrXdo9eve4bjgHw0NR443S99Q0v4Olfe+1NV4j2Qq3LetcPvpjLb3/docBoTRN83zedfMarT6XY9NqHD47R7tQt2jXzSNy5i7XQtLm06RGnGYam0S3cLq26wfYkZOinbI1D4iwny6Hj2nQbDse7NR5cbnGq2+CBpSYvPtPlgaU2pq6x0vO5tD0hLMZDTE0wDFM2K1fJDabKM2WuHMbUACqugmrkAi5tTgiSjHGYVs3dwE+pFU3sxigkiFN6fsxnrvR28WTC4m/SUtsGqcaQ6rbO8461COKM6z2PHBgFMauDgIsFI6JsHGbrFj0vBiTzTRsNUcFub8WjKI/JQtM5FPpZsjfK+G9QK/9xlqNrKgLZtjTGkRrVWZ5RzZYuNLRCDNKFalzniqh7HmUXLQAAIABJREFU1zaYb9k8fLxN3TL3uUtmGzZbY9UgG5rAi1I2xyESeGJtWLEnojTH1nWOd2qcnnVZatdoOMZtcThuBrp9fHWwj/8iJYp5szXh8dWB4r9oooLSWrrO9X7A1R2/4iGBalhzecO5cSuOyeogYHscKRElSvGSlG7TJs8lawOflb6PbeiEyV5Idk6jSFYsk8GeLkZjbjUmeNi5Pirgtld7Pp26Gq0zTZ0ccG2LURjvSnNUYkpIbxJzredxveer/ZWQ5DkLLWffNeeYOg8td5gpwLOmpmEIQZJmdBo2SZ5XjJ8TewSc2+EIHQZHPoiXVYKyvTBFF5CkOZMoIUpzdKEix3f8mO1xiKax67PXNbVQGKc5fS+qBNduw8YyNLwkw4/SffcfpFT3vVQ5flb7Poam+DobwwhNFIzCQxy5UZofCJ3eGCsnWZJmXN728MMUP8oYRylRkiFzSRQrN8ooTGi7Nie7dU7PuhwrYtT3Mm0OOpZhkjHyY/7i/BZ//LlVrux4pFlOlGQExXntmDoLbYc0z1gbhmyMQjQEQkpsy6iA3Cv9gKfWRjgmtOomaabSFWuWjmlqSjRyLeI05fz6mIEX8eDxNvctNKtjECbZoSyevdefbWiYhoZf3E/iLEeg0qfmGpYCkSOJ0owkzemPI7pNmyxXY6WGoSEQNGyNZs3iwuaEdt3kzJyr/j7tYTDdeH8lUh7rOIzChM9cHXBlxyNMMpJMInPJ9jisIMvlPqXyxt+c8xtjPn21z7Udr/q7pBxbiu0TJBmZlJzqfvlpb3eyntXlcyGEDvwm8GrgOvAJIcT7pJRPTD3nPuAfAd8ipewLIRaezW06qqP6aq/3/uVV+n7C//xtB8Nk3/Pnl4iznB991b3P+raomVb4oW8+w7/56GUAPnapt+s5YZLRckx+7N9/BoCfe92D/MofPsnVns+1ns/J7nOvdH891K++/0ne8+Gn+XuvOIttqD8+f/3Br43b7XM58vPWN7yA9312lZVBwOevD3l4ykm0t37jv96IOy/dP99worPvee/8/hfx1je84NCRr9sZBTN1rXL+TI9r3XOLlK4vt4QQt80hOqq7U8szdQwdcimZxFmRSALtmoUXq1GtcZiyPvCr1dGltoMfJ6wNA3QNljo1TE0nyXKiJOfilseMq1bI10cxOpKlts3WKOT0rLtvhfOgsR/b0Jlt7I8o3xyFB0b2ToKY9SBhHKZsDANsS8c1dY7N1Lje87AMXaX2JDlCk8w1HZI050sbY5Y7NXJNVA20gtVauI5ZgDs1uk2L2brFuYUml7YmGEWijaGLquFZNXXOzTdwTJ1zC00oVtpzCYbGrpGVm1V5TIRQjcHAjwnzHCnZtzpfxn8DyFwioHJNLM/UK8dLludc7wcYumo4/CjFMUWRfqbTrBnUTOXumHHtA90ljqnTcW3COGUYJAz8mLmmjS7g8rZK/TkxU69cCSen2Ga3M460163SdS0ldukapi5YH+TspGHlqAiTjO1JRCYldUtnfZATRAmb4whDF1UE9fowKEZ6EnqFC6Ru6kzChDTL8ZN0X3R5kskqSah0DCm4tsA2Ddo1Fafc8yO+tDHBMnUcQ9D3yxhrxeDxokTFqxe/58ycWzlbDtrn6VGpw5xFg0A5cSZRStsx0DSNmbpN14W5hsX5jXE1XjPtWplr2DQdk89e67PQcmg6JkttJRooN1C4bzscy8COFVjY0jWOtWsMwoStUcjxmXrlKCnP6VJsKPdrdRDc9tjlzRxax2fqbI1Cnt72CkeRYLZhIVD3ijjLaTkWO5OY4zOqbTV0gZ/Aqa4SnYZBUvCKnBuCUpwyCtJdDhkpJZvjiJ4Xs+1FNB2TRs1Qn4UuaNXUcYvTnDw9eJuFELug03Ajrr43iXZFm1/anLA5DmnVLLJc0qwZ2KZOzdCwi3PxmYz2lYDinp/g2jphrHF+fcSqY/KC421sXZty0qh7aZjk5FKiCZWEOAoTpJQsNGvoQvDAUoeNkc/Qj2nWTGZtmzDOOD7jVg4iORG06xZnFxr4kfpbUrdMgjij78XMNuxDt/taT3G8pJTEWU5vEhGkGXMNCyFhFMXMNZ1qtG1zHBLGGZt5iFszmXUtru0ECE1ybt4ljHNGYYJr6Sw2bU7M1He5mEoWGihBaXUYVMy0OJUkmcS1dHqTiDjNqNsGYZ6z2HIIkowgUgsB5xZc1gdllDz0JhFpnuNaeiVQB4VDrF0zVfJkmNKwDC5tTar3vxucuoPq2Z6PeAlwQUp5CUAI8V7gDcATU8/5+8BvSin7AFLKr40l5aM6qmep3vKflAPgMIHnbe9/EoC/+4qzz/pN5W+/5+MAfMdDS5XAs7de8rY/3dX4veFFx/mVP1Tb+P7Pr/HmV9489eio7ky958NPAyptpFWsAP6j1zz4XG7S10SV3B+A7/rnH7mpyHGyW68A5DcrQ9fu6Cjb7/zwy9iaRHzb8xYOde4c1ddeOabOfYstHl8ZqobAMsllxshPVeNs60RRxnoWIHOYazq4puD0bIedScTyTA2rGPOQUjLfsnFtDT9OcS0DS1OQ2yBWKSZhklVjRnDw2M/QT7gwnHCt7zNTt2g5BluTmDjNGAYJZiH03LfUpF2zyPKcjXHEfNPmwuaYJFXQ52bLIc0k8y2Hp7cmLOgOlqmpBspQ76MybVSTWDbS13seZ+cbhcCiGgopZSVKldwi09CI0oyhn+BHKf3JgOXODZDo3pGVSZgeONa1t6Y5NCWQNy6YPns5KZahs9iyq8bh1Ky7axvK5iuRBWxdKAaRn6TM12rVuMXWOGJjGNCqm+ia2PU7pqvlGDRsA82LcG2jGpc5NVtH0wRrAzUSFaQ5mhAqqjuTjIMYp2hqDuMw7W2Un1wdMtd0qs/FdQyiJKfvxYqFMQrY9iKEhHUrJJeSUZRh6poCfkcZ4zBR4xSpBCSOoZFJ6HkxulDg2YWmgxcqp8KlrTGLrRozdXMflFg3NDTU6N18w2LHi1XcsSbQhWAQFGLOwK+i2B853cWL0tuCU+8dOTts7LBuGsRppqDDhSAaZ1nVqB+bqVUC0m7XihI2Ts25IOFYp1Yd++t9JcTULZ1JmPKZKz06rs3AizjWqVGz1IjTOEzJC8dYnkuu9TxmXJt7phZQvpyxS9gvaOUy3zWCZVlqBLJu6VWqX8e1OT3rMvBjWnWD9aEaoTM0BXIWUDGv1O+8kYSpRKgEQxfqHMkkV3e8QiwysQyNbt3G0AXttsPQT5UgGCcVN0gIcSC4OikcRwdBp69se9RtoxKVciSnui6aJqrPpLzf3A6Mffq470yU2NDzYroNC4nAMnWOz7iAxIuUKNqumRyfUeD8mmkw27jR6vtRyvowYHa5g2VoxJnkWMeh4ejEaU7DNrF0QZKqY1GKeO26hRBQt9R9YXMUYWiSLM/x4pRmauzb7oEfc3XHqxKl4jRH02CuaWNoGiv9gHbNpOvaHGvXqntjt24x69qYukbPi8gk1Gy1fWGcM1O36LoWfpSiaVQjiTVTLURMs9BmGzbnNxSsfBgk2EbJ7lLX16ypE8cZXdfC0JQrSH3GakGj5RjousbmOMI2dY4362iIKoUwSZXQc7XnY+gauiZ47GqfMMk4NVenVbMY+jHnFu4+k+fZFniOA9em/n0deOme59wPIIT4C0AHfklK+cfP8nYd1VF91dfvP7bCG150eMT1v/rwJb73xSexdI33fPgSv/Whi1z61deiabde/X+m9dKzXV5+bpZHLx0cFx0VX0geWGruip38tT966kjgucula/CuP78E3PgydFR3p67sHAxYfrbrpedmn5P3Parnvs7MuXz6Sg8DCKKYXphCLmnYBmGUoJsGGhLD0Om4FnGWMw4TNAGXNj10TTWpl3c8hn5csBxykClpJnEdgySRaBpVQ3i8SNUZBQnnN8Z0XIu6peNFKSsDBXidRAlSqtXduaaNV6yaNho2WQ7n18e84ESHrYkSG9JcMus6uLZOlkOWg6XrJGnOfNNhuVNnpp5yfnPM1jii50V0a2YFkIXdcd4lu2JnErM69DGERt+PmEQZtqngn5ujSI1KmRp+nO1rZMuxnCjJkKjGJUpSrkwiru54PLjc3pfodDtN3TR7Q4k3NWaP7xeMbpXMVDbjZ+cbu97rsDoIwDuJEixTI88VRL5kS6z2fVb6UbXvx2d0mo6xS0BoOcYursx0oywlTMKkYsl06hZrgwAvTgnilKvbPrah3k9K2BxHiu0nYL5pk7oSL0oZTCI6rs04SlXEtSbIcsmGF/GKhSZBknJhc8wgSNA1yDNJx+1UoOwSqgoSL07J8py+HyEQpFIy13Iqd0aWS77x9O57ac+LDxRqVvrKRXEY++cw4HSrZqqxpSTjM9cGtGomiy2bLJN4UbILZl26VlzbrBwMUuYM/ZSldg1TF2yOVXLQQpF4teMp11oYpxiGxvW+z8muy/oowE9SslQSSyUSlk6Tm6WtTQs106l6e91LozClZmqsDyPGhRiqa6I43gm2qXFypq5GwzSBhqZiv02dTt1iHKbMN20EknGgRhOfv9zeJ4qWx1+5ZgwMXcOL1ajUlW0PkHzL/fMFZyZBIAiijBnXZHsUFeNCVCDjg8b7kkwcCJ1O0pytScQ5xyRHsjmKuN73mGvadOsWsDtV7FYw9r3XsWXoCKHEt94kYhKp+7RdOMokoBWsHYC6aTBMk0oUU5wbiS5EtV+2oZHbOlGSoWmC450aQz+hN1GiRCniDYqxxzRXceALLZudcUySSRxzP0R+te/z6at9HFNneabGtR2fSZSw1KrRrpmcnmsQpzlJqhK7vrg2Iirugw8ca9HzYkxdVC5GQxdc3vHZHqs0t9mmQ5Zl1CyTxbazz0k1zTEqP6tRmNC0DeZbSqQRQkWif3F9xOlOjY2RGmM0NIFE3V8W20oQlqhRPFEI20ExwpVkakHjxEydHS9ma6xcPqausdYPcW2Tnp/g9P3KVXS36q8C4dQA7kNFjZ4A/lwI8bCUctcypxDih4EfBjh16u6DQY/qqP4q1PTq/0+89zF+4r2P8Rvf/yIeuzbgwWPNiu8B8I4/+RLv+JPdyTkfvrDNK++fvyPbEk19UdQ0gaEfLhz9n8V2PLU+BuAj//BVvOLX90c5H9Wdr89dH+yCWb/nw09z/2KDL21MnsOt+tqqN7/yHO/6s0u3fF6t+AL00rPdZ3uTjuqoCJOMtYFPjhrt2ZjEREnOQtNhxrVYH4U0dElvHHGy6zIKE1q2yUrPxzQU/LPpmAz9GFGQV+M8p2ZpIKDjWkRJxiRP8KKMUZjSsPSqCZxxVcLJyI/RhGDgxxi6WnXO8pxhkPD01oTVQcDZeRfXNklzNfLkRRmPrwwZBgknOg4rgwQvSuj7ajwjStX2CAGnu3XGQUyvSI4a+Yp5MdIEM1nORhEJ71oqzrt8bpbnPLU2xI8zmo7B1W2fcRiT5op1YxTMjyDOONa+wTKZdticmXO51vcZBwk9L6bpmDRranThidUhf61oyMu63aauXH3emUSMgoT1UaDYObqo2CC3sv/fDmB473vuBfAqJ4KOzGUF7J1t2NUYys4kJE4V9FZKSd9PKgGhYRus9H3iTDIz5XQEqNs63lQ8eskLGoYx68MQ1zboNiwcU/3tsnWdTOY4hk6QZIBKQBsUEfXNYgTGCzMEkoWmQ57n/OWlPrapcWa2TpRKtr1YbWcQs5NTQVVnGzYXNhNqhsaOF+PaBs2aGteajgTfW4cJNVIqd8PaICLOcixdo1M3SQqA8c2EPsfUefB4h2MzdS5ujZkUgtsjp7uVYFh+fn0/5ksb4wowbRbpakmWk2SQpjknit95eWfCIEjIc4mUcO9Cg80k51pPcYaSVJLkGfMNB5lL5hsKVD5de9O61ochpi52jUGW562UMIlUJPbaIKDuGCy1a4zDpHLYLbVsgiRjcxQwDhPOzDa4b6FBz4tJciUsXNz22B5HdOsWDbvO6TkX1zbwopSeF6tr2zYqwbUcBTreqbE1iXh8ZYihaSAkLcdgYxgyDBOiJCcvoNJzTZuz8y7DMOFaz+fqjocQgtmGvQtoXYozsw17H3R6axxyrF0jznP6nkqAWmrVWB0G5LnkRJyia9qBcOqb1fR17Jg6lqmT55IkVddAlOQoyowS3JqWWkRt1UzMQuAKEnWvmWvYIOXusak0p+mY+HHKOEjoexEPLLewDI2NkRrtywA/VJ+ZrsHIT9nxQixDRxcaq30fhGAUxFzp+VUcvGPqjIIE1zaYa9gkWc7WJAbhIWXO1iim41osz9RAqvHPlUFQuHEkjqkzUzd5fNXHj1JsQyg+mh9zrFOn58eIYYAxI9CFduC1WrotEaALgSiYaUttlX7XcIyKpTPw44o/dapbr8boSh5aLvNC2LoBtY5KIdzQGIUxjqkrYTHK8KOMTt1kcxx9zQk8K8DJqX+fKB6bruvAx6WUCfC0EOJLKMHnE9NPklK+G3g3wItf/OKjvOWj+rqsH/xXH9/32P/yO4/d9us/evHOCTyXt9WXkx/65jMAvOYFx/jw+e3q57/75pfzfe96FIB3//nu5vd45waZvgTCHdWzU6//53+x77EvbUx4+ZGr447VP/j2+3jXn13ihSf383TKSrOcjz/do+UY/M6bX34Xt+6ovl7r6c0x5zc9uq7FQsNifhwpZompgLGGplHTBatxziBMmG/ViLOcQRjTsk2GQcz6IGDGtWjUTOqmYrrEqUpjqlvKNv/8E21m6jZ1W+cTV/rcu9Bkpm4x41pFVLeBZWhsTUL1BX8cMgxjFosm/OntCYau0m8ajsX2OGYSJSx36pzoOGxNYnpeRJhkXNxSLrgz3Rq2IRgHKt0ojNWqvq6pBLDlGYcn18YM/IRTXZMwyelNVJx3z4sRBXx5Z5JwrOPg2qZqxE2DoRdTcwxMTZClOX6UsDpQo04NWwGF9ybDJKkkyTK6rmquapbOKDw4WWZvUzfwYx5fHVSN/D3zys6vmlXYGivXwzgaowuNWddUDoNhwKMXt5lv2pzsuvtGrw4bA/Ljw108ADM1i6uBzzBWzgYkeHGKZWpsDEPOb465Z75ZjXiUyUZXdvxi/EIldpXHZxAEmJrAi9MbEcS6hiAjLiCoSab4UA8td1gdBCy1HTZGN0ZyDEPgBxkPHGsxCGJW+iGmIejUTGqWwdUdr3J7HOvUmQQJH72ww5XeBNc06TRMmrZJwzFZHfjYuo4+FTdu6zrLbYe6ZbDQcvCSlJZjoRWd82o/wLY0wmT3MT5MqOm4Ftf7Pq5lViNC1/s+y53djf3OJKLvxfhJSt0yKwGx3Je9jqHpcm2DRy9uYRtG1YyPgpj7l9ogJecWmsqhIUtXRUjTMZRzRkr6vhpHe3xlxDBQTJPjM3V0TWMQpGh9nzNzu/l204JWmXyFpBqDjJKMj13axjaUY2+uadOsmWyOIq5ue3TqFj1POU9GYcLlXsbAi9CFphwTrRpRmtFwDLYnEZ+60qdVM3nwWBMpBX0vYqntsNr38ZJMCR25xAsSzi00OTPnMglTPnu1z/V+gFa4NBzT4HrPBwSDgqVUN3XSXEMg0TXB9Z5ikc3ULZAwCGIGWwn3FA646VFJYJ9Q23FtaqbGF1ZGGLpQPCFTo+kYzDcd1gYBp2bdW46zTVeYZFzYGDOJlCunXVfnZJhlxFmGzDV2/AjXNjnRrTHbcKprvjw3XctAygQvTBl4MbY1NSIoBV6WIoTg5KxLyzGYadiF2+rG6JOhCfwwpWHrXNz0VFS5aTDXtBkFMWvDQIncfoxj6MRZhmMa9L2YbsMmTBWYe20YcrJbp2bqXN2J2BqHzLVsBb9GCep+lFIztMpt6Mcplq6cOJahtkUgFA/H1BkEKduTASdnFbC6jEwvq7zWBHC15+PaBostB00I4jTjnvlmJaIttpzqGi7diuUxXB0E7ExiNE0y33QqqHXN1PGjjGbNREr1xlmuWF1xpgTE6WThu1XPtsDzCeA+IcRZlLDzJuBv73nO7wE/APxrIcQcamTr1kuhR3VUX4f12oeP8TufvHbrJx5S7/qzS3eMu6Ksv/DN96gvIN/zjSfYGIX8yCvvQddUYsE73/QifuK9NwSo9/7wy4DdkNg/+sIab3zkxB3ZpqPaXX/wudVDf5Y/B39wvlbLtQ1e/8Jl3vfZVdIsP5Bz8x8+oa7bUZje7c07qq/Turjl0XQMDE1jbRgoV4sfc2Ec49o6TdtUqR8zdaQAL1KNz9Y45tLmhIajVq7HYUzDMVnq1Gk7JuvDAD+KuZqqBB4hoFUIM5oQZJmCBl/d8UDA1igiyyXbXkTDNMjznCSRbI5DNJTA8diVPqfmXVqWsrnPtSxm6yaWpSNRUdCXdzxm6gZ+lLEyCBjHGd94uouUKmJX12CxpVgk68OAk90aG0MVj4uETt2kN4mIMtXQSSk42XXQdYNJmNBw1DjMjhez2LC51g/YmUTousZyzURD0PdjwizneYtNyiBau3BM6FMu1jST1AvWys1qUAhNrm0yU7cYBSn/9Yk12jWbTt0kTDOGBWum70l2woDtScT5jQlzLUfxaOKM1YFPkGTcU4CgyypX6qdjmA+DoU6PgpyZc/nE5R6rA79wAugFq0NFPu9MVPNXrmwbuhJwljTFRrKKe6CpK4bNtZ6Ha5sIIbneCxgGMc8/3qqcJnsjoHPJrhV11zEQBSDXi1IcQ6ucVluTiE7domZqtGrKgVazDa4NfFxTI5c5l7cn6ELj/kU1rnFmtsGxTo2BnygxStc4N98gl2rFvxTXticRGgJNk7Qca9+Y3mFCTb8YmXLLiXRR/L+pv7ulSytMMhpOrRKI9r7HYbBmL0ppOCY744i1UUTD0llsqwjskkNSNvk9P8bQYHMYEuc5i20HKalSux4+0WbgpwrEK5RLbn0Y8Y1ndgtM04JWWAgsPS+mXbe4vK3S5iZhilnXMDQlCNqmziCM0TTBxiDgyvZYOW9Mjd4kptu0iZKYbmrx1NqQKMvJM6kS/2omhqax46l7UxBl/OfPrtCpWcU4m8UwSPFilYhlFQ4sXdNIogQhNAZeTMcVNGydYZByrKNa35m6xfYkom6bXO/7NB0TXVcCUJzlKh0vyfnoxU2GQUq3bvENJzpVWlMJiK6qSEXr1JUIHKY5SZYX8fWSvpcoRldxHIEDP9fp6/HS5rgaYTM1rUi4MrB1BZXPNcl9i01ajsn2OKLvJ8w3bEZhSssxcG3FxpKotDYZq8WmhaYCCkdprsDKBWS+3I8STDw9+jTjWmRS8pJzs1VSnalrXN6asF1Ap5M0Y9a1mYwSKATcga+cjduTCEtTAO2SW9SsmVVkOqjzbhIpbhTA0I/xCvfRyW6d7UmshDNgEmXEmaRTuANn6zbXewqCvdSu7WKhlXD8MvY+SnPMPUlw0265UmSHYlyv77M9jhgFMZ2GhaFrdGomwzBhexQyDBJSKem6JhvDEF3PaVgGfS9iHMSc7Lp3fTH7WRV4pJSpEOLHgP+C4uv8tpTycSHELwOflFK+r/jZ3xBCPAFkwM9IKQ8GeRzVUX0d1S/+/hf4t49e4U9/6pUV5G6jEFVuVf/76x/iF9/3+IE/i9KsSlH6Sqq8AZexx5ah8ZOvvn/Xc2Zde9e/XzblGinFn5/8nc/yuoeXj3gwz0KVyWVl/ePXPlhBuD/+dO+glxzVl1mfutIH4Gf/4+f4v77vRft+/vO/9wUAXnI0nnVUd6miNMNBZ8eP2J5EjIOEzVHMJEmZqZsEqWRt5HPvgkvd1Lm64zEJlRNG0xRgdxiqZrrnJdRrJsutGoYuCGJJJjNMDbZHAX82CnnesTbLnRpBmpMji2QijWNth4tbE6IkZeglbE5U8k/fz7AMnWNNh56XcGHN46+d6dByTfwwZXUUstypUbd0NE1gGToNx2S24TAMYuYbNuNQRSo3bIMkzbjS87ANxYJZaFoYuoIKG5qoAJyOqaMJTcVPS4mtC7JMEKYpaWZBLgnTnL4fk2Z5Ia6ohJnFdo1+wVo4Nau+QtdMnc1JhMzVKE7dNtAEdN3Dk2XKemptxMCPWRuqRBcENB2D9ZHPrNvh/Pq4asZ7XoSuCXQd1kchddug6RjkElzLxI9SVvs+djEWsTEKyaRkpm4dCs0tK0wyHl8dECYqcapu6dRMA6elEyRpdQxk3aJds9CERt+LmXEtru4o3tLYT7jS82jbBqcK50eSqdGuE12Xnhex0g+pW0XiVKpGmfaKGVGSVSvt8027GmuJXYtJmLI9yWjaBguuw1o/IIoVT2V7kvNQ3aJRAFXPzLpsjQPWhwqQ2jA1tj11Ti53clYGAa5lVKJgXDR9pWjz+OqATBZjIu6N55THeLox3yvU9CcRpqZGQW5wOmr7Rp6mx2/KtDkvTBkEMQ8tK0foYVDjUZiSpjlCCE53awihEcQZEgXwLbczTnOubnsqxjmXzDdtTE05fmqmTqtuYus6Cy2drVHE5jgkTSWufXgE+s4kIowz+n7MYrtGwzZYG4RMoriANitn1ihMsZKMmqnG/K71fXRNULd0+pOEIE7JMgNNFLwgTUVgm7ravlzmjMO0EijHUcz5zTHfet88hqYp5kkmaToG25MY29QVPyVJlXsCSSTAihPOzjV4estDCMiK8Z+HT3SwDY3PXx+wOQwZhDH1InHNCxMeXx0y37R4YKlFnsOFzTEvOKGujb3uvNmGzaXNsfpcslyNbQ0DOg2LrUlI2zHZGgX0JhqPrwyxClGzZFd9/OI2CIGlCxYLbpiXZCx1HPqeEp38OGNzHKELwbc+sEDTMbnW8/ji+pg0z5GZJE1zVgc+iwXA/cRMvRozu7LjKY5anO2CPve9mCdXBlzc8uj7Eav9kNNzdeabTnU/W2w5XNnxON5R8PZy5HwYpuia4pvpein4m5zfnHDfgsswSMikJEkz7l9uV8mDyzM1Bl5SRaaDir3O4IqVAAAgAElEQVRfHSjx+PRsnYZtcLXnEedq38dhwnaSYelqVHOp7dCumYzDFD/JGIYpCw0l9q4W0eYlnL683vYKaqWAutCscbyjRNadSVQJQ6CMfktth3sXG2S5Gj1cTzIatoFj6cw1bZ5aHdGomTQdxYxbHwUstWt0XasSRp+Je+srrWedwSOlfD/w/j2P/cLUf0vgfy3+76iO6qiK+rePXgHge//lo3z6519NlstqBOp9P/YtB47eAHzm519dzHyG/NaHLrLXqPHbH7l8aALXzWpzHLI1jnhoWcVAf+SC2pbnLR0+V1qzbny5fWDP887O3YhZvf/n/ugoYvku1A++/HQl8Dy03HqOt+Zrq8ovw//p0ysHCjxl/dJ3PXS3Numovs5rvunw2es9/DAjySVrg5Aky6gbhuKEkJOnOZ94eodOw2bGNphv1/Aj5RgxihSlMFXQyP4wZMUy1PjHYqNYkVWg4+sjn/MbIxpWFyFUGpFtlskpSmTRheDKjoeGZGcSEyQ5dUujaddZaNuEaY4udNo1A2zJ+iAgKuChpq5xolPD0DWyDPIMRkGCqevMuooJ86krfWZdk+cdcxj6CZ+4vMNLzs5h6ioRa2ccMwxihmFM0zZxDK2KOkeCKQQ9X7mNJlGKAMXqyHIWWzXsItI7TDIubCqeXJkCttx2VAMSqKb1zHwDTdxYqT+owiTj/MYIKaFuG3hRTpCkgCTOJEITmLrOOEgw9RzT0JFS0pskjPyEoJWyOQpZ7tSrle+rPZ97FprFCJ1BlGYkeY5AsXvGfszqIKii6QGQkiDNieKcpmOQ5fCljTGtYnV9FKbMN2yiVEUF37fYpOfFhUsl5VrPwwsT6o7BSi/Ad00W2iqqfmscMokzkjRn21MMppITo1KP9KpRHvgxT6wOkRTjDWnO5W2vGmtZHQTMdFUCTpBkbI0inlwfYhs698w3MHStcHPlRGnGPQsN1ocBLUeJf1teRjvLedHpLrqmoQtBnOasDXxmGw6TMCZKJRc2x4rLITTuma/vchxneV4d473R2dNje2UqmKVrVSNdCkjTVY7KlDwby9CK2Pf0wN87zVHy44RO3Wa74L3omkqSmkTKvVFu54xrUbMNBZXt1AjjnDhTI5qNmqE4MQMfQ1PHr1u3idOU2aazqynd6yRaaDno+g0Ic1L8zpqhcXnH49rAxxQadVvnRKdGJiHLlTMnSjVyIWnWTMIEapag07Qxdbiwqfg3carGys4suMw3HL64NkLTBRoowXXWAnQmUaR4UVIyDhNGgbp2VXy1zdrQRxcaWgHgbdgGJ7tutd3qms2YxMrBNApSNsYhkyJ1qYyRT5CESc5fXtpRkeSGzvGZ3dfz5ijEC1O2xyGjMFHcpVSChFQqd2TDMaD4nNToacqFzQmbw5BmzeDMXIPVgc/AV4Bkx9RJUknPV8KOVaQ1TcIES9cY+CnHZ+r0vYjr/QA3Vm6jSZgyChQEvBR4bEMjy2UhfqmahCnXej6DIEGgXIU9P6J3JWSu6eBHKXMtmxMdl7qlca3nszWOyPIc09BY2ZmABqahY2gQJBlerBYRDF3HteG+pSb9ccw4VK6zKMtIUskgSNAo4O8S1ocqDv1Yx6nGtpbaNS5sTnhiZcSxjkMYpQzjiCDJOD1bQwi4f6nJwFf76scZGyPlKGo5ZiFGpsgi0nyvUHorVln5c9cxyCSYhkYwzpFImraJbejMNR1eeEpnGMac6ta50vNYaDnVqHIpDh/GP3s26q8CZPmojuqo9tTAj6v/7nkxH7u0w5ve/bHqsaWWA8BrH17is9eGrAyUm+b1L1yuHDU/8x0P8DPf8QBn3vKHAPzoq+7hNz94ET9OvywXz0ve9qcAVRKXU7y+5ZiHvmax2E6A//dHdnNHzkwJPEd15+vD57f2PTa9cvAdDy3dzc35mq+9aTk//3tfoOkY/Ox3PrDr8ecfCWtHdZeqVTNIclTCUJYxCOMiStwiiFLiVBLlGYauMVezGIcJ13d8UimpmRqWqb7Q9r2EuaapYnhHKr2lN4kxDQ2npuGHKbqURcMScma+yThKiOKMftE87XgRupB0GyppamUQIqTiKzy1PqJu6Tx0rI3QJJoQXB0GNCzlUOlNEtYGit8R5hJNgBSSQZAy21Sw50tbExaaDkJT4shi22EcxmyOldPl4sYEL06wDZ0sUwlKM3WLURjjF+lJeqIRpBlxohq6Zs0gzW2SLFMNVZSxORqR5jmduslqP+ATw4DjnRoPLrewDZ2BH9OfxFzamtCuWSoGul07cAU5SnOEJhASJU4AdctkFKTMuBZxmtOpG0XjLzE06HkpYZrSdS2STIl29yw0SDMlmiEkn7s+YGMYstSx6dZtbF0Br9cGAZlUx+/6QKUrnZips+XFjP2YIJXs+DGupUZMJmFCJiGIUi5uejiWjm2o1X/TEGyME0YBNGwVTW8agjNzDQZewqev9DnWrjHXtOl5MZ/dUDykYx2bkW9wLc+5Z65eMYHCJOPJVQXDLZk+Kh68XiUOlfwXTcDjK0PGQUKa5eiaYGXgc6xdY3sk6QcRTVuxZlzbRGlbAscWzLpW5QpabDmFYyZnZeATJjnduqWYTknO0z3FUplv3vgeU6a67W0Gr/c8zk45o6ZTwco4+YMisMt9Knk2ZTS94lbpXNpUQltSiAwzroVtqFS3ummQpAlzDQsvSvEj1bQvNGwubnv4YUKS5+hCY30QEiQpYZpz/2KTNJNsj0O8KAMpcW2TtUFAmufYhk7HtTkxU0cTYh9YvGyQN0Yhx9oOYZoriK+pYeo668OIuq1EjETmeGFOKhW7SNdgGMS0HBPH1EhSGIcphgZpkvHUjocmBPMNE0PTOb8xwbEEYZzixzmLTYuz8y4r/ZDZpkPN1NGFYBwlHJ+p40cpQaz4NEkKQqj38pOUUZhwds4lR6VNlZ/L1jjk3EKDx64O2R77NCwdS6go8OWOg20Y+HHGMFCx68MgYaUfMgpjhkFCu25h64IrPR/XNnmg6XDF1HlqfYRh6IzCmPsWW0qwyTMkBpJyTBQ+c3WAoQtmGhZelPH09oRcwsXNCXVTcGq2QZKr9KtuQzGuNCHQhMaVHR8BSqz2Yv5/9t481rYsr+/7rL32eOZ77vTmV9VVPZW7oZvQ4AGwA9jBBkvEliIUR7Ed5H8SZbKjxDaJrChYIooUxUImUYhjKQlOZCuxpcQmMVMCNhiabhq6a+iqelVvuvM98x7XmD/Wea+q6AHorq5GcL/Sk+49dzj73XPOPnt91/f3+faSiFY5HjY1417KIJOcLJunLKVJL+Xl4zWXZcvRNuEVC2hUMJIebx/jmzs9XjlZM6s3vHBjhPfwYLYhjmOe9TDIJJ8/qTHOop1F+AjvLUWR0CjDstHs91PGRcJHb4+pO8f+OOP185LZ4xXOu9ColUlEFG1TWmI7Rgr9NNgTnbHUylJ2GikC9H2QJ0yTnFqF1M6z23GqzjjiLRS/Pwx17j7yGG2pdDCQ9rZJu7cn5aSI6LRhVmm89+yPcg6G2VMg+hMT9kmjV2cs55uWVoek1vu3m9eDPEZbx6gI3K1Rnjw1d+C3xz97N3Vl8FzpSr8Ldbp+5yjWX/n7v/704295ZsrBKOf/+Q++g7u7YWfliYnzH3/PB7/k7/yBT9zhb//cPX70Z1/nR3/29a84MfPSyZqP3BzTaMNz+1/epLm10+O/+ze+iW9+ZsrwNxlBv9kY+lLskiv9zvTphwtabfkLfzdw6j96c8xnj1a8b/tYfe4//1d4ZfsYXund01//Ux/m+/92SNU55/mf/0VI4P2FP/IMB9sFwg984vaX/PkrXendVqMsH7kx4p+/ek5leborfr5qSKWgVOGiN08irIdaW2JhQUQs6pbdXkalDFEUqngnvZhZHWDHyyrs9hrnt+kBwSASnK0alPMczWsa7fjwjSGjImZZa145XdFPItatZd10WCfop5JGWU5WFaebho9en3B7r0caRWyaYNDsDwpWXVj83Ngp8AgWjaaXCkZZSLU8ntcYa8mSkNZIYkk/jXnjouJs2TIdZOz0U4zxWOe52CiazmC8ZVVrDkYF17ejEF4aOhOgv1kSuBKP5iWpDG09416K9wIh4WAYxrAWleLauGDSS1nVoaFnuBMWucfLmmWjyGL5jh3kh7OK3e2iYdMoykZRKYu2jvcfDtjpJZysGs43TWiz0Z5+LhlmMc6Fka2dXsqbFyXaOt64qNgdpBwMc2IpOFu1KOMYZYF/UTaafhFztgm1w+va8uLRGu0sxjqyOCaOQqplVXUca8szu30+cmvC62cljdIMspyjRcP9WckLN0YkMkIZH9grneH+Zc1uP6XsQrqo7MwWpBzMswfzmmf3hjjvuKgUk7KjM5ZHs4o3ZiW7vS1wVYA1not1xzAPhhPes2w1Dy/rMMa2agMvxbRM+inWem7v9ogEiCji4bxi0ovZ7SUYH9IixnpWtebaOBgO18YFfuT51TfnHIzCOApAL4u4Nupxb2vUPeHjVK35gs2pRIbxlLe3ab29FezLtaX95mr6stVclh2TXkJnDCerhiKNn5peD7cGSCQgTULaJ4rgaOGZ9CW5jJjXmloZemlE0zkuy5AEymRY/N47L0ljye4gZZjFJLEkk5Z+JsmTlGxr4ixrRast3vMFYPE0FvTzmPXboMOttvzagwWdCa1zz+8Pmdct/SzFObZNaimjPOVk3WC9wwrPdJBgjOPBvCKVEaNeinYeB2SJ5M3Limd2RWhD2x+QyZiImlWlcFlMnkbs9HOEFzxa1Cyqjmf2+gzShFmtmJeK5w8H/MHn9t6RRHo7HHmnlzBII2ZScFlrYgHjXsykn9LLIha1QgpoladSlkYbkijisuwAT60cr5+tuTYuQirtCWxYWQZZEthkztMoi5SatrNPm2frzuDwaO1ojGVvkHO8rNHOcVl6hGhwBL7L62cdu8MsGEP3Z8xrza2dgmvbZItMIjLhtwZSMEiMCymlstOcrzo+f7ri+iQPrCvnOakUznlqpXk4b5CAsuH17LznZNXivCAimIx5EtJbu8OMB7MNrQ4juXkc4Zyjn2WMC/jwzQm3tsm8AOD2KO3I0wil4eGyZm+QcWvS4/o4530HQ462/J8njVXn6w5tHEpbxr2UJBLcOejjXEhwnq87Nm1o/jpdhL/TqJc85fQ84YE9af39zUm5WaU4XdaISLA3yMHD2So0uj37NsD4o3lNZ1wYYVw31DqkpKaDjEUVzu16O9Y7yJPQvmc8p6vm6bnmSRvXe6Urg+dKV/pdqEfz5h2fP0noAByvwsdvH436O3/+m3k4r7n1RaJ/r/wX34Pb7lR8pdJvi3P+rZ95jb1BxoNZTS/9rU8h3/OR61/ya3/1T36IH/nJVwD4sf/3Hv/ed73/Kz7GK8G9i5I/82O/+I7bjpcNP/JnPsp3fugACLut3/zMFQfm3dbH3tag9WR8EeC//MnP84e2IPLLUn3Bz13pSl8rKes5WzY02jMvQ2OJNZYkifFJaK3pJZLOBhhoJARSCmptKeKYWa2IgFzGXG40F2tNPxX0twvldauolGaYSWQkmdeay1IznDdY6ym26Zs0DoaCF4KjZYNxMMxTyi7UlScyMDmazvLSyYr7s4rbewOe3x9wOMwp0pg4gqKXMsxTvIe7u32E89y7qHjlrGRetiAEk57npeMljfEI5/BeUAzS7e6pC4s07Thd19QqND1JQMowmlF1T3bpFQfDnEQKrHO8eVEyHebsDwuKRFKkMQJBq1sqZTFW8erpBgQY7dgbhbGxi03HxbplVnU8u9fnY3enCBHAv7W2AYLsPfdnLZ6QLLg+Lmg6y6NFHf7+ieTOTp/7swrnPK2xfPDWiOW2mt06zyBLGG15PK3xrBpFpx2zqmNSpOwNcjyeVjk+fzKj96RJJhK0naPuDPtDycG4YFVrau2Y1x03Jz0uNi2TfsKq1pytWp45GHBtlNNpR9WFhaDSlkZblo3i3rmjag3XxxnPHIxYt5o4FuwPM87WgdPy7N4gmH7Haz50Y8Tr65KqsVysV8RSslPE7A2DmXRtnHN3r4+UknVVhySKtoyKmH4WRtjqzlB2hlmpeW6vx84g4xfvXbJpFI/nIalwMM4ZZjGdivnwjbc2OLT1gVeVvHPxNSpiGm2IBE/NgDvblp63S1vPwTB72vrz9jatnd5bI3pfCpa8O8h47XzDg3mJcZ67u33GRWAbRULQGksSR1jvuNwohPB87M4Oxgau0q1pn4NhzkXZ8eCy4vqkYFEL4iiiak24ThPQKsgSwaRI0c49rRefVx2LUnG8rrk+DteQ61YzzBOSKML6YCwFY+stVlCrLOfrALge5oGj00sjPIFBsjvIGBQxvUSiraNIY+abjtNNi8BTK4u1jiKSfOj6mMuyY7efsmgNnQ6JpN1+wmWpuT7O6Kcx1oIWlg/fGDIrFYMi4XCU4wibhptWMynS8NqWjmvjgsNhjt6+hp9AsDMZRhY746iVxjpHZz3TfsaNcYTZpqoabZkUCVkq2TSWk1XN+w+HxDLaJhMDTPv1sw2ZFNyflfSzwMMabsc3ExlRdoaqMyyqjukgIykE1gemj9HBkK6UIc9iXj/fcLZquTkpuLmTEUURp8uGVaO5s1MgCNDyqtMYZ3m0aDjZdPQSgVKGpnP0U8GwSOiUY9yTnG/C+WVed9ya9p62xWWxxJgNn3pwCUSkEWw6x7pRlI1mWMQsSsXeIAsbBNZysmroZzEHw5w3zmFvmHM4Dhy1RaX46O0ewzxhmAdjq9X2qRm2M0gZpKEhLYkjhmnCg1nJw3moWZ/2U/pJeC+ptueVJynMvWFG0zl+8tdP2B2keAGdshwtK25MCg5HBWVneHBRsag6BnlKL464szcIfCfPFyTljPXkScK6VSjjqJWh6iwXG8WNUU6rLa0ybFpD2WlqpUljwagfHgchIIkiztctxjr2hznOhxG4o2Vo+sN7buz0v2iC72upK4PnSlf6XSbvPT/10umX/PoPf/9HvuC27/rw4Zf8/ic7Ru5tdL/fqYtcd2/FCn/qpbOnH3+1wNh/6488+9TguT+rvqrfdSX48Z//wgLCShl+4FvufB2O5vef/ty33uEnfvkh/+b/+CtPb/unL57yv3/6MRAWDFe60nulTav5zOM11hguyxAp3zSWYe6pOoGxBusl4yIP/IxYhFaZJGZ3kDJvNFkkiGNJkUYcLxvSOCGWEf0s4mRtQwrGWgZpRqlaZCSY9nOkiEgSwcNFQ4SnlydMi5jzFUR4tHW0ytNpDVEMVlAkkjSWVMoyW3c8u9vnfNPx7H7CIE3ZKEVnApj5xrjg8ydrNq1hp58wyGNeOlqx7hV02mBx5DLi2k5BqyxSRoBHRJJNq9AutKNo49HGcL7uuD7KKLKYVlkuyiYscrpgJHz87g43d/ro7aI6xPE9J8uaVll6WUwsPJaIedki5JjWOFptiSLPslG8fGKwwPsPB9Sdo7+tK1Y6jHxNBxnLqiOKI443HbUO7JrDUcEgDymUqgum1NGy4aO3djgcGi6qBi8gSSKUspwsaqb9FAlcbBoSGbELOARFKsHDo0XNo3nDThETx5Jyu8PfS2OSOPBpPngwZNJLuX9RkcSCg0GK2TbntMZSdZa7e31ePV1DJMiEYFlpikySJxGLxnDQBQDrqlYcjgJw1APGhGud3WFGrcLo0LgXUy4UnbXUccS98w07vYydfsZrZyXjXsKq02jjuD7psarVtr1HEkWQpxJtLS+dbpCipO40cRRxbdxDW4vzcLZqORwWT3f9684iBOwNM1rt6GVvXRu12jEdpO9YlD1pGoNg5JSt2RpgGZkMIO9ZqXg4r1k1mt1BynP7A5zzvHq65ta0z3D73DnatvzMyo7n94e8YjyewERJZKiavjXtYV2Avj6a1+RxAPAKIaiURiC4d7Hh7u6AQSIDrHjdsKw1wyymNZ4iETTahzFi76l1YNRo63nxeE0chcppKSLmZcdCBJ5PIqNtzXjxlMF4MBJPExD9NOZwLLjctBiXMcpjnj8cMas64ih6B/tKW88kiRj0Eq5LwarWlJ2h1JY8SUil4Fuf2+X+RYkxnk0TTC2AUS5ptGenH9I6e8OMpg2PmxCC1882DIqEstMsa01nLKMioZcGc+loUT8Fbxvree10zummRRvP3d2C/WHByWpDHksGWUqlLKXS9LKEHp7GWOaNJvKhVMQ5eGNe0kuDAfjZoyWzjeLONGNZGfZGObuDhAfzmnxrJqzrjlXVhRpwZXhmt0ckIh5dlggJxodk2abVzBuNEJ4kjYhkxE6RsVOkPJhVWOD10zWVsvSLmGvjgs44ztYdax04XedVQ5oEI26cZ/S7mP7BgERGrBrNII9plaPcjrVVWrPpDJGIEJEgIIUjjLM4EhChCU9tzz95bOmU5eWTVThnP4HWy4h+Knkwr/nD79t72ljlPVgf2q6U8VyUbUihRYLLsmXeKHaKlFdOV9zdHWyTbh2febSkbDXXJgW7g5SLteLhfMOiDiZpZyxCCKaDlLqzHC8bhAiMr/sXNVnS0mnLG7OKbMubarVjUiT084RIBE6othE9FzOvFfiQwqs6y2cer1i1ht1BRj+XaOdY1Joii5kUKZNeyqYxjIoY72HSz0jkk9eH5Pa0YFYq3ris2R8V7ylgGa4Mnitd6euiTz2Yc3vaezq68XY9+9feYpJ/8oe+m0/8zZ9++vn3f+wGf/i5va/oPqPoLbrft79/j8eLL574+WKq1Bevdv6Vr7KJKY0jfuWHvotv+Zs/8xQgfaWvXP/btor77frFv/pdX4cj+f2pH/y2Z/mJX374jts23VuvnX/9ymi70nuo01XDKJPc27TUyhIJiAQsSks/D/yHVkMv0TRaIIVEeEil4KIMO51ShiaRNI6YFBlSeMrWUHeWnSLG2LDjKaOwCVA2hlhohnnMujFYb9Fac3cvVFBPe5LLUlG3odEnEmC1I9q2T42LBOc8RRrxcF5zd9pjUWneuNzQasvFukV4j3JQtQFIXCnDfNNxZ2/A8bxh2WiKJGIySTmaNUgR4YVgf5jy5mXNxbqh7gy9JABHpYww1uJFMJmWlUIbi94ufBelQiBIE4nzgbey2RoDAONCstrWTe8PEyKRc39WsddL2R1mLCpDEUcMi4S6s3zmwZL3XxvSac/NnYIHs4rjecPjZcP+IOf2TkKeJljnwnjtdiRokMVYF9Iiq8bQtJZl3YETTPqB/7DQgVURqtACv+PmTm878hCSJaWyzNeK3WGKw3O6rIkjwc6gR6tCu9R0mDApMsa9hGEvpm4tr11UTHsJ417KTpFxUbYst+BX6z2XtaaXxez2M5Q1LCqNc4EdVHWGR8uacZ5QJDGjQlLkBZMi4XjVstdPWW/TJrW2WO+ZV5qP3dmh7gzGe3ZESEbcuyixHhCw109ZVopZqZjXhmEWY13YSQ8gWLg57VHEGc57hllMqQz/92+cUKQRoyJlf5QhEazblkNy8iSi1Y6q03z87hduYiltefl4HRaaOoyF5YkkzhPKpuNsE7geh6Mc5wIv6GCU088Sqs4wKhKcd8xrxUtHK65NCg5GOZN+Euq1u8AcubFT4JznslShdcw68LCqNQ9mFcM8YTpI2XSGVd3xxkW1TUsQODHzmuHW6Jj0Uq6NQxNY3RnONy11ZxlkkkWtqTvNtUmPSZHw+nnJJI8pO80HDkfkiWR/kPHq6Sa0Vm05PUUqubvbfzoy9qS5a1GGUcNr48B/iiWM4gAbbpXlcJRjLZRKUyQxSRQSQ/vjnF9/tOL2NCeOYV2HhNp0kPHmRUkaC25MMnZ7GffKDf1ti9xs0/Ha6ZrdYcYgj0ltxLoxlK0OaSsBy6ajSCWLSvPmtilqUKS8drqhM5551W0h6pJJP2V/GEaYVo1if5g/Hb9RxnO0qFDWcbY1unCQRYI3LxqSWBDXHefrlv1+yuEo1JEvasVHb044HGecrjteOdkwHWRMBimP5zWHoxQnPItSc1F27PTCebCsHc62aBfqxossZtUq+llCFgUOTz+LKGLFonI8fzhk3WlmG8XFRqG043PHHWWr+fCNEWVrOF617A8TdAnzSqOMYdpPSITkpZM1k17CwTADHLV2TIuYTatIU0kaC4Z5QqMN56uW29MCRHivCc+BlFWtaExI/d/c6T0dQ5zXChk5No1BCE+tDOdrTZ4Knt8LY1eLqiNiuwnt4Xzd4vAkMkKIYIJ1xtGojv1RxqrWPLysELtwfRIKApyHnUHKstF4BGfLmjiJuHzcUSqDcYJxEfORm2P6acy6M3gX2vy8D4iMIpH0U8nLJ2vGRUwUhRa8JIpotOF03TGrOpTxfCAdcn2ckyXyHfXyiYw4GEZMt9ys99LcgSuD50pXes+lrePP/re/xAvXR/yTf//b3/G1n3/1nWDc/WHGn/2mW08TAP/ND3z8q7rv+z/yvfzJv/UL/PTL5/z0y+f8s//kX/5tmTy/dG/2Vd3vl9P+tmXkYtN9ze7j96u+/2M3mPbT3/obr/Su6JndL8+ketKmcqUrvRfSJtQEx7FgkMcsG4syoc0lEuARRMLjCE0swyyMUXXOhYYUl+CcY5ClWzApbJRlP42pdRjD8QjyNEKbAEHtFPRyi0UyrxW7/RRtHY8XNf084fq4R5YkpLLjzXmJwZMK6LRh00Iuo6eNKuerkvNlTZbFHA4LdvKYl89K2s4y7MXgwhiYlAILdHrL1CgSBnkS2BCR4HjZcLFuOV5Iys6yrjWDIqHRlt1ByhvnJakMNeDaSPI4Yn+Y8XjeEsWC/UFKhOezj5fUyoa2nsYyHSSkUjIvNdNBynMHo8C9SC2Xm45LF5pcjLPsjQuSbdNPZyzLSrFuNRDaZ953OGBZK/I0YlZrrsUBsjtIY944L9nbjgsM8pDKyNII5SyTforz0Etj+qnDGE+eh7YYZS3DPC9A6tgAACAASURBVGHcSzhbd9zaKXjzskJry/4o5WAUxnr2Bvm2al5yZ6+HPnc4F+DFx8uGWAjWXceDyxI77bEzCJyW918bsig1xjnefzjkbKOYlw2zSpFEkMmI1Xb0oUglZW2YrQMPyQvH3iBnkCewaskSyV4sWbcaEUUcDDKGaYzasqMSIbjYKPppwk4vwdhgwJwax7rVKOtRSpEIEdI6gzBy46zjaB4aohAhRXCybDgYFXTGc1l15KnkcJTjFTjvtxyNmI/fnb4Dnr+sFZ95uOBi05HFwQQCv4UXJ6iq43TZImUwT9eNwbgwFvdgNt+O1W8rwrejicZ7jHV89vESYx1FFnM4yXE+lFT82oMFiRTEkUCKiNYanIejec3OIEMI6CeSl89KhIBJkfLZkyXKOCSh0SjAa5NwLpCCk2VDax3r1nA4ylDWhyp6ballhLaOJIko4rdqoo0N7VerbT26F5phGnNtnDPKExbVW7yecS9mXWtePFpxfVLQT2Nu7vSYVx15LHnpeEXZhrRYmgbArnJQt4aP3hixbBV1Z1jWCo/AWs/daU7VWT79YEk/C6/vXhZAuq21oQ1t1TLtJ/SzwGA5L1vySFJkkiSWPJxVaBse3ziKmGzZYPcugqGV52FU7NWzDWksaDS0naXOLIsyPI97uWTRGBpl6Ixj01rwlkhG9CNBFguU8QigKBJuTftPK7cXtdryYSL2Bjlnm5pPv7mgUQ7jHHrL/RptmUXOeda65Y1ZMEqvDTJSGSE89FNJImM6a5FOoGxgz1TKsm40rQ6NfJEU7I9zzjcd1f35Nk3Xcbnp8N6BEGjjuDEuGA9jPnhthMVze9rn+qSgVZqHixbnPLeHPXYGMcZ6Yhkx6adMBzmrxpDGAY7/aN4Qx9u2RO959mDIrAycnJPtmJnzjlZZ3jgP7LD9Yc6rFxXv3+tjrefnXj6jn8ecLGvuzyp+4/GS4bZ+XFlPP4vxhPe0Ra2pVWjtcluO3ChLOFnXHA571NrwykkNXmC8pVUOITxH8zCC9o13doi2ibLdLeS66TQIQaUMrXLs9MJ46rJS5EloiJNChFbHSHC0qOhlMc8OMqrWMMqTAHfeguIPR+H8+l7ryuC50pXeYy22DVkvnay/4Gsvf5HbntQvv1t6+33cv/ztpXiMCyenv/Ttz/Ljv/Dm09v/zp//5q/6eN5eQXqld1e/06a0K311entK7ovpxvgLE3tXutLXSrenfT77eAk27JxvaoN3kAhQJozsxsKzKDvyRJDJiFgKlqVmf5hh8cRS0mpHGgsGeYL1oXUGHKUxWG0RUoYEDNAvoFWWhVMUudxe0HumvQCYfDQ3pGnEzZ2cutMcrR3WE1IgzvNwXhMlgmtSgrCcbjS9NvBVnAU8OOG4KFv6ScJkGHOxasniiJOVolWKybYiuFSag2GOc55lG5J03sF0kDHqbUexVurp4tY4x6y0odrYeQ7HGUUSandfm1e0KjBm+kmozJ32wsjSulGIKPBHOuM4GBYs645ZqVlUmjwLqQnjPJKQxOmMo5fFrBvNXj9lUWkgIo/CWEtohwKE4+G8wuJJpaBpLP084bs/dMisUszLloNhwdm6ZV52rFrFqhX085SP3Z5wMAyLu1RGgZESBwMhTySpDODevUHKsjFIEVJTmzYkoPJtHfmq1eSJZJDHHC9qztYtf+i5XXb6KbuDlG+4tYOUYSRrb5BxvGppDEyLmFGR8MrxmmGWkmUR13cGJDKm7Sw6tSjr2CkSLsqOLJbsFAmXpeL+bEMaS1753BqiwBg6HBdcG2V8450pnzta0rSWs6plmCZsnKJRhhlsa7gdaSSY1ZZExgzzhHUTqt1XrWG375hux20ezSvUtll0d5jysTt7X7Db/qTlq+rC8+N83XG8qhkXKXYZjIvDUcGs7JgOwpiP3I4QlUoxKzuU6VOkMa+ebdgbZggiUim5rBTJ22rbH85q9gcpjxY1b1xuMMbx8vGKcS+ln0nWtaafx8QisKIez2pO1nX4O3Th+VS2gfezqBuuPbNL21n2hjnrRrMzzBhmkpePN3zuaIWUglGWcLZuUcZTKc2n7jfk23rtnX7GxaZ92ogWRRCJiEpbXny85CO3dqi1wXnJ/Vm1NVY9oyI0zT1/OGBRKy42Ha0JkOeqVdzc6SEiSZGEdN3ZquX9h0NuMWDdWKJIEIsI4xyNg0xCGocms8NhFthBlebFoyW1diSRoGlT0lTyaNGQRBGHo5Q0kZjtuOO8UshIkKUS58P7dbrlDDkfoM6DNOZk1dCoMH5nT5YkkeS5gz47vR69pEZrR1FIFnVH2Xli6egloRFqtm7IY8m6UpysAiD9xrggigT3L0Mb4Nmm4TMPlhjvSFN486ImQjDsxSTSIyJBrR2tMgxySR5Ldgc5nTGISHC0aDkY5xResGgNyjpeOBwyLw2X283SXhzTKcdOIbisFUeLisNRzjBPuFi3YcyyNcSxpLWOexclMWFMt1WGD1wbbxvnwrnf+5CqGhYJd3Z7jPI4jDgiiHoJnz/dEEvBC9eGCOBX7s9prcd7x4tHK+rOksiQOrrY1HgENye9AKVetyhlEAI2rWXUxWw6gzaBKXZxsQEXDNjnDoZMhxmXG43SDu891oUNCK0dIhd0xlN1YQzQWMeyCpXzQgoOBjkychjgZNXwibu7CC94+WQDeMZFEoxDZeis5ZffnLHeNvY5B0UaWgkfzCvyLGaYJiEJpgzaOl46WZElkkkv4e6W2ZV8HZY5VwbPla70HuufvvgWw+Yf/8YJ3/sNb0GIB/lbL8knUNwf+MQd/qdfesB/9Cc+8K7c/3d+6ICffeUcCCfL345++B+/DMC//ceeB+DHf+FNhnn8Zdk/X4nONy27/Ywf+O9/ib/07e/jT1xVef+ONMxjvu8bbvC//koYE/qjH9z/Oh/R7z/93b/4Cf7itsHs7frw9dGVmXml91QfuTXmH/zqA1ZNuLiNIjCA9KAdJDEoA8J5SucxvmWvn7M7yOhMqGE2znG6CeMOOEscB6DyrZ0+ynkWVdjRh3BBaRxY7emMocgidnrZlkMhyBOJx+Kcx3jPwaSgyBKWteJ8VbHuDLkU5LGk6jRehBRSTdgJrZQNJtS2qchax5vnYXRrd5Bjjcbiww628cSRY9l0eCcQIiKJJU2j6KxhXnUkUYTAczDKGU0KPn5nh2WleO10TZbGDHsBHPvSyYbLVYOIBNY6lBCkNozOTPspeSrZVJrPn6yplCGTEcNeaFI5WdXoNRyMMjIZkaUxe6OCUR4ati7WLXks6WcSZQ1nm45+ItEDh3KOXpJyd7fPsjV467l70OcD+wMGeYJ2jv3hmEWlOFsHoOeHr4+oO8cgCe1il5uOpgvjY58/XWO9Z7efksiYTRdGPYyF3X5GlkTcmBRMewmn644HWwC0MY5lrZn0Eq6NMtat4d55yao23JwWjIqETRugsg8vW/qZJBaB3XSxVlyfFEgBO/0cD4y2vJSTdct0lNHLJM3ccjSvWNYK7SEC5nXLRdXRS+W2gccwyBLGPUEviRlOY87KltpYVm3gruz1c/ppzIOLktvTHqfrFu0s1lukFJwsWw6GGWZbTa9xVJ3hfNPx0RtjWu2esnGqzryj0t57iCLwHmZVRxGHZpxEOk7XwQARkWDdBqNr1QSmivCwO0yZlYo/cKvgct2xrBT9LEZZy6xUDPMYKSBPEh7OS14+suSp4GwTQL9pFOG8pzPxFvQaYZwnjiNiGRELQdlpHILdQRqu7SLB4TgnlZBua5t3+8EYabatRM6HtqXZpgvNZ5uWa+OCbBh4PP/LLz/gm+7ssDtIwwLXB3NYGUWjLJ+vOsrOcm0czKMklnQ6mDObRvPq2ZplrfjAtdEWStxhrGPTWd68rBn3E963N0Rpx7pWT5kttTI02uK9xZgArU1lhBQZDy9LnPfkcczRokI78M5RKc+iUiGxE0XcmhYM8gB8djYkDhd1aIyaV4pFqREymK7GevJY8urpmkezkjcvQ0LKOJBRxKLWPLxsGBZpML+9Y5gl7A0zPn+6ZlkpvPNs2mDAKGOZl+FxPhhmOOdx3uOd53RV89JRMAuvT3JEBC8dbdDWsqwjnt3vc3va47LseLhuef5gSCwisiTCI5n2LGfrlloZVq3jmWkPY2HTGIyzQITzlukg42zVcLbqyJKIdWtQpuHGpMeol1JYj3EtShtOFw11p8nSmDSRVJ0ljgTXJ8U29dTRKUNnQxPYsu544fqE9+31qbqKV06X9DLJM3sjBlkYRV01mv/vlVOWjaaXJkz7CUSCB2dlMJljRWcdtbFUneHxsmWQhdG/prR4F7has7qjn4ZU1rJRPJiVIbloDcY5BnlMTBhha22AIkeAdo5GByPH4Gm0xmkRjDwZ+KSnq4ZfvHfJN9yeEEewaHQ4Z2rHuJDEMtTPHy8aDkc5m1bhRIJZO27t9rg5LlDGcu98Q6M0N3Z69NOEKPL005jzdctOP+O5/cEXe4v+murK4LnSld5j/er9t7g1P/XS6VODx1jHD/3DzwHwL/7ad3Ftu9v/wo3RV1xp/sX0N/70C08Nnl99sOA7PvDlTYC//Pc/w2a7+zkuEn7oe1/gW58Nu3fvtn7ulXO+80OHfPL+gk/e/9S7+v/+vS5jHWVnOBhmfP6Hv4dVo78o4+lKX1s9/7Y38p/5K3+UIpEM8/i31Th3pSu9m0pkxIdvjPjkm0u09RgNaRRMGO8hQeBjUDqwcGIhqLXBOg94WmG4aFqcCTvbxjk2pcF6TyQ8wzRmVrbUHSQRxHEwj4yAXAZIbasNRZqBgMeLhuf2exgX2rqcdZx2Ha3RFHlCYi3awqY2zDeG6TBAYZ2BRefxziCLlCiKWdQNGxlTtZpenjDqWQZ5iugCeNZFlnE/sGok4IRlsRFclC3TYUanLS7xZFHEB66P6GUxqya0R22URTuPwFN1hrNVjfUerf127MWRJI6zdcOgSFA2fO+y0WSxQEYBSJ3JiFVjmJUdD+cVe4OUj9yc0GnD4X6f2liGVYLemgggSGVElkoaZVi3mjSWfOPdKbEIO+u1MkAwuHpJzOJJDfTBgHQL5i1Syb2zknvnJR+6PiKSgiyO+KY7O1xUintnG3qp4H37A5R2vHKyZt503Jn2t1BowfMHfT55f8HFumWnn5DGEo/HIpj0UpTxyEhgjGN/kFM2G25OCqz1eO8pUklrLFIEwO/5uiHbsm0ezip2igQZwdG8QVv31FDJY8sgCYmqVeu5M+2z6UyoRN60PFw03NzpcX2Sk0aSZMuUsdZzvlY44G7aJ0simk4zLlIKCefrjkpZNo1mb5SxajXTTtOqABd21tNoR2c0Hng0q3jucPSOSvsildvFfuC5JFJwWSoGaRjrO902H52sWwQw7adcrBtabfnQjRGDNKFIQgX8vFLU2jKvFL1Ust42oj1/OGSUp3SqYVGFURtnPEkvVHWvasWtaY/pIMe4MOqyaTXGeYzzgQ+0bLEEltZkknO8bNm0lnmpePYgjBEfLxp6Wcz1SUh/xXGEb9majTG1MmRpTN84ztY1q1pxvuk4GGbB7MIzr7sAHZ9VGOupOsXeKH+aoHr9oqRRllIZXjxakmcx1oTGvkkvJY8lozxmVTXcv1hzbdKj7IJ5uK47ms7RaM0gT+inCdpajHF02mGMY9GFMcdhHPG4ssgo4tndAUermq4LtfP9LME4h7GOx7OKdaVwIoxzGgerqkH7iP1ewvVJQdls+NWHC1IRkceS0hqsDsyh03WDOIb9Qcq1SUGrHNpakii85lvtGPcS9gYZJ8sGKSVRJJhVCmMcUeQ5WXfEIpgG/Sxm0xhaa4mjMHqkDGw6y9lGEUcwzgPAtzWhscxYw7o15EnMXj+FaGt2DlMeLWvyJFTcX64Np2WDNpZSO/aH4e8dOD6ScZ6QSMG8Ugg8qYzpZTHLVvO+YcbNccGkl2Ksp59INlIQZQm5d8wqxaw0VN0lvUxyY1pwtmnppXILFS4pa00URRwvKnYGGXiPtmCUYdNp2kvLtXGBEJbHy5rZRlFpiyQNz4k2vDa7bQPXTi8lklBkMXWn2SjL83sDdk1oNiu15yOTgpuTHi8fr1i1mkZZEJ5CCi6dQxlPkUc46zirOsZFhhSCIo45Wzc4F9J/TWdZNpq6i4iiiHml2Osn7A1SdoqERWOwHk4WLcLD2SZwg6x3TAcZd/Z6zDaKRaU5GGcUXwf+DlwZPFe60nuqVlv+0WeOn37+jz5zzH/9r32MKBL887dxbvaH2Rf78XdFbx/J+iefPeEv//EvnQx6+WTN//Hpo6efPxlB+e4X3t3kzu1pwaN5w0/88kPeuLxq0/pKdLRs8B5+4bUL/sM//gEOhlfjWV8PpW9rqPt67Npc6UpPtG4NkQjg30UdoRJompDiURas8yQx9NMI7wNjo2oNrTRoHeLodps+iCKPNRGR9LSd5ZWTkkICESQSnA//ikwS49HaUbaGR27DqtZbQLCjUjlJFDFMI+bas2ktSSTJ84iqi9BW0RgQFlqlEcCm80Qu/H4hDLExaOPp1JZhEwnqzpH3Y6SMGGeSOMlpOk+ReNaNQnvP6aIhloFBtDtIccZRDBI+d7Tij33ogF4So3TD9VFGGkeUjeXlswrnBdN+sq0E1wjvqFqFSwNrRHjPh2+MyZKYslNcrjtWlaazNiyQ0pgiiZESHs0ahlnMWgUjbdUoZpVCGcsoT9jpx0gp2SiDcwE2+qRiOJEC5z2PljVSirAg3Bo0t6YFaRKRxzHHiwbwnJcad7RGytAg02jL3WkfZRxvnG04WdU0neP6TkZsI5R1zMsusHVqxSiXvHke6oqzRIa2mMD5BQGlMvS1pOoM/SxUIn/g2hC3bdp6cFGRpxH40ND1aF5jrAUhyJMI5wPEeqeXMq86lLXESYT38MpZibOWM9sECKoP/BhtQ/POqtZ0NjRErWrFsIiZlR11bTiOagZpTJLGfOvtIVVrWTQqgHRjwcU6pLdeO9sggF4mcT7mbNVwMMp446yj0YYb0x5pnJLGgn4e02lHkUgetgHQfdmFavU8lSRxaC36tvfvc/+y5HNHK1aNpjGWG5MeWRIzyEPrURwJfvH1S4Z5wqRIaJWl6jTPHfTZNIajZcPJokFZR54I9kY5nbGAwAGpjBgXCa+drSlVSNc1ymGMJY8jLquWfh4jhOT1i4pOW3pphHWA8Oz0M2plydMIb+H6JOeD14d87tEqGFdRxGKjuL9owDk2neH6KOPBRcmqVhyMCqpWQSS4uRMa+BZNx9mq5c1Zza2dgpNlx6oNY3eX6w4ZRbxvX/LaZUnTWW5MCvI0GEmtcsQy4oXrIz755ozXTjfEUUSnNKtao20YT9wd5Ax6KaMsokgkRSrwDhrjuTMdsGkVSSwQwN4oVKX3UokylkY5tIfnrw14OKupOot3ntY6GmVxzlHfuyCNYy43ilTC7igFB7GUbDrDME/IZIQjpGU+cDjiYtOy6OvttXHE3iAhiiI6behUGAkb5aGZ7s2LkkEe0xmPMo4ITWugUZo8DvfRS2IOhilFGrGsQ5OX9Y5hnrBqAtg4FrB7mDPMY5I4GKmbdc1om1a6uVOwrhUvPV5RpBE7RUJjHEJE7AwyvBehUcw5cimptKZSoY0wjyWrJkDlvRA8d9AnSQQni4ZShXa3SIRms/NVx8+8fMadnR5lq3EupdaWttPkecy6UqwaHVIwG00ctwgCm6bSmiyJsAQwfyoFiUxwHh4tGiQR67ZDO08vDfysTIaNsoNBQpIkPLPXZ1kr+rkkFRHWeI43Dbf3emQrSdkZNq1CSMmNYcEj49DG0TlLbRyyC5Dv43XDZdnx7P6AvWFGnscM8RwvGhaNotOWUZKjrOf6OGfZbDhft2RJTBTB5aYLibXOkMeSvWHGdBC4Z855zjcdN97jBi24MniudKX3VP/gU4+/4LaTddj1Kdu32nbkb8Hy+GokI8H/9e9+G9/3o/+Ms3X7Jb/vUw8W253coP/s+174mh3TT/zgH+Q7/quf4zcer/iNx6uv2f38XtZlGeauv+35r6xl7UrvjvYGGX/qo9f4Vz9+6+t9KFf6fa5VrVjXmrI1WAfWBnPnyVnd+3Dbqgox9lprvIUkCawaRzBVqlZTd6FWuVUhAeQAYtAmsA+UDbF35xzWeYyHYRaxqhydaijbADG9d77m2d0hKo2YDhIOqoxla7HWoq2ham1o8kqgbj2OkFcx2w+UdnQmHDsiJIca7TC+o2wD367uJN9we0ocaYyPtv9/i4gjnPNsOgUCemmoZBdCcLxocD5Ud9+chtap9x0E5sijhUcbTywipIgg8ijrmSYJZWeotWE4r8jShJ0iZlFvoaLrhn4qKZKEYRFgsS6FF0/WvH5ecWdaYJxnVSmOFjW3pz3u7A35wOGAk2XLg8sKXyviOCKTYYFed2H3/tWTDV6E9ExjDJ95tOAbb0+RwvHK6ZrFpmNvnHHhAgNDzxzaen7WetJY0ksD86VIwW4TXWVj2N/PWFSKB7OaZaXZ6SUcrzvONqHpajLIsNqTRoJMCjwhhdOZ8ESY9AK0OopCSmK4BfCOi5RWWU7WbTAArePubp9+moRK9UvNogq15877kLhpFZZwP2HUBkCwqAy1auilMSZNkCIs9MdFTJEm3Jr0mfYTBlso68N5jbIBGj0qEuIo8I2EECzrDhFFjAvJvFKslUF4mBQxLz5ecWNahMWudyzrjkkvQ3g4WrY0ygQDwTq8hSKR/J+fOeJzR0uMhf1hYJWUreFoUfFoBq9dVBhtmQ5S4kgwV4Z5pbEO5mXHGxc1WSyIJSwqzbxyDPKUVIaGOYTDesG6CaaC8ILdfkabWo4XDbNGszMICat5qRACpoOUy1KBF7x4vOaFG0NOlzXHq4hxHm9brTyPFxV5LEmSiFdOV4HB00soW8PDeUOaSE6XDYkMaaIb49ASJoVAG0ssw+uobDR6m5iY61Bjv2kN55uGVgeY9/G6BQ/DXHJjUrA/zDletSwazfVJwUXZgQjJB2sti0rz/MGQXhzxeNnRWfjmZ6Z80zO7vHa2ppdIED6M6RhPrh3OOzrjePV0zbzUgbOUShIp6acW6wVxJRkkLhz7qiNPNFkiqJWjVpaDUcFl2ZFJyY1JxgevjTnftByMMuIIhnnCzUlOvj9g3WjWrQEiiCLu7vfIUgleEMdsK+8dOyLiaNYwrzWZDKN2tTYUqeTGpIcylk5b1q3lYJQxyGIaZWmUpldI+rHkg4dDEinZtIrjRctOL6GfSuZVeKwMnjyVYbzQwhjB7WsD2k5TKYtHMN+07A4TxMYRxxF6C0/OYkkUC5S1T0HhnXbcHPc4WtQY5zntLHks6JSl045VrUnSiN1+RikF1oUNBgecrxSWYAIWacydSY8sSzhZtoBAaceol1BkCataYbXDRoEJNm8aBCn91FEkHu8Eg37CpJ8Ry4hrk4JlJTHW8WBZMa8U2jqe3e9zuu44HOUoYxgUCfJNz/kmMLjG6Zb/6UNyNUslj2cVyhhmlcE5x8Eop7Mh/fVw2XBbiNBstmXCGe9RLqW/TUMtK8WLxyvuz8KI5wvXB1wf5VjvOVrUVzXpV7rS72X9+M+/8QW3/Q+/8AZ/40//Af6dv/dpAP7T7/3w1/w4PnJzDMCmDTtjv5kN8vd++SF//R9+9h23/eC3Pfs1O54vlVhyzv+W4NorBd27CMmnj92ZfJ2P5Pe3ZCT4sT/3L329D+NKV6LTlrN1w6/dX1J9kRIPTVjc2+3nlYZMQOygyCXeOcrWs6o9hnDBqAkGURhVCgmfVL7F3+laTyJBSihbh3EQe2i0IUkE56v/n703D7Ytu+v7PmvY4xnu9O4b+0k9qDW0WhIWkpAlQCAwASSGEgaDScoGJySmwA6GwpjJxiKFCBWMnUAcOzEEysHExBCwQCABimUaNCEktVrdUg9vnu54pj2tKX+sc9+7b+hBSO92Nzqfqlv3nH323mvt8Zz13b/f99eSSY2QklQLEq2xrmXSWYyNHh+SWL597qmMJApKmQITwFrINOSJjGKU80waHwfm/YQr44YHHtuYl6aNKU/WKYyz1NZHL4sQKDJFmPsIPfDpTYSETAt6WcJLjg6ZtQ4X4vxCCpoumoTW1iOQ8bspeNrG8PiVikGpmZQJ53c7FAElBOPKsOkMrbEkSnJlXLNdd9yz1r+aAuZC9N+rrWdn1vDBJ6K3T9VZhkXG5rhlUCYoBFLGKlGIODA6tTXDWM/lUcsn9C6ms+zU0VA20YIJljZEg+vWWKwLeA93rBW0xiGkwHgoUs1uFc2rh4VmVBkmjePeo30OLxU8fHHE2e2GLFX0E8XGrOXSpOW+Y5LlMqWxgrNbM+p5lbGdacduY5C7DSdWcwiCM5sTRrUjlYLpVhVTdErP4xsdf3Z6h87ESBspBDtVO684Fsi1YHPWkKoYCXHHconY2yZnSZVi1hnWhwX9VHJ4mHJ6u0JNBJPKomQUKjsXWC5S7jve49Ko4cJuzVKZYazj/HZFnikO9VIuT1qujAUhTLlzVDIoE3ZnhnFtuP+OZXq55txOhZKCF6yV1J3nw2e3Yul2Av1EcbFpeehCzenthuVSUTWOw4OcpTIKYZdGM46v9DixXLJWOj5xcYcHHhuxVGqUir5IgVh17eFLI44MCpCB9X7KXWslkzY+ENRakKea8zs1iZZ0NkakbE1jZMMgS9iedigZj/H2tOMPPnkF5zyN9ZxcKdiatZSZ5uhyzpnNisfPzdiYNPN0Hx1T8YKfl7dPKVLNVt2yU5v4MFIILo4apBCs9jMujSo2Zm0sbQ0MBeQ6prZFP6zAkhAoJbk8arAuREGwi2lmIXgEMCgSMq0IeFbLjMZ6ehmsljG978/PbJNoxda05WxnaY0niCisGRt45OKUo8O43HKh6IJmVhm2Zi3T2mJcvL7HjUFLiZCglAAhSTVcHjfUsfr1XQAAIABJREFUraM2sWrfrLU8vjHGuGg0nyjJidWS9UHO4xsTahMgBLJckilBYy1lFqt47c46mtYyaR1HhhmvODnk1NaM89sVzgeKQnNypceJlZwzWw3LPc3J1R4rvZSNacuVSUsAVosUgbgqFNTGs5RrikQxMw7jXbwnGc/xYUGqBQ5B0xku7gR6WcIgVXghmLWafqrIEoV3MGkMx4YFSE/wgUxJggBCoJdrOmOYtDFSzIVASDRbs45BmdIvElIZBaUtF8iUoEglhwY5Z7cqlBAkUoKN4u2b7zvKqSsTLuxU2BDbbp1HEz3W8kRT9BUvPz7gkStTvI+V6bQWnNmuKVLNzqyj1JLTG1MGpaZuLf1Us1sbrsyNuIUQPHRhl5NrfV5z9yE6E3j48pjL42jMn2tJMze832xbxrUj07A7c7HSnZQsFRmb04ZZE6OejHP0Es2xlRxNINGSjUnH5rRhkOvoMec9CBgUGS8/sYQUgq1py4lnUNTmc8VC4Fmw4IC490d+BxN/AfCz3/IqRrXhJ377IX7xj0/xj7/u5Vfn+6ZXH+yT/1NbFXcdur6888//0aPXvf+N737Dbe1Dkd5a1f7VD57h27/ohbe17ecjIYS54eM18esHf/1jALxg9alLdS9YsODzg7M7NR85t0P9JBVaA9fEnT2aEMWVqXHRfJR5tM4N8/r5vBLwIgouiCi+GAfDTHC5CfHzmM2B94ZUw6Vxw1IvlgselopZlzJtHcY6rAOt4nqvpgPN+2psjOYxgLeA9DQ2zmtsrLAzqRy9LCVVgUlr2J0FskSSaEkQAmmg6zyqjOvYbqNviyaufC/q44OPb/OCtR6H+imzzjPrDDtVhwgO6wTDTETBy0OiNVLFiImHL43pJworYmnw2ljKXLE57ciy6OsxSBOkhIcvTUjmgo2SEutrtufVpHonl5B4PnZhRN0FDpUJLzo6gCA4vVMhCZgg6OexGtBdawWndhrwgeA960sZk87RtB3bsw5ilgP9LIn7qU0olKI1nk1jOLmmObKU8vCFMdszw1qZRPPk2rI+yFgfZExqy7Sx1J1Di2iW/PjGhMc2ZggCYZ5+cXK1ZFBosnHHR85sMWktUnhG85TB1jmqyvGg9ZS55tJODUDVGCaNRcs44HcWcIGpi993QRlAMessUkVvnCLRJEqw0kuRQnBqs+bDp3dJE8G9R4b0U8n5nZbGOGrrWOt1FGmMKCkTSS/VXJ44dqqOymguj1oO9aMJs7OOj54fsdaLUUJZovno2R3uPdpnrZeyMWl54NEtVvsZxgYujdpoVJtIKuMJzjMzjlElOb5UsNt0jFvLSk+zXVkuz3bJU8VoZpnVjsujmvM7jn6esN7PUUpS17G62+F+jhaCQZ7xyhes8MTGNFbJFMQqUp1le9KyVXVkWkXD2GnHqO6QSBItSJRkNDNY7yjSGBEUK3SNyZTi3iM9eqnC+4DAszU1TBJJ3Xm0hCJJeOmRIduzhuDg9HhK3RXUrUVJgdKSRAomdbyWjfF4ohmyVtHrq59Lpq2jMp6Tw5w0UexWhnNbDakWBB84t1PTzxRr/YzzOw3V3E9lY9pw5+E+q0USxSwT2K0bjizlfPiJ7SgAKInuKYrMc6ntePjylH6mWF0pqDrL2e02Rsy0Hbu1pcw0Lni8C2gRRYTKeA4XKZ3ztCHgiYLJlVHLqLHkiaRMNP1MY53j4+em1J2lsWHu7RM4tlRQpBoZooFz6yyV9UxbQ94qVvKEI4OcrUmL1pKlPJZ+b43n8CDBukA/Tzi1OeHiOJZoXxvEqn52buZcJorOONb6GcMiZdpatHRMG4uxlkGmmbWxzSJVhM6RaYmR0b9nmCfMWgsyoBCIcQARRdAi0SyXyVVPsECPDzy+hfOeSRtLnbvgOTTIGNeGrJeyM2vJE81SHg25rYsRli9cLRk3HWWmIECQMVrNhEAQktW+ZtJ0bIxbilSSJ9F36MRKySvvWOIlx5e5OKp45OIUBLz06IBx7bgy2eGuQyVSCi7sthjrGBQJqYq+XOlyyeH+3ORfS85szRjNOtrOsjFuKVNBmWrWejG6MJXQWo/F089jWfZZF8XLlTKls44jZcaRZTn/Ugyc267RKnqGpYlECU02910UwXN51PCFd64SQqDqbvy2vb0sBJ4FCw6AWWuvijsAb3v1HTy2Mb36/u5/9E4AlsvktpgX34q3f+P9/NhvPsi4NtdN/5U/Pc353fq6aX/lBSu3vT+/+Ldfy3f80vXVh8onEX4Oivc+coWVMuVVJ59bUTH/+Lc+wS//yWl++ptewTd8wYnrwj5fdHjh+7JgwQL40KlNui7wJPrOTeyvqei4WfzZz946BdEvx8gosnTzFTXTcHW++W9hVIjRQa21jCvDqDMcHRTMWoOUgdqAEhAEeB/XtRe9U4gYvWPmbSrAdfH91bQzC8Z5Ah2pU7ggyDOFcQ4ZoO08zkVRZjSzEKCXZ4xmDTJReALOC5wNID0bswbnPDu1QXgPIaayrZUpUgo2qoZMa5bLlK1pLDFtrGPkPUIIRCrwPkb+tNZS5BlSCnqJxlhB1VgmjSHLJEIIrPNszVoSKdgYNxxdKUiEBOXYmLZsP95SJDFdo0gEU+vZ2PU4BN57tqYtqY6RCIMyZVrHUtnOW2obMM6yORGkieTU1ow8iQPUo8OSI0sJpzc7po1l1jmeuDJhuUzo5zGCyIbA3es9lFKs9lIevTJhq26RQrCUCB7frmg6zwvXoEw1Z7ansaqSimbEl3c7NmYNZZJSZppMK05tTrFhbt4kApXx8bgGiRQSlQUCgraOglJloOockpojSznN3Jdm1MSUlizTjLsOh2NUOT56ZpteqnE+0BgPknnaiaGXaYZFhsMyaT1VB01VEVuEY0s5ExPXL1BkiSRVsDWzPHRuzOGlDCkDO5Vha9LRWMvWpI3nRy9WFdueteQ6Rh1NW8Pd6wPA4n1CZxzGed73yBWaLtB5jxBgHXTWcmlcQZCs9lKWi5Q71/ss5RohPL/34EXyRDKa71+Ig8fa+egd1RqmTUeSJCRWUJsGj6TuHJI4iJ10Fh8yGiVpbSAEy0MXJpRZjNrpXIanixEsjUMp6OcJiEBjA9uTjnweRdE5z1KRIL1gt4lXo0CgpKA1no1Jg5CBrgu01pEmgvWyQCgJzpOqwEovwbiAs466c7TWMW0c086wnCdcmTRMGsOF3ZqjywUvWu/jCFzYrlkfRh+gVEmSRHJl1JCmkrVBRt4avAs8vjlluUzp54qNiWVr1uGCRztBohTGekzwdI2lSCTbdUMvS6ORMRmb45o6OKQQeBeoulie+/KkJZfRaBcv8HjWh3mMLpSCLI3Csulga9owyDSnN2aMeil1Z8lTjSDQLxImnWXWQp5KylSTJIJL4xgN2EskSsB21XJypeCxKxMyJVFakOgsGuC3UQiqjUdLSWcDjXFM2pZJq8iVYDj3u9qcNNx7dMDKIMW7gDWBo0sFJ1diWplA4Lzn0rjGdI6jKwXHlzNsCPzZqRqlINWK7alhezZGyZja9cqTnpVeSvBzwdfD4WHBoUFK62Kq0rSxPLE5BQQ7dUs3djTWxyqLIa7Xe8/mtOFjZz0r/ZwsVdy93o8PJUKglytoHI9fqVgqE6QIbExazm1XHFsrWbaaT5zf5dFEcaifsVqmLJdpNMoWgkGu0Uowax2JtKwPc3orObPGMqrs/OFHoDKOtV40fhZScudqj2PLOQ9fHHFut2WtH42aTzVTCq04spTFcVw/Y5gqNibRBsO4MDfSPzgWAs+CBQfAE7cwDr5nvc+3ve4kv/qBs+xZ3RzkDWCv2s83/29/wr/7rtfz6rmI82O/+eB18/23b7r7QPrzpn3VvP7Dd7+Bt/3CA5zfqZ9iidvP356Xu34uVfM6u13xy39yGoB/+P98nKpzfMcbb1/63IIFC56fXBy13O4EV0eM5PEuii57hFvMW1loLSzJOHBAwHkbK1RliaRMYdZABlQ3LFuHaz9YU6Kw0964/jiGxzUBm0TjziZY2g5a5QhE4UgDs86C9NgQyxfvVi1aRqPOPFUsFyk7kwaQeBv7a300g82URUsBxFSiy9MaJQTLeRwIdD7Ekr5Vh7WxMliiJa1xLKVJLO8+mlC3Ha2DxMRozDRNCM4zKDNmneWxy1MSLYHom1O1lmGWoBOJ6STO+mggjaczMYVt1jqQgYcvjSmSKBQpFUiUQqBoWsu09SQqVl7MlGRz2vCRMyNSrRB4po3n8rSJlaZ6hipPWSpTtFb0M82hfsbHzu0iAxweZGxOO1yIBtCPb07xBM5sVVyeNKRKoHcEk87hffRSWS4T1oclwyzh9NYEqTRKeHKtCcR+CeHp2nhAhQAvwRvQAqatRc0sd60UlLlmXDH3FZF4J8i1IpOK2jrO78zQWiDm6W2z1jJSkqUiph5dGlk644HAqNoz7e6QCurW8YLVHsY7xuMO5wNKBGoh0RL+/PQY46NQMzUWYyw6kVzYsQQhwEPXWawFQuC8mnHXkQEhBHarmEZSNzH6ZVBoemkS46BCjCTpZxohQKpYiWnWGlIp6OVJNEQ3jp3pjHNbFbPOxspBxmKdo+0CjW1ZKbPorSIDu22HCrF8dK41p7en8ypT0cTY2WiYvjVrSKRCJ7HcfaZBKEmqFbtVjM6prGFl2IcQOLdVMW0NCeCJ/kGxipmfn6uG0SyKV2UGAcXGvNJY1Vp6mWa36qhtoEwUUgbGdUybSlPBRtWxM+tIdYxY2xi3XBzNKLQmUZLWOrwPzILgBWVC7RwyKK5MWty8OlptDGe2KkII8TgqSUIsB+5dTO3qHGgcS7misZ7EWLan0QDdhcCoNmSNJM8SBpnmkon3lLqxpKnm5GoRq8bZ6NEyqjoeaQxHl0qCDBwZ5swaR5YoLmxXlKliOdeY4JnU0Ycp04Kmg8GhhAfPjeK574kRjj6gJVwYtUgBFytDYz1XRjGtsvNRSHDeo5XCOM/WtCEIkCJgvGBcdygp8B4QAtM5RpXhJSeW6KUJm5OaT54dM51ZWufpXBTfhnNPq0njWB9kbMwatmcNdefJdNzmIk25PG7JtUQIGCSKKZ71YUqiBO9/YptRbZjWHRdHNaWW3LU+ZHPaYKqO1jn6mWaQKya158JuTaokq/3Ao5emTCoTPbSUxIfAuDIYAr1c0nSBfpFifcsTFyds1R2plqz3U1603mdtkFMZR5lITqwscWwp55FLE0QSr4dR1dEYyWq/oJ8qzuw0nNmc0VpHrjXj2vDSY0MmnWV6ZYKfpyZLFdPvggepBb1UkeqYAvzolSnGBT58eotjSyUvOzb8C33H/kVZCDwLFhwAb/uFB245/QtfuMqvfuDs1fd/6w13HlCPYpoPQGc9b/uFB24pYrz9G+/nm1594kD6I6W42gfr4vNhf6tRwgGxt38A/tf3Psbf/bJ7nr3O7OP3H7p83fuf+O2H+PYveiGH5mVmFyxYsADAWoe43QoPt07hejIcsFMHpnV3NTpn706bEKNxWhOniX3rZv6ZJkb5mH3fDXLffJ5YJQsTPdyMjWJQamDvcYEiRhL5mWdWt1cra/XTKBSIaWBSWvABrRUuxKfi3nkm1rMztSQypqb181jFxluYzgcVXevoAGti6pqUMZoh0ZLLkyaWtHYuGld7MAKGhQAfy4tbAduTlnYeGaGUYEkIZq2htZ6VXLPbObYncQCktGKlTFBSMmkaggs46RnXHiUD0wYIjlTHfWhN3LfOBzoBMnjO7c4otCKdl3Y+0s8xLjBpLVXr6eeKJzYr+qlgq4pGpluThoujlu1ZSz+NkSCt81wet1zcrWL1ohAFi3HrSNU81c5Fg1spAkpKlssE4wPGO4SQ4AKz1iGAtosHNdXQ6ylcCDjnUXgaHziUKk6u9ak6w+NXJuRaMO7iIHfWOFyAugqUWaBQCUWmqCuLy2IUihcwbluaNiBEIE0Vk8YwbjvqxnFqY4JOFCeWCySCaWtJlWSr0mxVNck8HSqEaCpcNe5q9TkpoUggzzVNZzm1M8MRwAtGjSHXEuMdrQvMjI0P+ESssGQddIXHI+g6T5lHr6aq7XjlyRXuPTwEWj45anl0Y4KxHp2IeExNLEmtQhRQrI+m5fiAm98Ppk3HrIXdmSVXIJXE48nnET0dlhxBZy1CiFhtqbGUWrPTxLLQm+OazkRzZekFO3WHNY4yT1BKstxLmLSO3SYKR4mYe2t5h9GezsXIqyJTTGrLsEy4uG0Ztx1BSAIwbSwbuxYlYkTF+e2GOgbfEXCslpLtukMRTXONd7Sdo8g1hMDhYclu1bI5rhlVniIlRs3IeWRj8MzamEIqBPR6mkxrJm1NJyW7dUtjPEoFnBO0wYGEzVmNtVH80ELRuY5z24HWxXtbmWus8Sz1U7YmDYMyQwtFqgPLWuK9Z1wbRo29KghIAZsTy7hxXBpHvyvTuSiy9DMa4/BOcHa0jZpH/GWJYmNS05pAP1P084QyEZzZqZg1FhdiGmRrTazW1hlWy4x+nvDR07v4EKvYXd6paI3noUsTQoipliHAxrTi9CY8fnnCi44OmM6NpKvG0phYCdAFYuqlnTKuNRuzltfftcZKmXJUSrbGLaOm48q4xbuAEJKAowuBqjP08pju9uiVCRuzmtY6WutxHtZ6GZ++PGFj1NI4S5pIRqMGEzy7VYdW0eQ7TzXBOYxxnNmuCNKRdArvYXO6w8uPDehcQElBZwNbs45J49itGranDQ44vlRyctXTLzRVa+lsjERDCFpnuTxq2JjG8yFLFatFgpSeV9yxzO5yw6c3Zjx6ZcIw11FwDvDy40O2Jh3OBu461FuYLC9Y8Hxnz7i4MY6f+O2H6Ny1n6lv/4Zrfju7VXfdcnetHZx/yuFhft37zvp5Kc5r/Fevf3b8b7SKkUz//sNn+Xtfce+z0of3fmrj6uufftfDzxmB5+3/8aGbpv36h8+xOW35gudYKtmCBQuePdaHGQ+fnzzb3biJwDyV6wbMLea7EctcwNnHjSloe/PsK0zJ/lhQRxyAtyEuLOYDxsk8hUUCO02MfrqlZB6uNToz8TtTApUJSBxu33KmAy0DbeeoWkdnYH/tyhSQCjofI1aMkyQ2RtG0HpwzpKlkUjuaxmG8YbuIkSzGEY2pW4/pLFmW4n1MNREupswpFQfXYW+b7TWD7Jnx5NLT70mcg+3QQoiRLsuF5siwZKijD892ZVgpBJMOPnLmEpcnDUoJVosMKQJCK6wxBOCRS7tMakeZxeo2zscIr7GNg/xWBJquYlAqlIopRSEEprXDBEgFZKlAS4GUMbrCGbDesxfjLATMOsO00dRmxs7McG63QiKwPuBdoGkt4/mB0A5yYHfWggtszQIj2eEcIGNZuCxJ2Bm3eB8ryXkPnQXZxSpvy2XGbm3IE6h2A52xOAz9RGO8wzlo4vg/CpFRdUAgKVIYV5YzG1OUlPTLJF4H3lG1AeeiGJimmrZxWA9148gzSZZIxjsdYS5CPHhuxOmtikujis1xR2McWoNrYdJGAVQIEB6aLq5ro3FoCVqC0jCan4RinkNZyBgFNnM+GpsLaK2J57mEqjZIHfvbNJYskZzfacgTSGQU3loTq5ONG8NSkTJrLHVrcC6er0goVVx33Qa2akcqoDGOmarYrSSzzmMt9EtBEwSzysdIvQCiu/mesFl5Eq5ts3WxetaoiqWrL+xUNDb6OQURz3tEjOprAvOoI+jmKaST2kY/HQPbvkPMj2WWxjYqC5edISbvwebIIORcgExE9JVxMeJJyEDYCnFeB1LHcyqIuGyiY1SUczHda2o80sXPR7M2+pHp6PHVOkuiFRvjmtHUkyZxX1gboxszYkRJkkQBKwqpluBhY9TRzA/lxqzj9E5HSvQ6S4j9euDRuP+aNlbUkyp6oNVhb58bnticxc+IwrQLcTu6vZtibQFLstFwcbtitdT084xx3XFpVMVIIuJ9q+0g0TCpLOtLKZPWcGHXYACJQQC9BC7v1OS5IEsSqrbjoXOT6MfFNQP+c1tNjJITsU/XvlscclqTAqevVCgVHxoHD0LFe9LevUQquDyuGXexkqRWgiAg+JgyaB08enlKmUbBP7jAw13c35+6MiJTkks7DZ2HQSI4NCxY6WckWiFENMN+6OKIN9xzLVPhdrMQeBYs+Bzzzo9dvFoR60ZujJL52lcc4yff+cmr748s5Tcuctt40eE+X3LvId736U0AXvyjv8t//N4vvvr5+37wyw+sL0/G2e06+g08C148W9NbDUGeXX7jI+duOX2v4tmjV6a3/HzBggUHixDiq4F/ThxP/+8hhHccdB/uWC5RKTfnMi24jv2DxqueQc8Qf8P/G+mA7ilm6ogiwmxPEWqv78HUMq8Rf432FpnLMxugfmYHer9oNfMwm+xffxw6bVUdj209/Xfg+d29td2YVMfcw+Z63N7IzMNkfOuYrxrmKt4Nw/l9YVs7bQd0PHjh5vT3WzHuYNztkxDbW7W9b3v37yQH485xfnzzNgJz35lbrMnEPm83N+5Hz+Xq5mNV750M+5hUno3qxm1suIl9i5n9u27fZnZ7p9YN3Z15mN14Tt1oyDVvY7p3vJt4zkztDY3M2blhm7tbKqVRZG3n5/9Oe+08nE1vPv5PFtA9381RY5jdeC7f/LbZt+v3HwULTCw37R/D/Ng8Sdv4+Pmou/FOcgM3reMZ3G0c0FquzK7v1A3WmTREcTHmzD59JHdHTEm72sat2r2B6TMMEDfA+bHh/NhwvbR+PY2FibVcumHb9poezbdxPHuyRwLX1gPc8gTx7Lta9m/T/tcBsHv30BsfM1zP+Eaj5HbvXnSNmQ1cqiu4XPG+x3YAeOnhkrd94YkDFXgO1vFnwYLPA97xrk8+/Uxzji8XfOyffBV/9ANfxvf/tRfzVw44AuNX/s4XXVdB663/838GoJcqTq4eXDm/p+IXH3jiwNvcmLQ8vvHcE0u+79c+evX1rcyUv+fNLzrI7ixYsOAWCCEU8PPA1wD3Ad8mhLjvoPsRgme8EHcWLFiwYMGCZ42Hr1T88gOnuTQ6OF/R2y7wCCG+WgjxiBDiUSHEDz3FfN8khAhCiNfc7j4tWHA7Obv9mV3AwzzhrkM9vvcr7kUchGHCDfzmd7/xpmk/8Q33H3g/buQVJ5YA+B/f9chNqWO3C+cD9//j3+O1/8N7+IX3PgbAW1557EDa/kx5zz94E7/797/kumnVwoNnwYLnAq8DHg0hPB5C6IB/B3zDQXfio2dHB93kggULFixYsOAGzo063v3gpQNr77YKPM/0KZYQYgD8feD9t7M/CxY8mzwXUp5uxVKZ3DTt2AGmij0Z//6/+6tXX7/kR99129t76Y/9Lvf88O8wvUEk6c3Twzanz+6j8P2l63/gq14McJMr//Hl4kD7tGDBgltyAji77/25+bQD5czOM0tfWbBgwYIFCxbcXj74xOaBtXW7I3ie6VOstwM/zS0TSxcseP7yp//oK+ilikP99DmT8nQrfuavv/Lq62997Une+KJDz2JvIje6zX/q8oRLo9t3i2jMrXOhjy1F0eQ1P/me29b2M+EjZ3auvv6eN18znn7H215x9fVr7lw50D4tWLDgL44Q4ruEEB8SQnxoY2Pj6Rf4DDFPck9bsGDBggULFhws1QF+J99ugedpn2IJIV4NnAwhvPOpVnS7fwgtWPDZMGkML/uxd3HnD11/Gh9dynnwJ/4LPvSjf+1Z6tkzI9XXbgWPXH7uVF35Z3/jVVdff9U/+0+8/qf+4La0c2N58Te9+JoR2n3HhzfO/qzw//75BQC+7ytffN30b33dC/iHX/1S4ObKaAsWLHhWOA+c3Pf+jvm06wgh/KsQwmtCCK9ZX//cmy8eGmSf83UuWLBgwYIFCz5z7lo7uCj7Z9VkWQghgZ8Fvv/p5r3dP4QWLPhseM8nL1Pvqxhx93qPJ37qawGeFV+dz5S3vOKaz8yr7njulNr+ypcduWnanT/0Toz73Krg27PrXfDf8U3XomK+6r5rffjzs7uf03afKV/7z9/Hux+6DNzaSPnvftk9nHrHWxjmN6fbLViw4MD5IHCvEOIuIUQKfCvwWwfdidffc4jn/rfPggULFixY8Jeb5RS+8v6D8/S83QLP0z3FGgD3A+8VQpwCXg/81sJoecHzjT9+dOu69//06+9/Xgg7e2gl+f3v+1Le+spj/NhbD7zYy5MyyJPr0sf2eO8jf7EoPuM8IcRaihuTlrPbsezp1j6B58tfss6xpYL/8ztfxwM/9ObrjuM3/vwf/4Xa/WzYrToeuji++l7J5895tWDB5yMhBAt8D/B7wCeB/zuE8ImD7sdbv+AE673F/WLBggULFix4tlhK4F98+2t51cnVA2tT3+b1X32KRRR2vhX4m3sfhhBGwFWzDyHEe4EfCCF86Db3a8HnIT/3nk+xWxn+yde//Bkv88O/8XFyrfjxr3tq0WO/PwrAa+96/nmhvPjIgP/lb7762e7GTbz06M0pUv/NL3+IU+94y9X33/wvH+BL713ne7/i3pvm3c8b3/GHfO0rjvHqF67w9371IwCcesdb2JhcM1C+YyV6Je1P03q28D7w8fOLSjgLFjzfCCH8DvA7z2YfXrjW546lHldm02ezG89ZBJAAWoAP0BGfegrAz19nGrSEtoMnq48p5+vxQJj/KSDVICQ0HUgBqYJ+oVjKUxprKHSKCY5UK4zxTLqORCqEFBACSioCjtZ4nHdYC1LCtIV+ClJKAoHgAv0yoTEeLSUmOPCx7VnrMR1YIFOgZOyX96BUFP+MCbQG2vm2pBLKBISSHFsqqIyjtR4pAytFikKx3bQc7uckUjJrO2YmkCjwwdN0nlHV4QV0BnCgNWSpYKnISBNJ1RqMB+cCs9rSOTDEQckgByUliIBA0BjPsJeQK01jLXVrcA6yTLLSyxhVFu8DWSIZZBofAqmSeALhauzZAAAgAElEQVSTxrI76/AejIsHdy/YWt5wvAKgFAQHRQaDMmVcd7H/qeDIsGCYJSyXKduzjnFrGNcG5z2DPGGpyFBKEHxgVHdsThqcCygVz6ks0QzyhCLRdMFzbmuGD1BqwbgJBAHDDBoDOpFkSrFUKLSSIARaSspEcW63IgD9XHFpp6ZuQSrIE5AIQNB2Hg9Mb1GAVMy3ta+hs3G/i33nfdg3bzr/n2kwFrIMCi1RIs5ng0DjaUxgp7t+2f2ofdfI3nWWK6ieokBqMp+vvWGa5dbt7F27t1qlnG/LsJAkiaRMNc57tmcdxkGRCLJEUuZqfk56hPIIL5gZj3fxeqpNbH9vnXreFzHfrluh59udzOfdP5+af7a3be5J+v/ZoOf9k1zr+1BDO+94P4v3t8rEvijiObF/H5cynl9BxAev8SQSdNYxax3Wzfe9v3kb97bzqbZLz+dREooU8lwxnTqmNi63//zcQ97w/smm3YgA8vn9uLGxvys9yWo/ZdIaNkYOH+J69vqsieer9dDccPJpoNCx/1Mbl9s73is9yZe++Ahf96oTvO7utZu8RW8nt1XgCSFYIcTeUywF/JsQwieEEP8U+FAI4cBDlhd8/vJz7/k0AD/+1vuQzyAKIoTA//X+MwB85xffeXXgv4dxnnFteN+nN3ls41q1ki998TqZPriL+C87r7hjiTyRT2qCPKoNHzy1wwdP7XBkKedbXnPylvM1xnFl0vJLD5zilx44dXV6CIEPPBEjsH72W17FV99/9KZlf+27Xs/f+Fd/enX+2x2d9c3/8gE+eGrn6WdcsGDBgifh/G7FPceGPLo5Zfxko4/nCQLIJeQ6/uiexXH3TQO+pxtIJMR1rPUTbIDdicEDQkBfglYwbuOP46W+IJGKtrOQgbRQZtAa6HwUhvYa7heSfp5Qtw7rPWWuyJSm8wEpAoSA85JeLimThBNZyVKZ0hhLmWpq63jowphUwFIvw3uPFBLnA611SCVoWsuRYUFrHZVxiABegHWeTCmKNFB3lrY15GnCsEiQomWKI5ewPsi4e23ATm3wLuAJ7Ew7Zr4lTRQrKiCQBO/J8oS71/r0ckWiFINUMrWe0cxwcq3kzrWCrYnBh8D6MCcA5zanfOrKjMY47j+xzEqZcnHcsDXtIHjKTHNkkBE8XKo6tiYNs8ahE8iSuC0KyfpywWqZMWs6WuupjUUg6GcK7wOtdBSZYLVX0E8T7lhWXBxVNJ1nuczIEo0SgTRRjKqOo0slm+OGzltmtSPvKyRxQN9YhxACKaBINV3nGRQJQgqscawUKa1zFGnCfccGdM4zri1aCe47usT5nYrWeTSSgKefpKz1Uhw5D1+SpFJSpIqdqqN1jpVexmqZYrzH2cCk65BBcjiDXiJxQTBrLUu9hBeu9lnppQyLFCVj1PH2rOXu9T5N5+jnKSooNqcNjbUUqaaf6djfRKK0JK07qgZsuCZmZTLubyWi8EaIA+Nm77wmDvD3fnHlCSRKMCgkWkkCAusCa/0EPIw7y53LGf1pzfmRxRPFlHQujgoBWSIxIeBtoLHXxLX91yXzaXupJcNCoERg1saBdZFCmWqaziKUREqQBKyD2gTWegqPZHtsMOHafeBwT5JniuUi4861HsdWct7/2E4UfbREyihY5VqSas0rT66yXGpcCGxNGs5v19TWc363pu0sVWvo5oJPMhfvrIOC+N46SLRASkkvS+ilknFjqdp4p7I+0HVRrE0USCnIU0kv0yznGcNeRqYkpzdnXBrHKHPro3Iya+M+3VPp5HxnBQdJAm7eLwDvYG05IdeacdXSGI+SgkQLDvVzfIBBnlImEuMCO7OWVCtqa6g6z6TqKHON8yACpIkiAOuDnGGu2Zq1JFKwW3XUnSNIWM4TUq3YnnVY51jr54yaDms809ZFIcyAFTDM43kl5vLTsEg41M/IE8l2bSi0Ja1qzFxUy3Xcvs7F7e5lgroLUTzVgNSkGhIlaU1AC49ONBKBFoJR3WFDYL1fIPBsN5ZBCPSzlLuPDBhk8X778XMjtBY4H5jMr/Vp07FcZBwZFjTGcXlWE3wgeBgWKa2zZFpx2MdvKw8c6qe8/NiQtUHGxVFNY9xfHoEHbv0UK4Tw408y75fd7v4s+Pzk377/9NXXP/9Hjz5tpAfAg+evpcX8yp+e5jvfeBfj2nDvkQE/8hsf59/OxZ8bGWS3/bL6vOPht38Nzgfe8I4/4PL4+nLl/+DX/vzq6x/89Y/x1199B1IKzu1U/Ic/O893vPFOBnnCT/z2rTMkPnJ2l3/9vicAeOsrj19nOL3HF929xtfcf5TfffASHzs34lUnb49P0f/3qQ3+1r/5wJN+/it/53W3pd0FCxb85WN72lFoyS1uabeVUkII1z/pvPHp69MhufYkGeIT19WhQgaJkAItYriAJQ5kWheXKdPYzrSLg8Z2vh47/y+AQSFJEoVwgTwDrRTOz5/a+jjwlUDbBkLiyTJNBtStvRrlUSrQUhCCIFGCQ4OcXp4y0S2DXOMQ8bdAEGzPWlIluetwj41JixCSI8OU0cxSpopUC2oD672M2hou7tbkqeS+o0PW+hkXJg1recpubZESOutJG0sQcGSYMW0sSgh2KoPEM2sFg1yTSkU/S5HSMsw0/TRhfZjzoiMDEIGPnh5xOTQsDXIO9TO0lCRKkSeClV7KHSslSggSLTk0yDm+XDBrLGe2Z4xrw/ow57V3raKE5PxOxZ1rfV53t+PhS2N2a8NKkbDSz+ispbWeznqqzvPSOwYMd2vOKcXZ3Rn9siB46CeacWvoJwpvA+uDnOMrsXDA45dnTDtDns5jMaRAIXAEOuvJE82rTvR5yfFlhIBpY2iN48JIMW0sR5YyNsYt48LSGMtSntJLFUWW0BlHlkikgN3axGtGq3l0DiwVCS9cKxmUKVvjjhAC9x0fcnhY8OJjQ2pjuTKOYlUgYAlszwyrZUqZxQFyogSdCywVKSu9lOMrBUcGGae3a3arjiJVZEqhpEBIwXKZ8JIjfcosZaVMuDJpGRaa5pyjU55+ppFCkGeKlZDgvGapzPBBkFlDyAS5VqRKUSWW0czQzKMsVgcaLQRaS3Kl2Kk7JpW9KgAlOkYk7IWm5Dr26/hSifOBJFHsVi2JlIy6FmvBhUCRatZ6nkQJrAfvPTZEAUbagE7AiPlgPEBr4yBUE0UJAeRp/CzViiNLOZPWohNH01iWBxlH+gWj1uDmIqcLgSNLOd4LUgUCSWentJ2jX2oIgfVBifFR/HvNXatsTFsGuSJ4UCKj9XHbK+MpM8H2rGG1HPCKFyyzNelI9S4XdiqmtWInOLoq9jfVIJHE532BLFUsZynjzpAoyaFBxkqRIQS0G9MYxZRGAUpkjvV+hhQKKWLV2DJVHFkqkFJEX0gBh8oUQ2C3MmRaUqSBpnMQwIQYdQMx6i4QhWYhJcFDmip6iSTXmi5xlJlgtZcigiBJNZ2xGOsIWmGD5+Raj846qASH+4p2WNJYQ2egyCSZVqSJRAdBEIFhqlnupTQ2cHS5JHjBxrSmbR1aCoZ5hnEBiWC5l6K1Q+JRUuOCxbioUikpuWd9gBaBaeeZtp6XHO7zyUsTZq1CKVBCxIgxHEoGslxTJJqjQ8WocSglyLXAexhkCWvDDCUEl0Y1tfEkEjofxbajKyXjytDLM+5YLUiVpEwVWaIZN4aVMmFYZPPrQxIEfODxDUII3LneI4RAuZ2wWzUoKTi8VNC0jlQJDi8XJFLygrWSzga0it8DnfM8dGHEq1+4emAiz2IkuuDzgh/5jQevvv6f3v0pvufNL3raKIyf+f1Hrr5+z0OX+aU/PkVrPX/4/W+6pbjzJfceokgU3/3l93zuOr7gKkoK3v/DX3m1UllrHZlWbE6vF3z+xR9+mv/+K1/MF//0HwHws+/+FA/80Jt5fF+U1X7e9gsPXH19K3Fnj+9441387oOX+C//j/fz7u97E0eXPrcVq/7ksa2nFHd+9C0v40vuffbTxhYsWPD8oO0cs86RpRKagynP2pNx8CMFyACDTNCYwKS7dZj9kzFI5ilEIpAKcAjKJGWQaRrjGKYaJQXndmssnnIeKSC1opdALwNjHb6OfUmIUQt5KpFSsTNrWe9n9JZ6jOuOiXU4H9NQtIypAkLESN1+pgkioMsspr4Eg3egE0WiJFkicUCmBYOVHrVx9JTkUC8KEZ215GlCkWoOD2DWGJSUrPYT+pnm8rjl2FLBPYd7fOTULr00YaWXIoRkt+oolUJKwcuO99mcGZzz6OWMSeuYNJZenpDKGAEDASElxgSUDqRKINAcX+5xx0rOydU+znnWlzIGWcqxjYJLo5ZEBlb7GYeHOYNM8VfvPcwwTyjTKHR84sKIB8+NUAJqY3nJsSEvOjy4Oli5OxkgBZxYKbnnyICPn93h9FZFCIEiSzi6lDKuW1oX2Jy0GOvYnLUMsoSlIiFLEjrrEARGrWEph+MrA95wzyEevjThETfFA4f7OXmquDiqERJWi4ReEeM/Vvo53oNUgVwrdmvLSp5wbDnn1MaMUW3x1pFpSZkplJD0C0WnBP08QYmAsZ7GBQqpGBQBEQSd85zdrunNLMdWMoZljyNLBUcGOdZ5xl3c3ydXFYcHBY9cHHNuu2atl5AlmtY6Th4acmyQslsZvuDkKruNoZdpprUjEeBDwIZ4rt65VuII7DaORDsaq1jtp2RKEbzgofMjHIHjyyUnVkouj2pa58iURGvNuO7QUnJxVLHeT9nRgspYkhAYFilCCvJExZQa5zHGImQcEEoRo31SAb0sQSpJlghypejlmu1pS3CCMlEEAf0s49hAszFp2KpbEkAITWM7cgUahdaO9WHBpDF0naHMNMZaGhfbkXPBJ09iCl/tOo71C/IsYb2fY1xgt25RSnJomFFvOVoZOLGckSpFlgpGlWO3bimSKAyNG4MUgs44Ei24a3nAci+hTBNqU7PWT3hiqwEXSLWiah1bs5blImFSWx7bnIKIUW8vXOvRWs+VSYurBb1coQS0xjGznqNLOcM8IVECKWIkXz9XBARKCiRwuEwwQZOmCSI0zDrDrPWs9TVZoqmNpSc0PgjazuJdYFy1GB84MixY7+dsTBtq65BcS6HaE63V/J6V6ASHp0gkrzq5ysVxw2qZUqSK1jkCikEucAG2a0OWKpZKDXVgtZ8SAlhfMyw0IQSMTaiMRQHL/Zyjw5zGWrYmHcMC7j2yhAM64zi/U+G9p0w0jfO03nN0UCBERmccZapJlGSll3Jht6KzAesdx4Y9pk2HlJJjSzlaKZaKjKNLln6acnFcoaWgsYFkLzdQCJx1LC31SJTBusByL2XaGlZ7GVrAVtWRKsnLjg0YN47NSUuuBdZ6VnoJK70MJaCXadZ6GVVnEMHTLxLKVKOVwBO4sF2zXCZIBNPOsjFqSJQkVQrnPbMmRtzdf2yJI8sFZ7cqdmYty70MYwMBWC5TArA1bTlxQzbI7WIh8Cx4XvLyH38XX/8Fx/mpt91swPtM+M+Pbj7lYPln3/0p/tOnrhn57k/B+rUPnr3lMr/8na97XhkrP195yyuP8c6PXeQlP/quW37+c++JAs9+3vmxi7z/ie3Pqt07VmJ5w0ljedPP/BGP/OTXfFbr208IgW/713/6lPP8119y9+esvQULFvzlJ0ujkKGlIOXJPSI+E/a+4QKQEdMgYqrDXkqGiD9+tWRYZHTeMaksWhns3AclnQ/opm0cqOzJ6vuFH2PnfigBdJJwpJ+wPiwYVxaCRSjoFyl3a8Vm1dJ2htp4Mi3QUrA+LDi9U7GUW7SSCCHRqWKYKiatZZBlLJcZrQn0i4SZsTgf+P/Ze/NgydL8LO/5lrPnye2utXZ1d3X3rBqNNDPSCG0sQiDAISQEQcgQQmzGQTgcCgsjEIQdCIVtbBMh2QZhMCC2MMIKcAhhYTZLQhoJjUbSbD3q6e5auqpu3S33s36L//iya7qme2Yaz2jChO6vo6Mql8rMm3nOufm9532fV4jgXui2i+26hXPfEWvB5UnBSpgAblCS6SBhd5CC9zTWMUgi9sqExlgWVcd51ZFGinffmDLKIjad5ZXOsDNMGaYx4yLmYJgyOa+ZVzWxUtzYL8B5Ih1e56bpSLRmVvdEkaRMNcrDSydr3n51xLw2KDy9EyybFc7D03slDxc1m9aQKMk4j8i0pMwSGmNYt2FBr5Tk2jTDecf52rDpDftlwk6RYJ3jeNlgnKfpg7tJSc/RvOHurKIxjkRLrk0L0kgRKUHVWZre0naGunesW8MgVYySCOcdq9axO4i43xomg4TdQYdSULeW/VLRe4H1CZn13NwvGOeajz+Yc7Ts2Ctj1q1i0xnq3rC3jXqlkeLSMEPJEJ1OY0kWSfbKlN7PaTpLrDV5ohkkEed9j7YKhXjEz7m+U+AIDo5xGXM8b5jX4bWlSjHONJve0hrDnTPHe56cUMSak3XDpgvbzbTQXNstWVY9T+zmHK8bllXPIFXsDRJGmUageHIv5b1P7XBvXlO1wXn14Xtz7s5q9gcxh8OY3kEkFO+4PGSYxjx/tGBSxERSsFMmvO/pKQ/mLQjPtWnGEzsZH7m34Pp0QJlF3D3bsKw7bp36IAZKyThPABilmra3FJGkdQIlJbtlxrLtaTtDrEI0yTpHFCmujzMmRQxC0HSWUR6Txoo81iEu5xzLTU+ZxwyyiKrrWDYWBeRpWED3RtEZhwTGRfIonpW7V4kwIS43SGJa55hkKeMyI5KCUR6Ev1grykLTdJYy0SSR5Kn9kkgK7s0bjOmpeksRKSIdMRhqYqUYFxF179gZxKSRItEKhWfTewaRxkjLpjf0zjMpEoQUTIogGN6f11SdIYsUUgimZXC53V1ULKsWJSV7w4h4y7bKY83eMGWUKE6rjlXVkyjBxjq8VlwqYtadYZBGNL2hMoZla7iWRQgfMASLqiOPQlRoVATBRUhPpBSTLEG3HU1j0IDZ8mNSDWWhcMAkj5BSECtJ1Rvesl+gpCRWks5Ylo1h0xm0VFzfGZDGkiRSZNbT9I7TdccoDc673jik8Gxaxem6I4sly6qj945Bqnhqf4AUkkwL7p7VSCk5GCS0vaN3FvxWTClj8mGKtZ5Lk5xPPlwySCLWGLCeVdsxyiIipTgcpqw6w6VxwrSI+djRgqNlhVYwUJK68+SJoog0CIGUMC0TilgjteCKyjhbtSwah3eeTEtWjWWSx5SJAik5XtY8ezCgM4EXJhEIPK1xHIwyzhvDvOnYKxKOzmtWbc/+ICWPI5aVYd30QWAdDRjkilxpjHf03tP2llEWcXdmKHpHHEtGeYyWQRRtzRfnRAtcCDwX8x/obDrLP/j5u29K4Gm2RL0ndwtePg1CzR/4Gz//GKT30+cH/uULn/G21wJ5X50PfM9vvhB3vkjzVU/v8E9/5cHrrlcyZGYB/tw//shjtzX9Z6MyhPkX3/V1n/X2y+Ps0d9b47h1uuHl0w2/8S37b+Zl473nn3/sIb/lrQeva8L6bAf9f/unfxOrpv+Mt1/MxVzMxbzRlGmEwBNLTSwt3acdZjSfElcMb85Zo/kUcDWNoXfBpZOnMV1niSNBGmliLbk2ydESXni4Jk/Cdc56em+pOoegR6nA86ja8FqkDnGDxkBvPfHWSQOCtvfslAlaCtaNoTMWjyDRgt5qchHcGa1xbLqeJ3ZyNk3HovXgg1Oicx5rPXujCCEleQq+hTyOaUSIOLUetAOvIE0CiDaJBW3vGKcR1nq88OwVMZfHKa+c1wwixc4gZphpZqdtgPoaRxEFrks0UETSo4XAIyhixbrpefF4jcIjpCBSHukFURRArxKB8+Hnj5Vk0wbX6rRMGG4idsuUce751aMVddcTKc0oh2GqUCKns46DMmHVGuJIkseS+abj/rKh7cMiPI010yKhTCKMdRyvau7OKtatIdGS002H9Y7DYbZlX4TP9XTV8i8++oDDccE7rgw5GGYoAS8drzjfihxt7/jo/TknUXBGZJHg3qymiDVlEvPswYDnj1bEsdqKeZJhGnNllBJFgnllebCoWVQdkRaMs5jJIOZ83eIsTMqYREkmRcQ4i1i3lmGmGaYxeay5Pil48WTN80cLJJ4rk4TpIGJTG6JYIjqBBVrn8T40bJ4uO4ZZcDzMNm0AH+cJvuoYjiLa3nF/XnNpJJHAYtPR9g5TxBwYS+8ckVK888qYB7Oaq7s5q8awaQ3TIuarn9njfNNRtSG2lsWam/tDnt0f0lpH1fZMBzHPHgZ3VBopijiiM46DYUakLMkgZloErkcRx9Sd4Z1XJgzSiCRS9May7gyjNGLd9hjnSbUk0pIs0VyZ5rTGbcULjZaCh4uWs03LThEjlaAznlQLDscZl6c5qVI0vQlOiTymMQEsfftszUerBeMspjWGkw0kSnIwLVBK0VtHUWha61i1HWmkKZOIh+sGay3WwyiPmKQpcstjuXlQhBhRFPa5QaIZxhorAvn24CCID611rCrHqu05HCXEsQj7ftsxKWKkhEGiybSnSINbbtm0nKw6cCHaNat6Ggc5Yf/RUpHGwb1ivaPuLMY69sqY03XL6aphmERkOrg3ilizbgNH662XRoxSReMc9db5965rE87rjufvrVg1HQ6BsS5wJbsgiPeOEPPpLK2xHNUte8OMYa6pe8v5qmPT9jg8oyxh0zqMs0jlGapwLPbOY4zHFTCMFTf3h9yZremdp0gUb72csqh6HiwaFo3AGYi14HCYcrLpsM5zbZpjraVINVXbc2mSUTWG1nrGaUTVGmrjmGYRu2WCQDLOYq5Mc44WLcY5douU03VD1StyLbHeMt8YOhOYNNM8okgjnjso+eTxhtmmZ5BoLo8T7pzXNN4zSiM2nWG3TLk6SvnkkWTd9AzTmEujlHVjMN5RJjHDNAiNznvW6464TLHOU6YK50JMTiK2PLIYj6czhmUT3ILrzlAWEY31SCHYHSR8WaK4fbzm1mnFw1WNVpI8jpgOItwaijTGec8gUQgrcNKRaoUxnjKJmW82OBse+3KeUfeG/TIN++cXMS99IfBczBd8fvHOjG//X3+O3/7OQ/7H3/ul/17/9vbZhnEWM8qjN7z9x37l/iNY8mvn+3/84ygp+C9/21seu/6Hf/YWP/bLQQz4zq9+kq99Zpev+0v/5jM+/wdvn/MvP3782HWREvT2UzCBH/3Qvdf9u/0y+YyPeTFf2Pn2r3jiscjdq/PJv/jbefJ7Au7r73zg9mO3vXD8+haZ/+Zb3skwi/hP/94vAnBzf/Dv9Tq+/r//NwC8+P3f9Kaqy//UP/oVfuSDrwA8Ji7+4p0Zf+n/+sTr7v9tX36VP/I1T3FlnBHwfRdzMRdzMW9+9ssE48OZ3CiGgQmw0t4FMScWAcxpDK8Tfz59EgIQdFpGocVoy6oZFJq+d8xWLVmsiKQmjzVlHDFMNZFWfPVzGZ88WjOvetamZ3+QsW57qkjRGMOms+yNFPvDAuk9d2ZLVl1w7+xMYlKtMdYz39RkOudgFH7fdsYwawy5kiQaUh1iW9eymONVTdtZjBPsZBEPFxsWrUFLzdWdjCvTnHtnFd4LOmvBWax1xFqAgEjrwNbJE1obelx651n3hnGmyNKYONbsDzN2ioTOOqrO8sqsJtKSvVHKYtMTa8Gd2YZNb7m5P+DyOOPhouGVRc04ixinIXL2yqxmXXU8XLVUxpHr4DZY1B19ATf3BkRSsux6ztfhTP2t0zXXdwYoBVmikJJHzosbo5TTVUtnLeMiLG7nlcG4wPVII8myNkSRYJBq5lWPcIL7s4a9MqF3jmEUYa1jvuXZpJFmt4w5XbWs2p5xHmOs5RMPlqxbGwS13lIkIYrxzKUBJ6sGueVj1J3j3qzi8jhH68CuqFqLlp7jTce6tVwbJVzbzTnftGSxR0gfFmKN5eGyIY9V4Dv1hiJRHExT9sqULFZMB4LnDocIIR69p3ms2RvErJrgKCiHApvHJFoyygxKwLVpxqo2NCacCJoUMVmkaI2ltQ7nPEWicQ6ySLFuexZVy84g4emDkrp1nKxbXjxeMckTVr0BIbixP0ArQaQU16c5zxyUzDYdH72/4PI4ozMBenuyamn6jk3rybRip0goEk3TO9IIykw/WoC3veUj95aBAxIHAeV4XTPJY5restkKR4NU89zhgKqzHC8bTtdNAImnEWWmeeXeijxSRGmAAXfesVcGgUgKwTCBaZmipeK9N3bII8XLpxva3uKA1nUs6g4I7WK9sXRWcGWUoaVn3VkiKTgc5sRRcF4diIS6tZxWHX1vUFKFRaiXFKlimMc8u1cglAota8bT+iDyLtrwOZSZZpzHHC0btPAY6Xhit2C+atkrMzatYeU7Np3FSMeLD1cksSKNFW3v2DQBEq0QeO95ajdnuFacroNr5uZewTOHJSfLjk3bsj9MWTV9aI7yQYhVApyQOOGQSrBTxFwaZbzl8pDTVUOZpNzcK3n20pBEKz7w4hnDtEKIGGstlVYUSeBjDRNJFEVEUrK3kzDf9Lx0amg6R29dcMtkmnEWI0XgeV0aZ6yrnto6nLco5dk0ljwJPJ9RFlN1lsujDO88RRaRR5onrw/YvHCCsR4RB+VYSEmZRDw5zbk8KULTlg+xIuk8RRIx2/R01iC9YpyGY+yDZcu0SDhaVtSd4y2XSs6rnqN5Q91bxolm1fUkSrM3TBDec75p+cSRo256Pr7ukFqSJxIhgiC2N0roWkdeSCIlOV22vHS64b1PTkm05nTTcftsTZnGjDNFFGn0NlJYxIqmtxwtW+abhqf3S27s5DxYBvdl1xuElCzqjoNhhjGeTW+oOsPpomGnTIm0ZN3a0JwnBdd3c5IogMWzVHFeh2CcdY5BrBEiOLdqYzmcZIzTGCGgMZbnLpUs647OOnKvmBYxUsDO4Iu3VrwQeC7mCzrnm+4R0+RHf/Ee/+23fgmRevOK5YOmiJwAACAASURBVKviy2dy1/zJv/+hT7v8i/zB99/gr/3kSwD8qW987pGT5q/95It8/48//+i+77o64omd4jM+97/+xDF/6G/+u8eu+89+8zN8w1sP+F3/00+/7v7/8I+/n9/7Qz8L8KZauS7mCzd/9GuefARGhgCafCMH1fuf2uFnXzrj//zl+4+ue2q34M//rrfx9c8F583vfc/Vz7pdvHb+n+/++tcJhB++t+BdV0ef08H1qrjz6fPHfvgXOF1/KjzxE//51zJI9VbYuZiLuZiL+f8200FCEUmUkHhncTbUgb9aWRzHEMkAFpbu9Q6eV2uKlQ4tLdYHJo1Skp1hWGgLoOoczkPkPZGSjPOY3njuzRtGWczQaYZFxKiIuHWy4bzqA0B3LFg3jttnaw6HSThz3BkSHbObdwgZHAyv1guvu+DYGQ8SBqnm9mmF3TpeEmOpbRAhWgvTPMV4TyQd87YnTyKsdwzSwFJY1RYhJFXf0fSOaZlyKCUn6xbjHYNIMUgisjjCtoKq7cgTzTCNGOYRxkKZK4pYksUxyyZAUDedIZKKpnMUqUYQIL2ruuOFoxV7w4TaOAYqCDt5pLg8yElixYduzwJgN4k5r1qOFg1xJNCtpO0NK+s4W3W4YcZ7b4xZtZa6C+yV1jvKRDMdxIDEWJjmMUoJVnWoEd8pA8dlXre8+HCN1pK9EpSQlFlEqhVytmGcx+RxRGMcO9sz4q1xjIbBLWKcZ7dISaPglnIeVnXPJx+uQhws1syqjqNFzc5gKwhZR905roxTemtRMmHV9Dx3eciyNjx7aczZJrijz9YdRaKZ5gm3TtZ0xlPEwc3QW4+xjs54rIfdYcyDecVsy9u4ex4EJOs8w0xztPBcnxYBgtxZ1o3hiZ2cznr2RinOep45HPL80YLUKMZZ4M7sDRKOVy2zTUebGKZFGhbG0kMbXBg7g4QyjUh3JOIBHK9bFnXLorYMM8WVcbZtVjPsjwJ89fmjBa+cbrh9tgkCSyRDXKdz7JUJxjmOlg3J8YpU6y0fJOZo2XL3fBP2ryzipdM10yIiiYLr6WzVcWmstkJeSx5phIfDcc4g1ZR5cOYMtAzblVbsjVIujVOOZg2RENS9IdGavTLlib0cJSTdNnrYG8e0iLl9XvHiwxXDTNH2nq636ChEIge13n7fF8w2HXVvGKYaQ+AKna46qjY4x2KpsN6QRzFpLDkcpVybZMxqw/ufHmOs5955zbxqWXc9Z6sg7g2SiAfLhmESY70jjz3PHJQ8XLXgPR+7t8BJGCjFINU8WHR4DPfmNeMsCWwtb4ki+ch58+xhSXqmqHvHO66OKNOEVCvuz4LILEUQPqUI/JfOerQCrTQKwc4wCIyLpgssJWOZ7OQkWjGvgpvoYJST1R2985RJRGUc87pHItgrE7RSFKnk4TK8bycrS+88vfNcG2eMMk0aaTwB3PvhqsM4i7WeWEu0dFyb5Dgf3CrjPCLSkrN1R6oVWsP9Rc3BKOFwlLFqOh7Ma6QSZLEkiyWRFrznqZ0gOHaWVbN1WLqE3qasm47euhDxEpKHi5okDuLj7iChMR6Ep9CS2vmtUBihBCxrw/44wRhPEkecbCoOohihBVpIut7x7GH5iK2Jh50y4n1P79D3jvNNT92GVrs0liRKMRnEnFVdqGt34bMyxnJpmNEbxyvzhkGsyWPJqnUMtODqJGOSJ1gH51XDujZ4H4DkjbF88NbZoxjywShlWibEWpEqxb1mw2zTYq3ncJzhPczr0DRmrKOIFUoJvvKpHa5OCx4ua05WHcY51nX/GLPsizEXAs/FfEHnh37yxccuV51llL05gafuPhWjeWVWva6W/I3mx37lAT/2mrjOn/snH+GPfs1TXJ/mj4k7AM8elAB8x1fd4G/9zC2OFs1joNxPF3f+8u97F7/73VfZtIY3mvc9OeWPf+1TfNXN3c/9w13MF3T+7O942yOB5w/9hhuPnFtf88wuP/XC6aP7/e3vfB/Pfu8/e3RZCPhX/8XXP/ZY/93vedebft43EoK++X/+t3zfN7+D//grn3jTj7NpDcW2ba16zXb/HV91g+cOyzf9OBdzMRdzMZ9pNq3hmcOSTxwtWIR0w6vtusgotOOkqUY0Lb0JMa3X/rZTBHHnVainBPrekiYRkyzENLwPzTPOBVhpEWvm645Z0yG8wAwtiypASctMc32SB5t/EVwki7hn0URBjIkktrZoLYmjlP1BQr+NVLXWMt5GA6Z5wv15RaQFiZbUvaVMFMIIFNBZQ5FHdCbY6I335LEm0aGhqDeQxxIpwyJIS8F0EIQJfSI4WXVUxpJGjsNxQt1FPFwInPeksWaURczrHmvBOrg8yZGLhlubNbNNECfGW1Dn0aKlSBRFFKCrL5+sUUrgnKNuoe0d00HCMItIY8WlUcqqcZxVLYNEsVvGND08WDZkkSKLw1n6k3XHMI24sTvgcJiSx5pPPFyyN4iJI40xjn7Lt5jmMb0NTKHjVY3zMCkilJIcL1vGg4S3HpbMK8ssatBKomSIDk/zmJNVg/Ue5x2brZtnXMSUacyq6QKsOlH01nP3rKLqHWmkWNYdRaqZDOLQDLTuiBU0vSPWkro1HM0qrk5z3vf07iN3ysNFzdGipkhCpGGQauJIMfWByzSvevYGKaMi4nzdsWgNl4cpy7qn7hyffLigzEJLVplpslhhvSBu2gAV9p79resnjSTWeyIp8coxTGOEECgluTzOWFZhOy5iSWM9znlu7BZoEWLXnXWsVwYlBcNEsah7njkYkGjF2arjaNFQZhHxpmXdGI6WLXujhNN1z4tnG4pIYb1n2RgmeQpOsvGW++c1zxwMtlXYgrdfHrJoeu6cbijTiHdcHTFIIo6XDQfbzz/RgcOitaIzPTtlECqMT9kfZpytG07XHcMi4V3XM87XPXrLuSk3mtYoru8UjLf7znxT88x+wbrpuT+vMc5hrWO/jBkkMVVveGov5vasom5D+9DDRcvppifTAuFh2VoGqebtl0csGsNPfPgB0yJmPIjBeZRSaCmwTlBmCUoqDoYZQgj2him/fGfGy7crIi2DiwbPou4YRBLrIIsVp5sWKeDhsqN1MM0T9oYx3gt6D23Xc7SsyRONdCL8aRyXxyknqw7rPYfjhINhTm9h0/ahztsaZpXj+k5OH4dI25VpzrzqKNM4QNy9Z7npuTHJWTeBYTXJE7yHu+fB8dT0llXTMR0kNL3lbtUjBHzZExPun1dcGqUkWjKveyIFh6OcVdMjrEMaw+mqxTvPE3sF+2XM/a175nTtWXU9jXcM8xhjYZgpilSRxZrdYYCmF4kOwrD3WAenq5p53THNExIBKtE01rM7iBmmMQB3TqsQEbWQaMXVcYqUBS+frKl7Q2UcD9cdT041SaS4P2/AeawTLJuOYRFzfX+AkoLzdYtxcDjMubFbcH9eM0wUy8YwShTCQ5nFjLOYQaLYKROuTQseLhvO1i0PFw1Xp5qTTYvuoDEOrWGYapZVvxW3FYmKOVpsu+B8KBlIlWSQp7z3RglScOt0Q2MskdI8dzjCecHpquF4VdMbzyDWbIxhXRviqiePNbESaB1cTYdlxvXdnLo33DlvaHtHmcL+IMFLOF23lInm9lnYT69Pc3rrWNZffMzChcBzMZ/3zKuOzjj2hylHi+ax277vxz7GVz61w7d++dXP+ThV96mvlt/6V36Gn/szv+Wx2xfV595B/u4H7vB3P3CH3/MGz/eqcvr+p3f4Wz9ziw+8dMYP/qsX+B1fcpnv+oZnX3f/cRYOdEWi+aU//w14D+/+C//3Y/f5nm966+d8TRfzazPP/4XfBvCYIv7D3/k+ft8PfYCfv3XOz/zp3/S6Vqy/+R3v/byf92CYvK6q/Xv/8Uc+q8DjvX/s8u/8wZ/mX2+Fpkuj9BHE+2ufvRALL+ZiLuYLMyerhs44dsuM1jmqxrBuQIsQz/ICqjbU4BoC+yYVQbRotoJQqti27QQ4siEsmJYqVARrJRjlKUUcog+rzrDpwgLJOjhatYyyiMNRgiFEnq8NUqSSeGCUxzx3OGLZ9PS9pTWOWENnAvA4URKhPG0VYLmddazrjkwrpkWCpGewXfhbb+mMZVrEKKlQwjGvDJESjPMYhEcLxc40AgGDJAoOFOtojWFWhXarp/YLjPMIC3UfQKOTQYwSsD9OOSwzDoaWNNZcHmVoFc4A39grOBil3F/UnK07nPNcGic0vSOSoY2pzGOcDeyVJJasq56Xt4upLNaM84TOtjy5V7CsLZ014Qyy1rwyr7k6zki3MSW//U8IkBLecjgkixWCEDs7HGWsm55PnqzpjePhosYTYkbPHJScLFuOVjWrquOX785RUjyKG7e9Cy0yHnYHKc/tR5xuOuptpbjzntuna8o8CFNKSspU8dJpELn2y+DQWVQ9N/YGZJHkucMhz99fUrUt4Bnl0SOBie228MxBwa2TFQ8WLTsDR55qlq1hVnV46yikpow1g1SxX6ZUreFSmaKUJE+i7QKy4uWTNYfjjOl24bhfphwvIq6Mi0fQ3tkmLJR3E82XPjGh7R23TjZ0vSONg8AzzWMQobUzl4IyjQO4tTU0xhGpAMY1LsR1xllErELn96VJBh7uzSteqjoORlmAZAvB4UjxcFlzb17R9kFsUDJEkgopSOIgPHU2dJvP6x7vg8du2fSoLcy8sw4tBKMsoswintgpmG9a/sXHHyKR4fP0MKtbBmlEZz1FrHi46jhdtbD0xFpzaZIxyWJa6+iso1CSIlYYJ3iw/V7vPZyuOxItuHk4INUhpvLEbsFHX5nzsYcrTquOQaSINBinuDrJefuVIbGWzE8rslgzLTRdL6j6nt1BAgSRs+0DuPv+vGa3TEh0aI+bFvHWvRUE52EasWgsh6OEpnXcP69DbKwzOGvZKXOuTgbcOV+TaIm1kmESP9oHeyO4eTDEeY/zgpv7JV/51C5ppHj5eMXHHqxQEq5NByFiEyt2BgkOEVrOpjlZovn4gyVVayjzAHJWOkQ5HSFOd3dW8atHK4ok4vpOzv1FzarqySLJuIgZpRo3ScMxRgUA75Vxzs09xdmm42zTsax6BIF3lMURsYblpmeQKHobRMxZ3bOTauZNxziPuHNWcfNQsax6vuTaGCUlwzTi9tmGRRX26xt7A5z1ZInm/Td3efHhhvNNT7wVJvNEcX0n52TV0s8txnkiKUgixbrradoAMTYuiCvLpqeznrccFrx0AnkS3rNISeresTtQpFqyasMx+so0o6x68jQwmWabIEDl23jnw2XDouqpO4uSwTmqBYhIIqQA53j+wYpNHxrH0lgRScHlUYJxgiwWNL2jNY7FpqPznp00ZpIn29hkOIbtDhLOVg3GhfhyEkm80FgL3kGuJVoGx9DVnYJYSEZ5hF3D5UlG34fP/LQyPJnG5JliWRusdxSJRoiAcC4S/UVt0IILgediPo+xzvP0n/nxR5e/7cuv8k9+6f5j9/mRD77Cj3zwlTcl8JxtPhVT+fQFdHisN26veqP5R6+Jw/y2tx/yJ3/TzUeX331tDMDHHyx58WTDD/zLF95Q4Pn65z7VsjXO4zf93BfzxZk3sjoKIfiH/8n7H7vub37He/lDfyu4s95zY/p5P+9rq9pfOw8WNZdGIVb1bX/1Z/h3t2b8ia9/mj/81U/yUy+cPHbfl083/OMP3WNnEHPnvHp0/dsujT7v13cxF3MxFwNw57wii8Ji+JLNWEYWJSvqDopc0fcO8DQGMhV4PNaD7wJzpyMIO0pBpCGNNEpDJCXOgSE03rCFnw7SmFPTBEFj+0U4jUNcqe0cwywcsze9I5eCnSJh0/ZoqTkcJSyqnihSRELQW7e13zsSrdgrM4pEs2kNVeuYFppJEYfFSxLEkrq13J7VlKlGCoGUAbqa64hYCawXVF3H0CryVPPkbsGs6pBCcLxqyJKIcRGxqA2rdcs0U9SdDULNJKVuLfNVz06ekMU6tLBYx8t3ZtzYLVAq1DAjgoj2YNlyoCQ3dkNjy/GiYZBqpAwRlkXVk0hBYyyt9RwMAu9iVXfs5jGqEMw3oSWn6y2pDPGLURYRR4FTIYXgbZdH7AwS7s8q7pxXFInmYJgiRajD/rpn9zlft/zcy56BsRyOUpwTIIL74/bphr6xXJukFKlmUfes2o5JntD0huu7gS+BEBwva14625BpzaTQTPOIk2XDU/tD2ApyozxCSkkaa9rOESvQShJJybSI2RuFemsh4HCYMUpjZpsQZXnxeE3TObJY0huIlGKUaqwL3zkng5hISawLtcfrOixGj9cdh2XEJ49XHC0bnLWUcajyxgcX2KvQ4mXbh4V6NmDZGDrn2U8j7jUNSoJxlnUD4zTiy25MkQQYNUCiJTuDhJdP13ziwZKzTUesBNNBxoN5RZZpqs6iZIBCex/avRCCedWzXyacbTqMdZSppuk1jXQUaYjWXR5HNJ3DWIsQYfst0wjrHHfPW6zzKBkay1pTYx10ePbKNAhLwLI1vO3SkFnVc7bpGCSK2cZxf94wyhWd3bZkaYmWMM4iDkehLet0HZxG+8OMd10f8eLDTXCp1CGCqGUAlf/8S2c8ezikTMJ+aD289WDIjWnOou7pjONtV0aM0phV29P0jixR3JimPFx1jPKIYZ6wMQ7TO65EikkRmFbL2nBvVoVtet7gvWOSR5xtejZNj/Ce9dYZ9ORuxtGi5d6sRgrBwShhWfdUXR+cikCsNQfDiFUTWuXwITappWC/TJlvOn7qE8cM84hEK567VGKd5+XTDaM4om4tLx2vibXgrVdGW0eho24ttXHsD2NiFRg+d84q3pYMmVcdx4sG66FINamWnG06zm3YXoo4xO9GeUzbWy6NM05WCbdPNyBgdxjies76AOkdZYzzmONVw9WdIjT39R4RaxKtkcIzzBKmRRKik53jflVzefu53pvX3DmvttE4uDzKcA5aazmat5Sp5lePVjxY1MQyuKUezusAf48C32ZnkHCmW/BQxCEq+Mq8IdOSURYTF4JhFuO8oOoNq20N+zSLGOWKe4uGPRta+XrrWLaGPNFBHM4itApi4oN5w7gI4sj92SawuqqOYax56bzi0iihai29tZjOczhJ6IxFaoXDU7c9rZXgw/Y6yWNefrhm/2aKluC8Z9MaHi4ajLMMsgg8LKqOxjqsC+K/cZbTquXJvQFKCNbLjr1RymzTcee8Ik9k4IltW8s2nSXWglXTsjOImW86pkVCZy0Hw/SL2qAFFwLPr/v5yL0FH7o75w98FvdB01u+/a//HN/7O97Ku69PHl3/3T/yy4/d71XGyDDVLJvHY03nm45p8XqR5NWF8i//+d/Kb/3LP/no+m/5siuP3e9s3fJ9//TjAPy9P/IV/Iabu/zzjx7xx/7OB4Hggnjwae4hgL/+B9/Db3nbwWPXvQq5+qEttwfCGZHXznd9w7NvyFR5tanpH/7x97/utov5/+e8tuVqkPzaHfL+5N//EP/Hn/gqAP7drRkAf+XfvMj5uuN//4XXi5Pf908/9hh7B3gsMngxF3MxF/P5TNVZRrnmyd2SjzVzihRqG+F9j0QTaxvgkwQ3TxIF90ftDFZACowGEU3vaNpwJjXRgflRZjHrKkAkyyxmlCjOKsOq7kKUaAsJxgWY6dGqpcxjnt7NuTNvUEKQJwrjPKM8sFx2B5I0UsyqnpEO8N91a8hiTaokeaK4O6vp+w41jNkpXmVqSPJYc2mcM8xizqqWedXz5DhnEAnuL1pkJIkB5xVFonn39SnTImaUx7z4cI0kCC3BlRGcGHmqeW5a8GBRs1ukmNRtm3V6Nq3lbVdKhmnM7dMNx8uGy5OCvTIh0RLvYFb3DJLg6JhvejprkTJimG5rkbuQm7qxl5NoyWzdsW57eqNZNIadUcI7ro7ZtIb75zVP7BbsbeuGF1XPpukYJBHvvDomjRRP7ZdcnuScrVta44gEXJnkpJHaOpgEzz9Y0llP0xuuTgvWjWFwWbMzCILQrOpwwKo2xMqwWyasKsN809NvuTNpJDEeVk1oaLo8yikTxck61B3vqMD5gBATfLhseGqQYpxjVMTsFnEQJmyoLz7fdMyqjmXd86tHa/JUkqcZiyowP5JYUzq4Os5JY4l1jrNNR2N6hJTMG0PbWV446dkpIjIlEZHgZNNzudyegY8lX35jn/vzmrN1iyc0k12b5iyanqNFg8RvIcRhoZ/FilhJFk3Pou65vlNsf/6wbX/p9QkfvbdEyhBjuTLJqTrLqg4OG+9D9XSZaJz3LOoQzRlnMS+eLhlmMevWcjjUFKmmN467ZxWXxynjLIC7T7fsmfN1j1JwOC4w1gXHRO/QWpDHGusc4zylM47ZumWUx0TbfbC3Fi0l0yIAih8u68B9ER0n644yCbGkqrMcDlOujHOuTXP2y4z5puPWaYWQAus9ZRY94jCdrlrO1y0fP1qyakN0b3+UcmmSb/f/EJ+8PM7YGyR86O6Muk/YGI+xwRGSS0lSaN56ecSVcc7RsgmOpVXHJ44WdMaysy0xMcbyyrwj1pInd3OGecz5uufyOOeZgxH35hX3ZxV5KjDGUtU9m8awO0x5Zn/A/UXDsurQGiIVeFkA1jpGWcyi6jirelIteXJvwDCNWLeGeR2cMdd3Cl463oSIfaoZDyImwHSQMqs6Ii0R0nGybjgYZawbwziLcM4HtpfxXJ/mRDo46OIoiE2r2qBlqDHvbXAqeu8p4gg1hGUtGWaaSRGFeFiiaYzl6f2CSEnmdcfxouWwiOmtJ4vDttday62zNfMmYbbpCP19QWC5O6sYZRHOehpj2S1idsqE+aYlzxSrtmeQag6HKcZ5XpltOFk1CGDVWA6GCVd3ClrruX22YZiFaFoUSaSATW0QCK5Nc65Oc37h1hnZtvGu7Q23TysOhum2XS84QQGWdUvvPKebhr1BSu8ct842FLFmVEa8Mxtyum4DH2yYkMWGg3FG3Tqq1rCsDYNMk2q1hU4L4kg9aih71/UJz99fsDCGaRGhVEJWh223N5YMBUKgPJzUEEtB11k66wN4vbW8fL5BI4iV5njZ4H044ZxFPV9+Y0oeaU7XDb317AzCsVAKQfRFRrVeCDy/zud3/mCAB3/7+65/RlDwB2/P+ODtGb/7f/mZR/Djv/HTL79hmxRAZx0v/MXfzjN/9lPsk5/46BG//33XH7vfP/j5O4/+/qd/9Fceu+1Hf/Ee/8O3veuRyPJ7/urPPrrtvVsXxm99+yE//J3v4w/+bz/P933zO/jDf/sXXvdaJm8gKr1R49EHb4cF+Q/8/nfzH73r8hv+XAAf+a++kdN1y7XpF89mdzGf//zUn/qNtOZzV6V/PvOJoxXwerHwteLOd3/jc/ylnwiNWZ8u7nz0v/7GX9PXdzEXczG/vqaIgi1e7kpunW3IfAAq296TaJAEh0WZOaoWut4xLmKE8LSdZZCHqFMeWZx1NMaQRKFqtmktFk+ZaiZ5AA+3xlGkEb1zWMLv2lhLpNBY75jkMYM04T3Xcm7sFQghuDerEAJunWxItAyiQ7eg6RxCgJaSYaqZDBJGqWbZWfrOMM1jyiRiZytAJLHk2YOSYRITzwTNtknoqf0hN9s+8Flag/We5y6NuLlfUqbBNv/Bl09ZdzZAdIFL4xxnLbfOao7mNUWsWFQtrXVMiwScJ5ahHclaz06RsGw6jhc13nukFFwZpxwMU/ptPDdPJIoQ15KZINKCt18dEUnJMwcl87rjlajmeNlwZZJzXnVcnxZcnWTcOq1YVR1P7OZ0xtOZEI9wUrBsep4/WmKdI982l70qQnz6XB5nNJ3hvOqZbzoiIVjWHbtlwjDXLCvDvOq4PE7JteLJvZLjZc26Nyybnv1hiEJNihTnPdcmBULApXFGbx3GhYhNFIV2Jy0FAhgmmq94OsSPP3p/zqo1FLHmcJSRblubPnmyot1Go4ZpxPGqJYkiChV4QeebLrzPdc9T+yXXrGe+6WiMobdwbixN7zhd90xyzbVxgXMeZBAGF3XP/VnFCydr9oqESEuM9cyqjoNhypH1XJnkPFjUZJFCCMG66fnVhysujzOcDHG1e7OKK5MgyDkPV6dZAIyrUOVsXYvKYqouiAsIePvVEb1xfOzBknnVU6aaw2FGrAS7ZYKSgk0bXCtFpLk6LtgbBoFnvXUagODyOCPRirq3vGOnYLZpWdQ91yY5iPD6nLFEOgi1o0xTxJrOhm17kGoQIWZ0smwDo6nuqXpLupBc20lZNhIvQsQGgnNpmEVcmWR84ig0b2VaMa97TtcB1qwFXJvmPJyHWM3hMCOPFevWBMeRgFnV88ROwTCJOBxmvHS84sb+gCJSaC3JtturQJBoxe4w5eG65bmDjHXnMMaRJpondwcIYHeYsq57lp3F+ppIdaitW0MIz7p1vOXKEOEFWknWbR8cf0rw1E7x6GTfsunZH2XkscZYxSvzGuE1VWsZ5REPFsEZZFwQpVprw3ZwVlFZh/SeLI4YZ1Fwg/WWfJiCh945Dkcpm9aSRYpyWtCbUA0/SKLQapZo6jYIZpFSRFpxsmpRUrBoDMKHzy2Nwza5X4bY093zmiyWTIqEk1WLwBNrwemm28ZUI3byhFUTBPJIidDw1toARO4silALjg9Ns4NEUeYRVWe5MskRhJr6q5McLSWnq4bBNtK1bDqOVy07g4imD0K71qERbpBGxFriCI1Sm87yxE7BOE/YdIadMsM4iFWoiJ/EmiuD+JH4fGmcsd5uX03nyBPNzf2SB/Maqx29Cyfqi0TTdJa9YRrek7MNWSxZNgbnCDwtAnfoS66OtnBlz9MHw8fwDau655fuzPAOBqnkwbxhUfcME8WVcY73waHvHICjM455azlbt9w8HBFJz7oNrrWqM3gE1oU48uEopbc+xNK+iPEsuBB4fl3Pa7kgv/TKnFEW8dMvnPItX3ZlCzMLc/c1ERKAD92Z9jslIQAAIABJREFU8Rd+7GOf8XGb3r2uOet7fvTDjwk83nu+50c//Ojy/Xn9usf5wEvnvP/pHSBEWiBkx1+7Y37ts3u89P3fhJSCb3rnIT/+4aPHHuPpvTfXjvQqYPlz1Z1nsboQd/4DnC/0Z/YqqPv3vefaIwFn3Rr+9fPHn7Vu/ZvffYU/8XVP89Rroo0Av/991x5Bly/mYi7mYr4Qc/Og5BfunNN0Bq0ELx6vWNUtiOBksQKSWJDohDTyxEoyzCLq3jIqAgMj1hLnJAbLurJIGX7/5rFC9IFJliUx00xvF0COtgsQ3lnVsW564kjy1r2Sazs573tqBylg3Rg8YaGTaMH9uKbpHBMtuT4ZUPU9p6uWeWW28W3PslaM8pi93bBYGOURSkiE91gvuHtek8eKL7k24XCUs+l65lWHAKZFgipDU8+0SFg0ISazqHue3h/SGIsUgg/enuGsJdGa/TLEtTobrPXXpjnOQ+ctRaY4WTakseLqNOP+zNNbj/ee3niWTc+XXB1TpuGs+6oxnKxbxqkmTxQfv7fieNFz86DkznlF0zvWjUHKwOL5st0Bm84wrw1lpvm6txzwsXtLll1PIhVZonHOM85j7p5tOBhmLKoWLQXNVoT4dJHnVZdPOquYbzo2neHSOKdMNYvKMNu0jDLNqjH0xqGUQCBZ1HWotW8McRSguHVvQh1yFlN3FingYJCEmvQ4xJQ2jaV3lrddCdHjs3Vod2r7Dq0Es01L1dpHUa3WWARB7AG3rS0On+H1ac7+KOUdV0Y8sTvgF26dM4gD4FVK+GcffoC14T18aq/YOqcE9+c1l8cZwzTirOqoW0OXRcRCEelwsu9k1eK9J1IB2h0W2yEG5fmU6PDqd8+zdahIvzerKGLN6bqlNyHueGO34GzVkqeKSR6zVyYoKVHC8g1vO+R83XK8Cveflgl7g4RZ1RNryc6WDxJalzLmVReEB+cfCUrGhv00jRQ7g1AR/9qF471ZxbVJHmJgLjQu9VZAQPGw2IT2pK53VL3hcJwRCZg1hgfzjid2S3YHCbdONgySln7Li3IOylRTt5bGWq5NcmZVEAdnVUcRR2SJ4ey84pfunPPEtCSJBLtlinVB4IxU+H9xtGJvmDItYp49CHGmtnfcPqvYLRMmRUxvHGfr9hGTapLHmIVHAuvW0vQ9D9cNzntOF5ZJmaAlDLOIYRozzj1vOSxxEPg9nUVqweEoY5zF3D3f0JsQGcy3+4mSgTN0vmmx3nFjJ0CCW++Y1471/QXGe66MM4ZZYNp0Jjj6pIjx3jEdpAgfYLvDTHO6arHek2rFMNW8smmZDhLONy2z7bEp0grRWspU8+z+kBdPlpyuOw7LmNbAtIhYVT3GhBbAvTIlS4I7a7HpuT7JuDRKWNaWIoqYFJpIKy5NsuC+7PptVXxwig1ixao13J/XAVredLS9Bx+ilbfPNuyWCXmst4Ugii+9PuZo0Wyr6iPuzevAnrJbllnvOJk36Ejw9itjjHUkW+fM/8vem0fJkt31nZ8be0TuWZVVr6re1v16UW+SGrUEQgIdQIBAGCEzGKwD9hh7GM8IW2M8Cza2zCYM9mCDPT5jY8bDzDkYxjbGYAuQke1jFrFKaiG1ulGrn7rfUu+9WnKpzIw94s4fNzJeZlXW8tYWkN9z3nmVmZGRkRH3RsbvG9/f9zsIY16z1sAy9LI2vNwdc60fqJpLQp7lXO77yEyyFxiAxI8z6o6BZei0KiZXe4EyP284CKG6KQxNkbeOYdAPVELewFdqtDTPaFdsLF2jXVVG1lGqPJWmUXWUEbtra9wYRggBnmWw3nLJ8pyL22P8KGGt6bK1F2MIrXBagkEY03QMlcTomYyjlOWaQ901CeOMnp9Qd4y55+N7jUVF8ScY0wqCSbQ5wN/5xedmYsp/+ncuzbzvf/u5WbXNYfjSRzr82me2DzwvpeS3Lu7OPPeJK4M523fQh+fHv+X1B56bKI/+7p9+LW99qMObHmjx9n+g2r1u1Tvn4SOK8wUWmOB7v/4J3v91j6Npgj//xef52n/06wD8hZ/6PWqHEDWPrtbKH6b9uNBZjLsFFljg7mKt6eJd1fnD7h4CgWeqdoE4VfHaWZZhGgZpLrAMqFomSapULHXHIpUqpldK0IXBat1Svi6G8ryxTI31doW1hsvuMOIN51s8tdHg917ukmc56w2XJM+xdJ31JY8zLY+Npstmzy8vtKu2zuWez0bDw49TZe6rqbvlVdvAbmts7YXsDBM22gZRnLKnCQZBykbucn65iq4rg9ZTDac0GL6wUuETVwbsDENWCzWEmQuaFav0wVEJTSa6Lnh+c4hjCs61Xa70AzxL0qm7NF3lj1NzTFbrNmkOL14f4Mc6D3RcWq6JberYuio0JCqt0dI0xqGKgz/VcDnVgNMtl0u7PkGc89CpGlme0x0lXO2PMXUdQ1Oqp944RkPy1Jk2Saq8WC53fYI0Y8mz0BDsjiNWG0o5g1DJQEmaM47S0o/HNpVxq21opX9RlKrC662PdFSrkoQXru0hUUbCnZrDzihiuaY8kTQduiPlc5NLsAyNz9wYqiQkV7VWxGnG0+faOKbOS9sj/KIorDkGXuHR8rFXukjAM3VsU+MPN/do12yarknVMdkZhgRJTq8wLM4zSd+PiFPJSs1mqWrjRylDUyeIU7I0JxWSRsVk4Kc80KmQpRl+okyCh0HCKExxbQ2JpF11uFEkTu0MI2xDEVUS5cdxdqlCkinCbBIW4kfKoHtiWA2UxI9jqpas3ZEyEfeTlJplU3cMTre8ksh5ZWeMbSpichylrLc8HlypESYZV3s+VkEcbY8iwjRjreqWyqamZ3G562MbGg3X5EovACSdqs2l7phxqLY7TLKyeIwK5ZppaPR9ZYptGYIzbZeen2IZyqR2e6TS0ioVFQG9tuThFCl4YZISJhmdmk3HUfHYgyBFSmh4Jme9CpqAQajItzjJuZGGpJmkXTW53g/x44SVRo3H1upqfOUSqUk0BLapcWGlgUSU3/NaP2AQxKzWbUZhws4owjY0toYBaSZpuA45cGl7VBjkCqq28rZ5ttfHMDSlRLOV8fOphs1emPLERoO+HxMmGVLCg8tVlYwrYWsU0hvHmLpGp67OHd1xhKXrZHlOP0zUGDA0NmouO6MQM5d8bntMlucsVS16fkKYSh5dc7H0CjcGIY2KRbti06qYvLLr88r2iLqrlHUbLY8wVW18dVep5rqjkJWGW4wFWKkrRdFqw0WiWiFNU8fSNE63PWxT4/ySSpmSUqUTbg8jxrHP6ZaNpivF4c4ooumptq1zdZf1lsfVbsArOyNGcYpn6CrxK4eRSNkLU+qeMm7eGcYsV8C2tLLFaKVmc2MvJIgzpFRx770gouZadGo6V3pjLEPgmjqNhqNS3fKcF2/kLFXs0mc1y3P2AkUiVx2Dl7d9PnG5q9pFTY1XtkckeY6GwNQ0LF0lqzUftvjMjT2GYYKla/hJhh8nKgFPZqw0lEl4s2pRz6HlmXi2Qc020IRS/eyOlHItl7kiFlN1vgiSlAeXa3SKdrsgTslR4T7NqqXUnuOEOFfbPAgSkjTHjxI8Q2O1ZnO6XWUUZ+h+jK4JKraFrYv7rtyZYEHw/AnGh567fvxCwCev3iRf0iznMzdG5eN/+M2v451Prc9EUT9axJH/v9/+Jj7y0g7v+ee/A8AvPHuVr3lyjd/87E5persfn3j/V/GvP3qZH/zg8/zUR17mVz51nXe+dg2rSAuY9lPZj4Zr8p4vPDuTxnUYPvuBr2EcZfz6Z7f5zn/58fL5iT/PAgschwmx+Ph6nYdXqry4pebFMJo//v7xe56eS+78wnvfwmtPL8yVF1hggbuLcZTSLtp1qq5BJ7OxRtANYvIoJ8olIk0xTEGWQZgqOf9Go4KmCQI/Uq0BQJQIzrS8IrVJY6li4xgaLddiuWITJxnn2xWuDUK+5JEOW3shvVFMkku+7DWrnG17uJbOOEoxDR1TT5VvnoRO1cE1NRzL4xNX+mSAY2o0Gw5beyGn2xUGflq2V++FKUs1iwc7VXIpaVUshoHyiLENnVMNl+t7AXVHZ3ugyKLVpqMK8SjDNY2Zu7mn6i7DIOVqXxkUtz2LRsVU/jCjGBtZmIEKhIDT7QpJmtOp2iRZzjhMyWVOzTWoOcq8dbMwNT3VvHnnVtc0Ko7OSs3FMjTCJONSd4s0Vck2VddGL34jRnFGd6yKEdtQxsV11yROMk63KzQ8C9fU2RwEbDQV+ZDJnBuDiGv9gE9v7rHecliqWixVbfb8hNPtCjXHIMlkqUIZR6lKjkEqDw1dFXS6UO32WaaKeikhSFLGUULN1pGZatFDAELw0vaQJ9abXOhUSw+gCbH0/OYAQ9NwLZ00k1zrB3QaDnXHZK3Y9jjNeHmnTxhnrNVV+lcviOnUXR5c8XBNg4dWqgzChGv9gOWGTRBnjMIMQ4Mlz+H3Xt5Vxrl1i/44ZC9KebTeoFWxcEwdiVJW+bGKnnYtDdvUOdv2WG+6JeGyWrfZHkWMogTXUvtrYgKtCUUMAiXJs3HTmnKGuDnVcLjSU/HirqnNtHhNE0RJYXr78EqN3VGEJpSHiiYEbc/EsQxyCesNZdR6bRBSsQ1l7K1pM+u0DY2kMJSekFJxmrM1DLjQUeSGJgR+mGGakKSSetWk4dnYukrFfWilhm1mJLkiv6qORaNIlb3U9TE0Qd0xiJOcNM84t1xley9ilMU4psFTZ1q8+cIyWqGyOLtUYXcUkSYZlq6x3nLZCxK2RzGbkzlXEK+747hQQdgYDYeXtsYMkojuOMI0dKIko10z2BnFuKb6rusN5R91pu2iC5121VItjPLmfojTnCTNuNoPlEluz+eV7THjJMHUDW7sBYRJzlrToWqbrBQtdKlj0B/F1FdMrg1CBn5M4ZlN1TaQxRSoOUoxFiamGh+y8GVqumRZTiYl7YpFLiUCRSyearh86uqAUZQqIknT2AvU+DZ0QRCnvGatgSjGQ5BknG0rn6cHO1Ue6FR5brPP57bHbLRcDEOj70d0xzG6rtFwDFquxShI6IcJ9TABJBtttyDrLD76cpdTTaWmurEXMhjHPLBcZXsY0VipcLrloQlRthi1qzaf3hwwCtW5wLOVJ1OS5dzohyxVb3Z/qPmQs9ZyEQKWKhajKGGzG2Abgjc82OLGICKROY5loCG52gsxTXVuljnouuDckkdvHLPWdHlgucrlno8uBMMoVb9Dpo5l6rimxiBMWalabLQ8tkcR41CpFNebbqF6s7m4NaTrJ3iWjiEEm3shFdskR5m4d4s0RV0IXlek671wdUB/rIibrp8wimJW6y5Lno1l6FRcE9tU6Xk12yRMUrI853c+1wUhys+/n1gQPPtw/rs/yJc92uH//gtverU35Z7jb/27Tx362iBIaLjmgXjnn//4VTaaLleLlqp3P63SsV7+4XcSpzm//KlrfM2Ta+XyX3zhZuzz+372Wd7Hs/yv73j00M9teCZf99p1fvCDz5e+OB/85DUAHlmtHmj9mgfPMnBNnZZnHrqMoWs0PI2v3GfAvMACtwPXOnji/sh3fzl/95df4N9/QiXLnZ1qE3vxA1/Dz330Ct/w9MZ9P+kvsMACfzKwFyT0/LhM8+mOY8JUksqciqcjI0mSgi411lsOuijSebIMW9OL9pCcmqOiph8+VVfGqbEkkRlVy8AyNYZxQtOzMHSNJzca9IMYS9d5oFOlU7FYb6loapU+NGbgR9iGwdm2p9q60pSGZ/PYWp1OTaU6hWnOZj/AMXXSLKPpGewFCZ6l7tqv1hx6fkKaq5joM21lODohTjZ7IY6h85q1BmmhWjI0k3GcUkuNm8V1UQw/vFqj7hpc74U0PVUgNDyLz17fo+4pTxg/znAtg9WGQ5JKMinJc4ltaciYMuIX1A0nP87Y2gs50/ZKHwbPMjELQ1HHVFHvAgpTXlXQZJlEE0plvdZQJqdCCB5fq3OtH5KkOWGqPCC644jzyx5RmnGtHxKnORe3h+i6Rp5LgiTn2Vd6nFuuMI5S6q6JVbQmjaO0vLucS5Uuc30QIpFsDUI0TalXHlqp0R3HpJlqzVipO8pDp+lSc0x0oW5sTIiG/S1DUqrfyDjLGfgJW4OIcZigtTxAkRBJltOuWKSFIa1j6JxfrnF+yeNUw0MIVZDWi/263lQ+Li9uj5C5xE8S1uomfiLpjhI0Db7wwWWWKspgtu/HvLztM4wSVqoWSxULP0mLVoyDhMuSZ6Gv1fGjDM/SyXPJ5e6YVsU+UnG7O4pKVc71QaRaryX0/aQksyZxyZPPnIZj6uyO1FizDU211E1dI1zt+aXHyf7P3Wh5ZesYKLXR9LirOcpPp1Wx2AsTZa6OSh/N8xzDNkj8nK29gPVWBddUhNzuKCzn53rLY7Pn8+nNPSxDEIWCIMkK82ibOM35gnMtRahJWR4rKWXRoiPY7Pv8wdUBZ9sedcdkHGW8sLfHWx7qcK0fULGckgxcbzqcbrmkWU7VNej7CXtBRM1WbTU118I2NOJU0qm6mLqKpL7UHbPR8lTLZLEP4iwv2gJzBJK6ZyECZTA/8lN2/IRTNZe1podlaGSpJE5yHlqt4po6MpdkElZrDoMgoRDPsVp3ObdUKdq1MtpFOmpvHCORqu01yvHjjGt9lfLX8FRyXN012B5CbxwTpzmaJtA1gWNohEnOOE5VolPRmjcKUwZhzMVtZXh/oVMjTnJ0TWOl7nCtH3LdDjCEQNeVwu5tj60wCFJeuj6k4ZmcbqvzccO1WK7a+GGKXdVZqSslpGXodGoO603Vkjpt1u6YOl9wro1Gl4s7GUGszimjMKVRMegFCT0/IogTaq5FluWlum93FKFpgk5dpYYNAmWQrWsaoil54cYetpkSpxlrLReZSQxN+SQNw4RqoEyNL3SUf1rFMkizDMdWtZ6la2w0XXp+UhCiLksbs35kjqla1exYRb9bulJ+eaZBkueFoszE0EwqlkHNNdkeRgzClK29CF2X6KjUsKpj4tkmp5sOnZrLyztDzi6rc4MoPNpanlYoJeV9b9NaEDxz8F/+ULUVfXZrxI/8ygv86qdv8LG//ZVzU6D+qCLL5ZGv//qL23zda9d5ZXfWf+d/+Tc327P+/n/z2pnXLEPjXa+fTb8CZgghQCVHFPg/3vM0rz/T5K0/8l/4piJK/bD9PK0cOg7P/8A7TrScbdycbN/+lgdOvP4FFpjGX3zrA7zvZ5+deW696fJnnjldEjzTJ3ZT1/iWfabjCyywwAJ3E36SFt4hgmv9ED/IkFLdGd0bpxgm1B2NiqUu0HVdQ+TK2FUDZaLsmqzUbS4s1wgSVbxc2VV38T1Lp26beJbOo2t1NvsB26MIz9R5eLWq2hA8G22qQPDjBE1omEWBahqCJNPwY2VOv1S1ubQ7xtI1BFLdCbc0dE0QJsqss2KpO7ZLVYtxmHKlHxClOXVPFSy9cYSlayR5XhbQu8OYzX7I6bZbbst0MWwbGmsNj6WKPXMhbuuCzYEiaa4PQvwopTuKWCk8Ki5sqAv6335pp2xDSTOJEPD4Wo1e4QdhG9oMqTQhWZZrFtf7AY6pYZsaUaLMipueRZxmXOn5DHy1bxoVk5pjcnF7VKRiSTZaLtt7ETtCmcyOImXse7rlogllJGzoqriqFyqMMMlKg16Aim2w2fMZJxlxmjGMUjQBy1W7VDk90KnimDrXBwFRoryLao6JqWskaU7FUl4ZE6JhgijN8WydcZzSGyeYusC1BFf6AaM4wzJ1VuuKrEuynIdXlQeMEILtYcAwSmlPtUhNFE0TP6EgzbjSDWh7ilxYbeiMo4xxlHKtH5DnhZeHqwyoDQ3SvJgbpo5brCtMslJ5hJRsFd4ppi5I8lz58Jg6mpQzCqX9htbTHh9RmpfmwUGirnsnLV6HYR7pM415HiLT65wmqg4bd46p8/TZJr/52V1MDdYaLmGa40cZSxWbTt0pfTj3z09QpFC7YnF2yaPvJ7y8OyZMUmq2wUanUqp9po/V9DZtDSOe2mgqZUiWU7ENWp7F7jiiWbEJY+XvZOkaZ5cq2IZWqlaSVLLZ93FNk54foaEMoS0TwiSlYivT6odWazRda2YffPyVLp5pMIoi9sKMumvQcJVHlq5pSE0Q53mZgLbatEllXh7fqmMgkSSpUmRFqfLNqTkGcZoTp8p7bHsYUbNN0lSRS5d3/aIFTKLpqhXSMTWkVDuz5Vlc3Bpi6Mp/q1OzQGgsV22290K0uiCXyn/ncnfM6XYFz9JLJd4DnSoXt0fIHDo1FbuuaUppuFp3cEydTlWSZTmPnqojhODl3RGbA+XB4/s551wTS9PIpKRiG6w3HB6cIjInyrS9IFER6HFG3TGRQqiWKUPjsfVmQQRLgjxH11O+6MHlktyZzJnVhouuaeX8mBBXhqbR8AzGkaDumKW6cmsvVH5Uts7pdoW6q8ambgiu7yVUUsl60yXNFDm83vTKbZ9s9/R8BeWnNlHUXx+omliIwqNpqjXSMTReuL6HrsMDHZetYUwQZ2w0XM62PXQhMAydtZbNMEo4v1ShX5xXJZJOzS5aWw+eG+81FgTPEXj7P/iv5d9v+sCH+dT3ffUfm7vtb/jBXz3y9ff97LN83WvX+fS1PYAyrWqCL3u0wzc9c+ZEn/Xz7/1i3vSB/1Q+Hk/9uH3V46ewDG3G82f/nYl7jfd/3eN0xzH/81cfrixaYIGj8K7Xb/AVj63y5N/5EKBSuwAeKdoVF1hggQXuNzzLxDZibgwiNKEKoO44Is1zVurq7ixINA2Q4MeqsLdNHds2QEoMTallnjjdwDY1usMYe0Wn4pg09rUkNVyTzX7AtV6AbWi88cGlsjAvt8k0GKRJmbKUFq0UNVNdtDumzmPrDT69OWC55ijvjDSjZhllKwYI6q5Jb6xUCC3PwrUMBr6K6R4ECUtVkzhTbS6GJliuWewMVRvSZj8oL/bnFcPT13nrLY8wyegGCWGSkUpJ3TFYrjmIQuHsmPqBNpSJb0XVMWcu6vcrLJY8m5WaTZgqI+cwScu2uM1+QG8ccW6pSsU2uN4PuSp9NhouK3WXzT5oApJcsjeKeGStzu4oYbVq0w8SpOIqaHg6fT/G0pW66fogLHyWTHKJ8kTKFJlmGRod08azjVKpcrXnl21DFcvgen+ojJizDF3X8AyNs8vVueSFbWhUbZMrPVXA5rlkFGXIXLVsdEcRcaFGWqk7VB0T09AY+Am2YeDHCe2KXag08pk0GsfUeWK9yTBQ3k2uqbEzUm0Ua02HIM653AtYq9sESUbNNlhpVNEQhU+Lgx9nM21VmoAr/ZBrfZ/zyxUMTSfOMlYbDlJKXt4ZU3WtssC+us/QetIiZRk3DZuRSl0AN0mP28X0+ifYv855JNFk3EVJpgyzo4wLyxUQSumnCvQWUZoTxtmh83OiUKo4BpmEdtWm5pjEWVZux7RqZvpYTf6+3B3T8qzSsB0giBNe3laqG10TJTEBqsVs8v0arkmU2mWYy/YoJMuVL9Gja3XsIp59XpKcEMps2tI1cpkDOkmeszWKaLkGbdciznO6o4hWxeLSrtpfLwUx7YpNxdaVR5Yf8cByjYqtVEaaoCSxN3s+INgZRYyjlO1hTJAk2IbGKEiRSCq2ye4oLlPRGq7Jk6ebjKNU+dC4BstVB1NXc07XwdIMrvR8bEO1uVoFcQaKnPiCc+2SRDENjbpjlUTIZIxUi/bMXObEiUrja7k2SZpzredTcUzOtDxansn61PiZzA8pVXeHJgRRnDIu5lTNVuqwLIdO1abmmmUrmWPq5dyazJkwTgmEmoOjKGFrL+ITl7qYpkae59imIM1yTtUrGJpGp2YXbYNqHWGS0fdjNnshw1AZ8IOreuUQ6qTHbLvk9HwVQszMoWlCZ39r5NZeiK0Jzi9V2bFN2tVU2TBISZTkPL7RYLnqsN6sIHPIpGoDrdkGzYqNhsDQjid27wUWBM8hGO/z0UhzyWv+9q/MEBF/VDEIEvrFHSFdE/zMf/dF/D8feRkEfPMzZ/hz/+J3yXLJxe0R/+NPfwyAJ9brM+uYqJxOgpWaw/e/6wne/wvPAfB8QRr9yDc+dSiZ8+Hv+tLSKPle49vfulDuLHDnqNrKI2C5apWpXat1RxmF3mfScoEFFlig7hhc1yZKGY21Iqmo60cMw5SGZ9C0TVIEw6LIy/IcR1exxUmWFwqIlOv9gHe/4Qyf2xkTxilJIW93TZ1XdsfsjEJqjsVyzeZUwyWIs5tKEyiLDz9JqToGWa48JWxD3amebnNtehaPrzd4aXuIJpT6wTUNLF0QpTl7YcKl3TECqLomnbpXKnZsQ+OhlVrZcjQxmo2zHEsXRZKPmCnOj7qrWipFNvucaXtULKP0dImLpJ+NlnegDeWwaNz9agbX0vmSR1dKU94oUabKmwMfx9BZa3qYBTHTqli8vD0i8DJ2RhHrLZeKZZBkORcZcarhMggTNnsBaS7RUYVnbxwjUH44vXFUtOYo42HL0BgnGUg4u3QzdXT6uy1VbV7aHjIKleFsw7PIJKR5rpKHijvh88iLMm3KVoarm70QS9d43dkm/SBhq+tzuu3hGpo6hlmOpWu0KopEcUwNz9IPJeAm5Nonr/RJMkBAq6K8jBxTMI4TThX+F5M484mfyWR757VVNVyb7jhho6WK5N44JsmV2mRy3TopEKfvzE8TeNPGyKdb3gGC6jhMq4ompMVhLVjHrXOiWPv05kCZXVs6dc9key/ktWdapTdTfzym5pqHzs+JgmjajFrXIE1kWRQfdqwmqBapQ56tFevMuNINce2bvkWXu2NOt1T7zqS982rPZxAofxTPVgXzhZUaddvA0NX4OcrrZKVmszkI8WydimnSC2P8IFH+X6ZOpEnWa3YxDgLiNOc1aw1cS2MYZPT8CNPQeGS1TtVWJO9k35efKQSdqjIDNjWNTGbkBg37AAAgAElEQVTomsZukLBcUYbHe2HC7liZUi/XLFbrDraps9n3ObdUxdAFaSYZxwkXVmqlP5Rvm8W5E64PAk413FLdNE2ghYlaPk7zmTFyoaM8nrp+TMXWMXWbnVHEhZUaYZpTMXXOL1dKcmwy/i53fXRN5UbZpkrCWq45dG8M8UzlzWXqyser6al24Ms9nzTN6fnK0Hw0MXg3NCqWMj3WpM7vXh2wM4x4cKVCEGd85voeqw2PpmvSHSe0K4IHOtWSrBqFKlXRMjR0DfJc8PLOGE3TWCva+SYNKtPzGm7O1yRVSsVpsjPLcqpVa25r5HJNKRkdS5GHTc/k2kDFwa/UVER7nGa8Zr3B7kilVOpClIb/pxruHRO7t4MFwXMIuuN47vMXt0ecbnn3XWVyN/G67/uP5d8f/Vtvp+lZvOmB9oHl3nsXzYf/3JvP89sXd/mlT17nIy/tcn7J45vfeHiLykMrB5UPv/idb7mjbVhggXuND3/X2w489wvf+ZbJDYUFFlhggfuGparN7niHVsWk6RkkGUihPHiUp4NOLnRcQ6lcEBDHGWiCvh/TqtjYhjKUF0K1SPXHEXphmDuOUi5OEk+EwNC0MpXGtXT2wpzNno+E8i5qnltlm8Fq3SiLj+lrjElhsVJz2Wh6M8ts9nxe7kq29kI0Dfw4wyrMnr0iNWrWMNchySRXumNW25W5xfkkXeWwthvHVGkznqXPGOWfpDVmXrE5T2HR9CweLK57rvZUC9wgTNA1wTBMCeMcmUse6lTRdLXuid+PQLUWbA9DPEtd1ruGxjhWbUi60Hn96QaepYrIumPSrt5USOS5JE6UP0hcECxNzySRN49Fw7HQheDSjk+O5MJqFT/KsQwNmavj0a5YhxJa/SBWUcJVm2bFZC9Iqdkmbc+iVbG4uD06lPg7jrxYb7rcGARICetNh4GfMopTlis2VbtCms+mY8lcJcVNivPNfnCgrapdNbncDUgyRWINI5X6c365MvPZ++/MHzRPdkAIRTgWiWjTCrLJGNw/9g5TH0wIyZOMs/0YRylnpubA9UFAxTZnvJk6NYetYVh4WokD89M2NIZhyjhSxrp7QYKuCxquccAv6DBc6NT4+CvdYn9pXO+HJFnKEyttXMvgTNtjaxhyrR9wdqlSzs9p4+rdYcSphoNjGIyiBE1XrVAvbg05t1Sl7hgH5vFEjTdOMs4uecRbOeMi5rrp2VQcpUiceAe97kwd09BxTZ2aoyLv40zt80GQsFJ3Dux729DYHUes1BzGkUojyzNBwzPZCxJyoO0pNdB602UcJ9imXqhORKFCYUaNMq2a8pMMP8oIooy9IOWB5coBD8ijzkWOqbO1F5JrqlXvqdPNGb+kyb6e+Ld1ag6iICyudH3OtNV5p2KrtDg/TsjynCTLaHgWSarMuW1D43TL4+XtMS+Px2wU5HiaS3aK5Lm6Z/HQSq08pwpN48KpOtd6Adt7gvWWx/ll5QU1GX8ff6WLrqkbEb1xAkLy6Kk6hq6MrZNMzszlyd8T1c8kTe38ckW1taHIzo7joAl1Lpmek1uDAD/NSBJJwzHo+Yn6jWk4bDSVefephlsSi46p1JeXuso8fLXuzJhU30/cc4JHCPEO4McBHfhJKeUP73v9u4C/BKTANvDtUspX7vV2HYY/88xp/tXvX+FL/t5/mfv6l/+oatt6/vvfMddY9fMBO6OIP7jS58tfc7yB8FEx4hOlzTzcDtnyN77mMX7pkyq56+V93j7z8KPf9Dp+7mNX+MhLKlL9qY1F0tACf/SwiEBfYIEFXg04pk6nZrO1F3JjFGHrxd1Xz2EcJqw1PbJcxcSSqfQPo+LQHYbkurrTWTMtao7Fas3ipe0hnZrD7jgmLbxNTF1jHKVUHAPH1MhyFS3b8hThsjVU6oZJUVlzTc60KwxC1Uozr0A97M7rS9tDVmouD3U0rvVCbFNg6xq7w5ggSnmkMIGeV+A0KzY1Z/aS19RVJPnAjxknGXku0TTBwI8PFKtHtcbsV1rcaWLKxLdmFGelF46UklGUFkRFMOP3E2cZp1tKNdX3Yy50quyMIqqOQatic6blYho3iZJJ3PkEWSbZHcdUHas01r3S81lvKvLj2iBkexipYkkDW9O5tOPz8KryZQrzHCk5ktB6Yr1ZEBYa3VFcqoiaFbskqPaCpCQWRmHK9jCkWbGh589tuZle/2PrDbaHW0WRanHG9tCE8hfaK9pKJulYk3jxyXGa11alC431pir6RmGKY2msFd4h05h3Z34egVe2ueSyVA189saw9I3aT+IcNgcmaqHbKRb3+/dEaY4Qks19xF7Ls0rllzKiNksitGIbfOb6HhVbeRpZusY4SrjQORm5A6ruePpcm5e2h/T8mFzmvO5sq/TucUydMy3V4rPR8mbi5EHjTNtjdxyxO4zo1AUSxY/4iVKJDPwIQxOE+9rnJmq83VHEUsXmgeUKW8OIIMnK5K6KZRDEWWlAPggS0lx5MRm6IMkFS1WHTs2ZewyWqjbPXR0QxkolYmkagzjBjyFNM+qeTXesIurDpMdemLI1CFmq2ZyqO4RpXvg1qc+83POxdI21potr6ry0NcazdVxbkUyXu2OePnfwBv1kDE7OTdOk4tmlyoFzQJJJkLLc11GaYWga3bFSpAhNULFUa9lGyyDNVCrY2bbHIIzxTAM/SRmFGXXHYKVosUsLVaMfZVRtZTCfFEpO29QxdEGnZrMzjKhYOkmasdqwkbnEtXSGQcLpqWM48WjaHChCOUdiFSqmnaHkctfnC861CQuSeNKSdn0QYhlaoaqSfG57RKfmzLSxxenBGxIpgKRom5V4lkEUq9a0p860DpzrJ2NsvZjDUZrPmFTfT9xTgkcIoQP/BPhK4Arwe0KIX5RSfnpqsY8Dz0gpfSHE/wD8PeCb7+V2HYXXnWnyr37/yrHL/fbF3SMjuwH+43PXubBSve8F3jM/+GEAvvELTvNtbz7HK7vj0vw4zfLbXu+Pf8vrSyPZtX199SfBhBkFWK4eb1j9jW84TZbLkuCZFzG9wAILLLDAAgvMx5l2hYtbI861KwyCBFNXdxnbVRtdk3i2ySiIeaBdI05zro8jtvYCgjTFLZJ3WhUTTddUy0rTwzQ0+n5ceA3oVCwXP8kJC4JjHKVUbJUQFQ7DMjVqgqpjoGlixsRzGocZyY7ClI2moJtkPHyqyqWuT5gq9dByzWEvSEr174Eiu+fPJWh6QUyeKyLAMJTnSNdPcHp+qaiBg94508qGw5QW8y7o57Xd7F9u4luzO0q42vdVEjkC21TtCktVi1GYHvD7qbsadVf56jw5VbzFaU6RMD/3eyRZTs01D6gHojjlxjAiSnKqtk6awaXumIploGsaHT/m3HK1XP/ke+z/jhXbYBylKqo6y9kahnSqNp2a8qiYJqgmxMJEPTBpHTpqn4IiDb700ZWyBckxNKqOiSbgdMtTipNDknWOaqvSNY2qbZRj6Xbao4AiSYeyvaTmmlza9bmxt0fcqajjW7SvTPbdUWbK+3HScTWZA2GSsT0MeXl7hNAEaZ5hmwbdUcj5To2lqk2YZFQdd6alURSJdeM4VfPd1GhXVELbUTeM96PpWbzh3FK5T/fnvkwTZ/v3hWPqnGt7jIvWJMvQ6Y1jNKHRcA1sQ423iRpl+vjsPy+sFwSSlMoPZhgkCAFPbDTQNe1I5dc8OKZO3TUVYWbq7EUpFQlBnOHHGe2apuLMxzFxklNzdGQx5tNcluev6wOVlhclOYNxwo29kOWazXrLoe8nXO0GCE1ZYHRH0dx9f5gKbLJf4OY4HgYxe2GqTJYtg1GU0nCtkkCO05yaqyuz/igllzlLVaXueWK9WY61i9ujGaWjY2pESYYfp0ipCOlc5tQs5aulaYIsBwT0/JhRmJGkylD6VM3mdHt2bNUdg6ptkOQS11TJfNd6ITvDiNNtl1XHxtS1me/Z9WP1GyQhyZXi5mrXZxQmMwSPqQuu9mZvSFi6xoPLVbrjBARUHXh8vU7dMQ/9/Zo3zl4N3GsFz5uAz0opLwIIIX4WeBdQEjxSymmpzG8D33qPt+lIvPvpDb7n52/Gh7/5wSV+6+LugeXe+y8/xqe//2BSkx+nPP7+D82QIa+Wb8/PfewKP/cxRVZ99ROn+LEPv8g//a8vla8/uVGf+77//NffViqVAL7+deuAMpL9U69dZ2cU0andesuWrt28sPrJP//GE70nW/S2LLDAAgsssMBtYb3p0qk7bA/VBf1q3aJVVckxrmmw0XK4tAOWqYMQGEJgWTqmqVOxDOquRZaphJEsz8pY8Yl5sorV1Tht6by4NWQwTvEcRe5oAlYL/4GjTGH34zC1zMQkNEpzWp5FxTbYHcYkWU7dMbAN/VAC4DCCJkklNedmvLmpq3SwrWE0Q/AclU50lNJiGvvNfDcHAS/eGM6oSSbbenFriBCSlmfSG8UEacpKo8ZGsdxkPfOIhqNIiHnfY6Xh4ppKETBpjzrdcrk+CKk4BuMowhSCfhDTcCx6fkTbs7nS82lVbqakTb7jxa1hqYhKcsk4SHhwpUaroqKF4zhXhqoSDI0ZgkqtZzYK/Kh9Oo2mZ82YzU4THUeRD0e1Ve2/+z5Zbp665ag79FGaM4qUz9VkrKW5SiPrjxOVAjTdvuKaJ543R7VzzSOy9oKYz+2MeGV7zNV+wLllj2GQIhEMkpy1RspmP6A7jpWaofBEsgydK90xD3SqihAsMGnvuV0c5ys073xQtU38OGMcKk+vIMoQmqTh2Ri6im4/ibHt9LHXNEGndrN17mab53zl12FoeBZFAD0yl/T8GIE6tgKVarfecnEMvSA8JBtNj2uDkK29sFS5bA1D1lsu7arFS1tjfuuzO5xf9vALwvXcchVNCC51fdbnkJ+HnZsm6qTJOQApkUIZoE/Mkvt+gqErwjHJlen11jBkqWKh61CzlOps/7jff6xUyxuEaVYmoy1VnfK9Az8miFOqlsHF7RF5rpRB55Zctscxp5dykqkycDJWhIAky9EQIKQKAdB1hLipTJp8z0lLmm2o3y3H1Itkv9mxMVENCqESllsVC9vQyDRBp65xrvAomybMp3ESkvV+4l4TPBvA5anHV4AvPGL5vwj88j3domMw6V+e4L9/24P8za99jI+8tMPf/eUXyufdQw7axy/1AWYik//Gv/0DvubJNb70kc492GKFF67v8Y4f+3We+76vnvv65a4/Q+786ac3+OFvfO3cZfezkj/47ifLvzVNsFJ37nh7X3+meaLlzhQn+G8+YWLXAgsssMACCyyg4Jg6j683uNb3C4PkDMNQd6YtXWAbBueKNJ1LO2OklDzUqSNljmuZCKGK0IEfc6btEac3454rlkF3NKZVqVBzDB5drZdtNZMLeLh11cNhBd/EJHT64r7hGSVBMO+ie3o/zCNotvZCVYtNQ6qi9bB1TONWlBaTgiuXkht7EZahUXfMQt0hZ3wyHEv5gVQd1dLWqlhoQpR3s4/yYTnOo2WeuimXzCSexWmOlJJO1eHGIGJnHGFqAlPXCVODhmeRS8leGM/cwd/s+XT9pFREXRuEjGMVyz7xeTldeKysNdy5Y+Kwfdobx4B/ZAE1azZ78oLrpHfcJ2bF89QtRymMbEPDj7IZYiSIM1xTV1SAEDPtKw90qieeNyclGSfb/mt/uEVWFPUPdKokuSTKJFaac6btsj2KyWVEvUg0SzPJ9UHAat05kEAEd54Mdpx/1bzzgRCURuzDKMUyNWquInmTNC8Mu0+2XYcd+1nS76Dy6zDUHQNDK8x/dVGY7OaEqcQ0VEKULjS6Y+UJ03BNDF2wXLXIcmUMvzsOsXQDP8pwLA3b1DA0wdVeQKfmYBhKvTIKMoIk5bnN/sw8hKPPTdPf+WrPxzR00iwnk8qQf7mq2qa0mhqXmhBUTJ2lyk0vpnnzaf+xUr8REWsNlzTL8aOUIE55bL1RtjPtBQnPXx/SdEyWajarDRcNQZrnbA+jme6PyXZP+9w0XANL00pD4/3fc15L2oQgnBhRj8KUy90x7YpdGLErj6qWZ7E1jA5Nh5vgpCTr/cTnjcmyEOJbgWeAgy6l6vXvAL4D4OzZw8157zY8y+Cp0w2eOt3gF57dLGPDHVPno6/0eMO51szy/+EPrh1Yx8/87mV+5ncvl0qez9wY8vBK9a62HL3jx34dgCeKmOb9+JFf+cOZx4+v1480ir74Q1/LMErLfva7hTeeb7HZD0+8/FseWuIH3vUE7/6C03dtGxZYYIEFFljgTwrWmy5BknEeoQgNVLt2zTWpWgYPn1pia0/dPXZTg4arCrssl+wFykCz6ph0ak4pe58kQD19rs04Smce779muFVT2ONMQm/XxHJeIbfacNnsq9aTSXqNn6SsN08mrz9JbPUEk4JrQu6YuqZ8dJIMy9APFORn2t7MdeK0UuIoQuJW2wMOI9RWC8+ZR1ar/MZnt8k0DQTYukaaKzNrzzRmEnc+fqlHxTZwLR0hNBWx7RjsjGLOLavPU0os5fMyb0zM26ejMKXnx1Qdc24BNa8tbEJ83O2C61ZUW9P7+NLuWJE6VhGvral9KeBA+8qtmHbfCsk4jlKWiyhrP86xdBBCAyRVx8TWdXb2fE61XERhrm4W3297GLFSs2dI3ltpUzsKJxnP8/bFxNtJSuU/Ot0+dKeJZbfbZrNUtQl7PhVLqX+yHOIsY6Vhk+eS5zeHbO9FeLYiTAxdcK0f0K7arNSU39Y4Mmm4BrmEz22PqNgmr1lrcKnrs9pwiZOcF68PaVUs1psOYZJzcWuIU4gUJuefiQdN348LzyVY2qdmm5eM5lk6Fdsgy3Nqrk2SZkgxP4UQDhqFT/8mPLbe4IVrewyCBEMImhWLzZ5fns9ff65dtPfW6PsJWSZJpEoNnLTa7R8P0z43l7s+mZSlOmfyvSf74CiCcLKdgzDmdGFArvx6BKamVI0nSYe7nXPCvca9JniuAtPSi9PFczMQQrwd+B7gbVLKaN6KpJQ/AfwEwDPPPHPf+nb8+GZc+i+970sAOP/dH+RqP+Ab/8+P8Nfe/gjve/vD5TJvPN/iZ3730tx13dgLudT1+aZ/+lsAPPd9X03FvrNDkGQ57/ix4+PEP/z8jZnHX36Mf5CmCRpTdxruFv71X/7iW1peCMG3vfn8Xd+OBRZYYIEFFviTAiEltqnRqdkMo5RTukPVMdloedQcg0GgjJErloqBDpIcHWi40PasI4ue47w3bqdQOuw9d9vEckJ++VFKnEk0IWhV7Jm7xkfhVmKrJ8TFJKkJKNLMtAMF+a0QR3eKwwpoUHf3XcvgifUGV/sBW4OQjbbHWsMhz5VvRt+PywJHJfLA1l7ISt3B0pUHx7QiKskkddc8kgzZv0+3hyGdmnNoCtr+u+fPbw5YPmT5Oy24btUfB24aQX96c8BemOOZOhtNjyhJqbrWgfaVyXtOsq23TDLaOmkuWapabO+FOKZ6vuaY+ElK3TPpVG1u7KlyzNAEEsk4SnnqtFLf306K153gqPPBZOw2XLX9h7UPHYa7rb6YbFM/iBlGKRXLKJUll7s+7YpF3TUYhSlZnuPZJlt7EaMwRReCmmuyO06IMoljCNIMRkHC6mqNTEoyKekFEQLBRstDQ5DLjK6fYMcZZ9oqeTCMU/pZjh9leJaOIQR+khKkOWGSzRCqhyWjTVRBE5XP/vm035Q4yWQ5x0pfnq0hhq5xdqmCoR30OZuobHZHETXXJIgzqpaJoWus1pxDj8FkP0/mvybEXJXNUQTh5Lfr4jald9CphqMStwrz+JOkw93OOeFe414TPL8HPCyEeABF7HwL8J7pBYQQTwP/DHiHlHLrHm/PLeM4g+R/+OHPzBA8oyg9dNkv/KH/xNum2rT+8wtb/KnC3+Z2sTOKeGl7fOLlf/xbXs/Xv259YVi8wAILLLDAAn8CsDuKMA0dM5NIU/kiVGwDXYBt6ip5yLN4+FSd7b2Qnh+jCQiylIptslRzeLyQ1H++4G6ZWDqmzoVO9ba9E25FabHfP0IUBsOnCp+i6YL8Voiju4Hj2lTqjskNEfL4hopb744SxnHCSs3hhc0BG8Xd7+W6zY1BhKUrI9mKbbAzCtloeUe2OMzblpOkoPlxNvfuuZTMNVG9GwXX7ZJv+z2CGq4kSHPVCjUnkvykuFWSsWqb7I5jmp5JmGQMxglJnlF1DJqeSlLTNa0sdIMkQwg4255tA7wfmChr9oKk9DzaH4F+s9C/qcK5FUyPn0mc9jhM6Qfxgbank2JaXTTtldX2TLJcGcO7Zso4SuiOYzp1m5ZrkueSUZhwbsnlUtdnGOW4ljII1gQ8slqj5ycEUUbV1kuTcoQiKNJc+aVZhqDmWux1x2UynKVrnGlX0ISYITpPkox2GIFxwJR4DpG6VSTwHeVztt50kUXi1vQYXj9h2+R+TyEhxExy2HG/F9NzeuIxt988/ijcT0L+pLinBI+UMhVCfCfwIVRM+r+QUj4nhPh+4PellL8I/H2gCvzrgnS4JKX8+nu5XcdhYjL8rV90ljPtOT94TZer/WDue5X7/uH4zc/ulH///Q/94R0TPEk6X8z017/yEX70Vz/DUsVidxyXz7/zqbUFubPAAgsssMACdwAhxDcB3ws8BrxJSvn7U6/9DZSnYAb8VSnl/N7p+4S9MGV74BNksowCd31Bp+Hx4MrNa5x21ebZV7rYhk4Qp3h2haWqzdNnW7eUkPNHDXdKFt2Kf8t+/4jDWsxuhTi6l5hsx0YLEIKBH3G5G+BZOmfaHpoQPHd1ULbzIMGziva+gmB5aLVG07Vu6XvM8wk6rICaV3zOM1G9GwVXmGRESVYev07NRte0I0mro7yAJq/dyTG+HZJxqWIxihKajokOnFlq0qnZcwyGndJ8NppKYbof47CMlpcwKKLuD4tAvxMVzmT8hElWxmlXHYNhlN4VJc/0cXlwpVb4V1G0AwUqQUyCEOpflORkOTy50aTvx/RGMYMooV2QnJoQbA0CdF1DCOWddaPwErP0m+Pb1AVRlvNop3poqyeotr3jktEOIzCklAdSEvcTqVLKY33O7vR8N3l/OQ7mtJIdta47JdTvNyF/EtxzDx4p5S8Bv7TvufdP/f32e70Nt4oHO1Weff9XHtqiNM98D+A3XtzhJ37t4sxzH//bX8nTP/Cr5eN0KgvwUte/pe2SBSs5wU/95ucO/IBN8Fe+4mH+27ecx7MMLvzNm7vf0F89NnGBBRZYYIEF/pjgU8CfRimQSwghHkeplZ8A1oEPCyEekVK+alrtwThiZ5zQ8FQCSiZhZxxjGbMd8U3P4ose6nxeJYH8ccOttJjdLZXSftxu2kvdMRhFCeeXK+Xd+FGYFC1UEeeWKqSZxDaUQqHumKw33WPXf5LtOaqA2h1Fh6YsTUxU70bBNU0inF+usD2KeHlnzNmlyqEF5HHEw91Uot0KyXgzNcqZu7+n08JuNbL+bmGirOmOI2xTKUCSNGccpVRtg+c2+7Q8uyT5btcDZUJe9P0YiaQ3jgmiDMtUZrt30tY377hMj+UwyTA1rYzvBrjWDxjHKacaDu2KTdU2eP0+X5sveXSl3D+mLhAC/EQRNRNMJw8epSyJ0pyqYxyZjHaUT9dx65/4nMVZjh9nBFFGkmc8emo2yfluzIXDvHA2ez62qR96jrlbBNOrTchP4/PGZPnzDUfdrfrih5b5Nx9V8ePTbOm3/l+/c2DZVsXiE+//Kl73/f9x7rrOf/cHAfh3730LT67XDyVgvuv/e5YXt0b8+7/y1vK57/33Zdo87/uKh/mrX/HwDJlTc2YJqpMmVy2wwAILLLDAAodDSvk8ME8R+y7gZws/wc8JIT4LvAn4rfu7hTcRZxJDV/4EFD4Fhi6Is5MlRS1w9/Fq7ec7UTosVW1evDGk7pjKHDpT0c9n2qqdRKLaRKxCWTAx3J585mEKlqO2Z5r8EajWtiRjpoA6iYnq3Si4ZotHjbNt49g2jls1X70fUcsnGXs3l7m9yPq7gYmyZtqzytAFgyAhTDIyKcsxc2l3zPnlCjCrYDlJS95k/PRGMX6SogkNoUlqrlHG1m+0jl3NiTFNBkjJAYPg5arNIIwP9YuZXs+EUFjyLII0P+BDM0kenOyPeUTnSdqLjvPpAsjyfCZOfuLzs9506Qcxr+z46Jqqmx3bJIcZL6C7gXlqvizPudT1ubBSO/Kcd7+UnPcLC4LnNvCBdz/JX37bBX7ol57nP7+gbIPCZPYk8sIPvAOtuPBreCbvfGqND37yYMLWBN/wT36T5arN7/+t+YKmf/vxWW/qJJvtMX3PF55F1wT/7NvewOtOzxI5v/M3v4J3/qPf4H//pvmx6AsssMACCyywwF3BBvDbU4+vFM+9ajB1QadqEyQ5YREh3LlFn48F/njgTtJeps1Q08IU2LN0RmHKSs2hYhkEcUYgM0633Rly5zAC56jtmWeePClOT3r3/W62Ft6OkeqtvOdeRy3fDnn0aprHToiHiYeMWaTcBbGKFndMvfSbqTgG28OIs0s3y9pbjUl/cWtYeCMZNDwb29DxoxQ/Odxb9XZxlEGwEBzq/XNcu99mz+dqL0JKyWpBGh2nLDlpe9FRPl2bPb9sWzy/XEHXtJmx23QtspZUhsy6RqtiHfACuhuYR1ZtjyIqtvF5lXB1P7AgeG4DtqHz0Eq1JHeGYcJT33tTofMD73riwMSUUw2I/+GvvJWv+8e/cWC9O6O5AWIz2B5GdGo2P1coiCZYqqgfsa9+4tSB96zWnUOJowUWWGCBBRZY4CCEEB8GDv6owvdIKX/hLqz/O4DvADh79uydru5QTCTyLc8qo8DHcXLiKPAF/vjgTgv2/Waom4OANM85t1zFNtR6/SglK6wMjiOUjtqew8xvbwxDTtVVO8udRlrfCm7HSPVW3jP5vrmU3NiLylhrAaUZ7e3idsmjV9M8dkI8VLKVPq8AACAASURBVCylpEnSnFzm6LoglzmtilMu26navLwzvu2WPMfUObdUZeBH2IaBoYvy82rWvSPDb6W15yTHUKIIl/3+M7dqan6r7Um2qXNhpVbO8wmmSZQzbe9IL6C7gXlk1ThMC3XXTdzKOe9+qOruBRaGLHeAry8Mkj91dW/m+Xmx3t/zzsfLvyu2wXu+cP7F3Ht/+mMHnnv2cr/8+40f+DAA3/1vP1k+92ffdHbhrbPAAgsssMACdxFSyrdLKZ+c8+8ocucqcGbq8eniuXnr/wkp5TNSymc6nc68Re4K1psurYpNmuf4cUqa52UU+KRouLg94mrPP6BGXuCPD8Iko+dHvLQ94lo/KI/1rRTsk2JQE+DHGRVTp+aY7A5jLnfHbPYCwiLtCBShNM+EdZJ0NCEQpjFtnmzqojS/zSWYhuBqN2Cz76MJyCVHjtu7Ob6XqjZxqnx9pJTEaX5s6tWtvCdKc7I8L7+ra+roQnCpe+fzcposU6oXDcvQy/adu/md7xYmY821dBquia5Dw7NpuAZL1dn4bF3TONu+OS61Q3ytjoJK53IQgjI5bKnqUHfurRZi8j0f7FSP3ObjjuGtHuPpubFZtFAetdzzmwM++souz1/bOzCX7mSe79+WO5mn+89PmoCzS0pRNPmc64OAi1sjen507OdMtiuXqv30uPPN5xMWrMAdoOerdKo/+89vqrHf/tjq3GU3mi7vKNQ1Vdvgh979FI+u1njNqVlW/oOfvHbAxPkb/slvzjz+yFQS1/d87WP84Dc8eftfYoEFFlhggQUWuFv4ReBbhBC2EOIB4GHgd1/NDZpEga83XTo1h/Wmy4VOFeCP7MXrAreGSaHScCx0IYjTnGt9n70gueWCfbogPdP20DSBRBX/u+OQS72AwVgVT8cVdkcRCNPmt5ahYeoavXFK3TWpWCZ9PzmyiL3bxdm84vE4EuFW3mMbGtujqPyuQggEgoptHEvEHIfjCvC7sf33ApPPf2y9wRvOLfHYWp0n1ptoggNjZr1QqhxHlByGpaqNJtT/Z9vezOPPBxx3DI96fT+B0vfjcm5oAjYH4VzSdPK+IM4YBAlZBgNfKX2m59KdzPN7NU8n42C96RKnGcMg4Vo/IEpyNA3qjnXs59wuMfr5gAXBcwc4OydC/Y3nD3fi+tE/8zr+zV9+M52aOll86K99Kb/yP33pgeV++JdfOPJz3/OTN82c/9KXPICuLWLPF1hggQUWWOB+QQjxbiHEFeDNwAeFEB8CkFI+B/wr4NPArwDvfTUTtCaYd5f4j/LF6wK3hsmxrrkma00X29TIc9gL4zsr2IXANjQarqm8NTwbRxfcGEb89ks77AUJe2FyqALkKAJhUhSOwxRdoBKU4oSlqlWYhKvCdj9RMSkYn73UozuOyYsE2pOO76PUBCdVW0zjpO9ZqtqMwxSZq/jpJM2Js4xOzT6WiDkOxxXgd2P77xfuFel0K+t9NZSPxx3Dw15HygMEyvObgzKqfRAkVGxjLmk6OW+M4xTb1PFsA9swGEfpzFw6Tul11L496nfobuznyWcPwphMSixDY63pUXfNY88Ht0uMfj5g4cFzB/i+r3+Cn/6dSzPPfdubzx26fMU2eOZ8+9j1/rNfu4hlaPz1r3qUNDt6EM1J8FhggQUWWGCBBe4hpJQ/D/z8Ia99APjA/d2iW8eraaC6wP3F9LF2TJ1TDRdZVx4Yd1oYn255vHhjRColphAYho6mqZj0UZRSsfS56VcTHOafM3m+H8QMo5SKZbDectE1jTSTZYrtvFYPy9D/f/buO1yuqlz8+PfdU09Pg0BCSaQnlAChipF2EQjNe0GIqMiFC0pRLkVQMYSiIEUERYUr/kQRUKT3KiIoVVpCDSRACiknOXXq3nv9/lh7zsyZM3N6P+/nec4ze/bs2bNmnT0ze95517sQgZAInzUm22YpKjy+S9XWAPqt0HFPa3eUKmK9UV0FjgiRPp7qd7eQ7kgxUDWXurPfgS6GXU5VLMzbKxrtbHWRENXxSFugBNr/jwtntMoFSwvrYBkDLakstRWRdrOUJYMASuHrpNRMZsms126b7tTxKde35T6H1rdmSGW9funneCTE+MoYldFQu+/NXX3eDWUNqr4a/i0cxkrVvYmH++fF/YunFwPQmi5/4D1/wf798lhKKaWUGlv68qu+GlkG6n8dCzuEHIe6ygjTJlYRDTvEwyGqomEiYQcD1FREiYWdXmWAxCMhZk4Zx0a1cSZWx5hcE6c17dKayTKuMtIhU6AwGyAeCSGOEA2FWN+aafecyw0LWdGQ7Jestt4OO5kyroIJVVE2rqtgo7o4jki/1LwZ6qFWw1lPs0SGIvMxFyy0s9WFSGY81jan2gUNc//jrOuxdG0rGJg2qQrfN9S3pNo9r8pYiETB8CrXNyWDpsUzmQFt25WbSr2nr/Ny702JrNuv/dyb98CuMpOGcw07/RTvowO23bBt+dGzvoDTi+FSz563H3/91l4d1mc9n7dX2gLOVx29I7M2bT/9+dRxFT1+LKWUUkqpoSygqgbXQP2vc/sVseesybSHb3zqKiNtXwT7OqShMDjhG5hSF2fKuMq2+iGFXyYLh1SMq4za54shHTz33HMu9yV9VWOyX4Zk9DYIMJCBmOE21Go46E0grjfDdvoaCGg/xLKSLSbXsMmEKlrT7adwL5zRarOJVVREw1TFwzjitAU5AapjEQRbx6iuIlI2aJp7fVdFw6SzHom0S9p1qYqF++2zotx7U2U00q/Do3rzHtjZ63G4F2DWAE8fXT9v57blbTeq7dU+NptYyexpE4hH2v87PljV0lbAeXVzmquO3rHtti/vPLVXj6WUUkoppb/qjx0DXbdkYmWUpmQWcWB8VRQHIeN5jK+K9kumUGFw4nMb1tjLEoGKwl/p7VC0OJ4x+L5p95zLfUkXkX7JdOpL7Q4NxAye3gTiepoJ0h+BgJ4cT8XbjquM4htDa8ZtC2yIwIwpdV0GTcvNZFYZDfV74LH4vak2Hu7XrMPevgeWez0O9xp2WoOnj4rHDfbF2xcfzC+eXsy1T74PwKHX/6Ptti9sNYmtJtdw28l7sOu08cT6aSiYUkoppcamgaploYafgaxb8rkNa5gyvpIV6xN8si5B2PGZXJsfYjRYx1hxrRlHhAmV0XZfzHLTxa9s9KmKhhlfFSUesTU+Nqyxv/Ln7t/bWjUjuXZHT/S0ztBA7aO3elOHrKf1jAoDAUDbMVHfku72cdWT46l423gkxKTqGI2pTIf6OOMqo10+du59Y2r5OYT6rNR700DUjco9Tu6YW9GQ7PUxN9xr2I2ud5ohICIsvWIuS6+Y2+d9OY7w3QO34o5T9uxw23Yb2+ygvbecpMEdpZRSSik1bOQCPXtuMYkp4ypKDqEajDZ09it9V9PF56ba7mum01gY/tiQyPDvj9extL6VxkSmw9TZ3THUw1x6U5elp5kg/TETU0+Op1LbisDMKeOYEpT2WNGQHFbDiUoZqKzD/jrmhnsNO83gGYb2mD6B6liYloKxlZESBZ2VUkoppZQaLoY6K6yzxy/MpoiEHRoSGVpTPk2pDDOnjGv78tjX9ndnVqGRLJX1eGdFI2HHoSIawvUM61rTTKiK9SgzpT+yW/qit1kiPTnG+yObqyfHU7ltof9miBsI5TK5+vs46K9jbrjPTKcBnmFIRJhUHW0X4FFKKaWUUkr1zkBOF19sqANdA6m+JY0xUBFMOx0JviS3pLKEejDZzFAPcxmMQFx/BQJ6cjyV2jYX3BmqYFpnBnPq+f465oZ7EFcDPMPU0vpE2/LMKb0r3qyUUkoppZQaO7VxBlra9amMhXB90zb8KBwSmlIuG/agL4fD/2OgA3HDJRAw1MG0zgxmJld/HnPDOYirAZ4R4PYSNXmUUkoppZRS3TPch1UMV8XDZ8BOtV0fTL0ddoRkxkOgR3WGxsr/YzgEAoZDMK2cwQw+jZVjbuj/q6qkA7bdEICQI9TGI0PcGqWUUkoppUaugSrc2hu5YSkfrWkZ1gVvSxWlTWVc0p7PxKoogqE5mcXzfWZMqetRXw6n/8doN5wLfw9mweKxcsxpBs8wNXfHjXnq3dV4vul6Y6WUUkoppVSnhkM2xWDWHOmrUsNnaiqiZF2PWCSE4wgb1PR+evPh8P8YC4bLULFSBjurZiwccxrgGaaqYvqvUUoppZRSajQZ6tmjeqLc8JmsJ8OurapzwzWwMZyDTyPVgA/REpGDReQ9EVksIheUuD0mIn8Obn9RRKYNdJtGgjlbbcDOm43j0bO+MNRNUUoppZRSSvWDtOu3FSfOiYSEtOsPUYvKG8zhM2rsygV5PrdBtQZ3+sGAvjpFJATcABwCzADmiciMos1OAtYbY7YErgV+OpBtGikqoiHuOe3zbLuRzqCllFJKKaXUaDCSgibDuXaLUqq0gX4n2R1YbIz5yBiTAe4Ajiza5kjglmD5r8ABIiIopZRSSiml1CgykoImY6UorVKjyUAXepkKfFpwfRmwR7ltjDGuiDQCE4G1hRuJyCnAKQCbbbbZQLVXKaWUUkoppQbESKs5MlxrtyilShsxlXyNMTcBNwHMnj1bp5ZSSimllFJKjTgaNFFKDZSBDvAsBzYtuL5JsK7UNstEJAzUAfWd7fTVV19dKyIf92dDi0yiKINI9Yj2X+9p3/WN9l/faP/1jfZf3wx0/20+gPvuEz2vGda07/pG+69vtP/6Rvuvb7T/+mZIzmsGOsDzMrCViEzHBnKOA75atM39wAnAv4CjgaeNMZ1m6BhjNhiAtrYRkVeMMbMH8jFGM+2/3tO+6xvtv77R/usb7b++Gcv9p+c1w5f2Xd9o//WN9l/faP/1jfZf3wxV/w1ogCeoqXMG8BgQAn5njFkkIpcArxhj7gduBv4oIouBddggkFJKKaWUUkoppZTqpgGvwWOMeRh4uGjd/ILlFHDMQLdDKaWUUkoppZRSarQa6GnSR6qbhroBI5z2X+9p3/WN9l/faP/1jfZf32j/DRzt297Tvusb7b++0f7rG+2/vtH+65sh6T/potyNUkoppZRSSimllBrmNINHKaWUUkoppZRSaoTTAI9SSimllFJKKaXUCKcBngIicrCIvCcii0XkgqFuz3AiIktF5C0ReV1EXgnWTRCRJ0Tkg+ByfLBeROT6oB/fFJFdCvZzQrD9ByJywlA9n4EmIr8TkdUisrBgXb/1l4jsGvw/Fgf3lcF9hgOrTP8tEJHlwTH4uogcWnDb94O+eE9EvlSwvuRrWkSmi8iLwfo/i0h08J7dwBKRTUXkbyLytogsEpHvBuv1+OuGTvpPj79uEJG4iLwkIm8E/XdxsL7kcxaRWHB9cXD7tIJ99ahfVUfaV+WJntf0SJnPZf1c6aYy/aefK93QyeeyHn/d0En/6fHXDTISz2uMMfpn6xCFgA+BzwFR4A1gxlC3a7j8AUuBSUXrrgQuCJYvAH4aLB8KPAIIsCfwYrB+AvBRcDk+WB4/1M9tgPprDrALsHAg+gt4KdhWgvseMtTPeRD6bwFwboltZwSv1xgwPXgdhzp7TQN/AY4Lln8DfHuon3M/9t3GwC7Bcg3wftBHevz1rf/0+Ote/wlQHSxHgBeDY6XkcwZOA34TLB8H/Lm3/ap/Hf4X2led989S9LymJ/2l5zX933/6udK9vtPzmoHpPz3+utd/I+68RjN48nYHFhtjPjLGZIA7gCOHuE3D3ZHALcHyLcBRBev/YKwXgHEisjHwJeAJY8w6Y8x64Ang4MFu9GAwxjwLrCta3S/9FdxWa4x5wdh3jD8U7GtUKNN/5RwJ3GGMSRtjlgCLsa/nkq/p4FeZ/YG/Bvcv/F+MeMaYlcaYfwfLzcA7wFT0+OuWTvqvHD3+CgTHUUtwNRL8Gco/58Lj8q/AAUEf9ahfB/hpjVTaVz2n5zVl6HlN3+h5Te/peU3f6HlN34zE8xoN8ORNBT4tuL6Mzg/+scYAj4vIqyJySrBusjFmZbD8GTA5WC7Xl2O9j/urv6YGy8Xrx4IzgnTb3+VScel5/00EGowxbtH6USdIC90Z+2uDHn89VNR/oMdft4hISEReB1ZjT6A/pPxzbuun4PZGbB/p50jfaV91Ts9r+k4/V/pOP1d6QM9r+kbPa3pnpJ3XaIBHddc+xphdgEOA00VkTuGNQcTbDEnLRiDtr175NbAFMAtYCVwztM0Z3kSkGrgLOMsY01R4mx5/XSvRf3r8dZMxxjPGzAI2wf4yte0QN0mpUvS8ph9pf/WKfq70gJ7X9I2e1/TeSDuv0QBP3nJg04LrmwTrFGCMWR5crgbuwR7cq4K0RoLL1cHm5fpyrPdxf/XX8mC5eP2oZoxZFbzB+sD/YY9B6Hn/1WPTdcNF60cNEYlgP8T/ZIy5O1itx183leo/Pf56zhjTAPwN2Ivyz7mtn4Lb67B9pJ8jfad91Qk9r+kX+rnSB/q50n16XtM3el7TP0bKeY0GePJeBrYKKmJHsUWR7h/iNg0LIlIlIjW5ZeAgYCG2f3IV6E8A7guW7we+IdaeQGOQQvkYcJCIjA/SAA8K1o0V/dJfwW1NIrJnMKbzGwX7GrVyH+KBL2OPQbD9d1xQtX46sBW2WF7J13TwK8/fgKOD+xf+L0a84Ji4GXjHGPOzgpv0+OuGcv2nx1/3iMgGIjIuWK4A/gM73r/ccy48Lo8Gng76qEf9OvDPbETSvipDz2v6jX6u9IF+rnSPntf0jZ7X9M2IPK8xw6A69XD5w1Zdfx87ru6HQ92e4fKHrer9RvC3KNc32PGETwEfAE8CE4L1AtwQ9ONbwOyCff03tqjUYuDEoX5uA9hnt2PTHbPYsZQn9Wd/AbOxb8QfAr8EZKif8yD03x+D/nkzeOPbuGD7HwZ98R4FMx+Ue00Hx/RLQb/eCcSG+jn3Y9/tg01TfhN4Pfg7VI+/PvefHn/d678dgdeCfloIzO/sOQPx4Pri4PbP9bZf9a/k/0P7qnS/6HlNz/tMz2v6v//0c6V7fafnNQPTf3r8da//Rtx5jQQ7VUoppZRSSimllFIjlA7RUkoppZRSSimllBrhNMCjlFJKKaWUUkopNcJpgEcppZRSSimllFJqhNMAj1JKKaWUUkoppdQIpwEepZRSSimllFJKqRFOAzxKKaWUUkoppZRSI5wGeJRSSimllFJKKaVGOA3wKKWUUkoppZRSSo1wGuBRSimllFJKKaWUGuE0wKOUUkoppZRSSik1wmmARymllFJKKaWUUmqE0wCPUkoppZRSSiml1AinAR6llFJKKaWUUkqpEU4DPEop1QcicpmIrBWRz4a6LUoppZQaWiKyVEQODJZ/ICK/Heo2AYjIt0VklYi0iMjEoW6PUmpgaIBHqTEkOOlIBh/uq0Tk9yJSPdTtKha067KhbkdXRGQz4BxghjFmo37c734i8jcRaRSRpf21X6WUUmosE5HjRORFEWkVkdXB8mkiIgPxeMaYnxhjTu7rfkRkmogYEQn38v4R4GfAQcaYamNMfV/bFOx3exF5LPihy/THPpVSfaMBHqXGnsONMdXALsBs4MKe3FmsIX3v6O0JzgDYDKg3xqzu5/22Ar8Dzuvn/SqllFJjkoicA1wHXAVsBEwGvgV8HoiWuU9o0Bo4sCYDcWBRP+83C/wFOKmf96uU6iUN8Cg1RhljlgOPANuLyHgReVBE1ojI+mB5k9y2IvKMiPxYRJ4HEsDnROREEXlHRJpF5CMRObVg+31FZJmIfC/4hWyliBwlIoeKyPsisk5EflCqXSJyCnA88L0g0+iBYP1SETlfRN4EWkUkLCIXiMiHQRveFpEvF+3rfwra+LaI7BKsnyIidwXPd4mIfKdcP4lInYj8Idj2YxG5UEScIP36CWBK0M7fl7jvN0XkuaJ1RkS27OJ/85Ix5o/AR51tp5RSSqmuiUgdcAlwmjHmr8aYZmO9Zow53hiTDrb7vYj8WkQeFpFWYD8RmSsir4lIk4h8KiILivb99eD8oF5Eflh02wIRubXg+p4i8k8RaRCRN0Rk34LbnhGRS0Xk+eC85XERmRTc/Gxw2RCcc+xV4jnGROTnIrIi+Pt5sG5r4L2C+z9d4r77isiyonVtQ83KMca8Z4y5mf4PHCmlekkDPEqNUSKyKXAo8Br2veD/AZtjs1KSwC+L7vJ14BSgBvgYWA0cBtQCJwLX5gIogY2wvxZNBeYD/wd8DdgV+ALwIxGZXtwuY8xNwJ+AK4M04sMLbp4HzAXGGWNc4MNgX3XAxcCtIrJx8PyOARYA3wjaeARQH2QfPQC8EbTtAOAsEflSma76RbD/zwFfDPZ3ojHmSeAQYEXQzm+Wub9SSimlhtZeQAy4rxvbfhX4MfZ85zlsVu03gHHYc5Bvi8hRACIyA/g19hxpCjAR2KTEPhGRqcBDwGXABOBc4C4R2aDosU8ENsRmFZ0brJ8TXI4Lzjn+VeIhfgjsCcwCdgJ2By40xrwPzCy4//7d6AOl1AilAR6lxp57RaQBe9Lyd+Anxph6Y8xdxpiEMaYZe2LzxaL7/d4Ys8gY4xpjssaYh4wxHwa/gP0deBwbbMnJAj82xmSBO4BJwHXBr2aLgLexJyA9cb0x5lNjTBLAGHOnMWaFMcY3xvwZ+AB7QgNwMjZI9HLQxsXGmI+B3YANjDGXGGMyxpiPsMGn44ofLEjNPg74ftDupcA12BM5pZRSSo0Mk4C1wY9DABRk0iRFZE7BtvcZY54Pzi1SxphnjDFvBdffBG4nf450NPCgMebZIAvoR4Bfpg1fAx42xjwc7OsJ4BXsj205/88Y835wnvMXbLCmu44HLjHGrDbGrMH+8KXnK0qNMcOljoVSavAcFWSftBGRSuBa4GBgfLC6RkRCxhgvuP5p0X0OAS4CtsYGiyuBtwo2qS+4bzK4XFVwexLoaYHn4jZ8AzgbmBasqsaexAFsis3wKbY5dlhVQ8G6EPCPEttOAiLYjKWcj7GZP0oppZQaGeqBSSISzgV5jDF7AwRDkwp/9C4+19gDuALYHptVEwPuDG6eUri9MaZVRMoVMN4cOEZECjOTI8DfCq4XzsiZoGfnSVPoeL4ypQf3V0qNAprBo5QCOxPUNsAexpha8qnAhbNKtM2OICIx4C7gamCyMWYc8HDR9n1RbiaGwjZsjs28OQOYGLRhYUEbPgW2KLGPT4ElxphxBX81xphDS2y7FpuJtHnBus2A5d18Hq3YwFeuzf0205ZSSimluu1fQBo4shvbFp+D3AbcD2xqjKkDfkP+XGMl9gcloO0Hs3JTkH8K/LHo/KPKGHNFL9pUygo6nq+s6Mb9oOP5SgjYoPzmSqnhSgM8Simw48yT2OJ7E7CZOZ3J/YK1BnCDbJ6D+rE9q7A1bzpThT3hWQMgIidif13L+S1wrojsKtaWQVDoJaA5KNhcISIhsdN87lb8AEEG0l+AH4tITXD/s4Fbi7ct4w1gpojMEpE4tiZQl4IiznHsL3siInERKTnDh1JKKaU6Z4xpwA5Z+pWIHB18pjsiMgt7PtGZGmCdMSYlIrtj6+Tk/BU4TET2CT6nL6H896tbgcNF5EvBuUc8KG5csmZPkTXYoV+dnRvdDlwoIhsExZnn0/3zlfeBeFBQOoKdYTXW1Z2C86s4wSxkwXPq8n5KqYGjAR6lFMDPgQpsxsoLwKOdbRzU6fkONvixHnuyc38/tudmYEYwNv7eMm14G1sP51/YgNAOwPMFt9+JrSV0G9AM3AtMCII2h2HHtS/BPuffYgspl3Im9petj7B1i27DTmHepaCw4SXAk9j6QM91fo82c7ABt4fJF71+vJv3VUoppVQRY8yV2B9pvoc9b1gF3AicD/yzk7ueBlwiIs3YoMlfCva5CDgde26wEntOtKzUTowxn2IziH6ADdh8CpxHN76PGWMS2HOa54Nzoz1LbHYZtqbPm9gh8/8O1nXJGNMYPM/fYrOUW8s9jyKbY89RcrNoJcnP2KWUGgJiTHcy/pRSSimllFJKKaXUcKUZPEoppZRSSimllFIjnAZ4lFJqCIjIIhFpKfF3/FC3TSmllFIKQEQeKXO+8oOhbptSqiMdoqWUUkoppZRSSik1woWHugG9MWnSJDNt2rShboZSSimlRohXX311rTFmWE77q+c1SimllOqJcuc1IzLAM23aNF555ZWhboZSSimlRggR+Xio21COntcopZRSqifKnddoDR6llFJKKaWUUkqpEW5EZvAopZRSSimllOpfWc8nmXFxfQg7UBENEwlpToBSI4W+WpUazYwBNz3UrVBKKaWUUsNc1vNpTmUxCNGwg0FoTmXJev5QN00p1U2awaPUaHbxOHt53kdQNXFo26KUUqOMiCwFmgEPcI0xs0VkAvBnYBqwFPiKMWZ9T/edzWZZtmwZqVSq/xqsyorH42yyySZEIpGhbopSQyaZcQk5DiFHAIJLh2TGJVIRHdrGKaW6RQM8So0m6Wa4fJOO66/6HJz8FEzdFUQGv11KKTV67WeMWVtw/QLgKWPMFSJyQXD9/J7udNmyZdTU1DBt2jRE37cHlDGG+vp6li1bxvTp04e6OUoNGdeHaLj9+03IETKuGaIWKaV6SodoKTWaLH6y/G2/PQAumQCZBKSaBq9NSik1thwJ3BIs3wIc1ZudpFIpJk6cqMGdQSAiTJw4UbOl1JgXdsDz2wdzPN8Q1m+MSo0YA/pyFZHfichqEVlY5nYRketFZLGIvCkiuwxke5Qa1f79R7jzm51vY3z4ycZwxabge4PSrAG3+ClYUAdP/7jrbVvX2m0X1EHzqoFvm1JqtDPA4yLyqoicEqybbIxZGSx/BkwudUcROUVEXhGRV9asWVNy5xrcGTza10rZgsqe77cFeTzf4Pk+FVEd9KHUSDHQ8djfAwd3cvshwFbB3ynArwe4PUqNDp4L2WT++o1fhPvPyF//yh/s5Zd+Aj/8QjsMcAAAIABJREFUrPQ+Liv5naOjF35tAyJDERBqLtN2gJbVcO/pcOt/2uvPXgm3HVt++/VL4aot8tev2doWofb9fNDn9dvb3ye3HuC9R+AXs+3jdlfLGnj/8e5vr5QaafYxxuyCPZ85XUTmFN5ojDHYIFAHxpibjDGzjTGzN9hgg0FoqlJKdS4ScqiJRxAMGddHMNTEIzqLllIjyIC+Wo0xzwLrOtnkSOAPxnoBGCciGw9km5Qa8da8B5dOgh9vZAMUqSZY+Xr+9tn/DTOOhAWNsNfpEKmwy1+/t/1+/KwNXqRbyj+W78GjF9jlSybA3afaIV4A2RQ8d63dhzHwr1/Z5ZVvdP+5vH0//HQarP/Y3veWw+2+sim4aT+4Zht4/Eel73v1VvD6re3Xvf+o3c+yV9uvX/ocXLdTx31cPA4uGZ+/fu+38rOO5QI7AD/fAW4/Duo/sI/bnZnJfB+u3hJuOwbuO73r7ZVSI44xZnlwuRq4B9gdWJU7lwkuexAVVkqpoRUJOdRWRJlQFaW2IqrBHaVGmKF+xU4FPi24vixYp5TKee1WuON4u7ygDm7YnbYfhG853A63ytn+aDjs2tL72WK/0usvL3rJvXwzvHoLNK2EP3+9/W1v3mEDMgA/ngxPLrDLL/waHvu+Xb5xjg3YdOWR8+EvX4fkerhuR7tuybM26PLjybDi33bdP6/veF830/76uR+0v/7b/aFxef767+d23Z6cB/8Xkg3t1zV80v76ZRtCorPYNe0DR6/d2nkgTSk14ohIlYjU5JaBg4CFwP3ACcFmJwD3DUZ7sp5PUzLDutYMTcnMsJvWeNq0aaxdu7brDbvhzjvvZObMmTiOwyuvvNLl9pdffjlbbrkl22yzDY899li/tEEppZQajoY6wNNt3RmrrtSQefchePs+O3Sqv913Orz7IDzw3Y63Lf1Hfvnsd+Homzvf14Wr4dhb4fyiAIzvwep34Y//CQ+dDQ98B362Lbz3kL19lxPy23rp9tktkA/u5Fy3I/z7D/DUpbDkH3SQaoIXf9N5Wwsl18NfTrCXAA+elb9t4pZQvSEcVbS/a2dAptUGjQotaISd5rVft/Uh+eXX/wQ/3bx0O3b4Sn75yum2H1a8ZmcvA5uRlEnA2g863veTF8o/P6XUSDQZeE5E3gBeAh4yxjwKXAH8h4h8ABwYXB9QWc+nOZXFIETDDgahOZUd8CCP6w7AZ143bL/99tx9993MmTOny23ffvtt7rjjDhYtWsSjjz7KaaedhueNkhp0Sik1Sg33Hy2Gs6GumLUcKEg/YJNgXQfGmJuAmwBmz56tc/Wp4eOzhXDHV+3yRjvAt56zy+uWQN2mEOrGy8z34a8nwtv3wp6nwcGX2/Wv/j6/TeFyKbXdGN0YjsF2h9vlBY35QM2v9oS175e/3/4XQuUEOySrM7OOtwESgPvPtJf/uNo+VqFfzu66rYVyWUNvFw0zO+1F2HDb4LHnwUbb24BYbpjYT6a03/7cxfbyy7+xfyvfhH/fAodcBY7TMXD1XzfDXSfZ5RMfhc33gkV3g1/wpeamfe3lnPPg2avs8pSCevGTtrZ9+6f/6tgPxRqXAwbqSkx1r5QaVowxHwEdxn4aY+qBAwazLcmMS8hxCDm2ULC9dEhmXCIV0V7v99JLL+XWW29lgw02YNNNN2XXXXflwQcfZNasWTz33HPMmzePrbfemssuu4xMJsPEiRP505/+xOTJk6mvr2fevHksX76cvfbaC1uOqLSlS5dy2GGHsXChnZPj6quvpqWlhQULFpTcfrvttuv2c7jvvvs47rjjiMViTJ8+nS233JKXXnqJvfbaq0d9ocamrOeTzLi4vp1hqiIa1iFLSg2w3I8WIcchGhY839CcyrbVg+rqdTnWX7dD/UzvB74RzKa1J9BYMPOEUiPDuw/mlz97y9aQWb8Urp8Fl060QYPiIUWFsik7nCcXvHghqGWTSZTO2jn1HzZQcFpBRsg3H+5d2798o70sF9zZ/r9g/jqbIXPggo4BivnrobZgiNdRv4JNdu+4nz9+OV9s+PZ50BLMYPW9JTbzCGCPb8PUXe3y6S/Z2056ovP2T9yi/fWNdoBTn4XNP99x2+8tgeqiQqYb7whzr7HBHYBT/t7+9u2DoMyCRhvcAZhfX7otueAO5IeX/ajePpccY+xQrcs2ghUFdZOeuxaemG+zjq6daf//T11iZ/1SSqkuuD5twZ2ckCO4ffjB8+WXX+auu+7ijTfe4JFHHmk3FCqTyfDKK69wzjnnsM8++/DCCy/w2muvcdxxx3HllVcCcPHFF7PPPvuwaNEivvzlL/PJJ5+Ue6gBtXz5cjbdNP9b4iabbMLy5SV/S1SqnaHKjFNqrCv1o0XIsT9adPW6zHo+61rTNKVcEmmXppTLutb0mHrdDmgGj4jcDuwLTBKRZcBFQATAGPMb4GHgUGAxkABOHMj2KNXvmlfBM5e3X/ezGdC8ov26yzaAbebCB4/Z7I9Dr4aHz4Vjbik/VOknBRk5m+8DHweZQRsH9Wo23K7rjJCu7HQc3HNqx/ULGm0wotS0scWP+Z3X4LpZ+Zm7Tn7C1uDJ1dUB+PBp+xeuALdg9q/KCaX32XZ7iWBRznkfQShS+rZv3G+Da+32NaH8vnKmzLJt8T3wMqWfP8AB820A5uSnbb2fcoqzt1a+Dh/93fbBTV+Ek560QapcLaNC/7jG/vX1f6yUGvXCjp3OuDDI4/mGcB9+xnv++ec58sgjicfjxONxDj/88Lbbjj02P2PhsmXLOPbYY1m5ciWZTIbp06cD8Oyzz3L33XcDMHfuXMaPH49SI8lAZcYppTrn+hANd/zRojXt0ZxKksz4+MYnEg4RD4eIhPOvy6ZkhmTGJxp2CIVs9k8y41NvUlRGwz3O6hmJ2UADPYvWPGPMxsaYiDFmE2PMzcaY3wTBHYLZs043xmxhjNnBGNN1pbzBtOge+0v6nd+0Q2iUKvbuAx3XFQd3ct57KD+05+Fz7eWdJ8An/8pvc0KJ/QEc/xcbICouJtwfjvp1fjmXrQLlgxvFwjE45x3YdLf8uvGb2/18b0n7bQuDO998qHv7z7Vp7jW2f3LXqyaWv08obIMnOTt9tXuPleOE7Oxj5XzhHNuGTXa1l/9xaf62aV+wl1sUBH5yz/XWo2HVovz6mw+0GTudqf+wZ21XSo05FdEwnu/j+XYYlOcbPN+nIjowv+NVVVW1LZ955pmcccYZvPXWW9x4442kUqke7y8cDuMXnGf1Zh/lTJ06lU8/zc/nsWzZMqZO1fk8VNcGIjNOqaEykmra5H60KJTKeqQyLqmsj+sbfCNksh4ZzyeZ8Uhm7fNpSXs2uFMQmHUEVjWle5yNN1Kz+IZ3+Gmo3flNe7noHnjnfhvsuWpLWHQvPHlxvuCrGl0+eAIungBNZQI1OZ4LD51jl8/9wA5XKnZhDwqCX9QA0+d0zNi44BOIVsG82+xQqf620zyI1cGOx/X/vstlzXz9Xpi2T8/2tdvJtn+6a9PdYOJWdvmoX/XssXrq89+xwacfrIRvPhhMS39PQVv2tJeJtfDWX9rfN5tof/3b/4KDf5q//otd6LZ3Hug445dSQyUV1Pla+vxQt2TUi4QcauIRBEPG9RFMW62C3vr85z/PAw88QCqVoqWlhQcffLDkdo2NjW0Bk1tuuaVt/Zw5c7jtttsAeOSRR1i/vvw50+TJk1m9ejX19fWk0+myj9UbRxxxBHfccQfpdJolS5bwwQcfsPvunWSHKhUo9SWzr5lxSg2F/g5UDHSwqPBHi6zn05DIsKIhgW8MKdcWyY+GHRzHIRtcd4Pi+ULHem/JrEfYoeSQr86UGyrWlMwM62DZUBdZHr7WFNUkuTOYRah1TX75uZ/lb79wDYQ1XXNU+NPR9vJnwRCoVCN8+hJM2Rmu2gL+4xL4/HfzhX+hY+Dl1H/kh1ItaLTBoM/etFkhny2Eu09uv/03H26fMTOYw3JE4PsDGBRY0GhryVwV1Mv56p3lp2zvb2cOYlJgZ8GnUoW2T3gQbjksf/1bz9tgz+QZ9m/Hr9iZusB+Sf76veX77ZEL4MWCTKxz3oeayT1/Dmrk+/uVdua4b9yfry3VG6lGiFbbbLbeumIze/n7Q+H4v8KGM2zQ1xiIVvZ+v6qkSMjp12Eju+22G0cccQQ77rgjkydPZocddqCurq7DdgsWLOCYY45h/Pjx7L///ixZYjM3L7roIubNm8fMmTPZe++92Wyzzcq3PRJh/vz57L777kydOpVtt92207bdc889nHnmmaxZs4a5c+cya9asstOfz5w5k6985SvMmDGDcDjMDTfcQCjUh+NajRkV0TDNqSxgv+DlMuNq4mWGhys1TPXncMOuCiAXb9ub4U25Hy2akhkaEi6xsFATjxALh2hMZjAhCPlCyBFSWZ9YxBAJ3terYmGaUy7RcKjtdZvKuoyvbP88Q46QcTuft6nUUDHfGBoSLpNqYl0+/6Einc1qMFzNnj3bFBb763e+b4ve9tQ3H4ZpJYq7qpGlcCalixrg4nEdt9n7O/DP6+3ylJ3hlGfs8qpF9m/Hr3S8T6HEOojVdm+GrdHC90Cc7g/9Gm1Wv2NnK4P87F+5Y23uNTZDqVjxrF7jNoNv/xM+eBw229vOrPb3MjMwn7u4Y1FpNbrVf1g+4+uL58PffwqzvgZH3dDx9mzK1gN78iIbILxma7u+t8HmX+8Dq94qf/v89fDQ2TY79ux37FDPASYirxpjejiF3+AodV7zzjvv9Gi2qIHQ0tJCdXU1iUSCOXPmcNNNN7HLLj3IKhxhhkOfq+FlJNbfUGNDT47Nda0ZoiVSzzKuz4SqngV4mpIZMp4h63ptjx0Jh4iGhNqCYFFhIKg4QNrd11BTMoPBBnKak1kM0JzK4nkejji0ZFyMMUyqiVMbDzOxOt5WZDnr+hgEwWb9jKuMEY/kg/uebxBMuzZ39vg5DYkMGMO4qvx5S3f2NRDKndeMoW+XPVA4hfOp/7DDY36xix1m8ekL5e/3+0O1IOpId2dRne/PynxByQV3IB/cAZg80/51pTsFf0ebvmQCjAYbbgc//MwO/cvN/nVRg80KLDf07sx/t//C3vAJXN7NKdSv3lLfjwqtfNNmSG22pw2cOeHyM6KNVHefUv62vwfD/l6/1Q5fnP5FqNnYBlayCfjJlPy2ueBOX3QW3IH2P6JctqEeq8PUKaecwttvv00qleKEE04Y1cEdNTD6M0AyFMGW/s6MU6o/9CSLBvLDDX1jSGU8O/RQoCLS89dPKuuTdr12j53MuPjhELUF5StzWUO+MSSSbttjGmOYWB3v8HxKvbYLM2ji0RAtKZeKSIj6tEs4ZKiMhKiKRzDG4AbDuSIhhwlVsXb7mxCKkcp6bZMRlMvGK25HOOSQynoUZvFlXI/xVe1/lPKNoSmZHTaBYA3wlLIuKGo695r2w2wA7vk2vHGbrZHx3kOw6R7tp0f+169gr9MGt72qf2RaYZGd8YPqyXYq7xu/0Pl9QgP/q7MaRSIV7ad2F+m8rtLELeDIG+xxVjysr9hxt8GW/2FnbMtZUAd7nm6neN/u8PL37YvmVfa1svGOXW8L8JcTYOsvgfFh1vGDk9GVWNfxtey7sPhJ2PLAnu/P9yHdBBUlsvuG0vJuZrY+8N321w+/rvy2TSugdkr525ProSII1mQSdujVwrvyt1/UAGs/gBt2K33/nDfvhB2P6XwbNehyNXT6S319PQcccECH9U899RQTJ3YsnH/66afz/PPtazh997vf5cQTO066+thjj3H++ee3Wzd9+nTuueeeDtuqwdHTL6GDtS81ODT7aeAUDrnKej4tySyN6SxOY4LJtRXUVkTb9XVFNMy61nTb7FKOI2RcDzckbUGR7sp6HhRktYQcIZ01tKZTGGwtnEgoRCrrEo+GSWd9Qo4QCTt4vh3eVFuRf8zOXtuFM0RGQg7V8TCtaZeQY4+peCRMNCTEoxEckbYhZ6UCs5GQHZKWcW0dreL3jlLtSGU9Qo7QksqQdg2xsFAZDeMUnLtmPZ/GRJawY+sCDYf3Jh2iVUpuWER3f1Fc8izcUvTl6TuvwRt/hnQzHHSpZi8Md14WLp2Uv148/XXhcBdj7C/lb/0F9jwNDi6aJl2pgfD89fDEjzqu/9+37Rfw3IdNuSGm57wHNRv17rF9zwZkCqel/+tJsPCv5e8z92ew20mw4nXYeCf7GrusaMjYcbfBtnN716buyL2XT96hfEbJeR9CVcFr/6Fz7BC4U5+F+DhY8ZodhlkYiLphT1jzDnzhXDigxP9kKLhpmwkD+c+u3PM/+x1bU2znr8Frt/Zsv5WT4HsFM7ndPs/W5znhQXj4HHjld3DIlTaIVmq4YK4tvmeDak9dAv/6ZcfttvqSnS1wAOkQLdUV7fP+VWp4Q2+HMvTnvtTA64/hOaq83JCrRMbls4YkTYkMIg4+hvFVEcZXxtiwNt6ur+tbUiQzHgaxwZEgUFH8GuosMJf1fD6tb6E14xMNCVXxCL5vaExmCTtCdVtGjM2oaUm71MYjbUOjPN/g+z61FZG2x+zstZ2rg1V8HLmeoTIWJuv5bRlJIUdwHGFybfvsoO4q1Y5U1qM1lWVcVaxdPR+wwaWQIzQkMrieT11lPqg2WO9N5c5rNMBTzBg7BGLW8XDold2/37olcP2s8rfnTnIT6+Dlm2HOuWO3FslQ833b97n+d9Pw4P/C63+y1790Oez57Xztnf+6GXY4emjaqlSh1e/aYMTCu+Dt++z066XeR1a+ATeWKPp80GWw+yk9r3eSCxTs90NbYDzTmi8A3RfbzLWzw+U8/D146UaYv67vQfGWNXaYWimVk+yMZoUWNEK6BS4vM33yDz+zGVil9nvBJxDvWHy2pNZ6mzk0blPYfO/y22VT0LwSJnSznwvrNXX248SqRXDbsdD4acfbLmrIH09r3s9n3WwzF47+Haxfkq8j1R1nvAKTtuq8vYV1zgZ4mJYGeFRXtM/7V3/W/ejNvjSDZOhoQK5nenKsZj2f1U1Jkhmf9Yk0GdfH+GAAkaA2jDFsPK6i3VCo4tdQLjiSzHpMqo5SEbUDe8oF5nK3JTIevm9IZj2ynoeIUBEJ43oe1fFo/n6ex7pEloqwQ11VrG1f1fEIxtD2uu3qtV2qb5IZl4xnSGa8YGYrIeP6+L7PlPGVvXqdl2pHczJL2vWZVNO+3o7NUrJDyFpSGWqKMqYK2z+QtAZPd615FzItnaeklzJ+Guz7A3jmJ51vl/tS9LfLtObAUPjjl+HDp+3ygsaORWwhP8TuK3+EZ66A7f9r8NqnVGc2DGaW2eNU+1fOxjvZIrbFmTyPX2j/zl0MqxfBH46EAy6CL5xdfl+ppvzy335s//rLew+Vfg1eMqFv74/ZVOngTuE+L5loM0pyXr658+yWG3aHb9wH1+/c8bYrNoPvvgGhaP6zI5OwdX5WL7JD7CbPsOtvOQxWv22XT30WNpwJ9R/Yz55t5trPn8Lg2QWfQry2fLs8Fy4tGNpy0hPltwVbI+x/FwZZWSZ/3+8vax8s3KCgDs97D8GPezErW7ngDsAPVgKm/WPefQr85009fxyl1LBUOLwip7fTjPd0Xzqka2iVmn2oO7MWjUU9nZWqOZUlFgnTmEzhejaYVhmLEHGEWDSM7/uEQyFa0y4Tq/P3LXwNZT2flpQ9B6qI5KdNN8YQDoVKzrZlrztUxYT1rRkw9npjIkNFJEQk3P5+nu8wvipKUzJLxvUJO1Adt0OpREzJduWeY2vatc8jCOgUZxhlPZ/l61M4xiccZAcZY9pq7/Smblap95iM5xMrcRx7vtPWprADhvbb9PZ9rr9ogKdY7tfJSEXn2xUTgX3Ph8VPwLKXO97+02lw/F0d16vB01qfD+5A6S+WFzXkl2ccYf+UGokcB7Y7wmaBFL8nFQY/nrrYZonM/HLp/ZQaFlbsW8/ZDJZnfgqH/xxaVsO1M0pve/a7EKvuulj0gjrYYDs47V/2Odx+HJz8VPthYsXDaXPXnRIfbSc+2v76hattICnnoU6CXGALXP/ukPz14mnur9vJXv5wVelgSNUGcN7ifHAHOmZZbTij/e0AV2wKX7urdK2gUhlHm+7e+fPIyWVIdRZIu3BNx2F1ndnyQJud1NV+of006bO+Zos/v/lnDfAoNYr05zTjPd1Xf04LrXquP4N7o11PjtXctlFHqIiGyLo+a1sM2axHXW28rShwLNwx6FD4GkplvGCtIR6NBEEfWN2UpCYeaxvCFQk57QJz0bDge8GeBULYERGeb4hFnHZFjO3sWmGMb6itiJR93ebqA2U9g+v6tGRcYmGHSTXxtsBTLtiVC3CFQyEqow4NCRcv6zGuMkJlLELWMySzfrtiz91V6j0GDJFw+3PK4uO4P9/n+ou+zMqZfVLv7nfyk/bE9qIGe5lL20+ub1/TBWDJP/rWxrHM9+2vz2C/5Cyos3/PXwfrl+avu3YqOxbUwVWfK7+/bQ61UwPrsDk1mhz7R/uedNqLnW935zft5bqPbFHdRffazBCAZcGwkeqi+j2f28++z13UABvtYKdwP+oGG4CpKwg6HLgg/544fz3UbgyxGpjWRQFzsHVuLh5n68esfCNfJ2vp8+0DtIl1NmsnpzAzJ/fYm+/Vft9OCL7zuh2CWSheB18tqAVz/sf55ZbP7GXdZjD9C6WDGOUyXVrXlA4qFyoO7uTcWiaLsHh9d/q0J8JR+J+n26+b8z37vM/7yF4/pGCSga/dZeuXXbimZ49z1A22TlBhgF2NOtOmTWPt2rVdb9gNd955JzNnzsRxHLoasl9fX89+++1HdXU1Z5xxRr88vuqeSMihJh5BMGRcH8H0OoOmp/tyfdoFF8Bed/1ePRXVQxXRMJ7vB1+SafvSmxsGNFZlPZ+mZIZ1rRmakhkSGZeGRIamZJbmZIasZw/Qcseq69sZm5qTWVIZj7AjTKiO2enARcgGw5QcxyEWlnaPBbS9hppTWZKZLK5nSGVcEhmXZMbDM3a4k0FoSWXJen5bQCPs2Jo0a5qSdmiUQCwSYmpdnEgohB9sm3F9PN8nEg7hCIyritKSyrC6KUVLKkM8Eir9ujWGRNYjBO2CXSEnn0FUGAwzBmriUSZWxwk7TludH9fzOuy6uN9z/Vyo1HvMBjVxHKHdcZzKusFU7B37NeP6uJ6HMYbmlFv2sQba2H6VlVO1AYT62DW5QMHJT8Mvdy29zS2H2bT+8dP69lhjTTYJPw6+bC5ohI8LZth4Yr79y3npRjskpdCXLofHvp+/fs77UNOL4QdKjRQbbtsxywXsbICPnt9xPcD+F8JeZ8Kqhfb6ue/Zy3VLbLbL1+7uPCBaHPworHsFdrhTYp0NfNx9Chz5C1j+b5j93/maLCX3WyJI8svZkCgx5XmuDeXaOWG6/dvqIJspA3Z56y/BWQuhdqrNhPqfv8H/7Ze/X+HwpQWN8OKN8Mj3yre52Bb7t88mLOWwn8ODZ+Wvv/FnG3DZZq69BPj0hfzthfVz+tPUgs+v/3k6f71qYr5/N9ohP6PYJmU+77rS02HRqiMva4cG+p4NYEYr22e8DQDXdQmHB/9Ucvvtt+fuu+/m1FM7GaoaiMfjXHrppSxcuJCFCxcOQutUof6cZrwn+9IMkqGV+7Lc2axFY03xUKxU1mNNcxLHEWIhwQAtqWzbMKZSx6oxPvUtWXzfYHxDYzJDKuvh+h5rm1PEIg6TayuojDqI2EBN8bCvimg4yLaxr4mGZJbWdJbaeJRx8XDb68YY+KwhQSwSojIaIpVx+WR9ktZ0lppYBMexj7H5xEqqo2GaklmiYadtFq1oSNoyiqrjUeqc/MxUkZDTdiwkMy7xSJiqmAD52bZSQQZTYQZR4dC/SNghk7XBE8+HdNajJZ0l7DjUt9gf/UQcjPFJZW1xaVuoCJJZjwlVsQ7HY7n3mDVNSRpTHhiPSCjMBrVxYkUzZtVWREsWFx+KoaFj91VWTnxc+aEKvTFpy46/ShZ+8bluJ5tl8tqf7BCA2+dB4/L+e/yRyk3DOw/ks3QKXbFZfnlBHbz7YPn9FAd3wNbYWdBof5lf0KjBHTW2zF9ngzPH3Q57fqv8dk9fVjobZcJ0+Po9fQ8mOCE7M93kGfDt5+xMVbudZPf7pcvt9O7dVRzcmfO9nmWDxGth7+/Y5dxQqHGb2uAOwNRd2m9/1K/bX9/j1Pbv64ddC1sfnL/+g5Xtt//a3Xb7w661189aCBMLhs2dtRBmn2i3yWVO3XOKzbTKDZn66O/57Rc0Dmz24Vf+AFNnw+TtS9+++V6woRamHVJe1s5uhoFwxF6mGu36Prj00kvZZptt2GeffZg3bx5XX301++67L2eddRazZ8/muuuu44EHHmCPPfZg55135sADD2TVqlWAzZw56KCDmDlzJieffDKdTeqxdOlStt8+f3xdffXVLFiwoOz22223Hdtss023nkNVVRX77LMP8XjvZlZRI5NmkAy9SMjWKZlQFe0wbfdYVDwUK+v6RMMhwgUZIiHHoTWVLXms2qyRNJ+tT9KSyoCA6/s0J7NEwyGqoiFiYQff91mXyNCcdEmkbRZOYSZMMuMSC9saPa5vCInQ2OqydG0LGS8YauX5NCWzeMbWzWlJeaxoSFEZCYER1rVkSLs+EQdWrE9Q35Im7NjCyVPHVzE+KC68pjlNUyJDYzJDQ2uGRNrFN7Rl5EA+2y7r+SQyLuua0yTSLsm24E0+MJsL3ALEwyHCIZtptLY1yaqmBGHHoSLi0JzyaE65iEBzymVtcxrPN0TCTjCdut+WfdOZXMDG4DCpOkYsEsH1/bbMnM4yjOz/s/3tg0Xf5Qr5wTTAlZO63rYnROyXlRdugFhQLHOvM/JTxRbXOHjvYS3AfM02dljbN+6Dz+2bX++54BW9IP/9B3s5fY6dsr6cH60FKZiZp6LzdLtSAAAgAElEQVSTLAGlRisnBFseUP72us2g8ZP26055ZiBb1FGu0PnBP7FDMEMRSDfDVVsUtOnvMGVWx4ye3s56d9Cl9q+c8z7MP35Vmbo0CxptUFoEdpoH7z9m6yA5Tun39Nn/bf/ATjV+63/a5bqC+kTnvNsxo6nwOe/89c6fV3+YcaT9U8NXrqh3rrZS7jKTgIpuzvBW5OWXX+auu+7ijTfeIJvNsssuu7DrrjZDK5PJtA2NWr9+PS+88AIiwm9/+1uuvPJKrrnmGi6++GL22Wcf5s+fz0MPPcTNN9/c2cMp1a80g0QNN65vZ7lKJF0839CSttk6BofqeJiWZJaWtEvW96mItp9JNBdoyHiGuuoITcksn6xvIuQIE2tiuL4PjpByfUJpl2gkTDrrkvI8aE1TWxGlJpi9yg2GKxnf0JrNkPZ9YlEHhxCe55POehiBusqoDah4Bs8YQkENnA1r47RmXIznk8wawk6IrOtRHQuzoiFBxLHbVcUjGN+QyPqQ8aitjGLADgULO211cnJDv5IZj3gkRMJ4doiU2GwfR2irZ5Ord5P1IJVxWd6QIBpyqK2IEUJIux7hkLQN10oFQ89ikTBZ1+4/5AjRsENL2mtXhLqUZMYl6xmiYRu0Eez06K7rd5lhlDMUxcU1wFPIcWwRzIFw8E/sFMW5X4T3vSAf4CnlyYvhC+fApy/a1PXR/OuoMbZmRmEqeXK9vfzDkfDVO2Hrg+yvkYufym8TrbYzzuSc8IC9/GyhnQ3nszfzw7fGesBMqXK+vxw+/ifcdowtlrzRDh2DJlNKzBw1WGLBp284Zl/HS5+HbMIGd0oZqFnvqia1D+CUk7stUgEzj+r+/guDboX7F4EjfwX3nVb6fnN/1v3HUKOX7wWZOwWcELi9z+B5/vnnOfLII4nH48TjcQ4//PC224499ti25WXLlnHssceycuVKMpkM06fbWeCeffZZ7r77bgDmzp3L+PFFs/opxcBOZd6fw8OU6itjfJqSHtGwQyTsIBk7G1VdRfB1XITqeMTWuwmF2g3tyWWG+AYyWVvAtzXt4ro+qxpSuL5hs0lhPM+wJpVmXKWhOe1SEXaYUBMnmXbxfQg7hoakS2MiS008hBEh6jgYMaxrydCadplQE8X3DRvVVRCPRmhNuXi+j28Ma5vTbFBbQWUkxLq0h+MLNTUOIcch6xl8H5Y3tuIBNCXxfaitiBAL2yFeNRXRtmnGIT8j1idrE7i+R1U8ghhwjaEyCFJtWFvR9p4QCdlaO2uaUrRkPSZVRTEiNCYyTKiKUhWNksxkqYrZz8OMaxChbbiU6/nB9O72+WQ9v9P3G9fHzhYWkrb7ukGbU57B8wGxM5HB8BkaqgGeweQU/HdjNeWn6QZ47mf2L+ekJ+30toUzj4wGXhb+3yF2lp9QDH60uuM2tx0DE7eyUwnnHHcbbDsXfrkbrH3f1s3I2Wh7OOQKu9y43E5drJQqLVZtA6iFQdC9z4R//gJ2PxUOvXLo2lbKtM+3v35Rgx2iVdXPmZflDORQqFwAqdjOx9vA1dr38jNvTdwSjr01X49HjW1OKF97J6f4ej+qqqpqWz7zzDM5++yzOeKII3jmmWc6HVpVTjhsp/bNSaVSnWytRgudylyNNl0HLPOf8RURG/TIHfetKRfP+NTGI/jGtA3tiVRE2zJDQoBnDBHAN1DfkqEiFiIWsUWWm1NZjB/UtQmFyAa1bOywIY/GhEttRZR01iftGpoSaVqzPktXtxCPCRWRCJ7xcT0b4ImEHFozWT5a3ULWMyQyWSoiYWLREB4+EUdIZn0aEgnGBxk66xNZJtdV4PuG1YkkrucRDYdIZjyq4nZK9YlVsYLhT4I4EMKhNe1SFQ1RHQszvipGxrX92VzQn67nM64qhg9ksh4taZeM59OYzFIdj5L1oKE1g48hJLZWTyLtEcKwvtUn7fpkPJtxtK41XbIWT07YAcTW90lkPBygIZmhuTVLXZVHVdRmBLkhO8RsuMyope+eQ23++vyMW996rvzsXTcfCD/ZGB65YHDbN5BWv2NnxclN4eylbUDmrb923LYwuAOwdTBd8Rkv2/4rnPWmUN1UW+dDKdV9B10G57wHh/x0qFvSNZHBC+4MhnIBpEgcNt7JFr+O1sC3/zW6MztVz0QrbSasH8we4nv2eh9+FPr85z/PAw88QCqVoqWlhQcfLF3vrrGxkalT7cx5t9xyS9v6OXPmcNtttwHwyCOPsH79+rKPNXnyZFavXk19fT3pdLrsY6nRpbhehW8MiYzHyobEkM0+owZGd2YxGukKAxbRsNM2xXfuuYo41FVG22ZbioSEjcdX4htY25wmJDCuMkY4FKIllcU3pm0mrVxmSGU0TFU0HAy18jDGoyoWJh4J4/uGdNZHBJJZn6zv43k+qayP63uII7Rm7PCnWAjSnsv6ZJYPVzYhjlAbj9qgU9bWlvl4XQtLVzezaEUDibQNPo2riLGmJc3aphSJlC1cHHGEeDRMQyLDmqZ0uyLI4ZBDa8pjVWOStOuSTHs0JVwak/Y4CDkOWdenMhqmtiLK+MoYsXCIsOOwrL6FVY0J1rWkaUlnWZ/IsqIhwfpEhqZEmuXrEqxYnwCgJhahsdVlxfpWsq4N+BjfBsmakllaUmlWt6RYsT5BczKDCERDDqub03xS39LhmMx6PvUtKdY0p1ndmODT+hZSWZe055NxXUJhIe35fLouQTTsEI+EbTCuH2cO7AvN4BlqhVk9G+0Ah/3Mpurf8dXS27/4axi/uR2aNOe8/K+9I2V671STHboQisCv9ux4+7Uz8sv7fh+eubzjNvFx7fttpDx3pUaSmo263kYNvjnn2T815ERkU+APwGTsz7I3GWOuE5EFwP8Aufnif2CMeXhAGxOKQLzO1txxszZzJ17Xp1m0dtttN4444gh23HFHJk+ezA477EBdXces4wULFnDMMccwfvx49t9/f5YsWQLARRddxLx585g5cyZ77703m222WYf75kQiEebPn8/uu+/O1KlT2XbbbTtt2z333MOZZ57JmjVrmDt3LrNmzeKxxx4ru/20adNoamoik8lw77338vjjjzNjxoyy26vBUVivIuv5tKRcO3uP5L8cazbPyDdWMrVKFdiFfBZO2AGDUFMwbNDzDQknS0XEIeX6JJqTRMIhIo6D6/lMrI4B+doz4bBDrRMhmfWoq4gQD4dwHIdwyOD6HpGw0JR0iYYdHIHaiig+Bs8TVqxPYowdmhSLRohmPCIhIevDxHiImrjN7FnVkCIcMtSloyTiLiEjVFSFCEsI1/UZVxUF3yMWiVAVC1EVj9jsnpRL2vWoq4wGwSYP1/Wob84iIdhoXCXxSIhU1iOVtbN+1VZEqW/NgO/TkvXa6vdEQg7rWjJMrImypiVNNOwwsTpO1jWsbEhQXRElHgmR9X2SaZeKeJi6ihAtKZfaijAhMaQ9Q3M6S0U0zMSqGB+vszOW1VaGiYRCNCYzVMYiJDIeTSmXtS1p6ioibX2dzPhtGVhL1rawpilFPOoQcRw2rIkTi9hC1Y2JDBXRMBnXBzJt2Vs18f4bbtpT0tmsBsPV7NmzTa6436h2/S6w7sPyt8/8T1h0N+zyDTjiF4PXrt5oWWOnW/5jUJPi+8vh8qn5279+b/62nAs+hXAc3JSdwvjkp2CT2YPXZqWUUqOGiLxqjOm3DxER2RjY2BjzbxGp4f+z9+axluWJXd/nt53tLm+rpaunZ+we8KoQGQtsKSg2wkJDQmIgDklIZIwTyZawsZOAZJkgY9kgJQ5JFGELZTBRAkGYgGNkgiNHciQSrMSxA0bGHmMza1d3V9Xb7nLW35o/fve9etVT3dWzVE+3536lV+/d884953fO79xX93zvd4H/D/jDwL8DtCmlv/R2t/W09zUf+chH+Kqv+sKqtNq2ZT6f0/c93/AN38CHP/xhvvZrv/bZT3yP4t1wzr+YsBksCYGSgu3grs0rgnSd1SFILD/HHJ3nmfPz+cR7ZZyfKW7O8xU+X3P7PPC0eQCeOTcXnaV4StiK9ZHj2dMrtEeXCQItJaftdF2PLoRgO3g+eGfOotLUhcaFyOlm4KJzVEZSGoUPiYt+pDEGSeI3T1uci8xrzegihZIUWuaA4UJTFpIQEnWh6SbPw1VPNwVOZiUJweVgsT4HGyshcClx0BgqpWgqza15iZGC9eC5vSiYVwWjDVgXOOsmJhc5mhWUWnLWTtk61Y7M6pJ5pVlUinlZMLpANzleOp7TTY714EgxorXisrOklKiM5HBW5aBkF6hMVspYF/ApYZRES8Gqt3Sj42RZM7nAsjLcPajprceHhAB6m3OHhIRCCSqjSUAMgUDi3sFsl68TSEJQKsmsNNfX7Kq3XLYTdaGypWx3KYcQCElQKNBKcvcgk1g3rVnP8zX8Zu9rnruCRwjxB4D/FlDAj6eU/vM3/P5PAP8lcNUN/qMppR9/3uN6T+B7/nH+fvkJWLwI61fgL994Y/WrObyQf/zXs7Xrw98IX/2H4Vt+HP7iPfiT/3fOabi6Ct0I/+RvwNf8B3D+L+D2V+Tg0ncC/8MfzPkRV7gidxb38hg/+HufXP/PPXo8Nl3sQ5L32GOPPfZ4VyGl9Drw+u7nrRDiI8D73vpZ7y18x3d8B7/2a7/GOI5827d9229pcmePdx438ypCTEgpCDEy3+VV3Gyf+WzJj6tqaRdS1tkJGFx4y9yNLwR+K6tcPtdmoc8n8fWsbV3NQ0y5xnwbIqfbkcpo5pV507nJFrSJdgpoCU2hr0nKyXkuyPurjMKHeN3spqWgKXNgcmMUrfWsBs8wOo5mBdvRkiCrd1QmPJZNSTflCnQpBF96siAlOO8nDiqNninmlUEKuH/e82gzcjwruHdQsxkdW+tIyREj9FMmeyYfCCmPr+0tUkFhFMMYmdzAvcMZm95lxRCC0ojrSncQFEZyd1lx2g70zjLYTEAlAbPK8MJBhVYSQUKIHFh8RZyFlJBCIJRCkJhXGinyueknR0gJvQtxhoCSUAlFStCNDusShdZUWtIOlslJYkrEmNuvhslz0Y0c1CWjDXQ2sOotVWHYDo4XD0t6G1BS5EawGDlvJ+pCk0JicIEQIq31jD7y4mE+j94HkAItYHBwpzY7FZfYXReP1VvvNJ4rwSOEUMCPAb8fuA/8ohDip1NKv/aGVf92Sum7n+dY3tM4+tL8/eS3vfk6H/7G/P3X/l7+AvjR3wXv//ocmCrkY9vXz/yZx897p4iTm+TOTfwb/w18xb/2eCw/+nXZfvBOEU977LHHHnvs8TlCCPGlwO8EfgH4PcB3CyH+OPBLwJ9OKb15AM27GFcZOp8vnJ+f803f9E2ftvznfu7nODk5+bTl3/Vd38XP//zPP7Hse7/3e/n2b//2T1v3Z3/2Z/m+7/u+J5a9/PLL/NRP/dTnOOo9nhduVpmHlCAm5jdumq/aZ26SH0KkJ+wUy7p4y5v9zWAZbMw1xyrfnA82spGWk3n1Th3qM/FW9h4K/Z5W9nw2zUJXRMzgch31rDLXyojt6KiMYrCedgoIErNSP/Na6K3ndDNmNZFI+ASpnWgKhVESISSDzddZbwPORwSwGR1KOppSo66VSI9v3q9IxHy/LwBBO3m6ySOE4NaiQgjYjB7rwxPX7UVnmZWSs21uwiqUxIfEZgzMKphcZFkLzjtLpQSxenwuj+cVgqxk8RGWpUYcNqSUw4e7KTCFrNxRIteTD5MnpcSqDzSV5n23amKEcXQ82I457F4k5mWB0Yp5CQ/WI8PkWTaGTTtRVYove+GIdZ9r2yuTCdrBBe4tG2yIXPaOyghmheGSRGsdRirayVNIi4uJ9x1VlEaiJsGsUNhdJZVOmeSNIdFNFgFoLfJ8yIT1IIVHAg/bkUIqlBKcbkY66ymNYt1PlCbbpiYfaArDrNS0k2XTWTz5fBRaEhI4HxgThBjQKiuj1t2EUjlE2WjFSW0463PTWKUEj8bIZANloZAkYiyJUjy1Pv2dxvNW8Hwd8C9SSh8DEEL8BPCHgDcSPHu8XfzAJdgtXHz8ManzVnjlF+Bv/8Kb//5X/i78jn/705ef/gZEl5u7buL8o/BP/xYcfiBbw94K3ubv//t/9uTyb/lr8JO7MOlbX/7k7777/33rbe6xxx577LHHuwhCiDnwk8B/nFLaCCH+CvDDZL3ADwP/FfAfPuV53wF8B/CW+TS/lXBycsIv//Ivv+31f+zHfuxtr/uhD32ID33oQ5/NsPb4AuKqyvxKzSN3qvObFofHFdHpOqcnh5oGhHhrlUs75Zu4m8RJoSXtFDiZv2OH+Uy8mcqlmwI+vreVPZ9ps9BNQi/GhJTyCWWEC/CpsxYfE1JItITJR3xMT1VmXQU8378cKSTUpeaydwwuh+I+2gRO5hW3FhU+wkU3ElNW4aRd8PfgAqXpuHc4wyj5xM37YD0uJJpSU6e0q+EW2TY0L1FSPHHdbgdHO3mMlGxGm1UjIRMRISSGyXFnUVAoyXpwnCwqSInz3jGrCozeESo7guJknhUimQzNyyMwrw1FP+WAZDQ2BFrrMUqhJRxUmlLnkOPXXKAwipQELx3NsD4SYqKbAotS7khSz/Gs4ivuLmkKjVaKYfK0k0cIrgOkX1zOmFWWdnAMLpAEnG4mZiafz/m8JDnP6CKPNgNiVw9/uFP4uJhY945SCQ6bPFfd6JhXCqUkwQcKpegnTzcGehFQQnBrVvHCQQ0JNmPgllLEFBFScNQYbIhMLmcETT5y0VnmO6vaaMM1SWh9JInIWWe5u6x311DgYF5y+6DmvB0JSVJpSVMorl61ow/52taSRf2FqUe/wvMmeN4HvHLj8X3g65+y3rcIIb4B+A3gP0kpvfKUdfaAHC5cHcCLXwN/8v+B4TLXjAP8jj8Kv/J3PrPt/eR/BC/8y3D7BtGSEvzY7378+OVvhI//w6wkuvzE4+X/9Cfg678T/uc/Dt9/P1e/x5Aff/Nfhh95+cl96Rr+3IP881f86/D6L7+1KmmPPfbYY4893sUQQhgyufM3U0r/C0BK6eGN3/9V4KmVUCmlDwMfhpzB8ybrIPZFAu8I3ouZlL+VcFPNc2VfuSIxtjvyox/yTfIVWROieKJK+mkQPH1en7b8c7ECfa42ojdTufgQqEzxrlb2POvY32pun4abaqaws9mEXd23qQt66znvMnlSXJMdjtEFJhc4bIrrMVyRRYOLFFqgpeTReiAChVZ0oyVEwVk7ZfWOUjxcj1RGYqRg8rmVam4k3RRoR7ezP4nrm3cfgQRKZfVOvTsOGxLt5OldJm5iitdV5k2hcSHQaM2Qcvuh89m2VOyCj9ebgRAgxAhCUEhBSont6Ikx4WOiVFCbrOBJKZJIJPJ14mMe2EFVUBnBZrBMPtJbT60VR01JiAnnLV95b0llFB95bY0UgoPacLqdGJznoKlY1golFY2RuJhta1eqp8PGoJRksoGPnna8ctmz6hzWBU7mBaP3rFrLQztwtCyoS4XWgtF5mqImhsCqm2hKza1FhYmJfkcaTT6hBchC4gMoGWnKTMoMLnB3UZFSZF6XxBSRIhEQHFaaeaUxWvFgM6CVIhJoSoN1EYHgoNaMPvLwoufFw5p7hw1CCIwS3F00nG0HEpmMnJfZcmdUDsOutMSuc0tWU2h6G3i0GSiNQpHonSfGyJ1FTV3EL8oWrb8P/K2U0iSE+E7gfwR+3xtX+mL8pOuZuKrI/cF1JmWEyPk70xbcAH/n2+GT/+jJ53z7/5bbulQBf+FOXvZjvxu+8//MFbwA998QYP3xf5i/3yR3AD758/kL4L94GX7gDH7oOD/+9ae8n/22n378c9HAl/wrn9Hh7rHHHnvssce7BSIzL38N+EhK6b++sfzeLp8H4I8A/+yz2X5VVZyfn3NycrIneZ4zUkqcn59TVe8ey85vNbwdAuRKzfNGXJEfISaMftK+9SwbxKzUbEdPodU1YWB9YFE9eQv0uWTgPC235bK33F5UNMXbu9W6Urm4kLeR7So5e+Qm6QPPR9nzuWQcvZ3z9sa5vVLVPG1/N9VMV3N2c563o6NQAilg1U9sR8d28DQmB+NeNbBVRnHZTbgAo8tZMT5ELnqXbV214Wybm5pciHzsdOD2sswZOUJw0U0URlFpQUDgQsyNS4NlXhluL/Lfi5RizspJArmzfpHAWs+D0RKBZVVQGsVlOxJjIoREaRRVaRisw+0qva0PCCVYdRatJE0h6cbIFDxaSSJb5qWmKjTeB9oxcjCrdvY1QW3UrtXJUCiBOJrRThbrwfrEnUXJ6BJp93rqJs9mCDRVYvKRDxzXvL6dGGxAKzhuSuoyK2eij9TzEgF0LuIHR1VoRut5uJ0QQDs6rI9YHymM5MFm4rVVz1FtKGeaWinOtpZ7BxVJCRKJKAQHjYFdtbgPgcYotpNjUWqsFoQIowtURtOOjgernkJrZqViPURmKWF9YtVbDhqDS5oHm5E7i5L3HzW769Jnm5q1pBQ5npVIlYk7H3KzV6EEHiBGZlXBUVOQEjuCMRB0olCCw1mJi4lNZzltJ1JKtEPgbDMRk+ArXzQczUpGF7jopnc88+t5EzyvAu+/8fglHocpA5BSOr/x8MeBH3naht7OJ11f1Lj55q9c5K9v/wew+hTM7oCpHpNAV/iqfxM+8vfzz//dN8C3/hT8tt8Hf/0Pfeb7jw5+8NPrU6/xe/8svP/rPvPt7rHHHnvssce7E78H+FbgV4QQV76jPwv8MSHE15AtWp8AvvOz2fhLL73E/fv3OT09ffbKe3zOqKqKl1566Qs9jN+S+FwDhOtCc9FNbCcHQ1ZKaCU4mpXPtEEs6wIfE85HQhQIEnWhPq296VkV129FgAzWE1PO9Mg2HIX1kdPNyItHzRNBvG+2DaMklVHXGTGlFhit6Sa3u7FV12MdXeCyG6mModSC6no7n12o6xvnZ3SBy1VPbTSVkW/ZInXzvLkQc6PS7jjvLOunzu+zroebaqaqyNXXV/N8RfQpKbh/0THaSEgRpSTtFGlHy9GsICY43YwgBHWh6KzjrO0ZbaQbPXWp6fqc8TP5CElQG01tDBvhCSky+awWO5yVDJNnTAFrA1OMlCZxuh05bPL1ZVTOkOlsZPQuh4ZrQS00D1cj695y97ChHQNHM0NKWY2jpKAuDFI45qVhMzjuFoYYekJIaKNIMSIDVFIggQj01qGlYlHq3JBlMoE5rwpOQkRLSUJQhchoFUkmvMpzeTRTjJPnoh/op8hhUyARO+tRojGSSxuJSVCXWck0WM9xXXA0KxhsYGYUD0fH5CZ8JG+vszkY2WeCRgvBw9VEra6uIZnzbXzg/qrjfQcz+slxe1GxqAsu2ol29JRagBQs6xJImCDxPjH5wOvrgWVl8vn2ge2YA5ClmHY2TsG8MAjgZLZr+XI5d2g7Oc7aAesjB1WJMRLnE4eNoSnydefirmWrNDjnee2y53BWUmrJZW8ZnWdRGUYX0ELQuUDa5Q+FlPOOZoUixIiSAimyBe6dDlt+3gTPLwJfJoR4mUzs/HvAv39zhTd80vXNwEee85i+uHB4Q+30xk8A/93/6UlS5m/8EXjp68B1+fH3/DL8zT+ayZs/9U/gh47y8j/2E7B4AT7yv8L/9YwW2D+/+vT97rHHHnvsscd7HCmlfwQ87T+4n/l8bN8Yw8svv/zsFffY412OZ5Enbxe1lmynACGhVQ7cTSK9aZYLZOLkeFY+U53yVk1PzyIkfMyqm5v2sUJLBpueIIieRXL5EDmclZ+m2OlGd537MrqQa7WVoi7yOWhHR2lUzm9x2e7zmdi13kjSDDYghSTESEJx0U0AVEZ/2tivzpsL8UbOjGKw4U1JvGddD1eE3lXzWYgRHyNllTNejpuCj51uaXdEw3aMTM6zaHQ+R9bjYuKyt/iYGK1jPQVWrUWKxOgSp9uBg6bkeGZy5kqCo5m5Hr9SkLxgM3qkkngfmJcaG2MmWWJiPXk+edqybIpMPqWcwzLYiNxZfZyPlFrRukyCSAnWQ2XEE8pMpRRHTcG6n3BRsqg0QklIIIVCNIZu9Aw+AplEc2Hiy144yBaxG9dsXRiMEsQEPmguccxKyfG8oJ0cMUnuHc84305o6VFCsBkmhBAUUtKO7tpGNys1SiYKp0hC8InTlqqQiKbksC54tB1xLhBJCJGve6M1q35ECHAicjQrsTFyUChCijknyHtmtca6tKtMH+gmx6wwhCjorOP2IgdAX7QTB1WBkRJ2QdZaS3obWdaK7ZDYDo67y4aTuaQpDXFnuY0psR08LgTmRiNFDkSWStBbz2QDdaXwEWyAO8tc8hNipCg0h0oxWkc3CQolOJlXpBhZ97lOvp88LkSkgEVVYEOgKjK5Nlq/a1ITT8zRO4HnSvCklLwQ4ruBnyXXpP/3KaVfFUL8EPBLKaWfBr5HCPHNgAcugD/xPMe0xxvwg2v4B38GfvGv5sf3b4QcH78Mf+qXnlz3Jl78nfCv/mn4kQ+CHx4v//OrXMN+8P49ubPHHnvssccee+zxRYzPtib7SvFy2TuUgINZycGMa5XI5DxHO/Jm+wby5u1ajq7W2455H7OntHg9i5DQErYhPqGyCTFR6sc3dm+H5HraebpqjhJkC8rkPAdNsVMkZQWID3C2HVlUBbWR2JDetgLnjfsddyqkPD+ZtOptYLSeeZXPR1VoYoLXLju2NiB2DoF5aSikvD526yMffbSh0JpSZ8VVU2hGF3ekDdfbg3wjf9k7Qgj01pOAEDPx1ZQatRu3C5FZaXAhkRJEke1OR02Bllnx8/p6YHCZcHrtcsyKCiEYQoKUKI2Bnepqtms8SjvLlw8RKSWoRNs6tMwWosllC9C9o5yy01vPo/VEXWpmZYkLgUIG2piQSjK5kJvfZGJRZrVIOwW2g+MDt2eEFLnsLDZE5qVCCHj59oLLbqIVAq1gVprrSu7W5kstolMAACAASURBVDDgplAYo/A2q8ReOHhsLQ0xUe/m/CrAOCuGQCTQIl9z68GCiLx8e8HZdiLZrIpb9zaTWgKESERyS1Y3ehZVsVMe5evt1qJiXiqsVoQIk46ApCoEDFn1Y5JkPVgaY7ApYpSikAK5O/9HM003BR6se5SUTD5QaIULifPtsJsngZAi16krmHyg1JJFlevgU4LSKOalpCo0WmZVW0rQDi7bHZOgLjV3liUfP3W0g2NWKY7mJVIIJCkTPi5QGcm8yoTarFSMLnAye5yDZb3ILVqbgVmpOd8ORKXYjpZaKQabWFTZVnb12n2nw5afewZPSulneMOnWSmlH7jx8/cD3/+8x7HHW+AP/qWch/N3b9SO/sDbbHQtGvi+j8P/8Rfg9/9wDoEGuPVln/9x7rHHHnvssccee+zxnsJnW5N9pXhRQiCluA64XdRZsdNNnnF3E31TWVIZ9dTlb1ST3NzHsjase8e6txw0BVKI66annOHz5gRVXWgebUf6KashEKCVYLkjf+BJEuXKyjS5QOs8d1ykMpKU4i44+vF63ZTDWmtTXOcGXbWCXXYW5yP95NkMlvXgMFLgQqAyBqPstZJAScGiMpS7G9+bGUE35+cq5+hqfnrrebAegayGilox7tQ1g81ZRmfdxEU7cTgruD2vrsd3ts3Kn0WV26AebkbuLCpGnxVC1u1IC+/RQlBpxZ2DhnZyrHtPVUhKo6mMJqbIZnAIkW+cby8rBNnmdDwrCClhQ+SiHThtJzaDZ1aoTB7tgpofrUZmjeKl4/lu34HzzpFIfPD2nM2Uw5BnpWa0gZjgg3fmpCQ4awcGF5iXBat+QiDZDg6tBdvBczKv8EGwHhyT9cxmCodk3U1sp5ynVBeKo1mBc/GaoIvJIYHJJR6sB+aFxvpATBEXyEodHzjbjoSQAAFxZwdMcP+iY1EqjufVdTvZVYX85DPZ05RVVv+4kLNjQqQpFD5K5M7CNliPc5HLfkIrQWUM3keGKeBcQEtFJLKoFfOy4LXLjnVnOZgVjN2E0oKqVExTYNvn/UqhcN5y0Y4c38nk3jB55o3hA0cNQuaQ9EfbPhOEO7JmtAGk4MFm5P1HmkWVW8YEsKgL+tFxNCsolwobcqZWpTO50xiF0fm4hEisep8VPzvu9da8IoTEK5c9x6qkUBKxU98IITBSsNgRrlckpxSP/3ZdvS5SgnldMDOKwQXM7m/IxWbEesutRbEjZQN1oa5J1ncK74aQ5T3eDfiX/i348j8AP/q74Fv/3mOi5u3A1PChv/j8xrbHHnvssccee+yxx3sSn2lNNjypeFFS7JqB5HWT0hsbpq5Ik956Vv3ErDBICUYrKp1v+t6Yp3OlDLpS7Rw0hm7ybAfLYVM8NRMGniRetAStJLVRjNaSxNX62eZR12VWemx6Jp8QKRJ2SooxZCXC5ANyd1589DtCI1dFQ+KgKa6Dg1NKhJjHIXb/bEbLZrQc64okBL1NbMcJpWBeGropUGjBFCKNy5XgKQleOWspC7WzoeXlVze1kFUxZ9sJvbtBTgjawdK6QDs4KiMZvYcISgjWnUUKwcu35jzajrnpi8gD72kKw6wwmcQoNdsxK1eEEKxaz7a3fPCFOTEl2tETydXaiypwe1mjpGLyYdeaZmkKzaIKXA4WhWDygXVrSSJfbyEmtpNnNVo8sBSKslQYqfAhz0Ftsn1vnByrwRNCZHCBs95yWBqUziHA88rQOU03ZjXIaeuQJCqtWDSGdsw13q0NtEOgKDUoQQqRMSaqQuCDpC4VUsLxMrcxFUriQuB4Vl1b2h6tR04WJUZLUmIX3pzbFOtCMUPwibOO003Poim5NS+4f9lz0JQkEgLBdnDMKkNtFD4mfMwWKiVys5aWudI8xHRt/5tXhnVv8T6hi1xPH2KkUvm1VxWCWisSgt55lnWBlAKRwPmAloJZpbEuokgsq4IU4WQ+47frBf3omGzARViWiuN5uQtoDmgpKZSgKRSd9UgpSTHiYqB1jmL3+4PG0E+BTUoYrTBa4aPjoDbZsmgUldFc3mjkir1FpERV7KrkleTWosoKpp0aaFFpFpVBK8lrFz3bKbeUxZSQAprSEGImc0OMzKuclXRYabZT4Lgp2FpPDImi0NQmN7XdPaxYNsU7HrAMe4Jnj5soGvhPf+0LPYo99thjjz322GOPPd5l+Gyblp5Wk32lMnijteoKNxUvV0G7ufqZa4LIKHVN7rRjDlIdbODR1mKUY15p5qVGCoGPiaAldfHmyiCjJIdNgfXxiRDmmwTVFfEyWkcAVoNjcIEXD2redzzLTTsxZRXPbmyvrwZKrZmc5ePnPSkk5rWhLhSCxGvrAVJiWRcsynyjuhlyDsqsKq4tZ70N9KPFxYQP+bwlmYmfQitigo+fbakLQ28DMUYOXygQwGk7cdKUbIOj1JLaaF5dDyxLw7IpCBFeu+w5mecMklllcD4SU6IpJEnkBqrBR7rB4WIkOYHxgVmlUVrw6HLCB5ic47XVyKw0NIVmXklG55mVBhsSQkqcD4QIkcgUAhvr+Oevr3l9PbLajpSFprOe41lJJLehxQTbweVQZDw+5jaolfW0o2VWGo5nBSBYDY5GG87bidFbtr1kWSmUkHSTZ91Z7h5W3JoXTJXctT7l824QCAkCwarzxCSolKQuNevBUUoQSjFMgabUHM0Ml31WNTWlZNkYFqVmKwTN5HPQs4loJXf5RgKvEmWtKHS2nLWTo508nQ2wybavo3nBlyznPNr0HMxKfvP1NZ+6GHjUjtRVbp2afOT+Rc+iMbywnGG9Q6v82ip3BA8InA8s6/KaoDBKYtRjRcq6i1x0I/PaIHaNYUpJjBKsOoeUkrvL3AR21XR12BhChBeWDdvJcqCyoqXa7feiHSm1yoq4ecW8MgyTx8VIU+a8o01wVCYreYQQzHaV4+vJo4Xi1qxiVurr13xupcstdYUSVEZzsqgRJJSSSAQHTYEPgc3gCCErpUKZro/X+sDxrOR4pzYLMecACRcYvacRGi0lMUZCSruQ6UCps8pIiqySU0JgfQCRWF6RWypxe95gtORkns/3FwJ7gmePPfbYY4899tjjixHBge0hBpAqf9CjzGe+zhdiXO9FvIeP66adSYjEZvSctRMHtWFZF29K9LyRFLqyGd0MHG5Hx6cuewopmZWKo1n5hGomKww03eRJKSJI14TRVX2xkoLN4OisR5FQSNrBsxk8pZ7yGCUMNhM1pRZEEhJxrQyi0NfKnJTyjZkQ2TrlQmTynnZyTJPjtLNoIWlKxegin7Qt944aCq2uc2Wsj3z0dEs3emLKxFM/eUqjOdsOHM4rHm48lc7kATgerAZevj1jM3oKJYgpURWayWWrznnvqI3i0XakUHn/ZZFDjTergVcvLaWeGFyg0orzdsKGiJ08sS7Zjh4XQKmJlAAhsgJJ5ABnSLx4NGOwuT67UILSGLQUnLW5ChspKIVEJo/wPZ98peNyjFyMgt9wed5mleZoZ6M6bkpO5hXWR2qTSTIboC4kF71j0zu8i4xJcLbdMis07dgRbYvbwLSpibrkK186QUpBqWWuRh8dQgoWpYSomXzgspuu6+rbMVCXkrKo8T4w+cDkHXfLihePGg5mBe3oaUqJForeeZRSxBBpB4+UWVWy7iZmlaFQCpIlJMk0eR6uRi76kXuHDfOioKkUpTb5evI5YLsykrZ3KKNQHqSAh+sRKeFsM+ZrXYMPsOkcUwzEmFBasekdy6pgcomDWoOUrHtPU2mUkEw+coCgGx0PLkdevrVkcJ7kA0pqQojMK73LrIJ4g9yBx3k9V2SmD4FXL0d82uUwCQEJ6lIwLxR6lyvUTg4h4LzNRGhpFDFpAjk4enCe9x8vsD5nJF30lhgCm9EgEZT6caaUlnBnWe8IyUQIMWcgpcTdXbbQ1d+BySU2g+WlkwVK5ryg+5c91jkQAqMUTZFzeUKEw6agLhSvX/a8etnnzJ7SgIC7BzUu5Ea2lBKXneUTZ1tOZiWzUjOrMuFsfUSIxAdOmuu/Yz4GaqNwIZO/KUFMWY12p87NcYIrxd9n12z3uWJP8Oyxxx577LHHHnt8sSE4GNcgNWiTSYdxDdXBY9Lh7azzhRjXexHvguP6bBU4BMewWaNSIKJog0GZAi0ljzYj68E9lehxIT7RhuRjxG9HBPkmfVYZJhs43U4oIYgxsh7SdVaL0ZLK6F3dcG4l0kbjY7ZwaSVzA4/1TNbzq69v8CHgY7ajFEoxrzRblxU13sNl7zhqDK3MzUhSSmY7YicxoSSczEq2YyY7Ci256CwhRo6aAu8Dv/6wpZKKskgMPtCNgVJBXeZ8l8kF7j/csJ0cl+3I0ayit7liuyo0WggedZ52GhAikJAczwoKnW+gf/PBlnvHDSBpJ89qcMwKzUVnMTJn+2wHjw+BRVVwsZkgXoUhTyiZq7tb6/nYwy2LOtuNRhuodVYm/PPXN9xZ1rSjo50ci9rQGM16DHyJktc3pHaXtZPtY1nRoCWM48R2dclF63nQWfCOzloejpnoaGLifHuGLAzb+oBXzg1Nqfnq9y05bSfWu0rt0aedvclxedHmazJ5uvUFUQhMXeHantu1pRvmjPOKo1nJWTcBgkWZK6sjntPNSDs56tKwqAyFycquSiuOFiXrzlHolK8bH3HbgXlV4DwUSrIZHPNSU840D1cTF+3I+09miAjbVc+iLkhScrad6CZHBNoBfr3fcNwYPvjCknmpAUGSiZAECUFRaI7nBevBsmkd3eiZ19neU2rPamVZ1obee5QAFwKX/UTYkaFGwWb0lEoyhYCYwMjcxDX6gNCa7ZSDwlftxHr0GAmLWcHLJ3OaUvM+nckXKR5nyVzl9WwGy3lrCSkxmykmKwk+IoXEaMms0jsi1mJDYF4aZqXhlfOeECd6FwgBQkoomfOEtpPbkUGednTcmhcUWjGMDh8zqbisNa7KYdDd5Okmx2VviRF88GwGw9a2zAtDqbNyKDeTBbYu5hBtAQ/WI/OqwOhMyp5tJ24tSmJKTC5bQUOCdvQIKVmUmnllsnJqcNckqFaKeV3QTlkddtiUFDorvsyN18RmyNlWMeZjHJyjLgyChFHyWiUFby9M/nlgT/Dssccee+yxxx57fLHB9plskLv0yavvtof64O2v84UY13sRX+DjulLgXKkbtiFeB+0aJd+c+LE9bB9i24kgNZdTVryY2SFjVKSUbRKDDfg4kVLKWTO7gNGEZFZqEon+yr5EpC4yubDZZYBIAavecTQrUcJw2U0UWjL6ESkStVEYpUjkgNmcKQKVVvzmgxWvXg70Y6CuNXYKFIUkaggkVLCkwdFIS10JTtcCXdYUzYKQJKvOomQOYK0Kne0fWmFd4GOnPcuqYFYZ2sHxqYueyQZUJbOVJyVsSKz6ibLQmSyygdPtSIoJgeST5x2kRGEMfW+5bC3aCFZbhwCaUtIUil9/dcOsyudqUWvmVSbRumHkbDOyHT0HjUHKEa0ELuYAZSEFMUTWfVaaDC4H5paFwCe47Ce+8oUDTjuL8wGlJJetJ8aeO4cNZ51lM1i0VBQaHi0rop/o2g3rdmSMCa9qHBqjBJVSONdTFIaLYeKsHZkVChsEx3okecHZIKmLkkWUDNtzTHNIrQxnD09JyXPWejZe03ooC40RAiklNgQu12u0VhzNa+ZVwelqQBaaOLVoeZhvokPCO8tmXDGMlrYPTKNmipD6wCceZjVGEjArFVoKtIo4L+gmx1FTomVWqKwGl0lEKQgpMjpACJal3hFR0I7ZUqZibi3bTAEjstKmlJl8HAbHOYk7Bw1GSl48KJlCYpxydf1oPZveUpdZYaKV4KKfeO2i59Yik0elUsxKnQm6yeFCoJGJ+2enxMkySy0Xk2aUhoNZg5I58GlyOceoc4EYEr2Hsgj8xoMNi0qzrLMCKeExSlEZ+UQYuQ+RySdKIUkyMiSH7dYsGsW95RJ0wxDgxFTYEDlrJ1wMPNxmQmbZFNgp8tp5T1EqZp1kWRlONyNayUx2xUhdGWaFzDk5u0a0zeA460c+9agnxMDk8rlZj2tKZThqHF/90hHbYeD+5cSqd4SY5+PjZx0xRr7EKKTUrPtMvviYM7nS7vVZGwUJSJkQKnVW+uid9U77iJE2z7eWkAKj9jgpsd7zcDMyWoePsBmy+q0sNJVWO6Iy0E8BKcYnssWeFSb/vLAnePbYY4899thjjz2+2BBDVpLchFTg3We2zhdiXM/CZ2KFeh62qadt8x0+l1dqncHlvIzRRZSAiEBLsatKdnzyvOOoLnLOzeBYjQ4fI7cbxR1jmU+voXXJxhX44BjHEVnNWF1eUC9OqHaNSZNLbEfLeTeghGJygdN24oVlyb3Dhs4GfIhYH3iwGXmwyp+ad9PEb797QExg1C5QOSUedRONyQ1PB3XJqrf4OFEohZA5+2LdO0LK1dPzsoTk8CkwhYSbPC4mZj5R+C3WSLSw3B8ibvIcH0sKERiiIVoHeIY0w1VzLsZMTsUA/TBQhI5x7XFJYseIa1uGKVI0czoMF31u8SElunFktV6hgyMERVU2/MZ6YgqemdG0oyUEzwfmsG63eDQnzS1GmxulXIwsa83DtWXyEaMkr61HQgzcO2xIKYcPDz6wLDTtFLDTiLQ9ctziERzUC2RTIwWEkBuzHm7HbB8r9S7PKDIGgfeRi87STo5KS7763gHrbUu7vSQGT9cPvH62YWsdy1svousFjVKIELkcAoLALWOx1iIcHBaey7hk1QUOqshBGcBNHIhHrC89D5TixZNjChKub5HFHOehqgpOZgUuJCbrUapBS0mpJbeWJfOqYnSO++drzs9OeXh+SRo71GzBxmmmYWK7uSAWh+hZRWEk28lyb1mibMt6WLG1gSgMJ43ARcV8UeJVjQ85U+X2omb0gbPNRKkVhTK0Y6AoJS9UBR8/bTFa4FOkUILRJQ4qmW2LSnM2WB50EyHBnYOK2/OKy96y2lWhjz5hjMJIyeADRkBvI5FE52BuBFEE1iOUSrIsDcFOuGHDQVPgkuSomfDbDbo6Ytt7xqmnYOLuzPCrH+s4PjxEmopxtJy3gVKb3P5V5aaxHECdLYeXvUNFx0x5fLfCj4lkapzz3KscsSpRWiNiYrM656HVNHWNEJkkK5Tk9cseKRU+5CBolwQzIVj1jpeODHUh0NqglaApNVoJDpuSyecxvLbqaUePtbnZ6/7KYr3neF4SomKIltgnPnq6YTs4SpUzek43A5shgMzKusEGbEg0RnPYZPtUiLlZLQXL0G3ReGZ6xhgFHz3dcndRMzrH5eCYXKQqBJOPiCBofSSmrDK7s6zoJ087BVKMnLWW7eA4aAruHebz0dvArJQ0haGdApux22VQKY5n5XP5G/9W2BM8e+yxxx577LHHHl9skOoxAXEFN+YvgBTBbmAUoAoo6kx8XD3n80WM2B66cwgTqDJvQ8onx/XGcb4VPhMr1POwTb3ZNp92HG92XJ/jub2yRg02XIcTj95jtMJaz+ADk01URtGNgW7oUUYQfCQmwbbrmS470gJMrbiwgeC2UMxBatq257U2UQwFH7wzx7hAO1ruX4483IxIIlEK1lvLeTvy2nri1twwKzT3VwOPVgOGyDRuudh0PHjYMF8s+aqXblHa/Gn52WbifYcKVeQQ1NfXI84HqkJxMivpbMCFxCcftcwrydGyYTVOrFvHtre03mOk4MU6oIjMhadVkTFKGgXBjXxsK4nDmmJ5iyQ0prdsT1/nbFIYHAZLGDp+nYo2GkwaOWBkCBVra3iwuUCmCMWSxeEMLQPdesOqD1gPWjoKd0kjNesuB/selYJjtgyt4wNzQ0yR2J/h69uI4Gi3lxxMiTYGpqJBFQUxCFxS2Fri0ZAERubsH2d7DuXERiu0qej6nkZvmRIkJEoqusnxsUcb3n8846gpKaTgYF6yHRz/7NVzjNa7nBPD5eAQr69RIrBp15xuJmxSaATt+au0xT2CUHygSfhxwPcXTBP0UeC8ZZg29KYGN2LaC8bJcDgvWdo1Y6hx5TGD9XTtFoLkLhv6UHCkGi6c4pXzEZxn6Xusy/atQkReffVVZsrxgTuXvHDnNs5atoMnbM84izVFaUBqZmrkcL5kXhnun22w7QWvtJa6rBBhYsEjgrmDnh1x2U3MjaMsD1BoNpsOO/UwjVhlEGXDi8uCaHu0j9wtPCun8dOEmDrM1HNYFoDGp4ohlWituRgsi0rzIAws64JZodhcdEybNck7HoyeLlYEpTKJpSRKwOVgc0jzLph4WWm6tqUpNJ3zbAfH8bLC+4mufUDrBCeFp14cs1wseHCxpdIritkBUmrmhWFeG7aDz8otqRkmRzsFusnhnEWNayYEZ62n1oJ58vTtxKekxJgSkmdRFdRlwXi5xkXNvJaMNnJ/23M55NeJWtb4mIhhYtxailoymhGJoB0Td5c181JTFZrkHdq2nD685PXzkXMr2IyCYZjYrk5ZGIkuakw1I4iCFCO//lrLrXlBO067FjqBjZ62dzRGc9CUDJPDh0DvciAyCawd0b4FJIXRrC9OsUOPaA7ozAmbEV5bDxzVBSiJi5HBWlKIxGT48rtLehvY9I5EIpCYbKApco38RTtRmSvFY24ccy6wGh2vrwbuLCsqozjYZ/Dssccee+yxxx577PFcUTTQnWUygQR2gGkF9XEmFsKUl0sN0cO0ATMDIcA0mbTwFqY1uCETEYv3PUkCPSu02U8wXEIxy1/eQn8B5QKqxWMSKvpMurwRN7eVYu6NnvKbeao5oN7cChUcbB7kbd8ksACG9bOP483GMlw+ff/B531BXuZGsNt8Tgce7+MGQeSE4mLTc96eM8kaXVQsy/xpuCFSMaFFxCfJQIlHYpRisC6HqnpLFUfwnn6MrJImyIJusJSFYdv3bFYr5oXABkkqKkxRcaA9LmqGcWSlcggpSeCHlged5nKzgeYYHRPdFOinnu3gOd0ObHpLEgLrApvBMjrP+29FSj3jlYuBi3bEDi2VfcRkBdEHzodL4vYhH3VbZocntDZnf7y6Hph84LDRrHvHuvNUheRjj1pcjCwKzYNNj2jhBR+JgawACQHvA7OqJNiBbRC42KKKCiUSXgnC2RapNEYkpgDboaftFUZYtqtz2jSjlp71tsX5NWp+QJ0cE5GV3bA8POZwVnO2HrHdhkVTcf/BOYUGGyXD5FFKME4OmGhMTYwe4dfMCstmlFR1jU6eT73yKlO6z3GVWNoO2zd0SbFtJ2y14NbJCxgsv/L6J1ic3OHk8JCZBiUiR8bxeh8ZJoEf1vSbLf02UlYD52lOpRUpwWXfs11fUMhIYQq8qhiDoDAFRuxq5l1k1Y104wX3CsvFRUtnR5CSmBTDONHXklYeQCiYT1tSgrULBO+otKBLc/Rwxj29YTYFlmXDrahwzmHFHOkGHgXBaB1m7LFyjmkqxs0lm/MVpZpRz+aUOM7aFusks7SlMQYlBN3Zq5xtX2EYoJU1yXaocaJVM2Q1I06K1FQMyVDGgQejQ6mCutKUfmK91bBeoeKEBJQO1GaNVzUNI5YKXdVsu4HbYsXRvGEsDOeDoCkT2/aCygViCvgwcLnOZELQkcPGM5+dkJJgM3gWtWCyHu8m7lYWXys+dTpweXHKsoRQHKLKGdN2oHSaptIY5rS9Z1kG6rlCbS4IQTG0gaYos30pDKQQuLtoOCgLYpwQ0VIaQ2c9dTkQ1ZzBZTK30pJIrjPfjn5n/UrIccNpZ4kx5+wgJRedQ9kOmmPWnWVZwv3XHrCsBC8UkVMcnzqLHNQlMQkIkZWLHM1BRce0uWQbPNorVm7LkVH4tGSwBhcTY9sxbi5oqpKAYt1PrLcdQjbMGJAxMPYD6IE6rBDVnCQqOudozC18SlxsV0zTSGEH1CS4P6y4fzpDVwUnTYVRjoO65FOuxbUrhIi8eFjRTR3bMeCTwZ6d86lXH1E1MwansGPDfNbw/7P35kG7ZHd93+ec3p9+tne56yyMRpIRiMWBIQrGgCgwAeyYcsosMRUqiROiIi6CKymX7ADGYbEBJ3Fw2cEkOE4BCY5VZayKZEHAQAQlBY0EivbRaLa7veuz9nr6LPmj+3nvc+/ce+cOzB2hUX+q3nqfp/vsffp0/77P75zjCUEa+UynMfO8XfQ8qzUGh+0eMcu6IfAM61yTRB5p7HF+PGBeKKRtKMqMqQcEPgEhzx1nvPHiuNsB7NWhF3h6enp6enp6ej5fME0rYJRzKGc3BYjVMQQxpH4r5qgMggREAIEDXUC5huE+1AdQV238aNT+VRnc+AicfxMEUStSrK63n4MU/HZHFIpZWwZdw/IKOAfThyHZacUjZ2F9APW69eQJUkj3bl34WRWdt1EB0bCtQ7UCXHveOahmkEwhGrdxt6dCbUQU17R1tKatczRuz5eLtp7369Wz7bUjBAh5Mz0v6IQq24pWqoC6aMvux63oU562f8OLbVrSp3GCG4uC64sCbTRVVVH4I4xz7EaCxOU4IaiMx8AHbIOX7iC9gJNFRmwyRL1gkKaIcIjSlucOTyEcsmokFwc5Q3WKLWoOM49lLUkDhx9G7HoVcRji+zXzZQON4rQJkMJDxgMuTWJOZMo8r5FCsKoUh4uSoqqIUGA1x7lm2UiyxqKKJeXMBwFGNwTFASeVwEUxu77BeYBMODydsWctM5WSRhJfVAhjubEWeP6Q54/meFYRi4oAQyYCilpSSp/jtaKyDXXVCj9pHBBIyTMnFb6n0E1GEqzQ0qfBI3AN55pDPOlYMGUR7mFlytivUFWNjlM8WzFTDqcdw6KgsQ0EEb7TrErFOAmJI5+4sTw3y5m4DD9KwDoq1TBOQ9ZFjajm5CIlDQQjdUJjAlI/pMkdUq84H9eoxQF1HbK0AS6JoFog8dCFYK6vEE2mRHGKK1esqhVlOmFvd0pRZSxO1lhrKZVFeNAUFUE+4Ah8YgAAIABJREFUo/LPs/ZSGgcpBQ0epRSE+Qm+VSzcEJlMGEQRnmi3Mg9sQbS6yqJYUOgQaQumcbtIdpkpytWK9fD1qGbARFiaRoItqbXDyiFRZLmor5EKg/MnOC0Qak3RePj+GieG+NIydkus0CyakB2dc7BWKDxGQuO5BiUD0kCi1gdIawmTgr3mGjaccL1s7/cRNYvwPHgeTq0J6gWr9CJqkSOcQdU1jfFxWGbrmh1XU9QVcXmC8C8hpSDPFeFAMkyGaKMhPyQNQ1LpERWKytulHFyg1oZKWY6WK4y2hEFE5IdUVrDKG0I/Y3d8ntAqkmFKbSxeUSCVxstn7Vo8heXk5BDnh6wNjIoj0tWKyAtYLX12piNkEBAO9zg5zpGLNZFZk/oOi49QBgzs+45cagZSE4RjdKMoFyc8PvRZFznrXDDzzhMEMAw8wlHM3HP4QcjhqkRbcDjKec6ysShtSauAC5OEk0yzIxoGApxpCI1iWcPhsuHcOMTqU0bOIzYBqanRVtEoxbNX54wjAcIRu4pGxwh/yCCBaTbnhYUAqzgnFlRFjlo6nAy4dliSa8NUHqM0DJuC0wrmFi6ONU0xYxZeZpymeMUM3yrGuma+PmZdWQrjUflDPCqaekReah7bHzGIfIw2xJEg0wHXDk6JIo+8sgxDgdfklCpg2eQE4ZCT+TGL0ZQojNhJA3bSsBVzqoZIWuxqhqvWFLVCaocNBozDGOmlLHKHcCVJ4Dg4WlJbGCcxSdCQBmuMNzxbc+jVohd4enp6enp6enpey2yLIvkpmKIVPDbTo5xtRQgBHH2Kdm/cnW5RSg1NA9G0FWWyIyhOWxFFeJAfQSZBzSFfwfJaO9XKb7ejxYtgsNP99HnQCTKiLcv6GKIBXP9IezxIIB63wpH/EK0HjN+KIRuPm/UNQALtjil4fuv9E08BAcW8FWP8BOqyDSPDVqiBTmxpRRS86KaXjgXKFTR557GU3N2rZ+MthLw1PdmV1zkQPk2dU4oUrSqcLqCo0PgYVSOcR13MWFYNqs6ROmcknyIe7pBMz1Fox+E8Q1rNMjeUGg6tR6U0uZezG1sOFyV+4JEOxxgE+viAeBDRzA9w9YqiMYTSkTiFC1Kqxic3h9RE6GDNyvNYFu30p1zVxGGEH6YcSMcbxgZvGLIoDc5BWR5hbMhCKrzBOdaiwmjFqmyotCPLS3Qx53pjkNLHaYOrC6Q2ZDZlJhuG1QG7Zo42EIghslgzlyOshJEoKaxP7moSL6PJS0BRalg1Hka0O12pSrPnlVRNjS8ayiailgl5MKGSA/JCkScBI6NZVAqQ7NqCpQGhF+zZFSM7wzSazNth4e+jdcZIXueGu0gQwZohmprDvMIYiyclriipNOwmIKOA0PNZlZqqVpSN4aCsGY0cI7fEWTDWcjLLcWqNIaDCMHQlsStY2xG+KlDHz2KiIbGt8LJTlPMI4pRildNoQ+MNCVhQhbt4WqJUja2PMVGKahRZaVgsbrAvCqwIyJuE0NYkkcdRHmDyJYGXMQ0FjQtYVYbErJCRjxYSqeY0xjBTYwZJTOo73PIQjKEsM2JTEKOxlSGzgtoO8EzOyBpOysu42KdoDJ7xSUOD7zdIpQj9gN0kYOCX5CJAyQHaWSjm5EKjoykjZ3AS0npFYSqKZUUiNfujkHWZk1WOhRzi5SV5lODNbiCkJlQ5mQsZ1HMaL0KYJcPxhHEwIMtn+PkRKxEyiGKybIkvQ5COTAmcV7NvFywqKNcNu55i6tcUOaRqhXWay+U1sqXH4MJjnMxzjo9vkA0qkmFCVpRMnEIMEsqqRtUVoTBUpWYQaVhUsFLo+iKDZIIQGudZqvkNjtc1RV7SlB7TVOFnJ1w0z5O7CdYbEfgBE2MoxD718pixKNGjMbqxrFYFu8OQoihZr+aY5DKhH6DXhyidI2g4bxYYfx8fSVHXjMhYyAlRFHK6XHNYl6xlivHGxKME6424epLjWctCOcJAMAkhMitylZHanHi9pgx9/HhEVUiuuoA8P2acxPjROSKXEZqKc+NdTrOMS2JB08Cq1lRWsTI5pkoYxT5vGBuMXWOzQ1azOatCcVo1LJuA2NOcVBXKjxmFkoe9GpQDOyJ0il1mxMmQ/PQ6e7LmZKVYLksMsOdL5kawkhMmrmAkHF6tODnOmAwHRCZDFAuy1RIVTch0xMHRHE8IVsIj9QyZNczKhkCfMhyf4zgrzxai9p0lYU6zvMb86AC/OEA6gU4vUk8eg6Jm4WJmmcfEqyi1JvFCZnnGo/tDKA3TQUmtkwf/nN+iF3h6enp6enp6el6rbHuXlKdw/IlWpBCu9cgRohUomroVS6zoPHAWrfeOEJ1gcwKYTjhZw/wqhHHnteLB6hBwrTgy2IPsuPXA8QetcKNWrTASDtspUeluW4aTpwHZCjzxBE6fg2QMQUrT1JQn19Aiwi+PSCQE0aCdEpYdwOSRtqzHn2rjBmknsFgaY1jla7KqXafE23s9cniOrHGQnRCM9rgwDJg0JzR11i5GXJf48RCXTDj5zCe5djLnhkrQ/oSLQ8d47wIICOoVaeRz/sIlBiGsTg/IvSnC8wkF+GpFWRRcPV1wkAdkWcY6mCCDhBDFIL+K0BUjUZGSEdDgNzXXmgbCKWZ0Hq0NC38PF0xorCaSgqNMcppXrPUBaRwhrWEaWE6OrhClu+i6IvY0Mx2SmJLElJQq55nSMrQvMAkbxkFKNX6Uo9kBaRJQG5+yMLhiyYEY4kRJQoU9XpNGIefO7RGmUywxz6wtc2eI8yO0iDF+u224aHK8ao7Ex+QFpi4IhCLVCidSSheQmAPC8oC6PEVhWLkxWoQsqcjFkPPrHNJ9TmZzHtVXiSOP0SBmUbYLxRaqwncRoVrjnCbQBdo4YunReHvsqBVltM/Ql5jaEhhBJGqmXsm6bHB1RRqtsX5AY8E0ilgfsdOsaJxPXkt8PsOCEX68oi5LqlrhNzmN9PGTAWEyQTjFceYzkTXHy5y9xCIM7FU3KLOMxSAkkxNkEGBXJxhPoqTgXLjAc46qUeTr5/C9hFgapK0o6yMia1tBss6RLkSGCWO9Yi2GnKx3WDcrZDkHMcPEKaFaID0fYxJMVIOBqarRckApB6zLmNRvyM2AcnmKcQl79XVWRDR2wijx8X2YuSGyOMZ3MZFZEHGMkymeFzMuXyCoMxZECG+EMI7GG2DKAmMyajyCMqfxE4yIsLVi4o4JPMei9gl0QSoLtJKUpSZOhoSDCU5r5nlDhWRQXQdtGOsAL/AJhGHoApJ6iZ97rY4qpliVc6AsY3lCGvv4VBg8nJmRewFhYLD+CB8NBppyRSpqGgy+hWFgqZfH1FQ0yUPshgFSF9g6Q7oSb+AIyzUGkOWC1XWDYQSAf+P3mYkUPA+rNUGcIpVm0FRIFCOVo0tBqfeJ0hDfZKyrEiF9smTIyTKntAJRrrhsLdVcsC9PkcZgA4PLDknH+xjl4VdPE2uNBZZZgD96hKPc52hxxDQKETJgXWQkQQBNRermmPWMufO5empb7z7RYJ1jYm+wYMxRKUAXjPw5c38XvYgYOEOFj9dUJFISG4c5vAq23Xnt+dMlkV5DNEF6a1Y24LyZ4dclUSPIqxMyRswqRZg9S6Qda9HQqJyVEoySkKvViPJohbAwiA9J0wF+OSNbLlgVFaFdM6hzHB42njIcjBjZjLRZIAOoS0nkGS6INfF8RqVyXpgV2DJj6gKU8InrgvNojuJHcaXGjB9l7VIivyYuD/Ajj1gK9hKYL67gap/UNYjBObJiwZVMEckDdr0S6gI3HzPxFH4zJEhGBLIhWx9S5gV+tqDWEisc0+AazbzgCnsI32cyusRqseR6HbA7StkdJBwsSiaDAM9ZLk3Eq/rY7wWenp6enp6enp7XItvrzKgKrvx+u86OF3WCDO30qNVhOy2pyUAGMHyoFWTCAYz2obGt54znA5aGkNX8WZyqEeEQPMHYkxROsqgNtb9E2jWxcIRNQV3m1OEOZvIIqT0hHkxZrmrq+TXM8pDM2yUOThmFjqldkvtTjsKHWGaKaXmNYWRJI8FhYzmtIuYuJRQNl+LnmaYezWpGUTtKPGy4gw5HrFYFi1pRiwQhfSo+TWkj3Pgyl8YDpHeV92YlvlU0QErFbuoT4lguZiyUz7ESGK3x1JqPyRGnwSPsjHx2kpRhEsAnZoxHI/TqOk3VIEZT9iPJxTDn+PSUK6drqvUMv15x0kjmdYQJQs77sBMrxrHPWC0xaonRGmcbYkAnE66xz7E7xfkBMvAp5B5H5Q2MagiijFmjwI84thlxdcjEs6hkl5mLWIkBotFM3ZrdoGSaz9FEXEl2CERGdPQ+audThT5+6DOoJbrJsXZG7QIiobi6jhmFC0R2A5HucqxTdLkm1g4fi+955Ax4xsToZIrQJU3VMFVH5N0SxXtBxtA7JaivEesrKDzWOiBCc5mrCBqO2eEqD3FYJhRzyQXvlCQ44Dg/x8nCY8KKVCqktTg5ZG49drnO2GXEoiJXIcofcsx5qEva/bAcMQ1DFB4FmjEPMad2IafRkAt1g2caCgQpS3w8EgOqSbkhJqS2pLSG0LfErgBj0fkAVeYc+btI39CYOSNfgbFUxRpZFWSqoFg2BGHKQu4wrY64EK6Jg4BRaFD+iCtVTIhk4JZIVaKKCmslsSwY2SUeBbWeUNo9ciyWBqOmuOwQZzPWQLnK8VDsRJY9YYjKDIxFaZ+12MGbhux5a47XjgJFTMaQFVNO8GxIXQU0XsxA1AzFgvlao7MU65eUosSTOZPQIuslAoNHiDYGH01iNMKcEDUnDPKKkAYd7rFsdjiyKT4GUR9zmUPCcUoceZwuM8bSkNuHUTagaHwK67GvD0iEo9YrQg2xmlHmIwoCKjyEM1gxJsmukOBo8KisY1oscHFIVaxpRnsk5Zq8KKm1IglgZ2BIfE0cBlxZCSon8ZOI2lr8csWj9pTdqkLoBmELrBdzGsUMmxmldkSeZFge4xlJCIyRuPAxlPGR6+sMjo6oGEE8xDhLLBS2rhmWT6OzCTad4lRFGnkofY7jeoKpCyblEUO1orARGQoRDgjMHN9I/GaNns0ZltcwzmNFjDGgJysaf4pTa4YJeKHHXvkCdbRLbDXZ8TXCekaVnOeCXHFS7+FEQVFprFU8LwSyqahFgkwsfvYcUmuKeEI42sFamNbHjNyCMhcgJevakosBaTxgbOZQLdmRjklh8acXWZWCuljg8PB1Ql1mmHCAkA079Q1yN2GuQpSe44KkvedX1zkK9wjLI6jXTEWNReLpJQUel7IDJtERvsrxowGDYgX1szgvwQ6mHC9OUFWFqy1BXXCxuUEoG4jGWK0YLT7JUuzQuAWN+wIioahMhfMlLomRfkxWlIzVCu37HM4suirYV0syE7IKh6T1MRe9q0TDhOZIIlyF9jwqMcKvjxmubpBag/AksvDQ0T7j0eOs9T65uU5kS16vFDdeaFgHCm80xh/tcm3nMm98/LFX9dHfCzw9PT09PT09Pa81Os+dZVFyZbaieOb3CWefxAtjhpHHaP0swlRw+HFQCjDtQstVgfY/ShnsoYnQ0idEI5sFUbUmcxEr5WH0mgErwODjc52AioCKhDy6iDQKp2s8FCEG4a84PtJEJqNsPBK3QFCSkdAwb3cnwiekxnGDjGfZZUZJSYPmlICMAQ0htRxx3Q3J3AEpFSGCEEPEggLJQTVhwaibagNzxlgkuxSIw09wICp2/DUNMRUpfrLLoizIKJiyQBFzlXP4gHOapYqYO02JYnA457oMacIYn4Qcn53AssMa5QQ3dM6TCEp8ZFUxYoVEMUaxTwPKUakIV9TM8Mikx6XwBFFZKjyuM8RWMzIMHsc8y8PMGSE5YsSSFUOaQjKyGVOuUGAJWWGpCPNjlozwRAKRj8ZwXNb4jWYo1wz0Es/z8SiwSlKVEQbJMSMuc8I5VjzHw0Q0PMSSqGqwOsTl17igS0bMCTAkwIwBJ0yZ8wbWpUKgeZjrTFizQyv+DJqSSZNhgbrdW4sJKyIqBtRElIxYMmVBQ8gRe2gTMDM++zzLYxyiiVjJITt2xYCah5BILA4PcDzEEYaQC/Y619weJ25CQk1KThW2CyPvu6uEQnFiziGNxucYU2lKRoxZcsgFhmTssiJ3gkYFXGJGpRMGGGokOSNGkc/EHlGoCW5dEcsVsVixT8bEzKgbiSKgUSEDO2YUFKRVSaNi/HzBAB/HLqv4EseMcRVcsgdY5bCixogGScOud8zYnrBo9hiIkpE9pCQgZ4TwPRpPMGLOTnVKaEsaL6RghCPCOcHxPCClYFwJdtDt1unMsVh2cOS+xmYhHjUaiTVjrCkZe4coDxJbU0ifsMkJPUMkaxZGEniGKStGrPBwZAxRxChVU7FCVxfAm7MbnFATUypFs1oQkZMCQ7XierXker1Lak8RLGlIGbBgRYijxuIICThVO+yElpKKutJUWMbegqFXk0iHq9bsu4rD9eMUhIwoGGNQakRUHpPqBc1wF1EPyJSPR8M5DnmEQ9LGY8UQD8M5jmjEkMJcQtaKob5GQ4Tu+teAihVjxnKJc2CcwWfJHlepqgGGiAbLJWYY7VOWF9Dr6+yxZOWdYxmsmXgprrGM1Q0GrEhJWeAjVI3EY1daTFmwp66T01AyYNiOdBwv5gh2USLAaE1DwK45ZHzyMUBghEftBKPsM/giIHKfQeMIsWgShkBlfUI7x9OaiIqYmiCv2cszFCkJFQE1S/ZIfU2Ex8DfpS4cAWu0F5PYNeuVJSlWLOV5rLPMMk0UWKpgv10/Xi8ZqkMu2xco/YSlPyGrh7zeHoMTZI3AL4+ZskQRE6G4yPNoJAUDilPFI5wS1D6ZTfCkI3LHlCcvULsIaxWPsMCnQSKQVmP1KTU+HjCgpFgUFMUN0kCgjEOGMdEgwTYF9jRnJgfUXooVNSEOZT28esEj6gpD1oSqxpWWypvQhCH7fk3eHDOuruGzxqGwWgAxtmoIyoY8yAi8gFifMrBrXl9XlMPLCK8BFCYIWC+XTJJzr9rjXzjnXrXMXimeeOIJ9+STT362i9HT09PT09PzOYIQ4oPOuSc+2+W4Ew/kvaZc8vHnrvA7v/d+1I2P8AXmKaacMmVBgCZAU5PgYZFYUhQGD01J+2ZoaYipiYmo8ZoCayQVKWAoifFQTChoEDSEWDw8LDPG+Gh2WeEhUEgMITPGKAI8GnwMAQaFj8RRkDCkbA1OfDwMY1YURAzJUUTUJNjOsDxil/McMyGnZICPIaFgSMmamBVjTpgSoFH4FAxxCMbMSWjw0QgMARaBIe4MK7AsGKHxcDgcPnPGGCSGdveqNSkaj10WgEARklDiowm6+jscl5kRkxNiUIQ0SFIqJLAgIcAS0jCkZk2CIWyFIRwLUgqGXGcfCZwyoSZgypLHucbDHOIQNEhyhtSECBwOQUCDwXHCPq/jClNyChJqfHISznNChGHBiJyIuiv/iJpjdoioucwRERofi8MxYYXEYBEoYiQWgeN5LvB+/jRTCi5zREXILms0lgCNISSh5gZ7pCh2WCAxZAwYUHfXJiZjgEDgYfBpmJBTEOPwCcm4wAKLJQAsEkO7ZfiIojMQY2oCTtkjpGJAww3OAYZzzImpKBhQ47PPHIFA4ROiaAhRCCI0CyaMyHEI1qR4tMszKULmDPGQZER4WEZkPMZVdll0/S6lJiagQeBYEuPhsWZAiCFGI9A8x2We4gvYo2TEDIXPQ5wwZkmDz5gKgeEqF8lJiGm3aC6JUYRIHBc4JEYzIgccMyasSQmwLJhgsURoKkJiFDFl63GBRhFQEzAkx+KzIqUg4nVcZ49TKmIaAgIsJT45EQI4z5KUVrStCJFIbrBH1dVsxgQfxz5zXJyyw5xBvSRxCoPPnBiJwEif0kZkYognLMZ6hNRMWTAmI5djTuyQjASBx5AMi8SnIaRCohmjUAScsssuK2Jfs/KHKBMRehrPaox2uDDCo6GsPFKWBBgkkkGoiGWJIcQCEe1OUwE1thNHBIYBOSUJPpai8nHQSZVQELIjS4bhmpAGRYIipUESU9IQc8K4i6ORCBJX4YRgzQDDiIIpU+Y4FBGKIzvFVwXnmCM8jTQOi8PEMTESTUiFT0yJxNHgI2jY4xhFgo9HbTW+MJzoKbUJuMY+IyqkL9iRSyoV4EWGh8WMiJqSIWsGgENgKTu5PERwygQPx4SCUowIsBi38es6pSHgmAkBHg6NczWJgACHR9N5gAkiFBkBzihGImcgHQ5JRNWNdxMgZIIj5rQbV1MUPgFLcgZILBc4JKHEEKG68Q4cBp+aBM0uYFgywREQeQIhPVxTICioGbEgZUZKgiZhjqTiHBkxGWEnHi/Z5YgdxtRIMkaUDFgToLE4NAlLhmTEFFyAbhw3mFYaDHcJhueoRxdILn4Ju5ce4qv+9Fe8ss947v5e0ws8PT09PT09Pa95Pt8Enuef+QS/9K/fS3nl/+OL+Rhv4hl2WGABDzBACNRdeB+I6dYO7v63hgno7j/dsbo7Jro0bPe56MJ5XZhuo3A6/6B2IWDAw2ERNJ2hHNCg8Ag6MUEQYDqBwCIQOCCknRASUHfxPDTgkAh8agIsFoPAtd5HeCgiAK5zgQjFhCUNHrus8KlxeHg0OHwKUjSSBp8Ag0ZSkRBRE1OxZMQJu9QI9shJKGnaCUudUOAjEDQI9lhj8JBYAmp8agQBAkVDwooUH9uuI4KHRiA7sW1BiodlzQBNzAtcwAIpJQ9zg8ucILEUDJiyosFD46Pw0YQofCasUfiMyFEEOHxiahQhG0NOEQAORUDOgIqYISvOscAimVLgUN2v4zkVPpoBIHBdO0ss13mIY6aMWDGiRCJo8AgxLEg7EUKgCTuxaI3uBJpjpsQoRtRkxDhgSIEEjtmhJGKHFSPWhGhCWi+EAAU0KFJkJyQtGXHKhF0WNJ03Wbuvl0+EYsqKmvhMYAw7c6wgIqJBIyhJ2eeka5+YFQM8BBZHTUBNyJCcipiYkl1ypiy63m27/giuXVmJJaNOuGpwSELaqSmHnOOAXSIUu2SE1Mgzg7dhQIki4oQ9TthFUjPsrt+amF0WTDpvjJCaiIaCmJwBGSETMgwBrjOxJQ4fTd5JNLuscMCKlIiaIRVj1gzI0IQ0+GfCYdCZ0mknE0o8lqSdBCo4YrdbSBoMASGaAMOQnLCTf3x090lSd/KuOitfe31Cai5wRAMIQpadwNN0E05OmXYjwM2+VxJxjjkWR06Kxcd112BAwZIUh2TcGemiG1dqWi+nGo8A0ckMHg6fEWtyUnwafDICRHePSgqGXU9uxQuJJEDRIJGAIqZggI8mpiYj6gQ6Cd2YsmaHBo+kE2k8LDUhBCFV45GSk1Cc3c0ephMhw65/2U6gDLqepjoRzOAJsM6jIsISIhCUBERdOqIbub3u6gUoTCdlQ4QGTCf6RjRU3c8BJoipvYiAkIASh8OjxlUKiWsXj8cRYgCPBRNS1oxkxkruspYDpjIjJSOsa2SokCLCGkMtY4RwJDSdmNZ0z4QUR0Vo1uB5BN2zw+9+TvC7Z0+FbBeOJ8bgn10DiSWmQHZ1N0gsHhUDThizx4IhWfecM6RuTW5SPF9Sd2nMSHnI3cBzipEraJr2braBwPca1gxxDFBIhmSEuqb2Y1ZcII8exx+MCS5+EfrCl/KNb/3GP9Kz/F7c7b2mn6LV09PT09PT0/Ma470f+hSzK5/mS3mKyxwyZcGAVnDZiDcCGNxHWuFt32/fLHwjAG0EIsFNAciDTmIB002sMWefq3ajLtpfuDfnHOoszQCH6o6lKBywQOJjSYGqyyOBsxd+CzQ0OKDp0m/lizUejrg71nRxU0CjGVFRdedsJ3UJZGdQwi4zLnINS0iI6gQoOpGmNWxaYUpAZ4CYrl2Crj4OqMgZsqQ11gyK+EwGCjHsdFOWdlkjsOxzSoNggGLY+fpE5OxwwAjbGZZQdl4XDYZhdw3an3F9QKIQCAyik5YsUTc5wpITUTAmpuh+IbddrDb2ABihMazo9iOjpvWmOc8Je8yRNAxZYQmpiPBQ7HXTtfzO9ErJoSuXQ3KZ65iufSUScWa8Ss5xwIqdLk5DQo0Cxlt9qiDHh84fLeMiJ9RIluywx4KA+mzCiupMyJgSRUxOSkDDHgVDVigSNEv8zmNmnyW7nTgmKQjQVAyIqbDQeTcJ4q78cdcmHlChmABDlkRdPxBsBFWPlIKHOKAiYI/TTpRsvYgEm33iBCkF5znpPGoaBswJ0e30we4a+117jGm9Sjay3UbKbfthK5QqAgQCiaYhZoeAiBpBzeTs/iwRwIQ1RRdvW/z1aUU4A2gEHhWiy6kkBmCHJTHFWXgBVKyQndQhaaftNYRdXVvfwE14KDnHkgpQSAQxO6zYCBqy6yPtmRyJ6UQWgehkXgnsEBJhkd3Y4XV5J0iSro/XwITN2NP+3+lExqT7LmkQQEmBhk5qAUVEgCKBToStGLJAdPf8iI2wLYkxnbdQRjtBzhEQIKjx0e1mhVhsV3YPdybCD6hfJL7bs/u7Je1uLINhQEHSXaNNPLsVZzP2ba6NhE7iBEF+Nna03msC3QSIxqeiHUtbqYRupAPd+b4EaDQBY+atWGg9Iluwj4dPQUC3+2EdUGNIqElYAYIar5v2S+cPujx79sRNc/aDA13ZObuWlpiSuuu3CoiIO/HtZh/c9DsH7AKWAB8PT1RItxnjViy1wGPJHo6LW20esHnGNegGXAM7LKg7uTNEt+OlLkkoKDhhXj9GgYeIL9KomiDcjFwPll7g6enp6en5vCCrNb/76WP+3TdfRIhXd0eDnp5Xm6deuMolXuBhrnOZa0xuO/9K3gF3epm80zFv6793h/PbYbbjb78Sa+BCN0UCWkNr8+LO1v+NYWC7Y6YzHNxW2tsb1/rcFDLgphilMWdeTD6tyNGKBdvxTWfwm078cGdl2XhfsZY7AAAgAElEQVRMbRMAQ5ozY0tSYmm3dFfcNJo2htglrnfp30wv5lZjJwVGNJ1x057bCG2gaWiNzdZg053B05x5YKXUGI47Y7ZNY9PGghcbVq4Lo7DITjzcGNCt6a06yQtyijO5IeWmgboRwTbY7rqKzsx2GKYcnnmbbZdl03+HW2WJcWhUZ6jdOBMbA+pu8eXyzKBtyGg4IenaWABD1Flf2ggoE+qza9+WOzsLs2kfttpn0382AsB2H9t8NxjG5BhybHdsY3xvBAjXtcOIDEN2dl02ZdvOczv9Ieqs3qLrj153tu2bzZm4aynOvO+2093QLjDszvLeFoY5K7MjZI1H68G3y81+mmyV2QAD3C19O+38KejOw619DejEWIulYJfiLH/FTW/BjcjRrs20Scd1/b+65Xrd9Ey0Z+206VubtDfi8u3tCy8Wuw11N7XrZhqb63izrdr+nNP2jyEKaPtd0NV/G9GNPRs299Z22ptrsOmb22wEP+5SB7i1X27H2xBt5TfAYbt7etMu+rY4rqtTex0VtvtuMZ3HTxvHshmfmrNrLoEKx6AT+W+ODy8e17f73zbb/S0Bhp0Ie6dnTdv3oP0ZoCG4bTLT3tm9crPPbH582Nybm+dOW2eH68SdTfolNaIS1PE1mvmA/ELObDHnwvmLvBr0Ak9PT09Pz+cFX/K3fw2Ab3zTeX7hP/qqz3JpenoeLG51zHlOucDxi8Sdz2XuZtzejduFifvldqEpvO3c7V5Md8vnbvmK285t4t/+Yr4xaO5m2GyzEaluP3Z7uvFtYe6W973abGMcx3dI7/a8h/dI5/Zy3H5d78dQ2fYsuVv426/X7cLLdjq3c7c079UHN+1z+7Ftg3O7TLcbovdTpzvlea/+d799c8Od+rS47fy2MHQv34R7leOlynKnet1JoLgT2/ftS40Z221+v9zpunlbn7dJb/v+cvLZ9Kc/yv3xR+VO7X63fO+n7e42NsH9eZJu53M78rYw9yrHdhq3jwsbvNv+c48079RGrQdlha1OOYn3sasrzNcFF87fo2CvIPf7fOzp6enp6fmcpdbm7PNvfvLos1iSns8HhBDfIoT4lBDiaSHE2z8bZRiTs8eClKr/Ne9zGHHb/55XnjuJMT09PT1/HHxgH8Wl6nnc9U9ymtcvGeeV4oELPC/1kiOEiIQQ/7w7//8KIR570GXq6enp6fn84gt/6D23fH//M6e3fNfG4pzjyqy4RQzq6Xm5CCE84B8B3wp8MfAfCCG++NUux0isucSN15T3Tk9PT09Pz+cSj7DiAh+nWC1etTwf6I86Wy85fw64CnxACPFO59zHt4L9VWDunHuDEOK7gZ8CvutBlqunp6en5/OHDzw3e9Gx7/759wPwT/7Dr+SX3v887/30yS3nn/t7f/5l5VE1BmUs4/huDr89n0f828DTzrlnAIQQvwJ8O/Dxe8Z6hdl1n2Gf7NXMsqenp6enp2cLCVzgeU6rw1c1zwfJ2UuOc04Bm5ecbb4d+N+6z+8AvlH0q1/29PT09LwCGOv4jp9739n3j/zoN99y/j//xQ++SNwBWFUNH722ZJ6rO6b7S+9/nqN1uziic47v/Cfv48t+9Ne5Miv+WOV1zvGv/vDamRdRY+xdy/DHpdaGZdk8kLStdWhjXzrga5OHgCtb3692x25BCPF9QognhRBPHh8fv+KFeJzn7nudip6enp6enp4Hw6SCcX3wquX3oKdl3+kl5y13C+Oc00KIJbAH3PLGLYT4PuD7AB599NEHVd6enp6entcIVWP4pv/+d86+v/dvfAOjOOBr3rDH7z19eo+Y8GU/+utnnzfePLU2WAvH65of+tWP8kO/+tEXxfvan/4tvvrxPf73/+wtf6Sdut754ev8l7/yhwB8+G9/M1/+d9pyPP0T34rvvbK/yWymrT2ItB//W+8G4JM/9i08d5rzpovjVzT91wLOuZ8Hfh7giSeecC8R/GUzYd0vtNjT09PT0/NZxgfGvn7JcK8UnzPPfufczzvnnnDOPXHu3LnPdnF6enp6ev6E86Yffg9X5+3Ww9/71V/AI7vtPg2bY568VYC5PIn55I99y4vSeezt7wJaQeSLfuQ9fN3P/NY9833fM6f81Hs+dV9lfPYkZ54r/s8PXOGxt7/rTNwBzsQdgD//s7971zSWRcOP/18f5y0/+Rt84sbqruG+5u/9Gx57+7u4Miv4Z7/37NnxN/w3//q+ynq/zLY8jt70w+/hW/7Be3ns7e/CuVdcw/iTyjXgka3vD3fHXmV6Z+ienp6enp7PNlUM3vDV0y8etAfP/bzkbMJcFUL4wAS490+rPT09PT0992CzJfqGv/MX33z2+dd+8Ot454ev851PPMI7P3ydH/g//oDP/OS3vUjw2ear/+5vvmSef/HLL/POD18H4Od+5zP8e19+CefgL/zDF4szoSd529c/zs/+m6fvqz6fOlzzjg9e5S9/5cNnx37qPZ/kjeeH/Isnr/K+btHob/0f38s/+4+/ip/5tU/xjrf9GZLQw1rHD/zKH3Bt0QpbX/vTLxaoHnv7u/j6P3WO33nqmO95y6P8xF/60vsq1+08f5rz9T/z23c897q/+e4XrW00yxW/8YlDvvOJR+4Y53OUDwBvFEK8jvYd57uBv/JqF0IzBVnC5+1MuZ6enp6ens8+My6zs/e6Vy0/8SB/UesEm6eAb6R9yfkA8Feccx/bCvNfAF/qnHtbt8jyv++c+857pfvEE0+4J5988oGVu6enp6fnTxbOOT7w3JzH9gecH8X3DGutO5siBLykeHM7//i3n+bn/59n+N6vfoyf/c1Pv2T4bdHio9eWdxR0Xg7v+oE/ywefn/Mj/+pjdzz/j7/nK/iGLzzPF/3Ie+54fptn/+638bq/+e6XDHc7H/yhb+K/+hcf5rc/dcwbzw/59b/+dS855axU5iXLFPqSp378W8++b7yj4OUvbP1yEUJ80Dn3xAPN5GZe3wb8A8AD/qlz7ifuFf5BvNd86qe/gb3iQ4jqFU22p6enp6en5z45jkOe2f8u3vJdP8zeuQuvaNp3e695oB483Zo6fw34NW6+5HxMCPHfAk86594J/ALwi0KIp4EZ7S9dPT09PT09Z/yj33qav//rTwHwL7//z/DmyxNC/9ZZxkpbQl+eedEA/PZ//daXJe4AfP9b38D3v/UNAHzzF1+4RbD569/0p/gffuMp/vBH/hzTQfiiuF/y0ISvemyHDzw3f1l5AvzYt7+Zt37heR7ZHfDmyxP+0r/1EHHg8ZPv/gT/6+89d7N8v/whfvgvvHjX7UHoUahbt3i/l7jzP3/vE+ymIX/jHR/mM8f5Lee+8sd/4+zzp48yvvef/j6/+FfbJfS0sWfTun76L38ZX/bwhHc8eZX/5XdvTvv6n77nK3h4Z8C1RcG3fMklvv+XP8i7P3KA0u2i0TtpiLW3/sD0iRsrvujSa2OtHufcu4GXr6y9ggTn30jx3IdIY+BPiMizueJ/kiePGdr1CwQ3y+u495oGjtZRSnT/5UuEv182ad0PhvZFW3d/Boi4WRfbnd+k67rjL5W+7f42BsMmXtUdu5MhsQmziett1UVshTHd9+3+ILbibo8QHnfnfq6T3frblGO7PLeHZevcpixN9znszunu+GbvxO30Ntch2KrPJsymLptrZnhxXasurH+XcpquPJv0NuXb5Hf7vbapr+Pe7eS6cm/ibeq8qavX1V9v1SPk5jXf1FFvxTfd98FWnM09o2n76aZMaistfys9uZWOd1tdBLe2ad2lvUl30yZ3Y9vJcdMuGihvy0d1ddhc7+2+vPm/3fbb44jHrW20fR22+/qmT2z6xe336L3GhO2n/yYvsZXOhk17bfKyvPg+3OSzPVZsyvxS4sH9jPPb/WPTx6G9dopNv5EMsGweYQFtX9u+Z2x3fFPOsjvnc7PtNDfHsM2Y2Gzls6nXpl+LLpwGEm4dp7wuzub/pn9s2kR06bZjcMhJsM/zvJn40bcyvsM744PigXrwPCgepAdPYyzGOuLgXo+Snp6enp5Xg6ePslsWSt5m2+Pj49dXfNvPvveW8+/8a1/Dlz08/WOXYeNl8jVv2OOX/9N/5yXDG+v4vz9+wNt+6UMAvOcHv5bH94e8MCt4/bkUIQR/619+hNftpfwnf/Z1N18A7yFE/Xe//in+4T2mc33HVz7Mz3zHl9/iEXM773jbV/PEY7s0xqK0JY1uvqb96h9c4wf/+R/eNS7A4+dSnrlNCLobt3vj1NqcLep8cRxzbhTxkWvLl4z3SvJqevC8XB7Ee83hb/4cy/f9Ajv6qfbl+RUWeTYv1xsjYMPtAsm2Ybj5DDfFgW0jehM/4+bL9rYxWndxNi/83lb8EonAnqW7Ma59IENQ0I4FERmC5qwMEe2LekWAIu1EAIlEIHF4WAyKEIWPxhFQAiMaQmCNh2YIVIQ4DAKfGtGVc5N+zE0DdWM46q6eVVePjXBgAEWExhGiOsM3ROC69g6oCTD4JGgMDo2P7kq8ZoSkIaHCw5BQEqHQBGgCBE1XM4goCDBnhtKmvUs8HB6KuDN4KiQKH3BIVoypiEgoiCiQ+F27tqZPANQE3bV3lHhIIprOdPdRhFSd+NGaWG2Lb/qOoCYlJ0Fi2eEED0eD34UCgUMRYLqWkxgicjzMWR9syxBQMmDBCB/NgBwPi8QRUiO7lgbdlSRGY5Cd+avxafAxhJwyQWIJMP8/e28abFt61vf93nFNezrDnbqvepDUEhIqMUhIoCCHQRgbFSGeMMFMAUNiEhsItmMSQyiwMXZcTj44oQKIJOC4YmzipIJtuWwGYwggBMQyRgqIVnfrdt/xDHtY4zvlw1rn3p5piRbG9PlXdfW5e+817netvZ7f+3+eB4NjwRY9Hd0IrUYc4dCcssSjyBjYUZARmbPF0KOIKCKCgEdQEPBoduQEJB6NRLJkQyIgCRgCkkRNyTF79GRU9DgiPRkzhglEjMhF4zEMZDg0DkGc4ERAM6AJOBQdFRkDccJXHRqPRhOIaK5zgWNmGCIrNmQMOAwRSUmPpWVGiyJgiAwoPJJbXJi+J3BoOjQLaiwDJR0nrNhRUVGzx3r6fhUCiUeiiSQUAo/D4BAcc0BOQzntvyBN4zeRMbBhxh3m07XdEzDM2QFgJwRi6Smo0QQChh0FIMmn87ej4A4rFrQoPA0zJA6HIaMnoyOiyRgYMOzIkSTKCU9lOBoKxDTGcnpKejQNdkIbaw5Yk7NPTUAQEJhplCUCAYtHTmBrRFqRiABKGvR0x3MYBgwFbhpNiohB0ZEm7NVQTXer8czmeAqOUEBLxVNcwhLY4xRLT5juzAlJRE4gTlHSYOjoKQno6T4ZMXRIxLScJBJQOHI6BIqAoifHkIh4PJpT9qhocUg0CTuNzxNW3GGBIycgkDiW1FzmmBrNQE6crtAeO93FEg0ZPTknLMkYyOiZ0bBlxpyaCMxpaTHTPmkGBAlBRzaNfxgo2FGyZE1Bz4x+AkaBgMTiaCnxJI5Z4TAIAnMaFJGEYCAf788yp7GXKS69lje+5bN5xye/Dqp9Xk690HPNOeB5mmJMPPKX/wnf+Dmv4Vv/4Otf9vWf61znOte5Pja9GLD4tAdWNH3Ax/gcBwrAo9/zRciP0b3zfGoGz7bzXFq8eGrYs/XX/vEHAfi2L3rD73gfAN77aze4ve349qelbv3Yn3kHv/DoEd/4Oa95RgpV5wKf9O330qVeCjjZ9R4tBX/3F5/gu3781wH48T/72R9zytkLbeuJo+Z5C1T/jT/2Zv72T32Y/+aL38jnv+HltS8/Xa80wLP56Adpf+H7aP7NT6L46F14AIAbYUkTDUNKE0rgLpRIjGCi595MaQJqsmlWtEdN4b6YHuNzPGIKwHfMKBmQhOnhXlNOD9ANBScssPRc5BRNoMOyo6TH0JJRk6FI04O1pMGQkGTTOhty/PSQ7tBU9Bg8iYilZzEhkzUlAznDFIg6DA0FtzjEo5hPYYFhoKBjxAqwZoZAktOS0bNlzm32AMjpucAJOR0Q8BgMbgJBmjULBixzWuacMKfGTmAmTQFlRHDKnGOWWHrm1GQESloaLC05Y4Cl2FHikSjEBCwELRkFjgXjfW9AYvE0FNxhfwp6PQUtFzkhTIEmgCHQkOHIiMgpnA/kBBosasJAEcmGOSXDNMs+UOEoCDzFHjUzHJIrXOeAHQGLxWHoyPEcMbrxPJYBxW2WWCK3WCGBBVsyBsrp/PQYbrM/BVUNDRWPcYUch6GnoGWfNQsaFnR0qAlbjAHtB3mQhOYhHmWPjjvsIXGU9AxYTljiyKbjGzjkDjmOU+bk01x8QLChomRAMWCJk4NFTyFrRgI2zGixGAIzajxQMWDp8QhaCrbM2LCkosXSUTEQp7F8yB3mDJxSkZDMqDE4TpjTkZMzUOJIJDSOcBdsycktkGjIucUhG3I0AU/GHqcsaNEMDCiuc5EBg8Wxx3aCWZEcR07PPhsckoRGTd9URODR3OCAHsuWGR3l5PIQLDmZljPUE5zZZ4PG0WPJcOyY0ZJxhxUzdmyYAZLb7BFQdBhewzXcBMMWNNNdIrLHhoFsumoDLSUthpwGR84tDvBIZuxQwIBmwW4awx03OeQ2h1h6HJYdBVe4zSHHSNKEyQQHHGMmjDeQ0UxYQOO4xBFbZigCW2ZIPG4CLiCYs2FHiSJyk31aKraUHLBmTsuMmhNmWBwHnGCIzNixpEET6FEcccAdlhgcCUlPgcCT4SawMd4B1sw5Yo8WzYyOgpa9CbLJCY2WdOT0E7SNmAl2eRRr5jzK/bQUXOGEkhPATDBPc5MVjhyN52GexCFY0E6gXtCicRjusE9OD0BLRobjMrfICAzTfbglnyCaZ6CgR1HSs2CNgQnSMR2vpaJhNo3JDSU3OZiWK7nFgvs5opmuJ0Ugm0B7JCERE4IGjeMOc47YR5J4kKfosLSUBCQr1hjCdC8d4fJFTolEenKOWaGI02+QZnZ3LG65xC0aOcdF6MlZUxKRZPR0FKxZsKbkAkdUtHgECwaWec/AkrZ8FQ++5vW87U2v55EHXgXF8mX4db+nfyspWv+uSUrBsjDP6AByrnOd61z/rmrbOWaZ/rjadX8iFWN6SeDlw7d2z/j3T/35z+Fz/+ZP3/33rz5x+oLL/kdve+BlgTsApdWU9mP/uXy5wM6Z/tCbLgPweW+4RGEU+9Vo933Lg3vP+WxuFI9977tfFJA9W7PJ0fO1n/0wX/GZDwJjzZz/7U+/nT/1g7/4jM/+0U+/nz/19gf4Y9/38894/cVA0qv2i+e89kmX5/yJt17lSz/j91WR5d8TKu57Pf4zvp5cFvDYz3G03bKlHGd5TWRNyZo9JB27TtNgEEgW3OYKp1S0pOkBeEPFk1zkNhcmd4lFAPPJCaHw1BOIAPAYFAGLo8DRozlixW5CJh5LPQGdq1znkA0OxeNc5nGu4jHkU/guiRR0RCQDhh47IQhJRwbAig0XOCajw2FoyZFEyskr05Gxo5zma9M06yqQRGryu/hjR0VOx4otBT2SwG5ykXRkaDwrthywnvwDknp64JdEKlqOWaKJlNQIEhc4mZw/igGBndwyfgryNszuBh4rTnkdj5PhGDC0WCSJDss+JygiLQU1FQOaK9ykpGXHjDUztsxgcgLsqKb93bBky4yGkp4WwykL4hQgQcIQgUCGR06Olce5nzvssc8J93GbgOKYJccsyHDcxy0sHb/O6yioucia+7hOQvM4lwnoCc541sy4xYqGglOW9FjSBKwUAYjcx01KOgTibhA8Y2BH5KNc4Q4rlmx5LY9T0U4gbs4xCxoyZvQoAh/gdXgkSxoKWiSRDsOcDj/hHUFkyRaBp6VAE7ifW4QJajVk7LOlw7Bjxikl93FMN7mmTpmRMFg6anJOWU54aESEFTUrasQUuGb4CRmNXhrNg9xhyZyWixyTgDuscNN11ZBzwDEPcJMGy232OWFOQU+OZ5iQYk+GR01OJsuchgsc02L4KPeR45hRc4NDBInX8FHOEnIsLRdYT9dwmvwlGcesuMkhW+ZUdFzkNiX15NPI2FJwnSvTNSnop2VGjQ62ngI3OTfusOKYPU5YUhEZsNyk5BYHd8FsjsMDl7nDLfZJWEp2HHJER0ZNyeNcZsuMAs+OjJz5NIbhOpemc13B5MhYUrOmxJFzk0OucIucjgU1HssNLk5gOk4OnEA1Ie3bHKDxFDQMk6NqPTnWmK7dExYEFDenz85oSGjWOHaUBBQzthgCDs2Gh3hQ3KJKDacseIIr1JTk7DAEbnGBROCALXJCsm6CK8csKAnc4r4JvkdWeUePRjgIIRLo2WNNNV1DkYgj44h9HCVJSuq4IuN+WjFjoxYMfvRWjXBT8X4+lYvcYSFrLqotMjrWoeQJrnLKgjUFAsFlbmBpyXgtc9pp5Av22bJgy5Mc0sk9FrqhGDbc5gJiug9nE8Re0WLFHW6lBcdij01a8RQXRodR5tmKSzzJAXRragx32OMpLkxIJ7Fgx5LTCfJ4JGLyWBp+k4fJGegnv9oBGy5yzB2qydnleIrLrKmm3wJoKckZyAgga2Z2YEPFU+4+QpI4aSjsOLaInk2qGIIip0PGxL/htRgC93MTQc2aA7YcclheZDabs5hVYMtPzI/98+jcwfMsffJ3vJdLy5yf/NbP+YSs/1znOte5PpH66+/9EN/307/1jNd+46/84WfUq9l2jnXruLr3u/djE2PiydOWn3/0iL/4Dz4AwC/91+/iwnx8YHIhYtS4jx+8vuGkGfjyH7gHFf7c572W/+IPvp4b6473/tp1vvP//vUX3NY7Hzm8Wy/mla7b254hRO5fPReuvFTten+3K9m//Iufy69+9JQvfvMVhBD8t//0Q/zSYyf88Ne+DSEg0y+e3vx04PRHPu1+/rs/+akf9359rHqlOXhgvK42u5r1jQ9z41//S45vPcmNOnGzLyjKEisHru0Mt31GTJ49ccrO5wjvOOCYBTvWlDzJJT7KVXYUJASaSIUDo1k7S0OGBSw1+9RUWU8SGXeGGadxnBW1ArSALo4pSmepVrsXP4Rn6Cz1SjMmAvUv+DnPjJYwpRjIKR2mw5DTs0dNh6GZ4M44e1sQ0c9IN3shzagnJ1MkZ5jmzcckrVOWd/chp6eiY8VmmlHOJ7eE5A4F/nnmWc8Ak8UzoDmdXB3Pd0zZNB/eY59xnLtp3Wf7GSfwNgat3TRjPnsaINtOgfb43YzpUaPn6wykPXtfz/ZHELFTgtiKDcMUVC3YTS6DxIDiJhdYc8AOTT7NkD8b0l3haPK7ZOT05Azc4IBTFne3f3Zen778853Hp+/n2fcwZ0dCUpOzo2DFQMn6birNgMEQWLIhInBYWiwnrDBElqxRBBbspsSkfAKEmg3V5BgYx8c+G8QENASRGR3ttMyYEiSm0fb0CijjCMyelmrlp0TEp5+rZx//GXi0U7URQSKhCAg8akp1GlN9NH5CpAMJgZ2wU0/GlpJmSlfSOBwaQaKkZZ8Gg8Mxpr1pPAuaKUVO0mGnFLvIjIacjpyBDXNaShI5KrNsUsnRIOkxEzLpOOSIigaPxko1gr7YsaagYYae3CrD5A5sprS9ixxhiXRkk7dsrICSMxAQzKdKRjtmBJlxIR2RiwGtA7sh44g5NzkkIjigRrNlTscCR2SgQ09jO0xumhkJy/XJiWRtwfFQATULauZsp3Oi2VExUGAZeIhr7LNlL+9wQBNmDNEgReIkVNwWFyjlgPIDW4q7qUAgOWJOiyRHUOWTpytKlhb2rGPTJdYxRxGp0obGa3wQFDTsmQ6ncnbJokWgIlHMZ7Sdo3aSUwp2qWTX6zGlVUElOg70lj3h8Klj22lMnjFQcEJJkpq28UR6KiLL3I1ppDGxHTTRGrLYkcnIQrZjCmnwaOVZ0FEAA5FtMKjQo3RkkDOOuMAOy148oRIN1syoo6KJGacdbChpsESy0WWTQXIQIng8K9rpehjH4IoOjaMUHs0AKaIm6HPMnDUrIJ8SvDxLevayjouqRilNTYacHbLzCdWcoJInExEZOjwJR05Dxs5ZtiGb3KxghefA1uyLmlUVubTc482PvJp3fsojXN5/ed07cJ6i9ZJ19vD5ie7mca5znetcL7d+6kO3+I//l1963ve+60s+ma/6rIeAe/e593z1W3/blJgP3djw0EH1O6pL9mIukh/6mrfys795xA/93Fig90vfepUfff+1Z3zmrHbMb7feX/7L7+Jgln3c+3muF9Z7f+0Gb7yy4IGD3xkUTCkRYkKrl6ME7cemVyLgOVMzeH7xw7d48qTjpO75yFFNSgmZHM12x2m7o3cRFxS5hM739F4SbEYfNHULWk4FczXs5dAH2NRgDbgAMcI8h5ig81BkEAO0DqyEZaVpnGfXjKDnrHBliiO06eIIbiL3CrOe6QxPKgFyemw9Kyrbca9ezxmceTbYACindJuaimIK+kcvjWRNhkKzKMYVuQgpjOs+S1U7K8ZpAIlnQTv5Q+QEeiInz4I2Z/sl8czpKWWktON53Taa1o/rVkBlxnM4hPE4+um4JfcKj5ppvwsiA5LdCwT8Z/uwYot7Hvhh8JwyJ+OsEK1HTevdvgRocqZnw5Z7NVH83bovcUrHOGIPi0YLcGk8t8+GaU+HWwJNw5yG/G4x1GfXe4J7RWLPiqL6Z71/toyevr9y+n9hQQpICTYDKDxLWhokc5qpls7o8EpoMqCg53RKeVrgCGiOsPTT+DkrPn2GZLKXAKKefUxnBWRhHD9nBWSfXlRWPe21pxdwVtPnzwown61f8MzryT5rnc+ns/pVETACQoJSw5wtGz8CgTEtc5h8Mi1r5igSDXpy2ik0gRLHXDiS0kht2fqMU6+ppKcQPZlwaF8TkZT5iL22nWEnZzRRI4HmaftacVbTy1NOJZUlkpMphW5GzXJKodRIlM3Ii+D47CYAACAASURBVIIsz9AikULPrW2kDhkuasR0fH2AKoPCQCE80fU0XceMNRUtCsWgKzY+HxGZnlEU43c6BGg7yKQfR4Qar1EhM5BQ0qOCo6BG+BatBZ6KY72ijjlzk1iKhr7b4T20qaBRJT6N4yoJmFnYnxcgAkYoXnd5xu5kzc3tGhc0aAXR0TQDdZAIoSh0IBeRKDTVaoVQhhQjdR/Ytj2l0aw7j/NQaPATb6xyAwJS9AwhUWQGH0AEz+1dYpGDsZpMC1wI+Jg42SSWCwidx6YeKxwXMs+qsmhtuN0rUr7AhYDsO442W+bs0FKjjSWSqL3kOBQszVj9J8/GKmHNAN0w3pszA/uLjJNtz64bwVSpPXns2fYRFyV5kaG0Zt1BcKDN+HuUBJQGhuk4NTCk8dweLgoWpWHbubsTjnXrENFTpg7nB057gSMjSM1uGNc1L8YE3D4mnIPKai7vlWRGcXVV8eCFine85gKvv3IOeF5Un8gHoc/8np/gxqbjmz7/Eb7lC173CdnGuc51rt//Sinx8Lf9Y/7O172dr3jP6ET5yF/7InxMGCW5uenYdo53/a2f4S984ev5zz73tR/Tuj//b/0LvuGdr+bL3vYAn/7d/+wlp5Z+0uU5H7qxvfvv937zO/mky8/fuej5WljHmPilx455+6sP+LLv/3l+4dFj/v5/+ll8xvMAGICv+qH38TO/cfulHtpz9J1f/Ea+5t97+AXfP20GHjtq+JSry99zqWjn+r2lVzLg2bQDjx/VHNc91087PnJry6bz7LoekaCNCS0SzkOWSa6dNLTNQJVnrOaW9a4fPQAR5jNNSILttuO4duRaEkMkKjBCIqaI1RpN7z0+RIzWFMaQUqTue5RUxBQRUhJjoB+gn9qXCMCNVAQCGANGw+BA6zEIGSLUzQiHgoDcQqXhpIYNI9gI6Knuw70AfyY8jZwzhHuddpYadn5c/uJcEUWkaRNlBpse5lZgtCbERKZgUY0Vi45Od8SuhRARWrIbMpo4Br562qeuH7eR2xGQFQaEBCME1lh8cAw+0fqxRs8qF9yuE1KMQfWuHwOas/0fXXJjoNu7e12IziDRszveXKCeUuokljNYFO+mo50BHgEoBW0YHTzA3XP3bD0dODz7tRFAtZwVGjZELBEvC1zUaAOZhbqDLpxBq3sA4qx7UDW1ZRJyDMi6bjx/IYFP9zoqBaBQ4zKzErZjGSW0GAPuPt7zx1yqJnAYoLRjQe7OjzFx8lA70NFjUs+e2dEMkn5KFCwNnGGUE1fdBS1lBnU/7o8xYDXkaoSadX+vU88LKQesAj9BvUyC1DC30Dnoh/F4I1Cq8XisGq8VLaaOXnrc93yCFEqO0ErKqXZWmLoKTeRoN42l0o7viTSOIRfvgaEzkFnI8by7MF6Dq5mm8Gu2NSgr6YcxuM5NZPBwZ6hG4OvH9bbT8UtgLsdzlOsRZG7aqXi6GNchhefA9KxKybaJ3OwykJrh7F6QJngMLAwsy/Ec1929bWTTOTjrcGbV+LlFkfGp968YUqJzkZ1zNM5z86hm8COQJo7HWpUCkWDwiRDH8bIbIBOeue6xMtIEyazI6KVmnlnq3pMpwRAjB7OMdePYq+x0/QiO1g17haWLCWIkRChzTdN7CqOph/E+KoTC+Z7tMI6jGEFpTa4VVampW8delXFlWRFiZJYrTjvPnXWL0mI8r7uemMARcCGihUQIyWqWkVlB10WWpaX3nuNdT9c5FkXG4SJn3Xq6oSMJQ24FB7OCwihub3usHmsCtX2iHRz7yxwiNC7ghkgk0feOzGq6fhivUyG4uKq4uipRShBCpO49vY+U1nBts6WtHTrsyOT4PZwMCqk0UYxAZm+WU+aKbogQPbXzKKWIAQbv6YbxnmitJIRE3SeSgP1Ss19lSAFPHNcj6BQg5OiWU0JgtUJJSecdVWaIQbAoNasyQ8mEUQopYdMFOuc42Y2/JiEJuqFj8LCsCpwLHMxypBI0fkBEyZW9ioXVvOnqkpQEr7404+2vvvAid4OPT+eA5yXq//p/n+Sb/vexk8i5i+dc53plKsRE68LdmiQfjz6W2idneqlFgb/6h97Hv5igydMB0pn+xh9/M1/4xsvMc82r/6vfvlPzG64s+Cff9M5nvBZi4jVPW/ZHvu5tvPORCy94XP/0m/8AX/GeX+RtD+/zP3z5pwPPLfT7sepb3vU6vuldj3zcy5/rXE/XKxnw3Np03No0rDvPya5jCHBj3bFtB3KjON4OuBjxMbDtHNt+7NajpOBgSqNMEQYfsEpxp26IQtF5x3rTc2sbWORwsCgxAnwMlJml6TwhBKSEMrcsMotQgl3nQCSMkexqx+1Ni1QSJQWbxhMS2ClrZdfDLIPcKrSSaCVQUuLcQO/HDk3SGLxznG4Su8iYLpHDtpOclV9fqMhhCWtZcbSewIsEbSF4KHJY5obBJ5KIHM4sF+YlKY7TvArBzbrBSE1pFTeOW2L0GG3IraJzjl07cFInjIG5UexcQCaoCkX0kXmZ40lEH1lUlnUzoDV0Q6BtA/PCYI2i9x6lJNtmoB8mtJBGCHPmSRLTH20/gq/BgfcQxRjYKg0HeYSupnESnyQiRUSKHFOglaa0YxC560fnghLgHWwmenPWZtgBpRyhQJhghFZjcA0jTOji+JkY/Vgo2UYyK7nVZRwuCtzkBEhphFdHu9HJ0wMrOwKBkMaZ9lUm6FNCRKiK0cHhY6IfArt2BAjdNEYW1QiB9gvLkBxHJ4kiA2M0yXu2E2FZVYpZoTjZDiMslFBkksJqtJKEGHE+4GKgazxZarFGUhYW5xJ917OhIEkNEwwxcjx2KcBoiRIKYwSb3UA7wNbdgyZnrpmzdsw9I+BZlqNrQk/jPYYJvgjQUhJjohlGaqHFeH627QhyZtlUVFcIisywbXu0kCQ1Tsb4ONIhHyCp8buNcQx0pYBlpYgxsW3H7kzWQNuO34sSYCzoBNseyhyqTGEYiF3DItP0QqFlRPpArwqOO0mRK5RIDD5yvBthbK4miKNGeHd2vELC8W68BisDyyxnb2Y52rUcbR1hOmYmV2CM434XGeRGIhAMLrDrRqBXGfBiPF4pxuuiKiSHs4I3XFqSZZJcKzZt4Ldur7l2Z4sSgqZPpMmutMgEWkm2Q6CZgKE6g2lm/M4zIyBKhJbMCktwkS54DgpLlRtOhwElFClElJRU5Zh6tmkHTmtHjJEy0+SZJleK2vW4QbA/18QoWTfj/VoKiZKKPNNkWpFSYllaHjyouLIqONo4ajdw46QhKkE3OIYhctoMaJmw2nK4yhk6h5ISbSXt4Mn0OIa1FnRDYD6zXJ6NgGfoPfPCUA8BJcdxLZNAKYmUsG0d9eDoBs+yHIvBByLH6w6pEvPCIIQkRbBGct8iZ39R4l1k3Qz0KRFCxPvApveE6Lmz6+n6SJkpysywrh27vsdqidXjObq4n3OyHVj3A0ZO7ppdj2OEj1JofPQ4F0a3U5ZxsCjRMvHE7TWtS5SZZlXmNJ1DKsi1IrcaaxVWKlzwCCEprKTpEg8dlhitOW46dvVAOwQaH9gNjhQFy0qzKiwCgTWCbRfoes9+lXFxUbBXWS7MCxCR11xY8GkPvrwdtOC8yPJL1pd86v13Ac+5znWuV5bWrWORa77+h9/PT37oFgB/8098Cg8dlPzd9z3Bd33Jm/hLP/YBfvwD1wH41W//AgqrMFNgAnBSD3zad/+zj2v7//yDN3n4sOKRS/PnfX/bOSqr78Id4DlwB+BL33qvYO2VZc719XP7Iz+9O9IHr2/4lSdO+PQH7hXr/S9/7APP+PxXvud9PPgi6Tlf+N//DAD/6APX+dzXX+PP//1/9Yz3f/Q/+Sw+46G9uy6b5+uo9PBhxUfu1Pz4n/1s3nT/y29lPde5XolyIdI6j5SK/VKRErRDILOKdW3wIdC7RDv0VDrHx4RPCSMgs4bKGha5Zdf2OC1JCC4tSnYuEJuEkgMXFoIUJVYILq1KhuDpQ+LqLCcRONpF5plkUdoxkI+RvdKileJGbMbgsw80vWeWKzKtqLuBJOCCEWg9JthkVqGFYH+eU5g5PgaOdj3zQuNDyaxoOd726JSRh5ZowURJipF9GzHlHqn2WAV5NmU0pDH4REJIict7MxKeEAUPHC4ojOZk246ujTTOPFup8CmwaxR7ZUaVa7rec0MKjPFkRmEwLGXEKkVuJVFICi158nhHGxzdJlJoxX5ZYuaJXR8RMnKxKjFA4z2bmce7QOcDRmmUSJy0bkxVU4LgE0Y5UkoUVqD1+JoLiVmm2JvN2ErFKjToGGiioE0FttejM0qBMoLCJnKj0Vpw2jhmO4hydHUUGcwKqIxlb5Zx83TH4BOFVWgZ0BqMkjR9xDlIShPRiFIjjGLfBu47KBgC3FlvkUKTEByKgaYfHVilGQFeNwRII8xZ5RahJVZpMgV1FxFqwJjEpgmIAebluO1MK/JcYZ2gtv3oYkoeP0EpJRjr7ETN1cM57TB2DPQ+klmNNZr9YgR1cQhcr3v2K0nqW4LrqYPgljSoXpBbSWXHPmPtEBj6SF4YLq1ymiHQ9gNSQlWMjpXeQeOmcy3H/3wYnWNKj66dkCAzCq0EKYkxsDWKg1k2uifajnaIXFiV+CBQoqbuRpec94GL+zl9GzEakBKdBCaTVIXlZNMwxIjSGl1A9IHI6Eq7vMzxwPWjNT5JKqMoTSBJGFykNIbt4FhKmJeKKDTeR8rZjKZrKExiPqtIqmChDKLtsQmkGiGliP3oaFMSrRSJiJGSXCSkUCgR6NxYmr0whqrUFFZzdTVH65amG2vI9cPo/MlyiZKJrknEGFFKc7goOFiObpvTpkM6WOQCIQS9j8y1JtOa09bxyGrBzGikGCFBoRUoRVEIgg8MLhBjIi8yhByYWRhCRMWEF4JVmdG4xP7csGsdRiW66Z5lsVw5KBmc4JF5wbrraZxDJc3CWnrnEUIwLxRzmxOTIMkxfTYEwbI0HFY5p+3AcmYZXMTFgBCCtnMEE7i8rFASdo3jtpS0zlFllqsHFTd3HU3P1CoxEZMkJmhah5SKMtNYBYXSnNY9ygj2yhJvI53z1L0HAkkmZqVhb5Zxa91xc9OyV1n2sjHNar+ynNQD6/bM9RIYomBvbiHBfpWxKOw4nqUgJkgxUWSKdQuuH0gJ8kxRlQVN69gNY4t3ISVWSV53ac71nSKGhJSavUpzUGY4F9ECjFLszwvMhcSHTzZs6mEstiwVQoNWilwpQgy4AIfLGZ1zGCFJKU2TBYoqV1RGk0iQxlTKZW7ItWaVJ6ySrArDIjdco8FmAw/kGXU/4EKiMprjumdZGrJMoVPPaUpUuUYKwTzThBC4b79gvzK/q7/754DnRRRiuhu0netc5/r9rfd95Jgv/Z9+nm9+1yN34Q7wDFChpbgLd4BngJy90vDuN1/h7/zCEx/3PnzDj/zy3b+/+rMe5Dv/g0++C0R+4Gce5a9ObbdfSM/nOvz5b/v8u3+fuW8+5eqSN92/5C0P7vHLj58A8Ef/x//nedf5I1/3Nr7yPe8D4PGj5iUdx7Phzj/6c5/NJ9/3TGDzwEHJY9/7bm5uOt7+PT/BD3/t2/gDr3v57avnOtcrXe3gxwfxCK0LHFQZN3yLTJK9wwopBIfzgceOa4IPXF7t8xtPnXK77lgahRGS1nnK3HJllXF7N3BaDzQusSo1Vs7IrGRTD+RW42NgUWTU3cAiUyQ0CwshBHyK5Frzqa/ap3OB47pjlhnum5es+4Gn1i1KghsStRgggTQKKSVlJokRokiIBIVRpCQRM8Uy15S55iizzMuOwXvaLmOvb7E6UDvwsiQIRW5BaY+RhspqkBGrxplyBBwuDCrlICKrSnNhXqIVHM4zts2MG9uWykoWxT4nTQ8pURQKnxmsksysIssMm8bx5LYZgxtjWOaG2nmsUhTasCozpviS1kcOZgYtFfPcsJxA2HHbcf+y4vauY5ZrBJJ+cBztenbO0Q0RYyrubAaUiJS5RQrBuu5GN5DSWDunbgqawWGkZBgceyoiJodLJGGNHLsYLUvKwnOa9aiUUEbh/FiA2BhNM3i00hwscpQUZKYnxojWhkWV6IZEbhKDE6wqg5WSvcri4xgMDT6SGRhComklQgxcOShwHnatZ1UqjBmdDlluyIRiOdNYpcj0wLr1BCkJPrJXSUIEEQXzwpJbQ15CXhi2u4EhBAolCSEipCLXkguLApHAKsm2GxgCFAj2C0NIY0B34ULJ5cM5SsKtdcudusf3jrII5MUI7JCCwUVSjPQOXPDs+ohG0DmoSotGEZLjdOfRcnTNHC4ykoDoE/NC0YSA6xOZlMxKhZZjUGwlKK1wIVJmhspIXIQq0+wGh3djgd5SK3Q5pasQubK/INeGkMKYpuMjWW4RIXBxVrBXZWw6x7YdWM00Mo41tw5mc4psdO7sGo804F1CIZBKcGlVAIohBnadHF0NQbG3LPBCY2Ti4qKgsoa6d9y/V3CnHrgWI4OLFLllliu27TiWpBQYLfHRcPUwEqJECygzzTw3PLlpuTjLMKuSJ093bITnyn6JUopt19N1LbnSzKsMayTbeiC3itIqmhRGR4VWGCk5XM7YKxWeRDcEREp4P6YprpY5u8aRW00bBfNCo5TgvlXJaa8IPlJZTePg5umWEGBVSgqj2c8N28FTGtBaUhiFRPDAXs59+7MxfchF6iFy66QmivH7c16P9Z+kmpw2kv3CMi8tVgoyI7lYFOznlg/frokpIJIgyoRIaUynmlmMUvgYub1ukFIQh8Qs02yDZ5EbWh/RMrJtI/NsvAcpIal7z+VliZSjCypMbhgXI6U0BNFza9NSGEUXxrLV+4VlNctJcQSUlxY5h1WOI5IrRQTubFp2rafIFFk2gu/eea6f1jx0YcGlZcGisDx2a8em95gJQtW9Z2YtlRH4EJBmdEW9cV5Qd2P+416Rc3szwr6DRU5uFZnSkCIX5gVzMzabb1rPYVESwwigB5/I7dhR7ILMKYykdold243gyGry3LDuBqSA+5YZmVKEGHn4whwr1XgtRcF+maH7hFaJ0hqUlNT9wKLQHC5K2t5R5TlveXjB9XVL8J4kEvvzjP0y48Li42908fHoPEXrefRXfvzX+cGf/Qg/8a3/Pq+5MPuEbedc5zrX7w399P93i6/5n5+/OPHvRD/wVW/l6394vFf9w298B72PfNn3/wIAf/WPvIkvf9sDAPzYrzz5HCjydP29b/hM/uS03Jm+4I2XOK6Hu4Dmg9/1hyjsb18I+f2PHfOGKwuqTPPYnZrPeVrb8efTY9/7bv70//p+/vkHb959bZ5rtp2/u903fMeLp2Gdp7v+7so5x7Vr1+i65zq3XgnK85yrV69izDNnzF6pKVrH9YDVEhciu9ax6z0ndY+QklmmaQfPqhzThT563KCU5KmjHUOIOJ9ovGdZWi5Uhv15QdM5/tW1U052PUVhqFtHTBEtJfNckwAlJaTIgxcWSAS71pFE4sHDGUYqhIJbpy23tj1awaV5TkLwmzd3XD/dctp5fPAU2hBixGqFT+OD+eVVxarISYx1ay7NM8rCsldmfOipU3a948a6v5su0LvEad2SazXWGQmRmCCzkjIzpAT9ENirLFf2SlQS7IaBWWYorOZgltH7ONVwEBzOczIj+fCtLZkUvObyHBcSj97Y0rmIULAsLLdOG66vO3yIaCUoMo0LcQr6xv5EUUzpKkT25zml0bgY2SsytBa0fWBeWDIj8AGc9yAUx3WLdwmfIiFFTrYDkYjWmnmuiT6wc2Fs2Z1putZzo20JHpIP4wy2UdxeD4TgmBc5lZEcrHI6D7fXOwYfyKTGp4SUY2qWlGPAYpWBNHY+rIexE1SZGXa9o1CK/TIjpEhmNPNCo6WkdYF28Nxad6y7gXluWRVjIJoryRADdR9pvSNXCqMlZaaYW8Np6zjaDexXmsElTjs3Ff0WeO+n9BW4tCrYzzOub1pO+47MGFIAqwVNP6ZdDzFilBi3KwVRKKxMZEZzaZ7x0OEcIQRPHDXshoFVYbl52nJU92y9p9SKehjItWHTDmzrjsjoSNmrLF1IyJSYFZbM6jGAzSTrLnBpZklJjq65kOhcIETPPLO4kFhVltxI7tSOeT6WbRYJTvsxt0opRR8jIkpm+RiUNy4ydIGqsLz24hw3RJownsPWJ0iJjx7VVLlib56jkKzrloMqx2aKeWYZYuR011P3nkTCBUESgWVm2Q2OwQcOi4whJk67ASnE6O5SAqklVo4u5llm8DFSZJo725bj3TCma1pLFImhD3g/5v9d3Z8RBIiQSCSO6wGhJEpCoQWVsWMaYz2MLhcZOSxyGueph0A/BJSSLAvDad+xaSKlFmx7R9s6pJRUmebysmSWj53Mzq6Hbe+mbqIDuzag5OjqSOPNi4M8wxiF9x4lJSkJjtoW5xLL0nBlltOnyKZ3XKoKEGMqaz+MAODBwzk+JX7r+po+RHb9WDtnr8w4rXueOt6h9AgoD+c5KSY6H5kVBu/jCFxd5LGTHbvWY7RiZiWX5gWLwrCcWbZtICXBpmlZd2OtM6sEjR8dm94FUAorJVWmRkdYlSGSIDdjftzgAyftwCIfwVymJFppEhHnI52PKDl2x7y0zFFJENLoltJa0A4BbRRLq1g3jtwq5oVl2zu6frzepYI3X90jtxotBY/d3nD9tKcZArV3ZFJjFAxDpBk8ykBpDPPKIIMAIQgp0ruAFXBxv+LR61seP62pMsUyN4SYWHceSSI3iiLTUzqfwEjJ7V3LrNAcVCXt4Oh8pDSSROLysmLbOW5te5aFodKSqtBcXlYM3mONJreSDz214bTueNXBHFJi0zl8jJgppWtRWO5fFWRG0ftAEmed8RKXFwX375V3Cze/nDpP0foYdN/UTvZH3/9Rvu0Pv+Hf8t6c61wvXU+etgjujeGPVdfXLZfm+UuqA/P7Qf/62pov/ts/y3/+PAWO/8IXvp6P3Kn5B7987TnvXZxn3Nq+UIPeUWdQ41e+/Qsorbrbher5YMcff8vVFwU8z4Y7AN//lW+hc5E3fMd7+e7/8E0vCe4Az+hG9dBhxWPf+27+4a9e41v+3nO3/3N/6fMA+MGvfiu/+OjR3f34P/7MO9BK8kuPHVNYxWPf+26+/f/8Ne5bFbzp/gWP3q55x2sOuLMbeOTSOST/3da1a9eYz+c89NBDr7jC0ykljo6OuHbtGg8//MLFuV9J0nJ0JBsl2Ztl7M0y5oWBlKhyw/XTlpggN4pFMT7oz8txttdoyWk7YJWk82NwlmcGLSS1d5ggmFlNiHF8wN0vOdr09CmwyHNmVlHllmpy9uxVZuxchGB2ccYb7lvQhsDtzcCm8XzSfQted2nBrU3Dkyc1LkWaLrAoDLfrcdZVJsHBPGfT9Egl6KJgIRW9C7z6woLHjrZTQAC5lsy05JGDOcd1SxCgpGLddvQ+sZ9btBTcTB0+BLIpRcDqnP3SsKgy9meW29uewUUevjCjzDSnTc+VRc4sM6wKC0LSdJ4bpw2Nj2gpuHo4Z9t5bjctWmha5+k9lFphSzGm9gpwSZBJSWkVVkuKKejeth6ZQQyRHlhWGSJpjncDlxYFhVWEmPAhclJ6hEzMMkOZK7at47dubBjiGPjlueJ+XbHtBhCaEBVKJq4eFHT92PvqvoMZWkpSHMgzQ5lZVpXFCsntXQcpIY1kv8rQQjL4SGElSgaO+55hCFyqSua5Yn+RkWlL0zu2Tc/lixWZHI91UTQQE4fLnF3ruV035NogSXgHdXCQxhouhTZTUOSoMsGr9uec7AYG71jXgcxKLi0KNl1EyzGtK7OaRy4vCGFOFwKzzDAMkSdOtjR9IMpIiIJMjPU9pBRIxlovLkI9eA6qjMN5jj8NnOwGkog8fHHOph1rg3S9pDISkTIyKcZuVHGsEH55ldENnsuLglWR4Xygdp5XrRSFNSASt05bZgK8k7R+dKhlSrBfWKKAXPYQJctZxjBE8hAYvODiLMOFSIyJzGoqo0hSsm7GIH1VZdwJHQttuLI3I4T0/7P33lGXpwd93+epv3bbW6dtX/VCcWQZCSFkkCWhAnGJTcjB3Qef5IQkGBswIC8YIzgiLjiO7dhw4pITCA42NtgGUyTAIG90wGC0KyS0u9rZnZmdmbfd8qtPyR/Pfd+d2Z1tQisBer//zNz73vLr9/d8n2+hc457dyc8trfECYgucu/ZMbdvjblzs+SxvYbV4JkVlsuHNfurHhkdQioyJWkFLFxktSYQyswgI3Tep8YqkyxuSsIks2gV0cqwVeQ8li9wfaTQiotHNZmWyb4oBcZIciE56Fs2RzllnhRe1xcdKtcoAf3g6GPkzKxgf9mxNc4R9cBmJTlcdWRGoZTESMnEBsaZYtl75o2jsoJmCOt8Jc/mKGM1eFwI5DYFHGfakk08y9azP2/Ymoy4cyNHG8OyTkTW2BpQkdu2NslVygEzSrDoA8WqZVpZpqVlvCYarh51HC47rNHYzNCsekqbiMlF6zBKsDkuEnGrk20tImi6gcwo6girxmG04KVnphwtOlbOYbXiwlaFi5FJnhFDj9GSSaHJl00i8qVgs9Ls1x2DjyidAt2Tgi1lh53bKLm0X7PqO3wQVFqTGcWdGyWLNlDkQJQ0PpCplMJ1/ajGSIkAMm2IIdI4T2kVk9LSO8+syihyRaE1CGjbIZ0P0wLnYdE6NitLbjQ7Y4E1ikf3V1gl6H2kHVrGpSHGlBuVCcXZ7ZIYAyEkm9/+suNoMTCuLJuDp+uTVSo3ilwHrFFUVjMtLKtuSBaxELhnZ7pWKgqszjgjoR4cxmrOTHJyIxkGj1aC7WlObjUhhmT5ioHKWl5+bkJlNpiUBgI8vL9Iqs8YEUIiQkRpSecjZ2dPNs/6kOyETe8whf2M/e6fKnhugRszND72XV+B1Z/5OtdTnOKF4j/+1nX+UNvqRAAAIABJREFUu3+c8lh+6Zu/jHPT/HkP7mKM/OxHr/Ln/kk6r363ZqDM2yRBfz5kx7wd+Lz7fuoZ//7Udqlf+Pg1vvYH7udb3/lK/sKb72Hwga/5Rx/iz3zx3fz3/9evYJRg8Ol6+qnUdb//Jz/K3/u5T/AtX/EK3vfvPvqMr3vou9+5niF/cQbub3n/zzHKNd/+rlfxB+7Zuulvn9xb8fEnlrz1Vc9erX6Kzy4efPBBXvGKV3zOkTvHiDHy0Y9+lFe+8uYJms9VBc/gA4t1yKaSAh8i7ZAUeLnRdM5z6aBm3vZMc8NR67i4XxOC58ykwgePEoqjZuD6ItX7eg+XDmoOmp5Rbrh3q2Ra5eRGkFuFEhIhBAd1j0BQGEVhJLdtjZiVGq0UR03Poh6oe8eiHXA+0PmI85FVP/Do9RoXA0ZCO0Qu7i1BwXaVM8k0LoJVisO64fxGxazKKI3ioB44WHS4kBQbo9KiBGRKY3TK5nj8oOFg1bLsBrQQ1INnmmvOb40wa5vVHVsjdsY5o9xQ946PPXFEYQxGQd0HpIiECBKBUrBfDzx2veaOrQohBFeOGpbdwMWDBSNrUEpysOwQCM5vlFgjqTLLsu0xSjDK03Je2CwZPBwsW6aFIQCHqwGtBKVRKCkwSpBbzc44WaUeub5ib9mhFIxyQ9c5Pn51yXKdd9H1DhfTft+oCjIpub5sEAp8EAQP52Y5k9xwed4QwpoEMZKtUc6iGfDBI5XASI1RAqMU82VDGzx37oyZFTnd4IgRhhS8QWE000KzOyuQQvLEvMGFSN15xrlm3gzsr3qWraPIJdtVjveB/VXPoh2QSuBcZNENnJ/keASrrkeh2Fs0HHUdm1VO7wJVJsmNYXeUsTEuaHrHw9fn3DYbUeSa+Wrgoetz2s6htSLTyXq4NcrZqDLaLnBuI2OjsJRW03rP3nLgsb0V27OMQmvmjeORa3Our1oQkElNZgVWarSCa8uOu7ZSw1FuMlo/sFlaRpniwmZJ3QWWrePSfrLVDMHT9IHcKqySdEOKYVaAtRpjFEfLhiBgs8xpe0/vAttjy9lpweWjjqZzXKtrNquMnVHB1aN07N+2URARPDFvkQKsSYP8RTcwy1MuzaTUaxIo0nvPpYOGywcrPBEfIuPM4GKk8wNWaKrCEEJkcJ7KGpZdT5BwZlxQaMWk0OxOK5z3bI4tn7xe88i1BVJK6m4gRCitorSG3geu7q847Hs2yxwtBI1ztC6FlO9UBbNRTt86Gpdaqi5sjXn42oJA5I7NCoRiXre0vU8Wm40R+6ueth+o+8Bh02EU7I5LNkrDUT1w6aihtIrWeUSE5eBo+5QFdPfWiCI3tL1HCWhdABG5bXPEKDMoKRKpZTVaCTItCTFSrPOrHj9o+PiVQ2ZFxoWNkivzjktHNVYmkmlaZWyUlmXjUDJyYWOEkYKwvlYump5V62icX4deS2IE5zyZluzOSla1Z4iean18hODR0vDY3pzDdkAKSb9WHs0KzeYoJ9eKMlMcrAZefn5K3Q7MG8/l+YquD2yMDS8/N+U3Lx3hfMB5mJQGoxRqnWVU2aRMKa1KYehKIolsTXKW3YCIKRTcaMWy6bFGceWwZWN9vVdKUlrJsvcc1T2RyKX9Dhc9fe+xWp4orcal5cw0p+89Yr3tSmu5fNTw2PUVA4Hri5aNwjItMyBSt45l5wkx8OrbZ+RGs6yHVFFvNFYl1dnesqWwKVx8VBh2Jzn7y466dzRDgBDYnRY0Q6DrBu7eGbMxsph1jpRRkqYfqDvP9WXLqLCURiGlYH/RYoxks8xREnKrMUqur0+azerTT/Cctmi9QNyqHvgUp/idiuNK7qfi1977Nqap35Nfu3jIay9Mb1LnXDpseP9P/ib/8lcff9p7n+24v3LU0rvAHc8SuvuZRgjxpDHquc7ZDz20d2KVuhEPv++dfNH7fobXnJ/yj/7k6563kmnwASnESevUp/Oa8Td/6jf5/p/9LQD+1f/wxXzB7bNP22ef4vcmHnzwwaeRG59ruNU2+FwleGAdtNy7ZAeSUNgk4D5+bt50xJjCKZs+2bh6F5nXHZlWLFrHvB1Y9o7SKPZWPdPCYLTCDZ7MCl57+2ZSsxDZWw14H/A+MISYmoOU4O6dUZrtFHC46mmGNJC5fNhwsOrZmVo2qpwrhzUPX1uxagfGueHiwYpryw4tI+PMntgvmm5AKMHOKKlp2t4TgLobGBWGrSrn9q2Cq/OO0ijGhWLVBS7uLXEhhSYjFF0/4GOkMKlV5Y6NgixLKqdMC6RU9L0DKWgGz/6qw0rJ7iSRC3urHucjIbh161JqshFANwTqwaGkYG/ZIoJAW8HuOOf2rTH94OkGz2xk6XqX8kAGz844Y5JZWu9ZtT2LLqCIbI8zfEiTFOdmJVpKDusuDeK1SvtpNXB11XG03sbGSLrWUQ8OhGCUaYzWnJvmtEOgd47D1cCs1KAk60IhrFaEELh01BJCYGeUMS4zcgVDENSD46W7I7SS7C16rswbgo/kmWRWJJvW2GqK3JBrwf5qYFwYBue5tN9w1DiGkBrbplWOUYJr855F37M378it5OykYNk4PGtbU+8Y5YbluqFtd1pipUAJyaSy6DVRUveORdOnAFyd9vus0OzNOy4va2ZVhnMwKXRqiAuOO7Yqzk5K6sFzfdETomfVJRJocKl+uWlTBtKloxV3b4+JpFa4VTvQeU+uFXftjCisQYnIOLe87MyIo9ZxbdnRDT5lB4mI8zCve6ZVUpLN2wEtJFanbJLWJ/vZqvGMCsWssCgl0VLQu8Clgzpl7azDeI0EKSRWC7TS7Iwy9lYDj+0vKTLNPdsVVW64vujwPjIqFIW1XLy+ZGucQnUfunqI1IpZZjlsO0qjybQkCsi0xhjJwaKjyDWzzLDqPEWW7I5GSnYnWVLn6JRJsxwGui6w7B1PHLacm+a4GHn8oOHxgwW51nRDpPYDknReBALnNkq2yoK66+l9ZHuSEXxSdu0tOqaVZdUHDlYNfe/JjGZrnBFITW3zZqAfHFEINkrLOLdUmeYjFw+5vqrZGpU0w5DsUD4Fk48zzZlxgVo39R2sOvaXLec3K0a5ZqvKkFKSa4FSAiJUWboOLtueh68uKbWidinU3gXPwdKxGnrOz0qIgrodyDNFaSTWanwfMFalVrMy2REPFh3XFh3jMil/hISmCygp2Kg0RMnBqqUqkjots5Ku97SDR2lB0wX2lw2zKmNrnLNR2lQH3vfcuT1mZ5yzXw/0znF90bNqe7YnOW0fGHzEx3SMJhtsskjVnV9nQmkEgnt2RmyMbGrZc5GDpqdcr8eq9ymbRwTaPjArDJnR1L1HCNgZWR7dq3n8oOagSXbL3UmeLHIicsdGRe8jg0vft2wd41yx6ByXDxuUlDx8bUnvBnZmJTIImsGl36/OsT22WCOZFZZXnp1wbdVyddFTrMPL+yHVtW+PM6rc4FxSox2sBg7qgc0qkXmCyKjIECKyM8oZFwbvI1fmTVrPbiDRXBEf4dpRy9bYcm5WARDWajElYFIYJi+CgufUovXbQDv4E6nVKU7xOw1f/D0/y+OHzS3/9vnf+VM88j3v4ht/5NdOrEZf/2Uv4Q33bvOGe7d44/f87DN+7i/91nXe+JLtpz1/dd7yRe/7GQAe+M63U1rN//Phi2yUlj/0Iig7Ouf5K//i13nF2QnvfO1Zqkzzlvd/gP/4TV92Ql4BPHhlfvL/n/j1y3zFa87yoYf2KKziC+/YoHOe1/31n2bRuWf8LiEE/+mvvvUFL+Oxr/bh972TTzdn/g1vezl/6o13cf/D+6fkzilOcYpPCUbJW8rDb3zuWK08yjXusCHTkbp3jEqDJ6B1Rn/oMEqyPUpNKYKIKAwbpeW2jQpBRCvJsnU0HpSWhHWWz/Y4Z1JYmt4xb1PTlNUpm0UpwWZl2B3nbFQ5gtT09cjgKazg3GaZBottx+Y4WYR8CAirU7ONc+zXHYRIlVs2q4zee1rnWHWeMlPrWeKkznChQomkhFx0jn7Q7C8HNkZpkNj2ntxqJqXl6mGDVoGtkeWodYyypGKY18kecH6jZFwYlq0nRo/RKjUfGY13jt1pQeccszxjuTFiGBy9D+sGF8n2yFAYzRAiipTFsVFlTAvL4AJKCM7NKu42Gh8iG5Vl8IHHDmqOmp5ZYdiqkk2sHTzbVcZRPTDNTZp9HwLGCLpM40JgZ1Jw7bBmZ1IgpcQqxXRUEn1kNXgmueaJecMoMww+Mm8GMq2YZpbpKOP8rMAqxX7ds4Hhzu1xIrJc4E5d8Ym9JVpISqupcs2i6cmNoneerdJwedHR9p4B2BpbFu1AOwTGuWF/2SbrTSa5a2eEiBGrFb2N7K88Rko2xwU6greBWVmSaYlzkbgmuialZVpZNkrDoyFitOTstGDVDRRWM6lyisNkFVw0Kd8leoGxgsEdk6GezdLiY2RWJgVcbhWj3DLdrWgGz0cvGZQSXD9qqbueiODcdEQ3DOsJsIw7tyuUkMxKzUP7NSLCJDdMK4MLkf1Fj4+BwiaL4SRPGTyr3uOJlMZQZYq29fQ+KX1CjLQ+0PWOUWFY1AOZTtlXfvAIK9AytYJFETEy5byM8qTeOWpcCorNLFtVsgktx4aDusXFwPasTPXcIrBjixTE6yMXNiqWveNg2TMqNCEKOh+YjAw7VUbrIpuVYXuc0znPwWqgtIpZYRBFUkvtjjN8hCfmLVujjMENLIbAZqE5q9J5khtJYXMyqVg0HdYoXn/HhI2q4Mq8IdeSK4uWj12a46Pn9o0RmyPL/rKnHRyHq45xabl9o2Sv7pExgpAM3tN5ySjXXJpHmiEdD1ZIohXEITULIkEpiZKSu7ZHnJ3kGJ1aqM7OcmKMGJlCnIfBcb3ukQgiIYU0C4m1iWTMrSUEqA8H2t6zNc64faugMJJmiAQfaVUizyeZ4ey0YFpaSqPZGlm00TxyfYmVEhEco0JTWkOeKfaWLS6kavHMKNo+KU9yI2lcYAhh3fCaVH2FlYyyghgFRismBTivKI3iyhxG1pDZQN05pnmO95FP7q8QIhKDYNEEch3xLiJloO4GrJYoIRnlCpq0XbbGBUd1z+Gqo8gMs4kgIDlsOgqrObcOG75ju2JSWPrBc23VIhAMMbKZG8xaGWUyyRBSLXntHMFHFp1H4NmuLEFk9L2nI6AljIxililsZlJYuZEIJbl3d8qZcc9B4wgxsDVK4fG99xRaIjPNUd0nq9qWYmecsnQe21sxX3VYq3n8YMXZULI5ypIarBkYZ5brdUfbepa9Y2RVCpDvHaXVgGDR9OxM8pNJlc8UThU8z4CnVh2fqnhO8WIghMgTi5Zz0+eXmfOPf+EhvuSlO7z8bKrR/o3Hj06qrp8J7/sjr+VbfvS/PK/Pf9NLtvnYE4uTfJkP/uW3cOdWxdf+wH/iFz5+HYBMSzoXTt7zE1//Jt71/WkZvu5L7+G2WcHXvuGuZ/yOGCO/evGQV5wdU1p9oj46N835P772dbz2tietYSFE3v13f5EHLj9J3uRG0g6BV5wd8+//5zc/r6DgX/ymP8ibvvfnnvb8n3/T3Xzru17JsnOM889sheEpTvFi4VTBc6rgeaGYN2mAemz9rHvH1XlL3Q1MC0vnA84FLh00NEOS06u1isAqwfY442XnpozzlJly1PQ8cm3Bqk+BtrPSMikMm1Wyrl7cX5EbfWIZuzqv0SrN+E9Lw96y46juabyn7wNHTc84N8lWQWpBOqhT8OzOJA3kjlY9mRHkRmG04rBO9bWTzLI9yRhZw7lZzrLzXJvX+Bi5Nu8pjEJrybzpGOcZUkLvAhc2SpQQPLFomeQG7wOF1bTOs7/syKxiVlq0SKoJKQVN72Cdp9G4wKLpKYzGC9Yqg2R5UgJ2xjmD97RDpMoUVW5YdY6mTwSQiAKr02Cs6QcmRYYgMl6TcoMP7C97pqVhcEmx8sSiZbvK+OTeAiMVi35g2Trm9YBSqab9zu2Sh64uubA5wuq0/a2WKCVpu4F7dsbsr3quLTok0PnIY3s1QkTObRQns97eBaQUaX2k4LGDFQLB1cOaSWmZlJZu8Fw5qtmdlIS1ZevywYo+RLSU+BiZ5obWe/phnb8iBEpLiKmdiqiIeMaF4bG9GikjUmt0jBw2AyFEdicZPiQSYVYmkmR7lBFjZN46pIBh3axTWE3T9zx+0HN13qBEYHtSnGTLDD5QGMn2tKCykt5FfuvqilxLppVllOu1VWqg7SNX5z2N69MAUWs2x5Yzk4LKKl56doqR0LnIYwc1+8sOv87ssAqWraPtHdPCgJQsG8e0UNy+NeLasuORayuMSiG3UUDfeRadw1qJVYIQJMu+xyjJOEtqnLp3GAlb4xwjEhkCEZBcm9dkVnHH5ig1osl0viy7gcsHXSIuLEihuHbUMSrSAD7TgjvPjNlf9CkDKMJje0uqXPHyc7MU7Nw7tqcZ52cVzgf2Fg314BnnSdV30HRsljl2beGJwLJzLFpHriVGSerOc9QOEAP37E4oc021tnZKIWj6AR8ij+43iBhSNVlMSpNF79g7SveuPgbGecayGxhZzaJzXJu35DY15TWd4+q8QYikwLltmmMzSySmzCMrT+4JrZY8cn1JpgQb44xzk4LOR85NC+o+2UAXbc/esseF1MjXh8jBvIP19dSopJrLrWZrtFaztI7eJ+tVIAVUF2ty72DZctgOdJ3n8lGHiw7nBDvTlGvmnGcIkd7H9TVPcvWox5qU22NVUh8d1ImEuX2zYJxb5k2f2vR0aqByIZIbQ9MP6RwNSSV01Aw8fljjHUwrzeWjDtbh2QfLlj7AJNOcGadGK6UkznlGa6VO0w20PmWRTQuDVYpL84aRVZyZFAghWHUDq7Wq0K6bqyKss710sn0JkUgsrbh8UNMFeGwdGD7OMxbtACLti0XrkAg2q7QfC5sI8XGuuG2zQit502/Osu1ZNANDBCPTsSgFNH3KFms6x1Gb1JVVZpIiM0a2xhm7k5xVl2yvPkSUSL95hVFkJqlLrVIIkaxsd25VL0rAMpwqeF4wNirL3/nqL+B/+qH//NlelFP8HkU7eF7x7al96KmZN3XvuHTY8pLdJwNq/9Df/CAfv7oEUlV2YRTN4E/+brXk1977tpP8mWOb4fMhd/76V72aR/dr/uyb7ubctDh575e+/wO86/POnZA7wE3kDnBC7gD8ww8+BMB//YUXnpEw+d8/8Ane/5O/+bTnLx+1vOd/+0U+8h1vp8rSpelr/vGHbiJ3ANohff9Hryz4Zx/6JN/+r37jOdfvVuSO1ZJve/erAE7JnVOc4rOEH/mRH+G+++7jwQcf5P777+d1r3t2/uV973sfP/ADP4BSiu///u/n7W9/+2doSX9vo7A63SyTiJtMK3bGGXFkWXWBECNVaZm3QxqUKEkgBUgWhWajyk7IHUjdIXftTG7KCvMh0vSOSWGZFoam9/gg0BI2R2nGePD+RDFyfqNMDVpKsegGBpfUMVIIpBT81hNHZCrVo09KRTOxPLpfc7DqeMmZCXdvl4QoqDtHoTXnZjlbo5xJkXJOQkgDb2IaJ+6MCzIt8RGqDDarDB8iEMmN5vHDhpEQjLM0w2yEYFZl9C4wyjVH9cBGaalyw2P7K1rfcW6aM8Q0WdFKwThLM/M745zS6qcRa8eWj9x7EGlfqLV1p3eeafmk4koKQZWlsNnWpRnscaYRAnYnBcvWkQeNyAWFSi1kWgkmZcZrb9N0PlnndsaGwq7DTccZkzJjVFgmuWFv1dM4x0svVGyXOUYpAhEfAqN1K9i1eUtuJFpKls1AWaTg4t6l9qBpaXEhoEQ6ziZFxkHdsT3J6IeA1YIzRcHhWgmRZ4q2TXXLfcy4cn2F1IKdSZbUPM4TAlw6aJmVlt4FhFAEPLmWSAEXZiU+QuscZ6dpuZuhp+nSgG0IMMoUepasfUKClIIYQEvBbJSULUoKQvTctVtwtHIE7zHKsLtVYpXik9cXrIaBTT3izDSk+vZRxmZlAIkEXIhIIZJlSYDRmn7wXNxrKW06j4RMhEJhNIu249qyQwk4M8sptSTPNIt64ErXpoGqUkghaWJS1NXtQKk1uVUUKg1gJ0WyJJW5pHORo3rAjyxDEKz6AStVsvQIQUQwKxX7S0cEqlxSWEGmBXftjhm8Z7kaKIyisoqLhzVbY0uVGZreUXduXZHuWPUD+8sunSNGUmaa0iZly2Hdk1lPYdPyL1rHJE9Kr1XrQUTu3CwxNtWohxAos3Qe9msb2ig3aNVQd5H9ZUthkj1MhGRxqvJkrRxlmqu1YH/ekRuFkrC/7BAics+ZCWcmKbi5C47aR87kmo2R5dJhQzd4RrkGIgerPimgrKb3gStHLednOS7Edeh0en5axLUVsKeUklU/sHfUMiszdiYZkXRsZVqhpWRWWUbra+bgA23vWbSpkXCcWzIteXSo2RobmiG1YWVGctQka9VdO2OsTEqXzCpGmaXtE+GOSKqdEFO21va4YNUOHDQDlVFoIdDG0A2eGAMxCg5WLbuTgsJqxoVdH/uBvUVPoSCvMpyLWKOZWkXdOWoXKAoFQiBksiF1Llkp1drgdXXREUJkWloKo4kInA9My4wq03SD56j16AiFNbS9o3WBcWY4rDtAcm3Zsewj01Jz1+6IxXob5FqCOL4Wau7erjise1yISSGqEll1fdlT2WRtbAdo+4Flm/J6kGnSel73jPJ0TPfO84lrSwSJbHY+oiX0XnDpaIVWIp0H+w0bRYbNRFK+usjGehLj9s0KHyKC+KKRO8+GU4LnWfBVX3CBX/qtPf7Dg08QY/ycDaw8xYuDX3308OT/7/67v8g//bOv51cePeCH/7+LXD56st74u//wa/mr//LpJM2N5M7P/KUv5d6dm9uKfvXb/9BNKrQPf9tbWXWOL33/B2563a3qtf/0G+/i//ylR4Bkd3qheO19P3Wieru4X/OTH7nC177hTjKtbknu3Ij/91ce470/9pHn9T23Inf+7dd/Ce/8/l94zvd+yS3sZ6c4xSk+s3jNa17Dj/7oj/J1X/d1z/naBx54gB/6oR/iIx/5CJcuXeKtb30rH/vYx1Dq1EL96UCMcZ0bE9eBkNnJ4GPe9BzWjq1RlsJxO4dzgZdtTjgzySmtuukm1oVUTX0jkuInqcYnhUWIJ4Of2yEFb26OUpCslCKRCHlahm3SjKmWcFg7Mi04NysBATEyKXLq3uM8MIVzs+IkQ00L0IqT/AOjJDvjnGvzlnGe8mDKzCBixK0r08d5aqjyITCrMurOMys0oyJNBqghNYH1a2JFCkGxHkDECNPCcGZapADbIdlrjJZIITg/K062VTsEfAgn2UhhnXmBkCdKkXbwTDJFvm7NavuB3q/DeE8UAqnhRoq0r0qjKK1GCoEAyiqjMGm9fYwYmaVKYinQSqVBiFFJJTV4lJTsTAs2xzmHdUe1Dphte5+au0LA+aR8aTrHUZdCmKelIdOSZefxPk3GbFQZRiY7TwyRMtNEAbMiI+bpmAsRRlbRZAoBbIwtUkiKGKhHGVYl8mVWGQavuHi94aht2RpNuHc3Z14PXDlwjErFKEsEk5ICLU0a2CnFYZuChgcfcUFidMQow/lZSRCwWHVom6qrw3pWv3ORUW5S2bEXbI4sszKj6QfKTJNZzSQzBA/jMiMSybRif9lzdpozhJjCoknhwtPSMrg04PMHNasOzm/kWCVZtQPWaiLJ1rg1LdioYH/Vp9yeGBmVmglmTYgM7NWOzSJjnBnGhaY0io1ZQTs45k1P0znGhcJoQb9uwNu2Gqslh6t+HTTt8SFwfqNkcxx4/LBlkmu2xjlN75ER7tioeGhvSQgh2X20YFoWzErDonGJWFznU7VDsjH2PiCCoB0GpEwD4D4GzowycqO5umhRCkqr1/k4AUFGjAIpIptVhlQpZHjVJdK3sJoQYyKDYjr9D1c9rQu0Q2BWGrarjHoYyDPN2AX6InCw6siMxGiLlnC0Ghjlmo1RhtF5aiMTqSjj9fdsrxvvIlePakaZXufApCBnH1PocOY9szIN5n0I9D7gQ6TzgVIpKmOwm5qdkaGyFikiDthb9hRZapvS0sE6iNfrSKYlVZ7R9J4KQz0ktZQLHre2S84KS2EztBActQODD+gWikxT5QLnQciIj5HdscWFyCeuzrm26Ngs03Wpc4FF09H5yMgqLsxy9upUHa+VXCsCPRulRcqB7WmBVZIhJBJeIMi15J6dErlukuqdpO4DMUakgGWXguhLKxE6Xbsi6e917zmqO3wUXNgo2Ro/eb2dN4KZTNlf+6uOwXse3WuIBLQWjK2iUwpHQMbI3WfG5ErTr/Ovqtwkxdv69yzXyS7aOo8L6fen95FV70CAkgEtFdakpsdCKOre4R0EEbEikllBZgRSQO+T9RUEk0wjZWpr1BI66ag7jwuew9qkxrTqhRWufLpwSvA8B+7Zqdj/cM+vPHrIf3Xnxmd7cU7xewTt4Plv/9HNIb9/8gfvv+Vrb0XuPBVPJXcgqdBuxPYoY3uU8cj3vIvv/DcP8IP/8WHue8+rbtk4dd9XvpovumeTv/jPf+Xkuf9y39v47n/7IP/3/RfZKA2/+t63nSh97v/WL+f1f+NnbvqMDz20xwc/do2//4FPAPBdP/Hg88qQ+fAjB0977je+4+2MMv2ksuhlO3zwY9dues0H//Jb2B6lGYEf/x/fxLv/7i/yv/43n8+iHbjv3zzAt73rlfz5L7mHn//YNf7kD97PN33FK55zWU5xit/t+I5/8xEeuDR/7he+ALzq/IS/9p5XP+PfH3nkEd797nfzG7+RCNjv+77vY7lcct999z3ttS/ESvZjP/ZjfPVXfzVZlnH33Xfzkpe8hPvvv583vOENL3gdTvEkjlu2tFJsjfTJjfYxjJInypdjoufMRFDlBikSEfPUfIHjavanKniOS0mNSoqFpk/P98tcAAAgAElEQVRhzlYJzs0KnA+sYoQQT2a3j99bGMmksEyKFBh92A5EF9AmfXduJLlJM7q5UXQuva7KDbPS3kRAlVZzfqNklOt1mG4gz8y6BlggkCeDWSkEMUZyY1l1nkwn5Y4PkVU3oKRGEE8IseP1jwiUFamSfr0ON87mDj4wb3sGF9OAQQAk+05hkmVFZoIspHyaY7VMJCkrjNY8upeqekubrAdCJPXGECK7k5xFm8KwpYRxbhnnmmI9oDwm7padT9lJMlW3p5aYtF+0hMLokxxKU6RlXzQDkOw9uVFsjLJ1ZbvHKMlkCDjvaYewHrSmAOwI5FYhRDwpJxhZxRDS6+7dHbHskiXC6tQ+I0g5SYU1FGvlgJYtLzszZZyn9a4yxfmtAkEiYcpME0Kkj44QBePCcl6AQHBQd+yMJKvB88nrK/aWLbnV+JhsXYVRycaiFNcXNV223n7r/JPBeUJM2znXiu1xzrxJJE5mFEpK+nUjUK4lwWr2lj25EWyWlqPOMV/1XJgVXJ23CFhbUhz7i47NkUFrhUAQYmRnZFPW00yl3KVVTzck5c6ZaUEMEKJjo8rZGWc45zkzKbhzS3Fxf8XBymHXlrXORySRTKcA2EXv0RLu2R0Dgojn3CRjZ5whpESEcKL0umd7jFur8M5MSwSCtk/7TWvN0apjozSMrOX6IrWlbY9TcG4/OLbHBeNcE0jXjrsyxZlJxhPzDueTqic3mrp3VNaeVKB7H+l9YH/Vcs5UtL1nWmieWKQQ8SFGXIBFm8jpWZWRCcGVw4Zl6xAicnZSMl/1IGDwKVS+7gdKrahsxu1bJbnRaCm4bbM6uSaGGNFCcHXZcnxFXPaO/Sst954ZEyJYKTmsB6wSKCFY1Y6uDyidrG2ZUvgY6FykGRwhRjaUQUrBYT3gVx2V1eu8p2ytNkpkqtUpa+zCxpjcKK7OGzoXaPuBJ+YNSkimpaXuPW0XsKXGmqQUXHXuRK3m3PF+Sna8UWaYI8lVxEhFH4AYOGpTM1RuUkh6ZlSyJ616eh3IlWRnklN3DiMTGakE5JmBNilnmiHQ9g4jJT6kaviNKktEthcs2kQsN0NkZNO1Rq2vPSAJIRJj4PqyQ8mUwWOEwFrDpDBcPWoJ0bNZFlgr2akKmsGxPSrwEXybcjaXrSMEGFdJWda59D2EwONHHVYI7Hr8M69bisysk5SSQ2I2zrg2b5EkZdL1eYM1mo3KYHVqEpsWGauup7Aa5z1SCDrvGWWJ9Fpf1D8rOCV4ngPHP2p/9O//0kmg7ClO8angE9eW/LNf/iRf/+Uv5ffdoKx5IfiZv/Sl3LNd8cDl+Yk16hPf/c5nfP0HvvEtvOX7PsD9f/XLb3r+ve95Fe99z6ue9bve8ZpzfN2b7+Ef/vxD/NHfdxvj3PDdf/i1vPHebd7xmrPAzdlUD3zn25FCnNjObtVS9Z8vPqla+ud/7g/wqvNJwj8tzEkWz7/+tUs3ved1d24wWlu2bvy+V377v6cZPH/va34f7/q8cze95zUXpje99k9/8d0n/3/zy3ZOM7VOcYrfhXj88cf5oi/6opPHt912G48//vQGwFO8MKQbbHlCxqR/0433jSHMNxI9x+1bQsSbrFnHeKrl65g0utEO+0zBz8fvlWvV9FPfe/y+e5Tk8mGD1Smsue4cWkmMEtR9yp64sFlS2lSR+1Q8uT72KQ1j5cl2OV7HG9VMx89bJZjOylvK75/P+s+bHqIgEhHrbd8OASM9RWVO1EHH27fpHbMqu4k0S62+HrX+XLUOf3UxZQjBrZsub1RlZVpQ5RYpBPurDi0FQsgb2tbc08i63geyWyi0fDgm4Z78nuN9mVvFUT0AkbOzkrpL4bLVOstoUiQSru4dB6uOVZeW7fxmyZWjBr3OTml6R2FSHk4kZZuU45wr85ZuncGz7FOeRm4NVgpYZ3KUVhOILNuBzTKnn0YuHTUsO8/ZWc44T/ciG4Vlr3YYo5kVKTul6RzOp5yQQgsO6556HZi9WaWQ396BNYLdylLYpCawRrG/6uldpLCCzcLS9o7dSYaQEUSy8GVGcbjq0FKxWRo2SsMTi4bMGEQMGKWorEYisUayv+iS1cYKJlnJJE8qun5IqrPcKAKw2flUgX5YM6ssEsGi7elcREnJmWmyC37i6iIFAU+SXVLERHDOdLJAjfLUZiSFoDKKgza1Pc2qDCkkVWaYVSkY3BpFIWUiQLRk1aVQ3p1JsSYTwa2Plc1RjvPhhBgQmWGcJ/vQ9WXDpLDkRnG4IlniOk/dD1ybd6nWmkBDyikqM0M/OFY+UNgUtOvWte42S41/pRGsBoFCsDsteOnZyUlei/P+5Nowzg1WCQ5rR2UU2VrBYrXiylHg+jwdo1JKjAQtNIdtz9YkT+fr4Gh6z0HbE0NSEA4uoJXioB6YlclqSpRr1Vwi9A6WHcvOIUQiDCU6qWdcINOJcDkScHYiWXSOzh2HKQua3nPbRsnupODSYU3nIlal8zA7Jo66lMnVuYAn4mNg0xRUmSW0PUJpzq+va93g2KwSEe9D2q+980gpObdRECNrUjlQZOZEabZsYaNISr2D1YD3niq3NJ1nVglCiNRtD8Jw1Dmsarh9c0RhNUqlIPFjJVDwEWNTVfyqHYjElOMjJcF7lt1Atg4fPzcraQbH4XJgCJ7tcUbvY1IXFokkv3zYIIXAZCmY3LmIj4K+T7bQYq1ktCrl8Pi1bXi/7tmoIGJYra9BQqRjPMRAQFAYxShP1wsQ65D6nq1Rfsvr8IuJF42tEEJsAj8M3AU8AvzxGOPTpuaFEB44lig8GmP8yhdrmT4V/Kk33sVf+9fJLvKq9/4kv/ld7yDTp3Lwz3Xc//A+f/wf/jL/5b633XTDtmgHfuLXL/Mnfv/tJ5a+n37gCZ5YtHzrv0yz2cfWp2N8+Nveyuu+66dPHr/x3i3+wpvv4T89tM8/+OAnTp6/kZR49fnp8yIp7tqufltkxre885X8id9/O3dupco/IQTv+fzzt3ztMfn5U//Lm3nb3/r5Z/3cf/pnX8+bXnqzReqZLJBvefnOLZ9/4DvfTt37k7yeU5ziFE/HsyltTvGpQwjxfuA9QA98AvgzMcZDIcRdpKC0Yy/qh2KMf/GzspDPE89lp3oqnomYeeprblTo3EhUPBee73tLqzk3KzhYpUDmwXvu2RkRT2ZN06BeCp6mMHo+63PL557Huj/fdVh2njLTFDHSDJ6wDjvW6+Dip+JW+6kyikXrTwgYHyIhRgr9zNv5mHRphnCi4F22A5lRNH0ilWaVXs++D+QmZbXcSFZBTEGtN+BGhdattkOMMM7T9wkh2awsFzaeTpCVayLmGPurnt1JIndC55kUhtJqjpqBaaHQSrHqHONcMynWTVeFwUWSvSzPGK0VRCkQVRBCCj89Oy3ItKAeAoVRKEAbhVaSaRRMMoVSaWBcWM1R3a1VSxmFAZdp9Fp9dffuCIQ4aWebrlVjRknOz3IeurZkb+U5O824sJGIxzPTgk/ur3BDUrGdmWbkWjLOE0F07+6E3gX6wVEPgd1JQdM7rq96rJZMSotRMLshA0vLJyenJYJZlZrKNsvUpNUMnlXnOb9REHyg0Irryw6rFd2QQoKlkhAji6ZntjVCy7QvR7mm6R1NiNw2Lci0Iqybys7NKkpr2Ft1jItEclxfdtR9Iuq0UnRr0kMrRaYFQacq8XQf7chNRt0lQrH3idQa1sHqPnjqIbWHdX2kHTzjTOMCIDwja5iVmt6BVgqroLSWo2agGwKFEbRRUGYSm0m8Z628CLSDZ3AerQRPzFvc2oZkpGDVDhglQAiCj1xfdWRGMRCxERarliK3DCGdK1alwPVJYdHKsT9vyaxGSygzjZaSRdsTo2G2tu/0Llk1L+2vsEafnBNNu86asQojJVZLlu2Q2mADVFbR+UAIgRgT2bDsPO6wBgSTwqCVRNaCeTNw6WBF50ACWgvq1iFmBePc40JSHVoFg0vt0ZnR5Cby8nOGiwc1ghQYvW2T2tFH8D6RVkoKIjDKTLIkZubkGjUEqKxek+NJgRSFgCgYZen8vXLUsDPOGWUqndulJcSIJzLuLU4nGx4hMngYacFsXLCxzkFbdJ7bleTlZ6fsrzr2l93aVpcsx6PccnXeokS6jnqXVFYAWkaGCBMpiUDdOVrvubCZs7cYuLpoQYi1qq8j04LdaQ4xrFWRKhG4RjIE0PLJa+Vh7ZgU4TOew/Nijoy+GfiZGOP3CCG+ef34m27xuibG+AUv4nJ8WvHg5cVpVfHnMI6agc//jp86efxdP/4g3/vHPu/k8WvvS3+TUnDPdsUf+we//Kyfd0y+fPSvv4N28MxuCFD8gy/f5Zu/4hU8fthQ3cJG9ZnCPbewfz0bXnZm/LTnfu4b38Lf/umP8WP/+dKJ3epW+Pm//Af5I3//l/gbf/g1fOHtM9737z7KX3jzPbd8rViHqp3iFKf4nQWtNeEGi0/bts/y6uePCxcucPHixZPHjz32GBcuXPi0fPangP8AfEuM0Qkhvhf4Fp68x/nE76b7mueyU32qeL5kyG/nvcdkwI1hxceBpb2PdINjd1J8xm+u4bnXIQ2HEtEwvsGKdqwieCputZ+q3CRVSYw4l9Qgx61lz4RjxRYx1dMnpLDmUW7XBM6TSi7nw9PIqp1xTjvcTCw9VaH0fLfDc0HLtJ8FgkBSajRry0WZGYyU9EqwM04kh/NPZhpNcn0y+MQm24YLkY3SpMFjDJydJZXTUZ1ydarcMG8GCiOJKLQUKfNoHZBc5SnbKFn10v3RqnOEEJiVdt3S5U6IxsEHhJDcuTVi8J7M6BMr2yg3vNxq9pYd7eA4P8sprGGUm5PtqqXgzCTnYNXj19XXRgk6b+mdx2rF7ZvVk3ZJI0/2y/FnDD4kck08mRE1q1LL1GaVcfmwYbNSnJ8VJ5NtUqY2uBgjuX1SPTcpTMphkYpzk5zWRYxKhFY6DiJSSnKr2RkLlt2A1QojU3ZkZlIGUDd4DuqkwGt6h1EKo9PxdtQM1H1SY9W95+A4OFdJagSBFNrb9Q4IZMaQGUk/wMYoBXn3Q2BaJhXPqh1oushtWwUbZca86dfh1zCEyHLVYpRilCeywPnIUd0ilUSr1Kzc+UCZa6wWaKEYvE8h0ZlhkluuL1syI1FKkJtk25RCc6hUsq7lltAMtOvz6KgdkjVJpzDg3keuLXomZSIKjE7B0Mmu5dC5hRgRIrUI1s6TqWQftSpZA4WIWCk4qntCjBAlkNqyPIFVG3DOM29TRbxUiRB65OoSpSWlUcxG2Qm5r6Sg7lK49ZlRhlIqKRNjPFFLNS7ge0/wPYsuXbumhV63uSU7Xh4CPgasTtk6Q4BZaRl84Gg1EAnUwBNHNa+6kOJQFs3Aoh5wIbA5saxaRxnB6Jx53VFOMqZFdkJqT9bk46SwbFYZWgqaoWZkNeXaaitFZFRYWpfO1/lqQACV0ZydZsyqZMPdb1M+1Ti35Dqp6ead5+FrCzYrgxSKR6+v2Bnl7G5XaCkRJmW4HVvsnA8sO4fznqvz5jP+O/Rijo6+CnjL+v//BPgAtyZ4fsfjke95F3/7pz/G3/7pj/ODv/gw3/i2l3P7ZnEauvw5iBvJHYAf/vBFXn1hwqvPTylvIGH+yr/49ef8rIdusFYd+9hvhQuz51eh/jsJD3zn23nVe3+SX/6WLzupgP87X/2F/J2v/sJnfd8dWyUf/ra3njz+W3/id80Y6RSnOMUaZ86c4erVq+zt7TEajfjxH/9x3vGOd/y2P/crv/Ir+Zqv+Rq+4Ru+gUuXLvHxj3+c17/+9Z+GJX7hiDHe+GPwIeCPfVYW5NOA52Mn+p2OG9UtiVBIN9K9+8zPnD5fVJlm0Trsuq3Jh0jvPOP81rfmt9pPpVVYVRBjJCJSxo+WJ4HSt8Lxtjr+jGMioPdrwumGzXWs5LoVSfPUrJ7nq9B6oSisxrUDhU1EQN07lIJ7dydAIl8qqW7KQDrGsVoJkpKmsIqjNik8qkyR26Q08SEyLdLyH5NDWWZPslCkSHlDu+MsVZw/hf08bvM62e437Ku2T4NerQSzqjj5vqQSSXXxF2bFTdlIt9qu+ZpwGhcCSAqvdvB0g1uTEh6jEinQDo7c6BNbnAuRyTos+qDuKLKkXNmqLBtVtiZEbyCoBp9IKiHohsCqHahys86dcmyNUrZO3afWrFwrZNNTZZq7tisOVz1N71EiqejS8QkgsGsSp+49UiSl0OChHXpCTBN3G5Wl94HLRw1WQ6Y1nQv0IdA7z84446gZmMeIEJppnkKdEyEi15lWqRxnZ1KghOCxwwaBYN70VOu8lT5EQkgZPqVN5JeSglWXmqAsgd1JSYw189aRK0nbOaIMaCUJwTPvHMYoci2wUnHpoGZcWKaloek8NvFq7K86ejewaD1yrQ7yAZqmZ3uUsWwdozxZhIYQGPoBqzWlVYxyw0ZlWTQDSilKozjUyR44dOt2Nw2bI4s1itA6OueZFYariwFFInYPmz5VtpeWbK00OqpbtFRMCsN4khNDxBFOiN52nffU+YDsA83w/7N373GSnVWh939r3+vW17lPkskkoBBAQsBIIAYQJSRBIe9RPxwRNcoLSgR8lcMtmANBlBfRo2gQkaN4BbklIBcTPECABIiJJJALgSQkJJlkLj3Tl7rt63P+eHbVVPd093RPT09Pz6zv5zOfqdq1q2rX07u7nlq1nrUyqqFthV4guNgx29PKqPqODR6Lg0OBiDDR7NpGRdhz2XVdpjoZYnLiwj5PNfTwXbv8C+xytqwwDFUDuuW2SugROEIlcAkcGKkFZFlBnBcghnoU0UkLhioHl98CdJKcNCtI8xzXdXGylDjJqIUBUdX+vrsCW0erDJe/v716R82ye+F4I0SchPFagOMKeQ6e59Ko+P0AZqPis+tAC7caMt2xYy3YjoZpbld4rNbfyPmsZoBnszGm137nMWDzAvtFInILkAHvMsZcu4rHdMR+8zln8mf/8X0+ffsuPn37Ll51wRm8+eKlF4dUx7fetw6Db9pv/uS3eWyqy5bhiA/f/NCC911qxyeA1/7U43jvF+/l+++8qN/h40RUDTytc6PUScr3fa688krOPfdctm/fzhOesHBB82uuuYbXvOY17N27l0suuYSzzz6b6667bt59n/SkJ/GLv/iLnHXWWXiex9VXX328dND6deyS9J6dIvItYBp4qzHm8G391tBKllMdL1YrC2k19T7EpFlBXtjgTCVwFwzOzPdz6nVomV1DyFv0Z9cbqyhwaZYFScF+yJnbin2xMVxpZs5SDb7u4aqtX1OLfCLfdt7pFaGe7zXPV8z7jA31fqewwYBmrwYQQBodrAPVqPizgp62Hsni59rg83bSnIrvEAUHj3GwXtF8x7xYbarBAJ8jtktZN82J/KC/PSts5oCIQyNyiXyhFdu6SdtHq+S5oRmnVIKDtZuyJMf37PK0oDC0Ctg2XGGkFtKKbV0kR2C4amvipLnNDBn3XLuEqyzgW/E96pFHmhe0YkPoCYHvsXemS7ObEqe2bo030EGvFgrdzKHTTamFHp5ri0J3k4zQdTBGbKtqsYHRTmJr1oxVAzppzkQ7wXVgvGE73oVezlgtJM0K9szEzHRtUesocHlsust0t4WIMFIJqQYucZYz0UppJzn10GOyY1vC92ojjVZtgeq9MzHDkUcuQhxntpCy7XvHSK1cUmTod9ZzXaEReaSFXbrUdRzyIqFbZtFkZXBjXzPGcYRGNSB0Xeq95T2tmOGKD6ZgppOyvxXbZXEGRio+j0y22T3ZwfcdztzUYKRq/6ZUfFvYeahi68XMdFN2Heiyddh2vXN9W8DcK4RmkrO5bmtFiQgidjlVYWzA2XaOKtgz1cFxHOIko5v4eJ7DWC2kKJcobm5ENCoBeW6X4LWTjGY3oREFZU0dSIsCg10KN91JiTyHrSPVfueu0JN+Fo7nCEMVj0ruUpgC37PL1HoZit3EBtciz2G8FpVFvzPS/GBQ3/6NjcmKwhY9zwtm2gkj1ZChSlAGHQ2j1bC/sNee1/b5hqsh052UvdMdmrENxkeua5s3iq29kxU2myvyIwLPtd3rkoLQtVlsncQWXXadQ+varaYVBXhE5D+ALfPcdMXgFWOMEZH5F3PDDmPMIyJyBvBFEfmOMea+uTuJyCuBVwKcdtppKznsIzI3u2KwjbU6fhWF4cb79vGTj5+/jgvY1rBnvuVz/es/+KOL+d7u5qJBnQfedQn//M0H+3V1FvPAuy6hFWdUfBfHEX73BT+6vBehlFLrzGtf+1pe+9rXHna/Sy+9lEsvvXTJj3vFFVdwxRVXHH7Ho2CxOY4x5lPlPldgv6D65/K2R4HTjDETIvJ04FoReZIx5pBWZms9rxl0rD6sr5b5Pvx20wzPEfa3kiUFPo4137UfkJYTnFlOvaCF9MbKdWxNlVackWQ5o7UAEVmwuPVa6r3uoQoDGS7FkoKRR5J9tGjQc4kZb4PP21s+2HMkwceFjmm+Ium9JUJDlaA/XnmRMdNNKAr6ra73lPVmAs9h81DFLnHMClpJRjV0GSmzokbK5Ve9GkQA3TLIYpfx2HPYEdv1KfR9mnHGcNUuNesFEo2xn58EWxC3KBwEY7uYFXbJnWDKrDFhw5DtUBY4QsUXDELFddjfSjCFIQfEpcx88fpZQ8bY87oVp7ginDbWQKCfTTLdyXClHKcyu6bqewg2o6PZTuh4DoFrAx5R4HDKWJWCgkYYcKDVJTEQt2LbNt54bB6uMt1JyXPTzwo5ZbRKM85odhKSLOdAq0vgu9RCj5rvUovsz2d/O+Vxm2p004JOWe8KbDvv3BjaaQFJQZIW7G/GdBJbQLgSuJy5pUGS2jpGrW7KVJwhCLXAdhQcispljGMFUeDQSVIcI4SOcKCTMBr5bBq2tZ06SUrkezSTnO3VgM1DEQ/sa7Jvyi5h81xBsC3uK4HNmhNMmf0V9gOXvc6B7dTWyWx2U3zPIS8EUxRsrAWkmcFzpR/cSfKcLcMVW1MJW6dry0iVZtl1q/e7NtOxLe67mWG8FtnzL8mIfLdfML/3e2drUkk/qN07pygLI49UAqLyb25SPnEnyaiFPq04J8kKqoHLQ0lOmtsAvCkzmyq+x3QnY+OQrQOWF8Z2cfRdXDcnLFvDp+WS28Xq2q2GFQV4jDE/vdBtIrJbRLYaYx4Vka3AngUe45Hy//tF5MvA07AFC+fu9wHgAwDPeMYzjt0IDbjm1c/i0vfdBMCnb9/Fe//74stN1Nq76M+/yj27Z4DZRYq//fAkv/vR27n+dy7gjIHgDsDON8++PterypowL/uJHbzox7bxor/4Kg/t7/Rvv+3Kn+Hsq74w6zm1VoxSSq0vi81xAETk14AXAc83xpjyPjEQl5dvFZH7gB8Bbpnn8dd8XnOimPvh1xg7We/VX+kVDF4sGDDYIetYBYTWIrA2t/DxUORRKZcqLbQ86HhyNMZsqYXCFyq0vZyMt6O5BHK+Y5pZpEj6wXbfUBiohQFZnpN3DVNxylDkM1zxEaFsU97rDFTQGMho6j2m4eCyvrwsrtz7ENvr0pRkRRlsEtpxSjfN6SYFnTQFhHrgkeaGRybabB6N2DpcFtoW25muUQalesvGsrxgy3AFIWSmm9KMM+qhS+AFTLYSQrHFpj3XoROnJIUhzgpGqh6B5zLVicsgU0qS245ajiM4OMRpQTvOqAQeaZazdyYnM10mZmJ8Rzh9U52sKIgzCFyXTbWIwLdLwvY0uzyyvyDPDYUp2DXZppPkjNfDfgHivTNdPNehHtnjs4XMcwpjbKc3x3bBSrKMfc0um4ereI7QjDMKDJuHbEZOkhVEvg2wTLS6RJ5HK0nxHVsYW0TYM92xNYyygrF6SC30bWDFdehmOb4DjrFjNdG0AadObLtkZcZm1TiO7ZwVeC6PTHaYbCfsmmwjRsgx7JmxHcHirKDZSRiq+GweqjAUemUNqIOByyQv8MsaQs7ActC0EBCHemi7y+2lQyPy2DJcsR0A85zpTmKD0GUnsTjJmWrbMSmMIfRD6qGxY18YMLa+U+DmtIyZ9bdbxGGk5vXPqTw3OCIEnkej/F0aPO5uagte+44w2YkJfY9a6OO7hqTICAMXY2zxd3HgzI11AtfWv6oGPr7nkEx3yjb3tti2Mcc+o3Q1P3V+GvhV4F3l/5+au4OIjAJtY0wsIhuAZwPvXsVjWpGnnTbKPX/wQn70rbYNtDFG6/Ac53rBHYDT3/RZfvLxGxivBVx7m23FPTe4s5Dvv/MiOmnOXbumeeYZ4/3twxWfr77hp7hvb5Od47X+sitdnqSUUgddfvnl3HjjjbO2ve51r+Oyyy47ZN/rrruON75xdsm+nTt3cs0116zqMS6HiLwQeAPwHGNMe2D7RmC/MSYvM5MfD9y/Rod5Uhn88DvdSfBcmZXVMF/r957eB2HXcWyHlSUEhNazxYIX6zmT61hZzjit9hLIxZYn9rJ74vhgFkS7XMayoRbZY6nY7JyiLOBsl8fYrKP+h+LCFvAOPftBthesslkPpiwIPPsDvgjsb6aEvgOO4Hse7cRmEPmu3RZ5LpXA69cSynLI8g4Fgu861HyXLDMcaMWM1uyymlrolXWM7O9sN8mYaqdUAgfPdai4QjJQdkFE2D3VZqZjAxd5AY3QJ0ltZkU7yTmlGvBwO6UWuHgIw5WAyXZCmhWM1AIEscGn4Qr7ZrpMtjPEwPhQSBzn+I5tiZ0kOfvLrJ40L2glOd1uynA9YOtIzS7/atvaLN0kJ05sV7hNQxH7WwmRn7ChEVEJPVrlcrdHp1p4jkNRFhPeWK/gOA67p9tsqEe2kLTAdDfHdxzqVY+Kb2sWOeJgCkMtcOkkguvYQJ7nwJ5WSiGGxya7JKnhzM0NXBF2NzPqlYKxWmSX8pUBQkEIXZepNEUoiAKP0WpoC7znBQdadpnc5vOs3HkAACAASURBVKFKv9Ne6HvEaU5W/n0VEQIH0tyhFnoDQUT789o30yHLoRa6VAKXdpzTbSeU5cEwxpDnRVlUv8wyzAs6WW67hTlClubsmmxT8T1bt8oUdFPTX9Y3VPHZ37JdF9M86Bcnb5Q/s06a4ZRBw9C3yw6Hq7aweCOM2D0TI8DGYYfAEZpJxlA1OBg0x9Z96mUegc0WOtbZkKsZ4HkX8FER+Q3gQeAXAUTkGcBvGmNeATwR+GsRsX8tbA2eu1bxmFYs9GyEu5sW/PF19/CGFy5cW0Ctvpvu3cdlH/pPbr7ip+06VWy1++/tnuFAOzlk/69+f9+Cj3X3VS/k+rse43Ufua2/7Qd/ZAshi9g3m8HgzqAzl9lpSimlTiZXX331kve98MILufDCC1fxaI6KvwRC4AvlFz29dugXAFeJSAoU2PnO/rU7zJPTclu/z7fMZbGAkFLLsZqBs8UyhGwR74PZNgACZGXwIy2Xpdj7SX95TCXw2N+K6SQFgWc/OCeZXdaVZDlxlhEnKZ00pxYGFKagZWwHt3r5IbYogz2OCEmWIUCcwVDkMlKNGIoyOqlhup2Q5gXD5RKfhw+0memkNCKX4UrApqGQ/a2EqXbcL6TdijNqoYfrOvieR+AKge8y1UqohD6N0I5FnOaYApLMdvbKC0OSFoS+w3AtsAWBKdjfSqmU9WBaScZoTRituhhjs0M8V4gCWxtoqBqWmUBC4Lo4FR/XcXAE2oktyovxiYsCByHHoRXntOK07AYHe6Y7gFApuwAmua0PNdVOKIqCyPf6daZc10UM1CK7nEwch26ZfVfkhsK1KaONyKUeBojY+lqduGwvjy0g7LgOWZrRmcmZ7mZUfIeNjZAsM0ylGdPl0qdqKNTDwLZedzyqoc/uAx3G6yGeb7OQ4iyn6jtEntBKCwTDWNUnM7aY8HDFdto70IptSRODzVrqpGR5wcahiFro4zl2ueB0N6WTpNTDgKFKUGYS5VRDl93Tqa2bU/FxXfv5+5HJNqEj1CshSWHr+8RpTrOb4LkufrlU0OCSFYaZbkLoeeV5DpEndHN4eH+Tocgn9G3B++lOTJoVdLOMwLUdwBpRQOhmREHEdDdjYz0kKQpcsTXQqqFP4Mqs5Ztzl78OV/xj/mXBqgV4jDETwPPn2X4L8Iry8k3AU1brGFbLx171LH72L7/G+758H2lecMUlZ631IZ2wbn3wAOecNrJgptQvffCbAPzb7bv45Wfu4P/cvZvf+PvZmfAb6iH7mvGiz/Pdd7yQyHf5uadu6wd4rnrxkzRDSyml1CGMMY9bYPsngE8c48NRcyy36PJyA0JKHS8WyxAa/D3o/W/Atn4vaxiB3cd29Dr4mIO1SzwHqqFHO84xxjBU8Zky4DgOge+QZjDTTdg8dLBLWGEMm4YrxEnOZCuhm9quTgYoioJ6JcAVMBhGaja4k+YFAozXQlyHsrZJwaahiE5iW6x3kpThakCaFYzVAqbLLmGd2LZaL7KcoZGIKHA5MJngiNg2192MyXZMo+bjO7aGSie1rbx3z3TY0qjSTW0B7TjLCHyPvDBsaES044wD7cRmBTm28HYrtnVf0qxAxGYxFdOG0PPKDEKH0HPZOGSDJXGas2uqQ823HdEKHFzHsL8dY3KIIptd1IwLxht+v9bRcOizrxmzZ6qDiDDVjZmYTsAY4rwg6dpi29VG2C+e7iCM1ALiNKebZiRpQeQID3UyJloJ24creL5LK84YqTjUC2jGCaM1m9GS5AWT7Zyxmm0/vs9zSIyhyAobWCoKXNdjop2ysRHZMa4Fs86lauAx3UnxBGJjyuLIPo9OdYjTnLwoKIzNKBMER1xaSU6Sdxiv2YLFeW6XStUjH8e1ATdHhP3NhDwvOMN32d9KEYGxWkBaGOrR7KWCruPQjlPS3CCxIXAdXNdlPHJpdVNm4pzJTkoj9NjfTqkGLo0yOPPIgRbV0GZEjdbs+EoZmIoGloH16vcstvz1WNPCIEfgKacM9y//zVd/wJsueuKsSYQ6On7zH2/l3+98jLNPHeHay5+96L5vvfYOAtfhDZ84tD35LW/9aT5y8w950ye/09/2gZc/nQ/d9AA33TcBHCyiLSJ85JXPZMd4td/eWymllFLrx3LrnqzHLlxK9Ryu85bvOXTKpVaBKxSBR5xmVMoPrUmWUwnscqmeXu2SnplOSlDW3LH1RWy7eMEwNlxhOA36Lds9x5Yw8FyXauARBi737WmSG/v8UeDhCNQinwOthOHy966b5Piu06/nYoyhndiaLPXQw5iCODM4ktPNbJFcjK33kuYFNd+jmdhizb5rjy/Nc0LPY2vo2Q5xBjpphutALbC1fKLAJ8sNaWHIi9wuSSog8m0mSTNOqYU+7TjBiEOW2bHsJDmeA0UBSWrvlxcFBZCZgtCzLc67SUacGWq+x+bhCvumu+ye7pAJ4Aibhyp4rkM3SznQSQg82FCPiMqxy4qCmU6G58FD+9q4jlAvO2SJGLYNV/Eduyyu1U3Ynxm6eYYxhm3DNXzPYboLQ6HLLpORE+AZw1itLErs2iyjwHeYaqeQQuBC6Hs0uxkbagGeK3SzgrQo7DIy3yHNDa3YdsM60DQ04wwR7FK5wCPJcjYNV22Xtrzgsaku9TAgywvS3PDYZIt2mvPoVIctQ3a5GcZloqxHZIyt9zPVjglcl7TIqQY+tcBlXzNjYiZhpGYzqPLcFgEPXRcR+3PI84J2mlMYp98CfaLZxZGCVpwy0eyyoVGhGvhMtW3h7iQr6MRdCrBZnUDkOWW3N69f161nvg56x0PWpwZ4joKH9rc5fUNtrQ/jhHLNtx7m3+98DIDbHprsb//hRJtvPXSAOC0OCebMF9w5fbwKwEvPPY2Xnju7S8nzn7iZex6b4axtQ7O2L7QMSymllFLHv7UshLtSa1HsWZ2YBn8Pcs8hy3Nqod/vRhZnhizPaUTerDbxcGjQMy8MzmBHIq+XvWCz3CLfxRFhrMzk6NW1Aodq4LFlOKIVp9QCfyDII2Vdn4NZRvXQY6qTYoqCmbJhcZIZEg9muhmea5eSdZIMJ/QZqQY04wxjbCvs8UZA4NoMjopvO4D1vsSt54XtahvY7Wle4LkuQ1nO7qkuvuvgOgF7JtsUDlQDn25q23ZHvtv/kB+nQlEkpEUB4iIYaqFvW6LnBqewRZY7cUY19MoW5LZeUZbZ9uWuK+w60KLhlwWik5QcQ6MS0E1zDL3C0AWe4zBc9ShyqIcevusSBS6eI/iuS6Pi4TluPwMpcB2a3cK25k4zPNchyTJ832OsYlubh56HGEPke5jCsGNDhaD8+aemYKwa4TlOmb3lMlavkGQ5zTgDDJ7n4PlCnBZ0k4wosH9fi8LQTTL2t2LS3OCVTag7aY7B0Ig8JtoJE60uj0x22N+Mycqfu+s6+K6h6nu0uzag2AsGxWlGYQytpEs3ztkyFFGvBISuXSaGAdeBdpwxHSdsHa6SlUvsXDF007wsYJ0TOJQdAx0OtGI813ZbrEUezemU0PPYNByRF4a9M4nt8tbNwBREgR2zhd4n2knGgVZMnBlCTxithVSDYx9u0QDPEfqP372AT9+2i/d+8V6e+54vc9uVP8NIde0jduvdjffu42XlsqtBL7n6Rl589jbe/m+HL9H0+y86i8AVfuqJm9k+snAWjuvIIcEdpZRSSq1/x1Mh3KU62Yo9q9U32GJ+OeYGPRFsPZFqcLDwMsxa5jU3k2Hwd2oo8qgG7iEfjkdrId2yNbjrCFlhqPgO7dRgCoPrCoHv9LvR5nkOIlR8W4i4EQVUA5dKEOLI7N/bNLKvoRdAckTKJTh22cz+VoLrCNXAY/NwxGTLdpfyApcdYzXqkc9kK+l3C2uELohdMlQJPCqBSytOiVMbvDl1rE4nyemmOc0kJc/AwS7bEqAWHlx61ch926a+KJjqJGR5QSPyiHyXVpKR5bZl+sMTTRrVgE2NiAOthM0jNrMFCjY2KrSTnP2tlLGazYgKy4LXnifEWUEnyQnczBbCFofNQxX2tmKywi4ryvKcsXrAaeN1ksywc4NnC1d3c9pJl3rkM1YLqUcej0xm1AIHcWzQzhPhQJHSjgsqQDNObSZV6DHdToiznAPtxLZSz+zPW8TBNQX37+7wwwMzdJKC7cO2vg3GMN6okBU5zSRnzHfYXC7Pm2qnRIFLlhu6aUKS+3TilLYIQ5FPVhhcxyXOcxpRgDE2I8t1oBaFOBg6aY4vtiNY6AoiNrOo080IEJJujuvYrK8kzxEDvgdpVlCr+XTK0q5ZnpMXziHvE1OdhAf2NnEch4rvEGcOj0522DpSOeZBHn23OEKP29Tgl35iR//62Vd9gbt2TfOSq2/kzZ/8DlOddA2P7vj3xe/u5s2fnJ1x8+hUZ97gDtgsnoWCO7dd+TOzrv/G+Tt5+XmnLxrcUUoptfY+9rGP8aQnPQnHcbjllkM6ic8yMTHB8573POr1Or/92799jI5QnSx6HYTGasEh2QzHynzFnl3HFntW6ljqBWjsh3ObDVMJbJZOFLgkWUGS5Ta7oQzWVOZ8iB38nRqvR4zVwv7jCYZG5FMNvP7zOI5QFLZF+3AUMFwLqAQuvuvQjjOanZRmkhP6jm0b7jg4Ygg913a5mhMInfsaes/Z26eXjQRQDTy2jVY5ZazG4zbW+8vRevVc8rJuUD3yKIzBmILAFbaNVNkyHBH6HvXIZ7QWMFILGK+FjNVtAd+K7zBWC/tLz8C2rd/UCBmp+WxqVBithbiOS7Ob0Qhc2yo9N1AGU+I0J84LQs8hNwV5YZdCeY7YsROHZjdhuhMz2bIdwCLPZSgKqAQ+Nd8ed73i8/hNDWqhLdo8Vo84Y2MDAZpxxlQ7AXHYPlrllNEagjBVRja2j1Q4dbzBjvE6GxsRo/WQauBiTMF0NwVjGKkEOAiPTHZodjOaccp0O6UZpxTATJyyr5mCgaEoohq4xGWr88emu+ydblMNfHaMVxmqhLiOw7aRCo2Kh+8ItYpL6NmsqUrok6YFWVEwWg3YPlplQyOiFnh0M1sIOQps0Ayx47hpOKIeeuQFhJ5DnOXEuWG0EdIpa+lsGq7gGMr6TRFQZpmJKZelZYdkV6Z5wUMH2viuSy30bBe6LEdEONBavA7satAMnhXYMhzx9B2j3PrgAQAufu9XARuM+PDNPwTg9itfYNcUqr4DrYRf/5CdyL/qgjPZ14x5/OYG7/vSfYfs+5X/8Twu+OMvLfhYveLI2pZcKaXWnyc/+cl88pOf5FWvetVh942iiHe84x3ccccd3HHHHcfg6JQ6trTYszqezM2C6y0fNMZ2bQIwBkTMkrLMFsqqG8wy6j1HyxgoDKHvMtPNcKQMeBaGOM2plMu+hg6TpbdYJt9CSzN7j9lJMht0ynJq5evLCzMrCwiAwONAOyHJbNexqgihZ+vQBK70n8dzbTaIzVgybB6u0E0L8nIpUWGMzVRypL8qxFCACAbBF8pMFSHyHFtHphUzFNm26HumYqLAZWPDFime7MTUAo+hioeIQ1AUBL4twvy4TQ18z6GbpOye6tqC2Q7sa2ZIx453khswhuFqWNZwKphst8gKbGHnwCM1hkrgEfkeQZnCNd2JybOCRGBzo0KcFczENluqHng0WzHtLCU3GUMV2+0tKwrGq2EZNLFjluUFM3lBLfLZMV5jXzNmupsyVvfJAVMYGlWfvIDpdozvVegmOWALHDcqAc3uwbpQubHd3TY0Inbtb9GMM7ppbjODDNQjj9B1qXou00lK1XfxXAdTFMSpbYEeuYIRh3aS88MDbRsIcgCEmXbCeD0CDnZiLIqCONMiy+vOx151Hm/8xLf52K0Pz3v7P3z9AV7z/Mcf24NaI49OdTjvj77Yv/6x3zyPs7YOUQ1c3v5vd/His7dx6ftumnWf577ny4c8zs1veT4bG2G/g9VnXnM+L/qLr/Vvf93zH8/ODTVefPY27XKllFKL+fyb4LHvHH6/5djyFLjoXQve/MADD/CiF72oH4R5z3veQ7PZ5G1ve9sh+z7xiU9c8tPWajXOP/987r333mUfslLrgRZ7VsezY1FAtvccvaBIO8mph57NaMkKhqoBxkCrmzI8Wl3xcy22NHNu0KkXKJgvU2hjI2LvdJdOYmuvVMpC0r0sj97zOOJSC93y9WXUIltcOnQd2mWNHxt0soWCNwxVaHUzkrzAdR08oEAYqYS2+HPgMV6v0EkyPF/Y1+wSpzmj9RBPHIyxxYIDB3zXn7VErpvarlq9mj5xmttaNwh3PTrFpqGIiu8y2UpoJzYDxxdwXZc4K+hmKRtqPnvbMZ6TUg89osBjqp1QrdhlUqHvEvpuWbsopZUU1KoBU3FG5IXEuWGk6jDTTvFcGwDaPFwhy21GWC9wFgUeGxu2w1foOcSprW8kBia7CRPdgrEG1EKvX1enAf1ldK7jETiQuXapXuB7bKg5+I7YcXXglNEquTE0ooBGxaOZ5LQT22GrneY4xi7pwhRM5pCWS/ECz2W6m+ELPLy/RaPqE7qurduUFYzV3BWdp0dCAzwr5DjCH//CUxcM8PzJF77Hn3zhe/3r117+bM4+deRYHd4xNRjcAfiF93991vUP3fTAkh5n01A06/qTtw9rho5SSimlTmjHU7FnpdZSLyjS7KaIODRCFyMCxrZ5d7yjU3x8KUGrpezTW+K1UIH0+R7Dc8Bg2643Kj5pWQRapGwlXwaSbJerjMpALSIRh06asmmoYuv2dFOqvgcVoRWnpFlhW7X7Lgbopjl5bjjQinHEoRa6uI6DlEvustxmFgW+7VY207EZVHZpmzDVThiphTSTnK3DIaHv0okzJjsJG+oV2nFCbmwdmjBwaEQeeV7MCli7rstQxSVNMsbrIZPtlE6SkqYFvivUAo/toxWMgX3NhA11GKkGTLaSfuBsy3CFZpwxXo/69YyMA55jH2u4ErB1tEqSFcx0EkaqAcMj1VlLqfZMd8qC0oZto1XS3FAUhsIYxmohcZZT8T2qoUc3zUlzcMTgubY+z1QnpeK7TMcp3bjAr7nESc6BOGW4FhDHOUHVZaIZE3jCaK2+3NNyxTTAc5R89FXncftDk/z4zrF+AOf0N332kP1ecvWNJ1yw4vu7Z/j2w1PLus8poxUePtA5ZPtfveyco3VYSimlFsm0UUodX46XYs9KHQ9813a7MsghWW3C8bdscbkZTnMDur0i0GO1Ot00xylXKcwtDt0z000PBi4KgzEQeC5JUeCKMN1NiFMh8Nyyxo5t9+67Quh7THeSfo2hJC9wHKEReTw40aLqO6SFLWpdjTxc18UUBk+wred9lxzIC/qd08brIQC7p9pMdWIqnsf+ZgfEoTBQD12qvkM3L9hQj2z3sNi2mj9j8xCR5xLnthhyxXcwCHlRsHEoIsuLcglrQZrl/dedF8a2gx+t2aWD5fhXA0iy4pAlfL7rUAl8hqsOaV7QTXLiNCfJC7K8rCXle0S+U9aUSjAmxxgbdBuqBBxoJeyearO/bbN7wLct5juGWuiS5oZ9zZiiMJxSrazJ328N8Bwl5+4c49ydY0vat51kh62mXZTtCOfaM9Ml8l2GVvHbnJvu28c5p432I6OH8zP/6yuzrke+Qzct5t33bT97Fr/27J0A7G8l3PPYDGduqvHOz97NmRvrXPSUrSs7eKWUUmvK8zyK4uB7QLfbXcOjUWp9ORbLYJRaL07krLbFArq+6xw20FsPXWa6OYHnIBiacUaWG3zPFkwuCkiBZichKQxpVjDTSalX7HP6nkvoCJ3MLkGrhR7dxGbTbBmpMDGT4HkOtdCnndjsovFG2K8J1k0yIt9mAY1UbKewOM0pDIxVI5IsZ6KZ0U5yhqs+47UAI/QznTqpw44NVRvA8l1qkUfoecRpxmit2q9jk+WHBmpsTSDBc2CoYpftDS5lXWxpa28prP1b69Co+HTTnFY3pR4F/fPMdmCDkVpILfJpdjOKwpAXMDFj26r7rks7zkjzgvFGQJIZ6pHLSMXeJ8vXphOiBnhW0R1vv5An/8/rAHjF+Tv54Nd+AMAHv/oDPFd46ikjDFf8WfVlBm0eCrn+d57DX91wH8/5kY1sqAf9YMpqZQF9+OYf8uZPzq7X8J5feCo///RT5t3/sr+7edb1v37507nwSVs40Er4l5t/yDmnjfKR//whjxzo8CvPOp2fe+q2/r5jtYDzzhwH4M9f+rSj/EqUUkqthc2bN7Nnzx4mJiao1+t85jOf4YUvfOFaH5ZSSql15kTPajtc4enFDFUCsiImzW0b8sCxWTtOIqRFzkglIs5yksJjqhVTCXzbrjw3dExhi0YbYWMj4NHJgulOiucJZ25q0IgCfM+lm2RgoBG6FCbHFSEpMiZmYqbaCeONkG6aMVoLy8czbB6KCHyXB/e1GK4EbBxy8F3Bd4WJVkyaFzgC9dBjfDwiLwxTnRQDJLktktxNMiiXuM0tMj9UCRBJ+x0Hu2nOVDuhUhamni8I2KujlBVgTEFWmFn1iFpxSi3yZ3UwBIdOkpAXtpNbPfLYO92lGjjgQDX0EYE0M3SSnG3DFTpZwZbhGpHvkheG0KPfCfFYBu41wLOK6qE3KxBz8Y9t5f9530386UBNnsXsno556lXXA/D+G2Z3mLrpvn0868wNgE1B2zXZ4fQNtQUf60ArYbS28ImVZLbF3dzgDsDrP3Y7lz5tO6/7yLf4zLcf5fr/7wJ+ZHOD6+58jC/ds3fWvi84azMAo7WAy5/3OIB+EEcppdSJz/d9rrzySs4991y2b9/OE57whAX3veaaa3jNa17D3r17ueSSSzj77LO57rrrFtz/9NNPZ3p6miRJuPbaa7n++us566yzVuNlKKWUOg5oVtv8fNe2X+8kGdOBSydLiXyX4UpIs5PSTjLSPGe4EpAXNvARBTYwZkyB57o4klMNXLaNVukmWT/IMdVOCV2HSs0uC6uELmP1kH2tmMKA4xRsH61SGNNv/Z4XhiTLGa2FdJPcdqXy7GqQTpwx082Y6aRUA5+hyGf3dIc90x1G6yGbGgHdzHYTCzzbNazZTfudyOa+7sGgX+AKW0dsYeb5CmGnecFM1waEAk/ICyErMrI8Jy9sgWW7LGv2yhXXETzXJS8KwGZVhb7L5qBCJXDZPW2XYXmu7XpmHBiueP3gTl7WUVqLTohizPG3hvFwnvGMZ5hbbrllrQ9j2Ywx7Hzz547a4138lC1c/Uvn9B/zI698Ji/9wDf41OXP5qmnjvCHn7ub/a2Ep54yzO9/6k7AZv6c/qbPEngO33zz84l8l0rgzlsvaDk++qrzlrxETSml1Oq5++67l9Wd6kQ03xiIyK3GmGes0SEtar3Oa5RSSq29Rw602N9KmeokiLGFh7tJTrubMlINiLMC33Oohp7tHOU4jNZCAs9hc9ncZm6WC0BWQJbnttOWb+vWeK7bz3TpFYYuioKRatC/faaT0s1s7RqAdpxiEFpJSuQ5DFVCsrxgqh1Tj3yGqgF5bmjGKUOVgMh3SbKCoijYNlpdUcbWdCdZsI5Tb+nXYvtUAq8/Lp0kJSwzfyZbCUleUBjbTn6oLJQNDqEnRGUG0tznOpoWmtdoBs8xtFBL76+98XlsG67wtzf+gEuftp2xWsDDBzr85Lu/dMi+73vZObz6n/8LgM9957FZAaOXfuAbALz46htn3efjAx2+/vEbDwI2Y+dp7/gCcOhyry+9/rn87dd+wMVP2cr1dz3G3934wKKv6953XoR3gqRKKqWUUkoppdR64bsuIgnjtZBummOA0LFdx2wdGR9XHIwxdLMCzzFkRUHVmd3u/XCZUvtbyawgSK8Qdq+gcS9bBoHAdWjGGRiD5zm0uhmR5zBej8jK7lrV0CcKPLLc2C5hUYU8t/WCjla3NFucefZn8LlZNYvVehoclzSy+zkijNQCWnFGkuUMV/x+AKeXLbSWNaM0wHOMhZ5DnNmo6P1/eDEiBwM/r/jJM/r7nTpW5d53XsTjrvg8550xzm8990y2j1Y4c2Odn3vqNj59+64jev7fv/aOQ7bNzd7ZuaHGO17yZMAurzpcgEeDO0oppRZz+eWXc+ONs798eN3rXsdll112yL7XXXcdb3zjG2dt27lzJ9dcc82qHqNSSim1HkW+LYacpDmB65AVBV7gsdl3qQQeI7WQmU5KM86oCNQiH2MMWWFI82LJQZRegeK5mS69gsa95VPGGCbbGVXfwXEdprspBsNINSq7U9n7VQOXoYoNfvQyaHrdrZK8wDMs6/iO5JgHj/twtZ4G9zMGhiKPSjC7u9nxUDNKl2gdY0lWcM9jMzzllOEVPU6aFzz+is8vef/xWsBEKznsfne+/UJq4ey4360PHmBTI+TUsWp/W5YXfOCr9/Prz9655G5bSimlVt/dd9/NE57whAWzRk90xhi++93v6hItpZRSJ4U0L9jfiukkBUEZuUiynErg0oh8srxgz0xMmuVEZRvwKPBwRJa1fGiwns18mS5z9x1c8tVNc9KcQ45vrGbbq890UwpjO2RZdnmUIysLkiznmNcbXaJ1nAg8Z8XBHbARxC+//rl89juP8vLzdjAU+exrxjgi3PbQAX79Q3aieP8fXowBrr/zMX6rXNp18VO28EeX/hjDVZ/f++jtfOK/7BKuhTpzPX3H6CHbPNfh1c993Ipfh1JKqaMriiImJiYYHx8/6YI8xhgmJiaIomitD0UppZQ6JnoFl6edhGacIxgakcdQJegHMexSpUMDGsspALycrmZzl3ylecF0Z+Hja0Q+e6Y75AVlDRu/X8NmJV2oTvRObPPRDJ4T1I337uNpp41QDQ7G8G59cD9XfeZurn31s2ZN+h+caPHQ/g7nP37DWhyqUkqpoyhNUx5++GG63e5aH8qaiKKIU045Bd+fveZdM3iUUkqdrJZSbHit7W8lCwShCsYW6QZ9stIMnpPMsx93aLDm6TvG+NTl7M12uAAAIABJREFUzz5k+47xGjvGF26xrpRSav3wfZ+dO3eu9WEopZRS6jixWCHh48VS6uWow9PhUkoppZRSSimlTlC9pUqCIcmKcpnU8bVUqRJ45EVBXtgVRr0gVCXQnJTl0NFSSimllFJKKaVOYEtphb6WTsZ6OatBAzxKKaWUUkoppZRaU8d7EGo9WJdFlkVkL/DgKj7FBmDfKj7+iU7H78jp2K2Mjt/K6PitjI7fyqz2+O0wxmxcxcc/YjqvOa7p2K2Mjt/K6PitjI7fyuj4rcyazGvWZYBntYnILcdrp431QMfvyOnYrYyO38ro+K2Mjt/K6PitHh3bI6djtzI6fiuj47cyOn4ro+O3Mms1frqgTSmllFJKKaWUUmqd0wCPUkoppZRSSiml1DqnAZ75fWCtD2Cd0/E7cjp2K6PjtzI6fiuj47cyOn6rR8f2yOnYrYyO38ro+K2Mjt/K6PitzJqMn9bgUUoppZRSSimllFrnNINHKaWUUkoppZRSap3TAI9SSimllFJKKaXUOqcBngEi8kIRuUdE7hWRN6318RxPROQBEfmOiNwmIreU28ZE5Asi8v3y/9Fyu4jIe8tx/LaInDPwOL9a7v99EfnVtXo9q01E/lZE9ojIHQPbjtp4icjTy5/HveV95di+wtW1wPi9TUQeKc/B20Tk4oHb3lyOxT0icuHA9nl/p0Vkp4h8s9z+ryISHLtXt7pE5FQR+ZKI3CUid4rI68rtev4twSLjp+ffEohIJCI3i8jt5fi9vdw+72sWkbC8fm95++kDj7WscVWH0rFamOi8ZlkWeF/W95UlWmD89H1lCRZ5X9bzbwkWGT89/5ZA1uO8xhij/2wdIhe4DzgDCIDbgbPW+riOl3/AA8CGOdveDbypvPwm4P8vL18MfB4Q4JnAN8vtY8D95f+j5eXRtX5tqzReFwDnAHesxngBN5f7Snnfi9b6NR+D8Xsb8Pp59j2r/H0NgZ3l77G72O808FHgpeXl9wO/tdav+SiO3VbgnPJyA/heOUZ6/q1s/PT8W9r4CVAvL/vAN8tzZd7XDLwaeH95+aXAvx7puOq/Q34WOlaLj88D6LxmOeOl85qjP376vrK0sdN5zeqMn55/Sxu/dTev0Qyeg84F7jXG3G+MSYCPAC9e42M63r0Y+Pvy8t8DLxnY/g/G+gYwIiJbgQuBLxhj9htjDgBfAF54rA/6WDDGfAXYP2fzURmv8rYhY8w3jP2L8Q8Dj3VCWGD8FvJi4CPGmNgY8wPgXuzv87y/0+W3Mj8FfLy8/+DPYt0zxjxqjPmv8vIMcDewHT3/lmSR8VuInn8DyvOoWV71y3+GhV/z4Hn5ceD55Rgta1xX+WWtVzpWy6fzmgXovGZldF5z5HReszI6r1mZ9Tiv0QDPQduBhwauP8ziJ//JxgDXi8itIvLKcttmY8yj5eXHgM3l5YXG8mQf46M1XtvLy3O3nwx+u0y3/dteKi7LH79xYNIYk83ZfsIp00Kfhv22Qc+/ZZozfqDn35KIiCsitwF7sBPo+1j4NffHqbx9CjtG+j6ycjpWi9N5zcrp+8rK6fvKMui8ZmV0XnNk1tu8RgM8aqnON8acA1wEXC4iFwzeWEa8zZoc2Tqk43VE/go4EzgbeBT4k7U9nOObiNSBTwC/Y4yZHrxNz7/Dm2f89PxbImNMbow5GzgF+83UE9b4kJSaj85rjiIdryOi7yvLoPOaldF5zZFbb/MaDfAc9Ahw6sD1U8ptCjDGPFL+vwe4Bnty7y7TGin/31PuvtBYnuxjfLTG65Hy8tztJzRjzO7yD2wB/A32HITlj98ENl3Xm7P9hCEiPvZN/J+NMZ8sN+v5t0TzjZ+ef8tnjJkEvgScx8KvuT9O5e3D2DHS95GV07FahM5rjgp9X1kBfV9ZOp3XrIzOa46O9TKv0QDPQf8JPL6siB1giyJ9eo2P6bggIjURafQuAy8A7sCOT68C/a8Cnyovfxr4FbGeCUyVKZTXAS8QkdEyDfAF5baTxVEZr/K2aRF5Zrmm81cGHuuE1XsTL12KPQfBjt9Ly6r1O4HHY4vlzfs7XX7L8yXg58v7D/4s1r3ynPjfwN3GmD8duEnPvyVYaPz0/FsaEdkoIiPl5QrwM9j1/gu95sHz8ueBL5ZjtKxxXf1Xti7pWC1A5zVHjb6vrIC+ryyNzmtWRuc1K7Mu5zXmOKhOfbz8w1Zd/x52Xd0Va308x8s/bFXv28t/d/bGBrue8P8A3wf+AxgrtwtwdTmO3wGeMfBYv44tKnUvcNlav7ZVHLMPY9MdU+xayt84muMFPAP7h/g+4C8BWevXfAzG7x/L8fl2+Ydv68D+V5RjcQ8DnQ8W+p0uz+mby3H9GBCu9Ws+imN3PjZN+dvAbeW/i/X8W/H46fm3tPH7MeBb5TjdAVy52GsGovL6veXtZxzpuOq/eX8eOlbzj4vOa5Y/ZjqvOfrjp+8rSxs7ndeszvjp+be08Vt38xopH1QppZRSSimllFJKrVO6REsppZRSSimllFJqndMAj1JKKaWUUkoppdQ6pwEepZRSSimllFJKqXVOAzxKKaWUUkoppZRS65wGeJRSSimllFJKKaXWOQ3wKKWUUkoppZRSSq1zGuBRSimllFJKKaWUWuc0wKOUUkoppZRSSim1zmmARymllFJKKaWUUmqd0wCPUkoppZRSSiml1DqnAR6llFJKKaWUUkqpdU4DPEoppZRSSimllFLrnAZ4lFLqCInIH4jIPhF5bK2PRSmllFJrS0QeEJGfLi+/RUQ+uNbHBCAivyUiu0WkKSLja308SqnVowEepU4S5aSjU7657xaRD4lIfa2Pa67yuP5grY/jcETkNOD3gLOMMVtW4fG3isinRWSXiBgROf1oP4dSSil1shCRl4rIN0WkJSJ7ysuvFhFZjeczxvyhMeYVK30cETm9nAd4R3h/H/hT4AXGmLoxZmKlxzTn8QMR+Xg5zzQi8tyj+fhKqeXRAI9SJ5efNcbUgXOAZwBvXc6dxVrTvxtHOsFZBacBE8aYPav0+AXw78B/W6XHV0oppU4KIvJ7wJ8DfwxsATYDvwk8GwgWuI97zA5wdW0GIuDOVXyOrwG/DGhGs1JrTAM8Sp2EjDGPAJ8HniwioyLyGRHZKyIHysun9PYVkS+LyDtF5EagDZwhIpeJyN0iMiMi94vIqwb2f66IPCwibyi/IXtURF4iIheLyPdEZL+IvGW+4xKRVwIvA95QZhr9W7n9ARF5o4h8G2iJiCcibxKR+8pjuEtELp3zWP/vwDHeJSLnlNu3icgnytf7AxF57ULjJCLDIvIP5b4PishbRcQp06+/AGwrj/ND89z3BhH5b+XlZ5ffal1SXn++iNx2mJ/RbmPM+4D/XGw/pZRSSi1MRIaBq4BXG2M+boyZMda3jDEvM8bE5X4fEpG/EpHPiUgLeJ6IXCIi3xKRaRF5SETeNuexX17ODyZE5Io5t71NRP5p4PozReQmEZkUkdsHM13KudY7ROTGct5yvYhsKG/+Svn/ZDnnOG+e1xiKyJ+VWb+7ysuhiPwIcM/A/b84z33/vgyAISLby/nK5eX1M8t524KfGY0xiTHmz4wxXwPyhfZTSh0bGuBR6iQkIqcCFwPfwv4d+DtgBzYrpQP85Zy7vBx4JdAAHgT2AC8ChoDLgP/VC6CUtmC/LdoOXAn8DfabnacDPwn8vojsnHtcxpgPAP8MvLtMI/7ZgZv/O3AJMGKMyYD7yscaBt4O/JOIbC1f3y8AbwN+pTzGnwMmygnKvwG3l8f2fOB3ROTCBYbqL8rHPwN4Tvl4lxlj/gO4CNhVHuevzXPfG4DnlpefA9wPXDBw/YYFnlMppZRSR895QAh8agn7/hLwTux852tAC/veP4Kdg/yWiLwEQETOAv4KO0faBowDp8zzmIjIduCzwB8AY8DrgU+IyMY5z30ZsAmbVfT6cntv7jBSzjm+Ps9TXAE8EzgbeCpwLvBWY8z3gCcN3P+n5rnv4eYrXzXGFPO9LqXU8UcDPEqdXK4VkUnspOUG4A+NMRPGmE8YY9rGmBnsxOY5c+73IWPMncaYzBiTGmM+a4y5r/wG7AbgemywpScF3mmMSYGPABuAPy+/NbsTuAs7AVmO9xpjHjLGdACMMR8zxuwyxhTGmH8Fvo+d0AC8Ahsk+s/yGO81xjwI/Diw0RhzVfmN0/3Y4NNL5z5ZmZr9UuDN5XE/APwJdiK3FDdwcBwvAP5o4LoGeJRSSqljYwOwr/xyCICBTJqOiFwwsO+njDE3lnOLrjHmy8aY75TXvw18mIPv5T8PfMYY85UyC+j3scur5/PLwOeMMZ8rH+sLwC3YL9t6/s4Y871ynvNRbLBmqV4GXGWM2WOM2Yv94ms585Xzyy/BLgDejV26BjpfUWrd0QCPUieXlxhjRowxO4wxrzbGdESkKiJ/XaYYT2NTgUdk9trzhwYfREQuEpFvlGm7k9gJyoaBXSaMMb003U75/+6B2zvAcgs8zz2GXxGR28oJ2iTw5IFjOBWb4TPXDuyyqsmB+70Fuz59rg2Aj81Y6nkQm/mzFF8HfkRENmMnaf8AnFqmXJ/LwZRrpZRSSq2eCWCDDNTwM8Y8yxgzUt42+Hlo7lzjJ0TkS+VS7Sls3Z7eXGPb4P7GmFb5ePPZAfzCnPnH+cDWgX0G69e0Wd48aRuHzle2LeWOxpj7sJlKZ2O/rPsMsEtEfhQN8Ci17miARyn1e8CPAj9hjBniYFruYFcJ07sgIiHwCeA9wOZygvS5OfuvhDncdhHZgc28+W1gvDyGOwaO4SHgzHke4yHgB2WQq/evYYy5eJ5992EzkXYMbDsNeGRJL8KYNnAr8DrgDmNMAtwE/C5wnzFm31IeRymllFIr8nUgBl68hH3nzkH+Bfg0cKoxZhh4PwfnGo9iv1ACQESq2GVa83kI+Mc584+aMeZdR3BM89nFofOVXUu4X88N2IykoKzTeAPwq8AosGjNQKXU8UUDPEqpBjajZlJExoD/eZj9A+xa9r1AJiIXAS84isezG1vzZjE17IRnL4CIXIbN4On5IPB6EXm6WI8rg0I3AzNiCzZXRMQVkSeLyI/PfYIyA+mjwDtFpFHe/3eBf5q77yJuwAahet9+fXnO9UWJSIQda4CwvK6UUkqpJTLGTGKXLL1PRH6+fE93RORs7HxiMQ1gvzGmKyLnYuvk9HwceJGInC8iAbaQ80Kfrf4J+FkRubCce0Rim1LMW7Nnjr3YpV+LzY0+DLxVRDaWmcJXcmTzlV528ZfL618byMheUFnQuTdHCcrXtyrt55VSi9MAj1Lqz4AKNmPlG9jW3Asq6/S8Fhv8OICd7Hz6KB7P/wbOKlOYr13gGO7C1sP5OjYg9BTgxoHbP4atJfQvwAxwLTBWTlJehE1D/gH2NX8QW0h5Pq/Bpi3fj61b9C/A3y7jtdyAnRx+ZYHrh9MBmuXl73JwuZtSSimllsgY827slzRvwM4bdgN/DbwRm127kFcDV4nIDDZo8tGBx7wTuBw7N3gUOyd6eIHnfwibQfQWbMDmIeB/sITPYmVG8DuBG8u50TPn2e0PsDV9vg18B/ivcttSzZ2ffA2osvT5yj3YOcp24Lry8o5F76GUWhVizFKy/pRSSimllFJKKaXU8UozeJRSSimllFJKKaXWOQ3wKKXUGhGR94tIc55/71/rY1NKKaWUAhCRtywwX/n8Wh+bUmo2XaKllFJKKaWUUkoptc5pBo9SSimllFJKKaXUOuet9QEciQ0bNpjTTz99rQ9DKaWUUuvErbfeus8Ys3Gtj2M+Oq9RSiml1HIsNK9ZlwGe008/nVtuuWWtD0MppZRS64SIPLjWx7AQndcopZRSajkWmtesywCPUkoppZRSSh0zeQpJG4ocHBeCKrj+Wh+VUkrNojV4lFJKKaWUUmoheQrdKcCA59v/u1N2u1JKHUc0wKOUUmC/ldt//1ofhVJKKaWON0kbHM9m7oD93/HsdqXUsqV5wXQnYX8rYbqTkObFWh/S/2XvzcMlq8p7/8/aa+9du6Yz9OmmEboZIqiEQJTGaCNNVBLHgNFHohinJwMm18gvmMRE8SpeJckVzRNzvUYNqKg44ZAoShIFDYhXpTGiMhgxCDQ0PZyhxj2uvX5/rF1dZ6gz9OnT55xu1ud56qmqPa21h6ra61vv+32PGmyKlsViOTLRxb9n5ZGDWy9uwd9sgdd/HzY9EeI2/M3xM5fZ9CR43t/AJ15s3j/5d+HX3wTv+1V47dfghO1muhDm0WPifqgdA351+ftlsVgsQJqm7Nq1iyiK1rorjymCIGDLli14nk29sUwjV0XkzjQcCZmN4LFYDpZU5bSiFOk4+K5A5ZpWlFIPPDxp408OFaG1Xus+HDRnn322tmaEFstRzsd+C35xqxFTTnwGnHI+bH0a/Ne/QWUDfOS5/WWf8afwm+8YvJ1wEj7yPNh37+Hr65anQnsPTD04d94ffwfGTgXXX3gbD34Xvv9PcN5fwAeeNnPe898NN74JXvAec0yOPRPO+/OV67/F8hhACHGH1vrste7HIAbd19x///3U63XGxsYQ04Vky2FDa834+DitVouTTz55rbtjWS2W4q0TFulZvQgeMMsjoDy8mr21WA6KVOWESUaWg+tA2XfXXERphgkagXT6v20q1wg0Q+VF7pctB5jvvsYKPBaLZenkClQCXvng1+3lr3/u1XDB+0yky6M/ATeA488ykTDtvfCeU5ffv5N2wMWfhpuvhO/9I/zSs+C/v7mEFQX81YNww2Xwk8/3JwcjEE0tvz+DeMLzzP7Xj4WPvtAckz0/PvTtvuURc4NaqoMXHPr2FiNXkBbtgRHS/Jo1nLSsW440geeee+7hSU96khV3VhmtNffeey+nnXbaWnfFshr07k166Ve5gjyDYHjm79lSl7NYVpmFBJzpkTLSMZEyKs/XPFJmopPgu3PbT7KcDVUr8CyV+e5rbIqWxWJZmMkHYHgL3Plp+JfXm2l/eDM8/AO49wYTVTJ2ysxUpcYu+Nm/G8FkEO9f4hhr69Phoe8Onje0BS77CXzjCrjt7820X9xq0q96TBd3zn2jieKpboTfeh/suwdue59Jq/q9fwPHgZdeYx6zyRLTj5N2QHcc0hDCCTjml+FvT4AsAp3D86+CrU+FB78Hx54BH3vB3G3917/Ce5+4+L6f/hIYv89EBS1FZPrr4/qvn/gC2P56E/n0v08y6w9tgeYuM/9PfwwjJxTmkAKkC7vvhNuvhh983Czz+GfDq740uK3dd8KHzlu8TwCv+QqcvMRlLRbLDKy4s/rYY75OWK2KVYO8dXrTp0fmSM+IOUnXpGU50oo7ljVnsVSnMMkOiDtA8Wyme2sYKeM6JmJndgTPAM3HsgzWPIJHCLEV+DiwGdDAh7XW71toHRvBY3nM8ZMvmNSkE58Bxz0ZHverh7/Nh++Af3r2wa3z/HebqI5vXLH8dodPgOqYiXR55l/1p6cRuKWZQlIPrU1/rz6/P+2FfwdffaPx03n995bfn5Vg/33w85tMmtV8XHY3DB/fv5ldiPY+eM8p5rVfg6R98H065nTYe9fiy/3lL4xIdDi4+DPw6Zeb1+e+EX7pmfD9D8PpLzZpaJuecHjatTwmORIjeGwUydpgj/0as5rRMp2Jud46YESc6oaVbWstsSXej0oWS3Var5Ey6zWy6Ehj3aZoCSEeBzxOa/0DIUQduAP4ba313fOtYwUey1HHrX8HNxUeMs/+n/CUV8FdX4J//cuF1wuG4Y++bQb8n30lPONSeOofmJsilcK7NvWXHToemg/DGb8DL3wvTPwcRk/umxTvvdfMD0bg6nmEnePPhic8F7555dL37U33m8gQvwpn/55J79K6L9RoDXf/Mxy/Dfb/zHjtLJfJB+CnX4On//Hyt7FatPea9CY3GCxaLZcffx6+8Pszp539e7DzI0tb/5TfNB5HP/rs0pa97+smiuu4s8w53vMT2Ppr8G+Xwz1fPvj+D+JtE3NFr4++AB64zbw++/fht/5uedtOI8hCKI/2pzUfgf3/BdKHjz6/P/2N98LQ45bXjmXNsQLP2nLSSSexc+dONm7cuGLbvPzyy/n4xz/O5OQk7fbCQnccx7z61a/mjjvuYGxsjM9+9rOcdNJJA5c92o79Ecdq+t08Frx1bHrZUctiAs569rpZj95ARxrrVuCZjRDiX4D3a62/Pt8yVuCxHDFoDXvvhn88B457CrzieqgVokvrUaiMwX3f6EcxrEfe8gh4lflFiKmH4O9/Zea0p/0xPP9vD3/fLIszXUwDk27WE/7+8GZ43FOMKPbE58+8wVUpvHPaQOy0C+C//h0uf9SkfFUO4p/Ne79moq9GToDSEEzeD594CaQdM/9xT4bdP1x8O6c+1/zreNc8qWO1Y0064R98Y/7r9cHvzjTono30jc/UfPzOJ+CLl8Cf/9QcW79qb5CPEI52gWctbpazLMN1l5btfzgEnu9+97uceOKJnHrqqYsKPB/4wAf40Y9+xAc/+EE+85nP8KUvfYnPfnawkG0FnjVmNaNqHgvix2NBxHqMspiAYyNljm6OCIFHCHEScAvwK1rr5qx5lwCXAJxwwgnbHnjggVXvn+UxSu/HP5w0/i3ByPxpQkIYf5Yrjz34diobobt/7vRnvRV+/S/67ycfgOom+P6HlpYK9da9xsfl/WfDyb8O9//H4uucexmc//aDjyxJOuYmyS0d3HoWyyAe+U/48DPnn//Mt5iosx9cO3j+2b8H9cfB/bcYf6ZnvRW++a6D78fGJ8Kxv2JSJefDr5m0sge/M3fe8FYjiL3kaiPq/svr4aUfMWKVZdU4mgWew3UT/853vpNPfvKTbNq0ia1bt7Jt2zZuuOEGnvzkJ/Ptb3+biy++mCc84Qm8613vIkkSxsbGuO6669i8eTPj4+NcfPHFPPzww2zfvp2vf/3r3HHHHQMFnquuuopSqcSll17KZZddxp133snNN9/MzTffzDXXXMN11123YD9rtdqiAs9zn/tcrrjiCrZv306WZRx77LHs27dvoOeOFXjWmNUWJI729KXHShraY5ClfPfbSJmjl3VvsiyEqAFfAP50trgDoLX+MPBhMDdCq9w9y2OJpAt3/wvEzfk9U174XpMKlUaw8xr4t7ccWpu/+gp48T8ubdnRE83zuZeZxyB+9nVzk/L4ItVq46lwRcO8TrrQ2g1jj4effaPwPPltePz5UN98aPvhVw9tfYtlOsc9xaRF/d2T4NTnGOPuHq/9Gpz0DPP6wn8YXIFtdlradHHnj24DrYzg8oNPwH9Mizi7/NG5leK0XljgSdqDxR2AxkPm8X+f2p/210Wq13P/Gk75DSOMjj1+/u1bLAtwOIw0b7/9dr7whS9w5513kqYpZ511Ftu2bQMgSRJ6gtTk5CTf/e53EUJw9dVX8+53v5v3vve9vOMd7+Dcc8/lbW97G1/96le55poBBvYFO3bs4L3vfS+XXnopO3fuJI5j0jTl1ltv5bzzVsak/eGHH2br1q0AuK7L8PAw4+PjKxpRZFkh/Ir5Yw3mRtUcDqR3dEey9I7hbMFsMb8/y7rHkw71wCNMMpLMmBTPFvY96aypobJl9VkXAo8QwsOIO9dprb+41v2xPEbIYlPtqTJmfFB2/xD++X8Yb5rF+OqfmcdCvPSjxlvmomv7kTBZDHHbVFyqboSv/H8QDMFzlhFVsBCn/ub88/xKfyB56m+Yh8WyXhl6XF+cXIjaMTOX+9pfGPESoLYZ2nvM6/IG+Mv7Z677rDebx0IIMXP7/+8DRkD9yRfgri+aimfT2fZaY/B93zfMYz7+7S0zBeJTnwMv/pD5bvrcq414ZauQWRYhy8F3Z0aiSEeQZMv/P+y2227jRS96EUEQEAQBF1xwwYF5L3vZyw683rVrFy972cvYvXs3SZJw8sknA3DLLbfwxS+aW7oXvvCFjI6OMh/btm3jjjvuoNlsUiqVOOuss9i5cye33nor//AP/7DsfbAcodiKVSvLagtmllXlaBRwVjvq6GiLclpzgUeY2NhrgHu01st0ybRYDoKpB+Hvz1jasiftMGWehTA/iJO/gP9z1tzlnvhCePl1xpD1wf/XN4X9lZfMXM4tzUxfutDeuFosh4UXXGUeh4vt/8M8P/ty85iP6YbfKoWJ+011sIn74R+ePHf5n/07vPvk/vtrL5g5/7QLjAj05TfAb74Ttr0GHvmh+a5yjtybEcuhsdolZ6vVfrTmG97wBt74xjdy4YUX8q1vfYsrrrjioLfneR4nn3wyH/vYxzjnnHM488wz+eY3v8l99923YqlSxx9/PA899BBbtmwhyzIajQZjY2Mrsm3LYeBoj6pZTdaDYHa0p8FZVozFSr8f6e2tBmsu8ADPAF4F/FgI0XPZfIvW+mtr2CfL0UiWwHufCOHEwstd+p+w4ZfmTnekiXy5omHSNcZ/DkPHzfTR+L1/Xdk+WyyWowfp9Uu/bzh5ZkTQwz+Af3rW4tu45yvmAfD1/2kes3nOlXDOnxx6fy1HDGXfpRWlwFwfhuXyjGc8g9e97nW8+c1vJssybrjhBi655JI5yzUaDY4//ngArr2274d13nnn8alPfYq3vvWt3HjjjUxOTi7Y3o4dO3jPe97DRz7yEc444wze+MY3sm3btoEeOcvhwgsv5Nprr2X79u18/vOf59nPfvaKbdtiWfespWA23cja9YzIEzVsVJZlIIcj5Xg9tbcarLnAo7X+NmB/YS2HxtffZtIwtr9+/mU+c/FMceeS/4DjnmzEmkd/ZEqGB0NLa08I2HjKofXZYrFYehx/Vl/wUWn/pjdX8NMbjcnzze+CH1+/+Lb+/XLzmM4ff8f4Cg0Sr5dCFpsKY3ZAvC5Zig/DwfLUpz6VCy+8kDPPPJPNmzdzxhlnMDw8d4B4xRVXcNFFFzE6OsruIwpoAAAgAElEQVSzn/1s7r/fpEC+/e1v5+KLL+b000/nnHPO4YQTTliwvR07dnDllVeyfft2qtUqQRCwY8eOBdd505vexKc+9Sm63S5btmzhD/7gD+aNIPr93/99XvWqV3HKKaewYcMGPvOZzyztQFgslkMj6farlEH/OenaKC3LHA5HyvF6am81WFdVtJbKuiuT3tkPP/48/OtfwsiJ8Lr/MBVV7v2q8YB4yT/B8PH95ffeCz/6jKkA4xbKYJ6bijFbtq18/+79mrnZ/+0PwtZfW/sb9FyZRxbCVafCyz4Bv/g2fKdIV3rKq+BF759//Z0fMZWkzrkUyiPmGP/rX/Xnv+A9cNar+6lQs8s9X3aXKaVssVgsRxpZYsQfIYyfl/TMd13zEfjHc2Dr0+G/bpx//frjTDW90y4wJtVZbISf6V4MWsOPPgsnnmPK2t9+Ndz8TjPvFdfDE55zePfxMHE0V9E6XLTbbWq1Gt1ul/POO48Pf/jDnHXWgDTlo4z1cOwtlqMGW8XLchAsVvr9SG9vJTkiyqQvlXUh8Ez+Am77B1NBaaWRPvzPfebm/QfXwukvhn86H17zZVMNaTq98zdItHnPE/rGovPx6i/DL/36yvR7ITr74bqXGhFrqWx5Kvzu9fDDTx16laoev/sFaypssViObtLImD6P/wyuf+3haeOPbjNRRUcQVuA5eF7xildw9913E0URr3nNa3jzmxcxIz9KWA/H3mI5aljtsveWI5qllH4/kttbSazAs5L89Eb49MvXpu3z3w43vcO8/p1PwOde1Z/3+u8bQ87FRJ35+OPvwObT506//1Y45jRT9Wk63QnY/zNTcvuU34BSbeb8LDZC2E9vhG+8ffH2L7sbrnkONHcdfN9f+lF40m/Bt/4Gvj2PV3fP+NhisVgei/zwU/DPf7z4coM45pdh6Hi47+uD579tcmkmz+29kHZheOuqfx9bgWftGR8f5/zzz58z/aabblrQ8PhpT3sacRzPmPaJT3yCM86YWzDhyiuv5PrrZ6YyXnTRRVx++QJm6LM4Go+9xbIqDDJThr4Hz+wqXtaDxzIAW0VraViBZyWYnerTY3YJX60hi0zYe65M+e0ffgqiJqBhx58ZwaS1B0p1U6I7z8yX3I8/D1/8g5Xr85/+BEa29t9/+mKTDvUnO+Gzvwu7bp+7zqU/hB9eB2Onwt674Lb39ee9dZ8RdN535uD2nvkW+OUL4QNPHzz/FdebiKHuBDQfhi1nz41C0hpuuAzu+Gh/vdd8xaQe3PVFeOLz++kEjV2QdGDTE2e286PPmYHEXV8y6Vq/+vKZ1assFovFYnj0x7D3HtA5fOf9xl/sxR8a/J2ZK/hfC4TUv+w6OO23zGutIQ3NTX04CT+/aa7AtOPP4Py3rdy+LIAVeCxLxR77tedIHXAdlSy1AtZ0M+VB5dhtFS2LZUWxAs+hErfhb6b56JzyG/DKLxyetrSG3XeadCy/2v8y/NHn4It/aJbxKuZfUICNT4D9/9Vf/9zLjMfC45dQkWXvvUbk+fJhrrjykqvhzIsObxsWi8ViWR323wfv32YE9B98/NC39+RXwnPfBeXRQ9/WPFiBx7JU7LFfW9ZNysRRVNp72YLZQqLN7GNhU7HWhqPoOrUcHPPd16x5Fa11T3sfvGdWtaSn/RE8512Hr00hTHWnHr0vyjN/B864qL/MIPJ8aWHyPY55knmc9Sqz7tXPnuuT88ovwi89C/7XtBvvTU+C13+v/37yF3DXP89MxXrT/VCx5mkWi8Vy1LHxlH706vP+t/nd6O6Hz7164fXOexM85ZXmhvRLl8DDd5jpP/wk7LsH/vDmw9tvi8Wy7lkXZYuPotLe0wUz3zWCWStKlyaYHUwFrFzNNVN2pDFTthwejqLr1LJyWIFnIVQ6V9x5+9TaVqFarO2DEXcGrXvJt/rvtTYh+70v87dNwp6fmIghL5i57uhJcO6fmofFYrFYHjv4FVORC+ANPzCRpw99H+7/D3j+u830QX47f3iziQS64U/hF7caLzWLxfKYZ12ULT6KSnsfkmB2MKJNL8JndgTPcvzWbFTK0jiKrlPLymEFnvnQGq56fP/9n/8MasesXX/WAiFATPtSdhx43DzeOxaLxWKxjBW/m798oXksxsZT4LU3HN4+WSyW5bMGA23XMWWKZ5ctdmf/h6lSkxaUtAFtfC1XKnJhgLCRakEYhWR5+YjyBTokwexgRBu/QtqZIsxSMiFxtaLsglcdObgUMRuVsnRs1JRlAOv/W2mt+MwrzJcJwOWPPvbEHYvFYrFYLEcOvcFuZ8I8q/V1g3/SSSexf//+Fd3m5ZdfztatW6nVaosue8stt3DWWWfhui6f//znV7QfRy29gTa6GERq8/4wX1tl30XlOSo3AkTPg6csdf8ab++H5qMQN4sIBs/0rTO+Mv3rCRsFqcpphTFauPiug0bQilJSlR96W4eZnmA2nYGC2SD8Cmma0uxETHTNc5qm/epYBzaYkkZtWmGITlr4eYgWghZlusocK41Y2rEbFJXiuGa6ZSazrlNg+VFTq806/806krECzyC6E/DTr5nXf/hNUw3LYrFYLBaLZT2yRgPxLMsO6/YX44ILLuD73//+kpY94YQT+NjHPsYrXvGKw9yro4g1Gmh70qEeeAg0SZYj0NQ98NIWB67xtAvhOCCKfkmQJciSlemfXzFmwsXgOYwSJDmyVAVMBIx0TJrTemdewcxfPJEjRdKijBYCn+yAaJMyTUAovn/COEOWashgCISLLFWRXonJTjwnRWzBYzdIoBgkZFjmXKcHTLBnC3CrSKpymmHCRCehGSaDhbxD/M1aUhsHw1EmNtkUrUFc/Rvm+bVfhePPWtu+WCwWi8VisSzEYfJheOc738knP/lJNm3axNatW9m2bRs33HADT37yk/n2t7/NxRdfzBOe8ATe9a53kSQJY2NjXHfddWzevJnx8XEuvvhiHn74YbZv385CVVuvuuoqSqUSl156KZdddhl33nknN998MzfffDPXXHMN11133cD1nv70py95X0466SQAnEPxKlwKR5N3yBqmf3jSmekPEzZmXuNoYyOg0r4vpCONd+RsIWCRczI4fcgzKUFJF7KUDIFfnpkitOq+QMukJ5iFSUaSmcidpVYkC5MM6ZWQJXOMJUCuZ/r3FN8/mcjxHdFbCtIuMhgmzjTDzkGkiK2kl8/RzqzrFEeuaSrbkg29D+E365BMwwdxFKYE2gie2SQdmPi5eX3SuWvbF4vFYrFYLOsSIcRHhBB7hRA/mTZtgxDi60KInxXPh6/u+3QOwz/et99+O1/4whe48847ufHGG5lexj1JEnbu3Mmf/dmfce655/Ld736X//zP/+TlL3857363MdZ+xzvewbnnnstdd93Fi1/8Yh588MF529qxYwe33norADt37qTdbpOmKbfeeivnnXfesvdh1ekNFFQCWWgiTBoPHbmpJesp/WN6uyo1ETxxC7rTUrJyBZqZ/VskUqA3WByYPiQ9M9isbsAtD6HEzP/Fl5zmtA7wpMNQ2WdD1Weo7C95IJzlzPBCAvM+mx4wUZwbV0xLBSuuHZVrSsUgfDoLHrt1GJWyrpl2nVJeW1FikKH3wGitQ/jNWnIbS2WFIxVXPLpoGRwhX0uryPt/zTw/58q17YfFYrFYLJb1zMeA582a9lfATVrrU4GbiveHn8MwEL/tttt40YteRBAE1Ot1LrjgggPzXvaylx14vWvXLp773OdyxhlncNVVV3HXXXcBxvPmla98JQAvfOELGR2dX+vatm0bd9xxB81mk1KpxPbt29m5cye33norO3bsWPY+LBmdmwGkyszzAtFGC5J0zbpJxzy7ZUBCa8+RGfK/ngbavWtcpRA1QQbm+CoF0RRkEagYXH9m/xYZvC11sHgoaU5HMkvy73EkaZqS5jnj7YRGNyFNMxQOKs8ZrZYO7tj1olIQRbSYOKKjKVabtRQYliQIwiH9Zi25jaWygn+QLCgYryJW4JlNc5d53v76te2HxWKxWCyWdYvW+hZgYtbkFwHXFq+vBX57VTqzygPxarV64PUb3vAG/uRP/oQf//jHfOhDHyKKooPenud5nHzyyXzsYx/jnHPOYceOHXzzm9/kvvvu47TTTlvJrs9lekqPEP1pyxFkcmWid6YLCu60NJYjjcUG2qvpW9G7xuO2Ec+yCFAQVAvRp236Vh2bKQQsMnhb6mBxoC/QclNCjiCWImylMqAVRrhoRqs+6JxGp0PmlKgHHhXfPehjlyJpUmaCGs3Znj+WeRkoMHS6pJ3JVfmcLtnQ+xB+sw7JNHwQK/gHyYpHFy2To/tb6WBJI/Pj8KzL+z/yFovFYrFYLEtjs9Z6d/H6UWDzqrR6GP7xfsYznsFXvvIVoiii3W5zww2Dy9k3Gg2OP/54AK699toD08877zw+9alPAXDjjTcyOTm5YHs7duzgPe95D+eddx47duzggx/8IE95ylMQh/t+TOfFPV+vHWHeL0eQcaSJIpntHSL9I9cgdr70j9U29u5d41lsIng0UD0GqpuMqFM/Bqob517ziwzeDmawuNw0p8PCSoprC2xrhrAVx4ioQT1v4SUt8xkJG4TtSaQQSHI8MoYrPqMbjsHzSweO0cEcu/USBXEkMkdg0BkybRPG2ap8Tpcc6XYIv1krHk23gn+QrHh00TKxAs90vAD+8gE459K17onFYrFYLJYjGG1chefN9RFCXCKE2CmE2Llv375Db3CFfRie+tSncuGFF3LmmWfy/Oc/nzPOOIPh4bnml1dccQUXXXQR27ZtY+PGjQemv/3tb+eWW27h9NNP54tf/CInnHDCgu3t2LGD3bt3s337djZv3kwQBIumZ73pTW9iy5YtdLtdtmzZwhVXXDHvsrfffjtbtmzh+uuv53Wvex2nn366maGhL+5MY6mCzPTBsUpNmleW9LehMxPFc7QZxK5FhS3pgRtAeQQqI+a9I0GL/jGfzSKDtyMy9WolxbUlbMuTDkO+YIMMGQpcPL9kItUau0AlZMJH9sy4S3UIhpGev+xB7XqJgjgSmSMwpF2kdMnE6nxODyrSbZm/WSseTbeCf5CseHTRMhELVTVYr5x99tl6utmfxWKxWCwWy0IIIe7QWp+9wts8CbhBa/0rxfufAs/UWu8WQjwO+JbW+omLbWfQfc0999xz+NOTFqHdblOr1eh2u5x33nl8+MMf5qyzjrLqonlv0NgfFN1z772cdvKW+au59KoypZEx+y3VzJ+EuTLRJVkEjmcid1zfRATNTm3qVXXSedG0U5T69sy8pA3oAwNmYH1V5+pMzK2wBWaAVN2wMm0Mqn7VmTAG1j1xqSfYuGUYmidgbllVtJx5p685YSHIzI4UQxx81bylbmv2clHTiJmOS5MyGpDkB651lWsEmqHpldCWyEQnwR8wIk6ynA3Vg9/eY4lmmKARfZGnO4ESLgIYKk/7vK7k59QC9L2PproZJVdQDTwcIVB5ftjSOee7r1nH8rTFYrFYLBbLEcWXgdcAf1s8/8vadufQuOSSS7j77ruJoojXvOY1R564o/PigRFRhGMeMxAzRR4hjMfLfOH500vq6syIOe3dIEvgVYwY49fNNrPQtD/dF2b6+gIzUEZDebSIini4ECEKn6OoAUlo1veC9VPGdymlrA+2ZPxs4SvP5u6zlOBUQSWkaUSYCTLh4wpJWeULRwrMw5yS7ByGUswryUqWr1/qtmYvlxeRaSqlXJK04gyEg8yzA1FQ9WB512YvCmJ6JMqRVLFsLSn7Lq0oBUwElMJBqYx6udRfaIUq4a1bAXQN6H1fuFKyoebQiTMmOzHDZW9N0jmtwGOxWCwWi8VykAghPg08E9gohNgFvB0j7HxOCPH7wAPA76xdDw+dnofOSjE+Ps75558/Z/pNN93E2NjYvOs97WlPI47jGdM+8YlPcMYZZ8xZ9sorr+T6668v3pko9Yte+lIuf8ubi4FNb1ZuhBydcyB6R+eQ52a9pDtYkJiemhQ3oTsBQgKO2V7rYVPhaWQrOCOmzbRrtiM9I1LEXdNk0jEpR9I3Io7o9UFMG4CVTPREqQ6lQvTpzUu6Bx+xsVQWE2f8SpHaw8xIml600XQhaymi1Ozlu5OQp4VJtTSVmlROGMVkGrRwUfiUPPDJUV5lRQWYQWlCYNKEZotBq07veOsc0rAQKIURGJe7rYWEukHLOa5Ji3PMoL5ecgmjhAQH9xBTZuaIFIcoGD2W6KUvhUlGkmlcr0w97+KJImOn+JymXp0wTJYtzqxrAXQNmP59IRGMVPwDUWxrcTyswGOxWCwWi8VykGitL55n1lwFwwLA2NgYP/zhDw96ve9973tLXvbyyy/n8ssvH5h6hWBmxawDNgW6iOwRhVhTTBskSEyPZIhbZnk/MOkqrgdhCtn0gbA04sXkQ6CVqdZaGYNgpIjy6YJTL5rU4MwaDDjSrDfbJmi5ERtLYSniTM+3Iumafjhy5vxBHj296YNEqdnLo01UVBJC2TMDylSbAWUwRKPZIEtDvGoFGQwhpQe5HijALCfSIMvBd+eapSbZOrC28CukzX2E3RaZ4+MKKDsKT5qImnmjpAaJdosJddPanLGc9I1AWUS6eXmCRwu8KhACFRa1ep1HRJwjUjg8ZoWD5TAzIs0H5c/4nKZenVZqruflijPrWgBdA9bb94UVeCwWi8VisVjWIVrrw19F6khgoVSr+eZp+iJObxm0idBxpJk3XQTSGUi374o9nyAxPXoiCSFPTCqWXzXbzjPTTnfSiD/SNb4xnX3mtdLQ3gtRC4QG4YFSRvQRmG30RCaVGi+e7hR0JsF90PS1PATljTPTyA42HWohlirOLJT6tFDqz6C+zl7ecYtzZwS5MFFInSOlC9JD+0N4gaCtFG4CKk+QjsBxBEPl/vFIs9QIQ34V3/OXPJh1HVBpglThgX4qWcaVaz90SpG0MpCOi+9oFA4tp0bd8fHmE9AWEu0WEup6zBb0pA/DW8x2427hRVWf5kW1SArhIiLioLQ5yzKZ9TkNw6Qwrl6+OLPeBI2F6Am8YZqTKYUnJYHnrGhK2XpLK1z7bymLxWKxWCwWywyCIGB8fJyxsbHHtsijczP46x2DXmUqRxZCTmHsKgRGwCnSsHrpTrpXykdPE3uAnL7AU2xb54LxyQaBV9weD4qS8SvQ2W9SY7wAUhfywnBZlsz2ZeF3ETegvccMgIOi6pMPTD0Mpcx486jEbK8yZraRNM3gOSpKrmcRCGVEIceFoG58ezoTsPl0k7410Oy5YVJ2VHrwos/BijMwd9p8qT86Hzyw783vLe+VIZwCYc5FphS+yMGrAWYwmaqcRpgxVpN4rkOS5eSZIk1ivLQFjkuoHCQKmbTAKSJ9ljCYLUtNqz0F0kO6HirLUMkU9eH5UwkHknShM27OpSyZc76M8svTCZMMKSWyZExyJZjopQw8MU/1t6Rrrv+kY657xy2icApBaAmpfimSkDIZZgBZli5eb1+8Uv/c6dxsN25BecPiqY6wOmmH64S19q5ZCXHmsAsaKyRY91LJcm1MukEQZwrHEWQrmFK23tIKrcBjsVgsFovFss7YsmULu3btYkVKqB/J5IoD4gwacGalK4m++MOs6UX0B9Mrxs7w3mHauhqES+AKthz/uH7bg8xI0xDidhFpE0Kwwazf3APSAb8GjYfM/O4UpAlUNph2VWpeq8hsv1Q3y0383EQvVDeZ6e1HTVSQF5iBTjAEuS4qF3lmu4/8GEZPMGleWkHahupm8MumndYeqIwevDHzNHHGDEYVmVK4OqOsFJ7ngeuRpinh+G4zUPXLlAMfr5fa5lWM6DR9e3lmzt2ggb3K+oJbT7zzyqavWYrrCJRXR0qTrpWpnF2TXVwHcu0bwQ5NNfAIOy28wLSR6RxfFMJGOAFegJQ+iSiBP/+x8FREvRwQZpAojetI6r7EUxFQGrjOHJKuKSUuS+ZcZkVp8eEthyTyZDn40p1xfUpHkKQZlOYRrdKoX31M+mbdpANuvjRxZ4DnykQnxnUEIgpxXZ+yL/AoKsk5vSHm/KmOqZCEYUqmMWlmvsTT8whURwnrwbtmJcSZwypoHKx/1wL0UsniODsQtaRyTZopKiVvxVLKPOkQeJLJTkycaUquYLRaWrO0QivwWCwWi8VisawzPM/j5JNPXuturC0qhclfmBLYacekMgltqlRBEclTMilL0+mVAJ7aZYSY9l4zwK6MmtSp8Z8bMUH65qESI8oEQ1DZCKWgiKYpPEVC+gPyqGFEilohxHQnobvfDN6TlhFcwkmzXZEYMShLD5SUJk+KeYEZsAjMtFyb/XRMChL1Y03bOoPGHmPGrLL+oFzFpl3PNfs4vAWQZl+HjzP7BMuLkCj8VlKV0+p0kJ09+OEEKktolUaobzweSkMmTUil+DpDpTmtaIp6OcDzAnPuBqX+RK15DHxzE500ffnqxgMDunJgBsZpqggTIxbVdBtfaxqTXeq1Ieq1Kp50SKLiugDcPEUlLSS6MLv2USrE9cTCg8bcCFne7FkH43vUGTfijlsMIHvPnfHFBZ4FIhhcB5Qsm6ik4vipLMMlA39k8LoqAcTM6yFXphrZEiJKZnuu5FoTJjmuAyOeR5xmTIUJ5byLIzSgEI7EFTll15mTOpYiaIUxUrr4shA6wtgIHUs/wkccq+1dM+jcHqo409tmqjRhkhxIeVoxkWoFo7t60Uoq13iFgtWLVlrJlLJU5USpohb4DBfHNEqVSTW0JssWi8VisVgslscks9NZpNdPd+qlDeU5xB0T3ZF0oLvLiDmlGpSGTORHz9g4T8xyQ5uNOBS3oPkItHaDdoDcCDvSBbdiImmSNuz7mRFWKkU6TtSAzt5isFw3fUojU+UpnoQsg6FjQW0sjJNjI9xUNkAdk4LV2VuINnUTSeL6JoqnVwa9OgY9EcKrHBh84/qgE4hTcIoBYKZM9S6/bqblCvb/3Ag7jld4A8X9Y6fSfrWlLDH9xpkpHMwpUZ4STu1DNh5GCgfcAJlnkDQIJx0oR8jKGDJuQesRpF8FNyBUdbxasY2BqT+58RMSFAbV5f45W8DTp2e8u7cZotKUIG8xWi3hFv/wC9XGI0DlwvjkFOJGWSS0lILufqTQKBmgtKAuEogDc6yGjp0r8gxKMUsj8+jNX7Tse9wvd987D0kb2vvM9VWqzxWYVGrS7sIpIwQGNWZHwZgBuhE6pQpRWYLCoV7f0L9eZ0c/6Mx8bmLMdl0PhCAV7sIRJcV1kXVCfM8z16b0iBKF7zomGsIJiOIJHOGSxDEKF6FTaiNjaKCVauo6nSHchNpHEiPJAVk854TaP6oFntX0rlkoWmi5JtbTt1ktuahcovJ8ZdPMFkoRPUimRytNf+5NX6mUsvVmOm0FHovFYrFYLBbL2jI7nSXuwPjPTMoRRUpVr9JV2jViRXfcpJ10pfGkcUsmSqe2GZqPGuElaQK5ia4JmzDxkBn8xoUXiVsy291/n4kS2nBSEUVTeNlMPWBeOwK6Lagmpj/tvcYfpjthhKbOXtN20jXbdj0jYGSJEQKSDkRtE/lTHoZgtEhXKoFUZjmdm21mad9oWfrglCFsgS9MP5LQCDmOY/YLjHDQ2GOEorRTiFZFVaVeykxeeKM4DpRHYXY6leOaPkVNQJNlGb5XNscZDQKkcEiSLng1/HAcmsXxLNWQKiXp7AN/M4UzzExU4eGjs0Ks0ibayasWAtfCeCjKOmRYT4HjkLo+nVQjHUmWaVTcQfl16tU6pOa4eHlMXUSEKiYpb8RVKXXVxnOKiK40GhzJM7tqVBqZvpbnSXkbFDXjONAeBymL9LrQ+DF5FXP+ooaJyqqO9bcRNQqRLzBtx00jXDqu2b5fwUu61NMuYRSSFJEZ9aBs0sfSdG70g0pN5JRfMdeYiiGJobyRMPfmH5j64oBY5Lo+SimkakIwhMo1jiNwHYiUgwiGcfOIqUbKcEWi/RFiJah5AjJFmIkZwk2Wm8uZaMpcB/4QsjxMogdcN0cRq2LGW1yLYRgihYssVQFvxrkdKvvLEh6WJGQcqn/OfP5dg9JlF6EXreS5DmGiULlJ9fWkw1Q3puy5QHLIAtUM4U6lkHaRuSLRzoKpoIcLK/BYLBaLxWKxWNaW6eksKjXRK8I1JsWVUSNkxE4hmsRGMAEjBnX3G5GmOmZEjPYeM88LzKA83G/ElW5Rzao6VlRw9iBskAqHUFbIdBk3TCjLBK86bCJNtDIRNJVh0FMm+sf1oTRshI/WHhMRE4yYdK0sMm35FfCaJkJFVvr/PldHQGwy+9faY5b3ioFR3DHtxF0TeeQFZj+9wEQp9aKDHBfGfgk6e/rVuoQ0qVrGcReGj4fmbtM3t2JKuadtk4YmiyifXmpbZ9ykRzkSOlOmDZ3hNnehhETmKXT3QZ6jsgS3Mgr1TajWXqTjFxXEFEq4uCLrCyGzSYr9ckv9iCLH66elLYRKoTOOG3dQUQPp+ngqpVoaoZuBFgKhs34kgnRMe2mIJyTe6OZCqOkCbt+8W/p98WR2hbDpKWZpZCKmsiLtTkhzHRSiy4GoGYF53XzErJd1wRkyz+19Zt9rxxeD1VKR2le03UtNQfcHsznmXPllc55M6BOe0HgSyCZBu9Btgqqbc1fZaI5XFpnrLJw0D7dsItZqG4vPUUTmDeE780SUTEuVKfuCVqyNj3lninYnI0tjhqsVMlmmUi6jcg9dFwg3IdeCRjdFZQopFCIY5kAipUpx0yZKuMjKWOHPZAbf7vQx/EpWhlsnlH2XVqcLKkKSo3BQMqBePTTj7QNM86/JhG+MyaPmgc/9oUYLLRqBVLSfaocwg0wluN0u5foGPH+J3lWzxdWef1cw7fO5xGujF/kXJhnKdciUQiCIU0U18Ag8uSI+SAeEO1388aASlNa4GuhME3FXCSvwWCwWi8VisVJzdv4AACAASURBVFhWh/luzNMO4JjBSHfCLJsnRvQYPg6QJtWpPARpl27Uoa3LxGFESZaoBZJKr6y2LJuBfDhl2hMlcLWpXFXqmvSl8phJUWnupZXGyGNOwU8bqKlJWlFI3QMvi2DkBJP+5QdmQJ87RlQJCvPnLDXikyj2wa8XkTlOP0IknITRE03kBq5ZXvpQGSmiatpGiMljI+5oVQg8ZdO2cPpRHaqoqOWWzLGJJsxxLI+Y4ze9MphXMWbNwoGkiJrpiRxpaJbzyyaiQ1ehPQVTD5r1SlXKJLSmJiBrIv0yqnosWdaE5qPkpc0kUYegWqekc1TYQKmMelCCWJlj0ZmYWWkrnOiLUX65P+BZSupF1IC0Q7nk0UpLoBRSdXGEpByMUvdcvF6k1vRrq3aMifLKNWncIWy1yRwXVyrKWYpXGZ4//WN6yliemu2IQozKVRF9AoSmMhdeIVz1RBrhmEFpnplrXrombc8rm/Uc2ReaoJ+a4kwzUHakWVfFRgwqD5uonjwzUUFpAlIYgS5NIO2Shr8g9EbI0hA3iyhP3Y9XGyOVJcIwJGv/N+7wcZRro7ieN39EybRUGU861EsuzU6X1vheytUxcq+GQBO3J9EaPN+nUqkQZx6dTgupM1zHJ800eXuS1M/wghokXcqlEq1UQ67JtUM3Tkm6kwyNjJGqvDBrXhmj3fWEh6JOSKghES6uNu89ShSq88IsJmxME+VcYQQk6VD4Tw0fcrTQohFISZdUO7RSjRQC33NRGbTaTerDY0sTUGaJqymCUJfJIo3rJJSlPlAlr3dtpJ0pQqdCJrwDXkPADP+hDVUfTzo0wwTNoZWJn03Zd5noxGTNfYjYfL97vstIIM13YeQaT7FVwgo8FovFYrFYLJbDz+zqKGkEjXEjPHTGzY29wAyk4yL1CG2EnbhtIhmCOt0045HIJdYCmTaY8OrIdswx5YhgrIrrOWQZZM0J3Dyj7Pt4TlFFaOhYsz1lBq/NJENnCWmnhYwmTPlpnRI2J/FcTPpQrkzfSnWTrtXaY8QVv2JSbNIE3DYkEaictDxKGIVkmcTVPuWghOcHJtKllzKlMlNCWisTVZEUJtLluom48YJ+FEepZgb02oH6mBEI2ruN4XTtODN60cbLxIhlSXGMS5BvAF0IAN3JfgSQW+ZAipRW5jmLzfpxCzp7THqTjsxgNMvRkw+BI3CDYaSrEfVRwiQHJ8PLM+olD89x+tFS5ObcRo3CWLqojoXupx71/HcWI26BLOE5knqlRthpkOQObtymXt+Al8fFueia7fdS+aQHXpU0atEKu8i0iy89lDdKizJ1JN486R8zDGo7Hcoiw9PdvoiUJSZyqzpq3k/83Jhh+zXTl941gzDCTtQwgl6PXBWF4XptF/5EeeGZ5FeL8xkZgdGfVooch3Ty54SiTEYXF5+yoyGJaDX2IGspfqmGilu0tEeQO0S5i/Q8/MqoMczOXQLpEKWKgYa7ycxUGU86eFmX0eEaslolVZo4VfieT9RtMlQ7FukIdk2mIEsMSdDdSYRwqdZGCOMMj4YxsPYr1J2cZpTS6GaUXIeRssCR0kRT0MU7GsuoJ11j3l3qncdCvFrKfi2lutQ0Ua7sS1pxBsJB5tnMc7vM6KhFDZpzRZiBFNMEFNeFLKEZJnjSWVp5+EJcPeD5Ix38or1Wu2Eq2hXXRKqFEZScEL9SOlDhDSDw3Jn+Qx5E7QZ53EFlKdL1KFXqeEF1RdIDRdopzPuLbQlpxP64ZQUei8VisVgsFsvakKqcZpjQjhUCTbVkKq9kKl/azflseoOJcBJwjHGsyk2ETRZDvMekZzV3QWmkKPkdG9HCDUinHqGZZHREjWTPBFNTU+iwQb3s4YqcZuYQRRF56DAadImbIUPVCnSaJO39dKVkaGQDlVIddE5aHiNMItKpSZpRQiWo4LYfIE9i2rmD7/pIWSH1ArzWbjPwckpGwElaJv1IF9ETgDFHjsEvk8oSLe0ggzH8yjCqPU5LBNRFCS+cKvxtKPx2zKpmP0tQqcLw1rmVpqRnInSipok08auw6TTjMdTZB3FuImLyQqBxZX99v1Ycd0wUSBqZRqsbzHlBmD4gzD4IXRg8Z+BV8YIuXiZBK5pRjHYqyGAIkhbBxtPwwnFEkjFUqpj123vMPngVc46lY1IW/JqJaOr5AQnXCEGlyszUi3mZlhbSM9+OxkF1IRk1QlGeFilXhTCRhubU5Jr9zZBUjFCq1/HTKVPpy3EIowSvJOb0YY5BLYJWcz91keMFZYjDwrfIM8czaZv2yq65NpK2EXscxxyXXpn7NDLXvc5MH8tjhVCYGgEznCyurS609prPSqlurrk0PCAspa09tCb3IoMhfOmiVExLBmjh4pZHkUkToilk3CRza+zduxu/3MZ3JXn9GDyhwK+SqXx+w90BqTJZGuPXNwHgSYEnXWqBSzcM8aUgy6HiKEo6hCRCuCUqnounOiSiVnyOQlLhEWbQiRUlkVHJY7w0h8QDWSZMYrxqdcY5Wa7R7kqylIpjC3IoBsILVJdK/brpV5zjxhHlwESr1F1N2J4iyXNcHOrV+iFFR01PeRpo0OxIMpXge9MkhlyRI5nqZmysl2YILoEnF/xdGeT5k6mMfZ2cwDdV8tKkg0uOFECpipQeqdKgNdXStCgdpWhOTRLFKTKL8aWDUgmdTocgS/BLFdJOhzCOyXBx/TLlcnn+8ztNJAuTHBnHiIn7yFWGLFVwho4jdIfx/MI7bhWxAo/FYrFYLBaLBYBukvHfe5o8NBWRpBlCCAJPMlxxOXGsTi3wZtych0k2QwgaKvszb4in/+sshBmIx4VQkUXFgEKQelVC5ZLt/QWuiinHJgKkOXQirXaXLNco3yX1HPZMNaiLiJJqkOQ5TrYHV5TYkx+Lnmqg2vuJZMroyGaCch2VxrQaTbxaCeI2zdwno0zXc0ndjK528IQkTFPSNEHlIaXaMYS1McZyh4pKTLUsZBE1s8lE2zx6p/H/cYry08IjjEOkiMnHTiXKJDkBmiq6NcWYjKE8Qhq1COOEzEnQuQLpIirH4ApBOWrjxU3jNxTU+gMuURgj9/7lV6mJ7Ilbxb/EGGFIY9KSev/MC8f4BWWxEaeCjUBuKjWpfUZ4SFOobzYRThrjAxSaARJxhRSXsDRK09eURU5e2mBSJESOHDqOZPx+8491qWqEm+qGwtw36/ehd66Dob7/DrovrIQNI370Koe5wcyoAr8GcZNUubTixETi+CVU6Rhauky98d94QWFeLKRJR0oFUadBpFxU2KbuC5T26XhjVB2JlzRI/NGZA9vpBrW5Rmpl/FKaj0CaEHolPJ0DqRmztR6F0hCpGxBmDtnUPtyaQznt4nX2QWVT4RNV+DflGXSkmVYeplDXiuieoupbVKQouq4ROzv7jOATDJljGjcJw8hEm6kQZA2ZdMFJCeOMUtk314brkHYmibv7abdDqllGO89RMQwNj1HRGp0XkTmDUlOkR+rVCTstMhXhShftVVBR0wyYHQluBaUhkIIhQkDhigY6KCO9zAhuYMq4qxCciqncFUZI6SHzDJk0CfMcRjbhaY1MWiRKk6ap8XHR4AqjnXlybpTFIYsuS2ShqlSotDhOGa50KVfrgz1nDsVAOFekQhKGaf+Y+MZEu5UX/QqqqLBhSs77Dl7SNBZf5bEi1bMFKfMKRb3vl4WOqYfCIyQtjL5bwjNiSLWO51dwu10TwOa6B/yVOnlAyZ2ZFpUq2NeMGKmWBldwA7I0xdfRgWOUOgFhJlBKMeQLVNKi1c0YrpSQeWKM+v0KIpHkbhnonwOpQhqpoOpqIiVRjmt8kFRKN9JU8g4tbxgtPNIkpdHaR0dWGa1WqQeuSQ1Tpi+pymh2u3SUj3AcwuY+qo3/xnVLeCWPXGVk+36Gzk6GDcMmWnEVWRcCjxDiecD7MNZwV2ut/3aNu2SxWCwWi8Vy9DFPaH6qcvY0uux8cIL7H20hpWCoUqIkHfa1YqY6DnkuOGljFRB0k4x2t0NJdZFxg6Q9yS+6KQketVqVjaMbOG7TBipS9wcTThHdIFzo7DYRHQhSR9LodEmijKTdJisNo8MWpdb9ZHv3oYUkDDYTeQq3NEyS5UxFHVLVInYrbJZdXNclSjXNrkIq6CqPUtRBBgFu0iQLQ8JMEGqXvZEiwyPUPnV/lJZTRnf3U1KSlBINylRSSavRIQnKnKDBC9smfapuDHJTlREqlyQPiMIOsvEwfnUDmTcCnk+jo6AiqdaOwe3soZVohqrQbTXYOzFBkiq0G5OVRin7ig1OA5k2aY2nBCIl6zTJALe+mfLQRrygakL8i/OXdsYJO10yKrjCoSwFXsUxQkKemigRL+CAF0zcIJU1wqhLlkbFOhIvjoxApYuUIlmIK0VET1oXNB/4T5KSppUHTCIIokfZUC5R2ncvauOTcIc2Q7nwlcmyQoRoF9WausaDQmsjaghBmikjcAmJm+83AyfPIw0bhN0OWZ7hBnXcoEZWGjW+GpQpOwlhFCKTlimrrUGiIW4QNifw0g6Uh0hzTSsTyPIIOstwdUrk1gn9EoEEN41IEoXjCdy8ECAp0tzyDLyALBf40YQR0Cpj4JaR3UkSIU2annbM/pWHzMA/00jp4mcdVGs3LeFSR+O1dpmy9pWRfppaqWoEmFIhdk09ZCKbZMlsU0hwNIRdc75HTjR+Rs1HTCU4lZClDn6tl/IhIG+TK00r1cSuTx61CMJxummKE00hZI2GLpNLgdNpMj58IlmzQW14w7zfCymSVgoyGDbpMWlC1m2hsphSqYzUGtWdQCGpVyr0Kq2Vsyatzn6QHrlXJcxdkkxR9zGijfaQ5QpShbhpE+24iKBGrAReYXqrdXZABPJdF5VltMLU+LhM+zpLVU6r00WqCL8wLW6lxrR4kMhzKGLQfBWkmu0OImmZvvol09fGuOnrbJFnKQbC85AiaIWxuc5kIYiEMRpwSwqZtE20TK4Jk5juVJOhSkC5NoI3PTInnJybLjQtimghIcvD+N00w5jJyQa5zgl8iSxpwjhiw4ZNlOsbaLWbkCVI6aL8OkmoGA1mRgelWT6vFw6+S7PdYc/eR3CyhFrJpRr4dBS0UvBaj9Id7+KVq/hOjbCb4pV90iwjae2m3Y1wdE563El4RcSZ6kygwgSlWigliXSO5/mUXB+v5JDlOWkumOxEKJWTZDmu7NJ0PGQW0mw+SuBKhBSkrQkylePXNpK6VcYf3UVL54yUU4IsQylFojRi/wMMb/w1vFVOK1xzgUcIIYH/C/wmsAu4XQjxZa313WvbM4vFYrFYLJajiAEeDmlniqYOuG9fyA8enOTB8Ra5hnLJI0o1QsBkK0aT8ODuPfx31WXLMcMI6dJqTLJRtCllk+yfaDDZitDSozs0ytRUh6mJfZxaaTM8eoyJXBEBzeaEiY6Yehi/PIXrlXi4K9k3MUHWabEhbaPdBBp7aHZiXNEkw6PrC8KySy3fg5NW6cYpXbdOGgu0hoB9eMduxqkMkU1M4VdrdJ0S7XaI7OaoTFCLIhrKI80lkNHME8J4HM8PiFPNEIpOonAqHq6O0XHOVAojlTJjG0ZIg42EUURHubQn9yIbHdIow3MCdGUDnTyn3YqRo8dCfSuZ9mmqOhvcmDItpqIuE50EgYvjSjqJIlNtvDSnEU4xNjKCzhVTk3soZQ20COi2JujsrTA8tpnK8AQgTBpYu4kEfClReUarG1F3NF7tGCNAqNiUbndcCIZI44RW1EHGLfzqRpRKaIUd42VR32TEA4A4Aj8ujJcVTVGnPfR4VJISqCZxLojzMuOOz5hMEe0JU5Y8KUqzl4dMapEQpMIljEOycMqY/aocKqNmQC4d/NETUEmXVpgSkBF1xpFofJ0TRy0mdYnqmCLYcDwq92nlQ2SuS0VFRsTyauCVkJ39JCohjRWhrNGKMmQWUcoVyhnC9T0qjqabZHglgcxCojTHGx4hyFo0p3Ky0ihuZx/ldBIvqOCGsany5JdNZE2piioN46rYRNT41UKMcQkx5eMlGSCQnb3G3qhUw6tvAKdjzkM02f/stfcZ8UilJvVP5BiT8YYx9s4TUxkrj4wgNPWAiYLKEvCqxuy2VEeWRyELSR/ZQ6QkpSwhyRIcIIkbhQhYIkIR5Qq/VEWURojbiko17X8vdPYXKXt9/6LQGUJKvz8AVyFBuUamAkQek2QZruNSd7WJntI5abdBqBxy7dHtxiRph6C2geFKGYecVhiRuXUqng+ej19P6aRGNMlybTxdhAPCCHRShaBSpJTgjxCqmeXWwzBEpm2kdMHxkLmCtE0YCrzazBSvBYWLJYg8prR7BlFfCJNehUanzXDgmYgVOPAcdlpzBZ4BUVHlan2mADOtv9PFqDRzcYmNuIkkV4owjplIBJuScUp+AI5LJ1XGH8eroMvDtDJNXeZmHx1pzu8CUUQLlUIn79BKNZ1ul1w4CNcnVhlBFhNRpdlqMDZ2DPXhMZPGVfR9uOzgCAEqJY06xHHM/m5GKaiSVvrHXzqCTqxoRSFTe3fhtPeT5JqpuESUlOl0WlR0m1JQp9nsEE1NIR1J5tfxhsqozjhkMZXqZlJ8Ovsfppp2cchJ2lOoTovW/8/ee+zYsiVmet9yYbdJc865pm5VsapJglB3zwjpMTQV9AA90hP1QGM9QQN6AAkCWhO2aIt1b11zXJrtwi6/NNiHRdMUSEgUq0jkN9uJQGTsRGYE8t+/mU8EoQndG4SP9MZjYmBRLdMyUccZf3nCDhdi8pT+c1IduL39jCQEebowjme63StwF9x4ZOs+EIvCBbDNhoaCMhpQjGp37fr6B3/D/un4jQs8wH8L/LKU8g2AEOJ/Af574EXgeeGFF1544YUXXvin4u90OIQiONnEu+Mj/8d3gV89Dxxny+oTNmT6Cjbq6ii51YGz2fD9c+YX7z/wlXHElLjogCjXrpUSHf78xGmaeLV9Yjz0jHcbfmyf8Qw8TRE/n9hgae1HzrniOWw5+ULnPtKWwCnMbMqEchNCKmpdkWLmvI6MfmVInp2asLFicNDKwCA0sx1o9PeciyKEyOdmYRSG+f2vaLotrRB8uyi+Czta4bmbv2YtFS5BYUVLiQsn6q6lVhKVMmPyWNXzeG75LAUa8QN3rWbOBmkvTPNATBXZLkST8FTEmPnm7UQ1H+nFW0Rzwyxn/uDLW07RoMKRLAU6CzQZ0bxh8SPRj/hHj3JnhLtQup5GS0wMRFE4LQGTvseYhrX7EiUVyl0IKRFFg6chxMCd8pi6gebuKgjMV0Fv9R6lajIzfpnI0UOwDKLhngLT89XBUgph9yPWpHBix7vLhZJ2NGqmltcI1ewyp3UCfctXWsD6zEBNrPfXUmvTgV8Z7YAqmcpPpPaOUTTkp3dE3ZCa1+hloVKgpGT68DWqv8V7RyoF6yyib0mXd7C5vU61p4hNmVQE2a6E4wdKSuBmVLdhLKByRlGQyrA6T9o1JFER/YGwDKzHC5JEU1c0coctFUoJKnckzR8ZUWyZaO3AOD7D/scorUhFkNYTWxnB3F7dZ+nawRR1TZUmWC5AJrSvSeMRvzqoAq3SmLheo3mxEINAuwutlJhKXTt6dAXLmbAOrI/fE6W8uqx295gPfwolELY/Yl0nYoaSIlweiLIizQPTNCMQtPGMNh2raBlpuMSM6m8IsSBvf8qSMlIKYrxGvISQ13icHa6dUmm9didpTTSB6vbLv75/5ITShpQzu8YQYmGNgnEe0Saj44gdB9TyQLMeyVGQtz+llR6T5TVmJyV2PZNwqLrHaENPZomFUjIC2BpxdWCl9Rrbyx5UhQLmcI18/ZXoYdeZTnJdNPMzIRV8qVj0tY/qbzp0Vh9R5a+dLkqqT30/4h+1nqRLINnxKiZ9WlJL6wURFtTm7m8dq7TGe/dfnSOk/GtXlCiF4+IZHhf6ynHTVb+OuP59YtTFw22zRWVLCI7Zg6z3aHchFk0MmUJGaw1ZYFiuYpCQDDZg5HUmXJeaNgSM4e91Ef0/TqE7zzo9o6TEjSdUu0MpQRKaEDxt3bOcn7k3BZM8RlcEWbGmihgy8+mBOo7EfI3q1s5T55FJFTa7PUZdu9QeH584nEc209c0u1vqdov1gcv5mWZ9oJWORVR4tUGqCPZCtT5xShuaZKl1BjuSrOXsPevTN9y9/pwiG5RbOMeCIBHP7zmVG6puy8/2mYcxcfjwlj0DdjmxrTWm3jFMH5lWuNn0pGQQQqBKJp3fEUrB1fcUbxFuImqDqWpS1dKKgup6lKn/Py10/b/ht0Hg+RHww994/Rb4735D1/LCCy+88MILL7zwr4O/G7twI9dS3QRCcbSCj1Pgj75/5ruPI+X0ju0y4r1kiHvORVEbyZ3xpFbQimdMyoy64kFaXomRpxCwzmKy566ckCiUMjwcG2S75+P6c755f2HMgv36npwLU8joquFGDYT5O2xUeKlJxWLsE4vKBFEji0dR8KZnXgKN+45YPDUnpP4cREeOC40qLBHysrIYRy8sxzQzFM8mem7STHCWh3PgEiHViZt1ZC4bIOGDI9d3JNGRMVz4HCMDi52w6hX3RYOfme3KMkpEf0trLzwsEEuHiRk3T1z0LRTBkjN+PGF2W4pPzPaBt2Il1TtuUiCsnrqp0FmQ/ZnT0yONSFdHg18Iq8UsnsYekNtXbLYawoFT7tD6Bnt8T7u9I45PnE9HnN5AzkQhWeuK7SvJbmcw/lr8jDRE+4xobnClQhWPIkG22OOZkFZCjkyxZrSe5fyWbn2kbG+x8kumVHOzfGCcL9RY+nbHpniwivGYUZs3iM0tQW1ZhndcEjSHr6miRWV3XfEhEVXLaV7Y39+gZMI5y2E8Y5ZH5qfvUZuBpttSy0JYRsxyJhgNMsLtz8i6x9oL9uFrsBea7R2makmnH/DzM9XdV0STGKNEqIraaLK3rOsR5Uc2xVLrgs+GbaWJxx9Q3T2qamB8QikDwbHayE5LtsYwHL9lETWivUHXewY/Ik4PaNHS7j/HKImOinS2KG0Iw0dCvp6nEpFyXhmbPY0fsMFTSoFYWArY5ZFNv6Xr91dxZ3xmFBVq+YjQPa69Z75cqNYH2t0b7PiMUg2VqUhNjZsG1g/fUscZJTJVjlysQw9HRNVS91+xlQv26SOt0mjtcdufsagb3nQ1MzX3kutyl5+vgpX6NNPuRvTw5yQlry4m04FUJLei40IQ1TVCNT1RrU8ke+A4jdRhIldbVnXDsp7oxh/w4keYzSsIE0pVaNWS8rUHSlUdkoVWS7ZtixEFwnoVU3xBJXu9l2WLi+D9RGNeX38GuWCXEYqluBlXNC4mamnpjKWk14y2/NqhE0OgitP1XvhJoFF+xOsNVOIfXJVqhWdEAhIFJCQJSWcKKcZfO3fgU+eQ+q//zf4rd0wuhfPsWUO6uvBSYbSRmAt3ff33umgqrZhD4abfY9eA/JSK3JpyLTcOjtPlTG+uAspdV0FO+JT4eJ7ZS08tAnlzT0yarSqYHK7v13S/fv/aZ1LpUKb69XMkLWe0OxG9p2o2CCmQ7gxs0X7Gj2fW0w84ZRgagRaCdX3kuAqKKNR1T0qJh8XS5JW+Vuy3r4jBI87f4OIbkpKcnz+yDiubMNC6E+64sDR3mKan2IGtf8SbLcktGAkieZyqeB2eGV0khYWxZGK+0FSKpkRsqsEtWHUVY5XWlOwIPlIyfFwKdaVwl/fU6cLFOWohWVZLKxRdnmj6DZfLgTeblqIqsm4Yjk+sdFThROUuxHVkFHv21YQKHtqKqvvxVRyL5Z/wwf4P89sg8PyjEEL8B+A/APzkJz/5DV/NCy+88MILL7zwwm8xf6vcmGsE4/z9dY2puyfkxLuHZy6h4uH5gH7+htlqxlhTSuD3+ZYP6YYl9WhGXBBMIVCZjGAhMZM4UOG45USmITHTsGKiJvAK6wLL4jjUe9q4MC/vEN0tpWgeh5VjGfkRH3lNYmRP4Wqlz3klMxDJbFBsSiYA1rcYU/EUajb5iFYLc5C4YghqC6lADKhWM6Ko/JGbMpIuBw76x0Tt2K8fiElzCIqsMimk6+pPOjCrDQerWZxmmT2dFGzyEWN6puzYlAV/ekYGz1kYnPW8tQZdBDd+ohYTH8oNqdLkesslVbwyhVX2nCzsGVikYnCSLmdKf8eHUZPHZ/abGp0i43xmWCJ7vdKzcskNp6OlLWfsZ7/DXR2ww4G5NGQrSElRpQsjhqx2LLIiPj8y5YpNsOz6DqMN2tQsMSOMJl8emKkI00RCkR7ekTG0ZSFFjREV5wz14QknA3o5cJI9igrnB7Ziptl/hiZxPp3ASyg97aalcRfK41+wXh7QmxalNCFn8vNbLkvEyhu6lNDDA3Oq8BnKMhPQqNN3sLbEZov0Mzl7SlXDMRLmE2P7FU3VIpRkUhXHcaJNT3R+ZHGBc6qpv/yM1ggWu2DniaJaNnnBxoCuKlSBTljGeSXYSB0TevMa4wdCtSeGgHMOtlu0aeH4HWr/u/hiGIeB3NxB/wVpWhDZ8+VW0ZWR8fyWaBqmaAgxwjrQyowgQSrM8yPy/mfEkNBhwshCEoZpvGDqDdR7huFMdgtFbAiiwtgRExawR5YQEN0OtXsDpUKlRKlamlTo65ZkJePhA95FYsn0Yca//yM6mXBWMtf3NMd3yPMjZvsF+cs/YLk8o19twF8dIWuSxFjQJdBGRysSYwqQalQaSKohuScaY3geBvLpA5XO6GpPng4M3/8pTnT02z2b3SvK9ksmO9FOT3D/OeiGlAtNmWjVlnWd8csJLSVbDWYW15hfTrTKMNqJWArROYJ3TKlwe/cFKq0EqbE+4ZaJ58NbXu06sqggC+yy0vcranmA7jPWNWJURM8PJNR1BQ6uglUuaD8A4hp/+6tlu7BCf3897pPwYdyFbbVjTeBTQQtoFKzRcnqcqeqadneLFBLrHbrdc5z93+r6oqMY8QAAIABJREFU+auY1zoOhGWlUgZZdYSiqLQixL+OZf3dOFivG47rpxhbLtep+/GMchdSDCwhMDuBbAstiSUocrXlcZho7BNNW5FFzXw+IEpirhr2bUVr9HVZq96AaWhLYJyervHHkkh+JqVE03TMXrAeHwlJMJ4facNfklJkLQpTtzR1xeHpI1MU2CQQRWLCyFAsPjeszmO2NXW9IS1HtDZMPrKcB7pwpNiJ1QrU+ECMI0qAiKDiSHaO7EdUtaGEGZvBWosPnrS8Z1T37JRnZxIyzMS8B5nReWV4GJi6H+PnkVJtiMnznDaUqqNpOi7nI9u4sjGFd5PHiEgUkmgDu9pgTEWez2g1Ec2G09OZ5fCRpDt0nHB2JWx/Shsn5ucPyNsvYPs5n1c9Ml/Xxv45+W0QeN4BP/4br7/69LW/RSnlPwL/EeAP//AP/3llsBdeeOGFF1544YV/SfxVHCt+6gyxA0FohsfvCetfcFgi3zxZZlFjny4s44LDkL1Ey0xdHDcccWj6MCBNQWTY2IlEoWdkr8+ImABPw0JGQJOpmdgiUGVi474huRZDoSozavmAR7HFUIKjNyvX8MUKZAIaw8SWiABWWkQMbGgQ0lH0nou4p4sfqfyIpWMJEoHjErdUfuJcvWYbT9dP4fufkA8/0K7fc6PvCOnEWDaspeYmjMxFkaUhFk9UPVFWyDARQ0CUlbry3PgzIlWcZItuXlGsZfSe4+pIzhKiw1Phs8QGR7cZuJEbpnXgsCZU1dJnR1M1eLOluvwCN10wSOKc2UrIuiFrg9aKzfo1PmUOVUuSzyxlwyAlwyVCeUBKw9PzkTIc2UvPUd+S1IaqVizDTKsK+3XhEBVLdnRppm13hPOIFoKh+x385Yk6BNq24vxwoKokvrvH2dN1USy1hOTpdzVzFkQ7YUzGJ8l5iWzMQq0STrTUGWohceMj9XpAhxOrUoR1JkfLJSus7FnmZ+zNHevhRJdnBBLjPf7pzxAxENeBUUp2rUJsX5PQVCKD14QokKcHxO4zxmkgrQui2hDdhTHXuLig/Blz/iU+F7ZlZdr/G0Y23CpHHx4x5g1BavzpSCHT6oo4HXHRk1IgH38BVU8jBIXCk9MIeUcrNalkkqx4dJpNctyGI0PW/OIi+MmNRuuOwxL4MGnU5QeUlOzEQJ8X0nDEx0DlEtWrn18dTyWhxIUQDEPw4CLzumLWI14bvPwRLR4hGpJskesZkTNsv0KWgokjeftzimwJ6ztcCpSqQ6UA4wnvJ0IILO1rkBkRr4tmTnboFDHjB+7sO2z+DrTC2oliOgqGyVlmEvv9nq0RrNGxnN9T1oEUPU+yIywzm74FUTOFSFgyomhMjvgIHw4X+lcdxMgcJty7b/A+4ETF3baH4SNt12GivS64USDnTyXs1/n1xj1wWjNZN9R1Q73OxPXM6i84s6JKwKxPbNKIXQpTXOjzAnXPMe7oxxXpHxBSsLu9oa0Moy9gL6hmTxKKJCTbNMAcry6mco00UfXXa1Lmek3rGY7fXGNs7Wew+ZIgFXY5UVct+1cb1unMcPhAs72HZo+ummsXTvCMlwtbI9AukHIkJY0QAm2PlPM3GLNBiTcktSEG0H4guTNK11BtoRSkH+mFZr6MHE9n5vlCqXa0piIdviaOZza6Jpc9vtqyypr47ge8qKiNIhVIdmQ4n0hhoSKR+i11Xul2rxBVS6xv0FVLgyP6iBcKjaRJI9ZBJRNzjHB5hhhw68BD7GmEo+vuaJLj/PQRh+HiJTtpWXTLsAT6cqYi8HHtWOblKtT1n3F/c8OddtjF8XgaMPbEGgTPvkbFkeb8CyoR2ejA2m9hnrD6+jc5HZ6QTc9z8ztkoSmH/0JuazaVQgRHyBHddMiw0K6PjNOMFQPZ3OCUYD2+476vyELQdorF1vT1ShUWTKWx1qH7Gp8TWyNAwNPphLq8pRceu84cDkeSrDBdxrafc1onvtRb3Dzzbsx8vo/c9X/Potr/j/w2CDz/Gfg9IcTPuAo7/wPwP/5mL+mFF1544YUXXnjhXzA5XT+Nnh6vs9FohunC+v2fcIyCH55G7OyIMdOsjspuaKmZ2bLJIztO3OEoSEpy1Gnkd/lIBioiGyx1tHSsNDKzzSsOxWQ7vK5QYqZPC8YEtuWRzk9EFIGKQqEh0DHjk2HWWzqhIAuilAQUAxuUSqSc6eVMpjDnDWHN1NXKMde0XOiwZG74YH4CZksTVnbhDEDyjm9CQ8Mt9+ufsQkPTEXRWo9IAocl0ZFyQBZPlBP17VcYKTjUPfXyFpkNs1MIVi4psJhX1NN7pBCsYkMsF9R6JNX3XNgj28I5N2AjbbcghWSaC8/SYJ8WGjXS+oVV7JAuYdYjThmsF/SX96zziMySMW2oVMPGLlgp8ft/Q5U867SCqjGHbzlbUH3NWfUIccGuDbfhkW0jSSfHsvs5tZacxomp3pBkxTI+kZync0+YtiZWDWt9QxNO+CwQMTLIlkYEBlWzcSudDrTuwmO4QeqGSreU9QjNhtztWX2mcwPKPmNDos4KnwpHLzAh0dhH8s3PCcHSLd9Rpkxwl+sEuYScAnWyCBkpbsCuhSYGxOaOSlT4uCFKh5AKHT15PeNcRJVr9KExmhRXpJ8RGho/4HXDbvsjdFVTlYxShuBmjhbCPKFKpK8NqX1N5VemdaWNA4KMkpk8BsawgeYrctXj9ZZ59XTBES8PnJQiacje8RQaRN6SLn/JcolUIdOkC5OdOJbCtslgaqIPXEbLVtTsNCihoH/D6cOfo+aP+FhYc2RMgfL0p8ybO6rtLcFpMjtqfYse3iHNFrZXd4lQgjifkEjabsMaPFFVxFyoZWFVDY2KmLJixZ5YMpt8grxj2/Uod2F6/IjQLUN9B9lQu0diteFtNtyKI9I+o9wCVc2YNCrOlLzi1StSXBnH6dq3o7fk6Zm2DfTFsj4V6nTBrzO6FKzcIOKZ5f2vqHc3xO0rtpstpu6vokrmKrDYM6HaMQ4XiIGm36OTptcSO515sjO6nWjPXxPcSBYVMQuUG1F1TXCCySUgUx5HyIGt/YJOJbZZscZ0dQ5tXrM1BjO8A79eBeFme3U/Xr6H07fXXho3gFsI9ZZhtfjnP8LmP2USFTFJ9rst29rQthv6/g2z0PRGo9YDrCeUH6Has3JDKxyjsyAaxHohhYUiK3pdKPMBFT+iW0OrBWOSECfydGCVG+Yk0GFlt9tyUwYu64KcRmBkffgV2U80/ZauyQRV8Ty3+OD5UX1gGiwH54nLmYpMtT7i2xtmesx6QhzPfPk7/5bWWNJwwiKvHTSfitMHJ1DTE7m9wxeIskKHM2NQVO2OWoerWKoz7vkdc/dT5iRwQPRP1MKTskcUj3XPaLfDxJm4Ri5k6iaxXh7JzqHsgtItyj6zjANRC95oz1RteFs2iCGQ+cg4nNmw0nY7Ru1oK0nf3bHkQiUzJiZ8tadWmSBvmNeFcV45l4KqRnY7RR0vuHXLZrOnpAXpRm6qQnAO7Ve2aSaeV8ZhQu1b5iHxfB7pCGAUxY/sNxuyn/GHX5CbO5r+ntlavN6gbaJEj1HtP+vj/zcu8JRSohDifwL+V64z6f9zKeVPfsOX9cILL7zwwgsvvPAvF6l+PccbhObhMnL6xX9mOh+4uEhYHHlZmQsYlyhUfMYz/w0nBJJCpsNyx4k7LvTM7BkJ1AgKCcmGBYGgZIUmkDFsmZCpYEtFRtK7FYPD4NmQkUQiioKiZUbR0EZLRHFhzz5bchEgEqlUaArP8pZ7PJYEXOi8xJGJ1ChWJCvV8hHqjhN7+uUZUXX4olljxK7PjJOgQ1D6HU04M6LwtDRkRLSsVEg7M56eqfeFr1RFaxrmIpERBlcQCNx6JrS3qPmJRsFJtIjuK3wUlDCDqNlWK/50wogvWdkS1wd893Oa2x3p9C3HpaB7Q5UKJXrmaaHmmQdhOIyKOjQYnfDNj5mkRriBxj4QafjWt7wuJ6QwFCV5Xgq9emRVG6J94lt1y1MxfO4GzPILPm5u2Tc1PUfOoTCvgSwM9F8Q/Uh8+g6RNedk8McDnZ9YVETkRFJbTs0NEoGkZ6VhE1eMXPApIWtJ5x9J1ZZlargNZ+x0YMwVShX2TcVzvsGrjPQTN0qy8AqpC/MQ6ZePrKWiMYKkNTpZqjBBfe17kWFB1bBNJ0ro8arGTo54fkeoPieEiC0tr+YPbMaP0GxRohC9JTmHf/5zOt0Q65YoMv7ynrB65OY1uttjhUQKwxIdx+FIW7V0eLZakeZnZDgQUcSLZ9GvWKs7ah25DAvtq5+ikqDOA5ezRGbBMno2aUTlgbxeOIeENi0jPTpmTFhRZmBpOoTQ1D7jSubkBE3ULFkR5hGBpcZzOR8ol4FbE5HdDj9eGMQd5f5nSCGp7EKlGyIKEyaiENQioStFEve4dbo6euoapTTaTtz7RzrRwlqTEshuy1wa3Owp4weqvsNmibcOgaW8/7+IuiLWW2TIiDDTxBm/nrmsMyVEhqfvaNoeoTQtnnkeMQSk+55iB9z2J/jLgdb+CZVWJG95ionP64Y1tBg7XYUdZcDcEVTHOE/k9URjalIBt4wIO+CtxSVDH0em1XKaAq2c2eqBVCJz2iBZUVIQ7DOaANLw8fsLn+97OlGukbgww/g1YZ0Z1pG4/RE6QTs9YYoHu8L4Hr74d+AmyIXh6VcMQZKWA1lt8c6jq55prbD7L7DPB2q+JnSf8/rVm6vrpmQUYNxHynzC9A3bZkuZL6zuQrYDvZZoF3F6R62hNa8xybMNMwMtY9DUcqEPM3k+choN6+Etm/mIOf0KRaGUCmEUrCulkjTrI7dlx2TuEcszT9aQU2IXniEunJ2jFxVieIuNgVQSf/zLbwjNHXUaabuOu/s3vOklxT7x/njBnx+xZqQKI7vWMISFcRyo7YgSK2syPNcblsGxhiPKtDzGBuzKT8wFX23wNHTrN8S8IkyDmd8x+5kPKrJenlHLI+dUk5oNeXii9yNj9YrQBwQFnyInK7lrDWUZsW2LFTeUECjjiaavQGi6dofsK9K6MKbMQXTkkMltjY6FcfJ4Gbj5dP8v6jWjHVHjO6QKbNZH3Dyj6h46wX0eeF5/zkG8opveQVk4JYVZT+zbmkplmC9401AvlsYWRKVJ646n54b7/fYftdT2T8VvXOABKKX8J+A//aav44UXXnjhhRdeeOFfBVUH8yNLgsfDicPDA+75Pd5ayuVEy4KLmX0UNMz8Lt+yYUERKcANV8dNQlHIbLGM1FSMSDw1Dk+NAhYaKiLbT986F4HFkLiuddVEFBlBpmZGAY4WUAigwnOt85SIAkZ70BJbaijXYzpGDAuRlpENLQuCzErPhR17TlyGD6T6Fce0sqsWdNNyuw7k6SOWLbQ7VnOPDxGRJgSCqX2F8QsuWfpwJATNVnlMvWGoXiGBj8MTJSX2yvFZPlH2/55LuiNkwVwiJq5UwoKMJBtwpWYjVnbxmeROBNmS40g6PXCZA5fQUz0+0rU1tVTI5UTIjixrtn4hFI2gRq/PIAQrHUtsUOYnbMMDs/Nc0gaSwxSHDQuLPXEuPXq3Y1glZnvDZnyE0yOnz/89u7Zm595TFcFwOXGsG6pskVmiROSQt4h4YRJ3uHVEh5WmNzw9H5BhZtl9RVsp5HxCJI3VW7bxQi+htyee44o11+WgRha8nZEyUgWHqHtEDpT9V0QXWe0MGYootO49kTt8acFmKrWhBINeHKZVSBtYh++QKJb976B3PyabO7JfieePaK1Q8T2525Nki18H1OUtRgm68y/g9kto7hj0HeM0s7pA5T7Q336GunlDXEbi+VfspUHf/x4ZyYfLM7s4otyIN7cIItvzn5DGmef2d6G7IS9HgjQgIqo8cLblGj8yNTIkunCCxZOrhqhqGhVJpmNxAeUK+0Yy6hv8+SMuJlz1Y5b5TC8OrFZi7UzOF2Jzi/AFk0C2W8x4RJtfweaeXq7k9T3nqFijJqeFvdak5jPOyRGBPTO6ZISL6PWZtq7I1R2dP6BiYfUrY+oR7kRV9aRgWOkwaYa6Q4SJPE8U2XJW2+uKm6wJUZOOfwyyQgWPEg6RPGt7i84ONbwjl8IkOnSaqcYnfEwImam6LfiRwQZ24gDFEdzE2r0hTjNhPqGzQ04njtkwXhIhJ/L4RGsEyY2coqfShVeqYrCOUUITBpQ0pJxo64aApFUF022ZzJcMw4RpwSQP64mgasbqhjIe4fmXzP2PWMPCVjm64qDqCXZmPb0jSsPFCvL0FmW6a8RvfY+/SC5iQ305kvt7koAynHlvBxoKXV3oFARR03QNmIQRkvs00aqBs5HMPiHmJ+r6hGx61m4LMkEppOUZLToUgfX0nuwXTCm4w5+hn76FHBBCYOod2WckgiqPTGqHkx4rZi7DDzT1Bk/NJXp2/kRPRE6BrDSHwTFYRywT4o1AkSmPB5pL4qtXW9Z5Il+eWMwWZQpmfGQtgTgdMPOIEJ5LEiAytjTMuUKahVYXqug45IbH6ZlSFXQ6IrkhsaGeB7b2Pe72D6iMZZ0uqOmIrHvq4UxYRrLS7MqZy7pDyALxwC4FWrdwI49c8j2yjIgw0pcBP1X0uz15fM9wUUgRCHoDTU+WirguNCUhxIoaDvRlIVeKGM40bSLbC3n5wBDBNB1p+yOquLDMM3H8mkW/xswHVJ7ZSc2YBPPlSCsL23hA1oljuOdt91Oa05ltEQwpcHz9GXe7zT+byPNbIfC88MILL7zwwgsvvPBPiDKE6oa3T+8YH97y9PA94uEbeg7cUPAJ7uL10I6JAnQENBMd1/lnDVgUCUFHpGP+9ekNEElcvT8LhkICVtFRS4FOHk/1ScBZPm3PCAyZiEZwnfStKRQElfQYFbCiJktDh8MIGEVHh0ch6AisSAyRgvoUIIvc4hCAYOImBXAjvVsYxw0nseU1kT0jawInexrZsWEkEaik45IkLZGCRNYVbxfDj8OJpD07Zu7cGdXvCGpDSHfMxxO+3vIxtCQs23JAk1FGIk1Bm0yFZlsmclG8UpbD1PG+qghBUqYDU4ooUZDuAdzIZF6TssSIyI1asUWQ3YhAo8pCKJLv3z/y8/QNuso0umLxCRFXThhuwxNZeuxpQfV31Js3HGJLIwRimVmHM4/2Qtd1VDlQlog3DWFVyPmJ3Nyz5JYpK3ZYtJwQOYHZM2VDWgP1euAQAjuh+cKcyXNgFm8IlaIOZ6TaErKk+BMiRqzpyGSWWGGyJy1HzHimdPeU7Q6pV9T4nimcCMJhpGLOG1pmsqzI64KfztRixd78Pn0UpLiyiIYkFpr9HTItlOcFZz2ybnFWUGJha49XV8j8TD4/MjmwZUMxFVZWXHyhWxzer/RpZnf/GeX0FiMC7fkDa1io+hsqaUE15O6earyg7AO6bTAhUhfB5By9PxFLT0mFuL6H+QNynjB5wQRBkgmz+4KYA32ZcSmxqp73S6TElr3MOPuEipGp7PB5ROSIQTFFjcqe2/KeEPes8is20yPt8o7x9e9zmjPrMtOJgGo3HKsbpvEtRhua3WtyeCaOz5Q4IVIm5Ehw35H7HZieMD2y7VuC2pCjpgRHUpooWuqHX/I+zqynE1FX1AKqNz8nlgzLiVpJSvKIWmMqQTlerutb7Q1rlIjuFj+fKYcnQn1zFSPsicVFtioTTz9gx8KhMpRlQDS31Kbgqy9wacXalWW6UMxI9A77/AOy1fR1g3JnijLk/ZfkZUBli9cKaSDSouNKE2eaqiEdD2zqZ2SBtesxMhBuf8YlZJZgyAFa3VC5R0KCp8WzKQuYHre8RS+PKKGYU4e5PFH2r5HjI/X4FudrWtXQW09Zb7HZoOsKnxOmksSHd4xVg5aKZncLN6+uJffTM1a09BJaBqyMiGVBLm8pceKiNlACKQlMmxjPBy4f/hKREqJtcaNn5y+klMgpEex1yVBqTSoB2zd494GuaqmWD8TFfCpyrsjL83U5sKpYZ8ch1Eylo5MLPPwSLwSNEYzUfBcCtX3iNh3RlSNbgz2dicMvUdFSS6jSSpSSQfS8XwRhe8NrVVGiZbcewEnWIvmiHrB+5oE7apnYx4mhtIRlJMQRFQOBntsw0BCYcYypRqaGo4+09gMmBvYNaHuh7noWe2EXPl5X3jWkGNjoG9bNzzE6YnzkbGdkghuxsjn9wBwyfbsnxkI2FbWD/eV/pzQ3tCZjcCxF4pcR4f6YgMaWirlAn35FDgsyHKi5oKlRJDokBck6DEQ8mwwqbVlEQIqGcRzRpuJ+0/yzPP5fBJ4XXnjhhRdeeOGFf4U8LPD28cLy8Ba+/t/Y8cg2nyi+UCMxBCKQ0GyYyCR2FARXAUcBW9K1GuPT6wSfxBQoFAqQP4k7GEg5kIWkxlGxwKdje8B/Om9DwBFYaNBEEuLTepZGJkVWito4MpI9MwJFRDOzoWDZMFIQtPQELJkTjp42rfTpQkDiETQEVJmxaDwCHyTGPVLsM5bERE89W17zyEzNTIdKkdccEevMjbiuxSz9PdWSqdSJpfuShR4TE607I+wFkRzaSDZpQJXAbCW1dOTFcisFzja8qkcO8hUhWHbMZN1fI2jLCVc0scw0xSOkIsdIy5kxC6RpcCnT8YEvOCHjQPELUW1YfEH1LTuRaURmKBUIhciJ8/EHUjbk9oZwPnDTSUiJ+fCBtb1BVYZwPiPdhWQ9phEopehKItU7jnGLswtUEHWDKSttidD1OD9xTImqbrn1liHXCCmo3RM5BJZc41KLlz3q7vewbkWO79iHRFQdioK2F8o046mpq46cJSk4knDMZoNcHX3b0JAJ0aDdyMmumHWhloW8nCnrRMiJJUSy8FS54EVCpYD1jlXViHHmshQgoVqFCLDkjFq/5dkFKgm72qGf/oLcbPCqw9qRPDzRykhdNQz6FfPq8AFueSS7DaP4HFMsN8xkIlWY6ZaP+CI5ic+5yWdqCgsVrXMwH0nVPUOqmMvMg6vQ/sjOfkDkAT0fWVLFUioa+4QmM8s9fVkw2bGUjjVrcJmSR6KK2PmX2O5zRPeaKBx2mTgESdz+Aa9rj7j8gnUsaNUjM2gcIXnadAQvCcsEFKSLVJuGZTlincdnSD4xS0lE0wL18hGZwWeP1h3ej1S1JqdEhyeXHpssxS3UcaBOlpJOLO0b4mDxcaJNJ0qJFKuYqi2bH/5PUr+D3WuyLKjlLaG5x0x/hlsGUhLUMSGWr1F+pAmJknekpWC0whdIdmajK/J6pMSA2t4iomGMlo2YuaAQIiFSwohC7LaUWpOioCSBbBdyCni34OwTSXZEAQHPPFtKSVRxBGchJJKdCTGiRSG7hHAXWnEmCA0hYlKgqjSi3qDshJqeMLvXFNPhP37kMN0gqo7sPaK9QVUVMWnU5XtitMyyplUj4fI1rt6ShSE8/YosW3IpqDBjhyeEPTE7QcmFmhWTZgqaGCumdCHb79FSUaWWxWcyCzFKShnwRVDFlVNsUGHgLsw48xmDfsX98i2i3rBuvqRMT+T5W5TIHISgmn9AxZVkR7QbQUiEVsRw7aypVOFLjgzjmc2cmLsvWYpg74600uH1a9ao/2/23jRYt+ys7/utaU/vdM655449tyQ0IFqDhRJbVkGFwRhcgOWEYKpSmLLLldimSEiFUkJsyxgnCk7ZiRM+GFMhiSsFpmziFBaYqSDBuAw0kyRALSR1Sz3d22d+hz2tKR/WPueee/t2q1t03xbN/t269b5nD2s9a62997uf/37Ws7nMdSahJfQtNr8M7YZuuC6W9oDAZnjEIBEENn3FDmvWKCas2LQTFqxw9ZrLeKysyPC0rkIIT7dpYPVR9phSZYqqO6QIR8hsQh4CobH4zbPkaExRYiO4rkbaHiOXRFWi+oD2juADMcJMG3CGDk9OzQ6HFBzjKABBDnhKepeTM6XfBHynCaunkaLDNW9m3W1xYXp3fvtHgWdkZGRkZGRk5HWG7Ts+99we67bHfu5jXOEJZNuisBh6FBZBymsqSQKMGr7fzvll6tx3cW6ZAKKFaWZRETqSKJQDblifD2XdFJBazl6LGpIAlLHBKI3GY4bInzULJFNK9oGaCDgMAk+FG/56BkfOhikNU3J6IkcEBBvmaapZDFzcPA441syo0PTACQXGd0iVUbljLnNMxoolW4Ah8ydo71j6KYexYZ+Ca/1TlDpnK7P0saSy+xi3QbFGorkaDlA4rFc8Zy8i2xU5h2zLwEos0KVIolPfU9OQc0SOG6axtbQsWDPDWsekyFCh5Yrp2esUAk30jq3ugOhLtGg5UTOcaNEhUE5LGqvR3YrDOGERlzhR4n0g2+wTfc8GQ9UfpDcOyV3yTUeHApmRCUs0FZsOhBXY7oTMALFHC4vbHLGRgr7vUO0enZoSfERIhZGBTuSILEN6yX6zj5WaPBRsdc9iXUZmV3jfIQj02QzjapzeJfYNhbuOFTneTOiUxGiN01VK4qymdJsTqu4Y163orcfKghgEhVYo0WJCQ6hXNN7i6CkMGC9oREGvIq1WICShh6x+nC6b0ywmSN+gVwfYYhusw3YdJ3vP4IsdfKyxAjbOYEKL3BySZXN0nvKwLM2cTHe4tcT7jiwGHAooKJRERsdxHWjbNZt8SsgjxfoG0db47pgu9PjGkvVLbASBTW+vC4c4NI7AU35OLh3BSLLQ4mJHY1v26pLKLMnzdEw4adnoHWoi9zZ75O2aFhC2IyNgihktJQJF2FxHOsv+9DLRN0y0J+s2dDYimpooDTJaEBFBj3YdYfMc69k9mOhRvSVTitCvkd2aoq2pOMG1O1hToWSNlAatM7LlUwi3xomCaD2SAxAtvpixXu8zFYCRhCiQEqzUdHtPIaMj2oDwjsqv8esVmXdkWuJswKsCV8yI3pGLDnfUkwVL1wd0PCRkc3qhKLoTNAHaCS0effgMXTal8wZVzNiYErm8TiYiWbQc5peZKksE+q7H5XMm9adDWwL4AAAgAElEQVSpxRS6JY2cQBco3QmKjlZvU6yu05GzqQtofpMiiylptz3BC0PwNc16Fzm/RBc8um2hKPDNGt+mpONhehUvBKt6SdkdIebXWIYKefIks8NP0rmI2DSYuEpl06CpgRxPQCOQtqe3HXW+w5GFol1icWT0FGxoyZBYtmkoLXgc1i7J7aeIWFp3ib6tQQgq0yKlBHKCEpjmOTK7JiPSkRH7NRlrclpqXyExzNljFhr21odEJkgsC5Zk/efYQbEhZ8kWAcVW+2kqHQkuJfZXnNAyo2aCQlMgEOwxZcVVOhSOJVvMqQlINFAGT86GkgwZYVVviAimPIVtJR0g6SnsGkPDVWpaBJEM2aYI0zU7dE1FgyGyJl2dGwwgsUiXDbnIWsCTpM+aBfXwtscMS0TSMeWQrlvTuQtsVISjz7C5/imq7WvDL+2rzyjwjIyMjIyMjIy8zmg2K07WNeunP85O+wloHZKQBBSSKJNuXl+Zm0FNEnJ0n76fij+WJOycF4ZOo4BOb3Ud0AIFac5YdCmKoBqMy+RzWA6GyVwCT4ZH4pEYJBqLoiGi0axYIAm9JQuRNROO2cUiyLJILyKNnzDXh2QcImNHaTs8AadKShwSScDiaejZIWuXzOjIEUz7p5hxlVI6Jr5Fh4bIhgkngEDTUtGiSE6+IDBln4hkTclxuITI5nRtzbHzECzb/T6ZgVpNmLEiiy1WVLishKwk9itUOKHPNbMYWcccfM+OX5JpSycUrXOI4NjhGLF/SJzfT5QdO+2TlAq6wwPqtqEXkXk8JKtP6B0sVYcscqQVCBTWBwrhKKoJB25C8C1FvUdOy6aYMYmR2NVMWTFrGtAZeIUQkZjnrOUUl23hxQzXHIM4ppzuUFQLnj5uWKw/g9UWrTM6UdKEnMzWlO5Z+mCxqqAQjtp16D7QxBmlioR2n8o+RUeO6leEqOjEBC8dmT+m7XJQkeBXlBzQMqHE4q2lYImgQmwsx4XC+0BnBZflipyW9X6GzQzT2NAc1ZhqitKC5viYVbTIcorWgjZWWGHwncSebNieePz6AGVKpFtDPsEc3KBwKzLWSKnRfsNaX+Qgu0xAge/Ilk8x9UfEvofuCOmPqaipKTDkKAJbPIdFYZli6JHxiNbvkB81OOGwwiCBaduRYxGupxM5RZ6zyq5RuhWsPkmuHcgCZRuMctBpnDZYVWE6jydQLJ/GygNanROyGaatydtDBDWWHInHZjt0UaAQzP0JoImbfZyQyH6NYIkmI5KDS5MnrRDI9kmCrlBuzaHYRmnNtn2GghWRCWGjIKs4FJoq1jhTY0yOs5G4PibGJHpKeiQNwSVJo7GRnBrlJf2mHWI9+uTI06MxtHjy/ilKFHLILSbqJT0aXx+hUBQiZ8WELB7RoAiktx0pbtBNF2jfEtqevtzGxpxAQ9EcUNEPE0VrHJrCPU05xJg4tjHdEudmKNljVw2WjoycmJ2g7Dq9qt63NAhisUPICkT0xPVzNO0N1OqIEDVxuUfhBU27pl8d4GVOGWsUhygcEoumAcQgZk8RKDQdW92SCZqAoyRg2BCipBCWjBoNhCGb2Rv8s2Q+TY1c6RsEn7FminagCezgseRoWnKOcRgyNBkdhproLBMZcdKQ46gpWHCdCYI5NZYSQcBg2KWh4AgwlDRoZ6k4xGDpMUgkmh6Lp8Jg8DTkKaE/nos8gyRi6LAoFB6IVPR4YIeCDg1EAoqKBvAUpEg+CWwNv0HpXWswpUGT45FoApKGgkiNRg2PROZ0BCx5m363cgkyY5h+3FNyiCJlljtBEsMUZyy0K+obn2PydvsK/NK+NESM8fNv9UXGe97znvjoo4++1maMjIyMjIyM/BFBCPEbMcb3vNZ23IlX475m75nP8gv/7rc5/uhP8WD7KAtO2KFGsaEEMu4crfNa4YfP83elGnCDMiTNsC5AlDe37UhtMQxvWW7T8tMpZZYUGdRgEASczuipyHSP6j3BRIxLkTZSg/QBLxUxSqzOOIkLKuVQNAQyLBKFxhPxGLqgMNIxoUWHDdpZpPQIB1nWQZA4qWhkhUCzYsIR2+yFOXMaVN9wiQNA0YmCVioMgd7krFlQM+UCSwyeI7bwpKTUc465xBGWihUaj6ZlgUWSCUMvMoqwIWcNquDEGzokc9ZMsTQYegyCFijZY4eCNRUrtuixZJxwgZPsEqo/ZsIx1zhJkRwIVIo/omUXMzzxDgg8E2pKGr1D4w3BTOmVoWsaNJH71T5CKZwqCT5i7BoTD9nhGIvhhDlxcOYMLQJLgaOgJmdFJLJigSVD09OjaSjI6IhoSg4xdKjBLZN4FB0QaKmw5Hg0BoelIrJLAApWeCIKyWryRkTfoe3TKDaDezwjohA4tCnwqkDbBu8tWkmsd8NEwI6cBosBUpRajmVDiWNGR0nAowgYejQtmoYUZ1DQMiPHD/8ABC2KLNZkQiNgiA4CS07NnClrOmCPB2hlxeXwOAtWZLRoOsSZ1CiI6CHOg6E1BoUlDLKsxKPpaFBktEOPBDrSeeOIVEigxNAR6Mg5IaMjUNFRIeiRCHoKJNAPE1g6NAJBRge0QymeiMYjKFkhMHTMiQQ0+8PkTfB4xLBPoCIigZr0rj6FJyKQQ7xToqdC0gOSiv7s2nK6Xg7/w/D/VHj2aBSelgmenIKGOMRniOFqI/B4JJaGCfb06nNWJkBLlvJ6EcgJw4TWiCBHYHBoFBGLIhDoKFBDVA4oOnmJGBwZDYEON5wVPQ0TjvDIIXn9TQG9ReLJCAg03dAjEdNbQgbaJwMDkA0qfGZB6HQx3XBTrJeFZIPGEGlJOdoCYCJ0XRLo2+H6mwFSQC+HPpVgrcDJSJGlfu2BgMT0AaGhk+k6fbo/gAup/pMg0DIlfHZSYDEUQzL+/LbfidMx1YBrGeSeNJjSgE4hn/g87Xt+n3hbWaIFb9JLKKWH6CDGZL8FcgXRn/vtlMn402NInIbEAmvmLLmfVXEJc+1t/Ik//19gZru8krzQfc0YwTMyMjIyMjIy8jpjuTzm+rNPI9t9FqzZZY+Ss/vRswibLxbUCyzXp8qPv9PK5GwgUwGqvXO5BTAZpqRF1xBpGIKFkN2pk2fTzTwg/OAE9ht2OELYm2WdTj07dQblue/61JQwfPYQCEgCJSeDG+iQ9CzYZ4tDMjoUAVDEGLFe4TBEn9xtAIcgx3MPDiUBA4Xoh9fNZ0yAgKIl5beRURIjGNsTQkCLnoshx2U5UkS0WGOiI3YBbQS1KrgPiaalbC1tkRHJuIbG9AE/JMQucEN8U2qzRaFZUbKB2JLFwbny4MixGNp+N71qHIVFUXlH6RskDkNDxpoCj0XjyZhyHYtFh0AIDi2gUKnvT6f6lRzTDn1tKaiZ4r3EWcG2eI4gNCI48jwdH7aHXMBM17hQ00rIPQhzBOLpQYQwbMgw9Mw2TxBIb4KLAYpwAyk0jZoQmWBsj7I9mohgzcw7bBoWBv/5lgg2CVQcsQZ2B6e8CyADqAiZAe0AvcKxN+wnWIccITxFL8l1R6VO+z2VmQRORUSz5S2X1acIQQxp0dPxWJ7b9lTY8Of68rRf9bDekBzxCcmxDSLtOwtgJWyQZ/JBSpcO1VBOoCfn+MxpnkYQIp0zFrgwLD+dGnoqMp/+fWpfxtGZ0y3OrRd9Ki+Y+ux8FEOLkl+dSohn5ddn4yB44WuehJtzVUnnKEDOmsD6tmtTl2zhNA/ZzXI9t17HpkMmmefTAM1Zu8xQRgG3tLsIh2d5z/Sw7nTsVYQYAr1N41cO+5QygGwJOl3HnO3PpsRyh+vjWbOH6+v83LrYhpRf6bblqW03bT7r1wilv3kNLYmpgqHe8qxGoH/+ZKV0FUxt3SEOaYtTwSk6a+D0S0ZqfLhZQMY5YqrnFH1b+1/oAYeypI6+fTmAv+04Gtp3Xtg7DY8tWBJ5mhhzsu4I3AsdD688o8AzMjIyMjIyMvI645n9Iw72PsX7+DRzblCRbvpeVzd+g0hz5vW+CC8kIJ1y+83+6fbmtuVf6DtQTvt9ixM8J7eIAIlTBSsA9uwp9Kljd7ZtIHnMZ/s0Zw51yh1xq+gkGVbScEd/0wL2ts5rW069slvqfjn4FN0RWJ85pefbcmbbQIkbxK+bLTsbszuMbXXTWMJga2B4Wh+HA2Pop+y0ITaVmZ929Vk/gsEywd7SXjcIGGcW2Y7I4R37I7vDstuXV2dWJgf5fNFDhWf1FURm5z3yF3A6087+5jYvwgsd07fzQuszoCScyY63c4uTe47qDste6r7n1599v4PYe379+YiWL4QXyjn2QnW92Lafr56XEkV5ekykNxLeWvft1yMxKGVqGJ4XOi7P2/BC3Ok8vdM2L2XZS+F8f9z+O3WLDaeCzh0Eqy8KhlMyB1x+RNY9g87fQVOvMNt3x4QvpujcLwqePKxxPnz+DUdGRkZGRkZG7oAQ4uuEEI8JIT4lhPjga2HD737qcRbt57jEPgXx9Sfu/BHmZuTBi29z3rF7MU6dsPNJsl8oYfbL5Q8T6XUq6pTczMOkefnJvF9KPa9ULqnz7b1TeV9skW93m9FxHBl56Uw6MBxy0Ac6+3xR9NViPE/Psekc7/+BX+SN3/vTr7UpIyMjIyMjI38EEUIo4AeBPwu8DfiLQoi33W07rj/1OA/y7JARZRR3RkZGRkZG7jaTtmP51MdxfhR4XhO0uqnLP/jBj/DgBz/CJ64vefi/Tt9//NEnX0PrRkZGRkZGRv4I8F7gUzHGz8QYe+DHgG+620YEd8wlDtH4WxJLjoyMjIyMjNwdCmC7fZy2Xt+1OkeB5xy5Vvz69371Lcu+7n/6ZcKQ8ep7/vlHz4SfBz/4Ef7Sj/way/buvfJsZGRkZGTktaB3gVfqrZu3l9O7wHf+6G9xY/nFOqH+ZXMPcP6J0FPDslsQQvxVIcSjQohH9/b2XnEjCt9Ssn5ecsyRkZGRkZGRu8cWJ6yPnrlr9Y0Ru7dxcZbzj/7iu/iHP/dJHt/fvOi2v/TYHo986Gd54sPfcJesGxkZGRkZubt89KljvvF//RUAfuAvPMK3fPl9Z+tijAjx0rNSPPjBj7zgup/8nWf+WP2exhh/CPghSK9Jf6XLn6kNW3Y5PskbGRkZGRl5DdE46s3JXaxv5Hl84zuu8Y3vuPa85TFG1p3j537vBt/9479ztvzBD36EP/h7fxajxtuokZGRkZHXD49dX52JOwDf8y8+yvf8i48C8FVvucQvfOK5W7b/8Ae+jG9+1z1kSiJlEn7++v/1m3zkY89+3rp+/ru/4hW0/DXlaeC+c3/fOyy7qzzIE2zd7UpHRkZGRkZGbiEiEfnd+0UeBZ6XgRCCWWH4wLvv5QPvvveWp5pvGhIz/6vv/NO8/Z7Fa2nmyMjIyMjrGB8i3/mjv8mbL8/5rq9+06tWz9/5yd/lR37lCQByLfn+b347/9U//+jZ+tvFHYAP/sTH+OBPfOxFy/2Jv/aneMuVGb0LvPP7fo5Zofno3/7alxUJ9EXOrwNvEkI8RBJ2vhX4trttxBt4dozeGRkZGRkZeY1ZFxeoLj141+obBZ4/BI/cu8VHP/S1PPKhnz1b9uf+l38zijwjIyMjI68Yv/qZA/7jH/p3z1v+Ux+7zj/8+U/esuw3/+bXsDPJ/tB1/uAvfupM3HnX/Vv833/tfQD8R++5j5Pa8o7vS797P/Sf/AnecmXOpnf8q48+ww/+4qfvWN63/8kHePcD27zlypw3X5kBUGW8LqdkxRidEOJvAD9Detvz/xZj/N27bcecF59mPjIyMjIyMvLqcpzBpnyEa1cevmt1ilcqaeLd5D3veU989NFHX2szbuFHfuVx/s5P/t7Z36/Hm9aRkZGRkRfnNCfNpnN86d/+GeDmVKbCSP6P73jvmVjz//z19/HPHn2Sv/Xn3saNZcuHf/oT/PTHr/Nffs2XcNJYfvjfPP4F2fBVb7nEux/Y5u//zGP8p1/xBvZWHV/91ku86fKUS/OC33jiiP/xZx/jcwc1q87xl//0Q3zv178VKQUnteWv/tNH+dXHDwH437/jy/nKN1962TY8dn3FL//BHt/y5fcxL8wX1I5XGiHEb8QY3/Na23EnXo37mqc+dI2SDbxuclffHcLwGYf/ChDnloVzf3NuOaQ3l7hz39Xw3QN2+MxuK/d0n/5c2XpYL8/ZIc59boAGyId9poDSqaDT7cNQhj5Xxmm9p/UIzjVGQXCpznCuH4RM/x0gAwQBQoAd6jJDu/xQVF7cautpH0Ru6zcP0Q7L1FDQecLQKef2P63jdJeoIJpzbTnX36dNE0NZwkKMqS1nnWBewLZTXOoTgJhBHELiJDfbeLsXdX7MFOB8KkcqEPoF6rlD08/sd8OC7Obys8g8m8aDc+WK/pyBAoJ8fv/cck047Q/FS+a0v0IPIoA4P37DQIWQ2nxarufWY+H0U97c5ZZz7U71fT57zlV/1ubT4xlu7Ydw7r/htvGMEEM6vhjs8kCIqTz9IsY8b4zam22LZugruHmQ2nP2awj6Zhm3RGG8yHX8dP/zx/35fj29BpyuO71GhWGdOLfu9r4839Qw7Ht6+nigI70l6vSaxbDNeRvOlyfPrT9v6/m2PK8Pz237+Qjnvj/vuD9Xh+DmJUYO9t9e3+c77s7XeadoWQ8cFZqVehfibV/Pm77+bzAv//AP4M7zQvc1o8DzCvOXfuTX+KXH0tswfudvfS2L6ovjxnZkZGRk5NXlswcbvuLv/9KrUvaf+dLLfPzpJU8fN7zt6pyf+q73s2otjfW0feCp45pv+ye/+orW+eEPfBnf+t77X9EyX0v+uAk8n/zQO9nm8XTj+RqIPC/15vjUqTq9QfbcdEZOHT7LzZv1OPytBXQxOQunYsbpZ8FNx0EADM55BLyF4NM6SxJJTm/2Ww1RQ0DiyREINC1xcEtEBOkGx11DL5LEYsnI6FFAzRSPoWCJoScSiEzRSKBBYamZ45AIJBqwKCKCDIuiRSPxaAyBiCNgEBQUAPmEPr/EyivC5oSKAzyBwDZSKIgrBAaHwBHP+swM/VHJiA41gmbob48ioxdz+rhG4TA4NNAzR9Bh6IdemtLkcwjgUKzyS3SdJUrDtIhMjUT7lnZ5TBVqsrhG4oh6gijmROfxUuCsILgeHVskDolHpl5N6pGoICzPjXyOk1P6EIhIXDZl0p+gWZ0dGZ6IokstLS4BGhRoGXE2EqIndC2WgEVS4fB6SnQe2KDoEVj02ckigRKHwqHZsEuopsxySQgREXoQhoBAugbRd+RGoqIlmIKoNM56nMoI3uO8QtJjug2GgMoV2IDLcrSpcLZD2gaUQuoM2gYvFLgaKQJeT7DlDGMmIDTeW5RrCEojEIjQopf7nLrvEUXUGZIIaAyRUgZMv6RG0dCfnW0ag0Dj0Git0RGcAIdEu5qSBkOFFZpl7Ib+KSCfIDNFcDopPb6HbnnubA6gMjA5ppqjAScNzkzReY7u1rSrfZS3uJgR2n0CHZIeSQ6ixKuCoAoiAtmtUcIhogA6SjPBSFii8d0aS4YzM7LJlCzXXOjW1ErTiAlOGYgRTYTmELwDUxKMoVvXaLchhEibb9FlCyb9HpnrabMZuQwIpRCqwHpPPDnExCOEyBF6QrRL4BiBwoktYj7H95ZeV9RBEoRm5pZgCnTowB0h6YgocgIdCzJaPJFO70K1YCI92Bq/eQ5wJMs3qOG8dcCSKRJPRYMg44htFHMiHsmalilpFBsklt5KvC7ZF7vkrkFrj8YCigKHxaCGfX0ryHEIPCsqQLBmxgHbPMNVJJGqcBgUhg338iSytwRjWIYKZT2V6ZOApjxTehwFR+ohVqFgOz6FRxARtF1LLiH3PZWsOVYLLqolBWtaMiw5OxwAkdBZRPR4MjpKHJqGgoIeTcAikERkIfFepYduCoLIwKar3drPUNihnyQnlFSsucgxcZB6iqzByBrrJcJHhAwoZ9HIQayf0pMRCbQUaHoUkqna4Ih0ZkrLFXS5i7v8pVx4+BHe9L7/8BXP1/tC9zXjFK1XmH/wLe/k3X/35wB4x/f9LFWm+L3v+7rX2KqRkZGRkS+UD//0J9hfd3z4A1+GPvfj/DO/e50Lk4zv/NHf4tmTF/egP/Cue/iJ3/r8eXa/+Z3X+Je/nV6l+fPf/RU8tDtByTu7ybPCMBuiY+6/UPHEh7+Bf/lbT/Of/7PffqlNQ4r0VPJ2/u43v/11Je78ccReewebZx5nBknxgPS49fx4n3r95x9lA7S3PZVMPvYdOR8d4s/tcyos9MOug/sO3Hz6a4ZlpwKPgsHduMnp0/iaDD3IPQ7FMQUlm0HIkTQeiDm53pxFypzaclp+R4Y0jmACcQgbiXTEoVNycgIZDSWRkjkBqWDtLYIOLTZEEzF4kvszwbNFOdlG5Rl9H5jaJdZLgpsjaJixIlDRZ3OUFMiuY8toApJgSmS02M7idYG3HTJ62qyiVAKhNVpEIoZivoXxDfO8hK0HWNqW6HqUb+iiYBmneGGIwaGmOyhvKUJkJaeo/piqP6bQEdWfQLvBCCiznKW3ECR66zJVALoNzrZ4ZaiMYt4eY5TBxkBTbIG5QGz2MK5je/teQOB8QJkpRabxpiQ7fpKsOcY0R7B1NY1ot6HvNuwWGZgCygvgO+hWSRiIAlRIYQ7FHHybLk6mhGInfcYei2SVXUIdPYbaHOEVeCHYdg3YjkYY3KW3oedXKAWYzQ1qNI0F7zvK5RPsKIWZXWAlKlR7iJpcplNbtM/+GtI2SG/BngASHQKTYo6Z3EOMkT4rEOUuZTUjhoCrV1QqoIuSVmTI+gikwucL2j5Q2hXSHibxJqazqpca1dfQr5hNprjZvaC38cvPoeyGPPT4xX0wuwekQvQ12WSHnaLEKJP65vonoNlLamW1CxGsd6wANb2CEhJfH+HX15kVFQYJoYP6gKpeUvkOFvekk6OYgJ6kk6Wcg+3g+DOpbD/EVMwvYrqOC+0RbN2Dra7S2BqnpxhXU3YHGJFDeziMqYVsClIm0a7aBVOlEKq8guYEfIeZ7tK4DpHNyAlo1+GkxukKXV5g7moMEasMTXOEixEtNKWrMd0GygkXZJ5O8PVzSbgZxBxioFrci/EbGgxOarRtKEWBERpcC+WEutqiqY+pxRx56WEu9CfItURIzXy+S9UfQteBNlDtwNWHoTtKIVnaYNslyygJDmKUFCoijUaaCS46ohU44WG5Tx8WZJ2G6LHlNjoz6OjxQdBj0Nv3UrgW1T0HmzV6cQWKKVhHxBL1jF5o2t5R1EtEt6RDsCmvYESgEh1hdoUmKArbcWI1nZfoZh+M4yC7RhZBc4SVBi8jgpzoNgh6PILADm2Rrr4Bj0TQYli7GXt6h45dQFFlltrDRC44sBUXsmcIKEolicrTorAYAgvWRcnGF+jpDq2NbNrAWk5ZW4POl8xZszINlzliG4djzh67ZDg2TFmzRUGHyWtaSpbMUHhsFCzFNibWTEQ9iFKGhm36apeZaDHRk4UWOKLBoI1E0JNh6VBoplimXGeHhgxDi0ISqJBKcL28H6FLZt2z4B2aI2assRR0ZCg8a+Y8J+4nM5qL8ZBCtEyqDDO9wGR2gcl0G3PLL+SryxjB8yrgQ+QN/81P3bLsf/7Wd3J1UfLeh3ZeI6tGRkZGRl4uTx7WvP8HfvElb/8X3n0vH/rGt5FpSa5fRsz7XeDGsuUf/cIf8H3f9PbniUYhRH7tiUPq3vEfvOXya2Thq8sftwiej/3c/0n+K/8dM57llQ0Kv8mpYHMq5nRDzEyBxyKAangi3OHJEHgCGkc+iDwpGkCeRasoMgSCQKTHkWIPYAKT7TRVYrNhjcVSEocIDjVYkiJpGkosGR6FHSxUwAKfL+h7kHFNg2TKyeC+BAwKgcJml/DlHOUtJjpQCmyN7SwibBC0BDQSjcqmUG3hix2UybGyom9P0N0aZCAPFsIwRwMBWZHmrURHqTKaYgbSgAerMqKSZNpAtU3dBeg35LFHlVOEt8x0xPQdbF3FlpdYtWuU3aCuPEIXBKuDZ9HumHJ2kbKa00qDqC5gl3uofgObA7jxGwQ9Z6usMKHFIlh5j/IBtX0/vt/g2zWzTGOkgK5O87/yKbgeqzJWXZNm9ZgSP72IcxHyCSJGdDHD1sfo48+g+mO49HYQEt+uEM0+c1/D/P4kLjSHyemfX0lzemwLz/1+EjAmV9K6rIDJRTBZcsj7FpvNaY6ewR0/gxaOUgmMdzC/lMpd3JvKCxba47RfiNAuYb2XxqLcwVYLmuURrtpGR4++8XGcVri+Q598Di0z2uBQJsNdeS9eKEQEnRtMucBXO4jNAXMRICuSXc7jvEPbGl3v0Z7cIJoKuhOQE4gdZBXCNczwGBzMrkA2xW4OaepjnKnQ2w9QllOMiGkM8gnoPPWFb8HVcPw0NEvAgw9AxE4u03hwSqObY0q/xlQ7sLgKR0+B65IIo7LUv/VhEp5m16BbJ7FneR0GAYrg4cLD4D24DXQbKLdg64Fhvk8PIkK+BbsPwf5n05Xh8EloD9I4xOFqITRMLsP2fbC6ntpFAD0o0Ju9FAFULtK2SoGZgMnBuTSeQoNrOIvPy0rY7N+cf6eArk22Z1USybol2HVqkzDpalVM036EJArlC2wxo8m2cPUxGkXpTjCugWKW2m3bJIApA32bBKxuBUrC/Br0G6wqaJzDra6js4IyK7HNmqZeEoXBVruo7hDV1ehJhSi3cXoL7WvKrMRUW2leYH0A+59m6QNxskXwjtA1qa+yBY23xPoEH8JZFGBnJkgfqS7eg3ErDsOEKCR6s0dwjkZWIBVd1yNci822KDQIKYh9TdUfUHtJK0pEX6Oio2s2OFoO2WLJLq3eYpJ5rAdEzo485mLhWVrDZrVEY1lQE9AsKSGfoPMpRmuc7zlRCwrfUuWG6FqO/AQfA33Xsd09zgRPRmCjK6wL5INAuPD75NLVbLgAACAASURBVGxw9CzZpmaLBWsUNXtss2GGybdZuENEpunVFF1U7MgWqXWK/FvfYLNumIQGq3K8VJjQ0ao5CEUeN6xjiVACmU+ps22K5pCT7B4O5RY74gh0hWwPydsNslC0vUP3K8T0CloLTopr7Nh9bN9zcaqZXbyG0Tn5/Y/w0INvwEy2X9Hf4DGC5y6ipOCJD38DP/zLn+H7P/L7AHzXj6Unqv/tN7yVv/L+u5dkaWRkZGTk5fHkYc13//hv8+tPHL3kfb7jfQ/yNW+9zJ964+6raNkfjsvzgr/357/sjuukFPz7D1+4yxaNvJrM3vx+Nr//VjaHFs8hBeElTZm6ndNnjuHcJ5zmd5EENB0SRSADPCU9PZICyJH0RBaDgOOHvXoMLR27uDRpAikEInZE3JCjYYqeXsDKgphP0L4HIemyC2T9Ctl2hLiDDQFPQOEp6IEFVmS46JmwROJBZDDdQVoAC9kWCo3rJYYIQhCiRZXbmOlFTDFDGoEMEXdyA222kXlPWAXwHlXuQFZxoZxhCSwzQ6guYLojTFVANYPYM28OMEFhhaIJEacLtFKUdoPJcowSNOU2bvEglTaUvsFkBSjDHEVTr3C2Q4cVZVAYbaBMYVemO2YWI02+RR8iRgruue9NmO4Y7AZEj2s3xL7BdCuC1ITyAnL3S5FKYqQH32N0xaw+ovE9va7QxTaz8gRzGkGTbw2Os04RFzEwK7ZoXKSXoFXJ3IAJNezcDyFgY8lqPQFdoOpD/OI+fDhmlpcQp3DpS2CyA+FaEi0Q0Bynuqp/D7omRX0gYXYpOfzFItkQAqY9woQelE2ChzJJqFAadJkcb20g+lROXycHHw8XvwSKEqaXMfkCs/fJ5OBPtmHzLPRrmJZgl6ANxtk0La2cEbseNZli8hKPxBfbzKbbQBIXTN9gxCadKMU2FDnGFDS2xUqVxBKRY2SknFxO0TjzS2l/5zDTXUxfgyogy1OkU18noSICKgetYXIPtCegSrBNEh+khPU+pphiskE0O34S2nWKptEFXHxzGsuTp1I5CJA6RdPoDGZvSMKFXsLuG2FzlCJVQkgJd/IdqK5AvZfEmHI7jZ/SsP0QTC5Bv0n7TS8k4cg1aRvXDiJMhOYoXUmKCZh5SsZkmyTklPcnu1yTzttsCtX2kJyqgGYF5SzZfBqOGGOyc+ehISqsS9FKMk9JoUwFbp32ufBQEpZ8B9VWOta8BVNifIeZX4TMQLsBN4VQJntMEtAwFeQzkKuh73zqu+Ahm2GyAmMdnHwW9Ax0gdEbjI40kx1kuYOe71DiMXYD012YXkvCowgwvQi2hvoYJjuUx8+wOnoKNb0M011C1+DyGeVkl3r/0wibROwq1MxNYFVeo1ElmdJcnOwgooXtixweP8d26IhC0e5cJRw/RTbbQviOTMQUXGYVIiiUV4RN6lsrM7yNVH3PVBwhM480Bc4IgjHsmJwyy8hWe8y2S6LaxjZrZHRcnS2oyhImF6m0oFMzjpzG73+WVRTAhExqljaw0GvmTrGME5YqJ9ewMB1BKoQQmH5KoRRtYzEyZ7ssETHD2QrJNvNMUxSahZyTq4jUObGcMM0m9EGwsYKsX7IoN6zFlI4JTeeZ+mNUMSNOFvRhwaTYQdo1kg6U4dhuo6TlvmnEOAh+SSE3hKlhMZ/hu4Yb64KVmuGjoI8FymqkEixVhRYlIp8wz0uarsNMvoAf4S+AUeB5Ffkr73+Y971xl196bI//4V9/AoDv/8jvjwLPyMjIyBcpn3puxVf/g//vlmVf/dbL/PC3v4dN5/jkjRWfO6z5rh/7bf7pX34v73/TxdfI0pGRF+fSlfv4gzd+PTzm4eQzaPaBDkV4WUHiAo0fMtwELBGJZMppel2JwqDp1QTtLWrIGwM5GE2MGVoosCsiOaacIPsafEFx6WGE69LTdiFRIU3CMgjIc2S5Q8h36doaVcywUiGEorAzqPfoyRGywKopxi3J3BE4R59tI7oTQtMhtUSWU4KuQAdkhKArciUQoSKGFmUMxCKJCcKTZxJ0BZvncPkCVeSog88MaVl2weT002sgAmZzANohrYWuBwVSOWSEplpg2hVGSExRMaxM5WRTzM4DmOpCcuwiMLmaogWkwggw0UJ3kBzJyVYaEFOmqB/XYvI5ZveNabldJmGnXyYnPVhK71h1LcrkmJjyuPhyyiz2yVkOJTQnGBwmr5Jqt30J5D2w/+kUKbJ1X3KA21VytK3F1Acpuml2NTnowcPJcXKK51cwQjObHdKYC/TdBh0Fs7LCxElyaBfXIJ8n8aI5TgJAtZ2EBFPBTKfInXad6p9cSNO41jeSQJHNUgSGuAx9kwSa6S5YCwTIy8Gp75JIMrmYxIZqN+3fr2FzmIQBXcL6ibT/hfvhucegPkn76RKjA2Z+DSYTbDmlsR19lGiTM5ttpwgPMcx17a6nsclnKRrmxicwkwuYxUXYEqncbpnElfJCioqqtlNkUTVLddZHSdDxLtlpyrRcqCGyRSXhSuoksGQVzC4Pfy9SH9kOjp9NgkaxgPlVcDZF/Zgi9afOUkTKxUUa525Yp4f11TYU10E9BOujJNyU20m4qY9T5FDokygzvweUSCLM/IEhSo0hcmoKk0USofomLbPrdOwg0/JsmgSe00xb2/cn0e40NnDngXS8RA/XP57ams9SHwng0jYcfi4dh2YCsoLpThKTnE/i12ovtUGadI5tmnSeuDaVd9ou16VzX9SpjbPLw3EnUhSRkMnerftTBFVpOctuXi5SP6+egcWVJFj6HsqLGF1iiq0kanmXIo+y+9I1wWSw+3Cy09bgcyinUMwx+YLZZo+mq4l+irnnEeaLa5hyQu882ebpZJtXEAOzMqOd3sulq/em4+v4qSRm5TlhuYdQGbN8C6E7YoRN45lIi8RjtneY5lscr1uWQuFdz0KcUM2mWG9xzYayVGRbC2ZxTVdupWxfSnJVr9jIks4FQplhXEDkHiEtdT5F01AtKhYyo168lXi0ogk5s6PP4vuarXhCvthmK4J2loyemE3oe8+iFOh8TuPnONkz82saGcmqHUq7og0LonAsCslWtcW67sh9jQpg+5KT/BqdrZm6CFlGH+dkRlPJNaXI6ZXF5lNyVbKTW3wXkK2jE4orl69i+44decCR3CYIgVGWi8az1FMsE7zKmTd7OOewmxUxSBYXdslnOyAzQrFFcO2Q2ezuMAo8rzJvvTrnrVfn/Gdf+Qb+8f/7af77n/4E//bT+3zbP/lVJpnid8f8PCMjIyOvGdYHfIi85W/+6+et+/Y/+QDf+VVvYneako9Mcs277t/mXfdv803vvOdumzoy8rKoMs09j3wln7UOnvm3hP1PMPd7CE4ICAT+JUT0aCTZkApYEijS0209AQlRCkTfIKNCmgkxdkRMypMbA+bUoWIDaoLUyQlU5ZTezMmUImZTRGxSFEDvksOt06SyYB3Z3JD5CApaJygzgcxmkIHsOgokbVFQ5HPiShHW+xTZ4IQpm6IDlEFnBh8l+daUzgbaKChyi8AgYsAXE4S3yHInRVAQ8SpFJ/hgUbPLkLWgDT56tDZgV6ANQgiyTINa3IwW0SW9LkE3Kb+MnqZoghBhehlQaZpMv059NL2UnNh8kpy8o2dSpIUbXv80uZD6XevkwFe7ySndvjc5tssA68NUTn0C/RpTP8ssOho5o98coOMxs0tfgqn3kmjj+iQY7DyQIk6ESPXYHu79MlgfDFEjRcqL07dgRJqSUm4nB3J9I7Vv54Ek1HXrFPly5RGMXYO8kPYXDyRBYXHfUNYa2qNU//wKrJ5L+7phGkzbc/b+ImWGekhOsOsH8WYK5U5qvzaQxZQjJZsNuWW2ktigy0FY03DwKZAZaJXKkYCZJdvMJE214TkGhSLl/5ldSoJcu8LsXE511sdJMJGD4LR5Lu3r2zQtjCEaw1Tp04c0fvsbkAVcfDiNu9SpHO9SlMj88iCCtOk4qLZSv1TbSUwJIUXIlNNUb7tKQou3MB2mtUkFR0+m41gVQ2STAbObRIpiGxCw93ugBrGi3EnbBJe2cSnhM65LkTShH8QTnQSj+dUUibO4Z5iqtITNcYrikqSpUKZIApXOYP8PUp3KDCLLVjrephdT9NQzNp0XYsi7ZLJ0zrgNVBdS272HnTekYyb0sHo2nR+ySJFZaoj4cZsk0kiZhKO+hWySxjLGVP9kF+QyHRsxQL4YMrHH1N/Rp+PbNslmXaV+C32ybXohbTu9AvWNVG+xSMdFjMnOcg7INF5SJqFlK+WtIp+l43Z+NdlrZlDvp2MyF1C8MYl9MWK2H0zT7EyRzm+7gSiQF9+AV/8/e28eZ0lV3/2/T2331t369jb7DDPACAwCyowI6IDgiorRPGiMCUbjEhP5oRIfRFFDVNQommjMk8QEfojRgOLzPC5oFAQVNaiDCgqIDpszbDPTM919u+9S23n+OOdO7z09093T0zPf9+vVr3u76lTVqW/Vrarzqe+icLPUiMSFLpLicpyONdC7zJzrxR6Ia1TSjFpzELe6GpeItHI86eCTlJJhPC/EdVwodZPrWEPVfZyKajLUtYlW/6N0NHcSBj6u50JriCxu4mjFkmJKofMoI2IVA+LBbexuxXilEqhu4laLyPMp52K84hL8sEitHoNS6MoqGo0WadBNd9rEza8j8FKqg48QOw4tp0IlnyNQO6kFSxnExYsbFPIRcdaJFzXxVYIOSvT4Ho6Xp+hC4MQUnQhVXkGuWGawGROolF3BEpyOIZSuU232k+oIv+ATeZ0Ucznizl58laISl2I6QD0s4TsBrq7TEyak4XLKaUAz301X5FFyWqjhGjtVgbW5QZq4uKUuovoQTtRPltXQueXE5WUsKQW0mk28IJzbm/y0d27hoHHBxlV85Fu/2VvpZDhKWXvZTTz0kRej1IE4TguCIAgHQjNOJxV12jzw4RdPmdz4UCWOY7Zv306zeWTXxc7n86xatQrflyqWPcvX4m86lx33eXh5l2j3NlQ0iG4N4dDEoY6akHkZRrLqJGSEJtyq0In2fNxch82HUsfPNG6xQivO8FSeKEtQSYSbL+IrAOudECvI+eh8FZVGoMGprsZzU5ROqfhLidOUmpPDdT3cXIFWVAd8yMAPy4StQcjnoDFMHJRhaMDklQlC8vki3TphsFhF5wu4ChMqBGTNATLl42YO5XIXfqFKX6bRrRSntgNPR1Co4jo+8VAfTlAAP0eqNalfIHRDmlkExV7cZJi01SDNYsou0GhBUMIrLSN1FG6raUJXmsOkXg6v1GO9RjwzcHVLUGyLEg0ggFKnGXC6JvcOrgeDjwGpyYuSRjDwhBlMh64Jk/FyZtDbGoJHf2EGqf2/Nx4buZLxptApFLrwvQCfzITfDOwwmdUry03bqAndR5lBoFJmAI0Ped9su7rOiBX1foxHVsmIEZ5nBrNeDtQywDUDzKBgPGE862Xkh2Y/tDYD6DQ24kWz34TGlJcbcSGLjZgFtra2Y/ofWG+H4b6RTN7REDTrxl6turFr3oaRBR3QucIs77imP65nwpmwoURuzgys3dAcF8eD7qIRVHRgBuDFHuPtkaVmm4NPmL4FJSj0mhw0SzaYcztLjLDgBsYmWWYEB9cxwsbQTmO3Qt6IEZUlpk15hf2dpWYdOjPt/YLZjl+Acq+xgbvbhqxhS8BZDxnHN220NtMae8DtMR4qnk1oPPh74wnVscK0y2JYdqKxTXW5tSFGNAlCc075gTkXh3aYP2ySZCewta+tp1VpifG0ilsmj1Bjj+lfzuQ0wVFG6GmHiLWPZ7HThHPFDSNgVVZakW3I9FUnxpatQSOgtEPUsroR8Bp95hh4gRFE4uZIKJ9yzPni+FaA80y/Sz2wfAPsfsR4EuWsYOP5RnzLYqgWYddDpk/BCtj5ALR2m/PBD816hndDnJr96Fln+p5mRuCr7zR97V5nBJ0sNTZIWkY0LS83+60zY9N8AXqOGTnHncBeepU5B7Qyv6VSz4iQ5ueh9igMD1CuLmWnXyWsbcP1PaLiGpq5LpZWQpNziRT6HgGt8IM85RUn0NAuUauOV+ig3LMGnqxQw4V8BZeM1C+iOldSDXx6OyuwtBP6HzPHotFvzmXXhlXGdbMvjmuuNUkdL+dB2kSrAD8oksuFOI5CVZfjOQ6taJhWlrKimCNUETuzlXSGEb6n0DqlHK5lMHYhbtKRaxAFvaAqlJIhXC+H8ksUXGg2CyRBF65KqJAQ5HO4roNq7sEvBDhLV6OylFLepeUVWRp5tNw1tJyEtNlPLUrJpw26C0M4uDTjGBWWUW6RUjJAGvaSzy0nUQGu2kM+KNKdDZF1BITZElQaEWeapV1dVJI+BqIisVtmtwrxgxy5nEeeAWK3ilI50lyFMBSB57Cku5Rj01GdbHlkbF6Hde/+Jv/ypxt50VOXLVDPBEEQjgyyTBNn2aTizuffcBpH95ZYWT14N+G5ZPv27ZTLZdauXXvEvjTQWtPX18f27dtZt27dQndn4XF9OpYdTSHMM9i7ivj3PyOu7cTr24pOmmRphEs6MoijzkimHZ+EDLxuHM8lqa7Ea9YgLOBXV5FEDdzBbWZgmyuS+iW8JEZFe/CTBiqoUO5aSTy8h/rwMKQNUq3ICt2knk9YrJIqh7KvTfWj4T7c7l7cJCYe3mmq94RFSFvoXIlB1YD6IKkXkjX6ISijtYvj53DiOnFlDUnUIij0GG+PfAXfzYO7lgio+AGQgFug4pche4Ks5ygjGOQqZMrDW7IBmnuI/BDPdSk7Af7Aw/hhFw2/RNQYxPOGKSuF73rgFsDxCV2oaSBu4WYZaZAn9QuUlRFZyFVNkt0ghCXHmUFbrmySvOZMomZT0zswA/nh3WbgrBwjFHQdZd7mt/qsqGJDWbzAiDLNnTbfSdMIJVliRA2/aAbDfmgEFj8HtSfNgDVftn0rmXZBDrQLaJv0t2AEDL8AuRQcGw5U32OS9GbpyKB9aKcRTJacYASpLDGeQH7R9DXfYc7H4T5IQiMe1PvNIDsIwa2YxMjDNgFyvmoEnMR6sfg5098sNUlta09aIaRgtq+1HfyGZt9Gk+8wA+gkMsuHnVb8qgKe8fBKE3OMmgNGFMiVoWnERZLIDKrRxvaOazxNwo4RzyEwoXFJbP/XRoDIMggqVhBtGVtUj7KCkD8i1pSXm+MWR7b6kzZ98AtmXws9tjpV3XjVlLrNcfcCs3xbjEojs786MfvneMYjbHinmed4xs5BYcQ2YEUQmyOoHRrl5aBrrRVudts8PFbESxrmGLeFNb9kthN2juxXrmSO2dCT5vyorjT75YfWjr4RWtzA9Le60hzbYAjShvF2KvaacxRl+u/nrW3anjWBOe+LvSZkL7NiWb7DtKs9ac4fN28TnAdGnGjsNv1OYrPvOjXilOOaPD5BwXjbdK2A3ElGoGpZMa/7KHPeV1YYTzQvB6UOWHGi8d5rDhjBafAJ480V142nVbloRLa0ZUMMy+Y3Wewx60cbO+RK0Peg+Z0VOqDzqJHzyQtHkm1XYgoD2+lVmsHCidRVkVw+x9JCQKFgE0GHXdBtwxBbg/hJjB8NWT0/M/1Yup4yLo0oJnLzeDqhXKji9x5tEsQnMYS9xlOs3ee4YY+dFdE6Vht7ZhGV4hJqwwN4SYwb9ZF6AamXp7xiA41mk470YdIWNGLo0DV8NyLVEeS68T2XVlqk4A+jk4S4maI61hAOD9DQJfAg56QUg4xq7xqGS2vxhrYTxjWyqIXrebi9R5nrTtpgwKuSqBJNVaBYylMvrcTvf4A4S/B1xHDmEHg5/CAklwyRUiHMuaT+cjTdePkqvo5wdJludwgdLiEJC/QmQ/hxhFMqUXd9cErkfJ8sgo4AmjpP3geVNPCaQ7S6VtLT1TPnJdKnQwSeg8yNf3kmcZrhu86Yaltv+Y87Oee4Xq553TOO2AdzQRCE+SJJMzSw/vJvjZl+yyVnc1R3gT31iCXl/OQLLxKazeYRLe4AKKXo7u5m586dC92VQwfXh9IyVHeDMFfEHXqU1rYS2e6HcJJhM1jwfNKogduyHheeT+rlSL0SumMFXmsAr9hLVlmBSlPCIKTRGiINKmSBEQ6CoEoytJPMqUIakq8swXd9/M6VUMlopJp0eJC0soqCSvEDj1AnpmqME5DseIggNRV6smgYCkVbnacbt9xp6mRlfbhBngwHne+E/BCO7+E5Lg23iFeqkLo5XHzQEYRdpG6I17CCSdIwyVS7V1PJhQwODZCW16CzDM+NqZS68L3MDLo6j7JhGj5+bRd+y3oN5FeYQVauaAb/tcfwG0OUm3touA5R2IFnExH7gW8EGj9vBubV1bDyFBvGVbeJgLUd6Du2Os+QCVvJlUybLDECRNqyJaADKHdCos3yCrMMjhnQoY0nS78VDMKKEct23GcGvvmK8eCp7cS6OpkBZuaPDM51akJRwg4TDpLGph9Zy+S3SUtmm5FNoOsGNm9Ll/HcUDDWi8Y3HkN+3tgNzLw0MesIbWl0sAlvrYeAY6sotb1uHCtAOdZbxvHswN6KD+4kwxrXN32LbMUm355Xnq1o1hoGrGeIDQ0kGjKD2aYNGfPy5thjw9P2/B6y5aZtu19hl/G8aoskUdMc09IScyzT2B73YbOdtl3a5DvAT2xiaOtN4/pGvHFzxnMojcwxdwIIC+b4RHXwMjMvKAKu2R4Ygc7xzAA8VxwRP0bbJm/XkcRmP9oCWXuaG0CXzR3aGDBeHI495tqGsfl23WHH2H0Cc64NPmFFgWF7DDHf82XTZ79o8ww5xmb+ciseFiaubzxtu7b7396/5oA9p/SIiOTn7ecq+xsuGRv1/94IhMokXDfJmYum6pjSpq/Vlebcj5omhC2sGBEu7LQJwH3T3/ZvtrLMhiBi2hU6Tf6ufMmKIaOOhWtDxjQw9ITJx5NGRpjxc+b3TGLPb2Xauj5UllNoDlAYLdCNXm9QMAJvYteVRFZc9Gw+oQw6VuGnMb5rQxjbYXRt4WnwCWOD4dDkjQpyJuQszazAZ8VIx4Oudfh7fk/Zy9NwFJG/Cs91KJd78FsD1FKXXC5HjxvT1AFuuAKaA+zeHUMyjOvmKQceFTcP9WH6C2tpOjnCtAWpJpelhIFLvmMl+CXKjR2E0U4qXSv3vmig1U+s8tTSkNzyM/CVR7S7jyxNWFbtZqcD0WP3EQTQU+pEex5p0sL3Na7nkWifsNrLMgWNNMZ3HKgPweDjJEGVUvQEjcYgtaRJUxVptRoMq4Agja3u7pFzWzh+iF/sIiyWCVSNrvLBfeEkAs8C0FbwXEex9crzOP0jt7JrqMVt9+9k3bu/yV+cdTTvfvEJC9xLQRCExU8rSbnkhru46VePj5n+1nOO4Z0vOG6vGLLYxZ02R7K400ZsMJFGqnDLy3GVBtcjF5RodR9DtuM+3HwBb9lJpH0PmrfYrUHIlVD4JLkqiVck6zyaQCd4paXQ3IOfz0EaUSsuQ2PCCJSXw4uHcf1OHNchcW3i0qRJIV+hEJTMQCzshGY/cb6TBh41J4fnKLRXIt39IG5QNLl48h1m4OX5ZiDmhBBUQXn4HZ1mAKgr0OjH9QOiuEa5Yz215jB0H4vb2EWqU1I3Tzmfs7k/rOeETvBdn+5qNyx9qhmkDO02XhbFo43HRBpZj4ISdHjgrjIhE0ndDGRztqqTn4f+R/FbNfx8B5CaXB9ezngXKG3CfgI7oPTyZnAUR2bw1+w3YRztQXmaGI+EpG6OhfKNR4DrmfwmHavNutpJY3VqPUlyxlNkaLcJPSr0Gk8gx7d5Qwpm8BpWjXARhGYwGJQBZfO8BLZ60k4zP66bdaQt43mRJSaUJm+TzYLpV+UY4+3R9gxpD7qzdKQK1GhvFzDrSweNncHmTynYfD22ulPULpMdmoF4G8+KdWHXyLS4YcKVJsP1zTELCmbgr7XZbtIwgk3HsdZrIzbzW3mbC2qXFd7yRghqDZpwmdR6SLXPJ9+KEaWlJkynfewrq8wAvb7HDLQL3eb8V44VIEYJIl4ePD0igMCIx5FirJdNexDf3q+wY8TuzQErlLjmPIlqNqeUGru98bYZz2TTSj0jolLctCJEMHLsJhNjXN+KHQNG5Egjcz7lSyb8yvXHikkdq/ct6syk//kOI5gM95nfbVixHnH+SOl217fCnfVmSSMb8tWw+XWWGs+pQsH89rQ2fR/tBTW+L8UeG/44ZMS97mNGBJf2b0JNcixc34RVlXom2ncqsWsygW70eq24T83mrwrKmJDJDCqjhKnRv9fRoqzrG7Gpc7X5PQzuMCJvxzJYfqKxp2YkxLO2A+JhfK3w/dB4YoGpmAd4aYs07MEf3AaORxIUiRsDdBVzdHYdZaqKJQ1QOQgK+PkKjaE+4o5jCIcG0FmL0IW0tJSk1SJXzBH6S6GxC9wCsRfQSH2SVg3dexxevsDwcJ1qoKiTR8UDdGX96DCjmZXxcgHFnEOgHZzMw/FyNPI9eG5KoCNyyS7iNEfO8/BXP50SMc36IC4aVV6BaiZoR+PHMUT9uHGdaqGDcjGHCkLccgW/WCEsVfFJZ35OzwEi8Cwwnuuw5b3P46a7H+etX/w5AP/6gwf51x88yHf/+myO6S0tcA8FQRAWF40o5eG+YdYvKXHceyeGYkneM+FII8kgyBfBX2sGjI1OcsVuoq6j6IoeJ64PM6SKDDUHydcfxU8SGmlK7Heieo+lkM/RShJSDW7BY7BQJgx7KOcK7N6zG/wQz8/jlnvxhx4DJ0/UGjIDAOXaRK8BrNoA0QBxvkrN78TNFQia/aRJDKkmKa2woTN50vpO3Hwnjp8D5aBzHWSVVagswsli46GTKZMvJ8vw/AK+F1BWAzSaA0RJhOf4Ju9OPGwGdZ2rjWDT6AdnYOyb9J6qCYGp2EHn4BNWRLDJYPMV89momYEbygx2wg7AMWKLSqGwxKxjwJbcJrMyOgAAIABJREFU9vPWI2iNtYdvvInqfUZIKipT/ak5ZBO1VszALq6bsKfUlnzuWA3Lnw6tfhOeky/awZBjhB184yUUWOGiYxX0HmsEioFHTQJiFRjxIYpMLpjEltcOu4yg007yPPSECclohyQN26pTOTsoV5iEtPmKGZSOHlS2RQbHJvbNUpsDh1FeOFiPB5v7JomNAOUGxl5tISNtWQHBevjEDZMrJWfDntrbyzIbEjTJQH80owfEyjX2Hj1w3ju/YfrleLbamLWpZ4US14b6ZNmI10MSm/0p9U4cNLuBKSPuj3uRENVHxIm2+ARjhZxwlDgw2SB+qv07UMFkX4wXlWa6zHR235917c82Sz1mO7Un7XFwjddJltjwImvP0jL7ewvMcXMDI07k8uC1j2dkjvlU4s747dIzcd5M9nN/7TuVwNUmKBiBeTIBZ6brcH1YusH8Bt3cSO6j8WKXXzAl7Hc/ZD35bFJuADcg9BJq2oHySnzXwYkauMNQDkr4TmoEwMqJJlyxVcOvLMMvL4WkTuymDEYBkQ5QUUSuVKTiO/jRbtAQpy1qjaa5p+QKpKUeVNZkWT4mCTsoNofJBnfToh/tx4TpHppZgFJdqLCLphviByGrq0WSxiBJYxDPW0JVN/D9ClRXM7hnB25nJ24QEtX6yXd14DoB0Z5thJUiargPjybdlZIJuyz1GJs5gbH9QUQEnkOEl5y8nJec/BJuvvdJ3nTdFgCe+4nvA/DJV53COcctobMYLGQXBUEQDikG6jFnX3UbBd+lvxFTj1J++K5zePbf3Tah7SdfdQrPWNvF6q5pHsyEg87ll1/Oddddx549exgaGpq2bavV4rWvfS133nkn3d3d3HDDDaxdu/bgdHSR4zmQZhq3/Ya52EMaR3hxnTg7jtrADlTHEDk3Rz1OaAw8SS5u4Mf9OArSXAcD5SU4ScSS7k50WKWWpZQ9CKu70M0abjxMrHzqQSdp2sQpQexl+Eqbh/7yciPedCyj0Yxx42FcLwf5o3Cbe2DgEZJcByqsgHbJXB+30MRPa6ROiOrpxkGj/DzpE/ejVA4na0JYJW3uoVzqhfou/OpqfM/mEanvNm/hC9ZLpR2ukcZGuAmrJmQjjc0gJV+1SW0DCJsmR0yamlCSdvhPc8h4cjQHbSWpohEcPN+IOrmKfeNuQ2w6VppSy+WldvlB4w1S6DIDzjQDPwKnyw7eqyYsqO0ZUt9t3p5X1xovBEeZ+am2OXgS60niGeGqZEtgh1WbL2PIzG/0m+mFKoSYxLhBxbYrG0+jdv6cXMmWH4+NfRzXJJbNtA0xykHPEhP6NF48iOoj3iYw8pkmZt3taW1PhragBhPDbdoD73bYk3Ks55AN32p7g8CIN8i+mMlgtu1xoktGuIuaNlyvaOwRlG2i48z0Z7L1jd+ON65vjmv2c3T76bwx5mrAv1AsVL8mEzjC6uTeMO1wNxXZRNUzDBM71JkL2wcFmyerbyRscLzY1b5+lZcbgcfzTTL1eBgU+PkKZTdPo9kgilt4rWHKnoPvB0YwTiNzbSt0mOTVnm/zR7n4hQrdJd9Mi5vm2tb3gBFfi900mi1cElzfJHp3Sz2AQ5J4VJI+KvXtEO1iMPBpUMJpRpRadRpNiNIUKmsoFwsUCh3QsQR2bbVehENmX+NhkiQiCPLgeKTKxw1CclEN1/cordwAOiXqewT8tieeMte4dq6sg4gIPIcYz9+wlP9+97mc8ZFb90675Et37f3+8EdfshDdEgRBOCQYaiV4jhqTJLmfkYfkycSd33zwReT9g3tzFWbG+eefz0UXXcT69ev32fbqq6+ms7OTrVu3cv311/Oud72LG2644SD0cvETBh61Zgw4uI4izTSpcilXuhhslGhUu4kLEc1GjWIpIfWKuPEQLivwFPSrAl6uA7fUg99ZNoPuqEEjrhP2Hkstzkgae4gGd5GVutC5AoGTUktblKtL8ItjB1SJGxGo1KwnboIX4C49mbQ5QCXvQaFAXO2l0Romst45lXwIaBpxisYnGdpD1BrC93zczqMhqZlkr8uON4JG2jQDu1bdhDw5AWC9SdrhFrFNFlsfhP5HzYAlrJqQAj9v2kZDoyoYZSNeHLmqyUftBFApWs8W6xHUHLLeHDZEw/HNttKW8eDJFUdKd7eJm2Zb9T5TASlXNt4gGlt5atBWX1pqQ59qUFxqcu3kbPhEZbUZnKjAhsRUIbLVr1Rmthl2m7ZpbMS+tsgVNcG1oSNZavalvhtwbFWhvPneDm2ZTNyBiaFYYAWdzAyap/NEmWwgOjqEZ3yOmMm8QeaC0WKLl4FbB50DbNjT3lxFzGzg1ha0xodfjV/2UBVnFjszseuBeCYdaQSF6b2XggI0YxOK2NhthSAXSmvNNSHfgQ/4zi7Ysc28eSh0mGtmEo0qHb/KCKpkptKZwlwDs9jkHtPA8JMj+Y28PEk+T1DoMiK4XwKd4Tb6iOr9kPSb5Z0cYdIgJqOV6yZwfUK/gAq6CcolKl5qtpG5xptIOeba36qByuOlTdJWihsUcIrdpF6IM7QL13r5pW4er3MNZP2QpCM5xJSa3m7zgAg8hyDLO0Ie/uhL0Fqz7t3fHDNv7WU38fWLns1Jq+QCJAjC4cm//eBBrvzmfXv/3/Le57HpQ7fs1zp+d+V5eLbMuYRjHRw+/vGPk8vluPjii3nHO97BXXfdxa233sqtt97K1VdfzRe+8IUJy5x++ukzXv9Xv/pVrrjiCgAuuOACLrroIrTWcnxngO86lPM+jSghSjSeA+W8GRAPNGLyvkehEOL6AUOtmLTaRQx0dRbwXYdsODKlbtE2N0MHbr6DqNXC9xPKTszOpErU2UPeTcl54Hs+qRvScD38cYNvz4EUD9eG1MQqoJ4VIFYMKgg9je+B39Fr3P619VZRLn6WEHf0UBsaxAXctEnqBNR2P0y5axl+UDYD/0KX6Wuj33jx7A1PKJnpQ33m7XD/46MShTojYTJ5W4lGWU+RLDNCiJszeVXaHjltkSiswMpNNsEwmMo/LTNQ0QpSZcOp8ia/TjRsxALHlASmsdt67zQAx/Sp3dd2VaJ25abRoTcFm1i5vssmG07MtnMrbJ6b2IZW9dpSx3tMKFnnarOsn7frzBkByPVtHhzHePk47sjbeCcw+5nEUwsq04kZByJg7E+OmLlk9IC/2GUqnsU2JK4dPuYXZzZwmyr8al8hZYKwmBgfijdVDqGgANUVRjiJHePdF3aY649yzDWzvNSEapFB0Gk8dtLUXLNrj5nrY3m5FaL78FCkKFxtk7xnCWncwstSs97GbnACfEdTyfkMNiNirwRunnxnL5V8gJ/UYbBhRaLQeFrGDVNNzw0Iy13UEge0g58LGK71g5unWCySxjFps045zAM5cFo2lHOa/FTziAg8hzBKqb0eO7uHI0794M0AnP+ZHwLyVloQhMVPlmnufnQAVyl+sW0P7//qPRPaTCXuSC6dqfnbr9/DvY8N7rvhfrBhRYW/Of/EKedv3ryZT3ziE1x88cVs2bKFVqtFHMfcfvvtnHXWWbPe/qOPPsrq1asB8DyPjo4O+vr66OmZJNeBMAHfdfDDsaHeg42IwBt5jsj5Lp7rEMUJSimc9u9LQZSkdBRGlk8zjef7EBbxgbwTUfHGloF1gSjJJvRltEdRlsQMthTgUulcik4b1NKYcs7F75wkf0ga04g0rtfEJYOwF9fxQGc0ch34owf+SWREktHThmMjciQNMwgpddudt9WdkpbNL2E9XBx/pL0fmrAsGElk2+5flo54k7TDQXRmymdrmzS4HbZFl0m8qzMzaInrRuwpdELTHal+FDfNdtKWEWMmEzXa4oETQLsMr05MqJhyxvYpV4bqGvOWup1ouF0+ux2atnedsc07NGqdQTi558lk/YHDR8wYnzwXbSuSTZELZ7Llpwu/EoTDhZl4QmWpud4kLZtzLDHX11bdek9aTyEvNMJzavN00TK/G6WMF09zwCTrrq4mdHxqQzVwPdxcmRSXNI0op4Pg2BxwUQPSFD/w6fYz49WYA9wYWi0jdqd1U/2sNWiS1bu+EcizFL/YRdkv0ogzNIqwasLAdHM3angHZSfFV2UTkhx0muvtAoX4LajAo5T6OHA+EAEPAK/XWvcvZJ8OVbqKAT9/3/P3ijwAL/+nH/Hel2zg2h8/zB89YzXP37B0AXsoCIIwM3YNtaiGPm/94s/59j1PTtrm+RuWctrarjGePMsqeW5959kUAnk3cSiyceNG7rzzTgYHB8nlcpx66qls2bKF22+/nU9/+tML3T1hEpIMijmPoabJjeJar7dUK5Z35EnSjCjRhL5D4o4IPmmmSbNsrxcQjMrz44yIrmlmvIXGM9qjqNbSeGQUwjy+q4AAkoSGUhM8f0wnfZKwm6BQHcnP4ri4uQ6iwSdtSeBxSUBHo8EoVkPGY6dd1rtdYSdp2jfA6UjC1NI4EbGdSBimrmzUZtiZGLLk521Z7PyIENReNl+xpdHjkcS+fnFqgaQtHmiMt5IbjAgzU/Wp3f+2B1G7/21vlJmscyoOVzFjuuS5M11ewn8EwQrjVkxOYnN91HkIA1sC3s7zAnMNTCIrSisjYueKxqMnKNjPAD9qUq54NPK9REN78Ego53L4bqfxwglCk0MsXzKJ8rUyYlKh01QQbG8z3222MbQLon5YeryZZ0Vz3/Xx27mzFEaMz/fAUGrCa2uPgbsaAmVEojQem2fsILHQT8k3A+/WWidKqb8D3g28a4H7dMjSVQx4+KMvIU4znv/J7/ObJ2r86dU/AeCW+57kgo2ruOqVpyxwLwVBECZSjxJC3+Wrv3yMt9/wy2nbjs419qazjp7vrh2WTOdpM1/4vs+6deu49tprOfPMMzn55JO57bbb2Lp1KyeccMKs179y5Uq2bdvGqlWrSJKEgYEBuru756DnRy6eAxpFKe/RjFLiJAMF1YK3V0iN04xGlJBkGUPNCN91yfsOZR/8qLZXYAndPLVYMybPT5ZR9jGeD+MquLQ9ipK4QpAMmbepGLHBJSNyp64iOj7EC6yY1OFCVps6CSjYpLhVGNphXO+Vsnl1rBI1k9wq+yNiTBWy5OdHBvyOi1WeRsKuWkN20NOx77fAbfGhXcJ6qlLM+9P//V3n+PWLmCEIwmRMlqvHcU1VwdH5atqholEDGoPWq8c3NwBSI+64VpgPwPe68PNlYBgSgMyG9mK8gvKZSZzfqo9U4fOKIxX60gQKBSPmFDqNh1F9D5SXGY9I1yZ4jm3S9Xq/eUngeiMifa6KSa7s2iT1WE+jgytyL6jAo7X+zqh/7wAuWKi+LCZ81+Hb7zhrQvnfG+/czo13bgfgDc9eR60Z86Ut2/nqW5/Fut4ilfwif3siCMIhQT1K2PD+b086b8t7n0ecZvxoax/v/PJdnLK6yl3bpnbM/OSrTuEPT1015XxhcbF582auuuoqrrnmGk466SQuueQSNm7cOCehdC972cv43Oc+xxlnnMGNN97IueeeKyF6s6QdKuU6DvnAZbiVECUpoe8Qpya0qj2/mPNIM5c0ywhdjR/XxpTC9uMaZb9MI9UjeX58JrQb/7Dr+T6pU8ZNbdUmxyUNynju1I+okyaNzjLKpQq41el3ui2mlJeBu9smjG6aeXHDVIjygn3nVpmpiDGTkKXxbZRjq3rt56Bgf4SVmbYVsUYQhLlkf3L1NG2obJYYsUQp642TjFTVC7uMh0+7ep/jg6MB1yS1d3xzffXyRvTPUrPuNDbX/MYeE7Lq542o4zjmPlBebsLDvGBE3GnsMWG6OoPmg6b/fgiDO0HHJrE+9n6XxKad45l9PYjX0YX24BnNnwNSDmOG5Dx3zFvuXUOtMXkqrv7hQ3u//8E//Wjvd6nCJQjCdAy3En7yUB9/fu0Wjlta5tvvGMmd0krSCcLyeMbny5lM3OkqBmy5/Hk4jgzODzc2b97MlVdeyRlnnEGxWCSfz7N58+Yp21966aV88YtfpF6vs2rVKt74xjfuTaQ8nje84Q1ceOGFHHvssXR1dXH99dfP014cObRDpQYbEf31hJyn6CzmcJSi1ozRWuO57t6wK/Pp0BgewM9PLIXtp82xOXAaA5OXzB71sGvEGg1BZaxY0w7FbJfOHuUB5Lv+pEmjfXeSeLDxtMWUoGgTEjtmcIB9E9yxauoKUQfCTL1lDsewJkEQhMmYSa6e0dfFfKdNlGyTvQelsR6Fw7tH7i9+aISXLDKJ4ovdUFluQq3CjhGPUtc3f34I2Tbj2RMUAGW8eMISpAWbC80mww87bYXFQeNBVN9l7h/5ovms7YDuNSbhvdI2Ob1rcwgdPJTWen43oNQtwLJJZl2utf6qbXM5sAn4Qz1Fh5RSbwbeDLBmzZqNjzzyyDz1eHEz0Ij58pZtfOgmk7diZTXk0f7G3vmnresyJUiBf/+zZyxIHwVBWHi01rz+2p/xvft3zqj9p179NN52/eShVZ0Fn4vOXc8Hv3HvpPP/8OkrefPZR3P8ssoB91fYN/fdd9+chEIdDkxmC6XUnVrrTQvUpWnZtGmT3rJly4Jtf7ARoVET8ucM1Ft0lfIT2ke1XXSVixNXlMQmr0Gb4d0T889M0m4kDMx434eBZ8Sadq6Ytkg0PtfNgdIWjeLm1G+PBUEQhEOHScT+vdfrxgCgzfQ0NgIMNrl9rjj2vjHZfaU5CLUnTCiXG5j7llImNEtjK+mNup/Vd5sw2tYgYPOsRU2oPQ7FJaYKWLvyYK5o+jIPHjxTPdfMu8CzL5RSrwP+Aniu1ro+k2UW+kFoMfLwrmGec9X3Jkz/zjvO4ilLywe/Q4IgHDTiNOOhXcO84O9/AMB/vul0/vjf7ph2maN7izy4c3jSeb/90HkEk2VOtWSZua+Ih87BRQSeEUTg2T92D0eT/qb7hlpUC8EE4Uc1B8zLovF5ZcY/xI5+6J6u3VTMdnlBEATh8Ge8aBM3IaqZBPWTifeTiUXNAePFozAeO4Et296+34y+HzUHjciDYxLzu77ZnhuC60K+ajx4/OLMc5cdAFM91yx0Fa0XAZcCZ89U3BEOjLU9RX582bmc+dFbx0x/wd//gB/8z3NY072PWHNBEBYlcZqx/vJvjZk2Wtz51Kufxpe2bONVm1ZzxjHd9BRze4UZrTU/3LqLC6/+6d72D3z4xWMGe5Mhwo4wnmc+85m0Wq0x0z7/+c9z0kknTWh75ZVX8uUvf3nMtFe+8pVcfvnl89rHI5mpKmCVcibnzoRcN8UyxDXTcLpS2LMtmZ2lEz2AFsDdXRAEQTiEGR/m6gbQsXpqUWWy3GLt+9JkHqMw9n7mhya/jk6g1GvzpllBKEvNpxeYfiyAZ+iCevAopbZiKtD32Ul3aK3fsq/lFvpN1+FAM045/n0juTRe/YzVXP+zbfiu4ruXPEcEH0FY5Nx875O86bqx18muYsBJKzv4/m9NWNYP33UOqzrlt364IB48I4gHz/4Rp9neZMpjhBxbnGHK8Kmp3OVHM9N2kyEePIIgCMLBYl/3q9Hzk5bx2nF8G9YVzKu3zmQckh48WutjF3L7RzJ53+V3V563983+9T/bBkCcas76+G187aJncfKqfVSiEAThkOOtX/w5N939+ITpv7riBXsHa4IgCKNpJ1ueKmmxHwYTFzoYVZiCAvFwP40kJlEunk4JPfCL8nwiCIIgzDH7ul+Nn5/2HPgLjHlkBuUGhMMV33XGVNW6YONIqeKXfeZHrL3sJppxyhVfu4cnB5sL0UVBEKZgvPflQD1m7WU3TRB3fvuh83j4oy8RcUcQhGnxXYdKGNBVDKiEwcwqUs0zMS41QrRSBCRopagREuPue2FBEARBmE/agk+xy3weAuIOHFpl0oUFYrTIc9UrT+GD37h3b5n1dhjXtT9+WBIyC8JB5tj3fJMk0/zDHz2Np66scNe2AR7pG6annOP9X71nyuU+/IqT+OPTVqOU5MIRBGHx0ogSXD+HmzOVvFyATNOIksm9igRBEAThCEcEHmEC73vpBt7+vPWcdMV3xkxvV+C5/dJz+NR3f8f7z99A6Ls81t/g0T0Nzjy2ZyG6KwiHHX1DLTZ+6Ja9/7/9hsnLk0/Gt962mROWSzlyQZhPlFKvBK4ATgBO01pvGTXv3cAbgBS4WGv97QXp5GFAkkHgjRWqXUcRJQtbAVYQBEEQDlVE4BEmpZz3ufcDL+S/H+jj3OOXsOlDt9A3HAGw+WO3AXDjndsnXXa0R5AgCDPjmh8+xAe+ce+M29/4ljMo530GmzGNKGVFNc+xS8TDTlhcXH755Vx33XXs2bOHoaGhadv+4Ac/4O1vfzt33303119/PRdccMFB6uWk/Br4Q+BfR09USm0AXg2cCKwAblFKPUVrnR78Lh4axGk2eZLmGTBVda9JKroLgiAIgoAIPMI0FAKP556wFIA73/d8kjTj2HHllidj7WU3oZTxJDh+mXgSCMJUrL3spmnn3/U3L6AjPDTieQVhPjj//PO56KKLWL9+/T7brlmzhmuvvZarrrrqIPRserTW9wGThUH+AXC91roFPGSrhZ4G/PfB7eGhwejqXIFnqnPVmvGYBM7TVS0JA49aM2ZCmXbJKSYIgiAIkyICjzBjPNfhoY+8mK07hjiqu8iuoRa95Rzb9zRY3Rnynz/bxvv+768B0Bpe9A+3A3DP376QYk5ONeHI5qpv389nf/AgUZpN2+60tV38++s2UZEBjLDI+PjHP04ul+Piiy/mHe94B3fddRe33nort956K1dffTVf+MIXJixz+umnz3j9a9euBcBxDmn3jZXAHaP+326nHZE0omRv6XXAfjojOXTSGJoD4Hjg+UbkaQ7sLTO7r+pegiAIgiCMRUbdwn6hlGK9TbS8ohoCsK6nCMCFpx/Fa05bwzHv+eaYZU78G5N+4I9PW81//nTbmHk/vuxclnfkJRmscEgyPjTg0f4GK6shWuspz1mtNevebX4DH/sfJ/OHp66c1vPt+GVldg9H/OQ9z5XfgTB3fOsyeOJXc7vOZSfBeR+dcvbmzZv5xCc+wcUXX8yWLVtotVrEccztt9/OWWedNbd9OQgopW4Blk0y63Kt9VfnYP1vBt4MxjvpcGSfOXSiuhF3HFsVq/0Z1feWovVdRxIqC4IgCMIMEYFHmFNcR+3NwfP7vjpnffy2vfPGizsAZ370VgC2Xnket/9uF6+/9mcA3HLJ2Ry7pHQQeiwIE7n53id503Vb9t0Q6Ah9vnbRs3h8oMmrP3vHmHmXfuVuLv3K3WOmbV7fw+2/28Xn33AaT1/TSUm824TDhI0bN3LnnXcyODhILpfj1FNPZcuWLdx+++18+tOfXuju7Tda6+cdwGKPAqtH/b/KTpts/Z8FPguwadOmwzJr8D5z6GSp8dwZjeNCEh+8TgqCIAjCYYSMLIR5Y013gV+87/k8/YM375320pOX8427H5/QdryHw/M++X3ufO/z6C7l5r2fgvDEQJPTP/LdA1p2oBFz9se/t892IloKB5VpPG3mC9/3WbduHddeey1nnnkmJ598Mrfddhtbt27lhBNOOOj9WSC+BnxRKfVJTJLl9cBPF7ZLC8c+c+g47kjunTbj/xcEQRAEYcaIwCPMK53FYEJVrc+8ZuT7zlqLZ1x5y5j5gecQJRkbP3QLa7oKfP2iZ9NRkHwkRzI/fWg3d2/v5+ofPsTrzlzLhWccRSGY/vL15GCTjtDnW79+nBdsWIbvOgSeQ5ppPviNezn96G5e9NRlpJmeVNw585hu3vuSDVRCjx8/0MeKjpDT1nXxtut/wdPXVHnzWcfwtA98h/762DfNd7z7uXQWfXKei9aah/vqe8MYBeFwZ/PmzVx11VVcc801nHTSSVxyySVs3LjxsAs/VEq9AvhHoBe4SSn1S631C7XW9yilvgTcCyTAW4/kClr7zKETFIiH+2kkMYly8XRK6IFfrC5sxwVBEARhkaK0XnxewZs2bdJbtswsfEI49EnSjN8+OcT6paW9D32jB87dxYA3nXU0xy8r8/hAk//86e95aNcwX33rs1jTVeCW+57kRU9dvpC7cMTQiFIyrecsafbnfvwwpx/dzfolJRxn4gCwlaQc997/mnYdT19T5S/PPoajuous6yniKPjSlu285//sf/6R9790A//7F9v5+1c9bW+uqZmweziikvfwJPGnsIDcd999C+4p893vfpcXvehF9Pf3UywWecpTnsJb3vIWLrnkkknbX3rppXzxi1/kscceY8WKFbzxjW/kiiuumLTtz372M17xilewZ88e8vk8y5Yt45577pm07WS2UErdqbXeNKsdnCeO1OeaOM2oDddx0yYuGSkOqZunXCxIImVBEARBmIapnmtE4BEOWX7yYB9/NC6nyXSsrIb86LJz57FHRy799YinfeDmCdOffWwPP9y6C4BnrO3ky285c5/ruu6/H+bhXXW+dtdj7Bpq7Z1++tFdfPGNp3PNjx7iQzfdN2d9nyk3XfxsTlzRcdC3KwhzxaEg8BwqiMCzOBhsRGjUhBw9Ck1FEisLgiAIwpRM9VwjIVrCIcszj+7mp+95Lqd9eGa5UR7tb7D2spv43J+fxtlP6Z227WAz5lkfuZWPXXAy5500M++fepSwqxaR8x2WVvIzWmZ/aEQp37n3CV544jLyvsu3fvU4xy0rc3TvSN6Wf7/9QZ65rpuTVo0VIgbqMad84Ducc1wvb3/eUzhl9Yh7+68fHeCl//jDvf8/74SlfPbCjShlqqJlmeb/u/4XPLqnwS+39fPZCzdy9nG93LVtgE/efD93PLh7yj63xR2Anz28h7WX3XTA+3/Hg7s5elwFtjbjw/y01iSZ5u9v/i3/63sPTLrMP/zR03j501cy2Ix5cOcwT1tdJU6zMW+FP3nzb7n/iUH+5U8PvxASQRCEQ519VtkSBEEQBGG/EA8eYdHQSlK0hrxvki9u3TEpwOf0AAAgAElEQVRErRlzyqoqN/58O5feOLZa0XhRoM3/+t5WPvZf94+Z9s9/cuoEoee2+3fwV//xcxrx5OkTfvuh8wi86V3If/H7PfzjrVu548E+6lHKUd0Fvv8/z+FTt/yO9UtLNOOU3nKOC6+ePgfn+aes4Ot3PTZtm/Fccf4Grvj6vfu1zL740l+cwe7hiN/vHuaBHcPcsGUb65eUeNrqKl++c/t+r+8/3vBMnr2+h22762z+2G1j5n3w5U/lwtOP2q/17RmO6BuOJJmxcERyKHvwPPOZz6TVao2Z9vnPf56TTjppQtsrr7ySL3/5y2OmvfKVr+Tyyy+f8fbEg2dxIB48giAIgnBgSIiWcNjzwM4h/uLzd7J1xxAAXcWAE1dUeNPmo3ntNftXxORtz13Pp777u322e+9LTuCNm4+eMP3u7f187/6dfPLm3+7Xdueb8566jG/9+on9WuaTrzqFZx7dzcpqOG27JM142Wd+xL2PD3LROcdy+9ZdnLW+h//69RP8bscQ73/pBgLP4X+cuoowmLxCSiNKCTxnzMO+IAgz41AWeA42IvDMP3Ga0YgSksyUQw8Db7/z5sRpRq0Z4zoTq2xJDh5BEARBmBoReIQjhgd3DnHuJ74/bZvPvObpvPTkFSRpxqs/ewdbHtkzZdtfvO/5fP3ux/jx1j7+5cKNxGnG+nFl3WeC7yridOrf24MffjGOo9BaU2sl6Aw8V3Hi33wbgB9ddi5Lyjlu+Nk2kjTjm79+ghUdeTasqPCaZx5FySY+1lrzsW/fzz/b0KVvvW0zJyyv7N3O1h010gyO6S1y1/YBADYe1bnf+yMIwqHFfffdx/HHH3/EhxtqrfnNb34jAs88MpfCzFwIRYIgCIJwpCECj3BE8eDOIf7qCz/nN0/U9k675nWbqOR9Nq3tmtD+oV3DrOkq0Dfc4rQrR3L+TBXmBfCaf7uDHz/QN20/bnvncyaUyG7/5o70QZggCHPLQw89RLlcpru7+4i9vmit6evro1arsW7dujHzROCZOyS0ShAEQRAWFhF4BGGe+H1fnc6iT+A55LzJQ48EQRDmmziO2b59O81mc6G7sqDk83lWrVqF7/tjpovAM3fsHo4mzUEXJRldRRF4BEEQBGG+kSpagjBPrOkuLHQXBEEQ8H1/gteKIMwHnmM8dsZ78Oyj7oAgCIIgCPOM3IoFQRAEQRCEGRMGHmmWkWbGC7ydgycM5L2hIAiCICwkIvAIgiAIgiAIM8Z3Hcp5H4UmSjIUWipfCYIgCMIhgLxqEQRBEARBEPYL33XwJaGyIAiCIBxSLMoky0qpncAj87iJHmDXPK7/cEfsd+CI7WaH2G92iP1mh9hvdsy3/Y7SWvfO4/oPGHmuOaQR280Osd/sEPvNDrHf7BD7zY4Fea5ZlALPfKOU2nKoVtpYDIj9Dhyx3ewQ+80Osd/sEPvNDrHf/CG2PXDEdrND7Dc7xH6zQ+w3O8R+s2Oh7CfB0oIgCIIgCIIgCIIgCIscEXgEQRAEQRAEQRAEQRAWOSLwTM5nF7oDixyx34EjtpsdYr/ZIfabHWK/2SH2mz/EtgeO2G52iP1mh9hvdoj9ZofYb3YsiP0kB48gCIIgCIIgCIIgCMIiRzx4BEEQBEEQBEEQBEEQFjki8IxCKfUipdT9SqmtSqnLFro/hxJKqYeVUr9SSv1SKbXFTutSSt2slPqd/ey005VS6tPWjncrpU4dtZ4/s+1/p5T6s4Xan/lGKXWNUmqHUurXo6bNmb2UUhvt8dhql1UHdw/nlynsd4VS6lF7Dv5SKfXiUfPebW1xv1LqhaOmT/qbVkqtU0r9xE6/QSkVHLy9m1+UUquVUrcppe5VSt2jlHqbnS7n3wyYxn5y/s0ApVReKfVTpdRd1n5/a6dPus9KqZz9f6udv3bUuvbLrsJExFZTo+S5Zr+Y4r4s95UZMoX95L4yA6a5L8v5NwOmsZ+cfzNALcbnGq21/JkwNRd4ADgaCIC7gA0L3a9D5Q94GOgZN+1jwGX2+2XA39nvLwa+BSjgdOAndnoX8KD97LTfOxd63+bJXmcBpwK/ng97AT+1bZVd9ryF3ueDYL8rgHdO0naD/b3mgHX2d+xO95sGvgS82n7/F+AvF3qf59B2y4FT7fcy8FtrIzn/Zmc/Of9mZj8FlOx3H/iJPVcm3Wfgr4B/sd9fDdxwoHaVvwnHQmw1vX0eRp5r9sde8lwz9/aT+8rMbCfPNfNjPzn/Zma/RfdcIx48I5wGbNVaP6i1joDrgT9Y4D4d6vwB8Dn7/XPAy0dNv04b7gCqSqnlwAuBm7XWu7XWe4CbgRcd7E4fDLTWPwB2j5s8J/ay8ypa6zu0uWJcN2pdhwVT2G8q/gC4Xmvd0lo/BGzF/J4n/U3btzLnAjfa5Ucfi0WP1vpxrfXP7fcacB+wEjn/ZsQ09psKOf9GYc+jIfuvb/80U+/z6PPyRuC51kb7Zdd53q3Fithq/5HnmimQ55rZIc81B44818wOea6ZHYvxuUYEnhFWAttG/b+d6U/+Iw0NfEcpdadS6s122lKt9eP2+xPAUvt9Klse6TaeK3uttN/HTz8SuMi6217TdsVl/+3XDfRrrZNx0w87rFvo0zFvG+T820/G2Q/k/JsRSilXKfVLYAfmAfoBpt7nvXay8wcwNpL7yOwRW02PPNfMHrmvzB65r+wH8lwzO+S55sBYbM81IvAIM+XZWutTgfOAtyqlzho90yreUpJthoi9Doh/Bo4BngY8DnxiYbtzaKOUKgFfAd6utR4cPU/Ov30zif3k/JshWutUa/00YBXmzdTxC9wlQZgMea6ZQ8ReB4TcV/YDea6ZHfJcc+AstucaEXhGeBRYPer/VXaaAGitH7WfO4D/gzm5n7RujdjPHbb5VLY80m08V/Z61H4fP/2wRmv9pL3AZsC/Yc5B2H/79WHcdb1x0w8blFI+5ib+Ba31/7aT5fybIZPZT86//Udr3Q/cBpzB1Pu81052fgfGRnIfmT1iq2mQ55o5Qe4rs0DuKzNHnmtmhzzXzA2L5blGBJ4RfgastxmxA0xSpK8tcJ8OCZRSRaVUuf0deAHwa4x92hno/wz4qv3+NeC1ynA6MGBdKL8NvEAp1WndAF9gpx0pzIm97LxBpdTpNqbztaPWddjSvolbXoE5B8HY79U2a/06YD0mWd6kv2n7luc24AK7/Ohjseix58TVwH1a60+OmiXn3wyYyn5y/s0MpVSvUqpqv4fA8zHx/lPt8+jz8gLgVmuj/bLr/O/ZokRsNQXyXDNnyH1lFsh9ZWbIc83skOea2bEon2v0IZCd+lD5w2Rd/y0mru7yhe7PofKHyep9l/27p20bTDzhd4HfAbcAXXa6Av7J2vFXwKZR6/pzTFKprcDrF3rf5tFm/4lxd4wxsZRvmEt7AZswF+IHgM8AaqH3+SDY7/PWPnfbC9/yUe0vt7a4n1GVD6b6Tdtz+qfWrl8Gcgu9z3Nou2dj3JTvBn5p/14s59+s7Sfn38zsdzLwC2unXwPvn26fgbz9f6udf/SB2lX+Jj0eYqvJ7SLPNftvM3mumXv7yX1lZraT55r5sZ+cfzOz36J7rlF2pYIgCIIgCIIgCIIgCMIiRUK0BEEQBEEQBEEQBEEQFjki8AiCIAiCIAiCIAiCICxyROARBEEQBEEQBEEQBEFY5IjAIwiCIAiCIAiCIAiCsMgRgUcQBEEQBEEQBEEQBGGRIwKPIAiCIAiCIAiCIAjCIkcEHkEQBEEQBEEQBEEQhEWOCDyCIAiCIAiCIAiCIAiLHBF4BEEQBEEQBEEQBEEQFjki8AiCIAiCIAiCIAiCICxyROARBEEQBEEQBEEQBEFY5IjAIwiCIAiCIAiCIAiCsMgRgUcQBEEQBEEQBEEQBGGRIwKPIAjCLFBKfUgptUsp9cQk856jlNq+EP0SBEEQBOHgo5R6WCn1PPv9PUqpf1/oPgEopf5SKfWkUmpIKdU9bt5apZRWSnkL1T9BEOYGEXgE4QjCPnQ07M39SaXUtUqp0kL3azy2Xx9a6H7sC6XUGuCvgQ1a62VzuN5zlFK3KaUGlFIPz9V6BUEQBOFIRin1aqXUT5RSw0qpHfb7Xyml1HxsT2v9Ya31G2e7ntkKMEopH/gk8AKtdUlr3TfbPtn1PlUp9W37okvPxToFQZgdIvAIwpHH+VrrEnAqsAl47/4srAwLeu04hN4wrQH6tNY75ni9w8A1wP+c4/UKgiAIwhGJUuqvgU8BHweWAUuBtwDPAoIplnEPWgfnl6VAHrhnjtcbA18C3jDH6xUE4QARgUcQjlC01o8C3wKeqpTqVEp9Qym1Uym1x35f1W6rlPqeUupKpdSPgDpwtFLq9Uqp+5RSNaXUg0qpvxjV/jlKqe1KqUvtG7LHlVIvV0q9WCn1W6XUbqXUeybrl1LqzcCfAJdaT6Ov2+kPK6XepZS6GxhWSnlKqcuUUg/YPtyrlHrFuHW9aVQf71VKnWqnr1BKfcXu70NKqYunspNSqkMpdZ1t+4hS6r1KKce6X98MrLD9vHaadbzHvt16WCn1JzM4Nj/VWn8eeHBfbQVBEARBmB6lVAfwAeCvtNY3aq1r2vALrfWfaK1btt21Sql/Vkp9Uyk1DJyjlHqJUuoXSqlBpdQ2pdQV49Z9oX0+6FNKXT5u3hVKqf8Y9f/pSqkfK6X6lVJ3KaWeM2re95RSH1RK/cg+t3xHKdVjZ//AfvbbZ44zJtnHnFLqH5RSj9m/f7DTngLcP2r5W6cx1Z/bZR9XSr1zX3bVWt+vtb6auReOBEE4QETgEYQjFKXUauDFwC8w14L/HzgK45XSAD4zbpELgTcDZeARYAfwUqACvB74+7aAYlmGeVu0Eng/8G/AnwIbgc3A+5RS68b3S2v9WeALwMesG/H5o2b/MfASoKq1ToAH7Lo6gL8F/kMptdzu3yuBK4DX2j6+DOiz3kdfB+6yfXsu8Hal1AunMNU/2vUfDZxt1/d6rfUtwHnAY7afr5ti+WVAj93WnwGfVUodN0VbQRAEQRDmnjOAHPDVGbR9DXAl5nnnhxiv2tcCVcwzyF8qpV4OoJTaAPwz5hlpBdANrJpknSilVgI3AR8CuoB3Al9RSvWO2/brgSUYr6K2yHKW/azaZ47/nmQTlwOnA08DTgFOA96rtf4tcOKo5c+dZt/PAdYDLwDeZV9mCYKwiBCBRxCOPP6vUqof89DyfeDDWus+rfVXtNZ1rXUN82Bz9rjlrtVa36O1TrT+f+y9eZxkZXn3/b3PUnVq67179gVmBJRFEFSQJQaNGlFRE6NE45JXjRrFNYnmMUEBE5LHvHniE3wTY9yioDEaQcB9CaKgbKMwDMww+0zv1V372c/9/nGqaqr3Zbp7epj7+/n0p+usdZ+q6ur7us7v+l3Sl1LeKaXcW78D9j/A94mTLQ184BNSSh/4KnGS45/qd812Ao8RT0AWwqeklIellDaAlPLrUsp+KWUkpfwasId4QgPwVuIk0f31MT4ppTwIPBvolVJeL6X0pJT7iJNPr5v8ZHVp9uuAj9THfQD4B+KJ3EL4KymlW3+d7gT+YIHHKxQKhUKhWDw9wGj95hAALUoaWwhxRcu+t0kpf16fWzhSyp9KKR+pL/8GuJVjc6TfB+6QUt5dVwH9FRDNMIY3AHdJKe+qn+sHwAPEN9safF5Kubs+z/lP4mTNfHk9cL2UclhKOUJ842uh85WPSymrUspHiG/8XbPA4xUKxQlmtfhYKBSKleOVdfVJEyFEGvhH4CVAZ311TgihSynD+vLhScf8LnAdcAZxsjgNPNKyS77lWLv+e6hluw0s1OB58hjeCHwA2FpflSWexAFsIlb4TGYLcVlVoWWdDvxsmn17AJNYsdTgILEaZ76MSymrk45fv4DjFQqFQqFQHB95oEcIYTSSPFLK5wGIuNtl603vyXON5wI3AecQq2qSwNfrm9e37i+lrAohZjIw3gK8RgjRqkw2gZ+0LLd25KyxsHnSeqbOVxY632i99oPAuQs8XqFQnGCUgkehUEDcCepM4LlSyjaOSYFbu0o0uyMIIZLAN4BPAmuklB3AXZP2Px5m6sTQOoYtxMqbdwPd9TE82jKGw8C2ac5xGNgvpexo+clJKV86zb6jxEqkLS3rNgNHF3AtnUKIzKTj+xdwvEKhUCgUiuPjXsAFrp7HvpPnILcAtwObpJTtwL9wbK4xQHxDCWjeMOtmeg4D/zFp/pGRUt60iDFNRz9T5ysLnW9sanms5isKxUmISvAoFAqI68xtYvO9LmJlzmw07mCNAEFdzfOiJRzPELHnzWxkiCc8IwBCiLcQ311r8FngQ0KIC0XM9npS6FdAuW7YnBJC6CJu8/nsyU9QVyD9J/AJIUSufvwHgC9P3ncOPi6ESAghLif2Lfr6bDvXTZwt4jt7QghhCSGm7fChUCgUCoVidqSUBeKSpU8LIX6//j9dE0KcTzyfmI0cMCaldIQQzyH2yWnwX8DLhBCX1f9PX8/M8dWXgZcLIV5cn3tYIm5KMa1nzyRGiEu/Zpsb3Qp8VAjRWzdn/msWPl/5KyFEWghxNrEX0Ndm27k+v7KodyGrX1Nygc+pUCiWEJXgUSgUAP8HSBErVu4DvjvbznWfnmuJkx/jxJOd25dwPP8OPKNeG/+tGcbwGLEfzr3ECaFzgZ+3bP86sZfQLUAZ+BbQVU/avIy4rn0/8TV/lthIeTreQ2ywuI/Yt+gW4hbm82WQ+DXqJzaPfoeU8vE5jrmCOOF2F8dMr7+/gOdUKBQKhULRgpTy74lv0vw58bxhCPhX4C+AX8xy6LuA64UQZeKkyX+2nHMn8KfEc4MB4v/3R2Z4/sPECqK/JE7YHAb+jHnEY1LKGvGc5uf1udHF0+x2I7Gnz2+IS+Yfqq9bCP8DPAn8CPiklHKuuccW4jlKo4uWzbGOXQqF4gQgpJyP4k+hUCgUCoVCoVAoFAqFQrFaUQoehUKhUCgUCoVCoVAoFIqTHJXgUSgUihOAEGKnEKIyzc/rT/TYFAqFQqFQKACEEN+ZYb7ylyd6bAqFYiqqREuhUCgUCoVCoVAoFAqF4iRHKXgUCoVCoVAoFAqFQqFQKE5yjBM9gMXQ09Mjt27deqKHoVAoFAqF4iThwQcfHJVS9p7ocUyHmtcoFAqFQqFYCDPNa07KBM/WrVt54IEHTvQwFAqFQqFQnCQIIQ6e6DHMhJrXKBQKhUKhWAgzzWtOygSPQqFQKBQKhUKhUKwkjh+Sr7i4QUTS0OjOJrFMfcb1CoVCsdIoDx6FQqFQKBQKhUKhmAXHDzk6XiOSkE7oRBKOjtco1Lxp1zt+eKKHrDgFaHwu941U1OdOAagEj0KxKrG9kFt/dYgnBssneigKhUKhUCgUpzz5ikvC0EkYGkIIEoZGwtDZO1Kedn2+4p7oISue4syUdFRJnlMbVaKlUKxCrr/jMW791SEAvvCWZ/P8M/tO8IgUCsXJgu/7HDlyBMdxTvRQTgiWZbFx40ZM0zzRQ1EontKcamVJbhCRTky8PlMXVJyADR1iyvqap4JsxfLSmnQESBiiuX5DZ3rZnvdUn2esNAud16gEj0KxCmkkdwDe/Pn7OXDTVSdwNAqF4mTiyJEj5HI5tm7dihBi7gOeQkgpyefzHDlyhNNOO+1ED0eheMrSUA4kDJ10QscPJUfHa82g8qmY+EkaGn4om0E0gB9KspYxYb3jhwyXHYKn2PUrVh8zJR2XO7l4Ks8zVprFzGtUiZZCcQL47M/28bHbd1JxgynbbttxdMq6USXzVSgU88RxHLq7u0/JSZcQgu7ubnVXUaFYZmYqV+ofry26ZGS1e4l0Z5N4QYgXREgp8YIILwjZ1ptrrre9gMNjNVw/ZF1HSpXMKJaVRtKxFT+UJI3lDfFP5XnGSrOYeY1K8CgUK0zZ8bnxzl184RcH+Mp9U7vbvferO6asu/SmH6/E0BQKxVOEU3nStVLXLoTYJIT4iRDiMSHETiHEe+vru4QQPxBC7Kn/7lyRAZ1irPZkwFMdN4gw9allScPl6RM/c/nRnAxeIpaps6EzjSag5oVoAjZ0pulIJ5rrB4sOSUNjU1eGVMJQfjyKZWWmpGN3Nrnsz30qzzNWmoW+1irBo1CsMF+7/3Dz8YF8bV7HuEG0XMNRKBQKxeIIgA9KKZ8BXAz8qRDiGcCHgR9JKZ8G/Ki+rFhCToZkwFOdmZQDUsppEz9zzWNmUgSttsRII8lzem+WDZ3pZulVY31fm8WmrvSEkqzW61eJScVSMlPSUZUEntqoBI9CscLceOeu5uNWr53JHLjpKn75ly9YiSEpFArFknLgwAHOOeecee37z//8z2zfvh0hBKOjo7PuK6Xk2muvZfv27Zx33nk89NBDSzHcRSGlHJBSPlR/XAZ2ARuAq4Ev1nf7IvDKEzPCpy7LkQw4lQLvpbjWmZQDa9pTiyoZmUkRdLLd4JqtZOZ4E5OOH7JvuMx9e0e598kR9o1UntKfU8X8mCnpuJpY7d+vW7dunXH+sZD5DKyOOY1K8CgUK8hweWr9pNcyebnjN/0Ttq1ps3jjJVvoSKtuMAqF4qnJpZdeyg9/+EO2bNky577f+c532LNnD3v27OEzn/kM73znO1dghHMjhNgKXAD8ElgjpRyobxoE1pygYT1lWepkwMmqCFpM0LRU1zqTcmB9R2pRJSMnwktkKYLOyefIJI0Zr/94EpON5E5/0SFhaCQNnf5Cjb0qyaNY5Zyo79cgmOpzuhKshjmN6qKlUKwQ3310kHd8+cHm8uVP6+Fne0YZLDrcev8h/r+f7m1u+4fXPLP5OF/xKNR8/v2e/fw/l6muMAqFYv58/Ns7eay/tKTnfMb6Nq57+dlz7hcEAa9//et56KGHOPvss/nSl75EOj21besFF1ww7+e+7bbbeOMb34gQgosvvphCocDAwADr1q1b0DUsJUKILPAN4H1SylJrrbyUUgoh5AzHvR14O8DmzZtXYqhPGWbqZrTYZMBytBpe7hbis3Wxmu15FnqtM13HbNe3oTNNvuJS80KShjYvVUF3NsnR8bhs3dQFfijxgnDZWj0v9vWb6xz5ikt3NknVDaZcf8kJcLwAP5IkdI3OTIKkoc2r41G+4lL1QzJJA1OP3zshBDU3WPaW2ArF8bBcrdxvuOEGvvzlL9Pb28umTZu48MILueOOOzj//PO55557uOaaazjjjDO48cYb8TyP7u5uvvKVr7BmzRry+TzXXHMNR48e5ZJLLkHKaf9NN5nvfAZWx5xGKXgUimUmiuIvjdbkDsDvX7gRgNt/fXRCcgfgt87sbT7eN1oF4IY7HlvOYSoUCsWS8sQTT/Cud72LXbt20dbWxqc//enjPufRo0fZtGlTc3njxo0cPTq18+BKIYQwiZM7X5FSfrO+ekgIsa6+fR0wPN2xUsrPSCkvklJe1NvbO90uihlYCmPRVuXFoXyVMJqo/lntiqD5qEGmU6gsRP0003UUat6s17eYkpGV9hJZijK/mc5RdYMp1+/4IYWqix9KUqaOlDBYtCk7wbwSk24QEUUSQzv23hm6IJLypCtjU6x+lrKkajnKL++//36+8Y1vcP+DD/Gt2+/g/gceaCZpPM/jgQce4IMf/CCXXXYZ9913Hw8//DCve93r+Pu//3sAPv7xj3PZZZexc+dOXvWqV3Ho0MyWGbA88xlYvjmNUvAoFMvI+776MN/a0c+/vOHCKdtKtg/AJ7+/e8q27kyi+fjdv72dP73lxPlMKBSKk5f5KG2Wi02bNnHppZcC8IY3vIFPfepTfOhDHzph41lqRCzV+Xdgl5Ty/23ZdDvwJuCm+u/bTsDwnjLMpBRZjEqk9ZytygvD0DgyXmNTV6Z5jtWmCJqMG0SkExOv19RFUw0yk0JFCDFv9dNM17F3pExfLrXk19d4X1eCuV6/pT5HvuLSm7PIVz2CSGLoAj8UjJQdnrWla87nShoamiYIomMm1kEo0YRY9pbYitXNUqsFl0Ld1spSKy4B7rnnHq562cuxLIuUleKqq64iqN9Qf+1rX9vc78iRI7z2ta9lYGAAz/M47bS4EuLuu+/mm9+M78lcddVVdHbO3uzyZJvPqG8EhWKZiCLJt3bEnjqT1TsPfvSFXLR1+n/oLz137YR2eC89d23zcbHmL2osY1WPrR++k10DJb776MCiz6NQKBTzZXJbz6VoqbphwwYOHz7WifDIkSNs2LDhuM+7SC4F/gi4Ugixo/7zUuLEzu8IIfYAL6wvKxZIq6Fsf8FGE0xQiixUJdJ6R3pnf4FI0lRe9OUsQDBccpak1fBKGAbP5VmTr7hICWNVl0NjNcaq8TJSzqh+mnzXvuQE015HZYb1y6kkWWqT1sbr5/ghg0Wbg/kqh8drMEepxnTnaGWmwNUNIrKWwdp2C02A7YckDEFnOjGvoLk7myRjxuogLwjx/JCq55NOGivSEluxOlkOteBSm9gvRyv3MJIIUZ9XCBAIhIhNizOZTHO/97znPbz73e/mkUce4V//9V9xnKleqPNhOeYzsHxzGpXgUSiWif356pR1r7lwI99//xV0Z5M8fV0bPS1fbl/64+dw4Kar+PTrJ6p9Wr9Ebvv17LK9P/r3X7L1w3fyhs/+slkaBvC8m34EwO/+0894x5cf4n1fe3hR19RKFEkOj9XYcbigDP4UCsUUDh06xL333gvALbfcwmWXXXbc53zFK17Bl770JaSU3HfffbS3t58w/x0p5T1SSiGlPE9KeX795y4pZV5K+QIp5dOklC+UUo6dkAGexDSClnzNoy1lYmgaQyWHSMpFBRqTgyDXixgo1DiQr3AwX6VQ8+jNJggjOWt50GxJhsa2Xf1Fdg+V2DVQYqBgN/dZasPguYKmku0zWnGJJKTMOPAbrd/ln64UCpgSKBaqLmVnolGpH0qylrGihsjLEcR2Z5OUbY/DYzXCSB2oskcAACAASURBVGIIgeuH2EE07/MuJHBtJIMsU2dte4ot3Rm6sxZtqfk10bBMndP7cqxvt/CCCDcIWd+RZltvdlV2TVKsDMvRUXCpE9TLUX55yfOex5133InjOFQqFe68604Egsnp2WKx2EyYfPGLX2yuv+KKK7jllluA2Oh4fHx81udbjvkMLN+cZkm+iYUQLxFCPCGEeFII8eFptr9ZCDHScofrrS3b3iSE2FP/edNSjEehWA2MlKd+ub718tM5Y02uufzAR1/ITz70fH7w/iu44oyZPRhu/sNnAZDQZ/+T/dmeuB3fPU+Oxnei6jj+xC/lnzwxMvcFzMH//fGTXP73P+GVN/+cs/7qu8d9PoVC8dTizDPP5Oabb+bpT3864+PjM3aH+NSnPsXGjRs5cuQI5513Hm9961un3Q/gpS99Kaeffjrbt2/nbW9725LVwStWF42gRUowdQ3T0EjoOuNVb1GBxuQgyDAE+YpPoeo3kx8jFY++XHJGRdBsSYbGNtsLKdo+2YTJWMWl5PgMFGqUbH/WO9aLUafMFTTV/ABNCEw9vmZT19CEoOYH06qfpgsUe3MWI2VnSgJjW29uye/Iz8ZyBLGWqWMlDJKGRhBJNE2wqStDUtfY2V+Y13uxkMB1oSqG6T4TjSTPxdt6uGR7L6er5M4pz3KoBZejo91St3J/9rOfzcte/jKedcH5vPyqqzjnnHNoa2tjsq7mYx/7GK95zWu48MIL6enpaa6/7rrruPvuuzn77LP55je/OWejg/nOZ2B1zGmO24NHCKEDNwO/AxwB7hdC3C6lnOwI+zUp5bsnHdsFXAdcBEjgwfqxs6fRFIqTgA/+56+nrFvbbk1Zd1pPZsq6yfzOM9agCbj5p0/y22f1saZt6nkmGzUX7eUtw/rHH071DlIoFAqArVu38vjjj89r32uvvZZrr712XvsKIbj55puPZ2iKk4CGt0kj+DZ1gaELbD+cEmjMx39isleKBDQN/DA6tgIJs8juW0ue4uBJEgSS4ZJDwtRosxLUvICkqZO1NAxdUHYCDKFTcjzOXt8xbVBzPH4Xs3nWpBMmxZqLH0QYuiAIJZGMyCWOJRRaX7vD+SpWQo8TKPUOT7FSJ9FMYLR6HTWSQnN5IM32/szXO2Qp/HJmYlNXuqmUdvyQ0YpLKOW834v5+gYtxDdqqT1QFE9dlsPfZqU72i0GQ9N47/s/yF/99XXYNZsrf/v5nP+sZ/Enb387WosR+dVXX83VV1895fju7m6+//3vz+u5FjKfgdUxp1kKk+XnAE9KKfcBCCG+ClwNzKflz4uBHzTky0KIHwAvAW5dgnEpFCeUowV7yrr2eUpxJ5MwNCIJh8dsnvs3P8LUBXs+8dIJ+/zddyd++fzJfzxIxQn49XUvmvacUf2O1WK49tapJV6f/dk+3nr56Ys6n0KhUCgUDRpBS0c6wWAx9kyQkURAM9Bw/JD+8RqHxmpkkga9uSSRhH3DZayE0TxPdzY5IQhy/JDRskcYRti+jBU3SYONnWlsLw6sp0s4lGyfou2TNHU0AQNFlyiSdKVNpIR84BBEkvZU3CQhkzTQNMHmrjQ1L5wxMJ/NkLk7m1y0eWqbZWBogrGqS3/RAwkdaZNk/W5/oebxWH8RCegChioOhhBs7s40Ozx1ZZK0pcxpA7v5JDZmS1QA805iLEcQO915CzUPTQgss57oWmJz7Pkmg1bCpFtxctNIjpZsn/GaR2/OIlcvnTzeZMzxmtivBJomeM+73sljjz2G4zj80Rv/iOdedNGi45qnGkuR4NkAHG5ZPgI8d5r9fk8IcQWwG3i/lPLwDMdO6ywkhHg78HZgThmVQnEiGat6jFW95rJR73qwlPihZLTiNj18Pv7tnc1t//CaZ/LBr/+agfqk+PS/vIu+XJLhSSVj33joCK+5aBMLIV9x+di3H+Pbv+6fsu3GO3epBI9CoZiRV73qVezfv3/Cur/7u7/jxS9+8ZR9P//5z/NP//RPE9ZdeumlSr1zitC4g5wwdNa0JRmpuFSdgM3dGdZ3pIA4OTBW9+gRCIZKDp3pBGM1n6QXsqkrDlAeOjCGpmsEUcTGzhR+IEGCrgu2dKYJwgg3DDkw4lF0fZ6xrr0ZKLUmHFpLnsarHilTJwglThjRl07g+hG255NJxoqjIJQkdG3ORMRM6pTxqofjh4tWcXRnkxSHy/ihZF27BTIu27KDiELNY1d/EUPTSCV0BgoOGgIpBfmKx/qO1JQOT61qG+QxtdNsiafZEhXx8vySGMulKJh83qoToGnQmTmmkl4qpdBCWE7FkuLkpzVx2plJYOoaI2WHIErSZhkTEqiL7ay1kh3tFsutt96ypOfL5/O84AUvmLL+Rz/6EZ2dXQRR1PzqMzSN3/u9V6/aOc1KtUn/NnCrlNIVQvwJ8EXgyoWcQEr5GeAzABdddNHSRssKxQK5/df9XLqte0Lt9EDRZm2bxbNu+MGEfZ+48Xd52f+9h/dcuf24nvOstTkeHyw3l9/8+V9x1bnrpyh3XnruOj749YnlYcNll95ccoIv0IFpTKDn4oY7piZ33njJFr5078EFn0uhUJxa/Pd///e8933LW97CW97ylmUcjWI103oH2Zewvj1F94b4/22+4nJ4rIauCdwgpD2VoOz6HBqt8YvCKGvbk6xpT1GyfZ4YrGDqgqQuaLeSPHRwjM1dWXpyCdwgQggYKjrU/BA/CMlZJo8eKdDbZpFNGmSSRjPh0Fry5AYhpqYRyYismaAjnWCgYGPosVGvH0REMqI7a1G2PayEwb6RyrSB1kzqlJofkLUW34q86THjhQRRnGza1JVBE4K9I2WkhFS9JCtC0pFK4IcRQSSbHZ5yRtzhqTWg1AQcKTiApDebJF912TNUbibfWq9trkRFOhGfu1DzcIOIhC5IGjobJnUsXmpFQWuyShCX6vkhJBNxqV3reZfTPHq68TSeazkUSyvJUrfuVhxjcuI0lzKbysKGulGV+C2c7u5uduzYMWV9FEm8MEIToAmBJF7+xje+OW/F0ErPaZbim+Io0CoD2Fhf16TeUaIRWX4WuHC+xyoUJ4pCLW4tfvukhMaPHx/i2lsf5sIbf9hct2ugxCV/+2POv35icudtl5+Grgm+897Leem5x+eK/t33XcH/ee35zWWBmJLc+e77LieVmP7L+w8u2jhh+eaf7J12v9lo3Dlt8IaLN3P91edw5Vl9nLOhbcHnUygUy4NcQKvfpxqn8rWvNEvdurr1nP31Muf1HakpXZ6EAF0ICjWfoZLDEwNlpIzQNQgi2D9S5bH+IumkTs4yCCR0ZBL0ZlMIIdnak2VLd4axisdYLS5fak/HSZ+C7VO2vbjsquIwUnE5Ol6jWPMII4kfRbh+xEjZoeQEHC1UOTxWJZCSlKHRnjLRdWhPJ9EFyLrqZ6buTzOZ76YT5pKYp27qSrOlO0NnJkGh5tFfqHFwtIauH1MXJ3QNiSSUkg0dUzs8tQaURdsnkzQwNI09wxUMTaPNMsnXX6fWa5ts1ur4IYfHawwVbcZrLqMVl8Gi0+z05QWS8Zo37edoqUxaJ5tlm4aOlJL1HSnOXt+BJlgx8+jpxhNJcLyAkuMv+ziW4++39bxL2fVMcYy5jJWXw5R8Ok6V/7VBFCd3mi3ZhUAT8fqVYqGv9VIkeO4HniaEOE0IkQBeB9zeuoMQojWyfQWwq/74e8CLhBCdQohO4EX1dQrFCee/HjwCxH4zWz98Z3P9H3/hgebjr/7qEACPHC0CU42N3/OCpy3pmF55wQZ23/i7E56zlbPWzpxkuXBLJwduuorHb3jJlG0/eGyIX+7Lz/n8k9t5fuzlZwPQkTIZry6vqbNCoZgflmWRz+dPmclXK1JK8vk8ljXViF6xtCxHEDfbOVuDFsvUEZqgJ5vksf4ipi4wdZ1EPejvaUuye7hM2fE4Om5TdjzcICRnGZTq/6ctU0cCmzrTbOxKI4mDpJxlMF4LMA2NIISD+SqRjJskSAQVxyeT1NE0jWLNI6nrjFVcXD8kl05wWm+WC7d08/R1bSRNnTbLnDXQmqkTU9sStCJvJFiKNY9HjxY4NFZjvOahC6i6AWXHxw8j2lIGFSckCCM60uaUhEJrQOkGEYYWq3Di1yzuciZhyrW1Jq9sL+DwWA3XD1nXkaLdSvD4QBE3CONS9lAikfTmrEUFoq1t6h88mGfXQGnaz+Nswe9ytHOei+nGk0slSBnaso5jOZMwcyUYliuxdKowV5er5eisNZlTaZ4hZXxTvRWBYKUufTHzmuMu0ZJSBkKIdxMnZnTgc1LKnUKI64EHpJS3A9cKIV4BBMAY8Ob6sWNCiBuIk0QA1zcMlxWKE82Nd+6asNya5Gnw4W8+wvO29TQnjJNpsxZnqjwbiRkmd/d95Fjd6H+/63ncvXuU7X1Z/vSWh4BjBs+tE4RrPnMfBdtn10AJgAM3XTXrc7de50vOXotRb9v+zYdj4d29e/Ncsq17oZekUCiWkEZ7zpGRkRM9lBOCZVls3Lhx7h0Vx8VyGMHOds6SE+B4AX4kkVLiBhHZpIGmga4JKl7A+o40EokuBKWaR9WxSBga6YTJcMlBShivedy3dxRDCPoLNp0Zg772NipuQCWICIKIKJL4YexV05Y06uPR2NSVZmd/Ec8PySR1UskUCV1HCMgljaaSpXH98/VSmc7vYil8Z7qzSfYNl9k9VCFpaiR1DdsPyFhm3ElMCAQSz4/oypj0tVtEEsxJCYXWMrJGZzPbDZvX1vAbmnxtraVVR4sOSUOjr81qnrc7a+H4AUVbYHshqYRG1fUJwmhKmdZsNBIGUsY32jQhKNZcDE3gTCpNmes9mc17ZDnKjmYajx+KZfVAWU4j59leY1U+dPzM9d2wXKbkrZxK84yGUqc1ySPj1osY2sqUTS50XrMkHjxSyruAuyat++uWxx8BPjLDsZ8DPrcU41AoTgR+FPHdRwenrP+73zt3RZ7/r1/2DNwgmtCC/YLNnVywufNYC1hga/fUduz3TlLtNJJYMyV6yk4AwCWnd/PPf3jBlO3X/Nt9cyaJFArF8mKaJqeddtqJHobiKc5cQdxiAuHZDIcLNY+gnnix3ZCKFxBKyUjRwQsintaXY31nXEb82NEi6ztSBJEkY2jYns9I2WO05PCMDe1YpobvR0RIKm6EV7/j7QcRoxWHXCrB0UJs4lx2BaZRJps06Mwk6M7EXbKEEKTq3ZakjLtx5StOU8k7uXtXg/kGWkvhO9NQOo3bLsKOO3tt7ExjGQZuEACCtlSC3tyx96jx3vUX7OZ71xpQtqdMjozb+FFIV9LEDyK8MGRte2raa2tcR+O9bbQkB+hMm4zXYhVQJhd3/bK9kJoXl2nN91obyYqxqkvS1DF1DT+IqLpBsxPZ8Qa/y5WYWMpgfCF/d8tp5DzbNakOYcfPXN8NK9Hm/FSaZ7T+7U9+PVdrUvLkcetSKFaIe/fm+ei3Hpn3/tfe+jAPHByfsK47k+C1z16+bm9nrc01H//xZafxzudvm3Y/Uz/2J95au33tHIbP9+wZnXb9f9wXmynf+vaLm+odgA/8zhlzD1qhUCgUJx0zlVPMVCaAlOwbLtNftBkpO/QXbfYNl+dVhjHTOWt+QFvKZKTs4YUSQ4+7Pe0frvCc07vJJkwGizaH8hWqboCuCV7wjLU89/QuHD+kaAdoQtKZTWAaGj05i619OZ65qRPT0Hh8sMiugSL78pXYYwEYr7pUXJ+EoVGyPWw/ZLBoE4QSTRxTskBc7lSoeXiBpM0ym+UumaQxrb/OfL1Ujtd3xvFDhooO69vSbOhI05W2KNR8QhkRytifp/Xcs5XtCOLHAwWb7kyCM9e24foRQRSxps1CE2Laa2ucc7jkcHhsYjlONmlStn0EHFeZVqMkpVE+BmDoAi+MppSmNMrGyrbPQKHG3qEyR8aqZJKz3/NeLl+TmTyYFuq3s9CSq7nKfI6H2a5pJcqHTgVm+244EaWGq5njLQk8GV9PleBRKFoo1nyu+bf7+PJ9h5rrvvHOS6bs99k3XtR8vLO/NGX7995/xfIMsM4NrzwHiO9+zcWBm66aoqrpSCdmPeYN//7LCctf/MWBaUvUGrz7t4+vQ5hCoVAoVh+zBY0zBXFuEDFW8zE0jXQiNuMdLLnsODg25wR7smfLobEqe4fLVJyAihuwvjNu9/3kaIXxmksyoaNrGudsaidnJRgte9S8gAu2dJJOxImWczZ08NzTe9jYkaUjnSRtGhRrscrG0AWGJvADSS5psrU7iy4EEhireHRlEqQTJprQqLkBAoEfRqSTBpmEgeuH1NyA0bJDW8pEIunKJpvBf9UNpgQGDUXJUviPzBW45CsuGcugPWMSRHFZgalpDBYdBExJIkyXxJCS2OfI0Nnak2FjV4aEoXFab5aLt/WwviNFJJkQ9LT64Tx0cIyaF7K23cINIg6PVbG9AK/exWxzdwZTF9h+iBCwtj1FzjIWFPA3khWtSbeZ2tRbpk53Nslw2aHqhaQSOj31hFLj9ZvudW1NTDj1ZF9/oTYlabVQlip4XGgCaqkSSwu9puVMLCmOsVSm5KuRhSRslspr6mR7PVeqTbpCcVLw5i/8asLy3776XC7c0jVlv+n+sK97+TN4y6UrI1d89tYu7vvICyaUZS2E8zd3zLlPoeY1E0HX3b5z1n1b2wQ+eHCcC7csoHheoVAoFKuSucoppisT2HFoPO5OVFd5RjKi4vqUHdjam521tKUxie4fr3FoLFbAbO3JMFJx2T1YJpPUKdR8pJRkEgYpU2ew5NDbZrF9TZbBokPK1EnqGiXHp+oEZC0DP4iQQtKRNustbuMAc6wSd4TyQ8nadgtT1zg8pmOZAidhEASSvrYkxZpPyfHpzibIWRan9WbJV1zaUyY1PyCZMMglDbpaSmIa5S6tni4LLfOZreRmPudyg4jebJKhkktnxqTmhtS8ACcIecb69inPOV3ZTsX16wbKM38GJo+5Ma7YQFljrOqytj3Fpq40w2WHgYLN5u5M8/MTyYn+gl5Lu/D50ChJySQMRivuhDb1raUphZrH3pEyB0aqpJI62/tytKcSzefMV9zmuSa/rkLEpRmRjBgsOkgkxaqPE4Q8fHCMp69vn3DzbCHlUrP5/syXhZZcLXXr+ZnOP5mVKB9SHB+rucV96/eLJqC/aLNnqMzm7gzrO1JTxnmqlgSqBI/ipOR9X32Y523v4Q8u2rRk5/zGg0d4+FBhwrprnhOXWe35xO8SScktvzzESNnlOad18b9e+nQ+cdcxI+aVSu40WGxyB+BZmzu58qw+fvz48Iz73Lajnzc9bytBOPEu2v/82fNnPfd1tz/KHe+5fNFjUygUCsWJpTHBf3K4TJtl0lW/q1+ot7CWkuakv6FIcesBshuEJFpKeIs1H1PTiKSsKwtmn2Bbpk7S1NnWl2tOytutiPGax95hl65MgoobUKz59LYl8aXk0SMF/ECiaZAwUoQShJRomqDsBmQSBmesyTFUchko2Niez3DB5mjR5vTeLElTNLvBWKbA8UNMQ8P1JElDpzMt6Mok6M4m0cSx4LVhBNy4Q9yapKg4AUXHY98IzSBpumDD9UN29hfoTCfr7VrqN0ykxA4i2iyTdEKn4gQ8fHCMjkyStrrCZa7AJWlozQ5ghZqHJgS5lEF3OjGtknc675Rai5lyg9kSB63X6IWSVEInCCXjVY91HSk2daapeccC+qUI+FuTFY2kWy6RJJ3Qm5/TQs3j4YNjZJImqYSBkPDokQLnbOygPZVoXtNMAWHF9hi0fUbKLoJYdWIagg2dKaIoVjk9a0vXBAXTfBJ5SxVML8bL53gSS4sd93InlhTHx2o3wW78fUZSMlRySRha09xeSjllnMvpNbWaUXo4xUnJt3b08+f/9ZsFHfOzPSP0F+wZt3/w67+ecZupayQNnbdcehp//pKzSBgab7vi9Ob26QyHVzufe/Oz+c3HXtRc/uEHfot7/uK3m8sN1U5/wWmu+8SrzmHLNGbNAP/1jriU7dGjU0vWFAqFQnFyUKh5PHRwjAP5KmXb58Bolfv2jvLQwXFsP8TUNHRNcHS8RqHmTZG/u37I4wNxac6OQ2PsH61Q8Xx6247dlJjJc6MRXDw5XKZ/vMrBfPyze6hMW1LHC+pJGEPDDUJGyx4ZU2PvcJmRsk1byiRnJRirupiGTl8uydo2i+5skraUSVfGxPUDqvUW3+vbUyAjwghKThCXX5kGYSSRErJJnZob4AZB009nuhKWyeUuZdvn8FiVNisxoSyg5AQT/EccP2S04uL4Uf1utEN/oYYmIF/zGK+6RPWOYfmqh65pOF5AJOFQvkoYTXwNZ/Kb0YRgTZvFuvYUXekE6ycpihqlDtN5BgkB2UkdQWdLHLSWMjVKphp+ONMdO1eJ0mzlGK3bGuqbp69vb7apbz3P3pEymaRJOmlgmTpmvbvawXwViBNy47U4qTladiY8TxhFDJVd+nIWhiYoVD0qjk9vLollGqQSOhKa5VDzLZdaylbly1lyNZnjHffJVu5yKrFcXlNLReP7pVDzSBgapq5hGlpdZTh1nKdqSaBS8ChOOryWyYsXRDO2DW/lth1Hee9XdwBztwIHuPxpPfxbi8/OTLzxki3c8ZsBXnbe+jn3XY20WSZ/86pz+a0ze9nQEXcfefTjL+ac674HwMdu38mVZ/UBcMPVZ/OHz5nZOPqirVNL2RQKhUJx8uD4Ibv6ixiahqaBG0jyVRdTiztMjZSgPZ1gS3cGTQj2jpTpy6Wa/4dtz2e44rF3uEJ31sQyDUo1D01AR4tn3HQT7NY7x5apc3TcxtQF6zpSDBUdSrZHZ8aoG/wLtvZk8IOIihOiaYKNXRmySYOcZdbX+7SnE2zoSDXVAk4QcnpfjnTSIJKSkZLL0bEaiIhMUsf1ddwgYHNXBgF0ZBOEUTRFDTKZ1tKy/SM2+0cqZCydjGWSMLTmMQXbJps0iGTcgv3IuI1E0pdNUrTjcjEk9TI0SJsG41UPNwwp2D5RPfHUlU2SsQxGyi6bu49N5WdKnuQrLuNVj5ofkE7Ed7szSYP+8RpVPySKYrVTxtRZ35mm6gZNdcXT17dztGBzKF8lkrHBdDppsK03O+G9a6g5xmsuYZSgLWXSkU4wWHTwiZNPjaTDZNXITEqS2dQEwIKUBhUnoLOuWmpPmwyXXHQNKo7fTMht7MqgC4EXSAaLNmvb45KPkfrrlUuZbOxKA7HJtu1F5KzY7ydt6s3kWkM14PghhZoXq610QdLQJ7R/n0vRtVqVMadq2ctqZqmUYKtd8dJI2LhBRKp+fQ2/renGeaqWBKoEj+Kk4l/+Zy83fefx5vLz//dPuOcvrpzgATMdjeTOfHj9czfziVfNr8X59Vefw/VXnzPvc69G/vC5E5M22ZZOEl/4xQG+8IsDABzI1ya0N52Nou3TnprbAFqhUCgUq4dY5g6phM5I2aU9bZJOGOwdLZHVTBKmjlVPWEgpqTgBGzrikqahks2jR0rUPJ917Uk6MhY1L2BLT45QSoo1nzbLpOIEjJQdOjJJqKtGqm7A4bEauiboa7MQAkxDw9Q0RkouBdsDoDdrITSN0bJDTzaBRJCzDLavzWFogsaNWkMXlJyAvvpYG5P5fSMwEjrUvID9o1WQkrQVmyF7oaQ7m6A9naXNMuYVILUGVa4XcHjcjtukC7AMnaGijeOHbOnOkDQ00qZB2fYYq/mkEzoyij1dnCDCC6OmH4ztxwF6GEkqbsBI2SVnGeiaIJRx8qEjZTJQbxE/W+DSKKNz/JCslSKMIvqLNk8OlTE0jU3daTIJgyCSjNV8LNPl9L5c89oGCjYjJQdTj8vsym6AUXVJmTpdmQRjFbfpl9SbS9JuJZrJkpxl0J1JMFJ2yKWSE0ym5xOITi7HKDsBJcfnyFiNbMqgzUrMO8mQtQwcPyKdjBXZfW1JBgsOhqZRdDw2dmVoS8UJudiEWjBWcenJWVSdgK09sXq5I53g8JiNH0UQ0WwT35VJNpNrSUOj4gTkq7HKIGXq07Z/nxxMNxRdoZSLKo+ZT8nVYhMBrccNFW3WdaRoLQRZTUmApzLTvX+wsGTnbCym1G8laSRshAA/jBAIvDBkbXtq2nGeqiWBKsGjOKloTe5ALGf+X996hN1DFb7y1uc2J51eGPGTx0d4x5cfZG3bRK+aQ/kam7vTlByfC67/Aa+5cCN/++pz0TXBO39rGx968ZkreUknDa999vz9jv7xB7v52CvOXsbRKBQKxYlFCPE54GXAsJTynPq6LuBrwFbgAPAHUsrxEzXG+TA5cNN1QdULGCg6aEKSMHRSpsG69hTr21PY9TKMihNg+yG7BkpxgiSIqHk+Q0WHSEqkJpASkJK2VIKaGzBe9RivefTmLHKWQcUJ2D1YYmNXBj8MKdghR+qGtr25JGU74InBEkEQUfZ8ijWf7lyCsu1Tc0Mu2NxBd1sSKWGk7scgpcT2wmm7RCUNDT+S7B2ukNQFyYRR79AVsjFlYhqC03oyE8qD5mNyrAl4YqhCvuKwtiOFBMZrPl3ZJLYXMl71mmVibhCR9EKCSJI0dXKpJEldZ7TiYugBpVpcKtbblqDiBHFSou5jI5H0tVloxAmszV3HSptmC1z6CzZj1VhJUqh59OSS+IEkFPHYGmXo6YTOcNllfWd6glFyOmHgBnFZ27r2FDKS9BdsDo5WSBg6bSkTgWCo5NTNlDMUHQ9dE6QSOhcswpsG4gSIJmCo5CKJS9+EgHzVJSROrrQqpCYnGVrfv7Shs6dQQasINCACTE3w3G19jFW9ZqLFMnXWtluMV12Ktk9fm8Xm7gy6pjW3n7Emy86BEiL+gNOVOZa8ov65e/jgGLqmYWiCqhswWnFJJw129hc4e33HhI5SjWB6sGQzWnUREgYTDp2ZRLPsZCkUB4v1V5l8nGFoHBmvsanr2N/K3mmxYQAAIABJREFUTEmA1WzYe7Ix0/sXl1ItjaJqtSteGgkbAc3E8po2C02IGce5FCbmJxurIx2nUBwHt/7qMA8eHOeJwTIAz//kTznzo9/lHV9+EIDBkjNh/yv+90+4/8AY533s+4SR5Kv3H8YLI8IoNgNUwLVXTm17fsaa3JzHvfL8uFTtC/W26qOrpGZXoVAoloEvAC+ZtO7DwI+klE8DflRfXrU0AgbbCynZHiMll139Re7dO8LugQK/OTzOrw+NM1iwiaI4cWJqgtGyw/3784xXPR7an+fwWJXHB0s4fogdRui6YP9QFT+IGKt6TUVO0tTZVFdKCBEnkjJJk7GqS9EOAUEuaWJ7AQMFm6obkEuZdOUShAE4foCUEiuhowvB5p4Ma3IWQSjrwUjEEwMlhurmyZMDye5sksCPsN2AMIKBgs3uoTJeFKtgHD9qeonM5DPS8B3acWicsapHJCVF24+TJKaB7YVxKZAQlG2PMIqoesEEP5RNXWm2dGc4Y20OgUAi0UR8A6rievS1JUDGZXGmIeIETxTFAb+uIZFU3YD19S5Ws3mZOH7IoXy1XnoUYWga41WPCBn7Vuh6s208EqSU0xol214Uv/91z4u4pMykUPOb6xK6znjVI2sZdKaTU8Y12d8jkpKxuvlxq4dL47UfLjk81l9CIqm5YfM5MkmTMJRoIr6WBq1Jhsnvn2noiAjCenmHhqC33Zq2dXeserLY3pdjQ2ea9R2pCf42qYTBmX1ZztvUSXs69llqvU7L1OnIJDF1QdH2Ga249OSS5JI6R8Zs7ts7yr6RygTPI9sLODRaIwoj1rRbSAmDRZswihbUMn42FuuvMvm4vpwFCIZLzqx+P63vQaPjUePaj6e1/HxYSCvtk4WZ3r+hoj3B2wtm9jmbi4bib7hs88RgieGyveqScpapc3pfjou39bC+I9X8fC2HMudk/RwpBY/ipOTej1zJJX/74wnrrr7553zuzRdxMF+b9piXnbeOO34zAMBr/uXeCdtsJSudwAdedCZfuu8ghcakb5787avP41s7+pvLF934w3l5HimWhuGSw3tufZgbXnnOvBJyCoVi8Ugp7xZCbJ20+mrg+fXHXwR+CvzFig1qgTRKshqlJN1tSR45WmCs6pEwNcaqPpH02NidZrhoYyV0OjMJdg2UEBr0ZC0cL+JgvsJ4zUc3NHIJDSeIEFJQqnoEEo6OVdEQHMrXOHNtrtlOvOz4uH7IobEaPVmLshMQRREVN6Bc80kndXIpk/FKwJpOC1PT0IRGb9bENKDk+LGSyA2ouiFd2dhzJ2uZVN1gQjkMxIHBmo4U41WXffkqjheytt2iI51gpOKxrjMzIeCdzh/lsf4im7oyCAG6EAwWbfwwIpXQqbhxQNCb01iTSzJYcvBDiWXGxtQ/fWKI/aNVckmDZ27qpK/NYm27xXDZoeYGbOiwkAiGyx7I2LdIF7ChK0MkJYWah+2HCAGbu+YOZpy6n0vR9nGDCC+IyFkGYQQCUS8JcrD9WDVk6ILTerITSocaRsmhPBYsVutqLIFkvObRnUuQTZoYusD2wxk9lg7lq2iaaKqFxms+pi6INNFMoLV2G1vbbnF4rEYQhiAEadPAi0J6c0kcPyKSkqoXYHsBIxWXqhOwuTvTVI20vn9VL2BNe+wXta7uOTi5NTpMr1qYrszj9L7crK9/m2WQTRpo1di/J5KS/nEby9Rps0z6CzZDRZtU0iC0PSpOSCZp0JVNIIRgvOZhuyH5isdZa5fm//li/VUmH2eZOhs7UwwWnVnVYwvteHS8NN73ku1PUAoeT8nSalIgzfT+CSGWrKyqcb19uRQbOuLz5isulqkv+3Uv9LVebmVOI7kjJVTcWDV6KF/l6evbp+1CuJpQCh7FsnDHb/p59ad/3mw7uhTUvKD5eF17igc/+sIp+/zxFx6Y8fg/vmzmNubfeXQQgNtbkhOnOu/4rW3Nx6945vxMpKdTQEXR0n0GFLPznL/5Eb/cP8aL/vFuzv3Y93ADlbhUKFaYNVLKgfrjQWDNTDsKId4uhHhACPHAyMjIyoxuEm4QUXH9ZjcS148VIzUvDuB725Js6UmjIRiuuKxts+jNJjENjZ6shalrpJM6CEFvNoGQkt6shesFjNsee0drpEwNTRMkTI2q61N2AwaLNsWaR6EWUPMiTD1W5IxVPEp2gOtF+HVlTBCCH8XnXdeRImcZdGYMujNJPD9iQ2ea3rYkm7rSGJrAiyKGSg5PDJX55d7RKXdd2yyD3o4UZ6xtY0tPlnXtFroQGLoOUhJGEYfHas1uSsWax8F8hQcOjHHv3lH6x2tEUmKZOl4UMVx2uX9fnocP5XlysMJQwaHi+oSRpM0y2L4mR3cmyc+fHMEPJBvaUwwWXb5+/0H+54lB9o5UCIKITd0ZNnSmMXWN9R0pNnenSSV0SnXfmZk6Yc1EIzhxvYj1HRZeEDFYsjk8VmOgaFNyPHRd4HgRhtDwo4ggiOjKJCYoWjrSCbwgIopAEJsS9xdsOtJxWVZ7KkH/uE3F9fGDCAFT1ByNsRj1z5mUsHuojEQiiIPSgWKNnUeK3PbwEQZLcZlfKmGwuSeNpmsUaz6hjEvUdKGRTRr0ZJMIAQdGqyBha08GU9em7VjmBhGWqTW7ecExlcNcnbwm/M34IYMlm/2j1Vnv6De6WlWdgCAM2T1UYqhkIwE7CBkpu+iahowkfbkUUkq29Wbwg7j8LYwiEqag6vrYQbQkyoHFdhSa7jhd09jUNbt6bKEdj46HVrWQG4REETwxWOLJ4TJj1Xoiu/5881VlLGWXs6VgpvevL7d0HdSWqovWQpUvq+21hok3QCSCXMokjODuJ4bZNVA64eObDaXgUSw5n//5fj7+7ccA8MKIpDH/jO9Dh8Y5PFbj6vM3TNn26k//YsLyQr+4tvVmueGV5/BX33p0yraPfPMRAD5+tfKNafD2y0+naPv814NH+LPj8CX65Pef4M9fctaU9WEkuf3XR9naneGCzZ3THKlYCPfuzU9YLjsBZ370u0pBpVCcIKSUUggxY4ZbSvkZ4DMAF1100bJnwicbAhedgKPjNfJVl65MAjeIS5YGxh3QoDOZIKHr1NyQVEKjPWUyXHIo1DzyZRc7EdCdi0tJNBG3GRcCCo6PF4KuwcauNF4gGal4WAkHQ9fJl2NfiAOjVVKmFgfnwMGxCpomqLghp/VmGSzaVNyAku2xvjMuCbHdkKQp6Mwk4wRULtksI9I0GC65VL04uZLQNcqaoDuX5FC+SkcmSbIe0B/O18gkdISQlO0QXRec0ZfBCyVHxm2SRny9FSfkiaEypq7RZhlN0+OD+SqdaZMDozVKtls3OtYJozgYf/DAGD3ZJM/b3sO23iw/3DmIH0gKthd3c8oYVFyfRw4XedqaiL52i9Gyy1jVpDOTwNTjgFsg6Mwk0KRkuGxTcQKylsG23tnVI3AsUMtYBpGE7lyC4ZLD0TGbbErH8wJMTdCZM9jQniJnmWQSBmP1QK7VOLk7k8DxAtwwLrnrziYo2yEHx6qs70rRnUkwVol9bDZ3Z1jfkZowvsZY+nIWg0UnVhpIKFQ9MkkDN4iw/RArqeNXIvJlhzCSbOnOsLYthYwgkzBImTphKPFlSHc2NuNe25ZqGkA3OlYJATU7oOL49TK0uKzN8ePCtMGi3dyvu34nfjY1QCP4dPyQ/aMVgiBu/b61N4vjh9MmOBrnGyk5HBit4geynoTU2NVfxNR1LFOb0BWt5AQkTEHC1wglCAFbujNN1cvxGigv1l9lvsdNfn5gQR2PjofWxETFDSk7PoYWJ60zSRituLSnTLqz8/chWm3dwuZ6H5bCSHgpumgtxutptb3WMM0NkCD+XIVS4ngB2aSxaGXYcqMUPIolp5HcATg8Zi/o2Fd/+he896s7+Le7901Y/96vPszjdY+dD/zOGc31D370hRNar07mqvPWNR9nkwZ/dPEW3nb5MSXP9ZMSOr25hWe7n6pomuAvXnIW9/+vF7Kpa/5frr/3rI0Tlj/9070TlqturMS68c7HeP/Xfs2rPv0LQqXyWTBXfvKnbP3wnXxvZ6w+u+bf7pt2v1blm0KhWHaGhBDrAOq/h0/weICJd0f9IOSR/hL9hRqdmQQjJZdf7cvjBz6OF6tFRgouwyWHUEp0EZvEBpHkYL7KUNllrOLym6MFfr5nhL0j5VjxU4vNevMVlyiMqDoBYRQxUnEIw4iK7dGWMhguOxwdr/LEUImi7bF9TexzUqoFDBdtTENQdgISukZvNoGhC8bKHlJC1tLZ0JEmjCLsIGC45HDv3hH2j5Z5crhMzfMp2T7ZpIGuaeRrPr/cm2eo6LB3uMT+fJV81WVjh4WmxybQdhDg+gF7RirsGSzh+QGWqdFfcPjF3hF2D5UoVR00oWEago5MbJw8WHTJJnVsNySIBFIDqWkkTZNtvTmeuamDnGXi+CH7RiukTQ0/iMuK9o/WQEaU3YC2dAJT0+jMJHl8oIjtxT5Dje5MbZbBUDkumThzbRt9ubjt+1yqg4YCKWXqePV28mvaLdozJklDx49gqOxwYLiCF0Q4QchA0ebhQwXCuhoGAbsHy4xWXPraU2zvzWLqgnzFwzQE527qwDIM8lWPTELn4m0903ofNZQcDQNjTQAivhFRdHyOFmxqXhC3G08YVJyQA6NVdg+VAOjJJmlLGbSnTAIZ4QaS0bKDEHHCLowiDuarDJYc8hWXwYLNkyNlSo6PoQmiSFJ1AgZLDhU3IIwkhohL7uajjmncyd89WKFkB9hBRNEO2TNUJmpRhkzGMnX62izWdaRZ256KjWDDiNGyhyYkphaX7g0Wbdrq3eTCQLKuzWJNzqKj3mo+X3F4crg8q2KgUPN46OAYB/JVijWPmhdO2b+RdPKD+PU9Mlad0B11JtXFfBRO0ykwGt8njY5Hjc90Zyax5J2ZGp+xxliEJrBMjWrd5Hyw6HBwrEp/wZ63QqX1nA0W622zFLS+f7sHy/xq7yg7Do3zy32j7B+pLMm4FqvyamU2FdBMn7HV9lpD/FrU3BCj3qm5WPMRQtBmmfiRXLS6aSVQCR7FkrLjcGHC8rtveYj/uPfAvI5tDUQ/cdeuCdtuaymdev6Zvc3H3dkkO/76Rey6/iW8+XlbAfj5h69sbn/1BbESaE1bEr3+B/q2K04H4NOvfxbPmqQc2dabnddYFTPztitmLoX7yePDnH3d9/jyfQf5/M8PNNdv+8u75nVuKeW8y/7e/7UdzeTHUw0/jNhXv+v9J//xIG/94v0z7vvDXasivlQoThVuB95Uf/wm4LYTOJYmrV4YO44UqLkBfiQ5lK+RTuoEEezsL1P2fLLJuPRotOqwe6DI0UINx484NF7lyZEyA4UaXhhRsuNSqz2DJUpOwKbONNv7skQhCCHoyibxQzANHcs0CIk7S/lhFKt9iJNNWctgY1eaZ27pJJ1IUK75JHTBpu4MHSkLTYuDYjcISCdMBPENG9ePiCS0pxKkDJOHDxWounEpE8THOPXEUyAluwfLHMnXYnWPqdNuJTB1HQ2BZeh4fkjJ8XlypMLtD/fzxGAJTQPXC3n4cIH9+TI5K1Z7uEFIxfXx/Ag3jNjamyaT0EmZccv1muszUnI5/P+z9+bhkqV1nefnPfuJPe6WN9faqSoKLJYCQRFkBLWh22V0ROdxaXd8nMd2n0ZQobWRdunu6R51xLa1hRFb2tbWoUQRQZCmhFqoKmqv3G7m3WOPOPt533f+eONG3ZuZNytro1zu95+8cU7EiXMiTkTG73u+Szfmj+85T3ec8uDGmNVBwjgp0Ap6UU7Vc4izkjiXNCsuS42AQfJEzs5yM2SUlVR954oG0t1DdjN0mWQlj22OiTJDhq0PE6q+RavqUQ0clmo+ji24+2yf872YfpTjuxYbw4TNcUpWKKJCIpWiXXFxHZs0lyzUfY62KzRDjyOtkGPtCrXQ2fcq9u6h0ZA8IdcsVCmlYmuYMZhkdEc5Z7YnWAKT96M1aS4514vIpOKWIy2uWaxxqB5w7WKNaxZruLbFIMo4tR0xiI1iI3RtxqnJFBolpg1ufZQSODZN36ERuJRKY1nCBH5P1TGXQ1YqulFKN86mRJWF50B3ktObpJcfQoXgWDukVXGYZJJBknGkHSAVFEqxUPfxbHvWiuZ7FuPMqOHaFY9+XJCXmkbg7rGt7B6UH1od8JcPbrA5SklzSVoqelG2L/mkMQTNzmu4Ozx8P4vMDrmwnyXrUkN9PfQIHYuaa3N6O+JsdwKwx0J04cC/sx9PNdR27zlmoZRmlJQMk3xqXVJM0pK/PdVlbbB3u/sRCc8G2fFcIC1MC5/rWlQ8h+1Ryp0rPU53zOfnmdibdqyFl7N7PZn9aj+yZpQU+55ju1/rtJBsDBNObU3ox/uT2U8HT8U6Nj+1gCa5NO2MmURpRcV38Gxrqlh7cvL1+cABwXOAZxV/eNf5Pbcf3hjz0//jgSt67Ci5MqXBi482L1oWejbv/JpbOPOeN3N0Gp4HcOvxFr/57bfx5z/82tmypXrAmfe8mTe9+DAvusS2DvDMcNNyg9/73i/md7/rlbNlOz8uv/N3DBHxjkvY5PbD+jBhpRvz4x+8l2vedjs/+d/ue9LHfPZMjz+6Z5Xvf99dfN/v3snq4KkpyZ4L/Nn962xd0Oj2dHH/6nDP7d0kzg7R+Y4332zWPbj5rDznAQ5wgL0QQnwA+DRwoxDivBDiu4H3AG8UQjwGvGF6+3nHKC05sz3mow9ucP/KgCQvGSUFd57pGkuSbTGKc8apCbNFCFKpmaQlZSGJs5JhVDCMckZJQak0h5sBcxWXKJcEwiLwbE5tTYjzgnFmlDTbk5Q0K3lofcinH+vwtye3ifOSrJC0qh4rvZTPnurw4NqAQZyDNgqOpbpPWWp6cUq74rPcDKh6Lp4taFU9zvcS7Gld9mo/JpeSeuiwOcmp+i5Ka3zXQsBMGeLYJlvonrN91ocpAo3SEtuGw+0KNyw3KKXmzjN9JlmB7xh7WpRLmoFpixonJZ1xSl5KHCGIi5LFhlGk9KICgcAVgrVxSmeSsTlOWe0nzNc90kyyPjD5N+ujhNPdCM+1SAtFWpp9PNYOqUwr6Y3SRdCfZCht1FPrg4S0kHsG0t0DywNrA5QGz5kOfuMcpUEpRbvikRUlrdBDac1CzUdjIZXGdQRJruhMMtpVj0FcMIgK8lIROBZbY2O78RyLWugyinOK6QBoVEmKire/mvpSQ2NnnNGqeoSeyWgSQpNKSSk1C7UQ1zGB2r5rE06r0C9FIizWA05ujXEtgS1AKhOo7FjmnD4xZ1qwrGk+006DmTnOnLVBzLnekw9nD66NSbKSfmzOfzHNAdoYZfvWg+80gW2PMw41Ql52VZtG4FFzHWybS7ai3XKkxXIjYL7mE+eGCNVo5mr+jNw7vTWeqXW2Rgl3n+tzcmtCL8p4bGvMPSs9Hl4fc//5/kXHtp+64uT2+JLL1/rxFQ3E+w71aUE/KZireVQ8hyiXdMbpjDDYPfAnueSesz3iXD7lHJbd51jNd6gHjvmsFoqNYUp3UuA7FnMVj+1xxsYwmW13P9LmSsiOLzS6k4yokMR5SZJLhmlBNyqQpaaUmkFcPCNlyZOpta4kK8d3LCapuQBwthsZu21aEhflvsqendd6nBSsDxKyQmFZ0Ai8Z408eao5P4Frc/ORJqVSjNIC1zH73Jtk9KKc+88PGKXlHvL16RKUzzYOMngO8Izxnb/9Gc72Yn7rO17B++44C4BtiT22m/P9mGOX8FBqrdmeZCzVA/6/+/YGHG+N02kV4xPbe/xf/5M9ctL98Nm3v4HNUcpCzeeNL9w34xKAY+2Q8/3nnwD4h4QvuW4BMHa6f/uRR3nr++/ik491ruixUmm+7lc/xQ+/4QZef+PSRW1pH7zrPL/0v9162W3sbkn7iwc3GSYFv/2dr+D1v/xxPvKjr6MR7P9D9LlAIRU/8P/eDfCsZOJcmEe1gx9+ww388BteYMjOTsTPf+gh/uTeNf7Dt7z0GT/nAQ5wgL3QWn/LPqu+4gu6I0+CtJBsDhJObk+mt0vuPNMnlRLfcvAcUEA/yfFdo4xZCH1sx+ToDeOchVZIXJSMMkkQ5dRDn6pvMV/12RynKGHye053ErQuEcJkNrQqHltRRC6h6lkEjsX6MCNOCzQ2sSx5dDNnqe7juTaHmwG9ScbawOTvlNoMLMtNn7KUPLw+5tT2BCywEWitcWyLtNBUHQuJ4MblOv0oZ2ucEWUFtcAjlwqpNGlREucla4OYvJC4ts3V8yHNisvD6yNcm2l5uBm4jQqkIM6MLWe5YTKH8lLxmhuWuO9c36hERgmWVsSFaQBzLdMkNhnEzNc8WqFHLfC4d2XA2e6EVuBx/UIVS8CZ7Qk3HK6RS5MrYwtmwxVam3pvBKFrU0qTHzNX9al49kVZFxsDRbdM8RyLpJAcaQfEmVEmHWkFxEXI9iQ3lfC5sbmlhcZ3zO+1uYpHlEkC12TA5FKZ5jJP0I9yDrdC2hWXvJR0opQoK3Fti9B10DqbtWBdSskjYNpIoznUDGEaGr3UCKh4JvS5mCh6cUaz4nK0bYgY37Fm+R8X5oOkhVFSZaWkH2eUyqPqO1R9Byk1tmUGSdc2lfNSawqpUVrx+OaE7UlKlJb4roXvCG4+0rpo39NCkuYlRalohKadbX0Q06x4hI7N9ihllJaw69h3vy/LzYDz/YRzvYhj7QpLDZ+sMHazzVE2zSSyuGZXK9pOY9cwKWgELnO1YLZOKsUD6yNOzFUJPZuznYhz3QTXgfP9xNgkxyntqsdc1edQI9iTE7JfxsokLTna2vv7WirFSi/muqX6FWWpnOvFs8yjdtWjKBUr3ZjlZki95lJKTS4lc1WfKCuJsnJPy9b5foJG048yGqE7a657YG1Au+Jftllpd9OZ79hsZSlJKakHxvpmWeZ7rhY6bI0yBILeJGOhHuybQ3Sp9rTnO28lKxVpLumMM6q+jWNbZEXJ1sioI6XStKdB6XEun1YL2OXyqK4kK6fqOzy6MaLquwRTErs3iWhX/UuSgHEuZ8/5wNoAOQ2xb1fNDLg1TtkapZyYr15y/6/0GJ9Ozk+r4vGyq+boTjK2xymPb05YagZTghs645TlZgvPsfa0LF5p9tBzhQOC5wDPCHed7fOxR0z7x+t/+eOz5Sff/Sau/pcfmt3+Nx9+hP94wZD5ofvW+cHfM0Pvv3vLrfz8h/bash7dmHDXmT5fdLxF4Fh8zUuO4thXJjpbrPtXnKfzyZ98Pd/0G58+yN95DvDyq4wFbj9y5/e+94v5vt+9i0lWcs9Kn5eeaLMxSrl/dch3/5f9G9EuRHeS0ap4PLA25IuOtS5a/7ene7zs5z5CWii+6J1/8QUPHr75pz88+zuayu2fCW493uLecwP+21tfzTfuIrPe/OInMqeumn/iPyut9RURowc4wAH+4aE7yXBciygv6UxSlCXoThJzVT10SAqPTErSXBElBbnSpK5NqTQIjVKaspSgQErF9jijLBXD2EZphVRwpjtBYIYPjRmim9NhGCyW6i6NwKEauKSF4vwgw3ME64OUXJUs1X2aoctaN6ZA8ZcPbVIqRTNwmKv4TLKCpUYAQrM5MpktR1oBC/UAtOD4XIhjwflBxObIZP7stDDVPIfOxIRDp7mi5tvYAs73YrJS8qLjbYqxyVixbZvFqo8Wgl6UszmM8V3bhMI6FhuDhIWaD8JidRBzfL46u5qb2iVZDkILhNac7EwYxxlfftMhlDbBsoebPkzr1au+xSApCGybXpQzV/WxBBzZNQys9mOOtyt0o5xSGRVSIQXb43Q2dOwMyCu9mJOdCYVU9CY5jYpLM/TwbZu5qsfhVkgzcPmrh7fojHMCzyZwbCa6JFNQ8SwOt0PWBimBY+E5FlJBXJQcaYXG8lZIenHBqa0Jx+erLNR8tkc5UZpw64n27Cr2pa74e47N1QvVWTAsaJOBU5iwY9sSFFKhtOBQM+RQw5Aa+a7A3h0bh+eIae16zCgpqLgOcaHwnZLDrYBBYtNJM440XbQ2ygalFcvNkLyUnO3FPLoxpNQKpTS25fP59RGBY3Pz0dZsv7uTjHO9GNsSXH+oxrleTOg5pKUkyUrSTPKC5Tqha7E2THhgdUgjdMlKhWMZeyKYIbaUcLYT4boWg7hge5yz3PSZq3jERYkS5ph26qh3Bs4dRdYOtieZIdU8GyEEw7Sk4tmcG8QMkpxm4BE4Nr24MI1c9QTPtRHAtUv1Pa/hDgqpqU3rxHcv355kM3sg7D8Q75BgO+SRUppzvchsN3Rn++pOHz9Ji1lsgiWYVahbAhzLYnWQGBIQE44stb6igXnndZuvSTaHKYFrGzVaUtAMHLQ2qsQjrQDPEQwT871yuQH8qVZxP9e16r5jLHyea83q0ePcKC9LpWaZTnNVH1vwlMOOnwxXEsIcZSXH5qpEWUk6Vf61q1W64/QiEtASYvb5DlybdsWQ12L6edgYpri2QFli3++Xk9sT4qxEaY0lBIOk4Lp9ssCuNED6Uu8jQM13ifKS052IeuBQ9XziTNIMTZW6aYh7/oOiDwieAzxtjNOCb/j1i5UEOxapD7711TMlxZ/eu3YRwbND7gD8yH+996LtnO5M9ti7nisCRgjBB9/6Jc/Jtv+xY+FJZKxfct0C+VRm/vW/9j9533e/km/7rc886XZ3Exa7icTLIS2uLKhNa83pTsS1z1Ie0wc+s2IGpSne82cPk5WSf/31L541pTxV3DvNurrt6rk9y69femKfhRDcdlWbO8/2SQpJxTv4uj/AAf4xIisV7jRodpKaPJVW1WeSlWyNcwJP8YJDDdYGCZ1pmHCr4uEqxTgzg1svzrn5UJ3tSc5KP0JKTTWw2RymCK2RGiytkVpSFAKlJZ5tmq7max6H6j6l0mwMMmwHNkYJizUfz7HnXp4tAAAgAElEQVQJbZvz/QytNcOkxHEtLKARemwNEwqpsSyb3iTncDNgnBakpeShtREn5iSeK0Ao+lHJNfM1HEuwNcoppaJV8fBci04kcbBAKAappBePqHgORaE505kwSUs8xzR4tWsew6REK2P1yJRRCb3keNu0daFZqnmMkpLeOGdjlBJnBZaAQ3WPU9sRXuBglyWWsLn33JCXXdXGEoLupMAGWlWXQ7WApDABz4Oo4ExnQj1wGWcmnLriuQyijMMtY9caxCabx3MEdcebqTEsYQotBknOXMWjF2Ws9CIWiwClzUC4PB2WK77LLYcbrPRNXXrF0zRCh41BRllIjs9VEAJWehGHmgELtYDAs1DKKL/uXumzPUpYnCqZHt0Ys9DwOdyqkeSKVsW6SHFhrF0XXzUXGs71YxqBR903JJrWmsVawFzFox9lxJnJIrr5iLHT724R2hjGdMYZtg03HmlwrhdztmOWVQOXpabPUjM0r5ltMV8LqHg28zWfjz28yTgraVc8mhUXS1iMkowH18fcfLS1h5QSU0LOtS2OtkOkNkTn5ijjxHyFo+0Km6MMjWacFGwMU4ZpRuA4tGseV89XsS2brMjJpOLapTq2EGxPjHrnaLvC8bnq9PzYOwjuPl4TWJ7x+ObEqFLykprvUkhFqSXDpGAh9MiUqXVWGl54uE5WKGwhWOnFHGlX9m1ium6xPrP07CyP0tKEbe/CpQbi7iSjHnpUA3fWZOa7NlKWNCsm82hHuSG1YrWfsFRIY1HMTaaJa1v4jiH0Kp5DP8oRAixhwrmNpefKBubuJEMLmK8aZWAwDThf6UbM13xaVZc4M/lfu61i+5EyV0raXKiom6Ql95zt0ar6NKbP9UzJnvmajyPAs4xKb5IY65CQTAlSzfog5Vw3ZrHh49gWVc+hXfVmz/1MCIf9CMLdFresVNQDh0b4hFo+yUtGaUnFd/aQgO2qvyf/dPf2B3Fuvjc0+Lu+Q3bv/9ogoR9lVD0XxxaU0ijA1lz7ot/xV7LvsPd9tASsDRMe2xzPWu12vk+VBscSJFMbVpzJZ9xA9mzhIIPnAE8bH/jMyiWX7+SdvOLqOf7NN7z4kvfZvEwWySd/8vUAF2X3/IePPvZ0dvMAzyOuXrj4P5A//IG9ZNpf/+SXz/5+MnLnLbcdB54ga9aHl7fW7c5e2o1RWvCpxzv8/iXO4d/6m9P8L7/y1/zOp06bTIingb96eNPYD8cZb/vv9+9Z9747zvIHd57nX/z+Pbz3Eyef9BguxIUh09/x6qt4x5tv5j//89suUul80/T1eqptdgc4wAH+4cB3rFlQseMILMtCSnBsC9u2KJVie5zQCFxcx8V1zTKERSkVjdCjlCAsh1bF41AtICsVwU7GjVRkRYlC49gOtgOuY6G0aWMcpwWdccbmKGeQFqx0I9OCVShC32a+6qNQ3H2uzzApWO1EWMLiWCsg9DyGqSFbVroxnzndZ32QkGQS27boxTlZoTi5GXG4HRAXksc7Y8b51N41tbkkuaQTZyS5ZLUbMYhylNY0fIsoLRkkBaXULNUCskISOoLVQWLIm7SkEjqc7ozpRSnrw5RRYnLlNscZmyOT5fHg2oh7z/XNsWMIqmNtn6w06yw0Vc+aBjcrzvUjznRjznQTQNMbp5RSc3JzTJRJhrEJyT0/HcaXmyFXzVeZrwWzwcl3LLYnGUkhCV2bWuCyUAtpVjyUhn5slEG+Y83yQxabITccqnHNYpVhWjLOJEfaPqFn89nTPZqhy02HGxxpVnAsmKt6JHnJ2jDBtQTLzZBWaNrNmhWPqmssUTsKn84kIy0M8XS6G/Hh+9e480yHs91olkfh2gKNGVYLqVgbJqwOYia5se08sD6kHxeEns1CPZi17+zOBznfSwg9Y5kRApJCYlmCuFAcbVUIbZt2xePEnCE1LMGeAftYq8JiI8BzbBxbEDgOW+OE1X7M51b69KbnSODaCEtQ8037mC0EcSaxLGPxN6SbUeXEudkH17ZJi9JYaSY5rmMxTiWlUrP8kavmqlw9X0NP690vlQV0YesVGq5drNIKPdb6ybTCWSCloObatKoeFdfGsSyOL1RoVXwsy0IgqPoO3Um2b8ZKq+LNlhuLY4IQgu3x3pDbSw3Ee1vSzHl6vF3Bd21qvkteKgqpSIuSc90ErfVUUeZxthvNmuMqnk2clzRCh6yURGmJ0op21Zs915U0K2WlopSKwLNZrgc0Ao9Sm7DcJJcILWb5Lqe2xpzcnuyby7I7t2Vn2L/jZIdT25OL8lV2W4BMMHeObVmkefmMgo93I3Btrj/U4HAroO67pKVivhZw1XyNqmfINN8RZFKyNUrxpm2BO5lDUinO9Z5+Rsx8zWc0/R4/05mw0o0YpcVFuUTnevGe3LDtSWbCiR0xCz63ELN8rd3b38k9SguJVnrWvAYXv/+bw4SK6+BOP1euY1FxHTanx7s7D6fqO1eUqbRbGbk5ynAsi0bgEmWS8/2YYZyTTT+TZ3sRWiny0igRaxdEQDxfodwHl3QPcEW47/yAFx1pYk0llQ+sDXn37Q8/6ePe8ooT/J9/aAbcrJT4U7nqfmzmh3/4y1hqXFr18Y0vP3bJ5Qf4u4ud9xvgV//3l81q63dbpFqhd9Hj9sPn10y48MMbIx5YGz1pWPONy3X+n299OW99/117lv/C7Q/xgc+cA+Atrzg+I0a01jOr4Dv/9EHe+acPcurdb5qd91eCt77vLj58Be1dt9+/we33b/Cxh7f5wPe9inz6A+nJrFQXBka/62tftO99H90cA/BV//4TX3Bb2gEOcIC/G5iv+QzjnCgtWevHpJkkV5J0emXfcTSDpCApJIFtk+U5nSKnFTjYtsAS5ruxG2eUckrMuBZCWGggKxS5KkkKGyUlCk0tcInTAsfSxJniTB6xVA8JbBhITTvwzKCr4XwvQgPjuGCx6jNMC5aaAd2oZKHm8shWhgVEeYYQFmkhONKqmCYkYTJ3kkKxMUjoTDI0gqKUFFIzSHNuWW6wNU7JCo2SGglMspJeXDASgpsOBxxq+CgtuGG5ziceMRXxjm1TD03D1mCcsakUh+o+Dd/h3nM90lJjCY1tm+amhVrIuX5EnBbYocdcy0dKjQX0s5LPrQw40g4ZdyVSKzb7KaUGpSVH2yGnuwmVwKXqm6ySuu+SS0khYWuUcnyuMlNb7Fy9nq/5PLY5nuYJCTZHKdvjlFbFIwhsrpqrTIdmOVMenNwe8/DGmNVeRM13aE5r2kdJzkLNo13xZgHEUarISsnx+SqubVEPXVYHCd0oo5QwyXIEmrmqj2dbbIwSOlFGUSg2hyka0+YVpXI2cC03AoZpYarX6z4jpQlcB6VL5gOP7jjjhuUGvmNR9R3ivJyScDm3TDNy5qeBw4VUbI8y1keJaWtqhcSFpOLbLDZ8RmmObYlZdgqYIbtUio1xwrJVIZzmDY2zArSpG398a0w6zQW56UgDqUBpY0881q5Q823iXPHQ2ohCauaqHpvTYdpzbZNRNE7RCIZxTqvikpWSxZr5veM7FqXSSK1YG6RcvVDFtSyk1rMcoygrZ4oRhOC6pTqeYzGMcx7bGlNKxZnOmEJC3bepLddJcsVS3UFrRcUxocXtijmPDjWC2WC8n+1o57VNC0ktCKl5BQ9ujDnTmXBivjqzEV5oz+rHGetDtUcpUkjNUt0nmZI722MTNl31bV5yok04VRVfPV9lkOQ4thn0X3S0yTAtKEuF71k0Am8PAXAlA7PvWLiWRVlIhCNYbgZUPEPSeraxZoWeNTu3XMeaKc4vVAldOOx7jjVrXtNa77EL7bYA7ahPdhQel1KfPFXsKIlGSU4nymlWXG5YqlFITT/OWWoGHGmFdMc5C7XA5AxFBUfbhnTYmCoifcd6RgojoTXT9G8Q09u79nG3XS/JS850JnTjnHbocaQdcmLOfH9nhbyIrNude6Q1SK1Zboaz/brw/RdCmH3Zs4PM7Gi77WndqeVwdRAzSUtqgcN1i/VZbtaOSmtzmHC4FTJMTGC1a1toS9MIDVn5wNqIq+YrLDd8Nkcpg7RkUSpuPtKkO8lmv+cv/L7+QuJZIXiEEF8N/F+ADfwnrfV7Llj/o8D3ACWwDXyX1vrsdJ0Edi5xr2itv+bZ2KcDPHv47JnezGq1MyT+0d2rT3k7b/vD+/m3b3kJsLcSfTduWm7s+/hf+sYvesrPeYDnH7/57bfx6OZ4Ru5ciNCzuWm5zsMb49myGw/VeWRKTpx895v47U+d5utfepQf+QNj5fuNvz71pCTK299kWqS++kXLF63bIXcAtscZi3UfIQQ/+gcXWwWv/anb+dzPvJFW5WIiakdNs0PKbI3TfffrzHvefEk72aObY3pRzst+7iO848038z1fdu1lj+tvpnlG3/Hqqy57P4Dv+JKr+U9/cxowDXenOhN+4qtuetLHAdxxqgvAq66dv6L7H+AAB/i7icC1mZteFe1FOVkmKVEoBbYjkNpcFbUALTTCtlClJC4VDd/Bc2zSUtKfZNiW4PwwxrctutP62qwskUogZYFlC8pSESUllaa5wuzbpnlISsVSM8S2bULfJnRsPr/apyg1SiiwBFEhWayHZJnGdzXDOGcudOlHKUpZNEOHUVrSjXKWGyFpKbnr7IAjLZ9RWlJKyJTERiAEyELzqce6HGkHeLaiOykM8eTYFIXC8Y3NrGfDC5abpjXKtaiGDq2qoJBM7TQpRalZH2RsWRm1wGMYm+ydeuByYr5Ks+KyMbIotKZdcfFtCz+wsW2B7eR4trE6WcDp7QhLCGzLKEnGacmRtstKL+L6pTrrw5SslGgN1y1W6U/VIReGvAauzYn5Kned7vLAdkRSShbr5v+qbpTTrrjcdLi5J/g3cGw6o5RkSvAluSRSBY5lVDW5VASuTaviTW1zpg7etgVRXhpCTyp827zG26OMZsXjWCvksc0xviOwLGEyjpRioeqTFZIFO2AQ5XQnOYt1j2NzFTrjHKnM9gSQF3pK0Ck82+LRzTFH2xVqgUM3yrnnbI/QN9XyO5lI3XHGxijjUDPAdy2unq/i2TaTtABMSG8/zjjVmXByazy78NSLCgbxkPmaRyNwKZTiqlaFRzYmWJYJte4lBR99cJNXXDPHOCmxxE5DmUshM7QWFLI0rWCjhFbVo1HxWMsljcAEzE4yE4jbqngEU1KjVfHYGKZ0xhmhaywohTIZQUWpLgpqXelGHG4GrA8LVvspji2oBQ5xLqmGFguHavQmxawme77mkeSSUZozX/NpVz1sy8K9gmtVuwmNQVJyuBkwjIz1TCnNzUeaF+UrNQOPojSD7fogZr4WzBRTa/0Y37VYrPtIrWkHzp6Lf0faIXlHcbgZzoZi2xLM13x6k4yVXswgdlis+9iWdUUD83zNZ8WNcGyLXCqi1CiurlmsIYCFuo9jCWMbHaUz4m0HO7Yak/MUYVmCUVJSD53ZsF8WctYAtbM/uy1AWalmweje1I7/TOw6O6+11kbFPl/x2RolDLOSPJc0qy6BbbHWj4kLObM9neslFFJhW7DRS5mveSxNyb5ulCMVnOtGeLbF3WmP4/NVFuv+TNVyoTVtx443X3+CZMlLtYcQ27HrbY4SNkaZUdcozSgtGK0XRtUlJZOkpBbatKseUuk9z3N0aic8tTVma2zOPcsSVF2ba5fqs+deqvusDVNyqYgzyTAuGMQ5FU8QejZLjQAhrFlg96ntCcfnqhxtiRnps3OcO2SQ41gz5WRzehG6lNpYdm3JODVNeqHn8NKr5rCEuRASTLOudofJP1+h3M+Y4BFC2MCvAm8EzgOfFUL8idb6wV13uwe4TWsdCyF+APhF4C3TdYnW+iXPdD8O8NxhfbjXTvWLH354NjQC3PszX0kjdPjvd6/yax9/nN/4tpfvuf+3vuoE779jhTPdaLbs333E2K2+5tYj/MRX3ciX/eLH9jzmzS8+zIfuX9+z7CAk9u8n3vjCQ0/aZPbjX3kj3/O7T4Qqf+iHXsP1b/8zwAQv7pAeP/GVN/KJR7cvIlHOvOfNSKW57qduny373tc+QZT8zne+gjvP9Hn51W2+87c/u+exr3z3RwF4waEaj25OLrl/n3isw9fcemTPMq0117ztdg43Az79NlOa864/efBSD78sulHOL/25UcP93t+uPCnBs6Na+uZXnnjSbR+fe+JH0I990JBXP/rGG2fhhvtBKc03v/cO4Nlp/TrAAQ7w/OLR9RG2bXHNfJX1YcrGMCbNTb5JELi4QjMoJGmaIyyBbdlIy6g3lFRYtmB7lGDbNqARQtMdFzg2aAS2rbGEhW1ZeLbFUt2nHnhYtsC2HDRQ8R2qvgWWx/YoZTWdkBaaVmiT5BBMB9bFik+JIskLNoYJy80Q13GIi5ykUGbIsiw2h2agdixjh7pvZUDoObRqHgJBlJaM85KNUYLjQuDYSCWZFCUqzVFaccKtkEmJ67hGweRatCs+SSGxLYtGKBhEBYO4IMkKhGXRrrhM0pzT2xOUBb5rE2clAsHRVsCZbkx3klEqZUKMs4LAc9AaVvoxSmpT710LGCQF9dBllElszBC3PkgJPRutYJjm3HXW5LlkpcKb2hOOtJ64oj1X9SiVwrEEhxo+FqbG90i7guvaFykRJlnJsfkK8caIXpQzyQsW6yF5qSiVZnuUsdpP6EUZ8xWPw60Ay7YYJ+Z1qPgOh9yA9WFClJYsN0OStGSln5BJidQWG8MEATQ8h+1RSpQVDJOcSSa58VCN43OmgOFMJybOCiZZYQg7adRNj26MZi1ezlQh1Y9yfMemtzmhGjpGKWVbTAqJtmB7lHDdoQYKEwx9phNR9W3WBgm5VDy2OeJQIwANpQJbK2qBQyk1aDjcChG2RcW28B2Lx7fH+LYgcAWnOxOyQnLjsskC2hqlxIUhDbJSMc4KWjWfLC85sz0hyQsc27w/Ny/Xma8FxLnJHxkn5niHUc7D60MONUJsW3DVfJXAtelH2Z6gVqUVg6TgkfURgedgCbCEsVFet1ChXfNNHtV8lWbF4dGNMauDmKOtkFuONqn7Hluj9KKsk/1yZXaUF2d7MYOkQGujanFtB8exeGhtOGsz2m1Jch1rpvoapUZtdSEZELg2WaFmjWw71h0BbI0TKp47U5LsbPvqhSrbk4wznYgT89UrGph36q0fXBviTz+ztcDl4bUhzao3yz90bYHv2IwvuOhcSA1TNZXjWNhCkBeKnjQB19a0wW9tEHF6O6LqOTQqLkv1wNgzAxfPNuSpRs8yW/ZTH11Jxs/O69GLMmN9C0xLVjVwaYausUBKhefaU/LYEIdHWoZsm6SGoDw2ff02hqaxbJwWRvXm2iAE53sRVd9huDVGC0EjcPcENOfSENi7sZu4GqWlaZ1TmmFsQs8dS3BmO6Lp2ERZyf3nB1Q8h7mKi+cKPvrQBrceb7NQ8/cEQQNoIYxSCEBPb+/CXM3n8a0JpzsRtmAa7FySlpq00IySnOsPGfHA6c6EYZJTuSCT6OT2mKV6OPvMLdUDzvWmAe6eg0CQS8lyM2S1F3NirsJczWcQ5zPl3s77eHGY/PODZ0PB80rgca31KQAhxO8DXwvMJh2t9e7p/Q7gW5+F5z3Ac4Adj/Nu/NAH7tlz+9c+fnL2953veAPN6Qf9G15+jG+4hI3qu770Gt5/xwp3rwz4+CNb+I7NXz60CcBrbljg+FyFj/zIa2nuCuP699/8kj0Ez/G58Jkf3AH+zuI1NyzM/n7nP3vhvm1ptxzZX+FlW4LrFquc3I74wPe+as+6L79xiS+/cemy+7AfuQPmM3AhwfP+O84CTxCgv/znj1xESu7gcz/zRgD++Ae/lK/71U9dtH5HUbQ9vZJwOewENj/d0PG7V/q84oJw5gsx2Udhd4ADHODvJx7YGKGUJvRcPLugVKCFCbq1gF6UoZTGdwVJqZGyRCpjgbEFRLnJQmhVAqqexSiVlEqacGXLpiwktdAj9EzGgW87dCcpjdCj4rnoQLA+StmeJGgNaBMo6/s2jmPTdl00CqXhbC/icKtCLOXU6qFYbvqEjs3GOCGVJUVpgo99z+Lmww18x8ayLTZGKVFeYlkCW1hsD1OSomAY24yFjWdZtAOXflIySQuiTLI5zrh2sUac5jy4OuTxrQlZWVIqjUKgpEZrpgO7sRUMYhP0LJVmtZwwTnPmq4bUOjpfYTH0sWzBOM6xXEMYeI7FQtVjdRBjCdMIM1/zGCclgWPx8MaYQmpCL6biO5SlyR5JColvWxxNK1y9UOVMZ8Jjm2MC18azxTTfRDPOctaHJY5jM1f1KaUizUrO9eKZ7WCu5nG+lzCKC/M4FJSmvSgrJeuDxAyGaDzLYnuSUq94HG/7ZIVCqhzXglFcUkrNy6+ZoxV6dKOc9UHCsVbFDMVCMEpNffnaMOWq+SoVxyIpFJ9fHbIxynFtU9bhuw5aKVNh7bus9iI2RsZmtlB1WelO2B6nhL5NxXUYRAWtwrTveLbFoUZANS3YnL73aSa5bzBASUWaO8RFwdogZZTk2EJgC4HlWJxYqlNKxaFGaMKTS8X5fkI9ECYbT2smmUJoTW+Sc/1SfZojI/n86pDj8xWqnkPgmqv+86Xic+d6CGHRrnhE0yrrdsVjrqY51Ag43Ap5cG1IVioyKblmsYZtmePeIbB2B7WmheRsN6IzTjndmZCWinpgU/MctsYZD60PecFSjYWGj0azPc4JPZtXXD2PbZncH9sq8V17T9bJ5cKA47ygH8MDq0Ncy8JxTIV6f5Jz05EG7dCd5cnsHvZ38nd0Q8+G/ZVuRJybXCZLQNWftpopQyx0opymbxQZO+qc3eSOmirItIZq4MA0E+lKsLveeoc4OT5fJS1M5f1OIG89sElLdZGtRkzPr6V6YJqcXAspFZ1xRsUzRFh3kpMWkmZoSOvzgxipNFXXBAybYO7KngysC+1ta/2YlZ7Jh1ms+ygNp7bGM7XXDuGzE6h+antClEkEgkJJ5iou1ZZRiri2hWuLWQU9aI61K9iWRc13WG6F08+3ISZNiLlAaY3rWISWaQ8804lIshLHFdxypIUQFkorenHORj9huRWyNG25gyeIq7SQDKIM2zItb9tFxkaWMExKpNSUSnGqG4GAVsXFtgWTVHK45bI+TKhPQ7p3LJntik8jcPcUtuxWC+0QYzXf4Ugr4KHVIad6MYcbvlHSDGKiQiI0VEOPKJO0Qm+WSbTcDPEdi94kx0JQKD1r9zrWDllRmlFSUPUdDjVMNfr6MJmphZaaAYebAXmp2Rgm3Hyk+XeiQQueHYLnKHBu1+3zwBdf5v7fDfzZrtuBEOJOjH3rPVrrP34W9ukAV4j1YcKp7YgvvX6BziTjtp//S2D/q/aTbO/g92QtScCeSuj/4/fu4Qdff/3s9j+d2nZuOFTf8xjXtrj1eIsH14YUUvN1Lzl6ZQd0gL+XCFybf/W1t/Dyq9rcMm3L+IPvf/VFVwkulYXzVz/2utnft/+LL+Ph9TG3Hr+4Kn0HH/2x1/EVv/LXl92fnfP/0ye7fMtv3nHJ+/z5A5uzv+841eX//tjjs9tv+yc38Qt/ZlQ5r7l+YWbvesnxFiff/SZe9LN/Pkvd341xWiKV3ldhM06L2d/z1SvPLtqNy8mDh4n5QT5KnnieQZxf0p52gAMc4O8HBnHO+U5EL8mZJAW9OActyUtQEnxvGiZagiU0sgBlgeVoRkmJ1IAE24HeJGXsCJQQKKXwLKMkcFyTl6I1HG5WcW1IS3O13ncVk7hgkueUhQlSdWyBRFNKST82OSl5Js0AFzocaQZ4rrlCvR3lnO8nJLkJck6S0qgKLIltVxhnhmyxLcE4zbFsAVoTFZJcS6q+yzCROHZJ4DpMspK0KHCExUo/4lgzZGOQcLYbg1JIrRllBUJoXNum5pqa525mQn+lthjEKbatkUqT5gohCpqhyyQrODFf4cR8lcCxufdcn7rnsFAL6Mc57aoJjXaskkpglAHdScYoNd//oWfRHeUMHZuq79KNIvJCcnQuJMk1D66PQAsmacGhpk/Vc7l/tU8hNRXPwrVtpNbEWc7ZjglCveVoi3bFZXOccdfZHqHr0I9MlohruQhge5RSKDjWdKn6Dr0op+rbzNUNUdSPDSEzTHJcW+B5NrfMNU2LU6kYRDmdScb6MMG1BTXfISkUp7sTlhsBgWPNlE251HQmGUebFdbHCaHrsFT3UEpxtpOQlYrDrZAoLXhsM0JOrULzFYflZo1SK+Jc4tmCSVbygqU6j26NOdYOcWyLpJQ8vjnihUeajNIC3xYMk5ztUcokKblmsUqZavJc4jgWLz3e5ni7wtnuhDPdCZ1xhrAslpseoWfUWe2qIS/PdiP6SY7vWAyinLmaz1IjwEKwnia86toFVgcJ950bkJcmk2YUF0xqJYv1gCgrOT5XZW0Yk0uFRtGPs6n9w2WlGxNnJcutECHM+7w1yhjEBY3QQaSSM9sRcak50Q6J0pw7z/Y4MVel5ntcvVBlc5Ti24JMag7VA4SA5Waw5//+3cqbtJCsDRNGaUF3klHxXe4738dCMMlLtkcZWVly9UKNz68OsYVgnElOzFfISolrGeveOC1JCxNi3ItNG19SlCS5ZL7ikxQlZ7sR5/oxy42QuZrJftLaI5eKpufMGtgmaWlIEampBy7hlOjdaQLbsRyu9WO2xtnMDjNX9fZkF+1YfXYjzh2irJy1qx1uVbAFs9DpHRvk2iCZBvoaxWKUlfQmGc3QoVWpMkpKkqJkqRniWBajTDKMcxZrPlXfIfRsKr6DbYlL2it3SLZenNMIXQQmQ6td8ejFBX4uZ7lbhkxTrA8SupOcopRoBJ1xSlL3WWyE1HyjStkap1M1n7FhrXRNKPCOwigp5ExhNEpMSHfgmFar1VHK5iilEbjYFmSFpDfOWagHlEoxX/NoVT2yUnGuF83Iox3iqjvJWKwHdKOcUnch8g4AACAASURBVGniouTzawN645zrl2psj1OyXHK0GdCqeERTVZuSRtW1MUzRaJLpOfmYnHC0bSxWw7igkBLXNmTVDhGoNGyOMgZJxnaUTYOyBb5tkUnJJM355KPb3HqizTgrmau5uFMSph8ZJecDa4NZSH3g2FiWYKkesFjz8F2brXHG2U5k1G2+w3iU4tkWgygjK+U01Nnkn51YqHLVfJVm6D1vDVrwBQ5ZFkJ8K3Ab8Lpdi6/SWq8KIa4F/koIcb/W+uQlHvt9wPcBnDjx5NaEA1wZvuQ9f4XWptnoXX/6wEXrL0xX/5PPrXHtQpVTneii++6HQ42ARmB88/XAmfkagctWN/+PH/xS3vuJk7z79ocvq9w4wD8MfPurr95z+5XXXFplcurdb+Kt77+LFxyq8+NfdeOedb5jX5bcAbh2oUozdPnqW5b5r3eeu2j9Z97+FbO/X33d/vkzLz7W5G8eN3k4O3amHXz/667j0c0Jr7tx8SLlj20JPvezb+THP3gfx9ohv/7xvV937779IX76n77w0s/5zr+Y/f10LYvrg4StUcpSI9izfJQW3Pous/3f+o7bZstf8q8+wsM/99WXvWp2z0qfz5zu8f2vu+5p7dMBDnCA5wZpIXlobchSI+CRrTEo6IxjkgxyDa6A7thcGZYaJgpsC2QBw/yJ4Ewf8CzIMogLTehqHBskGpQiy2GziPFdG6E141QaeRDQT3J6UUqcgucY64kS4NgQJQrPyXEcF7SmlIqmbXO+F+F7Dp5r4QlztVlpkxvkWhZSKFzbZmOQUHGfCNEMXQc0DFOT+VPxXHJpQl7jtGCoC2zHwnMdXAEazTAtQBg7kJKa0LenrUg5UhZ0yJiv+NiOMNaaNEaWksD3cG1FreoyX/NxLZtW6BClJVFasLjgs1QPiLKCUpvA2X5c0PRtLMwFsu2xUU7FueRwK6RUklpg1BxSSrKiJJ8OeEsNnzOdmHBa+3ymJ2l6NrawKIVkpZvQrLh4js3GKEMBX3S0SZKXfPKxDqWU5FKT5qYFbK7uEaWFCekNXUqpWBul5ErRrhpFyPowoTNK8VyTlbfcMLaarVFEK7TpTRQPrg95aH2IP7Wu1Couaaa4eqnC9sSQDae2I6K0QFgCXSriTDHKSuJcUeQFdd/mvvMDHNucPw6CWuAxTk1OxzDJSfKCRujTrJoMHjtwyPKSUVpQnb7/Zanxaxbt0GNzaMiiYVIyjiWWsBimBQ+sTTg0VUQUWnP3Sp+7Vrqc66Y4liYpNRYl53uSq+ZrdMYppTSKD98RnOvGjJPc1G97Dud7ppr9sc0RNx2pc3Y7Ji01oWuRlpJ7Vvr0k5w0lySlRErN41um6rxdcVFK8/nVAUsNn3EiuWqhSn9ibHqPbYywpiHRnuMipSbOFWlZstaHmu9QakWpFJ871+e1L1gEYH1gAp4926hQipo/U1is9WM+d26AZwtaVZ/tccrGIEVqSZorPM9ma5iQloqkkLjCqFXuPtPn6sUqLzrapBfldCcJpTK/HWq+Q+BadMcFD60NaFZ9Fuo+pZQM4xLftVjvJwwik11ythPRm+Rct1hhpVPw2MaYG5cbVAObiufQDF1W+ylSK6q+gxBPNIGt9WOyQnLn2T4bg4R2zeVQI2SQFAghuG6xRj1wLhkgPF/zSach1ju186v92Fj3LvhN5TsWk2ne105YeJyVnO8njFJpFIfK5IRFufmseo5pJkQI02glFWiN7+4ofrKZ/WqHZNOaWQMUwNluzHzNo1R6TzX85jhlY5gySDLiXBI4Dr5j0Y0yzvciXnHNPEWpKEtFq2ouvielaXU7OlchKySPbBir7mLNJ/BMBXgtMJXxa4OEcVpQ9x2SoiSbNsLVAo/Ht0YsNUI2VofYlkWr4mEDUmquP1SfEVdZaWyPSmseXBvxt6e7FKVRe670YrrjlLhQdCYZC6OUY9Pcpe1RSaPistyURJmkKI09eLWXsNKdcHyuQlZqLAGNiks/zjm5PaEoTTNbVkoCxyItjOJOe675v0hq0kLRiXJqgUO75tMZZzDN+VodxKz3TZ38OJWcH4yxgRuW65zpTDgjBAs1owbqRBlbg4SFRkA3ykgyaayUlqDq27RrJlQ/yRSffGSLa5Zq1AOX+efpAumzQfCsAsd33T42XbYHQog3AG8HXqe1nvkQtNar039PCSE+DrwUuIjg0Vq/F3gvwG233aYvXH+Apw6pjOwY4Bt+/X/uWXeuF3N8rsLHH9nes/yn/sjkYX/ZDQv89j9/xRU/170/+5Vc87bbp2G2V76P3/aqqznUCHjDzZfPcDnAPx5YluC9337bk99xHwghuOsdb8CxLW46XOddf/pEbs6PvfEFLNX3Eh+3Hmty7/khP/SBe3j3//pialNF2t1n+5d9nl/5plv3Xec7Nv/xW17K3Sv9iwie3/qb0zOC532fPsNLT7R50dHmUznEPTj9C2/imrc9kU30L6e17Z9/11fNjgXgw/c/kWv03f/liTwkgNf+4sf4zNvfsGfZJCu580yP196wyNf/mvn++K7XXDPzth/gAAd4/tGdZGSFQgtD9pzrRQx3OUHlrmwDGxDK5JNceM0xA8rMLBeAXUKhIHDNj26hIVca21YMspJxkuNYkBXmflJBjiGOqkrj2xZlCVEBcQGha0iWuu8SOBbjrATLZnMUkRTG2pDmxn7Uqrhk0tTc+o5FZyeA07Y5Pl/BsiySzZJeZiw5/jT3QyljcZ1ruriWTXeUmPp4x1QjO7YgkZKaZTIn4kwxyjMcCxJZIgtMgLAGKQRRKmlXHJZqHvXApRvl5L7g/MCQDqv9hKyUOK6Nl+TUmhVyKfF9h9Aztb5SanKl8T2LrJCc68Umt8GIkGiHLqHjoJE8sDomK4xyZaHpY5eajUGCUnp6nBaBYzHJCqQylc9ZUfLIZsHxdojSsNzweWRjTL3iUEpoVU3mRTN0ONuJqfk2rm2z2o/oxSXLzQCBId7uPtvji69dYLllVACfPtlBKdMSVZYK17ZQaKNCGhec7yWcmAs53UnIS8UwKYxSS2oERg3UCly2JynD1NRkH225TDLJY9sTKr5LLy6wp+eFUopBmnO4FVCUOd1JhiUEpzvjWYmO1oL+WsraMKVUxipYKkUpTTCqADxbsTZO8CLBcjtgbRBzajPi2FxIqmCh5pIVxrq3dabHfNXsR1RIKp6DVIp66IMwTWG9SYotBBXX4r5zQzZHxrYdOjZYFgLN5jgjz3v/P3tvHm1Zdtf3ffZwpju+seaq7uqh1JpnGSwGAUYWESA7eNkGEwfFjrOwIdjYEOMY2WawZTteK8sBg7NMIF4BnMgOATMIAzYKIEw0tKZudaun6hpfvfFOZ95D/tj3Vb2qrupZ1S31/az11rv33DPsc+6+59793b/f94fWkmnd4uZVuYx3TIqWvSKUZF/rJRgLZevYnVTUxrOTlxxfChEll8YVcl4hqHaeoRYM0zSYNTeW+5/cZVIazu/mdGLN2R3N8WFGJ9VkWvHAxTF5Y2ltEAQv7F0J0UGdaJ6zGT7f57dyrPCcWA6mz5dHJUVjiLVgtRtjrGV7Zmis4bXHhlzcK9krGiRweKmDMY5Z1XBpXHOoF3P/2RFpHFLGgqzqiY3kExdG3LHSJdWSBy+NaKzl6LDDcifhie0Zy51QrUoLGUywVztcGVeUxrIzq+gkwZtqcxaE0rV59THvPY9sTmnb4I90eq1PNfd1Ob7c4YnNKQ9enqLk3Ah6XJJoyYnlztX0s9VewrmdHOvCfXRUNmzOUwcbY/BCUDdmXnrbsTmuSaNQWVBLwVovDibNuwUnljvM6paiDqbNK92Y//zEDtOyJW8Mx4Ydjq90GKSavDGs+viqMTMEj5u8MuzmFWYu4mzmJVpLljNF3VrO7RRsTSqOLGdIPA9dmXFhN2etl6KUYC9vAI/wwWfxUD/hDSeXuDQqmdUt4EnjsK9BGrNrK4z15HXLpVHJxrjEecFaP0ar8H0yrlpOrnaBa9XUntwJ6WE7s3DvvDyrQ8Us40J1NOvoJRl4z4OXxsHjSApefWTAo1cmZLHmwm5J0RqsdVwYFTxyZcap+eSs855XHR1S1IadvGalk6C14Mo47DuvDZV1GJdgfagwt9yNuDiq0FJSG8NnLoyIlWRc1cRSUuw6tAiRh61xPHx5jNYK7QWfPrfLSi9hZ9bg8TyxkxNpRS/THOomPL6V43zM8ZWIUdkwrhoEggcvjTncT5n1U1Z6yW2PhH8xBJ6PAfcKIU4ThJ0/D3zHwRWEEG8G/iXwHu/95oHly0Dhva+FEGvAOwkGzAtuA5fH5S1f+9DHz/P9737VVf+df/Jn3sAP/tvPXH399x7ZvqVPys3YV6Y/c2HMPes9ji9l/O4PvOsZt8tixfsW6VkLXmT2++7733maUysdvvcX76doLH/pq08/Zd3xPF3pVz59iaKx/Kt5dMsfPbH7gttxfOmat9Qv/rdfcV06WGsdP/zLIaruV7/3q65Lm7r/h7/xWR9DCMGPvO+1fOCXr4/Qe93f+83rUjF/8N995sZNr7IfAi2EYGNc8QP/9tP83rya10F+6ZMX+bNvP3mTPSxYsOClYFIZHtuacf+TI6ZVGFjein3x5lYOXPuijwdKD6kN/72DOIIsloxzRxQ3OAt5HUSdg7QEs8+6NRR1OFZE2EdjIZaGaaPRAmZNTtl4WtPivKexnq6U7BWhfK5QEjCMyzCT3ksjTq12QkUTKdBK0hpPY0PqqxNhDFuUBq2CH0SmIzyexnhipaitY5TXWMA7TzfRSCGZFjVCCqZFmBjLYsWgo0CAkjpEDDnYnTbs5DUOwXovDukbjaWfhEpkdWP5/MaEUWFJdIhirhpDaz1briJvLHiYlDVV6xkXwbw1lhIvLFJYZo3n0qTi5HLwgNmrgzigpCCJNN0kIlIOJSWbs5YskkHg8sEI++hSRjcOviNlbagbw/kyDPCklIzLht28pZModqYVO7OQsjRMIh7ZnHLfkSHOez51bsxSFlMbQz+LyGtDGmvObRcgBWefyFnqRczKNqR1NI5J05DEikRFpFoj5m3uJ8H8+XMXJnTS4C/TKWry1qMFZGkEUjItgtePlKGkfaQUnz23x15pUCqYo1Y2iCab05qlbkw3lmwXDUI4EhUGiIf6GVLA7rRlb9JSu+DBIqVkLw8ltCMhEFGonnNpL+fwUkZjHXgopaMTS6aupraOqnWcXMl46MqMs1szOqni9GovpBTWhsvjgm4cc9/RPud3S4x1JJHGORDCs9SJeOTKDKkkvTREnT24MWWlG+OcD6la45KHLk8pbUtHK3pxAkja1jKrLFJLPndhzE4eKrYZ65iUho1Rxea0Yr2fIqQgUpJz2zPyxiKFYFobxnnDoJsgJeAEu1VNXlqMdRwZdLAufPJ3ipqHNiZsjCu6sQQh6cQzprVhd9pSW8dd6zCrbRAhJhVFFd6LLApRKgLBIIvYK1rypiUSisaEVJ1ESy6OSrJI0UkUn7s4praO1x0bcmIl4+x2SNlTMkT0tNZRG5iWFbVxzMoWQfCU6SSaTjekY+3mNSvd5GoEzca0JomCsHBhryDWkmNLHUZFy9H577K8Nix1Ex67MmVzVmOd4/hyRqQkj2/NGKQR3SRie1aDDz5mWivieSTL2Z2cSAhW5ylLsZb0s4iLuyW//fkN1noJjQkRH3/42Bavr4asDdIgOLSGYRbx2QsjdvOGvGm5tJuzMQ4pYEIAUrBX1DRGI4Sin8Z4EQyD73+yJYkVznou7OUIEdKwtmc1RW24+7BguRtzaVTymmPDcN+3CWd3Cy7tlVzaKxlXLVVt6GUxG+MSYxwnVrtoCXltcc6zlGk+8vAVdvMGYzxHlxNaA91U8dDGhK1pRao0w0HE5qSeCyyexgWxpzSO1HvuO9JjN695cjcn1YrVQYJvPJuTkiujCmeDSLvST1nvp9y5ZtipQ3pvXhlGRUsv1hwaJDxwKZiUR1KQF+Fzs9SNeXx7RicSXNgJHmfHj/QZlS07s4aVfsJe0YCANNJsjour5tWtdTxyZcburEbgWe6lHEkjxrOa3UnN1rRmXNQ0rUFoSdUEb7ZhFvMVd/VwDh68NOYtd6zc1mpaL1jg8d4bIcT3AL9JmAD637z3DwghfgT4uPf+V4B/CvSAD80H+vvl0F8N/EshhCP4/H3whupbC76I3Bidc5B//h8f5W9845nwZUbwyjko8DxDEZ6nJW9CqtZipn/By4FvePVhPvWBd7M1q2+aMnh251pK4W9//gplEyqt7PO33n2G/+k/fAGAD3zza/hvvuqpItGtODxI+YnveDNfedfq1ZKUEGZC/quf+aOrz7/5f/n967Zbfo7+O3/xK+/kL37lnTct0/6vfu9xfuzXPs+xYcqlGyrm/dRfeAvf/fOfBOD0D/06Zz/4Xv7Zf3j4puIOwD/6jc8vBJ4FC14mVK3lyqjk7PaMzUlB6wzuGeKfn4u9eg3oednvpoVZG4xyqcKPy1vta9qCnuvVPQWJDuli0kHVeHbmHhJBcBBz8QKaGoQ3OMJvkLa1zKLww7OThbK7D1wcI0TwfmhMGHinGpwI6wG01s5NVCVVa4gjQeM8e4UB56lbH9J9nJubK0uMF9B6nIckEkRa0dGSnbzh8Z1pqECDZy9vkDKkPO0VLePKcHIpY3daM8lbtqYNw05Mpi2bk4qLRU6iFMZ5Kmup5mbWrQ3pbM55RnlDlkiqJpRfHqQRlXGc3ZkxiCMaZ+nEEVoGU9G6Dr4g6/2EjVHJoJPgfEkyTx3pxIrHNqeUxpFXhlllmLWW44OMQSfCGc9uXuN9iIZY6iVUVfAb+eijO3RjxRNbBUkkEMJReyhHFXGi2ZmG9KV9L5xYQxorNicVrbM0FkTrME3FlnAsdVOW5qkT1oOloR9rxrLh8e0Z1js6acTJJHgFVS5Ezbzx1BAQnNvOQ4Ed52gcXNjNeXw7J1GCbiKZVQ2NkQxTjfNBwKxaS9UaOokiSSRVbanallGhWO4nXNkrUUqQJYoj/ZSiDtEas7KlrEPVnl4kuDKtUVJQzctpX9gruDKuqI2hmRk+U7ZkcUTZBoPZk8uKrWnFbtEQy1C9yTjH7rRiUmoq43jw4phPnxtxz3oP5x3eOTYnDY9v5kyqln4saUpPXnsuT0rWuo5pYVjuxxwbJHz+0hSAbqaRCApj2ZvUTMqG15wQ7OU1k6Il0pppVQcvm3k59cY7skhTNIaitngRzMTH1QQloRNHFE1IUZqWDUUN64Mu29OW83szQFA2Ld5bqtaRRaEPTPYMk6om1YpYSbRStHjGs4YkYl7CPVScUkJQzFOJvrAxY1Y3RCqIWA9cVORNMA7GgVQS7wlm6Y2lnyruWesxqw1b0zp4FhHE3tV+zMlhh/vmvkyPbIRIEY/nie0cY9w80iaIeKFanWWvaPncxT2GnSh4CjWOrTpEXLXW0U8153ZL9vJQmruXKFa6mot7jmnVkiWaU1WI8lnqxEgJH31sk91ZMHj3zpPGkiRSfOLJPU4sdbjv2ICqcXzuwg5SerbGFRfGBZuTBpzjkc0JIFjuxCgBl3YLzu3MeGJ7xqFhAl5QmlAufGdSkyaSThIxzmsSrYm1QCnJUidimAXPolOrXcrGMqsdn23HtK3l4m7OpDb0kpo4iiit4fyoYFREvOrIgMY1fPZizko3xXk3Hxd6hBJc2DWMypa8dqz3Fc3cVLuxll4s0VrhrKMbSTqpZthNOZZo/vDRbZ7YnHGX7bE1adgrKjxQWMdu3pDGmsu25N9/6iKnD/VZ64Xqh9uzimllaIznztVu8FErW/ZqQ1G2JFqRaMv5nTL4laWa3VkNItz3n9zNcQ6yRGGdx1qHR1C1nlndktct1lomjWUnb3DzmZJZafDCMyosO0XLMI2oW0Mn1rTWMasMq72ESeVuu9nyi+LB473/deDXb1j2gQOP/8RTNgrLPwq8/sVow4Lnzn655YPslzQHrkvruHHg+0t/9Z3P+7i/+cAVzhzuPfOKCxbcJmItr4umOcg///Y3X1dJ7tUf+DB/4Y9d8wH7a193z1WB5/7zo+d87G9+wzWPnj/95uP80v0X+fu/8gAfO/v0KWAvBgcFnxvFHYBvev3R655776+Kvjdjr2hv+dqCBQtuL5f2CioTfpDulQ3jqePWcbvPHc81EedG3eiZhKL915UMKVrt/LZSe3CNR0mPltBJFVJCazydyJJXQayR+8evIU2grlumFtLYhKpXeGbzlDLfABKkhySCaeXJouB7UdWO3VlDNw7Vi+JYkrcW78C0+1FNjm4KhQUhIdYh9WkMxLFC+JCSsZ3XRDqkkmxNKrwL5zUpGl57cohGULSGJEppgaJ1zOqWkW3Cjl2IssF7pAStggeR9CGVLtKClW5KL9FsTUMZ81He0E9DWlXVulAhRmt2pjVZpEkSzaQMEVMnVrrMippHLzec3c3JYs1KNyKOJKq1jMua/GKLihR57dgYj1nuxAgRKjzmjUEJwe8+vMXx5YwjgwwhJJ3U8thmTj6ryJuGWWlJYkWqFaOiJW8LlFAkWiFEw/aknVftglOrXU6udPAIGuNZ6UZcnpRMqiDkqXnE1SPVHlJr0lgzkYbDw4TLo5rNvKJuXCjLLkAgqFuDtRKLJy8bYqURElY7MZ0kYlK3NK3F2pDao7UgkYqdvGFUtlwahcHeajcMlrcmNXnTMqsEwyzG2IodJbHOc2olI28sO7OGom3ZK2pmFXPTXkfd1OG9i0Ka38aopLEWiWRUtCH9zcPZ7Zx+J5RIl0KwV1Qsd1IiUbDUTaiMA3wogd1oBomgMXBlVjNIFMeWMjamLR7PSieiNZ6tWYV3nqJtcE6zNa04u12wPakYZIq9qkV5QSfRlKZl80pDpkMKeaQl0yqkXGIEXnm2xzWNAS0bhISRhdrMsBZqa1EiCL1bE4MOFbrpxgKHRwmw1jJtLFK2jAqYlSHyz7mc9X7CSi/m8a2c2lj6acTFSajk1DRwcS9HSUknVkSRpLGOujE4r0gjQSQFW9OW3bzl7sNdcILHd2bgPccGXbx3nN8puTKt2cobnLEkkeTcqGJ7VNJ6T906Ti5nvO2uFbSSXN6ruOdQj81ZzUOXZ2zlJR0dkdctlQ1G73cfHrCcxHRiiUBTtJaz2yVxJFlKFRd3CrwLfj7GOa5MKi6PKvCOz11qcHiODTLSWGGso9/RNK3lgYsjjPPslTVPbJVkkSSNZKhEOGpoDJyjQEehr610Y7bzht08I29MqHqIwxhPud1SteAcdFPBai+laIM4dd+RAZOyJdGSjz66zSfP7bAxKtmY1dRNi/RQtQbvS6QXbLsaqUKak0CylYfUvF6sUUrOqws61voJh7sR47zhwm4BAramFdY68jQiLgxVG8qZa6m4MqoYZBG7ecOsaXng4pjtSUlu5l8WAvZ0w3ZeEakgEJ3dmnH6yIC9vKafaCIdIg63phXWzScBrKOxUM8F+ye3CgyWsg0+P9bBpXEeRPRYsJMLnINhprk0ykEIEqXYzmtmxXyCxMHmeJdOClpKBh3NOA/pZHGsSLWmk2iWuwmfPrfHO+5eozOP6rqd3FaT5QUvH7y/+TTet7/jmsBzIydXMs7vhp+HBytjPR+eriT1ggUvJ771jcd416vWecMBg+Of/6Nrn5GDZsd/6k3XGyo/V44Mg//Pv/nYU82f9/nIs0htfDF45Me/CQim0+/48d8B4Af/7Wf45U9detrt/vS/+AP+8be9gTM3VMZ7pfDY1oxurK++lwsWvFSc3y24OMrZmlTktX1RxZ19Xqgh4rgNP0TtgX0ZB86DsSCVRQGN8RgHJSHqx859fSxAA5WHfgbOemrjadswLvDhZaQLz6sGHGAtZFHwuplUUNUWIcA5FyJJzPXpZXvl/FgWvDW0DrRqGHYk0gtiLUPUg7MYC828bQ6Yti2TR7bpzFMItmcVk8oxKWrqJqyXKIdSYVDiRTDuZJ52VbchkiNSkqppKU3wAgGII0njPNuziizWXJmGwY4Qnt2ioRPNZ6SdoKxbzm1XFMYhBFwazTi77cOxpKQxbRDSklDlbGfaUlQtRS/BeMeoaOloeHhW07aWQSchjQUSGGaKh68U1I0hmhvH7s59mMZTiyMM5nUIdEIpybSuePDSlE9f2GNctCghiCMZIrTwVMYyqq71MkXLIA6TCL82yummEQ5LUTqmTVhLzq/5fBy236OQwO7MsNbX9JKYrbyhaAyzIgx+EaHPhaS/8F+Kks2zwd9JSShqkKLgyHJKrCXdWHNxJNiclFweFxS1DyIg0PrQiNpBIoNn1bRs2WhK8NC24TU975+OYCSeRgIhBK0VKNGgpeDiuMR5WO9GbJWWum2pauilmrK1WOP4gy9cwQhBVVmMC4P+WAfPwrLyRBGcH82YleE8N0YhAi9c2Ws9PTcgsWgskQLvTTBkP3g9LVfzNYvpLSoEzRfnpScGglYmKGpPe+D9qVuY7lac263oRnAgEx3DtXtDW4HGsV04IkI/shYMBg1kcagIWNqWvVlFHEm0ksRa8fj2hI2pJtWacd4Qacmkanng4h5lE0Rm5yGSMGtadvKWNFZY4/joY5sY69nNK6a5pwRiIA32Snyy2KbfjRBe4GxIY1e6phcr9iLNtG558MqETIfUuMo4LmxXqLkA1hg4txeuf0fCxiSYxq/0Qnnwx7dyNiYF3nuqOvSZ68Tz+fXaa8I+Lu02V1+/mZxQlp7tsoStkk8+scc9h1Jec3TItPXcf3aHzdzedDsI/ToCtHA8WI0pg20aiapAQGnCMZ9Rxiiaq/vz884yqyakESAEWnpGebinX8WHvjFpQ+dbSlqmKowlWxP6SCSCTq5V+O6A0CfM/DJ97vIMPX//jPFsTCo6WpJXDXkD5XxiQQmYls115/KUXu6hLMNVvpKH89FAai0msnOh1/DoVsIgi/mqM+skzMOZ/AAAIABJREFU+vZmrSwEnlcoP/2Rx68+vu9In4c2pjz8Y+8h0U/ND7xjNYSU/dp//9V86OMXuP/c3tVlz4Wfe//b+a6f/djzb/SCBS8RgzS66fIffd9rr3v+rlcdekHHef8773yK6fJBfvo738Idc0O758O+586Zv/sbNDeZTbj3UI/v+fp7+IZXH76aQnmonwbD0cbyoU9cuOl+Dxo5339uxJ/6yT/gN77vq19QW79U+YZ/9hGAW95PFyy4XVyeVHzi7B6FMdgbzXBeRtwY7dPAVbXHlsGQt+Xaj+3ZDRvsDwSaEtxNJKeDP9Qd13yGRgcGk+V8QF64kMq17xtws+FrMd9Za6GchifxrMRzdbz1FCYNTBrDxiyIDftt2Wc+biEmVCsrnSeJbfA+k4LR1FKGoe4NJ+8Q87PWtHiupaJpCSu9UF2qrMNM9r748LQRVuW1V8dNy9lxG3ySuLbd5emITEI8F9s8UNv91t1878UBc2/qcPZbxbOf7LPA3oF+vFs/9WrfqiCxA0oH58f7IQE3cEO3scBGfpMXgEe3r0W77gtKT9fmwoW/UfvU4x5cMm1huq8MAcyuP5tLk3C+ar7frasRs7dogTnQ/nr+9yxwhM9gYyF/ESo8N4T0yqeTgw1B7L3ZthDOd/9xTehrB7etDvSLpiEorDiuXeGnOfkDo/jxXnNVcLkV+9dm/+O4Wz2PyOWbvGWFg0e399tZPHWFZ8Fzuc1XHj53peJzV54avX0z9sXy5oYb3fOtAn6wN8zM/n392U0ZjG7ydrae68THmx2vnf/l01vcAV9AkI3h4HnAqK55clTz8KUJm5OC73v3q5//zp8HCxOUVyDOef7xhx8C4NvfcZIP//Wv4ewH33t1MPKr3/tV163/1//EvUAY5P6lrzrNT3zHW56Xf85X3bN29fEHblEGesGCLyVOrgSh83f+5tfyC3/5j6FeiDkVPKWC1/d9w72c/eB7+dj/+Cf4d9/9x3nP647eYsvnxm//ja+96fJ//ZfewfvedPy66loA/fSpcwE/ckDcEkLw5952zXunaCxf+09/96Yi0iuFv3xDJbIFryyEEO8RQjwshHhUCPG3X4o2jPKajz6yxQOXi+c5XHjpaQhDs2dzJ3m2d5v9ccCtsM9inRtpuLW4cyNPN8vdEErV1wRRaCN3XJ4+ffTV1cgnrg2EG8KA8cLEciV3TEwY0JXPJO7cgpbrt/PsixYwtUGLeCUm6L4U33AvguayYMGC20Th4Kd+70n+xX986LYedxHB8wrkrr9zzVvnh/6LpyqKrzs+5N5DPc4c6fMT3/7m61JQXggHq249FyPaBQteDrzvTceuS0/6H95z39WInbvXe9y9/uL7Sn3P198DwHo/Yb2fPMPaz55TByLw/vCHvp7p3ATw6PDmPkQ/8Cfv42996NNXn/+bv/IVfMVdq/zHhzbpxEEY/uC3vZ7/8+PXp5b9zO8/wXe/6+4Xrd0vdy6Nrg3DbmVEveDLHyGEAn4S+EbgAvAxIcSv3O4iEr/1uQ1GL+PInQULFixYsOCVwD//T2f56jOHePvp9dtyvIXA8wrnVqknv/X9N5/hX7Dglcr733n6qsDzwD/4ky/Yh+pW7Jc0/+nvfOsXtdLcwRLpR4dPv+6feesJPnthxP/+h08CcOc89ern3v+Oq+vcTAi+WeTPlzP/5MO3d4ZmwcuWdwCPeu8fBxBC/BvgfcBtFXg+cXF6Ow+3YMGCBQsWLLgFv/Cfn7xtAs8iRWvBbeUjP/AufuP7vvqlbsaCBc+Z/UiVGx+/2PzFr7yTsx98L+953ZEv2jGeD3/srtWrj29lIPzT3/nW654/nZ/QlyM3Vkl4Yjt/iVqy4CXmOHAwnO3CfNl1CCH+ihDi40KIj29tbd22xi1YsGDBggULbi+Pbt6+AkMLgecVxmcvjK8+/uW/9vxLnT9f7ljt8uqjg9t+3AULXignl6+lNb1YaYtfSszq4MDwdKf+ntcd4fd+8OuuPr/38IuftvZy5vOXJwDE88ir7dmzdLVc8IrEe/+/eu/f5r1/2/r67ZnVW7BgwYIFCxbcfrLo9kW1LwSeVxD/3xO7fMtP/D4QzFvfeHLpJW7RggVfOmSxYqkTjMZfibxpfr/4qb/wlqddb6UbX318qxTQL0e895zdCVa2v/hXvgKAvXxhgPIK5SJw8sDzE/NlCxYsWLBgwYJXIF9zZu2ZV3qRWAg8X+b85H96lPf8z/8vAH/2X/7h1eUPbUxeqiYtWPAly6c+8G5++BVaAe7M4T4P/9h7nrGSVzfR/Pb3fw2vPjpg+nzKh34Jsps3vP3Hf+fq8zvmJtYHTZcXvKL4GHCvEOK0ECIG/jzwK7e7Ea8/3HnmlRYsWLBgwYIFX1SGCfyZt99x2463EHi+DPntB6/wlf/odzi/W/BPf/NhHtqYsjmprlvne7/+3peodQsWLPhSJdHPznvonkN9AD59ICX0y4n/4z8/yb/7xIWrz9/yo791XTrW6jyK6ac+8sryIFoQ8N4b4HuA3wQ+D/xf3vsHbnc7vv41R7i5W9aCBQsWLFiw4HbQU/DfvetujtyiUu0Xg1dWiZNXCH/5X38cgK/+J//p6rKDA42P/MC7uGNeBWfBggULvhjs+9F85sKIN5y4eTqoc57/51MX+eY3HCPWXxrzDT/6qw/yM7//BADf9tYT/MZnL1/3+k9/51uvejRdmdTc+bd/jYd+9D2k0RfPmHvByw/v/a8Dv/5StqGTKY6txzy+9eWbKqgAe5PlGjDPYT8Z4Of7UiI8qefL9ve3bz8mAHfg/8HjiwPbPB8EkAnwHm6M/4sO7F8LcD4c2wEpICRIGZYrQGjQEtJIE0nBpGzxAuo6XJtIgbUg5ucq5n/P5bo9W/bbbubtjebnIYBEQpJA24T2z9pwfmkEkyasv09MOOebvecQzlvecCwNJPNzrW6x3UHkvH0Nz/+97Mzb2B5oz/57dfA43LCMeXv9/PVbxcC+0H72ckMQ3rtUgPXhmhjCwNh6qN3110Lx3PqqJPSd/WvdT6C2MDPXXr/xfTi4LU/z+sH1UgGxhtENb5wAMgmtu9YnNOHz2bibn8d+m6WE4pkO/hzZv5fd2IeeqV9JwrV/trHZEeHcnk1fVcAwAhXBTvHM1/vFQAIJoX3P5t7wTPuKACXBuLDPNIKjSylfc+YQX3fm9hZOWQg8XyZ475nW5paeFz/7B2cBeN+bji3EnQULFnzR+eY3HOVXP3OZb/2JP+Anv+MtvPcNT03t+pFffZCf++hZfup3H+O3vv9rX4JWPjc+8eTeVXFnn+/++U9e9/zdrzn8lO3u++EP8w++9bX813/8zi9m8xYsuI7RtOU1h4ZMZ1tsfZlkC2rCQGA/Xi6NoKMFHk8ni9gbtwgVBkWmBWOvDZ4681FhbcLgXQPdCJSGSGv6iWIpS/AIRmVD0zYYL1AyiNGVddjWkyaKVCta5/HWUhhHJCCvwwBuX8CwQKzCD34vgmiR19cG74mGyoAU0E3Cf6UVvTjCWIf1HmMdUkqSSFI2DmsNkZL0s4S8tXjrsN6RRZr1XopxnlhJlrsRS72YczsFTetxeNb6sNSJwHs2xhWREigpKFpDohWRlAyymO28CmKXdXTiiMY68sYwK2qmjaNtgwgmFFgDURTOT9hw/kKEgauQ0I01x4YJSkhqB6tdzelDfcZFy7Q2CGBSthxeypiVLTt5Q1W3eCGw1rOORxB+3/bTmLvWe5R1y/ndCqU9rXHMqpa8hmGqWOrFDNOIWW1ItAzvn/KMZwbjDNYJ0kSRKcm0NuxMG9T+ewS0LfRiGPZS8jrISFJK6rbBGE9pYJAplrsJO5OKxjq0koAn1gIpFINOxJFBh81JwbRqibWiG0es9VMSDduzBi1hVLVhn63FOce0MkQSulnEmUNLpJEg0pIr44raOMRc1JsWNUmsKFvPINOkSlM2LbV1GO8w1lMbT6xBCUnZGLwFJy1V7SmaueAQg3XhvYskxFowaz22hUiHz451oW82JnzuKguxBCsgFqGPS4IIs9TXjGeG0oRlyx1BFGmctTQ29HcpBdZC01qUFggv6KYapSSJkhwZpJxa69OJJfef32OSNyAEgyxmUrY0rcEQ+vhSGiGQ7BY1FjDeIjzszRqUEvNiBwKtBYMkYpDF9FNNXlvyxlJUDbtljbOeJNIYa5hWof/GAlQkwudCCdJIMa0NidJECvbyitrAIIs4vtzBWE/ZtEyallhJOq2lMZ62dXQSiVaaYaYZdmLyqqUyltZDVTta0+A8IBXJAVHWtILjKxmH+gnb05pJbfHesT2rGeUtrQnXXxDuZ8zvjb0ofD5nTbjn9LJwz8u04p4jfVZ7CdbB5rRid1bTiRXWQ2MtzsHOrKJpQjuMA62gmyhWBgln1oeMq5q9vGVU1tStY5BGVM6wM23pJeF6GQudVLHaSVjtJiDhic0pV6YVwoOQkjQSOOsxHnppzFtOLfPa4wN6acwTmzMevjLlyrhgZ1ZTt5aihXQu+FUmiEwHBSlFeD2LQSmJMQ7nwn3K2fm5yHCfPbGSMeykrPdTjLFksWI7b9mZ1eyVNUrAII1Z6aa0xjKtGnaLhiTSREIwqRpa4/DSY4xHCYi1Jk3CfVjL8PlZ68fcuZpxarVPEt9eyWUh8HyZcPqHwkThz77/7U+73p9728mnfX3BggULXgx+/UBky394cOOmAs/PffQsAI9szmiMe9lH8XzbT330uufeXz8v9eiPfxNS3rzM2N/7lQcWAs+C24uApW7MkeUeSpaMcvuCZylvNzfOKO9H2USEAWOsoLGeLFb0dYQchMHYrDGMbEtXQzkfnBqgnas9+zPjkRYoLckiSSRVGOQAx5cy8Bmtc8wqQ6oFm3mDSGEpjVjqJEwrw7iq6XhweOLY0TQGKSVCesrKXY2mSSJJEms6qadoWtoG4lhyZDUmVeG4s9qSSBXugwKatkVqQaY1UnoGaUTeCjIt6CWaTAu2ihpnBc554kiAgSQW7BYN/Uxz5lCfsrVcGpXktWE7rzjUT1nqxiglWO0nVLUlrwyNtbTec2qlSy/VjPKWLFF0Ys2VUcFeFmON47GtKY0L4prUEGmFkOC8p6kdSgskgm4asd5PWenFOA9165ASYqVJIosUQYgZdmNWOxErqUZKQXe1i5SerWmDNQ4vJXcnilMrGUXjuNA47l7vMioNrbMsZTHj0qK157VHl4gjyV7e4BG0xjKpWlrnsM6TJppDg5R+GtG2jiwugijnLEpD3XhirRikMXeuxmxOa7QSFK2mNWEfRwYZxlrUMGU3b+inOog8IlRQvO/IAOcEhwYRm1NDawzdWOMlzGrHoV5CYSz1tCZRkk4iEShWugnWQ6Ikw44ijTXCe151dMBe2TIpwgC0k2pWuxlFGyZ1YyUYdDoID0VruLzXMq5qUi3J65a69Sz1NCeHwRdvWhu89ygZxMtYaVof+mUaO6QA6yXGOlIlGHYSxmVDGimM8zTGorTEGEtRtzgvWMkiTi73yLstl8YFWayItGS1kzBrDJGUrHRjytYzrWoa42mMIVGK4ysZp5Z7fOW9a0wrw1o/4cntnDefgE9fGLGURXSzCEnoQ0eWUsrGMuxEREqyMSqZVYYndmZ04ojT633K2rI1rljrJ3SSiCxWdGLFm+8Y8oXLU3YKw95UkSSKWEmq1jEpJUo5BpmmF2uGnQQlBNZ5Ooni3G6O9x4tJb24h9aKuw71GGSa3bzl7OYMIQW1cRzuRfSzhNZYOmmEdT70P61Y66WUjaGfaDYmFbu5xnrPnSs9Zk2LR7DajThzuMdu0SKlZNCJWevF1Nbx6OUpj25OKayhai3WgjEeOxdXpYJBJ2LgPVkSMUxjljsxsZL0M40U8NoTS3gveODCiMZ6NicVSsJyN+bRKzN28xqtFYkCJRW9TLHeTXnnmVWmpWFjXLIxqdjJG5z1VK1ikET0k4RBptkrWtZ7CYeGCSvdmM1xTfdExH3WsTVtmFY1WkpW+ynHl1Le+8bjeMAYRxxJVrsJtXNkkSSNYpyz7FUNk6JGOEg8pBLUAbEnlkG4uWu9xx1rHTb2SgrjiYQAJSgqw6RqER6SRPOqI33uWOnQWkcv1bzpjhUSrbj/3C6PbUxJEsWZwwOUkEyrhrM7ObMqiD17ecO0MiQ6iKtF26KEYr0X0e3EKBEmBWKtKBpPP7v9BUcWAs+XAQcHGe//2Y897bpfcdfqF7s5CxYsWMCxpYwLeyFsQN2itrqWAuPC/evM3/0NAM5+8L23p4EvAl+4Mrv6+O99y2vmM7mBv/8tr+Hv//sHX4pmLVgAwL3rfT7yhU2WshiJp7UFsvY0PszstvNUiP2IkucTEv9sU6GeTUrJfpqGIkQUOB9mj3Ewm0fGKEIKRJaE2V8pBEg4PMjoxAqTexrr6EYaE1uM92A8aRRSIaydD4IEOAe18Whn6SUxUglq44k0CDyz1tG0lljB1qzFe08vVSDAOsdSR+GJSZSkNI5WWWwaBmt161AdjzUWpCRWYeBn2xCB0+0rpBSsdzLKusUKwZ0rPZTwjCpD1VhSFaJqIg11K/DCEEmBUIK8aSibEMHSSSKW0ygMKJRACMnRYcwdq11K43j4yhS8pxcrRpVjWrVIL9CxoqoNwyxiVrX005ilXsTb71xhXBi205LLk5peIpilmsp6VBJxqG6pvSXTEc451vspvVjz+SsTBkOJFBKPZ72XoKXi/G7J6dUOvV5MXhumVU1Rt0xKS2s9Z470SbRgkMYcWc44tdLjsc0pShR45xBSkGhJP4tZ7gqmVUNlPMNOhFYJtXFIUVMZx0ov5u7DXVKteWxrxuMbE+pIcqSf0DpHL4051E9pnaNpHFoquhHEUQxeEPUlbzw5ZFq1rPQSBjsl4Jm1lkQKnBMgPHtly0ovZbVviJVi2NFMqpZ+pPEIeplmrRczzBou7lUY54iEJEoE/U5MYi3OebZmDdoLuqlimMQhEi3VeBFEh1gLelLyqsN9dqYlZWOYlpaiaVnrx6z1U4ZpzImVLluzinM7OSdWJYNKsZc3KCO551CP5W5EUVu0VtzRS/DAMEtY6Wpee2yJRzenXNgr2JrWQTTwHiXCXaGbhOijWd1inae1YeA9rSzrnYTKepz37OZBPj691uOuQz0u7hX044gjSxlNa5FSEkeebiwpW8e0qjk67HB8OaOXRAw7oc/uFTWjoqaoLbGSpLFiOYvJ6xa04sggYWtWc3q1x6RqSdcVnz0/5s2nloiVRivBXtHwxhNDOknE+iBla1pRG8tubukkmrsO99me1Fwcl+xMGxpT0UsUq90OtXF0Ys2plQzng+iRRpqlTLM1q1nrZSgpWOvF7MxCO1e7EdVyijWwW1RzISdBKMgry9pSQqRAS8msMix3QiRRrCXHVzJed3yItaC1wBjHci9huZNgmVFUhnuPDqgbS2Qsbzm9wrAb86lzezhb44XAaw9eIAVkiSaNNaudiE6sWe7EdBKNEoK1fkysFcM0xjjPN77uKHtFwxc2Jjy+OcMRRJIjw5T9oWUaS5JI8eojw3mfCdGDa73w/7MXxljgjkGC0pJZaTi2lDLsxHRijXOeTiLZzRuOLmWsdSM2ZxHTwvCGkwNefWiAB/LKcGq1y0o35tJewYlhh0O9BO9HjMuGYaeHX+6ylTeM8jLcm2PNUEBrPa33eAF3zPdxaqWHtY5hN2Zn1rA5rWgby9ogCM6NcewUDYcHKadWe0gEe3mN9IIsUZxY7oTvIAlKSu5a67E9a0jjLnjP5XHFrGzJ4h5bs4baOPqJorEe4x1r/YzlToxxjsvjklcd7j/Hb9cXxkLguYH9sNhnayb6UlM2lld/4MNPWb7SjdnNG95yaolPnhtdXX6r2eUFCxYseDH5sT/1Or5rLjj/3/df5B/+l6+/zofmF/7o3FVx50uBH/jQp5+y7E/OKxQCvP+dp6977bveeZqzO8XVKCUIYry4hdi1YMGLzR8/s86DG2NmjWGvaPF4shh6UUh/QQqqwoc0C/HMPg/7Yk7K3K9FQ6ZD+kZtrglF9Q3bRVzv2SAI6VL5ASOVlBANkiho2pDes58WEieCvveYJqRTxZFAeIlWHqUUR7th0CKFJIkEsY+YVTXOQ9l4pA9pNt460giyVOHnIoybpyDEkaA1Ib1FSsFe1XJyqcvGqGQzr5HCcaSfYhxM65aycQwSxV1rPRyQ14bLo5LWBDFivZexOSlJk4iZsWRRRGUaCq9REpayCCxUraV1wdFnWrUcX+5y7+EBG5OKUd4SR5JBEnFpUhIJQWsdRWOZNkFwstazkkaksWaQhdSuThQhpEAgKOep+5uTksLDUhYid5yF5SymMoa6DTPYZePIK8P9T+6RasX6ICGNNXnZ0M8ijIHNaY2Q0EFxYjlDKUk30WgBRwYZg0xRtR5jPZFWbM9qUi04upzRTTRVbdmYVoxLSydSnDmc0Uk0CFjtJ7ztzhU+e37EqGgw1rA9C+krh4cp1sPmXkFtPFuTCq0FWkqkCAOyO9e6rA0SjvQ77MxqXnt8yHo/wVrPqGzJ65ZxYWiso2gNcQSdRKEE9NIIBERCMG0sh4YpK50U7z3GBUFvZ9ryqmM9UqW4Mq3YLRrWuj1GZQtC0NGaI8sJo8JyaiVDydAPitqwnTdksWSpE9FJIurGcGSQsjENKULGGloXUnaODzucWM7opTGfOb9DkioSrWgcnFrOSA8PcM7Sz2KWspg7V7voKKQ3KSGoGsNuXpMqhRkk3LGUcX5U0csEXSFQwGo34fShHv004thyxh2rGR/6+HlOrHTYmVUoKSlrgyMIEkeGilnVhEkZLxBITq7EJJFiN28xxtJYSz+Jue/ogF4Wsd5LyRvLrG5Z7cYkkWac11gP3SSimypefXQIfp4WpYKQkNeOQ4MOx5Zg2NF85sKIWWW4a73HmSMDNqclR4edIDqsdBgXLdaCdZZ+mrDaDyk+3URhvWcpi5mUDdn890c3ydAyCIbdouXQsYStacLGuGSpE8/7jKUTR9y53uNNp5ZItOKBS2OKqmXYjckry7hsGRVtiE7qJ4yLlsK1DLKYWWUwzrHeSxh2YmIpKZuWKJLcud7FC89o1nLneo9Dg5iVbhaK4XgfonnWetx7uM+xpZRzOwWdRBNJxXIk6MaakytdYiXZntbhflAbrHN0E4Vzgl6qOb3eZZQ3dFLFINUcXepQNZZeoqiNY7UXM8xiuommrC2JUoyLmguV4dgwxvmQTnditcOplYwsjljuBKHw6CBE5kVKcWSYsTEpMa3HeMsdqx1Or/UYF+F7J0skTet4651LaK2xxnNqDVZ7MUVtsUKAhzvXuigp2ZnVHFvu8OZTlj98bJdDg4TVXsxO3lA2hsP9hFRLBI5OGlPWNnhcWUsvi6mtpTGOu0725uK1QUnJsaWM2lhmpcEjWBvELGcRK92EC6OCT58foSSs9hIqZzHOc6wXo4RkXAYhaLkbsz2r2Z41HOrHIe0ui3njqZilruaPHt1lY1zS0SEd0BHek1TJ0MlvIwuB5wDee171wx/mr77rbv7mu1/1UjfnWXFut7jp8j/7tpP8zXefQUvB+3/uY/zuw1t81yI9YMGCBbeJt96xfN3zBy9PeMupa8v+zi999qbb3X9ujzefWr7pay8V53cLPnSgataNvPf1Ny8d/4Fvfg1/+5vu474fDiL89qxhvZ98Udq4YMGNHBlmfO2ZQ8yqy1StY2+maLyjNp7lgSZRmnHWsDGpsOaauevNDGz3TXK7CnqJII1jnHB4B160eKCbSqra0bTXonUSQM09ECxBsMk0dBJJnrur+9Y6+H5Yw1UH0CyCLJJoJRDGkaRQNB5rPLW1RFoQaTEXKhzTOvgiKAmFcWglGHYUQki6kcJXDaZ1SCFwCFYGMa51lG1La1wQfPBIK4mVZHNakcWKFRd+Kk8qg5CSQRyhI4Gzgp1ZzcmVDrES5JVhWQq6iQppWt6zV9UkSA71U6yLKFtDYz14SFMZoiVEmH0vWsMjV8b0kxWOLWW84eQSeWWwzlNbx+NbE5JIIaQniRTae/ppRKw1p9d7dBPNxrggiQQSSWUtl0YVVWs4PMwomxbwJFqSpoqlTJElCZPacmcWM8pLHt8p0VJx39E+w07Cxrjgc5cqujpEEg07mryRYdCqFGuDmLIJHhZZJPEIYi2IZPCKGaQR9651OTLsMMobkkgRS8nJlQ6n1rr0Ek1RO8Zlxda05rPnR8waQxJJxlVweOmlktGspaqnLPciVroRG+OCqhaksaCfaY4OOwwSGWbctURpOR/ka9YGKW84tcy0avnUuT0eujShE2lSrcgizaQy1K1lXDZopRiVDYrB3CtHsNKJiVQQMySS2jruPTygbCxlEyJTjLMsryTsThs6cwE1UtBNFW+6Y5Vp2ZJEglntyOuWJNbszRqO9GPa1tEQMStb7ljp0Es1BsgSxbCTMKoa7lnvE6kgEEkBgyzm5EqHvbxma1qzk9coIdBC0JlHw/TSmrJucQTvpX4aUmfyeWqJsw5jHLPacGSYcfdan0e2pvTSCEEQ1fLaUDb2/2fvvaNtyQ7yzt/eVbviyefme19+HV7nVkSWNELIQjAScUjDmAEbD+O1NCPGgbVIkkAaGHkwAjxgGw9hDGsAe8GIINkIyWCSAAnUoiW1Uqv7pfvCTSdXrtrzxz7nvHtf6qjkdb+/bp1Qt9Kpc/a3v0DDsVhqeEgk1TQbKnRtygqOLwQ0XZtBWpDlJUIKKl2h0VTaqBqksKiqitCVZFrg2vDQkTa+srjUj1lteaRFydYoYRhnHFsIUJakHbqsNEO2xzELNY+Njs+xbkgrUFwdpkghSIuShm8xSjR3r9VxbUPgXu7HtAMHSwqUlAgpWGl4IATbwwRPWZxYCpFIfGVxZrWB51hEacFqyyd0bNbbAXXPJi81xzsBWgganiJKc/4M9txPAAAgAElEQVT6XI8KTc2RFHmFLQWLrQBLCpK0oBG61F1reo3AqeU2x7shlpBMspxu6Boic6qKKoqKSmuOL5rPBUBZak4v1VhrB/N7sdaaKCtZqrv80SevkhYVRVEa9VWpWW36rLUMudYMFFVlSCFbCE4shkRJyaVhRJQVnK8muK6NENCuKwLXxrEljmMjMOeo6Tv0ooxhkuPYksCxuGu1wfYwQQB3Ltc53g251I9BQJ6XDCKjgLt7rYFjSR4535tnfmkLY90MHAZRzsml+g32/Ela8NCxLscX6/zlEztsDWPcXoQtjPXz7E7E3iihETgMREHgWKy1fKTQrDQD7lyus1RzWWsHbPYi8sKQ2Bd2Y1qhohU6DKOCD53dI80rsqLgnvUWi3UPKeDMSoPHtydc3Is41g1ZqntUWnO0G3K0G3Jhb8LjV8aA4Egn5O7VhiEHaz5/c3aPcVoQZQWhZ7MYuCzUnefwTf7scEjw7IMQgtCxGCXPT4fAH396m6OdgBMLn5tQ4+/4xb9isXbzwcL3ve4urKla59/8vRfyc3/0OP/zq059TrbjEIc4xCGuR/26wPed0fXz+jfHN/yrD3zR2bR60cEWop/79hfwxl+7Fq78k9/y4E3fJ6XAkxbf8PA673pkk150SPAc4vMLy5a89OQC9+U5O6OESVqS5hXDJEMi2LuQUg9sLCRRljGczhldT/JUTG1cJWSFptAprrKwhMSzbdqBxJYWV7IYB0PYZMU0cNe61kxVTJmfLLsmF1LCBFJSmf8bOOC5ytjPtRnMJmUJlUbKkjQvEdJkLrQCm0GaY2O2S1n2XCUxTnLGeU7NUdSUohelxpJWaTTGPlVoTdN3afsOI2kGv0UhyESFkppemhpLlatoCNAIxmlOmhV0Ap92zcFTkklurB+ONK8piorQV0R5hW1rBnFqApQ9G0/ZXNidUJYmyHOUmjyHQlfYtsXWOKHmK9K8pDENZfWUIHQd0rLAkgJPCmquou4otkYJ47Rgoe6w1PARCEpdmYBcxyJ0TSB04Hi4yiIrKsZpToEwM9sNRXdqwTneDWkFDllhFOJFacKLxTSLpBUoWrUWW4MEKTWLNY80L7g6yghcG9eW1FyT83G5bwJ8u02ftabPQs3l01cH9KKMDdfHsSR5WbE1jLg8TFhr+Oy5Fpd7EY4tuWOpziTJjcpFV8R5xYJ0WKj5JIXm0l6EkIJRnNP0M/LSolt3DZliSxxbstYOGMY5vYkhMj3bohUoap7FpV7CYtNjvePxwSd65FVF3XVAaj59ZUzTVxzpBKw0A57YGROlOUle8sBGm5prM0py6r7NRsfnQ0/ssZnEtELb2NJ6EfesNVisu+yOM9K8YL0dMowLrg4hSkvqnsViw5A0q56i7+UoS9AOHbSGz26N6E3M9bfa8o3dRWuitOTs7ohL/ZhRkpucF1cROJIj3ZDHt0YsNnw8WzJMFJuDiI22OWYLdUnTMWTd2d2IU0s1tIZhnCEswWLdpR26ZjAvJZerCaFjc3qpzkNKUlWafpRzZRCx0vCN9E9XLNV9LvYjmp5iqe7z6OYeWptrVAoIPMV4kuH6io0paRK6No4luW+9ySDJp6G4mm7NIXRshBAsNSwW6y5RFrBY9zi5aKxflYaVpkc/MgovZVt0QwspBFpr6q5i4hXct9GaZiQJ9sYJzcBBTcnYUZKhbJO91Uug4RtlTCd0kcIoOSZpQZSVuLbk5JKx2OyOU3pRzvFuQOjY7IxT0qJkY6qqOb1Sx7EEhYYr/ZiirLCkZKMd4NrWVLlslH5n1po8dmmAlBZ3rNSYZCWWFLQCRTYN1q5d91sqLw1Je/dqkwo4txNhScjyigv9CSBYafpT5V7CIClo+CYsfWtotnWp7nNuZ0yBpj7NoFFIJmXOqaU646wEDRf3YtJGSW+S8cLjXRq+IslL+lFGXmg+urnLStOnHTrcsVLj6iClX2kmWU7o2gyinJ1RytVBzMPH2iw3fIpSk5UloauIs5KyqrgySEmLCteWNH1FPv2eaAUOX37XMo+c2+PkQoPHt0a4tqTqaHbHGVFWslx3jDUVzcmlOjVHEU5VSp6yWG8H9OOMUVrgKBNYvz3M2BrG9CYpdU+RFBVbIxMub8h4ePhIiysDc800fU1cmMmBcqq4PL1SY6MdzFVHnrLohA6uLbEtxdFOQDC9F3ZCF/fznDF5SPBch2FS8P984Cw/8rX3AvDRiwO+5mf/jI/96OvmjOrTxXf+0gcB+OTbvwrHkkhpgvB++QNn+fK7Fjm1WHva6/qbcz22RylfdZ+pWdNa86ef2Zk//8BGk1/5By/hobe9D2BO7gB4yvqSUSQd4hCH+K8H7/jG+/n/PrzJB8/u8SO/+3G+8t4bayI/8pbX8pN/8Gl+9S/PzR/7F+/9FP/sdV8c96x/+O8+xPs/sTVf/vff82W89GSXN/7atdc8VQX6N79wwxA8k/9666oP8cWJvKjY6Hh85mpBVoIUAlcJ8onmxILPOK+zM4gZTGf1HbsgLW4keEoMoVJUpnHIdWwmSYEQJU1fsdwIyYqSOC9w7cIoeIRGlybYWAhDxgSuTVqURElOS4KeBmSaIOJp/biUrDU8oqJknBVM0gLPMY08CzWXy4MYZUnzQ1uYoNjji3U2ezHBdOa54ZsBYpRlpFlJzXEIA0WRG3LHBI56JGlOO3CxLEFWarqBaXyZZCUlmmbg0PUdhknBJC9ZabrUXIvLgwQlNUWlcZXijiWfnWHE5jBlo+WTFCVxVjGKiumgX1KgSbOKlq+I6h5okyGUFBrLEoTKwZaSwLHphg5JVtDtOiZQ2bFxlM1mb4JAoCyLYZIjPXBtM8Aoyooza02iNGe5FhA4Fklacn5vQiN0UEKQFSWesumEDpY0A7il+iwbpyAty+nMf8Gq8CmmyqbluscoLUiLCrQmyipsIYiykvVWgOcpZKWJi5JxUhJlBY1A4TkWJxZCWqGiP8mpSmPNUFLw2a0xk7QgK0psS+IpiSUFcWZUJSBohQ5MB+3n+zGVBs8x219UMIgyhnFGnJa02g5XhwmdmkvdNWRXkpsQ5o9t9ggdG1dJji6E2FLQ9F32ooytYUZjarWwLWFUPVFGVBTEubHeOZZgfblOnFfEWWFIvumx2ezHLDRcsrxkN0o50nJ46ckuWaG5OkyJMhMm3Amd6bYWVFpzYrFGw3OxpeD0Uo1RYsiEKC3YGpvQ24W6R1pWbPYiujWXK4OEnVFKpUs8WzOKjSqqrDSPXx0TOAkrTW96XHKGcc44LriqE5aaPkVS4ngOJzrh1DIsGac5Dd+m5TvEWYEFHO+GRFnB1tgiUBbLTQ+BYGec0q05WFLTDjxAc3whxJYWrcAxRI2upsSOwJ8qKzSCie9waink7tUmm70IZ9pQlZcm8Hm9bax1lwYxRaVRlhnHFNOsrdkAuVtz5+9fbniEjs2FvQmLDY+irBjFBZaEV9y5SFkZtUvDt1msN6fkQsVGxydKHfbGKb5r85JuF8+2yUqTiyOFYJIWrO9Tzsyw3p7l9FhsdCquDBIcW2IJ2J1kKGmCqRuezYuOdbjUj5ECBnFOnBuyaKNt8n1agcMLjnVMU9T0s4UQhrQScGatye44JSuq+bEaxRmeY3OpH9PyFP5KnUFsLJv3rjcB5sv3b7SIi5Irg4Ri2obnWAIpBScWDWElheBiL2Kt7VF3Fd26y9VBSpLnxHlFURrSWlmCJDfr0uj5eTakrrFuHe0EU6LDZRib5rkkL7h3vckwLqh5BbYU7IwyLuwZQvBDT+7hOeY6qzybUVKw1vTmx9tTFq3QJckKWoG5Rpu+w8tOtdnsJaAFrm1IsSQtObVYIys0UZaR5CWesrh3rcVmL0Jr+OTlIf3I2L18R+HaFgt1nzyvSKafPxNAbpSGs2sgyUt2xymbgwTXliw1PDxlkeQle1HGxb0INc1UutyPGcU5cVZwfLE2Jww/nzgkeG6BKCsIHJtv/Nd/DsB9b33v055V/u1HNllv+/Plu9/8+9yz2uA/fu8r+b1HL/H2dz/G298Nv/xdL+bVdy89rXXO2ltm23B296A16+e/44W0Aofvfc0d/J1Th0HKhzjEIb7w+LaXHOXrH17n7jf//gFy58mdCYD54R84vP3r7+OffeVdPPi2PwDgZ//ocRxb8qbX3PEF2e4Z0qI8QO7ANTLnT77v1bzt3R/nX/73Dz/lelqBkee+56OXeelh0P0hPo+oeTZlaRR1y42KLK+I85IjbcHxhRpRYgbvkyTn/G7MKBtilyD0terdmT1LCggdyEoIpEU9EOgStBCkZQGVCfhVtqQsNb6tYark8ZWk7tm0ax5FUbErLLIqJ8tLPGEbG1elKasK17VMYK7v4ciUQVygLIujbZ+sqEgLM7PerHnUHZtW6JDnJcsNn6ZnsT3OGMVmZrgbeLjKxlMWu2NJGEgcaeFPB/t9IHQlo7QiKSpqriBwJOO8xLctGr7CdizWfJuL/Zh+lBM4Nr5jtrFtmWDOQZQa61WlDRmUFthSstb22J2kOLam5bkEtiEzlhoum3sxldbUHZu8MuoF3zF2kd1JihSSNCtxLJvArTi5EHK5H5NO69KF1gziwiicCqNs2h0lWLbFMM7QKBYaJrg3KyrSsqJbc7EFDOKCfpxRlYKJV7Lg2uRFyd4om5NBWhv1omPbDFNjFSvKijgrURK6dYduqDi6EJJujdCV5uokY63p4diSvXHK1WFKp+awM0rYHqS4ygzULw5Saq6kHxdMkpxTSzXySrO5F5FVFZd6MRsdn7Iw9hXXkbRci0lWUFSapqeYJAXNrk+pPaSWVFVFWgk+cr7HsW6Nu5ZrVAjirAABdV8xTExQ8JV+gq8sjrR9zu9qJklBzVdk04ySorJJs4K9KKcVlnRrLlkJ/lS19qGzO5xZqeM4xhqUFxWdmotSkk7NNeqnSk+DWhU1TzGKc4QwWSBKWdhSoNF4tiRKC452Aj62OaRCsxQ6lAjSvODOlTpVJdgapGZfMA1jJxYcGoFLlBYUZcXRTsCnr44MgVvCaiug6RfUXItL/QRLCu5YriOERArIS5MPIoVkGBc0A4WUAaMkp1tzCXObcVoQT4956Jjg4O1RgrJN+5XEEKPKgtPTENmtUUJvbHKbAtc2ZK82ZQsX9iIW694N6pj1tiEGujWXQZSxF+UEjgXTZrB26M4HyDNVxu7Y5M/4jsXDxzpMpgTkYl3SrbkHJl6S3DekkH+NVLq4N+GBo216kcnnmeXj9SYZK02PKCvng/qZumS2XteW5KXGU9ZcSTROChq+Ca3e/79dW04VR9fGhVlRoabz8LP9uRXMvcvsa5oVbI1SlJ0TKNNUNopzWqEhlK7f781eRE0rilLjK4vNfowtBFdHKWtNl7TUrLZM6PhS3ezzzijDVZLQ8UyGUaBoBYrtUWrsW7ZpqZNCstYyLVTD2LRmDeKcTqAYJsV0HTbjNKfpGxJ5d5QxyQrKsqTSms+OM9Ky4PRiHa1he5hMM7kO5tU0PJuaa9OZkpyb/Qg3k1QtQZQWjDLTDBd65vNZUrJY99gdp/NjK4Dtccp4mlfkOza+YKo4FFwZJmRFZchpX7EzikkLzeNbI2qezanF+gFyT4hrhJeyBKO0YMnxKErNncsN4ty0E6ZFyeml+lNOBD7fOCR4boH3f2KLFx9vk5fXQkAv9iI2bvMhBLg8iPnf/v1Hbnj8sSlj+Fsf3pw/9nuPXnraBM8Mn7oy4q6VOq/+F//lwOPLdcN2/uPX3vmM1neIQxziEJ9LeMrCU/KAzWl2/3pwozl/rBkclCG/832f/oITPBf24gPLb/u6e3lgus1HuwG/8J0vflrrCRzzxf4rf3GOt37NvQcUloc4xOcSpxbrPHJuj35kZpZdT2FbggePtNgb54SexcVexiQtWW979OKUq3mKrkBOW7YE5vd2WU1VNsbnRMNT0zaSkiwrGKYlgWPhqYCqqphkOUoaxc5dK3Uangk/3R0by40tJVFVIUWBayviatp6lRYMEKy3fIQwYZ95WTGIKhzHEKaWEHjK5H60Apu1dkg+/dEeOBZP7sY4tmRrNCGKM5Ztj8W6g68spLRohsZqUBQ2vTgndBUroQLLotKa5ZqLFoKdUcrJBYWWgoWaxyQrWG56+BNDvoAwuT3CqBuiNCfOCxzHQmBqiruBSytUFBXTGmHF3sTYxTZ3JsRFTlUZO9N4WuVbVhV3LNUJPWUaigYmA6NTc7i0F5EUwoQXN13ysqJb95nEOWlesdH0sdBoDUt1n6ICKo2yJQ1fcXZngu9YSOlRliVXBzG748xUmDuClm+BEMRFiefYKAuGacVSw2N3nKHsAksatZGjbOquouM7fPrqkIZrKsPHiRlwvfLORYZxTjt0TUW9FFPlx4i9KCNKTPy2FDOCDxquxdmi5MmtEYuNgIZnmcwXT2Eh2B2lBI4Jyd0dxwSug2trJhnUPUlZgbIEu5Oc5YZLISVN38FzbK4MYpOlIwRJnjNKLBYaLp4tyDWMpxsTOjaVrrCEoD/JWKi51D0bV1lc7sVkucmymmQmCBst2B1nLDYcVlseH704oB0oHFvSDs1Mf9N3GCR9NjqhGcRO0Z9k7EYppx2be9fqfOCJXdKs5Gg35Ei3SZRWVNrY6mquCbq1pERrY3Wxpcm8cpRlrFnKptSZsbqUFautkE7Nw5KCnXHOsa6Pa1sMkgIxVcAlRcVi3WWc5DiWxJYCz7aouza9KOOj53vcuVLDUwpbwpm1DmdWGwA3qHE6gcODR9skuVEFlrricj9BSE0rcKm0sTkZwsaQMrNlT1mcXKrj9SK2Rilaa9ZaAWst/8AA+WakyGwi5Wa4nhRybUkrNOc0mhJYyhLYliDOTbsbWs/3LXAs8tIsr7eDuYoIDIHTCV1qrj0nqvZj/2tnxygrytuSOjfb9iQveeTc3pxgnqQFT+5MaPiKUTKh5tqc351wZq05PxYzMkKjuTSI2ZukWMIUCqWFxrElRalZqDnz4+IrwZVhyjgpONIJaIemYv3szoS8kCaQPS0RUrPcNCq5J7bHRFmBkpJX3LmIN8nmJMiVAYYgdG2uDEz2keMphkmGX5m8rn5U0K1JHGXhSGECp6fHtltzCV2bxy4NTEZcWbEzSknzgpqnWGnW2RrE2JZkEBfkVcVK08e15Zykm53H4wshliXY3IuwLaPUMmon6AQKPT1myjLHoBOYivkkr3jk3B4PH+vMyT3HFvSjzOQHaRAYxVpRGtXYastHN8zfn29yBw4JnhvwitML/NnjO7zp1x+54bmfet9n+I6XHeOH3vVR3vOmV970/Z/dmtxy3Q+97X28Zh+h865HNnnntzwEwPndCI3mWPf2eT2v++k/4TM/9tUHHvvxb7j/sB3rEIc4xBctkrzidz5yiZ/+1ocOtEj982964MDr/uT7Xs1/8xN/NF8uyupA9fjN8MZf+zDvefQyb37DPfzdM0tPeQ99OsjLijt+6D/xon1B0Q9uNPkfX3b8Wa3vaOfaD7m9yWEOzyE+f2gFDg8f67A3ucL2KCFwLbqhw9445+owNlXHdYdenBNNcqNaCW3itEAVEE9rxS0BjgV5aX50l2VFVmqiNMea1oTXXImaVnsnlcaxLFYaHkcXTG1tf5KR6QrlWHiW4tIwIs00lgRlaRxlE0hBXhY4tqAXGbXCasvnSNujFxdc3I3ZmcSghamvFZpL/QyExVrbQ9kWZVmR5DlZoal7Lp6SVJWxirm25EQ3ZGuYmJlbTDWxJQSVMyV9KoHrWTR9hWUJ2jVFVmp826LmWrQ8RWibhh7HEkxyQ1bVPAtLmiBduxQstDyUtEhkwWozIC5K2r5DI1DUPYtm4NDybC73E7aHCZOioh04hErSDB3ENKPm8iAx2SSBQ1lU+Mt1+lFGWVYUFfiuInSMXWWUFBzrhOyOU3bHKVSahdDl45s9RmkJFSglaPgOy02XrZGpqi7LCg3UpnYIrQWrDY+1Ix6Pb094YnuEYwnaoaLuBpSVUYLpypy/VujQrbkoy1Skd+suy40WpxZDzu1OOLVYI85KhqnJx/EdixXbBNnujVO2himqbSG05uIgptKC5YaPsgWuYxO4Fkt1l3FUklUV6AoBdGseJxdDtoYpeZWx2PDJ8oKi1GhdkVd62k4WcHWYAGamPSpKJHBsIaQsYUtIBlFmAmzTAgHcvdKkH2VkeYUUko3pffzc9oS71+rYQpDmJmi5QlAUmoeONqkqqHs2Dx1t4zvXhlnKMuHLW8MYhMBXFoFrY1um2lkKkyXzwEaThufQ8M2kR+KVfPzSwCjoXJu6b2NJiyuDmDgtcCyJ1kZZtdJw2RqmCMxnVk5VBstNj7LSNHyoe8481PaTV4ZMkgLLFuRFbW5PivOSSWrsJUe6IZ+6PORTV0bcudLk/iNtTizU5oPW64mTa8s2k7Tg6sAoPxq+i68sHFuS5iWPXRpwpBPeQJ7MSJ5Z5s3zhRtIoV5EXmpagcOVgSEUdKURGNJaCIFjyfmxcmzz22WmCrnZft9sIH8zculWr70ddscpWoM/JU6irMSWksvT9q9V32TaPHZpwAuOdeZKo3FSkOVGxdec5vKkRUkvSqeKlIJuzSOf7vO53QlNX3HXSh1LGLVOJ3Q52gno7cuyqfvm2t4bZyzVPRZrLqXW7I5ThDBEVqUr0qJks5egbMHuOGGtFZhGR2UjRUlRCEpt1G5JXvDk9oTjC9euiye2RiRlRYUhQ7fHKTXHohnaND13roDLi4o7V02oszfNGpvZVx3bmp/HpbrHKC7YHqX4jiRQFr0oxbYtNlo+Dx9t89ntEZ1pvTyYUgCAz26P5nYvMLYtJSV5VbHQMNXztmVIoyuD2ASaO5Ik9780FTxCiK8CfgZjo/4FrfU7rnveBX4FeCGwC3yr1vrs9LkfAL4bY/F+k9b6vc/HNj1b/MjX3svffecf3/S53/rwRX7rw6ZJ5Rr7fBBP7Ixvu/7//Mlrcn+t4fj3v+fA8zezgX3g8Z0Dy9//W9faZ97zpldw71rz+rcc4hCHOMQXHd71yCZfftc1ktu5jrw52g14yxvu4W3vfgyASVrSDG5P8Lzn0csAvP3dj/Ez7/80j/7I657zdn7N//VnAPz1uR4AP/NtD/GaM8vPen37Cfjv+uUP3nKC4BCH+FxgRvKc3Znw5M6YrWGGtMC2BEsNB4Hkxccd9iYZvcjjsUsDPGVqkknNQLru2xTTwU/g2QyilHSSYAtpmq6EwLEs2qFLVmiSLMexrbkKwJKCOK9wbDOI34kyqrKi5kBUQpIWrLQ9oqxACJuTCw1cW2ALiedYrLdrdEMjed8am0wUaVs4ZYVSFhJwLYFvSz59JUIgWWkoCm0G1kqYKuO9cUo/ShjEGUo5jOOC5ZYhJs7uTKh7iqW6yyQrqHs296w3udSPOd706ccpRanphi53rNTY7CVcHSU4qkLZkkmaEyho+KYmvKw0NddUkk/yHF+ZwTkapCVpB4qVpkenZmbWy1LPrSD3r7WwpGRrnIA29qrexGRK+I6F71i0Ah8LwfYoZXsQs9bxqSubfpxRarClITPqgcNS06eRl1zYmSCxyfMCW7pGJYVRZ+VlRc01g8eVps9ayyfOSlq+4stOLXBhN2KcJfSjnJpnUfdMQ9V4ase4Y6lOP85Nm1DDY7nhIYWpbDZ2FpNTsjVMKCuTE1KUFa1QkVWa7VFClJlzvNLyWKg5lJWx9zVcRdt3ecnxOv0442/P9wklSCHJC43WmvW2T5qXdGseQmjaoVF6HemGJHnBlWmY8O4kx7bA9xR745TQtTmz1uCvPrNNb5LRDBQnF+sst3yWGx5ZWeI7EiWFUXWKirtWmtjTa+biToxla+5aDkGbENZ715tY8uB313jaiNYOHfKyIk6NuuDYQkg7cPZlfRg70Sx3RQpBoCzuWW1MFREJrVCR5AW9SYoQpnbctSUb3YBO6HJ2d8z5vRitQQtD/swCbCdpTuB6JHlFkleUaEJlszWMWWr6HOkEgCE+1PQ7+sUnugwTE8J9vfLkZmqabs0lmeYGpcW1QXA7NMqScWqa925Fnjxb3MpSdTMczPJx2R6nTJKCo92QtZbPpX48zwGaQVmGWLnVft8Kz+S1t0JaVASuNVcbZWVFVhaUpZ6HUvuOxTCp5sexW3N55Nweri1ZbXrsjXMC16YTugTTAPbAUQSORbdjSKiHjrTZnWRY0uScXeolPHqxb5qp6h6eguW6ZGeccqWfUOmKhu/OlTNSCPKiZBRfs9qtNFyuDhMmeUleVay3A7ZHKYM4Y2uUYktBkhsyUFmCpYZnCDZbsBfnbA9TVlsegWOjq5RMaxSg3YrNfjZtQSwBTVqYmvSZSupSP56rqGfn4uSiyeECk+N1YrHGkU44V4qNk4L2dYqwmRJ9P2GnNZRaz+13VwaGqO9F6TR71wTp7ycvP194zgSPEMICfg54LXAR+JAQ4ne11o/te9l3Az2t9WkhxLcB/xz4ViHEPcC3AfcCa8D7hRB3aq1v1tL5ecHppacXfPzT7/8Mb//6+254XF7nG/xP3/tKvvpn/vRp///v/61Hecd/d3BW+9t/4a8OLM9IJuCQ3DnEIQ7xJYPHLg1Zql8LzxPiRuXhP3jFiTnBM4hzmoGZVU/z6gYb1/UYPk8NiJ+8Mjqw/OBG6xmH7F+P73vdXfzEez/Fxy8Nn9N6DnGIZ4okL0mygt1JimdLelFOnpkBUM1zkAIc2zJqnprkzEqTYZIxigv2JimjJMOxJEpqfEeQl8IMCpQELCxL4yqjPAEIPZu6V8MSgrQ0So9m4KLRuI6FLSVNLfCVJC+MtEYAo6TEEoL7N5qsNjwuDxOQFa4y9c4XexOKSuPZFhWaOC3wHQsw4b5bw5SG787JkU9ujaiyAs82OTRVWrHS9HAtgaMsFmoeFhOElAiMQiPLNbZlEbrw8LE2l3sJaW5qjljNHC4AACAASURBVO9ebZLkhvDam+Q0fcUoKbAtcJXFIMrox2Ym2bIkLd804XiuzWoj4Eg3wJaCywNDjAlLc7QdkhUmC8WbzjI7luT4Qo2tYcJHzkecWKghhMS1JJv9iDgr2B3lND1FVFaUVUVRanrjjM6Kx0LNpargUqW5dyFga5xSdxVr7YDVps84LXAtycV+xKnFGv0op6g0ddem7inSoqQVzDJj4CUnu1zuR+yMU9Ytn71xRlZUtAOPY90AiclhcmsSV5nq6qqqyIoKKYxNcHdsWteWGx6fuDzEloKNts/eJCVKS9YbLtsTk4XSCpypukqibM04KXGsgqavcJWFm1s0A0WaVyzWPbZHybyRSQrmCol24MwHdr1IsDdJCTzFQsMjKyvyrERrc43uDFNeducS9x9tsz3MiPOC5brLkU7IOMm50IvoRRmVrnjZ6QXizNhb7l9vcWIhZLMXc/d6a56DAtxgy9keJdMAVtPWEzgmQ2UY55zep1a5meLjaDfEkkZNMst8afkOp5ZNtkc7cGh4JitpkhZIIZDS/O9RrPnUlT6nl5vcudKgEzp8dnvEJCs42g1QtkQgTGOTY1HqijSrqPvXvm+LUhMo00z0dHCrQfBsgBtN7Zz7sZ88eTbYb8W5mSrodtuYa1hr+nTXrxFC+604M8warL4QmIUZ707LGrTWnNuJkVKz0vJJixKJIQOHcQ5EpIX5HHqOoNKCpYbLXav1uX3p5HVlP+m0TlzZkqvDmCe3I5Lc5OrUXcXuJCVwbXxlFI7bo4ROaJRZ7dDBU6aiPi8FnmPjTrOofMfm4WMdFhoe28OUvKxIp8/VHKM0enJ7TF7BC48dzDDqTzLKqqI3MS1zDd8mzko2+zGeYzKQdKWJ85Krg4R2aL7TZufdtSWjaS5aVlY4liR0bU4t1W5JutU8mySv5sodMEr0mnfwd2DTV/Qicz+seyYc/xOXBtT8g/bMrKieM3n5TPF8KHheAjyutX4CQAjxG8DXAfsJnq8DfmT6928CPyvML/uvA35Da50CTwohHp+u7y+eh+163lBz7Wmi/zX86l+e486VOt/xZcfmj33kQp8f/u2PzZfvX29yZrXBX/3ga3jpj//np/W/fuNDF3jr19w7/dFiPMm3wl/8wFc8k904xCEOcYgvCP7wn76Kr/jJP2a97TOb1HzLG+655evf/IZ7ePu7H2OUmnyGu9/8+wA88eP/7QE1zPX35ecDgyi/4bFj3ef+pfzGV5/mJ977qee8nkMc4pliJlGvtGlrqrRpkcrykmIa9lpWFXtRZoIsQ8Vqy6fmWewMM87uDnEsi51RSt1z8BxJqTV7k+kPW9ei4TsM4gyNpOZY5GWFtCVXdhIcS5AXxiqU5SVnd2OywrQbVRWo1BAJWmu6oYOSklKD79jGAoZEU7I7ydkaRIzTglDZxKWxkXRqLp3AvGd3nOEpgW1rmq6Nb5sAWVdZKGUGP6Fr85LVBhd7MRd34dNX+yhlY+mK1rQtqhmaVphSazMoGaV4StIOXALXYrMXs9EJGCY5RVURpSW2ECRZQd13WK67BI6NLQUPHGnTChSDOOdiz2QDrTY9rg5ThBS0fJey0izWvflAu5iqeY51Q0apCQZOC81KM+BTV4e0QpNnEbg2rmNRB0Ql6AYOVwcJldYMk4woM4G/eVlyqV9gT8N1A8fCsQTaFJERujbHFkMc28IGFuveAQVElJUc79YM6e67KGVyatKiJJg2qk0w69JCU5UwTLJ54KynLARwbmfCRiegKEuqEhqBw5GuTX+SYyPJhUaKCse2kcJktmRlSeiYQeessajpOeRORTtUxqI1Snj0Qp+aZ7PR9tEaLu5NeHhqVTm/O2Gl4ZNXJZaQVFoTdGwsYQJvj0xzcULXRghJUZqwVSkEnrL48ruW8ZQ1r+hu+to08eQmNPsFR9uszVqg+vH82O0PEvYdmyQvWKi5RFlJnJbEWcFGN7yBgLhe8TEjL+DGzBeAS72I83sRoWuz2HDxHYvPXB2hLImvbBaWmrR9NVcotAPXkDZT5QeYz1+UFQTKJssz4mmA8azW+plWPc/2YaaUmVWY56W+bf33s8X1Vpznqgp6rtk5zzdm29MNHXYnyZT4MAowWwgu9SKagUMndOhFGTXPKHMCzybNS450rl1nM/vS9ZiRWgDDuCCZNtyFrsKZBlEXpXnvycUaDd/ksDn71jU7j2lRcaQTHJjI22j5REnB3iRDSLNPRV6y2PRMG1xRETgHr4tSm+M+U5Q1fYc4i6GqGMU5oaOodMViw1zTa03vwDkKXZtPXxkSugpPSZK8ojcx94ZbYZZdB8zfM0lzHj7WOUAktkOzTdujhElmU1aG0G/5ak54wXMnL58Nng8ach24sG/54vSxm75Ga10AA6D7NN/7BYfWNydZ3vzbH+PP99mnvv7n/nz+92/+o5fx2298OQDLDY83PLA6f+7d/+srbvv/zrzl93n0Yh+AYXJtsLF0XW7D6r5E9kMc4hCH+GLFLJz+R3/vMTZ7Jrj4Bfvyba7HLLPmby8MePM+0vyBH/0Dyn2k931vvdHRO3kGpE9RVnzgs+Ye/r7HrnL8+98zb/Laj5spjZ4Nmv7tFUiHOMTnAmlhAlrbgctCzVhnbCkoKs3Z7Qmbe5FpL7HFNBy5QGIat4SoOLZY5/4jLe5ea7DS9BDSECWd0KUduLRDj1bgUJZQlaYWV2PCcjfaJsjUU5aZ1XRtQsei6ZkZ9igvOLVYZ63lGTuWreiGiigrSLOCRuAigEu9BFdAoCyE1CS6RGMCoCtt7C+BZ1P3bHKt2ezF7I5ThklBf5Ly5M6Yq4OESZqTlxWPbfa52o/YjTKT81VWXJ3kbA1ilIQ0K/nbzT5SaIQ27VEfuzgkKytKbQYqDU9x72qDTmCaf6QluWetRTd08JSNsiQrLZ9SmyptraHp26w1fSwhWag5hiDzzcBpFBeM0wxPSSZZjmUJXni8jS2N0qMd2ISOjdTQ9BTKltRco+5oBw4bHY9KG5tAp+Zy53KdXpTx+NUhw7Sg5lhoLUymjDT5NZ6yeOBIm9ecWeaOpQarDY+HjnU4uVi7QflweqnGfetNTi6FLNU9E/YrBFcHCdY0U8axTPPRWtunHVxTQ8xyVU4v11mquXhKsdx0Od4NiTNzzR1bDKgpSaUlRVXQ8CyS3LSRecqEwSpLgIbANQ1nAqPMGSYFrUDRrXnGnqMkRzohk7SY1yy3AoWnbCxLUPcUDU/NSQZvqj5zbYulhrGv7E3yA0oAMAPSrCiRQrDc8Fht+nQCh8508F1po8zZHyQ8O5alNlk+NU+x1PA4thiy1PApqxtVMbNB5BPb4znJsN4OkAKirJzXLl/qRXzkfI+Pbw5Q0+pmIQRCmJa8E4s1HjrW5vRyHTVtYzL7KZHTe8AMszryhq84s9akqKrpGETTCd1nXfU8I3r2b/uZtSZySq5preeWmudSJT0Lx90PZYlbqo5mx3j/OdvsRST5QQvW/u3+fNts9mO2Pf70c3x6uc5XP7CG7yjiokRNq9pHcc5i3TTZCSGmqmkTXPxUx7pbcxnFpsI8yUosjNAgLU2Wjj2dIJgd09nn4WbncT9ZNIMlJaeXarR9xXLD40g74AUnutyx3OBIO6AZODesr+kqKsznXmtzjQaORbfh4zsm96zhK3xlsdH2b2jgmqQFRzohrpIk190bboWZrbnQFZ+5OuLqMGZlSo7uJxKFENR9xWLdI0oLluo+izWHvNRcGcTza+kLofz6kglZFkJ8D/A9AEePHv2c/q8XHG3x4fP9+fIf/JNX0fTVTQcT/8Mv/BVn3/F6+vsaYgBedPwgM5jtu8EEjsVH3vJaHnrb+/jxb7ifH3zXR7keX/uzf87Zd7yevakU76e+9UHWWwHf8vNG3PTy04dVu4c4xCG+NLB/duf7fvNRgLn/+WZYbRob1/X3xnFa8MO//VH+j288aGP9n155gk9eGfGnn9nhm//NX/Afv/f2GTfv/INP8S//8PH58g+//gz/+3s+cdPX/sR1QdDPBYPYEPZbo+SAVe0Qh/hcwrUlUVrSCRWbvYRJVpDmJb6yiLOCQVKAECw1AxzLSPORksCzCNyAumfUIk1foSxJumfk8ot1h1bHIfQtqkqzM86w0CjLYqnhUVYV692QvNA0fJui0JxaqNFQEq0FO1EOlSYrK5LMTGK1aw5poTnaCYizCqhYqPkMrgyRlqQRuFiWsbUMsxyhTdtX4No0XBtLQpFDw7XZHiRsT1KirOCupQaWhFFc0q0JRklBP8qoKujWXbK8AimwpQQJSw0XS8DOJKcVmAFEc25bEpxarBmLjSXZwIwpRolp4+rWHCwhGSUZSVEZtUmRkhUV/UlGpc05meU2XOhFqKmtqdJGYXOkY8LilSW5b73BI+f3KCqTc3R6MURIo4pBGBVOVmiEL/Ecyd2rdU4s1BgnOY9vjVlrBexOUnzbqGgagWKSVnzri4/OByzDOCfKUwJHHWg02n8NjZOC3YlpjTHXTsmVQUy35iKkIRXUVDWxPUpZa904CVlWZt+OLwoGUc6VYUzNUTR8xR3LdZYbAVvDmDgvSKcV6XevNXlwo2UsHGWFa1scnYbpXxlEPLkzIXBs7liuY0uLrDSz/TMbCpia5ZOLtfn221JMq8yraUPRNTuGa1vUPUUrVLfMm7lZqPBTqUcCZTMoDME4I1grramrg8T/7axG13J6Sh67PODcToQlTZ19UpaUlcZVkjgrCRxJWpqxx/UWq6eqI/eUxQuOdZ52ns1TYVaBPlsfFHRrJhNrs2faspaf46T1M7VUPZ1z9nxk5zxf2J8vpLVR/PmOTcN36Ecmn0trphkyOb3IWGvbocNG2+fKIHlagdAza5WQAssSNAMX17IYRDntwEEKMT+mtwuQvp0CylXWTZU/DV/Nr5PZ+h461kafN0SNVZlMqsWGx0rTx5naF2fYXz8/w8x2tt9yaNRqt1bUJHnJ3jglyyuOdkMW6y6WlCYbq9S0r4sL2J8p1Q5NlbtAsDdOWah7XxDl1/NBJ20CR/Ytb0wfu+lrhBA20MSELT+d9wKgtf63WusXaa1ftLi4+Dxs9q3x4994//zv7/o7x1lv+dRcm99548t546tP3WzbeOht77vtOr/jZdesXKFr0woczr7j9Xz7S29NVmmt+bk/+iwAeaF5wdEWLzne4Xfe+HL+33/4Zc90tw5xiEMc4osGt8u0mdWv3gy//kEj+pwpbwD+6Vfexf3rJo/ssctPnXGzn9wBbkrubLTNj82vum/lKdf3TPGSH3t6lt1DfPFCCPHNQoiPCyEqIcSLrnvuB4QQjwshPiWEeO6p388R3ZqLEKbe3LEFnmXhuzZ1z6EduizUXXxl2kRsS3DPWtM0iCib3jjh3G5Ef5JSaojzijOrDe5Zq3P3aoNGYLPc8OnWPL78rkUeONJmqelTc01LVDtwEFpTabg8jCnLitV2jYePd1lrekgJnmNxz1qdF53ssNzwWGy4dAIP1xZYlsViw+WFx9oc7fp0aw5Vpal7itWGx5mVJo1A0Q5sfMfGtiwW6sqoIizBetPnxEJomsCUTbtmBv5JUbIbmSpfzzahmkJrSirGccE4KZmkpiHprpUG7dAlcBSTrJxa0hRCmNnsSV6SZCXLDY926FDpafOYlLQDh7pvLG+uMhkavSib213yoiLPSx442ubldy7ykpMLbLRNLfRayycrSlaaPicW6pzo1jja8Vnv1pBCM04LrvRjLvUiGq4kL0p2RglFVTFKjO2tW3NZrDs0A8UkKxgmRl21VHNpBc58IObYkqW6TztQB5QMM7JhGOc8dmlgZvGlMC1VaGq+wpJmYJWXZuCp0UzS4qYKgWBqp5AIFusuTddhoa5YbwUIBMtNl412gO/YHOkEvOGhdV515xKtwMFR8oDixFMWUkpOL9U5vhBiW0bp5FgWvUl2YHA/+wx0QweBZhSbKvp71prcvdpgkuZEaUFVVURpwSTNObV48xan2aB2v8rp6ahHGr5ioWaUMKaKu6SqjNVrv3JklluzN0k5vxexNzHLM/UNwKV+zPmdCb6yaHgKf2qTG8a5UToA47RESUFeVGRlSc1TBwbmJ5fqrDU9ssKoM9ZaAacWawdUV9fv57PFzdQyl3oRcWEIthOLNZQlDxyHZ4rbqUluhuvPmSFQEh7fGt10O65XVT3b7Xw2uP742bbk4nQbvGlulZSm1e387oRRWuArC63h/O6EzV6M1vq2RN3sf1zYm2BLwR1LNTbaIWWlKbWxKE0yE9K8/5je6jq5nQLqdufq+vW1AoeHj7bphKZZbqnusto09yrbkpzfnXB2Z8z53QnDJL/p+b6wF3Fud8LlvlHV3I74mx2H3Sij4StsKbk6NLZXx7aIsvwGZVKUlgT79nul6eHYgmFyowrw84XnQ8HzIeAOIcQJDDnzbcC3X/ea3wW+E5Ot803AH2qttRDid4FfE0K8ExOyfAfwwedhm54T7l5p8NavuYcf/b3H+KHXn5k//uCRFg8eafGuD29yaVqpB9Dfl9nQDhR//cOvvWGdr7xjkb99y1fyN+f3WG4cnLnthM5cqbMfv/7BC/NAZdsS2JbkP/yjlz3n/TvEIQ5xiM83fvE7X8R3/7u/ni8fX7h1nbl1G3UPwNVhwrf/39fC5z1l8cZXn+Zf/RdDiL/2nX/M+/7Jq275/tffv8p7Pnr5tv/jff/4VdiWmLeIPB+4b73BxzYNAdWbZFOLxZeMkPYQB/Ex4BuBn9//4BdjeYSnLM6sNXns0oBJWrDUcAm9GkVZsT2yifOCqoK1VsA4zee5I5Msp1P3mKQFNdcjzkq6DZempwg9m3GUs9zwCRyLxUWPwLHmA8xRmrM1SNkaxnRqLk3fkAm+bREXFeMkJ/Rt1mVgcmSURV6W7I1zdqNyrnDZmWSc3RlTcxWWlCRlie+a7JR24BP6CrRp/OnWXPqTjCQvyDVsNHxcx5oqNTSha9PwbCxL0vAVV4cJoW9TFiZY2ZYaz7FIc02hK9JC41uS3iSl7iuOdAIu9yP6Uc653Ql6alWouTaBa7M1ziiKkqPdkNC16UcZ61Oi2PzoN61M53bHfHZ7RD/KqXTF3StNGr4Jk+9HGZOk4OooYaXhkxUVUV6w2DSzwjVHUVUaS0oWGx6L9Yq0BKk13bqHY0mEFozTnDuXG4ySgkGU0wk9VqbWvFFSUKHng8NbKRku9aLprLTJmqj7imGUmWYs12al6dObpEyyko2WN8+kEcLYbG82oGl4JpdokhbEeYmjJK6yaXgms6IfZVS+YqnZnuf3zAZc+5VQl/sR3ZrHJCk4vhDO26UAo9RKC+qFfYMSY3ecIqVgsX5woPvwsQ6f3R5Ns0tMIGzruhad2+HpqEdmioZO6FJWFRd7MaDZaAVzUm29HTCMcwZxjqssfGVak3bGKU1fsd42A9CPb/bZGae0Ao1lGSI1zQ3Bt1h3ObEQ8OiFPmlhcn7aNZesrDhSu6Yi+FzVkd8MN7vGJnkJGhamA/LnmpnzTOvI95+zJC+nqgtoeOrA+dh/DT7dAOfnGzer+r6wF7E1NOd7di15jmXa90bJXKm2M8oQQvPQ0TaVhie2RniOPT8G+0PBHduEJ2eFphdlLDdcXCW40ksQ0nxHzHKcng5upYB6qnN1sza06xVlYd1YFIsKZn5dcV2kyqxgIC1M7lhVaS7sTWiHLqcWb16qNDvWWmMCyKeWr94kY6XpYQnBhb2JCUpXFjVPHciUmt3Ho7SkNg1d/0LY+p7zL0utdSGE+F+A92Jq0n9Ja/1xIcTbgL/WWv8u8IvAr05DlPcwP36Yvu4/YAKZC+CNX8gfQfvx919+gr//8hM3fe7//KYH+Xu/aAYXthRE+1jcr3to/ZaDk2ag+Iq7b6za/eAPvoZKQ1lpXvtTfzz9oB60J3z1fas3vO8QhzjEIb5U8BV3X6tHn+UdPFuc34vmf//SdxnxROjaLNQcdsYZn9kaT8NAb55581Tkznve9Ip50P3ziV/+rpfw4h97PwAPv92oPv/2rV95mM3zJQit9SfgpvlMX5TlEa3A4QXHOriqT5JX+MoilSYrZXMvZpzmJHnBOMnnwcUrzcZUkaIZRDmDSU4/MSqCpqsY/P/tvXmYJGd1p/t+sWTkXlVZS3dXr+pWC6GN1gIyGIQNMkgCLHmXPddgDMPl2mPD9WNfhLG5sgWYscceYMBgrrGHxQzGnstyEZsk44uxkWVhBGhDS3dLvXftVbnH8s0fEZGdlZVVlVVZW3af93mqOzMiMjLyZGTm95045/cruaEzlmVQdX1KVZfnjvZRrnnUJwMuGslSdEPR1kBrhrJJpss1LAMqdZ/tuRTTZp3t/Snq9YBvHx7HsRSj/UkKaYfJUmiZW/U1XqAZzjnUvFBTxdCKkb4wcaR1wLHJMkGgGc4nMVSYJPYCjWOH7TalmofrB5hGOIHbkU8y2pfiybNFaspjKGMxXnKp1QMu3pEll7B4/HSR7UNJLNPAJNTs8rQmAaRsk1PTVaqeh9ZhRcaOviQzJZfTM1WCQLOtL7nAKnuiWOPYRCW0Yu5LcXisxJGxOWxLUa4FJCwD21IcHQ9fz66BNNmkTd3zec62PKWax9NniySsKvsLKWYrHpapqLkBgxmbXCoRimbr0DrcMBSPnJxmtD8VuW0pXN/nku35xkQ6nvw0Y5uKE1Ph+nhSWcgkyCSsUCQ6ar/KOnZ0dT7UpInbMEYXmaA322fbpqKY9jg2WSLjWAvEg+NJUfPk1raMKAkWMFutt3WXKlY9komFk/vFJptVNxTrHkg7bM+nVjUh60SQt3lSe2KmihNp5jQ/10SxRtkNxZ3jiwu2GVbhlF2vkWjQQej04/ma8bkaQ7mwterMbHjupWyT54zm8QNNEITnQevkdyNpd461M5HpVox2JS1Vze/ZVKmGAjSaQjbZOOdPTpVxbJNjk2VMI7bvNtbM1r1TWuOXjPRmTs9UOd10Lp2ZrdKXtrDMUNOr7oeth5mEFYl8+0yWXZy6z+5CupGoCi3JzQUtRqWax46+NIMZZ82TWUt9HpdrUYQwIZVLJRjMnfuObXWrmijWyKUSZJI20+V6pM9lkrKMRV9LHGvHMhqW9JapqLg+xWoomj6SS1KsuZRrYZXjRcNZSjWPuYrLeLHWcLHbLIt0WCMNHq31l4Evtyx7Z9PtKvBzizz23cC71+I4NooXHxzi6HtfxX+770n+9J4neN1fnSs6+q1XXLLi/VlNV4i/9baXMVmqc81d81u+up0QCYIgbCbNE+HH77p52e0PjmR58mwRgK+85SVcPJLl2rvuYbbqzSuNfsnBcy2748VzlZDP+4Ovc/S9r1qw34eOTS9YFvODO1/BdNlld2F9BmzDOYff+olL+LN7nlj2OIWeZSdwf9P9Rc0jNlJbEMIB9eWj/Y3B88npMgnDYCTv0O/bHB0vYamodSbjMF2qkU9ZJG2LkbxJPmWhJzQDmQSlqsdIPslstc5EsU6l7rGtL03KLnJob4FC1uHpsTl832fWD9jen6YvFQrrPnW6iOv75JI2Q9kEng4nWCnLIJ9J4BgWiYRJXifwfM2ubaEGwthcHZQia5ts60+RS4atWIfPlph26gykE/hBeOV571Caci0c7BtK0Ze2KFZcqr5myFJctjOP52ssQ3F8uoqV04wOaOZqLjnHJutYPP+iAkM5ByvSlzGUYijjYJnhwN/XAbYRtggc3J4j69hkElaU7Enhej51L/yuiif9h88WGelLko4q9/Ipm1JN8dCz04zkk2gNU+Ua2YRFJmEzXXYbyZTJyGpco9nZnwyTOITtbyN5h3pUTZR1LM4WqxwdL5FzLK7bV2Cq7PLkmSL9aZvRgRSeHzBbcdk5sHj1idZ6XgtLfzrBqekKpbo3zw3pstG+eW5RS01mWq/cpxImV+8tLPn45sltXAml85qpUh205umzc6F7VM5pmyBairWqzOi0eiTeLn5Nzb+LcXIjnbCZKddwvQDLDNvhAh2QSziNZNf2gSTHJiuU6x62UkzMVUlYJhcNprk6qnQYbqr4gIWT305oV0mxmolqu3PMMELh3GY2Uoy2+T2bqbjkkzaF7LmEmx8EPDtZ5sBILmy5VIrTM5WG3ftGOiO1i59pGIzkoqSeDitMNLpRrRg7jlpKNW5PR22pXqCjpE64/PhkiYuiipa4xWiqFMZlJJ/c0ARFp25oiyWmm9+Tc5+zc5pny+nvxLHuTycaVYE60ChgbK7KcC5JLmU3NH3qXoAfaHYOpHnk5DS+1qFT3SZapEMPiSxvRT79wLMAPBVNQgAyie5DWsgk2JZ3ODN7rt92rVxcBEEQNoufu3bXPA2FpfjaW29g/++G1w1iTZ5PvfF6fvKD/8w9j55pbNfcQnXRUIYj46Ul9/vLf3muteuRP3glf/HNw3zgvid58cVD5JI2ueT6VtPcdmjnvASPsHVRSt0LtBNheofW+gvd7l9r/VHgowDXXXfdhlxeb57UaB1a0O4ZzDAd6cIQ6ccoBZWaz0Sxzs6BcFxzerpKsepRqoU6LoVMAl1VeEHAaF8KjebYVBltQK0eYFsG+wazFOseCVORT1mYyiCfshjOZ9k1kOb0TJWcZVCueoz0Jam5PsmEgY7El9GavlSCvYNZ9g5Cpe5xdLzEaF+KYs3l6HiJ6VKN3YNZBtI243Nhm9SjJ+bY0Z8kn7TIpROUax7P21tgV38o8AmQdQxec/Uunh6bo+qGwrdjUVwSlhE6vfSlODtXxYu0VPYPZ1FKha1EGiwjvAAXj/08P7SgDxM6ip39qXmT/thCN6YvbTNbCdvQtkcOSKVqqJ/h64DYYKl5stmXsjFV2IaxayBNqepRcwMUOrL5hu35FLYZVrYkLINC1mdstkbCMhjOhu125XoozLpY9cm2vtS8SWXSNsklLY5Nlfnh6VmySYsDwzn6Mm9nNgAAIABJREFU04kVtTO1u3K/1OPbTW6LVY+pcj0UbB7KMFascXS8xJ7BzIomo2tprb1c9UhzsmSqXMMPQk2RmDi54UStNY02NtNgMBu2QMYT1m35FDVXM1NxmS7XqNR8Do6kOLR3oKEJtNzkdznWsi2p3TmWsU20UqEw7ibZkDe/Z62iv2PFGhknrFhLxqLAKtR32tGf2tBkVLv4zVXqaKWwLANTKbSGuhtQcwOSVpiA8nToVLi7kKHq+hyfqqD9AMcxqbrJRqJKqXCfgQ4alS5Kwe6WqpmNoNNzNxZ+L0UtWI4Vfg8bKqzuWe5zthhxrBOWyba8w1ixRqnqsWcwQ80LyCXD7/q4FSsWtx7Mhq6SiyVuNxpJ8HTBlTv7ONWkxfOBX7x6We2ITmlO7vzKi/atyT4FQRA2kz/5ued1vK1hKA4MZ3h67FzCZjgX9op/4tvPAJBo0ce5+zdfzGXvPOd2+H/+7UN87rsneP/th7j1UFhEEc+if+n6PWQci5++eidf/sEp7rj50tW8pBUTDw6amS7X501wqq7PbHTlTNg8tNY3ruJhHZtHbBbxpCYeyBoq1KCwDYOpcp2K51Ou+RSrdUwjrOipuT5Pj82RckInJi/QTM5VsG0TUymchEmp5pO1LR47McdI3mFvNoOpFKWJEp6vOT1dYVtfij1DGRzLjNp6HI5PV3h2qsRMpc5QdAW95oZCuDv6kvN0qkzDYE8hTNIYRujmcsXufmarXkP4dDCbpOR6JEyDtGNz/f7BJXUjmquatuWTDT2LkXwSQykK6UQjKRZPArf3pehPJzg2WcYPQucrhaLuh6LI8SSiddJ/eraywLEJrRhIJ6h6YUVQ2rGYKXmUa0UuHgm1yponmwMZh5oXOvGV62EyaK7qsmswE9oHZx1OTlca1Tf96QTHjs80LI5jgeThXLKRyGhXfQLMm1QWqx5nZ6scGM6FdvS+ZqJYC5131vHqfrvJbXwlPZyQG+wpWNS9AEOxomOpRY85PXOuSqUvZeOucbq1NVkSBAmOTZbYVcg0Ytmc3GhuY4vXxe5Crh9WCOwZTIeJ2bSNkzAamkWwckepdqxH8qv5HIu1fzrVzFlP2p1jsb4T0KjmsE0VCQIHG5qMahe/ZMLCNkMdv9MzVRKWIpOwKLs+fhCQSzk4pqLiBbhewHixBhp8NFnHblQjGUoxkgvt0WNXNUspyq5HxQsaWl0bxWLnLlo3EjeOZWAaKmrvtEnaBlU34PT0HCN9KYY6/Jy1oznWrobRvhSDO8PKtRNT5UYiLIy5gW0Y+Ppcq1u3n7u1Qvp+uuCDv3TNvPuvuWp9dHLu/MnL12W/giAIW5mvvOUGHr/rpsb9Vmvxuh/Mu59OWHzzd36cnVFLw+e+G86r3/KZhxrbFGseAO++7QogFHu+97deyhWRC9d6007b56f+/F/m3b/tQ//MC94jTls9yheB25VSTmQ+sSXMI9rR7HKiNZydq/HEmTnGZ2sopUk7FqWoiufkVIVUInTMGohsc5+ZrvLkmSIV12Ou5qEIDSF8HWBGbU3ZpM3eSHQ4l7IZ7U9x2Y4+DgxnQzehuo8BPHd7Hwe35bHN0A2qP2OxrS/VaDfQOkz4HJ8sUYscTEb7UwznopYKDaW6h2mEV7Qdy2Ikn2JPIdVItHQSh0DDaF+SwUiH4vhkqXE1ttX5JUz+2Iz2JzkyVuKZibCaeyn3ngPDuQWOTWXX44bnDNOfSuAGAX1JG8PQzFZqVKJkb6nqNRLccQtFNmni2AYHt+f4iSt2cGjPQGPiMlWu8fRYkVPToaZjf9qKnNTCtqrtfSlsU3FsMnQFOhlNnBaLS7nuM1Ots6uQaTiIhdVB5jx3p/WgnRtPf8ZZkCxvda3qCK05PlUh0KGuUqAJE3xrqFdTdX0eOTnN6dlqo4InFO3OMFutL3AYWpH7kB9QrHm4nubIeKkpybkyR6l2dOIMthLauS2tpVNXN7SLeazvFK/f3he2RQaB3hRnpNZY1byA8bkqZ2argKbu+7hBWIl49d4Cz92RZ/9IjgPDWWaqdXytGcqFzolJ28Q2DM7OVhuaWcmE1dCdcYOwAnOmVOeRk9Mb6hjW7tydq9SpeME8F7YjY0WG82GSt+qF+mXZpI3nh7eVUkt+zpZisfMyPrazc2GyDw1uEDCST5KwTNC668/dWiEJni5ItGTk1rKN6o9/9qo125cgCEIvkmiZmLVWSL72hXsXPGbPYJoXHRhcsPyhY9O4TQmhzWp7bXclp7Wt7PHTcwC87E//cSMOSVgFSqmfUkodB14I3K2U+hqE5hFAbB7xVbaQeUQ74oHspTvyHJsqhrbLaRvfD5Mvl2zPUcja7CykuXJXHwnTxDIMZqsuecek7vr4WjFZrDGccxifq1OueUyXa9Qi/ZmMY5FJWlw8klswsctHA/BM0mLfUIbtfSk8X3NkrIQTtROZhmKqVOfsXJWhXHKelXdfKhT59QNNX9LG05oTU6Ede1ixQkcT0uYB/WgkLNxq3wwsmASODqTJJW2et7uffUMZfF8zPlddoFUSV3BMlupszycJtObMbJXJco3hXJKaq1FoEpaBaRr0Zxx2FzLYhjFPTLj5eAezyXkxbX6evmQCM2p/OTVdRhE6X12xq7+h6XN8qoJpKAwFJ2eqnJwuN5JccaKgOS4D6bCi5NR0pWE57AfBqif8K6F1wpWPrsY3s6or5SqU1m2UduronzX6fYjfj1o9IOdYaA2nZ0Kr5mzSYiDttE1uLGc97Xo+R8dL1NwAxzYwlGKmHFZ3LHaurjQhEVdSNLNZ1QgbQWvMR/tTbRK6Ca7eW9jUZBRE7UGlsJorZZskzDDJXcg47C4sPJcG0qFr1L6hLHsHMxgqTEzE2jHx9rsL6cjpWZEwTbJJi6obbKgtfLtkWzIROu3FiZuEZaA1uF7Ajv4Uewcz7OhPNaoUm1nqc7baY/O8IKzajJLlcasbSnX9uVsrpEWrSx6/6yYu/f2vrvl+z9cvUEEQhG547o48j52a5bUv3Mudr2lf3fibLz/I333n+Lxlt33on9ldSG3EIS6JUorP/dqLqHkBB0eyXPuue+et//ojpxu3D4+V2HfH3Tz9nlvWrP1XWBu01p8DPrfIup4zjyjVPNJOgoQRVqDYlkEulQId6p0kTCN2ouWZySIzZQ8/gGQibNmyTcUjp2awjNBddLrs8fCxaQ5uz2IZ4TbtrmI2O5YEGvJpi/GSiVZhtVvaMdE6dMPaXcgsaBdRQCFtM1t1qflh68SeQoqdhQxBEAqvxxV97WgnIrtca0qrk0u8bbPoZqnmNdouW9tz7CiWuZRNPhKKPj5V4dRMhX1DGSzDbLR6OZZBue4z2p/i8Nk5Sq7fcEXK2OYCi+v42AOtMQwYm6vhBQEDSZvBqOVMa83ZufCq/0g+dJ7KOBZo5ok6t2vFOT5VJpOwQ/tuX3N8qsxo/8ZqdEBnrlWdsmsgzXTZbejd7BoIbcvXgvj9yCQt/Mh2GUJB3MGss6qxftI2cWyTAyM5Jkth22BY+Raed1nH4pGT02GlnWWsyNa6mbWMcS+yUtv1jWSiGCaGJ0p1vEBjRZpfY3NVrtlbWLB9c9tTLFTe2tIYbzNdroetR9E5FTrnmRsqFNza2np4rLigmsw0Fc9OlnGDUPdsIJPYEOHusD0ys0CzabG23M1CEjxdkrRN/vhnruLKXWtb3n9D5AwTWwALgiAI8KXfeDF1L1jSxryQaS/YeWwybFd40w371+XYOuXqPQMA8yqKILRhftMnv7Ng+y99/2RDQ0gQ1oOaFzCSTeBHrSoQuo1MlevsyaZJJyx+cGyKpG2DhqGsTbEaujelEhalqkulHgpQDuYdck5oS/vw8RkObs9z9Z6BthOjZseSZyfKHB4vYujQsML1AvxEaEF+ZKzISD6JY5kMZBKNK6aur9g/kiNpm8yW6ygUI31JPE8zVqximgZn52phC0LL8y8mIlv3NQPp+WLriwlldiII2i5hVHL9KI4OYLC7kGa26nJiqsK+oWzjqnA9SjwBaKXmVZroNlUms1WPmXKNUzO1SIzXwVAqdMzqTzXcqjwvYFcUk5oXNN7zinvO9WvB69VRii9+WhX9swn222s1+Y4TizuakoB1L8BeIp++Emep+PxoduQxDZireeQ8a9UTwXi/ze+dZSpmKi5V18fXOqrMqvDkmTn2DGZWnOjZygmOjWKrTNZbqXkB2aSFbRlMl+thctJS5KxE2/enk2RdvE2p6pFNht+/caJ5s4SCY1p1eaquT6nmR0L3iiDQHJsskXYsHMtcd+HuXkh+SoJnDfj55+9efqMVMpBJiHWuIAhCC6ahlkzuwLkKyJ39KT762mt51Qe+NW/9Tz5vdN2ObyU0O4Dd+sFv8b3jM223e8tnHpIEj7CuxFf6f3g61JFxTEWx5uP7mgPDOSaLNYZySc7MVTEi292EbVJIO+zoT3NiusyobZBPhsnVhGVgGJEGTyG9qEtSs2NJwgoduQxgOJNkOOfgegFHxoqNKoW4xSUWB42vmO4fyVHzNbNRcmOiWGWkL2znOjNb5f6nx9mWTzYctBzLoOYFbSt1xmZLFKsuGs5dGY6eq13c5iJnsbofkDANMo41L+nTLgkUtJSIJG2Ty3bkOTpeYjDrRK5ZpYZ7y8npCvmkHSWEQlrtd+O2jcmSS9YxMZTB2FyN/nSCjGNRqnmNbePERnzbC8I2pVi4vu1Vb6XYNZBiphJWuziWwa6B1IqrXdbKenstJt8rnait1FkqnpjGGi7T5TrFqkcy0V2yJN5v/N7ZkZ16pe7Tl7JRKjRrSVgG+aQduebpFT/nVk1wXOjMP6/C5GRckdOOTpJ18TbTlTpzNY9MwmqbaN4MWj+nZ+dCUenLR/NUXD/8LrFN+pM2oxuQlOyF5KckeARBEITzCss0+PB/uIZr9g5E/eTz2ShB5U542aUj/MPjZxdN7sTMVd3QAlRatYR1YDDrUHV99g2lePLMHBPFOpmExUsvHaE/nWCyVGf/cJaKG5C2LeZqHo7tYxgKjcbzA6ykhWMpan7Y+uN6Aa16Ju0m9/FAuer67O5Pk0/b2KbBTNnl1EyZmhtwybZc4wpuLA5ayCTmTT7zSYusY5FMWOwdyhBozcmpStjSYhk8fnqO4Vyi0YLz7EQpcsk5N3Hxg4DZqkc6StLEV4YHMqGGRSsZx+KJ07PznFymSiWubmqTaOcK066VIHYIcz2fZyfLZJxQl8g0DJ4+O7fgWNtVCuVSNo+emiVhGqQSJrZlMFmscfnOvnlaOc0Tpr6U3XAO2zWQnicM2uxaEx/j9r5UwyL45FQFJ2FQdc9VhyyVwFlL6+21YKUTtZU6SzXH2bEMChmHrGN1/Xrj/WYSFuPFGq4XEOgA01QEOkAZioQZttloQ+O5/oa32Qjrx2oqSDpJ1iVtc56r4DnXsM2tTmn9nMYViKmERTya01pTrvsblpTc6slPEXoRBEEQzjtuvnJHI7nz/tsPbfLRLM5H/rdr2y7/w1sv58P/4ZxT45V3fp39v/tlnjgzt+7H9NipWXTUdlGp+/ztvz27oJ1MOL+IHXqqbsCuQoYXHhjiRQeH8QNNNarWMI2wYmPPYIbn7siTti1cT+NrzSXbciRMk2LNxzZUo7w/m7QbyYF4ct/shHL47BwnpyuNloPRgRSupzk5XaFS9xifrTFZrHG2WCPtGIuKg8I5h5PJUp3JYpVHj88wWayRT1lU3FB0OZOwmS67JCyDTNJibG6+A9RYscZAJsHuQhrTUHiR/k9qESeuUs1jdyGDY4dOLo5tsLuQoRS59TUfV7OzSsY2STvWAreV0YF0Q19lz2CGVMJa9Fhbq2xmqx7Fqsu2yD48tppPORaer5kq1zg8Vlwgwhs7h432h4kvQ9HQImp+r6p1j9mqy1zF5dR0hZobYBiQTyYaIqzt3uNmgdbmBMlGOnEtxUqcnFbqLLWUI1a3KGC8WKPm+gRa05d26EtZDGaTKBRWdDHA83WU7Fm9A5awtVjP82o9970Wx7V/OLtAdB7ObwHw1SAVPIIgCMJ5za2HdnLroZ38w+Nn2DuY2ezDmUerGyOE2msvu3Rb2+3v+tKjfPIN16/b8XzsW0e460uPctuhUd53+9V8+oFnuetLj5JxLF591dZobRPWhzhZ0XxOxm1ArRUDhlKM9idxAx216qQZqHk8fnKWbNICNIWM00gWwMLqh0AHTJZdnLrP7kKaIEhwbLKEjnRdTs+Ek/6Lt2VJ2hbPjpe5Yld/2CLWJA4aEyepHjkxg681ylAMphNMl13KdZ/+lI1lKipRIiIIAg6PhQ52wzkH0zAoVT32DWXmtT7EV4bbESemYoHldtu3qxKJxZHbVY60a+kazjocHS8tqS1RrrsYymDHQIqzs7VwOy9gtlLnmNbsKmQWVM0sdgW6WTwawkqVXCqB6/lMVULL5aRtMpBJNlo44iTNUhUunWgWbVWqrs9UucapmVB4NtaCWm5iudZX+puroPYNZRacCyemyigVarwpVENHRSbA5xfrWUGy1atTlqpgWqsW0F5HEjyCIAjCBcFiSZPN5m03Xcp//urjADzxrpvnTbDvfM1l3Pn/Pdq436zbsx78y1PjAHz+oZN8/qGTjeX/6dPflQTPec5Sk+/mJEVfyqbsegynUjiRNWygoT+d4OWXb6dU89oOrlv3P12uk06YeIFGKUUuskx/7NQMSil2DabJpSxmyh6mEV6hPTZZxlTQn3Fgqrxg8F6qeVw22sdEqc5MxUWh8QMo1zx2DoQW7FprTs9UURhcNJQBBUfHS+wZzKz4ynC79qt22y82YWq3rN0+4/at+Kp6u1aitG0x47nYymA4l2CyFGrl6Ci5k4+SUMu1FcHi54LrKwbSDumEiWpqvWtO0iyVwOk0XluNZvt516s17OcHs8lGhcN6P388aZ0q18gnE0u6vClotPlti9zTNqvNRibcwlqzWGtl1fV59OQMGkjbJtmkTXUTW0A3E0nwCIIgCMIm8vof3ceJ6TJvvfGSBRU9r3vRPk7NVPmLbx4G4Ord/et6LNfvL3Df42fbrnvXlx7l9159GWdmq221jYTeZrnJdzyo3jmw9H4WE1Ru3X/NC7CUagj7AmSTFsO5JEGgyaVslFI4lsnEXB3P05yZqXLV7n5ySautfkuzu4xSmhNTVdIJg9G+JJ6v8XwX2zRQgEazoz/dqECJq41Wom3RvL0fBIwVaw1h5Krrd6RLs9Q+W49hqUlKPhVqF5XqHq6GbXmH/UMZxuaq5JLzh/vLVc0sdy6sdl0vuM+0o7n6LHYuKlUDZqt1Lh/tX9fJY6tu0enpgAmvSqKpbbD5/YxFx2Ox2VrkCrYZk9ytprkknD+0Js2rrs9jJ2ewjFB/zPM1k6UahYxzQWpPbe2UuSAIgiCc5yRtk3fdduU8h5wYpRRvv+W5PH7XTQD86T1PMFt1G5oWa02xtvh+//JbR/jG42e5/j338bVHTnf9XE+cmeOfnhzrej/C2tBOKyYW212P/SsFZddjIHMuIeT6mpGcg1Kh/pPWGgNFX9pipC/JnsE0+Sjx006/pdldZu9glmv2DlDIOqQdq6EzU3V9bFM1HGIgTM4cmyxzcrqCImxv6UR/Ip5kuJ7P0fESaNg3lME2jY51aRbb50o1MAazYdwKGYc9hTSFTHh/W9SeU3V9Ts9UeGaixLGpcsPePD6+WJ+n6vpLnguLrcs4FjXX5+mzczw7UaJS9xacQ1tV32M5mrV34va9/SNZBtLrX43SqluUSVoYymCqVG9ss1TVWCfaQuvFVtRcEs5PQqc4SEXVhQGambLHE6dmOTa5+Pft+YokeARBEARhi9M8OL/qzq/zMx/+lzV/jvseO8MH7ntywfJ33PLcxu3X//d/A+CT335m1c/z+OlZ7vrSo7ziv36TX/7YA6vej7C2rPfku3X/g+kEAxkHQ6lGomCuUgelSCVMTs1WGC/WiPV8XD9gODc/2dQqHNuafDCUopBOcPXeAvtHcuwfznLxSI6hXHJedc3xqQqmoUgnTGzLpFoPRZJrkbbMUpODpG22FUaOJ7KrmeSuZnK+2Ps32p9irlLn2GQZP9BYSlFzfSpewHS53jb5BCx6LrR7nliU2Y50YeK2N9cPFrVj3szEw0qJE4fNbFRrWauwc386QaA1pbq3LonYtWSlotTCymiXnL1QqXkBaSds+a15PmdnayilCdCYhrrg4iMJHkEQBEHoMR45OcvPf+TbDberteANH39wwbKhrMN/vGH/guXX7l3Yp/PMRInvPDO55HNMlerc9L5/4mPfOtJYdna2uoqjFdaD9Z58N+9//0iOA8PZRqLA9Xy0UthmaMV9+Y4+kpZBMhFalneij9NJkqo1CXR2rgqE1u5KKQKtmSy7TBRrHVXcwNIT2Y2c5C72/s1WwtdzarqCpzW7CxnySZunx+YWTT4tdS60rivVvMZ+UgmLPYUMB0ZyOIu4j/Ua613dthStyaWkbTKUdUjaxpavgtrMxNj5zkorA893HMsg69iR4HsdywA/AEMpRvLJC65yTDR4BEEQBKEHuOGSYb75xLmWpgeOTnLR27/Mq67cwYeaLNXXgqPvfRUPHp1kd6F937ppqAXLXvon/wjA4ffcgtG0/rFTs9z8/n/i7Tdfyh995fEFj3vjJx5kpuLyaz92gF94/p61eQFCT9Cso3Biqozd5MCUS9k4ttmYwMYTGlhav2U5B5hWgU7PC9jVNEFuFX/uRJS4G82a9aR5EnjRUAY/gLofTgBtU1GseuzsX5h8WqmrVS+7Y3XCYqKunSRVuhUZbqdbpBTrrv2zFvSq5lIv0OpK2Mn31PlMfK4NZhKMz1XRQeikeHB7jqRtLumGeD4iKVRBEARB6AE++svXtl1+9w9OLfvYT377KL/zd99jolhj3x13871j0/PWHx4rLnjMdfsKDTHl9/3CoXnrPvL/Pz3v/n+954nG7Td98kH23XE3P/Yn3wDgi98L3bjaJXcAvn98hmcmyrztf/5g2dchnL8sV+myXHXOStoVmitQWiuDal4Amnniz8tV3KxGs2Yjqj/iSWAmaeFrsC2DhGkyVarj+ppsJFbdzGqSTxdCpcZiFU1LnXdrUWXRq7pF0NvHvtXppfa3jWgli8+1VMJkMOuwrT/FFbv66UuFGm/n2/fRclw4r1QQBEEQepilBsWfun9xTRytNb//hUf4u+8c59p33QvArR/653nbPDtZbtz+0m+8eME+Xn3VjrbH4geaex89w/ubtHvufSx04To6UUZrTV9kzywIS9FJkmCxSfZ0uc6/PzPJ0YkSM+U65brf8USiU/HnpSYHS01kN3OSG08C+9MJ6l6A6weYBkyV6xyfLGEaBscmS8xW3K6ST5uZxNpM2iVwDp+d4/BYkcNjRR45OU2gWdACd3KqvKIJby/qFsX08rFvZXolqbqRrWTxuXZozwCFTGKevtuF8H3UzNY6CwRBEARBWJSRXPsByu99/mH23XE3173rXko1b9667x+fafuYZv2eX/nrUDz5ZZeOcMXOvgXbWub84cLugRQTxRoHfvfLvPETC7V7Yt5192N88aGTbde9YF9h3v0Pr3GbmdBbrDZJ0GyPm0/agGKyVCPQdKS50In4cyfHsRLNmo2a5Da7im3vS2IomCzWma26DOWSbM8nGcklGZ+rMlV2V518ulArNVoFtFv1m2r1gIlidd5k1g8Cnp0U7RShO3olqboZTmoX6vdRM5LgEQRBEIQe4StveQn//vs/sej68WKNy//vr81b1lqtE3PR27+M1pogOJfoef/th9pu28xth0aZKNV5pqnqZzE+9q0jPHpqdsHyI390C5998wv59R8/0Fh2aE//svsTzl9WOyhvtceN25CKVbfjdoWlxJ97eXLQPAl0LINCxsGxDS7b0dewm8+lbHYVMuSTVlev80Ks1Ghtk4n1mzQsamk+VqyRcSyxDhe6oleSGJvVSnYhfh81IyLLgiAIgtAjxFfnPv0fr+fRk7N89eHTPPjM1KLbz1bdJff3Y//lH+e1ZOWSi7dTHX3vqwB40yce5PhUhZ/+89VbtSsVDvh+55WX8vx9BT51/zNsj/R+egGl1J8ArwHqwNPA67XW09G6twNvAHzgN7XWX1t0R8I8lhNIbkezPW48kbBMxWzVY2SV7QqrOY71ZLVCve3EgfszDrnk/OH/+SSIvJG0imvXvABLqYZ+U386wanpSsPS3PU1paoXWsk3IfEXVsNW+55qx3IC9ML60FV0lVIFpdQ9Sqkno/8X+KYqpQ4ppb6tlHpEKfV9pdQvNK3770qpI0qph6K/5S8dCoIgCMIFzosODPHGl+zns//7C/ml6xc6T+27426CQPP02YXiyc08M1HmtX/1AADv/ekrO3rubx+eaLv8K295CfsGw8Hmn/3889pu89JLhhuJopgfe84If/m65zeSPj3CPcAVWuurgCeAtwMopS4DbgcuB24C/lwpdWFdOtxgmu1xXT9sV6jUfRRsuXaF1dCthkXrlez8GgkrC8vrN7WzNG8V9QaJv3D+0iutZOcb3X6b3AHcp7U+CNwX3W+lDLxWax0Pdt6nlGquw/4drfWh6O+hLo9HEARBEC4YDEPx5hsOtF336Qee5W/+9VkAkva5n/uvvvUl/EWTI9d3nw0dtQ6Plzp6zp+5Zlfb5Zduz/H5X/9R3n/7IV7VIsoMYQXQx3/1BR09x1ZHa/11rXUsdnQ/EAflVuAzWuua1voI8BRwfrzoLcpg1kEpGMwkUGjmKi5+EHDZaN+mleWvpWvMWmtYyIRr7ehEvym2NI8TbKP9KYm/cMHQK61knbARbmBrRbcJnluBj0e3Pw7c1rqB1voJrfWT0e2TwFlguMvnFQRBEAQB2DOY5i9fex3fe+crGGqaJPze5x/m779zHIAP/uI5AeNLt+d55eXbF+znxudJ1WC8AAALkElEQVRu6+j5LhvNz7t/5I9u4fB7bkGp0K3n1kM7cSyTv37981fzcnqRXwW+Et3eCRxrWnc8WiasE832uPlUgr1DGa7eW6A/nVj+wevAWrvGrFTDYrlJyPk04doKrFS/SeIvXGicD3o4G+kGthZ0q8GzTWt9Krp9GlhydKiUegGQIOxXj3m3UuqdRBVAWuu2lySUUm8C3gSwZ8/CcnRBEARBuFC58bLw5/cffvulXHXn1xes/9GLhxYse+uNB3nfvefszV9wUWHBNu24vmU7pRTtuqt+/DkjHH3vq/jKD07x/A73vZVQSt0LLMyEwTu01l+ItnkH4AF/s4r9y7hmjdhKWhTNFTdAQ3tiolhb1TGuRMMinoQkLJN0wsT1NSemyosmGYS1p5PYSvwFobdY6+/19WbZBM9SA5zmO1prrZTSbbaL97MD+CTwOq11fNnh7YSJoQTwUeBtwB+2e7zW+qPRNlx33XWLPo8gCIIgXKjkkzb/7Rev5jf+x3cby1591Q5SCXOB9s1bb7yEyVKdT3z7mRU9h9GUzfn9V1+27PY3X7mwXasX0FrfuNR6pdSvAK8GXq7Pec6fAHY3bbYrWtZu/zKuOQ+peQHpxPwr1N2I6A5mHU5MlRv7cX1N3fPbTip6bRIiCILQC6z19/p6s2yLltb6Rq31FW3+vgCciRI3cQLnbLt9KKXywN2EV73ub9r3KR1SA/4a6VMXBEEQhK54zfNG+e1XXNK4v20Jd6o/vPUKBjMra2XZ3ndufz999YXZfaSUugn4v4Cf1Fo3+8V/EbhdKeUopS4CDgIPbMYxCptDXHHTTDciuitp6dksS+ILkV7S4xAEoTvW+nt9vem2ReuLwOuA90b/f6F1A6VUAvgc8Amt9d+3rNuhtT6lQuuM24CHuzweQRAEQRCa+Ni3jixZafNPb/tx/KDzAhLbNHjrjQcpZBINt5gLkA8CDnBP5P51v9b6zVrrR5RSnwUeJWzd+nWttcz8LiBWUnHTKZ229Igl8cbQaSucIAjnB+vxvb6edJvgeS/wWaXUG4BngJ8HUEpdB7xZa/3GaNkNwGBUzgzwK5Fj1t8opYYBBTwEvLnL4xEEQRCEC56brtjOf/n6E8Dy9ufpxMqHAm+98ZLlNzqP0VpfvMS6dwPv3sDDEbYQcTJmolijXPdxLGPDJv69NgnpVaQVThAuLDbze301dJXg0VpPAC9vs/xB4I3R7U8Bn1rk8S/r5vkFQRAEQVjIxSO5xu3bXyACvoKwkWyWiG6vTUJ6lV7T4xAEoXt6SRy92woeQRAEQRC2IEf+KLQuFwThwqGXJiG9irTCCYKwlZFvIkEQBEE4D5HkjiAIwtozmHWoez51L0BrTd0LqHs+g1lnsw9NEARBEjyCIAiCIAiCIAidsBJnM0EQhI1GWrQEQRAEQRAEQRA6RFrhBEHYqkgFjyAIgiAIgiAIgiAIQo+jtNabfQwrRik1RmjLvl4MAePruP/zHYnf6pHYdYfErzskft0h8euO9Y7fXq318Druf9XIuGZLI7HrDolfd0j8ukPi1x0Sv+7YlHFNTyZ41hul1INa6+s2+zh6FYnf6pHYdYfErzskft0h8esOid/6IbFdPRK77pD4dYfErzskft0h8euOzYqftGgJgiAIgiAIgiAIgiD0OJLgEQRBEARBEARBEARB6HEkwdOej272AfQ4Er/VI7HrDolfd0j8ukPi1x0Sv/VDYrt6JHbdIfHrDolfd0j8ukPi1x2bEj/R4BEEQRAEQRAEQRAEQehxpIJHEARBEARBEARBEAShx5EETxNKqZuUUj9USj2llLpjs49nK6GUOqqU+oFS6iGl1IPRsoJS6h6l1JPR/wPRcqWU+kAUx+8rpa5p2s/rou2fVEq9brNez3qjlPorpdRZpdTDTcvWLF5KqWuj9+Op6LFqY1/h+rJI/O5USp2IzsGHlFK3NK17exSLHyqlXtm0vO1nWil1kVLqX6Plf6uUSmzcq1tflFK7lVLfUEo9qpR6RCn1lmi5nH8dsET85PzrAKVUUin1gFLqe1H8/iBa3vY1K6Wc6P5T0fp9TftaUVyFhUisFkfJuGZFLPK7LL8rHbJI/OR3pQOW+F2W868DloifnH8doHpxXKO1lr+wTc0Engb2Awnge8Blm31cW+UPOAoMtSz7Y+CO6PYdwH+Obt8CfAVQwI8A/xotLwCHo/8HotsDm/3a1ileNwDXAA+vR7yAB6JtVfTYmzf7NW9A/O4EfrvNtpdFn1cHuCj6HJtLfaaBzwK3R7c/Avwfm/2a1zB2O4Brots54IkoRnL+dRc/Of86i58CstFtG/jX6Fxp+5qBXwM+Et2+Hfjb1cZV/ha8FxKrpeNzFBnXrCReMq5Z+/jJ70pnsZNxzfrET86/zuLXc+MaqeA5xwuAp7TWh7XWdeAzwK2bfExbnVuBj0e3Pw7c1rT8EzrkfqBfKbUDeCVwj9Z6Ums9BdwD3LTRB70RaK2/CUy2LF6TeEXr8lrr+3X4jfGJpn2dFywSv8W4FfiM1rqmtT4CPEX4eW77mY6uyrwM+Pvo8c3vRc+jtT6ltf736PYc8BiwEzn/OmKJ+C2GnH9NROdRMbprR3+axV9z83n598DLoxitKK7r/LJ6FYnVypFxzSLIuKY7ZFyzemRc0x0yrumOXhzXSILnHDuBY033j7P0yX+hoYGvK6W+o5R6U7Rsm9b6VHT7NLAtur1YLC/0GK9VvHZGt1uXXwj8p6jc9q/iUlxWHr9BYFpr7bUsP++IykKvJrzaIOffCmmJH8j51xFKKVMp9RBwlnAA/TSLv+ZGnKL1M4Qxkt+R7pFYLY2Ma7pHfle6R35XVoCMa7pDxjWro9fGNZLgETrlxVrra4CbgV9XSt3QvDLKeIslW4dIvFbFh4EDwCHgFPCnm3s4WxulVBb4n8Bbtdazzevk/FueNvGT869DtNa+1voQsIvwytSlm3xIgtAOGdesIRKvVSG/KytAxjXdIeOa1dNr4xpJ8JzjBLC76f6uaJkAaK1PRP+fBT5HeHKficoaif4/G22+WCwv9BivVbxORLdbl5/XaK3PRF+wAfD/EJ6DsPL4TRCW61oty88blFI24Y/432it/99osZx/HdIufnL+rRyt9TTwDeCFLP6aG3GK1vcRxkh+R7pHYrUEMq5ZE+R3pQvkd6VzZFzTHTKuWRt6ZVwjCZ5z/BtwMFLEThCKIn1xk49pS6CUyiilcvFt4BXAw4TxiRXoXwd8Ibr9ReC1KuRHgJmohPJrwCuUUgNRGeAromUXCmsSr2jdrFLqR6Keztc27eu8Jf4Rj/gpwnMQwvjdHqnWXwQcJBTLa/uZjq7yfAP42ejxze9FzxOdEx8DHtNa/1nTKjn/OmCx+Mn51xlKqWGlVH90OwX8BGG//2Kvufm8/FngH6IYrSiu6//KehKJ1SLIuGbNkN+VLpDflc6QcU13yLimO3pyXKO3gDr1VvkjVF1/grCv7h2bfTxb5Y9Q1ft70d8jcWwI+wnvA54E7gUK0XIFfCiK4w+A65r29auEolJPAa/f7Ne2jjH7H4Tlji5hL+Ub1jJewHWEX8RPAx8E1Ga/5g2I3yej+Hw/+uLb0bT9O6JY/JAm54PFPtPROf1AFNe/A5zNfs1rGLsXE5Ypfx94KPq7Rc6/ruMn519n8bsK+G4Up4eBdy71moFkdP+paP3+1cZV/tq+HxKr9nGRcc3KYybjmrWPn/yudBY7GdesT/zk/Ossfj03rlHRTgVBEARBEARBEARBEIQeRVq0BEEQBEEQBEEQBEEQehxJ8AiCIAiCIAiCIAiCIPQ4kuARBEEQBEEQBEEQBEHocSTBIwiCIAiCIAiCIAiC0ONIgkcQBEEQBEEQBEEQBKHHkQSPIAiCIAiCIAiCIAhCjyMJHkEQBEEQBEEQBEEQhB5HEjyCIAiCIAiCIAiCIAg9zv8CXRxB6qYApJMAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_tracker_results(tracker);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inference **is often unstable**, some parameters are not well fitted as they poorly influence the resulting posterior. \n", "\n", "In a multimodal setting, the dominant mode might well change from run to run." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Going deeper\n", "\n", "We can try to improve our approximation by adding flows; in the original paper they used both 8 and 32. Let's try using 8 here." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "with pot1m:\n", " inference = pm.NFVI('planar*8', jitter=1.)\n", " \n", "dftrace = pm.trace_to_dataframe(inference.approx.sample(1000))\n", "sns.jointplot(dftrace.iloc[:, 0], dftrace.iloc[:, 1], kind='kde');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can try for a more robust fit by allocating more samples to `obj_n_mc` in `fit`, which controls the number of Monte Carlo samples used to approximate the gradient. " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [25000/25000 02:39<00:00 Average Loss = -1.7774]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Finished [100%]: Average Loss = -1.7772\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "inference.fit(25000, obj_optimizer=pm.adam(learning_rate=.01), obj_n_mc=100, \n", " callbacks=[pm.callbacks.CheckParametersConvergence()])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dftrace = pm.trace_to_dataframe(inference.approx.sample(1000))\n", "sns.jointplot(dftrace.iloc[:, 0], dftrace.iloc[:, 1], kind='kde')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a noticeable improvement. Here, we see that flows are able to characterize the multimodality of a given posterior, but as we have seen, they are hard to fit. The initial point of the optimization matters in general for the multimodal case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MCMC vs NFVI\n", "\n", "Let's use another potential function, and compare the sampling using NUTS to what we get with NF:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def cust_logp(z):\n", " return -pot4(z)\n", "\n", "with pm.Model() as pot_m:\n", " pm.DensityDist('pot_func', logp=cust_logp, shape=(2,))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (2 chains in 2 jobs)\n", "NUTS: [pot_func]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [8000/8000 00:16<00:00 Sampling 2 chains, 34 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 1_000 tune and 3_000 draw iterations (2_000 + 6_000 draws total) took 16 seconds.\n", "There were 32 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The acceptance probability does not match the target. It is 0.5722625904068807, but should be close to 0.9. Try to increase the number of tuning steps.\n", "There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The acceptance probability does not match the target. It is 0.8154901665548793, but should be close to 0.9. Try to increase the number of tuning steps.\n", "The rhat statistic is larger than 1.4 for some parameters. The sampler did not converge.\n", "The estimated number of effective samples is smaller than 200 for some parameters.\n" ] } ], "source": [ "with pot_m:\n", " traceNUTS = pm.sample(3000, tune=1000, target_accept=0.9, cores=2)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [25000/25000 01:28<00:00 Average Loss = -2.5039]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Finished [100%]: Average Loss = -2.5043\n" ] } ], "source": [ "formula = 'planar*10'\n", "with pot_m:\n", " inference = pm.NFVI(formula, jitter=0.1)\n", "\n", "inference.fit(25000, obj_optimizer=pm.adam(learning_rate=.01), obj_n_mc=10)\n", "\n", "traceNF = inference.approx.sample(5000)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 3, figsize=(18, 6))\n", "contour_pot(pot4f, ax[0], 'Target Potential Function');\n", "\n", "ax[1].scatter(traceNUTS['pot_func'][:,0], traceNUTS['pot_func'][:,1],c='r',alpha=.05)\n", "ax[1].set_xlim(-5,5)\n", "ax[1].set_ylim(-5,5)\n", "ax[1].set_title('NUTS')\n", "\n", "ax[2].scatter(traceNF['pot_func'][:,0], traceNF['pot_func'][:,1],c='b',alpha=.05)\n", "ax[2].set_xlim(-5,5)\n", "ax[2].set_ylim(-5,5)\n", "ax[2].set_title('NF with ' + formula);" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pymc3 3.9.0\n", "theano 1.0.4\n", "numpy 1.18.5\n", "seaborn 0.10.1\n", "last updated: Mon Jun 15 2020 \n", "\n", "CPython 3.7.7\n", "IPython 7.15.0\n", "watermark 2.0.2\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }