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Notes on the L2HMC paper
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import theano\n",
"theano.config.compute_test_value = 'raise'"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/colin/anaconda3/envs/pymc33.6/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" from ._conv import register_converters as _register_converters\n"
]
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import theano.tensor as tt\n",
"import pandas as pd\n",
"import pymc3 as pm\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def _get_bounds(x_draws, y_draws):\n",
" x_max = np.abs(x_draws).max()\n",
" y_max = np.abs(y_draws).max()\n",
" top = max(x_max, y_max)\n",
" return (-top, top)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def sample(Ω, n):\n",
" x_draws, y_draws, labels = [], [], []\n",
" samples = Ω.random(size=n)\n",
" x_draws.append(samples[:, 0])\n",
" y_draws.append(samples[:, 1])\n",
" labels.append('Ground truth')\n",
"\n",
" for sampler in (pm.NUTS, pm.Metropolis, pm.Slice):\n",
" with pm.Model():\n",
" omega = pm.DensityDist('Ω', Ω.logp, shape=2)\n",
" trace = pm.sample(n, step=sampler(), chains=1, )\n",
" x_draws.append(trace['Ω'][:, 0])\n",
" y_draws.append(trace['Ω'][:, 1])\n",
" labels.append(sampler.__name__)\n",
" return x_draws, y_draws, labels\n",
"\n",
"def plot(x_draws, y_draws, labels):\n",
" fix, axs = plt.subplots(2, 2)\n",
" bounds = _get_bounds(x_draws[0], y_draws[0])\n",
" for x, y, label, ax in zip(x_draws, y_draws, labels, axs.ravel()):\n",
" ax.plot(x, y, 'o', alpha = 0.5)\n",
" ax.set_title(label)\n",
" ax.axes.set_xlim(bounds)\n",
" ax.axes.set_ylim(bounds)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The idea\n",
"\n",
"Hamiltonian Monte Carlo had success in lifting a set of parameters $x\\in \\mathbb{R}^n$ to $\\xi = (x, v) \\in \\mathbb{R}^{2n}$. The general idea of the algorithm was \n",
"\n",
"1. Leapfrog ($\\mathbf{L}$) and then flip ($\\mathbf{F}$) the parameters: \n",
"$$\\xi \\rightarrow \\xi'=\\mathbf{F}\\mathbf{L}\\xi$$\n",
"*Caveat: I ignore the flip operator throughout this summary*\n",
"\n",
"2. Use the Metropolis acceptance criterion: \n",
"$$A\\left(\\xi'|\\xi\\right) = \\min \\left(1, \\frac{p(\\xi')}{p(\\xi)}\\left| \\frac{\\partial \\mathbf{F}\\mathbf{L} (\\xi)}{\\partial \\xi} \\right| \\right)$$\n",
"\n",
"The Jacobian of the leapfrog is 1 since it is volume preserving, and Hamiltonian dynamics should move along level sets in the probability space, so every proposal is accepted.\n",
"\n",
"This paper proposes an extension of HMC, and feels like it actually has two main ideas:\n",
"\n",
"1. **Extending the Leapfrog step** If you do the book-keeping on the Jacobian, you can choose any six continuous functions (called $S$, $T$, $Q$, with subscript $v$ or $x$) and use them in the leapfrog step, while still having a valid MCMC algorithm.\n",
"2. **Optimizing the Leapfrog step** The authors then propose using deep nets for these six functions, and fit them by optimizing the expected length of a step.\n",
"\n",
"In context, this is interesting because one of the difficulties of Hamiltonian Monte Carlo is that it has lots of parameters, making tuning difficult. The NUTS sampler is wonderful in setting some of these paramters not only automatically, but reasonably optimally."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Extending the Leapfrog step\n",
"\n",
"Recall that we assume $p(x) = e^{-U(x)}$. In this paper, rather than assuming a general kinetic energy function, $V(x, v)$, the authors set $V(x, v) = 0.5 \\|v\\|^2$. I use the general operator here so you can recognize it.\n",
"\n",
"Now we wish to simulate Hamiltonian dynamics. That is, \n",
"\n",
"$$\n",
"\\begin{eqnarray}\n",
"\\frac{d x}{dt} &=& \\frac{\\partial V}{\\partial v} \\\\\n",
"\\frac{d v}{dt} &=& -\\frac{\\partial U}{\\partial x}\n",
"\\end{eqnarray}\n",
"$$\n",
"\n",
"We do this using a _leapfrog integrator_, which has a pleasant form. Fixing some step size $\\epsilon$, we transform $(x, v)$ to $(x', v')$ by:\n",
"\n",
"$$\n",
"\\begin{eqnarray}\n",
"v^{\\frac{1}{2}} &=& v - \\frac{\\epsilon}{2}\\partial_xU(x) \\\\\n",
"x' &=& x + \\epsilon \\partial_vV(x, v^{\\frac{1}{2}}) \\\\\n",
"v' &=& v^{\\frac{1}{2}} - \\frac{\\epsilon}{2}\\partial_xU(x')\n",
"\\end{eqnarray}\n",
"$$\n",
"\n",
"\n",
"In addition to the pleasant properties of the Jacobian (it is 1) and conserving energy, note that in a loop, this turns into a half step for momentum, then full position and momentum steps, then a final half momentum step. I like that.\n",
"\n",
"**So this is the idea of this paper**: instead of that first momentum update, we will use\n",
"$$\n",
"v^{\\frac{1}{2}} = v \\odot e^{\\frac{\\epsilon}{2}S_v(\\zeta)} - \\frac{\\epsilon}{2}\\left(\\partial_xU(x) \\odot e^{\\epsilon Q_v(\\zeta)} + T_v(\\zeta)\\right)\n",
"$$\n",
"\n",
"The symbol $\\odot$ is pointwise multiplication. If we wanted to be rigorous about linear algebra, $\\odot$ is multiplication by a diagonal matrix, which is just scaling. $S_v$, $Q_v$, and $T_v$ are just continuous functions for now! Later they will be neural networks, but they do not have to be. $\\zeta = (x, \\partial_xU(x), t)$ is our state: it does not include $v$, but it does include $t$, and we could not figure out why.\n",
"\n",
"In addition to using a similar trick on the position, we also update a subset of indices at a time. The paper does this in two steps, both looking like:\n",
"$$\n",
"x' = x \\odot e^{\\frac{\\epsilon}{2}S_x(\\zeta)} + \\epsilon\\left(\\partial_vV(x, v) \\odot e^{\\epsilon Q_x(\\zeta)} + T_x(\\zeta)\\right)\n",
"$$\n",
"Note that you would do this twice on complementary indices, and in this case, $\\zeta = (x, v, t)$. These steps could actually be done in parallel, but the indices are resampled each iteration.\n",
"\n",
"This is followed by another \"metaphorical half step\", as above.\n",
"\n",
"It turns out (Appendix B) you can compute the Jacobian of this, and it only depends on $S_x$, $S_v$, and all the $\\zeta$ state variables.\n",
"\n",
"So now we have a leapfrog procedure that works for any choice of functions $S_v, Q_v, T_v, S_x, Q_x, T_x$, each of which accepts a bunch of state variables."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Optimizing the Leapfrog step\n",
"\n",
"Now the authors model these six functions as neural nets, which depend on a set of parameters, $\\theta$. In order to train these nets, we need to define a loss and a training method. \n",
"\n",
"I am going to define two extra loss functions - the authors use just $\\ell$ and $\\mathcal{L}$. At a given point $\\xi$, define the loss of jumping to $\\xi'$ as\n",
"\n",
"$$\n",
"l_{\\lambda}(\\xi, \\xi', A(\\xi | \\xi')) = \\frac{\\lambda^2}{\\|\\xi - \\xi'\\|^2A(\\xi | \\xi')},\n",
"$$\n",
"where $\\lambda$ is a scale parameter.\n",
"\n",
"Then the paper defines\n",
"\n",
"$$\n",
"\\ell_{\\lambda} = l_{\\lambda} + \\frac{1}{l_\\lambda}.\n",
"$$\n",
"\n",
"Now, to make this loss depend on $\\theta$ (remember that since those six functions are all neural nets, the parameters $\\theta$ are really defining those six functions), and the probability distribution, we define the loss as an expectation over a probability distribution $p$:\n",
"\n",
"$$\n",
"L_{p}(\\theta) = \\mathbb{E}_p \\left[\\ell_{\\lambda}(\\xi, \\mathbf{F}\\mathbf{L}_{\\theta}\\xi, A(\\mathbf{F}\\mathbf{L}_{\\theta}\\xi | \\xi))\\right].\n",
"$$\n",
"\n",
"Now finally the objective function the authors define is a weighted average of this loss over the posterior and the initial distribution (which might be the prior). Intuitively, this is a weighted average of fast mixing and fast burn-in.\n",
"\n",
"$$\n",
"\\mathcal{L}(\\theta) = L_p(\\theta) + \\lambda_b L_{q}(\\theta),\n",
"$$\n",
"where $p$ is the distribution we are drawing from, $q$ is the joint initial distribution (specifically, $q(\\xi) = \\pi_0(x) p_V(v | x) p(d)$, where $\\pi_0$ is an initial distribution, $p_V$ is the momentum pdf, and $p(d)$ is a direction variable I am ignoring)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training the neural nets\n",
"\n",
"I quote from the paper, because this was hard to spot:\n",
"\n",
"> In Section 5.1, the Q, S, T are neural networks with 2 hidden layers with 10 (100 for the 50-d ICG) units and ReLU non-linearities. We train with Adam (Kingma & Ba, 2014) and a learning rate α = 10−3 . We train for 5,000 iterations with a batch size of 200.\n",
"\n",
"I liked their training algorithm: the whole point of MCMC is to compute expectations, and so, very roughly, the algorithm is:\n",
"\n",
"* Sample $N$ points $\\xi_p$ from the initial distribution $q$ - these will be used for an expectation over $p$\n",
"* Do the following $n$ times:\n",
" - Sample $N$ points $\\xi_q$ from the initial distribution - these wil be used for an expectation over $q$.\n",
"\n",
" - For each of the $N$ points, take a leapfrog step with both $\\xi_p$ and $\\xi_q$, and accumulate the loss $\\mathcal{L}_{\\theta}$. Actually accept or reject the proposal for $\\xi_p$, so it mixes.\n",
" - Adjust $\\theta$ by the gradient of $\\mathcal{L}$.\n",
"* Profit."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Experiments\n",
"\n",
"I recreated some of the experiments from the paper. This does not include their sampler (yet!) but does show when `PyMC3`'s samplers fail on these problems. Note that I am using a single chain for each experiment, which is not a great practice (but is at least illustrative). You would detect these in your own work by setting `njobs=4`, for example. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib\n",
"matplotlib.rcParams['figure.figsize'] = (18, 12)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ill-Conditioned Gaussian\n",
"_Gaussian distribution with diagonal covariance spaced loglinearly between $10^{−2}$ and 10^2. This demonstrates that L2HMC can learn a diagonal inertia tensor._"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"mu = tt.zeros(2,)\n",
"cov = tt.as_tensor([[1e-2, 0.], [0., 1e2]])\n",
"Ω = pm.MvNormal.dist(mu=mu, cov=cov, shape=2, testval=mu)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/colin/projects/pymc3/pymc3/model.py:384: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" if not np.issubdtype(var.dtype, float):\n",
"Sequential sampling (1 chains in 1 job)\n",
"NUTS: [Ω]\n",
"100%|██████████| 600/600 [00:02<00:00, 294.24it/s]\n",
"Only 100 samples in chain.\n",
"The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n",
"Sequential sampling (1 chains in 1 job)\n",
"Metropolis: [Ω]\n",
"100%|██████████| 600/600 [00:00<00:00, 1425.33it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n",
"Sequential sampling (1 chains in 1 job)\n",
"Slice: [Ω]\n",
"100%|██████████| 600/600 [00:01<00:00, 418.24it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1107cbb00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = sample(Ω, 100)\n",
"plot(*data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Strongly correlated Gaussian (SCG)\n",
"_We rotate a diagonal Gaussian with variances $[10^2, 10^{−2}]$ by $\\pi / 4$. This is an extreme version of \n",
"an example from Neal (2011). This problem shows that, although\n",
"our parametric sampler only applies element-wise transformations, it can adapt to structure which is\n",
"not axis-aligned._"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"mu = tt.zeros(2,)\n",
"cov = tt.as_tensor([[50.05, -49.95], [-49.95, 50.05]])\n",
"Ω = pm.MvNormal.dist(mu=mu, cov=cov, shape=2, testval=mu)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/colin/projects/pymc3/pymc3/model.py:384: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" if not np.issubdtype(var.dtype, float):\n",
"Sequential sampling (1 chains in 1 job)\n",
"NUTS: [Ω]\n",
"100%|██████████| 600/600 [00:04<00:00, 122.16it/s]\n",
"Only 100 samples in chain.\n",
"The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n",
"Sequential sampling (1 chains in 1 job)\n",
"Metropolis: [Ω]\n",
"100%|██████████| 600/600 [00:00<00:00, 2661.37it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n",
"Sequential sampling (1 chains in 1 job)\n",
"Slice: [Ω]\n",
"100%|██████████| 600/600 [00:01<00:00, 443.32it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x111192d68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = sample(Ω, 100)\n",
"plot(*data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Mixture of Gaussians (MoG)\n",
"_Mixture of two isotropic Gaussians with $\\sigma^2 = 0.1$, and centroids\n",
"separated by distance 4. The means are thus about 12 standard deviations apart, making it almost\n",
"impossible for HMC to mix between modes._"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"class MoG(object):\n",
" def __init__(self, centers, sds):\n",
" mu_1, mu_2 = centers\n",
" cov_1 = tt.as_tensor([[sds[0], 0], [0, sds[0]]])\n",
" cov_2 = tt.as_tensor([[sds[1], 0], [0, sds[1]]])\n",
"\n",
" self.rvs = [pm.MvNormal.dist(mu=mu_1, cov=cov_1, shape=2),\n",
" pm.MvNormal.dist(mu=mu_2, cov=cov_2, shape=2)]\n",
" \n",
" def random(self, size=1):\n",
" return np.array([rv.random() for rv in np.random.choice(self.rvs, size=size)])\n",
" \n",
" def logp(self, value):\n",
" return pm.math.logsumexp([rv.logp(value) for rv in self.rvs]) - np.log(len(self.rvs))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/colin/projects/pymc3/pymc3/model.py:384: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" if not np.issubdtype(var.dtype, float):\n",
"Sequential sampling (1 chains in 1 job)\n",
"NUTS: [Ω]\n",
"100%|██████████| 1000/1000 [00:02<00:00, 418.09it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n",
"Sequential sampling (1 chains in 1 job)\n",
"Metropolis: [Ω]\n",
"100%|██████████| 1000/1000 [00:00<00:00, 2173.91it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n",
"Sequential sampling (1 chains in 1 job)\n",
"Slice: [Ω]\n",
"100%|██████████| 1000/1000 [00:02<00:00, 346.77it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x111509f28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Ω = MoG(centers=[np.array([-2, 0]), np.array([2, 0])], sds=[0.1, 0.1])\n",
"data = sample(Ω, 500)\n",
"plot(*data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It looks like they also do an experiment with very two isotropic Gaussians and different scales. Might be something like this:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/colin/projects/pymc3/pymc3/model.py:384: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" if not np.issubdtype(var.dtype, float):\n",
"Sequential sampling (1 chains in 1 job)\n",
"NUTS: [Ω]\n",
"100%|██████████| 1000/1000 [00:02<00:00, 457.54it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n",
"Sequential sampling (1 chains in 1 job)\n",
"Metropolis: [Ω]\n",
"100%|██████████| 1000/1000 [00:00<00:00, 2232.06it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n",
"Sequential sampling (1 chains in 1 job)\n",
"Slice: [Ω]\n",
"100%|██████████| 1000/1000 [00:03<00:00, 317.53it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1110b8400>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Ω = MoG(centers=[np.array([-4, 0]), np.array([4, 0])], sds=[2, 0.1])\n",
"data = sample(Ω, 500)\n",
"plot(*data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Curious about rotating the centers, since slice should not do well there"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"θ = np.pi / 4\n",
"rot_45 = np.array([[np.cos(θ), -np.sin(θ)], [np.sin(θ), np.cos(θ)]])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/colin/projects/pymc3/pymc3/model.py:384: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" if not np.issubdtype(var.dtype, float):\n",
"Sequential sampling (1 chains in 1 job)\n",
"NUTS: [Ω]\n",
"100%|██████████| 1500/1500 [00:04<00:00, 353.79it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n",
"Sequential sampling (1 chains in 1 job)\n",
"Metropolis: [Ω]\n",
"100%|██████████| 1500/1500 [00:01<00:00, 1475.59it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n",
"Sequential sampling (1 chains in 1 job)\n",
"Slice: [Ω]\n",
"100%|██████████| 1500/1500 [00:04<00:00, 370.17it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n"
]
},
{
"data": {
"image/png": 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vZeUKfmzyIweG+YUnd294Ub3RkYvbB3OcXWhwcr6BaxkUXZOaH1PzYyZnqrKoF3eEfB8RQggh7rzNyFD4EPBJ4C2l1Pc69/1jrfWfb8K2hRDiHac/3f74TJULS20OjhfZPVJYd3HeDSIcm65y8XKbh8aL+FHCK2cvE6eaPcM5wijhuRdbvdd2MwMMZfO+3YOcmm8SxAnDRYvf+tnH11zI9wcrVgcoujbaA+Lpx8b59O/NggLXMgjiFICHxou3rW+EEGuQ7yNCCCHEHbYZUx5egs6MMSGEEMCVdPtnnz/J9sF8b1EexglnFhr8yu+/ycceGefpx8YBehkBtXY2nvGNCxUq7RjLUDimYqEeEKdwcOzKIr2/tGKk6DFS9Di32GCmFvCFl86xfTDHwfECJ+eaXKq0cU3FdNVn93DhmpkHG+0BcWiizM7hHNVWRD2IGfCyrImhgitjGsUdI99HhBBCiDtvU6c8CCGEWKl/cb5Q93ltqoJrKlKd9hb0OdvoZQQ0goQBz+JyM6QdxQwXXADCJMW1DGZrPo6djXY8OF7g8y+cJkpShgsOecfk9EKTJ3YOMlH2OLvQ4MuvXeS9uwbZNVzgxZMLNPy4l9WwXubBtXpArJfh8MhE+arXVNuRjGkUQgghhLiPGXf7AIQQ4n62fTBH3Y8BOLXQxLUMUIpyzukFEV6/UKHkZfHdomcRxCmJ1iggSTVJqnEtA9cyWG5GvYX91ycXODhWZLjgsNyMeOtSjX0jefaOFjGUYrYeYBmKvzx/ma9PZkEA08iOo2t15sHkTJXFus8Lb8/zzRPzzNXaVNsR1XbEwfECz714lnOLDaaWmnzlzWk+/R/f4M/evMTTj433ntcdO1ltR70MDCGEEEIIcf+RgIIQQtxG/QvtejtCa00QpxwYKwDZgl6hekGHA6MFgjhFa8g7FmGcEsQpW/I2NT8rgXj6sfFen4O9o0We3D/Cxx+fYDBv047S3r4X6z7VdkQ7TCi5FqZSzNUCFut+7zn90ye6zRhty+RDB4YAePn0MmGc8MxTezk51yRNU964UOH8UotqO2KhHvCbh08A8MxTeynnbCZnahyfqdEIIg4fnWNypnpHzvWdNDlT5dnnT/KZL73Bs8+fvC/foxBCCCHE9UjJgxBC3ILrNTnsb9CIgnaU4Nkmr09VKXpNtpZcntiZlQsADBddDo4V8cMYP0kZcG0cU9GOUmzT4FMf3c+hiTK/9bWT1NoRjSCh6FkcGC30MhW6/Dgl1VBwTZRSjJZcppZaNIOEVGvqfrxirOTKZow2Yw9dKX04NFHmCy+d49R8g4of45pZb4c41Sw1Q7545Dz/4q8/DsDUcouCYzJT9fnKm9N89dgsn/qx/Xz88e137oO5jTY6BUMIIYQQ4n4lAQUhhLhJN7qw7DZoPDhe4F/+xQlMw6DkmtTaETOVNr/6Uw+xb7TYC0zsHS3y9z+yH2DNYMXkTDYJAmDAswiihNemKmwtOdQMRbUdUfIsDBRpmlJ0XbTWmIZiqOgAmpmqz/bBHJ/4wI7esa5uxrhQ9zk132CunmU1TM7U+P58A8tU2IaJpQwUkHNMXr9Q6R1vmqacmMtGSA4XHGp+zOe/cRqg1yByvQkTt/JZXG96xWbZ6BQMIYQQQoj7lQQUhBDiJm10YXlyrsl7dw0yWwuo+dmV/4fGi5yca/Lxx7ev+Zq17jt8dI6tJYe3puvM1XxytoljKmZr8KmP7udbp5b4+uQSfpywpeBgmwaLjYC6H+NHCaahmJypUWmFK/bT34zx+3M1vnV6mXYYA5o/+p5PmmrCJPvTClNsI8IyDUYKDqrTXP9Spc1M1ce1DLxO88gBz2Km6vP5b5zmg/uHN/2q/uRMld84fILlZkgYp3x/rs6bFyt89umHbssCf6NTMIQQQggh7lcSUBBCiJu00YXlpUqbXcMF9owUe/elWm94IXpsuspsLWSk6FD3I9pRQhArtnaO5bXzFeJUs3XAZa7qs9yMCOKYOAGlQGk4EdQ4v9hkaqnVW3w//dg4z714lsvNgG+dWqIVxhiGgU6zAMJqUQqupbjcjviB7dnCfftgjtenLjNccABohTHzNZ+aH9OwY8I4uWrCBMDvHjnP6xeqaDRP7Bzkk0/uvuFgwBePnGdqqUXRsyh1mlpOLbVWlGGs5WazGq41BUMIIYQQ4kEiAQUhhLhJG11Y3sxCdK1Fb82PQcFgzmEwny3cq51+Cp9/4TQoGCrYXG6FtKIUP0xIuhvUoACVQpQkVNohSap7i+9nntrLr//JcVpRgtbZC/r6PGavzTbT+7MlZ7OlE0B4+rFxvnpsttNAEi5e9kGBqcAxFa9NVXjvrkFGSx4lz+LYdJWjl6qcXWxSdE0UilfOLDNT9dfMMOg/H46Z5UX82VszuJZBzsl6RXi2CVr3yjDWO6832wehG3iBLIC0uheFEEIIIcSDQqY8CCHETdroqMT+58/X23zzxDwvvD3PQt1fc0pAd9FbbUcrFr2GAq01fpSs+LsVxkRJyoBnoZSiFSYodC+YYGRVCWiyTIUoyQIay62Qrx3PpjEcmihTzlmgs+clqUavOi7XVphGtr2cY/IjB0cIkuxZhybKfOrH9oOGqeU2YZyQJCmdh7nczPZ15MwS5xeb1PyYxUZAybPIORaeY1H0LJabYS97Ya3zYRnwyplljpxZRgFxkvWFaAbxlffYKcNYS3+5iqFU7/bqfa6l22iznLOZqfqUc7Y0ZBRCCCHEA0kyFIQQ4ib1T3DoZhB0mxyul07/zFN7+fzXv89Lp5eyJol5m788t8xLp5b4kQPD/EJfqv96PRouVdo8vLXU68Uw4NnsGc5zcr5Byc1S/pNUs9gICOMr4QDdFxnoLvA1mlYQESXwc8+9wof2DXF2voFONVpx1ZLcVAAKy1DkHZP9o0Vcy2KsdCXrojvN4de+fBTXNsnZJqlOWWpE5B0Ty1C9hpTbBz2COGHAu/J61zKo+/FVpSD95+P4TI2il/0Kq/sRUaIxFSw3Q0xD0QgSntw3tO5nd6t9ELqNNoUQQgghHmQSUBBCiFuw1sLyWun0AGeWWmwbzGEquFTJSgJGCzZHp2sr0u7XW/QaaE7MNYiSlOGCw9YBF8MweGLnIM0g5o0LFSp+fFV2wepMg+6V/STNFvGWAS+fWSaIEwwD4hTSVS8yFKSpxjIVA55Fkib86RvT2KbiyJkl/s6Tu/j449v51qklcrZJmKSgIEmy8ZVhkmJbVhaQsE1OLTQxlSJJNUMFF4BKK8viOD5d49nnT/aCMf3no+HHFF2TZhATJlkAJUw07VAzWnLZO1LgF57cve7nJn0QhBBCCCFunQQUhBBik11r+sNC3We26mOZCj9KcAyFbRo0wxTLSntp96unLnRNLTWptGIOjheZrWUNF2vtmE99dD/7Ros89+JZXNvE6fVAWJ8mCxpYRhaosE1FO0qJ4pSrWzBmPNeiaJsMF11Q2eSKobzNaMml1o74l39xglfPL/OVN2dAa6JUk6aadpTgWioLXpgGM1Wf4YJNybOI4pSZqg9a48cps9UA2zQYLTmcXWjw3Istnnlq74rzUfQsLjcDFhohnmUwUnSZqwVEqebRbQN86MAwh4/O8YWXzq3ZcFH6IAghhBBC3DrpoSCEEJtkcqbKs8+f5D997xLHp6ssNvzeY90GhC+dWsKxFAYQJSntOCVJU9pRlvbfn3a/Vo+GE3MNDo4X2Tta5Mn9I3z88Qk+uH+Yk3PNXkmFaRjkHRPTuFYXgSu6z0lSjWUoEn11ZoIim+jw3h1ldgwXeGhigKVmyFDeZrycwzAMyjkbU8F/+M5FHDMbG9nNUkhTTTNIKThmpzdDyvnlFpebIVvyDsMFh/lGyHwtIO+Y7BvNYxoGJ+cbJEnK4aNzK87HvpE8C/WQJMkyEizToORZjJdcjpxZ4vMvnObcYmNFhkh/nwrpgyCEEEIIceskQ0EIITZBf5nDeMml5se8er7C+3YPMlL0qPsxNT9mS97GjwwWGyGWYZDqlGaYkncsDowVVqTdr9WjYceWHLtHCiv27Ucxr5xd6j3niZ1l/vLcZVzLJE7iq0odbAWxvlICEafZeEfPttBpimUqkmRluYQCLMPgrek6g3mbH9o7RL0d4VgGxSCm4Ga/TsIkJUpStpZdZjqZBpaZ9UyIUzqZBG3andERlqEwjGwyw5ChMIoKzzZYbkWEcYqh4PQiOLa54nw0gpihgk3eNkk0qE55h2cbLFdD3KLJibkGRc9ipJiVSXQzP7qkD4IQQgghxK2RgIIQQtyA9ZosdvWXORwYK/LaVDay8PtzDWzT7KTqW4yM5nl9qspI0WG5GXK5mfUr+MCewd7z+tPuVy96n33+5IoyiIW6z1+evUzRs3pX478/3+DsYhOlNKo747FPorMpD0pD2nk4jDXbyhYz1SxDIE7STmZB9tw0hSBOiJKUbWUPozOeseZHnF5osKXgMJR3aIYJrmVgGgZb8jazNZ8wTohT2FZ2GSw4XKi0MQ1FwTGhs50gTqn7MeMll+nLPo5l4JgGcZIytdTm3TsGrzof/efi22eWMIwr+RgDXtac8tR8k5Git6GGi0IIIYQQ4sZIyYMQQlzHeuMb+1PoL1XalDpTB0ZLHu/dNciAZzFXD3rp9I9MlHEti/ftHmQw7zBSctk/WuTgeImi59xQ2n037f/sQoMjpxf50zdmuFhpsdgI+M7ZZeZrbRYbIaCxDGPNsocUQINjKezOb4Eo1Sw0QgZzFmXPJk40CoXWneaMQJJCqjX1IOb7czVs0yCKNUGcstwIODlbJ4hiDk2UqLUjFhshecdkwLOxTQOtFSMFG0uRvaYZ0fQjKq0QP4yJk5QLl9u0ooQozoZdppp1Szf6SyCq7RB0dizjAx5BnOJaBjU/AqThohBCCCHE7SAZCkIIcR3XarLYXfy7puLFkwuEScqAZzNcsAnilLxj9rbTbQRYztn84N6hXiPA9YII62VF/PihUT7/wmkafkSYpFidcYl1PyZKUkYKDgXXIkl1pxfC1d0ZTQVaaxKd3U51NjmhGSQUXJOxUtbksNuc0QS0Ascy0Frz4vcXUWSL/VRrUq0xTYOSa1PyHGrtBMdURInGUIr37xrk/FKLl76/SJikGECqIIg1pxcaWKZB3jYJ4wTPMmjHKVEa4VgmH9y3hSDRa56XnG0QxQmGMkAp3rsrO4+vTVUI4pQBz+oFHaThohBCCCHE5pIMBSGEuI7+7IOu/hT6yZkq01Wfhh/jGIrlRsCLJxeZqbQxFPzZmzN8+vfe4MxC44YbAV4rK+LkXJMP7htmS8FBkdKONVGcEsUJSaqZbwQUHZNUa+LkyrwGU0HJNXvBgUQrTJWVQEDWVyFJNY0gxrVN8q6JQdaMcXzQY+9wHlMpZms+QZSQ6KykouhaHBwf4Ae2lynlbLaVPUxTMVx0edd4iZ98dJz37x2mXLAJkhTHNLAtg6JjYpvZ5IcwSolT3Rt16dkmpZzNTz46ztZyvpddsPq8OJZJK0r5Bx/Zx77RIo6VTaA4OFYEDeW8LQ0XhRBCCCFuE8lQEEKI61hrfGN/Cv3ho3PsHi4wUfY4tdDkUtXHMBRBkpUdFAoGNT/m8y+c5tlPvJtPf+zgiu2vlYnQzYoI44RXztZo+DG2qfjikfOEicY2YWq5RZpm2QUpEMcaqxMgWGhGFBwTP0zRdJoqmtnfhgGubWIZiko7Bq7kMHRHSVbbERODOXJ2iB+n5G2T2ZpPI8hKERxTkaZZrwLTMFhuhZiGy3DBIUg0P/HIVqrtiChJODXf5PULFWarPp5l8NDWAVphwun5+orMA9cyMBS0woTdQ3ks08CxTM4vNdlW9vjMl95garnFxIB7VbbIy6eWyNsG3zm7jEbzxM5Bnv25d0sQQQghhBDiNpKAghBCXEe3VAGyzISppSYn5hrs2JLj2edPcnymysNbBzCUzWjJo+HHVFoB7SjFs7OShwHPYqkZXjVpoH86RH8mQt2PGCk6fO9CFdcyKLomQZTw0qklPnxgmGPTNUyyrAKDLBCg+36OkpSGn5J09qOAOIEoSTA7i3ZjjcYE3eDD5VbIvtEifpRQDyLOL7cwOo9psl4KpqEAhWlAO0wI4pT6qCTyAAAgAElEQVQ9w/leUORzXz3J2cUmRdfEMbJ+DGknWGGbRtYfoVNuYSpoBDFF18KzNVU/YrjoEsYJhlLYlslQ0eJ7UxWqrXDF9IYgjvnWqWV+7OExPnporFdKspbrNde83uNCCCGEEOIKKXkQQojr6I4rLOds3p6tcWK2wcGxIocmBqi2Iy4stZlaavaeX/Qsan5MGCecXmhw8XKLajtiuOBwfKbKs8+f5DNfeoNnnz/J7x453+vPYCjVu13zYyZn6iRpymIj4Mxik9lagGupzoL/yoJZKTBUtijvZiAYKss06ErJMhfSTkKAaxp41pX+Dv2xBQ1oDVsHXOJEY6BQWhN1sgkcE0zDIEpSolTTCBI82+Ch8SKGYfQW4eMDLiXPIk7BdSye3DdEOe8wVwuYr/sYRrYvU4FpZkfQDGI828SzLX77Z9/NaMlj51C+d36Gig5KKU7NXznfx6frbMlffQ4PH51b8Tler7nmjTTfvF0mO/8urMGte277zoQQQgghNokEFIQQ4gYcmijz6Y8d5JGJMh/cP8ze0WJv8XpwvMiJuQbVdkSqNXlL4UfZlXXHVPhRykzVJ9UpF5baKxas/+XUEkEcr9hXybMo5yxmaz4zFZ/LrZBaO2KhEXBhucnLp5d4dKKEVoqclUURTCMLAijAUIo9w/k1WjFmojRbyE+UXay+3wLdmwqwTYOZWsC2skeQpChDkXMMyjkT0zAwjex5YyWHbeUcj20vs2ekyI8fGuXw0Tk+86U3ePn0InGarth3OW8RpynVdtzZj6LoWZRcC6WyaRNb8g4fPjDMoYlyr3/FYsPn22eWmK+1WagHTFdapFpTbUfM1X3iJOVrx2f59pklFhv+mmMi+5trrhV4uN7jt0t/IEMncXhbdyaEEEIIsYmk5EEIITbgUqXNRNlbcd/ukQKtKKGcs7lUadOKNe/ePsC5Zb9T9mDgWibHpusMF1yOz9Q4MFpgtOSxJW9zfLrO2ENXRhrW/ZhHJsqcnW9QaYZoNEkKVqdsoNoKWWqGnckKJlucbJpCI417Ux2WGuG6AQWAJE1ZaER4VlZ6EMQpSScg4VqKLQWbRyYGKHkWZ5eaXG5F5GwT1zaxzYRGkGCZBpZp8Ns/m/UqmJyp8rmvnmSxEVBthczUfCzDYM9wnkoz5O2ZGkP5bLtBnNLwYybKLken69SDGDSUXIsdW/J88sndQNa/4txigxNzDVzLYKzkgfapBwlvz9YYK7p4pkGis7ISP0p49XyFh8aL7BkpXvez6w88XO/x22X1FBEhhBBCiHcKyVAQQogN2D6Yo+6vzCio+zGPbssyGD73N9+dLWxjTZKm+J2FcyNIQGsmyi5BlPDaVIWFus+hiRKXW1Evu6E74vDgeIHFTtAg1dl4Rq01YaKpBTHHZ2qEUUKUpDTDmGYQ43TKBqIEKp0MgGtJU41jGgzmbYxOuYRtZGURSaJ7/Qvev3sLaKgHMVprUq2wTYMf2jvETzyytddj4HePnOfsYlaKECaanG0Sxll2RiOIMZSiHiSMFB2SVDNX8zk+UydnK4qujWebjBRdZqtt/uGX3uSv/OZ/5uuTc3z33DKQNW0M4hTPsfjQ/mEemSgzUvJ4fMcgkAVF3E7KxYm5Bk8/Nn5Dn123ueb1Hr9d1poiIoQQQgjxTiDfYIQQ973NbLS3ukFjtwHgJz6wo7evU3N1llsRnm3gmFD1IyxDUfAswkT3GjW+damKoRRxkvC147OgYcdQno8+PMLXJxdQSlF0LartmBiNaYBlZL0RwjglZ5uMDbjZtAcgiPWKrARDZWUQa4lTyLsGecei3o5INFimwrEMkiQlTDTfObvMUNFlse7j2Yp6kDJfC7Atg3LOZrYa8DffX+id36+8NYNrGhRckzBJsQyFaSiq7YhmGFNyLTzb4MxiC9cy2DWc48xCizAx2DuS5we2l6m0Ql78/iKeZbJ3JE89SFhshniOSSPIyiMe3TbAcNHtZQ7sHilQ9CxOLTRp+DEDnsVAzr7qM77eZ3e9x2+XtaaICCGEEEK8E0hAQQhxX1tvisIzT+29qaBCt0Fjf4DiEx/YseIqfd2PaYcxSWqSd0y0hjjVDOYcgk6nxDhJOL/sM5izcUwDz7HQWjMx4PJHr89wcKzI9sEcFy+3MTpjHAyy7IFuE8ZEa1zLJEqyLAbFlbSztPNcQ11pxLhaM0iwDCPLZtCgtcaPElINWkdcuJxgGorFekCYZM0Tjc5oiJGCw/6xIl9+bZpUa3YPF7ANg0Rrpis+aZrS6vaRsAwGPJtWmKBUyrBl9IIqRc9iS85iuRny7TNLXFxud0o8NO0opZyzKbk2DT/hr/7g9t6xV9tRL3Og2o4YLXmMlrzez2stzq/32V3v8dulP5AhhBBCCPFOIgEFIcR9bXV9evfv1eMbN+LQRHnN107OVPkvp5ZIO/tpRynVdoRpKCxD4VgmT+wqc2q+ycnlFgXHpJy3sQyFZ5v4UcJsLSBKUmZrPo/vKNMIYhp+RNqZ0GCQNWBMO3Mis2aPV45BQ2+8I8CgZ1EPEqLOk7qvz8ZDKhpB3HuMvv6JfgKWkbLUCPDjFHSW/RB3Jj1cqrRJgKVGwGDO4fEdg4yXPS5V2lgK/CgGrUi0ZsCzKOdsmmGMHyWdRpXZmMkBz2KhEZGkKbZpEGsNGkxDM1P1mSh7jA04nO80s1wrc2B1VsH5pSbbyh6f+dIbV2WkrPfZXe+zvZ36AxnKtJw7unMhhBBCiFsgAQUhxH3tdjTaW6+E4vDRObbkbYIoIYoTDJVNXNA6Kz2wTcVQweXQhMlM1eeH9w/x5sVar+7ftQxqfjZecrmZXXU/tLXEXM2HRKPIFvVKKUwFulMG0WUoQF+JC2iyXgZpqrENcG2TVGvCOGXAs5kY9DgxU1/3fZqGYqkZXdXcMUw0YTtmqBATxilzNZ+Fus+7d5Rp+hHtKCHWiqJjkgIDOZvBgsPekTyvTlW43IoZKjo8um2ANy9WWayHpJ3zYypFrDWGyoIwy62QAc9m70ih1/SyP3NgcqZK3jb4ztllNJo9Q3kMpbAtk6GidcsZKdf6vDdTN5Dxy5XZc5u6YSGEEEKI20gCCkKI+9pa9em30mjvWiUUlyptDk2UmK+1qYdJb7RilGgKrkPJMfnG5DwaTcmzaAUJRc8iiBI82+xcsbfZOuBSa2dX4ZeaIVsHPJaaIRNlD9tUnF/KgiGmkfVSMDu9EgzVCSZkF/mxTcVAzibvGNSDBLdTalBtR6RpyvfnGsTXGgVBVl6xXh+G6WpAzjJQpsGphSZP7hvmhw+McGy6RqKzc1/yTM4stjgxmwVOHt5aZLSUy0oZPAs/Ssm7BsuNiMUooZOgQJSkGErT8BNMpfjVn3qIjz++vbe4/8JL53BNxXTVZ/dwgY8eGqPux3z79BIPbS3eckZKdz/HpqtcvNzmofEiu4YLmxKgEEIIIYS4X0hAQQhxX7uZRnvXuiJ9rRKKbvBiuOgRxJp2lKCBLQWbR7cNMFsN+OD+YUqexdRSk9emKuwbyVNrpQRxitaaPcN5DMPgUx/dz8m5JnP1gPGSy6GJEheW28zUfAylUcpgS8FmwLMpeSavT1WJkisLcsh6IlTbIZZpYCqoNCN2jdigNZUgXeOdr6awzazZ49WPQJykpJZB2TVZbmQTKRzLZN9okWee2su/ffk835uq4lgGrmXQDGJeO19h/1hMzrEY8Cxc26DuK5QBNgrDUARRSpJC1U8YzNsrggn9wZwXTy50Rk96GMomjBPmaj6LzYCZWtAbzbnRjJT+/dTaEZBNjSh6FiNFr/d5S0BBCCGEEA86CSgIIe5razXa+8Cewd5V7tUBg+s1cbxWCcXf/fAennvxLH6UMlF2WWxk6f/jAx6L9YA41b0AxJ6RIgAztYAdQzlqfkw5Z7FnpNg7no8Di3Wfo9M1Jmfr1NoxI0UHzzJAKYYKDoZS7BzKo1PNd6cqdMMJloIkza70Z/0XUlBwuRnQCK8fTDAUlFyjky0QX9XYUQNRCo5l8J6dg8zUAmaq/opyhH/9zTO4tkmSaup+TBilpMCx6RrlnM1gzmb7Fo9Ll9vkbBM/StGdaROeZTJRzvHsz7173WBOmKQUXZNTC9moytemKtiWIozT3mjO9+4axLHMDWWk9O+nESQMeBZBnHJqvslI8eYCFLe7ZEIIIYQQ4m6QgIIQ4r7X32jvegGD6zVxvFYJRTd48dkvvcnZxSYF12LnUA7TUJyeb7JnJA/AQt3n1EKTejsCBf/kpx9Zt8njdNVnqR6w3A6JE00jiBnO2/zow2M4lkkYJ5RzNsvtmIe3DpCkmoV6wGIj6PRUUBgKwhhc28gmLcBVfRFWGys5nSkQirxtXBWEUIBtZFkPb1ysUvIsXj69SJpqjpxZ4u88uYtGEDM+4DBXC9Eaks5rtc7+Z7ERstAIGHCtrLaCmCTNej6EiabmRxw+Otf7DFcHcwY8m3YY0/BjTi00cS2DnG1S92Omllso4PDRWYqezYcPDDM5U72hhXz/foqeRaUZ0ghimmEMwNYBtxcQup7NnjIihBBCCHEvMa7/FCGEuH/0BwwMpXq3Dx+dY3KmyteOz/LKmSWOnFlioe4DK5s4Pv3YONV2lPUh0Lp3++nHxnv76DZO7P0AWJZBEKcs1H1em6oQRAm2qXBMg+dePMvkTHXNYy25FpZlkKS60+QRmlHaO64w0Xz6Ywd5dFuZpw6OkmjNaCkbFKB1NlqyHaYkGlphSphcP5hQck1SDfUgodKOiVelJ6jOn0RDkmr8KObcYpNWkNAKY07M1PiHf/AWtVbEpcs+lqGIU92bPGEAUarJOQZxoom1ZrTk8tDWgWz8pGWRd0x2bMn1FuCTM1W2D+ao+3HvOA6MFWgE2XmstyNaQczlVsRYycUyFLV2RCOIObS1iGOZ657n1fr3M5y3ma35tMKEfKf/xGtTFQ6OF667Hbj2vzchhBBCiHc6CSgIIR4olyptSl6WnLVQ9zlyZolXzizxx9+7yOe+ehLHNLBN1UuZX6j7K5o4drMQyjmbmapPOWf3rjZ3r0a3o4SdQx4azcWKT5xqfmjPFoJYZw0L05TZqs+5pRZpqknTdM0F5qVKm9lato/hokvesTANRTuM+ObJBc4vNnvH1V0EW0oxXfHRnWkPiV4xDfKGBHE27tLu/IYI+3ooWAbkHBPHymZP2pbBYiNCqW6/hZQ4TbEUNIOYmh9zuRWSproXyHAsRdIJMDhW1jeh7se0w5j5uk+qNSXX5F3jxRUL8NXBHNs02TtS4NFtA6Cg6kdMlD22lnM4lsFg3mFL3uFyO97QQr5/P0vNkKG8jWkoco7JQM7miZ2DnJxr3tC57P/31nWrU0aEEEIIIe4VUvIghHigdEsWwjgLGLhWFkBYbqacXWzy8NYiZxZbuJbCNRXHpmvsGy2uaOLYX0LRr3s1eqTo4kcJe0eK+FFCkmpmawGWAeeXWoRxQsmz2TWUwzAUb8/WaUXJVdvbPpjje1MVXEvRCmJq7RilsukNzSDm9QsVfvKxcSZnqizUfV44MU+tFRLEGsuAa7VKMFg70KDIxkJCFjxwLQOlIGeb1PwIQykKTmdSBJCzDartmChJiWKNaaisb4NhgMoCA60w6e3LNrJRmqgsULF1IMf792xBAa9fqBLEKTu35HjPrkEAvn1miWo7xFAGTz82flU/jE/85MFeMOe//eJreJaB1ppWmGAoxUjRodHJNrjRhXx/3425esD4gMeHxou9hoyp1jccENjsKSNCCCGEEPcSCSgIIR4o3akPZxYauGaWhB8mmoJrUnRNlpoR79s9yKn5Zm8he6P17t3a+wNjBV49XwEgShIuLPuMllx+aN8QL0wukKSasYEs4wCg5kccm67xmS+9saJp38HxAr9T92mFMZpsTGSqIU41A6bBe3cN8vKpJb4+uZBlMeQdqq0IpcAwFKRXQgaq8/q4c5dhKGwjm+BgAK6l8GO9ohwi1dlYSgDdKXtIUs1yM8Q0VNYcEoVrG6Rak6TgKA1a9SY+7BrOM7XcZrjoMFdtE6fZdIiCa5F3TXYO5fnkk7t75/fZ509SbUdEScKr57OAj2tmTSi7vQc+/bGDV537QxNlPnxgmGPTtawMwlDEScp01SfvmCw2fGzzxpsz9geNbjQgsFbzxZuZMiKEEEII8U4hJQ9CiAdK9+pzlGiCJMWzTd63e5CRkociW9yPFD0+uG+YD+4b4WOP3HhHftdUvHhyIZs2YGRp/TPVgLxj8uT+IcZKOfKOiWko5ms+WmsqrZCleoCBWtG078/evMTXJxcYzNsopYjTbKpCqrMr/CXPYtdwgdcvVHvp/ClQcC1KrolSYKqVx2d2ejBA9nehE9BIya66r+6tkHbKJVLAT7KAwdYBF7Pz3ixTESYpjmkQx5pUZ80UY60JY41tZH0jdg/lGS26DOZd3jVeYvtQnonBPD96cJTPdDIMurrlBkcv1XA6byBINI9uG7huycInn9zNvtEi7xorkHNM4jTrI5G3DY6cXubCcmtFr4vrmZypslj3eeHteb55Yp65WnvNnhnd5z734lmq7WjF5wisWyIjhBBCCPFOJxkKQogHzqGJMh97ZHzFlWet4ZUzyxQ9i1TrDV9J7k5kaPgxRddEA80gwbUN3rOjzKn5Jq9NVQiTlAHPpBWlNIKERhAzVHAYK+d6TfsA/u2RKR6ZGMA0FJaCqG9fqdbM1QPOLzbRaEqexULdz5oQ+jFxmmIohWVA0qmk0EDQuW2obNxjkCRkOQZZsOJaFGACzTClnLNp+jF5x2K05LBQD2lHCWGie+MlC7bCNBRztYAPHxhmbCDHk/tH1swuWP3ZPPPUXn75998ADaWcxaPbBhgtedctNei+9tf/5Di2abJr2EYDrSCmFcacXWysmBrR/9mtziwAetMZPnRgiOPTdV4+vcyHDwyvGRC41nSQT3/soAQQhBBCCHFfkoCCEOKBtDoVvZuev63sMVP1s/r8D+y44YXg4aNz7B4uMFH2OLXQpOHH2RSGKObbZy73+hCYBiy3IraXc3z00Bh//tYMtmFwYDSbGrBQ93njQoWTcw3OLDRoBjGpzkoS4jTLEtAaGkHC4WOz7NiS460Ll5mthxRdi3o7IoghIeujsBbLUAx6Fq5jgdZMLbevmuTQZagsU6Gcs3Asg1TD2IDHpaRNmKTkHYvBvKYZxhRdg5Giw2IjpObHWEmK1ppvvL2AZxt8aP+NjW48NFHmJx7ZuuHeA93AwFzNZ7zkcmAsG+342lSFAc8iSNKrxjauN9Yxbxt9AQKbsYeu9EJY6/hXj7QEab4ohBBCiPufBBSEEA+k/sZ73SvTn336oZu+knxsutoZU5hQ9Czes7NMqjV/Ol/HVAaebRCnKQ0/IUlSZus+35icJ2eb7BvJggl/9uY055dbJKkGDWGUEMYpqQbHzGrUYrLJDQrwbJMw1nz77BKeZZGiiZIrpQtJCp5lECcp3UENrqWwDMV8PeTAmI1tWVimj1Jk++yMp+zFFzr7agYxCgvTNNAaRov2iiyLiQGX+UaUTVYouMxW28xUs7IO0zAYK7q8Pdvgc189yV9/7zZOzjU5Nl1lrurTDGNc2+SJnYO9fgrdgM+5hTon55vU/RjHMviZ92zl2edPrsgmWB0YGC+51PyY16YqxElKzY+IEk3OMYmSpFc6cWiivG5mwXfOLvPRQ2MrPuNrBQik+aIQQgghHkQSUBBCPLDWm9awUZMzVS5ezhaaA57VGzmZplljwm2DHpdbEa0gJkhSCrbJeDnHgdECb12q8tKphaynQ5yQJFl5gmUomkGCJvs57JQrKK40WHQtg7xjEqeKdhRnjyiwVBZ00LAymGBmry64FtU0YqkZsWfEyfoqGJCzTCp+vCKgoAHbzPZfaWflHEuNgDRN2TqYI0mhEcS0g6yB47mlJmMljyjRGEpR9Gxc22CoM/ni4nKLz3/jNAfHi5yab7DUCDEVjA64vHJmmZmq3wvsPLy1wL96Ya5TwgGtIOGLRy7w7p0DPLl/dEW2QX9g4F3jRV49X8EPY2ZqAQXHxFBQci1ePV/hiV1lLlWyyQ/rZRZosrKXGw0QSPNFIYQQQjyIpCmjEELcosNH53hoPEuvD+IUt1NrMFfz2V72sAyDnVvyFFyLsmejlSJKEr51eomlZkg7SgnjlCihUxphYBqgVfZzVze4kFFU2yHnlhpoNForip6FoRR2Z9Sjhl4wwVQQJZooSYkTTcm18OMEP0qwDIM4gWaUXlUmoYAoyUofrGzYAp5tUA8T6u0ISGmHCfUgYShnESaai5fb1NphdlzAlrwDZAGQxWZAnGpm6wHtMCbvmLi2STPMMjuWm2Gvz8E33l5kqGCTcywKroVpKpSCY9N1lptBL4DQzTIpeVmMfKTo8b7dg4SJRqca21RsG8wxmHdwLYPj0/VeYGD7YI56Z6xkV92PeWLnYK8BY6r1us0Yu7oZL9J8UQghhBAPEslQEEI80NZqyNdNoV/r/rVcqrTZNVyg6Fmcmm9S86MsU6HosH+syIm5BgB+lKAArTUL9RDbNCi6JouNBNC4lsp6JJCNc9RkgQDXVIRJX48DlW3DMg3COMVUilhrmn4MKhsruVZLBNXJPGiGCbuH8jiWgWubWRDCgCBJSVa9rturseRa7BzKkWoY8GwMQxHGKfP1kJJrESYpsVZsL7vM1gLaUTZFYqhgU3CzXzVBp3xjqGB3mkfqXvAl7ARi6n7cKyuYq/lESRbksEyDVCtsMwuMnJpvMlL0emUIq0sORooeecfiXeM2SWcyhtYatOZyO+4FBtbLLHjmqb0AK/4NrO6psda/kes1nRRCCCGEuJ9IQEEI8cBaryHfjx8a5euTC1fdv94V5+5idqToMVLM0uer7Yi5apsTcw0uN32aYYIfaQzAsbIAQRjHNAKVLf41YIBG94IJkJUu0OlrYKoroyM1YGrdWSyDqRR+onvlECv6IHCl74IBJEnKTLXNrqE8W0sujXbImaUEjcbsHEo3kGCqKyUYcaIZzDvZaM2CQzNMsykTrkUrjJmtBVRaIUGcXfFPUk21FZG3s6kXjSDrX7B1wGO2HrDUyMZPQmfqRJziWEYve6DoWpyqtjsTKxQ6TQlTjULx9mwNDWwtuewdLa4ZGLAMxYGxIgX3/2fv3mPsvO/7zr9/z+XcL3PlcDi8k6JEipEr32QljuvGdsyFixY1tsgWSGAUi7pdYL2As97uovtHtlg0KIIAAta72K2AFHUcoN4Ym+y2dUJXtmuoThTFlmzKFMccUaI4vMz9cu6X57Z/PGeOzpBz53A4JD8vQNBwOOc5z3lG0PP7fZ/vxek2ynRtwydPD3Z/j2v10ugNHKwXRFrvvx1lJYiIiMiTRAEFEXlirdeQb2Vk41ojANfaLK61mb2xUMMyhpF8grlKC8tYJJ0QLwhp+QARrTDONMi6hnYYBxlcKy4tWOmZ4FpgWxZBGGHbBsuCph9v91t+HKBwrLgMYakRv8gAiU5WQxjFf9+Xdqg049GOhaTD4f40TT9kYraKH0SMFlLcXq7jd6ZIrHAsQ0R8nPlqm1PDWW4u1bm9FJcYDGQStPwQ27LoSztMleKShpVKjUrLw6ka+jJJXjw5wC+fHuR743MczCeZLTc/6KGQTrJQbeNYcGWqxD/7k7cwRIRh1C39aAdxACWTMGRcm3LDY2q5wec72SN3Bwa+8plTfG98joRj88KJge7vxQBf+/alVZkn2w0CbDQmUgEFEREReVIooCAiT6z1GvLNlJu8cGLgnu+v1+F/rc3soWIK17G5MlXmcH+alGvz/nwNPwhp+AHNdoQx4NoGLIuUbSAKwMQlBcW0w3S5RTYZb5wN8cjIpG1od17n+VHcN8AYDFE3m8AYQz7lslhtx1kJxmBZFpiQTMLiyECGz5yNU/5LDY8//eltzhzI0gpCmi2f5aYPnSwITETCsrAtE2/275SpNX0abR8DhGGEbRmSjs1CrU3bD7Asi3ynn0MUwUA2yX/4734ViJ/sZ64t8NrNJeYqTdp+iDGG6VKTXNLmI8cGSSdsvj8+S63lM5BLsFTz8IP4eqUdi7TrkE7YFNMuT4/kmJip8QXWbrJ5cjjX/b0kbNPpMWEzkHPuK6tAYyJFREREFFAQkSfYeqP+RgqpbXX4h3s3s1/79iUGcg7VZjwZAeISAAycHMpydaZKLmHjBRFtPySfcvmVswPcWGzy8RMDFNMu3xufYb7SAgyuYzhYSDFVbnYaJxocG7JJm1oroBGE5FNO3KMBQz7lUG56tP2IdhAxX20D4FoWt5bqvHJlhlzK4eRQBtc2VFoBacdioRoQRd0KDNIJl76Uw7HBDG/dKrNUb2IZQyZhY1vx6w4Wknz8xADffuMWrh1PkUh0eiOkXMPNpTrwQZlAGIZxxoWxyCZthnMuc1UP27Jp+yFXZ6q0g5B0Iu5MOdaXJpt0mFyskXBsPv/sSLe0JIyiDTfxvb+Xl16ZIOHYu5JVoDGRIiIiIpryICJPsAvnR9bs5P+lF49uq8P/WlamB+RSDq1OiUL8lN/Ctiz6My4Jx8J1LIbySS6cH2GkmOH5I8Xu+/3SWAHXtnDt+El/qeFjGcOxgSyHiimKaZdKy6flB7i2xeH+NH4IXhAwX23hdXoxGIAITAS1dki9HWCIaHkBP76+xNMHcizVWsx1gg4rbAsG0g6phMONhTpeGJJLOgxkE6RcB2MMo4UkCcfmd7/4HMV0PJEh0TMqIojAteM/X7w8QxiG/PjGEtPlFu0goOn73Fpu0vQCai2PS7dL3XGYxhiCKKKQjhs7nhjKMdaX7gYTYHub+N5JECt2mlWw3n872/lvRERERORRp4CCiDyx1hv194XnxtYdATg+VeKlVyb42rcv8dIrE4xPldY89oXzI1y5U+Kd6TJX7pS4dGuJIAxxbUO1M5Ywlz7yfQoAACAASURBVHTpzyT4m2eGcG2bUsPjN1881n3v+U5PgUN9aUaKKWwrnlRgjOHsaJ6RQoqWHxIRj2S0LYtCyqblh9RbASuNDOLSBQg6Xxtgqe51/+74UJanDuTww5B2EOFYhoF0HBi4XWpSbni0gxDHsnA6oxsdO26UWGp6RESMT5XoSzks1z0Wa21aXkDLC2n5IR8/1g/EvRF+MV2h0Q4IgpCWH9H0os5nCKm2AsoNj6Rj0Z9J0A7iMo6EbZivthjKJRnIJna8iV9vROROsgo0JlJEREREJQ8i8oRbryHfWt/frLN/7xjBesvj2kwFy7LIJOKxitVWwDOjeY4OZGkHES+cTGKAVhBxIO/yGx87DHwwqrDc9HnucB8nhnPdc/jZ5CI/u1XmznKDTMLGIh6juFiLswuKKYdc0umMaIzwO40MVxotWoAXRizU2gxmEzw9kuWHV2eZrbSxLEjZcRZFtR2QTdikExaFzqZ5MOOw2PAxhHFwg4hGO+D4QIaXX73OuUNFau2A5YbHcsOnkHI4N1rgK599CogzLIwx2FacubDS+zGe5hgHS6IozpywLUNfyiGfdlmq+wzmknzt82dWXZ+1RjluZL0RkSvXfbt20sxRRERE5HGigIKISEdvQKB3AsCKjTr7A6uCDf/3j2fxIzhaTJFNxv+rLTU82gH87hefW/f9V47h2vDOTIVfTJV4b77Gh44UiSKYKbcJgpBs0qbhxRkFacci6VrU2wHLdQ/bikdGJmxDGMbNDFdGU0Z0RkFGERMzFa7OlPHDeBKEZeJpEq12gGNDKwjJO3H/h4P5JBjoS9F93yiCwWyCgWwC17Fp+wGDuSReGBEEEaN9af753322ew0LKYdy3SMMPwgmmJ7Pn3ItimmXpYZPf8blxdODJJ24eWLv0/+tbOLX+11uNCJSRERERLZnVwIKxph/DfxtYDaKovO7cUwRkb20WfYBxDX48VjDctxssdPUsNryuXh5hiAIu39XanhkXJulersbUMgnbWbKzXXPYSVg4QUBP50skbAtAgNzlRZv3FiOJ0IYSCVsjg1muT5fpekZ6l5I3Qs/CBYEdHbqcXlCEMYBhbhhYycjgAg/hJA4mBBF8c/YlomzGsL4Z4bzST50pEgYRfzFtUWeP9LHtdkqt5ebeEFAf8blP12doz/jUmsHFNMuBwtJZist3p+v8c3XbvBbLx7j7GiRZw8Vybg287UWCdsQhHFQwrLizIpUwuGLHz7MhfMj3U3/SubGdjb9m/0uFUB4fGk9IiIisrd2K0Ph3wD/O/CHu3Q8EZE9tVH2wcoGNGEbXn9vkVzKIZe0u00NXzg5wNt3StxabJB0LXLJeAJCrR0Q9rxHpRUwUkjd/dbdp+n/789uM5JP0mgHJB2L4XySO8sNgiAkYRtuLjU4kE8yWkyxVG9TbvgYs/ppv9UJIAxkHGrtENe2iKKw+/dJxxBhOkGFkDAE05kYYQDLioMQtmU4M5JfNV7yV08PEnU+x3A+gRdEOLZF02tze9kH4r4KK/0Zskmbt++Uu5v5uOSgzlhfmv6My3ylTQQc7k/hh0BEN5Ngo03//WSSKJjw2Ps3aD0iIiKyZ3alKWMURa8Ci7txLBGRh2ErEwBWnvD3WmlyWG76cfaAG08nOFRME4bxSMgwDCk1PGotny+9eHTV61eeppcaHiP5JOWmz43FOkEYkk06DOWSpDvjJW3L8MzBPL80VmSx5mFZ4PlR99ysTiCgL+PidsYjPjvWx6efOcBHjw8wWkxzfqyPbNJhIOuSdOzOCMr4UwRRRMa1ySUdUq7NyaHsquaHv/niMYbzKX7tmQP0Z5PdTftQLknDC7EMTPdkYAznknhBRDHtdjfzX/7UCZ49VKDlx9kPh/tSNLw44PGVz5zadMPfe716sw96m2NemSpx5U6J/3hlmr96b4H5anPH0xzk0aL1iIiIyN7asx4KxpgvA18GOHr06CY/LSKyt8b60pQaXvdpNtw7AaAVRLxwsp/35uqUmx6FlMu5Q3laQUQx7VCqt2l6cXZBNukwnI832rPVNiOFFF/5tVN84bkx4IOn7K9cmcG1Dc8eKnD6QI43J5dJ2Baz5RbFTMhizaPYmbjwsWP9WJZFwrEppB08P6BBAMTBBIB2EDGWccBY/O3nDvHVz53pvt9Xv3WJctMnYVu0/RDHMuBY+CG4tiEI4/4IgzmXf/DxI9Tb0T29Bv7gR+8zWkzFJR/JuL9CX8ZlthJPgKi0Qgopl4FsAtsyJF171Wb+7GiR3/3ic5tmGaxns+yD8akSNxcaYOKeDU0v4I0byzw9kuP4UG6jQ8sTQusRERGR3bNnAYUoil4GXgb46Ec/evdDPhGRh2orEwBWgg6fODnY/V6p4XEg7zLWlybj2kyXW91gw8dPDHB8KNfd1K/orfEPoxAiizcnl/nw0T4+fLSPS7eWeXe2StMLcGyLxVqbxVo8TvFLHxplYqZGyrVJJeJsiJYf0g5CLMC1LZYbAcN5Z9U4xbOjRb7ymVN8/QfvYnXKJAZyCcIw/t/xcsNnOO/wy6eGuj0P1rJyDXIph5YXkHLjMZWH+zM02nFwYyiXoOEF3WDIqxNzPHuosOo4O+1lcHu5wWhxddlIb8Di4uUZzozkmJit0vJDko5Fyw+5OlPln3z61LbfTx4/Wo+IiIjsHk15EBGBLU0A2Czo8PKrdc6OFlb9Xe+mfkXvU/ZiOtHJajBcm6vx4slBPnZ8kJYXMl+NewxkEvEoyPlqm7+8tsC/+OJzXDg/wj/+5pv0pQ3z1TbJ0KIdhNgG/CDkK792b/nAF54b4+RwjouXZ3j7Toly06eYdjg3WtxyhsDKNTiYTzIxE2/aoyjimYN5bi83MAYmZipEGEbyCXLJ+FrMlFuMT5Xuu4fBZpkkt5cbHBvK4gUhl26XqLXi8ZdH+tPqnyAiIiKyyxRQEBHp2Oyp+UZBh/GpEmnX4vXrCxgMzx8prpoQ0av3KfvpA1neuLFMwjZUOr0KSg2PMIo4OpAmnfjgf9ONts9Pb5a65/LJ04O8fadMXyai5Ye4tqGYTnD+UKFbWrHdz7ie3hKFjGsRuRaHB9LdoEQ26cTvPdbHT95fYLrUYrnhU0gnePHUAK5tr9sUcTvlD5sFdcb60lyfq3J9oc5wLsnhPoty06fU9HcloCEiIiIiH9itsZH/Fvg0MGSMuQX8ThRFf7AbxxYR2U/W2pD3ljB89uxId5Pb+/e9G+akbag0/U5DwxQfOdbH5dtlMHEDw9/42GF++4/LmLveO24K+UGG9m+9eKz7vr2b69988diufua7xzCuvM9//+tnutfipVcmSHQaQYaR4eRwlpYfknJthnIpwihasyniVsZ19tosk+TC+RG++q1pMHTLHQCeHslpysMTQOsRERGRvbUrAYUoiv7BbhxHRORRtFGjQOCeDfOdUhPLGBjIkE85uLbNyeHcqk3080f6eP29RTCmuzGutgJeODnQfd+tlGk86M+38l69WRcr/RWSjkW5GQdW7m5wuZ1j322jLIuzo0WODKYp1T0qLZ9CymWsL8VUqcnPbsXZHVst75BHj9YjIiIie0slDyKyYzvt1P+42ahR4Fob5mODWdp+QDHtruplcPHyDO/NVZmYqTFXbRGEIY12QNsPSTgWRwcz/NZd2Qc7LWHYrc+3ore3wenhLG9OLtPyQwopp1vG0dvgcjvH3q5zo8XuucxXm7xxYxmAkXxy0wwIEREREdk662GfgIg8mlZS1UsNb1Wq+vhU6WGf2p4b60tTafqrvrfyRP72coN8anXsNp9yaAcRF86PkE+5nBst8MzBAu/PV/mXf36V63NVnjlY4ENH+rAsw1h/mk8/fYB/euHph7IJ3ujzrbhwfqQbOBjMJTlzIAcRFDNxMGW9DfxWjr1dvefyzky1+/3TB3Ld4M5K9oiIiIiI7JwyFERkR3aSqv642qhR4MXLM5QaHm0/4NpcjWrTx7UNzx4q3HMNp8stskmH6UqLE8M5jg/l6M8mKabde0ZP7pfPBx9kqlRbHreXGxRSDs8eKvLf/K17J030/vzt5QZJ23Cn1OTYYHbdcZ3b1VsKMlNpMZJPcvpAjuF8qvsZ7icDQkRERERiCiiIyI48iFT1R9VmvQx+7+JVJhfq5JI2jkV3jOJspcXZ0UL3OOWmRz5pU+15Yr8frulm0y1WekQ8c7CwalzmesGEuxs8WsbQ9gOmSv6u9YHoLQXZaMykiIiIiOycAgoisiO9NfMrnuSN2nq9DM6OFjlUTLFYa9MOQgopl186XMS1ba5MlbvTHgAKKZdSw6OwD6/pep9vu5kqa/78QOaBZWFsll0hIiIiIjunHgoisiO9dephFHW/vnB+5GGf2r7TCiI+dWaYXz93kE+cHGQolyKfciimnVXX8GAhSa3lczCf7F7Tm4t15ipNvvbtS7z0ysS+61GxXo+I9bIqtvvz92slu6KYdpkqNTfs5yAiIiIi26MMBRHZkb0aWbjfbWXSxXrZHOdGi1w4P9J9/fGhHL/+7AgTM7Vuf4Ewikg4NoM5Z1cmFKx3vjud2LHVTJWV4799p8Q7MxXOjxUYyqXW/fndtBeTMERERESeRAooiMiOPekbtbv7Aay34d8o7X6ta/iFzr9femUC17F3rfHleuf72bPDfG98btPPcfexVgIEt5YaPD2S4+hgds2Sgt73/dDhIj++vsRr7y7ywsl+ko6jEgQRERGRR5QCCiIiO7TV/gE7zea438aXd2cdzFeaa57vN16b5NxoYcuBi94AwdnRAhnX5up0lboXcG60eM9n671OxbTLCycNb98pc+lmmc+dG3kiM1tEREREHgcKKIiI7NB2Nvw7yea4n8aXd2cjvD9f5YcTc/RnXEYKaU4fyHZ7OcyUm7xwYmBLnwPuDaScGM4xkFt/vOXd12k4n+JTZ5JMlZp89XNnGJ8q8dIrE9sutxARERGRh0tNGUVEdmisL83kQo2/em+B/3hlmr96b4HJhdqu9QO4n8aXvZv+xVqLqzNVHMui3g5oegFv3Fhmvtqk0vQZKcTjG3ttFLjYbmPFsb70usdfCXyUGt6qcov91nxSRERERO6lgIKIyA6dGcny5uQypYZHLmFTani8ObnMmZHsrhz/fiYU9G76r83WSDoWBwtJWn4EQMI2XL5dptTw+NKLR+8JXGw0XWKjAMFaNgqM9AY+LGO6X1+8PLPTyyYiIiIie0QBBRGRHZqYqfH8kT4KaZdaO6SQdnn+SB8TM7WHfWqrNv3lpkfSsXBsi8P9aZKujRdEtIOQL3/qBF94bmxV4MLzg+50idFiiutzVb76rUv8oz/8MS+9MsGZkey2Mic2Cozs9RhJEREREdk96qEgIrJDt5cbHBvKcmI41/1eGEW7thleKQcIgpDpcpOfTS7z3cvTfOUzp/jCc2MbvnbVZImkQ7kTXPjw0T6G86lub4aVbIfeHg+90yXmKk0mZqtgoFSPAwffG5/js2eHu+Mtt9Jkcr0eEvfTJ0JEREREHi4FFEREduhBb4YvXp4hCEImZqskHYuBrEu56fP1H7zLyeHcphv4lckSxYxLueFzZiTHYC7ZzShYb1RjbxPFa3NxuUTSsai0/O5nnZiprdmAcbs2GqkpIiIiIvubAgoiIjv0oDfDt5cbTJebJB2LlGsDUEg5LNTa64507NWbFXD3CMmNMgp6AyXVpk8uadPyQwopt/tZdysLY6cjNUVERETk4VNAQURkhx70ZnisL83PJpcZyH6QAdHyQwaziW1v6LcztrI3UJJL2t1yifNjBWD3SxJ2MlJTRERERB4+BRRERO7Dg9wMXzg/wncvT1Nu+hRSDi0/pOWHHB/MPNAeA72BkkI6LrN4eiTHQHbzcgkREREReXIooCAisk+dHS3ylc+c4us/eJeFWpvBbILjgxksy1p3osJuvvdOyiVERERE5MmhgIKIyD72hefGODmcW7Whv3B+ZE839CpJEBEREZG1KKAgIrLPaUMvIiIiIvuR9bBPQEREREREREQePQooiIiIiIiIiMi2KaAgIiIiIiIiItumgIKIiIiIiIiIbJuaMoqIPCHuHv+419MiREREROTxogwFEZEnwPhUiZdfvU6p4TFaTFFqeLz86nXGp0oP+9RERERE5BGlgIKIyBPg4uUZimmXYtrFMqb79cXLMw/71ERERETkEaWAgojIE+D2coN8anWVWz7lcHu58ZDOSEREREQedQooiIg8Acb60lSa/qrvVZo+Y33ph3RGIiIiIvKoU0BBROQJcOH8CKWGR6nhEUZR9+sL50ce9qmJiIiIyCNKAQURkSfA2dEiX/7UCYppl6lSk2La5cufOqEpDyIiIiKyYxobKSLyhDg7WlQAQURERER2jTIURERERERERGTbFFAQERERERERkW1TQEFEREREREREtk0BBRERERERERHZNgUURERERERERGTbFFAQERERERERkW1TQEFEREREREREtk0BBRERERERERHZNgUURERERERERGTbFFAQERERERERkW1TQEFEREREREREtk0BBRERERERERHZNgUURERERERERGTbFFAQERERERERkW1TQEFEREREREREtk0BBRERERERERHZNgUURERERERERGTbFFAQERERERERkW3blYCCMeaCMeaqMeaaMeZ/2o1jioiIiGyH1iMiIiJ7674DCsYYG/g/gP8COAf8A2PMufs9roiIiMhWaT0iIiKy93YjQ+HjwLUoit6LoqgNfAv4u7twXBEREZGt0npERERkj+1GQGEMuNnz51ud74mIiIjsFa1HRERE9tieNWU0xnzZGPMTY8xP5ubm9uptRURERLq0HhEREdk9uxFQuA0c6fnz4c73Vomi6OUoij4aRdFHh4eHd+FtRURERLq0HhEREdljuxFQ+DHwlDHmhDEmAfxXwL/bheOKiIiIbJXWIyIiInvMud8DRFHkG2P+W+C7gA386yiK3r7vMxMRERHZIq1HRERE9t59BxQAoij6M+DPduNYIiIiIjuh9YiIiMje2rOmjCIiIiIiIiLy+FBAQURERERERES2TQEFEREREREREdk2BRREREREREREZNsUUBARERERERGRbVNAQURERERERES2bVfGRoqIiIiIPAzjUyUuXp7h9nKDsb40F86PcHa0+LBPS0TkiaAMBRERERF5JI1PlXj51euUGh6jxRSlhsfLr15nfKr0sE9NROSJoICCiIiIiDySLl6eoZh2KaZdLGO6X1+8PPOwT01E5ImggIKIiIiIPJJuLzfIp1ZX8OZTDreXGw/pjEREniwKKIiIiIjII2msL02l6a/6XqXpM9aXfkhnJCLyZFFAQUREREQeSRfOj1BqeJQaHmEUdb++cH7kYZ+aiMgTQQEFEREREXkknR0t8uVPnaCYdpkqNSmmXb78qROa8iAiskc0NlJERERE9o3tjoE8O1pUAEFE5CFRhoKIiIiI7AsaAyki8mhRQEFERERE9gWNgRQRebQooCAiIiIi+4LGQIqIPFoUUBARERGRfUFjIEVEHi0KKIiIiIjIvqAxkCIijxYFFERERERkX9AYSBGRR4vGRsqe2+44KBEREXlyaAykiMijQwEF2TVbCRSsjIMqpt1V46D09EFEREREROTRopIH2RVbnRutcVAiIiIiIiKPBwUUZFdsNVCgcVAiIiIiIiKPBwUUZFdsNVCgcVAiIiIiIiKPB/VQeAI9iKaIY31pSg2PYtrtfm+tQMGF8yO8/Op1IA44VJo+pYbHb3zs8H29v4iIiOwdNVgWERFQhsITZ6u9DrZrq3OjNQ5KRETk0fag1hIiIvLoUYbCPvQgo/69vQ6A7r8vXp65r/dYCRT0nvdvfOzwmsfUOCgREZFH14NaS2yFMiNERPYXBRT2mQc9VvH2coPRYmrV93arKeJagQLd+EVERB4vD3ItsRGNnhYR2X9U8rDPPOixinvZFFEpkSIiIjszPlXipVcm+Nq3L/HSKxP76t75sBosa/S0iMj+owyFfeZBR/33siniw0yJFBEReVTtxyfxvRmHCdswU27BQOa+1hLbzWJ8WJkRIiKyPgUU9pmtTkvYqe30OrhfuvGLiIhs334LyN8d4Kg0fcIowvMDpkr+jtYSawVNfu/iVQ4VU7SCqBtgALprlsnFOm0v4MRwrnscjZ4WEXm4FFDYZ/Yig2CvmiI+6OCIiIjI42i/BeTXCnAcG8xSTLt89XNnVv3sVrMO7j5m2w+YXKizWGvzqTPDlBoev//dCcIo4thgltFiCs8PeHNyGYBM0mZ8qsJS3eNXTw8yPlV6IGsb9YISEdmYeijsM4/TWMXeUZIz5QY/vDrLD34xy3ylua9qQUVERB6k7fZDeFg9CtZze7lBPrX6GdRaAY7t9E66+5jX5mrkkjbtIOz2R5ivtlistbs9E7JJh0zC5tV35vmzn09Tb/v8yukBXMd+ID2a1AtKRGRzylDYhx6XsYorwZFvvnaDv3x3kf6Mu+rG/6gGSkRERLZqJ/0QdjNbcTeesG8143A7pRp3H7Pa9HEsKKQ+eI+WH2AwAMxVmrw5uUzKsbAtOJiP39tgHlhJyH4rPRER2Y8UUHhCPKyUvbOjRYbzKX7tmQOrFiKgG7KIiDz+drIp3a1+R7vV3LE3wNH0/HVLDbZaqjE+VWKu0uRH1xboz7icO5THtQ2Vps8vHf7gvJKO3f362lyNpBMn1hpjKKQcWn7Itbkaw/nUlkpCvvPWbb7x2iQz5SYjhRRfevEoJ4dz666P9lvpiYjIfqSAwh57GBv7h90tWjdkERF5Uu30Hrgb2Yq79YR9qxmHW8lk6F2T/PKpAcanKvzFtUXOj+Zp5SJc2yaMIipNn6FckjCKKDU8Kg0P1za0g4jRQoqWH5J0LKqd0pCNSkLGp0p8/fvv8MOJedKuzUg+Qbnh8b/+h3EO96c5P9a35vpoN3pBqQeDiDzu1ENhD22lFu9BzJ1+2HOb91stqIiIyF55mPfArfY+WMvd6xGgm3H46acPcCCfvmc90ds7aSUQUGp43WkNsHpNMlJI8+mnD/BrzxzgqYMFvvb5M6t6SH3t82f4pxeejjf0Js5M+MixPp47UqTlh5SbPrmkveb79H6Ol1+9zk9uLJFyLBwLZiptHMvgBxE3Fxvrro+28nk2u4bqwSAijztlKOyhzZ4UPKhMgq08HXmQEfSd1IIqoi8iIo+DvZjetJ6dPmFfaz3y+9+d4L25KknXophOcPpAlqHc6lKDrZRqbLQmWS8r4+xosXsdXdsmn3J4eiTH1Zkqhc66ar2SkJW1V8sPySZsjDH4YcCNhRpNL8CyLOYqTYbzqVXnstXPsxH1YBCRJ4ECCntos439g7rxbLageNAlEdu9IT/sEg0REZHdslv9EHZip8GM3vXIfLXJWzdLXJ+vERFxqC9N0wt448YyHznWh2vbqwIUm5Vq7DTIcfd1PD6U4598+tSm13Fl7ZVNOrS8ENuKqLV8wGDbccvHNyeX+fDRPobzqXvO5X5KT1TyKSJPAgUU9tBGN9HxqRKvXJkhjMJ1I/+9tvMEf7MFxV5E0LdzQ1ZEX0REHicPa3rTToMZKxvh+WqTN24ss1Rrk05YtPyImXKLgwVDyrW4fLvMyeHctrIt7idjY6vXsXeNNLlYp+0F/I3DRX50bYF6OwTAGLCMRSEVN368Nlsl4di7mj2yGz0YRET2OwUU9tB6N9GPHe/rpPEZiKwNI/+wsyf4adfi9esLGAzPHymu+tn9FkHfb+cjIiLyqNpJMGNlI3xtNp6sEEQRljGkXIPvh9xcqpNNOuRTzrazB7ca5Nhp6ePdayTPD3hzcpnnj/TxK6cG+MHVOcIQihmbjx0bYCCX4J2ZKjOVFi9uUDqxEw+z3EVEZK8ooLCH1ruJrjyRf/ZQgTcnl0k6hoRt1o38X7w8QxiGjE+VKTc9CimXg4Xkql4MK++RsA0z5RZHBjJ89uxI92bWa79F0Pfb+YiIiDxJVjbC89UWAxkX20CjHYAxpByLrG0xlEtCtLXjrRUc+Ornzmz482s9OPns2WEmZmobBhnWWiOdGs4yXWlxdCDDh470czCf5MRwrvsa17Z5Me1ueE478TDLXURE9ooCCttwP40C737tf/3J493X/sGP3me0mMIyLh8+2se1uRqVhgcmWjPyf2WqxORCnZRrk086NL2AX0xXqHvBqpuwa8P3x2eptXxmyk0+dKTIUC5+8t9bPrDfIuj77XxERESeJCsb4d/5d1dYrLY5UEhxY6GOa1v4YUTLD7hTChnJJ/mj127wL7743LrH2klW5Vqlj0u1Fl///rt84tTguscZnyrx7y/dZq7SIpNwGM4naHoBy/U2Rwcz/P7f/9CqyQs7XWNsZz34sMpdRET2igIKW3Q/jQI3e23vE/nhfIrhfKr757WOXWr4GGNIuXHdX8q1afkhpYbfvQl7QcBPJ0u0g5BMwmKu0uqWUQxkk6vKB/Yygr7ZTXjl7ytNj9vLDYpph3OjRUX0RUTksfewJxx9563bfOO1SWbKTUYKKT7zzBC/mK5RTLtUmh7lhk+l6ZNP2oz2pbEtw3++tsD4VGnD4MBGWZVr6S19nK82uTZb49pshTCCth9gGfee/kora61aK8AyhmrLZ6nepi/tkk05lBp+9/pWW/Eao5ByePbQ9tYYahwtIrKaAgpbdD+NAjd77XafyBdSDuW6R9MLSDoWLT+EKP7+yk34r6+XSToWmYSNF4QEUUTSsbg2W+Ps6L19GR50BH18qsQ3X7vBj64t0J9xOXcof89NuPcmfXa00L0O6wUdNFJSREQeFw9ro7pyT/2rd+cZn66QS9q0/ZCfLTf46Y0lzo3mOT9WxGBo+QHphE066WCMoeWHtLyA3/7jS/z6uYPd+3FvYKJU90i7FgcKKWwD78/XuHKnxHC+1P35lXN4+06JE92XVQAAIABJREFUctNnvtIkn3IZ60vx3nydIAyptnwMhu++PcPHj/fTn01wbTbufQAwMV3mTqlJudGmFUQ4lsG2oNLyaXoBuaTTvb7PHFx/jbEZNY4WEVlNAYUtup9GgZu9drsZAs8eKpJxbaYrLapNn1zK4dhAplsPWGp4lJse+aRDfybBrU4vhYRtmK+2NgxWPIjN+soi6cqdEk3PZ3LR49ZSgxdO9HOgkO7ehLdyk9aTAREReRzt1Ua19z6ftA13Sk2ODWa5udQgCiPmKm2MAccyBFHE+FSF2UoTL4S2H5JLGrwgZHKhhh9GjPWlIIrXHr//3QlabZ83b5XIuDYHCglmywGVhket7dPyQxzLwhAxU27yj7/5Js+O5lmotVmqt5kpNwmCiHYQEkbw89slcq6hFULbjzBEBGGb7/9ihqFckkI6wUg+yaWbS/zFtQVSblySYUUQRhEmsrAMDGQTTJeaWMbQDkIKKZfTB7IU0+49a4zeNdCZkew9PRvuXtPNVZqrAht3B0n08ENEHncKKGzR/TQK3Mprt5MhEGc01Dk3WiCfcrgxX2NipkrDDziQS3Kn1CRhx9MibMvQl3LIpVyW6j6DueS6m++NNuvAjm+MK+mO0+UmSdsi3SnReP36Er/+rMvtZR/YWtBGTwZERORxtBcTju6+z786MUe16TNaTFFrB4REBFFEFMYb8iiCMILFuodtGYwxlJsBaRciIlKuTSbpknRtvCDg+nyNmXKDtGtjW4aZchuiiBDi1zkGPwxp+xEpx9Cfdnj9+iJtPyTpWhBBww+JIkjY0A6g3I47PxogBKIw/nq+2ibh2JwcyvD69SUsC4IwIgJCA44B28TXEGOoND2iKNXtPfXGjWWeP1rsrkHGp0r83sWrLNbatP2Qt24u862/bvOJk4McHcx210Rp16LS9CmmXeYqTd6cXAZgJJ9c1Tzye+NzevghIk8E62GfwKPiwvkRSg2PUsMjjKLu1xfOjzzQ10J8k3vplQm+9u1LvPTKBABf/tQJimmX8akyE7NVnj6Y45mDBVzHxjKGsWKK5UZ8k/zEqUE+enyAXzpc5J//nXNrjmZ66ZUJfvuPL/HeXJXZcoPXry/y19cXeW+uyv/2vXe6DYx6b4zjU6Utnf/t5QZTpSYpx8aYldnPUGvFPR8mF+uMT5UY60tTafqrXnt34OX2ciNeHPTQSEkREXnUbeUeeL96g/IrT+tzSZtrczWynVKHsDO5wRhDEMWDHNpBRBBEZJM2EVBvB7T9sNOgMeT0cJZrs7W4XCKISNgWjm1wLIMfgmN3TsBYRCHYFji2RdK1qbUDEo5FwwtpeAEW8d8HURwQWGFb8Z8j4sCCAfJJh4VavLbKJx28MIoDDxF4AbSDkAOFFK5tKKYTGGO6PaiSjsWVO5Xu9f3mazeYXKgD8bpiudGm4YW8O1fDMqZ73Qx013HXZqvd83tqJNf9mW+8NrnqOq98ffHyzK79LkVE9gsFFLZopSyhmHaZKjUppt0tR5p7X/uL6TJXpspUmh4XL89suinv7Ubcu5kH+OrnzvDsoSKfODnI8aFc96Z1ZCDDUwcL/Kvf+jCffvoAfsi659t7fCKotzx+dG2BUr1NLmlDFPEX7y0QBOGOb4xjfWkWam2Gcgn8EJpeEL+fiQjCiIP5JC+/ep0zI9lNAy97seASERHZa/f78GEr7g7KF1IuEVBt+nxorEjQCSZEQBT2zISM4ocBTS8kYRuMgSCElh9yYjDDcD5FuelhgJRj4XUOZFsm3vlH4FiQT9lYlun0N4h7QFkGHNsQRVH8/j1BhLDn3A3xwwi781CimHGptn2uTpcpNzwWah5BEMVBA+LzzSYdTgxmafkRzx8t0vJDml5AFEUQRSzVP7i+f/nufLdZ4+3lBi0/JOVaTJeb3XPIpxxaQdRd081UWhRSDh851tedopVPOcyUm3r4ISJPDJU8bMNGZQmb1cqtfD25WGesL0M+5WwpBe6PXrvBe3PVdWv+7k6RnK82eWcmruWbqzR778trnu8rV2ZwbcOzhwrk0y435tskbItqy6cvkwBjsI1hutxcNbN5OzfGC+dH+O7b0wQRHCwkeX+hBkDGdRjtS3NiOEep4TExU1u3l0Rvw6ZbSw2eHslxdDCrkZIiIvJY2OnEpe3U6t9dgnn6QJbX3l0kn3I4PZLnr95boNTwiQAMuAb8TolBFH2QYZh0rfgBQ8rlTqnJ6ZE8fhDy/lwdL4yotAIsA1k3Dh4ADOWSlBo+diegYBm4tdTAMrBc9+JAhIGwk36QsC28IMQiDix4neiCFf91XPZQadHyQ2xDN5sCIJew8aOIfMphutLiV08P4jo2A9kk1+ZqVJs+rm345OnB7hpjqe7jWJB0LPwgpO2HRGFEwrW712/lAUbvenCtktaRQqpbFnH3a0VEHjcKKOyCrTQKHJ8qdec5D+QSnB7OMpyPAwHr1f+PT5X4z9cW6Es7WJ3OyONTZY72pxntj29KvYuD+WqTN27EtXy5hM3r7y0SAS+c7L+nH8LK+YZRCJHFm5PLnBjMcNUPSNqGphfQ9AJafshYMcVizVt1btu5MZ4dLfL3nh/l5Vff76ZTjuQTZFMJPnQ4/twrAYq1gjZ3T3/IuDZXp6vUvUAjJUVE5LGx3YlLK/fHIIj7FP1scpnvXp7mK585xReeG7vn5y+cH+H3vzvBT6stWn5A0rEZyiU4fSDHVKnJUwcLZBzDfM1jutzED+LpCtmEQ0SEH0YEoSHrxmMjnztc4NLNMuNTZZaqLVpBhGsbDBFeCJV2xIGszfHhPOcOFWn5Pm++v8yNpTpOGDJaTNLyLW4vNalHcblDQBw0yCVtmp6h4QU4UdwXYSWwkXDigIRl4mCF34kkWIAfRBhCDvencR2LatPnl08PdnsavHBioPsw4rdePAbE67CD+SQzlRZBCLZlkbAt6u2A0b40YRSt+QBjvSldX3rxKN8bn7vn+3r4ISKPo/sKKBhj/j7wvwBngY9HUfST3Tiph2knXXk3axS4csNfqLYYyLi0vIA3J5f58NE+BnPJdZ/0X7w8Q3/GpdEOWKi1cSzTSb9r4YfxuZ4ZyfL1H7yLF4TU236nLjBuelhpeTS9kH9/aYpiysULQ352c4nhfIqD+WTnnBOd8ZOGhbrHkf4M06UmxkDKtTk/VqDa9Lk6XaXU8LZ8Y+y9jgnbMFNu8cnTg0yVmrwzW6XSDjk/lukGVTYKUNx9fU8M5xjIxef/1c+d2fgXKiIij73HcT2yFd987QZv3y4xU4n7FA3lEgQRfP0H73JyOLfm+iWMVpocxpvxbNLht148tmq9cnw4373fX769zEK1zXLDI+UaUk7c96De8rlyp8LfOFJkOJ/i57dKFFJxY0TfRCQcg2sZjh8o8M//zrnOmsDnwi+N8s50mdulJpWmR60dcnggTcML8PyIlGvIJl28MGK06HBnuY4xcbaC3ynDONyXptb2CaOAvoxLGEaUGj5BFOEYg90pqVistfH8iK9//13+3odHqbejNbM/rkyVcOx4ekU7CEjYFknHwnUsPnKsn6lSc82MkY2ySk4O5zbMuNT0BxF5XNxvhsJl4IvAv9qFc3nodjqScLPOzCtTDhpewLW5NumETS7hcG2uRsKx191I315ucLCQ5NV35gnCOOqfdOI0vjMjOf7otRvUvZAzB3JMl5vMllu0/ZAj/Q7j8w3CMM4GMCYe9ZRyLJpeiBeElOseuZTD6QNZ/uLaAvWWTysIOZBPYtuGT5wY6JYUWFbIVz5ziomZWndGdDHtdHsobJRRsNJFutL0efHUAC8ODfHUSI7X3l3spkluFqBY7/q+fafEP/uTt/jpzWUMhuePFPnNzqJIRESeKI/VemQrxqdK/OjaAk3PJ2lbQMR0uUVf2max7vPbf3yJXz93cNWG9eLlGY4NZnnucF/3OKWG130Acna0yGfPDvON1yaZKTcZKaT4h79ynJPD8Zrj+7+Ypdz0Gc65pBNxwGGm3GK20qLpBxBFNP2QMIywrLiD4ky5eU/mxW/8X3/JXKXVeVgCfWmH44NZqq2A08NZpistjg5kGOtL8/r1BcIwotLyu6WfA9kk//avJ0k6NgZD0rXoM4ZSwyOIIrKOzWylBQbG+lIEEfzpT6d46Tc+tCpz9KVXJrgyVeLNG8sUUg7HhzLMV9o0vID+TIKPHu/nX3zxuQ1/D+tllWyWcanpDyLyuLivgEIUReMQdwJ+HOx0JOFmYyGvTJWYXKiTTzq0vICWF9Jst2h4QTdqvZaEbbg2W4ubF3XqGOvtgLG+FMeGsnx/fJaPnxigmHbj/gbGMFducnWmimXitEGIGyfZNgRRRC7hEEbQ9Hx+ODFHyrFYrreJorgpUibh0J9JkEs690TkT06VmFysc7h/4x4Qd19HL4jiLtKzNYZyKYZyKV442c+lm+V1o/6bXd8b8zWuzVS4Phd3lY6A195bZLrc4mufP6Mbs4jIE+RxW49sxUoW4+SiR9qNpyj5YcCt5RbFlANRHCz4vYtXOVRM0Qoi3r5T4mh/mp+83+w2GxzJJ8klHV6CVX2KVkoDvjc+x2eBoXwK28Trh/cXfRzLkE9a/HSyTa0d4AXxQwzHivsshGFEPQDXWv07+c5btxmfrmCZuDQiiODmUoN2EFJMJ3jr1jILtTbvzVUJgniM5VPDGWxjeHeuytXpMhZQ93ySrkPLi0gn4s+fdCzqrYCI+OvhfJJs0qHa8riz3OwGWc6MZLslEKW6Rz5ps1Br49opjg1mKHeaP/9mpyRiJ1kFa72md300V2lyba7GYrXN7/y7K2tO4RIReRTsWQ8FY8yXgS8DHD16dK/eFtj6jWCnM6DXq6FbCRSUGj6mMx0h4cQpeJVmnJq3UVS60xiZTKd20WBo+SGZzlOBiGhVF+HTw1nena3ihxGFpM2SH3abMgadNMGhXILlejvuiWAMUcIGDBERHz8+wJmDhe7mfaWcYCWK39vA0TLuugGXu6+jZWC63KTlxx2VTh/IknQcPnduZEslC2td34mZKknXJtX5B+KF5Hy1tWkASEREnlx7uR55kOntt5cbnDuU59ZSPJEg6Vg02vEEg75Mgnzape0HTC7UWay1+dSZYd66ucwPr87FpQGWhWXBu3NtLGNxsJii3Ij7JV2dqeIFIfM1j6nlBq9OzHH+UJ7Fepu2H8WjG4OIOS/EMZBwLVqdAUx+SLeRIsD7CzX+5z95q5tB+I3XJhnMJSg3fGzLIiIiMhHz1TbNts98LW4KWWkFuFacZfnGzTKuFU+X8DsTJNIJC8dA2Q+otONHKK5lyKcdckmXQ30pjDHUWj53lpq4nZmTpYbH17//Lk8fjMc8Vlp+PFrSsai2fRzbopByKKTdVWUg28kqWO81labH2dECc5Umb04uk3Qs+jMOC9WWMhVE5JG16dhIY8z3jDGX1/jn727njaIoejmKoo9GUfTR4eHhnZ/xNq03dnGtcY07HUm42UjJQudJQdMLSLs2Q7kkh4ppzo0WNrxxtIKIF072M5xP0vRDIGKsL0m9M3bx+SN995xv248XE9V2sGp+sx9BJmHj2PHdeTCfJJdyqHsBmYTNwUKKhXq8kOgNovRev7iBY8Sbk8vMVZqrfnYl6PC1b19icrHOjfl4ksNcpUm1GfdyiBc7Pq+9u8jNxfqWR2GtdX2PDKaxjCHpfPCfcNKxaPmBxjKJiDyGHrX1yHbWHzsx1pcm6Ti8cKIfgIYXxJmISQfLMpweznKtk8XXDkIsYwijiHYQEUZgW3GDw3awEvhvUW0FFFIOtZbHf7o6xzszFZZqLRptn5/dKtH0IoyJXxsQP/QIiQP6bs+iYyWY4HTe4zs/n+Yf/psf88/+5C2uz1VptgOCMCSKIjw/HuHY9kPmOsGEFV4Ynx/EGQ9eEHUnULT8kOW6Txh2Jk848cMRyxiW6i1my02iKOLOcoO6F9DwAspNDy8I8MOIqVK8jimkXFp+SH8mQV86wefOjXDuUJFnDxW7DbV/fqvElakyC9XWlkZn92YirIzbDsOQK1Nl/vzn0/xwYo4wjEi5Nu0gYqjTF2qr47hFRPaTTTMUoij67F6cyE59563bq2r9vvTi0VWdjbdTxrBZpsFGNurM/OyhIhnXZrrSotr0yaUcjg1kVo1hXMtKqv9nzo6sSo0bzCVXTWuAOAXxx9eXsC2LQ0WX5bpHPQi6M5v9KJ4fXaq3sYwhYVv88qlBrs3WOk0Z407IsDqI0nv9ehs4XpurMZyPxyIlbLMqEu/5cdNJiDMTUgmHASCfdvHD+NqOFJLbisLffX1femWCyYU6NxZqBFEcTMglHVLu+j0pRETk0bXf1yN322kZ5VatrFlc2+JgIcmdUhMiyCUdPny0j+F8ip/dLOFY8aYZYLnhxZt84gaEYQhhBLV2yC+mywxmE0wv11lu+hBBNmFTCyJsy1Bv+WueRxBBtRVPaEhYEGBIOZ3pC0FEQPz6MIx448YSpYZH0ombHjbCCC+M1jzuPe/T+fdK3GJlnKUBiOIxk4mkhWNZ8RquFeCXGlRbHmnXwbEtMgmbN24sk3INC7U2AINZl9evxxkZuaTD+/NVLMviY8f7dtRQG+7N1JyvNvnFdAXbGGwLai2fZidSYlmG82OFbY3jFhHZTx7psZHfees2//LPr5JNOhzIJSg3PP7ln18F6AYVtlPGsPIk/I9eu8H3xxeJiHj+SN89P3e3uycaGOLsgpX0xvimX+fcaGFVoGKzJ/S9AY4wimh5Ae0g5Knh7KrzvXh5htevL5BLOTx9MMd783WqzThtzw9CIhOnAVoWeEHI2ECW0UKSoVx8Xf7i2kI3mPDDq7MMZBP80wtP33P9Th/I8saNZRK2odLwKHX+ybgWQRBH3ucrcWmDFwT8ZHIJIjjcn+Yjx/q67xdGHzwZ2KkzI1m+9ddtGl5Iyo3TPEt1j3OHClvOfBAREXlQ1lp/ND2f168v7EoJxEoDxa9//138MOKpAzkyrsX4dIWfvL+EbRkWOxOiPv3MB+9hW3FBZRTFT/QhzjRotAPueA2COBkR24rLDiAO2ntBGD+ksD7IGugVAu0wPtrKZt8LIiwLSo02YRiXgBZSNst1n3o7INhaLGGV3tesfLnSpsEyhiCMsyiKaYdy08cyFraB0WKKbNKh6QXU2z6ubfH+fJW375QJwpCWHxJFPpduLvM/XHiaiZkaxbTLUC5J0wu65ZWbNdSGe3s/XZutYYxhtC/NUwey/PBq3Ky62vb5W08PM5SLM1j0QEREHkWbljxsxBjz94wxt4AXge8YY767O6e1Nd94bZJs0olTyiyLYtolm3T4xmuT3Z/ZSRlD3Qv5+IkBPnt2hGrT56vfusQ/+sMf89IrE/ekKq6kNF6fqzJ+p8S/v3SH7/x8mlqz3U1vBDYsibjbSvnAH/zofdKuxWypwV++uwjAr5wewHVsXn71Ot9563Y3kGEwnDuU56mRAh8+2ofVGXlkW4aTQzk+dKSP08M5bNvmSy8epdoK+POfT/EfLt3h1lKdctOjc6/sznXuvX5zlSbvzNZo+wEz5RYNz+9+jplKi4mZKqV6m+W6R8sLCUKwMBRScdbCSjBhK9d/KyZmarxwYpAjAxnCKI7wH+pLc/rA2mOyRETk8bXT9UjTW2NnvEvuXn/MVZr8+PoSCdvatRKIiZkanzg1yBeeG+WpkRzzNY9Ky+fWcp1m5z4dRBGVhk8YRQxmEp1Nt8HvbLwt4n+MiUsXjIk36AYIwpAwiuK+T2G8md/skhmg7UeEUXz8MK5owJj4oUbbj+KSiR0EE9YSAa5tCCMoN328IC6FcG0Lzw8Io5Dlps+N+SrVpgdRRMuP+MqvneLaXI25agsvCEk6BhOF3Flu8j/+Pz/nD//yff7zxCyzlSa3lhos19skbMNitb3pQ6EL50e6D13CKGK+2oIo7nU1lEvxN88Mc6iYJu3aDGST3Z/VAxEReRTd75SHPwX+dJfOZdtmyk0O5BKrvpdP2syUP3j6vd0yhrs78E7MVsHAnaUGs+UWf/rT23zy9GB3ZvPFyzMEQcjEbJXZUoMgimh7AT+cmOdvPT3MgUKai5dn+OrntjZ54O5GPpWmz3vzdZ4/UsQLQl6dmKfa8nGM4a/enePz5w8xWkzxzkyF199b4sVThuF8ilPDOa7NVim6Fv3ZzjUyhrRj8X/+8D3uLNepteP6RceycCzTjey/v1Drdhy+cH6E3/n/3o6vQxTFKYWOxanhfPfGd2WqTKneph1EGOInGZYxhG5ENmH488vTQPxUZDiX5NSBHP/lR8Z46ZWJHT+lub3c4NhQllzK4dqcE5eSJDtjoniwjbBERGR/2el6ZK7aYnyq9EDuD3evP96+UyYCzo8VunX1cH8lECtZEPPVJm/cWGap1iaXdPCCiKTr8JFjfVSbPlPlFgnX5qPH+ylmXH4xXelmJrqO4UA+yVylRRDG5QmDWZeFmocFeGGEzQd9ETaKA1jA8aEMbS9krtYG4skPvcqt3Qni2OaDoIQXRIRR0AkqhDgWTMx43XN1DNS8kPcXaoz1Zfjk6UG+8NwYv/tnv4gzGjB4foDX+ZBhO6BtQiotj2MDGQazCearbeptn9G+zLoPhXrXHmk3DmhMlXwGc0kO5pMM5+OHK8P5FGdGckxXWluadiUisp890iUPI4W4I3Ex/f+z924xll5net6z1voP+7zrXF3d7G72QU11k0OZEjVS2xp5RhJtJjIMxICNONBgLpxokAC6kKE4gA1Y8MUEvnCsJEIcWMAgUawLxwJmPIqFkU2ORtZQamkkkSJFsslmn0/Vda59/k9rrVysvXftqq6qrio2KUr8H4Ds7qp9+Kv+Qq21vu/93ndDaNGKNbO1jW746FjA4HC52y/tUYni5aUOoSfJjOHWao8TU2XGi25TMHDjvbPe414zQhtDJ9EoJfCkW9x+fG2NZ8753F7r7vnwPFrQWG5HXF7scGe9x3yjS2ag6CtKvmKtm9CI4K17TRpRxo2VDp1Yc2u1w5lDVabLAb1UM1X2ubXapRWlQ1Mma6HkS6qhx3ovQUlBog3zzZheojk1U2G1nfC171/jM2enubXWJU41xlqiVOMpwaWFFv/om68wVQ3RxpkpZcZtNBLtNgu9NGOtk6CNxZOCKDXcWuvRilI6cca5w/UD5zAfGStybanNpcV23z9B0YwymlHGt1+5M4yDynOec3JycnJ2QgnxjiUDbd1/pH2j5VHF3k4jmLsVxUc/d3O1S5pp7jVjQk+irUUCxUARepLLix1+84RTNv6Lv/uh4fO//K3XuXi3ge43CoyFcuChrWsMLLRcnLTFKQ6kEhT6B3gloZduX1YwwGIrplbw0MY8FBWCwJk7Dg77AIHqj2X0jSa1Ba37ngpi82PB+Uj5SlDwPaQQ/O7541ycb7DcTjDagrDD50jc11krKDqJZr4Z8cThOrI/V7FTvON2DaFGL93kedXopcPmllIyj4rMycn5teBXuqDwe+ePDT0TqqGiFWs6ccYXPnVq0+N2M0zcyujc26DrfW8lotiPJ+zEKfcaEe0448vfep0PTJdZ7aR0E3fQdggCzy1yP7vhjBIfGS8ND7ejmdBbNwqDgsZbC01+fG0NYy0WQyMyBEogBTR6Zmhi9KNrq5R8RawNnnJSxDfutrgRKqqhYq2TgoDMWKyFzBiEgE5iKfgGayEdDDta6CSa9V7KRN9x+F997yrtSFMNPSd7jDVJZuklGe3YzUAaYwk9RTYyVCnoz1jq/nVLQUlJtDW0Yhf7+IHZyq7xk7vx7BOzfPHf3gMxSHdwO4HHZiv8n9+7ipKCVFsqBY/T0+Whe3K+cOfk5OTkDFBSvKNGeKP7j688d4lGP5ZxwHYjgLvFFAKbPpf0jQItlrlaASVcvPRMLSD0JM0ove89zs7V+fQHp3jtzjpp5pSK1kKUabS2+EoiAStB9w/Z2lqUkgjjVI0bFon3k2aGZi+jFnqsR5kbnThAYUEOxiXYiKIEp6iwFgJP9F9bMFnwacUp2jDcD2wl024E4+ik+158+Vuvk2TGqRhGrm/w7ELgIQS0EzNMvxhESW7HbiacX3zmzL6aW1vJVZc5OTnvZX6lCwoD48XRlIcvfOrUppSH/TIqURx0vXup5thEkW6ScXstIvQkEyWf1XbC3UD11QkZRV/1DYws5UDhScFCM+Z3HpseLixbM6G3ds8HnfcfXFmll7jFcSAXTLQl0ZvjILWFWBt85WYipTAEnnMyTjNnyBgoSTEQNHsZVrjKgdaWRmSHkkEBSOm8CFY7KR99dIJqweP2WpdS4JbxOHUyQhC0Y03oS9pxylo3uU8CKUekiIm2eP0uiBKCpD9XeXmxM+zU7Nfd+OxcnaOTRRpdNy9aK/g8caSGsZZryx1OT5ephGroyvxXjtZp7+BQnZOTk5Pz/kQb+9CM8B506NvrCOZuB9PBvwcfG6RF/fTmGmvdjKlqSCfOUFIQpZpAyU3vcXG+wR98+3UuXFkdHtZTY+ml7uCvBBR9iZACY7TzPsCpAYyxZJklznYfWYi1JdaaiaKH6I9SHoTRp9n+f0rAZDnof42StV6KL93eKkrMjuMY/Z4JWlvurkd8+U9e4+J8c9fxjU7sfBgmKx7PnJvdZLK4HQ8yAR8tLg1+Vv7whesPLBDsVmDKiwo5OTnvBX6lCwrgigpvp4CwlVGJYq3o04wy5moFpBDOm0HAdDUk0ZaJSsDxyTIFT/KX19dItKFWcJ38VFumKyGpMRybLA9ff2smdL3os9aJ+fK3XufYRIlACb7/1hKN3s6HXyFAseXALgWZMf0caLeAa2Ci5HNnPRpKF5VkUyV+sFkY6BrLgaJW9JiuukXLV5JawWO1mw3Nq4yln2EtyOTgve1QGmnZvhsx+JqVgEAJmtFGp+YgRo3n5ur3LfDfe3ORSuiBEAghhq7MF+exDZMwAAAgAElEQVRb/PZjM/t6/ZycnJycX2+0tQ/FCG8vh77tRjA/+ujYfQfLBx1Mt37u+FSZXqaphK7QEKUZF+dbrPcyfuv0JJ/rez5dnG/w5T95jZdurjkzYzbrDCxuNKCTaKarASsdiyfdOKOxoLO9FQYGPY/1KKMSqIfimTAYZTAWlloxQgiUtEjrVBTrvWyoaNgOi2t01Ioe7SjlxnLHmVKysydEK8oohYqPHB8bmibuFiO+NdlhqRXx2t0mqbZ85blLw6LBfgsE73T8aE5OTs7bRVj7kGx298HTTz9tf/rTn77r73sQLs43+MaFG/zF5RWavZTD9RDfU8SZGWYRzzcifuexKb763Suk2jBZDpirF5BSUvIlvqeGC8Bzry+4DGgLpdBjqRWx3k0phx5/7fQkF66scGP1wZ36rYtgwZPD+CdjLEpKt7gaQ2KcNBALUebmK8uhcuMK/bnCQVpGwVfUCh7nDrvDepxmvHGvTao1dxsRpj8d4SlBwXNzl4En6aWaKHXdgdATZNpVMLZuIwQwVfYIPY/Jasgnz0zTijJurXaZrblCzV7lfKOL8qDb8903Fjk3V+H6Sm+Ycx2lmvVexr/+3Q/ni29OTs57GiHEz6y1T/+yr+P9whMfesq++vJLb/t1BuMMowXuwb+/+MyZbZ+z3Ro2iGIe3TeMvtbWv4/++9knZu+LsF5oxTSjjHrRo9HLuLzQopNkTm1gtj9MS8BTgBXovj/BQVACQiXo7rEQsRODAoXd8rHQAyklcWqGKRK7XesjYwX++mPT/MfXFjDG0kk0md7e50EJl3j1mbMzlAs+R8aKnJktc2nB+VqFSvQ9ozb2LLAxjhKlGT+5toYFqqHk8lKHOLOMl3wem6lw+lBtzz8rX/rmy25POZLANYjfHvhi5OTk5Dxs9rMf+ZVXKLzTnJ2r8wd/58mhidFqO6FSVDx+uDbs4h8ZK/LZJ49wcrpyn9wR2CRx9JVgpR3jKYnsGxUaC81eyo+urrLUjvd0XYL+PKEYKAacIDDV/UW8P2PYSt2/rWEoOzRAlBoenXSRi7WCRyNKCZXk9loXJQWLrYi/emqKz5ydI87u8uqdBiVPkRhLoARKuv/izDilgt6QGqaZHcoTt7vuxw/XEVJyuF5gvhERKuc3EXiKyYq3Zznfdt2eT5ye7L9OyOXFDs0oJVCS3zo9mRcTcnJycnI2MVCxvV0epCrYjp06z0mmh14L241G7DQ2MVjjBk2QgidJMk0h8Fhs9FjtpjT7nga7deYNzgNJYun7EG57qH8Q2vK2iwk7vacA4gyqoSDqf0Bb7lMpDL5OJWC8HPDSzQadOMMTLhJTSoEeqSgM9jfjJR+E2FRMGJg9d6KE56+ukRnD8YkSaab52ve7fP6TJ4Z7kh9fW6FS8BBYXrvbQkrwJTSjlAvXVjFYTkxXhvuUauhRL20/TrFV+QAPJ347Jycn52GRFxT2yNm5Ov/sb5/b1E3YKoHbyfxx9ND7+OEaP7yyQsF3Dsy9VGOxxFnGfEM70yB27hqY/p/FQJIZ54UwUw1Y7aZo7Z5XDj0emShydz1CSY0azDD2RyUsTlXwsZOTAPz5G4sstmKXQY0b6cDCT6+v8cLlFZ44XKUcKkqBpB1rUm2IM4Pf32mMlwKMhUY3cZV+4RQYg2sG50cRa1eM6GaWf/a3H9tkVDXajdk6L7rbTOrW7/lox+c3T0wMN1ufO398X/c7JycnJydnrxzk0LdTEWK+ke1q4LfT5wbr39WlNmNFj3vNiERbppRgvZeR9h0Wdyr4b8XgUhSE3Rhp3G2s4N1GCneNk+WA1U7iRhoKimbkNkNCOHVmpt2452IzYqoSkmlDr++8GCi7KX5SGwvWstRK+NDR2nAk4at/doXHDlVIteYvr6+jpCDwFMvtBG3bPDZb2RQRPri3//cPriGl87KyAMbiKXjpZoPVbkboucStZpTR7GXbRpjuN/48Jycn590mLyjsg/1GUI4+b/Qx/+3Xf0Kzl9KONZ4U9FJXJhA4s8KdVvpq0SPNDKl2M43O30DiSbcgdRKNMYZeqlnvphT7uUq91DBZ8fGUk/+3Y03RV1xebFMKFEvtmJKvhuZMi80YXwmEFARK8tMba3hSIgQcHisSepL1bsq15TahL7mz3iXJnGxw0AnwpCDRFiHdJiSzlqKvODJe4NhEabj5+c6rC/z7n99hthrygdnKJpPG1+42uLna3ZcR0UHv0V7JnZZzcnJycrZykEPfbkWI3dKpdvrcQPGQaNNPZnId94VmTDFQdBNnrLxDCMImBG6U0lOCTqyHRYhQSbQx98UyvtsY3AW1Y7enAXe9R8ZK9BZbJP0GS6otkyWfWEM3cfGasl8VUf3iiK8kQhsMfYWCEtQKPu3YsNqJmaoUyIwbMRBNp6gs+q49k2hL6EnmGxG+t6F2GdzbKDME/eaL7XtPlTzJatf5ZI2mVJ3pFyW23tt3el+Tk5OT83Z5XxcUDnI43E8E5U48fnjDTPC7byxwa7WHNhohBGVP0YiyoRphQCWQTJQCLBCnGXFm6SaalTgFUgq+cJ0EJTAG2lHGXzs9ycu3G3TiGGstqTZo46r54yWfhVZMqg0FT1Eteqx1U3wlSDX0MosS/Sip1CBwUVJTlRBwGddSCFdIMBtJEeA2K0q4qog1gMC5L3uWK4sd1rop//XXLrDeSTkzW2G2GtKMMn52Y52PHB9jquLym5tRxiPjpX0bET2Me7QdudNyTk5OTs52HOTQ97A7z4OueK3gu4QHT9KLMzqJJtXWHZ5lP4rR7q5SsECUGZTGqRMTtyOJMjNc63cbm/hlYKzhxmoXixvlLPiSNDOsRxolLKnpm1pLyVjBpVEUfEUxUEwUfaLM8tkn53ju9QWnqszMMI1qouxzt9EjSg1RqokzTcFzzw09yUon4fypqeG1DO5toJxptWddIaISeKR9tWat4NGONZWCx+OHa0xWwh1HZN6pfU1OTk7Ow+B9W1B42IfDrcWJM7Nlfnh5hZduNbBYnjo6xu/2nZZHNxFZf2ThXjN2Oc9SUPAESWbxpaDoCSrFgGOTJdY7KbO1gNfutljvpsOCgwCi1OJ77vUs0Igy/uKtZcBJ+BbbKVJAOfCYrAScmCxzYrrCv//5HWpFD21cWsMgwQGcnHAQJ5lkIKVFG8vV5Q6ZNsP3GmwoRjcWA/mgEE4yqbH0MvfoVjflYtRgohJyabHNickSzchV699aaOMr1S+4eFQLm39E9xsv+TDJnZZzcnJycnZiv4e+h915HnTFT8+U+dmNdTzhIp4FDM0H96JOGDBIbBIIQk+QZhbD9mv+e4FEg9YahEuq6CbaGVLjvu6ir/CVS5qKsgwQFH1FwZP0Mmeo/dZCk5urHZJMEwxHMScp+pJmLyNQkoIn6CSGVpYxVnTjCr6Sm9JCBvd2qdHjwrVVwFAJFWk//vvpY+N8YBtjxtwXIScn51eR921B4aCHw+1UDcCm4sS1pTb/9ic38aVgohwgEHz/0jI/vLzM6dkqjx+u85mz0/zw8gpL7RhtLMcmShybKPLy7QbaWiYqHr99Znpo/Fgv+pQCwf/6/GV6qesQVANJN90YNcj6HYjBIt+ONaE3TITEWtBG044zXrq1zt98YpbZWoHFRo9W5roZnXgjrlJJN/NXCT20TUkzSyfOMNq4hAj2tqFI+hWKQcb1wBQyiDJqYz4r3ZQTkyVevt3g1loXhOD3zh/j0kLnPjnozZUO882YL33z5Xd95OAgpls5OTk5OTkDvv3KHb5+4SYLzYjZWoHfO39sxxSI/TJoVtSLPk8dq/Pdi0t4SuBJSTfVLibyAFUAIdxa146cOtICRV/QS9/dksJeFBEa9yBfWIQQpNpS9CWZFRR8SZxqOrHu+0NYVjvxUH2pjeGFyysu3lpKksyw2Iz4weVFri33KPj9tCzj9kVYy1ovY9bz+MKnT207qvCNz5/nX//nt/j6hZvDRsl/f/4Enzwzk/si5OTk/Nrwvi0oHORwuJOqoeTLTcWJe63YuQb3D/fzjYj1boKnJJWCxyPjJf7oxbsYa3l8rsqrd1vcWusy3+hhjcWTkkAJrix1EAImyiE/urLM3UY0TGqwQCvZ3GrYulFwksWNf7uqvKUdZfzVU5NcWujwe+eP8c//9E2qoSLRhjiTkLmOhpJQCjwEAk9IInTfgMig3MMeuLgL4YwZC55EW6eCSLXGWljtJPhK0ksyfpEZMm0IPBe1+fzFJT5zdprnLy4N783NlQ4v3lzn1FSJmysdXrq5xn987R5f+NQpPvvkkQdcydsnd1rOycnJyTko337lDv/8T9+kHHrMVAKavZR//qdvAuy6hu11PHOz4iFjshLyqbPTXF3qst5NuLna7Xs2OR5ksDg4wDdjDfHmEOjoXS4mwN4VEYP9S6qdAaLzOVDYvueCsW6MVOMaMXGmWW5H3FjtggWvPxai+8aOP7/VYLIScmy8RKItzZ6L+s6MQQrJ//L3nty1sfH7f/0D/P5f/8Dw34P72Y5T7qz3qBU8Hj9cz30RcnJyfmV53xYUDnI43EnV8JfXVvn02RmW2xGXFzu8ea9JnGo8Jbm7bolSja/cOMGttR7HJnq8dGOVVpwhhSD0FYFyEZLdVDNbDZipFohSzc9urPPYbIVb6z1qBZ+RGOJ9Y3FmiRY4Nlnmznpv2BkZdEzOHS4TKLi23CXTdpgOUS/56LZBG+PmKoUbhTC7yCdDT1L0Jb3UUCl49BI3d2j60U6pgfVe4oyiBEgpyLTlhcsrHBkrUPLlJjnofDNmphrwi7utoSmS8S1f/bMrnJyuvOMLce60nJOTk5NzUL5+4Sbl0BvZQ8jhx3cqKOx3PHN07OIrz12i0UtpRm6vM1EOuLMebURAPuCE/iCPhV8GW/2ltmO0mWIyAMPheoFKwWetmxBICAOP0JMIa5lvxnRiM3zdZJgA4RonCLc3afQyAk/STTSt2O0Xnzhc29feY/R+fvBQbbiPODNb5juvLvCHL1zPDZ9zcnJ+5XjfFhQOcjgcVTUstSIuL3Vo9VKW2jG/uLXG9dUevUSTZGY4J6eEIM5cR14KizWCFy6v0Es02roqepwZhJAulQE3BxhnZuj+++ZCG6yT5+mD6BX7GMtQ4TBaPPnsk0c2bWYuzjf4F//xEsvtmDjThJ7qJzskFH2FFK7in+1yLQOHaBCUA0WSWaRwho8CMMK5Kff6K3dmQRln/OgJWGxF/MXlFT53/viw6PHf/T8/4WfXWwjh5h61sTS6KeXQvis+BrnTck5OTk7OQVloRsxUgk0fq4aKhWa043PejnfPhjGgS3iqhG7LN1i530Z/4qFwEFPH/YZLWMBX9Bsb7j3Loc+p6QoAr9xex/aVCGKLUaUnJal2I6YTZWdkLRgUGpza824j2jbqcSdVyXb38/pSi3/6J68zXgqYKPskqeZr3+/mhs85OTm/MrxvCwoHORwOVA1Jpnnx5jqhJ/GVYKIU8JMb61hjqRQ8PAFRf2EaJDbgRu+IM4O14CmB1QPFgCDVhig1TJR85xrsK9pRRq3gUSv6XNeGtxY7ZG+zLaAtlAO1qXgyWPheu9ugGWXUix6ztZBDtZC470b8i9sNpBC0Yt2PnbIP7F40ooyZSsAHZipcXu6Qppp+ehJCQMFXxNp9f2z/Y5kx+EqijWW85G/aNDV6GZmxVEKFEO57qI1AG/uu+RjkTss5OTk5OQdhtlag2UuHygSAVqyZrRV2fM7b8e4Z7HO+ceEGf3F5hfGSz3hRsdZz4wui/9/bSYBU4mC+DLDh7ySB0HeeUA+TwUiHRNCMUhAQKEk7zljrJIyVfJLMKRMU9xc3uqlB4kYgxksBi62Y0HPjoeXQ42MnJwg8xTcu3GCqWthkyv38xaVtVSVb7+dSK+IXd1uk2jBR9okzw6XFNmdmto+QzMnJyXkv8r4tKMD+D4eDav/VpTZaa+51EjpJRslX9BKNlNCKUtJ+vvHg8D/ISw6UO/waC0UlMdYOVQqDbn/BV0xVC5w/OQkwLGC8dqdfRef+RW+wNdmr8/JqO+EzZ6c5O1cfyu+0Ntxe7YGARjeh5CuklEMfg15qODZR5OZqj26ih0UAy84SxEAKioFipl7kv/n4Mb5+4SaX7rUIPcFMrcBqJ6GdZBtjE/0LTzLnpXB2rrpp01QrePhK9j/vvpcWt2nIfQxycnJyct4tDhI7PfAsAqdMaMWaTpzxhU+d2vE5O41nhkrwj//oFV66tY5A8NTROp/rJ0mNcnauzh/8nSeHZpCJgYKCSG9etwemyfttWvgSzB78lHZCAgVf4imJl5m33TTZhIW+jyKhp5iuhFQCxXwjYrEVkxozvO6dvCSkgFLoD5McZmshibbDiOvFVo8fXF7lUx+cwZPwvTcX+b9/2GG2WuDpR8eRwt+kKtl6Py8vdUi1oRJ6CCEo+E6peq8ZEfT/npOTk/Ne531dUNgvZ+dcOsM/eWOBTuLGGZSwGKucAsFAbC2+EvhK0ok1FiePU9Id+1Pj4iAP1YtoY7izHpFkzuRwplogM5aiJ7hwZZnVToonBSenSnhKUQoyGtH9q54FlBRMlHyaUbLJiHErAuikmv/rB9c5OV0Zyu9+cn2VtW7ioiuFM4R8+tEJvn7hJnO1kF6asdJxvhCWDR8EKcBXzu15cLgX/espB4pOoqkXfS4tdDg2UeLkVImf33JqhyjVlH23qVL9Vontx1Z+5NgYBd/btIl6/HCdNNO8erdFLzUUfUXRFxQCb1NcU05OTk5OzjvFQWOnB6OFoykPo6bC2xUpthvPvLXapdFLWOukVEKFBS5cXeVeM+ZLf/PMtvL75y8ucW6uxkrLmQ8GSlAvehgrWOkkQH8v0T+AD+Oj2V3BEGv40NEar9xqHkjpoIGpfnS2lG9D7rCFUAHCRV5bbbHWcHO1ixSCDz1SpxVrEm2o9b+n272twBVYPGlZasUUPIkQgo8crzNVcSqD1++2GC/5JJnm57cazpcB5w/14s11PnxsjOlqYagq+QefeHTT/VxtJ3hSDMdRwPlPrXZSzp9yjZKDFK9ycnJy3k3ygsIeGB0JuL3WQwlBNfSIM01mBEK49IJEWxfLZCye3OjeawPauK57JXDCukxbKqHHI2MFltopxUDxidNTHJss8scvzZNqQ9GTJNry55eWSFODVMK5D5sNdQD9P7Wxbhwg8Mh0tmOV3/b/d3mpw7+5cINEu2u9vtzBYjHGIqWgHac8caTmNi7dhFKgaMcZ7SgbbjQG6orAU/RSV8UwAxWFdnFKAvgPL9/BU5Jjk2XmaiEfPjbG5aUOQgh8T3Gk6BNlmkY3w/PgSL3I6dnafZ4Wzz4xy83VLk8chrcWO7QiZ5D09z92NF9cc3JycnLeFd6Or8FWz6IBuxUpRsczAyVYaEbcWevhe04FWO53t5fb8bbX8J1XF9Da8Pp8k9vrPbeGW8t6Nx02OywQeJLMuLFM+r4CDzJuDJTgv3jiECvthFtrO3tB7MZiM+b4RJn59S7JQyooJP1Qio19kvNeKoeKq8sdkszQywxY68Ynt9k0DUYyjk9WOFQrDI20faUw1nJjucO15Q6TlYDnLy6QZQapJJmxmNT5YF1e6jBdLQx9q7aO205UAh4ZL3CvGROlmtCTNKMMTwqefWL2wMWrnJycnHeTvKDwAEZ/mTd7KQBRZvCkQBt3oO4mmoIvyYwzX8wsmMFq1i+4l3xJwVd04gxjLQJLM84o+h6f/Y3JoVTxn/zRK4SeJMk0882YyXKANoYMQNsNd+b+n4NugrBgrKWTGXwlqAeKRpSRbdMysEA7SvlPry/wN87N8tPra2T9KoWxlkRbrIU//cU9EmNJMsNY0aMb31/FTzSYONskd9xa7FjppJQCSdETw4r9x05MMFcLhzGQ3dRwd71HLzVM1wrUiz4ffXTsPtfjz5yd5qvfvUIxUDwyXmSuXuCNe51tTZFycnJycnIeNqNz8IN0p0YvIckMS62IRNt9dZIvzjf48rdeZ6UdM1UJOT1THnbAv/PqAl985symEcVeqlHSLf7zjYi5eoFSoGhG6bbeCq/dbXB7tUfoS9LMYtgYxRTCUPYFndSSbhk5qPiS1LhGw3b2BoGC6UrAN350i3LoI4kOpFKIMktmNNFDnHcYNZ6UAmaqIWOlgLtrXeYbMdBv+GzzXE9uqCUDT4IQVAoeE5WQJHOqy0GD6VCtAFjWuwkCQbUg8KSgm2h6SUaSGRq9dFODZHTcdnSPOd+IWOnHaX/h06c4O1fnK89dOnDxKicnJ+fdIi8osLucbNCJSLXm6nKHNHPRhzEghKtqe55iqhQQZxFpZocGg8JuyAattfRSTcFXhL6kXPCZqoTM1kIWWjFf/tbrSAEX7zaZqYZE/dV7oRkxUptwrzVy7YEnqYQKKaQzerQZzSjDYIYGiNuhjfMquHBlhZurXYzdqMYP/mxGGVNln1acDiWR27Fd0WKUgRnlSiflqaNjzDdjfE/x6FSFc4er/PGL82TGcnisyKFaAaXkjqZGJV/y8ZOTm0YhGr100+KaywNzcnJyct4pBnPwqXbRzqEnMcay2kn58dVVPnpifM+d5MGBcrWdMFHyh3HRHzk+xkQ5HBYIBkWH+fUe692EKNUEniT0FKvdBCVDQk9t6yfUjDIQrpGw9cie6I30p9HzvMSZEm7nLTAYg5BS0oiyflLV2zN3bPQ0RV+Sxtsd8Q+OxTV1bq50iFLN7fVo+D3Y6Z0GexpPwpF6SJw6I+6/crROZuCLz5zhH//RKyy1YlbaMfeaEdq4JK92nFEOfebqPuu9lMlKSL3o72j6PapY8D3F+VNTm/Ysb8eUMycnJ+fd4n1fUHiQnOzOeg9fwUs3G1hriTKD7GcSl0JJnGpCJWjHmomSz0onJVQSKyBKNZlx7sGZsZQChack05WQZpTSijJurnZQQoKAxWaEELDUTrBYyoFHlLolTwmQUmD6q7unBKm2lHxJlBrizCUgDAoC8QNO+RZIs4zVzuaRxa3Gjmu99IEFgweh+rLJe82I33ikRntpw+ThxkqPj5+6v0Dw9Qs3OTdXu68q/5fXVvn02ZlNrz+6uObywJycnJycd5JRg+ZAucr9SidluhpQCjyuLneHxsoP6iQPmhYFX3KjX9xXQvDyrQZPPzrBkbHicF27u96lG/fVCUCcGrK+irDgKU5Mlbf1E6oXPRrdhHvNaFvjRW03Ghai/z/BzkaFhr6Zoidp9LL7ihT7xVeCRi9BP9yQh030MsuN1b0fwqVwxtLNWBPrmErocXG+xW8/NsPF+QYvXF6h4DklgsA1kbR1456HC4pqwcci+Jd/70MP3HvsZhC+kylnbkSdk5PzXuJ9X1AYLOZJpvnxtSbtKCPThi998xXOztW4udplvZNQDFS/4y9Q0vYXW4uUg8O7ISwFjBU9lJL0Eo2vJFiD7wnizJJow1QlwFOSuJcyVQ6424g4Mlak4Lssak8KMgtZZuglGb2+PEFbsMZS8Ny8Y6ItvoJ2rBHCos3mxX8v+c69DKJsZwdHyYPVBw96PyXcQmssZNrw46trVAve0A358mKbR6dKfOgRZ1wEEKUZb95r0uqlVIs+p6fLQ1Mji6UVZZsW15srHeabMV/65svcXO1yqBrm8sCcnJycnHeEQVf5H/67l8FCtehRLSjGSwEA7b4z8l46yXfWe3jSqQeSfkyztYbryx1mawU++uHDw3GI9a4zai6HHqovq8+0oac1q50Yay3fuHDjvrSHc3N1Sr7i+kp3x33BcERAjHghsfPaLiUPpZgAzoQwzgx7eTUXW/0Q3nSn1+8XBsq+GiZ2pdpwrxFRCp0B9HdeXWC85HOvEeErN86aGTcqKiU0Y021GPCJ05Nve99xZrbMV//sCpmxTJT9oYpz1F8qJycn55eNfPBDfr25s94jSjNevLlOnGoElsVWzI2VDp6EQ9WQ2+s9uokzIyz5EhAUAxdhOFcvcXisyG8cqVMr+mjr3HpLoUcp8JgoB4SeR9GXBEpwrxlxfaVDN87oJW7TEfaLBEVfoS0cqRfItGGtl22SEBrrihdKCEJPMFEK+p4Hm42Tdht12Mpuy/d+NgqDxIetaOvGK6R1hYKlVkwnzvjRlRUAyoFioRHz4s11lloRS62In1xbI/QkvhJDqeFSK6IVZTx1dGw4j2is5fpymxdvrnOoGjJXL7DSjrm00GaptWEOlcsDc3JycnIeJmfn6vyNc4f42MlJzp+cZLZWJM4McWaoFFyvZi+dZKdAaFEvBTwyVsRXktRAOfQIlOD5i0vDcQgpBO0oY7WT0E002likgNBXTFdDOnHGn/z8Lv/DN17k26/cGb7Hs0/MIqVkrOjvuj8QMIyn9vrKi532AZk5eFTkVuLMDFUXW69n64cF+9jgHIDMDlIuDAVfoZTEWPCVZLIcDJWr5w5X6aUasBR81Y8Etzw6UWKsGHByusLvnj++r/e+ON/gK89d4kvffJmvPHeJb79yh+cvLvHYoQoTZZ+VTsKlxfYw9jsnJyfnvcL7XqFwZKzI995cJPRclflWO0ZJQeipoWzxyL0mzV6GEILAkxwZL6GkYKkdU/AV9aLP6ZkyP7uxTq3gsdpJSbXBkzBeKZBkhlS77GNPSR6dLLDQTLi91qPge7y12HbjEP2RhuvLHXYaI9QWMmv5+7/5CD+66vKnF9sJCIs1bvF9SCbJe1I5DNjqwTCKxUkkfaU4OlFguZ2QaEul4DNTC7nZlyFeXmwTZy4X+unj47w+36KXaJLM8GcXFzl3uMY/evYxgKFHwnwz5qmjY5yYrgAwVQlp9NKhszIcXB6YezHk5OTk5OzEaKTjyekSP766hgDOzlXvM+Lb7TX++KU7jBU9SoFCyZA4Mzx1rM7PbzX42IlJJioBcaoJPEEvEaTaneaHowtau265FBgsdxsR//RPXgdcqsRAUREnGd95fcqoTmcAACAASURBVGHb6xjI9gdKx3TLRmLr5x8mqbbDlKzRJko/jGLTNRhrCSQk76BKAaCTWmSWEmeagieplwIO9b0MBmMIxyZKLLViLJZqwUMKQawtk5Vw2zHL3fYU241rfvW7VzgzU+HEdIVHp9wep9FLubTQ4bPv7Jefk5OTsy/eMwWFX9bhbXQxt9bSSzRSwHS1MJQtPv3oOD+4vMpTR+u8ca9FZlzsoxICa+3Qkfkjx8d4a6FNlBlCX6KEoF4KOD1d5spSB9+TJJmhk2i0MSTaYmxG6Ek6MaRaEyjpooz6bDVi9CRMlgPWupqnjtZpxxk/vbHWdxTWRA9RC7ib3FEABU841YS2Oz52IIEpBpLjk2WUdM8JlGCtmzBVCZmphjR6CbfWuhR9xUePjzFeDkgyQzvOSLWml0o6sbsfo/OGX/rmy5sMiybLPm8ttLiz1gNrDywPzL0YcnJycnJ2Y3MEYMb5kxNY3EjibkZ8W1/jt05P8urdJq04o1bweeJIDV+pfmqAx+npMi/eXMeYjSjHge/BYM1txZpACTwlEFhSbfjqd69wcroyXDP/1e8+zd/6377P6/da941I+nLQmd/+Orce7h8Wo1+D2KWL4cHG+Og+r2NroWKvGAtRakj6+6qZaghsFJJOTZdJtUEIl7hxZraCUnLTPmFr7PhjsxWOTZbv21NsF0WaasO9ZjRsmECuuMzJyXlv8p4oKPyyDm+DX/RKOsPAcuhRDBTV0ENJSclXAISex2+dnmSqWqCbahq9jFrBoxllzNXCYbzTVKWArxQfmHG//L/75hI3ljssNno0+nP/Tx6pc22lS9fT1Aoe3VSTGgs6c38CBV8Rp3ojIYKNRdeTTiGhteHCrTXuNWN8KdDWPNCIcT/spk6QuDlBT0oS49IkBgoFcCoJYaEQOPXGasfFaUWpxlOyX4gxdBNNo5cigHox4Oh4iTgzvLnQQS526CWaSuhhcRurlXbCv7lwg//57zw5vJZRw6LldsTV5S71kk+cGlY6Cc0o4wufOrXvn6PtFvfVtkvjODZRyhULOTk5OTm7Gurtlc+dPz7cA1ULHq0oo9FLeeponVaUMV0t8OFjY/yn1xf6DQiNSzN0BtGDtTfVFl9JlIRK6JFqc59/0JNHx1hsxaz30k0qBAOESqLt9skOB8HbxgByK6OfHng3jHJ4rEAnzljvZRhtD1QYEAJmyj7rvYykH7892OOMvv9O+x5tYa2X8fzFBaafu8SzT8wOC0mje8IT05UdVQfNXkqcal64vEL9ToPpaoFDtXB4f7ZLc5gsB6x20k0fyw0Zc3Jy3ou8JwoK2x3eBh9/pw5so7/oP3Zigp9cW8MCHzpS482FDpnONskWd5Kvfe3712j00uEm4NZqF2MttYKbf+xkhtVu6hbWzPDWYptmlNLoZSgBpcDDWuejkGmDwaVDbJUXjh7WJ8s+lxbarHZSjtRDVjop7Z7ZNlbyoKgtxkdSuGvUxrpZQQOdRKPkxjU6d4mNRTozhlQbtDFoA3cbEb99ZoqbUnB9uUM59KgEarjhOD1TYb2b8MOrqzS7KaEvkNIDBHP1ECXgpVvrm65zVHL61kIbgNBTnD85yXS1cGB54CDd40dXmzSjFCUE7ThDScHHTkzkioWcnJycnIfCZqWDU2kOVHWD9W2yEnJkrEgryjA2ol70SLVlvZsM12q37lqKvqQSeoyV/Pu62QKoFHzqJZ/1rtvfZH3D50O1AldXug/t69qqongQg8cNkqGUEnTilE5/BnS/hQ6vH2UZeoJGpLFYVP99Cr7EU9JFatJXU4r7VRjDvRew3k25vtzma9/v8vlPnuCLz5zZ9f1H97bL7dg1UIQgSl2D5Y17Lbr9JK/t0hzm6gWavWzTHnMvYzQ5OTk57zbviYLCLyNnd/QXfb3o87GTgtfuNrmxGu1Ztji6CXh9vkGjl7HUjKgVfZZaMWOlgEN1RZRqjLWsthNurnZdEoSETFt0klHyFVGmSbXBGAg8QZLef80SGC/5LvpIONOk8XJIN3VRllGmkTiH4Z3Ya9FBIAiUm1fMjIuHEgJE3yHJvd+GK5MEAs89M+5XCDJtaUbZsMAQJZofX1vjicNVZmuTzNZCfnBlhdlqyOmZCkLA1eUu02VXzdcGuonmyFiBcujRS7L7DJlG78FCKx6+1sA/4aA/R6ESXLi6SrXgUQ09bqx06SaaRydLSCHy9IicnJycnH2x22jndkqHi/MNSr7kL6+tYnGGf0nF0o5TotTgK0Ep9NE6o92fA1ACtLGsdBIOjxXoRil/63//C26tdfGVJFSCJx+ps9rN6CYugjJQgkLgEWv7wM3BwIB5L4JI23/8fkYlJP3HC1BYmpGGfRYmBq+DcL5U3dQyXfGwVrHWSwml4FC9wFS1wJv3GrR6etuRjtH3HBRrfnJjjY8eH9/T2j+6tx1EjgeeJNHO8DHODI2eK2iMNkcGxQMpJV/49CkuLXQ2FZryPUdOTs57jfdEQeGXkbO7tYgxXS3wyTMh842IPxiR1D+IwS/2m6tdjoyV+FEvAWu5udbl6FgRfEXoSZbbMYl2mdGNyBURAuUOzN0kAyH7848QKEnqG7SxpNplNAdKcGS8RMGTXF3qEPjOefjGSpco05R8RZyxyX9hJ4qBpJeYXRdnIXCuy30X6STbkEEWfOcFIYBS0C+YGLBWIKVAYrEDdYV1zxdS4EkXv/Tq3Raf/+SjdBNLOfCGoxqXFzsu8cKT1AoevdS5WN9rxigpSbXl/MmJbe/B4D486Odor14dgzGTAYk2rmsy8rF8ljEnJycnZy/sd7Rz9PGfPjsz7E7/rbPThJ7ge5eWEUJxpB5iKHB3tUNqwVOScqDIjOEvLi1jcGtZOZRYKVhspfzsxhpPPzrB5UVDKXANDoGLoZQSzC7bCGP3pxR40GO3FgoGbz1dCVhtJy51QkAgneHhXvEUmJE3T7R1CVyZoRQoiq4DQjX06fQLCmKLMnP03SxulLMVpfz81jq/uNN44D5idG8bKknc92MIPEGUukJJrZ8IspNK5excPTdgzMnJec/znigobFeZfZiyru0OkW+niLH19ZZa0YjaISBKNUVPstxOqBT8/thERmYM40UPjcBaN7qQ6IheYhkvKQ7333upFVPwnUnkI+NFuommFWXcXuuSZIbMQF0JJssBKx3XqcgyQ6zdSuhLSHfYEFhACUE5UNSKHncb8X2PkQxmMQWZFUhh3aagf8K21lIMFL6S+EqitSG2fZdmY6kUFaFSNKPMmSwh8JXk+GSJou/SLv74pXk+fnKSDx2t8eOra/z46iramKE0MMlcQQULvUSz0Iw5M1vhczvEMF2cb7DUinjh8grjJZ9zh6uEnrfp52g/G7pEWz56Ypyry13aUUYxUJQDhR5pYeSzjDk5OTk5e2G/o53feXUBYwwX593YXa3gc6gWcmmhw7/63NN8+5U7fP3CTRaaEbO1AifPTONJyb1WzN21LisdFzs9UAl0EoMnJaVA0Yg0P72xhjaGwJNoA3P1kDjTrHeTd/G7sptX04h7lHVr8n4IPUU3cWpNhSsuuBQpy1onYb2XucKCrxgre7QipySV/bfcbgslBMSpcXu70HvgPmJ0bztdDbHW0oo1BV8R+orjE6VNhosPw48jJycn55eBfPBD3nkGldl60We+4Q7nD2s2fdTnYPSX/5nZ8tAfwVg7/PuzT8zu+/VeuLxClDrZ2umZMnHmDsa91JkOLrcTqqHCk5LJSoFHxoqEnqQRZRwdL1EOFI+MF/uRUYLxcsDHT4xjcT4F6920Hz3pzJd86RQDt9cjMmOwxtBJDdY4NYOUu99WbSzHp8o8fXwCb5uHDjYhqbZY6xbzoi8JPclsNaAQeMxUA+pFn06coQdPAEq+ohoGHJss8YGZCp4UjJcCjk+WKPXVCNpYOnHKxfkmP7/VGEZmrvdSbq/3WGjFWJyplO+5OcfZmhtl2K2TE3iKv3rKKRh+cHmVNNObfo5GN3SDsYV60ec7r94fo3VkrEjB9zh/cpJnzs3y22em3TiKkvv6ecnJycnJybmz3qNa2NzD2U3l9vp8gzfutYhSN8p4fbnDn7+5xLdevsPF+QafffII/+73z/Of/8ff4d/9/nlKoc/xqTLnT05igVrBpz+h6JSDAtqJphQofCmIM4OnJAIxVGt2Yv2OxEJuNVrcC4utFCH6YxzS/bdXPLaYLQq3nwmUIM0MiYE4M6x1U5ZbEY1eRqrdeGeghFNojly0YGMUQwjnD1UM5AP3EaN721rRpxB4fOL0JJ998jDn5mooJfM9RE5Ozq8F7wmFArxzldmdugKXFjo7ysv2+3rjJZ+L8y1ma8VhfOSrd5pMViy1os96N2GmVuBsOeDaShclBccmiqx2U84drnNqusyd9WhTZNSrd5ocqhVYbicI4VIchHBSxGIgSbTrOmhjUUrgY5FDx+eddwS+hL/2gSn+4TNn+Nr3r+042yiAD8xUuLLUwVhLKfB45tws09UCF64ss9pJOX9ynD/9xT16qe4rH6BW8pmsBDw2W+Vz54/zxf/3ZQCKvhuNcAUFQ5RaolRTDV2RoZ25BIhMu68DLL3UUPAks7UC9aK/Y4diqx/GbG1DfTJ6P/fj1bFVNRN4imOTJQ7XC8w3onyWMScnJyfngQwUja/fbfLWQovHD9eGHj+tKCNQgq88d+k++Xyjl7m1vz/256YBBZ0427YjPqq6bMdurFIKZ4yoh0kQlm6iKYcex6fKHKqGXFpsE2ea1U7q9hN7SGZ4u+zFD8F5Fri/p2Zv3S9fCmpFRa8/WuApCdqQWWeKvZ0iMxk1n2YjktMTG4lWg9qCknJYbKiGPj+6ukIzSqmGHvWSf99rw+a97VZ1a76HyMnJ+XXhPVNQeKfY7RB5kCLGdq937nCVH1xeHTrx+kpxcroyXPC/8tyl4UI/Xg64vNRhtZ0wWQn5/CdPAM7J2RjDfCPiR1dXWW4nnD85TjvKaESpm20UbkMxcE4eLwUk2nX8E6FRUrpoRikwxtwn2VMCDteLnOt/3Z//5An+v5/fGX5+6yJfKfhMVAKSfsFgsAkaOA+3owxjnXGlEDBVCd1Ihja8cGWFqWqB/+qpOf74xXlWOykTZZ/jEyV+cCWmXvQp9GM5jbXcbfTIjPv6jLUY7cwpA08yVvJZ6SScPzW173s8yn7GXLabZ/xHzz6WL/45OTk5OXtidMxudLzvoyfGKfgeN1Y6faM+dZ98vlbwaHZTllpxvzvvOufl0KNe9PnGhRtMVQvD9enMbJnnLy4B7mC92nXGxrBZvt+OMx4ZL/J754/x/MUlzsxU+OmNNVLtIqCrRZ+17jau0A+Rg9QrHuQOJYCPnRjn2GSZP3tjsT8moVnr7j1o0sAwVnKjfyEoeBLlSY7UC9xrxiSZphVnSCmohi5CvNnLuDjf2LRH2G7c9kHJEDk5OTm/ivzaFxQetuHjdq8Xeh6/dXqSetHftvI82u2erIQEnrovivIzZ6f56p9dITOWyXKAFPCLO006SYYnBZJBtd4OF7z1bkLRV0ghUEKQZHqYPT1ah1fS5UtjnTniQGJ3dq7OWNlFR8FGZR7czCHARCng9moXId3Bf9R5+OsXbiKEwFeCmZo70C80Y1pRxmw95HtvLrLWTXlirsp4OSDWliNjRRaaTmIYpRptDDeWu6TaXacnBUlmEUIQ9scLmlGGv4s0cK/3eL9eHfk8Y05OTk7OQdmsaPQ5f0rw6p0mL99u8DfOHeJwvYDvqW19FR4/XKfkK354dQVrLaEvh02JOMv4weVVPvXBmWEh4vmLS3zm7DT/4eV5Ookm6bf3FTDIffL68c+313v8H39+lUcni4yVAnxPcqxUpJ1oAiUfekHhHRY8DHntbpM76xHtKCX0FI1uPxKyrzbYi/Ji1JA59ATagLaWLNW8udAGa1ES1roJSWYohwolJWdmK5v8MPZrwpmTk5Pzq8x7wkPhneTZJ2YP5JWw19e7vtzmR1dXWGi5I/w/+MSjfPGZM5sWjL14RFxa6PDxU5P85olx6I8uLLcTkkzTjrJtF8JEW2KtKfqyL/FzhkKlwMP3BCXPJSv0bRA4NLbZh+DifIPQU8MuhqfEcOYyDBTWWpQU+L7El4JvvXyXn11fJUoy/vzNZdpRxsdPjjNeDpFCsNJ2nZQo03SijG6SEaUZF66t8rMb6/zOY1N88ZkzfPzUFGdmK4S+4vZaRJTp4SIe9j0ThHAjD51Yc3e9x4nJ0tu+x++kV0dOTk5OTs4oW30TpioFPnlmmscP1/niM2eItd3RV+HZJ2ZRSnJkrMgjY0WmKyFSCk7PlHn9bovx0v1+QD+4vMK15S7HJ8ucnC65yEYBBU9wdKzAI+NFfE8hcXuDN+61WWjGfOLUJEq5goU2Zt+eBwOPgV82a72Mu40eqba0onSoajB2f2Mcg6jruXqRs3OVvkm1pF5QhIFyptfW0kvdqMiJyRLHp8qbVJH78WzKycnJ+VXn116hcHauzmfOTm9yQ/6988cOfIgcfb3bq13izPDE4Spn52q7VqAf1O2+s97Dk/DzWw1CTzJdDVlux7Rj552w3cyhxM1GLndilLRoC2vdlEqosBZ6xhJIwVhRcWS8TDvKmKmGwEb1fKoSogSsdJzxY73g9VUHkmaUYoxLhfjNExOUC4ofX13j0kKbj54Yx1eCSwsdPniownInpRllWGtJjVMVZMZS8KUrUgj46nevcHK60lcKdDlUDXljvoGUzgNCIOimhqIv6cSG1FpOTpX4yHEnD93te7tXP4zBfRhIEf/wheu7xj7l5OTk5OQchAep57b7/M2VDvPNmD984TolX3K4XuC1eVdAeOpYHV8p1rrp0IB4QLXg8fzFFTJjmSj7COETpYYodTGFvcyghMCTgsCXFAO31t9c7XCvGXF9uUM5VLSibJgUtdczuBDs6Mf0bjF4+0xb9hIIsXVPFUhBMuJI6Un44KEqL95cp170OVQvcH2lQ9YfDYkzy4eOVolSzUo3ZXaLKnI/nk05OTk5v+q8F4rK7ygX5xs8f3GJc3M1/vaHnLPu8xeXuDjfeNuv98h4kelqyEIrYaUdv60K9JGxIhfnW4SepOCr4aEe+hnSgdowBhJuscuMJcosWltOTVc5Ol4EC93ELXjCOmfjRk9za6VDnOnhawyq548frlEK/b5yocqxyTJPHRvn02dneOLIGGPlgA/OVlhoxTz3+iKdOENJwdXlLo8friGAO+sRJ6dKeEqihKToSaJME2eaLDMUfEWt4EYxBpLAz3/yBPdaMUpKPCmoFnzqJd8pHFKD70lOTZX5L3/jMLO14gO/t2fnXMfnX/zdD92nENnuHm6X/HHQn4mcnJycnJytPEg9t53i8cWb6xyqhsz1xyEKgcf/9OwZfvuxGVLtxiIen6tycb7Fc68vcOHqCkutiFaUIRBMlH3i/rjDRDkALJ1YY60l0QZjLROlAIBMGxaaEVGqeXSyhDYQZQYlBZVQ7Vmp0E94ftsM3s87SCxEn70UE6TYuN6CB+VAko0UE8qBZKIccGmhTaOXUCu6uOtMWzzpijJxZljrJARKsNpO7lNFHhkr0oqyTe+bR03n5OT8uvJrr1DYb/bzXl5vkA395kKLcuBRLXhcXuogBLy10B6OPwy63tsZ82yXV/zHL91hrOhhrctLzkYclwdJCgN8T2L7Iw6hJ6kUfCoFn1aUOd8FJTHWbQyMtcTaUJWCxba7tkH1XAqfDx8b4/JSZ7gpma6GTFcLPPvELP/yuUvcXOlS8N0IBAKW2zGZMZw/OclHT4zz8u0GL99uMFsJibWhl2jiXooAepnhyERAnBkmy8GwOn92rs6xiRKnpktcuLzCepThCVc46SWGStHjw8fHNn2PHlZ1/2H/TOTk5OTkvD/ZbX1/kHpu6+fnmzFPHR3jxHQF2JxKNTDzuzjf4NU7DVpRRiVUxEnGj6+ucmyyxFNH67SijEuLbcClK9WKPs1eRq3g0U009aJPOXRbv+V2QqAUU5WQ0zNlfnZjnW6SAZa0PwvZD0p4xxE4pUM1VCghWOttHMYlG2MIwFBBcRACJZiphUSJM1bMjEVYQ+hLtLH9WEiXhgHue9js/f/s3XuQXOd53/nve87p23T39GAuGAzuACFAICEylEhRsGRZq4sFy05c643tZC2tnGRL8dauKlHMMHHkTdZbccpx5DBZJVVZbjkVRfJmEzpy4l3blEEqMq0IoiWSIgUSBIgLARAYzBXTt+nLubz7x+luzAxmMNPAYGY4+H2qWJzpy+m3D1A4z/uc533euNl1wjX4URybGeBqscasn2B7Xw8fPzw0r+pxbpPMlfRsEhF5J9v0CYWVlp2tZNIP8d7Q7Ql2NhlveVgvN6g2Akq1uJHRcD7Vuev98cNDPHtqYsnGPKdGi3ztxEVevlykVGtSqTXp7UmQSyWw1nbWAM7NuocWEq5DEIaAjbdGamkEEUFoCcIw7gid8MgkHJqhJZP0KLYu0nNLLYfyaYyByXKDHX2Zecs3rs3UMcaQTrikE25rW8f4LgZAOuHx4/dv65zn6WqDVy4XuT7b7CQ7HBNn8/cO9MzLziddw2tXS/GSh1bG3zGGfYNZ3rOzQNJzO6+dKNd57WoJP7Q8efzMHS1RUCmiiIjcqZU03ltuuePc5x9/+pVlr03PnBxjV38P2wopzo5XKdV9cmmP7YU0nz66h6eev8BwPsmb49V4W0rP4XMf3suHD27lN585zaWpWerNAAtUmyH5lMNsM+DlS0USriGXcJicDTqTd3uLiXs7CTB3V4SVbAm56LHa2zRyY7vItgjmVUvcTjLBAD3JOB6pNSMGsimMMZTqPkEEjrUkHENg4xsbB7bmqPshV4t1ynWfXMqLlzr48bfrTbuthZqGj7178KY4r90k88xYVdtEisimt+kTCivZAaCbbrztvaHTCZf+bJLRYp3IwkytSS4df8aBrbnO533lxCXuH+ld9G44wJe+cYYLk1VyKZet+RRXi3Vm6wFgCCKL50Am4VEPQoLQEtn4jkF/Nsl1mlQbAbVmyOXpWSIbMdsMSTjEjR0jS3HWJ0y5ZJIeWOhtNYBauOPBySslmn5ImHR57tQ4ubTHtnyKSiMg5bnU/ZAtPQnevl4HIOeYTqnmzz+6k2dOjlGs+Qzm0nzscJrd/Rm+c24aiJMKW3oSnB6rUG2GPHn8DAeHs50dIXIpj3zKo9II2T3QwxPHDgF0xlf3A7534ToWeGz/ljvulnyrvxMrTSyJiMi9bbWr3VYSr8ytLhzMxcmHyFpGi/VOj6cvf/McmaTLzi0ZRgpp3rhW5cMH4Yljh/jqiYu8fHkGg2FbPkk9sDjGkEk5zMz61ELLcD7JWLmJ5dbbNTomXu4w9zWLJRQ8M78pomvmL5NIeQ47+9KU6gEzNT+OUxrzjzH3mLebtLAYUp6DBaaqTYIoor8nST2IyCRdgjDqJEeMMRhj2NGXodqIqz8rjZCUF99IMcaQSbo8vKuP596YnBfnjZdqfP/idb75xhiHtvXy2aO7+ckHd9zGiEVE3hk2fQ+FlewA0E033t50PDGv+yE9SZeBbBLXiXdl6E17vHd3H0P5+CKfT3uMlepLdnF+5uQYk5UG+bRHJumxJZuKL15+SLEWb3uUaVUGtMeUS7mMFDJ8YH8/uZSH5zokHJiqNrhWagKQSrh4riHhxFn/ajNkMJ/i4HCOB7bPL7Vs73hQrDXxPKezdrLhh5wZq4ChsyNDZA27+jMM5ZNkWnthtyf1C8/z1t4M79uzhU+9ZxuFngTXig0Obs11qh++/Nw5cimXo/f1k0l6NCPbucvSvmPTHt8rbxfJpT2O3tfP1vzy/RRu9+/EweGseiuIiMiKLNzFAe6s2m0l8cpSa/NTruHJ42f4F//lHCnP4QP7+zl63yB7B3NEUcQ/+P3X+e1vv8VQPs0//bmH+MO/8aM8tn+ApHcjDCzWfAyGXNrrbFd9K4v1Tlg0AWEM7pwSg3BuMsE1bO9L81MP7eAnH9zOga057hvKkV6ikUK78rHbNgu5lMt9Q1lC29pNyjFEkcUPLZmES8p1aASWILIkXUPdD2kEEYdH8uwbyvIjBwbZuSXDe3b0sWcgy3Bvmo8cHGLPYHZenPfmWIlvn50iCC0Jx6FU8/mNPzrNH7x6pcsRr75To0WePH6Gx59+hSePn1FsIyKrZtNXKKxkB4BuSuDbe0NfKzeo1IO4aeG2PNfKjXkZaogv8sO9acr1YNE7DldmajSCkN70jecKmQTXSg7DvSl6M0nGijUmyo1Ok6Wt+WQ8yb5cYiCXYu9AD6euVfCsxQ99Ek6cVU85DrMRpLw4qfDo3v6bApO5pZY/93+eYLxYY7ISf1bKi7eKzKYTuK7D/SO989YBLqwOaJ/nr564yLOnpjAYHt5V4NNH9/DMyTF29PXMu4sTRPEdlaODgzfdZVk4vht3ZG6EEHcStLXH+rUTF3nu1DQWy8O7+vjO2Sn1VhARkRVZSUVBN1YSryysLizXAy5Pz1Ku+5y8WuLqTI2U6zBRqjOQT1FtxNfsTMJj/2AP3zo9zu+9fIUj2/O8ca1MvRkyXo6vu2Fk2V5IMVMLyKdcKs2QZmstQ7sqoH0VntvTYK651QMOkPAMNoKmvfHY3KRDPu0ylEt1kicP7+rjhQvT5JMu9WB+4gQg5YLjLF+l4BhIug4J1yHpOfz4A1sxGC5P17g+24yXlNq4X0KtGY8prlAwZHpTpBIuD2zvJem53D8S90R44cIUb1xr0JvxeGhngaF8fONhbpz3g7eLJFwHzwGvtRUnxNWq61ml0E0lrohItzZ9QgGWX8PYTVDQ3vLw/pFe6n7AqdEyP3i7yJHteS5OVdkzkJ038f7s0d1LNuZ55uQYb46VabR2QoC4B0Lac0l5LoPZBK9dmSGILIlWer/cCNnVHzdaOjzSy59d/86ijQAAIABJREFUmGbnlgzphMtrV2doBnG23XUNO7ZkuDw9SzOMeOHCFA/vipscLlbW72CZrjZJei4J19DwI2b8AD+MKNfTXJmpUch43D9SmBfgzD1W0jWMlRo8tm+g812fev4C5brP4ZHeeeexP5tgqtqc99hS53y1g7a2WT/i/fv6O2P95hvjfPBAP3Djc9RbQUREFrPY5P5OG+8tFa/MvdZmEg5+EDJajK+D467hQqVJPu2RTXpUGwHXm/Ed9rjZIJQbAd89N0WhJ0naM3zn3DRhZMFaUgkXsASh5XJrWWNv2iPpGvxWQqHdnLE/m6BS9/Gjdi+niIRrsK1dpRKeodFa35DwDEnXwU1AUA+JbHyDI/40SDrgh3Gj53aM8sEDA7x0aYaKH+EttqTCcXAdB8z8fS0d4kRDT8IlArbm46TAw7v6MEDCc/nB5WlmWr2uIF6KEUVxs+m055BOeZ2bN/cN9ZD0XIo1n0f39vHsqQke2b2lU7l5bqJKwnVwHGdenFep+3G/qQiG8vFuGvmUy1jpxs2S9aBm1CJyN90TCYXl3CooWGzy3b4T/60zE0SRpSfpcmWmTspzaM65yLcn3vuHckvecTh5pciFySrWxl2DK42QXf0ZHGN48eIMzSBq3Qkw9GUS9PXEW0KV6gHlekCp7uMYuHy9QRjG5Xp1P8ALHapugB9FPLZ3C+/ZtYVyPeA3nzmNYwy7+nvmZakrjZCBfIpmELWaI8bnJojg8Ehv55wcHM52OhmnXMPVYp09A1lGCmmePzNBuR6wrZDCMfGF63q1weujJS5MVjudpAdzabb1xuslizWffNrj4mSVM2MVdg1kbmq6eDeCtsUurlt6Erx+tczWQzcSFdrmSUREFrOSioLVsPDu8sJKwU/98z8ll3I7vZ2uzzZxHJj1QyLAdQzWWmp+xHDCZaLcwLS2n571LT1OnAyId3gwuE6rGsEYvNbPCdchn4qTE6GNlyo4Jq48aATxjlTGQDbpEYY+EWBbDaQrjQBsPIF33Xg3Bc/ECYBMyuXDB7dS9wNevHidP/jhKCnPibevBDzXdKokABp+xP6RLKdGy/POUQREUbzEc99AD1/+hffOu/Hxt59+hdeuluNGkq3XBzY+B/mUx8Ft8U2PtybLjJXq/O6LVxjKp/js0d2cGaveWHba2tVrutJktNTg1/7C/fPivKTnEkYwUkh3dtMoN0KGe+dXwa41NaMWkbtJCQWWDgqAJUvEDNCTiLeMDKOIa8U61UbAbDPkn/zsgzctB5j7e3sd25WZGtt6U6Rcw1vTNSyWx/b388EDA3z9pas0w3jXA8eBpOcy3JumJ+lSqvts7Y1LBMPQMlqq47kOPakEBReuzwYk3IhGGPH+PVt4aHc/EE+ap1tVAUd2FDqPAcw2A5KuQ286QcpzuDg1S8Jx8FzDCxemqdQD/DDk5UvX+cihrZ0EQqUedBpE+aEll3I5O15lMJdmslLnjWtlXGNIOA7Fms/337rOu7flcV2Hz3/0Ps6MVXntapG3r9c4tC3H7oHsTaV4dyNoW+ziengkz3fOTXeSHNrmSUREbmW5CsjVsNzdZdvabwAgm/JIeS7NICC0lkzSJZf0mKo2CG08Ma/5IZmESyMISSccPNehVA9xHYfthRRTs/HOBykvbhbdCCIqzZBCOj62Bao1nwjbKRJoN10s130cx9CTcDqv9dw4oeE4hr6Mh+sYmoGl3AjIpzyaQcgL56e5PuvjtpY2JozBj+KqiblCC5emZ3GMwXUs1saVE+0qBtcY6oHlN585zRPHDnX+fK6V6hjAafWGcB2oB5Ywis/HuYkKfhgy24gwJu650JtO8LXvXmZ7Ic379w8AMJRPM5RPz2uECTf+HhwczvIbf3SaILJEUUS5EVJtBHz+o/et9l+LrtytSk8REVBCoWOxoODJ42eWvIi/fLlILuW2LioNPMfQk3S4MlO75bq0xe40pJIev/VzN5IQTx4/w67+HiqNgLcmq7RXLk7PNnGdFCnP5f5WI8Qnnn6VwEK8gRE0gnjf5B+5r5+eVOKmSXNc8TD/Ap1Pe6QSLge35rhWalCq+4TW0pvxqDYjGn5ILuVycapOtRHihyGOSdAMoziBMFFlKJ8ml/ZoNOOqCYCz41WMMYz0ZTgwlF00q/+Tre+7c0vPLUvxVjtoW+zimk54fOjAAIVM4paJC+0EISIi3er22tF+/X/6wRWG8ykObM3Na/rcvrv88K4+Xjg/DSbexSDlOUSRy/beFABvTVUJQkvSc5iuNnCMIZfyCKIIz3HYuaWH2WaZTMIln0ky2Nu6Zo9XGCs3+LGDQ1igGVp29MX9BP7Wv3+FMIx3oormrD4ILfz44SHemqpRrDWZLDdubPMYWSYrzVbFRNw3aWbW54dXisw2A1KtxtDNMGK4kOosv2gvfWj3cKg1IwZyCaarPn40P57pSbkM5JJMV5vzYoiaH5FpdapuV2CaIK7goNVvoTjbbCVSHDJJrxMfXJ6pcXiJXlgLtfskfOXEJcZKdYZ703z+o/et+y4Pd6PSU0SkTQmFW7hViVj7jsBUtYnnGDzX4IdxqWB7B4LFAoWVrGNrf+6BrVnGijVm6gFJF2YbIWXPZd9gthOIHBrpZeeWNH/21kx8NyLhkk26nLxa5kMHBm5qCBlEEaVawPHXx8ilPQ4MZUl68TrDmh9xuNV88fkzE1ycnmUolySMLFdmalyf9fEcwyuXi3zscJredIJaM6DS6jh9YCjL82cmaYYh33htlLFSg0ImMW/ni7PWMlaqd3ZomNt0cbHzfLcsdXFdrkGRGhuJiEi3ur12zH39cD5FqR7w0qWZzvV07oT2M0f3MFqsM11tUq4H9GY8/CiiVPdp+hGZhEvNxj0Vxop13rOjl9FSk6Tr4jnt3R3iiXQjiHhgey9D+TRJz+VoJsEXPnHwpvH97d/9IYQh1oLrGlxjiKIIi2FboYdrpTqnrzVuel9oIQwtCSfuLdAMIy5Nz4K1ZFMJwihOfIwUMp2EQhi3OSCbNOTTCcbLPqVaQNRaKrqwOWPKcyjXg3kxRCGToFzzCaI4LTGnxzMJx6HWDAhaiRE/jM8ZxGMstRpGwsom4z/54I51TyAstFbLc0Tk3qSEwi3cqkQs6RpeOD/NbDMk7cWNidrZ+1tNhlcyeW5/7mAuzQffNcgrl+MlAZ7rcHR/P58+ugeI7+y/frXEVKVBfzZBfza+G1H3Q3qIL8DFms90pcG1Ur0VcDRIug6T5TpXZyLOjJU5uDXHr/30AwCdi82R7b1cK9WhVdZniLsmJ1yHS9dnmSjXObA1y4lz0+TTHpG1nWURW3qSGOJmTEGrwdFEuc5Ll2YAGM6n5gVT61GKd7sXVzU2EhGRbnV77Zj7+ncN53jxYnz9PDte6TQLbE9oD48UeOLYoXnXszevlXjx0gzGMWSTLrv6e2gGETO1JtO1gKP7+7HAeLlBqR7Q15NgpupzcGuOgTm7Liw1ae5JuiQcQ2Tj3k2eY3A8Dwxcnp7l5JXSkrswuAZcJ25oaFoz+5ofMNsMaAQRSc/h7Hil8/p20qDatNSDJsbEfaUSroOD7VQpWGC2GfLmeIWk65BqNbM+NVpkf38PJy5M4xqwjiGM4lrNg1t7CCN4+3oNC63lEIbrsz6ZpIsfWnb29yy6i9U7zVoszxGRe9OmTyjcSXn6ciVio8U6lUZAPYhIug59aZeHdhYWnQy3x/Ha1SJvjpU5sqO3s13iwtfP/dz+bIpH9vbzruEbd8/n3rl4aFcv/+8PRuOLsBuvhWwEEX9uV4FGaPn44SG+/M1z+GFEEEUUMgmKtQBDXOoIdLaMuuli8/VXefbUOJGNG0/29fQw1SpXPDte4f7tBfYNZhnuTTFarHOt3OAD+wfYO5gDYLJS58S5aV67WiI1Z6/rdw3n5gVT61WKdzsXVzU2EhGRbnV77Zj7+sFcmvft6ePNsXgJwtFM4qYE+MLr2eNPv0J/Nkk+7XUm7T1JSzMIAWi0boB85uieRXdtWm7JX8KBoh+STbrkUh5+aKkHIQ9tLxDZuDfBUls7hhbCIMKPIvb09wCWSt2n4gc4BmphRHPO1g4RN44VRNDjxT+HkcUYi2ktiQCwNu6rkHDiptF/8OoVnj01wYFtvURYXnm7SCOwbOlJsmNLGmsNV2Zq9PUkSLiGsXIT1wHHWEZn6mSSbqf/Qc2PbtrFStWJIiKbPKFwp+Xpy93FfuLYIb524iJ/enaKLT0JDo/kb7pzsHAcD+0s8L0L1zlxbprH9m8h5Xk3vX65z51/pyPB3sEs14p1xsoN9g/lOnsnFzIJzoxV+cD+uC/AH79+jeKsTybhkkrE6yattUxX/UXvknz66B7+9OwUvWmXajNiqtokwtKf9m4ENZ882Hnf40+/Mi9gGsyleWz/Fl65XGKm1mA4n+Jdw7lOIqURBBx/fXrRbbA2aimeGhuJiEi3ur12LHz9YC5Nwl16CcJi71+4LfX12SYz9YBCT3LRmGi5JPvcWObHDm3lm6+PMVOLm1E7xrClx6PQk2Brb4ZsKq7gNAu2fWwzEC97SCeo1AOGckmK9YBmGHW2qmy/znIjMdGTdHnX1hyXp6oYx1DzIywhQRi/2HMd+rMJepIel6dr/PofvsGje7ZQyCR4dN8gj+4bpFjz8YOQq8U6l6Zm48SEA5WGpZBycVo3ZhKu4e/+xCF+8sEdt+yp1f5/e/tsw42EjXosici9YFMnFFajPH3uJP7KTG3e2v/DIwV+/WcenJfVLyxy52DuOAqZBI/tN7x2tcQrl0t84v7hzutXWk2x8E7HQ7sK+GFEGMFj+/o7d/gf3dvHv/wv54lsRCGTxDOGmh8v0WjvtdwIIvqziUXvkhweKXBkJM93LkxjgEzCIZ9OEISWD+7vvymoWSxgSnken7h/GGDec5OVOi+cv04+7S26DdZGpcZGIiLSrW6vHXd6rTl2ZJhX357h0lTcn8ACE+UmuZTLkR29OMbcFBMtF4MsjGXet7efE6344F1bc4wU0rx8ucgHexL8uV0F/uvZ6SXHl3ANKS9OdFig3AzZP5hlstqkUg8otnozWSDpxs0mPcdQD+LeEI0wYksyyc6+DBY4P1Eln/bIpjwmKg2qjZCBbIKxUsAb18rk0l7nZkY+7fHcqWnev6+fkUKab52ZoNYMSXkOQ/kUHzs83IlX2r0QlqoweeH8JN947Rp+GJH2HIq1gKTn8Nj+LeqxJCL3DGf5lyzNGPNPjDFvGGNeNcb8njGmb7UGthquzNTIp+fnTLotT29n5Is1f15G/9RosfOawyMFvvCJg3zpZx/iC584eNOFY+E4hvJpPnxwiPu393Zev5LPaW83+drVIs+fmWCyUmeyUufseJXZZsCsH3BqtEQhk+Dd27J8+blzjM7UmK42uV5tUm4Enb2ok65D3Y+bNGUSDpemZ3n86Vd48viZeZ+5JZukvyfJ7v4edm7pIZ1wO52WFzp2ZLiz7jKytvPzsSPDNz138koJAzyw/UZg025muVra52ux73W72tUjhUyC0WKdQiahYEFEZJ1t9Hik22vHnV5r2n0VHtvfTzOyBBH0ZxP86MHBzsQa4pjo9dEiX/z6q/z1r77Et06Pdxo1LoxBFsYyU7M+e7Zk2FZIc/S+QfYO5tjSk+D1q2Xet2eAh3b14s6JMj0n7sWUTznkUh4JzyGdcHls/xbAYIFSzafcCOZ9l2ZomW2EVJohCddQrQc4xlBuhkxUGgQRDPemcB2HUt0n5TqA5WqpQTphMMZwdrzaOV65HmCx5NMeQ/k0Hzk4xHBvmm29KYIomhe7tO3oy1Cuzx/Xpakqb7aOO5BNMllpUmkEJFzD+YnZuxLXiIhsRHdaoXAc+BVrbWCM+cfArwB/586HtTpWozx9NaocVjKO5T5nsWUTf3J6AtcxZJIe2WSCg8M5XNfh4HCWL3/zHBjY3pfmSrHOaLGG5xiaQUQQWVJenPHvy3icn5zlvbv7Fi2BbISWx/Zv4fzELKW6T286wf3b8zTCm1dGLrdUY+5zzTDi0X1bOrs/wOr2IribuzGosZGIyIazoeMR6P7acafXmsMjBf7RzzzY+f3J42c6uxW0XZqqcnmqxnipQV8mDgl/cLnIe3f33bRj1cJYplIP8BzoTd+IbQ6P5PnOuWmKNZ8ffddW9vRneeXyDPUgIp/2mJn1aQQRxhjev3cL7xrupVjz2b0lQ6URUvPjHg8uEM4ZZwikWttN+qFl90DcTBELv/VzD/K1Exc5cX6aajMgk3AIIwiCEOM6jM7UuFass2+wh3QiXmb68K4+yq1G0ucmqtT9gOvViGzKXbTSdLGKkdNjFXqSLr2tPhWhtSRdQ7ke4LT2plSPJRG5F9xRQsFa+8dzfv0u8BfvbDirazXK01ejCd9KxrHc5yy2bOK5U+NUmyHDhXjP6KF8PHH+yolL+GHEQDaJMYYBP+TtmTp+aMmmXI5s7+Xi1CwTlQblesBANkk25S1aAtkOID6wf6AzrmLNZ2s+wWJuFQDNfa4d2LQrLEp1n6TrcGR774rP661oNwYRkXvHescjd9IA+m5rj+310SKXp2ocHM6xZzDbmRQfHM7x5kSFfCqeGM82A751ZoJCOgGGzndZGMskWpPn9+y88T3TCY8PHRjAD0KeOzWNxfIjBwbZM5Dh914eJeU5RBZ6Mx7nJqrxTg2Owy99ZD9ff+kql6aqYMEYcFr/jwDb2jqyJ+mRT3tcn/Vp+CGRha+euEizdfPjT85MUmuGeE68nSUGtuZSFOs+3zk3zYcODPC5D+8D4EvfOMMboyX8KO7bYC3s6l/8z26xGyY7t2Qo1fxOn4qU5+CHETU/ZFe6B1CPJRG5N6xmD4W/Cvz7VTzeHVuNfXdXo8phJeNY7nMWJhyG8mm2ZBMYDEfnTPbzaY+xUp3hfKpzkasFEYW0hx9ZDmzNs2NLD29fr5NLe6Q8h5TrzNvfem4i4271DDh2ZJgvfeMMFyar5FIuScdQqQdcLdY5NVpc0Z/RrQI47cYgInLPWtN45G5WxN3ueOY2CRwrNdjV38O7t/XSk3A5PVZh1g95YHuBnVsy7BnMMlZuUPdDwihu1BxZy2DrpsTc7zI3lnlgey9jpQYJ1yWythMfvHtblt97aZQgsvRn46aLv/fSKIe25dg7mGOiXOfsRJXpSpPRUoNf+wv3c3ikwP6hHKeulSjN+oRRRBBB0jO4xhBYi8GQS7lcK9ZoBHHfKNeBZ06O8hNHRkh4Lv/NoSFevDjD9WqThBPhOg6u6/CJ+4dJuHH1QfvPJOkaqn6IAdIJh3wqwfWqz1dPXJxX2dG28IbJk8fPcGGiwpnWFpd9mQSXr9dwjGH/UM+yW2+KiGwWyyYUjDHPAtsWeeqL1tr/3HrNF4EA+J1bHOdzwOcAdu/efVuDvR13WjK4WhPq5cax3Ocs3vDQvek45XrAcG+akd4Up8fii1zTj7BYHGM4sDXLm+PxJL4Zxs0a635IyjOcnagylE/PS2SsRlJmqfMx3JtistLADy25tMcDOwokPXdFVQTLBXDdJoI28t0lERHZuPHIRqqIW3htfP7MBOV6wLZCCsck4j4H2RSF1m4R7WrBA1uzfOfsFOPlOn4YkXBdyvWAHzkwQMK9cV1eGMssvHY+urevs+SyP5ugEUT88EqRyUqDiUqda6UGB7ZmObp/gMhaRov1zvEOjxT44qfezW/80WlmmyGuA2EEfhjx3p0FTo6WuTQ9SxDFvRiMaTV0bIS8NVllayFDIZPg4d0Fnjk5RhBG7BnI8NCuAoO5NJG1824qvDU9y54tGdLJG6FwvRnw8uWZFZ3rOG6b5eDWHNdKdaqNkP6eBPdv78UPYWv+5qUTIiKb0bIJBWvtx2/1vDHmF4GfAj5mrV1sy+H2cZ4CngJ45JFHlnzdRnO3JtSL6Uk4/NmFuETw4V198+5uLJZwGMylOs0P5yYhPnt0N8+emuDQcI7RYp2w1eH5R/ZvYTCX5uVLxc66xwNbs7x4cSZe99fKpi+2jeVqfd+5wcdrV4s8tLPAcO+NSf7CC/5SlgvgukkELZac+NI3zjDcm6KprZ9ERDaEjRqPbKSKuIXXRj+05FIuZ8erDObSTFbq/ODSDG/P1Dj++hh7BzLU/IjetEdk4+aN1kLKczpbNd7quyx2137ukstqI+BqsUYQWpphxPVqkxcv+rxvTx8J170pyd/eVeEf/P7r1P2QXDrBY/viXgu5tMczr43jGHCMwXXAGEPSdTg9XuFX//z9rfgi4F3DeUZ6U+wdzHWOvfCmgmk1gpzLth5fibnxYTLhcvQ+xQoicm+6oyUPxphjwBPAj1lrZ1dnSBvP3W7C157QRlFELuUyVW3y0qUZPnhgYF7m/qbExifjbRufOTnGa1eLlOoBhYzHmbEqHz88xJmxKgkv3rP5arHO1t4MkbXz1j0O5tK8b08fJ6+UwNhFmxGt9vdsT9zfHCvzvQvXeWy/6TRnXOlykuUCuG4SQTcHYCEXJqtMVhp8+ODQupeviojIra1nPLIaSyNXy8JrYy7t0WgGlOpxz6L/enaK6UqTTNLBc+CNaxUGc0nGy/HShYFcklzSY0s2rl48O17l8MjNE/9bff5ANtlakhDfIDCA22pSOF5uMJRLcvJKif1DOR7d28eTx8/Mqw7cP5Rj/1CO6UqT/lySvp4kANsKPSQcg+cAxuA5hkzSxVpLM7TzYrW5O2ctdVPh4V0FTpyfxpi4SXUjiKg0Qo7u71/x+VaTZhGRO++h8C+AFHDcGAPwXWvtL93xqO4xz5wcI4oiTo9VSHkOA9kkpXrAl587x/6h3LykwlIXrkvTs+zc0kM+HXcwfvbUxLwJ8NzKgIXrHhOuy/6h3F2fMC+cuB/Z0cuJc9O8drXEhw+mulpOspIAbqUX+oUB2NnWkhA/tIs2qhQRkQ1n3eKRu9Vr6HYsvDYeGMrywvlpcmmPN8cqVOoBjhsn8TPJuAljI4iIrOUn3rONqUqDly7NUPdDkq5hstLo6rvs6MvgByGnxypcrzaJrMUx4BrD9kKaSiPkes3H8xw+fniIZ09N3FQdGFnLSG+K4myTUs3npYsznV2s9vRnGCs36Um6uI4hjOKtsPcO9Mwbx0puKnz66B6ulRpMVhqU6j5RBNZaxsoNnjx+RtUGIiIrdKe7PBxYrYHcy67M1Bgt1km19mQG6E17TFf9FU1iV7J+c7l1j+0L7d3sJbBw4j6YS/PY/i28crnEaLHe1XKS1QzgFgZgpbpP0jHk5uy3rYaOIiIb13rGI2u5NHI5C6+NSc9l90AP2wtpvn1uCoAdhTTZVHx9S3kOpbpPM4h4/swEfmg7E/XrjZCBXKqrmw3tvgKHhnN8++wkAJE17OxLM5hPM5CLmz7++P3bODNWvSl2ebnSAODBnX3k0h5nx+NqwWvluHnj82ey/B/PnWWmFmGwpDyXbMrllz6y/6axLHdT4fBIgcc/eXDeDhjv2VFgz2BWlYkiIl1YzV0eZIUWTtqTrmGq2mQgm+y8phFE9GcTK5rE3s76zcUutHe7U/XijSU9PnH/MF/4xMGujrWaAdxNAZjrUKkHPLDjxrG09ZOIiCxlo5S+L3ZtfOLYIQ6PFHjy+Bm+dXp83usbQYRt9U0o1wNyKRcDVBohuwd6Ou+9nc9/c7zKYBTRaPVCsNZSqgd4juHYkWF++9tv3RS7NIKw08NgMJfuNFMcLdYBeONalUf39nN6rEylHuC5Dn/lg3s6vRdu53y1z82Ovp4N0VhTROSdRgmFNbbYpH2s1CAMI0r1gN60RyOIaAQRe/p7VjSJXa31m+2lF6dGS5TqPr3pBNt6U6t2QV3tstDVCuAWBmBHtvdytVgn6c3fCktbP4mIyEa31LXx2JFhXn17hktTs9Bq1lxphETW8uCOAvlMXBFQqvvk0h7bC+nbusa2P799zY+iiNFinalqk4Tr8PmP3bfkbkxL7V61oy/Tqcbc3d+DH0S8cqVIsebHu0oAf/3H3tX1WNs2UmNNEZF3GiUU1tiiyxP6e0h5hvMTs0xXffqzCfb09+C6DseODC97zDuZqM+tlnjp4jRRZCn0JMmnPOp+yBvXysz64R1957mf0ZNwaAYho8VgXctCF1rpkhAREZF3osMjBZ44doivnrjIy5dnMBiO7u9nrNxgz2AWxxishbMTVco1n5cuz3BqtHjb1765yfqE53L0vsF5yyi72b3q5x/d2alo+P6FKf7sres4DqRcaPgh//y5s8DtJxWWujGTcs1NTSMVC4iIzKeEwhpbKgteaSR48i89dFv9C263/H9htUS1ETLbDMlnEhhjSCdcGkFEsRbc9vdd+Bnt4GCjr0vcKOWrIiIiq+XwSIF/9DMPznvsyeNnKNZ8mkHIS5dmSHkOCddgjLnjZY+3upYut3vVwnimPel/5UoRx4Gk6xBZSCfAdRy+cuLSbScUFktuXJ6ejRtXe+5dWQYqIrJZKKGwxm61POFOJrG3896F1RI9yTiBMF6qs2cgSyOIwMYNIm/XShpGioiIyPpoT6bPT1RIuXH/gmZoed+eAgnXvavX66Vil6WWbDz1/AXqfkTKhchCZC3ZlIdroFjz72gcC5Mbzd4USc9V/CIisgwlFNbYRtpeamG1xFBvGs+B67WASiMkl/bY09/DvqHcio+5cKnA66NF3r2td95rtC5RRERkY2hPpn/5P7xKZCMKmSRHdvR2GiJulOt1e5zHX79Gww9JJyCb8ki4DtVGOO9Gze0ef26i4PGnX2EgNz9MVvwiInIzZ70HcK9pXxALmQSjxTqFTGLdyud29GUo128sZzgwlCWyhh19GT52eCv3j/SuuI8D3FjeUKz5nfLAy1M1Lk1V571OOyaIiIhsHIdHCnzi/mE+sH+QD+wfYDAX32zYaNfrwyMFPv/R+0h4Dq7j4BqoNkKaYchnj+5e1c9aGCMYFXi3AAAgAElEQVTBxjsfIiIbgSoU1sFGWZ9/q/2qR4v1rpsRLra84eBwjtNjFbZkU+tekSEiIiKL20gVlLfS7pPwlROXOktI/6ej++5ol4fFvFPOh4jIejPW2jX/0EceecR+//vfX/PPlZstXKJwJx2MH3/6FUYKaRxjOo9F1nJqtMQD2wvqkiwisgxjzIvW2kfWexz3CsUj861mTLAZ6HyIyL2qm3hEFQr3uNWslliq4eQD2wt84RMH571WF2kREZGNZaNUUG4UOh8iIstTDwVZNceODFOs+RRrfmcf6WLNv6kHw6nRIl/6xhm+dXqck1dm+Nbpcb70jTOcGi2u08hFRERERESkW0ooyKpZacPJr524yIXJuFFjbzquZrgwWeVrJy6u+ZhFRETuRadGizx5/AyPP/0KTx5XUl9ERG6PljzIqlpJeeDLl4vkUi7phAtAOuFireXlywpmRERE7rb2rkyFTKKzK9NTz19Yt12n5o5LyyFFRN5ZVKEga85iMQseM63HRURE5O6auyuTY0zn52dOjq3bmBbbevqp5y+ockJEZINTQkHW3MO7+qg0Qup+iLWWuh9SaYQ8vKtvvYcmIiKy6V2ZqZFPzy9Szac9rszU1mlEGzPJISIiy1NCQdbcZ47uYfdADxDvAgGwe6CHzxzds57DEhERuSfs6Mt0rr9t5XrAjr7MOo1oYyY5RERkeUooyJo7PFLgiWOH+MihrTywo8BHDm3liWOHtE5SRERkDax0V6a1tBGTHCIisjw1ZZR1ob2dRURE1kd7V6a5DRB//tGd63pdPnZkmKeevwDElQnlekCx5vPzj+5ctzGJiMjylFAQERERucdstMT+RkxyiIjI8pRQEBEREZF1t9GSHCIisjz1UBARERERERGRrimhICIiIiIiIiJdM9batf9QYyaAi2v+wd0bBCbXexD3GJ3ztadzvvZ0ztfeO+Wc77HWDq33IO4VikfkFnTO157O+drTOV9775RzvuJ4ZF0SCu8UxpjvW2sfWe9x3Et0zteezvna0zlfezrn8k6mv79rT+d87emcrz2d87W3Gc+5ljyIiIiIiIiISNeUUBARERERERGRrimhcGtPrfcA7kE652tP53zt6ZyvPZ1zeSfT39+1p3O+9nTO157O+drbdOdcPRREREREREREpGuqUBARERERERGRrimhICIiIiIiIiJdU0JhGcaYf2KMecMY86ox5veMMX3rPabNzhjzs8aY14wxkTFmU22rstEYY44ZY04bY84aY/7ueo9nszPG/GtjzLgx5uR6j+VeYYzZZYz5L8aY11v/rvyN9R6TyO1QPLL2FI+sHcUja0vxyNrbzPGIEgrLOw4csdY+CJwBfmWdx3MvOAn8DPD8eg9kMzPGuMC/BH4CuB/4y8aY+9d3VJvevwGOrfcg7jEB8MvW2vuBDwD/s/6eyzuU4pG1p3hkDSgeWRf/BsUja23TxiNKKCzDWvvH1tqg9et3gZ3rOZ57gbX2lLX29HqP4x7wfuCstfa8tbYJ/D/AT6/zmDY1a+3zwPR6j+NeYq0dtda+1Pq5DJwCdqzvqES6p3hk7SkeWTOKR9aY4pG1t5njESUUuvNXgT9a70GIrJIdwOU5v7/NJvmHTWQxxpi9wMPAC+s7EpE7pnhENhPFI3JP2WzxiLfeA9gIjDHPAtsWeeqL1tr/3HrNF4lLVX5nLce2Wa3knIuIrBZjTA74j8DftNaW1ns8IotRPLL2FI+IyFrajPGIEgqAtfbjt3reGPOLwE8BH7PW2jUZ1Ca33DmXNXEF2DXn952tx0Q2FWNMgvji/TvW2q+v93hElqJ4ZO0pHtkQFI/IPWGzxiNa8rAMY8wx4AngL1hrZ9d7PCKr6HvAu4wx+4wxSeAvAb+/zmMSWVXGGAP8NnDKWvtP13s8IrdL8YhsYopHZNPbzPGIEgrL+xdAHjhujPmBMeZfrfeANjtjzH9rjHkbOAr8gTHmG+s9ps2o1dzrfwG+QdwY5j9Ya19b31FtbsaYfwecAA4ZY942xvy19R7TPeCDwGeAj7b+Df+BMeZT6z0okdugeGSNKR5ZG4pH1p7ikXWxaeMRo4o5EREREREREemWKhREREREREREpGtKKIiIiIiIiIhI15RQEBEREREREZGuKaEgIiIiIiIiIl1TQkFEREREREREuqaEgoiIiIiIiIh0TQkFEREREREREemaEgoiIiIiIiIi0jUlFERERERERESka0ooiIiIiIiIiEjXlFAQERERERERka4poSAiIiIiIiIiXVNCQURERERERES6poSCiIiIiIiIiHRNCQURERERERER6ZoSCiIiIiIiIiLSNSUURERERERERKRrSiiIiIiIiIiISNeUUBARERERERGRrimhICIiIiIiIiJdU0JBRERERERERLqmhIKIiIiIiIiIdE0JBRERERERERHpmhIKIiIiIiIiItI1JRREREREREREpGtKKIiIiIiIiIhI15RQEBEREREREZGuKaEgIqvCGPOLxphvz/m9YozZv55jEhERkY1F8YLI5qKEgsgGYYx5yxjTNMYMLnj8ZWOMNcbsXeb9HzHGvH03x9gNa23OWnt+vcchIiIia88Y8yFjzHeMMUVjzLQx5r8aYx5d+DrFCyLvbEooiGwsF4C/3P7FGPMeoGe1Dm6M8VbrWCIiIiKLMcb0Av8f8GWgH9gB/BrQWM9xicjqU0JBZGP5KvA/zPn9s8C/bf9ijEkZY75kjLlkjBkzxvwrY0zGGJMF/gjY3iodrBhjthtj/jdjzO8aY75mjCkBv9g6xj8zxlxt/ffPjDGp1vE/Yox52xjz94wxk62qiV+Y8/kFY8y/NcZMGGMuGmN+1Riz6L8jraqKA62fP2WMed0YUzbGXDHGPL76p05EREQ2iIMA1tp/Z60NrbU1a+0fW2tfXfjCBfFCxhjzW60Yo2iM+bYxJtN67gOtiocZY8wrxpiPrOk3EpFFKaEgsrF8F+g1xhw2xrjAXwK+Nuf53yC+SP854ABxxv/vW2urwE8AV1ulgzlr7dXWe34a+F2gD/gd4IvAB1rHeAh4P/Crcz5jGzDYOvZngaeMMYdaz30ZKAD7gR8jTn78lRV8r98G/rq1Ng8cAb65stMhIiIi70BngNAY8xVjzE8YY7as8H1fAt4H/AhxZcMTQGSM2QH8AfAPW48/DvxHY8zQ6g9dRLqhhILIxtOuUvgEcAq40nrcAJ8DvmCtnbbWloF/RJx0uJUT1tr/ZK2NrLU14BeA/91aO26tnSAuQfzMgvf8r9bahrX2T4gv4D83J8HxK9basrX2LeC3FnnvYnzgfmNMr7X2urX2pRW8R0RERN6BrLUl4EOABf4vYMIY8/vGmOGl3tOqePyrwN+w1l5pVTZ8x1rbAD4N/KG19g9b8cxx4PvAp+7+txGRW1FCQWTj+Srw3wO/yJzlDsAQcT+FF1vlfjPAM63Hb+Xygt+3Axfn/H6x9Vjb9VbFw8LnB4HEIu/dscznA/x3xBf9i8aYPzHGHF3Be0REROQdylp7ylr7i9bancTViduBf3aLtwwCaeDcIs/tAX62Hf+0YqAPASOrPW4R6Y4SCiIbjLX2InFzxk8BX5/z1CRQAx6w1va1/itYa3Ptty51yAW/XyW+MLftbj3WtqXVk2Hh85PElQYL33uFZVhrv2et/WlgK/CfgP+w3HtERERkc7DWvgH8G+LEwlImgTpw3yLPXQa+Oif+6bPWZq21v7H6oxWRbiihILIx/TXgowsqBSLissEnjTFbAYwxO4wxn2w9PwYMGGMKyxz73wG/aowZam1R+feZ36cB4NeMMUljzI8CPwU8ba0NiRMBv26MyRtj9gB/a5H3ztM6zi8YYwrWWh8otb6LiIiIbELGmHcbY37ZGLOz9fsu4l2svrvUe6y1EfCvgX/aaiztGmOOthpHfw3488aYT7YeT7caSe9ci+8jIktTQkFkA7LWnrPWfn+Rp/4OcBb4bmvXhmeBQ633vEGcLDjfKgfcvsj7IW5o9H3gVeCHwEutx9quAdeJqxJ+B/il1rEBPg9UgfPAt4H/m/jiv5zPAG+1xvxLxH0cREREZHMqA48BLxhjqsSJhJPALy/zvseJY5PvAdPAPwYca+1l4ibTfw+YIK5Y+NtoLiOy7oy1S1VJi8i9prUF09da6x1FRERERESWpKyeiIiIiIiIiHRNCQURERERERER6ZqWPIiIiIiIiIhI11ShICIiIiIiIiJd89bjQwcHB+3evXvX46NFREQ2rBdffHHSWju03uO4VygeERERuVk38ci6JBT27t3L97+/2I54IiIi9y5jzMX1HsO9RPGIiIjIzbqJR7TkQURERERERES6poSCiIiIiIiIiHRNCQURERERERER6ZoSCiIiIiIiIiLSNSUURERERERERKRr67LLg4iIiIiIiMhaOjVa5JmTY1yZqbGjL8OxI8McHims97De0ZRQEBERERERkZtspgn4qdEiTz1/gUImwUghTbHm89TzF/jch/d19Z020zlZDUooiIiIiIiIyDynRov85jOnma42aQYRb46VefXtGZ44dui2JtCrORG/nWM9c3KMQiZBIZMA6Pz/mZNjKx7HaiUlNhP1UBAREREREZF5vnriIpemZgHIp+P70JemZvnqiYuLvv7UaJEnj5/h8adf4cnjZzg1Wpz33FPPX6BY8+dNxOe+ZqVu91hXZmqd79GWT3tcmamt+LPnJiUcYzo/P3NyrOvvsVmoQkFERERERETmefnyDLmUSzrhAsT/t5aXL8/c9No/ePUKX37uHEFk6c8maPohTz0/27lzvxrVAW23c6xTo0UuTc/yg0sz9OeSHBjKMpRPU64H7OjLrPizr8zUGCmk5z3WbVJis1FCQUREREREROYxGOyCx2zr8blOjRb58jfPgYH+bIJGEHFmvMLBrbnOJH81J+LdHqtd0TDSm6I426RU83np4gwHh3O4rsPPP7pzxZ+9oy9DseZ3khhA10mJ9pg2Sx8GLXkQERERERGReR7eVaDSCKn7IdZa6n5IpRHy8K75E99nTo7hhxG9aQ9jDOmES8pzuFaqdyb5O/oylOvBvPfdzkT8do7VrmjYO5jjkb1bKGQS+FHEtXKj694Hx44MU6z5FGs+kbWdn48dGV7xMVZz+cdGoISCiIiIiIiIzPPpo3vYN5gFoFT3Adg3mOXTR/fMe92VmRoD2SSNIOo8lvIcpqt+Z5K/GhPxtoXHemuywnfPT/Ha1eJNvRva42v3ThjMpfnA/gE+9Z4Rdvf3dF0VcHikwOc+vI9CJsFosU4hk1g0KXGrfhKbrQ+DljyIiIiIiIjcQ1ZScn94pMDjnzy47Ot29GXwg5DTYxUgTiaU6gGeYzoJg/ZEfO6xfv7RnbdV5j/3WK+PFrk8VePgcI49g9lFd11YbJnCpakqo6UGjz/9StdLDg6PFG752uV2gthsfRiUUBAREREREblHdLP14XKTZ4grBp56fpZDwzlGi3Wmqk0SrsPnP3bfvPfOPVY7ofHb337rtnoItI/15PEz7OjruWWDxnh8F4B44n5pqspLl2Z4eFffXdn6cbmmkavVh2Gj0JIHERERERGRe8Rql9y3Kwb2DubYPZDlpx7czuc/eh9nxqp3fQvJlWwFuXCZwmipwcO7+tg3lLsrSw6WG9NqLv/YCFShICIiIiIisgkttrThbpTcL6w+uFUFxGpuIbnSu/1zx/f406/c8vvf6Q4My41pNZd/bARKKIiIiIiIiGwyS03sMwmHcj24ayX3yyUM7jShMXfCn3INV4t19gxkyac9yvWAYs2/5VaQt5rwd7McZCkLl1gsNqaVLCV5p1BCQUREREREZJNZamLvByEXp6pMV5s0g4ik59CfTfIX37eDJ4+fue07823LJQzupIfAwgl/uR7gGEMzCBktBkve7Z+bhEi6hrFSA/p7Oj0VTo9V2Lklw4nzU4z0pu6oemKzVSAsRwkFERERERGRTWapif0b12ZxjAHAYgGoNgK+/tJVdvX33HGjwuUSBiu5g9+2cPnBZLl+c5KkP27K+IVPHFx0PIslISJr8YOQN67Nztsl4o9+eI3ibJNc2mMwl+6MsdvlIJupAmE5SiiIiIiIiIhsMktN7Iu1gPtHejmy48aE91unx2lUGp3H7qSvwcHhLF/+5jn8MGIgm2SkkMZxnE7CYKV38BdbfvCnZ6f44IF+4MZ3Wm7Cv1ilxp6BLIVMgsF8et4uEf25JKWaz9nxaieh8E7egWEtKKEgIiIiIiKyySxVCdCb9m7ahaAZRJ1qhbbbuTN/arTIs6cmOLg1x7VSndFinXMTVQ4MZTu7KLTv3i+XqPjqiYucn6jgh5Zc2uPAUJYtPQlev1pm66EbE/y5E/7baUI597kDQ1leujjDZKVBZO2KejLc6+44oWCM2QX8W2AYsMBT1tp/fqfHFREREVkpxSMiIvMtVQnwzMmxmyoXkp5z0/tXcmd+4QR+olwnDCPOT1a5MlNjthmQ8lwqjaCrZRSnRos898Y4WEtoYapiGC/WOLQtz6lrFYo1v5MkuTw9S7M3xf/4le/x9vUah4bj7SsXNqH0w5Cz41VKdZ+k63Bkey+D+TQXJipcKzeo1ANcB6pNn5of8dypcR7eVbitZR/3ktWoUAiAX7bWvmSMyQMvGmOOW2tfX4Vji4iIiKyE4hERkQWWqgRYWLnQn03iGDNvor7cnfnFliQ898Y4roHZZkQzCDBAIwh5a2qWh3b1UcgkFl1GsbBp4gvnp7hebeI6hmzSBQMz9YDzk1U+dGCAZhDy7KkpGn5IZC3ZpEup5gNweqwyrweCH4Rcnp7lwmSVXMol6Rgq9YCrxTq7BzK8fHmGbMrDNZa3JutYLB+8b4CRvh6KrWPK0m5ORXXJWjtqrX2p9XMZOAXsuNPjioiIiKyU4hERkZVpVy4UMglGi3GTwyeOHeLxTx6c99hyd+bn9iZwjIkrHixcn/VJeQ4Wg+c6OMZgsZydqC66jKKdmCjWfDwHXjg/zaXpGinPIbJQboREFlwDY6UGHzwwQM2PeGzfAIO5FOmEx5nxCpOVBr1pj5TncHa8CsQJk0ZoGe5NkU97BBGkkh6P7e9nz0CW596Y5L2740THWLlJT9JleyHD9VrQ+W7tpRqyuFXtoWCM2Qs8DLywmscVERERWSnFIyIit7ZU5UI3pf2L9SboSblMVRpYLK5jaAYRYRT/fH6iwrZ8in1DuXkVCZemZ9mWj7dqfH20RC7t4TqGMLIUMh7VRsBMrUkUgTGGX//DNzg4lGV3fw/lRkBv2qMRRJTqPo0gIogiTl+rcm6iQhhZdvRl2FZI8+GDQ53dLQAiaxkr1XlsXz97B3OU6j75VDw9rtQD4Pb6SNxrVi2hYIzJAf8R+JvW2tIiz38O+BzA7t27V+tjRURERDoUj4iI3B0L+yUkXUO5HszrxdCbju/qGwwGCCKLZ8BzDFh4+fIMD+zIz1sq8d1zk5wbr3DyapFSPWA4H1cTzMw2MRgSrsNsM8JzIJtymSw3GC/VuXy9Rk8yTiakPIeU61Cs+UyUG/hhRD5tsBZmqk0qdZ+ehMu+oVxnrJemqvhhxB/+cJTBXArPGBpBBECu1bRyI+/wsFgDyvXo9XDHSx4AjDEJ4ov371hrv77Ya6y1T1lrH7HWPjI0NLQaHysiIiLSoXhEROTumLssod0vYazU4OJUlWLNJ7KWYs2nP5vkvq05simPTMIln/IwTjzl3FZI897dfTz3xmRnOcFUpUHNj6sY/n/27jXG7vy+7/v79/tfznXmzJXD4XWXu+KaXGplS16vV45lJalkFg7cwmgqFLCRogVcFKgfKBH6IEBh5EGKoHGjBwYaQIDaGBbQxEZjIKmblVdOlLXitSR7rZV3l7sUl+TyNhzO9Vz/t9+lD/7nHM4Mh+TwzpW/L4Eid+bMmXPmnAfz+/6/3883KSyBUlzdTKlFAY1KBHjaicFTpu12E0NhPcbB+dUBZ5e7vLfU4QeXN+llBu89xnmqUUA1Cjg0XaNeCelmhv94doVvf3CD5U7CxdUeb13a5BPzDSJdFiI6acFarwxnPDZX5ie0k4LTpxae5I9+V7u9Hl974wJnltqP/bE8jC0PCvg6cMZ7/88e/CEJIYQQQtwb+X1ECPHj7klekd6alwCUf8/UKYylVYvGj+l/Pv0CAN948yP+37+6ThgoPjHT5FOHW8w1qzjv+cGVNq88OwPAuZUyKHGpndJJPW64ubKdFBxsVQiCshhRDRXGeuyWx+SBzHoCBWGg6KUFSW6ZbUQcmq6jlKKfGVZ7GZ6yu2GpnfDB9Q5KKSZrEYnxPDtXZ21QYKxnoqp56VCL3HpatYgvvXxoTxspHvfrsuvrMfz44+5SeBgjDz8H/BrwV0qpHww/9g+99//fQ7hvIYQQQoi9kN9HhBA/tnbbqLDXFYx7ue+7HYh3y0uYqIa8f33A3MT2j59YbPGPf+Ul5iaqt6ynHI0Z/MFbV/CUAY7GOnLrt92HB661MwJdjksopTB++20AFOA8HJqq0c0MncSwmRRMVAum6jHrg3wcCpkZz0wjIjeeQW4ojGOzn9NJCj59ZIrZZ2c4s9RhfqK659yER/m63MntXo8nkffwwAUF7/13KF9LIYQQQognQn4fEUL8OHtUV6T/8IdX+e1//yGFdcw2Ygpj+dobg1sOxAenauPiwEo35a+utjm/0icpLH/24RpHZ+vkxfavPb7Q4Lf/+EOMKw/y9Ujz4eqAVkXz4WqC957C3f6xecA4aMSQ3uaGavh/m4nBOYf3nqzwnF/ps9gyJJnFUwYw7p+s0M8NcajITFmk6OWG+WaFcyt9eqnhykbCoen6tuLAf3ZinrPL/V0LLk+qU2Dr6zHypPIeHuqWByGEEEIIIYQQD9ejuCJ9ZqnNb//xh6BgthGTGcfblzepRAH/4Pd+yBdOLowPz8cXGvz2v/+QXlrQzQyZsWRFOW4wyC3vL3W5spHyqUOT4zWL3zqzwgv7myy1U65tJqz1cyKtWGpbvAetFWXZYHeeclVkbsuRBmNuva0DQgXeOQaFRWvFdDWksJ7lTkY1Dtg3UcE4TxwqrmwWWOsItMJYh/OeOFCs93I6g4IX9je3FQc2+hm//ccf8rPPze7agXA/r8vDGJE4fWqBr71xYfz9uqmhnRR86eVD93Q/D4MUFIQQQgghhBBi6GlJz9/qUVyRfu2d5XH3wCC3XO8kdBKD855AKS6vD/jGn33Ef/GT+9kYWI7va/LnH22Q5BbrPFoBCpQv/86M4Z1rXaIwYLWbcn6lR24dgSo3NSign5cdA3gIlMIpz45pB7aWGQKtMM4TBYpYQz5sVAgoiwkeiANFah3eQxxqpuoxg9xSOEcl0HRSgzGOG+20vF8F1SigsI6K1qwPCmabFVq1kCOzjW2PZamdYpy/bQfC7V6XSqD46utnb3kPPawRiROLLX79c89ue5/uJe/hUZCCghBCCCGEEELw5Gbi7+ZRXJG+upkw04jYHBSs9XPSwuKsxwAGj1YW8Pzum5c5MFWlUYnIraMaaXLjyYwjUKBUmWOQG49xBW9f3iQMNPPNmIlKyEdrAzLjhqMHZSaCx2NcWQTYafSh0QzbRCXEek/uHdWwLDd4oBGHRKFiY1CQD0cijDV0U4NWoBVkgWO6ErOeGTLrqYcKFQZopQiUYqoe8+LBm4fzncWBtX7ObCPe9vi2diDs9rpcXh/gvCcKg1veQztHJAprOb/S4+//3tt88eT+eypenVhsPfFCFzyktZFCCCGEEEII8XG39cCnlRr/e9TG/6SMrkjnxvKtM8t878I69ejBjnIHp2rsn6yy1s9RgHFlMQHKUQPjyqJB4TwrvYxmJSBQisyMegPA+7JIYEd/bLk+spcWZMYxyC3dzJDkhtwMD/3OY3yZj3C7CAUN1GNNoBUHp6scaNWoRgGHZ2p88mCLQ9N1furINIen60xVo3HxwQ3/GA/WQSXUtGoRcRTw7FydZj1mph4TR5rpZkwQqHGx6PSphfGqyNEazCjQ7J/cPtKwtTNk9Lq0ahFL7ZRWLWJhssLR2cau76GrmwkT1fKa/mov5S8+2sR7D54nuvrxQUiHghBCCCGEEELwdKXn7yYpHK88O0taGN651uF/+N23+PnnZ/nVV4/e5xz+gFoU4LzDDMoigabMN/De44YtBMZ6lFLMT1RIcsMgtwwnHtgZbWCcx2SWc8s9wlDhnB8XHW5nXzNEqYBOklOJAn5icZJuari6MWCpnTHbiJlvxmwMCla7OQemayxMVljtZSiliAIo7PZEBq/Ae08lLAsvtSggCgJ+8nCLcyt91nvlBohvvPkRmfUcnKoxXQ947d3r406F0y/uY2NgaSfFrp0hu43HfP07F5ltbj9mj95DW0ckzt3ojx/bRC18oqsfH4QUFIQQQgghhBCCpys9f+dhdaVbXgHPjeUHl9tUQs1ULeSda537HsuoR5rUWLLCoobhBQ5Qw4wE58u8gkAr0sJSjwMWJissdTI00MnstvvzlF0LivJ+7LDacLcVPDd6hvmmYv9UjXocstiq8RP7I146NMkbH6xydWNAFJajFtZ5NnoZH97okRuH9R6tFNVIkRVu3PVQjlaUHRWLrSq9zBJqxVsfbZIWhvVBjnGeqxsJrx6b5u3LKd+7uM6+ZoWT+yfoZpY//OF1PrHQ5IPrXTyenzo8Nf453248phZpuqnZ9T20dUSineRUAk1mPS8emASeruLVXklBQQghhBBCCCF4etLzdx5WL672+PbZVaZrIYXzNCsh1SjAe083M+OW+r0WFLbe/2eOTPGfPlxDo4h0ucrR+u2FATycXe4Sh5r9E1U+94k5zq8MmDWWi2sDhrmM5Z9hIQIg0uVowx2aE8bWewUb/YIgUKx0UxqVkH0TVQpryYwnMZZQQz0K6OWWMwJQLo0AACAASURBVNe77J+s4pzHOI/3HjUMiRyNcPQzQ3uQ89KhKfq55XonpT3ISQpHFGiqkcI6+N7FTZxzWOdZ7mYUzlOLNEnhOLvc40svHxm/F0ZutzKyMHZ8u53voa1hilppUIpPH2kxP1F2xexWvHoaQ0K3koKCEEIIIYQQQvD0pOdvPayu9lI+WO4RaUVSWHLrh5sWHN3UYr3n+xfWGBR2z4fOrff/3pLhQKvG9U5CL7WEw4LA1nwD6x0KRZJbVropz803MM4zP1FhqZ2SW4dWZfFAbakeFLcLSdiFBbQHbz3GejqJwdqE1X55ONeUmQiF81RDhfXQTXN6aYHbLY/BlyMPm0nBh6t9FltVvIepesSs1lzdTAi1ItSKXlbQSy2VsCyLGOu52k+pRZrMuHEWwuhnt3Nl5Eo35dxKn25SgIL/6W8+x9nl/q7voVGY4qh4FYcBzvtdi1dPa0joVlJQEEIIIYQQQoihpyE9f+thdTRrvzBZ4cpmQjUMSArD5Y2UWhQw2wi5vJGgh1kCtzt0jq50v7fU5i8vbdKMA/a1aqx2U+aaFXqZwXuoxQGbg6JcDUmZkVBYgHIMIrOOM9e7zE9UyIxjshayOSjGeQujboXRv++FA0IPUVAe7Fd62bjbAWAw3BuZG0ezGqKVIgw1Rb69nOCB+WZMPQ5Y6+UUxnFicZKP1vpcXB3QqARY53FWEYXlCkkPZMYTaofz5QaKQW6ZaVbG97t1JGE0HpMby1uXNqmEmihQKKX4129dY2Hy5tedX+nt2mVwt+LV7bognqacBSkoCCGEEEIIIcRTZGuWQyctmKiUx7bD03U88KPlHIBD01VWumW44MJkhfMrA3722CwA33jzI+YmqlzdTIgDxXKn3NTwo+tdellBe1DQSYryEK81SWGZqEYoBZPViEFhSXKLB0JNGX6oFYX1rHRTwkBxo5sTKAiUx245028tKtwrC6z1csJAkRnPMNphfL9QjmQMMksvNYSBYroeEWjFSq/8uSjKYsB6PyfQcKObsdbLKGw5FlHmQYR0M0M47PoI9WjzhKeXWZx3WAc/eejmwX3rSMKow+D8So9KUD7b3HqOzdV4/3qP1V7G547Pc2Glx79+6wqfPjLFkdnGLQWfOxUGnvaQUJCCghBCCCGEEEI8Uvc6B78ty6ES0knLhY6fPjLF/ESVTlJgnBuua/Qcmq5Sj0M6aTkekBnDf3h/hYXJKrlxrPfLA3otCthMDPUopO8NiXEECq63E7TWNOKA1X5ZoGjEwc1tDkoNMwoUeMisZ5BbNJ5eailcuWqyGWty68jtvXcnbGU9mJ3rI3bwo44ID0lxc+uEZ/v3tg76meH195YxzlOPA/q5pRiOaWTG44b3E2mF9eW6zEDBwmSFfZO1bSMJLz8zxVdfP8vVzWQYwFgQh5pWLebUwUnO3ejTrAQUtgyLvN7NaFRCrncynplr7rnL4MxSm0vrA/7y0gZzzQrP72sw16yOixpPS7bCgy0vFUIIIYQQQghxW6M5+HZSbJuDP7PUvu3XjNrhW7WIVj0CD8f3NZltVmgnBY045GeemeGLJ/dzbL5JoMtZ/8lqeVj9i4ubpMMAg4lqSG4d/dRweWNAHCpqcVB2PShFGGiUVnz2uRky64kDzUw9ZKoejbsM3HDuYHQFP1Bl4GFSOIz3eMrchX5eFhMexM6CwO1EgcJTdgWkhWOwI7BB4fHDdZXGedb7ORpPoDWVQBFoRTzsLKiFo+/riQLFRCUkCgNOn1rgvaUO/+bta7y31OEn9jf41pmV8WvZzwztxNDLDP3M8MPLbd6/3uF6J0UPf3i91DBRCcbFHrh7l8HoPbN/okKkNe2k4M8vbnBxtUc7KTi+0Ljn99SjIh0KQgghhBBCCPGI3O8c/NZ2+J1Xo3/jbz83Ptgem6vz/QsbeODkgQnaScH1bspCM6YaBQDU44CssJjMY6wjyS25dcSBZr4ZE4YB/8ev/jRnltp8482P+JNza0zXQw60Ym50i3I1IwDlGIDzUI2gGimGzRO3hiLeg61jDaP/BtCqLAjsvF2kGY8pFPbWkQiA1Gx/RNbDRmKoRZpKGBAFGtAUtiC3ZVGkcGCdBywLk1X+9NwGP/vcLK88O0M3NfzBXy5xfF9zW1jmRCVgIynoDAxKjVZsOnppwUo3pVkN6dzjKtKt75lmNeTcSp/1Xs5SJ+Mf/fLJpypbQQoKQgghhBBCCPGIPIw5+N1m7Y/NN3ntnWV6meGVYzMoylGEfRMRs/WYWnzzqDddj7mykaAVdFJDoBValX+WOhk///zc+Pv84195aVzAePdam2i5iwc2BgVRoOn6MrCxk5gHKiIA2zZKjIoFoYZQK4zzuB3fYFQwGDUj+DuMVtjhGAYetB6usvSQGUcxDHywHvyODREOSI3HOodxntxYvnuhQy81XG+n9NKcP7+0wVovI9CKxcnyta3FAbl1hFoxWQ2pxiHnbvTYP1llaTPhhYXmbbc57LT1PTM/UWV+oorznqV2yonFFl//zsWnJltBCgpCCCGEEEII8YhsDVgcudsV6jvZ2a3w3/+NZ24pNqx2U948v45SikqoCXSZiVAWHRzOOaxzJM6Dhx9e2eSrr5/l9KkFzq/0+OffPs/ljQFRoDk0VeXcjd54pECxvWvgQYxiErSCKIDMlGMVZjhicbdgxzsVNEajE1GgQCmmqyGFsXQyW+YlBGXA5O2eyvV2xpFZPd7gUOYiWK5sFoTD4ADnPJfWB1SjgKOzdQC6meHTR6b40XKP5W7Gq8/N8YunFm67RnI3d3vPPOz31IOQDAUhhBBCCCGEeEROn1qgnRS0k3K14ujfp08tcGapzVdfP8tXfv9tvvr62bvOwO81j+FXXz3Ks3MNgPHs/k8sTvLC/iaLEzF+yym6EpbbEf6fv7jMf/d/fZ9/+AfvcGltQCVQFMbx9pUOvdyVnQT+wYoJimHXwFCky485XxYT9I4Kwv1+K0V50LVlvQRjHWu9nM3Ujp+HcaDuULEwHlZ7BZVQU43KgMqk2L7KwvoyzNFYR2bcOMdirlnl5IEW/+VPHuT0jmLCXsIT7/Se2cvnHycpKAghhBBCCCHEQ7KzSACMAxaX2imtWsSvf+5ZgHsO1ts6O6+VGv/7tXeWt93uxGKLr/zicT7/wj5OHZzi8y/s41c+fYDNgWEztbTqEVFQ5itk1hNohfOw3s9pJ4bUWAaFIzP2gbY17LTzAF+4m0UDRTnq8LB4ygKFsR7rt3czeIZdEHd4cqGGfm4ZZAbvPSvdDO8h1uWjDQJdPuZAoVQZvthNDcfm6+MD/v2GJ24N5dz6nhkVIu72+cdJRh6EEEIIIYQQH0tPy+q8rY/na29coFWLth0gf/1zz/LlLxzfdtuvvn52T8F6W5/je9c6fOrwJHCz1f12s/M7cxe++vpZji80WeokBErjvB8GEMJkNWSQW/Jh+0FhPc5bzIOGJOzg7nCA94B9SLMU45DGu9zdnZ6eUopIK1Z7GWGosd5TjcqfW6QUoVZ4X45NNKshLyw0ubSR8KcfrrMwWeXvvXqEs8v9ba9xbiznV3r8g9/7IV84uXDH9+tuoZxf/87Fbe/zJ/leH5EOBSGEEEIIIcTHzv2sY3zU9tpBAGXw3kR1+/XdncWBrc8x1LDWy/i3P1ji359ZZrWXAneend/aLfFH712nXgk4PF3fFk6gFSSFpZMW27Yl7KWY8PD6CUoPuHFym53jFffKWj8OsTTW0aqGhEqRGU9S3Ax21EpxeLpGYhw//cwMv/ypA5xcnORbZ1Z4b6k9fo1XuilvXdoE73He7fn9+jS+z7eSgoIQQgghhBDiY+deDu+Py16KBCMHp2p0RzsXh3YWB0bPMTeWP/twjcI6cus4u9zl3759jX/5vY/4t29f47sX1m7JYNh5EI0DzfcvbHB4usZMo8Lh6Xo5EuDKsYA7dQ/czsMch3jYPHfuiNgLYz2tWsR6P+dqOwUF9UihFWTGo4BXnp0m0Jr1fn7Le7GdmPFrfG6lTyXUoBStWrzn9+tr7yzjnOPMUodvnVnmzFIH59wTfZ9vJQUFIYQQQgghxMfOvRzeH5e9FAlG9hKsN3qOb19ps5kaokBRizSF9fQzy8YgZ7IWstHPubja23bl+htvfsT5lR7fvbDG9y6sc3CqigeutVN+8nCLWhwQBppIK+JQE2o1zAe4N1qVnQBP48HyQeoJDsitZ7oekZtyZ0RaWHILjThg30SFTyxM8JlnZsmMJd/R0jFRDZmshuPXtZsUeO9pD3IGueH195Z571qbd6/dudPgvaU271/vkhaWiUpIWljev97lPelQEEIIIYQQQoj7cy+H98flXtL39xKsN3qOy52UOFCEgcY4qMWaSqTRSrNvoko1CrjeycZXvM8stfmTc2t478eH0POrA15YaFBYj3Hw+Rf28XPPz/ErnznIiQMtmpUApRWxVmhu3bhwO6MtDeFwvuBevvZBPerDbBwoLq0P6GaGtCi7OAJFebivBthhSEMlDLDO8+b5NV5/b5k3z6/x0WqfFw/cfI0ZjpYopdBK0awEdFLDlY3kjuML7cSglKIaBdv+bifmtl/zOEkooxBCCCGEEOJj5/SpBb72xgWgvBrcTQ3tpOBLLx96Yo9pVCTYGhT5pZcP7Sl4bzej52idR+uyBd+4cjVhJynQw5N7JdR00mLcofHaO8tM18sgwNEhFOBaO+OnDreYm6hydTOhkxoaccCrx2aZrUf86fl1OskwS+EeLu8rygDEgPLKfqTLsMJHPRJxL5mRinvvWLDOY7Z8Ubk206NQXNlMeH6uybc/uMGVjYQkN/SyAu/hysaA95fgxYMT49f49KkFvvwv3yaIytcrG3Y0vLDQvCWIc6vJasiNTspGPyMpbBmkqRTzRcyZpfYTD2aUgoIQQgghhBDiY+deD++P83E9rMcweo4/Wu5ycbVPo6KZrEZlNoCCejxc/WjKIsOoQ+PqZsKJxQl+cLm88l0JNXjPci9jph0ThQGLrSp5YXnr0ibtQc71Tk4j1nSTez94x5FCe4VRwJZNDaND/P0c5h+m0fcPVFkUuNtj0WpUPNjlfjwEgcdYWO3nLExW2T9ZYWOgWO3lVKOAZiWkEmr+4K0lPnd83/g9cXi2RntQ0M0Mk9WIUwcnmWlUbjumc2apzXI7Zbmd4inXX4Zaob2nEgTjDSJP8j0vBQUhhBBCCCHEx9LTsjrvUTqx2OKf/t2X+K1vnmW1l9FOcjYHhqlaRC0KaA9n85+ZrY87NF57Z5l2UvDpI1OcW+nTG+YvzDYqHJ1tjNcYPjvfBODPL22gKTcahIHCOj8+TN+pGKAA5cFZcMpjnKcSKjyKUX/C01JMgFsLBLe7veZu3Q+KqXrI6VOLtGoRr79XBiROVCMqkebwdB3vPev9Ylv3wcnFFu2kGP/8AdpJseuYzihUMzOu7GiwDo2nFgV4D1GoxyMuUlAQQgghhBBCCLGrE4stvvKLx8fdGIOs4KP1hLVeRu4KjszUeWauOc5qWO2m/Mm5NaqhJgoUufE4p2jVwluCLI/ONfjexXUmazH9vGypV5RrExVQDRWJuVkc0AqiQKMUVAJFN7NM1sr7XO8Xw9uWX6u4t7GER0Fzb+sotSoLD6NCRKhvrtB0QKzKzITn55vjn2WzGrLUTqhFehzOmBnHTCPizz5c5b8+v8ZyJ2WiElKPA04eaJEZw3vXumwMCv7G87O3jC+MNnwEgeLgTI3zqwNwntw6js7Wsd4/8RBSkIKCEEIIIYQQQjxxZ5ba28Y3Tp9a2HbAHHVjjK5cv/zMzDg74vL6gJVuyv/+R2e5spHwwkKTFxebvHl+A+McR2fqPL+vyQfLPT5a7Y87E1a6Ke9e69BODYX1hLo8UOtA4XwZ3uhgXByIQkU9CjDOkxSOpCgPz2v94pYuBM+TXytZ0aADTWEdZo+VjTjUGOsYPjWMg1AxzlJwHl46NMl63/DG2RVePDDJ8/MNPrjeZa2fo4ALqz3qcchsPeRHKwMOTNXY14zpZpaP1gdl2ONGynQ94rPPzRCHt44vXN1MWGxVmaxGpIVlph5RWFcGYGpNNQq2hZDe7f3zqEhBQQghhBBCCCGeoFGRoFWLWGxVubja48v/6jqHpmu8eKC17XA4unI9apsvrOXCap/VXlZmJQAfLPeItOLobB2AShTwzFxZRPjgeo+ZZoW0MHz/wgYemK6FDHJL4Tx+WEhQSlGLFIFWGGtxHozxtK0pMxy2eNKFg9uxvuxQqMchvcwQKFAK8tu0LOjh+sudz6/MLoBmJaQaBTy/b5LMGL57foPvnl9n30RMkhXkrryPTlKA82wMcmab8fi1atXK1+f82oAvnty/bfQB2Da+cHCqxsXVHoPM8NH6gFBB4TyVMCAt7LYRl53vn3ZSPLZ8BSkoCCGEEEIIIcRjstuV5K1FgtVeygfLPaA8mO48HI6uXI+cu9EnUJ6rmwmF9dRjzUQlYqmXcWyuAUAvNax0U5baKWv9jD967zrtQY5W5SrKQW5QKOJAEYcB9UCRGUegNNP1CDs8HHcz+/RWD3bhPBTWjTde9DJDwM3Qxd1uj1JEgcYaN+7MGH1ukFu0UuTGsm+ixqvPKb5/YYPvf7RBoBSTFU1mLLn1rA/XOh6aKn++6/2czDgirdhMzC2jJzvHF44vNPjXb12hUQk5PF1luZOTFwULk1WOzN4ccTmx2OKrr5/dVmQa/f048hWkoCCEEEIIIYQQj8HtriT3soKf2D8JlAWCSqiphJpeZm85HFYCxRtnV8htudnh8nqfQe6IQ0UjDsiNY83kGOfGqwlzY/nmu8tkhcE4z2KrhnGQGYvCEgeKwjkyU7b8T4UR9Vgz36xQCeDcyoB+bp94wOK9qseaKAw4NF1nc1BwYbVHoxKSGYdzZYjkaOvD6LkluSUKVbn60t1cfRl4KKynkxb84V9d57PHZji+f5KpeoRWilY9wntfdhFoAE9uPBfXBoSBphoGxIFmkFvAbxs9AbaNLwCcXe7zU4enuN7N6KWGY/ua7J+o8Ox8ky9/4fi257m1yLTSTTm30qebFKB45KMPUlAQQgghhBBCiMdg57jC6O+rmwnd1NCqRXTSgonhobc5vIo9unp9ZqnNtXZKLzU0KwFJbljrF4RacWi67EZYaqdY54m0opsacuPopDlaaawvAwXXB/m42ACQbVl/kBlHO80JlGKjl2EcBBrYw7rFp42nfOzdzDDdiJmfmObtKx2ywt0SFjl6bg7ITBkqGely3MF7UBqqWuOBzBi+d3GD6UbMWj8n0Ao8pIVDq3JcpLCeaqTJrcc4Sz0qiz3Oe07ub3J2uRw9GeVgjMYXRq5uJhyda2wrOjjvdw1hPDhVo50U5KZcA1oZhnEqpR756IN+JPcqhBBCCCGEEGKbq5vJrq3uk9WQy+sDvv3BDW50Us6v9GknBc/Pl0WC0dXr195Z5uhsg1eOzVAZ5gKAJyss1zYTljspubGkhUUpxavHZohDRZo7ksKQmfLv9rAdH3YvEtTDgEoYkA9DGUcH89EIwL0cItXdb/LI9HPHaq/g4kqPG92U1W5BqFRZINkD48pRh0CXxZ+JWohSZZZEPzP8u3euszkoaNVCcusphoUZ6zzOQSMO0Xis83QzQxxpfu65WT77iX0cnq3RqkUstVNateiWQ//BqRrd1Gx7PDu7GEZOn1qgnRS8e61DJSh/4rn1nDo4OV4t+ahIQUEIIYQQQgghHoPbHRIXJio4Xx5GJ2sRxnnM8Gp2e5ijcPrUwrggMT9R5fn5BnEYMFWLCAPFZlKw0svp55ZIK5qVkCOzNVb7OShPYcoWg9sFEm61mRrWB8X4v40DrRVK3fv2hqehqyExnmubA661E3q5oR6HVEJ1x2LH1ufpHOhhtkIUqOHnPFrBJw9O4of5E1qXmQ3GesJAMd2IadVjWrWYQ9N1/uYL8xzfP0k3NZxcbPHlLxznt/7up/jyF47f0kEwKhK0k+KW98FOJxZb/PrnnqWwnsw6qlHAZ45OMdesPvLVkjLyIIQQQgghhBB78Ic/vMrvvHmJ5U7KwmSVv/fqEX7ppYN7/vrTpxb42hsXALa1utcizdHZBi8dmgJgtZfyztUOb19p88WT+/nSy4c4sdgat7a3ahHnVkZZCwG5zfHDjQZ46BeWZG3AP3v9HLVQo5VCqWEewB5O+LsFFmbGE+lh+z8QbFml+Kg9jOyGzEA1UmilMM4RB2WA4l44YKWXM5z8IAoU+yer7G/V+NThaQDevdYZdnAoqnHA/skK1SigHoflDw340XKPKAhuGW/YzahIsDXAc/Q+uN3tv3ByYfz+GLldV8PDIgUFIYQQQgghhLiLP/zhVf7Jv/uARiVkXzOmkxT8k3/3AcCeiwq3OyR+/TsXmW3ePJrNNat87niFpXa6LYBva0GimxREgaKf27KQMDzsO1/O/o82HFRChfXlIXgUQni/Clce7iuhIggUWeEodoYRPAJald/3QQsY/axceWmsp1WPgL0VFEYcZdEm0oqNQcGLByZZ7aVcWO1jnOfITAPjHNc2EwrnmYoCPntgFLbZY7mb8WotumNhYKsTi617yj64XcHqbsWLByEFBSGEEEIIIYS4i9958xKNSrglUFGPP34vXQq7HRK3dh6MUvrXezkzzZgzS+3x7bcWJBiG/7VqIYPcoBXkxqFV2X7fzx0e6KTlodnAODvgdmsT96IWKZrViH5qsA+5Q0HDLWGJ9UhxeKaBdZ4PV/oP1KlgHMQaCl8WZPYqUKCHBZtQa7yC/ZNV1voFl9YTNvoFtThgolqGaWqlaA8KqlHAhyt9nt/X4OSBFq/Wols2NDxM99rV8DBIQUEIIYQQQggh7mK5k7KvGW/72EQlYLmTPvB9j64sr/cyzi73QJWH/8XJyi0p/aO/V7op3zm3RloYIq1IjcN6CJVnkPtbDt6e8kAN4w78e6YArTVpbkiMe6Buh70qHKx0M/ZNVpioBuMCyf1yHuqxIsn39uADBUqVXQleaY7N1rmymVKLNO0kZ7mT4fE47zi/2kfhMbZc2XlYK5Lc8OaH6zw71+BLv/joigkj99rV8KAklFEIIYQQQggh7mJhsko3236Y7WaWhcnqA9/36Mry9W5G4RytWsRPPzPNM3PNW1L6zyy1+dobF4jDgM8+N8NULSZ3ZQighvFmhp22BhBOxJr4Pk6CnvIAmVlP8AjWN+z2uAvrWR8UvH+998DFBCjXQDYrMdEenkCZFaEItcI4aMYBYaA5NF0DpciNI8kt/cwyyB0KGOQW6zxxoKjEIcaV4wcLk5VHetA/s9Tmq6+f5Su//zZfff0sZ5baj+x7bSUdCkIIIYQQQghxF3/v1SPjzISJSkA3s/Qzw2/8receyv2fWGxxZKbOK8/OsN7POHejz1uXNpmohMN5/9Jr7yzTqkXjP//5J2tcWOlxfrXPxdUe/bw8lu+8/j4KUQwVnDhYhj+u9VKubCSkxqO5ORJxp1yEQWFxvtx6EGqP92WmgnHlqsKt7hamOFpDuZcYhocRzMjwPla72T2kJ3iqYUjhHI24DFS0zrEx3ILhnB+OkHi6qcH5sjukFoe8emy2vI33LLXLTpYzS+1tIwmnTy08cKFhVGRq1SIWW1XaSXFLZ8ujIgUFIYQQQgghhLiLUU7C77x5iUtrfbRWHJmpc3a5z7EtOQcP4uBUjbcvrfNX17o476lFAUlm6CRmnKVwdTNhsbW9K+LoXIM4CrDeY61jqZ1u66ZQQCXSmNyhtlyYr8Uhk7UInxQcnWlwo5uSFJZaoEgLt+sB3jgIYLzmEgXWe7TSzDcjCuvoDvMVdn79zqLAk1o/ebdiQqzLoooHlFbMNGP2TVToZZZrmwMcw24Q68idLwsjtsxOGL1uzerNo/Zo08L9HvzvVoTYWmQCxn+/9s7yIy8oyMiDEEIIIYQQQuzBL710kH/0yyd59bk5vnhyPy8/MzM+FD6MFvPjCw3eutwmLyy5saz2Mq61UxqxGo89HJyq0U3Ntq8bHVgVimoUcHS2QbjjpFfYUReCIi0s/azg8npCWjgOtqpY5wFFIw5oxOG2wgNsPzg6GIZClnkMuQHjHEluGOT2ttkKu334fgsFD2viohaqbfc16pgI9M38hDgI+M1ffpG/fWKBwzMNqqGik1my4doJP/xTi4NhcGfMZDXCeU87KWgnBadPLWw7+Gulxv/eOtKy06gI0U6KbUWIre+3q5sJE9XtvQIT1ZCrm8lD+indnhQUhBBCCCGEEGKP7udQuFdnl/vUIo3xHusgDjW1KODiesq718oD5OlTC+ND6ujA+tFan9VuSloYLq0nZMYyXY/HOQdlIKNnuhYy06gAcL2T4Xx5dR2lUAqcc3RSy2aS33LSH40lbB2NGDUp+OH/Ocr7CR74J3F3D6OgoBVM1mJmG9G2j3kP1pUBjmnhubQx4Df/zXu8e63NSjflRjcHdnRbeKiEmmdmG3xiocmpA5MstVNatWjcgbDbwT8zhtffW75t9sFe3m93KjI9ajLyIIQQQgghhBB7tNvIwcO6Gnx1M0FrRT0OqUblqd17Tz+3dIYHxlGA4++++RHfOrNGmpcN/JPVkFeOzfAnZ1dZ6eUE+PHhfrIaEGhNahwLtZBTByZZ7qT4QDPbKAMKr26maK1pVRW59bcEUEJZTAgDCHT52JwHpfzNA7izWKcYHW0fVu7BbkYFjlEOQxiU4wZmL4EMw6+pRRqtISnKHIRAlSMdOx+zMY6lzYROJWS9XwzXR5bPGcrbOw+9zPLigUl+7dWju44abF0PCrDaS/nu+Q0mquG4++B/e+0DDrSqZNZzcKrGu9fanFic3HY/O99voy0ho891U0M7KfjSy4f29sN4ANKhIIQQQgghhBB79CivBh+cqhHq8hhurB+OE3hCrWjVtl8LTgrHK8/OMj9RoRIFfLDcQyvFPEEpuwAAIABJREFUL7wwz9GZOkprJqvl1ewgCIijgAOtGlEYMDdR5chsg/mJCtONmI2koBJqvPe0E0NuHXrYAjDqBBiNAlgHoVZM1ULiQBEHAfsmKkSBGl7Vv3kc3zk2sdP9dBmMvkZTBkz64eOqhHrPayzjQFEJy8JNI4440Krx3372CDON+JbbKsrnlBaWFxaaGOvGhRKtthcfjs01bltMgFu7S9652kEBLx6YRCtFbiyX1ga8c60zLjBc2Uj4aLW/7X52vt9GRaZWLbqlK+JRkw4FIYQQQgghhNijR3k1+PSpBb757nXCQJMVlqSwaKX45IFJTt4mhK+XWQIFq72cb767zHPzTU4emGClm5F5i0IRh5qZekw9DuimpuyEUHCjk7LcSRnkBuf8eLuDNX58UN7aZVANFaHWTNQi+pnBA/snKwxySzycg/DGjbsH7nbAv9v5P+DWAEVFOXJh3M37V0A/v/vehlqkiQKNUjDXiDEefumlRU6fWgDgg6Uey931W75OK0VuHUdmGzSrIdZ6+oUdrpUsv38Uap6da9zSYbA1QHF08B8FLObW8fKz08xPlB0v51b6NCvBsKBTjje8sNDkg+s9ZpqVO77fTiy2HksBYSfpUBBCCCGEEEKIPXqUV4NPLLb4jb/1HJUgoB5HfGJfk597bpbpZnV86IXtIXy5sZxb6bGZ5PQzw+Yg50/OrtJJC/q5oZsVtAc5VzYGbA4K4lATB4rNfkGrHhFqRWH8tlWRWw/6SkE1UlQjTaMSUo0CfvrINJPViOl6xFQtYpBbAq040KpSjQNCVYYd7nSvHQm7lQgc3DLWEGlFqLYXMPSO76eA5/c1OTJTJ1CKK5sJ/cyw0k05v9Ljt755lnMr/W1fN/rbOI9C0U0Nrx6bZaoRc3S2TjXSaAVaKz59eIpmNbylw2BngOKJxRZf/sJxfuvvfoovntxPNbp5jb+XlkWayerNTIcjsw0Oz9aeSPfBXkiHghBCCCGEEELcg0d5NfiXXjrIsfnmHdcEjmbxC2u50c3Ag9blAXi5k1FYi3OeKNCkhSW1nkHuGOR9XjrUQgHHF5qcvdGjrwytWshGUo5x7Mw9sB688VRDRS+zzNRDmtWQozM1/uLSJsudjEAr5psV5iaqhIFmqZ0SBZrcFoAfZi3cvmNBK4gCNd6acK/y4R1vfeyOWwsKnaRgY5CXKzE9TNdCvnt+nW+/fwOlyy6ESqhIt2xvCIYhjVlh+I8f3OD5hSafPDDJpY0ElGJ+osqnDrU4vn+SN8+v3dJhALdf37iz2yUKyqLFJw/dvG03NZwcFiGeRlJQEEIIIYQQQoinyN0KFqOD6PmVHoFW1OOA1DjiMKASavpZQbMaMVOPuLKZ4pwbZwG0ajHL3YwTi5M0qyF/9N4yQVBeaXd+9yBF58vchOla2ZXwH95fpptZalFAbiwexVo/G2cK1KKAzDjiwJOa4VrFHXdaDxWp9cPVjIqpWozzns1BjnE3H8e9lBg8ZWdEsqUgMFIN4UY3w/tydWazEjDTrJIWlqubCZPVkHocoIDcFtjRBgt/syuinRTMNWMqYUglDnnpUIs4DMaFg15qCPX2DoM7BXbuHIF48cAky52MKAhw3j/WcMX7JQUFIYQQQgghhPgYGR1E//7vvU2gFDpQHJyu06iEeO/ZGGTEgSI1jqlaSBhojHVYD4dn6ry31KGbGuYnqhybb5IVFmcdm4nZ9QAfKiic59m5Ou9c7ZIZy0Q1RKGw3hMOMwZy56mEmv2tKgenqry31OXa5oDCbj/cxwEEgSZwFuugWQ3oZQWFLfsKPP6+N0QkO7ocNBAFUKtEdFJDJdAEWqGU4sOVXhkm6T1JYXF4+pnB+fLrHOX2iFoUUIk0hfX85aU2nzk6RasWURhLOymAsnBQWMu1zZyZRsSb59d4fr5BHAYcnKpxZqm9a9fJzuLRztt96eVDT814w26koCCEEEIIIYQQHzMnFlt88eR+Lqz0OHuj7FTw3tNJDbU4ItKafm6phhpjPbnxHJyuMVENadXC8UH42Fyd71/YINCKSqRJiu0BBRqIQ41xnh9cbg87HcqOBaUUVYJy5GGywqmDUwAstqp898I6rVrE5iAkM27b/WqlylwCVR7ak2EGQ6sWkxs33qLxoGsnNXBsvg7AUjvFOU/iLFGgMM4NRzA8znsGmaUSBlTCcm2moxx3WGxVy8BHD/W47AA5d6PPzzw7w1LbjDsM3r3WprCeZiWgWQnJcsN3z69zZLbOf/WZg3ztjQu0atG2bIXdshCeVLji/ZJQRiGEEEIIIYT4GDp9aoEg0Bzf16QSltkFK92MIzM1wlChgHR4kG/VIz51uDWeyR8FSxoHrxybYX+rxmwzph7p8fYCKA/8g6IcmciNG6+UtMPcgkArkqI8jB+cqo3XavZSQyXUxKHGOj++P4DUeJLCUQxTF533WOfopAWZMcPVmfdHUa6FBAgC2BwUrPYLoiBg/2QF68vvP8gdzjuMLVdhegXtJKebufG6S+fLQkQ/MyS5ZaYRUwk1nbQYr24chSy+eKDF51/Yxy+8ME8tDsmdp1kNOdCqcna5P97KMcpWaNUiXntn+b6f59NCOhSEEEIIIYQQ4mNo6wz+oLB0UsOnj0xxZLbBpbU+b1/eJDWOhckqJw9MEAXBeCZ/55Xwr/z+2yy2qnz7/RucWeqwMx8xt544VIRalSGF1uNxGOvxHuaaFY4vNPhP59b44/dv0B5kOKcw3o+zGXaj1c3ARuXLYYdA+/KQfx8/k1F6ggIKC6v9gjhQNCohndSgh20Pfvh5jR9viDDDj6stWRK59TDMeri6kTDbiKlXwluyDa5uJiy2qmgVMdcs10A671lqp+PPbXWnbIWPk4dSUFBK/Z/A3wFueO9PPYz7FEIIIYS4F/L7iBDir7NrmymVsFztqJXimbkm040KubHMT1S5upmwbyK67Uz+aHNEL989R8EDavg/rWGmFrIxMDjv+bnnZ/mllxb51pkVrHVowDpFsWWtw9b7DIejDvgy9HD0Oesg1JCZew9k3Cq35UHXUhYrFDDIzHiMIQoVKI0afgfjHMaU7ftaMQ5kHBmtkuznhtQ4Pn987pZxhdHPbxTQCIy7GIA7fu7j7GGNPPwL4PRDui8hhBBCiPvxL5DfR4QQf42cWWrztTcu0E4KnHfgPW9d2mSlmwLlVfDcek6fWuDgVI2rmwmvvbPMmaX2Lfd1+tQCH631ubqe3HKgHokCxWKrShRoVgcFU/WIv/PSIr/xtz8xbuu/3s1wHmYaEfEup81gdGAffg9F+d+jP6P8As+we2Hn18O28YnbMUAt1sRBGaaYW0+gFIHWwy0SHuuGnRCuHA/ZudpSUR6Yw0ARaIXWmp95ZprVfsHXv3ORr75+dvyzPH1qgXZSDF8LP/736VMLd/zcx91D6VDw3r+hlHrmYdyXEEIIIcT9kN9HhBB/3bz2zvJ4Hr9Vi0kLSyVUvH2lTaPS59pGQmYs3/nRCguTVU4sTnBxtcf/+I2rgKceR/zU4Ra/+upRAPqZ2dZVsFNmHIXztGoRlShgshoShQFfe+MC3bTgxOIkvdRgvScOFG7H16vh/3lfFgU8ZRFha/jiqFbgh//WWuFcWWRQlFkHoQZrb36d3vL1o69TChYnq6z0cjx+OJrhsd4TBZpKoOk7i1YQR5rYewaF29YVMap7NCohUaDIjWOpnWIdvPLszC3hiltXQO7c0HCnz32cPbYMBaXUrwO/DnDkyJHH9W2FEEIIIcbk9xEhxI+TrbP5z+9r8BcfbWKtZbmbM1OP6CQ5WikKyk0K3z2/TlpY+pmlFmsmqxFvnl/nRzd6DHLL1c0EPbxKv1tZobAeax0zzQqVUNPLLK1axHov4weXN/iLixuk1uGdpx4H+OGdbL1PO6oyKIi1Ih2GNSi2FxxGKqFmkNtxocF5MO7mfSrKzgk9DHKcqIZkhaWfO65sJoS6LB4oPPnwm1cCxdxElTgtqIaaShSw0s3K7gjvMVsqIQoY5IY40FQijVKKmebNcEUoCzu7rYDc6uO2vWGvHtuWB+/917z3P+29/+n5+fnH9W2FEEIIIcbk9xEhxI+T0UYFgLlmlc8cnaKTlisYC+dZnKoRhuVBuJcbBrmhkxYEGjqp4Vo7ZXOQ8961Dlc3ExSeKFC3zS4INNzoZVRCTWYczWrISjflh1c2GeQWj0d7R2oc64NiPDqxa9ODg4PT9eHmg5tdBltvaz3khR13CoyKDm74gTgo/zuznqxw5crJxNBOLVFQFiaMcwxyi1aeRhwwUw+xXqGV4n/5Oyf457/2GT5zdJrMOKqh3lbM0DDc+FCORFSjADw8P98Y3+bHJVzxfsnaSCGEEEIIIYT4GNo5mx8FAZUo4PSpBVq1uBxNCHW5rcA4jPNkxjEohq3+gSI1lsw4/DgdcfeAglFgYW48K92MzDien29wbqVPN7NMVELmmhUcilCXt4/09nsLh9+zHiqqcUCjEnL61AL1OMABUbD9gKopNy8oyuyEUCtqsSbU5UG/EYdofXP0wXpIhu0FeVF2G5QhkgqlFEdnGxycbnDywCQ/+9wsZ5f7nFhs8b/+ykv8wifm0FoTaEWzopmsBGhdFiVy4+jllvagYJAb3r7S5vX3lnnz/BofrfZ/LMIV75esjRRCCCGEEEKIj6Hd5vZ//vlZojCgOWz9n2nEXF5PysLC8HTvPdTjEKUUzkEQgMeT2XLVYSWAzN78PtVQU40UmfEoPJ3U8HMHW8w2K3zvwgaFdSy2aqwPCiarEYFWZMayMFmjkxTc6KYEuuxBaFYC9k1UGRSWwpbjBfMTFZIiKQsHgSfwZRdCMCwEHJmuUY0Czq32sdYRBRrjyqDFUCusK9dEhoGisMN/h4pqGJTrIY3F+XJExDrPvokK3z2/BqosypxYbDHViJltxMRhGe6QGod1ZdZDEJS9EbmxXO+mbCYFh6aqdJKCpc2EX3wC4YpnltrbXvfR83jcHtbayP8b+Dwwp5S6Avym9/7rD+O+hRBCCCH2Qn4fEUL8dbRzNn+0+WH/RIWzyz1QMFULicOATlYQDA/g3dSUOQTOE4caheLgVJXNJKeTGCLtKFyZNzBdjyisxwWOzx6fwXp4dr7J1c2EmWZMoCHQmtw44kBjXXnQb1ZDmpWAfm44MlMvRwaAtLBMBprPv7CPL3/hOF/5/bepxe0yx8A4MuOoRRrvFXGosR5eOtwCBZfXk3LjgipXL1rn0QpatZDCery3w9BHRe48+5oxVzZM+RhVGcq42suZb8bUK+E4VPFGN6Maadb6jqRwGOsI9c0RjMlqQC8DPNQizY1eznPzTV5YaHJ2uc8vPcbXfPQat2oRi63qLeGQj9PD2vLw3zyM+xFCCCGEuF/y+4gQ4sfJ/V6B3tq1MCgsndRweKbGycUWxxca/NY3z7Lez8mtw/lyw0EtDjDW06qF1OKAmYbjM0en+LMP17i6mTIoLM1KyM88O82+yRqtWsSXv3AcgD/84VX+6Tc/4NpmivWOXJXrFafrEc/PN+ilhpVuRjc1eF92D/Qyy5HZ+nht4sGpGnlhsa4MYbTOcb2dkVjLdCWikxS8/t4ygQLnys6B2WaMc57cKpLCkpoyQ8EPuxsy6whUWbyII83CRJUkt1TjclXk+qDgZ47NEAUB33jzI65slDkIxxcm2BjkfLjSR6kyO2GiEhCHZduG9Z6jsw16meVnj83ivH/sGQpbt3sAt4RDPk4y8iCEEEIIIYQQT5EHvQJ9u40CX339LJ882OLsjR6VUFMJNZ3UkBWWRiVkfVAw16xw6uAkc80qpw62iIKAn31ulolqSDc1tJOCL718aPw4v3VmhU8dmuLcjR6X1gckhePAVMwrx2aIw4AgcHzlF4/zp+fW+MvLbTyeV47N8GuvHh0/xtOnFvjaGwOO72tyvZPy/7N3p8FxnHee53+ZWVkHjioQPEogJIgQD5kSRVktSm2o26RGktuk2bJj+qBbuxsL73hWaq1Xq/WO18P2TNhhxYyb0d2xGk6Pd4OcsLcZ02175HZ73FqKVNsMi7Qt+KBk8ZAoHhYlkBAEnqjCUWdm7otEFasKVQCKAAGS+H4iGASysrKeKvJFPb98nv//0oij5nBAy5oa1N4S0RtnBjWccZRxXLU0BGWa0i2xiDK5YWUdyTQMjWb92gmGxtpKupJnGhrNOrpjYaM+3NGil98ckOd5CgUshW1Ti5rCcj1P+45d0p3xJh0fGFYm72pBQ1ChgL89orXRLq8DYRnFgpSSv0pitmsolHb3KJir4pAECgAAAABwHblWd6D7BlO6fVGjmsIBnTo/ouF0XtFwQNEFEf2r31tVDDGawwElUjmZpqlnHl2uEwMjxZUSn37g1uIYSse5bFGTJOndC8PqT2aUd/1xF87fvLa95rhKV1UEbUtdyyM6P5RWMGDpWH9SLQ1B3RKzlM45CtmW7mqL6lfvXlJD0FZzOKhLIxldHMkVu0G4nt9KcmFjUBnH04olTVrUFNYdi5uUyfnFIQrbL4bSeXny1LFw7HM5N6JkOqe2aEj9yYwabEtDmbwyeUeGPDWFbA2n81rd1lwsiFkIWGZLe0tEiVSu+P+i8D7mojgkgQIAAAAAXEeu1R3owkR0cXNYi5v9658+P6wPhjL6xk/fVcQ2lcs76k/ki+GBJJ0YGCle453zw8WtGG+9n9S9t0UlXZnYdixslB2w9Fd/fO+4159oG0flqoovfPeQFjYFlEzn1Bzyp62hgKnhdF7N4YDOXh7VstYGhYMBLWgMKt2X0GjOr58Qtk2ZhqGM42lpS1imaSqRyumORQ366cmLGs7ktaAhoFeOn9OippDuu61FQ+m8FjWFtajJ/1wSqZzOJVK6MJpT+uKIQrahD7U1a/miRr9rhuOVBSazyV/RcVqSqq4cmU0ECgAAAABwHblWd6ArJ6LvXRjRr88M6rc6WtQWCxcnpoWtFZVbL969MKx/eP2s7rutRbcvatTJgSH94p3L6lpuFCfitcZZei3bkl45fk7f/3WffnfFwrLtD5WfQTRsK51zFLYtXR7NaiTraM+RD5R1PI1mHYWD/pTWMPxVCaZhaE17iyQ/FIgEA8XVD2cvjypgSvFoSKbhb2RwPU+/s2KhfnTsfPFzKXwOzzy2ck46J0ymWnePuQg2JAIFAAAAALguFO7gv/l+Qmcvp3RnvEkdCxtn7A505UT0g6GMfqujpbhdoXJrReXWiw+SGTWGAvpgKKPOxU26e2lUv3jnko72JbV+VajmOHcf7tO/f+ltDaVyitiWLMvQkuawFkQCevP9ZNX6EIXw45ZoSG9/MKTEaFaXRnJaONZVYklTUP2JtAzDUEuDLcPwu1c0hQPyPE+ZvCvP8wtNFlY/PP/DE7p1QUNZUJNI5XRiYGTcBP2BZS3ae3RA3/jpu3PalrGWWnUyZhuBAgAAAADMsdI7+KvbomqwLR3/YFijOUd3tcWmdAd6Kp0hSieiX/juoQm3VlRuvfC3H1gaTuclSYubw3qgc4EOnU2oP5Gueqd89+E+bdtzXCOZvJpClgZTeeVdTwHDUN7zisUU/0vPe/raH6wtG2dpt4o3308q2hDQkmhYK5Y0yvOkAycuaDCVlWlKEdsvtBhvDmsok1c0bGvZwoZiWFLt/VwYTuvkwLAGhjKSVPy8rqe2jNc7AgUAAAAAmGOVqwE6FzeptSlU1qJxIlczCZ5sa0Xl49Gw7W9DKDk/bAd0320tWtwcVt9gSnuPDkhS8TV39fSqMRSQ63nKO354YErqT6bVEgmqMWhJnqefnrqoY/2JsrFWCz8KWxUk6XdXLtShswndvTSmoGVoIJnRba0NZdsWCq0pK9/PheG0XntvUJIUbw6VfV6V/xbZvKN3zg/rX71wWB+7K37drVaYS+ZcDwAAAAAA5ru+wZSaw+X3e+spxFg6CTYNo/hzYYJfzcY18WKnAtfzij8XJuGVj98SDWkkk9ctzaHi+e9dHNFAMqNEKlcWZBzrT0iSBpJpNYcsLWgIKu9KpiHlHc9v6yiptTEoGYYWNEw81vaWiIbGVkYUhO2Afu+uW/RXf3yvvvYHa/WFj69SLGKrP5FWLGKX1YJ4/ocn9Ob7Cf38nYt698KwTg4MF6+zYklT2edV+m9xfiit13sHJc+T67nj3t98xwoFAAAAAJhj0y3EeDWdISYr7lf5+LJFTfq9u+NlbSSXxsKyA1bxrv+pcyO6MJzRV/7xLX31k3cpHg0rOfa+2mJhnRtKazSblWVKt0RDskxDmbyr+zpiE451Kp0NKusKHOtP6N/8w2H95NRFLWiwtbqtubiVJJnO6dYFEa1Y0qTFzWGdH0rr1Dl/+0M8GlYu72jZoiadOj+iUMC/Dx+LBGeshefNgkABAAAAAObYdFsBXm0gMVlxv2qPby75+QvfPaTWpkBxC0EoYKq1wdal4ax2HjitRz+0SH/78zP++wpZam0MaSTjqLXRlispbFta0x6VbVla0myrlno7GxS2gLxzflgtEX/a+8aZhH6ro0UfWb5Qb/UndVdbVLGIfWUVgvztD7c0h4q/D6Vysi1DWcfTmvao/z5moIXnzYJAAQAAAADm2HRbAU43kLhahSDj1Dn/Tn7YtpTOOWpt8u/mj2Y9bd10p3b19GogmVY8Gtb/9uhyvf3BiGIRu66x1tPZoLAFJOu4ag4FZIzVXjh1fkS/3dmqaDigRCrnHzt3ZfvDynhTsQVmfzIjGZJhGLr/9tikrTHnIwIFAAAAALgOTKcV4HQDiatVCDIuDGfU2mArnXOUybu6e2m0eCf/8x9bpc1r28ueV9mRYqbHWtgCEg37YwrblkIBU8PpvIbSed29NKaNa+Lae3TA3+bQHCoLE25f1Kigbemzv7tMOw+clm1Zcj1v1oKaGwWBAgAAAADcBKYTSFSaSgvKwms+ub5TX/nHt3RpOKvWpqDuXhrV4ma/QGOtO/kzOdZqCisnVixpLHZzkOfJtoxiIFA6hkQqp5zj6OfvXFQynVPQMrVmaXTOgpobBYECAAAAAKCo3haUq9ti+uon7yo+p3lsO8Fc3skvrJyIRWx1Lozotd5BjWQcLVvUqMdWLy57HxvXxPVXL5/Q6QsjagpZCpqGhtN5vZ9IF1tZEiBUR9tIAAAAAEDR1bSgLNzJr9a2ca5EbFP7T5zTq7+5pJZIUI/f26YHlrXqR8fOl7V9XN0WUzwaUnM4oLwrhYIB/fYdrbp9YeOE7xmsUAAAAAAAlLiaFpTStd/GMFWlKywWN4UUCliSVAxHpPFtH7OOp/WrFsscK94oSa7n0c1hEgQKAAAAAICiq21BOdcKdR/+6a0P/BoI7VENZfKKhgPK5F2dOj+ixc3hquHIjfqe5xpbHgAAAAAARRvXxHXm0qheOX5OL7/Zr1eOn9OZS6PauCY+10OrqbAqIZHKSZ7keZ5ee29QAcNQJu8WOzxI1YOCjWvixboPrucVf76e3/P1gEABAAAAAFDG9TxJkiGj7PfrVWndh+aILcMwFAqY8iRl8q6S6byaQlbNoOB6rAFxI2DLAwAAAACgaO/RAd2+sFFrb20pHkukcuPqDlxPSus+rFjcqNd7BxWyDOVdV3fGm3V8YFjRscChVtvH66UGxI2EQAEAAAAAUHS1RRnnUmkNhMXNYf1WR4vefD8p0zC1bFGT/vTh5YQF1wCBAgAAAACg6EYsULhxTVw7D5yW5IcfwYClOxY3sW3hGiNQAAAAAAAUVU7Oh9J5JVI5ffqBWyd8XqHLQt9gSu0tEW1cE5+1yXyhBkLp69fa2oCZQ6AAAAAAACi6msl5octCLGKrLRZWIpXTzgOnZ3WFADUQZh+BAgAAAACgTL2T89IuC5KKf1/PhRwxfbSNBAAAAABMS99gSs3h8vvV13shR0wfgQIAAAAAYFraWyIaSufLjl3vhRwxfQQKAAAAAIBp2bgmrkQqp0QqJ9fzij9vXBOf66HhGiJQAAAAAABMS6GQYyxiqz+RVixi07JxHqAoIwAAAABg2uiyMP+wQgEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANSNQAEAAAAAANRtRgIFwzA2GoZx3DCMU4ZhbJ2JawIAANSD7yMAAMyuaQcKhmFYkr4uaZOkuyQ9YRjGXdO9LgAAwFTxfQQAgNk3EysUHpR0yvO8dzzPy0r6jqRPzcB1AQAAporvIwAAzLKZCBTaJZ0p+f3s2DEAAIDZwvcRAABm2awVZTQM40nDMA4ahnHw/Pnzs/WyAAAARXwfAQBg5sxEoNAn6baS328dO1bG87ydnuet8zxv3eLFi2fgZQEAAIr4PgIAwCybiUDhV5JWGobRaRhGUNKfSPrHGbguAADAVPF9BACAWRaY7gU8z8sbhvG/SnpZkiXpm57nvTntkQEAAEwR30cAAJh90w4UJMnzvJckvTQT1wIAALgafB8BAGB2zVpRRgAAAAAAcPMgUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAAAHUjUAAAAAAwvXvuAAAgAElEQVQAAHUjUAAAAAAAAHULzPUA5pNj/QntPTqgvsGU2lsi2rgmrtVtsbkeFgAAAAAAdWOFwiw51p/QzgOnlUjl1BYLK5HKaeeB0zrWn5jroQEAAAAAUDdWKMySvUcHFIvYikVsSSr+vffowA2zSmHH/pPa1dOrRCqnWMRWd1eHntqwcq6HBQAAAACYA6xQmCV9gyk1h8vzm+ZwQH2DqTkaUX127D+p7ftOaTTjKBqyNJpxtH3fKe3Yf3KuhwYAAAAAmAMECrOkvSWioXS+7NhQOq/2lsgcjag+u3p6FbQsNYYsmaapxpCloGVpV0/vXA8NAAAAADAH2PIwSzauiWvngdOS/JUJQ+m8EqmcPv3ArTP2GrsP92lXT68GkmnFo2F1d3Vo89r2Gbl2IpVTNGSVHYvYhhKp3IxcHwA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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11216b470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Ω = MoG(centers=[rot_45.dot(np.array([-2, 0])), rot_45.dot(np.array([2, 0]))], sds=[0.1, 0.1])\n",
"data = sample(Ω, 1000)\n",
"plot(*data)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"import scipy.stats as st\n",
"\n",
"\n",
"class RoughWell(object):\n",
" def __init__(self):\n",
" \"\"\"\n",
" Energy function, gradient, and hyperparameters for the \"rough well\"\n",
" example from the LAHMC paper.\n",
" \"\"\"\n",
" self.η = 0.01\n",
" self.mean = [0, 0]\n",
" self.proposal = st.multivariate_normal(mean=self.mean)\n",
" self.rv = st.multivariate_normal(mean=self.mean, cov=8)\n",
" \n",
" def random(self, size=1):\n",
" \"\"\"Rejection sampling! The constant 4 was experimentally determined. 5 also works, but 3 doesn't.\"\"\"\n",
" samples = []\n",
" while len(samples) < size:\n",
" x = self.proposal.rvs()\n",
" if self.np_logp(x) - 4 - self.rv.logpdf(x) < np.log(np.random.uniform()):\n",
" samples.append(x)\n",
" return np.array(samples)\n",
" \n",
" def np_logp(self, value):\n",
" value = np.atleast_2d(value)\n",
" return -np.sum(0.5 * value**2 + self.η * np.cos(value / self.η), axis=1)\n",
" \n",
" def logp(self, value):\n",
" return -tt.sum(0.5 * value**2 + self.η * tt.cos(value / self.η))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/colin/projects/pymc3/pymc3/model.py:384: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" if not np.issubdtype(var.dtype, float):\n",
"Sequential sampling (1 chains in 1 job)\n",
"NUTS: [Ω]\n",
"100%|██████████| 900/900 [00:01<00:00, 536.41it/s]\n",
"Only 400 samples in chain.\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n",
"Sequential sampling (1 chains in 1 job)\n",
"Metropolis: [Ω]\n",
"100%|██████████| 900/900 [00:00<00:00, 6206.35it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n",
"Sequential sampling (1 chains in 1 job)\n",
"Slice: [Ω]\n",
"100%|██████████| 900/900 [00:00<00:00, 1471.17it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11083efd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Ω = RoughWell()\n",
"data = sample(Ω, 400)\n",
"plot(*data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Confirm rough well is sampled reasonably\n",
"\n",
"I don't get anything out of the rough well experiments, so this is a sanity check that the rejection sampler is not just accepting everything or something."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1114653c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"size = 10000\n",
"samples = Ω.random(size=size)\n",
"norm_samples = np.random.multivariate_normal(mean=[0, 0], cov=np.array([[8, 0],[0, 8]]), size=size)\n",
"x, y = samples[:, 0], samples[:, 1]\n",
"x_n, y_n = norm_samples[:, 0], norm_samples[:, 1]\n",
"plt.plot(x_n, y_n, 'o', alpha = 0.5);\n",
"plt.plot(x, y, 'o', alpha = 0.5);"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "pymc33.6",
"language": "python",
"name": "pymc33_6"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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