{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Interfacing *torch* to *heyoka.py*\n", "\n", "```{note}\n", "For an introduction on feed forward neural networks in *heyoka.py*, check out the example: [Feed-Forward Neural Networks](<./ffnn.ipynb>).\n", "```\n", "\n", "\n", "```{warning}\n", "This tutorial assumes [torch](https://pytorch.org/) is installed\n", "```\n", "\n", "*heyoka.py* is not a library meant for machine learning, nor it aspires to be one. However, given its support for feed-forward neural networks and their potential use in numerical integration, it is useful to connect the *heyoka.py* `ffnn()` factory to a torch model. This tutorial tackles this! " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import heyoka as hk\n", "\n", "import numpy as np\n", "\n", "# We will need torch for this notebook. The CPU version is enough though.\n", "import torch\n", "from torch import nn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start defining a `ffnn` model in *torch*. We use as a test-case, a feed-forward neural network with two hidden layers having 32 neurons each and use `tanh` as nonlinearities and a `sigmoid` for the output layer. We define the model as to map it easily to the *heyoka* `ffnn` factory, but other styles are also possible.\n", "\n", "This will typically look something like:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Let us use float64 (this is not necessary as heyoka has also the float32 type, but we go for high precision here!)\n", "torch.set_default_dtype(torch.float64)\n", "\n", "\n", "class torch_net(nn.Module):\n", " def __init__(\n", " self,\n", " n_inputs=4,\n", " nn_hidden=[32, 32],\n", " n_out=1,\n", " activations=[nn.Tanh(), nn.Tanh(), nn.Sigmoid()],\n", " ):\n", " super(torch_net, self).__init__()\n", "\n", " # We treat all layers equally.\n", " dims = [n_inputs] + nn_hidden + [n_out]\n", "\n", " # Linear function.\n", " self.fcs = nn.ModuleList(\n", " [nn.Linear(dims[i], dims[i + 1]) for i in range(len(dims) - 1)]\n", " )\n", "\n", " # Non-linearities.\n", " self.acts = nn.ModuleList(activations)\n", "\n", " def forward(self, x):\n", " for fc, act in zip(self.fcs, self.acts):\n", " x = act(fc(x))\n", " return x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Weights and biases are stored by *torch* in the model as arrays, while *heyoka* flattens everything into a one-dimensional sequence containing all weights first, then all biases.\n", "\n", "The following function takes care of converting the *torch* representation to *heyoka*'s: " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def weights_and_biases_heyoka(model):\n", " weights = {}\n", " biases = {}\n", "\n", " for name, param in model.named_parameters():\n", " if \"weight\" in name:\n", " weights[name] = param.data.clone()\n", " elif \"bias\" in name:\n", " biases[name] = param.data.clone()\n", " biases_torch = []\n", " weights_torch = []\n", " for idx in range(len(weights)):\n", " weights_torch.append(weights[list(weights.keys())[idx]].numpy())\n", " biases_torch.append(biases[list(biases.keys())[idx]].numpy())\n", "\n", " w_flat = []\n", " b_flat = []\n", " for i in range(len(weights_torch)):\n", " w_flat += list(weights_torch[i].flatten())\n", " b_flat += list(biases_torch[i].flatten())\n", " w_flat = np.array(w_flat)\n", " b_flat = np.array(b_flat)\n", " print(w_flat.shape)\n", " return np.concatenate((w_flat, b_flat))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to instantiate the model and extract its weights and biases ready for constructing an `heyoka.ffnn` object:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1184,)\n" ] } ], "source": [ "model = torch_net(\n", " n_inputs=4,\n", " nn_hidden=[32, 32],\n", " n_out=1,\n", " activations=[nn.Tanh(), nn.Tanh(), nn.Sigmoid()],\n", ")\n", "\n", "# Here one would likely perform some training ... at the end, we extract the model parameters:\n", "flattened_weights = weights_and_biases_heyoka(model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us instantiate the feed forward neural network in *heyoka.py* using those parameters:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "inp_1, inp_2, inp_3, inp_4 = hk.make_vars(\"inp_1\", \"inp_2\", \"inp_3\", \"inp_4\")\n", "model_heyoka = hk.model.ffnn(\n", " inputs=[inp_1, inp_2, inp_3, inp_4],\n", " nn_hidden=[32, 32],\n", " n_out=1,\n", " activations=[hk.tanh, hk.tanh, hk.sigmoid],\n", " nn_wb=flattened_weights,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Good! Just to be sure, we now verify the output is the same at inference? Let's first compile the network so that we can run inference: " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "model_heyoka_compiled = hk.cfunc(model_heyoka, [inp_1, inp_2, inp_3, inp_4])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and create some random inputs" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "random_input = torch.rand((4, 1000000))\n", "random_input_torch = random_input.t()\n", "random_input_numpy = random_input.numpy()\n", "out_array = np.zeros((1, 1000000))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's compare the output of `heyoka.ffnn` and `torch` to see if they are identical" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "t_hey = model_heyoka_compiled(random_input_numpy, outputs=out_array)\n", "t_torch = model(random_input_torch).detach().numpy().reshape(1, -1)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Maximum difference in the inference is: 1.1102230246251565e-16\n" ] } ], "source": [ "print(\"Maximum difference in the inference is: \", (t_hey - t_torch).max())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this way we have managed to port the *torch* model in *heyoka.py*, reproducing the same results... " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using *torch* optimizers\n", "\n", "\n", "An some cases the parameters of the neural network may need to be updated with *heyoka.py* in the loop, check out the example: [Neural ODEs](<./NeuralODEs_II.ipynb>). \n", "\n", "This part shows how to interface with optimizers (in this case Adam) provided by *torch*.\n", "\n", "In the following we use a simplified version of [Neural ODEs](<./NeuralODEs_II.ipynb>), where a feedforward neural network learns the underlying dynamics of a liner system through observations.\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pylab as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dynamics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\left\\{\n", "\\begin{array}{l}\n", "\\dot x = Ax + b\n", "\\end{array}\n", "\\right.\n", "$$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# We now assemble the dynamics\n", "A = np.array(\n", " [\n", " [0.0, 0.0, 0.0, 1.0, 0.0, 0.0],\n", " [0.0, 0.0, 0.0, 0.0, 1.0, 0.0],\n", " [0.0, 0.0, 0.0, 0.0, 0.0, 1.0],\n", " [-2.5, 2.0, 0.0, 0.0, 0.0, 0.0],\n", " [2.0, -5.4, 3.4, 0.0, 0.0, 0.0],\n", " [0.0, 3.4, -3.4, 0.0, 0.0, 0.0],\n", " ]\n", ")\n", "\n", "b = [0, 0, 0, -3.5, 0.26, 3.74]\n", "\n", "n = len(b)\n", "assert A.shape == (n, n)\n", "\n", "x_vars = hk.make_vars(*[f\"x_{i}\" for i in range(1, n + 1)])\n", "\n", "Ax_b = A @ np.array(x_vars) + b\n", "dynamics = list(zip(x_vars, Ax_b))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setup" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# This is the number of observations (i.e. the ground truth).\n", "data_size = 1000\n", "# This is the number of initial conditions to use in one batch (M)\n", "batch_size_ic = 20\n", "# This is the number of observations to predict from each sampled initial condition (T)\n", "batch_size_time = 10\n", "# This is the initial condition used to generate the observations (of the real dynamics)\n", "ic = [2.0, 0.0, 0.0, 1.0, 0.0, 0.0]\n", "# This is the time grid used to generate the observations\n", "t_grid = np.linspace(0.0, 20, data_size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The taylor integrator we use for the ground truth" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "ta = hk.taylor_adaptive(\n", " # The ODEs.\n", " dynamics,\n", " # The initial conditions.\n", " ic,\n", " # Operate in compact mode.\n", " compact_mode=False,\n", " # Define the tolerance\n", " tol=1e-18,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We generate the ground truth (observations)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "ta.time = 0\n", "ta.state[:] = ic\n", "gt = ta.propagate_grid(t_grid)[5]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize\n", "def plot_t_evol(\n", " out,\n", " tgrid,\n", " labels,\n", " title=\"\",\n", " color=\"#1f77b4\",\n", " batchy=None,\n", " tgrid_batch=None,\n", " color_batch=None,\n", " batch_ic=None,\n", " t_grids=None,\n", " ta_var=None,\n", " ic_var=None,\n", " nn_wb=None,\n", " batch_t_grid=None,\n", "):\n", " fig = plt.figure(figsize=(12, 6))\n", "\n", " if len(title) > 0:\n", " fig.suptitle(title)\n", "\n", " ncoord = out.shape[1]\n", " ncols = 3\n", " nrows = ncoord // ncols + (ncoord % ncols)\n", "\n", " for i in range(0, ncoord):\n", " ax = fig.add_subplot(nrows, ncols, i + 1)\n", " ax.plot(tgrid, out[:, i], color=color)\n", "\n", " if batchy is not None:\n", " for j, t_grid_batch in enumerate(tgrid_batch):\n", " ax.plot(t_grid_batch, batchy[:, j, i], linewidth=3, color=color_batch)\n", "\n", " if batch_ic is not None:\n", " for one_ic, t_grid_batch in zip(batch_ic, t_grids):\n", " ta_var.time = 0\n", " ta_var.state[:] = list(one_ic) + ic_var\n", " ta_var.pars[:] = nn_wb\n", " sol = ta_var.propagate_grid(batch_t_grid)[5]\n", " ax.plot(\n", " t_grid_batch, sol[:, i], linewidth=3, marker=\".\", color=\"#ff7f0e\"\n", " )\n", "\n", " ax.set_xlabel(\"Time [-]\")\n", " ax.set_ylabel(labels[i], rotation=0, labelpad=10)\n", "\n", " plt.tight_layout()\n", "\n", "\n", "plot_t_evol(\n", " gt,\n", " t_grid,\n", " [\"$x1$\", \"$x2$\", \"$x3$\", \"$x4$\", \"$x5$\", \"$x6$\"],\n", " title=\"States over time (observations)\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This creates the batch." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def get_batch(t_data, x_data, batch_size_ic, batch_size_time):\n", " # We select the initial conditions from which generate predictions\n", " s = np.random.choice(\n", " np.arange(gt.shape[0] - batch_size_time, dtype=np.int64),\n", " batch_size_ic,\n", " replace=False,\n", " )\n", " ic_batch = x_data[s, :] # (M, n)\n", " # Assuming uniform grid and a non-autonomous system, all predictions will be made on the same time grid\n", " t_batch = t_data[:batch_size_time] # (T)\n", " t_grids = np.array(\n", " [t_data[s_ : s_ + batch_size_time] for s_ in s]\n", " ) # Used for plotting\n", " x_batch = np.stack([x_data[s + i] for i in range(batch_size_time)]) # (T, M, n)\n", " return ic_batch, t_batch, x_batch, t_grids" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This instantiates the ffnn as heyoka expression, and defines the neural ODE" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# We define as nonlinearity a simple linear layer\n", "linear = lambda inp: inp\n", "\n", "# We call the factory to construct a FFNN. Following the torcheqdiff example here we put cubes as inputs:\n", "ffnn = hk.model.ffnn(\n", " inputs=x_vars,\n", " nn_hidden=[30, 30],\n", " n_out=len(x_vars),\n", " activations=[hk.tanh, hk.tanh, linear],\n", ")\n", "\n", "# We thus define the neural dynamics\n", "dyn_n = list(zip(x_vars, ffnn))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now need the gradient of the loss over the batch\n", "\n", "$$\n", "\\mathcal L_{\\theta} = \\sum_{i=0}^{M}\\sum_{j=0}^T (\\pmb y_{ij} - \\hat {\\pmb y}_{ij})\\cdot (\\pmb y_{ij} - \\hat {\\pmb y}_{ij})\n", "$$\n", "\n", "$$\n", "\\frac{\\partial L_\\theta}{\\partial \\theta} = 2 \\sum_{i=0}^{M}\\sum_{j=0}^T (\\pmb y_{ij} - \\hat {\\pmb y}_{ij})\\cdot \\frac{\\partial \\pmb y_{ij}}{\\partial \\theta}\n", "$$\n", "\n", "hence we need a variational integrator." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "var_dyn_n = hk.var_ode_sys(dyn_n, args=hk.var_args.params)\n", "ta_var = hk.taylor_adaptive(\n", " # The ODEs.\n", " var_dyn_n,\n", " # The initial conditions.\n", " ic,\n", " # Operate in compact mode.\n", " compact_mode=True,\n", " # Define the tolerance\n", " tol=1e-8,\n", ")\n", "# We store for convenience the initial conditions of the variational state\n", "ic_var = list(ta_var.state[n:])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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8wtzd3YUfv7znnnuOAWD79u1rsT3HccJrwf+Aj4iIYPX19cJ2VVVVLCAggI0dO1ZY5+XlxZ566qk2x1JbW8sCAgLYlClTDNZrNBrWp08fNnDgQGEdf5Lw8ssvt9jP7bffzqKiophGoxHW8UHJX3/9tdXH1mq1rKmpieXm5jIA7JdffhH+75133mEAWHZ2dov7GQelTH2fMqZ7L4SGhgpBH8YYKygoYBKJhGVmZgrrOnrdmouMjGR///vf290mKyuLAWDLly9njDG2c+dOBoD93//9H4uPjxe2GzduHBsyZIiw3NpJ/pw5c1oEDcx9fq0x9/2XmppqcNK7f/9+BoCtXLlSWJeUlMQyMjKEYwBv8uTJLDw83OD9Yox/nO7du7cZ+Oe1d/w09TUZNGhQm5+p5q/3hg0bGAD273//2+BxVq1axQCwJUuWCOtiY2OZu7s7u3z5srDu6NGjDAALDw9ntbW1wvo1a9YYBPHb8uOPP7Z4T/BGjBjBALA//vij3X3wn70dO3YwAOzYsWPC/7UVlHJzczP4rqmvr2cBAQHsoYceEta1FZRq7fM5ceJElpiYKCx//PHHDABbv369wXYPPfSQWUGp2267zWD9rl27GAD2xhtvtPtamHMcunTpEpNKpWzGjBntjon/exh/pnr16sXGjx/f7n357/HmQV5j/OttHHz/4YcfhMA1Y4yVl5cLF7eay8vLY0qlkk2fPl1YN2zYMDZ69GhhuUePHuxf//oXk0gkQgDy22+/bXEhyppjT3tBKePP2aOPPsrc3NxafH8aa+uzkJmZySQSCTtw4IDB+v/9738MAPv9998ZY4ytX7+eAWAffvihwXZvvvkmBaUIITZB0/cIIVYJDAzEX3/9hQMHDuDtt9/G1KlTcf78ecyfPx+pqakGUwDa8+OPP2Lo0KHw8vKCTCaDXC7Hl19+aZBO357ffvsNo0aNQkREBNRqtXCbMGECAGDHjh0AgIEDB6KiogJ33303fvnlF5PHt3XrVnh6euKOO+4wWD979mwAEKZ3BQYGYsqUKVi2bJkwJaG8vBy//PIL7r33XmGa42+//QY/Pz9MmTLFYLzp6ekICwtr0bEpLS0NPXv2NGmslpg8ebLBcnJyMgC0mKaQnJyM3NxcYdnc52Hs6tWrCA4ObjFFZuvWrejVqxcGDhxosH727NlgjLUoqH377bfDzc1NWPb29saUKVPw559/QqPRAND97b/++mu88cYb2Lt3b4tpiLt370ZZWRlmzZpl8Fy0Wi1uvvlmHDhwoMWUhuZTNnj33XcfLl++bDC9benSpQgLCxPejwBQVFSEhx9+GNHR0cJ7PjY2FgBMft8bM/V9yhs1ahS8vb2F5dDQUISEhBj8jTt63ZoLCQnBlStX2h1j9+7dERcXJ7w+mzdvRmpqKu655x5kZ2fj4sWLUKlU2LlzJ8aOHWvS826LKc+vNea+/yZNmgSpVCosp6WlAYDwOFlZWTh79ixmzJgBAAbvr4kTJ+LatWutTjEydsstt0Aul7dYb87xs6PXpLa2FgcOHGjzM2X8OvGvS3PTpk2Dp6dni/dbeno6IiMjhWX+ODNy5EiD+jb8+o7+Th3x9/dvtcbZpUuXMH36dISFhUEqlUIul2PEiBEATPvspaenIyYmRlh2c3NDz549TRovx3EtXse0tDSD++7YsQPe3t4tOpLefffdHe6/Of79xhsyZAhiY2Oxbds2YZ21x6HNmzdDo9Fgzpw5HW4bFhbW4jNl/NxbM2DAAADAnXfeiR9++KHdY8wtt9zSYv/A9ffSnj17UF9f3+I9Gx0djdGjRxu8Z8eMGYNdu3ahvr4eubm5yMrKwl133YX09HRs3rwZgG66d0xMDBISEgz2Z+mxpz2tPbeGhgYUFRV1eN/WPgu//fYbUlJSkJ6ebnBMGj9+vMH0TP79Yvx+mj59usXPhRBCmqOgFCHEJvr374958+bhxx9/xNWrVzF37lzk5OSYVOx89erVuPPOOxEZGYkVK1Zgz549OHDgAO6//340NDSY9PiFhYX49ddfIZfLDW587Ro++DRz5kx89dVXyM3Nxd/+9jeEhIRg0KBBwg/MtpSWliIsLKxF8CQkJAQymQylpaXCuvvvvx9XrlwR9rly5UqoVCqDH8GFhYWoqKiAQqFoMeaCgoIWwbLw8HCTXgdLBQQEGCwrFIo21zf/m5j7PIzV19cbnPjySktLW33OERERwv83FxYW1mLbsLAwNDY2oqamBoCujsysWbPwxRdfYPDgwQgICMC9996LgoIC4bkAwB133NHiuSxcuBCMMZSVlRk8RmtjnDBhAsLDw7F06VIAuqDk2rVrce+99wqBC61Wi5tuugmrV6/G//3f/+GPP/7A/v37hTpE9fX17bxqbTPnfQrogqjGlEqlweN39Lo15+bmZtLYx4wZI5z8bdmyBePGjUNqaipCQ0OxZcsW4UTQ2qCUKc+vNea+/4wfhy8+zj8O/9569tlnW7y3Hn30UQAwKUDe2pjMPX529JqUl5dDq9W2+ZlqrrS0FDKZDMHBwQbrOY5DWFhYi9fJnOMMAJOP/21p7fWqqanB8OHDsW/fPrzxxhvYvn07Dhw4gNWrVwMw7bNn6fsKADw8PFoc85RKpcFzLS0tRWhoaIv7trauPW39Dfm/iy2OQ3ztQFMKwlv6ut14441Ys2YN1Go17r33XkRFRSElJQUrV67s8DGMP4v8c2/r8938PTt27FghQL5582YEBQUhIyMDY8eOFYLqf/zxR6vHKWveI23p6Lm1p7XnW1hYiOPHj7c4Jnl7e4MxJhyT+M+58eO39v4ihBBLUPc9QojNyeVyvPLKK/jggw9w8uTJDrdfsWIF4uPjsWrVKoOTaePCr+0JCgpCWloa3nzzzVb/nz+ZBHSZLPfddx9qa2vx559/4pVXXsHkyZNx/vx54QqxscDAQOzbtw+MMYMxFhUVQa1WIygoSFg3fvx4REREYOnSpRg/fjyWLl2KQYMGGXRKCwoKQmBgIDZs2NDq4zW/wgqgRZDBWZj7PFq7/+HDh1usDwwMxLVr11qsv3r1qnC/5loLkBQUFEChUMDLy0u4z6JFi7Bo0SLk5eVh7dq1eO6551BUVIQNGzYI+/zPf/7TZvcj45PC1v4uUqkUM2fOxEcffYSKigp89913UKlUuO+++4RtTp48iWPHjuHrr7/GrFmzhPWtFUg3hznvU1N19Lo1V1ZWJjQwaM+YMWPw5ZdfYv/+/di3bx9efPFFAMDo0aOxefNm5ObmwsvLS7TuZea+/zrCbz9//nyDZgfNJSYmdrif1t5vtjh+Nufv7w+O49r8TDUXGBgItVqN4uJig8AUYwwFBQVChotYWnu9tm7diqtXr2L79u1CdhSAFoXZxRQYGIj9+/e3WN/a36Q9bf0Ne/ToAcA2xyH+73758mVER0ebNT5zTJ06FVOnToVKpcLevXuRmZmJ6dOnIy4uDoMHDzZ5P3xgpa3Pd/PP9qBBg+Dl5YUtW7YgJycHY8aMAcdxGDNmDN577z0cOHAAeXl5VgfPHaG1z0JQUBDc3d1bFOlv/v/A9c95aWmpQWDK3PcjIYS0hTKlCCFWae2HHXA97b95MKitq4Qcx0GhUBj8aCooKGi1e1Rb+5g8eTJOnjyJ7t27o3///i1uzcfB8/T0xIQJE/DCCy+gsbERp06davN5jhkzBjU1NVizZo3B+uXLlwv/z+ODEmvWrMFff/2FgwcPtugSNHnyZJSWlkKj0bQ6XlNOUNti7dVYc1j7PJKSklBaWtqig9CYMWNw+vTpFgGr5cuXg+M4jBo1ymD96tWrDTINqqur8euvv2L48OEG06p4MTExeOyxxzBu3DjhMYYOHQo/Pz+cPn261efSv39/IYOjI/fddx8aGhqwcuVKfP311xg8eDCSkpKE/+ff6/yVbt5nn33WYl/mXA03531qidZeN55arUZ+fr5B8LW9cXIch5deegkSiQQ33ngjAF1mwrZt27B582bceOONrU5Va86c18Yc5r7/OpKYmIiEhAQcO3aszfdWRwHctphz/DQF3/2urc9Uc/z7acWKFQbrf/rpJ9TW1lr9fuuIJX9/cz57YhkxYgSqq6uxfv16g/Xff/+9Wfv59ttvDZZ3796N3NxcoWOnLY5DN910E6RSKRYvXmzW2CylVCoxYsQILFy4EABw5MgRs+4/ePBguLu7t3jPXr58GVu3bjV4z8rlctx4443YvHkztm7dinHjxgEAhg8fDplMhhdffFEIUrmiyZMn4+LFiwgMDGz1mMRfYOCPd8bvp++++87RQyaEdFKUKUUIscr48eMRFRWFKVOmICkpCVqtFkePHsV7770HLy8vPPnkk8K2qamp+P7777Fq1Sp069YNbm5uSE1NxeTJk7F69Wo8+uijuOOOO5Cfn4/XX38d4eHhuHDhgsHjpaamYvv27fj1118RHh4Ob29vJCYm4rXXXsPmzZsxZMgQPPHEE0hMTERDQwNycnLw+++/49NPP0VUVBQefPBBuLu7Y+jQoQgPD0dBQQEyMzPh6+vb7lX9e++9Fx9//DFmzZqFnJwcpKamYufOnXjrrbcwceLEFldK77//fixcuBDTp0+Hu7s7/v73vxv8/1133YVvv/0WEydOxJNPPomBAwdCLpfj8uXL2LZtG6ZOnYrbbrvNor9JamoqVq9ejcWLF6Nfv36QSCTo37+/RfvqiLXPY+TIkWCMYd++fbjpppuE9XPnzsXy5csxadIkvPbaa4iNjcW6devwySef4JFHHmlRX0sqlWLcuHF4+umnodVqsXDhQlRVVWHBggUAgMrKSowaNQrTp09HUlISvL29ceDAAWzYsEHIXPHy8sJ//vMfzJo1C2VlZbjjjjsQEhKC4uJiHDt2DMXFxSafeCUlJWHw4MHIzMxEfn4+lixZ0uL/u3fvjueeew6MMQQEBODXX39tdRppamoqAODDDz/ErFmzIJfLkZiY2GoQw9z3aUdMed14x48fR11dnUkBm5CQEKSkpGDTpk0YNWqUUE9o7NixKCsrQ1lZGd5///0O98O/NgsXLsSECRMglUqRlpZmcvCwLea+/0zx2WefYcKECRg/fjxmz56NyMhIlJWV4cyZMzh8+DB+/PFHi8ZqzvHTVK+//jpuvvlmjBs3Ds888ww0Gg0WLlwIT09Pgyms48aNw/jx4zFv3jxUVVVh6NChOH78OF555RVkZGRg5syZFj2+qVJSUgAAS5Ysgbe3N9zc3BAfH9/q1CnekCFD4O/vj4cffhivvPIK5HI5vv32Wxw7dsyuYzXHrFmz8MEHH+Cee+7BG2+8gR49emD9+vXYuHEjAEAiMe2a8sGDB/HAAw9g2rRpyM/PxwsvvIDIyEhhyqgtjkNxcXF4/vnn8frrr6O+vh533303fH19cfr0aZSUlAjHYGu8/PLLuHz5MsaMGYOoqChUVFTgww8/NKgFZio/Pz+89NJLeP7553Hvvffi7rvvRmlpKRYsWAA3Nze88sorBtuPGTMGzzzzDAAIx093d3cMGTIEmzZtQlpaGkJCQqx+jmJ46qmn8NNPP+HGG2/E3LlzkZaWBq1Wi7y8PGzatAnPPPMMBg0ahJtuugk33ngj/u///g+1tbXo378/du3ahW+++Ubsp0AI6SzEqrBOCOkcVq1axaZPn84SEhKYl5cXk8vlLCYmhs2cOZOdPn3aYNucnBx20003MW9vbwbAoEPc22+/zeLi4phSqWTJycns888/b7Xz0dGjR9nQoUOZh4cHA2DQeay4uJg98cQTLD4+nsnlchYQEMD69evHXnjhBVZTU8MYY2zZsmVs1KhRLDQ0lCkUChYREcHuvPNOdvz48Q6fa2lpKXv44YdZeHg4k8lkLDY2ls2fP9+g7XlzQ4YMYQDa7ErU1NTE3n33XdanTx/m5ubGvLy8WFJSEnvooYfYhQsXhO1iY2PZpEmTOhwfr6ysjN1xxx3Mz8+PcRxn8Bqije57xt13+Ne+uLjYYP2sWbOYp6enRc+jNRqNhsXFxbFHH320xf/l5uay6dOns8DAQCaXy1liYiJ75513DLqU8Z2KFi5cyBYsWMCioqKYQqFgGRkZbOPGjcJ2DQ0N7OGHH2ZpaWnMx8eHubu7s8TERPbKK68YdP1ijLEdO3awSZMmsYCAACaXy1lkZCSbNGkS+/HHHzt8fZpbsmQJA8Dc3d2F1unNnT59mo0bN455e3szf39/Nm3aNJaXl9dqN6P58+eziIgIJpFIDDp6GXffY8z09ykANmfOnBbjio2NFTpcmvO6vfTSSywoKKjNz4OxuXPnMgDszTffNFifkJDAALT4TLbWzUylUrEHHniABQcHC+91vjuYKc+vPea8/955550W92/t73js2DF25513spCQECaXy1lYWBgbPXo0+/TTT9sdS3uPw5jpx09zXpO1a9eytLQ0plAoWExMDHv77bdb3Wd9fT2bN28ei42NZXK5nIWHh7NHHnmElZeXt3iM1o5jrY2po+fb3KJFi1h8fDyTSqUGXctGjBjBevfu3ep9du/ezQYPHsw8PDxYcHAwe+CBB9jhw4fb7HpmyvMw/iy21X3P+PjZ1uPk5eWx22+/nXl5eTFvb2/2t7/9Teji2bwrXmv44/qmTZvYzJkzmZ+fn9BxzviYbIvjEGOMLV++nA0YMED4DsjIyDB4Ldv6e8yaNavNbrG83377jU2YMIFFRkYyhULBQkJC2MSJE9lff/0lbMO/3s2P04y13s2OMca++OIL4f3t6+vLpk6dKnTpbe7YsWMMAEtISDBYz3eee/rpp1vcx5pjT3vd94y/b/i/c2udWZtr77NQU1PDXnzxRZaYmCi8FqmpqWzu3LmsoKBA2K6iooLdf//9zM/Pj3l4eLBx48axs2fPUvc9QohNcIwxZpdoFyGEEGKC9957D2+++SauXLkCd3d3sYdDLKDRaNCjRw9Mnz69zbpuhBDrvPXWW3jxxReRl5dnUmFxQgghxBVQUIoQQoioGhoakJycjDlz5uDZZ58VezjEAsuWLcOzzz6LCxcuwM/PT+zhEOLy/vvf/wLQTbFramrC1q1b8dFHH+Hvf/+7UCOOEEII6QyophQhhBBRubm54ZtvvjG7YC1xHlqtFt9++y0FpAixEQ8PD3zwwQfIycmBSqVCTEwM5s2bJ3SqJIQQQjoLypQihBBCCCGEEEIIIQ5nWvsOQgghhBBCCCGEEEJsiIJShBBCCCGEEEIIIcThKChFCCGEEEIIIYQQQhyOglKEEEIIIYQQQgghxOEoKEUIIYQQQgghhBBCHI6CUoQQQgghhBBCCCHE4SgoRQghhBBCCCGEEEIcjoJShBBCCCGEEEIIIcThKChFCCGEEEIIIYQQQhyOglKEEEIIIYQQQgghxOEoKEUIIYQQQgghhBBCHI6CUoQQQgghhBBCCCHE4SgoRQghhBBCCCGEEEIcjoJShBBCCCGEEEIIIcThKChFCCGEEEIIIYQQQhyOglKEEEIIIYQQQgghxOFkYg9ALFqtFlevXoW3tzc4jhN7OIQQ4hQYY6iurkZERAQkErpuQd8VhBDSEn1XGKLvCkIIacnU74ouG5S6evUqoqOjxR4GIYQ4pfz8fERFRYk9DNHRdwUhhLSNvit06LuCEELa1tF3hUsHpa5cuYJ58+Zh/fr1qK+vR8+ePfHll1+iX79+Hd7X29sbgO4F8vHxsfdQCSHEJVRVVSE6Olo4RnZ19F1BCCEt0XeFIfquIISQlkz9rnDZoFR5eTmGDh2KUaNGYf369QgJCcHFixfh5+dn0v351FofHx/68iCEECM0/UCHvisIIaRt9F2hQ98VhBDSto6+K1w2KLVw4UJER0dj6dKlwrq4uDjxBkQIIYQQQgghhBBCTOaylQnXrl2L/v37Y9q0aQgJCUFGRgY+//zzNrdXqVSoqqoyuBFCCCGEEEIIIYQQcbhsUOrSpUtYvHgxEhISsHHjRjz88MN44oknsHz58la3z8zMhK+vr3CjYoSEEEIIIYQQQggh4uEYY0zsQVhCoVCgf//+2L17t7DuiSeewIEDB7Bnz54W26tUKqhUKmGZL7pVWVlJc78JIUSvqqoKvr6+dGzUo9eDEEJaomOjIXo9CCGkJVOPjS6bKRUeHo5evXoZrEtOTkZeXl6r2yuVSqH4IBUhJIQQQgghhBBCCBGXywalhg4dinPnzhmsO3/+PGJjY0UaEXElh/PKsXj7RWw+XQit1iWTBQkhpEspqGzA0l3ZWLY7B0XVDWIPhxDSiajVarz44ouIj4+Hu7s7unXrhtdeew1arVbsoRErXausx9Jd2Vi6KxvXKuuBbduAM2fEHhYhpBmX7b43d+5cDBkyBG+99RbuvPNO7N+/H0uWLMGSJUvEHhpxcu9tOof/bM0Slscmh+DjGX2hlElFHBUhhJC2bDtXhEdXHEZ9kwYA8O8NZ/Hf6X0xKilE5JERQjqDhQsX4tNPP8WyZcvQu3dvHDx4EPfddx98fX3x5JNPij08YqH1J67h6R+Oob5JA4/Geiie/BozDq0DBg4Edu0CZC57KkxIp+KymVIDBgzAzz//jJUrVyIlJQWvv/46Fi1ahBkzZog9NOLEfjt+VQhI3dgzGEqZBFvOFGHh+nMd3JMQQogYcktr8di3uoBUaqQvekf4oLZRg39+cxCHcsvFHh4hpBPYs2cPpk6dikmTJiEuLg533HEHbrrpJhw8eFDsoREL7blYisdWHkF9kwYTZRXYtuwJXUAKAPbvBz74QNwBEkIELhuUAoDJkyfjxIkTaGhowJkzZ/Dggw+KPSTixKobmrDg19MAgMdG9cDy+wfiv9P7AgC+3p2NrKJqMYdHCCGkFc//fAK1jRoMjA/A6keH4OdHh2J871A0aRge++4walRqsYdICHFxw4YNwx9//IHz588DAI4dO4adO3di4sSJrW6vUqlQVVVlcCPOo0alxlOrjkCjZbilTwQ+eu5WhAR5G2zDXn0VuHZNnAESQgy4dFCKEHOs3J+H4moV4gI98PiYHgCAcb1CcVOvUGgZ8P7m8yKPkBBCSHN7L5ViV1Yp5FIO703rA7lUAoVMgvfuTEd0gDuuVTbgoz8uiD1MQoiLmzdvHu6++24kJSVBLpcjIyMDTz31FO6+++5Wt8/MzISvr69wi46OdvCISXs+3paFwioVYgI8sPBvaZB5eYL7+mswjhO24erqgHfeEXGUhBAeBaVIl9Ck0WLprhwAwKMjexjUj3rmpkQAwMZThboCiIQQQpzCkj8vAQD+PiAa0QEewnovpQyv3ZICAPhqZzayS2pFGR8hpHNYtWoVVqxYge+++w6HDx/GsmXL8O6772LZsmWtbj9//nxUVlYKt/z8fAePmLSlvLYRX+t/8784KRnuCv1v/sGDwd13n8G27PPPAcpyI0R0FJQiXcKurBJcq2xAgKcCUzMiDP4vMcwbA+MDoNEyrDpAPyoIIcQZXKusx/ZzRQCAfwzr1uL/RyWFYFRiMNRahv82a15BCCHm+te//oXnnnsOd911F1JTUzFz5kzMnTsXmZmZrW6vVCrh4+NjcCPOYcXeXNQ3aZAc7oNxvUIN//PFF8Ek109/uZoa4NtvHTxCQogxCkqRLuHXY7o545PTwlvtsjd9YAwA4JejV8EYc+jYCCGEtLT68BVoGTAwPgDxQZ6tbvPU2J4AgDVHryCnpBag9u2EEAvU1dVBIjE8LZJKpdDSMcWlNKq1WLYnBwDw8Ihu4JpN1wMAxMeDmzrVcF0b2XBOpaYGePxxYNMmoLFR7NEQYnMUlCKdXkOTBptOFQAApvSJaHWbsb1CoZBJkF1Si3OFVPCcEELEtuGk7rh9e0Zkm9v0ifbD6KQQxBXnofDOmcDo0YCNLiwwxnDqaiV2nC+mqd2EdHJTpkzBm2++iXXr1iEnJwc///wz3n//fdx2221iD42YYcf5YpTUNCLYW4mJqeGtb/TAA4bL+/YBFy/af3DW2LQJ+O9/gfHjwSIigEmTKDhFOhWZ2AMgxN52XihBtUqNCF839Ivxb3UbL6UMI3oGY/PpQvx+ogBJYZSGTQghYrlWWY8TVyrBccCY5NC2NywqwgffvgzfLRuur9u1Cxg2zKrH359dhud/PoGsohph3eS0cLw+NQX+ngqr9k0IcT7/+c9/8NJLL+HRRx9FUVERIiIi8NBDD+Hll18We2jEDKsPXwYA3JoeAbm0jdyLm24CCw4GV1x8fd3KlcCLLzpghOYrqVHhzHtfYbh+mSstBX7/HRg+XBdQI6QToEwp0un9eUH3pTO2VygkEq7N7fh553+eL25zG0IIIfa35XQhAKBfjD+CvZVtbxgQAN8LZwzXWdlNac2RK7hryR5kFdXAQyFFjxAvcBzw2/FruH3xbhRWNVi1f0KI8/H29saiRYuQm5uL+vp6XLx4EW+88QYUCgpCu4qKukb8cUZXh/D2vlFtbyiTgZs2TVgsCYoA/Fu/aC22hiYN7v9yD3of+avlf+7fD/zrX44fFCF2QEEp0unxQabhCcHtbjc8IQgAcPxyBSrrmuw+LkIIIa3boj+xaFGk1phMBsyda7hu7Vrg7FmLHvePM4V4+oej0DLglj4R2Pv8GGx5egR+fWwYIv3ckV1Si/u/PoCGJo1F+yeEEGIf605cQ6NGi+RwHySHdzDjYdYslNz3T9x2z7sY8fAXaHzoEccM0kz/3nAO5/NK8e3Qv0GVlNzi/9l77wHZ2SKMjBDboqAU6dTySuuQU1oHmYTDDd0C2t023NcdPUK8oGXA7oslDhohIYSQ5hrVWuzPLgMAjEhs/2ICAOAf/wAzvsr97rvmPWhREQqrGvDsj8egZcCd/aOw6O/p8HGTAwBSIn2x8sEbEOipwKmrVXhn4znz9k8IIcSuNp3SZdhO6dNGLanmBg5EwBefIq9nGmqbtDh2KhfId64O3NkltVi+JwcNcjek/OdtKM+cBmbMMNiGYwygumekE6CgFOm8NBr8laXLkuob6w9v/clFmxoaML0xDw/v/R/i7r8bmD3b/mMkhBBi4NjlCtQ3aRDoqUDPEO+O7+DlBe4Rw6vcbPly4MoV0x7w5EmwuDjs+/s/UVtVh94RPnj91pQW071jAj3wzrQ0AMCXO7NxMKfMtP2bo6gImD4d+PFHoKDA9vsnhJBOqEalxp6LpQCAmzrKsNWTHD2Cd/avwC/L5qJf3x7A/Pn2HKLZlvx5EWotw8jEYIxKCtGtXL4cCDV8fuzsWaC8XIQREmI7FJQindf48Rh55zi8sfFj3H/pL6CwsP3tV6/G/fPvxXM7vkbywR3Ar79Se3FCCHEw/sTihm6B7dYBNPDEE2DK67WnuKYm02pLNTUBs2aBq6/HLRu+wW/L5+LT3hyUMmmrm49OCsXf+0cDAD5e9gfYgw+aHvzqyNy5QHi4ruDunXfq/t2/P7B9u232TwghndRf54vRqNEiLtAD3YO9TLvTvn0Y/dty9Cm4AIlWC2zbZrPurdaqrGvCz0d03y2Pjuxx/T8kEuD779F8lJxKBXzxhWMHSIiNUVCKdE5NTcCePYjMu4B7jq7Hzf+epysI2B7jbk1lZcA5mqJBCCGOxE+fHtw90PQ7hYaCu/9+g1Xss8+Aa9fav99bbwGHDwuLPYtzEL35t3bvMq+vH97Y9jk+fX06uC++AF5/3fRxtkarBUaOBBYtankh5NAhwNuEbDFCCOnCNp/RXXge1ysUHGfixYxRowyXr14FLlyw8cgs8+OhfDQ0aZEU5o0BcUbT00eOBDdliuG6Tz+lC+nEpVFQinROx48DdXWG6wYPbv8+MTFAlFG3jl27bDsuQgghbWpUa3EkrwKALlPKLPPmgclkwiLX0NCyCHpzBw+CvfGGwSrWqxfw6qvtPkzAB+/gnv2/QKlR6+7z5ZdAVpZ5Y21u+nRgx45W/6vI0x9Hg+It3zchhHRyGi3DtrO65hhjk02bugcASEzUZaQ218ax2NH4LKkZN8S2HmQznmp46RKwaZMDRkaIfVBQinROu3cbLickAEFBHd9v6FDD5T17bDcmQggh7TpbUAWVWgtfdzm6B3uad+fYWINsKQ0nAfvpJ+D06ZbbVlcDM2aAU6uFVUwqBbdsGeDm1v7jzJ8P1mwbTq0GXnvNvLHyzpwBW7u2xWom0f0829atP5784RhUaur2RwghrTl9tQrldU3wUsrQL9a/4zvwOA4YMcJw3Z9/2nZwFsgtrcWpq1WQSjhMSm2jaPsNNwB9+giLV1L7A+7uDhohIbZHQSnSOe3da7jcUZYU74Yb2t8PIYQQu+GzpNKj/UyfgtHcCy+AeXqiSSqDlGl1AaN77gFUquvbMAY8+CBw/rzBXbkXXtDVcOpIRAS4xx4zWMW+/RY4e9a8sTY26gJj9fWG66dNA9fQgJr1m7B25B3ILa3D9/udqysUIYQ4i136Kd83dAuATGrmqe3w4YbLO3faaFSWW39S1+Tihm4BCPBUtL4RxwHPPIOL0+7FTff/F/fc+w7YjTc6cJSE2BYFpUjnZFw/yjjY1Baj7diZM0BVlY0GRQghpD1H8ysAABkxfpbtICYG3OzZkGuuZ0DhyBHg4Yev19tYuhRYtcrwfgMGAC++aPrjzJsH5nW9mC6n1QILFpg31hMnoMm6aLhuyhTghx8AuRxeN4/DxBnjAQCfbM9Ck4bqhRBCiLFdWbqg1JDuJsyIMGZcTzYnR1dbSkQb9EGpCSltZEnxZs5E2DdfIj+iO7JLdNlVhLgqCkqRzqe8vGV9j4EDTbtverphTRLGDIrgEkJcy6uvvgqO4wxuYWFhYg+LtOFInq6tdXq0n+U7eecdoFcvw3Vffw2MGQOcOIHD/Udha+L17Fnm5wd8/z0gl5v+GEFB4J54wmAVW7UKOHXK5F2wvn0xd/7X2B+lGyvr3btFsGxav2gEeSlQWKXCVn3NFEIIIToqtQYHcsoAAEN7WBCU6t0bzMfHcJ2IpTsq6hpx7HIFANPqY3kqZbixp+55bznTQZdxQpwYBaVI53PokMEiUyqB1FTT7uvmBi4tzXDdwYM2GhghRAy9e/fGtWvXhNuJEyfEHhJpRXltI3JKdQ0qrApKubsDK1eCGdfX2L4d2j7pWPjOj7h/6vNYfvscMJlMV0eqWzfzH+eZZ4BmJzMcY8DLL5t895+PXMHaSgVm37sQFS++Cu7bb1vUBFHIJLijXzQA4Pv9eeaPkRBCOrHDuRVoaNIiyEuJnqFeHd/BmFQKbtAgw3Uilu7YfbEUjAEJIV4I8+2gvqEeH7zafJqCUsR1UVCKdD5GQSQuLQ1QtDEnuzX9+hkuGwW5CCGuRSaTISwsTLgFBwe3ua1KpUJVVZXBjTgGP3WvW7An/DzMOGa3Ji0N3PffG2S+AsC5oBgcCE/CbX2j8LfvFoHLygJuucWyxwgIaNndb/Vqk74zymsb8ca6MwCAx8Ylwe/1VwyK1jZ3Rz9dV9i/LpSgsr7JsrESQkgntFtfT2poj0DL6hACLUt87Ntn5agstzOLfz6mZ32NSgoBxwGnrlbhakV9x3cgxAlRUIp0PsbT7UwpXNuccVCKpu8R4tIuXLiAiIgIxMfH46677sKlS5fa3DYzMxO+vr7CLTo62oEj7dpsMnWvuVtuAbd5MxAVJaw6/9xr+PWpEfjg7+nwVMqA2FjrHmPuXMBf1+1Jw0mwY+hkICSkw7u9vf4symob0TPUCw8Obz9Lq0eIF3qEeEHdrO05IYQQYM/FUgDAkO6Blu/EOFPq0CGgWWdWR9p5QReUGp5gelAqyEuJvjG676E/aAofcVEUlCKdz9Gjhst9+5p3f6Pt2YULQE2NdWMihIhi0KBBWL58OTZu3IjPP/8cBQUFGDJkCEpLS1vdfv78+aisrBRu+fnU9cxRjl6uBABk2CooBQAjR+q64r36KjB9OqY+PRO9I3xtt39fX+C551B7+x2Y8M/FmDXsYexsaL8t966sEqw6qHtfvXlbKuQmdIu6ubeuDtrGUwXWj5kQQjqBhiYNjuu/NwbGWxGUMq47W1cHnDljxcgsk1dah7yyOsgkHAZ1M+/5jEnWXQzZfq7YHkMjxO4oKEU6l+pq4MIFw3Xp6ebtIyUFTCoVFjnGgOPHrR8bIcThJkyYgL/97W9ITU3F2LFjsW7dOgDAsmXLWt1eqVTCx8fH4EYc47S+c1BKpA2DRgDg6Qm88gqwYoVt98v717/g+dOPGDppKADg7Q1noNGyVjeta1TjudW675OZN8RiQFyASQ8xXh+U2nG+GCq1xgaDJoQQ13bqaiUaNVoEeioQF+hh+Y6Cg1tmzR44YN3gLLD3ku5iWXq0H7yUsg62NjS8h64swb7sMqipUytxQRSUIp2LUfCISaVASop5+3B3B5eYaLju2DErB0YIcQaenp5ITU3FBePgNRFVUXUDSmpUkHBAUpidAoGW1hsxcb+PjeoBb6UMJ69U4aM/Wr6/GGN47qcTyC+rR6SfO+ZNSDL5IVIifRDkpUBdowbH8ittNnRCCHFVB3N0U777xfpbXk+KZ1zqQ4R6sof1U9j7m3ixorleET7w85CjRqXGscv0HUFcDwWlSOdiFJTikpIAN9O6VxgwLjhL3boI6RRUKhXOnDmD8PBwsYdCmuGzpOKDPOGukHawtXMK9FLitVt7AwA+2noBvx67KvwfYwwfbD6PtceuQibh8MHf0826Es5xHAZ319UY2aUvhEsIIV3ZwVw+iONv/c6cICh1KPd6kM1cUgmHwfopf/QdQVwRBaVI52I8za6NbkYdMr4fTd8jxCU9++yz2LFjB7Kzs7Fv3z7ccccdqKqqwqxZs8QeGmnm9DVdUKqXLes9ieC2jCjMvCEWjAFPfH8Er/xyEmuPXcVD3xzCR1uzAACvTOmFgfHmXwnnC/nyhX0JIaSrYozhsBDEMf942oJRkyN25gygcdxU6cq6Jlwo0tWv7RvjZ9E++I59FJQirsi8CaukyzmaX4FNpwoQ5e+B2/tGwk3u5FewjYNHaWmW7cf4fsePA1otIKE4LiGu5PLly7j77rtRUlKC4OBg3HDDDdi7dy9ire26RmyKz5TqFe76NbwW3NIbDAwr9uZh2Z5cLNuTCwCQSTi8NLkXZg6Os2i/fFDqSH456hrV8FDQTzhCSNeUXVKL0tpGKGQSpETa4HujXz+o738AL191w7HQHvjynfsQJnXcOc+RfF2ALS7QA4FeSov2MUwflDqSV4H6Ro3LZh2Trol+0ZA2/XAgH/NWHwfT12v936F8rHhgkPP+EGas5TQ7K4NS9TIlzgXHIGXCcMjq63UFcwkhLuP7778XewjEBNczpVw/KCWRcHjj1lSM6xWGHw7ko6CqAT1DvXDv4DgkWxF0iwnwQISvG65WNuBIXoVwVZwQQroafupenyhfKGU2CL4EBED25ec49MGfOFdYjZPF9QgLdtz3EZ/11deCqXu82EAPhPu64VplA47mV2Bwdys6EhLiYJT2QVqVVVSDF385CcaA4QlB8HGT4XBeBd5c5/gWqSarqYF67DhcDIiEFvqCh6mplu0rIgI4dw4jXlqDW+/9AKdefY8CUoQQYgd1jWpkl9QC6ByZUrwRPYPx8Yy++OmRIci8Pc2qgBSgqyvFn7Acza+wwQgJIcQ1Hcqx4dS9ZpLDvQEAZ/QXShzlUJ7l9aR4HMcJRdIP5pTZZFyEOAoFpYihxkZArcbrv51Go1qLET2Dsfz+gfj0Ht1c65X783CxuEbkQbbB2xunPvwSYx78DDe+vFbXzjUy0rJ9cRzQsyd6hPsBAM4XVttunIQQQgRnC6rBGBDsrUSwt2XTFrqKjBjdCcsR/QkMIYR0RYdtEMRpDX/x4EyB44JSGi3D0bwKAEDfGOueT3/963Egl74jiGuhoBQxtGIF1OERGP3xaxhw5TRem5IMjuMwpEcQxiSFQMuAj7dliT3KNvFFAmOignSdNKxsEdszVHfFhIJShBBiH3w9KWszibqCDH0B3CN5FWD83HpCCOlCalRqZOkvkKdH+9l03/z30Nlrjvvdn1VUg9pGDTwVUuG8w1J8J8IjueXQaOk7grgOCkoRQytXQlZSjFmH1+HHFf+H2Plzhf96bHQPAMC649dQWd8k1gjbdUEfPEoI8bLJ/vgvh3OFTpodRgghLk6oJ0VBqQ71jvCBQipBaW0j8svqxR4OIYQ43MkrlWAMiPB1s3l2LR+Uyi6tRV2j2qb7bsvJK5UAgN4RvpBKrLuYnhTmAy+lDNUqNc4V0AV14jooKEWuKywE27rVcN24ccI/06P9kBjqDZVai1+PXXXw4EzDZ0r1sPJKA69nqC64dYEypQghxC6EznudoMi5vSllUvTWd5riuzURQkhXcuKyLoiTFuVn830HeysR5KUEY3BYUOfkVd3zSYn0tXpfUsn12oMHc6muFHEdnSIolZmZCY7j8NRTT4k9FNe2Zg04rVZYZJ6ewJQpwjLHcfhbP12NpnXHrzl8eKa4UGTbTKkEfXDrWmWD02aHEUKIq9JoGc4WUKaUOTKidScch6lmCCGkCzp2uQIAkBplfRCnNdeLnTsmKHXqiu47MCXSNt+BfF2pgzn0HUFch8sHpQ4cOIAlS5YgLS1N7KG4vrVrDRa5yZMBDw+DdTf3DgcA7M8pQ0Vdo8OGZoq6RjUul+umM1g7J5vn6y5HmI8bACCriLKlCCHElrJLatHQpIWbXIL4IOpwaoo+0boTsRP6KR+EENKVHNdnSvWxQ6YU0KyulAOKnWu1DKdsmCkFXK8rdYguXBAX4tJBqZqaGsyYMQOff/45/P1t232hy6mvbzl1b+rUFpvFBHogMdQbGi3DtnNFDhqcaS4V14IxINBTgQBPhc322z1Ed6J0sbjWZvskhBByve12UpiP1bU0uoreEboTlzPXqqmQLSGkS6moa0ReWR0AINVGQRxj1zOl7B+Uyi6tRW2jBm5yCbrZ6MJMnyg/SDjgSkU9iqobbLJPQuzNpYNSc+bMwaRJkzB27NgOt1WpVKiqqjK4kWZ27gTXcP3AxSQSYPz4VjcdkxwCAPjrQolDhmYqvkNeDxtN3eN1C9Lt75ILBKUY002FySutE3sohBDSIaHIOdWTMll8kCfc5VLUN2mQXeL830uEEGIrfJZUXKAHfD3kdnmM5h347N3llC9ynhzuA5nUNqflnkqZcC50PJ8yaolrcNmg1Pfff4/Dhw8jMzPTpO0zMzPh6+sr3KKjo+08QhfzwQcGi9yAAUBAQKubDukeBADYe7HUqVpS80XOE0JtHJQK1l25uFTs3B34ymobMe3TPbh50V+48Z1tePbHY2jSaDu+IyGEiEQock71pEwmlXDClXx+2gchhHQFx4V6Un52e4xuQV6QSzlUq66XBbGXU/rvwJQI22Z98VMb+fpbhDg7lwxK5efn48knn8SKFSvg5uZm0n3mz5+PyspK4Zafn2/nUbqYP/80XA4KanPTfrH+kEs5XK1sQK4TZeRcKNQHpUJsU0+K1y1YnynlxFekGWN4YuURHMwth0w/BeZ/hy5j4fqzIo+MEELaRplSluFfLz6oRwghXcH1elL2mboHAAqZBD1CHDOFj8+UslWRc15atB8A4NhlunBBXINLBqUOHTqEoqIi9OvXDzKZDDKZDDt27MBHH30EmUwGjUbT4j5KpRI+Pj4GN6JXVARWaxRwufHGNjd3V0iF7j97LpXac2RmuVjMB6VsPX1PlymVW1oLtZNmHq0+fAU7s0qglEmw7onhWDyjLwDgy13ZVKCdEOKUiqobUFytAscBSWG2vZjQ2fF1pU5RUIoQ0oXwQak0O2ZKAY7pwMcYE4JSvW2cKZXOZ0rlVzjVrBZC2uKSQakxY8bgxIkTOHr0qHDr378/ZsyYgaNHj0IqlYo9RNeyYgWal5dlADBrVrt3uaF7IABgr5MEpZo0WqHwYXywbTs4Rfq5QymToEnDcKXCvmm8ltBqGT7engUAeGJMAhLDvDEhNRzjeoWCMeDDP7JEHiEhhLTE/9iPD/SEh0Im8mhcS299ptSpq5V0wkEI6RKKqhpQUNUACXf9GGgv/JRye2ZKXS6vR1WDGgqpxGZdw3mJYd5QyCSorG9yqlkthLTFJYNS3t7eSElJMbh5enoiMDAQKSkpYg/P9axfb7DIeXgAoaHt3mWAvt3o0fwKe43KLJfL66HRMrjLpQj1Nm1Kp6kkEk5oVe6Mxc63nSvCpeJaeLvJMGtInLD+qbEJAIDfT1yj7huEEKfD/9hPpql7Zkvatg7P7fga7y97HtrISODIEbGHRAghdnVK/53RLdgLnkr7XshICtMXOy+wX1DqhD5Lig8g2ZJCJhECa1RXirgClwxKERs7ccJwuUePDu/Cp83mltahrLbRDoMyT3aJbupebKAHJHZoK84HpS46YbHz1UeuAADu7B8Nr2Zf0r0jfJEe7QeNlmGNfhtCCHEWVOTccopXXsLDe/+HUZcOQXrtWsvvcUII6WTO6rNrkx3wncFP38stq0OtSm2Xx7BXPSleOl9XijrwERfQaYJS27dvx6JFi8QehuvRaoGiIsN1w4d3eDdfd7nQlc4ZIvDZJfqpe0G2nbrHEzrwOVmx87pGNbae0f39pqZHtPj/af2jAABrjlx16LgIIaQjfKYUBaUskJZmuHz8uDjjIIQQB+GzlhxRgzDQS4lgbyUYA84X2qeu1En9hRlb15Pi9YnW7dcZztMI6UinCUoRC12+DBjXo/jb30y6K19E72hehW3HZIEcfbDIbkGpIH0HPifLlPrjTBHqmzSICfBAamTLL7UJKeGQcLoOV85YD4sQ0jU1NGmEzFNHXPXudIyDUseOiTMOQghxkOuZUo5pjMEHv+xR7JwxhtNX+SLn9vkO5Ge1nLxS6bSNmgjhUVCqqzt0yHDZzw8YOdKku6bH+AFwjgh8tj4oFWfvTCknqym16XQhAGBSWjg4ruW0xQBPBfrHBgAA/jhT6NCxEUJIW84XVkPLdMeoUB+l2MNxPcZBKZq+RwjpxFTq6xcy+HpP9sZfMLFHXaniahVKahoh4ez3fOIDPeGpkEKl1jrdTA9CjFFQqqszDkr16we0EtxoTR8najeabe9MqWBdplRRtQo1dppbbi6tlmFXVgkAYHRSSJvbjUnW/d/Ws0VtbkMIIY7E15NKDvduNaBOOmAclCos1N0IIRa7cuUK7rnnHgQGBsLDwwPp6ek4ZPw7mYjiYlEt1FoGbzcZwn1t29CoLXxG1lk7ZEo1L9rurrBP13iJhBMCa6euUl0p4twoKNXVGXfs6dvX5Lsmh/tAIZOgvK4JeWXitRttaNLgaqVuapq9glK+7nIEeSkAANlOki11pqAKZbWN8FRIhWKGrRmWEAQAOJBdRum7hBCnQPWkrNS9O5i7u+E6ypYixGLl5eUYOnQo5HI51q9fj9OnT+O9996Dn5+f2EMjAM4V6i9khPk47EIGn8F0pqDK5hffHdXog58aeOqK/boIEmILFJTq6o4eNVzOyDD5rgqZBImh/Hxr8Q52eWV1YAzwVsoQ6Kmw2+MIdaVKnKOu1M4LuiypG7oFQi5t+6OcHOYDX3c5ahs1QlFF4hpOXK7E1P/uRNJL6/GPrw+goLJB7CERYhOnr/GZUhSUsohUCq5XL8N1FJQixGILFy5EdHQ0li5dioEDByIuLg5jxoxB9+7dW91epVKhqqrK4Ebsh89WSnJQPSkA6B7sBZmEQ3WD2uZ1WfnvwF52qifF44uon6Lf/8TJUVCqKysuBq4adWUzIygFXE9tPW2H1FZTNa8nZc+rJ7GBHgCA3FLxssKa26mfuje0R1C720kkHAbG6+pK7b1UavdxEdu4WFyD6V/sxbHLlWho0uKPs0WY/sVeVDc0iT00Qqyi1TKhcKy9f5B3aqmphssnT4ozDkI6gbVr16J///6YNm0aQkJCkJGRgc8//7zN7TMzM+Hr6yvcoqOjHTjarudMgT4o5aB6UoDu4nuPEN0FaVtP4TvjoEwp/jv2/OUysBMnAJXKro9HiKUoKNWVGbWQZm5uQEKCWbsQUltFzJSyd+c9Hl9EPadU/Ol7Gi3DEX3Xwxu6BXa4Pb8NBaVcA2MML/58EtUNagyI88f3/7wB4b5uuFRci/9szRJ7eIRY5XJ5PWpUaiikEnTX1+sjFjAOSlGmFCEWu3TpEhYvXoyEhARs3LgRDz/8MJ544gksX7681e3nz5+PyspK4Zafn+/gEXctZ/XnGY7MlALsU+y8VqVGtv5cwq7ZwowhecH/4ddlT2H3W7eCS0ujTq3EaVFQqiszCkpxvXsDUvOK7dmzM4Wp7N15j+dMmVJZRTWoUanhqZAiMazjL+hB+kypQznl0GrFLUpPOrbtXBH2XCqFUibB+3em44ZugXjrdt0J6Fc7s22eRt5VZGZmguM4PPXUU2IPpUvjpy0khHq1O/WYdMA4KHXqFKCluoGEWEKr1aJv37546623kJGRgYceeggPPvggFi9e3Or2SqUSPj4+BjdiH6U1KhRV6zJ8+LIhjpIUxpcpsV2m1NmCajAGhHgrEextx+6zHAfpX38itSALSo0+y964ljAhToJ+DXZlv/9uuNynj9m74Kfv5ZfVizat6HrnPQ+7Pk5coC7o5QxBqcN55QCAPtF+kEo6nrKYGOYNN7kE1c2uzhDntXRXDgDg3sGxiA7Qva9HJYZgSPdAqLUM3+zJFXF0runAgQNYsmQJ0oy7lhGHo3pSNpKSYrhcVwfk5IgyFEJcXXh4OHoZ1WlLTk5GXl6eSCMivHP6qXuxgR7wVMoc+thJ4deLnduKo+pJAQDS0w2XjWsJE+IkKCjVle3ebbjc2Gj2Lvw8FEJrVv5Lw9H46XTxQfadBhKjz5QqqVGhRqW262N15HCuLiiVEeNn0vZyqQQp+mKHx/Ir7DQqYgvZJbX460IJJBxw7+A4g/+7b2g8AOD7A3loVFNGhKlqamowY8YMfP755/D39xd7OF3eaX1ragpKWSksDAg0mr5NU/gIscjQoUNx7tw5g3Xnz59HbGysSCMiPL6elKOzpFBXh/S/1uG57Uvx8ifPQhsTA9Rbn6nuqM57AFrWCqZMKeKkKCjVVWk0uquqzVmYQcCfWIhRV6pWpUZhlS6lNz7QvtP3fNzkCNB398sVOdvoiD6w1DfG9BPsPtF+ACgo5ex+P3ENADAsIVjIkuKNTgpBiLcSFXVN+OtCsRjDc0lz5szBpEmTMHbs2A63pY5K9sUYw7HLuqBUnyhfkUfj4jiuZbYUBaUIscjcuXOxd+9evPXWW8jKysJ3332HJUuWYM6cOWIPrcs7V8DXk3LwhQzG4PPg/Xh4308YeekQJPn5wOnTVu9W1EypEyd054CEOBkKSnVVraX4T5pk0a74+dZidODjs6T8PeTw9ZDb/fGcoa5UZV0TsopqAADp+kCTKfig1FH9CSFxTutP6oJSE1PCWvyfVMJhYmo4AODXY1db/D9p6fvvv8fhw4eRmZlp0vbUUcm+CqoaUFytglTCCa2qiRWMg1KnTokzDkJc3IABA/Dzzz9j5cqVSElJweuvv45FixZhxowZYg+tyzurz5RKNqGGqk15eoLr0cNwnVE9XnOpNVqhaLtDvgONg1J1dcCFC/Z/XELMREGprso40h8QACQnW7QrMYud55TogkP2LnLO4+tKidmB79jlCv1YPBDoZXqBxPQoPwC6NrQqNV0lcUZ5pXU4eaUKEg4Y1yu01W2m9NEFpf44U4QmDU3ha09+fj6efPJJrFixAm5ubibdhzoq2dexfF1QPCHEC+4K8xprkFZQphQhNjN58mScOHECDQ0NOHPmDB588EGxh9TlabRMKA/i8EwpoOUsEiu71+WU1kKl1sJDIUVsgH1r4QIAQkJ0U72bow58xAlRUKqrMg5K9e6tmwpgAT4oda6g2uGd3bJLdBlD8Q4KSgmZUiXiZUqd0s9FT9UHmUwVHeAOX3c5GjVaXCyiYufOaMuZQgDAoPjANgOO6dH+8POQo1qlpqmYHTh06BCKiorQr18/yGQyyGQy7NixAx999BFkMhk0raSwU0cl+zquD6qn0dQ92zDqwMfOnbOoPiQhhDgjPojjLpcixhFBHGM2Dkrxv+GTw30gMaFRkU0YZ0tRUIo4IQpKdVXGQSkLs6QAXcaOXMqhrlGDq5WObVWfrQ8O2bueFM8ZMqWEuehmXjHiOK5Za1uqk+OMdl8sBQCMSAxucxuphMOwHkEAgD/PU12p9owZMwYnTpzA0aNHhVv//v0xY8YMHD16FFIpZeo42nH99OE0M4PqpA29exsscmo1Tc0ghHQaZ/WlQXqGeZvUbdrmjDqTs2PHAGb5BXhLf8Nbxbi7OgWliBOioFRXZRyUMmqDaw6ZVCJkKl3Q1zpyFD445Kjpe85QU4rvXGVJgUQxi9KT9qk1Wuy7pAtKDe0e1O62NyboglZ/Xiix+7hcmbe3N1JSUgxunp6eCAwMRIrxtCdid4wxIVOqDwWlbMPPD4iKMly3c6coQyGEEFvjS4MkObrzHs8ooMOVlwNWTOsXOu85osg5j4JSxAVQUKorYgw4e9ZwnRWZUgCQEKL7srjo4KBUdokuKOWo6Xt8plRBVQPqGx1fl6muUY1L+udsyVWW5HDd34kvGkmcx8mrVahWqeHjJuvwx8rwnrqg1fHLFaisa3LE8AixWm5pHaoa1FBIJUh0dMHazszHBxqJFGpO/5Nu715xx0MIITZy5hpfT0qk74zYWF3wvzlLgjoaDdg778Dzrx3waagRN1PqyhWgrMxxj0+ICWRiD4CI4OpVoMYoeGRlUKpHiBcA4EKhg4JSV6+iYfFnGHasHtn+EYiTDXLIw/p5yOHjJkNVgxp5ZXUOP7E6V1ANxoBgbyWCvU0vcs5LCrueKcUYA2dhHTFie7sv6rKebugW2GGKerivO+KDPJFdUovDeeUYlRTiiCF2Ctu3bxd7CF0W36QhOcIHChldE7OZsWMhbZ79TCcbhJBO4lyhPlMqTKT6jhynC+rs2HF93ZEjwJQp5u3n3Dlw//d/+FS/qP21G3D0KODtgPOInj3BlEpwKtX1dceOAaNG2f+xCTER/SrsioyypJinJxAZadUuE0L1QakiB2XgHD0Ktzdew0e/voNfl8+FV69Ehzwsx3HCVMFcEepKWTsXvWeoNyQcUFrbiOJqVcd3IA5zMKccADCoW6BJ2/eL9dfdL5dOQIlrOJSre49nRPuJO5DOpl8/w+WTJ8UZByGE2FB1QxPyy3S1apPEzK41LhR+5Ij5+zh0yGBRolI5JiAFADIZOKP6gzh+3DGPTYiJKCjVFRkFpbjEREBi3VtByJQqqgGzogCgyYwLuSYk2P8x9WID+aCU4+tKnbJyLrq7QioE1c7QFD6nwRjDUX0nvYwYP5PuMyBOF5Q6oA9mEeLs9mfrAqgD4wNEHkknY1wf7dKlltnQhBDiYs4X6n6nhvm4wd9TId5AMjIMl20QlGpxMcHebNxFkBBbo6BUV3TunOFyovVZRvFBnpBwQHWDGkWOyMDJyjJcdmBQKk5f7FyMDnxCgUQr5qJTsXPnc7m8HmW1jZBLOZP/tv1idSf2x/Ir0KjW2nN4hFitsq4J5/QnGAPiKChlU716gRlfWDp1SpyxEEKIjYheT4rXt6/hcm4uUFpq3j4OHjRcFjsodeKEYx+fkA5QUKorMi5ynpRk9S6VMqlQBNwhdaWMM6V69LD/Y+rFBIjTgU+jZUIXEmu6dvAdTPgrUER8R/RZUr3CfeAml5p0n+7BnvD3kEOl1uKUviMjIc7qYG4ZGAO6BXlaVA+PtMPNDZzxhRmamkEIcXFC5z2x6knxkpPB3NwM1x0+bPr91Wow4+yqAQOsH5c5UlMNl0+dAjSOb9hESFsoKNUVnT9vuNyzp012y0/hy3JEXSnjTCkHBqX46W+OzpTKK6tDQ5MWbnKJEAC0BP93cnSnRNK2o3kVAIB0M2rtcByHjBjdFL7jlykoRZwbTd2zM7oKTggxV2UlsH498PrrwEMPAR9+qFvnJM7ymVJid2uVycAZH2ONM5/ac+YMuDqjC9liZ0rV1wMXLzp2DIS0g4JSXU19PVhenuE6G0zfAwzrStlVUxNYTo7hOofWlNJlSl2tqIdK7aCrDD//DI+7puHpP7/BfZf3QXoxq+P7tEEIShXXOqb+F+nQ0XxdXag+ZhaATon0BQCcuOI8PyIJac3+HF1Qiqbu2YnxVXAKShFCOrJtGzBxIvDyy8CSJcBTT4GlpjrF9F/GGM4VOMn0PQDo399w2Zyg1IEDhssxMUCIg7smh4S0fMw//3TsGAhpBwWlupqLF8EZByJsFNC53oHPzkGpnBxwximnDgxKBXsp4aGQQst0tYAc4q+/EPrHejyxZxXmfb0AmD/f4l3FBnpCKuFQo1KjoKrBhoMklmhUa3FSXyvMnEwpAEjlg1KUKUWcWGV9k5DNN6gbBaXsorUitnTRgRDSDm2//i3Wcfn5YBMmAGXidva9UlGPapUacimHbkFeoo4FQMuglHGgqT379hkuDxpk/Xgs4e8PBg4ajtMt794tzjgIaQUFpboa46l7kZGAl20O9gkhuisZWfYOShnXkwoMBPz97fuYzXAc16wDn4Om8Bm3+DZu7WoGhUwiZHvZ/W9FOnSxuAaNai28lTLEB5k3LTMtSheUulBUjfpGqg1AnNOurBJotAzdgz0R5e8h9nA6J+OgVHk5cPWqOGMhhLiEb/LVKPRqeaGAy88H/vUvEUZ0HT91r3uwFxQyJzhdHTjQcDk/HygsNO2+xkEp4305yogR4MAg5S9YONFUTUKc4FNOHMo4oGPDDKPuwV7gOKCsthGlNXbswCdiPSme0IGvxEHFzo1TqY1bgJupRzBf/4uCUmITCnmGe4Pjr16ZKNTHDcHeSmgZcJq6KRInte1sEQBgZKKDpyt0JbGxgLfRFBdq+U0IaUN5bSPe2XgO+6JTUJTWH0hONtzgq6900/tEwv82Srai27RNJSUBnkYXDk3JlqqpATOeTi1WptQNNxgu0zRv4kQoKNXVGGdK2TAo5a6QItLPHYCdp/DZMbBmKodmSrV2xduKTCkA6C7UlaKglNj4q4GW/vDip/CdpLpSxAkxxrDjfDEAYGRisMij6cQkkpZ1pSgoRQhpw3f781CjUmPxQ28g6Mh+YNMmsGaB7fwbRgDduok2vjMFTlLknCeVArNmYcfNd+Opyc9g+dcbdfW4OrJvHzitVlhkMlnLqYCOYvQdwbKyAOMC7ISIhIJSXY1xQMdGnfd4CSEOyMBxpkypUgcczE+fNlhkcrnVgTjKlHIefIaTpS2P+WLn1IGPOKOj+RUoqlbBQyGlznv2lp5uuExBKUJIK9QaLZbtzgEA/PPGeEgkHBAVBS4zEw1+gXhiyr8w6/ZXoI2OEW2MZ/nfRs6SKQUAH3+Miy+8iTW9R2EH89ddDOjIrl0Gi1xGBuDubqcBdqBXL7BmGfkcYy3OMQgRCwWluporVwyXbZxl1MMRQamulill9IXB9ewJyOVW7fL638lBNbFIm84W8JlSll0N5DOlTl2loBRxPmuP6bI8xyaHQimTijyaTs44KHXkiCjDIIQ4t/3ZZSiqVsHPQ45JqRHX/+ORR6A+fRpbM8bgUmmd0DXV0RqaNMgu0f0+dZpMKb30GD8AwOG8cmi1JjST2LnTcHnoUNsPylQeHuC6dzdcR1P4iJOgoFQXwy5cwI1PLMfdd72Fkvc+snmxPbsHpZqawHJyjB7U8ZlSfEHq/PJ6NGm0HWxtJeN6UlZO3QOuT98rqVGhsq7J6v0Ry5TUqFBcrQLHAT1DLfvhxf9gu1hcY//3IiFm0GgZfjt+DQAwNT2ig62J1YyCUuzCBaCGsmEJIYZ+O6E7Lt/cO8ywiLhEAq/wEExICQMArNMfvx0tq6gGWgb4e8gR4q0UZQxtSY30hbtcivK6po5LlTQ1gRl3uBs+3H6DM4XxNG/jRkqEiISCUl1MUU0j8twDsD++D3yfnAOEh9t0/3YPSmVng9MYdRkTIVMqxFsJN7kEGi3DlfJ6+z7YmTOGy8bFKC3gpZQh3NcNAJBVXG31/ohlzumzpGIDPOCplFm0jyh/d3gpZWjSMOHKIiHOYGdWCYqrVfB1l2N4AtWTsruUFDDp9Ww0jjHg+HERB0QIcTZqjRYbThYAACaltX4OMFG/fv3JAmhMyQaysTPNyhqY2wDG3uRSCfrH6Tp+771U2v7Ghw+DqzX6XSZ2UMq4URIFpYiTcNmgVGZmJgYMGABvb2+EhITg1ltvxblz58QeltPL0Z+0Rvq5Qy61/Z+/R7Aua6OgqgHVDXbIwDGuJxUYCPj72/5xOiCRcIjTT+HLtvcUPuP53jbIlAJ03RIB4GIxBTLEwv/wsqa7DMdx6Bmq+1vyUwEJcQZf78oGANyWEekcLb07O3d3cMYXLQ4fFmcshBCndCS/AmW1jfDzkGNwt8BWtxnaPQg+bjKU1KhwQIQpfPxvmSQLyxrY2w36163DoFReHho9vK4v9+oFBIt8gcY4KEXT94iTcNlfiTt27MCcOXOwd+9ebN68GWq1GjfddBNqjSPS9nr888W454t9mPnlPuzOKnHIY9pCbpmuMHesvlC3rfl6yBHkpUu1tUuwwwnqSfH41zDXntkpVVXA5cuG62yQKQUAcUH6Yu2UXSOaM9f47jLWFfJM1N//nL6FMiFiO1tQhW3nisFxwOwhcWIPp+vIyDBcprpShJBmdl7QnbMM6xEEWRsXpxUyCcb2CgUAbD1b5LCx8c7qf8skW/nbyF6aB6XarSs1bRrmfLQJk2ctwq5H5gNPPOGgEbbDePretWtAmTi1wwhpzmWDUhs2bMDs2bPRu3dv9OnTB0uXLkVeXh4OHTrU6vYqlQpVVVUGN0ttOlWA2Uv3Y2dWCf66UIJ7vtyHbeccf9C2BF+Y215BKcDOHfiMg1Ii1JPi8ZlSdu3Ad/aswSKTSGwWiIsTirVTO1ixCD+8rLwayNeVOnuNMqWInfz8MxARAQQF6a723nUX8PvvgFrdYlPGGN5erzt2TUgJQ5y+Bh9xgL59AQDlbt44mti/ZfFzQkjXxBiwYAEafv4FvvXVGNYjqN3NR/TUZfT8eb7YEaMTMMauX7Bz0kyptChfeCllKK9rwokrbTeZUak12JlTiZNhPeD/4nPAQw85cJRt6NEDTKEwXEdT+EgHdl8swYnLlWho0nS8sYVcNihlrLJSd1AICGi95XRmZiZ8fX2FW3R0tEWPU6tSY95Px8EYMKVPBCakhEHLgP/733HUNbb8ce5s+AAEH5CwB7vWlTp/3nC5Z0/bP4aJ+BOtHHtO3zPuvNejB6C0TdFHvli7q9YhqqxrQnlto9jDsJhWy3CxWPcZsbTIOS+RD0rR9D1ia2fOAGFhwO23666olpbq1q1aBUyapLvqunYt0KzW3/8OXcb2c8WQSTj8a3ySiIPvgu65B5ePnEbGE9/hzr+9hsZH5og9IuLE8svqUN9ov5MM4kSys4FXX8X8xf+HYx/djdtnTwBK2p7pMTwhGByn+11RVNXgsGEW16hQVtsICQckhDhnUEoulQhBuy1nCtvc7kB2OeqbNAjxVlp98dFm5HJwSUbfy8YNlcTAGPCPfwBr1og9EtKK51efwJT/7sSh3HK7PUanCEoxxvD0009j2LBhSDGeK6s3f/58VFZWCrf8/HyLHstTKcMXswZganoE3r+zDxbdlY6YAA8UV6vw1c5sa56GQ/BBqZgA+2VK2TUo5YzT9+yZaWRcT8pGU/cAw6AaY44vZGkpjZbhtV9Po+8bm5Hx+mbM+99xl+w6d6WiHg1NWiikEkRb+XnkM6WuVNTbp5Yb6Zpqa4EHHgAK2/7RjbNngalToZkxA4wx/HToMl74WXfV9amxCULwmzhIUBAi+yTB10OBRo1WaKZASGv++c0h9HplA/664NhsGCKCv/4yWFSUlujqsrYhwFOBlAhfALqmFY7CZ3zHBXrCXSHtYGvxjEkOAQBsPt329yMfsLqxZ7BzFWx3xrpSCxcCX30F3HYbvhw7C48uP4CrFXZuJEVM0tCkEcr/JIR6dbC15TpFUOqxxx7D8ePHsXLlyja3USqV8PHxMbhZql+sPz68KwNyqQRKmRRPj9Nl63y9O9epT44ZY0JWT6xDMqVs/GNYpQLLzTVcJ2KmFH+ylV9WB7W9/u7Gnfd69bLZrqP9PSDhgLpGDYqrVTbbr70t3p6Fr3ZlCx1hVh3Mxxu/ne7gXs4nS58lFR/kCanEuh8rfh4KhProMujOF9JJKLEBxoB77wWM21m34Vl1d/R9fTOe+fEYGjVaTEoNxyMjxZte3ZVxHIe0KN3J5PErFeIOhjitJo0WF4tqwJh9s+eJk9i503B52DCgg0DJ8ATdFD++DpUjnHPyIue8UYkhkOgzyfLLWl6c1mgZfj9xDYBuGrtTcbYOfLt2gT3/vLD4jz+WY/Q78/H3JXtQ5sIzIjqLLP33hJ+HHMFetpmt0xqXD0o9/vjjWLt2LbZt24aoqChRxjApLRxBXkqU1KhEKQhoqoq6JlQ36KYYOiJTKq+szrZzTy9e1LW4bk7ETKlQbzcoZRKotQxX7BXNNw5K2TBTSiGTINLfHYCd62LZUHZJLT78Q5ct99ZtqfhsZj8AwLI9uTjZzrx+Z3RRn0nYPcQ2JwN8sXSawkds4tNPgdWrDVYxAIiOBmJjdfXt9Ip8gvBr/ECU1zXBQyHF3LE98dHdGVYHW4nlUiP1Qal81zouEsfJLa1Fo0YLD4UUkX7uYg+H2JvxBYahQzu8C1/Q+0Cu4wphn9HX2rS2AYy9+XsqhNdn9eErLf5/X3YpiqpV8HWXY3iCyB33jBkHpU6d0l2IEoNWC8yZY3B+xzgO+waNQ35ZPV53wYvOnc0FfZJJz1Bvu2b8uWxQijGGxx57DKtXr8bWrVsRHx8v2ljkUgnu6KcLiP106HIHW4uHT70L9VHaNSU2xFsJb6UMWmbjekvGU/fCwgBv8a6kSCScMIXPLnWZGhrAso2mhNowKAU0K9buInWllvx5CU0ahht7BuPugdEY3zsMt/SJAAAs3nFR5NGZh68n1SPYNqmw/BQ+mq5DrHb+PNgzzxisYt7e4A4dAvLygJwccDU1wGefAX37IuiZx/HbM6Pw2+PDcOTlcXhybAIFpESWFuUHADh2uULUcRDnxV/A6BnqDQl9Xju38vKW5SBMCEr1jfWHhAPyy+pRUOmYulJnha7Ezp0pBQDT+uvO/X48lN+iC9+3e/MAABNTw6GQOdnptnFQqqxMVzNSDGvWAMeOGaziXn8d97yiKwr/85Ertp95Q8xyroCvf2u/qXuACwel5syZgxUrVuC7776Dt7c3CgoKUFBQgPp6ceafTukTDgD480Kx0xaNzHXA1D1AN3Wguz3qSg0bhs3vfIkFYx7E9jHTgOnTbbdvC9m1g9358+C0RtMCjYsTWkkodm7PYu02UlbbiJ8O64K+j4/uIUTrHx3VHQCw/sQ1+2Ws2cHFIt1rzn9WrJVIHfiIrcjlKEswnCrMrVoldHYDALi7A//8J3DwICTPP4+kMB+kRPpCKXPeGiBdSUaMHwDgXGE1qqjOHGmFME3KBU7+iZX27zdYZEolkJHR4d28lDL0itBlLO3PsX+2VJNGK5w3JIc7d6YUANzcOxzebjJcLq/HhlMFwvrL5XXC8qwhsWINr22xsYCn0bmgWMXOFy0yXO7VC5g3D32i/XBTr1AAwGc7Ljl+XERwofD6BQx7ctmg1OLFi1FZWYmRI0ciPDxcuK1atUqU8fQK90GknzsamrROWzCSD5zE2nHqHi/BHkGpwED8lTAQS/tPxd5nXgPee892+7ZQnD072J09a7gcHQ142TZKHetCmVIbThagUa1Fr3Af9I/1F9YnhflgUHwAtAz49dhVEUdoHj5TqruNMqX4L4vzRdUuVbieOJ+mmFjcOu0tvDN8JjRSGTBnDjBhQusbcxwgkzl2gKRDoT5uiA30AGPAoRz7dcshrovPlEqkoFTnZxSU4jIyAIXCpLsOiNN1NT+Qbf+gVHaJbkqpl1LmElNK3RVS3DdUN1Pn/c3nhZIlmevPQqNlGNoj0DmnIUokLWvUilFX6ty5FgX48fzzwm+Kh0Z0AwD8evwqalTO3+G+szqvz1SzdzdMmwel/vzzT0yZMgURERHgOA5r7NTakTHW6m327Nl2ebyOcByHcfqIrrPWleKn0sU5oBuSvTrw8cGfbk7S0el6ppQdgjp2rCfFiw/SBShdoaYUXzBySp+IFnOap6ZHAgB+OeoaQany2kaU6os3dgu2zXu5R4gXOE5XO660ExaGzMzMxIABA+Dt7Y2QkBDceuutOHfuXIf3W7x4MdLS0oQGF4MHD8b69esdMGLX9euxq8ivacKqm+6Fevce4N//FntIxAID9SeT+xxwMklcz1l97Z7OFpSiY34rDhwwXB40yOS78seRAw7IlDpzTfee7Bnq5TJTSv8xLB4BngpkFdXgmR+P4aM/LmDd8WuQcMALE23XnMjmnKHY+TffGCyy4GBg2jRhuW+MP7oFeaKhSYsNJwuM700coK5Rjfwy3SwUl5u+V1tbiz59+uC///2vrXft9PguFXsulYo8ktbl6QMP9ixyzrN3UCreRify1ooLtGNQZ/9+1Ls3e57du9v8IZoH1Zw5u6a0RoXdF3XdXyalhrf4/4mpYZBKOJy5ViW8z50ZnyUV6ecOD4Vtskzc5FLhs32h0LafO2ewY8cOzJkzB3v37sXmzZuhVqtx0003oba2/YBwVFQU3n77bRw8eBAHDx7E6NGjMXXqVJwSK1XdyTHGsORPXar8fUPjoBzYH/Cw/3cGsb2B8bqTyf3ZzvmbhIinsr5JONHoHe4r8mhsi475rTh40HB5wACT79pfH5Q6V1iNyjr7TgW+3nnPCbOL2uDrLseiv6eD44B1x6/h/c3nAQCPj04Qpj46pZQU1IeGY3t8P6wdczdw++2OfXzGgJUrDVZx99xjkMHHcRxuy9BddF7rQjMhOhP+fCLIS4FAO3beAywISq1cuRJubm64cuV6p4EHHngAaWlpqKysxIQJE/DGG2/gdke/uZ3AwPgASCUcckvrnLK2DR84cUTrXz4odamkFhqtbYIdDU0a4XV1lvbFsfqMrfyyOqg12g62NtPly3Cvb3bCHWb7lrJR/h6QSjjUNWpQVK2y+f5t5Y+zRdAyICXSBzGBLU+Q/TwU6KuvofJXlnNOn22OD9baKkuKd33arOvVlerou2XDhg2YPXs2evfujT59+mDp0qXIy8vDoUOH2t3vlClTMHHiRPTs2RM9e/bEm2++CS8vL+zdu7fV7VUqFaqqqgxuXcnOrBKcLaiGp0KKewY5YS0MYjK+M9Txy5VOW+uSiOOsPiMl0s8dvh5ykUdjno6+K8w95nd61661LGLdr5/Jdw/2ViImQDcV2N6NE/gppckulr13Y89gLJ09AH1j/JAU5o3XpvbGU2PF6w5ukrlzkXPkLGbfuQAvDJsFNnGiYx//3Dmw3FzDdTNmtNjs5hTduc/eS6Woa6QpfI52vtAxU/cAC4JSd911FxITE5GZmQkAWLBgATZu3Ij169fD17dzXW0xl7ebXGjDvOeic12ZrFGpUVKjCzq0dlJva1H+HlDIJGhUa5FfZpvMlfyyOjAGeCtlCPIybS68vYX7uEEhk0CtZbhaYcPOJBoNmPHUpBEjbLd/PYVMIszbt0tdLBvZlaXLkhqVGNLmNjfqW+7+ed75g1JC5z0bFTnn9dB/aVywcYaiI5j73VJZqWt1HxAQYPJjaDQafP/996itrcXgwYNb3SYzMxO+vr7CLTo62oJn47q+P5APAPhbvyiXO1klhqL83RHu6wa1luFwHtWVIted1gelnDqTow3mfFeYcszv9A4fNlz28gJ69jRrF+nRfgCAY/kVthlTG/hgqStlSvFGJoZg9aNDseGpG3Hv4LgWZSacDsehe7AXZBIO1Q1qXHVQd0VBUhJ+XbcfL499CKfjU4DERMNmKno9QrwQ6eeORrXW6c6tbYYxXRdC447rToA/n3DENG+zg1Icx+HNN9/EF198gbfeegsffvghNmzYgMjISHuMz+UM6a67MslPNXIW/JQmfw85fN3tf6IhlXBC3SdbTeG7WHy9JpazHOwlEk4oHG/TDnY5OeBURplLdqgpBVyvMWaXulg2wBjDbv0X0ZDuQW1uN7ynLii1O6vU9llrNsZ/JmxV5JzHZ0q54vQ9c75bGGN4+umnMWzYMKQY10VoxYkTJ+Dl5QWlUomHH34YP//8M3oZF/nUmz9/PiorK4Vbfn6+1c/NVVTUNWLzqUIAwJ39u1YwrjPiOE7IlvrTSRuwEHGcvqoPSrngyb8p3xXmHPM7vSNHDJfT03WFrs3QRx+UOmrHoFRlXZMQGOlsdc6clUImETL2zxc4PsN+cxmH5f2mYP2n/wMOHdI1TjHCcRxGJel+328/1wm/x95/H/D2Bm67DejTR9fES+M8mc18ppStL6K3xqKaUpMnT0avXr2wYMEC/Pzzz+jdu7etx+Wy+BoOh3Od66okH3CIceC0twR9N7CsYhucIF+6hGunLgCMCSfezsIuQR3jIucBAUBwsO3230y8PnMuu8Q5azFdKKpBcbUKSplEaHPemtRIX/h5yFGtUuPY5UrHDdACfIDV5kEpfRFCV8yUAkz/bnnsscdw/PhxrDSqR9CWxMREHD16FHv37sUjjzyCWbNm4fTp061uq1QqhQK5/K2r+OXoVTRqdB0uUyK7duZzZzEyUfe9sc1JG7AQcbhyphTQ8XeFOcf8Ts84KJWRYfYuhEypyxV2qz96puD6lFIfN8rSdZREfXfAsw4OSmm0TOhWP6JnMODZ9vnp6CTdLInt5zvZ99g//wn2zDMAXxu1uhp49llg6lTASUpH8Be5+Q7f9mRRUGrjxo04e/YsNBoNQkNDbT0ml8YfuHNK61BR5zwdsHLL+HpSjitY2yPYhsXO//Uv3HfXjTi+6O+Y9+osYNUq6/dpI3FCUMeOQank5FavINgCH1TLcdLpe7v1U/cGxAXATS5tczuphBNaFztbULg5lVqDy+W6z2N3G9eU4oNcJTUqlLtgBz5Tvlsef/xxrF27Ftu2bUNUVJRJ+1UoFOjRowf69++PzMxM9OnTBx9++KEth94p/HT4MgDgzv6mva7E+Y3oGQwJB5wvrBGOO6Rra1RrhRMNV8yUAjr+rqBjfjNHjxoup6ebvYveET6QSTiU1DTicrl9aubynfeSXfQ96aqS9Flp5wocGwQ5caUSFXVN8HaTCefObRkUHwiphEN+WT2uVTpfzWaLvPkm8PnnaPXMbt064JlnHD2iFmpVaqGWsyMSQswOSh0+fBjTpk3DZ599hvHjx+Oll16yx7hclp+HAvH6k3x7prmai8/iiXVA5z2eTTvw6YM0Po11CD17/HpU2QnECh3sbPiDv7WglJ3wReNznHT63gF9gOmGbh3XDuoX6w8AOOTEQanL5fXQMsBDIUWwt207WXgqZUKNMJtkKDpQR98tjDE89thjWL16NbZu3Yr4+HiLH4sxBpXx9NguLr+sDscvV0LCAVP6RIg9HGIjfh4K4bi4lbKlCHQ1DRs1Wni7yRDl7y72cMxmyXlIlz3mV1UBly4ZrrMgKOUmlwrBInsVO+eDUr3CaeqeI/EZMI7OlOJrxQ7tHgSZtP1whKdSht76rM792WV2H5tDbN7c5n8VBoRD8+ZbDhxM6/j6t0FeSvh72r+Ws1lBqZycHEyaNAnPPfccZs6ciddeew0//fSTQfejmpoaHD16FEf1kfns7GwcPXoUeXl5Nh24M7teENB5phDl6TOlHDl9jw9KXSyqsS7dt6kJ7MIFw3VJSVaMzLbi7ZFp5MCgFF/4Pq+szm5p2dY4mlcBAMiI8e9wWyEolVfulM8FaDaVNsDDLrXRhCl8LlRXypTvljlz5mDFihX47rvv4O3tjYKCAhQUFKC+vv2rZs8//zz++usv5OTk4MSJE3jhhRewfft2zGily0tXtv6krjvTDd0C7d72lzjW2GRdJslvx691sCXpCvh6UsnhPk5Tn9NUpnxX2OKYn5mZCY7j8NRTT9nhWTjQiRMGi0wmAyysrdUnWjelm/9NZmuuPqXUVfGZUheLa9DkwHqs/IyGAfGmNavhZ0J0iqDUnj3Ajh2G67p3hzYgELUKd9x76wv4OV/8IDp/HuGosjkmB6XKysowYcIE3HLLLXj++ecBAP369cOUKVPwwgsvCNsdPHgQGRkZyNDPWX766aeRkZGBl19+2cZDd159ovQH7nznydYQglIOzJSKC/KAhAOqVWoUVlnx4bp4EZzaqA2oHYM05orVB3Xyy+tsU2CbMYcGpaL83SHhgLpGDYprxD8INldcrcKVinpwHJAW1XGNm9RIX8ilHIqrVXZLMbcWn1EXZ6cAsVDsvMjxRSstYep3y+LFi1FZWYmRI0ciPDxcuK3qYCpvYWEhZs6cicTERIwZMwb79u3Dhg0bMG7cOLs+L1fz+4kCAMCE1HCRR0Js7Zb0CHCc7se8rbrhEtd18qrugqmrTd0z9bvC2mP+gQMHsGTJEqSlpdnleTiURIKioaNQ5Km7YMclJQFubhbtKj1atw97ZEqpNVqc158A0/Q9x4r0c4enQoomDXNYF27GmPA+6mjqHo+v2XwgpxMEpd55x2CReXsDx45Bcugg/njrU5wLjsMXf10S/eL6ef15BH+x295kpm4YEBCAM8YnygB++eUXg+WRI0eK/iKKLV2f0XE0X1cQUOwrUU0aLa5W6DpaxDqwppRSJkVsoCeyS2qRVVSDMF/LvghhXJwyNBTw7zhrxlEifN2hkEnQqNa9zjHWvsbXrgGVRll2duwao5RJEeHnjsvl9cgrrUOIt4V/Jzvgp8AmhHjB24TCl25yKXpF+OJYfgUO55Uj2oFBWFPxQanYIPuMLSFE32DARYqdm/rdYun3ypdffmnR/bqSKxX1OJpfAY4DxvemOpGdTbivOwZ3C8Tui6X45egVPDY6QewhEREd1zcC4TNfXIWp3xXWHPNramowY8YMfP7553jjjTcs3o/TGDwYy176BB9vu4gHe3rghQFtdzDuSLr+/XLiSiXUGm2HU67McamkFo1qLTwVUkT7O9/vts5MIuHQM8wbR/IqcLag2iEFrS+X16OkphFyKSdMy+sInyl1vrAGFXWN8POw/3Qyu8jNBVuzxqCWFPfKK7pC756eGPFIJNwz/8DZgmrsvVSGwd0DRRtqlrNmShHTJYd7QyGVoLyuSchQEtPVinpotAxKmQTBDp6W0V0odm5F1obxjxAn6/YokXCI12e9XLRFHR/jIJyHBxBt3/bsfLAyx5Z1sWyAzzY09UoKAGTotz3hpB34+Npd9sqU6uGC0/eIuNaf0E3rGhAX4FRBaWI7t/fVFa9fuT/foVM0iHNp0mhx8oo+KBXlJ+5gnNCcOXMwadIkjB07tsNtVSoVqqqqDG7O6Jy+VlBUUjyQmmrxfroFecFbKUNDkxbnCm2bic3Xk0oK94FE4lpTSjsDfgrfeQfVleIvOCeH+7TbwKi5AE+F0FjqxBXn/H1vkthYHP12LTYm3AAtx4H5+AAPPij8t6+HHFPTdXU91xy5ItYoAVzv5N0jxDF13igoZQdKmRSJ+g/4qavif0nxgbHoAA+HH+z5lD+rii6fOmW47ERT93g2LepuHJTq1QuQ2Pejyhdrz3OyYuf8FxefNm4Kvh6BM3z2WiNkStkpa5F/LxZUNaCqockuj0E6l/UndVP3JtHUvU5rclo4grwUuFJRj9+OXxV7OEQk5wqqoVJr4eMms9uFEVf1/fff4/Dhw8jMzDRp+8zMTPj6+gq3aDtfPLQU/7vU2mwHiYRDGl9XysaNnE4LnfeoyLkYEh1c7Pz6b3s/s+6Xqg+kH3fSi86mWiGNxkO3v4iP/rMG3NKlgI9httgt+qDU+pPXoFJrxBgi6hs1yNd37HXU9D0KStkJf2Dlo/9iEk6CRZjK1CPYBlkbxkEpO05ls1R3ewalHBCE498bzpQppdUyHNc3CzDni6u3EJSqdLqpxGqNVqjpYq8TAh83OcJ8dNkurjKFj4inoLJB6FZ5c0qYyKMh9uIml+K+obqOle9uPI/6RnF+6BJx8SeDfaL9KCOlmfz8fDz55JNYsWIF3EysuTR//nxUVlYKt/z8fDuP0nwNTRrhwnQPG0zBud7IqcLqfTV35pouGNIr3LWmlHYWPfWJFOcKHXPOamlQiq/ZfNxOHSAdQaXWYNMp3YXAIROHAbff3mKbQfGBCPFWoqpBjd0XSx09RAC6mT+M6TLUghw0y4qCUnbCF5DkD7Riym+WKeVoicKBrtqyAIFaDXb2rOG6lBQbjMy2hEwpW0zfMw7COWC6Ip8plesE0015uWV1qFapoZRJ0NOMKH1CiDfkUg5VDWqnK3Z+taIBai2DQiYRAkf2cEt6BGbeEAsfN5PLBpIuaoO+617/WH+E2vE9ScR339A4RPi64UpFPd5e37I2DwBUNTRhxd5cPLDsAG77ZBceX3kEf5wpdLoAP7GMpSeDnd2hQ4dQVFSEfv36QSaTQSaTYceOHfjoo48gk8mg0bQM4iqVSvj4+BjcnE1OaS20DPB2kyHY2/oTS37Kp627i1/vCEmZUmJICtO9d/PL6lGjUnewtXWaTyE2O1Mqkg9KuW6m1MGcclSr1Aj2VqJ/bOuzQKQSDmP0XXN3nCt25PAEfLMkWwSzTUVnLHaSLASlnCdTypGd93g9QrwglXCoqGvCtcoGRPi5m7eDrCxwjY2G65wwU6pH8PVMKauK2zMmSmYYP5Us14mm753Vf3YSw7zNKqipkEmQEOKN09eqcOpqlVMVO+frScXaeSrt8xOdb4orcU6/n6Sue12Fh0KG129NwT+WHcSyPblwU0jxxOgEKGQS7L1Uip8PX8HvJ6+hoel6zakjeRX49dhVjO8dikV/z4C7wrT6H8Q5HaOgVKvGjBmDEydOGKy77777kJSUhHnz5kEqdc33fZZQE8bLJk2X+PfN+aJq1KjU8FJafxpZXK1CSY0KHHf9QjZxrABPBYK9lSiuVuF8YTX6xtivmdTZa7opxL7ucsQHmTdjoHekLzgOuFbZgKLqBpesgbnjvC7IdGNCcLvnASMTg7Fyfx62ni3CK1N6Obxp2gUHFzkHKFPKbpL0QakrFfWorBe3rgufuuvIzns8N7lUCNhYFKA7edJwOSwMCLK8e4i9dAv2BMcBlfVNKKlp7PgObSkoAMrLDdc5JFNK996oqGtCZZ1z1CESCl9a8COFn8J3+qpzXU3hg36xVMuDOIGi6gahvTJN3esaxiSHYt7NSQCAz3ZcQuqrG5H80gbM/HI/Vh+5goYmLRJCvPDchCR8ek9fPDAsHgqpBBtPFeLB5QehpiLpLquyvknI5k6jIucGvL29kZKSYnDz9PREYGAgUpwwO99UQlAq2DYnliE+bojwdQNjtmsmw//Wiw/0hIeCciXEwv/WPmfnulJ8A6M+0X5mB1q8lDLhveyszYw68qc+KDUiMbjd7Yb2CIJcyiGvrA7ZJY5PGLhgo1p05qCglJ34ussRqc8KOitithRjTJi+J0amFGBlfS2jK1fWdA6xJzf59Ta2VtXxMc6S8vAA4uIs35+JPBTXU7tzy5wjW+q0fuorn3Vojt5OWuycr9kVJ0KAmBBjG08WgDHd1e9Ic7NYict6ZGR3fDy9L+ICPaBlgFrLEOipwPRBMfj50SHYNPdGPDyiO25OCceLk3vhuwcHwVMhxc6sEry76bzYwycWOphTBsaA+CBPm0zlIs6veaaUrfTh60rZqK4Pf26QHOF80x+7Er7Yub2DUkf4bM0oy+qHpervd8wFg1IFlQ04W1ANjgOG92g/wcJLKcOAuAAA1wNZjiQ0SAh1XPYiBaXsyBmm8JXXNaFaPz9YrGlMfDe005a8DseOGS47aVAKsFFdKePMsORku3fe4/GBEmcpdi78ULEkKKWfd+5sQSkhU8rMlGVC7GHdCV09qYmplCXV1UxKC8e2Z0di7/wx2P3caBx4YSzeui0VGTH+La5e948LwLvT+gAAlvx5Uaj/QlzLvmxdVuSg+ACRR+Iatm/fjkWLFok9DKvYIyhl62LnJ/T1hXpZ8FuP2E6iwzKlKgAA6TF+Ft0/JUL3+94ZyuOYa+8lXdHy1Ehf+HsqOtx+qD5wtV+f0e4oDU0a4XyFMqU6iV5ChpB4xc75qXuhPkq4ycWZE59sTdF346BUWpoNRmQf/Jf+RVtmSjkwCMdPKctzgrpSlfVNuFKhK1KeHGb+D5We+sh+QVWD6NNnm8ulTCniJIqqG7Bff5I6IYXqSXVFHMchzNcNEX7uHda4m5Aajkmp4dAy4JW1J6nwuQvig1IDKSjVJWi0DJf0037skSl11MZBqT40pVRUVjemMkFlXRMuFevek5b+vflzyrMFrheU4sslDIwz7RjMH6v3Z5c59Ds3u0TXIMHXXe7QrFoKStmREIwR8YOTJ/LUPeD665BTWotac7o6VFYCOTmG6/r0sd3AbIyf53zRlplSDqxlEBvgPJlS/JWaCF83+HrIzb6/r7tc6G5n1XRKG9JqmdDdMDaAMqWIuDaeLICW6U4wnKkZAHFeL05OhptcggM55fjrQonYwyFmqFGphY5Xg7oFijwa4giXy+vQqNZCIZMgyt92x/jUSF9I9MWmC6sarNpXZV2TcLGO76xGxJEQ4g2OA8pqG1Fco7LLYxy/UgFAd04a6GVZsIOvfZVfVo/qBue56NwurRY4dAhHLuqm4fU3MSiVFuULhUyCkppGIcDsCOcLdedgCTZqkGAqCkrZER+MOVdQDY1WnKuKfNZLjIgnwUFeSoR4K8EYcNactFCjLCkmlztl5z1e95DrHfgsxSIjUeTd7GDlyKBUEJ8pJX5Qypqpe7yEUN3f40KheJmKzRVUNaBRrYVMwiHCz/U6hpDOhZ+6N5m67hEThfu6Y/rAWADAf7dmiTwaYo792aXQaBmi/N2pflwXwf8W7RbkCakNu/16KmVCNrq12VJ8llRsoIdFFyCJ7bgrpIjTz5iw1xS+o3kVAKzr/unvqRAuOtt7qqHNnDkD9O+Pn+ZPxKpv5+HGL94BmjoOqCllUuG14jPbHeF6PSnHTd0DKChlV9EBHnCTS6BSa4Vi447mDJlSgIX1tY4cMVjkevUCFB3PwRULnx59rbIBNeZkhDVT9NUKDHx0Ofo++R1Uf2wFbrjBlkNs1/VMKfGn79kkKBWi+9F0wUkypfjXNTrAAzIpHXqJeIqqG4SpPBOonhQxwz9v7AaFVIL9OWU4nFfe8R2IU9h6tgiArs046RrsUU+Kx0+9srauFJ85Q1lSzsHexc6FelJWBKWAZg20XCUotXcvAMBdrcKgy6fgsfpHQG5aEHZQsyl8jnKhkD92OK7IOUBBKbuSSjh010/pEuvEWAhKBYp7ZayX0A3NjG4JRkEp9O1rwxHZXvO5t5ZmS/GZZP7R4VCOHgX4Ou6Lmr9CUlStQl2jZUE1W+G/aJLCLT8g9tRH+M87SaYUn6IeS/WkiMg2NOu6Z8tpHaTzC/N1wy3pEQCAFXtzRR4NMQVjDNvO6qaNjE4KEXk0xFHsGZTii1Rb24HvhL6DWpqFndiIbdmz2DljzOoi57wkvq6UqxQ737PHcHnwYJPvOlCMoFTR9el7jkRBKTvj/6D8H9jR+KlYYk7fA65fVTmiT900yeHDhssZGTYbj73wVxksPVCe09cfS7KguLe1fD3k8HXXRe7zRMrsA3RfXHyx+EQrWpFen77nXJlSfPCPELH8euwqAGASTd0jFpgxKAYA8Nvxa6ioaxR5NKQj5wtrcKWiHkqZBIO7td+GnHQefCdoe2ZKHc+vhNaK8iTH9UGpFMqUcgrNi53b2uXyepTWNkIu5azutMjXlXKZDnz6TCmBGbNg0qP9wHHAlYp6FFfbp9ZXc41qrVBbmKbvdTIJ+pPqLBFOjFVqDa7pixCKPX0vQx8VP19YbfLUtqbPv8RLEx7Ht+k3Q9W3PzBggB1HaBt8RpilB8qz+g6F/BeDo/Fd4XJKxAtKFVapUKNSQyrhhI6AluDTTguqGlDlBMUQc0soU4qIL6ekFgdyyiHhgCl9IsQeDnFB6dF+6BXug0a1Fv87dFns4ZAObDxVAAAY0j0Q7gpxujATx2KM2TVTqmeoF9zlUlSr1LhUYtn5TWmNSuiyTEEp58Cfe5wvtH0t5CP6LKle4T5Wd4NvXrPZmqCoQ1RVgZ0+bbjOjKCUt5tcaKR13MrMRFNkl9RCo2XwVsqE2l2OQkEpO+sRIt70vcvl9WAM8FBIEeQlbi2mUB83RPi6QctM/1CdiUzAN2nj8c5tc6E4uN+h9ZUsxc9zPm1hUIqftiZWUCpGHwTKKxOvrhTfvTA2wAMKmeWHKF93OUJ9dNMpnSFbijKliDP46bAuiDA8IRhhvlRwn5iP4zhM12dLUVDKuTHG8PORKwCAyWkUhO4qiqtVqG5QQ8IB8UG2/80hk0qEOlBH880oy9HMcX2R8/ggT/i4UZFzZxAX6AmlTIKGJq3NZ0zYosg5r1uQJxRSCWobNbhcXm/1/uzq0CFw7HrgjMlkZs/86aN/zayt4WYKfmZXj1DHdt4DKChldwnNOrI5OprbvMi5o99YrcmI8QdgercO/sPXJ8rPKcZvimRhnnM1GDPv793QpBE6xYl11UjIlBKxAx8flOoWbP3VPb5DTJZI02d5jDGqKUVEp9Ey/KQPItzRL0rk0RBXNiUtAgqpBGcLqnG2wEWmUHRBR/MrkF1SC3e5FDenUFODroLPkooJ8IBSZp/suD7RfFDKsoYHh3J098uwsr4QsR2phBOmbJ2z8XGdf59YW08K0AVF+XFamgTgMAcOGCxyffoAbuZdEOSDUkcvWxYANgd/Ed/R9aQACkrZXUyABxRSCeqbNEKaqqPwHf+iRZ66x+O/eEytK8WnevaxQVTdUboHe0EhlaBapTY7en+2oBpqLUOgpwIRImUw8NPl8sQMSul/THUPsf7qHt+B77zImVLF1SrUN2kg4UCFpYlo/rxQjKuVDfBxk2Fcr1Cxh0NcmK+HXOjktubIVZFHQ9ryoz4IfVPvUHgqZSKPhjiKPetJ8dKjdReaD+VWWHT/g7m6ws39YwNsNSRiA4mh+ovrNix23qjW4uRVXfCIr0dmrUQnuejcIaOglCWlaNKbdbs0N+HBXHxAO8HBnfcACkrZnUwqQbdg3cm1o4ud55Zez5RyBnzK5pE80z5UB13wKorciuj9Cf20xpRIX9Eyw2KFTCnxpu/xP6a62yBTSih2LlL3S16uPkAc6e9u1ZREQqyxdFcOAOCOftFW13Qg5NaMSADA2qNXnL+uRxdUUqMSMiPvHhgj8miII2UJF/fsF5QaEK8LSp0tqEJlnXl1O5s0WhzTT/vrH+dv87ERyyXZoQPf2YIqNKq18HWX22w6aQ8n+X3foUOHDJf79zd7F4lh3lDIJKisbxLO7e2l+fQ9R6OzIwfgi507uq4NP33PWaYLpUT6QiGVoKRGheyS9oMeVyrqkVdWB6mEQ/9Y1/rC4qfwnb5qZlBKP78+VcSCj/x75WpFPRrVWlHGcLFI996wxRW+bvovv2wLC3HaSk4J1ZMiIjpwAMVvLMTuM9cg4YD7hsaJPSLSCYxOCoG3UoarlQ04kOO4dtXENJ/tuAiVWos+Ub4YFE/ZKF2JUOTcBhf32hLi7YZuQZ5gDGZ//s9cq0J9kwY+bjK7jpGYL0lfG/eUmecw7TnabOaLrS6693SSmRDtKisDsrMN11kQlFLIJOitb6R1zI7Fzps0WuH8nKbvdVIJIhU7d7bpe25yKfrG+gEAdl0sbXfbfZd0/58S6QtvFyuAyLc6NTtT6opuezG7kAR7KeGhkELLgMvljp/CV6NSo0DfMbJ7kA2CUvofO5fL69HQpLF6f5aielJENIwBTz6J4Jeew8avHsPcxguI9ncXe1SkE3BrVqdozVGawudMzhdWC5mRT43t6TJ1OYlt2LPzXnODuumCnfuy2/9Nb4yfCdEv1h8SCb03nUlKhO4cJK+szuwMuLbwQSlbFDnn8TMhLhbX2LxToM0cPmywyJRKoFcvi3bFT3s0tQSOJXJLa9GkYfBUSBHp5/jfiRSUcgAxglKMseuZUk4SlAKAYT2CAAC7LpS0u91efVDqhm6ud3UvLYov/mj63N+GJg3O64ucp0aJF5TiOE6Y7plr484bprikn7oX5KWEr4f1wcggLwW8lTIwBpt3EjEHdd4jovn+e2DPHgBA97LLePz9ucCqVSIPinQW/BS+9SeviZZd21VotAx/nClE5vozeHXtKXy5Mxunr1a1+J1RUqPCwysOQa1lGJMUglFJISKNmIihqqEJRdUqAPadvgcAg+IDAQD7ss3LlDqUqwtK9Y9zvd/4nZ2/pwJR+gtXJ6/aprA2H5TKsGFQKsrfA0qZBI1qrZCE4XSOHDFY5NLSALll5zZ8YwF+Vo098DO6eoQ4vvMeALh81cNPPvkE77zzDq5du4bevXtj0aJFGD58uNjDMsBHc7MKdR3ZHPGHLqlpRF2jBhynq2PjLIb2CMK7m85j98USaLQM0laukDDGsPsiH5QKdPQQrZYS6QuZhENxtQpXKxtMijafuVYFjchFznmxgR44W1CN3JJaINGxjy3UQQi2TfCG4zh0C/bEscuVuFRcI3TjczRnq+9GuojSUrCnn4bBUbZ7d+C228QaEelkbugWiCAvJUpqVNiVVUIBEDs5V1CNJ1YewbnClnVeovzdMTwhGGlRvqioa8Ky3TkoqGpAuK8bFt6RJsJoiZj431GhPkr42HmmAZ8pdfJKJaobmkya2aDVMuHC8wAKSjml1EhfXC6vx4krlRiqTyawVGVdEy4V6y7M2rJxlVTCoXuwF05fq8KFohrE2ahWlU0ZZUqhb1+Ld5Wmz5Q6dbUSao0WMqnt84ouCBmW4pwruXSm1KpVq/DUU0/hhRdewJEjRzB8+HBMmDABeXl5Yg/NQGygJ2QSDrWNGlyrbHDIY+aV6Q4A4T5udmsHa4nUSF94u8lQ1aBuc17shaIaXC6vh0ImwUAX/MJyk0vRSz/393Cuaa1y+atGaVHiFTnn8dk8OSJ04Ltoh44xfFHFSx3UMbMXxtj1TCln/NLs5DIzMzFgwAB4e3sjJCQEt956K86dOyf2sOyvqQmYMQNcQYHh+nffBZRKccZEOh2phMPktHAAwNpjNIXPHk5drcTfFu/GucJq+LrLMWNQDB4e0R2jk0LgJpfgcnk9Vu7Pw/zVJ7Bww1kUVDUgPsgT3z4wCEFe9Fnvahw1dQ8Awn3dERPgAS27/ju2I2cLqlFa2wgPhdSm07mI7fAzNmyRlcOf68UGeiDAU2H1/prrqU/6ON9KsN4pGGVKISPD4l3FB3rCSylDQ5MWF4vtcz7DB6USRChyDrh4UOr999/HP/7xDzzwwANITk7GokWLEB0djcWLF7fYVqVSoaqqyuDmKHKpRDgxdtQHh5+qFONkNWxkUglu7KlrI73xVEGr22w+XQgAGNo90GVbGGc06zRoCn5+/QAnKEbKv2fEmO7GFzm3Rec9Hl9X6pKdDuIdKa9rQnWDGgBlSolhx44dmDNnDvbu3YvNmzdDrVbjpptuQm2teB0m7a6hAbjjDmDjRsP1kyYBU6eKMybSaU3pEwEA2HSqQNTafZ1RUVUD7v/6AGpUagyI88fWZ0bgzdtS8dyEJHw1ewCOvHQTvri3P/4xLB6jEoMxISUMr0/tjfVPDhe++0jXctEBRc6b44vo7+mgVixvV1aJcD/qRuyc+IZLJ20QlLJHPSke30gsyxk78NXWgp0/b7jOiqCURMIJxc6P26nY+Xl9x8WeIgWlXPOMH0BjYyMOHTqE5557zmD9TTfdhN27d7fYPjMzEwsWLHDU8FpICPXChaIaZBXVYGSi/dPb80rrATjnSfDElHCsO34N608U4Lmbk1pkBm04qQtWjesVJsbwbCIjxh/L9uTiSH7HV44YYziYq5uP7wypzNczpRx/0p5VbPs2xt2C+Q584gQh+Ncx3NcNbnLnyVrsKjZs2GCwvHTpUoSEhODQoUO48cYbRRqVlUpKgC1bgO3bde2Gi4sBjgPc3IDevdGkdIN87VqDu7CQEHCff67bjhAb6hvjh0g/d1ypqMfWs0WYmBou9pA6jZd+OYnCKhUSQrzwxawB8HU3nB7lrpBibK9QjO0VKtIIibNxZKYUAAxPCMLRDbsQ/t/VwOdlwOrV7X7P7NQHpaydFkbshy92nltah8r6phbHHXPYMyjVQ6jZ7ISZUsePg2tW749JJOBSU63aZVqUL/Zll+HElUpM6x9t7QgNNKq1wmyVxDAfm+7bVC4boi4pKYFGo0FoqOEXcWhoKAqMpysAmD9/PiorK4Vbfn6+o4YK4PoVC/4Pbm+5+ul7zhiUGpUUDDe5BHlldTicZxi0OVtQhRNXKiGTcLipt+v+yOob7YekomwMXP01NBMnAtVtHzBzSutQUtMIhVQiXJ0QE98h7nJZvUM7WjRptMjVB3DsMn3PQZ89Y/xzos57zqGyUnflLyCg9QCwmFm1Jvv9d+Duu4HPPgMOHgRyc4GcHODsWZzadQw3uw9Dqfv1HxXMwwPcmjVAOAULiO1xHCdkS/1KU/hsZuOpAmw8VQiZhMNHd2dYdWJIug57XNxrU0EBJt0xApu/moPZ678C1qwBTp1qc/P6Ro3QqW9YAgWlnFXzYuenrMiWYozhmD0zpfTv8ayiGmidrQPf0aMGi1xSEuBuXY3nVH1dqeOXbV/s/GJxDdRaBm83mWi1jV02KMUzzrJpq5C4UqmEj4+Pwc2ReuhTDPnK9vbGdyKIdsKglIdChilpuh+wy/fkGvzf9/t1wcKxyaGuWwtBrUZ032RsWPo45v/xBaTr1wN//tnm5gf0XUv6RPs6RSZNuK875FIOjRotrlXWO+xx88vq0KRhcJdLEe5juwMiH5Qqr2tCeW2jzfZrqpwS3WeROu+JjzGGp59+GsOGDUNKSkqr22RmZsLX11e4RUfb9mqULWwMSW7z/+qlclwMisb8h95Fo5cPmLc3uI0bgcGDHThC0tVM6aMLeP5xtgjVDbZpI96VqTVaLFx/FgDw0IhuSA4X58o1cS0NTRrh979DMqVCQyFtNPpdtWZNm5v/eaEYDU1aRPq5I1GkxjPENPxFcmvqSuWV1aG0VnfR3R7HsJgADyhkEjQ0aXGlwnHnKya55x78+N4KvDrmn9g/cipw++1W7zJN/zc5fa0KTRrbdrs9p5+6lxjqLVptY5cNSgUFBUEqlbbIiioqKmqRPeUM+EypC0U1Ldr32kO2/kQ43kkLK987OA4AsO74NSGDpbCqASv364rUTx8UI9bQrCeTgYuPN1y3ZUubm/+lT2Ue6AT1pABd4Vo+mJnnwGLnfOG+bsGekLTSldFSHgoZwvVRfzGKnfO1uWIpKCW6xx57DMePH8fKlSvb3EbsrNqO/O/QZTy0vQg5fq1nPaV0D8XBF8fis/cfgGLzRnBbtwLDhjl4lKSr6RXug+7BnmhUa4W6kMRyq49cwaWSWvh7yPHwiO5iD4e4iOySWmgZ4OMmQ7AjLuxyHHDrrYbrfvqpzc036stzjO8dJnpTH9K+FBsEpfji9ymRPna56C6TStDNwTWbTebtjS3Bifi6/y048foHwOuvW73L2EAPeLvJ0KjW2vz5nuWDUmHiBYtdNiilUCjQr18/bN682WD95s2bMWTIEJFG1bZuwZ6QcEBlfRNKauybrVHd0ISSGhUA5+32lRrli5GJwVBrGV765SSaNFq89ttpqNRa9I/1x3BXT+sdO9ZwedOmVjfTaBn+ulAMAA6pNWaqWH1QypEd+Pg6CLYscs4Ts66U0HmPpu+J6vHHH8fatWuxbds2REVFtbmd2Fm17Tl5pRLzVx8HAFy7cRzYhInAO+8Aa9fqbj/8ALdXXkKQl1L3g/+GG4D+/UUeNekKmk/hoy581tFqGRZvvwgAeHhEd3i70bQ9Yprm9aQcFvS57TbD5aNHAeMCz9CVaNhyRhewvjnFdWvGdhVp+g58bXVKNwVfoqVvjL8thtQqvtj5BScsdn7mmi7Qk2yjQA/HccLf5YSNp/CdK9CVqkiioJRlnn76aXzxxRf46quvcObMGcydOxd5eXl4+OGHxR5aC25yqZB9Yu+CbLn6QEKgpwI+Tvxj5uXJvaCQSbArqxR9X9uMdcevQSbh8MKkZNe/gjJunOHy6dNAXl6LzY7mV6Cirgk+bjKhY58z4LN6+NpkjsDXW7NHyrmYdaX4zyNlSomDMYbHHnsMq1evxtatWxFvnMXoIjRahudWH0eThmFcr1AM+vlrcL+vA559FpgyRXebNg0YPVrsoZIu6hZ9UGrnhRKUiTBVurPYfr4I2SW18HaT4Z4bYsUeDnEhji5yDgAYPhwIMbqounx5i822nytGVYMaQV4K9Iu1X5CC2EafaD9wHJBfVo+iqgaL9nEotwIA7Pr35utKOao8jqlqVGphpkSSDacu8hlsx23QGbE5YfqeSEXOARcPSv3973/HokWL8NprryE9PR1//vknfv/9d8TGOueXOP/BuWjnaC6fDeKsWVK8bsFe+Hh6X3gqpKhWqaGQSvDOtDRk2DGi7jADBgDGhZRXrGix2Y5zRQCA4QnBkEmd5+PIF+XOLXHk9D07ZkoF6fZ5qdixmVKV9U3CyVkMZUqJYs6cOVixYgW+++47eHt7o6CgAAUFBaivd7L6Ax349dhVnLxSBR83Gd68LcWmU1wJsYVuwV5IifSBWsuw/uQ1sYfjsr7amQMAuHtgDDyVLtskm4ggy44X99okkwF33WWwin31FdC81tQff+B/ey4BAP7WNwpS+v5yej5ucqHu18HcjjuJG6tRqYXsm752DEr1DOWLnTvX9D3+uYf6KBHgqbDZftMi/QDoMudtpbK+CVcrdYFHMWu9Oc9ZsIUeffRR5OTkQKVSOX2L7+4h1+tK2VMOH5RygcyMcb1C8de80Vjxj0HY9dxo3JbR9rQalyKVApMmGa577z2DRcYY1p3Q/XAfleQ8U/eA6++d3DLHBKUYY9en74XY/n0r1vQ9viZXsLcSXnRyIYrFixejsrISI0eORHh4uHBbtWqV2EMzmVbL8N9tWQCAh0Z0R4i3OJ1RCOkI38Rk7VGawmeJC4XV/8/efYfHUZ57A/7NVrVV79WSe+8VAzbFQOgQAglJ4CSQEGwCccoJyUkgHD58UkghBAIkIaGTYjoBHNwAY+PeLVuSVaze+/b5/ph5Z7Wrsm3aSs99XbpgVqvdV/LuzswzT8HHFW0wcMBXV+rzAivRr0otMqUA4Otf99vkGhuBTZuEjX37wF96Kb5z/5ew6NxJfGGp/oaHkJEtmSQEk/ZVhx+UOlzXBS8PFKTGI0fG4UWBpmT7yvf0NIHvBCvdk7nBOyvfO9nYA4fbI8tjsv5UeSlxSEnQrsIq5oNSsWSq+MapUDpTSuxhU5oZG5kZ6YkWrJ6aiSxbjE7bG01Zmf92Rwfw8cfS5rH6HlS29sNqMuCy2fpqzs+yemra+1VpzN/a50Cv3Q0Dp0wwlWVKnW3vh0fFnRb1k9Iez/Mjft1+++1aLy1kW042o6KlD8lxJnyFTlSJjl09Px8cB+w526FJD79Y9+pe3wTiwjTab5DQeby8NMxlSpbK2Q7z5g0bqME//DDQ3AzcdRc4nseM1mpsfvH7mPzwj9VdG4nYkhKh4mN/TUfYP8uanCuZJQUIlR1mI4cBpwcNKk4MD+ZUo5ApJXdQqjAtHqkJZrg8PE43yRNP0EOTc4CCUqqaonamlM7L98a9DRswLPzxve9J//vKXqHH1KWzcnTXyLQwLR4GDhhwetAqNs1XUmWL8JotSk9QZEJHQVo8LEYDnG4vGlQcG1sjBqWonxSJBjtR/eLyYl33CSQkPzUea6dno6SzAe233QF8+9taLylmuDxevHawHgBwM2WTkDDVdQzA6fbCajKgIC1e/QWsWeO3ybndwsXZ/fv975dLTc5jBesFdbyhB4PO8LJyWJPzxcWpci/Lj9lokPrG6qnZ+clGZRqHcxyHuVJfqS5ZHpOVGlJQagJhQanWXge6B1yKPQ+bmBYL5XvjWmYmuLlz/W7i9+wBysvR0mvHP/afAwB8aXmxFqsbk9VkRH6qcFBTq8IEPiX7SQGA0cBJfbLOtvUDHnlSXoPxvRfpijeJTHOPHdvF3nM3L6ETVaJzZ8/i/176GbY9/U0sefcV8E89BTQ1ab2qmLD1VAva+53Isllx4bQsrZdDYgyrwijLStKmZ9NPfgLYAk5qBwKOH2fOBL77XfXWRKJSmBaPnGQr3F4eh+q6Qv45t8crlfwtmZQe5N7RYxP4KnTS7Nzr5aXso1kyZ0oBkH0CH2tyruXkPYCCUqpKspqQlyLU1Va0KtOQbWhjZcqU0oGf/9wvW4oDgMsuw5//9iGcbi8WFqdiZVmGRosbGwviVKsQlJL6SWUp9Jp94QX8779+jtee+y6WLZ0G/PKXyjxPAMqUItHafKAeXh5YOikNZQoFbQmRTUICsnZsgUHc83FOJ/DYYxovKjb8Y5+QEXnDogJdDT4hsYFliUxVu58UY7EAf/vb8AoBEW8yAX/9q3A/EhM4jouohO9IfTf6HG6kxJsVCcoEkibw6aHZ+d69cC9YgP/d/Avcte81lB36VPanmCs2Oz8iQ1CK530BtOk52k3eAygopTqWLaVUXylWukeNlXXiiivATZrkf1tNDb5377W4bf9buP+KmeA4fU4hYYGU2nbl+4JUKj0x5qOPsGLXv7GwsRxxPV3AmTPKPE8Aylok0XpXHIYwboZAkPEtJwfcV7/qdxP/hz8AneE3yp1IWnrs2FbeCgC4aTFlRJLwsRNy1ZucD3X99eD+8Q/wIwSeuG98A1i2TINFkWgsFZud76psD/lndlW0AQBWlmWoMimY9Ww+rYdMqYMHYTl6BDce34YffvhnGL9zn+xPwTKlTjf3wu6KrvKjoduOXrsbRgOnyKCpcFBQSmVSXymF3jissXIpnQTrx/PPD7tyZPZ6sPC6i7GsVPm01kiVpKuXKVXVKrxulSrfw9Sp/tsqBKX6HW609gr9uIqpfI9EoL5rEEfru8FxQu85QmLCd78LfsjFFq6nB/jFLzRckP5tPlgPj5fH4pI0bYMKJGZVap0pxXz+8+B+9CNg+nSgsFAIRD3xBPCzn2m7LhKR88VS4n3VnRhwukP6GRbAOm+KOpUgU3N8CR9qDGca09Gj/tsBbVzkkJcSh4xEC9xDygQjdaxeyLaamp0Eq0n+nr7hoKCUyqQJfK3KBKXOSk3O6SRYN1avBvfhh+AzM6WbutZciuvW36ThooJjmVI1HcoGpQacbtSLzcfHU1CqRgzmpSdakBJPzalJ+D44LvTiWVKSNv6mk5Lxa8YMcDf579/43/xGtQzVWMPzPP4ulu59YQllRJLw8TzvK9/L0UFQ84EHgFOngLo6YM8e4FvfAoYcA5PYUZaZiILUeDg9XuyuCp4tZXd5sE+cvLdysjr/5pMyEmEycOhzuNHUY1flOUd15Ij/tgJBKY7jMFfqK9UV1WMdF4NSrHm6ligopTLFM6Vo8p4+XXQRuJMnhQaP8fFIffT/tF5RUKynVI3C5XssSyo90YK0RIV6DQQGpZqagF5la899/aQoQEwi85+TzQCAy2bTtCISYx56CLzRd9WVcziA224D3KFdaZ9IDtR2oaq1H/FmIz43N0/r5ZAY1NBtx4DTA5OBox6WRFYcx+ECMVtq5+m2oPffV90Jp9uLnGSrcn1iA1hMBum8V6nz65DwvCpBKQCYxybwRdlX6liDMHlvDgWlJh6WVlvfNRhyGmQ4WKkVle/pUGYm8KtfAfX1wKJFWq8mKBZM6RpwKTotUuonpWQT57Iyv3ISAEBFhXLPB+onRaIz6PRg71nhauPaGdkar4aQME2fDu7b3/a/7dNPgUce0WY9OvbP/UKW1BVzc2GLo6xaEj7Wp3ZSZiLM1CSfyOzCaULG087TrUHvyy6mXTgtS9Weuez8+nSzhs3O9+0Durr8b5s9W5GnmluYCgA4Wh9dUIr9/JwCbZucAxSUUl1aogUZYjZIZYv8GSispxRlSulYWprWKwhJgsUklQzVdCiXLcX6ICjaYC8uDlxxsf9tp08r93ygTCkSnc+qO+D0eJGfEocy+jwnseihh4DJk6VNh9GMI4Mmv54f7X0OvH6wHt/9+2Fc+dhHuOTXO3D3i/ulRrnj3aDTg7cOC8MMPr+YSvdIZM6IJ+Ka95Mi49KqKZkwGjhUtfWjaoz2MzzPS20H1M7wnqrwILGQ/Pvfw28rLVXkqYY2Ox90RtbsvKXHjtZeBwwcMFOFKYnB0Hg2DUzJTkL72Q5UtPZKNaFy6BpwokvMaKHsDCKHSRkJaO11oLp9APPEqLzcWH81xfpJMdOmATU1vm2F+5tIAWJ6L5IIfHxGuCK5emqmbid0EjKmpCTgxRfBn3ce6vNK8bV19+E0PwnTfrsTJRmJaOwexPGGHgT2pa1o6cO7R5tw+6pJ+OlVs1SZ3qSV9483oc/hRmFaPFaUqtMUmIw/FXppck7GpeQ4M86bkomdp1vx1uFG3HvJ1BHvd6y+Bw3ddiRYjDhviro9xKbkCD2bz2gZlPr0U/9tmw0wKtM8PCc5Dtk2K1p6HTjR2I3FJeEPzjrWIGRJTc5KQoJF+5AQZUppQKm+UpVib568lDjEW7TtoE/GB9aboFbBvlIsY1DxoFRgXynFM6WE8j3KlCKR+OiMkCmyemqWxishJArLl4P797+Re+owLr/5ElhMBpxu7sOWE804Vi8EpGbmJeObF5bhT19dgue/vgxfXiFktf51VzU2/fukxr+Asv4hlu59fnHhuA6+EWVVSBnnFJQiyrhmfj4A4M3D9aNOuHv7aAMA4IKpWYgzq3seOlU6t+7VbgLfqVP+20VFij4dy5aKtK/U0XNCPyk9NDkHKFNKE0qlGFa0COm7NE6YyKUkXQiosP5IcnN7vNLESMVftypO4LO7PGjsFiaAUKYUCVdrr0Ma83veZMqeIDHu0kthArBx3XR8fXUZPqlsQ3ufA1k2KxYWpyEnOc7v7udPzcKi4jRs/PthPPPRWayakom108dfX7VznQPS6PQbF1HpntY2bdqEzZs349SpU4iPj8eqVavw85//HNOnT9d6aWPym7wnTvgmRG7rZufA8poBla39ON7QM6wxttvjxeYD9QCA6xYWqL6+sqxEGDigx+5Ga68D2QH7FVU0NflvK9TkXHr4glT852QLjkYYlGKZUrN1EpSiTCkNTBF3GvIHpVQqgyITRkkmy5RSJihV1zkIp8eLOLMBBanxijyHRMVMqdoO4e+VHGdCagI1riXh2VfdAUDIIMlIsmq8GkLkk5Jgxufm5uErKyfh8jl5wwJSzA2LCvG184ReHP/z2jE43JH1zNCzl/bUgueBVZMzUJROGbVa27FjB9avX4/du3djy5YtcLvdWLduHfr7lZ1AHK3WPge6B10wcMKJOSFKSI4z49JZOQCA5z6tHvb9D0+1oLXXgYxECy7SYDiL1WSULgKf1mICX18feLvd/7YLLlD0KecWCn2gIm12zoJZc/K17ycFUFBKE1NzhKBRTceArAdaLChFmVJELr5MKWUOythrtiwzSfnShcCgVEeH8KWA6jbfwAHqB0TCdbCuCwCwuCRV03UQoqXvXzYduclxqO8axMt7arVejqzsLg9e2SuU7n11ZYnGqyEA8N577+H222/H7NmzMX/+fDz77LOora3F/v37tV7amNhxVFF6guolU2Ri+dp5kwAArx9qQHOPLwDD8zye2CZMtL55aREsJm3CC1J7nBYNJvC9/z6GHe1feaWiT8my1Spa+9DvcIf1sw1dg2jqscNo4GTtbx0NCkppINtmhc1qgsfLo7pNvgwU1jCaglJELuyqQ0uvAwPO8D7wQqFqILW0dHjDQYWypXz9pOiqJQnfwdpOAMDCotiY1EmIEuItRtxz8RQAwB93VMHt8Wq8Ivm8c6QRHf1O5KfE4ZKZOVovh4ygu1vIIkhPH7mBsMPhQE9Pj9+XFqjJOVHLouI0LClJg9Ptxc//7euf9M7RRhw+1404swFfW63MtLlQsKQPTZqdf/ih/7bRCJQoe8Eh2xaHvJQ48DxwvCG8z5/9NcJx5qy8ZF00OQcoKKUJjuMwJUfevlJ2lwfnOgcBUFCKyCclwYyUeKH8jJWkyUnVoJTZPHw0q0J9pXyT96gkg4TH6fZKTSsXFqdquxhCNPb5xYXISLSgqceOLSeatV4OUF8PPP888L//C9x3H/Doo2HvR3iex58+PgsAuHVFCUxGOhTXG57nsXHjRqxevRpz5swZ8T6bNm1CSkqK9FWkcFPj0bChSVOonxRRGMdx+J+rZgEANh+sx/OfVuNkYw9+8voxAMA3LpiMTA1bDrCeahValO8FZlRmqNMPlDUpP3KuK6yfY0GpxSX6ufhJe0KNTJU5xbCytQ88D6QmmJGRaJHlMQkBfIGVGgX6SrHsPtX6oE2b5r9NmVJEZ0419cDh9iIl3ozSTHr9kInNajLii8uEaXzPfVqj7WIaG4Ef/hD46leBn/4U+N3vgO99T9ivfOlLwLlzIT3Mf0624GRjDxItRnxJ/N2IvmzYsAFHjhzByy+/POp97r//fnR3d0tfdXV1Kq7Q5wwNOSIqWlCUinsuEjJYf/LGcVzxu4/QOeDC3IIUbFg7RdO1sUyp0y0aTOCrrPTfnjxZladlE/hY24dQHRAz8hdRUIpMkXkCn5RxkpVEPWyIrIrFwEqNzH2leJ5Hpdp90AKDUpQpRXTmYG0XACFLij7LCQG+tLwYBg74tKoddQpk7IakoQG45hrghRdG/v7LL4OfPh349NMxH8bj5fHb/wgXQ25bNQlpdBFRd+655x68+eab2LZtGwoLR5+KaLVakZyc7PelhYoW4XiDyveIWjZeOg3fvngqrGLvqItmZONvX1umWS8pZnJWEjgO6Bpwoa3Pqe6Td3b6by9dqsrTLp0klBfvqeoIORA34HRL5X6UKUV8KYYyBaVUP7knEwYLrFTLnCnV0utAn8MNAwdMylQpeJOf77+9ZYvsT2F3edDQJZTSUqYUCRf1kyLEX35qPFaUCaUQbx9p1GYRl10G7Ns35l1akzNhz80b3ltkiFf31uF4Qw+SrCZ8XcPeK2Q4nuexYcMGbN68GVu3bkVpYLm/DrX1OdDW5wDH0fE/UQ/Hcdh46TQceXAdjj64Dn+5fSnSdRBgjzMbUSwOaFK12fnJk4A3oOfhpZeq8tQLilNhNRnQ1udAZWtoMYUj57rh8fLITY5DfsrIE3C1QEEpjbCdR1VbvyzNO6nJOVEKC6zUyhyUYgHZkoxEWE3aTIzhOzqG70iiVNM+AC8PJMeZkJmk/U6axBaWgk39pAjxuXq+cEHhrcMN6j/5s88Cx4753cRbrcDnPw8+xTe16L/Puw2nrrgJ/KWXAj/4AeDxn67c2D2IX7wvNAfeeOk0ZGjYe4UMt379erzwwgt46aWXYLPZ0NTUhKamJgwODmq9tFGVNwkn3iXpCUi06qNZMZk4rCYjbHFmrZfhZ6rMlUgheeut4bepFJSymoxSttOnle0h/czuKuF+iyel6Sojn4JSGilIjUe82Qin24saGdLR2ZtvMgWliMxKpEwpecv3pNesWv2kAOCCC/w2OQA4eFDWp2BXKsqolJaEqb3PIfUjm1+Uqu1iCNGRy2fnwmTgcKKxB1UhXg2WhdcL3Huv3008AO6NN4B//ANcRQVw113ouOgyLG8/iwXl+8DxPPDLXwI5OcBDDwF//Stcn78Jr931ALoGXJhTkIyvrlR2KhMJ35NPPonu7m6sWbMGeXl50terr76q9dJGdbJRKMGZkatN6SAhesMa/p9uVjFTKvAzIiEBsKp30WGlmEn8aVVoQamPz7QBAFZPyVRsTZGgsLpGDAYO03JtOFzXhZONPVGdmDvdXpxto5pyogwWlGroGoTD7ZEtq0nVyXvM4sXDb/voo5Fvj1CVFJSi0j0SnkNiltSU7CRp6iUhBEhLtGDl5Ax8dKYNW0+1oEytixmPPgr0+p/ccJ/7nFDOBwCZmcCTTyJ9zx58c+VK/59tbwceeAAAYAawsHgukqdfjCe+tJgm7umQ6o2RZXCyUXhtzsijyXuEAMA0sdn5GTUn8LUHBIPi1C2JWzk5A9gC7K7qgNfLw2AY/YJ4r90lZeTrLShFe0UNzcoTrmywKx2Rqmztg8vDw2Y1oSA1Xo6lESLJSrLCZjXBywPVbfKV8GkSlDKZhu8s9u6V9SmqWoUAsaoZYGRckJqcU5YUIcOsmZ4NANh6qkW9J/35z/23TSZgpIlsS5eC+7//A28c/aLN0nPH8cqN01FMAzCITE41UaYUIUPJ3bM5JM3N/tsXXaTecwOYV5iKBIsRHf1OqYH5aPZUdcDj5VGSkYCidH3tiygopaFZ+cJO5ESQF1Aw0k4pz0blQkR2HMf5xqzKmA6rWR+0zIArA6dOyfrwlW0sKEWZUiQ8B+vEJufF1OSckEAXzRCCUnurO9Brdyn/hM88M/wK+E03ASNNWTMYgB/8ANyjjwKjHIeZvF7MOvKJAgslE5Hb45WyQdhFbkImusnZwrF3e78T7X0O5Z+wpwe83e5/25o1yj/vEBaTAedPFc5ttpxsHvO+O063AtBflhRAQSlNsZ3IiSgzpU6J6bszaadEFDItR7jycEamoFT3oAutvcLOQvXgTUGB/3ZdnWwPzfP8kPI9ypTSg507d+Lqq69Gfn4+OI7D66+/rvWSRuTx8jhc1w2AmpwTMpLSzESUZibC5eHxSUWb8k/405/6bfIA8NhjY//MvfcCDQ3AjTcCSeI+wGAArroKePpp1ZrfkvHvbFs/nB4vEi1GFKZRlQQhAJBgMaEoXXg/lKvRV+rttzHsMsS11yr/vAEunZULANhyYvSglNfL473jTQCAS2blqLKucFBQSkMzcm3gOKC5xxFVNPcENTokCmPZTGdkSodlabW5yXHqT+5YsMB/u6tLtodu7XOg1+6GgfP14iLa6u/vx/z58/H4449rvZQxVbT0oc/hRoLFKAWBCSH+1kzPAqBCCZ/TOawkg8vJGZ5pO5LcXOCf/xR6UXV2AgcOCNOZ7rwTyM5WaMFkojkpTt6bnmsbs4cMIRPNzFzWHkeFoNT27f7bJhNQWKj88wa4aEY2DJzQEqhulAFq+2s70drrgC3OhPMmU6YUGSLRasKkDCFLJJo3zqkmlilFJzJEGewkWa7yPTbGeFquBq/ZgGa0vMsF9ESXrciwflKFaQmyNYQn0bniiivw8MMP44Ybbgjp/g6HAz09PX5fajhYK5TuzS9MhZFOMAgZ0YXThKDUJxWhTRmK2OOPA4GNrwMyp0KSmgrMny/LkggZ6hS7IE1VEoT4mSlTz+aQBE7Zmz1b+eccQXqiBctK0wEAbx5uGPE+7xxpBABcOisHFpP+QkD6W9EE4yvh647o59v6HGjtdYDjhKslhCiBBaWq2wfgcHuifrxyqTmnBq/Ziy/22+QAYNs2WR6aBaVo8l7s2rRpE1JSUqSvoqIiVZ5XanJOpXuEjGrppHSYDBzquwZHvRosi3/9y387Lg64+27lno+QMLET7pl07E+IHxaUirZnc0gOHvTf/sIXlH/OUdy4SMjQ+se+umHTRO0uD944VA8AuHJunuprCwUFpTQWbbNz1k9qUkYiEiwm2dZFyFA5ycIEPo+Xl2UCH0s71yQoVVgo9PgY6uOPZXlo1k+KJu/Frvvvvx/d3d3SV52MPcfGQk3OCQku0WrCfHE65aeVCmVLeb1AVZX/bSo3riUkGFYlQZlShPibLZ5bV7T0weXxKvdEHg/4Q4f8b1u4ULnnC+Jzc/OQaDGiun0AO8/4911850gjOgdcKEiNlybZ6g0FpTTGSu4ibXbOMqw0ObknE4acE/h4npfK9zTL7ktJ8d8O3KlEqFJqck6ZUrHKarUiOTnZ70tpPXaX1K9tgXjCTQgZ2arJGQCAXZUKNTvfuxdoavK/7dFHlXkuQiLQ2e9EY7cw8YuqJAjxV5gWD5vVBKfHKx2XK+LMGXD9/f63aRiUSrSacMuyYgDAYx+ekbKlnG4vHt9WAQD40vJi3baIoKCUxubkCyfHFS196He4w/55Nq1pXmGqnMsiZJip2eIEviibnTf12NE96ILRwEkN1FUXOIGvslKWh61qE8v3MilTioTucF0XeB4oSo9Hls0a/AcImcBWlglBqU+r2oeVKMjizTf9t2fOBGbNkv95CInQkXrh2L80MxHJag+LIUTnOI7DDDHpQ9G+Uvv3+2/n5wuDLjT0zQvKYDUZsL+mEy9/JmT6P/NRFc629SMzyYrbVk3SdH1jicmgVHV1Nb7+9a+jtLQU8fHxmDx5Mh544AE4nU6tlxa27OQ45KfEwcsDR86F2VfqRz9C1lv/QlFXE+YXUvouURbLlDoTZaYUKzkty0zUrhn49On+282jj1ANlcPtkXqcTKZMKRIGqZ9UEZXuERLMopI0WEwGNPc4cLatP/gPhOvtt/23r7lG/ucgJApHz3UBAOYWpIx9R0ImKF+zcwUn8O3b57+9eLFyzxWi7OQ4fP8y4Rznp28cw389+xl+9UE5AOC/L5+OJKt+W/3od2VjOHXqFLxeL5566ilMmTIFx44dw5133on+/n786le/0np5YVtQnIqGo004VNeFlWJaelDnzgGbNuFBAA8C8G7OEkqQ8vMVWyeZ2Fizc1Z6Fyld9EFYtsy/ke3AAOB2C6NcI1TV2g8vD6TEmynbRUf6+vpQUVEhbZ89exaHDh1Ceno6iouLNVyZD5u8R03OCQkuzmzEouJU7K7qwK7KdpTJ2cOvvh44csT/tiuvlO/xCZEBu4g9r5CCUoSMZJYazc4DM6V0EJQCgK+dV4pj9d14/VADtpW3Srd9fnGhxisbW0wGpS6//HJcfvnl0nZZWRnKy8vx5JNPjhqUcjgccDgc0rZaY75DsbAoDe8ebcIhsdFtSHbv9ts0uN2apwyS8W1WvBfLa49i9r4quA79GebHfgekp4f9OKe0nLzHXHLJ8Nt27wZWr474IVmvrek5NnCcPuu1J6J9+/Zh7dq10vbGjRsBALfddhv++te/arQqH57ncbCuCwA1OSckVCvKMrC7qgN7znbgyytK5Hvg99/32+RTU8GtXCnf4xMiA19QKlXbhRCiU75MqR7wPC//cbnHA/7AAfg9qk6CUgYDh9/cvABXz8/H8YYeLClJw8rJGbo/N4nJoNRIuru7kT7GCfKmTZvws5/9TMUVhW6BeHX8YG1X6G+cgKAUli0bPlGMELm43cicNgmv2u2+2772X8BFF4X9UOVaTt5jFiwYftvWrVEFpVgG2LRc6ielJ2vWrFGm74xMqtsH0DXggsVkkK7sEULGtrw0A8AZ7BH7Ssl2sP3ee36b3KWXRpVBS4jcWnrsaOqxg+N8U8YIIf6m59pg4ID2fidaex3ITo6T9wlOnRre5HzpUnmfIwocx+HimTm4eGaO1ksJ2biIYlRWVuL3v/897rrrrlHvo9WY71DMyU+B0cChpdchTdMI6tNP/bdXrJB/YYQwJhMwZ47/bQcPhv0wTrcXFWKjdE0nxhgMQFJA8Oizz6J6yNNNvkwpQkLFSvfm5CfDYhoXu2RCFLewOBUWowEtvQ5Utw/I98DJyeiPG9ITcEhWPiF6cFRscj4lKwmJOu4PQ4iW4sxGqbT7uBIlfIHnDEVFQE7sBID0SFdHwA8++CA4jhvza19AU7GGhgZcfvnluOmmm3DHHXeM+thajPkOVbzFiJnilIADtSGU8Nnt4AObq1F6OVFaYHZRBEGp8qZeuL08UhPMKEiNl2ddkQqcwFdeHtXDlYvle9MoKEXCwJqcL6LSPUJCFmc2YkFRKgDgs7Ptsj1u12NPYME9L+Lzt/4cfd/7bwpKEd2h0j1CQjNPHARwWBwMIKvAoNTy5fI/xwSjqxD7hg0bcMstt4x5n0mTJkn/39DQgLVr12LlypV4+umnFV6dspaUpONYfQ/2VHXgqnlBmpXv3QtuyKRB3mCgngdEeQsX+m9HEJQ6Ut8FQJgYo3lt88yZ/oGohoaIH6rP4ca5zkEAFJQi4TlYx5qcU1CKkHAsL0vHZ9Ud2FPVgZuXyjO04NPKdrgMJnQvWo6kjRfK8piEyOmIeIJNTc4JGdv8olRsPliPw2LfTlkNGaADQFele7FKV0GpzMxMZGZmhnTf+vp6rF27FosXL8azzz4LQ4z3U1pRloG/7qrGp1UhXPHbvt1vk5s3D9BR5hcZpxYt8tvkWT11YuIoPzDcUT1NjFmxAnj9dWmTHxgAF+EEvjNillS2zYq0RItcKyTj3IDTLY0rXkCT9wgJy7JSoY/onrMdsj3mxxVtAIDzpoR2LEqImrxeHofEE2xdHEcRomPzxWzaw+e6ZW927nz3PVy28XnMrCvHI4WDSL30Utkee6KKyUhOQ0MD1qxZg6KiIvzqV79Ca2srmpqa0NTUpPXSIraiLB0cB1S09KGlJ0hfqa1b/bfXrFFsXYRI5s0DPyT4y3m9wKFDYT3EYTEoNbcgVcaFRSigLIMDgMrKiB5KmrynZZ8sEnMO13XD4+WRlxKnfTkrITFmcUkaTAYO9V2DqOuQp6/UJ2JQajUFpYgOVbX1oXPAhTizAbPzKShFyFhm5tlgNnLo6HdK1QxyOdXci7OJWfhk4Vqk/P43w6tJSNhiMij1wQcfoKKiAlu3bkVhYSHy8vKkr1iVmmCRpmiMmS3V3w9+1y7/24aMOydEMQkJ4GbP9r9t796Qf9zu8kjBG11c4Zs3DwjMzDxxIqKHKm8SmrdT6R4JB+shuKiESvcICVeCxYS54r5Ejmypuo4BVLcPwGjgsLxs9GnOhGhlb7Wwz1hQlEqDMQgJwmoySlOND8lcwneghrVeSNW+Hck4EZOfaLfffjt4nh/xK5atmiycIO883Tb6nbZv9+8nZTQCF1LfA6KSwJrpMCbWnWjsgcfLIzPJgrwUmUezRoLjgLlz/W87ejSih5IypSgoRcKwXzyoWUz9pAiJyPLSDADyNDvfVSkcey0oSoUtzhz14xEit73VQvB16SQKmhISCjYQ4IjMzc4PikEuGlIjn5gMSo1Xa6dnAwC2nmqG2+Md+U5vv+23ya1aBaToIOuETAzLlvlv79kT8o8elUr3dNDknJk3z3/7yJGwH4LneZxoFMbNUvkeCZXXy0uZUospU4qQiLCMJjkypT6pEAJb503OiPqxCFHCPjFTagkFpQgJidRXqq5b1sdlx28LqR+obCgopSNLJ6UhLcGM3t5BVPzxb8NPkL1e4I03/G+78kr1FkhI4MjTqiqguTmkH2VZIWwHoQuBQanDh8N+iIZuOzr6nTAZOApKkZBVtfWjS+wNMiufBlUQEoklJWkwcEBN+wCauoP04xyD18tL/aSoyTnRo+YeO2o7BmDggEV0IkxISBYUCYkbR+u7R0/4CFND1yDqOgZh4ITMWiIPCkrpiKmuFr86+Co+ffJ2zNjwNeDRR/3vsGcP0Njof9v116u3QELmzAGSkvxv+/TToD/G87yUdr5MT1f45s+Hu6AQH05eiidWfgHOBx8K+yFYBti0HBvizEa5V0jGKdaPYF5hKsxG2hUTEglbnFlq+LwnihK+8uZetPc7EW82YiGVYxAdYtmA03OTqbyUkBCVZSYhOc6EQZdHqmqIFtvXzC1IofeijOhIWE/+/ndc/PpfkNXfBQDg//53oLPT9/2mJvRmZPu2Z80Cpk1Td41kYjOZhmdL7dwZ9MfOdQ6isdsOk4HT1wH/4sUw1tXi+7f9P/zigq/i5AVXhP0Qx+qFoNScAsp2IaGT+klR6R4hUVleGn0JH8uSWl6WTg2kiS59fKYVALB6CpWXEhIqg4HDMraPqIq+zBsAPq0UglIrqNRbVrTn1ZPbbwdv9kVcObsd+POfpW3XNdfi4nufx/Vf/hWq/utu4Fvf0mKVZKI7/3z/7RCCUixLak5BCuIt+som4jhOmnx5tD78mvNjDb5eWYSEik1ZXTqJglKERGN5mXBisGesycVBfCwGpVZT6R7RIZ7n8dEZ4TV6/tQsjVdDSGxZJsOFi6F2i8GtFWUUlJITBaX0JDsb3A03+N3EP/oo0N8PAHjtQD1a+l2omz4PhU//HtiwQYtVkonuggv8NvmDB4HusYM5vokx+jwBZwGl4w3hBaV4npcypWZTUIqEqK5jALUdwuj5ZaV0UENINJZOSgPHAZWt/WjtdYT98063F5+JJytsCjIhelLZ2ofGbjssJoN0gk0ICQ07ztpb3QGvl4/qseq7BqXjtyWU6S4rCkrpzX33+W1yTU3Ad7+LAYcLv/vwDADgrgsnU3o50c6KFeAtFmmT83rHzJYaeoVPr1cV5ogBpWP14dWbN/XY0dbnhNHAYVYele+R0LAsqfmFKUiymjReDSGxLTXBguk5wpCJzyK4En6gthMDTg8ykyyYQcMqiA7tPC2Wl5amU+9KQsI0Jz8ZCRYjugddKG/ujeqxdoule3Oon5TsKLKhNytWAJdd5n/bU0/h+Jqr0NbahbyUOHx5RYk2ayMEAOLjwa1cKW22F0wC7KNPPaps7ce5zkFYjAas1Gn99RyxUW55Uy+c7tCncxwRm5xPzU6iA0USsl005YsQWbELHpE0O/9I6tWTCYOBk3VdhMhhp/gaPX8q7TMICZfJaJD6d0ZT5g0AO04L78XzdHo+E8soKKVHv/sd+Lg4v5uW7v4AN5TvxK+/sIBOfon2vvtd7Hv4MSy/+6/4yvefA266adS7bi9vASA0kE2w6DMrpCg9HqkJZjg93rCmc7Bm1QtpPDMJEc/z2CVeadNrkJaQWMOanUeSKUW9eoie9dpd2FUh7DMunJYd5N6EkJGw4y3WPzASbo9XCkpdNIPei3KjoJQeTZ8O7i9/AW/w/fNsW3wprv7Nj+kkhujD1Vdj0r3fQEtyJk409qCuY2DUu24Tg1Jrpuv3A5zjOCwuToPR60H1v7cDe/eG9HP7xF5Zi0uoxwMJzZmWPrT0OmAxGbBIT5MoCYlhrM/OqaZedPY7Q/65zn6nNOBiNWWhEB3aeqoFTo8XZZmJmJaTpPVyCIlJa8SA7icV7bC7PBE9xqG6LnQPupASb8aColQZV0cACkrp1xe/CO6tt4DkZGDZMqz9+E2soqt4REcyk6xYITYPfOdo44j3ae9zSFMqdH1V4YMP8NM/fh+HfncLrvvm9cDPfhb0R+wuj9SDSq8N3In+bDnRDEBI/aasV0LkkZFkxZRs4YT9s+rQs6U+qWwDzwPTc2zISY4L/gOEqOy9Y00AgMvn5ILjqLyUkEjMzLMhJ9mKQZdHGr4ULnaR/YJpWTAZKYQiN/qL6tnnPgd8+inw+utAHB0sEf25en4+AOCtww0jfv+do43weHnMLUhBaWaimksLT2cnSvbsgM05CADgP/oI8Ix9JeVofTecHi8yk6woTk9QY5VkHPhADEqtm52r8UoIGV9YCd+eqtBPOD46zUr3KEuK6E+v3YXt5UK50BVz8jReDSGxi+M4rBUrNradao3oMbaeYqV7lCSiBApK6d2sWUAe7YiIPl0xJxcmA4fjDT041eTfi4nnefxz/zkAwLUL8rVYXuguuMBvk+vpAQ4dGv3+77+Phn+8CYvbhSUlaXT1koSkuceOw3Vd4Djg4pk6zhwkJAYtF5ud76oMrWeI18tLV77Pn0YnGUR/3j7SiEGXB2VZiZhTQBN+CYnGmunC5zz73A/H2bZ+nGzsgdHAUW83hVBQihASsbREC9bNzgEA/Omjs37f21vdiSPnumExGXDdwgItlhe6vDxg2jT/27ZtG/3+P/kJrv3Bf+HQY7fgx0/9N7Brl7LrI+PCO0eEMtcFRanItlH2KyFyWj0lEwZO6Ct1rnP0PofM4XNdaOl1IMlqwooy6gtI9Ofv++oAADcvKaKLX4RE6bwpmbAYDTjb1o/ypt6wfvZtsSJk1eQMpCdalFjehEdBKUJIVO48vwwA8MahelS09AEQsqR+vaUcAHDjokJkJlk1W1/I1q71396yZeT7tbaC37cPAJDgcqDokw+BwUGFF0fGg3+ImYPX6z1IS0gMSk+0YIk4dOI/YpnsWFgp7ZrpWbCaqL8b0ZfjDd04WNsFo4HDDYsKtV4OITHPFmfGhWK21GhtR0bztnhRkbUtIfKjoBQhJCoLi9OwdnoWXB4eP/jnYdhdHrywuwa7qzoQZzbg7jWTtV5iaC65xG+T37kTGBjhavv774Pjed/9EhOB1auVXh2JcYfqunCysQcWowHX0EENIYq4dJaQufufk8HLM94/LjSQvoz6uxEdemJ7JQDgc3PzkGWLgQt7hMQAFlR683AD+CHH8mM5Vt+N8uZemI0cLptF+wulUFCKEBK1h66dgySrCQdqu7D8kQ/xkzeOAwC+c8k0FMVKE/CLLwZv8H0kcnY78OGHw+/31lt+m9xFFwFWOmAkY3tyewUA4Kp5eUhNoNRvQpRwiRiU2l3Vju5B16j3q2jpRVVrP8xGTuozQoheVLb24V1xqnHMXNgjJAZcMjMb8WYjajsGsL+mM6SfeemzWgDCBYyUBLOSy5vQKChFCIlaUXoC/nTbEmQkWqQTgTvPL8U3LijTeGVhSEsDF5jx9Npr/tv9/eDfftv/tquvVnZdRBZPPPEESktLERcXh8WLF+Ojjz5S7bn3VXfg/ePN4Djg7rV0gkGIUkozEzE1OwluL48PxEyokWw+UA8AOH9qFmxxdJJB9IPneTz01gnwPHDJzBzMzKMG54TIJcFiwlXzhAFiz31aE/T+fQ433jgo7C9uXV6i6NomOgpKEUJksaIsAzt/sBYv3bkcO7+/Fj++clbsNea89lq/Tf611wCHw3fDI4+AG1LSx3MccM01aq2OROjVV1/Ffffdhx//+Mc4ePAgzj//fFxxxRWora1V/Lkbuwfx3X8cBgB8flEhpmTbFH9OQiYyNliDNYkO5PHy+NcBob/bTYupVw/xp+UFDAB4dW8ddpxuhcVowI+vnKnqcxMyEdy2ahIA4N2jjWjpsY953xd316DfKUzApIEYyqKgFCFENolWE1ZNzkRxRoyU7AX6/Of9NrmuLuCNN3w3PP20//czM4GcHBUWRqLx61//Gl//+tdxxx13YObMmfjtb3+LoqIiPPnkk8Pu63A40NPT4/cVqS/88VOc939bUdM+gILUePzPVbOi+TUIISG4cVEhDJwwAbaytW/Y93eebkVzjwPpiRZcPJM+v4mPlhcwAODtIw34qdj+4L5Lp6I0M1GV5yVkIplTkILFJWlwe3k8tbNq1PsNON3S97914eTYu9AeYygoRQghTHExcOGF/rf98Y/Cf99+G2hr8//elVeqsy4SMafTif3792PdunV+t69btw67du0adv9NmzYhJSVF+ioqKor4uY0GDl4eWFicipfvXIGUeCoTIkRpuSlxWDs9GwDw10+qh33/qZ1CA+nrFxbAYqLDYOKj1QWM+zcfwaW/3oENLx2E0+PFlfPycNcFVOpNiFLuvXgqAOD5T2tQ1zHCUCMAT++sQke/EyUZCTQ1WQW0NyaEkKG+8Q3/7W3bgPJy4Fvf8ruZ5zjgl79UcWEkEm1tbfB4PMgJyGjLyclBU9PwnjP3338/uru7pa+6upFLgELx0LWzsfv+i7H5W6tiN3uQkBj09fNLAQilUA1dg9LtuyrbsLuqA2YjhzvE+xACaHsB41h9D8609MFs5PDNC8vwu5sXwGCgrAxClHLBtCysnpIJp8eL/3n9GLxe/0l85U29eGKbcAHje+umw2SkkInS6C9MCCFD3XgjkJkJL8dhe+liPHb3/4H/zW+Ac+f87satWgVkZmq0SBKuwLRrnudHTMW2Wq1ITk72+4rU1BwbclPiKOWbEJWtmpyJ5aXpcHq8+OHmo/B6efQ73Pjxa8cAALcsLUZeSrzGqyR6ouUFjHsvnopnvroEu354Me6/YiadABOigp9ePQsWkwE7Trfi0S3l4HkhMNXQNYg7n9sHp8eLi2ZkS43RibJMWi+AEEJ0xWoFnnsOtRmFeOhv+/CHfzwErrXa7y48x4F7/nlt1kfCkpmZCaPROOykoqWlZdjJByFk/Hj4ujm46vcfY+fpVnztb3vR3ufE2bZ+5CRb8f3Lp2u9PKJT4VzAsFqtsjznJbNoX0SI2qbl2PDQNbPxw81H8YdtlThY24VpOTa8ebgBHf1OFKXH49Gb5tOFRZVQKJ4QQgJdcQUmLZuL9V88D4nOwWHf5m66CSil0o9YYLFYsHjxYmzZssXv9i1btmDVqlUarYoQorSpOTb84vPzYDRw2F7eiqP13bDFmfDUV5YgOY76uxF/dAGDkInnlmXFeOja2bAYDdhV2Y6/7qpGR78TM3JteOUbK5GWaNF6iRMGZUoRQsgoblw9DRWP/R647QsAxAypRx4BvvtdjVdGwrFx40Z85StfwZIlS7By5Uo8/fTTqK2txV133aX10gghCrp2QQGmZtvw+qF6xJmNuGVpEfJTqWyPDDf0Asb1118v3b5lyxZce+21Gq6MEKKkr66chAumZuHNww3oHHBifmEqrpyXBzOV0aqKglKEEDKGKV+9CXjnC8DJk+CeegpYuVLrJZEw3XzzzWhvb8dDDz2ExsZGzJkzB++++y5KSkq0XhohRGGz8pMxKz/y3nBk4qALGIRMTJMyE/FtcSIf0QYFpQghJJinngISEwEzlXzEqrvvvht333231ssghBCiU3QBgxBCtEFBKUIICSY1VesVEEIIIURhdAGDEELUR8WShBBCCCGEEEIIIUR1FJQihBBCCCGEEEIIIaqjoBQhhBBCCCGEEEIIUR0FpQghhBBCCCGEEEKI6igoRQghhBBCCCGEEEJUN2Gn7/E8DwDo6enReCWEEKIf7DORfUZOdLSvIISQ4Whf4Y/2FYQQMlyo+4oJG5Tq7e0FABQVFWm8EkII0Z/e3l6kpKRovQzN0b6CEEJGR/sKAe0rCCFkdMH2FRw/QS9xeL1eNDQ0wGazgeO4sH62p6cHRUVFqKurQ3JyskIrjH30dwod/a1CQ3+n0ETzd+J5Hr29vcjPz4fBQBXetK9QHv2dQkd/q9DQ3yk0tK+QD+0rlEd/p9DR3yo09HcKjRr7igmbKWUwGFBYWBjVYyQnJ9MLOAT0dwod/a1CQ3+n0ET6d6Kr3j60r1AP/Z1CR3+r0NDfKTS0r4ge7SvUQ3+n0NHfKjT0dwqNkvsKurRBCCGEEEIIIYQQQlRHQSlCCCGEEEIIIYQQojoKSkXAarXigQcegNVq1XopukZ/p9DR3yo09HcKDf2d9IH+HUJDf6fQ0d8qNPR3Cg39nfSB/h1CQ3+n0NHfKjT0dwqNGn+nCdvonBBCCCGEEEIIIYRohzKlCCGEEEIIIYQQQojqKChFCCGEEEIIIYQQQlRHQSlCCCGEEEIIIYQQojoKShFCCCGEEEIIIYQQ1VFQKgJPPPEESktLERcXh8WLF+Ojjz7Sekm68uCDD4LjOL+v3NxcrZeluZ07d+Lqq69Gfn4+OI7D66+/7vd9nufx4IMPIj8/H/Hx8VizZg2OHz+uzWI1Fuxvdfvttw97ja1YsUKbxWpk06ZNWLp0KWw2G7Kzs3HdddehvLzc7z70mtIW7SvGRvuKkdG+InS0rwiO9hX6R/uKsdG+YmS0rwgd7SuC03pfQUGpML366qu477778OMf/xgHDx7E+eefjyuuuAK1tbVaL01XZs+ejcbGRunr6NGjWi9Jc/39/Zg/fz4ef/zxEb//i1/8Ar/+9a/x+OOPY+/evcjNzcWll16K3t5elVeqvWB/KwC4/PLL/V5j7777roor1N6OHTuwfv167N69G1u2bIHb7ca6devQ398v3YdeU9qhfUVoaF8xHO0rQkf7iuBoX6FvtK8IDe0rhqN9RehoXxGc5vsKnoRl2bJl/F133eV324wZM/gf/vCHGq1Ifx544AF+/vz5Wi9D1wDwr732mrTt9Xr53Nxc/v/+7/+k2+x2O5+SksL/8Y9/1GCF+hH4t+J5nr/tttv4a6+9VpP16FVLSwsPgN+xYwfP8/Sa0hrtK4KjfUVwtK8IHe0rQkP7Cn2hfUVwtK8IjvYVoaN9RWjU3ldQplQYnE4n9u/fj3Xr1vndvm7dOuzatUujVenTmTNnkJ+fj9LSUtxyyy2oqqrSekm6dvbsWTQ1Nfm9tqxWKy688EJ6bY1i+/btyM7OxrRp03DnnXeipaVF6yVpqru7GwCQnp4OgF5TWqJ9RehoXxEeel+Hj/YV/mhfoR+0rwgd7SvCQ+/r8NG+wp/a+woKSoWhra0NHo8HOTk5frfn5OSgqalJo1Xpz/Lly/Hcc8/h/fffxzPPPIOmpiasWrUK7e3tWi9Nt9jrh15bobniiivw4osvYuvWrXj00Uexd+9eXHTRRXA4HFovTRM8z2Pjxo1YvXo15syZA4BeU1qifUVoaF8RPnpfh4f2Ff5oX6EvtK8IDe0rwkfv6/DQvsKfFvsKU9SPMAFxHOe3zfP8sNsmsiuuuEL6/7lz52LlypWYPHky/va3v2Hjxo0arkz/6LUVmptvvln6/zlz5mDJkiUoKSnBO++8gxtuuEHDlWljw4YNOHLkCD7++ONh36PXlHbobz822ldEjl5boaF9hT/aV+gT/e3HRvuKyNFrKzS0r/Cnxb6CMqXCkJmZCaPROCwa2NLSMixqSHwSExMxd+5cnDlzRuul6BabIkKvrcjk5eWhpKRkQr7G7rnnHrz55pvYtm0bCgsLpdvpNaUd2ldEhvYVwdH7Ojq0r6B9hZ7QviIytK8Ijt7X0aF9hfr7CgpKhcFisWDx4sXYsmWL3+1btmzBqlWrNFqV/jkcDpw8eRJ5eXlaL0W3SktLkZub6/facjqd2LFjB722QtDe3o66uroJ9RrjeR4bNmzA5s2bsXXrVpSWlvp9n15T2qF9RWRoXxEcva+jQ/sK2lfoCe0rIkP7iuDofR0d2leov6+g8r0wbdy4EV/5ylewZMkSrFy5Ek8//TRqa2tx1113ab003fje976Hq6++GsXFxWhpacHDDz+Mnp4e3HbbbVovTVN9fX2oqKiQts+ePYtDhw4hPT0dxcXFuO+++/DII49g6tSpmDp1Kh555BEkJCTgS1/6koar1sZYf6v09HQ8+OCDuPHGG5GXl4fq6mr86Ec/QmZmJq6//noNV62u9evX46WXXsIbb7wBm80mXblISUlBfHw8OI6j15SGaF8RHO0rRkb7itDRviI42lfoG+0rgqN9xchoXxE62lcEp/m+Iur5fRPQH/7wB76kpIS3WCz8okWLpFGJRHDzzTfzeXl5vNls5vPz8/kbbriBP378uNbL0ty2bdt4AMO+brvtNp7nhVGbDzzwAJ+bm8tbrVb+ggsu4I8ePartojUy1t9qYGCAX7duHZ+VlcWbzWa+uLiYv+222/ja2lqtl62qkf4+APhnn31Wug+9prRF+4qx0b5iZLSvCB3tK4KjfYX+0b5ibLSvGBntK0JH+4rgtN5XcOIiCCGEEEIIIYQQQghRDfWUIoQQQgghhBBCCCGqo6AUIYQQQgghhBBCCFEdBaUIIYQQQgghhBBCiOooKEUIIYQQQgghhBBCVEdBKUIIIYQQQgghhBCiOgpKEUIIIYQQQgghhBDVUVCKEEIIIYQQQgghhKiOglKEEEIIIYQQQgghRHUUlCIkSg8++CAWLFig+vNu374dHMeB4zhcd911Y953zZo10n0PHTqkyvoIIYT40L6CEEJIMLSvIBORSesFEKJnHMeN+f3bbrsNjz/+OO655x6VVjRceXk5srOzx7zP5s2bUVlZiWXLlqm0KkIImThoX0EIISQY2lcQMjIKShEyhsbGRun/X331Vfz0pz9FeXm5dFt8fDySkpKQlJSkxfIAANnZ2UhNTR3zPunp6ejp6VFnQYQQMsHQvoIQQkgwtK8gZGRUvkfIGHJzc6WvlJQUcBw37LbANNvbb78d1113HR555BHk5OQgNTUVP/vZz+B2u/H9738f6enpKCwsxF/+8he/56qvr8fNN9+MtLQ0ZGRk4Nprr0V1dbW6vzAhhJCw0b6CEEJIMLSvIGRkFJQiRAFbt25FQ0MDdu7ciV//+td48MEHcdVVVyEtLQ179uzBXXfdhbvuugt1dXUAgIGBAaxduxZJSUnYuXMnPv74YyQlJeHyyy+H0+nU+LchhBCiBNpXEEIICYb2FWS8o6AUIQpIT0/HY489hunTp+NrX/sapk+fjoGBAfzoRz/C1KlTcf/998NiseCTTz4BALzyyiswGAz405/+hLlz52LmzJl49tlnUVtbi+3bt2v7yxBCCFEE7SsIIYQEQ/sKMt5RUIoQBcyePRsGg+/tlZOTg7lz50rbRqMRGRkZaGlpAQDs378fFRUVsNlsUi15eno67HY7KisrQ37eF198Ufr5pKQkfPTRR/L9UoQQQmRF+wpCCCHB0L6CjHfU6JwQBZjNZr9tjuNGvM3r9QIAvF4vFi9ejBdffHHYY2VlZYX8vNdccw2WL18ubRcUFISzbEIIISqifQUhhJBgaF9BxjsKShGiA4sWLcKrr76K7OxsJCcnR/w4NpsNNptNxpURQgjRC9pXEEIICYb2FSTWUPkeITpw6623IjMzE9deey0++ugjnD17Fjt27MC9996Lc+fOab08QgghOkD7CkIIIcHQvoLEGgpKEaIDCQkJ2LlzJ4qLi3HDDTdg5syZ+NrXvobBwcGornAQQggZP2hfQQghJBjaV5BYw/E8z2u9CEJI+LZv3461a9eis7MTqampQe9fXV2N0tJSHDx4EAsWLFB8fYQQQrRH+wpCCCHB0L6CaIkypQiJcYWFhfjiF7845n2uuOIKzJ49W6UVEUII0RvaVxBCCAmG9hVEC5QpRUiMGhwcRH19PQAgKSkJubm5o963vr4eg4ODAIDi4mJYLBZV1kgIIURbtK8ghBASDO0riJYoKEUIIYQQQgghhBBCVEfle4QQQgghhBBCCCFEdRSUIoQQQgghhBBCCCGqo6AUIYQQQgghhBBCCFEdBaUIIYQQQgghhBBCiOooKEUIIYQQQgghhBBCVEdBKUIIIYQQQgghhBCiOgpKEUIIIYQQQgghhBDVUVCKEEIIIYQQQgghhKiOglKEEEIIIYQQQgghRHUUlCKEEEIIIYQQQgghqqOgFCGEEEIIIYQQQghRHQWlCCGEEEIIIYQQQojqTFovQCterxcNDQ2w2WzgOE7r5RBCiC7wPI/e3l7k5+fDYKDrFrSvIISQ4Whf4Y/2FYQQMlyo+4oJG5RqaGhAUVGR1ssghBBdqqurQ2FhodbL0BztKwghZHS0rxDQvoIQQkYXbF8xYYNSNpsNgPAHSk5O1ng1hBCiDz09PSgqKpI+Iyc62lcQQshwtK/wR/sKQggZLtR9xYQNSrHU2uTkZNp5EEJIACo/ENC+ghBCRkf7CgHtKwghZHTB9hVUBE4IIYQQQgghhBBCVEdBKUIIIYQQQgghhBCiOgpKEUIIIYQQQgiATZs2geM43HfffVovhRBCJgQKShFCCCGEEEImvL179+Lpp5/GvHnztF4KIYRMGBSUIoQQQgghhExofX19uPXWW/HMM88gLS1tzPs6HA709PT4fRFCCIkMBaUmgLqOAeyr7oDT7dV6KYQQQgghRAc+PNmMPVXt8Hp5rZeiC+vXr8eVV16JSy65JOh9N23ahJSUFOmrqKhIhRUGd65zAEfOddG/KSEkppi0XgBR1h+2VeDRD8rh5YHJWYl48Y4VyE2J03pZhBBCCCFEIzzP4+F3TuJsWz9+/8WFuHp+vtZL0tQrr7yCAwcOYO/evSHd//7778fGjRul7Z6eHs0DU8/vrsEDbxyDlwdWT8nEn29fAqvJqOmaCCEkFJQpNY59cLwJv3xfCEgZDRwqW/tx94v76eoJIYQQQsgEdqqpF2fb+mE1GbB2RrbWy9FUXV0d7r33XrzwwguIiwvtwq3VakVycrLfl5ZONPTgwTePgx3if1zRhie2VWq6JkIICRUFpcYpt8eL/33nBADgGxeUYfv31iDRYsSB2i68e6xR49URMnEMON1471gTdle1g+cpIEwIIUR7O0+3AgDOm5KJJOvELpzYv38/WlpasHjxYphMJphMJuzYsQOPPfYYTCYTPB6P1ksM6ncfnobHy+OKObl47IsLAQB//vgs+hxujVdGCCHBUVBqnPrgRDPqOgaRlmDGdy6ZhqL0BHz9/DIAwF8/qdZ2cYRMEA1dg/jc7z7CXS/sxy1P78b6lw7A7aHeboQQQrT1cUUbAOD8qZkar0R7F198MY4ePYpDhw5JX0uWLMGtt96KQ4cOwWjUdwlcQ9cgtpxoBgB859JpuGpuHsoyE9HncOPfR+lCNCFE/ygoNU4992k1AODW5SWItwg70y8vL4bJwGFfTSdONdGUEEKUxPM8vv3yQVS3DyAl3gyTgcO7R5vw1M4qrZdGiC70Odz4738ewR1/24szzb1aL4eQCYPneRyu6wIALJ2Uru1idMBms2HOnDl+X4mJicjIyMCcOXO0Xl5Qmw+cg5cHVpSlY1qODQYDh+sXFgAA3qWgFCEkDP0ON17cU4Mnt1eipr1fteeloNQ41NJrx56zHQCAW5b5mi5mJ8fhIrFvwL+PNmmyNtkcPQp87WvAZZcB99wD/OUvgJtSlIl+bDnRjH01nUiwGPH2PavxfzfOAwA8sa0CHf1OjVdHiPbu33wUr+6rw39OtuCbz++H3aX/EhlCxoOa9gH02N2wmAyYnmvTejkkSh+IWVIsEAUAF8/MAQDsruqAw02frYSQ4Nr6HLjm8Y/x49eO4efvncKlv9mJ94+rEzOgoNQ49P6xJvA8ML8oFYVpCX7fWzc7F2kD3eh7+e/Ad74DuFwarTIKW7eCX7oUePZZ4IMPgMcfB77/fUDn6dVkYvnDtgoAwNfOK0VRegJuXFSAOQXJ6Hd68MreWo1XR4i2Klr68NbhBmm7qq0fbw7ZJoQo50h9NwBgVl4yzEY6FRjJ9u3b8dvf/lbrZQTV1G3HkXPd4Djgohk50u0zcm3ITLJg0OXBgZou7RZICIkZP/zXEVS29iPbZsXC4lQ43V7c98ohVbLZaU80Dv3nZAsA4HNzcv2/YbfjutuuwMHf34qfPPsT4Le/BQ4cUH+B0ejpAf+lL4FzOPxubps6C+A4jRZFiL/Tzb04fK4bJgOH/zpvEgCA4zh8dYXw///cf46anpMJ7V8HzgEALpmZje9fNh2AUIJCCFHeEbF0b15hirYLIVHbXi4c8y8sSkWWzSrdbjBwWD1F6Be2q7JNk7URQmLHvuoO/OdkC0wGDi/csRz/vGsVzp+aiUGXBz/41xHFz1soKDXOON1e7K0WSvcumJbl/824OJj4gCbLO3aotDKZ/O534Jqbh938rjkPvfYYzPoi4xI74V47IxsZSb6DxM/Ny0O82Yiq1n4cPtet1fII0dxW8eLJ1fPzcc38fADA3upO9NDnOCGKO9UkXPWenZ+s8UpItFi7DhaAGmppqdAv7JAYhCSEkNE8ub0SAHDTkkJMy7HBaODwq5vmI8FixMHaLvz7mLJlfBSUGmeOnOvCgNOD9EQLpueM0Cfgwgv9t7dvV2VdsnC5gCef9LuJLyvDjrkXYFvuLPx9H11lJ/qw5bgQOL1uQYHf7UlWE9bOEILFW0+1qL4uQvSgpceO8uZeGDhgzbRsFKUnoDQzER4vjz1VHVovj5Bx70yLEJSakk39pGIZz/PYU9UOAFhWmjHs+/MKUgEAR851U3Y2IWRUbX0ObD/dCgC44/wy6fac5Dhp+/dbKxT9HKGg1Dizq1LYOa0sy4DBMEI5W2BQatcuwBsjI+rfegto9J8iwv3rXzj3zHPYNnkpXtpTQztdornqtn5UtfXDZOBw/rThVy7XTheGDWyjoBSZoA7UdgEApucmIyXBDABYUSacUO2rpqAUIUrqsbvQ3CO0QJiSnaTxakg0znUOoqHbDpOBw6KS1GHfn55rg8VoQPegC3Udg+ovMAINXYP4/j8O45rHP8ZP3ziG9j5H8B8iRE+6u4WBXDHk7cMN8Hh5zCtMweQs//3C186bhASLEScbe/DRGeVKgSkoNc6wuvGVk4dfMQEArF7tv93dDZw8qfCqZHLyJLyGIc3MV64EFizA1fPzYTEaUNnaj9PNfdqtjxAA28T+DksnpSM5zjzs+xdOFzKljtZ3o7WXDrbIxHOwrhMAsLA4Vbptvtjb5lgDlbUSoqTKFuE4KdtmRUr88H0UiR2sdG9uYQoSLKZh37eYDJiZJ2TDHT7XpebSItLUbccNT+zCP/afw5Fz3Xju0xpc/8QuNHXbtV4aIaH58Y+BnBxg+XLgl78EmmJj2j3rR83aKQyVmmDBHatL8c0LyhSd1kpBqXHE7fFKdePLxTryYQoKgKIi/9v27FF2YXL58Y/x9Yf+hV+d/2X05xYA3/wmACA5ziz1z3rnaONYj0B0yu7yoLK1D15v7Ge6fSpmKw7r6SbKtsVhhvihTlkhZCI6KE6CWliUKt02p0AMStX3UMYrIQqqEINSlCUV+/bXCAH+ZaMd8wOYlS98tp5q6lFlTdH44eYjaOqxY3JWIn5103wUpyegtmMA33xhP9yeGKnqIBPX5ZcDjzwCOBzA4CDwgx8AxcVAh76P9e0uDz4Tz0fWTB/53GXjuum4/3MzkZMcp9g6KCg1jpxp6YPd5UWS1TQs9c7P8uX+23v3KrswmXT0O7G9z4THV92C3uPlwJe+JH3vcnHS4I5yKomKNScaerD659tw8aM7cM0fPkbXgFPrJUWM5/mQDhKXThK+t7e6U5V1EaIXXi+Po+I4+qGZUtNybDAbOXQPunCuMzbKTAiJRZWt/QAoKDUeHK3vAgDML0wd+Q4DA1jVXokbjn2I2X/4BXD//aqtLVx7qzuwvbwVJgOHp7+6BJ9fXIgX71gOW5wJh+u68JdPzmq9REJG99RT4N9/f9jNjrnzgfTRzwf04LOzHXC6vchLiRs7fqAwCkqNI0fE1Ny5BSkj95Nilizx3z5wQLlFyWXHDtT+4c8o7GzCjJwk5KYnAmZf2jmbOnK0vhvdg+NoelNNDXDwoNarUIzT7cW3XtyPNrFnwLH6Hvz0jeMarypyZ9v60d7vhMVkwJyC0acaLZmUBgDSpExCJor6rkEMujywmAyYlJEo3W4xGaS08GP1VMJHiFJqO4Sg1ND3H4k9DrcH5eIUxblipukwO3bg6m9cj1+/8xt87q1ngT/+EdBpJqpv8leRdGJclJ6An1w5CwDw+NaK8XV8T8YPpxP43vcw0pn3W9NWqb6ccLF+1OdNyQTHjRE/UBgFpcaRQ3XCgfy8olF2Tszixf7bR44AbrdCq5LJk09iwX/fjY+eugP/euA64He/8/t2bkocyrIS4eUhTSKJef39wNKlwKJFwB13CP2/xpnNB86hpn0AmUlWvPD15eA44M3DDTjT3Kv10iKyT8x8WlCYCqvJOOr9WKbU8YZuDDh1/t4jREZs6ldZZiJMRv9DkOk5QiCXlRcRQuRX2zEAAChOT9B4JSQap5v64PLwSE0wozAtfuQ7zZjhv93VBbS2Kr62cLX2OrBDnPx15/mlft+7cXEhpmQnocfuxp8/qtJieYSM7fvfB/r8j1s8qaloj0/Gwzkr0PjeVuDQIW3WFoLDYuufJSVpmq6DglLjCMuUGjWNl1mwwH/bbgdOn1ZiSfL57DPpfxN7u4CE4QdTq8Tm7rvHw0jx/n6hzJIdPPz5z0KGm87rksP19311AIBvXFCK1VMzccnMHADAq3vrtFxWxFjmE8uEGk1+ajyybFZ4eeBkY2wG4AiJxBlxGMXUnOHNMsuyhMyNqrZ+VddEyERS2y4GpTIoKBXLjoile3MLUkbPbiguBm+1+t926pSyC4vAm+LkrwVFqSgLKB8yGjh855JpAIDndtfA7vJosURZ9dhd2PDSAVzwi2341/5zWi+HROvPf/bb5AEY//pXVM1ciB1/vBN5V1wM/OpX2qwtCM+Qlgrzh/T51AIFpcYJu8uXxjuvMEimVGam0PB8qCNHFFqZDNragLMBteRLlw6722IxwhsLE0aCeuAB4HhAGVtFBfCd72izHgWcbevHgdouGDjgugXC6/GmxYUAgHePNsZks2P22ltUHPxqw5x8ISvkOE0bU9SmTZuwdOlS2Gw2ZGdn47rrrkN5ebnWy/JzuK4LX/3LZ/jRa0fHxQH3WM6IWVBTR+hnM5kFpVopU4oQJXQPuNBjF7Jzi9IoKBXLWJnznNFK9wDAaAQ3bZr/bToMSm05IUwoG2nyFyD0jS1IjUfXgAtvHm5Qc2mK+NHmo3j7SCNqOwbw3X8cxmdnx9cF5wmltxd8v/+FNG7mTKChAUsP7ECKQ/zeBx8AXv01669q7UOfw414s3HE4zI1UVBqnKhs7YPbyyMl3oyC1FHSeIeaN89/W89BqYCeV3xcHDB79rC7sQyxY/XdcMXylI7WVvCPPz7it/jnnxeCU+MAOwg5b0omssVpDudPzYLFZEBDt106eY0Vg06PVHY05kGiaLY4Eed4vf4n4sSyHTt2YP369di9eze2bNkCt9uNdevWob9fH9k4Hf1OfOXPe7DzdCte2lOLh94+ofWSFDVWUIpdIa9q7Y/JoDQhesdK97JsVsRbRi8xJ/rHshvmBTveCAxKnTmj0Ioi0+dwS60PLp6ZPeJ9jAYOt64oBgA8/2mNamtTQnlTL94+0giOgzSJ+dEP9HWhjITh178e3kvqySeByy7zv621FTh8WK1VheyQWLo3tyBlWEsFtVFQapw4LfbgmZ5rC61J2dy5/tuBWTl6EhCU4hYs8GtyzkzKSERynAkOt1fKGotJzz8PzuGQNoeemnE8PyxNNFZ9dKYNALBmuu8gJN5ixIoyoQxze4xNUjzV1AMvD2QmWZCTbA16f9YI/RhlSinqvffew+23347Zs2dj/vz5ePbZZ1FbW4v9+/ePeH+Hw4Genh6/LyX9+eMq9NjdYLMpXt1bh4au8Tl9jud5VIj7qqk5w4NSJRkJMHBAr8ON1j7HsO8TQqJD/aTGB+eQ49ygF8ECg1I6a9exq6INbi+PSRkJKBmj+f7NS4pgNnI4Wt8tnfPEHLcb/9wvtKe4dGYOnv2vpTBwwJ6zHahp18eFMhKm7dv9t2024MILgbIyYMoU/+9t3araskJ15Bwr3Qt+MV1p4yIotWnTJnAch/vuu0/rpWimvEm4+jx9hD4dIwrMNNJzUCowsrxw4Yh3Mxg4qR42pkv4/v53v00usFHlq6/qdnpKqOwuj5SufP7UTL/vXTgtCwDwSUVsNaw/3iAEL2blj9HfYQiWKXW6uRdOdwxn9sWYbnFgQPooI3o3bdqElJQU6auoqEixtfA8jzcOCaUIj31xIVaWZcDj5fHPcdpjorHbjn6nByYDN+LJh9VkRKFYUlTVSgfohMiNglLjQ1Wb0OTcFmcavck5E3hiXFmp3MIiwCZ/nT81a8z7ZSRZpePDNw/FYAnfwACQno6rN9yMH25/Ft/sOYG8OANWi7/320caNV4gici5gOO1iy/2/f9FF/l/7+OPlV9PmFgLkVAqPJQW80GpvXv34umnn8a8wHK0CYZdNZiWG2JQatYsv03+7FlgUKdX5wNLC+fPH/WurITvUG2XcutRUksLsGeP/23r1/tvnz0LnIjtEp+DtV1wuL3ItlmHlfEsFZuEH6rriqkSHhaUmi32igqmMC0eKfFmuDx87F71izE8z2Pjxo1YvXo15syZM+J97r//fnR3d0tfdXXKNd0/0diDc52DSLAYcfGMHFy/UOittuVEs2LPqaUascFyYVo8zKOkibOT5XOdOt0fERLDWFCqiIJSMY1lSU3PCaE6YvJk/+2qKl1d2DzIJn8FGRADANeI/UffOFwfU8eHAIC9e4HeXsyrPoa79vwLi+79L8DpxKViyeLHYvUAiSHV1cNbqvzkJ77/X73a/3u7dunqvcfzvDR8ZlqoSS0KiumgVF9fH2699VY888wzSEvTdoyh1tgOakaoQamA7BvO6wXeekvuZUXP4QAf2JR4jADkXLHJ+/GGHl298UP2n//4bfJJScCddwKB2Rrvv6/iouTHMtkWl6QNO6CakZsMi8mA7kEXzsbQFK4T4tWGUINSHMdhuvh+PdNCQSk1bNiwAUeOHMHLL7886n2sViuSk5P9vpSyV8wWXDopHfEWIy6amQ2OE3qFtI3D8rW6zuAnxOyqfz0FpQiRXR0LSgXLriG6FtaF6MCg1OAg0NSkwKrCZ3d5pGOnUAbEXDIzG/FmI+o6BqVgVsz45BO/TW7+fMBmw3lThGqB/TWdGHSO70En405g6V5Ghv+E+5Ur/b/f0gIoeKEzXE09dvQ63DAaOGn6sZZiOii1fv16XHnllbjkkkuC3lftPiFq6rW7UC/2IJmWHWJQKikJMAY0uQz4wNSF06fBeQI+pAOyvCSDg1jy7it46IMn8eCv7wafmQl0xNhEi4APOG7tWsBqBS6/3P9+MR6UOiIGpeaJmW1DWUwGzBXTSA/FyEGHx8ujXDxInJUXehCDZYlVxFhT91h0zz334M0338S2bdtQWFio9XIAAHtrhOauLDswM8kqfYbvF783npzrYJlSowel2KCOc2IAixAin8Zu4VgxpIE4RLfCatmRnw/eYvG/rapKgVWF73hDN1weHplJ1uBliAASLCZcOisHAPDvozFW7rZrl/+2mEVTmpmIvJQ4OD1e7KuJsXOWENldHjy+9Qw2vXsSrb3j6ILbjh3+22vXAoYhoZXJk4HApJlR+plqgWVJlWQkwGrSfvBFzAalXnnlFRw4cACbNm0K6f5q9glR22nxRZWbHIeUhOENwEeVHTDlwqDDl0NgmVphIZAySt2ryYT0//lvfPXgO1hWewxcR4e+e2WNJDDqvnat8F9xikOvJR6fzD4PuPlmddcls8N1YmO9wpH/LRew3mAxEpSq7xyE3eWFxWQYs1FnIBaUYjsGIj+e57FhwwZs3rwZW7duRWlpqdZLAiCsa1+1cAC6uMTX32pRiXAAMx6DUqH0sylMFzOlxmmzd0K01NwjnBDmpsRpvBISDSlTKpSglMEALnC/V10t/6IicKCmCwCwsDg1tCFNANbNFoJSH56KoWE4PA989pn/bStWABCy5peXCscA7O8x3vzk9WP41Qen8dTOKnz9b3vhjuUJ6UMF9oi64AL/bY4DFi3yv+3gQWXXFAbpcyTUhBaF6TAKEVxdXR3uvfdevPDCC4iLC23HqmafELWF3U+KufFG/+3WVplWJKNTp/y3R8uSAgCzeXhT8GPH5F+TUlwueFedh/qUIcHCNWuE/65bh973/4OF334Zt151Pzpv/rImS5RDe59DOuGcM0pQimUbnYyRKYoVrcI6yzITYTSEdmAFAFPEHQFlSiln/fr1eOGFF/DSSy/BZrOhqakJTU1NGNS4h15zjwPNPQ4YDZwUhAWAJeM4KFUnluQVpY9+RbwglXpKEaKEXrsLfQ43AApKxbIBp1sK8E8bYYrpiCZN8t/WSVCKZcMvLE4N+WcumJYFk4FDVWt/7LR4qK8ffo61bJn0v6xq4Gj9+JvGfKKhB/8YMrzlyLluacBLTGtuHt5PKrCHFOBfzgcMH96lIV8/qRA/RxQWk0Gp/fv3o6WlBYsXL4bJZILJZMKOHTvw2GOPwWQywRNY7gV1+4SoTXpRZYf5opo+3X9bZ2NiAQwPSs2cOfb9A5sXHz0q73qUZDaj8ueP4by7/oJL7vkrvH951tc/y2aDbd3FKMgWXrfHGmJ3x8XGj5ZlJSI5buTMPtZrqbypNyaaWbL34JQw34NTxR1BTccAHG7qJaCEJ598Et3d3VizZg3y8vKkr1dffVXTdbFyz9LMRMRbfGnTi8Wg1NH67vFzNVHk62cTvKdUQ9cgPF79v/cJiRXNPXYAQHKcCQkWk8arIZFixxuZSVZkJFlD+6HATKmzZ2VeVWRONgqtVObkhz75KznOjOVlQmbRhydjZCjIoUN+m3xyMlBWJm3PEy/QHq3vUnFR6njpsxoAwJVz8/D9y4Tzzpc/q9VySfLYvdtvk09KAubOHX6/wOFcOkqWOC32s52qgybnQIwGpS6++GIcPXoUhw4dkr6WLFmCW2+9FYcOHYIxsFfSOHe2TdhBlWWFGZSaOtV/+8wZ/TUHD2xyHhhICzR7tv92jJXvnRB30Ckzp8LwX7cP6/vFRnYeq4/dnmjHxCtB88YYPzolOwlGA4fuQZdUbqBnLNMp3KBUts0KW5wJHi+P6jbqoaMEnudH/Lr99ts1XdfpIdOThipOT0CS1QSn2xs7V4FDYHd50CL2khir0XlOchxMBg5uL4+WXrtayyNk3GvsFt5PeSnUTyqWhT3YCABKSvy3a2pkXFFkBp0eVLcL+7iwfhcAF88QS/hOxkgJX8AFcm7ePL+WKbPyk2HgWAb1+Nnv8TwvTRO+aUkhPr9Y6Oe5r6Yz9ntLBUxK55YuBUwjBPsDkyWqqoB+fRzbVUZ47qKUmAxK2Ww2zJkzx+8rMTERGRkZo475Hs+qxTHbkzLDHPEbGJTq6gLadDSSlOeHZ2+FG5QK7Emlc8cbhGDTaBPc2NWkYzGc4nta/BCcnjt6tmKc2YjSTKE306km/Qfgzoi/09Qw67I5jpN2BjSBb2I51TRyTxCDwTeVkQWpxwNWjpdoMSJtjN6HRgOHvNQ4v58hhESPBaVyqHQvppWH00+K0WFQ6kxLL7w8kJ5oQZYtxIwv0cUzhTYXe6s7pJJUXQu8QB6QUZNgMUnHgsdjuBIi0JmWPjT3OGA1GbCiLAM5yXGYUyAc++88rcOWMeEIyJRiPcKGmTEDfGC/tMCECw10DTjRYxfeOyUZYcYPFBKTQSni4/J4pdpydhIfsuJi8IFR3cpKmVYmg8bG4dHkwEBaoMCeU21t+gq0BXFCDEqNNsGNTaWL5fK9M9IB1diR+aElfHrG83xUVxsmixmOZ1v1ceWEqIP1ApyeO/w1w64an9L5az8cdeI0vaL0hKANbQvFvlL1FJQiRDbNLFMqmYJSsWysfceoAoNSdXWaV0acGpItHGqTc6YkIxFF6fFwe3nsPRsDE+sCL5AHXkCHL8g4nnqMssDT8rIMxJmFyo/zp2YBAD6LhX+3sfzyl3jsmg14c+YFsBcWjx6Uio8HF9jTTQcJEyyhJSfZqpty7nETlNq+fTt++9vfar0M1Z3rFPpuxJuNyLGFeaBhMg2fyBHYtE1LZ874bfJxcUBBwdg/U1o6fPTtyZMyL0wZPM9LV0hmjZIpNSNP2GnVdgzA7oq9HkRujxdVYvAl2FU+Fqxh6d161dLrQK/DDQMXQbYigEniFQq2gyDjH8/z0oHnSLX8M8Sg9KlxlCkl9ZMao3SPyU+lCXyEyK2xhzKlxgNfD8swMqUCJ47b7ZpfsGUXHKeHO6RJdN7kTADArkqdX3j2ekMa2sQy7cfTNOY9YuDpvMkZ0m2LioW+mYdiZLr2aLpnzcOvZ16Ob1/zAwyeOgNcffXodw7sh6yDTKka8dyqJD3MhBYFjZug1ERVLfYcKclIgCGMqV+SyZP9t6uqZFiVTAICZNzkyX412CMymcBNm+Z/mw7e/KFo6XWgc8AFo4EbNWCTkWhBaoIZPA9Utsbejqu6fQBOjxfxZiMKUsfua1EqBniqdJ5BxA4gSjISYTWF38+uJEPYIdToPPhG5NPa68CgywMDJ/SQCsQypU6Po4PTUJqcM7kpQinHeOqtQYjWpEwpCkrFrD6HG03i5+KUcPrI5uWBD+y3W6tts+mIemMNsWqKEJT6pKJdtjUp4tw5IHDa7witSNjgmzPjKFOKtRoZOmF4vtjU/XRLb2yUXo7iuPi7FabFIy3RAoyV7Rf4762D89Ia8UK4Xkr3AApKxbwqMSgVdukeExiU0lP5XuBapkwJ7ecC3/wxkinFgkxFafFSmmsgjuOkA5FYTPFlpXtTc5KCBlFLM2MjU4r9u00Od9CAaBILSnVQptREwf6t81PjYTYO3w2z11J91yAGnbGXETkSlvXEpuuNJVcsL6KgFFFL96ALG/9+CF/58x5pIth4w3pK5VL5XsxiZf6ZSRakjNGbbxiTCVxenv9t587JuLLwsTLEaREGpVaWCdk3Jxp70NHvlG1dsgvojcsnJQGB/xYApmb7ju1jYep0MK29DjR228FxwOwhg42yk+OQnxIHngeOnovdViRH2dCmwhAmR+owKMXOrSZFGj9QAAWlYhzLlIr4RTVkJCkA3YyJBTA8KBUYQBtN4Js/sFm6TrGMoGBTFKdkx25QimV+hNIQvFQM1jT3ONCv46sp7IO9NILSPQAoFq9StPbq+/ck8qkVr1CNlCUFAGkJZqTECycceg/KhoqdEOenBj8hzhZPmptiYPImGR/+5/Vj2HygHh+dacPtz36GHrtL6yXJjgV5cylTKmZVsWnbmRFcBAss4aurk2FFkel3uKVprJMj+V0AZNms0vTaTyt1nC0V0IqEmzp1xKyakoxEmAycXzZcLGNZUmWZiUiy+vcsmi9mTsXy0CYWlJozxiRxiVjB05qYigOl84G1a5VcWkiCHYdqgYJSMc53QixTUEpPmVKtAZMZIs2U0kFEOhRnQ8x6i+WgVEUr66MT/CAkJcGM9EShPxj72+hRrZQCG9l7MCXeLE0jq6G+UhMCG04xWto0x3EoyxJeT3ovXw1VE8vSCGEcPcvkaBkHB+ZE/ypa+vDW4QYAgNnIobnHgVc+07a0SW4OtwftYjYJZUrFLjZUZXJ2BMcbgUEpDTOl2LlLWoI5vIyvACvFXkV7q3XcNDvEqg+LySAlGIyHvlIs4DR3hKDNeGjqfnSM32+YVavQfq4ZSze8gBtv/n+w//JRhVcXHOtjOynCcxclUFAqxrETloiDUoGNzhsaAIdOrk5v3YqrHnoLV932W5T/7hngsstC+7nAnlJnzwJu/WegsMALOxkdTSwHpWrCDKKy++k5W6QmSIAhFNRXamIJpek3e+1XxWDvuEBuj1e6Kh5KP5scFpTqdcDjjf0yBqJv/9wvnJxfMjMbD183BwDw6l5xOpnXq+XSZNMiZh1aTQakRhEEINqqZMeJkWQXFRb6b2sZlGoTT4ijLB1aXCI0zd5XE/tBKcBXwjce+kqx32HGCNPEff2zYnPCcJ/DLV1Enp0fQlDKakV6fhZscSbwvPYXoPsdbrT1CfuEYuopRaLW2grPNdfivzb/Hl858Dam7f84ssBLYFAKAGpqol+fDNweL8rtBhzLnYKkr946PKtrNIFBKbdbX2WJo2Ann6FmSlW398PtiZ0DZp7nQ84GY9j9zuo0W8Tr5X1ZL1FMsKAJfBMLC2SOlTbN+krpOUswVG19Tni8PIwGDplJ1qD3z0yywMABHi+P9n6dXCQh49a2Uy0AgGsWFOBKvgVfO/AWvvOnn8KdXwC8+67Gq5NH45Am59xYDXmJrkWVKRUYlKqvl2FFkZGqPKLM0lgySQhKnWzs1W/7g8ABUmOcy7Ag3Xi4QDlWv9WhkwZjsX8W64eWbbNKFR3BcBwnXbyu1biHLOvxmRxnklpF6AEFpWLVmTMwvvUm7tj7Ov53yx+R/KWbgk+mG0lyMpCW5n/b9u2yLDFajd12uDw8LEZDeOnm6enC11ABk/z0xun2oq5T+JAI1jA7PyUecWYDXB5e+plY0DngQq9dOGgItYZZCkrpdAfd1GOH0+2FycCF1CtnNJQpNbGEEsgsE1/7leMgKNXYLXxO5disMIYwJdZkNEjBq+ZuCkoR5TT32FHe3AuOA86fkomkH3wPP93yFK469RFMTY3Axx9rvURZSO9BKt2LWV6v78JeRJlSBQX+2xpmSp2Nth+uKC8lHvkpcfB4eRyu65JhZTLj+eEXxccISpWk6yNoES2vl5cqeSaPUP0xKTMBRgOHXocbzTHYO5JNjpweZpP+wlTh37e+Ux9BqYIQpiGriYJSsSog8s6VlkYWlAIAe0Dfjp07I1yUvBrEN01+alxIJzJ+AtNjdR6Uqu0YgMfLI9FiRLZt7EwCg4GTgjqxtONiByH5KXGjThcMxMqbzuk0+MZScAvS4mEaYYpaqCaJTdK1Tuklyht0etAqlrKNFZwtzfKV78XilcShfP2kQj8hZvelCXxESQdrOwEAM3KThbHeq1f73+GTTzRYlfzY+yiU8lmiT/Vdg3C4vbAYDSFNMR2msBBeqxXVqXk4MGkucMEF8i8yRFEPaRpi8SThIvS+ms6oH0t2HR1Ab0CJ2kgVKiJWSlUb48eCjT12DLo8MBu5EdsUWE1GKWsoFkv4WFBqRrhBKfF9q/U5DTu/LojiYroSKCgVq8JIBw0qMFMq8LE10tDNglIR7HynTvXf1lMD9xHUDBnNGUpqfSwGpdjvGE5D8ALx375ezOiKAAAAt1JJREFUp0Gp2o7wf6eRFKdTptREcU68QpYcZxqzwStrPtlrd+t73HUIfKVDoX+WZ9vYBD4KShHlsGa189lY74CgFL93L+CM7fcf4HsP5lBQKmZVtbHjjYTILoKtWIG25k6s+eYz+Pwtm+B++hmZVxg6ucr3AGCJ2Fdqvx6DUgFZUrzROLzh/BDs2L6ucyCm+ymyMtOSjESYR3mtlkoVArFzHsOcbOwBAEzPHd4vaywFYlCKZSppxZf0EcH5tYIoKBWrAgNHkydH/li5uf7bDQ2RP5aMGrqEg6iCSN40gX8PnWdKsah5UYiplCyIURtDQQzflbHQ00XZVYWmHrsu+2exnWlJlCNVi9J9v6dLh78nkQ87OQx2MBBn9mVNxlKZ7kiaIsjSyEkWfneawEeUdOScOEGJBaVWrPD7PudwAIcPq70s2UmZUlS+F7OkflJBWjyMymBAhi0OBg7w8pCmMaqt1+5CW5/w3OEcD46GNTs/UNupv6zilBQ03v5NbJmyHJW5ZeBmzQJMplHvnpcSD7ORg8vDSyW3scjXT2r0oCPLoKqLoYvrgNAft7w50kwpfVR/sAv9FJQi8ggMSo2RDhpUSYn/doc+pljURxPJDQxK6TxTimVPhJqSXSwGMWIpUyqS8aNZSVZYjAZ4vLwuMybkmLwHAJmJVlhMBnh5X6kTGZ/Yv28ovV2KY/SgLVBjJOV7yZQpRZTF87yUKTWvIFW4MTV1+LCUAwdUXZcSInkPEn2paouiyblo6LCJFo16+bDJe5lJFtjiom+yPD3XBovJgF67W39ZN1OnYteG/8GdN/4EP3noReDIkTHvbjRw0sXpWC7hG6vJOTM0KyyWtPQ60DXggtHASYOnQuUr39P2d44q6UNBFJSKVXKW702f7r89oI8PCBbJlSVT6uxZXY92ZlHzUINSJTGY9lodQfmeYUgDca2vLIyEHTSE2rh9NAYDJ73O9fh7EvmEkzVUFKMHbYEaxQsM4ZTvsaBdLDZBJbGhsduOrgEXTAYO03KHnFwsXux/x4MH1V2YApqloJS+TkJI6CpbomhyPkQ2y0Lt1SbgH8mx4FjMRgNm5QllVEfEILOe+Pr3hHjRWScT2qIRyqTtWGxDAgCnxH5SkzISQu6Py7Dyvc4Bl6bTIqNK+lAQBaVikd0+fJRrNJlS8+b5b3s8ughMRVXzGhiUcjg0HX8bjC8oFVpwY2jaq+7SlUfA83xIO6mRsL+J3vpK8Twv68GV1D9L41pzoqxwMhZiNb09UCRZGjnU6JwojF3NL8lIgNU05ORiwQL/Ox46pNqalODx8mgWhyuENcmY6IovUyq6oFSOTduAP7vIEu3FvKHmFgjlt0fPdcn2mHLxTToLtRJCHHwTw/v9ug7hdx7r3zhWm7qfEvtJzQiznxQAJMeZkRwnlG9qdaw/tPKEMqVI9Gprh98WTVBqyZLht2mcrs7zvN/0vbDl5AAJvg9D3mjUdPxtMFL5XnpoHxBF6fHgOKDf6dGsL0A4ugZc6LULVwXCPRDRawZRNL/TSPTe1J3Io0nsExHKyWGReBDLDvBikdfLRzT5i/WUovI9opRRe/TMn++/ffy4rjOtg2nvc8Dj5WE0cMgKMt2X6FOv3SUFkcrG6NMTCq0zpaKqghgF6wl3VIeZUvXhZkqlx2awhvF4fedvI03eY1iZYo/dje4Blyprk0Okk/eYAo0vtDf32OHx8jAbuaDT3tVGQalYVF3tv52eDiSHH7GVjNQkXeN09Z5BN/qdHgARZkpxHPDnP+N/vvUrXPCNZ7DtQDWwcqW8i5RJn8ONTvEDOdSdltVklBqWxkIJH7sylm2zIt4SWbprfZe+fk+WchzJ7zSS/FR9/p5EXk3iiUUoWUNKp7cPON34+XuncN8rB3G4rkuR52jrd8Dt5WHgENYJMZu+1zXgoub/RBGVrUKm67DMk7lz/bf7+oCaGpVWJT+WqZiVZIXREHy6L9EflmmeZbMiOco+TNkaZ0qFmzkUinliUOpYfQ+8OptaJwXhwm3P0RE7g4yGauqxwy0GPcbqnRlvMUrHBLFUwsfK96ZHGJTSuq8UCxjmpsTBoLP9AQWlYlFgUCqaLCkAMBgAi8X/tt7e6B4zSmynlZFoCbtmV3LLLWhftQa1aXmo6dVvFJ7tsFITzGE1fSwUT1hjodwr3J5ZQ/k+wPX1e7K/eyS/00j0MiqWKItlSoXSX4ldZWzoGpR9PDTP81j/4gE8ub0Srx9qwBef2Y3TzfJ/7rPG7lk266ijoUeSGm+WTqDb+/SfDUpiz6jNePPyhIbnQ508qc6iFMCyDanJeexir9WyMNsfjIRlSrVqnCkl17ETAEzJSkKc2YA+hxtndTSVmud538TdEPu5lcRoWRvD2g3kp8YHDYLHWl8pt8eLCjHDNpLyPcCXMa5VFrjUT0qH/QUpKBWLAoNSkyZF/5jnn++/bdD2pRFVP6khYuEDL9zJewzLqmqIgSCG70pR+GVueu21FM3vNBIq3xv/7C6PlBUZSvleTnIcLEYD3F75x0O/f7wZ28pbYTEaUJaViAGnB4+8K/+Jd2OEDZYNBg4ZicLFktZeanZO5Dfq2HKOA2bN8r/txAmVViU/FhimflJj27RpE5YuXQqbzYbs7Gxcd911KC8v13pZAHxNzqPtJwX4MqVaNPhc5Xk+7HK2UJiGNDs/ek4/JXy9DjcGXULVRygTdwHfeU+P3Y1eu34vqI+GBaWKQjg2joVztKFqOwbg9HgRbzZGHFRlr4Ombm2Oa/Q6eQ+goFRsCgxKlZRE/5jFxf7bdXXRP2YUGrqj6Cc1RKHUKFi/J/pSFlFqeMEN9reJhaBUpIE3wPdv2NA1qKu07Ppoep6NgP1tGrrsuvo9iXxYb6V4sxHJ8aag9zcaOCmDTu6Dtj99JExwveP8Ujx7+1IYDRy2l7fijMzZUuyEOC+CE2KW2t/WR0EpIi+7yyOVL404fGPmTP9tnQQnIhHJoIGJaMeOHVi/fj12796NLVu2wO12Y926dejv1z7zhjU5lyNTivXr02KIRNeACwPRtOYYw+x8oYTvZFOPrI8bjRbxb5wcZwq5zUOS1YSUeKFqggUQYgk7pykKoUcuO36W+6KbUliWVFlWYsSlb7nSZGFt/m3lSvpQAgWlYpESmVJFRf7bGgel5BpXWRwD06siDdjkp/qCGHoXzZWxHJvQB8Pl4TW5sjcaqXxPpg/23JQ4GDjA6fHSSfg4xU4O81LiwHGhHdCwEr5zMgbWz3UOYF9NJzgOuG3VJJRkJGLt9GwAwL8OyDulVPqdIwjeZiaxMhN6PxB5sRMn25ATQD9Tpvhvf/ihCqtSRiSDBiai9957D7fffjtmz56N+fPn49lnn0VtbS3279+v9dIUyZRq63PKXhYeDDtuykyyRt6aYxSsx8+pRm3bjwzFAt+hZkkxsVQJEahOOqcJfqGdtTFgxwl6d0YMSk2N4n2Yq3H5Htsf5Ohwf0BBqVgU2HBTjkypwKCUxpPqmrrlOYgamhrK8/rMPom031J+DO20oukpZTIakCNmTOjmasrDD2PhWy/ioorPMK3lLOCI/qTZbDRIBy7nYuDflIRPOhgI4wC1SIFMqfeONQEAlk5Kl9Zy3cJ8AMB/TjbL9jzA0B5akWdKtVKQlsiMXQwqSIsfOUAcmB0TeDEwhrD9JmVKhae7WygDS09PH/H7DocDPT09fl9K8Hh5qU/S5Mzog1KZSRZwnPC4HSpPbz4XZtPvcMzME4JSbDqaHkSyzweGDr6JvWNBdgEtlON9qb9SjASl2MTWKXIEpTT6nZvFi3w5Opu8B1BQKvY4HEBDg/9t4zBTqiXCqwuB8lPjwHHAoMuDNp02y/VNIgmvfE+6kqKXQM0oeJ6PurEli+hrle7qx+UCHngAd//zt/jLvx7C8usukq3fCPWVGt8aIwi2s0ypOhkntXxwXAg8XTk3T7rt/KlZMBo4VLT0yToVJtKeUoAvU4oyB4ncfBdKRtnvrlrlv83zMTuBj2VrUE+p0PE8j40bN2L16tWYM2fOiPfZtGkTUlJSpK+iwONomdR3DsLp9sJiMsgSzDEZDchI1KaET+4M86Gm5QhBqaYeO7oG9HG8z957rLl8qApiqD1HoHNhZEqxAI1uLjgHUdEqQ1BK/Bzuc7jR53DLsq5wtEQYKFUDBaVizUjBIjkypQoL/bfb2oBB7T4kWnp9E5uiYTUZpQ8AOU/q5BRpVhi7f9eAC/0afLCFqmfQjV5xfQVh9s1icpN1dDWlvh7wBoyol+M9CJrAN941RdDbRe5GoANONw7WdQKAVLIHACnxZiwqTgUAbC9vleW5AF+KelSZUlS+R2QWNHv3/PMxLLd6xw5F1uL18njnSCP+sa8Og2K/HbkI078oUypcGzZswJEjR/Dyyy+Pep/7778f3d3d0ledQhdzK8V+UqUZiUGnmYWKfba2q5wpVa9gppQtziy9n0/pJFtqomVKeby8lIkTSrsONgGurc8Jh1vezz658Twv9ZSKJiiVaDXBZhV6iqp9TuP1+tqgUFCKRK+21n87JUX4ilZgUAoYnpGlInYSki1DeqGea7NdHq9UmhLuB4QtzgxbnPDBpuerDCwYmJlkCbnRYyBpWkWPDk5OA6+WJyYCaWmyPDRlSo1vkZXvyTusYV91J1weHgWp8cMakZ4/NQsAsLuqXZbnGjoOO5IsjcwkYfoeZUoRuQXt5ZiUBM4UMIxg717Z18HzPL77j8NY/9IBfP+fR/DFZ3bD7pLv5Kxn0A27S7iIoseTED2655578Oabb2Lbtm0oHOnYWGS1WpGcnOz3pQRWMjQ5O/om54z02apywL++SyybVajJ8oxc4d/gVKM+mp2zC+zhlkoVpOn3vGUsbX0OeLw8jAYupKSC1JNHcGXFbnzlwNtwfP+HQGWlCquMTEO3HQNOD0wGDiUZ0b0Xtar+aO8X+shxnO8zQE8oKBVrAk+IA6fmRSo5GUgKiPxq1FfK7vKgxy5k1mTZoj+I0vOHe2uvAzwPmI2+8efhkIIYOm52Lsf431w9le8FBoZLSoQR4jLQ82uVRK9dLCFmZWmhYIGjtj6HLCern4oBpxVlGcN66SwpEYKrB2o6o34eAOjod8LpjvyEOIsanROFhNTnMPCCn0xl2kNtOdGM1w4KwwWMBg6H6rrwzM4q2R6/sUf4PdMSzLI3lh5veJ7Hhg0bsHnzZmzduhWlpaVaLwkAUNUm9JMqk6GfFKNVabQcx4NjmSE2Oy+XeYpspCJtdB5Lg4yGYheh2ICiYLgbb8Qf/vUw/nfLH5H8218BR48qvcSIsSypSZmJMBujC59oVf3BzqEyk6wwRfk7KEF/KyJjCzwhlisoxXHDs6U0CkqxExCLyYDkuOBj04PR84c7K23JtsVFNF40FpqdB+3dEQJdle8Fvgdl7CORp/FUDqIsdgIQzhWqlHizlOotR6+n/WLAaXnp8Oa984tSYeCEK4JyZF+yA9TMJCsspvAPN9iVVr32AySxK6T9Ul6e/3av/Ce6T+4QMgPuunAyfv2F+QCAZz6qki1bqimKnm4Tzfr16/HCCy/gpZdegs1mQ1NTE5qamjCoYSsLwJcpVZYlX6YUuwiqdvleUxTTWEMxQ2x2flInE/hYECA7wul7TT12uD3eIPfWj8auMEuF8/P9t+vlnf4rJ6l0Lyv64LCv+kPdY30pcy/MHmdqoaBUrBkpS0MuBQX+2xp9OLQMKd0LdWz6WFjg5pwOS6KinTKYHwPNEOXoIcA+wHWRKaXE9EtRbrJ4IKKH4BuRHSvVzQgjU4rjOOm9E20Jn8fL41i9MFFqgdg/aqhEq0kqfzhQ0xXVcwFDT4gjOwBiV/O7B1267zdBYofd5ZECxGNmSi1a5L9dXi7rOqpa+3CwtgsmA4evry7F1fPyUZAajx67G+8fb5LlOaT3oE5PQvTkySefRHd3N9asWYO8vDzp69VXX9V0XSxTarIMJ8NMJgv4q5iF6vZ4pSBYtgxVECOZLjY7P9Pcq/nEbZ7nhwxtCu/9l5VkhdnI+fVoigW+YS4hHu8Hnndq2DYmmIoWIdAZTT8phh0TqX1O09TNJu/ps5SbglKxRsEsDf1kSsnT5Jwp1HE2ETtgzIk4KKX/ZohBe3eEIHdIBpHWBxqKZSvC93u29+u/6WOs2LlzJ66++mrk5+eD4zi8/vrrmqzD4fagl5UlhxGUAuSbwFfR0ocBpwcJFuOoJzgLxWDVkfquqJ4LABp7wjxADZASb4bZKFyYaKdsKSITtr9MtBiREm8e/Y6BV/H7+mRdx7+PCYGnlZMzkGWzwmDgcOMi4STt3aONsjwHuxJPmVLB8Tw/4tftt9+u2Zp67S6pekCJTKk2FTOl2vud4HmhTDWSdhWhKBGbwfc7PVLpnFY6B1xwillO4QbhDAZO2m/q8dxlNL7PmxB/X50kQ4SCZUpNzZEhKKVx+V6k55xKo6BUrJkAmVJyNjkH9B24kT7AI2xAGguNsWXpKSX+fQacHmmSn2YUDEqlJZilMqcWPTR1Hwf6+/sxf/58PP7445qugwVVzEYOyfHhlSWzZufRZnsePtcFAJhbkDJqv4fZ+UIfnRMN0TeKbRJLACPNBDUYOGl0OTU7J3JpHjIFc8xs7MWL/be9XqBTnn5rAKRsqM/N9ZUJXjIrBwDw8Zk2WS5MNEUxaIBor6pVyJLKsllhixsjgBomLTKl2DFNZpIlonYVobCYDCgRL+JUtsobRA4XCwBkJFoiKl+PhUqIQI3hVn/o5LwzFCwoJUfGIrtIoHamlK/xvj73BzEblNq0aROWLl0Km82G7OxsXHfddSiXObVad3he2UwpnXw4+Mr35HnTsA/27kEX+rQOaASItnyPHWi26Di9VwpKRZEpFW8xSv3FmrUsbeN5IHDss4xBKY7jpNdCI5XwyeKKK67Aww8/jBtuuCGk+zscDvT09Ph9yYEFVTISwy9LZs3O6zqiy5Q6Igal5heljnqfWflC+d6Jhp6osxIbu8O8ajoCljFLzc6JXJp7Q3xdrlo1/LZPP5VlDd2DLhwVS2kvmpEt3T4nPwWZSVb0Oz3Yezb6AFjYJ4lEV6raxH5SmfJlSQFAphjsb+9XMSjV6+uhqqQyMWigl6BUuP2kGD1fUB8NuxAVcU8pnZbvtfc50DngAsfJFJTSqKdUc4TlpGqJ2aDUjh07sH79euzevRtbtmyB2+3GunXr0N/fr/XSlNPeDtgDXsAynhDrJSjFTj7kKt+zxZmlgEajzj7cmyIYET9UzpAUUM3L2kZgd3nQNeACAOQlR1c+kKuHJuBdXcNLOOQMDEO7BohEsGnTJqSkpEhfRTL9+0pNzm3hly2wZszRlu8dOSecBM8vTB31PtNzbDBwQqlFtIGgaIPuwJDR5ZQpRWQScl+N/Pzhk1X37pVlDQdqOsHzwKSMBL/9v8HAYc30LADAxxVtUT+P3ss1yNhYplSZjP2kAN9+qL3PCa9XnWPHFpmrIEYzOVsI4LEG8VphmWGR/r6xUAkRKOwgeIwEpc6Ir6XCtHjEW6KfYpqd7Bviotb7DxiyP9Bp5mzMBqXee+893H777Zg9ezbmz5+PZ599FrW1tdi/f/+I91fq6reqArKkeINh+Bs6GoFBqcZGIV1dZUrsuKRm53oLSkWZScA+WAZdOihrGwH7/eLMhrBLlgLl6GECX2CWFDD8fRMlaQKfDNPPSPjuv/9+dHd3S191I/2bR4BNkMsMs58UMDRTKvLXhMfLo7xJaNQ5W8yGGkm8xSidAB1vjG4/6Ssdijwgzf5elClF5BJWoCYhYDrf8eOyrGHP2Q4AwLIRpmAumyTcdqBGvkwpKt+LTSwoNVnGflIAkC72dHJ7efTYXbI+9mhYkEauC86jmSxlSmmbpMAGm0T6+xbouB/uSLxeXvpsDbmHXeA5bFcXMBD9lGG5yTl5DxDefxwnHJd1DqjX141lSmVTppSyuruFK8Dp6cN38IByV79VNX8+Tn12HDfc+kv86OYfg/v97wFTdCf6fgJPrj0eoKVFvscPUYvMjc4BX5NtPX248zwfdU8p3ZS1jaJpSKPjaCcp5uphAl9ggCInB7DK++Hua4BIJ+FasFqtSE5O9vuSg5QpFUlQSsyU6h50RXwCUd3eD4fbi3izEcXpCWPed1aer4QvUjzPy1I6xPYDbdTonMhECkqFcowReExZVSXLGvZWC0GppZOGH7MuKkkDIPSAc7ojvzA44HSje1DMVE6loFQsYiVocjY5BwCryXfsqFYWqq98T62glLaZUh1iE/mMpMiauufGWCuH9n4nXB4eHBfGv3Fe3vDbmuSZPConKSglw+Q9ADAbDUhPEF4XrSq9/1wer1SuS5lSCuJ5Hhs3bsTq1asxZ86cEe+j1NVvVRmNqEvMwIHCmTi2+nLg7rvlffzsbMAYkJaoQSplq8w9pQBfppSeglJdAy7pgDOaDwi249J60shIpOmCMkTldVG+FziRUoHgtu/31M9rlUSvrTfyA9REq0m6sn0uwmwpliU1LScpaJNZ1lfqZBSZUj2Dbgy6hEbN0fSUkjKlqHyPyCSsEobAK/mN0U/Fs7s8Un+35aUZw74/OSsRaQlmONxeHG/ojvh52P43yWpCsoxNsok6vF4e1e1i+V6mvOV7gO+zVa2AP6uCyFL4hJhllTV22zXtI9su9ZGMLCjFpu/FSiuHRjG7P9tmhdkYYnghORmID8iqkuEzVm5yB6XQ0IDzOqtwccUeGP/0J9kycMfS1ucAzwMmAycFxPRmXASlNmzYgCNHjuDll18e9T5KXf1WW7Q9iMZkNAK5uf63qdxXyuPlpR2knOmF+TqszWZXPzKTIpvMwei5B1FTlCPhh9Jl+Z4SQSk9/J5EduwKVVYEmVIAUCRme0baV+qUGGCakRt83zdNHHlcEUVPjkYxqJqWYEacOfIeDNTonMhNavYaSrB08mT/bRmm75U39cLl4ZGRaJFKc4fiOA6LxWyp/VGU8MkxaIBop6F7EHaXF2YjJ2X7y8kXlFLns1XuydqjSU2wSL0Iz2pYwtfOMqUSI/t92fu2a8AFuyv6SZxK833ehPFa5bjh2VK6DkrZ5HnAW27BY7+5C3/+1/9i6k++C3z4oTyPOwZ2TpFtsyo2/TJaMR+Uuueee/Dmm29i27ZtKCws1Ho5iot2xHZQ+fnoS7DhdEYxWlZcACTJf3VmLJ0DTni8QvpnpFcXRuKrzdbPib5cDedy9FDWNgpfplT0r1etplX4CQxKKfCZI2VKUVBKFn19fTh06BAOHToEADh79iwOHTqE2sBJpgqLpnwPGNLsPMIJfKfETKnpucEPqqaKB15Vbf1weyIrH4roAHUEap84kfHN6+V9Y7FD2S/NmuW/HThsJgLHxbLYWfnJo5a1sxK+g7VdET8PTd6LbayfVElGIkyhZp6EYWizczWoFZQC9DGBj/1dIy3fS44zIV68oBMLx4Mt4ZRFD6XzoFSv3SWdd8iWKRX4O6tQssguxiidqRiNmA1K8TyPDRs2YPPmzdi6dStKS0u1XpIqpKkxSr2oPvkEP/rTDqy74wm8+YtngbVrlXmeUbBGiBmJFll3wnocrSpXA1JWGqfnoJQcB8W+YI2GJ6dvv+2/7ZT/YE4qx+x1wKPiVI7xat++fVi4cCEWLlwIANi4cSMWLlyIn/70p6quI5ryPQAoFDMqzoWb7en1Ah9/jPqzQin2jBCCUgWp8YgzG+B0e1EXYXapXO99ypQicuocEPqeACFmLS5Z4r/N88OGzoTrmFiSNzs/ZdT7zC0QvnciihJaxS9iEkVVsX5SmfL2k2JYBo8aAX+e531BKRVOivXQV4plR0d6IYrjOOm9Gwt9paQhVeFWuWgQoAkHa5ifZbMiJV6mMujAqiQVfmfWAkGNoHCkZOySra7169fjpZdewhtvvAGbzYYm8R80JSUF8YH1qeMI6zOj2EGG2Sy9YFs0OAlojTKbYDQsU6qpxw63x6vIVadwSU3Oo/y31HWmlIzlpux12dEvBGuMWqSf9vb6b5vl79ORlWSFQZzK0d7nUOUAbjxbs2YNeF774F60mVKs2fm5cMv3amuB88/HOwCaktKRvm8R8PprY2bBGgwcJmcl4XhDD84096I0gpMiubI0WOCg1+6G3eWJqhSQEHa1OOSy+eXLh9/22WdAcXHEa2CZUmNNwWTDBs629aPP4UaSNfzD9QaZshWJNqraxH5SMk38CqRmT6muARecYtZtZoQXZsLB+kppFZTieV5qdJ4eRdVHbkocqtr6Y6LHKAs6ZiWFuc8PDNDoLFPqTLNw3D9VriwpQJOgVFuvMufXctL+zDxCTz75JLq7u7FmzRrk5eVJX6+++qrWS1OUGj0CsjXMvGHpn3KfiAuN9zh4vLwmwbaRtEqTSOQJSjXpuNG5HEHUDDFY4+V9V6BU5fUCroDJZzNmyP40JqNBek3EwtUxEpzHy6NDHPsbcVAqnZXvhXlweuyY9L+5fR2w7N8HJAYPMrEDsIoID+rlytJIjjfBIl5EYD06CIkUO64Jeb+bmgoYAg6VDx+O+PndHq/U322soFRGklXKoj4VYbaUnPtfoj5Wvif35D2GZe2qkSnFjrtTE8ywmpS/sDApQ/ibVbdFVu4erR67W8rIjDYoBcTGNOZWuTKlmptlWpE82DGQbKV7gCaBOPY+z1IhKBypmA1K8Tw/4tftt9+u9dIUw/O8dJARbcnXWFiQo0WDIIc0nUPmSK7BwEkf7nop4Yv4AzyA799LXwEMt8crZb7JEUQ1GjikJ2pYylNTM/y2+fMVeaocPUwaJLLp6HeC54WenmkJkWXXFQ5pdB5W5teQoBQAYM4cYSFBTM0RyvwqmiMLSsnVU4rjOOnKOpXwkWg1R5KhnJDgv33iRMTPX9XWD4fbi0SLUTpxHg2bgskyq8JFjc5jGyvfm6xQUIpdIGlXJSjla7KshpIM4T1b2xHm/lIm7G9qs5qiyu71Db7Rx3nLWCI+f9MgaygclXJP3gOG/84qBOJYj7NMHZfvxWxQaiLqdbgx4Ix+xHYwWVL5nvonxHIFakbCJsDpJftErgAc22m16KwHUVufUyqzkytdVNP+MgcODL9twQJFniqPJvCNK+wKVXpC5L3yWAnygNMjlQWEJHDU8Jw5If0Y68kRaaZUc498WRrsIKptHAWlugdc+PbLB7HuNzuw5YS+rgyPZ76S8jD2SRkZ/tsjXaAIUbk4cGBari3oBKTZUlCqO6LnYiPa86l8L+YMON1S+WVZplLleyxTSvkMVHaRO9rKgFAVpSeA44A+hzu8/aVMWFZvepRZKbHUUyri8ze9l++xoJScZbQ5Of7bLS2AR9kJi9G2kFADBaViSLP4oZQcZ0KCRbl2YGynoUlPKQWnc+Sn6OuKg1wBuMwki68HkRZlbaNo6vFdGZOr/5OmQanAk3uOU2w6ZW4MHYiQ4KQrVFEcDMSZjdKJdFjNzgMzpWbPDunHpuaIQamWPngjCHbLmaXBAvet42gC3w/+dRhvHm7A6eY+rH/pgDRymiirOZKTYxmnQ7ETnFD6k7C+UpE0Ox90etA1IJSbU6ZU7Dkr9pNKSzAjTcZJ1EOpmSmldpPlOLNRumBbE+HE2mhIk/ei/LdjmcZ6z5r3enlfeVi4/8YjBWi8kU39lZvd5ZEmHk/JUTBTyuMB2trke/wRUFCKyMrXOFbZq14sSNJrd2PQqWzkNpDUKE+BHRf7cG/o0v7DPaoP8AAmo0H6kGnWUd05C/7JOSlS05PTigr/7TjlDvSlCXw6PxAhoZEOBmzRHaCyZud1oTY793jAnzrlf1uIQalJO97DvZ++iv/3r5/DvXgxcPRoyOvsc7jRa3cDkKfUXGrIq1Qw+tgx4K9/BT7+GHC7lXmOoU9X3433jzfDwAkZcE63F09tOyMEvnXQlH88i+hiUFmZ/3ZnZ8TPXykFpYJPwWTT+U439cHlCe8kjZ3EJliMSI6L2ZlGE5avn5QyF74AX0+pfqdH2WP9t95CyofvY05TBUpd3ap8xgJAsdiHsbZdg6CUeIE4Q6ZKCL1nzXcOOOEWL16FHfQYKUDT0SHTyqJztq0fXl5IBpG1rUx29vDbFC7ha5Mujuq3pxTtqWJIk0r9AYQaaAPsLi9aeu0oCdL3QE4tMjX/Hklein4+3LsHXVITRDaWNxo5yXFo6XWguceOuRh9zLSalGiyKpWWatHUPXAMePLoTWqjxQ5EGnWS1Ueiw4JS0b7Xi9ITsK+mM/Rm55WV4OwBn3chlu8Zv/c9fGdomdLx48DcuSH9bNOQrN7ECKaGBZIyJOUORvM88MMfAr/4he+2jAzgqaeAG2+U97mG+Of+cwCAq2Zl4Xs1O3H09dex8vdHgYEe4ORJRQYoEEFEV4tnzfLfDnxPheFMi1C+F0p/kqL0eNisJvQ63Kho6cPMvND3OY1dvkEDXAg95Ii+SEGpCCafhirJaoLVZIDD7UVbn0MapiG773wHX6ysxBcB4G8ArH8HbrpJmecaoiQjAXvOdqC6vV/x5wokX6aUcCzY2ueAy+OFWQeTw0fC9s3piZbw1zhSgKapCcjMlGFl0akY0k9K1s9Rk0n4/YZmRykYlLK7POhzCMFg6ilFZMGufCnZ5BwQGstqVcLXomimlHiir4PsE/YBnpZgDm0sdRC+CXza/25Mo9S7Q77Xa7ZSJ6ehCCzZUHCHqeWwASK/NhnK9wD/ZuchCSw5zcoSvkIRGBgJzLgaQ5PMWb2ZSk2Jeu45/4AUALS3AyUl8j7PEG6PF28dbgAAXL+0BEV//C2uLP8E6QNiida2bYo9N/FlMIR1tfiCC/y3eR7o7Q37ud0er1SWFUpQiuM4zMgTMqpYL6pQqZVZT5RR1SacDCuZKSUMkRCzUJU6puL54cdOgeWwCmEX1DXJlGIXoqLMSslItMBs5MDz2rRUCRU7Vo0om8hsBtLT/W/TyQS+M0o0OWcCyxYV/J1ZhrDFZIBNhguFSqGgVAxRc5IK612i5klx/5BG7krUnefpqKeU3GWKvn8v/QSlmhXMlNKkp1RgOrGCB1astETPByEkdHKX74XcUyowKBVi6R6AqIJSDax0V6b3fqYS73uHA/jRj4bd3JqcCee8BfI9T4BjDT1o73ciOc6E86dmgVu71v8OFJRSVFtvBAHiJUuG3xZBs/PajgG4PDzizUZpcEEwM3KF7KiTTeH1lWqKZMog0Q1f+Z6ylQqKNzvv7QUGAoJCKgWlWPmeJj2l+lmmVHTH+AYD57vorINzl9FE3SNXxQBNOMIptw5b4O+s4NRB6Rg00aLrzFkKSsWQiEYZR8iXKaVekIOdgCdYjLKUfARiVwxbeh1h92eQG/u7yhWUytVjppQCQdQsLadw9QU0IlYwm4IdhPQ53Oh3qNN/gSjHd0AQZaZUuvAZdi7Ug+wIm5wDiCooVS8GzVhmV7SypKv5Mp44bd4MNDQMu/n9sqX4t4LT8HZVCun6KydnCJMYA4NSH31EfaUUMuB0Y9AlXPgKq9dLfPzwvifV1WE/P7vqXpaVGHTyHsMypU41hpcp1TCkfI/EFp7nUSVOPZ2scFCKvQ86lBqSM9JQAJWCUpPETKkaTTKlxKCUDP17fO0c9HN8HyjqaeIqBmjCUTFOMqWkbH0dl+4BFJSKKWpmSrGT/2YVM6WUnLwH6CsNtjXaD/AALIih5r9XMM0KlJtqminlCHjOadMUe6okqwkJFiMA7V+rJHpKZEqFNBEvMFMqxJ5QAIDp0/02+dOnQ56IwzK5Qs0GCSZTiWD088/7b19wAf78wlb8ccXn8cpndfI9T4BdFe0AgFWTxfLf1av979DUNLx/HZEFy5KKMxuQKH6+hmzSJP/tCDKlKsKYvMewTKlTYWZKUfle7GrpdaDf6YHRwKE4XeGgVKLCmVIBQSk+ORlIUKh3VYDiDOF52vocql/ckxqdy9AzNldH/XBHI53TjKNMqXDLrcOmalBK/5P3AApKxRR2kq/GlS9f+ZCamVLKNTkH9JUG60t1led3zdHZtDae5xUpH2BBqV6HypMhBwaGZy/Mm6foU/oCjfr4NyWRa5epp1ReShxMBg5Ojzd4VqTTGfHkPQDDMqW4wUGgLrRgzTmx55VsmVJD3vd2lwzv++Zm8B984H/bnXdi3RXLcS4lB59Vd6BrQP6TNLfHi/01wuS2FWUZwo1TpwJpaf533LdP9ucmQNuQE8WwSxgCg1IRZEpVRnDVfXqukCnV3ONAR3/or0k2xlyu9yBRD3udFKXFy9JzdCzpYiZPu0pBKU6lLCkASIk3IzXBDEAonVUTe6/KkSmlpyFNo2F9XmXLlGppiXJF0avrHITT44XVZJDtApsfNYNSvRH0UtQABaVihN3lkT7klG50DvgCQ2pmpMjdZ2kk7MNd6zRY+TOlWGabPnZa3YMu2F1CVoWcjc5t4rQYQMHGnCMZKQV91SpFn1KaNEiZUjGN5/khqfzRvd9NRoPUJ4NdwRvV6dPgAkdvhzh5D4BQrhQ4YfLkyZB+9JxUvifPFXGb1SSdnMmyT2pvR9+K1fBCCEzwCQnAddehKD0BM3Jt8Hh5bCuX/6C4srUfgy4PEi1GX7YMxwGLF/vf8eBB2Z+bDDkwj+QYQ4aglK9pbuj9SZKsJuk9H2q2FM/z0ntQsYlqRDGVbayflHJNzhlWUq5Y+V5gGZaKQSkAKGF9pVQs4fN4eV9QKsrpewCQK2Y76mFI02hYP9uIz990mCnFSmjLspJCLrcOi4qBONbjjDKlxqFfvn8Kd/xtb9jp1NFgwYY4swEp8WbFn0+LRudKTt5j2Ie71lccpKsKMv2uLIjYOeCC061tvyzA19sqLcGMOHOYZRJj4DhOkyw+1Nf7bfJJScNP2GXmm8Cn3wMRElzPoBtOsYedHAeorPEtO2AaVWA/qcJCIDU19CfiOGDmTP/bysuD/ph7SBZXkUxZGhzHSQF8WSZvzpqF5/73T1h597P4xxfvBfe97wFJwgngJTOFA8Wtp1qjf54AR+u7AQCzC1L8D3IXLPC/4+HDsj83GXJgHsn7MMqglNfLo7I1sv4kM3LD6yvV3u/EoMsDjgPyU6mnVKyRToYzlS3dA3yZPO1hZOGFRaPJe0yx1FcqyEUcGXUNOMGq69PkCEolx06mVMSVLtnZ/ts6CEpVKt3XTc3pe1S+N359UtGO/5xsUTXyzj6McpPjVOmcr0mj8x7lg1L5esuUkul3TUsww2wUXheynLRFydf/TP6UV+nkVM0MooCgFJefr/hTZlOm1LjASoZscSZZArTs6nlla5CD7KNH/bfDyZJiApudh5Ap1dhth8fLw2IyyHoAJHdfqU8r29Fsy8TAhvuAn/1Muv28KUKvp8/OtoOXueH40XNdAIC5BSn+35g/3387MKBIZOErYYjgdbloEbq+cCt+c96X8JPrvwc89lhYP97YY8eA0wOTgUNJRnjZSzPywusrxUr3cmxxsJrkuyhE1OGbvKd8plSGEkMkhgrMlAocGKAwdmGkvku9lh0sSyo1wQyzMfrT7JjoKRXt+VtggKZV/otC4apsUfh9GBiIa2kJuW9nuKLKElYRBaUikCl9iKt3sqj2eF92Qtw54ILDrU7vHl+kXclMKRaU0kdPKbmCUhzHSYFEPZTwNUtBVPn/LTVpdh44paugQPGn1FtJJolMm8yluqXi1fOqYOV7R474b0fSAy0wKBVCppRUupcaL2vKu5yZUi6PF/tqOgAAqyZn+H1vYXEqzEYOzT0O1HXIu59gmVLDglJlZf7b1dUjTgYk0WmPps/L0qUwPfdX/G71l/D8tDXoXbgkrB8/0yxkOZVmJoZ9ojqTZUo1hZYp5Svdo35SsaiqzTelUWkse7ddqfMZjTOlClhQqlO9Y34W4EuXIUsK8LUdae6xhzbgRGWDTg96xUby2ZEe84+UKaXxFFr2PlQtU8rjATo7FXkqX6Nz6ik17mhxUjw0U0oNqQlmWIwy9vAIAStTkqv590j00FPK6faic8AFQL4TVWBIc3odTOBTclKkJkGpgEwpNYJSUraiDv49SeTaZBwNDfhKOoKW7wUGpcKZvMdEkCnFmpwXyNxgOUucXMgmqEXjTHMf7C4vbHEmTA64ChpnNkpBo8+qO6J+Lsbt8eJEo5DpMrcwICg1axaGHX5v2ybbcxNBtCUMSVYT0sTGyeEGLKMZLc4ypcqbeuEJ4aS0Tho0QP2kYo3d5ZGCiqoEpcT9Uke/U/bMUACaZ0qxBtXnVAxKscl7mTJM3gOEY14DB7i9vJR5rScs4GE1GWCzmiJ7kMCglNMJ9KjXImckLBs98BhBNllZw29TaMgJOw6V85xTCRSUioAWJ8VKlkONhOM41Rstt0U7vSEEeugpxX5Ps5GTtT+Yr9xL+8walt2Tm6xE+Z7YhF/NMkUtglIsU0oH/54kcnKP4mWp5PVdg6NPouvsBGpr/W8LLBELRWBQqrk56JU8uZucM5lSplT074ej9V0AhIylkbK5lk5KBwAcqJXvqmV1ez/sLi8SLEaUZgScbKamgjMFHMx/+qlsz00ELBskmgAxaxzOAj+hYv1JpkYQlCpOT0C82QiH24vqEHrjSJlSNHkv5tS0D4DnheEOapxAsmwet5dHz6A7yL0joHFQiu2H6rsGlQm6jUDOyXsAYDb6SuH1WMLHzjmybBFMNWUCg1KAphP4Ovqd0r+jYsHhuDihd+dQIQ6TCYfT7UX3oJAIQT2lxiEtM6XyVCrfA4ZM/1IhU8Pt8Uqp9RGnf4aA9ZRq6XXA7dGmIXjrkL4Wcpa36CmzxhdElf/fkr0+NC3fU6WnlBh808G/J4lcu8xBqcwkC2xxJvD8GBOFAvpJ8WYzMH16+E82eTIQGCw5cWLMH/EFpeTOlGI9paLPlDpyTiyjC8xYEs0rTAUAHBPL7eRQIfanmJI9yiSfwCb0x4/L9txEIMfVYva6rgtzxPyZZrEUJIKglNHAYZpYwneyMXj2AFtbIU3eizlSk/PsJFX6x1pNRtjihM942bNwnE6grc3/NrXL98RMqT6HW5mg2wjkLt8DfOd+egxKsWPxqFqvJCYKX34PrF1fKfY+zE+JQ4IlwuyvUAQeX0Uw1TUYlrlnMsibCKEECkpFIEvDnlI5KpXvCc/FTv6V/xBs63OC54WDr/QE5WpeM5KsMBk4eLy8co0dg5DlA3wEeupBJGVKKdjoXNUG4Br2lOp1uDHgVOdgisivVebyPY7jpBKg8uZResyUlWHfxgfx8rx1qJw0C9ySJYAlguc3m4Fp0/xvC3Il75xUOiTve1/OXo6st9O8gtQRvz+nQGws3dgLl0wXL3yTfEYJSgR+ppw9K8vzEh9fplTk+94iMfMinHIgnudREeHkPWZmGBP4lAoME+WxXoGTVZi8x7DP1na5j4lHynRROVMq3mKU+uiEm90YKTk+ZwJJzc51cHwfSLbJ6W+8gW99+0mcd9dfsOdoLbBqlQyriwwbNhDJRYSwxAd8RgdWZciAXcjLSLLImgihBApKRYD1tlCzfEiLTClf42zlf09f9pCybxqjgZMCew0aNTtnrxu5pwz6JiZqn1nTqGAPNNUzFXlek0ypJKsJ8eK0Nj1kv5HIyF2+BwAzxR4zo2ZNFBZi8+obcP8V38Y/nvgX8MknkT/ZrFn+20EyeJTOlIp2v+twe6S/27xRMqWK0xNgizPB6fHi9GiBvzBVBgtKTJnivx2YYUCi4vL4ejlG0+yVZR+dC+MEt73fia4BFzgu8v4kM6Rm52NnSrk8XilTqlTFwAaRB/ucUKOfFKNYs/OA0j3eZALS0+V9jhCwbCm1JvCx4J6cTaXzxAu8Wk8OH4nvQnuUx/sXX4z2mfNRn5KNVq+2U0ODXkSSi83mv93cLPtTsGPQDJl6nClJ0aDUpk2bwHEc7rvvPiWfRnVST5tehyo1ym6PVzoQV2v6HqBuj6KhNclK03q8qtyT95hsnWRKDTo9Uv2yko3O2/oc6kwi6ewE7AF/UxWCUhzH6Sr7TW4PPvggOI7z+8pV+SqqGuQu3wNCCErBV3o2pyB5eN+CcAQGpcYo37O7PNKBf2mmvAdzUqZUlMHoipY+uDw8UuLNowbOOI7DnHwhYHW8Xp5mq5UtQSb5BDaiH1Dnqv5E0Sm2BzBwQGoU2dhFUvle6Ce4rHSvKC0BcebITrZmSO/5sYOkNe0DcHt5JFiMqg3GUUN9fT2+/OUvIyMjAwkJCViwYAH279+v9bJkxzI0FBtDPwJWZtbWL3OmVGA/qZwcwKB+LoTaE/hYLyI5y/fYxXQ9l+/JcU7DMsplz9oLk2rB4cCyfQVKFqUBHyqcX0dLsU+HvXv34umnn8a8SMZQ61ymmClld3nR51C+rKatzwmPl4fRwKnapEya5qZCRopskfYQ5Go8ga9V5hHxjNSDSONMKZZeHG82IjlO/lpsttNyeXgp+KWokdJpVeqLoKfsNyXMnj0bjY2N0tfRgF5I40GbAldNZ4knqCcaRg6YuDxeqcyHBVcif7KAoNSxY6Pe9axYepISb5amlMmFHfD2Oz1RlbOyiTpTg/RsYSV8xxqi7yvF83zwST7LlgX+kCKp/BMVOzBPT7TCGEU29tBG56FelKxoEd6L03IiDzSwTKn6rkH02Eff71UNOZlSoyeRGjo7O3HeeefBbDbj3//+N06cOIFHH30UqYEndDGO53m/fz+1ZEjle8pmSnEaXXQqjKDkNhqsN5ecmSl67iklW/kehpaSanvMW6X05D0mcAJft3x9LBlftr5yrXHkEnZQ6uWXX0ZcXBzqhxws3XHHHZg3bx66xT9mX18fbr31VjzzzDNIS0uTb7U6kWAxIUkce6lGXyKpn5QtuoOpcKnZOLtFoT5LI8mXPty1Kd9TKiuMZdW09zvhdGvTxB3wLzVV4qDYajIiVTzhVaWENrB0Lysrsv48EdBL9lskQtlXmEwm5ObmSl9ZI43IjXFKlO/NyLWB44TPzZGC0OVNvXB6vLDFmVCSEWWz4zlz/LcbGoZP9hP5rvLLf0KcaDEiziwcskTT7NyXsTT2weacAjFTapTAXzhaeh3oc7hhNHAoHu3fY+XK4bft2hX1cxOBXCU1rBRowOmRMiKCOdPCSjdtQe45utQEi3RiWt40erYU60lUJnOmopKC7St+/vOfo6ioCM8++yyWLVuGSZMm4eKLL8bkyZM1XLX82vud6LG7wXHApMAJnQpi74lQX88hGylTSgO+8j21ekrJfyFKzz2l5OyTyy46y561Fwan24sasQRa8aBUYKC2r0/2p2iXYcCHWsIOSt1yyy2YPn06Nm3aBAD42c9+hvfffx///ve/kZIiHMStX78eV155JS655BJ5V6sj7MNGjawUFjzJUbF0DxgyfU+F31Hd8j1ta7OVKt9LS7DAJAYt1WzCH6hZhab82SpOhtSinxSjl+y3SISyrzhz5gzy8/NRWlqKW265BVVVVVouWXYDTjcGnB4A8qZOJ1pNKBVPWkYq4dtf0wkAWFicFn1wqKxs+G1vvz3iXc+2iVf5FTgh5jhfpnBrX+Sf3VKviOyxT/qmi5kpp5t7oy7TZ4Gw4vQEWE2jlG+lpg4vbTlwIKrnDQfP83jnSCP+tqtalQxwtckVHI4zG6X9T10omRdvvw3v7j1IdAxgapRNc6W+UmOU7bLXmpqZNtEKtq948803sWTJEtx0003Izs7GwoUL8cwzz2i8avmxoH5BanzEZZ6R8PWUUjgopfLkPYYFpdTIlHJ5vFIGvxLT9xq7B1VpGxMOOc/fFMvaC0NtRz88Xh6JFqN0sV8xhYX+24GtQmSgxIVRpYRdW8NxHP7f//t/+PznP4/8/Hz87ne/w0cffYQCcXLMK6+8ggMHDmDv3r2yL1ZPsmxWVLcPqHKy2KhBk3PAl6XR3u+A2+OFyahcLbhSE+lGkqd1+Z5Cjc4NBg7ZNisauu1o6XUgP1WbyTtSk3MFX69ZNitON/epE3wLLKFRYfIeE8s9pYLtK5YvX47nnnsO06ZNQ3NzMx5++GGsWrUKx48fR0ZGhsarlwc7yI8zG5BokfckY2Z+Mqra+lF5+DQucLUAs2dL39tb3QEAWFoiQ6ZyfDxgtQKOIe+13buBu+8edtehmVJKyLJZca5zEK1RZEpVtIQ2Ba00MxFGA4deuxtNPXap0WwkQm6ampQE9AwJOHR1Rfyc4Xr0g9N4fFsFAOCNQ/V4+RsrRg+gxaB2GadgFqUnoKXXgbqOASwoSh39jjwPfPnLeLi7Gw8DcP69AHj9NWDp0oied0ZeMraVt+JkKJlSKvYkilawfUVVVRWefPJJbNy4ET/60Y/w2Wef4dvf/jasViu++tWvarx6+fhK99T9t0tXaqJ4YNNmrcr30tVrdC5X77pA7CKv3SUEveR87Gh4h0wyl6P9Sibrb6ZhT6nKIX3dFC+BLinx33bJ35JECkrZ9PGaGUtEUYarrroKs2bNws9+9jO89tprmC0eDNfV1eHee+/FCy+8gLi48dNgcSS+CWDKnyw2qZB5MpKMRCsMnHBc1a5wKqWcNcnBaNnonOf5IT2lFGgCnswmJmoXxGDPrWRQSsqYUCODSMNMKfaej9WeUqPtKwDgiiuuwI033oi5c+fikksuwTvvvAMA+Nvf/qbVcmXXOmTqiawHN0eO4Fuv/x4f/Olu/NcXVgMbN0rf4nke+6qFTKklk2SadLRokf924BhjUaVUOqRMUMqXKRXZ+8Hj5aW+V8ECRFaTEZPEUrvTzdGl1Ev9pIJkZ+HSS/23R/k7y626rR9P7qiUtg/UduGVz+pUee7DdV14fneN4gNV5LxazEpiq8XX0qgaG/16hFga6oHs7IifN5RMKSmwEWOT98baV3i9XixatAiPPPIIFi5ciG9+85u488478eSTT2q4YvlVKfz5ORoWCJD9OF9n5XtdAy7Fs0BZMCU90SJru5U4s1Hq06inCXydA0LPY0CegL8eMqV8F5FUeB+OVIIs88Uo1u4gFjKlIgpKvf/++zh16hQ8Hg9yhnzI7N+/Hy0tLVi8eDFMJhNMJhN27NiBxx57DCaTCR6PR7aFay0ryoPjcDRplCk1tLG60mVSvpI25X9H9nds7rFLH6Zq6XO4YXcJ/Z6UCMDlqFhyOZpGsdxUyck/ar7/tC3fi91MKWD0fcVIEhMTMXfuXJw5c0al1SmPTYqTferJmTOY84+/Ylq70NuJ37lTSvuubh9AU48dJgM3dhZHOK6/3n/70KFhd+F5HmfFg7lSBTOlgMgn8DV0DcLh9sJiNEjNb8cyLUcIApxpHnviWTAVIfaxwrRp/ts1NVE9b6he3FMDj5fHmulZ+N/rhB5iz3xUpfh003eONOK6Jz7BT14/hmt+/wkaFMxkaJMxU2pyVhJsjn64d+8Bdu4c/Y7Hj/tvJyYCRUURPy+bulne1DvisUtbnwOdA8KV9lgq3wPG3lfk5eVhVsDAhZkzZ6J2lN52sapKzZNhxutFlrMPk9vrUHx8H/Dmm/I9dnm5/3a6TBdJwmSLM0tDd5SewKfE5D2GtR7RU7Nzdq6RnmiBWYZqGj1M36tsUTHbdMaM4bcFvm+iFEvle2G/gg4cOICbbroJTz31FC677DL85Cc/kb538cUX4+jRozh06JD0tWTJEtx66604dOgQjMbxkwruG0+tQqNzqRxK/XIs3wQ+5T4EeZ5XtdF5ti0ORgMHt5dXPRrPgm82qwnxMpfzAEP+vTQMYjSJAUyly/cAlTKlFi7EyVnLcCajCM4km7pBqRjOlBprXzESh8OBkydPIk+jvhNKYFees+SeerJ2LfghmVec3Q588gkAYOupFgDA8rJ0+T5jFizw2+SPHAHc/lecW3sd6LG7YVCwSW9mlGUmFSxoJpbmBcOCUmM1lg5FyOV7gan8KgSleJ7He8f/f3tnHiZXVaf/99bae3e6q/ct3dk3spKwm4DEoAgIIiCjIIsTIS4w6BiYn4kOgqOMMoIIjGPEFXQA0UGUKITVsJl976Q7ve/7VtVVdX9/3HtuVd2u7rp1666d7+d5+nlS1dV1T1Wq7rnnPe/3/QqOhuvPrsS1qyuQ5XWhuW8M74vZZHowOD6Bf/v9AbB4lPbBcXznpaO6HU+zC/M//AG3XncBDjx8He76t88AX/rS1I89fDj29qJFk3PDkqDWl4lMjxMjgRCOxxFKWSh/rS8TGR7tO9/qRaK54vzzz8cx2ULt+PHjqJZ/X2zOqS4TSi8PHcK8JTX420++gJ/+9B7gyisnndtVI29vb2A5shy2CaF32HmPDp33GGZHj8RD6+gVn/i+DfmDGJ8wx8iieL7WgnjnsOPHNXv6YCiM3tEZ6pRqaGjAxz72MXz961/HZz7zGXzrW9/Cs88+iw8++AAAkJ2djaVLl8b8ZGZmoqCgAEvlHXxsjrQoNsIpxcqhDC7fA4xpST84HpS6xRlRvucUs5cA40/uepcpFhvYMXEq2o1wShkpSm3bhnvv/D4uve3HeOXvx4HPf17/Y4owkXFoPIjRgH3ChxPNFQBwzz334LXXXkN9fT3eeecdfPKTn8Tg4CBuuukmE0euLczRo/kFan4+uDVrYu8Tw8dfOSrkeFy8UMNSiZUrY25y4+OTFtyHxJKi2sIs3UJ6U/3en1SYJ8VgotTxTvXle8P+oDTPJHRAyF00TfqX0B1pG0JT7xi8Lgcuml+INLcTG5cIn52dh9sT/LV6fvd+M/pGJzCnMBN/2HI+AOCP+1t1c0uxxWLKHbFycpDWFcnK4Y8fB8JTdLs9eDD2dlRJmhpcTgdWVgk5cfEEw0OtQqngErFzpB1QMlfcdddd2L17Nx544AHU1dXh17/+NZ588knceeedJo5cWyZCYTSKHb8MdbnF63jb05P688rzpABg3rzUn1cl5bPEXCmdnVJaOjLlRIedWwWt1zQ56S6pYZPm3SAVwPN8xLGYqNxeCxyOyRsV9fWaPX3vaAA8L2Sc6eHe0xrFolRvby8uu+wyXHHFFbj33nsBAKtXr8bHP/5x3HfffboNMBGPPfYYampqkJaWhtWrV+ONN94w5LhGLYp5njct6BwwpssZy+XKSXMZ1nGkxKSTe5de5TwiTMToMCDrLB7BUFh6jXp+XqUyHoOcbh0DLNfNC+gdfBhFtteFdPE7YabQmAxK54rm5mbccMMNWLBgAa6++mp4PB7s3r1bt91vM+YKXQMmP/rR2Nu/+x26+kfxzikh5Pziheqzaybh803e0ZM1MzksujQWiyVGesAcZ2q/98lmRcwvFsSruhQ68NWL7gdflidxOG1VVeztzk5duvFE88YJwc1w4Tyf5K5Zv6BI/F23bsd9fk8zAOCm82bjrIo8rKvJB88Dz+9pSfCX6tAsV0NWbsGNjU0tHsrL91IUpQBgtdi84AOxmUHM4VqE7+CSMv2+g1qidK44++yz8fzzz+M3v/kNli5din//93/Hww8/jBtvvNGsoWtOY+8ogmEeGR6nsRvQ8ZqKyB1OapC7BAHARHOCUR34ekc0cmTGgTUvau23nlNKK1GK4zhTS/i6hwMYHA+C09HxPQmP7LpgJEFWYRKweU/rjDO9UOzvzc/Px5EjRybd/8ILL0z7d7t27Up6UEp55pln8JWvfAWPPfYYzj//fDzxxBO47LLLcPjwYVTJL+40xihRqn90QnIRFendmjIOkiilo8jBFttGuKQYpblp2APjnVJan8DlFJnslOoa9iPMC260Ah2tokYGnYfDkfJSPUsS48FxHIpyvDjdM4rOIT9m2yC8Vulc8fTTTxs1JNPmCrZrqott+pprgG9+M3K7pQX7HnwEQW4pVlTmoUbrz8ratbHlZO+8A9x6q3STiVJ6LohTDTpnWRFzFDqlZvsy4XZyGAmE0NI/piiHatIxkykFiJc31NwMzJ2b9HGV8o9GwXFzdlQo/vlzhIXq0fYhdA6Na9JVKZq6zmEcbBmEy8Hh8rOEcugrV5TjnfpevHq0E3du0Pb18jwfKatJ9btYXAzk5MR2STxyZLJoy/OTnVLLlqV2bABrZgui1HsNk51SB0Wn1NIyezilkllXXH755bj88suNGBYee+wxfO9730NbWxuWLFmChx9+GBdeeKGux2SlezW+TP07fkXjdgOzZgF9UZ8nLUQpWbklD4AzqfseEBGlWnW+5u8Z1i9TyopOKT3WNAWZXnQM+g3bdI6GzdcVs9INM0nggguAv/41clvD7tPdUc127EDqqWQm8v3vfx+33norbrvtNixatAgPP/wwKisrDenIwb6APSN+XcNAmWhSkOkxpT1zoQGZNmyBofWF73SU5AgTlOGi1DDrvKevU0rvTkZTwfLPirO9uqry7PvXOxrARGiK0gmN6BkJIBjmwXHm1GSzkky7hp1bgWTmCr/fj8HBwZgftUgXBHp8bpYtA1avjrnrw9/9On719L3YUqLDDuM558TefvvtmJusdGixjqJU9GaQGudSslkRbqcDtT7hsfEyfJI6phIhLDcXyM6Ova+5WdVxlcDzPP7R2A8AWCU6cADh88rExb+f1KCUR8auY0Lu2blzCqTF20XzfQCAPU39GBzXti324FgQEyGxQ1Sqi0WOE7KhojkaJwuroQEYkn1mNHCKrKyaBQcntLePXpx2Do7jdM8oOA5YZqPyPavBNjDuu+8+7NmzBxdeeCEuu+wy3UPVpa6JRuZJMeQlfJ2dqT/nqVMxNzmXK6U8tVQpzWNdt+1cvmfOumU62FpDyzWN5JQyoXyPicOG5Ekx5GKtFt8/EV3d+jpgW1EqEAjggw8+wMaNG2Pu37hxI96WXSwD2i40gIjqOBHiMTCm7QVUNGwhWmxCnhQQ7ZTST5QywylVlmdOYKBRTqmeEf3FmnhIopTOjqJZGYIVlef1rztn30FflleT7iLJUpij/3dwJpPsXPHggw8iNzdX+qlMoVtWJFxZpwuCr3990l1rmw9jw3mL4jw4Rc47L/b2oUPCwhvC62zoEfJQ9HRpsPPb+EQYQ0m29u4bCUgXuclktswrZqKUulwpxZ33GBUVsbd1zJVq7htD15AfLgc3Schgzql9TQOaH/etOqEs8KJ5kcVwxawM1BZmIhTm8XadtkJY90ikwYgmu99yUUpepgcA+/fH3s7PB8rLUz50lteFZRV5AIBdxyKOlrdF8XBJWQ5yxdbxRPKYtdkthZyb4YYukpV6a+GUkot4aeasYRjMZaR36ZsxQedjqsvJtUYKOtdwjco2f41uRAUYHHLO0OP7J9Kjp1tfB2wrSnV3d8dtHVtcXIz29snhnFouNADA43IgT5z49Qw7NzNPCoiIUl06ujQiTinjvjSsDEvvXRM5WneqkFOQGRFrzLC+slB+vT+vTgcn7XjrXcLXYWKjASA6vN46u2N2Itm5YuvWrRgYGJB+mlIQBX7z+XPw4pcuwFniIlJzrrlG+IkifM01cJbqUCaxaBEmXQb/6EcAgHfrhXybhSXZmKVjmGa6xym19k62LTa72CzPS0+qM5kUdp6qU0qpECYXpVr0yVgCgIMtguC0sDR7klizvFIQqfY192t6zEAwjHfEz8v5c30xvzt/jnD7vTh5SanQrXWWozwbKp4oJS9BO+sszfIIL10kLGL+ejgSJv32SUHoY+8hkTxmbnaf6mZOKRNEKblTSotFcWtr7G25A9RgmMuoY3AcIR2rW9gmqR5OKbZuGZ8Io39UPzNEMuhR/cHcs2YEnZ/sMuF7qIdTUUSzrrMGYVtRiiGvveZ5Pm49tpYLDUahAbk2Uuc9s0QpcSHeNayuXEIJbLFtZGaWWTZYvZ1SDgcnfS7NyJWSnFIGCDhGdcBsl9yK5pzUi8gppQlK5wqv14ucnJyYH7UUZadhSVkusrw6tWfnOODXvwa2bxfCyAF4v/RFfY6VmwsuPz/2PnHhvfuU4NI4p1a7LISpYOdutaJUshebUti5ig58wVAYDd2Cg0zxzqvcTaOjKMXcXwuKJ3/Gl4tC6qHWAU1dt4daBzAaCGFWhhsLS2IXqiurhGPua+rX7HhApAwk5dI9hqwMjz94cHIHvj//Ofa2U7v4hUsWCQL7m3XdGPYHEQrzkmvq3Dn6fwdnKmZudgeCYXCcwQ4Nhh6ilPw5Zs2K/ziDKMr2wsEBwTCvqwOHOVM0O9dEkeZ2Ss/bapFcqa5B5pTSvnyv24Sgc1PK9+ROqXidK1XSRaKUMfh8PjidzkkTRWdn56QJBdB2ocEwIuycOXnMcmkwgWMixKNPJ2Ve65aiSmBOno7BcV0zwSR4HnjkEax46884p3E/ytsbgAl93s9iE0WMdgNdRUY1G+gQJ12zSmjZ/ydlSqkj2bnCdng8wLZtQvbQ889PLrPTElnYL19XB35sDG+KXdrW1eTH+ytNYaXB7Ul+H06qvNicJzqlTnQMJz1XNPeNIRAKI83tkIJ2EyJ3SumYKXW8U3B/MeEtmtkFmchOc2F8IqzaJRYPJjitrJoFhyx3cHllHgAhsFtLIUzz3WJZYDk3NCSVskrId7tra7U5NgRHYm1hJvzBMJ7/RzPerOtG55AfeRluEqU0wIzN7he2XIAj39qERTp2L50SPZwa/f2xt+ULb4NxOR1S+bdeYefjEyEMi2XluuRIPvkktv/1cTz53P2ovPSiycK3wYwFQlIZvZbrN19mJLPZSMYnQmjqS3ITSQt0LN+LNNuhTCld8Xg8WL16NXbu3Blz/86dO3GenhflUbALHD3LpJiTxyynlMflwCyxTFGv8OxISZtxr5HtmkyEeClvQleGhoAvfQkP/O4BPP2bezFv/TrdskIKTQzGbjfw82pUB74OA91f8ZA6KpJTShVWmCsMwesFrrpKsxKhuHzlKzE3OZ5H57Zv41T3CDwuB86fp3/pUGkOK71OUpQSnU5zFXbeY1TnZ8DjdGBsQujAl9QxmTvLlzVJgJkSuVNKXgajISc6mCg1ubTG4eAkt5SWuVL7moXnWh6npLWmIBPZXu2FMM3Dh8vKJndI2rs38u+DB4FQKPb3H/uYNseGIJp85hyh298P/noC214QuvxdtaLclIY4MwWzN7vT3E5z2rbr4ZSSh/yXlaX+nCnCws7bkjyPK4WVm7mdnFRmrik//zk+/vpz2HhiN3IO7weOH9f+GEnArr3T3A5ka+gGl4LODXZKNfSMgOeB7DSXsSKOTJTiOzsFI4MGaF66rjO2FaUA4O6778ZPfvIT/PSnP8WRI0dw1113obGxEZs3bzbk+EY4NTpMLt8DohbFOpWDmeGUit41SXZxo4p4dkydXBrklNKWjiGTM6XIKZUyZs8VM4b164GMjJi78n/wXfzwD9/FLa5O5KTpH7Cs1ilVpzLA1OV0SCV/JzqTE0qS6rzHkC/edBKlJkJh1HcL7rF5cZxSALCsQsiVOtiqoSglOqVYZlU0DgcXOWaLdsfU3CnFccDKlbH3ffBB5N/PPDP5by67TJtji9ywtgo1vkz0jgTQ0DOKTI8Td6yfo+kxzjTOmA0MOXo4NeTlehZ4/8p0ju1gIkp+pieusy5lDGyCoYSu4UgTIC1fL3OZGZ0pdbIz4qbW5f9vKmTfPy4QAFJsxsbo1rnju9bYWpS67rrr8PDDD+Nb3/oWVqxYgddffx1/+tOfUF1dbcjxjVgUmx10DuibaeMPhqTuhUYGnQMRoU/vbhwAAHkeQVYWkKlPkF6RScHYPM9LAh/LfdETKdNN70wpgzoKTgVzvg2NBzEWCCV4NBEPs+eKGYXM8eEOTuCKI6/jmtn6f+eBiDjcoXRh0duLwNO/RcbRw/BO+DGnKPnzLnNXJduBL9J5L4ljyp1SbW2TXTca0NA9gokQj0yPc8rSQpb5dLxdG9fSwOgETolCWDynlHBMwW1yrF1dt8N49OjRBXP16tjb774b+fdf/xr7u7w8ocxWQ9LcTuy4+WycU5uPJWU5+NktazXtgHWmckZuYGjtlOL5yc8h/76YQHT3Oj3o1rHzHgBAnlmmY2m3EphRQeu1G8vN6tYxyzgep8zovAfEL23VIFcqHOalPEW7ZErplL5qHHfccQfuuOMOU46t66J4fByjDU3wD48BLjdKDFjkTwUT3/Qo32OCnsfpQG66sW2My/LSsLfJoA588hNMiQ7dsUTMckr1j07AHxRyQIwIrTcuU8rcoPOcNBfS3A6MT4TROTSO6gITuvPMAMycK2YUv/wlcPQocOBAzN3zls8z5PClyTqlPvgAnhuuw0sAwuDA7VwK7N+f1DGF8rY2nEhSlFKVYyUXpUIhYYGn8ZzBBLa5RVPvCksCUcfQlLk6ybC/pR8AUF2QMWWXxgUlwnuVrCttOrr1aIu9dm3MTf7dd8GFQkKg+eHDsY9dtEi740Yx25eJpz9/ri7PfaZy3XXXoaenB9/61rfQ1taGpUuXzvwNDJkoxff0RD7LahgcBPyy6zIdr3mVIm1E6+SU6tW6TFiOXJQy3SmlT/QKe//8wTBGAiH9GsXIMKXzHiC4zzMzgZGRyH1dXcD8+Sk9bf/YhNRpUrfPpMbYXpQyE5+ei+I9e5Bx3nk4DqA3IxdZry0C/v537Y+jAD3L96K70RlqlwRQkmNgBz65U0rHgOUik8q92CIxP9Mzqb24HjBRSs9MN38wJAX8m1W+x3EcirLT0Ng7is4hP4lShLl4PMD//i/4jRvBnT4dud+g0PjiZDOlonI3HOBVOVbmFSUvlPA8HynfS0aUKiwEv3Qp3h5xoT0zH5d+eBVyNOzcxmBjm1s0dav2Gl8mXA4OQ+NBtA6MKw9rn4KjbcL7t6Rs6uwdFix/TCN3FhBxSmkaPnzOOTE3ucFBIUuqqgr84CBirmY2bdLuuITunHEbGPLyIZ4HenrUh5PH6VRo1PwwHWV56jq3KqVHckqdGaIUWxNqHb2S4XEh3e3E2EQIPcN+A0UptolkwjV2URFQXx+5rUGzAbY2ystww+20R2EciVIpUKhn0HlUG+j80QFtumGopEhH8c2MPClGxMprQqaUnqKUScHY7QYHghvhlGKTrsdlvJMvmuIcLxp7RylXirAG8+eDO3RIKFM6dUpYhMhLQHSC7Xb3jATgD4YSBzsfOxZ7W8Xuo7wDn5LQ8p6RAPpHJ8BxSe68Op3gDhzA177zClr6x/DsF87D6kLt26mf7hG6DM0uyJjyMR6XA3MKs3CsYwjH2gdTFqWOieHlC4qnEaVEAbBzyI/+0QDyMlJf4OnSgaisTOiod+pU5L5XXgF8vhhBigfA3XyzdsclCK3xxWlQ0dWlnSiVkwOkm1ftwZCu+XUKOu+RnFLGlO/xLS2pOdpSJNKkSvvXW5DlQXPfGLqHA4ZsxPI8jwaxtLzW6PI9QB9RakhnkVQH7CGdWRS2KO4ZCSCoYftiADGiFIDJln4DiWRKab8gNlWUyjMw6Fw+SZeW6nYo9v/VPezX/nM5DcwpZVT+GSvFGBoPYnxCn6yljqjgdqOdfNHo3WyAIJImMxO48krgrruA//gPwG2MaDsrww2PS7h0UfR9kHcoWrAg6WPOLsiA28kl1YGPlfpV5Weoco6y83iXTl1vm3oFUapqGlEKABaIuVJHNXAusY56rEQvHtlpbkn8SjbDKx7Rbdo170C0YUPs7Z07gd27Y+7i5swBqqq0PS5BaInbPTmYPJVFsYFxFcnAsk47hvxSWZOWsPyefIOcUlwoJGQOmgQr39Nj/caEFKPCzruHAxjyB8FxwpxtODo0G9Dz/0cvSJRKgfxMDxyckOmn+RfHSqKUjs4bPZX2RJRK9eUGZEoZWL5XkOmVPpc9BnavaDPYKZWT5pIWp3q5pYzsJjgdUkmmTgtUgrALHMdJ30dFuVIaOKVcTgdqfcmV8LFuf3NV7roWSVmO+pzbGkVRKtEu9AKNws7DYV4SpZjzbCrmi90AmbMqFZiT3ePUtm05AGDjxpib/KuvAs8+G/uYW27R9pgEoQdyp2sqopT8etciolRhthcuB4dQmNflmlGXhgrRFBZOLj83sYSPGRX0yJBlbrMenRsZMVgn2vK8dEPiRyYhF6U0Kd+zV8g5QKJUSjgdHPIzdbpwtJQoJb7GQe07IbBdYHPK98Rdk8FxhHXYNYnBwPI9p4OT3k8jy706DO4UyXGc7h34mIvOiOD26WBCHzmlCCIiEid0uY6Pg4/OvQJUOaUAYJ4olCgNO68TBZW5xWpFKf2+8+MTIUnQS7QrvKBYG6dUU98oxifC8LgcqE5wzPniMes0EaUipXuau10vuQQ8x6E7uwDPLr0Y9VfdMHmuv+YabY9JEHqgpVPDwE3YZHA6OOlaSo/NaLYJrFv3PYcDqKiIvc9EUUrKBM7S/pqfOaWM2lhnpXs1PpMyW+XfPw2673VLIimJUmcMuoUtt7bG3rZA+d5YlA1eKyJOKeOdKIXZgqNoIsRLrVx1w+CdIzPKvdpMcBVJ3z+d3ARMbDbbKVVsUng9QVgRliuVUJQ6cUII7Y1GZUebeWIguNKSshOdqTmlinUsm2/uE1xS2V4XZmVMX3bJnFInu4YxkUI5uNTtrzALrgShq2xh0CDmXqUCmxs0L90DgIICcMeP46nfvYl/+ehdmHjr7djfn3OOahGUIAxFS6eGRUUpIDJ3tPVrf15lmVL5enY6k5cCNzbqd6xpCIV5SfDX0ymlZyOjaE5ZTZTSMFOKyvfOIHQLW7aQUyrD45K6H2jtCDMzU8rtdEjH1TVXiucNr7EvNqHcizmlig1ySgFR3z+dnVJGlSRORXF2EuVKBDHDYV2UEuY7yUv3ysuBLHUiESspU1y+J4pSiUrVpkLPsnkWcl6Zn5HQPVSel44MjxMTIR6ne0amfex0RPKkEr8fsyVRSv3xGLrvFs+di1suqMW8iX4U9MgW43fdpc8xCUJrtCzfk1/v6pihmiyRBkfaOqV4npe67/n0ckoBk0Upk5xSfaMBhMI8OE6fDC1WAmlUphRzSs02q7u1LuV7OpeT6gCJUimiS/kQz1tKlAJiS/i0hD2fGZlSQKSET9cOfP39QEB2YtV556jQDKeUOMmXGShKsYWGXplSzJlkpNAWD3Z8Kt8jCKAyXzhvs7DuKTl6NPZ2Cq4VJi7VdQ4nLPceGJ2QxKS5RepEsMIcfeZcIDpPKnGgq8PBSR3xlJYuxuOYWP43X4FIxxYGzX1jKbmzgOiSGv0uzGdlenD/lsvwia/+Cvdf/iWMVNcKnfmuvlq3YxKEpuhZvmeRTCkgsqGh9TX/aCCE8QnhXFVgpFNKXp5uEGxeys/wwJ3A+aoGJnQx95nesEypmmQ65WqJ7PvHU6YUoQZdnFL9/cCo7GLbZFGqMFv7UoJwmJeUXLMye/RuEQtg8gQN6C5KRUo/jBExRvxBDI4LpZ0lZjildBalzC/fE44/7A9qXkJLEHajcpYgpjT1JSlKLVqk+pjVYge+0UDiDnx1XYIAU5qbJrmMk0XPoHMmSintMjQ3ydLFeCjpvMcozvEi3e1EKMyjuS+1ublLz/K9KNbVFuD1bR/FvS88jMyTx4G//hVwaRysThB6cYaU7+nllGLiidflQIZHx6Bsizil9O7sZmT5XjjMS67cGqs4pXp6gGBq1/qUKXUGwmxx3VqquXKXFACUlWn3/CooEhfFWi7++0YDCIo7zroFAyZAckrpWRYln6Dz8oA0fUWOSKaUMeVerKwsy+tCdpoxreEBfUUpnuel11VsctB5ljdSQku5UsSZTqUopjT1jk3ffOPIkdjbKTil3FEd+Fhp3lSw36t1SQGRc3jPiB/BFN1CcpjQU6FQlGKli8cVli7KmQiFcVLsRsiyuaaD4zjJxcXKKtRi5IU5x3FwODjA6QRqanQ/HkFohlZBy+GwLcr3WjXOlJJK97K82jdUiKa6Ova2SZlSbG2hmyhlYNB52+A4/MEwXA4OFbPSdT9eXGTfP47nBWFKJTzPS0Kp3hsyWkKiVIpEFsUanuCam2UHidMG1GD02LVlSnt+pgcelzkfxVKlgbmpYMKukdFOKfb+GemSAiLls3rspgyOByU7ttmZUsIYxJwwPT+rBGEDyvLSwHFC840pN4TCYfDyTKkUnFJApJPesQRd4Y60Cb9XIsBMRUGmB04HB57X/sKcna9LFZ7XIt3w1DmlTveMYCLEI9PjRHmesot+VsJXr5koZZ9cDYIwHHn5kNryvZ4eIBSKvc9C5XtsI1rra34mAOhaugcAlZWxt7u7hR+DYes3vZpUsU2EvpGA7t3R67uEOaaqICNhEw7d8PmAtWuxe/G5eGbZpWj8/JdSctoOjgUREDez9Cxd1xoSpVJEF6eGxfKkgOhMKe1O5KwmudBEa6GenTgk5KKUAbtGbKIwylXD6vNLjRaldAw6Z+9dbrobaW4d7dgKkTqOkVOKOMPxupxSSe2UJXxNTeBGZILG4sUpHXdxaQ4A4FDr4LSPOyz+fklZjupjORycJKRonSvFziFKNxGY4+tUt7oOfMfaI6HvDocyFwELO08lXB2ILBbtVMJAEIYjd2rEy0JVQry4CnmIuomU5rEGEuOaOlCZU0qP0O8YCgom3/fOO/oeMw7S+k0nFw57H4NhHoPjE7ocg1FvdukeIAhQ77yDR+/6Af71o1/Ge5//avz/a4V0DQtzfHaayxLrF6WQKJUiRXqIUnKnVEWFds+tkiIdnDfsuczKkwKEHXcAaBs0MFPKgF0j5qrpHvYjpPMuAwC0i/X5RmcvRX//pi3jUYFV8qQYxZLQSGHnBCHlSk0Vdn74cOztnJyUNwSWlucCAA62DEz5mHCYx+E2UZQqVy9KAdEd+LQToidCYck9pFSUSrUDH3OWLUiiE2GNT/j/re9JkBuWADvmahCE4cjL9wB1YedtbbG3CwsBt3GRDonwZXrhdnII80CHhusZ5mbVXZQqKgLk5YF79+p7zDhEnFL6nFc9Lgey0wSnkKbxOHFgTqkan4milEgkEii1z2bXkPCemWn6UAOJUinCLnQGx4PwB0MJHq0QSzqltG9PzYQ8c51SESuvbhZRE0SpgiwvHBwQ5oEeA4ICzXJKse/f+ERY8wBwZu82u/Meg42DMqUIAqgQO/BNGYR96FDs7SVLJl/MJ8kyUZSq7x6Zcve2sXcUw/4gPC4H5hSqz5QC9Cmb7xzyg+cBj9OB/AxlC6joDnxJh51/5CO4+p8/gf988fu45m+/BurqFP1ZdUHqTqmJUBh9o8L/E5XvEcQ05OcLWWjRqMmVsnDnPUA4l7E4hraeYXVusDh0GykCyDNp5dmJBtCls1MKiFzf672GYSHnsy0gSrH3M1VRyq6bMSRKpUhuuhtup3Chq5maKxelrOCU0qF8jy2ui0x0ohRlC+LNRIjXL1DvxInY2wZM0k4HJ52MjMiVimRKGRsSmO5xSgHgWoeds89nsUVCAtk4SJQiCAVOqYMHY28vWZLyMfMzPVIm0qGW+CV8rLRvYUl2yq2ymYtYy3Mbc7UW5XgVl9IBQukdAJxIRpTieeDddzG7/jCuOfgK1j7+H8Dx44r+lO1aN/eNIRBUV2bTK87pDg6YpVCAI4gzEodjcpmdmg58Fhel8K//iv958st467HPYdWCUuCXv9TkaaODznUnLy/29qlT+h9Tht5OKcC4sHOWW1hrAVHKJ+Xkpvaau3XujqgXJEqlCMdxkjKu2YWjvHzPQk4pIfxZG0cYe7/M7GzmdjqkL61uYed79sTeNqiFK1vQGCFimOWUAvTrwJds7oreUKYUQUSYLZZ3nZoqCPvAgdjbS5dqctxlCUr4DrUK96eSJ8XQ/NoCQPuA8FzJnqslp1QyHfja24H+/tj7FOZ6FWV7keZ2IBTm0dqvrry+W2qmkpwARxBnJFp04JOX71mo8x4A4PBhLDh1EOVDXXCEQpPXWyoxLOgcmPyetrbqf0wZenffAyLvpZ6i1EQoLG1sWcEp5dOoeZNdG3yQKKUBmi+KLShK5aS7pA55Wr1OySmlU/cGpTB3T+uATrlSftn7VVamz3Fk6FFyORVmCjiFGu0syGGLNyt03gMi49A69Jgg7MjcQsG5c7IzjnMnGAQvL9/TSpSqEESpfc39cX9/QBSrFpflpnwsPQT3NnGeS/a8Nl9ySiUhSslyvfiMDKCqStGfchyHqnxBeDw9lRsuAd1SyLm9LswJwhTknaFnYPnepMoTjUQpJgIUGOGUqq6Ovd3bq/8xoxjxBzESEMwJela65GfqX77X3DeGYJhHmtthifxYn0ZzPisnpfK9MxCflruZY2OTTzDyFqAmwHFcVL6FNk6NTgs4pQCgjDlQ9HBKjY9PDuCeO1f748Sh2CCn1PhESCqTMNcppe3rZO+bGa8pHmwR2TGoY/4ZQdiEOUXCrmbPSEA6/0icOAFOvhmwfLkmx11ZlQcAeL+hb9K5PRgK4x+n+wAAq6tmpXwsPbqLqj2vzSsWnFL13SPKO/DJRClu0SKhTEghVfnC/3Gjylyp7iF7ljAQhCmcCU4puSglj0tRCRPAC/QOOgeAhQtjb8u7zOoME+DS3U5kevTr7MY2E3p0DDpvEJ3WswsyLeGmjQSda1O+57PZ3EeilAZoFUwGIP4J0gJOKSA6Vyr118nzvIWcUsLxdXFKHT6MSac5DbJNlFBokFOK/T+muR3ITTe+y4oeCzcgUpJoFadUYbYXHCe0yNW7xp4grE6GxyXlO9XJ3VL798feLisDfD5NjruqahbcTg7tg+NolDl4jrYPYSQQQrbXhQUlyjvNTYU+Til157WyXBUd+OKFzSdBdYHolFLZgU9yLxixUCQIu6OFU0reCc7lUj0cXZCLUhrEaYTDPHpHDBTAV6yQDwAYjJ9xqAedUWI/l2LzkOmIZErpt4Zh5f9W6LwHRCo/ekdS65xOQednMJpeOMqtpFlZQitrC6BlOZjQrVDYbS0y3SkV6cCnOfG6YixYoP1x4sCcUnqXe0XypNJ1naCmgu0saLlwmwiFpYnQKplSbqcDBZkUdk4QjDliztEkUerss/G3L9yH35y1EU1zlwDnnKPZMdPcTiyvyAMAvFMf62p+r0G4vap6Fpwa7LoWZgnnnq4h/2THrUoiTqnkmlKo6sAnF6UU5kkxJFFKZfkeE+/tdmFOEKaghSgl72Yn7xRnNjo4pfrHJsD0A0MaKqxbN/m+3bv1P64Iu9bWM+QciJRC6umUqu8W5jKriFL5mR5wYuf0SQ7wJLBr6TqJUhqgqyhlgdI9BhOPtCjfYyF5OWkupLn1s38qgYkObXqIUvLOew6HYTtHERFRXwFD6rxnkqNIDzcBa5vudnKK26YbQUkuiVIEwYiIJLKco9pa/OLsK7D1si9h1y9eBJ59VtPjrqvNBwC8caI75n52e21NvibHYee2sYkQhv1BTZ4zkv+X/IIiqQ58PJ+yU6oyP0GHxQSw8j27lTAQhCmkKkqNjAgRJNFcdFFqY9IauSjV2wuMqju/MFjmUW66W8re1ZXqakC+AfzBB/ofV8SIkHPAmKDzhm7rhJwDgMvpkIRNtdVXPM9LlSN225AhUUoDpA45WpQPyUUp+QnURLQs34vkSZm/i1IqiVI6lO81NMTe9hp3gjDeKWWuKKVZ0Pn+/fDcsRlffvPXuPXo3+B49RVtnlcDSqRcKQo7JwjW4e6ArBMez/NSd7ylGnTBk3PxQmHxtutoJwKdghA1GgjizTrh3x9eVDzl3yZDuseJbK+wiaGF6M7zPDpSaOCQVAe+9nagry/2vmTL90RRqrF3VJVTzK4X5gRhCqmKUvI8KcB6mVLx4lBSDDvvMqPTmdyBduqUYYdmr1d3p5QBQef1YvlerUVEKSA6V0rd6x7yBxEQK5HslqdosWJfe+LTMlNKXt9sJaeUhuV7Up6UyaV7AFAq5pJ0DPgRDvPaht3JJ7vs1HNGlML+v7qGhdpkLcpJ4tEuinlmlblFl7howv79KPzNz3EXu33kpUmBvWbBOp20k1OKIHCWWEZ3qHUAE6Ew3E4HwPM43TOK7uEAPE4HFpVqL0qtrMxDlTeMa/76Mzi/+wng50+h55kX4K28AsWlPswXQ8G1oDDbiyF/EF1DftQWpva8vSMBBEJhcJy6LMekOvAdPBh7OzNzcteoBFTMyoCDA0YDIXQN+5Mec7eRbdoJwu4sWYLB/7cd97/Xi76sPDzx1cuTcy7IRanMTEOveRWRlQXk5gIDURsZLS3A/Pmqn7JHOs8YuJ5Ztw7YtStyO18bd64S2Ea3UU6pvtEJBENhuJza+mjGJ0JSlrBVnFKAsIlyvGNYtabA1kJZXvMrkZKFnFIaUKhl9z0LO6UKpfI9DZ1SJoecA4Laz3FAIBRG76jGNlH5TlNenrbPPw2+LKE2ORTmU6pNToR1nFJ+bbrSyTMGLNJoAIg4pTpJlCII1Poyke11YXwiHCnh+/nPkf2h87Hl7adxBdeNNB3KKRzPP4c//ug2fPntp+EcHwM+9SlUPvsrvPTTL+I2tGiarefTsJEDO1cXZHpVlZkk1YFPLkotWZJU5z0A8LgcUvZVo4qwc7bDXkhOKYJITGUlvN/4N/x2+UbsnLMWA0uS7Fhq9c57DPm6KkWnVI8ZTqk1a2Jv19cbdmi2Kap3pcusDI9Upaj52gxCAw2eB7LTXJZqhsGcvd1D6l6zVLZuw80YEqU0gC2KRwMhjKSa+2BppxQT31JfEDOnVKEFnFJup0N6bW39Gi/2e3pib8tb7uqIy6Bg7HaVwblawXZTgmEe/WMTqT+hhUUpVpJJTimCEMK3l1XkAgD2NYk737//PQoO78M9b/wSD337s8A//7P2Bz59Grk9nZPurhjsxGe33qxphpWWmXmRkHN1i4mkOvAdOBB7W2XXWbUd+MJRXUqpfI8glOF1OZGdJhTRJJ3lIxelyso0GpXGaNyBj71P7HrbEGpqYm8bWL7XIeUS6itKOR2RTFc9NtajS/fMaNI0FZIopXIjKhJybr95j0QpDcj0upDhESxyKV84WlqUEk5APSMBBBPtkibASk4pACgRBRXNc6WGZGUOBgscTMTQMgRcDtt9N6t8z+10YFaGG4BGr9PSopRYvqdHKD9B2JA1s4WyhbdOdgNjY+Bffjn2ARdcoP1Bt2yZstyDq6wELrlEs0Np6cRm52q1O9xJdeDbvz/29llnqTqm2g58PSMBhMI8OI7K9wgiGXxS17MkzzmtrbG37SJKpdiBzxQRoLY29raRTikDmxtJYec6dOBjopSVSvcAwJctdhRXLUrZN0uRRCmN8GkRdj4+DnTHdvOxUvleQaYHTgcHnk89VLrTQplSAFCao1MHPnknkiQzNVKFOcD0ckoFgmHpBGhW+R4QW8KXMhYWpZjwp0UJLUHMBD40vxAA8OaJbgRffBFcVCcl3uEAPvpR7Q/q8QBPPCE8fxS80wn84healmlbySkFKOzAFwyCl3feW7ZM1fHUduBjr7Ug0ytkjREEoQhWypT0db5dy/dSdEqx605Dxe85c2Jv9/YC/f26H3YsEMLguFARVGzANX9+Zmqh39PRIIpSNVYTpSSnlMryPSZKZdtvM8aWM3VDQwNuvfVW1NTUID09HXPmzMG2bdsQCOiXm5MITS4c49U1W8gp5XBwUo1qZ4olfFbqvgcApXk6iFLhMBAKxd43b552z68A9v7qJWJ0DI6D5wGP0yFNHmag5cLNyqIUcxb2jgTgD4YSPJogZj7LK3JR4Qnjv39yF1zXXhvzO+6iiwCfT58Dr18P7tlnI3N0VRW43/8euPBCTQ9TqEOmVCquVhbiPm0HvhMnwI3L5lK1Tql8YcGQsFxQRpd0jWGNjS+CsAuFaqM6zlCnlCmZUtXVkzZFjCjhY9ERGVGdYfWkQHLt6eeUspooVShlSpFTyhYcPXoU4XAYTzzxBA4dOoQf/OAHePzxx3HvvfeaNiZ24ZOSIyUQwPCqs9Ga7UOIcwA5OcKPhZA68KXQkp7n+Uj3PYu0q2Q7x+1alu/J22EDwKpV2j2/AvR2SrVH1ZabWZOtWYlLKARevttnIbdiXoZbCihO5TtIEDMFl9OBu0L1WNscp0PmZz+r78GvugpoaBDO9fX1wOWXa34IPZxSqZRdzCtS0IFv797Y22VlQGGhquOx8r1GlU4pq2x8EYRdYN+ZjmTPOXYVpVINOh8xofuexyOUikdz8qTuh40u3TPimt+XqV+m1CmLilKpZkp1DFrL9JEMthSlNm3ahB07dmDjxo2ora3FFVdcgXvuuQfPPfecaWMqyREyiVLKelm8GK/teAHn3fEz3PDDV4FjxzQanXawHda2FESOIX8Q4xNCJpWattR6wEK6W7V0SrW3T75PZdirWgp1dkqZnSfF0MxN0NEBTu5us5BTiuM4bQTwM4hvf/vbOO+885CRkYE8A7tfEsbx0VPvTLqPLysDbrhB/4M7HEK5XpKd5ZSiR6ZUKudrRR349uyJvb1iherjVYmiVPdwAMNJNJKJXJhbY+OLIOxCkdprDLnjyKqilFzM6ewU4lNU0mNWsPTcubG3DRCljBb7JafUiLZrmKHxCUn0sWqmVM9IQFVHcVbJZMe5z5aiVDwGBgaQn58/5e/9fj8GBwdjfrSEOW1SLf9iQdvFBdlASUnK49KaMg0cRSxPKjvNhXQxIN5sIk4pDRf68l2jggLAa+xJolgUa/QSpdjnwMw8KSAq0y3V1ynfMXO5DO2YqITSHB0E1BlMIBDAtddeiy984QtmD4XQg4kJpP/5TzF38RwH7sc/BtKssemRCsztyoK7U6FDA1GqPC8dmWIHPlb+MIl//CP2dgoO4Zw0t9TIojGJDnwdQ8yNbf/PAEEYSbGaiojhYUC+rrLQhl4M8dzv8ut1hYxPhCSx3PCGCvJcqRMndD9ku0Gd9xj5avPNEtDQLcwlviwPctLcmj53qrAujiGVHcXZhowd574ZIUqdPHkSjzzyCDZv3jzlYx588EHk5uZKP5UaZzWVaCRqMFHL7EX+VEhd6vrVv85OC1oLo///1CjTcbFA6GMRc0rp5Kpp7beYUypVUSpenpRODgi1lLH8s36NO0XOUL75zW/irrvuwjKFQct6b2AQGuNwAP/7v8CddwIrVwIXXQTu//4PuOIKs0emCfmZHnCccIHaN6r+wnzYH8SQuHhKpXyP4zgsKcsFAOxr6p/8AJ4HL3dKpVi2XpWffAlfJ5XvEYQqpPK9ZK4b44k6VnVK5eQAWVmx96ks4WNuG4/TYUjGUgxyp1Rdne6HbE+xg2uy+KTue9purNeLGYWzC6zlkgIAj8uBPHEjJtkSvmAo0nzKKo3EksFSq63t27eD47hpf95///2Yv2ltbcWmTZtw7bXX4rbbbpvyubdu3YqBgQHppynFbgtyJKfUYGoLxdZ+azhPpqJMg0DwDgtaC0ty0uB0cAhEfaFTRj5JmyBKsfe4a8ivndgWRXOf8HmtyEvX/LmTQbPue/ILEwvu9JWJ73UriVK6oPcGBqExTidwySXAo48KDp3XXtOn455JuJwOqRtWKqI7W0xkp7mQmeLiaWVVHgBgTzxRKhjE0N1fw3NLNuC4r0oI4125MqXjVYkLh8Ze5WHnVL5HEOpQFREg39DLyQEyrbfgBwBwnGYd+FjpXkGWx/hcVRNEqUguoTHnVVa+p3WmVH2XNfOkGD6VYec9IwHwPOB0cJLjyk4YLOtOz5YtW3D99ddP+5jZs2dL/25tbcWGDRtw7rnn4sknn5z277xeL7w6lk4xp0jHgB88z6s+OUmL/FkZmo1NS9gOa1tK5XvWsxa6nA6U5KShpX8Mzf1jksMoJeSilAkChy/LC44DgmEevaMBzWveW0RhpHyWNUQpzcv3LBRyzmCiVEsKbkViarZu3Yq7775buj04OEjCFGEqviwvuocD6BryY5HKvY3ogNpUWVGZBwDY29g/+ZduN96+8ibcPbQUi0pz8NLtq4H01OaHatEpdTqZ8j1yShGEKti1+eB4EGOBkLKYDbkoZcFrpxgqK4GjRyO31YpSIyZ2OpN3825tBUZGdBUDjS7fYxsyWnffaxCdUjWFVhWlPKjrTD4nl817viwPnA7zmk+pxVJOKZ/Ph4ULF077kyZmRLS0tGD9+vVYtWoVduzYAYfJJTbsJB4IhVNSdJv7hIuuCpMX+VPBFsRtA+PgeXXOm3aLdd5jMGGFCYMpY4FOJO6oXXY9urW1iJ/X8jxzRVQWBtw7Gpg6fFcJ8gsTC15YlUui1JnrlFLjqlWK1+tFTk5OzA9BmIkWoruWi4mVVbMAAEfbBzEamBw+vq+5HwCwvCIXyMgQnAkpUJVkBz67lzAQhJnkpLvgZV1+hxRuftnAZR6DRk6p7qGIU8pw5JlSgO5uqQ6Dy/eYU0pokBVK8GjlSJ33LFi+B6jPybVz5z3AYk4ppbS2tmL9+vWoqqrCQw89hK6uLul3JSaFg3tcDnE304+2gXFVrUFH/EH0jQqhZmY7T6aCXeD5g2H0jU5IIXTJ0G7R3KyKvHS8C6BlBolSAFCYnYbu4QA6hsaxGNotsIfGJzA4LixIzP68zsrwwO3kMBHi0T3sl7opJo38wsqCDhn2Xp/J5XvJumoJws5o0V2UNaXQwilVkpuGkpw0tA+OY3/zAM6pLYj5/TunegAAq6pnpXwsIHmnVM9IAGEblzAQhJkIXX7T0Ng7is4hP6qVLNzj5XFaGfm1ndpMKdEpZcp5Jj0duP9+/NehQbzF5eOO2zdh/Vln6Xa4cJiXmiYZ5ZTKSXNJ1/a9IwHJGJEKPM+jQRSlrNZ5jyGV7yXpEOu0eYMPW4pSL7/8Murq6lBXV4cKmdqt1r2jBaW5aege9qN9YBxLy3OT/nvmfMhJc1muGwDD63JGiW9jqkQp1jWs1OQcIjkVklNKeYnAtFhkki7O8eJIG9ClsVOKfV5z093IMjrgUYbDwaEoWyi/bBsYVy9K2cApxcTcgbEJDPuDpr/3ZuDz+eDz+cweBkEYgpZOKa02g1ZXz8KLB9rwzqneGFFq2B/EvuYBAMB5cwqm+vOkYE6plv4xTITCcDund8azEobCLK8tSxgIwmyKc7xo7B1Vnitlgw29GOTjS9Ep5TPDKQUA992HE7/+B97d34YPO7KwXsdcq+4RP4JhHg4uUp2gNxzHIT/Tg45BP3qGtRGl+kYnMCB2tbNi0DmgPidX6rxnU4ewpcr3lHLzzTeD5/m4P2ZSIoWdq8t6iZTuWTNPiiGFuqvMtGFdw8rUCgc6wRwompRFhcPg5d33THJKsTLJpEIrFcAcZeUWERdLU+2AGQ5PFhIteGGVneZGTpogRFEHvsQ0NjZi7969aGxsRCgUwt69e7F3714MDw+bPTSCUEShSit/NFLXJI1EqQvmCaLw6ye6Yu5/r74XoTCPqvwMza5lirPT4HE5EArziq47KOScIFKjSOrAp/CcY4M8zhg0EqWYM6XQxDgSFtZd363RhvoUdAxE8rNcCTYGtIS50Fh+V6rUiy6p0tw0ZXlpJsBEzmRFKanrrE2dUrYUpaxKZFGsbqEoLfItWrrHKE1BfAsEw1IJQmmetb40LBdJk0yp7m5wExOx95kkSrHa4s5UQ8BlWCXknFGcqijV2QnI/88sKEoB0WHnJEol4hvf+AZWrlyJbdu2YXh4GCtXrsTKlStVZ04RhNFY0Sl10fxCAMDepn5p1xkAXjnaCQA4f642LilAcMJWsRI+BR342AaMJg1LCOIMhC1qO5Ve59vAZR6D/NquuxsYS/56il1Xm5nhw9w+rCRNL4wOOWcUSAKNNmHn7H2yauc9ILp8L0lRaoicUoSI5JRSuSiOdN6zxiJ/KiJOqeRP4B2D4+B5IYOrQEXpn56w972lbyx1153cceNwACblnZ0xTinxoqBd7euUX1S5XEBxcYqj0ocKLV19M5yf/exncV2169evN3toBKEIbTKltA2oLc9Lx9yiLITCPHYe7gAgBIy/dFBwCG9aqrJN4BQkkysVea32vDAnCLNh3x1F141+P9DREXufRTf0JOKNT0WuVKcFGjexDnInu/R1f7eb1NG0UKVAMxX1Fs+TAqJEqaHkhLhI11l7zn0kSmkICxBV69SIiFIWL98TRQg1r7MtKuSc07H2WQ3MuTU2EUqpgyKAyaJUcbEgcphAkU5OqeZ+a4moqYrCaGyMvV1eDjitae1lTqkzOeycIM4U2IJHsWtBRiAYlnaZtQg6Z1y1QnD//vZ9QdB/+2QPuocDyMtwa5YnxUimA5/k4jW5KyxB2JXiZMr35Ne7gPWdUtnZQF5e7H3ya0AFRJwp5jml5hVlSWOJdq1qjVkb0YU5bP7TSJTqsXbnPQDwZUdKFpMxSUiZUlS+R7BFsVqnRnO/tZwnU8GcUq0qyhTbxL+xWuc9QAhxZ+pyyg4Ui4ScA5EFTSqlH5O45x585Cf/gc+9/wJW7nkN6OpK/Dc6w8LN1ZbPTnJKWXinLyJKaet+IwjCehRmCfPl4Li6tths99TjdKhqTjIV16yugIMD3q3vxf7mfvx410kAwBXLyxKGkSeLVL7Xk7hExS5RCARhVVj5j6L1jFzMycqaLPhYkRRzpYb9QYwGhPOxmU6p7DQ3ysQ11YmOId2O02LSGpUJLB1D2lzv1ndZv3yPVRJNhHjFQmMwFJZyt6h8j4haFI+rKv9qkYLOrX0hFf06k4Utoq0Wcs5gJ9uWVHOlLBT6GHFKqftcxuWpp3DFq7/Ftr/9N1Z/+RbgH//Q5nlToCQ3iYuoeMgvrGwgSlH5HkHMfHLSXfCIIo+aEgbJ0p/r1dShXJqbjitXCBsuVzz6Fv5+qgduJ4fbL6zV7BiM6gLl5XtmLZ4I+9LQ0IBbb70VNTU1SE9Px5w5c7Bt2zYEAtrk2NiN8ig3dsLrRrmYU1UFWKwSIi6f/jR2Xf5ZfPOS2/HS9keBSy9N6s+ZczXL60KmyV2Q5xVnAwCOd+hXwsfWqEaL/dLGugZOKZ7n0dBj/fK9NLcT2WJDI6VzfueQHzwPOB2cFA5vN0iU0hBmix8NhDA4Hkzqb8cCIcleX2n18r2oMqlkRQ7mlDI6KE8prHQy5bBzuVPKRFGK1WNPhHj0jWpg7R0eFkIho5k9O/XnTZESUejsGPAjHFYhvslFqepqDUalD+ViqWnK4ilBEJaH47iUws6lsvkc7RcTWz+6UHIxAcD/u3wxKvO1v4apyhcWEE29o9NedwRDYWljwuobfIR1OHr0KMLhMJ544gkcOnQIP/jBD/D444/j3nvvNXtopsCu0f3BMHoSxVmcPh1728IbejF8/ev44Iv3YseaK/HmWRclXdEQKZUyXwCYXyyU8B2fgU6p4qiN9VTpGvJjNBCCg0PMvGVFCqU8YGVzvrS+zkmD02EDUTgO5kq7M4x0jxOzMtzoG51AS98YctPdiv+WfdmzvC7kpFv7v6U4Jw0cJ0xWvSMBFGQpPyFLF8cW3cEs1ypAWu6UMrF8z+MSSjZ6RwLoGBxPvXxDfgECCDtjJlOU7QXHAYFQGL2jASkoUDFyUcoCr2kqWFZK++A4QmHethMQQRDK8GV70dI/pkqUijiltN8MKspOwx+/eAFeOdqBOYVZOKsiT/NjAEBlfjo4DhgJhNAzMvX5nZ0TPU6HtCFDEInYtGkTNm3aJN2ura3FsWPH8OMf/xgPPfRQ3L/x+/3w+yPfx8HBQd3HaRRelxNF2V50DvnR2j82/fWU/JrQwht6cljlh5osUiaSFFpAlGJOqROd+ohSgWBYys8qM7x8LyLO8Dyfktv3lBhyXjErAx6XtX055XnpONU1ojg7VqpEslhn+2Sw9v+IDYk4bRJbzKNpjirds1oAuByPyyGdJJJ1FDElt8yyTinhZJvs/98kNm7E66suxnvlizFWXmm6k4j9f6kubYumoSH2dkkJkG6+yOh2OqQLJ1XNBmxUvleY7YXbySEU5rX5PyUIwtIwgUVNB77oBiN6kJvuxidWVugmSAHCIpl1WJ2uhI+5R0vz0uAgsZ5IgYGBAeTn50/5+wcffBC5ubnST6WFrxnUUKY0zsJGLnM5rMGRGlGKbRAY3Y0uHvN1Lt8TYmkAr8sBX5axndNZPtLYRAjD/uSqkOQ02KDzHoPF3CjNjmXiValF43GUQKKUxlTmCx+GpiTFmiaTuhqohdkelXTCiaatn10cW/B1Dg1hybF/4Nr9O3Hxrx4F7r5b/XPdcw/+5eqtuPafvou63QeA66/XbpwqKNeyW1t9fextC12AsEVX0qLU+PjklsYWel1ynA5OEsCVBP8SBGFvUinfM6uVt9ZUStcdU5/zWizWFZawJydPnsQjjzyCzZs3T/mYrVu3YmBgQPppSjIo2+oorhywtVOKiVLJXxtLnfes4JQSO/B1DfnRP6p9Dlpzv5gnlWe8cSLD40KWmNmVahdx1nmv1g6iVJLrNiasGu1k0xISpTSG5UE1JSnWnLaRegtEvc4kHEXjEyGpNt2S9sJDh7DipqvxvZf+C5/e+XPg0UeBUPKdjgDAHwxJiwcrdABiF+iaZBDJnVI1Nak/p0awXLe2ZN1D8VoBW/zCKpngX4Ig7E1KopTOTimjUHLOM6ttOWFNtm/fDo7jpv15//33Y/6mtbUVmzZtwrXXXovbbrttyuf2er3IycmJ+ZlJVChtqPLNb+LRDTfhN2dtxMiHLgYWLjRgdNrANsj7RycwGkjOhcOCzq3Q6SzT65LOeXq4pczuaMqEv84Uw85Z573ZBdbOkwIi77XSTvdMvLLk+loh1g4vsiEV+erK96RuADb4ogCR19nUq1zkYO9JtteVVN6WYcjFlYkJoLVVVRkXc4SluR2YlWH+ay2XyhJ1cEpZIOScEXFKJfk65aJUXh5g8QvM2QWZALqkcwdBEDMXLUQpuzulqguETbvpHNqRMF57XEsR+rJlyxZcn8CpPjvqGqa1tRUbNmzAueeeiyeffFLn0VkbpU6NgSuuxkN7BKfOFd/8CGByJ7pkyEkTXDjD/iBa+sakbCYlRILOrXFenV+chZb+MRzvGMLamqnLTtVgdkfTohwvTnWPpBx2bofOewwmLinNOGbilSUrkRRinzOHTagUF//JiDUAUG87p1Ty2UvsPanIz7BmblZREZCRAYxGvaZTp1SJUq1RJ3ArvFZ2gZ5ygDsgvCfRWMgpVSyJUkku3GpqcPDOf8W+t/ZhyUQ/Viwo02F02sJcA43klCKIGY/aTKlwmJeCzu3ulJJiA6Y55zEXFYtSIM5sfD4ffD6fose2tLRgw4YNWL16NXbs2AGH48wuJilX6JRi38fCbC8ybSRIAUJn04pZ6TjaPoSmvtGkRCkmkFjBKQUIuVKvHuvCCR068JntQGXCXypOqXCYR4P4Wa31ZWkyLj2Jjl1REvDeNgOCzu119rABLPOgqW9UcZeAUJiXBJvZBTYRpVRkSrFSv0oLlLPFheMEgeXQoch9J08CH/pQ0k/VLNkorfFaNQtw5/nJTikLiVKSU2owSfFtzhzsuvpWPJR1HJ9cXYEV1y7XYXTawkSpBhKlCGLGo9Yp1TMSQDDMg+Os0SUqFaTyvWmuO051C6UrtYXWX3QQ1qG1tRXr169HVVUVHnroIXR1dUm/KykpMXFk5hFxSk3vTrFbpYecqvwMQZRK0kwQyZSyhgiwsFQQ1A63ad8FkrlwzFrTSOV7KTilWgfGEAiG4XZythBuSsT1zPhEGH2jE9N2To+JxyGnFMFgyuZoIITekQAKFLQkbu0fQyAUhsfpsIyIkQgmSrX2jyluSc92U9hupyWprY0VpeQCjEJaLRa2ysr3Oof8CATD6luh9vUBAwOx99XWpjg67SjJSa5bRTQt4t/YJYuElbKc7hlJuU0uQRDWpihKlErm+85K9wqzvHA77e38qM4XznldQ36MBoLI8MRewo74g1JJTY1NNvgIa/Dyyy+jrq4OdXV1qKioiPkdz/MmjcpcKkS3Ye9IAMP+oBQ2LYc1W6nKt+d3TjITJLHJPhYIYWhcyKCyilNqaVkuAOBQ6yDCYV7T7qOmZ0qJ73FHCk6phm7mos2AywZzodflRGG2F11DfrT2j00rSrGQ83S3E3kWiIxRi/X/V2xGmtuJYvHLo7QDX7TdXIm4YwVKctLgdnKYCClvSS85pawsSs2ZE3v75ElVT8NO4FZRrAsyPUhzO8Dz6rqMSMhL95xOoKoqtcFpSHSgezic3IUkc5HZRZSqmJUOBycI4N3D2ndbIQjCOvjEDS5/MIyhJNpis/m5xOalewCQm+GW2pHHC/NlMQgFmR7k2vjCnDCem2++GTzPx/05U8lJc6NAXAg3dE+dXcnc2nZ1SrHqjY72nvhNb+LAnENZXhdy0qxxrqktzEKa24HRQEjqMqcFwVBYyqM1y1TA8hBTcUrZqfMeo0xhCS0zQpTmpdl6g5pEKR1ItgNfvWR9tc8XxengpMW70tfZKFpjLZ31IHf9qBSl2IRlhc57gFA3z/6/Ugo7l78flZWA2xoTMiCU7zkdHAKhcNLZK0wcrrbJhZXX5ZQmrNMUdk4QM5p0jxPZolMhmRI+1vTB7iHnjEWlQgOKw62TS1ROiQvnGhstOgjCyrCc2/ppRCl2/VFtx+/drl34xB2fxHuP/BMeuf0i4PLLFf2ZFTudOR0cFovnx4MtAwkerZy2gXEEwzw8LofU4dpoCqXyPfVOqUjnPft8TsvFz1eiZgMsSofpD3aFRCkdiM6VUkKDzULOGclYXnmeR3OvDcr3NHJKtUqBc9YQpQCgXDxZtWgpSsnfL5NxOR1SrlQyVuyJUFjaiai20YRFuVIEceagJleK2frLZoBTCgAWl4miVNvkRRdbdNQW2uccThBWpkaRKGVjpxTPI3f/P1A42i/cPnVKyE5NAAuVtlqns6XlQgmflqJUg1SemaFpSWAysNyurlTK92zUeY9RrrADpq2/g1GQKKUDydYnn7bhFwUAKpJwhA2MTUglBxVWVnLnzo293dMD9Pcn9RThMG96+9R4RJxSKQgYFhelgCinYhKvk2WjeV0OKbvFDkTnShEEMbPxpSBKlVpoLkqFxdM4pY62C/fNLaKQc4LQgkSi1GggKLlXqu2YKSWvjhgZAbq7E/5ZiwWdUkAkV+pgi3Zh51YQPFim1JA/iNGA8vL1aJgBZCaW7zX2isKhjTbV40GilA7U+IQv7qkuZQtFdrK3m8KZjEuDWQsLs71Iczt1HVdKzJ4NyNsAJ+mW6hkJIBAMg+OsleMhdeBLcHKbFjuIUvmsrFT56zwdFcJv1k6QGtjkerJrcr4KQRAzCzVOKSlrwkJzUSosEZ1SR9qGEJLlBh4Shaol4sKMIIjUqE0gSrH78zLc9sxxq6gAXLIAdwUNjlg2q1VyYxlLysXyvdYBzfLQrBBkn+11IV1cO3aqcEsFQ2FpHWonAwjbZE/U6V6KH7FyJZICSJTSgTliK+KTCkQpfzAkfZjstrsXeZ2JF8RMoLN81oPHMzm4u64uqadginZxdpqluh1Fh4CrRv5eWFGUSjLTDYi0GLdLnhRjfrHQAvhY+5DJIyEIQm8KxbDzZPLyWNC51cpM1FLjE8J8xyZCUjkGILix2YU7E64IgkiNGrEU9lTXcFyR43iHcO3BrkVsh9MJVFfH3qdgI5pFdFjNgTqvKBselwND40HNYh0kp5TPvOtjjuOkTX7m/k2G5r4xBMVqCLNysdQgZbp1jUwpMvI8L3W3t9saRo51VswziFpRrOke9mNgdGLax9Z3jyAY5pHtddnqiwIAc6TJaiRhpzMmXDEhy9LMmxd7+8SJpP6c7UxbJeSckXLQ+ego0NISe5/8vbIArI1xMq+z0QI7QWpgF4INPaPwB0Mmj4YgCD1J1inF83ykfG+GOKWiw3z3NPZL97NyvvK8dORlTN06myAI5bBQ6MHxIPrirGeOihtiC+wqSgGTS/jkXabjwJoZWa18z+NyYJmYK/WP032aPGd0JYGZlCkM/Y5HXaewBq0tzLJVNURVfgYcHDASCE057/eNRuJxLN3dXgEkSulAVpTAVJfARcQcDvNLsm3XxrEyPwNuJ4exiRDaBqdXriOilA0W/XKh5fjxpP6c7dZWWEyUYlle7YPjCIbCyT9BvN0jKzulksiUssJOkBqKc7zISXMhFOYVlwsTBGFPkhWlokvJZ0r3PQBYV1sAAPj7yR7pvgMt/QDIJUUQWpLmdkobmic6Jjuyj0etYWxLkg2OeJ6Xgs6tVr4HAKurZwEA3tdAlOJ5Hqd7rdG1jr3XakQptga1W0WSx+WQ1m5TldCy8sqSnDRrx+MogEQpnWAf/ESlbSc6hN/b0frqdjqkoOWTndO/zpOdwpdmjh1OCPPnx95O0ikltce1mGJdlO2Fx+VAKMxL1uOkkL8P5eVApvVERrZT0DagXHyzyk5QsnAcJ507jse5YCQIYuaQbFvsdtEl5csSzv0zhXNFUWr3qR6ppGH3qV4AwJrZs0wbF0HMRBaVCtcYh9smh2cfF9cwtnZKJSlK9Y9OYGxCcKZbKTeWwUQpLZxS7YPjGJ8Iw+ngTK/+YKHfzKWWDMwpNdcO1ToyEjUbYEaIKpuX7gEkSukGcwQlEqWOdTDrq/2+KICy1xkK86gXhZo5Phu8TrkodeyYohaxDClwzmJdEBwOThLK6tV0a5M7xixYugcIuStMfFNSe87zvHRSt9r/mRLYDiWJUgQxs2GdQTsTOJMZbEe5zIILp1RYM3sW3E4OLf1jqO8ewUQojPfqBVHqvDk+k0dHEDOLxWLjgEOyjpcDoxNShup8m65hAEwWpRLkyDJRxJflsaQzZVWVIEod7xzCwNj0ETKJYGLO7IIM0zNymSjWomJTnVUtzSmy3zV+IlGKVUnYrVlaPEiU0gnmCGIOoamwe0igkrDzlr4xBIJheFwO05V2RchFqb4+RS1iGactHDjHQvMapji5TYtclFqwQIMRaY/DwaEij3XgS1DCNziIvl1vwTE8BAcXyd2yE/PFcw2FnRPEzIaFlfeMBBRlyEXypOx3XpuODI8L54huqRf3t+GNE10Y8gfhy/JgUSmV7xGElrCS2IMtAzH3723uByBc69o6x23u3Njbra3AyNTXyCxUmpVVWY3CbC+qCzLA88Depv6UnotV88wrMn+Nyq7Pky3f43lequaxW/kekFiUOtFpbx0hGhKldIJZBKdzL4wGgpJDY55NP0xMlKqbpnyPCVa1vkw47RAwN3u20IUvmqNHFf1pIBiWWsVa0UqZ6OQ2LceOxd6Wi3cWgr33CbuPvPkm8i++EIce/hR2//hz8Hz6egNGpy1sESbfxSQIYmYxK8MNr1iG167ABcpEKSuWmKTKlSvKAQC/eqcRT74uBBNfflaZPa4xCMJGMFGqrnMY4xMRMZyVhzFnjm2Jl406jVuKdWu2sjNltfh/8kFDb0rPc0Jc282zgBOuLEqUmqoTXTy6hv0YHA/CwZmfi6UGtm47NcW6jZXQ2lVHiIZEKZ1gC8XG3lEMjse3Tx5uHQTPC5Z8lhVhNxayWvPWwSlPEqxE0Rad9wChRay8NE2hKNXcN4owD2R4nFL7bivBTsgNWpTvWViUUuLgAwAcOSL9s2igC2hu1nNYurC0PBcOTliAdigs6yEIwn5wHBd1Ya5ElLJmhygtuPysUpTlpqF9cBy7T/XC5eDwmXOrE/8hQRBJUZ6XDl+WB8EwH+O82SP+e1VVninj0oyMDKCyMva+aRocsdzYKgsLHGfX5AMA/n6qJ8Ejp6dOdOFYwWHEOsiOBkLoT9DZPhpmmqjMz7BkuWUiWOVVQ/fIJIe0PxiSTAa2znUTIVFKJ2ZleiSr4eEpHAz7mgUr7FkVeUYNS3PmFWXD43RgcDyIpt74lkrm4Fhsp644CxfG3lYoSkUHZluxmyLrLqemfG/otTdw8ye341sX347A5/8ZOOssrYenGWpEKQDAokU6jUg/Mr0uyba7L0WrNkEQ1oZdmLcpCHtlHaJmWvkeIHQFe+hTy5HtdQEA/mXjAvtsfBGEjeA4Tspqe6tOiLKYCIWxp1FwSq20u1MKiJ8lOwUN3dZ3Sp0v/n/taezHiD+o6jl4no84pSxQvpfmdsInbva3JFHCd1LMXLJjyDkgZELmprsRDPNSOSWjvnsEoTCP7DQXinOsZ4RIFtuLUn6/HytWrADHcdi7d6/Zw4lhqjpsxn6xHnt5Ra5RQ9Icj8uBBWLQ8sHW+K/zkHi/rVo1L14ce1suXkyB1HnPopMVs4E29Y1hQmFnOkZdVjF2zVmD/7v4U/A88ThQVaXHEDVBaaOBmSBKAcCKyjwAqecHEARhbZjApKSJAwvkLZ2B5XuAEGr+9taL8c69l+AL6+OU4BAEoQkXzI0VpT443Yeh8SDyM2dIjps8I3UqUerss/G17/wzHvjzIzj7+Z8BbW26D00NVQUZqMxPRzDM4916dSV8PSMB9I9OwMEBtYXWcIWVi67fZHKlWJ6ULbq/x4HjOGn9fEi2zj7aFsmTsqIRIllsL0p97WtfQ1lZmdnDiMuSKTpWMPYzp5S4oLQrS8uF1xlPfBvxByVrIXs/bIFcnDh8WNGfNVi08x6jODsNaW6hM11zX3JhgXU2Cgpkk09z31hMBkIMPA8cOhR7n01FqZWifV7txQdBEPZA6UV5MBSWhCtbNBhRSXaaG8U5M1N0IwircP48QZTa29SP9oFxvHRAEGPWzy+cGTlu8uqIeBvRIyPA++9jZf1+fHrfX1B5//8DurqMGZ8KmJD4Zp3yRk3RHBeb51ip7K1MRdi5tHaxqVMKiJg65JVXbCP6LBubW6KxtSj10ksv4eWXX8ZDDz2U8LF+vx+Dg4MxP3qzvFL4kHwghgFG0zXkR333CDjO3k4pAFhaLjrC4ohvR9ttmpslc0rxHR3AWOKToNVPfg4HF8mVSrKEj7VUtYMoVZDpQU6aCzw/Taj7vn3AgExIlXdhsQnMWr+nqX/KDDuCIOxPqcKL8raBcYTCPDxOB4qzSbQhCEI95XnpWFM9C2EeeGxXHZ7b0wIAuGpluckj04h41RFhWTWBLGeK57jJ+bMW4nyZuy1ZWPXLYgs54aQOfAqcwow6ySllTbOAElj8zQGZ+WNGldDCxqJUR0cHbr/9dvziF79ARkbiUqkHH3wQubm50k+lPNROB1ZXz4KDE8LO5fkPu8XwuUUlOfZupQpgqeiAOtDcPyns/P0G4Qtju9ysBQvAP/ggvnjdNnzo80/iWF0rkJ54t1kSpSzQqWIqmCiVbAe+k53C4+2Q28FxnOSWmrKE78UXJ99XW6vjqPSjMj8Dtb5MhMI8/n4ytWDLmURDQwNuvfVW1NTUID09HXPmzMG2bdsQCATMHhpBqCKSKTX9RXlTH2tbng7HTHAyEARhKrdcUAMA+PnfT2NoPIh5RVmSG8f2yEWp0VHg9OnY+2QlfVxVlaJ1gVmwzcqj7UOqmuAcaBGMBqwaxgowp1RzX4LO2iIDoxNoF1+7nbvTra4Sguv3Nw9gNCBkhI1PhKRKrJU2r7hi2FKU4nkeN998MzZv3ow1a9Yo+putW7diYGBA+mlqatJ5lIKtnH2Z5WU1b4sLx3PnFOg+Dr1ZVJqDdLcTfaMTUqc9Bnvd59TmmzE09aSlgfv619F80aU4PasMx7sTu6QGxyMnPyu7iWoKWXvRBHlLMqzUhUMJTDxjQuEk3nor9nZWFuB26zwq/bhQtNf/5VC7ySOxDkePHkU4HMYTTzyBQ4cO4Qc/+AEef/xx3HvvvWYPjSBUobR8oVlsPFKRb818Q4Ig7MVlS0twxXIhLiXT48RD1y6fOYJ3SQkwS+Y2OXAg9ra84ZE8h8pi5Gd6pLzRnYc7kv57FsmyzEKiFMvrZWHziTjaLog25XnpyEmz7/V9ZX46yvOEjLD3RLPH3qZ+BMM8fFleVMyQEn1LiVLbt28Hx3HT/rz//vt45JFHMDg4iK1btyp+bq/Xi5ycnJgfI1g7WxBj3jwRsU/yPI83Tgh1yOfW2l+U8rgcUvvRt+oiLo1QmMe7DYIotbbGZqKUCAtwnKqDYjRM/CjJSbP0yY+1DT3erlyUGvEHcbpXmARYsL3VWSiOc8r/O3lOmAHuST25YoVgo//TgTYq4RPZtGkTduzYgY0bN6K2thZXXHEF7rnnHjz33HNT/o0Zpd4EoRTmlBocD2J4mq5KjeL5unKGXKwSBGEuHMfhv65fgT996UK88a8XY/kMcWcAADgOWLo09j65KCW/ZpS7qyzIxiXFAJIXpQbHJ6RqCis5pWaLzZoaekYmVebE46iYi7Wo1B7rlqngOA7nzxX0grfFcsxXj3UCAC6YWzAjQs4Bi4lSW7ZswZEjR6b9Wbp0KV555RXs3r0bXq8XLpcLc8UcmDVr1uCmm24y+VXEcvGiIgDAziMdUrezfc0DaO4bQ4bHifPm2l+UAoDz5sR+WQChS8DQeBBZXpelapKTYaqOB/GoE1t1zrNw6R4gdGkAgGMdQ4pO6oBwYmfZYKwlq9VJ1GhgUteU5ct1HpG+rKrKw7yiLIxPhPGLv59OurvimcLAwADy86cWyc0o9SYIpWSnuZGXIWx6NPVOvVvMyvcqySlFEIRGcByHxWU5yM+0d+xIXOTXgPv2xd4+eDD2tg0a42xcXAIAePtkN4aS2Kw81BJxGFnp/7pyVgYcHDAaCKFryJ/w8UfahNcxEzpEXjCvEADw0sF2hMI8/nxQqIrYsLDIzGFpiqVEKZ/Ph4ULF077k5aWhh/+8IfYt28f9u7di7179+JPf/oTAOCZZ57Bt7/9bZNfRSzragrgy/Kgf3RCCpv7475WAMAli4qR4XGZOTzNYKVDb9Z1Sy6Nlw8JyvxF831wOS31UVPM0ihhI5GAc8Im5W1zijLhdHAYGJtAx2DikzoAHBZP7Cxszw6wsbb0j6F/VJYh1NwMXp4rtHGjQSPTB47jsPlDQlv07/3lGJZ84y+qcgRmMidPnsQjjzyCzZs3T/kYM0q9CSIZqkWh6XTPNKKUKFhVkShFEASRmLPOir0dLUr5/eBlQedYtkz/MaXI3KIs1PoyMRHi8dpx5Z0C9zf3A4g0srIKHpcDFbOEOe2UglzcI6JTamGJtV6HGi5dVIwsrwuNvaP4t98fwOmeUWR7XfjwomKzh6YZtlQKqqqqsHTpUuln/vz5AIA5c+agoqLC5NHF4nRw+OiyUgDAU283YGBsAr99X1jkXCnWZs8EFpfmYF5RFvzBMF7c34ZQmMfv9wrdOT6ypMTk0alnQUk2nA4OvSMBKS9qKo532KM7ndflRI1ogZVngE0FK4Gzk+MtN92NynyhdGVSCd9vf4tosysPAJ/4hFFD042rV5Xjk6uFc2AgFMaexn5zB6QTSku9o2ltbcWmTZtw7bXX4rbbbpvyuc0q9SYIpVSLzSpO90x9Ud7UJ2RKVc4iUYogCCIholPK73ThYPEcBM+/AGCb0QcPgguFYh8vL/ezKJcuKUbu2BCGH3oY+OIXFf3Ne2L0yupq63V1k0r4EohSoTCP40yUsnn5HgCke5y4cV0VAOA37wo6wg3rqpDpnRnmFgCYOa/Ewtxyfg1+ufs0Xj3WhY/+1xtS14qLZ5DljuM4XLO6At956Sh2vFUPr8uB5r4x5GW4JfuoHUlzOzGvKAtH24dwsGUQpbnx8zl4npdK/OxgE11QnI26zmEcax/Eh+YXJnz8YZtaYJeV56Kpdwx7mvpxXnSXmJdeinkcl5EB5OUZOzgd4DgO3/vkWbjl/Bp4XA7U+uzbAnc6tmzZguuvv37ax8yePVv6d2trKzZs2IBzzz0XTz75pM6jIwh9mS2GvZ6eonxvfCJS2sCEeYIgCGIali8Hf+AALvzfJnSOh/H8HedhJcvq+eCD2MfOmwdk20DoaG/HHU/8P9z9f3+ANySW7/3LvwBR10dyQmFealK1rsZ6ETO1vky8frwL9dNsygBCruLYRAhel0PqOm53vnTJPPz9VA/2Nw9geUUu7vrwfLOHpCkzQpSaPXu24mwcM5jty8SWDXPxw1fq0NI/BpeDwwNXL5s5XStErj+7Eo+/dhLHO4Zx928F2+vnzqtBusdp8shSY0lZLo62D+FAywAuXRzfJtk+OI7u4QCcDs4WbqL5xdl48UAbjikIOw+FeRxrt1/5HgCsqc7Hnw60S7s+Env3xt4Wc+lmAizzYSbj8/ng8ylrRd3S0oINGzZg9erV2LFjBxwOWxqECUKiKoFTigXU5qS5kJtu3aYbBEEQlsHrBbd0KZa9P4a/He3Eew29WFklOoXefTf2satXGz8+NeTmIve1vwGhqDypHTuAb35zyj851j6EwfEgMj1OKVfXSrBNmfqu6UWpo+JmOqt4mQlkel14/o7z0dw3KuRrzZDXxaCrc4O469L5+M9rl+PGdVX43eZzcfZse3ajm468DA8e+uRyeFzCx+rc2gJsXl9r8qhSZ0VVHgDgg9O9Uz7mQLPgkppXlIU0t/VFOGZlVRLgfqx9COMTYWR6nLbbbWBdH99v6EMoLArXIyPgu7tjH/jhDxs8MsIIWltbsX79elRWVuKhhx5CV1cX2tvb0d7ebvbQCEI1klMqXqbUwYMY/fXTmNPdhAUFaTOmKw9BEIQRnCN2RX/nVNQ1/9tvxz5o7VoDR5QC6enAjTfG3vc//wMEp+7cyrrDr5mdb8k8YFa+V5+gfG9/i7C+sYNRIBmcDg7VBZkzTpACZohTyg6w8rZrVlsr80prPry4GK/esx6t/WNYVTVrRqjTa0UB8R+n+zERCsMd5yR9UDz5Wal16nQsr8gDABzvGMKIPzhtTfI/GvsACOKc3f4/F5XmINvrwpA/iMOtg1hWkQvcfz8mvYrbbzdjeITOvPzyy6irq0NdXd2kvEEru2sJYjqqRFGqtX8MgWBY2ggCADzzDFbffz/+BiDodAGHbgUef9ycgRIEQdiMdbXCNf+7Db0IhXk4OzuAI0diH3T++SaMTCW33Qb86EeR2y0twAsvANdcE/fhfzvSCQC4ZJE1I2bmiR3E67tH4A+G4HXFNwLsa+oHAKyozDNoZESqWE8CJWxPeV46zp6dbzsBYyrmFWUhN92NsYkQDskDs0X2iCe/5RX2EKVKctNQkpOGMB8R1KaCiVKrqqwXeJgIp4PDuXOEXa+dh0V3zFNPxT7I4QAWLjR4ZIQR3HzzzeB5Pu4PQdiVwiwvMjxOhHmguU/mljp8WPqnKxQEsqzdeIMgCMJKLC7NQXaaC0PjQeH69y9/iX1AdjawapU5g1PDihXAunWx9z30UCTEPYq+kQDeF6tCrJp7XJabhuw0F4JhHic747ulQmEe+8UKluUkStkGEqUIIgEOB4ezZwuCzHv1k0v4JkJhvN8gCDdrLRgKOBVs92CvKKhNBevgtsqCXTiUwLpf/t+BNvCjo4C8dKvEvkH8BEGceXAcJ3XgOyXP1Th0KPb24sUGjYogCML+uJwOqUHTH/a2As8+G/uASy4BXDYrNPryl2Nv7949+XUB+L/9rQjzgjBXYdHOrRzHYVGJUJJ3tD2+UeBk1zCG/UFkeJyYX2yDQHoCAIlSBKEIlgG2+1TPpN/tbx7A2EQIszLcmFdkn13p5QpEqZ5hv1S3varSnqLUJYuK4HFyuPWX/4GRC9ZP3h16+GEzhkUQBKGahSXChfaxjqHInePj4OvqYh+4ZImBoyIIgrA/V64oAwDseuc4eLlT6uqrTRhRinzyk5M77n3uc8DERMxdT7/XBAC4do21o2YWibm4R9uH4v6erWuWlufOmKqdMwESpQhCARfMEzp9vXWyG2OBUMzvmFC1tibfVsFzzCm1p7F/ynIm1rVublEWcjPs2cUpO82N233juHHvn5G1573YX2ZmAtdea87ACIIgVLJAFKWOtEXtFB85Ai4UOz+RU4ogCCI5zptTgIpZ6chub8HprELpft7jAa64wsSRqcTtBu67L/a+4WHghhukm2/XdeNQ6yA8TgeuWlFu8ACTY6EYXn54qkgVloVLpXu2gkQpglDA4tIclOelY3wijDfrYju3vXxIKAe7cF5hvD+1LCsq8+BxOtA+OD5lF4s3Tgiv9YK5PiOHpjm3Dx+L/4vPfMbYgRAEQWgAc0rF7BTv3Rv7oNpaIf+EIAiCUIzL6cC/fWwxDhfXYv1tj+Oyz/0QDf/8ZXCf/zyQa4/s2ElcffWkskP+ueeAn/0MwdExPPjSUQDADWsrMSvTY8YIFXOWmN+7t6k/0lk7ir+fFMwC62pmXqf7mQyJUgShAI7jcOniYgDAi/tbpfub+0axr3kAHAdsXFJs1vBUke5xYrWYEyUX2gChO9nrYmvYC+fZW5TKe/2VyXded11sRxKCIAibsKgkG3O6m3DOy79F6PobgLEx4IMPYh9kpzBegiAIC7FpaQke/6fVuGJFOb541ycx+/GHgUceMXtY6snPBx54IOYujueBz30O4Vn5uPEn/44srwtbLp5n0gCVs7AkB1leF4b9QRyTlfC19I+hoWcUTgeHtSRK2QoSpQhCIZ9YKdhZ/3SgHd3DfgDAC3sFgers6nwUZaeZNja1sLLE149PFqVOdo2gqXcMbieHdbX2CXCPy2c+I+wS+XzCzz33CF34HHQKJAjCZvj9KFo8F3/7ny/g/r88BuczTwvBte+8E/s4EqUIgiBUs2lpCX54w0qpYY7t+epXgU9/etLdnsA4eI7D9z55FgqzvSYMLDmcDg4rq/IAAB+cjm1A9ba4yb6sPBfZafaMHTlToRUZQShkeWUellfkIhAK46dv1mPEH8RTbzcAAD51dqW5g1PJ+gVCyeEbJ7ow7A/G/O7/REfYBXN9yPLarNOInM9+Vug00tUl/Hzve4DX+hMvQRDEJLxecKWyRdLOneDl5XvyNuAEQRDEmc0vfwnceeeku5ff/ElcZiPxbU214IL6u6wB1c7DHQCAi2xe4XEmQqIUQSTBHRvmAgCefP0Urvnx2+gc8qMyPx1XLC8zeWTqWFyag1pfJvzBMHYebpfu53kef9gniFIft+lrIwiCmLGsXx97+49/BBeMbCzwLheJUgRBEEQsHCeUIT7zDLB2rXAbwOJ/usrccSUJ21TfdawL4xNCg49hfxC7jguxI5uW2kdgIwRIlCKIJNi4uBifWFmOYJjH0fYheJwO/Mc1Z8HjsudXieM4SXR6+t0m6f43TnTjVNcI0t1OKUuLIAiCsAgbNsTc5A8dirnNrV0rdBclCIIgiGg4DvjUp4SS7+5u4C9/EaItbMRZFbkozU3DaCAkNWV6+VA7AsEwanyZWFRKTT7shj1X0gRhEpxYc/3AJ5bhtgtq8L9fOBfnzbHXiVzOdWdXwu3k8E59L3af6gHP83j01ToAwPVrK6kmmyAIwmqsXw8+qgSZ42UdiD72MYMHRBAEQdiO/Hxg40azR5E0HMdh09ISAMDT7zYiHObx07fqAQBXrywHJzrACPtAohRBJInL6cCn11Xh3y5fjLMq8sweTsqU5aXjOjET61+f3Y97nz+Id+t74XU5cNuFtSaPjiAIgphEZia46YSna681biwEQRAEYTD/dE41OA7429FO3LTjXRxsGUSGx4lPr6sye2iECkiUIggCd1+6AGW5aTjdM4rfvNsIALj3o4tQnpdu8sgIgiCIuGzZEv/+VauAedZv600QBEEQaplTmIXPnlMNAFIJ3z0bF6AgixoZ2RGbt9QiCEIL8jM9+N0XzsP3/nwUbQPj+NSaSlyzusLsYREEQRBTsWEDcN11QmBtNEVF5oyHIAiCIAzkvo8tRnaaG++f7sVlS0vx2XOrzR4SoRISpQiCAACU56Xj4etXmj0MgiAIQilPPQUsXgz88Y9AXh5QXAzs2GH2qAjCtvj9fqxbtw779u3Dnj17sGLFCrOHRBDEFHhcDtzzkQVmD4PQABKlCIIgCIIg7IjXC3zjG8IPQRAp87WvfQ1lZWXYt2+f2UMhCII4Y6BMKYIgCIIgCIIgzmheeuklvPzyy3jooYfMHgpBEMQZBTmlCIIgCIIgCII4Y+no6MDtt9+O3//+98jIyEj4eL/fD7/fL90eHBzUc3gEQRAzGnJKEQRBEARBEARxRsLzPG6++WZs3rwZa9asUfQ3Dz74IHJzc6WfyspKnUdJEAQxcyFRiiAIgiAIgiCIGcX27dvBcdy0P++//z4eeeQRDA4OYuvWrYqfe+vWrRgYGJB+mpqadHwlBEEQMxsq3yMIgiAIgiAIYkaxZcsWXH/99dM+Zvbs2bj//vuxe/dueL3emN+tWbMGN954I5566qlJf+f1eic9niAIglAHiVIEQRAEQRAEQcwofD4ffD5fwsf98Ic/xP333y/dbm1txUc+8hE888wzWLdunZ5DJAiCIHAGi1I8zwOgYEKCIIho2DmRnSPPdGiuIAiCmMxMmiuqqqpibmdlZQEA5syZg4qKCkXPQXMFQRDEZJTOFWesKDU0NAQAFExIEAQRh6GhIeTm5po9DNOhuYIgCGJqaK4QoLmCIAhiahLNFRw/E7Y4VBAOh9Ha2ors7GxwHJfU3w4ODqKyshJNTU3IycnRaYT2h94n5dB7pQx6n5SRyvvE8zyGhoZQVlYGh4N6YdBcoT/0PimH3itl0PukDJortIPmCv2h90k59F4pg94nZRgxV5yxTimHw6HYkjsVOTk59AFWAL1PyqH3Shn0PilD7ftEu94RaK4wDnqflEPvlTLofVIGzRWpQ3OFcdD7pBx6r5RB75My9JwraGuDIAiCIAiCIAiCIAiCMBwSpQiCIAiCIAiCIAiCIAjDIVFKBV6vF9u2bYPX6zV7KJaG3ifl0HulDHqflEHvkzWg/wdl0PukHHqvlEHvkzLofbIG9P+gDHqflEPvlTLofVKGEe/TGRt0ThAEQRAEQRAEQRAEQZgHOaUIgiAIgiAIgiAIgiAIwyFRiiAIgiAIgiAIgiAIgjAcEqUIgiAIgiAIgiAIgiAIwyFRiiAIgiAIgiAIgiAIgjAcEqVU8Nhjj6GmpgZpaWlYvXo13njjDbOHZCm2b98OjuNifkpKSswelum8/vrr+PjHP46ysjJwHIff//73Mb/neR7bt29HWVkZ0tPTsX79ehw6dMicwZpMovfq5ptvnvQZO+ecc8wZrEk8+OCDOPvss5GdnY2ioiJcddVVOHbsWMxj6DNlLjRXTA/NFfGhuUI5NFckhuYK60NzxfTQXBEfmiuUQ3NFYsyeK0iUSpJnnnkGX/nKV3Dfffdhz549uPDCC3HZZZehsbHR7KFZiiVLlqCtrU36OXDggNlDMp2RkREsX74cjz76aNzff/e738X3v/99PProo3jvvfdQUlKCSy+9FENDQwaP1HwSvVcAsGnTppjP2J/+9CcDR2g+r732Gu68807s3r0bO3fuRDAYxMaNGzEyMiI9hj5T5kFzhTJorpgMzRXKobkiMTRXWBuaK5RBc8VkaK5QDs0ViTF9ruCJpFi7di2/efPmmPsWLlzIf/3rXzdpRNZj27Zt/PLly80ehqUBwD///PPS7XA4zJeUlPDf+c53pPvGx8f53Nxc/vHHHzdhhNZB/l7xPM/fdNNN/JVXXmnKeKxKZ2cnD4B/7bXXeJ6nz5TZ0FyRGJorEkNzhXJorlAGzRXWguaKxNBckRiaK5RDc4UyjJ4ryCmVBIFAAB988AE2btwYc//GjRvx9ttvmzQqa3LixAmUlZWhpqYG119/PU6dOmX2kCxNfX092tvbYz5bXq8XH/rQh+izNQW7du1CUVER5s+fj9tvvx2dnZ1mD8lUBgYGAAD5+fkA6DNlJjRXKIfmiuSg73Xy0FwRC80V1oHmCuXQXJEc9L1OHporYjF6riBRKgm6u7sRCoVQXFwcc39xcTHa29tNGpX1WLduHX7+85/jL3/5C/77v/8b7e3tOO+889DT02P20CwL+/zQZ0sZl112GX71q1/hlVdewX/+53/ivffew8UXXwy/32/20EyB53ncfffduOCCC7B06VIA9JkyE5orlEFzRfLQ9zo5aK6IheYKa0FzhTJorkge+l4nB80VsZgxV7hSfoYzEI7jYm7zPD/pvjOZyy67TPr3smXLcO6552LOnDl46qmncPfdd5s4MutDny1lXHfdddK/ly5dijVr1qC6uhovvvgirr76ahNHZg5btmzB/v378eabb076HX2mzIPe++mhuUI99NlSBs0VsdBcYU3ovZ8emivUQ58tZdBcEYsZcwU5pZLA5/PB6XROUgM7OzsnqYZEhMzMTCxbtgwnTpwweyiWhXURoc+WOkpLS1FdXX1Gfsa++MUv4g9/+ANeffVVVFRUSPfTZ8o8aK5QB80ViaHvdWrQXEFzhZWguUIdNFckhr7XqUFzhfFzBYlSSeDxeLB69Wrs3Lkz5v6dO3fivPPOM2lU1sfv9+PIkSMoLS01eyiWpaamBiUlJTGfrUAggNdee40+Wwro6elBU1PTGfUZ43keW7ZswXPPPYdXXnkFNTU1Mb+nz5R50FyhDporEkPf69SguYLmCitBc4U6aK5IDH2vU4PmCuPnCirfS5K7774bn/nMZ7BmzRqce+65ePLJJ9HY2IjNmzebPTTLcM899+DjH/84qqqq0NnZifvvvx+Dg4O46aabzB6aqQwPD6Ourk66XV9fj7179yI/Px9VVVX4yle+ggceeADz5s3DvHnz8MADDyAjIwOf/vSnTRy1OUz3XuXn52P79u245pprUFpaioaGBtx7773w+Xz4xCc+YeKojeXOO+/Er3/9a7zwwgvIzs6Wdi5yc3ORnp4OjuPoM2UiNFckhuaK+NBcoRyaKxJDc4W1obkiMTRXxIfmCuXQXJEY0+eKlPv3nYH86Ec/4qurq3mPx8OvWrVKapVICFx33XV8aWkp73a7+bKyMv7qq6/mDx06ZPawTOfVV1/lAUz6uemmm3ieF1ptbtu2jS8pKeG9Xi9/0UUX8QcOHDB30CYx3Xs1OjrKb9y4kS8sLOTdbjdfVVXF33TTTXxjY6PZwzaUeO8PAH7Hjh3SY+gzZS40V0wPzRXxoblCOTRXJIbmCutDc8X00FwRH5orlENzRWLMnis4cRAEQRAEQRAEQRAEQRAEYRiUKUUQBEEQBEEQBEEQBEEYDolSBEEQBEEQBEEQBEEQhOGQKEUQBEEQBEEQBEEQBEEYDolSBEEQBEEQBEEQBEEQhOGQKEUQBEEQBEEQBEEQBEEYDolSBEEQBEEQBEEQBEEQhOGQKEUQBEEQBEEQBEEQBEEYDolSBEEQBEEQBEEQBEEQhOGQKEUQKbJ9+3asWLHC8OPu2rULHMeB4zhcddVV0z52/fr10mP37t1ryPgIgiCICDRXEARBEImguYI4E3GZPQCCsDIcx037+5tuugmPPvoovvjFLxo0oskcO3YMRUVF0z7mueeew8mTJ7F27VqDRkUQBHHmQHMFQRAEkQiaKwgiPiRKEcQ0tLW1Sf9+5pln8I1vfAPHjh2T7ktPT0dWVhaysrLMGB4AoKioCHl5edM+Jj8/H4ODg8YMiCAI4gyD5gqCIAgiETRXEER8qHyPIKahpKRE+snNzQXHcZPuk9tsb775Zlx11VV44IEHUFxcjLy8PHzzm99EMBjEV7/6VeTn56OiogI//elPY47V0tKC6667DrNmzUJBQQGuvPJKNDQ0GPuCCYIgiKShuYIgCIJIBM0VBBEfEqUIQgdeeeUVtLa24vXXX8f3v/99bN++HZdffjlmzZqFd955B5s3b8bmzZvR1NQEABgdHcWGDRuQlZWF119/HW+++SaysrKwadMmBAIBk18NQRAEoQc0VxAEQRCJoLmCmOmQKEUQOpCfn48f/vCHWLBgAW655RYsWLAAo6OjuPfeezFv3jxs3boVHo8Hb731FgDg6aefhsPhwE9+8hMsW7YMixYtwo4dO9DY2Ihdu3aZ+2IIgiAIXaC5giAIgkgEzRXETIdEKYLQgSVLlsDhiHy9iouLsWzZMum20+lEQUEBOjs7AQAffPAB6urqkJ2dLdWS5+fnY3x8HCdPnlR83F/96lfS32dlZeGNN97Q7kURBEEQmkJzBUEQBJEImiuImQ4FnROEDrjd7pjbHMfFvS8cDgMAwuEwVq9ejV/96leTnquwsFDxca+44gqsW7dOul1eXp7MsAmCIAgDobmCIAiCSATNFcRMh0QpgrAAq1atwjPPPIOioiLk5OSofp7s7GxkZ2drODKCIAjCKtBcQRAEQSSC5grCblD5HkFYgBtvvBE+nw9XXnkl3njjDdTX1+O1117Dl7/8ZTQ3N5s9PIIgCMIC0FxBEARBJILmCsJukChFEBYgIyMDr7/+OqqqqnD11Vdj0aJFuOWWWzA2NpbSDgdBEAQxc6C5giAIgkgEzRWE3eB4nufNHgRBEMmza9cubNiwAX19fcjLy0v4+IaGBtTU1GDPnj1YsWKF7uMjCIIgzIfmCoIgCCIRNFcQZkJOKYKwORUVFbjhhhumfcxll12GJUuWGDQigiAIwmrQXEEQBEEkguYKwgzIKUUQNmVsbAwtLS0AgKysLJSUlEz52JaWFoyNjQEAqqqq4PF4DBkjQRAEYS40VxAEQRCJoLmCMBMSpQiCIAiCIAiCIAiCIAjDofI9giAIgiAIgiAIgiAIwnBIlCIIgiAIgiAIgiAIgiAMh0QpgiAIgiAIgiAIgiAIwnBIlCIIgiAIgiAIgiAIgiAMh0QpgiAIgiAIgiAIgiAIwnBIlCIIgiAIgiAIgiAIgiAMh0QpgiAIgiAIgiAIgiAIwnBIlCIIgiAIgiAIgiAIgiAM5/8D490kxFqlVvIAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "batch_ic, batch_t_grid, batch_y, t_grids = get_batch(\n", " t_grid, gt, batch_size_ic, batch_size_time\n", ")\n", "\n", "plot_t_evol(\n", " gt,\n", " t_grid,\n", " [\"$x1$\", \"$x2$\", \"$x3$\", \"$x4$\", \"$x5$\", \"$x6$\"],\n", " title=\"States over time (observations) with one random training batch shown in red\",\n", " batchy=batch_y,\n", " tgrid_batch=t_grids,\n", " color_batch=\"red\",\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We find initialization values for weigths / biases\n", "n_pars = len(ta_var.pars)\n", "nn_wb = np.random.normal(loc=0, scale=0.1, size=(n_pars,))\n", "\n", "plot_t_evol(\n", " gt,\n", " t_grid,\n", " [\"$x1$\", \"$x2$\", \"$x3$\", \"$x4$\", \"$x5$\", \"$x6$\"],\n", " title=\"States over time (observations) with Neural ODE (orange)\",\n", " batch_ic=batch_ic,\n", " t_grids=t_grids,\n", " ta_var=ta_var,\n", " ic_var=ic_var,\n", " nn_wb=nn_wb,\n", " batch_t_grid=batch_t_grid,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This returns the value of the loss and gradients of the loss with respect to the network parameters" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def loss_and_gradient(nn_wb, batch_ic, batch_y):\n", " # We loop over the various selected initial conditions and produce the predictions\n", " # and their gradients\n", " # We reset the batch_loss value\n", " batch_loss = 0\n", " # We reset the gradient loss\n", " grad = np.array([0.0] * len(ta_var.pars))\n", " for i, ic_ in enumerate(batch_ic):\n", " ta_var.time = 0\n", " ta_var.state[:] = list(ic_) + ic_var\n", " ta_var.pars[:] = nn_wb\n", " sol = ta_var.propagate_grid(batch_t_grid)[5]\n", " # Here is the term (y-y_hat)\n", " diff = sol[:, :n] - batch_y[:, i, :]\n", " # Which is now summed sum sum (y-y_hat).(y-y_hat)\n", " batch_loss += np.sum(diff**2)\n", " # And the gradient computed as 2 sum (y-y_hat).dy\n", " for dy in sol[:, n:].reshape(batch_y.shape[0], n, -1):\n", " grad += 2 * np.sum(diff @ dy, axis=0)\n", " # We then take the mean over the points used\n", " batch_loss /= batch_size_ic * batch_size_time\n", " grad /= batch_size_ic * batch_size_time\n", " return batch_loss, grad" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simple fixed learning rate stochastic gradient descent" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iter: 299, loss : 1.220e-01\r" ] } ], "source": [ "# We create a random batch\n", "batch_losses = []\n", "learning_rate = 1e-2\n", "\n", "for i in range(300):\n", " batch_ic, batch_t_grid, batch_y, _ = get_batch(\n", " t_grid, gt, batch_size_ic=20, batch_size_time=10\n", " )\n", " batch_loss, grad = loss_and_gradient(nn_wb, batch_ic, batch_y)\n", " print(f\"iter: {i}, loss : {batch_loss:.3e}\", end=\"\\r\")\n", " nn_wb = nn_wb - learning_rate * grad\n", " batch_losses.append(batch_loss)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Training batch loss over gradient descent steps')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.semilogy(batch_losses, color=\"red\")\n", "plt.title(\"Training batch loss over gradient descent steps\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ta_var.time = 0\n", "ta_var.state[:] = ic + ic_var\n", "ta_var.pars[:] = nn_wb\n", "sol = ta_var.propagate_grid(t_grid)[5]\n", "\n", "plot_t_evol(\n", " gt,\n", " t_grid,\n", " [\"$x1$\", \"$x2$\", \"$x3$\", \"$x4$\", \"$x5$\", \"$x6$\"],\n", " title=\"States over time (observations) with Neural ODE (orange)\",\n", " batch_ic=[ic],\n", " t_grids=[t_grid],\n", " ta_var=ta_var,\n", " ic_var=ic_var,\n", " nn_wb=nn_wb,\n", " batch_t_grid=t_grid,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we do the same training with the Adam Optimizer" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Reinitialize values for weigths / biases\n", "n_pars = len(ta_var.pars)\n", "nn_wb = np.random.normal(loc=0, scale=0.1, size=(n_pars,))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# Set desired precision\n", "precision = np.single # np.double\n", "learning_rate = 1e-2\n", "\n", "# Determine the PyTorch dtype based on precision\n", "dtype = torch.float32 if precision == np.single else torch.float64\n", "\n", "# Gradient descent using the Adam optimizer\n", "weights_biases_tensor = torch.tensor(nn_wb, dtype=dtype, requires_grad=True)\n", "optimizer = torch.optim.Adam(\n", " [weights_biases_tensor],\n", " lr=precision(learning_rate),\n", " betas=(0.9, 0.999),\n", " eps=precision(1e-8),\n", " amsgrad=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iter: 299, loss : 2.181e-03\r" ] } ], "source": [ "# We create a random batch\n", "batch_losses = []\n", "\n", "for i in range(300):\n", " batch_ic, batch_t_grid, batch_y, _ = get_batch(\n", " t_grid, gt, batch_size_ic=20, batch_size_time=10\n", " )\n", " batch_loss, grad = loss_and_gradient(nn_wb, batch_ic, batch_y)\n", " print(f\"iter: {i}, loss : {batch_loss:.3e}\", end=\"\\r\")\n", " batch_losses.append(batch_loss)\n", "\n", " # Clear the gradients for the next iteration\n", " optimizer.zero_grad()\n", "\n", " # weights_biases_tensor.data = torch.tensor(current_weights)\n", " weights_biases_tensor.data = torch.tensor(\n", " np.array(nn_wb), dtype=dtype, requires_grad=True\n", " )\n", "\n", " # Convert to tensor\n", " dLdw_tensor = torch.tensor(np.squeeze(grad), dtype=dtype)\n", "\n", " # Manually set the gradients for the parameter\n", " weights_biases_tensor.grad = dLdw_tensor\n", "\n", " # Use the Adam optimizer to perform the weight update\n", " optimizer.step()\n", "\n", " # Convert back to array\n", " nn_wb = weights_biases_tensor.detach().numpy()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Training batch loss over gradient descent steps')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.semilogy(batch_losses, color=\"red\")\n", "plt.title(\"Training batch loss over gradient descent steps\")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ta_var.time = 0\n", "ta_var.state[:] = ic + ic_var\n", "ta_var.pars[:] = nn_wb\n", "sol = ta_var.propagate_grid(t_grid)[5]\n", "\n", "plot_t_evol(\n", " gt,\n", " t_grid,\n", " [\"$x1$\", \"$x2$\", \"$x3$\", \"$x4$\", \"$x5$\", \"$x6$\"],\n", " title=\"States over time (observations) with Neural ODE (orange)\",\n", " batch_ic=[ic],\n", " t_grids=[t_grid],\n", " ta_var=ta_var,\n", " ic_var=ic_var,\n", " nn_wb=nn_wb,\n", " batch_t_grid=t_grid,\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "all", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.18" } }, "nbformat": 4, "nbformat_minor": 4 }