From aadde8bd2e241580f38eb8ae2fea676a57ba644e Mon Sep 17 00:00:00 2001 From: georgemilosh Date: Sat, 21 Oct 2023 14:09:38 +0200 Subject: [PATCH 1/7] specifying the physical coefficients in the examples --- examples/ODE_Example_coupled_nonlin.ipynb | 328 +++++++++++++++++----- examples/PDE_2D_Advection-Diffusion.ipynb | 227 +++++++++++++-- examples/PDE_Burgers.ipynb | 104 +++---- examples/PDE_KdV.ipynb | 167 ++++++++--- 4 files changed, 650 insertions(+), 176 deletions(-) diff --git a/examples/ODE_Example_coupled_nonlin.ipynb b/examples/ODE_Example_coupled_nonlin.ipynb index c9fa471b3..4bb80344f 100644 --- a/examples/ODE_Example_coupled_nonlin.ipynb +++ b/examples/ODE_Example_coupled_nonlin.ipynb @@ -66,6 +66,34 @@ "print(device)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We check where the package is located" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import deepymod as dpm\n", + "dpm" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -82,7 +110,9 @@ "outputs": [], "source": [ "def dU_dt_sin(U, t):\n", - " return [U[1], -1*U[1] - 5*np.sin(U[0])]" + " \"\"\"\n", + " returns the right hand side of the differential equation\"\"\"\n", + " return [U[1], -1*U[1] + 5*np.sin(U[0])]" ] }, { @@ -91,7 +121,7 @@ "source": [ "We then define a function that solves the ODE and then ensures that \n", "both coordinates and data get a shape of n_samples x feature and\n", - "be return as (coordinate, data)" + "be returned as (coordinate, data)" ] }, { @@ -100,7 +130,14 @@ "metadata": {}, "outputs": [], "source": [ - "def create_data(U0=np.array([2.5, 0.4]), ts=np.linspace(0, 5, 100)):\n", + "def create_data(U0=np.array([.75, 1]), ts=np.linspace(0, 5, 100)):\n", + " \"\"\"\n", + " Creates data which is the solution of the simple ODE system example.\n", + " \n", + " Args: \n", + " U0: Initial condition\n", + " ts: Time points to evaluate the ODE at.\n", + " \"\"\"\n", " Y = torch.from_numpy(odeint(dU_dt_sin, U0, ts)).float()\n", " T = torch.from_numpy(ts.reshape(-1, 1)).float()\n", " return T, Y" @@ -125,40 +162,69 @@ "name": "stdout", "output_type": "stream", "text": [ - "Dataset is using device: cpu\n" + "Dataset is using device: cpu\n", + "Dataset: , Dataset[0]: (tensor([3.9899]), tensor([3.1086, 0.6330])), Dataset shape: torch.Size([100, 2])\n" ] } ], "source": [ + "# see deepymod.data.base.Dataset for definition of `Dataset` class.\n", "dataset = Dataset(\n", - " create_data,\n", + " create_data, #load_function -> see documentation\n", " preprocess_kwargs={\"noise_level\": 0.1},\n", " device=device,\n", - ")" + ")\n", + "\n", + "print(f\"Dataset: {dataset}, Dataset[0]: {dataset[0]}, Dataset shape: {dataset.get_data().shape}\")\n" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the solution" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", - "ax.scatter(dataset.get_coords().cpu(), dataset.get_data()[:, 0].cpu(), label=\"u\", s=1)\n", - "ax.scatter(dataset.get_coords().cpu(), dataset.get_data()[:, 1].cpu(), label=\"v\", s=1)\n", + "ax.scatter(dataset.get_coords().cpu(), dataset.get_data()[:, 0].cpu(), label=\"u\", s=3)\n", + "ax.scatter(dataset.get_coords().cpu(), dataset.get_data()[:, 1].cpu(), label=\"v\", s=3)\n", "ax.set_xlabel(\"t\")\n", "ax.legend()\n", "ax.set_title(\"unsampled and unnormalized\")\n", @@ -211,7 +277,7 @@ "source": [ "dataset = Dataset(\n", " create_data,\n", - " preprocess_kwargs={\"noise_level\": 0.01, \n", + " preprocess_kwargs={\"noise_level\": 0, \n", " \"normalize_coords\": True,\n", " \"normalize_data\": True,},\n", " apply_normalize=custom_normalize,\n", @@ -226,27 +292,45 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", - "ax.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=1)\n", - "ax.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=1)\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", "ax.set_xlabel(\"t\")\n", "ax.legend()\n", "ax.set_title(\"Unsampled and standardized\")\n", "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([100, 2])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.data.shape" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -256,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -265,6 +349,16 @@ "text": [ "Dataset is using device: cpu\n" ] + }, + { + "data": { + "text/plain": [ + "torch.Size([100, 2])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -279,31 +373,30 @@ " },\n", " apply_normalize=custom_normalize,\n", " device=device\n", - ")" + ")\n", + "dataset.data.shape" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", - "ax.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=1)\n", - "ax.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=1)\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", "ax.set_xlabel(\"t\")\n", "ax.legend()\n", "ax.set_title(\"sampled and normalized\")\n", @@ -319,13 +412,51 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ + " # see deepymod.data.base.get_train_test_loader for definition of `get_train_test_loader` function.\n", + " # the shuffle is completely random mixing latter and earlier times\n", "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" ] }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Batch 0 - Input shape: torch.Size([80, 1]), Target shape: torch.Size([80, 2])\n" + ] + } + ], + "source": [ + "for batch_idx, (input, target) in enumerate(train_dataloader):\n", + " print(f\"Batch {batch_idx} - Input shape: {input.shape}, Target shape: {target.shape}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Batch 0 - Input shape: torch.Size([20, 1]), Target shape: torch.Size([20, 2])\n" + ] + } + ], + "source": [ + "for batch_idx, (input, target) in enumerate(test_dataloader):\n", + " print(f\"Batch {batch_idx} - Input shape: {input.shape}, Target shape: {target.shape}\")\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -337,7 +468,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -348,11 +479,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "class Library_nonlinear(Library):\n", + "class Library_nonlinear(Library): # see: deepymod.model.deepmod.Library\n", " \"\"\"[summary]\n", "\n", " Args:\n", @@ -372,10 +503,10 @@ " deriv_list = []\n", " time_deriv_list = []\n", " # Construct the theta matrix\n", - " C = torch.ones_like(prediction[:, 0]).view(samples, -1)\n", - " u = prediction[:, 0].view(samples, -1)\n", - " v = prediction[:, 1].view(samples, -1)\n", - " theta = torch.cat((C, u, v, torch.sin(u)), dim=1)\n", + " C = torch.ones_like(prediction[:, 0]).view(samples, -1) # constant of ones\n", + " u = prediction[:, 0].view(samples, -1) # a term proportional to u\n", + " v = prediction[:, 1].view(samples, -1) # a term proportional to v\n", + " theta = torch.cat((C, u, v, torch.sin(u)), dim=1) # a term porportional to sin(u)\n", " # Construct a list of time_derivatives\n", " time_deriv_list = []\n", " for output in torch.arange(prediction.shape[1]):\n", @@ -401,7 +532,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -417,7 +548,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -433,7 +564,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -450,7 +581,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -466,13 +597,50 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "model = DeepMoD(network, library, estimator, constraint)# .to(device)" ] }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DeepMoD(\n", + " (func_approx): NN(\n", + " (network): Sequential(\n", + " (0): Linear(in_features=1, out_features=30, bias=True)\n", + " (1): Tanh()\n", + " (2): Linear(in_features=30, out_features=30, bias=True)\n", + " (3): Tanh()\n", + " (4): Linear(in_features=30, out_features=30, bias=True)\n", + " (5): Tanh()\n", + " (6): Linear(in_features=30, out_features=30, bias=True)\n", + " (7): Tanh()\n", + " (8): Linear(in_features=30, out_features=2, bias=True)\n", + " )\n", + " )\n", + " (library): Library_nonlinear()\n", + " (sparse_estimator): Threshold()\n", + " (constraint): LeastSquares()\n", + ")" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -482,7 +650,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -502,18 +670,21 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " 8250 MSE: 2.57e-02 Reg: 9.33e-04 L1: 2.57e+00 Algorithm converged. Writing model to disk.\n" + " 8275 MSE: 1.35e-01 Reg: 2.86e-03 L1: 2.00e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 1min 45s, sys: 3.05 s, total: 1min 48s\n", + "Wall time: 1min 45s\n" ] } ], "source": [ + "%%time\n", "train(\n", " model,\n", " train_dataloader,\n", @@ -521,7 +692,7 @@ " optimizer,\n", " sparsity_scheduler,\n", " # log_dir='runs/coupled/',\n", - " log_dir=\"/data/deepymod/coupled_new/\",\n", + " log_dir=\"./data/deepymod/coupled_new/\",\n", " max_iterations=100000,\n", " delta=1e-3,\n", " patience=100,\n", @@ -537,16 +708,16 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[tensor([False, False, True, False]), tensor([False, False, True, True])]" + "[tensor([False, False, True, False]), tensor([False, False, True, False])]" ] }, - "execution_count": 21, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -555,6 +726,33 @@ "model.sparsity_masks" ] }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[0. ],\n", + " [0. ],\n", + " [0.93314254],\n", + " [0. ]], dtype=float32),\n", + " array([[ 0. ],\n", + " [ 0. ],\n", + " [-0.9918309],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -564,29 +762,29 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[array([[0. ],\n", - " [0. ],\n", - " [0.99950427],\n", - " [0. ]], dtype=float32),\n", - " array([[ 0. ],\n", - " [ 0. ],\n", - " [-0.50306034],\n", - " [-1.0668346 ]], dtype=float32)]" + "[tensor([[0.0000],\n", + " [0.0000],\n", + " [1.1281],\n", + " [0.0000]], grad_fn=),\n", + " tensor([[ 0.0000],\n", + " [ 0.0000],\n", + " [-3.8314],\n", + " [ 0.0000]], grad_fn=)]" ] }, - "execution_count": 22, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "model.estimator_coeffs()" + "model.constraint_coeffs()" ] }, { @@ -600,9 +798,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [conda env:DeePyMoD.new_dataset_API]", + "display_name": "deepymod", "language": "python", - "name": "conda-env-DeePyMoD.new_dataset_API-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -614,7 +812,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.8.17" } }, "nbformat": 4, diff --git a/examples/PDE_2D_Advection-Diffusion.ipynb b/examples/PDE_2D_Advection-Diffusion.ipynb index 00f3d7948..55060128b 100644 --- a/examples/PDE_2D_Advection-Diffusion.ipynb +++ b/examples/PDE_2D_Advection-Diffusion.ipynb @@ -88,14 +88,32 @@ "outputs": [ { "data": { - "image/png": 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\n", 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+ "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -134,7 +152,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -165,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -192,6 +210,52 @@ ")" ] }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([2500, 1])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[-0.9205],\n", + " [-0.3823],\n", + " [-0.2357],\n", + " ...,\n", + " [-0.8003],\n", + " [-0.9242],\n", + " [-0.9877]], device='cuda:0')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.data" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -201,13 +265,31 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" ] }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Batch 0 - Input shape: torch.Size([2000, 3]), Target shape: torch.Size([2000, 1])\n" + ] + } + ], + "source": [ + "for batch_idx, (input, target) in enumerate(train_dataloader):\n", + " print(f\"Batch {batch_idx} - Input shape: {input.shape}, Target shape: {target.shape}\")\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -219,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -236,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -252,7 +334,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -269,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -285,7 +367,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -294,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -318,6 +400,119 @@ "* The amount of epochs over which the absolute change in L1 norm is calculated (patience)" ] }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 36475 MSE: 1.58e-05 Reg: 3.47e-05 L1: 1.86e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 14min 55s, sys: 20.6 s, total: 15min 15s\n", + "Wall time: 14min 57s\n" + ] + } + ], + "source": [ + "%%time\n", + "train(\n", + " model,\n", + " train_dataloader,\n", + " test_dataloader,\n", + " optimizer,\n", + " sparsity_scheduler,\n", + " log_dir=\"runs/2DAD/\",\n", + " max_iterations=100000,\n", + " delta = 1e-5,\n", + " patience=200,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[0.0000],\n", + " [0.1501],\n", + " [0.3019],\n", + " [0.0589],\n", + " [0.0581],\n", + " [0.0000],\n", + " [0.0000],\n", + " [0.0000],\n", + " [0.0000],\n", + " [0.0000],\n", + " [0.0000],\n", + " [0.0000]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([False, True, True, True, True, False, False, False, False, False,\n", + " False, False], device='cuda:0')]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.sparsity_masks" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[0. ],\n", + " [0.35759944],\n", + " [0.7230859 ],\n", + " [0.396786 ],\n", + " [0.37874103],\n", + " [0. ],\n", + " [0. ],\n", + " [0. ],\n", + " [0. ],\n", + " [0. ],\n", + " [0. ],\n", + " [0. ]], dtype=float32)]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, { "cell_type": "code", "execution_count": 14, @@ -422,9 +617,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [conda env:DeePyMoD.new_dataset_API]", + "display_name": "deepymod_torch", "language": "python", - "name": "conda-env-DeePyMoD.new_dataset_API-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -436,7 +631,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.8.17" } }, "nbformat": 4, diff --git a/examples/PDE_Burgers.ipynb b/examples/PDE_Burgers.ipynb index 15e30c97e..ba8d3fdc1 100644 --- a/examples/PDE_Burgers.ipynb +++ b/examples/PDE_Burgers.ipynb @@ -111,7 +111,7 @@ " load_kwargs=load_kwargs,\n", " preprocess_kwargs=preprocess_kwargs,\n", " subsampler=Subsample_random,\n", - " subsampler_kwargs={\"number_of_samples\": 500},\n", + " subsampler_kwargs={\"number_of_samples\": 2000},\n", " device=device,\n", ")" ] @@ -130,14 +130,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -291,11 +289,14 @@ "name": "stdout", "output_type": "stream", "text": [ - " 11650 MSE: 2.47e-06 Reg: 4.33e-06 L1: 1.95e+00 Algorithm converged. Writing model to disk.\n" + " 8000 MSE: 6.59e-06 Reg: 2.00e-05 L1: 1.51e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 3min 38s, sys: 4.85 s, total: 3min 43s\n", + "Wall time: 3min 40s\n" ] } ], "source": [ + "%%time\n", "train(\n", " model,\n", " train_dataloader,\n", @@ -314,28 +315,45 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Sparsity masks provide the active and non-active terms in the PDE:" + "The physical coefficients" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[tensor([False, False, True, False, False, True, False, False, False, False,\n", - " False, False], device='cuda:0')]" + "[tensor([[ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0960],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [-1.0022],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000]], device='cuda:0', grad_fn=)]" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "model.sparsity_masks" + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sparsity masks provide the active and non-active terms in the PDE:" ] }, { @@ -347,53 +365,41 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[array([[ 0. ],\n", - " [ 0. ],\n", - " [ 0.79008406],\n", - " [ 0. ],\n", - " [ 0. ],\n", - " [-1.1257259 ],\n", - " [ 0. ],\n", - " [ 0. ],\n", - " [ 0. ],\n", - " [ 0. ],\n", - " [ 0. ],\n", - " [ 0. ]], dtype=float32)]\n" - ] + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [ 0. ],\n", + " [ 0.56334776],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [-0.91891336],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "print(model.estimator_coeffs())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "So the final terms that remain are the $u_{xx}$ and $u u_{x}$ resulting in the following Burgers equation (in normalized coefficients: \n", - "$u_t = 0.4 u_{xx} - u u_{x}$." + "model.estimator_coeffs()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:DeePyMoD.new_dataset_API]", + "display_name": "deepymod_torch", "language": "python", - "name": "conda-env-DeePyMoD.new_dataset_API-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -405,7 +411,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.8.17" } }, "nbformat": 4, diff --git a/examples/PDE_KdV.ipynb b/examples/PDE_KdV.ipynb index 6d5862fec..706c663cd 100644 --- a/examples/PDE_KdV.ipynb +++ b/examples/PDE_KdV.ipynb @@ -71,19 +71,17 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "data = np.load('data/burgers.npy', allow_pickle=True).item()\n", + "data = np.load('data/kdv.npy', allow_pickle=True).item()\n", "fig, ax = plt.subplots()\n", "im = ax.contourf(data['x'], data['t'], np.real(data['u']))\n", "ax.set_xlabel('x')\n", @@ -93,6 +91,26 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((0.05690213252639934-9.712814584313298e-16j), 0.10863532242065284)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['u'].mean(), data['u'].std()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -102,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -122,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -142,6 +160,26 @@ ")" ] }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(0.0591), tensor(0.1136))" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(dataset.data).cpu().mean(), (dataset.data).cpu().std()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -151,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -174,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -191,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -207,7 +245,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -224,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -241,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -272,18 +310,21 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " 18050 MSE: 1.59e-06 Reg: 3.16e-06 L1: 2.79e+00 Algorithm converged. Writing model to disk.\n" + " 12725 MSE: 1.87e-06 Reg: 2.03e-06 L1: 3.02e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 5min 42s, sys: 7.52 s, total: 5min 49s\n", + "Wall time: 5min 44s\n" ] } ], "source": [ + "%%time\n", "train(model, train_dataloader, test_dataloader, optimizer,sparsity_scheduler, log_dir='runs/KDV/', split=0.8, max_iterations=100000) " ] }, @@ -291,28 +332,38 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Sparsity masks provide the active and non-active terms in the PDE:" + "Below we get the correct coefficients" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[tensor([False, False, False, True, False, True, False, False, False, False,\n", - " False, False], device='cuda:0')]" + "[tensor([[ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [-0.9849],\n", + " [ 0.0000],\n", + " [-5.9633],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000]], device='cuda:0', grad_fn=)]" ] }, - "execution_count": 30, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "model.sparsity_masks" + "model.constraint_coeffs()" ] }, { @@ -324,45 +375,69 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 15, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[array([[ 0. ],\n", - " [ 0. ],\n", - " [ 0. ],\n", - " [-0.86472785],\n", - " [ 0. ],\n", - " [-1.6323246 ],\n", - " [ 0. ],\n", - " [ 0. ],\n", - " [ 0. ],\n", - " [ 0. ],\n", - " [ 0. ],\n", - " [ 0. ]], dtype=float32)]\n" - ] + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [-0.96853334],\n", + " [ 0. ],\n", + " [-1.7365079 ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "print(model.estimator_coeffs())" + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sparsity masks provide the active and non-active terms in the PDE:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([False, False, False, True, False, True, False, False, False, False,\n", + " False, False], device='cuda:0')]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.sparsity_masks" + ] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:DeePyMoD.new_dataset_API]", + "display_name": "deepymod_torch", "language": "python", - "name": "conda-env-DeePyMoD.new_dataset_API-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -374,7 +449,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.8.17" } }, "nbformat": 4, From addab16e7534f12eed45dabd1be17fca6144a49e Mon Sep 17 00:00:00 2001 From: georgemilosh Date: Sun, 22 Oct 2023 13:12:46 +0200 Subject: [PATCH 2/7] fixed a bug in Dataset class which prevented noise --- examples/ODE_Example_coupled_nonlin.ipynb | 154 +++++++-------- examples/PDE_2D_Advection-Diffusion.ipynb | 218 ++++++---------------- examples/PDE_Burgers.ipynb | 29 +-- examples/PDE_KdV.ipynb | 8 +- src/deepymod/data/base.py | 11 +- 5 files changed, 150 insertions(+), 270 deletions(-) diff --git a/examples/ODE_Example_coupled_nonlin.ipynb b/examples/ODE_Example_coupled_nonlin.ipynb index 4bb80344f..4d12689f5 100644 --- a/examples/ODE_Example_coupled_nonlin.ipynb +++ b/examples/ODE_Example_coupled_nonlin.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 78, "metadata": {}, "outputs": [ { @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 79, "metadata": {}, "outputs": [ { @@ -84,7 +84,7 @@ "" ] }, - "execution_count": 28, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" } @@ -105,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ @@ -126,13 +126,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "def create_data(U0=np.array([.75, 1]), ts=np.linspace(0, 5, 100)):\n", " \"\"\"\n", " Creates data which is the solution of the simple ODE system example.\n", + " the output has torch.float32 format.\n", " \n", " Args: \n", " U0: Initial condition\n", @@ -155,15 +156,20 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 82, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Preprocessing data\n", "Dataset is using device: cpu\n", - "Dataset: , Dataset[0]: (tensor([3.9899]), tensor([3.1086, 0.6330])), Dataset shape: torch.Size([100, 2])\n" + "Dataset: \n", + "Dataset[0]: (tensor([3.9899]), tensor([3.0279, 0.4414]))\n", + "Dataset shape: torch.Size([100, 2])\n", + "Dataset[0]: (tensor([3.9899]), tensor([3.0279, 0.4414]))\n", + "Dataset shape: torch.Size([100, 2])\n" ] } ], @@ -175,27 +181,11 @@ " device=device,\n", ")\n", "\n", - "print(f\"Dataset: {dataset}, Dataset[0]: {dataset[0]}, Dataset shape: {dataset.get_data().shape}\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "torch" + "print(f\"Dataset: {dataset}\")\n", + "print(f\"Dataset[0]: {dataset[0]}\")\n", + "print(f\"Dataset shape: {dataset.get_data().shape}\")\n", + "print(f\"Dataset[0]: {dataset[0]}\")\n", + "print(f\"Dataset shape: {dataset.get_data().shape}\")\n" ] }, { @@ -207,12 +197,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 83, "metadata": {}, "outputs": [ { "data": { - "image/png": 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KFdqwYUOrHu8///M/a8WKFbr33ns1Z84c9e3bV88//7xeffXVmO7zpptuUklJiZ577jmtWbNGo0aN0rp163TRRRe1qj0t0bVrV/35z3/WPffcoyeeeELffvut8vLy9Nprr1m2Xsa///u/q6qqSsuWLdNLL72kwYMH6/XXX9fs2bNbfF8HDx5UXV2dZs6c2ej/5s2bp7y8PMtea/C3BMOKSjIAIRYvXqypU6dq69atGjp0qN3NAQDbUCMCAABsQxABAAC2IYgAAADbUCMCAABsQ48IAACwDUEEAADYxtHriNTX12vv3r1KT09vcl0FAADgHIZh6PDhw+revXuzi/05Oojs3buXxXAAAHCp3bt3q0ePHk3u4+ggkp6eLun4A8nIyLC5NQAAIBaVlZXKyckJnseb4uggEhiOycjIIIgAAOAysZRVUKwKAABsQxABAAC2IYgAAADbOLpGBAAAt6qvr1dtba3dzTBNcnJys1NzY0EQAQAgzmpra1VSUqL6+nq7m2KaxMRE9e7dW8nJyW26H4IIAABxZBiGysrKlJSUpJycnLj0GjhNYMHRsrIy9ezZs02LjhJEAACIo2PHjqm6ulrdu3dXWlqa3c0xTXZ2tvbu3atjx47pxBNPbPX9eC+mAQBgo7q6Oklq85CF0wUeX+DxthZBBAAAE3j9GmnxenwEEQAAYBuCCAAAsI1lQeShhx5SQkKCCgsLrTokAABwOEuCyNatW7Vo0SLl5eVZcTjANqWHqrVy2x6VHqqOui3SPgDgV6YHkSNHjmjy5Mn6+c9/rk6dOpl9OMBSDUNF6aFqXbxgk2at+EAXL9gUcds7nx5qtE/4/QCAHXJzc7VgwYKQbYMGDdL8+fNNPa7p64hMmzZNl1xyicaOHauf/OQnTe5bU1Ojmpqa4O3Kykqzmwe0WiBkfHO0Tu1OTFLh2NP0zdHj09i+OVqnLbvKg/8OfF9V/EXEfRrez9rC89Wzs3fXHgCAhkztEVm+fLnef/99FRUVxbR/UVGRMjMzg185OTlmNg9okfBeiy27ykNChSS1OzEp+H1YbpaG5WaFbJs46JRG+4Tfz5Zd5fSQAJDkj95S03pEdu/erTvvvFPr1q1TampqTD8zZ84czZw5M3i7srKSMAJHCO/9WFt4fjBkBLblD+im/AHdtGVXuYblZgV7NdYWnh+yLfy2pJD76dGxXcQektJD1Y1+DoB3RXrf8eLfvmlBZNu2bTpw4IAGDx4c3FZXV6dNmzbpySefVE1NjZKSkkJ+JiUlRSkpKWY1CYhZ+Ek/Uq/FVUN6RAwV4W8UPTunhWyLdLvh/UQ6lsTwDeA3kd4LzPy7T0xMlGEYIduOHj1q2vECTAsiF110kbZv3x6yberUqTrjjDN0zz33NAohgFPE0vsxLDdLUuNQ0Vrh9xN+LKvfkADYL9r7jlmys7NVVlYWvF1ZWamSkhJTjymZGETS09M1YMCAkG3t27dX586dG20HnKQlvR9miGX4ZlhuFkM1gMdFey8wy5gxY7R48WJNmDBBHTt21Ny5cy3pNODqu4BCh2LM7v2IRXPDNxJDNYAfWPm+M2fOHJWUlGj8+PHKzMzUAw884O4ekUg2bNhg5eGAmEQairHyU0isGr4hrdy2h6EaAHGVkZGh5cuXh2ybMmWK6cflWjPwvWj1F1cN6eHYk3v4tOBAL4kfpvoB8BaGZuB7VheExUOksWO/TPUD4C0EEfhOeJGn1QVh8RI+dszMGgBuRBCBr0TrNbCyIMws0Xp2mF0DwMkIIvAVL/caMFwDwI0IIvAVN9aDtATDNQDchiACzwsfmnBjPUhrRQpeDNUAcBKCCDytqZoQP2AhNABOxzoi8LRoF5Dzk4ZrovB8AHAaggg8LdrCX37F8wHAaRiagaf5rSakOdGeD+pGANiFIAJPiXRC9VNNSCzCnw+m+AKwE0Mz8IzACXXWig908YJNXG8lRtSNAHj22WfVvXt31dfXh2y/7LLLdMMNN5h6bIIIPIMTautQNwJg0qRJOnTokNavXx/cVl5erjVr1mjy5MmmHpsgAs/ghNo6gbqRn00aGByW4Sq+gEOUl0jFy45/N1GnTp2Un5+vZcuWBbetXLlSJ510ki688EJTj02NCDyDwtTWa1g3Qs0I4BDlJdLCkdLRaunENOm2P0tZvU073OTJk3XTTTfp6aefVkpKipYuXaof/vCHSkw0t8+CHhF4SsM1M9A6DHEBDlH69vEQIh3/Xvq2qYebMGGCDMPQ66+/rt27d+utt94yfVhGokcELse00/jz+vV4ANfoOeJ4T0igR6TnCFMPl5qaqiuuuEJLly7Vzp071a9fPw0ePNjUY0oEEbgYQwjmYK0RwCGyeh8fjil9+3gIMXFYJmDy5MkaP368PvroI/3Lv/yL6ceTCCJwMa4sax7WGgEcIqu3JQEkYMyYMcrKytKOHTt03XXXWXJMgghciyEE6xD6AH9ITEzU3r17LT0mQQSuxSwZ6xD6AJiFIAJXY/l2axD6AJiFIALXoFjSXpHqRvh9AGgrgghcgWJJZ+H3ASBeWNAMrsAiW87C7wNonmEYdjfBVPF6fAQRuALXkXEWfh9AdElJx/82amtrbW6JuQKPL/B4W4uhGbgCxZLOwqJnQHQnnHCC0tLSdPDgQZ144ommX6vFDvX19Tp48KDS0tJ0wgltixIJhoP7jiorK5WZmamKigplZGTY3RwATaBuBPhObW2tSkpKVF9fb3dTTJOYmKjevXsrOTm50f+15PxNjwiAuGDRM+A7ycnJOu200zw9PJOcnByX3h6CCByLbn53YdEzIFRiYqJSU1PtbobjEUTgSHTzu0+kuhHCJIDmEETgSHTzu1PDRc8Ik0CoSME8fFss+3gNQQSORDe/+xEm4SfNBQhJjYJ5+LbnC87R1MVbm9wnsM1LYYUgAkdiuq77ESbhZS0NGYVjT4u4CGDDbauKv2h2n99/WKYFf/ik2bASqXfFqWGFIALH4oJ27kaYhFdEOqG3NGRIihjMG26bOOgU/aZ4b5P7hN9vpGMFtjXX2+KUcEIQAWCaSGHSCW98QDTNhY5AuG5pyMgf0E35A7o1eu2Hh/VI4b3hNkkhPSKRjjUsN6tRG6P1tjihjosgAsAyFLDCaZobYolU6xQ+7BhryJDU6PUeHtYjhffwbc2FlcC25npbnFLHRRCBI/Ap2R+c8sYHf2rNEEukWqdoPRfNBYh4iSWsRGpjc2HFrjougghsx6dk/6CAFXZp7RBLU6HD6e9TzfW2OKWOiyAC2/Ep2T9Y9AxWavjaassQixtCR2s54bERRGA7PiX7C4uewQzNDbs8X3BOq4dYYC6CCGznlO5BWI/eMMRDLMMue77+xrVDLF5HEIEj8GbgT/SGobVaOuwSCB+8zzgPQQSAbaL1hlE3gqa0ZdgFzkMQAWCr8E+p1I0gXHgwZdjFWwgisByfdtEU6kbQUKRgyrCLtxBEYCk+7aI51I2gufqPq4b0YNjFQwgisBSfdtEc6kb8LZb6D4lhFy8hiMBSfNpFLKgb8Y/W1n/AOwgisBSV7GgNetK8ifoPSFKimXe+cOFC5eXlKSMjQxkZGRoxYoR+//vfm3lIuEDPzmm6akgP3lgQs8DJSVLw5FR6qFort+1R6aFqm1uHWIX/zqIFzLWF5+tnkwbS8+UTpvaI9OjRQw899JBOO+00GYahJUuW6LLLLtNf/vIXnXXWWWYeGoCHhPekSY0v184Jy9li7f2QqP/wG1ODyIQJE0JuP/jgg1q4cKHeeecdggiAFml4clq5bQ9DNS7A7BfEwrIakbq6Oq1YsUJVVVUaMWJExH1qampUU1MTvF1ZWWlV8wC4CEXPzsfsF8TK9CCyfft2jRgxQt9++606dOigVatWqX///hH3LSoq0n333Wd2k2Axpl0i3pji6zzMfkFrJRiGYZh5gNraWpWWlqqiokIrV67UL37xC23cuDFiGInUI5KTk6OKigplZGSY2UyYhGmXsAqvNftEeu4l6nj8rLKyUpmZmTGdv03vEUlOTtapp54qSRoyZIi2bt2qxx57TIsWLWq0b0pKilJSUsxuEizEtEtYhdeataj/QLxYvo5IfX19SK8HvI2xfFgl0muNoRpzUP+BeDI1iMyZM0f5+fnq2bOnDh8+rGXLlmnDhg1au3atmYeFWcpLpNK3pZ4jpKzeMf0IC5jBKkzxNQ/1HzCTqUHkwIEDuv7661VWVqbMzEzl5eVp7dq1GjdunJmHRbw0DB6StHCkdLRaOjFNuu3PLQojvDHBCrFM8aWXpGVY/RRmMzWIPPfcc2bePcxUXhIaPEbPPv5v6fj30rePB5FW9JIAVog2VEMvSfOo/4CVuNYMjgsPFKVvhwYP6XggCQSTniMah5UW9JIAZos0LMhCaM2j/gNWI4ggcqDoOSI0eJx56fGvhmGleFmjXpJSoyufkuAY4SdLClobo/4DdiOIoHHvR+nb0qDrjgeS8GGXhj0eYWHli4yz9aMFK5RX9zctSuqv5won8aYFR6GgNTR4SI0fP/UfsBpBBI17PwLFqVm9mx5qyeodElb++uE+vZr4b0pLqlG1kaKNH52unudHXs4fsIufC1rDh10Kx55G/QdsRxDxq/CakEi9H7FoEFaGJW5UWsLxNWLSEmo0LHGHJIIInMvrBa3NDbtIov4DtiOI+FG0ItM2Fpp27n+B6je0U+Kxb1R/Qjt17n9BnBoMmCPWglZJju8hCA8dsUy7zR/QTfkDujn+scHbCCJ+FKkmJB6zXbJ6K/H2t6XSt5XIdF64RHMFrT06tovYQ2L38E1ztR4tmXZLAIGdCCJ+FK0mJB4i9ayw1ghcJLyXJNIJXYpc5GpWOGmutyNSrUe0yysw7AKnIYj4UVtqQlqKtUbgQuEn6/ATeqzhRGo8pBMpVDS1T6T7jaXWg8srwC0IIn4Vh5qQmJg1DARYJNoJvblw8vsPy7TgD580Cibhi4VNXby1yX1i6e2IVutB7wfcgCDiByYOjTTbFW3mMBBgkfATeizhRFLEXpOG21YVf9HsPuH321RvB6EDbkQQ8ToTh0ZimuZo5TAQYKHmwomkkB6RwLaGoWLioFP0m+K9Te5Dbwe8jiDidSYOjUQaJ4/4xmjVMBBgs/BwEKnXInxbLPsE7hvwIoKI15k4NBKtKh/AcZF6LSL1pDS3D+BlCYZhGHY3IprKykplZmaqoqJCGRkZdjfHveysEbG4PQAA+7Xk/E2PiB+YODTS4k9uTOcFADSQaHcDEGflJVLxsuPfnShSzQoAwLfoEfESN/Q2MJ0XANAAQcRL3LB4GNN5AQANEES8xOTehrhdR4PpvACA/0cQ8RITextiWrwMAIAWIoh4jUm9DTEvXgYAQAswawYxCSxeJonFywAAcUOPiNtZtDiY6ZcUZ5EzAPAlgoibWTxd17Rlp90w7RgAYAqGZtzMK4uDeeVxAABajCDiZoHpupK7FwfzyuMAALQYQzNu5pXFwbzyOAAALUYQcTuvLA7mlccBAGgRhmYQVemhaq3ctkelh6rtbgoAwKPoEUFErKQKALACPSJuUl4iFS87/t1kkVZSBQAg3ugRcQuL19oIrKQa6BFhJVUAgBkIIm4Raa0NN6+kGgtWWwUAzyOIuEVgrY1Aj4gFa22YtpJqLFhtFQB8gSDiFn5ba8PiHiAAgD0IIm7ip7U2bOgBAgBYjyACZ/JbDxAA+BRBBJKOrxtia2FqJH7qAQIAnyKIgMXLAAC2YUEzJ7NoATMWLwMA2IUeEaeycPoqi5cBAOxCEHEqC6evOmLxMgCALxFEnMri6au2Ll4GAPAtgohTMX21MZZ8BwDPIYg4GdNXv8OS7wDgScya8anSQ9VauW2PSg9V292U2ESqmQEAuB49Ij7kynVDWPIdADyJIOJDkdYNcXwQoWYGADyJIOIUFhZiunbdEGpmAMBzCCJOYHEhJuuGAACcwtRi1aKiIp1zzjlKT09Xly5ddPnll2vHjh1mHtKdbCjE7Nk5TVcN6UEIAQDYytQgsnHjRk2bNk3vvPOO1q1bp6NHj+r73/++qqqqzDys+wQKMSUKMQEAvpJgGIZh1cEOHjyoLl26aOPGjTr//POb3b+yslKZmZmqqKhQRkaGBS20EYt1AQA8oiXnb0trRCoqKiRJWVkuKY60EoWYAAAfsiyI1NfXq7CwUOeee64GDBgQcZ+amhrV1NQEb1dWVlrVPE8rPVRNYSoAwJEsCyLTpk3Thx9+qM2bN0fdp6ioSPfdd59VTfIFVy5eBgDwDUuWeJ8+fbp++9vfav369erRo0fU/ebMmaOKiorg1+7du61onj3KS6TiZce/myjS4mWeYtHzCAAwh6k9IoZh6I477tCqVau0YcMG9e7ddA1ESkqKUlJSzGySM1i4bohrFy+LBRfCAwDXMzWITJs2TcuWLdOrr76q9PR07du3T5KUmZmpdu3amXloZ4u0bohJJ1BPL15m4fMIADCHqUFk4cKFkqTRo0eHbH/++edVUFBg5qGdzeILuPXsnOatABLAhfAAwPVMH5pBBFzALT54HgHA9bjWjF1YNyQ+eB4BwNUsmTUD65QeqtbKbXtUeqja7qYAANAsekQ8hDVDAABuQ4+Ih3h+zRAAgOcQRKxg0aJbgTVDJHlvzRAAgCcxNGM2Cxfd8vSaIQAATyKImM3iRbc8u2YIAMCTGJoxW2DRLYlFtwAACEOPiNlYdMta5SU81wDgIgQRK5i46FbpoWpqQgK4CB4AuA5BxMVYNyQMF8EDANehRsTFWDckDPU4AOA69Ii4WGDdkECPiO/XDaEeBwBchyBiBosKJlk3JAIuggcArkIQiTeLCyZZNwQA4GbUiMRbpIJJAAAQEUEk3iiYBAAgZgzNxJuJBZOsGQIA8BqCiBlMKJhkzRAAgBcxNOMSrBkCAPAigohLBNYMkcSaIQAAz2BoxiVYMwQA4EUEkbay8GqvrBnSSlyRFwAciyDSFlzt1fn4HQGAo1Ej0hYmL15WeqhaK7ftUemh6rjer6+wwBwAOBo9Im0RWLws8Gk7jouXMV03Tkz8HQEA2o4g0hYmLl4WabouQaQVuCIvADgaQaStTLraa2C6bqBHhOm6bcAVeQHAsQgiDsV0XQCAHxBEHIzpugAAr2PWTEuUl0jFy45/BwAAbUaPSKxMXo+CK+sCAPyIIBKrSOtRxCmIMFUXAOBXDM3EKrAehRT39Si4si4AwK/oEYmVietRMFUXAOBXBJGWMGk9CqbqAgD8iiDiEEzVtRBX4wUAxyCI2IRZMjbharwA4CgEkaaY9MmZWTI2MnH2EwCg5Qgi0Zj4yZkL2tmIq/ECgKMQRKIx8ZMzs2RsxNV4AcBRCCLRmPjJmVkyNuNqvADgGASRaEz+5MwsGQAACCJNi9MnZ2bIAAAQGUHEZMyQAQAgOq41YzKuIwMAQHQEkYDyEql42fHvcRSYISOJGTIAAIRhaEYydc0QZsgAABAdQUQyfbVNZsgAABAZQzPSd2uGSHFZM6T0ULVWbtuj0kPVcWgcAADeRY+IFNc1Q5gl41JckRcAbGFqj8imTZs0YcIEde/eXQkJCVq9erWZh2ubrN7SoOvafBJilowLBWqEVt92/HucC5YBANGZGkSqqqo0cOBAPfXUU2YexlGYJeNCkWqEAACWMHVoJj8/X/n5+WYewnGYJeNCXJEXAGzj3xqRONUERFq+nVkyLsMVeQHANo4KIjU1NaqpqQnerqysNOdAcVo3hMJUD+GKvABgC0dN3y0qKlJmZmbwKycnx5wDxakmgMJUAADaxlFBZM6cOaqoqAh+7d6925wDxWndEApTAQBoG0cNzaSkpCglJcX8A7WyJiC8HoTCVAAA2sbUIHLkyBHt3LkzeLukpETFxcXKyspSz549zTx081pYExCtHoTCVAAAWs/UoZn33ntPZ599ts4++2xJ0syZM3X22Wdr7ty5Zh7WFNSDAAAQf6b2iIwePVqGYZh5CMsE6kECPSLUgwAA0HaOqhFxmvCaEOpBAACIL4JIFE3VhAAAgPhw1PRdJ6EmxOfKS6TiZVwADwBMRo9IFNSE+FicVt4FADSPIPL/WCMEQZFW3iWIAIApCCJijRCE4Wq8AGAZgogi14MQQHyMq/ECgGV8G0QaDsVQD4JGuBovAFjCl0Ek0lAM9SAAAFjPl0Ek0lDMVUN6EEAAALCYL9cRCQzFSGIoBgAAG/myR4SpuQAAOIMvg4gkpuYCQDyVlzSeaRa+LdI+8D3fBhEAQBs0DBVS49WIw7dd97K07OrGKxYTTnyPIAIAaJnwyyCMnt14NeLAvwPft78ceR8up+B7vixWBVqFC+HBr8Jf++GXQZCOB4nA954jvluhOLDte1c33ifS5RQiHQ+eRo8IEAsuhAc/aW7YJfwyCGdeevwrfIglfIXiSCsWh19OIdLfmsTwjYcRRIBYcCE8+EUswy6DroscKsL/JsJXKI50O/x+ipeFHu/vv5E2PMSHAA8jiACx4EJ48Itowy7hr/14XQYh/H7C/9YatqPhhwCKXD2DIALEggvhwavCT+ixDruYJfxvTQrtEYk2fMPfpGsRRIBYcSE8eE20E3oswy5mCv9ba274hqFSVyOIAIBfRat9clrobm74JtBLQo+lKxFEAMBPGp6w3Vr7FGn4hqEa1yKIAIBfRBqKcWvtU8NekmhDNfSSuAJBBAD8ItJQzKDr3H+SjjZUQy+JKxBEAMAv3DoU05xY1iOhoNWxCCIA4FXhQxNenoZOQatrEUQAwIuiDU04bUaMWShodQ0uegcAXhTtgnJ+ktX7uxoYng/HIogAbcFVQuFU4Ve/9Uo9SGtFez74G7YdQzNAa1GVDyfxUz1Ia0R6PvgbdgSCCNBaXJEXTuH3epBYhT8f/A07AkMzQGvR9Q2noP6hdfgbdgR6RIDWousbTuHV9UHMFm24hr9pSxFEgLag6xt2CT9hEopbp+HfMDUjtiCIAIDbNFUTgtajZsQW1IgAgNtQE2IOpvjagh4RAHAbakLMwRRfWxBEAMBtqAkxD1N8LUcQAQA3oibEGvQ+mY4gAgBOx5RS+0TrfeJ3EjcEEQBwMmoU7Bfe+8TvJK6YNQPEE9X1iDdmyDgPv5O4okcEiBc+JcEM1Cg4T6TfCUM1rUYQAeKF6nqYgRkyzhP+O5H4ENIGBBEgXvjkingJ/3TNDBnnafg7KV7Gh5A2IIgA8cInV8QDQ3zuE+1DCMM1MSGIAPHEJ1e0FUN87sOKrG1CEAEAJ2GIz51YkbXVCCIA4CQM8XkDgTJmBBEAcBqG+Nwv2nANAbMRgggA2ImTk3c1DJTUjERlycqqTz31lHJzc5Wamqrhw4dry5YtVhwWAJwtcHJafdvx76zI612sxhqV6UHkpZde0syZMzVv3jy9//77GjhwoC6++GIdOHDA7EMDgLNxcvKPQM2I1HiKr88vC5FgGIZh5gGGDx+uc845R08++aQkqb6+Xjk5Obrjjjs0e/bsJn+2srJSmZmZqqioUEZGhpnNBMxD1zuiobveX8LfCzz8+2/J+dvUGpHa2lpt27ZNc+bMCW5LTEzU2LFj9fbbjZN/TU2NampqgrcrKyvNbB5gPg+/0SAOmCHjL0zxjcjUoZkvv/xSdXV16tq1a8j2rl27at++fY32LyoqUmZmZvArJyfHzOYB5qPrHc3J6i0Nus6XJyDfizRc48OhGkfNmpkzZ45mzpwZvF1ZWUkYgbuxlgDCMVSHAC6eJ8nkIHLSSScpKSlJ+/fvD9m+f/9+nXzyyY32T0lJUUpKiplNAqxF1zsaYqgO4bh4nrlDM8nJyRoyZIjefPPN4Lb6+nq9+eabGjGCT4bwCbreEcBQHZri05k1pg/NzJw5U1OmTNHQoUM1bNgwLViwQFVVVZo6darZhwYAZ2GoDk3x6cXzTA8i11xzjQ4ePKi5c+dq3759GjRokNasWdOogBUAPI+hOjTHhzNrTF9HpC1YRwQA4GuRekQkx4dZx6wjAgAA2sAHM2ssudYMAPiSx4sMYZGGBe/RCp5d/FqjRwQAzOCDIkPYIFLBs8tfa/SIAFZz8ScXtABTdWGGwFDN5Qu/Cxwu7yWhRwSwkss/uaAFmKoLs4TPrHF5LwlBBLCSD6bi4f8xVRdWifRai7RKq+TI1yNBBLASn5L9JfyTK2CW5npJMnMc20NCEAGsxKdkAFYIf6+J1hvrgIswEkQAq/Ep2bsc8KYOBIW/1zi0joQgAgDx4JA3dSCiWOtICCIA4FIUIsPpYpltYwOCCADEg0Pe1IGYOaRmjSACAPHgkDd1oEUcULNGEAGAeHHAmzrgNizxDjiBS5ZiBoB4o0cEsBuzLdyJqbpAXBBEALsx28J9CI9A3DA0A9gtMNtCYraFW3BlXSBu6BEB7MZsC/dhqi4QNwQRwAmYbeEuhEcgbggiANAahEcgLqgRAQAAtiGIAEBzWOcFMA1DMwDQFKbqAqaiRwRwIj6BOwdTdQFT0SMCOA2fwJ2FqbqAqQgigNOw0qqzMFUXMBVBBHAaPoE7D1N1AdMQRACn4RM4AB8hiABOxCdwe3FlXcAyBBEAaIhiYcBSTN8FgIaYrgtYiiACAA0FioUlioUBCzA0AwANUSwMWIogArgFBZTWoVgYsAxBBHADCigBeBQ1IoAbUEBpHq7rA9iKHhHADVht1Rz0NAG2I4gAbkABpTm4rg9gO4II4BYUUMYfPU2A7QgiAPyLnibAdgQRAP5GTxNgK2bNAPAXZskAjkKPCOBWLHDWcsySARyHIAK4ESfU1mGWDOA4DM0AbsQCZ63DBe0Ax6FHBHAjpp22DrNkAMchiABuxAm19ZglAzgKQQRwK06oADyAGhEA3sVUXcDx6BEBvIQpvd9hZhHgCqb1iDz44IMaOXKk0tLS1LFjR7MOAyAgcOJdfdvx737vBWBmEeAKpgWR2tpaTZo0SbfddptZhwDQECfeUEzVBVzBtKGZ++67T5K0ePFisw4BoCGm9IZiZhHgCo6qEampqVFNTU3wdmVlpY2tAVyGE29jzCwCHM9Rs2aKioqUmZkZ/MrJybG7SYC7ZPWWBl3n35Mvs2QA12lREJk9e7YSEhKa/Pr4449b3Zg5c+aooqIi+LV79+5W3xcAn6FYF3ClFg3N/PjHP1ZBQUGT+/Tp06fVjUlJSVFKSkqrfx5ABH6Z0ssF7QBXalEQyc7OVnZ2tlltARBvflpLg2JdwJVMK1YtLS1VeXm5SktLVVdXp+LiYknSqaeeqg4dOph1WAAN+amXgGJdwJVMCyJz587VkiVLgrfPPvtsSdL69es1evRosw4LoCEv9xJEGnJilgzgOgmGYRh2NyKayspKZWZmqqKiQhkZGXY3B3AnL9aI+GnICXChlpy/HbWOCAATeLGXwE9DToDHOWodEQAW8MJaGyzfDngGPSKAn3hlSIPCVMAzCCKAn7h5SCO81sWLQ06ADxFEAD9x6ywar/TkAGiEIAL4iVuHNNzckwOgSQQRwG8iDWk4fYqvW3tyADSLIAL4nROHPSLVg7ixJwdAswgigN85bdgjWjCiOBXwJNYRAfzOaWtyRApGADyLHhHA7yINe9hZM0I9COArBBEAocMeVteMUA8C+BpBBEAoK2tGqAcBfI8aEQChotWMxOsaNQ3vh3oQwPfoEQEQKlrNSHjPhdT88En4sEv4/Vz3MvUggM8RRAA0Fj40Et5z8fffSBseajyk0jB4SI3DS/j9VOymHgTwOYIIgOaFz2SRIg+pNAweo2c33ifSjBjqQQBfI4gAaF74cI0U2iPSc0Tj3g4pcuigBwRAAwQRALEJ77mIFCgaBo8zLz3+Fb4PPSAAGiCIAGid8EARrbeD0AGgCQQRAPFDbweAFmIdEQAAYBuCCAAAsA1BBAAA2IYgAgAAbEMQAQAAtiGIAAAA2xBEAACAbQgiAADANgQRAABgG4IIAACwDUEEAADYhiACAABs4+iL3hmGIUmqrKy0uSUAACBWgfN24DzeFEcHkcOHD0uScnJybG4JAABoqcOHDyszM7PJfRKMWOKKTerr67V3716lp6crISEhrvddWVmpnJwc7d69WxkZGXG9b3yH59kaPM/W4Hm2Bs+zdcx6rg3D0OHDh9W9e3clJjZdBeLoHpHExET16NHD1GNkZGTwQrcAz7M1eJ6twfNsDZ5n65jxXDfXExJAsSoAALANQQQAANjGt0EkJSVF8+bNU0pKit1N8TSeZ2vwPFuD59kaPM/WccJz7ehiVQAA4G2+7REBAAD2I4gAAADbEEQAAIBtCCIAAMA2vgwiTz31lHJzc5Wamqrhw4dry5YtdjfJczZt2qQJEyaoe/fuSkhI0OrVq+1ukicVFRXpnHPOUXp6urp06aLLL79cO3bssLtZnrNw4ULl5eUFF30aMWKEfv/739vdLM976KGHlJCQoMLCQrub4inz589XQkJCyNcZZ5xhW3t8F0ReeuklzZw5U/PmzdP777+vgQMH6uKLL9aBAwfsbpqnVFVVaeDAgXrqqafsboqnbdy4UdOmTdM777yjdevW6ejRo/r+97+vqqoqu5vmKT169NBDDz2kbdu26b333tOYMWN02WWX6aOPPrK7aZ61detWLVq0SHl5eXY3xZPOOusslZWVBb82b95sW1t8N313+PDhOuecc/Tkk09KOn49m5ycHN1xxx2aPXu2za3zpoSEBK1atUqXX3653U3xvIMHD6pLly7auHGjzj//fLub42lZWVl65JFH9KMf/cjupnjOkSNHNHjwYD399NP6yU9+okGDBmnBggV2N8sz5s+fr9WrV6u4uNjupkjyWY9IbW2ttm3bprFjxwa3JSYmauzYsXr77bdtbBkQHxUVFZKOnyRhjrq6Oi1fvlxVVVUaMWKE3c3xpGnTpumSSy4Jea9GfH3yySfq3r27+vTpo8mTJ6u0tNS2tjj6onfx9uWXX6qurk5du3YN2d61a1d9/PHHNrUKiI/6+noVFhbq3HPP1YABA+xujuds375dI0aM0LfffqsOHTpo1apV6t+/v93N8pzly5fr/fff19atW+1uimcNHz5cixcvVr9+/VRWVqb77rtPo0aN0ocffqj09HTL2+OrIAJ42bRp0/Thhx/aOtbrZf369VNxcbEqKiq0cuVKTZkyRRs3biSMxNHu3bt15513at26dUpNTbW7OZ6Vn58f/HdeXp6GDx+uXr166eWXX7ZlqNFXQeSkk05SUlKS9u/fH7J9//79Ovnkk21qFdB206dP129/+1tt2rRJPXr0sLs5npScnKxTTz1VkjRkyBBt3bpVjz32mBYtWmRzy7xj27ZtOnDggAYPHhzcVldXp02bNunJJ59UTU2NkpKSbGyhN3Xs2FGnn366du7cacvxfVUjkpycrCFDhujNN98Mbquvr9ebb77JWC9cyTAMTZ8+XatWrdIf//hH9e7d2+4m+UZ9fb1qamrsboanXHTRRdq+fbuKi4uDX0OHDtXkyZNVXFxMCDHJkSNH9Omnn6pbt262HN9XPSKSNHPmTE2ZMkVDhw7VsGHDtGDBAlVVVWnq1Kl2N81Tjhw5EpKuS0pKVFxcrKysLPXs2dPGlnnLtGnTtGzZMr366qtKT0/Xvn37JEmZmZlq166dza3zjjlz5ig/P189e/bU4cOHtWzZMm3YsEFr1661u2mekp6e3qi+qX379urcuTN1T3E0a9YsTZgwQb169dLevXs1b948JSUl6dprr7WlPb4LItdcc40OHjyouXPnat++fRo0aJDWrFnTqIAVbfPee+/pwgsvDN6eOXOmJGnKlClavHixTa3ynoULF0qSRo8eHbL9+eefV0FBgfUN8qgDBw7o+uuvV1lZmTIzM5WXl6e1a9dq3LhxdjcNaLE9e/bo2muv1aFDh5Sdna3zzjtP77zzjrKzs21pj+/WEQEAAM7hqxoRAADgLAQRAABgG4IIAACwDUEEAADYhiACAABsQxABAAC2IYgAAADbEEQAAIBtCCIAbDF69GgVFhba3QwANiOIAAAA27DEOwDLFRQUaMmSJSHbSkpKlJuba0+DANiGIALAchUVFcrPz9eAAQN0//33S5Kys7O5zDvgQ767+i4A+2VmZio5OVlpaWk6+eST7W4OABtRIwIAAGxDEAEAALYhiACwRXJysurq6uxuBgCbEUQA2CI3N1fvvvuudu3apS+//FL19fV2NwmADQgiAGwxa9YsJSUlqX///srOzlZpaandTQJgA6bvAgAA29AjAgAAbEMQAQAAtiGIAAAA2xBEAACAbQgiAADANgQRAABgG4IIAACwDUEEAADYhiACAABsQxABAAC2IYgAAADbEEQAAIBt/g9OGUYK5zKS1wAAAABJRU5ErkJggg==", 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", "text/plain": [ "
" ] @@ -241,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -263,13 +253,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 85, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Preprocessing data\n", "Dataset is using device: cpu\n" ] } @@ -287,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 86, "metadata": {}, "outputs": [ { @@ -311,26 +302,6 @@ "plt.show()" ] }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([100, 2])" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dataset.data.shape" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -340,13 +311,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 87, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Preprocessing data\n", "Dataset is using device: cpu\n" ] }, @@ -356,7 +328,7 @@ "torch.Size([100, 2])" ] }, - "execution_count": 10, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -367,7 +339,7 @@ " subsampler=Subsample_random,\n", " subsampler_kwargs={\"number_of_samples\": 100},\n", " preprocess_kwargs={\n", - " \"noise_level\": 0.01,\n", + " \"noise_level\": 0, #0.01,\n", " \"normalize_coords\": True,\n", " \"normalize_data\": True,\n", " },\n", @@ -379,12 +351,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 88, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -412,7 +384,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -423,7 +395,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 90, "metadata": {}, "outputs": [ { @@ -441,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 91, "metadata": {}, "outputs": [ { @@ -468,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ @@ -479,7 +451,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -532,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -548,7 +520,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ @@ -564,7 +536,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -581,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -597,7 +569,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -606,7 +578,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 99, "metadata": {}, "outputs": [ { @@ -632,7 +604,7 @@ ")" ] }, - "execution_count": 22, + "execution_count": 99, "metadata": {}, "output_type": "execute_result" } @@ -650,7 +622,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -670,16 +642,16 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 101, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " 8275 MSE: 1.35e-01 Reg: 2.86e-03 L1: 2.00e+00 Algorithm converged. Writing model to disk.\n", - "CPU times: user 1min 45s, sys: 3.05 s, total: 1min 48s\n", - "Wall time: 1min 45s\n" + " 4225 MSE: 1.25e-01 Reg: 3.18e-03 L1: 2.00e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 53.9 s, sys: 1.49 s, total: 55.4 s\n", + "Wall time: 54 s\n" ] } ], @@ -708,7 +680,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 102, "metadata": {}, "outputs": [ { @@ -717,7 +689,7 @@ "[tensor([False, False, True, False]), tensor([False, False, True, False])]" ] }, - "execution_count": 25, + "execution_count": 102, "metadata": {}, "output_type": "execute_result" } @@ -728,23 +700,23 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[array([[0. ],\n", - " [0. ],\n", - " [0.93314254],\n", - " [0. ]], dtype=float32),\n", - " array([[ 0. ],\n", - " [ 0. ],\n", - " [-0.9918309],\n", - " [ 0. ]], dtype=float32)]" + "[array([[0. ],\n", + " [0. ],\n", + " [0.9869813],\n", + " [0. ]], dtype=float32),\n", + " array([[ 0. ],\n", + " [ 0. ],\n", + " [-0.97678405],\n", + " [ 0. ]], dtype=float32)]" ] }, - "execution_count": 26, + "execution_count": 103, "metadata": {}, "output_type": "execute_result" } @@ -762,7 +734,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 104, "metadata": {}, "outputs": [ { @@ -770,15 +742,15 @@ "text/plain": [ "[tensor([[0.0000],\n", " [0.0000],\n", - " [1.1281],\n", + " [2.1835],\n", " [0.0000]], grad_fn=),\n", " tensor([[ 0.0000],\n", " [ 0.0000],\n", - " [-3.8314],\n", + " [-4.4461],\n", " [ 0.0000]], grad_fn=)]" ] }, - "execution_count": 27, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" } diff --git a/examples/PDE_2D_Advection-Diffusion.ipynb b/examples/PDE_2D_Advection-Diffusion.ipynb index 55060128b..aa5ea5cc4 100644 --- a/examples/PDE_2D_Advection-Diffusion.ipynb +++ b/examples/PDE_2D_Advection-Diffusion.ipynb @@ -14,9 +14,20 @@ "# in this notebook we provide a simple example of the DeepMoD algorithm and apply it on the 2D advection-diffusion equation." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The supplementary material of the paper states that the data in advection-diffusion problem was generated from a PDE:\n", + "\n", + "$$\\frac{\\partial u}{\\partial t} = -0.25 \\frac{\\partial u}{\\partial x} -0.5 \\frac{\\partial u}{\\partial y} + 0.5\\frac{\\partial^2 u}{\\partial x^2} + 0.5\\frac{\\partial^2 u}{\\partial y^2} $$\n", + "\n", + "However, there could be a typo in the supplamentary material because if we look at the expression identified in the tensorflow and pytorch repos it actually does not have a minus sign" + ] + }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -68,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -83,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -92,7 +103,7 @@ "((51, 51, 61), (51, 51, 61), (51, 51, 61), (51, 51, 61))" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -103,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -152,7 +163,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -183,7 +194,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -192,6 +203,7 @@ "text": [ "The coodinates have shape torch.Size([51, 51, 61, 3])\n", "The data has shape torch.Size([51, 51, 61, 1])\n", + "Preprocessing data\n", "Dataset is using device: cuda\n" ] } @@ -212,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -221,7 +233,7 @@ "torch.Size([2500, 1])" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -230,32 +242,6 @@ "dataset.data.shape" ] }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([[-0.9205],\n", - " [-0.3823],\n", - " [-0.2357],\n", - " ...,\n", - " [-0.8003],\n", - " [-0.9242],\n", - " [-0.9877]], device='cuda:0')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dataset.data" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -265,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -274,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -301,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -318,7 +304,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -334,7 +327,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -351,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -367,7 +360,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -376,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -402,16 +395,16 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " 36475 MSE: 1.58e-05 Reg: 3.47e-05 L1: 1.86e+00 Algorithm converged. Writing model to disk.\n", - "CPU times: user 14min 55s, sys: 20.6 s, total: 15min 15s\n", - "Wall time: 14min 57s\n" + " 34550 MSE: 2.57e-05 Reg: 3.38e-05 L1: 1.86e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 14min 2s, sys: 19.3 s, total: 14min 21s\n", + "Wall time: 14min 4s\n" ] } ], @@ -430,18 +423,25 @@ ")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Legend: [$1, u_x, u_y, u_{xx}, u_{yy}, u_{xy}, u, u u_x, u u_y, u u_{xx}, u u_{yy}, u u_{xy}$]" + ] + }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[tensor([[0.0000],\n", - " [0.1501],\n", + " [0.1498],\n", " [0.3019],\n", - " [0.0589],\n", + " [0.0588],\n", " [0.0581],\n", " [0.0000],\n", " [0.0000],\n", @@ -452,7 +452,7 @@ " [0.0000]], device='cuda:0', grad_fn=)]" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -463,93 +463,7 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[tensor([False, True, True, True, True, False, False, False, False, False,\n", - " False, False], device='cuda:0')]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "model.sparsity_masks" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[array([[0. ],\n", - " [0.35759944],\n", - " [0.7230859 ],\n", - " [0.396786 ],\n", - " [0.37874103],\n", - " [0. ],\n", - " [0. ],\n", - " [0. ],\n", - " [0. ],\n", - " [0. ],\n", - " [0. ],\n", - " [0. ]], dtype=float32)]" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "model.estimator_coeffs()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 36475 MSE: 1.58e-05 Reg: 3.47e-05 L1: 1.86e+00 Algorithm converged. Writing model to disk.\n" - ] - } - ], - "source": [ - "train(\n", - " model,\n", - " train_dataloader,\n", - " test_dataloader,\n", - " optimizer,\n", - " sparsity_scheduler,\n", - " log_dir=\"runs/2DAD/\",\n", - " max_iterations=100000,\n", - " delta = 1e-5,\n", - " patience=200,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Sparsity masks provide the active and non-active terms in the PDE:" - ] - }, - { - "cell_type": "code", - "execution_count": 15, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -559,7 +473,7 @@ " False, False], device='cuda:0')]" ] }, - "execution_count": 15, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -568,26 +482,19 @@ "model.sparsity_masks" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "estimator_coeffs gives the magnitude of the active terms:" - ] - }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([[0. ],\n", - " [0.3575994 ],\n", - " [0.7230859 ],\n", - " [0.39678603],\n", - " [0.37874094],\n", + " [0.35692576],\n", + " [0.72313076],\n", + " [0.39699104],\n", + " [0.3792838 ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", @@ -597,7 +504,7 @@ " [0. ]], dtype=float32)]" ] }, - "execution_count": 16, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -605,13 +512,6 @@ "source": [ "model.estimator_coeffs()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/examples/PDE_Burgers.ipynb b/examples/PDE_Burgers.ipynb index ba8d3fdc1..bda2a0e9d 100644 --- a/examples/PDE_Burgers.ipynb +++ b/examples/PDE_Burgers.ipynb @@ -4,7 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Example Burgers' equation" + "# Example Burgers' equation\n", + "\n", + "$\\partial_t u=-u u_x+v u_{x x}$" ] }, { @@ -101,6 +103,7 @@ "name": "stdout", "output_type": "stream", "text": [ + "Preprocessing data\n", "Dataset is using device: cuda\n" ] } @@ -130,7 +133,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -289,9 +292,9 @@ "name": "stdout", "output_type": "stream", "text": [ - " 8000 MSE: 6.59e-06 Reg: 2.00e-05 L1: 1.51e+00 Algorithm converged. Writing model to disk.\n", - "CPU times: user 3min 38s, sys: 4.85 s, total: 3min 43s\n", - "Wall time: 3min 40s\n" + " 8225 MSE: 9.34e-05 Reg: 1.89e-05 L1: 1.51e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 3min 51s, sys: 5.59 s, total: 3min 57s\n", + "Wall time: 3min 53s\n" ] } ], @@ -320,7 +323,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -328,10 +331,10 @@ "text/plain": [ "[tensor([[ 0.0000],\n", " [ 0.0000],\n", - " [ 0.0960],\n", + " [ 0.0951],\n", " [ 0.0000],\n", " [ 0.0000],\n", - " [-1.0022],\n", + " [-1.0045],\n", " [ 0.0000],\n", " [ 0.0000],\n", " [ 0.0000],\n", @@ -340,7 +343,7 @@ " [ 0.0000]], device='cuda:0', grad_fn=)]" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -365,7 +368,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -373,10 +376,10 @@ "text/plain": [ "[array([[ 0. ],\n", " [ 0. ],\n", - " [ 0.56334776],\n", + " [ 0.56204647],\n", " [ 0. ],\n", " [ 0. ],\n", - " [-0.91891336],\n", + " [-0.92182046],\n", " [ 0. ],\n", " [ 0. ],\n", " [ 0. ],\n", @@ -385,7 +388,7 @@ " [ 0. ]], dtype=float32)]" ] }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } diff --git a/examples/PDE_KdV.ipynb b/examples/PDE_KdV.ipynb index 706c663cd..ea0c38ed3 100644 --- a/examples/PDE_KdV.ipynb +++ b/examples/PDE_KdV.ipynb @@ -4,7 +4,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Example Korteweg de Vries equation" + "# Example Korteweg de Vries equation\n", + "\n", + "The Korteweg de Vries equation is a nonlinear partial differential equation that describes the propagation of waves in shallow water. It is given by\n", + "\n", + "$u_t+6 u u_x+u_{x x x}=0$\n", + "\n", + "There seems to be a mistake in the supplementary of the manuscript. So the equation above is actually from Rudy et al. 2017." ] }, { diff --git a/src/deepymod/data/base.py b/src/deepymod/data/base.py index 207cc3b3a..b8b98e118 100644 --- a/src/deepymod/data/base.py +++ b/src/deepymod/data/base.py @@ -32,9 +32,9 @@ def __init__( """A dataset class that loads the data, preprocesses it and lastly applies subsampling to it Args: - load_function (func):Must return torch tensors in the format coordinates, data + load_function (func): Must return torch tensors in the format: (coordinates, data) shuffle (bool, optional): Shuffle the data. Defaults to True. - apply_normalize (func) + apply_normalize (func): if not None, apply this function to the data for normalization. Defaults to None. subsampler (Subsampler, optional): Add some subsampling function. Defaults to None. load_kwargs (dict, optional): kwargs to pass to the load_function. Defaults to {}. preprocess_kwargs (dict, optional): (optional) arguments to pass to the preprocess method. Defaults to { "random_state": 42, "noise_level": 0.0, "normalize_coords": False, "normalize_data": False, }. @@ -122,9 +122,9 @@ def preprocess( normalize_coords (bool): apply normalization to the coordinates normalize_data (bool): apply normalization to the data """ - + print("Preprocessing data") # add noise - y_processed = y + self.apply_noise(y, noise_level, random_state) + y_processed = self.apply_noise(y, noise_level, random_state) # normalize coordinates if normalize_coords: X_processed = self.apply_normalize(X) @@ -133,8 +133,7 @@ def preprocess( # normalize data if normalize_data: y_processed = self.apply_normalize(y_processed) - else: - y_processed = y + return X_processed, y_processed @staticmethod From 01b69b075cdd18b4441c9c96fa5c9ec677de9d97 Mon Sep 17 00:00:00 2001 From: georgemilosh Date: Mon, 23 Oct 2023 17:07:18 +0200 Subject: [PATCH 3/7] Dealing with normalization and history --- examples/ODE_Example_coupled_nonlin.ipynb | 429 +++++--- .../ODE_Example_coupled_nonlin_norm.ipynb | 941 ++++++++++++++++++ examples/PDE_2D_Advection-Diffusion.ipynb | 135 ++- examples/PDE_Burgers.ipynb | 97 +- examples/PDE_KdV.ipynb | 86 +- setup.cfg | 2 +- src/deepymod/model/library.py | 33 +- 7 files changed, 1515 insertions(+), 208 deletions(-) create mode 100644 examples/ODE_Example_coupled_nonlin_norm.ipynb diff --git a/examples/ODE_Example_coupled_nonlin.ipynb b/examples/ODE_Example_coupled_nonlin.ipynb index 4d12689f5..d826b968c 100644 --- a/examples/ODE_Example_coupled_nonlin.ipynb +++ b/examples/ODE_Example_coupled_nonlin.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -84,7 +84,7 @@ "" ] }, - "execution_count": 79, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -100,19 +100,25 @@ "source": [ "# Preparing the dataset\n", "Firstly we prepare the dataset. The set of ODEs we consider here are\n", - "$d[y, z]/dt = [z, -z+ 5 \\sin y]$" + "$d[y, z]/dt = [z, -z- 5 \\sin y]$" ] }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ + "def dU_dt_true(U):\n", + " \"\"\"\n", + " returns the right hand side of the differential equation\"\"\"\n", + " return [U[1], -1*U[1] - 5*np.sin(U[0])]\n", + "\n", + "\n", "def dU_dt_sin(U, t):\n", " \"\"\"\n", " returns the right hand side of the differential equation\"\"\"\n", - " return [U[1], -1*U[1] + 5*np.sin(U[0])]" + " return dU_dt_true(U)" ] }, { @@ -126,11 +132,11 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "def create_data(U0=np.array([.75, 1]), ts=np.linspace(0, 5, 100)):\n", + "def create_data(U0=np.array([2.5, 0.4]), ts=np.linspace(0, 8, 500)):\n", " \"\"\"\n", " Creates data which is the solution of the simple ODE system example.\n", " the output has torch.float32 format.\n", @@ -156,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -165,12 +171,22 @@ "text": [ "Preprocessing data\n", "Dataset is using device: cpu\n", - "Dataset: \n", - "Dataset[0]: (tensor([3.9899]), tensor([3.0279, 0.4414]))\n", - "Dataset shape: torch.Size([100, 2])\n", - "Dataset[0]: (tensor([3.9899]), tensor([3.0279, 0.4414]))\n", - "Dataset shape: torch.Size([100, 2])\n" + "Dataset: \n", + "Dataset[0]: (tensor([2.6774]), tensor([-0.5136, 1.1483]))\n", + "Dataset shape: torch.Size([500, 2])\n", + "Dataset[0]: (tensor([2.6774]), tensor([-0.5136, 1.1483]))\n", + "Dataset shape: torch.Size([500, 2])\n" ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -185,40 +201,14 @@ "print(f\"Dataset[0]: {dataset[0]}\")\n", "print(f\"Dataset shape: {dataset.get_data().shape}\")\n", "print(f\"Dataset[0]: {dataset[0]}\")\n", - "print(f\"Dataset shape: {dataset.get_data().shape}\")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the solution" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ + "print(f\"Dataset shape: {dataset.get_data().shape}\")\n", "fig, ax = plt.subplots()\n", "ax.scatter(dataset.get_coords().cpu(), dataset.get_data()[:, 0].cpu(), label=\"u\", s=3)\n", "ax.scatter(dataset.get_coords().cpu(), dataset.get_data()[:, 1].cpu(), label=\"v\", s=3)\n", "ax.set_xlabel(\"t\")\n", "ax.legend()\n", "ax.set_title(\"unsampled and unnormalized\")\n", - "plt.show()" + "plt.show()\n" ] }, { @@ -231,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -253,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -263,27 +253,10 @@ "Preprocessing data\n", "Dataset is using device: cpu\n" ] - } - ], - "source": [ - "dataset = Dataset(\n", - " create_data,\n", - " preprocess_kwargs={\"noise_level\": 0, \n", - " \"normalize_coords\": True,\n", - " \"normalize_data\": True,},\n", - " apply_normalize=custom_normalize,\n", - " device=device\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [ + }, { "data": { - "image/png": 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", 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", 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" ] @@ -293,6 +266,14 @@ } ], "source": [ + "dataset = Dataset(\n", + " create_data,\n", + " preprocess_kwargs={\"noise_level\": 0, \n", + " \"normalize_coords\": True,\n", + " \"normalize_data\": True,},\n", + " apply_normalize=custom_normalize,\n", + " device=device\n", + ")\n", "fig, ax = plt.subplots()\n", "ax.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", "ax.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", @@ -306,12 +287,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can now do the same, but also randomly subsample the data:" + "As we shall show in a separate notebook rescaling equation can be quite dangerous because if we inspect the rescaled PDE it no longer maintains the same basis:\n", + "\n", + "$y \\rightarrow \\beta y, \\quad z \\rightarrow \\gamma z, \\quad t \\rightarrow \\alpha t$\n", + "\n", + "leads to:\n", + "\n", + "$d[y, z]/dt = [z, -z- 5 \\sin y] \\rightarrow d[y,z]/dt = \\alpha [z \\gamma/\\beta, -z - \\sin(\\beta y)/\\gamma]$ " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Thus we take unnormalized but also randomly subsample the data applying small amound of noise:" ] }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -324,54 +318,35 @@ }, { "data": { + "image/png": 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", "text/plain": [ - "torch.Size([100, 2])" + "
" ] }, - "execution_count": 87, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ "dataset = Dataset(\n", " create_data,\n", " subsampler=Subsample_random,\n", - " subsampler_kwargs={\"number_of_samples\": 100},\n", + " subsampler_kwargs={\"number_of_samples\": 400},\n", " preprocess_kwargs={\n", - " \"noise_level\": 0, #0.01,\n", - " \"normalize_coords\": True,\n", - " \"normalize_data\": True,\n", + " \"noise_level\": 0.01,\n", + " \"normalize_coords\": False,\n", + " \"normalize_data\": False,\n", " },\n", " apply_normalize=custom_normalize,\n", " device=device\n", ")\n", - "dataset.data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ + "dataset.data.shape\n", "fig, ax = plt.subplots()\n", "ax.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", "ax.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", "ax.set_xlabel(\"t\")\n", "ax.legend()\n", - "ax.set_title(\"sampled and normalized\")\n", + "ax.set_title(\"sampled and unnormalized\")\n", "plt.show()" ] }, @@ -384,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -395,14 +370,14 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Batch 0 - Input shape: torch.Size([80, 1]), Target shape: torch.Size([80, 2])\n" + "Batch 0 - Input shape: torch.Size([320, 1]), Target shape: torch.Size([320, 2])\n" ] } ], @@ -413,14 +388,14 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Batch 0 - Input shape: torch.Size([20, 1]), Target shape: torch.Size([20, 2])\n" + "Batch 0 - Input shape: torch.Size([80, 1]), Target shape: torch.Size([80, 2])\n" ] } ], @@ -435,12 +410,12 @@ "source": [ "# Setup a custom library\n", "\n", - "In this notebook we show how the user can create a custom build library.The library function, $\\theta$, in this case contains $[1,u,v, sin(u)]$ to showcase that non-linear terms can easily be added to the library" + "In this notebook we show how the user can create a custom build library.The library function, $\\theta$, in this case contains $[1,u,v, cos(u), sin(u)]$ to showcase that non-linear terms can easily be added to the library" ] }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -451,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -478,7 +453,7 @@ " C = torch.ones_like(prediction[:, 0]).view(samples, -1) # constant of ones\n", " u = prediction[:, 0].view(samples, -1) # a term proportional to u\n", " v = prediction[:, 1].view(samples, -1) # a term proportional to v\n", - " theta = torch.cat((C, u, v, torch.sin(u)), dim=1) # a term porportional to sin(u)\n", + " theta = torch.cat((C, u, v, torch.cos(u), torch.sin(u)), dim=1) # a term porportional to sin(u)\n", " # Construct a list of time_derivatives\n", " time_deriv_list = []\n", " for output in torch.arange(prediction.shape[1]):\n", @@ -504,7 +479,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -520,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -536,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -553,7 +528,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -569,7 +544,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -578,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -604,7 +579,7 @@ ")" ] }, - "execution_count": 99, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -622,7 +597,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -642,29 +617,29 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " 4225 MSE: 1.25e-01 Reg: 3.18e-03 L1: 2.00e+00 Algorithm converged. Writing model to disk.\n", - "CPU times: user 53.9 s, sys: 1.49 s, total: 55.4 s\n", - "Wall time: 54 s\n" + " 3225 MSE: 2.13e-04 Reg: 1.51e-04 L1: 2.72e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 35.6 s, sys: 1.56 s, total: 37.2 s\n", + "Wall time: 35.9 s\n" ] } ], "source": [ "%%time\n", + "foldername = \"./data/deepymod/coupled_unnorm/\"\n", "train(\n", " model,\n", " train_dataloader,\n", " test_dataloader,\n", " optimizer,\n", " sparsity_scheduler,\n", - " # log_dir='runs/coupled/',\n", - " log_dir=\"./data/deepymod/coupled_new/\",\n", + " log_dir=foldername,\n", " max_iterations=100000,\n", " delta=1e-3,\n", " patience=100,\n", @@ -675,54 +650,102 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now that DeepMoD has converged, it has found the following coefficients to not be zero: " + "The developers have created a routine to deal with tensorboard logging. We can load the output to pandas!" ] }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 64, "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "[tensor([False, False, True, False]), tensor([False, False, True, False])]" + "
" ] }, - "execution_count": 102, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "model.sparsity_masks" + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-2, 2])\n", + "axs[2].set_ylim([-2, 2])\n", + "axs[3].set_ylim([-2, 2])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that DeepMoD has converged, it has found the following coefficients to not be zero: " ] }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[array([[0. ],\n", - " [0. ],\n", - " [0.9869813],\n", - " [0. ]], dtype=float32),\n", - " array([[ 0. ],\n", - " [ 0. ],\n", - " [-0.97678405],\n", - " [ 0. ]], dtype=float32)]" + "[tensor([False, False, True, False, False]),\n", + " tensor([False, False, True, False, True])]" ] }, - "execution_count": 103, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "model.estimator_coeffs()" + "model.sparsity_masks" ] }, { @@ -734,7 +757,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -742,15 +765,17 @@ "text/plain": [ "[tensor([[0.0000],\n", " [0.0000],\n", - " [2.1835],\n", + " [0.9994],\n", + " [0.0000],\n", " [0.0000]], grad_fn=),\n", " tensor([[ 0.0000],\n", " [ 0.0000],\n", - " [-4.4461],\n", - " [ 0.0000]], grad_fn=)]" + " [-1.0012],\n", + " [ 0.0000],\n", + " [-5.0025]], grad_fn=)]" ] }, - "execution_count": 104, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -759,12 +784,134 @@ "model.constraint_coeffs()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can reconstruct the equations from this:" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "u_t = ['0.99940*v']\n", + "v_t = ['-1.00124*v' '-5.00247*sin(u)']\n" + ] + } + ], + "source": [ + "library = ['1','u','v','cos(u)','sin(u)']\n", + "ders = ['u_t','v_t']\n", + "for sparse, coeff_vector, der in zip(model.sparsity_masks,model.constraint_coeffs(),ders):\n", + " expression = ''\n", + " coeffs = [\"%.5f\" % number for number in (coeff_vector.detach().cpu().numpy().squeeze())]\n", + " monomials = [str(a) + '*'+ str(b) for a, b in zip(coeffs, library)]\n", + " sparse_array = sparse.detach().cpu().numpy()\n", + " print(der,'=', np.extract(sparse_array, monomials))\n", + " #for sparse_element, coeff in zip(sparse.detach().cpu().numpy(),coeff_vector.detach().cpu().numpy()):\n", + " # expression += ' +'+str(coeff)+library[sparse_element]\n", + " #print(der,' =',expression, '\\t')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The output of the model is trained to reproduce the PDE output" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(dataset.coords, model(dataset.coords)[0][:,0].detach().cpu().numpy(), label='u_model')\n", + "plt.scatter(dataset.coords, model(dataset.coords)[0][:,1].detach().cpu().numpy(), label='v_model')\n", + "plt.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", + "plt.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def dU_dt_estimate(U):\n", + " TH = [1, U[0], U[1], np.cos(U[0]), np.sin(U[0])]\n", + " output = []\n", + " for sparse, coeff_vector, der in zip(model.sparsity_masks,model.constraint_coeffs(),ders):\n", + " coeffs = coeff_vector.detach().cpu().numpy().squeeze()\n", + " output.append(np.sum(sparse.detach().cpu().numpy()*coeffs*TH))\n", + " # Here U is a vector such that u=U[0] and v=U[1]. This function should return [u', v']\n", + " return output\n", + "\n", + "\n", + "deriv_eq_estimate = np.array(list(map(dU_dt_estimate, dataset.data.detach().cpu().numpy())))\n", + "deriv_eq_true = np.array(list(map(dU_dt_true, dataset.data.detach().cpu().numpy())))\n", + "\n", + "plt.scatter(dataset.coords, deriv_eq_estimate[:,0], label='u_dot via discovered eq')\n", + "plt.scatter(dataset.coords, deriv_eq_estimate[:,1], label='v_dot via discovered eq') \n", + "\n", + "plt.scatter(dataset.coords, model(dataset.coords)[1][0].detach().cpu().numpy(), label='u_dot via model autodiff', marker='x', s=25)\n", + "plt.scatter(dataset.coords, model(dataset.coords)[1][1].detach().cpu().numpy(), label='v_dot via model autodiff', marker='x', s=25)\n", + "\n", + "plt.scatter(dataset.coords, deriv_eq_true[:,0], label='u_dot true', marker='o', s=6)\n", + "plt.scatter(dataset.coords, deriv_eq_true[:,1], label='v_dot true', marker='o', s=6)\n", + "\n", + "\n", + "plt.legend() " + ] } ], "metadata": { diff --git a/examples/ODE_Example_coupled_nonlin_norm.ipynb b/examples/ODE_Example_coupled_nonlin_norm.ipynb new file mode 100644 index 000000000..25146317b --- /dev/null +++ b/examples/ODE_Example_coupled_nonlin_norm.ipynb @@ -0,0 +1,941 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example ODE with custom library\n", + "\n", + "In this notebook we provide a simple example of the DeepMoD algorithm by applying it on the a non-linear ODE, which we normalize prior to feeding the data to the algorithm. The notebook shows how this can lead to modification of the PDE so that it may escape the basis of the library of terms, which causes problems for identification.\n", + "\n", + "We start by importing the required DeepMoD functions:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cpu\n" + ] + } + ], + "source": [ + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "import matplotlib.pylab as plt\n", + "\n", + "# DeepMoD functions\n", + "\n", + "\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.sparse_estimators import Threshold, PDEFIND\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "\n", + "\n", + "import torch\n", + "from torch.autograd import grad\n", + "from itertools import combinations\n", + "from functools import reduce\n", + "from typing import Tuple\n", + "from deepymod.utils.types import TensorList\n", + "from deepymod import Library\n", + "\n", + "from scipy.integrate import odeint\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(40)\n", + "torch.manual_seed(0)\n", + "\n", + "# Configuring GPU or CPU\n", + "if False: #torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We check where the package is located" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import deepymod as dpm\n", + "dpm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Preparing the dataset\n", + "Firstly we prepare the dataset. The set of ODEs we consider here are\n", + "$d[y, z]/dt = [z, -z- 5 \\sin y]$" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def dU_dt_true(U):\n", + " \"\"\"\n", + " returns the right hand side of the differential equation\"\"\"\n", + " return [U[1], -1*U[1] - 5*np.sin(U[0])]\n", + "\n", + "\n", + "def dU_dt_sin(U, t):\n", + " \"\"\"\n", + " returns the right hand side of the differential equation\"\"\"\n", + " return dU_dt_true(U)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We then define a function that solves the ODE and then ensures that \n", + "both coordinates and data get a shape of n_samples x feature and\n", + "be returned as (coordinate, data)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def create_data(U0=np.array([2.5, 0.4]), ts=np.linspace(0, 8, 500)):\n", + " \"\"\"\n", + " Creates data which is the solution of the simple ODE system example.\n", + " the output has torch.float32 format.\n", + " \n", + " Args: \n", + " U0: Initial condition\n", + " ts: Time points to evaluate the ODE at.\n", + " \"\"\"\n", + " Y = torch.from_numpy(odeint(dU_dt_sin, U0, ts)).float()\n", + " T = torch.from_numpy(ts.reshape(-1, 1)).float()\n", + " return T, Y" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Unnormalized and unsampled preview\n", + "We can now plot the solutions of the equations without sampling\n", + "and normalization, to show how the dataset can preprocess the data\n", + "in these common use cases." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cpu\n", + "Dataset: \n", + "Dataset[0]: (tensor([2.6774]), tensor([-0.5136, 1.1483]))\n", + "Dataset shape: torch.Size([500, 2])\n", + "Dataset[0]: (tensor([2.6774]), tensor([-0.5136, 1.1483]))\n", + "Dataset shape: torch.Size([500, 2])\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# see deepymod.data.base.Dataset for definition of `Dataset` class.\n", + "dataset = Dataset(\n", + " create_data, #load_function -> see documentation\n", + " preprocess_kwargs={\"noise_level\": 0.1},\n", + " device=device,\n", + ")\n", + "\n", + "print(f\"Dataset: {dataset}\")\n", + "print(f\"Dataset[0]: {dataset[0]}\")\n", + "print(f\"Dataset shape: {dataset.get_data().shape}\")\n", + "print(f\"Dataset[0]: {dataset[0]}\")\n", + "print(f\"Dataset shape: {dataset.get_data().shape}\")\n", + "fig, ax = plt.subplots()\n", + "ax.scatter(dataset.get_coords().cpu(), dataset.get_data()[:, 0].cpu(), label=\"u\", s=3)\n", + "ax.scatter(dataset.get_coords().cpu(), dataset.get_data()[:, 1].cpu(), label=\"v\", s=3)\n", + "ax.set_xlabel(\"t\")\n", + "ax.legend()\n", + "ax.set_title(\"unsampled and unnormalized\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Firstly we can use standardization \n", + "We can add standardization to the coordinates and data by providing this to the preprocess function:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def custom_normalize(feature):\n", + " \"\"\"minmax all features by their absolute maximum\n", + " Args:\n", + " feature (torch.tensor): data to be minmax normalized\n", + " Returns:\n", + " (torch.tensor): minmaxed data\"\"\"\n", + " return (feature/feature.abs().max(axis=0).values)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now pass the function that loads the data to the DeePyMoD Dataset module, which loads the data, preprocesses it, subsamples it and then sends it to the right device." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cpu\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset = Dataset(\n", + " create_data,\n", + " preprocess_kwargs={\"noise_level\": 0, \n", + " \"normalize_coords\": True,\n", + " \"normalize_data\": True,},\n", + " apply_normalize=custom_normalize,\n", + " device=device\n", + ")\n", + "fig, ax = plt.subplots()\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", + "ax.set_xlabel(\"t\")\n", + "ax.legend()\n", + "ax.set_title(\"Unsampled and standardized\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can take normalized but also randomly subsample the data applying small amound of noise:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cpu\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset = Dataset(\n", + " create_data,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 400},\n", + " preprocess_kwargs={\n", + " \"noise_level\": 0.01,\n", + " \"normalize_coords\": True,\n", + " \"normalize_data\": True,\n", + " },\n", + " apply_normalize=custom_normalize,\n", + " device=device\n", + ")\n", + "dataset.data.shape\n", + "fig, ax = plt.subplots()\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", + "ax.set_xlabel(\"t\")\n", + "ax.legend()\n", + "ax.set_title(\"sampled and normalized\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we shall show here rescaling equation can be quite dangerous because if we inspect the rescaled PDE it no longer maintains the same basis:\n", + "\n", + "$y \\rightarrow \\beta y, \\quad z \\rightarrow \\gamma z, \\quad t \\rightarrow \\alpha t$\n", + "\n", + "leads to:\n", + "\n", + "$d[y, z]/dt = [z, -z- 5 \\sin y] \\rightarrow d[y,z]/dt = \\alpha [z \\gamma/\\beta, -z - \\sin(\\beta y)/\\gamma]$ " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we need to split our data into a train and test dataloaders for PyTorch" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + " # see deepymod.data.base.get_train_test_loader for definition of `get_train_test_loader` function.\n", + " # the shuffle is completely random mixing latter and earlier times\n", + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Batch 0 - Input shape: torch.Size([320, 1]), Target shape: torch.Size([320, 2])\n" + ] + } + ], + "source": [ + "for batch_idx, (input, target) in enumerate(train_dataloader):\n", + " print(f\"Batch {batch_idx} - Input shape: {input.shape}, Target shape: {target.shape}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Batch 0 - Input shape: torch.Size([80, 1]), Target shape: torch.Size([80, 2])\n" + ] + } + ], + "source": [ + "for batch_idx, (input, target) in enumerate(test_dataloader):\n", + " print(f\"Batch {batch_idx} - Input shape: {input.shape}, Target shape: {target.shape}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Setup a custom library\n", + "\n", + "In this notebook we show how the user can create a custom build library.The library function, $\\theta$, in this case contains $[1,u,v, cos(u), sin(u)]$ to showcase that non-linear terms can easily be added to the library" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from torch.autograd import grad\n", + "from itertools import combinations, product\n", + "from functools import reduce" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "class Library_nonlinear(Library): # see: deepymod.model.deepmod.Library\n", + " \"\"\"[summary]\n", + "\n", + " Args:\n", + " Library ([type]): [description]\n", + " \"\"\"\n", + "\n", + " def __init__(self) -> None:\n", + " super().__init__()\n", + "\n", + " def library(\n", + " self, input: Tuple[torch.Tensor, torch.Tensor]\n", + " ) -> Tuple[TensorList, TensorList]:\n", + "\n", + " prediction, data = input\n", + " samples = prediction.shape[0]\n", + " poly_list = []\n", + " deriv_list = []\n", + " time_deriv_list = []\n", + " # Construct the theta matrix\n", + " C = torch.ones_like(prediction[:, 0]).view(samples, -1) # constant of ones\n", + " u = prediction[:, 0].view(samples, -1) # a term proportional to u\n", + " v = prediction[:, 1].view(samples, -1) # a term proportional to v\n", + " theta = torch.cat((C, u, v, torch.cos(u), torch.sin(u)), dim=1) # a term porportional to sin(u)\n", + " # Construct a list of time_derivatives\n", + " time_deriv_list = []\n", + " for output in torch.arange(prediction.shape[1]):\n", + " dy = grad(\n", + " prediction[:, output],\n", + " data,\n", + " grad_outputs=torch.ones_like(prediction[:, output]),\n", + " create_graph=True,\n", + " )[0]\n", + " time_deriv = dy[:, 0:1]\n", + " time_deriv_list.append(time_deriv)\n", + " return time_deriv_list, [theta, theta]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Configuring DeepMoD\n", + "\n", + "Configuration of the function approximator: Here the first argument is the number of input and the last argument the number of output layers." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(1, [30, 30, 30, 30], 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the library function: We select the custom build library we created earlier" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library_nonlinear()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator and sparsity scheduler used. In this case we use the most basic threshold-based Lasso estimator and a scheduler that asseses the validation loss after a given patience. If that value is smaller than 1e-5, the algorithm is converged." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.5)\n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=200, delta=1e-5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we instantiate the model and select the optimizer" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint)# .to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DeepMoD(\n", + " (func_approx): NN(\n", + " (network): Sequential(\n", + " (0): Linear(in_features=1, out_features=30, bias=True)\n", + " (1): Tanh()\n", + " (2): Linear(in_features=30, out_features=30, bias=True)\n", + " (3): Tanh()\n", + " (4): Linear(in_features=30, out_features=30, bias=True)\n", + " (5): Tanh()\n", + " (6): Linear(in_features=30, out_features=30, bias=True)\n", + " (7): Tanh()\n", + " (8): Linear(in_features=30, out_features=2, bias=True)\n", + " )\n", + " )\n", + " (library): Library_nonlinear()\n", + " (sparse_estimator): Threshold()\n", + " (constraint): LeastSquares()\n", + ")" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Defining optimizer" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "optimizer = torch.optim.Adam(\n", + " model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=5e-3\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run DeepMoD\n", + "\n", + "We can now run DeepMoD using all the options we have set and the training data. We need to slightly preprocess the input data for the derivatives:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 58525 MSE: 5.91e-05 Reg: 2.63e-05 L1: 2.06e+01 Algorithm converged. Writing model to disk.\n", + "CPU times: user 14min 52s, sys: 23.7 s, total: 15min 16s\n", + "Wall time: 14min 52s\n" + ] + } + ], + "source": [ + "foldername = \"./data/deepymod/coupled_new_norm/\"\n", + "%%time\n", + "train(\n", + " model,\n", + " train_dataloader,\n", + " test_dataloader,\n", + " optimizer,\n", + " sparsity_scheduler,\n", + " # log_dir='runs/coupled/',\n", + " log_dir=foldername,\n", + " max_iterations=100000,\n", + " delta=1e-3,\n", + " patience=100,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-2, 2])\n", + "axs[2].set_ylim([-2, 2])\n", + "axs[3].set_ylim([-2, 2])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that DeepMoD has converged, it has found the following coefficients to not be zero: " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([False, False, True, False, False]),\n", + " tensor([True, True, True, True, True])]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.sparsity_masks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And it found the following coefficients." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[0.0000],\n", + " [0.0000],\n", + " [9.1334],\n", + " [0.0000],\n", + " [0.0000]], grad_fn=),\n", + " tensor([[ 4.1196],\n", + " [ 125.4688],\n", + " [ -8.0141],\n", + " [ -4.1621],\n", + " [-159.5190]], grad_fn=)]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can reconstruct the equations from this:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "u_t = ['9.13341*v']\n", + "v_t = ['4.11963*1' '125.46882*u' '-8.01412*v' '-4.16214*cos(u)'\n", + " '-159.51898*sin(u)']\n" + ] + } + ], + "source": [ + "library = ['1','u','v','cos(u)','sin(u)']\n", + "ders = ['u_t','v_t']\n", + "for sparse, coeff_vector, der in zip(model.sparsity_masks,model.constraint_coeffs(),ders):\n", + " expression = ''\n", + " coeffs = [\"%.5f\" % number for number in (coeff_vector.detach().cpu().numpy().squeeze())]\n", + " monomials = [str(a) + '*'+ str(b) for a, b in zip(coeffs, library)]\n", + " sparse_array = sparse.detach().cpu().numpy()\n", + " print(der,'=', np.extract(sparse_array, monomials))\n", + " #for sparse_element, coeff in zip(sparse.detach().cpu().numpy(),coeff_vector.detach().cpu().numpy()):\n", + " # expression += ' +'+str(coeff)+library[sparse_element]\n", + " #print(der,' =',expression, '\\t')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The output of the model is trained to reproduce the PDE output" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(dataset.coords, model(dataset.coords)[0][:,0].detach().cpu().numpy(), label='u_model')\n", + "plt.scatter(dataset.coords, model(dataset.coords)[0][:,1].detach().cpu().numpy(), label='v_model')\n", + "plt.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", + "plt.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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XX838+fM1i4rVauXbb79l3759dO/eneeee47p06dXec7aQFLKLng2MnJycrDZbGRnZxMUFFTfwxHUEo6Zz5A+5xtVYBRKKB69SPGPyKfA4YNcVLLf6OfGYPbgOuOr62vyd4MC7nwTQW3ctPj2N5G19iKioKCAo0eP0rp16/MuOw9qiPK/vk3UOdY2t/kxZUgcgy9rXhNDFQgaHMeOHaN169bs2rWrWiUQqvq8Vff+LZxpBY0CT5ERk6U40qeMtpYUwjufwWyRObkviJxj/pgsqk/K8U3lze+KGzxF3iWgJBP+wrlWcB4Mvqw518ZFisy0AkEtI4SKoMHjWLSIU/OWYvSTdKHGGorE8U0htLomgxZXZuEfXoSvrYjUzSElwqbUMZ6iUktAFjeexDVqyLKwqgjOEaNBIr5NaH0PA1BDYR988MEK22JiYjhw4EAdj0ggqBmEUBE0eKwR+ZgD3JWEIqv+KO48E9mFvQgL2Iq9TZ43hX6JSJFMMoq7tEuWpPq7SHBqpx9GYVURNHKGDh1aLsy0GFGUT1BTtGrVqlyIfG0jhIqgYSN7cC74F1HxWaT8EqrzQQEw+qlhkp4CE8Z+Y+GvFMhJxd4mj7xTPuoykL8bxQMet953XPEY8BQaVKvKwZ+FVUXQqAkMDCQwMLC+hyEQ1Dgi6kfQoHG8+gDpG31UX5OyvimoAkUyQPi9t2K//R8weDpq7IVEiyuzCO+SDQolET+lkN0GjL4e1aqyw4xjbt17swsEAoGgaoRQETRcZA/WwjVauny5sIwBUFIw+qptxtw/1H1xQ+H2TyBIjbow+iq484sdcKVyYsdTaMCdZ1KtKn9UnShKIBAIBHWPECqChkvyJpzHCmjWPasCa4rX98QI4V2ysQdsK6nhEzcUJuyHMd9hf/odgrpHaI6zklEucx4Jyey1qnybiOOrL+tgYgKBQCCoLkKoCBosjvnvk749mPTt9vKRPkgYfTyqNcVXgbwMtR5QMQYjtO4PnW+jxcKfCO9RABIobmM50aO4VauKOcCN1SQiIwQCgaAhIYSKoGEie7Aq2zAHuPEUGinrX4KkEHmFg8heWdjbqNVPcZ6o+FwGI8Z2V2pLPEbfMnVKFAmDj4eYgRmYj3wiqisLBAJBA0IIFUHDJHkTZkMGUfGZJf4lxXhDjk/uCsYaWapCrTWi3GmKsd/9iOpYK3kjhPzcunbJ4BVC+Q74pe5rWQgE9cHUqVOrlV20NpAkia+//rpGz3ns2DEkSWL37t0ArFu3DkmSqqz/01SZP38+wcHB9T2MGkEIFUHDxGsdKcz2Kbfs06JPppZXxZnuB0gQ1AJi+lR+vpg+GAP9NKuKVOad7ykwkZ1swZVrwPHRTFEDSCCogLJC4EJIS0vjhhtuuPBBVUGfPn1IS0vDZrPV6nUEtYsQKoKGidc6Yo0sKLdUc3K3jaj4TP2yz+DXqs6BYjBiH/WgZlVx56kRREY/NyaLen7H7wEcWx1G+vZgHDMniSUgwdmRPXB0PexbrP4v3jPVJjIyUldZuDbw8fEhMjISSWqcZQ08Hg+yXDYA4OJDCBVBg8SxPZW8/CiS14ThKTRiDnDTou9pjL4eXLkmUjeHqMs+gVFqOHLc0LOf9KqJGAP9VauKv1sNSS5Q86uYLKpjrjvf61RrS9c75woEZUlcDjMvgwU3w5Kx6v8zL6s1a9wHH3xAVFRUuRvXsGHDuPfee6t1jtdee42IiAgCAwMZO3YsBQUFunZZlnnxxRdp2bIlvr6+dOvWjVWrVmntxVV1u3fvjiRJDBgwoNw1ZFmmZcuWzJ49W7d/165dGAwGkpOTgfJLP5MmTaJ9+/b4+/tz6aWXMnnyZFwuV5Xz2bZtG927d8fPz4+ePXuya9cuXXvZpZ/k5GSGDBmC3W4nICCATp06sXLlSq3/gQMHuPnmmwkKCiIwMJD+/fuTlJRUreemT58+TJo0SXf9U6dOYTab+eWXXwAoLCxk4sSJtGjRgoCAAHr37s26deu0/sXLNcuXLycuLg5fX1/+/PPPsx5XfOwll1yCv78/f//73zl9+nSVzx1ASkoKt99+O8HBwYSEhDBs2DCOHTumtXs8Hp544gmCg4MJDQ3l6aefZsyYMdxyyy1nPXdNIoSKoMHhWLSI9Bem8tcaNQ2+OcBNVHwmJ3fb8BQaNbHitN0Kj++vnkgB1ary5JtE9sqi1TUZ2NvlqoUO802481VrjMniJrhNLuYAuXLnXIEgcTl8NRpyUvX7c9LU/bUgVkaMGMHp06dZu3atti8zM5NVq1aRkJBw1uO/+uorpk6dyquvvsqvv/5K8+bNef/993V9Zs2axRtvvMGMGTPYu3cv119/PUOHDuXIkSOAKgwAVq9eTVpaGkuXLi13HYPBwJ133slnn32m279w4UL69u1LTExMheMLDAxk/vz5JCYmMmvWLD788EPeeuutSufjdDq5+eabiYuLY8eOHUydOpWJEydW+Rz885//pLCwkF9++YV9+/Yxffp0rFYrAMePH+eqq67C19eXNWvWsGPHDu69917cbne1npuEhAS++OILXXr5L7/8kqioKPr37w/Ao48+yubNm/niiy/Yu3cvI0aMYPDgwdo5APLy8pg+fTr/+c9/OHDgAM2aNTvrcVu3bmXs2LE8+uij7N69m7/97W+8/PLLVT4XLpeL66+/nsDAQNavX8/GjRuxWq0MHjyYoqIiAN544w3mz5/PvHnz2LBhA5mZmSxbtqzK89YKSiMnOztbAZTs7Oz6HoqghihKTVWOXNVHSYztoBzq3E7JHhuuHOnRVkmM7aAc6dFWyX26g5I587nzv8Da15TMuyKVxNgOyuFu7ZTE2A7ao3g7865IRfnjl5qblKDBkJ+fryQmJir5+fnndwKPW1He6KAoU4IqedgU5Y2Oar8aZtiwYcq9996rbc+dO1eJiopSPB7PWY+Nj49XHnnkEd2+3r17K127dtW2o6KilFdeeUXXp1evXtpxR48eVQBl165dVV5r165diiRJSnJysqIoiuLxeJQWLVoos2fP1voAyrJlyyo9x7///W/l8ssvr7R97ty5SmhoqO51nD17tm58a9euVQDF4XAoiqIonTt3VqZOnVrh+Z599lmldevWSlFRUYXtZ3tuTp48qZhMJuWXX0q+N+Lj45VJkyYpiqIoycnJitFoVI4fP647xzXXXKM8++yziqIoyscff6wAyu7du7X26hx35513KjfeeKOu/R//+Idis9kqnIuiKMqnn36qxMbGKrIsa/sKCwsVi8Wi/PDDD4qiKErz5s2V119/XWt3uVxKy5YtlWHDhlV63rJU9Xmr7v1bWFQEDQ6zYzsxVySqoclFRo5vCNUsKzEDM/AfNQ37+Kp/LVRJv8exRhZi8ndrlpRi3PlGTBYPnkIDRFdc4E1wkZO8qbwlRYcCOcdrZekwISGBJUuWUFhYCKhWijvuuAOD4exf5QcPHixXtDA+Pl77Oycnh9TUVPr27avr07dvXw4ePHhO4+zWrRsdO3bUrCo///wzJ0+eZMSIEZUe8+WXX9K3b18iIyOxWq08//zz/Pnnn1XOp0uXLvj5+VU4n4oYN24cL7/8Mn379mXKlCns3btXa9u9ezf9+/evsIBjdZ6b8PBwrrvuOhYuXAjA0aNH2bx5s2bt2rdvHx6Ph/bt22O1WrXHzz//rC0vgepX06VLF227Osed7bWtiD179vD7778TGBionTMkJISCggKSkpLIzs4mLS1Nd16TyUTPnj2rPG9tIISKoGEhe3C88TgAUfEOXVPgJfmYAxT43/9dmNNiylZAQXZV7GDnzjdwam8QjtcePv9rCJou1V0SrIWlwyFDhqAoCitWrCAlJYX169dXa9mnPkhISNCEymeffcbgwYMJDQ2tsG/xDf3GG2/ku+++Y9euXTz33HPaEkRNcd999/HHH38watQo9u3bR8+ePXnnnXcAsFgsF3z+hIQEFi9ejMvl4rPPPqNz58507twZUJeqjEYjO3bsYPfu3drj4MGDzJo1SzuHxWLROf9W97hzxel0cvnll+vOuXv3bg4fPszIkSPP/0moBYRQETQoiosQHvspjOMb7bq2zIOBZCT6X/ivVecJnOl+yK4KEsmh5mwx+nqwZi8VYcqC8lSRr+e8+p0Dfn5+3HrrrSxcuJDPP/+c2NhYevToUa1jO3bsyNatW3X7tmzZov0dFBREVFQUGzdu1PXZuHEjcXFxgPprH1Qny7MxcuRI9u/fz44dO1i8eHGVgmrTpk3ExMTw3HPP0bNnT9q1a6c53VY1n7179+ocgkvPpzKio6N56KGHWLp0KU8++SQffvghAF26dGH9+vUVOvBW57kB1bG5oKCAVatW8dlnn+nm3L17dzweDydPnqRt27a6R2RkZKXjrc5xZ3ttK6JHjx4cOXKEZs2alTuvzWbDZrPRvHlz3Xndbjc7dtR9TTQhVAQNB28RQpO/W4vAKR0+DOA4EoAr13Bhv1atEdjb5BHeJRuTpXztH4OPh5b9T6s5WlY9I0JOBXpi+kBQFLokhDqqkdfnAkhISGDFihXMmzfvnKwp48ePZ968eXz88cccPnyYKVOmcOCAvmTEU089xfTp0/nyyy85dOgQzzzzDLt372b8+PEANGvWDIvFwqpVqzhx4gTZ2dmVXq9Vq1b06dOHsWPH4vF4GDq0cqf3du3a8eeff/LFF1+QlJTE22+/fVanzZEjRyJJEvfffz+JiYmsXLmSGTOqTtY4YcIEfvjhB44ePcrOnTtZu3YtHTt2BFRH15ycHO644w5+/fVXjhw5wqeffsqhQ4eq9dwABAQEcMsttzB58mQOHjzInXfeqbW1b9+ehIQERo8ezdKlSzl69Cjbtm1j2rRprFixotIxV+e4cePGsWrVKmbMmMGRI0d49913dRFJFZGQkEBYWBjDhg1j/fr1HD16lHXr1jFu3Dj++usvQH3PvPbaa3z99df89ttvPPLII/WTPK/aHjENFOFM24T44xdFmRKknBrRXOfgmhjbQTncva1yuFvbmnF09biVon910Bx0yz4OdWmnHO5eQ9cSNDgu2JlWURTlwDeq0+wUW3lH2ik2tb2W8Hg8SvPmzRVASUpKOqdjX3nlFSUsLEyxWq3KmDFjlKefflrnTOvxeJSpU6cqLVq0UMxms9K1a1fl+++/153jww8/VKKjoxWDwaBcffXVVV7v/fffVwBl9OjR5doo40z71FNPKaGhoYrValX+8Y9/KG+99VaVzqCKoiibN29Wunbtqvj4+CjdunVTlixZUqUz7aOPPqq0adNG8fX1VcLDw5VRo0YpGRkZ2vn27NmjXHfddYq/v78SGBio9O/fX3uOq/PcKIqirFy5UgGUq666qlxbUVGR8sILLyitWrVSzGaz0rx5c+Xvf/+7snfvXkVRVGfaiuZ8tuMURVE++ugjpWXLlorFYlGGDBmizJgx46zPX1pamjJ69GglLCxM8fX1VS699FLl/vvv1+6nLpdLGT9+vBIUFKQEBwcrTzzxhDJ69Og6d6aVFEUpa/tuVOTk5GCz2cjOziYoKKi+hyO4EPYtxvH6Y1gjC8g8EkDmb4FaU0iHM4S0y8WZ7of9Ml94KqnqBG9nwfHyWNL/uwmjn7eWULmih2jOu+bRH0Ln2877WoKGRUFBAUePHqV169Y6R8xzJnE5rJqkd6wNaqEmH6xuyLxA0Mi4++67ycrKqnb5g6o+b9W9f5suZMACQU3i+OZ70rcHY7K4y1nVM38LxOgjExaXC70nXJBIAbAPuwHP3u9xHAnwipTy9YSadc9ShVEt+BoImgBxQ6HDTaq/lPOE6pMS0+eC35sCgUCPECqChoHswerZqGaIzVffliaLB0VRvNlj1RT3tlhfzFdVndSpWlgjMPoqqh+MjwdPUZmbiyKRvt2uWlu2p2JvfeGXFDRBDEZo3b++RwFAp06dKnVAnTt3boONDhIIzoYQKoKGQfImzEoa9nYBnNqrFhArnS22uD6P0/cq7DXxizWmD/buwUAWRl83xzeGlln+UbTU/VZlG/CPC7+mQFCLrFy5stKU8xERwiooqBnmz59f59cUQkXQMHCewJHkjy0mH4/LQObBEv+UoFb5hLT1+qcMq6FqqwYjDJ6ONW0MyWvCKlj+kUqWf777DHun/nDZLTVzbYGgFqgsNb1A0NgRQkXQIHBsOKz6p/i7y6U2yTwYiNHs9U+pSX+RuKE4bbfiyt2E0dejLvOURpFI32ZXl4Xeegr7h0OE/4FAIBDUMSKPiqBBYB06GlOAXHX+FENUjeemsA+7gcheWUT2coBUPvmbp8i7/BOSIaopCwQCQT0ghIqgQWA+MBd7mzPatqdArWhs8ndrFY6dtuE1b9GwRmCNLODkrmB1+UcnVtTtqPhMtZryoZWVnUUgEAgEtUStCpVffvmFIUOGEBUVhSRJ5eKuFUXhhRdeoHnz5lgsFgYNGqQrdy24SNj/NWx6m7C4XEI6nNE1tejjoNWgDCL7urA/9q+av3ZMH5yZYVrRwxZ9M/XtikRhtpo2nC3vi5T6AoFAUMfUqlDJzc2la9euvPfeexW2v/7667z99tvMmTOHrVu3EhAQwPXXX6+r3SBo4sgeWPkEjiR/8jJMnEnRFwb7a30IAPboU7Wz9GIwYn/i30T2yiIqPpOTu2y6ZqOPB2tkqfejSKkvEAgEdUqtCpUbbriBl19+mb///e/l2hRFYebMmTz//PMMGzaMLl268Mknn5CamlrtjHeCJkDyJhz78knfHkzyT+GlLBunQVJDhI/+L/zC6/tURadbsN48ktTNIbhyTRh9PbToexpzgBtPkZHkNWHkZZhwJNVAQUSBoIFRkbW7Lpg6dSrdunWr8+ueL3fffTe33HJLtfuvW7cOSZLqpzbOeVJ2jgMGDGDChAnadl5eHsOHDycoKEibW0X7app681E5evQo6enpDBo0SNtns9no3bs3mzdvrvS4wsJCcnJydA9BI8Z5AmtkAUYfj+Yj0qx7Nid327RtT6FRLRBYixlinYYrNZHiKTRycrfN65vixpVr4q9fQknfHqyKldoSTAJBI+Bcb9iVMXHiRH766acLH9BFTk29HhWxdOlSXnrpJW17wYIFrF+/nk2bNpGWlobNZqtwX01Tb0IlPT0dKJ+IKCIiQmuriGnTpmklqG02G9HR0bU6TkEtY43AHCDT+vpTmlg5viFUs6zEXHOKyF5Z2Dv711o1WgD7iBFEjh9Fy/6nNXGSujmEZt2ztcy15gC3ugwkUuoLBBeM1WolNDS0vochqIKQkBACA0tyWiUlJdGxY0cuu+wyIiMjkSSpwn01TaOL+nn22WfJzs7WHikpKfU9JMGFENMHgqIwB8i0vErvyBoV78A/zI29TR7c9Eat5zCxPzgJ/0ubETOwRKwc3xCqiZSYgRmYw4JrVTAJGg9LDi8hPVf/oyo9N50lh5fU2jVbtWrFzJkzdfu6devG1KlTq3X8kSNHuOqqq/Dz8yMuLo4ff/yxXJ99+/YxcOBALBYLoaGhPPDAAzidTkBdrlmwYAHffPMNkiQhSRLr1q0rd44PPviAqKgoZFnW7R82bBj33nuvdq7SSz/bt2/n2muvJSwsDJvNxtVXX83OnTurnE+xNeHVV18lIiKC4OBgXnzxRdxuN0899RQhISG0bNmSjz/+uNpzBPB4PDzxxBMEBwcTGhrK008/Tdn6vbIsM23aNFq3bo3FYqFr164sXry4yvGW5c0336Rz584EBAQQHR3NI488ohtHRctjM2fOpFWrVlp7Za9HTcyx9NLPgAEDeOONN/jll1+QJIkBAwZUuK82qDehEhkZCcCJE3oz+okTJ7S2ivD19SUoKEj3EDRivBliXblGUjfbdU2pm+2qb0qfcdDpljobiznAQ+Al+bqmqHgHAI79BfDbitofi6BBs+TwEqZunso9q+7RxEp6bjr3rLqHqZun1qpYOV9kWebWW2/Fx8eHrVu3MmfOHCZNmqTrk5uby/XXX4/dbmf79u0sWrSI1atX8+ijjwLqcs3tt9/O4MGDSUtLIy0tjT59ygv3ESNGcPr0adauXavty8zMZNWqVZXWHDpz5gxjxoxhw4YNbNmyhXbt2nHjjTdy5syZCvsXs2bNGlJTU/nll1948803mTJlCjfffDN2u52tW7fy0EMP8eCDD/LXX39Va44Ab7zxBvPnz2fevHls2LCBzMxMli1bprvutGnT+OSTT5gzZw4HDhzg8ccf56677uLnn3+ucrylMRgMvP322xw4cIAFCxawZs0ann766WofX9nrUVNzLM3SpUu5//77iY+PJy0tjaVLl1a4r1ZQ6ghAWbZsmbYty7ISGRmpzJgxQ9uXnZ2t+Pr6Kp9//nm1z5udna0ASnZ2dk0OV1CHFP28QDnSs72SGNtBOdKjrZL7z1DlSI+26vZVfZSi1NS6G4zHrZwa2UZJjO2gexzu1lY53F0dU+b9HRTF4667MQlqlPz8fCUxMVHJz88/73OkOdOUwYsHK5fNv0wZvHiwsuvELt12mjOtBkdcQkxMjPLWW2/p9nXt2lWZMmXKWY/94YcfFJPJpBw/flzb9/333+u+mz/44APFbrcrTqdT67NixQrFYDAo6enpiqIoypgxY5Rhw4ad9XrDhg1T7r33Xm177ty5SlRUlOLxeBRFUZQpU6YoXbt2rfR4j8ejBAYGKt9++22lfcaMGaPExMRo51QURYmNjVX69++vbbvdbiUgIEC7r1Rnjs2bN1def/11rd3lciktW7bU5l1QUKD4+/srmzZt0o1n7Nixyp133qkoiqKsXbtWARSHw1Hp+MuyaNEiJTQ0VNuu6Dl66623lJiYGN1zUPb1qIk5KoqiXH311cr48eO17fHjxytXX3217loV7StNVZ+36t6/a9Wi4nQ62b17N7t37wZUB9rdu3fz559/IkkSEyZM4OWXX2b58uXs27eP0aNHExUVVWuOQYIGSOJynB9OwnXGoC2v+Ie51GWWADeuE5k4N2yos+G4fv0OR2LJGqvJ4sHopyacc+eZMPm7sdrSReTPRU5kQCQfD/6YltaW/OX8i1Hfj+Iv51+0tLbk48EfExlQuVW4vjh48CDR0dFERUVp++Lj48v16dq1KwEBAdq+vn37Issyhw4dOqfrJSQksGTJEgoLCwFYuHAhd9xxBwZDxbedEydOcP/999OuXTtsNhtBQUE4nU7+/PPPKq/TqVMn3TkjIiLo3Lmztm00GgkNDeXkyZPVmmN2djZpaWn07t1bazeZTPTs2VPb/v3338nLy+Paa6/FarVqj08++YSkpKRqP0erV6/mmmuuoUWLFgQGBjJq1ChOnz5NXl5etc9RETUxx4ZErdb6+fXXX/nb3/6mbT/xxBMAjBkzhvnz5/P000+Tm5vLAw88QFZWFv369WPVqlX4+fnV5rAEDQXZA6smqT4ogDWyQM0AC5gDZGIGnsaZHYF9+K11NiTnps248026is2lsbfNVccoIn8ueiIDIpnWfxqjvh+l7ZvWf1qtihSDwVDOj6Cyisn1zZAhQ1AUhRUrVtCrVy/Wr1/PW2+9VWn/MWPGcPr0aWbNmkVMTAy+vr7Ex8dTVFRU5XXMZrNuW5KkCveV9Ze5EIp9PVasWEGLFi10bb6+vtU6x7Fjx7j55pt5+OGHeeWVVwgJCWHDhg2MHTuWoqIi/P39G9XrXZvUqkVlwIABKIpS7lFcJlqSJF588UXS09MpKChg9erVtG/fvjaHJGhIJG+CnFQA7G3yNJFSjDnAgz0qtU6tF/ZhNxHZK4tWgzJo0cehawvpcEYtjAgi8kdAem46z65/Vrfv2fXPlnOwrUnCw8NJS0vTtnNycjh69Gi1ju3YsSMpKSm647ds2VKuz549e8jNzdX2bdy4EYPBQGxsLAA+Pj54PGdPeujn58ett97KwoUL+fzzz4mNjaVHjx6V9t+4cSPjxo3jxhtvpFOnTvj6+pKRkVGtuZ0LZ5ujzWajefPmbN26VWt3u93s2LFD246Li8PX15c///yTtm3b6h7VjUTdsWMHsizzxhtvcOWVV9K+fXtSU1N1fcLDw0lPT9eJleIVimIqej1qYo4NiUYX9SNoQnitEo4kf9VpthSuXIOas6RUvzohpg/27sGAVM6590yKRR2nZIC803U3JkGDo9hxtni559MbPtWWgUo72NY0AwcO5NNPP2X9+vXs27ePMWPGYDRWLxpu0KBBtG/fnjFjxrBnzx7Wr1/Pc889p+uTkJCAn58fY8aMYf/+/axdu5bHHnuMUaNGaakkWrVqxd69ezl06BAZGRlV/sJPSEhgxYoVzJs3r1In2mLatWvHp59+ysGDB9m6dSsJCQlYLJYqjzkfqjPH8ePH89prr/H111/z22+/8cgjj+gSmQUGBjJx4kQef/xxFixYQFJSEjt37uSdd95hwYIF1RpH27ZtcblcvPPOO/zxxx98+umnzJkzR9dnwIABnDp1itdff52kpCTee+89vv/+e12fil6PmphjQ0IIFUH9YY3AkeSvZqVdE6aJFVeugeQ1YSUJ1urSemEw4ur5LMlr1FwuRh8PLfqVhCsnrwkj75QBx2sPi7o/FzEbj2/U+aR0a9ZN57Oy8fjGWrnus88+y9VXX83NN9/MTTfdxC233EKbNm2qdazBYGDZsmXk5+dzxRVXcN999/HKK6/o+vj7+/PDDz+QmZlJr169uO2227jmmmt49913tT73338/sbGx9OzZk/DwcDZurHyuAwcOJCQkhEOHDjFy5Mgqx/fRRx/hcDjo0aMHo0aNYty4cTRr1qxaczsXqjPHJ598klGjRjFmzBji4+MJDAwsl2H9pZdeYvLkyUybNo2OHTsyePBgVqxYQevWras1jq5du/Lmm28yffp0LrvsMhYuXMi0adN0fTp27Mj777/Pe++9R9euXdm2bRsTJ07U9ano9aipOTYUJKXsAlgjIycnB5vNRnZ2tghVbmzIHlwvX0byN24twVtUvMMbluxN+DbMhPn5/bWeQ6U0jkWLSJ/8gpalVh1Xpi7FvqfQSORVYJ9Tt2MTXDgFBQUcPXqU1q1bX5A/3JLDS+jboq/OJyU9N52NxzcyvP3wmhiqQNDoqerzVt37t7CoCOoPgxHzbdN1CdaSV5fU+4kZeBrzbdPrXAhUmqW2W7ZOvIjon4ub4e2Hl3OcjQyIFCJFIKhhhFAR1C9xQzHfM5+oa/TRNVHXmDDfMx/ihtbLsOz92uMf5i4Jk841cXxjqCZS1P0i+kfQcFi4cKEuVLb0o1OnTvU9PIHgvKnV8GSBoDq4bD1I3RYGlHj4p+5qSczjvTBXfljt4vWLcab70axbNsc3ltQkadYtG2e6nxpWLaJ/BA2EoUOH6vJilKZsuK5A0JgQQkVQr2S88gSOZd/jdqL5qBzfEo4r5S+SR48h5pMFmJs3r/uBxfTBkRJO+nYzSHo3ruObQtTKzj4B2EXdH0EDITAwUFdATiBoKoilH0G94Zj1PKc+VUWKyd+7nGLxgMcNgCslpU6z0pbFN9ijihRFAkkhoqdDt+0bVFhvYxMIBIKLBSFUBPWD7MGavQRzgCpKUMCVbyR5TZiWGTb8Cuo0K62O5E0UnizQRAmKxIlf7brtwgw3/DKjfsYnEAgEFwlCqAjqh+RNmOVUzVnVna+P+Gk1KIOwS+s2K60O5wnsbfKI7JWFrU2urqlF30zCu2SrG1vnqKUABAKBQFArCKEiqB+80TLmAJmoeH2q+qh4R0k6/fqKqvE6yXoKJbJ/t+qaTuyw4fg9QE1It79AhCgLBAJBLSKEiqB+8AoBV66hXKp6NeGbQdevzonpg8tjx3GkpPpohZWUIwtEiLJAIBDUIkKoCOqHmD64DFHe1PneBG+DTulS1bsMUVBfUTUGI07fazR/GYOPB3e+EU9BSaBc0CV5ONP94HT1y7oLBA2JqVOn0q1bt3q5tiRJfP311/Vy7XPl2LFjSJJUriBgVQwYMIAJEybU2phqmrJzXLduHZIk6er/fP3117Rt2xaj0ajNraJ9NY0QKoL6wWDEaRteKgttBv5hLl2CNadteL2mp7f/3wdE9i3C3i4XuUg/juA2Ts6kqHWKHAvnCz8VwUXB+dywKyMtLY0bbrjhwgd1EVOTr0dZ+vTpQ1paGjabTdv34IMPctttt5GSksJLL71U6b6aRuRREdQb9vEvA6jRP7Lqk2IOkIkZpoqU4vZ6w2DEPuoB8ha/XhKW7CXrjwBQJDWVfnCG6qfSun89DlYgaFxERkaevZOg3vDx8dG9Rk6nk5MnT3L99dcTFRVV6b7aQFhUBPWKffzLatHBMd/B8I9gzHeYn99f/yLFi0sJI3VzSElYcjHe7aj4TJFK/yLFsWgRrrQ03T5XWhqORYtq5XoffPABUVFRyF5RX8ywYcO49957q3WO1157jYiICAIDAxk7diwFBQW6dlmWefHFF2nZsiW+vr5069aNVatWae3FlYG7d++OJEkMGDCg3DVkWaZly5bMnj1bt3/Xrl0YDAaSk5OB8ks/kyZNon379vj7+3PppZcyefJkXC5XpXMptiZ89dVX9O/fH4vFQq9evTh8+DDbt2+nZ8+eWK1WbrjhBk6dOlXtOQJs27aN7t274+fnR8+ePdm1a1e56+/fv58bbrgBq9VKREQEo0aNIiMjo1y/ykhKSmLYsGFERERgtVrp1asXq1ev1vWpaHksODiY+fPnA5W/HjUxx9JLP+vWrdOSCQ4cOBBJkirdVxsIoSKofwxG1RrR+Tb1/wZUjdj52wlteapF30x9oyJRmO2j/i1S6V9UFFfYTh49RhMrrrQ0kkePIX3yC7UiVkaMGMHp06dZu3atti8zM5NVq1aRkJBw1uO/+uorpk6dyquvvsqvv/5K8+bNef/993V9Zs2axRtvvMGMGTPYu3cv119/PUOHDuXIkSOAenMDWL16NWlpaSxdurTcdQwGA3feeSefffaZbv/ChQvp27cvMTExFY4vMDCQ+fPnk5iYyKxZs/jwww956623zjqvKVOm8Pzzz7Nz505MJhMjR47k6aefZtasWaxfv57ff/+dF154odpzdDqd3HzzzcTFxbFjxw6mTp3KxIkTddfMyspi4MCBdO/enV9//ZVVq1Zx4sQJbr/99rOOtxin08mNN97ITz/9xK5duxg8eDBDhgzhzz//rPY5Kns9amKOpenTpw+HDh0CYMmSJaSlpVW6r1ZQGjnZ2dkKoGRnZ9f3UATnisetKH/8oih7F6n/e9z1PaLyeNxK5v0dlNx/hipHerRVEmM7aI9DndspRRPtivJGx4Y5dkGF5OfnK4mJiUp+fv55n6MoNVU5MuhaJTG2g3Jk0LVK7o6duu2i1NQaHHEJw4YNU+69915te+7cuUpUVJTi8XjOemx8fLzyyCOP6Pb17t1b6dq1q7YdFRWlvPLKK7o+vXr10o47evSoAii7du2q8lq7du1SJElSkpOTFUVRFI/Ho7Ro0UKZPXu21gdQli1bVuk5/v3vfyuXX355pe3FY/nPf/6j7fv8888VQPnpp5+0fdOmTVNiY2OrPce5c+cqoaGhuvfH7NmzdfN+6aWXlOuuu053jpSUFAVQDh06pCiKolx99dXK+PHjKx1/RXTq1El55513tO2KniObzaZ8/PHHuueg7OtRE3Ncu3atAigOh0NRFEVxOBwKoKxdu1Y7pqJ9Zanq81bd+7ewqAjqBces53G9fBksuBmWjIUFN+N6+TIcs56v76HpMRix3vWsN2RaH53kKTKSvCYUV89nGpQVSFD7mJs3V+tQRUfjSkkheeRIXCkpmKOja7U+VUJCAkuWLKGwUC3fsHDhQu644w4MhrN/lR88eLBc0cL4+Hjt75ycHFJTU+nbt6+uT9++fTl48OA5jbNbt2507NhRs6r8/PPPnDx5khEjRlR6zJdffknfvn2JjIzEarXy/PPPV8u60KVLF+3viAjVstm5c2fdvpMnTwLVm+PBgwfp0qULfn5+Wnvp5wlgz549rF27VlehukOHDoC6pFMdnE4nEydOpGPHjgQHB2O1Wjl48OA5WVQqoqbm2JAQQkVQ5zhmPU/67CUkf+PW8qW4cg0kf+MmffaSBidWnCcsqkgJRB+dFIganXTCUt9DFNQD5ubNiZo+Xbcvavr0Wi2iOWTIEBRFYcWKFaSkpLB+/fpqLfvUBwkJCZpQ+eyzzxg8eDChoaEV9t28eTMJCQnceOONfPfdd+zatYvnnnuOoqKis16ndGVoSZIq3FfWr+dCcTqdDBkyhN27d+seR44c4aqrrqrWOSZOnMiyZct49dVXWb9+Pbt376Zz5866OUuShKLoi6JW5bfTVBFCRVC3lKrxU5wvJS/DrMunYs1e0qDCfe0jRhD50ovEfP0jzkufwnXVDMy3vkzM9CeIHD8Ka5/4WnOgFDRcXGlppE6apNuXOmlSOQfbmsTPz49bb72VhQsX8vnnnxMbG0uPHj2qdWzHjh3ZunWrbt+WLVu0v4OCgoiKimLjxo26Phs3biQuLg5QI0EAPJ6zfz5HjhzJ/v372bFjB4sXL65SUG3atImYmBiee+45evbsSbt27TSn25qkOnPs2LEje/fu1Tkal36eAHr06MGBAwdo1aoVbdu21T0CAgKoDhs3buTuu+/m73//O507dyYyMpJjx47p+oSHh5NW6v105MgR8vLytO2KXo+ammNDQggVQd1SpsaPK1df4ydmYAZmuR5r/FSCfcQInJs2kz7rU5InvYlr6fOYf5mI9Y9/k3zLtbXmQClomBQ7zmrLPZ99VrIMVMrBtjZISEhgxYoVzJs375ysKePHj2fevHl8/PHHHD58mClTpnDgwAFdn6eeeorp06fz5ZdfcujQIZ555hl2797N+PHjAWjWrBkWi0VzHs3Ozq70eq1ataJPnz6MHTsWj8fD0KFDK+3brl07/vzzT7744guSkpJ4++23WbZsWbXndi6cbY4jR45EkiTuv/9+EhMTWblyJTNm6IuP/vOf/yQzM5M777yT7du3k5SUxA8//MA999xTLREH6pyXLl3K7t272bNnDyNHjixn+Rk4cCDvvvsuu3bt4tdff+Whhx7SWYsqez1qYo4NCSFUBHVLQ6/xUwXWiHxVXJ1Bbwk6g2oJisiv7yEK6gjnhg06nxT/Ht11PivODRtq7doDBw4kJCSEQ4cOMXLkyGof949//IPJkyfz9NNPc/nll5OcnMzDDz+s6zNu3DieeOIJnnzySTp37syqVatYvnw57dq1A8BkMvH2228zd+5coqKiGDZsWJXXTEhIYM+ePfz973/HYql8iXTo0KE8/vjjPProo3Tr1o1NmzYxefLkas/tXDjbHK1WK99++y379u2je/fuPPfcc0wvu8TntVh4PB6uu+46OnfuzIQJEwgODq6WvxDAm2++id1up0+fPgwZMoTrr7++nHXsjTfeIDo6mv79+zNy5EgmTpyIv7+/1l7Z61ETc2xISErZBbBGRk5ODjabjezsbIKCgup7OIKzcXS96jiba9CWe4rRLCoBsppXpSElUJM9MPMyXGnplY+7eXOYsE841jZwCgoKOHr0KK1bt9Y5E54rjkWLsPbrp/NJcaWl4dywAXsVTqMCwcVEVZ+36t6/hUVFULfE9CHjjyiOrdbX+DFZGkiNn8pI3gQ5qZgDZAIv0VtOii1Djl2OBrdkJag97CNGlHOcNTdvLkSKQFDDCKEiqFMcS5Zyahtasb+YgRmYLR7wZqdvCDV+KsS7FJWRGEDmwUBd0/GNdo79FKbW/Zn/fkVHCwS1TqdOnXThsqUfCxcurO/hCQTnjaj1I6hTrP36YY4IwXUiEyRw5RtJ3WzHnWfCFCBjv/WmBpM+X4c1AleuAceREo9+k8WDoii489WPkcnfjdWzUV0mamhCS9DkWblyZaWhq8X5RQSCxogQKoI6xezYTswVB9VEad6IHyj28ziN+e8D6nV8lRLTB2dmqGYJQgJ3nv7jY2+bi9mUC7/MgAGTKjmRQFA7VJaaXiBo7IilH0HdIXvg2/GYAzyVR/yseqZB5VDRMBjVfCq9smg1KIOgMn4qIR3OYIvJx5HkD1tnN8w5CAQCQSNECBVB3fHLDMjPxJVrIHWzXdekpqiXIOd4w3VIjb0Re5s8spMtZP6m91PJ+dPCsdVeP5X9hQ13DgKBQNDIEEJFUDfIHtj6vi4suXTdHC3iJ9fQIHOoABDTB5cnBMfvJX4qRj83JosHd55JWxayRhY03DkIBAJBI0MIFUHdkLwJ8rM4uS9Il4XWP8xFVHwmRl+PGvGT7gfWBur4ZzDi9B2oOv76uzFZ3HgKTLjzSxxn7e1y1SWs09UrTCYQCASCqhFCRVA3OE/gSPIn55g/Rh8PUfGZmANk7zJQCJ5CI0Gt8rBf5tfwcqiUwv5/HxDZp5BW12QQ1KqMn0rHUn4qOxcIPxWBQCCoAYRQEdQN1giskQWYA9x4ioykbg4pV4ywWecc6P1Qww7tNRixj35Q9VMpk08l55ilJJ+KSP4maCRIksTXX39d38MQCCpFCBVB3RDTB3PzSDUEubJihGHBcNXE+h7pWXEpYeXyqRj93LjzTdqykPBTETRV7r77bm655Zaz9hswYAATJkyo9fEImj5CqAjqBoMRBk/3FiPM0jVpoclDZjVsa4oX528nNMdZk78bd74RT0FJThV7W6+fSkP1tREIGgiKouB2u+t7GIIGjhAqgrojbiiugW+TujVMtzt1aziuge9AXOVl4BsS9gcnEXkVtBp0mhZ99PlgQjqcISwuFywhDdrXRtA4adWqFTNnztTt69atG1OnTq3W8UeOHOGqq67Cz8+PuLg4fvzxx3J99u3bx8CBA7FYLISGhvLAAw/gdDoBmDp1KgsWLOCbb75BkiQkSWLdunXlznH33Xfz888/M2vWLK3fsWPHWLduHZIk8f3333P55Zfj6+vLhg0bKrTSTJgwgQEDBmjbsiwzbdo0WrdujcVioWvXrixevLha8xY0boRQEdQZrrQ0kl/6FNcZMIdZiXnyOsyRYbjOQPJL/8WVllbfQ6weBiP2CdMBhb/Wh+iazqRYyMsw4dhfAL+tqJ/xCQQVIMsyt956Kz4+PmzdupU5c+YwaZI+g3Jubi7XX389drud7du3s2jRIlavXs2jjz4KwMSJE7n99tsZPHgwaWlppKWl0adPeUE+a9Ys4uPjuf/++7V+0dHRWvszzzzDa6+9xsGDB+nSpUu1xj9t2jQ++eQT5syZw4EDB3j88ce56667+Pnnny/gWRE0BkQKfUGdcXLqRFwpf6k+KfG/Yz5+mKjeUfy1NgBXSgrODRsaTeVZl60HR3+MwFMogaTQok8mJ3fbVN+bn8JBkWDmJOxzbmoUy1mC86Mg18Xa//7GiaPZRLS28be7OuAXYK7vYVXI6tWr+e233/jhhx+IiooC4NVXX+WGG27Q+nz22WcUFBTwySefEBCg+mG9++67DBkyhOnTpxMREYHFYqGwsJDIyMhKr2Wz2fDx8cHf37/Cfi+++CLXXntttcdeWFjIq6++yurVq4mPjwfg0ksvZcOGDcydO5err7662ucSND6EUBHUCY5Zz5Pz887yoclr3Hhycwm6ukejESkAzuWf4ClQRQqKxMndNpp1z+b4xhBQJIw+Hqy2U2rkT+v+9T1cQS2x9r+/cXTPKRQZju45BcAND3au51FVzMGDB4mOjtZECqDd9Ev36dq1qyZSAPr27Yssyxw6dKjGihv27NnznPr//vvv5OXllRM3RUVFdO/evUbGJGi4CKEiqH1kD9bsJVq0T+rmEKLiHd60+d7Q5BY7G1XVYXu/9rApC19bEambQ3Dlmji+IRQAo4+H1tefUh1qReRPk+bE0WwUWf1bkeHE0ZxavZ7BYEBRFN2+yiomN2RKCyE4+7yKfWRWrFhBixYtdP18fX1raZSChoLwURHUPsmbMMupaghyZaHJcmrjyjtijcDeJg//MDeB0frEby2vygRQE7+JyJ8mTURrG5L3W1QyQETroFq9Xnh4OGmlfLlycnI4evRotY7t2LEjKSkpuuO3bNlSrs+ePXvIzc3V9m3cuBGDwUBsbCwAPj4+eDxnT2ZY3X5Qfl4Au3fv1v6Oi4vD19eXP//8k7Zt2+oepX1fBE0TIVQEtY/XqqCGJldSNblUv0ZBTB8IiiIjMaBcgcLjm+wlBQq/WVVPAxTUBX+7qwOtu4YTEOxL667h/O2uDrV6vYEDB/Lpp5+yfv169u3bx5gxYzAaq2eFHDRoEO3bt2fMmDHs2bOH9evX89xzz+n6JCQk4Ofnx5gxY9i/fz9r167lscceY9SoUdqyT6tWrdi7dy+HDh0iIyOjUotOq1at2Lp1K8eOHSMjIwNZlquc16+//sonn3zCkSNHmDJlCvv379faAwMDmThxIo8//jgLFiwgKSmJnTt38s4777BgwYJqzV/QeBFCRVD7eK0KlVdNNuj6NQoMRlyXTzp7gcKcpSKVfhPGL8DMDQ925u7X+nLDg51r3ZH22Wef5eqrr+bmm2/mpptu4pZbbqFNmzbVOtZgMLBs2TLy8/O54ooruO+++3jllVd0ffz9/fnhhx/IzMykV69e3HbbbVxzzTW8++67Wp/777+f2NhYevbsSXh4OBs3bqzwehMnTsRoNBIXF0d4eDh//vlnpWO7/vrrmTx5Mk8//TS9evXizJkzjB49WtfnpZdeYvLkyUybNo2OHTsyePBgVqxYQevWras1f0HjRVLKLgw2MnJycrDZbGRnZxMUVLtmV8F5IntwvXwZyd+4teWesj4qMcNMmJ/f32h8VAAcs18lfdanmPzdoIA7X+/yFd4lW82pMuY74VDbgCgoKODo0aO0bt0aPz+/+h6OQNCkqerzVt37t7CoCGofg5GTx3tUXTXZNrxRiRRQHWoje2XR6poMWvQtk/itozfxGzSuJS2BQCBoYAihIqh1HIsWqaHJgf5EDTKVr5p8dQ/s41+u72GeO16HWqDcktaZPy2Nc0lL0GhZuHAhVqu1wkenTp3qe3gCwXkjwpMFtY61Xz/M0dG4UlJI3RpGVMJ1pC7YhCvXiTm6Jc2mzqjvIZ4fMX1wGaJIXlPxklbymjB1SUuk0hfUAUOHDqV3794VtpnNDTMJnUBQHYRQEdQ65ubNiZl8F8lPTsOVnkHyG/9T9wdCzORRmJs3r+cRnicGI07bcFy5S0rCrANkYgZmkLwmTFvSsjeyJS1B4yQwMJDAwMCzdxQIGhlCqAhqn8TlmNeMI6q3mj+lmKjeGZjXjIOw4EZTkLAsxUtWnm1faPuKxUp2Wmh9DUsgEAiaDMJHRVC7yB74djyuXKmC0ORg1Y9j1TONPoT31A6z14pS8pHKOiiRPnsJjlnP1+PIBAKBoHEjhIqgdvllBq6MLG0pxBzgJmbQqZIMtWtC1arJjSkrbWnKlAdIXhNGXoZZN19r9pJGL8QEAoGgvhBCRVB7yB7Y+j7OdL9yocml0+k70/0abwhvUywPIBAIBA0IIVQEtUfyJsjPAtTkZ8XOpsUEt8klsleWGuLbWEN4q1se4NDKuh6ZQCAQNAmEUBHUHs4TOJL8Sd8eTFZSSap5V66B5DVhnNprU3dYQtTaOY2RUuUB/volRNeUutlOXoZJLU649yux/CNocEydOpVu3brV9zAEgioRQkVQe1gjsEYWVO2/EVkAvR9qdFlpNWL64JJDOfpDOJ4iI0gKLfqdLpnzT+FqccJ9eWL5R9DoOXbsGJIk6SobV8S6deuQJImsrKw6GZegaSOEiqD2iOmDuXkkMQNPV+6/ERYMV02s75GePwYjTqm3JlJQJE7ustGsW7a2bfT1qIKssfrhCAS1RFFRUX0PQdAIEEJFUHsYjDB4utd/I0vXpPlvDJnVeK0pXux3P0JkryxirimJZjq+MVQTKa2vO6XOtbH64QgaBB988AFRUVHIsqzbP2zYMO69995qneO1114jIiKCwMBAxo4dS0FBga5dlmVefPFFWrZsia+vL926dWPVqlVae3Gl4u7duyNJEgMGDCh3jWPHjvG3v/0NALvdjiRJ3H333QAMGDCARx99lAkTJhAWFsb1119foZUmKysLSZJYt26dtm///v3ccMMNWK1WIiIiGDVqFBkZGdWat6BxI4SKoHaJG4pr4Nukbg3T7U7dGo5r4DuNNtGbjpg+2LsH4x/mJjA6X9fUsn8mgOqnknu6PkYnaCKMGDGC06dPs3btWm1fZmYmq1atIiEh4azHf/XVV0ydOpVXX32VX3/9lebNm/P+++/r+syaNYs33niDGTNmsHfvXq6//nqGDh3KkSNHANi2bRsAq1evJi0tjaVLl5a7TnR0NEuWLAHg0KFDpKWlMWvWLK19wYIF+Pj4sHHjRubMmVOtuWdlZTFw4EC6d+/Or7/+yqpVqzhx4gS33357tY4XNG6EUBHUKq60NJJf+i+uM2AODyLmsT6Yw4NwnUHdn5ZW30O8cAxGuH4aGYkBZP6mT2F+fJOdY6vDVD+Vt58VDrVNjHznGZa/8SpzHxrD8jdeJd95ptauZbfbueGGG/jss8+0fYsXLyYsLEyzYFTFzJkzGTt2LGPHjiU2NpaXX36ZuLg4XZ8ZM2YwadIk7rjjDmJjY5k+fTrdunVj5syZAISHq5mlQ0NDiYyMJCQkpOxlMBqN2v5mzZoRGRmJzWbT2tu1a8frr79ObGwssbGx1Zr7u+++S/fu3Xn11Vfp0KED3bt3Z968eaxdu5bDhw9X6xyCxosQKoJaxblhA66UFEwBEHPlYfxPLSbmysOYAsCVkoJzw4b6HmKN4MqVcPxeEtlk9HNjsnhw55lw55swWdxYbenCobaJ8ePcd/j91y04Haf5/dct/Dj3nVq9XkJCAkuWLKGwsBBQKybfcccdGAxn/yo/ePBguaKF8fHx2t85OTmkpqbSt29fXZ++ffty8ODBGhi9yuWXX37Ox+zZs4e1a9fqKkJ36NABgKSkpBobm6BhImr9CGqX1D3q/4pbv19xAyZv+4i6HlWN49y0GXeeCZO/GxRw5+s/WvZ2uaqfinCobVKkHTmE4vUZUWSZtN8P1er1hgwZgqIorFixgl69erF+/XreeuutWr1mTRMQEKDbLhZZiqJo+1wul66P0+lkyJAhTJ8+vdz5mjfWoqaCaiMsKoLao1R6eXeePjzZnde00svbh91EZK8sWl2TQYu++sRvIR3PEBaXq24Ih9omRfN2sUjeG61kMNC8bfWWMs4XPz8/br31VhYuXMjnn39ObGwsPXr0qNaxHTt2ZOvWrbp9W7Zs0f4OCgoiKiqKjRs36vps3LhRWyLy8fEBwOOp+jNb3X5QspyUVmoZuGz4c48ePThw4ACtWrWibdu2ukdZ4SNoegihIqg9Lqb08l6HWqBc4rczf1pKEr/lCYfapsS1Dz5G255XYg0JpW3PK7n2wcdq/ZoJCQmsWLGCefPmVcuJtpjx48czb948Pv74Yw4fPsyUKVM4cOCArs9TTz3F9OnT+fLLLzl06BDPPPMMu3fvZvz48YDqc2KxWDRn1uzs7AqvFRMTgyRJfPfdd5w6dQqn01npuCwWC1deeSWvvfYaBw8e5Oeff+b55/WFPP/5z3+SmZnJnXfeyfbt20lKSuKHH37gnnvuqZYYEjRuhFAR1B7VTS/fFJZDDEZcPSadPfHbLOFQ25SwWAMZ+uT/8eDsBQx98v+wWAPPftAFMnDgQEJCQjh06BAjR46s9nH/+Mc/mDx5Mk8//TSXX345ycnJPPzww7o+48aN44knnuDJJ5+kc+fOrFq1iuXLl9OuXTsATCYTb7/9NnPnziUqKophw4ZVeK0WLVrwr3/9i2eeeYaIiAgeffTRKsc2b9483G43l19+ORMmTODll1/WtRdbejweD9dddx2dO3dmwoQJBAcHV8s/R9C4kZTSC4ONkJycHGw2G9nZ2QQFBdX3cASlOboeFtyspcx35Zb4bWgWlQAZxnwHrfvX40BrBsfsV0mf9amW6M0c4KZZt2yObwrR51R5ZHmTmG9jpaCggKNHj9K6dWv8/PzqezgCQZOmqs9bde/f9S5Fp06diiRJukexN7egkRPTB5chSpcyP2bQKV1KfZchqvHW+SmDvV/76iV+awoWJIFAIKgj6l2oAHTq1Im0tDTtsaGJhKxe9BiMOG3DdT4p/mEunc+K0za80Wem1bBGYG+TpyZ+u6SKxG/CoVZQC3Tq1EkXvlv6sXDhwvoenkBw3jSI8GSTyURkZGR9D0NQG0R1JXxULrbC5ZgNJam/gzuZMF4+HPv4l6s4uJER0weCosjYkkPmwTKJ3zbaQQJ3ngm2p2JvXU9jFDRZVq5cWS6st5iICCGOBY2XBiFUjhw5QlRUFH5+fsTHxzNt2jQuueSSCvsWFhZqyY5AXeMSNEwcixaRPvkFzIFgG5AJAaj+KusicJ2ByCFd63uINYvBiKvnszg+fUnbZbJ4UBRFy6ti8ndjjSys7AwCwXkTExNT30MQCGqFel/66d27N/Pnz2fVqlXMnj2bo0eP0r9/f86cqTgV9bRp07DZbNojOjq6jkcsqC7WiHx1iecMuhwqrjOqo6k1Iv/sJ2lkONN9tUy0Jn837nwjnoKS3wP2trmYf31NRP4IBAJBNWlwUT9ZWVnExMTw5ptvMnbs2HLtFVlUoqOjRdRPQ0P2wMzLcKWlVxLxcxpz80iYsK/p+KgAHF2P44XbsUYW4Mo3krw6XGsK6XCGiG5eAd5EIp0aI8VRCDExMfj7+9f3cASCJk1eXh7JyckXFPXTIJZ+ShMcHEz79u35/fffK2z39fXF19e3jkclOGeSN0FOKuYANWdK6Ru2mkPFAznH1X5N6YbtPIG9TR6uXAOpm+26pjMpFkKKU+kfWtm05t2I8PHxwWAwkJqaSnh4OD4+PkiSVN/DEgiaFIqiUFRUxKlTpzAYDFq24vOhwQkVp9NJUlISo0aNqu+hCC4EbwhuRTfs1M32khwqTS1U1xqhyxtjDnATFe8gdbNdC8mOGZiBecv7cEk8xA2t7xFfdBgMBlq3bk1aWhqpqan1PRyBoEnj7+/PJZdcckGJ+epdqEycOJEhQ4YQExNDamoqU6ZMwWg0cuedd9b30AQXQnVv2E0tVDemD87sSFy5+qR2MQMztOfCme6HvU0+rHoGOtzUtJa+Ggk+Pj5ccskluN1ukYJdIKgljEYjJpPpgi2W9S5U/vrrL+68805Onz5NeHg4/fr1Y8uWLVqhKkEjJaYPJxPD9HV9AmSi4jP565dQ9YadHYm9iSR70zAYsU+YDvkPYo0s0MoEFIsVVaTkqX3LLH15ZIUtf5xm45EMdqc4KHC5sZjNhAX6EmXzI8TqQ1igH5FBflzROgSjQSxXXAiSJGE2mzGbzfU9FIFAUAX1LlS++OKL+h6CoBZwvDOFnCQTRl8PUfGZmANk7zJQCJ4iI0Gt8rBPeKdpWhPihmJP2Axb3tftNgfIJSKlGO/S18q9qTy1ZC+ekM+QXTZcWVeiuIMBMPj9iU/Iz3jyYnFlXQFAsMXMPX1b8+jAtkKwCASCJk29CxVBE0T2YM1eomWfTd0colv2MQe4adbLoC57NFVib4Qt7+NI8tdZVkD12ym2rHgCmnH7f99kb2oapuZ7MFvUUvdm+2Y8BVEormDMwbuQJDDbDmAMOIwntz3Zzva8++tG3l/Xm4evbsNj17QXgkUgEDRJGlx48rkiihI2QC6yYoQVIntwPHQZ6b/o51z6OTneL4/34vrwe+h+7TBFgcqWc0u3ye4ADKZcXDmd8OTG4pMXzxu3d2XwZc3rYHICgUBw4TSaooSCJoh3OUP1SXHomtTQZFnXr0liMGJNmKQrwKglvMs1kROk8HLXQHKC9iIXlXxAq/I5K25TFDCYclEUA+agA/g1X4onbD6PfTeHVfvTanliAoFAULcIoSKoebyRPJWFJrtyDbp+TRXzJW10BRiTV4fjyjWRHgyTRpnICoSTZgNmQxHnYteUpGLriir4FEXCbFMFyzP/+w9FbvksZxAIBILGgxAqgponpg8uQ5QuNDlm0CmddcFliFKL+DVlnCcwB8gERutLBbx/s/qxu3qPgqQoeEwFVVpSKqLEuiIhSarKkV1B5Lpz6P7S/4RlRSAQNBmEM62g5jEYcdqG48pdUnkuEdtw7E0x4qc01ggyEgPI/E1fSfmx5arFIzwHwMCabufvBFtapKBI+EWswpV1gof+62HOXT2Ez4pAIGj0CKEiqB2iuhI+Kg+b53vMcslSRHAnE8bLh2Mf/3I9Dq5ucPm0xvGHTds+bQWJYoECJ4Ngz6VnFylVOdiW6oXBJ0f1WwneBcAzS0xcGxcpooEEAkGjRggVQY3jWLSI9MkvYI6Oxjb/Ryg6iuvYYZL/NR9XegaRQ7rW9xDrBOemzbid4LQq5BkkmuXo2/93ucTpoPIiQpGNSIaSbKklPimVX8tgPuNdBpI1sVIAvPNTayZc276GZiQQCAR1j/BREdQ41n79MEdH40pJITnhTvJ2bNdEijk6Gmu/fvU9xDrBPmIEm0Z356kxJt4dqv+oLbtSYvmV6tJXaUdaRZGQDB7cOZdhLuhAuOsG/NytdRE/JX3115MkpZxYeW/HQlbuFfVsBAJB40VYVAQ1jrl5c2Im30Xyk9NwpWeQ/PyH6v5AiJl8F+bmF4ffxJLDS5jZYh8h2QaeXOLStcX/prC9vUz0KVjbzYCiGJAkGUlSaCb15X//nK1bsvnXunksO/gTHv+9QLFPCkg+ejONKlbUc8lFIXgKIhm/ci4Gw0PCX0UgEDRKhEVFUPMkLse8ZhxRvU/pdkf1zsC8ZhwkLq+ngdUtedltsGfYmP6xC1s+uA3w71sNpAdDZBa8+F+Zh7+XGbhbQZJkXDmX0cv6AD+NnlPOr2TKgHvZ8eB/uavNRMgcCIqk+aSUpVik5B+/A0uLL/BrvpSnfn4Wj9yoczsKBIKLFCFUBDWL7IFVk3DlShXkUAlWc6isekbt14SZuuYjpiw/QNzOKzWRYpJh1BqZTwcatO1sC+y5FEJyonggdirzhj9W6TmNBolJ/cZwW/euGHyyNctJRWLFdaYtlhZfYPDJVNutO0j4YpYQKwKBoNEhhIqgZknehCstvYocKqG40tLUqsFNlLu/fZwlKTOxXPIBP7buyu/93LxwV4kl5amlsiZS/u8eA6eDJMYUHmX8wDbVOv+UAfdyecggTaRUJFZ8Q7dpIqXYwrI1MZy+r/0kcqwIBIJGhRAqgprFeQJnul+JSBmYgX+YS5eh1Znu12TT5y86tJgdmatRFAMGn0yCWr3Dc/18+b2FgXeH6PPGvDHcwCmbgSFnnNzrPIExZXO1rzN/yFvcfOkQnViRi0IoPH2Frl/x/rzkB1DcwaTnFPLwf3cKsSIQCBoNwplWULN40+KHd8nGFpOvqxoc3CYXo6+CvU1ek02f/33iH8hFwRh8slAUCbc5H5AIzVF4arF+ueuR72R2Dsrj3uQCaMM5i7dp/V9FAr7941udT0pZCk7ciOIOBkAyZWGyHuZf3/qJHCsCgaBRIISKoEZxLF9F+vZgzAFubDFq6vjSFYMje2VBUIsmmT7/2fX/x/acbwGbJlYAQnMUXpvnwZYPSArzhsCNv0hEZsGNS3xJV/wAsJ+HeHu1/6tcHnE5vx7xYTkzdMs9xVhafkbesYdQ3EH4x8zG4JNNRhpsO9qN+DahFz5xgUAgqEXE0o+g5pA9WLOXVlox2BzgxhpZANe9Ck0sff6Sw0v47o9vvUs+2SCVhCN3/UPBlg8eA6BI3LfGQ1HPXJAUUCSMvh6s7YLPW7wNbz+cHm0L9T4pbovWLkky/pfMwz/mPXVsgDHgMOnZ+ZWdUiAQCBoMQqgIao7kTZjl1AorBpeu+UNA0/sV7yjIQnEFe31GJAzmXK1tTTcDc2+QmHyXgQybguw0ccnqAE2ktL7uFOYrb7sg8TYi9jbNwVYuCiE/5R69WDEWYPA5A6Amgwvaz5ydn53/hAUCgaCOEEJFUHN4fSzMATJR8Q5dU1S8o8RfpYk50i45vIRZu2aiKAqyK0grFFiM7Pblp25GjkZJzByqX21t2T9TfV72L7ngkO35Q97itpjHMZ54BLngEvJT7kFR9D4oxZlr5SIbf2Rm8MqKxAu6pqAayB5IWgc/vQRLH1D/T1pX8nrLHji6HvYtVv9v4qH7AsG5InxUBDWH18fClWuoIIeKvcSi0sQcaQtz2iAXhWDwyUR2+5RrN8sSzVxueu2QuGW7h9K/D45vtGNvl0tY3HE1ZLt1/wsay5QB9zKoRQYJH21FcQeheMxIpiKtXZIU5KIgQMIv4ns+/T2d7ntf48YuURd0XUElJC6Hb8dBvl64s34GWOzQfRTsXww5pcocBEXB4OkQN7RuxyoQNFCERUVQc8T0wWWIqiKHShguQ1STcqT1yAozvj9JXvIDyEVBGEqJAlCXWTw+Bfxtm8JdaxWsTgMmi/q8mCxu3PkmTu21kZEYUGOWpivbhGKzOlXH2TLjAZDMZ7xRSWo9oKf/96FIBFcbJC6Hr0aVFynF5Dtg09t6kQKQkwZfjb5oMjgLBGdDWFQENYfBiNM2HFfuEp1PSszADE28OG3DsTchR9ptRzM5Y96I5IlEMpYRKR4/JGMBKBJnDAbAKwaKV2PKRgafTqqRMRkNEpd3SmZ7juo4W7bysloPqDjHSjBFspMJX+zknZGX18j1L0pkj2oRc55QLYbRveH7pwFwJPnjKdS/2J4iCSQwmvUCUQvfB/h+EnS4qck5ngsE54oQKoKaJaor4aPysHm+xyyXyqHSyYTx8uHYx79cj4OreV7Z9gJ+zX9BdltUUVIKyViA7LZgMOWTf5lMeGYOjt8DcOepTsYAJn839ra5hMXlwo75cNXEGrkx3RB3Kdu3UCoKyEdnXZEkb2FDFPwiVvHjqROs3DudG7uIwoXnTOJyWDVJbxkxW8CVz/EtweQc8z+n0xWLGqNvFvafX4e/PVuToxUIGh1i6UdQYzgWLSJ98gtkrdsPY3+EMd/huvpNkrdfxqltQFTX+h5ijbLo0GKSi35RQ5JNaqiv7PLXO7DKZgpO3ECbU/0Ji8sl6BJ9SHCLPg5sMfk4kvzhTGqNlRYYEXsbPeyDNMdZvLladEgFWs0gc/Au/m/1f8QS0Lly4Gt1eccrUhxJ/mo9K5f6mqoi5dye04xEK6f22kjfHkzKy3NwTE2o+XELBI0IIVQENYa1Xz/M0dG4UlJITriTvB3bSf7XfFzpGZijo7H261ffQ6xRvj/wB3KRTZdczWDO8y6tGFSfFZ8ckC30veIKMhIDyPwtUHeO45vsHFsdRvr2YFWs1GBE1IKhb9HFfyQgYTDnlIsAMpiKSi0BhZCdeSnbjmbW2PWbJMUROnu/gmUPwqK7tabjW4JJ3x7sXeY0YI0swOjrpvwaX1UoKG6vRU1ScB73J/2LnaTcfg2ORYtqciYCQaNBLP0Iagxz8+bETL6L5Cen4UrPIPn5D9X9gRAz+S7MzZvOssKiQ4vZfuZTIBi5yKYlUiumyHEFrtMDMFkP0z/yJi4LT+PY7wFau9HPjSRJuPPUj6DJ4k2GV8MRUbd2bc/ezZ+VWgKyYjA5tXZJArnIRl7yAwDM3fkZ8W0qr+B8UVPREg+qFcWZ5ovzLwtICq5cE8dWh2FpVoin8FyX8YpFjZoMsPhv595UnHtfwONwYLTbsY8YcaGzEQgaDcKiIqg5EpdjXjOOqN6ndLujemdgXjOuSUUxlK7pg6F83guz9SAArqwruL9/G5zHCnDnmTD5uzFZ3HgKTLjzS25i9na5mK1A7ukaHefw9sO14oVyUTDI5W+cLmcHAPxjPmBH3gdMXTOvRsfQJEhcrkbilBEpxVYU518WSsSFgjvfxJnkAFThcT7LaaUEi/dvk8VD5uy3SJ/8AscnPXPeUxEIGhtCqAhqBtkDqybhypUqyKESrK7br3qmSSSzWnRoMdtzPgUUZJfeQgFqlI3BJxv/mA+wWZ1c0ToE++3/IPLh4bS65jQt+urDVUM6nlGdaRUZFt9d44JuWv9XuSFqLKB4fVL0SxE+9m34t3pfzQNTFMKna31ZuTe14pNdjHjf22UFh+YoqyX4KxYlNVnoUT2XwceDIit4vC5OOd98I8SK4KJBCBVBzZC8CVdaehU5VEJxpaXVmLNofeLv6eRN8JaNVE6kSEgS3po/mfTpfFqrUGwf/zLc/CZ/rQ/RHXPmTwt5GSbVRwVqRdD1jonWHGfVpG82ZLcVUMOVDeYc5KJgNR+MAuNXzmXV/rQaHUOjJXmTzpLiSPInZX0pkaJIZcRKWS5cuMhFRjyFpVbqJUWIFcFFgxAqgprh0Eqc6X66uj7+YS5d3R9nul+TSJ+/+MBq8o/foYYkl7kHKe5AzcFWzrmcd4c8rLW50tI4+uRM1W9BUmjR93SJkPsp3OtQa4Gc4zUu6Ia3H84QbQkohLzkh3Fl6fOmuHLUqCz/mA/wa76USSIRnEqp96y21HO8jEhRqhYjktlDSIccQjrkIBm9zte6UguV/V0R3usZVMtKytiROL768pymJBA0JoQzreDCkT2w9ystUZU1skCr61Oc8M2Z7qe2N/L0+YsOLebXvA+wtAgGpby/R7FlouDEYB7tcb9mTQFwrv8Fj7NQu7Gd3G2jWfdsjm8MUQsU+nhUh1qoFUH3av9XCTbEMvt79WNvDtqjazfbdmEO2o3BJxvZHYAzsw1b/jhN37ZhNT6WRoX3PVuSE8W7vOP1R6lcpHj7SQqKy4hPoIy9TR4h7fI4uS+IZp1zcKb74Uz1UYVP6WPK/V0a73Vl9dzOjbtwbtxF3opPafHxNyJBnKDJISwqggsneRPkZeBI8teJFFDr/mgixT+s0afPL+1EazCXXfYpDknOwtcQyKMD2+na7b2iiOyVRcw1JUtixzeEaiKl9fWnSp67WhJ0T8aPplmgL/4xH6iOwKD5rBjMOZoPi8GUi8l6mP9uSa6VcTQqonvj+COglD9KaQfZioREGZ8VRSKoVR72UfdBUBTmAJkWV2ZhDlCFS3T/LCJ7ZWFtkUdpx1mDb1XLf2VFkkLO1iQc97dvUk7rAgEIi4qgJnCewJHkT/r2YF3qfFeuQfNZAbAn3N6of+2VONEGaeG+pZEkGQWJghM3MKrjcJ01BQDnCc3qFBXv0LLTArS8KrNEpFjstSbojAaJG3vnsDg5U40C8jrY6ueh+rBgyOeXI6fwyEr5uVxMpGzFGpGP0deqLdtVx4qi9pEIagctpr+jFhkcNLUk1f6ZNPjf8wDY2+Rhb5OHI6kIT6GEp0gi87eg8ufVobe8mAPc+FqycEx7EPuziKKGgiaDsKgILhxrhNeSUlJ8MC/DrHOstUYWQOyN9T3SC6LEiTannEiRXdaSfCqyhWvjIsufoFR16bIOtamb7SUOtb0frlVBN2XAvfSzPUxe8kMUZXcv164oal0iv4jv8YR8dvEmgStO7nZwOc50v7OLFEkvUqwt8oi8+2+0+GZ/iWgwGNUK2Z1vgysfUSsllxIg9jZ5hMXl4hMoV3zeii+MOcBNVHwmqZtDSN8ezPGnnmwSEXYCAQihIqgJYvpgbh5JzMBSzqGrw0s51p5Wk7018mWfnUmyt0qyrXyjYiL/eAIFabcSUNiXK1qHlO/jrS599H/hVTvUnmxV63N5d+jD+JkN+Nh2l2uTJBmDj5rJ1hy8iw92flbr42lwJC6HmZfBgptxfP5ffG1FmAPclYgUr4Ao5Vgb1CqP6JsCsD/9TuWi02CEwdO9G/rz2tvklSwHlXbYrUSs+Efmk7o5RLVeSgo5SSaO3zPs/OYuEDQwhFARXDjeL1xzgExUfJauKSpeXYtn8GuNftln6b796kaZm4XsUv1SLC2+wO1szz19W1W8VOKtLl36l3mxQ23xttFXxhpZWOvzMRokBnRzYPDJKpdXpRh1CSiYbX+mXFzRP6WSuxUvaaZuDiEkLofyETllfFa8IqXFldnVe8/HDYXbP4Gg8lmbi/1XglqVESvadUvITgrUREpx35ytSSIaSNAkEEJFUDPEDcX1t5mkbg3V7U7dGoZr4NuNer18yeElvLjlXxSFv485eAsGc46+g1TkdbDNJCA4qZwTbWns418m8uHhxNxYWLFD7XWn6iyL7/MD/47iDlAFidunXLtcpFZXNoR9z4iFb9X6eBoEZZK7lV7SPLHdToV+It6lGWvLfCJ7ZdHiugBVfFT3PR83FCbshzHfwfCP4PpXdc0triwlVoBicWT0cyMZ9EuQpQWNyeLGs+Gjc5u/QNAAEUJFUCO4fvmE5InTcZ2RSpK9BSq4zkDyS/9Vk701Uvq26EuAoRkGn0x8wn4BSiJl1MrJBYBCwYkbuD22AifaMtgf+xf+LfyIitdnqFUdar1+BXWQxXdL2iYkU27l1ZUNanVlucjGvrR0XlmRWKvjaRCUSe5WHF5v9PFQYYRP6aWeQQr2f30BE/aduzAv7bvS+6FyvistrvRGBrXMp9gnpWW/TIy+cvlzeUUKEpz6XwrHH7zz3MYiEDQwhFARXDiJy3F+OAnXGfTJ3gacVH+NpqTg3LChvkd53szdvpKTSbchuwM0J1rVCuFP3rGHtCy1lTrRlsWbxfevXypzqK2dpG9lGd5+OLfGPEBV1ZXlIrVejV/E93z6+2tNP7W+N3+NI8lfLfuAKlYir8jSdYvo6dB8Vow+Hpp1PgND34FLr77wJU6d70oJ9jZ5RPdzENkrS3OcdeebqChBnCJ7C15KCjk/7+b4gyMvbEwCQT0ihIrgwtBM5RDeJVsLTVZRCG6TS+RVYB9+a/2N8QJYdGgxi5PfwtLiCwrS9HMwmPIw+qWTl/wABWm3EqZcVbETbRlcxw5z9IdwPEVeh9p+FWWo9a+TLL6XNW/u9VNRU+uXFSuSOU9rNwfv4ummnq32dJKWfVaNWjPgyjWQujVY1y3zYCBR8ZmYA9x4iow4Wz5Ss8ubxb4rgRX7rhRm+5T4pFRQ+FCt2lzKX+XnXRx/MKHmxicQ1CEij4rgwkjehGNXlpZDxRajVk0rnUMlsleWah1o3b9WhpDvPMOPc98h9fBBkCQUtwfJaKAgV03I5mvxpyAvF8XjwWA0EdOlG4P/+QQWa+BZz12S4C0TS8uFujZFMeApiERxB+PKuoIpd8VVK9+I87cTmkhBkTi5y0azbtkc3+TNUOvrzVBbB1l8R8Texmd71vF7/s/evCouJJ9crb1YvKip920Uybm8u+Z3xg+q3A+n0ZK4HMdHM8k5FgySgivXxLGfwlA8oLhUK4nBJGMwy7hyTaRuDiEqPpPCNvepdZxqmrih0OEm+GUGrNP7rdjb5JF3ykdXb8jg40YuKv2Vro8Wyvl5J0x6mhbTX6/5sQoEtYgQKoILw3miXA6VqHgHqZvt+hwqNWgd0ITJoYNgkChwnsHjclXaP89VktDM43bxx87tvD/2TpAkjCYTMZ27M/ifj5cTLiUJ3gIrTfBmafEFeckPcG/vbgy+rPyv34qwPzgJdn2Kr0+G9jwd36g6IRt9PbS+LqNOw7kX3/YOXWY+A4EbMfjkIrt9MJiKtHY1+ieI4iWgD3YF8OjAF5pWEjivZdBTqPp3uPNVa4U7T18IMHpABmaLrInwwmwf7LfcXHvjMhhhwCRo1hG+HQf5JX5NLa7MAiDnmL/mkyIXlTm+TGhzzjffAgZaTH+t9sYsENQwQqgILgxrhOZwWPzlXZxxtXSW2pq0Dqx67y3+2Lntwk+kKHhcLv7YuY33x96J0WzG1z+AFrFxXPvgY6USvJVPeCa7AkAxY/DJxGQ9zKC4wdW/rsGIfcJ0+Go0UfFZJK8uqaXTsr+jzsO5jQaJEd3asyRlpTdHjALo73iSsRDJWIhcFEyR4uTdNUcYP6h9nYyvTvBaBk/tDcbk7y4RK6UIvjQX/zA3QEn9qu61l0VYR7F15eh6SN6gvkSt+9Ni+Gl8X3oUx+8Bmk9KuVwvpcWK0UDON9/g3/Ny7CNG1P64BYIaQAgVwYUR00etX0JaubTwUfEOzAEKBLW44C/zfOcZVr33Fsn7dlVpPbkQPC4XedlZHNm2iSPbN+Pf5jKkgJ7I4Zsx+JzRd5Zk8v8aidEvvfIEb1URNxTXwLdJfXKabnfq1hBinv0H5g43XeBszo2pA8dyZNFJdhet9Nb7QVcZWjIWIrusqBlrV/Gf307x6MCPm45V5Uyaak3xd+POM2H0Kx9x5Uz1w5XrxBwgYw5QsLfJh8Fz6y4/kMEIbQaoj1IY45bg3ruz6mrOxfs9MuboaKz9+tXNmAWCGkA40wouDG+EgivXQOpmu65JXdYwXLB1IN95hgUT/8kfO7dVKVKMZjNGs7niRukcb6iKQu7v+xi17yAD9/niU2Qo1SRhMOVjiZ5fdYK3KnClpalh22fAHBZIzI3e5bMzBpJf+RzXy5fVeXG5W7u2L+VYC0oZn1nJ5PSKGAME7uCNzZ/U6fhqjcTlOGb9H6f22kABo58HT0HZ96uCO9+kOdgSFHVuuVJqEfuYh8onhasog60iYQ6UiZl8FwCORYvqeKQCwfkhLCqCC8Zl70Xyto64cjO9NUdKfFSSt3Uk5oleVCIfqqTYF+WPXb/icZVdfC/BaDZzafdeXPvgYwA6x1oUhaj2HbW2Ve+9ybG9u5HdLiq8G5dCAkyygZgT/oRn+fJN/zSKfGSvg6kBgymPoJAkHh147qGfzg0bcKWkYI4IIeaKg5gDPMQMLHFAdh7Jwv7V6Dq9GQ5vP5xfT+zguz++VZeAJA9SqQrRxU9XsWPt2iPHeLpvnQyt9khcDl+NwhpiwBxQXECzkuyzXgdbZ+id2CdUkRq/rnGe0PmrVGVZCemQDd+OJ3lbHK4T6pKmWAISNHQkRanim7oRkJOTg81mIzs7m6CgoLMfUE08ssK2o5mcPFNAs0A/rmgd0nTM3DWMY9bzpM9eoq+cLIeR/HMkrhOZRL704jl9GarLPG/yx65fqxQSAAH2EMbMeK9aETwVjj09jQUTHznrcpLivXnl+Xr4/soT5JgtFDn68Uj3+3j82vPz1XB89SXW36Zilktyk7hyDarvQ5s8QFJ/uU/YV6c3xXuXvc7WjG9V64rHF8moT+kvFwUCRgw+WQyPfpypA++ts7HVKLIH/t0G8h04kvzxtRWR8ksocpH+uTZZPBRbVILaoRYZbCgiBVS/lQWqQ+/xLcFnESuK12JkwtQ8EntCAmH33Vc/4xZc9FT3/i0sKhWwan8a//o2kbTsAm1fc5sfU4bEVTuy46IhcTn8+hHhXSRsMfklOVTyHQRHFGC89Z5zFikLJv6TXEfVFXsNJjOtziHMuDLskc15cM4nJVYYoCDXidvlBhQtN6jk/cu/0Mjwn6NICc/jp0gzHrmCzKDVvXavKEhU68mokVMy5gAZe5u8UoLleK2GdlfEDXGXsn1LljdcWS4nVDAUYTCpjrWLdx9m8gClcYr4X2ZoIiV9ezAmixupgsVwd74Rk7+b8C7ZhE2d07BECmh+YuSkVmhZMZg9yK7iMUt4CkwY/dzgKeLUjDcoPPK7iAISNGiEUCnDqv1pPPzfneWMv2nZBTz8353MvquHECvFyB4cMydVkkMlVM2hErwE5H9V68v9bCLFaPbh0u49ufbBxy5InJTFYg1k6JP/p9v30BdvEbl8E1ZPvi5xerFgiT4VQP/cM9DrAm7QzhPaTVJnjSqVgwbAfmhlnQqVEbG3sWzPEfYUrdCqKEulfB4MphLHWil0BY9+ewmzhz1SZ+OrEWQPbJ0NoHOiLY+CySKrDrYdr24QPinlKM5k+9UoQB+2rC7FZpLycxiyq5SflceA52QmGI3kfPMNZCXT4plHVNHT0ISY4KJHCJVSeGSFf32bWEFCahUF+Ne3iVwbF9k4f0HWNMmbsNrStbX9CnOo2DKqZRE4m0i50CWec2HJ4SVsLJyHqV8wfQ9aiDlpRqJEpIDqv9Im7w+kjycy85NzSyKnYY2oXg6avV/BdS/X6Q2kW4so9uVna/ljykUBmZxIEshuf37eHYJnSCOzqiRvgnyHtlRi9HVXHC3jzfoa3iUb+90NWIzFDYURC2DxPaDItLgyC//wIvX9A97ihSVCRXYZvFFAHi3Nvn/e7di7B8Pg6Xg6DNGWvsOsvqBARm4hzQL9uDzGzvajmWz+IwOQiG8TypWXhjau11/QqBBCpRTbjmbqlnsqIi27gG1HM4lvE1plv4sC54nq5VA5S7K3qkSKJEm07t6rwoRstYXL2Ra5KAR3QCY/98zCPzuYv28OxCSXiBUFRf1bUbQkcgsm/vPcxFRMH8zhIWd//vKqJ/ZqkifjR/Pf3WvBugPZbcFgyte1FzvWGkx5uIJXsiVpEH3bhVVytgaI15pVvETiKazgq9DoweSrJn0zBgbUWQK+86bTLSDLsOQeAG0JMXlNGJ5CEwazG9lVap6lKy37u/EUSig5afDVKCZ4nuBbV89qXfbdtb/jazLQtaWNy2PshAT4EhboS2SQ8O0T1AxCqJQiPVv9MjYHb8PtbI/iDtbaJFMWJuthXFlXaP0uerxJ3MwBciU5VGRdv8r4ce47FYqUurSiFOORFWas/5Z8xx1YWnyBwSeTPFsWiwbm0HdPM1pkWDAqss66UkyuI/PcxIrBCF1ux7zl/aqfP6iTuj+lMRokXuv/KuNXvYVPyCag/HteFStqDaDJa/7DmnbP1OkYL4jTSfolnwqsKUazQos+mWr22SdmN44lEWu4btOZ7ocr11SSubasz7hXpKDAqb029gSZORbnoQ0L8XGfUb20DN4fb7IFo9+fYHDhKWiO0ZyDpzACyVCAjMKurFC2/9UeU9AeQAHZn4DCvtzdpxW9WoVoFhkhXgTnihAqpcjMLcIcvA2/5kuRi0LIS34AxR2MZMrCP+YDLUNpZm7Heh5pA8HrxOdKO1FhDpWYgacxN4+s9Jdocfjx79s3l2urD5EC8MbmTygM/hKLfwgFJ27EP/q/ABT5yKztlU5B2q0MOuSgbd4fFR5/zmIl9kZcP83hr/XlKylHxXtvkm3y6qTuT1lu7BLFjM1hnDLnILus2nJPadRQ5WBSsk+zcm8qN3aJqvNxnjOyB8fCjzm114bJ4sZk8eDO14sQySTjKVDr+cQ8PVS1VjQGyghae5s8PIVSlZlr8zwGfAoN5AQpvHuplUtSYE03A778UOllzIGH1f/L7Jc9JgxGt7ZdkH2I93ZdAru8Id6yBd/8eO7rdymPXdNOCBZBtRBCpRQhVl/czvbIbn8MPpn4x3xAfuo/sER9icEnE9ntj9vZnhCrb30PtWFgMOLq+SzJj7+k+VTocqisCSXmrWcwV/BLtKrlnvoSKQCOU620tPmWlp/p2oqLEK4J60IXnwAKk3+rMKw515HJ7PtGVmvJyuXTmqM/RuIpRK2k3CeTk7ttWiVlFAkswdjradnhpWvGcvfS0/jYN1WYM09RDICMX8Qq/m91INdfNrnh33ySN+HJzsFkCcCdb0Iyls9CazDJSL7evCmGK7FXcJoGSQWC1uhdvioWKYqkIJUSKz6FBk5b4Y1bjIxbLhOZBR1SFN4fUrUFqazfEqATKYoCZtsBzLYDuj6unMO8tyua2bvhb+1a8d7Qhxv+e6YxIHvUJWLnCfV9UPydUXafwXhufRsAQqiUIjLID5P1MAZTnprQyyeTgFZqZEBxgi+T9TCRQedQ16WJ4zxhUUVKoELMgIwSn5V1kbjOmHCesJT7kq9MpEiSRNte8TUe1VNdPLLCD/sKyffcgX+rOboihMVOpcVFCLvdM5H4NqGVzkVRFP7Yue2s1hXnps14CiippLzbRrPu2Rzf6K2k7OPBetfz9faFceWlofhIAVpG2ooKM0o+OchFITgz2zQK/y3H/PdVa4q/u4KKwwCKmmckzEb4w/c1roRoWqhyGsWJ6+xt8vjNYSH4d19kScGgSGT5Q3BeyWHWfHj8a5nwHHAbYMB+BfBUKVbOluy5YmEL5qD9mIP2A7AxG7q8v4HbLxvElAGNNB9PQyBxOayaBDklOZmw2AEJ8kt9NwVFwWW3wf7F1es7eHqDiHQTKfRLcUXrEEKkzshFIRV+IctFIci57XHkFlZyhouQ1D2EXwExA06U+FRYQgi+ZXCFid6qsqS07RXP0Cf/r15ECqjO1Jm5Lox+6eVe//y/EjRLiy3kD622j8UayJgZ7xFgr7jWT/FSUL7zTIXt9hEjiHzpRWKmPYo5UFYrKW8I1URK62EuzGHBNTrPc8FokBjZ+Vpkd4A3+qf8V4ZcFEhe8gMAzNm5sK6HeG7IHjxHtmi+KWWTu6mp51UnU3dGNkabrV6Ged54Q5UVQPaGL/5fWAgPjAhg3WUSBkXiVBCU1Wa+HjSRYpJLxMoj35a3Nl0IZcWLokgYAvexOPktnv5xJksOL6nR610UJC6Hr0brhQeolbbzy3zP5qTCprer3/erUXVeyqMihEWlFEaDxL9u6ss/F5/CUsEv6vzjdyC7gvnnZ7uYbZAu+nwqpTPS2rwWZzXKwIArdxWRDwcAeqFSleNscZr7+uLkGdVpUFv+M5X85PSLWEH+8Tsw+qUzqtOtOlN1sVipTIDlOjKZ+9Bo/AKsWjr/0mLMPmIEJC4nsEUumb+V7G95VSYUyDimPYj9Wertl0371qkYTuSWhCp7/JCMJdFxktGFZMrB0uILduZlMnaJxEfD6/e1rAzHqw9waqcfJosbg1nW5RYBkIwyRh91qSRo2JDGZU1BtQqO29WC45ahDDBvJoh8vg20YlTUpZy/wj1ct0OhWQ6kB8PmWPj71pLji0VKabHyW7TMmm41/5tWXTpS1ZTs9mXFsa/4PvUMPxxIp73/NcS2kCkwJzIi9rYav3ajpeySTXRv+P5pypd9KI8jyR9Pofq9VZycMyMxAE+RRNEZVQpYQl3qttOM7AKz1Y3PoXHQbQvYW+Fx5uI+caLOEwSKFPplSM9N5x/LR5NZlFauTS4K0W5WYcpVbJg08OJdW5U9uF6+jORv3BX6p5gD3MQMM2F+Xk03rqXF37m93Knq0yelNK9vXMCcH/O0aB+5KISCEzfh13wJBlOe5mD92T2DK1zeqG7q/3LzlT1k3H0Zp7bp+xVHY7jzTUReBfY59Ze6fczyx9npWO3NVuspV026OIRZLrJR5OjDrMGPc2OXBibkZQ8Zo9vhSDR6k7t5rSca6rbJ4sY+qAth/25cv+5X7U/jye/n4vH9TfMLMRb5YZdyyTAbQVEYuEfhoe9l0oPh7aEGzSelLMViJT0Y/pVg5HRQ+e+5sj4qFfmsVAfZ7YvBVKj9XeS4Eo+zk/Y5jPG9klvi4rH72Rjefvi5X6CpUNHyjm8gFOo/i6UFCaiiJH1nEM7j/to+g9lD4CV5ZCed33du0LBhNSJWRAr982Tj8Y1kFqWVy8ZZ7LNiiZ6PwZRHRhpsO9qtwa/H1xrJmzDLqbpCeuVygMiylv/jx7nvNGiRsuTwEj79fQb+0QFIplxNlFpafKGKFK+DdWj4UW3ZpywWayB/nzTlrMnrch2Z/Dj3HS0bruvX73Dsd1P8cTT6uZEkScuUarJUP3FebbFg6FuMWjSNnUUrMPicKZdbRRUpQYCEX8T3PP0/a4NzrHXMeY1Tv/qqqfLNHhSXXvQZzAoGkwd3vgnjpZfX0yjPHY+s8M/l77MuZT3mZgcwgPb95fEpIEPxzlOSWNNNfT3+DEcTKcWipDTFIuXtoQa6/qFox5WmfATY+Y2/WKQU/+0X/jNK2HrvUqNEcuEWZu3aAoCjIAu7X/DFJ1iKl3fKWE4ciR48hQHadn6mD86/LLo+p/YFQpklW9llJDvJen5jkcA+8s7zO/Y8ET4qZejboi/+RptWIRcolZ1T0n5Zu53t+TExvZ5HW494wyCLc6iURpcDxNsv9dDBcqcwmn0ahEiBkiRvkikX2R1AwYkbdZaV/JS7KUi7lZevGXvWm+/Z/FYAjmzbxJwHR+FIT8O5aTPuPBMmfzcmixtPgUkXLmtvl6s+n4dW1th8z4dburbH4JPtfT7uQXbpfwFJxiIMPlnIRTYKZSfjv9hVTyMtg+yBddOx/vkO5gA37nwTirvMV5+keLO1QnhPF/YHJ9XPWM+RlXtT6fLGi2zMnoM56ACKN5pH/f7ydirzdl3TzcAlp9CJFE8Fb+kfu6pi5qHvZcYt9aHgxA24sjvhOtMeKWsgVldv3CdvwHWm4qKc52qrV0pFIhUvu5f+sSgXBTJz23ymbp7KxNXTeHb9/5U7R5ND9sDva2HZw4CCI8mfjMQAXLkGrfzGqb027aGKlDJPfAV+ZSrnoywVYq45ib/x6Hkce/4Ii0oZNh7fSJ4nW/+L2ps/RZIUZLe/ll9l3sZjXNE65OL0VfGGQbpyDZXkUPFmVbVGkO88Q0Ges9wpLu3es0GIFI+s8Oq6b8jPKXm9i/OnFL/ekieYWbcOq/ZrXSxWiosdFuQ6y4Uy52Y5WDDxER589mEidyzAGlmAK9+oS/wW0vEMYXG56kY9pNIvzfD2w0k65WT2996vDUk/H8lYoLOqrD6Vzsq9r9VvbpXE5fDteMjPxOwHMQML+WNVeKkifSpGXw+SATULbYeGE5ZZGR5ZYcIXO1n153IwZeLjCsJgzvEKFNWaUpWFY01XiQ4pEgP2K5pYKbsQdtfPavZlRVLodyiPdvZcHONmEGmzaEnbPLLCOz8d4b0dC8GQT/FZjJY/MQfpw5LPtjSkuC1I5ryK2xSQjIVIxiLkoiBW/fUFkiSz6c/9PNpzdNPyY5E9cGwDbP8IjvwA7gIcSf44joRSmKWmxnAcCSDi8iwwesBT9r1ae1bMiJ5Z+Ie5YfmjEDekzj4nwkelAhYdWsyMr+GEw4LBkqyFKAPkHnsYOT9Gy1QbUNSXHc9f26BM3HVCNX1U3BM2s+DpceWWQYxmMw/O+aRBCJWHv3mfDVmzNZ8U/+hPde0FabfiyrqCz++/8ryX+vKdZ5j70Bg8rqIK2w2mVgQG9KGIEBRM3u8a73tKUjAobnwNuRQa7Mgy2l3FaJSI7hjCNXfH4RdQNv1WzeORFXq+9hVF4e9j8MmswE9B0qyRkiSjnLqNPU+8UD+fj1Lm8uIK1QDHVofrLFbFCd9MFjf2jm7C/vt7gxYqK/em8tSSvXhCPsMcrFqt5KIgkMBgzjn7CbTAJoWHv5N1YqUyv53i8PnKfBMqqjhvDt4GBlV4GC1/aSHJslu92RpMheWW2M86dG/X4hIOxe+9EC6nlbUjcRGRTOwzuvF+H5cS1sW+JvmnzaX8S0q/PmVfq7pAIWbQKVWsjF4Ol159QWcTPioXwIjY2wi8KY2Hv1iDpeUCXZsl6kudpSU3Dd5d05rxg9rV02jrCYMRp204rtwluro0pevWOG3DWf/h+xX6alzavVeDECkeWWHTvlDkiOIkb/rw2uIkb1ASFVRdCnJdrP3vb6QnZaF+2ccARyrsK7uPkZ1zCt+g0UgGnzKtErLkQ75s1lt1FfC4FY7tO81HT65Xb1RGCV+LicJ8F5JkIKpdMAajREbKGSJa2/jbXR0uSNAYDRLDrnSyJCUTucgGkgfJXGItK/lFL6uOtXIu7675ve4/H7JHdTz0ipTiCtWBl+SVy0Iru9HClY3tep6TSCnOrpx66CBIUOB04vG4QVEwmMy06tKdAWPuZ92CD0jeuxvZ41ZfwjK/D40mMz5+fkhGI4W5TjxuN0gSRqMJP6sVFGge25HVIf1ZdWI1BOThF7xLE4QGnxxkT+Wva+mbuuwKAMwYfLI4/LcC4goNNDtiVqP32jjJ2Btc6ki1KGNxXaCcb74BZFpMf113/sGXNefauEi2Hc0kPaeATGchwZYuZOYVkZWvWt62Z3zP3tQ0PIqCX8QqzWptsiZitm8tV0+qInSFMaXiuUlkSjvIdO5gpxP+u/cHbotrRHlZiiN5Dq2ELe97BUoAp/aWDo0vFiX6Wu4XxvkIHYnk1eGqWDm6/oKFSrWvKiwqFZOem84tSxPIlU/qfFRK/1osjnAIKBh0cVpVgOMPJmAP3om/pcQTPS8/ivTMbuxp25E/dm4rd0xDcaAF2Jx0mtGL3kZ2BWCJXlgmJF19vc8W7QOqKFk9P5GUg6eRi1NPlF0qlvMpdK4Az5+VjsdgbouPtZbDkL33HoNJ4pLztMYM/fRFkgp+VH1SSkVtFCMXBQJGDD5Z4Lyc3Q9/XLefj6PrYcHNAGQkBuA4omahLUkhr7cUmCxu7O1yCZv+ZZUOy470NL6cOom8LAcGo0kVFGcJDQ2wh1TqWH0uKNr/pfw2JIVCk4yvW/WvSQ3NZ0PXTIp81PdxaYFS2nrxWLcJuI8d4JFdH6nzSvLH11ZE6uYQXLkV/H6VSsQKikTQ1T1oMffcc+aoS0WHeW/HZ1o9teKyJeUDGM7dQbf0OS6z9eO2uEH153hbUfbXsiJ4/9ew8gnIO40jyR9nmi/OvyxqbSakcqK65rgwa0xQqzxaPH0/DHz+gkYhLCoXyMbjG8mVTyIXheDK7oJv+DrtAyBJMrLbQvFafG6ahW1HL7/oIoAcixaR8/NO8lu2JGbCGMyG07jkUFJn/sQWYxoncsonOWtIIgVg5bFlam0nb0Kz0hT7JBl8Mgm0J+mifQpyXfw0P5GUg5l4PEp10hggGSz4Bd2mCpacT0DJLddHdv1OgWMWkukSfAIGIxlKe/DXkKnXO1bZa435eNIGJFTrDBJEd7Bz3X2XVSleRl0Rx4tbFqlWFRRAL1QkYxGSsVAV9dYdvLH5E57uO+bCx15dvE7cjiT/UlloPaUSvKnPY0iHM5z50x9XrgljsE1Xl6rYWpJ25BDNWrcBFF3oucddvnxCReRlOc7eqRpI2v8l7wGDImF0Sd5K3hB9yp87V/urCd8MCqlhBazvnInL14MkKVwTPYj+LfupN++g9eAVKtbIAs0SWlE9oNIiBUkh5+ed8GDCOYsVo0FiwrWxdGj+kLZU5Mq6AqPlqLaMBV6hKyk6a93ZKJ2XRVFgf/YG9m/ewJ7UVC4J8a/baKGKQolLZ3qVPbDkPjiwtAILiqKWdjB5qL3lHQmjrwdPoRH/iHwMJvV5qzCPSqniqB6XhDvfRIsrsyCmXy2Mq2KEUKmE4e2HIysKLy/ykFfgxhy8U7/+q5i9EQ7BYMg752WBpoC1Xz/MESG4/vqL5CkfaT4quQU+nIprVa5/Q4ryKcbPFadlnK0oJL0gdTgGcy6PdrmdVbP3kvKbo9SN6vyMkZLBgm/QaFy5PyC7Kypu6EFxH6Uw5xN8A0cjGXwx4MbX30Shy4BcTWFUXeTS81Ag5aBDXUqCSv1gRsTexvbk46xIXuxNr1/GLG8sLFkCcgfgONWq5gZcHbzO3tbIAswBbm8FYQ+lpajJ4iGkbR4hbfNwpvthnzCX/Lw8Vr33Jsn7duucn52O0+c9FP9ge41YVCqjtHAp/lsCDLJE9EkLI39qgWyQMPtb8DOc5JTxG+YoXxPVvgPX+rfEkveXVmW5rOVERwVixf+rL7Hf/o9zHnPppaKTZwo4ltGeD3Z9RpFSLEzUH4Gli2GezcJS0bKQ7ApiyZHPtbw/O07s4NX+r57zeM+JSkKJtUyvnW6FpDU4DhThTLNrFpSS4piqxU9xn681pWJx4x+RT0CE6iNn9FWwRhao7/s2xU7Q54AlpE5TJTSIpZ/33nuPf//736Snp9O1a1feeecdrrjiimodW1tLP9mn8lg2YyfO7CKckpuvL3uDXKs+7bDsCgJFwuCTTb/gh5k97JEau36jIHE5ro/vJnlNqGYuLjIa2BDbkgKzibIflnZX9NFyhzQEPLJC97deIjfPr8pln5Djj5KQEXbewgTAaJLUX7mlzuEf5MONj7Rn65L/8Pv2zZT7KCoKvi43/Y+k4ONWiHx4OPbxL2vNxctNfx3M1KwhJT4qai4WHz8j+Weq98v/XPAPNON/WwYv//ZChTWASqbgXTY9czl7HqnD5R/ZA/9ug2N/Ib62Io5vCtHy0hRjsriJ/FsWq3NiSc4LQZaV8q/BBVDOR2XfbmR3xT4q2p249BSKm1B0YqQsylnaz4a/sZBC2YQiS5hcHkDCnldA5+Mn8anoPe8VK+YANzGzZ2C+Yth5X7s0xctCs39OotCtYA7ehjHgkDfsuvQSVvWWhBQFFI8Zg8nl3VY/090CEgjwMRLgYyIiMIQn42vQ+Vb2wMzLyqeoL0Wxk2xpCwpI3tw+BqpnQanYqdYaXUBobA55J/WFc42+ilqF3Uu+x8SPJ+NIc4XTPK4H195wBez6hB/XHSEtP4jmlhyubf47llJFJnVXvv3TGsmUXd37d70LlS+//JLRo0czZ84cevfuzcyZM1m0aBGHDh2iWbNmZz2+toTK/EkbyM1W1aeCgoLM0ZB9/HLplxR6Q+hK38xMJx5h5//dfvH4qZT6QOZlmEleHU6R0cD69i0p9CkvUi7t0YvB/3yiQVlTtGifMunyAXxd/gw4MpqWOW0wKeZzvxF4uxuM1fMDWf7GKxzZtolyX1KKgo/LzVVHUmh3k4L/tHPLTlu8RPXnwUzVEqOdF81X5UJw+xZAoQEDJmTJw1+231jb9jPtM6JOQRUrd7WZyKR+dbf843jpXtIXbsbk70b2gFxYIlSKjAb2RIdzKijg/DOVeZEkCX9bMECFJRKqg7bM9PshpPAY3vbxIEUvx6fIQL89oURl+GEoa+HA66NilrEUGb2uljX9/SMBBnUp0nIdBsmMPesIklEhK7gdGEz4BPhRkOdC8ZQ6pJiy99PiLhJIRgk/ixrhFtkmmD63tmHDV0fU5VS36onjRiElMImfYz+i0Jx3zlFCZZE9JpB9MJQOg84aSNvmHhbf9s6Ff3+X8o0qS2mBUt4HpfIlnuL36mmrv2bUkg0SBlnB6JGx5xeASSYjwIrsTY0maZ5MXncFJAzI+BrcFOCrRg6WwhwYjDsvF8VTRGVfDP7GQga0TuTZoGt46KbXayQtR6MRKr1796ZXr168++67AMiyTHR0NI899hjPPPPMWY+vLaHy/sNryv3oUbz/irdkSSYl6Agrfc24/FN5tOddF0/0j/cDqdb2Ude2d8REcMJW/ou/oVlSQP311vmlL5GiZmORChjw+0haZsVi1FZDFSQM5/TFbzRJtOwYwqDzcE7NP/A/vn3pRVJk76+ssrnJFWhpyGboCy9g6XTdOZ27MoqjktKSsijKc1+QxaiY0o6eCjIpQYdY0/5T8hUzl/pex7ejX7jga1SLxOW4Ph9P8koTuQU+7I0OJyPQH1mSkLzPp2KQqi1SAoLtRFzalpPH/qBZK9Vf5eSxP2jeNrZGq32v3JvGI5/txGrbyHVnwmh+5lLMbj9Mivp+Up/fkpuajJsCUwG+Rf/f3pnHR1Gff/w9M7ubvXJsSCAkYoAgKgKCCgqeRVpRilapR7VePTyq1moPbbXVWu8e6s96ttarWjxbL0rrbREUFRAQEeSIkIuEbI7N7mZ3Z76/P2Z3sptsQu5N4Pv2lRfuzuzudyebnc88z+d5HgW95Q2IfQX07yDBVFQU2xhARei1qLYi7O6vt/NS9RxFBXe2w7o4TEYg0DEQCGxo1n1tJ9NUZWQoBq1aiKyYExUbuhKjMvtLFGB08wQUAa12s8Ko2rOddyf8g4g9AK0lfHviGT2rFmpvmG2sgH9dDMSjFlUTqGjOJbc1jB5WaXJn4QuHmbijni+K86l3uVAQRGwaIi4QHLpBTFMxFAWM+L3Jn9VESCnl3/bHoWd01wkTchg8M3c76q7TWfmTvneeHhZCJRKJ4Ha7ef755/nWt75l3X/++efT0NDASy+91OExra2ttLa2GfeampoYM2bMgEZUuqJNtxpsdzVyw00n48luX166B7L2eaJP/NASKSLb4L/jx6OTfLUv8Hg9nH/PI0MqkgJwzxub+PPHfyc75OO8nQf0OGrizraDolBU1veSXwDWPg8vfJ/qL7N5Onpw/EurPYL9SnM5+c6n+/ZandAh+tIP3wwJcR/UAmTpTmzYsdnUXgu6brH+ZXj2XEK6jde27U95a7whYS8G02h2O6VTpvVrNNCqEFvfViGmagq6LqwTcJvXRNltaifddmGEiLQsQcS+wkwiqZi/0PQpur6hYX1YFGf8PtPcq9pHd1vIpMl+pdCTFFf7fRPf04n7EtsT0fKQrYUs3YUq1Pheqb4fRQOny0YkrCOMENHQG8TCFWiaD0MoGLEKBubYDjw9sesKFB4/aRvhmnk8dto1HDmhoE+vPSyqfurq6tB1nVGjRqXcP2rUKDZs2JD2Mbfddhu//e1vB3xtp/7sEP75h5W0NEa6/ANp+0LR2Dfk49GfL8WT4wAERWV5/XMSG4p4R1kGPJFt8N6EfdGNpFbNQuBWopx/9Q+GlEgJt0R5/dH1iHU7+TFHoVih0m5eWec6OPVnh5Bb6N79zj0hbv4cMbqFkZ8FqPF605xIFTaVN3L3d0/t95MngNNjZ/5lB6fc15vqptQVm/959GzrGOsxQXmi9wvgyrYDAlVVEUDR+D6IP0Mn9OovWbJ9ElsD+eaJL50g6UykKAqqZmPs1OnMu+yqHh3f9scqkfY76oz9+N+zm9gRF4DpTsa6bljHqv1pY3efzXTbFdVFVvapKfcJI0Q0+DpGtCoe3Q9j/kKdQC8MlW2rT3qR1BSqEf2S1sYvSaSQIAtQOgiYriIq1nvqwYVE+307u20ecQ13rO3z2SbyyjHFh7n2EA4gEr/PPFYxo2Pl3nBDQSP5PXW5r+LGiGQTa5rG8s27+ixUuktGIyqVlZWUlJSwbNkyZs2aZd3/i1/8gnfffZcPP/yww2MGK6KSINwS5a0nN7Dx02psomepAItOKieGNYaO/5LJ6A2NLHXvy+bQCJK/YDUMLj70K1w/+3RIdPlMXMWWr9vV7e9jEb/WsNlVxhzgG9jfnaETvXE/tv7LRki38+mYAmpzPfEKi/QuwkyUelsn43j1k8Op0RqKmSKGgfBIkJoyt7w/MObAESlRmVCgmdfvuoEtn32OLnZjSkw6loqiMG76jBRhYhmVN9QDitU4b+e2RiIhPTVNthuvjye36xPw7uhNRKX92lSbQpZTozWsm4ZuxdykqJDlttPa0ky46b+miEEAYTqNEKTLuPQWxQMKZI8Yy7wfXczie++jpf5L2sSPAoorHmpJiART8Ki2IjMioteiaiMxRAz0ivjjsuLvQcT3d2CW0LcJjxSBpbhBtDKwabMBQvGAOiL+3jtbf+I9Jx8HDdVWis11LLHw/zBi1e2OY3vx4iaWP58HR9gQsTwu/1oZPzvhgD4tfY9N/bRnoDwq7bn8uQdxftLKmMYDUIWWosd7gmZTEEJgGMNbvPife47qX/8GuyfG6xPHETSS0l1CUKo28O3fXNMvzvC+0BOB0pbGE+iKznaHzk03zx20VJ7/hu9Q/cxqq6pCZBt8tl8BO6K5Zr46TRRgqPSlSfx97NNwALakQG37UHt/Y0UJYtVm6sBoYfdKNPnKvhi7J35lP0DfhLtLaUDnxyeRmkhE/tp7VFAEHq+T1mDUTCP110WRocO7dxJ664+8sukAKkU2OgoqgtFaM7UhDxG7LdUr0QcUVcWdm9dvZdwD1X2k/1HjQiyMKTISwqw19TYKqjbK/DzEdrYJdttobO6vo6jObv19pU0TJqXFkreLdn8QLbYm/nnAI9RUfwcRy+Op7x/OkfsNTupnSJhpZ86cyb333guYZtp9992Xyy+/PKNm2vbohmDqH28i1DIS15hHcQmF4zeeyz5NB6SEEaF3X8p9MWJmguh7T1B+1e9oCTt4a1IphhoPWQuBKgQ/OHki2efenZG1hVui/PeRz9jxeX23Jrgm/iBb7I38c/+/0JK9A2DwS863/g//b85I2yF05biRVOd4Sfv1qyiMn35YRquqdEMw9b4LUXM+wYjkkhVzc3z5fPZp3B+AsBYmK+a2zJC9FS0p6QsEkH6IXToU27i2Jnr9cHLtLl1FVBKfvRhmGaiW5PEylBjbc7/gnQlP09QwA3vualRHo7V9wfgFA98TZN2/4Pm2Sq2Eeb4l7GDtPoU0eJwgBK2ORP+PZOHSM7mgKEq/lof3N50UMHXxDhNRDDtmdAew0iwqmjIal/M4VMVB1O5BoIJqoNAKuDBQiCFoVSM4hT3un8E62wDElBhV2ZsQQEnzBFRh62SlCoaiE9ZCOGMuVMyIY8JoLFSdwpZ9EUBW1IWiwI7cLzpU8AEYkTy0mstZ1Q9VrsNGqDzzzDOcf/75PPTQQ8ycOZO7776bZ599lg0bNnTwrqRjsIQKwC1LlvP09ms7DGPLirrNqpHG/VFQCKGQrdh65a3S7Cqlk0cMbW9LvDQ5WlXNc59Npaqdn8KttnLpjAr4ydpBTfsk0hLbehA90ZVYh5JaI5JNtOEo1l11Ow5bZyPSBwBDh9+Ph1ADNZ9mU/95m+gYNaeed1rGsy2cb13/pMM0f/bcX9Ef3PPGRv688i84fB+gOho69FcRQsERKuTr205ln8YDLE+G6VGBSCh95VGqOElceXYH80SRvsvvwJMYUdDBowIYGGxz1fLupLsJ28IpIzrSYUTyCFWcjbvkKRRH4+CIlATrX4ZXryJaW99p99qIprBu30LqnWYVi4hXV7XaNTO/tBv6O6LSnvaSKZ3ZtjPxnLA4h+x6yqiCFZMaOPPtXGwxJ3nBMJN21OLSjbSv1/75LL8WAg2FNw4uY2NBI+/MbADMMmo1TQ+TocJJJd/njrk/6fPzDAszLcCZZ55JbW0tv/nNb6iurmbatGksWbKkWyJlsJk4rgK1ph4j5koZoNVqD/KfA/9qfdFEG6Zzy4zfkbWqge2f16d2/twNetRg66e1VG9uJByMtM2NIX1ePiOULyPk38mS+gOoym5/lS8o8TRBU4VZtjcI3QsTZbbl63ahR7unDjfbw7w76R6i7qo0WzWijQfzSbl/cMciqBoc/iPq7r8nRaQA7FqewxSljrLWJpZNLiFI+nSUHo2yZeUKXn/o3kEvCb98zn78ZXU2SpJISf5bURRB1L2TVyc8TWIO0NisY3jlrPuAjlVHQg/Fu/dupUd5GcXbjbLZHlztKzDmwPy4R6Wpo6BKCh50lnb5ZtykvGRdFT/998OoI5+PN4y0oyqd9wdJXBCpjgbc+zzN4/P/zLbmzYM7v2bSyTBxHoEf7p8iUsxOquaVuUMXHLJ1J+3TUgiFnP0g/6nlvP6X+6nc+DkA4RazA22W24OiKBRPPJCjz7mQdx7/C+VrV5kzlIRA0Wy4s7MxdJ1QoHn3OTTMyIwrO5dwMICh68SEQljJwilaUeOFziigxZ9KRxBxGDiiKppIrbbSVcGOwhDLprTNT0rwo1d0jltXg57yXGbMpHORknhucx8NhXcmKzx0YnlKFm2wRUpnAcbO7p+575iBX1QSGY+o9JXBjKgAnPbULXwRfM1qydyexBf0Qfbvs+jsnwBJU3S3NIIhCCfyyX1AUWCfA/P5xvcPGnzRsvZ5Xr7n92xqLiDlT1IInLEY541dSXZOBBY+AlO+3e8vnzyVWFEUwi3RbvUA0eKm2MihPn7xziPmjJ9oTspohMTtcNVp/GHeRZwyraTf198V0YodbDv5eGIt5lWozaUjhEAPm9cUNneMom86eGrnobu9+tTsjnh10OBFVxavqeLqt6/BnrfKmo7r3vdvKFrbiAkj5kS1ha2/lUN8c3n85Lus7aFAM0vuu4stqz7q1okpGbd9BDbHKSAgavMgkq/mLbOIjjPbSSRspDa+ahfP728P2ZJ1VVzy95U4i5/EnvsZEO9ujUC1d/w+aRuC2iZibpx1Y+aG7C35JRV3P03TNrc1MT1Ub6fi/TRivv0Qw8PLKHn81T69vDWpOi52QgGztb7D6SISDgFK2s+7bgg+2LKL97+s47+fVVMefRtUUzw7R/3b2k8IyIqqzF6bT2FDFrV5rWkFCiREiiCmgs0gRax0RmKfhEjZPApeP0TlrWmq9fqDlI1MixAQbZiOLftzVFsYQ7ejalG80Wns5zuIsSM87JvvwefM7bfP4LCJqAw3Jo0axaaK5pQZFMmYU5XzWFtXhW4INFXB6bFz4sVTUvZLbn+eCAf35KJRCNi+vp7HrlmaeOGBr0yJE1Jz2NKcT/vrBlUIjvpiBzXleTjn1GH39n9ULNwS5R+//ZBgU/erKNzZdk77xaFWSfHyzbuINswENYTDtyx1Z6EQrjmRaMNMRmY70zzbwBJYtpxYi2p2rlTo0PbdN6GF7KPO4vzZv2DJfXexddVHneb19Whk0KMrJ00dzac7ruVva54hFpgIgNDtKUIlWaQIobLS/waLVj1F1n83m1fT0e61/Nds5ufc0GOomkqps4ZZravJcb/K9vdGJA0gjO/vjKEoEAvZKPrdTfhOP72f3vXuicQMrn5mFc7Rz2DP/cwSHynzw5JoP6k945OAAfY/iZIj7sddGMFbZP4+d67OTb9v+7lAH27u1RDDZFze7F59jjVV4cgJBRw5oYBfzDuAxWsmcv1L66hviYLhAjWI5tqBPWcdEYfBO4fWdSoa5qw28IZFj0RKIsqiibZ9vyiGX5+f+rc9mCJFCBAxL2rS0EdFgWkjp3NA7g+piqxhwcSvEbat5/T9+/9is6fIiEoPWb55F+e9cAcO37IUY1sCIVRE1IvqaOqRGTMRJajZ2gRC9KmccSDLoUOBZh7/2WW0+HfRPuVT5trF5LW7iLbYKDoGfA/2rN17Z6T0p+hOGk0BzaayzwG+tGmy5754njtebiCU9ySqox4jkk+4Zj7O0S+g2oIYkXy89Vew7OcLMzISwf/cc3iND4j+73HK3yi07s8/oJlR05oBBc54AiadbEUftq1ZhaHH0kYgLJOiolA6ZTrzr/z5gEdY7np9I//37ke4Sx82j3HUhWoPpewjhEpWFGatGcWYuixsRve/ijpUO619Hv+dV1D9UV7alvkJbB4D3yU/peCHF/Xp/fWExWuquPrfD4FrQ1ykJERaZ+meNhGXLuKUMZLGZiR3pO4yjdY+snLKAkruuHMwV50W3RCs2FrP6+urefbjHQRaY9jzVoAaxJazBpvLnNWTres0axpzVut4QnDuO4KdOea7LWwCQwG1k49t8lFJiBWAdyYr3L9g8Lx7nYmucM08EnnLHKedk6dO6FlX3n5g2Jhp+8pgC5XEIDtR8FyXw9iMSC40Hcmaq27v8cnO6lyZPJ+lD78lzdZ/ouXlP94an0mTjGC8dxdzczfTusNuDsD65UN9Kk1O7tehx4xuvf/uGJFf2PgCNy6/EXQPaC1WesJVssg8ocbn/ny79KpB/6O1MHSiN09m6wvmGPYEdk+M4ln1tDY68E33pTUrp//9tGMQqoR0Q3DI3b/DGPGc+beAgupowBFROWb1CIrrXCmntt1WASkK7pxcy8/QoW391v8Rvf/kpJNn+8cLNIeO3jq40ZTbFq/n8U23Y89bBSRHSjqePITuQOiu+DTqISZSEsS7/vo3u6n+KI90npQOdBArp1Byx+2DuOiuSaSGln1Zxw5/kPU76lGNRUyzreWq4CY+/ngEZV/Y2JVjCo6RTeB3Q24Q0tmEkwVKjLa0xfKJ8GlZW6pnIBCGHWEoqLbUC91o02T00BhA4LCp7Fcwkvljv0WBN4uiXBczx+Vn5KJMpn4GCE1VOPOgr/N0xWJUW0vaqyIj4gEU1ILFXP5KaY9LXJ0eu2W+SxBuifKfv65jx+f+Hq9Zjwm2rd3V5zRRKNDMllUft7tXsF92HSf6NloniaJLF/ZKpHSYBtxNNJtC6ZSCblVKRQMTMCL5cVHiIVxzUptIieSj7TqHhUfYMidSgOjHr7aJFEVQMruenatzibbYKH+zMH4y8ONLY1b++sVXoMeilK/9FDDTPx0Qgi0rP+L+738HT54P6P0wvc6IBAP8aFeYhhVjAYNWm05WNJvkDkTdoruiqnQ29tFFFM+qpfzNgtQTZvwEqdhUCi+/atBEyuI1lZZISQiPzkQKgKJFEIYTI5KL6mgceiIFzL/r436Fj1sJ1jpo2hbv0NxOjKSQfL8KTS+9hBEK4j366EFNv3VGcmqI9S/DVz/Gv64VvVUBnJR9YUMoghFNCjGHATbwBdOLjUQ7ukSKx0b3BUpfPSqxUDHhHecBYMtZDSi4HCqnTZ3ICaWnsLM5zMhsZ8ZESV+QQqUXmNU/LZ2GcBV7C4oCRiSfZetGoC8Qff5gOD12TrlyOtDRnNsainXamjuZtpO/KVwSLczdOQ5O+3nXbeETKZ+UE58QOA2Dow6ZQfnTBtGWAPYx++A947IevbfedI0FQIHSyd2vgtINwe2v1hCMXGSlJNxj/g6Yv6tg+UUUeYq4/pg5PVp/fxNYttwSKQiFnatzGTm9kYr380EoaA7d9AgEajo81uXN5tRrbrBuP3jJeV2ablsaTOG7acWy1EiMoqBqGk6Pl9ZgC6ZR8eC0gsEyOX7xOUIYhJqbLN+M+QWjoEW13YqTRCdgxWpj3/0xAf4XXsR72C9pXXVNhxNlstDT4sJsoNENwa/e+Cv2Eas6pHLSV1e0eVZaa4/j7EOmceOc7w/KWnvMMT+DDx+i5IhduAsjBCodBCrc3RMrhvlv4L+vE/jv6wQ//mTwoyvtBwmWzjYjk5/9C547n62vjyC8Kw8wfU02V4xYyExx2SKdiw2hCFShoCsCTShpBcruqmvabzf9XVFi4VEgNPTgvmA4EYYTULBpIXDUEWuZaPru4jgCx3PRMeO5fM5+w06UpEOmfnrJqc9ezpehdzEieYDeoQrIiLkIbr0SEcvjHz88YsDLXFPSRb2YgqvZFLLcNkChNRgFBfY5wGxAJ0Q47ktJPeGphsGc9eU44r0D7NlQ+sdfYj/mvG6s0xzIlqjs7I5AURRzNzXuv+lpmfY9b2zkzx8/RSwwEcXeiGfsA9a21rpjidSeCDAov68u6aLxm+bQGXdCLXaPAee/utvyb391Fc/c8AtLkPQnqs1Glsvd7bLRzkiUgW4v0FnqO5tPbjyvR1+uVpfkMftQ/J2D2fF/r6KH2x6vOWGfGy+jNTpq0K7gl2/exdmPLrEEcVdp4vYXPAvHXMWNczIX0esW8ZN6gooP8szoSldiBejYjEzB+42vD3x0JSFOvlgMa56FYF3bNncBTD0T/1OP4t/korUhK3Wdig5djGRQHTFUW9z4Hn/fn44p49G5RUTc5RApoEIvQaCgB8fjKHgj/vYdoERA2InsOhaHbzkR/yw0d7wc33ATC0zE5t2IaDqcQ/bN49BSH/meLAq8DitlA/DB5l0s31IHKMwqG8ER40cMC4EiPSoDjG4Ipt51LeS8j+poxIhmp5QYGtFsgtvMyMJ3vxbid8f/YNDW1lgb5MU7PyHY3L3qia7QbAqhhpcwol922FbqaOSgj9r+4Evn1uEuiMIZTxAuPbFPw+xS6GHkJB3J3qJkz0Qy4Zp5ROuP456zpg16WXIKlmmximCdLcVQWzq3FndBDHKKe9RQL2G67apKaCBpb7dsG1cAlQUh3pnSQsOOHwMwb0Zjj9Kl0aoqys/6NtGa+o4nSlUBQ2AfM4bSJx7HPnp0/72pTtANwV2vf8Gf396MYmuwxEo62lf3HJo/l8cWDLF0T2c8dyF89qJ1s/tiBaxPRNI+hT/7KVpubv8LlnX/gsVXQ3BXh03+zW70VoXQLrsZFUpe22577QhUh44RsWFzxTBUDaNFofqIOSyacyHvbqol3EVfpxEeB79dcBA+r4NlX9bx0bZ6PqtspCXS9hhvlsYPjhrPFcfvGZGR9kiPygCjqQrHTChlacNi88SnpnoBVHsztrwPcOSu4V876pm20TdopYW5hW4u/L15pd0+TRQMRHskGmKRIEZ0a8cNiodq56XUHBNvPKaoEAWqBfwfwP/6+jb6dazAiq31NPvLcOfkWtVa7XtYOHwfEGualpGy5BRUDebdQfTRC6hcnpqqqFzuo3TOLuxn3N6jiiozJfSbuGD5E+VrP0UIgcvrJdjYMLDiRVHQXF5ag81oCAxVUDkixNKD23pUmOX+TbhKFrG0oZ4b38rqXurD0LF/8QSlM9ez9T+F6ImSZKHEzcd+KtfuT3T7dgJLlw7oVbtuCC5/+QHeW5NPS9BMV4lYHpH6mTiLlqTsmwjxt/VJMfjm+AXcNljdZvuDhX+FLW9DyIzWlRzRANBNsRIXAvFt2siR+J96mliV2YCx335P//01LPu/DncnBErtmuTy6oQwSay3a5ECCqoNVLeTWEOYwp9ehZbn48DTT+drtFUWJbwhh5b6+KTcn9YrkphC3P4xw9FPMhDIiEof0A3BtP/7JYbn/ZSW4e3/NSL5/PrQ/+OsQw7e/ZMOMOlKfTWb0mnr8tamJ0C0G2WueMjKOa//W5LHy4oHoh/MS6sr+NmSh1Fs9WQVvpOyzYi5wMhCdTSg7DqdVT/5dca/HJKjBNYJd7mPaIsNe0E2pc+8iL1kn355rYFMD5VOnc78K3+By5vN1/7yG+oc/wRIb0KPZaHaWjEi+bRWnsXZRzu4qSuxsv5l+PcvoNk8uQXr7GmjT1F1NIEDbsR3xpn9/v4SLF5Tyc/e/SVazkrL7yRiedhyVuAsfjHVd9AuigKDNLdnIIhXASXTs8gKaFk6iieXWL3pcSu95XLsrmiqfyRBZ/6SdLRLTyXWFgurBKudZq8iFGKhHpQKawaazUBvbUvzDFgkaC9Apn4Gid++8zeeL7+rQ5lrAiPmJrT1x4zyFLH0mjkZPwGmo63TqxlpMD0qCiH/C2miKRpZuRf1m0gx20UP/EDGS1+6n6UND2BE8okG9iMr/8OU7eGaeWC4ufyw73Ll3P0GZA09Idl3UXrpLOybniBa19hWWXUM+H5yx4BNp04YZKu+/IKRY8ejx3R2rF+LHmtLJyY8KmZXUHB6vEDnFUTPffE8N33w2yQBnwdqCNXWau1jRHIJVZxj/R0lt9hPYf3L8Ox5JMKDqX09TBLdU7vr5+kpuiH4YPMufv3WX6lsXZ3SI8WI5KKH9sGW85llkow0TcLuqkgpPx4Sjdz6yrp/wQsXgmhLWXQQK8DuUimqwyBvf538sbuwewyiLSqNNUWw/4loZTPxZb0H6/8F0aQLJ3cBTD0D9j+pTbQYOmx5FxZ9B2LhrtM7mg565/6TNtrWrjljKJpGrGXolVoPN6RQGUQufel+lnyUi4jlobrKU0yaLdsuxQiVotgauPTEGL848vwunmlocfc5p6acmABU+wQcngV9qqMb7Pb/uiGY9fvnacn/c1pjoxAqwW2XkKOW8cn1Xx8yYtL/3HN4R4UI/OUavEVh68s7UO3EWxQmUO3sc7+aweaCV67ik/o3rKiD6qzAPeZJa3u0eT+0rF0pv6dSx9G8+p37254kqfEYpIqUDtGnhFg57y/9Os5hyboqrn1xLeHcv6fpkZIaLRICwpWnEWuaiWJrwDP2YRR7/fBL9XRFJ9ELq3y5274PUB06o2f6qVrhS+kunDM2yMgpTebnvizN1GzXCBgxHv//NqKHYuSWhti5NqdtDVq8jWyPJ3d3XHvhuSeiTZwloyh9RHpUBpF5pafw7+WrUWwNuPZ5PGWbq/gZK9Ly5Jf1lBV6h8/VUzsxoigK3y38F29XllKXcyBCjYc/DbAmpCoCECiKNiiRku6wYms9frEOo3o+rjFPdZjoqygGrpJFnD6m5835BhLfwtPwXzKZ6o/yUqID3qJwW/Tgj1fj+8v8QZ1S3RceW3CXJewBnKNeS9luz94EpHZnLY/8j2/+4zJe/U48slK+DJoq8W92W4KtTaSYDfFK59RZxyhQ7cTXj+McFq+p4kdPrzTb4aftkZJ67ddacwKxJrN09LKjD+M7s+fwQdWy4fM90B0O+hYoT8KSaywBWXJEg1m+XJVFYIcrNbrSRSTDiGhULB3RbpugaZub5u1OhK7SsM2J0apZoyYAnHmttFRvobXBA0DtumwwVCyBoavWc3VPrCR7Vsz/z8qL4DvrLHw/uaUnR0fSR6RQ6QdGZjvb3P22YEq5oeqoxz32QSsc/K9PN7JwYqZX3D1Kp0xjy8oV1u1xE0ootL3Hqbabug6zH/EjmHdbJpaclsXb/mkOIIy5O5SIKorAiHlQHfWE7Z8BszKzyHSUL8ObW43dYx7r8rcKOkQLvPm74L0/wHHXZHq13ebPCy5l1oa2CJcRySfaOJmswvesfdp7vcoj77Fg0WVmGihQY3VGTXzuimY0pJRzF81ooHROnSlSpvvMtEA/sHhNJVcufghnyUbsOes6lBanCzQ68j8i1jwdEcvjyAkFlGSPYGH2HiRSEkw6GQ6YbwrJ5ir48i18/ANfWZCKD4QV2WibudRVhKX9feZtERcb4VrT8B5parsACla3S0cbCWGS/rl2T7K/RsE5opVxD//JFGWSQWXgevnuRcwcl8+Iwq3Wl26k7hig7coqMe4eFFYHn+bGt/6WwdV2n3mXXcV+M2fjzR/BfjNnM+87pwFg9xgUz0o1XhbP8psiBcx88RDCGZ1kdqO1BRHtTH1CqIQrTyNcdRonjT01QyvshEANdo8RF4AxU6y8UZia0vAY8OED9Hkc9yCiqQrzD2+2/l5CFWdhz13XYb/2YmVb63uc//JV4B0VT4XFLAGXlRu1RIrdE7NSZb6yEMzrWYVUZyxZV8XVb1+Lc/SLaUVKOoRQzYuV0ofJz2mx+l7ssaia6QWaegZMP8e6u+SIBopmNFA4tZH8iS3EQvHP8NxaCqc2Uji1Ec0Zy+DCTRSbgeZM+lsSCt6SIEUzm6RIySAyotIPaKrCzcd/nytejVoTY+15K1Mnowo7qqMBI5LL86s38uvj+t6tdiCwTJSbvmD0fvunmiINHXKKiVbVdF42O7qo365e+wPdELyyMkgocpYV2UqQONE4i17DW3/F0DuJxNMVdo9B9pgQ9RvazKkJoejf7MZX5jevYvvZLDqQ3HDc9xBvCZ78X8QyzqZritZerKz0v8Evtzu5bXQReWWN+L/0WAIOwOaOkVfWYgq4nBJTpPSDhycSM/jp0h9izytPip7sTqQo1rpVRz0nHxEYkn/zA0a7zsnJvhItS1hi0l0QI9qi4t/kHeQFJn5vbWZfEVPJn9SYsk5r3e4MNoHcy5ERlX5i3uTRnHfQGYhYnnmH0t6E2oQRyQEUlBGvcfkrD3R4jkyTaJO/acUyAv5dbPpoOa8/dG/bDqpG9LBfUv7WiLar+rm1SVe2I4gedu2Q8kus2FrPLvV/aO6tHU6CEf8Ma+7PIQfsHHonkdLZ4PJRt96TIlIAKpb52PZGAdUf5eHf7E7bTn+oc+Oc73PO0Y4UkSJEx6+k9mLl1a2v8kh9KbVrcpMLTQCz8KR2TS5+27fNhnj9IFKWrKvikAe/h+oqtzwoichc+unHbdsSYmVs1jFDv9tsf9OFL8hXFrQisNEWlW1vFrQrEx6MGg8FNUuP++rM2zljgxRMarF+Uky7w/BvbE9BCpV+ZO6koiSvSqhDmkGxN8ejKvEZQD0Yaz8YvP7Qvalt8oWg6ssvUvYJrNqYknpwF0TNFES2YRoXa/q5t0ofeXjl0zhHv4jDtyyefmsjK/9DIo1TCFedxrzSUzK0wi5QNaL7nYf/S491lzl7RCcWtBELmR0xvUXhLk8KQ5mb5nyfsVnHdBAj7Wm/fcuurwi4BXo4NSish+PH5Jhj+yyYdUNwzxsbueLVBwn5J8VfH9IZZhMk90gx1y04xDc3fYn1nk7pbLOD8m48IYFqp9l+3iK5yqa/ESn/Gq028vdvNtM7MxqspnVpGaZ/Y3sCMvXTj8wcl09u/mZ0R328TbtAcbSlf0zjpotQxVlozvWs2Fqf2Zky7aja9EWH+0ZP2L/txvqX4eNHKJyqkFsaavOkAHnjAmhHXjikyvV0Q7B600iMwi660eZ+SrD8ksx3o+2EQOwgYkEbNncMBPHhaG349mvBXpA3pNJtPeWVs+7jm//4EeWR/3VolphMItVy/Kcxvvu2QO+kRN7QFXjnNjjqnB6LlURn0IdWPs0nG0YStq83jdiRfMKV38JZ/M9uiRRFMTCaJ/ObuQs584D+K4seVsQ7LJv9bjoXHomohd6qEKp3ENjhQnPo6BENxWYgYr0pKW5PWwWPlmVOJvfuE8I7ujV9qXMKiim4hvHf2HBHRlT6EU1VuHXuD8zmYSioSSLFQqi4Ssyr/MXb/jnoa0xHKNDMy3+81Rwul4THl8/XL77CvGHo+O++huqP8mjY3HaFn+hhUbsmBz57YUiZOldsrSegrifSON26T7U3odqbMWIujEgeqqOB3PwtQ8+fEsd3xpkUXbqQscfXkTM2lLIt/8BmcktD+NeFYcNrnTzD8ODV79xPqaM7kRWBN2TQ7ARNxNtipOwgMCIagU0Npm+nByxeU8Whd9/Mha9dxifBhzGK7kcPF2FEclEd9Z2KlEQnqmSREm2Yzh+P+9PeK1ISTDoZzngCcrqYseTw4iszUy5jjvJTNKOBcSfUUjSjAc+oMH0VKapDBxS8pTGKThnPuJOjFM1oYMxRflOkKF2dBuOv3U+GbEnvkBGVfuakqcU8smY0G/UGjEg2ir0l5cpQtZtdFY1IPkeMPjJTy0zh9Yfu5cuPP0AY5jo1u4Px0w9LNdJ2p1Q2t25ImTofiqd9jEg+rfWHp3SjVW0hwjXHgeHi3INOG3r+lCR8V/yWunMXUf95ai+apm0umspdZtj87mvwPTh8+qmk49Xv3MfxT1zCTt7vNLIyZ7XBd9+BnTmmtcDbmvocYTs0HBziwLLgbj0FyXNVHl/7DOsbPsI+Yh12sFoLuMY8klS9l16kmOmgNoOtLXgYvz/+VuZNHvgBiMOC5LLlQA14Cs0DF6xra4O/4TWrB0siwuErC8ZLm8HmjKE52o5/JKgS2uls10clSqTZhiO7bV9txEi8x88jsNOL75JfWp1rfclt+MccDts/jE9WfiZ1eGFOcb8ZsiW9RwqVAeDZs69i2v/tBM/7ab9shVAJVZyFEsvt4lkGj6pNX1giBcCVnc3JP/1V6k5JpbKJHiqJSouUUtkhYjjTDcGnm0ZhFJpmWYfvo5TtQqjowXEY4X35+qSiDK2ye0Q/fhX/+jYhZXPpCCGsNJDNPfREYm/573cf4OD7L0TJ/iStWPl0vEJ1HhQ1QKydtowp4IwosMnFS2VRxjVk8Z//bKDCH6I4z8mRZYUcEU+13vvmJv766T9oNVrQnF9hz/0Me06y4DCbtyW39095rZZ90NyV8fWZIiafQ5k/4Wv8dNZ5Q1r4ZoRE2XJntO/BEtgJX30IW97qwjfS3Mn9SZx/L4w7mpQaxXRrGXe0+fONm7s/S0gyaEihMgBoqsLCqRN5YftrZm67Zn5Km3BFMdCc1fz238toyYLT9x/88HByGbLAuixEUdVUX0qCpFLZ4ln+lOFvKT1UhojhzEz7fLbbbrSO2h8N2bRPgsCy5ZZxFoV2xkPwTWgZUiKxL2iqwp3H3MbVb1+T0vVVFQJDUdiVo/DbczTu+KtOTjsN0egxm48WNcCnO738/MMlqFlPo7eOQKur4q/rilGzakGJotgbsRXWkHAmJU8zTtDVlAjVHiS0/Zy2z1a4lLd++KgUKH2hvYCYfXnbEMINr8KHD9F9g20vfSW7E1SSjCCFygBxQukpPLWiHD1chGtMalt9I+ZGDxcRKLmXmz6oR1WUQW+nnZzuUVQVT54PRVEYPWH/Nl9KMnEH/3DpoZKo9jFink660bpRHfVM228IliW3w3fKfPjkcbxFYeq/9FD/eVupcv4BcZ/KZje+XZszuMr+46Spo1m1/Vqe/PJ2c46OUDDivyIlbgiJ2YEkoVLvhREBqM2BJ49TeOVwB1mYnW6thFn2xk5fszujq4SA1pp5OPJXmJ6VotcIbT8He8467j7+jiH/ORqWJITDuKNhzCx4vjuz0qSvZE9DmmkHiJ3NYWKBiWYzK1uLZQwUQkG1BXGPfdDMgSsjaIw07ubZ+p/KLz630j3CMEAILn7gcU7+6a86TL0FhlUPFavaJ5IfP/bputEuJFx1GhcdcnaGVtkDSmfjm5ZLY7krRaQANJW72PZmvJ/K048NKTNzX7hu/iTOnXANhY1jrD4Xx6/WyW+GuWtj5AdS94+ppkgpbIIWV/cFQ3dHsiYiLo78FYQqzrL67+RlR7j7+DukH2UwmPwtOOPJeMlzEu3NsDnFpoFX+kr2GGREZYAYme3E5t2YNMtkKlmF77Rrq++kxdC565O7yHXkDkpUJRRoZsl9d9HSmNoCvzuXlDtfW2+KlGxB6XF18TRQPTuWjrR6qPh2+ywDz4qt9fibvKi76UabVXvZkE/7AKZIHHcG/r//w7prT/apJLhu3GZ+9dEyXoi4qdvi5ti37NRnx0hcMe+KNzIdEYCRTabB9u9fU3hrWvevv3b3sU+e4ZMw2M6Y2MqJZfewM/ap9KMMNu2NuclmWOkr2WORQmWAmDkunwJxDHVVdNFW32G11f+wfPugDCt8/aF7UwYNtq2l60tL/3PP0fTSS2hZUHx4LXaPQbRFpfLDQvQw5JxyypDpobKzOQyA5qzukPYJ7TgH56jXUB31TN2vZticZAJfRfYanwpgRoaWXIOC4NuBFurqoMLjJb/ZPAHVe023QkEgXgGEKVYCzv75fSZ7VpINtmOzjuGZs34S32tav7yWpId0ZoaV7LHI1M8AoakKNyyYRLRhZrfa6v+78hGe++L5AV1TKNDMllUfp91WPPHALh/rHRXC7omht0Ll8nyCdXaz+qdZwe6JMXL+pIFYcq9ING+LBSZixNwp25yjXiNUcRbhqtO4eDikfeL4TplP0YwGxs6tI6e0XT+VJJ/KUDEz95nyZdBUCZjzjGrX5OIWwhRqQH7AFCkAy6fBtvkBHjyxZ9GUrkh0oDX/XxBtmswM70V7Z4dZiSTDSKEygMybPJrvHTm2m23181hXVTVga0nM8dGjkQ7bUhq7pcPQsX98WxdTfHdh//j2IeOPmDkun5G+YPyYBzEi+bRsu9TyFbhKFpGvTBkeaZ8EpbPxTc+jsdzdtU/lo8oMLbCfSYoMJSYlm1Gk1L+fBi+cVFjPUyXZvDVN67bnpDOS/z4VBaKNB6HtOoM/Hfsn/rawi78RiUQyYEihMsB8fVJRklclF6E7UrYrisDQnYDgxfKHeWHjCwOyjg5zfOKMP2QG5//hvvQG2gTxq9tEaXIyZmmyDk0VPe4EOlDc/N6jhLI+sfxBwfKLENFcIv7DLbFy0uFNwybtA1hmZv+mtgiRzaWjOWPEQjarzb63KH3fj2FHUmQoUO2keFY9Nnes3eA68BkxttptVNo1jJi7W9U77TH0tjSaGT05iHDNiZQa5/Po/Pv45CfXc9JUaZaVSDKF9KgMMDPH5ZMdPZLmmiAO3weottYOo+EVtRVFCyOiefjD/VsBlOiX8uVHyzts22/m7I6N3dIRv7qNtqidlCYPnWZvv33nbzxffheGJ59IzTxiTdMAzOiKox6lfj4Lp0/khuOG3yTbQHXW7n0qH9/eqxk3Q4745Gj/ulaqP8rD5o6lDdiJoI2DXnEz6aRDWCG+gc27EdT47BY1hJa1y+yj4qzCCLf1UQEwwsWIWD6xwERsOavNxxhuskKz+dPCqVKcSCRDBClUBhhNVbj5lMlcufh9yziraK2gha19zL4eWSDgnlV34XP2TwVQIt2TLpKy23RPMt5R1kyfRLonuX1++VsFpljJsD9CNwSLP8zByE90o12BHhqHq/gZK7rijRzG9ccMbs+a/sI3oxhmNOAtChMNaSlN9/IPaKZgUgs0tewZlT8bXoOQH73VY0ZSgmm+qhSB5tCJtti4JG82Pz75BD7aNoPHlm2jIWSKkYQrLNrx0WTZVObsP5Lp++bRFDoURVGYVTaCI8aPGF7RNolkD0cKlUHgpKnFvLByPu/FoyqKFu4YVdEiKLZWjEgeH27b0ecKoM5EiqIoTJgxK3WOz+4onc3ODUVEW1Lb5RfPqmfHe2ZflUBjEb4MN3tbsbWeGr8LpfkiK4LiGfsAgJUCaom5htzU6m4TqMFXFkwb2Wre7iJ/vz2k8ide8ZMw0WpZMbOXSjt/F0JB0aDw3BM58KcXA3DkfgVccfx+1gyfkdlODi318dG2epZtruvQTl8KEolk6COFyiDxg6PLeO85t2WcRQ2hJM0RMaMqplfl31V/ZcYXJb1urd9VJGXCjFndS/ck4X/hRZo2gZalUzyrvq00eXk+ekQjZ2wQ30/uzXi6IVGWbPNu7DC2IFwzH5t3I9GGmdZ+w47uRraGe4fauCdKb/Vgc8WsXjHJaI4Yil0l1mJDmzgrdZuqdBCiR04o4MgJBQO6bIlEMjBIM+0gMXNcPp7WIwnXnAgIy6uSjKK1ojoaMSL5bNxanP6JusGS+/7U93RPEm2lyVpqaXL8ZDnywm8PiS6QI7Od2PNW4Bz9Iq59nkrZ5trnKZyjX8Set8IqXx52lM4m0FhEtMVmiUZ3QTSlGmvn2hz45LEhU4HVK75YbEVTUDAjKu0QKJTMqqPo0oVDpn+PRCIZGKRQGSQ0VeHCI8eB4YqLkVxELDX1YkZVXATLL+K5DwPoRs9rLTvrleLx5e++uicd3SlNrvj3kDgxHlrqwwgXpUzdDVWdmnJbtBZxaOlQ6J/bC1QN39kXkDM2aInGaItqpeE0h07TNjf+1Q1DpgKrxxg6rHk2pSRZj7SL1CkCI2K+f2/jC0PisyeRSAYOKVQGkcvnTCArNItwzTxAMRu+RXNSdxLmCLWGUJQVWztGRboikfLp0ExCUXonUmBYlSY/8M5m7L7llihRFAPX6H/Gb5sTk5Wsaj4p9+/+yYYqI8oYOaUpacZSAcE6u5WGs3tieIvCw9enUr4MgqYHqnROHapD7+BN0Rw6Nrf5/gObGobEZ08ikQwcUqgMIpqqcOfCqWAkeVXafQmr9iZsOZ8C9MhL0ZUvZfz0Gb0TKbDb0uRoi5qyX6bQDcEjn/4De94qjJiHcNUpKdsVRRBtmD68PSoA3lHWSTx9hCteKj5cO9R+sTjlpqKmim7NGUNvtYGAwqmN+MqCGf/sSSSSgUUKlUHmpKnFnLDvKW1eFUcjRsxNcPu5GJFcABy+D1GdX/FFyxu7fb5QoJmX/3grD11yfqe+lHmXXdX7Be/a3MHAmTo1ucAUKxk+Ma7YWk+zv8yamOwc/VLKdiFUIn7TdDlsPSpg9hfJKcbuEWTvm9pK34x4Kfgri839hhuGDmueAcy2+fWb3OjhVCOtMBTLYKtlxUXMcBVlEomkW0ihkgHuOWs6Ls1riRTVFozPoDnH6pzq2fdxnvzyD112qk1EUTatWNZpa/xep3zAPHF88ig71+akXLG7C6KmJyJLt0qTM31i3NkcRsTyCFWcZaV9ElhpoJJF5HoDw6t1fntUDebdQd16T4dW+hXv+9j25giq3wP/8wM7N2pAKF8GwV34N7up/iiP+i/M92dzxyg5apflTTF0JR5NCUFOScY/exKJZGCRQiUDaKrCnSf8kHDVaYS2X5AygyZccxJGzANaC/mO0RxZcmSnz9NZW3zoB5ECUL4M/+pGmra50RxpSpNb46XJZ1+Q8dLkRMWP5t7aYWJyxD/DOsazp+wa9r0zor4Z+CvHWLfTttLfcCOsfzlzi+wN8RSO3qq0eVMUwajpjdSszLVuGxGtLZoy7/aMf/YkEsnAIoVKhpg3eTT3fvMSctQyguUXWSdS95i/o9paMCL5bP/sfFZvTc3RhwLN/POOm7j7u6exaUVHE6Fmd7DfzNl9FykAgRqr+kKPdFKaPKUJRpT17XX6gf+U/wvn6Bdx+JZhxFwp27LyPyTSOAV11+n8ecGlGVph/xFYupRYXSM2VwzVoRMLaSkpkpx9g6bJ9NnzhpdY8Y6yypJVTVhipeL9EVZn2vz9myma0YBvug/OeGJIlMVLJJKBRQqVDPL1SUU4bZqZsqg8M2VbqPJMRCyP376y3ipTTqR6tqxc0Wmq5+IHH+fkn/6q7yIFho1xUzcE//4oFyOSi+poRLWFMKI5GNG2Y+DI/ZRrjjll2EdTAHwLT6PoGPDt14LRrnQ3ryxA83YzdeLf7IIl1w6f8t3gLvTWNg9KOiNt/hQHvt8ugp+slSJFItlLkEIlg6zYWk91UxjF1oCr+JmUba7iZ8DWQFVj2CpT7qyRm6Io/RdFSSbJuJm+NFkMCY/Aiq311Iu1RBunW/ep9iZUezNGzIkRyUN1NLCjdXXmFtmflC/DV1yJe2Sr2Vo+iYYtHktIeovCQ6Z0fLcYOv57fpnS5C2dkZbjb4Dxx8p0j0SyFyGFSgbZ2WyKlMRcGiOST2vdsfETaz3u0odRbA1s2PEF9//mEras/Cjt8yTa4verSAHLuNllafIQ8Ags3vZPs+ts7hpa649I2abawkT8RxCuOo39PXMztMJ+JlBj+YQSvg2L+O2Enyix/5CnfBl6Q6M1gLCzJm/lNz5CtKoqM2uUSCQZQQqVDDIy24nNu9ESKRH/TLIK3gWEJVY87pVU/O0Wgl9sT/sc4w+Z0au2+N0l6ptB+YoD05cmrziQqG/GgL12d3FGD7I8Pg7fipRtQqjowfFEG2YO77LkZLyjCFQ7rd9JXllL6nahENyZhX+z29p/qON/7H4zmiJAtRsd+gspNsNs8lZdR2Dp0gytUiKRZAI5lDCDzByXT4E4hroqiAXMccmGbwVOGjhy9UiK60qxsQEAhY7eivGHzOTUa34zoGvceePPiNbUp05N/prBjnfdRGvqCSxdmtFZK7oheGVlkFDkLNxjH+y0LNlTf/nwLktOpnQ2viluoIFIQKX+89Tuxqpdx/+lxzSgOrwZn2q9Wwwd/cuPsLmU+ADC9qMjBCKqgS1G4fdOk7N9JJK9DBlRySCaqnDDgknEGmZCLA8RyyPiP5zZa/PZt86BHVOgpBMpfW7k1g3891xP07srO05NfltFbw6Sc+whGT9pJHw+mrO6Q1lyaMfZVqTl0ANq9wgjLWCm2ub/EW9RmKZtbuvuRJmyEdXaypTPuy7jqbnd4b/1Imo/sYMCik0H2ndrFm1N3sZOzcwiJRJJxpBCJcPMmzyaB757CEW5Zloi1nQwhQ2utOJEIEAxIyn9bpxtj6HjbXyh66nJJSszXlGSaIcfC0w0+88k4Ry1mFDFWYSrTmNe6SnpHj58OehbBDzziYVs2Fwx09vRrkzZd/x07MdekLk1dof1L+NtfNEaQCj0dl9JisCIqqBA4YJJ+M44M/3zSCSSPRYpVIYA8yaP5j+XHsYpu/7LBVv+hYj/l4xA0JJl8PTx2zFOPWhgRQpA+TLsRmXXpclGZcYrSkZmO9sMyfH+My3bLk1pohcLTNxz/ClJ+G78O0WXnMbYBTols1OrsvK/dSwFv382QyvrJoYOS64hUO2keFZ9lwMIY0Eb2vhDM7RQiUSSSaRHJYOEAs0sue8uyteuRo9FGSMECmDoKkGHTlZURRUKhiqoHBFm6cG7aFVy8IcbBn5x8UqRxNTk8jcKrU1mafLQqCj5T/lL2HM+twzJwfKLAIj4DzdnJjnqGVG4dc/xp7TD95NbiFZcSuU53wHqrPubl68hf8VL2A/75tBN/ZQvw7+qgeqP8rC5Yx1KrQH0VjNiVDgTfBdfk4FFSiSSTCOFSgZICJStqz5CiLYv58S1pIoCisLfT0yt9DF0J+iCe1bdjc+Zx8KJCwdukfFKkc5Kk4dCs7ffvvM3Xth+F3ZfPuGaecSapgFY5d7hmhPBcPH7b35/z/GntCNaVUX5Bd8jWl2HluOh6PAWdi6LEa3xU37pzyieey2txQvxXXlzppfakaTOx9GWNF9FikBz6KY3ZeLsoSu4JBLJgCKFyiBiCpQ/sWXVxyA6Xj0mMBDU5oURQkFJuspU1FYULYyI5nPE6AGu5CidTd2WYvzrzLC73ROjeJafimU+a2py6Sk27BmqKNENweIPczDy28qS9dA4XMXPWNEVo/lg7j39a8ybPDojaxwMAkuXEt2+HS3Hg95kipTiWfVULs8n2mJjx7919Ig52HLIiZVdm+MRu3rK3yxMTfsoAoSComEOIDzlxMytUyKRZBTpURkEQoFmXv7jrTx0yflm07ZORIoAYorCV6OCLD0ghoil+lAURWDEnAR3nMXNb/1zQNfsf+FFaldgVY+UzqnD7tKtytFoi41A7sKMXeWu2FpPjd+VMifJM/aBlBSQHs3D58nKyPoGC9/pp1N0043s87UWKzJRuTyfkdMb0Rw6ekQzu9TWPZVx43MK61/G/8jdRFtUWhsdHbwpJbPrLYOtliWGRS8YiUQyMMiIygCRiJ5sW7MaIxbd/QMUheyyyfwpchhG4Qc47B+g2pvS7GjDVfIUSxsaee6LkZy+/7f7fe0A3qOOwj4qn2hNPQiIhjQql/vMKhOPge+0+Rm9Qk9U+yTmJHnGPmBtS8xJSt5vT8Y3oxjWV1I6R2Xrf0zDc8XSEQDxSFg9gW0OfO/9AY4bAj4PQ8d/9zVUf5RnrU/L0tFb20Rv9cd57HP0LlobHeYAwqHeC0YikQwYUqj0M6FAM68/dC9bVn2cdnBgBxSF8dMPY95lV+PyZrPu6U9Y8tUaVEcDRjQHxdackv5RbQEAjEgu66qrOX3/gXkfdv9HlM78nPK3RlgVP0Bbxc+pxw3MC3eTRBVPZ3OSguUXIWJ5e2S1TwfihuZAtbND6/mR0xutNBCOv+A75meZ93qUL8ObW43dY5a6W2mfeLoHRVgl8aVzdg2JMQ0SiSRzSKHSRxLG2G1rVmHoMRRIMcimRVHQbHZKp0xj3mVXpZQa333WIUy5sZZwTQiHb1mKSEkg4l/mL257iKmjR/e/qTZeNmr36J1U/AhzKu8B8zN2Apk5Lp+RviAt+W1zkkKVZ1oeFXfpw3jrr9hjq31SiKdFsnIjbSf7OBXvm/OA7J4Y3vxdZjn5uKMztVKTQI01lXvrfwrbxFV8nckem8A+P8InpyRLJHs1Uqj0AquseM0q9HZpnd1IFDy+/C6btWmqwsXHlPHnj5ejOhoxIrmg6lYkBUyvimJvQkRz8Ycb+/p2OlK+DJoqu674oSKjJ72b33uUUNbGLsuSTzq8aY+t9kmhdDZR3UflcntqZAI6DikcAgMK/Us34m1RsXsM9jmmvoMQdheYUbvAuJ/h+9F1GVypRCIZCkihshsSqZzKLz5HIGhtaekgTnaLoqDZbJROmd4hgpKOy+dM4C//m024CvRwEa4xj3bYx4jkAAr3rLoLnzO3f6Mq8em8yV1oi2f54xOT4xU/c+qwZ+ik99t3/sbz5XdhePKJpClLVurns3D6RG447nsZWd+go2oEso4n2rLM7Bg8rZGK90e0bRcKrY0O3AWxjJtS/c89R/U9T2L3FlB8RH0HIbzjvXzGnVCHfXQRvkuuzdAqJRLJUEIKlU7wV1fxzI3X0OKv79XjNbuD8dMP4+sXX9HjLrKaqnDGYfvw6IcT4x1XQwgBSnL1pt30rgjd0/+lyrs2s3NtTmoX2ngZ6Y73TM9KoNqJLwMnve6UJXsjh3H9MQPYY2YI4vvVw7B1f7JcfiqXp6a7tCwdb1Er5JRk3JSqb1xuTkEOdOJNiWiUvzWC0ruuxS59KRKJBFme3Cm9FSma3c74Q2Zy8YOPc/JPf9XrVvdfn1SEzRtPbcRcKSIFzPSPEAqK1tK/pcqGjv/px2ja5u44jHB5PnpEI2dsEN+0vIyc9LpTllzjd7Fia+8E5rBF1fCe/xvL22H3xCidW2vNaip/awTRw67NqCnV/+wz1D75b4ROarv8+L/5+zdj95ol1oEaV8bWKZFIhhYyotIJwQb/7ndKwpPn48zf3omvqH+ai80cl4+n9UhaaoI4fMuAUId9FEVgRPJYtm4E+gLRP36MdhUZlcvzU9I+dk+MkVOa4NAfZeSkJ8uSOydQ4zJ/R9lQelydNUOn8sNCos02Ap/twFu2g8Cy5RmZeq2vesX8t9WG5oh12K45BKVfqyMw/ucZn8otkUiGDlKodII7z5caUVEU3Dm5tLa0YOgxVJstXrVz9YAMCNRUhQuPHMufP3ajOpowItko9kCHKqBI8/5EtPWs2FrPrLIRnTxbD0iqyEh4VDqUJnsMGFHW99fqBbIsuXMSJ3fv7FkEXn6C6leexJ4tKD68ltZGB94tv6f8W08SbU7df1AwdPhqOZpTRQ/b0CPtvnoUgXtkK3aPge+oiYO3LolEMuSRQqUTzrzxDp658RqCDX7ceT7OvPGOfouWdJfL5+zHg+8eQbgmiGPEu2lLlbPyP0JRPuS1rWOYVfaDvr9o3Hey22GEGTJlmmXJIVmW3AmWWDloH7NTbXNbVMwUnqbg9I7qGKEbSPwP3UHtJw5sLh2zNq5d9E8o8b4pddhlF1qJRJKEFCqd4CsazSUPPpHRNWiqwvwpo3lpizutoda8bWDEXHxeU90/L1o6G3KKqfugEf8mT8qmivd9+PZroeCIvIyZMm9+71HCjnRlyTNx+FbsXWXJnWHo2D++jbyyFvybPClRMZsrRl5ZEPvHt8NR5wxa+k5f919sbrMlfkcEmlM3vSn1+fhkF1qJRJKENNMOcY6cUEAsMBEj5k5jqI03fzNsbIw9w3NfPN/3F1Q16qqnULsm12yX7zJNmTZXjFjIRu2aXOqqJ2fEn5IoS9a9ywnXnGiJFHfpwzhHLUFrmcW3S6/ae8qSO6N8Gf5VDdSuyaVD5AKF2jU5+Ff5zT44g4D/7uuofbMGYUD6TkMKiPjwwQXfkF1oJRJJClKoDHGKcl1m9Y8tiBHJw4imRjkURaA6mjEi+WzcWtz3FzR0qF6b9ALt/gVz+yAPuLPKkiOJsuQPUeyNVu8UI5KPs/VQrj/mwkFd15AkUIO3KGxGMEKpJ/1YSMPm0tFblcFp/mbo6CuexuaKoYdtdBROpnDRW+ORlvFfG/g1SSSSYUVGhcrYsWNRFCXl5/bbb8/kkoYcieqfcNVphCrOBmHvsI8RySVYfhHPfRhAN3bXG3c3lC+jYHwlhVMbrVB9+RuF1hTlwqmNFIyvHLSr8QTdKUve6XfvfWXJ6XAXAGBE06e/YiGV2jW5+P+1eODWYOiw5V0qTj+C2pVOUECxdRS3ql2gOc0KIC1LQPbg+sAkEsnQJ+MRlZtuuomqqirr54orrsj0koYUieqfWGAirpJF1rDCFOIm24ZQtO8n6vhVdsGkFkpmp5Zol8z2UzCpJWW/wSJRbmzzbiRcc1LKtnDNSdi8G1P226tRFALVToyoRsdUi2lkVR06+udvD0xkbP3L8PsJ+G84i6bPAqAIYkEbQm//dSMwoiqKGk/7THFnvCGdRCIZemRcqGRnZ1NUVGT9eDye3T9oL+PyOfvhzv0yHj3ISxk6B6Dam7DlfIpia2Dxtj42f4tXXHQ25yfaoqbsN1gUeLOw563AOfpFXPs8nbLNtc/TOEe/iD1vBQXerEFd15CkpRZfWZDCqY2o9vZCRUGx66g2Qe1KJ/5bL+rf117/Mjx7LoTq8RaFsXti8c+r6Pi5zdKtqJ2WJeCkP0p/ikQi6UDGhcrtt9/OiBEjmD59Or///e+JxTo2gtrb0VSFi6afTbjmRECgOsxBhEY0Oz7zBxy+5bhLH+BfO+7hhY0v9P7FSmcTVYtT5vwkOpwm5vxE1eLBv/IV5twjIVQUxUAIlVDVqSm39XDR7qdC7g14RxFtUWnY7MGIqlbELYGIqVYqT9/wbv9FVeJTtwH8m90AlM6pw+aK0d6bomXFMFptbSba734fJn+rf9YhkUj2KDIqVH784x+zaNEi3n77bS6++GJuvfVWfvGLX3T5mNbWVpqamlJ+9gYunzMBl80bn6ichxHJRbU3Y4bPc1AdDda05RVfbe/9C6kagdyFKXN+3AXReKO3eHvz3IWDfuX75oYaHL7llihRFAPX6H/GbysoioHmrKaupXVQ1zUkKZ1NoN4UmjZ3DEUzUrcLBdVugIDaj+34H7qjf143PnXbv9lN9Ud5lL9lemU8JR3TcYqGVUmmjZsGJ9zcP2uQSCR7HP0uVK699toOBtn2Pxs2bADg6quv5rjjjmPq1Klccskl/PGPf+Tee++ltbXzk81tt91Gbm6u9TNmzJj+fgtDEk1VuPMbPyRcdRrB8kuI+M2IhupoRrWbYs2ImOWoiyse6VOpsu/Kmym6dCGlp9isBm92j0HpKTaKLl2I78rBPanohuDFTS9iz1uFEXMTrvpWynZFEUQbphNtmLlXdqTtgKrhu/r3FE5tNDMusY5eFSOqmOXn7hj62v/C1v/1PbIS9y3prQo2lylqt71RSOOX7dO5pmcFBQoPCeO77ZW+va5EItmjUYQQ/Rosr62tZdeuXV3uM378eBwOR4f7P/vsMyZPnsyGDRvYf//90z62tbU1Rcg0NTUxZswYGhsbycnJSfuYPYl73tjEXW9sRLE14B57vyVSADOyYm/CiORz55EPMn/SgX17MUM3r5IDNaYnpXR2RjwEyzfv4uxHl1ilyImISgIhVILbLiFPK+Oj676+dzd7S8J/zXyqX9qCzRXDiKlmGigJxa6j2QSxkI2csUFKvuGGeXfApJN794Jb/0fFpd+laZsbmzuGMIiXJLeh2nXT5BufmFx05jR8v/1Hb9+iRCIZxjQ1NZGbm7vb83e/d6YtLCyksLBw9zumYfXq1aiqysiRIzvdJysri6ysvdcwObbA3XYjjanWiOQRLL+IT4oM5k/q44upGow7uo9P0nd2NofNap/q+bjGPNVOpJhpH1fJIk4ovEmKlCR8t72Mvn0C/g22uEhJbV0vYiqxqAKKoGmbG/eqBnxN58EZT/RKrPg/qqRpm9uq8lHtqSkn1W4w5thd1oTnnLFBfBf8qI/vUiKR7OlkzKOyfPly7r77bj799FO2bNnCU089xVVXXcV3v/tdfD7f7p9gL2VkttOMppQ+bHpSou0GIipm+P6l1ZV976kyRFhS/hLO0S/iLH4xRaRAfIJ0zI3qqMdXuC0zCxyqqBrafkdYxlktq6NXJVGNY/fE8BbFvSRLru1VGkj/+AXTOCtM8dMhgqMZ2F3mwMuiGQ2UfMMjy5ElEsluyZhQycrKYtGiRRx77LEcdNBB3HLLLVx11VU8/PDDmVrSsGDmuHxy8zfHS5VzQaSmYlR7M7ac1dS37uSPyzM7q6g/0A3BJxtGmk3ebC3myIAkhFAJVy7E4T+Tn846L0OrHLr4LviR5VXRWzU0Z3sBYvpJSufUAeDf7IKmih439PPfcx21L69FCLOip320T7Hp6GFb3GCr4CsLwbzbZTmyRCLZLRkbSnjIIYfwwQcfZOrlhy2aqrBwv4U88XkzDt8HqI4GgHhkRUG1N+HwfYDDt5wnv2ykrNDLwokLM7rmvrBiaz07/S7U0Fm4xz7YwZuiKAbOotc4bcxtMu2TjtLZaNkuyzibrnzbW2xGUhIl6QC+njT0M3QCrz0D2NHDto5VRnESBttA4yh8F/bBCyORSPYqMt5HRdJz5k4qAsNtdqlNLlUWHUuV//Xpxkwvt0/sbA5jz1uB5t7SIe0T8c+w2umH7esztMIhjqrhO/ciK6oSC9lor1YaNnvY9kahVZLuLQr3qKFfxYUnE/jKbvVrSdeBVsQ0s8rnlGn4HlwnRYpEIuk2UqgMQ2aOy6dAHNOtUuXVwae58a2/ZXC1fSPhT3H4PsCIuVK2ZeV/SLRxKuGq0zhp7KkZWuEw4JifoXkcpkhRTEOtzRVLSgMp5rBCdzwFpKj4X1rSraeuuPhsmj7cYlXxdNayP2Gw1cZOkekeiUTSI6RQGYZoqsINCyYRbZiJiOURazo47fwfM+KSz8sfeLtlrPU/9xzRqqqU+6JVVfife64/l99tdEOwbO0IjEieGSWyhcxuvEnv1Z67Cp8ymZnj8jOyxmGBquH76d3kjA1axtmxc+vIHRtM2S1n3xAA297Ip/rBF/H/fB4s+zOseTZtn5WKi8+h6d1V7URK+0o0wzLY5pTF8F18zUC+U4lEsgeSMY+KpG/Mmzya7x05lr+9v828o5NS5VDFWUScn7Fi6/HMKhvR6fP5n3uO6l//BvuYMZQ+8Tj20aOJVlVRft75RLebnW59p58+UG8nLX9+60uCtvXQeDDOwncB4t14MaMrhgPV0cihB9RKf8rumPwtSq7+BPeTf7Wqexq2uFN2aSp307jNZfU+CazagM+zvG0H9wjY7xuQlU3F8xtpWraxS5ECYEQ1FC0+dfuSK2Q0RSKR9BgZURnGfH1SUUqpcgeUKK4Sc2DfQyuf7rg9Ce9RR2EfM4bo9u2Un3c+wZWrLJFiHzMG71FHDdC7SI9uCB759B9m2id3La31h6dsV20hIv7ZhKtOY17pKYO6tmHLN36H79oHwJVP+VsFGJHUjrWxkJbUoE0Q2OFi+//yrLk9BHfhf/El6h57KlWkKOlFSsKzYj1n4X4D9tYkEsmei4yoDGMSpcq6ox4jko1ib0kxnKr2FgCMSB6r/GZflc4iD/bRoyl94nHKzzvPFCtnn23eP2YfK8IymKzYWk+zvwx3jmmWdfg+StkuhIoeHIcR3le2ze8JB32LwORWos/eiN0TY+T0BiqWjiBVaCSEhyBQ4SZQ4aZ2rQfVJogGHKh2Hc0ZiwuQjlORgVQRIxRzOvIgT9yWSCR7BjKiMozRVIVb5/6AcM08QOtQFQPmCR0MDN+ru+2rYvd/RPH0HSn3FU/fgd3/USePGDh2NocRMTN1la5lfqIbba43IP0pPcR3xpkUXXkupXPqcPnSNIKzREubANHDdqIBc+yFEdXQw1qHfdoenipScsYG8U33yeZuEomkV0ihMsw5aWoxB4wcFTfO5mLEUmcoKYqB6mjCiHnw147t9Hn891xP8P4LqXwzlnL/jiU60UcvgPUvD8DqOycRJdGc1R0EWGjH2VZZ8uwpu6Q/pRf4fvgzQGHbmwXorT31jXSS6oG0IqXkiEbZ3E0ikfQaKVT2AH519IWEq04j0jgd1RbpsF0IBdXWwr+3vJu2+sf/7DNUP/AC5W+29dIoOWoXKAI9orH1PwVEn7+m79N1e4C/pRVVgVhgIkYsdfquc9RiQhVnoe46nT8vuHTQ1rRHsf1DGsud5hRjIG0nuE7piUhpgON+KfumSCSSXiOFykBj6GZp59rn05Z49gczx+XjNQ7Ckbs67XZFERiRXBrry1ixtb7Ddq/tM7Qs3TrJjJzWyM5VudZtPaIR2NTQ47bqvWXJuiquXPwQZH1lGoVtLRiRfILbv4sR86A66nGVLOKXx50ioym9JVBj+kaA5F4nvUFxxOJdb9OIFIARZf2xYolEspcizbQDhaHDe3+ADx+AkL/t/pximNe/7cM1VeHg/Wr4JNiAEc1BsTWhtDt/R5sPxObdSHXTcR3Wad/0BOO+0cjW/xait2pUvG+WMds9MYpn1dPa6MBXFoSetFXvJbohuP7NR3COftEcNmgLYkTyCVWchatkkTnvJy5W7N4vgYMHfE17JN5R+MqCBGsd1sTjNlNsF6mdDghExAaaKVZiQVuqSIm/lkQikfQWKVT6C0M3Iw6BGti1GT64H8INHfdrqoRnz4XjfgXH/Kzf8vZHF83n/eXbcYx4p4NIAXDkr0BRDN6rHM2p0y9p21C+DEJ+7B7Y5+h6yt8otDYVz/LjLojhLoj7VgbhhLNiaz27asfhdpseFCPmJlwz3xQpjnpLtFzydfewnmGUcUpnQ04xJUeYDf6atiV6qnRHpCTvE+86G7JROLURLUuYojaxLadYmmglEkmfkEKlLyTEyYZXYfXT0NrU/ce+cyt88iiceGe/RFfyPQ4wXKi2EEKQIlbM2wZGzMXnO9tFReJRkmiLSuVyX8qmyuU+SufUYfcY4Bqcqo2dzWFs3o1tERRHPe4xTwJgxNwEyy9CxPLY3zNtwNeyR6NqZmTv2fMoOaIRd2GEQKWDQIW73Y7phEu7Bm/xVE/BpJZ2+yBNtBKJpM9Ij0pvWf8y3D0ZHv8mfPhgz0RKguYqM7rSDxU1RbmuuPHU3SGioiimWEHYqVCfT5394x1FtEW1JufaPTFK59Zi95iTbs37VTj80kE54SRm+7hKFhGumZ+yTbUFsXnNIYuyd0o/MOlkOOMJyBmNryzImKMbKJrRQOHURgqnNuLdJ4Q5kVvH5o3iLAyTN6EZzaEDCu6iEN59QhTNaEhN9YAZSTnjCWmilUgkfUZGVHrD+pfh2fPorFLCv9mN3qqQWxoyoxGYEYvGcle70HicV66EA+b3SQhYzd9sQXMgoaqj2gLWdkUBxd5kzf759XHx5m+lswk0FhFtMT0piQhK6Zw6S7wE6kfgO+ZnvV5bd9ENwScbRmLkm2kf1z5PpWwXQkUPF1GUkyV7p/QXk042P3vly6C5Ct+SayG4K76xBf/mVrxFYetzDFBwYAuBamfb59jlg5k/NiNuLbVmirB0toykSCSSfkEKlZ5i6LDkGpJFin+zG29RmEC1E71VoXZNLgB1n2WTM64FzSZoKneb02uBQKUDb3Gk7Ys+VG8ab4/r/cA2TVVYuN9CnvhMRw8X4Sp5qsM+aWf/qBq+K2+D0KUpJ6SEWAlUO/H99KFBOems2FqPX6zFqJ6Pa8xT7Zq8KVaTtwVjbpPVPv2JqsG4o83/tznjIhwgjajG/Gz4prhh6gWw/0lSlEgkkgFFCpWeUr7MNMTGqfggj6ZtbrQsHb1Vw+aKoTp0jIiG0FUav8xOfbzS1pYcaDsRfPhAn821cycV8bcPJ3Yx+yeGq+QpVEcjD68sYFbZFfjvuR5v4wspJ6Roi2oKlOk+fBfePmjh+4dXPm1V+7Rv8qYowipNDtvXA9KgOSAk0kFLrkn5nJNdDIdeYJYay4iJRCIZRKRQ6SlJJboJkYIizO6e8eqHzptntZWA2lwxsnIj1K33xNNB/j5HVVJn/+Sg2APtZv+YqSAjks/qipHU33MdNQ+8GE/5qNg9RopfhUNPxTdIIkU3BKs3jcQoNNM+ZgSl7TgKoRKuPA3V3sJJR506KGvaa0lOBwVqpDCRSCQZRZppe8quzUCqSEludGXSWVrCvF91xCg5sp6K9/OpXZNL9Ud5VHyQZ1YC9cFYmzr7x5yHY876aUMIlVDFWTQ2ucna9XyKaTZYZ08x1XqbXhy0brQrttYTUNcTrp4fn+WTLFLMtI+z6DWyjYOkP2UwSKSDpnzb/FeKFIlEkiGkUOkJhg6fPIp/s7sLkdKNp4lobH833/KsoAiatrlNsfLKlX0SB6mzf/IJ7TgnZbuiGGjOaqY7PmFJTnPcPBsXK2+0tdAvnVOH3agctG60i7f9E+foF3EWv9Bl2mfqfjXSnyKRSCR7EVKo9IR4ZYTe2tY/YvciJV0aSMGItomUxPM0bXNT8bYBL1/eJ7GSmP0TqjgL5+gXU7YZMTd6uIivxvybGwtH8PIoF8Wz/Cn7FM/yt1V5DEI3WgBn9CBz0KAtiGh3PBNpn3DVaVx8yNmDsh6JRCKRDA2kUOkJXyy2/lfLindr3a1ISW5Lnm4XpaNYeXAx3HVQr9NAM8flk69MaWs5H0//mMMJg7jHPkjYEaQoGiUU1NI2eou2xD8ag9CNVjcEz6x/fbdpH58yWaZ9JBKJZC9DCpXuYuiw6kkqPsijdk0uigaKLZZmx3aD3uLklgVA6yRKkkas+Fc3mmWivRArmqpw0uFNVsv5SN0xAJYAMLvUOslpUilZ7O280Zs6OO3PL3/lAcSI53AWv9hJ2seN6qjn0ANqZdpHIpFI9jJk1U93ee8P+NfrNG3LNqt7gumqe5Km0AoF57SpuCcWQyRI03srQQ+k7pfy0LbH2T0xvEVh8/4l1/aqGdwNx32Prc+18O4mMwJhz1uJak/qnisc7LM9SFGDQPXGKP1amkZvuQvxDbCJUjcEy9aOwBjVVbXPQlR7C/MOPmVA1yKRSCSSoYeMqHQHQ4cP70dvVdrG2Xc2AyUx5v6UBYxb9AyjbroLx6FzidXHRYqSJGbaExcp1nwdBDRV9NrQevEhZyNiedZzJ6Pam3hjUj6vzDyAFd8ktdHbKTaKLl2I78qbe/W6PWHF1noaA15CFWelSfuoVtonFpgo2+ZLJBLJXoiMqHSH8mX410WoXZNnNnSzGxjRdhpP1cHQQCh4j5hMyR13Wpt8p58OQOC1Zwl8sK7LaqH8A5utfiZWm/JeGlpnjssn1xsgNip9AzibEuLZYypotTt5ZueZvHzC11Gzi7CXzh7wSEqCnc1m5EhzVndI+4R2nINz1Guojnqy8zdLf4pEIpHshciISnf4YrEZTXHFiIVsCNExGqI5hGWw9c4/o8N23+mnM+ax58g59pB2IiX1uWo+zqNph4Pytwqo/igP/2Z3rw2tmqowe8quuFcl2zLVzlltMKJJYNhbabWHGB2N8c3Q2/zvyXcHvWdGIkqSGKiYjHPUa4QqziJcdRrfn/od6U+RSCSSvRApVHbH+pfxP/WYOb9HATUrhoi1P5EL9LANxZNL4c9+akVQ0lHy0FPkLFjQJlZS0kDm7YqlI9qaro1zw5jDe738Py+4FKPuJEBDUQzmrDa45N8GNzylM6JJoAmBt0mw/2IbI195k/p7ruv1a/UGf0sr9vx3cJc+iGoLYkTyadl2KUYkzxxMWLIItz6Jy+dMGNR1SSQSiWRoIIVKVxg6/PsXljclFrRhtLYTKUliI1bfgpabu9unLfn9nVZkxe6JUXq8WW3T5nlR0LJ006ui1hG99WD891zfq7egqQrHTCiNN4DLY9u+guo8KGqAG57SKauAK55VKGqAcLaBsvO5QetGqxuC37z9N5yjlljrC5ZfhIjmkog0qY56Tp3VIqMpEolEspcihUpXlC/Dv7rRjKYIUO0G7Q20imZYBtucU07pMpqSTMlDT1F06UJKT7HhLoh1aLpWdFhD2+ydl2JUP/AC/rt7F+3484JLMXZ+m7LKWezKhTemK+zMMcXKzU/qFDVAfTY8f5jGW74A+rb3e/U6PWXF1noaWxsxInnxewSKvdGMrjgaMSK5hGtO5IRSWe0jkUgkeytSqHRFoAZvURi7x/SmGNH2V/XCTAMJKDznG5TccXuPnt535c3Yr19H9KQnqFw7MWVbxbJ8mnZkWaXCNlcMfdlj8PZtPY54aKrC2VO+QVXxuxy6VuG7bwtsRrudBHz3bcFhaxU2b9nco+fvLQ+vfBrnqCWAiKd6GvGMfQDV0QBAxD+LaP2xluFWIpFIJHsfUqh0hXeU1VtEdei0j6bYXIZlsNUKemd4jdbspPy6+4jW+LF7YuSVxcuYRZtXxeaKgQK1a3KouONB+H1ZjxvBTRxXQdgRZEupQW0O5AdSt+cHoDYHVo+DnSKvV++lJ1jTkiP5ZkWSkiq+jGg2saZpALIsWSKRSPZipFDpitLZkD0a6FgIY3PpxEIaKFA4E3wXX9OrlwgsXUp0+3bso3yUzqmjYFIApUO4QzEbzFnzgAQ8e26PxMrp+3+bmd6zmbUelPZPH0cTgumhKEofzLvdZcXWevxNXoLlF2FEclHtzak7CPOAj/A4ZFmyRCKR7MXIPipd4L/3BrwNrTSWu0xRkoKwDLbaoQt7XdKb8LR4Sx3YF59HtEVF1Qz0WJuGNAVRaot9gBLXlT3qWnvSp+uZ9F78vbnBF0zdnt+skF2pkVO3Eiju1fvpLinpnHbN74xoDqqjAXfpw3y98CZppJVIJJK9GBlR6QT/PddT/cALbHvVhv9LDwCaM4bmNHulxEI2UFQKzz2xzx1cfaefjv2wbxLVfZS/VYDeakN1tJsjlG4e0LowvPeHbr/OIRVbCcc70OaEUrfpCvx3pqB1Yithf2Wf3k93WFL+EoqtAVvOp6mt/QGEYpUn5xduG/C1SCQSiWToIoVKOgwdb+MLlok2FrRhc+koCuhh0zNi8whiLSraxFn985qqRiDreMuToqaLdSWJFZsrht6qwLL/65a51n/PdYTf34UmIKaA1q5nnSZg6kaFD3UXD69qYcm6qv55X2n47Tt/Y2nDA7hLH8ThM8cDGJFsjGgOQLyLrsDRuICfzjpvwNYhkUgkkqGPFCrpKF+G3aiMz9xJRFA0YiGzCdvYuXWMnVND0ZXndrscuTv4fvUwhYdGQMHypHQgLlJMc20uFe/Zdh9VMXT0D5/G5o5hD6rY2j1tkxurXHm/LVm8FSngilcfHBCxohuCF1ZtNH0pjgazDDmaDSio9iaMSF58WyMnT50g0z4SiUSylyOFSjris3XsHqNDf5PiWX7sHgO7x8B31MR0j+49qoY28zttIkUoacWKYaSaa/1PPtxlVMV/60XUrnSCgKi7o5NW1QVPfhMePFHl/6aOx1n6V5yjX+S6Nx5BN9KIpT5w+SsPIPJfAxSMiNkcT7U3ozrM9E/EP4tg+aUclXcpNxz3vX59bYlEIpEMP6RQSUd8tk60RaVyuS9lU+VyH9EWNWW//sR35c3kHDu9y3lAZnfctoGGgW2xzqMqho7+2Zum8Tdkwx5MjVDoisDbqnD+a4IDCwKsyG2JzwbKp75uHPe+uanf3ptuCJZu+SruP2lIa6KNNR2MiOUxTzZ5k0gkEglSqKTF//ISgrscVrM1uydGyVG70Bw60Rabeb9abJYvDwAlDz2dKlboKFasni6KIFDhpuL2+9OWK/tv+SG1q1wgQLF37AWj2QT12YKCRoXP67xEHQGMSL7Zyj6Wx91vbuK2xev75X39cfkTkP8aIMzKnvYmWiVi/a/snSKRSCQSkEKlA2a1z4vseM9niZTiWfXsXJWLHtEssRLI7X1JcncwxcohlidFzUqX2mlXBXTXNW0pIEPH/7sLyKp5yTIFi1i7X7ciIKriMwyePE7hrWnm9lDlmYhYHoqtAXveCh56byuL1/S9EujtTdusDrSKLbVvihAKqi2Mu/Rhcr0B2TtFIpFIJIDso5JKUrVPtMWGlqUzclojlcvz20TL7EZay37Y55Lk7lDy0FNk3X4t/mdfwGi1kZiu3EY80hIfbpiVVU/dj09AKyoluOxtmrZkYffkUzyrnu3vjsCIpgorLUtHqApGi0aLq+15XcXPEKo4C1fJIlRHPZprK9e/ZOeEyaN7bW698a1H2KE8D+RixLJQba0p24WRhdCzUB31zJ6yS5poJRKJRAJIoZJKvNonr8yD/0sPsaCNivdHAGBzx8gra8E9ohX3KfMGbUmak1RzbQcUFLvOyOkNVLyfTyxUAVQAWYAg2mJjx9J8DL1dysepo4dt1GcLFn9N4c2DNRQEQpgTi91jH0RRDIRQseetojk0jhVbD2VW2YgevwfdEDy3eiNkm94U0e59CKGgamEM3YnYNZ8/n3tpj19DIpFIJHsmMvWTTKAG/2Y3tWtyEe2KY4RhlgP7N7utqqDBwHfKfLwlwTaRkqYKSEQ1KpaOMJvQtd1LIuKih21gpP6qFUUQ8RjkNyvEbHZC27+LECpK4mUUAyEUFMXAiOQTC0zs9XDAM56+C3XEYkBgxJwo7d6D0B2WwfawMSUymiKRSCQSCylUkvGOwlsUNpuphVODTYlGb96i8IBU+3RK6Wy8413m/3dRstzeJNtmwE2933dAo+VZcRsG1UfovFH0S/SWgwjtODv1GRSRYqwt8Gb1ePmL11SyprKqzZuitUv5CCWeBhKEa07k4kPOTv9EEolEItkrkUIlmTGHg6J2POcnUABFM/cbLFQN31V3kjM2mFKybPfE8B3QuJsHd3wjge0eimfVW2Jl2vQz+N2CY1FsDThHLe6wf7hmPiKWB8DVz6zuURM43RD86o2/4hy1BNB3E01pxGPLliZaiUQikaQghUoy2z8kUOWwWuYnY3PpxII2AlV22P7h4K5r0smU/OlecspilkgpnlVPc7mnZ8+jmJ6VyuX5FM9qoOiS0/BdeTOHlCkU7f8oqqMeIVI/Eq59nkJ1fgXAzlBNjzrWrthaT0ssAIDqaO4QTQFSoim3zv2BTPtIJBKJJAUpVJIJ1OArC1I41Zw1k4qgcGojvrLgoHpULCadTMkrGyi64myKj2yJG2fN9JSWpdNxve1IShtFW2y0TvgBvp/cAsD7Fe8TMGpQ0UxPSswUQEKYXhXXmMdQnV/hLn0Q5+gXuea/f+lWx9o31leT6JkCdIymCCU+KbmRqcVFnDR1dM+OiUQikUj2eKRQScY7imiLSsNmjzXXp3RurZUmadjsMbvSDqZHJRlVw3fZr2kdf6ElUmwuHUXtrClcEklpo5wZpfh+cpu1aeHEhSwYvwADnYKs0UT8hwGgKKZYUW1BXGMeNbvJAq229XywZVeXS9UNwaJtd5ppHyE6VPqYz2+ux6g7iWfPvqpHh0IikUgkewdSqCRTOptAY5HVM6V0Th3ugqg1nDDaYiPQWDRgHWm7i+8nt1B01qFmhGe/QFy0tDfOph9omHPMNEqeXNJh061H38qNs27kuJwbiDXMwoiZBt5EFZBqC5lPIRTsuZ9x5ZvXdBlV+cbfL0XNWYkQqpn26RBNwYqmHFNWKlM+EolEIkmLFCrJqBq+n9xB0YwGSufswu4xa5TtHoPSObsomtGA7yd3DGhH2u7iu/HvFNxwPwWHuUyjbZJIUWw6o2b4UR2pPpucGWMoefgfnT7nwokL8WgjELE8QtsvRLTTIWa5skAIlVbnCqbcdwGL13T0q3zzH5exU7wfL3c2OjwPxAWQML0p88bKuT4SiUQiSY8UKu2ZdDK+Xz6EfXRqesc+ugjfLx+CSSdnaGFpOOhb8LONlDzwd4rOPJjC6aa/puzEWvLLwow/oZbCqY0UTm2i6KxDKXnyv7t9ylnjCwAQsRyEnmrWNUWKYjWC03JWcvXb16TMAvrmPy6jPPJekkhRrKhMgkS0RnU0A0LO9ZFIJBJJpyhCpLveHT40NTWRm5tLY2MjOTk5/ffEhg7ly0zjrHeUme4ZApGULjF02Po/2PouVK4Cu8tc98yLwebo1lPohmDK755BKb7P8qS0JzmyoigG0YbplOrfo8b5OLrn4ySRYv7bYZmRXFAEqr2JrIYz+fCK62TqRyKRSPYyunv+li30O0PVYNzRmV5Fz1A1KDvO/OklmqpwxJSv+Ki5AWgTJcmkRlbAnreK7dFfodmbU+5PJ1JMz0ojRiSXcM2J/P6k70uRIpFIJJJOkakfSQdOPGg8kBo5aU9CvCTSOpq9Oe39ySRHWlRHI+ccdgDzJsuSZIlEIpF0jhQqkg6cvv+3OcQ3NyW9k06s9IT26aDpvuO5cc73+mnFEolEItlTkUJFkpbHT76LsVnHpIiL3oqV9iJlbNYxPHHy3f27YIlEIpHskUihIumUV866r89ipb1IKXUcwytn3TdAK5ZIJBLJnoYUKpIueeWs++JpoJ6LlXQi5dXvSJEikUgkku4jhYpktzx+8l3MH7egy5LjdEiRIpFIJJK+IoWKpFvcfsytHJo/t9siJUHCkyJFikQikUh6g+yjIuk2jy24i9++8zeeX72RcEQHFDTnV+ixbDRHPUa4GGE4UdQwalYtWrSU06dN5MY538/00iUSiUQyTJGdaSU9RjcEH2zZxbLNdeyoD2EIg10tEVqjBk6bytQxeRw1oZAjykbIZm4SiUQiSYvsTCsZMDRV4cgJBRw5oSDTS5FIJBLJHo70qEgkEolEIhmySKEikUgkEolkyCKFikQikUgkkiHLgAmVW265hdmzZ+N2u8nLy0u7z1dffcX8+fNxu92MHDmSn//858RisYFakkQikUgkkmHGgJlpI5EIp59+OrNmzeKRRx7psF3XdebPn09RURHLli2jqqqK8847D7vdzq233jpQy5JIJBKJRDKMGPDy5Mcee4yf/OQnNDQ0pNz/73//m29+85tUVlYyatQoAB588EGuueYaamtrcTgc3Xp+WZ4skUgkEsnwo7vn74x5VJYvX86UKVMskQJwwgkn0NTUxGeffdbp41pbW2lqakr5kUgkEolEsmeSMaFSXV2dIlIA63Z1dXWnj7vtttvIzc21fsaMGTOg65RIJBKJRJI5eiRUrr32WhRF6fJnw4YNA7VWAH75y1/S2Nho/Wzfvn1AX08ikUgkEknm6JGZ9qc//SkXXHBBl/uMHz++W89VVFTEihUrUu6rqamxtnVGVlYWWVlZ1u2ExUamgCQSiUQiGT4kztu7s8r2SKgUFhZSWFjY+1UlMWvWLG655RZ27tzJyJEjAXj99dfJyclh0qRJ3X6e5uZmAJkCkkgkEolkGNLc3Exubm6n2wesPPmrr76ivr6er776Cl3XWb16NQATJkzA6/XyjW98g0mTJnHuuedy5513Ul1dzfXXX89ll12WEjHZHcXFxWzfvp3s7GwUpX8H4DU1NTFmzBi2b98uK4oGEHmcBwd5nAcHeZwHB3mcB4eBPM5CCJqbmykuLu5yvwETKr/5zW94/PHHrdvTp08H4O233+a4445D0zReffVVLr30UmbNmoXH4+H888/npptu6tHrqKrKPvvs069rb09OTo78QxgE5HEeHORxHhzkcR4c5HEeHAbqOHcVSUkwYELlscce47HHHutyn9LSUhYvXjxQS5BIJBKJRDLMkbN+JBKJRCKRDFmkUOmCrKwsbrjhhh55ZiQ9Rx7nwUEe58FBHufBQR7nwWEoHOcBb6EvkUgkEolE0ltkREUikUgkEsmQRQoViUQikUgkQxYpVCQSiUQikQxZpFCRSCQSiUQyZNmrhcp9993H2LFjcTqdHH744R1mD7Xnueee44ADDsDpdDJlyhTZA6YH9ORY/+Uvf+Hoo4/G5/Ph8/mYO3fubn83EpOefqYTLFq0CEVR+Na3vjWwC9xD6Olxbmho4LLLLmP06NFkZWUxceJE+f3RDXp6nO+++272339/XC4XY8aM4aqrriIcDg/Saocn7733HgsWLKC4uBhFUfjXv/6128e88847HHLIIWRlZTFhwoTd9kzrM2IvZdGiRcLhcIi//e1v4rPPPhM//OEPRV5enqipqUm7//vvvy80TRN33nmnWL9+vbj++uuF3W4Xa9euHeSVDz96eqzPPvtscd9994lVq1aJzz//XFxwwQUiNzdX7NixY5BXPrzo6XFOsHXrVlFSUiKOPvpoccoppwzOYocxPT3Ora2t4rDDDhMnnXSSWLp0qdi6dat45513xOrVqwd55cOLnh7np556SmRlZYmnnnpKbN26VfznP/8Ro0ePFlddddUgr3x4sXjxYnHdddeJF198UQDin//8Z5f7b9myRbjdbnH11VeL9evXi3vvvVdomiaWLFkyYGvca4XKzJkzxWWXXWbd1nVdFBcXi9tuuy3t/meccYaYP39+yn2HH364uPjiiwd0nXsCPT3W7YnFYiI7O1s8/vjjA7XEPYLeHOdYLCZmz54t/vrXv4rzzz9fCpVu0NPj/MADD4jx48eLSCQyWEvcI+jpcb7sssvEnDlzUu67+uqrxZFHHjmg69yT6I5Q+cUvfiEOOuiglPvOPPNMccIJJwzYuvbK1E8kEuGTTz5h7ty51n2qqjJ37lyWL1+e9jHLly9P2R/ghBNO6HR/iUlvjnV7gsEg0WiU/Pz8gVrmsKe3x/mmm25i5MiRfP/73x+MZQ57enOcX375ZWbNmsVll13GqFGjmDx5Mrfeeiu6rg/WsocdvTnOs2fP5pNPPrHSQ1u2bGHx4sWcdNJJg7LmvYVMnAsHbNbPUKaurg5d1xk1alTK/aNGjWLDhg1pH1NdXZ12/+rq6gFb555Ab451e6655hqKi4s7/HFI2ujNcV66dCmPPPKINdlcsnt6c5y3bNnCW2+9xTnnnMPixYv58ssv+dGPfkQ0GuWGG24YjGUPO3pznM8++2zq6uo46qijEEIQi8W45JJL+NWvfjUYS95r6Oxc2NTURCgUwuVy9ftr7pURFcnw4fbbb2fRokX885//xOl0Zno5ewzNzc2ce+65/OUvf6GgoCDTy9mjMQyDkSNH8vDDD3PooYdy5plnct111/Hggw9meml7FO+88w633nor999/PytXruTFF1/ktdde43e/+12mlybpI3tlRKWgoABN06ipqUm5v6amhqKiorSPKSoq6tH+EpPeHOsEf/jDH7j99tt54403mDp16kAuc9jT0+O8efNmtm3bxoIFC6z7DMMAwGaz8cUXX1BWVjawix6G9ObzPHr0aOx2O5qmWfcdeOCBVFdXE4lEcDgcA7rm4UhvjvOvf/1rzj33XH7wgx8AMGXKFFpaWrjooou47rrrUFV5Xd4fdHYuzMnJGZBoCuylERWHw8Ghhx7Km2++ad1nGAZvvvkms2bNSvuYWbNmpewP8Prrr3e6v8SkN8ca4M477+R3v/sdS5Ys4bDDDhuMpQ5renqcDzjgANauXcvq1autn5NPPpmvfe1rrF69mjFjxgzm8ocNvfk8H3nkkXz55ZeWEATYuHEjo0ePliKlE3pznIPBYAcxkhCHQo606zcyci4cMJvuEGfRokUiKytLPPbYY2L9+vXioosuEnl5eaK6uloIIcS5554rrr32Wmv/999/X9hsNvGHP/xBfP755+KGG26Q5cndpKfH+vbbbxcOh0M8//zzoqqqyvppbm7O1FsYFvT0OLdHVv10j54e56+++kpkabwvVgAAAcNJREFUZ2eLyy+/XHzxxRfi1VdfFSNHjhQ333xzpt7CsKCnx/mGG24Q2dnZ4h//+IfYsmWL+O9//yvKysrEGWeckam3MCxobm4Wq1atEqtWrRKA+NOf/iRWrVolysvLhRBCXHvtteLcc8+19k+UJ//85z8Xn3/+ubjvvvtkefJAcu+994p9991XOBwOMXPmTPHBBx9Y24499lhx/vnnp+z/7LPPiokTJwqHwyEOOugg8dprrw3yiocvPTnWpaWlAujwc8MNNwz+wocZPf1MJyOFSvfp6XFetmyZOPzww0VWVpYYP368uOWWW0QsFhvkVQ8/enKco9GouPHGG0VZWZlwOp1izJgx4kc/+pHw+/2Dv/BhxNtvv532+zZxbM8//3xx7LHHdnjMtGnThMPhEOPHjxePPvrogK5REULGxCQSiUQikQxN9kqPikQikUgkkuGBFCoSiUQikUiGLFKoSCQSiUQiGbJIoSKRSCQSiWTIIoWKRCKRSCSSIYsUKhKJRCKRSIYsUqhIJBKJRCIZskihIpFIJBKJZMgihYpEIpFIJJIhixQqEolEIpFIhixSqEgkEolEIhmySKEikUgkEolkyPL/WWnQpLCzSbEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def dU_dt_estimate(U):\n", + " TH = [1, U[0], U[1], np.cos(U[0]), np.sin(U[0])]\n", + " output = []\n", + " for sparse, coeff_vector, der in zip(model.sparsity_masks,model.constraint_coeffs(),ders):\n", + " coeffs = coeff_vector.detach().cpu().numpy().squeeze()\n", + " output.append(np.sum(sparse.detach().cpu().numpy()*coeffs*TH))\n", + " # Here U is a vector such that u=U[0] and v=U[1]. This function should return [u', v']\n", + " return output\n", + "\n", + "\n", + "deriv_eq_estimate = np.array(list(map(dU_dt_estimate, dataset.data.detach().cpu().numpy())))\n", + "deriv_eq_true = np.array(list(map(dU_dt_true, dataset.data.detach().cpu().numpy())))\n", + "\n", + "plt.scatter(dataset.coords, deriv_eq_estimate[:,0], label='u_dot via discovered eq')\n", + "plt.scatter(dataset.coords, deriv_eq_estimate[:,1], label='v_dot via discovered eq') \n", + "\n", + "plt.scatter(dataset.coords, model(dataset.coords)[1][0].detach().cpu().numpy(), label='u_dot via model autodiff', marker='x', s=25)\n", + "plt.scatter(dataset.coords, model(dataset.coords)[1][1].detach().cpu().numpy(), label='v_dot via model autodiff', marker='x', s=25)\n", + "\n", + "plt.scatter(dataset.coords, deriv_eq_true[:,0], label='u_dot true', marker='o', s=6)\n", + "plt.scatter(dataset.coords, deriv_eq_true[:,1], label='v_dot true', marker='o', s=6)\n", + "\n", + "\n", + "plt.legend() " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Clearly the algorithm produced wrong result." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "deepymod", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/PDE_2D_Advection-Diffusion.ipynb b/examples/PDE_2D_Advection-Diffusion.ipynb index aa5ea5cc4..e8fe79421 100644 --- a/examples/PDE_2D_Advection-Diffusion.ipynb +++ b/examples/PDE_2D_Advection-Diffusion.ipynb @@ -20,9 +20,9 @@ "source": [ "The supplementary material of the paper states that the data in advection-diffusion problem was generated from a PDE:\n", "\n", - "$$\\frac{\\partial u}{\\partial t} = -0.25 \\frac{\\partial u}{\\partial x} -0.5 \\frac{\\partial u}{\\partial y} + 0.5\\frac{\\partial^2 u}{\\partial x^2} + 0.5\\frac{\\partial^2 u}{\\partial y^2} $$\n", + "$$\\frac{\\partial u}{\\partial t} = 0.25 \\frac{\\partial u}{\\partial x} +0.5 \\frac{\\partial u}{\\partial y} + 0.5\\frac{\\partial^2 u}{\\partial x^2} + 0.5\\frac{\\partial^2 u}{\\partial y^2} $$\n", "\n", - "However, there could be a typo in the supplamentary material because if we look at the expression identified in the tensorflow and pytorch repos it actually does not have a minus sign" + "However, there could be a typo in the supplamentary material because if we look at the expression identified in the tensorflow and pytorch repos it actually does not have a minus sign like in the supplementary material." ] }, { @@ -213,11 +213,11 @@ " create_data,\n", " preprocess_kwargs={\n", " \"noise_level\": 0.01,\n", - " \"normalize_coords\": True,\n", - " \"normalize_data\": True,\n", + " \"normalize_coords\": False,\n", + " \"normalize_data\": False,\n", " },\n", " subsampler=Subsample_random,\n", - " subsampler_kwargs={\"number_of_samples\": 2500},\n", + " subsampler_kwargs={\"number_of_samples\": 1000},\n", " device=device,\n", ")" ] @@ -230,7 +230,7 @@ { "data": { "text/plain": [ - "torch.Size([2500, 1])" + "torch.Size([1000, 1])" ] }, "execution_count": 7, @@ -251,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -260,14 +260,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Batch 0 - Input shape: torch.Size([2000, 3]), Target shape: torch.Size([2000, 1])\n" + "Batch 0 - Input shape: torch.Size([800, 3]), Target shape: torch.Size([800, 1])\n" ] } ], @@ -287,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -304,14 +304,7 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -327,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -344,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -360,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -369,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -395,34 +388,102 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " 34550 MSE: 2.57e-05 Reg: 3.38e-05 L1: 1.86e+00 Algorithm converged. Writing model to disk.\n", - "CPU times: user 14min 2s, sys: 19.3 s, total: 14min 21s\n", - "Wall time: 14min 4s\n" + " 11200 MSE: 4.89e-05 Reg: 5.98e-05 L1: 1.90e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 4min 19s, sys: 6.44 s, total: 4min 25s\n", + "Wall time: 4min 20s\n" ] } ], "source": [ "%%time\n", + "foldername = \"./data/deepymod/2DAD/\"\n", "train(\n", " model,\n", " train_dataloader,\n", " test_dataloader,\n", " optimizer,\n", " sparsity_scheduler,\n", - " log_dir=\"runs/2DAD/\",\n", + " log_dir=foldername,\n", " max_iterations=100000,\n", " delta = 1e-5,\n", " patience=200,\n", ")" ] }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-2, 2])\n", + "axs[2].set_ylim([-2, 2])\n", + "axs[3].set_ylim([-2, 2])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -432,17 +493,17 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[tensor([[0.0000],\n", - " [0.1498],\n", - " [0.3019],\n", - " [0.0588],\n", - " [0.0581],\n", + " [0.2529],\n", + " [0.5005],\n", + " [0.4911],\n", + " [0.4816],\n", " [0.0000],\n", " [0.0000],\n", " [0.0000],\n", @@ -452,7 +513,7 @@ " [0.0000]], device='cuda:0', grad_fn=)]" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -491,10 +552,10 @@ "data": { "text/plain": [ "[array([[0. ],\n", - " [0.35692576],\n", - " [0.72313076],\n", - " [0.39699104],\n", - " [0.3792838 ],\n", + " [0.37940925],\n", + " [0.71488816],\n", + " [0.3762467 ],\n", + " [0.3767915 ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", diff --git a/examples/PDE_Burgers.ipynb b/examples/PDE_Burgers.ipynb index bda2a0e9d..6f96a4b54 100644 --- a/examples/PDE_Burgers.ipynb +++ b/examples/PDE_Burgers.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -73,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -128,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -163,7 +163,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -188,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -205,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -221,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -238,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -255,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -285,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -293,19 +293,21 @@ "output_type": "stream", "text": [ " 8225 MSE: 9.34e-05 Reg: 1.89e-05 L1: 1.51e+00 Algorithm converged. Writing model to disk.\n", - "CPU times: user 3min 51s, sys: 5.59 s, total: 3min 57s\n", + "CPU times: user 3min 52s, sys: 5.5 s, total: 3min 57s\n", "Wall time: 3min 53s\n" ] } ], "source": [ "%%time\n", + "foldername = \"./data/deepymod/burgers/\"\n", "train(\n", " model,\n", " train_dataloader,\n", " test_dataloader,\n", " optimizer,\n", " sparsity_scheduler,\n", + " log_dir=foldername,\n", " exp_ID=\"Test\",\n", " write_iterations=25,\n", " max_iterations=100000,\n", @@ -314,6 +316,73 @@ ")" ] }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-2, 2])\n", + "axs[2].set_ylim([-2, 2])\n", + "axs[3].set_ylim([-2, 2])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -323,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -343,7 +412,7 @@ " [ 0.0000]], device='cuda:0', grad_fn=)]" ] }, - "execution_count": 12, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } diff --git a/examples/PDE_KdV.ipynb b/examples/PDE_KdV.ipynb index ea0c38ed3..dfef3302c 100644 --- a/examples/PDE_KdV.ipynb +++ b/examples/PDE_KdV.ipynb @@ -153,6 +153,7 @@ "name": "stdout", "output_type": "stream", "text": [ + "Preprocessing data\n", "Dataset is using device: cuda\n" ] } @@ -324,14 +325,89 @@ "output_type": "stream", "text": [ " 12725 MSE: 1.87e-06 Reg: 2.03e-06 L1: 3.02e+00 Algorithm converged. Writing model to disk.\n", - "CPU times: user 5min 42s, sys: 7.52 s, total: 5min 49s\n", - "Wall time: 5min 44s\n" + "CPU times: user 5min 56s, sys: 7.64 s, total: 6min 3s\n", + "Wall time: 5min 57s\n" ] } ], "source": [ "%%time\n", - "train(model, train_dataloader, test_dataloader, optimizer,sparsity_scheduler, log_dir='runs/KDV/', split=0.8, max_iterations=100000) " + "foldername = \"./data/deepymod/KDV/\"\n", + "train(model, \n", + "train_dataloader, \n", + "test_dataloader, \n", + "optimizer,\n", + "sparsity_scheduler, \n", + "log_dir=foldername, \n", + "split=0.8, \n", + "max_iterations=100000) " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-2, 2])\n", + "axs[2].set_ylim([-2, 2])\n", + "axs[3].set_ylim([-2, 2])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" ] }, { @@ -381,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -401,7 +477,7 @@ " [ 0. ]], dtype=float32)]" ] }, - "execution_count": 15, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } diff --git a/setup.cfg b/setup.cfg index 78cdf2616..a2da49b16 100644 --- a/setup.cfg +++ b/setup.cfg @@ -40,7 +40,7 @@ install_requires = numpy # The usage of test_requires is discouraged, see `Dependency Management` docs # tests_require = pytest; pytest-cov # Require a specific Python version, e.g. Python 2.7 or >= 3.4 -python_requires = >=3.6.*, !=3.9.* +python_requires = >=3.6, !=3.9 [options.packages.find] where = src exclude = diff --git a/src/deepymod/model/library.py b/src/deepymod/model/library.py index 5d76bb841..47ffcc2f7 100644 --- a/src/deepymod/model/library.py +++ b/src/deepymod/model/library.py @@ -12,7 +12,7 @@ # ==================== Library helper functions ======================= def library_poly(prediction: torch.Tensor, max_order: int) -> torch.Tensor: """Given a prediction u, returns u^n up to max_order, including ones as first column. - + (technically these are monomials) Args: prediction (torch.Tensor): the data u for which to evaluate the library (n_samples x 1) max_order (int): the maximum polynomial order up to which compute the library @@ -44,13 +44,13 @@ def library_deriv( dy = grad( prediction, data, grad_outputs=torch.ones_like(prediction), create_graph=True )[0] - time_deriv = dy[:, 0:1] + time_deriv = dy[:, 0:1] # First column is time derivative - if max_order == 0: + if max_order == 0: # If we only want the time derivative, du is just a scalar du = torch.ones_like(time_deriv) - else: - du = torch.cat((torch.ones_like(time_deriv), dy[:, 1:2]), dim=1) - if max_order > 1: + else: # Else we calculate the spatial derivatives + du = torch.cat((torch.ones_like(time_deriv), dy[:, 1:2]), dim=1) # second column of dy gives first order derivative + if max_order > 1: # If we want higher order derivatives, we calculate them successively and concatenate them to du for order in np.arange(1, max_order): du = torch.cat( ( @@ -81,6 +81,13 @@ def __init__(self, poly_order: int, diff_order: int) -> None: Only works for 1D+1 data. Also works for multiple outputs but in that case doesn't calculate polynomial and derivative cross terms. + Parameters + ---------- + poly_order : int + The maximum polynomial order to include in the library. + diff_order : int + The maximum derivative order to include in the library. + Args: poly_order (int): maximum order of the polynomial in the library diff_order (int): maximum order of the differentials in the library @@ -100,8 +107,10 @@ def library( input (Tuple[torch.Tensor, torch.Tensor]): A prediction u (n_samples, n_outputs) and spatiotemporal locations (n_samples, 2). Returns: - Tuple[TensorList, TensorList]: The time derivatives [(n_samples, 1) x n_outputs] and the thetas [(n_samples, (poly_order + 1)(deriv_order + 1))] - computed from the library and data. + Tuple[TensorList, TensorList]: + The time derivatives [(n_samples, 1) x n_outputs] + thetas [(n_samples, (poly_order + 1)(deriv_order + 1))] + computed from the library and data. """ prediction, data = input poly_list = [] @@ -119,8 +128,8 @@ def library( deriv_list.append(du) time_deriv_list.append(time_deriv) - samples = time_deriv_list[0].shape[0] - total_terms = poly_list[0].shape[1] * deriv_list[0].shape[1] + samples = time_deriv_list[0].shape[0] # number of samples + total_terms = poly_list[0].shape[1] * deriv_list[0].shape[1] # product of the number of possible polynomials (i.e. monomials) and the number of derivative terms # Calculating theta if len(poly_list) == 1: @@ -129,6 +138,10 @@ def library( theta = torch.matmul( poly_list[0][:, :, None], deriv_list[0][:, None, :] ).view(samples, total_terms) + # For each sample poly_list[0][each_sample, :] and deriv_list[0][each_sample, :] the above line is equivalent to np.multiply.outer(poly_list[0][each_sample, :],deriv_list[0][each_sample, :] ).reshape(-1) + # so the logic of the expression can be understood by executing np.add.outer(np.array(['', 'u', 'u^2'], object),np.array(['', 'u_x', 'u_xx','u_xxx'], object)).reshape(-1) <- this is consistent with equation (4) + # this means that we iterate over deriv_list first (fast index) and then over poly_list (slow index) + # this gives, for example: ['', 'u_x', 'u_xx', 'u_xxx', 'u', 'uu_x', 'uu_xx', 'uu_xxx', 'u^2', 'u^2u_x', 'u^2u_xx', 'u^2u_xxx'] else: theta_uv = reduce( (lambda x, y: (x[:, :, None] @ y[:, None, :]).view(samples, -1)), From a4f7d272053e04827ccfe8f57bff27ee9fff2b61 Mon Sep 17 00:00:00 2001 From: georgemilosh Date: Mon, 30 Oct 2023 14:04:57 +0100 Subject: [PATCH 4/7] adding plotting training history functionality --- src/deepymod/analysis/__init__.py | 2 + src/deepymod/analysis/load_tensorboard.py | 55 ++++++++++++++++++++++- 2 files changed, 56 insertions(+), 1 deletion(-) diff --git a/src/deepymod/analysis/__init__.py b/src/deepymod/analysis/__init__.py index 16f47963e..005cf90e2 100644 --- a/src/deepymod/analysis/__init__.py +++ b/src/deepymod/analysis/__init__.py @@ -8,6 +8,8 @@ ----- load_tensorboard convert the tensorboard files into a Pandas DataFrame. + plot_history plot the training history of the model. """ from .load_tensorboard import load_tensorboard +from .load_tensorboard import plot_history diff --git a/src/deepymod/analysis/load_tensorboard.py b/src/deepymod/analysis/load_tensorboard.py index 55b2832ec..a2c4a8aef 100644 --- a/src/deepymod/analysis/load_tensorboard.py +++ b/src/deepymod/analysis/load_tensorboard.py @@ -43,6 +43,59 @@ def load_tensorboard(path: str) -> pd.DataFrame: tags = [path[0].split("/")[-1]] for idx, tag in enumerate(tags): - df[tag] = data[idx] + try: + df[tag] = data[idx] + except ValueError: # more debugging info + print(f"Warning: Either the {tag = } of `df` or {idx = } of `data` do not exist! Check for pre-existing saved files. ") df.index = steps return df + +def plot_history(foldername: str): + """Plots the training history of the model.""" + history = load_tensorboard(foldername) + fig, axs = plt.subplots(1, 4, figsize=(20, 5)) + + for history_key in history.keys(): + history_key_parts = history_key.split("_") + if history_key_parts[0] == "loss": + if history_key_parts[-1] == "0": + axs[0].semilogy(history[history_key], label=history_key_parts[1]+"_"+history_key_parts[-1], linestyle="--") + elif history_key_parts[-1] == "1": + axs[0].semilogy(history[history_key], label=history_key_parts[1]+"_"+history_key_parts[-1], linestyle=":") + else: + axs[0].semilogy(history[history_key], label=history_key_parts[1]+"_"+history_key_parts[-1], linestyle="-") + if history_key_parts[0] == "remaining": + axs[0].semilogy(history[history_key], label=history_key_parts[1]+"_"+history_key_parts[3]+"_"+history_key_parts[4], linestyle="-.") + if history_key_parts[0] == "coeffs": + if history_key_parts[2] == "0": + axs[1].plot(history[history_key], label=history_key_parts[2]+"_"+history_key_parts[3]+"_"+history_key_parts[4], linestyle="--") + elif history_key_parts[2] == "1": + axs[1].plot(history[history_key], label=history_key_parts[2]+"_"+history_key_parts[3]+"_"+history_key_parts[4], linestyle=":") + else: + axs[1].plot(history[history_key], label=history_key_parts[2]+"_"+history_key_parts[3]+"_"+history_key_parts[4], linestyle="-") + if history_key_parts[0] == "unscaled": + if history_key_parts[3] == "0": + axs[2].plot(history[history_key], label=history_key_parts[3]+"_"+history_key_parts[4]+"_"+history_key_parts[5], linestyle="--") + elif history_key_parts[3] == "1": + axs[2].plot(history[history_key], label=history_key_parts[3]+"_"+history_key_parts[4]+"_"+history_key_parts[5], linestyle=":") + else: + axs[2].plot(history[history_key], label=history_key_parts[3]+"_"+history_key_parts[4]+"_"+history_key_parts[5], linestyle="-") + if history_key_parts[0] == "estimator": + if history_key_parts[3] == "0": + axs[3].plot(history[history_key], label=history_key_parts[3]+"_"+history_key_parts[4]+"_"+history_key_parts[5], linestyle="--") + elif history_key_parts[3] == "1": + axs[3].plot(history[history_key], label=history_key_parts[3]+"_"+history_key_parts[4]+"_"+history_key_parts[5], linestyle=":") + else: + axs[3].plot(history[history_key], label=history_key_parts[3]+"_"+history_key_parts[4]+"_"+history_key_parts[5], linestyle="-") + + #axs[0].set_ylim([-2, 2]) + axs[1].set_ylim([-2, 2]) + axs[2].set_ylim([-2, 2]) + axs[3].set_ylim([-2, 2]) + + axs[0].legend() + axs[1].legend() + axs[2].legend() + axs[3].legend() + + plt.show() From 2d89e2f10d4a1b1e07d8101af18800e2c99c0541 Mon Sep 17 00:00:00 2001 From: georgemilosh Date: Mon, 30 Oct 2023 14:08:05 +0100 Subject: [PATCH 5/7] Library1D treats theta output conisistently with ODE example plus comments, stylistic choices --- .gitignore | 2 ++ README.md | 10 +++--- src/deepymod/model/deepmod.py | 50 +++++++++++++++++----------- src/deepymod/model/library.py | 50 ++++++---------------------- src/deepymod/training/convergence.py | 1 + src/deepymod/training/training.py | 19 ++++++----- 6 files changed, 59 insertions(+), 73 deletions(-) diff --git a/.gitignore b/.gitignore index 93a103741..e783f2ecb 100644 --- a/.gitignore +++ b/.gitignore @@ -55,3 +55,5 @@ site/ .eggs/ *events.out.tfevents.* *.pt +*.pdf +*.png \ No newline at end of file diff --git a/README.md b/README.md index 7838559e2..bfd3fb0ff 100644 --- a/README.md +++ b/README.md @@ -2,11 +2,11 @@ -------------------------------------------------------------------------------- PyPI -DeePyMoD is a modular framework for model discovery of PDEs and ODEs from noise data. The framework is comprised of four components, that can seperately be altered: i) A function approximator to construct a surrogate of the data, ii) a function to construct the library of features, iii) a sparse regression algorithm to select the active components from the feature library and iv) a constraint on the function approximator, based on the active components. +DeePyMoD is a modular framework for model discovery of PDEs and ODEs from noise data. The framework is comprised of four components, that can separately be altered: i) A function approximator to construct a surrogate of the data, ii) a function to construct the library of features, iii) a sparse regression algorithm to select the active components from the feature library and iv) a constraint on the function approximator, based on the active components. ![Screenshot](docs/figures/framework.png) -More information can be found in the following two papers: , [arXiv:2011.04336](https://arxiv.org/abs/2011.04336), [arXiv:1904.09406](http://arxiv.org/abs/1904.09406) and the full documentation is availeble on [phimal.github.io/DeePyMoD/](https://phimal.github.io/DeePyMoD/). +More information can be found in the following two papers: , [arXiv:2011.04336](https://arxiv.org/abs/2011.04336), [arXiv:1904.09406](http://arxiv.org/abs/1904.09406) and the full documentation is available on [phimal.github.io/DeePyMoD/](https://phimal.github.io/DeePyMoD/). **What's the use case?** Classical Model Discovery methods struggle with elevated noise levels and sparse datasets due the low accuracy of numerical differentiation. DeepMoD can handle high noise and sparse datasets, making it well suited for model discovery on actual experimental data. @@ -16,7 +16,7 @@ More information can be found in the following two papers: , [arXiv:2011.04336]( ## Dependencies and CUDA We support Python 3.6, 3.7 and 3.8. -We rely on the following packages, they will be installed in the pip installation proces for you: +We rely on the following packages, they will be installed in the pip installation procces for you: ``` numpy, torch, sklearn, pysindy, natsort, tensorboard, matplotlib``` @@ -44,7 +44,7 @@ and then install it from the cloned `DeePyMoD` directory using # Features -* **Many example notebooks** We have implemented a varyity of examples ranging from 2D Advection Diffusion, Burgers' equation to non-linear, higher order ODE's If you miss any example, don't hesitate to give us a heads-up. +* **Many example notebooks** We have implemented a variety of examples ranging from 2D Advection Diffusion, Burgers' equation to non-linear, higher order ODE's If you miss any example, don't hesitate to give us a heads-up. * **Extendable** DeePyMoD is designed to be easily extendable and modifiable. You can simply plug in your own cost function, library or training regime. @@ -52,5 +52,5 @@ and then install it from the cloned `DeePyMoD` directory using * **Extensive logging** We provide a simple command line logger to see how training is going and an extensive custom Tensorboard logger. -* **Fast** Depending on the size of the data-set DeepMoD, running a model search with DeepMoD takes of the order of minutes/ tens of minutes on a standard CPU. Running the code on GPU's drastically improves performence. +* **Fast** Depending on the size of the data-set DeepMoD, running a model search with DeepMoD takes of the order of minutes/ tens of minutes on a standard CPU. Running the code on GPU's drastically improves performance. diff --git a/src/deepymod/model/deepmod.py b/src/deepymod/model/deepmod.py index 6fd404041..a0d0fe39e 100644 --- a/src/deepymod/model/deepmod.py +++ b/src/deepymod/model/deepmod.py @@ -16,7 +16,9 @@ class Constraint(nn.Module, metaclass=ABCMeta): def __init__(self) -> None: - """Abstract baseclass for the constraint module.""" + """Abstract baseclass for the constraint module. + for specific use cases see deepymod.model.constraint + """ super().__init__() self.sparsity_masks: TensorList = None @@ -54,14 +56,14 @@ def forward(self, input: Tuple[TensorList, TensorList]) -> TensorList: ] return self.coeff_vectors - + # static method is bound to a class rather than the objects for that class. This means that a static method can be called without an object for that class. This also means that static methods cannot modify the state of an object as they are not bound to it. @staticmethod def apply_mask(thetas: TensorList, masks: TensorList) -> TensorList: - """Applies the sparsity mask to the feature (library) matrix. + """Applies the sparsity mask to the feature (library) matrix theta. Args: thetas (TensorList): List of all library matrices of size [(n_samples, n_features) x n_outputs]. - + masks (TensorList): List of all sparsity masks Returns: TensorList: The sparse version of the library matrices of size [(n_samples, n_active_features) x n_outputs]. """ @@ -71,7 +73,7 @@ def apply_mask(thetas: TensorList, masks: TensorList) -> TensorList: @staticmethod def map_coeffs(mask: torch.Tensor, coeff_vector: torch.Tensor) -> torch.Tensor: """Places the coeff_vector components in the true positions of the mask. - I.e. maps ((0, 1, 1, 0), (0.5, 1.5)) -> (0, 0.5, 1.5, 0). + i.e. maps ((0, 1, 1, 0), (0.5, 1.5)) -> (0, 0.5, 1.5, 0). Args: mask (torch.Tensor): Boolean mask describing active components. @@ -90,7 +92,7 @@ def map_coeffs(mask: torch.Tensor, coeff_vector: torch.Tensor) -> torch.Tensor: @abstractmethod def fit(self, sparse_thetas: TensorList, time_derivs: TensorList) -> TensorList: """Abstract method. Specific method should return the coefficients as calculated from the sparse feature - matrices and temporal derivatives. + matrices and temporal derivatives from dt ~ theta @ coeff_vector, equation (7) of the original paper Args: sparse_thetas (TensorList): List containing the sparse feature tensors of size (n_samples, n_active_features). @@ -104,13 +106,13 @@ def fit(self, sparse_thetas: TensorList, time_derivs: TensorList) -> TensorList: class Estimator(nn.Module, metaclass=ABCMeta): def __init__(self) -> None: - """Abstract baseclass for the sparse estimator module.""" + """Abstract baseclass for the sparse estimator module. For specific implementation see deepymod.model.sparse_estimators""" super().__init__() self.coeff_vectors = None def forward(self, thetas: TensorList, time_derivs: TensorList) -> TensorList: """The forward pass of the sparse estimator module first normalizes the library matrices - and time derivatives by dividing each column (i.e. feature) by their l2 norm, than calculate the coefficient vectors + and time derivatives by dividing each column (i.e. feature) by their l2 norm, than calculates the coefficient vectors according to the sparse estimation algorithm supplied by the child and finally returns the sparsity mask (i.e. which terms are active) based on these coefficients. @@ -163,7 +165,9 @@ def fit(self, X: np.ndarray, y: np.ndarray) -> np.ndarray: class Library(nn.Module): def __init__(self) -> None: - """Abstract baseclass for the library module.""" + """Abstract baseclass for the library module. For specific uses see + deepymod.model.library + """ super().__init__() self.norms = None @@ -217,9 +221,13 @@ def __init__( during training to update the sparsity mask (i.e. which terms the constraint is allowed to use.) Args: - function_approximator (torch.nn.Sequential): [description] - library (Library): [description] - sparsity_estimator (Estimator): [description] + function_approximator (torch.nn.Sequential): + makes predictions about the dynamical field (variable), its value and derivatives + parametrized by Neural Network (NN) so taking use of autodiff + library (Library): + Library of terms to be used in the model discovery process + sparsity_estimator (Estimator): updates the sparsity mask + Example: Threshold(0.1) would set threshold = 0.1 for the thresholding estimator of the coefficients constraint (Constraint): [description] """ super().__init__() @@ -244,19 +252,20 @@ def forward( ((n_samples, n_outputs), [(n_samples, 1) x n_outputs]), [(n_samples, n_features) x n_outputs]) """ - prediction, coordinates = self.func_approx(input) - time_derivs, thetas = self.library((prediction, coordinates)) - coeff_vectors = self.constraint((time_derivs, thetas)) + prediction, coordinates = self.func_approx(input) # predict the dynamical field (variable), its value and derivatives + time_derivs, thetas = self.library((prediction, coordinates)) # library function returns time_deriv and theta (equation (4) of the manuscript) + coeff_vectors = self.constraint((time_derivs, thetas)) # used to be called `fit` in DeepMoD_torch return prediction, time_derivs, thetas @property def sparsity_masks(self): - """Returns the sparsity masks which contain the active terms.""" + """Returns the sparsity masks which contain the active terms (array of bools). + Calls on constraint object which is attribute of DeepMoD class.""" return self.constraint.sparsity_masks def estimator_coeffs(self) -> TensorList: """Calculate the coefficients as estimated by the sparse estimator. - + Calls on sparse_estimator object which is attribute of DeepMoD class. Returns: (TensorList): List of coefficients of size [(n_features, 1) x n_outputs] """ @@ -265,7 +274,8 @@ def estimator_coeffs(self) -> TensorList: def constraint_coeffs(self, scaled=False, sparse=False) -> TensorList: """Calculate the coefficients as estimated by the constraint. - + Calls on constraint object which is attribute of DeepMoD class to get coeff_vectors + which are processed depending on: Args: scaled (bool): Determine whether or not the coefficients should be normalized sparse (bool): Whether to apply the sparsity mask to the coefficients. @@ -274,14 +284,14 @@ def constraint_coeffs(self, scaled=False, sparse=False) -> TensorList: (TensorList): List of coefficients of size [(n_features, 1) x n_outputs] """ coeff_vectors = self.constraint.coeff_vectors - if scaled: + if scaled: # perform normalization coeff_vectors = [ coeff / norm[:, None] for coeff, norm, mask in zip( coeff_vectors, self.library.norms, self.sparsity_masks ) ] - if sparse: + if sparse: # apply sparsity mask coeff_vectors = [ sparsity_mask[:, None] * coeff for sparsity_mask, coeff in zip(self.sparsity_masks, coeff_vectors) diff --git a/src/deepymod/model/library.py b/src/deepymod/model/library.py index 47ffcc2f7..f93425b00 100644 --- a/src/deepymod/model/library.py +++ b/src/deepymod/model/library.py @@ -2,7 +2,7 @@ import numpy as np import torch from torch.autograd import grad -from itertools import combinations +from itertools import combinations, product from functools import reduce from .deepmod import Library from typing import Tuple @@ -52,19 +52,7 @@ def library_deriv( du = torch.cat((torch.ones_like(time_deriv), dy[:, 1:2]), dim=1) # second column of dy gives first order derivative if max_order > 1: # If we want higher order derivatives, we calculate them successively and concatenate them to du for order in np.arange(1, max_order): - du = torch.cat( - ( - du, - grad( - du[:, order : order + 1], - data, - grad_outputs=torch.ones_like(prediction), - create_graph=True, - )[0][:, 1:2], - ), - dim=1, - ) - + du = torch.cat((du, grad(du[:, order:order+1], data, grad_outputs=torch.ones_like(prediction), create_graph=True)[0][:, 1:2]), dim=1) return time_deriv, du @@ -79,7 +67,7 @@ def __init__(self, poly_order: int, diff_order: int) -> None: Order of terms is derivative first, i.e. [$1, u_x, u, uu_x, u^2, ...$] Only works for 1D+1 data. Also works for multiple outputs but in that case doesn't calculate - polynomial and derivative cross terms. + polynomial and derivative cross terms. <- trying to go back to DeePyMoD_torch, so ignore this statement Parameters ---------- @@ -117,11 +105,9 @@ def library( deriv_list = [] time_deriv_list = [] - # Creating lists for all outputs + # Creating lists for all outputs (each degree of freedom: l.h.s. of differential equation) for output in np.arange(prediction.shape[1]): - time_deriv, du = library_deriv( - data, prediction[:, output : output + 1], self.diff_order - ) + time_deriv, du = library_deriv(data, prediction[:, output : output + 1], self.diff_order) u = library_poly(prediction[:, output : output + 1], self.poly_order) poly_list.append(u) @@ -135,31 +121,17 @@ def library( if len(poly_list) == 1: # If we have a single output, we simply calculate and flatten matrix product # between polynomials and derivatives to get library - theta = torch.matmul( - poly_list[0][:, :, None], deriv_list[0][:, None, :] - ).view(samples, total_terms) + theta = torch.matmul(poly_list[0][:, :, None], deriv_list[0][:, None, :]).view(samples, total_terms) # For each sample poly_list[0][each_sample, :] and deriv_list[0][each_sample, :] the above line is equivalent to np.multiply.outer(poly_list[0][each_sample, :],deriv_list[0][each_sample, :] ).reshape(-1) # so the logic of the expression can be understood by executing np.add.outer(np.array(['', 'u', 'u^2'], object),np.array(['', 'u_x', 'u_xx','u_xxx'], object)).reshape(-1) <- this is consistent with equation (4) # this means that we iterate over deriv_list first (fast index) and then over poly_list (slow index) # this gives, for example: ['', 'u_x', 'u_xx', 'u_xxx', 'u', 'uu_x', 'uu_xx', 'uu_xxx', 'u^2', 'u^2u_x', 'u^2u_xx', 'u^2u_xxx'] else: - theta_uv = reduce( - (lambda x, y: (x[:, :, None] @ y[:, None, :]).view(samples, -1)), - poly_list, - ) - # calculate all unique combinations of derivatives - theta_dudv = torch.cat( - [ - torch.matmul(du[:, :, None], dv[:, None, :]).view(samples, -1)[ - :, 1: - ] - for du, dv in combinations(deriv_list, 2) - ], - 1, - ) - theta = torch.cat([theta_uv, theta_dudv], dim=1) - - return time_deriv_list, [theta] + theta_uv = reduce((lambda x, y: (x[:, :, None] @ y[:, None, :]).view(samples, -1)), poly_list) # TODO comment the following lines + theta_dudv = torch.cat([torch.matmul(du[:, :, None], dv[:, None, :]).view(samples, -1)[:, 1:] for du, dv in combinations(deriv_list, 2)],1) # calculate all unique combinations of derivatives + theta_udu = torch.cat([torch.matmul(u[:, 1:, None], du[:, None, 1:]).view(samples, (poly_list[0].shape[1]-1) * (deriv_list[0].shape[1]-1)) for u, dv in product(poly_list, deriv_list)], 1) # calculate all unique products of polynomials and derivatives. This term was absent in DeePyMoD original repo but it is necessary for identification of Keller Segel + theta = torch.cat([theta_uv, theta_dudv, theta_udu], dim=1) + return time_deriv_list, [theta]*len(poly_list) class Library2D(Library): diff --git a/src/deepymod/training/convergence.py b/src/deepymod/training/convergence.py index 5aa3c3a45..1fdeadfb0 100644 --- a/src/deepymod/training/convergence.py +++ b/src/deepymod/training/convergence.py @@ -5,6 +5,7 @@ class Convergence: """Implements convergence criterium. Convergence is when change in patience epochs is smaller than delta. + returns a bool, such that True indicates the algorithm has converged """ def __init__(self, patience: int = 200, delta: float = 1e-3) -> None: diff --git a/src/deepymod/training/training.py b/src/deepymod/training/training.py index 3b62fda89..a7390a5a7 100644 --- a/src/deepymod/training/training.py +++ b/src/deepymod/training/training.py @@ -40,8 +40,8 @@ def train( n_features = train_dataloader[0][1].shape[-1] # n_features = model.func_approx.modules() # Training - convergence = Convergence(**convergence_kwargs) - for iteration in torch.arange(0, max_iterations): + convergence = Convergence(**convergence_kwargs) # Convergence check initialization + for iteration in torch.arange(0, max_iterations): # iterate over epochs # Training variables defined as: loss, mse, regularisation batch_losses = torch.zeros( (3, n_features, len(train_dataloader)), @@ -53,20 +53,21 @@ def train( prediction, time_derivs, thetas = model(data_train) batch_losses[1, :, batch_idx] = torch.mean( (prediction - target_train) ** 2, dim=-2 - ) # loss per output + ) # loss per output, equation (6) of the paper, used to be called mse_loss in DeePyMoD_torch batch_losses[2, :, batch_idx] = torch.stack( [ - torch.mean((dt - theta @ coeff_vector) ** 2) + torch.mean((dt - theta @ coeff_vector) ** 2) # equation (7) of the original paper, used to be called reg_loss in DeePyMoD_torch for dt, theta, coeff_vector in zip( time_derivs, thetas, model.constraint_coeffs(scaled=False, sparse=True), ) ] - ) - batch_losses[0, :, batch_idx] = ( + ) + batch_losses[0, :, batch_idx] = ( # mse_loss + reg_loss batch_losses[1, :, batch_idx] + batch_losses[2, :, batch_idx] - ) + ) # The weight optimization does not call on L1 losses, instead + # L1 is included in the logging below. See the latest paper: http://arxiv.org/abs/2011.04336 # Optimizer step optimizer.zero_grad() @@ -84,7 +85,7 @@ def train( for batch_idx, test_sample in enumerate(test_dataloader): data_test, target_test = test_sample prediction_test = model.func_approx(data_test)[0] - batch_mse_test[:, batch_idx] = torch.mean( + batch_mse_test[:, batch_idx] = torch.mean( # mse loss (prediction_test - target_test) ** 2, dim=-2 ) # loss per output mse_test = batch_mse_test.cpu().detach().mean(dim=-1) @@ -119,7 +120,7 @@ def train( torch.cat(model.constraint_coeffs(sparse=True, scaled=True), dim=1) ) ) - converged = convergence(iteration, l1_norm) + converged = convergence(iteration, l1_norm) # Check if change is smaller than delta and if we've exceeded patience if converged: break logger.close(model) From c4836c8e9ece438bc52e1a441a34f6cc1fe63c7e Mon Sep 17 00:00:00 2001 From: georgemilosh Date: Mon, 30 Oct 2023 14:09:15 +0100 Subject: [PATCH 6/7] adding more examples --- examples/ODE_2DOF_sparsity.ipynb | 639 ++++++++++++++++++ examples/ODE_Example_coupled_nonlin.ipynb | 243 +++---- examples/ODE_Lotka_Voltera.ipynb | 416 ++++++++++++ examples/ODE_Lotka_Voltera_unnorm.ipynb | 444 ++++++++++++ .../PDE_2D_Advection-Diffusio_noisy.ipynb | 614 +++++++++++++++++ examples/PDE_2D_Advection-Diffusion.ipynb | 70 +- examples/PDE_2D_Reaction_Diffusion.ipynb | 432 ++++++++++++ examples/PDE_Allen_Cahn.ipynb | 408 +++++++++++ examples/PDE_Allen_Cahn_noisy.ipynb | 396 +++++++++++ examples/PDE_Burgers.ipynb | 45 +- examples/PDE_Burgers_Sine.ipynb | 503 ++++++++++++++ examples/PDE_Burgers_noise.ipynb | 511 ++++++++++++++ examples/PDE_Cahn_Hilliard_Sine.ipynb | 394 +++++++++++ examples/PDE_Chafee_Infante.ipynb | 383 +++++++++++ examples/PDE_KdV.ipynb | 53 +- examples/PDE_KdV_noisy.ipynb | 541 +++++++++++++++ examples/PDE_Kuramoto_Sivashinsky.ipynb | 550 +++++++++++++++ .../PDE_Kuramoto_Sivashinsky_Chaotic.ipynb | 403 +++++++++++ examples/PDE_Kuramoto_Sivashinsky_Cos.ipynb | 379 +++++++++++ examples/PDE_Kuramoto_Sivashinsky_noise.ipynb | 550 +++++++++++++++ examples/PDE_keller_segel.ipynb | 622 +++++++++++++++++ 21 files changed, 8381 insertions(+), 215 deletions(-) create mode 100644 examples/ODE_2DOF_sparsity.ipynb create mode 100644 examples/ODE_Lotka_Voltera.ipynb create mode 100644 examples/ODE_Lotka_Voltera_unnorm.ipynb create mode 100644 examples/PDE_2D_Advection-Diffusio_noisy.ipynb create mode 100644 examples/PDE_2D_Reaction_Diffusion.ipynb create mode 100644 examples/PDE_Allen_Cahn.ipynb create mode 100644 examples/PDE_Allen_Cahn_noisy.ipynb create mode 100644 examples/PDE_Burgers_Sine.ipynb create mode 100644 examples/PDE_Burgers_noise.ipynb create mode 100644 examples/PDE_Cahn_Hilliard_Sine.ipynb create mode 100644 examples/PDE_Chafee_Infante.ipynb create mode 100644 examples/PDE_KdV_noisy.ipynb create mode 100644 examples/PDE_Kuramoto_Sivashinsky.ipynb create mode 100644 examples/PDE_Kuramoto_Sivashinsky_Chaotic.ipynb create mode 100644 examples/PDE_Kuramoto_Sivashinsky_Cos.ipynb create mode 100644 examples/PDE_Kuramoto_Sivashinsky_noise.ipynb create mode 100644 examples/PDE_keller_segel.ipynb diff --git a/examples/ODE_2DOF_sparsity.ipynb b/examples/ODE_2DOF_sparsity.ipynb new file mode 100644 index 000000000..84b987758 --- /dev/null +++ b/examples/ODE_2DOF_sparsity.ipynb @@ -0,0 +1,639 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example ODE with custom library\n", + "\n", + "In this notebook we provide a simple example of the DeepMoD algorithm by applying it on the a non-linear ODE\n", + "\n", + "We start by importing the required DeepMoD functions:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cpu\n" + ] + } + ], + "source": [ + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "import matplotlib.pylab as plt\n", + "\n", + "# DeepMoD functions\n", + "\n", + "\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.sparse_estimators import Threshold, PDEFIND\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "\n", + "\n", + "import torch\n", + "from torch.autograd import grad\n", + "from itertools import combinations\n", + "from functools import reduce\n", + "from typing import Tuple\n", + "from deepymod.utils.types import TensorList\n", + "from deepymod import Library\n", + "\n", + "from scipy.integrate import odeint\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(40)\n", + "torch.manual_seed(0)\n", + "\n", + "# Configuring GPU or CPU\n", + "if False: #torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We check where the package is located" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import deepymod as dpm\n", + "dpm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Preparing the dataset\n", + "Firstly we prepare the dataset. The set of ODEs we consider here are\n", + "$d[y, z]/dt = [z, -z- 5 \\sin y]$" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def dU_dt_true(U):\n", + " \"\"\"\n", + " returns the right hand side of the differential equation\"\"\"\n", + " return [U[1], -1*U[1] - 5*np.sin(U[0])]\n", + "\n", + "\n", + "def dU_dt_sin(U, t):\n", + " \"\"\"\n", + " returns the right hand side of the differential equation\"\"\"\n", + " return dU_dt_true(U)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We then define a function that solves the ODE and then ensures that \n", + "both coordinates and data get a shape of n_samples x feature and\n", + "be returned as (coordinate, data)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def create_data(U0=np.array([2.5, 0.4]), ts=np.linspace(0, 8, 500)):\n", + " \"\"\"\n", + " Creates data which is the solution of the simple ODE system example.\n", + " the output has torch.float32 format.\n", + " \n", + " Args: \n", + " U0: Initial condition\n", + " ts: Time points to evaluate the ODE at.\n", + " \"\"\"\n", + " Y = torch.from_numpy(odeint(dU_dt_sin, U0, ts)).float()\n", + " T = torch.from_numpy(ts.reshape(-1, 1)).float()\n", + " return T, Y" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Thus we take unnormalized but also randomly subsample the data applying small amound of noise:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cpu\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset = Dataset(\n", + " create_data,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 200},\n", + " preprocess_kwargs={\n", + " \"noise_level\": 0.4,\n", + " },\n", + " device=device\n", + ")\n", + "dataset.data.shape\n", + "fig, ax = plt.subplots()\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", + "ax.set_xlabel(\"t\")\n", + "ax.legend()\n", + "ax.set_title(\"sampled and unnormalized\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we need to split our data into a train and test dataloaders for PyTorch" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + " # see deepymod.data.base.get_train_test_loader for definition of `get_train_test_loader` function.\n", + " # the shuffle is completely random mixing latter and earlier times\n", + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Setup a custom library\n", + "\n", + "In this notebook we show how the user can create a custom build library.The library function, $\\theta$, in this case contains $[1,u,v, cos(u), sin(u)]$ to showcase that non-linear terms can easily be added to the library" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from torch.autograd import grad\n", + "from itertools import combinations, product\n", + "from functools import reduce\n", + "class Library_nonlinear(Library): # see: deepymod.model.deepmod.Library\n", + " \"\"\"[summary]\n", + "\n", + " Args:\n", + " Library ([type]): [description]\n", + " \"\"\"\n", + "\n", + " def __init__(self) -> None:\n", + " super().__init__()\n", + "\n", + " def library(\n", + " self, input: Tuple[torch.Tensor, torch.Tensor]\n", + " ) -> Tuple[TensorList, TensorList]:\n", + "\n", + " prediction, data = input\n", + " samples = prediction.shape[0]\n", + " poly_list = []\n", + " deriv_list = []\n", + " time_deriv_list = []\n", + " # Construct the theta matrix\n", + " C = torch.ones_like(prediction[:, 0]).view(samples, -1) # constant of ones\n", + " u = prediction[:, 0].view(samples, -1) # a term proportional to u\n", + " v = prediction[:, 1].view(samples, -1) # a term proportional to v\n", + " theta = torch.cat((C, u, v, torch.cos(u), torch.sin(u)), dim=1) # a term porportional to sin(u)\n", + " # Construct a list of time_derivatives\n", + " time_deriv_list = []\n", + " for output in torch.arange(prediction.shape[1]):\n", + " dy = grad(\n", + " prediction[:, output],\n", + " data,\n", + " grad_outputs=torch.ones_like(prediction[:, output]),\n", + " create_graph=True,\n", + " )[0]\n", + " time_deriv = dy[:, 0:1]\n", + " time_deriv_list.append(time_deriv)\n", + " return time_deriv_list, [theta, theta]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Configuring DeepMoD\n", + "\n", + "Configuration of the function approximator: Here the first argument is the number of input and the last argument the number of output layers.\n", + "\n", + "Configuration of the sparsity estimator and sparsity scheduler used. In this case we use the most basic threshold-based Lasso estimator and a scheduler that asseses the validation loss after a given patience. If that value is smaller than 1e-5, the algorithm is converged." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DeepMoD(\n", + " (func_approx): NN(\n", + " (network): Sequential(\n", + " (0): Linear(in_features=1, out_features=30, bias=True)\n", + " (1): Tanh()\n", + " (2): Linear(in_features=30, out_features=30, bias=True)\n", + " (3): Tanh()\n", + " (4): Linear(in_features=30, out_features=30, bias=True)\n", + " (5): Tanh()\n", + " (6): Linear(in_features=30, out_features=30, bias=True)\n", + " (7): Tanh()\n", + " (8): Linear(in_features=30, out_features=2, bias=True)\n", + " )\n", + " )\n", + " (library): Library_nonlinear()\n", + " (sparse_estimator): Threshold()\n", + " (constraint): LeastSquares()\n", + ")" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "network = NN(1, [30, 30, 30, 30], 2)\n", + "library = Library_nonlinear()\n", + "estimator = Threshold(0.1)\n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=200, delta=1e-5)\n", + "constraint = LeastSquares()\n", + "model = DeepMoD(network, library, estimator, constraint)# .to(device)\n", + "optimizer = torch.optim.Adam(\n", + " model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=5e-3\n", + ")\n", + "model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run DeepMoD\n", + "\n", + "We can now run DeepMoD using all the options we have set and the training data. We need to slightly preprocess the input data for the derivatives:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 16200 MSE: 2.70e-01 Reg: 8.46e-03 L1: 2.84e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 3min 42s, sys: 6.93 s, total: 3min 49s\n", + "Wall time: 3min 43s\n" + ] + } + ], + "source": [ + "%%time\n", + "! rm -rf ./data/deepymod/ODE_2DOF_sparsity/\n", + "foldername = \"./data/deepymod/ODE_2DOF_sparsity/\"\n", + "train(\n", + " model,\n", + " train_dataloader,\n", + " test_dataloader,\n", + " optimizer,\n", + " sparsity_scheduler,\n", + " log_dir=foldername,\n", + " max_iterations=100000,\n", + " delta=1e-3,\n", + " patience=100,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The developers have created a routine to deal with tensorboard logging. We can load the output to pandas!" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-2, 2])\n", + "axs[2].set_ylim([-2, 2])\n", + "axs[3].set_ylim([-2, 2])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that DeepMoD has converged, it has found the following coefficients to not be zero: " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([False, False, True, False, False]),\n", + " tensor([False, False, True, False, True])]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.sparsity_masks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And it found the following coefficients." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[0.0000],\n", + " [0.0000],\n", + " [1.0006],\n", + " [0.0000],\n", + " [0.0000]], grad_fn=),\n", + " tensor([[ 0.0000],\n", + " [ 0.0000],\n", + " [-1.0316],\n", + " [ 0.0000],\n", + " [-5.0424]], grad_fn=)]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can reconstruct the equations from this:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "u_t = ['1.00064*v']\n", + "v_t = ['-1.03156*v' '-5.04237*sin(u)']\n" + ] + } + ], + "source": [ + "library = ['1','u','v','cos(u)','sin(u)']\n", + "ders = ['u_t','v_t']\n", + "for sparse, coeff_vector, der in zip(model.sparsity_masks,model.constraint_coeffs(),ders):\n", + " expression = ''\n", + " coeffs = [\"%.5f\" % number for number in (coeff_vector.detach().cpu().numpy().squeeze())]\n", + " monomials = [str(a) + '*'+ str(b) for a, b in zip(coeffs, library)]\n", + " sparse_array = sparse.detach().cpu().numpy()\n", + " print(der,'=', np.extract(sparse_array, monomials))\n", + " #for sparse_element, coeff in zip(sparse.detach().cpu().numpy(),coeff_vector.detach().cpu().numpy()):\n", + " # expression += ' +'+str(coeff)+library[sparse_element]\n", + " #print(der,' =',expression, '\\t')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The output of the model is trained to reproduce the PDE output" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def dU_dt_estimate(U):\n", + " TH = [1, U[0], U[1], np.cos(U[0]), np.sin(U[0])]\n", + " output = []\n", + " for sparse, coeff_vector, der in zip(model.sparsity_masks,model.constraint_coeffs(),ders):\n", + " coeffs = coeff_vector.detach().cpu().numpy().squeeze()\n", + " output.append(np.sum(sparse.detach().cpu().numpy()*coeffs*TH))\n", + " # Here U is a vector such that u=U[0] and v=U[1]. This function should return [u', v']\n", + " return output\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n", + "\n", + "# subfigure 1\n", + "axs[0].scatter(dataset.coords, model(dataset.coords)[0][:,0].detach().cpu().numpy(), label='u_model')\n", + "axs[0].scatter(dataset.coords, model(dataset.coords)[0][:,1].detach().cpu().numpy(), label='v_model')\n", + "axs[0].scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", + "axs[0].scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", + "axs[0].legend()\n", + "\n", + "# subfigure 2\n", + "deriv_eq_estimate = np.array(list(map(dU_dt_estimate, dataset.data.detach().cpu().numpy())))\n", + "deriv_eq_true = np.array(list(map(dU_dt_true, dataset.data.detach().cpu().numpy())))\n", + "\n", + "axs[1].scatter(dataset.coords, deriv_eq_estimate[:,0], label='u_dot via discovered eq')\n", + "axs[1].scatter(dataset.coords, deriv_eq_estimate[:,1], label='v_dot via discovered eq') \n", + "\n", + "axs[1].scatter(dataset.coords, model(dataset.coords)[1][0].detach().cpu().numpy(), label='u_dot via model autodiff', marker='x', s=25)\n", + "axs[1].scatter(dataset.coords, model(dataset.coords)[1][1].detach().cpu().numpy(), label='v_dot via model autodiff', marker='x', s=25)\n", + "\n", + "axs[1].scatter(dataset.coords, deriv_eq_true[:,0], label='u_dot true', marker='o', s=6)\n", + "axs[1].scatter(dataset.coords, deriv_eq_true[:,1], label='v_dot true', marker='o', s=6)\n", + "\n", + "axs[1].legend() \n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "deepymod", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/ODE_Example_coupled_nonlin.ipynb b/examples/ODE_Example_coupled_nonlin.ipynb index d826b968c..5eed44095 100644 --- a/examples/ODE_Example_coupled_nonlin.ipynb +++ b/examples/ODE_Example_coupled_nonlin.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -84,7 +84,7 @@ "" ] }, - "execution_count": 2, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -105,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -132,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -162,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -171,7 +171,7 @@ "text": [ "Preprocessing data\n", "Dataset is using device: cpu\n", - "Dataset: \n", + "Dataset: \n", "Dataset[0]: (tensor([2.6774]), tensor([-0.5136, 1.1483]))\n", "Dataset shape: torch.Size([500, 2])\n", "Dataset[0]: (tensor([2.6774]), tensor([-0.5136, 1.1483]))\n", @@ -221,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -243,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -305,7 +305,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -359,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -370,7 +370,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -388,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -415,7 +415,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -426,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -479,7 +479,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -495,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -511,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -528,7 +528,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -544,7 +544,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -553,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -579,7 +579,7 @@ ")" ] }, - "execution_count": 19, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -597,7 +597,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -617,7 +617,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -625,13 +625,14 @@ "output_type": "stream", "text": [ " 3225 MSE: 2.13e-04 Reg: 1.51e-04 L1: 2.72e+00 Algorithm converged. Writing model to disk.\n", - "CPU times: user 35.6 s, sys: 1.56 s, total: 37.2 s\n", - "Wall time: 35.9 s\n" + "CPU times: user 38.2 s, sys: 1.37 s, total: 39.6 s\n", + "Wall time: 38.8 s\n" ] } ], "source": [ "%%time\n", + "! rm -rf ./data/deepymod/coupled_unnorm/\n", "foldername = \"./data/deepymod/coupled_unnorm/\"\n", "train(\n", " model,\n", @@ -655,7 +656,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -670,54 +671,8 @@ } ], "source": [ - "from deepymod.analysis import load_tensorboard\n", - "history = load_tensorboard(foldername) \n", - "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", - "\n", - "for history_key in history.keys():\n", - " history_key_parts = history_key.split(\"_\")\n", - " if history_key_parts[0] == \"loss\": \n", - " if history_key_parts[-1] == \"0\":\n", - " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", - " elif history_key_parts[-1] == \"1\":\n", - " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", - " else:\n", - " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", - " if history_key_parts[0] == \"remaining\": \n", - " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", - " if history_key_parts[0] == \"coeffs\":\n", - " if history_key_parts[2] == \"0\":\n", - " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", - " elif history_key_parts[2] == \"1\":\n", - " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", - " else:\n", - " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", - " if history_key_parts[0] == \"unscaled\": \n", - " if history_key_parts[3] == \"0\":\n", - " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", - " elif history_key_parts[3] == \"1\":\n", - " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", - " else:\n", - " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", - " if history_key_parts[0] == \"estimator\": \n", - " if history_key_parts[3] == \"0\":\n", - " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", - " elif history_key_parts[3] == \"1\":\n", - " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", - " else:\n", - " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", - "\n", - "#axs[0].set_ylim([-2, 2])\n", - "axs[1].set_ylim([-2, 2])\n", - "axs[2].set_ylim([-2, 2])\n", - "axs[3].set_ylim([-2, 2])\n", - "\n", - "axs[0].legend()\n", - "axs[1].legend()\n", - "axs[2].legend()\n", - "axs[3].legend()\n", - "\n", - "plt.show()\n" + "from deepymod.analysis import plot_history\n", + "plot_history(foldername)\n" ] }, { @@ -729,7 +684,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -739,7 +694,7 @@ " tensor([False, False, True, False, True])]" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -757,7 +712,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -775,7 +730,7 @@ " [-5.0025]], grad_fn=)]" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -833,53 +788,9 @@ "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(dataset.coords, model(dataset.coords)[0][:,0].detach().cpu().numpy(), label='u_model')\n", - "plt.scatter(dataset.coords, model(dataset.coords)[0][:,1].detach().cpu().numpy(), label='v_model')\n", - "plt.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", - "plt.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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17dqV3377jd27d3PFFVfQo0cPnnnmmYC8nZrU5rhZs2YRGxvLwIEDGT16NPfdd99p37+//vWv/Pe//2XWrFl06dKFgQMHMnv2bH+PiNls5vvvv2fbtm306NGDp556iunTT1ZAsn4p4sRByUbEZrNhsVgoKSkhJCSkoZsj1YOiGU+T++58NEY3wgNlbh3bmkdQbDQQWlpO19w8tBWA2suG5jHkW0yI44OQKoqCIgSRJQ56ZeUR0bWE8OlfyEJnF5ny8nIyMjJo2bJlQBLemVq0PYfnvk8NSFyNsRh4dkQSQzvH1EVTJanRyczMpGXLlmzatKlWJfpP9fN2Jp/fMllVajheD54/PkcTpOAu1aBovOg8Xnpl5fl3UevdKEZwl2ro4zjIeppzONiIV6XUOERTZDSgCarsCdn1gwxEpLMytHMMVydFy8qqknQeyKEZqcEUvXwfhzdoQQFPkODPuBh+7ZjAhoQonGoVIPBUaEBrJKJrCe2vOsyVSgZaj/ekQzRutQqnSuHwVguH3pwnh2eks6ZWKfRt3YxR3ePo27pZgwYhc+bMCZiGefyjauhBki5UskdEahheD+aKpWhNGlwODZsTIv3DLvlaE9sQ9MrKB0XgLnGi7ncXlLxD3GXFRO86yn4RiiCwRwRFwauCTeEx9CrNxZahx/jyfVif/qhh71WSztHIkSOrTcOsIhd9k+pKYmJitSnk54MMRKSGkbUGe2Y5sX2dpK+K4HBwZe4HlbNgTAY0QW7cZRpCLm2N9bGXYEcfmDeOa9vuYvGBthyyWRCCwOJnisLhYCNOlRqjzokndamvV0TWFZEuYMHBwQQHBzd0MySpXsihGalBFM1+x7dOzJowtsZE+XI+qgiBEOBUq4joWkJc13RfMNHperj5U4KskVxeup/k1P1csfsgepc7IHnVq1LY3iIcFDi80UDRy/ed/xuUJEmSakUGItL55/VgFn+gNbkprdCRf2IlVUWhQqthU7MY1HoBR7Mha43vtaSR8Nh21F2GAmDUuRiUmYnq+O5ERSHfbKK0QocmyI1n528yV0SSJKmRkoGIdP5lrUGrKiC2byHbmocH9oZUURSOWnRYW/vWisB+bCYNKjXWyTOJuCYeEKjLVETYHIG9IspxvSIbtBS93zDz4yVJkqRTk4GIdP5VBhUVJTqKjUEnLG53XDEz1bFyy5ijOJH68ntwl2lAEXQ5WFCtV6TIEIS7VOPrFdl36tLQkiRJUsOQgYh0/lUGFebocqzlxyqpIgQGlxuTqoIWqmKubbsLUCAkDhL6VTuN9eZbCLm0NQgFo85J5FFH4Do0CFx64esV+T6Voi+/OD/3J0mSJNWaDESk865ofTalZbFkLQ2n8/4Cou12jIqT6KN2Lk87yFW7MxkVn0qQ2u07YOi0k856iZv1LRE9y0GBzgcKjiWuVuaZbI2Owl2q8S2Ip9lxHu9SkhrWlClTalUdsz4oisI333xTp+fMzMxEURQ2b94MwPLly1EU5ZTrzzRVs2fPJjQ0tKGbUWfOWyAybdo0FEXhscceO1+XlBqhonnzyH1mCgeXGnE5NJgMTq5vtZ2r92TQMyOfII0Ll0ODPdfg6wm5+RNfgurJqNSo216Gu1SDUef0jfIETOU14TYIEpIL0O75RCatStJJnPhBfy5ycnIYNmzYuTfqFPr160dOTg4Wi6VeryPVv/MSiKxfv57333+frl27no/LSY2Y+fLL0UaF4TlailrnIbJHCdm/h+Fy+Hotml/tIfqW7lif/xIe23bqIKSS9c6HiOhaAgpYHBXVpvJuja3MLykrghUNs7qkdAHyeiBjJWz7yvd/GcTWWnR0dMDKtPVBp9MRHR2NolyYZfc9Hg9er7ehm9Eo1HsgYrfbSUlJ4cMPP8Rqtdb35aRGTlu0noRLUtGa3Hicag6tauYPQhKSCzDe+RrW5z7zrRFT2yJkCf1QBxtwl2roUZBTPWlVH0RJVhAuh4qij96A1O/q5d6kJiT1O3ijM3x8Hcy/x/f/NzrX2/fOBx98QGxsbLUPplGjRnH33XfX6hzTpk0jKiqK4OBg7rnnHsrLywNe93q9PP/88zRv3hy9Xk/37t1ZtGiR//WqVVl79OiBoigMGjSo2jW8Xi/Nmzfn3XffDdi+adMmVCoVWVlZQPWhmYkTJ9KuXTuMRiOtWrVi8uTJuFyuU97PH3/8QY8ePTAYDPTu3ZtNmzYFvH7i0ExWVhYjRozAarViMpno1KkTP/74o3//HTt2cN111xESEkJwcDBXXHEF6enptXpv+vXrx8SJEwOuf/jwYbRaLStWrACgoqKCCRMmEBcXh8lk4tJLL2X58uX+/auGU7777juSkpLQ6/Xs37//tMdVHduiRQuMRiM33HADR44cOeV7B3DgwAFuvvlmQkNDCQsLY9SoUWRmZvpf93g8/OMf/yA0NJRmzZrxxBNPMG7cOK6//vrTnruu1Xsg8vDDD3Pttddy1VVXnXbfiooKbDZbwENqQrweil77OwBhl9rYkBDlX1tG18KJ1iTg53+d+V+eKjXWsfcT0bUEnfASYSsNSIB1qVX8bG/L7qWR5K4PpeiNifKvW+nkUr+DL+8AW3bgdluOb3s9BCNjxozhyJEjLFu2zL+tsLCQRYsWVVtuviZffvklU6ZM4eWXX+bPP/8kJiaGd955J2CfGTNm8Nprr/Hqq6+ydetWhgwZwsiRI9mzZw/g++AHWLJkCTk5OXz99dfVrqNSqbjtttuYO3duwPY5c+bQv39/EhISamxfcHAws2fPJjU1lRkzZvDhhx/y+uuvn/R+7HY71113HUlJSWzYsIEpU6YwYcKEU74HDz/8MBUVFaxYsYJt27Yxffp0zGYzAIcOHWLAgAHo9XqWLl3Khg0buPvuu3G73bV6b1JSUvj8888Dyp9/8cUXxMbGcsUVvoU1H3nkEX7//Xc+//xztm7dypgxYxg6dKj/HAClpaVMnz6d//73v+zYsYPIyMjTHrdu3TruueceHnnkETZv3syVV17Jiy++eMr3wuVyMWTIEIKDg1m5ciWrV6/GbDYzdOhQnE4nAK+99hqzZ89m5syZrFq1isLCQhYsWHDK89YbUY8+++wz0blzZ1FWViaEEGLgwIFi/PjxJ93/2Wef9U11OOFRUlJSn82UzpPCF+4Wqe07iN092og5wwaI18YMF6/efK14bcxw8ek1A8XhMTFCPBsixL4VZ35yj1sU3t1apLbvILb3aifmDBsg/n3TMPHqCdfY3b2N7zpncw2p0SsrKxOpqan+3zlnzOMW4rUOvu/DGh8WIV7r6Nuvjo0aNUrcfffd/ufvv/++iI2NFR6P57TH9u3bVzz00EMB2y699FLRrVs3//PY2Fjx0ksvBezTp08f/3EZGRkCEJs2bTrltTZt2iQURRFZWVlCCCE8Ho+Ii4sT7777rn8fQCxYsOCk5/i///s/0atXr5O+/v7774tmzZoFfB3ffffdgPYtW7ZMAKKoqEgIIUSXLl3ElClTajzfpEmTRMuWLYXT6azx9dO9N/n5+UKj0YgVK4793ujbt6+YOHGiEEKIrKwsoVarxaFDhwLOMXjwYDFp0iQhhBCzZs0SgNi8ebP/9docd9ttt4nhw4cHvH7LLbcIi8VS470IIcSnn34q2rdvL7xer39bRUWFCAoKEosXLxZCCBETEyNeeeUV/+sul0s0b95cjBo16qTnPdGpft5KSkpq/fldbz0iBw4cYPz48cyZMweDwVCrYyZNmkRJSYn/ceDAgfpqnnS+VS5ypzH6qqnmGQPXlik2GijaY8LlUAUWL6stlRrr4/8muk8x7a7M5xrzHrTuY6v0+tav0fum8m61UPTtwrq8O6mpyFpTvSckgADboWOVfutQSkoK8+fPp6KiAvD1Mtx6662oVKf/Nb1z585qi+L17dvX/2+bzUZ2djb9+/cP2Kd///7s3LnzjNrZvXt3Onbs6O8V+e2338jPz2fMmDEnPeaLL76gf//+REdHYzabefrpp9m/f/8p76dr164Bnx3H309NHn30UV588UX69+/Ps88+y9atW/2vbd68mSuuuKLGBQJr895ERERwzTXXMGfOHAAyMjL4/fff/b1V27Ztw+Px0K5du4CVkX/77Tf/8A/48lqOz5WszXGn+9rWZMuWLezdu5fg4GD/OcPCwigvLyc9PZ2SkhJycnICzqvRaOjdu/cpz1tf6m3Ruw0bNpCfn0/Pnj392zweDytWrODtt9+moqICtTowB0Cv19d7gpPUQLLWoFUXYm1jYl1JXLW1ZcIqynCX+WbLWGsoXlYrSSOx3rMTlr+MJaGMsB1l5GrNCEVBEQJrefmxqbwtdHVzX1LTUtsg+GyC5dMYMWIEQggWLlxInz59WLly5SmHLxpSSkoKc+fO5cknn2Tu3LkMHTqUZs2a1bhv1Qf2c889x5AhQ7BYLHz++ee89tprddqmv/71rwwZMoSFCxfy888/M3XqVF577TX+9re/ERQUdM7nT0lJ4dFHH+Wtt95i7ty5dOnShS5dugC+oSS1Ws2GDRuqfa5VDQ8BBAUFBSTX1va4M2W32+nVq5c/cDpeRETEWZ+3vtRbj8jgwYPZtm0bmzdv9j969+5NSkoKmzdvrvamS01c5S9utV5gC9EFVFNVK14GmvcR3acYa2d9jcXLam3ABDBHA9AtL5dwmwOVx4siBB6vgtfsJbZvIfZF82SeiFRdbYPgsw2WT8FgMDB69GjmzJnDZ599Rvv27QP+kDuVjh07sm7duoBta9eu9f87JCSE2NhYVq9eHbDP6tWrSUpKAnx/rYPvD8bTuf3229m+fTsbNmzgq6++OmUey5o1a0hISOCpp56id+/etG3b1p/Ueqr72bp1a0DC7fH3czLx8fE88MADfP311zz++ON8+OGHAHTt2pWVK1fWmCBbm/cGfInD5eXlLFq0iLlz5wbcc48ePfB4POTn59OmTZuAR3R09EnbW5vjTve1rUnPnj3Zs2cPkZGR1c5rsViwWCzExMQEnNftdrNhQ8NUoK63QCQ4OJjOnTsHPEwmE82aNaNz5871dVmpsTJHUZRuJHd9KCG2Cn8yqSIE4cWl2LZWRv+XPlj72TI1UalxtbqFrKXhqBwqVAKESsGrUnE4xMTmiGgOrQkjdwVy/RmpuoR+EBILnGxK6Mkr/daFlJQUFi5cyMyZM2uVpFpl/PjxzJw5k1mzZrF7926effZZduwILOD3z3/+k+nTp/PFF1+QlpbGk08+yebNmxk/fjwAkZGRBAUFsWjRIvLy8igpKTnp9RITE+nXrx/33HMPHo+HkSNPPs2+bdu27N+/n88//5z09HTefPPN0yZF3n777SiKwr333ktqaio//vgjr7566qn3jz32GIsXLyYjI4ONGzeybNkyOnbsCPgSSW02G7feeit//vkne/bs4dNPPyUtLa1W7w2AyWTi+uuvZ/LkyezcuZPbbrvN/1q7du1ISUnhjjvu4OuvvyYjI4M//viDqVOnsnDhyYeBa3Pco48+yqJFi3j11VfZs2cPb7/9dsCMnpqkpKQQHh7OqFGjWLlyJRkZGSxfvpxHH32UgwcPAr7vmWnTpvHNN9+wa9cuHnrooQYrDicrq0rnR/yl6EPdoAg65BSic7lREOhcbjrkFIIi0FtccPnfz/lS9v1OXA4Nar2bYqMhIBelav0ZrcmNObTuu9elC5xKDUOrAtQTg5HK56eo9HuukpOTCQsLIy0tjdtvv73Wx91yyy1MnjyZJ554gl69epGVlcWDDz4YsM+jjz7KP/7xDx5//HG6dOnCokWL+O6772jbti3gyxF48803ef/994mNjWXUqFGnvGZKSgpbtmzhhhtuOOXQx8iRI/n73//OI488Qvfu3VmzZg2TJ08+5bnNZjPff/8927Zto0ePHjz11FNMn37qPxw8Hg8PP/wwHTt2ZOjQobRr184/c6hZs2YsXboUu93OwIED6dWrFx9++KE/Z+R0782J93zFFVfQokWLgNdmzZrFHXfcweOPP0779u25/vrrWb9+fbX9TnS64y677DI+/PBDZsyYQbdu3fj55595+umnT3lOo9HIihUraNGiBaNHj6Zjx47+Kd0hISEAPP7444wdO5Zx48bRt29fgoODueGGG0553vqiCHF80YXGxWazYbFYKCkp8b950gUqYyVFz9xM7vpQNiREkm85lrsRWWKnV1a+b2jm+S99NUTO8VoFE2+haK+JdRFx5FlMvqEgIdC73Fyx+wDR7UqIukQFEzPr7UNFOv/Ky8vJyMigZcuWtU6Sr1Hqd7BoYmDiakicLwipRZE9SboQ3XnnnRQXF9e6PP+pft7O5PO73pJVJSlAZY5IRNcSjqriEeJYL4UtRO8LQlqX1k0SYEI/1MFG3KUauhw8TLFJT4VGc2z9mfhIdDsFOnMx1sxV0GrguV9TalqSRkKHa32zY+x5vpyQhH4yaJWkeiCHZqTzomjVbl8xsb0mLCfkiITYnHgqKru96yIJUKXGek0/IrqWYNS5cKnVAevPFAQbURvcvmtmrDz360lNk0rt653rctOZVfqtB506dQqY3nn8o6aZEZJ0IZE9ItJ5YU6KRWN04y7V0CmrAJEAxQYDFkcFXQ4epijfhKWzBW1dJQFGtMOS8D1Hdpp9ZfGOJ8BToebwVgvqNXuxDq6bS0pSffnxxx9PWhI9KqruZ/BIF6fZs2c3yHVlICLVP68H7drnsLap4PBWCzqPl5778gHQGN2gw1dDJGQ01rr6qzPhcuy5/8HrUtPM7uBwiNmfJ9LM7gChoNZ7MF8tx/ulxu9kpdMlqSmQgYhU/1a8CmWFhCdBqVPLirKWFBsNhJaWM7z1ToJNTl8hs1FD6+6aLa/A2lmPp6KEnnu9bBYx/mt2OViASueh+RVHsC+aj/Wy0XV3XUmSJOmMyBwRqX55PbDuHYrSjRTmG/he1YE8i4kKnYY8i4mfMjoA1F2iahWVGtelUyhON6EuVdHl4GFCS8spNhrY1jwCl1rh0Oowcj/fSNEbT9XddSVJkqQzIgMRqX5lraFou5Pc9aH8mN6B8srZKwBU1vXI+DnCt8ZMHVertO/M9tUTMbjZ1jw8IABanphIqVPnqydS+LmssipJktRAZCAi1S97HuboctQ6D8XGoIDS7ghBaGkZngo19sJmdV6t0np5OyK6lqCoCLx25TTebc3Die1biFZVUC+LmEmSJEmnJwMRqX6Zo9CavLQcchhreRlU1c8TAoPbzfDWu3w1RMbeW/fTI81RqPUCd6mGsIoyAqbPKArFxiAqSioXv0v7sW6vLUmSJNWKDESk+lW5dofWJBjWchdRJQ70TjdRJQ5ui95MWGQ51s4G32J19XBtaxcj0X2KGZq4C4PLHRAIWcvLMEdXLqq19h1fNU1JakIURal1lcy6NGXKFLp3737er3u27rzzTq6//vpa7798+XIURWmwtVnOxon3OGjQIB577DH/89LSUm688UZCQkL891bTtvogAxGpfqnUMGQqLodC4boQemXlMXhnFr2y8ihcF+LLDRkxo36KRanUcO1rmKPLKVwXwuVpB4k+aidIcWJwuyk0BDFvR1cK8w0UpRth0ZMyV0S6qJ3pB/LJTJgwgV9//fXcG3SRq6uvR02+/vprXnjhBf/zjz/+mJUrV7JmzRpycnKwWCw1bqsPMhCR6lfqd7jmTyJraTguh2+xuYSrDqM1uXE5NGT9kYTL2qf+rt/peuyma3E5NARpXPTMyCfUVkGFVoNTpyHXbOanjA6+qq+bimSuiCTVAbPZTLNmzRq6GdIphIWFERwc7H+enp5Ox44d6dy5M9HR0SiKUuO2+iADEan+pH4HX96BfU/xsSAkuQBjuIuE5AK0UWG48gqxr1pVr82wTvkf0bd0o/kVR9Ca3BTqgxAErsirNbl9wzR1OYVYumDN3z2fXEduwLZcRy7zd8+vt2smJibyxhtvBGzr3r07U6ZMqdXxe/bsYcCAARgMBpKSkvjll1+q7bNt2zaSk5MJCgqiWbNm3HfffdjtdsA3nPLxxx/z7bffoigKiqKwfPnyauf44IMPiI2Nxev1BmwfNWoUd999t/9cxw/NrF+/nquvvprw8HAsFgsDBw5k48aNp7yfqt6Al19+maioKEJDQ3n++edxu93885//JCwsjObNmzNr1qxa3yP4Vun9xz/+QWhoKM2aNeOJJ57gxLVfvV4vU6dOpWXLlgQFBdGtWze++uqrU7b3RP/+97/p0qULJpOJ+Ph4HnrooYB21DR89cYbb5CYmOh//WRfj7q4x+OHZgYNGsRrr73GihUrUBSFQYMG1bitvshARKofXo9v9VIEhkQnO7qHsaR9Ij8VtaPMo0FrEiQMLiT6+SlYx4yp9+ZY73wYY7gvELKWlwWsdRNWUUZs30LsuYY6n0IsXXjm757PlN+ncNeiu/zBSK4jl7sW3cWU36fUazBytrxeL6NHj0an07Fu3Tree+89Jk6cGLCPw+FgyJAhWK1W1q9fz7x581iyZAmPPPII4BtOufnmmxk6dCg5OTnk5OTQr1/1mWxjxozhyJEjLFu2zL+tsLCQRYsWkZKSUmP7jh49yrhx41i1ahVr166lbdu2DB8+nKNHj57yvpYuXUp2djYrVqzg3//+N88++yzXXXcdVquVdevW8cADD3D//fdz8ODBWt0jwGuvvcbs2bOZOXMmq1atorCwkAULFgRcd+rUqXzyySe899577Nixg7///e/85S9/4bfffjtle4+nUql488032bFjBx9//DFLly7liSeeqPXxJ/t61NU9Hu/rr7/m3nvvpW/fvuTk5PD111/XuK2+yMqqUv3IWuNfQv2XnDbsF6EIj8Leo+EAjGy+C603G2uf2PPTnsqkWXt6MZ33FyCaK/5Kq1c1303272G4HBpYn4215flpktQ49Y/rT3Nzcw7aD3LXoruYesVUJq2cxEH7QZqbm9M/rn9DN7GaJUuWsGvXLhYvXkxsrO9n6uWXX2bYsGH+febOnUt5eTmffPIJJpMJgLfffpsRI0Ywffp0oqKiCAoKoqKigujo6JNey2q1MmzYMObOncvgwb6Fmr766ivCw8O58sorazwmOTk54PkHH3xAaGgov/32G9ddd91JrxUWFsabb76JSqWiffv2vPLKK5SWlvKvf/0LgEmTJjFt2jRWrVrFrbfeWqt7fOONN5g0aRKjR/sqKr/33nssXrzYf82KigpefvlllixZQt++fQFo1aoVq1at4v3332fgwNqt1n18ImhiYiIvvvgiDzzwAO+8806tjjebzTV+PT7++ONzvscThYWFYTQa0el0AdeqaVt9kD0iUv2oHOIoSjeSXRpybCgEhezSEF9y6HH71TuVGoZOR29xovN6ApJmj6yx+IeOzNEV56c9UqMVbYpm1tBZ/mBk7E9j/UHIrKGziDbV7y/ls7Fz507i4+P9QQjg/xA9fp9u3br5P7wA+vfvj9frJS0t7Yyul5KSwvz586mo8P28zJkzh1tvvRWVquaPlLy8PO69917atm2LxWIhJCQEu93O/v37T3mdTp06BZwzKiqKLl26+J+r1WqaNWtGfn5+re6xpKSEnJwcLr30Uv/rGo2G3r17+5/v3buX0tJSrr766oBVjj/55BPS09Nr/R4tWbKEwYMHExcXR3BwMGPHjuXIkSOUlpbW+hw1qYt7bGxkj4hUP8xRFKUbyV0fSkgrJ6XBOgQKCoKQYie5+0IBsJ7HoRCXpSfZ68JBKDg1CtviIo+tP3Mon4S+RWj/nAaXpzToku9Sw4s2RTP1iqmM/Wmsf9vUK6bWaxCiUqmqjeOfbMXdhjZixAiEECxcuJA+ffqwcuVKXn/99ZPuP27cOI4cOcKMGTNISEhAr9fTt29fnE7nKa+j1WoDniuKUuO2E/NVzkVVrsXChQuJi4sLeE2v19fqHJmZmVx33XU8+OCDvPTSS4SFhbFq1SruuecenE4nRqPxgvp61zfZIyLVj4R+mNuGojW56ZRVQPRROyZVBdFH7XTKKvD1PrQNrfNqqqdi/+4TXEdVaE1u9nYNJb+y5Hu+xcS2uEgqSrRgOyRnzkjkOnKZtHJSwLZJKydVS2CtSxEREeTk5Pif22w2MjIyanVsx44dOXDgQMDxa9eurbbPli1bcDgc/m2rV6/2D3sA6HQ6PJ7TT2E3GAyMHj2aOXPm8Nlnn9G+fXt69ux50v1Xr17No48+yvDhw+nUqRN6vZ6CgoJa3duZON09WiwWYmJiWLdunf91t9vNhg0b/M+TkpLQ6/Xs37+fNm3aBDzi4+Nr1Y4NGzbg9Xp57bXXuOyyy2jXrh3Z2dkB+0RERJCbmxsQjGzevDlgn5q+HnVxj42NDESk+qFSo71pOgnJRzAZnPTYl8/ATQfpsS8fk8FJQvIRtDdNP689D9bL2xHdp5jYvoXkVgQjlGMzZ0pM+mPFzeTMmYtaVWJq1XDMp8M+DcgZqa9gJDk5mU8//ZSVK1eybds2xo0bh1pdu5+Pq666inbt2jFu3Di2bNnCypUreeqpwMUcU1JSMBgMjBs3ju3bt7Ns2TL+9re/MXbsWKKifD2TiYmJbN26lbS0NAoKCk75F3pKSgoLFy5k5syZJ01SrdK2bVs+/fRTdu7cybp160hJSSEoKKhW93YmanOP48ePZ9q0aXzzzTfs2rWLhx56KKBQV3BwMBMmTODvf/87H3/8Menp6WzcuJG33nqLjz/+uFbtaNOmDS6Xi7feeot9+/bx6aef8t577wXsM2jQIA4fPswrr7xCeno6//nPf/jpp58C9qnp61EX99jYyEBEqj9JI9HeNZvYwYEjgLGDNWjvmg1JI89ve8xRmKPLyf49DIu9ImDmjMVRUVnrRAVHaj8OLDU9qw+tDsgJ6R7ZPSBnZPWh1fVy3UmTJjFw4ECuu+46rr32Wq6//npat25dq2NVKhULFiygrKyMSy65hL/+9a+89NJLAfsYjUYWL15MYWEhffr04aabbmLw4MG8/fbb/n3uvfde2rdvT+/evYmIiGD16pPfa3JyMmFhYaSlpXH77befsn0fffQRRUVF9OzZk7Fjx/Loo48SGRlZq3s7E7W5x8cff5yxY8cybtw4+vbtS3BwMDfccEPAeV544QUmT57M1KlT6dixI0OHDmXhwoW0bFm7TPZu3brx73//m+nTp9O5c2fmzJnD1KlTA/bp2LEj77zzDv/5z3/o1q0bf/zxBxMmBFaYrunrUVf32Jgo4sRBqkbEZrNhsVgoKSkhJCSkoZsjnQXXoYNkpdyGK/dYN6w2vjkJn3yCNibm/DbG66Hogc7krgAR7GVHy3COaIxE647SbkcRylEVEV1LUOsF1knvn/9ASTpn5eXlZGRk0LJlSwwGw1mfZ/7u+fSP6x+QE5LryGX1odXc2O7GumiqJF3wTvXzdiaf37JHRKo3BS/9g8xRV+PKLfBXVNWYwXXgIFl3jMN13Hj2eaFSY31sOtF9iolseZTOWwsZsMeXtb+ibQu2dw0jPyPYV2X1jYmy3PtF7MZ2N1ZLTI02RcsgRJLqgQxEpHpRNONpDn/6E247aIy+QmLaIA943AC4Dhyo94qqNUoaifWex7AklKE1udkYFsO+0mY4PHoOEMrGsBhfIq0lVyatSo3GnDlzAqaSHv/o1KlTQzdPks6JnL4r1T2vB3PJfLQmN45yHZuiY/n1YCIhJU46OQswBjmxdtFgvXF0w7SvWWu0Ji8JyQUsTm8VmLRq1hPb1ldl1SqTVqVGYuTIkQF1IY534nRWSbrQyEBEqntZa9B6s0lIVjFvR1dyzWaEV6HUrIMEGNNpK1qT19fj0PKK89++ytol9lwDFkcFFRYNQlFQhCBaf/RYldVVu7F2Oc25JOk8CA4ODligTJKaEjk0I9W9yp4ErcmLzaIL6HGwWXS+IOS4/c67ynLveouTLofyiSxxoHe6iSxx0GbrsQX6zB3PU/l5SZKki5gMRKS6V9nj4HKoCClxBkyTDSlx+qbIHrffeadS4+o1kezfw9C5BV0O5hNaWk6x0cC2uEicGoXIHsXYP31RJqxKkiTVMxmISHUvoR8uVSxZS8N9VVXtlVVV7b6qqllLw3GpYs9rVdUT2VOzcTk0qPUetjWPrFZlNfcPK7mrtRS9fF+DtVGSJOliIHNEpLqnUmO33IjLMR+TyenPCXE5VGTlheNyaLBbbsTagOu5WC9vB2uKUevdFB8JTFg9HGyk7KAWk8mJuWKpr1dErj0jSZJUL2QgItUL6/gXAXyzZyoXpNKavCSMqgxCKl9vMJVVVrOWhhMaXk6e1gSVwYhXpbCteTij225Hq3Y3XFKtJEnSRUAOzUj1xjr+RbRPb4dxP8CNH8G4H9A+vb3hgxCAhH7YC624HBp6Fuag5rgCw4pCsTGI0nw9RelGufaMdEGaMmUK3bt3b5BrK4rCN9980yDXPlOZmZkoilJtwblTGTRoEI899li9tamunXiPy5cvR1GUgPVnvvnmG9q0aYNarfbfW03b6kO9BiLvvvsuXbt2JSQkhJCQEPr27VttUR+piVOpfb0JXW7y/b+xDHGo1FjH3k90n2KaxdkJLykNSKq1lpdRtMfkq7L6rfyelZq+s/lAPpmcnByGDRt27o26iNXl1+NE/fr1IycnB4vF4t92//33c9NNN3HgwAFeeOGFk26rD/UaiDRv3pxp06axYcMG/vzzT5KTkxk1ahQ7duyoz8tKjYHXAxkrYdtXvv83xtknAyZgTjRg22+ky8HDRNgcqLxeFCHwCIVSpw5NkBuzZ03jbL8kNVLR0dHo9fqGboZ0EjqdjujoaJTK4Wi73U5+fj5DhgwhNjaW4ODgGrfVl3oNREaMGMHw4cNp27Yt7dq146WXXsJsNrN27dr6vKzUwIpmPI3rxc7w8XUw/x74+DpcL3amaMbTDd20QCo1dn0y7lINRr0TtUogFAWvSkVBiIltzSOwtnWgFdmy3PtFpmjevGprIblyciiaN69ervfBBx8QGxuLtzKfqsqoUaO4++67a3WOadOmERUVRXBwMPfccw/l5eUBr3u9Xp5//nmaN2+OXq+ne/fuLFq0yP961cqyPXr0QFEUBg0aVO0aXq+X5s2b8+677wZs37RpEyqViqysLKD60MzEiRNp164dRqORVq1aMXnyZFwu10nvpao34Msvv+SKK64gKCiIPn36sHv3btavX0/v3r0xm80MGzaMw4cP1/oeAf744w969OiBwWCgd+/ebNq0qdr1t2/fzrBhwzCbzURFRTF27FgKCgqq7Xcy6enpjBo1iqioKMxmM3369GHJkiUB+9Q0fBUaGsrs2bOBk3896uIejx+aWb58uT/ISE5ORlGUk26rL+ctR8Tj8fD555/jcDjo27dvjftUVFRgs9kCHtKFpWjG0+S+O5+sb93+eiEuh4qsb93kvju/0QUj1lHDiO5TTOLgghqLr4UnOXw7yjyRi0bRvHnkTn4mYGFGV04OWXeMI3fyM/USjIwZM4YjR46wbNky/7bCwkIWLVpESkrKaY//8ssvmTJlCi+//DJ//vknMTExvPPOOwH7zJgxg9dee41XX32VrVu3MmTIEEaOHMmePXsA34cXwJIlS8jJyeHrr7+udh2VSsVtt93G3LlzA7bPmTOH/v37k5CQUGP7goODmT17NqmpqcyYMYMPP/yQ119//bT39eyzz/L000+zceNGNBoNt99+O0888QQzZsxg5cqV7N27l2eeeabW92i327nuuutISkpiw4YNTJkyhQkTJgRcs7i4mOTkZHr06MGff/7JokWLyMvL4+abbz5te6vY7XaGDx/Or7/+yqZNmxg6dCgjRoxg//79tT7Hyb4edXGPx+vXrx9paWkAzJ8/n5ycnJNuqzeinm3dulWYTCahVquFxWIRCxcuPOm+zz77rACqPUpKSuq7mVJd8LiF87kOYk/PNmJzUpKYM2yAePfWq8ScYQPE5qQksadnG+F8roMQHndDt/SYfSuEeDZEOCeEijnDBojXxgwXr958rXhtzHAxZ9gA4ZwQKsSzIb79pEavrKxMpKamirKysrM+hzM7W+y56mqR2r6D2HPV1cKxYWPAc2d2dh22+JhRo0aJu+++2//8/fffF7GxscLj8Zz22L59+4qHHnooYNull14qunXr5n8eGxsrXnrppYB9+vTp4z8uIyNDAGLTpk2nvNamTZuEoigiKytLCCGEx+MRcXFx4t133/XvA4gFCxac9Bz/93//J3r16nXS16va8t///te/7bPPPhOA+PXXX/3bpk6dKtq3b1/re3z//fdFs2bNAr4/3n333YD7fuGFF8Q111wTcI4DBw4IQKSlpQkhhBg4cKAYP378Sdtfk06dOom33nrL/7ym98hisYhZs2YFvAcnfj3q4h6XLVsmAFFUVCSEEKKoqEgAYtmyZf5jatp2olP9vJWUlNT687vee0Tat2/P5s2bWbduHQ8++CDjxo0jNTW1xn0nTZpESUmJ/3HgwIH6bp5Ul/xrzBSwIyGcXLMZh1dPrtnMjoRw3wq83kY2zHEBFF+Tzi9tTAwJn3yMNj4e14EDZN1+O64DB9DGx/u2x8TUy3VTUlKYP38+FRUVgK+X4dZbb0WlOv2v6Z07d1ZbFO/4nmebzUZ2djb9+/cP2Kd///7s3LnzjNrZvXt3Onbs6O8V+e2338jPz2fMmDEnPeaLL76gf//+REdHYzabefrpp2vVO9C1a1f/v6OifJWYu3TpErAtPz8fqN097ty5k65du2IwGPyvn9hDv2XLFpYtWxawwnGHDh0A35BLbdjtdiZMmEDHjh0JDQ3FbDazc+fOM+oRqUld3WNjU++BiE6no02bNvTq1YupU6fSrVs3ZsyYUeO+er3eP8Om6iFdQBr7GjM18Rdf0xCkcXF9q+080P4PxnTaisngxOXQkH+oZ+OZ7SOdF9qYGGKnTw/YFjt9er0FIeDLqRNCsHDhQg4cOMDKlStrNSzTEFJSUvyByNy5cxk6dCjNmjWrcd/ff/+dlJQUhg8fzg8//MCmTZt46qmncDqdp73O8SsLVyVWnrjtxLyac2W32xkxYgSbN28OeOzZs4cBAwbU6hwTJkxgwYIFvPzyy6xcuZLNmzfTpUuXgHtWFAUhRMBxp8qbacrOex0Rr9frj/ilJqaxrzFzEtbxLxIysCeeCnXlyrsqtCYvsVd6UQcbsf22sd6SFKXGyZWTQ/bEiQHbsidOrJbAWpcMBgOjR49mzpw5fPbZZ7Rv356ePXvW6tiOHTuybt26gG3HTwoICQkhNjaW1atXB+yzevVqkpKSAN8fjeDL5zud22+/ne3bt7Nhwwa++uqrUwZMa9asISEhgaeeeorevXvTtm1bf1JrXarNPXbs2JGtW7cGJPKeOHmiZ8+e7Nixg8TERNq0aRPwMJlMtWrL6tWrufPOO7nhhhvo0qUL0dHRZGZmBuwTERFBznHfT3v27KG0tNT/vKavR13dY2NTr4HIpEmTWLFiBZmZmWzbto1JkyaxfPnyRhvlS+foAh7miJzyKtqoMFwODVlLwykt0JK9TIXnaCnaqDDMl1/e0E2UzpOqxFT/cMzcuceGaY5LYK0PKSkpLFy4kJkzZ57R78nx48czc+ZMZs2axe7du3n22WerlUn45z//yfTp0/niiy9IS0vjySefZPPmzYwfPx6AyMhIgoKC/MmZJSUlJ71eYmIi/fr145577sHj8TBy5MiT7tu2bVv279/P559/Tnp6Om+++SYLFiyo9b2didPd4+23346iKNx7772kpqby448/8uqrrwac4+GHH6awsJDbbruN9evXk56ezuLFi7nrrrtqFaSB756//vprNm/ezJYtW7j99tur9dwkJyfz9ttvs2nTJv78808eeOCBgN6ek3096uIeG53TZpGcg7vvvlskJCQInU4nIiIixODBg8XPP/9c6+PPJNlFahwO3ne7L6mvZxt/oqfj4TCR1qWtSG3fQRS+8VRDN7FmO74VzglWsadnG5HavoP/4bsPqxA7vm3oFkq1UBfJqoVfflktMfX4BNbCL7+sq+ZW4/F4RExMjABEenr6GR370ksvifDwcGE2m8W4cePEE088EZCs6vF4xJQpU0RcXJzQarWiW7du4qeffgo4x4cffiji4+OFSqUSAwcOPOX13nnnHQGIO+64o9prnJCI+c9//lM0a9ZMmM1mccstt4jXX39dWCyWk567pkTNExMshRBi1qxZAeepzT3+/vvvolu3bkKn04nu3buL+fPnV7vW7t27xQ033CBCQ0NFUFCQ6NChg3jssceE1+sVQpw+WTUjI0NceeWVIigoSMTHx4u333672jGHDh0S11xzjTCZTKJt27bixx9/DEhWFaLmr0dd3GNjS1ZVhDhhkKoRsdlsWCwWSkpKZL7IBaBq2qPaIGh++WGM4b4pvFlLfQvdhQzsSdz7cxq6mdV5PfBGZ7Bls39LKCtKW1JsNBBaWs7w1jsJNjmxl0RjfW+7zBVp5MrLy8nIyKBly5YByXpnqmjePMyXXx6QE+LKycG+ahXWUyRlStLF5FQ/b2fy+S3XmpHqjDmqDK3JjadcIfv3MEoLtP4gRGtyE5kypKGbWLOsNWDLpiDVxIrSluRbTFToNORbTCzK7EDmr+HkroCi96ef/lxSk2AdM6ZaYqo2JkYGIZJUD2QgItUNrwftn1NJSC5ABHtZGx7HzEO9WRsehwj2kpB8BO2f0xpnqXR7Hi6HiqI9JoqNhoDZPoX6INylGjRGN+bQRjTbR7qodOrUKWA66fGPOXMaYS+jJJ0BTUM3QGoiKnsVtCZI6xBGfoUJoSjka02kRYaRZMoF2yHffi2vaOjWBjJHYc814C7TEFZRRo7WDIoCvqFunGoVYS1Ksf/8HdZb/i2HZ6Tz7scffzzp1M6q+hqSdKGSgYhUN9J+BHxTd7NLQxCaY70K2aUh/imxjaqGSJWEfli7BAHFDKyws8CVRIVWA4pChVZDWnsrpiwnrl0aePk+rE9/1NAtli4yJyudLklNgRyakc6d1wNbv8DlULFneSTCS2Vvgq+GiMVeUZkromp0NUQAXw9H11uwti7FGlkKKL4eEQBF4ZA6BEe5Dq3JjbliaeMcXpIkSbpAyUBEOndZa6D0CPnbQtgYFuPvTQCBUeWke34uLocGe2F4o6whAkD74b7enN/DCC0t9wdSAF5FYVvzcGL7FqJVFzauEvWSJEkXOBmISOfOnkdRuhFbppESk/5YbwIKHpcKdZlCSGIp1jE3Nd78ioR+2At9Bc16Fuag4rjiQ4pCsTGI0nw9RenGxjm8JEmSdIGSgYh07sxRmKPL0ZrcWBwVAaXdLfYK39TdLjZoP7yBG3oKKjXWsfcR3aeYZnF2IkrKAu7DWl5G0V4TuetDKfr2pwZurCRJUtMhAxHp3CX0QxsTTULyEXoW5hBZ4kDvdBNZ4qBnYY5v1d2YmMY7LFNlwATMiXpsWUa6HDxMuM2ByutFEQKvUCit0Pmm8XrXyDwRSZKkOiIDEencqdQwdDpak5fESwvplZXH4J1Z9MrKI/HSQrQmAUOnNd5hmSoqNXb9YNxlGow6JxqVQCgKXpWKwyEmtjWPwNrGgdabLfNEpAuCoih88803Dd0MSTolGYhIdSNpJK7kN8leFx6wOXtdOK7kNyHp5ItiNSbWUcOI7lNM4lUFFJv1AcXNbBYdloQymSciNVl33nkn119//Wn3GzRoEI899li9t0e6OMhARKoTrpwcsia/j+soaE1uEq46jNbkxnUU3/Z6XLG0TpmjsLYupSQriJASZ0CeSKi9gswl4b48kVW7G7ihktS4CSFwu90N3QzpAiADEalO2L/8D668QjRGNwnJBRjDXSQkF6AxunHlFWL/8j8N3cTaSeiHSxVL0V4TXQ4eJrLEgcHlItpup1NWAe4yDRqTF/PIOxq6pVITk5iYyBtvvBGwrXv37kyZMqVWx+/Zs4cBAwZgMBhISkril19+qbbPtm3bSE5OJigoiGbNmnHfffdht9sBmDJlCh9//DHffvstiqKgKArLly+vdo4777yT3377jRkzZvj3y8zMZPny5SiKwk8//USvXr3Q6/WsWrWqxl6Wxx57jEGDBvmfe71epk6dSsuWLQkKCqJbt2589dVXtbpv6cInK6tK587rgR3zff8+cS3nquc75oP3uQsjT8RyI+7S+RiNTi7NP4S7LPDHxNr6KNqSjRDXvIEaKUmBvF4vo0ePJioqinXr1lFSUlJt6MThcDBkyBD69u3L+vXryc/P569//SuPPPIIs2fPZsKECezcuRObzcasWbMACAsLq3atGTNmsHv3bjp37szzzz8PQEREBJmZmQA8+eSTvPrqq7Rq1Qqr1Vqr9k+dOpX//e9/vPfee7Rt25YVK1bwl7/8hYiICAYOHHj2b4x0QZCBiHTustZgtuSiNYXjKNcxb0dXbBYdISVOOjkLMJmcmC0FjXOdmRpY//YcbP0Mc1ghOXtCWFcWR7HRQGhpOQOMGVgSyil6YyLW965t/IGVdNbKHS6W/W8XeRklRLW0cOVfOmAwaRu6WTVasmQJu3btYvHixcTGxgLw8ssvM2zYMP8+c+fOpby8nE8++QSTyQTA22+/zYgRI5g+fTpRUVEEBQVRUVFBdHT0Sa9lsVjQ6XQYjcYa93v++ee5+uqra932iooKXn75ZZYsWULfvn0BaNWqFatWreL999+XgchFQAYi0rmz56E1eUlILmDejq7kms0Ir0KpWQcJMKbT1sa7zkxNstZgjS+gINXEirKW5FuOLeC3yp5InyXZuMuA96djffBfDd1aqZ4s+98uMrYcRnghY8thAIbd36WBW1WznTt3Eh8f7w9CAP+H+vH7dOvWzR+EAPTv3x+v10taWlqdLZ7Xu3fvM9p/7969lJaWVgtenE4nPXr0qJM2SY2bDESkc1e5fozW5MVm0SG8gTNNtCZvwH6Nnj0Pl0NF0V4TxQmGgJkzhfogX55IkBtzhwvkfqSzkpdR4ls3CRBeyMuw1ev1VCoVQgSObZ5sxd3G7PhAB05/X1U5KgsXLiQuLi5gP71eX0+tlBoTmawqnbuEfhASi8uhrjbTJKTEicuhhpC4xl/QrIo5CnuuAXephrCKwAqroaXlAFjbOtAqBQ3ZSqmeRbW0oFT+hlRUENUypF6vFxERQc5xs8tsNhsZGRm1OrZjx44cOHAg4Pi1a9dW22fLli04HA7/ttWrV6NSqWjfvj0AOp0Oj+f0xfpqux9Uvy+AzZs3+/+dlJSEXq9n//79tGnTJuARHx9fq2tIFzYZiEjnTqXG1XsSWUub0SmrgGi7HZOqwj/TJGtpM1y9n7xw8ikS+mHtEUp0n2JGdEilhb7IV2HVK/AqYOpYSniSAzbMlhVWm7Ar/9KBlt0iMIXqadktgiv/0qFer5ecnMynn37KypUr2bZtG+PGjUOtrt3PzFVXXUW7du0YN24cW7ZsYeXKlTz11FMB+6SkpGAwGBg3bhzbt29n2bJl/O1vf2Ps2LH+YZnExES2bt1KWloaBQUFJ+2RSUxMZN26dWRmZlJQUIDX661xv6r7+vPPP/nkk0/Ys2cPzz77LNu3b/e/HhwczIQJE/j73//Oxx9/THp6Ohs3buStt97i448/rtX9Sxc2GYhIdSJ/YSouhwaT0cuYTlt5oP0fXN9qO0Far2/l3byghm5i7anU0PNOrK1LMajdOI9ofRVW1SoKQkysqkjE5VDBUVlhtSkzmLQMu78Ld07rz7D7u9R7ouqkSZMYOHAg1113Hddeey3XX389rVu3rtWxKpWKBQsWUFZWxiWXXMJf//pXXnrppYB9jEYjixcvprCwkD59+nDTTTcxePBg3n77bf8+9957L+3bt6d3795ERESwevXqGq83YcIE1Go1SUlJREREsH///pO2bciQIUyePJknnniCPn36cPToUe64I3D6+wsvvMDkyZOZOnUqHTt2ZOjQoSxcuJCWLVvW6v6lC5siThy8a0RsNhsWi4WSkhJCQuq3W1Q6e0Xz5pE7+RnUVivN33kbY6gDV+Zusp6bjSu3gJBRo4ibPq2hm3lmtn2F65N7yVoazqIWranQHUun0jvdDN2f7ltD544PoctNDdhQ6Xjl5eVkZGTQsmVLDAZDQzdHkpq0U/28ncnnt+wRkc6Z+fLL0cbH4ykqIvvv4yndsN4fhGjj44l8bHxDN/HMVeaJuByVeSKVBVEUBGEVZb5enlzDhZOAK0mS1EjJQEQ6Z9qYGBIm/wVtMLhyC8h6+kNfEBKMb3tMTEM38cydmCeiFGNSV9AmuIARHVKJ7lOMuU0oReuzG7ql0kVgzpw5mM3mGh+dOnVq6OZJ0jmR03elc5f6HdqljxJ7qYasJRH+zbGXFqBd+iiEh14wi975Va4obLXdQVF6EJ02F6I15fuGY0xeXGo3WT94cX02BRQV1jFjGrrFUhM2cuRILr300hpf02obZ5E1SaotGYhI58brge/H43IoZP8eWM45+/dQEpKPoF30JHS4AKuQJo2Emz/B/Nl4tKluXA4NWUvDie1bRPbvVlwOFVqTG3NUWUO3VGrigoODCQ4ObuhmSFK9kEMz0rlZ8SqugmKylvrKu29qFclvPZqzqVUkjnKdb+puTs6FO7ukw7VorQYSkgsQwV7Whscx81Bv1obHIYJ91WS1f06T03glSZLOkgxEpLPn9cC6d/xJnTsSwskNNuPw6skNNrMjIfxYUueFUt79RFlrwJaN1uRle0IE+RYTFToN+RYTaR18C4IVbSq6cAMtSZKkBiYDEensZa2BsmIAQrrayQ82Iqgsh45CiVlPdJ9irK1LL9zZJZUBVEGqiXyPOaDce7YjhMxfw8ldH0rR7HcaspWSJEkXLBmISGfPnkdRupHc9aH8Zm+F5/hvJyEILnH6/h0UduGUdz+ROcq37swek6+8e1XZHSEQAkordGiMbsziDzk8I0mSdBZkICKdPXMU5uhytCY3hfogqOwNAVB5BT0LczBHl8OlD1x4iapVEvphL2yGu0xDj4IcDG63LxhRFCq0GrY1j8DaxoFWVSCHZyRJks6CDESks5fQD21MNAnJR6otDhdV6qDtoHy04aEwYELDtvNcqNRYx4whuk8xUa2PotL5ghAAFAVbiA61vrKX5ELNg5GapClTptC9e/eGboYknZYMRKSzV1lrQ2vyMjQxjcgSB3qnm8gSB0MTd6E1eWHEjAu3N6RK++EAHN5qIbioInB1YVuFL0ck3Xjh5sFIEpCZmYmiKAEr49Zk+fLlKIpCcXHxeWmX1PTVayAydepU+vTpQ3BwMJGRkVx//fWkpaXV5yWl8y1pJK7kNylcb6VXVh6Dd2bRKyuPwvVhuJLfuvAKmdUkoR/6SAMogi4HC4gssWPESWSJnS4HC0ARvtcv1DwYSaoHTqezoZsgXSDqNRD57bffePjhh1m7di2//PILLpeLa665BofDUZ+Xlc4jV04OWS98iusoaMPNJDx+DdrocFxHIeuF//lqiDQBFcUqEAooAlDwOFVA5XOhUFF8gff6SA3qgw8+IDY2Fq/XG7B91KhR3H333bU6x7Rp04iKiiI4OJh77rmH8vLygNe9Xi/PP/88zZs3R6/X0717dxYtWuR/vWql2x49eqAoCoMGDap2jczMTK688koArFYriqJw5513AjBo0CAeeeQRHnvsMcLDwxkyZEiNvSzFxcUoisLy5cv927Zv386wYcMwm81ERUUxduxYCgoKanXf0oWvXgORRYsWceedd9KpUye6devG7Nmz2b9/Pxs2bKjPy0rnUf6UCbgOHERrcpPQdy/GQ7OJvbQAdbAR14ED2FetaugmnrusNVjjC4juU8zebqEBtUT2dvOtR2ONPyyTVaWzNmbMGI4cOcKyZcv82woLC1m0aBEpKSmnPf7LL79kypQpvPzyy/z555/ExMTwzjuBU8pnzJjBa6+9xquvvsrWrVsZMmQII0eOZM+ePQD88ccfACxZsoScnBy+/vrrateJj49n/vz5AKSlpZGTk8OMGTP8r3/88cfodDpWr17Ne++9V6t7Ly4uJjk5mR49evDnn3+yaNEi8vLyuPnmm2t1vHThO68l3ktKSgAICwur8fWKigoqKir8z20223lpl3R2imY8je23jaj1HmL7FvrWYHGoyF7qxuMoJWRgz6axBktlEqo5upzc9GCE9lgtkdzyYPQxTorSjVhlsmqTUmY/yi/vv0XOnjRi2rbn6vv/RpC5fsqsW61Whg0bxty5cxk8eDAAX331FeHh4f4eiFN54403uOeee7jnnnsAePHFF1myZElAr8irr77KxIkTufXWWwGYPn06y5Yt44033uA///kPERG+daKaNWtGdHR0jddRq9X+39+RkZGEhoYGvN62bVteeeUV//PMzMzTtv3tt9+mR48evPzyy/5tM2fOJD4+nt27d9OuXbvTnkO6sJ23ZFWv18tjjz1G//796dy5c437TJ06FYvF4n/Ex8efr+ZJZ8rrwVwyH63JTZlbyzf7OvNe2iXM29EVR7kOrclNZNzGplFbo7KWSMbiCCyOwGRVi72CrF8jfAmrq3Y3cEOluvTL+2+x98+12IuOsPfPtfzy/lv1er2UlBTmz5/v/2Nszpw53HrrrahUp/81vXPnzmqL4vXt29f/b5vNRnZ2Nv379w/Yp3///uzcubMOWu/Tq1evMz5my5YtLFu2LGBF4Q4dOgCQnp5eZ22TGq/z1iPy8MMPs337dladoqt+0qRJ/OMf//A/t9lsMhhprLLWoPVmk5CsYt6OruSazQivQqlZBwkwptNWtF6vb7ii5RUN3dpzk9APe0k0Hid0OZTPNiJ9VWP1R2lzqBiEglrvwZwU29AtlepQzp40RGXOhvB6ydlbv4n2I0aMQAjBwoUL6dOnDytXruT111+v12vWNZPJFPC8KogSVYUAAZfLFbCP3W5nxIgRTJ8+vdr5YmJi6qGVUmNzXnpEHnnkEX744QeWLVtG8+bNT7qfXq8nJCQk4CE1UpXDEFqTF5tFF1D63GbR+abuHrffBU2lxvroVKL7FNN2UB49C3Ow2CvIKQthW1wkniBBy2sOo93wStPoAZIAiGnbHqXyg1RRqYhp075er2cwGBg9ejRz5szhs88+o3379vTs2bNWx3bs2JF169YFbFu7dq3/3yEhIcTGxrJ69eqAfVavXk1SUhIAOp0OAI/n1N/Dtd0P8A/35ByXtH7i9OCePXuyY8cOEhMTadOmTcDjxMBGaprqNRARQvDII4+wYMECli5d6s/KlpqAypoZLoeKkBJnYG2NEicuhypgvwueqRnW1qUYw93VFr/b09kKyMXvmpqr7/8bbXpfhjmsGW16X8bV9/+t3q+ZkpLCwoULmTlzZq2SVKuMHz+emTNnMmvWLHbv3s2zzz7Ljh07Avb55z//yfTp0/niiy9IS0vjySefZPPmzYwfPx7w5XwEBQX5k0WrcvpOlJCQgKIo/PDDDxw+fBi73X7SdgUFBXHZZZcxbdo0du7cyW+//cbTTz8dsM/DDz9MYWEht912G+vXryc9PZ3Fixdz11131SrYkS589RqIPPzww/zvf/9j7ty5BAcHk5ubS25uLmVlZfV5Wel8SOiHSxVL1tJwOmUVEG23Y1JVEG230ymrgKyl4bhUsU2ntkZtF7/7dmFDtlKqQ0HmYEY+/i/uf/djRj7+r3pLVD1ecnIyYWFhpKWlcfvtt9f6uFtuuYXJkyfzxBNP0KtXL7KysnjwwQcD9nn00Uf5xz/+weOPP06XLl1YtGgR3333HW3btgVAo9Hw5ptv8v777xMbG8uoUaNqvFZcXBzPPfccTz75JFFRUTzyyCOnbNvMmTNxu9306tWLxx57jBdffDHg9aqeGo/HwzXXXEOXLl147LHHCA0NrVV+jHThU8Txg3d1fXJFqXH7rFmz/HPPT8Vms2GxWCgpKZHDNI1Q0YynyX3Xl7CakFzgnzWTtTQcl0ND9IM3Yh3/4ulPdCHIWInrnZFkLglnXWQc+RYTQlFQhCCyxEGvrDw0RjeJ772K9pKaf4FL9a+8vJyMjAxatmyJwWBo6OZIUpN2qp+3M/n8rtdk1XqMcaTGILYbEWNLsXh+8iWmVgrtpEHdqwkFIeBPWHWXQY+CHLaooynUBxFaWk6Xg4cBfIvfmeT3vCRJ0pmQ/V7SWSmaN4/cyc9QvHwbXPMSDPgnrs4PkbW+M4f/AGK7NXQT69ZxCavtkvMZmriL0NJyio0GtjWPwNShlPAkByz+l0xYlepcp06dAqa3Hv+YM2dOQzdPks7JeS1oJjUd5ssvRxsVhuvAQbIenkhs3yKyf7ficmjQRoVhvvzyhm5i3atMWHU5VCzK7OAfnsnXmlhlT2SMYytaDjWNKctSo/Ljjz9Wm/ZaJSqqiSSESxctGYhIZ0VbtJ6ES3aStbQZLoeGrCW+aXpak5uES3aiLVoPMU1gwbvj2fP8OTCFLYICElYL9UFkLQ335cqk/SgDEalOJSQkNHQTJKneyKEZ6cx5PbBoIlqTh7BLbWxIiOLXjglsSIgi7FKbr4bIoieb3hCFOQp7rgGXQ0NYRRkKlVOWEYRVlOFyaLDnGmDtO5D6XQM3VpIk6cIgAxHpzGWtAVt2wBBFVU2NRZkdcDkUsB1qejU1Evph7eFb5G5Eh1TaBBdgUldg1FRQYtGzo3sYhkQnoDTNQOwCcuIqtpIk1b26mpAih2akM1fbIYqmUFX1eCo1DJ2O1TYWgCsO7+c3XQL7ypohUNiPlsUH2jLQk4W1tcwVaQg6nQ6VSkV2djYRERHodLqTlhGQJOnsCSE4fPgwiqKg1WrP6VwyEJHO3AlDFLk6MwKl2hCFtalUVT1e0ki47CGK5swmd30ohzpZEJrKQAyFQ0ct5O4IBZCr8TYAlUpFy5YtycnJITs7u6GbI0lNmqIoNG/eHLVafU7nkYGIdOYS+oHOSETXEkY0L2CZrRU5ZSFEaY/SRxzC2MeNtYe16VRVPVH74Zij30NrcmOxV1Bh0fiLm1nsFWhNbszR5U2nvP0FRqfT0aJFC9xutywRLkn1SKvVnnMQAjIQkc5C0VvPkrtah9akIiGhgJHNd/mHamwOM8Y+xTB0mm8ooylK6Ic2JpqE5Fycy1VsJIZio4HQ0nJ6Fub4q8ziONLQLb1oVXUXn2uXsSRJ9U8mq0pnxuvBXOIr6+4o1zFvR1feS7uEeTu64ijX+XoDEg3Q4dqGbmn9UalhyFS0Ji/N4hx0OXjYX9wsrUMY5R4NRelG+FkWN5MkSTodGYhIZyZrDVpvNgnJBexICCfXbMbh1ZNrNrMjoTJJVV3Y9GbMnMjYjIJUE4W7gtnW/NhqvBkVYXy/K8m3AJ5cjVeSJOm0ZCAinZnKBEytyYvNoguYMWOz6HxDEsft11S5MndTtNcEQLHRUG3mkCaoMk+kib8PkiRJ50oGItKZqUzAdDlUhJQ4USrnkStCEFLixOVQBezXVNl35eEu1aAxun3FzY57H0JLy7G2dfiCsib+PkiSJJ0rmawqnZmEfrhUsWQtddOpvAASwGbREVLipFNWAVl54SSM0qBtqjNmKlnvnwibPsVsOUIzh40f0zv6E1YHGDMITyqFkLimO3NIkiSpjshARDozKjV2y424HPMxmZyM6bQVrcnrmzWTF+6rIWK5EWtTnTFTRaXG+th0XLPupGCVhV7OY0MwTpOO0jgNFdbR1d4Hj1ewNv0Iq9MPk11UDgrEWAyEmfSEB+uJDjFwScsw1CpZhEuSpIuDDESkMxfbjYixpVg8P6E9rpR2aCcN6l43Yh3/YgM27vxxWfuQsbwlHmcpKIK4/oXkb7L4FgFcFgVL5kNsN0JuvIm1+47wf2s+ZldeHh4B6qD9OI8MRLhD0IRs9p1QVY5aW4Kh+C/c1b8ljyS3kQGJJElNngxEpDNSNG8euZOfQRsfj2X2L+DMwJW5m6znZuPKLSB6RLeGbuJ5Y1+1Cs/RUlCrweMhf1cCkaPiOfT5LvB4UVutvFy6jx9ffxKPNgutZQfaSKiqbKEJ3oHwqlGpA6f4lqucvL2xBe9tNHJ/j9v42+B2MiCRJKnJUkRdrVpTD2w2GxaLhZKSEkJCQhq6ORLgyskh645xuA4cQBsdTuwjN5D99gJcuQVo4+NJ+ORjtDExDd3M86Zo3jz02jyyX3oL19Fjud9ug5d1o93MSDACoHcZGbT3duJLOqASVfv5ggsPbiq0ZShAbnAGy1v8gCvoMACukk6oKzry2rD7GNr54nlfJUm6sJ3J57cMRKQz5lrxCVmPT8V19Ng2bTAkvDYJ7YA7Gq5hDSH1O/hyLHlbgincGezf/PRYNeogD+0yYVHXEMZsmYjJZUGh5p4N4V+tR+BWXOy3pvJbqy9waksBcBX34I3B02UwIknSBUEGIlL9Sf0OvryD0gINWUsi/JsTrirAGO6Cmz/xLQx3MfB64PVOFKyzcWiHlS3xERwxG0GB4LJSWhTZKY66jbzITihoTxqE1ERU/rc/dAdL23yOU2uHI9fyr2G9uK3jmHq8KUmSpHN3Jp/fso6IVHteDyyaiMuhkLmuGRsSovi1YwIbEqLIXBfmqyGy6MmLp6x51hpcuXkU7TGxrXkEh0NMeNUqvCoVJUYzOxL7cziiOyp0ZxSEACgoqFCRUNyZgfvG4HWG4g1exct/PM+gOaPr6YYkSZLOPxmISLWXtQZXTi5ZS8PZGBbjL2uebzGxMSyGrKXNcOXkXDxlze152HMNuMs0FJkNoBwXbCjg9eQFbqOqp8OLF4+/16Nqe00UFKKOtgQEKl0JQsAR9x4ZjEiS1GTIWTNS7VV+8LocGkoS9QFlzUvMelxZGuy5BqwXS1lzcxTW1qUsMJvIVCqIOaIO6PlQaaL9/z4+92NFqy+o0JaidxkZsO8WouyJIMDoCkaF2p8vUnWcyRXMgxuew6G18W2nGdgMRzji3sNnO+fJYRpJki54MhCRaq/ygxcgTm1hX1kzf4plXHAJ0X2Kfa9fLGXNE/rxz8gYFrXUEltQQMesSEpMJlAUVJoEtMarAV8w4dCWMK/bdMpVvmErBajQlvJL+1kA6FxGBu67xdf7IcDgCUIlNCiVgzQAJlcIo3Y8yv96P4vXGcaz846QdvlHTEm+p0FuX5IkqS7IQESqvYR+FB0IxxxdyBDDHn7JEeSUhRClPcpl7oNY25RdVGXNR3z5KJkmLRElXiZ/ZmBn54fQaw24yn7B687FVfoL2qCr0bsqSDdMpVxTgaIIyvOG+c+h1ueC4gTLDn5pPwshVCiKF+HRM3bTvzC7Qv37KiiYXBa0pbEU511PUNxnzD9QyIbPN/L9rf9pgHdAAnw5UZmrIGOlL8JMuBxaXgFNvbqwJNURGYhItVb01rPkrtahNYWTkFzAyOa7fKXdl4ZT5AhGr3iwTpp2UfwCfmbpR2RWrEAIFd32GdjZ+Umc+lBcju/xutIBgdeVjlsIuqetYs64ChRFQV/eh7Fd76J/6wj6tAxjQ1YRS1Jzmb9nPuXanWhDtuN1hgKCvOBMTIXdqiW63rH1cfZbdrNCKadcqMisWMGUpTOZknx3Q7wVF7cd38B3j0DFcXPZ+T8IssKIN30zyLweX96UPc/XW5jQ76L4GZGk2pLTd6Xa8XpwvdiZrG/dOMp17EgID1jszmRwkjDcjfa5vU3+l+yUpR/x6UonhtjPCVLKA2qElBd/AMLu31cldHx/eRqHLSo6ulvx5T3f1nhOj1fwR0Yh3+/7mm+37kEV/hM6l5Grdo8l3taxWjBy/HBPmTCgyn2IDZPGoNPI/PPz5ufJsObNU++TdAMcWAtHc45tC4mFodMvnmnu0kVJ1hGR6l7GSvj4OlwOFfN2dCXXbEYoCooQRNvt/sXvGPeDr1u6iXpu+Uy+ynodrzOMskO3cn25h1bFxwIFp/07f48IAgpDylndLZc7UssZd/NfUV/55GmvsWh7Dn9feQ8a4wGEgGt230XLwq6oTpjkJhDsC93JAo0V4Q4l2HSUG/s7ZM5IXaupRyP1e/hqHABlHg2LstuR5QgFIMFUxNDYPQSp3ac+782fymBEarLO5PNbDs1ItVM5E0Zr8mKz6BDeYzNmbBadLwg5br+myOMVfLV5N15TKEFKOUPKPbQs7hDQW6ENuhqPpwKvOwsEtMxxc+1WD1abFpv7Y6wD/3naHqOhnWPwev/L46v/isZ4gOXxi/E4WtPKaUBdmcAKvpyRyKOtEcFeFE0x3ugPmH+gkAPzS/noxr/V63tx0Uj9DhZNBFv2sW0hsVBuA3xByMf7euBw66kq2b/P3oxfcgQjm+/y7/NLThtyykKICbJxdcxeX5Dy3aPQ4dom34MoSacj+3Gl2qmcCeNyqAgpcaJUdqQpQhBS4vQVMztuv6ZoyP8eBOtCQDBg719oWdweFapjNUCEQO8qJ6xoN15FwatWYTOZ2GeNQhPkxhyaW+saK8O7xvJa/48ozxlNcd71LOn8bz7t9QwObYn/el68KKoyHjiq4gZ3EUFKOV6nhRXpB/hxa85priCd1o5v4MuxgUEI+J477RSlG/khrQMO17EgxEdhjy2cN1L780VqF75N68heWzh2t569R8P5JaeNb7fyIvhK9l5JkgxEpNpJ6IdLFUvW0nA6ZRUQbbdjUlUQbbfTKauArKXhuFSxTXbGzJSlH5EnViOEQpDiIqGkHSp8f8n6JjB7iTi8mdZpL1Nk0voLmQlFodhowNrW4es1OoMeo+FdY3jrugcwhxxGpSukXFPOvG7T2Re6E7vGQanWhtEVTLBHT6vijozZ8iR6txFD1E88sWISHm+jHXVt/LZ/DV/dBfh6NL472IF3d17KN5kdKfNoKEo3krs+lDxXcLWidQgBioJHUXEQC4eE5VjNHRTSbWHsXdWMonQjpC6AxU+f77uTpEalXgORFStWMGLECGJjY1EUhW+++aY+LyfVJ5Uau+VGXA4NJoOTMZ228kD7PxjTaSsmgxOXQ4PdcmOT7Gb2eAULtu4BwOAOYsyWiajFsVFNgSDDup2Oltf5cIyDnLCKgB6jSLWd8CSHb+cz7DEa2jmGTY9NJkrpj6J4KRMGFmisvBdqA5SAYMjkCmHQgaEIoaAEb+CR798995u/mHg9vlyouTf7ghDhG25cuKcDe23hlKJjX2kzFh9oi97iBLWH0NJyX+ABvv9XBiF+iuLrLDkuFc+LikXBbdm/MYwDK0Mp+t9H8ONE37UvluURJOk49Zoj4nA46NatG3fffTejR8uS1Be82G5EjC3F4vkJrdfr3xzaSYO6141Yx7/YgI2rP39kFFLq9KBzhTBg343VVtF1Ky5+a/0Z21pbePVXG869uewKi6LYaCC0tJxORw5ToDIR3kt/Vj1GapXCkjveY8rSmcxfbUK4zSiaYvLMWZiKugTkjLQs7EJIeRhHg46w/MAqPN4HUavObJ2bi1INuSBlHg3fbU/ioDYkoIcrvbQZ7znCiIgvpWP2EQCKjQZAUKGt4VeqogQEIigKFVoNK9s154rdB7Ef8lJ6+HPiLntPzqiRLkr1GogMGzaMYcOGnX5HqdErmjeP3MnPoI2PxzL7F3Bm4MrcTdZzs3HlFhA9oltDN7HevLdxDoaoRXidFqJsrQKCEN8KubsoEzp6bxBoN5nRApd6DhHXr4hDa6y4SzUc3moBSgjftfCsP2SmJN/NvwZ46TX1S7zRH7BCKSdqS4uAwEhBxagdj/Jpr+fQBG/jmk8f4Ndx79fBu9CEVa4ozXHr/eTuDWZ+eRLlWu2xQKKqp0NREIpCfogJRQh6ZfmG237tmBDYG3LCMSc+r9Bq2NY8gl77c7FlGtGHuIAS1JvuxzoJGYxIF41GlSNSUVGBzWYLeEiNg/nyy9HGx+M6cICslNso3bDeH4Ro4+MxX355QzexXni8go27ovA6wwhSXOg9hoCF6tyKixWtP/M9K+3gP86pqFhc0pafE1uxISEKp1oFKOe8OrFOo+LG/g5UukLKhJYvOr0d8HpV9VWD24AQKvJZw93z3zrr6zV5lStKg/Dngryz4zK+cnSiXKUNDCROpCiUmAz+p6Gl5f4hOYRA5RUBwzYBzyuPLzIa2NAimqWdWrD4aFsO7bCSuz6UQ/98XA7TSBeNRhWITJ06FYvF4n/Ex8c3dJOkStqYGBIm/wVtMLhyC8h6+kNfEBKMb3tMTEM3sV48/N072CvclB26lQH7bkEjtAFDIU5NGeWaMlS6EswDtER0LUET5GZTeAwZFWGUa7XkW0zs7hRKeJIdbIfOeXXiKcn3EFZ+A6DgCjocMJOmypgtEzG4DXidFlbKWTQnl7XGPxzzS04b9h4Np0yl9Q2xnNi7cWLJJSGwOCr8T7scPExkiQO9001UiYMrdh8g6oTnepc7IDhxq1XkWUyUa7TkBZvZ1jwCFIEtXcOhm/rIvBHpotCoApFJkyZRUlLifxw4cKChmyRVSf0O7dJHib30cMDm2EsL0C591Ne93cTcM/8tVpe8hzHhA9TmHUTZE6sNy+QGZ6AoAldJJ57IX0t4koNmfW0cDjYGrE5cqDUeO3Ed1FoZ3qk1Kl0xQih82+lNBMdydqp6RY6fRfOvJf+Vs2hqctzXIqcsBMEJQykAQqBzuQk/6kDl9YJXoHi9RNocdDl47OdB5/HSKyuPwTuz6JWVh8nppldWHlfs9v0eW9s6DktZBbqqYERR8KqUgPyTw8FGnCq1LxhJLePQg3+B/2sNy6fLgERqshpVIKLX6wkJCQl4SI1AZfe1y6GQua4ZGxKi+LVjAhsSoshcF+arIXKOQw6NzY9bc1iRfgCv00KQUs6II23Ru4wBwzIOrY3lLX4EoL07FK2zGJdDxU8ZHXwfMFWEIFLlqzsB1EmtlQn97kDYu6AogqNBR8gI2xbQK3L8LBqvMwybLZzXfv/knK/b5Bz3tag+A4ZjQyqKgtoLyalZDN+ezrBtGfTOzEPn8X3Pm7vGEXEJhHW0YYwuxxhdhi7E11uyrXkE+RYTFToNh0NMuDXq6rkjlbwqhZXtmvuCEcCWaeTQMgHLX/YFJE0w4JckWVlVOr2sNbhycslaGs7G8BjyLSZfsp7WxEZi0C31kpCcgzZrTZMo7+7xCp74+UMMUT+hLY1hTOqDmFwh/nohbsVFVmgaK1rPpUJoceYNY0qntriWf0HGzxEUtQoK6NZXCUGrTSXkukNBZ8RaB7VW1CqFmzpexfwD2xBCxYpWXxB1NPGExFWFqKMtKTt0K0Fxn/Pp3kJaR5i5sd2N53z9JiOhHxibcWiphw4HCjncznjcsExVrwU41RryLSa2IeiVlQ+KAKEACiEDexL3/pzAUvD5u2Dl/3FobSglZn1A75jiFShC+LadONxz3IwaUAgtLaPLgQIA4i4r8hVYk6XhpSamXntE7HY7mzdvZvPmzQBkZGSwefNm9u/fX5+Xlepa2o/Ycw24HJpqv1RLzHpfDZFcQ5Mp7/720r1UeO14nRYGHRjqD0LANyulXFPGN3qdb7E5XQkDWsfTI6kD9lwDngo1oaVlx+qIIIiwOdC5BWqdB/O1KXVWa2VK8t0k6gegKF5/sTOH1hZQeTXPnEVQ3FxUukK8zjAqbG3q5NpNhkpNkeNSbJlGdF4PoFRPUA0oThfkD0LM3eOJfn6KLwipPBctr4AuN0GrgQDEXVZMfGgxCsfqykSUOog6akfvcqN3uVFqSGKt0Gqo0GnIs5hZ2jGBZaIluXuDfa9/P75J9T5KUr0GIn/++Sc9evSgR48eAPzjH/+gR48ePPPMM/V5WakueT2w9UsAQrraUeu8HJvm6CvWFd2nGGvr0iZR3t3jFfx310sYon5C7zbSoiipWl5Innk/wh1CadZ99Lc86FvXJaEf1h6hRPcpZnjrXUTb7eidbiKLHXQ5WIBa56HlKBfa65+t0/Z+f+t/SNANqCx2puWLpHfZF7YFu7aEUq2NaHsCQzJuQFsaS2nWfTz97Xae/fWjOm3DBamyeFnRG0+ib9sGrckNwtcDETA8c9z/FSEqh28UQhJLiZ86GevNt9R8/oR+vpogKFwds5c2wQWYNRW0UBVzpXkfPTPyCXWU49RqEGpV9esdFwR51SryLSZ+V+J9w3tlhbDi1fp5XySpAdTr0MygQYNoxIv7SrWRtYaibaXkrg9lU6tISoN1VJaKxOBy0y6tGHoCxvAmUd79td8/geANCKFi0IGhaITW/5ovL6SEFa3nYhQGtPkP8Z+RD/peVKlh6HSstjsAGJyTTuHOYP+xza8shMGvUjT/a6xjxtRpm3+47T+kzJvKZuePuIw5LG75LdfsHkero/GoUNOysAueshZ8Z6ogqMUHfH3QtzDezIt1YbzK4mVFm4rJXR+K1uQmtl8x2WtC6XKwgGKj4djwTGWOiMbjwVpazqXOA4T3KcXaw3rq7/fK7we+vIMgtce/AF4Vo96NrayFv3cRRQGvwB/kn1ChVSgKmeVW9qfaKD2sI079b7j876DR1fGbI0nnX6NKVpUaIXse5uhytCY3hfqgY7MKUBBCwWRwYo4uh643N4ny7sv2ZOJ1WlAUL1FHA2fJeBQXXyS9TZnQotIVcn1fe2DV0qSRcPMnFOyLCQhCAA6ttpI5YTq5k5+haN68Om/36G7tUOmK8TrDKDt0K9HlYf7y7yrUtCkL5QZ3YeXCeKGsTN/PSwt31Hk7Gr2q4mW2bP/3tcuhIXtNKObmpeg8Xk4cntF6vFy1M5NeWXmENy/F2roMhk47/fd75fcDIdWntltbl9I8tDig7ggKlSXhlWNJrMcnsioK25qH+xJYVxvg/1rJ5FWpSZCBiHRq5ii0Ji8JyQWEVZQFrKESVlFGQnKBbzG39sMbuKHnbsrSmRxUvgIUtKW+Yabj8y2yQnfhMh4GFFqqxjAlufrKqS5rH4r2WfzPNUEe1AY37jINbjtojG7MUWV13vYb293I2DYT/ImpecH78OLx34MKFa2Kkyqn9BowRC3i073TL676IicUL/upqB1L2ieyqVUkjnIdRWm+WXrHFybzDceUAb7hGGsXoy+4qG2yaNJIeGw7jPsBbvwI7vgOgmOoGrJpoSpG73SjOnGNGqjx+eFgE06Ngi3TSFGqx5e8KoMR6QInAxHp1CrHurUmwdDEXf6CTZElDoYm7kJrEhASd8EPy1QtbOd1hhKkOLkl9SH/DBSBoFRrY3mLH/A6Lah0xYy9JKnG89hXrsBd4Ctq5jV7WRcZy88tW/urq1rbOND+Oa1ekg0f73sHYdYjqHSFLI9fzF59KV68AbNoTK4Qbkl9EJ3LjDZ0E0+u/NfFU1+ksnhZUbqRxQfasvdoOA6PntyqQmKVrjDsO5bjU2Kny8ECQhJLiUvWwD92nvmMlROTWIe9AkCQ2s1NHbaTYt5CjOtojQXTAgqg4Zveu7SjL3gSwV5fzohMXpUucDIQkU6tcqzb5VBRuC4koGBT4boQXw2R2nRTN3Kv/f4JXusPgGDA3pRq02ABXMY8QKGL4XbGtL+pxvNY+8QS3aeYxKsK2N0xzF8/It9iIq2j1bcKbx1UV62JWqXw4uB7KM8ZTdGhO/gu2E5G6M4a6otYGLhvDEKoEOY/L576IvY8Dq0N9ZVQP2rxDzMKFA6HGP21cRzZQVzfajtD96fTKyuf8Hg7cZeVwHWv101ORtWQTbBvyMbaupRRXVKJdR1F8XhBCNR4iLLbuSw929dbUkVR8KpU5AabWZTZgdz1oRRtL5fJq9IFTQYi0mm5rH3I+qMjLocGrclNwlWH/WPrWX90xGXt09BNPGdFhxPxOsNQ6UqIcjSvPlMmOBMhVKh0xXRvHnvyE9nzfDOIgOzSkICpzoeFyRe4Ve5XH4Z2jmHG8AdQFDAmfMCKNv8LmNILVfVFElEUL163iaLDifXSlsam6NufsGUaQRFY7BUB+RleRfEHjBvDYsj+PYzYvoVE9ykm7hrTmQ3H1EbSSPj7Dhj0L8DXO3Jbty3cFbSJByPXct3evfTal4/J5SLCVnqsrZUECnlGE061Cnu2Dta9J3tFpAuWDESk07J/+R9ceYW+ICS5AGO4i4RrPWijwnDlFWJftaqhm3hOPF7B4m0VlGbdh7Y8DDiWG+KvoBr/E4riRbH34vG+d5z8ZOYoXA4VWUvDAz7sFOH78MtaGu4LRupxqvPwrjGMHVReuTCeji86vxGwHk3V/3UuMyqNg28PzGz6wzOp3+HZughNkG+abpdD+f5hxqrKqRBYG6eiRIf1zofhsW31U0BMpYZBE30FyoKsgK93pKJEh8uh8dcrqWqrqrK3pIpX5UtetR8ycmiZt1562STpfJCBiHRqqd9hLXqb6D7FxxJTAa2qkIRLdhL94I11Ph31fPsjo5Cj2tUoGhuDMm7C6Ar254Y4tDbmdZtGhaac8ryhTLvi5cCZMidK6Ie9JBqXQ0PPwhxaGY9g1lTQyniEnoU5vuJvJdH1nlPz3OB76Gq8HRC4DIV82W06pZU9I1XDM8l7b0UIFeqQjdw85/V6bU+D8nooemMih7eG4FSp2dQqkpVtWwBwxe4DRBwtDShAFxdccqw2TquB9T/smDQS/pkOY7+FKyZgvWEEIZck+iq3KgKdW3BJ3iGSd2ZWG6apKrBmyzRyaNo79dtOSaonssS7dHKVswyK0oMqpzoeW1jN5VCw5+qxxnwN3ucu6ByR9zfOxRDzNV53EFFbnvRPe1XwfRCUKQKVtpgOkVEM73qKYRkAlRrrY9Oh7H7M0RUkmXL9L7kiVNhzDVjHv3te3q/R3dqx9fe5CKHCqS1F7w4KyHtpUZyEwW2gTOjYWpTDj1uzT39/F6KsNXiKSwALm8KjyTf7lijI05ooNuq5LD0bRSU4atURa7RxdcxegtSe85uErVJD60G+BxA3Gpj4JLZvv/XVOelbSPrqCLRuDxXaY9N7fQXYfN+ntt82w8QniZs+7fy0WZLqiOwRkU4ua42/6NOe5ZF8k9mR9/dcwjeZHdmzPNKXKLep6ILuEvZ4BX8eOITXGUKQUEAcP2XXQ545E7wayvOG8a8r7qrdSZNGYp30PtqYwOEXrcnr+yt78aTzMuXyxnY30sowEEXx+hJTT3hdQcWYLRPRu/UYohbxxIomOoPmaA6WhDI0QW6KjYaAImIVWg27YsLomZHPVWmZDLPu9gUh0OBJ2HHTpxE9fiyxfQs5tCaMLZHRAYXW9C43XQ4WHFv3Rq3C9u239VKnRpLqkwxEpJM7rpjZxrAY9pU2w+7Ws6+0GRvDYtCa3L5iZhfwGjOPfP8uSrOFoHIxYN8tAcMypdqjLE/4FpXuKCaNmUtahtX+xEkj4ZqpFKUbjyWoVnLl5FE09f7zEow80XMKruIeKIqXg5a0GmfQDDowHCFUKMEbeOT7d+u9TedV6new6Em0Ji9x/QsDS7hDwPCGf82kkNi6T049S9bL21Gar8ddqqHYaAgotFah1bCteYRvpV5FgMeLNioM8+WXN2yjJekMyUBEOrnjipnVtNidP2fkAl1jxuMVrNnWDK8zjCCh0KIoKXBYBoXinFspzxnNjW1vPHVuyIm8HorenHSS3qQIX2/SGxPrfabDZa2boS4ZjtdtZHmbuQFJq1A5RFPkG6LxOkNZsTer6fSKVFZRLdpWhsuhojRfT5eDBYG1OSoL81WtH2N96On6S049G+Yo1HpfW49fTLGqBHy+xeSrgSIUXzL5Jamw5xfZKyJdUGQgIp3cccXMYo22gBkgsUbbBV/M7I+MQko1qZQdupUBe/9ywroyXvJMBxHuEFzFl3BVUvSZnTxrDWZL7ql7kyy59T6spVYpjLncgUpTetwKvYHBiEZoGbD3L4BAFf4jN33VBNagqcxvOrTWwv6NYczb0ZUv3F3YEh9BcLkTlRCoPF4ibA665eUR0bWEuKuNcOkDjSvfqXIxxZDEUrocLCCyxB6wDo1QFPIsJjYkRGHq6Js2nvX41HpbSkCS6oMMRKSTO66YWftdhQFVVdvvKrzgi5m9vHIWhpivCYqbU612iEdxs6LN/zAmfIDFbD+zYRkAe17tepPSfqzLW6rRlOR7SNRXrdCr44uk/+BRXP7XFRQSStoSpLgQQsXest+Yl/ZVvberXlXmN9kyjWxrHk6O2Uy5VsvhEBMFwUa8KhVCpaASoHJUft173dn4vpcrfwbjLismPN5Or6x8okrsNfaM/Hq4DRm/hOM6CtpwM3pzKUVfftGw7ZekWrjoApH5u+eT68gN2JbryGX+7vkN1KLGraqYmXJUxWUFh7g77k8uKziEclR1QRcz+3FrDrvy8/E6LQQpLnwpqsetK2PdSZnQoNIV0q/LkTMblgH/cJXW5CVCcQQMBai1Xso9Gl957q1fnpdCVN/f+h8SlTGAwGXMJ8uaGtArohYaBuy7xVfkzGnhf3+k1nub6lXaj3gqlMoE1aCA3IqAmiEmPYBv+KNZ64Zq7akljYQxHxPX13bKnpFiYxCecg0ao5vY7vvIfvpFcp+ZwqG/XAMZK2XBM6nRuqgCkfm75zPl9yncteguFqbu5NvNh1iYupO7Ft3FlN+nyGCkBvZVq3zFzII5VswsuQBtMBdsMTOPV/CvJf/FEPUTeo+BMVsmVltXZkWrzwEV4si1vD3iwTO/SEI/MIZTkGqi/c6iY3kJioLDq+P7XUm+PJFtpedt1tEdlyah0pUghIoVrb7AHdAroiKhKAltaSSgsM87j3Hf/f28tKvOeT0UzfuKw1stONUqFCVwFdsqCoK4kONqhjTmXKdO18Poj/w9I10OFmBwu4FjAW5oaTkA2mAX2b+H+Yui2f48wKEH/wJvdJYL5EmN0kUViPSP60+YLoaD9oM8sfoB/v7ttzyx+gEO2g8Spouhf1z/hm5io2PtpCcksZTYS/OPFTMzeYm99LAvua+TvoFbeOb+yCikpLAVXmcYg/YPr2FdGYUyoUWlK6Z3fNyZ94YAqNS44q+jaK+pxqXlC/VBaILO76yjMe1vok3QQP8QzX7LnhN6RbTckvowQYoTIVRsLFpyYQ7RZK3Bc9SBxuhmU7MYKjTHprwCIAQqr5dWQUcYEr/HF4RcCLlOZt/CfHGXFbOnS6hvKi9K5f0Iik0G1idGsTIokUUtWrMhIdI/o8aWaaRoUzF8eYcMRqRG56IKRDZnCA7sGIfXbUSlK8SU+C4qXSFeZxgH0m7g/fX1P15/QamsSGnLNJK5Ljxg5kfmuma+X27nYeZHXcs/Wo5wh1KadR9RR1tVX1fGdJCyQymU54zm/p63n/V17MVRuEt9XeVhFWUnLC1fjrWt47zPOvrqprfwFgwHBCva/O+EXhHfdN7jh2g+XXfhDdEUzX6Hw1stIKDEpA+oG4IQRJXYSU7NovO2I2jKK4PECyHX6biA9Yja6F+0z7cQnm867+EQE/khvoUW8yxmVrZrzq8dEtnYMhJNhNu3/6InL7ifWalpu2gqq3q8gue+T0Vt3k2QgAFpdxFlTyTPnMligyAo7nO+yiokKS3kpCurXnT8Mz/CWRsWR36pryKlw6XDHmbgMu8hzJYC39BCyysaurW1tijrWxSNBYA8036MxUmoUPlLuq9o8z+ChAHd4YfOPEn1ONb7J8KmTzFbCmjmsPFjekeKjQZCS8sZYMwgPOn8/yWuVikMaJPAquIfKRcq9ltTaVXYLaBHqGqIpkLjJEPMY8TneXx/63/OWxvPideDJ309miCFUqfO1wlSlUtRGYT0yso/VjeksBnWu/7deKbrnspxAWtMkI29R8N9wchxuSL+/1f+u6oAWp7WzOLsdtwUsh1sh5g77zN+tLXBoFUTbdHTo0UYsaFB9Eqwsj6jkN/3FQAKfVs3o09iGBuyisg/Wk5ksIFLWoadXS+hdH54Pb7fyfY83/dM1e+XE7c1osD7oglE/sgoJKekHJUhmgH7bqVlYWdUqDEWdmFI2HZ+qewZ2Z0RB+0burWNxHEzPxbva1V95kfXypkfF1BBs+eWz2RV8bsYE8JwlnRhReh62HeLPyhdnvAtFUKLSlfIqMvs5/YLt7Lcu2vWnRSsttCr4tj75DTpKI3TUGEdjfU8/0J4e8SDdHvnD5TgDSyP/4mooy0xuUL8wUjVEM28btMpFyoyK1YwZelMpiTffV7beTaK3p/O4T+1aIxutseHV6tE2i03H02QG3eZhpBLW2H98LtG9Qv5lCqn02PL4eqYvQAcOmpBUQkcXt2x4aeqYOSEZNZDKhM/ZIfxazeF3Qe/ZrenNYqqHFEg+CJdQWNOQ7iD8ZTHoNba8FRE8cG2clSGbDylrXHbuqEJ2YJBq6JdpJmOUdFc2/IGGZicD7UNLnYthEUTwZZ97NggK6BAWeGxbSGxMHR6ownAL5pAJP9oOYqmmKC4z4naNt5fuEqFmhZFHdG5zBQdupV5OUd58hohf7AgYOZHrNFGRkUYQlGOqyPiDdivsfN4BT+uC8EbFkaQUs6QwtZE7U8mz5zFvK7TKdeUoyhecIbSzXg7U5LvOedruqx9yPitFZ4KByiCuH6F5G+24HJoyPo1HJbMh9hu53XhQLVK4ZUBLzN+0et4rWuZ120af9nwHFqhA44N0YzZMpF53aZToS3lq827mTyo8f9ceI7koTG6cZdqKAo6YbYMCpoKwAgRI5II/78LLDm9ciovX95BkNrDyOa7AMjdG8ySw23Is5iq9YgcC0YEZpuT1hsNHChUWDJiDwb21HCRHLTBuwHQHrdVG7wbb/jPqCrL3+92w+5D8NXOX1E7W9AsKJQEU0/CwjP4vyH3odNcVKP+9Sv1u9oFF0FWKCuqfnxN22zZ8OVY38rPjSAYuWgCkchgAxrzblS6QvKM2ZicxxIUNULLwH1j+D4kl+LiFvyRUUjf1s0auMWNQOVfYK6cPNrvKsQRpvcPLbQvLMQVrUYbU/8rydaVPzIKKRTb8By6lSEVTlpWVlI1FgaDSOEbvZaguM9R6Qq5oVu7OrmmfdUqPDaHfz2Q/M0WInuUcGh1GAgFtc6DOaqsTq51JoZ3jeWjrTHs9hSfdIjG5LJw5d7b+bH1PEoLu7B23xH6twk/722traJ58zj8v5/RBIFK6yW0tJx8rckfPFvLyvxBirpVr4Zu7tlJGukrP3/cB1N0m6NcWZDBspKWJw1GVF6B1g02gwmr+Av3/d4BpTLUcCsunOpyckP2sbbFd/TLvIHmJe1RgIOWNFYnLuCy/SP9vYYrWn1BhbYUIUAbsh3YThFwxP0NqoJSur73C1aDlVcHTvNV9m3kwWujcmLPh+MIfHUncMKsr1MEHGUeDb/ktCGnLISYIJu/9+zEbUFqNyx4AAwWSLy8QXsGFSFqmNfWSNhsNiwWCyUlJYSEhJzTuTxeQa8XfsGhX422NJb7DycGVNK0a0t4z1KKcIcy49bujOoed67NbxJcKz4h6+8v4HJoKlcBLSL7d6v/ecLrk9EOuKOhm1krd817iz9LP8DrDGPspkkEe3X+1+y6Yv4buwW3vR1/ubKMFwb/tW4u6vVQ9EBn9Lp8MteFszEsxh/Mdc/Lpf3V+b5g7rFt5/0Xgccr6PqfO1GFbERbGs0tqQ8FDNEAuBUnbzQ7AsDVvYr54IaHz2sbz0TBi3+n6OsfcJdqcKoVtsZHUhBsBAHN7A66HSjAqHNi7aIhfPb2C2dIpgYet5vUtYuo2P4dPXK/5BuzkbLVFiiNqh6MCPB9SRVUmlbozCMDXhcI/9R1t+JCIzQolfMYfLOqfCeo2sejuCnXOACFvOAMVrT6gnJNaWXMo/imSwPushi0ZT25sUc7nh3U+If1GlxNPR+KCoT3jIKL7w528OcPKQjaBBcAVNtW1aMG+HpTLn0QBkyos5+LM/n8vmh6RNQqhbv6J/LG8sPoEj4gyz2KloVdUaHCi5e84AyMCQtwFl1GZPBlDd3cRsOeF+QLOoIFCYMK/DkjWcujcR3VYM8LwtrQjawFj1eweU8k3gjfsIyiLkV4tSgovq+/OQtPeTTCHcrwxKF1d+GsNVhjfb9YtidEkK/y/YWerzWxJ9JKe/Io2lSEtQESftUqhf8bODVgiGbcny+icOwXkQBU+kMYohfyu62Q+bujubHdjee1nbVR9OUXHP7fIjRB4NILVrZqEZAfolbAqHPiLtOgbte4EvXO1I9bc3hi/lbsFQra0Bg6mIaSGbGD6AFB3LlmBGr1XjzeA8cO8MccAq97H07H92iNV6OogipfPtYLphHagEC0ajr78c81Quuf8m4q7EbLwq7+YxwaG992nvH/7J15fBT1/f+fM7uzd7K7IckGAmwSTrkV5VKRohbUerSIWuvVy6v2235rW7Xf2uq3h/Xb9lfb0nq0XvWoiHiAB1ZFRERFAbnCTbJA7rBX9t6dmd8fs9lkE1BAciDzfDzygOxOdj472cy85/1+v15vwpYDGK0NqNZXeM73CtE3wkz1DumXn51+QXYuUrfMh6qVv99oGJ4LJHa1dWQlOz8mqyIGQeloYgZUBOraNAVZrscPgd3hInauKKbQlcBgUoEUrP0z/PMhDKd9HfcPft0b7zrHCROIANwyewQPb3wG1eRnZdVCUCRKw6NpMKZ4d8gyRFMQi2cZr/tGM33Y5+8P+EJQv4GSKeD0NHX0hFiLcF0yF8PIGb3a2/B5WFPjJxB2IKauYE4q0WXKrmZgZlUtmFu+97mUMt3INvK2Vttplh2oho7mwfpYIbVvFpOJG+Gxv+O+u/eVR+dPGMQ/Nwxkp6KVaHyuaiqCYxEQUdEm9lqHPIkgqCgpJy9u2MG8Y1O1OqY4KixI9gzpqJGN3tKOIARAEAhYrCBAyYQQ7ovP69vFHiWyojL/qT+xqaER7CqSXcDieY09qUKMspGzd15BsGg8RnU0auwNlEwj2hUo2ulVVJT0btIxtMxIF9r/JjoHIwejc/DSeVt7ppArP7mTjJBmv3M7K4Y/TVw18krtc7xWH+L1LY2MtJ3N9KpivWzTTnYuEqgHzXxYDRka4oV5wcWutuKszq/jsT1tRQhkA45sb5CgqhSEUgDEnFLub0JB5HX3cEDAFUowfn9L1u8I+FjrnerNYOSE6igyiAK/O+e7JJrOI65KrBz+JM2F2xmYMTLLdyHmtA0lVcRrHzm/OBNIPweBP/+cxvsXE9ySyT2Wjor4XhFpeWIZ1G/ow9UdGa/WvoBgDGKwNOKJePOm7KqyjbhqQTT5mTCi6dieHB0e0lGRwC675nzZyVRLVSCWMmnGZuqaPvN2WPSN/0ZpG48gKKwY/jR73JuJSCGiUpjS6FC+vOM6pITWHPdJ7Gmu6YeOq5L/A7yzWxElOd/SHXITdjMxo2blfpw0V3fm7hWPMOHvV7JTeRSL5zWcRSu5+ICX73zwe7677k6uXPcL7MoEEAwIohWT4yIsrusxF16DKGkXnA5UlEyD9hnM3oF3Hm8QNYZJCykUlDzDu8OhPTCRVBMVwbHM3PUNENOIphBKqog31rpY8PZurnr8dcb9/m5uffYTXlhfx/u7D5x451xFhj3vwAs35Mox7ZmPSMbMrrZiltWP5IV9JxHJmDq5A2sBiKx2Mulrf6aLZ05RWxRVgKDdkr/vrLRb85uxs/wkL2u9HlIGEaMtgyO0uFfPRydURgTAbTeR9p9FJjyROZkAlcFRiBiwB0fDrqt5wegmmrHqDauKjCO0GMmeIZowsWjLBMJOE4WhFGMTrdjtqeyH9e5+n+ZevGMxL+7/MzZvEfG6K2iy78OWKkDEgIJMs3M78borMFgauWH+0RuYHRTvDCL+YjIxIycfaGCFvYJE1ukzKRnZNLiEuc4dSGK0z/xYDKLAZePO4TnfJuKqxItmM5ewN9fMW+WfiKetkkUTf0dCFVkfeJO7lj98TFRFx4RMisC/n8JcIJIxiWhZgA7vEHM6w8SmRkomtOEebztumqtlReWDPQf4/erH2a0+hlig9WBYMta8sQQAxox00GyGIFqRbOeSDDd0ZEZUEJQ26pR7GBk+h7RtJFEzJKWOno+kFMOctvGlXVcyODQKUTUgIObtoz1IOVT2RECkMjiGObuv4J2qZwm3jcRY+AlyrCrXFP5K03aW1A4BxYo9eTrfPL2CW2aP+OJmShQZalfBRw/Dztchk8h7umvmw9fmRm53ZRY4tGdM+/ednwciFjMpydiRJen0d9H5dRSDNsVZNKjMH7sRSVF69Xx0wgUizW3aL17NuCgNF+fJeEvDI1ALMwjGIA+se4rpw/6rL5fat/hWIyn1eGeLLNoygUaHA1URiDlM4KVPPqxHSzoyHCVVhGjyY6t4gJUZC+y5Ak/ES5PDlyvLOPzfP7ZlGdC8ROZfCqnHcJQleHf/UFA6TgBhp4niMdkLRB/6sfxy1reoXRRlxU7t/XsitryskT1dyMw9V/DGqEdQUi6e+ngb00obmDtuYJ+tGYDqJQR+/wMaP7QjmiysH1jWzTvkrBofYkLUsiEX/LHfB86yorJg+U4eWv9vUmoUQYxjLgFz2sasXVfiDY7JBQXtdC6V5AUjqko6+h9Qoh0XMkAVRQaEzBhDy5iw+1H2jk3zp0nFNGWGIAdPwyCFSSQ9vFS8C0PlUuyGNmbuuZyytspsACLQYt+LQTEwqG0EBtWYtw7Q7ttFRCr94xEVAwIwODQKFdif+BpvD/83FG7OKm8g2hRjwcc2/rp8KmMGFXDhhHKunVHxxZECVy+BpT/Il9xmCey2IScFnKkEUbMpZ1QnqwJ0Dsq6Bh+d6RKEdDa0a/9eUBQERUURuwct7eejXAm+F89HJ1wgUlqgpagEY5BmZyv27F2fgkxz4U5EiwFr+TOsi/n59mKBh+d9v49X3EdkP4SSXSHsNKEqHb0NffVhPRpkReW3K14iHr4C18BnmeW7MCdDXDj2LwQbLseaLcucPzXcM3dio87HPezvpKMiBcEUsQJTTlLqiiSJtRpJhky4+7hkcP0pV7JiwzJs3odoqrkYexc5b5V/AnO23MTyyhcQPcu4fWUr5455pO/uXrMNfnLUhsFiJJ420VJg6+YdYlZliiZEcZ93pjY8rh/z6sZ6frJ4I3LR00il67EASqoQJV3IrF2XUREcd9AMRHvwoSATM0Ywy1YMKhSGttGW2kFSygZfXS48IbuZghaFUR+aeaqxiV9PnsMay5l4B9iobmkjmVGgdS4Z1xqWuhrA1UgmPBFzyetIrvXavlWwZLQgaUhoFKJqzOsdETEwODQqrxG2IjiO6z7+FTEpggA02vexwvsyaVsDCTHG1pjA1tVWfvPqFCYNcXLG8BKmDxvAtKrjrK+kXY67/VX44O+5hwO7bcSSRlbhpZ5CFFULISVRycaKHf4vBzWpay/JdP1/JwRVxZTO5DIigqpiysikOgXqeagqhaEU6ajY66MnTrhAZEplER53nEjRQ6wUEtqdcVsFoFIWLecSsZaVQoJ4qojl64t4dUQD50/o47u+viD7IUxHRQpDKWKOjotnX31Yj4Zblt6POmAR1oIizqz+PpVxZ85RF2BpYSMx3/XMPS3UcxJD7wzS4iBqXpcZJ7eiDoY2txlnW5KxvlZ8NSWgCvBRPe7KnlnC4TClsghn0W5kk/+gjqsCAhXhkczadx7/Gfk4sv1j/vj+v/jp6df2/mKzDX6B3VbqtrjZPLSYZocdpUtviDsRR05me0Om99+bCllR+a9/r+M/+5aAPYbFtR5T2sHsXVcwODQaURW7ZUFAC0BUFGLGCIIAjdnSiqzCBZvDnPMJfFzhoaXQ3pGeh9yFKGE08n5pORP3N9Pms3FP6T8pvO0UDOO+nCsNPfmBj3d3TieS7OgZSDRcjhyvxOh6H6O1gaQU4/WT/omScoCYZM7uq7RMSPYmTwsJ8zM4Aobc56sqWIA3NBKfcycrKl4ibdVucAy27WxpG8Unb09hwdu7cNkkfve18X2fiTuY02nXTNvmF+HVH0FMk7/nBR9qIQrZcku27KIikBKEbsFiexZDFcCUkUEQcMYSBK3m/KCiU5Aiqiol4RijGw6wbWARQZsVVyxB0G7p1kfSOXs41tdKbWMxFV9RkHqxhHnCBSIGUeD8qWGe8/mJp4p40WThEkfnevgEPG0VPO5uxujYwZ0vlTJnXNnxFYUfC7IXT9/yDGMTreClo0fE14qvqRjvxcZe/bAeKbKismrPXhSHC6uQoDLhyCvFedoqkE1NqBkXc72zem4hooGIcx5yajEmQWayrxmpNUPppBB1NVljM7sJx5kze24Nh4FBFPjtOd/hB8vacnLeq9fejVHt8FsREPG0VWSH4rl4e2ctP+2LodW+1RCuR07a2eItpsnh6DjBZhFVlfMqtyEUi7jHmfttb8iyzQ3c+tqDyOZtWAZuQYoNZNbW6/GGRmDoIqftjDYbKZRzvwVQUnZQTYimIMXeDM0jVCbsaWGLVyXsNGEPpghZLHkp+5ZCOxsGl3JabRORehPu564D0YBhzEWcPryY04cXIysqa2r8NIYT+CNJiuwmSgumoqi38Mf3/8XW5iaUbJBj8SxjxZDXUJIllCUG0Gg5gFEKZNVYXe7ac0GuiFE1URUcQ9UnYwCISmFeGvtn2pxbMNi3I0dHEQxO4cYn1/H3K0/m/AmDeuLX8dkczO+js2W6IsPi78CW53NPB3bbaPzIxVpv1uflUNeTrqWXbBbj7K17u2361knevOyfKCtIsowrlq+Cmexrzv1Mbv+d9iPKCiVtsdzPZGJGIgN6d/TECReIQH493OjYgcc/sVs9fG6qjjeGPU+4AdbUnHLiNa5mL57p6GLs9pTWE2JXNNVMU7E2MMw5r9fnpBwJf3z/X1D0CqS0/obOBnYqCk0FtVjLXyLmuz5Xsusp3D/4NQRqMbe+Rv37RaSjRure0z5TBrNM5ex9SIGPYGDf2i13dVz1dXFcbW9QlOIekoYE+4XnuHZJkMcv+lPvLjTSRGC3jZaNTgJjLd2CEFSV0kiUgooUUqkCU3/YL3tDXt3YwK3vfRtj6T5EwJS2c1n1jXmNqAejXXa+aOK9JIzx3JaiKYoQuIDh5hIqy+zMnHw7QZeVEc7G3Ocu7wIGIAi0FNr5qKKUiftaET+Acst/wegLcsfMIAqHPAeeOfJWLXuy+wBPfFDLW3U2IpGRvCi5EKwBbN5/YhUSzNr1jWx/i5D3eTpYrwuAPV3I1z/5HxRBy8Tsd27nP55niaU9/ODVNSz8+AJmjijm6um92EdyKL+Pdsv0EXPA9x6BrQpy0k4SAx/ZymlIFlLgTWnqlSPs8zjU9l2dg0vaYkz2aZkkUVJQ5Pxj4iiPMdO6h8XquI7MoSBgEdPMde4AbQ4ohjGzcf/gN0dyVD43J2QgAlo9/O21HyAnymhy+LD7nXROQXtig1BSLhBjvFndeOIFIgCDJlJydQyn/JrWmJrFNdaIYfK8Xje9OVICLRW5JlVPxJt3kpMFmRVDXkM0+Slw7z72TapdUWTchWuBDEVT8yfxnj9sK5Jd1sazdzr59xXPXvnfTPr7xuxQvGWIshlvaGSuNGBPO7l8y825oXjrAm+yaPtzvTu12uHBUZZAsmdwRpIknJ2a8rJp5nF7W/E1F+Odm0Ca+ePeW9th8vIn9fzk/e9gtO3DlFWoHKwRtTOas2kan2sbK4f9m6QUQwAKMiczbfAplDnc3Dr9mo4MbvUg3MtuI7A+SDpqxGjN4E7EaZQcBwlGHGwaDJNrFWxbgrhX/gFm3XZY78UgCpw+opjTRxSzbHM5dy+tpiGUyI3VSKgir5/0jzwljqpCUopjyVgPmvnRvhcxqtrfgzc4jrNFmTdGPQrAh8Ea3nnlcn796lYuGDeQc8d6enY68GH4fQSWvYucFGjZ6CJlEHl35GCSMe2zGXNKCMpBej7y3nR++UxQVVzRfGVNO+P3N7OJ0ux5JM74/ZqDqtmVZMi5KqHM6VBxJoT2YjiwDrd1NQDD9h/Ic1ktLwxRPFhrmJdn3oZh9s+O+aH7LHolEPnb3/7G73//exobG5k4cSJ//etfmTJlSm/s+pBMqSzCXRghVfIMK4UEnjZv7i5ERQUVzBkTomcZC7c7+NkFY06o8kxg0SIa7/wF0pDBOH/1G4hVk/ZH8S1YRbqxlbILJ/b1Ej8VWVF5fVOSlHkKBQXrtZ6vXEOfgs+1jWDT1zBYGrnl1Ct6/nebLSWkoyKv1Yym2dnhsLqsdjSXiJtJ7u4bh9WuGESB38+6h++/+icU92peH/MAV318N460C+iYQzNzz+W8MepRlJSLJ9ZUM783p1Z7ZyAVO/HObiX+hoE3C6pQDJ3UAYLmpJqOGokYz+hXmTtZUbns6T+xJfARUuE+VBVm77oS70EaUVXavT5UFGT2u7bzdtYkDIyIQIV5Jkuv/dvBdzbmIhh9Ae6ad5Hv/CaBbUbG7W0lMDK/PANowUiBHcWuICcF+PCBo7L8njtuIOeOKWNNjZ/mtkk8tuMAu+LvAJCUYrw6bCEIKqIUATQ1UFc5cm5JXbIlVf6JzN36HZYP/ze41iPHK5ETZbzpf5LXl40kHZxCgcXApacM5stjBx7boCT7NwzdnU6TYSNfooaWjU4Uu8InVaU02+yaOqVT9kHtnKTINpPO3LGfd0cOIWky5rbrWmYBFUeFQDxWgtzcAoBJVjkrU4PDkcIxPIHfaiOTMFJ++80w88cUi4aOklooypdfPh2b3GEP3zmIUlRopIivvHsyv+0DNVyPByILFy7kRz/6EQ888ABTp07lvvvuY86cOWzfvp3S0tKe3v0hMYgCF0+LsHifn3jKxcKxf+XyLd/P/THY0gXM2ncBr1c+T0qJsmD5Ln5wzog+W29v4zjjDCRPEel9+/F977b8GTOeIhxnnNHXS/xU1tT4aZPew+JZxqzt3+zupDrsaayCgFD339wyuxd+r5Em0lGRmtdLCAyzdtgtCwJ+sxXfW9mG1T5yWO3K3HEDOWd3BauCr6GqIk0Ftd1UNN7AGKSYh6QxQY2yiGuXBHq3RDPyPGh9BjMyJW2xXHAnqCrOaLLDSfW6m3tvTZ/Bqxsb+Ol//oFQsgipEExpB1/adcUhg5CoFOLZif9HQsggGpOoqoggKIiAeuB85k0a+dl+LqIBhs3CMOVKMuuexyTInLljv3a33iUYUUSBDZ4yTt4oYjAHcdeugqqzjvh9di7lXDxpAYu2P8drW3bz/p4DZBSweF5DSRUiGJIkpRiLJt7LrF1XMjg4CmN2GN/BskICAt7gOK5eexcG1UjUEOel8X8kYj2gyYDFGAkEntym8mS1DTEyja9MGMg9X5twdOWbzk2pzdW5h7v6fTSmC3g9MYLgWAuqQvcgL/cGujSiImCSuw9o1MosjXQY0QmI3lOovOsPhF55BZqqMfhewz0omHs5z0wn8px7eN9yBs0bG6ltjfLvNXtpDCcBmCN+i/ul+zCLmbw5M+0+cnenr8GvKNz45DoeuOqUXg1Genzo3dSpUznttNNYsGABAIqiMGTIEL7//e9z++23f+rPHsuhd4fiwsf+wJZaO9Yhj3LNhttxpFy559JCin9N+H+kbQ0ozZey8dZfnDhZkeolpB+9Dt/yAaSjHfGqZM/gnX0A6ZuP9Yvx0YfihfV1/GjxCmyVf+baT+7AnnbmnotKIf41+S4EQWGy7Xoem98Laoqadwn84rJsw1opTc721LiKOZXhzB37sRrTVH4ljvSr2j4vz4B2537y/d9CdXyMFBvI5dU35aloOjdLJowJBEHhF9N+2fMlmuolBP74IxxFBwj5rLRsdJIyiGwaXELQZqEoGWdiUyNiVKRsJrgf6NsBd+13pb9Z+SjbW5qRY5VYy5/CKqQPmQnoCELuJSXFtDIxquZQ2jaemUPOYMGFNx3x+WjfZWcT2ajd1bcPBmwuzG9eNKcyzN27G+/sVqTiQrjwr8fsb71difP4poUklDbWR57S3m+nakXXDMnBLOe7Duqrc26nODqEJsfeXMkKINE0l/aLeYnNxalFcxFFgXK3lRmfZTN/sKbULM9tG8dexZVTIont3hwHMRXLe4Ndyi6loSiTfU2kDAKbh5QQsFrzmk0d5TFMxTYyrlMof/CpvKbhllCU5O5VWJItlA2sYKd1HI+8vy9P3dSV81nH2TE7LakxyJ1mSinAHqPKa7Y0CREGOi2sum3257re9Zuhd6lUirVr13LHHXfkHhNFkXPOOYf333+/2/bJZJJkMpn7PhwO9+TyALhxygX8NH0jojFOk6MWu38C7ZMnjarErH1zeb3yBVJqhAXLd/KDc/rhoI1jTbYWKtnlQ/QzKP2mn+FQvLezFWPhJ6BKufR2+4lLRUVNO0gGTufM6Rf0zoK8M3CPtwJBzi/w8+/GSXkOq5uHFnPZuI1IkgJHUJvvSQyiwO/O/G12KN5qFk38HVetvRspq6LpWqIBeK16T8+WaKqXELjnBho/cmG0FuduGG2mNFOa6pAT2inNaFNwT2jD/cMH+vQzumxzA3cvrSZgexzJtR6LB6TYQM7c/BOqUhYMWc+NzmhBiNaImpJiqKqAaApysuMbjPUM5MczrjnqC4Rj/o1ENv4CBBWTDKf6Glk7tCwvm+ROxrUgxK6Qbg0TuecG3HdwTIIRgyhklTjaFOfFO0bwXPWbbA6tym3TniGZuedyPJEKUMkGwB0TgbsO6mvPKNkDToauHU3KGKfR4WNF5WLS5iAAbcBr+wOAAHtVHtoABtXOeOeXOa3CzenDSjoCk0M0pQZ224jUmxjRGKRxpCOX+VBE8v1rukhppYyMioAznkAA2gpMOCNJxmX7OkyyypzCndrPO7Uvg1nF/e0fwswfIyPy5zd38uh7NQTj6U4r8mhfe0FyPQv2GII8CTXjQnKtQYoNYk7cwMC4B1U1YJOn09CpWbgdERiWUZkrt/JK0XYaglN61V28RwOR1tZWZFnG48n3mvB4PGzbtq3b9vfccw933313Ty6pGzHDFkSTHyXlYoX3BbyBMTm5opZ+Hot5yGuInmU8tN7BLbNPgKxIp36GZbXd+xnm2zciUddvXVVlReU/e1/C4lmGOW3DnLblnbhAQDSFQbFSZDd9+osdK0QDTLgcd0wzNRJa8y2WWwptJGQjkd1G3Najq833BOdPGMjDG8vYIYdIqCJ7u6hoBASGBsZgTtuIqxIfbhyKfLHao82CclJAsSt8UFJOa4ENgOJIlAl7W7FZUyCgzZU5/Vt9mrVbtrmB77/8AAb7diTnlg579uobsacdBy095GeZtEZUQVC5sOpCfnvmp2eQDwf3/PnEPl5L+KWXQFBBFZjU0sAnDCRos+CMJ1AEeLjuVMpMbYzcEkBoE4nddhvlf3ZCtOXQvhlHwbyR85g3ch53vPszXt6zNPd4whjPBbftjrKDQ6NyR6xzc2vXPhKjKiGlTVQFxlMVGJ+bCNxmPYC55A0EMT9jsDmxik82n8Q/NloxGQSmVbqZ0fgvXA4b54eSvNEwnLo2J85kglRSJOC2QXtv+2fYrXtC0Wx2Q4ZO6zTaMpTP8FPXVEQmZsRRleadKbDKauGboTYGyU7u9JxDNBjnwOJrqAkcIBEcj6xWYRn0DoK5FTVjQ4l7EaUQGKJIBTswp23MDAymtM1Fs+hEVBJ42zRris8aZiggMDBtwTJQkx03t006vF/iMaBfqWbuuOMOfvSjH+W+D4fDDBkypEf3OX/Upby2ZQ8fHlhC2hLqJlc0qAZm7TvvxMqKZPsZfMuL8Q89SD/D8mLtjqmfuqquqfETV9owpVzMrPlqruYM7bLdGpIts0gHp1DmtPbewkadDx/8ndZqO4WhFPFO0zBlVWTptjGcvKcZCPaLptV2nr3yv5nwt42IhZqKpqvRmVGVmLXzKhZLRYDMH1b/i9vO6AGTM99qAuuDtGx0saGqlGZHR0mhucDBpsECc507cHrjRCpvxX3zz4/9Gg4TWVH5nzcfxjLwee3isP2blLVVYspY8xxG22nP1Plc1awY/pQWhAjgMlTwwynXMW/kvGO2tvJ7fwdA+KWXMFozGCEn+1zr9dBc6ECVBfbETESKLEyONBLeKWD75RW4h2kljzzfjGPAPWf+llM9kwklQ7yx+6O8DEnCqJmlqaqAIKgUxAdw2YbbD3ocgW4BSvtEYBUlt4UiZNiXnQ6MpQmjpeNctqYN1tgNYB/A7o1FGBJaGTVmksBEvuLlYGWY7HOebNkFIGVVUGURc0rbNhMzsjxVyKZLDfjrbbw8rhijVSsBvWm3k45WIJnfg1D29cxg8dRhSts4K2u1jypgzdgREIkZ2whY6xnUNiKnunL4J6Ki5FlTfBoqKk2OWpSUi0xkZI9bGnSmRwOR4uJiDAYDTU35F6ympibKysq6bW82mzGbzT25pINy3tgqPvoghJJysqLiRYYGxnRKP4t4A2M6siJbW7hl9qNf7KyIw0Ok0UI6aqQoGafR5MgVNoqScU2J0Gjpc0vyQ/HQuqexeJahpAo0861Of4CykGFl1UIk1YI1cUbPy3Y7451BWnYT2CkxPtVCS6EtT8/vN1u1yZdliX5lnW8QBX5/1j15JZprP/5N3gl/SHgE4qCNWMpe4cndfoLqdu4587fHdiGRJuSkgNGawW/uMmE3a1fu9MaR7AruM0cf230fIbcsuZ9wphELMHPP5TmX0a53pe09Dnud21g5XOtt0BpSYYBxBCu+8fyhd/I5KL/3d5hHDCfw2MNkWoNI9gxFJ7URjHrzbjyCNguoApI9+7lsJ9yglS4u+9cxC0bag61vjf8Wi7Y/x+bGRj7cv566zBqUVBHJlllYBr1Am/UAT07+JTP3XM7QwJhcQNK5/HrwOTwdGRxRNWVt5n+rSaLJsN+lBSbt/SU3L5WRZStJ06dnPbrJcVUoadMyIVETJEwwIGLgiVlC7keiVoHlkxzZX0YKI/UdLyOA5KjN25U5bTvk+wWwZQqwtY06yPsWD3pc8qcudyiyVgxZRsx3I2X2sl49N/ZoIGIymZg8eTJvvfUWl1xyCaA1q7711lvccsstPbnrI2L+qEt5rXoPH7YuJW0OdEs/G1RjztZaLFzLLUvv5/6L+08n/jHHOwOsLkomhLhwcCtvh6toiBfikdo4Ta3DdloG98nufulUKSsqn+wsRSkpwipkBxx2lu06dxBXTYgmPzPGH+jdgFI0EDGfTSa+Gps1hSca1YYJtvsFxBK4h0f7pXX++RMG8sf3i2g2aSUaWcggdnJcVQHrkCcRBBVVFXl5z1Is8vBjapsfeOk1WjY6MdoyuJNdvDBUFVe804Wyj46frKh8+cmbaFbfw+R0acFwpOKgd6XtZZiFYxcQbJyPVZXQWg0UTnGf0+MKJIPTqQUhZcV4T9uMZFco2xbGp7g7NVaqqAUKnjODvNIyioa9hZQXhLK+GT3nfTN/1KW5XqNF25/Dkh7DP7f8nT0J7QIaV1VeH/ZvrKqo9ZK0VQIqgipiki2HzJZ0pnMgLaIFJlevvZu4UE2b8jSzNkdZ6+1Qs3Sb6aKqlISjCKCVCFUYEIkxcV+Hq6lJhudnCESsAm9P6lDtqCp5q+tcfurcN9TuLjtt70W5YLbr+rv+v+t7TAspUsY4KmBOWxEEzRzu7U5BVzvR2ptQMy5+eWHv2lX0eGnmRz/6Eddeey2nnnoqU6ZM4b777iMajfLNb36zp3d9RJw3poqPPghqvSJDXu6WFRkaGIMlYyGumli5y4es9FAdvB8QWPw8jStBstvxelu5aPC2XKkmHHVgOy0Ic3/XL3oYurKmxk8g7ECIXc+cjL+bbHeF92XidVdic7Sw4Oqben197p89BDWjkNtinOPYwX/qRuUagc8w1mozUQrL+2WQ97+zv8O3l32CVLiF/c7tuQFs7b47X95xHe9ULcypPJ5cs5WpxcfIk0CRcSSXI9mNRBMmFEVAVLVku6CoFEeijNuXNTC7qG9GD9y1/GGerX4TQ8FmVFXEKqSYuesqLGn7QTMh7b0gaSmGtfxpMo1Xc/rYIOeNHdYr5nDu+fMBcMyYjvTUTNItAcbsPkDj4IJcE2ZSMrJ1xAB2+N3siQ1AFQR2hYsBNAlouOd7xdqPxYXjFvCzd39GuM3KW1sjGItfJQm8MepRVMWIqhoQDUnMaRtn77yawaHRB+0jORQCAgZZxhzbi5QZxuunFGOVpiDFl5PiwEFKMCKqYGBsfYjdtgsJOSuxKDUkpRfYPuqrhJyVpNhLyiVQHhvCudtrWVm1ECAXPAmAOWPDoBqyK8jfhz1deMgy1Kf1fHQegrjXXZ3rt/ks7IP/zf+cvOCL5yNy+eWX09LSwi9+8QsaGxuZNGkSy5Yt69bA2tfk9YrYWtjr2kZVYBydFTQzd13F68MWIha/ymVPe1h81Y8+41WPTxyeOJI9QzpqxLe8ON9DxJ7B8ZUr+610t7mt467YEx3c5U5UIG1rwFr+DF8p+d++CSRFAwyZRssza0FQmax2lGDigoX4bisMO6VfGXC1M23YAEzpMahsYbn3Zc6MDacqLWFQRSRMVPkn4mmrYOGYB0gaY1g8y7j17WZmj37081twr/wDkdoEg6aneGH3OFoKOlQepW0xpjTVI5jQyoau3h09oGVBbqRZXY2hAFRVxJKxdJOgtpPfkKrZs4umIL++bADzR93Qa+uGjmAkPeRCfAtfRYiKgJDXhNkQL0RIqKhSR8lmf8gFg7Mvsv3VXutn+m223CfPVbllqZdVe/aSSGvZB4vnNSBrmjbmwdxUYM3JVRscCOTO6Qe7iKdjb6CkdwMqshwjJkooYqKbo7v2AiqthTZWDhiPyT5JazovmURLyaTs8wIqTiqCWYWZfyKecBXmThmbw2kgPVR2p/NnqrMiUBEyJAxxAJoKa3LBz2FhDPLInp8wa9S/KLN3b5/oKXqlWfWWW27pV6WYQ9HRK+JixdCleIOj8xU0oRFYhTTxlIuNgQZe3Vjfd4OXegpFRvr4HryzW9m5opQPisoJ1g3DVZzgFLEB76wDSHWvgfJ//TIj0t5gZSzcQJNShq3TBNAm+36UlAvR5KeopBY4cqOmz40iY45rQUhKNLBpcDFtLjMFwSTj97dian9ekfvd8TWIAv/35e/y/ZdlIpGRLCkMcmPIhiPr0ZKzf6++iUUTf0dCFREL1zHp/m/y/770u6O/y1JkAk88RONHLhSHQnOlvVsfg5wwYrRlKLlwTK+OHrhr+SM8W/1GNguiqWJmHcSqvfOFJCOkO4IQQaVcmsJ3Tz3/mDakHimRoEfzCxLUPHMtVJWkZNAuxJ0kqUnVwMINE7hoXDXWD/4OQ6f36s2JQRS4/+KbOzmHxlnZUMWW0Ec0pNegZKyIxjhJKcayk/6Z97OdyyCSYkRVkqTjb6BkGkGN0xF1qLmg5NCo2s8dQj3TtXxizxTkPX44DaQH20ZBoaZoIyurFuZkzk0OLePS3ugMh+6l/TQaog28V/der34e+5Vqpq/Jz4o0H0RBIzF/w+0sHPN3RM8yfvZmAXPG3fnFKtFkpbuSHbaPLqI52SHd3V5axBh7Y6+kY4+W130vYbQmMbk/ZGVRAhSJ0vAImp3bWTnsaVAlTKELuXX6NX2zQN9qkvVBUF1sGlxMs1NrBI47JTahTcpM1gex9dPjO3fcQG5pvIr7VqzB5n2IppqLuzmu2tOFzN9wW87ozFC4jh++dRv3ce/RBSO+1TiK/Ej2Yj4YUN7R4Atab0gsjsGc0SS7VZOP0Tv9bC585nvUJldmsyBZae6nGJS19yntdVfnZsSUCqez7MoHem3Nh8J9w23EXn2C8E6BU/wN7BjopjbuRkakfUx9rjETUAwidWIhSzaP4fKJG/vMV6izg+tXuRG4kUXbn8OUOokFH7zCvmArsgoG226kgh2AljFJJx+isE5h+g54e/w0FLGVgwccn+X3KSAaDz9z8FnlFbXL/jJCGqNqpLOHiiyk8bmrWVm1kKQU61Z2ESAXiAkCCMlyxnkqOWfYabSl2qgN1VLhrGDbgW2MHjCaAlNB3tt1mp29HhTrgUgX2rMiqiqysmphl14R7SQ7a995vD5sIRH/sF41fekVsmqNdFSkPlaIauy486yPFZKOilozZT9SdbRz94pHWLzvT5gH2xGNUeKpIl60GLEOu0fzisnYEKUQF40Y3nfBY6QpJ4FsSw9BVTuOb5vbTFlpUHu+Hx7fdm6ZPZxHNv4bxeTnnapFeNoq8i6+7ZmRaz/+NT5XNW8PfwZc6/nJijs4d8xRKM4iTUh2hUHT/QTrhuXd4omqyvj9rQhmKDk1hfuG3jGCu2v5w9QmV+bKMF/adSVDs2PuD3axyQhpksY4Tfb9rBjyivZE22T+c/P9vbLez0Q0UH7vvdjuuQFHWYIRNPPQninIxk6BRRfXUFUQaMFO3QcuyqfVQc27MGxW36y/E+09JRePH5tzcl29q5U1ra9yIBbgmiVvM3XXAQAUVBS5MT+AUqF7EkIgF5SIgxFFE4rcjGgsQ7Kdm/2xfFWKipLLinVWrmivJuS2kQUFURXzZgm1N5Ga0zbO2n4dQyJVCIjUmmIsr3ielK0ONelBCWo+InLaCWICkznKiILJzKw8nf2p9ykrKMofgthP0QORLswfdSlPb1jBrvg7xAX1oAZOnnAlojGG0bGDxlAfpPd7Eocn15jqLE6SdBo75ndEkh0eIv1M1SErKs99sgPF7tKaBLd9l9LQSJoLd7JSSBBPFZGsv4KrzjQdUyXHEZM9bo6yBM4tSeIOqeP4tiVxjE3kbdcfMYgC95zzHX709i5wrWfhmAe62b9rl2MDFcGxnLVnPv8Z+ThCwVEqzrLHIhkydZvJMVQKYrdow+0Mo4+NydZnISsqL33gyCmzDpUFgYPb4CeazoOQlb9+5cb+dYEYcxHub28l/crvcn//Xacaa1bm5CzKXbE4YZ9mKlduvBxO/yGc9dN+U1bscHItJvDnJ4m8upCIz5gzcxMRcEVjnUYuQPvYhZRkzJanwGgcygBlBIKqErN4UVVI222oojEbUKRQEXMS7b2Ovawc8ioz9s+lLDoUVcggkKHV2kJxvAybbCZqSPLckDeIujejpkpIHZiJwVYH/pm0Bz4JxcZiw1BwZrJrM0LTZQC4bRK/uWQ8bruJ5rbEQSYPT+vdg/050AORg/DcpX9l3J9uRyx8N5cV6dxchKDmTF/80VRfL/fY4p1BJFRGOgqniFqKtildgEdqY2RNQGsGDJXh7meqjluW3g/uVyDlZOauq6gMjkbEgD04GvZczlJXA5n4UOZ4+/iP0zuDtDgI3/IMYxOt4IWw00RhKMVYXyu+pmK8F/eN6uNIOH/CIDbsv51HNj+W8xY52AU5X3FmYeUnRcgXHpniLPBRPQ5xEI6yJiZtbuQTynJKo5P8Bxg03U8y7tYUST2MrKg89l5NJ2VW4JClGBWVva4tvD386VwQkg6eTLE8h19eOKbXlQmHxcwfE3niH6SjRsYnm1GF7CwayFmZm9MZQOgYPS+ohGttmAvTGLb/Bfd798FXH4Sxl/ThG+kgsGgRkVeeJfLBZqAjCGlPfYzf30pLoT3P00dFwBOOELBacSfjTGp+EzGynJIJIYhm7dcHaVmLenUAd6ev5nVlCtBuv+6Bhm/yggEobH/MAJRBAUB2lEnwXO2rfYvUUCYOdmKWjESSabY1ttG1PGQ3Gbh+ZhW3zB7RvwLZz4EeiBwEgygwdehg1sbaiKcKSRnjSOmO8oyAQCo0CYB3G1/m2/xXH672GCMaYOw8SoKP4vTGtZ4QtFJNqNKq/QH+8MF+c8cD2sVh9aYBKB7tDtUbGplTy4gY8LRVkhG1u+rOqpo+QTQQcc4jHV2M3Z5i/tiN2kyPqIivqVgL9Jy9q/o4Wu44fwwJ8yie3/8aCVVk0cR7DxqMaIqzq3nRYsBg2cpf3trBf597eANpAosW0fiLuzAWOyGWwRAXmNpSh6qQnSsjUv9+Ed4/3dmjn8lF25/j1S17WLN5KNFYR03dE/EeNAjJU8UI2pzWImU6v/vKPcd2NP2xRjTg/tEfiNX9gHCtjVN9jbw1uiJvRH1SMmJOZwjYrbw7cjAqAgOScSbuVhCjIrGWGOWZa6Huv+DLv+r5NXeekOvwwJCpsPd9Ak8+SqS6nsgn+7IbqqQMBjYMKeGAw4YqgCQrZAwiCh1lJ0FVcccSTGmpBxUycSMlE9owmFS2VQ5lgXwRCkZKUmGacbFGGY3C0avCTh7i4vThA5h+kCF8sqLywe4DvL+nFdD6YaZVfcqgvuMUPRA5BDecciXXLN6Hyb2axoKanJmMgkxjQQ0m5yeYnOtZGwtx9wpH36b7jyGBRYtovH8xkqcC5zg/KPW5Uk06aqTspnn9Trq7psZPzFiNXHcFcxKZrCZfQ0Wlyb6f9uEQvWlbfCjaVR2O0GIkRZMeSnYF78XZIKQXVR+fl7vP/jY1SzazPvAmCWMiO879G1Rk+yWgXXE2Cpf3D6Rt9fx9LQwvvYELJ3624sxxxhlIQ4aQ3rcPMGK0aZ4lcsKI0ZoBg5F0xEikyYq7h97jtUv+m3WBN7VvBroQfDciGMNYhzxM0+4rc8qs9pq/ZtP+dC4IkdvGcdmYc7lr9nFyjhh7CeXffgkeXk641oYrFqdZcnSYemWDkc49Iw2Sgwb7cEraIkzc10qqzUAlf4FBk2HcJT231s0vwqs/gtiB3EOB3TbkpEDLxvaJ2+1NHwKbBhfT0mnacEoQupSeFErCMcbXNZPJGCmZEMJgVjGPK8R32i9Qhszh0rYErZEk/mgaMRTnIsDjNBOJZ2huS2I3G5l38mCmDhvAWl+AxnACfyRJkd1EscPMtsY29gVieItsXD294lOl7QZR4PQRxZw+orgnjl6/QVBV9bPagvuMIxkjfKyRFZWpf/0NSddCTGkHZ+2ZT1lbZda8Scjps+OqBYf/+6z+ybwvRJSabmjAd821pPftQyorZtA3TqH+8dWkWyNIQwbj/de/kAb2r5TynW/9kxf3/xkl5eSajbfm5KQAaSHFk5N/SVy1YGy+mXV3XNZ/fk+KTODBe3GMKkGypsBeAgUDSZsqiax+P+fxcDzQriDR7MkVzt3+zbzeKhWFPUUbeb3yJeJ1V2CwNHLd+Mv5nwvGfOZrp1f+C9+t95Bu63hMKlDw3nE5TL2+R46VrKj8YfW/eH7bm8SkT3Lvy5y2MXP31/FEhtJUUMsHQ5cwbe9FeNoqaLLvZ+Xwp3JlGNBUMf+56v7+85k7XBQZfj+MurdVWvc52DS4uEsfxSFQVczpDGfu2E9BQRz3WAPuf2zrmWzVf+6E1X/Je6juAxfhWhsGSwZBEMjE2/erBSNvneTtyO4cBHMqw9lbawGBwooY5T+8UpsRdYyG/J1IHMn1W8+IHAKDKPDjMy/kV+tfJiVFeL3yBebsnk9l8CREDNj840GReMFYRDRj/cKoZ6SBA/HeeZV24m9sxffH/2iPF4D3zqv7XRACYEmPQUkVIZr8NBXU5HmH7HVXE8eoWbqP62VL988gsPh5Gv/8hHZsZzV2lGhWlOUuusdLMLL0ir9xzZIfsj7w1iEUZyKV/gmcExvKu6P+QdpWzxO7alBe/il3fmXcoV94y4tIy7/PoKkSvjdLcg8PmupH2vgXGH3qMT9Gdy1/hOe2vong2ARSh0GZ5g/SoYyx+Sdo7714a7b0NwCbakEUYsdfFqQrogEu/Avl8asBmFyrsNaLJjfvMua+68yfpGRk0+BiJvuaaXwPYt+ZR/k/F2vPdy6hHOzi3rXMcqgAYMuLuSCkcVcBHxgHUx91UqgmGW06wNYyT24y84C2GGPqD7Bt4ADSBvFTB9W5YglyQcjtN8Os3lFhnejogcinIDl2IRqjKKkiYr7rKQ0Xd+k9qEItAMEY5IF1TzF92BegV6R6CdLy/2LQVGOXE38r0vL/gmJXvyrNyIrKwi1vkohdgGvgC4iKAVmQUZDZ59yhuQqqEoL/gj6xdP802h1sozETi7ZM6GhajbVit6dweOJ9vcQj4l8X3cdXn71FU5ypFmqtIYbFinJlCxGREQk3g6pv4NmJvwfXep7a82v2LDqdR+d/v/sLbn4RFn+TdFSk9sMBrPN6ck2q6ocKI2a1IB1j/4pvL/4rayIPITjITXvt6pLajohIaXAMaaVTv0v9TZw+8QB/u/rmfhX0HhVjLoJLH6dc0MZxjN/XyiYgaLciZMWpGVHMqWhyCAJBW3aqtaASXr0d89WjMFjAPaSlY7v2Cb6jL4DaVfDRw7D7LUhFOraxumHqTTDzxx2/41QcXryJwG4bBxqsLCsYoZWKRIG400jQZu4oHQEthXbet5pJ51QwB5mam50bM03ey4DT4rgnOrV96vQKemnmM/i/9x7n/te0eO2rciuVgTG5u+0a13ZetBiwlj+DaPJTYZ7J0iv+1ifrPCYoMtw3jnRDIztXlLKuaGDuxH+Kv0E78Q8sgx9u6jdpypte+jurgvejZGzM2X15Xi9PTdEmXh/2LKIxyhmum/rXoMJOx3rRlgl5w+/KIhGtibXYBT/Z1W+O9eEgKyon3/crIuESXJ4XmbVvDpX+CYidmvnamzmfnfh/pKQoAF7TTF7+eqe/neol8OzVuf6kD4rLaXZ2snUPRZnWWqdJyW9eckzM3+5a/jDPbHkVqXBHzn1zSGgUBlUCDm5GtcdVzQvGItSMizsvOInrTq88/gOQrmx5ERZdmyt7GG2ZXBNnyiiwcXC+sgZVxROKMnlvI6hC3vZlpwVzPjo5TI784ONgSA4YfjaB93YiN/oAaNnoZK3XQ5PT3i2o6Jbx6PKYKCuoopD3efqSUEP5tKC2wWVP9KsbruORI7l+f84BEF98bp1+DaUFZmzeh1g57GlqijYRkULEpDbKouVckkpgFRKoqkhtciV3LX+kr5d89PhWk25oxLe8mHVFA2l22kmajDQ77awrGohv+QDSDQ1a6rQfkFPLpIqwquDNBonQnrGqIFH/NRINX2Ou9+I+Xm0Xcg62CkGHOc+yvLnARkI2EticgJV/6OOFHhkGUeBnsy7GWv4MaVs9r1e+xG57fbe5GPa0k8s2/BRz2oaqivhSK7nwme9pGygyLLuNwG4bzT4HHxSX0+TMt3UPOcyawqjR8rnN32RF5Tuv3sriffchFe7AlLYxf8NtVATHYVRNhzQpi0ohVg5/Epv3AYoKo1/MIAQ0Ge5lT1D+ZZsWSAyPkolrMlhTRuXU2kbO2VJLSTiKKCuIqoosCnzkLWP5mKGs8QwiljKh2BXeMXh5cOcUXqw9ibrqQgK7bXlBSFw2smT/aB7cOYUl+0cTl40EdttIB2MEXn6Dxv8Eadno5MA2O6KkELRZugUh5nSmY1JuJ4TsY4KqMiASpTQUxZzKMCgV5pySXdkgRIBLH9eDkF5GL818BgZR4PypYZ7z+YmninjJmuFiaqn0j0PEQJV/Ap42L4sm3ktclXjukx3cOes4ncy7/VUijRbSUSOhCnP3E79PO/G7+4nrZ7taRmm8gDlxCYPa8XFWUWkqqMVS9opWVusHapk8ssewtdpOYShF3CnlTqiyKrJ02xhO3tMMpodwd05LHwdIjl2ak22qiHjdFawc/hQDq284qPtqZyv42uRKbnjhb/x94njC64M0fuRifVUpzbk7Xq3hUFBVSg2Rjrvrz2H+dveKR1iycRcp539yDaln7bn8Uw3K2pUxbw9/hpQUQyTGRdMix+ff/OEy5iIYfQFu32poayB539OEV2+nXRK7aXAxBxw2FFFTobT3ZyAINBmNqIMFBFGlKaZl/qJpE5GQhcm+Jhp32llfNogmyZHn5bEzXMzu0ABKwjEmbmrE4dC8N6ImIx8MG0pSMiIqan6/ClmLEOj+OCAoCiVtMSbsa6VoYBSHI5mfoZn/WL/xPzmR0AORw+CXs75F7aIoK3ZqKVhPRM2b6mpPO7OTeZ9FGPAKtywd2r/KAIeDIsPGZwEonBDBYFBAaZe9HbsT/7Hk1doXsAx8HiVjw7Phttw8BtBmNKzwLkU0+Sko2s2UyqI+XOlByDrYBnbZGZ9soaXAhmLoOAn7zVaM1gyOIn+/netzKNrnVDS2uvg7/0va5OfZib/nsg0/+dRgJK5aeHNzlLn77+HfSS2l7zdbcwExWa+HskiEuaN3UFCYgsJyraHxCJEVlVuW3q+V9axOSLkQTUFMaTtDA2MO2yU1HR7L6YNOP36bUo8E0ZD7HJbfOZDUVdeSOGDumJnUpU+kHVUQCNgsZAxi3s1Nk9PORxUeBKDZZO9eThEElOx2K2xeMgYDDARUcgGPImrfi6qiBTGCQMrYSVqsqFnlbrt6CyyFaYae4s8PQArLYe7v9ExIH6EHIofJ9adcydtrP0AwBmly+LEHx+SdUIeGRmAVUsRTRazeNOCI3SP7HN9qAptiubvQWIGJ9iDEks4wcnsQTgFsxUd14u8J8tQyjtouapmthJrPQ5Si3HLq1/vf78I7g4i/iEzMiM2WwhOL5vWJuGIJ3COi/Xauz2cxb+Q8FrMY0eRHVUVSUoRnJ/4fl2346UGDkZm7ruIlexzrkKcYsyFDy0YnKbtMUTJOo+TIq+V/2blTC0JAu3gcZrZo8Y7FHIgHWba5gS07q0hlnNi8TqxCWpPktlXkRrR3RUWl1rWZt4f/m1R2YJ0cPoX/d9Y9X7wJ3IdDpInKcw9Q88YAgjZrfhDSTieDMAFVCx46Iwiap0f2/4dEEEh1aj7N6/doz5SpdHms03NdAqR9uHjXPJRz5V1YDRntnPZfn4DRdGTHQOeYofeIHCZTKotwF0a0XpHhTxKVQnl1b8098ipivusJJzKa5fjxRKQJR1kCyZ69C6XjLlRVBeyWFI6yBEy4rF+UCXJqmcYLMKUdObVMRkjhc21lZdUzWMpewSaP4ZbZw/t6ud0RDbivvp6y04JUnN3K3IptuZp1aSjKTFsNxWO0Rs7+koE6UuaNnMeFVRciCAqqKpCSoiyaeG+3vx0BgargGH5YdwoXbP0u1UPtNLrAFDVQ2dycd1wmtTTg9MZBMMD8w6/lL9r+HHe9fxd//eQ+dmYWYiy/H8EYBkFm5p7LqQyMxZEpzI1y6IyCzJ6iDbx+0j9JSVHSobGMEL/Jpu89dmIGIZD7TFaee4Ayc1uu/yKvNyOblSgNRbMTfA8SbLQ/3vnn2lUtnV+za7al237otgZBVTFnuvaLaOPndrUV80ZD9rwQa4V9Hx7FQdA5VugZkcPEIApcPC3C4n3+nJ311WvvxthpMq8nOhhhQCPW8mdYFfRz9wrL8eO46vBo7p6zWynaMijvLrQoGdfUCXZFM/fpB9yy9H7U4kVYMnbO2n0Z3mCHmkkRM8QFEKX+5x2Sx8wf4/7wftKtCVpXOZmc6sh8pOwmYuVGbYZKP8lAHQ2/PfO3ACzdsxQg577aWQ7bPplUQGBI6CQGhm7n7xfcw/eXRigJw+ROGSGjTTMKY94jh6zlt9tiP755Ic1RP+F4hv1hP+ZO5pRWIcWcVBzPxp9gTtvySq3ttE/N3euu5p2qhQCkgyfzh7N+x1cmnaABSDveGZr8NtzABSO28UbDcOranKhAXNX6nQRUqmwHmJ7axxvR4d09SDqTk9WCgMqASIywxdyRCen8M9ntctkOVdvegErAZsllR0rUKLO9O3m7cTj1FCCrIu1jdVUEGuKdlBzHYdbxi4QeiBwBd83+Nqv+9RFNvEdclfA5d+aGq6momDNWLkmmctNeX/2wkJ/PPE5KNNkTi0QDcyu28eruk3LS3bnDtiHZ1aOuxx9rus6WGXpQtcw8RCnK3In9TC3TGdFAevr/UnPLr5FTBhBUyk/307zeSTpqxPdWidZ599dfHle271357Zm/ZbJnMv/4+FXq0mtywcjMXVdRFczvxxAQkFQnX9r7K7aOi9MY3MPoHU8jZbR6fiZmZP07g/ng5GL2bF6PqqqUu61MryzmveZXWLVnL7uaI2Dei+Tcor2oCSSXCSVjwpku4JItP8CWLsztr/PI9s7j2jWJ8e9JSZqqIx08mf/3pd+duFmQzogGzQPk2WuwGmQuGrwN0FQvr+wcTatoY5AtzJcK99C40cX4ZCubEAjaLaCqpIwGLeua7d8QVBVTOkNSMqIKIq0FXUo22YBDVFWK22KcVH+A7YOKCNgsuKJJxu9vwSQr2lA6skPpsj0gl7k2AbBk/2h2tRXnfsMDreGO93OcZh2/KOiByBHy+lX3M+kvd4D9PVYOfxJ2XYU3NBKDakBSTVQGxsCuq44/x9XsiSX96LX4PyxkcrTjDsHfWkjB7ANIlx1+Pb4nWVPjJxRxIFkmMMdflVfTV1H6t1qmC5FGcy4ISYkGXq4/idAIMwWBJOP3t2I1pnGEFoNyd7849kfLvJHztFJN1go+rlp4yR7n+miou0JFEFBFibQgU2fbx75xw7HIdk7bsZGUFGVAOMOOd3/B65WnAiqGA3t4tDaE0ap9ZqVS7WU630RbVaNWgvGPRxv+nh/8ZIQ0CUMCBAUBgUb7flZ4l5KWIqTD4zClTuK+Od/tnxNz+4oxF8Fl/4Jlt0G4HgCrIcOlozfnNgnstpGJGTGhMNnXCLnj3q62Kcnd8AQ6S3EP1g8ClIRjTPY1ASqn1DZTMiFEoNlORjZSWBHrKGfmaFdbwbkDdwHQEC9koDWc/V7QMjv94AbrREYPRI4Qgyhw6aSRPOd7hXiqiBeMRdwoZnDI2sWw3XEVdxDJtYbmtkl9u+AjIN0axLeilHRURLJnGDQ9QP37bu3ufM1JeH90Gt3b+Hqf5rYEkmsNlpIVePZ+Ke+iIgsyK6sWIkoxCtz9UC3TBfdpg+C0IGZnihf3jNMaVlWBuFNiswiXjduoDcY7zpQzh2LpFX/jzrf+ydOr/ViHPMVLJW4u3vwD7JmODAWAqiZIhv8FqnZhSYhR3h8zlXG1H/Dkl+K8M60FC68ddB+dzcjErKS7c3NsV1RUfK7tvGg2oWYKsXkfQjT5STTNhdB05gy9mD9fcfLxkdnsbbKyXnyrYfursHFh3gA698luGHYKkQ/WEqnVjp8oyShpA2Yy2aBCY63XQ5PURT3TzbG1/cZCyAUeTm+cSLAM9zduhqJKiLbk5jYxZCq8+0d453dYDZlc5qb9NYAjanjW6Rn0QOQo+OWsb9H4UoJlHzkxFn5CkzIwT7HRVLAHm3choinEYzsOcPGkBX295M+megnNv72TdJsNyZ7J9YQMmu5n/8oBpJv8RFat6hezT4odZjKRkSgpJ622fdhTHb0G+53biKtGUk1z+d7Jl/f/i0ekKZdCDjbne7e0ubT+o8BuW7/xbjkW/Ors7/BJy/eoTSqELQd48rRfYE7buPyT27ClnSAIpGNv5IKQdjLqAbaP+w0lapzvfGBDVA2AioxMfeEuBAEGhUdkpy93NyE7GDljsmFPY1VNxHw3EvNdj9Gxg4L06fz64nF6KeazaJf1Vp4JX/51t1kxbtGAOzvgUd79MU7Lx0R8aRxlCUI+K9EmE6JRZWpyH/9RhpEQpfyMCOTKNx6pLTcR133zz7XeNodH66M6VDDxpTvAMzYvcwNkLeZ1yW5/QA9EjpIFF97EtK3PEXN/wMqiFAbFwODQKFRARMEqpEmoIrvi77Bo+3PMH3VpXy/50CgygftuI1xrQ7aqbBtTzFv1FXikNkZuCSCkRApHgHve1/p6pRq5JniBTlZFkNNiiGTCkzit4jgoiWVr0+3GZgmnlGsSLgylqN1eTCZmhJdewz2+H3+GjpClV/yNWU99jQOZnQCkjVEWTrqX87ZdRrm/EiXT0O1nRGMZqsGEEQlB7QgyRAwMDZ8EHDzj0RU196lR2Fe4neUjnyCZNSabMqaFK06aT1nhXKZUFvX/QLa/0clrpOvj7pt+pv1fkXPGaMXRFooDPljzIACD5SDL6kfii7q07+1BDAI0Jxy5corVIGtBxNQbDz+T0Tlz81kD9XR6HT0QOUoMosCpJ7WwKhgknipEFhVE1YCIAW9wDDP3XM4box5FSTl5bcse5o/67NfsM3yrcTgbkezFrC0upzlp73A/LLIwTamjdHRrvykPtEaTGB07EE1BSqJDc0ZmAiIl0aGIpiBGxw5ao7P6dqGHg3cGaWEggZ0y41MtbBDgQNaVUlYEYkkTNlsKh7JaM537Ap04V3zjeRZufZaVb/+ClXaJ0nQbmchSUiELZoXs4LLsxoIdyXau9t+DBBuHE4BAvilZPFu2EaUY6dBYTi8/nYfnHWT4ns6x5WDBitEMq/+C1ZDhq0OqP+WHP0c55VBBkk6fowcin4O53ot5c2sTmchIPGFnnnJjaGAMUqyMpDHBR21PsGh7Vf/NikSactLd1/dUdbN2905o7VfGWqUFFtLBKSDGabLvxxZ0dJTF7PtJNJ1HOjil3zeqAiAaiBhOJxNfjc2awiiqqII2jKul0M6mwTDXuQNJifabQPBYcrllIJc3N/DWfhdbGUKizU7a2O4ToSIqKkaxBNHxVRC032e7suWz6Mh8aP8qQoZ9zu2sGP50NgMCiaa5GLHz/+Zer5dg+pIv/woGTYYlt0Cq7dDb6eWULyR6IPI5aL8gam6rNdiDJ+Xuzo2qxKy9F/LG6H+gpFz9OyuSLQ9IdoVBtjA1yaJceWCQLawFIZ2262te972E0ZrE5P6QlUXvwK6rKQ0Pp9m5nZXDnsakWihSp/T7RtV23BefB9tfxVGW4A1fZV4gGHaacHrjX7g+kRxtDQR22xj0kY1tY+wIUr5qQgXcQR8D9/6K9ROvRJaqEABzpqNHBMgpYbSgQyVDhv2u7bw9/GlSUv6013R4LLJ/CKU2N3+/+LvMGFGsl2D6A+MugTEXQu0qqHlXS34MmQ4Go9aAqpdTvrDogcjnYEplEU5HhIznIVYKCbxdDM6GBkcixUtIGlJ81PYEdy0fwF2zv93Hqz4IWQ+RdEMTo7b5iRaZc5K6UX4/6TID0sCyfiFxu3vFIyze9yfMg+2IxijxVBEvWgxYh92jDVrL2BAlP+dPDR8/FxeHB/ew2EH7RFyRJLVvZftEVu3APb6vF3sMqV4Cy+7IOfo6o0mSTmOeXbgqCPgd2nC0JdZHWD6puxm0OW1j5p7L8UQqaHLU8k7lYlKmDo+IdGgscmIIIIBixRyfzv+bN0HPgPRHRANUnaV96Zww6IHI58AgCswYf4BVQc1t1eeupso/oUtW5Cu5XpGnPt7OtNKG/udFIBpIn3oHvv/+FUJUZJpSly/dXT4A759uR+rjOxFZUXn1w0KUIs3IbOa271IaGklz4a6ciVyy/gquOtN0/DjagtYnIg4isDPD+FQLm4CQ3YwrkWCsr5WMbMRoV3BcdE1fr/TYUb0Enr0GUIk02hg03c8pH4qsY6A2ADA71ExAxeRuwzY1zMxylS3N5+JTS0GMg2IDVNK2Pbw66D2URA1qpoiM72aMhRsAEFUrEwq/THmJlfIiGzOqipk2bMDxE6Tq6JwA6IHI52TBhTcx4W9rEAvXsmLIa3gDYzGq7c2TAlX+icypvp7lFUsRPa9x238cnDvmzn53Imx+pZp01IhUoOKd1Um6u6qUdNRIpMmKu4/XuKbGj1/dhFx3BXMSMpXBUYgYsAdHwe4recFQjJpxMcc7rY9XeoSIBiLOeWTii7FZU0xtqSPjy//TdA9rQwqtg/LBfbTIY4gia1JKVBp3FfBmy3CCMTOGYQpyykBxJIYKhK0WysxtXDBwGxaDTJlShnj2/9IalQlEU9SH4tQFYlQ3thFNyrmXt0oiMwdexjXTKvSgQ0fnOEAPRD4nBlHg+pN+xoJ1/0Bxf4DPvYUq/8Q8A6WK0Bhm7UvzeuULJDJtLFi+kx+cM7KPV95BYNEiwi+9hMEMg6a2INkV0lGR+g9LkBNQePHF/cI/5MF1T2MZ+DxKqojS9Xfk27pHh2ActIF0cArNbYk+XumR4/7+3bDxGRxFB2iLmvIs9mdaaygeE4Nlt2sSxOO9Ru5bnfNzeDflpdmpqbRQVJC0Jt3SUJSzt9XiPbtFm5CKgPkr/8dXx3i7vZysqKyp8dPclqC0wKLLbnV0jjP06bvHgFtmj8AkOBBNQVYMWUZGSOc9LyDgDYzFnLFg8Szj4Q3PICvqIV6t93F44kj2DHIS6t8vItYq4VteTLpNQLJnKL1gTF8vEVlR+XhrKUpKK8sIhliHGgKZJocPOVEGcHyoZbriW417SAsAy2pH0+y0kzQZaXbaWZWqIB0VIFynXcSPd7JNt4HdNprSBR09IZ2adIM2C6gC9e8XkZaLNCvxQyglDKLA9GEDuHhSOdP1DIiOznGHHogcAwyiwPUnX0mi6TySxhh73dWoKPnbqAZm7TsPJVVEW2AYa2r8fbTaLigy0sf34J3dilqg8EFxOY/UncoHxeWoBQre2QeQPv6dlk7vQxYs30XSVE2i8QJm7rkCW7ogp5KISW2srHoGa/kzuAsjx41aJo9IE+moiG95MX6zNU854zdbtcAwKmo22sc7WfWVoyxBUTJ+0PHt7mQcozWjlQUHfkeXa+rofIHRA5FjxC2zh2M1OBBNIVYMeY3awh25O3bQ5IWetkpivutRM67+Uz7Ipsklu8L20UV5d+LbRxch2eU+vxOXFZWHN/wby8DncZa+xtDASflj2wWICyCa/Ewa0Xx83hE7PEQaLaSjxryLs4BKUTJOOmok5LMSeOoxrdHzeCar0oo0WphbsY2ySARTKoM5rX2VhqJMamqk/PQAZTPBfePtfb1iHR2dHqTHApHf/OY3zJgxA5vNhsvl6qnd9BsMosD/zfkuiaa5JI0JXh97P3tc1ShomYR2s612iu3mvlpqPtk0eToqUh8rzLsTr48VanfhnbbrC9bU+GkLDENJFTHLd2H3absOH4n6eSQavsb1p1zZZ+v8XHhn4D7ZRdlpQc5y7KE0FMWcyWATU4ScJjZPKKK5poDGj1wE7rutzzNUnwvRQCB8Mo0fuTjwfiGn1tVzzlYfZ2/dy9nVPib7mhCjIvXvu3Fcdcfx3xOjo6PzqfRYIJJKpZg/fz433XRTT+2i3zF33EC+cepoRFMQJeVihXcJNUWbiJiC1BRtYuXwJ3Oywv9+fgV3r3ikj1cMODy5koAzkuy4E1dVnJFkR0mgD83MmtsSGB07SDRegKetosu03Qwrq57BUvYKtsyY47MsA9rFdu69uIfFKPVGmNZahyuSICabiClm9uFiXdFAJHsGh7Px+O4V2fIijtjrGEwysZSJNWXlvHWSl7VeDymDCKgYLHJOraWjo/PFpsdUM3fffTcAjz32WE/tol9y1+xvE3ujjVdqnyNta+T1YQsRjTFUVUAQVEzuD5FjlUSLnuE5nx9W0LeeF94ZNG8rIx2FU8QGdgx005QuoFSMMKIpQDphJBIq06Zb9hHLfC9papmMjab45XmTjn3uauKCgCj5mTH+wPFZlmlnzEUw7WakD/5+3NjtHzHVS2DRtUQabMgpA5u8xTnVTLNkZxMqk33NqAqUfOtr/UKtpaOj07PoPSI9wFTvEERTCCEzgPi+61BSRVgyVs7d/i2u2fQDLkmmsQoJlFQRr35Y2KcKmsDi5wnvBINZpmJqK5dUbOVbgz5mfHUrhoRAYUUM9w/v7bP0uKyorN1WoqllVBAVA7IgkxFS7HVV807VIhL1X0M8MJ8FF34Bsm+jzgc0u/0SIZqXoRpk09xCA7tt/cZu/4jI+YeAsSTDuspSmpyOvGAraLOCoKKkDBiie/pytTo6Or1Ev/IRSSaTJJPJ3PfhcPhTtu6/zBs5DwBT+iS+v7OGmO965mQCOQMuW6oAdl3NC0Y30YyVNTV+pg/rm5H17dLddNRI/ftFeY6qkj1D6Tcv7VPFwpoaPwF1M0rjBcyJS3iDY3LZEFmUSUkRLGWvcNmQ3x3f2ZB2so2crR+EGbU1QGqwMecnMrLVT+2WrN37R/W4K/t6sUdIJ/+Qt8NVNBU6gOyAO6Fj0N2AGUGklIDbvuYLN3FYR0enO0eUEbn99tsRBOFTv7Zt23bUi7nnnntwOp25ryFDhhz1a/U180bOQ0k7AVAzLkrDI/IMuErDI1AzLoC+U9AcjnS37rU+bYxsNzGzDFqMJ+LNNzGLVKBk7IgmPwlpS5+t8ZiStdsP7LRhkhUm+5qYU7uHKU11iFGRTMyIsdiF48yZfb3SI6dTOak+VohKJ/+QbDCSlIy82TAKR1kCYq3Hdy+Mjo7OYXFEGZFbb72V66677lO3qaqqOurF3HHHHfzoRz/KfR8Oh4/rYKTdWEswBmkuDGDPZkQUZJoLdyIY3VqQ0lcGXDnpLpp0N9lRq99eWsQYe2OHdLcPxs/LisqGnR6UEs3EDLVjBHy7iVmi/muIUpTzz/hqr6+vp4g0WcnEtfkyqIqWAemEu6IFKfARDDzOvDUO7Aa00tKATIwYJq0s054RAcj6pkQaLbiHxY7fXhgdHZ3D5ogCkZKSEkpKSnpqLZjNZszmfiJrPQZMqSzC444TKdKm87L7Gx1D2oY/gU21kKi/gmW1DUwf9p3eX2BX6a6xu3S3Lxsj19T4CYTtiKkrmJNKHNTEzKJaMLXcfPyqZQ6Ce/58qN+A/N4jmAoy1L3XUbZzDYtgEDLw7NVw2RPHj9GXIsPaRwnstrF3XRFJrxHBriKoKpIskzQatSF3qoo7EccxPJslPB57YXR0dI6IHusR2bt3L36/n7179yLLMp988gkAw4cPx+Fw9NRu+xUGUeD8qWGe8/mJZ+y8MfofKBkbifp5WFQLosmPZfBjPL8/xrpn1rP0ir/17gIP7O6Q7hZ3jGDvLN31zm5F6qOLQXvJymBpxOOfmGdipso24tljeNyamB0KRYYN/6Zlo5OUUWBDRSkHHDYQoLgtxoR1mhW8+3iaPeNbDW0NOMpEtniLaXY4cp81VyIBsqYKcscTjN3bSqTYgvtkt9Yzo6Oj84WmxwKRX/ziFzz++OO5708++WQA3n77bWbNmtVTu+13/HLWt1CXw5PvJjEPfgyrCnPiEqWf3E5z4Q5WDnuahCpSm1zJXcsf4a7ZvSTlzd6hNm8qJJowgUFFFBQQYLApxOhmP+l430p320tWmchImuz7saUKOpW2dhGvuwKDpZHr5x+nJmaHonYVZlsQhBI2DvbQUmjPlS6aC+1sGqwywtm3ZbMjJptVizRaCDtNqEonpYzZypf37KHyy1qAFRlgwT0sDnMfPD6CLB0dnc9Fj8l3H3vsMVRV7fZ1IgUh7czxXkwmPpT4vuuYuecKKv3jKJDNVAXGMX/DbVgyFpSUk+c+2dF7Ul7fagKfhAjX2tg8tJjmAgcyBhRVJHVAwhDPSnevvK7PLgav+17CaN2LzfsQK4c9RY1rO21iihp3NSuHP4G1/BmKhPFfqLIMADXvkgyZQBVoLbB19E8AZCWugV3ZrOLx0kPh8BDYbaPxIxeFoRQCHbJkVyyBnDQQabQg2RUtE/IpQ+50dHS+WPQr+e4XlfYSg5IYiiei5pUY7GknM3ddxevDnkUY8Aq3LB3K/Rff3POLijThKEsg2TMELNacgkFFaxaU7BlKx4dhwLCeX8tBuHvFIyze9yfMg+2IxijxVBEvWgxYh92DaPKjZGyIkp/zp4a/WGUZAAHcw2LEWkzQLS7VeijCtTZsJSncx0sPRewAclLAaM0w1teKMhiCNiuuWILx+1tAUDGXWuCaZ6DiDD0ToqNzAqEbmvUCndUzTY6aLsPwBIaGRmAVUigpFyt3+XonK+LwINkVvLNb84esqdqQNe/srINnH1zoZEXl1Q8LsyZmKudu+y5Xr7+DSxJyzgguuf865g35Yd+60vYU3jMAcA+PMCASzU2lRVUxpTKM29uqWb1X2o6PHgpFJvDnO2jZ6CQpiGwaXJwXhJhkBVSB+o8HkbaO1IMQHZ0TDD0Q6QWmVBbhLoxoJYbhTxKVQnnBiFGVmLnrG4CKWPwqtyy9v+cXlTXOkuwqcyu2aUPWUtrk07kV25DsKhSW98mFbk2Nn6aAlZjvembuuprKwEkUKCYqg6OYuetqYr7rycSHMsd7Sa+vrVeoPJO0XET9+0VM3NeKJxTBnMrgCUWZuWM/JkVm0HQ/0uV/PD4u2r7VyMEQRluGT0oG0ux05CY8bxpcgsEsY7RlSDf5iaxa1der1dHR6WX0QKQXMIgCF0+LaMZbxgSLJt6LLKRzzwsIeEMjsQrp3suKZIespaMi/g8Lmexr4uyt2uRT/4fZqbtzf9cnF7r2Ula/NYLraUQDkeJvkI4asVtSXDR4a+530549SBafB2Mv6euVHhaBx/5Oy0YnqBCym7tYultQVSif4afsxov12TI6OicgeiDSS9w1+9t4hNMRBIW4KuFzbc/LihhUIzN3f53ezIqk3adRs3xIzs7de05Lzu69ZvkQ0u7TenwNByPfCG4nCpqza4cRXDBvuy8i7h/8mrKb5jHobAPNnzjznjMU2nHc8Ps+WtkRosjIuz7CaM0QS5myLu4dpSZXLI6SMlD/fhGOGdP7dKk6Ojp9gx6I9CKvX3U/Suv5gMDKYU+TycuKiHiDo7NZEWevZEWa7/oxcjQFgsqg6X5sxWkGTfeDoCJHUzTf9eMe3f+hyFPLDH+im1rG5n0Ijzv+xVPLdMFx2feoX58NFD1uvH+8DWnIYORwFN8115JuaOjrJX4mgd9eT8taCQTYPKSYpGTMWbqb0xkmNjZjtGrBb6T2C5rh0tHR+VT0QKQXMYgCM4d7EU1B4qqJva5th8iKCD2fFVFkSsvXYTDLpEQDL+4ZxwPbp/DinnGkRAMGs/Z8b8+Z6VDLPI5o8hNXLbxoMfDEyffwxuh/EhdANH1B1TJdiKxaRXrffqQhQ3Bd/S2kSefg/c0tSB436X37CC1dSmDRor5e5qGpXoIj9DySPUMmZiRgteZZuYOAMQkIUHLhGNyXXd6Xq9XR0ekjdPluL7PgwpuY8CcfFL7HymH/Zuja0UiqCdCyIkODo7EKKeKdsiI9csH1rUZS6qn8ssiiLRNodDhQFYGYwwRemD92I5Ki9KphVk4tU6TNlpm57bsdlvhCgniqiGT9FVx1pumLqZbpQnu/hBwK0fKHPxJ88I94ZzXinQIhn5XgP/5Eui1/236DIsOy24g0WiiaGua1mtGkjWJurky7lbvRpgUphqrJfb1iHR2dPkLPiPQyHVmRUKesiJJ73qhKeVmRy57+U88sJGuEJdkVzemyUwNh2GnSpLudtusNTni1zEFwz5+Pc6RJ691pA9/yYtJxA8HddtJtaDJeT7yvl9kd32oC64M0fuRiWe1omgocKGL2dKOoFIejjNvbCiqUTAH3Dbf17Xp1dHT6DD0Q6QMWXHhTtldEZeWwfyMLmdxzAkIuK6KkXGysb+DVjfXHfhFZf5B0VNScLjv5iBSGUppqptN2vcEJr5Y5GIqM9PE9eGe3IltUPigu55G6U/mguBy1QGHQdD+Rx/+310ton0knwzy/2ZoLdBEEEEBUVazGFJm4EcPIGceHDFlHR6dH0AORPiA/KyLhO0hWZP6G2zFnLFg8y/jpf/5x7BtXvTNIi4PwLS9mrK+VskgEu5ikLBJhrK9Vu/MWB/Wqj4iuljkIvtUQrifSaOETTxnNTnvOg2PryAHUv19E43sSgd9e39crzefAbiS7Fii5YvEOpQzkbOoFA5RMCOG++Ly+W6eOjk6fowcifURHVkQ4aFbEni5k1r7zUFJOkkqUBct3HdsFiAaa607JeVXMH7uRG0et4ZKqzViNaU3F4JzXq3eqUyqLKCh7F5v3gU5qmTQ1rm0nlFomj2xpzOxMaZ4bnUpoe5MuogmtbONILu8/WZHqJQQevo90VCQZMjF+fyvmdKZTMKK592ZiRgxmtU/ce3V0dPoPeiDSR+QraLr7iggIDA2MwZyxYfG8xkPrnz6mWZHAokWE31mHwazdtUp2hXRUpP79IuSkgcKzTsH9g18fs/0dDr9e+Si4X8mpil4wunmwqJXXhy0kKcVOGLVMHg5P7vfiiiXyMguKKLBpcLH2+zP4texJX6PIBO67jcaPXOxcUcoKKlg1ajDOeJKSsObeWxaOMLdiG2WnBbUBd8eDTb2Ojk6PoQcifciCC29CPXAB7b4iB7N+n7VvLkrKRUqNsGD5zmO2b4cnjmTPICe1i1ysVdLKMVlzs9JvzDlm+zocOs+XMadtzNl9GTf4i/lqJpDzVhH8F/Dzmd/s1XX1Od4ZRPxu0lEjp/gbMAjdSxzJkKa66heTeH2rcTgbkewZ1hUNpCZZREKSaCm0I6pw9rZaTqlpxv9hIY6yZJ+59+ro6PQf9ECkDzGIApdOGpnLACwc96fu1u+BsblekYc3PHNssiKdGiDVAqVbA6R39gGkj3/Xq6n+NTV+/Oom4nVXaIqZ4GgKFElTzOz+BjHfTYSbzmRNjb/X1tQvEA24r76BstOCVExtpbQtmtdY7E7EcZRlm3f7Q4kj0pQbptjVzj3kMOM9u8O9NzL4ZhhzUR8vWEdHp6/RA5E+5q7Z36JKnA+opC1BfO7qLiZnhmyvSBFtgWHH5kKcbYCU7ArbRxflNUBuH12EZJchXNerqf6H1j2NZeDzWMufoTQ8PE8x44kOxujYAZxgipl2Zv4YR4WF+veLujUWj9vbN43Fh8ThIbDbBsAgezgvaCoRotiKM3hnt1L2X1f1eulPR0enf6IHIv2Aq6aMQTSFUFJOVgx9tZv1u6etkpjvetSM69hciCNNBHbbiLUaqY8V5t211kcLO6S7vZTqlxWVNVtLUFKakZlgiOWCMQWFJocPOVEGnGCKmXa6DMFrbyyeP3YjdkuqTxqLD0Xgo3oaP3JR+1YxI6v9eVOdR20N0FrtQBo4EPeNt/f1UnV0dPoJurNqP2D+qEt5rXoPH7YuJW1tYq9rO5WBMYgYUJBpsu9HMBoxOnZQ2zric+8v8NJrNH7kAkHFOTRJ0mlEzbpdOqNJal4voXJOC1IvpfoXLN9FyrQVpfEC5sQlbOkCBARUVGJSmJVVz2BVLZhbvndiKWY60Z49cIQWIykKgd02HGUJvBdrQYj7B78m3dBAZNWqPnVZlXd+iNEqk4kZEYEpch0gICe0ICmw04bzltuR+kHQpKOj0z/QMyL9hPPGVCGagigZKyuHPc1eVzUZIYUsyIgouAY+g2Xg8/xr87Ofr09EkXEoq3MzZlQBREFFVBSKw1HG1zUjpwxEgmW9kuqXFZWHN/wby8DncZa+ytDASbmyjIBmfhUXBESTnwkjmk4sxUwX3D/4NdLPNxPwaKoU30fj4Mu/wT17Euk1L+G75hoa7/xFn82fCTy7kJYnXkPJQMogstbr4T+Vw1jjGUTKICKaZDJxI5FGc5+sT0dHp3+iByL9hPmjLuW0gqtBkUhKMWRRRlQNSKoJb3AMs3wXo6QKCKfCn69PJDdjpoXNQ4tpKbQjI6IKAkZRZcSsJk1W+Y3reiXVv6bGT1tgGEqqiFm+izCqUu45NVuWSdR/jUTD17jhlCt7fD39HtGA45JvInmKSDe24vvebcQevBHfTT/WBuR5inCccUafLE1evxSjNYOSNrB5SHFe79FmbzFDZh7QPlunDeqT9eno6PRP9ECkH1HuLEI0hVEyVjyRivyGzUgFiBksntd4cN3TR7+TTjNm2lzdZ8zYijO4h8VgwLDP+3YOi+a2BEbHDhKNF+Bpq9CyIFlkIcPKqmewlL2CLTPmhC3LdEUKfIR3ylYMJpl01IjvzZKc7HrQ+G1Env1br68p8OxCWl5YCwLIVoXmAnveZytosSBZFe2z1R9kxjo6Ov0GPRDpR5xf8VUSDV8jvu+bNNnqchbnKiqoAlZVQEkVsWGn5+jLM/1sxswy30tYBj6PZdDzNBXU5tm6+9zVxAUQTX5mjD9wQpdlcuSm2pqJyxJrvR7eOsnLWq+HwkkRzfL9/sUEnl3Yq8uS1y3BaNUm6X5SWoYidPpdZXuPNJ8asX/IjHV0dPoNeiDSj5hSWURB+nTUTCErvEuISW2oqAgI2NIFzNx1FTHf9QRjaW5Zev/R7SR2gNZqO7Vv9v2MGVlRWbutVFPLqCqiYkQRZNJCCp+rmneqFpGon4fQOp8FF97U4+s5LshKr83OFJsG55c//rN/JOmoEaMtg7x+aa8tKXDf/9Dy4joQIG1WaSmwa8PtsoiqyskHGjR1j39A/5AZ6+jo9Bv0QKQfYRAF5ow3Y/M+RNrWiNauqZ3QRUQ80cEIxjA270OsCt7P3SseObIdKDKBP99By0YnsZSJLd5iwi4TZeY2JjY3YpIV7WJR+LVe6w8JqJtINF7AzD1X4A2ehFE1YVANKKJMSopgKXuFy8eeo2dD2ok05SzfgzZrXvmjpcBOyiigKtDywtreyYpUL0Fe/ShGW4ZY0sTKKi+KmJ8NKQnHMMmKNuDu6u/2C5mxjo5O/0EPRPoZ7pJaRJMfJeWkyb4/r1TRVFCDdcgjuecXr99xZCWaTvbbmwaX0OhwEJXN7IkNYP2AgRhtmew01Lk99O7yeTBrYmYZ9DyeiLdbT4ySsSGa/CSk6l5Zz3GBw0Ok0UI6aqQoGe8+e6a8FDlhxGCScRi39OxaFJm6235Ky0YnKUHk3VGDSUrG7tmQ1gYycSMGuwQzf9yza9LR0Tnu0AORfsat06/BFLoQEFg5/Elq3NVEpRAxqQ1PWyVzdn8dKVYKCKhFrxxZiaaz/baju/12xdmtFI+J9kozoayofLy1oyyDSicTMzmrlplHouFrnF/x1R5fz3GDdwbucSbKTgtyhrkGUc2fPdNSaCNlFDQJ9tLHe86mX5EJ/N/3Ce8UQFBZXzyQpDE/CMllQ9RsNuTam/VsiI6OTjf0QKSfYRAFLpowPDt/xsKLZhON9v3Y0gU40k6q/BO5vPoWrEIKJeVk5S7f4WdFsk2Ckl1hkC3ffnuQLYxkV/K260kWLN9F0lSdK8vkm5i15dQyDkVXy+QhGmDqzTjKEiRrzZSEY/lZEUFgw+BSjLYMjuIw1Lx77NdQvQTuG4e87kWMtgwp0UBLga1bEGLOZLRsSMyIwaZnQ3R0dA6OHoj0Q34561uc4bopa+teiCc6OM/ky54uZOauqwABsfjVw8+KeGdA4SDSUQOjtnWx397mJx01QGF5jzcTdjYx61qW6TAx09Qyk0Y06/0hXZn5YyLNBWTiRia1NEDnOFQQOOCwYR8UJ9JoAd+qY7vv6iXw7NUE1gdp2egEFTZ7i7v1hZjTGc7cvr8jG3Kdng3R0dE5OHog0k9ZcOFNFJiN2LwP0VRQkzcIT0BgaGhENiviOvysiGggfeod+JYPQGgTmdZax7fKP2Zaax1Cm4hv+QDSp97e4xeMziZmn1WWuV43MeuOaMB9/ixKJoSQ0ioiXX73AoR2O2j8yEXdY8dwcKEiw9IfAJAZoLJ8zFCWjBhJo8PRrS9klq8WmzmlZUMKbHo2REdH55DogUg/xSAKnD7hAKLJz4ohrxGVQnnBiFGVmLn7SkA9oqxIpMmqmV8VgHd2K7biNN7ZrUgFaIqZJmsPvaMOmtsSqBkX8borPrUso5uYfQqnfRuDWUVJGyhu61SeUdXs9wKgEl5TQ+D+3x6bXpHaVRD3E9htY3HTeBKdG1M77b8kHMUQE0FFy4bc+v/0bIiOjs4h0Yfe9WMWXHgTE/7kI1m4mkUT7+XqtXdjVE2AlhXxBkdhFdLEO2VFPquM0T4QzTFjOlKqRmtgdXjw/rCSyOr3e2VgWvsEXYOlEY9/Yl5ZRpVtxFWLbmL2WVScgaPCgmGjzIR9LWwcAq0Ftmx2CVIGAZMMRmsG+e0FEH8C5t4LYy46+n3WvEtgt43Gj1xEJ5g6gpBOwYg5k2H8/lYQVE0pM+G8z7dPHR2dLzx6RqQfYxAFZg73ZhtXJXyu7XlZEYNqZObur3OkWRH3/PlI5YOh8kwYfylUnolUPrjXpra+7nsRgxQkExnZTaLcXLiLeN0ViAd0E7NPRTQQMc9GThqwW1KYrBkUQUAxiLQU2nl35BAyZhUEaNnoJLA+CM9eo/V4HC0COMoSGEwy5nQmr0lWe15zvbGZU6AKFA7L4P7ZQ5/nXero6JwA9FggUltby7e//W0qKyuxWq0MGzaMX/7yl6RSqZ7a5ReSBRfehNJ6PiCwctjTZIR07jkBEW9wNFYhjZJy8t6evZ9vMm8vcPeKR1i87z4sQ+/H5n2AlcOeosa1jYgUoqZoEyuHP4G1/BnumHWxng35DNwXn0fZaUEGTffTKtrzMhRJycibI6t4vWIY66tKMZZktOeW3X70ZRrvGTRvKkROGZi2p64jGOmkvnJGk7mSTPlPvqOXZHR0dD6THgtEtm3bhqIoPPjgg2zZsoU//elPPPDAA/zsZz/rqV1+IcnPipjYe8isiOYr8sf3/9V3i/0MZEXl+ffsWpOqkGZOzVeZv+F2ABZN/B2vVz5PHBOiyY/k2NXHqz0OcHhwlCWof78IZySZn6EQBJRsQNJY4ODtcBWgQrhOs4k/Cur+7yHCtTYQVOxJmbO37uWcLbV4suorT1ukw7xMb1DV0dE5THqsR2Tu3LnMndvh0FlVVcX27du5//77+cMf/tBTu/1C0t4rQuF7rBz2NEPX3o2U6xUR8USGIpqCKBkb/paKvl3sp7Bg+S5ihmrkuiuYk5CpDI5CxIAt6IDdV/KCoRiAm87LMG/kvD5e7XGAdwYRfzHpqJHxyWaCtiH5zqbthnUI1McKCey2HfX027rbfkr4nfUgqKREA5sGFxO0WXHFEozf34JJlik/4wDWcRkijRbctz6oZ0N0dHQOi17tEQmFQhQVHVoFkUwmCYfDeV86nbMiIeKCyl53df5kXsCUtiMaY7y8651+WZ7p7B3i8rzI0GwQAllL9+gQjI4dqBkXo+zn9PFqjxNEA+4f/Z7CihimjMqX9tZizmTyFCyQnawcTNH4kYvAbtsRG9YFFi0i/NJSELQp0NqwPUdu2N6mwSWAQPN6F1iLcN/xoN6gqqOjc9j0WiCya9cu/vrXv3LDDTcccpt77rkHp9OZ+xoyZEhvLa/fk+sVUYysrFpIzBjJTea1p518adfXUdKFJJU2Pth9oNvPBxYtIt3QkPdYuqGBwKJFvbL+zt4hs/bNwdjpo6ei0OTwISfKgA5Vjc5hMPYSyv/7akomhDCpCmdu348nFMGUymBOa1+lIW2ysmTPYHZlCLy07PBfX5GR176I0ZoBVSBl0IbrdR4PELRZQFA1+bf7Uj0I0dHROSKOOBC5/fbbEQThU7+2bduW9zN1dXXMnTuX+fPn893vfveQr33HHXcQCoVyX/v27Tvyd/QFxSAKjCopRTS1ERdkzLI1N5lXQGBwaBQISSyeZfzx/cfzfjawaBGNd/4C3zXX5oKRdEMDvmuupfHOX/RKMNLuHZIKjcfTVpFbO4AsZFhZ9QzW8mdwOiK6d8iRMufXGMbMIhMzYrek+NqIzczZs4ezt+7l7Gofk33NWI1pBk33U7/aReMDz1N37Vc+s2k18Oefs++80bS8uA4ETQq8aXBpNxdVVywOqoDBLOM4vWddeXV0dL54HHGPyK233sp11133qdtUVVXl/l9fX8+XvvQlZsyYwUMPfbqUz2w2Yzabj3RJJwwzPF9h04ZGTEWr6aonMahGrKqBeMrJ9obyPE8RxxlnIA0ZQnrfPnxfv4xBt3yV+gUvkG5sRRoyBMcZZ/T42ksLLEiuNVhK3qHJX4XNPx4RAwoyPucOklIMkZjuHXKUuO96Gtz/g+PAM0hihrJTg9S9N4CUQWTT4BLCThOuPQMZm2jFJMiEP9wNXxlJ+S2Xwklf0Wz9O/V01N3wDcLvrAOMIKjEkiY2Di2hucDezUW13TdEThqI1CZwT+mDA6Cjo3PccsSBSElJCSUlJYe1bV1dHV/60peYPHkyjz76KKKo25Z8HqYPG8CD622IUph9zh1UBMd2yorAzD2Xs9TVSDpWwJoaP9OHDQBAGjgQ751X4bv1HtKNrfh+/g/t8QLw3nkV0sCBPb72yV43giGOkirgg6FL8LRVYEsXEpPa+KDieZRUAengGfz5Gzf2+Fq+qLh/8BtQ/pf0q7+neenDAGwaXEKzUyulJBwSymCY7GsGQSW8xwR/eYbyaQ+AbQBM/jYIKnWPvUd4TW2nxtQSWgpsWibkYNN1FVnzDZk6DPdll/fNm9fR0Tlu6bHIoK6ujlmzZjF06FD+8Ic/0NLSQmNjI42NjT21yy8806oGICVPQsnYWTH8qW6eIp62SjLhiQjGIA+te7rjB6uXIC3/PoOmtuS93qCprUjL/+vzmVwdJvd9+ATm0tcQpCjT9l6ELV2AiIgtXcC0vReBmCEdmshaX6DH1/JFJt3UjO/3SzQbf3uGsNOU18/RUmjnrZO8rB1aRsooEK61UfeBC2IHCDy2gNYH/p4LQjoaU+0oBjE/CCGbDalr1oKQqiTlj77U+29YR0fnuKfH5LtvvPEGu3btYteuXQwePDjvObWrI6POYWEQBc6a5GdVMEo85WKvazuVgTG5EkdTQQ2SqwbJuZGPY37uXmHnlzOvJfDH/8ZsNVL74QDWeT0EbRZcsQTyKpVR5zYjLbsdRl/Qo3JLf0sFSsaGaIzhaavIV8y0VSAa4xgdO2hum9VjazgRiKxaRbopgGTPMGi6H9eeQSQckhaMqKrmLWIy0iTZaS6owKQouKIJJr1UjyFuQDDICJKMmjYAKkGbNRfI5KGqeKJRTBmVwooY5T/Vp+vq6OgcHT2WEbnuuutQVfWgXzpHz4ILb0LwXwCorBz2NDVFm4lKIWJSG562Sr7ir8IqJFBSTp5bvwP/b75L43smfG+VsK5oIM1Oe052+YmnjJrXi7UG1qM0uTocZEXl5V3vEN93HVJCa0TNm7Zr30+i6TzSwSm6YuZz4p4/n7L/vYtB5xipf7+Isb5WSsLRDklvJ48RVdQMz5qcdlZUVPJhpYfXThrOa6OH83GFh5TBgCuWQOgsB1ZVRFmhJBxlYnOj5qA6S9DNy3R0dI4avWnjOMMgCsw7eaTmKaJaeLloD40FNdjSBTjSTir947JTeQUoeoW/SqswmGVSooGWAls32aWcMhBptByVydXhcsvS+xFKFmEtf5pZNfO6T9sd/hQm94e4C3XFzLHAfdnlJAtmkI4aMSkyQnvs3zWz0cUS/kCBVoJRRJHmbAmnqcCmhYyqiqBok3Vnb/Vxmq8RMSJiMKtw0V/0bIiOjs5RowcixyG/nPUtJtuuJ+a7nnRwGp62yrxSx9DgKKyCNnjsuYFmtn41yuahxd1kl+WOEGWnBTW3zSM0uTpcZEVl9aYBWVv3FN7QyLxpuwBx1YBo8jNpRLOumDlGuC8+j8KKGKjtPh8HL6/kELo0omYzJnTqDVENIq2FWQMzVaCwIob72z/UfUN0dHQ+F3ogcpxywylXomZcADTZ96Gi5J4zqhLzN9yGOWNlYDrDgUKBNpcp70JjEBTmVuzQghCrW5Nv9gBravyEIg7idVcwc88VGNSOtiQVlaaCWsBAomku159yZY+s4YTE4aF8WpDCihiuWCLfbbXToLpuE3Q70yUwAS2TFi4wU3ZakPJpQRgwrGfWr6Ojc8KgByLHKVMqi3A6Iti8D7Fy+FPIQib3XLvb6qxdV6Ki8i/JhT2cytX6BVWltC2GMZENXqbe1GOp9YfWPY1gDGKwNOKJeBE6feQyKKwY8jqiKYjVWKCXZY4l3hlQOIjyaUGmyXs7BtOFopSEI1ouqj3Q6ByMHCow6fTZGezKZtGgxzJpOjo6Jw56IHKcYhAFZow/gGjyE1clfM6deVN5BQSGhEZBWyG/ejLDhNpWyiIR7GKSsohm+e1bXkxaLuqxRsO7VzzCx7GHsHkfQk6U0WTfl5uRoyCz172VYNMlJBq+xrcnfF0vyxxLRAPMvRcQGDAwzmRfE2dv9THZ10jY2kkJc7C+ka7NqYqCRU1jJcXwwlbOHZidjFxY3mOZNB0dnROHHpPv6vQ8Cy68iQn3+aBgNSuHP4lnw23Y085c74VBNXL+tsspDv2TRpeCfcou5kdjhGQrQYtdmw1SfDnuHsiGyIrK8+/ZUUqLsAoJ5qQSeCIVxKQ2BAQaC2o1W3fVgrH5Zm6ZPfyYr+GEZ8xFcNm/cC+7DQgSqTcRqbPhiiVoljSTM0FVMaUzpCRjTuJrTmcAodNkXaWjlyiHAHN/pzep6ujofG70QOQ4xiAKzJ80ksX7XiWhiiyaeC9Xrb0bSTUBmsmZWRnLU7Ps7BgZ5aKIqGVBokZKTk1jOG0e7h/8ukfWtmD5TmKGauS6K5iTTOX5ndS4t/KiyYJVtSCa/Hzt9KieDekpxlwEoy/AXbsK96JrCGwO8qVkhNUMpVW1U0yUk9V6Pk4M5oDJRgkRTpf2YkYGJ+AEg1nND0IKy7UgRG9S1dHROQbogchxzl2zv82qf31EE+8RV03sdW2jKjAu14uhIFMWGI9jbQPJUIJoogW7PYVzhIT0/bt7ZE2yovLwhmewDHweKTaIoRt+gphdj4gBT3QwBucGYr7rOWuin1/O+laPrEMni2iAqrPgwr/ijl+DG5jP5rxNhuM/+M9Kdhh+DgyZCo5SKBjYbS6Njo6OzudB7xH5AvD6VfejtJ6PZnL277zG1XT8DZK0ImWMhGx2NlcU453diqTW95iJ2ZoaP22BYSipImbtm5MX7aqoNDl8yIky1IyLG3SlTO+RLdVQ2GW2kNDlNGArhmk3w7Uvwx374PInYMYtMOEyqDxTD0J0dHSOKXpG5AuAQRSYOdzLquCrxFNO9jm3UxEch4CAkmmEbBOrKgi0FZqQ7Fm1TA+ZmDW3JVAzLuJ1V+Bp8+QrZYR0Xm+IrpTpZbKlGnyrtd+/w6NlO/Z92PG9nvHQ0dHpRfSMyBeEBRfelM2KCKwY/jRydiCeaCyD9gm9qkphKEU6mv2195D0cpnvpZxkt6mgNk8pU2OJEM/2hswYd0DvDekLRIOW2Rh/qfav0ZT/vR6E6Ojo9CJ6IHKsUGSoeRc2Paf9q8i9uvv2rIhoChJXTfjtW0CVkWznIkpVKKKZ4qgm261eUUJaHNQj0su7VzzCquD9OcnuCu8Saoo2ETEFqSnaxLujFxCvuwLhwHwWXHjTMd+/jo6Ojs7xhV6a+Twospbi3voybHgakuGO52wD4Pz/B+Mu6bXlLLjwJk7+815wrCKceYaxLRBwVdBSNpRXRn9AVThM5UKV4pCBFxPjmX+M73xlRWXx+h0oDmeHZHfLf9HkqGXRhHtJGBMIgoK1/Bl+NvkvejZER0dHR0cPRI4KRSbw2+txJJcTqU0gJ7ULqpx2YJBUnN44oeoEfHwzlN2P4Yxv4b7s8h5fVvtAvOd8r/CfsS4k+V+srzJzWtPlXLHhNuoLavnfK55hwp4Mb9nncXFGwWQ8dkmxW5bej1r0CqRczNx9ZU6ya/OPB+Dlohok50ZEkx/JsQuYeMz2raOjo6NzfCKo6qcNm+hbwuEwTqeTUChEYWFhXy8HgMCff07k1YVEfEYMZhk5qWUVUgaRTYNLCNosuOJxxu9rxSR3zH9xTB2DdexoDCYZ98UX9GhD4OM//hoTDZ9Q5giyIPo/eIITEDGgIrPHtZ0XjG4A7K7d/GHud5k7buBnvOJnIysqE/50OxSuxiqk8vxMACJSiAecmhfFVV+K86uzv/O596mjo6Oj0z85kuu3nhE5AgJ//jmN9y8GjCCoxDMSm7zFBO1W0qKoTbcVBJokB8GRFs7csT8bjKhEPqwm8mG19kJrH8d9skuz4D7GplCBP/+cKS9vRbIbGDBbpSzuRchNuzVQ6R8KpW3YvA8hmPz88K1d3Me9nzsYuWXp/YjFr6KkCpm56yqMqpR7TkWhybEXKEbNuDi/Yu7n2peOjo6OzhcHvVn1cFBkAn//Dea9T2G0ZkgZRNYOLWP5SV6anA6SkjEXhAAgCCQlI8tP8rLWW0rK0JH5MFozOMoSpBuaCNxzA1QvOabrlNc8g9GaIZow8Wz1BBIHniYVeQlViYOqgGjjBweKOW/31zClHUiu9fzPmw8jK0efGJMVlZW7fABYhQze0IiczTyALGRYOexpbN6HcDoiumRXR0dHRyeHHoh8BoE//5zW68bR+JcnqV9hpPx0P5uHFtPstKMYxLzgIw9BQDGINDkdvDtyMFGTkXWVpbx1UgWvtIxi54oSGj9yEbjvtmOmsAn89npa1kogwGZvMU12B4KSQkntJhP9D6ogICIiqRIVwbGctWc+SqoIf2sla2oO4ax5GHyw5wApWUFJFfKlXVdiyMuGqPjc1cRVgybZHa9LdnV0dHR0OtADkU+hvRQT2JzJZRle3DOOxgJHx/TSdjpPLO1MNjvy7sghNBU4iMpm9sQGsK5oIJI9g9nUTOsvv0vg2YWfb7GKjLxtBUZbhljSRLPd3mnCKihyQ16WQkDE01ZFzHc9asZFc1viqHf9kxW3Y/EsA1QGh0bl7UdFYWXVQsBApvU8XbKro6Ojo5OH3iNyKBQZR+tTGMwSsaSJLd5imux2FEHoGJXefqFXVURFxSDLpKWDNKAKAopIbntVEAjZzQwa4afuvSIy8fdh0fvEnvsL5b/7LVScccSNrIEH76XlYxNGa4Yt3mJtne2oKmbVjoqaCxJUFOqNGdSMC4Bih/lIjxAAdy1/mDbpQ1RVxCrIiGr+umVBJo4R0RRkZIlHz4bo6Ojo6OShZ0QOxTv/R/NHCnLSwMYhJTQ4HCjik5mDtAAAGDFJREFUIUoxgoAkK5y71YcnFD14dqQ9eEFzOHVGE+xbWUQmno0FBZXwRj91N18Dvx9+xL0j8qb/YLRmyMSN+M3WvPWJqsq07ZsoCG0iI6RICylqXVtYNfaPiJa9AHxv4VvctfyRI9unorJo/Q6UlBNLxsL8Dbfl2bmrqOx3bgcVEk3n8ePp1x7R6+vo6OjofPHRMyIHo3oJdfc+QLjWBoJKa4Gtew9Ie5AhCAiqiiumlTbG728BIGi3kDaIKNltUFXM6Uzu/36blTeGVYEg4IrGGb+/FZMiE661obwRx7H5Btx3cFiqmsBd36BleRNGG6TNKqB2ZGxUlaJIjKg5ypT1D/LPOUb+c0rH09YhjxHfdx3p0mdYvM/P2mfWsvSKvx3WYfrykzchFr+HknIxc/fXsaedeWWZjJBmxfCnEaUYJoPAtGEDDut1dXR0dHROHPRApCuKTOC+2wjX2kgZBTaVe/LLHACqSmlbBFSBsN3MIFuYKc792E7Tpt6WJwMAmAenecs/jLo2J85IkolNjVRXFrNfcuaVd5qcDpqcDkRVpbgtxoR9LUT2W4n95FbKl17w6WWazS8iV7+N0WYnljTx7sjBJCVjXvAzaW8LITssmQkvuW/EnHkCq6oyc8/leCIVNNn3sVJIkFBFapMr+cq/b+blr//9Uw/TV/59M83qe9mSTIqhwdFdekNU9jp3EleNiMDM4V69LKOjo6Oj0w29NNMV32rkYAijLcOm8lKanPa8sgqqSkk4yrSmeqY11TF7y15mUUv5mDbcw2K4x1koHhOleEyUgsIUZ8k+Zm/Zy7TWOoad0UKrYO9e3sn2nSiiSHOhnU2DS7RSzW4j++afdehGVkWm7qc/pmWjk5Qg8u6oTkFI7nXBZk5REoZZlioyiQri+65l5p7LqfSPx5FyURUYx/wNt2HJWFBVEV/qXb7y7+8d8hB95d/fw5d6F1UVcyUZYxelTFQKsXL4k4CAeuACvUlVR0dHR+eg6IFIFwJ/u5uWjU5QIWQ351/UsxmGifubycSMuEdEKTstiHtYDAoHwWVPwE92wbUvw5QbwVyIe1iMstOCDJquNaY6o8nuyprOCAItBTZSogFQiWw5QOMv7qLuhm/kb6fIBP7na4T3SCCorC8eSNJozC8hqSquaBJUKJkQIn2h5maqJIZSGjoJMWd0JmBPO7sEIyu7BSOyonL24zfiS63MC0K6lmRkIcOiidpsGdEU4tJJI/VsiI6Ojo7OQdEDkc5seRF5bzVGa4ZYyoQK3RtOETBlVAwmGWeVivsb12mBxw83af0c7SPWz78XbquFa1/G/ZM/k4wWkokbGb+/ResVOZTcF1BEgU2Di6H94i6ohN9ZR91VX9Ym+255kcB3RmBuW4Vkz5ASDbQU2roFIeZMhpNbG8jEjRgK7BgqTtdezhikuWA3Kh377hqMAPhSK5n9+P9v796jmy7zPI6/f0ma3hsCbWlL23BTqm3pIAhy0/WyKoflsipeBp069cyZma1HkNUFR93Czih0ZnXGBQZhnME5o6yiXFQ8iggKq4BWpEpRQUAiUNpSKEmT0rTJ79k/UiqlqIC/9IfN98XpOZKm+X0egidfnt/3eZ5f8v6X9ZS9UkXBgrup4/3vLEIUCrdjNydUDJqm01sbzexrSn7wWyOEEKJ7krNmTtJDNNwzkJotcehJOu/k9v1mhuGUxs/eHj9Dv64BpZFx3504/+3hs3v9qtU0lP8aX7WdYzVJ7MgObw2PUgRs1vbbM+2UQtMVqT4/RQfCjawojbheAfRWjRavHWtsiOyxR1m1r4CapKQOy4ljg0HG7jpIQmwLzoF+Uv/zz4QuncSweS/RkraQeK35WwuJphgvy4vmtZ+WG2pxoPQYbHH131uE+GM8vFRUzgllB+8oPr1/nsyGCCFElJGzZs7Hpv8m5A9gi7fxQa8+HW9znFKEFB6qA6WRchE4fzXr7F+/YDLOu7bh3Pw/WLbC0P3hM2hOznpsc6VT60jqcE1l1TiSksSObI2h7lpA0Xw0vN9Hi9XCp5m9eb12IHpSxyLGoiuudu/HHqsTbLJhvfRqKJiMFZh0hY8VB47RrCy8VFTeqaDQ0EhoTWHKJzPbbq80YbV7AIhtTeDqPT8l93g+Wtuvk04tQpptzVi0Jm4eMkiKECGEEN9JZkSgbTakPzVbEtCTdN7qNyC8Z8hJSpHh9TG8rppgk42Uvk30eXL++R1Yt3M1vP7vHNoQDC8PBtAULRYrGy5xhbeNP41F1+nV2IQ3Po4eTeGlvp/kpHEkJbHDLMjJpcTpHh9D3XXY4oM4x/Qjdf5bHV5vwgul7A980+dR/NHv2vtF2oeMQqFzMGUXIUuINH8uscF4bCqmQwFy8rmnFiGaptM39sqzXgYshBCiezmXz2/pEYG22ZBWbAlBtvfK7LwraWuQggP1bU2fXvo88dT5n5qbPxke2E2fRc+R8cuJJOUlgdKwh0KkNTaduWdE0ziSkkjAbqPWkcTb+X07FiHQPmuT4fNReLAeNBXuDRl7T6fXe+32haQzCk3TabY14+7xWYd+EQjPjFiwkuO9hL7HC0hqdZx1EeKyj5UiRAghxFmRQkQP0fCPxe1LYE9v+rQoxZX73CTYW8If7KN+Fi4mfoi2hlbn/eXkrNxKyoBWQKPw4BHSvD4sut65Sfa0pb5n2mAt0+djcv8qEuNawrePrroM5623nTHCW3c9jd5YgKbpvDtwGft7VKETOmNBcuptmw6XPGMRcuX37kEihBBCnBTRQmTixInk5uYSFxdHZmYmd911F9XV1ZG85LlzbybU2IwtPsj21M6zIWlePzGB8H4cadfn4pw+19jrW6z0+cOTZFx+nJ4ZPi7fX8eNVfs6bhX/fZTC3hok311P9ZaeZI1sIONXN9Fn8fPf+iNWi8atBf8MQCCmiTfz/sbfhz2CP8bTqRg54yVR7O9RdYYiRGZChBBCnL2IFiJXX301y5cvZ9euXaxYsYK9e/dyyy23RPKS56zhldfD+4ZocPzUfUMIN30W1YR7LYJNNqxjIrQM9dKJOB9aTM71Gil9m0BpFB6q67zM90yFSdutoyt3H8QeCtHqtxEY+Auc0x/73suW/VMJt7jub58ZabY181JROe4eVejoHQqS0/97f48q1l7yDM22E+09IVKECCGEOFdd2qz66quvMnnyZAKBADExMd/7/K5oVm195qe4F1XQ6rexzZVOnSMJdXrTZ0IQ5w0jSJ37XEQytNND8M48Dv1hCd79CYTiFZXpGRxPiMNxopmQBscSE1BtK1HCy3ubKDpQhz0Ufhvj+vak35vvn9NlQ7ri+ud+TZ365ufsrYlcvecOsj2D0NAIWE8QG4xDaXDQsYt3Bi6jJaYJgMuc1/H3iX806A9BCCHEj90FuXz32LFjPP/884waNeqsipAuUbUa38Z36DlC5/Wv8qhPSgwvqA3ppPqa+EldDbaEtiWwQyZEPo/FCtc+TJ9QMwn/eIakjGb61HjwVdvxHWpbYWPVie/Zgi0hiP9wPHpLeLVLQkYztpyL6fOPted8WatFY/3Pnmb2hr/x4vYvUPavIWUnay95BgClWwk298ZqP4rFFmj/OXswh1ljSpgy6MKa5RJCCPHjEfEZkZkzZ7JgwQKampq44oorWLNmDb16nfkU1kAgQCDwzQed1+slJycnMjMieoiGXwyi5v0YtvdP5/BpG4L19vgZ6q4NL4G9sQtmQ07XtsyXpnoAGvYmEApoOFwniEnUAWj1W/C447EmxuL89z9CweQffNmQrpi/fjeLt/8vQfyARtBbhAr2QLMdx5byCXE2C//6k4v4r2s6r8gRQgghzmVG5JwLkVmzZlFeXv6dz/n888/Jy8sDoL6+nmPHjuF2u5kzZw4Oh4M1a9agnb7qA5g9ezZz5szp9HhECpGv/o/WP0/EvSGVN3MHELB3nByKbQly/b69hAI2Mn41Cef0ecZe/2zoIXBvBl8tJKZBKAhfb4YGd7ho6pEDfa8Mbyn/XSf0noeQrti69yhb9tWjFPRIsJOaZCfDEc/wfj1lozIhhBDfKqKFyJEjRzh69Oh3Pqd///7Y7fZOjx88eJCcnBw2b97MyJEjO32/S2dEdrwMK+6hqd7Gyi8LOu5q2jYjMuLIofD26OUvhj/shRBCCPG9ItojkpaWRlpa2nkF0/XwLYVTi41TxcbGEhsbe16vfc6SeoezeOwUHqxH1zSOJiWABtkxHvKP1Yd7Q5ITwTWqazIJIYQQUSZizaoffPABFRUVjBkzBqfTyd69e3n00UcZMGDAGWdDulrDK2+S1GQjKaOZeGsrl++vbf9eTGKQrJHHCHjsOGcsMvy2hxBCCCHCIlaIJCQksHLlSsrKyvD7/WRmZnLjjTfyyCOPdN2sx7doeOoRap5eiS2+J2gQarFiSwiidAg122j126je0hPXf0z84buoCiGEEOJbRawQKSwsZMOGDZF6+fOnh0jyrCAmMYi/2c6O7DQ8ibE4m5vJd9eTEN8Cmkar34bPcgVOs/MKIYQQ3ViX7SNywXBvJkavxnWNhZd2DqYuKRGladTYbOCCKfmfAuDr/yDOKVNMDiuEEEJ0b9FXiPjCvSAxiTpehx2lh1fKKE3D67C379HhHHOxaRGFEEKIaBF9p++2rZZp9VtI8bSgta1e1pQixdNCq9/S4XlCCCGEiJzomxFpOkr9Z4k0fJlIfks9uMDrsJPiaSHfXY+7NhXXJBsxsmRXCCGEiLjoKkT0EA1PPcSRTx20WC3sdKXi7WEnw97IRXUNWEKWcJNqyk04ZcmuEEIIEXHRVYi4NxM67sGWkMi2tD7hRtWQxr4mO75ecYzQwzupOifdaHZSIYQQIipEVY9Iw7N/5sinDlDgSYpFad80qh5PiAtv536pv72hVQghhBCRFT2FiB4iSX1ATGKQphY7SgEnj9lRCmfgBA7XifDvpVFVCCGE6BLRU4i4NxNjOYrrmnp2ulIJ2GzhQ+6UIrY1yE/qasLPS0iVs2WEEEKILhI9hcgpt1sa4uK+OWlX09A0sPgsuDek0przL3K2jBBCCNFFoqcQabvd4nHH4/AHOuwf4mxuxpYQDK+YOS63ZYQQQoiuEj2rZlyjaLVkcXxvkMLmI+y0qg77h2CHtOHg/OVMs5MKIYQQUSN6ChGLFZ/jZlr9K0hMbGFK/qfEJOq0+i24a1Np9duwDr1ZbssIIYQQXSh6ChHAOe13AOHTd/XwmTIxiTquSTZ8jpvbvy+EEEKIrqEpdXIN64XH6/XicDjweDykpKQY98J6CNybww2sSb3Dq2RkJkQIIYQwxLl8fkfVjEg7ixX6jTU7hRBCCBH1omfVjBBCCCEuOFKICCGEEMI0UogIIYQQwjRSiAghhBDCNFKICCGEEMI0UogIIYQQwjRSiAghhBDCNFKICCGEEMI0UogIIYQQwjQX9M6qJ3ef93q9JicRQgghxNk6+bl9NqfIXNCFSGNjIwA5OTkmJxFCCCHEuWpsbMThcHzncy7oQ+90Xae6uprk5GQ0TTP0tb1eLzk5ORw4cMDYA/UuEDK+H7/uPsbuPj7o/mOU8f34RWqMSikaGxvJysrCYvnuLpALekbEYrGQnZ0d0WukpKR0279gIOPrDrr7GLv7+KD7j1HG9+MXiTF+30zISdKsKoQQQgjTSCEihBBCCNNEbSESGxtLWVkZsbGxZkeJCBnfj193H2N3Hx90/zHK+H78LoQxXtDNqkIIIYTo3qJ2RkQIIYQQ5pNCRAghhBCmkUJECCGEEKaRQkQIIYQQponKQmThwoX07duXuLg4RowYwYcffmh2JMNs2rSJCRMmkJWVhaZprF692uxIhpo7dy6XX345ycnJpKenM3nyZHbt2mV2LEMtWrSIwYMHt28wNHLkSN544w2zY0XMvHnz0DSN6dOnmx3FELNnz0bTtA5feXl5Zscy3KFDh7jzzjvp1asX8fHxFBYW8tFHH5kdyxB9+/bt9B5qmkZpaanZ0QwRCoV49NFH6devH/Hx8QwYMIDf/va3Z3UuTCREXSHy4osvMmPGDMrKyvj4448pKirihhtuoK6uzuxohvD7/RQVFbFw4UKzo0TExo0bKS0tZevWraxbt47W1lauv/56/H6/2dEMk52dzbx589i2bRsfffQR11xzDZMmTWLnzp1mRzNcRUUFixcvZvDgwWZHMVR+fj6HDx9u/3rvvffMjmSohoYGRo8eTUxMDG+88QafffYZTzzxBE6n0+xohqioqOjw/q1btw6AKVOmmJzMGOXl5SxatIgFCxbw+eefU15ezu9//3vmz59vTiAVZYYPH65KS0vbfx8KhVRWVpaaO3euiakiA1CrVq0yO0ZE1dXVKUBt3LjR7CgR5XQ61TPPPGN2DEM1Njaqiy66SK1bt05dddVVatq0aWZHMkRZWZkqKioyO0ZEzZw5U40ZM8bsGF1m2rRpasCAAUrXdbOjGGL8+PGqpKSkw2M33XSTmjp1qil5ompGpKWlhW3btnHddde1P2axWLjuuuvYsmWLicnE+fJ4PAD07NnT5CSREQqFeOGFF/D7/YwcOdLsOIYqLS1l/PjxHf5/7C6+/PJLsrKy6N+/P1OnTuXrr782O5KhXn31VYYNG8aUKVNIT09nyJAh/OUvfzE7VkS0tLTw3HPPUVJSYvjhq2YZNWoU69evZ/fu3QB88sknvPfee4wbN86UPBf0oXdGq6+vJxQK0bt37w6P9+7dmy+++MKkVOJ86brO9OnTGT16NAUFBWbHMdSOHTsYOXIkzc3NJCUlsWrVKi699FKzYxnmhRde4OOPP6aiosLsKIYbMWIEzz77LIMGDeLw4cPMmTOHsWPHUlVVRXJystnxDLFv3z4WLVrEjBkz+M1vfkNFRQX33Xcfdrud4uJis+MZavXq1Rw/fpy7777b7CiGmTVrFl6vl7y8PKxWK6FQiMcee4ypU6eakieqChHRvZSWllJVVdXt7r8DDBo0iMrKSjweDy+//DLFxcVs3LixWxQjBw4cYNq0aaxbt464uDiz4xju1H9VDh48mBEjRuByuVi+fDn33HOPicmMo+s6w4YN4/HHHwdgyJAhVFVV8fTTT3e7QuSvf/0r48aNIysry+wohlm+fDnPP/88y5YtIz8/n8rKSqZPn05WVpYp719UFSKpqalYrVZqa2s7PF5bW0tGRoZJqcT5uPfee1mzZg2bNm0iOzvb7DiGs9vtDBw4EIChQ4dSUVHBU089xeLFi01O9sNt27aNuro6LrvssvbHQqEQmzZtYsGCBQQCAaxWq4kJjdWjRw8uvvhi9uzZY3YUw2RmZnYqii+55BJWrFhhUqLIcLvdvP3226xcudLsKIZ68MEHmTVrFrfffjsAhYWFuN1u5s6da0ohElU9Ina7naFDh7J+/fr2x3RdZ/369d3u/nt3pZTi3nvvZdWqVWzYsIF+/fqZHalL6LpOIBAwO4Yhrr32Wnbs2EFlZWX717Bhw5g6dSqVlZXdqggB8Pl87N27l8zMTLOjGGb06NGdls3v3r0bl8tlUqLIWLp0Kenp6YwfP97sKIZqamrCYun48W+1WtF13ZQ8UTUjAjBjxgyKi4sZNmwYw4cP509/+hN+v5+f//znZkczhM/n6/Avr6+++orKykp69uxJbm6uicmMUVpayrJly3jllVdITk6mpqYGAIfDQXx8vMnpjPHQQw8xbtw4cnNzaWxsZNmyZbz77rusXbvW7GiGSE5O7tTTk5iYSK9evbpFr88DDzzAhAkTcLlcVFdXU1ZWhtVq5Y477jA7mmHuv/9+Ro0axeOPP86tt97Khx9+yJIlS1iyZInZ0Qyj6zpLly6luLgYm617fVROmDCBxx57jNzcXPLz89m+fTtPPvkkJSUl5gQyZa2OyebPn69yc3OV3W5Xw4cPV1u3bjU7kmHeeecdBXT6Ki4uNjuaIc40NkAtXbrU7GiGKSkpUS6XS9ntdpWWlqauvfZa9dZbb5kdK6K60/Ld2267TWVmZiq73a769OmjbrvtNrVnzx6zYxnutddeUwUFBSo2Nlbl5eWpJUuWmB3JUGvXrlWA2rVrl9lRDOf1etW0adNUbm6uiouLU/3791cPP/ywCgQCpuTRlDJpKzUhhBBCRL2o6hERQgghxIVFChEhhBBCmEYKESGEEEKYRgoRIYQQQphGChEhhBBCmEYKESGEEEKYRgoRIYQQQphGChEhhBBCmEYKESGEEEKYRgoRIYQQQphGChEhhBBCmEYKESGEEEKY5v8BGs88W/8yqTYAAAAASUVORK5CYII=", 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" + "
" ] }, "metadata": {}, @@ -896,22 +807,90 @@ " # Here U is a vector such that u=U[0] and v=U[1]. This function should return [u', v']\n", " return output\n", "\n", + "fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n", + "\n", + "# subfigure 1\n", + "axs[0].scatter(dataset.coords, model(dataset.coords)[0][:,0].detach().cpu().numpy(), label='u_model')\n", + "axs[0].scatter(dataset.coords, model(dataset.coords)[0][:,1].detach().cpu().numpy(), label='v_model')\n", + "axs[0].scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", + "axs[0].scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", + "axs[0].legend()\n", "\n", + "# subfigure 2\n", "deriv_eq_estimate = np.array(list(map(dU_dt_estimate, dataset.data.detach().cpu().numpy())))\n", "deriv_eq_true = np.array(list(map(dU_dt_true, dataset.data.detach().cpu().numpy())))\n", "\n", - "plt.scatter(dataset.coords, deriv_eq_estimate[:,0], label='u_dot via discovered eq')\n", - "plt.scatter(dataset.coords, deriv_eq_estimate[:,1], label='v_dot via discovered eq') \n", + "axs[1].scatter(dataset.coords, deriv_eq_estimate[:,0], label='u_dot via discovered eq')\n", + "axs[1].scatter(dataset.coords, deriv_eq_estimate[:,1], label='v_dot via discovered eq') \n", "\n", - "plt.scatter(dataset.coords, model(dataset.coords)[1][0].detach().cpu().numpy(), label='u_dot via model autodiff', marker='x', s=25)\n", - "plt.scatter(dataset.coords, model(dataset.coords)[1][1].detach().cpu().numpy(), label='v_dot via model autodiff', marker='x', s=25)\n", + "axs[1].scatter(dataset.coords, model(dataset.coords)[1][0].detach().cpu().numpy(), label='u_dot via model autodiff', marker='x', s=25)\n", + "axs[1].scatter(dataset.coords, model(dataset.coords)[1][1].detach().cpu().numpy(), label='v_dot via model autodiff', marker='x', s=25)\n", "\n", - "plt.scatter(dataset.coords, deriv_eq_true[:,0], label='u_dot true', marker='o', s=6)\n", - "plt.scatter(dataset.coords, deriv_eq_true[:,1], label='v_dot true', marker='o', s=6)\n", + "axs[1].scatter(dataset.coords, deriv_eq_true[:,0], label='u_dot true', marker='o', s=6)\n", + "axs[1].scatter(dataset.coords, deriv_eq_true[:,1], label='v_dot true', marker='o', s=6)\n", "\n", + "axs[1].legend() \n", "\n", - "plt.legend() " + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To get more insight we can mock the model forward method" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Batch 0 - Input shape: torch.Size([320, 1]), Target shape: torch.Size([320, 2])\n", + "prediction.shape = torch.Size([320, 2]), coordinates.shape = torch.Size([320, 1])\n", + "len(thetas) = 2, thetas[0].shape = torch.Size([320, 5])\n" + ] + } + ], + "source": [ + "for batch_idx, (input, target) in enumerate(train_dataloader):\n", + " print(f\"Batch {batch_idx} - Input shape: {input.shape}, Target shape: {target.shape}\")\n", + " prediction, coordinates = model.func_approx(input)\n", + " time_derivs, thetas = model.library((prediction, coordinates))\n", + " print(f\"{prediction.shape = }, {coordinates.shape = }\")\n", + " print(f\"{len(thetas) = }, {thetas[0].shape = }\")" ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[3, 3, 3]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[3]*3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/examples/ODE_Lotka_Voltera.ipynb b/examples/ODE_Lotka_Voltera.ipynb new file mode 100644 index 000000000..daca09828 --- /dev/null +++ b/examples/ODE_Lotka_Voltera.ipynb @@ -0,0 +1,416 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 177, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cpu\n" + ] + } + ], + "source": [ + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "import matplotlib.pylab as plt\n", + "\n", + "# DeepMoD functions\n", + "\n", + "\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.sparse_estimators import Threshold, PDEFIND\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "from deepymod.model.library import Library1D\n", + "\n", + "import torch\n", + "from torch.autograd import grad\n", + "from itertools import combinations\n", + "from functools import reduce\n", + "from typing import Tuple\n", + "from deepymod.utils.types import TensorList\n", + "from deepymod import Library\n", + "\n", + "from scipy.integrate import odeint\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(40)\n", + "torch.manual_seed(0)\n", + "\n", + "# Configuring GPU or CPU\n", + "if False: #torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "metadata": {}, + "outputs": [], + "source": [ + "alpha, beta = 1, 1 #1/40.5958, 1/23.2697\n", + "def dU_dt(X, t=0, a=1., b=0.1/beta, c=1.5, d=0.75*beta/alpha):\n", + " \"\"\" Return the growth rate of fox and rabbit populations. \"\"\"\n", + " return np.array([ a*X[0] - b*X[0]*X[1] , -c*X[1] + d*b*X[0]*X[1] ]) \n", + "def create_data(U0=np.array([10*alpha, 5*beta]), ts=np.linspace(0, 15, 500)): # initials conditions: 10 rabbits and 5 foxes\n", + " \"\"\"\n", + " Creates data which is the solution of the simple ODE system example.\n", + " the output has torch.float32 format.\n", + " \n", + " Args: \n", + " U0: Initial condition\n", + " ts: Time points to evaluate the ODE at.\n", + " \"\"\"\n", + " Y = torch.from_numpy(odeint(dU_dt, U0, ts)).float()\n", + " T = torch.from_numpy(ts.reshape(-1, 1)).float()\n", + " return T, Y" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": {}, + "outputs": [], + "source": [ + "def custom_normalize(feature):\n", + " \"\"\"minmax all features by their absolute maximum\n", + " Args:\n", + " feature (torch.tensor): data to be minmax normalized\n", + " Returns:\n", + " (torch.tensor): minmaxed data\"\"\"\n", + " return (feature/feature.abs().max(axis=0).values)" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cpu\n" + ] + }, + { + "data": { + "image/png": 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EJBSDESIiIhJKiX1GvF4v9u/fj9NOO63RPRqIiIhIHpqm4fjx4+jYsWOjmwcqEYzs37+fm+sQEREp6ttvv0Xnzp0b/L4Swchpp50GwPdmUlNTBbeGiIiIIlFRUYHs7Gz/dbwhSgQj+tRMamoqgxEiIiLFNFViwQJWIiIiEorBCBEREQnFYISIiIiEUqJmJBJerxfV1dWim2GaxMTERpdFERERqcoWwUh1dTVKSkrg9XpFN8U0brcbeXl5SExMFN0UIiIiQykfjGiahgMHDiAuLg7Z2dm2zB7om74dOHAAOTk53PiNiIhsRflgpLa2FpWVlejYsSNSUlJEN8c07dq1w/79+1FbW4uEhATRzSEiIjKM8mkEj8cDALafvtDfn/5+iYiI7EL5YERn96kLu78/IiJyLtsEI0RERKSmqIORjz76CCNHjkTHjh3hcrmwatWqJp+zYcMGnH/++UhKSsIZZ5yBpUuXxtBUIiIisqOog5ETJ06gd+/eWLBgQUQ/X1JSgssuuwwXX3wxiouLMW3aNFx//fVYs2ZN1I0lIiIi+4l6NU1+fj7y8/Mj/vlFixYhLy8Pf/7znwEA3bt3x8cff4x58+ZhxIgR0b48CVBaVol3vjiAo5U1aJ2SgPyeWcjJMGnlUnkJ8OVbvv/vPgpIzzPndUh5pWWVKNpdjv656eYdjzoel9QIvY8EYG7/CNj2WDR9ae+mTZswbNiwoMdGjBiBadOmNficqqoqVFVV+b+uqKgwq3nC5ObmYtq0aUF/hz59+mD06NG49957hbUr1CfflOE3z36C2oD95B5dsx0v/fYn+EnXDGNfrLwEePonQO0p39frHgDGrwTyBhv7OqQ0veOft3YnTtV6kRzvxvThZ5lzEdA7/g/+D/D8uMMzj0sK8Mk3ZRi/ZDNqPBoA4M/v7cDvf9bNvOMxsI9cPwe45RNbBCSmF7AePHgQmZmZQY9lZmaioqICJ0+eDPucwsJCpKWl+f/Lzs42u5kURmlZJX7z7OagQAQAar3A+CWbUVpWaewLfvlW3UkGAN4a4MVfAiUbjX0dUlZpWSVGzP8Ihe9sx6kfD8xTtV4UvrMdw+d9aOwxWV4CLBwErJ1VF4gAvuPypSt93ydHKy2rDApEAKDao6Hwne0YMf8j8/vI2lNA6SZjX0MQKVfTzJw5E8eOHfP/9+2331ryuqVllVixda/xB5CilhftQa1XC/u9Go/mT0saorzEF+WH8nrY8ZNf0e5ynKwJv9dOVa3X2GPyy7eAmgb6Ak91XaqcHOudLw4EBSKBTtZ4ULS73LgXC9dHxicDadlA8XLl+0jTg5EOHTrg0KFDQY8dOnQIqampaNGiRdjnJCUlITU1Neg/s+kjrjte/8yciFYxpWWV+OvG4IO7T+fWiA84Yuau3Wnc36l0U3DE7wp4IU+1baJ/ap7+uelokRAHAEiKd+Pibu3MeaHQjj8+Ceg7GXAFzGyvn6P8BYBiV1pWiXlrd/q/jnMBY/tnI/nHTrJFQhz656Yb+IIhfeQ5VwDjVgDLxwCrbvZl8RQ+Hk0PRgYOHIh169YFPbZ27VoMHDjQ7JeOSuCIy/CINgy32w1NC46oa2pqTH3NaLzzxYGgrEhCnAtPXHse7hxxtv8xQ0eiOQOBhB/nVxNSgCsWA3GJdV/nyHW8kBg5GSlYM+2neOzq3lg7fQjuG9XT3/knx7uR3zPLmBcKTYdf/Cdg5Hxg2Ky6x2yUIqfoFe0u908VAsAffn425lzZC+9NH4LHru6NNdN+amzNSFpIuUK/3wLHvq3L3tVUKp2ti7qA9YcffsDXX3/t/7qkpATFxcVIT09HTk4OZs6ciX379uGFF14AANx000146qmn8Ic//AHXXXcdPvjgA7z22mtYvXq1ce/CAPqI62SNx/iINox27drhwIG6C3lFRQVKSuSIakMj/ni3Cy9eNwA5GSnI75nlLxwEfNkRQwq10vOAm//l69xzBvq+7tzP93Vadl2nb4NCLYpe6MqZwOPtvelDjF1VUy8rkuxbtQAAHc8P/tnQCwQ5RufWwZn93p1bA0DQ8Wnoiq/924K/Pvatr6+MTw4uaFV0hU3Uwci///1vXHzxxf6vCwoKAAATJ07E0qVLceDAAZSWlvq/n5eXh9WrV2P69Ol4/PHH0blzZ/z1r3+VblmvPuKyaqngJZdcgqVLl2LkyJFo3bo1Zs2ahbi4OFNfM1KhEf+dI7r5V87kZKRg+vCzUPjOdgC+7EjR7nJj/l7pecEnkf7/Cwf5ov6EFF/AouCJRrHTp1D1gULoiFPv/PWar2afv6Hp8Iv/WHfMHQupXwv9mhzjs71Hg77eezR4QUZTx21UwgXI+qDt4j/6iqyBumydgn1k1MHI0KFD600vBAq3u+rQoUPx6aefRvtSlgsdcZlp5syZKCkpweWXX460tDQ88MAD0mRGQrNEoanv/J5ZmP/+VzhZ40FCnKveCCFq5SXBGZFApZuC05CKnmgUu3BTqKHnqaEdvz5lqAfAelYk9HtxicyMOFRpWSXmBmSPk+Pd9bLpkRy3kb9gIwFy91HAhofqjldFp7RN32eEwktNTcUrr7wS9NjEiRMFtSZYU1minIwUPDfpAv+StslLt8Te+evLJxvKfIReGBQ90Sh2nVu3QEKcCzUercEpVEM7fgAYOsP3b2jKOz0PGPuab4WXp9pXPMhsneMU7S5HVUD2ePrws+odb4ZO/TcWIIeb4lYQgxEKq6ks0d6jJ/1L2prV+TeV+bDJiUaxKS2rxOSlW1Dj0ZAQ58Jzky4Ie5wFdvzNytaFBseBnb7u2Ld1+44wW+dIoQFyuMJpQ6f+m+oHQ6e4FSTlPiMkTqR7rQQusWxW1B+6iiZc5iM9D+gzVvmTjaIXmPGo8Wj15uV1erZOv0BMXroltmXn4YLjei8WwTFLthVpgAz4jsur+nY2rqbOxv0gMyPkF828u2FRPzMf1IhIpmh0hmTrIpkW5DHraJEGyBQdBiPkF+28u2EFvzZIMZLxohmBAgbN0UcaaPCYdaxoAmSdpTd1VBSDEfKL5SQjMku0I1A9W9fsjfgYaFADog2Q9ecYttLLxlgzQgBiO8kCn8t7+pDR9OAYiK4uaf77X5l3ozJytFimaKze3VtVzIwQgNjnQRn1kxliDY4NX+JLFCCW7LHVu3urisEIAYh9ioadP5kh1uCYHT+ZJdYAWV/ptbJ4H67o04n9YwMYjFCzpmjY+ZMZYj2umr3Kq7HdgMnRmpM9nrx0C07WePBW8X5mjxvAYISatVTN6nv6kDM057iKeZVXU7sBk6PFGiA3K3vsoOCYwQg1O7th5T19yDksP654HyRqwrRhZwJAVHcqj7l/dVhwzGCEAMR2kjWLgyJ+UgTvg0QNCC3UD7f9e0NizvI5LDhmMCLI4sWLce+992Lv3r1wu+tWWP/yl79ERkYGlixZYkk7mnOSxcxhET9FT8gmUdxZlRrQ3EJ9/Wf1Zb0RPddhwTGDEUGuvvpq3HrrrVi/fj0uvfRSAEB5eTneffddvP3225a1Q8hqGIdF/BQdocvFueEZhdHcDSFjOqabExwrmHnmpmeBykuA4uW+f03Wpk0b5OfnY/ny5f7HVqxYgbZt2+Liiy82/fV1ht3wLhq80Rg1gptEkUyas9pQF/MxHcvN8fTM86qbff9acD0zAjMjOgFTB+PGjcMNN9yAp59+GklJSVi2bBl+/etfB03bWMHyehGmw6kRXC5OMjHixngxHdOxZjcUzTwzGNEJ+ABHjhwJTdOwevVqXHDBBdi4cSPmzZtn6msGElIvomM6nBpheYBM1AAjguOoi1ibMzhWtNaEwYhOwAeYnJyMK6+8EsuWLcPXX3+Nbt264fzzzzf9dXXCdk9VcD6TrCE0QCYKw6i9lKJaqt6cwbGimWcGIzpBH+C4ceNw+eWX47///S9+85vfWPKaOiHpcK6koUbw9gIkI8v3vGnu4FjvU0s3BX8tMQYjgQRMHVxyySVIT0/Hjh07MHbsWEtfW8juqYrOZ5I1WC9ChOYPjhUc9DEYEcztdmP//v3CXl+5iJ9sjbcXIPpRcwbHCg76GIyQYSLaqMqo6TDWndiSkM3OiGTT3P5NwUEfgxEyRFSb+jR3OkzBFCQ1TehmZ0SyMKJ/U7CIlZuekSEs3agqXAqSlMfNzohgXP8Wy4ZpAjEYIUNYupMrd3C1JSG7ARPJxqH9m22maTRNE90EU8n+/iwtPFQwBUmRUX6zM9YyUXM5tH9TPhiJi/ONpKqrq9GiRQvBrTFPdXU1gLr3KyNLV+ZwB1dbEbrZmVEBBGuZyCgO7N+UD0bi4+ORkpKCw4cPIyEhwfL7uljB6/Xi8OHDSElJQXy88h8ZUT1CdwM2KoBQcDklkSyUv7K5XC5kZWWhpKQEe/bsEd0c07jdbuTk5MDlcoluSqO4NJNiIWyzMyMDCAWXU5KEHDrVp3wwAgCJiYk488wz/VMZdpSYmCh91odLMylWwjY7MzKAcOhcPxnIwVN9tghGAF/mIDk5WXQzHI33FaHmsHw3YMD4AMKBc/0UvQYzyA6e6rNNMELi8b4ipCQGEBSGWVPOjWaQHTzVx2CEDCMk1e7Q+VUiMo+ZU86NZpAdPNXHYMSBzCwytTTV7uD5VSIyj5lTzk1mkB2aqWMw4jC2KjJ18PwqGYSZNQrDzCln3pk6PAYjDmNFkally3sdPL9KBmBmjRpgdsAgpFhbcgxGHMbsIlNLMy8Onl8lA5iZWWPGRXkMGKzFYMRhzI74LV/e69D5VTKAWZk1ZlyIosZgxIHMjPi5vJeUYVZmjbVMFAHuVh2MwQgZqtHMC1PXFEJ4h2xGZo21TNQEWy0kMAiDETJc2MwLU9cUwrYdMmuZqAlCdquWfDDIYISswdQ1hbD17QNYy0SNsHw6W4HBIIMRMkW99DtT1xRCeH2R5CNFsi/L9xpRYDDIYMRBrJqfD59+Z+qaggnd/EmBkSLZm6VLhxUYDDIYcQgr5+cbTL+bmbrmKFdJwvZyUGCkSA5jZh+mQB0TgxGHsHJ+nvOhFAmhK2kUGCmS/ennwMA2x9Hp5UvM7cMkr2NiMOIQVgYInA+lpghfSaPASJHsLfAc+HXix3jI7ew+jMGIQ1gdIHA+lBojYiVNvUyM5CNFsrfAc+CfNWeiNqUF4j0nHduHMRhxENvea4GjXOVYPZUnJBPDOiZqROA5cCS+Iw6NW49OFZ869nhhMEL2wFGuUqzO1FmeiWEdEzUh9BzolJECoLvoZgnDYIRMY3mBIkeiyrD62LC8qJp1TBQB22arY8BghExheVqcI1FliJgysbyomnVMRFFhMEKmsDwtzpGoMkRtA2/pKJR1TERRYTBCprA8Lc6RqDKEbwNvFdYxUTSsmmaWdDrbpWmaJroRTamoqEBaWhqOHTuG1NRU0c2hCLFmhBoidMMzK/GYpEhYNc0sYDo70us3MyNkGsuLszgSpSZYGgSxjokiZdU0s8TT2QxGyF44EpWeqN1XLX9diTt+CiY8U2fVNLPE09kMRsh8Vs6FciQqPVEFrJa/rsQdP9URfmsCwLqCZ4kLqxmMkKn27foSmcsurtvm2MwAgSNRJYgqYLX8dSXu+KmOqOC4HqummSWdzmYwYnMi04+lZZV4eukLeMh90veA2QECR6JKsHzPD5GvK2nHT3Ucs7orkITT2QxGbEx0+rFodzn+WXMmKhOTkOKqQm1cC8SbGSBwJKoEkQEyd7ykUKKCY2Eknc5mMGJjotOP/XPTcSS+I0ZUP4QLE77CrRMmoJPZBz1HolITHSALIeEolIKJDlItDdAlnc5mMGJjotOPwSOOX/94IyhyMtEBsuUkHYVSHdEraUrLKvHb+a+jl+d/+EtcDzw77WpHFlYzGLExGdKPQkYcHIlKS3SAbDlJR6HkI0Om7r///Qxvuu9ESlwVKrUkfPjfs5DzU+dNZzMYsTHREb8QHIlKTYYA2VKSjkLJR4ZMXX/3DqS4qgAAKa4q9HfvAGDycSLhdLY7lictWLAAubm5SE5OxoABA1BUVNToz8+fPx/dunVDixYtkJ2djenTp+PUqVMxNZgio0f8d7z+GUbM/wilZZWim2SNcCNRkobjAmR9FDp6IQNjCemZOgDCMnUZPYbAG98CAOCNb4GMHkOseeHyEqB4ue9fCUSdGXn11VdRUFCARYsWYcCAAZg/fz5GjBiBHTt2oH379vV+fvny5ZgxYwaWLFmCQYMGYefOnZg0aRJcLhfmzp1ryJug+mSI+AEA5SUo+9+HKPJ2wznn9Oat2x1MhpS4EBKOQslHikxdeh7ct2wCSjfBbdW0iYQZ5KiDkblz5+KGG27A5MmTAQCLFi3C6tWrsWTJEsyYMaPez//rX//ChRdeiLFjxwIAcnNzce2112Lz5s3NbDo1Roq5+fISeJ8eiIzakxiiJeGXax81vzhL0vlQkihAJgogeiUNAOsDVglrmaKapqmursbWrVsxbNiwul/gdmPYsGHYtCl8OnzQoEHYunWrfypn165dePvtt/GLX/yiwdepqqpCRUVF0H8UHT3if+zq3uJGoKWb4K71bXiW4qpCL8//ULS73PzXTc8D+owVfnJRMBlS4kSEugwyIE0GOarMyJEjR+DxeJCZmRn0eGZmJrZv3x72OWPHjsWRI0dw0UUXQdM01NbW4qabbsIf//jHBl+nsLAQ9913XzRNoxBSzM3nDIQ3vgXctSdRqSXhP3E9cLtVFyCuqJGOFClxHhdEUmaQTV9Ns2HDBsyZMwdPP/00BgwYgK+//hq33347HnjgAdxzzz1hnzNz5kwUFBT4v66oqEB2drbZTbUNaebmf5wL1WtGnrWiZgSQcj6UfISmxHlckMQsH0BKVssUVTDStm1bxMXF4dChQ0GPHzp0CB06dAj7nHvuuQfjx4/H9ddfDwA499xzceLECdx4443405/+BLe7/kxRUlISkpKSomkaBZBqbj49DxkX5SHfyteUcD6UJMDjgiQlzQBSoKhqRhITE9G3b1+sW7fO/5jX68W6deswcGD4OafKysp6AUdcnG/eWNO0aNtLEXD83LyE86EkAR4XFKC0rBIrtu6VYtuDcANIp4l6mqagoAATJ05Ev3790L9/f8yfPx8nTpzwr66ZMGECOnXqhMLCQgDAyJEjMXfuXJx33nn+aZp77rkHI0eO9AclZCwp5uZFknA+lCTA44J+JFsmQorVj4JFHYxcc801OHz4MGbNmoWDBw+iT58+ePfdd/1FraWlpUGZkLvvvhsulwt333039u3bh3bt2mHkyJF48MEHjXsXVI8Uy9VEkmw+lCTB44Ig2VQ2OIAEAJemwFxJRUUF0tLScOzYMaSmpopuDkWKKxeISEKyZUbsLNLrN+9NQ+aQYeUCgyEiCoOZCPkwGCFziF65IEMwRETScvxUtmRiulEeUZNEr1zgDfMolGQ3BiMSTqJzgpkRMofolQu8YR4FYqaMJGf5pmeSnRMMRmxIiq3gAbErF0QHQyQX0dOGOtYxURhCCmplOSd+xGDEZlglHoDLOEknQ6ZMspEoSeDH4PS/FXnWLzWW4ZwIwGDEZmRbP08khTCZMssziJKNREmwgOB0RHwLnJnwML6qaWvdpmeSZY8ZjNgMd/IjakBApkxIBlGykaiTSTGVHRCcumtP4pURGta36G1tmyTKHjMYsRmZ189L0QEQQVAGUbKRqFNJM5UdEpxm9BiCq9I7W98OSTAYsRlpLvghhXrSdABEEJhBlGgk6lTSTGXLEpxKUlTNYMRGpLnghynUK9qdIEcHQAS5M4hkLqmmskUHpxIVVTMYsRFpIv4whXr9c0fL0wEQQeAOnJKMRJ2KgWgAiYqqGYzYiDQRf5hCvZx0dgBEMo1EnYxbwf9IoqJqBiM2Ik3E38BcKDsAcjyJRqJE0tStgMGI7UhzwRc9F0okI4lGokQApOmrGYwQkWNZvvpMopEoCcbaoSAMRojIkYStPpNkJEoCyVY7JEFgxGCEiBxJmtVn5Dwy1Q5JEhi5LX9FIiIJ6KvPAFi/+qy8BChe7vuXLFNaVokVW/eitKxSbEP02iFAfO1QuMBIAGZGyHgSpPykbg9JQdjqM0lGok4jzaaQgFy1Q5IUVTMYsQmptoGXqaOVrT0kFSGrz2RK0TuIdNNystQOSRIYMRixAakiftk6Wtna4xDSBMcykmQk6jTSbArZBCHnjgSBEYMRG5Aq4peto5WtPQ4gVXAsI0lGok4jzaaQjXDyucNgxAakivhl62hla48DSBUcy0qCkajTqJCtc/K5w2DEBqSL+GXraGVrj81JFRxHQNhFioXVllEl46DauWMkBiM2oELET84hXXDcCGEXKRZWW0q6jEMDgahK547RGIwoTpWIXziOQi0lzT2SmiDsIsXCaktJlXFoIhBV5dwxGoMRxUkX8cuIo1BqgLCLFAurLSVVxoGBaFgMRhQnVcQvK5781ABhFykWVltOmowDA9GwXJqmaaIb0ZSKigqkpaXh2LFjSE1NFd0c6bBmpAnMjBCRTBw0bRzp9ZuZEcVJF4jIeJJxFEpEMmlihZ90/boFGIwoTLriVZkzEFzeSzKSMXgnoaTr1y3Cu/YqLFzxqlCS3P2RSAl68L7qZt+/vIMvQcJ+3SIMRhQm9Bbo4ch0W2wi2TF4t0RpWSVWbN2L0rJK0U2JiHT9ukVYwKo46eYWmXYmiozM05o2oeqUh3T9ejOwgNUBpDxgWZtBFBkWVptO1X2YpFmGbCEGI4pSNeIHJA2iiERg8G4q7sOkDgYjilI14lc5iKKmMdAkmUi18yo1isGIolSN+FUNoqhpDDRJNgyO1cFgRFGqRvzCgygW2JqGgSbJhMGxWhiMKEy6IqcILvRCgyiuXjCV8ECTKIDqwbHTsjoMRhQl3YEaxYVeWBDFG+aZStVsHdmTysGxE7M6DEYUJOWBqsKFnnfLNJV0ATI5msrBsepZnVgwGFGQlAeqChd67utgGikDZHI0lYNjlbM6sWIwoiApD1RVLvTc18EUUgbI5FiqB8cqZ3VixWBEQdIeqFFc6IWOWriixnBSBsjkWHYIjqVboGAyBiMKUjn9CAgetXBFjSmkDZDJkRgcq4fBiGJUTz8CgkctKhTaKsppIzmSF4Nj9TAYUYwd0o9CRy0qFNoSUbMxOFYLgxHF2CH9KHTUokqhLRHFTPWpbJ1d3kckXJqmaaIb0ZSKigqkpaXh2LFjSE1NFd0c4Zx0gBI5AouqDWOHqWzAPu8j0us3MyMKYvqRyEZYVG0oO0xlA/Z5H5Fyi24AkRDlJUDxct+/1CylZZVYsXUvSssqRTel2YS8l3BF1RQzfSobgLJT2YB93kekmBkh5+FI1DB2SSUDAt8Li6oNZZeVNHZ5H5FiMELOw+W9hrFTKlnYe2FRteHsMpVtl/cRCQYj5DwciRrGDqu7dELfC29TQA7H1TSK4Uoag3D1gmHsdEza6b2QZBza53A1jQ3ZaX5eOI5EDWG3i7eT0uJkIdapNYnBiELsND9P6mNwTLKRNjhmnVqTGIwoxE7z86Q+BsckE6mDY9apNYnBiEKcttSL5MbgmGQidXDMFVNNYjCiGM5pkywYHJNMpA+OWafWKAYjRBQTaefnyZEYHKuNwQgRRU3q+XkiUg6DEXI2h679by6p5+fJkRggq43BiCKYEjcB1/7HTPr5eXIcBshqYzCiAEb8JuHa/5hxfp5kI3WAzAxsk9yxPGnBggXIzc1FcnIyBgwYgKKiokZ//ujRo5gyZQqysrKQlJSEs846C2+//XZMDXaicBE/GUBf+w9w7X+UmKkj2egB8mNX95ZrwKZnYFfd7Pu3vER0i6QUdWbk1VdfRUFBARYtWoQBAwZg/vz5GDFiBHbs2IH27dvX+/nq6moMHz4c7du3x4oVK9CpUyfs2bMHrVu3NqL9jiB1xK8yrv2PCTN1JuMoOibSBsjMwEYk6mBk7ty5uOGGGzB58mQAwKJFi7B69WosWbIEM2bMqPfzS5YsQXl5Of71r38hISEBAJCbm9u8VjsMU+Im4tr/qHFu3kSsY4qJ1AEyd1+NSFTTNNXV1di6dSuGDRtW9wvcbgwbNgybNm0K+5y33noLAwcOxJQpU5CZmYmePXtizpw58Hg8Db5OVVUVKioqgv5zMmkjfl15CVC8XM30o8ptF0TP1AGwZaautKwSK7buRWlZpYAXDzOKpiZJPZWtZ2BHL2Rw2YioMiNHjhyBx+NBZmZm0OOZmZnYvn172Ofs2rULH3zwAcaNG4e3334bX3/9NW655RbU1NRg9uzZYZ9TWFiI++67L5qm2ZbUET+g9khO5bYLNm3YmQCA/J5Zch2PzST8fOMoOibST2UzA9sk01fTeL1etG/fHosXL0ZcXBz69u2Lffv24dFHH20wGJk5cyYKCgr8X1dUVCA7O9vspkpJ+pS4AfOhwjI/nMuNWujFOr9nlugmGUr4+cY6pphwKlt9UQUjbdu2RVxcHA4dOhT0+KFDh9ChQ4ewz8nKykJCQgLi4uL8j3Xv3h0HDx5EdXU1EhMT6z0nKSkJSUlJ0TTNtqSP+Js5khM6EuUoNGrCL9aRaEYBqBTnG0fRMeF9u9QWVTCSmJiIvn37Yt26dRg9ejQAX+Zj3bp1mDp1atjnXHjhhVi+fDm8Xi/cbl+Jys6dO5GVlRU2EKFg0kf8zRzJCb24cRQaNSku1o1p5tSbNOcbV9SQw0Q9TVNQUICJEyeiX79+6N+/P+bPn48TJ074V9dMmDABnTp1QmFhIQDg5ptvxlNPPYXbb78dt956K7766ivMmTMHt912m7HvxMakj/ibMZITfnHjKDQq0lysG2LA1Jvw8421TORAUQcj11xzDQ4fPoxZs2bh4MGD6NOnD959911/UWtpaak/AwIA2dnZWLNmDaZPn45evXqhU6dOuP3223HXXXcZ9y5IWdJf3CiI9Cu77DD1xlom+zEg0yX9uddMLk3TNNGNaEpFRQXS0tJw7NgxpKamim4OkSMJX2kSKdWnOJgZiYr0F2kDPk9lzr0wIr1+8940RBQRJYpXAfWn3ljLFDElLtIGZLqUOfeaIaZ705A1hG6+RBTC7pudBRJ+7qXnAX3GMhBpgtSbnekMuAeWE849ZkYkpUTET47ilPoennvqEF4AHwkDMl1OOPcYjEjKCWk5Uo/wlSYW4LmnDmUu0gZMHdr93OM0jaSckJaTCu9RQz/iuacO6YtXKWJcTSMxnmgW4eoF+zBoJQ3PPflxOk0NXE2jOHaGFuK+DvZgYFBp95S4HXA6zV4YjEiIEb/F7LBRlgWkD5AZVDqKEsWrBpP+HGwGBiMSYsRvMe7r0CQlAmQ7BpWqb+BmsmnDzgQA5PfMku94NJgS52AzMBiRkBMjfuFU3yjLZEoEyAYHlcJHoaxlalDohTm/Z5boJplOiXOwGRiMSMpJET/JT5kA2aCgUopRKKedGmT3C3M4ypyDMWIwIhmlIn6mkB1Dmf0cDCLFxc6O004GsfuFORy7n4MMRiQjRScYCRNSyMLT4tQoJ60wkeJix1qmBtn9wtwQO5+DDEYkI0UnGAmDU8hSpMWJfiTNxY61TA2y84XZiRiMSEaaTrApBqeQlckIkbwMnjbkxY7IOgxGJKREJ2hwClmajBDrYNTElSfkAHaeymYwQrEzMIUsRUaIF7SwlOgAufKEbM7uU9kMRkgawjNCvKDVo0wHaNLKEyUCMZKXgZlWu09lMxgh0nEpZT3KdIAmrDxRJhAjORmcaZVmKtskDEaIdFxKWY9SHaDBK0+kCcRYx6QmgzOtUkxlm4jBCFEgLqUMYvcOsDFSBGKsY1KXCZlW4VPZJmIwQrGx82jNzu8tBnbuABsjRSDGOqYgStXwMNMaFQYjFD07j9bs/N4oasIDMdYx+SlZw8NMa8TcohtAdUrLKrFi616UllWKbkrjwo3W7MLO743Uo4+uRy90fGAcrobHiZS5TkSJmRFJKBX123m0Zuf3FiWlUuJ2xtE1AElqeART6joRJQYjkpCmcj8Sdp4LtfN7i4KdOz1S17RhZwIA8ntmOfJ4VOo6ESUGI5JQLuq382jNzu8tQnbu9Eg9ocFxfs8s0U0SQrnrRBQYjEjE6VE/ycPOnR6ph8GxjxQrvEzCYEQCjPrrsE5BHgyOSRYMjusIX+FlEgYjEmDU78M6BTkwOCbZ2DkjQD5c2isBPeoHoEbUX14CFC/3/WsgLt2TAz8HIrIaMyOSUCYlbuKmYEzFyoGfA8mGWdNgdpzOZjAimHIpcRO3p2YqVg7KfQ7cvt/2OJVdx66BGYMRwZQ7yUzeFMyuxVmqUeZzsGj7fjuORFXCbF0d5a4ZEWIwIphyJxk3BSOZWHAjObuORFWjzFS2yZS7ZkSIwYgElDvJTN4UjKNQipgF2/fbdSSqCuWmsk2m3DRqhBiMCMSTrD6OQikqFmTq7DoSVQWDwfqUmUaNAoMRgXiS1Sfd34TFkfIzOVNn15GoKjq3boGEOBdqPBqDQRtjMCKQkiMuky/OUv1NLCqOJPnZcSSqgtKySkxeugU1Hg0JcS48N+kCfg42xWBEMKXqRSy4OEs1CrWgOJKIGhaYKa3xaNh79KTgFpFZGIwIomS9iEUXZ2lGoRYUR8qEhcOKcNDUoVSZUjIVgxFBpKuNiITDLs5OWsasdOGwRRdnKYI1B04dKpU9ppgxGBFEyYjfQRdnP/09lm4K/tpmlAyOAUs3PZMiWHPQ1KGS2WOKGYMRQaSqjYiGySsXdFKMQgHHjESVDI4Byy7O0gRrDspOSvM3j5aDptGMxGBEIGlqIyQjzSgUcNRIVMl0uEUXZ2mCNQdlJ6X5m0fDIYMXMzAYIelINSJywEhU6XS4RRdnqTKZDpk6lOpvHikHDV6MxmCEpCPViMgBI1Gpgr9YWDR1KE0m00Gjb2n+5pFywODFLAxGKHIWzYVKNyKy6GInilTBHzWNo295OWDwYhYGIxQZi0djyo2IFJaTkYLnJl2AlcX7cEWfTvy7N0KKwmqOvuVm88GLWRiMUGQ4GrMtfcvtkzUevFW8X609RiwkTWG1A0bfUgR9ZCkGIxZT9iQTMBpT9m+lGOVrRiwi1d/JxkWs0gR9ZCkGIxZS+iSzeDQm3d/KxnsH8K6okZGqtsbGRaxSBX1kGQYjFlL+JLNwLlSqv5WNO37eFTVyUhVW23jalMGxMzEYsZBUIyvJSfW3snHHz7uiRkeawmqbFrEyOI6eXaazGYxYSKqRleSk+lvZtOMHJAv6KHI2LWJlcBwd6aazm4HBiMWkGVlFS0DNhDR/K5t2/Dolt4EXSJqRqA2XkDI4jo5U09nNxGCEmmbjmomI2XD1gtLbwAtip5GojKTKiCrATsEbgxFqmo1rJiJmw4BM+VGVgGyd8n8zBUiTEVWAnYI3BiPUNBvXTETMhgGZ0qsWBAWHdhqJkj3YJXhjMEJNs3nNRERsFpApv2pBUHAo5UjUxnvgKEXg5yBNHVMzMBihyNiwWC4qNgvIlF+1IDA4lGokasPpQyUJ/BzsUsfEYMQCdohaCbYKyJSfbhAYHEp1Pttw+lBJAj8Hu9QxMRgxmS2iVqaBbUn5Jb0CgkPpzmebTR8qS+DnoPzA4kcMRkymfNQqQRpYqpGoDXBJb+ykO5/1DNGXb4lrAwnN1ElZxxQDBiMm65+bjuR4N07VepEc71YvahWcBpZuJGoD0l1QFSLtKHTDQ77zc8NDrBsRReA0rlR1TDFiMGIBLeRfpQhOA/PCaTyll/QKJuUolHUjZAPuWJ60YMEC5ObmIjk5GQMGDEBRUVFEz3vllVfgcrkwevToWF5WSUW7y1FV6wUAVNV6UbS7XHCLoqSnH0cvFDLi0keiAHjhNIDyS3olkJORgqv6dpbn76YPGAAl60ZKyyqxYutelJZVim4KCRR1ZuTVV19FQUEBFi1ahAEDBmD+/PkYMWIEduzYgfbt2zf4vN27d+OOO+7A4MGDm9Vg1Uib1o2G4PSjdCNRhSm/pFcSUtUxKbzs3DbTsCzyb7aog5G5c+fihhtuwOTJkwEAixYtwurVq7FkyRLMmDEj7HM8Hg/GjRuH++67Dxs3bsTRo0eb1WiV8GLafHaYD5UFp2iaT8oLqKLLzm0xDStBkb8dRDVNU11dja1bt2LYsGF1v8DtxrBhw7Bp06YGn3f//fejffv2+O1vfxvR61RVVaGioiLoP5VJl9YlR+IUjTHCXUApNraYhg1Xs0NRiyozcuTIEXg8HmRmZgY9npmZie3bt4d9zscff4xnn30WxcXFEb9OYWEh7rvvvmiaJiWpUrmxYvrRNjhFYwxbTL1KwhaZY+71YghTV9McP34c48ePxzPPPIO2bdtG/LyZM2eioKDA/3VFRQWys7PNaKJppEzlRovpR1vhFI0xbHEBlYjy07AK1+zIJKpgpG3btoiLi8OhQ4eCHj906BA6dOhQ7+e/+eYb7N69GyNHjvQ/5vX6VpbEx8djx44d6Nq1a73nJSUlISkpKZqmSccWc6FcMmgbtpqikSBbp/wFlIylaM2OTKKqGUlMTETfvn2xbt06/2Nerxfr1q3DwIH1U1Nnn302Pv/8cxQXF/v/GzVqFC6++GIUFxcrl+2Ihi3mQhVfMmi68hKgeLnvX8nZZopGz9atutn3rwJ/eyJqWtTTNAUFBZg4cSL69euH/v37Y/78+Thx4oR/dc2ECRPQqVMnFBYWIjk5GT179gx6fuvWrQGg3uN2Y4tULtOPDVNsCss2dQ7M1pFsJMjU2UHUwcg111yDw4cPY9asWTh48CD69OmDd99911/UWlpaCrc7pr3UbMcWqVymH8NT7KJoi+AYYLGgjdimwF+hQYnMXJqmSb9LeUVFBdLS0nDs2DGkpqaKbk6TbHGSUePYCYnDkajybFHgD/imaVfdXPf16IVAn7Hi2iOhSK/fvDeNwWxzkunY8YfHu6WKw2yd8mxR4A8wU2cgBiMGs81JBnD0HwneLZUoarZZZs66OsMwGDGYbQoFAeXqIizHvw9R1Gy1zBxgps4gDEYMZptCQYApyKYo8vdhDRPJxDbLzMlQDEZMYItVNABTkE1RoG7EdjVMpDzbTNEArKkzEIMRA9lyBMoUZNMkrhuxVQ0TKc9WUzSsqTMUgxGD2HIEyqi/aZLXjdiqhomUZ6spGsnPfdUwGDGI7UagjPojI3ndiK1qmChykg4kbBUcS37uq4bBiEFsdZIBjPojpUBdjW1qmCgyEg8kbBUcK3Duq4TBiEFsdZIBjPqjIWldjS1rmKhpkg8kbBUcS3ruq4jBiIFsd5Ix6leWLWuYKDIcSFhH0ukwFQciDEYMoOIHHxFG/dGRqGN654sD9qphoshxIGENSafDVB2IMBhpJlU/+CZJdGFVgkQdU2lZJeat3en/OinerX4NE0WHAwnzSTodpupiCgYjzaTqB98oiS6sypCoYyraXY5TtV7/1wXDz1L/mCSSjaTTYaoupmAw0kyqfvCNkujCqgyJOqbQHS7ze2YJa4thmKmLDf9u5pF0OkzVxRQMRppJ1Q++URJdWJWRngeMfQ34/DXg3DFCp2hss8Oljpm62PDvZj5Jp8P0c75od3nQ1zJjMGIAW62iAaSN+KVWXgIsH+Pr+D9fIazjDyxcVX6HSx0zdbHh381cEmedVKxlZDBC4Uka8UtLgo7ftoWrzNTFRoK/m21XGkqedVKxlpHBCClJuk4usOOPSwTSsi1vgm0LV5mpi43gv5uKo/OISTD4aIyKtYwMRkg5UnZyes3IS1cCnmrflI3Fo6XQDsgWhas6ZupiI/DvpuLoPGISZJ0ao2ItI4MRUo60ndyxb32BCCBktKRiBxQRiefmqWEqjs4jpkC2TrVaRgYjMZJumsBBpO3kBI6WAo/Hq/p2tux1TSf53HwoafsFAQGdbYNjHbN1hmIwEgMppwkcRNpOTh8tffmWpS9r6+NR8rn5QNJ+DoICOmkDMyMwW2c4BiMxkHaawEGkTkFueMjX8W94yJKO39bHo+Rz84Gk/RwEBHTSBmZGUCxbpwq36AaoSJ8mACDXNIERykuA4uW+fyl64Tp+k+k7rgI2PB71bNPohdJ3+tL2C3pAB1i20ivcjRptQ8A57gTMjERJTz0+N+kC7D160l4pSEb8zWfxEl9b7rgaSKF0uNTThxau9Cotq8TcgP1uku2y341OoWydShiMRMHWqUdAqfl5nXTz0hZ3/IFTA7bZcVWnYHAs7fShhSu9inaXoypgv5vpdtnvRqfAShoVcZomCuHmhG0lMJ2rQMSvB4d3vP4ZRsz/CKVllaKb5BOu4zeJtFMDRmA63DgWntuhx6St9rsBlMrWqYSZkShIu6TUKIpF/NIWDFqYxpV2asAITIcbx8Jz29bHpILZOlUwGImCrU8yQLmIX9rg0OKgTtqpgeZSLDgOJN30IWDJvhi23e9Gp+BUtioYjETJth2/ghG/1MGhxR2/VO/dSApuLCV1bZmJAw6p37dRmK0zDYMR8lE04pc+ODSp83dEx69Ypk4n7fShyQOOcMt5pXjfRmK2zjQMRiIg+4doCEb8xjOx87d9x69gpk4n7fShiQOO0rJKzAtYzptkt+W8OkUDZBUGLwxGmqDCh2gIhSN+QNKA0aTO3/b7OADKZuoAiacPTRxwvPPFAZwKWM5bYLflvIDSAbK02boADEaaYPsRqE7RiB+QOGA0aQM02+/jACifqZNy+tCkAUe44Nh2y3kBpQNkabN1ARiMNMJRqUdFI35A4qjfpA3QQjsWW3b8imfqpGVCQfA7Xxywf3AMKB0gS5utC8BgpBFFu8vtn3oElI74AcmjfhN2vlShYzGEgitpAkk5dagzKBMabsBmy+AYUD5AljJbF4DBSCMcMQIFlI74gbqL8ztfHBDdlPpMmqqRvWNxOmmnDgFDM6GOGbABSk9lq4DBSANsfUO8UIpH/Lr573+FkzUezH//K3k6fwOnaqQeaVMQaacOAUMzoY4ZsCk+lR1I1n6EwUgYUo9qzGCDiF/qzt+AqRrHHZOKC7xIJ8S50Ll1C9FNqmNQts5RAzbFp7J1MvcjvFFeGLa/IV4gPeJfdbPv3/IS0S2KSeDNuaTt/IGYp8HCreqytfISoHi5ssdjTkYKnpt0ARLiXKjxaJi8dIs8N3LUs3VxiXXZuij/zoE3qZy8dIu9AxFAuZuINkTmaxuDkTAS3K6gr6W6sBnNJndGlb7zv/lfwOiFMaV3HbOqS2eTAHnv0ZOo8WgA5Ov4m3tnaZkvaqYZOgMYfr/SUzQyD9oYjIQoLavEHSs+C3ps79GTglpjAZtE/IDknX96HtBnbEydmCM2lApkkwBZ5o6/ued959YtkBDnG7RJt4LNaHpwvHYWsOEh0a1pFpkHbQxGQhTtLvdf0ABfJ2LrEw2wRcQPSN75x8gxG0oFskmALHPH35xsXWlZJSYv3YIaj4aEOBeem3QBg2OFyDpoYwFriNDCsxevG2DfEy20Qrz7KNEtaha98x+/ZLO/85epQCsWjthtNZyhM3z/dh+ldIAcruOX5vOLcR+XwPqlGo9m78wxoPzWB6FkLa5mZiSEvmfFY1f3xrqCofhJ1wzRTTKPzSJ+oH7nL+XeI1EIzPbYeumkzkYpcaD+56d6ltUR90UK1cyaL9nImrFjZiQMx2woZbOIH/B1/snxbn+Nxdy1O5HfM0vZz9Mxu63qbLKEUme3z88xW7+HUnw34FAyZuwYjDiZTTY7C5STkYLpw89C4TvbAQBVtV4pTrQgEezrEroxkVTtN5MNA2QlPr8IjslPvinDY2t2+L+29dbvNifjLTQYjDidzSJ+AMjvmeXfjVWmOVEAEe3kKPPGRJawSb2IMiI8Jscv2Ywab11xv+1XddmYjBk7x9eMlJZVYsXWvVLMmZExZJ0TBRBRnY4j93AAbFcvEo6U/U2Ex2ToKkNmRdSWk5GC/rnpKNpdLsXx6OjMiONHoDYm45wogIi24pYxhWoJm9WLhJK2v4lgasxRqwwdQrbj0dHBSLgttnmC2YO0F/QIbpwnYwrVEjasFwkk7f2TIqgdc+wxaWOhx+M7XxzA74Z0FdYexwYjjlyi5iBSd56hW3F/+RZw4e1BP6JE0aMZbFwvIuv+DgDqasf0ewKFCUoce0zalGwrDx1bM+LYzaQcJCcjBVf17Szf55ozEIhPrvt6/Rxl779iGAfUi0hdywTUuyfQvl1fylffQobRVx7qqmq9Qvdlcmww4rjNpBxMuqLB9Dzg4j/WfV17Ct9v/ZtcbbSaDTfgC0fqTflCPoPHlyzFHa9/hhHzP3LucWlz+T2zkBxfFwbMXbtT2Gft2GAkcKdV0YU7ZJ7AW51L1al2HxWUHUn++GE8vuI9udpoJZvcj6YpempcJ7LzryfgM6jUkrDJ0w2Aw1Z0OUy47Iioz9qxwQggcRqfDBOuSEsKIdmRFq5q9HftcG7Hb7MttxsiW2o8yI+fwZY+D2JE9UP4VssE4JCbhYaj18/YfAo1v2eWFLcscHQwQvbXPzcdSQEj0XkyjUS7j0KN25cdqdLi8a2W4dyOH/BdDPuMtW0gosvvmRV0TD723g588k2ZwBYFSM9D5uDrcCS+IwA4dxlvSP2MnQMSWWYJGIw4kUMifsB3ohUEjERPCUxDhvrk+1RMPHUHqrR4JLlqsTTxMbx2tbr30aHIhB6TNR4N45dsliJI1m9DsPxXmXj9JyXY8Ns8e98stCEOqWHSyTBLwGDEaRwU8esC05DJ8W6U/VAlvOP/5JsyjHt2M7JwBEmuWgBAiqsK5534SGi7yBr5PbOQEOfyf13j0YQHyXp91eMr3kO3lSNwQfGf0OnlSxzRR9TjkBommTAYcRqHRfxAXRpyZv7Z0AAUvrNdaKHoJ9+UYdxfP4HHq6FI64aTWmLdN7nM1xFyMlLw4nUD/AGJ6I35SssqsWDD1zhZ40F/1w6kuKp839D3wXEah9QwyYTBiNM4NOLPyUhBRqsk/94yoopZ9RuO6bf5+FbLxHzPVXU/UHvKEQEiAT/pmoF1BUOFz9XrGZFXt3wLAAyQdQ6pYZIFgxGncXDEH7qs8tE12y0vHAy94VicC/j5VTc6MkAE4Kj6pXD0uXoAwvaZCVxxBgCD+vXDqYvuqvsBBshkAcduBw/A1wE2cj8G29K3fnYYfVll4TvbAQC1XmD8ks1YVzDUslFpuBuOndc1A8hp/N4gthTBreudQNQNy/Ri1c6tWwTdx2nK0DPQxnUaUPRn294niOTj3GDEiR2hU4OvAPk9s/DYezv82Ykaj4YFG77GlKFnmHoB0Dv+/rnp4e+Z48QA8cu3bH2X3kiJuIHeJ9+UYfySzajxaGiREIfnJl2AvUdPBhyTTd88j8hIzg1GQgs5w9yszFacGHyFoRcO6h0xALy65Vus+nQf1k4fYvhFoLSsEsuL9uDZj0v8Hf+aaT/1p+Ydq7zEV4ugi0927Og79A7TnVu3wIqte027waNetxS4Lf3eoyfrH5NODJBJGOcGI/rNympP+b5eP8eWdwr1C7eKxq7vtQl64eDD727H6s99Raz6TphG3kK7tKwSw+d9GHRDRqluHS9S6aa6cw/w7Ubr0OMx8A7TnVu3wOSlW4Km8Yzc50NfNRNYt+TojfZIGjEVsC5YsAC5ublITk7GgAEDUFRU1ODPPvPMMxg8eDDatGmDNm3aYNiwYY3+vGXC3KzM1kVaDl1F05CcjBT06pwW9Nh/9h4zpICwtKwSf/nwGzz87vagQARgx++Xlg3E/bhiIyHFNxBwML2Qde/Rk/4pG6M3Q/vkmzJcOneDf9UM4OAdVkk6UQcjr776KgoKCjB79mxs27YNvXv3xogRI/Ddd9+F/fkNGzbg2muvxfr167Fp0yZkZ2fjZz/7Gfbt29fsxjdb91HOuUA7eBVNQ0LvWLn68wP42bwP8ZcPv4n5AvDJN2W45M/rUfhOXdZFl+COouO38yqT8hJg+RjAU+0LSMa+xuPxR/1z0+tthrZgw9fNDkj0TfYCMyLXXJCNdQVDI8+82PmYJOFcmqZpTf9YnQEDBuCCCy7AU089BQDwer3Izs7GrbfeihkzZjT5fI/HgzZt2uCpp57ChAkTInrNiooKpKWl4dixY0hNTY2muU1jUaej6WnrwNEigJhS5G9+ug/TXyuGN+SMuuzcLPTqnIb8nhFu9W73+p7i5b4dgHWjF/r2cyAAwcWlulinbErLKvHOFwfw6JodqPUG/76oVpEFHpNxicBv3gDyBkfVFnKmSK/fUdWMVFdXY+vWrZg5c6b/MbfbjWHDhmHTpsimOCorK1FTU4P09IZT1VVVVaiqqvJ/XVFREU0zo8MiLUfLyUjBlKFn4K3i/UF7Legp8hevG4DP9h4FgHrBhN7RH62swbGT1Vhe9G3or0dyvBt3/fzs6NLgdq/vCazXcnDhakP0mqbAIFk/HtcVDAWA+quxQujH5ry1O3EqZKowLpoMnf8XBhyTnmrgpSuBKUX2OS45KBUuqmDkyJEj8Hg8yMzMDHo8MzMT27dvj+h33HXXXejYsSOGDRvW4M8UFhbivvvui6Zp1BCeZE3SCwh9I8jt0Ptu/QKgj1AfeXc7bvjp6RjbvwsA1CtODeQCcNOQrri2f0708/F6fQ/3eHAsPUh+Y9veoGXo73xxAPPf/wonazyId7tw/eA8DD2rfVDADMC/b0momIticwb6MiKeat/Xnmr7rEC0eyZSEZaupnnooYfwyiuvYMOGDUhOTm7w52bOnImCggL/1xUVFcjOzraiifbCkyxiORkp+N2QrujdubU/AEmIcwWlyj0asOjDXXjun7tRMPysBgMRAJh/TR/88rxOsTUm3eZ7PHz5Vt1KGr1w3G7v0QChy9D1mz3qQUatV8OiD3dh0Ye7/M+Zt3Ynpg8/q14gkhzvxvThZ0U+VRgqPc83NfPiFYC3xvfYugeAjuerP11j90ykIqIKRtq2bYu4uDgcOnQo6PFDhw6hQ4cOjT73sccew0MPPYT3338fvXr1avRnk5KSkJSUFE3TjGWXbAI3lYqaniLXl1lOeq6oXppbD0KS4t1BAUmCG/jZOVkY/5MuzV+OGTh9aJfjEeD+IlEKPB71VViBm/aF0o9Vfd+SpHg3CpoThATKGwxceg+wdpbva2+NPaZr9JVdnmpmIgWKKhhJTExE3759sW7dOowePRqAr4B13bp1mDp1aoPPe+SRR/Dggw9izZo16NevX7MabDq7ZBPY6ccsJyPF33G/N30IXi4qxTMbv/FP3yTFu5HfMwv5PbP8NSOtUxKM6fBD2a1wMDArAjh6f5FIBR6PAOpt2hcoOeDYbKquJCbdRwEf/F/wdI3Kgxyu7JJG1NM0BQUFmDhxIvr164f+/ftj/vz5OHHiBCZPngwAmDBhAjp16oTCwkIAwMMPP4xZs2Zh+fLlyM3NxcGDBwEArVq1QqtWrQx8Kwaxy86s7PQNkZORgrvyz8a1/XP8d/kNDDqM3CQtLDsVDoYLkB2+v0gs9GyJfjz27tw6bJG1KXuH6NM1L11ZdwFPU3gKPfT8Ola/CJ2sEXUwcs011+Dw4cOYNWsWDh48iD59+uDdd9/1F7WWlpbC7a7bu2HhwoWorq7GVVddFfR7Zs+ejXvvvbd5rTdDvZ1ZH1RvZ1Z2+obTa0qsf2EbFQ5y11XDhB6PRu7S2qS8wcEByfIx6maQWSwujZgKWKdOndrgtMyGDRuCvt69e3csLyFOeh4w4Gbgn/N8X9dWqdf5s9O3j3CFg6reuiC042eArK5j39YFyKrWo+m1WGNf870fO9RkKcy596ZpTEob0S1oHnb69hJaOKjqChS7rxJyksA+Jj4ZOHHYd3FX5TO1S22gjcR0bxrb6z7Kd4IBdffPUG0L5KEzgOH38ySzC7vcuiA9z7fbKo9JtemB5fD7fV+vnQUs6A+UbBTbrkiFW85LQjEYCSc9D7jlE9+J5nKrdaLpEf/aWcCGh0S3howSem8hgPcJIbHS84CW7eqmhD3VwAu/VKOfDL1Ro6rBvY0wGGlIuBPtpSvl7/zD7S1C9qBnFQBfwLnqZnWCZLInvcBap3nk7ye5nFdKDEYaE3qi6WvqZcW9RZwh3HJfmTt/si+9wNoVV/eYvuJLVlzOKyUGI43RT7TAdF5atrzpca6icQbVgmSyt7zBwIQ3AXdC3WPr58jZR5aX+Ipt9ZpATtFIg8FIU/IG+zaZGr3Ql85bPsaXHl84SK6TLdxJxlU09hQaJAeuZpBFeYm8QTsZT1/xpas9BXw8V67Pv2Sjb1pTX5XGAn+pMBiJhD5Xf+zb4HoMWU42nmTOowfJMq5m0IuoZQzayTyBK74AYNsLch2T+iZtgC9YatmOfaREGIxEQ19br9v2gvjOtmSjr4KdJ5nzyFpkzWWTzqSv+Dp/Qt1jMh2Teh8J+LKKnJ6RCoORaIQ72UR2tiUbgRd/6atg1/Ekc5Zw9SOiM3aBQTvn5J0lPQ+4qKD+MSmyoDV0Clu/4SQHbFJxaZoW/l7UEqmoqEBaWhqOHTuG1NRU0c2RY/c+PSMSGIi44nyFZCrf1ZWiV7IxOAUN+IoJB04F+k609tjUt9hOy+YW205WsjH4Fgbxyb69m0T0k/q5EZ/sK+pX8VYKCov0+s3MSCxEb0AVLiPiZiDiWHr9SGDGzlvju7/SUxdYN2ev1y6tutlX6M1AxLnCFbRanUHmFLZSGIzEKtwGVE//BPjn4+YGJXohljckIzKegYijhUuPA76g5MUrzD0uy0t8v//FK+rfPI2cq6FbGFix0opT2MrhNE1zFS/3BSKBzEwH/vPxulUzgC8jwkCEdKHp8UBmTCmGmyICfB3/lCKOQp1On7bTs2SBU9zuBGDgFKDvJOOOk/ISX33KugeCzwFOYQsT6fWbwUhzBZ5coYwMSvSTbP2DQG2V7zF3AjB+JU8wClZeAmxdCmxaUD8oOX+CL4NixPG4dSnwryeDR59AXYEgj0sK1dDgzYh6koYCcQ7YhGIwYiV/oDAneAdUXXODkoZGn8PvBy68PbY2k/01dFy6E4DzfuM7FqM9JhsLQtwJvjoBFghSQ8pLfHVFoX1Zc4JkfzbkfsBbG/w9BsbCMRgRIZKgZNyKplcZ6L+n8nsAWvgRrqhVPKSe8hLfct9tL9T/nivOdyGIJDBpbAqIaXCKVEPHkd6nAXVLgRs7JhvLAALAOVcAl85mHykYgxGRGgtK3Am+Eychxbe9/P5tQGX5j990AdCAT56uP3IIfD5HnxSthkakQdy+pcB6tk2/IHQ833echs7D+5/G6UKKkt5H7v8U+O/KuseH3x/cb8YnAQNuBuACTh0FKvYB7c8BzrgUWHZV+EEfwJoliTAYkUF5CbDuvuCTLZAemESKKUdqjsYyG4H0FTmNBi4A3PE/7mUyiZ0+xSZ0z6ahM4IL9Bvijq8/JaPvrZPShoM1iTAYkUV5iW/Jb+0pXyfvctf9f1OdvS4uEbjkbp5g1Hz6iLS8BPj0xfodeiTMWAVBzhW44gao6y+bEjiYY3ZOWgxGZBJ6suk7VDaUZoxLBH5yCwAXo3wyjx6YHPgP8MWKuscbyoxwB0uyQmDN3CcLwg/a4pOAcX/zTR8CPCYlxmBEBf6TLqBmhMEHiVCyEfj3s0DrLr6MBxBcM8Kt3UmEwMAksGbE6tscUMwYjBAREZFQvDcNERERKYHBCBEREQnFYISIiIiEYjBCREREQjEYISIiIqEYjBAREZFQDEaIiIhIKAYjREREJBSDESIiIhKKwQgREREJxWCEiIiIhGIwQkRERELFi25AJPR7+VVUVAhuCREREUVKv243dU9eJYKR48ePAwCys7MFt4SIiIiidfz4caSlpTX4fZfWVLgiAa/Xi/379+O0006Dy+Uy7PdWVFQgOzsb3377baO3NrYLp71fwHnvme/X3vh+7c2O71fTNBw/fhwdO3aE291wZYgSmRG3243OnTub9vtTU1Nt88FHwmnvF3Dee+b7tTe+X3uz2/ttLCOiYwErERERCcVghIiIiIRydDCSlJSE2bNnIykpSXRTLOG09ws47z3z/dob36+9Oe39BlKigJWIiIjsy9GZESIiIhKPwQgREREJxWCEiIiIhGIwQkREREI5OhhZsGABcnNzkZycjAEDBqCoqEh0k0xRWFiICy64AKeddhrat2+P0aNHY8eOHaKbZZmHHnoILpcL06ZNE90U0+zbtw+/+c1vkJGRgRYtWuDcc8/Fv//9b9HNMoXH48E999yDvLw8tGjRAl27dsUDDzzQ5L0vVPLRRx9h5MiR6NixI1wuF1atWhX0fU3TMGvWLGRlZaFFixYYNmwYvvrqKzGNNUBj77empgZ33XUXzj33XLRs2RIdO3bEhAkTsH//fnENbqamPt9AN910E1wuF+bPn29Z+0RwbDDy6quvoqCgALNnz8a2bdvQu3dvjBgxAt99953ophnuww8/xJQpU/DJJ59g7dq1qKmpwc9+9jOcOHFCdNNMt2XLFvzlL39Br169RDfFNN9//z0uvPBCJCQk4J133sH//vc//PnPf0abNm1EN80UDz/8MBYuXIinnnoKX375JR5++GE88sgjePLJJ0U3zTAnTpxA7969sWDBgrDff+SRR/DEE09g0aJF2Lx5M1q2bIkRI0bg1KlTFrfUGI2938rKSmzbtg333HMPtm3bhjfeeAM7duzAqFGjBLTUGE19vrqVK1fik08+QceOHS1qmUCaQ/Xv31+bMmWK/2uPx6N17NhRKywsFNgqa3z33XcaAO3DDz8U3RRTHT9+XDvzzDO1tWvXakOGDNFuv/120U0yxV133aVddNFFopthmcsuu0y77rrrgh678sortXHjxglqkbkAaCtXrvR/7fV6tQ4dOmiPPvqo/7GjR49qSUlJ2ssvvyyghcYKfb/hFBUVaQC0PXv2WNMoEzX0fvfu3at16tRJ++KLL7QuXbpo8+bNs7xtVnJkZqS6uhpbt27FsGHD/I+53W4MGzYMmzZtEtgyaxw7dgwAkJ6eLrgl5poyZQouu+yyoM/Zjt566y3069cPV199Ndq3b4/zzjsPzzzzjOhmmWbQoEFYt24ddu7cCQD47LPP8PHHHyM/P19wy6xRUlKCgwcPBh3XaWlpGDBggCP6L8DXh7lcLrRu3Vp0U0zh9Xoxfvx43HnnnTjnnHNEN8cSStwoz2hHjhyBx+NBZmZm0OOZmZnYvn27oFZZw+v1Ytq0abjwwgvRs2dP0c0xzSuvvIJt27Zhy5Ytoptiul27dmHhwoUoKCjAH//4R2zZsgW33XYbEhMTMXHiRNHNM9yMGTNQUVGBs88+G3FxcfB4PHjwwQcxbtw40U2zxMGDBwEgbP+lf8/OTp06hbvuugvXXnutrW4mF+jhhx9GfHw8brvtNtFNsYwjgxEnmzJlCr744gt8/PHHoptimm+//Ra333471q5di+TkZNHNMZ3X60W/fv0wZ84cAMB5552HL774AosWLbJlMPLaa69h2bJlWL58Oc455xwUFxdj2rRp6Nixoy3fL9WpqanBmDFjoGkaFi5cKLo5pti6dSsef/xxbNu2DS6XS3RzLOPIaZq2bdsiLi4Ohw4dCnr80KFD6NChg6BWmW/q1Kn4xz/+gfXr16Nz586im2OarVu34rvvvsP555+P+Ph4xMfH48MPP8QTTzyB+Ph4eDwe0U00VFZWFnr06BH0WPfu3VFaWiqoRea68847MWPGDPz617/Gueeei/Hjx2P69OkoLCwU3TRL6H2U0/ovPRDZs2cP1q5da9usyMaNG/Hdd98hJyfH33/t2bMHv//975Gbmyu6eaZxZDCSmJiIvn37Yt26df7HvF4v1q1bh4EDBwpsmTk0TcPUqVOxcuVKfPDBB8jLyxPdJFNdeuml+Pzzz1FcXOz/r1+/fhg3bhyKi4sRFxcnuomGuvDCC+st1d65cye6dOkiqEXmqqyshNsd3HXFxcXB6/UKapG18vLy0KFDh6D+q6KiAps3b7Zl/wXUBSJfffUV3n//fWRkZIhukmnGjx+P//znP0H9V8eOHXHnnXdizZo1optnGsdO0xQUFGDixIno168f+vfvj/nz5+PEiROYPHmy6KYZbsqUKVi+fDnefPNNnHbaaf555bS0NLRo0UJw64x32mmn1auHadmyJTIyMmxZJzN9+nQMGjQIc+bMwZgxY1BUVITFixdj8eLFoptmipEjR+LBBx9ETk4OzjnnHHz66aeYO3currvuOtFNM8wPP/yAr7/+2v91SUkJiouLkZ6ejpycHEybNg3/93//hzPPPBN5eXm455570LFjR4wePVpco5uhsfeblZWFq666Ctu2bcM//vEPeDwefx+Wnp6OxMREUc2OWVOfb2iwlZCQgA4dOqBbt25WN9U6opfziPTkk09qOTk5WmJiota/f3/tk08+Ed0kUwAI+99zzz0nummWsfPSXk3TtL///e9az549taSkJO3ss8/WFi9eLLpJpqmoqNBuv/12LScnR0tOTtZOP/107U9/+pNWVVUlummGWb9+fdhzduLEiZqm+Zb33nPPPVpmZqaWlJSkXXrppdqOHTvENroZGnu/JSUlDfZh69evF930mDT1+YZywtJel6bZaNtCIiIiUo4ja0aIiIhIHgxGiIiISCgGI0RERCQUgxEiIiISisEIERERCcVghIiIiIRiMEJERERCMRghIiIioRiMEJEwQ4cOxbRp00Q3g4gEYzBCREREQnE7eCISYtKkSXj++eeDHispKbH1bdKJKDwGI0QkxLFjx5Cfn4+ePXvi/vvvBwC0a9cOcXFxgltGRFaLF90AInKmtLQ0JCYmIiUlBR06dBDdHCISiDUjREREJBSDESIiIhKKwQgRCZOYmAiPxyO6GUQkGIMRIhImNzcXmzdvxu7du3HkyBF4vV7RTSIiARiMEJEwd9xxB+Li4tCjRw+0a9cOpaWloptERAJwaS8REREJxcwIERERCcVghIiIiIRiMEJERERCMRghIiIioRiMEBERkVAMRoiIiEgoBiNEREQkFIMRIiIiEorBCBEREQnFYISIiIiEYjBCREREQjEYISIiIqH+H6vvqXA4XRlaAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset = Dataset(\n", + " create_data,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 300},\n", + " preprocess_kwargs={\n", + " \"noise_level\": 0.00,\n", + " \"normalize_coords\": False,\n", + " \"normalize_data\": True,\n", + " },\n", + " apply_normalize=custom_normalize,\n", + " device=device\n", + ")\n", + "dataset.data.shape\n", + "fig, ax = plt.subplots()\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", + "ax.set_xlabel(\"t\")\n", + "ax.legend()\n", + "ax.set_title(\"sampled and normalized\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [], + "source": [ + " # see deepymod.data.base.get_train_test_loader for definition of `get_train_test_loader` function.\n", + " # the shuffle is completely random mixing latter and earlier times\n", + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(1, [20, 20, 20, 20, 20, 20], 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=1, diff_order=0) " + ] + }, + { + "cell_type": "code", + "execution_count": 184, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.5)\n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=200, delta=1e-6)" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares()" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint)# .to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DeepMoD(\n", + " (func_approx): NN(\n", + " (network): Sequential(\n", + " (0): Linear(in_features=1, out_features=20, bias=True)\n", + " (1): Tanh()\n", + " (2): Linear(in_features=20, out_features=20, bias=True)\n", + " (3): Tanh()\n", + " (4): Linear(in_features=20, out_features=20, bias=True)\n", + " (5): Tanh()\n", + " (6): Linear(in_features=20, out_features=20, bias=True)\n", + " (7): Tanh()\n", + " (8): Linear(in_features=20, out_features=20, bias=True)\n", + " (9): Tanh()\n", + " (10): Linear(in_features=20, out_features=20, bias=True)\n", + " (11): Tanh()\n", + " (12): Linear(in_features=20, out_features=2, bias=True)\n", + " )\n", + " )\n", + " (library): Library1D()\n", + " (sparse_estimator): Threshold()\n", + " (constraint): LeastSquares()\n", + ")" + ] + }, + "execution_count": 187, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "metadata": {}, + "outputs": [], + "source": [ + "optimizer = torch.optim.Adam(\n", + " model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 5025 MSE: 1.90e-05 Reg: 2.04e-04 L1: 7.64e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 1min 4s, sys: 1.88 s, total: 1min 6s\n", + "Wall time: 1min 5s\n" + ] + } + ], + "source": [ + "%%time\n", + "! rm -rf ./data/deepymod/Lotka_Voltera/\n", + "foldername = \"./data/deepymod/Lotka_Voltera/\"\n", + "train(\n", + " model,\n", + " train_dataloader,\n", + " test_dataloader,\n", + " optimizer,\n", + " sparsity_scheduler,\n", + " log_dir=foldername,\n", + " max_iterations=100000,\n", + " delta=1e-3,\n", + " patience=100,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 190, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Yl6qqDL4sFrfTh8EkVb83VYFBD/v/fvBgiwVNAK5KuorS6FJkr8yBgweQ8I8lKiqKpKSkkAU4DpUfAgiaw7mt6BjREYCDZaH9N2oymQgPDw/M5kpISAhp/8GoqkpJSQnR0dFtNogl/Ln5ysvRFhWTEJeA55BK0ZodhJ/dnshzKj9jdnztD5gA2AtP2J+i+HA7HLgddgDkSAMK/od/Bk/zBk0URSE8PByN4gabFex1pycxao0oqkKevfWtZmxuGo2GHj16kJ2djaqqlJaWsnz5cvr06UPnzp3FZ50gCLWoioKvpAS01ZOFnD4nJa4SbB4bAF63D5fdi9fdyBXyVSvqK+syuLxeMICqnjjBjSRJleckR92NFFBdPlRXzXHl5eVx6NChk1up43OBqwxcLZtKd0jSEDpGdORQ+SEWHlrIJRmXNNmxthdtB6BnbM8mO0ZTkiSJbjHd+CP3D3aX7A5p0CQ2NhaNRhN0QmRTkmWZ5OTWVedU8BNBE0EQBEE4CaqqkpOTgyzLtGvXrlbhtvI8PZJDxquz4NN4iYoNx3d0P2rlZCu7ARxR0aRGhnBZfCP4vB5URUUjy2gqV1moPgVVUZE0EpIcwgyeigKF/lz5xHVocH79pqCoCgdLD6KgkBiWiFlnxm63k5+fDxCyC9aqlSZtOmgS2RGAHFsODq8Dk/YE9RMaYebMmc06m6qkpIR///vfhIeH87e//U0UWhTaNG20AV2aBTnimODG1s/9fw65Ec573v93r9v/EEujA7nmbd/QCy9lwMQpmCqL70paDYdvUCmVHIxMbN7PrejoaGbPng3ZG+HNp8FRd9Ak3uQ/Z+bb85treK3a5MmTAyslP/nkE3bt2kVeXh4333xzC49MEITWS0JJPpNv5v2XCZddGphAVGXkJV0ZdkFnzBGNDKAft9JEktTKo9W+5vK4XZTl5qA3mYmITyCufUdueOkttPq6j2kZmYJ5cCKyueb5bOTIkfTq1YuUlJTGjReg6trWW0+wphlIksS0rtN4fv3zfLn3yyYNmuwo2gG03aAJQLfoyqBJ8e6Q9tujRw969ux5UmmqhdOT+JcgCIIgCCfB6/Vit9tJSUnBbDbXet2pldGgomr16GUNRq+MT2dGUfwprzwyuPU6jEZjcw+9UvDjVlRU4PP4MOvM6Ou5cWkUVQVt5Q2ZQQ+yLjT9nqRoXzQlzhLskp1YUywmk/+GKT8/n4SEhJCk6gqk56pcrdEWRRuiiTREUuYq40j5EbrFdAtZ3829/LyoqAhZlomIiBABE6HNsul17N2zk4TRCaSOGVDzRW9lYDq5f/W2X5+DFc/AkJvgvOdqNLdE1661NKrrmBCPuJFMlWOyF/vPG0FWSiSY/SvTRNDE79jz1QUXXIBGo2HixIlilYkgCHWQONR+In06n8vAXeB1164PFR5zkvcmVUETyf+5VF/QpPhoJh88cDeWmFhuef19tHo9UUn1T1ySw/XI4dXf2zfl48620u7czrRr1+7kxqyrfK+elkmXfKzzu5zPSxteYmvhVnYX7w7pdfexthf6V5r0iu3VJP03h6qfzZ6SPSHtV6dr/nvU7du3k5eXR7du3UhNTW324wv1E3eNgiAIgnASqtJs1RdY0HrtqL5sJI0Xxe7xz/Zt5ZxOJ3a7PfD+GkpVVKylLlx2D6qq1szxLElQNYtNrZ3KrLlVFWYvd5UHiglXBb48ntAUFz4d0nNJkhQY/5GKIy08mlPTtWtXHnjgAaZP/3PXQBDaMEmiINzE0sXfseH7BbVf91UGTbTHBCSriqVr2sg8OXNl0MTnAk/wWb+J5kRABE2CMZvNTJ8+ncjIyJYeiiAIrVhxTA8Ounz8atyBrNMGVpo0pD5LvdS6VprUDuKqioIpPAKTJbzWaw3hKbBT/MlurL9k4S11ndx44ZiVJi0fNIk1xTKuvb8O2ce7Pm6SY5S5yjhqPQq0/ZUmEPqgSUvYunUrv/zyC4cOHWrpoQhBtJEraEEQBEFoneqazamXdfj04RhkPSoyilGLxudGklRUVUJWZXSa0KU7aiy3w4HX40anN6CrXO2iehVMWiMGWdfoZclej4K9zBX4eaiqSly7cDSayp+PpPHfTJ3qDVkIGLVGwnRh+FQfXsWLTtaFdFauqqrMHTuXw+WH23TQBKBdeDu2FGzhSHlogyY2m43FixdTVlbGVVdd1SyzorVarXiYKLRpRo+XlNT2xLXvWPtFb2X+7S9vgp8egttWgVKZD1Ku/XlekpPFoS0bCYuKJmPYSDw+D2uXLiMq30inwb0wd4ttujdynKNHj7Jy5UoSExIYq9GB4vGn6NLXXsUpVpoIgiCcmpTsXygq38qrF+zgYv21HB/TyD1QRuFRK3FpFpI6N+K6qeqcU5mG16xkkFdwDj27jqzVNCk9g9vf/ijwvcftYuuSRfi8HgZPuSjodaG3yIFzTwmaMB2GjpFEntcZ99EKsgqyka06EhISGr9KvmqlSSsImgBc0eMKlmUuQyM1zfz2faX7AEizpBFpaLvXxFX3V6WuUspcZSF9Lzt27GDLli2kp6czePDgkPVbl969e6PX6+nYsWOTH0toPBE0EQRBEIQmoNPocBnDCdNIeH1QbvMQrfWhNSl47DJexYBWat4URcdy2iqwl5VhiY6pETTR20DS6Rq9PFmSwBjmDz44bP6Hd6qiQq2gScuvNAF/MEAjaRr0sD6zPJNHVz/Krf1uZUjSkBO2lySJQYmDGJQ4KBRDbVHtw9sDkFmRGdJ+9Xo9mzZtChRoj4mpnSpIEISaksrtDL5gOipdyH9tE2FDkwkb7F95wTmPg60APrkcbPn+B0CBB1i1b/nyDuxj6btv0K5XXzKGjaTYWcyO9euZXHomnkQrNGPQpLS0lJ07d+JwOMAU7R+/vRgi02q1jTf7a5qUu8txep0YtS2V4lIQBKENkiApfz1GK5SZtGiOST6j4p/YtG9DPpsXZzJgQvvGBU0GXQudRkO74QBY6Iq7MI7uESe+Hla8XpbN+w8AAyadjzbIfYgnx0bp1/vRtw/H3Dee8FGpqKrKO3PmYLfbue2220hMTGz4eKF6pUkdqxub28CEgSy5dAnRxugGtf9w54f0jutNv/h+DWo/KHEQKy9fSZ4t71SG2eLMOjPxpngKHAUcrTga0qBJUVERu3btQqvVNlvQpHfv3k1+HOHkiKCJIAiCIDQBSacDhw+PqsWHisGkRUIPioqil0GrQye3XM5xrd6AMSwMWXfMjCyNhGTUImkbP7tJq5eJiPPfeJgidGg0EpLmmPenM4PqDZqj/ngLFizgnnvu4eDBg9x55528+OKLQbedCvmYYvSqquJTqtORHSg7wJHyI4xtNxaAX7J+YW3uWrYWbuX9Se/TI7bHKR27LTm307n0T+hPl8guIe1Xp9Mxfvx4YmNjCQ8/udQMDbVv3z5Wr15Nr169GDhwYJMeSxCaiqGL/3dQDg/HdciJ+0gFxu7HBBvbVQZ0DRHgKvfXOAkETWo/fIpMSCJj2MjAqhWbx8ZayzYcBje3dP5rU76VWpKTkzn33HOxWCywY7R//HXUvorQRzA8eTjRhmhcPpcImgiCIDSCxmhE16snh+w7Af9En0RzIr1je5Ni8RdSj0u10Ll/PDHJYY3rvPNY/1eljEQLXkUlwnTix45avZ6M4Wf6gyV1rEqXo42YesWiTahehWj9NYswqxatIezk6uVFJEPaEIjp3Ph9m4AkSTUCJl7Fi/aYiQ+qqgYmfBU6Cnl67dMA3NH/Dm7td2uDjhGhjyBCHxHCUbeMtye8TawpNuQrZjp37owkSXTr1jQ1ZYS2RVJPOXFh61JeXk5kZCRlZWVERLT9DwJBEITmJD5Da6rv5+F0Ojl48CCdOnUKWszd4/NgK7PhrtCgM8hExZlQPW5QvHgkD4pGQqsLQ9dCRdFfffVV5syZQ25uLv369ePll19m6NChgVomGk3DVmE0hcTERK677jruuusuwsPDCQ8PD7qtPlu2bOGOO+7gjz/+ID4+njvvvJN77723VjtVVcmx5eBwOnAXuJFiJK5dci2xxli+u+g7JEki25rNg789yPq89SSYE/h0yqfEmuqehb3w4EKsHisjUkYEbkCFlvPTTz+xevVqBg0axNmTzsajeNp0SoK2RJxTqoXyZ+HOtuIrcaFNMKGLPy6F1Zx0/4qT21bB2rdg/Xsw9kEYe1+9fW4u2MxffvgLqZZUFk5beErjEwRBCDVxPql2qj+LnKxcnC/vRJEUOj4+BlnXNHOp8+35lDhLiDHGBFYJVjm0eQPbVywhpVsPBkyc0ui+XUfK0caacGwvpPTLfRh7xhJ3ddut0RHMruJdzF4+m1fOfoVOkZ3ILM/k3l/u5b/n/hedRkdmRSYvbXiJnw79BMCzo59lcqfJLTxqoTGysrKIiooiLKyRAUrhlDTmM1QUghcEQRCEJlDiKiHfU4gq29B6fXhybXjySnAdPERZ0VEOWLMoc5e1yNjmz5/PrFmz+Mc//sGGDRvo168fEydOJD8/n4KCAvLy8vB6vY3qM1RzMKxWK/n5+UycOJGUlBTCw8ODbqtPeXk5EyZMoEOHDqxfv545c+bw6KOP8uabb9Zq61E8lLpKsXvslLvLeWLNE9g8Nsw6M06fP79xiiWFf4/7N50iO5Fvz+eZtc/Ue/yPdn3EY6sfY2P+xpP/QQghM3DgQCZNmoQuVceY+WMYPX80Ny66kQOlB1p6aILQKNuW/cz799zBH79+halXbM2AybYvYfMn4Lb7v/c6/bVBIGhNk+PZ3DYALDpLqIctCIIgtCIr/3sIHVoMqh4plLUzsjfB/mVQ4U/99MHOD7jk20uYt31eraZFRzPZtXIF2bt3Nvowqkeh4PXN5DyxBmPXaFIeH0HsVaffKvBXN77KkYoj/GPVPyhxlnD7ktvZVrSN1dmrAX+q4efGPMc1Pa8B4B+r/sHRiqN19uf2ubl50c08+8ezuHyuZnkPQt1UVeWTTz5hzpw5ZGaGNg2yEDoiaNIAqqriybOh+lpHHnZBEAShbfDILny6AhRN61rUOXfuXG666Sauu+46evbsyRtvvIHZbObdd989YfCjtLSUW265hcTERIxGI7179+a7776jONtG4dEK5s//jJ49e2EwGOjYoSPPP/98jf1dLhf33HMPqamphIWFMWzYMJYvXw7A8uXLAwGRcePGIUlSndvq8+GHH+J2u3n33Xfp1asXl112GXfddRdz586t1VYv64k3+We/Wd1WCuwFdIzoyNsT3sZUlecY/1L2p0Y9hUbS8OOhH1meGXwMqqqyp2QPABnRGfWOs6346dBPvLrpVXKsOSHvu6ysjD/++IOjR+u+ydu3bx/Lly/HZrOd1DHi4+MZPnw4o/uMxqg1oqgKv+f8zl+X/RW7x36yQxeEZmcrK6Uw8zAVxUW1X/zpIfjqFvBU/p54XZDcH3qcD3En/iyq8FSAClGaSHwV7tAO/ASsViuFhYXY7cf8Pp7gXORVvDi8rSMHvSAIQlui0WlZZPWQPyEWKZSpgpc8Bv+bCgeWA6Ao/udnsiTXaprWszdjr76R7iPHNPow3mIHqKAxa5GjDGj0coutjm9KDw57ELPWzMb8jZzz+TkcKj9EUlgS3WO612j3t0F/Y3DiYBxeB4+tfqzOe7mDZQdZnbOaBfsWoNfog7ZpS46UH+Gp35/i2T+eDXnfPp+PgwcPsnbt2jrbKIoS+Dd+MpxOJyaTCVmWG1+LR2g2ImjSAPaN+eS9sIHi+btbeiiCIAhCK2d3e7G7vfgKbUSXJmK0tcflVMjzKNjt/pUl4WUSseUqhRWuQPvjv5weX9B+j/9qLLfbzfr16znzjOEUHD6ItbgIjUbD+PHjWb1qFbGEEydFoNXWnpmsKAqTJ09m5cqVfPDBB+zYsYOnn34ajUaDz6uwcdMGrrjiMi6eegnLF67m/vse4uGHH2bevHlQchhytzLz1ptYvXo1n3zyCVu2bOHSSy9l0qRJ7N27lxEjRrB7t/9c+8UXX5CTk1PntvqsXr2a0aNHo9dX3xBMnDiR3bt3U1JSUqt9rCkWs9aMRtJwbqdzeWfiO0HTN/WK7RWYzTV3/dygNyXZtmxsHhs6jY6OkR3rHWdb8e62d3lj8xvsLG78bMAT+e233/j+++/55ZdfAtuOX+X0xx9/sHz5cr788stTOpZZZ+bTKZ/yw0U/kGBO4FD5Ieaurx1IE4TWKHPmTEyv/IcpF13OwBFTcO4rxVvqrG5QNWu0ataw1wVDb4IZH/gDJ8epKC7kP7ddwxu3XAX4a5r0dHTm0d+uJf+NzU39dmpYs2YNr7zyiv9z4Nfn4V8p8NODdbZ/ffPrDPpgEC9vfLkZRykIgtD2uQ8fpu8P9zE26xUGjuuJJEl8vOtjJnw+IXBNtGt1Du8/sJJlH+5qXOeBOlr+IMmKPf4VJwcKak9QSezUhUHnTaXLoKGBbe//fSavXn8ZRUeP1HkIx65i8l7ehL59OMkPDqO8vJz333+fzz//vHFjrXJ0HcztCe9MOLn9m1CyJZlZg2YB4PK5SLOk8drZr5FgTqjRTtbIPDriUQyygTU5a/jx4I9B+zt2UtfpEGSye+18tOsjvtv/Xcj7rvp39eOPP9ac0FFJVVVeeeUVnnvuOTZt2nRSxzCZTNx+++38/e9/r3HPKrQuohB8Azi2+2dzObYUwhUtPBhBEAShVev5yE91vjY6zcx/xvpXNcgKTH15C05P8BkqwzrFMP+WMwLfn/nMMopttWf/Hnr6vEaNr7CwEJ/PR3xcHD6vF6WyhkliYiK7du4CX92zexcvXszatWvZuXMnGRn+mcudO/sLJyo+hXfv+w9nn302//fQ/+F2ehk4rA8HDu1lzpw5XHv+aI5kZvLe/z7iyJEjpKT4a33cc889LFy4kPfee48nn3yShAT/jUBMTAxJSUkAQbfVJzc3l06dOtXYVjWDJzc3l+jo6BqvaSQNqeGpuMPcnNHpjKA1aqrc3PdmPtn9CR6fh0JHYa0czXuK/TckXaK6oAtSfLktah/enh1FO8isCP3S8cGDB7N3716GDPEXsc7KyuLzzz/nvPPOIz09HYBevXqh1Wo599xzG93/1799jR0704ZOQ6/Xk2xJBuCJkU9wy8+3MH/3fK7ofgWdo1pHAVBBqIu3oADd0SxSElLw7PZRuGErkZM7Ej6mXWWDyvNDYm9AhRMUSJe1OqyVK1YUxUeFu4IK2f9gQHX56ts15DQaDQaDwf/QQJL9q2XsxXW2t+gsKKpCvj2/GUcpCILQ9qleL57sbORjHgRb3VZybDmUufyTu7weBWuJC2eFp3GdV826rwyaOConwXgbeEpx2qw4bVa87rpXO+qTw8Cr4LN6QFWxlVRw8OBBzDpTnfvUS1WhPCsw5tZmerfpxJhiiNBHMCRpCJo60ql1iOjADb1v4M0tb7K/bH/QNqfbSvh24f7rnxJXCeXu8pAWt4+OjiYhIYGOHTsGnUgoSRIZGRmsWbMGs9kcpIeGq+++U2h5ImjSAHFXnV4FpQRBEISWIdF60nQZzGHEprZDIx9zkyCBNqHuC79NmzaRlpYWCJgcSyNr2L1nFxdeeCHGMB3GMH/AYOTIkbz44ov4FIWtO/fh8/lq7e9yuYiNrbuwemti0VuYP2U+HSI6BL1xOd1uSKD6pqQpgiaJiYnceeedyJX/Djdv3kxJSQnLli2jS5cuSJJE37596du3b6P7dnqdrFmxBoPHwPvu97lp3E2B10akjOCsdmexLHMZn+75lPuH3h+y9yQITU2ONKBNNKMxHxOYrVppctlHEFUZSFEUkCT/13GMFgt/eepFdEYjEhJnpp5J5NhIcibqGdx+aK32TWncuHGMGzfO/82GLP+f9iApyCpVzbIVQRNBEISTIBtQU87gu48/ZMrlV9ZaddC5fzwJHcID1/INVrXSpDIdl4Q/iKJS+xxkKy3B5/VgskSgq3xofMmDT4AEkfF1pyqSIw0kzh6ENs6EJElEmCyMdfdC8vpn/zd6BYWu8oG1t3XW+JAkiXM6nNOgtlf0uIJLu11KnCku6Oun2z1KmC6MWGMsRc4iMisy6RXbK6T9X3fddZhM/mBcRUUFy5YtY8SIEcTF+X++Z511Fl26dAlMIGwMRVGQJOm0WPFzuhNBE0EQBEEIoR2PTwSgLPswklXCZYxGI3uINIdB8VHwVc/a+mpmXzpEB78x0Bx3EfXbfWeFZHxxcXHIskxhUVHgJgUgLy+PpKQkKhxWACJ0tWfrVF04nhRJg9VmR5ZlVq/6HZ8btFoJo8W/HNliCV3x4aSkJPLy8mpsq/q+IStVTqRTZKc6X9tetB2ArlFdT/k4rUX7iPYAHC4/3CT9y8cE7s455xx0Oh2jRo2q80aiqKiI6OhoNJr6s8y+u+ldsg3ZJElJTBs2rdbrl3W7jANlB+gS1eXU3oAgNLF9f6zhCB50FhO+Q/tIGt+JpImDqhuoKvgqZ+ZqDdXbP7kc9iyEC1+FAX+p0adGI5PYOT3wfZeoLq3jdyHCvxqM8qw6m6RZ0gDYVbyLMldZ0HSKgiAIQhCSRHaHc+iWcQG9N/vg8uqXqtLOmiP0mCNOIl2QWrmkRFP5mFFS8M8Xq329tuJ/77Dzt+WMueoGBk+5CIDYtHYNOowuvnqCV1hMOP2HD0QyyKAAjV0wUlW/0OOsv10bUN+5UFVVdhf70x2fLkET8K+wKXIWkVke+qDJsfe9hw8fZsOGDWRnZ3PzzTcHVsh27Vp9v+fz+XC73Q26X87MzOSzzz6jT58+TJw4MbD9m/3fcLDsILf3ux2dfHpkLGjrRE0TQRAEQQghs16LWa/FpNMQITkxafIJM4DRo2DQ11x+a9LLgfbHfxl1ctB+j/9qLL1ez6BBg1iyZElgm6IoLFmyhOHDh2Oz2eosuN23b1+OHj3Knj17amx32T3Yylx0y+jOypUrA9tVVWXlypVkZGQga3UM6N0dn89HXk4eKfHtSEvpSHp6Ounp6SEJZlQ544wz+OWXX/B4qgNUP//8M926dauVmutU2D12dhZV1/nwKT425G8AYEjykJAdp6VVPaDMstb9EDNUdDod55xzTp1L1X/88UdeeeUVduzYUW8/h8sP887Od9gQv4GzrjiLmLCYWm3OSDmDb6Z+w6UZl4Zk7ILQVFZ/8TEbcbMrOYaffvqazYsX1mxwTDAeWV97e5AivK1WpD9IS9nROpv0jO1J1+iuOLwO5u+e30wDEwRBOD3kR/cg062w3lQzjZN6qivij6tpQlV/au1JMJIkodXp0RkMtV5rDEknE3VBFyIndjy5ovaBlSaOUxpHa7OzaCcuX/Xqmf2l+ylyFqHX6OkaffpM7EoL99+jHKmouw5OKGi1WlJSUpgwYULQSVsHDhzglVdeYeHChUH2rm3//v1YrVZKykpq1Mj8bPdnvL31bVGzrRURQZMGKP5kF0fv/5Wj9//a0kMRBEEQ2gi9rMenDUOnCUdCg2rUIsnuQJYUWdWg1bRMDtNZs2bx1ltv8dYbb7B540Zuu+02bDYb1157LWEGM2a9yT9z+Thjxoxh9OjRTJs2jZ9//pmDBw/y448/8t23P2ArdTHztrtYsmQJjz36GGuWb+DVF/7DK6+8wj333AOShowuHbhy+kXcdMsN/LziB3ILjrJ27Vqeeuopvv/++5C9vyuuuAK9Xs8NN9zA9u3bmT9/Pi+99BKzZs0K2TF2F+9m8peTmblkJk6vf3aarJH5adpPvHTWS/SI6RGyY7W0VEsqADm2HHxK89Y6OJ7JZEJVVTIz604Vpqoq/1rzL9yKmxEpI5jYYWLQdpIk1ZkbWhBak7QevUlGJsLhJiEhicj4mkVgOebBCIv/AS/1h00fH/MAK3iAfc+a39i06AfsZaVszN/IL0d/IWfZbkq+3ocnSOHepvLLL7+wYMECjh49CpH+zxtc5eAoDdpekiRu6H0DAB/u/BDHafawSxAEoSklZP1G7p5v+E/qAgCk49JnVRQ72bUmh0NbCxvXcdU1YmXQJF7ui6twLEmG7rWaTp45m79+8CV9x08ObDuw8Q82//wDJbnZDT5kRUUFWVlZlJaWNm6sVarqf/nc1eNv4/655p9M/246n+/5PLAtx5ZDnCmOYcnDMGlPIXNAK9NcE7u6d+/OzTffXGcqLoPBQElJCQcOHMDlOnGqt1GjRnHZlZfxMz/z6OpH8Sj+SS6TOk0C4L3t77EmZ03o3oBw0sSdYgO4jlQE/q4qrScfvSAIgtB66TR6vMZowrThGHwGymweJJ0Prcl/Qe5VjOiklgmazJgxg389/jiPPfEEQ4cPZ9OmTSxcuJDk5GRMLi1mpxa1joLwX3zxBUOGDOHyyy+nZ8+e3HvvvUiyijFMx5Bhg/n000/59LNPGT1hOM/MfZLHH3+ca6+9NnAD9d4rc5h+yeU8+PD99B3Qm6lTp/LHH3/Qvn37kL2/yMhIFi1axMGDBxk0aBCzZ8/mkUce4eabbw7ZMTpFdkIv68l35Ne4KQnThTGu/bjT6mF8gjkBrUaLV/G2eA2B4cOHc+ONNzJ58uQ62yw8tJANRzcQ5YvioWEPnTBfsN1jZ+GhhRQ76y48LQgt6axrbmIEJvoeLWDqRVeQYRlCwVtbsG8t8DeQDTD9vzDtHXBVQMlBcBRXB03k4EGTXz96nyXvvEZJTjavb3qdO5bcQfn6bGyrc/AWNF8gYt++fWzatImysjLQh4GpcmVYPatNJnacSKollWJnMT8e/LGZRioIgtDWSaTkribt6A9YzTVrR1XNeC84UsGSeTtZ98OhxnU94k6Y8C+I9a9kSNINxV0wiRRDn7pHc8w12rpvv2Lx26+Ru39vgw+5a9cu3nrrLRb+uBDVpzRuvFAdNAHwtv0UXVCdfuvtrW8HJnaNShvFkkuX8OSZT7bk0EIuNdw/0aLQ0cgAX6jHkZrK9OnTufPOOzE0YPWUTqfju9LvWOtYy8+HfybXlgvAlT2u5JKMSwB46venaqxCEVqGqGnSAFFTOmNbm4upX3xLD0UQBEFoIyStjIqCR5VRAL1Ri4QWfAqKVkbVatFqWq742x233851V12J3mjCEl2dukhjkFFV6nzQHBMTw7vvvltnv9OmTePiiy/G51XQaCSkqvco60BrQmswM/vO+5l95/3EplqQtTWDC1FRUbUuEINtO5G+ffvy669Nt0JUL+u5qc9NPLHmCV7f/DrjO4wnwZxwWgVLqsgambfOeYt4czzx5pa9FjIajaSlpdX5usvnYs4fc+hc3pmepT3ZsWoH7SfVH5C7dfGtbMzfyMPDH2Z6t+mhHrIghIQuLQ2fzYrGbMZ5yIZrfxnG7rH+F7V66Hmh/+8Hlvn/9DqPWWkSPC92h779iSvtiN5sxurx17Oy9ZBI0rVDG9t8Qf2hQ4eSkZFBYmJlja8u48Bjh3o+T7UaLbMGzcLlc3Fup3ObaaSCIAhtm6TXIXVqT7brSOBaP8YYQ5fILiSY/asYzRF62veMISrJXF9XtfWteQ2VEmkiI9FCtLlh9VFSu/fCYA6rcV9yIrIsY9GYkLZX+M+LGY1Mw6szQXwPf5quqnNmG3dR+kW8s/Udsm3Z/G/H/7ip700AaCQNUcaolh1ciI1vP54xl40hQl+7Fmdz69mzZ4Pbbi7YzP92/g+Ap858inbh1fV8Zg+azQ8HfuBA2QHW5q5lWPKwkI9VaDgRNGkAU89YTD1jW3oYgiAIQlsSFYGMDVuFis4gExVvQvW0A8WHHi+RGtDqWi7PvNFiwXhc8XVVVdFEG5Ak6YSz8+vjz1N83Hszx/q/VJUI2YviVVBV/wpOqQWDR6fioq4X8eXeL9letJ0Z380gxhjDuZ3ODdycnE4GJw1u6SHU4nA4OHLkCN26dQtsM8gGnh71NF9+/SWSJJGcnHzCfsakjWFj/kYWH14sgiZCq5X6/HOBv2uTyzF1j0GXYqndUK6c4eh1V9c0qSM91/gb7wj83brBHzTxDQojMqljSMbcUL1796654ZJ3GrTfhI4TmmA0giAIpy99Whryiy+R8f5hXt7pX4VwUdeLuKjrRYE2SZ0jOf+u/qd8rKtHRXPpGUZigjyo/+XD93DZbQw5fxpRSf5rtZHTr2z0MQYOHEjaWhn3oXIU50kEPTQy3HF6pUHSyTpmDpjJg789yGubXyPOFMeF6ReelhO7zLpGBvaaSUFBAfHxtSeaKYrCJ/M/YZl1GZJW4vz08xnTbkyNNha9hfO7nM/83fP5ZNcnImjSwk6/3xpBEARBaAWKncXkeQpRNXa0Xh+ebCuenGJc+w9QUniY/RWZlLpKW3qYNfz3v/8lPDwci8VS66tXr15B91EUFaURqSslScIYpsNh81CcbcXjanz+4MmTJwcdo8Vi4cknm2/ZuU6j46lRT2HSmih2FrO/dP8pBZuEhisvL+e1115j/vz55Obm1nhtaPJQnr71af72t781aNbXOR3OAWBt7lpKnaVNMVxBOCULX3+Rt2bewPxH7+ejh2azc9evmPsnoEuofFjgLIOtn8Oen6pTjRy70qSO9FzHsrr9QZNwfXhTvAVBEAShldg6v4BwxYzFGxbajrM2QOZaf5pI4Nk/nmXKV1P4Zv83tZruWvkLWxYvxGmznvJh467uScrjIzD1iTvlvk4XUzpP4ez2Z+NVvDyy6hHGfTqOP3L/aOlhnfYUReHjjz/m1VdfZceOHbVeP3r0KHt27yEhO4EoQxT3Drk3aD+XdbsMgKWZSwOpu4SWIVaanIDqU3FnVeDNd6Axyug7RCCHN2x5oSAIgvDn5pGdKHobqq8DKK3/YfqUKVNIT09HlmXi4mreeOh0wdO7uOweKoqcGMw6IuOrCws6rG4Un7/WyfEpuABkWYPPozQq4FLl7bffxuEInm8/JqbhS/pDoVNkJ+aMnsM3+7/hqp5X0T+hf7Mev7nsLt7NkiNLSDAnBHLttqTw8HBSUlIoKChAURR8io8CRwFJYUmBNhERDVuq3z6iPd2iu7G7ZDfLMpfVmG0pCK2Bo7yM8oI8nNYK3A477Xr3rdmg9Ah8cQNYEqH/Ff5tPje0Hw6WBDCf+EFSVXquMK0ZxeUDn4LGHPxzP9RKSkrQarWYzWZkuXKVoqqCxwH6+meRVrgreHTVo5S5ynhzwpun5UxaQRCEUFL0BpbkWuk9NSG0HX92jf98dONSSBuEovprjMhS7ZX1Qy6chrOigvDYUw90NNe5qi2RJIlHz3iUvSV7KXWVctfAuxiUOKilh9Uk3tryFlsKtnBLv1voHdf7xDs0IY1GQ3x8PHv27KGkpKTW68ZYIzvid6B1ablryF11pktLj07nut7X0Tmys5jM0sJE0OQEFJubgtc2B76PvbYXpu7N+0BGEARBaHt05Q5SnMkYZS1eVCpkCZO7AgkIL5PweVXsOi+YTthVk3BarVhLitAbTUTE+2+aYmJiGNp9IIrHhy7KiMZ44ssExesPemiOe05lL3fj8yjoDLI/aOK2Q8khfJIBJbIjlhgDstZ0UiszUlNTG71PUxrTbkytpdWnm/2l+3l98+sMTBjYKoImkiRx4YUXotVq0ev1fLzrY95c/SYXaC7gpmk3YbEESVtUj/EdxrO7ZDeLjywWQROh1Rl95fV0OVqA/fAhwqdfSkKfM3EdKUcbbfRP5vK6/Q1lfc2VJlNeqLffFR+8y65VvzD4gotxeP2BaOMmD9k/rMLUO5bYvzQ8P/epeP3113G73dx5553ExsbC3sXw6dWQ2Atu/LnefQ2ygUWHFwH+AEqkIbI5hiwIgtAmebKy6PfrE2jMYXQe/zEAC/Yt4L1t7zGm3RhmDZpF7oEylry/k8gEE1Pu6NfwzpXK1eOVNwX78ssBWL2/mMu612w6YOKUWruvnP8/tq9YysBzL2DwlODXYjabjZ9++olRo0YRHx/Pr7/+SlZWFoMGDaJr1651Dq280MEvn+whOsnMyEuOa/fBJVCwC6a/D6mnT2AhyhjFVxd+hSRJ6OqobXY6WJe3jlXZqxjXflyLB00Axo4dS8+ePUlJSan1WqY1k7y4PFLCUpiaPrXefmYNmtVEIxQaQ0zFOQHVoyBH+3MD69uHI+nEj0wQBEE4McmngKRFliRk/KsqjqX1gaLUsXMzUFUFr9uNz+sJbJMkCRQVyauiNnAFSFiUgbg0C+ZIQ43tBpMWo0WHpqpeiQT4XDjdOkpybdjL3SKVVRuSGu4PVGVZs1p4JNXMZjN6vZ4CewH/3vBvoiqiKDtYxptvvlnnSqS6VKXoWpW9igp3RVMMVxBOWmxaOyIKi4ncs5/2SaloNvsndTm2Fvob+Fz+P2U9hMVBTBd/DakTcDvsWIsKKS8rCmwzRvhXdijOxqdOPFkajcb/UKdqRaMpGjw2KDt6wn31sh6Lzh8kLXYWN+UwBUEQ2jzV68W7fx/eg/sDNQXLXGUcKDtAvj0fAK9HoTTPTkWRs3GdVwVNKleWuLz+722uht3wuBx2KooKcFrrTtm1cOFCtmzZwrfffouqquzYsYNdu3ZR9kcWjm2Fde5Xmm/n8LYiNi3O5NDW49pV5EJZJjhqrwxo6/Sy/rQOmACkWPzBidZyj6LVamsETPbu3ctrr71GYWEhgxIH8c3Ub3h69NNiZWwbIVaanIA21kTyfUNbehiCIAhCGyR5rFglC17JR1RiOMohD41PRtU09CYzMSmpSJqaS+blSAOoIGkbHtDQyLUv+izRxpobAkvzFTSyBjnIPkLrlWrxB03y7fm4fW70cutJVfrC+heweqykmFIYMXIEI84YgcnUuCVcXaK60DmyMwfKDrAhb8Npv3JIaLtUVUVj0SFHG5AMlZ+rvsqVJloDDLnR/9UAQ86fRp9xE9FFWXi8OAq7144lPYGwR+Or+24G999/P6p6zNkxqp3/z4oc/yoabf2fN9HGaKweK8XOYjpFdmrCkQqCILR9kt4CKUP56dsvmHj+tFqvx7ezcNHsAWj1jTwPVNXR0lQ+ZpT8wRJVrXlPoSoK1pJitHo9Rkt4YBLVoHOn0nPUOCwxdQf9x48fT1lZGZMmTUKSJCZMmMCh33YRvsWDQ1eMqXfwdF/RSdX1WwozrXQ8tv6JoTL9kevU66sIza/qHqW1BE2Ot3XrVvLz81mxYgXTpk0j0hDZ4FWxubZcfjr0E4nmRCZ1mtTEIxWCEUETQRAEQWgiGp8btwqSRkHj8qHKelSvq6WHBYCs1SJra14GeDweHE6HP7e8of488o1WOZsmTFNCWHIHfF6VimInEmCJMda/r9DiYo2xGGUjTp+THFsOHSI6tPSQAH+tle8OfAfA7RfdTq+4Xifd12MjHiPeHB+4+RKE1iJn326OqB58kWGQnUnK5L4kX5he3eDY9FzHeqkf2Arh+p8gqXbKiqik5MDfL4qtToUitcCk1BorD81xIBv8K2gqsiG6Y737RhujyazIpMR5+s0SFgRBCClJIr/DeDr3PJfU361wfvVLVcFrg1lHStfoxvetVqXn8gdbVCpXmKg1J0o5bVbevP1aAP720ddIlbWsIhMSiUxIrLP7vLw8du7cyZAhQwIz+Tt16kSyLwpHRBGGDnXXsguPMXLBX/tTmmcnOf24B9aGypSubiuZO4rRm7XEpoah1TXf5AHh5KVZ0oDWGzQZNmwYWZospPYSqqo2KtPC8szlPLfuOfrG9RVBkxYipnkKgiAIQhPReh3gy0PWKCgVbtC0ntn5wXg8HqxWK3a7vUHtFZ9CeZEDe3kDAkHHFoFUfaiqiqPCjcPmqXsfodWQJKl6+XtF67kpeXnjy6ioTOw48ZQCJgD9E/qLgInQKm1e9CN/qA42dEzihx++ZOevy2o2qErPpa2ZJhG3DdzWQNC6zdBoILoyMFuw54TNYwz+epMiPZcgCMKJ5UX3JNutsNeYB4CE/yGueqrr4Y9LzwXBV5r4PB40shz4aqicnByWL1/Opk2bamw3pkcTfWE65v71F7Zv1yOGPmPTiEs7rrC23h80UZ1Wfnh9C58/vQ5baeuY5CacWGClSSu6P6lyoPQACwoW8G7Fu/xj6z9Yl7euUfuP7zAeCYkthVvIseY00SiF+oiVJifg2FaIbUM+vnIXSBKm7jFEnN2+pYclCIIgtHI6WYeiBZ1Gh4qEatQiHVM/RFY1aCVDPT00LZ/Xi8flRKPRoDf5V5VotVrMRjNaSYPi8aE5wQwrr0fBafWgkTWYI2q+F2upE0e5B1OEDkuUESQJf2ETFRQFjVaHOUKPRtY0etaN0DJSLCkcKDtAjq11XLRvyNvAiqMrkCWZmf1nhrRvj+I57XNAC21HbFo74pGxOx3ok5MxR0bVbOA9pqbJviXw8z8gqQ/4Ks85muC3fKV5uWTv2YnbCBXJWhLMCXSL6Ub58kx8JU4izm6PHNG056mKigqWLl2KyWRiwoQJ1S+kDYHCPXB4JWRMqLsDIMbkD5qIlSaCIAgnFpm1kqziHXw8/SgXcW2ta3CnzUPWnhK0OpkOvU9cHytAqbnSpINxKIdzLZjDkms0s8TE8rePvkbx1aydVZx9lNx9ewiPi6ddzz61uo+JiWHQoEHEx8dTUFDAmjVr6NatG+3bt8dorH/Vev7hcvRGLeFxxtopgitXmvjsVmJSwrCVumrVahRar6pJXfmO1pVCONeWy2XfX4bD66+zOCZtDIMTBzeqjzhTHAMTB7I+bz2LDi/iml7XNMVQhXq0sWlHzc+TZ8e5owjPUSuezAq8hY0rLCoIgiD8OellAx5jDGHaSIw+A2U2D5LOi87sv0HwKkZ0msbVXQglj8tJaW4OFcXVBYD1ej0WyYjeJqE6vCfsQyNLmCP0mMKDP1xWVRW1qvajJKFKGkq8KZQV+1PJWKKNmCP0tW7WFixYQHp6OrIsc/fdd9e5TWheyZU3va0laLK7ZDdajZap6VPpGNkxJH1mVmQyc8lMrvz+ypo1FgShBQ25YBqjZQtjdmdyycVX0lHuReH723HurlxZkTYYpr4OI/8KHjvkbYXi/dX55eXgQZPD2zfz4yvPs+abT7l9ye3MWTcHANsfudh+z8Vb3MgiwCfBbrezcePGWjOH6TCycpArT9hHtCEajaTB6Wv68QqCILRpkkS7rBV0PLwAe/hxgebKy56yfAcL/7ONFR/tblzfY++Dsx4Ckz+1V+/wc3HlXUCE3Dlo8+NXmRzespEfX53Lpp++D9q+ffv2nH/++QwfPpwPPviA9evX89FHH7Fhwwb/PYfHF3Q/gIVvbuPDf6xh37p8cvaX1XzR4E/rpVXKGX5RF+I7RLD+x0MNfNNCS4sxxmCUjZi0JoocRSfeoZm8vPFlHF4H6VHpPDD0AZ4b89xJTRKc0ME/cWTR4UWhHqLQAGKlyQkYe8SgsehAAtmiRyvyrguCIAgNIGk0qKh4VfABOoOMhAyyjCprUWUZWdNyqyv+8+ZbPD93LvkFBfTr14+XX36ZoUOHImk1/gLADSjUrtXJWKKDr0YxhesxhulqFIlXtWY8bhM4FCLqeeu33HIL1113HXfddRfh4eF1bquL0+nk1ltvZf369ezcuZMpU6awYMGCE74foX439rmRa3pdQ1JYUksPBYDLu1/O6LTRGOTQzQaM0EewOns1bsXNhvwNDEocFLK+BeFUaOPi0KWkoDEacR6qwLmzGGN3/woLojtW1/3YU3lT7XXVLsp7jFVZq/jHpoe4sHN/pET/AyOLzj/b1jI0CcWtIIc3/WxNs9nM2WefjUZz3Dmn45nQ+SzoPOaEfdze/3buGngXmraWhkwQBKGZSbKMkhRPgbcgkJbLorOQEpZCtNEf7NCbZJLTIzFHNPIcMPKvNb6NMutIizYRZWrYyt2I+EQ69B1AfPuOJ2zbpUsXNmzYAECsLpKsh35DY9aR8n/Da7VVVRW90X8eXPzeDgBu/vcYdFWF7iNSIC4DTNE4rR4ObSnEZRfpg9sKSZJYOn0pFp2l1WQu2F28m2/3fwvA4yMep0987ZVTDTW+w3ieXvs0Wwq2kGvLbTX3YX8WImhyAvoUC/oUS0sPQxAEQWhroiPRahxYy1V0RpmoBDOqtyMoCnq8REvUKsTeXObPn8+999/PG2+8wbBhw3jxxReZOHEiu3btIiEhISQPymRZA8fHU2K7EGH2oir+dFyqqqL4VFBB1vkfdlmtVvLz85k4cWKgyGOwbfXx+XyYTCbuuusuvvjii1N+L4Jf1fL31iTUNUgiDZFckH4Bn+/5nNc3vc7bE98Oaf+CcLLS/v1S4O/a5BJM3WPQdwxS9LaqronXdUx6rtoPrF7f/Dq5sS4295YwaR2QCZ0j/bOBw8e0C/n46xIeHs6oUaNqvxDdAa5e0KA+WksqDkEQhNZOl5KC6/lnif8qn7/tsMJFcFHXi7io60WBNtFJYVx8z6lPGjl/YATn9u9DpKFm4fWirEw2LvyOyIREhpx/cWB7l0FD6TJoaIP6vuCCC7jgggsA8BY5yFWKUV3BV5pIksRlDw9FVVXe/ftv6E1aXDZPddDkjDv8X0BikYMxV3QjOtHc2LcrtKBwff0T6prbhzs/DNRcPJWACUCCOYEBCQPYkL+BHw7+wPW9rw/RKIWGENNxBEEQBKEJFDmKyHPno2qcaD0+PFlWPFmFuPbupTj/AHvLD1Hiapn863PnzuWmm27iuuuuo2fPnrzxxhuYzWbeeOMNcnJyKC0trXPf0tJSbrnlFhITEzEajfTu3Ztvv/028PoXX3xBr169MBgMdOzYkeeffz7wmkYjIWkVHn7sQVJTU7FYLAwZPJSFP/wMwPLlywOrSMaNG4ckSXVuq09YWBivv/46N910E0lJYjbO6ebb/d+ytWBrk/V/c5+b0Wq0/J77O3/k/tFkxxGEhlr//QLmzb6dV66bwWdPPMiR4h2EDU1Cl1D5UKdoP+xeCHnbQVu5Kt7rBLUqv3ztAH2YPgyAM1PP5Les3wCY2HFik78XQRAEoWUd/sZJvDeaaGfkiRs3lKpC9ibI3QY+/yrHmUtmMu6zcazKXlWjaVl+LpsXfc+ulSsadYhFixbxxBNPsHTp0hrb5WgjyQ8NI/nBYfXuL0kS1885k6ueOANLdO0MMjtWZrP4vR0oPpXUbtGNGpsgHOvKHldyY58bubrn1SHp7/wu56PX6Cl3lYekP6HhRNDkBDz5dtZ9+Dnv3HIjv7/+Ec49osCgIAiCUA+3rfLLjkcpQZUOovps/jzzVcV6A23tx7Q/7svjqKPf474aOzy3m/Xr1zN+/PjANo1Gw/jx41m7dm29+yqKwuTJk1m5ciUffPAB637fyP2zHsFt8z+YW79+PdOnT+eyyy5j08bNPHDf//Hwww8zb968QB8zZ85k9erVfPLJJ/yxZj0XnDeVaTMuZO/evYwYMYLdu/35k7/44gtycnLq3CY0P6fXyWubXuORlY/gU+rOG92UjlYc5fHVj3PlD1c2WeAk2ZLMtK7TAHjy9yexe+xNchxBaCh7WSlFR4/gsts4sm0L1qLCmg22fwUfz4A1r4G2ctWFxwEdR0H7M6pXnxwjszwTgP2l+/EoHjpFdiIjOiPwuuLy4bO6m+w9VXG73VitVtzuIMfyeaH0iD8YVI9cWy6zls/ib8v+1kSjFARBOH149UaWV3jwnRnC1bqKF94cA2+MBHcFAL7KwP3xqROjEpMZPu1yep91TqMO4fF48PlqX39KGgk5XI/GdOIV/PWlbyrOtpGzr4yKZqjnJYTWb1m/ceeSO3l90+stPRQAusV0468D/0rf+L4h6e+8zuexdPpS7h50d0j6ExpOpOc6geKPd5GUk0iO0o7Uw+0o/mQXKY+c0dLDEgRBEFqrJ/0pjBIrv47lSxmJe8SzhJdJeH0qMR8MBa+jVhcAdDgTrjumEOKLfcAepLjdo2W1t9WjsLAQn89HbHQURUczkbVaopKSSUxMZNeuXcRHxKLYPHjLXGgjaz5oW7x4MWvXrmXnzp1kZGRgK3WREJWKyeJ/SDd37lzOPvtsHn74YdxOL7FhKWzbso05c+Zw7bXXcnDrH7z33nsc3LGZdhm9UFWVf/zzIX77fTnvvfceTz75JAkJCQDExMQEVokE2yY0P51Gx5tb3sSn+rij/x0khh3/L7xpqarKk78/idPnZGjSUHrH9W6yY93a71YWH17MvtJ9/HPNP/nXmf9qNXmShT+f3uMmEL5+M2VHDhF13nmkdu6LJ9eGHKFHY9ZVp+GSDdUrTRQPXPtd0P48iodsazZhDhnl3TVcICWTfMeEwL9x2/o8Sj7bgyEjmvjrq3/Pyn48iByhJ+yMFKQQ1eTauXMnX331FV26dOGqq66q+eLRtfDeZH+9lr9urrefnw//jFajRVVV8bsqCIJQB09+Pv03/Rt0BjqPfweAhYcWMm/bPIYnD+fuQXdTVuDgp7e2oTfKTJ01sGEdV9XQgsDqxlK7Pxj++bosRqdVvxyTksbI6VfW6iJr904WvfESUUnJXHTfP2q9fvbZZzNy5Ej0+salZNy5Kof9G/JJH5RA9zOSazc48jt8dzc99f1IvPExZK2Go7tLiE4yExYZurp5QtMpdhaz/OhyHL467qvbOJPWhElraulh/CmJlSYnIBlkPKobq7eEMnch2gSR21AQBEE4Oeoxf9d562zWLFQVPC4n3uNm92qQkDwqeJVa+2zatIm0tDQyMvyzkc2ReuLahRMW7b+h2LlzJyNHjvT3I0sYzDpGjhzJ3r178fl8bNy8G5/PR48Bw7BYLISHhxMeHs6KFSvYv39/E79j4VTJGplEsz9QkmPLafbjLzmyhF+zfkWr0fLQ8Iea9MFonCmOOWPmIEsyObYcvGrz/MJ6FA+qqp64ofCnEp2UQlReAQlbd9EpqR2ssZP34gYc2ysD6b7KVYxaA+hMYEkCS91BzRyr/9+0CkRb9URadUzuNDnwusbir4GiOqv/3buzrVSsOErptwew/no0ZKvvvV7/MXS6IIWCIypnQZdng1L7nFQlxhjj70vxUuGpCMm4BEEQTkseD96tG/Ht2OSvPwgUO4rZXrSdIxVHAPB5FQqOVFCYZW14v8euQJb8tUI8lWm6CioatmpR8Xoozj5KaV5u0NeNRiNRUVGYzTWfyamKSvmyTMp+Pozqqb0SpeiolcPbiijOsXFoayE/vL6FDT8dPvbAkL+DGMcfdB2cyLYVR/n6hY0c2V7coHELLS85zB8My7E2//3JsZxeJ4+uepTlmcubbFX+pvxNFDmCTKQUmoRYaXICCbf24/2/z6TQfohs+z7ufvarlh6SIAiC0Jo9mA1Aac5hcBhRdGZ8ko+ImDDUrAM1IieZN6+iQ1QdD7aOW8rO3aFJRRQXF4csyxQWFzNs6BCkyuPk5eWRlJSExqhFitOAXPuBtMlUc4aLJEnU9dxaq5OJjDdhOqaovM1uQ5ZlVvy0mMikuBrtLRYLqqJSktv4lGNC80m2JJNtyybHlkN/+jfbcW0eG0+tfQqA63tfHyhY3ZSGJA3h6VFPc0bKGeiCFNI+FSXOEv6747/sKdmDBg0aSUOOLYfdJbsxyAbmTZpHz9ieAHx/4HuWHFlCz9iedI7sTLGzGLfPjVajJdGcyJmpZyJr/A8oNuVvYk/JHmweGxXuChxeBx7Fg0/14VN8zB48O1CQdUXmCtbnrUcn6zDIBrQaLRJSII3GhV0uJMoYFdL3LYSGxiijCdMh6SrPE97KB1Ky3r8q457d9e5f9WAsNaEjQ/96Ay7JU+N3ytglipTHRqAxyIFt2igDURd2wbYuj7IfD6FNNJOUceqFggcNGsSAAQNQggVFIlIACXxusBeCJSFoH3pZT5guDJvHRomzhAh9xCmPSxAE4XQlGaOQknqxbOkPnDXu3FqTUCzRBqbc2Q85yL1AndRjHhBXrjRR8X+uq2rNfjwuJ4rPh1ZvQNZWP5KM79iZ6Y88id4c1sg3BOU/HfKPfXgysk6u8XLGsERiUsKISQ0j/1AFBzcXojn2vRks/j9d/iBRVFIYFcUuNGKKeZuRYvFnesi15aKoSq2UcM3l631f88XeL1iVvYofL/4x5P3PXTeX97a/x1U9r+LeIfeGvH+hNhE0aQD1mIt4p9VKWJQoCiUIgiDUobK4LjoTGqeEW2sG2YOsMeHTWVCPWdmh6szV7Rva76kOT69n0KBBLFu2jIsvvhjw1ypZsmQJt9xyC1aHDb1ej0FXezl63759OXr0KHv27AmsNjlWjx49WLlyZY1tK1euJCMjA1mWGTa4Jz6fD3tFFoPOHA6Ao8KN2+HFaNHhtHvwulumVobQMIGZXM280uTVTa+Sb88nzZLGTX1uarbjTuo0qcb3z697niFJQxidNrrBffgUH8+te47p3abTKbITAP/e+G8+3/N50PYOryMwcx5gY/5Gfj78Mz8f/jlo+19n/BoIbnx/4Hs+2f1JnWO5pd8tgaDJ2ty1/HfHf+tsOyp1lAiatBKluTlkKx7sURa0+bmkXjiMmMu6Vzc4dqVJFVshvDIEZB3M3s2xEW6n10mCOYH20R0ZNeL8WseTtBqk4+4SNWYdljNSMPaIoeCNLWhjTSFLhaXRaNAEezol6/wrZqy5UHa0zqAJQLQhGpvHRrGzmA4RHU55TIIgCKclSaKk4zm0634OYb8WwziQqPk5rjdq6dArtnH9HjurvnIiR1XQRFFrfr5v+PFbfvv4fXqNHc+k2+4ObDeGWWjXq+4aEFu3bqWiooKMjAzi4qonX0mSRNjQJNBISNra55KEDhEkdPAH03UGmTFXdCM68ZjVKoZwAA6WpmM+VM7IS9IDq3CEtiHBnIBG0uBW3BQ7i4kzxZ14pxDzKl7e2/4eANf0uiYwoSmUhiUP473t7zF/13ySw5IZlTqKjpEdQ36cKtsLt/PsH88Gfqaj0kZh0prYX7qfpLAkbuxzY6P79Pg8ZNuyKXOV4fA6cHgd+FQfYbowwrRhJIUlEW+OB/z3UIfLD2PRWwjThQUmd2kkDZIkhXxSWzAiaNIALnv1rFdHRbkImgiCIAgNovU6wJePVheJUu7255un6QvrnsisWbO45pprGDx4MEOHDuXFF1/EZrNx2WWXUVFRQVhYGAZD7aDJmDFjGD16NNOmTWPu3LmkJbdn587d6I0yU84/j9mzZzNkyBCeeOIJZsyYwerVq3nllVd47bXXAMjo2pUrL57M1bfezfMvSAwYMICDezJZunQpAwb25/wLp6A3h+biZ8eOHbjdboqLi6moqGDTpk0A9O/fPyT9/1lVBU2yrdnNdsy9JXv5cOeHADw0/CGMVTUbmtmyI8uYt30e87bP49pe13LXwLvqvVg/XH6Yj3Z+xMGyg6zOWc2iQ4v4/uLvMWqN3NjnRvaW7OWCLhcgSzI+1UeEPoK+8X1x+9wkmKsfDl/Y5ULahbdjU/4msqxZxJniMGlNuBU3+fZ8XFUPzIH0qHTOancWYbowLDoLFr0FnUaHLMnIGhmLzhJoOyRpCABunxuP4gmkBqv6z6Kvbiu0rH3r1rDaZ4MOiWz+/jPOSU2i79kTqxt4K/8NyMfkeXeWgaMYdGEcvyRwfIfxjO8w/qRSR2ijjCTfP/Rk3sbJiUz1B03KsyC17tz6McYYjlqPUuwU6VQEQRDqkxvdHb1HISeyvMb2U0oPWiM9lz/gEAiaKDXPQV63/5ylC3KvUZ9169Zx+PBhIiMjawRNAKIv7tqgPmJTLMSmHHd9ow/HrRj5oXA2PL2Om14cLYImbYxOoyPeFE+ePY8ca06zBk3cPjf7Svfx+Z7PybJmEWOM4eKuFzfJsUakjGBgwkA25G/g2T+eZe66uZzf5XyyrdncP/R+0qPTQ3Ysj+Jh9orZZFmzADhUfoh1eesCr/eI6REImqiqyu1LbqfQUUiaJY3OUZ1Js6RR5CziaMVRRqSMYELHCYF+Lv6m7p/PX3r8hfuG3gdAqauUC7++MGi7WGMsy2csD8VbrZcImtTDW+Sg9LsDZMgD2cDPDIg5G+dHWbhmRGHoGNnSwxMEQfjT+OWXX5gzZw7r168nJyeHr776iqlTp9bZfvny5Zx11lm1tufk5DRbIXGdRociK2irHqoatUgeT+B1WdWglRpXyDBUZsyYQX5+Hg8//DB5eXn079+fhQsXkpaWhsvpRCdpUZxeNMbalwlffPEF99xzD5dffjk2m42OHTrzr3/+C4CBAwfy6aef8sgjj/DEE0+QmJDEvX97iKv+crV/Z0nmvbmP8s9XP2D27NlkZWURGxvHwH6DufjSC9EbtUTGhabI3bnnnsvhw9X5igcMGACc4g2hQLLFHzTJtQXPN90UOkR04OHhD7O/dD9npp7ZbMc93sjUkVzZ40o+3Pkh87bPY0vBFuaMmVMjwFHF6XVy19K7OFB2APDP4vz70L8HAj6pllQ+OPeDBh23T3wf+sT34Zpe15yw7YzuM5jRfUaD+h3bbixj241tUNvTTVs7p1hiYomRZIpVH+GWCAzH5XPHVxmM1xrA54V550Lm7/5tEUGK3laSNTKHt2zCVlZCp/6DMIVXp7Wq+DULb4GdsDNScB8qQ442YuwahRTiB0nbt2/nyJEjpKen07VrkIdeEamQtR7Ksurtp2p1VokzNLVWBEEQGqKtnU8ATEfXcLgomh+HFHEhV9VaaeJ1+8jaWwrQ8BUnVem5JDkQqO8VOYole/cjh9dMmTji0isZdtEMf4HFY3hcTg5t2Yji9dHtjNrXe126dCEiIoKoqKiGjalS7oEy/z1Gggk5yEoUDBY8qokE3V7c0X3QB7n/EVq/FEsKefY8sm3Z9Inv0yzH/Hb/tzy2+rEaE5iu7319kxVtlySJf4/7Nx/t/Ih1eetYm7uWr/Z9RceIjnSJ6tLgfr7e9zWLDy/msZGP1VjdDgRWEes0Op4Y+QTzd89nRrcZHCw7yPLM5WgkDelR6fSI7RHY52D5QX7L+g2AXcW74EjN42k12kDQJMYYg1lrJsoQFShwr5E02L12bB4bBrk6mOr0OYnQR2D1WFHUmmlcmysFm/g0qIe31IVzZzEpYV3YUPAzFl00lPjw5NlF0EQQBKEZ2Ww2+vXrx/XXXx9IKdUQu3fvJiKi+kI9IaHu1B6hppcNWE3hWGQNPh+U2jxE6b3oVB8eu4xXMaLTmE/cURO59eZbuPTcyWi0MgkdqnPZGyQd3kIHPp0raNAkJiaGd999F/Cn1vK6FYyW6tn206ZNY9q0aQAUZFagKiqq4r8psjp0+KR2PHTPPTz27L8B/4WZz6sEbmKioqJqBTaCbTuRQ4cONaq90DApYf6cwdm25ltpopf1XJJxSbMdr75x3D/0fgYnDubhlQ+zIX8D07+dzuMjH2dU6qhAmiKv4mXOH3M4UHaAOFMcl3W7jCFJQxiYWPcseaF5tbVzSvcRozG99hb2detIffEFcHWk6ONdWIYnY+gUCf2vhLQh0G6oPy1K5trqncPrDpoALH7nVUpzc5jx2DOkde8V2O7OLMexpRB3thVPthUUSLijP/p24SF9bwcPHmTdunWYTKbgQZPINP+f5Ufr7SfaGI0sydg99pCOTxAEoT5t7XyCJNEh82c8Mrgih1Ru8l+/qJWFFx1WD9+9vBmNVuK2V2oHeILSmWDU7BqbJiRfxw+/bEIXVnPWvyRJaHW1V+o6bVa+ee5faGQ5aNBk9OiGp0atoqoqC17YiM+jcNU/zyAs2kB5gQOPyxdI2YXWSJi2nEtj74VZO1F8Cj+9vZ2SHBvT7huMwSQem7YFSWFJmLSmZr0O6BHTg77xfdmYt5Ez085kapepjGs/rkmPGWmI5Lb+twH+VfArjq5gaNJQFFVBlmRsHhuzl8/mzgF30iuuV9A+hiYN5fsD33Pn0jt5e8LbqKrK0sylfLf/O/on9OfWfrcC/lXpVSvThyQNYXq36UH7s+gsvDLuFSRJ4nD5YfaX7ifbmk2cKY608LQa90Cxplh+v/L3Br3XVEsqKy9fiaqquHyuQOBEUZXA51VTE7/99dDFmYi6KJ1orYbRWS48R6zIvaMx9WxkfkdBEAThlEyePJnJkyc3er+EhIRGz0YKFUmSUFHxqeDDXxhdkjSg0aBq/H9qQpAL/qTHp5HQGgxojs+3qpGQdDKS9sRjO7bIezDRiWaQCAREPB4NHjUMA9bqcUgS2uMKNio+BSQJjablfj5CcAMSBvDt1G9JCmue2ZCt0fgO4+ka3ZVZy2exp2QPdyy5g3sG3xNYCfLsH8/y6Z5PAXhi5BMtujpGCK4tnlM0ERHIMTFIJftwHrHjKonH2C3aHzTpPMb/VUVrAK/T//fwmr+rqqoy+cvJpFhSeGHsC6R07U5EXAJaXc3P8/Cz2iNHGAgbkohtfR6+YmcgYOLYVUz5T4fQJYURM6PbKb2v9PR0jEYj7du3D96gy9mgNUKnUfX289Dwh3h0xKMtVvxVEIQ/pzZ3PtFo8EVaqPBZAytMjFojMcYYwnT++olanYb49uE1i6WfiDESzn6k5iadTGyYnvAGrtzQGYwkZ3RHq9WhKgpSIyqx5724Hk+Bg/hb+mJoXx2M8nkVLNEGnFYPRosOe5mbjx79HY1W4taXx/oDRpIEsen+1TI+NxpZQ+6BMuxlbkpybSR1EhOm24InRj6BXqMPSa21hkqPTuc/5/wHraRt1uNWOav9WZzVvmZg85WNr7AyeyVrc9dyVc+ruKL7FSSYEyhwFFDmKqNrdFccXgfbi7ZT7i5n9CejkSQJh9cBwPai7Vzf+3r0csMzYiSYE4KuvA8VSZJaLD2zCJrUQ440YBnmn501ZNC0Fh6NIAiC0Fj9+/fH5XLRu3dvHn30UUaOHFlve5fLhctVvby2vLy8ntb1k2Ki0WmdVJT50Ju0xCSYUb2dQVUx4EMvSWjkpi9eVhetTk9cWs2HVB9++CG33HJL0PYdOnRg+/btjTuGvmYwxBxtRvEq6Ix110ooL3TgtHmwRBswRwTPdTx58mR+/fXXoK89+OCDPPjgg40ap9BwZp25SQsOHqvMVcbti2/nvM7nMaPbjCYpqHiyOkR04INzP+DVja/yye5PiDfFB16b0nkKPx36idv63SYCJqeZxpxTQnk+AWj32qv+vzwaidY3HGP3K9CnDQreuJ6gicPrIMuaRZY1C51Gx+SZs4N0APrkMPRT/KsQo87tXGO1nySBJ8cWWEV4Krp370737t3rbtB1vP/rBI5N5yAIgtDatdT5RJeYSOlzT6L9uYzpOytgMlzQ5QIu6HJBoI0pXM/0B4ec9DGqjMgws/y+4Zi1NVfWb1+xhKKjR0gfcgYpGdWf/8YwC1c88dxJHUv1qeBTwVszhY9WJ/OXx8+osc1g1qI3aVG8KrKu8kH3zLU12oyanoHeKBOTFHZS4xGaX0tdBzRHMfLGuK3/bWRbs1mauZR3t73Lu9vexSAbcPlc9Ijpwfwp8+kc1ZmXx73MPSvuocBRAECaJY0pXaZwfufzGxUwOd2JoIkgCIJw2klOTuaNN95g8ODBuFwu3n77bcaOHcvvv//OwIF1p8h56qmneOyxx0IyhkJHIRVOG+GacGQ3uI9WoHqtKNYiKiJVCkwaEsMSm7VQ3YmMHj2an376CYvFQlhYzZsEXZBl9FUP0Ro6s6Yhy9s1lStcFF/dD+PefvttHA5H0NdiYmKCbhfanu8PfM+Wwi04fA4u7355Sw+nFpPWxD1D7uHa3tciS9UBnT5xfVh8yWJ0LRgUFULrZM4poTyfHNy0nlWffUjuvj10tvRkcMxO2pmXQkJlnZus9eC2Q0JPCIuFYx8chKfU6KtqJiHQqFl7x37O69uFE3d9b+RIcVMtCILQGC19PgEo+VlmgDsR1RrC6xSvC0qPgKyD6I4AnP/V+RQ7i/nigi/IiM4INN27djX7160hKjG5RtDkRObOnYvH4+HGG28kNrZm9pe4G/01LOSw+t+T3qjlxrm103ztWJnNrtU5dBmQQL+z25E+qPlSOgttz9tb3ybfns8V3a9otslkDRWhj+DFs15kxdEVvLX1LbYWbMXlc6GRNEiSRJmrjChjFAMTB7L40sUcKj+E2+emW3S3Flkt09qJoEk9vEUOjm7fxm/ffEBiRldGzPgL3iNWtE4t5gEJSMGKSAmCIAgtrlu3bnTrVp0yZMSIEezfv58XXniB//3vf3Xu98ADDzBr1qzA9+Xl5bRr1+6kx+HSOgiTrKi+DqC0/osQi8VCp06diIiIwGKpezVIlcKjVlRFJSY5rNaqEgC304vXo6AzyOiCvB6MOVyPOcJQb2qu1NTUBvUlNI3P93zO5oLNXJJxCf3i+zXJMVRV5Yu9XwAwreu0Vn0Rf3zgU5IkETA5zZzMOSWU5xOntYLcfXsAOGCNpUdEgb+OSZWFD/gLv8/4AHqc709nVSWmc42+qoImRtl40qmsNGYdxozok9r3eE6nE41Gg06nC/57rqr+B3HlWdBumL9mSxD7S/fz6qZXsegsPD7y8ZCMTRAEIdRa+nwC4NAZ+bXIRZexJ99HLcUH4LXhYIqB+w4C1ZOrNNQ816QPGU5UYhLxHTo16hB2ux2v14ss1z4PaCNPbZVBWb6dnH1lJLSvWbReVVR2rsrB4/YRmxJGarfoVn1N+mdW6CjksdWPUe4q5/3J7zfZcTyKhw92fECRs4ghSUNaXdAE/PciY9uNZWy7sTi9TvLseSSYE2oVqNdIGjpHdq6jFwFE0KReZYsOo93sJLIshi1LFrJlyUIu6TwbWdWibx+OLlEs1RMEQWgrhg4dym+//VZvG4PBgMEQmqW9OquLZEcCBlmPIoFdq0HvsCEB4WUSXp+KQ+cD0wm7ahI+r5ey/FwAYlL8hXYjIiIID7OglLrx2O1o40x4i/0pXiSNBLJU86akcjFIXTcPjgoPLrsHS5QBrU6D1+lGKs9EljxICT2C7qORxYSE1u63rN9YcmQJPWN7NlnQZFvhNvaU7MEgG5jSeUqTHEMQTsWJzimhPJ+k9ezNmE7dyT98iITYfBKMWrw2HRqXD41B9s/wheoVJtrKFSDX/gAda6Z8sXv9BVLNOn+6lM0//8imn76j67CRjLj0ipCMtzH+97//kZWVxWWXXRY8TZeqwL8H+HPNz9oJESm12wBOr5OfD/9MgknMDhYEoW1pzvOJt6SE/rvfRZV1dDn7FQB+OfoL7257lwEJA/jrwL/idnr57pXNqApcNHtAw67NFZ//T031I0a3zwvACz/v49Xp6YHtvcfWnXJx/qP347RZufj+RwmPrTkp5fbbb8fr9RIeHt7Qt8vh7UVsXX6U1K7RDJhQR+0soJtnPvHtDxGZOBXois+jkHeojIIjVjJ3FnN4WxE6g8yFdw8gsVNEnf0ILcekNbE8czkANo8tUKMn1H7J/IUiZxGxxljGthvbJMcIJaPWSIeIDi09jDZLBE3qIckSiqzgVuxoDQa8LhclFJLatTuqcuL9BUEQhNZj06ZNJCcnN9vxND4fqqRHJ2nwqeBw+dCpClXhBZ0X3CHIB3/yVNwOR42AhyzLqEgobgUVUL0KqtNb2Rr/CstjgiaxaRZURa2zUKTOIAMqsk6DqqiU5LuABOK1+0FRoBEFHoXWIznM/3uUY8tpsmNUrTI5p8M5RBpEAU6h9WnOc0p4TBzx2QWEbdxO6kQjLmkmufO1xFxehLlfAvjc/oZVwRJTDJhjCUS2j1G10qRqtqHLbqMw8zCJndNrta2P60Ap3hIXxoxo5PCTT9Pl8XiA4CkgAf/KkvBkKD8KZVl1Bk1ijP7UjMWuYlRVFTOBBUFoM5rzfKK6PfjWrQStFq3Ov2KjwF7A+rz1hOv8wQhVhZx9Zf6/K0BDFosr/vuFY1cD+iofmu3NtzV4fAVHDuKy2XA7a6fhrS8Fr2N7Id4iJ8Zu0TUmN5fk2Di8tQj9McXo1357gMKjVgZN6hgIgMSwmxj312AaCoDT7uGr5zciSXD9c6PYvDSTwed2RBaTu1qtMF0YEfoIyt3l5FhzSI9u3HVNQ32+93MALky/sNXVMxFCTwRN6hEzvRvbvKs5tG878R06UXD4IBudS+h/w6UtPTRBEIQ/FavVyr59+wLfHzx4kE2bNhETE0P79u154IEHyMrK4r///S8AL774Ip06daJXr144nU7efvttli5dyqJFi5p13JLXgU0y45MUIuLCINMT5BFWy5A0MlGJSf6KvsfSSGhjjYCEJEvIUQZUX+UDqOOCIxqNBPWk0TJH6AH/wzSfV/HPVPO5/YdUvYHXjmcvd+N1+zBF6Buc1ktoPklh/sLSOdamCZrYPDZ+OPgD4E/NJQih1lbPKQBUZCOFuZE03urP36qgSVXhzhsqxxUkcGD3+FeaVAVNMoafSWKndCISGrdCo/TbA3hybMRd1wu528nXkrrlllvwer1otfXcloYn+YMm1rw6m0Qb/enCvIoXq8dKuL7hM5EFQRBOVls8n0imGDQxnVizdjnDh46tFWTW6jVMurk3kuS/F2gQtfZKE7Vym3JcimKP24Ws1aIJkm5xyt33IyHVWmVyItbfc3HtKUETpqsRNGnfMxb9X7SEx1anrczeW0rWnlK6Dk6sXjVSdc5wVQD+e5i4dhbCIg34vArDzhcpjNqC5LBkyt3lZNuymyRokmPNYWXWSkDco/xZiKDJCTit/g/N6KQUCg4fxFH5vSAIgtB81q1bx1lnnRX4viqv7zXXXMO8efPIycnhyJEjgdfdbjezZ88mKysLs9lM3759Wbx4cY0+moPkdeHWmkHjRaeoeDU6VNzNOoa6aDQajJaaD5UcDgc+nw+DwYBO579EkC2hKfQrazXEpVkgdyso+Jfx1xEPcTu9uB1etDqNCJq0QikW/0zvplppsvDgQhxeBx0jOjIocVCTHEP4c2tr5xRHRTl5ioeyaAsmg5lk+Z/E9bsI+rzjb+CtCppUrgQs2A3/GQ0J3eGWX2r0JUkSieZE4k3xAEQlJvkD6I2k7xCBxqJDOsXPaFmWg+anryGs8uGZvbDOJkatEZPWhMProNhZLIImgiA0i7Z2PkGCii7nkpw+mryleTC0+iW1cmqXLGvoMrCRqQ6r0nMdUytLwb/SRFFrBk3mzbqd8oI8rvjn8yR37VbjtY59BwTt3ul0smnTJvR6PQMHDqz1ujE9CjlMhzbaWGN7TEoYMSk10zT1GZtG+uBE4jtUnydybamo7m7EWu3o8Z8rZzw0FKFtSbYks7tkd5NN7Ppq31eoqAxNGkr7iLrTvQmnDxE0OYFA0CQlNfC9qqqoLh8aY/0/Po/TSe6BvaR264nmRDcDgiAIQp3Gjh0bKCYYzLx582p8f++993Lvvfc28ahOTOt14PJ50eki8JW5Kh9otY6gSTB2ux2Xy0VkZGTdqVIqKT4FR4UHSSNVriipW9X/O0mS/DPQFG/1Mv4gjBYdOoOM3iQuU1qjQHquJroh6RLVhbPbn83AhIEixY7QJNraOSXv4H5+9ZRD+0S2FMNUczFdDJbqBr7KmiZV6bkqsv3bfJ5afQ1PHs7iSxef8piipzZN2ougzJVBE1vdQRPwp+jKsmZR4iwR+bsFQWgWbe18ApAb2RWdV6FE6z93SJXJg9VTWQ8fpKaJUpmey3dcanuv239crb7hE7NsNhsLFy6sM2gSPjqtwX0FCwgt3dyXkvLhXFjwO8F6cto8rP32INYSJ5Nv7SOuT1uppkwh7FN8fLn3SwAuybgk5P0LrVOrS8iXmZnJ2LFj6dmzJ3379uWzzz5rkXEobh+F728ntagjGjREJflnVaqKQv5bm8l+fA3ewtp5Fqt43C7mP/YAnz72AFuW/NRcwxYEQRBaCa1GCxotsqT1z7MyyEia6gdYsiohS6FZxXEyVNVf08TtcARu9gwGAyaTCVnVoDi9KE6vv66JqqL6FFSPEmir+FRsZS5sZa56j1GUZaXgSAWKr/JGrOpmqp6gycJF39NvUC8MJj133303AAsWLCA9PR1ZlgPbhJZRdUNS4CjAE+Sh7Knqn9CfF896kat7XR3yvgWhLTKYzURK/glYRp2MLCngOeY+5PhC8N/+1f9n/o4T9u12Ojiw4Q/2/L4ylENusEWLFrF06VJcrrrPJZgr03/Zi+vtK1DXxFl/O0EQhD8rSZLQZK1l376V/NIl+DlCVdTKFFYl+I6PeNQlkJ6rerLw0Piz8JT1RfXVvN+58d9vc9tbHxKT2q5WN0d3befAhj+wl5fV2K7VaunVqxfdu3dv2HgqFWRWUJxtw+vx1dsu3OIlQs7BSFnQ17U6DVtXHOXg5kIcFaG/9hVCIyXM/9w225Yd8r49ioep6VNpH96es9ufHfL+hdap1QVNtFotL774Ijt27GDRokXcfffd2GwNLxwVKorNg3NnMfG+VExRkYTHxqE1+G9EFLcXFBXXweAfqKqqsuTt18g7sBeAnqObNx2MIAiC0PIMshG3OZ5wXQxmn5FSuxf0XnRm/0W7VzGh15hbbHyvvvoqXbp2JSIqiuHDh7N27VosFgvR0dFoKnx4Cx14Cx14cm2oXgVPjg1Png0qi9dLGgmTRY8xrO4VKcfOwnJUuCnLt2P3Vs6Oridocsstt3DJJZeQmZnJE088Uee2uixfvpwLL7yQ5ORkwsLC6N+/Px9++GFDfzTCCcQYYzDIBlRU8ux11xgQBCE0ktO7cY4xhnM37+cvHdzEGM+meM8A3Ecr0waf/TCMfwws/pRblB6pu7Pj2MvK+OqZx/jx1blNMPL6+Xw+Vq1axS+//ILPV88DrQak5wJ/XRNZkrF5mv/eURAEoa3ofOh7euz6H96omp+VVROjVFXlq+c3sGDuRjzO+oMNAeHJMPx26DsjsOnWXg/jzL4CVTHVaKozGjFHRCIHqWW15O3X+OqZxyg4dLDG9sjISC699FIuvvjiho2n0k9vbePjx38n/1B1mn2300tJro3yYyZBnz+pgKvibydOnxm0H61eZtj5nTnrqu5oda3uMapQKdmSjElrQiOF/v+RUWtk5oCZfDP1G/Ryy018FJpXq8t7kZycTHKyfwZjUlIScXFxFBcXExYWdoI9Q0tj1BJ1cTqqW+HWM/8HQLuefUhO70b4gI4Yo8LQxpqC7rt37Sq2r1iCJGmY9uDj6I3B2wmCIAinL0mSUFHxqf4SHrJW4w8iSBJq5Z8ttbB7/vz5zJ49mzn/+ieDBgxg3ifzmThxIrt37yYhIQGNWYfi8IJX8Y9Tq/EXHFapfDP+93NsUcW6RMabkDQSLpsHu8MLOn1lseLg795qtZKfn8+ECROIi0lA0kiBbRMnTiQlJeWEx1y1ahV9+/blvvvuIzExke+++46rr76ayMhIpkyZ0rgfllCLJEksuHABcaY4jNoT/xtoqJ1FO/lm/zdc0+uaQLF5QRD8JIMeyWRCytmAM/Ex3KW9MJa40KeFw5Abg++kq33/9Pmez/lq71dM6DiBa3pdg9FiIaFTF4xhFhTFF7QwbzDOvSWUfncAXaKZ2Ct6nNR7UlWVkSNH4vF40NeXpqXdcBh1D6QEz3Vf5bkxz2GQDU3ysEQQBOG0oNGgGHS4FU/gs1Kr0WLSmgIPgiVJIirRTKMyUMV2gUlP1dik02gw6WSM2oanqo9t1wFZp0dnbNz1ZdnCg1h/zyV8VCoR46prTRjDdDjDPJjCqyd57VyZw2+f7aXr4AQm3Njbv9EUDWEJYIqq8xiDz+3YqDEJze+cDucwocOEJk2fJjfwOkk4PUhqfQkYT8Ivv/zCnDlzWL9+PTk5OXz11VdMnTq1RptXX32VOXPmkJubS79+/Xj55ZcZOrR2kaX169dzzTXXsG3btgYfv7y8nMjISMrKyoiIiDjVt9NoHpeT9/52GxVFBQy7aAZnXnYV4F/6vvrzj0nt3ov0wcMC7VVFweNyoje13GxjQRCEKi39Gdra1PfzcDqdHDx4kE6dOmEMcmGvqAqOche2Ug8Gs5bIeDOqooCqoqKgIiFpNC3ycGfYsGEMGTKEV155xT9WRaFdu3bceeed3H///aiKClJl4EdVa/xZWlrKfffdx4IFCygrKyM9PZ2nn346EIz44osveOSRR9i3bx/JycnceeedzJ49G4/bh9flw+Pz8Pg//8HHH39MaWkpvXv35plnnmHs2LEsX768ViHMb7/8kfMvnlxj27Jlyxg7dmyj3vN5551HYmIi7777btDXT/T/U2haqqpy46IbWZu7lvM6n8fTo55u6SEJISDOKdVC9rN4NBKb7yx8+i6YbnkCXUKQe4iNH8CP98MVn0DHM2u89OL6F3ln2zv8pcdfuG/ofSc9DOeeEgrf3YYuKYzEu2vnlxcEQQglcT6pdqo/i58XLkC32kZpioupt1zfBCP0X9d5FS+SJCFLcuAhttftZvUXH6PV6xk2dXrIav+WfncA629ZhI9JI3Jyp3rb7lqTw2+f7qVj3zjGX9szJMcXTl+qqvL02qcZlTaKkSkjRT2b00BjPkNDvtLEZrPRr18/rr/++qBL5+bPn8+sWbN44403GDZsGC+++GKN2a1ViouLufrqq3nrrbdCPcQGO7hpPR369K/3g9xb6kIb5U/bVZKbzeK3XqGiqIDwuHiGXXRpoN0f33zJum+/ZPOiH7hg9oNo9Xo2/vgth7duQmcwcM3zr2EMs9R1GEEQBKGNsHvsAOTb87FWOLAoFlS7HjJtSB4bOruVikiVApOGCEMEscbYoP1oJE2NWfxV/R7PrGtc0N3tdrN+/XoeeOCB6mNpNIwfP54VK1Zw7bXXEhUVFQgcVF0YSpKEoihMnjyZiooK/ve//5Gens6OHTuQK8+T69evZ/r06Tz66KPMmDGDVatWcfvttxMbG8u1116LTi9z1013sGPHDj755BNSUlL46quvmDRpElu3bmXEiBHs3r2bbt268en8z+jRuT8p7RLYtWsX3bt354svvmDEiBHExMQ06j0DlJWV0aPHyc2GFprekiNLWJu7Fr1Gz8z+M1t6OILQqpTm5rDozZfJ3L6FbhHdGR73O3ER2yHheX/x3cy1/hV8KQNAo4EBf4F+V/j/fhyH15+OxKQ9tZXw+jQLcTf0Ro4QKSoEQRDaEu9KCz08sewvqT/lYaN4HP66U1ojhMXiVtwM/mAwAKsvX41F73/W5XbYWbvAX7d4+MWXNbj73bt3880339C+fXtmzJhR6/Xw0WmEDU1CU0/a4CrdhyfTfXhy4PuKYieL39uBOVLPxKqVJ0EoPoXyQidup5eEDn/uwN2fyQ8Hf+CjXR/x1b6v+P6i74k3x7f0kIRmFPKgyeTJk5k8eXKdr8+dO5ebbrqJ6667DoA33niD77//nnfffZf7778fAJfLxdSpU7n//vsZMWJEvcdzuVw1CgeWl5eH4F3A0Q3b+HnuS5iTY7n8qWeRtf4PX6/bzYENazGYw4jKjaZi+VHiru+NMT0KvdHEke1bkSQN4667FZ2h+mHX8ItnkL1nJ0e2buKLJx+pcazxN90hAiaCIAiniWEfDavztZExQ3mh098C31/89cU4fc6gbQcnDua9Se8Fvp/0xSRKXCW12m29ZmujxldYWIjP5yMxMbHG9sTERLZt24aiVBd7P97ixYtZu3YtO3fupF1KRyqKnIwadjaR8f6Hb3PnzuXss8/m4YcfBiAjI4Nt27bz7DPPMv3iyykszeO9997jyJEjgTRb99xzDwsXLuS9997jySefDEygiE+Io+fALmg0EhqDvwhlTEwMSUmNT9v06aef8scff/Cf//yn0fsKwa3LXcfX+78mPSqda3pdc0p9Ob1Onlv3HADX9r6WtPC0UAxREE4bXreLzO1bANhdHk+/qBy4fqH/RVcFvDfJ//f/KwBNZRAjSMAEwO71B+AbG3A/nsasw9g1+pT6UBQFRVGQZbn+mZuKD0oO+R/ItRtSZ7NN+Zt4f/v7pFpSuWfIPac0NkEQhNNVhcbIKquHTuM6hK7TfUtg/pWQNhRu/BmfUl0L5dhV9RqtlgGTz0fx+ho1Y9/lcmGz2XA6g983yRH6kw7iOyrcZO8tJSyy/v2z9pTyzUubiIw38ZcnzjipYwlN759r/smm/E383/D/o39C/1Pqy+6xM3e9v+bbDb1vEAGTP6FmzQlSNbt1/Pjx1QOonN26evVqwL/06dprr2XcuHFcddVVJ+zzqaeeIjIyMvDVrl27kIy1dNlBzk27iV4RZwQCJgAbfvyGb194ml8+nIe3zAWKyp5FK/C63YRFRTP+htu56pmXaqTgApC1Wi6Y9QDpQ4ZjCo9AZzTR+6xzuOJfz5MxbGSgXXlBfp0PqwRBEIS2Ta28gQgvk4iyqbT0p31JTjYlOVkolQV4ZVkmPj4eg8FQq63P6mbDqj9IS00jIyMDVand386dOxk5cmSNbWcMH8G+/fsoK7SzZcsWfD4fGV27YrGEYbFYsFgsrFixgv3799fqT6M59eXPy5Yt47rrruOtt96iV69ep9yf4Jdty2bBvgX8lvXbKff1/vb3ybJmkWhO5IbeN4RgdIJwegmPi+fM9N6kaY2MNB8iQifj81pQvQr43NUN5RPPsA220uSnN/7N+/fcEQjMNJesrCz++c9/8vLLL9ff0G2FlwfCO+PBHXzVJUC5u5zFRxazNndtiEcqCIJwevBVVNA353N6u7+l/9h+APye8zu3Lb6NlzdWfxZ//9oWvnlpI/Zyd11d1aRWBkk0/nnZyjE3Cn/9eHPg78YwC+OuvYXxN94etJvF77zORw/fU+t8lJGRwa233sp5553XsPEA+YfL+fblzaxZUPse41gRcSYm3tCdM+O/gFeH+ycjBBHfPhyNVsIUrsPr8QVtI7S8Q2WH2F2ym8yKzFPu6+2tb5NvzyfVksq1va899cEJbU6zFoKvb3brrl27AFi5ciXz58+nb9++LFiwAID//e9/9OnTJ2ifDzzwALNmzQp8X15eHpLAidNagdtnxJgUWWN777PO4fevPiX/0H4WyW8TVmTmSP4uulwxGlmno+/4SXVGzA3mMC685//qPObetav48dUX6DlqLGdde3ONYI0gCILQNvx+xe8AlOYeBk80YbIGnwoVikq4uwC8/nZ6D3ww8VPaRyUG7ef4WicLpy0Myfji4uKQZZm8vDw6JcaB6p+wkJeXR3JyMjpd8HOP4vRhkKtnYBktOgzmE19GyFr/OVFnkLFarciyzPofP0DWGSA+I9DOYgm+4lJVVXzeIBGaBlixYgXnn38+L7zwAldfffVJ9SEElxzmT2uQa8s9pX5ybbm8s+0dAGYNmnXKs98F4XRkMIeRnJNPxPrtpAwvwaU+QcULe4i9WosptfKBlqynIVV7q1I9mrXVv2tl+bkUZh7GWlp7NWN9nPtL8ZW6MHaLRrY0foavx+MBQKs9wbnEEAEaHSgesBeBPvjnRIzRn7qx2Fnc6LEIgiD8GageD+ovPyEBOr1/Bn2+PZ/fsn6rEeg4urMYr0fB625gcECpvMGpLJLtU6v3W72/4Z/JRZmHydmzC/txGWSMRmO9q809uTZch8rQxpgwZvhXQZYVODiyvajWe3DaPKz8fC9et8LEm3pjDNORPiQFFn0CVjvYCsEQXusYxjAdN80djVYvCoG3ZskW/z1KtjX7lPrJLM9k3vZ5APx98N8xyLUnFQqnv2YNmjTEmWeeiaI0/OGIwWAIOiP2ZBQdPcKulSswRUSxtexXirMymXbFYzXamCMiGXbRdH79aB7Z+3cCMOXu+wmLisZX7iJ37gYMHSOIu7bxs1mdNisep4PNP/9I/sEDnHPLncS37xiKtyYIgiA0k6qHvi7ZiOSWUCUjqkYhIc4MR4uA6nOcUWtq8EPiUD1M1uv1DBo0iCVLljDx7HEAqMCSJUuYObPuWhIas5Z+g/pz9NGj7Nmzh4yMDDhuJUiPHj1YuXJljW2rVq0iIyOD2JRwBg4ciM/nI7+omFHDBkFylxM+5KsoclKcbW30+1y+fDlTpkzhmWee4eabb270/kL9qoImObYcVFU96aKI/9nyHxxeBwMSBjC5U93pXQVBqIO3Mk1xA2/mAytNdNUrTUbOuAqvy0V8h46NOnTp1/vx5tuJu7E3cnrjgyYdO3bkvvvuO/G9nyRBWBxU5PiDJlHBJ8glhfkfqOXb8yl0FBJnimv0mARBEE53kjkOjSWJzVvX0q/P0KBtzrq6O6rinyTVIFWf45VBk2MDMD6l+hqxKqtKXdeNI6f/BYetgqQuXRt23ErO/aWUfXsAU9+4QNAksWMEZ13VHaO59nvYtdo/6Wf8dQqytnKimjkWyuz+VJAxwYvJi4BJ65cS5k8BnWPLOaV+5qybg0fxMDx5OOPajwvF0IQ2qFmDJsfObj1WXl7eSeUoD7XirKOs+XI+ce06UJrr/wWLCbJqZeDkC9iyZCFlebmMueoGup1xJgDuHBuq04u3oO5l4/Xpc9YEzBGR/PDy8+Ts283/7ruL8TfcTt/xk07+TQmCIAgtRvI6cWlNqBoPesCrkVE4uVUToTRr1iyuueYaBg8ezNChQ3nxxRex2WzMmDEDm82G0WgMFHevIpt1jDv3HEaPHs20adOYO3cu6enp7Nq1C0mSmDRpErNnz2bIkCE88cQTzJgxg9WrV/PKK6/w2muvIUkSGRkZXHnFFVz910d4/pG/MeAsCwVFxSxZsoS+ffsGXXKv0TY+k+iyZcuYMmUKf/3rX5k2bRq5uf4bI71ef1JF5IXaEs2JSEi4fC6KnEUn/XDy7oF3Y5ANnN/l/JMOvAjC6c7n9VDk81AUZcHSaSjJvr+j1ajQoxQK8v2NtA0LWhi1RsJ14YRpwwLbUrv1OKlxGTpGIEfqkXQn9xBJo9FgMjWwIL05tjJoUnfh4jhTHL1je7OtaBtLjyxlerfpJzUuQRCE05Yk4cy4gLiOwzm65DAcEzQ5Nk18xpBGPp+rWmki1V5p4jsmH/Hhyhq/SZ3TufLJF2p1k9YzeCH2rKws8vLySExMJDU1tdbrujgTpl6x6NtVrxCJiDPRM672OUZv0jJ8amcMlcGU8kIHtjI3Fm1Hwsms9zxT5VQmDAlNq2oCxakETTYXbGZZ5jJkSeb+ofeL/9d/Ys1a0+TY2a1VFEVhyZIlnHFGyxdSSuySDkBh5mEUnxetwUB4TO2HAFq9nhn/eJoZ/3iawVMuCmw3doki4a4BRE1ND2zz2TyUfrMftYE5D7sMGsY1z71C16EjUBWFJe++Ttbunaf4zgRBEISWoPU5wFeIXiPhK3WBbGzpIQEwY8YMnnvuOR555BH69+/Ppk2bWLhwIWazmbKyMrxeb537fvHFFwwZMoTLL7+cnj178ve/34uvsibKwIED+fTTT/nkk0/o3bs3jzzyCI8//jjXXnttYP/33nuPqy+ZwuzHX6Bbj55MnTqVP/74g/bt2wc9XliEnrh2tZfI1+f999/Hbrfz1FNPkZycHPi6+OKLG9WPUDedrCPe5C+GeCopuiINkdw/9H56xYp6M4JQF6fVylJnCZs7JPLpjiIKXZUBD5+7uqaJ3LCgyevjX2fVFasYlTbqlMcVfXFX4m/og6FDxCn3dULmWP+f9vrTvEzoOAGARYcXNfWITit7SvbwzzX/5IFfH6DMVdbSwxEEoQnlRXSh1Ktil/zX71UPhE+p2mIdNU1UVeLYxYRetxtUtUHpJI+1c+dOvvnmG7Zu3Rr0dWO3GGKv6kn4qLQT9qXRSAya1JHeo1ORtRp2rc7hyznrWV90jr+BvajOfX0+hR9e38K7f/8Np83TqPcgNI8Ui3+lyamk5+ob15fnxzzPzAEz6RLVJVRDE9qgkK80sVqt7Nu3L/D9wYMH2bRpEzExMbRv377O2a3XXXddqIfSaOGx8Zgjo8CmMDh2Il6zD0kTPK4UHhtHeGzNgIqk1aBPqc7Jrqoqhe9uw5NlRfUqRF/csCWGEXEJnD/rAb576Vn2rP6V7158mmvmvIqxjnzvgiAIQuujlbQgeZAl/KtLDDKSpzoYIasSstRytatmzpzJLTfdBKhodXokjYbS0lJ8Ph+aIOc+VVVBUYmOjOLdd9+lvNCB0+bBEmXAHFmdFmbatGlMmzatzuPq9Hoeu/dOHrvnVojrVis3fVRUVI2ZbpJGIjo6usa2E5k3bx7z5s1rcHvh5CRbksl35JNtzaZ3XPCZgeC/cf5s92cs2LeAoclDGZQ4iD0le/6fvfMOj6pK//jn3jt9Muk9gYQQSqihVwUEKfaCYgXXXlfF7rqubeVnXVddy65tV921IXbsUsRC771DIL1Opt97f39MMiGmF0iC5/M8ecKcOefcd0Jyzz3n+xb+0P8PKLJIcyAQNIVsMGCXFCp1FYNiQKo+2PK7QKt9UNUaygsLKNy/F0uYg+TefdvB4uaxb98+du/eTXJyMn369Gm8c0g0afgwC2BK2hSeXvU0K3NXUuwpDtU5ETTMwj0LuWvJXaED0/3l+3n55JcJM9Xee2q6xjtb3+GszLNCKUOL3EXEWGOOuc0CgaD1eHNWsaUwiq0TNE4DJOoKGIUHK1ADOjHJ9ualpPpNTROTbGJs0gQWby9APeIZvkf2UK59+c0Gn+sL9+/FXVFOVHIqYVE19++YmBh69epFfHx8sz9n8aFKdHQc0RZMlobXSKPZQHishTC7DpU0us4oikxJrguP00/RQScpfaKabY/g2FCdniu3MrdZEUHbirext3wvJ6ScEFrbJEkKOWEIft+0u2iycuVKJk2aFHpdXaR9zpw5vPHGG8yaNYuCggLuv/9+cnNzyc7O5ssvv6xTHL4jkCSJhB6Z+LaXkWTLQLW1LYWKJElEzEin7Mu92Ia37PNJksS0a26i6MA+0gYNQVaOaVCQQCAQCNqI1WChwubAoSioKpT6A0SaAhh1Fb9LIaBZMcn2pic6ipQcPoimasR2S8NgMhEZGdlgX83pRy3zIlsNGGKsGM3BTZHSmty+siFY0FdrOKJF0PlJsiexrmAdRZ6GN5cBLcCN39/IspxgrZuNRRt5beNrAOwp28Nfx//1mNgqEHRlrGEOTrHFUvnTTyTfcQXynihK/bHYD5VhjEuCSfeBufXOVXvWrODbV14gY9hIzr7z/na0vHH279/P4sWLyc7Oblo0sVc5q1U2njalm6MbA2IGYDfaKfWUCtGkGYxMHMmY5DFousaW4i2sL1zPAz8/wJMTnqzV7/PdnzNv+Tz+t/V/fHjGh7y47kXe3vI275/+Pt3D648WFQgEnY9euz4EYEv0rFrtR0aafPzMWjxOPxfcP5KY5GasL7G9YegcSAg60URaInl07FMM+/7b4NxVh9eKwYg9smGhYen//s3u1SuYes0fGXhSzaH1kCFDGDJkSLM/I8CSd7eRs62Uky/vR++RtdONqX6NsgI3siIxZGp3hkztDgs/gV9pcp0ZNiON6CQ78cciylLQYhLsCdiNdhJtiVT6K+s4AFSjairPrXmONza9gaqrWA1WEmwJvDDlBbo56q+dJvj90e6iycSJE5v0Br3xxhsbLTbbUXh2lDDUPQFnVDEHo/YwcMq0Ns9pyYzCfENkq3Lgmaw2Lvm/v2MwdpwnskAgEAjahlb1JStSjXdwJ0FWDEiSRrWD2dtvv80111xTb9+0bt1Z882voddWhwlry7Jm1aCYqsL4m/fzcJZ6UH0aYdEWFIPMjBkzWLp0ab197733Xu69995WGiZoCX8a9SceHvcwFkPDaecW7lnIspxlWBQLs/vPZkfJDnKcOYQZwzi95+nH0FqB4Dhh6ZO4kubh1zMxF1di7JkOE+5o9vA/fPkHjLKRx058jChL8OAqMiGZ+PSeRCYktcgU96ZCyr7eh7l7OFHntqxoL0BiYiLDhw+nWz01JOuQOQUsEZDedFqx/5zyH4yy2D9BMD3Jjzk/MiB2AFnRWfXuSWOsMbw45UUANhVu4uIvLuarvV9x9aCr6R3VGwBPwMOza54F4KzMs5AlmTX5a3AFXLy37T1uH3H7sftQAoGg1Rx5D1CqsvXXF2kSFmXGYJKR5WaeY6WNDX4dgVI1VpZA1XQMStNzOWLjiU7phslqa7LvkXh2llLy/jYMCXbiLg8KN0azAbPdgNVRN33lqi/3suLzvWSNS+KkS6vqejkSwB7fZLrLvqNbtlYKji0mxcTPF/7c5BnsW1ve4tWNrwIQY4mhyFPE3vK9XPHVFSw4cwF2Y8c6Nwo6B8e0EHxnRwk3YfAZsCnhrMr/ntHDZrfLvEf+sep+tUXFEo8UTLyuStwVFUQmtLAol0AgEAiOOYa4OMzlXspLvFjsRmJjrUAw7YkBaGbp26NKbLe0Wq/POOMMRo0aVW9fg8GAMSWsfQrhxWS0qLvXFUD1a1j8GopB5pVXXsHtdtfbVxR6P3ZEWiKb7KNICvHWeC7MupArB1559I0SCI5Tur/2KhTtgueGogS+QtVXYgi7qkVz+DU/K/NWAiBLNVHsaYOyuXTQ31tsk67qBPJcyLbWbSl79epFr17NFFt6Twt+NQMhmNRQ7Cnm4V8eBqC7oztz+s9heMJwDlUeYl/5Pi7qexGSJIV+HwbGDeTktJP5et/X/HP9P0PRJvN3zCe3MpcEWwIXZ12MIitc0u8SVuat5Mu9XzJ3+Nxav1MCgaBzokRGsvPRP2Pc4KXfHgnGwYweMzgl45Ra/Wb9aWQDMzSfCKuRPfNOqbV3yNm6mYNbNpLQoyfp2cPqjJlyxXWtu5imo5b5kG019/9Trx/UYPeoRDtGi1JbLhp/a/BL0OVpar/qDrhDke93DL+DS/tdyraSbVT6K0myJwnBRBBCiCZHYIi3EXZ+Gm88fjNhcdGoAT+KoX0eunVdx7W2gLLPdxN7xUBMSS37I/RUOpn/6P1UFBYw9vyL6T9hcrvZJhAIBIL2J7cyl0qXhzApHDzgO6yie8vRnMVUROgUWGUS7AnEWmObnuwY4Xa7cTgcxMTEYDB0nkcEm8OEroPBGDyQSUlJ6WCLBM3llIxTmJw2uUU1aQQCQW00TeXjJx5h9+oV9Hb0ZWLCd0QYfRA2B7xOKNkDBivEZjY6jztQIzZbDW2X7s09Ioi9cgBKuLnpzseY6lRTW4q2cFbmWRjaUPOlK9M3ui+jkkaxvmA9+yv2hwSUanyqjz8MqF1b9JrB17C2YC1D44cC4FW9vLYheLh09aCrQ9GF41PGE2YMI8+Vx9r8tQxNGHoMPpFAIGgr1tVx9A1Y2F5YADR9wNws/G4IeMBgAaOVPWV7OPvjs4k0R7Jo1qJQt/2b1vHTe28zaPL0ekWThliwYAH79+9n6tSpZGVl1Xnf1N1B/I3ZSObmOSj3HBZP5vB4JEnihze34KrwM+qMHsSmNi+M3ucJsPSd7ZQXeTjz1iHNj8gRdArKvGVkRWext3wvF2ZdiCRJ9I0+djXdBF0H4Q5yBJIkETm0O0PHnkq3lP7BfCrtiHt9AZrTj3tdfovHaoEAfo+HytISvvnn87xx2/XsWP6TOIQQCASCTozHUIluPgiyDqoO9YS/dyZUVUVV1WatLcWHnBQcqMDvVY+6XVaHCVu4CcUgHls6E+6Am0d+eYRLvrgEv+pvsJ9ZMTeawksgEDSOJMnsXr0CgO0Vcfg0BeZuheQhcGgNvDQe3r24yXnc/qBookhKu0RjKA4TlswojPEtS6NSjaa1YLMV8AUjbQ6va/aQK766ggd/fpA9ZXtaYV3XZWfJTvaX7wfAIBt4ZeorLDp/EXeNuIus6CzsRjux1ljO631evYVue0f15qtzv+KirItQNZXXNr5GvjufRHsiZ2eeHepnVsyc1P0kIJiKUSAQdA1KJQvLKwM4+qe336S/vgyPpcNnwZrGmq6h6iqqXnufEJeWwYBJJ5PSt1+Lpi8vL6ekpIRAoP56iLLFgCnVgTGueeuRLEshsWj/lmL2ri/E72n+nsZgUti+Mo9DO0pxFnuaPU5wbPhk1yfM/GQmT696ut73E+2JvHTyS7x72rsiOlXQKL9Pl5sm6O0dTKDUQ+BgJUpGZLvMKUkSUef0omLxQcKnprd4vC0ikosffZr1337F8o/fpzT3MJ889SgpffsTl9aDSZddhSwHVfWKokJkRWm0wJZAIBAIji5Gl4/EyhjMigVdAq9RweB2ARBWJuHTdDwmtUPzdJUX5KOpKmExMRiMJmJiYgBQlLpeWrqqoVYED8YNkWY0TUfXWincu0vAmQ9mB4Qnt9p+QcdiUSws3LOQcl8520u30z+mf+i9IncR6wvWMy5lHKYmckMLBILGkSSJsX0Hs2XHRjJM+7CGJ6KZ45BQkKoPpJqRGqk60sRmsNXxLP7yhb9xaMc2pl93M8m963rxHg3ef/99tm3bxqmnnsqwYU14HBftgBfHgi0W7tzV5NyyJNMnqg+r81ezpXgLvaJaXnOlq/Ly+pf5fv/3PH7i40xOmwyAzWjjkn6XcEm/S5o1R3VkzvrC9byw9gUArhxwJUal9uHSjB4z+GTXJ3y7/1vuHXVv+3isCwSCo4bmctG/9Cs0ZDJH3wPA2vy1/Gfzf+gZ2ZMbsm8AYNF/t+Eq8zL2nEwiE5ohRFSvRXJwLaoWSyq9Glf/ZyVPz8omzGwgc/goMofXnwoYYPnHH7B/4zoGTZlO71HjQu2nnHIKHo+n2Wl4K4o9LHp7G+ExFiZc1KfRvmfdOoQNP+QQZa+A1y8C1QdXftvoGFmWOOG8XpjtRix2ceje2TApJraVbGsyyjTCHHGMLBJ0VYTL5m/QdR09EPR6UiLb1ytScZiIPC0DqSp0T/MGyH1yJYcfX4HmqV8xPxKj2cKwU8/kir//k1Fnz8JgNJGzdRNrv/qMypKSUL9fF7zHy9fN4dNnHqM093C7fgaBQCAQNA/ZryJLFkySgkGXcXsCaFUbCAkw+yGgdmy0oNftwlPpRFOD657JZMJkMiHL9TweaKA5fWiVQeEkKtFOdJI9lDKrRWgB8LuCYfzNQNd11ICG39v0Wik4dkiSxMDYgQBsKNhQ670v937JH3/4Izd8d0NHmCYQHHek5OQzZvV2hui5VFTezaG//Ix3dynoVdEaUtMpSVyBoHBfX2qu8oJ8Sg4dpKygZRHx7m3FVK7KQ/O1POrQ5/OhaVq9Qn0dbFWpLN3F0MwIlX4xQU/mLUVbWmxbVyWgBVh2aBk+zUeMNabN82XHZTMmaQzXDb6Omb1n1nl/ZOJILIqFQnchu0qbFrMEAkHHogcC8M185G/ex1SVyirXlcs3+75hRe6KUL8Dm4vYs64QT2XDkcS10KpFk+AhtVa1Nnn9Ol9vzsPrb94aUXRgH/vWr6E8P69We1xcHN26dcNurz/NveYJULk6j8o1wTXMWeJl/6Yi9m8uavBaGxYd5ONn1pC/r4Lx5/fCEm6Ffcvg4ApoJIK6mgETUuk1PAGTVfiidzaq9yfbSrbhVb213lt+eDl5lXn1DRMI6iD+un+DJEmEn5yG5lYxRB/dVBKu1fkECt1YB8QgW5r/X2Gy2hh/waUMPnkG675ZCOjIR2w2ygvz0TWN7T8vZefyn5l8xXUMmty8wokCgUAgaEcCPtySFVVSCYu2IR3qXIf+YVHR6LqO0pz6JYqE7DBR7UTaplRZ1Yd7zTz40gI6RYecIEnEdWunYvSCdmFg3ECWHVrGhsINXMAFofav9n4FwImpJ3aUaQLB8YvqC37P3wrx1aJJ0/fF6kgTq7GuaDJu1qVoaoDY7uktMqX4f9vQPQFM3RzILUzTdd555+H1erFYmrHnslV5F+saeEprXjdCVkwwYmZz0eYW2dWVWV+wngpfBRHmiNChUVuQJImXT365wXXXpJi4KOsiwoxhhJvD23w9gUBw9JFsscjWKLbv2UKfPoOR6kkfPOqMDPxeFUdMM8/EqkWTqmf8mrRc1ZEnzXMUGzRlBmmDh5LQo/EaXXUu7/RT8t52JLOCfUg84bEWJl3aF1lpeG0szXNxcGsJsd0c9BqeANYogq5tejAqPiy+RTYIOg/J9mSiLdEUe4rZWryVwXGDgaBjwR1L7qDYU8ybM94kOz67Yw0VdHqEaFIP9uGJx+Q6lr7RxCWH1RJnPNuKKXpnG/Yh8USe0bPR8Y6YWMZfcGmd9nPufoD8vbtZ8vbr7Fu/hm/++RzlBXmMm3WpOGgSCASCY4gc8OA1WNAUPxGyRECS0dq7YFYbsDpqH3C4XEEvZIvFUifaRJIlDBHtVOy3Oo2M3jyvM9kQzDssKxKapqM0sgESHFuqD+U2Fm4MteU4c1iTvwYJialpdfPlCwSCllOm+il22HD0OoEk31wkSUYy/BX0tGCHZqTnCmgBbAYbdmNdT92W5pevxpwREYzSb8Vt2WKxNE8wAVCMYIkATxlUFjZPNIkOiiZbi7ei6RpyM35GXZ0fc34EYGzyWBS5eQWRm6Kp/eOtw25tl+sIBIJjgCQR6HcekalD2Pb9dvr0GRx668iahr1HtvBMTKtyDKuONAk5RslVr4OvPnnqUfZtWMPky6+j34kn1ZkmpW+/etejHTt24PV6SUtLw+GoW6xdMiuYe0Uim4L3PXuEmX7jGk8B3GtEArHdHCT0qNoPyUpQOHEXg6uoSdHE71MpzXWhBjQSM0Sap85EdTT84oOL2Vi4MSSarMxbSbGnmEhzJP1j+zcxi0Ag0nN1KIYoC+a0cBRHTa5vtdyH7g7g2VHSyMimiU/P4Nx7H2LMzIuAYMquJW+/LgrHCwQCwTHEoLpBLcYsSaglHlA6sIBJE+i6TmlpKaWlpU2uFZqm4yr34q7wtW5dqT7I0esXkD766CMyMzNRFIVbbrkFSZL4cdW3jJqQjclk5JZbbmn5NQVHhQGxAwDYU7aHCl8FAPO3zwdgVNIoEuwJHWabQHA8schdzMqMJN7dcIjK3mchS16kgPuIPPJNH5CPShrFrxf/yjunvtNudsXO7kfc5QOaXXy3Tdiq0k25Gk63ciQ9InpgVsy4Ai4OVBw4ioZ1HpbmLAXghJQTOtgSgUDQWcl3pFOh6vj0oCBaX6RJi/nNWlQdaSJVXaM60sTrduFzu1vszPvdd9/xwQcfkJdXf1olxWEi7oqBxFzafAeAxIwIssYmEZ10hCNBC9aZnK0lvPfoChb9d1uzryk4dlTvUdYXrA+1LdixAICT004WBeAFzUKIJp0M66A4Em4ZSuxlQdVTD2i41hcQKGle3vcjkSSJseddxOQrrgdgw/dfUZYvcvcJBALBscAgBT2tZAKokgpmBUmqSc+l6BKy1HEBn//4xz9IT0/HYrEwatQoli9fjtlsxmQyNbiR0XUdXdXQVA1niZeKEm/rIhhDkSb1iybXXHMNM2fO5MCBAzz88MMAXHvttXXaGmLbtm1MmjSJhIQELBYLGRkZ3Hffffj9zczLLGg20ZZoUsJS0NFZV7AOv+Znwc7ghuS83ud1sHUCwfGD9YgoCclYFZ3hdx9R06T527r67tteVyW716xgx68/tcnOlvDLL7/w008/UVlZ2bwBocOswmZ1N8gG+kQFCwD/HuqaFLoL2Vq8FQmJscljj+m1i9xFLNyzkAPlvw9xSiDoskgSZTlrWLd3Lbt65Fc11V0TygvdFB+qxNeM2rtATaRJ1VoUZgxjdNJodG86AGpVHcdT/3gHV/z9X2QMq78YfHlhPrk7t1NRVPs+n5ycTHp6OlZr8xzQyovcFOU4m1+TpRpzVRSLt6LJruFxVqwOIzaHOHzvjAyKHQTURMOXeEr4Zt83AJzb+9wOs0vQtRDpuToZsllBTqxRuovf3YZ7QyGOSd2ImJbeqjmzp56C0WwmuXdfIhOOTeoxgUAg+L1jNViosDkINyioASj1BYg0BzCi4ncpBDQrZjmsQ2x79913mTt3Lk88+giD+w/gP++9z/Tp09m2bRvx8Q2HovtzK0HVkWOsmG3G5qTQr59QTZO66bmcTif5+flMmzaN5OTkBtsaw2g0Mnv2bIYOHUpkZCTr1q3jqquuQtM0Hn300VYaLWiI0UmjWXZoGRbFwpd7vqTQXUiMJYZJ3Sd1tGkCwXHD1LB4KpcuJemuayHXRZl/DvZyHUO/njD+VghPadP8pbmHWfB/D2KPiqbXqGNz4L548WLcbje9evVqsLhvLaqLwVc2TzQBuCH7BiRJCnmcHs+szFsJQO+o3u1SBL4lPPjzg/xw4AduHnozVw688pheWyAQtIy+24PRhj9EX1OrXacmevyLFzdQlOPkjJuz6ZbVdDpEEgfDwPMgKRuAzKhM/jX1Xwxc9hUQCEWa2MIjsIU3nMpqxSfzWfvV54w+9wLGnX9JqP2MM85o5qcLsurLfWxeeoiRp/dgxKk9mj/QXLU38zUt5kcn2bn8CRHV11npH9sfq8HKOb3OQdd1Ptn1CX7NT7+YfvSPEam5BM1DRJp0cqwDY5HDTcj2tqnX/SdMJiqpbZspgUAgELQMXQKd4JckS0h0jhSJTz/9NFdddRUXX3AhWX1784/nnsVms/Haa681Ok6SJErLSrn+puvoPSCd+NQoBgwYwGeffRbqM3/+fPr374/ZbCY9PZ2nnnqq1hxer5fb77qHlGHTsPcczahRo1i0aBEAixYtCuUpPumkk5AkqcG2xsjIyOAPf/gDgwcPJi0tjTPOOIOLL76YpUuXtvAnJWgONw+9mY/O/IjhicMJNwXzQp/d62wR9i4QHA0WzaMyN40K9TxUpwTxfWHKAzDyqiaHfrH7C6795lre3vJ2nfccMbHEp/cksWfvFqVddP56mNynV1L29d4WfIggAwcOZNCgQc32HKb/WXDinZA0qNnXGJsyljHJY3CY6ubAP94YGj+UB8c+yJz+c475tUclBb3Glx9efsyvLRAIWkKNx1N1naf60nOZbQYsdiOS3EwPqUHnwbmvBL8fgVw1XtWat65YwsJxxMZhsrYs5aOu6eQ+tZLDj69Ac/kxGGWsDiNmWwufRW2xYBcF4I8HIswRLDxnIVcMvIKdpTv596Z/AyISXtAyRKRJJ8faPxZr/1ikdix6u3ftKjYu+pZT/ng7cjsVCBQIBAJBEK2qmLpktWIM+Cktd2GyGYiJsYLUHclkQtbBJEnoHk+ofx1kGfmIArkN9ZNtLdtU+Hw+Vq1axT333ENMSmqofcqUKfz888+NjpVjLZx59vlUVFTw1ltv0bNnTzZv3oyiBNeSVatWcf755/PAAw8wa9YsfvrpJ66//npiYmK47LLLALjxxhvZvHkz77w3n+TkZBYsWMD06dPZsGEDY8eOZdu2bfTp04f58+czduxYoqOjQ22vvfQmI0eModeAbi36zDt37uTLL7/knHPOadE4QfOIskSF/j2h2wTuGH6HCHsXCNqZ1Oefg82fIC24Eln7Dk2PRFFatpXbU76HZYeWkepIrfOeLSKSSx/7e4vt0r0qgXw3geKWpxI+5ZRTWjZg8AUtvsbviXhbPOf06ph1blRiUDRZk78Gn+rDpJiaGCEQCDoC2W5j8z1zMe5TST4UdHSZ2G0iyy9eHhJRAM6+bWi7XO+XeyYjy2BSgnOv/epzdF2j77gJWB3hdfqPO/9ixp1/cYuvI8kSgUI36KAHdE44vzcnnN+75Qaf93rLxwg6LdVRl/G2eFRdpZujG6f0aOGzh+B3jRBNOjntKZYAuJ0VfPrM/+Fzu7FFRjJpztWty0cvEAgEgnrZNnRYve25gHXEKBLuvoOKcI0iqwxTLgFP/QdNthEjSHvzP6HXOydPQS0pqdMva2vL8rQXFhaiqioJCbULdMfHx7Nhwwby8/OJi4urd2347vvvWL58OVu2bKF37+BGJCMjI/T+008/zeTJk/nzn/8MQO/evdm8eTNPPPEEl112Gfv37+f1119n//79oTRbt99+O19++SWvv/46jz76aCg9WHR0NImJiSHbAJJSE8jMSsNkat7jy9ixY1m9ejVer5err76ahx56qCU/KkErmd1/dkebIBAcdyx5901Wff4R3WwDObvbhxhlDZSZ4CmHygIw2cHReBpeTyC43lgNzYzsaAbWAbEYk+0YoixNd+4gfsr5iZ8O/cQpGafQL6b5RYIFzadnZE9iLDEUeYpYV7COEYkjOtokgUBQD5IkEbujOz0DNrblFQPB+k8GuY1Hg6ofdB1kA8gyvxz+hVt/uJW+0X15fXqNELHs3TfxVDpJGzSkXtGkId58800qKio499xz6+xhqom7ehAoErLt2B1zbv3lMJt/PERGdhzZU7ofs+sKWkaEOYLnT3qetIg0bMaWORwKft+I9FxdCN/BCgKl3jbNYQ1zMOXKGwBYs/BTvnrxGSqKm58XWCAQCARtpCrtSf0l0DuO6nQsgUDDBR/Xrl1Lamoq3VN6UHiggrICd633t2zZwrhx42q1jRs3jh07dqCqKhs2bEBVVXr37k1YWFjoa/HixezatatJGy12I2Zr8zdC7777LqtXr+a///0vn3/+OU8++WSzxwoEAkFnYs/aVQAccEWixg2AG1fCjMdg+5fw3FBYcG2Tc7gDwXu2xdC4wOFtKAKyHgzRFiyZURhi2k+IaRC/Gwp3Qv7WFg2bv2M+/978b5blLDtKhnU8m4s28/aWt9lV2vRaejSQJImRSSMB+PXwrx1iw7FG13U2FW5ie8n2jjZFIGgRhbqZVZUBIjPb8ZD/s1vhkTj48WkAfKoPp9+JK1B7Pek1ehy9R4/HEtaylIkFBQXk5+c3uk8x94jA3D0cyXDsjjld5T4O7ywjf2/5MbumoHUMjBsYSiMsEDQXEWnSRSj9fDfOpTmEjUsm8vSebZora/xEAj4fX//zOTYt/o4tPy4mY+gIsqeeStqg7PYxWCAQCH6n9FkdPNgqKjwILgMm2QySgmQyojjzQVcJK5fw6jp8tYAURwN5c+XaD/yZ333bLvbFxsaiKAp5eXk4S4pQ/X5sEZEUFBSQkpJCTExMgxGIZtkEmo7u19A0vUV57yFY0F1RFFatWoVScSjolRaeAkYzYWFh7fHxatGtWzCNV79+/VBVlauvvprbbrstlE5MIBAIugr9Y5JYfugA6aYCZEcqenQmSCBparCD1PQhUXWkiVkx1/t+0cH9fPzUo2gBP1c+92q72V4fxcXFvPDCC9hsNubOndu8QbsXw/9mBQsNX7O42dcamjCUr/d9zer81a0ztgvw9d6veXXjq5yVeRYPj3u4Q2wYnTSahXsW8uvhX7lxyI0dYsOxwulz8qcf/8T3B75nWvo0npxQ45ThVb0N/o0JBB2N5vOR5V2GapLJHH4zAFuKtvDWlrdIdaRy3eDrAFjx+R5Kcl0MntyNhPRmHDTrVe5gVenftarXuWU+bnlnDbee3Ju0GDtTr76p0Wm2LP2Bbb8sI2PocAZNnh5qnzlzJn6/n5iYmGZ9ziX/24bHFWDEqelEJdqbNQaADR/Aileg52SYcEeT3XsMisUeYSa2W/vvYwQCQccjIk26CJbMSFAkdLV9iggPPGkqM//0MKlZA9DUADtX/MxHTz5MZWnd1C8CgUAgaD6yzYZss2EwGDFYorHawjFZ7HgwgjG4kZB0sPhANVlC/et8WSz1zvvbr5ZiMpkYNmwY3333HV6XC3dFBX6fj++++45x48ZhNje80R/Qqx8HD+WwZ88OopPshEXV7puVlcWyZbU9eZctW0bv3r1RFIUhQ4agqir5+flkdksgs1scmRlpZGZmhlJxNYau6/i9Ks4ST4sFG03T8Pv9aFpni/ERCASCpkncn8PktbsYzz6Kdv+BnHt/xLevvOagqhmiiVcNRqw3lJ7LERNLWd5hygsK6o1E379xHYv+8wr7N67DVV4GgO7XcG8uwrU2v0Wfx+/3EwgEGvUaroM9NvjdVdyia2XHZwOwNn8tLn/zo2i6EosPBkWkjkyLVV0MfnPRZip8FR1mx9Gm0F3IJV9cwvcHvscgG7AarKFnkp8O/cTZH59Nkbuog60UCBogEED67C0Mn/8Hc1WN9NzKXD7Z9Qk/Hvwx1O3A5mJ2rMjDWVI7jXDA70dT1brzVgv4VWm+VD34uswV4KO1hyh0+pplXlHOQXat/IWCfXtrtXfv3p2ePXtisTQcKenZXoJrXT5qpZ89GwrZsSIPn6ceWxujsgD2/wwFzUt/HJVop8+oRGKShWgiEByPiEiTLoK5VxRJd49EcbRfUb20gdmkDcymYP9e1iz8hPTsYdgjo5oeKBAIBILmoflwa1ZUScMeaUE+3MIH96PE3LlzmTNnDoP692fokGz+PO8xKisr+cMf/tDouIlTJnHC2PHMuvRCnv7b02RmZrJ161YkSWL69OncdtttjBgxgocffphZs2bx888/8/zzz/PCCy8AwRonF198MbNnz+ap+29lSFYGBbtK+e7HXxg0aBCnnnpq44brUJrnQtd1TFYDJkv9jzFvv/02RqORgQMHYjabWblyJffccw+zZs3CaDS26mcmEAgEnQatSmjYOB+Sq+6DctMRdNWRJhal/kMnk9XGzPseIS6tBxZ7GLk7t6MYjcSl9Qhe7odv2PLjIlZ9/hGDpkzn5KtuRPOpFP1nMwDWgXHNrscYGxvLLbfcglrf4VtD2KKD310tSy3cJ6oPSfYkDlce5smVT3L/mPtbNL6zs7t0NztLd2KQDUxIndBhdqSEpTDvhHmMThqNw9Sy1DtdhQpfBdd9ex27ynYRb43nmUnPMDBuIBB07PjH2n9woOIAty66lVemvoJJab+9u0DQXki2GCSjnYOH99G9Z1a9EeYDJ6aSMSSulhjgKi/j1T9eRVKvPpx770O1x1WvS1LtSBOpyk9ba6azU+bwUYTHxhHTLa3Fn6vk452oRR7irh3E6DMycDv9hMe0sN6Wqerzep0tvr5AIDj+EKJJF0GSpXYVTI4krns6U6/5Y602n9uFySoKJAkEAkFbkAMevIoFTfESYbQRkKROUctk1qxZFBQU8Mi8eeTm5pKdnc0XX3xBeHg4Ho+nQS8uxW7kw48XcPvtt3PhhRdSWVlJZmYm//d//wfA0KFDee+997j//vt5+OGHSUpK4qGHHuKyyy4LzfH666/zyCOPcNsDj5NzOI/YmFhGjxnDaaed1qTdkixhCTOiazqy3PDBnMFg4LHHHmP79u3ouk5aWho33ngjt956a8t+UAKBQNBJcGsqpVYz4RnTSBy8DNa+g7w7CZKuD3ZoRqRJteev2dBwRGG3fsED4AObN/DhvAewOBxc9MiTOKJj6Tt+Alt+XASAt7ISANmiYEwNQ7Ya0FUNqZnpDxVFITIysll9Q9iqIk38LvC5wNS8vYpBNvDQuIe46uureH/7+0zuPplxKeOaHthF+GrfVwCMSRpDhDmiQ205LaPptbyrEtAC3LboNrYWbyXGEsPr01+ne3hNTQhJknh43MNc8vklrMlfwxMrnuBPo//UgRYLBPUgSTD4UuwJ/dixdAvde2aF3tKpETZ6jai/2LrP7WLf+jXsXbeaHtnDat7QqyNNfiOaVK1NqqZTlp/Lm3fdjC0igsuf+We98ydm9iYxs3ed9upn+vT09Aaj4s3dHKgRZiSTQp/RSQ38AJrAXCWa+JovmpTmuSjKcRLX3UF47DGo7yUQCI4ZQjTpgmieAJIiIxmPTna1opwDzH/0fibOvpLeo46fDYVAIBAca5SABwwlmI121GIPGKzg7xwpK2688UZuvLEm57jf76egoABJkkhKanijER0dzUsv/JN/PPsSBpOC0VT7gOzcc8/l3HPPbXC80WjkwQcf5ME/zgZvOUR2B1tNfuLIyMg6qbfqa2uMWbNmMWvWrGb3FwgEgs7Oj5VFlPZO5actRdwy+2qUdf8EYmtSojRDNHlhygvouh46zGqMuO49CI+NIyI+AXOVI1XGkBH88c35ABhNwUMrSZFJuHFI6z5USzE7QDaC5gdXUbNFEwjW25jVZxbvbnuX+TvmH1eiydd7vwZgWvq0DrakNpquITfj97Kr8MLaF/j58M9YDVZenPJiLcGkmoyIDB478TGu/+563tn2DuNTxjOhW8dF/wgE9VFk74ai6aiB4N+nRNARqalnbVt4BOMvmI1iMJCa1b/2m1oDokl1pImm4/d48LoqUVoR9f3BBx/g8/m46aabGhRNoi/o2+J561AdJedt/n5t2Qc72LuhiAkX9mbAhNS22yAQCDoNQjTpYpR8vJPK5blEn9cbW3YDxYPbyNZli6koLOCrF58htls60ckpR+U6AoFAcDyjSAqy7kHGiypZwKQg+WrSkMi6hCx17DKsqgHQdCRFQZIkTCZTg0XgoWYz5XH68VT6sUea64gmzab6IEXrHCnLBAKBoDNj5Ih7c3UqLk1tUU0TCHrDK1LT921LWBjn/2UeVkc48hHRI9ViSVvJz89n165dREdH06dPn+YNkqRgXZOKw0HRJLJbi655Zs8zOeg8yOik0a2wuHOyKm9VKDXXpO6TOtocAH49/Csvr3+Z3lG9uXvk3R1tTrtxasapfLPvG24achNZMVkN9jsh9QQuybqEt7a8xZ+X/Zn5Z8wnzhZ3DC0VCBpBkjh8cD17LZFoUxsukO6u8OH3qVjsxlrpcEedfX79A0ICfnC9iDBHkB2XzY4Dweg3VdeJTErhD397GU1tuJaVu6KcytISzDY7jpjYUHtycjI+n69ZaXZVVaM0z4XRrOCItjS6t6lDKyJN4tLCcVX4MTaQNlggEHRdjh/Xj98JssUAqo5n29Er2D7m3AtJzRqAz+3m06cfxe/xND1IIBAIBLWwGWx47YmEm5KwB2yUugNg9mO0BTcVqmbFLHds0cDy/DwK9u/FW+nEYDDw1VdfkZaWRlhYWJ2v/v37o5Z68ec4MVXVFDG0JeKx+tCvGR7Pv2XGjBn12hgWFsajjz7aepsEAoGgkzIxLI5p63cxZ+pUXKudlAcuQA04IKE/jLwGep3c7te0R0YhKwqF+/eyeuEneF2V7TZ3Tk4OX331FStXrmzZwOrIxBbWNQEYGDeQl6a8xPl9Gjj064IcrjyM1WDlzJ5nEm4K72hzgKCH+YrcFXy440PKvGUdbU670TOyJ/PPmM/U9KlN9r112K30iepDibeE+5bd16zoLoHgWNF/678ZuvbvGKOD4kW1qHBkeq5vX9/Mm3/6mT1rC0JtrvIy9q5fQ+7O7XUnTR0GfU6FqGAtkrHJY3nzlDeJ8QYjv1VNx2A0Ep2cQmwj9Uo2/vAN/779Bn585z+12i+77DKuvvpqwsObvs+5yny889By3v7LLy0TTKBVNU1GntaD8+4eTp9RiS27lkAg6PQIKbSLETYuGfuIRJTI9vHyCuYern3oJSsKp958J2/dfTOFB/bxzb+eZ8YNc5FkobEJBAJBi5Akmp9UqgOQpFqbiTPOOINRo0bV29VoNFLt6GwwKURGtHEdkpSQN1pLeWrec1SUVeCItmCy1vY4i46ObptdAoFA0AmRJAlFB8PiR3F2+xeqegkW9VGUtLGQNrZZc9z34324Ai7mDptLqqP5KUS2/bKMX+b/j4ObN3LGbffy64L3KDl8iLHnX0x4bBwlC3bg3VNO5Kk9sPRp3j04MjKSAQMGNJoOsl6GXAKuYohseZHg45HTMk5jeMJwrIbOk0d/dNJo+kT1YVvJNt7b9h5XDbqqo01qNRW+CnaV7iI7Phug2YXdTYqJx058jFmfzSLeFo9f82NW2mf/LhC0iSOe+xtLnycbZBSjXKt/7s7tLHjsQSRJ5pQ/3k5st7QaAeSE2+qdR6mqQdjcQvBGswWrIxyjuYUF3AlmZfHtKUMZlYTFbkQ2tFAwgWCkicEKxpZfXyAQHH8I0aSLoYS1TzF43a9S/P52PFtLSLxtGErV4Zc/rxLNqxLWPZrTbr6L9x6+ly0/LsLtrGD6dbdgj4xql+sLBALB8Y4SE43R4KWs3I/ZbiA+1gaqDV3TQIcoSa6V8qQjiEpMrvXa4XDgcDga7K9rOkq4GVqxB6lDRErwqxWkpqbgifITFmXBFt4+66JAIBB0ZpKfeBz9h8eRVzyH5NiMVl6OTMu8+JccXEKJt4TrB1/fonEF+/YgKwojzgjWq9q05HtKDh2k34knER4bR6DESyDfhVrhb/acPXr0oEePHi2yA4DR17V8zG/Iq8xjf8V+RiSOaPNcnYFEe+fybpYkiTn953Dvj/fy363/5bIBl2GUW17DoKPRdI37fryPJQeXcP+Y+zm719ktGt8zsicfnflRiwRKgeBoI5lMbLj5epR8nciiYNTG6KTRLJ61uFbqxlOvH1RnrNFiIa57OgX79/L53x9n3KxLG40aAXjz8lFouk6YxUDxoYPs37ieyPgE0o8sIn8E2dNOJXvaqa36bGqJF3+uizCDzBVPndCqOYhKh/tyWzU04FMJ+DUs9q53vxMIBPUjQgd+p0hGBbXEi+5T8ewIpvrSdZ3ST3dT8M8NuLcUkdpvADNumEt8WDq2vSY2fPdVaHzF4gNU/JiDrtZ4DLSkSK9AIBC0hCVLlnD66aeTnJyMJEl89NFHTY5ZtGgRQ4cOxWw2k5mZyRtvvHHU7TySAk8hhZ4CQAdvAH9eJd6D+Xh37qIkfzu7yrZR6i0+pjY1ht/vJz8/n+Lihm2SZCn41dJQ93bGHmUmtptDCCYCgaBVdMU1ZdUPX/P3/67lvweyiUj6iSjj8xjk/GCx2opc8DQtoHjUYMpdi6FlHrSn/vF2rnj2FZJ6BWuPZJ88g/EXzCY8LlhfMeLkNGKvHIilT+d3rtpavJUpH0zh5u9vRu3CNbXe2/Yevxz+paPNaJDpPaYTY4mh0F3Ijwd/7GhzWsVrG1/j+wPfI0kSvaJ6tWqOIwUTv+rnkPNQe5kn6CR0tfVEkiRSD/ZmlHsIxryg46xJMRFtiSbCHNHo2G79BjL7ieeZcOkVpPYbUKvmyG/5dNennPTeSfxt7V+JspswKjKHtm/lu1dfYPXCT1pks6Zp/POf/+SVV17B00jq+PAp3Ym9YkCHrEWbfzzE63ctY9XCvcf82gKB4OghRJMuiGd7CaWf7sK9tW2HbRGnZxB/Qza2oQnBBk1HMspIBhlDTDDEu2fGcCYlzKJ/1HgGjZsW7ObyU/bNPso+243urSniVbk8l7zn1uBaX1DnWgKBQNAWKisrGTx4MP/4xz+a1X/Pnj2ceuqpTJo0ibVr13LLLbdw5ZVX8tVXXzU9uJ3QdI1KYwW6ZR+SBLo/GGGiqyq6rqNSO3dwR6NpGoFAAL+/aU/hktxKinKc+L0dc+CkKDKy3LHCjUAg6Lp0xTVlz5pg7Y88jwNie8M1S2DOp7DiVXiqDyxsvOC2ruu4A26g5aKJ0WwhPLamkPXQU85k1NnnE5kQjHAwdXNgyYxEcRwDIdtXCYU7oHh3q4ZnRmYSaY6kwl/BooOL2te2Y0SRu4jHVzzOVV9fxdr8tR1tTr0YZSOn9zwdgI93fdzB1rScnw/9zHNrngPg3lH3MiB2QJvmc/ld3PT9Tcz5cg65la3zYhd0TrriepKnmVnnUonq1rqI7+Gnnc2sv/wf/SdMrml84zR4KAY2B//eK/2VFLgLKPeVh7o4omPpNXIsyX36teh6mqZx6NAhDh482KijrinVgaVXVDAq/hhjCzfhcwc4tKNUOBMLBMcRIj1XF8SzowTnskPomo61b/Nzt+uaju9gBebuwTDM6u/VSIpMzKX9CBS6McbbADAm2bEOCHoQWCKDKVs0Tcc2NhGt0FdrvGtVHv4cJ2p5Tbuu6fhzKzEld2yxY4FA0LWZMWMGM2bMaHb/l156iR49evDUU08BkJWVxY8//sjf/vY3pk2bdrTMrIXB7SPBGYVJMYOk4zcbkN1B7yh7hYQHHa9Jgw5MQ+4qLyPg9WIOC8NothAdHd1oFInmVdG8AeSAhl9t44bA6wx6RxstECFSVwgEgmNHV1xTMmzhHASSjWXBQrVJg4NvbPsi+L2R3PQAPq3m+dyidHyu9vfff589e/Ywffp0Bg2qmwamQdb+F764HbJOh1lvtfi6BtnAzN4zeWXDK7y5+U0md5/c9KBOxtKcpXhVL1nRWQyOG9zR5jTIGT3P4I1Nb7D4wGKKPcVEW7pGzbHDzsPcteQuNF3j7MyzObfXuW2e06t6yXHmkFuZy2VfXsYrU18RabuOE7raeqIHAmTKa1DDZPoMuByAXaW7+N/W/5FoT+TKgVcCsGlpDvn7Kug9IoGU5kRuqD7QAlTn8FX1oGPVvkI393y4gVkjupE9KJu0QdmNTrN/4zo2fP81CT16Mvz0cwCQZZkLL7wQXdcxmZoW5w/tKGXTjznEdw9n8ORuTdv+Wz64AsoPwdkvBtN1NYPu/aM545ZsUntHdXhEvkAgaD9EpEkXxNI7irBxyVhaIpjoOsXvbqPghXUUv7+9wX6SLIUEEwiGb0af34foC/siWwy4ystY+M+nWLjsBaIv7oNsq8nXGHNJP6Iv6IOlV2SozbO1mPxn11D83raWfUiBQCBoAz///DNTpkyp1TZt2jR+/vnnY2aD7AugYMUimTDqMpWuAFrVBkLWwOoFv6odM3vqw+d24SovQ/X5kGUZi8WC2dywd5buU9HKfVgtBqISbcECka1FU8FXEfQabiG6rlNZ5qW80I3WwT9DgUBw/NMZ1pTEPQc5Zd0upks7ObxsDAfvW4bvkBP0qnug3Pj92BOoSWliNrTNC1fXdTxOJ+UF+QAESr24Nxfh3VfexMganE4nLpcLuQm762CLCX6vLGrZuCO4oM8FGCQDq/JW8dTKp/hkV8tSxXQ01Wm5Tkg9oVMfzvWK6sWFfS/kkfGPYDfaO9qcZuFTfcxdNJcSbwlZ0VncO+redvkZR1mi+NfUf9Hd0Z0cZw6zF85mQ8GGdrC4cdYXrOeH/T/w06GfWHJwCZ/u+pSfcn4ix5nTJm94v+bH6XNS6imlzFuG0+fEHXDjU31dOu3dsaDD1xNNwzD/n5g/fAmTIfg7kFuZy7vb3uWrvTXRLge2lLD5x0MUH655Tt+7bjXvPXgPS/77Rj3zVv2/y0G/bK1qbcqv8PG/5fvZW9i85/3SvMNsXbaYA1s2htpkWaZPnz707dsXpZF6kP68StxbiijbWcL2X/M4uK2kWdesw4FfYf9PLVpnZEWmW99oJBEJLxAcV4hIky6IpVcUll4ty9MoSRLm7g7cGwuxZrXMy0cy1GxmVL+ffRvW4nVVsuLTDxl11nmh95RwE7bs+Fpj/XkukEG21Pyq6bqOZ1MRpu6OWqGTvoMVaK4AxmR7uxW8FwgEv09yc3NJSEio1ZaQkEB5eTlutxurtf7wDq/Xi9frDb0uL2/+AVC9aAE8mgFV0rBHWJDzAk2POYZY7GEYjCYM5uZ5HUtGGdluRDIpKOY2PkJUH5TpLRc9JEnCXeFHUzWsDiOyInxABALB0aM1a0q7rydHoKsSBDRY/SaEVd1Dm4g0qRZNDJKhzUW596xZyYLHHiQ+vSeXPvZ3PFuLKf1oJ5b+MZgvbV7alfPOOw+n00l4eHjTnY/EXpVD39V60STBnsDU9Kl8secL3tj0BgA9wnswMG5gq+c8Vui6zi+HgqLJ6KTRHWxN09w76t6ONqFFfLzrYzYWbSTCHMHfJv2txansGiPRnsgb09/g6m+uZmfpTi778jL+PObPnJV5Vovnqj6Qlqv+7st95SzLWUaxp5iLsy4O9Xty5ZOsyV9T7xxp4Wl8dvZnoddPr3yabSXb8Kk+fJoPn+rDq3rxqT6sBisLzlwQ6nv111ezMm9lvfMqksLa2WtDr+9YfAdLDi5BkiQu7HshNw+9ucWf93iiM6wnkjUaSTFRWFpAQng4EnUP+nsNjyc21U58es092llSzIHNGziweQN716wkJWsAky+/NvimVrXHkYOiRuh3tMpPO6A1T6RL6tWXibOvJCI+scWfy/nzYSp/OUzkiETGnptJeEwr/35NVVlSfBWtGy8QCI4bhGhynKPresg7JmxcCpa+0aF6Ja3BERPLpMuu5ssX/sZP772NJEkMO/UsFEP9v0rhk7phH55Qq2C8/1AlRW9tQbIaSL5/dMi+kgU78ec4iZrVB/uQoPiilntxbyzCmBKGOa2FmyqBQCBoIfPmzePBBx9st/nkgBuPYkZVvESY7fiBzhQXYQlzhP6tqip+vx9ZlhsMfZcthloieJuoPuCrxyNx2bJlXHvttWzdupVTTz2Vjz76qE7b2/9+N2iTEEwEAkEnpL3XE5+u4zIa8KZPJH5qPnzzF5Q1bhh/Y7CD1LD3LbS+CHx92CIiAQj4god4SqQZY2oYhhYcUIWFhREW1or0vdWRJq7Clo89gpuH3oyqqyw+sJg7RtxBRmRGm+Y7Vuws3UmRpwirwdqpU3N1VWb2momqqSTZk0gJa129h8aIs8Xx5ow3uefHe1h0YBF/XvZnyr3lzO4/u9lzvLftPZ5e9TSyJJMdl028LZ5v9n0Tqh1xXu/zMCnB57jeUb0JaAE8qgeDZCDcHE6Ru4i95Xtx+V215l2Zt5INhfVHv9gMtlqvzUrD0WrybwRcd8CNKxC81pERb4Lm067riSShDL8aa0wGO37dTEL3nqG3jow+6jk0vs7Qbv0GcNotd7FnzSo2Lf6WsOiYmjf16kiT2qKJVPX7oGk6S/77Blt+XMSI085m6Cln1mteXPd04rqn12oLBALs27cPSZLo0aNHg9FfhigLxm4O7KlhJI1Kavzn0BjmqrXJ62zRsMoyL6u/2oe3MsCUP7SsbotAIOicCNGkC+PPd6F7VUzdHHXe03Ud19oCKn89TNyVA0PRIm0RTKrpd+JJ7F23mq3LFrP0v2+w/tuFjDpnFgMmnlzvAvbbopCa04cx0Y4Saa7V3xhvQw9omJJqwre9+8op/WQXxtQwEm4cEmoveHUDmjtA5GkZmNMj2vyZjhW6qqMHNGRz4xtbgUDQNhITE8nLy6vVlpeXR3h4eINRJgD33HMPc+fODb0uLy+nW7dW5MKtQlG9oJZiNdgIFLnBYAN/x3stLVmyhCeeeIJVq1Zx+PBhFixYwPTp0ykuLsZoNBIXF9fgWF3T8bj8wQhGm6H1aSuqD/jqiTSZO3cu2dnZLFy4MHSo9ts2e0Tj6WX279/Pddddxw8//EBYWBhz5sxh3rx5GBoQ+QUCgaAhWrOmtPd68ouzgNx+abC9gttunwjfFoBurDmoaiLSJC08jTWXrsGn+hrt1xzie2Rw638/Rq5Kk2LtG92iOottwlYVaeIuCYrucuueqZPDknlywpPtaNixoTo119CEoaGD8c7O/vL9fLf/O/pG92VM8piONqdRJEnigr4XHNVrhJnC+Pukv/PSupd4fePrjE8Z32j/gBZgW8k2+sf0ByDeFk+lP5jqaGnO0lC/9PB0BsQOwB1wh3437ht9X71z+lQfByoO1Gq7Pvt6ij3FmBQTJtmEWTFjUoLffyuSPD3xaRRZwSAZ0NDQdA1VU1F1NXRYXs0DYx/A5XehoxNh6jr79qNFZ1hPymxJKJqO6q5aN5r5KB8Rn0hEfCLJfbLoO+5E7JFHZD/RqqMeg/fk6pom1SKaquu4ykpxFhXi97VsHfJ6vbz55psA/OUvf2mwn2NCKo4J7VArKBRp0jLRRJYl1n9/ECSYeHEfDCZx5iMQdHXEyUEXpXJFLiXzd2BKDyf+2sF495dTuTyX8IndMMRa0b0qZZ/vRnP6cf5yGMf49vOUkSSJU266nfTBQ1ny9uuU5efx9UvPUllSwuhzZjU53tInGkufaPTfhGhGz+pTp69sNWDJisaYUDsPbqDAjVrqRTpiIXJvLabihwNYB8TgOKHzFdZzby2m5IPtmHtGEnNh3442RyA4rhkzZgxffPFFrbZvvvmGMWMa36ybzeZGa3q0BEVSkDUPkq7il01IshV8NVEVMiA34Rl8tKisrGTw4MFcdtllzJw5E03TkCQJg8HQpKigaToVRR6QJOLtdUX7ZhNKz6WCrsMR4suuXbu49tprSU1NbbStIVRV5dRTTyUxMZGffvqJw4cPM3v2bIxGI48++mjrbRYIBL9LWrOmtOd6AtROnyIfITqHapo0vZ4YZAMGue3bP7mVQkU1fr+f5cuXY7PZGDx4cMvqmtiqxBldA3cp2GMa7X68UV0HY0xS5xYfjuTDHR/y6sZXmZE+o9OKJgt2LGBq+tRjVntFlmSuz76eszPPJimsxiP+1Q2vEm2JJiMyA03X2FGyg6/3fs3KvJXcOeJOLsq6iAmpE/jnyf/EYXKwqXATea48ekb2ZHr6dJRm/m2aFBM9I3vWamtKvDkSm7Em8kRBqf5HvcRaY6HtfpvHDR2+nkgSuw9uZLM5ksjptVO+69Scz/g8AdSAhsGkYPzN4b8jOhZHdGzteUPpuYJrTLQlmt5RvXGVBO/RqqYz7vxLGDLttNpiy2/wez24y8uRDQbComrE+Pj4+Crzm1Z4XOU+NFXDbDfWsb1ZhCJNWuboZgkzMmx6GuGxVlpfMUggEHQmRE6LLoqldxQYJGSbEe/uUgpeWIdrZR5yWDBHsWwxEHVWJuFT0wgb04bQxAaQJIn+EyZz5XOvMP7COUSndGPApJNbNkczimRZMqOIndOfiOnptdpjLs4i+qK+tcQU375yfPvKg3VUjqDwjU2ULNiBWtF2z7q2oBZ70Jx+ZEvNwq35VArf2ETpwj21+nr3lOHZVVpHWBIIfq84nU7Wrl3L2rVrAdizZw9r165l//79QNADa/bsmtQG1157Lbt37+bOO+9k69atvPDCC7z33nvceuutx8xmu9GO155EhDmFsICdEo8KZj9GW1A4UVUbZrkNokMbmDFjBo888ghTTghukL2uSsxmM/Hx8URFNbyR0dwBXPuKeeyxvzBkTBZms5nMzExeffXVUJ/FixczcuRIzGYzSUlJ3H333QQCNbVcNE1j3rx59Mjsg7XnGAZPmcUH778PwN69e5EkiaKiIi6//HIkSeKNN96oty04l47fq9YpZvr111+zefNm3nrrLbKzs5kxYwYPP/ww//jHP/C10LtNIBAcf3TFNWVceDxTNu7hoslTcS4voCJwFqpmg6RsGHIppI44Zra0lcrKSr755hs+++yzlkcrKkawVHmrt6GuyZFU+Cp4a/NbPPLLI+0y39HksRMf44tzvuCMnmd0tCnNZmK3iQD8mPMjfs3fscbUw9d7v+b+n+7n/E/PP+bpo44UTLYVb+Pvq//O/T/dzyVfXMLshbN5+JeH+TX3V3R04m01h8ZjkscwIHYAs/rO4o9D/8ipGac2WzARtC9dcT0ZuOlfjFj9BJa4qhRaVaL8kaLJ0ne389rtP7Lhh4OhtoriQnK2baEk91DdSbuNhIyJ5Be7Wfbe25zZ4wzmnzGfHoazgaBo4oiJJSEjs3Zar9+we/UK/nXj5Xz+7OOhNrvdzvXXX8/111/frM/384c7+fc9P9WyvUWYqvZnLYw0kSSJ0Wf1pN/45NaJNQKBoNMhIk26KEqEmeQ/jUa2Bv8LHZO7o5X7akVeWAfEHnWnDqPZwqizzmP4aWehGIKCjau8DHQ9lO/4aGDq5qiTlsw+IhFDnBVDVE0+ZdXpw7O1GCSIOKVHqL1yVR7eXaXBn1G/1nuoFezfy+HtW6ksK2Hkmec1WNsFwD4mCckkYx1Uk/bGu70Ez9ZiDEVumFFjX/n3+/HuKCXsxBQiT+kaOZYFgqPJypUrmTRpUuh1dYj6nDlzeOONNzh8+HBocwLQo0cPPv/8c2699Vb+/ve/k5qayiuvvMK0adOOuq1+b1U0yRHRE6qqEfBrqOi1vBUCPhW/V8VglENCsqpqaAEdSQaDUakz72/7Km2p6dGKzFqX33INv65ZzvPPP8fgwYPZs2cPhYXB3PI5OTmccsopXHbZZfznP/9h69atXHXVVVgsFh544AEgmJf5rbfe4qUXX6RXhJ8lv67lktmziUtIYPz48Rw+fJg+ffrw0EMPMWvWLBwOB9OnT6/VFhERga7rFB4IeoDFpIShGGo+zM8//8zAgQNrFdqcNm0a1113HZs2bWLIkJp0jwKB4PdHV1pTqpElCZOqYVk6j/IDA9ACV2KRV6H0PQ36NX2AvrFwI//e9G96Rvbk2sHXttmeZe+9RWVJMWPPuxibJZzCf29G9waIv3lok0KIJEkMHDgw9O8WM+q64HdL+9Q7rPBV8PiKx9HR+cOAPxyVWhbthSRJdHO0Pi1PRzAwdiDRlmiKPcWszlvNqKRRHW1SiHxXPg/98hAA09KntWvh95YSbgrnuuzr+DHnR4rcRWi6Rnp4OkMShjA1bWqdyBBB56DLrSdH3HOri7TXdx+ubjvSMWnbsiUsfus1eg4fxaAp05GQ6DFkePDNM59HDQRYeM8tFO7fS8DnZcIllyNX74Wa6QwqKwoGoyl0ttQSKlfkUrkilyi3iixLGFubEt0cBgZLvXUXBQLB7wshmnRhqgUTgIiT0zrQEmotamu/+pxf5r9D5sjRTLz0SsLj6hYROxoYoi0Yoms/6EpGheiL+qKWeJDNNT8vz/YS3OsKMMRYa4kmuqY3KwKm5HAOi958ld2rlgPBYsqjz6nJf1uUc4DIhERkpSbfvyRJ2Icn1prHmBpG5Jk9kX5z6GmItBCINOMYX5OGxl/gAh0MMZY6/QWC452JEyfWiSY4kurIg9+OWbNmzVG0qn7+efNiAP7wf2MwhGmUOlW2r8hj3XcHyRqbwKQLeqOrEhGSzBt3/kTAp3HpI2MIjw3K3BsX5fDj+zvoNSKBqVf0D837nz/9hMfp54L7RxKTHAwb3/rTYfqf0PrDnfDY4P3ZYm9eMd4d+3bxwWcf8vWXX3HytKkAZGTUCLsvvPAC3bp14/nnn0eSJPr27cuhQ4e46667uP/++/H7/Tz66KN8++23wTQEuk7GmNP5ceM+Xn75ZSZMmEBiYiKSJBEREUFiYvCeabfb67QBKEYZXdPRVB3liCea3NzcWoIJEHqdm5vb8h+UQCA4ruhKa0o1SQ89iNY/ByXnB0guRT+wEVlyVdU0afq5MMeZw5d7v2RYwrB2EU02LvoWZ1Ehg6bMwNYtEt++YBFq3achNXFQFRERwbnnntv6i0+6p/Vj6yE5LJlRSaP45fAvfLzzY67Pbp43s6B5KLLCCSkn8PGuj1l0YFGnEU00XeP+ZfdT5i0jKzqL6wZf16H2JIUlcd3g6zrcDkHL6HLriSyz9uorkCogtTL4/J8dl82X536JUa4505l0SV8mXdq3lqBistmITEgi4POx4P8exB4ZxbUvvxl6XzEYGH3OLH56721GnH4OAA+e0Z97T8kiwmpkx4qf8Xs8dB8wuFbqrSPpNXIsN7/1Yas+mlrmxbe/gh6jEhl627BG/18aZcbjcMoTrRpancbY7w0Qm9oxGQUEAkH7IUQTQbtTmnsIXdfY8etP7Fmzir7jTiQ6ORVPpZPY1O5knVDjiVFeWIDZZkc2KEiSjCzLoaKS7YFsVrANqlvQ2D4yEUOsFeuAGsHEl+Ok6D+bsY9JInxi/R5cmqay9qsvWPr26wT8PiRZpvuAwaT07Rd6oNA0lfl/vZ+Az8uYPucQZUvEOjkB2WZElmUsYY5QHk9DpIWwMcl1rhN1bi/8bi/6ET+K8m/24V5fSOTpGYSNCx6SeveXU/DiOpRoC0l31KRlcK3Jx3ewAtuQeExVi7U/r5KyL/YgWw1EX1BTU8W7uwwMEqaUMCHGCATtSJGvBC2gYiUC1GD4u+by4t29jwpHgBKz1OH5bo8UdT0eD06nE5PJRHh4/d6769avQ1EUJp40qd73t2zZwpgxY2ptsMaNG4fT6eTgwYNUVFTgcrk4+eTa6Rx9Pl+roj+iEu3IzRC6BQKBoKuzbeNavlzsJ8EymEvOKIC8p4Jv+JzBwrsGc/CrAarTDrWXJ/3QGWeg+v3YIiKRjDIxl2QhWQxIhq55Tz4r86yQaHLt4GtDxYs7E69vfJ0NhRs4t9e5jEsZ19HmtIiJ3SaGRJM7R9zZugijdubfm/7NskPLMCtm5p0wD6PScs92gaCrIUkSvQoHkahZ2ZsXTJdnMVjqRNjV50g6aPJ0Bk2eTll+Hp/+bR628Ig6ffqMOYFeo8by703/4YPtH3B277O5cuCVAPz03tsU7t/LzD890qBoUh9lZWV8+OGHWCwWLrzwwgb7WQfFYUwKQ4kyhz5rq2jD/Wnv+kIWvrSBuO4Ozr+366TNFAgE9SNEE0G7c8pNtzPyzJl899pLHNyykY0/fBN6L2PoiFqiyRtzr8PvrZ071mixYnWEkz54CCdfdWOofel/30A2GLCGObA4wrE6wkP/toWHY7LaaC6WnpFYekbWaqtckYta5iWQX7smSuXKXIwJdtxmFx/+3wMU5xxAQiZtwBAmXnYVsd261+pfnp+PpgbQKv1EFURjkHWWPP5P9lduAWDw1FOZckXQg0gN+Pn37TcQlZxKXPd0IhOTqSwpJmfrJg5s3si0a/9I33ETAPA6Xah6gL171tF7aFTN59WB34S7Vq7Kw7uzFGOqIySa6D4Nz7YSlN9E41QsPYhnSzHh09NDYpGu651iMyMQdEWu/nvwb7bAn0e5pxyLUkL/cd0ZMjIRSXOie4L1ivxInPVQP2KsMRiMNYczAyam0G98Mr89r5n917EAtfr2Hdt+NatUVcXn8zX6t2+1BqNhinKc2BwWwmNalgTS6QzmBv78889JSam9OWtNgcuGBJPExESWL19eqy0vLy/0nkAgEHQ1dq9ZCUCexwHmcLj8K5Bk+P6vsOJfcMJtMPn+Bsd7VS8AVqV9kvdWexFXYx0Q20DPo4CnHCpywWSHiPZJpTW5+2QcRgeHKg+xYMcCzu3dhkiYo8TSnKWsyF3RooLdnYWxyWMxykYOOg+yu2x3h6eaWlewjmdXPwvAXSPv6nB7BIJjySHVSKFHJSWudc/EEfEJXDLvmdqNzw6ByiK4/Es+/vcHFK9dAYMLKO1eGuqS0qcf9sgo7JGRLbqez+dj3759oX1IQxjjbRjjm38mdDSITLChGORaaYMFAkHXRYgmgqNCbPd0zv/LPHK2bWbLkh/wez1YwhzEdq9JIxbw+dA1rc5Yv8eN3+PGWVxT3FHXdVZ98TGqv/7igSl9+3HBgzXFwhY89iC6pmG2h2EJc2AJC8NiD34Pj4unW7+Bob5FB/cT8PkI9PahGawUK/ls+u/PHNi0gdQe/cnY2QsUidh7h1ByOAeLPYxpg67CkmvCtEuCqqAUXdMpW7gHU0oYVz37Gvu3rOfA0rXIBzSKjLlYwyPQNQ2TpUa0KM45SMnhQ5QcPhRK9XUkOdu2hESTgwl7WPrdG0h7JRZ9928GTJpC5rAxJNw1HNlYOzrHkhWNKSWs1kODEm0hamYvZEvtP3tDtAXJasCcUeMp4jtQQcn727FlxxM+ubYo1FXQNR3N5QdVR3aYmpV2TSBoD6rz5xorVOKdEZgUS9BhyWFGKisGwOaUCENHjaROvl1Fkakv4K6+vLxtqmcCeCqDIobf48FsNhMVFYUsNzzngH790TSNX39ayoTJU+q8n5WVxfz582sJr8uWLcPhcJCamkpUVBRms5n9+/czYcIEKD8M/koISwBz+4Wwjxkzhr/+9a/k5+cTHx9MQfbNN98QHh5Ov3792u06AoFAcKxI1hW2A1GKKxhR0n108I317wW/NxEZ4Q64ATA3Eo1yrFi6dCk///wzw4cP56STTmrFBE/Csr/D6Oth+rx2sclisHDN4Gt4cuWTPLnyScanjCfBntD0wGOEpmtsLtoMQP+Y/k307nzYjDZGJo1kVe4qdpXu6lCRQtd1nlzxJAE9wLT0aczsNbPDbBEIOoI06zZUi0zPXsEo7wPlB3hv+3vEWGK4bMBlAOxeU8ChHaWkZkWRPrAZorinnMJyP3JePgGfD1Qdi09hb5Gbhz/bzITecUy5sunUh0UH97Pqi49xRMcyZmYwqsThcDBz5sxG9yhHsmz+TgI+lSFTu7fYwQuAfT8F15jY3jD14RYNjUqwcfWzE0QkvEBwnCBEE8FRQ5IkUvv2J7Vv/Q/2BpOJP745n4A/KJ4E89IH8DgrcFeU16qTousaI844F3dF8D1PRTluZwWeqteWMMcRfXX2bVjbbIHlv/fdjs/tqrevTXKQ1WsEmtOPxW5n+nW30HP4KCo/O4grN79W5GagwIVzaQ6SSSb5gbH0yB5Gj+xhAIzjqnrnj0xM4vy/zKNw/14K9u+lLO8w9qgY4tJ60GPwUGK61YhM2dNOxWyzserzjyk5nMOqzz9m1ecfY7RYSe7dl1NuvA1bRCQAjnF1ve4Uu7FOTRWAyNN7EnFq7WLzni3FBArc+PMqa7WXfLgDPaAReVoGsi34/+M7UIHvQAXGRBvmjMiaOXaWIMkypm5hSFWijq5qgISk1H2IqM45Wn3Q6i4qp3DLLmIzM7AmBgWdnK2bOfT1OsITEkgc14+I1ODn0bwqaqkHySBjqHow0v0ahx/5FYCke0ehhJsAcC7LoezrfdiGxBN1Vmbo+qWf7AIJwsYkY6iqLREo8RAo9qA4TLUEKN+BCpDAmGhHMgQf3jSXH80VQLIoKGGmUF9/oRtUDUOMNdRXrfSjlnqRLUrIXgimUNMDOoY4K7JJCc0bKPEim5WQXQD+fBd6IDivXHWYrnkCBIo9SCYFY2z7eJIKWo/i8yMRhVUyoOpQ4fJj11RkQFHB5oXKQF3h+FjgdDrZuXMnlSVBEWfnzp1s3LiR6OhoundvWChN657GpTMv4qY7buDpZ/7OsOFD2LdvH/n5+Zx//vlcf/31PPPMM9x0003ceOONbNu2jb/85S/MnTsXWZZxOBzcfvvt3HrrrWiaxvj+3SgrymXZhn2ExyUzZ86cFn0OXddxlnjxeQJExgc9uwCmTp1Kv379uPTSS3n88cfJzc3lvvvu44YbbmhVRItAIBB0NAm793HKul0kDi/l8EfR6B/+TPwN2Rj0qnVEajy9bXWkiUVpn/RcmqriqXQiKwoWexi+Q07UMi+m5DCUiMbvs06nE5fLhVaP81SzsFWl13UVNd6vhVySdQlf7/2a9YXreXrV0zx24mPtOn9b2Fu2l0p/JVaDtctGRfxl9F+IskR1aLF1CO41npn0DM+teY7bht8mousFvztM7/w9+P3moGCY68rljU1vkBGRERJNcraXsP6HgxjMckg02bjoW3b8uoyew0czaPJvCtfrKp8ezKL4r08y/fpb2T3ayM79H6CVePhs3R7CLUZO7F03bfpvqSguYsN3XxHXPT0kmlgsFgYMGNDkWLXMi7/QTc6vhyko97e+7qOrCLZ/Ce6SFg+VZAlxRxEIjh+EaCLoUCRJwmiqvbGyOsKJSqq9wMmywrjzL2lwHk1Va70+7ea78FQ68Tgr8DidR/y7gtju6bX6hkXH4HNbUYxGFIMRS5iDyPgEug/MJqlXH6KTa4qx9zsx6A1nOjuTyDNqF3CXDDJhY5ObXUwewGi20K3fwFqRLw1hslgZfPIpDJo8nd1rVrJ12WL2rluNx1nB4R1bawlHzuIi7FHRzd4E/NZex4mpGBPtKBE1h/+aJ0Dl8mAB5cjTakQWz7Ziyr/dj31UYi3RpPD1TaDqJN49AkNkcCPv/OkwZZ/vxj4ikahze4X65jz0M7orQOHIUg4d2k7erh3EViYxJPokijK2knp1sGDkoR1biToQjeWQkQ8+uxdHr0QGTDqZFLUHFV8ewDYsgejzegPBejZymBHNFahVBE5zB9C9KvymMFzlilx0v1arxoxrdT7l3+zDPjKRqHNq7C341wZ0n0rinSMwVKU7q1ydT9lnu7FmxxFzRM2YghfWorkCJNw6FGOCHQD3xkJKF+zE0i+G2Nk1Xu+Fr29CLfUSf0M2pm6Oqp9vCcXvbsPcK5K4K46IkHprM4F8N7FXDQylmvPuKqXozS2Y0sKJv24wgk6AFsCjGdDQsIWbkfMDHW0RACtXrmTSpJpUiff++c/c++c/M2fOnHoLVlYjyRL/eOZ57vvr/fzx5hspKiqie/fu3HvvvQCkpKTwxRdfcMcddzB48GCio6O54ooruO+++0JzPPzww8TFxTFv3jx2795NZHgYQ4dkc++fH2jx55AkCb9XRfVr+DwBrFWCpaIofPbZZ1x33XWMGTMGu93OnDlzeOihh1p8DYFAIOhsaF4Z3R9AX/Um+KocXJqINKmuaWI1tI9TxeI3X2X1wk8YedZ5nHDhHMo+3413VxnRF/TBlh3f6NgJEyYwZMiQJlOtNIityuu5srB14xtAkRX+NPpPvLP1Hc7rfV67zt1WNhZtBCArOguD3DW38Elh7ZdStK3EWGN4YOwDHW2GQNAhSJYIkBTKXeVER9dfW6RbVjQGk0Jyr8hQW3HOAXavXkFUUgrvPnA3Po+bc+99KFjbRFMxySpmq5W4tB4Ecn9BU0CRgvcrtZkieVRiEuPOvwRbVQ3YluDeXETpx7sYlmij6IQo7JGmpgfVh7mqtqOnvHXjBQLBcUPXfOISCH7DkcXjJUkic8ToZo/9w9Mvtvh6klFB+k2tQEOMlcgzjr7nlyTL9Bw2kp7DRqJrGoUH9lGWnxf6GWiaynsP3Ysa8NMjexjpg4fRfcCgFtV8ka0GbIN/4wmi6USelYnmCSAdkeLLEG/DOjAWU0rtaB9jvA3dr4UiJgA0b/DAOODzhdo2Lf4Om1PHKJtZ/uH7VPiDnu8RYVF4NRcGag4BkjJ7U7FhH97yIryam9JN6zmwaT09o4YwJGoyAVft+jhJ946qIwiFjU/Bmh2PdERdCF3XCZ+ShuYJoMTUeL/JYUYM8TZkR+0HLiXChO5Ta0XMSLKEZFZqCWlAKCLnyLAk2aQgh5uQbbVvwYrDFKxPc+S8Rrmqb+1fONluQg5XQ9ErEBTu6ptX0HHIAQ8exUzA4CHRascPdExsSW0mTpxYS0wECAQCqKqK3+/HaKy/GKqkyIQlR/LMP57lmX88W2+fCRMm1KknUmsOSeLmm2/m5ptvhrIDwUOvsAQIrxEsS0tL64yrrw3AHmFCB0y/SV+WlpbGF1980aAdAoFA0JVQdR2/IuPrNob4iyLhfxdhWHYY+k4Ndmhmeq728vI324OOINW1CY0JdjSvimRqPOIFwGazYbO1Ie+8vUo0aedIE4B+Mf14aFznE9g3FgZFk/6xXS81V31ouobcxO9sexPQAqzOW83IpJHH9LoCQWfDNHYupvAk9qzbQXRqeqhdp2ZvkD4olvRBtdNy9R49nujkVGJSu7Pu24UEvF78HjdUiSYX91gLN6+DqHTUw0GnVqUqClL1eXj5+suw2Oxc9OjTdRxnq4mIT2T0uRfUavN6veTl5WE0GklKalh8le1GDAk2wjIj6Xl6RoP9msRSLZqUtWr4oZ2lrPlqH44YKyde0Lv1dggEgg5HnKwJBF0YSZaJS+tBXFqPUFvh/n04S4rxe9ys+2Yh675ZiKwoJPfJIn3wMDKHjyImteV1SmSbkbDRtR9SdE1DybRjSpEwHOEt6Kl0UjHWh6fSyc5P/kfxoYOUHMqhLDcPSYVJk64mjuCmLyIhkY8PPow1PJy4gb0Y2DOThJ6ZJPTIxP4bD5PUrAGQFQzN7VY4lk2Lv2PTom/Zlb+GHN8OrnnozVDfvevXYI+MIjo5FcVQc6uTLYY6dV0kScIxIZXfEjYqibBRdR/MEm8bXrfv2GTCxibX7Xt73b62IfHYhtT1woy/IbtOm3VAbL3FVeOvGVSnzdInmuR7R9VpF3QciuoBFWwGK4FCNxhs4K/oaLPqxePxUF5ejtVqJSqqYe8uv1dFDWgYjDKGZhyONUp1OhldbbxfI5h/IygGfCruCj+apmO2KljCWullJhAIBJ2IlRWF7B3QA3b7uC1rEMgHAR20qgjGJnK9zx0+l+uzrw8dYLWVkWedz+hzLgg57RwLx6EQ1aKJM+/YXbOD2VS4CYABMU2nqOnMLNyzkH+u/ycnpJzA3OFzj+m1P9j+AX/99a+cnnE6j57w6DG9tkDQmXBZYlB0HV9l0FGvuQmlEnv2IrFnMPvCaTffiSwr2MIjg29Wr0WSQmleLvKqQ2SW2VF6V4kmHg/OokIqS4oxGFv2bJ6fn89rr71GVFRU0OmqAWyD4rANajoFWJNYqmq9elsXaaL6NPZuKCIyoWOL0gsEgrYjRBOB4DgjPj2D615+kwObN7Bn7Sr2rV9NyeFDHNy8kYObN+JxVjDhkssByNuzi5/efxupytNL11Q0TUNTVXRVZciM0+k1ciwA+Xt38/XLz+HzuPG5Xfjc7qBnSRUTZ1/JsFPPAqDk0EE+fvKReu2TFQNub82hcVJmb2Y//zxhUTEtyikcHhvPmHMvZPTZs8jZupmKogIMVd7xuq7z1Qt/w1lSjGIwYA2PQFYUZEVBkiSSMvsw48bbQnP9586b8DidSLKEPSIKa3g4uqbhcTqJTErmlCP6vv2nubjL6/c6iUntztl3/SX0+v2H76W8oKB+++PiOe/Pfw29XvDYgxQfOlhvX1tEFBc+VFOH59NnHqNg7656+5qsNi6Z90y97wmOLYqkoKhuJM2HXzYiSVbw1YgDMoT+9joKXdeDqeqkoHi4YsUKLr744gb7O51OPJV+3BU+bOEmwtoqmshV47WWiSbXXnstb731Vr3vXTDrQuY98DRGk9LsVIkCgUDQ2alzN5OV4CGVWlXDr4n1xCgbMZrqjyJsDYYGIhKbw6pVq5BlmT59+rQu4iS8Ko2vMw/UACjtv6XdWryVd7e9y9jksZycdnK7z98SdF3HIBswykYGxHZt0UTTNXaW7sQot9/vYnMo85bxj7X/AGBQXF3HI4Hg98T6g1vxmSNJP6W2wHBkFLqqamiqjixLoZqBR9Jz2G8c9aodoGQDxTkHsC49yKCoGA70DUZtaObgHtXndjW651cDAbyuYNpJW3hQvJBlmaioKCIiIpr8bJqm467woSgylrBW3mfMVdfxOVu1xsSlOTjxgt7Epoa17voCgaDTIEQTgeA4xGixkDF0BBlDRwBQmnuYvetWs2fdKnoOrQlJd5WWsHtVw2l0MkeOCf3b53aRt3tHvf1kRUEN1NRqsIQ5SMrsg9FqJSoxiaikFKKSU4hOSiU8Lr5WOjXFYMQRXTeSorlIskxqv9obSL/XQ3RKN7xVwo6zuHb6hrComFqvK4oK8TiDQk55QX6d+X/bt7p49m8x2ey1XpcXFlCad7gBu2s/LFYUFlCaW3/fgNf7GxsKKDl8qN6+1ekyBB2P3WjHGeYgwmBEDUCJphJp9mNExe9SUFUbFjm8Q22sLCnGWVKMLSKC8Nh4pk6dytq1axvsr2s6JncAkyKh1bOBajFS60SThx56iNtvv73GLl3HW+nH79VITo8jKtpGwKfViUIRCASCrspQRyxpazaRcMM1VP6agx6Yjk36Djl5CNiiIa5v05N0Er755hs8Hg833HBD60QTexzIhqBo5MyDiFYW+22EH/b/wAfbP2DxgcWMSRpDmKnjDr8kSeLfM/6NX/V32Xom1YxKCh60bineQomnhChLy+sWtIaX1r1EqbeUzMhMZvaeeUyuKRB0VgZveB5Zh8p7ngOoV8RY/ukeVn+5j0EnpXLC+cEUU+WF+XicTsKiorFFRNbqXx47ih826zjefY/BM86h95gTiE5O5Uf7ML5nFwEUEjIym7Qtf88u/nvfbYTHJXDV868CwZqJjUWYHImrzMe/71mGLEtc98KkpgfUh+WI/Zm3PLjGtmS43cjAiXWzWAgEgq5H137qEggEzSIyMYnsxFPJnnZqrfaYbmmcfPVNoOvouo5sUJBlBVmWkRSF+PSaVAsxqd056877MVttGK1WzFYbJqsVk9WGYjTWetiKTk7lor8+dcw+328xWayc9+e/omta6OFO01S0gIqOjvk34sbM+x5B1zR0TcNZXITH5QSC4k94TG0PnLPvvL+WQHQkRnPt3Kyn3XI3qt9Xb1/lN2HJ02+Yi/834kior1Lbm3/KFdfjOyLK50jkJtJzCI4tejPD3TucKscyq9VKZmbDGxpd15GqvNAs9nYQJKojTdAb7fZb4uPjiY+vSXEX8KsUH64EHSIcVgxGBYOxfVLQCAQCQWfAIMnYfAHsS/9K6YHB6IFrsZiWIw+bA1HpTY5/fePr7Cvfxzm9zmkXT/vywnxWL/wUg9HI+Atm495cRMXig5jSHESe0nAueV3Xyc7OZv/+/dhb6+ghKzDmBjCFgaH+vPht5fKBl/PZ7s/YX7Gf59c+z90j7z4q12kJRqXrOwLEWmPpEdGDPWV7WF+wngndJhz1a+4u2807W98B4I4Rd3R54UkgaD8aTs9VvbU/sgTiL/PfYcP3XzNu1qX0GDIcd1kpcekZ2COjcE55ip2L7yBi/XpOuupmTr/lLgB+/mobAJrevGf9aodFXW95FUjv7jIqvtzDAKvM1vq3681DMYLRHoye8Va0WDQRCATHD+KJQSD4HRMeG8egydOa1dfqCKfnsK5VOFGSZSLiE4moWz6kFgk9mp+HuzkeMq2ZNz69+cXqWtJX0HEokZEouocyl4bBKhMbY0fSuoOqoakS4ZKMYu7Yehv2yChsEZEtSo1nSLAF+7eHHmSJhKTsmp1ZKzEYFcIizYCEyVrzaKOpGl53ALPVgKwIQVEgEHRdEu69h7jIbzEE3Gg9FPQ9PyNJ3mZH6i05uISVeSsZnTy6XUQTb2Ulqz5bgC0ikvEXzEZzB/DtK0cyNy5YS5LE9OnT23x9Tj66xdrNipk/jf4T13xzDf/b+j9O73k6/WM6pgi7qqko8vHjCJAdl82esj2sLVh7TESTp1Y+RUAPMCF1AmOTxx716wkEnZ21sy9B98JAPRhBlxWTxUdnflQrbd7wU9IZOi0N5YjnZ5PVhj0yCpPVyvevv8yhbZs5Y+699Bo1lvC4BKZceT2yofYR42Xj0jlrSApSeT6bl/5AVGIySb36NGhbQkYmc9/5tEV7k2o0lx91fwVZvaM4oZ76ny3irj1tEuUDfpXDO8vwugJkDmviMEIgEHRahGgiEAgEAsFRoNBXgtvvxUI4sl9DLfage8rR3GU47QFKzRIxchJRyrFJTVEfkiyHtI/Kyko8Hg8Wi6VB719JkpDaM4KjjWLJkdjC625sSvPdBHwqxFiwioLwAoGgC3Pg8EEWbM8gwRLHJX8Mgzf+Dt4yUH3BnOuy0ug91asGo1ktiqVd7LFHRTPstLNDOefNGRHEXJKFEnl0Ij86grHJY5nRYwYL9yzk4Z8f5u1T3u4Q8WLWZ7MAeGT8I/SN7jpp2BoiOz6bBTsXsDZ/7VG/1o85P7Lk4BIMkoHbh9/e9ACB4HfA4PJRROpm8vIl6A9Wg5WekbWd/QxGBX4T3DZx9pVMnH0lEKx36vd6MFRlWgiLimbwyaeE+v71l7+yJm8112Vfz+S0yaxe9QM/vPEyvUeP5/RbG47cq08sycnJYdGiRcTExDQquhtTHURf0AfZbkRua13DNkYx5mwv5bPn1hEWbabn0LhWiUACgaDjEaKJQCAQCARHgYAWoMJUhlkuQdLS0L0quqqh+/xoVh0vMqresloeRxNVVfF6vRgMjT8alBe6Cfg1wqLMmCyd+zHCXBV1IjYqAoGgq1NRVABAnscRTB0y603QNfj6Ptj5LZzyJIy8qsHx7kAwrafF0D6iiS08gomXXhF6bYiyYIiqO3dJSQk//fQT8fHx9O/fn0AggMPhaPt92eeCsgPB2lixzY8Cbil3jriTpQeXsqloEx9s/4BZfWcdtWvVR6G7kG0lwfQ2CbaEY3rto0V2XDYAGws34tf8R7UovM1gIyUshZO6n0R6RPpRu45A0JXYr8oc9qp0c7TecWv6dbfUvPBVwt8HB+/HN68FoxXeWsnIIh9FkXsgDcKioug+MLtVGROcTic7duygsrKy0X6GSDOG7M4R1ZHcK5LwWAvJmZEE/BpG0/ETLSgQ/J7o3KcdAoFAIBB0URRvgLjKcIyyBSSNgNmM5Al6+lorJeySjs/c8ny97YnP48bncmEwmbBYLBgMhiZFE8mnogR0dLVldUjqRVOhdH8wZ3B0z3aNPAGwRZiwH0dezwKB4PdLmk9nKHn0iMoPFkHPqEprtOKV4Hep8RSEnoAHaL9Ik+ZSWlqKJEl8/vnnbNiwgdzcXAwGA1dffTWRkZGtn3jVG/DVPdD/bDjvjXayti6x1lhuGnIT85bP4/3t73Nen/OQm/hZtycrc1cC0CeqzzErmn60SY9Ip39Mf3pG9qTSV0mkJfKoXWtowlA+POPDoza/QNAVSY48QECV6NZtMAC5lbnM3zGfcFM4l/a7FIBDO0rYv7mYuO4Oeg5pQohQ/ThLy/BpCna3B7PRCpqOokkcPlzOU19vo19ST86775EmbXOVlfLrR+9jMBo54aLLAEhMTOSMM87AZrM1Ob6i2MOar/djdRgZcWqPJvs3yLJnYd8yGHEl9Dq5xcONJoVLH6mdDlDTdMryXRjNBsKixP5EIOgKCNFEIBAIBIKjgMHrR9YjsUlGVB0qXH7sWgAZMATA7oFKe8eKJn6PB2dJMdYwBxFhDkymplNYmQFkUJR2EDgkCTylwX/rKkjt+1giIkwEAsHxgvPrb0hc5yR8mI/DrxSAXkL8Ddko1cVymzjID6XnaqdIEwBNVfG6KjFZrcgo+A5UoHlVrH1riub26NEDt9uNJEkMGTKEf/3rX0iSRHh4eNsuHp4c/F5+qG3zNIPz+5xPQAsws/fMYyqYACzPXQ7AiMQRx/S6RxNZknnntHeO6jXKvGVEmIOp42zGpg9aBYLfE+b/Pok5EMB0dTDVVW5lLi+te4nUsNSQaHJ4VxmrFu4ja2xSSDRZ8cl8cnfvZNBJ00gblF0zoa6xqjiFlcWpDP94PhMuvZJ9ExysL9nACfYo3v9+J+cMSWHGwKQmbfNUVrL6i48x2+wh0SQiIoKhQ4c2OVbzBnDuKGH/0oNokZa2iSaH18H2L6HHhFaJJnVs03TmP76K/L3ljDg1nZGnixqlAkFXQIgmAoFAIBAcJXRNw6uDputYw0zIns6TjgvAYDZji4jAaG7+IZpsNYCmIxva4eBIkglWlNeDUSfy0Xks0XUdTdVR2sPmTkJ5kRuLzYjJakBTNZCktudvFggEXQK1XA3eM9f+D5z5wcYmam0cjUiT12+9ltK8w1zw0BMkde9FwcvrAUh5ZBzSEffbfv360a9fPwDuueceSkpKkOU23o/DU4Lfy3LaNk8zMMgGZvefHXqdW5lLmbeMPtENFzNuL1bkrgBgZOLIo36t44UNBRu4+puruXPEnZzd6+yONkcg6HwYbCCpeHzuWmVLdGqiyOPTwhk0KZWEHjUCd862zexa+StpAwez9usv2PbzEvqOncDgMcOQJB2zHMBidwDgdkClR8VgDEZUqHrzItStDgcjz5wZqpXSEvw5lagLdjIuzkrJ2OQWj6+Fpepze8raNg9wYEsx0cl2Bk1MYel7LgL+jnWaEwgEzUeIJgKBQCAQHCWkgBu3YsJvcJPksOMv1OhMj8lmqw2zNeiBGQgE0DQNRVFQlIYP3+rLWd8mZAW0QDDSpIply5Zx7bXXsnXrVk499VQ++uijetuag9+nUpbvAiRiUuzHTfTJgidX4yzxYo8w4XUFOGvu0FobW4FAcJySMpz4yzPgw6uQv/sV7JHB9qbSc6lVokk7RpqY7XYAfG4XklnBEGtFsijofi0kmrhcLsxmc2hdMRgMxMXFtf3iEVWiScXhKtH92OWLf33j6/x363+ZkDqB+0bfR6I98ahcJ9+Vz97yvciSzLDEYUflGh2JqqnsLttNr6he7TZnviufm3+4GaffyfcHvueszLOOm3VfIGgvrBPvx2AJ5+Du/WR1S6v3b6RbVjTdsqJrtQ2aMp20gdkk985i85LvObh5Iwk9MkHL5sT4vZyYcADO+RII1naEoOgMEL38Pf698hUmzL6S9EFDGrbNER6KMKnG7XZTVlaG2WwmKqrhNIWSSUaJNGOOsdBjalqzfhYNYglGquEtb9M0q7/ax88LdtFzSBzTrh5A71GJ4p4kEHQhhGgiEAgEAsFRQlG9oFVgx0wg3wUGO/grOtoslixZwhNPPMGqVas4fPgwCxYsYOLEibhcLhwOBw6Ho8GxXpcfJAmTWUFqj8iGatFEqxFN5s6dS3Z2NgsXLiQsLKzBtsb44x//yLJly9i4cSO9Mvuw6KtlqAENg7HrF2LUdZ2ALyi/WRwmKst85O8rF6KJQPB7YPAFmDJTwHQAXAHQ/MF2qfF72/fnfY9H9RBrjW03U87786MYzWbkKkEk8fbhdfq8+OKLVFRUcPXVV5Oc3EbP3yMJSwh+Zl0NRtuEN532pb3wqB4USWHxwcWs+GgFf5v4N8amjG16YAtZcnAJAH2j+xJuOr7u7z7Vx6T3JlHuK+fbmd+SYG97kXuv6uWWH26hwF1AZmQm88bPE4eTAkE9BIx2DIC7aksi0by/k4whNWkC+46bQEJGL6JTUoPP8VBLvDaU+sja48Di2Q9kYXQWUlh2GF1tedT99u3bWbBgARkZGcyePbvBfqZUB0l3t1NUXrVo0sZIk25Z0fz6yW5sEWZ0TUdWgg4FPk+A4kOVJGZEtNVSgUBwFBGiiUAgEAgERwFZkjGoLiTVg1+OBaxIR8SZSIB0jHOjV1NZWcngwYO5/PLLOeecc4L2SBKyLDd6wKDrOmUFbgBiUsNQmrnJapTqg74jRJNdu3Zx7bXXkpqa2mhbU1x++eX8+uuvrFu3nujksOMmfZUkSVzx1An4PAHKCtwYjDKR8SJnu0BwXPPbe3P1vVOtOqxqYj05GsW2zc0oyuvxBCNcrFZr+15cVsCRCOU5wbomx1A0eXDsg8zpP4f7l93PuoJ13PT9Tfxt0t84MfXEJsd6VS+qpjarzkZmZCbT0qcxJL5hr+yuikkxkRyWTHlxOesK1jHVPrVN8+m6zoM/PciGwg1EmCN4dtKzhJmadrAQCH6P/JSzE78pgiGRte+bej0ptHRdr3dvEJ+eQXx6VV2Okr3B70eI9/HlFpK3RKOV7QBzFocGncUdJ6YQl954nZGgY5AXXdcxWYLrhsFgICwsrFmF4FVVQ/VrKIqMYmzDPsvcPum54ro7uOThMTiia6I8S3Iree+vK5AUicufGH9cOHQJBMcrx09yb4FAIBAIOgF+jwe/x4PdYMcblkS4JQ2rx0yBsxLV4MJoC4oDmmrD4Dfh93jQtRoxRQ0E8Hs8BHy+euf9bd/WMGPGDB555BGmTT4JgMqSYiIiIkhMTGwyisOo+nn8sb+QnpaG2WwmMzOTV199NfT+4sWLGTlyJGazmaSkJO6++24CR9ipaRrz5s2jR48eWK1WBk86iw8++xZ0lb179yJJEkVFRVx++eVIksQbb7xRb1tTPPvss9xwww1kZGQgSRw3gsmRmCwG4ro5iEq0t0/Uj0Ag6MRUHWapASpX5VHpGYWumyBlKPSeUZOuqpNxzz33cMcddxARcRS8aUPF4A+2/9xNkBGRwevTXmdy98n4NB+3/HALiw4sarD/tuJt3Ln4Tka+PZKHfnmoWdfIjs/myQlPcnHWxe1jdCdjcNxgANYWrG3zXK9seIVPd3+KIik8OeFJuoV3a/OcAsHxSva6pxj7y/2ExwV9qKsjTY6sabL+h4P849rv+fqVTaG28sJ8SnIP4a8Sw0NICt+UjeLLoiGUFwTrbN05/UF6jzmByJ7B6BSPI560QdnYwhtfC1xlpTw7eybPzTkv1Na/f39uv/12Zs6c2eRn27ehiH/dsoQFT69usm+jtFOkCVBLMAGIjLdhCTNidZgoL/Q0MEogEHQGOqVo8tlnn9GnTx969erFK6+80tHmCAQCgUDQbJ6dM5Nn58zE7aygehuyZtGnvHPf5Sya/2Gtvu/PvYJn58ykvLAg1Lb2q895ds5Mvnrp77X6/uvGy3l2zkyKcg6E2jYt/rZdbG5eacZghMPVt17Dex9/wDNPPs2WLVt4+eWXQ0JLTk4Op5xyCiNGjGDdunW8+OKLvPrqqzzyyCOhOebNm8d//vMfXnrpJTZt2sSt117OJX+8j8VLfqRbt24cPnyY8PBwnnnmGQ4fPsx5551Xp23WrFmt/qwBf8vTAggEAkGHU53+5Ku7KXl/OyUll6BhhQl3wUXvQPr4BofuLdvLX376C69tfK1dTTqweQOL33qNLT8uAqB04R7yX1yHZ3tJqI8sy9jt9rYXfq+PQbNg0n0Ql9X+czcDo2LkiQlPMDVtKn7Nzxub3qjlqa3rOp/t/oyzPz6bmZ/OZOHehWi6hidQc0jm8ru4a8ldFHuKa81dn8f38UZ2fDYA6/LXtWmelbkreXbNswDcOeJORieNbqtpAsHvguoIkvoiSaqbjrwXffHck7x289XsXbcad0U5Odu2kL93N0R2Y3tZNJsOKfh9XgASMjI5/Za7iBg9DQBVa9497UhbWnofDJR5UZYcZJhNQVba6ExULZr4XW2bpx4kWeK8e0ZwyUOjiU6yt/v8Hc22X3NRA52piqdA0Ho6XXquQCDA3Llz+eGHH4iIiGDYsGGcffbZxMTEdLRpAoFAIBA0GyU8HD1gpMyjE6h6cJctdpTEHqiqTJik1Mm2cqyxhAVrl9giIpvVf/v27XzwyXy+WvglJ0+diiRLZGRkhN5/4YUX6NatG88//zySJNG3b18OHTrEXXfdxf3334/f7+fRRx/l22+/ZcyYMQBkXH8bP67Zysv/eZcJ088kMTFYILE68gXAbrfXaWspuq5Tlu/G5wkQlWjHaO66ofB7NxSyZ20BqX2j6TUigX2biji4tYRew+OJTzu+8t4LBIIg8TdcQ4z+Dka7SmGylciitUgEgjU9mmB/xX4+3PEhWdFZXD7g8nazKW/XDlZ++iF9x00ga/xEAnkufPvKUUu97XaNRhl51bG5TiMYZSOPnfgYxmVGJnWbFDrwe2/be7y77V22l2wP9Tup+0lcOfBKekXWFD5/d9u7fLHnC9YVrOPR8Y8yNGEomwo38dSqp3j8xMfbtQZNZyM7LhuAzcWb8apezIq5VfMMSxjGVQOvwiAbuCjrona0UCA4Pllz/vlIKpxgDgoDGREZ/O/U/2GUjaE+fcck0XNoPIYjUlwZTGZMViuK0cje9Wv44tkn6D5gEOf9+VFOuOgy3BXlhEXVLh4/JSuBj64ZScXWVexevYIeQ4Y3mgrY6gjnpn+/j9QKoV33qSiHnHQLNzLspuwWj69FxkT4Ux4YLU12bQ22cNNRmbej8br8fPvGZirLvAw5ubuoKyXo8nQ60WT58uX079+flJRgiPmMGTP4+uuvufDCCzvYMoFAIBAImuaP//4AgFKtAk9pGWbCGTzhNEZNPg3J78R3KA+nzU+pSeKi5/5BpDkSg6nmwTl72qkMmjytzmbhqueDHsJH9u0/YUqbbK32/JVlmYqKCvx+PzabDYul/g3C2rVrURSFSZNPqjcd1JYtWxgzZkytB+Rx48bhdDo5ePAgFRUVuFwuTj755FrjfD4fQ4Yc3ZztkiSFvM78PrVLiya5u8vYvOwwsiLTa0QC237JZceKPAxGuZZo4izxsnttPlljk7v05xUIBGBKSYSYYNH3qYdy+TXqRWR3Za16UA1RHcUQbYluomfLSOzVh2GnnU1iz6AI4DgxBfvwBIwpwejDvLw81qxZQ3x8PEOHDm3Xa3cmDLKBeePn1Uptk+/KZ3vJdqwGK1cOvJIL+16Iw+SoM3ZC6gTe3/4+ByoOMOfLOWREZFDgLqDCV8Fza57jwbEPHsuPckxJCUshxhJDkaeIzUWbW1S7ZV/5PqwGK/G2eCRJ4qYhNx1FSwWC44tx7olYMOAsBtLAZrQxIHZArT5Gs1Ln2XHmnx4O/Xvv2lVEJiRhjwyuK4OmTK/V94bvbqDcW87DYx8i3Wbl1TeeRzEaueWtBY3aJslyqJZJNTt27GDNmjV0796d0aMbjiRTHCYiz8lEMshtf+5VjMGvo4yu62iqjmLolEmAWoyzxAs6rPh0D2n9Y8jbW07fMUnHZZpkwe+DdhdNlixZwhNPPMGqVas4fPgwCxYs4KyzzqrV5x//+AdPPPEEubm5DB48mOeee46RI0cCcOjQoZBgApCSkkJOTk57mykQCAQCwVHBWCU4BJwlVJjKMculGLXuGDQJHQXN40U163iQiTAZQv2rUQwGFEPd5fm3/ar7thc+nw+v14vZ3LCnp8kYFGzKClzEJrc8P73T6QTg888/r7XWA41et72wR5ixR5q7/Make78YFEONQJI5LB6jWSG1T1SoT2Wpl4+fWUNCj3C69/MSmSAKxQsEXZqq9FwBXQYk3o25jj+OT4KFd0HpPjj/P9BnRr1DSz2lQPsXg0/t25/Uvv1Dr80ZtefPz8/nl19+IT09/eiIJpoKxbuh7AD0PKn9528BkiSF6gIATE+fTnpEOmOSxhBjbThjQkZkBv895b88s/oZPt71MbvLdgPQJ6oPdwy/46jb3ZFIksTguMF8f+B71uWva7ZosqdsDxd9fhF9o/vyr6n/wiAbhDezQNAC9gY0lIBKd2Prnw3Ts4dxxbP/Cr7IWQXv/wFiMuHSYCrijYUbGbnIyIdv3sy0a2+m+4DBrYoeASgsLGTz5s1NpnmULQbCRiY12qczse3XXFZ8voeeQ+IZc3bPjjanXYhMsHHRA6PwugLMf3wVfq9KQno4MSmN18wUCDor7S6aVFZWMnjwYC6//HLOOeecOu+/++67zJ07l5deeolRo0bxzDPPMG3aNLZt20Z8fHx7myMQCAQCQYegDoyxSgABAABJREFUeANEV4ZhkC3osoZqMUNVyhKLS8Im6/jMHZvvtbrYvNftxm63Y7FYMJkaDhfv128AmqaxbMkSTj/nFGRTbS+urKws5s+fj67roQOMZcuW4XA4SE1NJSoqCrPZzP79+5kwYUJwkK8SnPlwDIQMxdi1xZJqkntFktwrMvQ6IzuOjOy4Wn0ObiuhNM+F1WHEEXN0UgsIBIJjR8Wipfi2hGGIV8EO26xDoe9QWPoUqL5GxxZ7g5EmUeaoRvu1NzExMYwdO5aoqKN0XU8ZPD88+O97D4Op84jDmVGZZEZlNqtvpCWSB8Y+wA3ZN7CleAsAo5JGtTpdVVfitJ6n0Te6L6OSRjWrv6qp3L/sfpx+J56Ah0p/JRHmljtxCAS/Z6ISi1D9OgmxgwAodBfyya5PsBlsXND3gmDbQSd7NxQSEWul14iERufzlhfjzMvHLtmpfuIMaAF0jOiaxnfbCkk55TrOHZbapG1qIMDPH/wPXVMZc97FGIxG0tPTmTFjRrNS9ufuLmPPukJiUu30HtG6lL5VhsDHNwTXmZmvgqn9a48oBpmyfDf7NhYy+qyM40L8VQwyUYnBn1VKnyj8ngABn6hvIui6tLtoMmPGDGbMqN/LCeDpp5/mqquu4g9/+AMAL730Ep9//jmvvfYad999N8nJybUiS3JyckJRKPXh9Xrxemvy5paXl7fDpxAIBAKBoG0YvH5kPRKbZETVoKLSj10LIANGP4S5odLWMQ+RTqeTnTt34nVVArBz21a2bt1KdHQ03bt3b3BcZmYGl8y6mJtuux5Vf5oho4ezb98+8vPzOf/887n++ut55plnuOmmm7jxxhvZtm0bf/nLX5g7dy6yLONwOLj99tu59dZb0TSN8ePHU5Z/kGXffUF4RBRzbrq73T7jzp07cTqd5Obm4na7Wbt2LQD9+vXDZDLVEnaOR/qMSkSWJRJ6hHf5yBqBQADlX31H+bpwIoa4eMtuJ2y7C80TQNar1hGp4b/zEk+wMHt7p+cC0FQVT6UTW3gEqtNHoNCNZFIwJYeRnJxMcnJyu18zhDUqWKzXUwYleyChf9NjOjFxtjjibHFNdzyOODntZE5OO7npjlW8s+0d1hasxWaw8fTEp4VgIhC0Avtb89A9HsyzxwNQ4Crgb6v+RrwtvkY0OVDBrx/vpnv/mJBosvS/b1BZVsrIM2cSnVwjgBzYsZuPdw8nsSDAxVVtAS3AskFFXJv1Nx5YWMFQdX+zRBNd1/l1wbsAjDzrPAxGI0lJSSQlNR1Boqs6RZuK2PnNPsoGx7ZNNJEV2DgfND+4S4+KaJIxJI6JF/ehz6jE43JPcur1gzraBIGgzRzTXbTP52PVqlVMmVKTg12WZaZMmcLPP/8MwMiRI9m4cSM5OTk4nU4WLlzItGnTGpxz3rx5REREhL66det21D+HQCAQCATNQdc0fDr4dR2L3YjUjIK9x4KVK1cyZMgQRo8Lbpbue/AhhgwZwv3339/oOFmRefHZf3DOGWdz49yb6du3L1dddRWVlUHxJSUlhS+++ILly5czePBgrr32Wq644gruu+++0BwPP/wwf/7zn5k3bx5ZWVlMP3Mmn3+3lB6pbdjY1MOVV17JkCFDePnll9m+fTtDhgxhyJAhHDyYQ1mBm6KDTjRNb3qiTkhJbiU+d6BOe0Wxh+Wf7qYkN/j/0WtEAuGxVirLvBzaUXqMrRQIBO1L8H6loZCOQqxXhw3zoWRf8G2p4fzt1em5oiztG/HhKi/jbxedyYtXXYymqrg3F1Hw0nrKv9nXrtdpEEmC6KqUJkW7js01BR2GV/Xyz/X/BODWYbeSFNZ10vAIBJ0JXTKAbMCv+n/zRs0/I+JtZI1Nonu/GrF9x/Kf2bToW1zlZXgqnXzy1KP87/47Cfi8mGU/tiOC41RdxWkLYI2IRpdk1GY+c8uKzJAZpzP0lDORlZbVJdG9ASKW5TAp3Eha/9gWja2DJIGlqk6g9+g4ZsuyRP8TUjCYjp+6g3vXF7JpaQ6lea6ONkUgaBeOaSH4wsJCVFUlIaF2eF9CQgJbt24NGmQw8NRTTzFp0iQ0TePOO+9sNAzvnnvuYe7cuaHX5eXlQjgRCAQCQadACrhxKSZ8BhfJEXH4CzU6Q4DyxIkT0fXam5dAIBAsRqhpjeYMtseF88yLz/LMi8/W+/6ECRNYvnx5g+MlSeLmm2/m5ptv/n/2zjs+jurc38+U7U29S5blbuPeCwbTjGk2JqGaHgIhJARfEkgugQQI3JvkF8i9CSEFwiVAAgkEQugQMNgGV2zj3pt6l7bvlN8fI626tKq2yTyfz9ramTMzZ1ernXPO932/b9OFo1Cxw/hZ10EQqKur63BcZ9u646OPPup0u67r1JQG0DSdaEjB7hr8Io8DSSyq8sKP1gHwtV+cjs1p9L+mNMCff2xsd6fY46nxpfvr+Pv/24zTZ+P6R+d9KSPZTEz+LWgSRfbqefySAL9wP4fwzzdAaM406fpvO27PNcCiid3V4lEeDviR3FbkNAeSx7B5DIfDWCwWpF4ufPWK1BFQshlqTNHkVKU6VM2Wyi3kuHIYlzquy3ZvHnyTmnANmc5MLht92RD20MTky4X73J8iiDI1lTU4CwrjY0O9lWqSPcJH9oi2mVwzLl5O2N+ILz0Ti83GvvVrAVh68XTuGPMZWl5LkXalqQ6XVZIZ17iLqRt3sPavR5j31au77ZsoSpx1w61ttgWDQUKhEHa7HZerm4wPSUB0WUCEsbMHIBjL7oNgtZHNOAREQgo2x5Au0Q44O1aXcHhbFWdeMyZeT1GJqQgIXxqbZJN/L07Kv8hLLrmESy65JKG2NpttSIrHmpiYmJiY9BZJi4Lmx40NpTwIFhcojSe6W51SV1dHNBolOTkZh8PRaRtV0VBjGqIkDFxUlNRqKKKpbZ8PAoIg4E62I4qckpFdYX8Mq0NGUzWsrSZWKdkuzv/6aezdUM6w01qCTdIKPIiSiGwViUVUrPaTcuhnYmLSE1bje/lVdR5bUVHkowhKKxle7Pr77Pfn/p7aSO2A1zQRJYlv/P557C63ERE8HhzjW75/XnrpJQ4ePMhll13GxIkTB/TaccxMk1Oe33/xe57f9TxXjb2qS9FE13X+tOtPAFwz7hos4qkV8GBicjKhCxICEKw37iECiQXUTDq7rQPMuV//Fg6PB4t8DABRNv4udV1H1VVcIYmGDWuZW7sOlxoi2NA38WHdunWsWrWKGTNmcNFFF3XZTrTJ5PxwTpf7e42tKdMkPLglABprwnzwf7uorwxy7UNzEaVTV1zIHO5F1/V48Nbql/axY3UxZ107Lm7zpms6614/iL82wqJrxyKdwq/X5MvPkM6c09LSkCSJ8vLyNtvLy8vJyhpYWw4TExMTE5MTiYCArAQR5BCKmAa6jdZ570Krf08GBEFg/fr1rFixoss2FSU1+GvD2JwWfOmdCyu9v7BoRFDrquEbnIBoctttt/Hcc891um/FihU8+eST3R5/KkdxeVLs3PLYQpSo2iFrZMS0DEZMy2izzWKVuPV/zkAQB+az9mWvBWNicvLS9q6R7LZDuPXurhcdnBYnTsvgFEl3eruuKREKhQCw2+1dtuk3qU2iSc3BwbuGyaAyNWMqz+96ng1lG7psUxupxW1x45AdZpaJiUk/+aj0KDGLh4X2tg4trTNNEiEuomz9i/G/ZIgmqq7is/lIbhCo/PBVYrKXraPP5Yr58xM+t65pIAgIgoAkSVitViyWnsVSXdNBYGDGqnLTvUuNdN+unzg8FqqL/UQCMSqONJJVdOrWapqxpLDNc1ESUKIaJfvr4qIJAhz8vJLasiAjpqYzfPK/Vy0vk1OLIV01sFqtTJ8+nQ8++IBly5YBoGkaH3zwAXfcccdQdsXExMTExGRQ8Vg9+F0evBYbqgL16PjsESyCSiwooakOHNKJHRRHggHqysuwWG2k5uaxePHieMH0zhBFAYcsYo2qKPURZN8AZXpKMigqaB3rdHTGgw8+yN13393pPq/X26tLq4pGY3UYeXDWEweN3mTJDJhgomhUPrUd9+wsHJPTTfHExOQEcM/5Y/nhlOk4P52Erm9AkGUomGMURT/JuOWWW+IWXYNGiimanOrMzpqNgMD+uv1UBCvIcGZ0aJNiT+HZJc9SE67Ba+3dfd7ExKQFXdeZ+PlPsMcg6ft/7bCvmYNbKnnvjzvJGu5l6XemAuCvqQZBwOn1tak3suqjLwjXTGf68HTSAFmUWX3lahqrq3i5/gk2Ho1RlTyGvLETEurj4ysuRY3FuOXXf8Sbls7ChQtZuHBhQseu/+chNr55mIln5rHwytEJHdMlTSIQyuCKJrJF4twbx5Oc7cKTMohBBieA087IZdSsTNLyWuw8BUFg1MxMDm+rwps2MEF4wa0VWDJdWLJcaMEYWkRFTj553ktd1RDMjJpTkgEXTfx+P/v3748/P3ToEFu2bCElJYWCggJWrlzJ9ddfz4wZM5g1axaPP/44gUCAG2+8caC7YmJiYmJicmIRjIR3gabIpwFavB5IdE1D1430fIfDwciRI7ttb9E01IYoDGQRddECRAx7rgTIyMggI6Pjokpf8NeEiYYVYurJUG3m5Kbhw2NED9VTVxnEPjYFXRQQZHHARJm+ogZi+FcXE95Xi3t2Nq6ZZvayyZeQYBUAts9+RWjfCMIsJYPnERY+gDTvesQubBVrw7X8YtMvSHek8+1p3x7wbu359BNK9+9l5Mw55I4YS/ULu9ECMdJvmYRoEXE6B1mRTi2Cs34IvrzBvY7JoJFkT2J86nh2VO/gs9LPuGRE1zbdKfaULveZmJj0jKa3jHebbbk6DYLRQYmoqLGW9s9+71uEGhu44f89QWpeAcGGempLitm4divgZMLMtvcYT2oa46+5gx/99lOKejFvaO6XrvV+bJ60p4YZTinhwvPdIhn1uVBj/T9XDxRM6LqO86lCZ9norUURXdPjc4aZFw5n5oXDB+S6WjBG7d/2oWs63rMKaPykGGuBh/SbThuQ8/eXhg+P0vDOEWyjk0+aPpkkzoCLJhs3bmTRokXx581F2q+//nqeeeYZrrjiCiorK7n//vspKytjypQpvP322x2Kw5uYmJiYmJzKiD4fghKiIaIj2QRSUl2Iag6oCoIi4BRkrM4T68ltsTtIKxjWq4wB0WlBsMkI0gAulKcUNdl0Df3iu9NnMwbwFhWGps5jvzi4pZIjX1SRNy6FUTMSGzsd2lrJrrWlZI9MYuq5BX2+tntWFnKSDclnI7Sjmvq3DpFy+Rjso09shLtokwjvqSFWEsCytJsCoSYmpzBpVy4hSXgTId9HvdOJo24fZau8BF79JTk/zcHXRT3IimAFr+5/lVR76qCIJvs3fMbuNatwJ6eQO2Y84b21oOqogRhy0hDUnXQkw8LOMw9NTh3m5sxlR/UOPi35tINosqt6F1muLJLtJ182lYnJqYaqqWxZdik6OpcmGSJknjuPpxc/3aZWUN64ZFY8NBfZ2hIdL4gigiAiiMa2re+9ydqXnke2WJlz2ZUk5+R2uN7YbA8vfn0OTmviS4+3/PppEATsbnfPjdvhqgvjsoqknj0AQvoVzxnzk2bxZIgJRBQiikaK68Rcv7eUH2rgH/+zhYxhXpbdNbXD/idu/5CRMzI4/fLROL0D95q0oIJtRBKqP4pzcjoN7x0hVtyIFlEQbSfektmSY3yO5dSTJ/PFJHEG/BN05plntknr64w77rjDtOMyMTExMflSU6PUE9YiWPFg0YDGKEoogB5uJOCM0WAVSFGzsconzqJLFEVE0Ri0NjQ0oKoqbre7WysVQRYRBnr00E0B48GksjFCbTBKOKYiBGM0BKLkxFQG036/v5QfqmfnmlJkm5SwaOKvjXBoqxGl3h/RRPLZ4lkcNX/di+aPETlUPyCiSWhHNUpVCNfsLMReFqsXZJGUK8cSPdyAJbdlgq0FY4gnWJg0MRkobPkZ2DKjvF87hT+VV3FL2huklhoLV/Wv/7NL0aQmXAMwaAvORVNn4E5JJbNoJIIgkHzZKESbRFRQ+Ne7q7DZbJxxxhmDcm2TLw9zs+fyhy/+wGeln7WJVtZ0je99/D2K/cX871n/y/zcxGsimJiYdETXNM6NLQEg5BdJTjPqXs3MmtmmndUuY203HvvG79rWE/SlZ+LLyGTkrHnMvvTy+Pb6SD0rP1qJLMr89tzfMruod1kUTl9Sm+fbtm3j4MGDjBkzhnHjxnV7bNKFRQDYBkK0tw6td29DVYiNbx2mvi7CX6whNh6p5QcXjOPmBQOTkTHYBOoixMIqaqyjc0DIH0UQYP+mCqacU4DTa0XXdRqqwtRXBikY3/dMGznNQdoNE+L3jqx7ZyL5bANiI6wGYtS/fgDRacE1NxtLes+fCS2soNZFsGQZgVz2EUlk/sf0k0LAMek95m/NxMTExMRkEIiqURosDaSJdYhaPlpQQVdUtFAYxaoTtIh4tMFP906UcDiMoijdWqkE6iNEwwoOtxW769RejPaHY5TWh+LPNU0nGFV5Yf1RvnF29xOyE0nB+FQsNomMwsQ93XPHJLPwytGk5vU+Yq8rXLOzcIxPwTqs/97y4QN1VD+3E8Em456Xk9gxe2rQNR3HOGOSZclwYslo+ewGt1ZS++p+slZOR/KcGhF6Jibdoho1n8rC05gVs7BWPJ+L2Wjs2/8RlG6F7MkdDqsN1wKDJ5qMO30R405vcRlwTTPE3OrqatauXYvVah180aT6ANQcgrRRkDxscK9lMihMyZiCQ3ZQF6mj2F9MnseIEv/w6IccbjiMx+phcnrHz7eJiUnvEASR/UoMURUZqfUvaGn8wrMYv/As2PhHeGIujF8GZ95DWAmzvmw9sjgwy43Hjh1jy5YteL3eHkWTRMeRJyOCKLBrTSkxCTa5Q6gC5CcPTM2PoWDYxFSu/tFsNLVjEL3VIXPxnVOw2CQym+Yw+zaW895TOxl2Wmq/RJNmmkUSOWkAo990HaU6THRLJbbRyT2KJrqmU/38LqJHGkm9dhz2UckIstjmODUQI7i5Avf8nBNucWzSM6ZoYmJiYmJiMghIUZXkkANJsKOLGprdBnVRABwhcIg6MfuJraOhKgrhgB9RFHG73WiahiR1PYFSohpqWEWXFTRJ6HVGQJdEA+CvANkK3o6p/YOByyaTm+QgpmqkuGxU1/up1+HldUc5+7Q8Rmd6hqQfvSV3TDK5Y3q3+JmS7SIlu3+2VQ0fHkNOs2Mfk4JolbAVDFwhXluhF8ekdNSGKIKl5yKJakOEmhf3oIUU0m6eiH1kUoc2/jXF6CGFwIYyvGf1PbvGxORkwf/5LqL7nGheiSg6h2yFLTs1BbrI9K+NNIkmtqG1NrLZbMydOxdRHILCp+/dD7v/CUt+BrO/PvjXMxlwrJKV++fez4zMGWS5jIxGXdf5wxd/AODKMVfitg6c8G9i8u+K1WLFldtILKbhdRgLtvWRet489CY2ycbyUcsBaKgOcWhLFXa3hTGzu64VFwkG8R89hKt0L/b8UgAU3RD5ZUGmJhDlH1uKsVkkrpqV2Hhs85uvEQkFmXzOEpy+JMaOHYvP5yMvr2fLrUPbqqg+3kjumBSyR/Qzm//z5+HQKhi/FMZe2L9zJYAnxY6a6+Av9bXY7TJ/vW0u47KN8fbhqgD/88E+Hr70tF5ZnQ0lskUiOavz+YYkieSPbVuTShRFHB4LVnvfxTstGANZRLQOjmuB5LaScsUYav9xAPuonsdRWkhBj2mA3mm2u67qVPxyM2pDFDnFhmNC2iD02mQgOTn/2kxMTExMTE5xLOEYourDabGiatAQiOHSYoiAJSrgESHgPMGiSSxGY1UlksVCekFhj+2dXguaJCAEY6g6AyeaaAqE68AydNFUgiCQ6m6Vuh+IYdcFcqMif1xzmEeXTxyyvpzsaMEYDe8eBh2y7pk54BMTQRJJuXIMtFrzjZUH0AIKtqKOE17BJuM4LY1osR9bFxk33nOHodZHcE7JGNC+mpicKOo/WEfDpiS0072c67Mwr04DQQK9yQZD6FycGGx7LgBNVYlFwticLtSGCEp1GJvbwuLFiwftmm3wNkUWN5YMzfVMBoWLii6K/6zrOi/ueZHt1duxS3ZWjF9xAntmYvLlwvv8w2h+P9Yr3gZSqQpV8ci6R0i2JcdFk7ryIKv/uo+0fHdcNHn/D08giAILrrweW1Nm+rEd23jtxc1k2SdwzVwjs1fRmkQTUaa8IcyPXt9JmtuasGiy7tW/EqyvY+SMOTh9SYwYMYIRI0YkdOzR9aUc2lyJKAj9F02Ob4BtL0LKiCERTf7++XF+4a8BGX556WmMy/ai6zq6Djf/3wYOVAYYk+Xh1jMSey9OdkZOz2Dk9P6N0/1rS2j48Bjeswrwnm18vrSwQsO7R4iVBUj72sR+Z3PIaY42Bdx1TUdrjCL5OlrASS4L6V+fRKw8iLWTgDVBEnBOzyS8txbBdmLsqU16xxCE/piYmJiYmAwMv/71ryksLMRutzN79mzWr1/fZdtnnnkGQRDaPOxDWKxCx5j0R3VQAJtTRtA7eryeSERJwu52Y3MmloVgsclYnDKCTUooIyDxjjSJL032M2vWrGHixIlYLBaWLVvW5bbeElM1SupCKGpHscpmtyDKApfNzucny07r5OiBQ9d0AhvK8K8v7fWxjTVhwv4YutZ9/bjOjiveW0s40HtLOF3Vcc/PxT4uBTm55W9IqQ4R2FBG5HB9r8/ZHkEQ4pOaaLGfiie2UvXsTpSacIe2ok0iefko0m+dhCB3/jm0j0rGNSOry/0mJqfS/QSI14x0aHtIkgVyFSDu1613WRuqIlgBQKqj/9YXnXF42+c8dvVSXvzx9wFoXF1M5W+3EVhfNijX6xRPtvF/4xBe02TQ0HWdK/55BT9Z9xMAbp54Myn2lB6OMjE5sZwq9xRN19CbolR0re14WG8VveLy2Rg1IyNum6RrGlvfe5Mt77yBqrSMJV9/7FEAVF0EyYisVzVjviOJElLT2E7txbh13OmLmHj2Ymyu3meXDT/eyDleC2nuAbARlpsWxdVo/8/VA69tKeZ7f9sGAty6sIilU3JpqArx9/+3mVhE5bYmoeSp1YeIKIM3n+ypPnV3HN1ZzfaPi6ku9g9gj7onVhkCVW8zLxUskjE/OViPUhns03nDe2tpXFOM2tj2d69FVaqf20XFb7ai1Efi21vPywRR6FQwacZ7dgEZd0zBPnJoM4BN+oY5kzQxMTExOSV48cUXWblyJQ888ACbN29m8uTJLF68mIqKii6P8Xq9lJaWxh9HjhwZwh6DoIYJajp1oh9vsh3pJBFNPv74Yy6++GIKCgtJzsrhX6vXoCgKiqL0OFgW7TKWdCdyJ9E1fUZsmtg0WcysXLmSKVOmcOjQIZ555hmATrd1xdatW7nqqqvIz8/H4XAwbtw4fvr/fsH+Cj9V/giHq4MdXqfDY8Hls3HeokLEQfaXbXj/CLUv76Ph/aO9Fj9e/cVmnrr7E8oPN/TquLee/IJXf/E5pQd6L3BIHitJFxWRdv2ENtv968qofXkfwc+7/hvsjtDOamr+spvwgbo22y0ZTiyZTixZTiSvEbWo6zqxskCbdoOVim/y5edUvJ8cixl/81ttL/FdPchx+8ugtbqndJFpcrThKAAjfIMTmWpvEt3DjY0AyD4bcqodrAKqOkT3vOZMkwYz0+TLwJ7aPeyq2QXA9eOv59ZJt57gHpmYdM+pdE9paKjDfc5juJc+SSRiBCsJGOPe1qJJaq6b8752GnMvbbl3zP3K1cy57EostpY5gDfNyBRYlHkwLprEmmo2yoLcJ9HkzGtv5ryvfwtvWjoAwWCQxsZGotGexQurx4pgk8jqJFO51zS9HtRI9+0GgKiiEVN1LpqUzT3njwXgn7/eRun+ekr21rJ0Si5ZXjsVjRFe+3xw7nWxyiDlj20iuK0SXddRG6PUvrYfvZNgs87YtaaUVS/s4fie2kHpX2ckLx9F9n/OxtXKQk6QBLyLC0m5cgySt2/zVf/aEupfP4j/s7YBbnpMQykPoPqjaE2CilITpvJ322j85HhCopMgiwNSpN5kaDDtuUxMTExMTgl+8YtfcMstt3DjjTcC8OSTT/LGG2/w9NNPc++993Z6jCAIZGV17cM72EhqFLQAHqzGgq/FDUrjCetPM4FAgMmTJ3PTTTexfLmRhl9VVYWmaaSnp2OxdB6dFYuogI5kkQZWWJCahyM6aCoHDhzgtttua+Nd3Nm2rti0aRMZGRk899xz5Ofn886/VrHyW9+kNqRw49e+QV6yo8Ngtf3zysYIwajCsNTEsnB0XU94AOxZmAe6MfBG1bqMEO+M5uKKNmfvhnBJmU6iIQW9k+KMfcU23EvsuA9LF/7FPRHcVE5oRzWiz4Z9RFJ8u2ARSb1uPOjEM0UiB+qo+sN2XLOySLpkRMIZJIHPKwhtqSBp+aiBFfpMTmlOxftJAypJQIp2C7n1Fo6JDnxNC1wWt2pYdXXC04uf5rj/+KBF6qcXFvGN3z8fz1h0z8/FPT+XHTt28NeHHqKwsJAbbrhhUK4dJ55p0vvsPZOTj9HJo/nTkj/REG3g9NzTzcUlk5OeU+me0hysIwgijbUKXoAE/sQEUWTeV6/usH3hihth0/+RWvxpPAhK1VtlmjT9/fYyRqgNb731Fl988QXnnXce8+bN67Zt1n/M6PuF2iMZgTuovc/S7i1fnZGPz2Hh7HGZ8TnW6FmZNFaHcSfbscoiNy8Yzk/e3MVz645w+cz8hM6rqBqiICQ0b2v86DhKRYjg5gocp6VR8ZutqDVhHONTE6rnkVHoRVN1kjK6L5beTG1ZgA1vHMbutrDwitEJHdMe0SZBJzZXngX9q5FpH5uMFozhnJzeZrvkspD2tYnESgNY84z6l0ptmOjhBmIlfhwT0wa2EL3JCcfMNGnFi7tf5PS/nM6P1v7oRHfFxMTExKQV0WiUTZs2cc4558S3iaLIOeecw6efftrlcX6/n2HDhpGfn8/SpUvZsWPHoPdVi6poURV0kJUgglqNosfQFa1NpI4AENXQomqbbANdbdoW0zo9b/u2fWHJkiU8/PDDXHrppb06rqEqRNmRWr73ve+Rn5+PzWZj5MiRPPXUU/E2q1atYtasWdhsNrKzs7n33ntRFKXldWgajz76KMOHD8fhcDB58mT+9vIrIEgcPlaCIFuorq7mpptuQhCEuIVB+23dcdNNN/HLX/6SM844g4ycfOaffylLL7+aVe+8wYgMN3ZL1yKFqmh8tOYYS375Mbc9t7nHFPgqf4RvvrCZST9+l/te/YKSulCP76Nol/EtLiTpoiIEi4RSH6Hx4+MJZZ1c/+h8bvv1mQlPSJo57+YJrHhoLkVT03tu3AotohKrCnUaOeUYl0r61yfhnpvTq3M24zkzH/f8HFxTO/oZS24rkscafx4rCYAkIPQyuySwrpTwnlpC26r61EeTLx+n0v2kNZbmxZsmoSTT5yR1XCOOtAju7EiXmSaSKDHMOwyP1TMo/ZJkGafXhyS3FXJjMWORSZKGICMsnmliiiZfBkRBZErGFBbmLTQFE5OTnlPtnqLZ4IOKCt6tCXRYSO+LNdOoWfMYlWfHKStxkUHXdayiFZtk61OmSXta25gNKdLg2nMpqtbGMvi8CVnx9wtgxpJCFq0YS3qBcf+eO8KwSqtoSCzzRdd1lv56DdMefo+fvbObQETptn3SJUV4zi7At6QQQRSwj0nGNiopYUvmqecWsOS2iQw7LTE70EhQYd+Gco58cfKN0d1zcsi4fQqWTuZbcrIdx/iW12gfkYRnUT7p35iSsGBS8cQWjt+3ukO2vcnJh5lp0oqP91VSF6lj/dGj0L2AbWJiYmIyhFRVVaGqKpmZmW22Z2Zmsnv37k6PGTNmDE8//TSTJk2ivr6en//858ybN48dO3Z0ma0QiUSIRFoGog0NvbNAAii5fy0AGbePIuj04LHaCWwoo3LdPuzj7SQtsBILSmiqA/lXhyiJHSDrezORU4xBlv/TUur/eRDHlHRSrxwbP2/Zf69HCyhk3jUNS6YR0RvYVI57Vnav+9iMEjVea0NVRULRbqIk8O3/uI1Nm9fzi0d+xvTTZ3Ho0CGqqozBbnFxMRdccAE33HADzz77LLt37+aWW27Bbrfzox/9CIBHH32U5557jieffJJRo0bx8ccfs2LFCtL/8jsWTB9P6aG9jJk8gwcffJArrrgCj8fD+eefz5gxY+LbfL7EUu41XaekzqiJEQ35yclMbzMZaY+u6/z9/22mviyKPRN2lTbw07f38MOLxnfa/o1tpfzwte3UBIzJ1HOfHWXtgWrev+uMhDNxdEWj4peb0YIKlmxXQpFckjR0MS+RfbVUP7cL2wgf6bdMGtBzW/M9WPMTW8i1jUwie/LMTosudod7Xg7KyCQc400/fBODU+l+0hqP1YsOOBhNll1kUpoN36RGo6xJ3kywOPp1/oFm4sSJjB7dt8jRXtOcaRJthEgj2AZHIDIxMTFpz1DcUwbyfqILOuM334c7DCn3vgl0bs9VfriBN369FU+Kna9+fya6phEOBhBFEavD2VbAsHnBmwt2Y3w+IW0Cm67dBEBxUzCR2gtB5tl7vk1t8XG+ct/D5I4dz/Lly+OZ8T3xxhPbOL6rhjNXjI0XsO8zzfZcyuCIJs+sPczDb+xi2ZQcHr9yao/tbc3Z1wnWNAnHNHaUGJ+VX394AE0nbv3VGaJNxnfusPjz5KUjE7pOX/GmOVjw1VHYXH1flg5sLEP1x3CcloYlrWUcpAZiqPURRJuEnDr44yPf4sJetddVHRQdXelbAKTJ0GGKJq0YZptD4KCDMad1/UViYmJiYnJqMHfuXObOnRt/Pm/ePMaNG8dvf/tbHnrooU6PefTRR/nxj388cJ0QxHYpnSdXxGTz/EXTEhuwVTYU8+o/X+HNF17jnEVnY8lyUVRUFN//xBNPkJ+fz69+9SsEQWDs2LGUlJRwzz33cP/99xOLxXjkkUd4//3347+boqIiVq9ezW//9FfOmPUgWWlpCIKAz+eLCzkul6vDtkSoCUQJKypfbNrA639/mTfeeKPb9oIg4E11EA3A9+bn8O0PdvHU6kOcPiqNM8e0ZEPous69L3/BixuPATA2y8M3zhzBfa9u52BlgO0l9UzKS+pw/vC+WoJbKnFMTMMx1ljEF2QRx+R0YmWBk7JouVIXAUlA7iazRdd0UDWEbjJ4+os1p/fFQAGck3qXWWNi0hknw/1ED1aiCxJWwcpsu4R//1zcgoiw4C7E876P0Imt4qv7X2VtyVrOLzyfswrOGrC+tGf9a38j1NjAzEsuw25xUfPSHrRAjPTbJiMMco0oAGxuOPdBcKV3aVNmYmJicrLQ23vKQN5POssmETqZn+iaTqgxhqXJ+ijkb+Q3t1wDwMo//wNaiybnPWQ8OkHuQ6aJGo2ixKJoWu/rYqXXhEiWBYQEszG6JW7PNTiiSaRpwdya4PjfbpHw2GRctsSWcduLK9X+wa/N0hucXiuTz07MZqwr/J+VEjvux5LlaiOaBDeXU//GIZxT0km5snfru3ELu0Ecv6ReOx50Hclt7bmxyQnFFE1akeNNR4tk4Q+ZntcmJiYmJxNpaWlIkkR5eXmb7eXl5QkvolssFqZOncr+/fu7bPP973+flStXxp83NDSQn9+7wVzOg0aqoq4rUB2hMaYjzMwg49xhSHoQARUhJuIQZbz35mO1SG0Wy91zs3HNyuqQgp51zyyANm1d09tGtfUWuWmRzZOcWBr1li1bkCSJsy46F8nacZC3a9cu5s6d26bv8+fPx+/3c/z4cRobGwkGg5x77rltjotGo0ydOgWyp7SdhPUTu0Wi4sg+7rz5ah544AHOO++8Ho9ZcPkoktI8iKLApmCQ//v0CP/x0lYeuGQCi8ak47FbEASBUZluJFHgm2eO4I6zRmGVRVxWmdGZHgpSOxcYQjurCW4qR7CKcdEEIOmiEQhSz6+7riLI5neO4Et3MP38woTfBzB8g9e+cgDZIrL4ltMSPs6zIBf37Cy0aOfCWsNHx2j81zHc83Lw9aJPkSMNCLKIJdN5UopFJl9eTqX7SWsC547l/3KPke95gqjwXWzhco69m0L4738m74nT8Zy1qMMx60rX8dahtxiVNGpQRZNNb7xKsL6OcQvOxJHnIbyrBgA9rCA4O6+RNeDMv3NormNiYmLSiqG4pwzk/UQNK2y98AIEdMZkGgFBGc4Mfn32r5GFluXB1Dw3V/5wFlLTGE1vFWAliImP25KcFv5448y4eJIIX7nvYXRNw+lLSviYZvLdMqpfxJfVOxvbTplxI0y+atAyOZtFE5vcudi/6oU97P6slFkXFzH13ALyU5x88ePFCZ/fa7ew4T/P4YmP9vPHNYfj1+uMaImf6PFGLOlObMMTy+hvzz9++Tm1ZUHOuXE8uaN7zpwfCBzjU7FkupCT2q7hinYZ0WNFsPd+yTuwsYy6V/Zjn5BK2rWduw30l/b9NTl5MUWTVgyP7uF26TWE6pHAABaQMjExMTHpF1arlenTp/PBBx+wbNkywMiO+OCDD7jjjjsSOoeqqnzxxRdccMEFXbax2WzYbP0bxIhNNReqQ3WECWPBg00UEWMaaiiKHvETtEdptAokO7KxW71tjhcksdNAWbGTWg5CP22amic9ksVCXV0dAF6vF7GLyZDDYUwaRLuM2IesAr/fD8Abb7xBbm7bAn02m21ABROAowf2cs3yi7j11q9z3333JXSM02uNW2t9/4JxrD9cy67SBr7958+ZmOvj9W8tAOBrpxdx5ph0Rma02MCcM757Ecs5OR3BKmFvN5FIRDABo6bMrjWlpOa6ey2a6Boc3lbV6wLyAIJFQuri9y1aJfSoSqwi2Ktz1v/zINFjjaRcNQbn5I41TQYSXdOJHmtErQnj7KR+ism/F6fS/aQ1ScNz2RgTiFS6uK+4jnMd7zCnxhCv6155uVPRZH+dsQA3ImnEgPWjMyaetRglFsXuciPIIslfGcXh+hL2f7aaYcMLGT58+KBe38TExOREMRT3lIG8n+gRhfPVZahohGIyLsBpcbIwb2GbdharRGpuS5av05fEXS+8hqb2nP2xo2oHv9n6G4b7hvMfM/6DRWN6N/bypKa1eb5hwwYqKiqYNGlSj2KRd0GuYdfUxwzlNlhdxmOQaM4EsXURPKRpOkpUQ431PuMGQBQF0j02itKN9yIS61o0Ce+tpeHtwzinZ8ZFk/p3DxP6ogr36bkJ2UEH6qP4ayMJ1WgE4/X5a8KoikZyVt/eZ+9ZBZ1ud83MwjWzj/ZsTe9TovMzky83pmjSivSGzxmV/E82iUXo+nfNwnMmJiYmJxErV67k+uuvZ8aMGcyaNYvHH3+cQCDAjTfeCMB1111Hbm4ujz76KAAPPvggc+bMYeTIkdTV1fGzn/2MI0eO8LWvfW1I+htRI9RbGkgTGhD1XLRADF1R0AJBYhYdvy7i0gYn3bsvBIPGorfH07kXfCyiUpA1Ak3TWLVqVZuCl82MGzeOl19+GV3X4/fQNWvW4PF4yMvLIzk5GZvNxtGjRznjjDMG78UAO3bs4KyzzuL666/nJz/5SZ/OISo6L906h6dXH+aZtYfwOdpGTLcWTBLBVujDVth19JauaGiBWJd1O7xpDmZfUtQn4cOTaueMq8fg9Frb/H66I5F2jklp2Eb4kNMSj8LTdR3RZUGwy1hyB7/2QKzET+VvtiLYJBwT08zMFpNT7n4CoOkaQVEkvXYSeRELn4uzmcO/ANB3fwD+CnC3LEypmsrBuoMAjEoaNah9W3DltW2eu2ZkcfStz1m3bh0LNHVQRZNoWOGfv9pKWqbIwjlV4EqDnJ694U1MTEwGilPpnmK3OdihxECV8AQVXAlGvAuCgCBJiFInQTRv3QvHN8AZ98Do86gMVbLq+Cpqw7UD0uc9e/awf/9+cnNzexRNXDP6WcdkCIk2Z5p0UWh99iVFTD9/GHZX/zI2T8vxcuvCIsZkdT3mllMd2MenYs1pES80fwylMoTWGEvoOktunUg0rJDUjaVvayKBGH+671MAbn9i0dDYeSaAa3Y2jikZAx3L14bQnhqUiiC2oiSsuQMg8JkMGqZo0gqrN53701OBeu6J+fFYzSKCJiYmJicLV1xxBZWVldx///2UlZUxZcoU3n777XjhxaNHj7bJkKitreWWW26hrKyM5ORkpk+fztq1axk/fnDSbNsjRVWSQnZE0Y4uaGh2G9QbIok9BHZRR7En7u87kPj9fvbv3x/3Ct67axfp6ekkJyd3aSWgKhrZGXlc+dVruOnGm3j8548xddY0jhw5QkVFBZdffjm33347jz/+ON/61re444472LNnDw888AArV65EFEU8Hg933303d911F5qmsWDBAurr61mzZg1ep53rLz0HxP4PTbZv386iRWdxznnnctddd1FWVgaAJEmkp/dc46K2LMD7f9xJNKxy9Y9mc+c5o7jznFHE1J5rv3y4u4Ln1x1hakEy31yUeAHF0I5qqv+8C2u+l4xbOy+4npThZMYFhQmfszUWm8RpC3N7btiKmud2oas63nOHdTmgl9zWXvvxCoJA2g0TOvXVHgwsOW7kDAeWbDdaSEHymP7B/+6cavcTAHlnFb/e/y3KYikcFXQ+F1t9lynhDu3Lg+VEtSgW0UKOO2fI+tlMfn4+iqJ0yCocaPZvqqB0fz1Zcik8fztMuw4u+d9BvaaJiYlJa06le0pyShpyQRQlqmIlDLjwR/28d+Q9ZFHm4hEXAxAOxDj4eSWSRey5oHrlbijeCCFDJFE0BQBJlIipGq9sPo6qweUz8pATyJLfvWYV/toaRs6cS1JmFhMnTiQnJyf+fnZ77GelhP0xiqam4+1vAfCSLbD5/yC5cFAsIHuy53J6245XNU3n+j+uJ6Jo/P66GR2CudpzvDbI7z4+SLrbxvcvGNdtW+fENJwT22b4uBfk4pySjpSS2PuYlNk7SzRJFpGtIpIsoqk60kkimgiyGLelGyyCm8oJbavCd3GRKZqc5JiiSSuSUvI5a3sQVbMTSyDt0MTExMRkaLnjjju6THX/6KOP2jx/7LHHeOyxx4agV50jh2PYVB9O0YqqQUMghkuNIQLWiIBPAL/jxNxrNm7cyKJFLVYu9/zgBwBcf/31PPPMM50eY7FJeNMc/ObXv+b+7/+AO+68g+raGgoKCvhB0/G5ubm8+eabfPe732Xy5MmkpKRw8803t7HGeuihh0hPT+fRRx/l4MGDJCUlMW3aNH7w3bsgXNdSdLEfvPjSX6mqquQvL7zAX154Ib592LBhHD58uMfjXUk2akoCqKpOfUUoPgmwJDDRq2yM8P6uCoJRtY1oEj3WCJKAJaPzGh5yqg0UHbUmlHAmyGCiRVVCe2pA0fEtKUzomCPVAbx2C8muxH6HQ/UaBVEg867pJ/w9NTm5OJXuJwCxTSJFyeNIlXVGunRGt/8eEdo+rwpVAZDmSEMSB784uqaqaJqGbLGg1EcY5cxn7LwRyP1dtOoBi1UiJceF1eOGOqDu6KBez8TExKQzTqV7SsoLP0atq8Ny6T+BVGrDtdy/9n5cFldcNAnURfjwud04PBbGzM4iWF/H+n+8jNXuYN5Xr257QrUpE0EyFvEV3RBNZFFGUXXuefkLAJZOyUlINNn05muU7d9LcnYOSZlZTJ48OeHXtu2dIzSUBUnNcvZfNKk7Chufhvw5gyOaxJpFk8QW6EVR4NMD1SiaTiiq9iialDeEefbTIxSmOvnW2b3POLVkOCHBrJG+YHXI3Po/Z/brHCUPf4Ye1cj89tQ2We/REj+NHx5D8tlIuqionz0deGyFPhCFXmXqm5wYTNGkFa6UTH5ZUUW17kFXzQ+viYmJiUn/0NGJ6aBhDAyFcM+ZCkPBmWeeia7rqKpCQ0UFgiCQlNW9V63UFHVjs0v8/Cc/5eeP/BRLeseB9BlnnMH69eu7PI8gCNx5553ceWe7yYcSgYqdoMaoq63tUN+kueZKIvzHvf/JV79+F3aLxOjM3meNWu0y5982kfR8T4cor54Ym21cb1dpQxvxo+6Ng0QPN5B8xRhcndTVkGs/JtP6H8huD0L5U7DjVRhzAeRNj7cJ+41JqdUpx+uu9IbGmjCN1SE8qQ48KfZu2woWkcw7phI+UIfcw4QpvL+WL9Yc52e7itllF/jvyyZxwcSevY+HElMwMTnlEQ3LjFq1hkJrKmkIBJr3CXQrmgw27z/1G7a++wbzL1/BnMuupPGjYwQ+LcWzKB/f4sJBvfaomZmMmpmJdvATeBZiNWUMUel5ExMTk1MOVVPRacr0bZfx2zoD2GKXKJyUhs1hLBmGGhvY9M+/Y/d4O4omWjvRpDnTRJBoXSZRTTDDuHDydJKzcnAnpyb6suJMtYo4fBasvay11ynNgVzq4Ngpj8v2cPbYDArTOq/nUXm0kZJ9dSRlORk2wXgvbLKIElXj9VC6o3UNk2M1xvuRnzJ4Isjuz0oRgOFT0rH2oQB7X9DCKigatJsXacEYoS+qkHuZ/QIQ3lND9Lgf23AftqKubZX7g3teDu55Q58FbNJ7TNGkFRaPke6XjJ+D/hCp7oEr3mhiYmJi8u+HoIQJiFbCFj/5qVlEa2KcHLKJgSTJJGfnNAkoxuBbFMVuF5gFSTQijwa8M83LXDpoKkh9H6IEosZrcdv6fo7myUlvGZ3pQRSgNhijojFCptcQJ0SHjGCXsHQxeBdW/xyLWALj7oLPnoQtz0G4vo1osvbv+9m1ppTZlxT1yaZrzV/3ceDzSk6/YhSTFnXvCS0IApYsF5YECjPuXXuc7F11zEJmfTjCT97YxaQ8H3nJnb/Wyqe3o0dVki4qwpo3tFaoWkhBkEWELvyjTUxOVkob3sW99k1WL7DzB+sPuERcSxuzjXaiSUO0AQFhSEQT2WosLEVCxqKMnOpASrUjWAc/wyWObxib/MvZUrGUy6uCeNIGb2HIxMTE5FTl6JEDOBY8jB4LojUX7G4a9sfFFMCb6uDC21vsYu1uDzMvuQzJ0kkwUbOoIBpjebXJ/lcWZaRWcwotwQLh8y+/ps3zcNiwoLRYLEid1VRpRXKWk3BjBFcX9QF7hdwsmiRW06O3fO30Ir52etdZEMd317L2lf2MmZ3VIppYJAJRNW7t1R3NbQ5XBzn9px8yMsPN+ys7rylZ9/oBQjuq8ZyVHy/6rlSHiJUGkHw2rPk9j9c/em4PqqJx3SPJQyaaZH13BsQ0JF/bz6Ul3UnSJSMQ3b0PowjtrjECP84uGDTRxOTUwRRNWuM0vohEQaehpgKykk5sf0xMTExMTmlENQZaEK9uI1YaANkDSuOJ7lanlJeXs27dOq699tou29RW1yPJAmICqfW9RhCNeiaaYkSsdSOa3HbbbTz33HOd7luxYgUrf/wzAFxDuWDXhN0iUZTuZn+Fn52lDXHRJO36bmp4BKqgeJPx85xvQukWQzTZ9Q9Y8lOaw/SUaFMafx8KwQN40x34MhwD7tP7fGkdeURxFCXx9MJ8zhid0aUvsa7pRA/Vo8e0oV1QBaqf30VoexWp143HMa5vopiJyQnD6kWwRvHpS5hWJ3Pc6Y6LJrJNg3YWXMtGLuOioouIqJFB79qc5Vcwe9lXsToMocKzIJe/7XuX4jXvcFnWZYwb172Xel8J1Edweq2G0O/N5nBkJmHNy65V+5l1Wee1oUxMTEz+ndE1HVG2ERWt1NfEcAACPWfjupKSWXjNjZ3vVI3MkvaZJrIgtxkPKgmKJu157rnnOH78OFdeeSVjx47ttm3qDRMGLrs4nmky+PfRzkjOdjJqRgaZw73xbc1WXq2zSLqiORtFEgVUTe82O0X1x1DrIujRlvOGdlRT/+YhnFMzSLliTI/Xyx+fghpTsdgSH99/8uJeIkGFuctH9Enokrs4RvLZ+pzJYRvmBVU3a42YAKZo0hZJ5uGUDN52W1h86C9MG3//ie6RiYmJickpjEUJEJEDaGIGnMSlspoX8ydNmsTmzZvbFKtspqE6RG1ZAE+KHcdgFdIWLYZoosbA0rVN5oMPPsjdd9/d6T6ny01VzHiznf3INAGoOt7I5neO4vBYOP3y0QkfNzbLw/4KP7tLG1k0psWKq8tJ3DHDzkxJnkvjB/UQKyDZ7gN/ORz7DIbNA+C8mydw9g3joI/10+ctH8m85T0Xpw9sKidW4sc1O7vHrKKSuhAv1jYgCrDh6gUJZelm3DGFaLF/yH18RYcMOsRKAqZoYnLK4bHk4zr7Wk5XA6xqFMhJdpM2oZHGYjvOzEiHTBMwonxlcfCne3ZXx4WFWCyGoiid3k8GAl3T+fOP1yGIApd9bzpJGU7OynuFihono6ffCxj3rQ2vH2LKuQWkmosfJyW6qoGmI1iGPsjBxOTfEc0n8kFNPZrsZMlAnbQ506RJNFH1lkwTQRAQBMMJLNFMk/ZomrGQn4gYMqB2rFLTmHaQ7Ll6qmFYODGNwnbF2eOiSSL2XE2ZJl67TG0w1q3Q4ltciGdBLlIrEUJKsmEd5kVO7d7St5nWmUmJsndDOWF/jKmLCwYmO2gAcE7JwDmlo5XyQNL48XEaVx3DOS2TpAtPvporJi2Yokk7NrtmUy9tpeRk8k8xMTExMTnl8Fl9BBxu3FY7miLQKAp4nWEkUSUWlNBVBw4p6YT2UVNVqouPAZCdPyy+vbMBfENSiGhYRZQEYhVB0EFOdyD0obZGl0gyKPSYBp+RkUFGRueD2YZQjKrqADZZSqhwe3dEAgr7NpRjc8rMu3QkUoKWTuOyvfxzWym7ShsSu9BxQzTRM6cQ+LQUZJGkaRchbHsedr4WF00ApMHI8mmFruv4VxcTKw0gp9h7FE0+2FUOwLSC5DaCSUzV2FHSwJT8pDbtBVHAkunCktmz7ddA4zkzH+/ZBW0mhCYmpwLBrZXk+y4AQNftFObYOXOcgEttJH1iI8etRSQJJ9ei84oVK4hGozidg2OT5a+LEIuqCIKAp2lBJznTTnJoFdQb1i6fvnKA/ZsqCAeVPi3mmAwuWjBGxW+3gaaT+Z3pCJJZe8rEZLDRJJ0xG7+LLwhJ33kNaBn3t86IbqwJ8+ovNiPJIlf/aA6apqKpGqIkIrbLbMTuBXsSyMZ38eVjLueyUZehNZkSS4KAousJ1zR5/bH/4uiObZxz8+2MmbuAm2++GU3TerTmAnjuh58SCSksv3sayQlYzHZLs3WwMjiiyfLfrGVHSQO/XTGdRWMTW6S3ycZ7EE3EnqtJJPE6LIZo0s0xcood2tU7dE5KxzkpPaF+9ZUZSwpRVQ2Hu/cBeVpUJfBZKYIk4JqX02b+qqsaam0EXdVOyJyjJ3RFQwso6OGTOKrSBDBFkw7kuG9ky44jjGrlIW5iYmJiYtIXdFEyvHx1UBUNXU4kAX5oUWMtAkV30U7epqwAXdeJ1YQHpzOSBRBA7/sAMhA1LAFcvUgN74qcUUlMO38YwyenIcqJ/+bGZ3txWKR4Lfu6fxwgWurHc2Y+jjEpHQ84tgEAeeR43L48LOlOsC+Bbc/DwY/6/Tq6ouGjY2hBBd/5hW3EL98Fw/F/VoojgSgrl01mbJaHc8ZloDZGEawSVZEYF/3vaupDMTbedw4e+8lRlllOSSxSzsTkZCO8uwablErNkXVsTJrGeXKM2s3jcEjwN2UhgbMf50ZL28/3w589TEOkga9N+hqjkxPPlOsL9RVl7Fq9CqvDybQlF6PrOqFXDqPUhPHccBoMQnKiJ8XO1x87g7rKYIuYPOd2mLoChs0FYNbFwwkHYsxYUjjwHTDpN42ri1HKg3gXF5qCiYnJEKHreoeE5c5mJ7qu01AVRm4KGCrZu5sXH7iH5Owcbnr8d20bf+39DsdLooSEMRYXRQE0HTXBTJNoKEi4sQElathiSZKUkGACkByK4VE11KMN0G/RZHALwUdiGlFF69LStjPsVgmHRUrI6qw5G8XbNA5PJDtlqJl8dvc1FrtDCynUv3kIJAH3/Nw2+9TGGGU/3wiSQN5PFvS3mwOOa2YWjgmpiM6TY45k0jWmaNKOXE8OWjRMIGR+eE1MTExM+o7ocUM0TGNMR7RAUroTWcsAJQZREZtoweo4sfcaQRRJyc2DXko5cmqTrdJAr3F488BXAP1Irc/02vHaLb2agHSFIArMXTai18edPiqNHT9ebEwSgciRBmLFfpjfSYSXGovXMxEKZpE0Y7ixPdCUXVK5G4I14Ezho+d3Y7XLTL+gEJuj90M4f22EVX82ijRe/I1JhLZWGgUePRY8p+cZfRAE7KOSsY9KTuicy6flsXxaHpVPfUHp2+tIuWos6ZPScNtlKhojvLujnMum57X0YV0polPGPioZcYiKRJqYnOo4p2eya/8brMpfQ1bSHlS+hqzWcugfGUxs3M/nRds5PEliX90+8tx5jEsdxyfHP6EkUMI146/p+QL9pKGqkjUv/omUnDymLbkYQRCIHvej1kVQ6sJI3sGxdJQsIqk5rWy3xl7QZn9yloul35k6KNc26T/es4ehqzr2sZ0EE5iYmAwKul9h2/nnYBEERmcbBb+TbEn8/IyfI7XKWHR5bVx2z/T4WFaPW2T1PuP5f6+aiq5Diiuxe8E5X/smSjSCO6X3VqrTJ6ai7KrBElB6fWwHUkfCndviGTQDTbOIYeui1uCxnTW898cdpOa64/ey1745P+HzXzotj4Wj02kMK1z0v6uJKFqXlmChXdXoERVbUVKf7tmBugiv/HwTFpvMlT+c1evj+4IgCTindh7gJcgCgk1CsIjomt4rZ4TKp74geriB5K+OHrRMG8ljRRosu2uTAcWcrbZjXGwnt0tvk1Q+HRh/ortjYmJiYnKKUqcHCBNGxo0sCIhhBSUUhWiQsC2C3yqQpGdjx3PC+igIAla7A03TaGgwrKS8Xm+3GSeCICD0YcE+Idqn+/flFIKAq5+1TPqL3M5CK/kro4mV+rEO83ZsLMpw68dQvBHSWkWDu1IhbQw0lkL1fhR5Ojs+KQFg+gWFfeqXKAkc3lYFAmgiuOZm0/j+0Xh9D13VEPpo/yX5bCCA2hBFEASWTs7lsff38trWkrhooms69W8eQo+oZH5nGmLW0P+ewgfqCG2pxFrgwTUza8ivb2LSF+wjk8ib5+fdg3vIabDy9pE6plnXsLTR+BvK+vAN/jplL8/ufJbrx1/P2JSxVIWqAEhzpHV36gHBm5bOxLPOw5PWsriwZ1QdoiSS4jl5MgiqS/y4vDbsbjM47mRAkASSlgyPP1eqQwiy2C8LRV3XieyvwzYiqdf2oVowRrTY3yZoILilAgQBx6S0ga2VYGJygtD9Chdql9MoRIjoNpyA0+JkceHiNu0ki0jWcF/8ee6Y8dzxxxfbWHh1xXtH3uPdw+8yN2cuy0ctZ/GE3o23fBmZbZ6vWbOGYDDIjBkzSE7uPqjHOy2TWLYL+/BOxty9RbZC8rCe2/WRZrssWxc1nXRdJ9QYIxzo3ra4K9w2GbdNpiEcazofxFQdayfZ8w3vHiFWGiDtptPioknkSAN1rx9ATnWQetXYbq8Vi6o0VIWx2Hs3lwsHYihRFZvLgsXau2Mlt7XLAvWS20ruj+d1uq8n9KiGHtMG1oLa5JTFFE3akd74CVryG3wQ3cdl/3iPb0/9Nmfkn3Giu2ViYmJicooRVsLUWxpIExoQ9Rw0fww9pqAF/EQlnQZZxKFG8JxA0aQZXdcJBAIA+Hy+Dvs1VaO+MoQoCXjTHP92Cwf1lUH2rCsnvcDD8Em9X4C0ZruwZndhESAIkD7aeGAIC2pNGC2iYr3uNXBngCihR1VmX1JEOBjD2ssJSTMOt4WFV46OW625ZmbhmpGFIApoEZWqp77AMTEtnnXSE1X+CG6bjN0i4VsynOSlIxGabByWTsnhsff3snpfJZWNEdI9NvSYhnNyOrGyAHL64NQ56IlYaYDAhjLUxqgpmpicUmgBGzeXfw2PP4visIX9nAb8DYDs8tVkOI3o04pgBY2xRqKaYScyFKKJLyOL8279dpttH+/4DE3TmHLWwEScxqIqVUcbyR6ZRDSs8O5TO8ga7mXa+YXxSGiiQTi6FgLVMPmKNsfv21DOv57dhcUuceHtk8kciAU1kz6hRVXEdotj9W8fpvGjY7gX5pF0wfAujuz5vFVPbSd6pIHUa8fhmJD4Zz9aGqDyd9tA1cn54Zz4vSy0vYrQ9mq8tYV4z+y7jYyJycmC2+3hmFJDTJXJCsZwJphVIEoSNmcXY9nnLjMypy/9LXiz2V+7n7cPv43X6mX5qOX97vOmTZuoqalh9OjRPYomzolpMHHw73sDQVw06SLTJGuEjyt/OKvXQkR77LLEijkF2GSJjuZsBtYCD6JTRnS1BBXoUZXYcT8oPQtl7iQbl31vOnqCFmzN/PNXWyk/1MAF35jI8MmDWz8lUVKvG48eUdu8FwONUh0ifKAOyWXFMaH3GVUmQ4cpmrSjxmHngfRUoBqhzMvnh2OcYY6PTExMTEx6iRhT8YStCIINXdDQ7Tb0iBHpYwuDTQJF7d3AcqDRdZ1wwI+u67hdri5tsTRNJxZREUQBQRDQIgroIFilgY3CUaLQUAzokFLU68Or/RFCMZVkp3VAs032ri9nwz8PMWxiasKiyePv7+WtL8q47cwiLp2amAgBEN5VQ/WfdmLJcZH57Wnx7RarxIw+Zpg0I4gCE8/MQw3EEDUjyrfZYi20rZLo0UaUqhDOqRlICRRk/NE/dvDW9jIeXnYaV80qaLOvMM3FlPwkthyr49XPi7llYRGiTSJ5+ah+vYb+Yh+VhHZGHrYRSSe0HyYmveZogEUN59KoR9kmauwQWxb991g1fr7x5wCUB8vjWSYeqweb1Peo/b6iaRqTJ09GURRstr5ff/Vf95GU6SSryMc/f7WVaEhhxUNzObqjmiNfVFNTHGBG6wX2cJ2xeCdIMGEZyC3X9qY78GU6yR2VhDtl6N8Tkxaqn9uFHlZIumQE1jwjcMSa5zayIP19rx0giAK24T5ipX7Uxpbz+NeXEisNkHTBcIQuIrotGQ5knxVdA7UhErchteZ7iRxq6NICxsTkVCO/oIijhYfRIzEsWhhwEVJCrDq+ChGR8wrPA0CJqRzcUomuwZjZPQSZHF4NShg0Y54Ta/pfFo2x+Ds7yghFVRaNzcCXgDXxkS+2UFdWSu6YcaQVFDJt2jQCgQBeb/dit67pbP+4GFESGDMnC7mLv/eEiYXgw58YgtB5PwFpYJdPI7Hu7bmsdpnUXHebbb/7+ACfHqjm6tnDOHd8ZqfHNfP+znI2Hqll3ohUHl42sdu2yZd2HJ9bctyk3jABMQGHAdkqkVXUMfCuJyRZRBQFtF6KLYOJ5LLAIAomANFiP3Wv7Mc63GuKJic5pmjSjgxfATMqw2x02NGsR/hocwXfOf1E98rExMTE5FTDEophV7w4LTZUDeoDMVxqFBGwhQWS0PHbT3xBvvryMgAyCosQuyiyKIpGhglNKflKdRg0HTnTiTAAllpxBCBcx5oNW7jtvqXs3r2bCy+8kFdffZU1a9Zw2223tdnW4bWEYvgjCg6LNKCiSdHUdKqL/RT0YlBb7Y+yp7yR6gN1hCx2LNmullowrXnjbkgdAVOuBrsPS6YTZBHBIrX1Hdb1ftV6aU3d3/cR2l5N0qUjcc82/KxdM7PQQgrWQm9CggnAztIGVE0nJ6mT1wVcMTOfLcfq+OOaQ9wwvxBLH62/BhJLpgvfkr5FMZuYnEgOfPoZPjWV2vTJnOGEEa0WWQKtPOYrghVUBYfOmqs1mqoiCAKiKHLx4guJlQTQj4dgRO9FikBdhK3/OgY6XPfIPFw+K6Io0FAdYszsLBprwnhT2/nMe7LB5oNIPVTtg6zT4rsyC71c8YOZpt3GCUYNxIgcqANVb7MQZx+bQvYPZvfL412QRXznF+I5Kz+eyaIGYtT/8yB6VMM+OjluR6lUhwjvr8M1K8uwHZVEUm88DcltbVOU3nNGHq452Yi2ARzrmJicYNJffAC1sgr5oleBVOoj9Xx31XeRRTkumsQiKu89tROA0TMzqSk5zu61q/CmZzBx0XltT6g22UeJxkKzqhvzG6lpjnDfq9upbIzw5rdPT0g02fb+2+z9bDWLbriVtIJCFixIrJC3pup88pe9SMCISWnIvn7+3WoqrP1f4+ez7x940aQp08TahWjSGTtKGvhwTyXzR/Z8f1+9v4pn1h5GFgUWju59FofksuAY5JpTy1ZO7bODQeRgPVV/2okly0XGrZM67K/9+z60sErSRUUnXf0QyWfDPi4FS1YX2VsmJw2maNKOgrRR/HF1BTqwVk7HE/0ppfWXku3rfEHAxMTExMSkK3SMjGYNsNgkhHAnhcBPAB9//DE/+9nP2LRpE6WlpTz71B+4prDrzA5RErG7Wgb0gkUETWfAK8E3TbZW/vgXTJk8ibfeegu324iwWrlyJVOmTGmzrTWarhOMGpO0sL+e879yHdu2baO6upqMjAyWLl3KI4880mOUWmek5rg5/+vdR2i1Jz/FGDekHvFTvXEX7gW5JF3U7j1uLIcNvwcEmGIUa5ZS7eQ+OK9lYe/dH8LO14gu+V/U3LnYnJYWK5o+EPbHCFWGjGu1E0c8CxPPiAlGFQ5VGZZu47ON97Thw6PESgP4LixC9tm4dGouv3hvLyX1YT49UM2CvCREp1lLwMSkL9QpNcjH13Moyc2FjtHkIBAvc9vqK6EiWEFlqBIYWtHkyduuI1Bbw02//B3JWTlEDjdQ/cwOLDku7K2y5hJFkkXmLhtBfUUQT4qdxV8/DafXGo8cnnlhJ+KnIEDGODj2GVTsaiOaAKZgchIguSxk3zuLyMG6NoEEgiwO2KJWa+svyWUhdcV4Gj86hn1My+Jf1TM7UCpDCFYJV1MWidxFLZXWgkmsKgS6juUEWUyamPQXTdeIOzS1r0/S6qkki+SNTUYQjM01Jcf47OW/kDNmfFvRRNOgSSRBMv6GFc24OzVnmkhNi+JaAvVQALJGjEJVlA61TRJhXoGbtIYIoU+Ksbcfd/cWqdV3khoFBnaBe+6IVMIxFZe182XZSEjhwKYKAMYvyAFaslKaBZfuaF1ovjYQJayopLpsvRJpEiVQH6FkXx0Ot4W8Xggt/bF81mMqekhBjyid7g9uq0IPKXjPLujV/cX/aQm6quOckp5wIFlvsQ3zYrt+wqCc22RgMUWTdrhTjIhLAThNq+LF5Aivvr2CV5a/hL2/6X0mJiYmJv9WCEoEv2glZPFTkJFNtC7GySCbBAIBJk+ezE033cTy5ctxJ6eAIKBpGqLY80B60BYLBAFEmQOHj3PbN75JXl7LIv6BAwe47bbb2mxrTSiqouk6sijisMosXbqUhx9+mPT0dPbv3883v/lNampqeOGFFwan7+0oSDHeo2MxhXn5Hiyd1TQ5vt74P3MC2A3hQRCEtlpU3VGoO8K+NYf5aL1K4aQ0Lry9YzRVouxZV8bqPfWMnpzG2aOS+nyeXaWN6DpkeGyke4yFpuDnlSgVQVwzspB9NuwWif9aPpGcJAdjszyU/PgzBItAxm2TO8+6GSJ0VUepDKLHNKz5J76mkIlJIuiCSGblZlZpu3iY/2K2sJ05rfZnODKoCFUQ1aIU+4sRBZE0+9CJJs0LH5Gm+lhysg051Y6cYu/usC6xuy1MW9xSgNeb6HdGs2hSuavLJoH6CJ+9dpC80UmMmZPdp/6Z9B3JY8U5uWu7K13TeyVwxSqC+NcU45qZFbf7ao19dDK2UUltFufso5OJuiwJ2c40E/yiipoXd2PN9ZB+6yRThDM5Jdm+dSO+Wd9H91fEi7oLTQPP1vUurHaZpd+ZGn/uTc9k8nkXktReyNBaFSlvysRozjSRhSbRpOlvRU3QgmnmJZcxs9VztSmLsfnRFZJFpHBKOv6Pjw9McrbUKtBH7Vsx9u545sbua35FAjE+fG43slVsJZoYa5IJiSax5kLzIuc9/nE822d8TscAsrLHNgGQfvPEeCF4PaYSOdyAruk4xnQvhFQd8/PuH3aQlu/miv8cmFpmPWEd7iNz5XTo4rvYd04Buk6va5M0vH8ELaBgH5U0aKKJyanDifdJOMlwp7b4NR6z5PGrZB8lwYNMeOBNfvz6DvxRP6X+UlTtxFuqmJiYmJic3IhaDLQwPt1GrMQP8smxQLtkyRIefvhhLr30UsDwny8rK6O8vLzT9kpUJRZR0FSNSCTCPffcQ35+PjabjZEjR/LUU0/F265atYpZs2Zhs9nIzs7m3nvvRVFaIoA0TePRRx9l+PDhOBwOJk+ezN/+ZhQzPnz4MEL2JKpr67jp699AEASeeeYZBEGgurqam266Kb6tPc1ZJk6rREpKCt/4xjeYMWMGw4YN4+yzz+b222/nk08+6df7Fg0plB9qSKhtfpNo8n+xEJnfnIJreifRcsfWGf/nzey4r5m8Gca1q0sAsLv6F+/iy3DgS3dgS7Z3KMTbG3aWGu9D64mXe242vguGI7eyzDl7XCbjsr2o9VG0iIISiPGX3WU8v+4IpfWhvr+QfhDcVkn545up++fBE3J9E5O+IFjcCM5UUsQLGVUnURpquZ8EbGCX7STbjAK5Z+SdweYVm/nRvB8NWf+ueuhnfOP3z5MxvIiKigp++ofH+ZtjHakrxg9ZHwDIaLpeRdeiyd515exeW8qnfz+AGjsZQhn+PdB7iDLXVZ3qF3ZR8tBnbWqS9ERgfRmBdWU0fHC0yzbtF1p9FxWRcdvkXlnPWAs8CKKIYBHRggO/gGpiMhToio5k9RDyFdFQa4zPE4n2zxw+gnNu/gYzLm5X2L21mNAu06TZnisumiSYadKe//f//h8PPvggFRUVPbb1nTeM3IfmD4wVqyC0ZJsokf6fr5dY7TKFk9IobFVPsSXTpOf1yJZC81K3x+m6jlIeRCkPtgncUgMxqp7aTvWfdvbcV4dM7ugkMob1LqN/z7oyVr2wh2M7a3p1HBhZhZYMJ5a0zoMq3PNz8SzINWqU9ALHxHQck9MRE7CSM/nyY2aatENwtAychmWN5Rt161hnc/OxHuOPaw6zMfwoh4NbWTb8Gh5aeC8Au2t288SWJyj0FbJy+sr48a8feJ2acA1n5p/JMK8RKVUfqWd71XY8Vg+T0lsiRf1RP1bJilUylUwTExOTU5lo1Jjo67qOJeYnIvmJ6alEYwKCqraJVojFYkSjUWRZjmd4qKoaj6iyWCwdztu+rdRFHZKBJNgYJeyP4fLZuOnW6/j000/5n//5HyZPnsyhQ4eoqjL884uLi7ngggu44YYbePbZZ9m9eze33HILdrudH/3oRwA8+uijPPfcczz55JOMGjWKjz/+mBUrVpCens6CBQso3fEpY+acy4P33csV192Mx+Ph/PPPZ8yYMTz44INcccUV+HwdCw2GosYEzdmJEFBSUsIrr7zCGWec0ef3oK48yAs/+gzZKnHzL05H6qE+R7NoUh2I4o8ouDursXJsQ1PjthFZoR3VBNaXYi304S0yRJOpwh+Z9Kvv0d+YjcKJaRRO7H/0+c6SJtEku7VoktNleznJxpqL8vnD67vY/7ox+bJIAtfMHsb3Lxgbj5wbCqy5bgSrhGg3M4hNTh3sciru877NEi3COw0CiiCTdloDFUdd7M+xIAoi98y6B5tkI9udjSRKOMWhsxDyprVkDkSjUWKxGLFY3xaWj++pRQCyRyX13o4wY5zxf0XXizyTFuVRcbSByWflI1m+xDGEO/4OgSoYeQ6knPhaTjUv7kEQBLznFHSabShIAkpVCD2kGPVGEiy+7jgtFdUf7VWx9r5Ywsg+G5krpyMn9b5Gj4nJyUI0Az6qbUSV7Jzfbl/rTJOEUVsJnE02u3F7rj5mmrSnWXBNJBteGGjrKclmvEY1cSF3oLC7LR2yy21N96xoL+25erL1Sr9tErqiIzpb5iuCRTJqbljEtnUWOyF7hI9lK3tvxXl8Ty2715biTrGRP35w66ckSvKykYN+jVhFkKqntyM6ZDLv7P37ZjJ0mKJJe0QRrn4JwvW47Ul844X3+AYNfOH9X5bV30VpWQC8UP7RQc7f8D5BVULV19CQ9SG+4iLC5UvwRxTS3TbeqX2W4tBu6hu9LMz1keW1c8i/i9vev40iXxGvLXstftnvfvxdVhev5uH5D7N05FIADtUf4r83/DfZrmwemPtAvO1r+1/juP84Z+WfxbhUY2IQVsLsqtlFij0lLtCYmJiYmAw9jzzyCADfuflmog43bquDNZ+vY/WmNUwZM4KLZk0iFpLQVTsv/u5ZFCXGnXfeSXKyESG8fv163nnnHSZOnMhll10WP+/jjz9OMBjk9ttvJyPDWBjYsmUL06dP73efA7XVZKSnIXZR4FAQBERJ5MChfbz00ku8/cobnLXgTCSfjaKiFr/gJ554gvz8fH71q18hCAJjx46lpKSEe+65h/vvv59YLMYjjzzC+++/z9y5cwEoKipi9erV/Pa3v+WMM84gKycHQQCf10VWlpH96XK5EAQBn88X39ae1pkmzVx11VW89tprhEIhLr74Yv7whz/0+T3ypTuwOmRsLguB2gjeLqKamvHaLSQ5LdQFYxyrCTIuu13kVSwEJZ8bP+e1FU1Uf5TwnlrjyfzJIEjgL0fylyAl5ff5NQBEi/0ENpRhzXPjmtH5e5kIO0vqAZiQ01HA6orcDBdF49MZLQmU1of5/Ggdz6w9zM7SBn537XSSnEMTOCKnO8j50VzTWsXklEKWZDRVQRAsTJqRgkM+QrrPz8EZMd7KzmSkKHNh0YUnupsAZGVl8e1vfxtNMxZnelpsac+61w5SdrCeM64azWlnJF5rCWgRTWoPQzQA1o7WiJJFZPHXTuuw/UvFrtfhrzc0PRHg4sdh+g1dtx9k1IYIoa2VoBvF1bvCd8FwBKvUqc1WV9gKfdgKE78X9QdTMDE51VEtOsM+v5dkP3i/+WeglT1Xq0wQNabx0qMb0DWdr9w7A6u9i6VDTQWLy7Dpasos+cHsH3D3jLvjNU2ah1uJiiafvPAMu9asYubFy5l6/sXceeedaJqGzdb935+/Nszf/msjFrvMNT+e023bhGm26Bpge67iuhDn/mIVXruFz35wdsLHWaVe2HMpLfZczaUGOjtOEIROv0Mll4XM7wzugv7wSWl4km1kj0zq9bGxsgCRww3IaQ7snRyvBmLoERXRbelXdv1godZF0KOmg9HJjimadMboxQAI0UB807jJs5h1wM73Kg9xWvVRZI4SbHgVFQm/JcKaKjsvR6bzux2G1cNUYR+RVAc26xj++NYRHot8go6I7DiKKzeHyhofK1/aQkGKk2GpTkobjcURt6WluG1NuIY1xWso9Ba26d5bh99iTfEa8tx5cdHkSMMRrnvrOlLsKay6YlW87Sv7XqEmXMOi/EWMSBoxKG+XiYmJiUlHBEFAFyUkQWhbLl3o8MMJR1UUQOgygsuTYseTAv9auxNJkjh95jz0iNpUDL6FXbt2MXfu3DaLY/Pnz8fv93P8+HEaGxsJBoOce+65bY6LRqNMndrkm9wUpdahOGV3/dd0aCoF4mhVTPGxxx7jgQceYO/evXz/+99n5cqVPPHEEwmftzWCKLDiobnYe5HifYHPzZVhBctbR+CmdoXkj6wFNQKeHEhte3+2j0giaflII7rL6jRqnpRtg+KN0E/RJFbsJ/BZKeqY5H6JJpdOzaUwzcWkvLaTLC0YI1YVwlbQMT3/9FHpnD4qPf78w90VfPvPn7P+UA03PrOBl2+b168i94nSoW6MickpQNh/gI1lq2nMm8/Z++sQrEUgwoFYEXZlGJPTW+YEd3xwB/Ny5vH92d8fsv4d3rKJsoP7yR8/kdyx40lJSSG8p4by5zcjZzhJvWpsQufRNJ3kbCd15UGGT07v+YD2uNJg2ZOQNsqIEE6A6mI/xXtrmbSof9+vJw3hBvjHt42fk4ZB3RF4+wdQtAiST0xwneS1kfHNKYT31xn3ti6wj0wewl71HT2mEdxSgXNKOoJZ99TkFELTNQQ9hqS1ZFx1JWrXlBjrYbqm88W/3uW93/+KkTPmcMl//KClkTsd/rOkzXHtHVSaM020BEWTsN9PY1Ul4YAfALs9sdpYqqJh98fIVjSC2ypxTurDPaQ9ctN9RB1Ye65ITCUYVZF7Oe5tzjRR1F6IJq3tuWIn1yJ90ZR0iqb07fcUPlBH/esHcUxK61Q0qf6/HUSPNpJ67XgcE1L72dOBRU62k/HNKQhf5mzXLwmmaNIdVhcs+w1U70c+8wc8969HkKoPQdGZqGU7cQUNT0WvAsuiNg5MuIMJkhO3TeaqTfeR5W/yyhbeo87uYYM2mn2xXLYfnMWb2hxeobjVxa4BMcw3DwTIS1pFXrKDVG+EBUl3kGRz8tqWYpKcVpKdFqamLCDTkUORryW6N6bFyHPnkWJvm9L25qE3WVe6jlR7alw0qQvX8dqB19rYhpmYmJiYDAw/+IExkZBUlcaaCH5VZ/KUGcxeOB8rfkRdR3eLWEUL3/rOXTisMrLccjueNWsW06dP7zCB+c53vgPQpu2UKVMGpM/u5FTEBGy+HA4ju0Ly2ZAkudcDPb/fmPy88cYb5ObmttkXjx7zZBqZFY7EF04kUWBslhdF1eITMzCinbOyshg7diwpKSmcfvrp/PCHPyQ7u2+Ff3sjmAD859wial/Zh62zFfqag4ZANPJs2lerlNMcuFtnsuTNYNP+kUTermNcaoDkbhacesKS46Ihx82+I40Ubqti+KS+WXXdMH84N7TbpkVUSh78DICcB+bGC+zqMZXqP+/BVujFPT8HocnabNHYDP76jbnc9McN3LFo5JAIJnFiIZDtHd57E5OTlT1TnZSX/Isz04OgLgUxyL6/ZTIlVM+4yy7hRzdfQ1mgjEfXP8rhhsMd5gSDzd71a/nig3eYd/k15I5tqisiicRKA2iRtos0saoQ/jXFOKdkYGvnfy6KAmddOw7tGr3v3wlTrkq4aUNViJd+sgFN18kq8vXaj/2kxO415rAbfg9XvgB/uhSOrIE3VsKKl09Yt6x5nl5lkPSErukEN5VjH5OM5B3aDJDK320jeqwRXdVxz+nbmMLE5EQgNmpsOft03LKFUU3jYbfFzUPzH6J1mJcoCSz9zhQEQUC2SWiqiq5pPdYm6ozvLh5LIKIwMtPdc2Ng1rKvMPGs83Cn9m6M6k6yc8Z5BaiflhDeXTMwosn1/zTGir5eZj32QLOgYe3Bnvb5Bz4jFlb46g9m4vLZ+NqC4Xz99KKE7o+/uHwyDSGF3CQHf/r0CADhTjJNtIhKeE8NglXqVZ2n1uxZV8bn7x5h2MQ05i4bmmBtOcWOfUJql/cVwWLUoOpVIF4gRtlPNyDIItn/OXvQstIFi4g1/+SodWrSPaZo0hNTro7/KM27HSZ9BTLHIylRI+0bHXx5WHSde21NN4FoAEryoR4IVkO4niQaOVfcxLniJoIp41m88DaO14Y4Wh0ku/gt1vmz+MyfSjgqsL/Cz/4Kf9NVjS/nP7OlVaeSgem8IB3D5ygn2Wkh2Wkl3/kQybqVR9/aRYrTSkGKkxlpi0iyJrepn7KpfBM/3/hz/rz7z7y1/K0+ebqamJiYmHSO1WpEVtWGawkLYSTdhc0iY0dCDwko0RBRW4SAKOC1ZmG1tvWclySp0zolzedt33YgkCwW/H4/oijidnc9oZk4cSKapvHJujWcc845HfaPGzeOl19+uY0Vy5o1a/B4POTl5ZGcnIzNZuPo0aNd1xcR+h5xI3dTZ6TZJiYSGbpCjo5JachZzs7vs7NugclXGmOGnsifw56YTu2+DArqIv0STax5HordVvburMVXGuizaNIZok1C8lkBAbUxGhdNIkcbCe+sJna8EffpbcWysVlePvzumUNX06RyL7x3P9Hdu6nXvwnuNNLvvhi6sKYzMTlZ+MbE2Vye/A8OhnfyWeAiYlWfc1NIQgDmf/Ev4BrWFK9hTfEaAKZn9t+6sTfkjZ2ArmmkDyuivLycw4cPk+xJIn/FOCy5bvTmjEBBwP/xcQLry9Aao9iGdV4ofqhEVG+ag5EzMoiGlB5tF0926l4/gJzuxDUzE2HM+TCmqWLBxb+E38yD/e9D+Q4je3EI0SIqoi3x7/hoiZ/wzmosuW4c47qODo4V+6l9eR+CTSLn/jlxQX4ocExOR22MIvTidZmYnAzIVTqXcC0VegDF4kYG7LKdZSOXtWkniAJ5rRbQxy9cxIjpsxDlnsdLL+x6gd01u7l4xMXMzJrJueMze9VHX0YWvoyWbOiPPvoIgDlz5nSbdSJZRJJPSyUsCVjzEhNoeiRtcOpbtGSBdP+9FaiLEIuoKFGjfXdznfbkJTuNpUNaMlQ6yzRRGyLUvLAbwS6T+6O5bfZVPr0dPayQumJct+J0oD5CdXGAtF4K46qqoURUBFHo2gKuCxzjUru9R6TfMqnLfV2iaOgRFT2mmTa+JoApmvQOV5rxAJCtkD6683ZWF1z/j5bnShRKtxq2GlX7cKYMZ+mUpkWDWBj+62xQo+gZBfjzz+RY6nx22iZzxC9SE4hSF4xRE4hSGzR+rg1GiSgaMVWnyh+hyt/dAlASLuvZHN5VzsS8sGGjYZeYkz2XCanj4ws5uq7z7Q+/zZjkMdx02k04LUNXONLExMTky0hQCdJo8ZMqNCDq2WiNUfRYDC3QSCRJp04SsakRPAx9lInf72f//v3x5wcOHMDtdpOSksKMGTPatFUVjYaqEJIsUlhYyPXXX89NN90ULwR/5MgRKioquPzyy7n99tt5/PHH+da3vsUdd9zBnj17eOCBB1i5ciWiKOLxeLj77ru566670DSNBQsWUF9fz5o1a/B6vVx//fW9fi26rqNqeptJxJtvvkl5eTkzZ87E7XazY8cOvvvd7zJ//nwKCwv7/L4BrH1lP4e2VnHODePJHN59RLJolzu1qYpj8xiPTlDqwigVIeQMB/LkK5iw9BiNNWG86f1f1Jt4Zh6jZmaS3scIp50lDdgsIoWprjaZPQBZ353ZoQinnOrAd4FRhLgzAam1YFJWH6aiMcykvKQ+9a1bSj6HP14IsQAi2URiY6E2iv7G9xAu+cXAX8/EZADRohKXVV1HaiCX0soIh6wtGedz/RsByHC2FMKekTmjwzkGk/ELz2L8wrMA2LhxI2+99RZjx45l9JVXous6tS/tBSBp2Ujc83NQG6K45uS0OUd1iR+LVeq/eBGsgZ2vQbAKFn63x+ZnXD0Gi1U65RZIdEVr832rqzp1r+4nerSBlMvHtDRMGwUX/ByyJnYpmAQboqx9ZT+RoMKiFWNxegemxlTkcD1Vz+zEd24B7vm5PR8AhHdW0/D+URyT0rpdENNjGtYCD1KSbUgFEwD3nGzcc7OH/LomJv3F5fNSotQQCtsJB2PY3YllUVtsdiy2TgSL2sPwxt3gSodLfwPAp6Wf8tGxj5iYPpGZWTP73edm0WT69Ok9WnXZRyRhH5HU72sONs3iha2HrP2ld01FFAXc/ayntHBUOtk+O4VpHQOvBFHAOtyHaO3Yl+jRRvSwghZR6U4iHjUjk/Q8D45e3js+f+co6/5xkPHzs1l07bheHTsYiG4rWXfPQE/A/qw/6JpOaFsluqLhnJLRYe5kcvJgiiZDgWyF/JnGoz2hGhg2D46sRag/iqf+WcbzLOMFETImGJGo05sWkZrTygSBUFSlNthWSKkNxqgLGP/XBCIcqAywp7yRQFRl45FaNh6pjV/WZV1OXY6XxtKdTMz1YXNU8NGxj1hdvJpbJ90ab/fYpsf4+PjHXDv+WpaPWg5AMBbklX2v4LK4WDZyWXwB5HjjceoidWQ6M0l3GqmQqqZSG6nFIlrwWr1mVouJicm/DaKi4YpIgA1d0NHtFvSIUUTQGgGrBKra+xT3gWDjxo0sWrQo/vx73/seAFdffTXPP/98m7aqohGLqGhNff3Nb37D9++9l9tvv53q6moKCgrilmS5ubm8+eabfPe732Xy5MmkpKRw8803c99998XP99BDD5Gens6jjz7KwYMHSUpKYtq0afFzoKmga9BYZtz3erhvhKIqB6oCJDks5CU7EAQBh8PB73//e+666y4ikQj5+fksX76ce++9t9/vXV15kLryIMV7a3sUTXaVNnDXi1uwyiL/uGNBy45ANThTun1tda8dILyrhqSlI3DPzWHyWQPjta/UhMnM9/TLQ/eRN3exen8V/7V8IlfOKmizr7NBv5xkw7OwZ1uDL47Xc+3T60hz23j7ztN7FU3XI7VH4PnLIRaAgrlIS35K8toDWHb8FEbd1/PxJiYnmFhxkCV1S1B0jeedKvv0FmFhuyPKE+/fxremfiu+bXLG5BPRTQCSkpKYMGECOTmGKCIIAtGjDSjVYRwTUnGclkbaDR0X79f+bT9Hd9WwaMVYxs/P6bA/YUK18M/vGDVN5t1pzMW6oX106841JRROTIsLB8GGKJ++eoAZSwrxDYBwPRDouk7lU9vxnJGHY2wKuq5jG+5D2bUVn+8z8F8P7hYRLT6f7AKrXeLwF1UoUY268sCAiSaBjeXoYYVYWTDhY2yjk3FUBLF3I5gA2Ip8ZNw+xchiGmLMBS6TU5Vxp01mVeHHqFEFWQkBTmJqjLUlawFYmLcwvmZzaFsVuqZTMCEFuavaPaFa2P8eeFtEUVUzBAFZML5bNxyuoSYQZUp+EpnenuuTlB86QPXxo6Tm5pNZNJKZM2eiaRoWS/cCT6gxypHt1Vgdcp/rZHRg0zOGMDT5Kkgf01PrhGldb6Q7MgvbzjU+P1rLH1YfYniqi7sXd9+f3646QEzVuHxmPjctGN5lOznVQcatnWdlpHzVCBSXergnGPUvE6s90xpRNj5rqnJi5sTtESQBeSiyTnWo+cseAOzjUpHMe8pJiymanGi8OXDda4Y9x+HVsO8946ZTexjKv4BIY0vbsm3w1HlgT8Jh9+Gw+8ix+8DmBqsbTlsOc4wIL9QYaCqKaOVQVYDtJfVsO17PF8fr2VHSQCCqsuFwLRsONwkpYgTZfQVuTyXX/H4jhWlOCtNcrK3Zw/7G/ewpr2G3p4EkhxW/Wsl/b/hvHLKDS0ddGu/ek1uf5LUDr3HntDv52sSvAVAbqWXRS8bC3LbrtsXb/nzDz3l538vcdNpN3DLpFgBCSohr37wWi2jhmSXPYGsq3vj6gdf56NhHnJl/JhePuBgwJgqPb34ch+zguvHXxTNjDtcfpthfTK47l0JfYfx6qqYiiWb6tImJydBhDcZwxJJwWmyoGtQHYrjUKCJgDwkk6zp++4kpxnfmmWfGPYkrDh9EU1VS8wqw2DpGMckWsU3Ur91u56f3Pcp/3/0QUrIdqV2djzPOOIP169d3eW1BELjzzju58847u2ggUrdrlfGzFoOmQpJ1dXWdNq8OROOvpXmSt2jRItauXdtlH/rDlHMKGDc/h5yRvm7b6TEN1+dVpJSF2CRpaFqTP7+uw7OXgGQxihVndF4c2ZLlQqkJt12YUSIQ8YOrb8UMdU2n7OcbQdPJ/v4sJF/vo9Z0XWdnaQMA43O6Fo3a/04SYViaEwHYX+Hnr5uOc1U7QaZf1B8HXYXM0+DqlxDsXlyXTYLzT2/JIjYxOYn5fM1mHM756K505rplUmMtCwyqIBBRIoxPGc+KcSvI8+ThsvTdxq8/6LrOyJEjGTmyraWJc0YWktuC47TO/940TScaVhGAnE4KuvaKlCKw+yBcDxU7IWdKwofuWlvKh3/ajTvZxnWPzEMQBAQRdq8t5cDmClY8OHfABIX+EPqiiuihemqrgtjvnYUgiTiLNJzRr8GnGsxY3lY06QHZKjFt8TBcPhs5oww/F1XViAQU7C4ZsUnE1jQdf0044Wyg5OWjsOa5e1VbwFbgxXZ14rVlTmSGkK7rRI81IqfYkdwn/nNhYpIIOS//CKW0FOncv0JOKv6Ynzv+dQfQds3m7Se/QNN0rn90Pg2Vezm+awfpw4YzfEor+0dVMf4XW5YWFc3YJjdt+++3drPxSC1PrpjG+af1XANo95pVbHz9FWZcvJzMopFceOGFCb2uuvIgH/zfLrxpdoZPTB2YTLAtL8CxdZA7Y5BEk971sbIxwhvbSplakMTddN+f3318kOpAlHPHZ5Hh6b2gAQx6AfXJZ+cz+ax8RKn33+P17xwmuLkC94JcPKd3zGQMfF5B9FA99vGpfa7VMlgIkoBtVBKCKJjlFU9yTNHkZMHqgtGLjQdAQwkc3wBZrRTf6gOghMFfZjzak3kajGgSTUq3wdPnIWeexqjc6YwqmMuli84E9wRUTedApZ9tx+vZXlzPjpJ6DlUFqGqYSl0DrKeG9YdrABAs8xGtY/jdPju/VT4xtsn1OLImExEl5v/Xv7BZROyyRKMrgEVO4dWNtWzcsgm7RUQT6wABEZnH3t+HvanttuoK/DE/u8rq+NBagc0iohJgT62htlY2RHHbBOwWid01u3n3yLvkulu+CGNajKe3Pw3A1eNa6s68eehNfrP1N1wx5grum9MSOTr3z3ORBIm/L/07WS7DH/OT45/wr2P/YkbmDC4sarkRlwXKSLWnYpF6V/DXxMTEpD06oOjG/7JVQggPbqpvX7DY7Gia2uXitiiJ2F1tB/SCJIAs0ll9834jCEaBdC1mBABIXS9CKKpGfcjI3klxDc1iRc6opA7bOhMIYhVBxI+L+QF2LlL9VDRGyPLZjeCI8u1GsEM3C1q+xYX4FhcCxsJVdO2z2D68B3HipXDpk33quxZSjN+ZAFFBYP9Hxwk2RJl9SVGPxzZT3hChJhBFEgVGZ3Zu71X/1iGCWytJuXosekhB13TsY1J6XNjy2i3ccdYoHvrnTh57by/LpuTisA5QwEPhfLhtjZHFZG+1GNdaMEkgs8nE5ERRoTbgLt1Obf4ozrUNI72dUYYkSAiCwD2z7jkh/du34VPe+tUvyB45iq/+8JEO+72L2mbL6aqOUhVErY9iH52MKApc9r3pREIKNkc/p6iCADnT4OCHULypV6JJaq6L9AIP6cM88e902SqRPcJHeoHnpBBMAOxjUvAsyke0yy0Lg9v/ZnzH5c6A1BFEjjYguSzIqU0CR+1h+Phnhn3ZVX/ucM5p5w1r83z9Pw6y+Z2jnH39OMbONRY61/xtH3s+K+Mr984gKcMIWouVBZAznAiigK7q1Ly0B+e0DBxN3/vuOf3IGuoCtSGK6LIY45ETSO1Lewl+XoH3/EK8Zw5MRqiJyYlER48XhM8s8qJrRlH4Yzu+YPVfnuW0Ree1E02ixv+txuuK3lY0aa5RpSSYFZacncuwSVNJzurdd4fVITOl0MOwujDVz+4k7cbTenV8pzS/LnVgayJ67DIzC5MZmdG9Ve6R7dWEGqPkjU3BnWzD1pTxE4n1PKdsLcxEFY1QTEUWBVy2gV8GrjreiL8mQlKWM35vSASpH8KWFoih1kfQo50HIUYP1RNYX4bksyUsmqj1EUI7qhHdll6J/X0h/eaJg3p+k4HBFE1OVrw5MH5p221jL4Q7t0K4wYican5EGiHaCPmzWtrWHQFNgdItxmPjU8b27MlII85i9JRrGD19FF+ZngeN5VC1h2BDgIrGMEcjbvaFPOz0u6gOpVMfKqI+GKM+FKMuFENVfASPXwVAPaFWHTwHOIcaYDutRZ1HAI3/2bUvvkWQZoA4gb/vtfOKuqFpq4LkuhkEhQX//XG8rex04nAt48VVXt755GM8dhmnXSdPXowoxfif947gs9tx22UOBwRyHEXosSSO1QRJc9sQxBghxehn66i77VXb+dvevyEgxEUTXddZ+upSomqUly95maIkYyGpKlRFTI2R5coyLcZMTEwSRlAi+EUrQUsjhdm5ROqiaIOiNPSd5OyWCcknn3zCkiVLumzr9/sBkJP7Fq2UMJJsiCZNkWrtue2223juuecAaKotHF/rXrFiBU8+2TdRoa80vHsEPariu7AoLgwIkoBjSjof7iyHKByrDZLltcHqptoZ028wLLoSoPq4n78+X4Bb/F+uT/5pn/spuSzkPjwfPapSXR7i47/sxeaUmXXx8ITvbduL6wEYke7C3oVVg1IdQq2LEN5TS2h7FUp5kKRlIxJaOFsxp4CnVx+iuC7E3z8v5urZ/cw20VRozjT1to1u1CIqkf21qHUR3O5P4OOfw/Wvd2hnYnIyoCMwZt9LvJLr4d28x2go3sPiVvtPdEa1KErEwiEiwVDPjQHVH6X8sc0gCuQ+ND+++N1vwaSZ3OmGaFKyGbg54cMyhnm5/AczUVv5mVusEpf+x7S4TSVAQ3WIfRvKmbQoH8sJKAYu2qS4sB5n61+M/ydfSeOq49S/dQjHhFRSrx1vbJes8Llx76ShBLw5HPy8kobqEKNmZuJql33YbCF6aFsVY+dmo0RVSvbVEQkqHPmimqSznaj+KBW/3oJtZBIpV40l8GkJoa2VCKKAfXRyv+ZNWkhBqQ5h7aSwcPWfd6OUB0i5ciz20cl9vkZ/sY3wEdpehR7qfLxiYnKy8ekn/yJr0reQcw9hhHURF0mgKRCo6enyu1vEkbSCQiaccQ45Y9plSGtG8FJr0aTZnksSpKb/myyYEhRNJp29mElnL+65YTtSc91MOa+A2pf2xp3t+01zIK0aG6ATGswpSuWvt83rsd26fxyk8mgjF90x2RBNmjJTognU3IgoLXVTfvr2bv6w+hC3nTGCe5e0/R2G99dR/8ZBrHkeki8b1WZftDSAFoxhyXJ1cBdozReritn5SQmzLh7OzAu7tgIbSDxnFeCalYXk6TyYwT4+FSnJhm149+4ArYlVhqj7xwHkTOegiyYmpwamaHIqIdsguTCxthMuhbwZRnTV8Y1waBWUfWEUpC/dCsPmG0UBAdY9Cat/gRMobHosBEAwomAv/xMUzAdAP7aByMHVhEQXAZxEJCdhwUEYGyGs1FuzCehWIopGJKYSUTTCMbXpYfwcavo5oqiEoiphpWVfODbB+FlU45EISrCQxmAhjUA5rezKMGy/dnC01bYC4OvsAZ5640MA3DaJVO8jJHlUHnztAMPT3RSluciyTeC2SbdzWtr4+NGBWABVV9HRyfO0+K+/tOclfrP1NywbuYyH5j8U3x7TYlhEMyPFxMSkcwRNAT1Csm4nerwRLF5QG3s+cIiJRCLx+iRbtmxpsy8WVQEdqQfP3QFFtAChLicoDz74IHfffTeldSHqQzFS3NZ42rnXm7ilR19pqA5xdEcNriQbual2Gj88BoC1wINzspE9YslykXrlWN7+Qx3s93O0OsjMwMdw9FNjYjn3joSvFwkaizE2sRGq9xn+0Y6+LRIJgoBgk0nLdzPstFS86Y74opau69RXhEjK7DpCbMuxOgAmd1Oo3X16Hs7pmVgLvOiKRiisxN+XnrDJEjfOL+ThN3bxzNpDXDUrv++Lbv4KeOYiOOs+GH9Jh91aIEb1n3aBJOAa/ieE6n2w4Q9w9g/7dj0Tk8HE4kCwWnDos2jcF6GalkCgiAV0/cQK8vkTJnLzL3+PzeXi7bffZvv27SxYsIA5c+Z02l7yWBE9FiSvDS0UM7IGBjIwKXea8X/x5j4d3j76VRAFpFbZchvfPMyuNaUc313L0u9M7XM3B4yKXYaVsyjDhOXY/Xbq3zsMooCuakY2ijcHCuYa96Gd/4A5t7Hlg6OU7q9H12DqeW1F6jlLi5h54XCsduP+L1slzrvZqEWTnGV8/qLH/egxDaUyhCCLuGZno2s64b21qA1R5D7YQAJEi/1U/OpzRJeF7P+c3eazYVwviBZUhsZ7vhuc6cU4pr6E2FAD7xbCnG8Y77OJyclKVMPiSKMqKwVnvYqDxKxUR0yfxYjpszruaB6rS13bczV/d2p9UDIikQj/9V//hSiK3HvvvT3WNXFOTDeyCgaqRkSTZXw8o2aIySry4fBYsLmM97JZNGkWRLpC1XRiTcK3TZbiBec7O04LxoiVBhA7CVqoe2Uf0WONpF43Hsf4rq26PCl2MoZ5cPcysK7quJ8968rwpNiZtKjn+oetkZNskNT1PcYxNqXXtlyiU8YxMa1PFsYmX05M0eTLiiBAUoHxmNBUd8RfAQc/ggMfGqJJM6kjjYcjBdDBXw4NpUbUgL8cbC3RPcKhj7B/+DB2oNPlmhvfhmFzjZ/X/x5WP9RUc8VlWJFYXcb53C5YcBdkNhWBrNhlDOCtnqY2bhTZRUR0EMRBg+SlMSbhDyv4IzEawgr+sEJj03N/RIlvqwvFqGqMUOmPEFU0/BEVf6XIkUqRrRS36a5FGsb4HJkP83cwbVgys4ensOGaDVSGKrG2ipZojDYiCzLjU1sEloZoA+f89RzGpYzjd+f9Ll6DxcTExKQZa6yRqNSIasuAE1O+pFc4HA6GDWtrz1FbFiAWURP2Lx8QmqO6tM5Fk4yMDNLT04mWNuLTNIrSXLjtQydgH95YgfruYUrTnRR+bwbJl41CsEmdTibyk51ANWUVFbCjyTZnwV09ZjPoMY2qP+1ErYuQe8cUbvv1mSi//AE0YARDjDq3X69BEAQuumMyWlOkWiQY450/7KDsYD1X3T+7y2KOnx8zaqFNKUjq8ty2YS3CVdKS4fgWF/bKc/6rM/L5xXt72Vvu59MD1cwb2YeaI5oKr3wdqvbAR4/CmCUtn6smpGQb1uFe5FQHWtGtSMdXw6Y/wsK7wXJyFHs2MWlGEhy4L/gRlwOv1cWQrBbSJzVQst/N8TQZXT+xRUStdgfWLOPvJhQK4ff7UZSuo+8FUSDnPw1BJdQY5c/fW03umGTOvXF8vH5Gv8htipCu3G3UgrK5+3/OVuSNSabsQD3zlrfUbqkpCVBfFSJ3VBLWgcqYaUe0xI9/dTGuOdnYCloFCWxtstsadR64UrG4IOe+OYjtitwzfpkx59rxd/TZt1I4KQ2LTWbkjI7CtmyRkNvdWpvFkmYcY1PIvm82mj9meLPbZbyLCvAu6l+WoCXTiSCLiHYZzR9rE0ksWESyvz+baLFRS+SE8c5/Inz6q7b5w5//yahXNub8E9UrE5Nu8ecofFKvEBOsZHciYuj0UthQO2aatLfnahZNEkiO6ICmaei6jqqqiGLP9wbBIiJYBvB+2Dx2VAbWnitRFl45us1za7No0oM9V1Rp2W+TxXjB+YjS8TjbcB9pN52G0EnWpJRiR46oPb6nM5YUMmNJYbdtOqO+MsiW946SVeTrtWgyGFhz3KReM25IrlX59HbU6hApV4/DmjuwYxSTgcMUTf6dcGfApMuNR2umXmM8WqNpEKyGxhJIHdGyPX0cTLrCsAiL+g17sFio6RE0BI9mIg0QqTcenTH9hpafD6+GN+9us1tueriA9Kv+Yix4gCH6bPk1uNLBnQ7JGeDJahGJXBkgiui6TmNEobIxQlVjhLKGMIerghyq8nOoOsjBSj+NYYWtx+rYeqyOZ9YeBqAw1cns4anMLooyuyiV3CQH98y6h5XTV8YHAABfVH5BSAlRGapsI5j8ZfdfsMt2zi88H7t8AgfyJiYmQ4LeRdSU1+olaHfgsjnRFYGgLOJ0hJFRUcISqHbs4uBnRfREXVkpqqKQmpqGbO2Y3ixbJJSY1qZAn+qPooVVRKeM5BwEsaI5g0/tesEtHNNQNA1REHAOgDdvV7/HzsgUIWYRUaJGjRDXzKwObbSoimiVyE8xsjZG7f+jUY8sZQQsWNnzRWSB6OF69KiG2hDFkuZAKpoGW3bB4U/6JJqE99US2lGNbbg3nvnRvDhptcvEwgpqVOPg55VMPrujN7um6Ww7ZtzTp+YnnunS2yK9PoeFr0zP44V1R9lZ2tA30WTVTw1rHosTvvJ0B8EEDOEo49bJxhO1CFblQ/0x+OKvMO263l/TxGRQafmOmnpePh/uOExaip9/zYaX01KYc4JFk9acffbZzJ07F7c7sUWA4r11hBpj1JYGBkYwAWNu4M2FhmIjOCt/5sCct4nRs7IYNTOzTYT2nnVlbH7nCJnDvVz2vemDYukbWFdKcHMFuqq3iCbRAGz6P+PnKS1zug6CCRhZd2/fC8c+Q2goYdp5wzrUMkkUTdWMDBy3dcCLoAuySPb3ZyF2McYQJKGtaHQiGHshbHjKeE9zp6Nu+jti+TqEF1fAjW+2tc42MTlJiNk0MrbeT1qjgPvrf+iwv7Vo8trjnxMNKSz++ml4U7sIJmkOcGrlvvG7c39HVI3itRl/o/FMkwTtuba+9xab33yN0XMXMPcrV7Ny5Up0Xe9RNDmyo5pPXtxL5nAv5944IaFr9Ui8psnA2nP9cc0hnvjoAEsn53DfReN7PqCJ7sSP1rTOKDFEk67FFslj7dLiKvWqsZ1uHyiSMp1MOSe/T8F54b21qIEYtmHeTgV0XdHQIqpRLnMw5qv9RK0Lo1SH0cKmvePJjCmamHSOKBqChLudj9+4i4xHIsz8GoxbatRbiQaMKK9o8yNgLBw148uDMRe23d+6vbXVpKtqL+x/r+vrfvUZmHApgiDgDR7DW76FEXkzoahdAUpd53htiM1Ha/n8aB0bDtews7SBw9VBDlcHeXGjYbeSm+RgSkESU/OTmFqQxIQcK3aLxLyceby+7HWqQlVtzvnMjmco9hcT02J8dfRXE3uvTExMTjkkyRi0RqNRHI6OAz1BENBFC7IgouoQjao4ZQGhabyvIyAIJ36RS4lGUGIxBFpeU2s8qXbcKW0z6fSYhh5WwDpI/ZdkDEPlricEsiSQ7XOg6TriACxMBYNBgB7T/gHSZmcTtEmIzs7tZLSwQsmPP0VKsjFycR5jMj2MjW43di76AVh6FtQFQSD5q6MR7TJSc+Hh4Qthy/Nw6JPEX1grokcbCXxWCqrewS5LEAXO//pEJIuIvQvPYk3XeeyKKWw9XsfozMGNiPrmopHcfuZIsnx9CD7Y/z6s+m/j54seg4wEIsYkGWZ9Hd77IXz2JEy91iwKb3JSEYvW8FZ5JQ5nEmeuL+Mml2Gzq6lelOAwsp19W/geKJRolG0fvEMsHGLW0q/0yiqxaGo6y++eFrciHDCuftGYY/TRzrAn2n//290WvGl2Flw+atBqIDZ/dzuntPoOj4VgwjI4tr4lyKwVWjCGFlKMgvBxi661sPM1mHt7n/qx5uX97PmslAtvn0zm8MERLzpb5NJV/YQXf48zbB585wtwp1Pz4h6CxyeQNvwf2It/a4hYpmhichKioSGrAayxlgLtXX1fVR5rJBJQUKIaq//yLJ+//U+mXbCU+Ze3CrgdvxQeqDMyfJvw2drWkGgep6sJBiiF/Y3UlBzHX1ODKIoJ30+iIQWlKoTXIuBfV4p79gDUqJMHx56rIWQE9wa6KGLeFYnaczWLKpIoIEtiwscNNak5buZ/ZVTPDTuh8aNjRA7Wk3LV2E5FE/+nJdS/cQjn1AxSrhjT364OOClfHYOualjaZXCanFyYoonJ4GH3GY9EGLOk00E+QIcqXkWL4JL/hUAl+CshUAGNZVB3DBqOG9kmzex5G975vvFz2hgYeTaMuQCGzUcQRfJTnOSnOFk6JReA+lCMjYdrWHeohnUHq9le0kBxXYjiuhBvbCsFQBYFJuT6mDksmZnDU5gxbGL8cqqu8pXRX2FN8RqWjVjW6iXoZgF5E5MvGbIs43Q6qaysxGKxdIh+0mSZiBghEo2ABA6vDUXzgGwnYhHRJBkrCuFw+AS9AgOrx4dF11E0DS3BvmiSiu4EBQUxPFCVFlshuiB5jLFo3U2fPE3rKf15D3VdJxgMUlFRQVJSUqfCUXskrxXPwrYp5LqiEdxaSWh7Fa7Z2QiyCILA4ik5LJ6SA9oHRp2xzMSjyZwTjcCFbR8ew18TYdS4maQDlG4xMj0Tvcc2YRvuxXNWfpcp4K5ufIEBZEnknPGZnDM+s1fX7QuZ3j5matYfh5dvAXSYfiNMvjKhw9TGKNK0aw0rr4odRjbP8IV964OJySCweYKIu+xPnJ+3ACE8F8GqsfeFTCarOu6zruSyixIMahokdF3jw2d+C8DUJRdjtfccNRo5VE/DB0eRkmxkf2V0j+17TdbEntsMEKqmUzQ/mynn5LepE1Wytw6nz9rB1qqv2Ip82Iraffe70uDiXxrZmWLbe1hwSwU1f9uLY3wqqVc3CcgTLoWja6ncsIbkGbciW3pfsyxQG0YMxKh7ZS/uM/JwzeiYcTlQ6DENXdUQ7TL1bx4kcrgB33nDsI/pnVd9v4kG4bXbYeH3Wu7lTQGGgkUETSeS/zXsE4fDrFuHtm8mJgliqRf4YuFs0qxORuUY9Xfskp3/nP2fAIi0zGfOu2kCmqbjTrYRC4eJhoJonWWBC0KbmibtWTGngLPGZjCzMDEBe9yCM8kZMw5XUu/+xvPGJHPuV0ehv3OYwPqygRFNzvgezL5twGsVxYu091B7Ze3L+zm4tZLp5w9j3LwccpMcbP/xYqw9ZGUmO628fseCeMF4W9P3fLiTTJNYZRClJoycbMeS0XVdw+746IU9VB9vZNb/Z+88w+MorzZ8z8z2olXvXbLcLbl3bIyxMb2ZjukQQg3hCxCSkE5CSUxLCEnoNTTTjMEYbOPee5UlS1bv0mr77sz3Y1StbkuySfa+Ll2SZt8pu9LMO3Oec55zYTpJfewjcqJoEy0gCUi2zqtkhKbPVumDL5xjcxn1XxdgHBlB2MWZPa9wEuiSrD0PCnLKCYomQU5/jhcborLUr84I+KBt5rbBBvFjoXSn6mtedRA2/A3C0tRGfeMWtfMttxm1nDU8hrOGqwGhRo9q37XjWB3bC9XvVY2eFkuvf63JByA9ysyk1HCmZ0Zy5dAbuHX0rS3bVBSFn6z8CdlR2dww8gbE0yCzPEiQICePIAjExcWRn59PQUFBh9edPic+hw8xoEejEdDXSCheNwR8eDU+vJKAQR9yWvRDCgQC+Hw+RFFE18ai639J8A0NDSU2tm9Bn0BAprLATmxTAMv+3TH8VS60cWZifzYRf00bMUcUT9geJndrBaW59USnjiJq3A0QmdUxoaAX6NND0aeH9mpsICB3aIR8qjhS2UhsiAFzTzZsHju8dQW4aiAuG875U4/bVnwyZX/dSqDGTdwvJiPlXKM2g9/w96BoEuS04qkRE7gkdjV7/X4ezDyfFF0tgVfUIMiluavw+M89pcen0enJmjoTncHAoUOH8fr9pKWlERbWdZBMCch4cuvQRP3wegjVOrzsLWlgT0k9u4vqWXukikVTU3ngbPUZxe72cdlfvueCMhGtAhf/ZGzLXNEdDo+fvSUNVDd6MOokpmdGou3uWizL6vwCnQYtNRFG8Cv4a9ytc/qIC/FvfIUPDtwEP1nNot9P61E0P56cs5MZFmNEXFuCY0t5v4smXr9Mhd2N9lAdgeWFmHKisc1PxbW3mkCd50SmwJM8ICe8cxXkr4KSHXD3lnaft3VWIpaZCWijTMAACIBBgvQTpjKRi6VbKNTUEzDZ0AA6ScdVwzommSSPbO3VN/nSK8mZfx56c8+Vxs9vfx67184NI28g3hLP7KEdeyZ1R0hUNCFR6jput5stW7ag0WiYMmVKt+sZrTqiR4TTWOdGCu0nm/Sw1P7ZznE09xzR99ArxGX3Ul/hwmVX7cFEUcDSC1tinUZkdGLrnNNdpYlrZyUN3xRinhxL2CXtqz7sa4pxH6zBPCGmQ5V6W2qKGynLa8Dr6lvFqKIoyLKCHFDQ6vom4Ieem97t6+bJcWoiWx9sgmW3H9nuVR0VggQhKJoE+W/jeM/y5n4trlrIWwWHl6ul6LX58PUv1WaI3TR7teg1TM+MZHqTn3qzpdfWglo2H61h89EaDpU3klfpIK/Swbubj6GTROaNjOHGaalMSA1nddFqVhSuYHXRas5IPIOM0Iwu9xckSJAfFjqdjiFDhuD1dizZXrx1MVsO7eSCOg0Z8q2EuyUCVRtw71jK1jk+3s80ctOom7gk7ZJTcOTtyc/PZ9myZURFRXHllVcCoMgKHz29DWuYnukLh2C2nXpxpxm728em/BrSoyykRZ589q5Wq+1VhYmiKNQvO4ohKwwxwcIbj67H7fCx6I/TsIYbCL0oA09ePdbZSYg6qdUfWA4gI+KXlZYGjr0hYPfiK3Uwcmgo0SkhRCSYYfyzJ/o2e4XX5efbNw5QcriW6/8wrd0DzL++zyMz2sLUjIgWT+WB5hdLdvPmhkIeWTCMO2b1MH9qzarQ4ayCK97onQ2aVmyqCgJfmQNp8o/UapXJwSzhIKcXGlng3OqrCXXGsXtHMfXDzTSHC2a7duD2nVrLDUEQuOD+hwB4+eWXKSws5IorruhWNNHFW7CPiMCrEzFVu7r2zD9RFAW++bVa5bfwVbUi4yQob3Dz7IrDrDxYSXGdq5PdtUbyvz1QQXGdi2OyDqMicOcXu5kxNIrpmZEkhZuIserRNIkh63Kr+GpvGVsLa9lfaifQxvc/JkTPby8axbzhMTg2lmIYGt5qQ3J4OXz7O7j8lfY9KNugTbQQ88D49tnD1lgaLv8G/eLtiAKYusjS7Y7olBC8OgmXXkLTX8FJoN7p46mvD/LZrhLqnD4mI/E0ZtyHarCdm0bMvWNxbKvAMHRgLNc6xV0Pb1+lWprpLHDJPzoIVJrO/ne9Dtj4Ikz5cbfPm0GCDCamUCsVfj9utwWP04++l70eTCE2TCGdCL+Hl8P2N1Tbvyl3ArAkdwnlznIuzLiQeMvJVWi4XC6++eYbtFptj6IJgDbG3CHwfzrSbJ/V0/302PkpDJ8Rj+0Een60JSXCxIXZ8QyP62h1Jlp0aBMsSGEdr+X+Cieew3XoU7sX/ademonL7iUmtW92jdXFDt77/SaMITpufmJGn9btib72VAQwjYtBnxGKqB/45xxPYQOBOg+6BEvnc0iQ04KgaBLkfwNjmOr1O/JiOPcJ2PkOOGvB2sZixFkDpu5LCQVBaLH0unisaulV5/SytaCWjfk1fLO/nLxKB5/vKuXzXaWckRXFA3PH8Kupv0IraoOCSZAg/4WIoojB0PEmM1BTSdSRRtxyIk6dA01yMr5d+YilpdgO+JGMeioyHZ2uO5iU5R7CVVlOWkoKkdHRLcdTVdRIXbEHR7Wf0Ehru6qDgN1LoMGLaNKg6eQG+6SRZXj/Bmgsh6vf7XBt3nzMzl3v7SEt0sx3D87u//13ga+okcZVRTjWlRD3i8mExZmoK3dSV+HEGm7AMCQMw5DjAjn1RTiem86nvonIC57i2impvd6fa381dR/lEjE0jKE3jTrp4w80eBEMEmI3mVxag0T50Xpcdh/FB2tJHa0GGWsdXn7/xX4ANj86lyjr4IgmOUlhvLmhkBdXHeHaKSndZ9eJIpzzOMx8ACy9z2qMuG44kk2HqNcAYWofhCBBTjPcFQ4urJ0DwJpUiaiM1v/xo2YHa/Ne4IysX5+io2tPUlISer0eq7V76wnBqGHjvlocdR5sIyP7XzQRBDjwBVQfhuJtkDXvpDank0Te31LUYneSGmFiZIKNkfEhTEgJZ1xyaMvY+SNjMd4wnjfWH2XroWqcxR62F9fz3Le5hAYEXr13GjlJ6vg1uVW8tr61YjXOZiAh1MjRagehRh3ZiaF4i+zUfXIEQX+U+F9OQSjdAv+5AXwOtTrunMe7+AiETu1WwuPN3PTn6bjsvhOuKNXFmdHFmduJRSdDUa2TG1/ZTG5FIwBaSWBjIMDG7FAuvWIkgiigGDRYpscPXhWsoxrevFS1xdTb4Nr3IXlyt6soioIA8MalcGwD+D1qP7MgQU4Dxk+dwbdb1hLwBRD9LsCIX/azrXyb+nrMeKQmm7+S3Dr83gAxaTb0xi7uv6pz1aRUUQOooklAUUV8jaiuc7jcTlmDm9QIM0nhPds/1ZWXUXk0D0t4BNa4BLKzs3uV3FRX7qSqqBFruKH/ei0VrIOCtRCXA0PO7p9t0nt7rvC49slhiqLw0Ie78PhlfnfxKEIMnYteJXUuluwoJsqiZ+GEJManhDM+pfNYl2VKHJYpnVuZmcbHoE+zoY3rPkktLqNvlsHNSBr1Wi730Nh+sJDMWqQuejv2N/bvjuHeX0PopZlYgqLJaUtQNAnyv4fOrDapb0vRFnjtQjjrV2ojWLH3mcChJl2LpdfPzx3OnuJ63txQwAdbi1h9qJLVhyqZNyKNB+e3Np8qd5ST35DPlLiesyWCBAnywyRpewnZRy8mJzELh0Phk00VTKo5hgUYvVXDQofM2ow6ODHHpn5j+b9eoCL/CJc+/GvSxk5oWR6ZaOH6P0ylrtzZwabJsbG0yzLufkEU1Z4SrlpVODlONDlYZgdgaMzgesEKBgnzpFgQBUS9hvm3jcJo1bU00uyU4m2Y/XWMUQ7xXnljn/aniTCiiTF1zPyqLYDCDTDsXND3/jOoeGEHgXoP0XfldOmjKwgCs68ZhtGqJarNmI351QAMibYQZR28qqOLc+J54btc8qscvLImn3vOOu7/7egaWP+CmkWu0atB0j4IJsAJ+zcHCTKYrFhzGFN0AJMoMDHCSAQKpU2v+QQItZweAQeAs8/uXWBJlhUmXZBGwZ5qEocNUOVAwnhVNCk5MdHEF5Bb7LHCzDp+fu4wUiPNjEsJ6zJYBWDQSswbGcu8kbGU1rtYc7iK7w9XUb2nhil1ULSujOwrbAiCwJnDonH5AoxPCWOcQU+EToM+1YbHH8Dtk7EZtXjqvOjSbGhC9QiOEnjzclUwSZ8Nc399Qh+NEPBiKloGMaO6rFTpDkVR2LemhN0rizjvrmysnTTi7S0Nbh/X/HMjhTVOYkMM/PnyMczIjKTR40cSBYSmv8GXe8r46zeHGBkfgscnU1TnpLjWhSQKxNoM/PWKHIb0171B7VF4+0qoPACmCLj+Y9X6sQsUv0z9l/m49tcQc+9YxCl3qqLJmr/C6CsgcmD98YME6S3Jn/4G37FjiGe+DbHheAIebvn6FgC2XLcFCVWgWP7vvTTWelj4yASc9UeoLS0mYegIolPb2CI1N0iXWivWAk1N4SVB3c6Lq/L4cFtR76qGgfztm/n2lX+QNWUGF/zkYS65pHdV+QV7qlnz/mGGTIhm3q0nn2wEqG4lq/4EE27pZ9GkudKkb1a4giCwZHsJ3oDMQ+cM63IeOlrt4IllB8mKsbBwQtIJH6c+JQRS+kmA6gRbtIlbnp6J1MfPAaDi7zuRXT4irhvR6b28r9KJY2MZklWLddaJfwYDhTbWjOz2D5pIE+TEOD3MqoMEOdXsfFd98Fj2ELx2PtTkn/CmRiXY+NNlY1jx01lcOjYBQYCv95Uzf/Fqbnh5Ex9sy+eeFfdxx/I7WFu8th/fRJAgQU43/KKGhoBCo6wQFmdGkj2n+pA6EBYbT2RyKtpOKl5CIowkj4josFwwaBBDdAiGAcy9sDRVAtrLOrx0oFk0iR1c0UQbZSLs0iEtjQHNNn33gglAyXYAdsnpLcfdWwwZoUTelYPuzCTkNnYtvH4hfHw7HNvYp+3JHvUhVuzh5jxlVATRKSHtytrXH1FFk6kZHf8fBhKNJHL/XFUo+dvKIxRWO1tf3LsEXr8YDi6FNYv7d8eNFfD1L+CrR/t3u0GCnCDHFC/HKo9y2F2O/ogL156qdq/rumnCO1h8/Off8NyNCzmydVOvxkuSyJAhocyelQBNfu39TsI49Xvx1j6verDMzllPr2JDXnXLshunpzF7aHS3gsnxxNmMLJyQxLNXj+XWEQmICIS2adg+MTWcxy4Yyflj4tGtLaXyxV3UfZ6HXiNhM6r70aeE4Lo8g7DLh8DKx8FTD/Hj4Kq3VcG4B+q+zKfs6S14i9rMQ5/eA/9ZBFte7vV7aUbxy/grnORuLqO62MGeVcV93kZblu0uo7DGSWKYkY/vmsasrCgkUcBm1LarMHxrYwG5FY18sqOEZXvL2FPcQK3TR1Wjl30lDcTaWu9lthyt4XB53+bddqx6UhVMrPFw07JuBRMAJAH34VoCNW5ce6thxEWQcZYaVF760xPqRRYkyGDTtnIsPN5MRKIFSSOyf/W3fPvyixTs3tF+hUDTtVtsPU/9stoPornSpDn3yi/37hywhEUQnzWcsLiEPh27yaYjI9XK8CO1lD6xuU/rdommSQwKdLRiPhkSQo2MiAshOqR7sbm2zMGRbRWUH21oWdYstHi7qc7w+Draf/kDMi7vwFh5Fh+qpfhgLd4+9gIRRQGDWYv2BOyw/FVO/BWuLq+tgToPjWuKcW6v6PU2PUfrcWwtx1vq6PPx9BXb/FSi78jGOPLkrEODDCyn/u46SJDTgXOfhOhh8PWv1PLLv0+Hs3+jZhT0oeqkLSkRZv5yZQ53zs7gqa8P8tXeclYdqmTV4VKMcQa0IRIbDhiIlOxkxVio9dQSogtpubkIEiTIfwG1eXxnSmJ74gr+9Ys/kDftKJ7TLF/h/CYP+r5gnZGAdUbfHmT6jCVGDVY0drzRba40GR43uKJJVyiKQk2Jg4iETppjlu4AYLeSzsEye2sj3l5SklvHZ8/uJCLRwlW/mKQuTJ6qZsAWboDMub3eVvxjU1C8AQRt3x9M1jcFDaemD65oAnDBmHje2VTIhrwaHvl4F2/eMhlh9/vw8R2gyGpgavq9J7UP544KnLuqsM5IQJ9uU+0m1j0Hgogz80o2bdDh8wY4+6aR/fSuggTpPbKsoIgR5Ox6ga+mavHNfpFQrUzdq61jmjN6TyV+rxevy4XX2ftgQ/2yo7j3VRN6cWaX9iAnRcJ49XvxNjWw0svr79aCWm5+dTP1Lh9PfXWQ9380tV8soWZfM5Rhk2OJzVCrTPx1HkSDhGjQoMgKkk2PFGHAPKHVQlhRFH75yR7e2ljIe5dFMmnH2+oLC/6sVtD3An+5E3+lC09ePaX1XjYsOcKQlMsYx3uw6z8w9zedNpLvCl+Zg4rndzDeqCF14RCGT1f/dl63H79XRquX+hQEu2JiEia9REKokThb1zYlf792POvzqjha7cSgEUkMM5EYbkSWodrhwdokZimKwmOf7mV/aQPXTE7m/+YNw9bL3g0tnPM4BDxqJY8tscfhgiBgm5cKooAhK0z9Xzv3SfjbVMhbCXs+hNGX9+0YggTpZ1Yt+4LEYbegt+2FplizQOu1TaE1AH3BPTktP8cOGYrf5yM8/rj7/2bRpE2liV9RA+fNNl9SUxKO3EvRZMjkaQyZPK1XY9utNyGGlDgzFc9th/6ye5IGRjT52TnD+Nk5w3ocd2RbJRs/zWPE9LiWfiF6rYjd01qt0hnH23/tKqrjwufXkhBqZO3Dc9qNrf/qKJ78eqwzEjCOah/ADzR6CdR6EIwatN30Vfnqn3tw2X1c+YtJRCZ28jw0AETeOArZG+i0FwuAJtyAdVYiUkjv+3Y5t1Xg2FRGyNkp6HqwJAvyv0EwOhskCKg3tRNvVbOBPrkbCtbA0gdhx1sw/4+Q0vdJu5khMVb+cf0E8qscvL/lGMv3lXO45HI8NVN57kAZzy0vIz3KjCHhDWoDB/n55Ee5IHNBP765IEGCnCr0nloEXyEXeodT/Mu1iLFnQM2aU31YHdi7dy9LliwhLS2Na665htceWYscULjsofH97zHfW6yx6vfG9pUmAVnhUHlzpcnAlYsfj/twLZooY4eGtwG/zKfP7KDkcB2X/Ww8seltPH0VpaXSZB9p1Lt8lDW4uw0Iddivw4cggLntDX/yFLU3V+GGPr0HQRAQuusJ0obKY3bytlcSkxaCJc3KoSZrscmnQDQRRYE/XTqG+YtXsza3mq8/e4/5O+5SBZOx18MFz4B4cgFj96Fa3Puq0UQaVNEkZRoMvxD2f0rFZ/9i74GLkbQic66XWywEVr93CJNVx8g5CWwvrmdXUT0CMDwuhDOyovrhnQcJovLli7tRrD+nMuYDUOpYubqOxCQ9zWFcvwSVA1Wp0Qfm3XEPsizznyWf8vW2XVxzzTVERXV+LjTWuinPbyAs3IA2wYIwUE1XY0apGdDOKqg/BqHJPa6y8mAFd765DZcvwLjkUP51w4R+66EhCAJxmaEAKL4A1a/txef0E3PbaLSRRsIuHYISkFvsqLzFjdhXHcNoEVEUsH/1R/Xal7UAkib1er+WmQmYJ6re9DuXHqXqWCNRiYmq7ZSjAo582yf7soDDh6CX0MaYyD6r1fZk7+oS1n2Uiy3KyLW/mdKnRrznj+m5YbTNpOWcUT2La05vgIRQI3tLGnhzQyHf7q/gr1fmdD2HyTJsf10VNy5/RX02NITAZf/q9fEDHQKORGTAzJ/Cyj/CVz+HtFlgCc4PQU4diiuA3hxPSVI0lkaZ3hqUjp1/PmPnn9/xBblZNGkVJZsrTbSiukxsun4GTqDaqqysjFdeeYWQkBDuuuuuHsdrY0zEPjyx5Rp60gyQaNJbrBEG4jJt2NrYT+ma3luzMNIZLfZfWnVsc8VJZ+v4yp14jzYQGNvR3ta5rYL6pfmYxkYTfuXQDq83ExZrxmD29rliJBCQ2fplAQG/zKTz0pC0vf+7dWU13IwmwohtQVqfjkcTY8IwNAxNNwJRkP8tgqJJkCBtCU+DGz6Dzf+EFb9Vg131Rf2y6bRIc0tGwbEaJ98drODbAxWsO1JNXqUds+0goraen75VzOsx65iaHsGUjAjGJYdhOIGs4CBBgpx6UguXU2r6Blf6XSh2GYTTq8qkmUAggM/nw+9XH3Kc9V5kWUE8wUq7fqG5L4W9vN3io9UOPH4Zg1YkuRfNJPsDJaBQ884BZKefqB9no09uFWskjYjZpkPSiLgdxwUt6wrUviyiFk/4cKj0cKDM3ifRJLKggUuzbFjmtwn0JU9VvxdtAb+31TqgH8nbUcmWpUcZMiEat6w+KA6LtRJu7v999YbUSDMPLxjG0hXfctbuX4Hsh9EL4YJnT7gitC2mcdFoIo0Y29rRzfsdHPqK1LrXmDF9LtbRU2lOxnQ2eNm7uhg5oPDElnw2OVttw26clhoUTYL0KxEJZvJ3FjN0/FUMEwSW1fpw2DRE59RTvC+EWotApf3UBHTaYotWxe66+npcLle3DcJ3fHOMnSuOkTwyggvuGTtwB6U1QMxIKN2pWnR1I5qUN7j523e5vLWxEL+sMCsrir9fNw6TbmAemX3VbpyVLgLeAIe2lDPynFSAdsE+b2EDrl1V3Do9nvcNEtGeo6rB9hn/16d9GTJCW34eNy+F6BQrIZFGOLAQNr4IO9/uk2hiHBpO/K+novjaZzrLsvr7uPkpPQomdrePPy49wE/OHkK09cT7oXSGWa/hpUUT2JBXzcMf7uJotZOr/7mBu87M5N6zhrT0qQGgrhA+ugMK16m/j14Iw87rv4OZcb9aZVJ1UBVOLvtn/207SJA+UpnkpHy5AQ8aUju5Rnd33e6UQEfRpLkRfHMFpKaPlSbtNh8I4PF48Hh6Z3EsaMQOCU4nRYtocmoSE4ZOjmXo5Nh2y/TaZgGk9/ZczRUnbl/HdULOTMI8LrrTZu+iSYMUqkc0dj8PXvLTcd2+3h2bP1et8ceendwn0WQgsE5PwDp9gN0UmmhcW4xjSzmmsdFYz+i5mjHIqSEomgQJcjyiCJPvgJGXwrbXYFSbMuqvHoWqQxA7Ws1cixkJEZl9znBNCjexaGoqi6amYnf7+GZ/OasOPsO64q3YXXFsPlrL5qO1/H37q2gNNQw3XM7MjBSmpEcwNjm0nTdlkCBBTk/mJJ/F/mHDGJs2EV+dnt0xJrLJwxhopOaABakxnSzTWaf6MFn5+j8py8vj8nMuJHmEaj101a8mEfDLGEM6t7Jw59bh2FiKNt5CyJkD1FjP0nmlyab8GgCGxYa0lPsPNHKjF02MCX+lC11Cx6ym2dcNY/SZDuIybO1fKNmhfo8ZSbo1nP2VpewraeDMob1vVO6vduMvdyK29QiOzAJjOLhq1EBg0sQet+MtacSxqQxtrLlXFjgpoyJoqHKRMjKCtwtUa65Zp1gIuHFKEou2vYhU3QjJ0+CiF/pFMAEwZIZhyGxtRB0IyIi2FIRZ/wff/p7sorvhwvUtxtwGiwbXWBv7d1WxyekjzKRlakYEkeU+ZmqN+LwBtLrgXB2kfxh/Tiqb/3MzSujvEIBzrx+GzlBPhMvBq1O1vBoawij59BHlFy1ahM/nIzQ0tMsxMWkhGMxaRs8ahOBEwng1MO5u6HJIRYOb+YtXU+dUA2OXjE3gz5eNQXcCzWl7izbGRMWYKI6sLmacrWNfEiUg07imGMPQMMLnpnBPmMgFn/+ByeZy/h05hhM1QDGF6Mia2DTH6q9WRZMDS1WR3xjW/cptEAQB4bjr3PhzUhk3P4U2Dj9UFdnxOPwkDG1zjZUV7n1nO98drGR3cR2f3T2j36p52jIlPYIv7p3Jrz/dy/tbi3ju21y+P1zFyzdOVJMA8lbC+zep86nWDHN+AUPmn9Q+FZ+MY3s57v01RFw/AkGjhyteh29+DfP/0C/vK0iQE8Vj8hO15zdENYDp5mcBujz3Vry2j4YqNzOuGEJUV1n9LT1NWp8Zll66lIAcIMygnvPN/f9629Mkb/tm1v3nbeKGZHHG9bdyzz339Gq9nd8e48D6UoZOjiVnbs9Vhb2iWTTx929fypte2URelYMnL89mUlp4n9ZtFkA8nQggzRxvz9VccdJZpYkuyQpd/H3NE2IxT4jt9LX+QBQFRp6RgCQJiFLv5wAloODaU4kgiRiGRyB0sq6iKOBXUAIy4kD24TxBAo0+fKUOAmmnX8/TIK2cPnfXQYKcblii4IwH2wdkjnwLh7+G75+GD26CFybBE+nwnxvg0FdqaXcfsRq0XDI2kcVXjWfjA7ex8sHZ/OnS0ZyXHYoh+huk0HXsrFnP4m8Oc9VLGxjz66+55p8beHbFYTYfrcEX6Ce/ziBBfgC88MILpKamYjAYmDx5Mps2dd9s9v3332fYsGEYDAZGjx7N0qVLB+lIwaQ14rUkEKW3YkNLXm49sl5Ca1aD3x7ZjE489V6pFUfzKd6/G03AS0iIWkERFmsmMtGK1EVpe6DOjWt3Fd6j9QN3YCHx6gOY0v4ad8WEJF66fjx3n5k5cPs+DsmmJ/qObGJ/NrHTm3KdQdNRMAFVUI/LgaRJTMuIYEZmJCPj+2YpZpuXQuQto9C3yRJGECBxgvpz2a5ebcdX5sCxobRD8+iuiE2zcfZNI8maFMtjF4xg2f0zuW5KSp+Ovb8RJA3SpS9CynS46i3qvAMnmu385hifPb8T55i71ICrp17toRJQz99Hl+zh2dxSlpt83Dw9jdU/O5MXrhlH0jEvBz45iqvBS73TR27FSTQhDjKg/JDmE61eQkHH0no/mx0O5E+P4F9eB0CEDAF3PDp6H+weKMrzctn+1ed4q8pJTk5Gp+u6Mm3IhBiu//1UUscMQgPUeX+An+XD+Bu6HBIdYuCCMfGMSgjh7dsm89crcwZUMAE1UDlp4RDO/tkEhk1tFbObM70FSSTmgfFE3jQK0ajh+ikppEaY2eiI5YmvDvZ5f/4aN40bS3EfrGldGJcN0SPU3h17Pz7p9wRNYkpTkLS+0sWnz+zgy3/spr5SrchTFIVfLNnDdwcrMWhFHr9kzIAIJs2Y9RqeXJjN89eMxWrQoNeI2AwatW/VG5eogklcDvx4PUz9cZ96u3SGIivUL83Hvb8G96FadWH0MLjmXbBEU3K4ltcfXce/HljdLvO+rtxJXbkTpc2yI5WNVNjdfc/+DzLo/FDmFFmR0fhqMLprWsSMtj1N2lJRYKfkcB0eh4+lzz3Fiz9axIF1q9sPmvd7+HkJzGrtkZhgSSA5JLm1EXwf7bk8jY2U5x2mpqQYrVZLREQEERE928M21nqoO9aIeLAG+/f94xaCpknQ7md7ruI6FwXVTvwnED9qaQQf6IU9V7No0pR06wsoBE6g4megEASB2dcMZeaVWej6IGwo3gA17xyk+s39XTeCr/dS/Mu1lPyub3bGg4VpXDSRN4/CPHUA+rkF6TdOP7ktSJDTmQueVZv6lu2G8j1QcQDcdbBviWqTcn/vglddIQgCqZFmUiPNXDUpmU2lL/DW3g+ZOPR6NubXsf5INVXOetYdkVl3pBqWQ5hJy4LRcVyYHc+k1PCWm58gQf7beO+993jggQd48cUXmTx5MosXL2b+/PkcPHiQ6OiOmfvr1q3j6quv5vHHH+f888/n7bff5uKLL2bbtm2MGjVqwI/XNHYsvp25bHX4kUMCzL1pFGHOy5GGTsQ1wkK4JZFxQwYhWNQDUy69kjFzzyE+q+dmhM3okkMIvSijy8Z7/cLwC+AX5R0q+SRRYN7Igct46g6xF5UD5Ucb2LemhFlXZyEOv0B9H8A1isK1k/suOuzYXY3fJzMqVI/N0iYAGTVMFfErD/RqO9oYM9Y5SWhO4G8mCALDBrF/TLckjIcbv+DLPWU89OFm/njp6F754PcGRVHwHrPjKWlk+9eFuB0+jh1sYOglL8FLs6BiH9TmQ+QQzhwazYfbivn9RaO4YqJabeXzBsicEI29ysX3uVXc/9luxiSG8uGdJ94XLcjA8EObTxRFYUt6LZmV/2Za8llQlwWSwKElMUwDOOs2Us/o/TV8oMjfsZW1773BqDPPJmV0TrvXAj6Zgj3VhCeYCW3yZtcZNfirXNR+dBgEiLptzMAcmK5rK8eArLRULf7y/BEoKANa0R2o91D9zgFs81LQp4ciCAJRya0Zvq5GLx89uY0hE6KZdEF6q1WX14kO+P3Fo7nu3xt5fX0B54yKZVpG7+8jnDsqaPi6AH+ilaSMULU/kyBA9tWw/Jdqn6wJN/e4HUVRqH5tH1KoHtu8FMRuGqybQ3VYm3qjabQSiqLwu8/3886mQkQB/npFDqMTO0k6GADOHxNPTlIokiggrXgM1qlZ9lvDFhB50fOkhPXPPZmolwiZkwwC6FNCUBQF2a+02M5EJFhw1LjQagOIooDbF2D1oUq2vp9LSJmXSRekMfE81Yf/wde2YSxyoTFpeOD2seSk9i0jPcjg8EOaUwwNEvumjcVusJEZr94/aUQND4x/AGjtQwIw7dJMvG4/4fEWXPYGHLU1BHzH2VRJmh6FxrkjYoi1GchOCu3VMSaOHM0lDz2GMaRv954jZ8STmGRB+ugw9aWNWGf2g+VR2iy4+as+VeH1huNFja4oOlDDuo+OEB5vZu6NIwB45aZJiIIqCHfF+WPiGZVgI8yk67Afr1/G2OaZxlPYAAEFbZz5hCoyfJ4Anz23A41W5Ly7slt6/w0oioI+3Ybil6GLChVB07Q8oKDISq96bFW/vR9fiYPQCzMwZA1sMoo2yoQ2anCspoOcOILyX5a20NDQgM1mo76+viVjNkiQASPgV/ue7P0YbIlqdhKoFScFayDtjH7dnT/g57JPr0QIhBLpuZpteQo1jtash9gQAxfmxHP9lBSSBsnrP8h/F6fzNXTy5MlMnDiR559/HlB9s5OSkrjnnnt4+OGHO4y/8sorcTgcfP755y3LpkyZQk5ODi+++GKv9nkyn8eX+V+y9/WDGEvHkJ5lZMakZNx7ViFX7GVnfC67ozTMmvwTJsRO6NN2B4Ly8nLy8/MJDw8nLSWDgxtKkbQSw6cFM19cB2rQp9t6JZgEfDKv/XwtLruPebeOZMiEmJPe/ysPrcFZ72XhIxOITmnzP1i2R+2ZEjsGQgfIIg1wN/pwNXoJiz2FVVFVh1X7h5gRLYue/OoAL3x3BKtBw9J7Z/bLnOctdVDxzDbQCBhuGc3+zeVMv3yImoyQuwI5IgsxrPWzLqt3E2vrXIQqq3cz+/GvuM7fwNyh4ZiGCzTEqE2b46u8aMsKiIh3Ydd5qbB78DgElGItohZ0aX7q49S+NXE1XnSlhYTHOHGavJTVe/C6BORjWkQN6FK91CdMV8fW+tCVFBEaaccb4qOkzo3PA/4CHZLUNDZ+CogSsfU+9MVF2MLsBMJ8FNW68XvBV6BDFECf6qUhfiKKpGNMko0QQ9dB0e44XeeUH9p8oigKm596hOXlyZRHFnPNjGuJ10o4brgYgHezzsK96Hb+fPkAiQ69JHfzBvat/hZiEknPGcfw4cORJPXaWXK4lo+f3o413MCl/zcOS5OA669xU/bEZtAIJPxu+oBWHKAoarawRo/bF+DZFYdZtreMpffOHLT+gbUfHcaxqQwpwkDsT8YjHBdc2vxFPps+yyd+SGh7j/jtb8KXD8G0e3i09jw+3VnS52tf0cpjVHyWRzVw5uMz0DTPa84a8NghrHfCfsDupfQPG0FA/Zv1ECBzNnjRGSUUUeChD3fx0bZiAJ64fAxXTBi4+atbCtbBWwv5OvY2bj80AVEQuCgngbvOzCQz+kSNzzridfv59vUDiCKcfctI9f+7eCuVf7sZneBiXcw5PFi5AIdX5jyHliyfxPk/GkNGjmqHefNTaxif68UlKOyMKub+iZnIxjiqZYWhcQbSTAfxN0B5mZfSBj9OQcFokTFYFJTGKDz6OKr9CpkxJjKt+/HboaLUR2m9D4eoYDDLGK0KNEbgNiZS7Q2QHmtliHkPAYdAVamPkjofjaKC3iRjClGgMRy3MYkaT4CUWCtDzHvBDVUl6li7oKA3KphsMjTa8JjSqHb5SY61MiTejiYm44Q+y9N1PoHBn1NO5rP49r2PydoeyRFLHVMfXNBtdr/P66H00EFCY2JRFBmP04k1MgqjpesG3G6/mxd2vIAkSNwz9h6kPtqYH099fT0HDx7EZDIxatQo6iudNFS7SRrWKiDWljlorPUQEmnAatZS91keSALhl2ed1L7bUXcMqnMpb3Dj9suktLn27i5uwBE+Ar9eDbLrGkvQVgoEdCEYMm2MSgwFwFflYte+CnwmLT/+ci81Di+f3z2dTJcaktWn21qEcn+1C3+Nm9IyJ0vfOkh0aggLH55Aw+5K6itcSIkW8kRVeNHYvQQK7HgEASEtBJNQS7jGRYySTH2ZEylGR4x+H4te2YRN0fHQ+GxEjYAj1IlPDGD9PhypEfLHReEK1xKv3QPAqIQQKg8pePZKBDQB7OPs+IyRNOoy4EAtiAJhMQfxuQXWf6ReN3/8IBTXu6l1+PAbwnGEDW/5nGxFa9HUakiKNGJJUOf6knoXtSUyrnoLjsQ0pHj1ecN6bAPePIlIq57U8WoCV1mDm+LDAfwOM+7UNKREdZ+KrNB4rJGMaAuZIyMQJZHCaieHj9Tgr/Eg2XSYLFqMZdXonflUeSDWZiAjVSRQK1Bb76PI7aHCPIrMrZUYaz3UTwE5XK3KTIs0YWkSqKodXkrq3NTHTm3pVRo4uB/BWY8lLEBmvLHlnrnW6aWo1k1DzCSUJjHSWJ+LzlmO3wsGn5GkKA0ap4hT9FHgdlIuD0fQ6QmXBAz2EtCX02gXsWn1JIVr0PpE3IKffK+Dcv9Q0BmJ0Aro7aWIunLsjQJWjTpW7xNxE+Cov5Fy7xAUnYlwvYS+oQxJW0qjU8As6kiK0GLwiXiFAPn+RsrcmchaExEmDfqGSiSpCIdbwIiW5EgdBp+ITwiQF2ik3JVOQGsh3KRBb69CIxzD6QW9rCM5SofRJ+JHJk+xU+5Ixa8LUcc21qBRCnAGQOvXkRKpw+QXkVE4QgNljcn4daGEmjQYG2vRKgU4AwqST92uxS8iaDTop804odO5L9fQ067S5NixY1x//fVUVFSg0Wj45S9/ycKFC0/1YQUJ0jmSRvWSP95Pfu9H8OEtkDkX5v8RooZ2vr67AQ58Do4qtTTcWdP0vVb9PuRsOPu36lg5wN7FQyiMsGAUJF5OSMQ2bhKbfal8eNDPsr1llDW4eWl1Hv9ek88FY+K4Y1YGw+NOr5vKIEFOBK/Xy9atW3nkkUdalomiyNy5c1m/fn2n66xfv54HHnig3bL58+ezZMmSLvdzfKPBhoau/c97Yk3xGtZGbeVaYSWWxvuo/zwPf/khXOs/4sBFXl7Vmois3ntaiCbHjh1j2bJlDBs2jNjwJFa9cwhJK552osntr28hwqLjp/OGEmnp6P/e33gKG6h+dS+iRUvsTyf02ARR0oqMm59CbbkTa5ge5ECHSpnyBjef7Cjm+imp7bK8OkNRFCacmYjnmB2j4zhbgNhR6tcAcmR7Bcv+sQdXiMTChyaQEnGKhJPlj0Hucrjs3zDiQgDun5vFuiPVbC+s4/73dvDe7VPQdGEn11u0sSZ0SVY0kUZCwgzMvKL1YXuLZiw/f3U3/74hQg1SKkqXggmoD2MvKj4yNakouQqGomu50KMGQt5SQkgRoE74lnj9c8QAB11zMQv3A2A7chWjvS8B8IZgI01RqGU9iYYniALy3JPR8Ut1P3lXk+n9BwCvSqFkBmRq2UGy4TdEAMc82cjy75EEgdijNzLS8xQedPxbF8pQr0wtB0gxPEIYUOodhsv/JDpRIOboHUz0/oo6rHxy1/ReZ4f+EPghzieCIOB22JjsG0GgIoNdb5VxLNFI8xVgduN2lnTiUz7YZE6cQuLoHP70pz+xLTePX/ziFy2vWSOMmEP1pI+LQmxzrkohOsKvGopo1al9MAZKM9n8L1j9FIy/EWY/zKMf7+HDbap9y5d7Srlk7OA0YQ29IB1FVgg5K7lTsWHc/BRsUUa0+vbzg2vvaozeRlBkfn7ucM4bHdcimCiKwrEaF8kR3QsoUZNiKW7wYfQGWgUTAFO4+tVLBK1I2OVZBBq9PQomoPZQAfjtZ/v4aFsxkijw+KWjT51gApAyDe7bSWS1xGzhMCsPVvLx9mKW7Cjm3NFx3HfWELJiug4M95by/AbydlQiAOMXOIhIsPDcgRACmqncL7zDgurXKJIreSXkZmKmJzBxaDRJaa3ZzYtvHM/aT46wpmQnr/rupXTtZ0ARO+p9FGgF7gi/GKf/ShT/9RgCx9hoj2Wq5XVGWz6mwP0xEkXsrvdxBMiMuQSX/yJk/22YAlVssMcywfwfRlvfId/9H8I4xr4GH0dkyIhZiDswF7//bixyNesbYsg2fcLokFfJc79JGHDI7ic3oJAacyMBeSw+34OEyLWsa4hipHEZk23/IM/9MmFIHLT7yA1A4gU7sJ73QBef1g+TwZhT+nM+kfBQ7XPjqdDgcfq7FU2+fP5pDm9cx4yrFjH5kis6H7Tpn1C8DcZcARln4va7eXXvqwDcM7Z3vUi6o6qqiqVLlxIdHU1KfCZv/WoDigJ3vTinZcyu74rYs6qYCeelMvmCdMKv7CL2cjLs/wy+eoTO0qFGA9d5H2GNPBoRmRvE1dwiXwjU8ashOl6+ZTIAjk1lxKwu4m081KDe1xskkap/7wQg/ldTEEzqNdW5vYKGbwqxjIvm/LuzMZjVoHv9OwcQZNho1vETh2q5ezU67sJAoVfmt6sP87b1dnaEzMFY/yMEr8wGDVyquYS3dNDoP5e6LRMp9sqEal9itHEVX3pvIl6+hGMrSzkm+5kfs6jlvR2o/yPp+jHISj6jv72PJYFpvOy+j79JZjyyQoZpEX5FS0joRAKKBuHN1SQCicDXgfHc7vtpy7b2aX9Nje9ZGqjFYrhefc9Amf09YrUSX23N5Xc6NwCbNH/E6/8zfkWBfReCoBAL1DqewyrZWLbnCL/XqmMlBR6oN5IHpC4+A50ksmRHMRs/zWOaR8tWnZ8Gk8xizGiFar6rTWA3IglRN+HwP4RPGY0usIE8u5m1+gC7jAHu2/IcZ2nWdPhbRzR9DXG/jq8pnP6w3UUgEE6IVMq4qNbPLqzpa4z7nzSgPkP9UfNPrtF8x/vVT1DvH8LskCVYxbFohHJi+Zh1NY9TK8qcG6IlDJFo3a/5uv5qtnkmMC/kG4ziAgzidhKFV1lX/VfsgsIsm0QcElG6x/mu/jy2eaZxlnUFFukcdMI+UqVnWVv1N9wojA2ViEciUvsX1tpnsNU9h1nWFYRK56AV8sjQ/I41lf8mgIISKjIGDRHav7HJMZotzgVMt3xLpGY+GqGYYdoHWVPxFlCJ2yYwUdAQpv03OxwpbHZezCTzKuK0c5GoZqT+Nr4v/wCopt4GMwQtoZo32ecKZZ3jKlym70nWzUGkntGGRawq+xCBWqw2hTmCDpvmfQ57BNbbb8BuWEeGYRaiUEv8IBTzn3aiiUajYfHixeTk5FBWVsb48eM599xzMZtPve97kCC9prFc9eLP/QaOfAc510D2VWCKBEkLEU0ZNgEvLLmz6+1EDmn92e8h217Dh+4G8rVawvMXAzAFkMPj+e30K1kd/yPe3FDA94erWLKjhCU7Slg4PpGHFwwjYhACjEGCDBRVVVUEAgFiYtrfqsbExHDgQOf2RGVlZZ2OLysr63Q8wOOPP85vfvObkz9gQN/gJrVSIeCz4tK5ETIT8R1VG2pHlIvExCrY2zb3PkXUlBQhOxoZlpVFcnIyklYkPSeq2xJm2RsgUO9BkEQ04QNo0fXNryF/NZz1GA3x0/h6XzkAPz93ePfr9ROKN4AUpkefHtqjYNJMS+PJ6iPwhyEQPRxuXwWCgKIoXPmP9RytdiIKArfOTO92W4IgkJlooXrlMVx+GeuIE7cOCdi9CHqpVxUzzfit6nu2O3wYBqPUvjOKtsLBL9RsrjYJCFpJ5NmrxnLuM9+ztaCWF1cd4e45Q7rZUM8IgkDUj7M7ZLp/vbeMu9/Zjtcv8/TXB1mcUwJrn4Fr3wdDe1sZRVZQvAFEvUSy4U1K7DcSoTVQq0lmWJgagFMatDgcLkItGmqNQ6hz+KgXTSh+L5Lgxa5JZlh4U7CuUYvD7sRqFqg3Z1Hj8FIthmD1eREFH4VSAsNi1bGCS4OjzonFJNNgzaK60UutFIrB70UjBDgmxpEVY8Un6BA8WhweJyajH7ttKFV2D/VSBBqfB5+sUCTGkBEdgkO0DFoG/mDxQ5xPABI0+8A4CT0mHJEQltiaFFNqruOo9xtgbL/t72TIyMjA7/cj+8GvBNBoJSxhem54fFqH80vQiJhyOtrX9DuiFuylkLuCLyNu4MNtRYgCPHPVWM4fM7AJArLHj9iUpSpopW6znyWNSNakVgtKRVHY+Eku+9efw8Lwb7Bkno1Zr2FaZut8sGJ/Bfe/t4N3bpvSrdWV3qRl8oXdzzu9QTRoMJ9AJeVt01Mp3lTO9BALC8cPjkjVjpLtoA9pfQ4zRzLODK/eNIldRXU8/20uX+8r54tdpXy5u5SrJiXzh4tHnVT1U0yIjvMyQ9DmRBGRoGZF6zQij3suQLaYeMD/b27TLOXWIQaEc/4OWvWeKtDopfbjXAI1bs6+fgRnLvsz4kEFv1hKuRBLgw4SovQQPhKx0YRQX4I34MSqKaFRoyVfTMUlNWAnnAYdRIYZIHokosOKUFeCR1bHOjUi+WIqTqkBO0YadBASYoCoEYjuUITaEjyKOtajoWm7dioEG/VaBXOEESF6CKI7ArGmBLfiwKrx4dPI6lhNIxVEYdcKmML1iJZT33upvxmMOaU/5xNj2Xq+KTqCzZLEdN8UwICsyOyt2gvA8IjhLb1IDJYoNHoD9urarjd49HvY9wkkjIOMM/Errc82zVUmpfUuSupcRFr0vUrAcTXaKc/LRaPVYgqNYMSIEdhsNnyeAEkjIijcW91uvNmmJyLBjMnadR+tk8YUgTNsKAXVam+m4W1sa/OrHESFhzNMY8WkOPm/uvewe0eTL6WQEGpsGSdZtRRrQWPQMcysY1islbRIM1WxTYJ3m2cv0aJFG2tCH2EkalRrPxchzICjxoMlwsAwq3r/Z3RCVb1CvaCQGqoQHmhkjv1TisPup7HChSVcC4aR6nYdNjzVDhBlHPoQ8sVUqkI81LkEjrkVvJJAvpgKQGqkCclXR7XXhaQrIF9MxaOPI9pkpLZWwYOijlVMWHXXgqJBiaqmyuGh0e3HpU3iDxorfgH+Y4XShih0/mI0OhdEq8dT7fCgdRXSIGfiNGkYFqm+p7K6SHQeL7KgqGMFhRqnF4/LhSL78Bs0DIu0oMVPQNHQ4A6QEGpsuV5HWHRYQ/U01MmYQnQYrCLOumoiKMGmAVHSIEYNQVPvxu8uwYlMgx4aLBq8UXrszjDy/ernEGszYGy6F25w+6hu9JIVYyUgqOeJ6KkmVdpKmmUljtChmHVNz08eP1V2D5kxITgF9W8ccMeR701Fr61E8A9Bo5kJooKs9VPui8ChC+DVaqjSCRj9dfjEKBTJTaiuFI1Fi9ZXiqL1UOaLxqnz49ZoqdGL2Pz1+MRwZI2HUKUUrVWD1leKoHFTEojFpfPhkrTUG0TqfHb8Yig+jZ9QXSk6ixatvxRRaqRIicet8+IRdDQaJGp9jfhFK15JxqYrRW/RoA2UIkgNFJCER+fBI+gJNUnUeB34RQtujdA0VkIrlyKIDRwVU/Dq3LgFAxaThmqvE79oxKmRsOlKMVpEtEopgugiX0zFr3PjEkwYTFqqvC78og6HhDrWKqClFFHbv32GuuK0E03i4uKIi1NvXGNjY4mMjKSmpiYomgT5YTH1Lsg6B77+BRxcCtvfUL8AMs+G6z5QfzZHqn73GqOa4WUMb832MoaBLbl1mxoD3Lme9Np80quPQMV+KNnOwfo8fhQikVS+jPdmPcj8kZPZU1BJ0SeP8XRpNu9vha/3lfPQOcO4amJSsOdJkCDd8Mgjj7TL/GpoaCAp6cQyIVO2FjP+0GVkJw3H4VFYsqWSiTUFWIFxGzR4a2XWpNbC+H46+BNk1Zsvk7d1E2fffg9jpqnpGgt+NLrbdTz59VS/shdtgoWYewYwSFd5CIq3QtUh8rXZAERZ9VhP0Cqorxgyw4h9YAKK7wQyuGvyVGE84Fc941GD8j+encnPPtzF31ce4ZrJyZh0PVSv2PRo48xoIo0dXzzyHRRvgeEXdl3R2ETVa3vxFTUSceNIjMN6l1G8tqyO50JcjEkPJ8bWyf4Hg5WPq9/HXNnhPSaFm/jNRSN54D87WfzNYc7IimJMkwXCiaDICkv+up24TBtjz05Gb9KydHcp976zHb+sMHd4DH88Px3+cQ3YS+CDm+Hq91q8vOu/zKdxYynG4RGEz3SSLnxHesQm+NkR0J7Dsg57PBP4NWFAWrvlC7oY+3NsHcZ2td0HCekwdj6fdRg7G7iXjvnU8/iww7IgfaE/5xOX38WePTsZ5V3BsZRExsaMIzzaQEnT615RYdYwKwFZ4dGPd5MUbuKuMzP74V30HYPBwPXXqxmkO789xsZP8xg3L4UJ56aekuNpIfMsAJTiLfzp4w2AjjtnZ3BBdv/0ROoKX4WTyn/txjY3BXMbMaS3+L0yR7cW4QyEciQwh+yEcR3GLN1dSqPHzw2vbOKjO6eRGtn+ubmlsXzTXKTICopfbi+iVxxQExUCXrj+oz4fZ2fUOLx8vL2Ym6enIggCVkFkbJ2AvdLOsX01JI/subFzvxHwwcd3QkMxXP8xJLav8h2TGMpLiyawv7SBZ75Rbdt0knhCgonX7UcQBbQ6iZqtZUgVTlybSlFmJyGIApeOS2RcShjjk8+F3ZPgk7thz0fI5ccQr3gOoocjmrR4CxuQ7T5oKMNw+AsQIPXeEaTGjmJyy97WYQEsQAKg/ndc1+542o41A+amsTmdjJ3S8tP3mABT09jR3Y5dAYARNWt8ZLdjgz2+ToT+nE8Mei1mn5eIvF0IhbkQM5GAHOCapdcAsO7qdVh16l1BfXUOGlMGmZO6sX4MNIkkTUJL8/VGElqvL+9tPsbibw5z3ZRkfn9x988YABV5R/jwD78kMjmVG558niuuaK1yueCe7A7jJ5ybOvBzTPaVbDefxbX/2sjQGCtf/bjVhj0N+CvgLbIjNzjRvKclRn8PMQ8VMMUY2jLOOjORyTMTmQy0rTOKub/jw6BlSjyWKR3np8T/Ux1OhgJnH/daDrCgrhAWAxojCT8Z3zIW1gHqOZ3R9AXnthx/e3a2/DS95ad5wGOkAVceN1Z2+ij5bVOz9TvWEKURiQKSHT5Km5qwL3p0BoL0dZv1bgJaKzcARgCttUltbe7nAhDe9AUwoqGUH/1lmPp/96v2IhrAtZNTuugleXGbq9O1ND/dxNN6rSzLq2fp3+9gS7iBhY+0d5QJafr61C/jcweQdCJaXeeW/Namr/Yzqjq242cOUTRfl9tyQRdjH6bjmXR+F2MfYESHpeeS2unYe+nYIW9Bp2OjuZOOdYPndDH2Vn7SYen8TsfCDdzfYdk8UoGZnY4fWPosmqxevZonn3ySrVu3Ulpayscff8zFF1/cbswLL7zAk08+SVlZGdnZ2Tz33HNMmjSpzwe3detWAoHACU8IQYKcUiIy4Op3oGA9bH0V8leBz6nabrW1bLnyzd5tTxRVP/eY9pe8yqPLiVj/a4ZFjMKiUzOYRjnWM6rmLc7Rv8UmzQR+67iYn3/s4+t9ZfzlihzCzQOYhREkyAAQGRmJJEmUl5e3W15eXk5sbOdBiNjY2D6NB9Dr9ej1/VeV5Zd0OGUFt6JgDTcg5fp6XmmQsYSGY4uJRWfofcWIoBER9BKCdoCrD5r91WuPkq91AJAWObhJFIJWPKH32Vh4FALhWCLaZ/VeMi6BF1bmUlDt5O2Nhd1WmzjqPGDVEX3v2M4DN+tfUG2rTBE9iiaKWxV+JEvvBadle8txizB/VN8Dff1CTZ76/hBg1s86HXLJ2ARW7K/gi92l3P/eDr64Z2aPtmddUXSwlpLDdVQes5M9LY4DG4u5f8V+/LLCJWMTePLyMaoF2NVvw8sL1GrSD25SbcM0OrRxZhR3QLWrOfCFutHMs0B7igSnIJ3yQ5xP3H43+aKfrH0fsyd6GEmHR+Oqq2k3JsJsZPPRGt7dfAyAheMTiQ4ZwErATqg4msfHf/4NRmsIi554jpJDdfjcgQ5WU8fjq3Tir3ajjTKiiRig88WWCJFDEaoOMsKzHTFyDved1Y9+913g3FmJ3OClcX0JpvHRrY3de4lWL3HO+C3UbPia9HFJHSwfAX5z0UhyKxvZVVTPo0t28+Ytk9vNGXu/LyF/ZyVzrh+OvLuKhq+PYp4YS+iFbXpL6Exw6EsQJNU+2NC5va8sK3iP1CGFGdCEGzqtSg3ICu9sKuTJrw5S7/KREGrknFGxWMIMTLogDb1RQ+KwnisOfJ4Aklbsn4Sv9S9A5X51vgzvet4dHhfCi9ePZ1thLcltehYcLrezr7SBC7PjuxVSFEXhm1f24W70kXV5OvfsK2QhCl8pPj5UFDQIRFn1RFmbrg3ZV+Hzx1P70RGUYpnoigMI0cMRRIHw2SKKvQ7p+xdACUDqzAG35QzSdwZjTunP+WTMqETM/16C1975/aBCa8tjS7gBj9OPRtfNdUtueraR1O0FFPV+s+15Ijb9LPeym7LBYiEqOZXQuL6L2oqiUPr7DSg+hdifTUCy9F/cwxtQe4jouqi+tq88hmtPNaGaSVg0S1URerDxN9m4aQbPZUTQa4i4foT6vNTmei1oRELmpaD4ZYQumrWfMM3vT/Z3aod8Ugjgsvva21geR3l+Ax8/vY3QGBPX/mZKl+OC/PDpcxTA4XCQnZ3NCy+80Onr7733Hg888ACPPfYY27ZtIzs7m/nz51NRUdEyJicnh1GjRnX4KikpaRlTU1PDokWLeOmll07gbQUJchqRMhUu/Qf89AA8XAi3fduvF/UZqWfzxeXLeWTmH1qWyZYYnFnngCAyyb+Fz/W/4C+6F9l58AjnPvM9W47WdLPFIEFOP3Q6HePHj2fFihUty2RZZsWKFUydOrXTdaZOndpuPMDy5cu7HD8QyHUFLG/w82zYVyz64zTCnHmDtu/ecvbtd3Prs/9i2PRZvV7HkBFKwm+mEf2jjtle/Upok2hSV0BelSqapA+CaOIrc+A+XNuSLddX1n6Yy2vvZ7DLeT5EtM/21koiN01LBVRLle7YvPQorz68lk2f5Xc+ILopF6iic/uHtsT8dDzxv5mKNq53n1+l3cPmprli/siTb2h/QmxrqtDMmNNlkEsQBP5wyShiQwzMzIzkZHpIx2XYOOf2Ucw8N5XqZ7Zh+KqQCL/C3OHRPLUwu7VnSvxYWPgqTmUOnr2H4fWLoOIAxtGRRN8zltCLM+DwcnXssPNP/ICCDAg/xPmkOQgFYA9U4ZyqxzS2vQ2TKIgMbdODYdnerq3DBgpRFGmsqaaxVr12nHP7KC79v/FkTer+GtKwvIDqV/fi2j+w96f+tNkAnCHu4q4zM7sMfPUnIXOTsZ2bRuSto/ssmDQTWv4Z6YZNarV6J1gNWp6/ehx6jcja3Go+21Xa8prPE2DjJ3kU7q0hd1sFolGD4pMpOdLebuc/hwV8tjQ1OJ+/GoC8ykY+3FrUMmZPcT3nP/M9la/upfypLQRq3B2Oxe0L8KM3t/KLJXuod/kYFmslOqQ1eDduXgojZya062vTGV6Xn8+e3cF3r+9HaYq0ygGZw1vKu12vU+oKYdWf1Z/n/b5X/VvGJYe19E5TFIXHPt3Lfe/u4MqXNrC/tOt+EnXlTooO1lKW38DdL20iv87Fu+Eif1g0Ho0kovhkHJvL8JU5WtYRh07BKwzBJ2Tij5nfstyw9yGMG65DOPKlumDq3X1/70EGnB/cnCIILb2jWu5z29w7tb33XXDHaK773VQSu6tQDjSJJk2NrjurNBGP318PxKRnsujJ57nwgZ/3anxbBEFA9gRQvAEUv9zn9bvD27Q9bRcCgBRmQBtnRpSazu9mAWMw8TddlwdTNJEEjCMjMGSFtRPSRb1EyJxkbPNS+3+nUhsxrDefsxyAhlK1h3AP/4cRCRau+uUkLv5J124KAZ/6vyA1JdZt+7qATZ/n43WdeuvtIP1LnytNFixYwIIFC7p8/S9/+Qu33XYbN92kllu9+OKLfPHFF7z88ss8/PDDAOzYsaPbfXg8Hi6++GIefvhhpk3rvoSzP5tiBQnyQ8WkNWHStjaDfKLsO3aGiPz7R2swrVkMu//DpeJqZhl3c2/jj7jyJQ8PzhvKHWekB+26gvxgeOCBB7jhhhuYMGECkyZNYvHixTgcjpb5ZtGiRSQkJPD446qdz3333cesWbN4+umnOe+883j33XfZsmXLoIrxOq8dwV/GBZ7hlPxuPWLMdKjpvCnkqWTz5s2sXLmSESNGMDZrGstf3kdkooXz7hpgUaQnwlLV77UF5AUaAUiPGnjRpGF5Aa691VjnJJ3QjX5EvBkBGbds7SCaAJyRFQXA1oJaXN5Al5URPo8fQYCQyC6yxaOaRJPKnkUTQRAQ9L2/7ftyTymKApMjQ9j3UT77FIV5tw5ihmvAB9ubKjHH39jt0FCTjq9+cgY248nZtml0Ehnj1N4KG7aWUFPvI8Nm5OkrcpCOmysb67Kp8zyAJFQQU3AX4t+mIEy8Fd15T4Esw4yfwIe3QNa8kzqmIAPDD20+aXB5WnJ/3YqZddtcREdKLTYMCrCtoJ7rR+h49Nzh/GHpfpbuLmXR1NRBOb5mbLFxLPjZr1n+/Rpef/11Fi1aRFxG1z02mtFGm/AnWBANA9s/pzZuJlH8gzna3YRnD1wfE3+VCynCoF53BQHrGSfRv8NeDqVNVimZZ+HzBFj/8RHGzU/GEtY6NyRHmPjx7Ez++s0hfv/5Ps4cGoXVoEWrl7jkp+PYs7qYMbMTWb2njD9onByrauSraifJESaOVDbyyMe7cUlZ3CDlc3jdR3xckMmr647i8cukRpoZnxLG4m8OUVreSL7GQoZJi3RcTzO3L8DNr25m3ZFqdBqRRxYM4/opKa2C83EoioIiK50KKEUHaynLq6em1EF9lQtblJGtywrY9Fk+Wp1E6pg+9Pj68mG12j9lOmRf3fv1mgjIClPTI9hWWMum/BrOe/Z7Fk1N5Sdzs7CZ2s871igjzlmRLFtzjKNKgCnp4fz92vGENVX5ewobqP3wMPp0G1G3q5ZHkkVHxDXD0SVZkdr2ZIgbowYGY0bCsPNaLOaCnH78sOYUge9GPYGMxCVOGTMg0Hk84J1f/Yy6shIuevBR4rO66CcoNwWJm6xKm0V+UWg9r5urTuQT0DD27dvH0qVLSUtLY8LQ2ax65yCx6Tbm3TKyy3Vi7h2HIAntz6d+wBdoFk06v6aFnteU4PP4dvBwikSTwa80OSVo2sw/frdaLdkdjkr4yzC1R+Jj3fToAbQ6qaUHVVckjQjnzhdmIwfUu7PNn+Xj98kMmxKLroc+mB6njzd+uR6NRuT6P05DOsGEiiCDQ7/+dbxeL1u3bmXu3LmtOxBF5s6dy/r1vQsSKYrCjTfeyJw5c1r8cLvj8ccfx2aztXwFrbyC/K9T5arii7wv2FO9h3XuUrjsn3DLNxA5lAillqctb4Ps58/LDnDr61uodZyCstEgQU6AK6+8kqeeeopf/epX5OTksGPHDpYtW9bSSLGwsJDS0tbsymnTpvH222/z0ksvkZ2dzQcffMCSJUsYNWrwAr/pR7/AWPl7vPoGZIe/JQvrdMPr9eJwOPB6vXhdARprPTgbToNrQ4s9VwH5Vc32XN3fxJ4siqIgheoRdCKm7KgT2kbGuGhuHfIwc2wvQHhGh9fTIs3E2wx4A3JLNUdnnH3TSO54fjZReXWU/XUr3lJH+wFRTQ+wFftO6Di7QlEU3t5YCMC8kTEc3lxO3s4q5ED/Zux1S/ke8NjBHA1Du07WaaatYKIoCv6TPNaUW8bwVbaNe6/K7lSMMWVHoYkwYJ6WiTB0DqBASJONhCiqx3zBM2p/siCnHT+0+cSgUwNO5vlPsCjyUaSqAHVVXmLG1REQFTxa2HBEvZYsGK3au2zKr6HSPrgBG61OjzU6htq6Ompqel81EjI3hZh7xmKeMLBWgFGjzgJJT4xShbY2d0D24T1mp2zxNuo+PXLC1YrtECWY8wsYez1Yolnx2j52ryxi6d93d9j+HbPSSY0wUWH3sHj5oZbl4fFmzrgqiw+3F3Pzu9s55PczLi2spdJGFARmDonk20AOAJbC7/jbylyc3gATU8NaGhn/+bIx6EJ0LPLbeW28rV1GsaIoPPrxHtYdqcai1/D6zZO4aXpal4JJWV49Hz25lW1fF3b6enpOFOf+eAwX3pdDaLQJQRBw2X0IAjRUu3r/+e3/HA5+ofren/c0J1KOqJFE7jlrCCt+OptzR8ciK/DquqOc+fRK3txQgN2tZtrLssI1/9zI4o1HOaANcO3kZN64ZXKLYAKAoqBLCWlnYQNgHBHRMcB7wTNwy1dw/l+Cgslpzg9pTjl8pAK751tc8iGUTm6V2l5XXA31OOvrkAPd9PaTO+9p0lY0abXn6vs10ePx0NjYiMvlwuvyY69242zofm7TRpvQRBhPuLqvK5orTXqsUmyuggicykqTwbXn9OTV4zpQg+xp/V9R/DIBhw/ZewK9IXtC0qh2ktA7cap5jNR/YpIoiS0WXsOmxTFyZny3ll4th+KT8Tj8OBu8wQTmHwD92gi+qqqKQCDQMjk0ExMTw4EDPWdBAqxdu5b33nuPMWPGsGTJEgDeeOMNRo/uvGFUfzbFChLkv4EoUxTPzXmOUkcpc1OaBMykiXD7SljxW2Im38HvcyUe+3Qv3x6o4Lxnv+epK7KZltGHjK0gQU4Rd999N3ff3bk9wcqVKzssW7hwIQsXLhzgo+qc2Ylnkjskk9FpkwnUGziYYGG4nI/B46A214zGkUymcfYpOba2bPn8Y0r27OS8mVPJmjAFg87MwkcmIHXzQOCv89Dw9VEEnUTYxQPYbDg0Wf3uqUfU1APCgPc0EQSB0AsyCJmXitiDD39XaEUf2JsCcp1UmgiCwPTMSL7YXUppfffBH0kSCVS78Zc7CTR4oK29VvQwQFCzpxorwBLd6Ta8pQ4cG0rQxpk7bSp5PIGmHh4fby/mspmpHBF0RCRY6IfwX++JHwsPHoTKQy0+2b0hv8rBox/vZkp6BPeeNaTX6238LA9ruIHM8dHoDBrios08c3Vrw+XKl/cgO3zE3KOW6osGDTH3j2/qd/O2+vm3saJAo4ex1xHk9OWHNJ8ElACKADSdhbMuzUATZyH8P05+PcPEd2YT7lI/z397mKkZkWQn2thZVM/yfeVcMzl5UI81KiqKG2+8kV3fFrF+yRFGnZGANXxwgzddojPB2GtBa+q3gJLs9CEYNC0CgmCQwC+r1lV+BbQnGRAxR8IZ/9fy6/TLh1Bf6eKMq7I69NYwaCV+c9EofvLvLYSsq6FqrJ3IRCsBWeFv3+XydJOQcunYBP58+ZiWbOm0SDOv3jSJDYcS8b27mDi5hvtGekgcPolLxyW2VNpFWPT86bIx3PTKZv699iiXjk9kWKza++RAmZ2PtxchiQIvXjeeKendN3mvr3BSlteAvcZD9llJaHUSgYDaWNdgVq/5qaPbP5tMvzyTrEkxxKb3XL0EqFYsnza1FZ52D0R3kSnfSxJCjfzt2vGsza3i15/u5XBFI79YsoeMSDPeTdWMnp1IUriJfaUN/P7iUVw8NqHDNgyZYRgyg2L6fyM/lDmlvsGF7D9KZE0uRqPalLqrSpOUnBsIibUjy93ECY6z54o1x/LRhe1bXzfHhXvb08TZUM/nf/0Tsixz4UOPcccdd6DT6TDrQ7jsofFoT7B33cmSFG7i0rEJZMVaux/YXOXh72hhOOAIIoQkgGVwrXWr39qH7PATc/84xFj1WcVbZKfyxV1oIgzE/t/EHrZwAmj0ahVhbz7nlgqcnquP/L4AhzaVE/DJjJqV0G0fq2ZmXd19b8m2GCxarn5sMgG/3KttBzm19Kto0h/MmDEDuQ91e/3dtDdIkP8GcqJzyCGn/UKdCRb8CQG4ehJkJ4byxJtLWFkTwTX/3MjVk5J4eMHwk7Y3CRIkiIpVb8UdksxQQyiOgMKW/bVkxYgYbOrDhVsOwSB13mh1MKk4mkfh9i2kjRyDzaYGIqJTuj8uxePHua0C0awZWNFEZwZrPGj0fHbdcBotKRi1g/OgdKKCCQBeB4y8WA3YmDt/0Pz5ucP546Wjuyzxb4vtvHQ1O/X4UnGdGSIyoDoXyvd2KZr4yxw4NpahzwztlWiikUTumJXBHbPUKpnx56T2uM6AYLCpon8f2FVUx7oj1WwpqOX8MXGkR/VcmeR1+dm2rAA5oBCVEkJUYvt1vCWNeA6ppfwBu7clG1jQtvnbdfHZBwnSHwRkNUvT8e1vCbt0Ef7lIMWppirRgQCSLwIlYOSprw8xMr6Ms4ZFs7Oonq0FtYMumhTu2EJjTS3FWySOyV6GTx04G6ze8saGAo5UNHLLjDSSzv9rv21Xdvqo+McutLFmwq/IQpBEpBAd1jlJhJyV0v+NbwFruIErHpnYrsrD5wmgbZqzZmVF8VhaAkU7qlj51kGGXJPBzz/ew94S1cL6jjPSuS89BufyAvRDwjBkhLZsZ0pWPGSeCYeW8ZPUozDhsg77n50ewTkjY1m2t4z7393BKzdNJM5mZHhcCH+7dhyVdg8zhvSciJU1ORZ7rYfh0+LQ6iTqK118/e+9AFx0fw46Q8cwhaQRey+YgDr/jluk9miZ/Ujv1+uB6ZmRLL1vJq+tO8r7W4oQD9rZs7qYI9sruPf/xvLg/CzibMZ+21+QIP1J6qQ5NHyxFX1FfUuWe9vAbdtG8PVVesqPuvF5urlXvf5jNSCtV4UEraRlSFj7pJU+V5ooCsf27QbAaDRiMrVaL8Vaer4GOHdVItu9GEZForH1X6xwYmo4E1O77u9S895B/LVuQhd8ii7BBOYTq1g/KVKmwQP9W4HeG7SxZmR3ANrMey09ZQaqf1iLaNKLSpNA7ytNAj6Z795Qk/5HzIhH0nScy0tz68jbUUlkkpWhk/tWJStJIuG97DEZ5NTTr6JJZGQkkiRRXt6+QVt5eTmxsQNbbh0kSJDOafQ28petf+HO7DuJMrVO3CPqVvKK634+T7+He/Im8c6mY6zYX8HvLh7F/JHB8zVIkJPFOHo03q257HD68Zv9zL52BGGu85BSR+JMs2CxpjCqh0zMwWD0nHkkjRxNbEZWr9cRLTpsC1IRBiPT6yd7VbsjYGCNucB9uBZNhBHNyWZFmyPIH/oUB9aXkrCyiDFndqyAbWfX0QmlR+rZuaKQ+CGhna7fQszIJtFkD2Sc2ekQTYwJ61nJaEIHJ8mkqqiRb1/fT0S8mTk3DO97FpWjqkuxqScuzI7nw23FrD5UyaMf7+Ht2yb3uH9ZVph4XipVRY08tuogigIPzh9KRpPgoo0yEXnTSASjBtF02uUbBfkfQFZkdqQL+PUObk+20XgYFDlA7udRXAVM/9tfuemjEgCGRFuYMzwGBIHpGYM/x6x+6xXqK8qZsvBhAr4obNE9B4/9tW5q/nMIZIXoO/u3l5YvIPP373IpqXczLNbKVZP6T0Ty5Nfjr3Qhu/wEGn1obHpEvab/mt5WHoLy3ZAxp53VX1vBxF7j5v0/bWHEtDimXKwK3fOuG8Yq8SAzFg5hbUkde0sasOo1/OL84Vw5MZnaJbk4NpSCILQTTQAYMg/sZRDb8e8QsHspe3ILv8ywscOs40CZnUc+2s0rN05EEATOGdV7gUwQBCYsSG353RSio6HShd8XoLrY0WMvnMZaD3u/L2bS+WntPo92SFo4+zdqQK2f/f21ksitM9O5dWY6zgYvpYfqGDE9jpTogb5TCRLk5IicdB4519cTqKlFm6BWQwkI3Jl9JwD6NkHlcfNTcE3zEpXcTWWFoecEsPGpYfz07CyG9lSh0YTebOa8+36GpNWqTbv7eB/ZsKIQf7mTyBhTv4omPeEttuOvcCGfnQIhoYO239OBqNvGdFhmyAwj4Y8zIDBAteqZc8HrBG0vntv8TbbTvagy1egkUkdHIGlFlC7KoyoK7ez45hhDJkT3WTQJ8sOiX5/8dDod48ePZ8WKFVx88cUAyLLMihUruixVDBIkyMDyy7W/5JvCbyiyF/HSvDbN5aoOISgBLih5hqxzXuRHW2LJr3JwxxtbWTAqlp+fO5yk8B4aagUJEqRL1oaUczSkBF2pjfTMEFL0Ip4jcchV9TQMOUJtZBHDreOAUyucJI0YjRQaQWFpKS5ELNoIKgsaCIkydRm0kMxarLMGyQpTHJzmeIpfpuY/B5EbfUTdNhp9euhJba+hykXe9krkgNK96NEFFUcbOLKtEkWm+/VnPax+RbbP6mtw+9BJIgathC7egi6+d4Gc33++j5EJIVyUndCSgRjwyVQW2XE1eEnrRZ+XkAgDlYV2aksdjF+QSmhMH+YSvwf+Ph2sMbDwNQhP63mdNgiCwB8uHsXZf13F+rxqPttVyoXZ3VfXGMxaJpybRn6Vgy+fXomiwANnt4qIglbEMLTrzMIgQQaapJAknkgI5bH4cv7PspTrz/8ZyZpwfP9QH+VGb/iGi3PmsmRHCRflJJCTFEpOUugpOdbYEWPQJdoJSdUxekLv7CoEjYg3vx4EUGSl6yD4CbB0dykl9W4iLbpWuyS/F46uVnsmxXUM9PQW48hIom4dhWjWDkxgbvO/YNM/YPQVao/CTjiwvhRXg5fqktaeV0aLjnNuV62th8lW/m/+UC4bl0isTQ0WGTJDQUDtrXE8426ACTd3GqR0769B8QbQOXy8f9d0bn1tC4fLG0/+fQJavcS8W0YSFmfGEtb9ZxkIyLz/p804672Ex5sZMqHJhibgh/xVsO45uPKNlsz3gW6IbArRcdF9Of36fxskyEBSmjQLkiA0Sg32CoLAj3N+3GGcq2Evfq8HjW4y0LvqqSpXFe8ffB+z1syikYsAGJccxrjk3tvSSRotw6ap1mHl5eWUlJQQERGBVRdB5TE7IZFGYtO6FlYNWWEEYkyIpv510PD4AyiKKppKnZzvoRdmIDv9aPty3/tfjiAKHXo49RuX/av3YwO9t+eSNCLn3dV9AkdUspWx85JbGsZ/9NRWKo7aWXDnaFJGdv9s76j3kL+zCqNVS8bYYKX66U6fRZPGxkZyc1sb5+Xn57Njxw7Cw8NJTk7mgQce4IYbbmDChAlMmjSJxYsX43A4uOmmm/r1wIME+aHjqPcgSSIGy8DaYd077l6ONhzteCM086fQUAJb/s3Q9T9j2S3fsXibj5dW5/HlnjJWHKjglhlp/Hh2BlZD0LIrSJC+sqJwBZsidnO1sgpr3Z3UfZSLv2w3rg3/YfdFXv45woSlchc50Tmn+lA5ePAgq1atYuLEiSQaxrDm/cMMmRjTY6bnYPH2xkK+2F3ChdnxXDlxYKxmAg4f2lgz/gpn54GkvuCqI2loKNMvzyQmtett/X3lET7YeoybZ6Rx7eSUdq8lDQ9nxsIhWCMMBBq8+EobEfQS+tTj/iYxIzpst8Lu5pzF3+Pzy9x+Rjo/PjOz04e749leWMu/1uQjCDAy3kZWjBpwqilz8OGft6I3abjl6cgeKzd0Rg3j5qcwYkY8tqg+WpTseg8ay1o9mU+ApHATd83O5Onlh/jDF/s4a1g0Zn3Pt7z/+j4PRYE5w6IZEtO7bMggQQYDraglVhEY1ngWYm0yh1fWkx/iZFLT6+4N3/KXNx/kp/OGnvKEl+TpZ7Llo49Q9u5n9IRJPa8AiGYt4VcPRbT0HMzoK6+vLwDg+impGJrtHb/9rRpYz74GLvl7n7epKErLdfBkBfYuCfhgz4fqz2Ou6HLYhHNTu80CT4kwc9eZ7W00jaMiMY7qoppP6vpaaZoYgzbejOKX0Yeb+OTu6Rwqt59IIninJI3onTgtSSKjxus4tq2YkFX3wPo8tRm1sxo8qg0Z3z8Nc3998gfVBT5PgIqCBhKy1EBwUDAJ8kPBWXaUlW9sRFH0pI5e0GLt1xmr33yZxppqrnt8MaaQLp4JVvwO3HVq36CwVKpd1fxt59+IMka1iCYnw+HDh/nmm2/IyckhxTyOdR/mkjU5plvRJPS89JPeb2f8Y1Uef1l+iKsnJfP4pR17Lrf0K9r8L6jKhZxrTkqYPyH2faLOb+mzYc4vBnffpzP93Ag+PjOU+MzQlt8VWSHglwn4em41UVfmZNXbBwmLNQVFkx8AfRZNtmzZwplntto/NDdhv+GGG3j11Ve58sorqays5Fe/+hVlZWXk5OSwbNmyDs3hgwT5X6W+0sn3/zlMwZ5qZl09lFFnnFhQqLek2dL48MIPEYXjsrUFARb8WbV0ObYR/ZJbeOiW5VwwJp7ffb6P9XnV/H3lEf6z+RgPzMviyglJaHrhvR8kSBAVncNLRIMDv6LFKXgQ0yPwF9QDEFotEtGg4PD6T/FRQmNNNTpFJiM9jejoaMyinqThYUQmdl2ZoMgKcqMXJaAgheoHtold/mpmrHoIoz2M/OT+86I/Ho1NT9Qto5FdfoSTvda9ew3hxVsJX/gaZJ7T5bAGt48jlQ72NXnNtyU83kx4vOp369hSRu0Hh5EybByaFcesrO6rPT7YWkSNQy1Df3r5IaIliYXTUhC7sVNTFIU/fLEfgMvGJbYIJgDhTZm/4XFmfO4AOmPPt49TL8nocUwHZBnWPtu0gR/3KhusK247I533txZRWOPk2W8P88iCzhsA11c6cTb40ETp+WBrkbruzIF52A4S5GTwNfqZUzuXCDmWTVF+tKGtFhMbHMXEl61nWvy0lmU1Di/bCmqxGjRMHkQrSKPRSHREHOGhvd+nIAqYsvs/cLC3RO3rohEFrp7cpmIva4EaVDq4VBUnpNbkIEVR8Bba0Xchnrtza2lYUUjENcNb+hsNCEe+A2cVmCIhvXPrRVAzxI9vmN4vuOth62uqNVjsqJZ96RJb5waDVmJMYmj/77sXjJ+uY8Le2xHs6u+yoMFrigFLsmoxNuFH4B6YJsyyrLD63UOUHKpl0oXpZI4LBr36A61WiySdmgbf/60EAgF8Pl+7ZfuXvoEoHcFkiMHrnI5kUM/pgvoCFBQSrYloRPU+L2nMJNwOBz5ZxN3V+XT4e2gsgZHXgDEWn8dHnC6OcF14yzr1Ti+VjV7MOom40N4l01Qczcfv9WIxmxgxYgQxMTEYtSIpOaGEJxq6Pp4BRKP4SbBKhOuV7vefuxaKN0PCVAjrvf1xZ/T5vGgogaLNEDq4/czqPjuCt7iRkLNTWmwfPQUNuHZXoY0zYx5/iuPBlhgYe53aK3MAmH/bKBQFjNaek431Zg1p2ZFYBsk2OcjJ0WfRZPbs2Sg9NHC6++67g3ZcQYJ0gVavIeCT0Rs1ZE0anMmjrWBS7arGqDFi0prUh8TLX4YXZ0DJdljzV0bM+hlv3zaZFfsr+OPS/eRVOXj04z28vq6AR88bzhk9BOuCBAmikrq5mMn7r2JM8ggcToWPi6uYWJ2HFZi4RkOgUmZNYi2MPbXHueGj99i5fClTL7+GiRPVptuZ47sPAChuP6V/3ARAwh9mwEA+4yoKyc59+IQ4HCEn2WukF4i9EAR6pPoI+N1g6f56OazJ2/lgmb3bcVKoHm28mW/K6vn1a0Uc/sO57Qds/jcUbYEzHkQJT+e9zccASIkwkRJhZtz6SkqWFRN566jWLLjj+GpvGVsKajFoRR6c195SR9KI3PD49G6PEeDb1/cjaURyzk5uV2ESCMhIvRGi9n8C1YfVBvDjb+x5fDcYtBKPXTCCW17bwqqDlTw4byjaTo5h35pStn1VQCDNjMcvMybRxpT0oBVXkNOLInsRO7c1Msy9hbK0oYxMHUJsSgglTa87ZT9On7PdOh9sPcYflx5g/siYQRVNkhNSUfYOoXAvuOf6MJhPXbXymxsKAThnVCzR1jbzR/IUVYxwVsHR71VhoAn7yiLs3xYS/9hUhOOa1yoBmdqPcgnUuLGvKiL0/AEUWHe9p34ffXm31R8niqIoyI0+RKOmw/sEYNkjKNvfoi7EhEdxE7Ywq0sh6VQgxo2BWT+DhPF4NRbyHUZkUQOiVk0MK60BagZk34oCMaMFwofawGInP9/R80pBekVoaCixsbEDm4zzP4CiKJSVlVFXV9fhNc2osxifORNRViipKEasVwO3JY3qjOI3+5EE9cY+ZtwMAj6ZmkYn9vz8znc29iG10qtRA/n5yAGZhzIfQhIl8pvWafT4qXP6MGol3LW9E5vt1ZUosoIlPJzRo9WqDgU7GbOMgLdl24PJuHAfQ86Mxmqg0/03Nz4XMm+C1KtAiYB+OM4+nRf+JjGnF707+hNfmQPv0QZku7d1WUkjjWuKMY6OHBjR5LULoWCtauc7/Pzux8aMgIte6PWmP/jzFhpr3FxwXw4RnVgcB3wyCCBKAoIgYAnr/ecdmWjl3DsHuQIpyAkT7GYZJMggYwrRccE92dhr3OgM6ikoywrbvy5g1BkJ6PvZe7Mt60rW8cj3j3B2zBnc65qGc/t2RIOR6AVPwke3wqonYMRFCFFDmTsihjOyonhrYwGLvznMwXI7i17exLSMCB6cP7RPvqRBgvyv4pN0eGQFnwIGixZRCZzqQ+qA3mTCHBqGVt+HbBdJBBG134gsw0BmBoaptlWJQiWxA5DVq8gKjs1lmMZGd1uJ0Ws8dtVeCvAYU6g+XIverO30hru5IebBcns7uxe3w0d1USMRCRYMFi2GzDBWn+Xh0Te2AuD1y+jaBrl2vQfHNkLaGWyoC6Wg2olFr+HL+2Zi0mko/dMmAoDUhfWNoig88dVBAG6fmd7ie98X3A4fBzeWIQcURs1WKyg9Th/LX95HeX4DN/xpGhptN5+vpxG+elT9efKdrV70J8FZw2N44ZpxnD0iplPBBFB9/U0avq5Vq31uPyM9GKwJctpR7izngCSTvv9T9sSMYe7RIbhc9e3GNAe5msluqgDYVliHLyB3fQ70M+s/fB+v/XOMIdkYzHN6XqEJX6UTf5ULTaQRbdTJW4yV1btZsr0YgOuntLc/RJRg2Hmw7TXYu6RFNFF8ARwbSlF8Mt7iRvQpIcguP6791ZjGRiNIIpE3jcT+7TFs81NP+hi7xF4O+z9Vfx5z5YDsovypLfir3UTflYMuqZPr7aTbEXa8haZuNQ7fUGreOUDsgxPaCyyuWmisgKje9a45abwO1bpRa1TvP+Y8it8fYO+WgxhDJFJSkxAHqw+aouD3yWj7474hCIqi4HQ6qaioACAuLu4UH9EPm2bBJDo6GpPJ1P6+xhGCt6waOQDahAQks1rV7K9Vq99TbCloRTUeYa9x4/cGMNt06IxdxCgqfaD41ft1rQGXz4XQKKARNaTZ1L50tQ4vOrsbi15DQljvru+1JgPIMtaIKDS6vt3/++s9yB4/kkWH1I+xlYoGN7VOL+FmHVHWjvfK3nIHKKCNNCD46sESB6YTj5mc0HnRbEM1wL2cjsc6JxnLVD/aNtWI2ngL1lmJaGLNA7NTRVYFu+Z+Jf2Is96Lo96L39O53db37x9m7+piJp6fxqTz+9Z/McgPi6BoEiTIINE201aURGxtHgjXvHeI3auKydteyeUPTRgwX1xtvZPzv6ji7B0fUez9AADz9Onwk/vhwOcosWOoeucrbJda0CUmoNOI3DQ9jUvGJvDsilze3FDAuiPVXPq3dcwdHs39c7MYlXB69DwIEuR0JNBQxDJzCluTvuLlR/9M3rRb8XB62dzNvOZGZl5zY5/WEfUSiX+cOTAHdDwhifgR0Qt+EjQNQP8+SDeuLaH+izwa15UQc/+4kw+YVx9Rv5uj2PpdHduXFzJqVgKzru4YVEqPtKARBexuP6X1buKbLAuKD9Wy7B97iEq2csXPJ6IoCs+sOAzAnbMzWgSTncfqGJNoQ0ieqoomeSt5zzsMgAtz4jHp1Nu82IcmongDCJrOgzt7ihvIq3Rg1ErcPqt7W6224k5btAaJc388hvK8+haBSGfUUF3ciNvhozS3nqTh3VRwrHwcGoohNAVm3N/tMfSF88Z0//8y9eIM9oTB1qUHSI00cc7I2H7bd5Ag/YWstD602wOV1I6VSbZZqW1aJiggie3P7zGJodiMWirtHl5andehr8VAoTMoyP4G0sf2LUhi/+4Yzm0VhJyTinb2yYsmERYdt8xIY0NeNZPSOrn2jLxEFU32fQLnPgUaHYJWIvresTi3laNLthJw+Kj82w781W78lS5s81PRRpkIv3KARYJNL0HAC4mTIGHcgOxCtOqgxk2gwQN0IprE50DaGVjyPkWbnYP2wntaBRNPI3x0Oxz6Ug1aXfg8jLt+QI6zHWv+CtvegAV/Uv9+QN7OCjxeNxG6ePQ6A1JnVTP9gKIoeBx+9GZN6xzYx5ZdQbrHaFQ/0IqKCqKjo4NWXSdIIBBoEUwiIjqpMvTrEEQBWRHQ6fVIBjX4L2rVc8egN6Btsiw0xPciiUYDKAIYDKA1IEsyokdEI2kwNG1bHxAQXDKSVtuyrCfiUk48EO13KMg+EUmrRzL0X8KV5JIRNKDTGzq8D0VRkAwBUECj1SAoAugk9XM5Cfp8XpyiSpNmS6626FNCBrZCsVkY8vdCNPG5VXFFY+yV/e+CH6nVTaGxnd+PBHxqIqSm6bw5tq+G6pJG4jJDu+1nGeSHx+kVuQkS5L8UnzfAu7/dxKbP8vD7Omaaj5gZjyVMz7hzUgZMMGn46mtCbniU8zfJ6L0y2qQkwhZdT/gNi9Qy9oWvUl+ZRtXf/k7+JZfg3L69Zd1Qk45fXTCCbx+cxRUTEhEF+GZ/Bec/t4bbXt/C3pL6bvYcJMj/LlqfCyFQy7meEZT+aRNi9JRTfUidsnr1ahYvXsyaNWvY+Fkeb/96A3tWFZ3qwwLAj0ipoj70xcpl/b59w5BQEMB6RmL/VBjUNIkm4RlEJVuxhOtbqgqPR6cRSY9SA4ttLboCfpmQSAMRTX1l1uRWsbekAZNO4raZ6SiKwq2vbeaiF9ayYn8FZJ6lrnhkBTdNS+HqSUlcPbHVy7jS7qHc7UOQOn9/X+4pBWD20CgsXTRMr6908f6ftvDWrzZ0+rokiaSMjGDSBa12NYIgcOZ1w7jqV5NIHNZNpp0sQ02e+vOCJ9Qs4n7G65d5bd1RnJ30Ebpuaio/P384D50zLNi7K8hpiV9u/b+1BzxsPhxg5Z7Wa4YAHXrXGXWqRR3AM98c5nB59zaA/YUclYBhxjw0aX0TFjTRJrQJFkRT/+T0aSWRB+cP5d3bp3R+bU87AyyxagPj3OUtiyWzFutMdT6QzFosMxMQrVrMEwdRUG1oMl6bNnB21xHXDSfhd9MxjuzYD0V2+VFkBabegyAoGAqeQdK1eX7Z9A84+IUqmMRlw9BzO2yj33FUw4a/q5WcYuv/SNLwUHQGCWuoqVvBJBCQcTt8eF3t54CAX+7RelxRFOrKnTRUu3DUe7sdG+TkMJnUAOXxfTiC9J7mz675s+wMuyGBRnM8cg89q6uKCqksPIq/279H0/nTdJ1V6Ox8OvH7a7vdTnl5OY2NjTjqPVSXNOJs6P48lGx6NNGmfptPmmm+VHT2bgRBQBtjRhtrpmU67uHa0lv6dF6cokqTU0KzMNQsFHXHzrfhT8nwwU292nRUspWoZGuX1YSzrxnGrX+ZyegzEwE4tKWctR/kUnSgZ1vIAxtKee3na1n97qFeHUuQU0uw0iRIkEEgb1sFdeVO9q8vZez8lA6vRyZaueY3U9pdlEsO1+Ko95KWHdliaeJq9GKvdhMWZ+5TOXjVi/+gcvFiAPTDhxP9k/sxz5yJIAitDwqCgGnSRAzZY3Dv3EXhzbeQ/K9/Yho/vmU7iWEmnrg8m9vPyOC5bw/z6c4Slu8rZ/m+cuaNiOG+uUMYGR+sPAkSpJnMvI+p1i5BSb2bQJ0HpMHN+uktDoeDuro63G433loPtWVOPK5T36QeoNrhpVCOJkmqxOYp6XmFXuArc6CJUe0KNDEm4n4xBam/fPebK00iMsmcEM2Qid17+A6NDeFQeSMHyuycOUztJZM1MZasibFq0Ar4fFsxz2EiWaMjVCMhCAKZ0Va+2V/Bn5YdYPbdk9FozeCoJFt7jOxLs1u2/9flh3hmxWFumJrCby4a1ekxTEoL52i1gwuzu26OaLRqqShoAAWcDV5MIb3L3Ese2U0vBVlWLVZEEa54Xc34HnpOr7bbV25/YwsrD1aSW9HI7y4e1bR7BVEUMOokbg02fw9yGiMrMgpgmvkQ14ansLEMKnVuZk2qpXRTGCgdRROAS8Ym8MmOElYdquQ/W47x6HkjBvxYPYEAldU1pPUx6BkyO4mQ2Uk9D+wBf0BGEoUWoaRLIVSU1H4h65+Ho2uQ08/p1KLRMiUe07iY/rFv7C2X/B1mPgDhA3dd6squEaD+y3xc+6oJPW8MppBEaCiCA5+rn5enEdY9rw686AXIubYlWDqg7HoXvI0QOxqGtXrXC6KA0arD2Ob9uB0+UFTrRbEpGc3V4MXZ4MVo0aJr6l2mKAo1pQ5EUSA02oTUlDEc8MsE/DIanYTY9L9kMGub7LiCwvpAErTH7D+6+iw9Xh8BxQ2CFuj+3jfg86HIcvfB/5bXev7bnYiEIMsygUAAWZYR/AoBn4wsd78lQSOehEzTNS3vtKf/05bX+0c06dN50SKaDO4zp7/aRaDBqwpW4eq+FV+TKqcRBubc7kulib9JaJP6p/JI0ootcwZAbFoIckAmPK7nKluPw09jjUedq4Kc9gRFkyBBBoGsybEIooDOqOlS7Gi7PBCQWfnWQWrLnFz20Hhi01QhonBvDd+8so+wODPXPDa51/s3T5tK9csvE3blFUTdey+CVr1B+iT3Ez7P+5zn5jyHQWNAl5REyu/uoeiuO3Ecc3Hsx3eR+u476NPal8dmRlt45qqx3DMnk+e+zeXTnSV8va+cr/eVM39kDPedlcWI+GBZYpD/bWYlnkFBRjLDU6cg15vJSwkhI3AUndNJfb4JnTOBNOOMU32Y7F+zEsf+HcwZl82YCRPAq2PolFis4d3fbNd9dgTFJxMyP7X/BIdOqHf5qNTEgrIXsa7gpLfnq3RSvngb2lgz0XfnIGjE/j3+6lz1e0TvemOMTgght6IRSyfVKIIo4AvILNtfwR0Y0DllZJcPUS9x5+wM3ttcSG5FI29tKWNR2gyEQ19B7go187eJKQ0BDBg4fLi2w/abmT00mtlDo7s9Tp1Bw7l3jiEsxoTR0v7zKjlcR+UxO+k5UT3+31C4UfXqP7YRfC64fSVIWvVr9OXdr3sS3DAtlZUHK3ljQwGjE2xcMTGJN367AZNBy5xFwzrtORMkyOlCoLkflqRBEjRMPCcBIdGK7WMXN0+3kavT8i+hk2uIILBgVCyrDlVyoGzgK028Lj9Hv5MZGjWNnJzRA76/znjp+zy+3lvOIwuGMTm9G9EWYPIdkH0VSvgIyv68GV2SlbDLh3QQFAZVMGkmcsjg75MmG6r8erVJvEUPY6+FVX+Gba+r1+gt/wZXjSrojLmqvWDSWAGW7ueSE2bXe+r3cTf0KNI46jwE/DJhOnPL306rl9BoJaQ2f0u/VwZFfc+ipnWbjbVuPE4/IZFGDE33BwaLFr1JgxisRgzyAycQkFEUN5qAG0HoPsBrDIkm4AsQCAjdBA7bV5oYJANptrR298AnEi63V1fi83gx2kIxRESotlSKoJ6HmlMjrhm1ErJRi74nG8DmJAalh1KegUDSgcEGugHqI9IF9tVFODaWETI3mZC5apJw3dI8HOtLsc5JwjYvtf932lJp0gvRJNC3CpyiAzU01nqIy7S1s9XvipEzExg5M6FX2x4yMYbYDBt6YzAc/0MgOOsHCdIL/DU1ePLz8ZWW9ljC3RmCIJA1KZbU0R1L4Dsj4JPJGBeNJaz9RV3SiBitWpK784XvBOOYMWR8tYzon/60RTCpddfy501/ZkPpBpYXtNoSiJoAiZMLMUZ4kevrKfrRnfhrOw+2ZUZbeeaqsSz/yRlcmB2PIMBXe8s599nv+dEbWzk0SFYQQYKcjoQZwnDZ0kkwRhGBkd27q5HNEsZwNdPFGQjDJJ14c8D+oqrwKAUb1xKorSI0NJTQaBMJWWGERHZvkeTYXIZjUxmKe2ArUrJirFx81hkoYan9kjXlK3EgaEWkUH37hrb9RfIUNQs2vnc+9LefkcGX983s2Ki4ia0FtdS7fTxl8BF+00jEpoaWNqOW++dmAfDrz/byQqEqbjfu+6rd+knVXi5Ah1DtxuPvaA/ZF9LGRBIaY+pgI7lndTFr/nOYnd8e63S94oO1rP/oMMXvPgcvz1Mzu4s2Q/me1kDYAHPm0Gjun6sGIX/24S4uf2YNjWUuKo42UCef3OcSJMhA02zP5drwPJL+ANo1xZjWlyDYEglTZKKMYei7CAQMjbVi1WswDULgv7bMiavCS/2hfOrzDg74/o7H5Q3wz9V57DhWR3Gdq+cVQpMhdjTuI3XIDh++0saWa+wpYcfbUHt0UHYVcPio/+ootR8dbrdcEARi7h9H5E0j0aeHqpUkkh6MYaqN4qon1IEzfwpSU8DHWQPvXQd/m6o2h+9vKg5A6U7Vlmvkpd0OVRQFrUFCq5faJXnrTVrC482YrK2CmFYvEZFowRbVvlG2IAhIGhE5oLRb9r8mmCxZsoTMzEwkSeL+++/vclmQHxZaowWTLKP3+XpM7pH9Ej5P+3OhA9EjIXpEi22eJEqYtCaMmjbPEU276Uscxefx4HU5ERQZvV6PRqNBo5XQGQCkNhQAAQAASURBVDUtLhxdHrc3QMDhQ/b07/1dpFXP9u+XM2708C7Pi3vvuBssMRA1HMwDJCJ3x4I/wcOFMO2eQd2tFKJHE2lEaJME1lxpIvTw9zphBrDSZNvXhax4bT9lRzq3od/7fTGbPsujptTRq+21xRSiIyY1hNCYk+/fFmTgCUpbQYL0QOVzz1P1wgstv4s2G6aJE7CeeSaWWbPQRHYuhMiyws5vjjF6dgKaPj6o6gwaJl+YzqQL0lrsWQAyx0eTMS6KgK81a6G2zMHaD3I564bhGNs8CHiPHUPx+dCnq6X9mrD2wdkwQxjPnfUcnx35jPPTW8vcPSlT0OdcRqL/Y45+m4C3oIDie+4l+bVXEbpoPJYZbeXZq8dy71mZPLsil892lbBsbxlf7Svjoux47p+bRWrk4GY7BAlyqtEPG4ZnYz67XQH8ej8zFg4l1DUHKTaFxpgQDLYUslJOvWiSPn4ylvAIovrYcNF6ZhLIIA5GlsyM+xH6qTm4KTsKw9Aw5IEqiZ5ws/rVxKFNZWz7qpCkEeFMv6znRsyF+6pZ834uGWOjmHxhOlPSI1jx01kUVjsxDW0vmF87OZkDZXbe2VTI+/VZ3KkTcHp8WJptr4CIMxJ5oXAnW/1+8iodDI9rXwX41d4yUiJMZEVbW2xM+kryyHDqK5xkju/84TB3awV7Vhcjmw6TEIIa9BoyD5InQ9iJN/rsK/fOGUKtw8sbGwrYUlrPIavAnJhQbokJVpkEOb2RFZk9qQIRSi0XpYTiPASK10veBwq/FGRS33kKorI7XTc7MZRdv543KLY3YbEmzrgqnuX/+Dur3lzL8Bmze71uoMFD9TsHUHwyMXePPaH97yqqo9bpI8qq79Zu8HiMwyOIuW8MAacyYL0Fe6RgHSz5sVp1d9fGAbXmAjUp3P6dKnTbzk9vV00jSCKG5vkmLAX+77CauXzkO9XWLHkaZF/TujG9FSoPgbMKPv8JXP5K/1p2NYvrmWeDufvqIUEQCInofV8sURQQ9e2fb3pKGulPXnjhBZ588knKysrIzs7mueeeY9KkSYO2/+644447uOmmm7j33nuxWq1dLuuOXbt2cdddd7F582aioqK45557+NnPfjbQhx6kG7SWUIQwP4rf35JMCRBpjERBaWf1aLRq0Zm6dsoAetVU26ARibbq0Wl6FxN54YUXeOKJJygvL2fMmDE8//zzfTovZLcfucGLaNZ2OL9Plq7OixtvuJE7r7hFXdZcQd0F/43nRchZyYScldxuWdglmYSenw4DNa9GDYO0WRDaC2vP5r4nvaw0iU6xIghg7MKOeP+6UsrzG4hMsvbKkivID5egaBLkfxb7d99R++67ONdvQDAY0KWlEjJvPrq0VAzDh6ONiwPAmJMDgoBosSC7XMj19TR+s4LGb1aAIJD0r39imT69w/bXf3yEHcsLObq7iosfGHtCD6uCIHRo3CsIQosIoygK376+n7K8Bla/d4j5t45qWV7yyCO49+0n8ZnFWGbO7HT742PGMz6mtWeJ2+/m7A/OZmhIKn8LMZE4rZTCNSmI583FJXswSd2r4c3iyd1zMvnr8kN8uaeMJTtK+GxXKQvHJ3LPWUNICB28B5EgQU4lmyMbKAqvRCwJJXOojSHhetz7huD1C3gm5uIP309keAUQdUqPM2HocBSzldraWnQVFfhqtXicfqJTQzpUu7Ul5MzkLl873RENGsQumrP3N3JAobq4EX0PzSj9ARlZgbK8BmpLHTQktwbyM6IsZER1DOxrJJHHLx3NglGxrMmtonTsfhKb5q5mjMMi2JRo5OhRF4fK7e1EE19A5ifv7cDpDbDs/pkMi+3ZVjFveyWF+6qZeH4aZpv6/zFsShzDpsR1uU7KcCvyttUkaPbAOX+GKT/qcT8DgSgK/OaiUS1WXRNSwxiTGHpKjiVIkL4wNX4q6ZEyL8X5+HX4Ui459zbSfGY8f1cAHVVvf0rkw53btp6oGHoi6IwaLAlGwkfmYOtFQLUtgkbEm98AqNmpgrbvWf17StT1c5JCu+5lcjwBP3xyF9qDS9HetQkI7fN+Txp3PXx0B6DA6IUDLpgAiCYtlunxSDZ9z82KDU39CjPOhB9vBNnXIswDanDwohfglXNg78eQPFW1PusPZBl2v6/+POaK/tnmacJ7773HAw88wIsvvsjkyZNZvHgx8+fP5+DBg0RHn4IM9TY0NjZSUVHB/PnziY+P73JZdzQ0NDBv3jzmzp3Liy++yO7du7n55psJDQ3l9ttvH+i3EKQb/E3ntEbbem8aY+7Yg0+W3QgCiJreB4W9AS8N3gY0goZQQygARp0Go653993HnxdPP/008+fPZ+/evURFRCMHFDQ6CambanFBIyIYNCc0j3SH3W7v9rxIGtFzItD/0nkhSCLCQFboTb6j93NNsz1XLytNplyU0e3rmeOjiUq2YotSY1u7Vxax8bM8MsdFM/vaYd2uW5ZXT32li8hECxEJwcSt053/rRrTIEGa8JWUUHzvfTj+n73zjq+iSv/wMzO335t20xsJvYXeQVEEaaKiuNgVdbFiWcW1rLpr+VnW1XXVdXUtqKuuymIXUUBRFBQE6b0lpPd2+70zvz8mhZB2E24KOs/nc0mYOefMmSRn5pzzvu/3/fY7FK8XubIS99ZtFD75JNk33kTp66/XlbVOnECfNd/Qf+MGBmzeRPrS94lZtAhTRgaC0Yhl+PC6so5163D8tAGA9IxoTFY9Gacld5h3nyAInHHFQFIGRHHq/H51xys++hjXz5sAMPZu+YF/LJsLNlPuKeewIxfD6XdjivTT+7xynkvYwvh3xvPWrrfqyiqKgtyMTme/+DD+ddkoPrv5FKb0jyUgK7y78ShTnlzDg5/upMKlJb3S+PWz/PByPotcgTFuCbbiakrf20vlys0UPv8Km7Z8xdP5a9hUsKmruwnApk2bWLZsGXv27OGnTw/xxUvbyT/UdDhyZ/O3L/dy6Ss/smpXgXqgHRKJtcieDk5u7yiGipwGfUwdZGfW9UM48+rmEzDf8f5WBv35S77alc+Q05OZfeNQhpyW0qCMr9CJa08p/pLGkjOT+8Vy7+yBjQwmtfRLUCfke4/LabAjpwKnN0CkRU+/uOA2OH/+4gg71+aSvSd4CZZ0/Y9Msf2d9PgiGPP7oOt1FL1ibVx9Sk/NYKJx0mDVW+nll4l3jyNuXzyZ77r54oP8uvPODRuCaqc9ErNtZfP2HWTKOhLHT25TPcGsw37xAGKvHdLuFerOHPW9lZEUEXwlSQdlh8FTCTv+174LnwjuSnjrAqjIgsg0mPl4p1068uzehE1OQTTWb2aWLt1H5apMZGczc/XwRFXW7HhSx8CZD6vff3EXbHojNJ0UBPjdGzD+Jug/KzRtdhOefvppFi5cyFVXXcWgQYN48cUXsVgsvPbaa63WLS8v57rrriM+Ph6TyURGRgafffZZ3flly5YxePBgjEYj6enpPPXUUw3qezweFi9eTHJyMlarlXHjxrFmzRoA1qxZU+dBf8YZZyAIQrPHWuLtt9/G6/Xy2muvMXjwYC666CJuueUWnn766Tb8lDRCjez3UlFcTWWxA7mVd0JFYT4VBflqMvgmGwtARTZU1s99PQEPBY4CStwl7erf8ePiiSeewGQy8fLLL+Os8FJR5MLrano+XzsuknqmEJYSxbDxI0M6LsLDVeeipsbF1GlT0VkNrN3wA3gdUJmrShceR4ePiy/ugjfOgSM/hKa9Xwu18lwhkHoGGD6tB6dd3L/O6CEHFDwOf7N/m8eye30eq5bs4tCWopD0RaNj0SJNNH6T6JOSiLvzTnw52UScPw9BJ+H46Scc363FX1REoLy8rqwgSejjVc8LwWDAPGQI5iFDiF10E4HKSkSr6nmhBALkP/wI3sOHib3tVpKvv57LHpnQ4QmeohKsnHtbvYxBoKKC3KeeRQBib7oRfRCeQLVMTJ7Ix3M/Jrc6FxLGwS9vIRXtwZm3BQWF5EAYzl9+wTJiBIcqDnHViqs4o8cZ3D/+fiSxcehrRnIES64ay6bMUv725T7WHyphyQ9H+HRrHvfOHsB5IzrOoKSh0dXo3H4M3kL8UjVO0YuUFoUnU/WCtVUKhDsU3L6uz6XgdlRjMxnpkZpKVFQUSrIBRQZLeMu67rLHj+JXEE1Sh3oRbc0u54cDJTwReAo+2wQXvwupbZeuCDh85D++AWPfKKIv7t8x+rq//AdW/UWVLTnvXwBYI4z0Gt5yNJFeEvD6ZfbmVzFnaBI9h6qyj8+u3s+e/EoWTOxJ7x8LcW0tIuKsXoS1lmjQXQmmcLw1Orv9a6JUjs8z9dNhdTE3Jt0etDd6//EJJPSOwJ5oJXNHCVWlbgafmtTys3zweaq+s6eyXgO/C6kqdbNpRSY9Btlb/d1oaHQXAm6Zie5pJPv7sTnSh0NX/4ze7i5EqcwkLbzp3Eifbs3l6ZX7GNfTzuPzhnZYHw9vK0bwG4mLjcNma5v3pCAIWIad2HjckVtjNEluPWqulqpvjxJQFmGV89Cve05NNG4Kvv4JUV0I/70IcjaBKRIu/E/nXbsJAtVenJtUBwXbKcEltG3A+BugZD/8/Bp8egsc/g5mPAphjT3Yg0YQIGWU+mkDTm/zG1eiIGA6Zg4QirKWIL3oa/F6vWzatIl77rmn/lqiyLRp01i/fn2LdWVZZtasWVRVVfHWW2/Ru3dvdu3apSbKRnWEmT9/Pn/5y1+48MILWbduHTfeeCPR0dEsWLAAgEWLFrFr1y7effddkpKS+PDDD5k5cybbt29n4sSJ7N27l/79+7Ns2TImTpyI3W5v8lhLrF+/nsmTJ2Mw1Ht2z5gxgyeeeIKysjKijpOO1uh4nF4/zuJ8nG4XoqjH5TEj1khmBWQfRr2EXtQjCAJOr5+AZEBRwOHxozvGblI3LhQZHEU4fTIY40AQcHoDuL0yHCMxHpAV/AEZQRAwtBAhcuy4CPh8yIEAer2OyZMns3HjRqRbRHQBCVFqPOfsjHHx1bpNTJ84iv+88x7Tpkxuflx4K6C6QH2uWxqOkw4fFzmbIXsDjO3cqBXXrhKqf8zDmB5O+BmqYb36pzwCFR4sw2LRx3exhFXiUHU9Ej+4Q5rvNy6e1IF2jNbW3wVR8RZSBkQREacpsJwMdP3KVUOjkwhUVSFXV9fJbtmvuLzBeWPv3tgvuaSpqiiKQlmeE3tSw4e9FF6/sFHcbpQRp+DNLqbomX+gyDKxN94Y4rtonR1PvM6P/f/A8PgVDLjiijbX7xXRi14RNbIAs/8Gb8zheV8YhROeofyG28mqchDz0pv8ZNpEmaeM7OrsJg0mANVlHpyVHgZEWvnvteP5bl8Rf/l0J4eKHNz+/lbe23iUv184nCRNskvjV0jvn7KZtOtShqYNwSkrfJBdypiSQ4QBE7/RI+bKfJ9YyrXDu7afW79azpZ33yRjynSGDBkCQ4KrV/jsL/hL3MRePxRjehu8ettIfoWqQWtVHOAsgeJ97TKaePaVofhkApWejktIWLhH/dpGaZV+8aqX2p7jIkE+3pLDwSIHszIS6R9jRp9kRTS30HdZhjfPgcx1yNdvoOTNUgJlHiacmsTVk3oy6rgcOj8dUr0Ax/VseePjWIadoeoGu6q8fPrcFlxVPkRJYNCkFgz0ggDpk3BUeAgUuzpVL74pju4uZed3OZRkV2lGE42Tgp3FOzm6Q6KvazclfUz07plISq9Ict9Xz1fLPjyB5hOh6iWBw8UOwjpYlvC7/+6luszKvD9eSkKvjnsvNIXLG+BAYTWgOu0Eg6IoVP+UT6A0CmPUSPTVH8F3f4Xpj3RgT2soOwKvn61GmJij4PKPILHpvDQdhaIoyA4fildGZzchiAIRc3oRqPS0T8JSEOCsp1U5r+//Doe+AcMxaydFCW2ukxYY9MCXzZ6b0j+WJVfVzyNGPbwKVzNOLON62nnvugl1/z/liW8odXgblTvy+Flt6l9xcTGBQID4+IYGpfj4ePbs2dNi3VWrVrFhwwZ2795Nv36q0kCvXvXzjqeffpqpU6dy//33A9CvXz927drFk08+yYIFC8jKymLJkiVkZWXVSQwtXryYFStWsGTJEh599NE6eTC73U5CQgJAk8daIj8/n549G8oV1d5vfn6+ZjTpAhqPi911343pZeYv58fTN6ovBslw3LjY0aBW/bhQDSOnLCmk1P1Vo+sdeVzN5Vft8ZNZ4sBq0NE7rnmD+rHjorq8FFdlJTZ7NGlpaXz77bfYopqPEuiMcREVrc4Z7dGNx0VUZBRxUbFq0vva51wTkTwdPi7qcneEJqIiWAIVHjz7yhAN9UYx5+ZCvJmVGJJsHWM0+XkJrPozDJgDc19oueyIy9RPkGz+MpPd6/IYOCmRkdMbO6QocsMcaGabAbMtOOmv4dN6MHzayStz/VtDk+fS+E0QqKoi6/e/J/PyK/Dl5rapbnWZm/89sYn3Ht1AdZm77rjX7UcO1LtcVLtF1gmns3nKI1RbEil+7nmcmzpXese1fTt79/rw660UjJwPuhNcHPc8Fa7+Eq74mJj0gRhi46gKWHjvpWw8rybx8pRXWDR8EQDlhU52rc/hH5v+Qalb9V7e+1MeSx/7mbXv7QNUCZkVt07mrqn9sBgkfjpcyqx/rOW7fVpoosavE79kwq8oBBTQGUSETpBGaSs6gwGD2YykbzmypBE1Xl5KoOPuKSArZJY61cvF1UgQFu9rV1uWEXHE/2GkmpCwoyiq2eiIa6hl63b42PVDLptWHGmy2oAE1WhScqSSHd/lUF7g5FBRNQeLHOhEgdP6xxJxZhrxt4zEOrqFjQpRVBdoSgAOfIupbxRSpJFe09J4YGgFZ609D/K3A2oOlZ+PqBJb43u1nFi3KUxWPSOmpxGXFka/sa17EW/+MpPX7/qBjcuPtPlaoSYmxcbQKSn0H9f6po+GRndgd+lututFvHs/Z4djBRHZehx7q+vOCwpIQvMG1f41+Yr25lcRkDvmma3ICjEpNiLjLXz31pO8dOMCCg4daFMbgWovrl0luPcFL/9XS6XbxxkD4slIDicuLLhErygQdW5vzMNjMc6pcZz68V9QuLvleqEgLBFi+4G9N1yzCpKGd/w1j8O5qYC8R36i7MP9gJrnJOyUZCJnn8B7UhBg2l/gurVw9rNgrNkglQPw6nTY8k7wMpu7P4WPF8HRje3vz6+QLVu2kJKSUrcxfDy7d+9m0nH5NidNmsT+/fsJBAJs376dQCBAv379sNlsdZ9vv/2WgwcPdsYtaPxaaOO6pi2lRUlC0umCVqU4dlzILj++fEcDSdtQjIva2xVo3CfFL+MvchIodR9jHG5G1qwjCdTKUAX5HgwRxt6RRP2uH7aJ9VGK5iExWCckousoZykloOYE81SGvGl3tY/yAifOysZGcoBX7ljLv276hvICZ8ivrdG90CJNNH71eA4dJvvmm/EePIgUEUGgsrJNklXmcAN6g4goCBRmVtV5OHy/dD8FhyuZeW0GUQlWJJ2IpBMRI8KwnzkZ78fvkXvvvfT66CNEc8d71coOB7l33c3gw5mUTDcz6a4bQiJ9tb+wJ5FUE9sjjJTnnyNv4V8QZD/mvAMMKx2LuSany8d//4XqMg/Lhn3KqqxVfDz3Y3R6CVuUsUGCK1FW0H2ey0PpcbyLg5/zK7n69Y08Pm8oF4xKaaYXGhonJ76qPD6vSGdjjy94/d4nOTTxOjzdzF9h1FlzGXXW3DbXi79lJIhCAy+bUJNZ4sDrlzHpRWzJg2AbUNy2Tbhj6dDQcFmuN+jENjSaOCo8fPOfPUh6kWFTU9EdF+nSr8ZoklDs59t39jJyRg9+DldXZuN62Qk3tcGg1ecMyPweMXMlUZdcg+z2q3r1ax6Dot1weC0kDGFrdgVVHj8RZn2D5PDBIogCI87swbAzUhBbkmdb/kfwOYmMvAZBAF8QWr8dTVxaOHFpXSeBo6HRVgJyvRd8VaCQw31L+Cl3NbW+7QItG01So9R5qMcvU+b0EmML/WaKIAqcdZMaKfHmnW9RXVKMq7qqlVoNce8po+x/+zD2isDUr23etvHhJl65cnSb6giigKm/HVN/OzAAts2Gvcvhk1tUpyGxA9/XOiNc+Db4nI3kWzoLKcoEAii+DtjYSxyqfmrZ/5UqGZO9Abb/D85+puncKLUoCnz3N8jbAhEpas6UNrDroRnNnhOPWx9tun9a0GW/v2tKm/rRHDExMUiSREFBQYPjBQUFrUZxmE9wXVldXY0kSWzatKlOuqiWtsrqtURCQkKT91d7TqPz2fXQDHCU4DmajywLGFJ7IIXVSLiWNYxwCm5cqHPV769OgAQ1VL3CU0luVQ5mvaWufLArhWPHxYQJEwizq3K1bR0XiqKg+GVowxolmHGhtGb2kUT1I4i1HWlUpMPHRRdFmujjLOjjLA2OhbVH5rEt1N6jv/lI2zr8XhAl9RMEgycnkT40BltU0/OlgE9GDihIevV3XVXqJmtnCQazjr6jT0CSUqPboRlNNH7VVH39Dbl//CNydTW6uDhSX3oR04ABrVc8BkkSmbEwA1lWsEaoD02Py8+RbcW4qnzINR571ghjXW4RszSYQz+uwZeZRelbbxGzcGFob6wJBIuF8DlnIS/9HxMfuAipBb3QYMk9UM6q13Yh6kV+d/sg7JvvZ8y1PYl94QWqM/M4cvnzxN95J1GXX4Y5zADWAH0tAzhnyJmIgro5OGxqaoM2Cw5X4nUHcBa6eevPE7j7w+18tCWXxUu3opcEzh3ewS9XDY1ORJK9IDuY5R5E/tObEGPHQGn3SP5+LF9++SUHDhzg1FNP5fDXAbwuP2dePZjIeEuzdYQQPGNaozYHR9+4MMSYvurBdkSaKIrS8fmTyjPVzS/JAFENw+7tiVbSh0QTkxpGwCc3MprE2IwkR5rJ9XgZlWQhdXA0d374CwDnjwjemOwv91B5YCIRSgTSkbXg9yKaDFCZh3L4OwTgaNhwUoG1+woBOKVPDNIJGL5aNJjIMmx7D9zl9FhwJQv/cRp6QwdJo2lo/IrxK/XGxjJfIasPloJrELLwNaIiQyuRJjpJJNKip9zpo9TRMUaTWj7++GNcvQYxbd6lJPXt36a6+kSr+knoIu3z2X9TDcslB6D0INS+d0JF4W7Y+SGcfo/qiaw3qZ8uwpgeTvJDkxD0Ioqi4N5dirFXRPukuVqjzzSY+mdY8zgcXA0vTFAjUkZf07Rx6sj3qsFEZ4IxbV9HtSXHSEeVbQmDwcCoUaNYvXo1c+fOBdScDKtXr2bRokUt1h06dCjZ2dns27evyWiTgQMH8sMPDZNA//DDD/Tr1w9JkhgxYgSBQIDCwkJOPfXUkNxPU0yYMIE//elP+Hw+9DXRzCtXrqR///6aNFcXYTHowCfhDEsBBcw6CV3N37RRJyEr9QZUs16iJDsLELAnJyM2tdlcYxOw6CWoacenSJgMImZ9U/PDlo0OTY2LkpISVq5cyY033khlsQu/T8YWZcRw3HPq2HHRt3cfhFhzA6NJKMZFrQ2kqWmzaJAwJNa8u1w1m/hKY4N0h4+LWgNCJ0eadAl1RhN3y+UA3r0EDqyEc1+AEZe2Wjwi1kJEbPPr4Csfn0jAJ2MJVyW5yvIcrHl7LzGptlaNJl+9upOSnGpOuaAvqYO6xmlCI3i6l7urhkaI8BUUkPfgg2TfeCNydTXmUaPouex/mAYObLWuIiusW3aA7Wuy646Zwwx1BhMAo1nHJX8Zz7hzexF1zKaiLcqILcqIFB5O7K23AlD9zZrQ3VgLCIJA7I030uvTT9FFR9fdy47vctj/c0ErtZsmJtlGcv9Ieg6JJqrgE9j6X3Q/PUrPm8YQc/p48PkoePRRSl9/g/n3juHK+ybz0uXPcE7vc+ra2FK4hXvX3suOYlULNbl/FJf8ZRxTrhiAyajj6fnDuXx8GlYZFi/dyroDxSf+w9DQ6Cb03/8+1vy7EIwu/IVO0DU/+epKKioqKCoqwuVyUXS0isLMqjqDcFeyr0CVn+kbb4OYmo2BssMQ8DUq6ytyogQaL04Un0zB3zdRvvwQsqdpzfKQUCN7RWz/RsnOBUH1wB53Ti+MlqajRs4dnsQWY4D1aRKHBT/ZZS7CTDpmD1HzcHmyKil8aSul7+1ttgvlHx3AuddPmXwneKvh6E/qiR3/Q0Bho9yPZ3dbYcPL3LL3cpbOi+aaU3s2294JU7Ad3OVgCEOXOqJbGExKcqspL3CidEOpPA2N5gjIARQBTKMXMj/uMYZV9STW1Z+X5qhLOQEFsZWoiGirurAvqW5aaiJU5OXlkVdQiDUmFoO5be88Q7KN+FtHEnlO7zZft8Lla9O4du0uoXpdLrLzmPdJRLKajH3RxtAbTLwOeO9y+PYJ2PByaNtuJ4IkItRsbPoLnZS8uYu8xzaoHtqhRtLDqbfDDT9AjwnqO2r5Ynh9NhTvb1hWltXcMgDDLwVr2yUkTwZuv/12Xn75Zd544w12797NDTfcgMPh4Kqrrmqx3mmnncbkyZOZN28eK1eu5PDhw3zxxResWLECgDvuuIPVq1fz8MMPs2/fPt544w2ef/55Fi9eDKi5HC699FKuuOIKPvjgAw4fPsyGDRt47LHH+Pzzz0N2f5dccgkGg4FrrrmGnTt38t577/GPf/yD22+/PWTX0Gg7Xq+fgOIiIPhaNGEoioLf68XvbcmLv1avqrEVoUkJqyAe0cePiz/84Q84nU4uu+wy/F4ZvzfQZDvHjotVX68mM/coX676KqTjQmn+do+7+eYjTTp8XHRRpIns8ePNqcaX76g71pESzkC9YcgfxLymNu+bFFzekdYw2wzYokx1zmOWCCM9h8WQ3L91w1dFkYvSXAf+jnjXaoQcLdJE41dJ+bJllP/3XQCiLrmE+LvvQjAE94A8vLWYX1ZmIQiQOtDerKe1yapn9Kz0ZtsJn3MWotVK2NQz2tz/YFF8Por/9SL2q69GsqmeDbVfAfb8mMe37+zFHKYnLSO6kUdGaxjMOs5aNAxkEPQZUJ0P3/0V6ce/kjx+FmXDbqNs2SdEzju/ro5OrL+GrMj830//x57SPSTaEsmIyQAgKsFKVI0XoSgKLEiLI+6rQt61eLjl3S2suO3UDvWC1NDoDE5JPoW8tAT6pU2Eygiye4aT6s1EV+mi6qgZkzOBNPOE1hvqYLJ2bEOXf5SJA/syYMAAkq9VFyTNhSPXUv1THv4iF5YRcRiSQyfncCyKAnargf7xYRCeBHor+BxqAt1jNrSc24oofW8v4dPSCJ/SMLrNva8Uf6ELl6eIiJkdaCDI26J+TRzerurnj0xme04F5wxP5tOtau6tucOTMdcYGhSfjPdwJXJcY4NRLeEz0pGdPiIijsB+VG/enqfCNjVb9MeBSazcXYDsW41YvJcxpZ/CmPHt6m9QHF6rfk2b0MiQ1FVs+OQwh7YUccrv+jaKhNTQ6K4EFNXgK+hMGEUrcaPgzZJXMJp9XHObhFcS+KyFSBOAaKuRg0UOShxByFi0g/UfHuTI9mIGjBjFKaeYGyW47kgUReGUx79GJwl8sugUUu2tG2ucmwpw7ShBdvoIn3ZMktfeoZFfasQXf4SS/Wouk4x5HXONEyBQ6UUXY0YXberYSNKYvrBgOfz8Kqz6C2Sth09vg6uO2axf9ywc/g4kI0y4qeP60sVceOGFFBUV8cADD5Cfn8/w4cNZsWJFUGNn2bJlLF68mIsvvhiHw0GfPn14/PHHARg5ciTvv/8+DzzwAA8//DCJiYk89NBDLFiwoK7+kiVLeOSRR7jjjjvIyckhJiaG8ePHM2fOnJDdX0REBF999RU33XQTo0aNIiYmhgceeIBrr702ZNfQaDv+gIyiuNAFQBBaiCgXBKyR8fh9Mj6PjNHcVKRJ7aZ4vRXBoreQFp6GdExkSluCvWvHxf33309BQQFDMjL45JNPSE1NJeBTUGQFnaHpZ1RHjwurUVf3s2mR4+TLjqXDx4WoUz+60BgHgsWbVUXxqzvQJ1iJv20kAHn/9yOy20/8baMaSXeFBKnWaBJEpEmtYSXIn0tliYuizCrMYXqS+rZuCIlJsTH7hqGtlgOYcll/3A4/0cldFFWr0Sa6xwpW41eBIqsqj2IH6ts3eV2/n6qvv0Znt2MZrWoZR114Ic4NG4m54Qas48a2qb2ew2MYcloycT3DW5SmaQ3RYCB8xvR2128NRVHIf/gRyt9/H8f69aS983ajF3i/cQns+j6P3iNjEaX2/V4kSYTaOc8Zf1K98Jb/EWHfF9jDthL1zD8Rwuu14f2lpejsapihKIjcP/5+lu5bytw+c+vKHK08yms7X+PaIdeSaEvkwM+FiDJMFE0srXZy1/+28cqVozteTkdDowOJtcRyIEpkqDUJp6ywcksJyQkStjgPVUfNVAdisEkxXd1NyvKyOfzDN/QZM4GIiAgiIoKr59pejOdAOYYUW4cZTW6d1pdbp/VVExcLAqSfonoKBRp6FLn3lYECnkPlKKenNHh2mPrZib58EIo30KH5V+g1RQ2JT5vUbBFZVig+WkVUghW9seHiM8INry8YgySJDEoM4+MtuVw8tl7vXZ9gxX7JACRb85N9Q6KV2BuGIWzbC/tfgX1fQb+ZkL8NRdSxzngq5U4fm+1zGM0Xqq78mQ8Fre/bZrI3qF9rfibZe0rZ8V0O0ck2xpzVgQasFlAUBVEnEN9Ly2micfJQazRxb32b8LTrSduTzgLrRN6xb0OveMBgaeC00hT9E8Lw+AOY9R0z3ktzqynNdTDk9P4kRspkb91EeGw8yf1bj/JuirbIKuZVuKny+NGJAvHhwXnXGtIjCFT7avKZNNkB2PWxGiEx4KymywTLtqXwy1uq9/G8V7pV5ESg2kvFZ4fwZFWRcMfojokyOR5RhLELod8M+Hyxur6o5fM74OfX1O9nPQHRbY86OplYtGhRq3JcTWG323nttdeaPT9v3jzmzWveOKfX63nwwQd58MEHmzwfGRnZKHKrqWOtMXToUNauXdumOhodi95kwVxWheAPtPiMFQQBWdbj8/gI+BRoKpWOzgSxDZ/xelGP3tB0VHWwfz2LFi3i6ssvo7K4CJPVRmSCGnUttfL6qh0Xiqwgu/0IAojm+r6c6LgY0iup2XEhu/z4il2IRgnJaoGY/vURJ8fRoePizvbnfjwRBKOEFG5AtNX/vBWfrDrfdpQhvi7SJAhnkLpIk+Acc7P3lPHNf/aQNiS6kdHE6/Kz9euj6AwSI85sITdXM8SkhLW5jkbXoRlNThK8R4/iLy5GHx/fpiTmwaB4vRycOQvziBFEXXoJlpEj29VOaZ6Ddx/ZgC3SyIV/GovJ1obEte0gUFFB+f+WUfb22/hyc7GMHUvam28AoIuOJu31Je1qVxAEJl/cNg3m1lBkGcXjCWlC+NI33qD8/fdBFIm+7tomJz2SJHL+nSPbbHzYviYbZ5WXQZOSCLMft/gctUD1pF52DZQcQHjnfJjzNIy+mtI33qDony/Q49VXMA9Rk8ENjR3K0NiGVvcXt73IJwc/IbMyk9dmvMYZVw4kvmc4UwZG8PG/1rF6TyFf7sxnZkZim/qtodGdMPbpgydOx25XAJ/Bz7hz+hDhmYTOHk9VZDj6iJ4MSwnSQtGBJPYdwKmXLCAqsW3vFvPQGAzJNnQt6L2GirqcG5e+3+R5+wX9iJzTC6EmRNpf7EIXoz5vBb2IeXAnbFD1PFX9tMCyJ36mMLOKs24cSvrQeoOZo8LD0sc2ojfpuPyRCfSJC2PFbZPpGVPvgSRZ9ViGxrbaDUEQoM9UiBukbjh9/Yh6fPiljPX15dDGo1y8Joxt1nDM1flwZC30Or1999waBTvVrzXJgJ2VXg5uLsJR7ukyo8nsG4bi8wZCkvdLQ6OzCMgB9iUL7HMWMqlHBK79YPIKXPIfNyMFF6nPPATmlo3wD8/N6NA+nnpRP4ac7iQq0cqObz5k3ftvM+SM6W02mjg25FP5dRbmwdFEnh3chvn+QlXKMT3GiiHIsR12SnLLSWp3LFPnutZYVU6qvcnaSw/BZ39Qv5/8R9X4340QzTrc+8uRHT48h8oxBeFRGzIiezR+r0sGNQ/AyCvUNYeGhkZI0dsisUT6wOdD0Nfv10SZopAVGfGYjX6TVYfOIDZy9KlDFEFs3VCtl0RibEZ0bXDi1JvMhMfGIenavqekBGQCpW4QBQzmjt2TqrumX0Zx+1EEIMwAhu4pydxRGHuEk3jvuAbHEu8Zi+KXEa0dFPVisUPyaLAHsaZoY6SJLdJIYp8I7E3kWHM7fGz49DA6g9guo4nGyYVmNOnmKIpC0TP/oOSllwAQ9Hp6fvIxxp6h22xw792LLzcXX24ulZ9/TuyttxBzww31fQgEqPrqKwLl5eiTkrBOnowgCDgrvfi9AcJrNqZc1T5QIDzG3GEGE+emTbh37MC1dStV36xBcbkAkCIjMY8YgRIIILTmgtAMjgoPlnBDyKMbypd9QNGzzxI5bx6xt9wckjarvv6GwidUrd+4P95J2OmnN1u2rfcjywqbv8qkutRDVIKFMHtC40JJw+G672DFPeqisudpKH4/lStXIldWknXV1arhZNiwJq9xQb8LKHAWcM/YewDQGySGT1NfONdP7sWzXx/g0eV7mDIgDqOu6zXwNTTaw5ZEL7kxlZBrp9/gKAan2XDvGYHfEkVgykGM9lyS48uAzpMwaYq49F54JD0Oh4PS0jIqs9UN5eQBUS1GDtrGdi+jpmjSIXsDFP79F/xFThLvGYsU3r1k/mJSwygrcOKoaOgRVV7gxGTTq+9Pq/r+PNZgEgyeIxWIZh26GDOCNQZuWKeeKDsMlbkw+U5mFhh5d+NRfOhYLY5nTuAr2L60Y4wmXieUHFS/jxsMQGKfSCac35v49K6N8ugOuVU0NNrCvH7zODXiz3w22cj3yaswmWMp2LeFW/JEqhUzxR+sIWbIBV3ax/BoM+HRZjIzMwmYw0gZPJSopJS2NyQKBMo9+PIcrZetYX9BFQB940IY9TjwbIgdAEV71OiHC15rm8YMqNEqn9wC3io14m7ynaHrX4gQJJHIub3RRZrQp3RM1GibGHstjLhMNfz/RiPO3377ba677romz6WlpbFz585O7lHTzJo1q1lv+XvvvZd77723k3ukEQyKoiBbIwHqksADJFgTjisnoygeJB3ogpQ5B3D73Th9TvSSnjCD6lFv0kskRbbNeVRvNKI3GvF4PLjdbpYuXcoNx+xRHcvx40IQBASj1HTG9g5CMElIopGzzj+H73/4vskyv7VxITaTxzFkJAyBhauDK9vGSJMeg6Pp0YzTnc4gMeiUpAYKBtVlHpY9+TMCAlc8OrHFtg9tKQIgZUBUm+XzNTof7TfUzSl69tk6g4losyFXV1O+9H/E//HEJt3+khJEmw3RaMTYvz9pb79F+dL/UfHRRxQ9/0+skyZhHqp6hpYuWULh356qqxs2aybCNXfx1X8OYI0wMu/OUUh6kaQ+ESx4YhLKMVHdfl+AFf/ewcjpaST1jaw7HkzIva+gAO/hI5gyBiPZ1El8+QcfULHsg7oyxn79sF9xOeFz5iCa2p/sSpYV/vf4zxitemYuzDghWa7jEQx6/AUFVC5fTszNi07YKOPes4ecxYtBUYicPx/7lVe2WkdRFPIOVrD3p3xOu6hfXcKqZgoz8bw+7P+5gF7DW/BqNljhnGfhtLsgIhkB6PHSS2Rddx2unzeRueAqkp/8K2HTpjWqOiJuBK9Mf6XBsb2le0kJS+H3k3qy6Zuj7Cpy8ea6TBZO7tXq/WlodEc+OvARO8KPMM8bjiX/Mkr+sxt/3o+4flrKhnO9vDLIwp3xGQywD+jqrvLtt99y4MABZs+cw8bXKwG44Z+nQxNJHDuL5dvz+L/PdzN7SAJ/OmtQw5OeKjCqCzFFVuomraJBQjRJCAYJf4mbso8PYh5oxzIyvmOluYoPQGUOJA4Dc2SzxSac15vTLm78DE7uF8WCxyfhrGw5kaEnqxLZ6cfYKwLxuI3/0qX7CJS4iVk4BFPvyPrNppFXwPDLQBSZaJPpFWvFF5AZO+s6WPYV7PoEZv8N9KGLhATUHFj2nuCpBlscAGF2EyOnp7VSseOQA3LL7z8NjW5KjDmGGI+Hr/VjEHcH6LN/EvHyJALSYkS/i+qf99L1Yo8qb7/9Nl6vl5tvvoPo6LZH+Zn6RxHz+yEYUoPfwN9XazSJD07ywpfvQBdrQWjJ61lnhHOehyUzYecHqkzUlD+1bSM/bwtk/gA6M8x9odvkdjoey5DWoxg7jWA8hn/lnHPOOYwbN67Jc3p953jNB8Mrr7yCq8aB8Xjs9nZGZml0OEogQEWhapSOSQ1vMmE7gCzLlOfnARDfq0/Tjfnd4CxVI8Ss6lvI6XeS58gjzBBWZzQ5EcrLywkEAsyePZvVX3wPskJErAXdMfPg48eFoBPRhzgSXpYVduZVIgIDEsPro+BrEPUS6CVefe1VXI4qcJapJ2z1z9cOHxeucjVCUmeCC9/6zRqem6Qu0uTEHeos4QamXNZw/S6IUF2qGmZa2+tc/fouvO4Alz44XjOanARov6FuTKDaQckrrwIQf999mPr3w3PgAOFnnaCuLlD4t6eoWr2ahPvvI+Lss7GMGoVl1CgUn4/Kzz8n9+576PXxR8hOJ8X/fhkAy5gxOH/5BdfmX+CMLERJwO8N4KzyEmY3IUoi1oiGD6EtK7PI3F5Cwd5iJh99CaGiBNntxjJuLCl//zugPlSK//UvLCNHIhiMeI8coeLTT3Cu/xHFaCTxlZfrpJ6kUaMxCwKGXr0wDxuOadBABEHAC+AOIgFUM5TmOVCkAP6Ags6i4D6Bto5HN3ESSloabo+Hyl27MPZuvzavr7CQnAf+TCAiAtNpk4m8czEeT+sajgGfzDfv7MDt8JM0IIy0VqRqUodEkDokAn/Ahz/QfNJhAIzR4HYjSRK6gs30mCmQbZiAY916sm++hbjFd2C/+uoWXxwb8jZw89c3MyRmCBcV/IGJZSIReh3/XnuIKyamadEmGiclkjeASzqCbBZwCF50KbF4s9RFisklYHYr+AKdoB3eCn6vlwibjcSEBKwWK3FpCrKstLq5rMgKBGQQhA7Rqs0pc5FT7qKw6phnXHUhvDQZnCVwbx6KIpL3xEYMqWHYL+iLaNETeXZvpAgjnsxK3DtL8Owvw9TPjhTegQkRt70L3z2pesee+89mi9VGkTSFKInYolo2/pe8vhPZ6Sf+DyMR4+sjURRZQbLqkat9TSdaFNXfj0EnsvIPpyErCnoBWNUDKrLUiMERl7V8j23F3gtu+UVdpHSDRZu72sd/7l9Pcr9IZizM0OS5NE46ZK/CsIopzPWOYavVS6GztO7cQW85iQEPxhY8KNfuL+LeD7fTJ9bGkqvalu+vNSqLXWTvKcOeZMVut+PxeNq9uSuFGZDC2va8rpXnCibSRHb7KXh2M4JBIuHOMUgtPJdJHQNz/g6f3Kw+47e+ByMuhYk3q85DrZE0AhZ+o0arRKUHeTcav3XCwsIIC+v+mvfJyS3I22l0WzzlhcgBB6KoB6X+78wv+wGQBEmN1EBAb1TnpYrSzFTO74HqAtBb6owmTSEripqfEFWqKxhkWUb2+5EkCVEUCQ8Pp1/fvsiyQmSsBUnfufM4GQVFUQjQ8rQ2OTlZnfsW7gQESGrG4NQReB1wYJVqxOrkuXfA4aP8owMoskLM5YOQPQGq12Yj6CXCTmtH1Gmo6XWauo5sr9RmK5hsei64e3RQ64v4nuF43QH0Jm2P62RAM5p0Y5wbNoDPhz41FftllwKq4eJEkR0OKr/8EsXpRH/cZCfh/vtwrF+P99AhKr/6Cs+evciVlRj79qXH60tw796DoUcqUng4aWeqL9bmrKOK10u/uAoKoquJ/OZ1/KW7AfBLJg7uAtvuw0QO7Inzp58ofva5RvUDffsSuOF6cnU6xMOH1YMDB8DAAbiACoAjR07451HL2ItjkAMKR7OzQtZmLYEH7kdxuzlaWYlUey/tQPH78d9wPQgintgYjmRnB103Y04EckDBbyzn8OHKdveh+c7JWA6uJzF7HannzSU/7SLK//suhU/+De+RTBIeerBZw4lVX7/w7HdKHFk7ynBKCkVVbj7eksv80amh76+GRgfT58ejTN55BUPSh+GUFZZllTGm6ABhwOSv9BgzZdbGlXDN0Fab6lAObFzPvv++QurgoQweOpDBQfan7H/7cG4uJGJWOmGnhX6MFlWrxpK4sGM2AS0x4K5QE8GXHsLriEeu8uLNqkSoeRcZUtUFoHmgnYjZPUEUOtZgApCzWf2aODzoKn5vAJ1BwlnpxRJk//QJVmS3v1EmTUEUiLtxeFAJWiVRQKr1Khx3LRzdAHHtS9QcFMdpB3vdfoqPVtesIyM77rrHkb23DK/LT2WxSzOYaJx0/Ji7nur90aQ7M6kc0IPUpDA2VX2K3q96eTu81a22IQkCR0tdHeKIkrOvnG/e2kPKgCiuv+36kLffEoqicKBAvf9+QUSa+ItciCYdolnXssGklpFXgKsMvv2ramTe9DqccnvwHUwarn40NDQ0ugM1U0DR50FxOiBclUzdX7YfWZHpE9UHo2RElCT0phjcDh/uKi+WiCaM8nXzzmPW+DWHjl33u7wBDhZVY9SJ9E8ITqLV53ZTlpeDzmAkNlWV8Y5K6LpIq2On2E3taCh+WY0wEIVj7l1pweLUAfhrHH917VdgaTeygmt7MVAjAefyUbkqC3RCxxlNqgvh36eD7IfF+1oue+7zbWq6JKea1W/sxhym5+ybh7daXpLEoOWHz7l1RJv6otG1aEaTbowUHoZt6lSMPdND2m7lypWqwSStB+YRDQesFBlJ1CWXUPz885S++hqeAwcAiP3DbQiShDljcF1ZOfMgR6+/AX1iIpZxY4m54QbEY/QuKz77nLx776VWXCnyoguJPO88du8JcOibcir+V8RF9/dEiooi7Mwz2VkYg1u00tNwlLgR6ZRNnUp4RASxsbEhzzPS2QTi4vHlZIMgYExJaZB0ra3IPXqAIDT4WYcKr8ePElDQm3Qt5jI4HkVR8Hq9FIlncdiaQt+1N5Mw918Ye/2Jgscew9i3b4u/w8Exg3l95uv0iuyFUTJy5aPR+H44zJov9vDyd4e4YGRKm/qjodFd8EtdMGltI4IoIQhim5+ztdElir/1jfr2UFQTYRJ7rNFEFCG2P+T+AkW70ffpTeyNw1DcgUbyW4JOJGxyJ3g2Bfxw9Cf1+9Sm5TSOpbzAyTdv7cHt8DH/T2N4/9GN2KKMTL9mcF2OsOaIvbZli1ab35UTQ5Nnqy0c+LmwbnP13Ns6b9HQe0Qs8+8dg8fZSvSkhkY35Lvs71DMRpK3fcWOlGomFi5gnDQB2AioGzjHJu9tCrtNnTeWOlqWAWwP5jA9PQZHE99T3TBwVlaw9OE/4XW5+P1zr7T52eQvc+PaUYwgidgmJrVY1uOXuWB0CgcKq0mPaV2OxZAaRuJ94wm0IofYgEm3qrk29nyuJimvNQbLMmx/HwaeU5/0V5Zh3bPQ+wxI7GKvCA0NDY3jMJuNiEUlyP5mnstNTeubfYQrjc4rTTbQfNPNIYgCYk2USVtRFAV/oRMU0MVZQiLRqxxjDGrqnRao9iJX+xDDDOjCdA0rdprRpCY6PwQSVG1FNOmIPLe3uj5U1HWYdVwTuXFDelGdKo8MIAdADJ1TiBxQKMqqwhrZ+GeZubOEFS9uJy49nPPuGBmya2p0TzSjSTfGMno0ltGjGxwLVFRQ+vbb+PPySHz44Xa1W/npZwBEzp3b5AM/6sL56FOSCZ89G8f3P1C1ahW2KVMI+GSWv7idoWekkDY4GtnhxJ+Xhz8vD9fmzQg6HbE33VTXTvicsyh9/XUEvZ6w6dOJvnYhgiBgF4tJyJTpO0ZNfmzq35/Ep5/hk1vWIOlFpjxwIwabQNnhw8TGxmI2h1hn/TiCya9ywtcwGvGWlyG7XOiqHegTg3uBqC/8QkSTCSkiQj14ArlbWsNT6cTj8iOJApbItl3HbDaj1+vJdFbiNcdh+uxW7Au/xjLuQ4x9+7Zaf2B0vaezpBO5eFwPnvv6APsLq/nxUAkT+3QXtW4NjeDxOor4uLwXG9I+542/PsWhCTfgoXt5ufefcAr9J5zS5noRc3oRcVbPDpHmgmaMJgCxA1WjSeEexEHnYuzRtUnFyd8K3mowRUD84FaLm8MNFBypJOCT2b+xAFe1F1lWGslbntQoCjw7AsISYN6rEFEf1RqTasMWZWxyEdKRCKJAbI/uL3eiodEUAdlf9+ao9heyLmY7BVV76FFbQFElVVrCblU3+sucXgKy0kiP/URIHxJD+pD6eZreYKQ46wgAPrcLg7lt2vL+QicVnx9GF21q1Whi0kv8+ezWn73HIogCurY+g/RmGHJBw2M7lsGH18HyP8LguWpEye5P4eDX8M2jcP1a1dCvoaGh0W0I/tkfHmNu2aGnqUiTuiPCMd/Xlg/60hhMZuLS25/bVPHVSCArSpP9a3N7Nffa7KpHEEAUVANNg70luaVaoaU20iTIZOehRNCL2CbUv68lm4Go81rfAzohpGOciP2eeueFEBARa2bOomFNSmgFvDJ+n4wcaPgHvf/nAnyeAH1GxmEwa1vtvxa03+TJhiTVSVnF3n47uqioNlX3l5bi+PFHAMJnz26yjC42lsi5c/G4/OSFDaTv/52OIAhs/SaLrJ0lFB+t4rJHJmDq34/099+j+vvvKX72OUpffQ3LmDFYRo9GEEVEg4GeH3/UyCBRu7BS5PqHjMflZ+iUVOJ7hhMeY67LKRLwySimjjNqKIpCWb4TSSdgizJ1mGSHIAjoYmPxZmUhOx1B1/Pn5+MvKVEjVMzmkESXBPwybocPS7ih0c9VZ5Tw+2SM5vZFwoiiqG4cpo6HvR/Ae5djuvabuolDoLKS4hdfIvbWWxCNTb/MvQEv7+55lxJXCRekn8bqHQUs3ZStGU00TkoEJQCKj+nuQRQ8/wtCzEgo29LV3WrEJ598QkFBAWOHT+LAN07Cos1Mv6blTajjE5GHmsIq9T0QazvOgFsrJVW0u0OvHzRHflC/9pgYlIeT0axj+tWDiU0LI8xuosegaMryHSekzVz20QH8xS7CpqSqSeDbSvlRWPsUjLkGEoa0ux91VOVD2WEoz2ykHRzbI4wrH5t04tfQ0PgNEVDkui2XIt9BDlYK6Kt649Wvw+BzICC0HmliUeeQiqIaTmJsod9UcblcLF26FEmSOP+eB7GER6AztP06htQwTAPtGNLCUWRV7sRX6ES06JBsHSy32BYEQc1VUnYENr+hfkDdyDn7Gc1goqGh0e1QgGpjIooB9C0YMQJ+P+UFearTa1Jzkdt14RfHHGmi0RPYyikuLkZRFKKioqgq9oAgEBFrblGFQhAEdDHm2jDM9l/8GOrMQ800p4swQq0D1LFaXkFI54aMLow06RKOlSHzu5s3mgT88Eis+m6+fXdQeU0MZh1pGU3nAe4x2M7l/zeh0V7amrf34nX5SeoT2azRxFnp5ZN/bEFvFJn3x9FNltHoXmhGk26KLz8fxR9An5iAINVvwkg2G/qUFHzZ2Xj27kM3vnUpkGOp+molBAKYBg3CkJbWYtmfPj7E9jXZ5OwpY8rlA8mYnIyzwkt8z3D0BgkMVsxDh2LKyKD6629w79hB1hVXYj1tMkmPP44uKqpFY8exYZKWcAOnzG9oiZYDMhXFLvwugfBWXoztxe+T8XsD+H0CYdEdG20ihoUhRUXVR4y0QqC6WjWYAPrExJAYTGqNRHJARtKJjZISWyOMWCOMQeniN4sgwIxHIfdHKNkPn94K815FAbJvvAnnzz/jPXKElH8806RM2c6SnTz585MMLJzAaQeHcbqkZ+mOPB48dzDhpq7TMdXQaA8D975NlfIOhh6L8GVXI+i7p6d7UVEROTk5VPVykH+oCo/T39Vdaj7SpNZoUrib6h9ykKJMmPpGIui7KJleZo3RJD14Q0CvEbF131vCDUHnNKn+MRfnliIsI+KwjUusO+7LrcabVYVtfGILtVtg9YOwfSk4iuCit9vXxrEU7VG/2nup3tnH0BVym5u/ysTj9DNwQiKR8aHzQtPQ6Cz8SgAdYMy4gLlxo9lXYSPLI/CvuWHcutQRlA+rThKJtOgpd/ooqQ6t0aQ2atvn83Ho0CFEUeTSSy9td3uiRU/MlQ0N9+WfHMRzuAL7/P7o4y14MivZFKWjuMrDnGGJQeVqqfzmKO5dJVjHJmAdEwLZkCEXwODz4fC3qnRX0R5IHgVD5wcVeaihoaHR2fh8fvz4QJBQqJ9/CsdZNhRFwed2tyxt1UKkSZPF29pZwOv11l3K5wkEXU9sJu9ue6ndHwlqHisIqD8TpZONJl2Y0wTwF7tQ/DK6GHOHKRE0QNKBIIESqDcYNUXAo0pr+t0No1Paic4gER7dOAIrdaCdgC+AqGv+b8TvDVCSU43OqCWBP1noXhohGnWUvPoaB6dNo+jvf290zjhA9Vry7N3T5nYrV6wAIHz2rFbL2qKM6PQifUarMloGk45TfteXvjX/r0UQReL+eCdIEuj1SLYwhHZoTx5PwF8fStlReyx6g0RUopVwuykkRpnTTz+d2267rclzgiBgSE5Gstnqjsk1ETXHowQC+HJyAdBFR6Ozt24NBzhy5AiCILBly5Zm+2Cy6tAbJUSpZe+ME8ISBb97XdWZVBQI+BAEgZibb0YwGqn++mty77kXRZYbVR0RN4L5/eYzf8YsTDY9PrNIwCvz+ba8E+uThkYnMzFpIoI5ir7x87G7Y8nvHYmhx1FsSeq4Nztj6WEa08W9hJLso9i9Dkamp9J/cG9mXT+EU37Xeji1+2A5FV8dwbWrJOR9kmWFHtFWEiNMTchzDVDLFOdS/ukhSt7chRLoxAXJscgByFyvfp/W8dETgTIP3iOVqk7zMUSc1Qv7Rf0xpLbTKHfqYkCAPZ+psjInStFe9WvN76o55EDjd0CoURSF7Wuy2bwik7L84CM9NTS6E7KijhVBb8Uq2bH28bKm139xDE3iukUST1wc3AZJdI1EV4mjhc2FNuJ1+/n3bd/x7sM/oZP0nH/++Zxzzjkhax9UmRXZEwBZQYoyUvDMZso/PMBbK/dzx9KtvPb9kdbbkBXcu0vwHq1C8Qa/8dYqogi9p8BZf4MFn8GZD2oGE41fBR999BF9+vRBkqS69W1TxzROLgL+AIrsRAxUNTR1HLf8FyUJa2QcRks0HldzzlSNI03CDeH0CO9BtLneS789OwtyIEBFYT5GUSAqKgpJEuvkwroi3a0gCNiMOtauWh7cuKiN/lQ6fq5bR6Amb18XRZoUPPcLBc9sxl/uwb2/jOz7fqDwxa0de9Haew20MK851qASpEEpEJDJ2lnCoS1FDRRyWmLmtRmcddOwJg0qtZjDDZxzy3BmXpsRVJsaXY9mNOmmeDOPAKDv0aPROVN/dRPCvWdvm9uN/9O9RN6wiPBZrRtNRs5I44pHJ5I6sPUNe+vYsfRe/jl9v/uW5Kf+FnQ0RUvojRIRMSbCY0x1m/iyrOD3hXChg2o4Mdk6N4JBURT8xcV4DhxE9jZORBkoK0PxeRH0enRxcSG9tjXSSFSCFcMx3heyrODzBE4swuR4eoyDa9fABa/VJcy0jhtL8j+eAZ2Oys8+I/+hh5q85v0T7ueCoedx1V9PIf3sNHwCfLg5J3R909DoBBKsiQiGMHpETyXFG8NPm4oIRIp1RpNKfzxhug5OkBcEVSVFHFrzFeW7thCbYKfX8Fh6DG46HPlYvIcrqPr6KO69pSHvkygKfHzTJNbfM7VOh7+OiBTofQZKxmWYMyIw9o0MuTdZ0AgiXLUcZj0JCR2f8Nc8LBb7JQMaeUgb08KxDI9Dam9elLgBqjQXwEc3gvMEf6e1kSbNGE3yD1fw/qMb+eQfW07sOkGgKDDx/D70HhlHShDzGQ2N7kigZjPAs/czREMu/XJsnOsfiN8s44w04QsPbhNgUFIEw1Ij0YXAuamWikIXfk8AR7kXi9XM0KFDGT58OHkH9rJ77TeU5rZ//qb4ZVw7S5C9AeJvGk7C4tEYe4Rj7BOJ0DeSfUcrADh3eMt5T0CNcI+5OoOI2T2xTmi9vIZGZ/DPf/6T9PR0TCYT48aNY8OGDV3dpTquu+46LrjgAo4ePcrDNblUmzrWHG63mwULFjBkyBB0Oh1z587thF5rtIbOaMYsyxh9vhaND6IoomDA65bwN2doNkVBTH8Ir3+mGiQDYYYwzLpjN47VCwW70/DPf/6TXr17E5+axpkzZ7Jt2zZEUVXJMFn1QTl4ym4/ssuHEiIHHZNeolesjfsX39rkuDj/7PM4vHUfD973Z7WCvRfE9GsU2dCh46LfdPhzOVz9ZejabAOiTY9o04OsqDll/DJ0tGNbrdGkxUiTmv02QVSjU4JA9it8+txWvnhxO35fw7+hgiOVbF19lKN72r5e0hskUgfZSQtira3RPdDkubop3sxMAAw9Gkto1UaauNsYaeL3Bvj4/TLiepzBlOTk1isA5rDgw9dak/tqDzqDhCjVL+yclR6cFV5sUaag5UyaozMSwDeHIAgEKisBBbmqCjG64UMzUKEuAnUxMQ3k2UJ17ePxOH1UlbgxmHVExoVQuuRYbXxFAb+HsNNPJ/mvT5Bzx2LK330PyWYj9o47muyXKAqcMyyJx7/Yw8bMUgoq3cQHuTGgodHVGNLT0U8eyRHpZ8qj0hg1YRhh3lHobWFUGcMRI3ozKLGLk5gDkfGJjJ93EdbItm0oG1LDsE5IxJh+4kbyNiEIcPmHSECXTzcFARIy1E8nYEiyYUiytV6wPZz5MBxaAyUHYNk1cPG77fdUayXSxGTVU5RVhagT8HsD6DowP44oCvQdHd8oSlZD42TCH/BxKFGgqCyf6NQIPAchymXg/Oe2MmLYDPr8tXFkelM8d/GIkPctJsXGZQ+Px1HecMNi48fL2L9hHWdcfT32pODWHcdT/NoOPIcqiJzbB9v4RHQ13psxV2fw+vojZO6XGZUWRVJkC4mKj0E06Qib3Jw2v4ZG5/Lee+9x++238+KLLzJu3DieeeYZZsyYwd69e4kLsdNcW6murqawsJAZM2aQlJTU7LGWCAQCmM1mbrnlFpYtW9bRXdYIEr0tEkuEF8XrbSCVHWGIQFbkBvmxjGYdkiSib05KSNIFtQktiQJ2iyEoZY/acfGvF15g6OBBvPDiS8ycObPN4yJQ7lGlomLNCFJoHAVaGhdnTj6DhMg4JEvNXoWx6fl6h48LQahzWO1sEu+sV1DQRRlJuHsMJ5TQJhjiM8BTpcp0NUetQUUKfl0j6UViUm1IOrFRpEn2nlJ+/OgQAyclkjpAc8j6taNFmnRDFJ+vTprJkN7YEGEaoG5CePcfQPH5gm73yPYSio9Ws+/nwobXO8bTvzi7mhX/3k5hZmV7ut6hKIpCwKf2tSVpqaDaktXcHtVlbuQgw+3aSllZGVdccQVRUVFYLBZmzZrF/v37685nl5czb9EiYnv1wmq1MnjwYJYvX47s8VCSn89Vd91F4oABmM1m+vbty5IlS9rVj2+//ZaxY8diNBpJTEzk7rvvxu/3qzIFDh9L31/K6HEjSesfT+8BqUybNg2HQ5UwWbNmDWPHjsVqtRIZGcmkSZPIrDHotQlXObx3mfoJ+AmfPZuEhx4EoOSVVyl9/Y1GVWRF5tuj3/LkL/cyOsmMKQBfbNckujROHnali3x3mpfiEVWknjKM4YPtCNbT8CXNRJobT/RcN32Sq7u6m0QmJNJjwmmE9e5PcV4Z2XvLKM1tXcbI1N9O1Ll9sAyLbbWsRschu/249pTizT3BvyWDBea9AnqLKtH1v6tV+bG2oihQtFv9vpkkyBGxZmYszOCK/5vYoQYTDY1fCzcMXsB1EUUcmOLmhd7reHbQZ6yUVzEoS8L3yQqK//1yl/VNEAUiYi0k9Y3C4/GQk5NDYWEhcem96JExDGtEZLvbNg2wY+gRhrFXQ+O8IAp1sq1zhracy0l2+nDvLQ1tNLWGRgh4+umnWbhwIVdddRWDBg3ixRdfxGKx8Nprr7Vat7y8nOuuu474+HhMJhMZGRl89tlndeeXLVvG4MGDMRqNpKen89RTTzWo7/F4WLx4McnJyVitVsaNG8eaNWsAdf0XFqbKfZ5xxhkIgtDssZawWq3861//YuHChSQkdH1ktYaKoijIYXaU6AQEU70zYqItkeSwZPSSakiRZRnwoTfKDRQqWsPld1HuLsfpq5eSNehEUuyWoAzctePi6muuYdS48Tz/wgtYLBZeffVVvG5/i3lNjh0XYenRjJg2js+Wf153viPHxfTzZ2NMDefbdd+1eH+/lXEh6CV0kSZ0kR0sFbbgM7juW4jp03yZ2kiTNhiTRFHgwj+N5YK7RjdK6h6VYKXvmHji0xs6P3716k7+c/96slqQrnZVeTmyvZj8wxVB90Wja9EiTbohvtxc8PsRjMYmpZn0ycmIVisIAv7CQvRBRI0ofj/mD59nytgJ6AapEiKHthTxy1eZpA+NYdTMdAA2f5nJwc1FCKLAjN93H509RVFw+QLoI/QIZhG/BE6vqq3pcfmR/QrmsOAltlzVPqodXkS3AGapRa8Hs15qV0TKggUL2L9/P5988gnh4eHcddddzJ49m127dqHX67nlvvvwer189frr2DMy2L13LzabDcFg4P/efJM9WUf54osviImJ4cCBA7hcrjb3IScnh9mzZ7NgwQLefPNN9uzZw8KFCzEajdxy3Z3k5uRyyaWX8Ne//pVzz51LVVUVP/zwvSof5vczd+5cFi5cyH//+1+8Xi8bNmxoX3ROeSYcWA1+F3x5D8x+kqjf/Q652kHpkiXYJp/aqIqiKPzfT/9H6u6RnJ6joDfpWL49nwWTerb9+hoaXcB7e9/jy5KvuLuklOp9kymuzMWf9y2un5ay9lwvrw6ycGd0T/pEtTDJ6yQ+/fRTCgsLmTxyNruXV5M+JJqzbhrWZf358Jdsnlm1nxmDE7h39sAmyyjuagRnEdi76JlQdgS+uh8GnasmA+4EZG8AX74DAgrGnuomoq/AScnrO5HsJhL/eII5cpJGwEXvwDvzofSQKtNla6NRzOdSEyEX7YOYpnPjCIJAn1Ed70VbdLSK4qPV9BoRi9GsTXk1Tl7SbSmkezz8oh9M6Y4cRhycj8MzA5f5IazOAio//ZSYaxd2dTcpKCjgtddeIyoqiltvvZXx8y46ofasYxPwFTpVmY9jyK9w83NmGRIwa3DLm06OjflUfHEE8/BYoi9qOc+Sxq8IbwvOH4IEelOQZUXQm1sva7C2rXteL5s2beKee+6pOyaKItOmTWP9+vUt1pVlmVmzZlFVVcVbb71F79692bVrF1KNOsGmTZuYP38+f/nLX7jwwgtZt24dN954I9HR0SxYsACARYsWsWvXLt59912SkpL48MMPmTlzJtu3b2fixIns3buX/v37s2zZMiZOnIjdbm/ymMZJhteBEghQkaP+Hcck2+qjMI4bFwFHOeU52QiSRFxaesN2aseFpxq81arulkk1HlQ5iyh2FRNljMRib9sa5/hxoSgK5eXlTJw4kXXr1nPNJU4EUSC2iRx+HT0uMkaM4bPvfmbO5NHBjQtnKcg+MEV2Xo6RfV/CL2+peRbHX9851zwZaEekSUv0Gh5Lr+GN10eOcg+VRS48zuZyAEFhZhWf/3MbsT3CmH9v1+c21WgdbQXZDfFmZQFg6NGjyYTqgiiS9s7bGHv1ahBSqfj9CLr6X2mgogLBYEA0m3Ft3Url/5aii/iKvut+AMDt8JF/qBKfV64zmoyamYYoCgybmtqBd9h2XL4Agx7oGm3GXQ/NwGJo21CpNZb88MMPTJw4EYC3336b1NRUPvroI373u99xNDubc087nYy+fTHEx9O7b/3m0tG8PEaOGc3o0aMBSE9Pb1ffX3jhBVJTU3n++ecRBIEBAwaQm5vLXXfdxT1//BOFWwrw+/2cf/75pNXIqw0bphrVSktLqaioYM6cOfTu3RuAgQOb3rxslcRhMO9leO9y2PBviO4D464j+qoFRM47Hym8sUSRJEpcOvBSyr0g5AjYAwLLNYmu3yylpaXcfPPNfPrpp4iiyLx58/jHP/6Bzda8VNHpp5/Ot99+2+DYddddx4svvtjR3QVACMiYPeDzm3FKfnQJYfiOqsZPnV9A71cIdFCkW1uQ5QBRkZEoiozZbCIqQSbMHvwY6wipw5wyF5klTsqdjXM+AXDkewpeykIRrUTfGIshuYMkq1piz3LY/Qm4yjrNaOIvdFL0wlakCAOJ94xTDyoK+iRr+/OZHE/vKXD5h+pz29iOxPIGC1zWPWQ4tn2TzZ51eeQfLGfK5e18f2n86jgZ3ycoMkoAelefykz3mewxedjld6qRXUCBo4BeQTSzclcBD366kyHJEfzrslEh6dqGzw4TZjfRe2QsoigSERFR53l7oogmHfYL+jU6vjmrjGewMBwdURU+aMF7WfYEEEwSxvSul8PU6EQebUE+qu90uHRp/f+f7APHeMU3IO0UuKreU51nhoCzCS/iv7TNa7i4uJhAIEB8fEPpyPj4ePbsaVmCe9WqVWzYsIHdu3fTr586Pnr1qn8CPP3000ydOpX7778fgH79+rFr1y6efPJJFixYQFZWFkuWLCErK6tOYmjx4sWsWLGCJUuW8Oijj9bJINnt9jpv+KaOaZxk75RHkxCBptxWlL5nIl/8HqIgIggCumcHE9/auPBUQXU+/Oc8dT5c03Zd+zXjQlEUZEVBgRZzah0/LgJ+P5IkERcXx8aNG5F0IkIzzq4dPS7+eN9fiLDHAEGOC0eh6kikM3We0aR4n7o20QcnWRlqKldl4it0qjKYCniOVKBPsGLqG9Ul/alDb4beZ4CpYyWlT5nfF79XJiq+ebl7vVEkLi2MyIQQSuJrdCia0aQb4j1Sk8+kCWmuWkz9G0pe+EtLybz8ChLuvw/r+PF4Dh0i+4YbMQ4ciP2yS8l7QQ3bt55ySl2OjF7DY/G5A/QZXf/ajE62Me2qQaG+pd8cu3fvRqfTMW7cuLpj0dHR9O/fn927VdmSW265hRtuuIFV369l6pQpzF+wgKFDVYPFDTfcwLx589i8eTPTp09n7ty5dcaXtvZjwoQJDTY0J02apGpvluQz+cwJTJ06lSFDhjBjxgymT5/OBRdcQFRUFHa7nQULFjBjxgzOPPNMpk2bxvz580lMbFkGoVkGng1nPggrH4AVd0NUOvSb0cBg4li/HtnlJuyMKQBcOfhKvL38uM70cdXSzShZ5XyxPU+LNvkNcumll5KXl8fKlSvx+XxcddVVXHvttbzzzjst1lu4cCEPPfRQ3f8tls6boPT7IZvff5aEdcp9VCt+llVUMKZwH2HA1M/12A7IrLUXc9WQVpvqUAoOHiD343cIj41jwk2LmHBmcPUcPxdQtmwfpv52YhYMDmmfiqpUj6C4sKaNN0pkT/yKFwJ6RGNoEjy2mR01hoEBZ3XaJUWLHinK2MBAYkyPIP6WkaG9UPopDf+vKLSYLbQdKIrC/o0FHN1Txtg5PZs11HndfjW/WRA62McTnxZG7r4yBkzUkj5r1HMyvk++zlmLsC+a1MoinBllxMUYyLJ/jXW1Krnram5j6zgkEbLLXESYg4/ObgmP08fGzw4D0Gt4DCkpKfzhD38ISdstkVniJBF1IesvdmFMa94gEjE9nfBpadANnBQ0NELBli1bSElJqdsYPp7du3dz7rnnNjg2adIknnnmGQKBANu3bycQCDSq7/F4iI7u8mxxJx0n4zulKRw+B5mle+gd2RuTzhRkJorgnqtev8zegiokQWBwcvAb12W5R1ECMmaTCUEQiG7BSaqjx0VrCo9KQEbxyyAJNXsvNcahzpSG9LvVr51lpDkO9/5yvJmVWIbG4it2UbniCJZR8R1rNPnfNZC9Aeb8HfpMa7pMdG/VIayNrPj3dqpKPUy9ciD2xNajCZuKgDqepL5R/O4eLcLkZEIzmnRDzEMyiL72Wox9erdatlaft/BvT+E9eJCCxx6n54cfECgpwZuTgzczk+x1e9k65AYGxlTQ44J5dXVNVn23iyhpDrNeYtdDM5o9f6yncyAgU13mxWCUMNl0CIKAoihUlXiQAzIRceY2eUWb9R2jt/773/+eaRMm8Ml77/H1jz/y19GjefLRR7nx0kuZfuqpZGZmsnz5clauXMnUqVO56aab+Nvf/hbSPuj1OlauXMm6dev46quveO655/jTn/7ETz/9RM+ePVmyZAm33HILK1as4L333uO+++5j5cqVjB8/vn0XnHgLFO+HX/6j6uVfvaIuWbxrx06OXnsdgl5P+nvvYqyJvDGYdRjMOmYPSWRzVrkm0fUbZPfu3axYsYKNGzfWRV8999xzzJ49m7/97W8tJqO0WCyaN1wr1EY0Hp/krlUkARR1kRBqiqpVo0lsWDOT/vBEEsNm4PdYkbyvAJ1seTq6AXJ+BskAg8/rtMvq7CYS7xrbadcj4Id1z8KR7+HS/0EL3oF1eKpVmZJW3rOCILDr+1xy9pVjtOg45YLGUl5H95Sy+vXdTL9mMEl9I9Uu+WQqS1xEJbS+eMk4LYVBpyaH2t6jcRJzsr5P3j/0KWlmEwlb17AnDcZIl5AsptedDzZJZW2kbkGlOyT9CvgVhk5JwVHhxWhpaIjJ2bubVa/8k/CYWM67688huV4tN5zem+KeMfgEsKS0HkEiiAK0w/CqcRJzb27z545PGHzngRbKHje6btve/j4dQ0xMDJIkUVBQ0OB4QUFBq88Zs/nEvMirq6uRJIlNmzbVSRfV0lJ0hEZjTrp3yr25KM4yPNm5KH4BQ0pKnQNjTvlx4+DOA1SVunFV+7BEGLAdG9FcNy5q1g7XrIRw9V4LHIWUuEuwm6KouzuhQelmOX5cCIKIIEJBYdvHhb/Cg+IJIIXpEYNwFGhtXCit9N5f7sGX70AXa0EwSvXzYKUTnbtqZah0XaPKYZuYRGBIDLoEK4gCluGxGHqEJvK0WaoLoDwL3KHPEVJ8tJqKJuS2vnl7D4e3FDH27F5kTG49VYLGyY2WCL4bYh4+nLjb/0DEOee0WK7ouec5OH0Gxf98gYoPPgAg8cG/IIgiljFjSH7qKYyDBqK3R+DXWyk/axGWZja7N604wlev7MBV1YwUShcjCAIWg67Zj9Wor/veoAhIPhncgQZldAEFnQx6peW2jv+0R3Zm4MCB+P1+fvrpp7pjJSUl7N27l0GD6iN50vr147oFC1j6n/9w++2388prr+EvKUGuqiI2NpYrr7ySt956i2eeeYZ///vf7erH+vXrGyS//OGHHwgLCyMlJaXuZztp0iQefPBBfvnlFwwGAx9+WG+JHzFiBPfccw/r1q0jIyOjVa+ZFhEEOOtp6DlZ1T9delVdomHTgP6YR41Cdjo5umgRgQr1xScrMrtLdhMRvQcU2Fgj0aXx22H9+vVERkbWLUYApk2bhiiKDcZYU7z99tvExMSQkZHBPffcg9PZsjeux+OhsrKywedEkCuOsmbXzfy+74Nc+4/TiK7ee0LtdQTxPXtz638+4Jpn25ZI2Dw4msR7xxF9aehljworWzaaCKKIlJiCUdyDkL8l5NdvlfX/VL8O+R2E/YqNclW58N2TcHA1bHwluDr/OQ+e6g+HW06ECTByZhpDpqQw9PSUJs9vW30UR7mHzJ2qFIrb4ePjf/zCh09tprI4uDxfoiiEXD5O4+TlZH2fBOT6BXu1v5BvwzZxhGM2uIK0eSfUGE2Kq714/Se+kWMJN3Dqhf2YeW0TeRAVheKsI5TmZJ/wdZoiJi2CxB4RzUq1QDucATR+PRiszX/0pjaUNQdXtq3dMxgYNWoUq1evrjsmyzKrV69mwoQJLdYdOnQo2dnZ7Nu3r8nzAwcO5Icffmhw7IcffqBfv35IksSIESMIBAIUFhbSp0+fBh/N0ahtdNY7JWTvE4MVwWhF0JlBZwa9pf5v+PiNdoMVW7yd2N7xWGOimh4XtXsMhvp2FIMZRW9uMC6CnYUdPy5i03oSm9aTb75Z0+ZxofhlFG8AJaD28UTHRWuvE0Go+af2Zo83LHUGXRxpYhkWS9gpyehjzJgHRWO/aAC2ce1UKQmW2nutNRiFkMkX9WP2jUOJOk5KKzY1DHe1DznQ8HdblFXF/p8LKMmtbrZNuQOcDTU6Fi3S5CTGl5eH7+hRip9/HoCIeedjHDqMNW/vIS4tnEEzphM+YzqFmZXkfXaYGb/PaHLjwOv288tXWXicfvqMjm8yqdHJhKQXsUYYEaX6jRJBEDDZ9GrUgqnj/+z79u3Lueeey8KFC3nppZcICwvj7rvvJjk5uS4s9LbbbmPWrFn069ePspwc1qxZw4Ca3CUP/v3vjJk0icGDB+PxePjss8/alU/kxhtv5JlnnuHmm29m0aJF7N27lz//+c/cfvvtdZO51atXM336dOLi4vjpp58oKipi4MCBHD58mH//+9+cc845JCUlsXfvXvbv388VV1xxYj8cnQHmvwnvXgZnPgSi6skh6HQk//1pjsy7AF9mFjmL7yT1xX+xo3Qnl35+KVOyLuIWxwTeMLs1ia7fGPn5+XV6sbXodDrsdjv5+fnN1rvkkktIS0sjKSmJbdu2cdddd7F3714+qDEyN8Vjjz3Ggw8+GLK+g4KseDmvbDJlr+9EjB4KZaHxUgwVgijy0SefUF1dzYCksRTs8tBreCxDmtnIrkU0SGDomEi8ViNNANJPhaz1cOgbGHl5h/SjSUoPq3rBABNu6rzrNkP5pwfx5joIn5KKqV+Iw98je6jP6eWLYdWfoe80sLeQOSHgh/xt6qItrPVFUo9B0fQY1LwUyOmXDWDLyixGz0oHQJQEvO4AAZ9MdZmH8JimvW1/+uQQSX0iSR2kJanVaMjJ+j4JiPXP2gLPbg74Mkh0pOIyRWN2lyAEuSUVZTGglwR8AYXCKjcpUaGVgzly5Ag//vgjCQkJTBg7hnl/ehhLeMdqiLdE8avbUfwKkWf3wpDSwd6uGhpt5Pbbb+fKK69k9OjRjB07lmeeeQaHw8FVV13VYr3TTjuNyZMnM2/ePJ5++mn69OnDnj17EASBmTNncscddzBmzBgefvhhLrzwQtavX8/zzz/PCy+8AKi5HC699FKuuOIKnnrqKUaMGEFRURGrV69m6NChnHVW6GRHd+3ahdfrpbS0lKqqKrZs2QLA8OHDQ3aNrqSz3imhfJ8oClQb4kEP+hb28/1eL5XFhYiSjsj45oxptQ209g4K3nnl2HExcuRI/va3v1FdXc1ll1xBeYETSS82Kel6/Ljo1aMne3bvQdSLzDpr9gmPi7GTm5F+qkFnNzfMsdhCpEmHjYsujjTpEmrv1d+CU+2ez+GD6yBtQsN8Vq3QY3DTa5SMycm4HT56HLfO2Lk2h51rcxkwIYGpVzZOeSAHZL54cTsep59+Y+PJOK3ltbZG90AzmnQzlEAA56ZN6JOS0ScntegdGXbGlLoIE8uYMcQtXszO79SBuntdHikDowiPNhPbI4w5Nw1rth2dXqTXiFhQoOfQmJDfU2ej00voIhtv5NmiOvflsWTJEm699VbmzJmD1+tl8uTJLF++HL1eDQ8NBALcdNNNZGdnEx4ezszp03n0+usBMNps3HPPPRw5cgSz2cypp57Ku+++2+Y+JCcns3z5cu68806GDRuG3W7nmmuu4b777gMgPDyc7777jmeeeYbKykrS0tJ46qmnmDVrFgUFBezZs4c33niDkpISEhMTuemmm7juuutO/IdjjoIFnzWSb9FFRZHyz+c5cvElONaupfif/2TwoptItCWS4u+N0Q8DfBKfbM3VjCa/Au6++26eeOKJFsvU5gBqD9dee23d90OGDCExMZGpU6dy8OBBevduWv7wnnvu4fbbb6/7f2VlJampJy5j2MObgPdwBYKh6zaPWuLo0aNUVFSQoB9I9h5HULqtHUltTpNYW9NGE9fuEvzVp2OUl2I4+A3IcnDSUaFgzWPqAqj3VIgPbS6XYCj7YD++IieR5/TBkGjFm12NN7MSeWIHeXKNvgZ2fQxH1sKnt8EVHzcvvVW0R120GMPB3rrE6LEossInz24hsXcEY89WDTPWCCOTjpHtMph0zLlpKB6Xn+ikpiVESvMc/Lz8CIIAlzw4nsg4LdHib4Ff+/skoMgoAuj7nMnsuFM5UGnlqMfE8+d8w53vlwS9HSWKAnFhJnLKXRRUek7YaOKs9GIO09etVyoqKtizZw8+n4/TTz+d9KEjTqj9ptiZW8ETK/YyMTWSy8JsBMo9hM9Ib7RmUgIyvjwHstOPaNaWvBrdjwsvvJCioiIeeOAB8vPzGT58OCtWrGiUHL4pli1bxuLFi7n44otxOBz06dOHxx9/HICRI0fy/vvv88ADD/Dwww+TmJjIQw89xIIFC+rqL1myhEceeYQ77riDnJwcYmJiGD9+PHPmzAnpPc6ePZvMzMy6/48YoT4TlM7M89AOuts7JZTvE7/fj1/wgyC1GAMhywG8LheSvgVpq9rfYxPzwqaM+cH81o8fF4MHD+add94hNjaOikInOrl5h62OHBetyXM1ptZo0rheh4wLvwf2rlC/D+8aySjZ6UN2BxBNEoJBQtB1wtqsNtLE62i+jM8F3ir1azuoLHax+o3dzLw2A3OYAaDOoetYegyKJnNHCUPPaHpsVhS5KDhSScCvkDbk5N93/a2gzSC7Gf6CArKuuBJ0OgZs3QJS8y8F29SpJD/zDPqEeMw1VumMyZG4qrxEJVoJj1Y9MFuTpRAlkTMuD728ym+RNWvW1H0fFRXFm2++2WzZ5557ru572efDl5ODXF2NaDRy/wMPcP8DD7T5+unp6Y1etqeddhobNmxosvzAgQNZsWJFk+fi4+MbyHSFnGP/LnM2q57bU/+MaeBAEh95hNzFiyl+8SWsp57KinkrKBheSUGxk79/vAV/VjkHCqvoE6d5DZ7M3HHHHQ0mqk3Rq1cvEhISKCwsbHDc7/dTWlraJhmBcePGAXDgwIFmN7mMRiNGY2hCmscljkMwZdErbgoudwwlfaOIceYiFHtwFhqxuKJJMY0KybVOBGdlBWlWA4o1jsHjetKzj0xkfOsbaf4yN86tRYhmXUhDrz3+AH3jbBRVeYhpJtLEuaUI11aZCOM4DK53IX8rJIV+c65JBp8H+dth6v2dc73j8B6tUjcCKz2QaCXirJ4ESt0YerSu698uRBHOfR6eHwuHv4W9X8CA2U2Xzf1F/Zo4rM1GrE0rMsneU0bOvnL6jolvNmeJLcqE7ZiAmtz95ZTlO0gfGoM1wkhUgoU+o+KwRho1g8lviF/7+ySgqFKmgiGMcH0CJnsx38ufY0yP4ebrskiJ6sHkINtKiKg1mpyY1KmiKLzz4I8oAYXf3TOGyHgLycnJzJkzh7Cwjpufbc+u4Lt9RegCMnMOqrr3tlNTkKwNN/YESST+D6Nw/FyA1IRXsoZGd2DRokUsWrSozfXsdjuvvfZas+fnzZvHvHnzmj2v1+t58MEHm41eiIyMbLSmbOpYaxw5cqRN5bsL3e2dEsr3id8vo8gOJEVAEBo/G2uNA5JejzUqloBPweP0Ncpb1ZD6dX2EMQKzzoxRqu9v3bI/yD+f2nFRVVqC1+fDaLGg04uERZsQW5Bk7MhxUerwkhBrJ7/CVZcfDFoYF7XyXE2c65BxUV0ItliQfTD0wtC3HwTlnx/GuamA8JnpONbnosgKsb8fgj6+A53xYvqrXze9AeOuB6mJv9O6CJy2j6GAT2bla7vIP1TB12/uZvaNQ5vdX+01IpaUgVF1yjauKi+VJW5sUcaaNYqVi+4fR1meo8loKY3uiWY06Wb4ctWkdfrERIQWDCagGkPCZzZMji6IQp2HpsbJgez14jlGk1b8rSXgc5TAG+eo1n9jGJx6BxFzzqL6u2+p/ORTKj75BMuIEST2iSSxTyRT9uWyclcB7208yp/Oahz2qHHyEBsbS2xs63KAEyZMoLy8nE2bNjFqlGpk+Prrr5FluW6REQy1oc+JiR2srVpDalgqhcZw0mNn4/D6WbWxkLPjBcJ7uHAWGqnwJRKhaz5BZGfhcTo4vPoLDGYzqdfeCH2Cq+cvdVO54gi6OEtIjSZGncTHi05puUzPcFAU9ObRkDwawjsxvLn/LOg3s9VE5x1F+JlpKH4ZfaL6rjD2CIeOMpjUEpWuSpF9/zR8dR/0maZKLR5P7mb1azsMWP3HJxCbFoY90Rr0QsLj9LHytZ1Ul3k4L8GCNcKIIAhMuWwAkkFL2/db4tf+PgnUyE74jnyHafBIBpXGcXpkEl/btlFgF4hsQzT1oMRwArKC8QQ9QN3VPnyuAApgs6sbETExMcTE1HtPFhw6QFHWEZL6DcSeFBrP1z35VQD0SgzHEiGpUSTHbEoFHD4CFR4MSTakMAPhU048WlRDQ+O3xa/5naIzGjEpMoJfbjFKUZJ0gAmv24vOEGjaaGKLA7O9wUa1WWfGrGtaPrWt+T28Lic+txurzYakEzHbmph7Nnclv4zil0ESEPUnLidstxqwW5u+vqIoBMo8IIAUYVRzbdniwGIHKTTGrlaJTIXfr4aKbDXHTBcgGiUEg4ggCgQq1FzJYht+Z+1i/PWw4d9Qsh82vqr+/3gC7ZctE0QYOiWFQackEZce1qpD+rGpADJ3lLD6jd0MPjWJ0y8dAKi54CzhHfwz0Qgp2oqym1FnNElq20Za3sEKLdnhSYqg1yOFhyMYjeji49Edp4t6LI8++ig2m63Jz6xZszqx1yHEGg1Ta6JqVj8E2/8HQMJ995H4f4+QcEzEjdPn5IJR8YTJAis25IQkialG92fgwIHMnDmThQsXsmHDBn744QcWLVrERRddRFLNszInJ4cBAwbURVUdPHiQhx9+mE2bNnHkyBE++eQTrrjiCiZPnszQoUM7pd+G1BSkMYPJYhMHosoYekYKYX0z0A8aS9XIMTA4g75xXW8kNVltjDprLiNmntOmelK4AcuoeMwZzeek6Chs45OIvmQgpvMWwtiFqmdVZ9KFicXNg6KxDI1F6uwJ96m3gzUOyjMhu+noxbpIk3YYTcLsJtIGR7fZ86rP6HhSBkQRHlO/QDSYdUiSNsXVaMzJ+j4JBHxkxQq4EwrQJ6p/6wnVZs59aSf/OTydd+cEL+H68NwMPrppElMHti4B1BLmMAPXPnsal/x5HLpmNqR+/OBdvvzXM2Ru/+WErnUse/LVBMj9E8Kwz+9P5Nm9kWo2ZQJVXvL/upHiV3eE7HoaGp3N22+/3ex6b/DgzpcFbY5Zs2Y1289HH320q7vXKZyM7xS9NRJrWCRmiw2Okd4KM4QRbgxHEuqf5waThCXcgN7YjNFBZwKjrVUPflGASLOBCEvb5q6W8Ahs9mh0ekObx0XA4cNf7EJ2+Np0zXah1EhTOXzMnj1b7VdULLboRGyR9s4bF4KgGk+6iPAZaST9ZSJhk1NIemA8cYuGI1o62E/fFAFn3AdDfgcDmsnH5FcNOEhtXzuJkkjfMfEMnJjYrDRwc8gBBUu4gaqSE4vs1ehatEiTbkZ7jCaFmZV88OQmYnuEMe/OUUh6baPgZEIQBAw9egRV9vrrr2f+/PlNnjObm/PoOAkYd626Ebf+efh4EcT2R0oYQuQx4bN/+v5PfHH4Cx7L+DuXO4zIVfDuhkyumKjmNqksdmGy6RtY9zV+Pbz99tssWrSIqVOnIooi8+bN49lnn6077/P52Lt3L06nEwCDwcCqVavqkmqmpqYyb968unw+ncH+Phb2nBNGuEcmLXkUfe2ReA7MQbaNwDT6MD3CdfRP93Zaf5rDHBZOnzNmoigKxbmVBLzUhRG3hD7Wgv13/Tqpl92AT29Vk6CPvkZdIHYDZLcfz5FKpDBDw+STHYExDOa9DJFpYG8ip5TfA/k1G5XJIzu2L7VdsuiZNC/I0CgNjRpOxvfJvYN/T/W+35M93cbqjO1sF7YTf6SCyw+KSPuXU5EykOjf/77T+lOLpBMbyDk6HA6cTidmsxmbzUZCn/74PB4s4ZEhuZ6iKOzOUyNNBiY2jrALlHuQwg34i9qnW66h0R0455xzmo1S0LeUX6KTeeWVV3C5mh5rdru9yeO/Rk62d4qiKCgRqsOTeIwxJMnWcP9JDgQQRD9Gi4jeGPzfncvvwhvwYpJMGGuMKZIo0iO67dEPRqsNv9+PIgjMOWsOGzdsQhSERvtdTY0LQRIQ9CJCZzjR1ESYoCi8/MrLuN1Nb5J3yLjwOtVIi9FXqQaELkQ01u/DiBY9hhYl3ULI6KvUT3PUJolvhzzXiTDolCQGndL1qhIaJ4a2u9jN8OW03WhSXuhEb5KISrRoBpNfOXa7/dc7CT3zISjcDQdXw7uXwvVr6178gWoHKb/k4gv3cdhxAJuxDyVuH0+t3M+cYcnYrQZ++N8BcveXM+WyAfQa0cle5xodjt1u55133mn2/PH5fFJTU/n22287o2vN8uauN1mZt5J7i0up2DGSogoJf+5XuDb8j6/P9fLqIAt3hsWRHpHepf0EeOedd3A6nYxKmUnWz07Gz+3FqJld0693N2TxwpqDzBmayB9nDmh0XvHLIFC/CCrPgv0rIXE4pHRQjpiCXbDpdUBQpbli+3fMdYIgUOXFX+pGNOuQ3X5KXt+JFGkk8e6xHX/xXqc3f072w6Rb4dAa1bCiodFNORnfJ8Mj+4LLzTuG/uzbup0JR87D74ikMuzvRFUcoOy/77bZaKIoSqsyE21l06ZNfP3114wYMYJzzz2XcXN/x7i5vwtZ+3kVbipcPnSiQN941VCsyAqBUje6GDOG1DDibx+F7PSH7JoaGp1NWFhYh+YFChXJyV2TbLq7cbK9UxRFobxANeDEpIY1Gzzt83goy8tBZzASk9qMg6erAgJe1ZlIrzpwlrnLKHOXEWeJI1Z3Ymtyn89HSUkJOp2OMEsk0dZEDGZdUDnrJJuhLgoxFORVuCh3+ogNMxJja7j5LggCUk2C8JRayWBFBlc5eKshIrXjotQ3vwGr/gw7lsF133VpNHy3QVEa/hzcFerXTjaaaPw60HbYuxl1kSZtmIT0G5PAFY9MZOL5mrelxkmMKMG8V9TNtvJM+OIuAALl5RycOpXTX/iJT0e+yHWTrubyP49jX7KeCpePu5dtw+0LUF3uwe3w1elqa2h0J5w60EWbQO76yJLjURSFyIgIoiIjMZkN2OzGVpI9diw55S6ySp1Ue5re9HLtLiHnvh8ofnOXeuD7Z+Dz22Fb8PI0bebHF9Svg87pUoMJgGNjPkX/2krVd9mggD7Fhr6ZpOkdSs5mcJbW/99ghan3w8LV2oJNQyPkqBtuia4x3J9zLQP0YQhi/TOyylsZdEs7cio45YmvmfnM2hPq0ff/28+PHx+kuqzeo1an02E2m0OWsPh4duWq99k71oZRJxFw+Mh9cD35T/+M7A0ANZtX1u7jja+hoaHRnfCWFyH7C1ACJRybY0RRlLoP1DxL9XokndR0onMAZzFUZqvRDrXtNJG3RFEU5JpPs201gaIoSKKIJIoICIiS0GIi+I7EH1DwBWTkoPsvqPlFnCXgc7ZevD3Igfo1yuirusX8u/qHHLLvXkvhS1vx5jk69+IlB2HpVWr+xWOJ6QvxQyC5g5zrNH7VaJEm3QxfTg7Q9pwmJpu2OND4FWCxw/n/hiWzoCoffG6kyEjMo0ZR/fXXGN76FOGJSYRFmLjtsiGse+lHvtpVwIUvreeeCwYwzisQl1Yv11BV6sYWZQy5J6WGRjD0X3uU6z5LxDrlBRyKn2UVVYwu2Es4MONjA5G7A3wbXsQVXSxP7aqqpOrrTwGY9u6tQY8Xf4mLgmd/QdCJJN0/PmT9KapSk/XF2predPMXuUBBTf4L0PsM+PlVOPh1yPrQAEcJbF+qfj/+xo65RhuQwg1IdhOiRYcxLZz4RW3PH3LCrHkc1jwG426AWY93/vU1NH5rKDKF28JIqS7DO9xJVLhM/8StRH19AACP3xN0UzajjuwyF2a91O5oE1lW2PltDn6fzIDx9YmLJ06cyMSJE9vcXrCUu3yEmXQMSlLneqJFh2CUQAHHT/nYJiWpCXg1NDQ0NJqm5hEpBrwoVVUQoSo77C/bj0/20SuiF2a9GYPZjDksAWell+oyT9M552oNCMe+R5qwKcgK7MxVvf0zkiKC3tt3l5ehOKoxx8Zhsum7dM+r9rYEGndekRX1JiWh/p0qCGoEjrsCPFWqc1Go2bdCjbg3R8Gwi0PffjuoNZR4D1fiPVqJIbETHbvKM2HnByDqYNRVEFPjVD78EvUja/lwNdqOFmnSzYheuJDoa6/F2LtXq2UVRaG6LPhFkobGSUGP8XD1V3DZB6BXJ2cxN9wAQMVnn+HNVg2Lo9LsvHn1WCLMerZmV3DRKz+xeO0+duSoEzJHhYelj21kxUs78Dg7IQGchsZJiiDWTwWUtkwmRQHFE0D2BELan8Jao0lY00aTsCmpJN47jvAza6QCep4KggQlB6AsM6R9AdSwd78bEodBatMa452JdXQCiX8cQ+Ts1ucJHUZqjRTYxpchb5uay2TPcjWviYaGRuhR1GezP2s9uyqXY6+2YSmNqTstBu+4S0KEOrdy+QIUV7cv+lEJKEw4vzeDT00iPLb5nHpyIMB/7r6V56+6EFdV8NEwzXHBqBS2/Xk6/3deBqB6QsfdOIzoKwdR8fkhCv+5BSWgbYpoaGhoNIfRZCTS58bq8bUp6qNpmogqoT5S5YSpbaId/ZQ9AXxFTvyloUnCXR+B08S13H58+Y7G+bSMNTJ7nqqQ9KERP72ofh15ZZ08WldjHRmPPtmGITUMQxsTp58wvc9QZZRlP3x5T+O/G1Hb/tZoO9pfTTcjct75xN3+B3Sxres/5h0o5817f+DLl3d0Qs80NDqR1DENXmrmIRlYJ06AQIAv/vEHVmWuAmBSnxg+v+UULhnXA4NOZMPhUs5+/nteWHOAvIMVeJx+Kopc6PRSc1fS0OhQ5Moc1u65g0W9n+DqJ08h2rGvq7vUCJPFyo2vvMNNr73bwIDSGlK4gYTFo0lYHNpQ56JWjCaCICCFG9BF1ni8mSLqN/FDHW2iKDW5TICx13WLsPduQe8zoP9Z6qLk7d/BxzfCuxfDl3/q6p5paPw6UeoNAdX+Yn6ybWePa1u7mjLpJQbXRGp8tSu/XW1IepGhU1I5/dIBLUqliJKEo6wUj9NBRWFBu651PIIgYDHUiyXoIk3IlV4Ek4QhxdY5SX81NDQ0TlKEmliJYGa0lggjMSk2bJHNSS7WRpq0/Nw99lptMX9ExCWQ0LsvlojINtSqvZCC4gmg+ELj3NVUUE2Dk4KAoDvupKHGaOJ1qFJaoaT4ABz+Tv3Zj2lbTrOOxNgrgvibRxB303AMKV2Qm2n6I2qkyf6v4PM74OfXwFPd+f3Q+NWgzSpPYvIOVqAooDdqG8Iav1Jc5bD8TijYReRFFwEQt3o7Xx/6qq5ISpSFR88bwprFp3P2sCQUBf66Yi/P78vhnMUjmH7NYCS9+qhTFIWAv3kPxKKjVbz78AY2f6V6q8uyQlWIvFM0fqMoMr5ANVOrRuL43z6kqIFd3aNGCKLIR599zgcff8L3H+1h+b+2kbO3rPV6koguxlxvvAgRrRlNmqT3GerXUBtN8raood46MwyeG9q2Q0Dhi1sp+vc2/CWu1guHmrkvQOxAqM6HvK3qz2jUgs7vh4bGb4HYgTD2WgByXb/wsXCAbFcc1VZVzldooxPu2cPUep9uzQ1pNzdt2sQHH3zAnj176q/1h3tY8NQLxKalh/Rax2IZEUfiH8cQPr3jrqGhoaHxa0ABHIY4XOamnXRrI0W8bhcVBXk4ykublz1U6kWrjqeBjFWD08G/sLxeLyUlJVRWVuJ2+KgocuIKMkJS0ItIdhNSRGhybLUkzyVZDeiTrEjHr4l0RpAMam1viDfud32kfu01BSJTQ9v2yUxMX5jzd/X7n1+Fz/4A/5qgRcNrtBvNaNKN8OXk4NiwAV9BYVDlR81M57KHJzBqVnrHdkxDo6v46k+w4d/w9SOETZmCEh1FpBPm5MQ3KpoUaea5i0fwyNwMdKLAR1tyuXPVHnR2Q12ZfT/l8+7DGzi6q7RRfYCDmwspyamm4LAqIXFwUyFv3b+edR8c6Jj70/jN0MeVgntvGYLR3tVdaZL9+/ezb98+8g+XcXhrMdXlXTOxlGWF4urmjSa+IidlH+7Hsek4j+Vao8mhbyHQdAL5dqEzwdCLYMi8jtEibiflyw+R/9TPeI9U4jlUgWDoAucJcyRctgx6Tobhl8KijZCQ0fn90ND4LaAzgCkcXco4psXfywUVk7H7JvLiHFWiq60xcLVGk58Ol5Jf0TbnEEVROLytGLejsfRpdnY227Zto6ioqO5Y8oBBRKf0QNLpyd23G6+7fUbezVllTP7rN9z74fYmz4sWvZYAXkNDQ6MV/H4/PkHGJ9Ki/UIOBPA4Ha08s2vDL4490rJRpC02/kAggMfjwefz4fcF8Dj9+L3BSTAKkohk0SOaQpPGWZbVnjdnPxIEobFxSRDqJbrcJy5R2QBnKYh6GHROaNv9NTDyCpj2F1W+eeDZcMUnqgFLQ6MdaEaTbkTlii/JuuJKCv/616DrRMSaiWhBS1hD46Rm4i1qyOnezxHytxAz/0IQRfqWGpqtctn4NJZcNQarQWLdwRLmv7iegko3ckDm5y8yKS9wUlqToAwg4JfV5G3A8Gk90E+IYZ3o4UBhFTn7ypADCgZT/YZkWb6DzV9mcmR7ccfdt8avgrEJYxCM4aTFzCLMa6einx19Yh6maNVDyuqOJMk4rIt7CbIcYFBiHIMS4xh6agqnXdKf+PTwVuspskL1DzlUrc1GaSGCqy04fQEGJ0eQHGkm2tp4cuvNqsLxUz6On48zmiSNUGW6vNVQtKdRvXYTNxDOfwnO/Wfo2gwB/kIX/iIX5mGxRM3vh9hViTEjkuHKT9WoE83LTUOjwxGMYdgNaZjDfPzU41OUPjbuvFris1vHtKmd5EgzGcnhKApsz6lg/cESLv73j1S4Ws8BV1HoYvkL23j97h8I+Bo++zMyMpg+fTo9e/ZsVO/zZ5/kv/ffyc5vV7epr7XszK0kq9RJbnkXRNZpaPwG+eijj+jTpw+SJHHbbbc1e0zj5CLgD6DI1QiBqoYW9+P2+/UGI9bIGHT6sObzgzYRaWI32UmyJWHV1zsbtTPQBMXvwyiJGHQSRrMem92E0RIaI0hbMehE9JLIl59/2rZxYYxQvwZCnGN15qNw5wHIuCC07f5aOOUPcF8BXPgW2BvPSTQ0gkUzmnQjfHl5AOiTEru4Jxq/FpYuXcqAAQMwmUwMGTKE5cuXd3WX2kZsfxh2ifr9t49jv/xy+qxeRewtN7dY7dS+sbx33QRiw4zsya/inOe/Z2NmGRfcNYrxc3uRcXpyXdm9P+bz2p3fs/HzwzgUmcf2HOU/BwuY8cxaVll9nHHTEIZMqd8MLMt3sv7Dg6z/8GCDa+79KZ/DW4vwukLo5a5xUpMekY5gCqd3/FzSPfGs2VBAIAYiezoBqPAlE6Xv0cW9VMlc9RlHv15OjwGRZExOJjLeElS98k8PUfH54ZAlg7cZdXx80yR+uPsMDLrGUxR9gpWw01OwDDtOUkCU4LIP4a7Dv4loB9spyURfMYjIs3thHRkfmmSbGhoa3ZeyTDi0Bn/eLwhSCQMdCQzXW6mOrCIzXqAyqXVD9/Fcc4q6ieDyBbj/4x2sP1TCv7872GTZrJ0lbF19lIBPxlnlJSrRSkLP8Dr501p69+7NxIkTSUlJadRGUr8BSDodzoqKNvcVYHee6qU7KLHt96qh0V355z//SXp6OiaTiXHjxrFhw4au7lId1113HRdccAFHjx7l4YcfbvZYc6xZs4Zzzz2XxMRErFYrw4cP5+233+6Mrmu0gGQwYlRkDP6WN/ElvR5RsuBxiXhdzczzI3uAvTfo69cNVr2VKFMUJl375Xtrx0V0XDxnzpjBpg0b0RslLGEGDEFGjiiKguwJILv9IUh4D6l2CwMTw7ll0Y2Nx8W113H+nLlkHclsPC6MYRA/GKJ7ASEeF+ZIMHZysvWTCUmLPtU4cbrGTKvRJL581WiiS0hosVzAJ/PuIxtI6hPBpN/1DfrFofHbYt26dVx88cU89thjzJkzh3feeYe5c+eyefNmMjJOok3FyXfAlrfhwCp0cilKQm+yq7IJKAHSwtOarZaRHMEHN0zkqtc3cqCwmotf/pFrJ/fmtml9kY5JEpp3oBy3w4ccUPhmbxGKAkadiMcv89aPWXz0Sy43nN6bqyalYzHoCI8x03dMPPbE+smhHJD5/v39uB0+LrhrNPE91QV91q4SDm8pJm1INOlDYurKK4qibXL+BtAnJiIN7Ue2/AvlEakMyhiANdAXveCnyh2BHNWHnjHBGSc6EkEQGTptJoIoIemCf58IooB5aAyCKCBInfP3bEi2YUhuZnGQEtqE9Bxeq0avJAzpdgngTX0iu7oLGhoanUllLsaKH7HERqOL0+HLg7QKG6lvZxEzbArjL/2/Njc5d3gy43pGkxhhwuX1c9ey7WzLbtqgsWVVFkd3l1Fd5mbSBX255M/j8LcxuW7GlDPpN/4UrJFRbe4rwK5c1WgyUDOaaPxKeO+997j99tt58cUXGTduHM888wwzZsxg7969xMXFdWnfqqurKSwsZMaMGSQlJTV7rCXWrVvH0KFDueuuu4iPj+ezzz7jiiuuICIigjlz5nT0LWg0g94agS3Mjex2I+jqN5Wteit+yY8k1Css6AwiZpsBvakZGdggpWsFQSDcpK/5vuWyx46L4UOG8Oxzz3Le/PltHxcK+ItURzV9kq3tOpZN0NQYqKqsorCokGkTp5CUnNxYoksUgXqVjJCMi+pCsHXtM0JD47eCFmnSjfDnq3Ij+sSWI01y9pdRXuDkyI6S314SeK+j+Y/P3YayruDKtpHTTz+dm2++mdtuu42oqCji4+N5+eWXcTgcXHXVVYSFhdGnTx+++OILAMrKyrj00kuJjY3FbDbTt29flixZUtfe0aNHmT9/PpGRkdjtds4991yOHDkSVF/+8Y9/MHPmTO68804GDhzIww8/zMiRI3n++efbfF9dir0X9J2ufr/xZZbsXMKsD2bxxqonkT0t511ItVv4+KZJnD8yGVmBF789yNSnvuXdDVm4axb7p18+gHl/HEX/8Qms3q2OwetO6827145nSHIE1R4/T365l7H/t5p7PtjOUdnHmVcPYvTs+jBPrztA75GxxKTaiEmt39DN2VvGju9yGuRQURSF1+/+gTf/tK6BHnju/nK2rMoi72DDDYta/VSNk4/MQXZ2XpKGY5qRnnPHMGlqKsY+F6OMv4mwm09lwPWpjOnT1b1UyZgzj4yzzqO6XKY014EvyMiR6EsGYr9oQMj0grsVK+6Gl06FHcu6uidN4jlcgWtXCYEKLbGhhsavHkUmoqeL8nNNfDDqMH9MeZZtzrUM3OYk4Y2VON98t81NCoJAUqQZQRBIjVIN+LXSV7KsUFlcP1fuNSKOqAQLI6bXO6vo9I3XIFVVVZSXl+P1Nk7Uqzea2m0wCcgKe/OrAM1oohEcTp+z2Y8n4Am6rNvvDqpse3j66adZuHAhV111FYMGDeLFF1/EYrHw2muvtVq3vLyc6667jvj4eEwmExkZGXz22Wd155ctW8bgwYMxGo2kp6fz1FNPNajv8XhYvHgxycnJWK1Wxo0bx5o1awDVEz4sTM3DcMYZZyAIQrPHWuLee+/l4YcfZuLEifTu3Ztbb72VmTNn8sEHH7Thp6QRSpw+Jw6vA1eYFU9sNG5D/d90jDmGtPA0jDW5H6o91XgUB1i8yAZf0OOi1FVKobOQSk/DHB7pMVbSY6xIYstbkMeOi6EjRvDiv1/GYrHwyiuv4vcFkAPNSwIfOy7MFjMjpo1j+Tdf1p1v77iQFaXZMRAeob6TZlw4B1ESWx4Xinzi46IyD/7WD14+Q0turqHRCfwKdzlOXnz5+QDo4hsnuT6WpL6RnH3zMNxO32/PW/3RFrxa+k6HS5fW///JPtDcJDbtFLjq8/r/PzMEnCWNy/2l7RICb7zxBn/84x/ZsGED7733HjfccAMffvgh5513Hvfeey9///vfufzyy8nKyuL+++9n165dfPHFF8TExHDgwAFcLnWR6vP5mDFjBhMmTGDt2rXodDoeeeQRZs6cybZt2zAYms/rAbB+/Xpuv/32BsdmzJjBRx991OZ76nLGXQv7v4Rf3qb/wCVc/4XClK2rqfB8QNTFF7dY1WrU8fT84czKSOSBj3eQU+7i7g+28+jy3UwbFM+YdDuj06KIjDLy3T41cenUAXEMS43k45sm8cnWXP6+ah+ZJU7+uyGL/27IIjbMyJj0KEan2RmdHsWgxHBOv3RAo2unDooGBOLSwuqOVZW6cVaomwnHeu0c2VbMLyuzGHZGKom9Ve1TWVb4103fYDBKXPbIBMw2Q13Z7D1lJPePpOcxMkXF2dWYrDosEUbE5rLUaXQar2x7hVVZq7ivuBTzpgFYK0T8uV/h2vA/vpzr5dWBFv5otnL5oMu7tJ+BQICXXnoJgD7CNCryvJxz23BSB3R+0vpX1h7ijfVHuGBkKrdO69vgnCIrBMrcSBFGhCakuwDY9Dps/g9MuAkyzm9/R0oOQsEONYFgbZL5bkbZsv34i13YJiUReXbvru6OhoZGR6Kom0RHlEh+3LqW0VlnYXT2oDj6VeKLNlPy738TffVV7W4+MVLNj5hb7kZRFIqPVrH0sZ+JSbUx/94xZExOZvApSY09aI/jww8/5NChQ5x//vkMHTq0+dtpY8RtZokDly+ASS/SMyY4z2aN3zbj3hnX7LlTk0/lhWkv1P3/9PdPx+VvOlfO6PjRLJlZ79A2c9lMyjxljcptv3J7m/rn9XrZtGkT99xzT90xURSZNm0a69evb7GuLMvMmjWLqqoq3nrrLXr37s2uXbuQJHVdsWnTJubPn89f/vIXLrzwQtatW8eNN95IdHQ0CxYsAGDRokXs2rWLd999l6SkJD788ENmzpzJ9u3bmThxInv37qV///4sW7aMiRMnYrfbmzzWVioqKhg4cGCb62mEhraMiylLp+AOuJssWzcunKWgKMz8dC5lnvJG5U50XDidTqqqqpg8eTI/rP2B0ksdWCONWCMa5z1saVwIonBC4+LL7zYQmZ7Bxi3bGTN8SNvHhRyAssPgdapSXWJDp4M2jYs9nwGKukbRkptraHQ4mtGkmyB7vQSK1cTSrUWa6PQSPQZHd0a3NNrBsGHDuO+++wC45557ePzxx4mJiWHhwoUAPPDAA/zrX/9i27ZtZGVlMWLECEaPHg1Aenp6XTvvvfcesizzyiuv1C0slyxZQmRkJGvWrGH69Okt9iM/P5/44wxw8fHx5NcY504qep0BKWMgdgBjIwfQb/Ziirc8QfGLLxFx/vmIxtYnDGcOiufUvjG89WMmr31/mNwKNx9szuGDzTkAmPUSLl+A2DAjQ5JVo4UoCswdkcw5w5L48XAJS3/OZvn2PIqqPCzfns/y7erP0mKQGJ4ayeh0O2PSoxjRIwqbUUdK/yhS+jf0qrRFGrn0wfG4nb4GMmExqTb6/j975x0mRXk/8M/M7Gzf673A3dE7RwcVURSwo0QxNuzGqFFRMRolscQSGz8TjRoVMfbYkhjFgoIIKE2K9HJwcFzvt31n5vfH3u31sscdR5nP8+xzt++87zvv3u133vJtYxJCob0AfK4AaEFPFpOl/nF9aFcFG789ACIhpYmqqLz/59WgwTV/ORlrRNtKNZ0ji1cCMcIIeV2cBLAL0DQNh8OBpmmYNBmzTWvRgvhIsOlgJQfK3MiG5odpao2PgqfWgiSQ+vBJLYcEK90DeWth11eHpzTZ9t/gz8xTwHrklUcdwRBnIVDixjI8vv3KOjo6xza1SpNo92D+XHIJByQ36yEU58SnHJ61aXJkMPa8269Q6fZTnu9EEAXs0ebQGrQ9hQkED30lSQod3jalpqyUfz/zZ5zl5dzwwusdVpxsrc1nMiApAkk3CtE5DigpKUFRlBb3atu3b2+z7TfffMPq1avZtm0b/fv3ByArKyt0/dlnn2Xq1Kk8+OCDAPTv35+tW7fy1FNPcfXVV5Obm8vChQvJzc0NhRi6++67Wbx4MQsXLuSxxx4LhUGKiYkhqTZ0eEtl4fDBBx+wZs2akKGOznFAVR6oXZfPs6lcCIKAKIrEx8eza+fuYEjgVuaN7pSLd996k9/Oe4CE2nGFLReCGPQK0RTw1QTD/9YStlxs/Xfw5+DzO1ZfR0fnsNCVJkcJgaIiAASTCSm6c67rJwT3H2r9mtBkg3bP7jbqNrFSviM8K4i2aGhZJ0kSsbGxDBs2LFRWtwgoKiri5ptvZtasWaxfv55p06Yxc+ZMJk2aBMDGjRvZvXt3yA20Do/Hw549LSfqPG4RRbj+GwBkIPbSy6hY+CaB/HzK33mX2Guu7lA3Zlni+lOyuPakTH7MKWXl7lLW7i9j44FK3LXhus4amtTMS0MUBSb1iWNSnzgev2gYGw9UsHZ/OWv3lbFufzlVngAr95Syck/QW0kUICveTr8EO/0SHWTGWUmNspIWbSExwtxiku3+45LoP67xQstkNXDtUyfjdQUQGyhYUgdGI4iQ3CCvgc+jYI0w4nH6Mdv0R/vRQP9VB7nms0QiT34Op6DwX7eb7MLtOIDpnxqx71D4PrKYKwf37DhlWca8bR1eZw1nPnc5UUltK+4bUvh/61EqvcTfOBw56fCtf3cWBsOvDEh0NLumVPvBICLZ5NZzqPQ7E1Y+D7u/AVWtjSPcCeqUJoOO3g1J7OUDCVR4keN7Pi+Ojo5ON6OplGyxk1BehjI6QJRJ48wRe1GWrgMgoIaXX6QpZlkixmakzOnjUIWHwROSyRwR3yiMaEe44oor2r6PI4LCvbvRVBVneRn2mI4ZgRlEkeFpkWSnR4U1Hp0Tl58u+6nVa1ITK++llyxtta7YZM+4eNbiwxpXV7BhwwbS0tJCB8NN2bZtGxdccEGjspNOOokFCxagKAqbN29GUZRm7b1eL7Gx3WOY+d1333HNNdfwj3/8gyFDhnTLPXTa56fLfsJXWUJ5WSWSqhEdF48UGTzA31e1j62lW8mIyMAqW1k2exmuKh/OSi9mm4wjpj6xe0guahOsL77gPyGvh9yqXJx+Jyn2xhFCthyqRFVhQJIdo6GDxll+HzirEVQFySASn958f1BHd8qFwRI0arS0MG4tEDRqaDPZvCCAKQJcJeCpCilNwpYLVznsXxH8fdB57dfX0dE5bI7akzWXy8WgQYO4+OKLefrpp3t6ON2OZLeT9Kc/obpcbVpd7f25mOoyD5kj44iItRzBER4ldDDZWLfWbQdZlhu9FwShUVnd/7fOhXT//v18/vnnfP3110ydOpVbbrmFp59+mpqaGkaPHs3bb7/d7B7x8e1bFiclJVFYWNiorLCwsFOWQUcbotFI3G9+Q8Ef/0jR00+DALbx4zH16YPQTtgyaKwEAfArKjsLqzlQ5uLkfm3/bc2yxPisWMZnBTcVqqqxq6iGtfvLWLuvnLX7yzhQ5mZ3UQ27i2r44pfGnj0GUSAp0kxqlIXUaAtp0VbSan9PjbKQHGXGVLsgE0QBi8OIxdH4M/UeEkvvJt5mZpvMNU+ejKZqHbIG1el+BEXDFBCQRBMGLUDAp9JwOW1QQG1rgX0EUQMBNFVFVVuPE9xiO1cA1RUIbRgOB7+isqe4BoABSc03RcZUO6mPTELztHE4mD4BjHZwFkP+BkgdFf5AnCWQFzyIZMDZ4bc/QgiypCtMdHROFDQVTRVQD65ne98vGCKcR3Vp/dpV6IL8ZylRZirdfkqdQa8Vo8WA0dK1W0WDLDNz3oNExidijYzqcLsZQ5OYMfTYX7/qHDmscsfnx+6q2xZxcXFIktSpvZrFcnhnADU1NUiSxLp165p5hdnt9lZadZ5ly5Zx3nnn8dxzz3HVVVd1ef86HccqW7HYIjGVVqIpEkaDBUPtd1oWZXyKD612t2KVrWgGCVUSMUsyVrml71193TqlidlgRtGUZrKiaYT6bo3W5KKouLhTchEo96AFVKQWwnk1pTW58PgCFHkEJFHA0ILRllIVnDNVdzseN+ZapYm3CjSNZd9/H75cHPgp6HmaOBSiMzrWRkdH57A4apUmf/7zn5kwYUJPD+OIIUVFEX3p7HbrbV52kIPby9E0jZFn9DoCI9PpbuLj45kzZw5z5szhlFNO4Z577uHpp59m1KhRvP/++yQkJBAREX7Sy4kTJ7JkyRLuuOOOUNnXX3/NxIkTu3D0RxhNg7x1rKvYxcKY5Zx7cha9f9hL0RNPAtBn8RcYa0OcqU4niCJiBzYWsiQyJCWSISmR7dZtiigKDEhyMCDJweXjgwlSi6o8bCuoZldhNbsKa8gtc5FX4eZQhZuAqnGw3M3BcjfkNO9PECDebiIt2kJylIXkCDPJURZSIs0kRZpJibIQZze1Gp5CV5gcXajV+azacT9vTYvnnxe/TeH5v6PrnNi7jqufeTGofIwMz9Mx7tqgVZShgfVZZ8kpceJXNOwmA6lRLcutIAgIbR3iGYzQ57Sgp8iWjzunNNm7FNCCG5KIjnvd6Ojo6HQbDRTsTqWEjdadlJdtZHRtWVfM/G9dNx6HWe728FdZ2WO7tX8dnWMBo9HI6NGjWbJkCTNnzgSCBnVLlizh1ltvbbPt8OHDOXjwIDt37mzRqn7QoEGsWLGiUdmKFSvo378/kiSRnZ2NoigUFRVxyimndNlnaomlS5dy7rnn8uSTT3LjjTd26710OoYgCIhozQ236t57qkAOKuUtDiNmm0yrNr2hPjo+b7SlNmkqF7aoKMyOCJavWNkpudB8CppfBVXrtFxUuHyoZS7MBglBaH30gtSOd7vRDgig+Fj6zWLOvfDi8OUi98fgz75TO95GR0fnsDgqlSa7du1i+/btnHfeefzyyy89PZyjiswR8WgaZAyL6+mh6HQB8+fPZ/To0QwZMgSv18tnn30WSgJ2+eWX89RTT3HBBRfw8MMPk5aWxv79+/n444+ZN28eaWlpbfZ9++23c+qpp/LMM89wzjnn8N5777F27VpeeeWVI/HRuoeVz8PX8/H2m8yywD5yzkrnzYn3UPHxxyhVlaje+pjeBQ8/gnvzZtJf+jvGXh1XMHr37iVQWIh1/HiETob2SYgwkxBh5tT+jb1WFFWjqNpDXrmbvIqg4iSvwk1euZuD5UHFisevUlTtpajaC7kVLfZvEAUSI4JKlOTQyxL8GRX82ZZiRecIoil4/KWMdU/C/+U+DFH9CJS1Hav6SOP1evliybcIgkCsewhKQGPihX2xR7dvlSUndp2X3vaCYGiu/on2sBIEN2PEr4NKk43vwenzg4qUcMhZFvzZ57TOj0FHR0enK+k1AcZeD1veJ9f5IyvNBkZ4k+gbkUlkVU7bp1AdJMoafFZuXnqQgzvKGTQxmYzh4e03lixZgsvlYtKkSV0W5qfC5cMgidhNR+W2VUen08ydO5c5c+YwZswYxo0bx4IFC3A6nVxzzTVttjv11FOZPHkys2bN4tlnn6Vv375s374dQRCYMWMGd911F2PHjuWRRx5h9uzZrFq1ir/97W+8+GIwyXf//v25/PLLueqqq3jmmWfIzs6muLiYJUuWMHz4cM4555wu+Xzfffcd5557LrfffjuzZs0K5dU0Go2dSiKv0zVoGrjkBDQJ5IaKk7rcJDWF4EjG63Lhrq5ENpmxRbVmVFXbvsG6vTVvEqG+Qps0lIthw4bx/PPP43Q6uWTWZVSVuLE4ZOQW5oOW5GLrxi0AnH3e2Z2Wi3//70uSs/pzwXkth8MyxAQNvQRjO+cGogSWKL775ivOvfoObr/9jvDl4kBt2ME+p7ddT0dHp8sIe/X5/fff89RTT7Fu3Try8/P55JNPQtYRdbzwwgs89dRTFBQUMGLECP76178ybty4Dt/j7rvv5qmnnmLlypXhDu+Yxb15M6rbjalfPwxt5DQZfloaw09r+7Bc59jBaDRy3333sW/fPiwWC6eccgrvvfceAFarle+//557772Xiy66iOrqalJTU5k6dWqHPE8mTZrEO++8wwMPPMD9999Pv379+PTTTxk6dGh3f6zuI2sKAENzf+b35z/GkPjhxCaMJPa6axtVC5SW4ly5kkBxMbnXXEvvd95GbpJosSU0VSX36msIFBVh7NuHlMcfx9IgH83hIolCrXLDwpiW7q9plDl9IUXKoUoPBZV1Pz3kV7gprPYSULVgnQp3q/dymA1s+uO0wzt81ukyBrp6495cgmA++hTefr+frVu3ApBSmYDfrTD2nMwjPo6dtUqTAUktP9+qvs1FqfZhG5uEMaWN8BH9poE9Mbjp27k4/ESJZz8Nwy4Gh+5loqOjc5RgsoMtDil+MKcmnENWWQQHlBgWTcvndx/mIHSF1qSW/VtK2b+5lJR+UWG3/eWXXygvL2fkyJGtKk3cNdXs27AOn9vNiDPParfP11fs48XvdnPLaX2588yWY9Xr6ByLzJ49m+LiYubPn09BQQEjR45k8eLFzZLDt8RHH33E3Xffza9//WucTid9+/bliSeeAGDUqFF88MEHzJ8/n0ceeYTk5GQefvhhrr766lD7hQsX8uijj3LXXXeRl5dHXFwcEyZM4Nxzz+2yz7do0SJcLhePP/44jz/+eKj81FNPZenSpV12H53wCCgKPgFoLT9gLYrfj6empnUlRyNPleZ9CU3LBEBrX8ffVC6GDBnCRx99RLQjFo/Tj9FiQG7Frqs1uRAksdNyMWL0WK4/+XSMBhHaiEbcoT23NZZF//oMl8sdvlxoGky6DXK+DoYj1tHROSKErTRxOp2MGDGCa6+9losuuqjZ9ffff5+5c+fy0ksvMX78eBYsWMD06dPZsWMHCQkJAIwcOZJAoHmAkq+++oo1a9bQv39/+vfvf0IpTUr+/hI1335L0h/nE/3rX/f0cHQ6SUsT3b59+5qV1SUKmzlzJg888ECr/SUlJbFo0aJOj+fiiy/m4osv7nT7o47EYWCNI8JVwuW2PpAwssVqhthYMj76kP1XXol/fy65111HxttvhxLdtYY/N5dAUREAvt17yL3+BjLefgtT375d/UlaRBAEYu0mYu0mhqdFtVhHUTWKq70cqnSTX+Ehv9JNfq1Spa6sqNpDvN2kK0x6mNGJoxGM+0mLnYDHF0XNwBjsVYWY8vx4K2Xs3giSjT2vxDQajYzIysDv9dJnfDySbMfikNtvCLi3lqJU+zD3iz7sEF2JkWZG9YpiRFrLcureVIK/wIl5YDtWWJIMo6+Bkh0Q2QkjA4MJMieH305HR0enmxFMduLN/SiX81mX+iVSmsQDV0qc3e8cDtfEY+uhKv6+bA/xdjj3oj70Ghy+JfjEiRNxuVxEtrHeqikt4fO/Po3JZmP4GTPaXass21lMQNVaDduoo3Msc+utt7YbdqglYmJieP3111u9PmvWLGbNmtXqdVmWeeihh3jooYdavB4VFdUssXVLZW3xxhtv8MYbb3S4vs6RQVUUNLUaUROABsptQWikCJHNZmxRsWiqiNflx2Rtujdo8F1o8BiPNccSYYzAbOj8vqBOLpw11XhcLoyyEdloxGhRMbTh0dEdclFS7aXK48csS0RaDlMujHbeeGkBbyx8HSwxEE5UC0GAgWfDyOZnsDo6Ot1H2EqTs846i7POat0q6Nlnn+WGG24IuZW+9NJL/O9//+P111/n97//PQAbNmxotf2PP/7Ie++9x7/+9S9qamrw+/1EREQwf/78Fut7vV68DULyVFVVhfuRjgoCtW55hlYSXGmaRt6OcpL7RCHJnQsZpKNzzCOKwZA5m/8Fe76FjJNarSonJND79dfZd9nl+Hbv4eCtt5H+2quIbSSK9+3fDwYDxrQ0pMhI3Bs3knvjjWR+9FGbHmBHEqk2kXxSpBlaiToWUFQq3f4jOzCdZvSN7kuROYp+yZfg8gb4+sdCzkvSiO7npGBtFBW+dGLkjJ4eJkajkeKfllFdUszkP59GUt+Oh7OrXnoAX241sVcMOmylyZUTenPlhN6tXrefkkqg2NWxkGCn3df4vabRekBmHR0dnaOcou2Q8z1KaR6I5fT3J5MZpbAprpSdosDkvofvGefyBfjvxkOkx1iYPye7U310JLJAdHIq6UOGE5mQRMDvQza2bDK8s7Cab7cXselgBQCn9D/6PDV1dHR0jjVEg4xRUxGUJgf9ghhMMl6XGN5kwu+FmnIvCIEWlCYCRGcCGgj1idMjTC17jAt1ribhjFXV8FdXIVptODqxF9cCKpqqIYgCgqFzZ2hxDhNxjpbnKdUTQKnxI5olJHsHwgELAsRkNRmkGvzb6+joHJV0qXT6fD7WrVvHGWecUX8DUeSMM85g1apVHerj8ccf58CBA+zbt4+nn36aG264oVWFSV39yMjI0Cs9Pf2wP0dP4K9VmsjJLW96Sg7U8O8FG1j0h5Woate54Oscu9jt9lZfy5cv7+nhdR9ZwTwDzj3fsPLQSpbkLmm1qpyaSvorLyPa7bjWrCH/vvvR1Nb9au2nnsqAdWvptfB10l76O3LvXgQO5VP5yadd/Sm6FYMkEmtvPx+FTvdiiI9HGtibfP8m9tkq6Tc2EWtqLwy9BlDTtz+BXhmkRVt7epgA9B9/EkNOnYrZ7girnSkzEvPgWERHmHlDOoFtdCKRMzIxRIX53Q744O2LYd0b7dd9/wpYfB9U5XdqjDo6OjrdQslO5JLvscQ5MdSeG/Uvi+DKT6v4c+kULh90+WHfIrnWk6Og0tOtew2D0cgl8x9j+m9+16rC5OuthZz31x944ovtaBoMSHSQHKl7muicGLz99tut7vGGDBnS08MLcdZZZ7U6zscee6ynh6fTCrItEoc9EqvRhGCot6G2ijI2VW10QCjJEmabjGySmnckCGCJAkt0hwyTbCYJu8lAOCk3DUYjtsgoTDZbp+RCqfYRKHKhurrHmFDzqWieAJqv/nwhLLnwVAWNIgJe2kTxg6cSynK64VPo6Oi0RZdm1CspKUFRlGZxOBMTE9m+vXsS3953333MnTs39L6qquqYU5yoXi9KWRkAhlZimNZUeLFGGEnMjEDUkzvr0LbHVmpq6pEbyJGmNjnzL2Xbuenrm4izxHF6+umthncwDxhA2vP/R+6NN1H11VfEXHsNljY2HKLJhFirvEx96im8e/YSOfOCrv8cOsc9BSNSyfnNGCz+SPqkTqBXVCS+/TfBwGKizz/IaJtEelbHwmB1J4qiMOycCxEEAUExU1XqxhFtRujAXBN5VtfkPgkoKhogS91gabXpfdj9Nez+JrixG9yKPJfvDyaQF0Q46Y6uH4eOjo5OZ9FUorLclJ0Wz5f9ivl2w9sM2lHBeSvzEFfkUuMYQNwN4Yf4aUiiw0RGQCQQgIIyFylxHfDqa0JNTQ2iKGI2mxHDCTvSgE0HK/jNW+tQVI1RvaLIiLPx63Ed94DU0TnWOf/88xk/fnyL12S559eNdbz66qu43S3nV9QTvR+9aJqGEBuPBIgNvC9SzXHgD4AcfParioJkULFFyUiGjh8buv1uVFRMkgmDWN+ud2z4c4ooy1iiohFFkXPOPpd1a9cjSkKzfX+rciEJIImd9jZXNQ1NC0Z6aAnBIiGJpkZeLB2WC02DqjxQvFC6G+L6B0MMt4S3Jqg0+eopuPqjTn0WHR2dztGlSpOupmFSptYwmUyYTMe2RXVdaC7BbEaKimqxTubwODKeOAmvu3kuGJ0Tk75HKM/GUUdECsQPIrt4G+mmGEalnITT78RubD0xtG3SJFIefwxDfHybCpOmWIYPxzJ8eOi9e8sW3Bs3QiAAgoipbx8sw4cj2sJfBOoc//zt57/x7YFvmV9SirTyXUyVIoFDX+Je/RFfzvTx2iAr8ySNKwdf2aPjrKqq4q9//SuyLBN1YCIANzw3GaPlyC0RVu0tZc7rq5nYJ5a3r2+e3FBx+tE8AaRIU/ju9dlXQP5GWPMP+PhGcKRA+tjm9bb+O/iz90ngaD8Jq46Ojs4RQwtase5XjXyx+b8MPzQNh38geSn/Ij1vKe7nX4HDVJoYJJHTvEbi/ALb1xWRMj18pfizzz6LqqrMnTuXiIiWQ7Q0RFUURKmxBXNKlIVnLh7B/lIXt5zWB0N3KNN1dI5iHA4HDkd4nr89wXFtpHcco2lQdsgJQHyvBt8zxQd+J9QqOtzVVVSXlmBxOIhMaCGEvKoED/IFIWiUVMsh5yE8AQ+9I3q3uT/vCJWVlXg8HiIiIlBcEtGWJKKTrMimju1RDBEmiOj8WaHLG2BviROr0UDfhOafRZQlkBvPYR2WC0GA2L5QsjP4ty/LCb5vyeDAWxn82e/McD+Cjo7OYdKlJyJxcXFIkkRhYWGj8sLCQpJaydWhA/6C4N9LTkpqMxmiIAqYbUePdYmOTo8x7RGMRhv/Sx2DYOhYWKDI885r9N65ciVSTAzmgQMB8B08SN4dd2LJzibpD/c3a6+6XByady++PXsalQtGI6aBA7FNmEDC3DtD5ZX/+Q+GuDgMSckY01IR2silonP8ExBBMEugKT09lBYxmUzIctD9XlU1ROnIejQeLHejamBs5XDMvamYin/vwTw4lrirBofXuSDAWU9C5QHYuRjevRSu/wZiGhwIahr8Umu5NWRm5z6Ejo6OTndRqzSxuTN4+uClFIoufoSQ9azaBXOLpmpU2UQcFSpiYviHTJqmhZLhtudlsvnbr/j+7YX0GT2OGb+9s9G1OLuJmdn6YayOjo5Od+CvLkcNlCEIBqAN5ZwgIIgiQmv5NtQAVOwHGitNtDDzlrSFIAihV30+lK7boyg1PtBAtBoQWtiD+GrzvnRboBdJhpg+QcWJ3xn8e0ZnNPaMUfzgdwV/73NGi93o6Oh0H12qNDEajYwePZolS5Ywc+ZMAFRVZcmSJdx66+FZPx3PBAqCsdMNyS0rlsoLnEQmWPWwXDo6ddRaWXRWIgLl5eTdMw+ltBRTv74YMzJQqmvw/PJLq228OTlYhg7FlJWJIMuoXh+ebVsJHMrHs2kTorU+N0WdgqUOwWrFOmY0ckoKgmxETkkh9pqrOzl6nWOFvmvyueq/8URNeBKn5GexIjK8YBt2YPqnRsy7FX6ILuHKMHUAXU10dDSZngqKd+Qw4+5p9Bo6vP1GtVT8Zw/uraVEnNEL25jOG0ccKAtuBtJjWs7xonoVMIidTzYvSjDrNVh4FhRsgrd/Bdd8AfaE4PXdSyB/A0hGGHR+5+6ho6Oj011oGqXbbUQU58NYiEZm1rB8SpctC17vghwkgiiwr7eJf2vl/K0TCXMFQeCPf/wjqqq2aQQGwQTDnppqKosK26yno6Ojo9O1CIIGaIiqD6WyEkNtpJMcbxleo0y66sUG2CKjEEUrNRVeqkrcRMQ1zSul1XXYcnGTnfrOwmr8AZXMeBtWY8eOIa0mI96yEjxKgNi0rg3Br2kaSrUPFA0kAcnagtIkEDRYMLYwJ2qahuZVgh7wLYQM6zCyOWjIVboHPBXBkF0RqfV/15qi4E/JBFFpnbuHjo5OpwlbaVJTU8Pu3btD73NyctiwYQMxMTH06tWLuXPnMmfOHMaMGcO4ceNYsGABTqeTa665pksHfjxhGTmSpD/9ESm6eexPj9PPx0+tJyLOzNk3D8cWbgJcHZ0TgBJ3CVaDFavcwaTagQDWMWOoXrIE767deHfVP9Oso0e12MQyZAiWJ59oVKZpGt6du/Dl7MWYkREqV91ubCedhL+wgMChfFSXC+f3y0PXo6+sD8ekVFeT/4cHMA3oj6l/f8yDBiOnpnR+4aVz1CD5Vew+EZPBgaIF8NT4URv8Wy2+YC6PowGfx43P7UIJhJcoUXX5USq8qIcZOvJgeTD2b1p0y4l+I6ak45icFtzYdBaTHS77AF47Mxg7+L3L4bqvghbcXz8YrDP+pnpFio6Ojs7RgqaiBgS0vG3s6P8lAyKn460wImpdO4c4zAYUEVy+zj/TO5LLpPeIUVz11N+ITGgcCvFAmYsvfslnTEYMo3pFt9JaR0dHR6ezGIwykYoX1S8EPa1rUdQACgJag6Tkmhb0QtRaWn6HyoQmxVpLxaiqhqK10lc7dNZ7RfUGUKr9CLKIIbL5OZoUYUR1BRBbCUnsU9pQmvhVAiVuEATklMMM1W1yQFSvoKeJsxiMtqD3TsAbfA9gjjy8e+jo6HSKsJUma9eu5bTTTgu9r0vCPmfOHN544w1mz55NcXEx8+fPp6CggJEjR7J48eJmyeF16jH27o2xd+8Wr5UcqEZVVAJ+FYtDD82loxMi9yfY/AHzAnl8UbGFeWPndTg3hCE+nrT/W4BSUYFz9WoCJSUQCCBFRmKf2nG3V0EQMA/oj3lA/8b9x8bS67VXAdBUFe/27bh+/hmltAxNUYiYPi1U17tzJ9VffUX1V1+FysTISMwDB2IdM4aIc87GlJXV4THpHF2oNYWs3vUnPpiSyAu3v0LpxXs5GgN0XXDX/aiKgj06Nqx2jjN6Yz8pFekwFfoHyms9TaJbV3wKonD4/vERyXDVv+G9y2D6Y0Errv0/QtFWMEfBKXcdXv86Ojo63UED5YhbKWO7OYfSwjWE/AI7cwrVgPICJ7LJwEtXjMYoid3u3W6xO7DYm4eFWbmnhMc+386ErBjeu3Fit45BR0dH50REFAQkTQVNbHfuMNsMGC22Voz5aueljhr6dWJaMVosxGdkdtqYUFM0NE8ANKnZNUEQkGxGRJMBzaOALDbLm+iv8zRpKXywBkJtmy4xdrTGBMM4+1zBPQlA5cHgjWQryF0X9kxHR6fjhK00mTJlSihebWvceuutejiuLiJtYAyXPTQBT40fUU+EqKNTT+5KWPMqY/uMYzEC+c78sLuQoqKImDat/YqHgSCKmAcPxjy45RhMckoKCffei3fHDjw7d+DdtRu1shLXTz/h+uknpNiYkNLEuzeHin/9C/PgQViGDUPu3Vv3SDnaUQO4vPn0D4xA+CEP2ZGBUrqrp0fViMrKSr5dsQpZMmKpyEI2SUye3b/9hoDczFW/c9R7mnTQW+xwiO0DN68MhuwC6D0JUsfA6KsbxWTW0dHROWroPx1Gb4FfPmJv9VK+iajkpIJ00qP6EV2x67AjvK/8eA/7NpVw6mUDGDq5c/lEPB4P3377LQaDgWmdXFv9nFsBwMh0/Vmso6Oj0x2oGrjkODRJoC2TXI+zBq/TidFiweKIaKGjWjMwseUjxabhuZq+7wg1NU4URcFqteKt9gECtmhThxX7olGCKFOL+UrqCFR60dwBpEgTkqNxDlKl9tzT0ML9RJOEkGClC1O4gC0erFq9IsoSBb4asCdCRUEX3khHR6ej6KfwRwHVS5fiXL0a1eVq8bot0kRsqv0Ij0pH5yin/wwALsz5mY+mvc68sfN6eECdQ05OJvaaq0l54nGyPv6YgevWkvnJxyQ99BCOs2ZgGTYsVNf983rKFi7k0D3z2DPjLHaOn0DutddS9MyzVH3+OYGysh78JDptMdzZD9f6IgTr0ed16Xa72bhxI9u2b2X7ynx2rApfAXk4ePwKxdXBUADpMc2VMIrTT8kbW6j47552jTY6jNjA4kwQgvlNRnXMU01HR0fniGONgcgUxMheTEq4jetLzsPONN4/rS8AwmE+GgM+BUGAxIwWDsY6iNfrZfXq1fz0008dqp/z81pWffQuRfv2hso2HKgAILtXVKfHoaOj0zV8+umn9O3bF0mSuOOOO1ot0zm2UBUVryDiMzT3vmhIwOvFXV2F3+NppaPaMI5i437aC6UVznTl8XhwuVwoioK7xo+7xheWZ6VgEJHsxmbhtzRNQ/UG0AIqoiwhyGKLnjBqbb6whkaKDWXgzjvvRBCFrpWLhgaRlhhIGARy1xip6ejohI+uNDkKyP/9feReNQffgYONyrvscEjnhGTLli3MmjWLjIwMBEFgwYIFPT2kriVhECQNx6D66Ze7vqdH02UIRiPmQYOInn0Jac8910hpYszKIvryy7GMGIFgNKJWVeFcuYrSf/yDvLl34dm2rQdHrtOUkQkjQbaSHH0yZr8d98AYDPFFyPbgJsPutZMoD+zZQQJ2u53sgQPoHRPN8NMdjDk7s8NtfYdqcP1chO9gdafv7/YpXJidysl944i0NLd5C5S68Wwvw/1LSfd5VhmM7dfR0dHR6WEEo40ky1ASBTObkpfiyVR45FKR/Y8cXu7IC+7I5tqnT+EXl4vfvr2Ol5ftCbsPo9HI5MmTOemkkzpUf9OSxaz84G3ydmwFgvuevSVOAAYldV55o6NzLPHCCy+QkZGB2Wxm/PjxrF69uqeHFOKmm27iV7/6FQcOHOCRRx5ptaw1duzYwWmnnUZiYiJms5msrCweeOAB/P7w8ufpdC2KoqCp1aBUNSoXhMZHg0aLFVtUDIgmvK4W/md1niZCY4VEnCWOBGsCstiKH0sHjrjq5CI9PZ3zzj2XH3/4AVuUCWukqUv2AlpAJVDsxl/oQoowIifakOzN9wIOs4EIs4ws1d/zpptuYtaFF5Gbm9v9ciEIIOl7FB2dniTs8Fw6XYvqdqNUVAAgJyc1uvbJM+sRBIFTZvcnLk33NNEJD5fLRVZWFhdffDF33nlnTw+nexh5GSzeBBvfgfE3Uumt5Pn1z3P76NuJMB5/G25rdjbW7GwANL8f765duDf/gmfrVrw7dmAeMKCHR6jTkMGxgyi0LGVA6pW4PApf/VjIuckqsQNrKFgbRYWvN3HGvj09TOx2O94dmziwdTPDb+/PwEm9OtzWvbGY6mUHsZ+cijGteXz6jhBtM/Lc7JGtXjdEmYm6sO9hx+zX0dHROWbJ3wj7V6FWHQKhilQllpiIUnYmFbDTJOIe2e+wb2G2yeRXevl8cwF+ReOmMNtbLBZOP/30DtfPGDEKs91BdHIwHFip04cvoCIIkBRpDvPuOjrHHu+//z5z587lpZdeYvz48SxYsIDp06ezY8cOEhISenRsNTU1FBUVMX36dFJSUlotawtZlrnqqqsYNWoUUVFRbNy4kRtuuAFVVXnssce6+yPotIJkMGDUVFCarKsFMZhTwxB8/hotFpSARHWZB1XxY7I2UYKYHBDVG6TG5THmmBbvW6/raHs931AuRmVn89QTj3Phr37Fzl27wpYLTdPQAipotaG6Gg7BILabjiW1SdjgOhmYOvZU4oVIZLtNlwsdneMc3dOkh/EXBGMTilYroqP+wMnrDlCwp5JDuyowWXXdVh0uvwuX39XIC8ev+HH5XfgUX4t11QbJM/1qsK5X8XaobrhMmTKF2267jTvuuIPo6GgSExP5xz/+gdPp5JprrsHhcNC3b1+++OILAMrLy7n88suJj4/HYrHQr18/Fi5cGOrvwIEDXHLJJURFRRETE8MFF1zAvn37OjSWsWPH8tRTT3HppZdiMh1ekuajlqG/CsZRPfQzFG7lzqV38sHOD/i/df/X0yPrdgRZxjx4MNGzLyH5oT+R8d67GOLienpYOg2QoqMRM5Ip8m3lgLmSzBFxWBOSkJJ740rvjT8phYSIo+NgKG3wUPqPPwlHTHjfIUOcBVPfKAxx3fc5pAgj9vHJ2Ce0vxHR0dHROS45uAb50DeY4vxIjuD6dEhxNI+uzuTf9nmc2fvMTnfdcE3tMAf3HFXu7rcEH3Hm2Uz/ze1kDA8ag+RXBEPAxNtNGA36FlXn8FBdrtZfXm/H6zYJTdRavc7w7LPPcsMNN3DNNdcwePBgXnrpJaxWK6+//nq7bSsqKrjppptC1upDhw7ls88+C13/6KOPGDJkCCaTiYyMDJ555plG7b1eL3fffTepqanYbDbGjx/P0qVLAVi6dCmO2nOJ008/HUEQWi1ri6ysLK655hpGjBhB7969Of/887n88stZvnx5GH8lna5EdbkQMWATjVgCCprfH/oOG/0aFk0NHRCqLheC34Ms+JFUX3O5MJiCoSNNjg7JhVmWsBoN7eYjaSgXQ4cO5a//t6DTcjFs2DD+/fZHBIqDuRPr5MLisNJ/whCef+ulRu07KhfTZ5+LKdXBsmXLdLnQ0TnO0U/je5hArdLEkJTUyNXQaJa47E8TKMypxBFzdByqHQ2Mf2c8AMtmLwtZMSzcspC//vxXZvWbxZ8m/SlUd8oHU3AH3CyetZhUe9CK7b3t7/GXNX/h7MyzeXLyk6G6Mz6aQbm3nE/O/4S+0UHL73/v/je/6v+rsMe4aNEi5s2bx+rVq3n//fe5+eab+eSTT7jwwgu5//77ee6557jyyivJzc3lwQcfZOvWrXzxxRfExcWxe/du3O7gpO73+5k+fToTJ05k+fLlGAwGHn30UWbMmMGmTZswGnVXTezxMOAs2PZfWPYEN0++jSpvFef2ObenR6ajQ+noLArvPQuTEkH/pAmkRDrwHbwbxpUTf0U+J1skktJtPT1MAoEAQ6efB6qAJBjxOP2YbW2lhqzHNjYJ29ik9iu2gV9RkQShw0kddXR0dE44NI2oPi685/ZnWaqTrzf8iyG/FKItPYT3o8/x+2W0Sy5BEMNTNmiaxpv3rySpTySnXTGQiNoQiVWeQNhDVBSFQCCAJEkYDOFvMfMqguvflCg9drvO4bNj1OhWr9lOnUyvl18Ovd950slotfuvpljHjqX3P98Mvd899QyU8vJm9QZtDy9Ers/nY926ddx3332hMlEUOeOMM1i1alWbbVVV5ayzzqK6upq33nqLPn36sHXrViQpaEm/bt06LrnkEv70pz8xe/ZsVq5cyW9/+1tiY2O5+uqrAbj11lvZunUr7733HikpKXzyySfMmDGDzZs3M2nSJHbs2MGAAQP46KOPmDRpEjExMS2WhcPu3btZvHgxF110UVjtdLqONuXilJPIemxeKH9GV8tFrxhrs+tNaSYXgkBEXAJnnDmNlStXoqpaq/uFluRiy+Zf0KoDIAqsXbu2Vbm44vzZaD6VW+7/Hdt2bOe9994jOTm5Vbn48MMPmTRhIrHxcbpc6Ogc5+hKkx7Gnx9UmshJjQ+dBEEgKtFKVGL7k4vO0cWIESN44IEHALjvvvt44okniIuL44YbbgBg/vz5/P3vf2fTpk3k5uaSnZ3NmDFjAMjIyAj18/7776OqKq+++mpIobZw4UKioqJYunQp06ZNO7If7Ghlyn1wYDX0PpmxiWP44LwPEAXdQlGn53lm3TMsPbCUPxWXEvC/i1ApEjj0Je7VH7F4po/XB1mZF5jHlYN7NgF5Xl4eCxcuJNIRhXHXcKISrVz+0IQjdv+/LN7OP5bn8NspfZg3o3mOF19eDaLFgBRpQpB0xYqOjs4JSK0ndH4A3vnlbYYVT0FmDHszv6RPzn8o+NNDRM2aBWEqTbyuADXlXnavLWLqnEFEHIanSV5eHq+//joxMTH87ne/63A7JRBAMhg4uV8cn95yEoqqh2LUOf4pKSlBURQSExMblScmJrJ9+/Y2237zzTesXr2abdu20b9/fyBovV7Hs88+y9SpU3nwwQcB6N+/P1u3buWpp57i6quvJjc3l4ULF5KbmxsKJ3T33XezePFiFi5cyGOPPRYKgxQTE0NS7TlFS2UdYdKkSaxfvx6v18uNN97Iww8/3OG2OkcQVQG/sz6HRnthcT1VwbnJ2HUGYE3lorS0lEAgQFxsLL9s2kLJwRoSerUcDrg9uXju7udalYvLz76E/fv388abi0Jy4VdUpv/6Bj76z/94/fXXefzxx0MyEBsbS3JqUHZ0udDROb7RlSY9TKCw1tMk+fAsdU8UfrrsJwAshnortGuGXMMVg67AIDb+Oi+9ZCkAZkO9p86lAy9lVr9ZSKLUqO7iWYub1b2g7wWdGuPw4cNDv0uSRGxsLMMaJPOuWwQUFRVx8803M2vWLNavX8+0adOYOXMmkyZNAmDjxo3s3r075PJZh8fjYc+e8BN0HrckDoE7fgklchapP1RVNTVsBcru8t1sKN4Q8jIqdhXz9ra3ibfGc/mgy7tu3DonFJoAiMJRm5dDFMVgAkgBxCOsmHD5gokkWwrHojj9FL+8Ec2nEv/bEZh6HX+5inR0dHTapVZpInsT+Nu+31IheFjWrE7484tslDjvthG4a/wYZKmBp0n4ShNFCT7L66zd26PsUB7v/GEuoiTx21ffwW4yMDI9Kuz76ui0xID161q/2OQ72n/FD43eVxYX4XU5iUlOxWBuHPGh75JvumyMnWXDhg2kpaWFDoabsm3bNi64oPE+9qSTTmLBggUoisLmzZtRFKVZe6/XS2xsbJeP9/3336e6upqNGzdyzz338PTTTzNv3rwuv49O+wxYvw5fTSXlxWUIgkR87/T6aCfuUvCWhOomf/ZvXJWVGAMKESlpSLYGxryiCNX7we+C6MxGcrGjfCeqqpAV2afLx9/WDiUcuVCqvKg+lYljJ7BgwQKwG9h2aHczuVA18Pu89E5JbLHPw0GXCx2dYwNdadLD+PLyAJCTG8dq374qH1ESSB8cg8Wuh2Gqwyo397yRJRlZah5KpsW6oowsdrxuZ5Dlxu0EQWhUVrcwqXMh3b9/P59//jlff/01U6dO5ZZbbuHpp5+mpqaG0aNH8/bbbze7R3x8fKfGdtxiaCwjmqbx373/5dXNr7Jw+kJiLR3bAFR6K7nqi6sAuLDvhUiixPs73ue1X15jfPJ4XWmiExZ91hfy6//FETfqYWpkL9+KdgYVbsEOzPjUiGGfwo+xpVw5uGfH2bt3byYkRrH357VMvmwog04e1+G2ro1FVC3Jxdw3mqjzO7c5qlOaWI3ND9o0dwA51Y7mUTqdaF5HR0fnmEdTKdtpRfphN4yBKM3M+VnbqPz+i/oqtH2g1BKSLNJrSP0aqS6nSY030GYYlJbo3bs3f/jDH1BVtf3KgNlmw+tygiCgKgpiB5UtOjodQbR2PFqDKstIkhQKbxeZlo6qqkgGQ6Pw2eH22xZxcXFIkkRhYWGj8sLCwnat1S2WwwthV1NTgyRJrFu3rpmS0263H1bfLZGeng7A4MGDURSFG2+8kbvuuqvDCladrkO0WhEVL4LZiKhpaH4/UlQUALmePDyyTIrqxQ5EpvVCrNmLxxqN0ysQFd/ku19ZG8ZRNCCaGlxzm0BTEa2Nv6f7Spy4/Qpp0RYc5pbPWZrKRWxMDCW5+zi4fx/pvVOJS2v9+xmOXKg+Fc0TCGpFANEk4fK5G8mFx6ewr9SJJApk90kOtqsNXak4fa323VF0udDROTbQY9j0MNGzLyXpT3/EftqURuU/frqHr1/fSlWxp8V2OscP8fHxzJkzh7feeosFCxbwyiuvADBq1Ch27dpFQkICffv2bfSKjIzs4VEfhfg9sPlD+PltFE3hzS1vklOZw/s73m+z2YHqA5S4g1Y1Tr+T0UmjEQQBVyCYvO76YddzZu8zuaBPvcVWTmUOld7K7vssOscFslch1ilhleNwaEaqyzyoDY60Ilzg8Ss9OMJ6PDU1OMvL8Hk8CGEckqkehUCRm0CFt/3KreDyBTcgFmNzOw5DnIX4G4cTf8OwsMalo6Ojc1yhqah+Ee3gXvZUfRcsctuQ1AYeIV3gyRjR4CCrxhdeXhNRFJFlGZPJ1KH6FkcE1zz3Ere8+i6CKPL6Dzm8/kMOhVX63kfnyKGpKhUFhyjNO0DAFzwIFSUJgyyHFCZ+j4fq0hK0LvQWNhqNjB49miVLloTKVFVlyZIlTJw4sc22w4cP5+DBg+zcubPF64MGDWLFihWNylasWEH//v2RJIns7GwURaGoqKjZHjOc8EKdQVVV/H5/h5WrOl2PQZaJULzYvH5o8H/wq378goDmr89joiGgiRKq0sL/S63dw4it2GE3WbYHVA2/orY5VTWTCyHoxfjDypVMmDChzb1Aa3KhVHnxl7gZ2H9gSC4ku4wUZWLl6lWtykVmnz70yswis0+fkFxo/tq/Q6BrIwfocqGjc/Sie5r0MJZhQ7EMG9qoTNM0eg2JpbLYTUS8ngT+eGb+/PmMHj2aIUOG4PV6+eyzzxg0aBAAl19+OU899RQXXHABDz/8MGlpaezfv5+PP/6YefPmkZaW1mbfPp+PrVu3hn7Py8tjw4YN2O12+vbt2+2f7Yiz6yv46DqwJ2IYPpsnJz/JR7s+4qbhNwFQ4alg3vfzKHIV8fEFH4fCdr2//X0WbV3Eaemn8fzpz/PX0/+Ky+8KeR+ZDWaenfJs6DYBNcDt393OgeoDrL18bSjU2+7y3WRGZjYL/aZzYqM6i1m3+zE+PSWZJ25eQMXlezkal8OTr7iW8RfNxhEbF1Y7y8AYDDcMQ7K37pnn2V1O9XcHsI5IwDau+WY85Gkityw7giAgWDvn+aejo6NzXKDVzxzeQCX7TIcoLFpJI0fFThy2lOU7qSn3EJVgJSLOglmW2PSnadiNhrC8TDqDIIrEpNSvZV/+fg+FVV7GZESTGKHvf3SODAG/H7U2tFxL3k6KEqDs0EE0TcNosWCydl3+hrlz5zJnzhzGjBnDuHHjWLBgAU6nk2uuuabNdqeeeiqTJ09m1qxZPPvss/Tt25ft27cjCAIzZszgrrvuYuzYsTzyyCPMnj2bVatW8be//Y0XX3wRCOZyuPzyy7nqqqt45plnyM7Opri4mCVLljB8+HDOOeecLvl8b7/9NrIsM2zYMEwmE2vXruW+++5j9uzZzSIz6Bw5RFHAoKkoWvv20wbFjc1ZgGRv8r3XNNDqlCatrN9b8X1sT93QUC7Gjh3Lgueew+31dloulCof0046nTtvu4MJkyc2kosX/v4iL774IlpApW96FpddellILvoNHsrmXQdY/+NyTp80lnPOOQfREjw+FSydP0bV5UJH59hC9zQ5ChEEgdOvGsSFd43SQ3Md5xiNRu677z6GDx/O5MmTkSSJ9957DwCr1cr3339Pr169uOiiixg0aBDXXXcdHo+HiIj24/ofOnSI7OxssrOzyc/P5+mnnyY7O5vrr7++uz9Wz9B/BljjoKYQ9nxLn6g+zBs7L6TEsBltrC5YzZ7KPRS7ikPN4q3xiILIaemnhcpaCtdWx6GaQ/gUHwE1wNbSraHy67+6nuu+uo6AGp5lpk7H+POf/8ykSZOwWq1E1bqRt4emacyfP5/k5GQsFgtnnHEGu3bt6t6BNkXxUe3eT5Jmx7ihCKO9bWVnT1BUVMQPa9ayYcs+1n5eyOalBzvcVoo0Ye4ThZzY+iGCZ3s53j2VeHOrWrzurlWa2EyNN12+QzWovqPDE0dHR+f44ZicT4bOglHB8KE7K7/gkdj32Oc1UhrTQG3SCSv4HT8W8N/nN7JxyYFQWYRZ7pTCJD8/n2+++Yaff/457LZ+RaWoOuixmBJ1eKGHdHTCQTaZiEvvTVRSSotKE0kyYI2MwhIRgWTo2gPN2bNn8/TTTzN//nxGjhzJhg0bWLx4cbPk8C3x0UcfMXbsWH79618zePBg5s2bF8orNGrUKD744APee+89hg4dyvz583n44Ye5+uqrQ+0XLlzIVVddxV133cWAAQOYOXMma9asoVevXl32+QwGA08++STjxo1j+PDhPPTQQ9x66628+uqrXXaPnuZYnE9UDVxyLB5TTJsaDHdNNR6DiEoAkSbr8Yb73SaeJlornQoNarRFQ7nIzs5m/c8/89//fIbNGIWzsm3P9pbkQpNBijIxetzoVuVC9QQIlLp59bm/h+Ri9PCh3Hn9FWzesD4kF0Jt/kWxhZDCHeVEkAsdneMJ3dOkBwkUF1PzwwpMfbKwNEgernPssnTp0mZl+/bta1ZW5949c+ZMHnjggVb7S0pKYtGiRZ0aS0ZGRpe6kR/1GIww6FxY9wbkLIP+0xpdlkWZJyY/QZw5jihzVKh8zpA5XNz/4g7nsOkV0Yv/Xfg/nAEnEcag8sqv+Cn1lBLQAuRU5tAvul9XfSqdWnw+HxdffDETJ07ktdde61Cbv/zlLzz//PMsWrSIzMxMHnzwQaZPn87WrVsxm4+sFevomkE4f8xHsCYDe4/ovdujoqKCtWvXEhMZj7RDIG1gNMOmdJ1yxz4xGUO0CTnFjuoJIJobLz2ctYqRhuG5NEWj+KVNaIpK4h2jkJvGUdbR0dHpJMfkfBKZBtEZCJYYxiZcTHpRPAcNyfivssGCq4N1OrHmM9tkYlNtRMQfvqKisLCQH374gT59+pCdnd2hNnvXr6EoZw+WrCFoGhgNIrE23WDsRCVQUoIvNxfz4MGIR3CdJkoSxjbyCITrhRsOt956K7feemvY7WJiYnj99ddbvT5r1ixmzZrV6nVZlnnooYd46KGHWrweFRXVbB/ZUllbzJ49m9mzZ3e4/rHIsTifqIqKVzCA3Fg5LjT5ze924zNIiJrWXM9RF5pLkEBoWcnezNOk7m0HvkJ1clFQUICqqkRFxFBT6kOSRWyRrYeA7IhcXHThRWh+BUESQ0oQQRIRjBKySQrJRbnTx4FyF3aTgaz4YC4VXS50dE48dKVJD+LetIn8++7DPGQImR99GCrXVE2P3a6j0xl6TQoqTXJ/bPHyjIwZLZa35VkSoiwHyvZC36lIohRSmADIksxr014jKyqLOEv3baxOZOo2dW+88UaH6muaxoIFC3jggQe44IJgPpo333yTxMREPv30Uy699NLuGmqIYbHDQM4hIWo43oAV38AYjKUlGMwKAY+E3WclXu7f7eNoj5iYGEYNHYKnvJq4iTJJfdu3cKxDqfbhy61CMBkw941qsY4h1oIh0Ubp29swxFpIuHlEo+vjM2NIcJhIcNRvgpRKL6JFQvUJGGJ1q2MdHZ2u41icT+oQZAupttE4VBdfJ67izOxrSX7hbyAICB3MJdKQ7Gm9yJ7W2LL8xaW72ZJXxbUnZzK6d3SH+4qPj2fChAnExsa2X7mWrd9/y45Vy8k85zIgkpRIc7PE2zonBpqqsn/O1fj27CHjg/e7zKBQ0zQ8zhpMVitirfe5pmlUl5Zgslq7NNyWzonHsTifqIqCplbVKjUaPONFqZEHidFqJVBWDqIJv2ikkTq7rl4Lobnq9sJ1obCbEo5632az4fO4CXicWBxWJMPhB8rRAiqBYjeIAsaUoDJEtBhCobfqMEgCEWYZs1z/3NA8CkgCgizqc5WOzgmCHp6rB/HlBl3h5V7pjcpXfryb1+9ZzoZvcntiWDrHCHa7vdXX8uXLe3p4PUOvCcGf+RvA5+q6fkv3wCtT4K2LIG9di1XGJY/TFSZHETk5ORQUFHDGGWeEyiIjIxk/fjyrVq1qtZ3X66WqqqrRq7MMjx+OaI5mcPp1DHT35osfC1FSVeKGVgNQ4c0kwdjzSpO4uDhMJYc48M3H2CILGHxSSofb+vJqKP3nNioX57RZT4o0otb48Rc40dTG26U/nT+ERdeOY1ByvSLSEGMm6ffjSJo7Wjci0NHR6VGOhvmEg+vg4GpUdwWqVk2EasUYt5/+45NxTJ2K4/TTEQxdYwv3494y/rc5n30lzrDapaamMmPGDMaOHdvhNr2GjWDY6dPw2OMBSI7UleQnKs6Vq/Dt2QOAqX/n10aqoqAE6g9+Az4flYUFlOTuCyVZdldX4aqsoKIwv1Hd9gj4/Tgryrvdk//tt99udY83ZMiQbr13OJx11lmtjvOxxx7r6eEdlRwN84lokJA1FVlp8t2vVXJoUjD6gtlmx+SIxWeKw6s1UcobTBCdARHN9wwJ1gQSrAnN8nx2ZjXvcDjwV1Xiqizj08/+RUJKbNhyoakaql9F9TcIMWao9zJp9d5mmYw4G0mRtd4/qkag1E2gyNWm5keXCx2d4wvd06QH8eXuB8DYq3ej8qpSD+5qv35QpNMmGzZsaPVaamrqkRvI0URUL3CkQPWhoHIj85TD79NTCe/MBk9F8P2uryF1dJtNtpZupdJbycSUiYd/f51OUVBQANAsLnRiYmLoWks8/vjjrYYqCBcxwoGQEkepdycVtgTSBqZhFmOQ4pJxJ0bij4kn5igJQxKXnkHmyNFEJTZP1N4WotWAsZcDQyvhs7x7K1DdCnKqnfibR2BMsXd4bhMEAclxdPx9dHR0TlyOhvmE3V8j7fscY0wamrkavA6yC2IpeuYZrGPHYp88uWvuAzhqQyhWefxd1mdrDJ86g+FTZ/DCd7uBHXo+k8NA0zT++fvbOXn2lWSN6rji6mih4oMPAIi+4opOh+bSNI3K4kICXi9RScnIJjOaqmKQjRiMRkQxeEhqcTjwuVyYbDakDiobNU2jLO8AqqJgMBq71UPl/PPPZ/z48S1eO5oSRb/66qu43e4Wr8XExBzh0RwbHA3zicHiIMIWgVJTAw3C0hlFGTXgRWyg3hBFAUPAjSQ38SiRZLB03BMRguEXLaoUds4si8MBCJx//vlMnDSpxTptyYXmUwiUuBFkETHRhmiUMCZ1Qn41EIwSaG1HhdHlQkfn+EJXmvQg/v1BTxJjk4Rrp181iDFnZ2CN0A+LdFqnb9++PT2Eow9BCHqbbPkYCrd0jdJk/0oo3xe0vtFU2LsUpvy+1erLDizjtm9vwySZ+Pj8j0mPSG+17onO73//e5588sk262zbto2BAwceoRHBfffdx9y5c0Pvq6qqSE/v3P/QOXEoNSlXYVTtDEwYQXyEHX/+n8BdSbJUzBlmibik8DYc3UEgEGDw6dMYctoMRFFCCagddn839Yog4bcjW71evewgnh3lRP+qH7YxzRUyddaauou7jo7O4XC8zydoKtF9XUizJ/KhsYz1OxaTvamA0o/2Ufmf/5Iw904cZ52FaOz43kFTNT54fA1mm8z0G4ZitgUPnSLMwZ9V7o5b4AMhK/66g+lwOFQRPGBKiTqy+caOJ5wV5aT0G8AXLz7HnKf+hj362DmcCxQXU/3ttwBEXXIxqtOJc80aJJsNaxieS0oggN/jQVPVUIofo8VCbHovtNrvJ4AgiEQmJoW19hAEAbPdTsDn6/Y1i8PhwOFwdOs9uoLj1UjveJ9PNE1DSkhESkhElOqf12mWePD5wBh8DquqimwzIpslRGvHcgtqmoZX8SIgYJSMjWQlLTr8/ISqquKIS0AQBDQNIiIjw5c/UQieEbTRTlM1AiVuUDUMidba+2mN7iUYROSE9j/D8SoXOjonKrrSpAfxHQiG5zL2bqw0MVkMxKcf/QslHZ2jkqnz4awnwZ7QNf0NOAt+sxyKtsGH18DBNeCtAZO9xerjk8czLnkcdtlOmqM+mbaqqa3Gdj1Rueuuu7j66qvbrJOVldWpvpOSggf0hYWFJCcnh8oLCwsZOXJkq+1MJhOmTsSFb4k///Rnlh1cxsPFpVT738NfKRA4tBj36o9ZPNPH64OszBs7jysHX9kl9+ss27dv58MPPyQuIglhZ3/6j0/kzGu6JvyDId6K0RVAauUgzBtQGTR/MVZZ4qc/nIHdZED1BChZuAVDtInoiwcgSLpCRUdHp22O9/kELXjgW65ofLD/QwZWjcdruJTt/X9k4M73OHTv7+l/6qkQhtLE4/JTcqAGANlUb0UcYemcp8kPP/zAt99+y+jRoznvvPPCanvn6X24eEy6ngS+E/g8boxmC2a7g0O7dpDSb0CnFFc9SdWXX0EggGXkSMz9+1P66qsUPf0M9lNPDUtpYpBl4ntnEPD5kE316w5BEBCaJHrvjOLDERuvG3mcABzv84mmapQcDD77E3rXh8bFWw1+J8jB+1QVF+GpqcbsDxDZt1/jTnxOUPwgm8FQL2saGnsqgmH2BsYMRBKa5zwJhzrvm0h7DM5yH0azgajE8JQvgixiTG15315fKeiRAoCqgSRwqMJNmctPYoSJBIeu0NfROVHRlSY9hOb34z90CAC5iaeJjo7OYRCT2fV9JgwKvr75E1TsD4b+yjq1xapmg5lXznwFd8Ad2lg5/U4u+PQCMiIyeHX6q10/vmOU+Ph44uPju6XvzMxMkpKSWLJkSWgTUlVVxU8//cTNN9/cLfc8VqmPzR38vobrNt8WUefWbyp9B6pxby9DjrNgzQ4qNV0+BU0Dp0/BUuv6r1R48e2vIlBs0BUmOjo6HeK4n09qlSai38are/+ElwCL0VCF+q1cuHkWZJPEeb8bgcfpb+RdWO9pEp7SRFGCB07hHNgX7t3NBw/fj9nu4Ia/vRbW/XTg0M5tfPTYfEadPZOTLrmcix94FLPdccwd7LvWrQXAPmUKALaTToKnn8G5ejWqzxeWB5UgiI0UJl3JsfZ31ekcx/t8EnDXoColBNMbR7RQo+57rjV61whXafDlSAZHeKF9D4fOiGBTuQ2Ue9AUDclhRKw1GBAEAUOsJfhha/dBqhb+vKqjo3P8cWyZoRwDeN0B8naU4/cqbdbzbNkCioIYGYmhwaRcXuBk7ec57P+ltLuHqqNz4uJzwvdPwX/vaL3Orq8hf1PjslmvwdztrSpM6hAFEZtcHyv1q31fUegqpMhd1KjeX3/+K39Z8xdK3CWhspWHVnLnd3fy6ubGypUdZTso95S3/bmOY3Jzc9mwYQO5ubkoisKGDRvYsGEDNTU1oToDBw7kk08+AYKL3zvuuINHH32U//znP2zevJmrrrqKlJQUZs6ceUTGnLmxmOf/Gc2AQ88hV7pZbpYpKdgCwIxPjVzzlcLqnJ5/1g8ZMoQZIwZj3r+W0dNKOfWyAR1uq3oDFL24gYJn16Epapt1fXk1VC/JxbW5/vvu9AbDv5gMIlLtJkWKMBJz2UAiz+6cFZ+Ojo5OWxyL8wmaSvkeK+5XgofLJgzMSNxEvz2fdLpLgyzRa3As/cc2PvCKsNQqTcL0NDn55JO55557mDp1aofbmKw2fG4XrqqKsO6lE2TjV5/jc7upKQvOqxZHxDF5sO/ZshUA6+hRAJgGDECKi0Nzu/H88kuH+lDVttcgXYmmqgR8viN2P52jl2NxPhEEDTQFUfURqKgIlR/0V7NblqlRgt/tyLgEbD4BnzGBysKaxp2oteEbxY57khwsd7G9oIoKV8dlJzk5GaPip6Y0j6hEI464w897pXkVNE8AmihERIsB0WwIPUPV2uti7ftAuQd/sQvVE17oSh0dnWMb3dOki1n54S62rsjHGmHk6idPanXhaho8mF6LFhEoLm5UJ39PJT/9J4f0QdH0Hhp7pIato3N8seEd2PwhjLwMhv2q8bVDP8MHV0FFLtiT4LwFzdv7XPDvW6GmAC7/EPqdGSxP71xizfP7nM+AmAF4Ap5G5R/u/JAyTxkz+84kzhIHQIGzgG9yv8GvNj6suGXJLRS6Cnl12quMTw4mh2waa/V4Zv78+SxatCj0Pjs7G4DvvvuOKbWWiTt27KCysjJUZ968eTidTm688UYqKio4+eSTWbx4MeZOJhgNF5PLT0qlAZsxBVlTKCtwoWj1tgpxVbDFp1BU5eG1H3L49bheZMR1X2LR1hBFEa+zhsqCfLyuagxNkz22gWAQ8eVWA8FNiGBt3RZDTrZhm5CMMaXeRd7tDxoYWI319xStMtbh3WPhp6Ojo3MszidoKopXRDmQx/5+P9A74mRMaiS+gLNBna6xiI2oTQRf4w3vYEiW5bCTVDvi4rn0yRdYuK6YV5fv5dqTMrvU2/F4Z9pvbmfo6dOIiGscktbncfPzF/8lMasvGSNG9dDoOk6fz/6LZ9s2TLU5IgRRxDxwIM4ffsC7Zw/WUe1/huqSEtySQERcfLd5mkDwb1uefwhJMhDXq3e33Ufn2OBYnE8kg4EIxYsaEECpN/T1qQG8goDqbzCvCAKaJKP4myjRlTqlSeNnfkPPjGYeHoqGL6CGlBEdQRCEYI4iVQ06gXRyfghUedF8KlKEESnKhBZQEeS27cfV2mGKtflNVFetoiVCn6N0dE4kdKVJFzP50gHk7aogPr1t12jRaMQ2flyz8og4CwMnJBGb1k7cRR0dndYp3g57lkBUemOlSU0RvPtrqM6HiDSY0MANOuCDfcuh71RY9kRQYRLZCzInt3wPvycYx7UDSKLE4NjBzcqvHHwlVb4qIo2RobKR8SN5YPwDjfKh+FU/RsmISTIxLG5YqPyVTa/wye5P+PXAXzNnyBwguFgtdBWSZDtyrtJHgjfeeIM33nijzTpNXagFQeDhhx/m4Ycf7saRtY3qKmXD3mf4fEIKf7j2z1Rfu4+mW4Vb3/2Z1TllfLjuIOsePLNHxjly2tn0HTMBe0x4ynpBEom9cjCCSUIwNla2KNU+il/ehGiXib9pOKbeEZh6Nw4D4PLVKU305YiOjs6R4ZicT7R6K3qf6qRALqG45GcyGtUJT2lSdshJTbmHqEQrEQ2sd6cPSWLzn6ZhOwLPZclgwGmJ4dU1vxBhLuX6U3QPw3CQDAbSBw9rVr7mPx/x40fvkZDRh97DRiIc5TlOBKMRy4gRjcqMGRk4f/gB37597XegaQT8XjR/l+kOW8UgG0HTUDUFVVEQpcPL2aBzbHMszieiKGBARVEbPxeanVxpGpLixeoqRJQNQIM9Qp1xnxj+PBGujEYnBxOrS4bOz0maR0HzKWhWA5K1ZeW+6lcgoCHIIoJBRK3VmkhC8H8mJ1hRvQEE49H9PNXR0eladInvYiRZ5PKHJnD6VYM61T5tQDRTrx7MyDP0PCc6Op0mdUzw58F19WWqCh9eG1SYxPWH366ESbcGrwW88M4l8NYs+OQ3sOL/guUzHgdDk6R7Bb/AG+fCu7MPe5jXD7ueuaPnkmhLDJVlRWUxe+BsTko9KVQmizKfX/Q5317yLVa5Pvnd/qr95NXkEVDrrUErvZVc+tmlhz02nS5C8VHp3IlNAtueckzWhGZV1u4rA6DU2TOhHg4ePMhPGzaxbVcpW1dUk7slvJBhliGxmPtGIRgaLylUp59AiZtAsbtVIwJXrSVzQ08Tb24VvoPVqL62w1zq6OjonDBkXwXZlwOwrexj7k5+mf1eiZLYofV1wjyJ2vFTAf/960Y2fnugUblZlnCY5bAtenfs2MH3339Pbm5uWO0OVbgBSIk6/LArOkFGnXU+CZl9GHPehT09lE5jzMwAwJezr/3KgkBkQhKRCYnIpo7nP+kMoiQRm9aL+F6Zx73CZMWKFQwbNgxZlkOho1oq0zm2UFVwS9F4TVFt1nPX1OA1iKD5EJtEQAiF55IaKzK0BqZhQhM1TLjBETRNo7KyEpfHg6IIOKt8eF3hhY2sQ7TLSFEmRGPrMqtW+QiUukPht+o8YoTauVCQRX7cuIbhw4frMqGjcwKhK026iDpNNNRqomuTSrWUPMq1bh0Fj/4Z56pVR2x8OscvmqYxf/58kpOTsVgsnHHGGezataunh9WzpNUqTYq2gLc2BuuGt4OeJLINZr8F5nrvDiQjxGQBGmx8N1g25joYdG7zvk0O2PcD7F3aPOdJNxNhbGyl//vxv+e1aa8xPWN6qKzMU0aqPfWIjkunfSZUD6Pm+zwEe1r7lY8whYWFrFy5ku07d7D+y1zydlV0Sb9StJn4G4cTM7s+R4qmaY2UISFPE1P9pqviP3so+tsGvLu7Zhw6Ojo6xzzx/SGuHxgsZMdfzR35l6EYz6P6orn1dcJUmpjtMrFp9kZeJofDtm3b+Pbbb9m/f39Y7XI2rGds+Vr6aD2f4+tYQdM0/rvgSVb/+0O8Lmez6xZHBFc8voBBJ0856r1MDtxyK/nz/4i/oKBRuTEjAwBfTk6H+jHIcm1Ol+7/vAajsUvC437//fecd955pKSkIAgCn3766eEPrguZO3cuI0eOJCcnJ+RN0VJZW+Tm5nLOOedgtVpJSEjgnnvuIRDQc0L0JKqq4ZFMeGVTi9frZhKvy4nXIKEIYuP5RVXqvR/F8EIyNuy/JRrKhCiKfPTRR9TU1ODzBHBV+vB5OmdQJVllJHtQoap6Ay3nYTSIQa/5BongDQgYfCqaX0XTNF0mdHROQI7uVdQxxNevbeGtB1eRs7EYCC5mV3+Ww9t//JHqssZ5DKo+/4Lyt96i8n//a1SuqRo+t/7APJ7wHYEkgX/5y194/vnneemll/jpp5+w2WxMnz4dj8fTfuPjlYgUiEgNLugO/QyeKljyUPDaafdBfJNE14IA5zwDl74Dg2fCsIth+p9b7ju6NwyZGfz9P7fVx3TtASKMEYxLHtcolFdWVBZvnf1Wj41Jp57BsYPBYCY2YgQGxYwyMAZDdCmiHFyo2/1mYuUsxmTEABDdirt4d5OYmEj2sGHE2Qz0ydZI7hPZfqMG+PJqcG8tJVDpbVQumiRMWZGY+0cDoHoC5D24gkPzV6LV5jKJtMqc0i+O7PSoUDvJJiM6jEjRRyhXgI6Ojs4xgiAaSHdMZIw/k0PJ20jNTiPl6adJefppRIcjrL6yz+zFpQ+MY8Tp6Y3KK1w+fv/RJu58f0NY/WVkZDBq1CiSksILD1q66UcmVKwhyX0wrHYnMmWHDrJz1XJWfvBWq0qRYyHnnep0UvPtt1R88AFCk9A7liFDSHnmaVKffaaHRtf9OJ1ORowYwQsvvNDTQ2mRPXv2cPrpp5OWlkZUVFSrZa2hKArnnHMOPp+PlStXsmjRIt544w3mz5/f/YPXaRVVUdCUSlAqG2swmiR1N9lsmAQJTTQSEBp4cIUiHIggNA3xJRBriSXW0jzcb0eeSE1lwmQyYTYa0RQXZpsYMkzuLKrLT6DYjVLZ/IzGEGlCTrCGwndZjRIxBgnJFSBQ6kbzKrpM6OicgOhKky6iOLeaymI3hlqXP0EQyNtRTmWRm70/F4fqKVVVVH7yCQAR06Y16qOyxM0/7vyefz6wskUPFZ2jnylTpnDrrbdyxx13EBcXx/Tp0/nll18466yzsNvtJCYmcuWVV1JSUhJqU11dzeWXX47NZiM5OZnnnnuOKVOmcMcdd7R7P03TWLBgAQ888AAXXHABw4cP58033+TQoUNHnbXSESc9mCydNf8Aox3OeAh6nwzjbmq5viDAwHPgkkUw61WQ27C8nPFE0FMlfwOsfL7Lh364HAsb5ROBUYmjES3RDO39Wwa7Mvnsx0KUXioJI6oAKPdkkWQczNSBCZgMIucMT+6RcaalpZGIn7zvPkQUtpIxLC6s9pVf5FD65lZ8eyvbrCeYpFBWRbXWQGBsRgz/vG48fzp/SKhe3DVDSfnDeIzJtjA/iY6Ojs5xyoHVCIc2oCleVC3oWSCl72XE6elEnnsOkeeeg9hFSYRVDd5bc4BPfs5DUTu+Hxk5ciTnn38+/fr1C+t+5VG92WIfRFSqnlS7o1gcEZx+zU2Mm3kJRnPr61VN09i95kc+/9szaGoLltU9jGfHTtA0DAkJGOIarz2kqCgizzkH86D2Q157nU48TifqEfyMNeVllB48gO8wjNTOOussHn30US68MPwwal6vl3vvvZf09HRMJhN9+/bltddeC11ftmwZ48aNw2QykZyczO9///tG1uyqqvL444+TmZmJxWJhxIgRfPjhhwDs27cPQRAoLS3l2muvRRAE3njjjRbL2uKrr75i69atvPXWW4wcOZKzzjqLRx55hBdeeOGIGBbqtIwoiRhQMShK0wvBn0LwpzUyCktcMj5zPB5DA6W8aIDoDIhKaxZzSxIlkmxJJNmSWtiP1r5vY1ppKhM2mw3N48ZVWYbJImC2tW5g1p5MLP32OyacehKOPnGkD85sVybOPW0iP/ywGINdJmffPiSLrMuEjs4JiK406SJm3Tua8383ksSM+vA5o2f0Ztp1Q+g/vj5fQfn776O6XJj69cN2yimN+qgqDsb0lU0G/dCzFVSXq/WX19vxuk0WuK3V6wyLFi3CaDSyYsUKnnjiCU4//XSys7NZu3YtixcvprCwkEsuuSRUf+7cuaxYsYL//Oc/fP311yxfvpz169d36F45OTkUFBRwxhlnhMoiIyMZP348q0708G+nzA0u+rb+G3Z/E4wFfs3/wNAFsY4dSTD98eDvP74YdFPW0WmCaLVCbAQVnhyKDDUkZUViirAhRsbgjY7BHxFFhEXmplP7sOPRs3h0ZvNkrkeKiIRE0gYNJTopJey2coIVOd0RVIo0wJdXg3tLCf6S4NwmCAJJ88aR8tBEREf3xhzX0dHROa7Y9D7iro+RI2V8UtDwZkiuleIXX8S1bl07jYPs3VDMhm9ycVW1fTBja/Asr/F2vzftnsiBfBs/hfTho7v9XscL1ohIsmecx6SLL2uzntfl5IsXnmXb8u/YvfbHIzS6juPZvg0A06CBne/DWYPX5aS6tLhRCCG/V8HvVRoZIioBFb9XQfE3Vq6E6jZQEipKsG7Ar7RY1+924/d68HtcKC2F+ulmrrrqKt59912ef/55tm3bxssvv4zdbgcgLy+Ps88+m7Fjx7Jx40b+/ve/89prr/Hoo4+G2j/++OO8+eabvPTSS2zZsoU777yTK664gmXLlpGenk5+fj4REREsWLCA/Px8Lr744mZls2e3nd9x1apVDBs2jMTE+rOQ6dOnU1VVxZYtW7rnD6PTJn6vgiZaiDA7sGmAJIbkQlBEZE0LHRD6vQpKQEP0e5DU4LyhKCp+PwQMEWCNbdRvSzLUEIMkYDJIYefLMlosmG32dnMItScT55x7LqOHZ7N+5Rr+/lLHZeKHdavIGjNAlwkdnRMUQ/tVdDqCxW4kfXBMo7JeQxq7JfoLiyh7800AYq67tplipNeQWK5/9hTcNZ1LcHUisGNU6xsq26mT6fXyy6H3O086Gc3tbrGudexYev/zzdD73VPPQCkvb1ZvUO1iPhz69evHX/7yFwAeffRRsrOzeeyxx0LXX3/9ddLT09m5cyfJycksWrSId955h6lTpwKwcOFCUlI6dnBZUBv/t+HEW/e+oEls4BOOpGEw4WaoPABJQ9uvHy7DL4Gv/gDOYti/AjInd/09dI5pfKeOhv7zMKtWUuL7M8luxl/8LHicpAvlxBtFImMTqHD5qPYEiDDLRPZAiC5VVRkwaTIDJk5G7ETs86jz+7RY7lpfSM2KQzimpBE5IxMAQ1TL8ZN1dHR0dNpAU4nu68J+3UX8vfIQufuWM2ljESXvfUjNiGXEXnsd9smnIFpa9jrwuvx8++Y2vK4A8ekOrBFGPnlmPYIoMHXOIBwx9V4qJoOE0SDiC6jUeANEWrp3XsqvDBoy6Yngux6zzc74Cy/B53aR3K/zionuwrstuM9qzZvEvWUL7rVrMQ0YgG3ChBbrKH4/RrMFk9XW6FD1lduXAXDtUydjqTXU+PmrXH76z14Gn5TMaVfW3/P1e5YT8Klc+ejEUI6fX5bm8cO/dtFvbCLTrqv3hn3zDyvx1PiZNW84kQkRGC0Wtq/MZ8gpRy6f4M6dO/nggw/4+uuvQ4ZzWVlZoesvvvgi6enp/O1vf0MQBAYOHMihQ4e49957mT9/Pn6/n8cee4xvvvmGiRMnhtr/8MMPvPzyy5x66qkkJQU9BSIjI0Mh92w2W7OytigoKGhxj1p3TefIUycX1/zlJCwpyQiCwNrP9wXlYmICp51tBDkoL3Vycdm9Q4lMjELTtHbl4tIHx+FIMiIgsHNlUSO56MwzXtM07DHNQ301pUMykZbG808+hxRhYsjo4S3KxOIPPmPC6AnIcRYyMzJZvny5LhPHOL6DeQgGCTnM0KE6OnXoSpNWqCp1s21lPpqiMWFmywdCdZS88g+c339P6l+fxxAd3WId9+bNHPzd7SjFJchpaUSefXaL9UxWGVMPxbXX6RpGj65X7GzcuJHvvvsuZOXQkD179uB2u/H7/YwbNy5UHhkZyYABA5rV1+kEZz7cLD5rlyHJwXBeP78F2z9vW2miaUH3ZU2D/SshfyP0nw6xbT9bdI5t5q+Yz/K85TxSXEpi4D3SKwQCeYtxr/mYLy70sXCglXvH3suB/aN5edlerjs5kwfPHXzEx/nTTz/x5ZdfEmfthbA3g1Nm92P4aentN2wHKdKEsZcDQ2zrm6RnvtrBGyv2cc1JGcydNgDn2kKcawuwDI3DcfKRO4DQ6TyB4mLK/vkW3j17SP7THzHEx/f0kHR0jj9qPVrdmsYnJf8l0zeMQuP1KIO3MHTjQvJuv52+3y5pVWmybWU+XlfQa0Q2S6iqRv7uCjQNRKm51a/DZKA04KPG03FPk0WLFnHgwAFmzZrFoA6EVKrjX7+ZyKEKDxkR3bReO86oKS+jaN8eUgcMwWS1tlt/3AW/OgKj6hyebdsBMA9s+ftS/fXXlL70MlGXzm5VaWKLisZcXkFE3JGde2SzGYuj+f7uSLBhwwYkSeLUU09t8fq2bduYOHFiIwPNk046iZqaGg4ePEh1dTUul4szzzyzUTufz0d2dna3jl3n6KA0rwaTVSahd32UFBQv+P1gDM4jdV5a7pJiojMTGneg+CDgAUPjsJB+1c+u8v2IgghEcLiUl5eTn5+P3RiNx+nHHm3CGtHcAKtDMnHSJIxJ9TLbkkycdcl5wYu123a/38fIESMP+3PoHHkC5eXk/+EBar79FjEykr5fLkZqJ+eMjk5L6EqTVvA6A6z93z5MVgPjL8hqNVxW+bvvsvGdVSiSHePKjSSfM6XRdVeVj9ytpah7yxDy8zFmZpL+yssIRj00SWcYsL6NEARNXDb7r/ih9bpNrKn7LvnmcIbVCJutPg5/TU0N5513Hk8++WSzesnJyezevfuw7lVn0VBYWEhycn0+hMLCQkaOHHlYfR8XdJfCpI7xN8OQCyGzdoGmBEBq4bH6v7vA54QDP0L5vmDZ1w9C1pSgYidxSPM2OicMi38JWha9viKnR5QmodAVtT/CdZtvDcfkNByT0xqVubeW4surwdw/GlPvCKo9Aaq9AZS6jdmWEnz7qkLJ43WObvwFBeTMvBClogKAsswMEu6+u2cHpaNzPKIFw5yIqoF/7g56L38m+FGkBkqSNvIhemr8IMCoab1J6B2Bqmqce9sIPDV+zPbmxlp2s4FSp48ab8e93/1+P4FAIOwQw1Gyxgfzb2KJy8nv3vwQ2dQ1uVmOV/auW83X//gb6YOHcckfH+/p4XQaLRDAu3MnAOZWwnMZMzIA8O3bH3b/N/5fcG1uMNbv+bKn9WLE1PRm65xrnwqGzDbI9XWHTkll8MkpTfNcc9WfJzWrO3DSkc1JZ2lFOdpRampqAPjf//5HampjAxWTqes8gpOSkli9enWjssLCwtA1nSPPjf93Kj5nDVXlpWiKBETUy4UzHzzF1OUeuejOTHxeL3axbp+gMfSUBAYPUxE8peAqh4jgd79OLlQxQGltisOulIv66a3l+aWrZOI/H/+btPQ0AqKAt9iJCQFr4uErf+rQZeLIUfzcAmq+/RYAtbKSqsVfEn1p2+HTdHRaQs9p0goxyTYGTUpm3HlZqErLmxDPtm0UPPpnDqZOZle/i3GnND/43LuhmCVvbGN7no3Y668j4913MKY3t+B1Vfn48h+/sPHbA3oS+DYQrdbWX00WeW3WbZIss7V6h8uoUaPYsmULGRkZ9O3bt9HLZrORlZWFLMusWbMm1KayspKdtZuI9sjMzCQpKYklS5aEyqqqqvjpp59C7tY63UjSUOh7RtDrxFUGz4+EZU81znFStB3Wvgab3gsqTIwOSB0DaiCYa8XTIHn2gTXw08vgrgBf53Lq6Bw9ZGwu4el3osg69CSGSjerI0yUFgVDUZz1iZErlyis3V/G/tLg/7qnHv3jxo3jotNOwVayngFjdzNgYnibHNfmEope3EDl4n3t1nVvLqF6SS6+/VXBtr6gFbPVGFQ2Rl/Uj+hf9cc6XPdWOBao+vwLlIoKxFpjgcrP/ndUJhvW0Tnm0TQq91kofHpxqGjctpcYsPPdhlVaZcLMPtz0/KmMnhFMti6KAr0Gx9J/XBKS1Hw7aDcFn8k13o7nbPv1r3/N7bff3igkSkeQTeZQAu+astKw2p6QCBCVmEzqoPBCz+bv2sHSN/+Bs6J5OOKeIFBSgiEpCdFuR25hbwxgrD3Q9x861Go/HqezxXLZJCGbpEZKPMkgIpskJFlsuW4DZYokBesaZKnVukoggLu6ioC35XDQ3cWwYcNQVZVly5a1eH3QoEGsWrWq0ZnCihUrcDgcpKWlMXjwYEwmE7m5uc32p+mt/C86w8SJE9m8eTNFRUWhsq+//pqIiAgGDz7yRkI6we+v0SwioIDmJVBREZKLQjzskQ3U1OYviUmMJxIBnxxHxcEKtPIDSCVbkdUqDAahkaFgnVw0PF1sOrcUVnnYWVhNmbNxHtq2iIqKwmoQ8brysUfTopIfuk4m8ooO0X/wALL69MGQmYmxTxa9+2Z2eLztocvEkUFTVaq/CypMrBODXoqVn/23J4ekcwyje5q0wrdvbWPPumLiezmQDC3rlio+/AgUhbSIKjxDY4nv7Wh03bd/P8kxKpHxFrKyE4ifeler1lcFeyvZva6IsnwnI07vusWKTs9yyy238I9//INf//rXzJs3j5iYGHbv3s17773Hq6++isPhYM6cOdxzzz3ExMSQkJDAH//4R0RR7JClniAI3HHHHTz66KP069ePzMxMHnzwQVJSUpg5c2b3f0Cdeja8E8yf8t2jYDDBgLMgrh/ED4BL3w0qSHpNgIHngtEaVJAUbYWYBiG6lj4Oe5bAF/OC7/ucDlPug5TsoJWpQc8HcSxhdvrJKJOxGTPwqAqrc2tIbXCenFQOO8IIfdJdGAwGVK+Xstx9xCalIBvD89BS3X58udWItvZDS5r6RiGYJOTk4CG7yxc8kLPUHkpIDiO2MYmtttc5uvAfPACCQNxvb6bkpZcJFBTgWrMW2/hx7TfW0dHpOJpKwCPi21eAGLcaOW0cEbZ4/IWbG1ZqswuDLIEc9C5sb40ZUpqEMUfZbLZG3tYdYeuhKj75+SD95tzPzIkDMFoO32DpeGf41BkMnzoDVem4Qgvg24UvUbBnF5GJyWRPP7ebRtdx5KQk+n71JarbjdBKPjVDrRd9oKCg1e/tp395mMHnzsKfmorZfGS9lDw11VSXlmCy2jBZw/vuQ9C6vWHUgZycHDZs2EBMTAy9evVqtV1GRgZz5szh2muv5fnnn2fEiBHs37+foqIiLrnkEn7729+yYMECbrvtNm699VZ27NjBH//4R+bOnYsoijgcDu6++27uvPNOVFXl5JNPprKykhUrVhAREcGcOXM69fdoyrRp0xg8eDBXXnklf/nLXygoKOCBBx7glltu6VKPFp3wkAwSDtWL6hchUP+M92l+PIKI4q0Ggj4dAiKqZCTg86NppQgSQcM/ALGFo8TaaUhowSPEr6h4/AqBVgySoblM7N+/n00RdqwmE4OjY1v1hu9qmRg9bgJb9xWwad1q+qcn6DJxjKGUl2NMScXr9pD88MPsmTYd767dKNXVSA5H+x3o6DRAV5q0gt+joATURhYnDdECAaoWB629xl86AvupI4Llqhpa+BX/3/NUf/MN5/75MaLOaNvqPybZxvgLsjBZ9H/J8URKSgorVqzg3nvvZdq0aXi9Xnr37s2MGTNCCZefffZZfvOb33DuuecSERHBvHnzOHDgQIcX/vPmzcPpdHLjjTdSUVHBySefzOLFi4/4xuGEZ8Jvg/FdlzwESx4Oht8aeQXMfAEGnh18NSR9bPBVh6YFc6SU7oaK2jAEe74NvgCyr4QL/hb8XVXgk5sgbx1EZ8DQX0HWqRDZOBSSTs+jusvYnPNXvhmTzm1X3If75tyeHlKLZI0aS1Tiw1gjo8Jua+4bTewVg5CiGz9zCv9vPYIsEnvlYKTaJKy20YnYRtcrReqUJpECKE4/osXQ6ryrc/SRNH8+cTffjGA04tu3j6qvviZQqCey1NHpcrR6jbvmd6N6qoJrjoa04+V1aFc5X722FUeMiWnXD6U834k9xkxMcvPD3hcvH4VBEkPKk+5ic14F/1iew5QB8Vxyuq4wCQdRCs/AYehpZxKVlEJ8766zmu4KWsvDAyAnJIAgoPl8KGVlGGIbJ4T2uV24q6vQNA0pzL9HV2C0WJBNZuROHnauXbuW0047LfR+7ty5AMyZM4c33nijzbZ///vfuf/++/ntb39LaWkpvXr14v777wcgNTWVzz//nHvuuYcRI0YQExPDddddxwMPPBBq/8gjjxAfH8/jjz/O3r17iYqKYtSoUaE+ugJJkvjss8+4+eabmThxIjabjTlz5vDwww932T10wkcURGRNRemAY7Co+rC4ihDQwCDQSDkvNjeW0uq1Jq3Slnq/NZm48oorjohMxMXE8fhjj7E3Jwd7RCRDho1g+kPz27xvOOgycWQwxMaS8f57KDVOJLuNXovewDJyJKKeIkGnEwjacRYLqqqqisjISCorK4mI6Hz8Qa87gNflR1PB6/I3TpIFOFeuJPfa65Cioui3/HvKFi2i/N33iL3pRqIvuQRN09h1ymSUkhJ6v/0W1gbJwXXax+PxkJOTQ2Zm5gl3+O90OklNTeWZZ57huuuu6+nhhMWJ/H8DgjlNXhwfVHwAnHIXTA1zoaVpwfwnNYWw9AnYuRi8VZA6Gm6oVaDUFMPTfZu3NUVAZDpMvAWyL+/UR+iqZ+jxwuH8PZ5/9ELOfGs767ME1sw4mYcG/YGyJ2/Ac/AAAGv6CSy79nqW/DQg1GbfE+d06fg7Qk5ODvv27UOptBBlTKTPqASik8K3mGyI5lfJe3AFACl/nIjYikHApa+swre3kv8TbAiSQMzFA7AMjkWQ9eihxxqB8nIkm03P2abTCH1Oqeew/hZ56yhd9DZFb34BgNscS1n0QIy+KuJLg94mfb5cTCA6ma0/5GG2yQw9NWhI4ary8cO/duHzBNi/uRRrpJHx52fx3T+303tYLOfeMqJLPt/q1atRFIXhw4d32OPk+SW7ePbrnVw6Np0nZg3vknHoHF/sOmUygeJiMv71LyzDmockq6mqYt/+/fTt1+/E3HscZ7S1l9Tnk3ra+lu0tx9XfR5qDhShKQK2GAuGuDgA9pVuw6mppAYCRCWNwFlchL+0FFlRETUNU6SGKDXwPowfBHLj/j0BD3sq9iCJEgNjGucqyit3Uer0kRhhJjGifVlVFAWn04koikgYURUNk9XQLGReVxIo96A6/WgClGoaPlkgI7HnPRNO+DMWHZ0uJpz5RHdraAWjWaJ0/Q4++WchJquB6545pZFLcNXiLwEwnHEeqiChulz48/JwrVlL9CWX4M/NRSkpQTAaMQ8bhqZp5O+uIOBX6TU4trXb6pyA/Pzzz2zfvp1x48ZRWVkZsjS44IILenhkOmEjGYLhtD66DmQrTLgl/D4EAUz24GvWP4KWo9WHwBrbuM6U+4Nhuw79DDu/gPxNQeVK0RZQO564VefIcEpVNtVLchEcvYADPT2cRuzfv59ly5YRY+iNdNBFTLL9sJUmiALxNw1HdfoRzI03N5qmgaIhGETcPoWNKOy9IIN+3+RR9c1+zINi2jJQ0zlKaBoqxRAd3YOj0dE5zkkdDYkbgS8wjbgM1RLPHnN/4pINxL97U7COpuGs8PLTf3KwRZlCSpPKIhe71hRiiTDyq9+PwR5t4tDOCuLS7UQldJ13x3fffYfb7aZPnz4dVpoUVnkAiPeVsOrDd4lMSGTw5NO7bEzHG3vXr2HZW6/TZ/Q4Jl9+TU8Pp9NomsaeadORk5JIefpp5MSEVusakpMJFBfjL8hvUWliMBqRDPqRho5OR1EVFbdkARHaelJ73C78sgFJ8yMqGprQxKBJal3uWgrPRe2asaMm26qqUlNTgyiKmHDg9yoYZLFblSaCLCIYJfApxCFQouk7kmMN1ecDVW2Ww1hHp7PoK4xWKH/nHcoffRzjlKcRJRlnhQ97dL3rbeJ9v8c2cQJfrXXw5e3LmDJ5FACuNWvQNA3XuvUAmIcNQzQa2bI8j6Vv70A2Scx+YCyR8fWblJKD1XicAVL6RbUap1Hn+Obpp59mx44dGI1GRo8ezfLly4mLi2P58uWcddZZrbarqak5gqPU6RBDZwWTu8f2AVsXKEhFsXnYLVscTLk3+Hv/acHffU6oPBj0ckkZdfj31TlsBsQMACmHaHsf3KqMNiAaQ2EZiBqoAja/iRhDb8ZlxLB6XxnmHvKuSElJYeSwYbjynEQM8RMRH94iU/Or+A5UowVUzP2DB+eCJGDKjGxW17O7nJI3tiAn2ki8LZtByRFIokBkqoPk+8eDQIfyOen0PHvPPgcpOpqUvzyJMa3xM6phqFIdHZ0uovbZaMycghHwspfUESeTPPxxtIAfKTYWo8fA4JNTMDZQVtuiTUy8qA+SJJKYEbSm6zc2kX5jW88f9e32Qr7eWsjYjBguGtWx0J9DhgzB4/FgaSPcUlPqlCaRzkJWfv02WaPG6kqTNijO3UdZ3gESMrI63Yezopzy/DzSwkwk35UE8vPxHziAPz8fKTqqzbpJ998Hoogxq0+b9XoSTdNQlQCSof3cbh3hWNn//eY3v+Gtt95q8doVV1zBSy+9dIRHpNMRNE1FUypq1RoNDF4EqVEoSJPFiqi6UAUBRdJANoLkA18NwQV7c+WFJEhEm6ORWrgW7upeFEWsViuaqrJq+VIuuWx2q510lUxIdiOS3YirwoPX5UcwhreW1WWi53GuWMHB236H44wzSFvwHBB8RhfMn497yxZ6vfJKyLtKR6cj6EqTVlj/3nrU1MmM++EBRmxe2+y6aLHgmDED5/KVqIpG3NhBlMgygYIC/AcO4Fq/DgDrqODh5aCTUti1ppC4Xg7sTeK+//x1Ljt/KmTU9N5MvPDoXRDqdA/Z2dmsW7euxWtjxoxhw4YNR3ZAOoeHIMDYHgirZrQFk87HD2i/rs4RYXzyBAotPzE86w48ToX//FTEOb1VkgKVFKyJosLTh2TTUIYMM7J6XxlTB/VMAvT+/fujFB3i8w8WIg8dQVza9LDaK04/xa9sAkkg9dGT2lR6CEYJAhqqK+gNpYdjOTbxFxXhy8mB/fsbeZiULVpE6RuLiPrVLOJv6YSnnY6OTsvk/ggFmwBQA25EgwVj3/1MmDkHqN87OGwaJQeqCfhVxrj8mKwyEbEWRk3rHdbtth6q4t3VB1BVOqw0Offc8JOLF1Z5AUjMyKTX1OkkZrYQelQnxLDTziQxIwuTzd6p9sX7c3hz3m2YrDZuee3dHlNue7ZtA8DUp0+7MeYtI0e2eu2nT/+FomlE9hvUlcMLi4DfR1neQUAjvndWlxh+HCv7v4cffpi77767xWsnevisoxlRFDGgQtOcJpIhGK2g9jtsj0/A5whQUehCVP1YLDLYbcHIBpoaqtcQWZJJsae0M4KOuZpIkkRUVBRVxUUM6tuLFd9/hy3yyHg1W6PMWKPC91TQZaLn8WzeDIFAo3xZgiDgWrMW3759eLZtx37KyT04Qp1jDV1p0gp7e533tCstAAC/DElEQVSFXxFJinC1WkcQBK768ySqSz3Yo004hw3DvX49rjVrcNd6mlhGB5Umoihw3u0jkaTmi1OLzYjJaiBjuK7x1GmMxWKhb199A6mjcywiGGWwW6j2HqTKHEVsWixG2YhoseG32VAsVsxGiasmZjBnUkaPelhYHBEkZvUlOjk17LaiRcIQb0EwSaBqIAn4i10ECl0Y4izIDUJ9GZPtJN07FtEaXH4EyjxULs7BmObAMbljB3M6PY/nl18AMPXJQmwQhkfTNAL5+aEDMR0dnS5i1QuIW75BciSjFG5FTB3NqJVVlEpvYJswHvOg4KGxKAqUHKhBVTX8XhVTk+hbB7eXUXKwhrSB0cSltR6nvS4BfI030GqdrqCg1tMkc9Aghp4xoVvvdTxgjYwiY2Tn82TGpvXCaLESERePq6oSW1TPhFX0bNsOEPredpbN336J3x/g5D49ZzAkGeRg2FFNQwn4MciHn9frWNn/JSQkkJDQemg1naMTyWwl0uJAqaxqpPiQBAkJDaGBTkMQBSQtgKD40VQJRAksnXtuiKKALImIYe53DEYjUTExJNkdWBxHt+JBl4mex705uEcxNwnnaB48qFZpsk1XmuiEha40aYXMDJHKlWswGRur4FWnk/1zrsYx9XRirrsO0WgkIi6oxbSOHYt7/Xqqv/4maIEJWLOzQ20bKkw0VSN/TyUp/aI4+ZJ+TJzVJ+wJREdHR0fn6EU48xSso7OQNDPp0amMNxtRKl5B83nIFGpIM4hYHMm4/Aoev4LVKGE19sy0nDFiFBkjOhfWTTQZSLprTKMyz7YyKj/PwTIynthL6xNBCrKIoYG3pS+vBvemEgJlHl1pcgzh3hxMPG0eOqxRuXnQYAC8W3WliY5Ol6KpRPdzEX3HLax4bjmJm3YRWbKDopX/wzF9OlG/moV11ChEm42zbxmOJAmY7cH5xF3jCyXQ3fLDIXavLQIgdUAUE2f2JTGz+SGU3RwMM9SdSpOAolJSU+tp0oGkwDqHjyhJ/OblN5FNPfv3rlOsmwcNbKcm+AsLqf7yS0Ag5qorG10bNeM8yoqLENvIrdDdCIJATGoaBoOsh6XUOWaQU1KQUxp7hKRbk8DrhdqcIZqqYhA1ouJNoBkRjQZQFRDEFr1MAFRNRa0N8WUQG8tlUoSZpE48662RUVgjo8Ju11l8+TWggpxoRTDoMn0soWkank1Br1zLsMZ7FNOgQfD5F3i2be2Joekcw+hKk1aYdKqd3NfeIGfkFex/bQujpvcmLs1OzYoVeH75BaWqitjf/KZRG+u4sZS+/DLenTtJe+FvVPzrQ6TI5jHdNVXj27e2s2d9EefeMoKUflEteqDo6Ojo6By7zPt+HivyVvDn4lLiA++TXiXgP/A5njWf8MWFPhYOtHLv2HvZumME7/yUyx1n9OOOM/of8XF+8803rFy5kkilN+ay3sycO6rFQ7RwEK0yxl4O5DaSDCuqxkX/Ws9kk8wNI3WrrGMJT60Vl2V4U6VJ8ADMf+gQSkUFUlTUkR6ajs7xSV3mXEEkZvNmSiL78Mvg32B3HmLEl3+n+ssvyfrvf9hbbOf7d3eQMSKOtIExACx/bye71hZx8sX9SOkbhQDsWltE3o4KFKVpfJYg4XqauN1uFixYgCRJ3HXXXUhS+4l6JVHgx/umUljlIdYWtM73ezxIsozYgfYnGu6aanau+oHY9F6kDRzS6X56WmEC4K0LzzWwfU+TQGEhhY89jiEpqbnS5OwL8Hg85NQaK/YUstHUfiUdnaMEJaBSmleDIAjE92rgcegsAb8T7ME1eemB/SiBAHbRgC0jA/I3BOslDms1Cbwn4CGnMgejZKRfdL/DGqfX66W0tBSDwYDkt6IqGlFJVmRjN88PSnC+PVBYg8lh1JX6xxD+gwdRKisRZBnTgMYeiLphl05n0ZUmrVD95VcAFEkpVK8ppP+4ROLS7Hi3B92J5bGTePehn8gcEce487KQDCLW7GxMAwdiHTUK+ymnYD+9lUSGAhhkEVXRkM36pkBHR0fneEeAYOiqFvhhVwkAry7P6RGliaqqwZeiEvCrCF2gw7eNScQ2puUcLa5NxfgPOWFwDNt9frbjZ+74pMO/qc4RQdO0YLxgmnuaSBERyKmp+PPy8Gzfjm2CHm5HR6dLqEvOK4jYpz+Jw2BiW5Ufr78++a2maQR8CgG/itZgvtE0gnsPo8iQU1IZNiWNIaeU46zyEtMgfGJDHOZapYmnY0qTQCCA1+tFEATEDlrbC4JAYoQ5dCD12u9uoKIwnyuffP6wEp0frxTl7OGbV18gOjmFaxe8ctj9abWKuCMdGjRQXo7/0CEAzAPbD6tlSAquDwJFRWiBAIJBP77Q0TkcVJ8HVSlDQABaD9OoaVow+4hAowTxrXmZAGgdzFcSLpqqoWla2MnkO4Mh3kJlpZcKn58ErXs+j073ULc/MQ0c2CxfVp1hl2//fpQaJ5K95fWPjk5T9FVHKzhXrQIg7eBSYuc/SnTtpsK7azcAJdGDKd/tAqGUiRcGY46KVitZn37Sbt+CIDB5dn+ik6xUFrmJT299stLR0dHROTbptbWMs7+MILX/7ShmJxti4kjesBMrcNYnRlyTFH5OLCe3LBgbuLtjx7fG5MmTyUyIZeUH7xAzoJTYlClh91H+yS78BS4iz8nE1KttLxXn2kK8O8sx2OuXICbd/f2YwX/gQMiKyzyguZLPPHgQ/rw8vDt26EoTHZ2uQlOpyjVT/ug7SAMeAGDEtjdQK3Mb1IEBE5Iw22S87gCuKh/WCCPTbxjKNE1rlHs3dUDbMeltYXqaWK1WbrvtNhRF6fQhvGwOKk+cFeWdan+8Y5CNZI4cjSMu/rD60TSNxS88S+4vG7nsz8/iiD2yOTXV6mpsp5yCWl3dYkSGphji4kCWwe8nUFQUCilUVVKMwWhEPEq8PJwV5XjdLiLi4rskr4mOTnchiBpofgACFRUYar2CCxQ3boOBODWAA4i0R+AtLsVjsuM/VE2EKiAaNDpiXSW0oN4orfFS7vITaZGJd7Qvt0ajkYSEBDw11bg9pZhtdiRD95+biSYDTtkHviOvVNY5POrymVia5DMBMMTGIsXFoZSU4MvZ2yx8l45Oa+hKkxYoOVjNV+m3Y4kp5IJzjURPTQ9d8+4OKk2yxiQTMaVfpx+kgigw/LT09ivq6Ojo6ByTWKt9DCg0Yhs2AI+qsGZvFXFK/alVr2LIcft7cIRBzGYzBqBkzw4ExY8kh6/A8Oc78eVWo1b52q1rGRSDIdZMjc3AMCQOGTR9U3IMoXm92KdMAVFEMDY/GDJm9QG+wdvD4VJ0dI4rNBW/W8K1LRdL5GYMScOIMJrwuwobVsJoNrDhm1yK9ldjjzKRMTx4IC4IAuGY6NaF56r2dGyOkiSJ2NjYjt8A+H5nMd/vLGZCVixnDE7kwt//EZPFimy2hNXPiULqwMFcdN9Dh92PIAjk795JTXkZ5fl5R1xpYuzVi17/6LinjCCKyAkJ+PPy8BcUhJQmy/75Gjt//IHTrr8FS1pGN42243idTnweNz63W1ea6BzViJKEXfWhBQTw1z/jvVoAlygS8FQAvREFAUETUCQTqj+AotQpTdrwNAmFkmx+za9ouHwBrB0MryUIAgaDAVQVxe8HTUUQj8x+oc5ZU885fGxhGTaUiHPOwTZpUovXTX364LdZUZ3OIzwynWMZ3bSzBXweBVUwoIoG5JTkULnq8+HLDVp02Qf1o9+YRPqO1uOw6+jo6Oi0jOqpYOv+l3k95kum3zAUh/tATw+pRRIysjj/rvs57arrO9XecWoasVcNxpgZtBotemkjRS9uwF/iblbXPjGF6Av64gP+jo3XFd09+ljC1K8f6S/9nfQXX2jxunnQQCzZ2RjTex3hkenoHMc0CI2iBTzBl6Y0qRM85YlJtZOYGYFs6nwI4N6xVlb8/nSW39tKqOEuYNXeUl79IYflu4oBcMTEYbRYj1klumvdOg7cemv9oeFRzJQ51/OrBx4lMatvTw+lQxiSgyG6/Pn5oTKvK3joFRF7eJ43XYUlMhJHXDwmS+u53I41VqxYwbBhw5BlmZkzZ7ZapnNsIQoCRk3BoKhtB9PSQNQCWNzFmD1lgNAhL5P2CPcJaXFEEJOShjWqbQ/JrqTuOd5UR6PLxNFNxNlnk/rM0zjOOKPF670Wvk7fL7/UPeF1wkJXmrRAYu8IJh98mRGb/45fNFNV4sbr8uPLyUFTVHBEYkjQlSU6Rwcff/wx06ZNIzY2FkEQ2LBhQ08PSUdHp46Ah5LK9VRYC0is8WExHX3hGPfs2cOGLVvJPShTmh+Fzx1+mDDLkDgsg2ORbDKapuE7WI0vtxpBav3wy+f0UYhKrnT0HzDpdJyIGTPIePcdYq+7tqeHoqNz/DDpNhj6KwA8a/9B2Zf3c9AToDh2eH0dVeXAtjLiUu2cMrt/KATX6s9y+P79nVQUujp8O1kSSY2yEGmRO1S/urqa1atX88svv3T4HgWVHgCSo459z5JASQkHb72Nmm+W4PllS6jcs2Nnl91DU9X2K3WQrOyx9B42EpP1yBstBEpLw24jJwWNGAMFBaGyX/3hEX636EOS+rWfF+VIYLE7sEVGIckdkxmA77//nvPOO4+UlBQEQeDTTz/tvgF2grlz5zJy5EhycnJ44403Wi1ri9/97neMHj0ak8nEyJEju3W8Oh1D1cArReKT296TeHwefJKApHgwKB7qE5y0T0vhuUL68DYUy01l4t1338Xr9xPwi/jcWqN8Xd1Ja54mukwc2wgdzLmmo9MQ/VvTApIsYq4uxOou5rvXfuafD6xi+6oClLIyynuP56eR8ziwtaynh6lzDODztR+q5nBxOp2cfPLJPPnkk91+Lx0dnc4xtXIclV/kIDgye3oozdi2bRtff/0161f9wooPd+PrYOLftoi/fhixVwxCcrQcokLTNJwxZmZRw/ORutLkWCJQXHxMWFLr6BxX9DkNUkcBYBx4HvLwX7NnyNXsP+k3oSqaprF7XRE//GsXB7bWH0zvXF3A5u8O4qruvjVpaWkpn3/+Od99912H2xyqCHoiJkcGc5mU5O5j5b/eYdM3i7tljN2Fpmnkz/8jSnk5xr59kNNS0VSVg3feSc4FF+D8afVh38PrcvL8nIt5c95tBI7A3qK78BcWseukk9k99Qw0f8fDk8ohT5OCxuVmM4YwlBRHG06nkxEjRvDCCy17bvY0e/bs4fTTTyctLY2o2rwXLZW1x7XXXsvs2bO7b6A6YaEqGi7JhtfUhtJU03B5PXhkA2qt3iCoM2n7+LAjieDbqtFUJtxuN06nk5pyLzXlnm5KM98ctXad29TxUZeJoxd/YSHenJwuNTDQ0QFdadIqqqvWGqusCOn/2Tvv8CjK7Y9/ZrbX9F4IJRB6R1AEBBVEERVFvRYQy1XEhiKWe7Hrz977VbH33kVFREBFkCqdhADpPdvLzO+PDZsE0rObovN5njyambecLPtOec8531OT3W4aNw4uvQW7KpI9G4o7zziFLsukSZNYsGAB1157LbGxsUydOpUtW7Zw0kknYTabSUhI4IILLqCkpCTYp7q6mvPOOw+TyURSUhKPPvookyZN4tprr23RnBdccAFLlizh+EbSEBUUFDqHPpF9QKXFauyNLKsQMiPRRNQWuDX5tESoUxjVo+PSzRsiNTWVQQMHEherJqWvC3ULtYbrInsl3PuqcG4pQRAEdBkRGAbFIjRQ4N1v95K3ZDUJr+9gZGoEmcldL/tGoWF8JSXsOnYCuyZMQG5m407yeJDc7g6yTEHh788h2SpNxkSsaaMRo8tIGZRI0t13kXDLLWgSE4nvYSFzVDzRyeZgvyHHpTLypB5YovWtmu+RZTu5+aNNFFa5mm1rMBgYMGAAvXv3bvH4+YcyTSICmSalBw+w5oO32Przj62ys7Oxr1yJ7ccfETQaUh5+GHVUFIIooqrZPCu8++52b+KU5R3A53HjqKpE3UAtqdbidbvYt2kDf61suZMrFLi2bAZANJkQWuHsiJw9m4z33iX2yvnhMi0kSJKE22HH42xZVtdJJ53E3Xffzemnn97qudxuN4sXLyYtLQ2dTkefPn146aWXgudXrFjBmDFj0Ol0JCUlcdNNN+Hz1QbFSJLEfffdR8+ePTEYDAwdOpQPPvgAgJycHARBoLS0lHnz5iEIAkuXLm3wWHM88cQTXHnllfTq1avVf6NCeJBlCdlfjuQvr3dcEOo//+t0erSiCllrwq/SgagFfUSTY2tEDZG6SCzatj3bH74mtFotWo0GtdaLRic1mecSyjUxMD2O2VOP5YtPPgaUNdEdqPjgA/aeNJ38//630Ta+0lJyzjmXXcdN7hDnihJk9vdAKQTfAIXZVeyLGoNZlUv/HW9xwlXjsNQUgx94bAqRCUaikxQN9s7A6w7oN6u1YvDl0e+TkPwyoijUK2AcbKsRg0XD/H4JyScjiKDWqJptq1K13q/46quvcsUVV7Bq1SoqKiqYPHkyl1xyCY8++ihOp5PFixcze/Zsfvwx8FK4cOFCVq1axWeffUZCQgJLlixh/fr1SrqmgkI3Z3zKeAoN6xjW50bcNj+frC3m5J5+EqUKCtZGUuHsQ4puGONGG/ljXzmT+nWOLvewYcOIN+p5+4Mb8CUkojdNb/UY/io3xc9uBLVAyp3HNFmoUTSqkeVAgv+7/xqFupUbeQqdh2vbdgBUZkuDReAPceC666j+9juSH3yAiJNPDqtN1WUlVBYVkpo1MKzzKCh0Krm/QlFg/cnqwPOrtV8Bky88E+gfbDbw2MAz7fpv9+Gs9jDw2BSGHJfWpik/XHeAgxVOzhmdToK16et0QkICs2fPbvHYsizXynPVZJrEpqUzZMo0YtJ6tMnezkCWZYqfCkRER51/Pvp+tVJR8ddcQ9Vnn+PetQv7mjWYjzmmzfMk9OrDvMdfwFlV2W6bAZzVVXxwz38QVSqyjp6AqGp7/ZtWzbs54DTRDxrUqn7atDRIq/0eb13xAzkb19Nv3LGkDh7WYB+vK/D9Uut0dd4ZvUg+P4JKVS9DJdhWqw3Kt/h9PiSfD0EU6zmqGmurUqtxVlVRXVqMzmhEG+baJhdeeCFr1qzhiSeeYOjQoWRnZweD8g4ePMj06dOZO3cur732Gtu3b+fSSy9Fr9dz++23A3Dffffxxhtv8Nxzz5GZmcnPP//M+eefT1xcHOPHjyc/P59+/fpx5513cvbZZ2OxWJg2bVq9YxERTW+gK3Q9vC4Xfq8bUZYQ5Prrwn/YHrIxOgavx091qRdRJaNVVeM3JyG5XI2uC51WS4olpWbcwLo4RPDNoBX7yGazGY0o4HSUoTeZEMTIRtuGY01cMm8OaSmJyproBri3B56RdJmZjbZRWa04t2wBnw9fURGaxMSw2bP7j99Y+eYrXPjgU/XWgUL3Q/nXa4Dcv0rZ1esMUsrXEVWxC3+1LXguMsFIZMLfp8Bbd+OFa1YAMO/B8RhqZF/+/C6X3z7by4BjkjjugtoXx5cXrcTnkbjg7nFYYwNRbFt+Osgv7+8ic3QCJ15cu8Hy2q2rcdm8nLNkDDE10XnbV+cz8NiUVtuYmZnJAw88AMDdd9/N8OHDuffee2vtevll0tLS2LlzJ0lJSbz66qu89dZbTJkyBYBXXnmF5OTkVs+roKDQtRBUamSNGoe7CJvOTEScFY1GQFBr8Ws0yGoNalHktOEpTB+chKoJR0O40ej1RKekYYmJbVN/VZQeVYwedaQOb74df7kLVbQebZ1o50MIgkDcxYMo/2Q31T/tJ/L0Pt228O8/Ddf2bUCg2HtTiEYjSBKe7Jyw2pOzcT2fPHgXluhY5j3+gvI9Uvj78v0dsGEDgi4OuWQvJA4m6/NtlGvfwXjUUeh61ko/Vpe5KMyuCtY0aSsxZi0HK5wUVYc+Y6zU7sFTs0N3yCETk5rOCZctCPlc4cS+ciWuTZsQ9Poj6jipIiOJOO00yt98k4p33mmX00QUVUQlJhOVGJr3A0t0LHE9emKNi8fjdKI3H3mvDgfOPzcAYBg2tF3j5G7ewPZVK4hJTW/UafLEnEANoCtefBOjNbCRufazj1j17usMnnwiJ/776mDbZy47D5/bzSVPvkREfAIAG779kp9ee5GsYyZy8tWLgm1fXDAPZ3UVcx56mtgaB9/WFd8zZMo0tAYDKrUatVbXrr+vOXbu3Ml7773HsmXLgkoDdaPWn3nmGdLS0njqqacQBIGsrCzy8vJYvHgxS5Yswev1cu+99/L9998zbty4YP9ffvmF559/nokTJ5KYmIggCERERJBYs7FoMpmOOKbQvTi0Li6562G0Ph8Cteui57HH0P+cGTXODTm4Lmbd8jgWsxVEuU3r4hCCIKAShVY/q4kqNVq9AVUTwTrKmlA4FNilz+rfaBtBo0GbmoonJwdPdnbYnCZOWzVfP/UQHqeTg9v/In3QEGRJYvlrLxKX3pPBk08My7wK4UFxmjRAdJKJzFHxmDYEPh6puhqAnPPORxBFkh96EE1CQmeaqNCFGTlyZPD/N27cyPLlyzE38DKyZ88enE4nXq+XMWPGBI9HRETQr1/XKGqooKDQdvTTTyBp4hgEVOgNkYzQqJCcb4HfRx9c9FKp0Ogs+P0ygkCnOk3i0jO46JFn29xfEAWSFo0GwPZbPhUf70Y/IIbYCwc02F5y+vAVOhCE1r88KXQe7poXEl0TLyRAcAPXk5MTVnti03pgjUtArVbjdtjRm8y4bDZ+ePlZjptzKcaIyLDOr6DQYcgS0ZkOov9zD18+9RVZW3ehKdxBwe0/EnXhBVhPPBFdVn9UZhP9j04ipW8UUYlGZFnGZfeiUotodKpWXW9TIg1sOlDJwfKWF5BvKYeyTGLNOrQNyDh2B2RZpvjJpwCIOvdc1LFHBh1EnXM25W++SfUPP+ItKAhrVGtrEESRCx94skPnlH2+YKaJoZXZ9LLPR/mbb+LNLyDuumsZPHkq0anp9GjEYdJZqLVaYtMzwv5cs2HDBlQqFRMnTmzw/LZt2xg3blw9O4455hhsNhsHDhyguroah8PBCSecUK+fx+Nh+PDhYbVdoWugSUzEYK2fFWFWG+kva0Fd//sbEavDatEhqE00lyYiyzJ+yd/gGoiz6IiztN6hqDeZ0JuaVnlR1sQ/G39VFd4DBwDQZzW9j6bt2RNPTg7u7OxA+YUwYDBbmLHwFrb/soLkvoFAs52/rebPrz9HEERSsgYQnZwalrkVQo/iNGmA3iPi6T0invz/vsue6AHkbDeRsTqPyt3leNQmol0y3bfkXPfmsscDN0K1tvYFa/iJ6QydkoZ42IbjvAePDbStI9k1aFIKA8YnH1HD7MJ7jj6ibdbRSW2y0VTnpm6z2ZgxY0aDRdqTkpLYvXt3m+ZQUFDo+lz949WszlvNvUUlRMvvkeFQ4dn9Ka4/PuPr0z28kmVk8ejF/LZxIJ9vzOO/pwzg4vEdXyj+iy++YMvmLegr0rD40pnzf0fXky9sLaJejTbdgqaJrExtDyt/jY3jq015RH/+F0tmNOxcUehauGpS35vLNNFmZADgyc4Oqz3m6BjOueN+dEZTMPX92+ceY/faX9GZzBx/8RVhnV9BocOQa3RTBJFeP66k1JLO1n7z0LvLGPba05S/9joZ777Dtz/6Kcuzc8K8gUQlmvD7JV6+4RcALnnkWHTGlr/BJEcGsrQP1hRsb4pNmzbx3XffkZmZycyZM5ttPyDJyu+3TqHScWQxcLfDjkqj7fIFvgVBIPneeyh+8iliLr2kwTa6zEyMo0fjWLuWivfeJ+7qq9o01++ffoDBaiVzzNHoTR2TFRJq3Dt3IjsciGYzuj59WtdZpaLosceRnU6izj2H1AGDSB0QkPhyuRquuXP1q4H6HGpd7Sbt6FPPYOT0mQiHyZHNf+HNQNs6kezDpp7MkClTgxJch7j0qZePaDtwYiCyvaOCQAwGQ7v622wBFY0vv/ySlJT6qgo6XXizZBQ6l6tf/QC/T6KqzIejqprYVEvtuqjOA28lWBJBEDnr1ruQ/X70Mqg0fijfw7BRWQyZ8kGj68IuO9leth2jxhhcF+2hrKyM0tJSJIcWURSISWn4+hfqNbG32AbIpEaZsJjaN7ZC+DmUZaJOTgrWE2uM2neUnLDalDFkOBlDah1ufccew/BpM0jqm0VkYtv2GRU6B8Vp0gC+khLKXn2Nig8/ojr1ePaWRaLdVkJ58rEUJoxBv6GaMT26RqTQPw2N7siNPJVaRNXAN7nBtiqRhmR7G2vbXkaMGMGHH35IRkYG6ga0DHv16oVGo2Ht2rWkp6cDUFlZyc6dO5kwYUK751dQUOgaqCSQXX4QjrzW/JkbKMT44s97O8Vp4vF4cLldqLx+XA7vEQ7o1mIcGodxaNP1WVQmDXsiNXzicHKm68hNM4Wuh+RwBJ0g+v5NZ5poD2WaZGcjy3LIN5L8Pi8qdWBD1XhYpOTwaafiqKykz6ijQjqngkKnUsdpYjr+TiymOHZX+3BW11lbsoyz2ouz2hsUj/d7a0Xq69b9awkpNU6TvIrmC8G7XC5sNhtud8ukvERRIN6iJ95Sv1bKW7deT/7uHZx56930GDKsVfZ2BrrMTFKfeLzJNlH/OhfH2rVU//gjsVctaPX10O/z8ss7ryFLEhlDRnRbp4njzz+BQJbJ4RuuzSEIAprERDzZ2XjzC9D2aL7ujUZ/ZB0elVoTvHc031bdoA59Y20Px+f1olKrw+JIGTx4MJIksWLFiqAUUV369+/Phx9+WO/+u2rVKiwWC6mpqURFRaHT6cjNzW00Ml/h74lGrweXC9lXTqCiq6V2Xbg0UOeRXKXRIqvlgJOx5h6kUqtRNbAGDq0LoeYeICCErI6DLMnIkkxTZbtDuSYmTJiAU1+FjExmkhVNCPaEFMKL66+/ADAMbL6+obZXzTvK3r0ht6M8/yAGa0SD92lBEJh80b9DPqdC+FGcJg3gLSik9MUXAYiq2MUAYzZpvVJwOUsxOfJJyhzWuQYqdBuuvPJKXnzxRc4991xuvPFGoqOj2b17N++88w7/+9//sFgszJkzh0WLFhEdHU18fDy33XYboii2+CG7rKyM3Nxc8vLyANixYwcAiYmJiramgkInkrqjnCXLLMT2ugIMNv5KSCB2wy4MwPGfa6gqkdiYVMGB8oDufEFV8xtT4eCEE05gxOBB/PL6UnTR2QjicW0ax7WrnIrP9qBNMRN9TtOZCABOb+B1zdCOrBaFjsO9cyfIMqq42AZlaOqiTU8HtRrJ4cBXWBhSSZrq0hLevHUho04+jREnz0QU639/0gYO5pw7H1Bk3xT+Xsh+qg/qKL/zRYSEywDot/sDfGV7apvIMidfOYTKIic+t5+ifVXE97ByxTPH4fdJqFopg5USFXCaHGhBpsmgQYNIS0tD24TmfEvQWywA2MpL2zVOuHFnZ9erI9MUlilTSHnkYczHH9+m65LP42HYiSdTWVSAOTqm1f0bY+/6tax4/SXievTklGsXh2zcxtD3H0DUv/6FrplMxcbQJAWcJhV7dlMVE0l0Sho6Y9esM1qWdwCP00l0ciraJiLgbTZbPdWB7OxsNmzYQHR0dDCYriEyMjKYM2cO8+bNCxa93rdvH0VFRcyePZv58+fz2GOPcdVVV7FgwQJ27NjBbbfdxsKFCxFFEYvFwg033MB1112HJEmMHz+eyspKVq1ahdVqZc6cOSH7LHbv3o3NZqOgoACn08mGDRsAGDBgQLuvFwptQxRkZNkDgK+iAnVNZH6R5MapVhMtebEAETo93kobDo0OV6mMxS+g0jV9H5GbkO+qdHoptbkx69TEW490vMCRa6KsrIzdu3aiFwV6ZGQAlgb7hXJN+Px+4vsMxVZdxY8fbSQqIkJZE10c19atAOgHNK9coOsdyHR0h9hpIssy3z73BKUH9zPj2ptIHzQkpOMrdB6K06QBln1aQuHR99F//yeMeelOVFFReA8exJvzBZn2X0kbcF5nm6jQTUhOTmbVqlUsXryYE088EbfbTY8ePZg2bRpiTZTVI488wuWXX84pp5yC1WrlxhtvZP/+/egbiOJoiM8++4yLLroo+Ps555wDwG233cbtt98e8r9JQUGhZZgrPQw+qMXcfzAuv591OyqwSDIGQOMT6FUgs8Lu6WwzsVgseKurKNyxCZ3R1K7NZl+xE33flhUfdh1ymmgVp0l3QLRGED1nDoK2eckcQaNB26MHnj17cO/eE1KnyaYfvsFeXsbuP35l5CmnHzm34ixR+DsiS3jtauzrt2GcUIgquhdWyYGvel+dNmCNMZC3s4IfXt1G+sBoZlw1DFEUENtwna3NNGneaWI0GjG2YgN76aps9pc7mTksmSGpkcHjUy+/Bo1ej1bfdeVQqpcv58D8K4meO5f4Gxc1e80RtFqs06e3eT6d0RSe6FQhsLmv6iAZNOOI4RhHtL02gLpGzmTPXxtZ+9nb9Bk9jpk33Boq80KKSq1BEFz4vJ4mnSZ//PEHxx1XG6iycOFCAObMmcPSpUubnOPZZ5/llltuYf78+ZSWlpKens4tt9wCQEpKCl999RWLFi1i6NChREdHc/HFF/Of//wn2P+uu+4iLi6O++67j7179xIZGcmIESOCY4SKSy65hBUrVgR/P1QfIjs7m4wamRyFjkVQqTBLHiSfgOypfQ9xyT5soojFWQ6WFEQERAR8shpBkvA6VKiszTxj1fhMGrouev0SNrcPdRMZ7YeviUWLAsXmZ59xOs883nRWX6jWxP3/93/s2bsXizWC0aNGcquyJro8kWfOQpOWimn8+Gbb6nr3Qp2UhK5PH2SfDyFEGVHO6ioclRV4XU6ikpMbbefzetn+y0/kbPqT6Vddf0Twl0LXQ3GaNIDT4cejtaKOiQlESwKuqioAVBZrZ5qm0MX56aefjjiWmZnJRx991Ggfi8XCm2++Gfzdbrdzxx13cNlll7Vozrlz5zJ37tzWmqqgoNAByK4qduQuZfWgNM6c+W/8iw92tkkNYoqM4qQF17dLQ16XYUXXKwLR0rIoKacn4DTRK5km3QJdr54k3HxTi9tbJh+Hb9BAVBGhfW4aN+tcohKTiUxMbnKz0mW3sXfd70QmJgeLMCoodFvkWmES2ec64ljNAQD0Zg1RSSbMUS0LvmmMzAQzKxZNIjGifeM0xNdbCvgtu4whqRH1nCamyJY53TsLz4ED5N90M8iBz7q1TlpZkpBdLsQukCGRlJnFmf+5m4i4hM42pUVokgJOE39lFaaoaGJSG8/E6GxMUdGYo2OalSeaNGkSstx0Ye3G0Ov1PPLIIzzyyCMNnp84cSK///57o/0FQeCaa67hmmuuabRNRUVFi441RUPvxgqdiygIaPHj9zeffShIfoyCA9npqDnQfqmqpr7xDa0Jv9+Hz+1GaGZzOVRrYv6Cq9iWX4WAwKAUa73rvLImuiamsWMxjR3boraqiAgyl/8YchuM1gjmPvwMRdl7sEQ3npEvCAIr3ngZl62aocdPI22gkpHS1emSTpPs7GzmzZtHYWEhKpWKX3/9tV5x7XAzYaSH/fc8RFT/NPx+CY/Th6OkGgCVpeGUQAWFtvLnn3+yfft2xowZQ2VlJXfeeSdAiwppKigodHF8TorK15Br9ZImyBRp9LRM8b3j2LVrFyVFpfgrY4iOalp2qSkEjYq4y1r+4Hco00TfSp19he5B/PXXh2VcUaViwITJzbb79cN3WPflJ/QfP0lxmih0f469HkqWwfrlOFc/hldtoiKyD2JUFjHlgQKoSBKbfzqASi1y1s2j0GhVVJe52Pj9fgxWDSOnZbRqSp1aRY+Ylr1/HThwgJKSEhISEkhKar7AaX5lwPGTFNF1M0oOR3I6OXDV1fgrK9EPGkTctY1vNjdE1bJlFD3wIJbJk1vlgHbZbe3OAm0Ig9lCj8HDQjpmY7i2bUOy2zEMGYLQRvkZTVIgY7G3R+K4FwI1Xroq7QlAUVAIN5Ik4xYtyBqhyc1At8+LpBbQiz4knyNQK6uZ61BT8lytvYJ5vV48Hg+iIIJfg9jqEdqGJAX+BlFQspcVanE7HHz3/BMMmHAcvYaPbrA2l6hSkdinb5PjqNRqRkw/FYCIBKUgfHegS+5UzJ07lzvvvJO//vqLFStWoNPpOnR+A04s9oOIFcVsvOsVXr7hF75fAb+NvY1VUWfi93fdhzSF7slDDz3E0KFDOf7447Hb7axcuZLY2FhWrlyJ2Wxu9EdBQaF7MK1iHBWf7kGw9u5sU45g/fr1fLvsG379YROr3t/VYfMqNU26D7Lfj+OPP/DbbGGfy+/z8e1zj3Pgry31og0Ls/fg93mb6FmfzKOOISY1nbiMXuEwU0GhYxl4OqSPA0DTcxLqgWeyZ8hl7D16AWLN86Dkl/j5nZ0sf2M7vppMPnuFm40/7uevX/LCat7mzZv55JNP2FqjK94UfkmmIOg0qZ/F4qyuYvX7b7H81RfDYmdbkWWZ/CW34d62DVV0NKlPPoHYyvdTUavFu38/FZ98guRqeQ2zD+7+D0/OnU3ulk2tNbvLULb0VfadfwHFTz/T5jEOyXP58vMBWl1MvrNoi3Onu7z/XX755Y3aePnll3e2eQqNIEkyDpUVl67+d6m+e0DG4fPi1KiRg44DocWZJkIIHBxut5vKykrsdgfLvvmRmLioDlkTUhMSY82hrImOx7l5M7YVK/CVlbW6b115uubQ6HXs+m01nzxwF+UFgWcqv8/H5uXf8ec3n7cqa3DcrHMZN+tcrLFxrbZZoePpcpkmW7duRaPRcOyxxwIQHR3d4TZINemHstuDfdk3MPgKvCoDdn08ggBiEzqMCgqtZfjw4axbt67Bc6NGjQoWB1NQUOhe9IzIAHEPJn0STllG7B2B5mAlh7ZKTD41FlUiw9Ii2bC/otPsTE1Nxefx4zsIkTpHh82bYNWTGW8m1tyxgREKrceTk8O+8y9ANBrp+8faFm9WyV4vnv370fbs2ejLpyzLeF1OtIaAXM3O31axZfky9q5fy6VPv4Jao6Fw727euW0xsWnpnL74NowRkc3Ondw3i7kPt32DTkGhy1GzhjQZE9BHpGJQVRGV0YP4MYvwV1SgTk6h94hy/F4/mpoaJkarlhFTe6A1tM05/fGfB1i5q4QZQ5I5Liu+0XaxsbH06dOH2NjmsxV3FFTj8UuYtCqSI+tnmkh+P2s+eAsEgQnnzUWl7hoR++VvvkXV55+DSkXKo48GpaJag2n8eNTJSfjy8qn6+hsiTz+t2T6yLFNRmI/X5cQUFXrpsoPb/6L0QC5pAwcTlZQS8vEh8DfYf/sNANNRY9o8jmHoEDLefQdNWlqoTAsrsixTVVSIy2EnJjW9Vdkn3eX978477+SGG25o8JzVqkiad1lkGdlfVpMTElF7XFSD3x/8VavRIvt8yBo9flGLSvKAumm5Ro2owaqzolc10E4ITt8i1Go1er0elahi5MjB/Pzjz1hjwv+9EoSAdLCqDXt+yproeMrfepvKjz8m9soribtqQYv6VP/wA/m33Y5h0CDSnnu20XY5G9aRPngYokqFIIiMmnE61aUlRCenAuDzePjxlefxud1IfomRJytKMX9HWu00+fnnn3nwwQdZt24d+fn5fPzxx5x22mn12jz99NM8+OCDFBQUMHToUJ588knGjGnZQ9KuXbswm83MmDGDgwcPcuaZZ4a8IFlTyLLMjhw1jsRxZCT4ifljLZN/v5HM336jYG8Vfq+kpOkpdBgGg4E+ffp0thkKCgpt4Li048g3/MmIfv/FbfPz8boSTu7tI5EKCtZGUunsS5p+JFMnWLnizfWMzugcLfdjjjmGYQMH8Ny/L6AEkOVpHXKf++8pA8I+h0JocP31FwC6vn1b7jDxeNgxegyy203myp9RxzUcTbVj9c+sevcNZt1yJ5GJSST26sOQKdOITEwKbjJZ4xOQZQmVRoPO1LKIQuVZTeHvimSyoALiB1cw+ZyTgUHBc9MuS6Gq1MlXz25CpRY5+cqhjDu97RmOv2eX89H6g6RGGZt0mowePZrRo0e3aMz1ueUADE+POmJTyhgRyZAp07DExiH5/F3CaeK32Sl+4gkA4hfd0OaNf0GlIuqccyl+5BFKnnwS67SpiE0UCYfAdeyKF96goqCAqMTGC8u2ld8+fpfsDes48d9Xh81p4snJwVdQgKDRYBje9kLwKouFfL+HNQ/dRZ/R4zjq9NkhtDL0CIKAX/IjSxJuuw11K+r1dJf3v/j4eOLjG78uKHRNRJWAiBwoLlLXg6HSgt8dcKbIEJXeA59XoizPBsYELLb9yMaYJnNIzFozZm3Dz2mtfSrT6/Xo9Xq8LhdOuYi0xCjievRs5SitR69R0TehbZL8yproeFw1Ga76gS1/rxQtFvwlJbj37Gm0jdfj5vPH7idt4GBOvuZGNFodE867qF4bndHI8KmnoFKrGTJlaqvs9vt8FOzZhSz5Se0/qPkOCp1Gq/Na7XY7Q4cO5emnn27w/LvvvsvChQu57bbbWL9+PUOHDmXq1KkUFRUF2wwbNoxBgwYd8ZOXl4fP52PlypU888wzrFmzhmXLlrFs2bK2/4WtRPLJrN8fx/as84m55joEZHDYUQkyqf2i6DEopsNsUVBQUFAIcM8993D00UdjNBqJjIxsUZ+5c+ciCEK9n2nTpoXX0MORJdzecuyCF1OEFpXgO6LJcVnxrL31eP53Ycs2nMKBqFZjiY0jomZzWkGhLs7NmwHQD2r5Q72g1aJODBQYbuqlZOOyr6kozGfrz4GijFFJKZxw2QJGnzor2MZgtnDGTbcz69a7mi2seziyLFN6cH+r+ij8vem295MahIoCAFL/9w2Vn36Kt6Cg3nnJL7N/WzkHd1W0e67UqMCm/sFyZ6v67Sqs5taPN1NcfWQVr/X7Ak6TEemRR5wTBIETLlvA2DPORqMPfQH6tiBqNSQsXox5yhSiL7ywXWNFX3A+6qQkvHl5lL70cov6qNQaYlLTEFWhl7JM7jeAXiNGtyh7r604arJMDMOHN+skao6CPTsp2LMrKI3S1bFExxCdkoqpFQ4The5Fd7yfiBodkXozFpfnsBolR7o1BKHGySLVvL+0QoLoSIQ2yXYJoohGp0OtVTLTFeojuVzBdwz9gJY7TXQ1TmnvgQNIzoafbwr37sbv9VC8Lxt1EwEcE867iGPOvqDVzyybf/yOd5YsYvX7b7Wqn0LH0+pMk5NOOomTTjqp0fOPPPIIl156KRddFPDCPffcc3z55Ze8/PLL3HRToOhdU+mmKSkpjBo1irSa1Nvp06ezYcMGTjjhhAbbu91u3O7aB/KqqqrW/kn1kGSZ3iPi8Xn8mAfXFg4tvO//cO/cSdT552OdemK75lBQUFBQaB0ej4ezzjqLcePG8dJLL7W437Rp03jllVeCv3dkjayImTOJmFmbphsokT4egCigf81xWZbRWzr3RcBgtnDZ068031DhH4lr8xYADINbFwml69Ub775c3Lt2Yxo7tsE2Jy1YyF8/L2fgxClNjpU+aGir5gbweb28dNXF2MrLuPTpVxTtYAWge95PILDhHnX+ebxxy7UcvX03cmUeeYtvIn7RDRiPGos2owcqsxlThI7jLxqARqfC75eQJRmVWmxT9tUhp8m2/Na9X1351np2FtrYVWjjvcvH1Tt3oMYBM7xH99hIFrRaImedQeSsM9o9lmgwkLD4Rg5eex2lL7yA+djxGIa2/toWKsaecXbY57Cv+RUA49ij2j1WT40RdUYWMYndQ6JLo+s8x5+jqhJZljHVcYhVFhXg9/uxxsSh1moBgjr8Lbk++P0+/F4vghDYxD6Ey1aNLIPWYAgGNkiShCxJCKKAKNY6/GRZ/ltlgnbX+4k2JRlS6mevpVlSoWQXqDUgBP6tVGqRmBQz/spKhJi0oJOlsX/Hpr5P0SYt0SZtq21Va7XEpKa3up/C3x/3zp3g96OKjkadkNDifuroaFTR0fjLynDv2oVhyJAj2qRmDeTfz79ORUFeWGpopQ8ait5swRwV/be7Lv7dCGlNE4/Hw7p167j55puDx0RR5Pjjj2fNmjUtGmP06NEUFRVRXl5OREQEP//8M//+978bbX/fffdxxx13tNv2Q2i0KqZdVrsp4LHEsS/+WKRdkUTvdePZV42iRqigoKDQsRy6zi9durRV/XQ6HYmJiWGwqHku/e5Sfs3/lfuKSojgPXp7tbi3fIBr/Rd8fbqHV7KMLB69mO9/68tPO4p54MwhzB7V8RsBH374IXv37MVY3ouk6AzOWDSyQ+b914u/Ulzt5tGzhzEoJaL5Dgqdguzz4dq2DQD94MGt6qsfMADb8uU4NzVewNgaGx+2jTu1RoM5JhaXw07ZgVzFaaIAdM/7ySH8paWM+vg7ykxJbMu6AJ27kiEPPgSA5eEXWfYzWGMMzLoxcB3/65c8lr+xnYzBMZx8Zes358f3iUWrEvkrv4o/c8sZnt6wo+OTTz4hNzeXE044gaysLHYW2gD4PacMu9uHSVf7yvne5ePIq3A2uXnmdjjwez1hzYDoLCxTp2KePBnbjz/i3LixSafJb5+8j9flYsCE44Ia6t0JWZKCmSamseOaad2C8db+geXTL7H26NXusToaqaYgvBjizTfJ78dlq0at06HVG4JzVRUXIYgiBrMFUaVClmXcDgeS348UVVu3wu2wU1GQj95kJjKxtlZPcW4Ofp+XmJS0oPPHbbdTVVyEzmSqJxdXXVaK3+slOjk16DTxOBxUFOajNRjqfXdd1dUY/ka1Hbrj/cTvkygvsCMIAjEpdaS0KnLBawdLMrKgonjvbpBlomLi0MgV4KoEdSqYYsmtzsXmsZFsTiZKX3tfKHOVUWAvIEIXQaqlfdcsm82GzWZDq9EjOdXoDCosMe3LVmsJlQ4PBVVuzDo1KVHhn0+h7RySD9YPGNBqp4Nh6FBsy5fjWL++QacJBIIKDX36tdvOhohKSmb+i2+GxSGjEFpC+i9UUlKC3+8n4TAvX0JCAgWHpY43hlqt5t5772XChAkMGTKEzMxMTjnllEbb33zzzVRWVgZ/9u9vvwRD1TffUPLc8zi3boW4JPanTeGgcQCbB/+bP7OVjR0FBQWF7sJPP/1EfHw8/fr144orrqC0tLTJ9m63m6qqqno/7UUAtH6QqjwgBtJ75TrPdTsKqgH438q97Z6rLTgcDuwOOy6nB0e1p8PmzS6xs6vI1r5Mf4Ww4969G9nlQjSb0WZktKqvceQIAJzr1oXBspYx49qbuPKld8gY1jHOQIW/L13hfiL7JQzH3kji8bdjisrAZqrduPR4ZByV9a/jPm9go1alaZu0U4xZx4yhgTleXZ3TaLvKykrKysrwer0IgsBfd9Zqe3+5Of+I9smRBvSN2PTHFx/z1EWz+en1lkdth4viJ5+i7LXX8ZWXh2xMQRBIefABUp95ulm5ry0/fsdvH79LVUlxyObvSNw7duCvqEA0GludqdgQ2holCu/+A+0eqyNx2aop2Z+Do6Ll3yNZlvG63Uh1CnP7fT5sZaW47PZ6x6pKiqksLMDvD0goST4fGp0uIAtW53kzKikZa1x8vVpBXveREno1BsBhz2eiSoVKo6mXOQKBDBOtwVhPQq5W6lWJnm6IzryfSH4ffk85PndZw5K8Nf9kEiAd2oiWJep+IWyegGO8zFVWr6t8+JemHUiSVPvjl5A6SD3YJ8m4fX58HTWhQpsJ1jNphTTXIQwjAjW2nOvWh9SmliIIguIw6SaENNMkVDQnAVYXnU4X8nTGyi++wPb9D6giIzElRpOe+x1V1gwkUUNUn7YXU1RQUFBQ6DimTZvGGWecQc+ePdmzZw+33HILJ510EmvWrEHViDZ4KLMXU3ZXctOPZizpFyMbbOxOSSRi4x70wHFfaygvk9iSUkl+ZSBC61Bkbkdz8sknU1VexZo3l6JiO17X8A7Rknd6AxsBBq3ywNiVCdYzGTiw1Q/3+iFDQRTx5uXhzc9Hk1QbxWqvKGfdV5+S1KcvmWOODqnNdbHGKQU5FdpPZ99PAGwrV1Ly1NMIUTMQBIGeud/gKtoWPB8VJTD71kBtrKJ9Vfg8fvofnUTW2PZFM889OoMP1x/gy8353HryAOIakJOcPn06DoeDmJhA7UejVs2iqf148NsdvLd2fzCLUpJkRLHpTVRTVDQArur2O5nag2S3U/rSS8guF4YRI1BHhU5OTDSZsEyeXDuXw4G/2oYmofZ6Jcsyo2acTsGe3ST0Ck9RcHtFOe/deQvO6iqueOGNkMuD6DIzyXj/Pbz79yNoGteEbwnl+QfJ8TiQdRqMIQiS7FAEAcnnx+10YJKjm/2cZVmmPP8gHqcTa1w8RmsgaFOW/NjKyxBEEVVyKhqdDkEQ0Oj1aPUGRCFwj25IzkgQBDQ6/RGSYeaoaIzWiCNsik4JrNm6jhC9yYzedGSR74i4I2VxDBYrevORxbT1lrYV2P470dn3E1GUkeWAs8xfWYW6phZLqezBoVYT6fdgBqyCiN/lweYUEXwWzH4bKrllbrCGapfY3T6Kq93oNSoSI5p/zzCZTOj1emS/RLW7GJ8bIPwZ+VKN30eRS+r6uLbWZJoMHNjqvsaRgWAqx/r1R8hj/frhOxTl7GXoCdPpMWRYSGxtCq/HjUap2dNlCelORWxsLCqVisLCwnrHCwsLOz2dvaXk76nkW+80Ngy5EtFoIO0/NzL1hasYU/Auo9Y/xPgTuof+rkLnMGnSJK699trONkNBoVtw0003HVEI8fCf7du3t3n8c845h1NPPZXBgwdz2mmn8cUXX7B27Vp++umnRvuEMnvRWu5mZLaWXtqRxPkMbN1ajqsmYtDgFOh7UG6wSG5HEx0dTVqPVPK2/sH+revw+bwdMq/TE/gsGos2VugamI46ioT//oeoc89pdV+V2YQ+K1AfzrG+fiRX/q4drP30A6UAokJI+LvfTwA8ubk4N27EV7QV2evCeHANURW7guc1KohLsxCXZuGTR/7k44f/xFHlRmtQozW0PU5ucGoEk7PiGdkjioJKV4Nt4uLi6NGjB2Zz7YbqrBEBaZY/9pVTYnMjyzInPb6Sf7/+B3kVjReWzxw9jqtf+4Azbg6dw6ktVP/0E7LLhSY9Hf3A1kexthRvXh45553P/n//G8nhCB4XBIGhJ0xn6uVXY2hg8zkU6Exmyg7ux1lViTMMTipBrcYweDDW6dPbPdbOX1exYtWP7EyMxnOge2Wa6IwmrHHxRCeltGgjVhAEdEYTgiAgS7WZJqJajcFixRwVjarGCaXWaolJScMSE9umqGVBEFCp1fWcIwAqtZpff/uNIUOGoNFoOO200wBYtWoVgwcPrnesqbEP/3u7w0b03/1+IooiJtmDweNDrpNp5JQlqkQRj7MMQfKhkkElg9cr4JH0eO0qZH/97IvDM0sO1TRpyLPi9UtUubzYPb4W2alSqdBqtag1anxuF15Pw/efUCPV/A0N+fcb+v63Zk0ohJbk+/+PpPvuC2a2twb9oEEYRo0k4rSZyJ76SgvZG9ax6/fVOCpDl2XaEB6XkzdvXcjT887B43Q030GhUwhppolWq2XkyJH88MMPwQuGJEn88MMPLFiwIJRThQ23w4tbMKLVmBEMBnS9egIEH2JFy99Hg1MhvHz00Uc899xzrFu3jrKyMv7880+GDRvW4v4ul4vrr7+ed955B7fbzdSpU3nmmWeOkL9TUOiuXH/99cydO7fJNr16hU63ulevXsTGxrJ7926mTGm46HSosxdlTzW7D7zN2v5pTDvpAliSF7KxQ4moUnHCpQtAEDok0kWSZNy+wIuX4jTp2mjT04k+77w294+cPRt/RTn6/vU3Hc3RMQyZMg1zTWR6OPnr5x/Z9stPDJw4haxjJoZ9PoWO559wPzmE56+P8fz1CUdo59T5PSLegN8r0ZDySlt4ee7oFre9/PV1JEcauHxSL/onWXH7/ORXuCiscrGjsJp9ZXYijY1nHRwqUN3ZVH39NQDWk04K+0avr6gIf2kpRY8+RuKtt4R1rrqoNRrO+u+9WGJj0ZuPzCDoSpiioknqnUnMT6vxlVcjud2IHVw8u60IghDMFqnLzz//zIMPPsi6devIz8/nww8+4IxZswAwWiMwWKz1nBmiqCIivuPeAxcuXMiwYcP4+uuvgw7Rho41xsaNG/m///s/fvnlF0pKSsjIyODyyy/nmmuu6Qjz28zf/X4iCAJ62Y/P35SUVkCeTZAlTCYBf1mNfJjc9mthS3oeviY+/vhjZp56KpEJSR2m9CYHnSZHTvhPXRNdFV1mJrrMzDb1FbVaMt54o8Fzx543l4JdO0jp335ZyabQ6g04qyrxe70U7NlF+qDW155TCD+tdprYbDZ2794d/D07O5sNGzYQHR1Neno6CxcuZM6cOYwaNYoxY8bw2GOPYbfbueiii0JqeLhIzozk6OK38eXsRTTeiSzL+Nw+3A4fagRUViWlVKFl2O12xo8fz+zZs7n00ktb3f+6667jyy+/5P333yciIoIFCxZwxhlnsGrVqjBYq6DQ8cTFxREX13GFmQ8cOEBpaSlJdSSCwo7XSX7pT2yNGsp8s4ZClZrOzy2pz65duygtqkAt9CIuIaZDNqwOOUwADIrT5G9N1DkNF3lP7J1JYu+2vei0ltIDueRsXI85OkZxmvxN+UfcT+ps4PhUOiqtPRElL1GVgfeyygo/+1fnExGn5+xbxwCQvbGYHb8VkNIvitR+4cuW3759O36/H2tcCt9sLUAQ4JrjM/nwinEYtYHXzYe/2wHAxL5xwWNdFdnrxb56DQDWqSeGdS5NcjJJ99zNgcuvoPKTT4i/4XpEnY6inL2YIqMCdSnCSPqghgvgthfn1q2Uv/02luOOw9LIRnBrGDTpeAZOnMLOkaOQZBnvwbxgcGN3w15RjiCI2Gw2hg4dypwLL+Cs2WdjryhHliQEUQz8dLKde/bs4fLLLyc1NbXJY42xbt064uPjeeONN0hLS2P16tVcdtllqFSqLh1Q+3e/n0gSuEUzklpodDNQlmXcSKASMOnA67chc6SrvrESJg3JcwUPNeGrsdvtDB06lHnz5nHGGWfgdrtxuTwI6FCpO0bO95A8V0OZJv/UNfFPIzVrIKlZrZf8agsnLbgBS0wM1lhFTrir0uorzx9//MHw4cMZPjxQOGfhwoUMHz6cJUuWAHD22Wfz0EMPsWTJEoYNG8aGDRv45ptvuk10vFavxlKdi9meh2gw4q+o5IVrV7Jy/IOsGXs72zZ2jua8QvfjggsuYMmSJRx//PGt7ltZWclLL73EI488wuTJkxk5ciSvvPIKq1ev5tdffw2DtQoKXZvc3Fw2bNhAbm4ufr+fDRs2sGHDBmy22mtyVlYWH3/8MRBw8C9atIhff/2VnJwcfvjhB2bOnEmfPn2YOnVqY9OEjVPLJlD+wU6EiI7ZJG4NK1eu5JtlX/LzZxv446vsDpnzUD0TUDJNujKeffsof/993HWCZbojfceOZ/JF/2bUKad3tikKXYDufj8BKI9KZuPQBew8+hrUNRLI+QUyP762jY0/1koX7dtaxh9f5ZC3qyIk80pSw7tdX3/9Ne+//z7rdgUkY/rEmYkwaILOEUmS+aqmIPy0Qc1LNv/2yft89/wTnVYA3bl5C7LDgSoqCl2NxGA4MU+YgDopCam6Gtvyn5BlmU8fuofn/n0BuVs2hn3+cGBbsYLKDz6k8rPPQzamIAhoDhWDP3gwZON2JG6HnerSEqpKi5h6wgncfffdnH76GUBAocNfp/B7k+O43SxevJi0tDR0Oh19+vThpZdeCp5fsWIFY8aMQafTkZSUxE033YTPVyuLJEkS9913Hz179sRgMDB06FA++OADAHJychAEgdLSUubNm4cgCCxdurTBY00xb948Hn/8cSZOnEivXr04//zzueiii/joo49a+al1Xbrj/UTyy9hVkbh0VhryYMhAtceGQwCHVgNCHReIfHhbucnf6yM0NEQ9TjrppJo1EXhes9vt2G0OqkqduOxNyweHak2MHdqfMX2SmDL+KGVNdGHy/7uEsrfewm9r3/6s5HJR8dHH+KurQ2RZ60jp119xmHRxWh3mM2nSpFqtwkZYsGBBt/aUSjV6cqLRgKBRI0heZFGDSx+LwxGiPHeFNuF1Na5lKYhivQjpptoi1pegaaxtRxRDboh169bh9XrrOVyysrJIT09nzZo1jB07tlPsUlDoLJYsWcKrr74a/P2Q43758uVMmjQJgB07dlBZWQkEdHA3bdrEq6++SkVFBcnJyZx44oncddddYZFLaYhUSyoIe9BrY3HiR9XTiry/9oHM6FNhVsUxKMXKloOdV/A2NTUV2Sei0aqwRNnx+7yo1O0r2NocPkmiV6wJvyyjaqYosELnYVvxM4X33otp4gTSn3++zePIHg9V336HZLcRdc45eN0u3HY75ujwS3MBJPTqE7ZCygrdj+54Pzmc2BEjiE0wY7TqiB1zGd7CQlTpcaS7fMSl1WbFp/SNRBQgIaN98sLLdxRx4webyIw389alRz6DpqSkEBERwe7SgC74kNTIeufv/3Y7e4rt6DUik7OaD6TbuuIHyvMO0H/8JKyxHRfxfQjHb4EAJeOYMW2qE9FaBFEk4pRTKH3xRSo//RTN+KPRm8w4KspJ6tMvrHOXF+Sxf8smjBGR9BkduvcLx6+/AWAa1/4xXXYbOoMRQRRJfvAB1DExqJuRdpRq6qYJGjEoryb7JGRJRhAFhDpR68G2ahGh5plE9kvI/kBxYEHTfFtB1bLvidZgxBwVjd/vC9YlUakDWzKWmFjUmpY9f1144YWsWbOGJ554gqFDh5KdnU1JSQkABw8eZPr06cydO5fXXnuN7du3c+mll6LX67n99tuBQGHxN954g+eee47MzEx+/vlnzj//fOLi4hg/fjz5+fn069ePO++8k7PPPhuLxcK0adPqHYuIOFJyrDkqKyuJjo5udb+uSne7n0geP5LHh+QrCawL2RJcF0hiMBvE5nUgeP2IMvgkAb9Kh+B3I0tCYA34ZFALqERVcFwAjaDBrDWjU+mOWBdtedrXaDSo1WokjR9kD7Ksa1QuMVRr4v5HnyA2uQc7NvyurIkuimffPirefx9UKiJOPrldY+2/5FIcf/yBZLcTfcH55G7ZiCCKJPTqg1ZvCJHFCt2Zrp0b3QkU51Zz0DAAoyUH0WBAZTYzaet92NwaIu54kLgR3SNj5u/KE3PObPRcz+GjOOOm24O/P3PZefjcDQvhpA4YxNm3/V/w9xcXzGuwAOL1737RdmPbQUFBAVqtlsjIyHrHExISKCgo6BSbFBQ6k6VLlzYbvVPXoW8wGPj222/DbFXTTM2YSr5xC6P734W72s9HB0o5OdNHolhBwdpIqpz9SNePYdbUaC58+Xf6J3VOzawTTwxIjzx+4SyKN7o5aub/iIhvPhK4PcRb9Px4w6SwzqHQfpxbNgNgGDS4XePYVq8mb9EixIgIImbOZN/WTXz64F2kDRzC7CX3hsJUBYUW0x3vJ1BbQNk8aRKJt1xJpiCgSUgAAhrY8UDfmkDlXz/dQ/G+akZM7cGEc9u/6W7UqCiudmPSNpwZOHv2bADmvvI7AENSazeOFr2/kffXBbJf7j5tMBGG5jeFhx4/Da/LhSWm4x0mAP7KKgStFtPYozpszoiZp1L64ovYVq4kyevjgvsfx2mrDnsA14G/trDsxafIGDYyZE4TyenE+eefABiPav9nuOzFp9m3aT1TLp5P/xZKLOYtWQ1A0n+OQmUOBNVV/3yAqu/2YRqdSNSs2szf/Lt+RfZKJN44GnV04PO2rcmn8ou9GIbFEXNObbZRwf2/I9l9JFw3Ak2CCQD7ukLMY1omrSQIQqMBA2ILHXQ7d+7kvffeY9myZcEAu7o1Np555hnS0tJ46qmnEASBrKws8vLyWLx4MUuWLMHr9XLvvffy/fffM27cuGD/X375heeff56JEyeSmJiIIAhERESQWJPNZjKZjjjWGlavXs27777Ll19+2eq+XZXudj85tC4058eBXgxkldSsC4aZ4fjAWjFrTVS+kYPgg4rzYhGsCVg8uTj+rKTq+23EDI7AMyMSizbgpK+7LqISegBg+z2/xeuiMSwWCxFRFgr37sbjBFOkCUF15H0oHGvihLFD2fDHb8qa6IJUL18OgHHUKFRtcFTVxXrydBx//EH5m28Sdd6/WPXuG+Tt3Mb0BdfT/9jjQmFus+z+4zey/1zL4MlTO0y6WKHlKE6Tw9i7sZi/ep1NVn9NMN3dkJKAsGkTSZoirEnDOtdABQUFBYXugyzj8zvwiBq0BjWCcGS24uiMaH5edBzaDtLqbQyjNRKfx00zyaQK/yBcm7cAYBjSPqeJ+dhj0aSm4j1wgJJnnqW8bwZAh0aQux0O8nb8hYxMr+EtL2qtoNDVcG7axO5JgRf5lCcexzh6NOqo+nUvivdVk/tXGZljQhPslRgR2EjOr3Qhy3KDkb6yLLP5QCCauq7TZECyFdbBguP6cObI5jXfAUaefFr7jW4HCTctJu66a6GFUkmhQNenD7rMPrh37ca5fj2WKVMwmMNfSzM2vQc9h48iuW//kI3p/PNPZK8XdWIi2oyMZtu7bDaKc7NJ6NkbrcFY75wsSZTu34fbbsfaSU60rsaGDRtQqVRMnNiwA2nbtm2MGzeu3jo95phjsNlsHDhwgOrqahwOByeccEK9fh6PJ5gpEWq2bNnCzJkzue2224LBOgqdR6TehOSqRLA0nLVR96ggglAjqnXIAaRRaUm0prdp7qYlvBqwRRCarbeorIl/FvaVvwBgPm5Su8eyzjiVoocexpOTQ94NN2BJiycqKZnY9Ix2j91Stv3yEzvXrMQSHas4TbogitPkMCJiDaQPiCZhaCxiTYqkNz8PgIPXLcS6dUtnmveP5+pXP2j03OHp8/NfeLPxgQ6Tg7n0qZfbZVeoSUxMxOPxUFFRUS/bpLCwsE1RDAoKCh2Pdfp0TFMm45a9CDod/TVG8IxC9nrR+yBdVKMxGNCqRdJjjM0PGGYufeql5hsp/GPw22x4sgM1bvSD2+c0EVQqYi67lIIlt1H64oskn3IKVz72IljCvyF4iL3rfuOrpx4msU9fxWmi0C2JPPNMIk47DefGTeTOnQvAwauvIfmB+9EPGoQ6PgGVORD5PnRKGpljEkjs2b4IzEMkWANOE7dPotLpJdJ45AbWwQonpXYPalGolzk59+gMThmSTJylc6TM2orYCdJrCTffjKTVYhzYMQVoAZL69KuXqR8K7GsC8mamo45qVEqnLoV7d/PBPf/BHB3DnIeeRm8yB88JosiFDz5J7pZNJPfrj2S3U/zMM3iyc0h96slGx0y+8+hA/zrSWpYJqZjHpwRltQ6R9N9Ahk1dyS7zuCRMYxKPsD9x8Zgj2ppGdqwShcHQPsmYQ/U2vvzyS1JSUuqdC4dE1F9//cWUKVO47LLL+M9//hPy8RVazqF1gQoEIfBvb5kA5vEpyIJMcsVeEFXYBYGq+VHo1TpSYmOQ7DbkiFS0vfVYJvZs07qw6NUMSolok0xXbFqPJs8ra+Kfg+z14qjJZDSNO7rd46nMJhLvvIO8m26m6quv6Z+RwcSbFmPp0bPdY7eUfmOPwRIdTdrAIR02p0LLUZwmh5E1LomscfXTCHNjxlGQmklSwa/0tHnRm8Or9a7QOK1JUQ9X245g5MiRaDQafvjhB2bNmgUE9FBzc3ODKaMKCgpdm/nLr+KPAytZUlxJpOZtMn06XJs/wLXxG745xcFbmXquG3sLn6/syfrccp48dwQnDOh4Cci3336bvAMFWKv70TerNxP/FV79dIB1+8q49eMtZCVaeOyc8ERwKbQP15atAGiSk1GHQGs5avZs8PspuPseqr74AttPP5F07z3oOyi6LiVrIJGJScT16NlopLyCQldG0Ghw7dxJ7ty52A3x7Oj3LzSearhxMQBF/36SAxVmhk5JY9CEwKbPRw+to2BvFdMuHUSv4W2P0tdrVESbtJTZPeRXuuo5TXw+H88//zxuP6RYMom0GNBrauVTBEFotcNElmU8Tgdel6vDah8F55akDqlj0hCmo49my/Jl/HLtZQw78WTGzjqnU+xoL/bfAvVMjC2sZxKb3gNRpSJj6Ih6DpNDiKKKjCE1zwo6HeWvv4Hs8eA9cADiGy6gKzYgJSeoxQY3bBtsqxIRGlCja6xtRzJ48GAkSWLFihX16l8eon///nz44Yf17nWrVq3CYrGQmppKVFQUOp2O3NzcRiPzQ8XWrVuZPHkyc+bM4Z577gnrXArNI2pV+L0SFQUOBFEgOskEh0qZlOeA1wkRKRyoziPOoQVkZKsblW0vIIClP6hU7K3ci9vnJs2ShllrDq6LQnshZa4yovXRJJjqv9MIdQvKt5CKigrKiiuRvSpMVl2j+3ChXBMZg0bh8UkkRxow6UK/Xaqsifbh2roV2eFAFRGBLjM09QojTj4ZdVwcBxdejycnhwOXX0Hy/f9HxMyZIRm/OfqOHU/fseM7ZC6F1qM4TQ7Dm5dH5Wefo0lJJmLGDAAK+06lskqgMqI3fXKq6DGoYx/eFbonZWVl5ObmkpcXyFTasWMHEMgiaS5bJCIigosvvpiFCxcSHR2N1WrlqquuYty4cUoReAWFboJX8uASBdSCD51bxlfhQpZEZLcHvyzhFMAv+dlZaMPllXjh5z2d4jSpqKig2l6JWOHAXtlwHahQU2b3sr2gut7GmkLXwvnnegD0Q0IX9RR17rno+mVReM89uLZuJf+/SzCNHYvKGv56Pta4eC5+/MWwz6OgEFZ8PgD8Kh0VkZnoXGXBUw4nVBQ68LpqJaX83kCBX1HdfidholVPmd1DQaWrXiaJz+ejuLgYgJ9uvQyP1P65dqxZyZePP0Bq/0Gcffv/Nd8hhBxYcBXeAwdIuPkmTJ0QqLRn3e/YK8qhgx27siwjSxJiA/UCWjWO14vscgFgauKdxe/zolIHNkBNkVEsWPoekq/2u1tVXMQXj9/P9AU3EJlYG9AoqNVo+/TG/dc23Dt3omnEadIdsNls7N69O/h7dnY2GzZsIDo6mvT0xqWPMjIymDNnDvPmzQsWvd63bx9FRUXMnj2b+fPn89hjj3HVVVexYMECduzYwW233cbChQsRRRGLxcINN9zAddddhyRJjB8/nsrKSlatWoXVamXOnDkh+fu2bNnC5MmTmTp1KgsXLgzW5VSpVMTFKVJrnYUs+fG5y0EA2a+vrREiy4CEJEsgg1TXySHXyAvXXJecXicAB20H6RddG2wlIwf6t5HD10ROTg4bN24kwhhD/8GNyxaFck0sKrczaMRRFKq8/PnHb8qa6GLYf18LgHHM6JAGOJjGjKH3N19T/NjjODdtwjx5csjGVujeKE6Tw3Dvzab4scfQ9esXdJr0n9KHNR/vQRQF9CYly0ShZXz22WdcdNFFwd/POScQLXbbbbdx++23N9v/0UcfRRRFZs2ahdvtZurUqTzzzDPhMldBQSHEJGVXc+1PRrTJ1+I3VJObnoJxUzY64NjvNRRVSmxLraLEFtCiX5tT3il2nn766VSW2fnrm89xVu6goiCu3gZFOHB6AxsjBsVp0mVxrK19KQklmoH9+WviUaiTojlm7qUd4jBRUPg7YP/1Nwpuuw0Ag6uEQVv/h+j3gCiCJDGkn8TQs0ZhidHj90qUF9oZdXJP4tMt6Iztf+VLitDzV34VBVWueseXrtnPvuhRnDI4EbVajSYEm/3myEB2m8fpbPdYrUGWZZzr1+OvqEA0mTp07kNM6DuE1MJSemW1TxaxNXz73ONsX/0zJ1xyJQMmtG+jSNBo6PXZp/hKSlDHxjba7uunH6W6pJgJ588jpV9/NFod1FF9W/v5R+Tv2sGvH73LtPnX1uurz8wMOE127UIzvvtG5/7xxx8cd1xtoeGFCxcCMGfOnGaLiz/77LPccsstzJ8/n9LSUtLT07nlllsASElJ4auvvmLRokUMHTqU6OhoLr744noyQHfddRdxcXHcd9997N27l8jISEaMGBEcIxR88MEHFBcX88Ybb/DGG28Ej/fo0YOcnJyQzaPQOkSVgCy7QAZ/VSXqqMD1tkz24VSr0PudSCIYPV4EGaorfeBNwCQXI3q8iPra+8nh9Umaqlfi8vopqnKjUQkkRTYsp3X4mrjjjjuAOzjnrLN46tFH0OgTUGsa3o8L1Zp4/IlH2J+bQ5SyJrok/vJy0Ggwjh4T8rE3/bKczZX59P/XmfTsQAlhCDx/lOcfxO/zEdeB9VQUmkdxmhzGz8vtFI5ZwkBxC71qjo2Y2oMRU5vWUVRQAPjpp5+C/z937lzm1mhOtwW9Xs/TTz/N008/3X7DFBQUOpyIUhfH7NJhzjgaj8/P15tKGeHzoQMsVQKD9sn8dNjmU2cQyH6Dn5/ZTFVxIc5ZZ4bdaeLyBJwmek3nSKAcwr17NxUffUz8wusQ1MojUV1SnngC57p16LKyQjpuZVEh21etQGcyMXVU59QWcTsc6IydX0dIQaE1eHKy8ezbB4DG5yS+OKDpjUYDkoTFJGPNjATgwI5yPn30T6yxei64u/2a3wCDUiJwePxEGmo3rGRZ5sM/89hVJDB1bHzIZO+S+mZx9WsfoNF1rHyud/9+/BUVCBpNyK99LaXyrbcwbtiAOOE4GDCgg2YV8LndVBYVhmzEphwmXpeLvet+x+t2NboBGpOazshTTmfQxClHnNNlBiLO3bt2caSYV/dh0qRJwcLarUWv1/PII4/wyCOPNHh+4sSJ/P777432FwSBa665hmuuuabRNhUVFS061hi33357iwIFFToWQRQwyl5kn4Dkrs0wd+KnQlRhdleBKKKWJJBFnC4JMKO1laOuqkbUN1E/5NDXuYFbgU+SqXB60KlVNPaW0diaKNq3F6/LiSw1nsUSijVx1VVXc9ysQFbJgCQr6sOk9zpqTcg+H96DeaiiIpXgosNIWHwjcVdfhexve0ZTY5QeyKU4N4deI48KHqtatgzzMccghvm94c9vPmf50hfoPWospy1S6tx0JZQdgsOwVUs4jAmg2tfZpigoKCgodHNkj53sgx/yZ980xk85E83dBZ1tUqOMnXU2XpcLS2z408NdNRIchga0wTsKb14eObPPRnI4MI8/BtPRodlY/LugMpsxh0HrXG+2cOy/5iLVyAwBOLdsxbl+PdEXXhDy+epSXVbC+3feir2ijCtfeqfdMjQKCl0BQRRr9qlqN5qiEo3ojGpMkTokSUYU2+/MuO6Evkcc25pXxa4iG1q1yPQhoXO2q9RqVJ3gyHZu3ASAbkB/RO2Rxe7DySGtff3gwTg3bMC5aXNQ9SDcjD1jNmNmzsIS236pK9nrRWjEEXIIjV7PvMdfYO/630no1bAm/bATpzfaX9c38F10bd/RdkMVFP6hCAgYZB8+X8M1fjw1zm9BBpAxWUSkihJArpHwquVwB8ehTJOGqpe05y5kjYlHRg77fcFb45QRBQFVCO6bbbajsBB/dRUIQtBpIvv9eEtK0KemdppdXQXR0ITjrh2MmXkWvUaOISIuIJddeP8DlL3yCjGXXUb8wuvCMuchkjL7odZoETuppppC4yj/IocxKjmP4X8+SlxEfV13yS8hhcGbqfDP5M0338RsNjf4M3DgwM42T0FBIVR4HRws/o5fY9eQlWjE2AXvujt37uS3X9Yj6PqROmAS5qj2F/1uDmcw06TzNq0L7rkXyeFAN6A/qppC5978fEpfeqnNkZ8KzWOOimbMzDODBY49ubnknHMOhQ88gHtvdljnNkVGYa8ox+N0UpZ3IKxzKSiEntoNHJ9KR0VEb6osPaDG+VdYArvXFVFV4sRo1XLxw8eSMTiWDctycdm9YbHoo/UH0eDjlHSJ0vzuv6acGzcCYBgytMPnzt7wB2/cfB0HjAGHg3v79g6bOyI+kaiklEazPlqKr7SUHUeNJffSy5DrOMYbwhwVzZAp09o0j35wQLrMs3cvvvLOkTYNJytXrmz0PdFs7jq5NZdffnmjNl5++eWdbZ5CI0iyjEc04lM3vPHsFQIOE69KxKcSMBoF9FLVoc4dZqfb7cbpdOK0u1m1Zi1xiUlYIyLCuia8/sDfp1EJbcqcDMWa8NvtAQkqQBUVCYCvogJfYSFlr7zSapv+Tvht9rCOb42Lp9fw0cSkBmpKGUeNBKDslVfw5OaGde6EXn248pV3OfX60MnBKYQGJdPkMEyuYqIqd2OMmhA89tWzm8jeWALAZY9PRKNTIhMV2sepp57KUUcd1eA5TTtfWBQUFLoeZ5YeT9lb2xEj+0HB6s42px7ffPMNZWVlRJYOZciYLCZfEP408M6uaVL900/YfvgB1GpS7r8fXWYmkt3O3lNnIlVXo+uXhXn8MZ1iW1eg4N57EfUGos45G01ycljn0qanYz7mGGwrVlD4f/eR/sILYZtLFFWc+Z+7iEpMQd+FNp4UFFqLr98o1sf/C4POz6S9T+LetYstO1Xk/bKFyRf2p//RgayPtV9k4/NK9BkZH7K6jIcyIgA2H6zAKrix5v3Jxx/vCNZkCAV/fPExZXkHGHHSqcSmdYxMsnNTINPEMGRIh8xXl60//UDh3l3ER8diAjwHu58TyrlpE7LDgTcvL6ySl+qoKHR9++IrKsKblw/G8EQddxajRo1iw4YNnW1Gs9x5553ccMMNDZ6zKpJCXRbJL2NXxYAooZc9R5yXEVBJAg6tBkGWMSMTzGRsYZH3hjJNasdvmePFZrPhdrvRYKBP+gB+X7MWrSG8+yS+miDpw2W5Wkp714Qsy/jya4rDR0WhqqmrIeoDUpW25T/hPuecoEThPwlZlsmeORNVZCQpDz+ENiMj7HOaJ0/GdPTR2FevpujBB0l98smwzSWKKkRR2WfuiihOk8PwV1YCoIqIrD3mq72wi6rOS9NT+PtgsViwdHBxKQUFhY4lyZQIwh60mggcghtVmgU5xxY8b/CLGMVo+iVY2FFY3Wl2pqSkoJJ1WDVadHoHXrcr7DryFr2GBKsOs75zHkPK/vcSANEXXhh88RBNJiLPOJ2yV1+j7OWX/7FOE391NRVvv4Ps9RIx89SQj19ekIfebEFvMgc3XuNvWoxt9WrsP6/E/vvvmMaEvrjjIZL69Avb2AoKHYUhsxeReiMGi4bIo87Buy+XmBgrRGgwRtTKSmWNS8Ln8aM1tP9au7uomrOf/xWNSuTXWwJ1Joqq3fgRiIxLJCE6ot1z1GXnb6vI37mdnsNGdojTRPZ6g9kdhiEdV4T9EFMuvoLkvv1JTetB2Utv4MsvQPZ4EDpIJmzv+rXs27yBAcce16hkVnO4tmwFwDBoUKNtVr33BtUlxYyYPpP4jF6NtmuO9Jf+hyomBrfHA9nhzVLsaAwGA336tO3foCOJj48nPr79km4KHY/kDwQEy5hqDwoqkP0IyCCAWOMg8UsiktoIuI/IxD48G0Or0mLUGNGIRzo3WruLptFokGUZUVJhtuiJt6SjM+rDLq2qVYvo2ug0ae+akJ1OJJcTBAFNQkLwuKjXI+j1IMtUfPABCTff3OY5uiuuLVvxHjyIr6wMdZ3PJlQ4q6vY88dvRCWlkJIVqCcmCAIJt9zM3hmnUr3se1w7dqDvF/73iLrBKQqdj+I0OYzcCgvu2KHEmmsf/KfM6U/O5hIEQUCl7oLaKgoKCgoKXY5Tes8g37idMQPvwVMl8dH+Mk7O8pKoqaBgbSTVzn5kGMYx94x4Zj27mvTozilMPWvWLADeuPlafv1gN8l9bqfn8FFhnfPi8T25eHzPsM7RGO5du3D88QeoVETPubDeuajzz6fs1dew//or3sIiNAn/vM0A208/IXu9aHv1Qtur7RtajfHpg3dTeiCXM2+9mx5DhgGg69mTyFlnUPHOu5Q+93xYnSYKCt2Wmhdo8+TJJN88nz6ShDo6GgjIRxy+hbD/rzLK8u1EJ5lCkmVi1mkotXtQi0Jw46yoyo1TNnLa2dPJiDU1M0LrGDTpeHoOG0l0csfot0t2O5YTT8Szbx+atLQOmbMuRmsEI0+eiSzLlOv1yC4X3ry8DommBdj60/fs/G0VpsioNjtNnFs2A6BvxGkiSX42//At9opyMo86ul1OE3Vc+OuvKSj8HVGp69QyqesD0RrB5SHOL2GOSGOvmBdwfhT7QEjAzIFgTZOMiAyKHcXo1fWDrGINscQaYhue+NCkLVT4qpuZUbI/l8oiN1FJKejCWJA70qgl0tix9azq4isrA0AVEXFEtt6hQuSVX35F/KJFYc3m64pUf/cdAOYJE8JS06R4XzbfPvc4UcmpzHv0ueBxXZ8+WE+aRtVXX1P6/POkPPJIyOc+RHVpCd+98CRVRYXMfeRZxXHSRVA8AIexXjiKLYMuQzNqXPCY0aplwDHJwVR3BQUFBQWFFiGDJPuROFSI98g3hQFJVr69dgJLLxrd8fbVQaPThz3DpCtQ/vY7AFgmH1cvigtAm5aGYcQIkCSqvvyyM8zrdKq++RYAy9QTQ/6wLssyfm+gtkJEfP3PPuaSS0Clwr56Nc7Nm0M67+Fs+uEbvnziQapKisI6j4JCOPCXlrJz7Dh2HX0MtpUrG9X49vsk8nZVkL+3MiTzRtU4XnySTJXTh8cvMbJHFH0TzMRbdSGZoy5Dpkxj3Kxzg9ri4UYVGUnKQw/S8/33EDqxEKsgCGjTAo4iz/6Ok+jqM2Ycw6aeQlJm26JoZVnGtXkLAIbBDTtNBEHklOtuYsRJp5IxdESbbT183sOLUysoKDSOIAhEG0xYne4mrnWB5z+Zw7JJataaSWMiIyKDRFNiq+dvy2pVqdWoNBr+znvIss8XVL1RRx9ZX1LU6RAjI/CXlGBfs6ajzetU5DrvZdapJ4ZlDlGtpseQ4aT2P7K+cMy//w1A1dffhLX+ot5iYf+WjZTlHaCysCBs8yi0jn+We7IZJEkmtV8UXreEMU1xkCgoKCgotB3LiSeiHzeWasmB2WrhCn00OIYiOZ2oXAKnqLSYoiMxaFX0S+x8ub6zb/+/zjahQ4iYdQaS20XEjBkNnz91Bs7166n87DNi5l3UwdZ1Ln6bHfvKlQBYp7WtQG9TCILAxU+8iNftQq2pH8mnTU0l4pRTqPz0U0pfepnUxx4N+fyH2PzDtxTs2UWv4aOwHvvPyyZS6J5EzDwVywnHI9ls7DlxKgD7L72M9KWvoO3RA1VERDASFSChp5Xj5/YnOjk09Xt0ahUWnZpqt48Su5veRjNvXNJwfT6FllO4dzd/fPExQ6ZMJW1goJZKyuNPoIqwompg4yxc9B8/if7jJ7W6X3n+Qb5+6hHGTJmGv6wM1Gp0WVkNthUEgdSsgaRmHbkp1RaKn3qa0hUrkG5aHJLxFBT+EQgC6oQE1PHx1PVCJBoTSXDZERFw10kLiUu3ILlcSOYEBF3bHeQGjYoBydYm6500RlRSeOvrdQlEEU1SEpLDgdBQJoUgYJ4wEdu27VR++hnmY4/teBs7Ccdvv+HNy0O0WDBPnhyWOVKzBnLmrXc1eE7frx/mSZNwZ+/FV1SIrld41BI0Wh0nLbieqKQUrIr0YZdBcZrUQRQFTr1m+BHH9/5ZzKaf9pM+IIYRUzumEKGCgoKCQvfmulWLWJ/zA4tKnETp36CvrMe18QPcW5bx7dRq3u+t46qj/8N7P6awp9jOc+ePZEzPjtsgOcRrr71GaWEFMe5BDDsmkyHHhV+WZNpjP2M1aHjqX8OJt3Rsdoth4EAM99zT6HnrtGkU3nMv7u3bcW7ZimFQaDZ3ugO25cuRPR60GRno+vYN2zyNZTRFz7sIx7p1jUYph4rBk6fSa8QY4nt2fc14BYVDiHo99jVrOHDlApz6GHZkno3G50B942J8RUXknPcYVWIUx8zqQ2pWNAaLln5jQxsEFm3WUu32UWb30LtGHWn79u2sXLmSHj16cOKJoYsAlSQ/bocDWZIwWkNbL6UhvAUFqOPiEMKsl384m3/8ju2rVgAEnSbh2pAJNV6Pm/fuuBlHVRXWagelgC4zM1i0OOxIfvwlJUhOZ8fMp6DwN8DvlagsdiGIEJVYK6uoqtgPXhe7dTqkioPE2QKF4DFWIVbsQ9QYwdwbgD0Ve/BKXjKsGfUkuvJseVR5qog3xhOtr/9OIwgC6lakipSXl+P1elFJOgRZjTVWj1oT3uvz7iIbIJMWZUQX5rkORxDFQIZJE85yy5TJ2J5/HvvKlUhOZ1hkqroiFR9+BID15Okdd385jOT7/w/Rag27ZFa/cf8cZ1h3QZHnqoMsy5Q8/wLl77xT7+Fr3Tc5HNxRwZqP93SidQoKCgoK3YlqTzUVKhGt4ETvkPDm25HcMv4qGx6/l3JBwuP3sLPQRpndwws/d849pqioiEp7GeUFNhyVnrDPV+3ysr2gmt+zyzBpOy524/DilY2hiozEMm0aotmMZ19OeI3qYlR+XPNSMn16p+jo6vv1o/d33xJz8cVhnWfI8dMYd+a5xKR2fN0CBYX2ILs9IEn4VHrKYgZSHpkJNfIqVXaBkv02PC5/2OaPNgUyxEptnuA1tbq6moMHD1JWo8UeKjYu+5pnLj6XH/73TEjHbQhZlsk+7XR2jBqNe+/esM9Xl8GTT2ToCdMZevxJHTpvY5TlHWDz8u9a1Faj1THh/HnE9cgAowHTscdiHDeWZS8+RfaGdcF2boed9++6lTUfvo3H6QiZrdbp0wGQ3W5kny9k4yoo/J2RZQmvqxyPsxzJ561zwg+yH58sIcogCQKyIIAsgeQDqfbe4vK58Et+9lTUf3eRZAm/5G/xM3dT+Hy+mh8Jnyd897VDyLKM0+PH4fF3+DNwSz8vfd++JN1zN72//eYf4zDxV1VRvWwZAJE1dTg7A1VEhFJj5B+K4jSpg+x0UvzooxTcfgdIUvB4Up/IzjNKoVsxadIkrr322s42Q0FBoQuQmGvjimUGhPwr8NqqyOsVSXVFDgDjVqg5Yb3EjoJqKp2BF5bvt3VOfYUzzzyT004+k6xh1RRnf0Lezm1hna+wyg2ARafGpOs4p0nxY49z8MYb8eTmNts2ftEN9PlpOREnn9wBlnUNZElCm5GBaLUSccYZYZlj1++r+eqph9lWE1XdEJ1ZS0BBoSvjWL+egttuA0DvLqf/ttfI3P1hcM2MynIx46qhJPYKX1ZGTI3TpMzu4aVfshl+53csOyhw7rnncswxx4R0Lr05IFvpdbtCOm5D+AoL8VdUIHu9aFJSwj5fXRJ69eH4S+aTOqA2w85z4CCF/3c/hfd1rGxmeUEeS6+fz/cvPk1FC/XU+4+fxL/ueZj4E04k/cUXqDx2HJu+/4avn34EueZ9unDvbnK3bOT3Tz7A7Qid00TXpw/ajIAKhN/ecG0fhbazatUqBg8ejEaj4bTTTmv0mEL3QlSJyLITWXLir6oKHq+Q/eSpVPhlCUmQMbm9GLx+qqoEqnxx+Dzgb2b9yk1ULPH6JQ6UO8iraFlmWEREBNHR0UREm9AZ3FSXFOIOodP1cHySHLRfrWp4czwca0LyenHv3o2vrKxFzpPIWbNQRUa2ep7uiqDRkHzfvURfdBH6QeHLRH/rP9fz2qIFFOU0HTghud3YVv4SNjsAcjb9yS/vvIatPLTBKAptQ3kzrUPxriJ+Hf0fNg6Zj1BHE3j8WZlc+dxkrnwuPPp5Cn9PPvroI0488URiYmIQBIENGza0qv8LL7zApEmTsNakAVZUVITFTgUFhfAQWexi8l96BmqPI9FrYu36YuyeQCRkVKnI8D0yByvC9/DfUjIyMhg2ehD24p3s/HU55fl5YZ2vqCqwAZYQ0XHp1Z79+yl7+WWqPvsc957mM3o08fGozKGpA9BdEESRxCVL6PvLSrSp4dk0zNu5nW0rl1O4Z2eT7SS3m6pvv8O1o+l27UHy+8nbuZ3i3JywzaGgEErce/YEi8RqfA6SCn8joXh9MNMkxuonfWAMRqu2qWHaxcDkCI7uHUO0SUNhlYtyhxdZY6Rfv36kpYU2c6vvUUdz7Zsfc8bNd4R03IZwbQsEC+h69UJsh2Z/qJBdTsqWLqXiww9DErHdUqISk+kxeBgZw0Yiy1Kj7Q78tQVnde1mqyjWytj0GjGaESedSq/ho4MOvfRBQxl/zoWc9d+7scTEhtRm84QJAEg2W0jH7Qh+/vlnZsyYQXJyMoIg8Mknn3S2SfVYuHAhw4YNIzs7m6VLlzZ6rDFKS0uZNm0aycnJ6HQ60tLSWLBgAVV1NuoVOh5BFDDKXvReH7Kr1intQKL8kDyhAGpJQi2DyyXgkq14Knz48tr+juCXZMrsHsodjWe1110TOp2Ob775Br1Ri+T34HbYkbzhyyjz+QPXPLVKRGwkoyAca+LKSy+lsrQUf3lFq232V1e3uk93QzQYsE6fTsLiG8OW6SHLMsW5ORTn5qBp4hlAcjjYfdxk9l96Kd6DB8NiC8Avb7/Kbx+/x/6/NodtDoWWozhN6uAoqcJhSsJpSlBSrxTajd1uZ/z48dx///1t6u9wOJg2bRq33HJLiC1TUFDoKGSvndyCz/neuInRJ2dgdBd2tkmNMmDCZMafcyHxGb3COk/BIaeJteM2pooeeBDZ68V09NGYJ01qcT9ZlnGsW/eP0ksXtOHbcO0zaizH/msuvUaMabJd4T33cvCaayh/662w2bL6/Td5+783sO6Lj8M2h4JCh3AoO6sDNtevO6Evb106lmmDkiiqDmQNhqsulUqtQaXWhGXsw3Hv2AGArl+/DpkPYPuqFax8ayn2ivIjzh3KdpFsNqQaR1lHMfOG/3D6jUuISmy48HJZ3kE+vO823llyY9B22efDXxPcpdHpOW7uZUy94pp6/Y46fTbJffuH3F7TIaeJ3Y7kCb/EaCix2+0MHTqUp59+urNNaZA9e/YwefJkUlNTiayJbG/oWGOIosjMmTP57LPP2LlzJ0uXLuX777/n8ssvD7/xCo0iCAIGfOh89WWoBFkmplpG54VDCSOCACajhJEyBFlu3ol7qF8bir1D42vCGBGJNS4eTRjrWXj9AeM1YuO2h3pNvPzc8/y4YgVX33knmqTEFu9BuvfsIefsc9j3r/M61LH+d+a8ex7hjJtuxxrXeAF20WhEl5kJQOWXX4XNlr5jxzNw4hSsMXFhm0Oh5ShOkzpEaJwM3/AYgyq+72xTFP4GXHDBBSxZsoTjjz++Tf2vvfZabrrpJsaOHRtiyxQUFDoMr4P9BV+wLOEHBmdGYsbbfJ8OZvfu3axdvRG1qR/9j51BXI/wFqA9JM+V0EEF4J2bNgW0cEWR+JsWtyoo4sAV89l33vlUffV1GC3sfLz5+Tg3bw5KqYSLlKwBjJl5JumDhjbZzjptKgDV33yDHKZNsNT+g9CbzKgbKUqvoNCV8Ysaqs2p2EzJwWj+wnIVOZtLcNo6ZuO4sMYBbsHBnj17KC8/cvO/u+DetRsguBkSbmRZ5vdPP+D3Tz/gr59/POK8aDCgjgtslnj2H+gQmw6hruM4lyWJH5c+z5bly4LHrLFxaHQ6IuITghJq7l272Dl2HHtOPiXYrqMCELUpKUFnv7+bfQdPOukk7r77bk4//fRW93W73SxevJi0tDR0Oh19+vThpZdeCp5fsWIFY8aMQafTkZSUxE033YSvTt0XSZK477776NmzJwaDgaFDh/LBBx8AkJOTgyAIlJaWMm/ePARBYOnSpQ0ea4qoqCiuuOIKRo0aRY8ePZgyZQrz589n5cqVrf57FUKHJMl4BQN+Vf3nH0O1RIQdUkplRBl8oohXFDAZfRiECkBu1jkv13pNjkCobdQoh68Jj8eD0+5BEHQYLNZ616fDae+a8Ph8vPTUI0weM7jD1sTEQQO57JxzWL1hA2IdpZvmUMfF4dqxA/euXTj/3NDift0N5+bNlDz3HO5du8I6jyAIxKb1oOfwUc0Ga0TMCNznqj7/PGz2jJl5JtPmX0dK1oB2j+XJyaH87bcp/L/7KX3pJey//orsD3+NoL8TitOkDmpXJVEVu4jTd7/03n8KkseP5KlfXEz2SYFjPqnhtlKdtv6att6WtVVQUFAIBeeWTKN06VbEqNBHWbaX999/ny+/+5gvX1zH3g3FYZ+vsIPluUqeeRaAiJkz0fft26q+hhEjACh/992Q29WVqPjwI3LOmk3+Lbd2tikAGI86ClVcLP7KSmy/rArLHOmDh3LF/97k+IuvaNc4st9PxUcfs+/COfUKSEtOJ36borGvEB6EY09i7aib2XT0TahiYwBYu83Al09vouRA+N9jZFkOZprYD+zg9ddf588//wzpHH6fl5/ffIXvXngSnze8AQfu3TVOkz59wjpPEFlm7Kxz6DFkOIMmn9hgE3VSEgC+os7LUN352yr+/Ppz1n31afCYWqvlpAXXM+O6m1GpA3XJDl37VBHhq6fTFKLZjCoysp7Ov8fjwePx1Htn9Pl8eDyeehulddtKdQIH/H4/Ho8H72HfvcbadjQXXnghb7/9Nk888QTbtm3j+eefx1wjK3rw4EGmT5/O6NGj2bhxI88++ywvvfQSd999d7D/fffdx2uvvcZzzz3H1q1bue666zj//PNZsWIFaWlp5OfnY7Vaeeyxx8jPz+ess8464tjZZ5/dKpvz8vL46KOPmDhxYkg/C4WW4/F4cDlcVIuxOPTRIMvBdSG7a7/HKkmgQhSokiUkWQ46PPw+P26XC7/Pf8S4h6+3I9ZFzSCtyYuw2WxUldqpKHI0m0zZ3jXxyIMP8PmH73Lfw493yJqQnE7279nDp99/z4RWrgmV1Yp1+nQAKt59p1V9uxOVn39O8WOPU/rK0s42JYjlxBMRNBrcu3bhqslS7Yr4KyvJX3Ibe6afTMEdd1K2dClFDz5E7tyL2H38Cdh//z3Y1puXh7cd0nt/dzquAms34JBOcGc98Ck0T96S1QAk/ecoVOZApEH1zweo+m4fptGJRM2qjRDLv+tXZK9E4o2jUUcHNudsa/Kp/GIvhmFxxJyTFWxbcP/vSHYfCdeNQJNgAsC+rhDzmKSO+tMUFBT+ZsQZYoE9qFQGqkUH6mQTUnZtDRO9JKAXI+gZayK7pPM2V5OSkigvqiY6QYdK5cTjcqLVG8I2n16jIsGqI7kDnCauv/7C9tNPIIrE/vuyVvePPON0ip98EtemTdh//x3TmKZlpbortuXLATCOHhW2OSTJT/G+HCwxsRgs1iajkAWViojp0yl79TWqvvgcy+TjQm5PXQ3+tuI9eJADV12N66+/AHBt3YquV0DervLzzyl/4016fvgBgqZjJIYU/t7UXTPalERMDh16swbruOnoevUmymxA69OjM4Tv9e737DIuf2MdyZF6imuyBqMjrbjj47FYLCGdSxRV/PH5x8iyxDGzz0cdGRXS8Q8h+3x4ajb9dZkd4zQRRJG+Rx1D36OOabTNoUwTX1FRh9jUEHE9ejF82owjNN57DhtZ73fPnprPr3d45T0bQ9Tr0cTH16tHc++99wKwaNEiTKbAu93q1av58ccfGTFiBKeeemqw7YMPPojX6+Waa64hKirwPfv999/59ttvGTx4MLNmzQq2feyxx3A4HMyfP5/4+ICMy4YNGxg5sv5nEk527tzJe++9x7Jly4KKBr161X72zzzzDGlpaTz11FMIgkBWVhZ5eXksXryYJUuW4PV6uffee/n+++8ZN25csP8vv/zC888/z8SJE0lMDEgFRUREkJiYCIDJZDriWEs499xz+fTTT3E6ncyYMYP//e9/Ifw0FFrDoXUx56xZGPR6JNnAbzXrYlCfnpx8aG0LAq++/wE+v5+rL7sIq9oIeFi3Yzs/vvcufTPSGXrKUcFxD62L2RfNRh+hRy2oj1gXbck9E0URlUaFIIHf60FWqYLO2rqEYk08/vAD/O/dTznu2GNIjDCEf0188glOl4uTjz+el155pdWfTdQ5Z1P50UdUfvFloEh6VlbznboZjjW/AmAOs6O1YM8uSvbvI6Fn72YVF1RWK+ZJE6le9j1VX3yBPoyynvaKcqpKikjq0/o5/NU2qpf/CJKEccwY9P2z8BUXU/3jcnz5+ZS99DKa+HgOXHNtUKI06oILiF94HaIhfPsA3RHFaVKHiiIHxbFDwByeAqgKCgoKCv8czsicRb5xN2MH34unUuLD3AqmD/CSpK0gf20kNkcWvQzjufr8ZKY+9jMxpvDVkmiKuXPnAvDVkw/x3XOP4XFcwsiTTwvbfDedlMVNJ3XMg31pTZq8dfp0tBkZre6vjo0l8vTTqXjvPQpuv4Oen3yMGMaaH52Bt7AI19atIAhhfSmxl5fzxk3XIKpUXPPGRwhC004L6ykzKHv1Nap/XI7fZkdlNoXNNqetGoO5dRu+rh072H/JpfiKixEtFmIuuQTjqIDTSZZlKt59D/fOnVR+8SWRp58WBqsV/qmYjzuO1JuupLffj6DTIYgBZ+7JHTC3XiNSZvfg80tUuwPR+sdPnoRFf0LI5xJEkTGnnYlaow1rbRPZ4yH6kovx5OQEa4l0BdTxNU6T4vBngDZGdHIKky/6d7PtDmWaaHv1DrdJCgScNCqVqtGMjW3btjFu3Lh6jtZjjjkGm83GgQMHqK6uxuFwcMIJ9detx+Nh+PDhIbf30Ucf5bbbbmPnzp3cfPPNLFy4kGeeeSbk8yi0D0kT2Br0a2RSo5OQa74+ZWUiPksiZqG28LXaL2PQGFAd9iwXa4glPrLxmhCtJTIyktgkK5VFhZQeKMQSE4MpMvqIdqFaE5eec1q9fuFaEw/ffz+Lzz2XXfv2cfuzz7ZpTRiGDMFy4olUf/cd+f9dQsY7byOo2h8Q1FWQHA7ce/YAYBg2LKxz7fptFb9/+gHDpp7ClHnN11yynjKD6mXfU/nFl8Rdd11QJjWU5Gxcz4f33UZUUgoXPfJsqyUvtakppL/wApLdHnw/AfCVl+Nctw7zcceRO/eigMNEpQK/n/LXX6fy44+Ju/oqoi+8MNR/UrdFcZrUoTRxFJsHpdEnzUDXE1BRAEi+82gABE3thckyIRXz+BSEw4p2Jf03UAtEUNe2NY9LwjTmyCJbiYvHHNHWNDIhtMYrKCgoNEB6tJGP5x+NRtW5ipmHHvjCXdeiI0lcsgRdr95Yjp/S5jHir19I9Y8/4tm7l6KHHiLh5ps7TKu9I7D9vAIA/ZDBqGNjwzaPy27DGBGJWqttUZaHftBAtD164Nm3D9sP3xMxc2bIbZIkPx/e81/2b93CxU+8QER8y6IEPTk55F40D39ZGbrMTNJefAFNnQhDQRCwnjQN19atlL7wApYTTkA0Gf9W3xuFzmXn2HFIDgdJ992HdfpJ9SLsw0mMOTBPlcvHsZmxVDq9mHXhe50cf074X9pFo5H4a65pvmGIWP7qi8Rn9KL/sZOavBYGM0060WnSUjw1G1u6XuGtidYcfrsdf1kZ6vh4brnlFgA0dTL9jj76aMaOHYt42AbXokWLAFDXiWAfM2YMI0eOPOK6fe211x7RdliYN/QOx9DOKGCbLSDh9+WXX5JymKNQF4ZrSWJiIomJiWRlZREdHc2xxx7Lf//7X5KSFEWHjubQuqCkCH9ZBaLRHFwXZaUHoNQR1M869eJANpbFYw32H9G7N0N79kSl0WCOqM3kaNm6CKyltpQtF0URUaUCoeF3pe62JpLT00mMjWWQ3UHS8OFtXhMJt96Kfc0aXJs3k//fJSTdeQdCA5k43RHX9u0gSajj4tAkhM4R1xARCUn0GDKc+J4ty5Y0T5qIaLHgy8/HtfUvDIMHhdympMwsVGo1eqMJj9OBzth88JivtBRPbi7GGkefvv+Ru9rqqCgsxx9P9fLlONauRdDr6fX5Z3iysym4/Q68eXn1pC5bgyzL+Csq8BUV48nOxrNvH4JKRB0fj3HUKDTJyW0at7P5e6yoEGFOiSahp5OYzPBtGii0D1F75MuFoBYbTPdssK1KpKHg1sbaKigoKLQVy+Tj0AwdRKm3Cm1UNJdHJCNWZSLZbXhtKiarDUQmJ2LQqhieHh7ZkdYwbf51nHTlws42I6SozGZiL28+SrbJMSIiSLz1Fg5et5Dy115HHR1N7OXNRyF1F5wbNgBgOvrosM4Tl57BFS+8gdRC7XdBELDOmEHJU0/h3LwlLE4TUVQhyyDLEge2bW2R08RXXEzuxZfgLytDP2AA6UtfQWW1HtEu8pxzKXnxf3iys9k5ahS6zD6kPP54UL5LQaG1WKadhHHsOES9jj0nBbTM82++GcPgQahjYxEMhrA7T+pmRD593gisekV6rjUU7NnF+q8+BUEgsXdfYlLTGm0b/a9/EXX22aiiOv/5oClkvx9PTg4A2t6dm2niLynBX12NoFajbWDzUd3IZqK2gQxSlUqFqoGo7cbadiSDBw9GkiRWrFgRlCKqS//+/fnwww+RZTno9Fm1ahUWi4XU1FSioqLQ6XTk5uZ2eH2RQ7Vg3G53h86rEODQ91eOT0QdG48gisFN9hhrPH5bLlpRAkTUNZkn8YlWkCT8ZbFIHi/+8rIjIutbsi40KoH+idY26XRZYuOwxMY1er47rgnRaEQ0GpG2tX1NaBLiSVyyhLzFi5E9nkDGwN8E15YtAOgHhd4hcThDpkxlyJSpLW4v6nQk33cv2l69wxYsoDMa+fezr2KwHPmOURfZ78e5YQO+oiIK738Af3k5qU89ifnYY5vsZ544kcS77kR2udGmpaFNS6P398twrl+PLqvW2XKotqRx5Ag82dm492aD34doMqHt0QNdZqA8gm3lLxyYPx+5kRp00XPnknDTYgDce/ZQ/ORTiDodgl6PqNeBqEJ2u5BcbiwnnoBl0qRA273ZlDz1JJLbg+zxILvdgf96vagiI0l/Kfxyj4rTpA5ZY5PIGqtEPCiEhrKyMnJzc8mrKaq0o0Yr8FC0TXMUFBRQUFDA7prilJs3b8ZisZCenk509JFpqQoKCl2LG9cuYeOeb1lQ4iHa8hpaoRTnhg/wblvOsskVfNJTw+VHL+G1ZfEUVbl5ae4oshKbfjAKBy+//DKVxQ5ShBEcdXI/egyMCdtcFQ4PM59eRYJVzzuXjkUUwxN5X/elKBRYTzoJf1U1pS+/ROSZZ4Zs3K6Aa3PgpcQweHCHzCe24oUu6uzZWE+ejq5n+KKXJ114CXqTGWtcy6LYJJcLQatF0yOdtBdfaNBhAqAym4ibfwWF9/0fAO5duym46y7SX3opuNlQeP8DCHod+CVknw/RaAy8fMgS6oSEYKSY32aj/K23ce/aha+kGFVkJKJWi+T24C8pwTh2LHELrgzYZ7dz8IZFiAZDILvFYEBQaxDUagS1Gl3fvlinBV4MZa+XoocfQfb5kH3ewIuOz4csySDL6AcMIGbeRe36fBVCh8psovrbbyh5+hkcHhW7Bl6C2udCf/MtuDZvZuesh/FHJjDp/Cyik8IjZ6fXqDBqVTg8fspsHqx6DV9++SUlJSVMmjSJHj16hHQ+WZJwOxyIKhGtwRjSsQ/h2r4dVUQE6sQjM9FDTUxqGsf+ay628tImHSZAmyM9OxrvgQPIXi+CTtfpUaSq6Gj81dX4KypQJySERTIllNhstuB7HkB2djYbNmwgOjqa9PT0RvtlZGQwZ84c5s2bxxNPPMHQoUPZt28fRUVFzJ49m/nz5/PYY49x1VVXsWDBAnbs2MFtt93GwoULEUURi8XCDTfcwHXXXYckSYwfP57KykpWrVqF1Wplzpw5Ifn7vvrqKwoLCxk9ejRms5mtW7eyaNEijjnmGDLaIJmqEBp8Xj/VpW4EUSAyvva6KlTkg1eiUi/iKD1InFMNyKAvRrAXozZE4ZUCz3Cy38/Osp30jOiJRlXrPD9QfQCH10GiKRGrrv7zkSAIaNRNX2MPXxObN28m0hRHbEwsg0Y0XtchFGvikvlXc/W11+L0eJkyaWK3WRMRM05Bk5iAfujQ4D1Mcjq7fV0KZ9BpMrCTLWkYSwPOuVDTrMPE62X//Cuxr1wZPKbNyECTmtrs2IIoEnXWWUccqyvl5d61i4NXX43kcIAggFw/TyzqX+eSuGQJALp+fYMOE1VUFJrU1GCgmGffPoxjRgf7+YqKqP7mm0Zt02VmwqTA/0tVlVR99XWD7VRxHZPsoDhNFBTCxGeffcZFF9VuNpxzzjkA3Hbbbdx+++3N9n/uuee44447gr9PmDABgFdeeSVYg0BBQaHrUuIspUAtYBCq0FX78JRXIdm8eItKcXg85CHg8DnYnl+N0+vnfyuzeeisoR1u5/79+5FlGXVRFS5bw9EhoaLC4WVfqYOSanfYHCYA5W+8SdXXXxN94QVYp00LyZhRZ88m4vTTgjVNZFmm6vPPsZ5ySpffmGkMyenEXfNyqh8Y/kiu1qKOiwtK1ISL+IzWZX5o09LIeOdt/NXVqGOadjBGz5lD5Jln4q+u5uDC65GqbcHvireggLKlS494ATlExGmnBZ0mSBLFjzzS6DyajPob1bblyxtta50+Peg0QRACNjSCZLcrTpMuhr+qGm9eHj5jEsVxw9F4qsG+CYDSag3O0kp8npZlc7UVR834pXYPGbEm8vLyOHjwIGPHjg35XF8//QjbfvmJiefPY9SMM0I+PkDejYtx79xJ2vPPhb3YrEanZ8zMv5fjXVCrifrXucg+f6ffC0WzGUGjQfZ6kaqrUUVEdKo9zfHHH39w3HHHBX9fuDCQ7TtnzhyWNnFtBnj22We55ZZbmD9/PqWlpaSnpwell1JSUvjqq69YtGgRQ4cOJTo6mosvvpj//Oc/wf533XUXcXFx3Hfffezdu5fIyEhGjBhRK98UAgwGAy+++CLXXXcdbrebtLQ0zjjjDG666aaQzaHQBmTwOCsQAMmrRtTUZIn4/cgSCJKE4BeRBBFRlkDygd8Dkh9/lT04jFfysrN8J/1j+iPWyGb5JB9eyYvcJhGuI9fEkiVLgCWcfea/eOf9N5vs2941ceUNt2KKiOahBx5gwRWXh2VN6PV6XnjySa7bswe3xxOyNWEcXbshLcsy+y+/Ak1KCkn33N1tpWHd2wMBx4YOyDRpL96iIjTx4ZMQ83k8VBTkEZueETwme73k/3cJ9pUrEXQ6tBkZGIYPI/6GRSGrA6lOSibizFmUv/EmSBKqyEi0vXsj6nRIdjvaOoEymvh4+iz/EXVMDEIz9T+1PXqQcOutwcwS2e1C9kuIej2CXl/v+6xJTSXhllsCNfy0WkSdNvD/ajVCB0nTCrLcyNtaN6WqqoqIiAgqKyuxNhL9p9D1cblcZGdn07NnT/R6fWebo9BClH+37o9yDa1Pez6PG188i6RVOfSLnkqk6Wj0PdLRfPJ/qHevozhB4oORaqJPvYql39RGm+b8X0eU8q3P9u3bKcu3480vxFmZTeaYUfQeeVRY5tq4v4KZT68iOULP6pvbXmekOfZdOAfH77+TcPNNRIcoOuxwqr76ioMLryfxjjuIOnt2WOYIN7LHg2PdOtw7d4btczrE6vffpKKwgGEnTie5b+srx3kLC1FFRCCG8d7i83pRaxqWG/Ls21fv5aC1yF4v7l270A8YAIC/spKKDz/Csz834IhTq/GXlePevRtBq8V87PigDJwsy+TfcivaHulokpLwV1YGNijValQx0eh69QrqFst+PxUffojsciE5HEgOZzCTBJ8f/cABRM6aFRy3+OGHQa2uzUbRqAOa4YKANj0Ny5T2rVPlnlJLez8L5+bN5JwVuNZ41UYK40ciSl56J7lx/vkn0pV3Yhg/iZR+keiM4ZPNyrjpSwDOGJHCI7OHsXfvXux2Oz169Aj5v/GPrzzPn998zthZ53LM7PNCOjYEHMc7Ro8Bn48+P/7Q6ZkSdZFcLooefgRfcTEpDz34t9GpDzWHv3t4CwoDGXkWS7uu2QqdQ1Pvksr9pJamPovm3sclSaYoOxAwEx0VhTY6EK1ty92GqsqPXQ82vUB0tYCsUaGyxCB7nBh0Mt6iquA4exMDm/FZ0Vmoauoz5VTmYPfaSbWkEqGr77T0SzKFVS4AkiL0zW7mu1wuJElCkNX43E78Xic6o7HZ6Pu2svVgJX5Zpl+CBZ0mPDJXkssVCFYSBPRZWS0u3N6aPRbn1q3kzAo459P+9z/M449pk63bfvmJxD59iUrsnPui5PHg3rETbc+eIXMCNIStvIxXr5+PNT6B8+99tFXOf8ntJv+WW6letoyIM05Hk5yCaczokBauL8rZy4f3LkEQRS5+/AU0usC/f8E991L++usgiqQ+83RQzioc+MrLQZZR/43UblpzP1GevhQUFBQUFMJAdJGTkzbpMZ84Fa9H4qs/ihjhdhMJxBWKjNkps7zM0dlmkpWVBVmB4rRbf/oaU4QpbE6TSmcgk8VqCN+Gnq+8HMcffwBgnhK+1GlPbi4AJc8/R+TppzUbVdMVEbRaTOPGYRo3LuxzZf/5BwV7dpF5VOtrpxQ99hilL71M4i03E3XuuSG3TZL8/PTa/9j283L+dc/DRCXVLwJa9c23HLz+ehJuvpno89u2cStoNEGHCQRq5bQ0i0MQBJLvu7dlbVUqoma3zIknCALxN9zQorYKnY97567g/2t8DlLzauQYUkYCkBTpJnp4eDOzAF68cBRfbMrjvycHvs+9wlin59hz5zDxgnmo1OG5Zzg3bACfD3VSEuowFqXe9ftqNv/wLePPndPi7DZBo6H8rbfA78d3801oEhLCZt/fCVVUJL6SYvzVtoBsWCOOcAWFfyqiKGDAh+QTkJ2u4HG/R0IFmFxg14PGLyHq9FS5NciyFrEkj+a2k5vKMJFlmRJboG5HUkTzATB1nQM2dzUuWzWiSgyL00SWZfw1seSqMGbC+6sCTieV2dxih0lrMQwcSNQFF1D++uuUPPUUpmOObnW2iST52b32V/744mMu+L/Hw2Jnc4habVgKrB9OdUkxLrsNdZW+1dmSglaLv7wc2eOh4p13ASgGEm69legLzg+JfTGpaai1gYyKysKCYLZJzLyLsC1fTvyNi8LqMIFA8fh/Mt1TT0JBoZvz5ptvYjabG/wZOLBr6jYqKCi0Htnr5GDRd6zUb2fYCekYPcWdbVKj9BgyjKNOP5u0gUPCNschp0lEGJ0mtuU/gSSh698fbWpKs+3bSvTcuajiYvHl5VPx8SdtHsfv8+J1uZpv2M056vSzOfZfc0nIaH2hYHVMLHi9lDz7HH6bvfkOrUQUVVQWFuCy2/hr5U/1znkOHCT/v/8Fvx9vfl7I51ZQaC/BzZAOEg84YUACj58znChT+B3FGr0+bA4TAMfagIPdOHpU2CRMZFlmzftvkb1hHbt+X93ifoJKFZQA9BV13WcHT24ufputs80IIup0NVr+Mv7Kys42p02sXLmy0fdEs9nc2eYFufzyyxu18fKaTEmFrolR9qL3+hrdDAxeDQUBo86DUSxHkKXg+TJLbduGHCVCQ9Xe6xxq7d3q9/V/0mfocJIzeoVlTfilWova4zRpbk1INU4TMcyZUjGXXoKg0+HcsAH7qpbfdw7hdjjYu34tRdl7qCouCoOFXYe4jF7MefApZly7uNV9BUEg+YH7iV+8mNj58zHVFF8vefrpkL2vqNQazrj5duY99lw9eS5NUhK9v/ka64knhmQehcZRMk0UFDqBU089laOOajiSW6NERCko/H3w2snJ+5CPjurJO8PO5qDkxNPZNtVBkiT27dtHRaGD2MhejJoxDL0pfNegjnCaVP/wA0C7ZYWaQ9Trib30UgrvvY+ypUtbJdElSxKCKLL2sw/57ZP3GHv62WHT62+K0v/9D01KCuYJExBN4Ut9B+gzuu31DiJnn0XZa6/h3b+fkmefIWHRohBaFmDCeRcx5Php9BoxJnhMlmXyblqMVF2NYdgw4q+9NuTzKii0BUlQ49RHIyBjrIlWLarS4NxZTnyGFY02PBGsDZGbm4soiiQkJHS7Z1jH2rUA9QqfhhpBEJhx/S38/skHjDrl9Fb1VcfH4ysqwlfcdZ0m+y/7N56cHNJfexXTmDHNd+gAVBGRIMkQpkjucDNq1Cg2bNjQ2WY0y5133skNjWQr/tPls7oykiTjE/T4VUKjm4GCLOATBQRZwqRzIfjLcMq11/cKU61joa7af1OZJq11RbjdbmRJRkDFqNFjw7omDjlNVILQLgd6U2vCrNcjVVQE5rFYGmwTKjTx8USedRblb7xB5ccft1iiS5L8iKIKg9nCtPnXkti7L9a48NXqaIyy117HvWsXEafOqFffIhyoNZp6zohW94+NJeaiuQDIPh97Tz4Fz759lL/1FrGXXRoSG2NSaqW8PQcOoE5OQhRVimxnB6F8ygoKnYDFYsES5pulgoJC12FO0QxKXtyMGD0Qitd0tjlB/H4/r776KgAxhUczc8FI0gc2Xdy6PYTbaSI5ndhXrQLAcnx4nSYAEWecQeEDD+LJzsaTk4M2I6PZPrIk8cKCeUQnp5LcNwu33c7+vzZ3uNNEcjopevgRkGUyf1kZdqdJexB1OhJuuZkDV8yn7NXXiDztNHSZmSGdIyY1nZjU9HrHqr74Eucf6xAMBpIfekiReVHoMqhnnc9vJaPRqvxM41MAft4Wi3fLn5x3x1giE4wdZsvrr7+O1+vlmmuuISrEEg7VZSVs+PZLJL+fiefPC+nYkseDc+NGAIyjwrspE5WYzNTLr251P3VcQG7NV9Q1I31lnw/PwYMAaFNTO9maWlQx0ahjw/csE24MBgN9+vTpbDOaJT4+nvgwFj9WCA9+n0S1OgFB9KOljkxwHV+BKAnYder/b+/O46Oq7v+Pv2ZfkkwmIYGwBYKsyr4IQUERKrgLqIi0dVcUv9XK161WabX9Yittv9Yq1V9baOuCK6KCfItsCrIosi+RJWFNQhLIPvuc3x+TDAwQCGEmy53P8/GYxwNmztx7P9ne98655xx0QT82TESn+/GUoSbn6JsoKSkBwOBLwGQ2xvR3ItxpcoFTc53td8JfXIKPUvR2e6N82O249hqOv/UWlV9/jfL767XPdfPfZ8fKZQy5aSJ9R4+L+THWpXLFcqq+WYOtf7+Yd5pEk85oJO3hhyicNQtjavSntPLl57Ny0kQOd2zLpNn/wJainTVGmjOZnksIIYSIgVRL6GRJh57jxgqMrW0YzK7w6+agDrM+qV7z+sZSeno6VkMSyelW0PnxeT0x25fFqKdtspXWDktMtl+1ejXK7cbUvj2WHj1iso+TGRITw3coV65cWa/3FB3Io7KkmII9OfS/+jom/eolbnril7E8zDPy5uWBUhicToxpaTHdl6uinMLcvbgqKxq8jaRRo0i86irw+8n/5XOoQCCKRxgp4PdxLG8fR2fNAiDtwQdiOtWbEPVy0t2vptRULHYj1pQEEi4bjuOGG0h26knJsGMwNe7lndPpxOl0xmSUid/jYf0nH7D5P4si7maOBvfWrSivF0NaGuaszlHdNsCRH3ayd8P6C9pGuNOkmY408RUUgM+HzmzGmJHR1IcTFqup1oTQAp0Ogv4iAsESgiePEjmpw0Cv16NXCqVTKJ2RoMEWsQ2H34Su5q0njy4x681YDBYMutO7WU7+razPX3Oj0YhBb8Bg0mMwgN/nI+D316vG86UAs1GPyRi7/AxU1Kxn0kijsGz9+mFITiZYXh5av6seDm7fSmlhPioYPHfjGPLsywXAHMM102r9sHYV21Z8SXlxdG5OcFx/PV2XLMF5yy1R2d7Jij7+mF0ZqZQoP9tXrYj69sWZyUgT0axF+wJJxFawiQNWiOZkUs/bybfnMrz/THylQT4qK+fa3j7aWkvJ/9ZJdVUPLrKN5NmpHbn8d8uxxPBEvS4mk4lp06YBsOajd/ng17+n7+hx/OiBR2Kyv/tGdOG+EbE7ATY4nSSOHo3loosa7UOTxCuvoHrtWipXfkXqnXees316pyzunPUapYUFJDhTSHA2zeJ6nn37gMa5IMnb/D2LXp1Fx4v7cNuMmQ3eTsbzz7Fv3Tpcmzdz/J13o7bI4smKDuTx6R9+S7C8nOGFhVg6dCD17vot2C5EY0gYOYLMx+8nq+YcWacbDnfcwaQmOp7aDImFpFbp9B97PY609NC0hlGcbsnStSvt/jCLYFXVBeVFMBjgq7fnYjAa6XX5laR17ER58VE+/O3zBP0+bnnut3To2bD1Co01dyw315Em3rz9AJgyO573ArrRdqZrRhUMotxu9PbGG3klLoxcS0ZPXV9Lo8mA7gwTaXmdDixVpSgdZKRlsKPqEACG8iRUMJFESzE6T2hkSlqxF5Vhw3fKp4kdkqI34uzkERtVZaUUHziCNTERZ5u2UdtHrQSLkZ4ZsevMUEqhtyeg/P4GrWfSkN8LncFAqwceQGc212skPMDNT/ySQ7u207pm/cHCfXvYuuw/pHfKot+PrjnvY2iIQGUV/oICACxZWTHf37effUzBnh+4cfovcKRd+Mg5ncEQ1XOVWkopXIu+YMiRI5TfcA2DznO6T9Fw0mkimiWTyYROp6OoqIj09HS5Y6iZU0rh9XopKipCr9djNsd+cVAhtCIt0cI79w1Ff4FDwi+UXh86wQsGY3cHf6zZBw+O6dz0Z+IYNw5Tu3YkDB9er/Y6nY60jp1I69gpxkd2dt7wXVyxvyAJ+P3Yk50kpaVf0HZMGRm0/u/pHH15FjprbEYrOdJa46muRvn9uFKSaf/QVPSW2OxLiIbKveVW3Nu2kf7Yo7S67z7NzmttNJsZfU9sFpQ2JCeTfN11F7wdvd5AyaED5G3aQHJ6G9I6diKpVTqZvfvhc1fTpubDp4YIjzSpmaamufEeCHWamDObLs/qumYMer149x8AHVi6dGnyTh1xdnItGT1msxm9Xs+RI0dIT0/HbDaf9lmKzWQmUFqG12QBtxsAny+AJxhE6UDv9RL0hT6o9/m9qKDCoxS6kz68TzOlobdYCPqCuH3ucx5XUCmUP7Syo9vtwnAev5Nenw+/CuLz+XG7z72vZinZAckOvMFg+Gt+Lhf6e9Hq3vOb1tJss9NlwInpsAr27mbzkkW06dK10TpNvLmh6xNDq1YYnM6Y769Dr95Y7AmkZLSL6naV10vlqlXYBw6MSh2enTvx7t2L02xmyBPPNvrno+6qSnQ6PZaamxCCgQDffT6fpFZp9Lr8yqjtRwWDoU7GZrQmmTbPsEWLZzAY6NChA4cOHSIvL6+pD0fUk91uJzMzE71cmAhB4hUjaf92FgWeYwRTMrgvvQvGig5QWUb1cQPZpkRSu3TCajIwvGtsp0eqj8E3jGfgtTeiN8ipwfkwZWRguoBpSZRSrP/kA3avX8P4p55vtJEnnn17AbBkxX6kSe8rx9D7yjFRGe7vnDSJxKtGY2oTm3nULXY74598nlYdOmIIBNFd4Ac3Sql6X9gU7c8l4PeTcVG38Hvfff4JbIlJjH9qRridp7oad2UF1sRELPbQWjQBv4+SQwcBaN35xPf02JHDVB4rIbl1a5Jbh35OfR43Od98jdFsptvQyzDUfOBecawYV3k59mQniTXzJKtgEL/Pi8nStNMIitA6Tba+n6G32zn4cGh0R9H/voJz0qTQHOkGWRQ0Go7m7WPdx+9x0eChXDzyqtNeP7hjK9988DYTnvoVJmvo92LYhNsxW6x0GRRaCF2n0zHuoccwmE2YzA3vdHVcdx1JPxrTKB8cNYRv/wEAzJmZ52gZO2e7ZvQVF0EwiMHvl87vFkKuJS+cXq8nKyuL/Px8jhw5csY24SlOy8vRVVUBNecRx4qBICbl56jnOAA6uw69Tk9ptQsVDBCsCE21aoTzXutNHwidB+6vLqEhn/lW+Coprqg8/ze2cE31e9Ft6HAK9u6mx7D6LSQfDd7c0Eh4SyOMhAeivl5arQMPPEj12rW0fuqp8ELxF6JswacAJF51FYaatZEDfj/r5r+HNdHBwGtuOK/tVZeXkbPma3To6DpkGImpJ9YBO/Xa5fCuHXw0cwaX3jiRYRNvB+DYkUN8/c5cElJSIzpN1i/4kN3rv2HklLvpeHEfAEoLC1j6j9kkOFMY99Bj4baLXp1F3ubvGXX3g/S67AoAju7P5a2nH8We7OShN98Kt13xr7+Rt/l7ho6/Lbw/n8fdKNcncmYtmq3ExES6deuGz+dr6kMR9WAwGDAajTIqSIgav9z4W7buXsi9JYo0599J1e/CvfFjvLu/YvmIYj7vZObexOf52z9TqPIG+Oc9l9LeaTv3hqPI7Xbz/vvvU3K4ki72bK64vQfONrE7NXjw399xtMLDCzf2pk+H5Khu25Obi85oxNShQ7P9O1R5rITNXy4mPbMT3YddDoQ+XNu9fg2F+3az59u1jXcnV+1Ik4sa56IEiMqdvjq9PqLD5Hw6JeqrbbforYezfcWXrF/wISOm3EW3Idnh512VFVjs9vAIr4pjxfzryf+ibfeeTH7hZXQ6HRUlReT/sAsAr9uF2Rr6+7B+wQes/+QDrvjxPQy+YQIAVaXH+fdTP8NgMvHYW/PD+9mwcD5bvlzM8FunkH3LZAB8Hg//99dXAHjs7RMjpDZ8Pp8NCxcw5KZbGHnHXUDogqzk4AEyunaP2tdENIzB4eD4e+9R9skCKg4WsbfnTzAEvCQ9/zwVS75k+w0vY+7Qnqvv6401Ifrri5xJRUUFn3zyCVarlVtvvTUm+1BK4aqZC97uiE5u+PLzKfv8c+yDBmMfOCDite8XfcoP61ajMxjoNWJUxN8Xn9vNZ3+ciauinG0rv2TA2OsBaN+jF+179IrYjjUx8YKP05CYACRc8HZixVvTSWHu1HSdJlD3NWPhe+9TuXIlKXfcEZPpHEV0ybVk9JjNZjIzM/H7/QROWQOu4piL9Z/lYrEbufzWE4url/3hQYq+PcS67nZUQmtM+yspTfTQ45o+pB3ZAkPuhe5Xk3fX3QQKC3nnjnY8dcdsTIYTefObtb8hvzKfRwY8Qq9WkX8Tz0cgEODTTz/FWx0g1d+Ddl1SuWRE7NaWe2ttHqv2FHN933Zc3ze6Iw4A3Dk5mDt2bNBUgRf6e+HZuxfX5i3Y+vTG0q1bne12rlqBq6KcrP6DSGkb+lrbHcmMnfqzBu23oRpz+uBYcowbS/XatRS98gr2QQMxOByYOnVq0PdR+f2ULVoIQPKNJzpHdq9bzZoP38Vss9Nn1I/CN3KcasvSxXz32cd0GXgpV/70PgCMJhMr/vn/CAYCdOp34jxo3/ff8tXbc7j5iedwZoSmwistzMfndnFwx9Zwp4lOp6NnTUfHyXatXknR/lzKi05MK1pVepy8TRtwpEfe8OZ1u3BVlONzn1jztfZGLv0pNwFVlBRTcugA7pPXx2yklRyk00Q0awaDAUMzGpolhBD1daTyCPuNkEQx1uN+PMdL8R+vxnvgCGUuL3uVnXJvOVsP6wkqmLs6l2evu7hRjzEQCLCv5uT04P5j+LyxnZpr2+FyDpe68Mdgzuriv7xG+cKFtP7v6bS6776ob/9svPv3U/rRx+iMRtJ/9l91tju6fx9rP3qXtMzO4U4TgEtvmoi7qpKuJ32oHksqEAh/2NVYd3LFQtU333D0lVfo+Ne/YkyJzggdX34+vvwCbAP6o9PpOLxrB0lp6TgaOLVY3paNHM8/zOGd28OdJoX79vD2Lx5n+G1TGDYhtBJFWWEB6HQktUrH7/FgslqxOZKZ+MyvqSorjehwyt+dg9FkjnhObzCS4EzBcMpdn4mprWjVIRNb0ok5tE1WK1n9BxEMBjEYTSc9byfBmRLunAlvW0YvNBuB4mK8e/fit7WmIGMYRl8V6L5EAYUVdth5HBVsvPUAXS4Xe/fuxWaLXYf/V2/P4bvPPmbQ9eO58if3RmWbVevWUfSHP2IbMIDO774T8dpVdz/A/m2bGH3P1NM+3DBZrUx4+ld89/n8M35YEG8c116DsXVrbP36NfWhnPGa0XHJxVTPm4d3+XKs9zfueYEQTU2n02EymTCdcl5QEfCx55vFGI1eLht7N7bWoen1KnN3YthVgdusw+twEayyoq+qwHh8J9aDK6D/eLBaMZQeR+Xnk1N4lJsX3cyfr/ozl7QKrdu0vWw7e0r34NV7sdbxAW59+Hw+cnJyACgvbI3FaL+g7Z3LzqMeVuwpY2jXtlHfT6CyitzbJ4NOR7fVq6J2vlpfxa/PpnzhQtJ//vOzdpps+XIxh3Zuw/bI9HCnSVMI1ExHaWmEm7piceNVLedtt1Hx5VKqVq0i77bQub7z1lvIeOGF895n1dp1BIqKQ2t3Xn7i+rHH8JFs/2oZF4+8KtxhUlV6nF2rv6Lvj8aFR7rqdHqO5x/h2JFD4feabXYGXT+eymMlEesE5W35npJDB1j13r+5/tEnAWjVIZNbnv0NmX1OZH2rDplc97MnTjvWK396Pz6Pi7SOnU98LdpkMPahx8JTe9Uadef9XH77TyNGuaS278DDf3+XoN8f0TZ74u30+9G1pLQ90alpMDfODUJyFSSEEKJZy8vL48UXX2TZsmUUFBTQrl07fvzjH/Pss8+edW5Xt9vN9OnTmTdvHh6Ph7Fjx/L666/Tpk2bRjnutPxqpqw140r+CTZ7Gce7ZcK2IxiBAeuN7PYHyc2qJKicAPy/rxu/08RsNjNhwgSO5pWTGNCxbdkHtMnqfMYpSaKh3BW6CzTZFv2THNfWrQBYejX8zraG8h87Rsmbb2JMTz9rp4nd4aT3qKsjTg6BiA6URqHX0+WzT/Hs3YupfewvjD55+UXMNjtX/PieqE0/pgIBCl/6HZ4ffqDwf2bS/uXfR2W7x99/n5LZfyV54gQODOzD6vffoteIUVz7yPR6vf9o3j4O79qOs01bsgYMZsx9D9Mj+/KITovig/tRKkjOmq8ZcuNEDEYjaZmdefD1uRE/Gyazhc79B522j9ue/5/TnktMSWXqG/8+7fnsiZPJnjg54jmT2cKEZ359WtvLbpvCZbdNiXjOaDZHTPfV0rXUPAFw79rFsX/+CwCzr5Kuez9GF/RDn1CHxbDOhSSOGoXJ2ng3GyUlJTF+/PiY3hmeVPM74a2uito2XZs2AWDr3/+018w2Ow++Pjf8f6UUx/OP4MzIQK83kNG1O9c/9lTUjuVsVDBI4W//B39JCW1/8yKGKIxeiabkm24i+aabmvow6pQwbBgAri1bCFZVoU9ovqN2RMvUEjMlKdWK8nyD2w0lS9rRYcoDABzAjw1QOjCZAvTcX0hlv47s29+f3IrW9HWZQ+PeTKGPEE1+xdHqo7j9J9bnUCrUaa/XnXlk8az/yyGgFA9feRFJ1rqvBfR6PRMmTKDiuJtUc3sCnkL+769/xtkmg6Hjb4vK1+FkZa7QWitOe/SvT9zbt4NSGNtmNHqHCYC1V0/KFy7EvXPnWdtlDRiMLclB+hnO+VwV5Wz5cjEdL+lLu+49Y3WoALR98UVaP/U0jTGMYNeqFSyb8wZdLx0e9RE1Or2edr//HXm33obv8GEASj/4EEu3bqT+9KfntS374EG0/98/ESgrj5g2WKfTcfMTz4VHZwCsm/8+Gxd/ht3pDE951WXgECY882vSMztHbLd2VPnJ2nXvRYIzNWLmg9ppg+sjs3ff055LcKbQ+8oxpz1fO23wyfR6A7bEpNOeTzvl2GvbNgbpNBFCCNGs7dq1i2AwyBtvvEHXrl3Ztm0b999/P1VVVcyaNavO9/385z9n4cKFfPDBByQnJ/PII48wYcIEVq9e3SjHnV7g4uYNNhKvvhGfJ8iib48y0OPGCbQ9pOdyq2L5sOh9CNQQJpOJvn37Ql/YvOQLVs/7mK5DhsWk0yQQVFR4QneNRLvTxH/8OL4DobnVbX36RHXb9WHt3h10OvxFRfiLizGmnXmNmoyLup3XiWes6HQ6zJmZjTIPvc/rYe936wC46q4Ho7ZdncFA2xdfIG/yHZR/9hkJw4fjHH/zBW1TKUX556Hh7wnDh5PVqwdrPnoXk9mCCgbrNb1Y7sbvWDXvX3Qdkk3WgMFYExLpdunwiDaZffpxyy9/Q7sevcIXOtaEREhoXh+IalFLzRMIdZrUMvmryTy4FABdv2vRAZ1SKkgb2vD1lRrCZrPRL8ajDPqMHkvfH12L8Tznzj8b16bNAOEREsfzD3M4ZycXjxwVcRFeO1/4tws+YvJvZjV6B6JOr6dswQKClZWk/+xnza7TpLkzd+yIqX17fIcPU71hA4kjRzb1IQmNaYmZYk0w0VOVUFVkwL9lB9TcK5Hv8dMFGL1ZsXqkm/allaR0GMji/L5UeYfT1XOsptMk9LfYWDM43R88cUd4kNBIch1n7kj/68q9+IOKu4Z3PmunicFgCF2f1Ni9bj/blv+Hdt17xajTJHY3dbm3bgHA1uf0D5MbQ+3NZJ5zdJpcetMtdb62+r232LxkEV2HZHPTfz8b1eM7k9DUlLFXXlyEu6qSYMB/7sYNYExNpcvCzwm6XJQtWEDxX17D3LnzeW9Hb7XiGDfujK8ZThkNXpi7l7Zde2CxnRjVkeBMIesMN2GdSc/hkpOnkk4TIYQQzdq4ceMYd9KJQpcuXcjJyWH27Nl1XpCUlZXx97//nXfeeYerrgp1AMyZM4devXqxdu1ahtXcfRhryucmv2gFe9u3p/cVl2HbeaxR9tsQ6Z06M/Dam0jL7BST7deOMgFwRPmixF0zysSclYXB4ThH6+jTJyRg7twZb24u7p27SBxx/iNHVDDIvo3fsWv1SsY9/PPTToJbKh06rv3ZE1SWFGOJ8l2+tn79SP+vRyh65c8UvPAC1ksuDnVgNZBr0yZ8Bw+it9tJuuoqkm027vvL30lKPXMnGEB1WSlGsxlzzcVJ1oDBHNm9iw69LqnzPUmpaWfdpoidlpwndartzFONNy1XY4r2Ip9BjwfPDz8AYOsf6jTZunwJ3y74kII9PzDmvofDbb1uFyWHD6E3GvjsTzO58+XXMJ7l7vFYMLZqhbeykkBJMXTJatR9n403L49gdTXmiy5q1ous27OHUfbhR1StWSudJiLqWmqmDOIoxUfMWA1nPtc0+Ws6P4wGerXehvdYETZ76NzWdtt4Zq/8HUdahTpGTu40OddIE71OByiC55lXrTp24vLbf0pSA6dKPZfS6tA1ijMWI+G3hK5RbH0b/6YuAGtNp4l3/34ClVUN6pAYMO4G8vfk0H3o8HM3bkEGXnMjFw0eGtNrLr3Vit5qJfXOO3Fcc23EuoyxcMuzLzTK4ujxRBtX5Cep/UNdXl7exEcihBAtT+3fTtXMP3wpKysjNTW1ztc3bNiAz+djzJgTQ0F79uxJZmYma9asqfOCxOPx4PF4IvYDDcsUt9tHpbucHXlv8Vbf9rzbbyyHPMeorFmQ0eXT4a12E/RUR+yvMRfA9Pv9FBYWUlboJj0tnf433IrBqI9Jhh4qqSLoqcZu1uOqqsR17rfUW/G69VQGAjh6dG+y/Pd1yaJyzx6Kvv+eYL8z303mrqysc3Fgv8/Hglf/gKu8lIyL+5w2OiGajs+fT6C4mMRRo7B27XruN1yg9n1CCwxWVFSco+X5M91+O8HV31C9bh07H5xKp7lzGjz9QeEHH4Z+jkaOoNLnA58PjObwz5TP7cZoPrGWSMHe3Sz6yyzaXtSdcdMeR6fTYU1NY/TUxwA5F4WWkSktIU8Ayqurw/kR1OnxmpPQKYXO56UiEKS6JEjZtkOkdUhCp2+cHKmurqa0tBSr1XrWr2Fz4t69m0qfD32yg2qbDV15OX6dHqMjmeTMzqd9f6645yFGBAIEfD6q3W5wu+vYcmxUJyfjDgQ4duAA/h49GnXfZ1P4t79T+t57pEyZQuvHf97Uh1Mn/ejR2Dpmoh82VP4mt3AtIU8gNpkSzTzxeQLsD3ag3KbH4HJhr9lGlT8QzhhPVZDDZiPHSvPp0Wkn5qp1BPVDKC8vxzdqBPNLXwIUuELHUp5UXvM+DwFXgOrKasptpx9b0FtN0B+krKycBJ3vtNdrBQIBCgoKcFf6cNhSsTss9Bo9rsE1n8vx0jKCHg86nyvq2y/auBF/IIAzK6tp/gYZjbhbtcJ/9ChFG77DPmDAaU28rmoMJnOdnQcmRzI3/eJFILbntlXr1lEyZy6J2cNIvfPOmO3nZObk0DVDo3xvbFZcNfsJVFRgSDp9GqpT5T8/A3NmR5InTqz39Y3L472gw4wH55UnSmMOHjyoCE2AJw95yEMe8mjg4+DBg03957xOu3fvVg6HQ7355pt1tnn77beV2Ww+7fkhQ4aoJ598ss73zZgxo8m/9vKQhzzkobVHc80UyRN5yEMe8mhZj+aaJ0rFLlMkT+QhD3nII/qP+uSJ5kaatGvXjoMHD5KUlNSgu3XLy8vp2LEjBw8exNEEU3w0tnirF6RmqVm7olGzUoqKigratWsX5aM73dNPP83vfve7s7bZuXMnPXueWHDu8OHDjBs3jltvvZX7778/6sf0zDPP8Pjjj4f/HwwGOXbsGK1atTrvTJGfQalZq6Rmqbm+GitTJE+0R2qWmrVKam7eeQLNL1OimScgP4PxUHO81QtSs9Rcf+eTJ5rrNNHr9XTo0OGCt+NwOOLmhw7ir16QmuOF1Hz+kpOTo3g0dZs+fTp33XXXWdt06XJi0dUjR44watQohg8fzptvvnnW92VkZOD1eiktLcXpdIafLywsJCOj7oVyLRYLllPm5j75/Q0hP4PxQWqOD1Lz+WuMTJE80S6pOT5IzfGhJeQJNL9MiUWegPwMxoN4qxek5njRWHmiuU4TIYQQLUN6ejrp6fVb0O/w4cOMGjWKQYMGMWfOHPS1C9/WYdCgQZhMJpYuXcrEiRMByMnJ4cCBA2RnZ1/wsQshhGg+JE+EEEJEi2SKEEIIgLP/RRdCCCGa2OHDh7nyyivJzMxk1qxZFBUVUVBQQEFBQUSbnj17sn79eiB058C9997L448/zvLly9mwYQN333032dnZdS7aK4QQQtskT4QQQkSLZIoQQmibjDQ5hcViYcaMGacNf9SqeKsXpOZ4ITVrx5IlS9izZw979uw5bfpFpRQAPp+PnJwcqqurw6/96U9/Qq/XM3HiRDweD2PHjuX1119vtOPW6vfjbKTm+CA1xwct1ix50nJIzfFBao4PWq1ZMqXliLea461ekJrjRWPXrFO1f82FEEIIIYQQQgghhBBCCCHimEzPJYQQQgghhBBCCCGEEEIIgXSaCCGEEEIIIYQQQgghhBBCANJpIoQQQgghhBBCCCGEEEIIAUiniRBCCCGEEEIIIYQQQgghBCCdJhFee+01OnfujNVqZejQoaxfv76pD6levvrqK2644QbatWuHTqfjk08+iXhdKcXzzz9P27ZtsdlsjBkzht27d0e0OXbsGFOmTMHhcOB0Orn33nuprKyMaLNlyxZGjBiB1WqlY8eO/P73v491aXWaOXMmQ4YMISkpidatW3PzzTeTk5MT0cbtdjNt2jRatWpFYmIiEydOpLCwMKLNgQMHuO6667Db7bRu3ZonnngCv98f0WbFihUMHDgQi8VC165dmTt3bqzLO6PZs2fTt29fHA4HDoeD7Oxsvvjii/DrWqv3TF566SV0Oh2PPfZY+Dmt1f2rX/0KnU4X8ejZs2f4da3Vq1UtNU8g/jJF8kTypJbW6pY80Y6WminxlicgmRKPmRIPeQKSKVrRUvME4i9TJE/iL08gPjKlReWJEkoppebNm6fMZrP6xz/+obZv367uv/9+5XQ6VWFhYVMf2jktWrRIPfvss+rjjz9WgJo/f37E6y+99JJKTk5Wn3zyidq8ebO68cYbVVZWlnK5XOE248aNU/369VNr165VX3/9teratauaPHly+PWysjLVpk0bNWXKFLVt2zb17rvvKpvNpt54443GKjPC2LFj1Zw5c9S2bdvUpk2b1LXXXqsyMzNVZWVluM3UqVNVx44d1dKlS9V3332nhg0bpoYPHx5+3e/3q969e6sxY8aojRs3qkWLFqm0tDT1zDPPhNvs27dP2e129fjjj6sdO3aoV199VRkMBrV48eJGrVcppT799FO1cOFC9cMPP6icnBz1i1/8QplMJrVt2zZN1nuq9evXq86dO6u+ffuqRx99NPy81uqeMWOGuuSSS1R+fn74UVRUFH5da/VqUUvOE6XiL1MkTyRPammtbskTbWjJmRJveaKUZEq8ZUq85IlSkila0JLzRKn4yxTJk/jKE6XiJ1NaUp5Ip0mNSy+9VE2bNi38/0AgoNq1a6dmzpzZhEd1/k4Nj2AwqDIyMtTLL78cfq60tFRZLBb17rvvKqWU2rFjhwLUt99+G27zxRdfKJ1Opw4fPqyUUur1119XKSkpyuPxhNs89dRTqkePHjGuqH6OHj2qALVy5UqlVKhGk8mkPvjgg3CbnTt3KkCtWbNGKRUKXb1erwoKCsJtZs+erRwOR7jOJ598Ul1yySUR+5o0aZIaO3ZsrEuql5SUFPW3v/1N8/VWVFSobt26qSVLlqgrrrgiHCBarHvGjBmqX79+Z3xNi/VqkVbyRKn4zBTJE23XK3kSosV6tUormRKPeaKUZIqW642nPFFKMkULtJInSsVnpkieaLveeMqUlpQnMj0X4PV62bBhA2PGjAk/p9frGTNmDGvWrGnCI7twubm5FBQURNSWnJzM0KFDw7WtWbMGp9PJ4MGDw23GjBmDXq9n3bp14TYjR47EbDaH24wdO5acnByOHz/eSNXUraysDIDU1FQANmzYgM/ni6i7Z8+eZGZmRtTdp08f2rRpE24zduxYysvL2b59e7jNyduobdPUPxeBQIB58+ZRVVVFdna25uudNm0a11133WnHptW6d+/eTbt27ejSpQtTpkzhwIEDgHbr1RIt5wnER6ZInmi7XskTyZOWRMuZEg95ApIpWq433vIEJFNaMi3nCcRHpkieaLveeMuUlpIn0mkCFBcXEwgEIr7gAG3atKGgoKCJjio6ao//bLUVFBTQunXriNeNRiOpqakRbc60jZP30VSCwSCPPfYYl112Gb179w4fk9lsxul0RrQ9te5z1VRXm/LyclwuVyzKOautW7eSmJiIxWJh6tSpzJ8/n4svvliz9QLMmzeP77//npkzZ572mhbrHjp0KHPnzmXx4sXMnj2b3NxcRowYQUVFhSbr1Rot5wloP1MkTyRPtFS35EnLp+VM0XqegGSKljMl3vIEJFNaOi3nCWg/UyRPtJsnEH+Z0pLyxHi+xQnR3EybNo1t27axatWqpj6UmOvRowebNm2irKyMDz/8kDvvvJOVK1c29WHFzMGDB3n00UdZsmQJVqu1qQ+nUVxzzTXhf/ft25ehQ4fSqVMn3n//fWw2WxMemRDaJ3kieaIlkidCNC3JFG1mSjzmCUimCNGUJE+0mScQn5nSkvJERpoAaWlpGAwGCgsLI54vLCwkIyOjiY4qOmqP/2y1ZWRkcPTo0YjX/X4/x44di2hzpm2cvI+m8Mgjj/D555+zfPlyOnToEH4+IyMDr9dLaWlpRPtT6z5XTXW1cTgcTfLLbDab6dq1K4MGDWLmzJn069ePV155RbP1btiwgaNHjzJw4ECMRiNGo5GVK1fy5z//GaPRSJs2bTRZ98mcTifdu3dnz549mv0+a4mW8wS0nSmSJ5InWqz7ZJInLY+WM0XLeQKSKVrOFMmTEMmUlkXLeQLazhTJE+3mCUimQPPOE+k0IfRLOWjQIJYuXRp+LhgMsnTpUrKzs5vwyC5cVlYWGRkZEbWVl5ezbt26cG3Z2dmUlpayYcOGcJtly5YRDAYZOnRouM1XX32Fz+cLt1myZAk9evQgJSWlkao5QSnFI488wvz581m2bBlZWVkRrw8aNAiTyRRRd05ODgcOHIioe+vWrRHBuWTJEhwOBxdffHG4zcnbqG3TXH4ugsEgHo9Hs/WOHj2arVu3smnTpvBj8ODBTJkyJfxvLdZ9ssrKSvbu3Uvbtm01+33WEi3nCWgzUyRPQiRPJE+0Vq8WaDlTtJgnIJlSS8uZInkSIpnSsmg5T0CbmSJ5EqLlPAHJFGjmeXJey8Zr2Lx585TFYlFz585VO3bsUA888IByOp2qoKCgqQ/tnCoqKtTGjRvVxo0bFaD++Mc/qo0bN6r9+/crpZR66aWXlNPpVAsWLFBbtmxRN910k8rKylIulyu8jXHjxqkBAwaodevWqVWrVqlu3bqpyZMnh18vLS1Vbdq0UT/5yU/Utm3b1Lx585TdbldvvPFGo9erlFIPPfSQSk5OVitWrFD5+fnhR3V1dbjN1KlTVWZmplq2bJn67rvvVHZ2tsrOzg6/7vf7Ve/evdXVV1+tNm3apBYvXqzS09PVM888E26zb98+Zbfb1RNPPKF27typXnvtNWUwGNTixYsbtV6llHr66afVypUrVW5urtqyZYt6+umnlU6nU//5z380WW9drrjiCvXoo4+G/6+1uqdPn65WrFihcnNz1erVq9WYMWNUWlqaOnr0qCbr1aKWnCdKxV+mSJ5IntTSWt2SJ9rQkjMl3vJEKcmUeM0UreeJUpIpWtCS80Sp+MsUyZP4zBOltJ8pLSlPpNPkJK+++qrKzMxUZrNZXXrppWrt2rVNfUj1snz5cgWc9rjzzjuVUkoFg0H13HPPqTZt2iiLxaJGjx6tcnJyIrZRUlKiJk+erBITE5XD4VB33323qqioiGizefNmdfnllyuLxaLat2+vXnrppcYq8TRnqhdQc+bMCbdxuVzq4YcfVikpKcput6vx48er/Pz8iO3k5eWpa665RtlsNpWWlqamT5+ufD5fRJvly5er/v37K7PZrLp06RKxj8Z0zz33qE6dOimz2azS09PV6NGjw+GhlPbqrcupAaK1uidNmqTatm2rzGazat++vZo0aZLas2dP+HWt1atVLTVPlIq/TJE8kTyppbW6JU+0o6VmSrzliVKSKfGaKVrPE6UkU7SipeaJUvGXKZIn8ZknSmk/U1pSnuiUUur8xqYIIYQQQgghhBBCCCGEEEJoj6xpIoQQQgghhBBCCCGEEEIIgXSaCCGEEEIIIYQQQgghhBBCANJpIoQQQgghhBBCCCGEEEIIAUiniRBCCCGEEEIIIYQQQgghBCCdJkIIIYQQQgghhBBCCCGEEIB0mgghhBBCCCGEEEIIIYQQQgDSaSKEEEIIIYQQQgghhBBCCAFIp4kQQgghhBBCCCGEEEIIIQQgnSZCCCGEEEIIIYQQQgghhBCAdJoIIYQQQgghhBBCCCGEEEIA0mkihBBCCCGEEEIIIYQQQggBSKeJEEIIIYQQQgghhBBCCCEEAP8fgQrtjnC05EUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import plot_history\n", + "plot_history(foldername)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 191, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([False, False, True, True]), tensor([False, True, False, True])]" + ] + }, + "execution_count": 191, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.sparsity_masks" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.9942],\n", + " [-2.3164]], grad_fn=),\n", + " tensor([[ 0.0000],\n", + " [-1.4880],\n", + " [ 0.0000],\n", + " [ 3.0265]], grad_fn=)]" + ] + }, + "execution_count": 192, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [ 0. ],\n", + " [ 1.5454825],\n", + " [-1.8230299]], dtype=float32),\n", + " array([[ 0. ],\n", + " [-1.9369916],\n", + " [ 0. ],\n", + " [ 2.2943435]], dtype=float32)]" + ] + }, + "execution_count": 193, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/ODE_Lotka_Voltera_unnorm.ipynb b/examples/ODE_Lotka_Voltera_unnorm.ipynb new file mode 100644 index 000000000..a09d74914 --- /dev/null +++ b/examples/ODE_Lotka_Voltera_unnorm.ipynb @@ -0,0 +1,444 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cpu\n" + ] + } + ], + "source": [ + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "import matplotlib.pylab as plt\n", + "\n", + "# DeepMoD functions\n", + "\n", + "\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.sparse_estimators import Threshold, PDEFIND\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "from deepymod.model.library import Library1D\n", + "\n", + "import torch\n", + "from torch.autograd import grad\n", + "from itertools import combinations\n", + "from functools import reduce\n", + "from typing import Tuple\n", + "from deepymod.utils.types import TensorList\n", + "from deepymod import Library\n", + "\n", + "from scipy.integrate import odeint\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(40)\n", + "torch.manual_seed(0)\n", + "\n", + "# Configuring GPU or CPU\n", + "if False: #torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [], + "source": [ + "alpha, beta = 1/40.5958, 1/23.2697\n", + "def dU_dt(X, t=0, a=1., b=0.1/beta, c=1.5, d=0.75*beta/alpha):\n", + " \"\"\" Return the growth rate of fox and rabbit populations. \"\"\"\n", + " return np.array([ a*X[0] - b*X[0]*X[1] , -c*X[1] + d*b*X[0]*X[1] ]) \n", + "def create_data(U0=np.array([10*alpha, 5*beta]), ts=np.linspace(0, 15, 500)): # initials conditions: 10 rabbits and 5 foxes\n", + " \"\"\"\n", + " Creates data which is the solution of the simple ODE system example.\n", + " the output has torch.float32 format.\n", + " \n", + " Args: \n", + " U0: Initial condition\n", + " ts: Time points to evaluate the ODE at.\n", + " \"\"\"\n", + " Y = torch.from_numpy(odeint(dU_dt, U0, ts)).float()\n", + " T = torch.from_numpy(ts.reshape(-1, 1)).float()\n", + " return T, Y" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [], + "source": [ + "def custom_normalize(feature):\n", + " \"\"\"minmax all features by their absolute maximum\n", + " Args:\n", + " feature (torch.tensor): data to be minmax normalized\n", + " Returns:\n", + " (torch.tensor): minmaxed data\"\"\"\n", + " return (feature/feature.abs().max(axis=0).values)" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cpu\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dataset = Dataset(\n", + " create_data,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 300},\n", + " preprocess_kwargs={\n", + " \"noise_level\": 0.00,\n", + " \"normalize_coords\": False,\n", + " \"normalize_data\": False,\n", + " },\n", + " apply_normalize=custom_normalize,\n", + " device=device\n", + ")\n", + "dataset.data.shape\n", + "fig, ax = plt.subplots()\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 0].cpu(), label=\"u\", s=3)\n", + "ax.scatter(dataset.coords.cpu(), dataset.data[:, 1].cpu(), label=\"v\", s=3)\n", + "ax.set_xlabel(\"t\")\n", + "ax.legend()\n", + "ax.set_title(\"sampled and unnormalized\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [], + "source": [ + " # see deepymod.data.base.get_train_test_loader for definition of `get_train_test_loader` function.\n", + " # the shuffle is completely random mixing latter and earlier times\n", + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "NN(\n", + " (network): Sequential(\n", + " (0): Linear(in_features=1, out_features=20, bias=True)\n", + " (1): Tanh()\n", + " (2): Linear(in_features=20, out_features=20, bias=True)\n", + " (3): Tanh()\n", + " (4): Linear(in_features=20, out_features=20, bias=True)\n", + " (5): Tanh()\n", + " (6): Linear(in_features=20, out_features=20, bias=True)\n", + " (7): Tanh()\n", + " (8): Linear(in_features=20, out_features=20, bias=True)\n", + " (9): Tanh()\n", + " (10): Linear(in_features=20, out_features=20, bias=True)\n", + " (11): Tanh()\n", + " (12): Linear(in_features=20, out_features=2, bias=True)\n", + " )\n", + ")" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "NN(1, [20, 20, 20, 20, 20, 20], 2) # alternatively network = NN(1, [20, 20, 20, 20, 20, 20], 2) works with the following estimator = Threshold(0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=1, diff_order=0) " + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.9)\n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=200, delta=1e-6)" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares()" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint)# .to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DeepMoD(\n", + " (func_approx): NN(\n", + " (network): Sequential(\n", + " (0): Linear(in_features=1, out_features=30, bias=True)\n", + " (1): Tanh()\n", + " (2): Linear(in_features=30, out_features=30, bias=True)\n", + " (3): Tanh()\n", + " (4): Linear(in_features=30, out_features=30, bias=True)\n", + " (5): Tanh()\n", + " (6): Linear(in_features=30, out_features=30, bias=True)\n", + " (7): Tanh()\n", + " (8): Linear(in_features=30, out_features=2, bias=True)\n", + " )\n", + " )\n", + " (library): Library1D()\n", + " (sparse_estimator): Threshold()\n", + " (constraint): LeastSquares()\n", + ")" + ] + }, + "execution_count": 130, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": {}, + "outputs": [], + "source": [ + "optimizer = torch.optim.Adam(\n", + " model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 1500 MSE: 9.26e-06 Reg: 8.19e-05 L1: 7.75e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 17.3 s, sys: 566 ms, total: 17.8 s\n", + "Wall time: 17.6 s\n" + ] + } + ], + "source": [ + "%%time\n", + "! rm -rf ./data/deepymod/Lotka_Voltera/\n", + "foldername = \"./data/deepymod/Lotka_Voltera/\"\n", + "train(\n", + " model,\n", + " train_dataloader,\n", + " test_dataloader,\n", + " optimizer,\n", + " sparsity_scheduler,\n", + " log_dir=foldername,\n", + " max_iterations=100000\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import plot_history\n", + "plot_history(foldername)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([True, True, True, True]), tensor([True, True, True, True])]" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.sparsity_masks" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[-0.0077],\n", + " [ 0.0221],\n", + " [ 1.0134],\n", + " [-2.3698]], grad_fn=),\n", + " tensor([[-0.0047],\n", + " [-1.4840],\n", + " [ 0.0083],\n", + " [ 3.0192]], grad_fn=)]" + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The terms which are tiny are wrong but the rest are correct" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [ 0. ],\n", + " [ 1.5511675],\n", + " [-1.8332242]], dtype=float32),\n", + " array([[ 0. ],\n", + " [-1.9244628],\n", + " [ 0. ],\n", + " [ 2.2838054]], dtype=float32)]" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/PDE_2D_Advection-Diffusio_noisy.ipynb b/examples/PDE_2D_Advection-Diffusio_noisy.ipynb new file mode 100644 index 000000000..b9d3a0be0 --- /dev/null +++ b/examples/PDE_2D_Advection-Diffusio_noisy.ipynb @@ -0,0 +1,614 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [], + "source": [ + "#!/usr/bin/env python\n", + "# coding: utf-8\n", + "\n", + "# # 2D Advection-Diffusion equation\n", + "\n", + "# in this notebook we provide a simple example of the DeepMoD algorithm and apply it on the 2D advection-diffusion equation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The supplementary material of the paper states that the data in advection-diffusion problem was generated from a PDE:\n", + "\n", + "$$\\frac{\\partial u}{\\partial t} = 0.25 \\frac{\\partial u}{\\partial x} +0.5 \\frac{\\partial u}{\\partial y} + 0.5\\frac{\\partial^2 u}{\\partial x^2} + 0.5\\frac{\\partial^2 u}{\\partial y^2} $$\n", + "\n", + "However, there could be a typo in the supplamentary material because if we look at the expression identified in the tensorflow and pytorch repos it actually does not have a minus sign like in the supplementary material." + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "import matplotlib.pylab as plt\n", + "\n", + "# DeepMoD functions\n", + "\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.library import Library2D\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.sparse_estimators import Threshold, PDEFIND\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "\n", + "# Configuring GPU or CPU\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Preview the data\n", + "Before we dataset is put into a dataset and load it into the DeePyMoD framework, we can preview the data to get a feeling for the shape." + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [], + "source": [ + "data = loadmat(\"data/advection_diffusion.mat\")\n", + "usol = np.real(data[\"Expression1\"]).astype(\"float32\")\n", + "usol = usol.reshape((51, 51, 61, 4))\n", + "x_v= usol[:,:,:,0]\n", + "y_v = usol[:,:,:,1]\n", + "t_v = usol[:,:,:,2]\n", + "u_v = usol[:,:,:,3]" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((51, 51, 61), (51, 51, 61), (51, 51, 61), (51, 51, 61))" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_v.shape, y_v.shape, t_v.shape, u_v.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(ncols=3, figsize=(15, 4))\n", + "\n", + "im0 = axes[0].contourf(x_v[:,:,0], y_v[:,:,0], u_v[:,:,0], cmap='coolwarm')\n", + "axes[0].set_xlabel('x')\n", + "axes[0].set_ylabel('y')\n", + "axes[0].set_title('t = 0')\n", + "\n", + "im1 = axes[1].contourf(x_v[:,:,10], y_v[:,:,10], u_v[:,:,10], cmap='coolwarm')\n", + "axes[1].set_xlabel('x')\n", + "axes[1].set_title('t = 10')\n", + "\n", + "im2 = axes[2].contourf(x_v[:,:,20], y_v[:,:,20], u_v[:,:,20], cmap='coolwarm')\n", + "axes[2].set_xlabel('x')\n", + "axes[2].set_title('t= 20')\n", + "\n", + "fig.colorbar(im1, ax=axes.ravel().tolist())\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Prepare the data\n", + "\n", + "Next, we actually prepare the dataset. In order to do so, we write a \n", + "function that loads the data from the matlab file and then reshapes it into a shape with the\n", + "number of samples on the first axis and the coordinates on the next. \n", + "We do so identically for the data then return both in a (time, x, y, data) format. We could also flatten the data and return it as (number_of_samples, number_of_features)." + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [], + "source": [ + "def create_data():\n", + " data = loadmat(\"data/advection_diffusion.mat\")\n", + " usol = np.real(data[\"Expression1\"]).astype(\"float32\")\n", + " usol = usol.reshape((51, 51, 61, 4))\n", + " x_v = usol[:,:,:,0]\n", + " y_v = usol[:,:,:,1]\n", + " t_v = usol[:,:,:,2]\n", + " u_v = usol[:,:,:,3]\n", + " coords = torch.from_numpy(np.stack((t_v,x_v, y_v), axis=-1))\n", + " data = torch.from_numpy(usol[:, :, :, 3]).unsqueeze(-1)\n", + " # alternative way of providing the coordinates\n", + " # coords = torch.from_numpy(np.transpose((t_v.flatten(), x_v.flatten(), y_v.flatten())))\n", + " # data = torch.from_numpy(usol[:, :, :, 3].reshape(-1,1))\n", + " print(\"The coodinates have shape {}\".format(coords.shape))\n", + " print(\"The data has shape {}\".format(data.shape))\n", + " return coords, data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we pass this function to the dataset class, which then adds noise to it, normalizes the coordinates and performs random subsampling to it." + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The coodinates have shape torch.Size([51, 51, 61, 3])\n", + "The data has shape torch.Size([51, 51, 61, 1])\n", + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "dataset = Dataset(\n", + " create_data,\n", + " preprocess_kwargs={\n", + " \"noise_level\": 0.40,\n", + " \"normalize_coords\": False,\n", + " \"normalize_data\": False,\n", + " },\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 10000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([10000, 1])" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.data.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next we use the get_train_test_loader function to get turn the dataset into PyTorch compatible dataloaders" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Batch 0 - Input shape: torch.Size([8000, 3]), Target shape: torch.Size([8000, 1])\n" + ] + } + ], + "source": [ + "for batch_idx, (input, target) in enumerate(train_dataloader):\n", + " print(f\"Batch {batch_idx} - Input shape: {input.shape}, Target shape: {target.shape}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Configuration of DeepMoD\n", + "\n", + "Configuration of the function approximator: Here the first argument is the number of input and the last argument the number of output layers.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(3, [50, 50, 50, 50], 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the library function: We select athe library with a 2D spatial input. Note that that the max differential order has been pre-determined here out of convinience. So, for poly_order 1 the library contains the following 12 terms:\n", + "* [$1, u_x, u_y, u_{xx}, u_{yy}, u_{xy}, u, u u_x, u u_y, u u_{xx}, u u_{yy}, u u_{xy}$]" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library2D(poly_order=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator and sparsity scheduler used. In this case we use the most basic threshold-based Lasso estimator and a scheduler that asseses the validation loss after a given patience. If that value is smaller than 1e-5, the algorithm is converged." + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.1)\n", + "sparsity_scheduler = TrainTestPeriodic()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we instantiate the model and select the optimizer" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [], + "source": [ + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(\n", + " model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run DeepMoD\n", + "\n", + "We can now run DeepMoD using all the options we have set and the training data:\n", + "* The directory where the tensorboard file is written (log_dir)\n", + "* The ratio of train/test set used (split)\n", + "* The maximum number of iterations performed (max_iterations)\n", + "* The absolute change in L1 norm considered converged (delta)\n", + "* The amount of epochs over which the absolute change in L1 norm is calculated (patience)" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 24275 MSE: 3.87e-02 Reg: 1.20e-04 L1: 1.81e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 10min 37s, sys: 13.2 s, total: 10min 50s\n", + "Wall time: 10min 38s\n" + ] + } + ], + "source": [ + "%%time\n", + "foldername = \"./data/deepymod/2DAD_noisy/\"\n", + "train(\n", + " model,\n", + " train_dataloader,\n", + " test_dataloader,\n", + " optimizer,\n", + " sparsity_scheduler,\n", + " log_dir=foldername,\n", + " max_iterations=100000,\n", + " delta = 1e-5,\n", + " patience=200,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-2, 2])\n", + "axs[2].set_ylim([-2, 2])\n", + "axs[3].set_ylim([-2, 2])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Legend: [$1, u_x, u_y, u_{xx}, u_{yy}, u_{xy}, u, u u_x, u u_y, u u_{xx}, u u_{yy}, u u_{xy}$]" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[0.0000],\n", + " [0.2656],\n", + " [0.4864],\n", + " [0.5495],\n", + " [0.4811],\n", + " [0.0000],\n", + " [0.0000],\n", + " [0.0000],\n", + " [0.0000],\n", + " [0.0000],\n", + " [0.0000],\n", + " [0.0000]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([False, True, True, True, True, False, False, False, False, False,\n", + " False, False], device='cuda:0')]" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.sparsity_masks" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[0. ],\n", + " [0.36858267],\n", + " [0.65525454],\n", + " [0.40618557],\n", + " [0.34138912],\n", + " [0. ],\n", + " [0. ],\n", + " [0. ],\n", + " [0. ],\n", + " [0. ],\n", + " [0. ],\n", + " [0. ]], dtype=float32)]" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/PDE_2D_Advection-Diffusion.ipynb b/examples/PDE_2D_Advection-Diffusion.ipynb index e8fe79421..e23f57d6c 100644 --- a/examples/PDE_2D_Advection-Diffusion.ipynb +++ b/examples/PDE_2D_Advection-Diffusion.ipynb @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -79,14 +79,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data = loadmat(\"data/advection_diffusion.mat\")\n", "usol = np.real(data[\"Expression1\"]).astype(\"float32\")\n", "usol = usol.reshape((51, 51, 61, 4))\n", - "x_v= usol[:,:,:,0]\n", + "x_v = usol[:,:,:,0]\n", "y_v = usol[:,:,:,1]\n", "t_v = usol[:,:,:,2]\n", "u_v = usol[:,:,:,3]" @@ -94,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -103,7 +103,7 @@ "((51, 51, 61), (51, 51, 61), (51, 51, 61), (51, 51, 61))" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -114,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -163,7 +163,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -171,12 +171,12 @@ " data = loadmat(\"data/advection_diffusion.mat\")\n", " usol = np.real(data[\"Expression1\"]).astype(\"float32\")\n", " usol = usol.reshape((51, 51, 61, 4))\n", - " x_v = usol[:,:,:,0]\n", - " y_v = usol[:,:,:,1]\n", - " t_v = usol[:,:,:,2]\n", + " x_v = usol[:,:,:,0] # x runs in the 1st dimension\n", + " y_v = usol[:,:,:,1] # y runs in the 2nd dimension\n", + " t_v = usol[:,:,:,2] # time runs in the 3rd dimension\n", " u_v = usol[:,:,:,3]\n", " coords = torch.from_numpy(np.stack((t_v,x_v, y_v), axis=-1))\n", - " data = torch.from_numpy(usol[:, :, :, 3]).unsqueeze(-1)\n", + " data = torch.from_numpy(u_v).unsqueeze(-1)\n", " # alternative way of providing the coordinates\n", " # coords = torch.from_numpy(np.transpose((t_v.flatten(), x_v.flatten(), y_v.flatten())))\n", " # data = torch.from_numpy(usol[:, :, :, 3].reshape(-1,1))\n", @@ -194,7 +194,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -224,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -233,7 +233,7 @@ "torch.Size([1000, 1])" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -251,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -260,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -287,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -304,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -320,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -337,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -353,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -362,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -388,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -396,13 +396,14 @@ "output_type": "stream", "text": [ " 11200 MSE: 4.89e-05 Reg: 5.98e-05 L1: 1.90e+00 Algorithm converged. Writing model to disk.\n", - "CPU times: user 4min 19s, sys: 6.44 s, total: 4min 25s\n", - "Wall time: 4min 20s\n" + "CPU times: user 4min 11s, sys: 6.12 s, total: 4min 17s\n", + "Wall time: 4min 12s\n" ] } ], "source": [ "%%time\n", + "!rm -rf ./data/deepymod/2DAD/\n", "foldername = \"./data/deepymod/2DAD/\"\n", "train(\n", " model,\n", @@ -493,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -513,7 +514,7 @@ " [0.0000]], device='cuda:0', grad_fn=)]" ] }, - "execution_count": 17, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -524,7 +525,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -534,7 +535,7 @@ " False, False], device='cuda:0')]" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -545,7 +546,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -565,7 +566,7 @@ " [0. ]], dtype=float32)]" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -573,6 +574,13 @@ "source": [ "model.estimator_coeffs()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/examples/PDE_2D_Reaction_Diffusion.ipynb b/examples/PDE_2D_Reaction_Diffusion.ipynb new file mode 100644 index 000000000..30d0b004a --- /dev/null +++ b/examples/PDE_2D_Reaction_Diffusion.ipynb @@ -0,0 +1,432 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Test PDE functionality on 2D Reaction-Diffusion system\n", + "\n", + "I take this from PDEFIND exercise of PySINDy\n", + "\n", + "This 2D system is significantly more complicated. The reaction-diffusion system exhibits spiral waves on a periodic domain,and the PDEs are:\n", + "$$u_t = 0.1\\nabla^2 u + (1-A^2)u +\\beta A^2v$$\n", + "$$v_t = 0.1\\nabla^2 v - \\beta A^2 u + (1-A^2)v$$\n", + "$$A^2 = u^2 + v^2.$$\n", + "The main change will be a significantly larger library... cubic terms in (u, v) and all their first and second order derivatives. We will also need to generate the data because saving a high-resolution form of the data makes a fairly large file." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n", + "CPU times: user 52.2 s, sys: 210 ms, total: 52.4 s\n", + "Wall time: 52.4 s\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%time\n", + "import numpy as np\n", + "import torch\n", + "import matplotlib.pyplot as plt\n", + "# Ignore matplotlib deprecation warnings\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", + "\n", + "\n", + "# DeepMoD functions\n", + "\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.library import Library2D\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.sparse_estimators import Threshold, PDEFIND\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import TrainTestPeriodic\n", + "\n", + "# PySINDy functions\n", + "\n", + "import pysindy as ps\n", + "from numpy.fft import fft2, ifft2\n", + "from scipy.integrate import solve_ivp\n", + "\n", + "\n", + "# Seed the random number generators for reproducibility\n", + "np.random.seed(100)\n", + "torch.manual_seed(0)\n", + "\n", + "# Configuring GPU or CPU\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)\n", + "\n", + "\n", + "integrator_keywords = {}\n", + "integrator_keywords['rtol'] = 1e-12\n", + "integrator_keywords['method'] = 'LSODA'\n", + "integrator_keywords['atol'] = 1e-12\n", + "integrator_keywords['method'] = 'RK45' # switch to RK45 integrator\n", + "\n", + "# Define the reaction-diffusion PDE in the Fourier (kx, ky) space\n", + "def reaction_diffusion(t, uvt, K22, d1, d2, beta, n, N):\n", + " ut = np.reshape(uvt[:N], (n, n))\n", + " vt = np.reshape(uvt[N : 2 * N], (n, n))\n", + " u = np.real(ifft2(ut))\n", + " v = np.real(ifft2(vt))\n", + " u3 = u ** 3\n", + " v3 = v ** 3\n", + " u2v = (u ** 2) * v\n", + " uv2 = u * (v ** 2)\n", + " utrhs = np.reshape((fft2(u - u3 - uv2 + beta * u2v + beta * v3)), (N, 1))\n", + " vtrhs = np.reshape((fft2(v - u2v - v3 - beta * u3 - beta * uv2)), (N, 1))\n", + " uvt_reshaped = np.reshape(uvt, (len(uvt), 1))\n", + " uvt_updated = np.squeeze(\n", + " np.vstack(\n", + " (-d1 * K22 * uvt_reshaped[:N] + utrhs, \n", + " -d2 * K22 * uvt_reshaped[N:] + vtrhs)\n", + " )\n", + " )\n", + " return uvt_updated\n", + "\n", + "\n", + "# Generate the data\n", + "t = np.linspace(0, 10, int(10 / 0.05))\n", + "d1 = 0.1\n", + "d2 = 0.1\n", + "beta = 1.0\n", + "L = 20 # Domain size in X and Y directions\n", + "n = 128 # Number of spatial points in each direction\n", + "N = n * n\n", + "x_uniform = np.linspace(-L / 2, L / 2, n + 1)\n", + "x = x_uniform[:n]\n", + "y = x_uniform[:n]\n", + "n2 = int(n / 2)\n", + "# Define Fourier wavevectors (kx, ky)\n", + "kx = (2 * np.pi / L) * np.hstack((np.linspace(0, n2 - 1, n2), \n", + " np.linspace(-n2, -1, n2)))\n", + "ky = kx\n", + "# Get 2D meshes in (x, y) and (kx, ky)\n", + "X, Y = np.meshgrid(x, y)\n", + "KX, KY = np.meshgrid(kx, ky)\n", + "K2 = KX ** 2 + KY ** 2\n", + "K22 = np.reshape(K2, (N, 1))\n", + "\n", + "m = 1 # number of spirals\n", + "\n", + "# define our solution vectors\n", + "u = np.zeros((len(x), len(y), len(t)))\n", + "v = np.zeros((len(x), len(y), len(t)))\n", + "\n", + "# Initial conditions\n", + "u[:, :, 0] = np.tanh(np.sqrt(X ** 2 + Y ** 2)) * np.cos(\n", + " m * np.angle(X + 1j * Y) - (np.sqrt(X ** 2 + Y ** 2))\n", + ")\n", + "v[:, :, 0] = np.tanh(np.sqrt(X ** 2 + Y ** 2)) * np.sin(\n", + " m * np.angle(X + 1j * Y) - (np.sqrt(X ** 2 + Y ** 2))\n", + ")\n", + "\n", + "# uvt is the solution vector in Fourier space, so below\n", + "# we are initializing the 2D FFT of the initial condition, uvt0\n", + "uvt0 = np.squeeze(\n", + " np.hstack(\n", + " (np.reshape(fft2(u[:, :, 0]), (1, N)), \n", + " np.reshape(fft2(v[:, :, 0]), (1, N)))\n", + " )\n", + ")\n", + "\n", + "# Solve the PDE in the Fourier space, where it reduces to system of ODEs\n", + "uvsol = solve_ivp(\n", + " reaction_diffusion, (t[0], t[-1]), y0=uvt0, t_eval=t, \n", + " args=(K22, d1, d2, beta, n, N), **integrator_keywords\n", + ")\n", + "uvsol = uvsol.y\n", + "\n", + "# Reshape things and ifft back into (x, y, t) space from (kx, ky, t) space\n", + "for j in range(len(t)):\n", + " ut = np.reshape(uvsol[:N, j], (n, n))\n", + " vt = np.reshape(uvsol[N:, j], (n, n))\n", + " u[:, :, j] = np.real(ifft2(ut))\n", + " v[:, :, j] = np.real(ifft2(vt))\n", + "\n", + "# Plot to check if spiral is nicely reproduced\n", + "plt.figure(figsize=(10, 4))\n", + "plt.subplot(1, 2, 1)\n", + "plt.pcolor(X, Y, u[:, :, 10])\n", + "plt.xlabel('x', fontsize=16)\n", + "plt.ylabel('y', fontsize=16)\n", + "plt.title('u(x, y, t=0.5)', fontsize=16)\n", + "plt.subplot(1, 2, 2)\n", + "plt.pcolor(X, Y, v[:, :, 10])\n", + "plt.xlabel('x', fontsize=16)\n", + "plt.ylabel('y', fontsize=16)\n", + "ax = plt.gca()\n", + "ax.set_yticklabels([])\n", + "plt.title('v(x, y, t=0.5)', fontsize=16)\n", + "\n", + "dt = t[1] - t[0]\n", + "dx = x[1] - x[0]\n", + "dy = y[1] - y[0]\n", + "\n", + "u_sol = u\n", + "v_sol = v" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def create_data():\n", + " # time runs in the 3rd dimension, X runs in 2nd dimension and Y runs in 1st dimension\n", + " X, Y, T = np.meshgrid(x, y, t) # this means that data now is the of format where X and Y are permuted\n", + " X = np.transpose(X, (1, 0, 2))\n", + " Y = np.transpose(Y, (1, 0, 2))\n", + " T = np.transpose(T, (1, 0, 2))\n", + " usol = np.transpose(u_sol, (1, 0, 2))\n", + " vsol = np.transpose(v_sol, (1, 0, 2))\n", + " coords = torch.from_numpy(np.stack((T,X,Y), axis=-1))\n", + " data = torch.from_numpy(np.stack((usol,vsol), axis=-1))\n", + " # alternative way of providing the coordinates\n", + " # coords = torch.from_numpy(np.transpose((t_v.flatten(), x_v.flatten(), y_v.flatten())))\n", + " # data = torch.from_numpy(usol[:, :, :, 3].reshape(-1,1))\n", + " print(\"The coodinates have shape {}\".format(coords.shape))\n", + " print(\"The data has shape {}\".format(data.shape))\n", + " return coords, data" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The coodinates have shape torch.Size([128, 128, 200, 3])\n", + "The data has shape torch.Size([128, 128, 200, 2])\n", + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "dataset = Dataset(\n", + " create_data,\n", + " preprocess_kwargs={\n", + " \"noise_level\": 0.00,\n", + " \"normalize_coords\": False,\n", + " \"normalize_data\": False,\n", + " },\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 20000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "coords.shape = torch.Size([20000, 3]), data.shape = torch.Size([20000, 2]), np.sum(ix) = 418\n" + ] + }, + { + "data": { + "image/png": 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4y0SmdF6EoHj6BG8329ZUc/uYup5Lqev1HZVd3yPYa4UcVjMT/pW8mLxghIns3eUTcC6ihGFLkp6SwbKpv6DL0pEYk8yK9359ZKisTosqDH61q4ls2vfj0DyhztGjkCSJVV//TfTtRIwGIys//4uk+LR89fUobNVWrJjwHJM6N2P5hAEsn/Acb/ZoTb9GNc06zqMYEvAKrT16MbHSx0ys9DFtPHrT30xhNYM+lLTUxUiShF53hoy0lY88V5L0iKmfI4lJSFImYuqnOaF+GRmQE7LNgqVmq1mSlPQN3El4hdwlwpzshuPlMvexBpKkP4cxYSRIuZY/sWqI0mU5gsKuEDWWeVpuX4vm7T6fEx+VlCMLquHH3PVTSrWBJEkSU7vMImTXWSo3qEB6cgaRoVH0faUbE78c+9D55/69ygdDFpGVcT9nrkG7Gkz/6SXU1lbPPP5vi3fx04IdePg44+HrzIUTYVSq6cfC9a+iVMrPsY9DFFOIi26DKEaj1rRDrwtBkpJxcvkGG9u+D5+fPB0yfwdleRBswHABNG1RuHxX6LoWZUL2vnN+ZknIblPrdpm6v4HsOZIBxFwhLfEpw1sKhQMCKpzshuLt+hWgQKlwgifFpwUbENRgVR+Fy88gOGR7jYSSFX7RG7O9CZIk5eyXFtQ2atQ2VgRW8+WzLW/h6uWEta0Gq6eYol5UGPSGPPcLgiAIPP/uAACunrhOZGgUDq729JnYNc/zre00qNRK6rWtzqzfX0Fjq8bWwRqlyvRnNbd+WRnZie2SJD2kd8f+DfHydyH2ThIXToQB8PykjiXKMDKKIuLd52290WiWdQafBoXCETuHiQDotHuQpGSs1A3RWHfM83zBbiQIdmC8kW0YAYLdi0Wia1FiRGGWrSxSfH7tZCxCfNYZ/ot+jxben5FljCckdh6tfL7GQf34BEl7m46U89qCxqoGgqBAY1UVjVWtJy5dIqgqonT9HRTuCAp7BLc1oCz31MnYxYHvdx/l4KUwvh3Xl0U7/uVWXBKfj+yBWlU6vk4evi7M3/QmVlZKnD0c+WzzWzh5OGDnUDwqoifFJvNOp1n0e7U79TrUZmqXWbwwZxgt+xW8eGu5GqY1o+yd7fAs557nuZXqlOPzrW/hFeCGxkbNgm1vU66qj0ky9sENR1nx/m/M/es9lk5dxbFtJ1kSMo9tP+wl7HwE0399BbV1dhjO1cMBDx8XoiMSc9pXqOFX4GsqKoyiyBu7/8JKqWRW6w68tP1PKrm48W7zNgVe0uhpUKsbmxxbWdVFEB7hjVb6ZRtHUq5QmqpiIWpnGSQz5AxJZTTnSA6rmYGSHFbbH/ky0ZlHTGQVHAfQwONdC2lUvIlNSaPP/J9IzTItP/DNC31pVb28hbQqW/w+byPLp60ykZWr7sfSU5+hKkAhQ0mSeKPdDM7uv2gi7/liJyZ/++x5MQa9gRfrv82tS6a1yFAqEe4a0h+unkyzHvUB+GnhDn5btMvk1KAq3iza/HqJ8B6duHObQRt/x5jrlmKtUrFt0EgqOLsW6tiimEJsdDMkMdFE7uTyFTa2zz18fvI0yPzDVKhugcL1h8JUEyjasNrus+WwK2BYLT1VpEPtmyXy/lYQiv83TqZQaeY1z+TYVuVLPfe3HnG2jIejPUvG9zORvdmrdZkxjM4dvIjxbhjxzP4LBQ6bnD14KWcZoLMHLz1Vm8Fv96FZ74Ymsrk7PiiQYQTZYbWXvhhNUM0Afrj0JZ/98yEV6gby/HsD8tWfykrFnG0PPGQoFKDM9iyNnTkwxzAC6DuqJVXrBjD921H8dOA9KlT34aXpfUuEYQTQwMePT9ubhiC/79a30A0jyA6rOTp9hJW6CZ4+V3Bw+giNpgPWNj3zPF+wnwSqqgiuvyG4bwNVZQSHdwpdz6Lm3lT+gm5lkdIRB5DJN/HasybHOmMyKbrrOGtK30Kh5kCSJLafvmIi++fcNQY2rY2tJn+zlEoK//x6gHkjv6b9sFZUrleBb6espP/kHvzvi1H5Cpus/WIry977ncFv9kQ0iqxdsI0Jc59nwORuj20XczOOG2fCTWQndp6m69j2j2jx9FSuX4Glpz9DoVDgX8WXb0/MR1GA5XhO/H3GVCDen8Dw318n6Tm+A3aO2eFKRxc7vlg7KWe8rze9VqCxixqt0cDmq6YG7p9XL9HCPxBFEYTVbGwHYG3TD0FQYGc/Dlu7sY+cHCIo/cBt0/3X3TY/caZtScQoKTBKBbuuJywVWGopfZ8GmWfiWvI6ADysG+KsroZBSicsdYuFtSq+xKdmsO1k9g2gf+Na2FurOR0eyenwO09oWfKx0liBILDr5/18O2UlQL5mZd3jXtvVn21h7YJtd8d48vPa4U3HiAqLxaeCFy36ZeeZbFq83WyJ2bkNkoIYJwa9gc3f7gSgcbd6KO7mIlVvUB57Z1suHb3GhSNXC2VsS3AxLpZDt29irVIxtEYdlILA9utXuZmSVGQ65DZwnlhW5BnOlSl7yDlHZsCcMeTdt69wJyOF4ZUbsv7GGVQKJb0DC68GiVHM4kryKqo6j8QoZnEtZR1VnUfJPxaP4VpUPGdvRdG3UU3O3owiKimVTnXMs0TGH4t2UL6GP/Xa1eCXOZto3KUOVRtUMEvf5uCNdjM4s+9CzvF2/e8olfkrPipJEr1dX8hZfsPOyZY/7iwh9HQ4h7acZNR7fTlz8DJXQm4w8AFv0sav/6JFv8a4+7my9rM/6Tq2PY5u98sMhF28ze61Rxjzfl8uHb/Byf2XeP6N7kWSGJyb5LgUdvy4j4FTenJm/0W2rfiHaT9O4urJG0Rej6HNgIInkRcn9t28gUqhoIV/IFtDLxPg6EQdT29Lq1WsKMqco61nKmDnULDiwOmpRnrUuV7mco5k48gMmOvDfjU5ll47l6EXReq6+nImIRJBEFjXYRR13UrOrBWZ/HHwzxPMHrEYtbUVAZV9uHb2JnZONqw4ORcnN8vXF/rzmx18PWmZiazjiNa8vXJSvoyO5e+vZs3npl7K/pO7smvNUVIT06lQK4Db16LRZuqYtnwCbfo3fkRPpmSmZfFCk+kkxqQQVMOPqLA4sjK0vLZwBF2GtXhmPWVkzElRGkd/nqloFuOod51rZc44kt0DxYhKju6MrZL9JHk6IRIJGFqhHrVdfS2rWBkjM0uX535eGPRG9HfDOdosPWKunJJnpUnXujTpFowuS8+1szcBGP3BgGJhGAH4V/VFbW3FkHf6Mn3tGyhVSirUCcq3N6Z8TX8USgUTF4zk5c9HoFAqqFq/AmNnZCdAXz93C22mjkYda9Gse72n7tfG3ppxH2b3EXbhNlkZWuq0qEKbfo3ypWdJQJupy/nsZaVri6y+kIxMaUU2jooRgiBQydG0pkolJ/ciSWaUySY8Ip7nJ61gx74LXLx6h0EvLePw8Wt5nmvQG/nknTXMeXstaSmZTH/lFxbO3JRvA0llpcQnyPTv71fRK199FQb1O9TmuzOfM/aT52k1oCnLLyxg4Bu98t1f+6EtWHZ6Pr3/14k+L3dm2en5tB3UDN8KpsvAeJVzf+YClN6Bpu+ju68LauvSOf8kK13L+88t5Ospv5Acn8ob3eexctYG2UCSyUnILuj2rCxevJigoCCsra1p0qQJR48efeS5bdu2RRCEh7YePXrknDN69OiHXu/aNe/irOaidP5alFCuJsfyzjHTMMPMkJ3UcfUlWA6rFQnb9pwnNiGNWV9uy5Gt3nKCZg0qPOQhuX4limMHr6LXGTi8J7s2jq2dhkFjW+EfmHfhwMdxYMMxNn5rWudm1ohFrDwzv9h4j/wq+eS5n+/+chl/fhW9SE1MY+awxSbnbFmxlxpNKtF+UNOn6jMzLYuZI781kf2z9gg1m1ai+8hWBda5uHHu36uc/+8qZw9f4a8f9wMQfyeRvv/rgIunk4W1k7EkIgJiAafiP2v71atXM2XKFJYsWUKTJk1YuHAhXbp04fLly3h6Prz+5fr169Hp7nvo4+PjqVu3LgMHDjQ5r2vXrvzww/06VBpN4RYOlj1HxYjKTh68Xac9wyrW5+qgd3mxWjMm1WhJ3UIMq0mShD5rJ5IkIYppZKZ8AYAopqLXHiq0cYsrLw5rReXypl/gOe/0zTN0VKWmH1PnmhaY+/DL5/NlGAG06NOQTsNaMPGz4WyO/Y7mPevz2ldjzGYY/ffXKYyG7CUd/t0aUiw9Cw4u9kxZNJqm3YL58863TF44kvaDmtJmwNPlG0F2WO2Nr0bRsENNNoR/xVvfjKFV7/p0Htrc5LzTR6+Tnpq9nMfxQ1fRZj3d0jlFjdFg5MjWEwDosnQc23HK5PWGHWvx4pwhJrK5G980u2EkSRKHDl9FkiSMRpF//ws1a/8ypYMvvviC8ePHM2bMGGrUqMGSJUuwtbVlxYoVeZ7v6uqKt7d3zvb3339ja2v7kHGk0WhMznNxcSnU65ATss2AuRPsJElCEIScm1dhzrDJSHofXcaPqO3Gocv8E8QYlJrOiGI8Bv0pHFy/Q23dudDGL25cvHqH12auJT3j/pPMB5O706VNjYfOzcrUMePVVZw+diNH1rxddabNH4hVPgsS3vvbP7hfUNYv2s7Sqb/RdmBT3H1dWPflX/Sa0IFJX4w0S//mxhzvw+P6OLLvErNe/41KNXxp36Mu387dSr1mFfnwq+Go1cXHoW40Gpkz7Ev2rfmXsR8/z5n95zmx8wxvrZxIpxFtAEhNTGNq3y+4duZmTrtuo1rzyhfDzVYOQJIkvvr6bzZtDmHIoCZEx6SwZ+9FXn6pA8/1L725XIVBUSZkrz1dDdsCJmRnpBoZWPcSt27dMtFXo9E85L3R6XTY2tqybt06+vbtmyMfNWoUSUlJbNq06Ynj1a5dm2bNmvHdd/cXAR49ejQbN25ErVbj4uJC+/btmT17Nm5ubgW6tsche46KIfd+xO/FVgsTpVUlAHTpy0CMQUJCp92BQX8cQbBDoSh46KQkceRkGOkZOmpX9aVjq2oA7Dl8OU8vS+TNBK5eiMTWTsOwF9tipVZx/lQ4sVEp+R4/99/bnH977yBPlCole9f+x7ov/wIgoErx/dua4314XB9uno7Y2Km5dOYW38zZgiRJ+Pq7olIVr5/Ee8UoAVa89yvHd5xGY6PGK9Aj55zr5yK4eSkSZw8HhrzRA4VCIGTPBVLi08ymhyAIBARkV7r+fc0R9uy9iEqlwMfb2WxjyJgfc+YcBQQE4OTklLPNmTPnofHi4uIwGo14eZnmSnp5eREVFfVEfY8ePcq5c+cYN26cibxr16789NNP7N69m3nz5rFv3z66deuWU62/MCg+j0gyD/F96D8E2nnQybsWCy79RTP3yjTzME89nXuobYeTmfxBnq9pbPuhUtc263jFnVEDm+LqYkfHltWw1lhRt7o/PTrkvaBuharefPztSCRRokZwOWoGl8PVwwHfgMJfLuFZadajHn4Vvbh5+f46Xz3HFbyidEmlUnVfOvaux4afD+fIRr/aqdgVXhQEgaHT+rFq9v11wBp0rkOd1vc9mXVbVWPGqkl4+LviX8mLi4cu0vt/nbF1sGbeqEUMeacvgQ8sqPs4RFFkyXtradW7PtUalOfrt36l97h29Oldn0Xf3M+JC/B3o3mzSua5UJlCQUSBWEAfiEj2g2FeniNzs3z5cmrXrk3jxqZh9CFD7oeNa9euTZ06dahYsSJ79+6lQ4cOZtcDZOOo2LI3+gJLru5GgcCn6s0k6NL549ZRNrV5A3eN+ZJzM5LeMDkWEBCQkICs9B9RWTVAY9sv78alEEEQ6N2pTs5xv67Bjz2/ep2AnP36xfhG8csnG00MI4DP/7eMt5e9aCGNLMvev86w8Zd/TWTvv/wT85ePRa3Jf9Vvc2M0Gvmw/6cmskMbj/HnNzvo/XKXHFnDjrUA+G3uBkJ2nubs3vNY21uTmpDGuUOX+eHigqdee27z8r1sXrGXv34+gK2DNSkJ6YTsvUCV50wLVt4Ii+WnXw4xakTLAl6lTEnA0dHxiWFAd3d3lEol0dHRJvLo6Gi8vR9fDDQ9PZ3ff/+djz766Im6VKhQAXd3d0JDQwvNOCpej0llFEmSyDCkAiBKIpnGdFp5VqOnXz1EJBJ06QC8U6OXWQ0jACtNW0CDncsylOq2SICt41w0tqMQFJ6o1HWe0INMSaBOq2pY22l4+bPhzPh9MmprKxp2Mr9XUBQlUu8mORuNIunpWrP1nZauxWDMLpOQmppVoITyyjV8cfWwp+egxnz9+8s4ONlQr2lFrIpRvhGAUqmkUdd6WNtp+HzvTIa9PwAHFztqNKuS5/l9X+lGtSaV0OsMpCZkh9XeXPa/Z1qUt9uIVtRtUQWD3khKQvZvz2sLRtCsWWXUCgWzZg5g0ssd0agUBNcpV/CLlCk0jJJglu1pUavVNGjQgN27d+fIRFFk9+7dNGvW7LFt165di1arZfjw4U8cJyIigvj4eHx8Ci81oHj9EpRBJEni7+ifOZt0iLEVPmJfzDpuZVxmdPmZWCtNn2CtleZf2FRt2w+VpjkKpRdWNl0w6M6jUtdEkiRsHV5FoSw+dXZk8k/d1tVZcXo+bndzRFae+yxn31yIosSXi//m1OlwPpszmG++28OdqCQ+/WQwDg7WBeo7JTWTN95bQ7kAV14c3YbX311No/pBTP5fx3zlJPkFuvP17y/j7GqHQqFgyfpXcXW3L/LlRZ6G/pN70GZQc9x8XKjdqjq9XuqCm0/eM3WUSsVDBp7a5tl+NwSFgNUDa+ZpbNTYJmdiczMeG4OInc6A7c0ErOX5PMUaIwqMBfSBGHm2v/GUKVMYNWoUDRs2pHHjxixcuJD09HTGjBkDwMiRI/Hz83soZ2n58uX07dv3oSTrtLQ0Zs6cyYABA/D29ubatWu8/fbbVKpUiS5dulBYyMaRhdGKGVxI/o8kfQxfXP4fAAIKNkbsZ91N08JZH575g/quQWb3HuU2gFTq7HXcBEFAkA2jUkVuY8jchhFAUnIG/x0JJSY2lUHDs+sMqVQKrl6Lpn5wYIH6vhwazbWwWK5ci2bX3uyaUgaDkdHPt8DZyTZffbq63/8euXkUjzpSj+KeMSQIwiMNI4B1C7Zy9sAlE9knz3/JD5cWPrX3aOvK/Rzffd5ENmfCMqo1rUJWupb3ht+vIXV4+xmqFvBvK1O6GDx4MLGxsUyfPp2oqCiCg4PZvn17TpL2zZs3H8rtu3z5MgcPHmTnzp0P9adUKjlz5gw//vgjSUlJ+Pr60rlzZ2bNmlWotY7kqfxmoKBTM5P1cXx2aXzOcSev4bTy6M9Xl3dQ3t6DHn71mHN+Ey09qtLW6+Ep5TIyxYVbEQmMfOH7nOM3JnehZ/dgs/S9YctJFn77d87xr8vG4/cYQ6EsotcZ+HTMN/QY34EqjSoyb8Qihr3fn8r1n7x48YV/r2DnZIt/FR8+GPI17Z5rTJu+jfh00kr6v9iBSnXL0bvSmznnB1TyYunuqcXS21acKcqp/CtC6pllKv/Y+ifL3NpqsufIwoiSyJ7o1SayYwk7qe3cisnV7pdHf79W2UmKlimZGI0iK348YCJbu/4YzZpUws3NvkB9x8Wnsm7TcRPZil8OMm1KD1RKOXXyHlZqFe+uejXn+MP1bz7m7PtcPhbK1K4fY22nYdBbvTm19Ri3Tl2jfpvqvLcs+8Ftx+r/TNpE3Yrn5IEr1G9d1XwXIGNWLBFWKy3IvyoWRidmEZl5HQEFXb1H46b2Ic2QSILujqVVk5F5JtLSsrh+IwaVSsHE/3XA08OBmJhU7kQlFbjvyKhkYuNT8fZ0ZNL49iiVCkKvx5g14bss41PBC5+KXiRGJ7P0zZ/R6wxUrBuI093QoyRJnD92HYDuw5rTpGNN9FoDV3MVnpSRKU3IYTUzUFA3aYYhlVsZl6jq2IgUfTyx2ttUtC/6WWKS7hRS+lIEp89BH4KU+QeC0zwEwfyJ4KWFqd1mgwSfbHuXV5q+S0BVX6b+/OoT2/237ST71v7HG9+NZ9+6I1w8cpWXvxhp1jo7er2ROZ9tpWunWtSu5c/seVt4flATalYvvHX6EhLSuHYjlkYNyhN5J4n4+DRq13r6GjuP4/S5W3h6OOLj5cTREzeoVMETVxc7s/QtA7t+OcC8UYtyjpeenE+FOvfziYxGkf2bT9K2T30MeiOHt5+hTe/6llC1RFOUYbWlIQ2wsS9YgCgzzcCL9U+UubCabByZgaL4sBc2kqRDiu0IomkVU8HhbQS7cY9oVbbZ+v0uFr649CH57C3TaNL90TeNlPhURlabQmZalol86sqXaTf48dNdn4Xf1x5hyfK9JjIPdwdWrZhQrJbIkLE85w5e4u1Os9DrDDkyFy8nFh+dg4d/4S3RUBYpSuPo25BGZjGOXqp/rETf3/JDqQqrBQUF5Sy5kXubOHFinuevXLnyoXOtrQs25bg4IEk6RGNc9r6YgSgmP7GNIKgRnL80FapbgG3xXHurONBjfEcadK5rIms3tOVjDSMARzcHpv74somsy6jWtBnY5BEt8seAvg2pU9s/J2NAAmZM6y0bRmYkNjkNo5hdeyk6Ka1YLub7NFQMDqJak0q06NuI1beXUqFuIE161MfNV054lymblKpfyWPHjpmstXLu3Dk6der00Oq+uXF0dOTy5cs5xyV95oUk6UhP/B+i4Tp2rj+QkfQWSJnYua1CoXB+QuP0B44zQTKAHFbLE1EUSYlPNZE9ePwo0pMzTI4zUjKRRMmsjyvXb8Zy7loUkkoAo4RkJbD+r5PUrOFX4j/nxYHbccmM+3It9Sv5MbJDQ/636A+6NazGWwPalLj318bemo+3TsNKrUJlpeKLPR9i42Bd7JZTkXk2cq+NVpA+yiKl6qo9PDzw9vbO2bZs2ULFihVp06bNI9sIgmDS5sEF80oakhiPUX8B0XCN1JjWGHVHMBpuIBojHt9O0iElv599oHAH1KAPgczfCl/pEspfy//h6onsJFXF3RlTJ3ae5si2kMe2S4lPZdFrPwLZ9WuUKiUHNhzjwPqjj233rKzdcByDwQhKAUmtAEFg3+ErpGfISczmIPROHLHJ6Ww9donBc38hMS2TU9duk6nTW1q1fGFjZ51TC8nOyVY2jEoBIoJZtrJIqf3063Q6fvnlF8aOHfvYp7i0tDQCAwMJCAigT58+nD9//pHn3kOr1ZKSkmKyFRcUSh/sXVeayOycF6CyqvXYdoKgRnD5DmyeQ/DYi9FpHllWzcB2NHrdObKy9hSi1iWTHuM70mFYK9oNbckO/Woadg2m/2s9niqs9tEfb9B3Yhd+CV3I9NWTGfZuX9oMbGpW/d6d0oOKuVZvB/jqkyHY25X80PE9REnix8vHyDLo0YtGVl4+huFumKuwaVO7IuO6mi6QuXhif2w1sqdVpnhwz3NU0K0sUqrCarnZuHEjSUlJjB49+pHnVK1alRUrVlCnTh2Sk5P57LPPaN68OefPn8ff/9EzbObMmcPMmTMLQeuCI4kZZNzzAN0lM3UOSnXwE5cCEayqIDh9gtEYTXzSdEQxGkPKHNLTf0OS0nFz/x2Nxrw38JJO7plpc7a999TtaresSu2W2fVhmnavR9Pu9cyu25Vr0UQ/EObbvuc81av4olCUjqfB2SG7WHn5GDsjrmCttGJPZChn4u/wRfPehT52aGQcq/efNpF99sdePhrRBaXsdZGRKdGU2m/w8uXL6datG76+vo88p1mzZowcOZLg4GDatGnD+vXr8fDwYOnSh2cg5WbatGkkJyfnbLdu3TK3+vlGktKRxAQQHLB1WYSg9EMSk5HEp/duKRQeWFu3BUTS0r5BkhKxsqqJlVUNk4TTkpp8Wlq59/eQJAlJkkhMTidLq6dODT9ef7EjggAxcakYjU/2rNzrI3e/xZGuAVVRK5T8Gx3OnshQAHoGFk0V+cS0TDK1emoEeDLj+U6oFApiktPRG4rGc2Vu5O926eNeEciCbmWRUuk5Cg8PZ9euXaxfv/6Z2llZWVGvXj1CQ0Mfe55GoynUNV0KgkLpgb3b74jGO6jUdVFaBYOkRWlV+an7EAQFtnajyMi4n29kazsISbBhV+QMytk3paJDO3be/oAazn0o79CqEK5E5ln4adcJrt+JZ/qwTiz68xBGUeS1fq34YuYgqlTwwtZWTYCvC3Vq+mNl9fjlBCRJ4qODe3FQq5ncqBlv/bOD2h5ejKlb/Gra1HP3w1FtTVzW/ckEzb2KZq2vRlUCWPLKACp4u+Joa42/uxO1gryxLoGzAUVR5Js3fsHVx5nBU3owf/z31G5RhZ7j2ltaNZkCIEoColQwL3FB25dUSt63+Cn44Ycf8PT0pEePHs/Uzmg0cvbsWbp3715ImhUNCqUnCqUnAErVs98ojMY7xMcNNZElJ7/H9cx4bqTt40baPvZFzQMgTnsFP9v6qJVyMT5LER6dyFcbD2AUJTb9ez9nrl3digTXCsg5bhgc9FT9/RcZwQ9nspPKvzqevWTEn1cv0SGoAuWcnM2mtzmYcWyHiWEE8Pq/f/JtqwFFMn5whfue6UZVAh5zZvEm5J/zbFmenVf40+wNABzefILGXeriGSDXOZIpe5Q6f5koivzwww+MGjUKlcrU9hs5ciTTpk3LOf7oo4/YuXMn169fJyQkhOHDhxMeHs64cWWr6KFeH2qyr1B4Y2f3PFZW9fD2uYCt7VA0mpbUdPsfVR27mbTt4veJbBhZmEAvF2aPNv27vDWwLcEVTSthX0tMyHP/QZr5BTCtWWsT2dedexQ7wwhgRJUGeNnYs6zNIH7vOBwPazvGVm385IaPITwtFsj2oN3bfxquJcfnhKOuJccXSIfcSJJEWFTCfZ2iEs3W9z0adqzNqA/6m8je/enlEmsYpWt1xKSkAZCYnklSRqaFNbIMohlCamLpMxOeilJ31bt27eLmzZuMHTv2oddu3rzJnTv31yxLTExk/PjxVK9ene7du5OSksLhw4epUaNochaKA6lpPxAV04b09DUkp3xGVEx7srJ24OD4Lu4e61AonHFy/hRXt5UYEUjVm675lqST11ayNJIkcSXC9CZ+JSIWUbyfN/L3jVC6rl7JgqOHWHfpHJ1+/4Gfzp7Msz+jKHIp3rS/i3GxxTIPpbqLF3t6vUR7v0o09izHvt4v08gz/x6c38MOMfjgQv6KPMnS0F08f+grDsRcemK7g5FhdN+ykk9O7GFb+CU6/7mcxWf/zbce95Akie/+/JchM35i/6lrzFv1D8Nn/ULIlceX5nhWjAYjYedN+7xxrvjkUj4L6VodL/64gZHL13LxTgxjVqxj7A9/lEkDSZQUZtnKIqUurNa5c+dH/ojv3bvX5HjBggUsWLCgCLQqvhgMVwCRhKTJuWRhd8sf2ADZOUhgzfWU7URmnsJKsMFJXY447WWOxn5PBfs2svfIgtyMSWLVP9lhsHoVfTl9/Q6b/7tA3+a1CK6YHfYJT05CL4p8efz+DftqYt7ejeNRkWy8chGVQkGwlzfH70Sy9ORxnqtWs1h6j6xVVnnuPyuSJHEjLQYRiRln1ubIb2c82Qt0My0JrdHA9xeO5ciuJScgSVKBCkKKksSNOwkYjCJTFm0CQBAgMi6F+lXy3e1DnD5wiX3rj6KyUlKlfnkuHAll9Rdb6Ti0RYnzHqVkaolJTSMiMYUBi1cB4G5vS1JGFs62NhbWTqakIK+tZgZK8tpqkiQREXk/b8JKVR1vr38eef7J+F/wsQ3Gy7omx+KWUcmxA66aCjmvJ2ozWBMWwvgqLYjOTGHH7YuMqtTE5AaxOeQiFb1cqeHnxer/TtOkYjmCPO4vU5CansWaXacY3asxiSmZbDt0gRHdG5a4qsNFyeELYdyKTWJwm2B2HL+MURTp3ri6yTldf1/JpYS4nOMbL73xyPd03aXz2FlZ0a1iFVacDqGqqxstAoom0dmSiJJI0x33S2FUc/Tlp+aTnqrtsJ2/cygqPOf42vC3zDKl32Aw0vR/95f26dCgMvNe6lXgfh/krx/34ezhSLPu9fjj6+1UrhdEnZbVzD5OUXAhMprnvvk153j5mAE0q1jOghrdpyjXVpt1tD3WBVxbLSvNwAeN/ymR97eCUOo8RzLPRkrq5ybHesMl0tPXYGc3KM/z67kNz9lv7DHe5DWDKPLCoVVcSLpDSPwtrqXEEpGRhITEmMrZC6ruuXCNaWu242CtoXW18mw5eQlPRzs2vDYCZzsbRFFiyoKNnL4ayakrt7kTl8LNqET0BiMv9JFrLD2K5jWCcva7NKz60OvrLp3jci7DCGDhscO83rhFnv09V61mzv7YYjhLrTCQJInvQnebyC6n3OGvyJN08318Hapt4Zf4L9o0xDw3ZC/vNmhXIKNekiQ++32viWzfqWscOH2dVnUr5N0on3QbdX8lgQGvdDVr30VJYnom7/6x00Q288/drBz7HN5ODhbSyjKYIyxWVsNqZfOqZXKR7Th0cvwAO7tRdyXGxzV4JCqFgtGVshdP3Rd1lYiMJPxsnenil10fSZQkGlXwp46/N8mZWWw5mZ3L8Vzj2jjbZbu7FQqBoV2yb8ZHzoVzMyoRD2c7ujQtmU+wgEldoaepMVQYiHcdxMNr1s1JtpZdxg9z732aXLU7/fwbmciepl3/CrWY1bgTAEYzOOUlibuhOXh/VCc6NsyOpRmLqAp4SUS6+8/d3pZlo/vj7+J4t26XpTWTKUnInqMyjqPDm1hr2qDRNEaSJOxsBqDRNMp3f43cTUMvlRzc8bJ24OM9e0nJ0vJxl06kWusx2oEyXUJAoF0N0yfgOpVNZ1n5uDvh41Ey3blhN2L56IM/mPZBHwxGkU/nbOGjT57Dv4jzOAZVr01FZ1fqe/siCAINvP1o4P3oAqllEUEQeKlyJ1p4VKWuSyCiJNLDrwF1XJ4cjukZVB1fO0fquvmgVCio4epJfY+CL/CrUAi8M6wD3ZvVoG4lX3o2r8ml8GhqVfApUL+lGVc7W34Y+xwpmVqC3F34YexAFIKAj3PZ8hoBGAFjAddGy9+jcslHzjkyAyU558icGESRvruXEppqOtPp+XKNWbX3oumTtARWSaAwCjjZWrPtzdE5YbXRM3/lUli0SR+jezXm5edaFsFVmJcZ763l0IErJrJ2HWrw3ox+FtJIRkbGkhRlztH7/3XG2j7/kxQAstL0zG66s8zd3+SwmozZUCkUvFGrAxUd3Pmn62TmN+xLdSdvXqndms97mNbh6R5UmWPTJxIc6MPETs1MwmqTBrXE29WB9fPH8snLPfD3cGJQx2ALXFHBefvd3ibrmNnaqpny9rMVJwU4HXMnZxbm6Zjscgo60ciFpCgAMgw6QlOevibPPYySkfD0MAD0oo6IjJI5fVtGRuZh5IVn848cVpMxK+18qtDKqxIqhYLe5erQ3b8WArD3+g2T86ztrbBRW/Hji4NQKe9/+SRJ4uTOS2gPRXLxWBinjoehPXyH0LORuLcy49zlIuJmeJxJaQm93kjEzXgqV336sMhvF08z7cBOJgY3xU6tZv7R/Uxr0obT6WEcir7OV02fY9mVw1xKiubH1sOp4fJ0fRslI8tvfEdI4glerPAy+2L3EJp2ldervElF+0rPfK0yMjIypYWyaRLKFCqqXNOXVQoFV+Li+evKFZSCQI9qVVEKAlsvX+ZqXLyJYQTZCahZWXqQ4LOZm9i19TSiKKLT6ov6MszCutVHkCSoVNmLChU90euNrF937MkNc5FpMACw+NR/zD+6H4AMvR6t0UCmUc/4Q79xJDYcgySiFZ8+Q0CSJHSiDoNkYPG1rziXchYREb1YMt9rGRkZUyQExAJuUgFzlkoqsudIptCp7unB0n59SdNq6Vq1CtuqVMZJo6Gap8dD5yoUApPe6s629SdyZI1bVKF1x5oPnZsfzh28xPWzN+n9Ume+m7oKCXhx7jA2f7eboJr+1G7x8DT4gvDOu73x83dh6PAWiKLE6l8PM2J06yc3zMXY2g1YcvoIMRn31xB7rUFzknT1aLL5fimG/1VrST03/6fuV6VQMa78BCadfClH1tGzM9Ucqz+mlUx+uZ52kzPJl+nr14lzyVeIzIyms7e8aDNA6MkbhOw+y6A3e3PmwEVuXoig54udLK1WicccYTE5rCYjU4i0DLo/i6171UeHx0RR4ovZf5rIjhy4zO5tZ+jQvU6BdIgKi+HdnnPIStey8+f9XD2dXZfm3OErXAkJw9pOw9IjH+Md9LDRll/UGhVjx7fLOc69/7R8e8rUMAKYe2QfF7SmdXW+uXiA+m7+NPJ4umKNelHPkmvfmMh2Rm+nqkM1ajrVemY9ZR5Nsi6VmRe+Is2QwamkC1xJvYFW1OGidqKRa8E+1yWdpNgU3un6MakJaRzfeZqLR0LRZmhx9XGhee+GllZPpoxSNk1CmWKLIICHlyMKpcC7nzxH9/4NsFKrcHYr+PIkXoEe9HslOzH8yrFQJFEEQeBKSBgAfV/qjFege4HHMTfedvYoBIE3GrZkerP2APjaO+KmscNOpean1iNo5VURG5UVTuqnXx5BKShxsnJGrVDzeuU3CXauh1qhwV5lX1iXUmZxUjvQz68zAGeTL6MVddRzrkFd58L10mnvhmQf3C9OOHs4MuSdPgCc2nMebYaWhp3r0rBz2TYazYEoCWbZyiKy50imWCEIAqP+1462nWoRVMmTVh1q0GdQY4Iqepql7+pNK98XPFDFonqTSsVyiZJ+lWtSw82Tqq7ZHq3mfuWo5urBMDGYsLR4Kjl6UM/NnzsZyQQ5PH39JIWgYFTQGLp4d8XXxo+qDtWI08XibS3X0CkMKtkHmRyXtwtArSjYNOvHcSUujhfWb2B2p444ajRM2ryFr3v1pL5v8atvVbWR6QSAinUDUVurLaRN6cGIAmMBfSAFbV9SKZtXLVOsEQSBoErZxpBCIZjFMILssNqsQQvuDYKgMn02mD3sa6LCnn06fFFwzzACqHZ3X6VQUMkxe1+jVD2TYXQPhaDA18bvbn8q2TAqJJJ1qcy5+K2JbP3tHfwXf7LQxvwhJITI1FTGrt/Ac7/9TlRaGkuPPttkgKIgKTaF6X3mm8hWf/on+//4z0IaycjIxpFMGcI7yJOxHw+l9XNN2ZL6IxVrB1CxdgCb47+nVb9GjJk50CTfSJIkQo5cA0AURU4evW4p1fNEa9RyNfUqABmGdG6kFy/9ZO7jpHZgbPmB1HeuyW9Nv2REYF9aujcs1HyjmR064GlnGo5e0KN7oY2XX5w9HHnpi1E06hrMltSfGD9vGG0GNaNFn/xX6n8U585FZM+GBU6dCsdgKN31n+WwWv6RK2SbAblCdskie60qAfHu+lQKhSJHlpvlX/3Nmh8PMmx8G+JjUtm+KYSX3+5On8FNLKG2CTpRx9dXF3I17Qpjgl7g7+id3MmK5LXKb1DZoeTVgyor5P6c5fWZMycnIyMZtnYt2lwGwIr+/WhTvnyhjVkQCvu9OfJfKDNmrKd27QDatqvOwgXbadGiCu9/0AeVSmnWsR5HUVbInnSwH5oCVsjWpulZ1HJDmbu/yTlHMmWOez+6ilz1mPL6IXZ0tgVg1ff77p4v4OhkWwQaPhkFCmxVthgkA9/fWAqAvcoea+XTJ2TLFD25P2eFnd+2+dJltAYj9X19sbWy4mB4OH+cv1BsjaPCfm/s7K1RqZSEhIQRcncShqOjjcnvgIzMPeRPhUyx5urJGyyd+iuiKPLLx+uZ1mMOkiQxe+hCFr+6AkmS+PHDNZzee97sYw8Y3szk2DfAjXZda5t9nPygUqgYXm6UiayzV1cCbAMspJFMceP9dm2Z1qY1Pz43gO/79eWd1q34rFtXS6tlMWrV8qdTZ9MSFS+93MFkeZ/ShlESzLKVRWTPkUyxJT05g3f7fEpKfBoHNhwlOjR7TbHnvMaTEp8KwOEtJ4gJj2Pd51tYeeVL3HxczDb+13O2mBxHhMfx67J9PD+ujdnGyC9Zxiy+vPqFiezPyI2Usw2kllPxMOBkLItCEBjX8H6doAmNzJ/DU5LYs+cCWzabJsBP/+APPpkzCCurogurFSXmyBkqqzlHsueoBCKJaXnulzbsnGx5af5wAGIjEkCZ/QN2zzACiAmPA2DcvGFmNYwAqtUOQKlUMPXj5xg3uTNWahWVqxePadBqhZpytuWwV9nzfvUPaeDSEAeVI54aL7OPJYlpOevDWfLzJokZSJL4kE4yMk9DuXLu2Ntb06NHMAu/HI6NjZqqVX1QqUrvbVCSFIgF3CS5QrZMSUDSn0VKGAdOH4LgjJQ0GZy/QNC0tLRqhYKrj3POviAIPOp26OHnavaxu/SuR92GQXj7ZhtdrTrWyNm3NApBwfDAUfTw6YWbxp3x5f9HiiEFV7V53wfJGI+UOBI0bcFmaPa+7fMIduPMOs4T9RDTkBLHgqoS2L+OlDgaNG3A/q1iWZtKpvhRsaInS5aMwcPTEYVCYNnyF/DycpI/PzJ5UjZNwhKMlLkRpESkpMlIiaNASkLKWG1ptQqF9OQMZg37GgBJFJEeU+H34+e/JP5Ootl1yG0MFRfD6B4KQYGbJruit0qhMrthBIDuEBiuQvr3SHHtwRiBlLEGScww/1iPQx8C+jOQuQ4ptkW2Tpl/gphQtHrIlGi8vJ1ycoy8vZ1LvWFkRDDLVhaRjaMShuDwLihMC/UJzp8/4uySjZ2TLe8s+x8tejdgS+IKOo1qS7ka/mzLWkXVRhVp1C2Y7dpf6Ti8FW98/z+zh9Welf8ibxF7dw20fbdukKLVWlQfcyDY9IYHvESC608IiqKdtSdoWmd/9h/UQ/nshS9lZMoKomSOWkeWvgrLIBtHJQ3dURDjTWXa3ZbRpQho3LUu03+bjNpazdsrXmL52c+xslKx6L9P+GTLNJQqJe/8OIn2z1s2rHgoIpxR2/5g6ObVrDwXwti/1jNi21rSdDqL6lVQJEMEZG03lWX8XOT5PpIxHinT1EMqpS/LyUGSkZEpPixevJigoCCsra1p0qQJR48efeS5K1euRBAEk83a2trkHEmSmD59Oj4+PtjY2NCxY0euXr1aqNcgG0clDEl3GNCBuhVY98iWZe21qE4y4OfgiIu1NaFJCXx46B+MkkQlZzdsVCU8rc9wAYyRoAwCu/9ly7SHQMosYj2ugiEcFJ4I9pMBBeiOgZRUtHrIyJQgCpqMfW97FlavXs2UKVOYMWMGISEh1K1bly5duhATE/PINo6Ojty5cydnCw8PN3l9/vz5fPXVVyxZsoQjR45gZ2dHly5dyMrKytf78jSU8F/usodgPwWUgWDTG1CCuhnYDLC0WkVKdm2jtfhX9qH98y34dspPNOhYm6Y9G1hMpyAnF0bUrMenRw/kyN5u3AqlGQrMGYzJhCZMJcjlPRRYcT1hBhXcZqFWejy5cQERrDuD8yKwqoWg9EZSVQFNSwuE1ZqCy1JQ+iGogkBVNVsnRSHkWcnIlBJEBMQC5gzda5+SkmIi12g0aDSah87/4osvGD9+PGPGjAFgyZIlbN26lRUrVjB16tQ8xxAEAW9v7zxfkySJhQsX8v7779OnTx8AfvrpJ7y8vNi4cSNDhgzJ97U9DtlzVMIQBAHB9jkEQY0gKBFsByEIpbNGx6P4d/MJVs3+g3mjFtHXZQwbv/6LWYMXFEpC9tOyK+waXxw7aCIbtmWNWfKOriV8QELGDk7e7siJ221IyNxJaNzbBe73aRGsOyIos3+4BJueCArnIhvbRA9Ni2zD6AGdZGRkCp+AgACcnJxytjlz5jx0jk6n48SJE3Ts2DFHplAo6NixI//+++8j+05LSyMwMJCAgAD69OnD+fP3i/reuHGDqKgokz6dnJxo0qTJY/ssKLJxJEOCNj3P/eKAJEkkxSYDYDQaSYlPpWnP+vQY3wGAzLRst+prSyZYNCG7tocXgY7ODKhSk38Gj8Xbzp625crjoFbnu0+dMR5Jkijv8h4CtkjokMjOYargNstcqss8gGiMz3O/rOpRmkiKS83Jl0uKS33C2SUfc1bIvnXrFsnJyTnbtGnTHhovLi4Oo9GIl5dpvTUvLy+ioqLy1LFq1aqsWLGCTZs28csvvyCKIs2bNyciIgIgp92z9GkOZOOojPNXxAU6bP+KfVFX+f36CTru+JrjcTctrRaQbRh999bPvNzgHSKuRPLF+CVMbvFenh4iS0/J9bKzZ12focxv04UKzq5sGTCC95q2zbdeGbprhNzuQXjSQtJ0FzFIWWV21khRkpW5ifiYpuiy9pCZvpKEmBbodceLXA9D1j7SYlqgz/wTfeafpMW0wCDnFhaI29djmNTxE1bM2kDo2VtMaDmTNV/vsLRahYo5c44cHR1NtrxCavmhWbNmjBw5kuDgYNq0acP69evx8PBg6dKlZuk/v8g5R2WcvyMvkmHUM+HwbzmyA9GhNHQvZ0GtsslIzeToXyHERsQzptpkABRKBVu+/Zut32fP0LO21ZCVoWXBi0up16GWRb1Hrjb383DcbewK1Fey9ih6MY5byYtzZBIKkBQgGLge/wE1vH4o0BgypkiShDZzK0gZJCcMz5HrsvZipW74mJbmR5/1N0gZZCZOyiXbicq6bZHqUZo4fySU+DtJrFv8N+sW/w3Av3+dpt+LHbBSy7dCc+Du7o5SqSQ6OtpEHh0d/cicogexsrKiXr16hIaGAuS0i46Oxsfnfhmb6OhogoODzaN4Hsieo1KC3phEdNpWALSGaGLTdz1Vu3kN+5ocV3Bw57Ua7cytXr6wc7Rl/q4ZJrLRHw1h9KzBDHuvP2+vnMim5JX0ndSV939/vVANozS9lvWh2XHwc/HRzD26D4DQpHgO3w5/XNN84eMwFA+73iay+r7baOh/AFebzlRyn2/ymmS4jqQ9nL2vP4ukO212nUo7giDg6LLIRKZUVcfW4Y0i18Xa6SMQciW9CzZYO80ucj1KE52HNqfrcNOSH7N/f6VUG0YiBa1x9GwJ3Wq1mgYNGrB79/3yMqIosnv3bpo1a/aYlvcxGo2cPXs2xxAqX7483t7eJn2mpKRw5MiRp+4zP5TeT0UZwihmcDJ6DGm6C6TpLxOTvoNMw01q8SWedp0f2/aPsFMmx7fSE9kfHUob78qFqPHTYTQaWfHeryayzd/uoPXApoz+aHCObOKXYwpVD53RyKid6zgRc5uQ6NusvnQWvWgkPCWJY1ERpOp0/NJ9II28/c02Zqr2DAkZe0xkselbCXR+jWqeS0zkkiECKWEEiClgPwkp/XtABNdVCFbVzaZTWSArw/TzZjRcR6/di9q6aB8YDFlbTMslSJkYsrZgZdP70Y1kHkvo2Vsc2mq68OzvC/9i7Af9LB6WLywkM8xWk56x/ZQpUxg1ahQNGzakcePGLFy4kPT09JzZayNHjsTPzy8nofujjz6iadOmVKpUiaSkJD799FPCw8MZNy67+KwgCLz22mvMnj2bypUrU758eT744AN8fX3p27dvga7tcZQqz9GHH374UDGpatWqPbbN2rVrqVatGtbW1tSuXZtt27YVkbbmQyHY4GrdHIDw5KVkGsKwVvrgoK7xxLYXkrJXuh9RsTFdfKujF41cTn50PYqiRJep4+aFCBRKBRO/HEu56n4kx6UQfXex2aJCrVTSxq88AL9cPoVeMgICf924QlxmBhWcXKjobN4p5Zn6MIxSGo6ahgQ6vw5Auu4CYHz4ZKUnWNUGtEhpn4OUAqoqoAwwq06lHUmSMOjPAmBj9wJq666AFoPhcpHrYtRfACSsbAZiZTPwruz84xvJPJY7N2JIT86gWoPyjHmvLwDXz0dg0OfxnSolFLw6dvb2LAwePJjPPvuM6dOnExwczKlTp9i+fXtOQvXNmze5c+dOzvmJiYmMHz+e6tWr0717d1JSUjh8+DA1aty/f7399tu88sorTJgwgUaNGpGWlsb27dsfKhZpTgSpFC1t/eGHH7Ju3Tp27bofUlKpVLi7u+d5/uHDh2ndujVz5syhZ8+e/Prrr8ybN4+QkBBq1ar11OOmpKTg5OREcnIyjo6OBb6O/KA1RHMoonXOcTnHsVRyfeeJ7URJYmfkRbr4Vscgiey5c4XOfsXH25CenM6F/67SqEswidFJ3Lx0m7ptaha5HvFZGTT47W7IRQKM938wPm7ZiWHVg80+ZkLGXpysG6FU2BGX/jeutq1RCHknQUq6EKSE+/U+BOdF2TWKZJ4JSRLRZW1Dbd0D0KPL2o3GppsF9JAwZG1DZZ09tiHrL1TW3UuVh+PilTss+/kAH77Tm8uhUfyxOYQZb/XC2tqq0MY8/s95qjesgJ2jDf9tP029NtXR2OR/Rml+KIr7xb0xBuwahZVdwa5Pn67jj44/WvT+ZglKnXG0ceNGTp069VTnDx48mPT0dLZs2ZIja9q0KcHBwSxZsuQxLU2xtHFkFDM4GtmPTEOYibyG+6d428tu+IKiMxrpvfknLiXG3jWMgFyuZqUg8FO3gbTwC7SIfpIhHCl+QLbHKAcNgtsqBKs6FtFJRuZxGIwiI19azu07SSbyMc+3YPTQ5pZRqogoSuOo399jzGIcbej0Q5kzjkpVWA3g6tWr+Pr6UqFCBYYNG8bNm4+elv7vv/+aFJYC6NKlyxMLS2m1WlJSUkw2S6EzRKBU2OLrMBCN0otmfrsp5zgOO6tKuNq0sIhO0ZFJQPbT7739koxaqWRYtWC8bO3Z1X8s9bx8sVIq2Np/FH0rVaKBlwfBnj6k6FPQGi2w2KzSHzTtwao+gueR7H1NU1A9PqQsI6MXdaTqs0tjZBkzyDAUTe0flVLBR9P6wL1nc0miemVvnn+ucZGMX1awRFittFCqErKbNGnCypUrqVq1Knfu3GHmzJm0atWKc+fO4eDg8ND5UVFR+SosNWfOHGbOnGlW3fNDXOpKIhNnEej+LRopBXspCqPxFhVd3iTI+SVUCvsi1+mXpXtYs/IQs74exsFdF/jnr7PMXTKSytV9i1wXczKiWj36VqiBg1rD+l7DiM5Iw1GjwNPrDG6eRlIMcSy59jVOVs5MrPQaGqV5aoA8DYKgBKc5IGmzl/Vw/uquvGjDBTIlC72o47fwuSToohgW+C4bbi/CIOoZXf5DbFUP/16am9XrjoJBAiUgSVy5dIcLFyMJrmP5MiIyMqXKOOrW7X5uQJ06dWjSpAmBgYGsWbOGF154wWzjTJs2jSlTpuQcp6SkEBBQtMmvkiSRrj2GhI6wuPvXlqm7gL11M1RC0RtGRoORi2ci0GbpeXv8SiB7pkFYaEyJN44AHNTZBo8gCHjbORCZeZs4XSxphlRmnM+uFptlzCLNkFqkxlG2Tsqcqd+yUSTzNGQYU4jV3iZJH8NXV18BwEZpT4o+vtCNI63OwP5DV7KD08Zs75ERifWbQ2TjyIyYc221skapC6vlxtnZmSpVquQUk3oQb2/vfBWr0mg0D1ULLWoEQaCc25cmMjtNUzwczWcEPitKlZLpn5suAtihRx069Qq2jEKFjK+NH+PK/89E9nKlV3HT5D0BwBIkpP2OzhCJJEnEp67EYEywtEoyxQQnK3eGBb1rIhvg/yreNkGFPrZGrWLJlyNMZIHl3JgxVc6RNCdyWC3/lGrjKC0tjWvXrplU1cxNs2bNTApLAfz999+FWljKnEQnf2VynKE9QXLGTgtpk+3NWrbQdPwDuy5w+vgNC2lUuCTrk1h9a5WJ7JfwH8kwFI/16RLSfud24pvciBlIRMLrRCa9z43YIYiSBfKiZIodWcYM/rz9rYnsrzs/kKIv/HXcJEli05ZTJrKY6BTOno8o9LFlZJ6GUmUcvfnmm+zbt4+wsDAOHz5Mv379UCqVDB06FMguPpV7sbzJkyezfft2Pv/8cy5dusSHH37I8ePHmTRp0qOGKDZIkoRBzK734+P8Ls62vZAwYBSTLKaTKEqkJGciCAKTpvWgYfNKGAxG0lOzLKZTYaITdWSJWbhYufJSxVexVzmQJWahE/WWVg0Ae+vWqJWB6IzhJGWsA8DFbtAjywEUJ3JPoi3qCbVlZWyDpENrzMBGac/Qcu/gbOWJTsxCJxb+91UUJVJSMhEEeH1SZxo1KI/eYCQtXTbczYnsOco/pWoq/5AhQ9i/fz/x8fF4eHjQsmVLPv74YypWrAhA27ZtCQoKYuXKlTlt1q5dy/vvv09YWBiVK1dm/vz5dO/e/ZnGtdRUfkmSSNMexMG6FZJkIF17FHtry06DNRqMnD15k+BG5dFp9Vw+H0nt+paZ4l4UxGpjkCQJT2svbmdGYKe0x1ntbGm1gOzPR0TC6zmGEUBVn6OoVcU7/2tj+Fk2hp3l2xYDWXP9JEfjbrKwaT+sFMpCH/tGWgQLr6xiavWxJOhSWHZ9PR/UnICr2qnQxzaKScTEjcTJYTJqdS1i4kbh6jwTa02TQhszzZBEqj4RH5vyJOliMEh63DV+hTZebgxGkbPnblGvbiBanYHLV+5Qp1bpL1xalFP5u/w1wSxT+Xd0+67MTeUvVcaRpbB0nSMZmbyIT11JZNL7JjK1qjyVvXcVW+9RkjaTdtsWkao39SB80aQvvQOfvjBrfpAkialnFnIh5bqJvIt3CyZVHvKIVuYjMXkuyammeYRWqqr4eu3OTriXKRXIxlHJoFSF1WQKhihKhMZk5xvojUaux8rJuyUZJ9veWFvVwMf5w7seo/J4Or5WIMMoNDU6J9xzNSX6CWc/O84aG5a1MjVERlduTK9yhV8VXRAEplY3ndDgbe3OuAr9C31sAGfHN9CoG+UcKwBP9x8BBdrM7UB2BW+D/kqR6CNT8pHDavmnVE3ll8k/oigxc+tuNp66wKKhvfkj5ByHrt1k+Yj+1PF//Ow9meKJSulKRa/NOcZQQT1GB6Kv8PqJXxkU2JiaTn68f+oPXqrangmV25pJ42zOJdwxOb6SHEOW0YCNqvCWlbhHZGasyXGGIYtEXTI+Nh6FPrZRTMBozB5fhYC1IJCe8iWCGIFBdxi9diSgR5u5AUfXH7HSWKbIq0zJQaLgU/HLamhJNo5kADCIItEpaWgNRsb/vAEAK6WShIwMC2smUxByG0MFDaXFalPRi0ZW3bhfQT4qMxlJksy25leSNpNFFw8C0NijHOcTozgcE8aeO1fpHvDkhZQLgiRJ/Bq+FYBAWx8yjVpitAlsur2H/1UaVKhjA6Sl/4LBGIZS4YWVICBIsRiz1uS8rs346e6eAtEYm3cnMjK5MIfnR/YcyZRp1ColXwzsQf2PF+XInm9cl7ZVKlhQqycjSRJr1x2lRfMq+Pg4s+rXw3TrWgd398Kv8FvW6BtQn6/PHCZOjEEQQJtpxatVO5t1MVRnjQ0/txnGP5FXeal6C0LiIzifGFXohhFkh9Wm1RjHb+F/MSKoF5nGLNZH7GZUUNHU3nFyeB1J0mFv9zwqpS8Jd6oAD898VFt3R2Pbt0h0kpEpq8gJ2WagNCRk641G3vrjL7afv5oj06iUfPt8H5pXLL6zzdZvPM6ixbtwc7MnKNCdEyFhlAtw4/ulY7GykpNYzcn4vWv4++Z1FAoRQSFhNCjxtbfjYN+JKBRy+qI5yUxbQkbK7Ee8qsLe5Rs0Ns82q1ameFCUCdltt7yEyq5gHmNDupa9Pb8t0fe3/CD/oskAoBAENCoVVkolXw3uSdsq5VEqFKhVxdvAaNumOuUC3IiPT+NESBgAQ4c0lQ2jAmKURMS7z00GUUSSJNoGBCEIEqKowGjIfn+b+PqY1XP0OAxGMScZ3GAUi2RMSyEI1gBY272G0ioYALXNANQ2fQEFQjGdbWgJjAZjnvsyckJ2QZDDajIAKBUKPunbmRFN61HL14u2VcpzPS6Rat6Fn4haEJydbAkMdOPmrftVfWvV9LegRiUfoyTyzrFN2Kk0vFu3M5P+XUtNZ29ert6KZWdPciMlMefcaXW6FolxpDMYeO2nLVTz9eCFto14acUGOtaqzMjW9Qt9bEtgbTcalVUwKnUwkvQG2ox1WNsNRJKMGO1eRKWubWkViwUnD11l8Ucb+ej7sVy7cJtfF+3m4xUv4OpZdjwcMoWDbBzJ5KBUKKjl6wWAWqUq9oYRwLo/jnLgoOnU5ren/s7KFRNk71E+CYm7xeab55CA366fAOBIbBiRKRkmhhHAi3vXs77biEI3kA5eDmf/pRvsv3SD7/45CkBodDw96lfDzd62UMe2FCp1MJCdC2VtN/DuvlI2jO4iiiLLP93G7RtxvNBxfo5886p/GfV6FwtqVnyQE7LzjxxWkynW6LQGrl6MBCA9Tcv1q6a1dbp3r0uNGn6881YP1q15hUoVPXn5pY6yYVQAGnkE8lH9HiayJc2H8EZwa6q5eLCywyD29n2RSk5uvN+wfZF4jtrXrMgrXUyrvy8d17/UGkYAMZmnkSQJSZKIyTxtaXWKHQqFgo++G2Miq9kgiOGvdrKQRsUPSRLMspVFZM+RTLFFpzXw0durOXMijKkfD2DtT4e5eSOWOYtGUKVG9hIY9nbWfPnFMJTKbDv/28Wjc/Zl8ofOaGBX5GUT2Y7bF5lRrxtbe4xBeTf5ekevF3L2C5v0LB2HLoeZyPacv0Ytf68iy3kqSi4m/s7xuIXUchkFwLnEH2ngPpkaLkMtrFnx4vzdPMN7RN1KIPp2Ir7l3CyjkEypQb6LyBRrBEFAqzUw883VXDhz667M9JzcxpBsGBWcc4l3OBx9HWulin6BdRCArbfOczsjycQYKirDCODEjducDI/EwVpDj3rVAPjj6DkS0jOLTIeiJftDfi7xR84l/mhhXYonoiiy4YcDANRvWRm/IHfiY1LYt+WUZRUrRogIZtnKIrLnSKbYkRCTwupFf/PCe31o36kmR/dfBkX2F7R6LT8qVy/eC6cWdxK1GXx57gDv1G1Pki6TZZeOMDW4fc7CrvXdA/i62UBsVFY08yxPC68KlLd3I8DOxWI6t65enrlDulHO3ZnaAd40LO9Hgwr+JSqsdj7pFkfjQxldoS3HEq4RnhbDwMC8F4qu5jyIU/FLMUjZRViVgjXVnQt/fbeShEKh4KPvx7L5l8MMerEdyfFp7N4UwnPj2jxTP8lxqfw8+w/GfTKUy8evs2zGOj7f/g5hF+9wfPc5hk7pXmK9k3LOUf6R6xyZgdJQ56i4IIoik3t+Qei5CHwrehKRpH3onMEvtGLspI4W0K7kI0kSz//zC0djb1HewZUMg47ozDRGVG7Ahw3kJNbCIkGbxqCDn5NmyKKWUwBXU++gFQ3MrzeC1p4PF7g8Ff8dZxNWmMhquYymnvv/ikrlMoEkSUxpN5ML/13Ft5I30THpSBI4udmh1xnJSM3ilc+H0X1kK7ONWZR1jppsfNUsdY6O9P2qzN3f5BhEKUJr1OW5X5JQKBSMfTe7IvHtazFgMJi8rlIrad2p8BchLa0IgsCbddsBcCM1gejMNNyt7RhfralF9NFm6fPczwud1pBT50irffy5xQ1XjT3jKnYA4FzyLbSigZYe1WnqXiXP8x2tAhBQ0ND9NRq6v46AAid18S3GWlIRBIEXPs7O44oMjcKYkR2mTY5PJyM1ixqNKtC2f6PHdVGskROy849sHJUStkTuZ1LIPOK0SawK28ZbpxeSqk+3tFr5wjvAFbibdZGeZfJai7bVqVhFXgi3IPjamj792arUuGqKPjx16fxtRvX7mpNHr3PiyDVG9f+aKxci8zw3M1PH1Ld+Y9HCHSQnZzD55R/5ccX+Ita4YFRwMP3cBtp5YCXkPauygmM3egX+SnWXIVR3GUyvwF+p4NitKNQsc3gG5EreFk2Li3r4u2Jtqy5ijcyHXAQy/8jGUSkgy6hl/a1/iMyMZdSR6fx6czvX0iI4En/O0qo9M6IoMmtCdjhBEgAH05v2vp3n2PnnqaJXrJQgSRKvHt5oIruZlsgnp3YVuS4bfj9CQnwa70z6hWmvrCIhLo2Nq4/mee7pU+GcPX2TTRtOMKDXAkKvRrN5UwiJiSXjASBBm8Y7J382ka0K28/emPOPbOOkDspzX8Z8SJLE7GFf5RwLNjYmr+/bcJxtK0uWEZ4b2XOUf2TjqBRgrdQwp+4rJrI+fm3o6N3EQhrlH4VCwWvzh1CtfiC/Hp3J8PFtsLe14tftU3h9em9adaxBh+51zD5uePoFsozZN9rraWfQiw/nOuWFaLiBaLgOgDFjPaL+EgCS7iiSWPxu3IIgMLthV+q6+rK/10TWdBxJfXd/XqvVush1eeOD3lip73tOrG2seP39Xnme27RZZV582TTP7LOFw3BxsStUHc2Fq8aet2v0obVnDfZ3msVrVXvQ3bdenvlGMkWHIAhMXvwCVRtV5OerX/HC9P7Y2qn54fgs3vp2DE271qHzsBaWVlPGAsgJ2WagOCRkrwrbxq83t+cc+1p7MKfuK7hrnC2iT0GRJClnhogoijkLm+aWm4traaf4NXw23tZB1HfpzJbIbylvV5uhge9jpXi0S100hJEVPwgAte1whPRFSKhQOLwJqZ+DVV0El2UIiuI3oyr3+1gY7+nTcOLINd59dRX3foEUSoE5Xw6jXuMKD52bkpLJ26+vIjRXEdA+/Row6bUuJWomUXF432Uepih/b4oyIbv+uikoC5iQbUzXEvLcF3JCtkzJI8uo5VBcdgXdnr6t8NK4cicrjgvJ1y2sWf7J/YOUe8X3wriZ2CmdUCusuZ15lc2Ri5EQcbRyQ/mIfJD7utiDwhlJjEaX9gVIEgoMkDoX0IPSA4Tima+Q+3201A16/64LSBI0bFqR+k0qIBol9u++mOe5V69EceN6LM4udgwc0hRBgP/+DSU5OaOItS4YxeF9l3mYovy9KUokQJIKuFn6IiyEXOeohKE1ZrLx9vd08R6KlcKazZHL6ek7hk/qTOJowjk6ezdjgH8HLqbcoLVnyV+U88KlSHbuucArE9oTcjqck2dvMX5kK7P+aHnblKehaxcOxK7LkXXxeQHFk4wjpTtqx/fRJoxAQsKAEatcXynB4QMEoWi+YttuXOZGSiIT6zblt8unMYoiw6vXK3C/kiSx9Ls9NG1Skdq1A/jq67/p0b0uVcyQFP/q1B4EVfKkZ/+GSJLE1g0n6P1c3jODGjQsz4ezB+Dj60JQeQ+qVPWmeg0/nJ1LRlhN5ulZd/UcaXoto2s0YNn5Y7hb29K3ojxDVaZokcNqZqAow2prbn1NSOI+NApblIKCDGMalezrMK7C9EId1xKkpWsZ+sJSUlKz8HCzJzE5A4NBZOpr3ejWyXyLb15M+Y81N+chcX+mip9NZUaV/xi14tEuaVF/mcz4gSAlo0BAjZWp0aaqhuD6K4LC3my65sX15AQ6/bECgyTib+9ERFoyAOt6Pk8jL/8C9f3n5pMsXLgDKysljo42xMen4eJixy8/v4iNTfH0ismUXM7FRdFr809IkPNZVggCW3qPooarp6XVMwtFGVaru+4NlLYFDKtlaDn93OdyWE2meNPF63mslXZoxQwyjGkA9PYd+8jzM3R6dEYjAKlaLWIetnBqrunyqQ9Mnbck9nYaXp/YGYDY+DQMBpFmjSvSsa15k1g9NYHYq1wIdm7PhIpfYKN0oJxtDayeEBITlL4oVBVRWNVD47oGSbDCqHAF13WgcAer+iAUfr5RBSdX3mjQEiDHMBpbswENPf0K3HfXLrVp0CAIvd5IfHz2523K611kw0imUKjp5sVLdbJrbt37LE+q24zqLh6WVKvEIs9Wyz9yWK2EoVKoUWIa7nmUdyNDp2fcmg0429gws0t7xq3ZSA0vDz7u3gnFXQ/HgZBrfLh0O3Nf7UVsYhoLVu3ly7f6U6NC8agl5PBAMqGdrRqFwrxfVjeND+Mrfoq9yhmFoOR/lRbiqHJ7YuhOUDhg7fpTzj5um0Dpg0Jhj+S2HhSeCELRPH+4WJtOQXbR2Jgl9KhUKh4yhOwKmOApI/MoBEHAVWP6WXY102dZRuZZkD1HJYwtkT+Qbkwxka2L+CbPcy/GxHA6Moq/r4TS/OvvuBAdw57QG0Snpt3v78B50jK0TJq7jplLt5OSlsWuI5fz7K+oSUvXMnPeZhPZrr0X2b7b/PWbHK3ccnKMnKzcn/rHWFA4ZBtGgMKqMoq7ITRB6V1khtH15ATePbTTRPZ5yEGORUUUuO8tW09x8OAVE9lHszaRmVkyK7DLFG/OxUUx+9geE9mHR3ZzISHGQhqVbOQikPlH9hwVY66lXcbJygV3jScXU87gZ1OOnr5jSDem0NNnNBqFDesivqG/f97rLTXw92NOj8688edfObIfhvTHx9Eh53jWy91pNfZ+EbRy3i5MGlz0NW/ywt5Ow4x3erHt77O8O6UHB/67yvGTYXTtUMvSqhUrKji58kmLzlxNjOeDJu349swRDKJII++C5RsB9OwRzKWLkbRsWYVGjSrwySeb6du3/iPDagnRydy4EEGDdjW5ExZLfFQStZpWLrAepYH4lHSuRMTRrEYgkfHJRCWmUr9Swf9GpYla7t6836gdKXotrwe34NOQA3ja2JWafKOi5t6Ms4L2URaRE7LNQGEk2N1Iu8qi0DnYqexp79mdjbd/xV3txWtVp2OvcnhyB0BSZhajfvuDC9H3n7o6VanEwr7dUSuzvSTbDl5g5tL79ZE0Vko+f6MfjWqWM8t1yJQdkuNTebPnp9wJi2XczOdY/83fJCekMWfd69RoXNHS6lmUpLRMXliwhpsxSbzerxW//HOSxLQMvpnUn3qVCp4bJlNyKMqE7Jqr3zJLQvb5wZ/KCdkyxQNXjTvOVq4k6uL5I+JnjJIRX5sAbJRPn+B7KymJ8MQk3GxtebdDG9RKJRejY0i8u7giwPHzNwHo1bomzeuWR6s3cvrKbbNfj0zpx97JlvI1/DHojSx5dzUxEQl4+LrgVc7tyY1LOfY2Gir7eWAwiny6bh93ElLwcnbAz93J0qrJlGLkhOz8IxtHxRQnKxfae3U3kfX0HfTEwoS5qe3jzQ9D+vPzsOcY07g+3w/qyy/DBmKvtOKtzzcSejOWlwe1pLK/O6N6NWbe5F58+L+uvNDXMiu0y5RslColo97tYyLr/1In3LydC23MlPhU3u81j4ird4iNiOe9nnOJu51QaOPlF5VSwcs9m5vIAr1d8HCyY9GWQ6w9dMZCmsmUZixlHC1evJigoCCsra1p0qQJR4/mvWYiwPfff0+rVq1wcXHBxcWFjh07PnT+6NGjEQTBZOvatesz6/UsyGE1M1AYbtLLqef5NnQeRsmYI3NRu/Fm1Vk4WhXsaXPe8r/Z8I/pj3GtSj58/+FQeVaITL5JjElhcudPiIm4b5yorJTMXj2Z4NbVCmXMT4Z9xZ7fD5nIGnauy5y/3i2U8fJLQmoGw+f9xp2E+5MpJEBSkPOIum7qCCr7ultEP5mioyjDalV/nWqWsNrl5+c+tb6rV69m5MiRLFmyhCZNmrBw4ULWrl3L5cuX8fR8OHds2LBhtGjRgubNm2Ntbc28efPYsGED58+fx88vO+Q8evRooqOj+eGHH3LaaTQaXFxcCnRtj0P2HBVTAmyC8LMJpJ5zEz6q9RWeGh9qOgY/db7RPVIys8jSGwBISM9AbzTy0pBWeLuZ9jP9f11lw6gMIkkSCTHZN2xRFEmITc13X07u9jTqWBv/Sl78fHourfs0pHwNfyrWCTCXug/x0oJR2DmZhppfWzK+0MbLLy72NrSqVZ5ATxf+mj2Oyn53jaC7X7m3+rWRDaN8EpNr9m3u/ScRn+uzHnoxMmf/3vdBJn988cUXjB8/njFjxlCjRg2WLFmCra0tK1asyPP8VatW8fLLLxMcHEy1atVYtmwZoiiye/duk/M0Gg3e3t45W2EaRiDPViu22KrsmFR5GmqFBqWg5I2qM7FW2qB4hunhyZlZjF+5HgdrDR/26cD/ftpIFW93pnVpg1E0dRjq9MZH9CJTWpEkiR8X7OCv3//jk5UT2Prrvxzbd4l5v/wP38BnzxNSKBRMnD+U9JRMHJzteGfpC2RlaLFzLLxCmAadgQed33qdodDGyy+CIDB1cDtSMrQ42mpoWbs8l6PicoyjTJ3esgqWUFYdO8Vnuw+yZEgfjoZH8PPRk/wwfAA1fbwe2+7UkevMePUXxr/RlbALt9n60yEGTeyIvb2G3xbv4uOV46leP6hoLqIQMedstZQUU6NRo9Gg0Zh6pXQ6HSdOnGDatGk5MoVCQceOHfn333+faryMjAz0ej2urq4m8r179+Lp6YmLiwvt27dn9uzZuLkVXj6j7DkqxtgobXNyjGxVds9kGAHcjE/iWmwC/167SZcvfuBGXCJnbkXxzeqDxCamoVGrsLXOnpI9b8XfD91kZEo3Oq2Bk4eukpKYwaQ+C/lr9RESYlK4diH/CfkKhQKHu+udKVXKQjWMAJZNXUVGSibWthps7K0B+GbyykIdM78IgoCTnTUXbkWzfNcxEMDNIfv9WbztMFcj4yysYclClCT2ht4gQ69n5M/rWLT/P5KztITcinxi21NHr6HN0rNo9p9s+TX7pr1m8S5WzNtKZpqWs0dK7qLduck2jgqac5TdV0BAAE5OTjnbnDlzHhovLi4Oo9GIl5epcerl5UVUVNRT6fzOO+/g6+tLx44dc2Rdu3blp59+Yvfu3cybN499+/bRrVs3jMbCe6gvVcbRnDlzaNSoEQ4ODnh6etK3b18uX358QcOVK1c+lOhlbW1dRBoXLrX9vRnVqoGJbEbfDkwd05HOzavx8ycj2PjVeDo0qcLHr/SSw2plDI21FbNXvGAi6/9CG1p1q2MhjZ6dVxa9QJVGlfjmxFxWXFxA5UaVmLLsxUeef/Kfc1w7HQ7A4T+PE3ktGkmS2LL0bzLTszAajfz5zQ70hejJqVnOm+lDOvJWvzb88/GLvNqrBbOGdZHDas+IQhBYNLCXiaxd5fKMaPzkBZdHTeqIj78LCAJYm9bsql4/kEEvtTerrqWBW7dukZycnLPl9g6Zi7lz5/L777+zYcMGk/vwkCFD6N27N7Vr16Zv375s2bKFY8eOsXfvXrPrcI9SFVbbt28fEydOpFGjRhgMBt599106d+7MhQsXsLN79Ordjo6OJkZUaTES/rlynSV7/jORTfrtT/6cOJKPJvbIkX38aq8Hm8qUAURR5IdP/zKR7Vx3lPa961G+mo+FtHo2Vs3dROjZWyye8jM29tZcO3uLlR+u483vJjx07vnDl/mg76dY22noOaEjv8//E1cfZ1r2aciGL7fyz28HcPV2Zt+afzm19xwfrJ5SaL8FA5rfXzj5hU6NC2WMssB3h46ZHP8XdosjYbdoEvT4PLdDuy8QE5W9dhsPhGFDz93m+L5LNGxTOJMIihJzTMW/197R0fGJCdnu7u4olUqio6NN5NHR0Xh7P35Jqs8++4y5c+eya9cu6tR5/ANahQoVcHd3JzQ0lA4dOjzFVTw7pcpztH37dkaPHk3NmjWpW7cuK1eu5ObNm5w4ceKx7QRBMEn0etAl+CBarZaUlBSTrTjiYm2NUhCQBDBYZ8+O0ShU2FpZWVq1fHMv9CdJkhwGfEZyv1+SJGHQG4m6lYBCIfDyjL5UqRNARpqW2Kgkyyn5jDTtXg8rtYqTe85zeHP297xFn4Z5nhtYw5/ytQJIiU/j1zkbEY0iwW1q0GpAU6ztNJzdf5F9a7JDLK0HNLXIQ9KDfyOZ+zz43oiSRFh8IgCvtW1Oq4pBZOkNRCY/+ff4TkQiRoNI2261CayQvaht5XqBNOtcC73OQNSt4lcOIj9IZtqeFrVaTYMGDUySqe8lVzdr1uyR7ebPn8+sWbPYvn07DRvm/f3NTUREBPHx8fj4FN5DXKnyHD1IcnL2k8GDiV0PkpaWRmBgIKIoUr9+fT755BNq1qz5yPPnzJnDzJkzzaprYVCvnC8vdWzKFwf/BUX2tOEvBnXH09He0qrli5X7TxAel8gHfTvw9c7DALzapXmp8fQVJknxaXz86i+8+G4vHJxsmP/mal7/5DmmLxnF+eNhNGhVhXa963H9YiR1mpScata1mlfB3tmOxJjkHFmDRywvY+9sR/dxHbh8/H4+Sfk6gQTWDHjoBtCkZwOKmowMHe/P3ciwAU2oGOTB+3M3MXFsW6pXLhlevMIkTa/l1SNreaFyM2o4+/DKkTW8Vasj8/p2pWetarSrUgGtwcCRsAhaVwp6Yn8DR7ekXHkPGrasDEj8/NXfjHqtCwa9kZOHrtK4XfVCv6bSypQpUxg1ahQNGzakcePGLFy4kPT0dMaMGQPAyJEj8fPzy8lZmjdvHtOnT+fXX38lKCgoJzfJ3t4ee3t70tLSmDlzJgMGDMDb25tr167x9ttvU6lSJbp06VJo11Fq6xyJokjv3r1JSkri4MGDjzzv33//5erVq9SpU4fk5GQ+++wz9u/fz/nz5/H3z3vdI61Wi1arzTlOSUkhICCg2JVXP3orgpG//4FBFHNkTtYaNo8Zjm8x0vNpuB6TQJ8vfkJ84OP6y0uDqRfkayGtSg4L3l3Hzj+Om8hqNy7P/J8fnZ9TEvjy1R/Yttx0odJW/Rrx/i+vPHTuqb3nmdptDqJRNJFLogiiaWJno271+HjLtCI1vL//+QA/rzMNgwf6u7Hyq9EolaXKyf/MfHl+D99ePmAiK2/vxpZOL6EsogWezUVR1jmq8NO7KG0LlkNrzMji+shPnknfRYsW8emnnxIVFUVwcDBfffUVTZo0AaBt27YEBQWxcuVKAIKCgggPD3+ojxkzZvDhhx+SmZlJ3759OXnyJElJSfj6+tK5c2dmzZr1xChPQSi1nqOJEydy7ty5xxpGAM2aNTNx9zVv3pzq1auzdOlSZs2alWebvKYwFgSjKBKZlkKAozNao4H4jAx8HQr+panr402zwABcbGyY3rEd49ZtpI6PFz4Oz1YrqThQwdOVjwd1ZtrqHTmyqb3alGrD6HBkOI29A1ApFBy8HUZzn3IoFPdvBKIoERmfjL+HM3qDkbjkdHzc8v7cTHi3JycOXiE++n7I4e3PhhT6NRSUjDQt2iwdLu4OJCeko1QpsHe0yXm9+5h2/Ls5hMmLxmDrYMPHIxbR53+d8uyrWuNK1G1bAzdvZ8bPG8bYWm+SnpwBCgWIRsbOGUbd1tWZ0e9T+k/uUeQeyVFDmnHiTDgXrtzJkX08ra/ZDKOIjDj8bd2RJInbmfH425acBPCXqrfmv9gbnEyIyJEtbja4xBlGRc6zxsUe1cczMmnSJCZNmpTnaw8mUYeFhT22LxsbG3bs2PHYcwqDUmkcTZo0iS1btrB///5Hen8ehZWVFfXq1SM0NLSQtDPFKIq89c929ty8wcoe/fnq+L9ciIvl976DCXRyLlDfGpWKJf17o1IoUCoU/DxkANYqVYkMQ0mSxI2YRBPZ9ZgERFFCoSh51/Mk1lw5w9v/baOSgzv9K9Ri/um9NHQLYE23oSgUCkRRYtaPO9l3MpSvXuvPD9uOciEsiiVvDiLQ++HiaGlJGei0pomnSXFpuHsV37W9MtK0fDBuOanJmbz75TDmvfEbarWKj38Yl2MgVa4XxMpzn2Ftl/2w8tOFL3L2H8TaVsNH699EpVaRla7Fv7IPl09cR6FQICkUBFT1o0azqvx0bRE2dkU/YzUjQ0dqWpaJLDY+lXL+j08LeBpWh+/lu2vbmFFrBJdSbvHHrQPMqTuW+q6VC9x3UZCu15KiN31v7mQkU8Gh5Bh4FsEca6PJa6uVfCRJYtKkSWzYsIF//vmH8uXLP3MfRqORs2fPFmqiV24yDQauJSWQmJVJnz9WsTv8OglZmdxOM0+St0alQnnX22BjZVUiDSOAG7GJrNifHRaq5e+FIMDao2c5e+vpameUNM7GZ8/2CE2LY/6ZvSBAWFoCursh0iydnrA7CaRkaBn9yW/sO3WN5LQsohLy/tz8vnQvqUkZuHg44OnnDMDyB2aqFTdSk9KJiUzi1rUYXuq5gLDLUcRFJ5OSmG5yXm5j6FGG0T00NmqUSgV//7yfKyE3sHOypVw1XwRBYOnbq9Bl6SxiGAH8sSWEW5GJODpY4++bbeB+vfwfjA+EAZ8VSZIITYvEKIlMP/sjv4b/g1bUczMjxhxqFwmrrh/jWmocTmobAu2zjcU5Z3ZilAr23sjIPIpS5TmaOHEiv/76K5s2bcLBwSEnscvJyQkbm+wnzQeTwT766COaNm1KpUqVSEpK4tNPPyU8PJxx48YVic72ajXLu/ej4cpvc2RvNWlJc79yRTK+uUlJSGP7D3sYOKUn8ZGJHNx4jL4Tu3D2yDUy07Jo3KEmR3adx87RhlqNKzx1vxU8XflyRC9uJyQzrEU9NodcBKBuYP6N2JTM3SgV9thpmpCUsQmNqhI26kcn4hcls5p1Yn/kdcIz7nvLtnQfjQB8e/AILzRryIJX+tLx9fufmwm9m9GkRmCe/b30fi+USgVDXmqHjZ2G5fO3MWbK0y3cuH3lXmo1r4p/FR82Lt5By76NcPe7781ITkhj19qj9J/QjtjIRI78fY5eo1vn78Jz4eXvyntfD+f1gYtzZFMXPI9vYMG9BX1e7kxCdDKt+jWmQp1yfD/1V3qM74D6gZo3RcnoIc3JyNTRp2sw3l6OLFq+h2EDmuQ7rGaURJZfPcSw8o2ZUvU5NoafxVatRxCgnktF+vq3MPMVFB4vVWtFqj6LweUb4G/nwtwzOxhXpYUcVnsC5qyQXdYoVQnZj/KK/PDDD4wePRp4OBns9ddfZ/369URFReHi4kKDBg2YPXs29eo9uZDYPQqSYKc1Gnh5+5/sDr8/g8bF2oZVvQdSw/3hRfqKM0aDkcmtZnDlxHWa925I2IVbRIZGM+idvmxdexyDwUjngU3YueYIKislCza9TlBVy8zESdce40bMYARBhbNtPxLSf0WpcKKS13bUqmcLxRYGS84cYe6pPTnLSwBYG6wIFvwIibhDt2pVUEUZ2HfqWs7rjrYavnnjOaoFmi9JcfevB5k3+hvcfF2o07o6e34/jF8lb7459gk2dtbodQZe6/k51y/cpkX3ulw7F0HUzXhenv1cgQ2kpIQ0po36nrDL972DARU9mfvTBFw9Sl7eXFEz+/RWfr1xjFrOviTqUrmdkYpGZcDJJguloGBGrRG09qz95I5kzEpRJmQHrXgfRQETssWMLMLGzi52E44Km1Jldt+rffPgds8wguxksHuGEcCCBQsIDw9Hq9USFRXF1q1bn8kwMofOWqMRjVLFki69qevpjUEU0RdiWfTCQqlS0vul7GTYw38eJzI0Gq9Ad7qOak3DttUx6IxsW3UYg95Io3Y1CKhoOePPxqoWdpqmiFIGCemrAAknm55YKS2b4H1vNl6mQQ8SuKvtaO9ZCSTIMhg4HpG9tMfA4Jro9AbUKiVz/9eT2hV8MIoSeoN5Pzf1O9YmqGYA8ZGJ7Pk9u3xC93Htc0JPVmoVPUe1AuDQttNE3YzHq5wrTTtn33RFMf9hD9EgYtAZcfV04KPvx+Du7YRBb8Ro5mu0BJIk5bw3oigWSk2jvuWCsVaqOJcUye2M7EVWhwQ1oqN3fSRJQifK67nJyDyKUhVWK4lYq6xY1r0vl+LjCPbyoZl/OW6nppQ4r9E96ncwfRINqhmAX0Uv2vZtwMFtp3Pk7fo1QKlSFrV6OSgUNjjZ9iBNuz9H5mzbF8GCbnq90cgrf2+hjqc3Q6vUZcnxY7QLqMirDZqzf0U4pIPi7vNM/XJ+NJrkz9VbsdSq4EPTmoFExCZTrZx5Pzcunk7UblWNsPO3cmTNHqgB1KBtrkrCVlZoBRUOLnas+mY34VejeefTwfn6W7t6OjLv5wlkpGvxL+/BvF9exMpKiYePc34vp1ggSRLffbAWbaaeifOGsGDyT7j7uDDqvT5mzQms4uiFg5U1Wcb7K9VPqtoVa5UVvf2aUcf52XMyZUoYklDwhOoympBdqsJqlqIo3KQlAaPByP8aTiP8QoSJvM+r3dm+4SQG/f0nfpVayZd/TqFCDb+iVhOAtKzD3IgdTO55qgrBlsreu1CrLJPvte3aZV7eudlUKIEiHVRaU+OiY9WKfDOwd6Hr9NcPe1jw4vcmMnd/V5af/SwnrPZSx7ncvh6TvU6VvW32/7mY/vVwmnWoUei6lhSunArn9S5zEcVcnz2lgsV73iOouvm+D++HbGL9zZMmsjZelfm22TCzjSHz7BRlWC1w2QdmCauFj5tV5u5vpSqsJmM5Qk/eQKlSMnrmQDwD3Pjpype8uexFytcKYMibPeg0sDGtegSz8cp8GrStTvt+jQiq5kP4tRh0D6xtVBTYaRrjZNMDV7vh1PS7ir2mNW72L2ClfPyaTIVJ94pVmVi/yUNy0RokhcRn/bqydswQ/J0cmdjy4fMKg9YDmlCjaWXGz32e1RHfUqF2OUbNeM4krDb6nZ4EVPLipyMfMmBkc5P2wyd1kA2jB6gSHMjrX40ykU1d+oJZDSOAFyq3IMDWheUtRrKmzXj8bJ15uVpbs44hI1NakcNqMgVm49d/sXjyCibMH0FGaiYxYdGc2nOOrmPa0X5oC1RWKiZ9MhBJlIi8lUDozQTSgTPHbjBrym/UCC7HBwueR60uuo+jIKgIcFsEKBAEBUEePwKWrQGVqdcTEhX58AtK0DuJqKwV1PXzYcfLo7FSFk1I0s7Rls92f4DKKvtvs+i/2Tn792jZI5imnWujslJi42Rr8tqFkzfRZunRWJfc9fzMjdEocmr/RRPZyf2XaNGrnkmRz4JS3sGdLR0nYaXI/qxs6/hKzr5MGcFCRSBLA7LnSKbApCZk5zR89/bP/DJrHZIkkZaYLbt3I1UoFChVSrIydRj0Ri6eusXU8T+QnppFRprWIkm2gqDKyTESBMvXgDoQEc6/kbewt1JTwdnlrl4Q7OUNAnx17F8MolhkhtE9chtDDxpG9+VKEmJT2fRzdtJ247bVsLZRE3LoKqePXM+zTVnlxrkI9m08gUKpoFn3uigUArvX/MetK+av2ZXbGJINo7KHdLcIZEG3soicc2QGynrOkSRJdFYOyjl29XFh9e3vHnn+1jVH+Xr2nznHq3a/g1sZmJqdqEthc+RehgX2IDYrkT0xRxlSrpuJUfb7hTNUdnWjvpcvo7f+weja9WkdEMSCY4cZWbsenrZ2FryCJxN6IZLzJ8LoM6I5Z4/f4M7NBDr3f/IirvHpGaw8EsLkts2JSkll/ekLvNK6qcUN1sLi6M6zaLN0tOrdgH/WHcHFw5F6bQq+2KkkSSzdf5SutapQzsWZr/YcZmijuniV0MWmSyNFmXNU7rvpZsk5ujnhozJ3f5ONIzNQ1o2jH2es5pdZ60xkEz4dycA3ej107pXzt5k2IdtjdI8a9cox+5tR2D6hunFJxigZee3kfMLSI6nmUJ4YbQIJumRGBPZkULnCW1m6JGAURQas+I0LUTEE+/kQlZJKVGoar7Vpzsutiia3qrTww+ETzNuxHw97W8q5OnPiZiQVPVzZ+NLwIvc4yuRNkRtHNgU0jjLLpnEkh9WKMQbRmFP/RC/mnbSsy1UPSfeE2ki5a+CYsx6Os2f2+lwTPh3JiOkDEQQBR7e8n1RtbNWoNSpq1gtk3vKx2DtYY+9gg8qqdP9wKwUlz5frDsCl1Bsk6JLxsXano3fTp2pfWH+74oBSoWBSq+z34dTtO0SlphHg7MSAYPNXK9cbc32nStn7CNC7TnUqergSm5bBiZvZ+WsT2zaVDaMyihxWyz9yQnYxRSfqmXtxGX42ngwt152Z57+loWtNBgbc9zIcvhPG2//+xYr2z3E9OYG5IXv5udNgAuydH+ovNT2LVz/9g85Nq9GpaVUmzfuDkT0a0b1lwWcS9ZnYlZotqlIpOLtuSvO+jXL2HySgvAefrxyPs5s9tnYavvh5At7+rkWajG0pytuZzkby0LjgZPXkcMe1yDhe/XYTHw7vjEatYurybXw6vgc1A70LS9Uip5qX6ZIg3o72uNnZPuLs/KE3GHl72VY8ne2Z3Lclr367iYaV/flfz2ZmHceSuNja4O/ixLXYhBxZDZ+SWTNNxgzICdn5pvTfkUooZ5KucCLxPCcSz/Nn5B4AbmXcoaNXM1zUjkiSxILTB4lIS6bzn8tz2v10KYT3GrZ/qL+/j1zhwvVoLlyPZuGv+wD4bv1h2jeujLW64DOJchtDjzKM7uFbzi1nv1yFsvHDbZSMzDy/xER2Jvkqq2/u4PnA7o9tu/Lv40TGpzDhy/uhy+Xbj/LFi4Vf56goMIoiL67eZCI7dvM2i/f/x+S2zR/R6tk5ERrBvrPXkCRYsz+7IOmlWzH0bV4Lb9fSkfO27NAx9l25YSKb8MsGtk4aJXuPZGSeATmsVkxp6FqT0UF9TWQza03CRZ0d8xUEge/bDTB5vYaLJ1Prt82zv37tatO7TS0T2eKpzz2VYRQVFktUeCwAYRciSIrJe+V3mUejFJS8VGkQFez8+bHJbN6tPo5qDuXp7dv2iW3ff74jTg+sFP/x6G6FpGnRo1QomNG1PTW8PTkweTzfDOxNsJ8Po5rUf2SbEzG3yTJkh5qPRt3C8BTLlDStFsg7g9qZyBZP6oe3qwMhF2/lFGU8ceFWoSzn8TScP3oN/d26X2cOX3nm5Veeb1SXBuV8+WJgdw699SK1fL2Y3qODbBiVWQQzbWUP2XNUTMkwZPFf/BkT2f7Y41SyL5czg+e/qJsmr9/JSOVaSjxVnD0e6i8+OZ0zV0xr6OwPucbQro+fSRQVFstb3eYgKAQmfj6Cz19chpOHA59um4azZ9lJzjMHdZyrsKDeWygEBc3c69LErTaKp1iu5HJELBla03WwzoVF0aiq5QpWmpvGgf6sf+F5FIKAV1V72lepgOIRM9V237rG/3ZvpIVvIF2DqjDt0A56la/GgtY9UD6mTlCmVs/fIVdNZNuOXiIsPI45y3fRq01NArxc+GbNQYb1aMikIa2KdLbcoa0nmTNhGU0616F+2+osevs3Og1pxmsLhj91/SN7aw0/jxmEQpGt95rxQ3P2Zcogclgt38ieo2LKldQbXEkNw05pQ2ev7NDCgbgTJOuzF5CUJIlfrmQvDdDWrwLVXDxI1Gay+cbFPPs7cjacsDsJeLk60KVZ9lpYG/eeJUv3+MUnVWolVhoV0eFxTH9uAcnxqWhs1ChLeQJ1YZHbGHoawwjgz3/PozcYqV3ehwaV/QFYf+hsoehnSXIbQ48yjABsVCoUgsCeiOu8c3A7oiRhZ6V+oiFzPjya09cjsbNWM6BlbQQB/g65gs4oohAENu87zzdrDgJgZ/3k/syNxkaNQqng8LZTLHr7NwBs7a2fWY/cxpBsGMnI5A/Zc1RMCXapzlvVxuBp7UYl+3JUd6xAFYfyOOcKq33Xtj8rL53gxZpNSNVrWRN6hvE1GufZX49WNTEYRRrWCMDXw4maFb3p2LjqE8Nq7r6uvPzZCN7r+1mO7PXFY3FwKd71dkoTUwe3x9fNkaFt66FQCPyyO4SRHZ9cO6i00twnkD4Vq7P6yn0DcUaT9o81qAAaVvHn0/E9cXWwpU55H+pX8qOqvwcVfd3ZvOccV8Jjcs4d3afoSwg0bF+TJp3rcHBzSI7shRn9S22tJ5kiQPYc5Ru5zpEZKM11jm5eiuTNLp+QHJ+aI/MKdOezHe/i6e/2mJYyMoXDpmsXeG3/VsRcP13t/Cvwfcd++aoCvWrrcb7+bb+JrFebWrw7rlORGiZ///4vX0z+yUTWvHsw7y4bj1IpO/lLC0VZ5yhg8Uyz1Dm6NXFGqby/PQ75GyfzWJw9HfHwd6VyvSCWHv0Yv0peeAd64OgiV9wtLWSla3P2M9OyHnNm8aC8kwv2Vmqer1qXVV0HY61UUcPVE9VThikfpIK/G2orJRMGNGfWxO4oFQJVgzyL3GPjX9ELG3tr+oxrx6zfJmGlUVGhlr9sGMnIWADZc2QGSrPnCCAlIQ1BEHBwsSM+Kgk7BxusS3E167LEn9/9wx+LdzJv85v8/eshDmw6wbxNb+Byt7BnceVmShL+Dk4oBIHwlETKOTgXyJiJiE7C38v5of2i5k5YLN6B7giCQGRYLL5BD0+ukCnZFKXnyH+ReTxHEZPKnudIzjmSeSKOrve9RG7ezpZTRMasaDN1bPp+N9E34xhdd2qO/NjfZ+k8rKUFNXsy5Rydc/YDHV0K3F9uY8hShhGATy5jSDaMZAqMnHOUb2R/bQnknzuXMEoikiSx+85Fi9VkKUtIkhZJuzd7X0xD0h56ynYSF5KPIEkSoiTm7OcmPCWRCwnZycAXE2IIS0k0q+6PQmOjZv6fb5nIek9oX+wNo6ch06glJPESAMn6NM4mhRbKOGeO3SAlKQOAE4evkpmhfUILy2AURf45fw0AncHAvovXLaKHJEkYs3YiSRKSZMSY9bdF9JCReRKy56iEsezqAb68uIvufrVx1djxy/X/GFa+CVNrP77Kskz+kSQdUuJE0O0Hh2lIWTtAfxqcv0Sw7vzYtn9H/8yB2A00cu2CUdITkvgP7TwH095rCAC3UpMYuuM3Mgx6pjfuwKyj/6BRKlnTbRjlHJwL/dq2/bjP5Pi/v07Tf2JnvMu5P6JF8SfLqOODs0u4mBLGS5UG8Nedw9zKiGZmrQnUc6lqtnFCDocy45WfCSjvTrfnGvHtnC3UCA5k9pJRWNuozTZOQZEkiffX7uTPkItMaN+YK3fi2HvxOtP7tWdw07pFqosxdS7G9O9R2I4AKR0xcz2S/RRUDpOKVI8ygyRkbwXtowwiG0cljPL27qgEBdtu35/GXMFBdr8XLlagKg+6/Uipc7JFghMo/R7fDPDQZNclOpawI7sZAu6a++2cNDZ42NhzOu4OUw5sBaCuuw9O6oLlCTwN2kwdR7ZnL6PRf2Injmw/Q+T1GC4du16ijSMrhQpfG3fOp1xncehaAFysHHDXOJt1HDcvR+wdrLl+OYrFH28GwLecK2pN8fpZFQSBil7ZM0u/++coABqVkgBX56LXRVURADHj57sSBYKqQpHrUVYQpOytoH2UReSwWgmjvXc1vGxMk2UHBJbdmjdFgSAICPaTTYXWPRCsnrxqfF3ntii4P73cWmlHbaf7YStHtYb3GpkuaTGtYVucNIVvHGls1MzZMIU3v32BCbMHM3/zW0xb8SJtB+RdK8vcZBhS2BDxf/bOOz6KsgnAz+7VXHrvJPTQe0f6R1MURWwURQSxoqACNlAUUFCxKxYQEbGiYEGRYgGkhN57S+/lklzb/f44ODgJJckld0n28bc/d+feMhfudufmnXdmFgWWLPItmSw/O4tiW8FV+9lkK78lv0FK8UEskomfk+aQaTrleF0liNxb17nu3PVR3Yk1hLtU/7j6YQwe3sFJdu/jAy+bzTrxjz28P3kxkiTx13eb+eyFb6tsSXx09zZO181jI+jaKK5K5r4Y0WvYfwQhiPqaUwrH45BddNRCPOsnjsJVeevgGpKKnGNSnt/5Iy+3udlNGtV87Mtq9zkLi5cia1sjeA29Yt+fkhcgYbvQzVbIrykLGRx1LwDH8rK4f+1ypz4T1i3n20EjaRBQ+XmkfAN96HeHvSp9cGQAPYa2r/Q5z/NLynyOFPzLsYKtAFhkE7IscUvss1fstyXzK/bkrWJf3h+oRS1mqYiU4oOMqf8xKkFNsc3EM3ved+qz9NRv1POOpktIC5fpv3HNfr5csN5J9vT4T3lt8Xi8DM67OXPT83jx9jcoMZpY8+UGjLlGJEmmXss6XHdz5Rqjsiwz+YtfnGSJJ5L4ZP1WxvbqcJlelYM17z//tlI6toI5qP2mVakeCgpXQ/EcVTM6h9TDS6XhuZY3ML/DHehENdeFNXS3WjUaQdAi6HqA4I8Q/D0Y7gYxDDQtr9q3oW8b1IKW4bGTuCXmETSCloa+rR2vR3v70Tw4nFYhkfxz6wRahUTSLCicaJ+av2W2X/j9iKiwyCYssgmVoKFv+Lir9msXfAsR+kZIWDFL9mDogVGTUQn233p6UUvrwEYEanz5oN1U/hfekTB9IPV9rr4MWhbqN4kkLDKA/kPb8sH3jxIY7EObLg1KjTcKCPPnkbfGAFCQXYgkyfS6rQtdb6x8Y1QQBHo1qYeXRs1HY2/h8UHd8dXr6FC/6mvzifpegA51wDuo/eeA4IWoq/4bADyW8zFHFT1qIUqeIxdQ1XmOMksKCNH7XnKuULnItgwEVah9KUTKRFBdW6xXgSUHX03gJefnKbFaMNls+Ov05JtNaEQRL/WVy7rUBPItmbx/ZIzDs6YSNDzQ4FN8NVf2mFkkE9+cnkJy8YU6giPi3yTSK8FxLcsyOZYCgrR+2GSJAouRAK3rvye5WYX4BRoQRZHszAICg31KzbckyzLP3PI6iWv3gdkMajV+oX58vPVl/IOr5vubUWAk1Nf7kvOq5vz36L/ntYUqzZD9+kzXZMie9Fyty3OkeI6qIRcbQ4phVHWcv4kLglCmG/rFxtB/DSMAvVrjiDHy0+pqhWEE8Hvqe+cMIwEQsMkWVqe+f7VubMv69iLDyG6I/JQ0B5tsdbQRBIGgc3UIVYJYKYYRQECwjyPGKCjE97KJKM8cSmb7+v0Iooig1yOo1eRnG/nxgz8qRa/SuNgYcpdhBDh9d2qbYaRQfVCMIwWFWobNauP3L/5BlmVMxWbWfLXJLXoMinyUBj4debDBpzzQ4FMa+HRkYOQjV+3XMeQ22vjW4bbY6TzS6Huaemm4IeoxRAQyCr9FlqUq0L5s1EmI5tHXRzrJ2vZIYNTTQ9n2+y7STmUAsPHHreSk57lDxSpHlouRi1fYz6U85JJVAFgs+zGb7cV3zaatWCyH3KZjtUcJyC43SkC2gkItQpZlXh3/EX9+t4X9/x4l7XQmO9bvJ+NMFnc8cUOV6uKtDmB4nRmO64vPr0Su8QcCpd8wFiRxvEBDhLibtOx7KNT2ILt4JQWmROoFz64cpcuJzWpj19+HnWTpybms+3oT8+55l+CoQAbd15fPnv+KOk1jeOPPF/AJcJ93p7KRZStyzv1g/hfZcgDMm8G6F5v3Y2QXvgeyBR/fSRQWzEMQ9ASF/oha2fJfdpQM2eVG8RwpKNQiBEGgbW97CoJVi/9ix/r96AxamnWpPkH9Bm1L1GIQxZa9FFt2AGCx5ZBdbM815K/v5k71SqWooJiTB5JQa1Q88MqdhNcJITMlB51BR2idEFJPZrDw2WVIkkyzLo0w+Hm5W+VKRRDUCFr7LkmKPgHrXhACEXXdUKsbIcsFFOS/gCwbUWuaoBIj3KuwQq1DMY4UFGoZvW7t5HQdXT+c5l0buUmbsuOlbYyv/jonmcSFWJ9Ag3PW8gO5P7Eh7U1kWWZH1hdsy1xUFWo64RvowysrnuDFrx7lpvF9eWXlE7z87eN0G9KOQWP7OLW9Y+pQp1xJx/ee4ZmbX6Mgx8i+f48w/fY3KTF6ZpmSMmG4y/la1xVR2wof30edxN6+ExFEQxUqVoNQdquVG2VZTUGhFiHLMi/f/Z6T7PieMyx68XvGTB92mV6eRXrBInKKfnSSqZCwIQICxzOfpEHomwDkmc/yd9pryEjszf3e0T7K0IYoQ9WWzggI9XN47SLqhBBRJ4SNK7ax8Jkvndo92fdF3ts2B99AH2w2iTljPuD0oWSGx10osbF07grunTG8SvV3JfZltXudhSU/Y82PIrdwgZM4N2sMwaE/odZUHwPeU1AyZJefGuk5evfdd4mPj0ev19OpUye2bNlyxfbffPMNCQkJ6PV6WrRowS+//HLF9go1D5stFVm2bym3WpNqbDFfQRAYMOo6fPwNzP1lCo+/Mwb/YB963Fy1yQArgr9XH7SqaCL9n6RO8JvICIT43EnjsM9QiX6E+Fww8vy1MfSIeMKpf/vge6vcMLoczbs1pm7LOK4f15cvTr5LVIMIet/Z3RFvpFKJPP3ZA059GrSO466nbixtuGqDIKgRvIaDGIwQvBLB53EQoxC9bkGr64ZW152wiD1otJ3R6nqgUtd1t8oKtYwaZxx99dVXTJo0ienTp7N9+3ZatWrFgAEDSE9PL7X9xo0bufPOOxk7diw7duxg6NChDB06lL1791ax5gruwmI9Tlr6YLJzJ2E27yIt/X/k5s2osQZStyHtWLT7VVp0a8yAUdfxyfY51G9Zx91qXTM6dR2aRP5GpP8jhHjfTPOojcQHv0KAV09aR/9NgFcPp/bF1lzna1uOx/zb+gX78tq66Tz63n2ExYbw3pbZjJl5u1NKAGN+sVMfc7EFi8n636GqHYLhDoSQ3xE0jRF8HkAIWYmoqU9A0AICgxYhqoIJDF5CQND7CELtSG/hcty0W83VDgpZlnn++eeJjIzEy8uLfv36ceTIkbIrVgZqnHH0+uuvM27cOMaMGUPTpk354IMPMBgMfPrpp6W2f/PNNxk4cCBPPvkkTZo0YebMmbRt25Z33nmnijVXcBcWyyFsUjpFRV+TljEQSc7BbE5Elouv3rma4hNgKPW8uqASLySj06kvZL5Wi85J6vLMZ9mW+QkAvppIQGBf7nJSi3dXiZ7XgrefwRFj5O1vcDKMbDaJtyZ+BkBgmB96bx2nDyXz7Vu/ukVXVyOIvpecC4LWEWMkigbFMKpmVIaD4tVXX+Wtt97igw8+YPPmzXh7ezNgwABKSkoq7X2U2That27dZV/78MMPK6RMRTGbzSQmJtKvXz+HTBRF+vXrx6ZNpedy2bRpk1N7gAEDBly2PYDJZCI/P9/pUKi+GLwG4evzkJMsNGQJohIE6lHkFf1OsfkgADnGHzBZT1+1j782hn5RL9Ah5D7uqreMnhFP0j3scSI9ZFkN4O/lWzlzOAWAP5b+Q/qZLMdrKpXIC19NpN9d3Vi4+1Xmr3mWQff0ZNTTQ92kbcWQZSuycZG9XqFcgmz8zCPzUtUUBC7EHZX7KOOcrnZQyLLM/PnzefbZZ7npppto2bIlixcvJjk5mR9++KFCf58rUWbj6PybsFgsDllmZiZDhgxh6tSpLlWurGRmZmKz2QgPd66+HR4eTmpqaql9UlNTy9QeYPbs2fj7+zuO2Niqr1Gk4DrM5j0YjZ87yXLypjtikBTcT0HxX5zMvJ/j6XeQlPMCp7Me5VjabVhtWVftW9f3OtoGjwIgwf96mgUOrWRtr51/f9nBrJFv89SAl3n/iSXMHfshTw2cRUGO0dEmIj6UJz64D71BR3zTGCa+dQ9qTfXcSyPnTUMumIWc8wByzjjkgpeRC15yt1oK18B/HQIm06U7JivDQXHixAlSU1Od2vj7+9OpU6crOjEqSrk8R8uXL6dDhw7s37+fn3/+mebNm5Ofn8/OnTsrQUXPY9q0aeTl5TmOM2fOuFslhQogSTnIcjFaTTsCA14DVEi2NMByta5u5+LYGU+Jo6kMvHQt8dI0wSplkVnwMSDj79UflRjkbtUqRJOODYhrGkN2ah4/vPsbAN1val8tlzqvBcFriP3E/Lc98SMaBP0gt+pUo3HhVv7Y2Fgnp8Ds2ZcmWq0MB8X5/5fViVFRyvzzo2vXruzcuZMJEybQtm1bJEli5syZPPXUU5etK1RVhISEoFKpSEtLc5KnpaUREVF6ErGIiIgytQfQ6XTodLqKK6zgEej1PQgN+QqNJgFR9EOtjkOrbYsgVKxgY2WzNvEI367fxWsP38TvWw7x965jzJ5wAxq1yt2quRy1GECA900U5+5xyIJ87nL7Paei+If40v3mDpzYe+EHVv+7e1b793VZtB2drwUf0HjOEmeNw4UZss+cOeNUeLamPwPLFZB9+PBhtm3bRkxMDGq1mkOHDlFUVORq3cqMVqulXbt2rFmzxiGTJIk1a9bQpUuXUvt06dLFqT3A6tWrL9teoWai03VEPBfMq9d1QxQ8O0NxYbGJlxevZsv+01z34NvMXPQ763cc4+dN+92tWqWQX/wHKbkvO8mOp9+BxZbpJo1cw9/Lt/L5zO+dZFMGznZaVqtJyLlP/keQg5w/wx2qKJQRPz8/p6M046gyHBTn/19WJ0ZFKbNxNGfOHLp06cL//vc/9u7dy5YtW9ixYwctW7as1PW/a2XSpEl89NFHfPbZZxw4cIAHHngAo9HImDFjABg9ejTTpk1ztJ84cSKrVq3itdde4+DBg8yYMYNt27bx8MMPX24KBQW34+OlY/6jQ51kN3Zvxk3dm7tHoUrGW9cVH10XQnzG0Cx6N17qhgT5jEKjCsFsOeLSJcVj+fYisLIsO84ri3b9mtOsSyOGPz6Yr06/S90Wsdz88AB8A2tmXTXB+14QwxCCvkAI/BjEcATDKHerVXOp4q38leGgqFu3LhEREU5t8vPz2bx5c6U6Mcq8rPbmm2/yww8/MGiQfZ24efPmbNmyhaeffppevXqVGqRVldx+++1kZGTw/PPPk5qaSuvWrVm1apVjvfL06dNOqfm7du3K0qVLefbZZ3n66adp2LAhP/zwA82b18yHjELN4XhyttP12Yw8SsxWvHQ1b+uzSjRQN+wzBHSUmLcjymcRpDMYi9eSkjUWf597CPF/vsLLUYuO/Msre1Yzu92NnCjM4pPDG3mr83D6RDZ20TtxxuDrxZxfpqDRaRAEgbf+moFWr62UuTwBQdsGQtcgCOe8DqF/XDhXcDnuyJA9adIk7r77btq3b0/Hjh2ZP3/+JQ6K6OhoR8zSxIkT6dmzJ6+99hrXX389y5YtY9u2bSxYYM+ULggCjz32GC+99BINGzakbt26PPfcc0RFRTF06NCKvbkrUGbjaM+ePYSEhDjJNBoNc+fO5YYbqraq9+V4+OGHL+v5Wb9+/SWy4cOHM3x49U3Fr1D7KCw28d73/wDQrG4EJ1Oy2X7oLGu2HeaGbs3crF3lIJ6LAbPaUpDlYgqKvqag6GsALNaTgI2KVESSZZkThVlIyExJvFCe5Kwxt/xKXwMXG0M12TA6z8XGkGIY1Twqw0Hx1FNPYTQaGT9+PLm5uXTv3p1Vq1ah11deXKgg1+QtLlVEfn4+/v7+5OXlOQWsKShUJseSMvl9yyEmDO3K3uMpJB46yz2DO169Yw0gLXsy+UUXapLVjz7uMJ4ArNYzFJf8go/3eKzWw5jMW/DxvvryjSTLNFk+03HdLCCS7/uMK5NuZrOVL5du4s67umA2W/n+u62MGNkNlarG5dxVKAdV8bw4P0f8Sy8jVtCAkEpKOPnsM7Xu+VY9k2UoKChQPzqEB262e3Fb1I+iRf0oN2tUNRhL1lNQ5BzEnJ4zlfDA1xAEFZJkJD1zGDbbGUymLZjMW5CkTATBgLfh8sV1ZVnmzf3OSW7356bww6ldDI279h1Vs15ewd9/H2LrtuNYzDaOHk0jM6uQSZOULesKVYwLd6vVNpSfMjUI20WZZm1K1lkFD8ImXfg8mq3WUuVlQ8BbP4DwoHcAFYI9FzAAouiNr89YAIpLfkGSMtFomqPX97mGUe1jTGvZnzvqtrPLyhjHdMst7QE4sD+Zo0fT0Os1DBnSpkxjKCgouBfFc1RD+PnsbpYc38gHnUfza9Iefk/ZxzsdR2BQK2v6Cu6lxGLlkSUr6Fw/lr7NG3Dze0u4qW1T7uvenntXLmd6j950i4275vG89b2ICfsBnSYBQdCiVcWj07ZGEC781tPrejn10Wk7IAoBVxxXEAQmNu1Fz4gGtAmORZJlbo5rReugmLK8XerVD3O61ntpiIsLuUxrBYXKwx0B2TUFJebIBbg75qjIaubGdW+SXlLgJH++5Y3cGte+yvVRULiYlTsPMOXrVU4yWZQpCZVBhCYhofx0xyhEFyU+lCQjKWldkSTnQpeBAW/g432HS+a4Ek8//TWb/z3mJOs/oAVTpnjGhhUF91KVMUd1X5jlkpijE9OfrnUxR8qyWg3AoNbyYee7nWTD6rRjWJ12btJIQeECQ1o34Z7uzp9FU5DsuPt8OuRmlxlGYF9WC/B/Bo2mFVGR+wnwn4FO2xWD140um+NKjBnTg+iYQD74cAxvvDGCmJggRozoWiVzu4qDeamYbPbyOftyk7FK9jqDh/JPAvb4rMMFJ102nywXI1sO2c+lfGTr8WvsJ3Os8AQAkixxvNB1OtUIqjjPUU1CWVarIWzNPOF0vS83iXxLMf7amlmjSaH6UFBiYsepZCeZygTWc+mYdqamMrCBr0vn9DbchsHrFgRBja/P/fh4j0UQquZ217BhBAsXjnfsTvt04bhqtVNtR/Zpxm9cQpvgWG6La88Tid/SL7IJbUK8WHZmFePqDSOlOINfUv7mscaj6B3WoULzyXIxUs79yJbdiAFvIxW8DlIKqqDPEdQNr9BP5vNTX/F72lrG1bubfXkH+Dd7G481fIC2gUpJEoWKUX2+sQqXpchqZtGxDQD0DG9MkNabg/mprE875GbNFBRgw5FT7DqTgr+XnrqR9kKxumIVHSKiAfhg+xakSljdv9gYqirD6DwXG0PVyTACsEoSMjIb0o8xcetXWCQbZpsVs2z3Hn10/Dt+SvkLGbBK1isPdi3IErJsAbkQKWcMWPeAbLMfV+qGjFW2IiOz4PgiNmRttusvu0CnGsL5mKOKHrURxXNUAzCotXza9V5WJe9hTP3uHC/MYGvmCW6KVXbI/Jfducc4XpjM0Jjr2Ji5D6O1mP9FlB6XJUkF5OW/ir/fVGS5mPyCtwnwfwZBqPmJ+lzJwBaNKCgx0Sw6nCaRody/7AfGd+tAm5go3t76L/e0auPSZTWFitEhJJ676nbkk6MbHLLZbW/GoNby/dnVDlm8dxT/i6h4+QZB9EYV8Dq2jOsuCPV9ETQJWIq+RRADUev7XtJPFETujr+TNel/OmRtAlrQMUgJJ3CgbOUvN4pxVEOIMgRwbwP7zaW+bxj1fcOu0qP2kVqczbTdH1FiM/NPxl725B3HJkuE6gJoHdjgkvZZ2fdTYlpHiWk9smzCZjuDLBsJCpznBu2rN8M7tHCcL7jzZsf5Y52qVyxObeDvtCMsPv6vk+zxrV/TKtR55+sJYxIrk/5kSHTPCs0nSwXYch50lhV9Q4n5ADbrLkCDGLICUdPEqY0kS3x4bKGTLDFnF/9k/kv3kM4V0klBoXr5e2sZVsnsKKhplcxu1qZ6UHJRDp2LzwHC9YHcGmO/ke/IPYJVttEzrBUt/OuWOpafn72CuNV6FJvtDILgh6/vg6W2Vag4F3/Gy/J5l+WSUs8VykeIzgcvlYZ+kQl83GUUXioNEV5+RHoFIyDwSMO7GB7bH5UgEqILqPiEgg5BFQpCIGLgMmTRnvbAZt0JyKgNtyOoEy7thkCoLgSVoOLRBhPoG9YTjaghQONfcZ1qCq5YUlM8RwqehFUysfLs8wRoY+gaOoblZ6YS792BzqF3X71zLeVIdiZ3//wdM6/rR7CXgQm//chb/W6gY5Q9T40gCDT2q+PUp7FvLCpRVep4alWs07UgeKESwytH+VrOwfyN/JH6MXfGzeRM0T42ZX7HiPiX8dNcOT+QZDlISfY9aP3nIIg+mHIeQhf4HiqtsrRSXpoERPJlj/uINgSiEVV81XM8dX2CEQWRdoFNifOORJZleoa2J847ssLzCYIWMeAdsCUjqOOxeT+EOf9Zx+sqTdtSE3EKgsCtMTfRJbgDMYZoOgS1oX94H2IMtSNT/DWhLKuVG8U48lDOFu3idNF2ThclsjvXXgQzz5xEi8AheKuD3KydZ/LZ3h0kFxYw9tflDtn7OzY7jKPU4mxe3LvIqc+Hx1bSwCeatkGNLhkv6z+ufklKIyfvGYID57tc99qMJNv4J+Mr8izpfHD0fod8d+4auofefsW+FuOnyFIKppwLPxoshR+iClpQafrWBuJ9Lhil9X1DHefnjSFBEFxiGJ1HELSgjsdm2YM5/zmn10x5kxE0Cag0TUvpJxBjsAf2i4KoGEYKLkNZVvNQ4n060iNsgpPsljpzFcPoCkzv1odoX+ckZe/0H+I4j/AKYlz9IfQKa83vPecyMu5/3BjVtdR4I4BA/5loNC2ICN9AWOgvaDWt8febUqnvoTYiCirujHvBSVbPpy3dQm67al+t/0sgOnuXdIFvulQ/hapDVDdH4/0gasMoDBHHURvuQuPzaKmGkcI1oOQ5KjeK58hDMdkKOZTvXARzb+6v9Ap/uMy1nmoL+zLTyS4ucpL9m3SGvvH1HdfDYntwi3wdgiBwT92BwOVrZ2k0jQkP/c3xeljoL8rfvpI4UrDF6Tq95CTZ5mSCddFX7CdZdoPknBneZtqMWt/L1SoqVAGCIKDxfdJxrvWbpXznKoBSPqT8KJ4jDyWt5DAZJUfQi760DrwZEDheuJEiW667VfNYfj52iGKrlXYRUfSqYw+y/u7Qvkvanb/ZCoJw1Rvvxa8rN+nKQZJt7Mr9A4Cmfj0I1dWh0JrN0YKtV+1rLV4JmBC1HVFpe5yTfV+Z6ipUMhd/L5XvnIK7UDxHHkod77ZcHz0dX004ofr6hOsTiPBKwFsd6G7VKoWiwhLen/49Y6Zcj6hS8cmsFdz//M34+Htd8xjTuvQk3NuHO5u2RCuqWLRnO3e3aFuJWpeOLFuQ82cieN8Nqijk/BcRfB5BUFXveAizzcqLu35lXKNuhOh9eGnnrzzWrA/hXhXLbi0KKu6oM4NduavpEHQjRbY8DuZvpF3Q4Kv21fpNR1TFoPYeCaiwGheh9h5TIX0Uyk9W4VIE1AT53EZ6/vvo1PXw8+pNSd7zaH3GIYqRlOQ9j85vMqLKdTFLCgquRik86wLcXXi2JjD74cX89dMO/AK9EUSBvKxCOvdrzvSPx7pbtTIjFcwF40cg+IBgACkd1AkIwT84VY6vbry86zcWH9uMr0aHXqUho6SQloFRfN1rrPILX4HCki0cSx8GCOjU9TBZjwFq6vrcCiVfgeCLIBiQpTRETXO8Q36ulZ+bqiw8W3/aLFQVLDxrKynh2Gyl8KxCLaGwxFTqubu456nB6PQa8nOM5GUVIggCY6fZg6mNhdUrd43gPRZU8SAX2g0jQPCbUa0NI4D7G3cjysufAouJjJJCAJ5rNcjjH3CSbMMi2WPRbLIFm+T+z3tNxFvXgWCf0YB8zjCCCP/H8fGfiqCqA3IBspQGgN7/JY//3NQElPIh5ad6360VysWhlAwGz13E8m37SDyRRP9XPmXtvmNu1cnLW48gXrhZyrJManIOK5b+y/gh8zlzIsON2pURwQuE//xaE6t/YjovtRatynkl3l977cue7kCSbWxNn8mfSQ9jsuWyMWUK/6Q+oRhIlYAgCGj+s1SmUUUgCF4IgvPnRKgB3weFmo0Sc1QL+XXXIbIKi3j2m98dsm+27KF303pu+zX33vPfUlLknBX52XsWwDmX8IY/9nPHuIqVKagq5MK3wXrQWZY7EYJXVGvv0Rv71nKyMMtJNmnL93zb23OX1YqsKSQb/8Ys5fPDif8BoBJ05JqPEqxv5mbtahaFJZtJzXvFSXYm+0nU5s1gdS6CXZz9MN7K7s+qoZZ6fipK9b1TKzhRYitmd+4OAAqtBRzI33vZthMHdKNxZKiT7PUR17v1RjVh+i206tqQj9ZM491VTyKLImjtBV7bdKnP7ff1cGq/71AyyWm5AGzfc5qsnMKqVvmyCN4Pga4nQtAyhLDNoO2K4D+vWhtGABOb9qJ7WH2+6TWWDYMn0SW0Lq92GOrRDzgfTQw9opzzHnUKf1ExjCoBH30nwv0eJ8L/SVrGnibEZwzRgS/hG/ACal1vDCE/4BO+A5W2O16B8z36c1NjUPIclRvFc1QDMEsm3joylxPGowyLuZNNWX+TWpLMhPqP0cK/9SXtt59M5nRWrpNs1e7D3NzefQ+MoDA/5iy1Z6ResfRf8LqwLHVkXxJH9yfTsJk9583+wylMmvENvj56Rg7rxNufrCUyPIB3Zt1BgJ/BLfpfjCB6IwR+dOE6aJH7lHEhvho9n3Qf4bhedN0oN2pzbdhkC/uzP3WSHcpZQoShIxrRx01a1VwiAiY5zqODXnScG4I/c5x7hyytUp0UFMpD9f4pqwCAWtAQY6iDjMy3Z5eSVHwGb5UPobrS64Alnkii2Gyhc4NYh0H0z6GTeMLGRUmS2Pq33QV/wx2daNq6DoX5JezfedrRJizEl+BAb9Iy8nntg9WYLTbiYoLw9tJdbliFWkqJNZMc00FUgo6WwY+gFf3Itxyn0JLkbtUUFCodJSC7/CieoxqAKIgMibyFvzLWOGRdQ3oSob8QHGmTJJ5ev5obGjbm7p5tWX3mGOP6dKJTTAxt46MY0raJR7i5RVHkufl3sf6XPfxvaBuKi8xsXneQ3je0crQJCfJhxLBOzHl7lUN2/6geaDSlF5BVqL14ayLpHf0BRdY0wg0diDB0QpKtBOoau1s1BYXKRyk8W24Uz1ENwGQrYf6ROU6y31JXkpiz2XG9eM9Ovjqwl9ErvqPFgnfYWpjMI3/8jMlm5ZYOzdGoPMew0Oo09L/ZXonb4K1zMowAdu47w+sfrHaSTZrxjUfFHSl4Dr7aOoQbOgAQqGusxBspKChcFcU4qgFoRR2t/Nvip/ZnRrNX6BHal2BtKHW9LxRUHdG8FT3qxCMDZskGwPx+g9CrNW7SuvzUjwslPjaEHp0b8s2C8cRGBdKuZR0C/b1dMn6WqbDU89KwSsVYz+XQMdvykWSLS3RQUKgsZFkmq9D+mZUkmWxj0VV6VG/ySkow2+z3vOziIiQPCB+oKpRltfKjLKvVAARBYEjUMHqH9cdX48cdsaMpijLio75Q1kFGRpIkp35SNfWX+vromf/ibeh1GjQaFe/PGYGvjx5RrPiy4J6cMzyw5TPub9iH+r5hTEpcyjPNhzAkps0lba1SMRtTHgFk2oe/zKaUx/FSh9E5Yh6iUP2MToWajyzLvLF6A8t37GPhmFv5bON2/j1+ms/uHU5UQM3LfpxTXMzIH74h2teP567rzegfv6VDVDRz+g5A9IAwgkpHWVYrN4pxVEMQBAFfjf3mJgqik2EEsHTvbv45exqVIKBTqSmyWpj8xyr+GjW2WnqPfH0u7Gbz93NdIsJ/M49RaDXx2oFfHbK1qQe4Ibr1JTFZRssZcs2HsEqFrDo1CIASWzrF1jS8NTEu00lBwVUUW6z8feQkmYVFDHl7MQCiILA3Ka1GGkeHs7M4mpPN/swMVp+wJ7q1yTJZxUWEGlzjaVaomSjLarWE0S1a07tRFG8PHMTO+x6iS/1Q3hwwsFoaRpXJfQ160jzA2bB5te1tpQar++sa0THcOdarS8SbHm8YybKZ/MLPkWUJSSoi3/ilR+xUrAoSs49zrCAVgH/SD5BclF1lc2ckZbNxZSIAZw6nkPjHngqNd/JwKrv+tT/wD+w4xeE9ZwFYu3Y/eXn2pbJVq3ZTVHQhG7hBq+GTe25xGuf+nh3p36xhhXTxVDpFx/BSr35OssU3Das9hpGS56jcKJ6jWsIfqfvZXnKQzJPpHCw5zT7LUd48WkSb8LHoVYqBdJ5Nmcc4kp/qJFt2cguj6nW9pK3Zlse+rHecZHuz3qBr5NuoRffnWyoNWZZJz34QY/HPlJi3YLUmUWLehM2WQqDfpKsPUI3Zk3uKSYmL8FJpuS2uC58cW0uozo+POj1AqL5yvSZ5mQU8OXAWaSczGDFtKD9/so6CHCMvLZ9M655Nyzxe8qlMpt79ESVFZu54oA9fL1iPSiVw0wN9+PSLjdSrG0rrNnF8//02fvl1N6+/didqtQpJsi+rXcw32/ZwQ8sE6oUGuertegwphQW8t22zk2zWP3/yzqAhaD1oE0pl4YqYodoac1RjPEcnT55k7Nix1K1bFy8vL+rXr8/06dMxm81X7NerVy8EQXA6JkyYUEVaVx3N/KOI8PLjlDGLRcfsN8frwhqiExX7+GJOFWZikqz0DGvMPfW6A3C4ILVUz4rJlkOJLQOdKoi2oTNQiz4UWVMxS/lVrfY1IwgCBv0AAAqLvqXEvAlBMOClu87NmlU+cd5hxPuEkmsxsuDoH9hkiZaBcQRqK9+L4BvkTcvuCUiSzOcvLyc7NZeYBhHENy2flzEkwp9GLWIwlVj47I3fKDaaqN8kik7dGhIU5M3xExl8//02ALp0boBabTcETFYrJzKzEQWBZ67vRUJEKHnFJpJy850+4zXFk5huNJJVXESsnz+z+/wPrUrF6fw8jFd5LtQYFM9RuakxT8aDBw8iSRIffvghDRo0YO/evYwbNw6j0ci8efOu2HfcuHG8+OJF2VwNnvmrvyLEeAfROyKBpScu/Iq6Lb6jR+Q28iTurNuZSIM/3UIbohZUtAyMpWd4Qql/J19tPNdFfQiAn7Y+ftoG6FSBGNQRVa12mfD2up6MnEcd1xp1PDptOzdqVDX4aby4NbYLL+/7ziEbGd8DtVj5HgRRFLl14iB+W/yXQzZoTE8CQsvnsdLqNNw6tgdb/7xQs+zmMdfRsHEkbdvE88eafQ754MEtHedeWg0fjrqZ7aeTua5hPNe3TOBwaiYd68bw8s7VRHj5MqZRJ57e9hPtQ+owvF7rcunnKbQKj2DxTbcSYvAmxs+P+IBAGgYFE+jl2QWTFdyPINeUnwilMHfuXN5//32OHz9+2Ta9evWidevWzJ8/v9zz5Ofn4+/vT15eHn5+nhnU+OOZHTy3c7mTLN47hK97PqAsq9UiZFkmNXMExaZ1TnJ/n4cIDnjWTVpVDYnZx3l02yfY5Au7NgM03izu+ghh+sqtEp+bns8DXZ4lOzXXIRNFgRe/m0yH/i0v3/EynDmWzsTh71JsvBBPpNNruH58T7485zE6T/36Ybz/3t0O71Fp/JV6jHv/+tJJphFF1gx6iCjvyv3b1Daq4nlxfo7GE2eh0umv3uEK2EwlHHrzaY9+vlUGNWZZrTTy8vIICrr6OvoXX3xBSEgIzZs3Z9q0aRQVXTnvh8lkIj8/3+nwdLqFNqCeTyj3N+zJL30eI9LLn9vjOyqGUS1DEAT8fMYgioFEha4gNPAtVGIovt63ulu1SqepXwytA+PpH9mKX3s/Q2O/KPpFtiRUV/k3fP9QX/re2Y26zWJZdvxtBozuQULHBjTrUr5A6Kj4EDr1bkKrTvX4evPzdOjZmHbXNeL6oe2IjAxg3H29WLRwHMHBPtw8tN0VDSOAHhH1ebhpdyfZ651uVgyjao6S56j81FjP0dGjR2nXrh3z5s1j3Lhxl223YMEC4uLiiIqKYvfu3UyZMoWOHTvy/fffX7bPjBkzeOGFFy6Re7plbbSaMKi0CIKA0WrCW63UIqutSFIh4rnCqxef13RKbGbUggq1qKLIasLr3PehKpBlmRKjCS8fPZIkYS62oPcu/3fQZpOwmK3ovbSYzVYEQKNVU1RkwmCwj3vx+RXHkiSmbl3J8lMXdtBNbdmX+xK6lFs/hdKpSs9RwqOu8RwdfKv2eY483jiaOnUqr7zyyhXbHDhwgISEBMd1UlISPXv2pFevXnz88cdlmm/t2rX07duXo0ePUr9+/VLbmEwmTKYL7uz8/HxiY2Nr3YdHQUGhZvBP6nHu+WspKkGgvl8Ih/My0KnUrB74gOI9cjFVahw94iLj6O3aZxx5fED25MmTueeee67Ypl69eo7z5ORkevfuTdeuXVmwYEGZ5+vUqRPAFY0jnU6HTqd4XRQUXIUk5ZNvXIq/z/3YpEyMxSvx8x5T5RsGSixWlm7Ywejr2lFstvDdlr2Mvq6tS7KvezLdI+oxvc1AQvTeDIptwnv7/6FlUJRiGFVzlK385cfjjaPQ0FBCQ0OvqW1SUhK9e/emXbt2LFy4EFEse0jVzp07AYiMjLxyQwUFBZcgyzZSMkdgMm/DZN6G2XIYi/UIsmwmwLfq0mrIsszkJT/x54ETbDl2luzCIvYnpZNtLGLS4Jqf6mBUw/aO8wf/E3+koFAZZGdn88gjj7By5UpEUWTYsGG8+eab+PiUvsyfnZ3N9OnT+f333zl9+jShoaEMHTqUmTNn4u9/wZAv7UfVl19+yR133HHNutWYgOykpCR69epFnTp1mDdvHhkZGaSmppKamurUJiEhgS1btgBw7NgxZs6cSWJiIidPnmTFihWMHj2aHj160LJl2XeQKFQdF9eJ+2/NuJqOfNFuq4vPqyuCoMLPexQAxuKfsViPoBIj8PYaUMV6CNzasQUA/xw6yf6kdHz0Wga1alyleigouAwPz3M0YsQI9u3bx+rVq/npp5/466+/GD9+/GXbJycnk5yczLx589i7dy+LFi1i1apVjB079pK2CxcuJCUlxXEMHTq0TLp5vOfoWlm9ejVHjx7l6NGjxMQ4J1Y7H1ZlsVg4dOiQYzeaVqvljz/+YP78+RiNRmJjYxk2bBjPPluztzRXd2w2iXkPLSSmQTjDHxnAy2M+pH2/5gy5t5e7Vat0LOZECvOexi/oU2yWoxgL5uIftBhRVb2zG3vpeztdazWNUaviq1yP9vWc7x0hPt40jAipcj0UFFyCCwvP/ndXdkXDSw4cOMCqVavYunUr7dvbvZZvv/02gwcPZt68eURFRV3Sp3nz5nz33YU8ZfXr1+fll19m5MiRWK1W1OoLJk1AQAAREeXPOVdjPEf33HMPsiyXepwnPj4eWZbp1asXALGxsfz5559kZWVRUlLCkSNHePXVV2tV0Fl1ZNsfe1n37WY+n7OCG6MfYvPvu/l4xrdkXZRDpiYiyxKFeU9jtewlO60jedl3YbXsoKjwXXerViFk2UZq5l1OsmLTn+QWzK9iPWQe/3ylk+xkZg6v/vRnleqhoOCJxMbG4u/v7zhmz55dofE2bdpEQECAwzAC6NevH6Iosnnz5iv0dOZ8oPjFhhHAQw89REhICB07duTTTz8tc9b3GmMcKdQeOg1oyaipNzrJZix5iOCIAPcoVAonClOQzi15nShMdkk5BkEQ8Qv61Emm1rTA229Khcd2J4KgItDvCdSqOsRGbCQ08E006gb4et9ZxXoITOjXmcgAX76ZOIK3776RmCA/RnRtXaV61EZk2YTZchSwp5awWE+7WaOageCiA+DMmTPk5eU5jmnTplVIt9TUVMLCwpxkarWaoKAgp3CYK5GZmcnMmTMvWYp78cUX+frrr1m9ejXDhg3jwQcf5O233y6TfjVmWU2h9mA2WTiUeMJJtn/LMdr0aOImjZzZln2Q6Xs/5X/h7Wkd2JDZ+5dwW50+3Ft3cIV3X9nOPUDOI0lZSFIGKlV0hcZ1N95eAzDoeyMIWjTquvgYhiII2irXo329GH5+6h60ajVNosPo1jgOrVq5TVYmsmwiLes+SsyJRAQvJDtvFhbbGaJCv0Ojrutu9ao3LlxW8/Pzu6ZVlWtNv1NR8vPzuf7662natCkzZsxweu25555znLdp0waj0cjcuXN59NFHuVaUb71CtWPX3wfZsnoPOi8NzTo3ZPu6/Xz/3moGjuzuEd6jPIsRq2Tl55RN/JyyCYBscz4yMgLlN45kWcJYMBewe4wkKQvJlkyxcTE+fhX7FecJXGwMucMwOs/FxpBiGFU+smzGJmUjSTkkZwwFQBT8kKQ89ypWA3DHVv5rTb8TERFBenq6k9xqtZKdnX3VWKGCggIGDhyIr68vy5cvR6O5cqWHTp06MXPmTEwm0zXHSSnf/BpIfskOiixHifAdTk7xX9ikIkK8B7pbLZfRoV8LHps/mvA6wbTp0YTlH/xB044NPMIwAugb3o4/03eyKWuvQzap0W2IQsVWsQVBxD9oMUWF7+LtNwVJyqDYuBhv36cqqrKCAn+lb8dP403rwMasStlIPZ9oGvnGOV63SUaS894jOuBRbJKR1IKFxPhPRBAq9hgRRV/Cgz/mdEpbhywo4Hl02tYVGvdKWK02PlrxL3f1b4tOq+bjFf8ydkhnvHRKOaWKcq3pd7p06UJubi6JiYm0a2cvfL127VokSXLkGyyN/Px8BgwYgE6nY8WKFej1V09yuXPnTgIDA8sUQK4YRzWMEssZ9qbdg002kl28nuyidcjYaKn6An99+6sPUE0YOPJCHpabJ/RzoyaX8mf6DjZn7XeSvXXkWyY2Gl5hA0lUBeHjb3cZq1TRNcJjpOB+duUeZu7Bz1CLatoHNWVj5i68VV68024KYfogZFnmSMZD5JX8SV7JP9ikQkqsx7FJBcQHzajQ3JJkJD3LOZ9Vdt7L6DSt0GmbV2jsyzFv6Tq+W7+bdYlH0Gs1HDiVxrGkLN6YOLRS5nMbLlxWczVNmjRh4MCBjBs3jg8++ACLxcLDDz/MHXfc4diplpSURN++fVm8eDEdO3YkPz+f/v37U1RUxJIlS5xqm4aGhqJSqVi5ciVpaWl07twZvV7P6tWrmTVrFk888USZ9FMCsj0YWbY4Anll2XJNfXTqGMJ9hwOQVfQbMmaCDX3w1Sl5m6oKvUqLShDoH9GRpxLuQkTAS6Wv0JLa5ZBka6nntQmLZCv1XOHaaepXl3ZBTTFLFjZm7gJgYGRXQnWBgD1YPcrfbsAYzbspsR5HJfoR7jvKaRxZtjlyb118/7oigoggeCEKfkSGfI1O2xYBDYLg+ioEVqv98zG8b2sMei0nUrI5cCoNgLsHdXD5fB6Bh+Y4AnvR94SEBPr27cvgwYPp3r27U2WL/6bf2b59O5s3b2bPnj00aNCAyMhIx3HmzBkANBoN7777Ll26dKF169Z8+OGHvP7660yfPr1MuimeIw9Fkk2czbwfnaYBoX6PczpzFD76foT4PXjFfoIgEOTVg+T8RQ5ZgL4bohtjOGobnYKb8Vbbx6jrE4VKEInzjqChT4zLS2EcyfuRw3nf0y/6LY7k/UhS0Sb6RL2GRjS4dB5P5lheFmPXfc2czoMxaLQ88vcPvHvdzTQPLn9+k9qIRtTQKqARW7P3OWRtAhOcPrNemkZOfdSCHzr1hbxQsmzDkvckoEHj/wLmnIcQ1Q1Q+0694mdfFLwID1mI1XoaraYxkdpW2GyZaDT1LtunPOQVFvPQ699xa69WtEuIwWR2/sFZN6p65wqrjgQFBbF06dLLvn4+/c55evXqdVWDe+DAgQwcWPEwEo8vPFsdqIxCggXFf3Am824nmSj40SDyT9SqsMv0gmLLaRKTBiJjdpK3CF9CgFdnl+im4H7MNiMrTt1GsS3LSd41/Hnq+w12k1ZVzxMbf+K743ucZH2jG/Bx7+Fu0qh6siPnIM/uec9JphM1fND+Gcey2sG0EeSbNjm1CfO5k7rBswCwmRMxZ90GXJy1XYcu9BdEtWsNnfKw5LdE5n99LmeVzCV+3E7N4nhn8rBK16MqC882Hz8LlbaChWfNJexdUPsKzyrLah6Kr1c/wvyfcZLFhS69omEE4KWpQ52Ahwk2/I9ucfuJ8ruHcJ9b8dd3rEx1FcpIsdXCvpwUAPLMxRzOS79KD2e0Km/6Rb/jJEsIuKNWGUYAL3caSLDO2VM2v/uNl2mtcDlaBjSid1h7hsX05Yfur9ElKJI76/QjTB9EavF+JGzUCXwaL01DWkb9QZPwL/HSNCbK/yHHGCptOzT+rzqNqw1a4BGGEcCI/m3p267hBYEsM2vCYJbNHE1ksB+PDu/hPuUqCw8vH+LJKMtqHookGSks+cNJll/8M3pt66suz9QJeBBZtiEIKuoFPgPICBUMBFZwHcVWC/dvWMbu7CRe63Qz7x74m7PGXD7rMZImAde+HHTW+LfTdVrxdky2PHSq2lNJ/VBuBoVWZy/p3qxUOkfEXaaHQmmoBJFJjUciIJBSvJsw7V/ohEyO5OtYkzKbeJ+u/C/qOVpE/oogqPDS1KdF5M8IgsoxhiybsJX84jSurfhnRG13j7j/ZOQWcvhMBgCCTUZlhh9W76ZjszjSz+bx95YjNKpzbUXOFWo+7v/EKpRKkXkbRaatiIIf/gb7EkGu8VtsUuY19T9/0xIEwSNuTAoXEAT7w6jIZuGBjV+zNycFAQGxDDFJZpuRw3nLAYj36Y9eFUiO6TApRVsqS22P5OujuzDZrLQIiqB9qD3+5fPD292sVfVEFET7/QIRAYGzRdtZnTITCSuCYJddbAxdfA4gWw4gmf4BdKi8bgNEbCW/Its8I9v1nzuOcSY9l8hgPxLq2D3w2/ee4YOv/kEAVKqad588n+eookdtRPEceSg++p5EB7+LVhWLl64NBl0nDLr2qFXKL5vqjl6lYU6HG7nu5/kO2aPNetLYP/yax9CqvOkf8x5njX+TEHAbuaYTZJbsJd73f5Wgsecyo0N/wg2+jEloj0ZU8eG+f7m/mXNs3ab9pziZms2dfdrw27ZDWGw2bujU1KV62Kw2Pnzyc26ZOJjA8AA+fPJzRj03jMDwAJfOUxVEGlrQPHAoO7K/dMh6hz+B+B9j6L+I2tZoAxeAoEKl645Vdx2iKgZRHV9uXVan/UIdQ10a+STwU8r3tPRvS5x3+bJmD+/TGpss06NVPSKD/Rg04X3y8osdr9899PK5daotHryV39NRArJdQFUE2CnUHAosJdz91xL2nos5AjCoNHxy3QjahcS6UbOax+n0XG6buRiz1UbLepHsO5mKJMt8POk22jRwXcmVD5/8nG9f/4mAMH98AgycPZxCQscGvLXxJZfvUqxsThZuYlXS80hcSA0RY2jL4OjZqMWq2/W6LXszH594B42gJdIrmtNFJzCovJnZfB7eap8Kjf35ii2896XzsvTwAW2YdE+fCo17LVRlQHaLsa4JyN7ziRKQraCgUMl4qbTEegcQqDXwTZ976RZWjwCdgVB9xW74CpcSG+rP6P/Zk5/uPp6CTZIZ0rkZrepFuXSeYY9fT2hsMLnpeZw9bDd6x786stoZRgA+6jC0Km/q+/biptg30Ahe+GtjUFUwE3ZZaRXQhmZ+LbHIZk4X2WspDo0eXmHDCKBOZCAqlcj9t3Xj6fH9EQWB+OjgCo/raSjLauVHWVZTUKhi1KLIax1vIbkojzo+gbzf7TayTUVEGWpPIHVVIQgC9aOcH3oNooIRRdcaLb6BPnj7eZFxkSw0tno+bEP09RlW5z18NeGIgorh8Qvw10RVeeyiWtAQqnNeag7Xu8ao7dmhIUvn3k2dSHtuo1YJ0Y7zGoWyrFZuFM+RgoIbUIsidXzs2Yf1Ko1iGFUSp9NzeXbhr06y17/7i+1Hzrp0nk+eXsrJfc5jvjj89WvLEO2B+GujHDFGAdoYt2zq2JqzifUZq51k7x99nUJrgUvGv9gYqpGGEShb+SuAYhwpeDRFhSXs+ucQAHlZhezfeszNGrmepOw8DqfYdyEeSc3kTFauexWqQdQJC+DxYT24sUsztr47kfsGdWJUv3YVijc6deAsSUdTATi07RiZydmMfO5WWvRowuvrZ/Dl6feIbRzFpAX3I8sym3+2754ryDGyd9NhALJScji8/UTF32ANpl1gJzoGdeWuOvfwdptPqGNoyO2xd+Oj9mVL1gGsSqkYhUpEWVZT8FhKjCaeH/EuBxNP8Mird/Ljx+tJPpHBi188SMuuja4+QDUgOSefMR9+S7HZwrSbejPnx3VoNWoWTRhOTJDiTXIFd/VpiyzLCILAA0O6AJQ7Fuj0wSSe7Psiao2a++aM4M0HPyIoIoDX1s3gtbXTEQSBBU8t4cyhZP5Y8jcFb//K75/9ycjpw9n6xz5OH0rm0Tfv5su5K8lJz2f2D0/QuF35dl/VdFSCijHxExAEgbVp2/kzLYc88x7OFllYcHwFPUJb8XTT0aiUVCWXxRUxQ0rMkYKCh6HRqQmJDMRmPcb8SV8AEBjqR2Bozdkx4a3TEujtRXJOPk8ttSfQaxodhq/e9UU3azPnjaGKBkj7BnrjG+TD6QNJzB75FgD1W8fj5aN3jB1Zzx4n8938nwEQRYHoeuEcj0rm6K5TzLv/YwDC6gTjH+JbIX1qOuf/pqE6f7Silu05h9meY/e+ReqDESuhmHONQok5KjeKya3gsajUKu6feauTbOj4PsQ2vHoW6cykLGaNmI8xz8jZw8m8es87mIpNlaVqufE36JkypKeT7KkhPfE3VGz7rULlEBgewH2zRzjJHpp/D14+F/69rh/f1+n14Ogg+o7ozgOv3OUkv/OJIUTEhVSesh6IxZbNgYxJmG1ZlFhTOJAxGatU6NRme/YaNmWuBGBDxo/szFlPi4D6dA5uBoBNEkjN8qN/WFcyS4xM/OdHck3Fl8yloFARFM+RgsdiLCjmmdvfdpItfmUFdZtG06Fvs8v2k2WZF4e/xoF/j7Bt1U4sZislRhNePnoeeee+yla7TJzMyOGxxSudZI9//hOLH7iNumE1NEi0GnN050nmjHb+TD5346vM//tFwurYDZ35Ez5yej3jTBbvT/qMxL8OOcnff+oLYhqE06Jb48pV2oM4mDmF7OI/ySr6E5CwyUZApkno6wAkFx/jh6R3kZHZkLmCPEsmAgKHC3JZn7EDgIwcXwqL9fRbuQCdSkuhxUyR1cJHvW69/MS1FEGWESq4KaCi/asriudIwWMoKCh2Ojf46GnWsT6BoX68v+5Zeg5tT2h0EHGNI684jiAITHx/vH2cHCMlRhOhscGMfN7zKrWH+/vQMDKEptFh/DplDM1iwmkQHkx4wNWXW2RZJq+oBABJkskvLqlsdZ3IKykp9bwmE1k3jDoJ0bTo0YTPDr9JnSbR1G8dT0D4hfiwtn1boNFpeGbpRB599z60eg3t+rekSYf6hNUJ5qNtL9NpUGsi4kKIuQYvaE2ifpC9mLZNLsAmG1EJ3tQNfMLxeqS+Hj1ChwGQZ7FvUugVdhttAzvgqzZwe2wf3ugyDJCxSFBoMSMg8Gy7vpfMpYCyW60CKJ4jBY9g967TPPvMt0x+YhAajZo5s1fy/IybeXD27dzx2ECCIwJ48p27yc8xXlPMkc7LOZOvSq1Cq/O8j7uXVsM799yE2WrD36Dno3G3oFapMGg1V+wnyzLvrN7Ej9v3s3DcrSz8O5Gtx8+ycNythPh6V7re644f57FffuGt668np7iYF9at45Obb6ZtlGuTK3oa3v4G5qx6BlEl4uWj57V1MzD4eaHVXfj36nV7V5p3TyAk2u756zKkHSHRQbTv35q8zAKCwv155rMHKCooJiCk5sTPXQui8N9YOsFJJggCepXz59dL5U0D32gWdHiSYK0/v505jCyLnH9qy8CuzBTifAMrV3mFWoXiOVLwCNat3Y/RaOLFF37guWe/xWg0sXbNPgRBIDgiALAbONdiGMmyzCt3v+MkSz2RzidPf3mZHu7FS6txxBj5eemvahgBGE1mVu0+TEpuAQPnLuSrf3dzIiOb7SeTK1tdAH44cIBCs5l7ly9n8qpV5JtM/Hr4cJXM7W68/Q2OGKOAUD8nw+g85w2ji89VKpGgcx4mrU5T6wwjgCNZzzld2+RCjma/5LhOLj7Gb6mfObX5JeVTUopPEKILQBAEZiWuPfeKcO6A2dvXVaba1RYlQ3b5UYyjakJx8SokKReAoqIVSFKRexVyMQ8/2h9f3wtBraIoMPmJweUaSxAEpn7+CB0Gtubr1I/5YMdcOg9px9jZd129czXBR6/j03HOMRYP9OlM/xYNq2T+uQMHOl1H+/kxrWfPy7RWULDTKPglAr2uo1PMejpE/06QVw8aBl0wmKK86jMo8l56h93Bi82/p2fordwQNY5IrwvpDr4ZOBL1Rdv3BeC7AaOq8m1UH5RltXLjeesMCpdgLPqe7JyH0Wha4KXvS37BG+i03QgNWYogVF0hyMpk87/HMBov7CaTJJl//j5Ez15NyjVedINIZv1ij28IDPNn5o9TXaKnpyBJMh+u2+wkW564j5vaNa2S/Ei/HHIOLk4vLOTvkyfpWVfJ2aNweXTqCFqGf+K4bhH+8SVtuoYMcZz3ixhxyeu7MlOQLnpiy8DOrGSifGqfJ06h8lA8R9UAjaYJohiIxbKb/II3ANDpOgJXX36pLuzdexZJkunZM4G+/ew70fbsPuNmrTyXYouFPWdSEQR4bGA34kMCySgwciIju0rm35KUBMCtzZrRr359LJLEjpSUKplboXaTmJ6EJMtcH5fATfFNAdiSrtwrSkNZVis/iueoGqDVNMFL3x9j0TKHzNdnfLWs+H05xo3vRd16ofTpY7/ZdehYj379mrFtx0l+Wb2HaY8PZsPmo2zbcZJJD/V3eeHQ6oa3TsvHY4eReCKJPs3qc1PbphxOzaR7o/gqmf+lfv3oGB3NjU2aYJUkVh0+zJCEhCqZ29PJSM3jzenLmfjCzZhKLHw452eenDMcvwCDu1XzKNKKj/JPxhJuiH6K9JJjbM9ZyfVRT6AWr+wNn9q2FwmBoQyJb4oA9Iqux9C6paf2kGWZDxasI65OMAP6t+CNN3+jY4d69LiulqRPUJJAlhtBrq6VET2I/Px8/P39ycvLw8/P9a7dQuPn5OQ+5STTaFoRHrqixiyrlUah0cTtYz6g0OicvPGpiQO5vn9LN2mloHBlnh63kO0bjzrJel/fiimv3uYmjTwPSbbx8dFx5FqcvY3dQkfSLfTSpbTy8s+Gwzw/43snmVar5ovFEwgO9nHZPGWhsp8XF8/R7vaXUWkrllDWZi4h8atnKlVfT0RZVqsG6HU9UKmi8fN9nPCwtYhiMN6GW2u0YQTg463j+aeGOMn69EhgYN/mbtJIQeHqTHxhqNO1j58X90+93j3KeAhma5rTuSioGBLjHAcY5dWEjsGuTeTYrWtDbrqxrZNs6lPXu80wUqg+KMtq1QC1Oo7wsNWIgn0ra0T436jE2pHTo7jE4nRdUmJBkmRUKjcppKBwFSxm52rxkiRhMVvdpI37KTDtYn/aaKL8xuKra8vBjPHEBU7DKrZ2ameTrUiyrfRByokkyRQXm51kRUXmy7SugSjLauVG8RxVE1RioCPGqLYYRoVGE6+98xsAgQEGVCqRjVuOsXr9fjdrpqBwed6f9RMABh8dXgYtRYUmPn3jNzdr5T4KTNuxyQWcyZvP/vTRSHIJ2UV/8WvyfAD0Kl/Ugpa0kiMkZv/g0rn/3XyM31fvRRQFgoLsySXffnc1WVmFV+lZc1CCsctHjTKO4uPjEQTB6ZgzZ84V+5SUlPDQQw8RHByMj48Pw4YNIy0t7Yp93Iksy2QULEaSSpBlK+kFC5Fly9U7VkN8vHXMnj6Mmwa35rvFDzL7+Vu4c1hHBvVTltUUPJcn5wyn56CWfPrrZD78cSK9Brfk4edurLL5d+WspdCagyzLJGavosRmrLK5SyPKbwwB+uucZE3C3uH66GkEaZsxocFibox5gTB9GzqH3O7Subt1bciYe67j2adv5JtlD3Pb8I68OGPYNS2rnT6VyaZ/7IlNDx1IZtf2ky7VTcGzqVEB2fHx8YwdO5Zx48Y5ZL6+vnh7X76cwgMPPMDPP//MokWL8Pf35+GHH0YURTZs2HDN81ZFgN15zua8THrBh/jouqISfcgr/p1Aw1DqhrxVqfMqKCh4Ptuzf+en5HcI1cUSa2jK9pzfiPZqxD315qAS3BNFkVv8DwczxiHJFzZWRPlNZFFyMUcKj9Er9DqOFh7nbHESY+JH0C+8l1v0vJj01DweGb+QvNwibh/ZhR+/24bVYmPeO6NIaBpdobGrNCB7+EuoNRULyLZaSkj85tlaF5Bd42KOfH19iYi4tmKOeXl5fPLJJyxdupQ+ffoAsHDhQpo0acK///5L586dS+1nMpkwmS580fPz8yuu+DUS4PU/MgoXUWja6JAFGm6osvkVFBQ8lzjv5viqg8kwnSHDZM/908z/OrcZRgAmWwqSbCbQqy8+2lacyXsdi+0MnYMGcqTwGOsz/gYgQONPMz/PSAcRHOJLq7ZxrFu9j6Wf2X8oN28ZS524EDdrVjZcsTRWW5fWatSyGsCcOXMIDg6mTZs2zJ07F6v18oGQiYmJWCwW+vXr55AlJCRQp04dNm3adNl+s2fPxt/f33HExsa69D1cCW9dW9RikJPMT9+jyuZXUFDwXIK0kdTxbuokax7g3vtDuM9wmoQtpHHoO8QGPExC6Mc0CH6FriGdnNo19KlPhD7cTVo6o1KLDL21g5Ps+qFtMXj/t3CuQk2lRhlHjz76KMuWLWPdunXcf//9zJo1i6eeeuqy7VNTU9FqtQQEBDjJw8PDSU1NvWy/adOmkZeX5zjOnKm67KxncqZjsTnnBjmR9XCVza+goOC5bMn+iX15fzvJlpx4Hpvs3t1ygV49EAW7YRFk6IMEzD74ulObrTnb+TV1tRu0u5TUlFyenuxcqHreyyvZu+u0mzQqJ0pttXLj8cbR1KlTLwmy/u9x8OBBACZNmkSvXr1o2bIlEyZM4LXXXuPtt992WgJzBTqdDj8/P6ejqgjxGYFaDKVeyMc0CvsWtRhKmO/YKptfwTMpMZrITMkFoCDHSF4t2o3jCpKOp5d6Xt1o6teVYG00/SPG8lDDD/DThNAl5Ga3LqsBZJuSOB/emm1KQiWouD5yAEHaQOa1nMmouDsI14XRKai9W/U8T3iEP337t6B5y1iWr3qC3v9rRvtO9WjUJMrdqpUJQXLNURvx+IDsjIwMsrKyrtimXr16aLWXJkTct28fzZs35+DBgzRufGm6+LVr19K3b19ycnKcvEdxcXE89thjPP7449ekY1UGZANIUjGi6HXJuULtpMRo4vmR75KZnMtzn47ntYmLkSWZWd9MxF9JdndVtqzew8yxH3H7I/2JqhvKa48u5v6Zw7lxbC93q1YuLJIJjai75NxdnDLuZtmpF2gXNIgYQ1OWn3mFHmEj6BZ6GyabCZ3Krt/F556ALMuYzVZ0Og02q4RNktBqK25kVmVAdoebXROQvXW5EpDtcYSGhhIaGlquvjt37kQURcLCwkp9vV27dmg0GtasWcOwYcMAOHToEKdPn6ZLly7l1rmyudgYUgwjhcL8YjKSckg9lcmDfV4GICDEl/zsQsU4ugbOHkvHarbyxWu/OGSnDiUjy3K1rF94sTHkbsMIINuUjFU2sTnrBzZn/QBAhukUsiw7GUOeZBgBCIKATmcv7q1Si6g8f6HlUpQkkOWmGv5rl86mTZuYP38+u3bt4vjx43zxxRc8/vjjjBw5ksBAe9LEpKQkEhIS2LJlCwD+/v6MHTuWSZMmsW7dOhITExkzZgxdunS57E61yiYxPYlVpw4BsP7scTYkn3SLHgrlR5Zlvnl9JTlpuZQUm5ky4CWyU3MpNpbwxcvfYbW4Nv4jJDKA5xbe7yR74p17iG14bbs2PYGCnEKWvboCSZLISsnh2/k/U1VO7Vsm9KVe8xgn2UNz7vBIwyitJIPfU9cDcMp4lr8yLr9xxFNoEzSQej7tnGQ3Rk/yyL9vTaOiCSBrcyJIj/ccXSs6nY5ly5YxY8YMTCYTdevW5fHHH2fSpEmONhaLhUOHDlFUVOSQvfHGG4iiyLBhwzCZTAwYMID33nvPHW+BY3lZ3L36a4qtFoY3aMH3x/YhCALfDR5B8+Dq86Cr7SydvZzPpn/NqoXrKMwpIjslhzEJjxGbEMWhrcdIPZHB5I8nuGy+ghwjr09c7CR7d+oyXvn+MUKjgy7Ty3Ow2SSevuEVDm09xr6Nhzh7OIWko6lIVonbnhhy9QEqyNpvN3Nyf5KTbOlrvzDySc9KkWG0FjFz/zyyzDkcLjzG7tx9FFgL0at0dAxqe/UB3MSh/E2cLNzpJFubtpC+4WMVA6mykWX7UdExaiE1xnPUtm1b/v33X3JzcykuLmb//v1MmzYNne6CqzY+Ph5ZlunVq5dDptfreffdd8nOzsZoNPL9999fc54kVxPvG0j/Og2xyTLLjuzGLNnoFV2PRgHlW1ZUcA+9butKYEQAZw4mk52aA0BRQTGHth5DrVExeFxfl84nSTI2q0RAiC8zv3yYiLgQJJuEJFWPm5pKJXLzwwMB2PzLDpKOphISE8R1wzpdpadrsFokZBkGjerO2OduPiezVZnn6lrxVhvoHWbPNL0hczMF1kLqecfR1O/SeEpPQpJtyMg08+/JgMgHANy+e66sSJLs+DzYbLU0QrmWUWM8RzUBlSgypG4Tvj+2zyG7Pr4xWqXKarVC762juLD0HZI6g456LeNcOp9/sA9zvnuMvKwC6jSK5JXvH0eWZcJjg106T2XSqpdzbp7YxlGEV1HCvf53diG6fhhN2tdFFEUS2tWlWaf6HunVaB/Ymm/PrnBcN/dvgo/68hUAPIEm/t3x1QQT5dUIUVARrosnxtDUI/++pWGzScx59zcC/LwYN6I70+eupFnjKEZWkfFeETw9CWR2djaPPPIIK1eudKzgvPnmm/j4XD5WslevXvz5559Osvvvv58PPvjAcX369GkeeOAB1q1bh4+PD3fffTezZ89Grb52k6fGeI5qAkdyM7l/7XIn2eN//8SuzJTL9FDwRF68fT4lRhMI4iXBjMa8Il4f90HpHSuAf7APdRpFAhAWE1StDCObTeKZG15xku1Ys5els36oMh2adayPKNpvh807N/DIB7fRWsSsA284yVYkr2Jj5hY3aXTtxBiaIAr2H3mx3s088u97OXbuO8uqdftY9uM2+t42n3+2HmPh15tITc9zt2pXx8PzHI0YMYJ9+/axevVqfvrpJ/766y/Gjx9/1X7jxo0jJSXFcbz66quO12w2G9dffz1ms5mNGzfy2WefsWjRIp5//vky6aYYRx5EA/9gRia0YUCdRhwcOZlb6jdjWIPmtKhl8UayLHMgzx4DYpMlDuUlu1kjZ0qKzJw+lwunIK+YlDPZTq8/s+RhtF72XS6ce+COnnErr6+fQWS9cO6cdnOV6uvpqFQi9758BzENI/ns0HymfvYQdZvHcr2Llx+rO95qA8NihlDfO56P2r/BrTE30swvgXaBrapMB6NpD2D/jp4/vxxpJWcxS3YPakrxqWq3lHaedi3r8Oi9vZ1kc6YNJSLM300a1QwOHDjAqlWr+Pjjj+nUqRPdu3fn7bffZtmyZSQnX/mebzAYiIiIcBwXpxj4/fff2b9/P0uWLKF169YMGjSImTNn8u6772I2m69ZP2VZzYMQBIHnOvTBJsuoRZG53QYjCAJiNfqVVVFkWebNQ7/y5YkNTG95K1uzjvFb8i7mth1JtzD3x1aUFJmZ/sjnHD+UwrNv3MVHc38lN9vIq5+OJaqO3Vsjy+Af7EvG2WwEQUAWRRq0qUeL65rw6f7XUWuUr91/6TiwNW37NketURNZN4wet3ZS/k6l0D+iF33CuqMW1QyLuQGrZEUtVs3fKSnvHc7mvkZc0AuYLKdILVhEg5D5BHtfGjSfVHSCj46/SJRXPD1Db2Txqddo7NuaEXGPuT0hZVmxWGwk7nHOjL1l50nat4rzeA+YK5fV/ltDVKfTOcX0lpVNmzYREBBA+/YXEn/269cPURTZvHkzN998+R+RX3zxBUuWLCEiIoIhQ4bw3HPPYTAYHOO2aNGC8PALpWgGDBjAAw88wL59+2jTps016Ve9PqW1AEEQUJ/7wqnE2ufYk5ExWk1IyEzf/Q0AKkGkyObaLOflxWaTKCk2U5BXzJR7PwHAP9CA2XThV/Fvi/4k42w24fGhhEQFsm/jYZbO/oFOg9soD/wrcPHfRvk7XZ6LjaGqMoxkWcYm2bOun8qe7pDbpIJS21tkE1bZytHCvRwt3AuA2VaCJNuqnXG091Ay/yYeR6tV06VtXf789wgrV+9m2OA2nu89cuFutf/WEJ0+fTozZswo97CpqamX5CBUq9UEBQVdsXzXXXfdRVxcHFFRUezevZspU6Zw6NAhvv/+e8e4FxtGgOP6SuP+l+r1KVVwO5JxIYK2PaibIxvfQ9APQlDXc9n4oiAyoWEf/kj7m0KzDlGQaezvS9+I5i6b40pYbRIffbWB4YPa4OutZ8Gyf7j7ls74+dizzHr76pk29w7uGTjP0ef+p64nvuGFL+PI525BEAUGjulFUEQAi1/4lmGPDXbEtJQVs8nCoue/4s6pQ1GpVXz+4reMnjEcL++KZb5VULhWBEEgNmAKKfkfOmQGTRPCfO8qtX28dwJ9wm5hVepSh+yuuIkekZSyrLRpHsvzk67H11tPh9bxrPh9N/XjQz3fMHIxZ86ccVq+upzXaOrUqbzyyiulvnaeAwcOlFuPi2OSWrRoQWRkJH379uXYsWPUr1+/3OP+F8U4UrhmpOIfkApeBsEPQdME2bwZipaiClmFIPq6ZA6rZOXBxFfw0VrQqWyIgky21cjMfQuZ3rzya8i9u+Qvvvo5kdUbDuLrrePIyQwOHEvj3Rm3IQgCBXnFvPT4Uqc+78/5ifiG4dRrbA+IFkWRUc8Nc7w+ZubtFdJp/oSP+GPJX/z7UyIqtYpT+8+SejKd6d9MrtC4CgrXiizLnM55yUlWZDlAWsHnhPuOuqT98cL9rEn/zkm25NTrjKk7tVoaSH26JTjOb+zf0o2alA1XLqtdax3RyZMnc88991yxTb169YiIiCA93bmOodVqJTs7u0zpdDp1su8aPHr0KPXr1yciIsKR6Pk8aWlpAGUat/at2yiUG0HXDzTtQM63G0aA6POgywwjAJWgoolPEwA0KgmVKGOTRLoEXds6cUW5dWBrAv0NpGbkc+RkBgBjh3dxxBZodWr8Agz4Bxp4bfF4GreIwcugw+BdeTf84ZOHoNVrOHs4hVP7zwJw55ShlTZfZWMxW0s9L/d4F2Uct7g4+7iCHUEQ0KjsSyB1g14m0u9+QIVaLH1XpJfKG62gpZFPK8bVex6tqMeg8kX0oCW1iz97ZpPFjZpUIm7YrRYaGkpCQsIVD61WS5cuXcjNzSUxMdHRd+3atUiS5DB4roWdO3cCEBlp/3HapUsX9uzZ42R4rV69Gj8/P5o2bVraEKWiGEcK147gjaBu5CzSuPZXlCAIPNhwsJOsrk8EfSKqZkdOSKCPYwntPHEXZZnW6TVMf2skry2+n2Zt4pj14RjmLrqPiJjKy0QdHheCVu9cWDmyfvhlWns2mck5PNDlOdYs28jZI6mMa/80m3/dWe7xTh5NY+yNb7J901EO7D7DvTfM59Ces65TWMFBlP/9tIj8hTDfu4gNmEKLyJUEew8utW2kVxwPNnyJu+s+SUPfFjzScBZ3xk1EJXhGzrbTB5O4t8ljbF21k0Nbj3JP44ns23jI3WrVKpo0acLAgQMZN24cW7ZsYcOGDTz88MPccccdREVFAZeW/Dp27BgzZ84kMTGRkydPsmLFCkaPHk2PHj1o2dL+LOrfvz9NmzZl1KhR7Nq1i99++41nn32Whx56qEwB5IpxpHDNyMXfIRd/6SSzZd+LfJmgzPIgyRIvHfjISXa6KJklp35y2RxX4t0lf3IqyXlr/rR5K5yyJev0GmLi7QkKvX31hEcFVqpObz74EYW5RifZq/e8W6lzVha/LvqTs0dSmTv+I+5rN43UkxksmfMjklS+rMPfL95IenIuT0/4jMdHLSAjNY9ln/x59Y4K5cKgtXt1BUFwnF+OUF2UYwktXB/rMYYRwPfzfyb1ZAZPXz+bhzs/Q8aZLJbOWn71jtUMT6+t9sUXX5CQkEDfvn0ZPHgw3bt3Z8GCBY7X/1vyS6vV8scff9C/f38SEhKYPHkyw4YNY+XKlY4+KpWKn376CZVKRZcuXRg5ciSjR4/mxRdfLJNuguxpOfKrIfn5+fj7+5OXl3dNa7LVFVk2IeU+jKDrhaC/CVvOeETDCESv6106z4H843xw9BueazaeU8YUvjz9K883m4CfpvIzAWflGnlyznIeGtmDiFA/np63gmkPDCChXtk8NXu2n6JJyxjUahU7t52gZdt4RLF8235TT6bzwq2v8/gH49Dotbwy+m2eXjqR8LhQju0+TdNODTDmFZF0LI1GbeuWa46qQpIkpt04l11/HXTIlh17k4DQ8n1vzGYrowfMIzf7gvH4w6bn0Bu0V+il4EqMViOZpgzivOPJNedSZDMS5RXtbrWuiMVs5e6Gj5JxNssh+zF3EQZfr0qfuyqeF+fn6Pq/F1BrKrZxw2opYePq6TX++fZfPGcBWMHjEQQdYsCHCILd4agKWuI4dyVN/OrxRpsnEQWREF0gbQITECthntIIDvDm41kjHIbMwldGldmoWf/7Xl557nu69EygVbs43pu3ioE3tWHi00PKZSBFxIfx7pZZjt1u722bg8VkZcYdb7F342Emvz+W5e/9zulDybz03SSadW5Y5jmqiuRj6Zw+5JzxPXHNXvre0bVc4x07mEKR0TnNw/5dp2nbpUG5dVS4doxWI/MPv0qaKY0x8eP4PukbiqyFTG48lSivGHerd1mO7zpJQXahk2zfhkN0GNjaPQpVFq7IcF1L3SfKsppCmbjYGKoMw+g8FxtDVWUYOea7yIApjzHj7a1DpRLZsO4A781bBYCPr56K5Iu7OA2AKIqo1CIGXy8sZitzxn7IocQTqDVqvCoxMNwVbPp5OzlpedRJiKLrEHsl+V8Wri/3stran3ZhNllp0iqW1h3tKSV++2G7y/RVuDJqQY1O1FNiK+b9Y2+RVpKCRtSiET3bc7dm6T+UFJlI6NSAtn1bAPDrJ2vdrJWCJ6F4jhQUroFT6TksXbeDJ27tybHkLH7depCJQ68r1Xjq0K0h7bo04N+/LgR4jnmor0uz6ao1ah59czQbVl7Y6XHrowOp16KOy+aoDG6dOAiNTkOvWzvhF+zD9+/8xqB7epU7B9SEKYMJi/RnyO2dENUiPyzZyM2jyueFUig7OpWO0fH38uzepxyyW6KHE6oLu0Iv9zPhtdGERAdxw/3/Q6PT8N38n7llYunB5dUZARds5XeJJtUPJebIBdSWmKPaisVq4+YXF5GUlU9siD/ZhcUYS8w8fvN1jO7X/pL2vyxP5M1ZzgHk3Xo34dk5w8sdd/RfigtLmHrjXA4lnnDINFo1M5Y9Sru+VZMwU0Eh35LP3EOzSCu5sFSqV3kxqdEU4r09O/7NXVRlzFG3vjNQqysYc2QtYcOaGbXu+aYsqym4HFmyB8fKsoxkzTh3LiFLRe5Uq9xo1Cqm3GYvPHkmMw9jiZmmdcK5pVuLUtvH1QvFy6Dl1pFdeGn+XWg0Kho3jXKZYQSgM2iJbxqDb6A3b617jm5D2uEf4ktkfKjL5qhqiovMpZ4reC4GlYEIfQRB2mCmN3uZRj4JBGgCCNRW7g5OBYXKRvEcuQDFc3QBufh75ILXIXAhcsFMZPNWxOCvkYu+QrYeRBW40KVJI6uKg2fSuXPOF47rLk3iePOBm9CoSt+enJqUQ3hUAIIgkHI2h8gY1z8sJEki/Uw2EXEhWC1WctLyCa3EfEuVyZrf9vDhO3/wyvwR7Np+im++3MS8t0cRGa08ZD0dq2SlwJpPoDYIk82ESSrBT1O7SmuUhar0HHXv4xrP0T9ra5/nSIk5UnAZsmxFNi4BKR05azDyuW0OUtb56soisnkbgr63+5QsBxarjcc/XOEk23TgFEvWbGdM/w6l9om46KFeGYYR2AOzI+Ls+ZbUGnW1NYxsNokfvt1GTraR8aMv5Dj5e/1BbhvRxY2aKVwLalFNoNb+2dOpdOhUnr0poFah7FYrN8qymoLLEAQ1QtCn9vNz/12M6DsVsZoZRmBfVpt1zyA6J9Th73kP8tYDN9GrZX3u6l01JU1qOiqVyKzX7nCSde7WkOF3dXaTRgqewr4dp8jKsCeZ3bH5GAX5xU6v26w2Nv6yAwBTsZnNv++uch0VaiaK50jBtRR/D4B87r+LkYq/QdDfhKAqvR6TJ9OmQTTvPXwLgiBwXfN6dG9W16W7z2o7a37b63R9YF8SJ49nULe+Z+96Uqg89m4/yTMPLCYk3I9bRnXj/Tk/E98wnFc+GoO3rx5Jkphz/8f8/WMiI58awv4tR9m+/gCPvzmaASO6u1t9j0CQZYQKRs5UtH91RfEcKbgMWbYil5zLFeI1HLDnOhG0vUEMB+tJZOvByw/g4VxsDCmGkeuw2SQ2/mNPe3DD0LY0SogkL7eIPbtOu1kzBXcSEuaPf6CBpFNZvP3SCqxWG9F1gtB7aQD7snJ8E3sm7iWvrmT7+gPovXVElzGbfY1GctFRC1GMIwWXIQhq8J0C6pYIvs8i+r2CqGqIGPgeqqAvEAM/QNR1c7eaLuWzvdtZuNeea2h+4gaWH9nnZo1cw9Ift/LD77uQZZkPl/7N2kosyqlSibz4yu1MnnYDjz4xiDlv3MWU52/ixlsuTZNQGRRZTTyx7WtOFmaSYzIyaetXpBbnVcncnsTmzGXsyf0Nm2Rj/qEnWJf2NYUWI0/vfpzEnG0UWIzMPfgRmabsqw/mAiJiArlllPP94r5JA1GpL2yCuPWh/k6vt+rWmOZdPDdDvEL1Qdmt5gKU3Wp2ZNmKnDkYbCdB8AbZBFgRfB5B8HnE3eq5nMS0JIb9uBQAf52ePFMJoiDw+/AxNAiofkuH59m+9zSPzPgaAF9vHQVGEyqVyJdv3Ut0eIB7lasEZuz8ke9Ob0crqhEFgRKbhbZBcSzqNqbWeAhPFG7juzPPAFBs8yPTogZkRNRI2LDJItnmEEyShca+9Xi5+eRK/9skbjzK9EeWYLXaHLLouGDmfz4eX38DkiTx7O1vsX3dfqd+E16+naH3961U3SpCVe5W63Hd8y7ZrfbX3y/Wuueb4jlSwGjNv+RcliVKbPZzm2zBZCsste/FCIIawX+O/UI2AlZQNwfDvS7RU5bNSNI5/aSiMuVNuvC+ZIzWgktez7MYOf87Ic989fcK0DYsioda24OG80wlAEzr1LNaG0YAbZrFcseQdgAUnKtbNvGe3jXSMAJ4pElfQnQ+mCUrJTYLANNbDXGLYSRL2aWeXw1JykOWLefOc5Dlsq2FxHu3o3XgEAD0Yj460QIISNgNk2yzAZNkH/+B+iOq5G9Tt1E4UXWC6DmgOZ+seIywSH/adKqPt6/9YS+KIl0HtcbLW8e8lU8yauqN+AZ606Jro0rXrdogu+iohSgB2bWc3bmbWXbmXUbHTSLXksVPyZ8ztu5UjhasJKX4AENjZ/Nn2rsUWjO5JfZVdCqfq4z4n7w/gmg/Kogsm8nNfgCbLZnA4E/Jy34UgMDgzxBEwxX7rk79is3ZqxlfbwabslZxqGAH4+vNIEBrT5iYVpLD5B3v0TE4gZuiuzN553sMierC3XUHXnFcQRBQ/Sexo7qcZTA8DdV/3odKVTPeV2mICIj/edj/97oqkCyHKc6+E43hblS67pRk343Wdwoa75FX7iflYMy6C1EVh5ffsxRm3YVa1xUv/1llqn8oXvTdvdK7r6pah0EhvsxbeB/ePjpUahVvfTEBv0CDU6mZG+7tRbcb2hIY5kfzLg0ZPLoHgWG1x7txVWTZflR0jFpIzb3jKVwTu3I3YZZMfHxiNt+eXUCJVMzuvI2cNm4nx3yahcdGcLxwI1mmE2SaTlxxLFm2Iuc9ce5KAwhg2Y1c+FGF9bTZkjGbN2O17CIjtR1m8wYsll1Yrcev2M8smdifv5VCay6vH36MTVmryDGnc6rosKPN/ryTpJZk82PSBu7d8go55gI2ZO6lxHblLM2JaUm8tX0TANpzySBnblrH0dysCr5b97Jj3xm++HErAFqN/X29/skaktJy3ahV5fHmgT9ILylAREB97sE/feePVHXEgc28AaRMLIWvUZJ1M8j5WEt+QpZtV+5nOYDNchhLyc/kp3dBsp3AavqrTJ6nk8ZEtuf8AECRZKBE0mB3GdjNpCCtEdU5g/Hdo59X2d/GL8DgiDEKCPYptQbfxcaQYhgpuArFc1TLuSvuYXbt3uS4DtNFcWPUGHLM/fj8xIXlsD4RjxNtaEFm0Xp8tI3RqyNJN64iQN8RrcqeAE4Q1BDwLnLh2/blNesh5KKlCD4TKqynWh1PYPBisjNucMgCgj5Ao71yHTGtqOO+es8zc/+F99Ij9EZaBVwI9Owd3oZ/s7byR9qFnXQvNh+FXnXlyuLtwqN5tnNvZGTua9Ge17b9Q5xfYLVfVmvbvA4TRlyHQa/lloGteW/JXzSqG1Zjl9WeaDaAXHMxjzbpS4DWwPRdP/J088FVvqym8R6DzbQJm+k3h0wf+CmCUHoWdkc/XVe8/GdSnDfFIfMO/gJRFXLNc9f1aU/XkFF4q4No7j+AN488QUv/DnQMHsKsA89yS/SdJPg1572jS7i37nCnv01Sbj5HM7Lo2bAuRzOyyDYW0zE+pgzvXKGyEGQXFJ6tnY4jJSDbFVTngOx/s9bw7dkLWYlVgpq74x/nWP4KjhdudMgDtXXoEzqUI1nT0KujCPe+kZN57+CjSaBt5Beoxastt1UMSSoiN+tuzOYNDpla04qgkC8RxYDL9pNlmRXJn7Apa5VD5qMOYHy9FwjT27cBr0n7jbkHfsEiX3gI1fMWeKfdy+hUFQtmVFC4Vmzm7ZRkjwb5QkycxmcyWt9Hr9hPsqVQmHk7ku2iIsT66zEEvo0gaCpNX4CMQiN3fLqMtPxCHu3Vhc8278BoNrNw5DDaxEZV6tzVlaoMyO7Z5VmXBGT/uemlavl8qwjKslot50zRMQC6Bg+guX8HbLKV08aj5JjPohI09A5/FB91KEZrJrIQiE4dQbH1NCfz3gEgQN8BleBd6XrKUjZW20kEwQe/gLkIYhA22xkkW8YV+1llMynFJxEQGBw5ikh9PEXWArLMF6qIS5I3VlnEoDJTx5ANyJgkA7KsfD0Uqg7JehTkAkRtZzQ+doNIsuy56rKaZEtBktIRVbF4+b8EaLFZjyDL17axoCIEGrxoFR2JRZJ4be0GMo1FxAUFEh+s1MRTqN4oy2q1kDxzMY/+8wNPtu5Nj+A7WHUyl1bxNxLvF8DevG20CuiM0dqfbNNpYr1bE+fdnmJbHhFeTbBYbuJk3ruOser4j62S5QeVOoagkG+RpCy02rZotG0BAbXmyjlNNKKOMXWf4ZhxH0392tMusDfJxSdo6NvK0eZ/kd05Uridk8a/0IgSXioL05s9hV595WW1ivD76SOsOL6fN3rcwA/H9rM9I4mXuwxwSyCwgmegMdyGIAai0nZDEA2I6iao9P2uuqym1rbFJ/gLBDEMlToWUV0flToBUax8A0UtitzfvSM/77uQB2t0pzYEGrwqfW6FqyNI9qOiY9RGlGU1F1DdltWe2fIrXx7d4SRrExzNt/1HX9HQSTeuYm/GRCeZl7oOHaKWV/qyWmWyI2c93555y0kWqovmwYbz0IquL6KZU1JM928/wGh1Dvh+s8cQbqrX1OXzKShUFmn5hdzy0RdkGi+k1dCIIp+MvIVO8bFu1MxzqcpltV4dn3HJstr6LS9Xm+ebq6gx6wbr169HEIRSj61bt162X69evS5pP2FCxQOIPZmpbfoQ4+3vJHuj241X9QAF6DvirWlEjO8ousSsRa+OIcJnqMsMI9mWXOp5ZVPfpyWhumiuCx3K5Mbv4a8JoV1g30oxjAAC9V680+tGJ9mdjVpxY90mlTKfgkJlEebrzf+aNCAhPJQNk8ZzfbPGtIqJpHmUUsJDoXpTY5bVunbtSkpKipPsueeeY82aNbRvf+UyBOPGjePFF190XBsMV86bU90ptlowS85xDPlm01X7aVVBtIv8EpXgjSAIdIz60WWGkVSyGin3UUS/5wAdUv6ziP7zEL2ud8n4V8JPE8SEBq+gE70QBIFHG81Hr6rcz0BmsXMCy+ySYqyyhOYqSygKCp6EIAhMH9QHo9mMj07HqzcPxGy1YdBWbiC4wjXiiiSOtXRtqcYYR1qtloiICMe1xWLhxx9/5JFHHrmqR8RgMDj1rem8s/cf0osL8dXo0KnUZJYYeSHxd77uN+qqf6uLjSFXLqXJlh2ABSn/+Ytk26EKjCPAyRiqbMMop6SYF7esASDWx5/UogJ+O32YVacOM0TxHilUMwRBwEdn97KqRRG1tsYsSFR7BFlGqGDkTEX7V1dq7Kd4xYoVZGVlMWbMmKu2/eKLLwgJCaF58+ZMmzaNoqIrl6UwmUzk5+c7HdWJZ9r2Y3i9VqwcdC9rhkzglroteK/7LW6tIyX6PAnCxQGkKkTfZ10+j9VyCFPxLwBYzImYS/5y+RxXI1DvxaL/3cq4Zh34a9j9LOhzC5PadOeG+IQq10VBobKRZZkV324lP68YSZL5ftlmiosvn2B1/+ajbF9nL+C87Y89HNx2rKpUVVBwUGMDsgcPHgzAL7/8csV2CxYsIC4ujqioKHbv3s2UKVPo2LEj33///WX7zJgxgxdeeOESeW0LWHMlUtF3SPlTudiHK/q9iGi4y2Vz2KxJ5GQORpZy8PIeS0nRl8iyhYCQr9Boq6YCvIJCbePLRf+w8MN11G8YTlRMEH+vO0Cb9nWZ89alNdpO7jvL4/1mYrXYuPH+fvz4wR9odGrmr3mOuCbRbnoHrqUqA7J7t5vmkoDsdYmza93zzeM9R1OnTr1soPX54+DBg059zp49y2+//cbYsWOvOv748eMZMGAALVq0YMSIESxevJjly5dz7Njlf61MmzaNvLw8x3HmzJkKv8/axMX2uONcykSWJQTDCATDvciyjHyVHEZlRVRFoNX1AWwUGxcgywVotG1Qq12/Q6zU9+ihVIWuVfX3qE5/99pClx6N8A8wcOxIGn+vOwBA/xtaleqpjmoQTsvrEjCXWPj2zV+xmCy06dmUqPpKgHe5kAGpgkct/Rp5vHE0efJkDhw4cMWjXr16Tn0WLlxIcHAwN95442VGvTydOnUC4OjRo5dto9Pp8PPzczoUrg1JtpKYPpVjeUuxSSX8m/owZwp+RtYPpkCMQtLfhqS/hQIxErzK/u93JQRBhZe3sydKbxh+1cK1ZaXYls+yU5M5WZhIoSWLL04+SnLxAZfO4So2Ze7nse3vU2gtZnXqdqbs+hjTucr0rsIiWZm5fyErk/+hxGbm6T0fsD59u0vnAMgu2c+apNEUWdNIL9rCuqR7MdlyXD6PQtmoEx9KdGyQk6xD5walttXqNAy8u6eTbNCYnmi0NSY8tko5H3NU0aM2UuOW1WRZpn79+txyyy3MmzevzP03bNhA9+7d2bVrFy1btrymPtUtz5E7SSr8jW3pU5xkasGHzr6NkcyrnORa3f/wD17ksrlt1jPkZPwP+aLyDKDCP/hrtLrOLpvnz/SP2Zr1jZMsVFeX0XXfK1OV9MrGZLMwYtNsMk3OMXOPNLqJYbHXuWye1albmHdoqZPMR23gs07P4qN2jWEqyzJrkkaRY3I2Qhv6j6B1yCSXzKFQPhZ+uI4vF/3jJGvaPIY3Ftxziffo2O5TTOw9E4vpgoGu1Wt4a/106javGXmTqnJZrU+bqagrWALJaith7Y45te755jl3ahexdu1aTpw4wX333XfJa0lJSSQkJLBlyxYAjh07xsyZM0lMTOTkyZOsWLGC0aNH06NHj2s2jBTKRpR3f+r7j3SSdYp4k8CgNxCcypCI+Aa+4dK5RVUMesNdaLRdCI44hM7rNrT6fueybV/AZjnsWJKxWQ6XeZ7uoXcToW/kJBsaM8OjDCMAnUrDnFbO35PeYa24OaYb+ZZcjFZ7+YlscwYmW0m55+kX3oEhUd2dZC82H+dkGMmyTHrJaQAkWSLDdLZMcwiCQNfwuU4yf20jWgQ/XE6tXYMsy8jWo+fObcjW2hdcPOjGNkRGBzJlxlAWfHE/oeF+3DXG/nk4ddCez8xmkzhzOIX4ZrH0HNaRbkPa8UPqh3Qe3Jret3UhrmnNiDeqcmRAlit4uPtNuIca56v85JNP6Nq1KwkJl+78sVgsHDp0yLEbTavV8scffzB//nyMRiOxsbEMGzaMZ591/S4pBTuSbCLf7PyAyDMfIkDtgyxbL5LKSLZkl5ZAEAQBb7/nADOCoMM3YB5gQxAulAmxlKyhOPt+tN73IGqaUpI7CZ3vk+h8H7rmeYqt+RTZ8pxkOeYk/LWely7ihDHV6TqlJJu0knQWnpiLRtRye537+OT4GwTrQrm/3pRyFeI1SRZOF6U5yY4bk2jmXxc45/VJ+5yNWT9yW+xTHC7Yyp7cvxgRP51472bXPE+hxTn2z2zLw2TLwaB2T7yKLMvIBbOg6EsIfAe5+CcwrYHATxG0bdyikzuIiAzgoy8moNXZHzcLv3oIjVbFR899w8qP1/HsZxP4e0UiG1Zu5+VvHmPS+/chSxJqjZpnlzyCSi0iip71w6LacN7AqegYtZAaZxwtXbr0sq/Fx8c7BWnGxsby559/VoVaCudIK/qHjOJNqAQv/HUJZJfs4FDOhwRYmwAmRFUcAiI22wmMBfPxD/rIpfPb3fi6c+cqwDnpomxLAcyYjQscMsl2GlmWrznVwc6cleRb0vBWB2FQ+ZNhOsHfGZ8S593Go7xHJpuFj4/Zd3M28YvlbFEmB/PPsDp1O0ZbIYWmfF47ZP+hoBN1mKSSchlHm7L2sCv3CF4qHfW8o9iXf4LPT66id1hbfNQGZCRyLGlIspVlp2cBICBSYMm65jlkWWZPtr3mn7+2ASZbHsW2NI7mfUXL4CtXta88rGBLAszIOePPyVQgpbtJH/dx3jA6f26z2kg7nYXFbGX6nfYi1qJKJCs1D5VKBJX9e6LEGim4C+WTp1ClRPn0o4VtCn7aRgTp2vBXymM0CridQK/WHE/PIipwHnp1IEUF8/D2nVrl+mkMdyEZ38dstXshNIIKne8zZcoB1TV0FDastA64AR9NMH+lf0LH4Ns9yjAC+7Laa20m8GvyFsbWH8jxwlQ2Zu5nVHxf9uVH8NHxC8tUY+o+hp8moFzz9A5rR7YpnwS/eJr4xvH1yadpE3wb3iodB7I/pL7/Hdwc/Rj78i7EpTTz70aLgB7XPIcgCHSPnM+BnE9pEfwIJmsWR/K+okXQtXv8XI0gaCDgDeS0FheEXrcg6Ae4TSdPQaVWMeWj+7gx8kGHrN/tXbjupnZu1KoGIgEVTV+nFJ5VKC9KQHb52J61jI0ZC/DVRBCgieZMUSKhugYMj38f0U1lNCzZYxHMfyLJMjIyKkFEEiNRh/xZa1z7maY03j4yk9yLPDcxXvE82OAZvNUVy4p+MOcj9me/h7c6BoMmioziLQRom1EgdGJH7h+OdqKg5rbYp0jw61Sh+dyJLNuQ86ZAyYqLpFqEwPcQdNdu+NVEbDaJNx5dxB9fbnLINFo1z3/+IB3+1+IKPas/VRmQ3bf5U6hVFasRabWZWLP31Vr3fKsdd3sFj6ShXx/8NJEUWFI5U5QIQNvgO91mGAGg7YIsy4iCgOqcp0fWlJ6TpaYiCiKiIBKui+KhBs/go/ZDEESECv8EhVif6/FSR2C0niWj2L4xolHA3ahEDQIiQ6Mn0sy/OwKgEqq7Y1sAQQOoEPxfB10/u0xx2CMIoFarEVUiUxbcR7cb2iKIAiq1UltQwTNQPEcuQPEclQ9ZllhxZorDMAK4u/6X+Grcl/BNls3YMvuD7cJuKTH0X0RViNt0cgfZ5gxUghp/TSBpJcn4qv0xqL2v3vEqyLKNv5LHkVWywyEbFPcbelUoScVHiDE0wibbSCs5QZRX6blwqhOyLIF1L4KmJbJsBusRBM21B5nXZCRJ4sjOUzRuWxerxcqJ/Uk0bBXnbrUqnSr1HDV70jWeo31za93zTfEcKbiNbVlfOBlGACvPTEWSbW7SCKSCV5wMIwAp98Fal205SBuKv8a+UzBcH+USwwhgf84HToYRwMaURwCZGIM9/YFKUNUIwwiwe9w0Lc+daxXD6CJEUaRxW/uORbVGXSsMoyqnwtv4XbDbrZqiGEceRm5WIckn7GUz0pOyyUzJda9CLiLblE9KsT2GJbk4i2xzAc0DbiRU34gBUc9xd/1lBGnj6Rb2oFuX1UTv+0DdEDHwE1Qhv4OqHirfqbVqWa0yqe93J/7axnQKn8uAOj/jq6lHi+BJVRasLltPIdvsn0PZcgRZKqySea+VlOJDjh8HycUHap1RrqDgKSjGkQeRm1XItDve4anhb7Pjn0NMue0dpt7+TrU3kLJN+Uze+R6TdrzH9uzDTN7xLpN3vEexJDI87l0a+vXGVxPGHXU/Is6ng1t1FVSRqIJ/QtT1RFDXQxXyK8J/kkQqlB+9Oog+MV8Q7dMPb00U/WK/JsxQNUHXsvUkcvZI5Jy7kU3/IGePQM4Z6zEG0rGCf1l2ajI/J7/C3tzfWXrycf5IfUcxkBTKj4d7jrKzsxkxYgR+fn4EBAQwduxYCgsv/308efLkZWusfvPNhaoEpb2+bNmyMummRAZ6ErKMLMlkpeXx9J3vARAZF1Ltb44SMpIsk27K4cldHwAQawg7F/h8wUvk1kDsixAu0kPwEJ1qEu77+8r2w3oYOefeczLPqawpIyPLMofy/+RQ/p/nZOf1UzyXCuXAw7fyjxgxgpSUFFavXo3FYmHMmDGMHz/+svkKY2NjSUlJcZItWLCAuXPnMmjQICf5woULGThwoOM6ICCgTLopniMPIiDEl0mvj3CSTXz1DkKjXJcl2h2E6Px5MuEOJ9mTCbcTrHNvcF+B8WuMxfZ6bnkFH1NcstGt+lwLsi0TU94LyLIJyXoGc/7LyJUYoyXLMtn5b1Ni3oUsS2TmzcFsuXxRZk9GUNdF8H3aWeY/D0H0rZL5k4uP8E/GN8iyzPHCXWzN+tnp9Qa+XWjg28VJ1jfiIY/Lj6VQfXBl4dn8/Hynw2QyVUi3AwcOsGrVKj7++GM6depE9+7defvtt1m2bBnJycml9lGpVERERDgdy5cv57bbbsPHxznNSEBAgFM7vb5sCWyVb50HkZGSy+wHFznJ5j76uSMGqbqSOcHMjwAAKxRJREFUUpzFy/s/d5K9tG8JqcXZbtIIiks2kpHzGGlZ40lOv4WsvOdIzRqJxXrabTpdDVmWKMm5F2vRpxRnDqEk62YsxgVYCspeYPlayS9aSlb+bJIybudM+g3kFLxFUubtSFJRpc1ZWciWA8j5M5xluQ8hS5X/OTRac1ly4nnWpn3OohNTWXZqJr+mfMih/M2ONvvz1nK4wLlA6y/Jr7p1g4KCwnliY2Px9/d3HLNnz67QeJs2bSIgIID27ds7ZP369UMURTZv3nyFnhdITExk586djB079pLXHnroIUJCQujYsSOffvppmVdgFOPIgzD46AkI8SUyLoS3f3mCuEYR+Af74O3v5W7VKoSP2gt/jQ+xhjDebz+JGK9QArU+eKsrVi26Iuh1HfH2ugmwUGK2J6Lz93kAtcpzK38LgojW9ykAZOshZCkDQRWD2vueSpvT1+sm9Nr2SHI+JstOAIL9piKKBqd2smwq9dyjEANB9AdNK4Tgb0EMsx+C4ep9K4i3OoDrwm4HZM4UHcAqm6jv05b6Phfi2Xw1oagFLS0DBjM0ZjoiagI0kQhlvE2bLNZSzxVqIS6MOTpz5gx5eXmOY9q0aRVSLTU1lbCwMCeZWq0mKCiI1NTUy/Ry5pNPPqFJkyZ07drVSf7iiy/y9ddfs3r1aoYNG8aDDz7I22+/XSb9lJgjD8LbV89LSx6guLCEkMgA5nz1MIIo4B9UsazE7sZXY2Bu6wmYJSvBOj9eb/MQWlGNr6byH0qXQxDU6LQtMBb/4JDptC08fleaoHLe7iwI/ghiQOXNJxjQqOMoMW9zyLSaRk5tbEU/YC18A23Q59hMa5GKlqIJ+gJBFVppepUHQRUBQZ+D4G1fSgv6ElShCELVGOnpJccRz0URCchkm04hyVZAA0CsoQWj6r5DkDYGQRC5u977BGljy/SZzCgwMubTb7mjY0t6Nq7LvZ9+x6P9ujKkdZPKeVMKno0kg1DBmDrJ3t/Pz++a8hxNnTqVV1555YptDhw4UDGdgOLiYpYuXcpzzz13yWsXy9q0aYPRaGTu3Lk8+ui111lUjCMPw9tXj7ev/WYdEFI1sRBVwcWGkLtjjQCKS/4mO2+mkywtazyxEf+gUddxk1ZXRpYlTI4CpnYk6z7MBXPR+T1bKXPmGZdQUPSdkyw5cxTxEf8iigZ70kzj+2A7gzmjl6ONrWQlau978TQEVcSFc3XVeQkzSk6xN28tggCqcwHgeZYM/sn4hj4Rox3tgnV1Sj2/Vn7dc4jjGdnM+nk9s35eD8BHf21lYItGaFTK5gKFymfy5Mncc889V2xTr149IiIiSE93LsJstVrJzs4mIiLiMj0v8O2331JUVMTo0aOv2rZTp07MnDkTk8mETndtSTEV40ihVqLXdcfP+x5EMYhAv8dJz34UvbatxxpGcG5Zzf8VzPnPoQtcgGw9grngDbQ+D1fanH7et1NUsgYfrxvw8RpEcta9BPjc51hWEwQtmqDPMad3dvQR9TegMoypNJ2qI6H6OHqEjuSvjCUOWYRXQ3qFj7hCr7Izqksbdp5OYdXeww7ZJ2NuUQyj2oortuKXsX9oaCihoVf3Gnfp0oXc3FwSExNp185ecHjt2rVIkkSnTldP7/HJJ59w4403XtNcO3fuJDAw8JoNI1CMI4VaiiAIBAfMcpyHBb3r8UtqACptS/TBP9h1VYWj13arVL1FQUdk8CLHHNEhX10yn63kF6dryZwItjPgwYZmVSPLMkW2XCeZgIxJKsZL5bpl87M5eew847zV+be9RxjZpY3L5lCoTrgiT1HlpLpo0qQJAwcOZNy4cXzwwQdYLBYefvhh7rjjDqKiogBISkqib9++LF68mI4dOzr6Hj16lL/++otffvnlknFXrlxJWloanTt3Rq/Xs3r1ambNmsUTTzxRJv2UgGyFWsv55GDnz6sLF+taFXpfaT5ZNiMVLwdA9BqGoKoLUgqSeUOl61WdKLLlc7hgMyDQMfgmDCo/0ktOkFrs2rQIm46dJjWvgLohgQxt0xSAlTsPYLEpO94UPI8vvviChIQE+vbty+DBg+nevTsLFixwvG6xWDh06BBFRc67Yz/99FNiYmLo37//JWNqNBreffddunTpQuvWrfnwww95/fXXmT59epl0UwrPuoDaUnhWlmU+WvI37VrG0bp5LO98so4BvZuR0PDq68MKl8dUtBxJysLL5z6KjQsRBT90hmHlHk8yfgyqKATdIKTCNxC0HRF13V2osTOylIdUvALRMBKkDCTTelSG2yptvupKjjmVpKKDNA/oRXrJSXLNaTTyc3128O8S99KjUTwhPt4s27Kb61s2xs/LfTtD3c3H67cSFxJAv2YNePO3DXRuUIfODdzn1azKwrP96j6CWqxg4VnJxB8n3q7xz7f/ohhHLqC2GEe//LGHOW+vQqNWERToTVpGPv5+Xiz7cBzehop9AWsrVst+8jIGAhKiKh7JdhIQ8A/9FbWmeZnHk0zrkXLuA1SgirIvb6FHFfqHUzCygkJtYO3+YzyyeAUqUSAywJez2fl4adT8+uQYQv3cswu4So2juIddYxydeqfGP9/+i7KspoAxv6jU8//Sr2cTOrWri8VqIy0jH4DH7+9XIwyjEpvRkSSsxGassnlV6iZ4nQuothtGoPd5EJW6bNXbZdmGLBkRtNch6G8CbOcMIxB9p9Qaw8gm5Zd6XpsoNJpKPa+N9Eyoyw2tE7BJMmez7Z+Hp27o6TbDSKH6oBhHtZzNv+3i7lbT2PX3QdZ8/S9j2j7D4R0nS22rEkV8vZ3d8/6+1TtBJUChJZvPTjzOuvRPyTGn8PGxB9iU+c3VO7oAQRAuyQckiqFliiWSZRuW3MmYskch23KwmROdG6iCXaGqx5NbtIJDKV0pMiWSVbiYwyk9KbEccrdaVUpKWh73PbSIxUs3cuJUJqPGfcyPP+1wt1puQxQEAryd71GB3tX/nnXNyJJrjlqIYhzVcn77YgOFeUVMuek15k74hPzsQv78fmupbX9du5c//nJO3jV97gqMRdX71+lJ406yzWfZnPUdHxwdS4E1kz25f2CRSip9bqtlP0V5zknMivJnYLXsveYxZNtZbKb1yJYdmDM6IEpnnV6Xcp9Atl1bxtnqiizLZBcuxSblciz9JpJznsYqZZBX9Ku7VatStmw9TmpaHp9+/g9jJnxKTo6Rn3/bjdVaOwOy1+0/zpINzsbhlGW/kpF/+crvNQoXZsiubSjGUS1n6oJxTtfRDcIZ+0LpwcCD+jRnUJ/mzHhyCH98+zi9ujbi+ck3uGVZLTEtidP5uQBsSDpFelH5b3bNA/rQMegWJ9ld8bPRiJUfxKrWNMXgNwO9z0MERZ7By+dRDH7PlSneSFTHoQtaCNg33dpkCbxuRxV+CMHrVkT/V69pWc1qS6bEZC++a7Ecw2TeWZ635BYEQSA+5FMnmUHXiTC/iW7SyD3cdEMbBvR1XpKdN+s21Ory5zn6e/lWzCYLsiyz/pt/sdk835NwKjeXHcnJ9G5aj44t63B775bsnjWRTi3qMHVor9qzrCbJrjlqIUqeo1rO3yucl2AyzmazZ8NhWl2XcElblUpk2sRBjusXp9xU6fqVxo70ZEb/8g3+Wj0TWnfkpU3rifXz5+shdxLsVfaSJDnmFA7k/+Uk25K1nN5h91bJVnkvn/sc5wa/p8rcX5ZNWAov1A2SkJEtB1DJRaj851zTGDZbOhkZw7DZUgnwn0FewRvIcjFhId+g1bYss07uIKfoW6frEvM+is3bMejauUmjqufEqcz/t3ffcU1fex/APwmQhBXChqggoIILSlUQrKOFurCKVerguuqqxba2Xq/a24ra66xPXbdPtb3Oxy69bV1tRaxbECdVUXEUQbbKnlnn+YOSJkKYmfB9v168XuTknF++OfoL35xzfueHS1fT1MoOHrmOqZNDNbRo2IHNv+A///wewSNegJunMw5ti8fl+Bv4+/bZRrv9RVZJCSbv348yiQSTA/xxNi8d5/LSYSXk4XxpBtLvFSO8Zxc4tOCzgrQfNHLUzl07lQIAeHVSKPqG9YKkSoqbCfcaaWVYHWyEcLO2RXZ5KZZd+A0ShRxdRY4QNmP3U1X5VX+gTFYAR14nDHCaDADIKL8JmbHeQPU5TP4ECultAAKY234IcOzAZA/B5JmNtq3F5drB3KIrGKpQWLwECkUezM3EMDMT6y5wLWKMoazqDADAwXoqrPn9oWBlqJBcM3Bk+nX/QR4KiyrQ1ccFk6Jqtgm4mpze4mk1H39P8AQWSPo1GYe2xQMAugd1MdrECADsLS3R2d4eZRIJvrx8BWA1Xxj+fS0JEoUc3RwcYcsz/YtImoSm1VqMRo7auQ/+PQMBA/0QPjEEMqkcZ3+6jLAJITp7PcYYNn19Bj193BAW3A1rdsQjPNgX/f07N/kYLlY2mBsQhH+cOaYsWxQ0CBbclk0d+AoHYFynj+Fu2RU25g5wFnjCyzpQL9NqmihYNe49XQJ327/BhueH1KeL4Cl6F9a8uiN6XPOO4Dt+CybPgxm/P8z4oQCTg2vR9JuNcjh82AmXoqoqXlkmtH0PZmZOWnk/jSmVPMC9wi3wd16NMslDPCrZC3+n1TBr4mXIHA4HnRy/QHHFIYisxoOxSpRUxkFkPVbHkRseYwxffXUanTs7ITy8F44fv4nhQ3sjuK83rp9NxbuzhqC4oBxbVh7EOx+PgZOrXZOPHTikBzp2dccfNzOUZUOnDNTF29AaKwsLLBwwAFHffacsU5gz4M98blH/ge3ndioMWrh9iFYiMTm0z5EWtJd9jrQhLvEulv1vzZbvZmZcyOUKWAkscPCzWU2+8u1i9mNM/eUAJIq/vg2LrW1xcOzf4GLVNtYSpBduRkZx7VQZF4ACAnNP9O0QBw5H+99pZPJs5OWPhEKRpyzjQABnpwPg8/tq/fVUMSbH2axIlEvTwIEZGGr+XX3s5sDXoel30W6vzp1NxfLlPwL465zi880R0r0DLsSn/LkTPKBQMLwY0gWrv2z6fe/2fPIjvll3SK1swGt98PE37xjt6NGjwkKM//ZbFFb9dUEFA4OCxwAu0MHGFgfH/w3OVtYGiU+v+xy5z4U5l9eqY8kUEpzI2d7u/r7RtJqRkUhlKCmrOanLKyWorJIaOCLtejXYFyNfqrmtQe3CzmVzhtdJjJ6Ultf7OwB0d3SGn6MzhnfuioTJc+EjcsDAjp3hZGmYDztd6Gg3B7a8gD8f1fSTn/NnOkmMAMCM6woB/yVYmPvB3e0qBIJXYcHrBQsLX1TKCsD+vJy3UvYM2v4+xeGY4QXndQCgTIyEvO7wEc1qqJleyRQKFFTX7AH2rKoceRWlAIDC6gpIDHxrjgEvdUPEqBcA/HVOLfpHBN7552jYCC3BGIPiz0W17y5r3jrB4BEBsBFZ4Z1N07DmyD9gaSPAoHHBWkuMnhXUXEjBGFP+3lpioRD9OnZEgJsb4qZNgxXfAo7WVvgt+k14i+wxyMOrRWsTTRJNq7UYTasZEYlUhg8/PYxnReVYs2gMVmz+GWZmXHy69HVYCiwMHZ5WMDDInvtjInvu6pdvL/2ODXHn8MXfInHlUSb2Jl7Dzunj0UPsAgCw4wuwL+INWJqbw4Jrhh9GT4aQLwDXSL/JtoxCmSgoS5hMZ6/G4ZjBwX4zGCsFlyuCk8NXYEyKCnkpjme+DXervvATTcSJrPnwEY5CoOPbWh05UDD1LwEMCjAYx1VRMoUCi68cxK2iHGwOGo9Jv+2DnCnwfdhUvJ94GJ1t7bEldCx4BpyqkUqfO6ek8ppE6bk/bM290syvrw92Jq+HnZMtAGDPrQ3K31vrux8uYe+3CdjwrzdwLvE+fo2/iU1rJ6KzR+umcnlmZtgcEYFqmQy2fD5OTJsBS3NzCAUC/Ph6W/ysaIBCAbT2PFIYx3mobzRyZETyn5Xh7h95uJeWj3Fvf4Ubqdl4kP4EOfnFhg5Na35Luofjiangcjiw/XMLgNU74lFcWgmgZuj/1N0/UCGRYtrOA9h6MhHFldW4kq6+uFjI4yvXGIkElm3uwy6zZAfKJLfAgQXMODUjYvee/gNMxwkSlyv683c+uFwbFFTfRYUsDw9KjuBoRjSq5IXIqUiCjGlvDyjG5Ljx9CMAgBnHClxYoFSSij+KdjbSUj8Kqstx7dljPCp7htEntqNYUoUyqRQRx3bgXvETJD/LxpMqw+2bk3DhHo7H3QSHA9ja1qyT27QpDl+s/RllpVXg8c3Bt6z5cvX5qiPNPr5qMqStxEgmVyDx0kOUV0gw74N9+OZAEgqLKnDrdpZWjs8zM4PtnxdouNrYQCio6Ze2+FlBdIOSIyPS0U2EdYsj1cpWvj8K3q38JmVMXu3vi6mj+mH1O6Nw/Iu3MS4sAJ8uGK2cVuNyOdg66TW1NoO6eWFqyIuGCNdgOtnNg6vNeAS4f4fgThfhbP0aerps19m0miYeNi+jl8M0tbKwDltgwdXeLsMcjhn6uG6Fu/UIhHmcRoj4a3SwGY2u9vNafMyC6nIceXwTAJBdUYz4rLsa6zLG8O39ZFTKpFAwhq/vXYNUZT2bi6Ut/jOg5ipGDhcwM1f/Jr1z8AR0sG76ImdtG/BSN0yZOgD//GgMfvxpAca+3hfLV7yO91eMxcChvfDlwfew59e/46VXe2HR6iiDxanK3IyLNcvV91Mb+kpPjBoeoKEFaRGaVmsxWpCtBdpaYFdeKcHfV/2AG6nZyrJuXi7Y/PF4CNvAbTqa6n9PXcTWk4nKx5YW5tg2ZSyCvDoaMKr2qag6DfFZb6NKXqgs6yJ8Df1dloLDMc7vVuUyCSad3ol7JfmY1S0UxzJvI7uiGFv6RyFcXPdqv89+P4utNy+gv6sHnAXWOJJ+ByM9/PDvgZHgcDiolssQc/F7nMt7CMYAmdQMYH+NPoS4eOKrwVGwMm/dwtf2hDGGL3efxTcHkpRl1lY8bPjXG+jhZxrbR7SUXhdkO72pnQXZT3fSgmxjtWrVKoSGhsLKygoikajeOhkZGYiIiICVlRVcXFywaNEiyGQNT0MUFBQgOjoaQqEQIpEIM2fORFmZYYbIy8qr8KSgDLbWfHw0fzjs7azwrLAcxWW6v42FsVAoGB4+KQAAzH8lBC918USlVIbMwpqpxdpcnjGm9YXB7Ylq3zXUjxWyfEgU5XDgd0OQ89/BARcl0kzImUQfYbaIlZkFBrl1AQD8514CMiuK0NFahF6i+v/oDhZ7w9LMAhfzMnAkveb2OMM9fJVrqspl1ciuKIalmQUW9HgZXHDA5QDv9x4IG3MesitKUCpR3xOrqf3bljXUB3IFQ/rjZwCAuTMGI6BXR1RWSZGb13aWEBDTZjILsiUSCaKiohASEoIdO3bUeV4ulyMiIgJubm5ISEhATk4Opk6dCgsLC6xevVrjcaOjo5GTk4P4+HhIpVLMmDEDc+bMwTfffKPLt1MvVychti5/AyVlVfD1doWvtyvMuFx0crfXeyyGwuVysG7ccET09sUr3X1QLZXhYtpjDO7mhW/SLiC94ikW93gN2+7/BgCY1zXcaC8pNlYPS54gNvkoNvQbh/zKUvxPyglsCoqCPb/uFTxi62CEizdBxPcB38wOthYd4WwZAHMD7gHVGA6Hg8ne/fCfewnKsmEdesDNqv5vvYFOHSC2FuJhyTNlWXjHrsrfHfjW2DtwKtLLC9DH0QM9Re6QKGR4tYMfBrn7wMXSBq5Wf63FyXxShNidcVjx5jBUVsuw7puTWDNnJJxFbWObiaaQyuRYtvMYBvp745UXu2LJ9qMYN9gfA/29AdRMq61YOgaXr6UhNLgLxr4WiJspWQjq42XgyNsYBUOrNypqp7cPMblptd27d2PBggUoKipSK//1118xatQoZGdnw9XVFQCwbds2LF68GE+ePAGPV3do8c6dO+jRowcuX76Mvn1r9nI5duwYRo4ciczMTIjFTRvepX2OdC+t7AneOLcZiudO9J395yDA3tNAUZkexhgmn92J5AL1Be4TOvfB8sBRBopKu8plEow5sQ2ZFUVq5Rv6vY5Rneres+5fV05gx131my2/LPbBjpejWpR4x2z8ERdvp6uVDQ/yw6rZIzS0aHt+PHsTq/7vhFqZnY0AR9bMhLWgfU8/6nNaLcx+mlam1X4r3NPu/r6ZzLRaYxITE9G7d29lYgQAw4YNQ0lJCVJSUjS2EYlEysQIAMLDw8HlcpGUlFRvGwCorq5GSUmJ2g/RLS8bZ8T6qy/g/MBvJCVGzcThcLChn3o/drQSYVHvoQaKSPuszXmY5N0XHtb2OD18AWZ1C4WfnSsGuHjXW3+cjz+cBNbY8tIY/HfYFDjyrTDNr0+LRySXz1DvSztrARZPfrlFxzJVkS/1wsj+6uu7/uft0e0+MdI7poWbzprW+InWmMy0WmNyc3PVEiMAyse5ubka27i4uKiVmZubw8HBQWMbAFizZg1WrFjRyohJczDGkFH+VK0so+IpFEwBrpEuDDZWz6rUN9WskstQKq2CdRtaUDyzWygmeveFtTkPC3uGYZ7fII3vr7u9C06PeQvWFjXPn4mcp/y9JYqeWyMokytQUlEFobXxTkVqm0Qmx9Ni9f9nOc9KENi1g4EiIqR5DPpXZcmSJX9uba/55+5dzZfgGsrSpUtRXFys/Hn8+LGhQ2rzHpU/xZ4/zgEAfIXu4ICDHzIu41ZR02+uSmqSzPW3jgMA3C3tYM+zwtPqMnyZes7AkWlfbTLE4XAaTfxUk6HWJEYAsPWHmr50tbeBo9AK5VUSfHn4YquOaWriLt3FpTuPIeCZw8vdAQCwcf9ZlFcZ70L+Noku5W8xg44cLVy4ENOnT2+wjrd3/UPhz3Nzc8OlS5fUyvLy8pTPaWqTn5+vViaTyVBQUKCxDQDw+XzwW3gHeNIyXjbOWB84CVmVhZjcORRHs64DAPztPQwcmWnhcDjYHPwGNqX8hiX+w1EkqcBX985jSe9hhg6tzfjXrBHY/MM5vDduIKqlMmw/nIiFE4YYOiy9Gj2gJ/IKStGvuwcCfMTY8sM5jOzfnabV9E2hADit3OGatc8dsg2aHDk7O8PZ2VkrxwoJCcGqVauQn5+vnCqLj4+HUChEjx49NLYpKirC1atX0adPHwDAyZMnoVAoEBwcrJW4iPYMdv3rLvOjOgQaMBLT5si3xicvjgZQM7qy/IW2sRDbWAitBfh46qvKxx+p/N5ecDgczBkdony8IGqQAaMhpPlMZrFGRkYGkpOTkZGRAblcjuTkZCQnJyv3JBo6dCh69OiBKVOm4Pfff0dcXBw++ugjxMTEKEd5Ll26BD8/P2Rl1WxR3717dwwfPhyzZ8/GpUuXcOHCBcyfPx8TJ05s8pVqhBBCiFGiabUWM5kF2cuWLcOePXuUjwMDa0YOTp06hSFDhsDMzAxHjx7FvHnzEBISAmtra0ybNg0rV65UtqmoqEBqaiqk0r9ucvn1119j/vz5CAsLA5fLxbhx47Blyxb9vTFCCCFEB5hCAdbKaTXWTqfVTG6fI2NE+xwRQghpCn3uc/SK1USYc1q5zxGT4GTFd+3u75vJjBwRQgghpBmYFnbIbqfjJ5QcEUIIIW2RggEcSo5awmQWZBNCCCGE6AONHBFCCCFtEWMAWrvPUfscOaLkiBBCCGmDmIKBtXJarb1es0XJESGEENIWMQVaP3LUPi/lpzVHhBBCCCEqaOSIEEIIaYNoWq3lKDkihBBC2iKaVmsxSo60oDazLikpMXAkhBBCjFnt3wl9jMjIIG31HpAySBuv1AZRcqQFpaWlAIBOnToZOBJCCCGmoLS0FHZ2djo5No/Hg5ubG87n/qKV47m5uYHHa91tSEwN3VtNCxQKBbKzs2FrawsOh9Pi45SUlKBTp054/PixydzDxhRjBkwzbopZf0wxblOMGTDNuFsTM2MMpaWlEIvF4HJ1d01UVVUVJBKJVo7F4/EgEAi0cixTQSNHWsDlctGxY0etHU8oFJrMh0QtU4wZMM24KWb9McW4TTFmwDTjbmnMuhoxUiUQCNpdQqNNdCk/IYQQQogKSo4IIYQQQlRQcmRE+Hw+YmNjwefzDR1Kk5lizIBpxk0x648pxm2KMQOmGbcpxkyahxZkE0IIIYSooJEjQgghhBAVlBwRQgghhKig5IgQQgghRAUlR4QQQgghKig50qNVq1YhNDQUVlZWEIlE9dbJyMhAREQErKys4OLigkWLFkEmkzV43IKCAkRHR0MoFEIkEmHmzJkoKyvTwTsATp8+DQ6HU+/P5cuXNbYbMmRInfpvvfWWTmKsT+fOneu8/tq1axtsU1VVhZiYGDg6OsLGxgbjxo1DXl6eniIGHj16hJkzZ8LLywuWlpbw8fFBbGxso7ve6ruvP//8c3Tu3BkCgQDBwcG4dOlSg/UPHDgAPz8/CAQC9O7dG7/8op1bHDTVmjVr0K9fP9ja2sLFxQWRkZFITU1tsM3u3bvr9Kk+N9hbvnx5ndf38/NrsI2h+xmo/7zjcDiIiYmpt74h+vns2bN47bXXIBaLweFwcPDgQbXnGWNYtmwZ3N3dYWlpifDwcNy/f7/R4zb3vCDGhZIjPZJIJIiKisK8efPqfV4ulyMiIgISiQQJCQnYs2cPdu/ejWXLljV43OjoaKSkpCA+Ph5Hjx7F2bNnMWfOHF28BYSGhiInJ0ftZ9asWfDy8kLfvn0bbDt79my1duvXr9dJjJqsXLlS7fXfeeedBuu///77OHLkCA4cOIAzZ84gOzsbr7/+up6iBe7evQuFQoHt27cjJSUFGzduxLZt2/Dhhx822lZfff3999/jgw8+QGxsLK5du4aAgAAMGzYM+fn59dZPSEjApEmTMHPmTFy/fh2RkZGIjIzErVu3dBJffc6cOYOYmBhcvHgR8fHxkEqlGDp0KMrLyxtsJxQK1fo0PT1dTxHX6Nmzp9rrnz9/XmNdY+hnALh8+bJazPHx8QCAqKgojW303c/l5eUICAjA559/Xu/z69evx5YtW7Bt2zYkJSXB2toaw4YNQ1VVlcZjNve8IEaIEb3btWsXs7Ozq1P+yy+/MC6Xy3Jzc5VlX3zxBRMKhay6urreY92+fZsBYJcvX1aW/frrr4zD4bCsrCytx/48iUTCnJ2d2cqVKxusN3jwYPbee+/pPB5NPD092caNG5tcv6ioiFlYWLADBw4oy+7cucMAsMTERB1E2DTr169nXl5eDdbRZ18HBQWxmJgY5WO5XM7EYjFbs2ZNvfXfeOMNFhERoVYWHBzM5s6dq9M4G5Kfn88AsDNnzmiso+mc1ZfY2FgWEBDQ5PrG2M+MMfbee+8xHx8fplAo6n3e0P0MgP3000/KxwqFgrm5ubFPP/1UWVZUVMT4fD779ttvNR6nuecFMT40cmREEhMT0bt3b7i6uirLhg0bhpKSEqSkpGhsIxKJ1EZtwsPDweVykZSUpPOYDx8+jGfPnmHGjBmN1v3666/h5OSEXr16YenSpaioqNB5fKrWrl0LR0dHBAYG4tNPP21wuvLq1auQSqUIDw9Xlvn5+cHDwwOJiYn6CLdexcXFcHBwaLSePvpaIpHg6tWran3E5XIRHh6usY8SExPV6gM1/8cN3acAGu3XsrIyeHp6olOnThgzZozGc1JX7t+/D7FYDG9vb0RHRyMjI0NjXWPsZ4lEgn379uHNN99s8Abdhu5nVWlpacjNzVXrSzs7OwQHB2vsy5acF8T40I1njUhubq5aYgRA+Tg3N1djGxcXF7Uyc3NzODg4aGyjTTt27MCwYcMavfHu5MmT4enpCbFYjBs3bmDx4sVITU3Fjz/+qPMYAeDdd9/Fiy++CAcHByQkJGDp0qXIycnBZ599Vm/93Nxc8Hi8OmvDXF1d9dKv9Xnw4AG2bt2KDRs2NFhPX3399OlTyOXyev/P3r17t942mv6PG6pPFQoFFixYgAEDBqBXr14a6/n6+mLnzp3w9/dHcXExNmzYgNDQUKSkpGj1ptOaBAcHY/fu3fD19UVOTg5WrFiBgQMH4tatW7C1ta1T39j6GQAOHjyIoqIiTJ8+XWMdQ/fz82r7qzl92ZLzghgfSo5aacmSJVi3bl2Dde7cudPo4klDa8n7yMzMRFxcHPbv39/o8VXXQPXu3Rvu7u4ICwvDw4cP4ePjo/OYP/jgA2WZv78/eDwe5s6dizVr1uj9FgAt6eusrCwMHz4cUVFRmD17doNtddHXbVVMTAxu3brV4PodAAgJCUFISIjycWhoKLp3747t27fjk08+0XWYGDFihPJ3f39/BAcHw9PTE/v378fMmTN1/vrasGPHDowYMQJisVhjHUP3MyG1KDlqpYULFzb4TQgAvL29m3QsNze3Olc01F4d5ebmprHN84v8ZDIZCgoKNLapT0vex65du+Do6IjRo0c3+XVqBQcHA6gZDWnpH+zW9H1wcDBkMhkePXoEX1/fOs+7ublBIpGgqKhIbfQoLy+vWf1an+bGnZ2djZdffhmhoaH48ssvm/162ujr+jg5OcHMzKzOFXwN9ZGbm1uz6uvS/PnzlRcwNHdUwsLCAoGBgXjw4IGOomuYSCRCt27dNL6+MfUzAKSnp+PEiRPNHr00dD/X9ldeXh7c3d2V5Xl5eXjhhRfqbdOS84IYIUMvemqPGluQnZeXpyzbvn07EwqFrKqqqt5j1S7IvnLlirIsLi5O5wuyFQoF8/LyYgsXLmxR+/PnzzMA7Pfff9dyZE2zb98+xuVyWUFBQb3P1y7I/u9//6ssu3v3rt4XZGdmZrKuXbuyiRMnMplM1qJj6LKvg4KC2Pz585WP5XI569ChQ4MLskeNGqVWFhISoteFwgqFgsXExDCxWMzu3bvXomPIZDLm6+vL3n//fS1H1zSlpaXM3t6ebd68ud7njaGfVcXGxjI3NzcmlUqb1U7f/QwNC7I3bNigLCsuLm7SguzmnBfE+FBypEfp6ens+vXrbMWKFczGxoZdv36dXb9+nZWWljLGaj4IevXqxYYOHcqSk5PZsWPHmLOzM1u6dKnyGElJSczX15dlZmYqy4YPH84CAwNZUlISO3/+POvatSubNGmSTt/LiRMnGAB2586dOs9lZmYyX19flpSUxBhj7MGDB2zlypXsypUrLC0tjR06dIh5e3uzQYMG6TTGWgkJCWzjxo0sOTmZPXz4kO3bt485OzuzqVOnaoyZMcbeeust5uHhwU6ePMmuXLnCQkJCWEhIiF5iro2pS5cuLCwsjGVmZrKcnBzlj6a49d3X3333HePz+Wz37t3s9u3bbM6cOUwkEimvuJwyZQpbsmSJsv6FCxeYubk527BhA7tz5w6LjY1lFhYW7ObNmzqJrz7z5s1jdnZ27PTp02p9WlFRoazzfNwrVqxgcXFx7OHDh+zq1ats4sSJTCAQsJSUFL3EvHDhQnb69GmWlpbGLly4wMLDw5mTkxPLz8+vN15j6OdacrmceXh4sMWLF9d5zhj6ubS0VPlZDIB99tln7Pr16yw9PZ0xxtjatWuZSCRihw4dYjdu3GBjxoxhXl5erLKyUnmMV155hW3dulX5uLHzghg/So70aNq0aQxAnZ9Tp04p6zx69IiNGDGCWVpaMicnJ7Zw4UK1b1unTp1iAFhaWpqy7NmzZ2zSpEnMxsaGCYVCNmPGDGXCpSuTJk1ioaGh9T6Xlpam9r4yMjLYoEGDmIODA+Pz+axLly5s0aJFrLi4WKcx1rp69SoLDg5mdnZ2TCAQsO7du7PVq1erjcY9HzNjjFVWVrK3336b2dvbMysrKzZ27Fi1xETXdu3aVe//F9UBX2Po661btzIPDw/G4/FYUFAQu3jxovK5wYMHs2nTpqnV379/P+vWrRvj8XisZ8+e7Oeff9ZZbPXR1Ke7du3SGPeCBQuU79HV1ZWNHDmSXbt2TW8xT5gwgbm7uzMej8c6dOjAJkyYwB48eKAxXsYM38+14uLiGACWmppa5zlj6Ofaz9Tnf2rjUigU7OOPP2aurq6Mz+ezsLCwOu/F09OTxcbGqpU1dF4Q48dhjDFdT90RQgghhJgK2ueIEEIIIUQFJUeEEEIIISooOSKEEEIIUUHJESGEEEKICkqOCCGEEEJUUHJECCGEEKKCkiNCCCGEEBWUHBFCCCGEqKDkiBBCCCFEBSVHhBBCCCEqKDkihBBCCFFByREhRGv27t0LR0dHVFdXq5VHRkZiypQpBoqKEEKah5IjQojWREVFQS6X4/Dhw8qy/Px8/Pzzz3jzzTcNGBkhhDQdJUeEEK2xtLTE5MmTsWvXLmXZvn374OHhgSFDhhguMEIIaQZKjgghWjV79mwcP34cWVlZAIDdu3dj+vTp4HA4Bo6MEEKahsMYY4YOghDStvTp0wfjx4/H0KFDERQUhEePHqFTp06GDosQQprE3NABEELanlmzZmHTpk3IyspCeHg4JUaEEJNCI0eEEK0rLi6GWCyGTCbD3r17MWHCBEOHRAghTUZrjgghWmdnZ4dx48bBxsYGkZGRhg6HEEKahZIjQohOZGVlITo6Gnw+39ChEEJIs9C0GiFEqwoLC3H69GmMHz8et2/fhq+vr6FDIoSQZqEF2YQQrQoMDERhYSHWrVtHiREhxCTRyBEhhBBCiApac0QIIYQQooKSI0IIIYQQFZQcEUIIIYSooOSIEEIIIUQFJUeEEEIIISooOSKEEEIIUUHJESGEEEKICkqOCCGEEEJU/D87z/xpfby4ZAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords = dataset.get_coords().cpu()\n", + "data = dataset.get_data().cpu()\n", + "ix = (coords[:,0].detach().cpu().numpy() > 0.4) & (coords[:,0].detach().cpu().numpy() < 0.6)\n", + "print(f\"{coords.shape = }, {data.shape = }, {np.sum(ix) = }\")\n", + "\n", + "\n", + "fig, ax = plt.subplots()\n", + "im = ax.scatter(coords[ix,2], coords[ix,1], c=data[ix,0], marker=\"x\", s=10)\n", + "ax.set_xlabel('y')\n", + "ax.set_ylabel('x')\n", + "fig.colorbar(mappable=im)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(3, [50, 50, 50, 50], 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library2D(poly_order=1) # Library function" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.1)\n", + "sparsity_scheduler = TrainTestPeriodic()" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(\n", + " model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "ename": "RuntimeError", + "evalue": "mat1 and mat2 must have the same dtype", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m:2\u001b[0m\n", + "File \u001b[0;32m/net/nfs/ssd1/gmiloshe/DeePyMoD/src/deepymod/training/training.py:53\u001b[0m, in \u001b[0;36mtrain\u001b[0;34m(model, train_dataloader, test_dataloader, optimizer, sparsity_scheduler, split, exp_ID, log_dir, max_iterations, write_iterations, **convergence_kwargs)\u001b[0m\n\u001b[1;32m 51\u001b[0m data_train, target_train \u001b[39m=\u001b[39m train_sample\n\u001b[1;32m 52\u001b[0m \u001b[39m# ================== Training Model ============================\u001b[39;00m\n\u001b[0;32m---> 53\u001b[0m prediction, time_derivs, thetas \u001b[39m=\u001b[39m model(data_train)\n\u001b[1;32m 54\u001b[0m batch_losses[\u001b[39m1\u001b[39m, :, batch_idx] \u001b[39m=\u001b[39m torch\u001b[39m.\u001b[39mmean(\n\u001b[1;32m 55\u001b[0m (prediction \u001b[39m-\u001b[39m target_train) \u001b[39m*\u001b[39m\u001b[39m*\u001b[39m \u001b[39m2\u001b[39m, dim\u001b[39m=\u001b[39m\u001b[39m-\u001b[39m\u001b[39m2\u001b[39m\n\u001b[1;32m 56\u001b[0m ) \u001b[39m# loss per output, equation (6) of the paper, used to be called mse_loss in DeePyMoD_torch\u001b[39;00m\n\u001b[1;32m 57\u001b[0m batch_losses[\u001b[39m2\u001b[39m, :, batch_idx] \u001b[39m=\u001b[39m torch\u001b[39m.\u001b[39mstack(\n\u001b[1;32m 58\u001b[0m [\n\u001b[1;32m 59\u001b[0m torch\u001b[39m.\u001b[39mmean((dt \u001b[39m-\u001b[39m theta \u001b[39m@\u001b[39m coeff_vector) \u001b[39m*\u001b[39m\u001b[39m*\u001b[39m \u001b[39m2\u001b[39m) \u001b[39m# equation (7) of the paper, used to be called reg_loss in DeePyMoD_torch\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 65\u001b[0m ]\n\u001b[1;32m 66\u001b[0m ) \n", + "File \u001b[0;32m/net/nfs/ssd1/miniconda3/envs/deepymod_torch/lib/python3.8/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1499\u001b[0m \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1500\u001b[0m \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n", + "File \u001b[0;32m/net/nfs/ssd1/gmiloshe/DeePyMoD/src/deepymod/model/deepmod.py:251\u001b[0m, in \u001b[0;36mDeepMoD.forward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m 235\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mforward\u001b[39m(\n\u001b[1;32m 236\u001b[0m \u001b[39mself\u001b[39m, \u001b[39minput\u001b[39m: torch\u001b[39m.\u001b[39mTensor\n\u001b[1;32m 237\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m Tuple[torch\u001b[39m.\u001b[39mTensor, TensorList, TensorList]:\n\u001b[1;32m 238\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"The forward pass approximates the data, builds the time derivative and feature matrices\u001b[39;00m\n\u001b[1;32m 239\u001b[0m \u001b[39m and applies the constraint.\u001b[39;00m\n\u001b[1;32m 240\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 249\u001b[0m \n\u001b[1;32m 250\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 251\u001b[0m prediction, coordinates \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mfunc_approx(\u001b[39minput\u001b[39;49m) \u001b[39m# predict the dynamical field (variable), its value and derivatives\u001b[39;00m\n\u001b[1;32m 252\u001b[0m time_derivs, thetas \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mlibrary((prediction, coordinates)) \u001b[39m# library function returns time_deriv and theta (equation (4) of the manuscript)\u001b[39;00m\n\u001b[1;32m 253\u001b[0m coeff_vectors \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mconstraint((time_derivs, thetas)) \u001b[39m# used to be called `fit` in DeepMoD_torch\u001b[39;00m\n", + "File \u001b[0;32m/net/nfs/ssd1/miniconda3/envs/deepymod_torch/lib/python3.8/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1499\u001b[0m \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1500\u001b[0m \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n", + "File \u001b[0;32m/net/nfs/ssd1/gmiloshe/DeePyMoD/src/deepymod/model/func_approx.py:34\u001b[0m, in \u001b[0;36mNN.forward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"Forward pass through the network. Returns prediction and the differentiable input\u001b[39;00m\n\u001b[1;32m 25\u001b[0m \u001b[39mso we can construct the library.\u001b[39;00m\n\u001b[1;32m 26\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 31\u001b[0m \u001b[39m (torch.Tensor, torch.Tensor): prediction of size (n_samples, n_outputs) and coordinates of size (n_samples, n_inputs).\u001b[39;00m\n\u001b[1;32m 32\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 33\u001b[0m coordinates \u001b[39m=\u001b[39m \u001b[39minput\u001b[39m\u001b[39m.\u001b[39mclone()\u001b[39m.\u001b[39mdetach()\u001b[39m.\u001b[39mrequires_grad_(\u001b[39mTrue\u001b[39;00m)\n\u001b[0;32m---> 34\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mnetwork(coordinates), coordinates\n", + "File \u001b[0;32m/net/nfs/ssd1/miniconda3/envs/deepymod_torch/lib/python3.8/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1499\u001b[0m \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1500\u001b[0m \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n", + "File \u001b[0;32m/net/nfs/ssd1/miniconda3/envs/deepymod_torch/lib/python3.8/site-packages/torch/nn/modules/container.py:217\u001b[0m, in \u001b[0;36mSequential.forward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m 215\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mforward\u001b[39m(\u001b[39mself\u001b[39m, \u001b[39minput\u001b[39m):\n\u001b[1;32m 216\u001b[0m \u001b[39mfor\u001b[39;00m module \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m:\n\u001b[0;32m--> 217\u001b[0m \u001b[39minput\u001b[39m \u001b[39m=\u001b[39m module(\u001b[39minput\u001b[39;49m)\n\u001b[1;32m 218\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39minput\u001b[39m\n", + "File \u001b[0;32m/net/nfs/ssd1/miniconda3/envs/deepymod_torch/lib/python3.8/site-packages/torch/nn/modules/module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1496\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m 1497\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m 1498\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_pre_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m 1499\u001b[0m \u001b[39mor\u001b[39;00m _global_backward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m 1500\u001b[0m \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1501\u001b[0m \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 1502\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n", + "File \u001b[0;32m/net/nfs/ssd1/miniconda3/envs/deepymod_torch/lib/python3.8/site-packages/torch/nn/modules/linear.py:114\u001b[0m, in \u001b[0;36mLinear.forward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m 113\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mforward\u001b[39m(\u001b[39mself\u001b[39m, \u001b[39minput\u001b[39m: Tensor) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m Tensor:\n\u001b[0;32m--> 114\u001b[0m \u001b[39mreturn\u001b[39;00m F\u001b[39m.\u001b[39;49mlinear(\u001b[39minput\u001b[39;49m, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mweight, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mbias)\n", + "\u001b[0;31mRuntimeError\u001b[0m: mat1 and mat2 must have the same dtype" + ] + } + ], + "source": [ + "%%time\n", + "foldername = \"./data/deepymod/2DRD/\"\n", + "train(\n", + " model,\n", + " train_dataloader,\n", + " test_dataloader,\n", + " optimizer,\n", + " sparsity_scheduler,\n", + " log_dir=foldername,\n", + " max_iterations=100000,\n", + " delta = 1e-5,\n", + " patience=200,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The issue must be that the library has only been designed for 2D systems with one degree of freedom" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/PDE_Allen_Cahn.ipynb b/examples/PDE_Allen_Cahn.ipynb new file mode 100644 index 000000000..953f0c697 --- /dev/null +++ b/examples/PDE_Allen_Cahn.ipynb @@ -0,0 +1,408 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$D_t U=\\varepsilon\\left(D_x^2 U\\right)-U^3+U$" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "\n", + "# DeePyMoD imports\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.data.burgers import burgers_delta\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.library import Library1D\n", + "from deepymod.model.sparse_estimators import Threshold\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import Periodic, TrainTest, TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "import pysindy as ps\n", + "\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data():\n", + " data = loadmat(\"../../PDE-READ/Matlab/Data/Allen_Cahn.mat\")\n", + " time = np.ravel(data[\"t\"]).squeeze()\n", + " x = np.ravel(data[\"x\"]).squeeze()\n", + " array = {}\n", + " array[\"x\"], array[\"t\"] = np.meshgrid(x, time, indexing=\"ij\")\n", + " array[\"u\"] = data[\"usol\"]\n", + " coords = torch.from_numpy(np.stack((array[\"t\"],array[\"x\"]), axis=-1)).float()\n", + " data = torch.from_numpy(np.real(array[\"u\"])).unsqueeze(-1).float()\n", + " return coords, data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "dataset = Dataset(\n", + " load_data,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 2000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords = dataset.get_coords().cpu()\n", + "data = dataset.get_data().cpu()\n", + "fig, ax = plt.subplots()\n", + "im = ax.scatter(coords[:,1], coords[:,0], c=data[:,0], marker=\"x\", s=10)\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "fig.colorbar(mappable=im)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(2, [30, 30, 30, 30], 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=3, diff_order=3) " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.2) \n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=200, delta=1e-5) " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares() \n", + "# Configuration of the sparsity scheduler" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)\n", + "\n", + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 43750 MSE: 1.05e-05 Reg: 3.96e-05 L1: 1.13e+01 Algorithm converged. Writing model to disk.\n", + "CPU times: user 20min 13s, sys: 28.7 s, total: 20min 41s\n", + "Wall time: 20min 15s\n" + ] + } + ], + "source": [ + "%%time\n", + "!rm -rf ./data/deepymod/Allen_Cahn/\n", + "foldername = \"./data/deepymod/Allen_Cahn/\"\n", + "train(model, \n", + "train_dataloader, \n", + "test_dataloader, \n", + "optimizer,\n", + "sparsity_scheduler, \n", + "log_dir=foldername, \n", + "split=0.8, \n", + "max_iterations=100000) " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-6, 6])\n", + "axs[2].set_ylim([-6, 6])\n", + "axs[3].set_ylim([-6, 6])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* [$1, u_x, u_{xx}, u_{xxx}, u, u u_{x}, u u_{xx}, u u_{xxx}, u, u^2, u^2 u_{x}, u^2 u_{xx}, u^3, u^3 u_{x}, u^3 u_{xx}, u^3 u_{xxx}$]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$D_t U=\\varepsilon\\left(D_x^2 U\\right)-U^3+U, \\varepsilon = 0.003$" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0030],\n", + " [ 0.0000],\n", + " [ 0.9850],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [-0.9811],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [ 0. ],\n", + " [ 2.2345643],\n", + " [ 0. ],\n", + " [ 5.2271376],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [-3.7533593],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/PDE_Allen_Cahn_noisy.ipynb b/examples/PDE_Allen_Cahn_noisy.ipynb new file mode 100644 index 000000000..b973f4311 --- /dev/null +++ b/examples/PDE_Allen_Cahn_noisy.ipynb @@ -0,0 +1,396 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$D_t U=\\varepsilon\\left(D_x^2 U\\right)-U^3+U$" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "\n", + "# DeePyMoD imports\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.data.burgers import burgers_delta\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.library import Library1D\n", + "from deepymod.model.sparse_estimators import Threshold\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import Periodic, TrainTest, TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "import pysindy as ps\n", + "\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data():\n", + " data = loadmat(\"../../PDE-READ/Matlab/Data/Allen_Cahn.mat\")\n", + " time = np.ravel(data[\"t\"]).squeeze()\n", + " x = np.ravel(data[\"x\"]).squeeze()\n", + " array = {}\n", + " array[\"x\"], array[\"t\"] = np.meshgrid(x, time, indexing=\"ij\")\n", + " array[\"u\"] = data[\"usol\"]\n", + " coords = torch.from_numpy(np.stack((array[\"t\"],array[\"x\"]), axis=-1)).float()\n", + " data = torch.from_numpy(np.real(array[\"u\"])).unsqueeze(-1).float()\n", + " return coords, data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "preprocess_kwargs = {\"noise_level\": 0.6}\n", + "dataset = Dataset(\n", + " load_data,\n", + " preprocess_kwargs=preprocess_kwargs,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 2000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords = dataset.get_coords().cpu()\n", + "data = dataset.get_data().cpu()\n", + "fig, ax = plt.subplots()\n", + "im = ax.scatter(coords[:,1], coords[:,0], c=data[:,0], marker=\"x\", s=10)\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "fig.colorbar(mappable=im)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(2, [30, 30, 30, 30], 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=3, diff_order=3) " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.75) # set this to 0.6\n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=200, delta=1e-5) " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares() \n", + "# Configuration of the sparsity scheduler" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)\n", + "\n", + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 29425 MSE: 1.41e-01 Reg: 2.38e-03 L1: 8.80e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 14min 9s, sys: 20.3 s, total: 14min 30s\n", + "Wall time: 14min 12s\n" + ] + } + ], + "source": [ + "%%time\n", + "!rm -rf ./data/deepymod/Allen_Cahn_noisy/\n", + "foldername = \"./data/deepymod/Allen_Cahn_noisy/\"\n", + "train(model, \n", + "train_dataloader, \n", + "test_dataloader, \n", + "optimizer,\n", + "sparsity_scheduler, \n", + "log_dir=foldername, \n", + "split=0.8, \n", + "max_iterations=100000) " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-6, 6])\n", + "axs[2].set_ylim([-6, 6])\n", + "axs[3].set_ylim([-6, 6])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* [$1, u_x, u_{xx}, u_{xxx}, u, u u_{x}, u u_{xx}, u u_{xxx}, u, u^2, u^2 u_{x}, u^2 u_{xx}, u^3, u^3 u_{x}, u^3 u_{xx}, u^3 u_{xxx}$]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$D_t U=\\varepsilon\\left(D_x^2 U\\right)-U^3+U, \\varepsilon = 0.003$" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0026],\n", + " [ 0.0000],\n", + " [ 0.8285],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [-0.7677],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [ 0. ],\n", + " [ 1.9352576],\n", + " [ 0. ],\n", + " [ 4.1286263],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [-2.9148064],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/PDE_Burgers.ipynb b/examples/PDE_Burgers.ipynb index 6f96a4b54..4c3232f79 100644 --- a/examples/PDE_Burgers.ipynb +++ b/examples/PDE_Burgers.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -73,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -128,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -163,7 +163,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -188,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -199,13 +199,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Configuration of the library function: We select athe library with a 2D spatial input. Note that that the max differential order has been pre-determined here out of convinience. So, for poly_order 1 the library contains the following 12 terms:\n", + "Configuration of the library function: We select athe library with a 2D spatial input. Note that that the max differential order has been pre-determined here out of convinience. So, for poly_order 2 the library contains the following 12 terms:\n", "* [$1, u_x, u_{xx}, u_{xxx}, u, u u_{x}, u u_{xx}, u u_{xxx}, u^2, u^2 u_{x}, u^2 u_{xx}, u^2 u_{xxx}$]" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -221,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -238,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -255,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -285,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -293,8 +293,8 @@ "output_type": "stream", "text": [ " 8225 MSE: 9.34e-05 Reg: 1.89e-05 L1: 1.51e+00 Algorithm converged. Writing model to disk.\n", - "CPU times: user 3min 52s, sys: 5.5 s, total: 3min 57s\n", - "Wall time: 3min 53s\n" + "CPU times: user 3min 56s, sys: 5.11 s, total: 4min 1s\n", + "Wall time: 3min 57s\n" ] } ], @@ -318,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -392,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -412,7 +412,7 @@ " [ 0.0000]], device='cuda:0', grad_fn=)]" ] }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -437,7 +437,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -457,7 +457,7 @@ " [ 0. ]], dtype=float32)]" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -465,6 +465,13 @@ "source": [ "model.estimator_coeffs()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/examples/PDE_Burgers_Sine.ipynb b/examples/PDE_Burgers_Sine.ipynb new file mode 100644 index 000000000..beed801f1 --- /dev/null +++ b/examples/PDE_Burgers_Sine.ipynb @@ -0,0 +1,503 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example Burgers' equation\n", + "\n", + "$\\partial_t u=-u u_x+v u_{x x}$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this notebook we provide a simple example of the DeepMoD algorithm by applying it on the Burgers' equation with sine initial conditions.\n", + "\n", + "We start by importing the required libraries and setting the plotting style:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "\n", + "# DeePyMoD imports\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.data.burgers import burgers_delta\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.library import Library1D\n", + "from deepymod.model.sparse_estimators import Threshold\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import Periodic, TrainTest, TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dataset\n", + "Create all the argument we need to create a Burgers dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Making dataset\n", + "def load_data():\n", + " data = loadmat(\"../../PDE-READ/Matlab/Data/Burgers_Sine.mat\")\n", + " time = np.ravel(data[\"t\"]).squeeze()\n", + " x = np.ravel(data[\"x\"]).squeeze()\n", + " array = {}\n", + " array[\"x\"], array[\"t\"] = np.meshgrid(x, time, indexing=\"ij\")\n", + " array[\"u\"] = data[\"usol\"]\n", + " array[\"x\"].shape, array[\"t\"].shape, array[\"u\"].shape\n", + " coords = torch.from_numpy(np.stack((array[\"t\"],array[\"x\"]), axis=-1)).float()\n", + " data = torch.from_numpy(np.real(array[\"u\"])).unsqueeze(-1).float()\n", + " return coords, data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "preprocess_kwargs = {\"noise_level\": 0.0}\n", + "dataset = Dataset(\n", + " load_data,\n", + " preprocess_kwargs=preprocess_kwargs,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 2000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we pass this function to the dataset class, which then adds noise to it, normalizes the coordinates and performs random subsampling to it." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's plot it to get an idea of the data. As we can see, $X$ has 2 dimensions, $\\{x, t\\}$, while $y$ has only one, $\\{u\\}$. Always explicity set the shape (i.e. $N\\times 1$, not $N$) or you'll get errors. We also added 5% of noise." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords = dataset.get_coords().cpu()\n", + "data = dataset.get_data().cpu()\n", + "fig, ax = plt.subplots()\n", + "im = ax.scatter(coords[:,1], coords[:,0], c=data[:,0], marker=\"x\", s=10)\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "fig.colorbar(mappable=im)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now also wish to split the data into a train and test split, specifically into loaders, which handle the logic of passing the samples to the model." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(\n", + " dataset, train_test_split=0.8\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Configuring DeepMoD" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the function approximator: Here the first argument is the number of input and the last argument the number of output layers." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(2, [50, 50, 50,50], 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the library function: We select athe library with a 2D spatial input. Note that that the max differential order has been pre-determined here out of convinience. So, for poly_order 2 the library contains the following 12 terms:\n", + "* [$1, u_x, u_{xx}, u_{xxx}, u, u u_{x}, u u_{xx}, u u_{xxx}, u^2, u^2 u_{x}, u^2 u_{xx}, u^2 u_{xxx}$]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=2, diff_order=3) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator and sparsity scheduler used. In this case we use the most basic threshold-based Lasso estimator and a scheduler that asseses the validation loss after a given patience. If that value is smaller than 1e-5, the algorithm is converged. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.1) \n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=200, delta=1e-5) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares() \n", + "# Configuration of the sparsity scheduler" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we instantiate the model and send it to the GPU and select the optimizer " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)\n", + "\n", + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3) \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run DeepMoD " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now run DeepMoD using all the options we have set, the training and test loaders:\n", + "* The directory where the tensorboard file is written (log_dir)\n", + "* The maximum number of iterations performed (max_iterations)\n", + "* The absolute change in L1 norm considered converged (delta)\n", + "* The amount of epochs over which the absolute change in L1 norm is calculated (patience)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 30850 MSE: 1.65e-06 Reg: 8.41e-06 L1: 4.33e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 16min 34s, sys: 19 s, total: 16min 53s\n", + "Wall time: 16min 37s\n" + ] + } + ], + "source": [ + "%%time\n", + "foldername = \"./data/deepymod/burgers_sine/\"\n", + "train(\n", + " model,\n", + " train_dataloader,\n", + " test_dataloader,\n", + " optimizer,\n", + " sparsity_scheduler,\n", + " log_dir=foldername,\n", + " exp_ID=\"Test\",\n", + " write_iterations=25,\n", + " max_iterations=100000,\n", + " delta=1e-4,\n", + " patience=200,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-2, 2])\n", + "axs[2].set_ylim([-2, 2])\n", + "axs[3].set_ylim([-2, 2])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The physical coefficients" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0997],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [-0.9964],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sparsity masks provide the active and non-active terms in the PDE:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "estimatior_coeffs gives the magnitude of the active terms:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [ 0. ],\n", + " [ 2.0207152],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [-2.3008406],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/PDE_Burgers_noise.ipynb b/examples/PDE_Burgers_noise.ipynb new file mode 100644 index 000000000..ecc685ece --- /dev/null +++ b/examples/PDE_Burgers_noise.ipynb @@ -0,0 +1,511 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example Burgers' equation with noise\n", + "\n", + "$\\partial_t u=-u u_x+v u_{x x}$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this notebook we provide a simple example of the DeepMoD algorithm by applying it on the Burgers' equation. \n", + "\n", + "We start by importing the required libraries and setting the plotting style:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "\n", + "# DeePyMoD imports\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.data.burgers import burgers_delta\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.library import Library1D\n", + "from deepymod.model.sparse_estimators import Threshold\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import Periodic, TrainTest, TrainTestPeriodic\n", + "\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dataset\n", + "Create all the argument we need to create a Burgers dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Making dataset\n", + "v = 0.1\n", + "A = 1.0\n", + "\n", + "x = torch.linspace(-3, 4, 100)\n", + "t = torch.linspace(0.5, 5.0, 50)\n", + "load_kwargs = {\"x\": x, \"t\": t, \"v\": v, \"A\": A}\n", + "preprocess_kwargs = {\"noise_level\": 1.00}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we pass this function to the dataset class, which then adds noise to it, normalizes the coordinates and performs random subsampling to it." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "dataset = Dataset(\n", + " burgers_delta,\n", + " load_kwargs=load_kwargs,\n", + " preprocess_kwargs=preprocess_kwargs,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 2000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's plot it to get an idea of the data. As we can see, $X$ has 2 dimensions, $\\{x, t\\}$, while $y$ has only one, $\\{u\\}$. Always explicity set the shape (i.e. $N\\times 1$, not $N$) or you'll get errors. We also added 5% of noise." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords = dataset.get_coords().cpu()\n", + "data = dataset.get_data().cpu()\n", + "fig, ax = plt.subplots()\n", + "im = ax.scatter(coords[:,1], coords[:,0], c=data[:,0], marker=\"x\", s=10)\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "fig.colorbar(mappable=im)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now also wish to split the data into a train and test split, specifically into loaders, which handle the logic of passing the samples to the model." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(\n", + " dataset, train_test_split=0.8\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Configuring DeepMoD" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the function approximator: Here the first argument is the number of input and the last argument the number of output layers." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(2, [50, 50, 50,50], 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the library function: We select athe library with a 2D spatial input. Note that that the max differential order has been pre-determined here out of convinience. So, for poly_order 2 the library contains the following 12 terms:\n", + "* [$1, u_x, u_{xx}, u_{xxx}, u, u u_{x}, u u_{xx}, u u_{xxx}, u^2, u^2 u_{x}, u^2 u_{xx}, u^2 u_{xxx}$]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=2, diff_order=3) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator and sparsity scheduler used. In this case we use the most basic threshold-based Lasso estimator and a scheduler that asseses the validation loss after a given patience. If that value is smaller than 1e-5, the algorithm is converged. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.3) \n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=200, delta=1e-5) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares() \n", + "# Configuration of the sparsity scheduler" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we instantiate the model and send it to the GPU and select the optimizer " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)\n", + "\n", + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3) \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run DeepMoD " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now run DeepMoD using all the options we have set, the training and test loaders:\n", + "* The directory where the tensorboard file is written (log_dir)\n", + "* The maximum number of iterations performed (max_iterations)\n", + "* The absolute change in L1 norm considered converged (delta)\n", + "* The amount of epochs over which the absolute change in L1 norm is calculated (patience)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 22975 MSE: 3.51e-02 Reg: 1.84e-04 L1: 1.50e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 10min 45s, sys: 13.1 s, total: 10min 58s\n", + "Wall time: 10min 47s\n" + ] + } + ], + "source": [ + "%%time\n", + "foldername = \"./data/deepymod/burgers_noisy/\"\n", + "train(\n", + " model,\n", + " train_dataloader,\n", + " test_dataloader,\n", + " optimizer,\n", + " sparsity_scheduler,\n", + " log_dir=foldername,\n", + " exp_ID=\"Test\",\n", + " write_iterations=25,\n", + " max_iterations=100000,\n", + " delta=1e-4,\n", + " patience=200,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-2, 2])\n", + "axs[2].set_ylim([-2, 2])\n", + "axs[3].set_ylim([-2, 2])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The physical coefficients" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0676],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [-1.0867],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([1.5096], device='cuda:0', grad_fn=)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "((1-model.constraint_coeffs()[0][2])+(1-model.constraint_coeffs()[0][5]))/2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "estimatior_coeffs gives the magnitude of the active terms:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [ 0. ],\n", + " [ 0.48634514],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [-0.9436255 ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/PDE_Cahn_Hilliard_Sine.ipynb b/examples/PDE_Cahn_Hilliard_Sine.ipynb new file mode 100644 index 000000000..e010a5279 --- /dev/null +++ b/examples/PDE_Cahn_Hilliard_Sine.ipynb @@ -0,0 +1,394 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$D_t U=-10 D_x^2 U - 0.1 D_x^4 U + 10 D_x^2 U^3$" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "\n", + "# DeePyMoD imports\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.data.burgers import burgers_delta\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.library import Library1D\n", + "from deepymod.model.sparse_estimators import Threshold\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import Periodic, TrainTest, TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "import pysindy as ps\n", + "\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data():\n", + " data = loadmat(\"../../PDE-READ/Matlab/Data/Cahn_Hilliard_Sine.mat\")\n", + " time = np.ravel(data[\"t\"]).squeeze()\n", + " x = np.ravel(data[\"x\"]).squeeze()\n", + " array = {}\n", + " array[\"x\"], array[\"t\"] = np.meshgrid(x, time, indexing=\"ij\")\n", + " array[\"u\"] = data[\"usol\"]\n", + " array[\"x\"].shape, array[\"t\"].shape, array[\"u\"].shape\n", + " coords = torch.from_numpy(np.stack((array[\"t\"],array[\"x\"]), axis=-1)).float()\n", + " data = torch.from_numpy(np.real(array[\"u\"])).unsqueeze(-1).float()\n", + " return coords, data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "dataset = Dataset(\n", + " load_data,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 2000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords = dataset.get_coords().cpu()\n", + "data = dataset.get_data().cpu()\n", + "fig, ax = plt.subplots()\n", + "im = ax.scatter(coords[:,1], coords[:,0], c=data[:,0], marker=\"x\", s=10)\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "fig.colorbar(mappable=im)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(2, [30, 30, 30, 30], 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=3, diff_order=4) " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.1) \n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=200, delta=1e-5) " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares() \n", + "# Configuration of the sparsity scheduler" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)\n", + "\n", + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 99975 MSE: 9.31e-03 Reg: 6.94e-04 L1: 2.41e+01 Algorithm converged. Writing model to disk.\n", + "CPU times: user 1h 18min 33s, sys: 1min 11s, total: 1h 19min 44s\n", + "Wall time: 1h 18min 34s\n" + ] + } + ], + "source": [ + "%%time\n", + "!rm -rf ./data/deepymod/Cahn_Hilliard/\n", + "foldername = \"./data/deepymod/Cahn_Hilliard/\"\n", + "train(model, \n", + "train_dataloader, \n", + "test_dataloader, \n", + "optimizer,\n", + "sparsity_scheduler, \n", + "log_dir=foldername, \n", + "split=0.8, \n", + "max_iterations=100000) " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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/jv/4j/+Au7s77O3tMXXqVHzxxRe2DouIiAYYnk+IiKin8JxCRDS4cAQLERENSrdv38bcuXOxaNEivPfeexgxYgS+/fZbDB8+3NahERHRAMLzCRER9RSeU4iIBh8mWIiIaFB67bXXMGrUKKSkpEhl48aNs2FEREQ0EPF8QkREPYXnFCKiwUcQRVG0dRA9yWg04saNG3B2doYgCLYOh4hoQBFFEbW1tfD19YVMNrBnkZw8eTIiIiJw7do1fPTRR/Dz88OmTZuwYcMGq/toNBpoNBrptdFoxK1bt+Du7s5zCtEdaLValJWVYezYsVCr1bYOh/pIU1MTLl++DC8vLyiVSrNtg+WcwvMJEZFtDZbzCdD9cwrPJ0T3hm2UoccW7ZNBl2C5du0aRo0aZeswiIgGtKtXr2LkyJG2DuOetFw8xcXF4d/+7d/w+eef49lnn8X+/fvx+OOPW9xn69at2LZtW1+GSTRojBkzBvv374eHh4etQ6E+VllZiZ/97Ge4cuWKxe0D/ZzC8wkRUf8w0M8nQPfPKTyfEN0btlGGpr5unwy6BEt1dTVcXV1x9epVDBs2zNbhEBENKDU1NRg1ahSqqqrg4uJi63DuiVKpxMyZM3H+/Hmp7JlnnsHnn3+OrKwsi/u07yFWXV2N0aNHd/uc8vHbbyCzsg4A4Cmq8NOX4+7yUxANHOwd1rveeecdvPDCCyguLkZsbCySkpIslvW1znqIDZZzii3PJwDw4PvvoFg9Do/eOoEXjOvg9sjEu/sgREQD1GA5nwDdP6f05PmEaChiG6X3sH3SatCtwdIyRHLYsGE82RAR3aXBMNzcx8cHkydPNiubNGkSUlNTre6jUqmgUqk6lHf3nOLu4ghVrQ4A4GR04vmIhoSmpiZUVFRALpdDLpfbOpy7sm/fPuzevRulpaWYNm0a3njjDcyePdvWYQEAnnrqKcTExOCZZ56Bs7Mz5HK5xTJrMjIy8Nvf/hbZ2dmoqanBxIkT8fzzz2PdunX3FJdcLodMJoOTk5PVRutAP6fY8nwCAHYODpDZO0HVpIL6sshzChENWQP9fAJ0/5zSk+cToqFooLdR2D7pPlu0Twb25JVERERWzJ07F4WFhWZlRUVFGDNmTK8fu8HeEZ/4ByNr/BSIGPgNQaKh4NixY4iLi8Ovf/1rfPnll5g2bRoiIiJQXl5u69BQV1eH8vJyREREwNfXF87OzhbLOnP+/HkEBwcjNTUVX3/9NWJiYrB+/XqcPn26jz7FwGXL8wkAtLT/BIjQVzb2yTGJiKh32PqcQkQDB9snAwcTLERENCj94he/wKeffoqdO3fi0qVL+Otf/4q33noLTz/9dK8fuwJyfOM3HgXeYyBgUM3ESXRXGnQNVh8ag6bLdZv0TV2qezeSkpKwYcMGxMTEYPLkydi/fz8cHBxw8ODBO+5bVVWFjRs3wsvLC2q1GkFBQWYNg9TUVEyZMgUqlQpjx47Fnj17zPbXaDRISEiAn58fHB0dERYWhoyMDACmnl0tjZPFixdDEASrZZ15+eWXsWPHDoSHh2PChAl49tlnsWzZMpw4caIb39LQZMvzCQAMV1XAWayGh+vVPjkeERH1HlufU4ioVV+2Ue4G2ycDx6CbIoyIiAgAZs2ahZMnT2Lz5s3Yvn07xo0bh+Tk5HsebtoVbtPCgArTFGFjxnHoPlHYX8OsbpvnNw9vLn1Ter3w+EI06i330p/pNRMpy1Kk18tSl+G25naHenmP53UrPq1Wi5ycHGzevFkqk8lkWLp0qdU1NloYjUZERkaitrYWhw8fxoQJE5Cfny8Nh8/JycGaNWuwdetWREVF4fz589i0aRPc3d0RHR0NAIiNjUV+fj6OHj0KX19fnDx5EsuWLUNeXh7Cw8NRWFiIwMBApKamIjw8HG5ubhbLuqu6uhqTJk3q9n5DjS3PJwDw76Un4O39HS5fDu2T4xERUe+x9TmFiFr1ZRuF7ZOuGajtEyZYiIho0FqxYgVWrFjR58etqrwNwAkAUF9V1efHJ6LuqayshMFggJeXl1m5l5cXLl682Om+Z86cQXZ2NgoKChAQEAAAGD9+vLQ9KSkJS5YswZYtWwAAAQEByM/Px+7duxEdHY2SkhKkpKSgpKQEvr6+AICEhASkpaUhJSUFO3fuhKenJwDAzc0N3t7eAGCxrDuOHz+Ozz//HH/84x+7ve9QZKvzCREBBoMBOp3O1mFQL1IoFANybYS7xXMKEd0J2ycDCxMsREREvUh07P6FBdFg89ljn1ndJpeZ31DJWJNhta5MMJ/dNm112j3F1RNyc3MxcuRIqfHSXkFBAR5++GGzsrlz5yI5ORkGgwF5eXkwGAwd9tdoNHB3d++VmM+ePYuYmBi8/fbbmDJlSq8cg4joXomiiNLSUlSxs8qQ4OrqCm9v70GxkD0RDQyDtY3C9knfY4KFiIioh9V+XwiMM03lcqvMaONoiGzPQeFg87qd8fDwgFwuR1lZmVl5WVnZHXtf2dvb39Ox6+rqIJfLkZOT06H3rpOT0z29tyUfffQRfvzjH+O3v/0t1q9f3+PvTz3vjPcDuIz1eGjkP4FLto6GqO+0JFc8PT3h4ODAG++DlCiKaGhokBZt9vHxsXFERDRU9Oc2CtsnAwsTLERERD3MqG2dm1VuNNgwEiLqCqVSidDQUKSnp2PVqlUATHMXp6enIzY2ttN9g4ODce3aNRQVFVnsJTZp0iRkZmaalWVmZiIgIAByuRwhISEwGAwoLy/HvHnzeuwzWZKRkYEVK1bgtddew5NPPtmrx6KeU4KxKBCCsFj5AQTV0JlCh4Y2g8EgJVd6q7cs9R8tNwPLy8vh6ek5pKYLIyKyhO2TgYUJFiIioh7WdoCwTmiwWRxE1HVxcXF4/PHHMXPmTMyePRvJycmor69HTExMp/stWLAA8+fPx+rVq5GUlAR/f39cvHgRgiBg2bJliI+Px6xZs7Bjxw5ERUUhKysLe/fuxZtvmhbNDAgIwLp167B+/Xrs2bMHISEhqKioQHp6OoKDg7F8+fIe+Xxnz57FihUr8Oyzz2L16tUoLS0FYGq83c0ClGQbDiGetg6BqE+0rLni4NAzIxWp/2v5Xet0OiZYiIjA9slAIrtzFSIiIuoOL30THvvsfTyakwGdscnW4RBRF0RFReH1119HYmIipk+fjtzcXKSlpXVYWNKS1NRUzJo1C2vXrsXkyZPxwgsvwGAwjV6bMWMGjh8/jqNHjyIoKAiJiYnYvn07oqOjpf1TUlKwfv16xMfHIzAwEKtWrcLnn3+O0aNH99jnO3ToEBoaGvDqq6/Cx8dHejzyyCM9dgzqHaJomhZJp1Nh+Cp/G0dD1Lc4LdjQwd81EZE5tk8GDkEURdHWQfSkmpoauLi4oLq6GsOGDbN1OEREAwr/DzV3t99Hxpt7kFFeCwAYITri6W3P91aIRP1GU1MTiouLMW7cOKjValuHQ32ks987zymt7uW7mPu/qfjOfgLW3jyGRPkTGP6Tib0UJVH/wXPK0MPzSdfwuyDqHp5Phh5bnE84goWIiKiHqZStp1e5yCkOiIioZ2hLam0dAhENcKdOnYK/vz/kcjmee+45q2VERETUNUywEBER9bAme0d8Om4yPh9zn61DIaJ7dOTIETg5OVl8TJkyxdbhSSIjI63GuXPnTluHRz1E90O9rUMgoi7Yt28fxo4dC7VajbCwMGRnZ9s6JMnGjRvx6KOP4urVq9ixY4fVss58/fXXmDdvHtRqNUaNGoXf/OY3vR02ERE1Y/uk/+Ei90RERD2swihD7ugAKPU6rCz+wdbhENE9WLlyJcLCwixuUygUfRyNdQcOHEBjY6PFbQNtkUgy56y+DZXYBA+3a7YOhYi64NixY4iLi8P+/fsRFhaG5ORkREREoLCwEJ6enjaNra6uDuXl5YiIiICvr6/Vss7U1NTgRz/6EZYuXYr9+/cjLy8PTzzxBFxdXfHkk0/29kcgIhry2D7pf5hgISIi6mFuIeFAhRYAoBzNuZGJBjJnZ2c4OzvbOow78vPzs3UI1EvWlx6Dl/eruPJdqK1DIaIuSEpKwoYNGxATEwMA2L9/P959910cPHgQL730Uqf7VlVV4cUXX8SpU6dQXV0Nf39/7Nq1CytWrABgWrQ4MTERly5dgo+PD37+858jPj5e2l+j0eCXv/wl/va3v6GqqgpBQUF47bXXsHDhQmRkZGDRokUAgMWLFwMAzp49a7Fs4cKFVmM8cuQItFotDh48CKVSiSlTpiA3NxdJSUlMsBAR9QG2T/ofJlja0Hz/PbTffw/FyJFQ38dpXYiI6O7cqrwJwHTBU15nuccGEREREXVPg1ZvdZtMEKBWyHu0roOye7dMtFotcnJysHnz5tZjyWRYunQpsrKyOt3XaDQiMjIStbW1OHz4MCZMmID8/HzI5aY4c3JysGbNGmzduhVRUVE4f/48Nm3aBHd3d0RHRwMAYmNjkZ+fj6NHj8LX1xcnT57EsmXLkJeXh/DwcBQWFiIwMBCpqakIDw+Hm5ubxbLOZGVlYf78+VAqlVJZREQEXnvtNdy+fRvDhw/v1ndGREQ00DHB0kbN6XdR+eabGP7YY/BO3GLrcIiIaBAQHAbX0FciIiIiW5mc+H9Wty0KHIGUmNnS69AdZ9CoM1isGzbODcc2zpFeP/DaWdyq13aod3nX8m7FV1lZCYPBAC8vL7NyLy8vXLx4sdN9z5w5g+zsbBQUFCAgIAAAMH78eGl7UlISlixZgi1bTPcqAgICkJ+fj927dyM6OholJSVISUlBSUmJNNVXQkIC0tLSkJKSgp07d0pTlLm5ucHb2xsALJZ1prS0FOPGjevw+Vq2McFCRERDDRe5b0tm+jpE0WjjQIiIaCCru/yt9Hx4WcfGOhERUVdleN+P3XgZt0faOhIi6k25ubkYOXKklFxpr6CgAHPnzjUrmzt3Lr799lsYDAbk5eXBYDAgICDAbCHhjz76CN99911ffAQiIqIhiSNY2pIJpp9G0bZxEBHRgGZobJKeKwyWe04SERF1xXeYiAtCMOaqPoagYP84Gtryt0dY3SYTBLPXOVuWdrnuJy8uurfAmnl4eEAul6OsrMysvKys7I6jQ+zt7e/p2HV1dZDL5cjJyZGmFWvh5OR0T+/dlre3t8XP17KNiIhoqOEVehtC8wgWGDmChYiI7l7bNrtWxjVYiIioZ9gHedg6BCKbclDaWX20XVOlp+p2l1KpRGhoKNLT06Uyo9GI9PR0zJkzp5M9geDgYFy7dg1FRUUWt0+aNAmZmZlmZZmZmQgICIBcLkdISAgMBgPKy8vh7+9v9ujJxMecOXPw8ccfQ6fTSWUffPABAgMDOT0YERENSUywtCVwijAiIrp3nvom/NsXH2LVvz6G1th05x2IiO7g1KlT8Pf3h1wux3PPPWe1jAYfsXlwvU6nhFtUoG2DIaI7iouLw9tvv41Dhw6hoKAATz31FOrr6xETE9PpfgsWLMD8+fOxevVqfPDBByguLsZ7772HtLQ0AEB8fDzS09OxY8cOFBUV4dChQ9i7dy8SEhIAmNZkWbduHdavX48TJ06guLgY2dnZePXVV/Huu+/22Od77LHHoFQq8dOf/hQXLlzAsWPH8Lvf/Q5xcXE9dgwiIur/2D5pxQRLG6JGAwBo+uaCjSMhIqKBzFkmwL2+Bm4NtRBETjtJNFDs27cPY8eOhVqtRlhYGLKzs20dkmTjxo149NFHcfXqVezYscNqmTWFhYVYtGgRvLy8oFarMX78ePzqV78y64FM/ZNG4wgAqK11R9Xp720cDRHdSVRUFF5//XUkJiZi+vTpyM3NRVpaWoeF7y1JTU3FrFmzsHbtWkyePBkvvPACDM3Tzc6YMQPHjx/H0aNHERQUhMTERGzfvh3R0dHS/ikpKVi/fj3i4+MRGBiIVatW4fPPP8fo0aN77PO5uLjg/fffR3FxMUJDQxEfH4/ExEQ8+eSTPXYMIiIyYftkYOAaLG1U/vGPAADNxYs2joSIiAYytap1jjC5KO+kJhH1F8eOHUNcXBz279+PsLAwJCcnIyIiAoWFhfD09LRpbHV1dSgvL0dERAR8fX2tlnVGoVBg/fr1mDFjBlxdXfHVV19hw4YNMBqN2LlzZ29/BOoh2mu1tg6BiLogNjYWsbGx3d7Pzc0NBw8etLp99erVWL16tdXtCoUC27Ztw7Zt2yxud3V1hdiu84+lsjsJDg7GuXPnurUPERF1D9snAwdHsLQhd3W1dQhERDQI6Owd8MWYQPxr1EQIEO68A9EgZ2xosP5oHkHcpbpNTV2qezeSkpKwYcMGxMTEYPLkydi/fz8cHBw6vdHVoqqqChs3bpR6XwUFBeH06dPS9tTUVEyZMgUqlQpjx47Fnj17zPbXaDRISEiAn58fHB0dERYWhoyMDABARkYGnJ2dAQCLFy+GIAhWyzozfvx4xMTEYNq0aRgzZgxWrlyJdevW8QbZAKO9XGPrEIiIiIgGhb5so9wNtk8GDo5gaUMVMBENWTdtHQYREQ1wZUYBX4ydBKVeh8grZbYOh8jmCmeEWt3muGA+RjePIgaAorkPQGxstFjXYdYsjPmfv0ivLy1ZCsPt2x3qTbpY0K34tFotcnJysHnzZqlMJpNh6dKlyMrK6nRfo9GIyMhI1NbW4vDhw5gwYQLy8/Mhl5tGr+Xk5GDNmjXYunUroqKicP78eWzatAnu7u7StC6xsbHIz8/H0aNH4evri5MnT2LZsmXIy8tDeHg4CgsLERgYiNTUVISHh8PNzc1iWXdcunQJaWlpeOSRR7q1H/U9tboeAODm9oONIyGie3HkyBFs3LjR4rYxY8bgwoX+MVV5ZGSk1ZtbL7/8Ml5++eU+joiIqHf0ZRuF7ZM7G8jtEyZY2lAHBKIh61Nbh0FERAOc24wHgDJTjxf7MS42joaI7qSyshIGg6HD/PheXl64eIepY8+cOYPs7GwUFBQgICAAgKk3VoukpCQsWbIEW7ZsAWBahDg/Px+7d+9GdHQ0SkpKkJKSgpKSEmkofUJCAtLS0pCSkoKdO3dKUwC4ubnB29sbACyWdUV4eDi+/PJLaDQaPPnkk9i+fXuX9yXb+Gnp/8DL+3tc+W6mrUMhonuwcuVKhIWFWdymUCj6OBrrDhw4gEYrNxG7e7OMiIjuDtsnAwsTLG0o/PxsHQIREQ0Ct8orAZiGx5bWWW6gEg0lgV/mWN8oN1+nKCDzE+t1Zeaz2/qnn7mXsHpEbm4uRo4cKTVe2isoKMDDDz9sVjZ37lwkJyfDYDAgLy8PBoOhw/4ajQbu7u49Hu+xY8dQW1uLr776Cs8//zxef/11vPDCCz1+HCIiMufs7CxNn9Kf+fG+CBENEYO1jcL2Sd9jgqUtOZekISKiniWoh9s6BCKbkzk42LxuZzw8PCCXy1FWZj6lX1lZ2R17X9nb29/Tsevq6iCXy5GTkyMN22/h5OR0T+9tyahRowAAkydPhsFgwJNPPon4+PgOxyYiIiIiGsz6cxuF7ZOB1T5hRqEN5ejRtg6BiIgGgdor30nPh1Xc3YJ2RNR3lEolQkNDkZ6eLpUZjUakp6djzpw5ne4bHByMa9euoaioyOL2SZMmITMz06wsMzMTAQEBkMvlCAkJgcFgQHl5Ofz9/c0e3RlafzeMRiN0Oh2MRmOvHofuzSdeM/E7xKPKT7R1KERERETUB9g+GVjtE45gacPO0zSvnbwXhjsREdHQYWiol56r9QPrwoBoqIqLi8Pjjz+OmTNnYvbs2UhOTkZ9fT1iYmI63W/BggWYP38+Vq9ejaSkJPj7++PixYsQBAHLli1DfHw8Zs2ahR07diAqKgpZWVnYu3cv3nzzTQCmOY/XrVuH9evXY8+ePQgJCUFFRQXS09MRHByM5cuX98jnO3LkCBQKBaZOnQqVSoUvvvgCmzdvRlRUVL+a+586KhQm4YIQjFnqzwC5YOtwiIi6RBRF6LVaaBsboFCroVTfW49qIqKhhu2TgYMJljaElinCBliWjIiI+hdZm/tfDbLBsQaL0ahDU9M1VNd8BbncHp4jImwdElGPioqKQkVFBRITE1FaWorp06cjLS2tw8KSlqSmpiIhIQFr165FfX09/P39sWvXLgDAjBkzcPz4cSQmJmLHjh3w8fHB9u3bER0dLe2fkpKCV155BfHx8bh+/To8PDxw//33Y8WKFT32+ezs7PDaa6+hqKgIoihizJgxiI2NxS9+8YseOwb1ASNHsRBR/2U0GKBpbIC2oQHaxgYY9HoAgMMwFyZYiIi6ie2TgUMQRXFQXaXX1NTAxcUF1dXVGDZsWLf21Xz/Pb5/aDlkLi4I/OzTXoqQiKj/upf/Qweju/0+3tn7W6RpZBAg4r5aDZ7Z+mIvRtn7Pv9iNWprv4Eo6s3KPUdEorziPQCAICgBGCEIcoRM/wtcXWeipiYPKpUndLoqCIIdlMoRsLNzhiCwB/Zg1NTUhOLiYowbNw5qtdrW4VAf6ez3znNKq3v5LpZ8+BdcEILxM/0b+K/0aIzcNa+XoiTqP3hOGViMBgNul96ArqnJrFwQBCjt7aF2coa9c+f/9/F80jX8Loi6h+eToccW5xOOYGlDsLODzMkJckdHW4dCREQD2DAZ4FV7GwAgiD2zCHdfqKn9BmWl/0BD4xVMC/6jVG5n5wxR1EMmU8NobG04tyRXAEAUtc0/9ZDJ1aitzcfnX6yyeqxxY38OJ+dJ8HBfDJlsYA3/JSLqS01NToA9UFM9wtahEBHBoNNB09gA0WiEo+twAIAgk8FoMAAA7JRKqBwcoLR3hFKthiDj0r9ERDS49bsz3dWrV7Fw4UJMnjwZwcHB+Pvf/95nx1aOHo3ALz6H/4fpd65MRERkhVLZenpViHIbRnJnomhAWdlpfPHFo/j884dRcvVPqKw8g4aGK1KdwIBtmBv+CRYuyMPc8HMAALncvDPCnPs/xNy5mQifkwEnx4mor//WbLudnbPZ6+LLbyAvbxPOfTK7lz4ZUc84cuQInJycLD6mTJli6/AkkZGRVuPcuXOnrcMjIqJ+4tSpU/D394dcLsdzzz1ntayF0WiEpqEeNZUVqLx6BRUll1FTUY6627fQMiGKIAhw8fTCiDFj4TFqDJzdR0Dl4MDkCvUZvb4ORqOpw5fRqLNxNES9i+2T/qffjWCxs7NDcnIypk+fjtLSUoSGhuKhhx6CI0eVEBHRAGF0tMdXI90hMxrhfe2mrcOxqqbma1wsTERtbR4AQBAUGDHiR/DyfAgqVeu8rg4OY6TnarUvliz+7o7v7eW1ArW1F6BUjcDoUU9AEOQwGBpRXPx7XCl5S6qn19egoeGK2THuhSiK0OtroNfXwd7eTyq/ceP/oUlzA3p9LQz6OhhFLYxG00Nh54LJk38j1c3Pfx51dYUQYQQgAqIIESIAEXZ2zpgZ2tr542LhFtTUfAUBckCQQxBkEAQ5BMggkykxfXqKVPfy5f2oqc1rU0du+imzgyDYIWBiImQy06VZWfl7AER4eT7UI98L3b2VK1ciLCzM4rb+tPjigQMH0Nhoec0nNze3Po6GiGho27dvH3bv3o3S0lJMmzYNb7zxBmbP7h+dSjZu3IiYmBg888wzcHZ2tloGALWVFWioqUbbmeWbNBps3roNX39zAYVFRVixYgVOnTrFNVaoTxiNOtTUfIWbtz5GXW0BGpuuQauthE53CwAQNvt/8Vm26frZw30xnJ2D4Ow8GSNGPCi9R139t3BynGiT+Il6Atsn/U+/S7D4+PjAx8cHAODt7Q0PDw/cunWLCRYiIhowyowyZE0IgkKvw4PXztk6HItu3jyH3K9iAIiQy50wetQT8PN7DCpVz0xBIwhyTJz4slmZXG4Pf/8X4e//Ihobr+J81kIAgEZb3u0EiyiKuHXrHOobvkNDw/doqP8eTZob0GjKYTQ2wdFxIu4PS5Pql1z9E+rriyy+l0ppvkhgfcP3qK27YLGunZ2L2euG+u9RW2u5rkymNHtdXZ2DypsfWv1MgQG/lp7fuH4Ut25/gmFzgmFvP9KsXk3tN2hsvAqDvh4GQx0MRg1EUQ/RqIco6jFmzJPSiKGy8v/FrVuZZvsLaF0DZ9y4Z6BSeQIAKirTcfNmRmviR5BDEOykn75+UVCrvE0x1OShuvpLs+16vQoGgy90uhoolXJp6reWRBYgNK+/I5g9N72HqYdr256w/YWzs7PZzab+ys/P786VaEBSq+sAAK7Df7BxJETUFceOHUNcXBz279+PsLAwJCcnIyIiAoWFhfD09LRpbHV1dSgvL0dERAR8fX3NyhbOewCOdjI4OrRObyvIZBBFEXKFAip7ByjtHaAzGuHq7oHnfvELpKam2uqj0BAiikbpWrG6+kt8+a/HrNbNL3heel5580NU3vwQPt6PSAmWW7ez8K9//QfUKl+4us6GncIFKpUXHB3GwcNjCQShf88+QASwfdIf9XiC5eOPP8bu3buRk5ODH374ASdPnsSqVavM6nS1N0dOTg4MBgNGjRrV02FapL99Gzfi4wEIGH3wT31yTCIiGnxcpswCbptuFBs8xTvUto3hw++Ho6M/nJ2nwH/CSz2WWOkqe/tRsFePRmNTCSAa71hfo61EQ/0lDB9+PwDTDfjCoq1obLxisb7RqDF77TliGbQuobCzc4Zc7giZXAWZoIAgU3aYvixg4i+h19eiJREAQZCSEoJg3iPI3/9FaHW3ANEIUTRAFI0QYYAoGjrE5DdyHdzdF5jqoaW+AaJRB1HUmzXobt3+BABQWPRr+PlGYcSIH0nbrl39C34otX5Dw89vrfSZaqpzcePGUat1R42KlhIsNTVf4/r1v1qt6+GxWEqw3Lp9Ht999xuz7TKZL1xdfg2NRgF7e0cpwaLX16CpyfqNYXv7MVAoTAsM6nS30dR0vc13bp6MUat9pc+m19dBq61oV0cmPVcoXCGXm24SGY1a6PU1zXVl7RI9MshkKileUTRCFPUdjt36nKhvrS8/Ag/PXbh+ZZKtQyGyPW299W2CHFCou1hXBijs71xX2f2OnklJSdiwYQNiYmIAAPv378e7776LgwcP4qWXXup036qqKrz44os4deoUqqur4e/vj127dmHFihUAgNTUVCQmJuLSpUvw8fHBz3/+c8THx0v7azQa/PKXv8Tf/vY3VFVVISgoCK+99hoWLlyIjIwMLFq0CACwePFiAMC7p05hefP9msgVPwYA/N//vosfRZpGANgPc4HayRlyhUI6B6oB/OEPfwAAZGZmoqqqqtvfEdGd6PV1KC//X9z4IRWurjPhP8GUOHFxCYFaPRIuw6bD1XU27O1HQal0xzcXnkVDQzECA7bii5x/A2Dq7OTj829wGTZdet9//es/AABNmhsoLTvV4biCoMToUdGYMOEFXvcRUZf1eIKlvr4e06ZNwxNPPIFHHnmkw/au9ua4desW1q9fj7fffrunQ7ROr0f9+SyA/4kSEdE9qK6qAWC6CVyuqbNtMM3q679D8eW9mDzpNchkSshkCsyaeUK6AW0LYWHvARCsLnKv19ehrOyf+OGHVFTX5MLOzhnzHsiW6nt6PoSGhu/h4DAejg7jobYfBbXKC0qlF+Ryldl7jR//bJfjcnGZ0eW6w4YFd7muh/vCLtdtcfNmBm7ezMDsWf+Es/Nk0zFdpqOh8TLs7JwglztCLlObRoE0TzUml7feMHJzm9eckGi5tjFP+CkUw6Xnw4ffDwGyNskfvdlPpdJdquvoMB6ensvNthuNzs2JCvt2vf/kkMlUAJqnWhPF5jhEiKIo9Ug0i0+alk162fyztcwo6qDXW//3JZc7SH/fBkNjp0ketdpX+nwGQwMaGootVxQEqFXeUCo9pPdtbLza/BnaJXoEAQo7FygUplFPRqMOWt0tKXHUsk/LT5lMBblc3fw5jTAate2SRjIwyTM0KUQj1NDAztDvJh8g6ns7fa1vm/gjYF2bNVx3+wO6Bst1xzwAxLzb+jp5KtBgYVrXrdXdCk+r1SInJwebN2+WymQyGZYuXYqsrKxO9zUajYiMjERtbS0OHz6MCRMmID8/H3K56Zyak5ODNWvWYOvWrYiKisL58+exadMmuLu7Izo6GgAQGxuL/Px8HD16FL6+vjh58iSWLVuGvLw8hIeHo7CwEIGBgfjTm/swM2Q6XF1c8MkH/4cHHoxAylv78cDcB+A7erQUk9yO/+9Q39Jqb6Hk6kFcu/Y/MBhM13lNTdcxYXwCBEGATKZE+JyMDtdDc+4/0+Z5OhQKF7Pr3BaBgTtQWLgFKpU3/HzXwmBoAAQZbtw4Dp3uJkRRiyslb6G84n2Ez+H6zETUNT1+toyMjERkZKTV7V3pzaHRaLBq1Sq89NJLCA8P7/R4Go0GGk1rL9Wampq7D775wgViS4OfDVgiIro3RpXtEhgtLhZukUYmODvdhzFjNgKATZMrpuOrLZbrdLdx5cpbuHb9sKnR08zefjS02gqo1aabK/4TEvokzv6gvv5bKcEy0u8xjPSzPjVCW+7u8+DuPq9Ldd2Gz4Hb8DldqjtixINmc1kDQFNTE4qLi+HgMMrsd6tUDodS2bGBa4lCMRx2dsPQknyREjHNiRlTosbETu4Ie/tREEVjm/qtz9vWFQQF7BQuzZkao/l7i0YIQttLYtHU2Ua0MPqsXZkpsaTpWK+ZXGbfpq4OWk251bpK1QjI5aYRQkajDvX131qpKUCpdIda7SPVbWi43GbKteZkjyCDAAFyuZP0/YuiEVptJSwleExJHmWbJI8IUdRCEBTtkmBERGRNZWUlDAYDvLzMpx/18vLCxYsXO933zJkzyM7ORkFBAQICAgAA48ePl7YnJSVhyZIl2LJlCwAgICAA+fn52L17N6Kjo1FSUoKUlBSUlJTA19cXRoMBsU/9DKf/8Q+89cf92P36HqlTq+uwYfD29obKwQEKJ1OnoLETA+E/uf8sjkxDi05XjctX/oBr1w7DaDSt2eDgMB4+Po/C2/ths/tzd7pX5+Aw1uo2a9fRSoUbvr3039LrxsbL3fsAXVBbW2BaE1JXBZ2uGjq96adeXw1RNGJq0O+lupcv70d1zb9ML0SjtB5ky/qQwcFvSZ3OLl/+A27dPi9ta+mkJECAIFNgatAb0gjwGz/8P1Tdzm7umKWArLmTlkxQQBAUGDUqRhpZXlWdg/q6ItO1YHMdmUwJV9dZUChce/z7IRrI+rQ7Qld6c4iiiOjoaCxevBj/+Z//ecf3fPXVV7Ft27YeiU+QtWk8Go2tCRciIqJuqCu5DIyaCgDwquq5JIbRqINOd1sapSCTKTvME9wyNVVt7QU4Owfh6tU/m0375O29qsfi6Q0VFR/gQn6C1GPNwWE8fH2j4OW1QpqeaihwGRbS2qgC4O39sA2j6TuCIOvyzXzTSCzlnSsCsLNzgJ3d6DtXBGBn54xhzkEAICVt2iZk2v6bk8nUcHAYJyV52id62iYxBcEOSqV7m4RQ808YTckjoe1naTlOSz2YbWsdkdQy2qXJ6ucxvU9LgsUAjabMal2FYnibNX+MqKsrgoPDBNjZ2T5RPJR9OmI6fsBDmOtzHvjO1tEQ2djLN6xva792wvOXOqnb7lzzXN7dx9RDcnNzMXLkSCm50l5BQQEeftj8emDu3LlITk6GwWDA119/DYPBYNpfbB0HqtVqMdzV1Wy/YSM8MWLMOAiCAJFTfFE/8O2lV/HDD6YRaM7OUzBubCw8PJb2WSeP0aOfwOjRT6Cy8iy++vq/ur1/k6YUNdW5qKv/Fo0NxWhoKIZOV4Xw8LNSnW8v7cTt2+ct7t++TVdTk4vKyjMW65q0Xh/W1RdZfV/AfAR4dVVOp1MN+/qukRIs5WX/i6vX/tyhjqvLLISGtk5B3HJ9qdfXQRT1MIo6iEYdjKIOSoUbnJwCTREbdSgrO43WEfUtUzCbOvuo1D4Y7jpLet/KyrPN2zuuD6lQuMLBYZxUt6npBwiCHWQyRXMbWdFclx3nqW/0aYKlK705MjMzcezYMQQHB+PUqVMAgP/5n//B1KlTLb7n5s2bERcXJ72uqam5+zVb2iZYDAYmWIiI6K7oG1pHUzrp7/1Ue/PmR7h8ZT+qqr5A24tpAPD2/gmmTH4dVVVfIOfLKLNtwVP/YNYTK3TGMahU5udgW/q++PdobLiM0aN/CmdnU49Je/sxMBo1cHKahPHjfwEP98VD8sJ48uTdyPp0KQDzKQ+ob5n+9uRWZ4+Vyewgkzl16b1kMqU0+upO5HK1NGIJaJ/oMcI0bVjL+yrMkjwtCZuW5EzbKeMAoXm6jPYjfkw/207X1zJ921D899ffXJBNxQUhGMEOubYOhcj2urMmSm/V7YSHhwfkcjnKysyT2WVlZfD27ryjiL29fafbOyOKIm5c/h5yuRxpJ1Mhl5nuZcgVdlCo7eHmYb7Wnp1Syf/fyaZMN+Rr4ejoDwAYNzYWdXUFGD/uWbi7L7LZ3+ewYVPh5bWy3fWTdYVF21FR8X/QaEotbBUgigYpeeLoOBEGfR3sFC5QKFyhsHM1Pbdz6dBpyM/PtHaj+XqQLetDwmz09ciR/wEP90XNhxQgNE9Va1rrUW/2WTw9I2HvMFZaA9Io6iGKOhibX9vZtV7XOjoFwMNjqWk6YKMeekMtamq+QlX156ipycOwYVPR2HgNWZ8+CFHUWvx+vL1XYcrkPQBMiZj8AuszEIzweNAswfLV10+ifdu3hdvwBxASckh6/elny6QOem0JghIuLg/Cwf4pqay+/rvm34v5+o0tU/a2jBIHAI2mwqyu+T5yKRkFAAZDS4cnoV19ruU4FPS7CTUfeOABGI13Xuy2hUqlgkqlunPFrpC1JlREoxH80yciorvR9tqpQdZ4T+9VVfUFcr96ok2JDG0vNGXNi65X1+R22LeurgizZp7C51+swkT/l+HqOvOeYulpN29moKbmK3h6PiQlWJycAhAaegzDnIM69OQaShwcxmHJYnZVJxNBEHDq1D+RkJCA4uJi/PznP0dycjJOnTrVoawzMpldmxEqnZPJ7KR/l9SPsIFC1K8plUqEhoYiPT0dq5oXjzcajUhPT0dsbGyn+wYHB+PatWsoKiqyOIpl0qRJ+OSTT6BpqIe2oQEGgx6ZmZkICAiAnZ0dpk+bDoPBgJr6RixcvAhKewfYKSyvc0dkK6Io4tKlV1Fy9U9S2ZLF38HefiRmzTxl85vQSqUHgqb81uI2o1GHW7c+gbv7QilO0ahtTq7I4OR0H5ydJ8PBYTwcHMbCwX4s2p64AwMSuxxHV6f4BQBXl1DAJbSL7zsf7u7zu1TXzzcKfr6tHfi02ps498lsAMDnX6zCksXfNXfeM5im47VzNk01JlNIo0lUytbOfTKZAm5u8yBAMFtr0TTizggnp/vMjj9sWHDzWo/GNmtDmh5KlXnS2NrfjShqgXajwY1GjTTrQ3tyud7stU53E0ajzmJdmUxllmBpbCyxOnWwTKYw+3wNjSUwGpqaR+/IzBIygmBn1ilLp6uC0ahrN71v6z52dq0dBIxGU/x9tXajpbZId9sng0WfJljupTdHXxBkbf7wupHkISIiastNp8WPv/oEgihCb7Tcm6erXF1nwn/Ci2jS/IDRo56AWu0HQITB0NS8PoLpVO7r8yhu3foE9fXfQqMpxQiPBzFunKkh319v1AvNvfB1uirodLelhShdhk2zZVg0hO3btw+7d+9GaWkppk2bhjfeeAOzZ8+2dVgAgI0bNyImJgbPPPMMnJ2drZZ1xaVLlxASEgK5XI4qTg0zYBgMcsDC0kBE1L/ExcXh8ccfx8yZMzF79mwkJyejvr5eWofWmgULFmD+/PlYvXo1kpKS4O/vj4KCAhgNBiya9wD+a/1/YulDy7Hll7/Ew8sfQs6//oW9e/fizTffBACEzgnHunXr8PQvfoE9e/YgJCQEFRUVSE9PR3BwMJYvX95jnzE/Px9arRa3bt1CbW0tcnNzAQDTp0/vsWNQ/2c06lFV/Tlqa/Kg1VZizJiNUCrdAQAXC3+NH374fx2mMV2y+DtotOZr0rWM8rB1csUaUTSivPw9fPd9EhobLyN0xjGp49qoUU/Ay2sFnJ2nmt3oHoxa2motDIYmyOVqhM/JgErldcfOcYIgR8j0P3f5eLNmWp/KrL0F83Ob1w9sHZFjNGohijpotAbcuN46usXefgzarvHYdjR3+8+gULg1v2fzaHJpHyMEwTyBbZqSzADz6YWlrWZ1jUaN1WRM+wTLG28k43e/extlZZUICgrA7t2bERo6tbmuzKxDVFPTVej1bUbyNK/JaPopg6PjROnfmUZT0bzekcxC8kYGhWK4NEWf6d6DwWw7IGDjxo2Ijo7Gs88+O+TbJ32aYLmX3hx9QiYD7Exz9IlMsBAR0V1ylQN+lZUAAJnx3tcuGDPmyQ5lpgv41ot4hcK1Wxes/ULzBeyNH47jYuEWjBv7tJQUIuprx44dQ1xcHPbv34+wsDAkJycjIiIChYWF0qLAtlJXV4fy8nJERETA19fXallX6HQ6rF27FvPmzcP589bn66b+o6nJCbAHaqpt+3dIRF0TFRWFiooKJCYmorS0FNOnT0daWlqHqdItSU1NRUJCAtauXYv6+nqMHzcWm+N+gdqblZjkPwF//P3v8Prvfo/kfW/C29sb27ZtQ3R0NABAbmeHlJQUvPLKK4iPj8f169fh4eGB+++/HytWrOjRz/jQQw/hypUr0uuQkBAA5ms90OBWVfUF8gteNFsM3sfnUSnBIhq1FteI02gqMG7sz1FW9k8AMI1o6Eej1k036XUQRQNkMjWMRi2+ufCMtB6KQuEGjbZCqu/oOB6OjuNtFW6fMt3Mn4raWtOaVfX1RRg2LLjLU+D2NtPoDwUARbsVH5oAtCYdupMIU6m6fu3V/u9ANEvemLNXj2wejdN2ul5TAkdok4w5duwYNm9+Fb///U7MnDkN+/b9CY888hS+/PJ9jPB0M6vbesy2BUZTmkc0QBTMR7QYDPXQ62utfh6Fwk16rtWWQ6erNtteV9eA8vJyzJsXAG9vL8hkcql9Mn9+EFxcmiAIGjQ03DIbddM2GafX18No1EKvN+Df/30NHnggHFlZn8HQPLrHtJZO/0y8ttfjq0XV1dUhNzdX6sFQXFyM3NxclJSUADD15nj77bdx6NAhFBQU4KmnnupSb46+IFOrMembPNyX9zXkTl2bT5uIiKg9paL1ik6Ou2swVFV90ekFz2DQ2Gi6NqiuzoEoaiEf5L2+hjKdxmD1odcZul5X27W6dyMpKQkbNmxATEwMJk+ejP3798PBwQEHDx68475VVVXYuHEjvLy8oFarERQUhNOnT0vbU1NTMWXKFKhUKowdOxZ79uwx21+j0SAhIQF+fn5wdHREWFgYMjIyAAAZGRlS76/Fi01rElkr64pf/epXuO+++7BmzZou1Sciou6LjY3FlStXoNFo8NlnnyEsLMxqXVE0QtvYgNpblRAb6vDHP/wBlZWVaGxsxBeffYYHFy+GysEBzh4jEL3hSRQUFkKr1aKkpATPP/+82XspFAps27YNxcXF0Gq1uHHjBk6cOCGtaevq6gpRFLFw4UJpH0tld3L58uXmG9HmDxoabt/Oxr9yo9HYeBl2dq7w8lyB0aN+CoXCRaozYcLzCJ/zMUaP3mC2r0IxDI6OE7BoYSHmz/ui33UQ0+urcDZjEjI+CoLRqMVXX/8UlZVnIJOpMG7ccwifcxZenpG2DtNmZs08iZF+/4kJ4xMwbFiwrcO5Z73ZRtFrjdBrRRh0Agw68ySBXG4POzsnKBTDoFC4QKkcDqXSHSqlh5SkBFrbJxs3xiM0dCkOHDgCBwcnHDt2Fk6OE6U1jFo4OIyDs/MUODtPhl7vjYSE32HixKXw9JyF8DlrzNon//znOdx//79hxIiZmDr1Ibz55v+DQukGhcK0NpBWq5XaJx4e92HJkv/AJ598CUGQ4dy5L+Dndz8A4Mc//i/I5XZm7ZPly/8TTk4TcPbsWej1Nc0zVtyCVnvT7Fyh01ehqekaXn75Bfj7+2HlynkAjKiv/xZ1dYUQxdbp2TSaMtTWFqCurhD19f1vho4eH8HyxRdfYNGiRdLrlgXoH3/8cfz5z3++p94cREREA4HgaI8LPmMhE0X43Kjq9v4GQyO++vq/YDTqMHvWOx0unAYLbbvpATzcF9soEuptbz37kdVtY4LcsSK2dVq4g8+fg15reSSx70RX/CR+hvT6L788j6a6jvMiP72/e39LWq0WOTk52Lx5s1Qmk8mwdOlSZGVldbqv0WhEZGQkamtrcfjwYUyYMAH5+fmQN3edy8nJwZo1a7B161ZERUXh/Pnz2LRpE9zd3aVex7GxscjPz8fRo0fh6+uLkydPYtmyZcjLy0N4eDgKCwsRGBiI1NRUhIeHw83NzWLZnXz44Yf4+9//jtzcXJw4caJb3xEREfUcvU4LbUMDNI0N0DY2ms2goW1sgKJ5nVmVoxM8HZ0gyHq8byzRXdFqbyHvm6dhNDbC3W0+goJ+Dzu7jtMAKZWm65KJ/i9hov9LHbbLZHaQyYZ3KLe1tovHl5adwu3bWZDLHTEt+C0MH36/DSPrHwRBQGDgVluH0WP6so3SF+0T02gPAUajEcuXr+y0ffLYY9Ed2ife3uOk9smGDRs6tE8eeWQj8vLy8OCD63Dx4hzcd98k/P3vxzB37jy4u7tL7ZNjx/4Hc+bMxvDhLlAq7cxG6rRMOwYAcpkKZz/5Gu+8cwbnz7+Dd975v+bPIW/epzUxZRT1zdO1AYKs/yX0ezzBsnDhwjv2XIiNje0fU4IRERH1glKjDOcCpkOh12HRjXPd3v/q1UPQ62uhULjBwWFoDDkHAAeHMbYOgYaoyspKGAyGDh1+vLy8cPHixU73PXPmDLKzs1FQUCAtSjx+fOu/26SkJCxZsgRbtmwBAAQEBCA/Px+7d+9GdHQ0SkpKkJKSgpKSEmmqr4SEBKSlpSElJQU7d+6Upihzc3OT1i20VNaZmzdvIjo6GocPH8awYcPuWJ/6D7XaNK2F6/BSG0dCRHdLFEX89a9/xcaNG6XXbY3y88On5z6GysEBSvvW6WVlNkisREZG4tw5y9evL7/8Ml5++eU+joj6k0vfvQad7hYcHQMwdep+yOUqW4fUo9pOV3bj+lEAwJjRTzK5Qn2uv7dPvLxM7Q8PD0/4+PgAaG2feHqOxKhRAXf8jLW1An72s804fPgwfHxCoFZ/BUAGZ+fJHeqqlJ5QKtwsTrnWH/TpGiwDwdXYWMBghO9ruyBn45OIiO7CsCmhwG3Tc6N79y8Avvt+NwA0z0/KHos08D35uwVWt7X/E39i9zzrddtNwbv+v8PvJawekZubi5EjR0qNl/YKCgrw8MMPm5XNnTsXycnJMBgMyMvLg8Fg6LC/RqOBu7s7esqGDRvw2GOPYf78+T32ntQ3/qPyb3D1+C3Kr04AYLoxO1DmoyYaqkRRhE6jgbaxAdqGBijUaqxcuRJhYWEwGo24df0q7JRKKNT2UNrbw97BEa5ed06W94UDBw6gsbHR4raujJakwW38uGehVo+Eu9u8QZdcMWlNsCiUwzFsWAh8fB6xYTzUmwZrG2Uwtk9kMtP6Ov0VEyzt1H14FjAaIWo0tg6FiIgGqOqqWgCmofKl+vpu7avRtC6a6Of3WE+G1e8MHx6O27dNi2y7DX/AxtFQb1Kour4WUW/V7YyHhwfkcjnKysrMysvKyu44OsTe3v6ejl1XVwe5XI6cnBxp2H4Lpx5cE/DDDz/EP/7xD7z++usATDf/jEYj7Ozs8NZbb+GJJ57osWNRz1IZ9BiGGtzW9Z9FgImoI4NO1zzll2naL6OhdU5+o9EAD3cPaX560d+/30775efnZ+sQqB9Tq30xftzPbR1Gr2nbuc1/wotwcgq0YTTU2/pzG4Xtk4HVPmGCpT2ZzJRgMfa/+dyIiGjgMSrV3apfW5snPff2+nFPh9OvtCRXAGDy5N/YMBIa6pRKJUJDQ5Geno5Vq1YBMK2tkp6efsdpbYODg3Ht2jUUFRVZ7CU2adIkZGZmmpVlZmYiICAAcrkcISEhMBgMKC8vx7x51nvG3ausrCwY2tzse+edd/Daa6/h/PnzvJlGRHQX2o4mE0URt25cg0Gvl7bLZDIo7R2gbDftF4B+m1whskYURRgM9bCz67mbq/1R2zVYLK0tQ9RX2D4ZWO0TJljaEQQBIgAYDXeqSkREZFH99cuA71QAgGdN1xshomjAV19vAACMHLl+0F/Uq1Te0GhKm5973aE2Ue+Ki4vD448/jpkzZ2L27NlITk5GfX09YmJiOt1vwYIFmD9/PlavXo2kpCT4+/vj4sWLEAQBy5YtQ3x8PGbNmoUdO3YgKioKWVlZ2Lt3L958800ApjmP161bh/Xr12PPnj0ICQlBRUUF0tPTERwcjOXLl/fI55s0aZLZ6y+++AIymQxBQUE98v7Ue3I8glCGxZjl/SXwHQARbdf8JKI+YjbtV2MDDDodPEaPhSAIEAQBSnsH6HVaqOxNCRWFWs3p/GjQKC09gfyCFwAAixcVma1VMpi0/TebeX4eFi7Ig1zu0MkeRL2H7ZOBgwmW9uRyQKcDjP1z0RwiIur/tHU10vNhuq6faq9e+0vzMwET/Tf3cFT9z9Sgvcj7JhYTJ/7S1qEQISoqChUVFUhMTERpaSmmT5+OtLS0DgtLWpKamoqEhASsXbsW9fX18Pf3x65duwAAM2bMwPHjx5GYmIgdO3bAx8cH27dvR3R0tLR/SkoKXnnlFcTHx+P69evw8PDA/fffjxUrVvTWx6UBJFceggtCMAIdO1/QlIh6nvm0Xw0wGszvE+i1WihUpnUoho3wZEKFBq2W5AqAQZtcsWwofVbqb9g+GTiYYGmveaiuKHKKMCIiujttJ31olDV1aR9RFPHtt6+0vIJMpuzxuPobF5cQPDA3884VifpIbGzsHYfcW+Lm5oaDBw9a3b569WqsXr3a6naFQoFt27Zh27ZtFre7urp2uDa1VNYd0dHRZo0oIiICjAaDaURK832Bhppq1FfdlrYLMplphIqDA5T29rBTtF6vMblCg9VQuz8mCHKIomlWG7lcZeNoaKhj+2RgYIKlndYpwjiChYiI7s5wvQbLvvkUgihCa9Tcsb4oGpGZ2brI++jRG3ozPCIiGoCMRtMNX0HGm7hEPUUUjdA1aaSF6XWaJrh6+UDl6AgAUDk4QtvUKCVVFCpO+0VDj2kaPFPSYWrQm7YOp9ctWlgAre42VEoPW4dCRAMEV1Zrr2WxOSZYiIjoLrnKBYy9WYoxt8ogM3beCC8tfQcfnp0IjbZMKvOf8GJvh0hEXXTkyBE4OTlZfEyZMsXW4UkiIyOtxrlz505bh0f3oKnJtJZXdTXXqiLqCQa9HvVVt3H7h+sov1yMWzeuoe72LWibGpvXWWkdfay0t4e73yg4ublDqbYfFMmVU6dOwd/fH3K5HM8995zVMqIWZWXvImT6X7BwQT48PSNsHU6vEwQ5kyvUr7F90v9wBEs7AZmfmJIscs6zSEREd0dh13oOseukL0N9/Xe4kB9nVrZwwTeDovFONFisXLkSYWFhFrcpFIo+jsa6AwcOoLGx0eI2Nze3Po6GiKh/EEURep0WECGtlSIajai9WSnVkcnlUNrbQ9m8OL1dD/zfvm/fPuzevRulpaWYNm0a3njjDcyePfue37cnbNy4ETExMXjmmWfg7OxstcyajIwM/Pa3v0V2djZqamowceJEPP/881i3bl1fhE99rKLifXxz4RkAppEdRGR7bJ/0P0ywtCMoB/+c99RKFEXTaCWDAVAopJuaxoYGGDXN0/oYjYAoAqJoqi8Cdh7uEJqTcIaqKhjq6gGY6ii8vSFY+Q+t7fFEUTT9NBpNZTIZ5E5OUl3dDz9ANBhMxzYaTfWa4xCUSihHjZLqNhUWQdRqAdHYXFc0xWM0QlCpYT81SKrb8OWXMNbXt3lPAKLpuUythtO8eVLdunPnYLh9uzlGsfn4prqCUgnXVaukujVp/wd9Wanp2EYjAFHaT7CTw/2nP5XqVr/zDjSXLze/H8zrA/B6/nmpblVqKpoKLrbWEcU2sYjw3vIr6d/t7ePH0ZjzJUSx5XOJZvv57Nghfce3jx5D3blz0u/XtE9rPL6v7YKdh0dz3aOo+d/3TN8ZzI8vikb47dkD5ciRUt3bx463HlsUmz+bqb7fb38LdWCAFMPNAwfaHB9m+/n9/ndwCAkx1f3731Hx+p7mv0Gx9e+i+W905BtvwGneA9Lv2GHGDIt/g9Q3ZE72KPQaBZkowru01mq9uvois9eLFxUNsUUjifo/Z2fnO95s6g/8/PxsHQL1EdEgQpAzEU9kiSiKMOj10pRfpoXpDVA7OsHV2wcAIFcoYO/sDDul2rSOilLZo51bjh07hri4OOzfvx9hYWFITk5GREQECgsL4enp2WPHuRt1dXUoLy9HREQEfH19rZZ15vz58wgODsaLL74ILy8vnD59GuvXr4eLiwsXPx5kRFHE13lPSa8FgbcQifoDtk/6H/7vOMCJOp0pGWD2aISo1UDh6wvVhAkAAENtLarf+QdErbb5oYGo1cKoMb12mDULLiuWAwD0t27hxosvwdjYALFJA9FoAAxGiAY9YDDC+cEH4Rn3C9PxRRHG+noYbt40HbuxCaKmCRBkcLy/NZta/c9/Ql9eDlGnh6jXQ9TrIOp0gF4PQamCZ3xrD+6KffuguVjYXM9UFwYjRKMBgkyOMX85JNUt3b4D9dmfSdvb/oTRCP+PMqQFCm+8tBk177/fmtQwGMymggvM+QJC81y7pa/8N6pPnLD6vU889zHsRowwxfvGXtw+csRsu523NwDAYfYs+P3mN1J54fQQiBrL6zE4zJ5t9tmKf/IIDFVVFuuqp07FuL8fl15ffepn0N/4wWJdpf8ETDh9Wnr9w5ZEaL/7zmJdhZ8f/NPPSK8rkn+HpgsXLNaVu7mZJVhuHz6Mhi++sFhXcHAwT7C8+y7qPz5nsS5gnmCp+/gcav/v/6zXfXkzWppDjTlfovqdd6zW9d6yRXreVHgRdenpVusam1p/T9qSq2jIzrZaV2yTkdeXV0BTYL1nj9hmygFjXS10165Zr6vVtdlPC0N1tfW6Bn2bF0NrEcL+qMwow9n7QmFn0GNe6cdW643wWIoJ45+Ho9NEjPBY0ocREhHRQKFW1wEAXFzK7lCTaPBr0DVYLBdFEfW3bkHQGmDQma6hGw2m625BECAa5FC22Vfl5gq1nfqO7+ugcOh2jElJSdiwYQNiYmIAAPv378e7776LgwcP4qWXXup036qqKrz44os4deoUqqur4e/vj127dkmJi9TUVCQmJuLSpUvw8fHBz3/+c8THx0v7azQa/PKXv8Tf/vY3VFVVISgoCK+99hoWLlyIjIwMLFq0CACwePFiAMDZs2ctli1cuNBqjC+//LLZ62effRbvv/8+Tpw4wQTLIPN13kbpubf3TyAIXGWAiMgSJljaKd2+HYaqaoyIi4NyZM9k2vSVlaj98ENTb3ODwXSD32AEjKafDjNnwmGGqZe6rqwctw8fNksWGBsaYKyugaGmBi4rV8J19SMAgKbCQhQ/vMrqcd2eeAJeL5huVBuqa1D2yivWg5QJUoIFgoD6c9ZvfuvLywEAl9c+hqb8fIsJAztvb0zMOCu9vnX4MJq++tryoYcNM0uwNHzxBRqyPrV88HYjQ3Q//ADtJcvJAgCmJEpzgkXUaiE2WL5wBiCNngAAWOrAJAjSQ2xzA1tQKCCo1aZRCM3fhb601HT4ypvm7yHr5IKk3bo/goM9BI3G1JtKEEz7ymQQBAFyZyezugpPr+YQTXUgCKb9ZDIo/Uaa1VVNmACZSiXVg0yQ9mtJGrWwnzYNclfX5rpt3r/daBsAcAifY0osCYJp8VWprgBZu5FhzosWQTlqdJvjN9dv8/229CJzfvBBKMeNbf5MrTG3fEahzXR+wx6KhCogoM3vCs0JNtNrmb29VNdlxQqoJ01q/a7MYgDshru21l35Y9MoIKkOmj+nqb6dj4953ZAQ8+O32U85fnxrvD/+MRxmzmwTr6zN9ydAOXp0m3iXw3HO/dL7tPx+W/a1c3eX6qqnTgV1tGvXLmzevBnPPvsskpOTe/VYzgHTgeaBK03Dra/pJZMpMHbsz3o1FiIi6ll9eT4BgLW3jsPJ7U1UX2+5phNh+WKVaPAL+6vlKVEA4H73WdgxaTMEQYBCpcaPzz6GJkOTxbozvWYiZVmK9HpZ6jLc1tzuUC/v8bxuxafVapGTk4PNmzdLZTKZDEuXLkVWVlan+xqNRkRGRqK2thaHDx/GhAkTkJ+fD3lzeycnJwdr1qzB1q1bERUVhfPnz2PTpk1wd3dHdHQ0ACA2Nhb5+fk4evQofH19cfLkSSxbtgx5eXkIDw9HYWEhAgMDkZqaivDwcLi5uVks667q6mpMmjSp2/sNdX19PumuER4/QmWlqVPi5Em7bRwNEVH/xQRLO7Vn0qEvL4f7f/0UQOcJlvqsLNh5ekI1YQIM1dWoz/oU9Z9mofHLf8H9ySelhIW25CpKE39t9X1GPPuMlGAx3L6Fm2+/bbVu26me2t4sFhQKyBwcIDg6QKa2h6BSmd0slzs5wnnZMghKBQSlEjKlCoJSCUGlgqBUwD4oqE1dJ/js3AmZg+l9BDs70419udx0E97D9L6CXC4lFAR7e8icHCFT20OmVnW4Ue+0YAFUY8cBCjsIdnYQ7BSmnwoFZA72ZnXd/uM/MOxHPwLa1pPLAJkcgp351Dkjnn0Gbo+vb41PkLXWlZuvpeO1+SWM+MVzphvezZ9FaPNT1iZh4LN9O3y2b5duXnc2ZNzrpRfh9ZJpQWr97duoP3cOdt7ekDk4mpITbfif+cB0vOYYpJ+C0GHdn4kffmj1mO2NPfq3Ltcd+fvfdbmud+KWO1dqNmLTpi7XHb52bZfrSom/LnBasABOCxZ0qa5DaCgcQkO7VFd9331Q33dfl+oqx46FcuzYLtVVeHlB4dW1BWvlrq4d/p6saZ/QIuDzzz/HH//4RwQHB/fJ8W7V1gMYBgC4Llpu2Ov19RBFHRQK1z6JiYiI7l1fn08AwEGnwQhUoEE7ps+OSdSfGI0G6BqboG203lkOME39NdzHFwq1PWTNHdP6WmVlJQwGA7zaXeN7eXnh4sWLne575swZZGdno6CgAAEBpimFx7fpnJWUlIQlS5ZgS/Oo/ICAAOTn52P37t2Ijo5GSUkJUlJSUFJSIk31lZCQgLS0NKSkpGDnzp3SFGVubm7wbp51wVJZdxw/flz6v5G6zhbnk+7y8fkJlEp3uLiEco1IIqJOMMHSXstoB2PHKXYavvwSyjFjpJ7iFb9/A415eXCcPRsNX34Jsan1JlpDzhfSjWG5qyucFi82v/Hf5qcqMFDaT+7m1pwwaN0uc7CHbNgwyIe5QBUwUaqr8PNDwGefQmZvf8e1Y+SurhiZ/NsufQWCQgHXR35yx3re27dDUNjBzt0dMofOh0535+a785KuT5PT1ZveADokfTojyO9uDQS74cPhsnKl9e1tRhkQUd+oq6vDunXr8Pbbb+OVzkby9RK9wvL/zxUV7yO/IAEe7osxbZr1xDoREfUPtj6fEA1F9VW3UdVQZxq4BeAfc/4KALBTKqFU28PRdThkzW03uUwOlVwl7ZuxJsPq+8raTXWUtjqtZwO/C7m5uRg5cqSUXGmvoKAADz/8sFnZ3LlzkZycDIPBgLy8PBgMhg77azQauPdSO/Ts2bOIiYnB22+/jSlTpvTKMQajgXA++eGHk3B3nwcPj0W2DoWIqN9jgqU9WXNW3mgwKzY2NeH6s8/BUFeH0Qf/BPvgYMjd3AC9HvXnzwMA7Hx84PzgUtOUX216xqvGj8OoN/d16fAKT094tRlO3BlBLofcxaVLdXuDavw4mx2biKirnn76aSxfvhxLly69YwNGo9FA02baw5qamrs6ZtMPJYCPaWTgyDoni3UaG68AAJSqrid/iYjIdmxxPgGAXPdJuIkHMM3rG+A7SDeaiQYLg16P0u++xdVvvkLJha+x9L+ehoObKSEgs7MDRNPoFKW9PVzsvaFU20Nud+dbGd1ZP+Vu1lqxxMPDA3K5HGVl5msmlZWV3XF0iL29fafb76Surg5yuRw5OTnStGItnJwsX4/ei48++gg//vGP8dvf/hbr16/v8fcfzGx1PumqhoZi5BckwM7OFfeHpUHF9goRUae4QlU7gqz5QqTdehi3//o36CsqIB/uCvWUKRDkcozatxej//xneL28GaMPHYL/h+nwfvllDPvRjzhSgYioHzh69Ci+/PJLvPrqq12q/+qrr8LFxUV6jBo16q6Oq62plp67aSyPiGtsLAEA2NtzyhciurNTp07B398fcrkczz33nNUy6h22Op8AQI7dTLwrPIxqp565AUxka6LRiLLi7/DFP0/gxK6t2PfTtTia+Dwyjx/G1Qtfo+Sbr6S6KnsHjBg9FiNGj4XLCC/YOzl3KbliK0qlEqGhoUhPT5fKjEYj0tPTMWfOnE73DQ4OxrVr11BUVGRx+6RJk5CZmWlWlpmZiYCAAMjlcoSEhMBgMKC8vBz+/v5mj7uZ+qszGRkZWL58OV577TU8+eSTPfreg50tzydddf26aQpyvb6KyRUisortk1ZMsLRnYYow3Y0bqNy7FwAw4umnzdY3cLw/DG7r18MxbDbnpCQi6keuXr2KZ599FkeOHIFare7SPps3b0Z1dbX0uHr16l0dW9bmdKARNBbrNDSPYHFggoWo39i3bx/Gjh0LtVqNsLAwZGdn2zokycaNG/Hoo4/i6tWr2LFjh9Uyay5fvgyheV25to9PP/20L8If0Gx5PiEaDERRhF6rlV4Xf5WDwy89i48OH0Txv76ArqkRaudhCAibiyU/3YTxITOlujK5HHKFwhZh37W4uDi8/fbbOHToEAoKCvDUU0+hvr4eMTExne63YMECzJ8/H6tXr8YHH3yA4uJivPfee0hLM01fFh8fj/T0dOzYsQNFRUU4dOgQ9u7di4SEBACmNVnWrVuH9evX48SJEyguLkZ2djZeffVVvPvuuz32+c6ePYvly5fjmWeewerVq1FaWorS0lLcunWrx44xWA2E84nRqEXJ1T8BAKZMSe7VYxHRnbF9MjD0364fNtKSJKn4/e/R+PXXmPDuaVyJjoGxoQH2oaFw+cmd1yYhIiLby8nJQXl5OWbMmCGVGQwGfPzxx9i7dy80Gk2H6RNUKhVUKlX7t+o2F4MOS/M/hyCK0IiWEywtU4RxBAtR/3Ds2DHExcVh//79CAsLQ3JyMiIiIlBYWCgtAGwrdXV1KC8vR0REhLRwsaWyrjhz5ozZPPm9NS//YGLL80lbYnP/L8GOfeSo/6suL0PJha9w9ZuvUXLha0xZsATz1j4OAPALnAK1oxN8Aydh1JRgjA6ahhGjx0KQtf5tN7VZ33SgiYqKQkVFBRITE1FaWorp06cjLS2tw8L3lqSmpiIhIQFr165FfX09/P39sWvXLgDAjBkzcPz4cSQmJmLHjh3w8fHB9u3bER0dLe2fkpKCV155BfHx8bh+/To8PDxw//33Y8WKFT32+Q4dOoSGhga8+uqrZqMwFixYgIyMjB47zmDUX84nnamruyg9H+HxYJ8dl4g6Yvtk4ODVeXvNF3UNn34KsaEBlxYthq6kBDJnZ/hs32Z20UdERP3XkiVLkJeXh9zcXOkxc+ZMrFu3Drm5uR0aLz3JVQb4V1zHhMobkBk7jm7U6+uh090GANjbj+y1OIj6C11Tk9VH217Nd6qr02q6VPduJCUlYcOGDYiJicHkyZOxf/9+ODg44ODBg3fct6qqChs3boSXlxfUajWCgoJw+vRpaXtqaiqmTJkClUqFsWPHYs+ePWb7azQaJCQkwM/PD46OjggLC5NuUmVkZMDZ2RkAsHjxYgiCYLWsK9zd3eHt7S09FAOsZ7gt2PJ8AgBNTaa1E6qrfHr1OET3wmgwoCDzI7z/x9/jwM9/igM//yne3/97FHySgfrbt3D94gWprsrBAU8dOIKfvPhrzFzxE3iOHT/o2tmxsbG4cuUKNBoNPvvsM4SFhXVpPzc3Nxw8eBCVlZVobGxEXl4eli9fLm1fvXo1Lly4AK1WiytXrkijV1ooFAps27YNxcXF0Gq1uHHjBk6cOIGpU6cCAFxdXSGKIhYuXCjtY6msM3/+858himKHB5Mrd2br80lX1NbmAwCGDw+HXN61UTZEA1VftlHuBtsnAwdHsLTj+5vf4PK//VuH8lH7/wDVhAk2iIiIiO6Gs7MzgoKCzMocHR3h7u7eobynKe1akypyC30ZdLoqAIBMpoRc3vOLjhL1N79//FGr28aFzMQjL22VXr/55DroNZZHfo2cHISoX++SXr8d+wQaazsu9hp/7HSHss5otVrk5ORg8+bNUplMJsPSpUuRlZXV6b5GoxGRkZGora3F4cOHMWHCBOTn50s3SXJycrBmzRps3boVUVFROH/+PDZt2gR3d3ep13FsbCzy8/Nx9OhR+Pr64uTJk1i2bBny8vIQHh6OwsJCBAYGIjU1FeHh4XBzc7NY1hUrV65EU1MTAgIC8MILL2DlypXd+q6GIlueT4j6q8a6WlSXlcJ7wkQAppkgzqb8Ufo/WSaXw3tCAEZPnYbRU4LhM/E+s/1lMtvfSCbqawPhfFJb+w0AwMkxwMaREPW+vmyjsH1i3WBonzDB0o7hdsd5Q4c99BDs2wzhJCIi6oydkwO+97CHIIrwrmjssF0mU8DPdy1EGLl+F1E/UFlZCYPB0GH6Fi8vL1y8eNHKXiZnzpxBdnY2CgoKEBBguhkxfvx4aXtSUhKWLFmCLVu2ADDNkZ+fn4/du3cjOjoaJSUlSElJQUlJiTSUPiEhAWlpaUhJScHOnTulKQDc3NykhYotlXXGyckJe/bswdy5cyGTyZCamopVq1bh1KlTA7IRM5SJeiOnCaM+p21qxPWCCyhpXoS+/PL3cHIdjif/cMg0Z7pMhqlLImA0GDB6SjD87psMpb2DrcPuV44cOYKNGzda3DZmzBhcuHDB4ra+FhkZiXPnzlnc9vLLL+Pll1/u44ioLzU2lgAAnJwm2TgSoqGN7ZOB1T5hgqUdQdVxCKTPzv/mDTAiokGgr6YuKDPK8P6UUNgZ9Li/omMDVaXyxH33vdInsRD1B88c+n9Wt7WfFmbTW0esv5HM/Hpsw947D4/vbbm5uRg5cqTUeGmvoKAADz/8sFnZ3LlzkZycDIPBgLy8PBgMhg77azSaHp1/2MPDA3FxcdLrWbNm4caNG9i9e/eAa8D0B305FY5aXQcAcB5WbioQ++zQRPjqg/eQ//GHKP2uCEaDwWybytEJjbU1cBjmAgDSGitk2cqVK61OFdafpkM5cOAAGhs7dhAC0OXeyNR1/W1qteDgt9HUdB1KJX/XNPgN1jYK2yd9jwmWdire+L303Hv7NjiGh0Om5ryTRETUdU4B04Fa0/PGYYZO6xINBYpuXEv1Vt3OeHh4QC6Xo6yszKy8rKzsjr2v7O3t7+nYdXV1kMvlyMnJ6TD3upNT704hGBYWhg8++KBXj0H37t+qUrHe9SAaS1satMywUNfV3qrEW09FY9qDkVj6X09brScajSi/UoySb77C9IjlUChNi2rf/uE6bhQVAACGjfDC6KBpGB0UjFFTguE0nDdgu8PZ2Vman74/8/Pzs3UIZENyuQqOjuPvXJFoEOjPbRS2TwYWJlja0ZVcBQC4rv13DF+zxsbREBHRQFRVWw9gGADgB3TsAajX10EUDbCzc4YgcJoXIltTKpUIDQ1Feno6Vq1aBcA0d3F6ejpiY2M73Tc4OBjXrl1DUVGRxV5ikyZNQmZmpllZZmYmAgICIJfLERISAoPBgPLycsybN6/HPlNX5ObmwseHC6f3d8M0DfDCVVxpuvNUC0TtvfVUNADTSJR5j8VA5dA6bVdVWSlK8nJx5ZuvcPWbr6T54j3HjMeY4OkAgEnzFsHNbxTGTJ0GF0/+DRIREfUFtk8GFiZY2rHz8oK+vBxO8+fbOhQiIhoE9HbKDmVXrx3C998nwddnDSZNetUGURFRe3FxcXj88ccxc+ZMzJ49G8nJyaivr0dMTEyn+y1YsADz58/H6tWrkZSUBH9/f1y8eBGCIGDZsmWIj4/HrFmzsGPHDkRFRSErKwt79+7Fm2++CcA05/G6deuwfv167NmzByEhIaioqEB6ejqCg4OxfPnyHvl8hw4dglKpREhICADgxIkTOHjwIA4cONAj709E/d/emDWIO/pPXMnLxZm396K63LxXrEKlxqgpUyFXtk5X5TVuArzGTejrUInIBurqilBy9SCcnAIxelTn1z9E1PvYPhk4mGBpr2XePJFD74mI6O40lV0HvEwjWHwbO04FodNVAQAUCtc+jIqIOhMVFYWKigokJiaitLQU06dPR1paWoeFJS1JTU1FQkIC1q5di/r6evj7+2PXrl0AgBkzZuD48eNITEzEjh074OPjg+3btyM6OlraPyUlBa+88gri4+Nx/fp1eHh44P7778eKFSt69DPu2LEDV65cgZ2dHe677z4cO3YMjz76aI8eg3reBTd/fIKZuG/Et8B3pmYKV4ekuyUIAhxdXFFdXgaZXA6fiYEYHTQdY6ZOh7d/AOR2vEVANFTV13+LH374O1xcQplgIeoH2D4ZOHj11I7+xg8AgMbcr+C8eLGNoyEiooFIW30TaL7m8WiSd9iub06w2DHBQtSvxMbG3nHIvSVubm44eND6YparV6/G6tWrrW5XKBTYtm0btm3bZnG7q6srxHadfyyVdebxxx/H449zAeqB6FPFHFwQgvH0sN/aOhQaJDxGjcEjL22F36QpUKrvbZ52Iho8mjSm+2EqFacDJOov2D4ZGDjxezv6igoAwM233rJxJERENFC17VmskWk7bOcIFiIiuht6ud7WIVA/JxqN+OFSIQqzPgEARP16l7QtdPkqAIAgk2FcyEwmV4jIzKVLpqmL1UywEBF1CxMsREREPWyYUY+FhV9i3rdfQSM2ddiu01cBYIKFaCA4cuQInJycLD6mTJli6/AkkZGRVuPcuXOnrcOjHlLjUgWZsuPISBraNA31KMz6BGlv/hb7f7Yef/1lPD54+w0YDQaMnByETQf+ig17D2Lh+v+ydajUD5w6dQr+/v6Qy+V47rnnrJbR0CWXO9o6BCLqBNsn/Q+nCLNG4MzGRER0d1wEEfeVlgAABKNTh+3SCBY71z6MiojuxsqVKxEWFmZxm0KhsFhuCwcOHEBjY6PFbW5ubn0cDfWkpiYnwB6ouu0NO5XK1uFQP1KQ+RHy0v8P1y9egNFgkMqV9vYYHTQNTfV1cBjmAnvnYbB3HmbDSIeeffv2Yffu3SgtLcW0adPwxhtvYPbs2bYOCwCwceNGxMTE4JlnnoGzs7PVMmsKCwvxs5/9DPn5+aiuroavry8ee+wx/PrXv+5X50XqPoXCDTrdLXh6LrN1KETUCbZP+h8mWNpxi47GrT//GcMiI20dChERDVAKu9bexXYWBotyijCigcPZ2fmON5v6Az8/P1uHQES9yKDX41r+N/AJCJSm9rp1/RquXvgaADDcdyTGh8zE+Bmz4HffZMjt+s8NlqHm2LFjiIuLw/79+xEWFobk5GRERESgsLAQnp6eNo2trq4O5eXliIiIgK+vr9WyzigUCqxfvx4zZsyAq6srvvrqK2zYsAFGo3HQ9UgeSkRRhF5fDQCwU7jYOBoi6gzbJ/0PpwhrR+5qOpHIHDkkkoiI7o7SyR4lwz1xdfgImK/IYuLluRyeng9BqfTo++CIiGjAGvaDM4xaw50r0qCgbWpE0WeZ+N+9e/CHJ9fh//33r3Dlq39J2+8Ln4dFj2/AE797C0/8dj8Wrv8vjA6aNqiTK8aGBusPjabrdZuaulT3biQlJWHDhg2IiYnB5MmTsX//fjg4OHS62HCLqqoqbNy4EV5eXlCr1QgKCsLp06el7ampqZgyZQpUKhXGjh2LPXv2mO2v0WiQkJAAPz8/ODo6IiwsDBkZGQCAjIwM6Ybc4sWLIQiC1bLOjB8/HjExMZg2bRrGjBmDlStXYt26dTh37lw3viXqb0RRhxEjIuA2fC5H2RMRdRNHsLQjak2LEQsKfjVERHR3ykQ5/jd4FuwMetx37v0O2wMDt/Z9UERENCCpVHUAAOdhlaYC0YbBUK/TNDSg6LNPcOnzT1HydS70Oq20zX6YCzSNrTf93UeOhvvI0bYI02YKZ4Ra3ea4YD5G//GP0uuiuQ9AtDI1icOsWRjzP3+RXl9ashSG27c71Jt0saBb8Wm1WuTk5GDz5s1SmUwmw9KlS5GVldXpvkajEZGRkaitrcXhw4cxYcIE5OfnQy43jYzOycnBmjVrsHXrVkRFReH8+fPYtGkT3N3dER0dDQCIjY1Ffn4+jh49Cl9fX5w8eRLLli1DXl4ewsPDUVhYiMDAQKSmpiI8PBxubm4Wy7rj0qVLSEtLwyOPPNKt/ah/kcmUmBr0hq3DICIakJhFaKfu3CcAgKaiIhtHQkREA5WzfxBguh+GxmHsaUxERHfv0ZqTsHM5DGN5y1QQzLAMNga9Thp10lhTjff3/17a5uLlDf9Zc+A/6374BtwHmUxu7W2oH6isrITBYICXl5dZuZeXFy5evNjpvmfOnEF2djYKCgoQEBAAwDRapEVSUhKWLFmCLVu2AAACAgKQn5+P3bt3Izo6GiUlJUhJSUFJSYk01VdCQgLS0tKQkpKCnTt3SlOUubm5wdvbGwAslnVFeHg4vvzyS2g0Gjz55JPYvn17l/clIiIaTJhgacfj6U0oe/VVeMbF2zoUIiIaoG7VNQJQAgBK5O2mqzBqYDA0wc7OGYLAmTqJiKhzrk218HIpxpWGWbYOhXpQTUU5Cj/9BEVZ5+Dk5oGHE34JAHD19kFg+Hy4jxwF/1lz4DFqDASh43SjQ1XglznWN8rNk08BmZ9YryszvwbzTz9zL2H1iNzcXIwcOVJKrrRXUFCAhx9+2Kxs7ty5SE5OhsFgQF5eHgwGQ4f9NRoN3N3dezzeY8eOoba2Fl999RWef/55vP7663jhhRd6/DjUN4xGPQRBxvYJEdFdYIKlHeeFC+G8cKGtwyAiokFC327Kydu3P0PuVzFwcpqMsNn/tFFURERE1NdqKstRlPUJCj/9BKWXWmdMUFy7Cr1WCzulqXPGimd5k9oamYODzet2xsPDA3K5HGVlZWblZWVldxwdYm9vf0/Hrqurg1wuR05OjjStWAsnJ6d7em9LRo0aBQCYPHkyDAYDnnzyScTHx3c4Ng0MFZXv45tvnoG7+3xMn3bn9YKIiKgVU9NEREQ9TFP+g/Tcpcm8wa7TVQEAFHbD+jIkIhrgTp06BX9/f8jlcjz33HNWy2jwKRw+DqfxMBo8dKYCzhA2IH3w1l68/fQT+OjwQVNyRRAwavJULPnpJvz0929LyRUa2JRKJUJDQ5Geni6VGY1GpKenY86cOZ3uGxwcjGvXrqHIynTlkyZNQmZmpllZZmYmAgICIJfLERISAoPBgPLycvj7+5s9ujP1190wGo3Q6XQwGo29ehzqPaY2ighBUNg6FCIaINg+acUECxERUQ/TVlVKz72azBspOn0VAEChGN6XIRFRF+zbtw9jx46FWq1GWFgYsrOzbR2SZOPGjXj00Udx9epV7Nixw2pZZ0RRxOuvv46AgACoVCr4+fnhv//7v3s7dLpHnyjn4W/Cetx26fke6NQ7tE2NyP/4Q2gaWhekH+7rBwgCRk4OwpInnsLP9v8Fa379Kqb/6CE4uvKaYDCJi4vD22+/jUOHDqGgoABPPfUU6uvrERMT0+l+CxYswPz587F69Wp88MEHKC4uxnvvvYe0tDQAQHx8PNLT07Fjxw4UFRXh0KFD2Lt3LxISEgCY1mRZt24d1q9fjxMnTqC4uBjZ2dl49dVX8e677/bY5zty5AiOHz+OgoICfP/99zh+/Dg2b96MqKgoKBS8OT9Q6XXVAACFnYuNIyGittg+GRg4RRgREVEPa9t7wU40X+S+ZQSLnYKNF6L+5NixY4iLi8P+/fsRFhaG5ORkREREoLCwUFoA2Fbq6upQXl6OiIgIaeFiS2V38uyzz+L999/H66+/jqlTp+LWrVu4detWb4ZOPcwg6G0dAllhNBhw5et/If/cWVz64lPoNRpEPPUcghYuBQAELXwQ981dAKfhbjaOlHpbVFQUKioqkJiYiNLSUkyfPh1paWkdFr63JDU1FQkJCVi7di3q6+vh7++PXbt2AQBmzJiB48ePIzExETt27ICPjw+2b9+O6Ohoaf+UlBS88soriI+Px/Xr1+Hh4YH7778fK1as6LHPZ2dnh9deew1FRUUQRRFjxoxBbGwsfvGLX/TYMajv6fTNCRaFq20DISIJ2ycDB0ewEBER9TAnox5zv/0ac777BjBozbZJU4RxBAtRv5KUlIQNGzYgJiYGkydPxv79++Hg4ICDB+88D3lVVRU2btwILy8vqNVqBAUF4fTp09L21NRUTJkyBSqVCmPHjsWePXvM9tdoNEhISICfnx8cHR0RFhaGjIwMAEBGRgacnZ0BAIsXL4YgCFbLOlNQUIA//OEPeOedd7By5UqMGzcOoaGhePDBB7vxLZGtVQ2/BZmafeT6k7LvL+Hsn9/CH596HCd2bcXFzI+g12gw3MfXbC0KtZMTkytDSGxsLK5cuQKNRoPPPvsMYWFhXdrPzc0NBw8eRGVlJRobG5GXl4fly5dL21evXo0LFy5Aq9XiypUr0uiVFgqFAtu2bUNxcTG0Wi1u3LiBEydOYOrUqQAAV1dXiKKIhW3WnbVU1pmoqCjk5OSgtrYWdXV1uHDhAjZv3gy1Wt2l/al/ahnBwk5gRP0H2ycDB6/OiYiIepirIGLqje8BADJRZbZNGn7PxgsNIUatweo2QRAgKGRdrAsICvkd68qU3VtgV6vVIicnB5s3b259D5kMS5cuRVZWVqf7Go1GREZGora2FocPH8aECROQn58v3VjNycnBmjVrsHXrVkRFReH8+fPYtGkT3N3dpV7HsbGxyM/Px9GjR+Hr64uTJ09i2bJlyMvLQ3h4OAoLCxEYGIjU1FSEh4fDzc3NYlln/vnPf2L8+PE4ffo0li1bBlEUsXTpUvzmN7+5475kW01NToA9UFXlDZW9o63D6bcqSi5D01CPkfdN6bNj1t6sxOGXfwGIpoVx7Ie54L7w+Zg0byG8JwRAEIQ+i4WI6F5II1g4RRgNIX3ZRmH7pKPB1D5hgoWIiKiHKeysXzzp9Leb63AECw0dNxLPW92mDhwOj5gg6fUPOz6FqLO8SK5ynAs8NwZLr0tfy4axvuOUSSN3zetWfJWVlTAYDB2mb/Hy8sLFixc73ffMmTPIzs5GQUEBAgICAADjx4+XticlJWHJkiXYsmULANMc+fn5+di9ezeio6NRUlKClJQUlJSUSEPpExISkJaWhpSUFOzcuVOaAsDNzU1aqNhSWWe+//57XLlyBX//+9/xl7/8BQaDAb/4xS/w6KOP4sMPP+zK10T9Ae/XW/WX52MBABv/cAhObu69coyKK8W4UVSAaQ8+BABwdvfAhNDZsFMoMXn+YowJDoHcjk1ssuzIkSPYuHGjxW1jxozBhQsX+jgiyyIjI3Hu3DmL215++WW8/PLLfRwR9QVOY0xDUV+2Udg+6WgwtU949UdERNTDVE72uOHiDkEU4V/dYLZtuGsY5HJHODiOs1F0RNSTcnNzMXLkSKnx0l5BQQEefvhhs7K5c+ciOTkZBoMBeXl5MBgMHfbXaDRwd++5m8RGoxEajQZ/+ctfpGP96U9/QmhoqNTbjPo/p2uOMGr0kKnYjLOmqa62RxMsOq0GRVmf4Ksz7+GHoosQBBnGz5gNZ3cPAMDDCb/iSBXqkpUrV1qdKqw/LQ5/4MABNDY2Wtw20HoUU9cNGxYMQZDDXj3K1qEQ0T1i+6Tv8cqciIioh5VBjn9Mnwe5wYDnzv2f2bYxYyz3XCQazHy3h1vd1v7GpM+W+zupa/7a+8XZ9xRXCw8PD8jlcpSVlZmVl5WV3bH3lb29/T0du66uDnK5HDk5OWbrNQCAk5PTPb13Wz4+PrCzszNrKE2aNAkAUFJSMqAaMEONSlUPAHByqjQVWO48OeTZD3NBY011x/8o7tLNa1fx9Zn3cOHjdGjqTb8DmVyOCTPDoNdqpHpMrlBXOTs7S/PT92d+fn62DoFsYKL/S7YOgajP9ec2CtsnA6t9wgQLERFRDxs2YQpQZ3re5Nxx+iKioaY7cw73Vt3OKJVKhIaGIj09HatWrQJg6lGVnp6O2NjYTvcNDg7GtWvXUFRUZLGX2KRJk5CZmWlWlpmZiYCAAMjlcoSEhMBgMKC8vBzz5nVv6oDumDt3LvR6Pb777jtMmDABAFBUVATANDUN9V+r6t7BT5z/DrubSlNB83ofZK6xxrR+QE1lOTxG3dvfdNFnmfhn0qvS62EjPBG8ZBmCFj0IR1dO8UlERDQY9Oc2CtsnA6t9wgQLERFRD6usawJgWtz+sp1WKhdFEXp9NezshkEQZFb2JiJbiIuLw+OPP46ZM2di9uzZSE5ORn19PWJiYjrdb8GCBZg/fz5Wr16NpKQk+Pv74+LFixAEAcuWLUN8fDxmzZqFHTt2ICoqCllZWdi7dy/efPNNAKY5j9etW4f169djz549CAkJQUVFBdLT0xEcHIzly5f3yOdbunQpZsyYgSeeeALJyckwGo14+umn8eCDD1qdPoD6B4+GKng5F6OkbpatQ+m3bv9wXXqe8Zc/YXxI976r26U30FhTA9+A+wAAY6ZOh9LeAaOmBGPa0mUYMy0EMlnPJHSJiPobUTQCECEI/H+OqD9h+2Tg6Jd3d06fPo3AwEBMnDgRBw4csHU4REREd02vaO3LoNdX4eNzofjwbCCMRp0NoyKi9qKiovD6668jMTER06dPR25uLtLS0josLGlJamoqZs2ahbVr12Ly5Ml44YUXYDAYAAAzZszA8ePHcfToUQQFBSExMRHbt29HdHS0tH9KSgrWr1+P+Ph4BAYGYtWqVfj8888xevToHvt8MpkM//znP+Hh4YH58+dj+fLlmDRpEo4ePdpjxyCylYPPtU6/Gbwkokv7GPR6FH36Cf6+45c4+OyTSP/THyA2jw5SOThi4x/+jFXP/wrjQmYyuUJEg1pj4xV8eDYQmecX2DoUImqD7ZOBo9+NYNHr9YiLi8PZs2fh4uKC0NBQ/OQnP+nRRXSIiIh6k7ayHPBwAQA4NzlI5TpdFQBALneATNZ/FjMlIpPY2Ng7Drm3xM3NDQcPHrS6ffXq1Vi9erXV7QqFAtu2bcO2bdssbnd1dZVu/HZWdie+vr5ITU3t1j5ke9+5jsZXCMQot1LgO1tH0/80VFeZvR5535RO61eV/oC8s+/jm7MftO4rCHAcPhw6TROUatO85Up7B+tvQkQ0iGh1twCIALimFFF/w/bJwNDvEizZ2dmYMmWKtLBaZGQk3n//faxdu9bGkREREXWN7lYZ4DERAODb2JpIaUmwKBSuNoiKiIgGogzVQlwQgvH08N/aOpR+6eMjKWavj/wyDk+9fQQOw1w61M089j/49MQx6bWj63AELfoRpi7+EVw879wblIhoMNJpbwMAlAquMUVEdDd6fIqwjz/+GD/+8Y/h6+sLQRBw6tSpDnX27duHsWPHQq1WIywsDNnZ2dK2GzduSMkVAPDz88P169c7vAcREVF/JbTp/WUnGqXnrQmWjjd9iKh/OnLkCJycnCw+pkzpvKd8X4qMjLQa586dO20dHvUQAwy2DqFfyfvwfVz4KL1D+bGtL6GhugqFWedwu/SGVO41IQAQBIydNgM/jtuMDftS8MC//yeTKzSknDp1Cv7+/pDL5XjuueesltHQodOZEiwKpZuNIyGirmD7pP/p8REs9fX1mDZtGp544gk88sgjHbYfO3YMcXFx2L9/P8LCwpCcnIyIiAgUFhbC09Oz28fTaDTQaDTS65qamnuKn4iI6F45GPUI+/4CBFEEjK2L3EsJFjv2DiMaKFauXImwsDCL2xSK/jPV34EDB9DY2Ghxm5sbb5gMFrdcKzDGof/83dlSY10t3v/j7y1uu3X9Kv7w5H8AAO5f/e+Yu8b0fHzITPzX7w8woUK9bt++fdi9ezdKS0sxbdo0vPHGG5g9e7atwwIAbNy4ETExMXjmmWfg7OxstawrLl26hJCQEMjlclRVVfVSxNTbdLpbAAAFR7AQDQhsn/Q/PZ5giYyMRGRkpNXtSUlJ2LBhA2JiYgAA+/fvx7vvvouDBw/ipZdegq+vr9mIlevXr3d6IfLqq69anQ+OiIjIFlwFESFXvwUACKJKKtfpqwAAdhzBQjRgODs7d+tmk620HQFOg0tTkxNgD1RVeVmc9mqounn1ivT8RxufkZItnuMmoPzy94AoYriPH+ydW78zmVzO5Ar1up7uVNqT6urqUF5ejoiICPj6+lot6wqdToe1a9di3rx5OH/+fG+FTH1Aq2uZImxw3fAkGqzYPul/enyKsM5otVrk5ORg6dKlrQHIZFi6dCmysrIAALNnz8Y333yD69evo66uDu+99x4iIiKsvufmzZtRXV0tPa5evdrrn4OIiKgzcrvW02vbpSJbpwhj7zAiIuqi7q0VOiTUVJTj2NaXAAD/tuW/EbToQTyyeRuefPPP+M9dv8Mzf/47njtyCk8k/xEzIn9s42ipJ+k0BqsPvc7Q9brartW9G207lU6ePBn79++Hg4NDp4sNt6iqqsLGjRvh5eUFtVqNoKAgnD59WtqempqKKVOmQKVSYezYsdizZ4/Z/hqNBgkJCfDz84OjoyPCwsKQkZEBAMjIyJBuyC1evBiCIFgt64pf/epXuO+++7BmzZou1af+S6flCBYionvRp4vcV1ZWwmAwwMvLvNeQl5cXLl68aArIzg579uzBokWLYDQa8cILL8Dd3d3qe6pUKqhUKqvbiYiI+pqDkz0qnEw9Zh1rW6exdBk2DZ4jIuHkONFWoRER0QDmWGIPY5MeMnWfNuP6nbYL2/sGToYgCBg3PVQqU6jVtgiL+sBbz35kdduYIHesiJ0mvT74/DnotUaLdX0nuuIn8TOk13/55Xk01ek61Ht6/+JuxdfSqXTz5s1SWftOpdYYjUZERkaitrYWhw8fxoQJE5Cfnw+5XA4AyMnJwZo1a7B161ZERUXh/Pnz2LRpE9zd3REdHQ0AiI2NRX5+Po4ePQpfX1+cPHkSy5YtQ15eHsLDw1FYWIjAwECkpqYiPDwcbm5uFsvu5MMPP8Tf//535Obm4sSJE936jqj/cXT0h9vwuXBwHG/rUIiIBqR+eWW+cuVKrFy50tZhEBER3ZVyyJEaughyowHPffy+VO7hsRgeHt1rqBMR0dCmUjUAAJwcTVO4iIahPaTl+sV8FGadAwQB/7nrd7DrR3ONE3WlU6k1Z86cQXZ2NgoKChAQEAAAGD++9YZ3UlISlixZgi1btgAAAgICkJ+fj927dyM6OholJSVISUlBSUmJNNVXQkIC0tLSkJKSgp07d0pTlLm5ucHb2xsALJZ15ubNm4iOjsbhw4cxbNiwrnwt1M+NGfMkxox50tZhEBENWH2aYPHw8IBcLkdZWZlZeVlZWZdO5ERERAOB87jJgOl+GJoctJ1XJiIi6sTyxtN4yPEdONxu7okvDt0Ei2g04uyhtwAAUxf/CJ5j2dt6qHnydwusbhPaTYD+xO551usK5q/X/3f4vYTVI3JzczFy5EgpudJeQUEBHn74YbOyuXPnIjk5GQaDAXl5eTAYDB3212g0nc4K0l0bNmzAY489hvnz5/fYexIREQ1kfZpgUSqVCA0NRXp6OlatWgXANAw2PT0dsbGxfRkKERFRr7nZoAFgmp7kirp1ugm9vhYymRoyGXvbEhFR1/jWVcLTsRgltbNtHYrN5Z87i7LvL0Fpb48Hov7T1uGQDShUcpvX7cy9dCq1t7e/p2PX1dVBLpcjJydHmlashZOT0z29d1sffvgh/vGPf+D1118HAIiiCKPRCDs7O7z11lt44okneuxY1PuMRj0MhgYoFByNRER0t3p8kfu6ujrk5uYiNzcXAFBcXIzc3FyUlJQAAOLi4vD222/j0KFDKCgowFNPPYX6+nrExMT0dCjdVlrdhC9LbqPkZoOtQyEiogGttXexTt7alyHz/EKczbgP9fWXbBEUEQ1gp06dgr+/P+RyOZ577jmrZUSDlU6rwbm//hkAcP8j/w4HF1ebxkNkSdtOpS1aOpXOmTOn032Dg4Nx7do1FBUVWdw+adIkZGZmmpVlZmYiICAAcrkcISEhMBgMKC8vh7+/v9mjJ2cMycrKku755ObmYvv27XB2dkZubi5+8pOf9NhxqG9oND/g43MhyPr0R7YOhYgGGLZPWvV4guWLL75ASEgIQkJCAJgSKiEhIUhMTAQAREVF4fXXX0diYiKmT5+O3NxcpKWldZij1Bb+37l/YfMfjuL/nf3U1qEQEdEApr1VIT131Lb2RjQYTAl8udyhz2Miojvbt28fxo4dC7VajbCwMGRnZ9s6JMnGjRvx6KOP4urVq9ixY4fVMmu2bt0KQRA6PBwdHfsifLoHl4f54iMsQoNrxwW4hxKFUoWlG2IxcnIQQiK5Xif1X3fbqXTBggWYP38+Vq9ejQ8++ADFxcV47733kJaWBgCIj49Heno6duzYgaKiIhw6dAh79+5FQkICANOaLOvWrcP69etx4sQJFBcXIzs7G6+++irefffdHvt8kyZNQlBQkPTw8/ODTCZDUFAQhg8f3mPHob7R0j7R6apsGwgRWcT2ycDQ41OELVy4EOId5gWOjY3tl1OChZafQKzqLXz2w8MAuAgxERHdHW1lGeA2EQAwql4JURQhigaIomk9FiZYiPqfY8eOIS4u7v+zd95xVpTX435m5tbdvdvZxtKb9M5SBBFQQBGNGIkhoZgYLGgMkHwVfyKKQRMCkojGWECiKGBAklhQ2QgqougqiixFYOlsY/vdvW1mfn/M3bu9AFvhfT7cz537znnfOTPcvTPnPe85hxdeeIGkpCRWrVrFxIkTOXToUKAAcHNRVFREZmYmEydODBQurq6tNhYuXMjdd99doW38+PEMHTq0UXQWNBzb7RPYL/XjvqhnmluVZqfrkCS6DB6GVLmAhkDQgpg+fTpZWVksXryY9PR0BgwYUO9FpZs3b2bhwoXccccdOJ1OunbtytNPPw3AoEGD2LRpE4sXL2bp0qXEx8fzxBNPMHv27ED/tWvX8uSTT7JgwQLOnDlDdHQ0w4cPZ8qUKY11uoJWjk8tAsCktL4JTYHgckfYJ62HBo9gadUoFgAk9cpeHSYQCASCS6P8xI+CxunUfWhaSVmbcmk5tgUCQcOzcuVK7rrrLubMmUOvXr144YUXCAoKYs2aNXX2zcvLY+7cucTGxmKz2ejTpw/vvPNOYP/mzZvp3bs3VquVjh07smLFigr93W43CxcupG3btgQHB5OUlMSOHTsA2LFjBw6HA4Bx48YhSVKNbbUREhJCXFxc4JWRkUFqaiq/+tWvLuAqCZobHb18Fsorhi+3vsXx775B13XhXBG0CubNm8eJEydwu918+eWXJCUl1atfZGQka9asITs7m5KSEvbt28eNN94Y2D9t2jT279+Px+PhxIkTgeiVUsxmM48//jhpaWl4PB7Onj3Lli1b6Nu3LwDh4eHous7YsWMDfapruxBmz55NXl7eRfUVND+qzx9hbxIOFoGgpSHsk9ZDkxa5b+lIJisAsuZpZk0EAoFA0JoJ1lUGnziIpOugefC4SvCpTgAkyYQkWZpZQ4GgafF4an62kiQJs9ncoLIWy4X9jXk8HlJSUnj44YcDbbIsM2HCBHbv3l1rX03TmDx5MoWFhbz++ut06dKF1NTUQIHhlJQUbr/9dpYsWcL06dP5/PPPuffee4mKigqsOp43bx6pqals2LCBhIQE3n77bSZNmsS+ffsYOXIkhw4dokePHmzevJmRI0cSGRlZbduF8PLLL9O9e3dGjx59Qf0EzUtm2FnaOa6se8ih3Z/x2ZvrALjruTWERjfvik2BQCC4nBApjAVXMk1powj7pG5as30iHCzlkEzGl11WhYNFIBAIBBePQ4Khxw8CIGtWTBYrPm8+ACZTqFh9K7jiWLZsWY37unXrxowZMwKfly9fjtdbfTRxhw4dKuSwX7VqFcXFxVXklixZckH6ZWdno6pqlfQtsbGxHDx4sNa+27dvZ8+ePRw4cIDu3bsD0Llz58D+lStXMn78eB599FHAyJGfmprK8uXLmT17NidPnmTt2rWcPHkyEEq/cOFCtm3bxtq1a1m2bFkgBUBkZGSgUHF1bfXF5XKxfv16HnrooQvqJ2geXK4QsEN+fgyOyOjmVqdJ0TSVXRtfC3y+0s5fcHmxfv165s6dW+2+Dh06sH///ibWqHomT57Mp59+Wu2+RYsWsWjRoibWSNCYqP5FYMLBIrgSaUobRdgntdPa7RPhYCmH7jZuLIOcnzSzJgKBQCBozZjlihk4w9rE4vWeMPaZRfFPgeByYu/evSQmJgaMl8ocOHCAm2++uULbqFGjWLVqFaqqsm/fPlRVrdLf7XYTFRXVKDq//fbbFBYWMmvWrEYZX9CwlJa31HUJuLIc9Ac+3UHuuTOYrTZ+9beXkGSR4VrQepk6dWqNqcLKr3xubl5++WVKSkqq3Xehq5EFLZ+yGiwhzayJQCBoKIR90vQIB0s5Qs6UOVZ8qoZJEQ/wAoFAILhwgsPs5J4PQQJCin0gSZhMYcTG3oTFIlbfCq48alvtWjmi6/e//329ZR988MFL0quU6OhoFEUhIyOjQntGRkadq6/s9kurqVRUVISiKKSkpATC9ksJCWmcyY6XX36ZKVOm1KvgsqBlEZRmQSv2Ige1nMnYxsLn8bBr0+sADJ/2M4LDxQIFQevG4XAE8tO3ZNq2bdvcKgiaEKsllsjI0TgcvZtbFYGgyWnJNoqwT1oXwsFSjqifvwhrh/GeOgzHsfOM7tamuVUSCAQCQSskUzexcdgEZE3ld598iC0kBFtwHH16r2pu1QSCZuFCcg43lmxd4wwePJjk5GRuueUWwMhdnJyczLx582rt269fP06fPs3hw4erXSXWs2dPdu3aVaFt165ddO/eHUVRGDhwIKqqkpmZ2ST5htPS0vj444/5z3/+0+jHEjQMVquxkjw4OBcAXb0yqtx/8/5/KMzOIiQqmoGTb2pudQQCgeCyJCZmIjExE5tbDYGgWWjJNoqwT1oXwsFSjvgOPbiv28e8u+8cC07mCQeLQCAQCC6KoHZdwGVsO8knPyMdW+euzauUQCColfnz5zNr1iyGDBnCsGHDWLVqFU6ns0I+5eq45pprGDNmDNOmTWPlypV07dqVgwcPIkkSkyZNYsGCBQwdOpSlS5cyffp0du/ezerVq3n++ecBI+fxjBkzmDlzJitWrGDgwIFkZWWRnJxMv379uPHGGxv0PNesWUN8fDyTJ09u0HEFjcdk13tcF/Q+4fn+lD1Xhn8FR2QUQWHhjP7ZTMwWa3OrIxAIBAKBQNCkCPuk9SAcLJUY2D6cd/edY9/pvOZWRSAQCAStlDxP2ezXMbsXTVVR1WIkyYIsi1uvQNASmT59OllZWSxevJj09HQGDBjAtm3b6hWmvnnzZhYuXMgdd9yB0+mka9euPP300wAMGjSITZs2sXjxYpYuXUp8fDxPPPEEs2fPDvRfu3YtTz75JAsWLODMmTNER0czfPhwpkyZ0qDnqGkar776KrNnz64S7i9oubQrzCAmKI0TecOaW5Umpefoa+kydLhwrggEAkED4vN4UMzmQEojXVeRJPFMIBC0RIR90nqQdF2/rNZAFRQUEBYWRn5+PqGhoRfc/9vvvkHdPJdIpYTOj/3QCBoKBAJBy+VSf0MvNy72evzr4x3MIxxZU7nm6w38+aaZFPIa59I3063rItq3/1Ujai0QNA8ul4u0tDQ6deqEzWZrbnUETURt/+/inlLGpVyLN9+cQExsGieODOP6Y/cSvygJJbRh0uMJBC0VcU+58hD3k/pxKdfCmZfL2t/dTYe+A7hp/sMAfPX1rTidR+nb9zmiIq9uDJUFgmZF3E+uPJrjfiKquFeia9s2DJEP01E7TVGJu7nVEQgEAkErxJObE9h2KBE4c3NQ1WIAJFlMigkEAoGg/pxyxPIlI3CFe/wtl9X6uArous62v6/iwGc7uMzWAQoEAkGzc+L7b3EXOzn8ZVntBa8nF1UtQpHFxLNAIBBcLMLBUglHRBwAsqSTk53RzNoIBAKBoDXizT4b2O5UYkfXdVTNyJ2vyPbmUksgEFwE69evJyQkpNpX7969m1u9AJMnT65Rz2XLljW3eoJL4IOgifxNWsj56JDmVqXRSfv2a/bv2M4Hf19F4fms5lZHILgs2bp1K127dkVRFB588MEa2wSXH6Vpwcrj9eUBYDZHNLE2AoHgYhH2SctDJIKvjGKmkGAcOMk/nw7t2je3RgKBQCBoZciUGS+yrqHrOppqVL2XFZFLXiBoTUydOpWkpKRq95nN5ibWpmZefvllSkpKqt0XGRnZxNoIBBeO6vOx47VXABh0w82ERsc0s0YCwcXz3HPPsXz5ctLT0+nfvz/PPvssw4a1jDpKc+fOZc6cOTzwwAM4HI4a22ri+PHjdOrUqUr77t27GT58eKPoLGgY2vY0Jl4V//OLruuoqhMAk+nyd+ILBJcLwj5peQgHSzU4FQcO1UlRrlg1JRAIBIILJ0hX6XfqCBI6ku4BXUfVDAeLiGARCFoXDoejzsmmlkDbtm2bWwVBE3Au5CRtHZdnjvzd/3qT3LOnsYeGkfST25tbHYHgotm4cSPz58/nhRdeICkpiVWrVjFx4kQOHTpETEzzOg6LiorIzMxk4sSJJCQk1NhWH7Zv315hpXRUVFSD6ytoWGTFmALUfCoAuu5F141tWdgoAkGrQdgnLQ+RIqwa3CajyE1xQXYzayIQCASC1kiwBCOP/cCIY/uRVbDYg9C00ggWkd9YIBAIBPXH7QoGoKAgmvC4+GpTvLR2jqZ8yZdvbwQg6ZbbsQYFN7NGgpaK1+Wq8eXzeOot6/W46yV7MaxcuZK77rqLOXPm0KtXL1544QWCgoJYs2ZNnX3z8vKYO3cusbGx2Gw2+vTpwzvvvBPYv3nzZnr37o3VaqVjx46sWLGiQn+3283ChQtp27YtwcHBJCUlsWPHDgB27NgRmJAbN24ckiTV2FYfoqKiiIuLC7xa0qppQfXIsjEFqOsauqahqmUryxVFOFgEAoHgYhERLNXgtYSBG9yFOXULCwQCgUBQCbNccfKrTef2nPjuIIAoICkQCASCC0LTjQkxTVOaWZPGY+uflwa2B06e0oyaCFo6f5t1W437Og0cwq0PLQl8fv43M/C53dXKJvbqw/THng58fmnenZQUFlSRW7DxnSptteHxeEhJSeHhhx8OtMmyzIQJE9i9e3etfTVNY/LkyRQWFvL666/TpUsXUlNTURTjbz8lJYXbb7+dJUuWMH36dD7//HPuvfdeoqKimD17NgDz5s0jNTWVDRs2kJCQwNtvv82kSZPYt28fI0eO5NChQ/To0YPNmzczcuRIIiMjq22rD1OnTsXlctG9e3f+8Ic/MHXq1Au6VoKmJ/fc2QqfVbUYAEkyI8vCQSYQCAQXi3CwVIMrOJGj+afJrf5ZTCAQCASCWgkJC6IwyzBYQkp0XO7jgX0Wi0ifIBAIBIKLw37EjFbsRQ66fCbCdE3jF0//ldcf+i1X/2wmsnz5OpIElz/Z2dmoqkpsbGyF9tjYWA4ePFhr3+3bt7Nnzx4OHDhA9+7dAejcuXNg/8qVKxk/fjyPPvooAN27dyc1NZXly5cze/ZsTp48ydq1azl58mQg1dfChQvZtm0ba9euZdmyZYEUZZGRkcTFxQFU21YbISEhrFixglGjRiHLMps3b+aWW25h69atwsnSwtE0Ix1YZNt2SLKMz1cIQFBQx2bUSiAQCFo/wsFSDT8MeoKHju9jNNHMaG5lBAKBQHBRPPXUU2zZsoWDBw9it9sZOXIkf/rTn+jRo0ejHztTV1g/fCKypvG7nR+Qk78tsC8oqGpRUIFAIBC0XJrzfgJgtRoO+6CgfAA0r3ZZ5Xne8dorFGZnMeeZF4hMSGxudQQtnAfW/avGfZJc8S/j3hfX1zxQpWjju1bXnb6rsdm7dy+JiYkB50plDhw4wM0331yhbdSoUaxatQpVVdm3bx+qqlbp73a7G7Q+SnR0NPPnzw98Hjp0KGfPnmX58uXCwVIPmvWeousVPp47V/r3dPmlnhQIBIKmRDhYqqFfYjgAXx/Pxe1TsZrEKiqBQCBobezcuZP77ruPoUOH4vP5WLRoEddffz2pqakEBzdubnd7287gTwNeTCEF58/W3kEgEAgELZbmvJ8AXOf+kNH2j4ktzDMa9FrFWxV5Gens/eAdNFWl34RJwsEiqBOzrf6pVhtLtjaio6NRFIWMjIwK7RkZGXVGh9jtl1YDo6ioCEVRSElJCaQVKyUkJOSSxq6LpKQkPvroo0Y9xuVCc95TSv0rnpJidF0nM/N9AKzW2Fp6CQQCgaAuLqfFTw1Gz3gH0SFW7N5cUo6LOiwCgUDQGtm2bRuzZ8+md+/e9O/fn1dffZWTJ0+SkpLS6McuVMtWgR2zu0EXRSMFAsGlsXXrVrp27YqiKDz44IM1tgkanua8nwB0KjjDNXxMUO7lkxYMQNd1Xnng12iqSturetGh38DmVkkguGQsFguDBw8mOTk50KZpGsnJyYwYMaLWvv369eP06dMcPny42v09e/Zk165dFdp27dpF9+7dURSFgQMHoqoqmZmZdO3atcKrPqm/LoW9e/cSHx/fqMe4XGjOe4rHZRS1L8o5j8/rweU2FoE5nT82+rEFAsHlh7BPyhAOlmqQgFesK/jKeg9nD33d3OoIBAKBoAHIzzdSq9RWuNPtdlNQUFDhdTH4VDWw7ZVlSnzfXtQ4AoGgaXnuuefo2LEjNpuNpKQk9uzZ09wqBZg7dy633XYbp06dYunSpTW21cYHH3zA8OHDcTgctGnThmnTpnH8+PFG1vzyoynvJ5czR77+IrA9YtrPkSSRokZweTB//nxeeukl1q1bx4EDB7jnnntwOp3MmTOn1n7XXHMNY8aMYdq0aXz00UekpaXx/vvvs22bkWp2wYIFJCcns3TpUg4fPsy6detYvXo1CxcuBIyaLDNmzGDmzJls2bKFtLQ09uzZw1NPPcW7777bYOe3bt063nzzTQ4ePMjBgwdZtmwZa9as4f7772+wY1xJ1HVPacj7SYWf2XLpwrze3IseUyAQNC7CPmkdCAdLdUgS4RZQJB39VMv54goEAoHg4tA0jQcffJBRo0bRp0+fGuWeeuopwsLCAq927dpd1PF8uXmBbbsShqQZ4f59+zx/UeMJBILGZ+PGjcyfP5/HHnuMb775hv79+zNx4kQyMzObWzWKiorIzMxk4sSJJCQk4HA4qm2rjbS0NG6++WbGjRvH3r17+eCDD8jOzubWW29torO4PGjq+wnA2ZBovmUQJaFG7snzha6LHqslsWfrW4HtDv0GNJ8iAkEDM336dP7yl7+wePFiBgwYwN69e9m2bVuVwvfVsXnzZoYOHcodd9xBr169+MMf/oDqX7gzaNAgNm3axIYNG+jTpw+LFy/miSeeYPbs2YH+a9euZebMmSxYsIAePXpwyy238NVXX9G+ffsGPcelS5cyePBgkpKS+Pe//83GjRvrdCAJqlKfe0pD3k8q1Fopl27S4aj5fiYQCJoPYZ+0HoSDpQb0NkaBMVPu0WbWRCAQCASXyn333ccPP/zAhg0bapV7+OGHyc/PD7xOnTp1UcfzZJ8JbHctCUbHC4CiBF3UeAKBoPFZuXIld911F3PmzKFXr1688MILBAUFsWZN3YWP8/LymDt3LrGxsdhsNvr06cM777wT2L9582Z69+6N1WqlY8eOrFixokJ/t9vNwoULadu2LcHBwSQlJbFjxw4AduzYETBOxo0bhyRJNbbVRkpKCqqq8uSTT9KlSxcGDRrEwoUL2bt3L16v9wKu1JVNU99PAN4LvoG/SI9wPsaooTD1uV119Gj5ZKQdJf3IYWTFxF3PrW1udQSCBmfevHmcOHECt9vNl19+SVJSUr36RUZGsmbNGrKzsykpKWHfvn3ceOONgf3Tpk1j//79eDweTpw4EYheKcVsNvP444+TlpaGx+Ph7NmzbNmyhb59+wIQHh6OruuMHTs20Ke6ttqYNWsWqampOJ1O8vPz+fLLL7ntttvq1VdQkfrcUxryfiLLZVOAad+VZWvp0X3JRY8pEAgaD2GftB5EkfsaCEq4Cg5DlOsEmqYjyyJkXSAQCFoj8+bN45133uGTTz4hMbH24rlWqxWr1XrJx5TKrQ6TdR3wGduy5ZLHFghaI6paXMteBUWx1lNWRlFsdcpeqDPT4/GQkpLCww8/XHYkWWbChAns3r271r6apjF58mQKCwt5/fXX6dKlC6mpqYECwykpKdx+++0sWbKE6dOn8/nnn3PvvfcSFRUVWHU8b948UlNT2bBhAwkJCbz99ttMmjSJffv2MXLkSA4dOkSPHj3YvHkzI0eOJDIystq22hg8eDCyLLN27Vpmz55NUVERr732GhMmTMBsvrxqezQWzXE/uVyJ6diZnz66jOyTaYRGt2ludQQCgaDJqe89pSHvJ+169wtsv/u3ZfT7lbEdFNSxQcYXCFobTWmjCPukKpeTfSIcLDUQ2b43AB31M2QUuogPEwWKBQKBoDWh6zr3338/b7/9Njt27KBTp05NduwgTaXX2TQkXcenFVNQaMceIiHLYrJNcGWyY2ffGvdFRY1lQP9XAp8/+XQYmlZSrWx4eBKDB70R+Lzr82vwenOqyI0fd2ERyNnZ2aiqWiV9S2xsLAcPHqy17/bt29mzZw8HDhyge/fuAHTu3Dmwf+XKlYwfP55HH30UMHLkp6amsnz5cmbPns3JkydZu3YtJ0+eJCEhAYCFCxeybds21q5dy7Jly4iJiQGMlc2lhYqra6uNTp068eGHH3L77bczd+5cVFVlxIgRvPfee/W5RFc0zXk/qcwa3GSVz+vSSpEkifZ9+tG+T7+6hQWCy4T169czd+7cavd16NCB/fv3N7FG1TN58mQ+/fTTavctWrSIRYsWNbFGlxfNeU+Ryi0clkxaYFuWbdWJCwSXPU1powj7pCqXk30iHCw1YGpjfAETpWy+SM8hPqxtM2skEAgEggvhvvvu44033uDf//43DoeD9PR0AMLCwrDbG9dpHgKM+fE7ALzAN3tHkzQ8XThYBILLkL1795KYmBgwXipz4MABbr755gpto0aNYtWqVaiqyr59+1BVtUp/t9tNVFRUg+mZnp7OXXfdxaxZs7jjjjsoLCxk8eLF3HbbbXz00UeiwHgtNOf9BMDtDgYbFBZGYUNHq7tLi0XXdVzOIuwhtefkFgguR6ZOnVpjqrCWtFL35ZdfpqSk+knEulYjC+qmee8p5aLsFcNZL0kWJElUDxAILieEfdL0CAdLTYTEUCwHE6Q5yTieCj2Eg0UgEAhaE3//+98BquSTLg0/bUyUah4EdF0SKcIEVyxjr9lXy16lwqcxo/fUIltxAmDUyJ0Xr1Q5oqOjURSFjIyMCu0ZGRl1rr661MmQoqIiFEUhJSUlELZfSkhIyCWNXZ7nnnuOsLAw/vznPwfaXn/9ddq1a8eXX37J8OHDG+xYlxvNeT8B0DTje6+qrd90O7FvL//5yx8ZdvNtDJ/2s+ZWRyBoUhwOR50Ff1sCbduKuY/GpDnvKdknjwe2LcGGXVI+BZJAcKXRkm0UYZ+0Lvuk9T+lNxaSxMnIURzJKOBoVm159gQCgUDQEtH15kuh4oiw48oyViLafEZxtuDgHqLIveCK5UK++40lWxsWi4XBgweTnJzMLbfcAhi5i5OTk5k3b16tffv168fp06c5fPhwtavEevbsya5dFYuS79q1i+7du6MoCgMHDkRVVTIzMxk9enSDnE91FBcXVyhuCwQMJk1rzTERjU9z3k8q8xtsbKV1Ff0sRdc0PntzHV63i5KiwuZWRyAQCJqF5rynlP/ttQQZDhaRHkxwJdOSbRRhn7Qu+0TEAdZC2jV/Y573AT7Ja7jwJ4FAIBBc/mTrCq+OupF/jpgcaOvT+0Vstvhm1EogENTG/Pnzeemll1i3bh0HDhzgnnvuwel0MmfOnFr7XXPNNYwZM4Zp06bx0UcfkZaWxvvvv8+2bdsAWLBgAcnJySxdupTDhw+zbt06Vq9ezcKFCwEj5/GMGTOYOXMmW7ZsIS0tjT179vDUU0/x7rvvNtj53XjjjXz11Vc88cQT/Pjjj3zzzTfMmTOHDh06MHDgwAY7jqDhsViMVD12ez4ArdVVf/jLXWQcO4LFbifpJ7c3tzoCgUBw5VHOueMuzgOEg0UgaMkI+6T1IBwstdA7IQyA1LMFnC9yN7M2AoFAIGgtWOPaV2n74IMPmkETgUBQX6ZPn85f/vIXFi9ezIABA9i7dy/btm2rUliyOjZv3szQoUO544476NWrF3/4wx9QVRWAQYMGsWnTJjZs2ECfPn1YvHgxTzzxRIU0IGvXrmXmzJksWLCAHj16cMstt/DVV1/Rvn3V35KLZdy4cbzxxhts3bqVgQMHMmnSJKxWK9u2bWuSOiKCi2e8bzuz9JeIK84GymfQbz2oPh+7Nr4GwJAptxIUGtbMGgkEAsGVjbfYRId295KYOKO5VREIBDVwpdsnuq6jqSo+j6dC9J/H5WowHRoKSW9JMe8NQEFBAWFhYeTn5xMaGnrJ49387CdknUljyphhLLqhZwNoKBAIBC2Xhv4Nbe1c7PXYuvMz7tZCkDWN33z6n0D7kiVLGkFLgaBl4HK5SEtLo1OnTthsYjXklUJt/+/inlLGpVyLNzeMJybmOEePDuGGo/P4KYXsfvqGRtK0cfh++zY+emk19tAwfv23l7DYW2scjqCpEPeUKw9xP6kfl3It0vZ+xdvLH0M121EtIUx/aDGdOndpJE0FgpaBuJ+0HHRdDzhNNNWH2WpFkozYD1dRIS6n079PRdN8aKoKfq9FdPuOmMxGGvbi/DyCwsJrPE5z3E9EDZbacBfyr4KfY7YVMm7XKqYPbUeXNg1XzEcgEAgElyde1VvtEmNd15Gk1rj2WCAQXImUrsMSv1uCS8HrdrH7X28AMPzW6cK5IhAIBM1EsSeF/r86xNHU/pzN7sQ333wrHCwCgeCS0DXN7xAxHCMWmx3JX1elpLAAV1FR2X6fr0IkSnT7DpjMRj0or8eNq4YafbIio2sqYDhYTBZr457URSBShNWG1YG53WAAFstrefitb9G0yyrg54LRdZ0Fm77jr9t/bG5VBAKBoMXiKygwNqSK9wwxSSkQtD7Wr19PSEhIta/evXs3t3oBJk+eXKOey5YtM1aLaRo+rxevy4W72ElJYQE+b1nBdE9JMTlnT5N96gSZx4+RcewIPq+nGc9KAJBljyCV3qjBRloHCXB51eZV6gI4e/ggJYUFhLaJpd+EyXV3EAgEjcrWrVvp2rUriqLw4IMP1tgmuPzQdCP1vUc1Fg7v++EH3O6s5lRJIBBcBI1pn+i6jurz4XW7cRcXU1JYWKHgfHF+HufPnCLr5HEy0o6SkXaUrJPHOX/6FLnnzqKqvoDs1J/cSmLXbrTvcRUde/amc9/+dOk3gC79BvDsP/6BXm6O3WoPxhEVTVhMLBHxCUQltqNNh47Edu5CTMcumK1lkSiWFpjeWESw1MX1f0R/aRxj+Y6vz6zjhU/iuXds1+bWqtnYeyqPzd+cBuC3E7o1szYCgUDQMvFmnoKwDkjo2O35lJSIXPMCQWtl6tSpJCUlVbvP7A9Tbw50TfOvFDNWjT3711WU+MPqLUHBmC3GajB3sROzrpGZdpTqMgOHxcQGwu11XcdTUlLxOGrrmci/XPm3Yyr7pX7cF/cMfG+0Fbp82MxK8ypWTzr0HcCcZ/5BYU524LsmaFrcx/Mp+T6b0Ikdka2t43vT2nnuuedYvnw56enp9O/fn2effZZhw4Y1t1oAzJ07lzlz5vDAAw/gcDhqbKsNXddZsWIFL774IidOnCA6Opp7772XRx55pLHVF1wCJd7vgDIHC8DevQ+RlPRKc6kkEAgugguxT8pScpVFmWiqit0RiuyPNHHm5VJSUOBPy6VVGTO6XQdkv22hqSreSjVQJElCVhQkRYFy9sZL//gHhQUFyIqMpCjIsmLISRJRUVGYrWWRKBa7vUU6TuqLcLDURVwfpKl/g7fn8qBpMz/9sC/RIbdy+5B2za1Zs+DxVf1DEwgEAkFFpHL5wYLshZSUhKEovlp6CASClorD4ajXZNOlomkaqs+LrvqdJuUMIF1TsYeGY/HnEC4pLCQ/M71C/xBFJiTU0DMsJha7w8gp7C52knvubIV0X7KiBIwgWS6bbDVZrITHxlUwgGRFTMa2RHxa63omD4uJJSym7oKsgoZHLfCQ9YLhmXN+nUHbJ0Y2s0aXPxs3bmT+/Pm88MILJCUlsWrVKiZOnMihQ4eIiYlpVt2KiorIzMxk4sSJJCQk1NhWF7/97W/58MMP+ctf/kLfvn3JyckhJyenMVUXNADBkdEUpkOgqAHwzTdh1DBPKxAIWiC6rhMUZKdj+3ZljhP/Kyg8IuA0Kco5T3FBvlHHpBqs9qCA00TXtCpR66V2QGVbwBocgslqrWArSLJcbbaOjl2unBSEwsFSH/pNR//xI0w//IvV5r9yx2YHOw8P4P8mXkX7qCsrh7Asi/Q2AoFAUBd2XeNqfQcyGrrfgLFYhINFILjSMMLrXQEnSWm0SanzJCQyCqu/HoXbWUR+ZkaNY1nsQeB3sMiKYThJkoSkyGUGjv9dMZWtXDNbbUQltkOWSx0qNWcIVkwmlJDGdyYJLp5XcZOBTjXBSC2OopzzFOZkE9+1R3OrckWT86/DgW3do6L7NCSTzPnXUvHluJDtJiS7Cbn8K8RMyLD4QL+S/dloTp+RYFySQJaMFao6SCaZoP5tymQP5qAVekDHeAYq/a7qIMkSwcPiymRTz+PLdRkyug6av/aTDh7JC+V8cmqxF92roXnUwHjlJ4mVMCuyLCOZZVSnF92t+mX18mKGbIQNWZGQzApqkQfNpaJ7Kj2n+fuY44KR/L+5aqEHrdhbrRyAKcqOZJZZuXIlv551JzMm3w46/O2xFbz733d4adXf+f39CwKyssWYtFKLPKgFxsRWXn4ei/64mP9+8A75hQV06diZp556iqk/uRmAt9Zv5LEnlnD0+DHiY+K4Z85cfnf3A2XXKVji0aWP8eabb5KXl0fvHr3446InuGbkaHZ+/inX//QGAMaNGwfAxx9/zLXXXluh7cPN7zF25JiyE5NACbUg2417y/7v9vH3v/+db3d+RY+u3QFIDImF9uDNKkYJsSDbjakmzaui5hvnJttNKMEiiq05kSr/MQAZGQ1X5FkgEFw4lSNM9EpOk5DIqICTo/B8Ns683BrHsoU4Ak4ToIJzpbzDRJYV435e2s/hwGIPqtNhAmC2WitEnggMhIOlPkgS0o0r0M99R9vzP/KU+WVmfP8IH+3P4OdJ7XlgfDcigy11j3MZIEtgcnyHroaIYs0CgUBQAyES3MOzAOxnLAAlJbZaeggEgpaIruvG8w4EijX6PB7cxU6/AaRVCbcPaxOLNTgYMGqa1OY00bw+8EfClzd4JEWu4DCRFaVCMUeLzU5Mx861Gj+liCiU1o/bHQQ2KCqMwIyOCmitwMPy2YZ/sn9nMlf/bCZJP7m9udW57NB1HVQd3auhe1VAQgkts0ldP+aiuXy4D1eaiPH/ZHgzi/FlVUwJWIoSbq3gYCn4+BTe00XVysrBpgoOlsKdp/Gk5VcrK5nlCg4W55fncB2qfqLI55Dg1qiy8y3xoZX4yFy9t1p5AFuPCKLn9DGcK8VeMl/4HmrIwGDpFEbM3H7G9XP5yHp5H7qr6irftk+OKtNBM653TejoeD0eUlJS+MNvFwaOLQPjrh7LF1/vAbWav10d0Iw6WVN/cSuFRUWs/etLdO7QiQM/HkTxRxqmpKTws5k/59HfPcxtU2/li6/38MAj84kKj2Tm7TMAuP/B33Lg8EE2bNhAbHgbtmzczE2/+AkpH+1mxKBh7NuZQt9rBrPxxdcZNX4MbRJjOXToED169GDji68zfHASkeER6JWum17u4zvvvEun9h159/33mLLuFtB1xl09lmWLniAyIhLdXk5Y1dFdhvNKN4kSwC0RMaUjEDQ8mqqi+nwV7ITyjpPQNjFlTpPsLIoLqr9vAgSFhQdkyz/3l7cdAo6RcvvtoaFYg0Oq3VcZk9lSWj9ecJEIB0t9sYcjzX4X3vkdUYMf4+pP8vjsSDavfp7Gf787y5O39GFy3/i6x2nlZJScxp74JgCqNg+TIu7GAoFAUBkZmeLiUEwmD8XFov6KQNBSKF+3RDGZAsaKx+XCVVTgN3q0CqvHdF0nPC4eW7CRr9zrdlN4PrvGY5RfKaaYzJitNuRyDhOp3OoxczmniTUomJiOnet1HpIsI57Arhw0zb/KXTUHbN+W7l/JSDvK/k/+B0D7Pv0veTzdq6I6vWiFXnw5Jfhy3dj7RGOONjyU+e+nUbjzNNG/6oOtW8QlH6+h0HW/A8StorlVdLeKZJYxxwQF9hd9dgbdowUcJbpXQ/eoaF4Nc2wQYdd3DIyX/kwKmtNryPtUKDePbekYSszdZdc6Z9MhtMKyaAs5yETC4hGBz5E/uwrN6UUr8aL5nRdaiQ+t2FelTou1YxiKwwKaP3qq9AsoSci2SrIdHEb/0h+p0gkdyYh2KY+lUxiS1VhFK8mS0Ucy3r0WjZJyX3TJZkKup+0p201IZhlJqhK8UlU2yIxkUZDk6tb2Y6wwDMiaaq5hI4GkyGSnZ6CqKvHtEjC1CQpch7j2CRz+9Agm//99+WshB5mQbAoffvQhX+1NYf/3P9C9uxEZ0n1Y70AEzcqVKxk/bhyLn3ocgF4j+nPozBGeeflZ7rz/Lk6ePMmrr63j5MmTJCQkoKsaf3jsIbbv/h+vv7ORPz75RxL8pTeiO8aR0DERSZYCacuiO8aR2LuTXyu9wptkLtP32Mk0Tp45xdsf/Jt1a9bi86ks/L+F3DFvNtvf/7CCrGSWUSJsoOtIraRu1OVMSZHfUVruT2n4CLESXSCoDz6PB5/XUzUy3e9EiYhLCNgWRbnnKc6v2WlSPiql/Htlh0lpNEkpQWHh2EPD6nSYgGGHKGLWv8kQl/pCcMTCHW9wFfBaN51dR87j2XQnB0rCeHD9rdyDhX/eOYwx3dvUOVRrpcibF9hWdV18gQQCgaAawiKC+G/KTwAw6a0rT75A0BrQdd1wlgRC6Q2niMVuD6THchc7cebllTlLNBVdK5s+K+80UX3eWo2g8k4Tk8VshN/7021VrmeimMqejix2O1GJV2bdPkHjcDc2/ou3SRwsuqrhTS/Gl1mMWuhBdXqRJAklzIK1cxjmWCNSS/dq+PLdyBYFySqDSWbna68g6dBzxDhiO3QNjKm5fXjPFKH7/I4H1e9Y8GnoLhVLOwfWzsbCBM+ZIs6/cQCt0IvuqRpZoIRZAw4WtdBIQVSy/3yjOFh0Tceb7vQ7ILxoxWXOCK3YiyU+mJBRbf3XTefcn/agu1VD70r/V7arIome3RswVqLmf3AcfNX/h2rFFdNWaUUeI1VXZaqZY7G0C0Ur9hoT3MFmQid2rLi/bUjVTjUQPqV+zl+AsEmd6hbyEzq25t9Hl8tFTlpa4LORWspMQi01ZEonm0rTU8U/OrwWWeNdtipgVYh7qPoC9FJ5B4tZqfcKX8kkV3DGSIpsOKQsVZ0MkiIjKfD9D/tITEzkqt49qx3zwIED3HzzzYYefq4eM5q/Pvs3dBn2H0xFVdWAc6YUt9tNVHQ0slkJHF82KxXOrbStRgdSOXRdx+1288/XXwsc65WYNQwePJgjp47Ro0dZWkBJkVGCReRKS0HzGL+ZcbFHKMg3cvB163plpb0XXNlommak2PXfBDwlJXg97oppucpFpkcltg882xcX5NVpL5Q5S0wVU3JVjjRRyn4Xg8MjCI6IrFeGIBGV3nIR8+MXiSRJXO04B96djDPBJPkrHvLexcw1cGPfeOaM6sjgDhGXXQqt+GCj6J2uKbg8GlaT+OMWCASCymRh4uUxU5F0jbmf/Ke51REIWjS6rgVWgAVWg5WG0msqdkcYJn8u4ZLCAgrPZ9dYrDE8Lj7gYNE0DU9JcVUhCSPvcLkZarPFQkhEZKBGScV0XRVXiJmtNsJj46qOKxA0EmaLCwCbvRCAEBo/RZg7LZ/sV/eju6v/Wwub3DHgYPFmOKukbUrSr2dkp8mQDkWfnw1MpPuyXWS9uK/G4zrGtw84WCSThHreVbZTlpCDTZii7JgibJjCyqVoLv0brS79Ui3omm44j86X4DvvwpfjQi3woBa4sXYIJXRCB/+4Gpl/+7bGcbSekQEHi6RIaE5vRV0kkCzG5HXp5H8pwYNjjfokZhnJrBjvFmNbCa+4sjz6zr5IiuSXLZNHkarYndEze13QtWgtVOegaGrZ2oiOjkZRFDIyKqaHzMjIIC6u9nuH3W6/pGMXFRWhKAopKSkolSbhQkLq71Cri/j4eEwmUwVHTs+ehlPo5MmTFRwsgpZF6tkIEqNBdjkDbS6XcIAJWieaqlJSWEBJYQGRbRON53vgx692c2r/95QUGPtUoNPY68k2y5gkmTYdOgWcJi5nYa1OE11TKZ06V8wWzDab31EiV4lML+/8CImIJCQisl7nIdVSH1HQehAOlkshtg9MXw/vzqdL0Tnesj7BG75rWb3vJ7y77xx924Yxe2RHpvSPv2wcEZZSL6uks/bzNB6c0L32DgKBQHAFYm0Tb0yWACaTG5/PyoQJY+rsJxBcLqg+Lz6Px78KTCtbFeZ3oDiiojBbjbpEJQUFFGRn1TiW2WYPOFiQpArOFanUGSLLhiOknIFisdoIi4mtmJpLlqutW2KyWAmJbNkpMrZu3crChQtJS0vj/vvvZ9WqVdW2CS4/xqr/Y5DyFXEu4+9k6c29aeNo3O+rOSEYNB3JZsIcH4wpzIIcbEbNc6O5fEbKHz+6qiPZFMMZ4/cpKFKZ7VM++kSyKpja2JFMfgeByYh4kUwySBWjKkyRdtrc3Q852IxsMxlplJTqJyHMMXa/LjVHjWouI+LEFGnorrl9nF36ZY01Osqv7i91dkgWGTnIbBSCD7ybMMdWXAEec9+AgENFsvqdJjUsvIv4Sbcada7MhUSdCJoHi8XC4MGDSU5O5pZbbgEMh39ycjLz5s2rtW+/fv04ffo0hw8frhKFAoYTY9euXRXadu3aRffu3VEUhYEDB6KqKpmZmYwePbrBzqkyo0aNwufzcfToUbp06QLA4cOHAejQoUOjHVdw6Xh9kWSnhuPKK5dyKKhfM2okEBjouo672Gk4TAryKSksoNOAIQGnxffJ2ziasoeSwgJchQWUFBTgcpbVBrv7H68RHG5EsJ7a/z3fvv/fwL6gyGg6qpoRya6Apqko/ulws9WGLUStEGEildsuXbgFEBwWTnBYeBNcjdaDsE/KEA6WS0GSoOcU6DgKPloM3/yTn5s+5nbzp2xVr2bJmV+w4K18nnr/INOHJnLLgLZ0i3U0t9aXhlR6I9b58lhOs6oiEAgELRWnEgQ+AJ2wsAzOn2+PT30I2NPMmgkE9cPn9eIqLMAW4gg4NzKOHeH4d99QUlSIq7CQkqIC/3shrqJCbnjw/0D2p+dyOmt1mqi+MMz++WGpUt7hMqeJsTqsvGFjtQcRldi+zKlSy4ovxWzGbr6wao3PPfccy5cvJz09nf79+/Pss88ybFj1aWOamrlz5zJnzhweeOABHA5HjW21sWnTJpYtW8bhw4dp06YN8+bN4/e//31jqy64RK7KO0ZMzHGOZg8BYEy3GEzWhjXjXD/mUrw3i4jbuiFJErLVRMwDAzFF2aukEaqMtUMobZeMRNd19rz9L7566y2CQsO5Y9lybKEOMJWLAIu2E7dgSL10kswy1o71rGPm/y0onwZQ92l4ThbgOpKH+0gentOF2LqXpeeSrSZki4ymaSgRNkyRNkxRdpQwC4rDiqlNxWiC+BpSSFWHJUE4Qq5k5s+fz6xZsxgyZAjDhg1j1apVOJ1O5syZU2u/a665hjFjxjBt2jRWrlxJ165dOXjwIJIkMWnSJBYsWMDQoUNZunQp06dPZ/fu3axevZrnn38egO7duzNjxgxmzpzJihUrGDhwIFlZWSQnJ9OvXz9uvPHGBjm/CRMmMGjQIO68805WrVqFpmncd999XHfdddU6hgQtB5c3kfxP41FtQeDP5vfVV5l07NisaglaEe7iYkwWc4Xn8+rwetyBCJJSh0lJYQH9r7shED3yxZaNHPr8k8C+yhHq5Z0m50+d5FhKNba0JGELceApKQ7Idug7ELPFit0Rij00DIsjFLfJSkR8W4KCg5CkMvvB7gjF7gi9lEvS6Aj7pHUgHCwNgT0Cpj4L/e+Aj5dhOv4pPwk/SuaAfvzzi9OkF7j4+8c/8tzHR+kVH8otAxO4oW88iRGtL9dlrus8AJKk0zexZf8INQcv7DwKwN3XdGlmTQQCQXPi87pBKvuNDw45T3FxNamKBIJGpnQ1WHmHSHy3q7D5U4Wk7U1h/47tVZwmXreRluf2x56iXa++AJz78RCfbfhnjcdyOZ3gCAdANpkxWa0VQugN54nxuXxxd1twCLbOXeudd7ixcg9v3LiR+fPn88ILL5CUlMSqVauYOHEihw4dChQAbi6KiorIzMxk4sSJJCQk1NhWG++//z4zZszg2Wef5frrr+fAgQPcdddd2O32OldVC1oWDZkcTHP7yH8vDeeX6QBYO4cZKasAc5sLs1UkSSIsLhbFYWH4jJ9hj6qnc6QBkPzFz7UCDyWp53GmZOA+nIvurRidopVUrF8S+9tByCGWQH+BoCGYPn06WVlZLF68mPT0dAYMGMC2bduIjY2ts+/mzZtZuHAhd9xxB06nk65du/L0008DMGjQIDZt2sTixYtZunQp8fHxPPHEE8yePTvQf+3atTz55JMsWLCAM2fOEB0dzfDhw5kyZUqDnZ8sy/z3v//l/vvvZ8yYMQQHBzN58mRWrFjRYMcQNA4htlR6zj1A6ndXU+zPiqRpol6koH64i52snjM98HnITbei+XyM+cWcgMPl41dfZN//PgzYEpXpMWJ0wBFSUpBP9qkTFfabbfaA00P1egPt3YaPIiqxPfbQUP/+MOyhodhCQgKpwUrpMngYXQaXOSBcLhdpaWmYzOYqsi0dYZ+0HiRdb4oSiU1HQUEBYWFh5OfnExp6cQ6AxbsW8/aRt7EpNr76xVcXPsDJL8GZBT2n4FU1tn9/ihHvXMsX3i685xvKZ1pfcgilU3Qwo7pGMbRjJP0Tw+kQFRSYXHD7VLyqTkgDr067VN49tIeHvvgVAHe338x914oVKqUUurz0XfIhAHsXX0d4kKWOHgJBy6MhfkMvJy72emz49395MLQdsq7y8P7nOH++PRYrLHp4SeMpK7is+Pq/W9j5+hqmP/Y0ib36AGVRJa6iwnIOESN6pNfoawmJjAJg/85k9mx9K7BPr2Q43754Ge16G+kg9n74HsmvPF+tDpIkc/PvH6HL4CQATh/4gR8+3o7N4cAe4sDuCA1s2xyhWMPCOXP2HJ06dcJms1U7ZksmKSmJoUOHsnr1asCYcGjXrh33338/Dz30UK198/Ly+L//+z+2bt1Kfn5+YEKsdEJr8+bNLF68mCNHjhAfH8/999/PggULAv3dbjePPPIIb775Jnl5efTp04c//elPjB07lh07dnDttddWON7HH39cbdvYsWNr1PHnP/85Xq+Xt956K9D27LPP8uc//5mTJ09edN3AUqO1uv93cU8p41KuxfNbb8EUWox6zsFN+x5k8+BwZk+5ijD7hUVoVcZ1NI/cfx1GzXUDEDwinrDJnS65FoW72InFHtSktSiLvjxH3ttHAJCDTYFC8HKIGWvXcGxdw7F2DccU3vp+m65UavttEVyeiPtJ/biUa7Fu01ISo18lNXUM57ONdG5XXdWNn/1sRmOoKmhlqD4fuqYFotcLsjM58OkOnPm5FOflcWj3p9X2m/vCPwP1Rj5e9xLfvPdvwCj0XuYQMaJJrp11V0A2+9QJinJzCAoNC9gV5RdhNRSt+X4i7JPWY5+0rNn7FsL3Wd8D4FKr97jWSfukwKZZkZnsOALqeSbJ55lkMULaUrUO7Mrrzdd7urP0ix5kE0aY3Uy/xDB6xofy4ifHAPj8oXEkhF9asbuGJMhkrHjVVSslnsvKN3fJuMvlby5y+4SDRSC4gvFmnIDQdhXaJMRvgqD+7Hx9DQAbH3+I373xb1Le+zef+NuqI75r94CDxet2k3P2dIX9JqsVe4hhuJQPi0+8qhdjZ96F3eHwO0tCA+/WoKAKKbgSe/YhsWefGnVwuWp+bnLWUJQeQEHCVq6uQm2yMhL2esgGX2CUi8fjISUlhYcffrjsWLLMhAkT2L17d619NU1j8uTJFBYW8vrrr9OlSxdSU1MDBYZTUlK4/fbbWbJkCdOnT+fzzz/n3nvvJSoqKrDqeN68eaSmprJhwwYSEhJ4++23mTRpEvv27WPkyJEcOnSIHj16sHnzZkaOHElkZGS1bbXhdrsJCqoYkWC32zl9+jQnTpygo8gP0mLZHHor+6V+3Bf/DOyDt1JOM3F0h4t2sGgelYIPjlO06ywASoSViNu6Y+sSftE66roeMIKtQcEXPc7FogSXXQsl3Ia9dwjBSfGYE4Kb1NEjEAgELRmHfT8AXk/ZhKPbfba51BE0A0W5ORz56gucuecpys013vNycebmUFyQz9hf/prBN94MgDM3t9bo9b7jrsfuCK0QXT70plsZOOkm7I5QLHZ7rffg6HYdiG7XvHWbmtJGEfZJVS4n+0Q4WKpBaeiQsS7j4Dc74cB/4NA2yNxPL/kEveQT3MV7/CPkHlbkXkN+iZfjR/aTcCyVoVI8R/UERj6djMNqJiHcTkK4zf9up63/PSHcRmyoDXMNBR8bmvLxTl8dFzVYyuPylv2AOt01//AKBILLH4ly+eYxDJjLK15UcCGUn3gEOPbNV+RlnKM4Pw9nXq7/PY/i/DwsdjuzV1SMKJEkCZO/logkydhCQrCFOMqiR0IcWIPL8v13GTyMyITECk6TQJH4SkS370h0+44Nf9KV6PLJvhr3jY8MZX3/zoHPfT7bT0kN6SpGhAfz9sCygtBDd6eS4616z02/dsAF6ZednY2qqlXSt8TGxnLw4MFa+27fvp09e/Zw4MCBQO75zp3LzmflypWMHz+eRx99FDBy5KemprJ8+XJmz57NyZMnWbt2LSdPngyE0i9cuJBt27axdu1ali1bFkgBEBkZSVxcHEC1bbUxceJEfve73zF79myuvfZajhw5Ekjncu7cuVZlwFzpDENB8158SpfcjYco2W+k/Q1OiiPshk7IlxA17y52sumJRQy96VZ6jBzTLA4N21VlBnzEtG6iBoqgRbJ+/Xrmzp1b7b4OHTqwf//+JtaoeiZPnsynn1a/Un3RokUsWrSoiTUSNBRSsJG60WQqS73kCG3fXOoIGghXURGnD/yAMy+HotwcinJyAtvO3BySfnI7gyZPBaAgK7PG6HWA4vzcwHZomxh6j51AcFg4QWERBIWHg65z8ofvufpnvwyk+ipP6YKv1kJT2ijCPqnK5WSftDgHy6lTp/jlL39JZmYmJpOJRx99lJ/+9KdNqsPh3MMNO6AkQcIA4zV+MRRlQdpOSPsEzn7D3Ck/ZU7cQA6lF1L0xVpG/PBSoGueHswxPZ60nHhOn49mq3o1aXq8f68OSMgSxIYazpf4MBttHFYigixEBJkJD7IQEWTB6fFR4lFJ6hzJrDV7mDumC9MGJ17wqWjlZgi/TBMOlvK4yhm6+SXeWiQFAsHljlXXGKp/gYSGv9o9l1lGTkEl0r79mtz0czhzz+PMy8WZn0dxXh7F+blY7EHMeeaFgOznb71BxrEfqx3HbDOiVvuNn8T3ydsIjohEkmX6jL2OnldfWyWqpDocUdE4oqIb7uQEtbJ3714SExNrLOx74MABbr755gpto0aNYtWqVaiqyr59+1BVtUp/t9tNVFTDGal33XUXR48eZcqUKXi9XkJDQ/ntb3/LkiVLkOv4TglaDhoa87Hj3nUOfhZerz66roOqI5mM/+eQq9viOVNExE+6YutR+8rC+vDZhtfITDvK52+tp+uwkQGHcFOil4skN8e0vjqXgiuDqVOnkpSUVO0+czP83dTEyy+/TElJSbX76lqNLGjZOGwWcIEsl9WjkqWGT8kkaBi8bheF57MpyM6iMDvL/55JQXYWfa69jl6jjXRMueln+PdfnqxxnKKc84Ht0DYxdBkynJCISEIiIgmu9F6+4HtweAST7nmwyng9rx7bYOcoaByEfdL0tDgHi8lkYtWqVQwYMID09HQGDx7MDTfcQHBw04eaA+S6comwVfXKXhIhbaDvbcbLjwXomxgGfbpDyXg4/yPknSJccjJIOsIgjJzCCf0n8IWeyNm8EgZk/4d73GvJ0sM4XxJKdnEY2WfCyNbDyCCUN9SBpGN88a14AHD7U9QseOs73txzkjC7mTC7mVD/++tfnCCn2MMTN/ehd0IoEUEWrCaZ7QcyuG1wIrn+By1JcYPs5uVPj3FVXChhdjMOmwmbWcFikrH6X6YmiqxpCbh9Zd7p5z4+wrBOw2qRFggElzPBEjzIcgBO6xMBUUCyNZJ5/BgFWZn+1V/njRVh/pVgJrOFn/+xrJjrrk3ra3aaFBdX+Nyhb3/CYmIJCgs3VoSFG6vCjNVh4QBc95t5jJ31a8xWIwLKbLPRcqZeLpyjY/rWuE+h4mr3H67uXaOsXEn2qxG9Lk0xP9HR0SiKQkZGRoX2jIyMOldf2e2Xlsq1qKgIRVFISUkJhO2XEhLScKvwJUniT3/6E8uWLSM9PZ02bdqQnJwMVFzRJmh5eNx2sIHTGc528z6u9/bHujebbPd+on7ZC0muOWJEdXrJ/ddhzHHBhE3sCIC1Uxhxvx+C1ADP6elHDrP3w3cBGH/nvc3iXAHKitlLgChYL2ihOBwOHA5Hc6tRJ23btm1uFQSNREK4jXPpoJd7nhI2SvNRUlRIfkY6BVkZFGRnEde5W6D2YvqRw6x/ZH6NfWM6dQk4WByR0cR16UZwRBQhERF+Z0lUwHESGl1WDD0kIpJbfv//GvfEWhEt2UYR9knrsk9anIMlPj6e+HgjQiMuLo7o6GhycnKazcEyf8d81k5a23QHvOoG4wXgLYHzRw1nS84xyD/NT8eM46ehRngWH/8PdhYTKhXThXNVhorqsJIv9Ujyir0Mzd7Ck+a1lOgW8gghTw8m76yDPILJ00NYq07isG7UC0iUskj+z2ts1YMoIJgCPYhCglj87x+QLNmEdDHGd0j5rH/vfzh1G8VYKcaGRkVDTZElrCYZi0nGJMuYZAmTIvnfyz4rsoxZllBkCbMi+9+Nz6VyiixhlmUURcIsS8iyMY4sSyiSsV/xb8v+bZMsIfv3lcqX7QdFlv19QZYMXUrly49Z5Rj+cU3l9p/LK8s9v/NwFl8fz8FikjErpS/j3ExK2Vjlxw3oKSFyRQsErRwT4PVaMZncpJcYq8JEBEv1lBQVYgsKrjMqoyFRfT6KcrIpyMokPyvTMGqystA1lcnzygr7ffTis6Qfrd5pYrJaK6T+at+3P2FtYgiOjCQ4LILgcCOMPjgsAntoWAXZ0T+fXS89S50rlwMXknO4sWRrw2KxMHjwYJKTk7nlllsAY8IhOTmZefPm1dq3X79+nD59msOHD1e7Sqxnz57s2rWrQtuuXbvo3r07iqIwcOBAVFUlMzOT0aNHN8j51IaiKIHJszfffJMRI0bQpk2bRj+u4OJRNcNk8/ksnFSywR8o7TqQQ/57aTiubVehBkmgX76brDU/4Msoxn28gNBx7ZHMxm9tQzhXNFXlo5eeA12n59Vj6dBvwCWPebHopel5dfEcLRAIBDVRUlRobOhl94DoaBH13Fhoqorq9WL2F9kuyMpk52uvkJeZTn5mOm6ns4L84Ck/CThYQvzR6GabndDoNoRGt8ER3YbQ6BhCo9sQ06lLoF9IZBQzlj3TRGd1edGSbRRhn7Qu++SCHSyffPIJy5cvJyUlhXPnzvH2228H/qNLee6551i+fDnp6en079+fZ599lmHDLnw1f0pKCqqq0q5du7qFG5B2jnacKjwFwNcZX+NVvZiVZliNZbZDXB/jVR0j74e+P4WiTHBmGqnHnJngzIKiLOZPGg8RHQ3ZnV/Cx2CXPNjJIV6qmN5L73c7P5jbs/9MPv3OfchS86tVDufTZQ6YQvg54QAs63OSmw6trCDj1s14MOFD4Xfee9mhDaDYozLK9yX/Z9qAD8X/kvFhQkXGqys8p97Cbs3wBg+QjvAr03uoyKjIaLr/3f/5bfVqvtGNH4hO0jluU3biQ0HTZXzIePxyKjK7td7s141r0IZcxil70ZDw6UqFMTVkDumJHPenXwumhH7yMVS9dKyK8tl6GNn485fiI5ZcVGRmKN8SThHf6l350z8O4sXED3pHfP4/tXAKseMpN5YUGFtFxoWF0rRvJllGlqngMApsBxw0ZfvLO5PKO2yM/VRoq+B48veXJWMsqZzDqWq78Vku7S9V+ixLSH75Cv1lf/8q8sZxatpX1m6cQ3knlCxVOmbpuUhlx6zvOVTsLwxzwaUTHhnCe7tvr9AmVodVJetEGv/8w/30vmYCk+59sMHG9Xm9Rvh8VhYuZyE9RpQ9FG55egnH936Drlf9/zCZLUy6b37gN6BNh04A/tVgkYRERpWF01fKLzymnk4TQctl/vz5zJo1iyFDhjBs2DBWrVqF0+lkzpw5tfa75pprGDNmDNOmTWPlypV07dqVgwcPIkkSkyZNYsGCBQwdOpSlS5cyffp0du/ezerVq3n+eSP/dffu3ZkxYwYzZ85kxYoVDBw4kKysLJKTk+nXrx833nhjg5xfdnY2//rXvxg7diwul4u1a9fy1ltvsXPnzgYZX9A8FH12BmdKBnEPDkIJMxz6mstH8XdZFCSfRCvwIDvMRM/pE3CuNBTfbnuHzONHsQYHc80vf9WgY18opmg74bd0QQmpvt6UQCAQCEBzG7+RCQkHkc6G87MFDwsHSyVyz51hzYNz6TFiNGNn/rrOmiKqz8f50yfJz0wnLyOd/Ixz/vd0CrIzGXTDzVzzizsBkE0mDn9ZcVI7OCKS0DYxhEa1IaZj2Yr94LBw7ntlA9bgYDE/cQUj7JPWwwU7WJxOJ/379+fOO+/k1ltvrbJ/48aNzJ8/nxdeeIGkpCRWrVrFxIkTOXToUKDYzYABA/D5fFX6fvjhh4HiOTk5OcycOZOXXnqpilxjkxiSGHCwtGisDuMV3a1u2dELIOk3UJJb7evnA66FUH9tl+/OwBffgisfXAXornwkXcUkafRVC8DvYHHE+eB4KHiKwD9RZZW8WP3L6lbf0Z/iDuNx+zQs+84R+/HZGtULvfo3nG07GJ+mEXsqnaFffVGjbFzPkXzfpiuqptMxJ53bD/+nRtl/xT7AzvCRaJpOF2c688/W/H1aFzyHzfarUDWdzp50ni36Y42yL0q3sVq/HU2Hjto53lEW1Cg73vQq5zUzXp/GIjZyu/y/GmWTXKvJIBJNh99L/2Sm/KHhiNFlVLWis+d2z2JO6kaxqzuV9/mZ8r8KzhqtnKPp/7x3BZxHN8mfc6vyKZpfRkPyy0voSDzju41juvF3eLW8jxvlL9CRysmV9XtDHR+oCdRXOsYE5RtU3dhnvOTA+0faYE7oRhhjR+kcI+RUVGRj7IATzdDhG60bZzC81W3Io698rJKuhuNNQ+K4HkeW/zsZQjEdpMzAWIHx/dt5uoNCjLzcZnyE4ix33HI6SDK6ZAJJKXPsVHbEXKjjppxjqO6xyju4JBSpksOrBodV+e0Qq4n7ru1a43dN0LhkofDCmJuR0Jn7ifEbNWhQvyrFzq90vnx7EwD7d25nwq/vrbEQe2V8Xm+FNDTffvAOZw6mUpCdSUFWJs7cskUEJrOF7sOvDlx3k9mCrmsoZrOxGqxNbNl7mxh0TUPyrzi6fu4DDXWqglbA9OnTycrKYvHixaSnpzNgwAC2bdtWpbBkdWzevJmFCxdyxx134HQ66dq1K08//TQAgwYNYtOmTSxevJilS5cSHx/PE088wezZswP9165dy5NPPsmCBQs4c+YM0dHRDB8+nClTpjToOa5bt46FCxei6zojRoxgx44dF7UIStC0mM1uAGy2IqBqVL9e4qPwk9OE39SFkh+yyX37CJrTeB43RdmIvrMPpqhLSxVRmcLz2eza9DoAY34+p9pCt01NyPCE5lZBIBAIWjSH0oOIj4LwiHTCRn/BubPLiY7+U3Or1WI49+Mh3vh/xtzOod2fcmj3p4y6/Re07dmbksICivPzceblEJXYnqtGjgGgOD+P1/6vZpuhICszsB0cHsG1s+4iLDaOsJg4wmJia4xYl2QZWwOmYhK0ToR90nq4YAfL5MmTmTx5co37V65cyV133RXwpr3wwgu8++67rFmzhoceeggwiu3Uhtvt5pZbbuGhhx5i5MiRdcq63e7A54KCgnqeSc1o5Va19onq0zzRKw2NLIMtzHiVRrXURP/pxsuPpOvgcYK7wHC6vG+syl7vTWfsw6dA18HnNmS8TlC9oKmEhMYTUnqzGHQTdLgKNJ/xUv3vmiHbr10S/cL9OQTbjoWoP4GugqaWe9dAU7nuquu4Lr6HIZupQ8Q9xlgV5DXQVW7rP47bugw0ZNMt8L/J/v2+CmOiq8waOpJZ/a72y0bA5qvKjecLjImm8puR/fnNqIl+HQ7Ai7aycwOI6WVcE81L8j3XgdV/Y/zvNthrQddUJL2sZkspH/xuLL7gGDRNJyh5O9bvqjoiS/nHLwZT4miPpukkfLWThP1napRdMrkL+aHdUTWd7gc/p8/h72qU9Q2dy7nQHmiaTv9Texid9nGNsparJnHU0QFN1xmc9Q0/ObOlRtnIuKvYGxSLpuskFX7HXdmv1Ci7wvEHPrF2RdV1hrt+4P85/1Kj7DLTPWyVJqDpkKSl8pxWc3G3x72/ZK1q/H71l47wL+sTNcr+2Tud59WbQYXe0nG2Wh5F0yU0tcxppPsdNy/5buB59RYA2kkZvGn5I7ouVXI0Gf22qKP5h3oTANHk87LlLwGZMoeTMe7H2kDW+PUNwsUq83MVnFZaOedRitaDN9TxAf1jHFbhYGlGLFHxgAS6jqJ4aG82M2XKjcK54sfn8XBo96cV2v7+mxnc89IbAcdJ9snjnD9zyijmeD6LwuxsCs9nU3g+C4+rhAfW/StwPU/u+44jX+2uMJ7JaiU0OoawNjF43S4s/uLxY2f9mnF33k1wWHiTpiUTtA7mzZtXZ8h9dURGRrJmzZoa90+bNo1p06bVuN9sNvP444/z+OOPV7s/PDy8SprB6tpqIzo6mt27d9ctKGhxXK3vpLf+HbHuTFStYj5qa5cw3EfzcaZkEDIygZyNh9C9GqYoG8HDEwhOikO2NEwqvfIc+foLvK4SErr3pO+46xt8fIFAIBA0BmX3A8mWjtNZfSrcKxWfx12lrXQxQXm6J40KOFjKR7mHxcYTHhtHWGwc4bHxhMXE4SgXASNJEoNuuLnKeAJBbQj7pHXQoDVYPB4PKSkpPPzww4E2WZaZMGFCvS+YruvMnj2bcePG8ctf/rJO+aeeeqrG/+yLRfVPfNtNdtZNXtegY7dKJMlwEFhDILRsZZhZNpftN9uMFzWETzpijVd9iOpivOpDTE+Y/HT9ZOP6wM831F/2vi/rr8P/y6hbDuCmVXDTqrLyVwGnjeHwCTcHGc4wgMlLYNzCis6jcg6fnm2uApORCoLQe2DIlEoy/nddY2znQYZzDSDhZ9Czl+Fc8u83HE3G+096jwSH39l1+iY45iiTCTikjL6zBl1d9n91ohB+yKskU9bn3hFjIGGAIZtWAl/8UFGHcn0WjLmaBZ39zq5jGmwfWEXP0r6Lxg1nUe8J/nEtsCW+ip7oOugaj904gMVDbkDVdPTjofBazf9V91zbjV8MGYem65jO7cW8qapDrJSZQ+OYMMiIlLLkHiHx39lQwzz6z3rY6N9vEJquYyk6w4APj9Y4bkyHq0i8qhearmN253D9Zyk1yvaIdeDo3BlN19F0CLa2uBJbVxQlpmDwAeiER5zDVdABSRJpS3Rd583Fv+fc4YMAKOWiUDwlJXiKnZj8Rd53b9nI4UpOmPIU5+cFVkz3Gn0tCT16EtYmJhCJYneEVuvQKl/kUSAQCFoDfXIPExNznKNZQ7jBMzzQbh8QTeTtV5G/LY2gfm0wRdmJmt0bV+p5wiZ3QjI1nhN54MQpRLVtT1BYmHBWCwQCQStB162B7YMHR5GV2ZlTp9/ipz/9aTNq1XycO3KIz996g/F33kN4bBxRie25dvZv+PjVFwGj/kl4XDw+twubI5Sg0HCCw8JJ6NEzMIYky8z9u5g3FAiudBp0Bi47OxtVVauEKsXGxnLw4MF6jbFr1y42btxIv3792Lp1KwCvvfYaffv2rVb+4YcfZv78+YHPBQUFl1yzpTSCZUT8CEa9OYoVY1cwJnHMJY15uZDuTA9sj203tvkUaaFsOmSku7m9x+11SPqRZUCG6qKkSiOO6kNkJ+NVH+L6Gq/6kDjEeNWHDiONV33oNMZ41YfO18BvdtR/3AW1/9ZIgEmRoMtoeCzP73xRqziQHIoFh9kfgeUYAvMPVusMQlOJC4oiLsSfGqNtX4j5OODUqTC2rtEptC2dovzp+DzhELWhGueVBrpOj8jO9Ej0/7964yF8VUXHVblXn+ge9OneE0HLwO1xg2yko5OAbK+O0+lk+7nt9IzqSY/IHs2rYBOj6zonvvuGHa+9wvnTJwPt4+bM5aqRY3j/uWfIPXcGe2jZb15kQlsSevQyCjpGReOIboMjytgOaxOLNbgsTU63pHr+9ggEF8H69euZO3dutfs6dOjA/v37m1ij6pk8eTKfflq9U3LRokUsWrSoiTUSNDape3YwbGoHwm8oi2qxdQnH1iW80Y5ZmJPNZ2+sY8RPZ9C+T79GO45AIGg8tm7dysKFC0lLS+P+++9n1apV1bYJLj8s5rK07VmZxr2jwFnAsi+XcVffu2gT1LqKSl8sueln2f2vNznwqZGt48u3NzHx7gcICgtn0OSptL2qN868HDoPHNrMmgoE1SPsk5ZHi1vifPXVV19QIWCr1YrVaq1b8AIojWD53ymjVsZ9yffx1YyvsJmqz414JVHsK25uFVosRZ4iln6xFIDJnSbjsDiaWSNBnUiS8aKOlZcmS1mNorow26HtoPrJWoKgR80pF6uMO6T2QmaCloNW4oTgsnz0Xl3iL3/5C//u8G98so99s/Y1o3ZNi8dVwpanlnDmYMWHvPvXvRVI23Xzwkeq9Bt1+y8YVU9ftUDQmEydOpWkpKRq95nNLSeN7Msvv0xJSUm1+yIjI5tYG0FDUmANxkM7NKtKoVSCQzd+O88XnOHs4QN0GjC4SfRQfT5evGc2AENuqlqLUyAQlPHcc8+xfPly0tPT6d+/P88++2yLySk/d+5c5syZwwMPPIDD4aixrSaWLFlSbRaRoKAgnE5no+gsaBhkqmZl+CH7B7Yf3M6x/GO8fP3LzaBV0+F1udi6fCknfyhLmd5rzDiG31rR6Ijt1AWoZ1YVgaAZEPZJy6NBHSzR0dEoikJGRsV0SRkZGcTFxTXkoRoVVat609mXvY+hccJ7TblUemo1NUSuZDyaJ7DtVt04EA4WgeBKxXP2BHRLrNIu6UbKKk3XkKUrI6WKxWbHYrdjMlvof/0NDJ06rUUUQxYI6ovD4ahzsqkl0LZt2+ZWQdBIbAq7jf1SP+5LfIaNxz7n1y6j5ppHc1WbL76x+GJLWardU/u/p02HekZPCwRXGBs3bmT+/Pm88MILJCUlsWrVKiZOnMihQ4eIiWneVKVFRUVkZmYyceJEEhISamyrjYULF3L33XdXaBs/fjxDh4r5kpZOSPDeKm1BJiPqPi0/rYm1aVrO/XiI/zzzFEXnswEwWaxMX/I0cV26NbNmAsGFI+yTlkeDzu5YLBYGDx5McnJyoE3TNJKTkxkxYkRDHqpRCbGEEGYN44ZONwTahsTWM03SFURpKjWBgVSu6MaFFHUSCASXHzWVspd147ab585rMl2aGq/bxa5Nr/Pttv8G2sbfeQ9zVv2DsTN/LZwrAoFA0ABsL/qKU86DqD5fkx3zdOoPge2Bk6c22XEFgvJ4PJ4aX16vt8FlL4aVK1dy1113MWfOHHr16sULL7xAUFBQrcWGS8nLy2Pu3LnExsZis9no06cP77zzTmD/5s2b6d27N1arlY4dO7JixYoK/d1uNwsXLqRt27YEBweTlJTEjh07ANixY0dgQm7cuHFIklRjW22EhIQQFxcXeGVkZJCamsqvfvWrC7hKguZAMlVd2R5jjQYu/zmMsJhYvP6V9FeNuob71mwQzhWBQNBgXHAES1FREUeOHAl8TktLY+/evURGRtK+fXvmz5/PrFmzGDJkCMOGDWPVqlU4nU7mzGkdqW10Xcejeuge0Z0nRj1BoaeQpPikagvlXun4tKYz6FoDYdZ61ksRCASXPVZdp5/+LRI65UP/FF0B4Hj+cSJtl1dIrK7rHNr9KZ+sX0thdhYWu50eI8cQFBpGWExs3QMIBAKBoN54fcbksKe4adL3aqpKXqZRi7HHiNHCNhI0G8uWLatxX7du3ZgxY0bg8/Lly6s4Ukrp0KFDhTmKVatWUVzN39OSJUsuSD+Px0NKSgoPP/xwoE2WZSZMmMDu3btr7atpGpMnT6awsJDXX3+dLl26kJqaiqIYz48pKSncfvvtLFmyhOnTp/P5559z7733EhUVxezZswGYN28eqampbNiwgYSEBN5++20mTZrEvn37GDlyJIcOHaJHjx5s3ryZkSNHEhkZWW3bhfDyyy/TvXt3Ro8efUH9BE2PSZah0jrZ4rwcCIKskixOF54m0VE1Cr814i4u5vAXn9F33PUABIWFM23RE0R36IjZ0rBlBgQCgeCCHSxff/011157beBzaYH5WbNm8eqrrzJ9+nSysrJYvHgx6enpDBgwgG3btlUpfN9SyXXn8k3mN4ARofH8hOcBw5lgkltcyZomRy83UTgmsZ5Fyq8QZEnGLJvxal6RPk0guMIJ1nX+jycBOECZsRlXEscx8zE+OP4Bg2LrWaunFXD28AF2vPYK5w4fBMAR3YaxM3+N3RHazJoJBAJB68fjsYMVip1hlE4JlT6Ru5xFTaKDJMtMvnc++3d8xHW/ub9JjikQtEays7NRVbXK/EdsbCwHDx6ste/27dvZs2cPBw4coHv37gB07tw5sH/lypWMHz+eRx99FIDu3buTmprK8uXLmT17NidPnmTt2rWcPHkykOpr4cKFbNu2jbVr17Js2bJAirLIyMhAGvfq2uqLy+Vi/fr1PPTQQxfUT9A82Ewq7kqBWee9eYHtfdn7Wr2DRdc0Vt5RFmUZHB5B50FG+rr4bj2aSy2BQHCZc8Eeg7Fjx9YZOjhv3jzmzZt30Uq1FGyKDU3XWLBjAbvP7WbrzVuJC249tWQak3BrOJ3CRN7lyjw+8nEkSSLUIiYVBYIrGZMioesgSVBcUhbddn3WGFKDoukd3bsZtWs4nHm5fPzqixza/SkAJquVYVNvY8hNP8FstTWzdgKBQHB5oKqGyeb1WQMOltIFyN2SRjaJDpIk0b5PP9r36dckxxMIamLRokU17qscWfX73/++3rIPPvjgJenVEOzdu5fExMSAc6UyBw4c4Oabb67QNmrUKFatWoWqquzbtw9VVav0d7vdREVFNYrOb7/9NoWFhcyaNatRxhc0LIoUA2RWaHMqhZg1E17ZR3ZJdvMo1kDknD3DuoX3Bj5HJCRiEtEqAoGgCRAhGZUon/bqx7wf6R7RncziTJxeJ9vStjG7z+zmU64FIdVYYeDKJd+dz/dZ32NVrEzpPKW51REIBM1IeGQw7336yyrtXdR4prpH067LsGbQquEpKSygMOc8AH2uvY5Rt/+CkMjGMeAFAoFAUEZpVHlEXN0FqQWCywmLxdLssrURHR2NoihkZGRUaM/IyKgzOsRut1/SsYuKilAUhZSUlEBasVJCQkIuaeyaePnll5kyZUqryVhypaN5/WWYczsx0tudk74grvd2Z1baFP45Ipk29jbNq+Al8N9nnubwF59VaJu1fDWKSUx7CgSCxqdBi9xfDpR3sOS4cgC4obNR7P7Zb5+97At/1UWX8C68ddNbPDL8EY7kHqm7wxVEkbeIDYc2sPHQxuZWRSAQNDPndYVXRt3IK6NuJE4Lp51qFI80o2C+uvUaLgCnD/zAC3N/ierzcvbwASx2O794+q9MvPu3wrkiEAgEjYDJZORzsVqdADxNCWnudEbd/osmOf4XWzay458vk5eR3iTHEwhaMxaLhcGDB5OcnBxo0zSN5ORkRowYUWvffv36cfr0aQ4fPlzt/p49e7Jr164Kbbt27aJ79+4oisLAgQNRVZXMzEy6du1a4XWhqb/qQ1paGh9//LEobt+KyCoINjYi0uiptsVrcqLqVhI9sfwp6BEmdZrUvApeArZgw4nY9qre/OqvL7Fg4zvCuSIQCJoM4WCpxPGC44HtrOIsAG7odAOyJOPRPOw8vbOZNGs5bD68mYU7F7Lt+LbmVqVFoelGsgaX6qLAU9DM2ggEguZEiYjBazLjVUwkEAT+qD8NDcVmJvP4aYq+PNe8Sl4gXo+bna+vYdPji/C63WiaRr/xk5j28OPEdurS3OoJBJc9W7dupWvXriiKEkhlU12b4PJjuLSLG/V/E+sz0roE537JLb/6GbnnzvDRS6vxuEoa7diqz8c37/+HlHe3kn3qRKMdRyC4nJg/fz4vvfQS69at48CBA9xzzz04nU7mzJlTa79rrrmGMWPGMG3aND766CPS0tJ4//332bbNsLsXLFhAcnIyS5cu5fDhw6xbt47Vq1ezcOFCwKjJMmPGDGbOnMmWLVtIS0tjz549PPXUU7z77rsNfp5r1qwhPj6eyZMnN/jYgsbB44sIbBdKxWSYfyTZsg8AW4+Imrq1SDwlxRTmlKU0G3TDzfS59jqmL3ma8Lj4ZtRMILhyEPZJGcLBUomtP26t0hZhi2BEvLHa5P7/3U9KRkoTa9WyUGQj3LjUoSAwKB/ddLrwdDNqIhAImhuXvw6ThE5cZCZmv4NFRedXH/+a79Ylk/f2EQ4Nn0Te5s2XfDzN5aNozzkKtp8g9+0fyfnXYXK3HiH//TQKd56i+PssdO3iIzBPp/7Aa3+4n6//uwVd1/CUFFOSn3/JegtqxptZzOmHPiXrlX2Btis9irYpeO655+jYsSM2m42kpCT27NnT3CoFmDt3LrfddhunTp1i6dKlNbbVhMvlYvbs2fTt2xeTycQtt9xSrdyOHTsYNGgQVquVrl278uqrrzbwmQgulIE5+/k5/8SWrvBr13gGBxcx8urhHE3Zw/fbt1HkT9XYGBxL2UNJQT5BYeF0Hjik0Y4jEFxOTJ8+nb/85S8sXryYAQMGsHfvXrZt21avNFqbN29m6NCh3HHHHfTq1Ys//OEPqKoKwKBBg9i0aRMbNmygT58+LF68mCeeeILZs2cH+q9du5aZM2eyYMECevTowS233MJXX31F+/btG/QcNU3j1VdfZfbs2VXSkQlaLoVFwwPb35iPBbYLLMWY44JRNRXNo9Y5jq7p6Kpe4dlU92n4cly4j+WjFrgD7e7j+WQ8+y3pK74mfWUKGc9+S9ZL33Pu6T2ceexzfOfLFgmoTi/erGLUIg+6r+b5ph+/2s3aBffy/rMrAjpEJbZj4t2/rVJfSdCwFO/LMmyUl75Hc/nq7iC4ZIR90jrsExEvV4kekT14//j7AFiUsjysDyc9zJS3jboaf/vmb3yT+Q2zes3it4N+i1kxN4uuzUG6M531B9YD8H32982sTcuiNBc2gKrV/VAiEAguX1xuNyhBAOwxHaFE7gEYESzFsovzpjwAbANn4/oRMv/+HVqxl6ABMYSONwxgX46LzOf3IlkVZIuCZFWQLAq6W0XNdxM0oA1hkzoBoHtU8rbUkLZRkQgZHo+lQyimMCuuI3mcfy0VOdiMHGRCDjIj203IVgUUiaABMVg7GA6i4rO5HFz/EWcOpxJNPAmxnekxagxtOnZCStPwak7MsUaqAbXIg/toPshlhWN1TQdNR9d0LAkhmOP8soUeSr7PQtfAFGnD3rtlphbTdR10QNNB10GWkRT/ufk0tBJf4BzRdPRysnKIBSXYeD7QXD68GcWBa4Gug+YfX9UxxwRhijbyrmvFXlw/5pLz5iEA3D/mofs0JJNMwYcnKPz0NLJFAcXQRVIkUCQkRSZyRk/M/nGcKRkUf5MBkmQEUEkSAXtTkgi7sRPmNsZ3tCT1PMXfZgbk8Hcp3XaMbYc5xpB1Hc2j+NtM4/84MJ7x5jFr6B3LjGHNraKVeMtdUanCpmw3GecCaF4VrbgaI83fRbaVyeperdy4EpXLwpX+zZT/f6qpdJxkKZPd8OabzJ8/n+f/+hzDhgzlb889y8SJE0n95gdiYmKQzHLZuJpeq1EpmWVkc5ms7q7muaBUJ0Uqk9WrkZWMvPqZmZlcN34CCQlGzY3CwkKj7doJxEUbk3blJ0UkWUIyla2l8ro82Kw25t03jy1vbzHOwWvIS5Ihm5aWxo033sjc38zl9XWvkfy///HrX/+a+Ph4Jk6cWOP5CpqW0f2m4ztfQnBEJO5iJ0U554lMSGyUY+3/xEhzdNXIMchiElUgqDfz5s1j3rx5F9wvMjKSNWvW1Lh/2rRpTJs2rcb9ZrOZxx9/nMcff7za/eHh4VUWbFTXVheyLHPq1KkL6iNofmzWskjEo0o66MbvuuyTGPXmKKbmjeWXWVOInNETrdCD64j/OVSWCBmZgCXRAYDneD5ZL+4znmUUCUmW0b0qpVMi4T/pSkiSEUWi+3S8Z4pq1Ekt8GCKMp5fi7/JJP/dMscPJhnZpiDbTEhWBcvYKHZu+ydHv/6CaGsibe2dyN6citluN551ZQLPr0GDYgPPxZ6zRbgO5yLJkrHf/4xvPOvr2PtEB56LPWeLKNmXja1HBNaOYQ1x2RuU8vZVeRtEtpuM88OwJ7QSX9k5av7z9b+bY4KQzMYzoi/HhS/XVdE+0cpsIGvXcGSbMXXsOppHzvqDALiP5uNNdwauUeFnZyj8+CSSSfHbJhLIkqGTIhExrTuWeMMWLN6XjfMrI+2oVGp/QMAWCZ3QHkuCkfLN9WOuIeuXkcrZKwAho9piaWvIuk8WUPx1RjkbxdjwmFW0OK/xnGwzdmmeSrZHJVuhop2ioRV7K8iVF5fK2ymltkcNVLBT1DpkLQpvvf0v5s+fz9+f/ztD+w+uYp8E9DHVbqdU8Dsq5WR1Hd2lVnsNDNlq7BS/XMA+uXYCcVGxIJe1TZw4kbg2fvvEW2qflLdHQVJkVFXFbrdz/7x5bNmypex7SplcqX1y9913s379epKTk1ukfSIcLJWICy7LTTqu/bjAdofQDtzZ507W/LCGbzK/AWBd6jrWpa7jug7XsWDIAoq9xXSL6NbkOjclhZ7CwPaX575sRk1aHuUjeny68OQLBFcyutsNxjM6kqSjYvw+6OjINhPvKZsZpfZFCWuLLw/IM9IKll/tJQeZ0Iq8UOSlOpetL7ecbLAFW89IFIcF2WFBkiVjUtflw3vOift4AY5r/A/chR7DSeNWUXOqjmtJCAk4WD59YQ29PcOIiSoXZv+tSt63hjMn/KbOAQeLL7OEnDcP1nhNQid1LHOw5LnJ+2+Z8RT7u0GBcaqj9CGr1Gjw5bjwnClC96joXs3/KtsOHhobGM/1Yy6Fn54xjA9VA9VYcYeqo2saYTd2xt4jEoCS/dnkbDps7Nc0qLRwLmJaN4KHGs8JriN5nH91f406h0/tQshIYyLce7bIMEJruTahY9sFzq3UuVJK6SS57lHBp6P5arjHlHsY9eW4DIdXTcccX7aS1ZdVTMm+7BplgwbHBhwsvoxiw3CpBp9DgvZl6SV0n2Z8h4Fib9VvsRJhRcGMLEmYvRpaoadm2fAyWYtPRy2oRTbMiiPSHtBBzXdXkSkvi9/AeOaZZ7jzjln8csp0AJ59fAXvvf8ea158md/fNx851FLBIFJzXIFx8vLzWPTUY/z3g3fILyyga+cuPP3nPzFlyhTQdN56bQOPr/gjR48fIz4mjntmz+V3c+8HQA424w3y8cgjj/Dmm2+Sl5tH7x49+eOiJ7hmxGh27v6U62+/EYAJ118HwMcff8y1115rtE0y2j7c9C7XjBgd0Em2mwITFrquYy2S+NujywHYlfwJeQX5+DKKAcMwNEfbeeGFF+jUqRNPL3wCdJ2u02bz2a7PeOaZZ1qUAXOlUWyykUUbNKtGMW6CDsJe02f4PMZ3uyi3mh/zBsDrcXPi+70A9BozrnZhgUAgELQCyh5uJcm/OAiwaGYKPAXEFISjFfvIfqnqc6upTVDAwaKr/o464NPRS60Vk2Q8W5XDHB9M1OzexvOs7o98cfko2X8e97G8wLNK6YCSVSlbbOLT0IrKnic/WrWGjKI0ZEVhwNBJRJ2Jwv11DtU96Vk7hpU5WE4XUrDteI1XxdwmqMzBcqqQwo9PUfxNJvEPD6uxj67r6CU+NLeKKcIWaHf9mIsvq6TMNvFpFd4jbusesGnyPzqB61CO304p5zhRjfe4+YMDzo3ct3/EuScdavCFxj88LHDtC5JPUrTrbI26xy4cUrYoa086hTtqdpbGPDCwzNmxv2LEbKlu4HfqOH1A9XaKXu6ZXc114T6cW+MxQ0aW2Z6+8y5Kvq/ZTrH3iQa/g8WXXWJco0r4HBLatcGGLViqj09DK/JUa0uAYXuYJQs2swKqYafUKBtmxewwZHXVsD2qkw0yKxVsD13VUfNqtlNkh4WVK1dy1113MXvmLHwZxVXsk4BsSJmdgqaj5riq2CddOnTmyYeXcNPNU5EtCps3b2bx4sUcOXKkin0C4Ha7eeyZJ9n49lvk5eXRp08fnlz4WFX7xG+LfLR1G9fdYtRxGjfOeG6sbJ+UUmp7BAcH8/e//x3PmSI+227YJ96zFR2yzz+zmk6dOrFixQoAuoS345OPdrQ4+0Q4WCoRbDYmZPpG98UsV4xM+d3g33F3/7v5Ov1r7k2+N9D+0YmP+OjERwDM6jWLhUMXNp3CTYxe06+5oMKqH58mHCwCwZWM9/Qx6F7msE/UorDpZqL1UOxBwZgKzuFKeQVr359gaRuLKcZHyKgByEFl9x3JqhDz20GGE8GtontUNLeKZFEoNrlJPXuEvP/+SHh4OP369SN6Vu966WbrHUXsgsFoxT40p7G6SSv2ons0dFXD7H+ABugxbgxn3tlPQtceBIVFBKIzdA3QdZRyBpFkU7B2DiuL+tAxVi0pxgqj8oaHHGzG3i8a95E8tGIfvjw3ss2E62gevvMu1Hy38SrwoOZ70F0+ou/qi61LOACuwznkbT1a4zlaO4WVi6zx1voAr1daNVRtpEFgZ9mmsQIOYzlQadSOf1WcJANK2RIgyaKgRNn8MvhlSuVBcZRFzEo2E9YuYXjTnWhOHwmLy1I5hF7fgZCr2xrfCZ8ecBqVOoyU8DKDNqhvNOY2dmMVEJStRPM3KBFlstauEYTfrBjjlZ5nuf/H8oavpb2D0Os7lF2Lcvc+t+SjWC5zOkhmGdl/bgOe2l7jZb22RxtemTEYOcT4/o9Y8Rkl3urTQiR1iuTNOcMCfyvXPrub3ApRMgbHnzYe+FEkZHvNj7ulziuPx0PKN9/w+3kLkPzGogKMu2YcX+z9CslmqhANIkkSktW/qk3TmDrrNgqdhbz6/Ct07tCZgycOB1KmpHyTws/vmcWjv3+En948jS+++oL7H/od0dFRzPzZL5BMMvPm3Udqaipvrn+DGHsk/37vv9z0y1v55n9fMjJpBD989i19rh7Ipn9uYPR11xAZGcnBAwe5qudVbHx5PcOHDCcyPAIUmcB/jlx5KV7FCCKksrbS1WS7d+9mwoQJpSFMAFx/3fXMXzgfQfPxRuR09kv9uK/dM7yR9hkzXdew49OvkPKMmiwlWadgSRhMewX63tZgxz31w/f4PG4cUW2IEbW2BIJLZv369cydO7fafR06dGD//poXbjQlkydP5tNPP61236JFi1i0aFETayRoKEKD/1fuk86t7iQi9bJn/1eitzBRH4OW50EOMRM0MAZ0kG1KIEoAwNo5nITFww1niaqDT0OyKcjB5iopupRgM/arIqvoEjQgpkqbY3QijtGJgehfrcRHUWY2n65dS2FGFjnusyT06MV1d92HQw3HdSi3gm0SiNTQKz4Xm6LsBA2O9Ud76GWR2P53pZydUvpcrhZ6ArIlP2TjOVOEmucO2Cm+fA/4NJAl2v5xVOC8i3afw5Vac+rOiJ90BX/afTXHhfd0zdE9AUdWoKFG0QrzUZJJRrLI/vPz2yaldopUMZpBDjFjivFHAJXaKuVlzWXPv5YODvjcsAdi7h1Q4fiOq9sS1K+N4UgKLGYrs1dKHTpg1PuRg80VbBPjzR9h43d2AVg7hhJ+U+cyk6PUTjFOOrAIDMAcH0LodR0C+0vFPJIPp6244rO8306py0ZZO2eYYU+EmOu0UTbOHQGyhBxkrtZGOfKHcRV1kKvaKQFbDPDqPlJSUnj44YcN28NmqmifWMsiiyVTxed83SwZ9klRmX1y4PBBFEVGMsmkpKRw++2389hjjzHtupv5Ys8X3P9wmX0C8OBDv+fAkYNs2LCBhIQEtmzZUq19svHl9QwfOpzo2GgOHTpEjx492Lx5M0M69zfsk1Ib5CKnk7/8eo9hn5S7SNeNHc/CJQ9d3ICNhHCwVKL0R0mqIZeE3WRndOJodt+xmxFvjqiyf13qOs4UneHWbrcyMmFkoF6J4PKnfATLtrRtDI0b2ozaCASC5qRy6t8uaizttGiChsQSFhRGm3zwnf0GX8Z3OFUVS+fORM9+t9IYUiCMujwpKSls+882vN6yB7b27dsTFla/EHbZoiCXe2gtxef18vV/t2BPddC/7Q0AdBw7lHZXD0Qx1f24YEkIoc1v+tVLB1Okjaif9yTrxe9xH8tHL/ZRcuB8rU4TvVyYsxJhw9Ih1EibZpYD6ZhKt01RZUaStb2DiJ92LwtTV+RA2LqkSJjKPZRbu0YQt3BIWVi732ki+SeiyxsYtu4RJD5VdTVOtdcm0UH87+t3TzBH22lzV/XXUbaakK31e3QzxwUHIobq1K9tSAWjuVbZREdg9WJlXC4X2Wlpgc9yufRbdVFRtvbc2bJFQY40ZKXKToTKsmYFucLKyOrJzs5GVVXadmtfwQCM75DA4Z0/VmgDw3AtNf4+/PBDvvr2aw4cOED37t0B6DGszOH5zF9XMX78eJY8/QQAvUf059Dpo6x88W/86rdzOXnyJGvXruXkyZOB9F9XJfXlo13/4/V3NrJs2TLahhrn2aZdLHFxhvM2Ns4Iu4/pkkD7/p1rPT9JkgKrDwEjNaDHVKENID09ndjY2Art8W3jKSgooKSkBLu97mspaHw0dDItUXRrE0tBVgbdDv7J2LH5V9D7VpAbpszm0RQjWr3zoKEip71A0ABMnTqVpKSkaveZzS0n7fjLL79MSUlJtfsiI6tOlAtaD4XZEOQPYjbm0o3f9uhf98H6hZV8itB+E0+sJwpTtL3CZHB5JEVCCmq876wkS0h2E7LdRGhYPOd95yiSzzP217+h77XXIfnvc/VN4WXrEh5YqFUX1i7+MTUdT1o+1s7hOL/JrNFpIimS4Wjxp1GydgxFko0FVpLZmMwu/17eUAy5ui32vtFlKX9lv53iX4gl28qeo8MmdiR0fIeq6bdK0/uWeyYOm9yJsMmd6nW+jqvb4ri6bb1kg/rHENS/qmMM/M+W9fxOmGODa81eUEH2Qmya+OBq7edSG6U01RX4bYSwetopZgU5XKEuGyUgG6lUa6OYIqvaE6Za7JSss2dRVZXY2FjD9vDbIwH7pBqbHozUWzu/+7xW+2TlypWMHz+exYsXA3775ExF+2Tdhtcq2Ce///3v+eCDD6rYJzFdEmjfz7BFYqzGvGhkZCTtB9R/cY45IdhIYe41YW4bUsEZk3E+s0INM3NsEAld27U4+0Q4WCoRiNCo4+8mxBLCvln7UDWVAa8NqLBv+8ntbD+5nbYhbVkwZAHXdbjugvX4+96/c7roNE+OerJFGTSiwG7NdAjtENjedHgTj454tBm1EQgEzYkVnR56KlLgycD4HXcfyyNiSARtCoz2sFtuIX/L23iOHcOddhprp9pz6H/88cfs3LkTgLZt29KlSxc8Hg8dOhi/P06nE6/XS3h4eL111XWdH7/cxadvrCMv4xwWu51uw0YSFGaMUR/nysXiPmaksMrZeIjoOb2xdAzFHBOEEmb1vywoYVajVoy97IHd3iMykNarLkxR9lofXMsjWxVka8t4QLvcSH2i5vBtudJzTsqjE2qQrCr72f9de2mKNQB79+4lMTExYLxU5sCBA9x8880V2kaNGsWqVatQVZV9+/ahqmqV/m63m6iollmfSNC8aGgcC+7AEPtxCrPSCfWcBkAPjiX/nTQcYxNRQq11jFI3IRFRhLaJocvgmlOkCASC+uNwOHA4ql+k0JJo27Z+k62C1oerqPyKej2wsPitZ5+gU68oDtrOkqPmkRjXvvoB6oGmaciX4Oj3etx8/9H79L/+RkxmM7KicONv/0BwWHjAPmlMpHKT8OdfP0DC4hHYekSghFpQwq2YytkoSpi1ihPKMab+NdEsbUMC6a3qor7OC8GFcbnaKK3NPik/712h1md1sopsLJpsYQgHSyUcFgc9InrQwdGhbmFAkZWAoyWrJIszRWfYfmI7/z76b84UncGqXJxx8/x3zwMwu/fsy76uy+WCWRE3PIFAYBCk6yzGcLIe5Gp8qDhxsTvqWyJsEbTxl8awXdWToog9qDmnyPlnMvGPzapxzD179gScK2PHjmXMmDFVjJeSkhK2bNnCkCFDGDhwYJ0O+jMHU9n5+iuc+9Go+REcHsE1v/wV9tCmKegYNDiW4pQMzIkh2HpEYqun00TQ+giy1P+Rs7FkayM6OhpFUcjIqFhfJiMjIxAxUhOXumqqqKgIRVFISUkJpBUrJSSkfkZ3QxEXF1ftNQgNDW0xq8OuRDweG1ihpNiBBSOCRQNCIqOIshp1dLCEcD5qE67Pz6KV+Iic3uOSjzvitjsYPu1nFVIBCgQCgaD14tYMB4umSaiqiU/NB7DqZjznCun3rZWDIyCnJIfi77OQZAlbr6g6o4VLKSkpYfv27Xz//fdERkYydepUEhIS6r1gWNd1Dn+xi0/Wr6EgKxPV52PYzUbayzbtO17U+V4M5c83xB/ZEZIUX5O4oJXTkm0UYZ8YtBb7RDhYKjE0bij/mvqvC+6nyApxwXHEBccxOHYwvx30W5JPJjMqYVRAJi0/jXaOdpjkui+7STbh03w4LC17hYuma8hSy/McCgQCQXMil3swLykJ5XvTCbLkAjRdY3DMYNKvPYVZCsd1LJigpMEUvn+K4m++w3e+pNpoC03TOHTIcIKMHz+e0aOrpqbSdZ0tW7Zw9uxZ/vOf//Djjz8yZswY4uOrGgT5mRns+OfLHPlqNwAmq5WhN93KkJtuxWJruoeU8Js6Y44PJqhfdJMdUyCoDovFwuDBg0lOTuaWW24BjL+75ORk5s2bV2vffv36cfr0aQ4fPlztKrGePXuya9euCm27du2ie/fuKIrCwIEDUVWVzMzMav+2m5IRI0bw3nvvVWj76KOPGDGialpcQdOhqsYiHq/XhgVQJQ1NB9Xn47bZN8Mn36BG9CNkdAe8P27H9W0+7qS4eqdOqQ2pcrJ2gUAgELRadM1I31OQHwfIpMt5AARpeQTlGvvsu13kfHvQaB8cS8Rt3ep0kpw/f57169eTk5MDGJOfL730EgkJCVx77bV061b7ouH0oz+y87VXOH3gBwAcUW2IiEu42NO8ZNrc3Q/XwdwLikYRCBoaYZ8YtBb7RDhYGgmbycaNnW8MfD5VeIpfvv9Lekf15k+j/0S4LbzW/qWpuBSp4Wu46LqOjt4gjhGP6sFmstUteAWQWZwZ2L6YtHACgeDyITIqmPc++WXgc6hu3G5t+3Jo11Zi0q3PkJWxF5vyHfSMp/B9UPPPkP/hmJnffgABAABJREFUCaLuuKrKeJKuc8eUKaRlZ9O1a9dqjylJEr/+9a/ZtWsX//vf/zhw4AAHDhwgPj6edu3acfXVVxMaGgqA6vNyNOVLJEmmz7jrGPnTGYRENH30iGwz1Tvnr0DQ2MyfP59Zs2YxZMgQhg0bxqpVq3A6ncyZM6fWftdccw1jxoxh2rRprFy5kq5du3Lw4EEkSWLSpEksWLCAoUOHsnTpUqZPn87u3btZvXo1zz9vRCt3796dGTNmMHPmTFasWMHAgQPJysoiOTmZfv36ceONN9Z6/AshNTUVj8dDTk4OhYWF7N27F4ABAwYAcPfdd7N69Wr+8Ic/cOedd/K///2PTZs28e6779Y8qKDJUdHQkBg+7WcEH3gJgOIzbbB//n/EWzeS5/0Vee+0JebeAfVeeVyZ9COHienUBVkR9SQFAoHgckH2py8O1YIY6u3C16Y0dEkLONJHxI+gzddldR2KUzIwRdsIvbb2lGHfffcdOTk5hIWFcd111/Hdd99x9OhRzp49y969e2t0sJw/fYpdG1/jxz2fA2AyWxh68zSGTp2G2dp880zWjmENskhB0LooK4lQ/l0OOBh1XUUP1F4ukyntJstmJP88q6Z50XVvuaL15aOBdWTZjuyv2a1pHlTNXSli2Nh+4IG7+dWv7gnYJ888swKns4gZM36Cx5NL5crxJlMIsmzhmmuuYfToq7n11lv485+X0qVLRw4d+hFJkrh+4njuv/9ORo26PmCf7Nr1CatXr+avf/0TbncmHTqE87OfTeOXv5zBn/70OIMHJ5GTU0RycjJ9+vTk+utH4HYbaTk8nhxcbiPCxOVvK0XTPHg8OTVdcUwmB4cPn8Tj8XD+fDYFBbl8+eVHAPTv3weAOXNuZfXqZ1mw4Lfcddc9LdY+EQ6WJuJ4/nE8qofPz37O7e/czoprVtC3Td8a5VVdBWjw+iv/PfpfFn22iJEJI/nHdf+44P5dw7uy645dPPLZI4Rbw8tq1gjILskGIDYolpVjVzazNgKBoDnJ0RXWjZgEwP27dpKgRXBWyUGXTXz86ou0+1V3ZHKx275C/+59IBot9zgl32VR2DYksFpKV1XOv/giOa+uQ83Pp8v27bXeF2RZZvTo0XTt2pVdu3axf/9+zp07x7lz5/j+22956JFHADh88jQlvYcRHBzMGXMIH3+2i5iYGGJjY2nbtm2LKrQqEDQV06dPJysri8WLF5Oens6AAQPYtm1bhaKKNbF582YWLlzIHXfcgdPppGvXrjz99NMADBo0iE2bNrF48WKWLl1KfHw8TzzxBLNnzw70X7t2LU8++SQLFizgzJkzREdHM3z4cKZMmdKg53jDDTdw4sSJwOeBAwcCZQZlp06dePfdd/nd737HX//6VxITE3n55ZeZOLHm/NSCxsdk8gBgsZQAIWyxfskx11DatO+IvvMgEuDT2yG1j4e0jdhNuyk6/RPOPLqLtk+OumB7ojAnm/WPzMfmCOU3q9dgtonFVAKBQHA5oOrGM74cdZS+xLOf0xTjDjhYnkj4Hbn/vBU3EPf0mzi/KKTggxMo4TaCB1Ysbu49c4bC/32M7vEwYngStuuvp2/fvjgcDvr06YPT6eTzzz9n+PDhZX283oCd4fN6+feKP5J79jRIEj2vHsvVP/slodHVF1EX1I6u6+i6B1V1o2kuNM2N3d4usL+wMBWX62xgn6Z50XQvuu5D17y0azcbWbYAkJHxDvkFe/37fOi6ashqXuLif0JmxrtYrDHExU7FZArFZivLmFBcnIbXm4umedD8Y+u61+9wUImLmxqQzcpOpth5xC/n8+vjDRyzW7dHkGXj+3L69Hpy877wOzlUv5xq6Kir9O//EiaTkQEoLW01GZnv+OV8QDR2+704nRper0RwcNfAubpc6Xg82VR2VJQSHNwNRTGegzyebNzuzGrlDNkuKIrhoPR683C702uUDQrqhCwbqbZ8vkJcrrPVyt100xD+9KcnA/ZJ//592Lz5OcLCPLhcp6vI2+3tA+e2ceOrLFw4n1/+8tcUF5fQuXM7lix5ELfrHL16xfDGG6/wxBPL/fZJHIsW3cP06WNx+50lq1cvYvnyF/nDH/4f585lBeyTSZPG4XZn4nYXBM7V478uHn9bKZruw+PJqvE6SJJcxT4ZPvx6APLzvwcgISGITZtW88gjK1m9+gUSExN56aUXW5x9IhwslfjszGcs+3IZfaL78Ocxf26wcUcnjua1ya8xf8d8ThaeZOb7M/l5z59zT/97CLFUzF9XvpD8gfMHGJ3YcOFYpVErpQ6cC0WRFUItoTw77tkG0+lyofT/TaRMEwgEUlgUJf4HsURCkf1V2oqCQ3D4VNLfeYcIorAX/Rs13L8ixl2A7i0h/700dK+Gva+NHx5eRKoP+rp8BCUmYkksi/bQdb3GSbP4+Hhuu+02Jk2axOt/X02604V05AeyT50gul0HvF4vXp+PvPx88vLzKzzQKIrCjBkz6Ny5c2NdHoGgxTJv3rw6Q+6rIzIykjVr1tS4f9q0aUybNq3G/Wazmccff5zHH3+82v3h4eEVng9raquL48eP1ykzduxYvv322wsaV9C4DJG/oL1+jBg9nVzaAODDyKN/6nwYbdRheM3dkAeOg52PYJEPIVGMrgaR9Y/vibm7PwAF/zuJWuhBtipIVhOWtiFYO4dVKdB7LOUrACLi4oVzRSAQCC4jvE5LYFtTSlB0o5h05+vHcf31t6Lu2BnYb+tqRrK0peiTMxR+fJKgftGBwtLFX33FidlzQC2bV+pww2SCevcOfA4ODua668oye6iqyquvvorVaqVv79706deP2x/9I59t+CeDbriZmI4tw/YILHBb9086vrUJS7t2dXeqA7c7C1UtQlVdaJoLVXOhqYajQ0cjNuaGgOzZc/+i2Hm0goyqGf10XWPggFcDsvtTF3L+/I7AuJWdBOOuPYzkz4pz/MTfycysmGapPG3b3hGYmM/J2cXZc5uqlcvIfCewfeLECyhKEGOv2RdoO/zjUs6f31ldVwBiY28K2LDp6Vtr1alLl98HHCwFBd/VKqtqbkwYDhaPJxun88fAPln2YbeVOmYkKkeT1ORcqR3J/696e1ySZCTZ7N8rVexnaFVO1uR34kiVZAzuu+8efvvbhYDhjDEcQpXHKxurlKioGP7xj1UBXSv3mDbtNqZPnw2AqpaUG9eQMJvhscf+H4899v8wm8MxmUL8sm483mzaxERSXHLa38PoExMThddbGJCVJRMWS1S1ugIoSlDAPtE0b6VzK+szfvwNXH/9bZjNRkaOC7WBmgLhYKmE0+vkVOEpYoIa3mveI7IHG6ZsYMnnS/jwxIf8M/Wf/DP1n3QN70p2STa/7vtrZvWeVcH5oQXCzxqG0sn/mr6MezP38tmZz5jbb64o2n6BlP5f1fQDKxAIrhxctnD8c190jMoiJ9MIMZfNIUQ6XZg+fAV3RBDeuT/HfPwNEm+wYJrzOu7Tdoo+S0dxFHPsZ7P5tFdvcqKjkNsN49qIgeRsPIS9XzRKpI/Tc++mzQMP4Bh3bY16nEj5EufXn1Hqxld9PgCGDh1Kjx49cDqdFBYWkpWVRWZmJmfOnKGoqIiYmLJ74FdffcXJkyfp0aMH3bp1w2q1NsYlEwgEAkENDD3/PTExxzl6dgi5/rYbJNA0lW8PJTI4bA5yGxtSeHsI74CUdwJH57MUHOuKpX1ZPceSfdl4zzkrjK2EWXCMb0/wkLhAOrFj3+wBoMvgpCY5P4FA0LRs3bqVhQsXkpaWxv3338+qVauqbRNcfujHw9CTTiEpcF4uQNKM3/12fYcS2iaGE//5b0DW1qsntl4SklkhZEQ8kiLj/DqDkh+y0dwWCq7/DYcseYwq8eH5+B0K3nuf4r17afvnPxM0ZEiVY584cYIzZ84AcOzYMd7/4AN69uxJwuCRpGVkQVBIwAYpLi4mMzOTyMhIHA5Hg2d20TQPkmRGVYtxu9NxuzMICenBd9//hoKCvdADWAanfhxLZ9+DeH0FKEoQXTr/LjDGwYP/jyLnYcNhEogacaGqLszmMEaN/CQgu++He8nP/6ZaXRQlpIKDJSPjHXJyPq1R9/KL7FS1BK83txopCVm2oWkeFMWorxkU1JnQ0AHIshVFtiLJFiTJ5E9rZaL8hH9U1DWYLZFIksmQkZTA9o9H/lhFn/JYLbHY7e2RJDNy6TEkE5JsQZZM6LoacAKEhw9Dlq3IkhlJNvvfTUiSGcl/zFLi4m7GEdrHr4cS2F+6bVLKFq4nJs6kTcxEJBQkWcHrkcnMlLHb22Oz2ZCksrlOiyXG7wAo79yQypWfkyvIWq11R7YbslHlHAu1YzaHYTbXLyWdyeQIROrULRuMyRRcL1lFsVeIeKpd1opdqV+ab1m2YLPVr56SLJsrREPVRkP/JjQEwsFSidKUV401Se6wOFgxdgWfnv6UpV8s5ZzzHEfyjgDwl6//goTE/2fvvMPjqM62/5u2XbvqXZZsS+4VNzDNVGN6C4aXEEwSQgnwJfTyhkAgJEAgJATi5CWBhBIgOPQSerXB2MbGvdvqXStt32nfH7Pa1UorYwiEtrcvXbszc8/ZM+PdOec591POGHdGkr+sZRkHVx38uX3+6/WvA7C8dXnG42e9eFayn2dPPHvI8Q1dGzjnpXMIa2HG5I3hD4f+gTLP3v0Avuno/+40h5q5b+19/HDyD7/kHmWRRRZfFmLhCChWePAqeQe5QuI5KYq441aqF0dOF8w8G1qfJ4ddYG/GuWA+pn8N9d87l621tXQXFqAgsY82Eq0jitYRJfxROwgBtA6dxgsvxHPwwRReeAGOKVOSEw3D0Hn7ob+y8vmnAWuaePEDj2NzWn1yOBw4Mnglm6ZJb28vHk9qgrpu3Tp2797N2rVrkWWZuro6pk2bxtixY//j+7Rz6x9oWL+Yuq4fUPaDn37yCVlk8SXg4Ycf5rzzzst4rLq6mvXr1/+Xe5QZCxYs4J13Mhvk1157Lddee+1/uUdZfJFQjChqNEZewhA18xK2S/Vc8O/GO7oR9xlnpjlluvcrQ/fHMGM6ekglttWP3hvH/69tRDd0U3D2BLR4jPq1awAYNWP2f/uyssjiG4N77rmH22+/PZHSZSp33303s2d/NX5T5513Hueccw6XXHIJOTk5w+7bE/7973/z85//nPXr1+NwODjooIO44447qKmp+YJ7n8V/Ap+tDyExLvzbvhpb1FoAXvnCiwS9fjzrV+AFapY8gSBaC8u+I6oB6Hv9DSJrDNQ2GzFU3vGGCQoGHmUks4//HXr7WiKrHmP3986m5vHHcU6amPbZVeXljCZGQ0cXam4BcazaLWvWWGPOcccdlxRYmpubeeihhwAryreoqIjKykoqKyupqqoiNzf3My2whsO7WPb+YUP25+RMYsSIH5KbO9MSWAZgx867ALDby9IElkBw4xBuP4RBWU36F8VF0YEoOpAkhyUsiI4hC+BFRUficY+xjid4UuI8UbJjDezWtdfVXs2okf8v0V5/23YEwTbk/owe9dO0/u8JxcVHUVx8VMZjPt901q67iOnTHsTtHhp1NH78r/bqMwCqKs8CzvpEHkB+/v7k5++/V1y3e1Ra36LRKJ2dO5EkRzLdVz+sOih7V2/uq7Son7VPvnrICiyDkRhsvugfzoGVB/LiyS9y16q7eGD9A8n9t6+4nZG+kcnthzc+zNWzr/7cPtcf8+8Vb3P35rRtzdCQRZmFzy1M7tvSs4W/rvsr1+173efWv68zBkYbretc9yX2JIsssviyYeo6JBxjdMFAx3o+yJKdUjHx3i0hjZkJ074L798Dqx+GMfPROluI2u2smT4NgCOOnk/t+GnEm4LEtvkJrWjFjObgOvAKYhufJvjW8wTfegv7mDH4TjiBnMMPY1v9jqS4su8pZzD31DOSRtIe+x2L4QoECG/fjtbejtbRwaxIlEKfjx1AT28vGzduZOPGjeQ4nUwdNYp5hx4KhoFgsyG63Qjy3k8tdjT8Frywc9O9KH9y4z5gf2xVVYhfgKdaFll8Vhx//PHMmZPZk/+rVK/ovvvuIxKJZDyWn5//X+5NFp8nYpJCH14MxWCcVo6IyGrRhRTroVCxASZ6TsKIGbEfrPkH1C9DOsyW1o5ndrpTlKkaBN9voe+V3TgnFCAIArvXrkFT43iLiimsqv4vXWEWWXyz8Nhjj3HppZeyePFi5syZw1133cX8+fPZvHlzWpTwl4FgMEh7ezvz58+nvLx82H17ws6dOznhhBO49NJLefjhh+nt7eWnP/0pJ598MqtWZfbSz+KrAZukkTBLEDCRTBEE6O3oIfiv5ZSHrbHEVlODqWlEN2zAPmkSvY89RuuNv0AZPYuiy2/gzc3vEGyN4pXd7KOMgYCBVDCZnCN0zNBWHBMnJD/TiEYR7HZeuve3tG9cS47TyXE/ugAhN59169YRCAQQRTFtriLLMvn5+fT09KCqKs3NzTQ3N7N8ueUofPTRRycFy4ERHdFoM52db7B5y/XWddiKqa29irLSEwHQtPT6EGBFkBhGjF277iUU2jLkeK46CW/NbGzO9N/uqFE/RdeCSSFEShNP0hfxp00dPo3sYFRW/M9ec/c24uDzhM83nQP2f++//rlZpCNrn3z1kBVYBqF/kVzki6+jIYkSl828jEtnXMptH97GQxsthX5W6aw03tkvns0BFQdQl1fHSN9Iyt3lnzp916buTTQEGvaaX+OrSb5/bsdz3LD0hoyF2+sD9Z+qH99kmANcBF+rf+1L7EkWWWTxZUNr2AZ11iS8W8llpOkm38gh0uPEq1sRLFFXLlEhjmvyqURf+hOhp95GVpbw6nGn8F5MpTDYS4/Hx8yZMxFFEee4fIw6H6WHVNH38i5CH7ZRet2P6P2XQt8LLxDbsoX222+n+8EH8f35XiRZZsFFl1HmD9L9t7/jnDwJIxbD6OtD6+hA6+ig4LzzkTyW11Tbr35N99/+NuRaJKAWOOK5Z+lxu/nwww/5aNUqApEITc8+y9afWQZM1G6nJy+PEr+f0Y8/hmPMGEzDoP77PyC+e7dl+EgSgiRhRCIYwSDcbn1GZLZB4+/uwP7b3wIg2O3Ya2sZueSJZD9afnY9anOzJeDIMkLyT0LKL6DkqiuT3K77H7C4ogiiaOWLFkSQRESni8LzfpTk9j73PFprC4gSiAKCKKXOkWXyvvOdJDf0/gdoHe3WcVFMnSNJIAh4Dj44KWTFtm5F6+6x2hFFEPp5Vtv2sWOtbUDr6MAIhWDAcUSJqK2dcHw3xcULhnjCZfHfQ05Ozl55837ZqKjYu1D9LL5+eLDgf1gvTOHH1b8ld7vAXG0siwkirvorE1y/IagdS6vzQotcPdd6bVwBWgzk4dM6CopIzoEVuKYWIeZYtsX2FR9QaK9g1MR9P7XQbRgmDT1htncEKfI4mFyZSnfRHYqT77bt4ewssvjm4M477+Tcc8/lnHPOAWDx4sU8//zz/PWvf+Xqq/fsPOn3+7nqqqt46qmn6O3tpba2ll//+tcce+yxACxZsoTrr7+ebdu2UVZWxsUXX8xll12WPD8Wi3Hdddfxj3/8A7/fz6RJk7j11luZN28eb775JoccYqWWPfTQQwF44403Mu6bN2/esH1cuXIluq5z8803IybmPZdffjknnHBCWhHzLL56qLD3YvQ/igWT4+MzaYvD+5EdONdY9dd0lw9RUdg6bx56ZxcFF1xA1x//CEC9fxcv6fV0tu4EUWTsqSdRXjcKmkOEP+7At+AA0FQEQSDeGMA0Auw8/hh2TR7LlngQUZI46cqfUzlhEmB52mdCdVUVF5x+OrHWNroa6um22WjVNBobG2lpbka85w9sWxwknh+jpUJnW7yK3K5cig/6N4YrlQozHm+n5Y3/Q2rahmCzYzjBVzaeqNxGdfNx+MYfRM6+ByMIAmprKz2PPYba28Gmuf8AEcouURC0LTjmlVO12HIsNk2Thh/8ANHtRnS5EGy2hG2iICgKjrGW01s/uh54wBpPRQkkcYB9IiGXluLZPxWVEXj1VUzDsGyEAfaGIImIXl9aVFB0wwZM3UjZGok2EUVEhwOlLOVUoXV3g2mm2pSktH4I2d/s1w5Z++Srh6zAMgjJRfL/ouOsIAhcNfsqrpp9FWE1jEN28Np3XuOwf1qhi6vaV7GqPeUJIgoi5e5ynj3pWWTR+i/8uONjACo8FeQ78ocYRN959jvsDery6tjas5XJhZOT+6555xoAfvzaj4fwl7cuZ2PXRsYXjP8UV/zNxOddLyeLLLL4ZmBTTi1HmB66xW3gDmDGLIFlvSPEPvE+XOXTiYSLaV8FQvx+fuYo47vBXgB2llcgPn8pHHcXpmmycPV28nq2cl1BA7XnHoo8cgzu2b+i5Jqr6XroTSIfvYl9VBE2Tw6n/uyXVNSNY9PEScP2zXfCCUi1tdCyBql3AwCCLCC7BWSXiezQEUUds2ouktdLWXExx493MfWfr7K9z4PHH7AaEqCpooIVs2chqyqj3nuPccEgdSOr8M2soeX99z/xPnX9Pw3nejtih4qyQ8fWGwPANHVaW5+hI/gmem8bgkrS8w4TxKCAUyyn5KorMU0Tf+8K2lY/TnzXdkwRkMCUABHEPnB15ScFlsamR+j6+H7ijbtBTPFM0UTuEnB/5EoKLFu33kLvxy+htrWk2hUB0URuF/A+IzNugxWK/fHaCwlu+hCtt2cAL8XN/5PCmBUrkDxuPvzwJILdmzDVeIIDpkAyAsr6slg5il2uUYwfl8p7vGHDFcTVLkC0UpsK/a8CdnspY8f8PPU93PwzotFmMI3UXMe0ijrabIVMnJhyoti46VpCoe0kiz6aZuIcE1n2phXX3LjxGvoCaxPtFuCw/4BQCDRNQhAE3O66JDcSaUTXQwzMWZR8Z5rk5IxP4w71Mkyd5/GMSxbtjESb0NRehoPbPQYxMV+KRluHyVUNCAJu16hkgc9YrB1V7R6mVQGnswZJshav4/Eu4vEuUgUvLU4/HI7KZEoCVfUTj3cPmqul8j7b7SVJrqYFEv3NzLXZClJcPYym+jNzBQFF9iW5uh5N3N/U8YF9liRP8tqy+Gqh//drAEKXVcB1R6AHyRa1CAW1MPcSKJ++121KXus7bxoG9R+t5uDiU3A2eOl7s4GcAysRpD0bRg3dYf65spElKxtp8lteiv8zZwSTKy17IqrqzPrlq+S5bEyq8DJ3dAH71xYyvtSLKGajFbP4dND18B6OSmnPrj1zxbRUMcNxJcn1qfoXj8dZuXIl11xzTeqTRJHDDz+cZcuW7fFcwzBYsGABgUCAhx56iNGjR7NhwwakhEPGypUrOe2007jhhhtYuHAhS5cu5cILL6SgoIBFixYBcNFFF7FhwwYeffRRysvLefLJJznqqKNYu3Ytc+fOZfPmzYwdO5YlS5Ywd+5c8vPzM+7bE2bMmIEoitx///0sWrSIYDDIgw8+yOGHH54VV77iCCoS/d9oa7opI2JiN0dRqb8JgMPbh9C4FJvcRQToWrwYgPyzz0Y47wJe/NNi3MCKqjoWtwQpaVzKOXIL50wdY9WtsNkwohrtf1uNpnfSVzGN4AGrmVZnzes2t57AjvV21PxYchpSVXAW2rOrMTtDGO19GF19iAETudsilFxwFt7Do1TmbyU4qp6+2a30DpimOBoUtsSLKHSl1xkrUg6GP79HV8uO5D534i/IP7D/KAfvfvMAMIJBuv5oXWvxqwoYIGgCUn4+8oDIMzMcJrR0+N9yzpFHpgks7b++dViu+8AD0wSWpiuvwgxnfhY5Z86gJpE2DaD+3B+hd3Vl5DomTGDkv5Ykt3d95zTURP2bwbCNGsXoF55Pbu846WTi27enizCJV6WsLK3dLLLIIoWswDIIX3QNlk+CK5Gzv9hVzMrvruSNhjdoDDSy1b+VrT1bqe+rJ6pH0UwtKa4A3LnyTla2rQTAKTup8FRQ7imn0lNJuSdzmK9hGsmi98l9hrVqNTAaQxREDNOg2FVMe7g9uX9GyQxWtq3k9OdP56DKgzh21LHMr5n/+dyIryHG54/nnsPuSQpRuqEjiXuXyzGLLLL4ZkEZ8AwtKGgkYncm14a1uISExnqfwuidWygZX0RMKwea6eoMUe7vTJ771JZzwVUAx9zJ+lCUj/rC6FIFr2mlnLbsCX7yxgpq6g7AKD2GeFM+YvFJOKZX4S0sI7+8Ej0QwF5XS2yrVevLXleL6JCQHQby6MmITqvoIdvfIE98hryTQVRMhjgtf+8H0G9YdG6hevRa+v3NDN0KDgmYheSYQQKKhy27d7Nl92683nZGuLeTd0Eu5WITmtukvcZayCtujAHpC7iRiZaoUnL8AiqLroBgB7qgsWHj5XBc5nudG5xAVag/lN5g1arT4YTM3JzuEZTvPja5vWXLLzD3VTNyXe2FlOYfkNxubnkCrbbXCucZBHubC8fOccnolb6+NcQKuiFDXUNBlJGLiy1vM0DTAxhKPF1QyQC/fzmGHk3b19PzPtFYc+b+u2oHcZcTDm/LyHXY0+cJgcAGAoG1GbmKkr7oEo7sJhjcCIAolmO3aZimimFoDP4imaaGYcQztmsdT6V4ME0D09SH5aafuPdcEx3T1IY7OKg/OoaR+fsx+ATr2mJ74KacMAxDTQhNmTGwIKZhxFH3IB7Jck5ygdDQowmRJzMkMZV32jCixGJtw3IdjoqswPIVhQmEiSETh05LYNkW8FMTTSzICAIcedOnb9c06QzFOe6Sqwg8s5vNvTorXtrMyR+3M/L08SjF6YvMmm7w/NoWHvuwgaXbU987mywyqtBNVZ4r8TtW2dHut9oPxnhzcwdvbu4AoMAtsd9IO5fMc1PkNjExkiKwgJCWa93fuxI13mXZKKZ1J/qFXxAoKV6Q5EajLWhaIPEsUjFNDdM0AANJcuH1Tklyu7uXYhhRq6/oCUHZ6ockeygsmJfkdnS8gqYFSBeJrfeS5E7rQ0fHqwlxdChXFO3JdDX93Fg8ZWMl/kMAEASJiorTk7s7O18nEm1KtZssLmy9VlUtGsB9g3Bkl9UOAoqtAEwTw4xjGHEqyhcmhequ7ncJJ4T1wSK8iUllxVnJZ0JX11sEAhtS3CTP6seIqnOSBXi7ut7Cn1bYOf1BW1W5CJstP9mHnp6UQ4auO1HVGcRiHYCCzVaAKCq8+dZkhkNe7n5MmHA7Nls+omjn7XdmYxiZU5N4vdOYPOluFCUfSXLw3tKDM4rq+89N5Y5XlLxkwWhdD6Oq/sRVpa6rubkVXdcpKEhFcOl6hIICFxs2fEwk0r/ImTpHUfKQZTevvvoqy5cv56OP3qCuzqofUFY2DbAcD26//WYOPfRgfvaznwEwenQ1H3/8AbfddgsLFx5GQ0MT999/P5s3L6O8vBRZ9nH55Zfz0ksv8de/3sf1119ETo41DrvdGj6fiq63Jffl5+dTWlqKYahEIsNnv6ioyOXll1/mtNNO47zzzkPXdebM2Ycnn3yASCQ9w4Ukufe60HMWXzyigowLMBAAEwEIGSaxHJWyQnCXtrEtVonRswtXXoBIaw66DbQTvkPxvrDh9wtxsy+G28OIGbPZ6Q/Qhodfm3XcszHA/779ExaUx2i1q3TN/gBndx2V4Usx6j8gVPfHZD/UgvQ5U0PXgzA3va+ud0QKXy1DLipCzPOyq+0v1gEBy4QwTBxBE3uPibu1Ed1+EO+9ezqGISMIBqYpMVrfxfzcEKZXwNAFtvtq8IX78FUciORy4pw6BZ76MWx/DcW0kTtJQRANiPTiKY/hOf0nmCPnYSo+CLaD4gRRovz22zBCIYxQCFNVMVUNU9MwVRX7mJRzkWmaeI87DnQd0zDAMDANHXTr1TkxvU6Na9pUjEjU4hhm2nm2qhFpXLmk2IqeGcBB1zFNE3FAPc1ER4b/UgxydDDjccxEzdDBZ4muTyc4Z5HFtwlZgWUQ3LKbam81xa4vNzcqgE2yDREsTNOkI9JBTzTd+7LAUUCxq5iOcAcRLcI2/za2+a2FlEJnYcb2L3j1AmaWzKTEXUKZu4yJBRPx2a2J4C/f/yXPn2yp2GdPPJv7190/5Pw7Dr6Dm96/idfqX+PNhjcBkv01TIMLX7uQElcJBY4C8hx55NpzyXfkk+fIo8hZRJGr6DPfm68iXIqL/cr3Q0DAxMQf81PgzE4ms8ji2wiXaVJp7qZRqKZBGkHEGYQwYIJm5NJdUoMr/D1e/YOGf8UCvEFrkdzd1cWOwjLO2dbALDYhzr4IJp8KgsCkHBdvTa/mV2tX87yWx6NlR/MoR3No53scUn8jow7/IPn58mv57OP6Cy3Crwn/tJcu4uRFnIz/aDloiUX6U74HFRWEdJ2uygPxzzofv6+GHlcpQUcBUcmBTbZzVpELvNYC/N+bOmnImUfhUffjwoESe5Ei/QUk9sVjRjjC+JCAw0ZMLWPbtgNwud4nr9wai5oHKQh9OV7AMq6mre1F1kz8oyeiTT6BnJyJ2Iqr4aYiQCV/fA6GJGAIoEuCNdm3ucFXibdqP/LqzoDbayEWwDndhWBatpdgJv5sHoSiCeRWz6T41Mvg3v0g1EHxSBNTEBI8y7VCcOQhjFmAu24UFaefDQ8cC31NVBfGMUVHom0BARHBkY8w64fYJhdRfMZ8ePxs6N7BOE8cg4IEL/HPmYdw6M+RZDfeMybBcz+Fjs1MlQVMYZQlLJgigiAg2DzsfrKPtgW7cYyspXzk/6AouSiyL+0e1tVdh66HME0TSESmJBYnFdmbxh096lJrYVDodyJJpC1DGOKdWzv6isQiojCAb/31R3ckubVXoal9IAiocZGuLhcORwUOh53B4cB2eyk2W9GAdgcifcvhKMU0i4c9zoBUrla7xQw1AxNnCilnB7utGJsyvGeuIKSmxjZbAYpi3fNUpM2AHgy4F9aimzuNZK0B9y+SpsQKq8ipkuCkFotT7aa4kuTC7igbZBgPx3Uk7u9AzkBuqr+CaENR8gb0Nb0fg/+fs/hyocYdST263rOJLdFmJmslCO1W5GF33El5ZKjHq2maGEbMek5gYrclbIL1T9Ia/hBNltBdPgzFzsMfefj3Fi/3HL8Wz+kFjG05ifOeWcPi5la4s5UTqtaCTWBZazVzKnZy5sRl3Pzv0+kI+xAEOKC2kO9MKaAwdhkxdTOmofH6G6nv3x8OVWiPTkLPu513t3bwwdZWukLw/rYGDin4Lbn2PpqDpXjtfXiUMJLkYd7BVuFjPnqYnT1/ppvGjPdHECRL3DAMaFvH+5vPRDcyewB7vVOZNfNfye0NG68kFmvJyHW769IElm3bfzO8UO2oTBNYdu66m0Agc01GRclPE1jqG/6C3788I1eSXGkCS2PTQ3R1vZWRC+kCS3PLE3R0vDQst6z0lGRkRGvLv2hte3pYbnnZqUmBpb3jZZqbH90jNymwdL9LQ8PwtQdKS05MCix+/3J2704twIpiObm+sahqD4IgJJ7He/ZGMMw48XgnsuxNez5mgmmoxONdib46huUNFK4lyZ0UWAwjnlHU1vpFFzPlUGAJ61FMU8so4lhtulm9ejWVlRXU1ORljLbcuHETxx+f8jgxTY1Zs8bzhz/cRzTaxZo1VuquqVMPTjCssTsWi5Gfn4uq+lFVK4pA04JJgah/X6pdI3ksE9raujj33HM5++yzWbjwVNrb13PLLfdyxhnn8vTTfx4UoZlNcfpVgiEKNFPOFcLd1I2qp3rVbnbZA6yurOGCrhXYPDqrVTsjJp2ClHMzAIJTZMG8Ezl3xxOI7AvAwqMXMHHiaOLBLp5b9TC74u9TJDVQXtrMWgOIABKo+c2YkkG5OZ32pnmEy9cztvgKtO5OgvWraax4GYAcpQazrRVDiqHLGqYIRdVRat94BWQ7pmngf+mfOHs6cZk5uAwPTtONKEhADMoE9l10BaFQiO3bt/P6s4/hVyUqlS6K94mBHqcPN69yaPJeTJ06lYOmTYOX/gSBFkSgbHDg/1u3Irx1K4O/0T5Rhtk/gtMTBd1DXfDH/UCWYZcEv7vBmmcLIhUjBJhwAhxmCaPEQ/CXI7Emw+vhT08k3guM2E+E0YfCof+b+A8z4IFjEk5Layy7RLB+16NOFKHyMDh0QE3kx74LugZCHB4909onCNSeX4FZdAQcdEVShOG5yzDjYeuzn7wg2W71GWWY7pmYs36YEm+W3gPRAEgivHQtTD0dylLOCllkkUVWYBmCQ0YcwiEjDvmyuzEsBEGg2FU8RAC6Y94dAMT1OC2hFpoCTTQGG2kKNqGICrqpc9/a+9LOWdq8lKXNS5Pb/zr+X8R0a7GrPlDPVW9fxUjfyKS4MjB6BaDAWcBdh9zF1p6tvLL7FapyUgW2uiJdvNc0fOGrY0cdy68OtAajmB7jkMcPwa24cctu3Iobl+KythU304unc+qYUwHLUHxg/QPYJBt2yY5dsqe9L3QWUpeX8hhoCbYgiRKKqKCICrIoo4jKFxZZoogK+Y58uqJdbPNvywosWWTxFcA999zD7bffTmtrK1OnTuXuu+9OFkX8oiANKCi/TDiAox2PU+Bspax8C6uCF6OGUgJzV8EkvJFmTF3HpqrMaVvPOUfMhOl3gT09r2qNR+ZP+83i45DAb7Y3oPlf4BzfvYi+9IVlzd7NvVubmF69BkmyBJUeZ4QnymYToob5vs3IZiOO0Hbmr+hhRwCQT4EgEDBBFjFdMsWKwImVcWJ97xONttC++yP2jT055Hp13qdXwCrYooLH4+LvUw9kdGgMx2h3oGDiKRxNnqOA3ta/YZrwyprvUFGxkYg/j3mhx5HyqvHlHAGjE3nEDQN0FRmT6euGFqRk9AyYn1okQ40gaFHmfhgdyh0xFo56LLUd6oBQB5MyrX2VlsJxN6a2/fXg301NpkxRBTY46bup7c4t0L6BjG4N3grIG1CIsGUNNK0kox+YI5exj+xmbKZjA1BcfNQnMAZy9z7CdKDX+CfB552afB+NRunp2Yksu5HloYtVA1OxfBI+zQJ/v1ix99y941t92Lt+iKJtr/ssSY69vheS5Ewu5n0y17XXqWxkyYXszHohflp8GeMJgJ88ADooYsG0F/ng/e9QKaa8y0+57QFsHpnly49H04PoWhhPdzc5PQHqK52YooDPtw8zZ/wTwzBof/M+3vLE8McKiYR9hKJeXu2bRIPh4PV1K5hcKLNth4vjfXEaQxA2baxvLkU3RRxovLl1DCdU38f86n8TipbynYrvUJLnQn71GrbV1BPxOhAEHVE0kCQVSdKxSyqjcndz0AEj+cEBI4n/8SDuF738qel0VjdMY1b+an624loAiuxd1BSE2CbuYM7IAias/Dtu21b0nHTTVQAQJIQR+4IWh5utsdU2uwBNkRBNEcFZiCA7EAQJIR7G0dkKT/8YBKt2Vo7dwC7kAgJCThkoLqvmVbQPZ28Ynr88GY2XK2s4hBJrHcxbaQn9ANE+bAG/teiUQK4Uxy4kogO9FeBIiN7RAHKgA169gf4FtVwiKIywLiinDBw+61gsiNjXCm/8KrnwlWuGkQQrsgFPKThzrfdqBPwN8M6dKa4eQhStkcR05xGXTARBtAoyC0raIrjXNw3DVOl3Iehvo19gHyg+5/pmYJp6KuPDQK6QLtrn+mZimoMjAVOfKyspZwCfdzpVlYuS27rhQY17UJRcbDYlKZbPO3gtmhZE04IMRvL6EpkeDjpwOZoWysi1UoTZEQTr2b3/3LcSUSmBNJYkOZNdHijaiKIDu32oU2Z5eS6SJNHZ6R/AtdPVFaKsrGLAOan70P+cdzqd9KeKzARRVNLGGlG0oSi5iXNKicVsSJLEsmWvIUkiouhElq3/D5fLgd1ux263PktR8rHbSwGS+/ohCDJ2exnD4f/+73Z8Ph+33XYbpqkTV0cxZuwMakdPZc3Hzew7Z2bafcoiM76MMSWYV8TrHATA1qIRdMhvE5O76ckrwtllic2NvT4iaphQozVfkmMapiBi64D+GOAJE6wi9jZPAbV5G/F1pBy9XKqNwrZeivUKvN5JaD+ZRe9zOyhdvwjWQ/5P90GZbD0/k3Pde+ZAR7+ILkDRWCvVZSwIsh1BEBm3YHhxuR9ut5spU6YwZYq1+K/rulXj0DSJtbVS+eyzNLe0YhgGa9ZYIv5JR98OkWtBj1u1y/QY7F4GfU2w5h/WMzzaC/EBzxFDg4Ep4vU4BIePDCbYmn5uW2YBHoC8mtR704D6pcNSGTzf3vwSDBN9LYz0W/dCkqynz9ZnIeof2iRA5SyovCG181/PQ6AZPSbQ9ZIL8t+m4N53h+9XFll8C5EVWL5hsEk2qr3VVHuHFgu7ZPolNAYbaQ+38/DGh8l35BPRIrSF22gNtVLuKeeCqRdw0esXAfDCzhf26jPr8urSRA2w0pTdvP/NtIRa6In20BPtoTvWjT/qpyfaQ74j5T0aUkME4gEC8cDgpgHQTT0psKiGyp0r78zIAzik6hB+f+jvk9sL/rUAPUPaEAGBAyoO4N7D703uO+npk4hqURQpJcT0izLj8sdx9exUQcKb37+ZiBZJE23awm20h9txyk6unn118p48s/0ZgvEgsigjCiKSYOWlFwURj+Lh0BEpL4qlzUsJqSFERBBAREQULI9mh+RgdllqwrWxa6PFTRwXsNrs/4yBdXHaQm2ohoosysiijCRIyVdFVFCkbK7cLL6ZeOyxx7j00ktZvHgxc+bM4a677mL+/Pls3ryZ4uKhRvHnBY/PTqOQeg6bniCjSj/E4QjjnHsvu15J1cZwHnsSLY4z2biyl2mrf8aMbdt4RKzhjDluQsHNdHa+Tl/fGgLBTUSjDYwbezP7VJzB/VPqeGz5JMSoSXu8CKXBIG90Fz3qGP7ddgz/FhwcETiJ/8n9R/Kzrhl5OYruo0b9AVrn3dB5N78AIjY7qqGg6grbe2t4cPf5HHB8LbmSyMpVxyTzku8po3+791TmFo1FEIvojPvYVh9jm5DLv5VEqppe668ofgQ/CrfjcGykqckyzhqm/ISak3+e3qAows97QFdBi1i5yMAyNEwTpEFTmB9/kDpmGimjxzSHFnle9LzV7oDUJsnXwYbKaX+3on4G88wM3GN/axmCaTwjcx8O+zlEulPH+/uKCWJ2epZFFl81fFnjCUC73RIOHhe+ywk2S+S2Cam0R30eg2pvGboRJRLZDabJhPXd2OMmYadER5Edfzc8/PDD1NfXE4vNgo70z/AIKvs4P+aA4A606p/Q0tSAD/BleByFUJm+rpeRWh1t0UJebnkucWQibE5Pd3JQtcHBtR4EdyndI47mrrvuwm63Y9OPw23oXFPehCKMxewZy7F5LTzXU0ZHrICe5lzaWpfyF0Rs4tmMdQU5qaiJA71t2Igjm3FEU7eerfs8AC9cmfzM/ZZ3pZauf/Roqh7NO3fC+zcC65PclEQMLPod1CQE5g/+BEuvBFLprdIqTp75C6g73Hq/6kF47yJgRfLwmIHc0y63vJcB1j4BL/wA+DB5ePRA7omLYfIZ1vvNL8JzpwOphcuagdxj7oBJP7Te73gLnj4eSKXYSksmc+TNMOtihkNV5feoqvzesMcHoqzsZMrKTt4rbnHx/L0W+AsLD6GwMOXoGI1G2blzJ3Z7MQ5HarztF5MziRuDkeJ+cuaEfq7NltFNIgM/s1hut1s1St54411OPnkhAIKg8OabS7nooouGFU8ApkyZQmNjI7t3+xkzZsyQ4xMmTGbZslS0kygqLF++jjFjxuBylTJ79sHouo7fr3HggQdm/Ay73bL7bLbc5H3p35dqV8JuH/4+RKNasri9IEjYbYW4nNairix59/oefpvxZY0phiwnEoMlYFr/j3YjRvvHOZi6gFsSMXY1UPrLO9h5zmWgmVRFWzBMD2BFZg0UaEuKj0FR8nE6qigvP5XNMReN/nZyXTJCQSUKULBoIq2/WYHeFcWIZEjVGk54Mp30Jxh3zBAns8+K/ig9BIGi0jJ+eO6PiEaj3H333YRCISKRCORVW38DUZt4vp+0OLXPNC2bQI1YrwPtAHchnP+uZa8YuiWiDLQDPAP+TxU3nPVkuk3Rb79gQk5piiuI8J2/DeD12zeJdr2DhNDj7krYTAM+u/8c76DSAYf+b8rG6f/s/nNyBrW734UQ7UPfvpn2Jz9EVLoyZULOIotvNQTT3FMyvq8f+vr68Pl89Pb24vV6P/mELIZgY9dG/r7h7+TYcojrcbb6t/Jxx8dpnCtnXclZE876XD5PMzTqA/WE1TAhNZT8C6thgmqQUb5RyaiimB7jF8t+QVyPE9WjxPU4MT2WfJ1TNocrZ1kGlmmazHxoJpqpZSxAf2DFgWkCy6yHZhHVM3g+AzNLZnL/Uak0aQc9ehA9saFh2wDTiqbx4NEPJreP+dcx1AfqM3KrvdU8d9Jzye1TnzmVzT2bM3KLncW8dtprye3vvvBd1nSsycjNUXJY+j8pT4cfvfwjlrVkLsQmCRKrv7c6uX3l21fybtO7yEJCjBGl5HtZlHn82MeTgsyf1vyJ5a3L00Sbge9/tu/PknWFXtr5Ems716YJO5KYEnpOHXMqbsXyZFnXuY5dfbus9gR5SPuTCyfjSExoOiOd9MX60trqP08SJVyyK1sL51Pgm/YMnTNnDrNmzeIPf/gDYNWZqqqq4uKLL+bqq6/+hLM/+/149l8PcW5eKsa8OurnFvsPkts7/nIIfVorpx/govzHj3HvhW9g9zUwcv4v0trRkJFJGSGvcQSG7wh6xem8tq2DoK4zIt6AXVWZNnEScr3AklWW95dW6QJJQEGlxNlOa6CYmjmV5LaFmR/7Fz7lLbzObpxyjEaqiGNDRqM9VMIHXT/h7tOno67tZEfkMhr8rXSGvbSHC3HKUfav+IDrl15DS6iEkhyZ96+dz4YNG1iyZAmPhKcgCQaiBKZNxJRFsIkoBXn0OEViJU7OjPvxLH0zWaKjr7AYJRrA0A0QRVRZAVnGJoqImoovLhL1leMXRRSzDzHQialqIFhcU7G4kqbiiwkWV5JQzABCqBNiaoory9gki+uNQ8xbMYDbBbE4CCKarGCkcU3iORX0yDKKGYRwF0I0lsZVJBFZ0/DGDGLeCnplGdkIY8Y6EcNREAR0WUGTFWySiKxr5ER1YjmVBBSLa8S7EEMRRFMFU0OVHCiCiU3XyQlHiIg+elw+JKcNUwwiBcMICU+1uGzDjo5N13GHo8TIwe/xITodmFIQKRBCMDUwTOKKDZtgYNc0XNEYqu7C78nFdLoQ5ABSMIRgaAiGSUyxJ7gqjlgcU3XQk5OL7vIgS70IwTCCoeF1OjlkzgGUV5Rjk2UE00QwBTRRwhQlBEEHw0BITD2NRGF10TQtriGgSRKmKCMKGuYwXABRB12SMEQJUUikLzCtJYPBXEk30SQZI9EHwTCsei+fwBUFAww9I9cEZN1Ak5RBXBAwM7Sb4AoSgmgg7JFroksyuiAhSAaCbnH//eKL3HzTTTTU13PO98/hxl/8gpeff4Ebf/lLGurrWfTDH3DjjTcObTeR/kvSDXRRRhclBMlMtiskKl5Yjh1DuQW+HNzO4T2Q+xdBR44cmbYICt+sMeXLGk8ASt9YnXx/uPkSjt0KoqgzJraVVi0fr6eYAn0/1NZ1GHqMDncfXsWPaDMQRIFeWxERl4NoLIBbC+PZ7UKSPMg4qa/UCApxdFOkUO0Gm4ic6wW7glsPkbNaQovGMEyTtlEisj2CR9NxGQIhJZ+wXSamBXEaUbxbHRgmgEF7tYzgiOMV7HhQiJgKEUUlqgawG3F820UMw1JvukbI4FJxIOMwFaKCSEAwsBFGMVVytwrouuW131MlQk4c05CwGzKKBKZioBLGIYYo/dgBZi6qBj2VIWK5IBoipiEgmhqiEEaXZCTRoHKHEz3mRFWhpyJKJA8kQ7Q0fFNDFEJokowkQuUuBT3iQVWhtzRCqFBAMkVMw0RERyKELkmIIlTUyxihHItbEiVcBKIpYhoM4ZY3ipgBH7oKvUVRgiWWgxUGCKaOTBBNkhFFk/JmoDcPTYXeghjBsqFcXZIRRJPyVgN6CtBUCOTF6KswLa5uImAgEUGXJAQRSjpA7C5EU03C3hi9VZqVNrOfK0Ss54YIpV0GQmcxhmoSdMfprVERTBFBNwa0KyKIAiU9OlJHCbpqEHJp+GviyXbBQCaKLgkIokBxr47cVoIeNwg7dXpGxfDKXg6pPpjyinIUm4iZSFkp6yaCpmAappU61GEAQiolIwZmYoKh9HNNE4PhuNY72TAQVdseuCamYKZxMU10U0B36mncZ598mp9edBm/uuMWZkyfyn1/fIBnnn2Wd958m7wR+cO3axqccvz/0N3dzQ3X/5yqsSPYvm07AIccdgjr1nzMMUccx0+v+iknnXAMq97/mKuuvppf3fIrTv7edxAEuOS8i1mxfAU/+8X/MmnyBDq7elj29jtMHDOZIw47jB5/H+Mmjufxpx9nv/33s55PvX4mjp7M408/xgH7z0GK2xL1egQ0h0GiXAdWzQ6T995+l9NPOZPLrvoJpxx7CsFgkF/+6tds27GN15e9gdPhTHLBSscqYmDXnRQUDS8efFvGE/jPxpT/5F78+Xcncv2UG5Lbv3xjKY2+XbQUFVLe2gWGQFteLjnmJMJuB6VL32Fc5D06j85D7XQSFW1s9YyitrISW34xbruMzzWOwIY3ae/uoyziZ2NMow+RgmiEJnsuQVsuvd5q3IKNcUKU6c5thAImYiSEGjZQDbAHd7GuYDTtzlG02mvIKXAyQjIYH/mYUF8MMRLA1tuNqlv1YzbkVRKWfLQ7RuLJdzLKY2dMzweE+2IQCeLo6yKeMKHW5VURVnJo8o4h16lQ47aT3/w+G9vj5OlRJihdqKqJrsOGnApi2DBjMkZuHj6fj/LIDrRwBG9LCyNbdqNpBnFRZkXVWGKynaCSj56Xhzc3l/LoLvRQGHdrK7XNO9E0A1WUWFk5lqjiIKDko/ty8eblUharxwiHcLa1M6ZpO5pqoAoSH1WOIaw4CNgK0H0+cvJyKY83YUSC2Fs6GN+8FTVuoAkiqyvqCNmc9NkK0b1ePPl5lMdbIBpAau1kcuNm4nEDXRBZUz6aoN1Fr60I3ZODqzCfCrUVMRrAbO1iWsPGBFdgbdlo+hwW13B7cBYWUqG3IfpbELfsYp9dawnnFGAgsLaijl6nm6CSi+Z0ong9lPU1oJgRxO4gUxs2EjcUDATWl42mx51DSPGhOp3IvhzKehuwmRGEnhBTGzehahImsKF0NF0eLyHFi2p3Ied5Ke1txEEYuoNMbtqErlrrPBtLRtKRk0tY8aLanYh5uZT2NuIkBN0hpoc6qDjqdCrLyjAcTmuuL4iYggiyjKLHETFAM3Co0WSG3ZhsQx2Ga2oGTjVqlVkUICYpqLJicRExFRlFV5HQMXUDZzzFjUsK8SRXwFSUdK4aBb2fKxOXbcNyHWoMQTesdM2iTEwZxDU0JFPLwJWIKfYUV1ZQzBTXrsYQDavDmigRVewYCJiCaNm9po5sarz4/AvcfMMvqG9o4Nyzv8cvbriBp197nV/+4hc01NfzvXPP5cabf4lsqpiGiV2NIek6JgK6IBKxOTARrH7IMrJpJLk2NY6saxm5yDIjC/KGfdZ9GeNJ1kVyEN6of4M/rP4D+xTvw3X7XvfJJ3wDMb5gfDJ910AYpkFYDSMKYnLR/POALMqM8o3aK65dsvPLA365V1xBEFh51krAKjivmRqaoaHqKpqpIQrp+WAfWPAAqq6iGtafZmjJ11x7bhr3wmkXElJDaRzVUDFMg2NGHZPGPbDyQDrCHeimjm7oGBiJibtBsTN9gjm+YDxuxY2JiWEmeKaBgUGePf3hUe4upy/el+Ik8u4bppEUKvphk2w4ZSeaYd2DgYUYJSFdfOiPKBoOA+/bNv82lrdmzhkNcN2c1G9oafNSntw2NLVQP44eeXSy389uf5ZHNj0yLPeFk16gymulpHtow0P8Zd1fhuU+cdwTjM23go//7+P/Y/GaxUnRSBIlJEFKbv/2kN8yocDyqH9ux3M8tOGhIRE//aLTRdMuSrb7YeuHPLv92WR7/dFK/Z9x3KjjGJVrfce3+7dbAlaiPVEQk+8lUWKf4n0o91jeJZ2RTjZ3b071c0BfJVGizF2WrJsU1aL4Y/6keJXryB32nnxbEI/HWblyJddcc01ynyiKHH744SxblllwjMVixGKpoot9fRlSU+0FNFf673W3I5cLIw9yhePnlNLMWwvGUPdqgA5NoUIUcOTtouaIX6Ih8Swn8oRgFW0faW7jj+bvyR95Op686fzvphx29mlAHxRaERG7EsH1cWz8fEIeo4vd+MMqf1di+GUrlH8XlofiplAMPBK788/gkeKf4tDAa4a4raOLNUbit+2x/mYss3L756hXsnhZB1punD45zBM1JfzJvAxhjrUQ2y5JzHp/A4KuE5p+MNH3gtakVAO1JgfTZ7Mmk6ZJicfOuPwc1jYHiI+ZxqhNOxkh9dKJzMszhvdwnbd5FeOa15MH1OcX88L0I4bl7r/1YyY3byAPaPYV8My0w4flztmxnukNFrfD42PJjMOG5c7YvYlZuzaSB/S4PDw2a/h2pzRsY+6OdeQCAbuTh/cd/tomNO/koK1r8AFRWeHB/Y8ZljumtZ5DN68iNxxFi4rcd+Dxw3JHdjQzf8NyfOF2CMOfDjreMgwyoKq7jWPWLsMb6YAIPDB3AVElc+76Mn8nJ6x5l5xIJ0Q6eWT24fQ5rUKalaLJbLtIrzMHwWZHNnTywgEkUwddp8flQRsmOkcydPIHcP1ON+ow0ZWiaVAQ6kM0dURdp9fpJj4MVzBNCkO9SW6fw0VMHi6Vl8nzf/gdf/zjH+no6GDsxIlc8ZvfMnnGzIzswqA/2W7A7iDq8GTkART0c02doOIgsiduor+yqROS7YRdFveqq6/mhDPP4ozzL8Tt8dDpzuHKa65h4cKFfP/730fIz6fL5Ru2XWd3O/975aWsXbuWrVu3cuBRC7jrkcfSOB2tLdxx3TVsXrWSXTt38v3vf59f3n7HHgWWbwO+zPFkMF4VjhoQxnAkAPtoyzlmSRSFWgD+dpoPQ8jsXDLJWMPx71ciWavKvLCvi+gwKXzGmBs5oaUUr2rNG/9+sEKvlNmruNrcwckr3HjC1m/xibkCHUpmw7fUbOY7G9txh2yYgs4zFcU02zJ79eeZXZy1/Q2MuIIp6CyrmEa9fURGrssM8kP5GeJxDSR4o3ofttrrMnIlU+XCbf9ENQ2Q4Z3qSWxwTsjIBbhkx0PEE9xlNeNZ4x4+9/yPGx9CN02Q4cPqOlbm7DMs94LWh61c+DKsHjGK93NnDcs9r/NhBBOQYV3VCN4t2G9Y7g/8/0BJcDdVVvJm8fCpHxcFH8WhqyDCtvIiXi0+aFjuWdHHcbdZ3F3l+bxUPG9Y7hnqE/haVBCgodjH88WHDsv9jvEkBU1Wu81FHp4pPpFK0WSWJOJXfAgDxqRc/CiqCQKosohfzh22XZ/Qiy3x/dUkkZ49cL1GL/Z4P1egRx6+XleO0Ycjbjnw6RJ0D+LOPe0cfuqPcfutd9HZ1sakiRN56KGHyC0pokse/jntNoP8+c9/5qabbuKCH19IOBKhatQoLrnhJrqUfMpmzuO2Bx7k3ltu5ve/+T3FxcVcfsUVnLrwNDoV69quXXw//3f7rdxw/S20tzSTV1DAtJkzOGzefDTAEKxr7JVy6ErUJOuTxcQ+L32Kh5z+Z5dg0q34MAfVURl72An86r77+dvv7uTe3/8Jp9PJjBkzuOdfTxHOKSdTBSQbMfIjkQxHvn34tGPK5zmebBNSc5r9zbfIyW2hZPLH/FH+NVRlOOG0kzijK8ax+f+EQmiigtuFi6y5frIEUSfYJkEpnN/wKL+qt2opNdhLmDXt8bTmrCTypeCC7zU/zW27rewkXbKPq+ueGcDUeM8EHJPAAd9pfYm7e34HQES0MXL6K2ncpREtyT2m403+sut3yaOl0wemFtNZFgtDwRQogGndm7hnrbVmsYLJ/HbSXWiDo+Rdk6EAxhnb+eP9Vv2pXdXVPHPMD4nYBo2fromQDzVyI/f/1VrPaKyo4Lmjvk/Amb5Gg3sC5EOps51/3PcQAK2lJfxy/tn0uAct+rrHQR7ke/wsue/vAHQUFnLr4d+l3TvoWeW2xml3bpjn/vwAAD25ufzmqjNozh0czWdxlUKVl/9k1csK5Hi466qF1BeUDuX6aqH6QF6/4AwEGgg7ndx99f+wvbgynVo6Mvn2hccW4YzFiCsKf7x2IZtLB0ULlaS4S648n/xAL7oo8udrv8P6ikHrhCU1ybeP/O8llHVZ4bh/vfpEVlcPSq5ckvqcvy2+DdshKo5QhA5vPuFBaRHptw3sMKK1CUfc+r31FHsJOlzDcivbmnHFLCdtf1HJ0P/jATZHRagVd6JeXl9hEb2unGG5ZZ1t5IRDAAQKCln88D/42+/voqutjTGTJnPV7Xck7ZOSrg58IYsbyi+gxzVYMEi1W9zTSW7Q4oZz8/bILfR3kx/wW/fBl5uBa+HKK69m4Xe+w2WnnEKO242BwNVXXZVms/TYnIB1z3O1XooD1sOjz5NDq2jj5p9ewsbVH7Fz8+Y0+8RrBCj1d9DS0cEVv/0tKzZspGHHds44/wKu+tWtGfvzZSIrsAyCP+ZnS8+Wr0SR+68aREHEYxt+QeCrDEmUkJCwS/ZhU69PLJiY+UAGnD7u9E8mJTAwtdgn4ab9b9pr7m0H37bX3D8c9oe0bcM0kmLL4BRqN+x3Q1I80k3d4iXEKc3Q0qJBvjvhuxw64tC0tga+2gekxDmg4gByHbmW2DWArxoquqnjlFODXI2vhn3L9k21Z6R4mqFhk1IPfrtkJ9eem9aeZqQ8/uUBi3mqoRI34tZibwboRupedIQ7WN+1PjMROGt8KoJru3/7HsWjaUXTkgLLus51/GbFb4bl3n7w7UmBZVXbKi5767Jhub+Y+wtOqjsJsESeC1+7EIBKTyUvnvLisOd9W9DZ2Ymu65SUpC/alJSUsGnTpozn/OpXv+LGG2/MeOzTIOrJh0Hpb3udLv6X262NCth45BjcPa/Q9fpo6o+Yx3XCkiHtBNQCpi79GOFgq8DjFHErgYZGIqpMrqkzpvlDaurqGHPgobhliaNKUxNs++ZtbNv2PiqgIqEKMqriQlXcFAg2xhd6Ejl+Cyldq9MRiKCaJqphpl4NE91Uece+FCKWA6Mi5mNKImbiURABGqPWxdrcXq7cT6S4vIaiHDu/bGthnZESdFuAlu4AOHKgPIeDN75Foz4Cmxph2o51JGx+wg4XccX6nQtAvr+HLjyoooSsxZm2cz1Cot2Iw0kssfAiAEX+riRX0DWm7tqAqFs/+ojdScyW4hb3dCa5GAZTdm9E0qznQNTuIJowmgSgtLuDLtODKkmIhs7khk3ICde4mM1OJDFRF4DyrvYkVzY1JjduRo4lokwUO2HHAG5nW5KroDKpaTNKtJ9rI+xwWYkcTKjsbKVbdxCXFBQ0JjZtwRa1UjWoskLI6U5xu1rp0RzEZQVF0JjQsg1bxOJqskwwIYoIJpT5O+hVbUQVO5KgM7ZtB2LMug+aJBN09XNNivp6CKgKYcWOKJjUdu6iv45vvsuB4h6FoqmIooCs6+gGGIk0IjYtjtKfi18AfcB4IhmGVXann6uryFrqWa5LKa7YzxWsdJo2LY40HNc0MQ0TTZBAAEVXEXU9I/fFf/2LG2+8kZt/dSvT95nOfX/9Cz8+6XheWvo+BUVFaVwADBO1v11DQ4hFMrYLIAzgyrqG00hxDUka4PYA6EaSKxk6zliEUDBId0cHBx88j8oiKylDyN9NZ2cnBxx0CAWl5eiyiDagD4YoJTyzE1A17A4nZ3//B7z44gtIutV2GjccojA/nyMvuYT7/u8+DATkwdf9LcSXOZ4MxnhzHRI6uq6AbnngF6vtNOeNBCQkQ6M2shtBsX6Yoi4iGAaSEQcTytUWWvMrEE3rdzTG34Rq7/8GClYkhGYtFhSrHbTnFiEnfjKju1uJuNrpd+0UTQMpEf2db3TR6Z1An8N63o7q7qIopyuZATHJNcFr9NHrGElUt56xNZ2d+HyJ3PamdU2yan03XUaEHmE2ds16DlW3d+DK3UF//QrBNJG0MIYkYndE8Wo6IdWOCRT1hDBzdiIaIkIiWks2Q6iygoiBI64gJ7iFPWHqzB0IumhFWWAiGyHiimU42GM2pAS3oCdGnTCQC7IRJC4rIIA9KmMmuPndKnVSP1dMtJvgAvaIjJDg5nZr1Co7Ev0dyrWFU/319RjUOnZYdWaMBFcPEVesea89KGFPcL1+k1r38FxHUMKhOgCTHL9ArXcHgikiGiJgogzgOnvFJNfjF6jL2wHDcklx+yTqQgO5JLjW88Xda+JQnQmuTF1oB8WSDcVThs1QkfRUVIqomwiJtEaiIWA3+hee+78TRvLZJ2lWJKXFZe+5euZ2Eaxvf3q7mbmLfriIs3+4CKcew5ZIkmAMw+1vV9YN3Ln5/PaO32Ii0Oe2p7hGHME0OPa4ozjmuKOw63Ec0f4Uo6lrs0sCP736Si696vJkuzZDxRkxwITcnFw29iTSMRnWc6I4x8mmnk5MBBRNTV6b1W48kVIq9ZtDMDjh5OM49cQFuCKpMbXPZcc0YuncRESRbOoDy858q/Fpx5TPczx5vyKVhu9EnqDKOYe4FGSiuQYj7gAEdFEk1FeFiYjP7GG00YjSp2AILqKGl3GuLQimSFQwyXXZUI0R2Ls2IZg63kCA5cZYVEnBb+YwpWcjPeTQKhSAAAVmmDFCA4ahkB+Ls0yaimmYhHAwpWcTvXhoEooRRIFcm0idtg1N1ciNhVkqT8bUQUVmSs8m+nDRKJQiiAIeWWSMuhnTMCmM9iW5AFN6NhHEyW6hDFEUcEkiY7St+A0XNaEm3lMmY2rQaRZQ429G10UEw4oc0BQ7LjMMhsnoznrUUsXK/OtUqeloIqrY0ZGISzJIMi4zAobBqI5dqGWKFbno1qnpaCLocKEjoUoypiTjIgK6QVVbc5IreAxqOprIDfUluYYk4yYKhk5JZ0eK6zap7mjGHQ2jI6FJErqk4CKKYOjk+f1JrumEER3N2OMxiytK6LKCixiCoeEOhJJcwy4yoqMZSdfQEdFEOcU1NeyhKGqZjGCAoQhUdTZbUX+I6KKEJsk4jSiiYGKPxNCLRdS4jCZJVHW2EBelQdwYomBYdkqhieqSMQSr3bBiw0BES2QMcBgxJMFAicYR8w1U2RpvKrta6XW6MRDRBZG4rODs58ZUpBwdUwRTFrBpKpokQX+MnSBYUeSCiWCYCJKJKfdHQarYtPiwXFHMxE3E7w3kmiAKRpIr61qSC4IVdW6aCAmuNID7wpP/4o5rr+bnv7mTKTNm8vc//ZEfn3Q8zy//kMLCImRB36t2MUFmANfU98w1tQHczO2GQwG6Ozo47MADKKsoARPagn10d3Rw0Lx5VBYVWlxNTbarGBqmYg1OEjpSLILLZuOsc8/j5WefQTQNbLo1Z7UZKqYiEDNUCvPzuODSy/jb4nuRDANZT1/H/CogmyJsEJ7c+iTXL71+SPqoLLLI4uuFfhGpP5oEIBgPElSDwwpCtbm1yeishkADO/w70ExL4BnMPbjyYIpclgfIhq4NLG1eOoTXv33qmFMZnWtl2F7RuoIlW5cko6r6Of38H035ETNLLW+EpU1LuWvVXem8Aa9XzL6Co2qsItdvN77NT974CYZpUJlTmZZ67tPgmxR+39zcTEVFBUuXLmW//VJenldeeSVvvfUWH3zwwZBzMnmIVVVVfer78eBLr3OFfXjPR4BCtZ3fyRdgAs9xIo8K6WkXJwa2cdJbbmpyQhxw4dFsDUf5n/97nyXStUwQG9BGHcr2gA8qxkPPTnI7P2KNYwbmwddwzJQyCHXC7aMzfzgQn/AdpFP/D0kUQFfRXrqWloBBR1DHM2ISYdUgGNdp276WzqBJ2DmOkUoRvqBOqfQSfjFARAiSI0WQRANVUDAEgTVdI9APu5EfH1LLe/XbaH7uGlRRtgQeQUYVZbTE++lPf8TOaDXH/PIKSmZO2+v7m8VXE3sKxSYeGv5EQQLFsZdcERTnJ3Nt7sz794D/JF2H3+/nqquu4qmnnqK3t5fa2lp+/etfc+yxxwKwZMkSrr/+erZt20ZZWRkXX3wxl12WEtBjsRjXXXcd//jHP/D7/UyaNIlbb72VefPm8eabb3LIIYekfd4bb7yRcd+8efP26loXLVqE3+/nqaeeGpYzb948pk2bxl133bXHtr4NKV2+zPEEUinCBNPghR1/o3DLAjodN7NTrmbqMZfwxD2/JzJiaKRGXO7hFu0BACKCgHhdG5vXbeTfzz/FD9S/8I4+mZ9Hv4eMzol8hCFofFi+lg5HGy+e9AKRoMrKj1cRaHoWPbAVjxpjhN5HveziYyWX93LidNqDPH3iMxTYCun0+3ml4RWWti3FKdlwOdy4bG7cTjduhwe34ub4oqORN0YJrWpHa7M8OTv3NwjuIyXrH/bXB6zx1iRTwobVMKquEokLhKMGuWYAtxFgp1BJR1+Mt/92Pd+VXmWnewxFP7yNkd6Rn2vEfRb/fexxTMkiI0zTTNbG2Jtlni+DO7B2x2B8G8YT+PRjyuc5npxz/6u8WGPVyHnYPIXCrSfTWfcvYjEnZe1XcNvYat6I5DKleSkvn2k577W//DKhd9/DN3MGeccdx70XvgEm3OuNsPSaudz5ZgN/+6CBC+eN5sqjxn3W2/KFwf/cDkzNIGdeJXLuJz9Ldi5cSHTNx1Teew85hw4feZfF1wdfGRsla5/sEV93+yQbwTII/amT9jTwZ5FFFl99iIKYFukC4LF59joKqyqniqqcTHHSQzGhYEIytdgnYWbpzKSA8kmYWzGXuRVz94p7UOVBrDrLKsT6DdPNPzMKCwuRJIm2tra0/W1tbZSWDg55tmC327HbM6dG+jQoGhBFNRinND/P62VzuE3+f4DlzDeNlTxqfhdPNMxpK9/gqdAEUN0YIRu7Q3Z2X/8+zXaTfQWDmKcOhCYcO15mIqQVKm4MaGwKJgwwZx475t7KXW82ACY2QaOCTkaJLYwSmnl6jY2S0h0cU+tk2wcvse9Hf6dM0KkSVGhM7/P92nzUWUdz4qF1GJ31iH+4KOO1GaaDAtdYmkUZ0zTZv6SEeL6LpqgN7F4EhxfJ7kGyu5EcbvzdH1HasQp3+PNJnZPFVxi3lA9/rO5IOPOfqe3ba0HNlGAEqD4Aznk+tX3XZAh3DeXd0PupuvdZUkD1wzAMFixYQCAQ4KGHHmL06NFs2LAhWVh15cqVnHbaadxwww0sXLiQpUuXcuGFF1JQUMCiRYsAuOiii9iwYQOPPvoo5eXlPPnkkxx11FGsXbuWuXPnsnnzZsaOHcuSJUuYO3cu+fn5Gfdl8cXgyxxPAGrUnexSRnIAbyH3ViOIbqYIuxnjjdNld1rFdONxdKcHSbc8DNcZubQ4J/DTUUdwxBgBm03jMMnGlGnTmGKshWf6OEF6jwN96/hn32yCuyP0HVjGuMn7UGfq2PMLyVM3UL75MogO+D0JMEOHk/Td/NaVx1+VHHI8+bgUJyM8bpqbmlkeGD597GEnH0blwVV4Dqrk/tcWE1vZxd87niH4qhWxckTPHCZF6ngy/3WmVl7OpKaVFPjXkquuotxsw2OYFBkGElaKyrNH1YEpUaAcySF6IXFXhNOfsyLNPYoHp+zEITtwyA48ioe/L/h7si/3rb0vmYp1YL3B/lp+l828LGkTvrL7FXb27kQURERBTKZ57f87dcypKKIVabKybSWNgcYhvP73+1fsn5yj7ujdQUe4I40jCEKSW5tbm+R2R7sJxAOIiIhigouAJFqvPrsvGbndn7pYxGr3ntX30B5u5+CqgxmTN4Zqr5U6RTd0OiOdyetWRCX5fnA65Sz+czz88MOcd955GY9VV1ezfv3w0fN7g4FrGJ9mPWMwd8GCBbzzzjsZuddeey3XXnvtZ2o3Cwufdkz5PMcTaZCZaEjWmGELqHhdbhyJ9bC1pXPQDQNJFHll5Uq2igL7rljBqJICZEVEixsc2b2B+87/I2+VLABXDZ+HCWoYBtu3b2fVqlVUVlay//7DpzfcW+Qem0ozpbaFkPIciLb06Fzd76fzj4uJbt5MbKMVRSQ6B6WRyuKbif+mjZK1T77RyAosg9C/MClk41ezyCKLrymyxowFm83GjBkzeO211zjxxBMBa6Lx2muvcdFFmQWCzwvxXZvIGyfRIxQwzVzJQh5mBLsB2PnBASw56RjsibxKbu90rg78L65YhO8ufwXBMLh6io+34l4e3dLFQX6dKsNJeUygHBfLoxewjPMwva8ywb2aHMUk6iihO38q8fLZHFhneaUhSsSn/A90bScQjiN1xumMaGwMG3ijOl5DpfX9Z/jz67346GN37w30xcYioKKIERxKDy6lB4+tG19BCXXlVs5wMa8M7Yhb8Iv5uArLcfqKCW838f+7EzMm4IpB7YsNtK3oxDWtGNcRixlZYBkoRiRC77PPom6oJ7rhQ4wOa9Ip2LOeqVl8ufgsKaD68eqrr7J8+XI2btzImDFjABg1KmXM33nnnRx22GH87Gc/A2DMmDFs2LCB22+/nUWLFlFfX8/9999PfX095eWWkXf55Zfz0ksvcf/993PLLbdQXGylrs3Pz08uvmTal8UXgy9zPAGolnewi5GU0cwGWWN/ZiGgs1mqo9zhQM0rBpsNSY8jCAIV42fy3GYbnR1xnuyAKcUTOGf/VI5zpn8X3IXw4lXk+3dznusV6kfkUjJlAfaKCTD6UJr8EZ7e5eY7morhKkOsnoPsyoVtr4MkgxrlJyc/xHkl4600r+uWwAuX85OqWZxaehTt3hJa3bn4Td2q76cGiGgRPIoHDAN/dwdCpImw93XO741QEgsyM96H13iB9uhjHNk7l/d3hamR/81MadWQe2KlI4GoGsIQBE6qLcTmL+fp4ij5Zj7d0W6CqhW53I/BNQpXtK7gveb3Mt5zAYHLZ12e3H5hxwu8Wv/qsP9HJ9WelBRYlmxZwrM7nh2W+/bCt5OiycMbHubxLY8Py/33Kf9Opo7969q/8rcNfxuW+/QJTydT0v754z+zeM3ioZztT3PGuDO4do61QN4V7eLwJzLXFBMFkVPqTuH6/a4HrDqNJzx1QlKI6a872F+f8IDyA7hg2gUAaIbGxa9fnFZDsF9AkgSJiYUTOXP8mcnPuu1DK/Vxv7AkCRJuwc1kcTJ98b4079PuaLeV90pI2ewCQlKYGuhMFYqHhjhQ9p8jCmIyQgogrscxMdPa7D+vX8jqh2Eaacf3Fscffzxz5szJeExRhslj/SXgvvvuIzJMvZRv02LZF4Uvc0wJ2NK/Z92jrKwH8bdLebJwHdW18yACpijxv5sb+NX4avq/Cd3rPmb95lUo7uORbLWMlqZT73Wyy1UDpklN4af3zu+H3+/no48+4qOPPkrWmGltbWXu3Lmfi21rmiZaTw9td72O2rgDottwzZ5J0f/7AaJNwjQMuv+Wer4KLg9qx2e/niyy+DyQtU++XsgKLIOQjWDJIosssvjm4NJLL+Xss89m5syZzJ49m7vuuotQKMQ555zzhX/2b7mQuGnDPajUZwg35UKUM1nCsa8/wpE/vho21lPrsFHR0IghiTiW3sCEAh8HVlbT1bWbmOhFVEYjuUbhcFYTj4icec3Pyc2zhIvVr9bT/G4zPe+HWbN2Cy9u9TNu31IOPH0M18wayb9+M3BxSsAa/mU6ggEkRaJy3H7QUEHfligmCnFDIR7z0hdLFAfshmNrLIPa36ny8IPjKav1Mf+Hk4jKAu79bLhmGUS3+Ql/1E5kfRdqcw8dbz2KUnMApdccga3MTftv7qDn4YeH3Cs9kkt0Sw+mbiD57MiFziGeZVl8zXFt8/DHBhfjvmLbHriDPKp/svaz9+lzwurVq6msrEwaL4OxceNGTjjhhLR9+++/P3fddRe6rrN27Vp0XR9yfiwWo6Cg4AvrdxafDl/meCImiscZCMjOfu9HgzbVSbXDib29EUUQmHrk0cyePZv8/HwWRlUe+7CBjxr8HDUpZeC+uqGNmkIXtsKDaVnwIvbXf8HE1scZ4fbD69dB8QS4cBm7OkNc89wO7hNuZGewDLNHpLbIw+6uo9hvdAG/PnkSZT4nrn6baedbEOkhZ8vLjAfG9/dSdiK6i+CHr0BOKb94dgOTVv2Ak81XyXznNFwT7IQ3xtjXdOHSD6bLPpbwiDqUcSNxlY8Ep5u4PQdBEHhOV1ENlXJPOQ75IvpjhHtjvfhjfqJalIgWIaJFhtQdPH3c6RxYeWAydezAVLCGmV6wb7/y/fDZfRimgW7qGKaR9jdw8X1M3hj2L98/eSyNj5EUYgAKXYWM9o3GIL29/nMG1hK0STY8iidjuyZmmv06sK7gQEwomECpuzSNJwnSkHsDDLkHcT1OW7htCK8fI3JGpNo1dd5tendYblgLpwksD298eMjnldnKqKmtIRAPUEyqPmpbqG0Itx8uxZUmsDQGG9NqMw6EQ3YkU/gC7OrbhaqrGbk2yUZdXioN347eHcS0VMomwVJ7EBCQRTmNW99XT1SLpgShghRfEiRG+lLiZ0uohagWHSLe9AtIA6PruyJd6e0O6keJqyR5fm+sl5gey9guQJ4jLxmxFFbDuAvcuAV3RrFpoFAZ1+OohjpsuzbJlmy3/zs58LfybcaXNaasKRiaOlEISywvtNL6TFcDTNi8lZArj2OKJ2AYOr0JJ+Sqtk66SzzEQi9gd52Aqo3g7dxRgMlPjhjDIcU+GjZ0U1brQ96LebxpmmzcuJEVK1awY8eO5H6n08mUKVPYZ599/uN1uebrriP68cfEGxoxo9G0Y2pzC1pgEs5JBbimF+M98URcU6dgGz2G7se6CS7txTS2YaoGgiQg5dmR853IBQ7kfAei66sjimbxH+AbaqNk7ZP/PrICyyD0T9ayESxZZJFFFl9/LFy4kI6ODq6//npaW1uZNm0aL7300hAvkM8bkiigoKEw1Kjv9BYxXtFpjsO22hramjoBOKqmgqMcDoKvvUZw1j50OQVWd2pUSQq1Mycx6ZAjqJmyD4IoEuiK4s1Lha3v+riTnlZLyGne6gdg0/utVE318uHrG4HU5HD83DJ8JU7Wbl7BnP2OYdLkiTgcDgzdQI0bxMIqkYBKX0eE3o4IPa0hYmENm8OaMqx/pwmAlm29PHC15fk77dAKZkw2iG3chLpzI+rmNUTXfgyArXYySqllzDmnTsH/xBKUEaPwzj+M0McSUu5Y+l5qA1KLNoJNovzG/ZJGVWR9l1UcvNCJnO9AkLNpS752+DQ5h78o7h7wWVJA9cP5H6aQCAaDSJLEypUrk2H7/fB49i6tZRZfPL6s8QSghzwA/ORjz7ME84gAdncuisOBqKnIrfUcddRRyXNyHAo/PHBUWjvb2oP86MEVGGlpXI6nijmcI73EQUVBastGgBqlxGvniAkl9EXyCXaFaOuLsbXdigZ5a0sHqg4kntF3vLyZp9Ydx5ycScxQVzJK3coofSdF9CBqEeitt9KYATFNp0V1gQwdQj4dzlFovpHYCmuwe4sYOeto8r0VeHtiBN5tIrziCMyggbABFLkQ7+zx7A18dh8+u2+PnHlV8/aqLYDTxp6219xFkxaxaNKiveJeMPUCLph6wV5xL9nnEi7Z55KMxwanh71g6gV8f9L3LeHGMFAkZUgED0CZp4zV31ttCTaGjmqoaGZKcLJLqbREHpuHR499NE2QSv6ZGqWu1LNSEiR+MfcXaUJQfw1BwzSo8qan4f3BpB8kef0Cl8N04FJcuOT0BeEcWw6maSYdI03M5PXb5fQ0SnbJjizKFtck7ZyB4lV/n3VBTx4fyB+yNmAO3kzxB/9faIaGamQWbgaLDTEtRniY9DODF5qDapBgPJiRC1DiSj2b+uJ99MWGT8eaa89NFqDvifXgj/qH5Y7JH5MUTboiXVZE0TCoy6tLRmt1RDowMSlzlw3L/zbhyxpTDm7q4enRxWn7TJeOIOiYpsTaV9Ywue11RrS5+OB5GP2ruwjErah7TzDIYV1djF2/jl3dERb9fimtqslxU8v5f4fV8eoDG9jyQRuSIlJe62PU9GJqZxTjcFtChKqqtLe3s3v3bubMmYMoimiaRlOTZVuMHDmSffbZh3Hjxn3qiC6tp4fAv/9N8J13qbjjN4iJqLfYtm3EtqYWxaXCAiRvPmprK/apCzDjOuFV7YRXtePe7wfknVCL1htDUKxUl6H3W0ASQM9QT8gpU3DGOBxjrDFa80fRe2LIBQ7EHFvWafvrgq+wjZK1T75eyAosg+CUnRQ7i61JRhZZZJFFFl97XHTRRf+VFC4DYexhQi273EztbOZNh43GUh/BvjA2AfbZtRHvUfMJvvYa7oYmNh5zHs90edm3xseF398P5wBPMG9h+oTpwIVjeOnP6/C3pRvl//zn42hyiFx5GhFXE1ffdn7y2Iz5NWlcURKxO0XsThlvgZOSmswF32z2oeLGun9vJf/6KxLXLrFixpW4Jsyiq2AiU/N68XVFcfvs5Bx1NMGPijAjGvEOCTk/3WNWqfCg90SRfPY0o6T35V3JYsgIIOU5kAudKIVO5FIXntkpY31ggdcssthb/CfpOqZMmUJjYyNbtmzJ6CU2fvx43nsvPQ3Re++9x5gxY5AkienTp6PrOu3t7Rx44IGf2zVl8fnjyxhPAA4Nv0HI5eEQXsG/3fqOdEuQSx+2hAFt6Bq6piLJwy9KdQVjzKzOZ22Tn4hqOZXNqsljcsVIcsqOQKzOgyLLaK4tdvB/30vVjGvvi/JRg5/fvrIFVTeoHCDyN/ujNPSpNFDJE1Qm97uIUib38eDptZS7iwA4Z/8aIlNvJViymCK3m6Jh+ioXOMk7oRbv4dWE3m8huLQZ17TUoqAR0TBVA8mbqrdnqgZ6II6Ua0cQrXFAbQ9j6iZKsRNB+uaK84PHPUVSUKS9X6AUBRFREvd4jiIqTCyYuFftyaLMSXUn7fXnZxKO+gvU5jny0vZX5lQO4Q6HGl/NXnMHRrMMRKbahiN9I1NijZkSbTKhwlORjDIayMs0XylyFZFn5A1pd2Dqsn7k2fOS4lNa2wmhZ2DbHsWDlPDEziQ2DeTaJTsem2fI5yfbHdAPSZSwSbaMbQ5G1oF1KL6MMeXY7a1sdYY4ruzBtP3TR77Mqh0L0FSN1nyNEYn13L/9+iYoH4kiSdhjVtSW/+GHWTXxUBo0lekjcrn91CkIgoDLa8edayfkj9GwsYeGjT2889gWDN0EWae7+AMMzcQe9WCs7mTTZg+xGHiZwxHHynjefxm5o4MNL6xmV28+dqeE3QZOm07xjDqKJo3Ak2cn8tFH+P/1L/QeP1p7O1pbG1p7e/JaYlu34pw8GYCiiy4GQ8c2ciRyaSmibcCYYZrE6wOEV7UR/rgT54SEV742IEJOgPxTx6B2RtB7omjdUbSuCEZAxYxoiK7UkmpkbRe9z1uROIIiIuU7kAucSD4bkteGa3oJcq4lApu6CWI2c04We0bWPvl6ISuwDMJxo4/juNHHfdndyCKLLLLI4msMQRx+EUfQVYr6gpzkXEmeu4iiysNZ+e5brHj2IYoWnYcICK1tTHt+Cc/sew7TawpxKHteFCqo8HDmjfsSiUS47bbbUvXEBIG8vDy6xZXMnz8fPRhEkCQEh+MTJ/Tx+nrUxkbU9nbU+gbiu3cT370bz7p1HFVTw6gXX+DNRzaz4Z1mpqxbjOj14hg3jsio6QRbKwl6rAWQVU3FrPpfqwjfPkdUUVKby4vvtACWN+d0p8QIu0jB9yYkDRsjni682CpzEGQRrSOCGdfRu6OEOyMYgFTswhiViygJCKJA131rMaM6znyHZdD47Ig5CrLXjpRrx16zZ4/mLL69+KzpOg4++GAOOuggTjnlFO68805qa2vZtGkTgiBw1FFHcdlllzFr1ixuuukmFi5cyLJly/jDH/7AvffeC1g5j88880y+973vcccddzB9+nQ6Ojp47bXXmDJlCsccc8zndo0bNmwgHo/T3d1NIBBg9erVAEybNi3J6d8XDAbp6Ohg9erV2Gw2JkyY8Ln1I4tPh+LOADeMuA6A3SFr0bpPFFhRfCrTnS6++6u7UBxOxE9IvTNnVAGPn78fT6xs5PJ/rmGkx+SRRfugOD65Dlax18H8iaXMnzjUY/KqBWP53n7VdIfiiKKAQxbxOGTKfE7yXEraeFNbnAPFOXt97ZJbwXvYCHIOqoABAknwvSb63mjAvU8JOQdXIvlstNz6IUZQRS52UXrpDAACbzcSXtEGkoBS6sZW7kGpcKOUe1BK3dl0lFl8IjLNlz5NmqvBUTV7QqYoo+HgtWd2hMmEPEceeeR9MhEodBZS6CzcK26xq5hiV/EnE4ES9xcf7ZfFJ6NT28VBWw2mlK1J2+8xUsW3Y8X5sNGKOqze7yA2726goKgoKZHZRo/mhEobhQsnMnF0GQ7F+j3sf0otc08eTU9LmG0ftbLm7V3EE83GpC5qNm+isqWXDWN+ypqP0/tlNHbR+8QSANoqDqaxblDU4OZGoBG3z8a+Y3oxE9yBsI0ejWfewcjFqe+k58ADhr0XgiBgr/Zir/aSe9xoSAjzojslNOceNxrX9KHfcSNhj8gFKWcDQRKQ8h3oPVFM1UBrC6ccxABHXR4kBJbge030vrwbyWtL/eXYEHNsSB4Fx7h8JI8lBpmGmXQayOLbh6x9YuHrYJ9kBZYsssgiiyyy+JyR63Pw6ttnceBB6d5h5vs+DF1l9/bdXH7g5ZQWFtKw4WPUZ/5OeMQYlixfyb6VlVQ1NrJf63puOnESZ+1bnfEzDMPgo48+orW1NTnBcTqdzJo1C5uiUKGq5G7bTuFp30FJhBA3XXopfS+8CJKEYLcjyLL1J0mYqkrd0veS4lDbrbcRfO21jJ+t9/SApnHImeOYd8YYtI5JyMVFCIJAPKrh3NbLluWtbFluub9JsoiuGbhyHfi19LzpH0V0xv9kOs5qL9tWttPVFCTYEyUW1oiGVGJhjVhIxem1cdqN+2EEVLTOCE/+dT1dnVHo64OEgNMPRYCjA/Hk9tKgRqdmIokguxRkRUSSRcxAHFmAI6YUWAZNjo31u/rw96nITgklz4Eki4k/AUkWmbGgBjFh5DRt7iHYE0WURSRJRExwJFlAlEWKR+QgJhYEoyEVXTPS2hNEYViha8fqDl5cvJaZR9eQV+aidUcfmCCKAqKU+sstcTFmdmrBc+PSFkzTRJIEBElAFMUk1+mxUTIytSDT2RgELKNNkkSERNuCICArIg5PysBU4zoCWBxR+EYaev9Juo4lS5Zw+eWXc8YZZxAKhaitreXXv/41APvssw+PP/44119/PTfddBNlZWX84he/YNGiRcnz77//fm6++WYuu+wympqaKCwsZN999+XYY4/9XK6tX3Q9+uij2b17d3L/9OnTk8cNw8Q0zOQ+gJUrV/LII49QXV3Nrl27Ppe+ZPHpEY9bCzjt7TXJfb0S7KIMQRQpGVX7qdp7dYP1bC5sWMk/f/km/3PTb/6j/hXnOCjO+WSR5j+BoKQvaMebQ6CbhD5sJfRha9oxrT2M3hdH8tqs56xDwozqqE1B1KYgfJggigLlP98P0W61HW8IgCggF2XrgGWRRRbfTPgdGmSIJvr4rXmQMDmOyj+KKXdOYVrxNJY8agkZgiCw8s9P0dvQzJlT96Hz/HOp2F2PePb30E89FSk3N8nLL3dToso0ffgOdlOhyF9HWdMuxq9biYlAU8l2BEXB70rVbfKMG4XjJ/8PvceP2GfiDH5MLAYqNsKCm0heNYE+k1BvnNzJo5F/8v+QcnNpjhfTHnBSPbOCqmkVKPbP9uwemH5YdMjknzkOM6bjmpF5DijaJMTSdEHUM7ccz9xyTM1A88fQuyJo3VH0vrg1JuWlxkm9Lw6agd4dRe+ODm6e4ounJwWW4DuN9L1Wj+ixIbkVRI+C6FaQPAqi24ZrWhFSjsU1ohoYJoJD/kbO1b+N+CbbJ/3Yk30yeB98de2TrMCSRRZZZJFFFp8zRDnzhNbxgh0Ot96veO1ldr/8TPKY4s0lqhv8efyx3NS4mH/MXMDCVx8kENkfz7x5aQvxzc3NPP/888mcxZMmTaK6uhpT09gvGKRz8WK05hb8gL0gn/wzrUKyeihkNaDrmOHwkAQOZjSK4LLSTdhqqrHX1SIVFqJUVGCvqUGprsZWXY2tpgYhkRtZEEWUkpRnl80hUz2pgOpJBRzx/YnJiVEspCFIAu27huYAf+RXKzj3roNY8cJOuppCGe+dYVgpLPq9vBSvHbEnlhQ7DNPE1E1MEySnZRjp/jh6bwzznWbM3jiaAVowPQ+6BEQ39yS3m4Ia7VrmNB8AVdt7kBIGzqqNPdS3Zs6VDvCj3x1Mv5Pre09sZdOy9EVABEt8EiWBs27aD2fCOPrgmR2seGEXACte2EVBhYeupsx51kdMzE8TWN5+bAtaLHNx47JaHydfPiO5/czvPiISyJwXvmhEDqddOyu5/Y8bPyDQlW4ACqKAIEJ+mZuF181O7u/tCBMUVEgWvR1wvZJIbkkqn35fZwRNHVqsWBCs9nOLU9xAdxTNKvwwZGlAEMA3gBvyx5KiUP9nD2DjLUxFcYX74qiJe3bWwh9w1sIfpLU90HPQ4iZqKw34mkg4+O2v/8B99/0l+Z0MB+L4263vx2EHLuCw1xek2gR03UBKCHBqxOT/nX8l/+/8K5OE/hQrXU1BfMU5yd9SuC9GuE8FJDrq+zCBjoZA8rzcEldygSHUGyPkTxViXv5WustobokrWV8pGlQJ9kRp29WbxskrdX/mBYssPh+4PdYzymEP0f/kft7toK136KLMJyGq6ry5yXoWjQzvYu4p//2UZ58HCr83gdiuXvperSe23Z/2exRsYjJ1WN7JdeSeVIveEyPeFERttv7iTUFEu5QUVwD8z+8gnhijpFw7cpEzWftLLnCm0sdkkUUWWXxNYSIyuIiQ2qXwmjSBiWYvDkFHDsrMrZgLwJw5c9i6bTvP7JZYvzNRy6Tt7xy0Yydydzftv7mDjnvuxXfiCTgPPxzfrFkINhvV1dXMnTuXqj/9GdY/BIBUWEjBorM57agF2CorhnZu3lQASoCxGfquqTptO/ooGZOLMHscAB/8eR3b17azYe02wOpfzeQCRk4rYtS0omT9l08L1+ThElh+MgRZREmkMh4OvqNq8MwtR++LJQUYvS+OEYyjB9W09Jd6UMWMDy/G2Ef7kgJLcFkLff/eBQKIThnRrSC6FESXjOhS8B5ShZzol9YdRfdHUxynnK1z+RXFZ00nmJ+fz1//+tdhj59yyimccsopwx5XFIUbb7yRG2+8MePx3NzcIWk0M+37JOyNSPJp2/wykBVYBuGV3a/wt/V/Y07ZHC6efvGX3Z0sssgiiyy+jnDmMHLkyiG7XcHUpFiVB+QABmKJqsNbPRWcf/K1nNX6JuJDL9L40MM4Z84g5/wLCI2o4qOPPmL16tWYponNZuPQQw+loqyM3mefo+P3v0dtaABAcDhw77cfthEp77CqxYsxw2H0YBAzHsdUNUxNBV23IlrsqTQWJVdcAVdc8R/fiv5F7P5oiKrx+fx48aEALL74TfTE4rpsk6iZXEjJKB/eAgcOt4LdpWB3yzhcCnZX+pTllCtnkAmmaXnhiwNSyZxwSBVqTEdXDXQt8acaRFtC6GGNvHw7eiCOEVQZu6uP8kAcnDK2sfnWObpJ33tNGJqJ1hxCwxKBXFGdYlnAtElIpW4M3Wo71h7B0A3afv0BsssyWiItGYQYE6t9FYy+OIZNRLBJhPviabScfDvVkwsQRQFDN9F1A0M3MXST/LL04r/VEwvQVB1TN9F1E0M3MA2LmzfI087lteoUGLp1z3Q9IVIZJqKULmGYxtBJrWmYmAbogwQpwzQRDJMhVYCBwXNjTTXQ4pkFocGed1pcTwohQ7iDIoHUmE48qmXkWnznAK5GLDw81yxwJPUZLa7vkZtjmvSrOXrcIB4ZnmvluEu81Ye/D1YnBrw1LP7nDmHw+2zG/K8KCgvrAVBsESqMAl7xLeMZr4fZWN+DNa+8QKCri8mHHomveHiPRtMweOix54nqEm4tyBHz5lAzLfOz9OsAe42Poh9ORm0P0/viTqIbrWLb5TfOTeMJgmCJJPkOmJxKfWQMekaILgXRLWOENHR/DN0fI7bVD4Dks6cJLD3/2ooR0awc+3kOS5DJtVs1xBxSNq9+Fl9pPPXUU1x++eXs3LmTiy++mLvuuivjviy+ebDrQnLu0Y/2Z4pQnRJvq6MpFIJ4/H4AAoEAjzzyCI1GLusNq96hQxZo623hycMOZVRTE5N27cbe3Iz/H4/i/8ejtEgSJVdfTf5Z3+XII4+kp7eXngcfIu+7Z5J74okIA2qgfFrIikTF2PRUd+P3L8Phltm9votgt+VQsmttF7vWdrH2zUYWXjebrqYgNqdMTv4XG2n5aSDIYmpc+gR4j6jGs28ZelDFCKrooThGKPF+kBhjDnACMsIaRlgDIsnjnv3Lk+/DazosMWZgv+xSUozJO6UOW7lVly3eECC2uy95zF7jRXRkl5OzyGIgsr+IQegId7CmYw0lrmyO0CyyyCKLLD4b4jk2Ku0b0vaF2hy05IxIlAc1Wd2+kf64j/FHHMOHjW2YJvSZDu75/sFMch9G7OGH6XnoYSIrVhL54Q9pLiujt6KC/FwfZXPncuSxx5Lj8bDj+OOJb9sOgJSXR/4555B/1ncRnemeU4IgILjdiO69z/H9RWL0PkVs+cBKVSOKAvuemLnA7KeBIFipsQbC4VYye7DV5g7ZNXSPBW1eBXpItQyakIYRUpkRtrYlnx3fEalUbk03LMWM6hDR0SI6dEWZBkz1ycgVHgp+NMUSSjSD1j+sRvXH6P79KmtBThKoUETanRKdEZ0F501iVIbcz8PhqB9N2mvu6T+b/cmkBM68cd9kCinTIPneMMxkxEY/cvIc2O2OAaKAOURY6Ycnz55RvMkEt8+O0c8d2DZDpQCn1zZElDPTzkvB4VZQ7MNPiR955GHOP//8jMdGVI1g5fLVye20QsFuGdme7glo6RaJyJ4B31OrD1J/I0Mib8QBHoUOj4LNKYNAGu/Y447h3XffzdjPq6++hmuvuSbZfqq/KY4rx4Yr57MvfGTxxSEedyLLKk5nkEqzkBtK7gLgqqNrAFjz8gt01O+icvzENIElHgmj2B0IokjjxnW8+fe/8HRvKXgnMd2nctiic7+Eq/n8oRS7KDx74qfOUz94cajwe1Yebz2konWE0dojaN1WihfRmc6Nbuq2UrxkwMAaMADB5S3Wfp9VC0zy2bMLU98C3HPPPdx+++20trYydepU7r77bmbP3vtx94vEeeedxznnnMMll1xCTk7OsPv2hMcff5xbbrmFLVu2UFRUxEUXXcQVn4NjThZfLJy6AqQ/u0xVxFPoZJPhIy5IBIPNLFm/hMYVjQCs0qxok6lVuTz8wzm01Nfx2muvsU2S2FZVRXF7OyN37KS0tRVHLIaUlxJBck8+mdxTT/3CROfqiQVUTyzANE2at/p56s6PrMmRCbUzrPnzO49toWmLH1+Rk4qxeZTVWs5cZbW5XwsxXLRJiAXOtHovw8F31Ei8h1cnxBUVI6yih/rfa8i5KWc6wSYiFzqtYxHNip6O6egxHb0nltZudFsPff/enbav4lcHfC3u3zcVDz/8MOedd17GY9XV1axfv/6/3KPMWLBgAe+8807GY9deey3XXnvtf7lHXxyyM7tB6E/HkH1QZJFFFllk8VkRCfViG7Sev+OlKkL5lYRNGbegYovaeGDBbm6aexPjpMl8+OCDKIrMyiuOIM9ts8ahK64g/6yzaLjjTiLPPUd5SwvlLdZCTe1116F4rXoarn1moHd2kXfmmeSfswjJ4/lvX/JnQr+48nWAvJeGDUD5z/YdYNgMfNUQXXIyJRNATr4DTQAjrIJmgm7i0nXm2gRiioxnaTNhwfp8W5W14GFENYLvNVsNCJYXnCCLCIr1KhemuKZhoraErGM2EdEmIdglBOnTpQCQP0U9AlmRUPaSb/sUi4w2595z7Z+G69pz+ogTTjiBfffdN+MxRVGSqd0G49Ncm2yT9voeWzV8hu7/y1/+QiQSGXoAK0WA+Cn/z7P46kAUU9FN2xwN/L+OKgzlfU554XBuOeAWHB7r9x4JBpK85U8/wTuPPMCkQ45k7L77s+vjVbTt2ArFVdhEk0WnHI4ofbNSv31e+eYlt4Lk9mGv8Q3LyT2x1kqv0h21Xntj6L2x5HN+IAKv1aP3pi9oCnYJyWvDVplD/sJUMpzolh4ERbSKHXtt2VowX1M89thjXHrppSxevJg5c+Zw1113MX/+fDZv3kxx8d47TXwRCAaDtLe3M3/+fMrLy4fdtye8+OKLnHnmmdx9990ceeSRbNy4kXPPPRen0/mZ0thk8d+DIGVIy2rA9SdN4fgX2ugxXShOGw++/iDTuqbRa9hxC3H8pos7T5uKxy5TV1dHbW0t27ZtY9u2bYTDYRz5+ZSNG0eBICAOsEOE/9I4IwgCFWPyklHy/Q5A/c5AggC9HRF6OyJseLc5ed7Zv5qLJ8+BaZp0N4fIK3UhiAIv/HEtsbDKSZfu87WrZSLIYjKl8p6Qs38FOftb4plpmBiRdNtloN2jFLlwTi1C74kSr7fmGk3XvIuUZ8cIa5hxnYTHE4U/nIxjdC4AoZVt9L60E0GREG0igiIlbBLrNefgSmyV1hxGbQ0R2dSNOOD4wFelyImYmLObhmnZQN/iddvjjz+eOXPmZDymKJ8tNd4Xgfvuu2+P9sk3CVmBZRhkkyJkkUUWWWTxWSEI6QuZuiqgR2WOmV7F/xkSbkFF0iVkU6Yn3oNusxbPioqKyPfY085VSksZdfttxC68gL5nnyW8chVqUxNyYSrNSdFPf0LJddci2tPPzeLLgSBZi2PSXkQDFF9g5Zs2TRNTNZJGTfvvP8IhWCH53Y9uxnNAxQCBRafvld3DtumeXZoSWKIa7Xd/NJQkCYh2CeeUIvJOtApkm4ZJ10MbEe0Sgk200gTYJMu4sUvIhc6kwQSg9cYSXOlrZ3x+GuTk5OyVN++XjYqKDPnMs/hGQBBSoVcTwqNQwj9hwfgLAbju3etYWDAXBxANWPVDOnbv5J1//A2AdW+8jN3lxFdcyszjTuaC405GcOYgfYN/s/8NDFePxYjrmINSGTomFKD3WCnH9D5LhDFjOlpHBHFQdGXPE1vSImMEh2SNJ14bSoWH3KNHJY/Fm4KIDgkxJyvEfNVw5513cu6553LOOecAsHjxYp5//nn++te/cvXVV+/xXL/fz1VXXcVTTz1Fb29vsihxf1HhJUuWcP3117Nt2zbKysq4+OKLueyyy5Lnx2IxrrvuOv7xj3/g9/uZNGkSt956K/PmzePNN9/kkEMOAeDQQ62F6DfeeCPjvnnz5g3bxwcffJATTzwxGd05atQorrnmGm699VZ+/OMff6sXPb/yECUgPT2iERSpLculQG6g2Oxhn/0OpvvdLgB8YowSMUBdXR2jiwYIJ4JAXV0ddXV1/83e7zX6o6sFUeDky2cQi2i0bPXTtKWH1a82JHnOhAixaVkLr/9905B27r3wDUZPL8LmlJmxoAZfkSU6tO/uo2VbL5IiIitiwlHGelVsEnmlrqRjkGmaX/nfhCAKCeeCzAvzzkmFOCcVogfjtNz8QXL/4EgXzPToaCOiYQRUQCVTIlz3rFQdyXhDgL6Xdg3bx/wzxyVr40TWd9L9yCYEm4TokBDscuJVQnTIePYrxz7KcpLQuqOEtrZjOHSMqIYhaFa0uCiAKHxthZqsffLVQ1ZgGYT+wjlZgSWLLLLIIovPCq1+K0pqDQRJMcmr66XilON555GNaKbAifZ1uFU33dFuuoNW3vg9TZLsI0dSdMklGY/JA0Lxv05Y+L+zePI3q5h59MgvuytfOgRBsIwEmwS5dryHj6Dv1frkcbkwlaNZtIm4+wvbm2BqRupPNZAHFHs3DRPJa8PUDIy4bkXJAOimtcinpTwZzbhOdEPXsH10Ti5MCiymYdL66+VJbzXBJqHny+j72lG7IsgeAdmXEvz0QNxK2dBv0AiAmDJuvskCTRZZ/Kew21M1nF5T1nGUOo3A5uuZNO1Fdkc+5J+eZRxaWEgkYHmVrnnlBTBNvEUlnH7jrXjyC76WiwdfR4g2CQaJHXkn1KZtG3Hdinjpi6c9+0zTRC5yIigiel8cUzUwozpaNILWEcHU03Mcdv1tfVKMERwykldB8tqRcmwoZW5yDqpMcvVAfK9E/68DQvrw9aokBBwDovX2xBURcO4F1/0pPfDj8TgrV67kmv60jIAoihx++OEsW7Zsj+cahsGCBQsIBAI89NBDjB49mg0bNiAl+rBy5UpOO+00brjhBhYuXMjSpUu58MILKSgoYNGiRYBVDHnDhg08+uijlJeX8+STT3LUUUexdu1a5s6dy+bNmxk7dixLlixh7ty55OfnZ9y3J8RiMVyu9BpwTqeTxsZGdu/eTU1Nzae6Z1n896AKHiBGY+N4Kis3EvXbEE2QHXYuP7CEzcvW0LBJo2p0FV0bu5EQ6TRc3Dh/1Ce2/VWG3SlTM6WQmimF7HvCaDobg5imiZR4BgyuUzgQ2z/qAGDyvNQztWFjN+8/tWPYc0786fRkvZj1bzfx3pJt2JxWFLv1KmF3yihOmWmHVVFQYYlXvR1hOuqD2JzSAK6MzWkJN1/2fFny2PAcUknDK/X4JIGCU8dgq/Ei2uVkaraBUZyu6cXYR/ms8SyuW6+qjhkfarNI+Q5cM0oGHNeT5xmqgehMiT9mVE9LaTY47Z1zQL21eFOAwKv1GIe40fwxtGD6WCrl2pE81vhoxHT0vtgAAYY0MUawiYiK9Tw2TRMM09qfnWNlQVZgGYL+FGFZfSWLLLLIIovPjqGDiFnkpGDCWByeZtoDMbTqQlRDpauxix1CD1u1QnY1mJyeoabFNxWFlTn88LcHZSelGeA9vBo9qKL3RCk4e2KaQSW6FPJO3juPQcljo+zaVPi4qSUMlbj1KthSi0uCJJB7Uq1lAMX0pCe2GTcwYnoyKgbAVHXL60s3kwaOETQwdQVTNWCgcGOa6L2DPNwGQLBLKEUpA0vtSCwmDzRoRKxXWUyrXWDqRoqXRRbfCiRsFcNFefR8xtcU8NKul3hjnw7ygsuYGD2G7Sss79J5Z/+QnILUIkOzP0J57t6lOszii4NokxCLXGnPPbCE9qJzpwCJqMaYjt4Xt/4CcUR7aqHfNE0r3aMiJoQYDS2qobVbaThsfm9SYNGDcVp++QHOiQUUnDXhv3SVXxxGv7122GOH5Xt5eGpqIXjSu+uJGENTIgHsl+vmyempsXTWsg10q0NFltZDpn2q/nV2dqLrOiUl6TVdS0pK2LRpqIf8QLz66qssX76cjRs3MmbMGMCKDunHnXfeyWGHHcbPfvYzAMaMGcOGDRu4/fbbWbRoEfX19dx///3U19cnU31dfvnlvPTSS9x///3ccsstyRRl+fn5lJZazhqZ9u0J8+fP56c//SmLFi3ikEMOYdu2bdxxxx0AtLS0ZAWWrzBysJxfOtpHUlm5EVE2aB05DqW8nINEkc3LrOL25595PrdvvB2AUMUSbl/zKn8p+QuK9NVJPfRZISkiJSO9aftKRnpZcN5kdqzuwJNnZ+VLqUjxmUfXICki7gH1S/JK3NTNLEZTDXTVQFMNtLiOGjfQYjr2AZEgsYiGFjfQ4nHCvUNrd42dk/rNNWzs4a1HNg/b96MvnMLIKda4Xr++i1Uv16PYJevPYb3a7BKKXWbk1EJyS6xxJtwXp7c9jGy3hBrFLiHbragb6VOmkH34yZ3J9/Z/bGHCAeXMPTnlSLBjdQeGbiLbRGwOqy+KQ0b22rE5pGFT/jpG56ZFyu8JrunFOMblY0StiFAjpmNGdYyYtW2rSEVbSW4b9tG5BGU9mVbZNEwwLRuGgY4OupGMQs1UIVLKtUO/wBLT0ToTqa8ES4wRhERUTCIiqL9+m6kbGFFtkG0zwOEsawt/I5AVWAahP4JFFLJ5qrPIIosssvhskDIILO2eUYiSRG2xh/ZADGf5SMJtYfRtOs/5t7NUG8l+eQXfGnGlH9kJ5fDoT931eaLfsBBdGY4pEp45ZXvVjmiXqfzlAVZas6iGEdWIBCOEA63IubY0LzOwRCFMM2HQAIaZ8PxiiAf3wPQ6g42b/tD/fqhtYct7bKCB0m+4KGJ6FE1YtdIWCEJa9MzXNTVAFt9ulNOJIJRwywG30NS0nbVs5XHeJPDOjZT0dCOIIiP/P3tnHhhFeffxz8ze2ZybO4Q7hFMgXFGQS1BA8WhRKNoq2FI80Frg9aCVgljUF6FYL9paqX098IjiQaUqiiKgYDQKJFzKDbnPTbLXzLx/bDLJJptwhSTA82nX3XmeZ2aeXbI783u+v2PAYI6UH6FjeEdOlFUz4olP6ZcUwZt3XIbVJFJKtWckSUKyGpGtRkxxjX+wJUkiYd4Q/2+mS0Gp8KCU+6Ni1Aovcmjdb/CJx7cDUL2riKofClArPCiVXjSff4HJEGYOiHap+r4Azav4oyotBv88LAYkq//3Vz6N+lKC0yMrK4vk5GRdXGlITk4O119/fUDbiBEjWLlyJYqisGPHDhRFabS/2+0mOjp4WrszYdasWfz4449MnjwZr9dLeHg4v/vd71i0aBGyLNZR2jNOk4tRrj6Ee4so4z+YQ324Rk1HMhiIiPCnVKqoqCAnJwcAY7gRT+hPDIybeUGIK00hSRLd0mLpluZPQTXkmi5UFLmajGypP/ZkXDImmZTB8XiqfXhcPv9ztQ+PS8Fd7SMyrs7xwRZqIjElAo9LCRinqf47YlM9x6jyIhfH9pQ0ed6IOJsusBzdXczHL2YHHSfLEuNm9ia1Jl3XsT0lbM7Yj9Ek+1Og1aY/M8kYG9w7uKt8HN0dOIfNb+2jvNDV5Jx++chl+vb7T3+Ps8TlT61mqfcwy4REWEi/rk5g3p+Zj7vKWzOvGnHIJGM0yhgtBmLriTO1n7XBJGPuGk5UUgqlBw5girFhstZlBait5aJ/FmYDOKx+20Kr6a8RYzTVb0fV7awFvlbqOewDmrWeU4RXbZxOrR6GCIseZap6FZQyTyMns1o7p7bmpv+07T/93MWEuDtqgMlgIswUhtVgPflggUAgEAiCoAa50emYV4T7p59ICVdxG4/gOxSG3WDH5rRRpPlv3pOiva09VYHgrJBMMgaTv96MEiYjuWRkq8mfKqB2jCRhdDR9X6VpgTKKMcZWZ9Co9ULwVQ3JJAfuV7uvBihagGGDFmgEKqVu/3GCvY8GUTS+Upfu1SbVeKXVF2VEvQNBa7Jz51g6dtzFkSN9qf0rTZWP4lP6YDKYuD9xNn9d/2f2p3owOf0CZVJqLw5UHmLq+1MZ33k8Cb6paBrYTAYhrlxASJKEZDMi24ILMUBARGHxq40jKBqmEyv/+FCdV24DDFEWEh8Ypm8XvZKDr8SFbDMih5hqno3INhOGMBMhA+sKuqvVvoCFoTPlx1GXNNnX0MFl5+V9mxwrNxi7/bKWie6JiYnBYDCQl5cX0J6Xl3fS6BCb7ewizJxOJwaDgczMTD2tWC2h9QqPny2SJPHEE0+wdOlScnNziY2NZcOGDUBgxI2g/bHTuotORf3ZX7GVWnnAGO4X32STFUk2oKkKH3zwAQD9U/oz84qZJITULL47j7H8m+X0ie7D8KTh9Hb0bnaB1+Vz8fWJr8kpzmF77nasRit3D7ybPtHtO5rOaDI0mzbsdDBb/Wm+ToXug+LoPiguoE3TNHxeFa9LwWyr+1537B3FVb/ui9et4HH58LqVgEd4vfTCBqNMeKwNn1vB61HwuRX9FlpVtQBhtKrCQ0FNIftgDBjXke83+OvYDLm6C47EwM8pvmsEoVHWRvPxuhVMlsDfpdL8KsoLgl9vwmNtAQJL5vqDFB5xBh1rCzdz+/9erm9/8Oz3nNhf5t+QIDTaSO9JYZTYKjGbfUQn+X8PJVnCWezC61VrMxn7o0wkdAessHo2jKvKi1Lm9l97JaDGkUsC0DR/GrcaMUaVJVS34u9UNTSLQRduUDWk2gga/QA1KBqayxc0ggYCxRjNq/oj/xs6mdXYLfWdIjRV82cguADqz7RXhMDSgOm9pjO91/S2noZAIBAIzmekxh5ePXJ2UPHFFyTFpCIbc/EUVDDCOgKAamMoBkVl3fFnifn6Sx4Y9oCIpBRcNNS/sa/12j7V/UxJoXURMQ29zBpExkhmgy7U6KJNE9aLWuVrWowxGZDj66U0y6usOR8BHmb+lGaSntcZ/F5pQJ1XmjBqBKdASXEyJcX+BfDavzwFWfdoTR2UztKOL2CPcqCqCgdDM7GGhvFN3jeoqKw/uB7UzzA5xjN54G/a6F0I2orYO/pTsOoHfdvSLQJjfIhf6JAkDBGBtVks3SIwRlv9qSTdvoDUK/XFcwBvbiW+JhbHDJGWAIGl8MWdeI5U+HPY20w1QowR2W7CEGEhcnLdQprnRCVen9u/INRAhD+dmijnamxzmM1mBg8ezIYNG7jhhhsAf22VDRs2MGfOnGb37d+/P0ePHmXv3r1Bo1h69+7N5s2bA9o2b95MamoqBoOBtLQ0FEUhPz+fkSNHtsj7aQ6DwaAXMH7ttde47LLLiI09Na9+Qdsghzl52fECA7NLYEcUIWUKQ358HnXccowGE3k+K3FypT7++xID14X6/42/OvEVd31yF17Vy8eHPuapb5+ia0RXxnQcQ2pUKtHWaC5L8kcnlLhKeDbrWf7z03+o8AYu1n9x9AvuG3Qfv77k1633xs9jJEnyp/Vq4NwTERtCRGwTwnoDGgo3mqah+jS/2OJRsITU2a5JPSK55u7+AanP9FRoHoVuabFcflPTqYqv+nVwYVvTNNQG99YTZ/XDXeX1CzAeBa/LL8T4PComa+D77dAzitAoK4pXCUjNpnhVrKGBtrfirZcaUgOfVwUNVEVDbVDPzOv1nzcoDQUWpxdPta/J9x7bKUy/t3cWVOOuatp5MqZjmF+kUTUqSty4iiv8OktNLZv6JkK4zagLMi63gqey0j9A1dAUDanee7LJErWrCF5Fw1fl8x9S1dCqAudulv0RTJIsoVqNqEZJ/8w0l+K3bSS/YGO0GJANsn+s/m8p1f5fF4kkJGRDXfpmTdUCdaTacRegDSQEFoFAIBAIWpgwezSbv/4ZAMPS3wFgb+9I4t0uenWMJ/cbMHirCPOF4dZkrpB2gRXesxzn1d27eHX3qzx86cNM7Tm1Ld+GQNDukaR6+YtPMs4U09gzOCAHcz0M4eYa0YZAQUbVkEyBZ9KUGtGmnm2mGxImQ4DA4ityBXiT16Ur80cDGR11c1Qqvf651Rg+a99/j/sfup8DBw4wZ84cnnrqKdauXcv8+fM5cOAA99xzDytXrmz28xJcOPgwYKhZqAiJiCQkIlLvG3Dl1QD0BAbEDmDepws5WrUHa/w6Xj++k85H/odRyaL+1cWCpUsEHf48AldOMcYYG6aTeGU3V+NLUwLrmUTdmIpa6UWt9vkfVTWvq3x67vla1JpFKc2jonjcAbW5DJGBAkvp2/uoKnWijLXjzavCYFbqhGmjFPBbqbpqFozkBrnt25C5c+dy2223MWTIEIYNG8bKlSuprKxk5syZze43evRoRo0axZQpU1ixYgUpKSns3r0bSZKYOHEi8+bNY+jQoSxZsoRp06axdetWnnnmGZ577jnAX5Pllltu4dZbb2X58uWkpaVRUFDAhg0b6N+/P9dcc02LvL/CwkLeeustxowZg8vlYvXq1bz55pt8/vnnLXJ8wbnDFBJN79xk4AuObfFHpaSeyATAbJTR7DFQXSewXHHZUP31pYmX8s7177Dl+Ba+Ov4Vm49v5kDZAQ6U+WtydAjtwPop6wGwGCy8u/9dXIqLRHsiQxOG8tXxrzAZTORX5TO241gAnB4nW09sZXyn8eKa1IpIkoTBJGEwyWAPFCfsERbsl1ia2PMsz2kI/DeO7RTWxOjGXH7jqdWfBJjywBBUX40A41Oprqomr+gY4bE2rJbAqHp7hAU1tOZevzY4XtOC+mCZrQZkWaqJ/tFqxtZF49f/G5ZlCdkgB44j0OaQJAlqP5Pac2r6po4xylJzLHAVufC6mxCEgNBwM7Ikoakabq9KtbNx3Z9aTJqkO6l53ArVZU2LR6GyRK3+4jEZqKq59v7nvx+weOkfOXzkEL++bTaP/ulxPvv8Q/6waAEHDh3kjll38qeHlgY/qAQRMTZd4HNVenGWuPTOgJ8ECUKjrFhq7i28HqWR6NjWtFuBpaqqit69e3PTTTfx5JNPtvV0BAKBQCA4ZYwmI253YCoGTZVQgEt7dmAjYJD8d00VchgWzR/C/D8j72TpNv8NyJKvlnDMeYwZfWcQZY1qxdkLBBcP/kW4urv3Z599lmXLlpGbm8uAAQN4+umnGTZsWNMHAEyxIboAU5fazG9MNVzkkyTQJKleajPNnwpAIWAeAEqFJ0CMufOuO7h16i+5e+YdhEX6i7POnj2bmTNnctetvyU0JBRfsatxvuaaFAEul4s77riDzMxMcnJymDx5MmvXrg0459tvv83zzz9PVlYWbrebvn37smjRIiZMmHA6H6ughbHZyjCZXbiqw5Cq/alcVE1GVYIX765PmNSFnMzbMEVkEpX8CYcrDjHn0zmM7DCS58Y/d66nLmgnSAYZW7+YFjlOfSydw5sY2Zj4uYPRXD5dgNEFmUpv3QJT7XlsRmR3vYWT2t9XQFMC56CUe9A8DRabahatJIMUkP5Rrfb5IxoNNb+PBvmcpEiZNm0aBQUFLFy4kNzcXAYOHMj69esbFb4PRkZGBvPnz2f69OlUVlaSkpLC448/DsCgQYN44403WLhwIUuWLCExMZFHHnmEGTNm6PuvXr2aRx99lHnz5nHs2DFiYmK49NJLmTx5cou+x5deeon58+ejaRqXXXYZGzduPOn1UtD2+FQLoR4H9f3q9yZGM9noXxocP3wwOzb4C7yvcQ3kTz0CI5I6h3emc3hnpveajtPjZOPRjWzP3c7RiqOEmesWy0NMIdw3+D66RXQjPTE9IDK/xFWi2zYrMlfw5t43GdtxLAsvW0iM7ex/pwQCuSadr7FmAd5g0Sgolf2RQA3SlJ1q+jaAkPBTF57Coq00JR81jMwMjbJgj7TUiTyg/0fT4Lnnn+PJJ58kNzeX/v37s3zZSoYOGVp3nHpZkw2hJr2mq7na57/eUU+w0TT9tTncrEfRKG4Vs4QuGGk+XRXyZ002+sWi2vqZslEGDe7/w3384sZbmDXzDkLt/vWPe+bdw201NovFEdH0h6RBZW4Zsxbcx7c/ZLF7726uvGIiL/3jVeorUevWv8e/Xv4n2Tk7cXv89skfFjzM5GuvPsm/QuvSbgWWP//5z1x66aWtft4PD3xIxr4MLk+6nBn9ZrT6+QUCgUBw/qNZQrFYnCBp/Phxb8ITcinMjuKrqO3cbJmNyWTC6/XSoUMHFDkRjnyDYg5jeu/pGA1GHtn6CAAv7nyRw+WH+cvYvwQ9j0fx8G3+t3x+5HN2Fu7kpUkv6QbMx4c+JiEkgUtim85VLhAI6nj99deZO3cuq1atIj09nZUrVzJhwgT27NlDXFxck/tJpoaZ/JvGFO/3HK8TZPBbPEHSkclWAyj+NFDOigryCwu4cvR4khISkUwGnE4n+fn5TJgwgQRHPPhU1GCpCIwy5gQjiqJgs9m4e8YdvP3+WlSXgjevMiCt2cZPPuPKK69k6dKlREZG8uIL/+Taa6/l66+/Ji0t7RTfpaCl6dz5e2LjDvHj/qHYjoSQbJ2Mz/0npJq/G5/Xy3cfvkfO5s9J7tWX7kPS6XzJQADe/OYIIOMtG8oH997Hy7tfZM3uNQxNqPNKLnYVs2b3GtIT0+kf0/+CLmQsaDskWUIKMSGHmOAk9dZjb++Hy+Wi8qcDmGJtGM0WPRVKo+Ma5ZrUkH7BGvD/rvo0NBqIMRXBxBhAlpGMJxFjTjO145w5c06aEiwYDoeDF198scn+KVOmMGXKlCb7TSYTixcvZvHixUH7IyMjGy3uBWtrjpiYGLZu3XrK4wXth9CKCho6dACU5ucSldiBKSP7868N31Pqkfj4/qua/XsPNYcyudtkJncLLt7d0vuWoO214oqmacTaYjFKRj478hnbcrdxe7/b+VWfX2Eznl09IoGgPdPweyUbmk4N/vrrrzNv3rwA++S6G645qX0CYLEZ9YiPk2Gz+GvZnAomTcMuSTidTgoKC7j+hmvo068bqBrO8goKCguYcNUEkrt29DtMWI1ogOZV8BVUB0QHVbl9WE1W7p4xm7UfvY/J6q9/pCmqP/If+GbbFq4ceQV/fuBPREVE8O/XX+HnU25od/ZJu0zwvm/fPnbv3s2kSZNa/dzHnMf4+sTX/Fj2Y6ufWyAQCAQXBp6ocIalv8OwYWupKpU4tiUBTZGxWm3+Ynlhfn+WS0eOoX+i35h3RPtXG25KvYkfbv2Bp694mt6O3tzc+2b9uNtztzP749nM+mgWN753I8NfG86sj2bxcs7LZBVksatwF+A3WFZmruSW/9zC49sep8pb1cqfgEAQSJW3qsmHW3Gf8liXz3VKY8+EFStWMGvWLGbOnEmfPn1YtWoVISEhzS501VJaWsrs2bOJj4/HarXSr18/vUAs+D2S+/bti8VioUuXLqxYsQLJICObZGSzAa+kcP8fH6RDhw7Y7XbS09P5MusrjNE2Nu/ahqO7P43HhGnXYOkYzpe7vtZ/R6644gosiaFs2vEVhnAzcphZLzYtWQzIZv/tvt1u5/nnn+f2W2aQEBvnX5D0qmhuBa3Gk/zJhY9z//33M3ToUHr06MEjcxfSI6UH77///hl9poKWxawZ+TbmOACLrx/AS7f7vcVlWeaLV1ZTcPAnvlv/Pod++E7fx10T5fL78anE2SOZO3guG27aEJCC8usTX/P8988zY/0MRqwZwR0f38E/fvgH6w+uJys/i0pvJQJBmyBR81tpQLYYMYSYMIQECoBGhxVTvB1zYiimDqGYkkIxxtsxxoZgjAz0NpZMMpLZoNefAfxOsoraSLxRKjwoxS58BdX48qrwnqjEe9yJ54TTX1S4Hmq1D6XKi+ryoXqVoLVjBIL2QHwJBFsG9FTX1VJ6f9Gv2LT0l3R0nFp9jzNFkiTuHHgnayavoW90Xyq9lTz93dNMfmcy7+x7B0VtOg2SQNBStKaNcia0pn2yfPnygP3dbjfz588PsE82btzod8rauFG3RcZPvBKj3cymb7YQ2cEfhXblDRMxxYSwadtmf8SLLGGwGDF3CMWSaMeSYMccF0Jkpxie/9vz/Pbu2SQkJiLLEiaLv+aQyWbEZDGw8s/LuH/O7xmWNpgeXVNY8uCf6NE9pd3ZJ6cdwfLFF1+wbNkyMjMzOXHiBO+8845evK2WM0mvUJ/58+ezbNkytmzZcrrTazGaz+QtEAgEAkHTVJWVYA0SQeyI9t9wFHkMSMD6bw/QK8x/49Y/paM+TpIkxnQcw+jk0QH7f3XiK7YcD7w2RlujGZk8ktHJo+ke2R0At+JmQOwADlcc5pWcV3gl5xVm9J3B3MFzRX5jQZuQ/mp6k30NUxWNeWMM1b7gRZOHxA9h9cTV+vbEjImUuEsajdtx247Tmp/H4yEzM5OHHnpIb5NlmfHjx5/US1dVVSZNmkRFRQUvv/wy3bt3Jzs7G0NNweTMzEymTp3KokWLmDZtGlu2bOGuu+4iOjpaT+syZ84csrOzWbNmDUlJSbzzzjtMnDiRHTt2MHz4cPbs2UPPnj3JyMhg+PDhOByOoG0G88k9z0yxNiSbEcltwBhjC0hrRoPfB1XSqHBW4HA4TuvzFJw7arOCh9st2GsKjssNinMnpfbWXz80qTdzxqZgqucdWT+NC0CsLZaJXSayLXcbxa5iNh/fzObjdYW0/3nVPxmW6Lfl3tz7Jo9//Thh5jDCzGGEm8MJs4QRbgon3BLO9F7T9WtRbmUuB8sP+sfUjA01hWKQWz5ndpW3ihd2vMBNqTfh9DrZX7ofs2zGZDBhNpgxy2bMBjMm2USn8E66d3S1rxqP4sEkmzAZTBglo7hOnsfU1uVqqgaLMSow937t759fXAkURCRTzXemfvpHDX9aR6mBGFPuQfOePDLmlVdeYfbs2UHn1rlzZ3bt2nVK7/NcM2nSJDZt2hS0b8GCBSxYsKCVZyRoKfpVa3wfZK3L63EHGd069HT05NVrXuXDAx/y12//yvHK4yzcspDC6kJm9Z/VZvMSXBy0po1ysdon9alfd6bhL5FUL12oZJQb1c+sTaGm+hQqKp3tzj45bYGlsrKSAQMGcPvtt/Pzn/+8Uf+ppFcYOHAgPl/j4jkfffQR27dvJzU1ldTU1DYRWIIVJxIIBAKB4LSot3gk+7woGImocmGpSZdvs9txOQs4mFeElJcPEDTEt+G1aGzHsXQO7wyAw+qgQ2gHuoR3aTTOarSydORSJnebzOxP/Ib8v3b9i2JXMYsuWyTSvwgEDSgsLERRlEb58ePj49m9e3ez+37yySds27aNnJwcUlNTAejWra5Y84oVKxg3bhwPP/ww4C9CnJ2dzbJly5gxYwaHDx9m9erVHD58mKSkJMDvbLR+/XpWr17N0qVL9d8Hh8NBQoI/miVY26kgGWR/qp6a2izN8dS/nsXpdDJ16tRmxwlaB031sSn8O1zFJtSorv70RUFslm6D/em/qj0KNrOBMGvzv/lDEoYwJGEIqqayr2Qf23K3satoFyecJ8iryiPSGqmPLXOX4VE9FLmKKHIVNTrWhC4T6I5fYNl4ZCN//vrPjcaEmkIJN4fzyIhHSE/0L2z8UPAD7/34HmaDGbvJjtVgxWq0YjVYsRgtDIkfQoLd/3deVF3EkYojGCSDLji9ve9tMvZlsPX4VkYlj+K575uuL/Py1S8zIHYAAG/seYMnvwms92mSTbrg8tTYpxgcPxiA//z0H/7+w9+RZRmDZECWAp9/P/j3DIwbCPgdIl7OflnvM8iB43/R8xd6Cs/dxbtZu38tsiQjIyNJ/jRUMjKyJDO+83j6RPcB4FD5IT488CESErJUM7bmtSzJpCem08vRC4C8yjw+O/IZTq+Tp759Sr9nCDGFcEnMJczsV1dwfdGWRSiaoh8L8B8fiW6R3QJS/fz127/iUlwBc639X1JoUkB01Eu7XmoyAiraGs20XtP07VdyXqHcXa5vWzUrfeW+FFUXYdWsRNvq8ooVu4rxqcGL8RokQ8DYEldJk2MlSSLGFoNU81NY5i7Do3j8f1cW/I9aNIi1xPjFFk2j1FWqezerJh+aXJMEvyZ/fYwvCklRQZIpdZVS7atm2BXDWL/hQzQtsH6SQ4nAYrbgLaymMtRNpc//mdUJP37hCAkS7AkYZf+ES12lVHgrgr43NP/Y2nu+UlcpZZ6ywCH1omySQpMwG/wi/ZPPPEleWR7ByjxHREZQ7avWRcoSVwkF1QV1BZz10/tfdwzriN1kDz5HQRsgU39ZU5NDkMwhyHLbJreRJZlrul3D+M7jeS3nNV7b/Ro3pt6o9/9f9v+x9fhWejp60iG0AzG2GGJtscTYYoi2RevfiZaiqeurQNCaXEz2yalQ60SxfOWKdmmfnPav0KRJk5pN3VU/fAlg1apVrFu3jhdffJEHH3wQgKysrCb3/+qrr1izZg1vvvkmTqcTr9dLeHg4CxcuDDre7Xbjdtep7eXl5UHHnSq1NwIigkUgEAgEZ4p6aC+k1Lw2moipqKRTYRmdr5oIwJDLRnPvmgh8LpmbrX7Plvo3PE3RL6Yf/WL6nfI8hncYzmdTP2PWR7PYX7qf9358j0R7InPSTj8nuEBwNnx989dN9jX0Zt84dWOTY+sXSQVYP2X9Wc2rJcjKyiI5OVk3XhqSk5PD9ddfH9A2YsQIVq5ciaIo7NixA0VRGu3vdruJjj5JoYJzyKuvvsrixYt59913T5rjWdA6eA0w6+uhvKlG8shft+GVzexaPAG7xci9/36LtcseZeQvbkWu+U797LnNuLwKT08fxCXJzRQZrUGWZHo6etLT0bPJMVN7TuXqrldT4amg3FPe6LljWF00ZogphO4R3fV+l+JPn+H0OnF6nQHf5+yibF7f83qT5336iqd1geXLY1/yx81/DDpO0RQSQxMZljAMj+LBo3rwKB68qld/thrqohi8auO6RV7V629vsCZf4i5pNo10haduofuE8wSfH/28ybGjk0frAsvBsoO8kvNKk2M7h3fWBZaDZQd5NuvZJsf+Mf2PusByqPxQgMB1zHmMY85jAPhUHzOpE1je/fHdJkWISxMvDRBY1uxe0+Si/oDYAQECy793/Zv86vygY1OjUgMEltd2v8ah8kP6dqI5kQdSHqDYVYwVayPRpGE6llqMsjFwrLuEam9wj2NZkgOKape4SpoUhCQk4uxx+ipBeXl5wL95rQCizz+6A6gAGk5PCWXuMjBBVPfGHrfdXMkYkMGnUuWrotRVGnQOAA5nGJpsRDLKVFurA0SphsSF1P12uxU3To+zybGKVheBE5cYB83VJa4nzKiailcJUv8ryFhB21MgxQSsdUlGI3gqKM09ERD92FZYDBZm9JvBL/v8MkA02XZiG5uObWLTscaRVRISm36xiQiL/4927sa5fHzoYwB+2fuXdArvROewznQM70iH0A6N7iUbomoqI9eMpNxTzosTXgyoWSa48LhQbRRhn7Q+LSrznk34Ui2PPfYYjz32GAD/+te/2LlzZ5PiSu34pgq4nQniBkAgEAgEZ0+9a4kE5VYz33ZN5NvljzLv9Q8Y1a8zVWRjRGGTpyv3Xp6I3X5uvPtibDG8c/07fHnsS/6545/c3u/2c3IegaA5Qkynnsf7XI1tjpiYGAwGA3l5eQHteXl5J/W+stnOrhCr0+nEYDCQmZmph+3XEhoaelbHPlPWrFnDb37zG958803Gjx/fJnMQBCfUZeZEtZVIexkFlljW78xlyuBkTBYrN/3xUX1clcfHnrwKNA3iI4LkrDxDws3hhJvDT2nsdd2v47ru1+nbHsWjiy0Vngq6RdQ5FvRy9GJ2/9l4VI+ey9yluHD73FQr1cTaYvWxVqOV5NDkRt710dZo/mfo/zAwbiA3pNxwSnP8db9fM6PvDF1U8Sreuteql0R7oj52fKfx9IjsgaIpqJoa8KyoCr2j6xYn0+LSWHTZokZja1/3iOqhj+0a0ZXfXPIbVE1F0zQ0NH0sEPA5JdgTuDH1xqDjVE2lc0RnfWykNZIrO19JlbeKnOIcruh0BQNiB+DyuUgKTQr4HO5Nu1dfYK+dh4oKGiSHJQeM/VWfX+FSXGj464zUjtU0jQ6hHQLGXpdyXaAIUY/6i/8Ak7pOori6WN+2YyfEFEKEOQKrJTC1V7g5vMki2A0XucJMYQGiWn0aOlWGmkP1KI6TjQ0zh2EymJp0zJSMsu4BH0YYJtlUE4jSYLwG5nA7Uk1QS5hcMxZ/bReUmtRkNesUsiKhKf5/m/DwcMyyf75Khcc/Vp+AhFbowSsrSEaZ8LDwuvfm0/xzkfzRjEiSfk6AcEs4VmPdZxawIC9JWAyWgLE2o80/Rmo8vv5xBW2P11qMZKz7XcPjF+g+fHYFfUZd0UazakzDiJQ7Bt7BiA4j2Fuyl7yqPAqrCymsKqTIVYQkSfp1SdM0XVwBeDnn5YDjfH3z1/q949PfPU1yaDLDk4YTb6+LEDhScYTyms8lY1+GEFgucNqzjSLsk0Dau33SogLL2YQvnSkPPfQQc+fO1bfLy8vp2LFjM3s0jx7BIsIBBQKBQHCGGOoZ95Is4zEFXm7NRn+/DwM/qjFcf/VV53xOl3e4nBFJI/Trm6qprPtpHVd3vfqc5MM/Fd7/8X3WHVjHslHLGtUEEAhaE7PZzODBg9mwYYNeW1BVVTZs2MCcOc1HfPXv35+jR4+yd+/eoF5ivXv3ZvPmzQFtmzdvJjU1FYPBQFpaGoqikJ+fz8iRI1vsPZ0pr732Grfffjtr1qzhmmuuaevpCBrgsCRwovpH7Fo1BUC5K7jn+L48J5oGMaFm4sKCLy63NmaDmRhbTEDEQC0D4wbq6bVOxoQuE5jQZUKLzEmSJIySEaNsxEbzixHx9viARbjm6BLRhS4RXU5p7MmihhqO/dNlfzqlsalRqawYs+KUxtZPF3Yy7hx45ymP/d2g353y2LsH3h2w7XK5OHDgAHH2OKzWwL/h2JBYTpXTGRvsb7MpoqxRpzw2whKhe9efjDDC6u6J6q3PaVq9ejE19WDsJqOefstXVY2mqv7+ek6jGgqoGjaTHZvJ/zfuzatE89ZLUyZLaLIbr8GDZJSxRFl1EUX1+IU3ySCBLDVaJ6lNqSc4PzCYypEkA3417PxxLu4b3Ze+0X0btSuqQrmnPMC+WXr5UhZ8uYDLEi8jNSqVwxWHOVx+GJfiClj0fnPPm3qNDKNsRNVU5g6ey6jkUfoYm9HGxiMbGdNxzDl9fwJBMIR9Usf5YJ+0bKLCFqa2sE5zWCwWLJaW88qSJRmjbMQgtc1ik0AgEAjOf9R6xqdmNAB1aRdUVUFRVP55pZVNmzaRmpraanl+65/j37v+zfLM5fxf9v/xwLAH9BzzrcmCL/1FUv/2/d+YP3R+q59fIKjP3Llzue222xgyZAjDhg1j5cqVVFZW6mlvm2L06NGMGjWKKVOmsGLFClJSUti9ezeSJDFx4kTmzZvH0KFDWbJkCdOmTWPr1q0888wzPPecv0ZEamoqt9xyC7feeivLly8nLS2NgoICNmzYQP/+/VvUiMjOzsbj8VBcXExFRYWetnfgwIGAP+z+tttu46mnniI9PZ3c3FzA7wUXEXFqi4OClsfpjCY8Ip+KimgizP4F4HCppkZDE+tjPxwtBaBHnBCvBYILgdrCwE0tUxij6wRCTa0vxqiNBxtkf/oy1R8Jg6r59/ERGAUDKCWuQDHGUBP1YpCRjBLGyDrxS/XWijGyHiEjaF/E4KUAqBVXZFVFbeP6K2eDQTYEiJ0G2cC13a/l2u7XNhpbP1uNpmlM6zWNLce2sKNwh54i8clvnuTp757Wx7219y3e3vc2Dw57kBt73CjqWApaHWGfnD/2SYsKLGcTvtRe+G3/3/Lb/r9t62kIBAKB4DxGk+our6rPgMmn4DX6LWKvy4XJamPTJn8O4b1793LkyBE6derUqnOMCYkhzBRGTnEOM9bPYGjCUG7udTOXd7g8IC3EueSyxMvYemLrKXvuCgTnkmnTplFQUMDChQvJzc1l4MCBrF+/vlFkdjAyMjKYP38+06dPp7KykpSUFB5//HEABg0axBtvvMHChQtZsmQJiYmJPPLIIwGORKtXr+bRRx9l3rx5HDt2jJiYGC699FImT57cou/x6quv5tChuhoHaWlpQN2iw9///nd8Ph933303d99d501+22238a9//atF5yI4dbp2+xaAyMhcanPwPDCpD7d8qvH4h7uZOaJLo4XMffn+Wgu9E08tnZdAILhwkOSaaBMjQGNFxhTjF2P0qBhVA6XmuSE1x6K2T6kRbrwqGAMX5pXiemJMrSAk1zwbZYwtmK5QcGYcc3QkteAlfvAHbtD3WCE7OsYR3y2lbSfWCtS/TkqSxN0D7+bugXdT6irl86Ofs2jrIpJDkznuPE6CPYHcylzGJI9h49GNLP16Kau+X8XlHS5nUNwgekT1ICUypcVS1QoETSHsk/PHPmlRgeVswpcEAoFAILhQsIdE8M03fs8ptbqQpPJ8CsNsmBM64PN4sIQE1ltJTk4OdphzyuRukxmeNJynv3uad/a9w/bc7WzP3Y7NaOOabteccgqSs6E2/YRbcZ/zcwkEp8KcOXPO6J7V4XDw4osvNtk/ZcoUpkyZ0mS/yWRi8eLFTdYVjIyMbFQnMFjbyTh48GCz/Rs3bjyt4wlah+rqMGy2Cny+utoQCRE2oAqPolLtVQgxB5p1R4qrAEiNb5s82QKBoP0TEBXThGO+Kda/gByQoqxWjGkYoCL567mg1aQp89WrlGSUQQgsbY7POJjdFQAvY/H6sLv9aSY9LlebzqstibRGcn3K9Vyfcj2apnGw/CBdwrsA/hICr+1+jX/u+CcF1QW89+N7vPfjewDcNfAu7hzgT5lY6iplW+42ekT1oFNYpzZLvyy4MBH2ycbTOl5bcdoCi9PpZP/+/fr2gQMHyMrKwuFw0KlTpzMOXxIIBAKB4ELBajZTVRXpf00hKXnF9DnuI3Hlm9gj/elarrnmGtatW8eoUaOQZRlXpZO8H/cTlZhEeGxcM0dvORxWB3+67E/M7j+b1/e8zgc/fUBuZS6lrlJ9jKZpzPzvTJJDk+np6Enn8M4oqkJsSCy9Hb2RJfmMU0DU5j1evHUx4zuNJ9Ia2QLvSiAQCC5MZLku3aQ9PAqToRqvolFa5W0ksByuEVg6OoR3rUAgCGTt2rXMnz+fAwcOcM8997By5cqgbfU5WYoyAFNcjRjTIEWZpmh+4UXQ5lRUxSJRCPiThNldHrpiZvDMO9p2Yu0ESZLoGtG1bhuJW3rfwtTUqXyX/x2bj28muyibfSX7SI2sq2uRVZDFvM/nAf66RHEhccTaYokNiSXaGs31KdfTL6Yf4BdjjjqPEmGOIMIaQagpFFk6f9O0CQQCP6ctsHzzzTeMHTtW364tMF8bmnM24UvtgQ9++oD/Hvwvo5JHcVPqTW09HYFAIBCchyiWuggVk6Jh9/hwGyG2U10u/MGDBxGheqguL+PLNf/mu/Uf4Kn2L4hdN28BPYYNb7X5JtgT+N2g33Fv2r1kF2freYgBTlSeIDMvk8y8TPix8b4vXPUC6YnpAJS5y/CpPqJt0ad03u8Lvtdf37b+Nt694d2zeyMCwTnglVdeYfbs2UH7OnfuzK5du1p5RsGZNGmSnnqwIQsWLGDBggWtPCNBS2GzVQAQG3cAt+K/TmgGCxE2M4VONyVVHpIiAwu0j0iJISHCSpcYe6PjCQSCc8+zzz7LsmXLyM3NZcCAATz99NMMGzasracFwOzZs5k5cyb33nsvYWFhTbY1hcvl4o477iAzM5OcnBwmT57M2rVr9f7aFGWff7mRuXPnsmvXLjp27Mgf//jHU6qzKzh3KNVujDVil88gYVFUOsWG0bn/wIBxe7/ejOrzcXzvbvZ9vRmfx8Ml4yYw8uYZF2VtHZPBxLDEYQxLrPsO1/fSl5DoF92P/aX7cSkujjmPccx5TO8fkjBEF1i25W7TxRjw14EON4cTYYkgwhzBHQPuYGSyv6j4kfIjfHrkU8LN4YRbwokwRxBuCfdvm8OxGW2t/u+hqAp/2PwHytxlPDX2KcwG88l3ErQ4wj5pf5y2wDJmzJiThvucafhSe+Cn0p/YeGQjifbEtp6KQCAQCM5TtOgEOnV+FYDCHw0smm7E2ymWt+uN2fDP5/nhk/UB+1nDwknu1YfuQ9JbcbZ1SJJE3+i+AW2Rlkj+MuYv7C3Zy57iPewp2YNX8VLtq6bCW8HXJ75mWMIwJEni3f3vsuybZcSHxNMloguVnkp6Onryqz6/ontk92bP/VPZT5S6SkUUi6Ddcd1115GeHvw7aTK1n2KnL7zwAtXV1UH7HA5HK89GcC6w20spcB0BwGC2EBViotDppqzK22jsI9f3a+3pCQSCGl5//XXmzp3LqlWrSE9PZ+XKlUyYMIE9e/YQF9c6UcpN4XQ6yc/PZ8KECSQlJTXZ1hyKomCz2bj33nvJyMgIOubAgQNcc8013HHHHbzyyits2LCB3/zmNyQmJjJhwoQWfU+CUyeqvJoKzV8nR5UNeGUJLUjwxMGsTHZ8+lFA2/b3MjCazQy/6ZbWmGq7p76wMbrjaEZ3HI2iKuRW5ZJflU9BVQGF1YUUVheSGpUasG+CPYEydxnVvmpUTaXUXUqpuxSAKl+VPi67OJsnv3myyTksvGyh7hieU5TDP3b8g0hLpP6IskYRYYkgyhJFp/BORFjOriC4pmkM/L+B+vbglwfzz6v+GSA8CVoHYZ+0P1q0BsuFhAjREwgEAsGZUl6ST+fOP6BpUEga47Ks7PdF8O/772XULTOISkxixwa/0dKxb3+s9lBSL7ucnpdeDpKk37B7XS6Kjx9t08KTIaYQxncez/jO4wPafaqPPSV7iLRE6vM9UXkCgLyqPPKq8gDYWbSTjH0Z9I/tz0sTX8Io19162E12Kr2V+vZru1/jzoF3nuu3JBCcFmFhYSf15m0PdOjQoa2nIDjHyLKKBjjMVcR16UZkSC4ApdWNBRaBQNB2rFixglmzZulp0letWsW6det48cUXefDBB5vdt7S0lAceeIC1a9dSVlamFyWuLSqckZHBwoUL2b9/P4mJidxzzz3Mm1fnDe92u/nDH/7Aa6+9RmlpKf369eOJJ55gzJgxbNy4Uc9GcsUVVwDw2WefBW0bM2ZMk3O02+08//zzAGzevJnS0tJGY1atWkXXrl1Zvnw5AL179+bLL7/kL3/5ixBY2hDFWwLU1eba0VnCVeJDXfsf+o+7HGtoGJIk0X1IOsf37sYeGUm/KyZQnp/Hl2v+zda3XqNz/0F06Nm77d5EO8YgG+gQ2oEOoU3fk13V5Squ6nIVAB7FQ7mnnDJ3mf7oE91HHxsfEs813a6h3F1OmafM/+wuo8JTgU/zEWGuE0wOVxzm40MfN3nehy99mKk9pwLwXf53PLL1EV18ibRGBggzaXFpdArvBICqqUj47dPv8r9rdNxyT7n++oeCH9ieu53UqFRSo1KJC4m7KCOeWgNhn7Q/hMDSgNoybFKjim0CgUAgEJwicp1IL3s9eOQQTHkaBWU/UVlaQofefRn36zvJP/AjV/42eMSnpmn8929/Zf+2LVxx+530H9e+jFGjbGwU7fLAsAe4e+Dd7CnZQ05RDj8U/sD+0v0cKD2Aw+LQxRVFVVi9a7UurkzrOY3X97zO33/4OyGmEG7udTMmQ/vxvBEIBIL2wtqu35Bc4U8hGW71/06WNxBYqj0KkgRWkyiyK7jwqPL4muyTJSng774lxjasb3QyPB4PmZmZPPTQQ3XnkmXGjx/P1q1bm91XVVUmTZpERUUFL7/8Mt27dyc7OxuDwT/PzMxMpk6dyqJFi5g2bRpbtmzhrrvuIjo6Wk+9NWfOHLKzs1mzZg1JSUm88847TJw4kR07djB8+HD27NlDz549ycjIYPjw4TgcjqBtZ8vWrVsZPz7QOWfChAncd999Z31swZmjNVjnemWszBWZ5Xz52nN8+dpzpP9sKiOm/Yrug9PpPjjQO76ytITc/XtJSu3VmlO+oDEbzMTYYoixxQTtHxg3kIFxAxu1a5pGla8qwHGtl6MXDw17SI+GKXWV1r12lwacI68qj/2l+xsdt5aFly3UBZZtudu44+M7gka/3JN2D6OTR+vbG49s5B87/qFvR1oiSY1KpUdUD7qGd2VClwkiW4HggkUILA04WfozgUAgEAhOhnZ4D9QGnWgqMeXgNbpQMXJi3x76jh7HgCsnNXsMxetF8XpQfD4+/vvT5P64lytm3oGxHYX8BiPUHMrg+MEMjh+st5W4SgK8m17f8zpPffuUvj2xy0ScXifrflrHk988ybqf1vH65NeFx5NAIBDUQ1UlCkOcDLvsNgDG9IojKdJGt9jQgHGrtxzgf9fv4eb0Tiz92SVtMVWB4JzRZ+F/m+wb2zOW1TPrUtUMXvIJ1V4l6Nj0rg5en32Zvn35E59RXOlpNO7g49ec1vwKCwtRFKVRDdr4+Hh2797d7L6ffPIJ27ZtIycnh9RUf0qhbt266f0rVqxg3LhxPPzwwwCkpqaSnZ3NsmXLmDFjBocPH2b16tUcPnxYT/U1f/581q9fz+rVq1m6dKmeoszhcJCQkAAQtO1syc3NDfoZlJeXU11djc1ma2JPwbnEgwb1RJYBBzQk6tbA9mzZxICrribM0XjBf+yM31JVVhoQaV907AgJ3Xuc83kLApEkCbspsMZa5/DOdA7vfEr7D0sYxj+u+ocuwpS4Syhzl1Hi8j93Cuukjy11laJoCsWu4oBjfH3z14SYQgLaekf3ZlKXSewt2cvB8oOUukvZlruNbbnbABjeYbgusLy5902+Ov4VncI70TGsIx3DOpIcmkxsSGyAcCQQnC+Iv9oG6BEsYlFHIBAIBGdIY7FeI7bMTV6Eke8//g9dBg4m5SR1VoxmM9fNXcC2d9/iy9f/jx0b/kvBoQNcN3cBYdHBvZzaK1HWKKKsUfp2SmQKKZEpuudUj6geLL18KUPih/Bs1rP0ie6jX4cVVeGd/e9wWdJlzYbbCwQCwYWOsyKGCdtiULbN5VjHZfzq0uApWgoq3EBdhItAIDg/yMrKIjk5WRdXGpKTk8P1118f0DZixAhWrlyJoijs2LEDRVEa7e92u4mOjj5n8xacPxRHKkSW1ony/Q6p5NbLMjTmtt8QEh4ZdF9JkrBH+u/nNU3jo78/zd6vNjP2tlkMuOpqsYZ2HuGwOrg08dJTGjuu8zg23LRBF1/KPeUMjBvYSFwBuLLzlVzZ+UoA3IqbH0t/ZG/JXvaX7OdwxWGS7HU1nrbnbuejQx81OoZRMhJvj+flq1/Wo252Fu6kxFVCXEgccSFxASmqBYL2ghBYGiBShAkEAoHgbDHKddcQqeZhrOdAeaqh9ZIsk/6zqcR37c66vy4jd/9eXn7oPibf9wAd+5y/XsnDEoeRcV0GuZW5JIXW3WjfmHojV3e9mgpPhd62s2gni7cuBiA5NJlLYi/hkphL6BfTj+6R3Qk3h7f6/AUCgaCt8VRXNdmXXyOwxIZZWms6AkGrkf1I0ylT5QYLbpkPj29iZOOxXz4w9uwmVkNMTAwGg4G8vLyA9ry8vJNGh5xtVIfT6cRgMJCZmamnFaslNDS0ib3ODQkJCUE/g/DwcBG90oY4kyHyYN32wJ80tvUMp9hazsibZzRKC9YUis+H6vOhKj42vPg8eQf2M+72OzGazedm4oI2wySbdGHjdLAYLPSJ7hNQU6Y+03pOo290X45UHOFoxVGOVBzheOVxfKqPE5UnAlKSvZzzMut+WqdvG2UjcbY4YkJiiLPFsWTEEkLN/t+4Q+WH8CpeYkNiCTeHCyFG0GoIgaUhNU7HQmARCAQCwZmiNLyGaJBcUsoxh52k1H6EhDfOYdscXQYO5pbHVvLe8j9TcOgA//nrMn791xfOayNGluQAcaWWEFNIgEeUT/UxKG4Q3xd8z1HnUY46j/LhgQ/1/sXDF/PzHj8H4JjzGN/lf0eSPYlEe6IIMRcIBBcUFc46D3RNU/EpKmXVXlQtUEypjWCJEwKL4ALkdGqinKuxzWE2mxk8eDAbNmzghhtuAPy1VTZs2MCcOcHr7tXSv39/jh49yt69e4NGsfTu3ZvNmzcHtG3evJnU1FQMBgNpaWkoikJ+fj4jR45skfdzplx22WX85z//CWj7+OOPueyyy5rYQ9Aa3Nh3FF99+ZO+LQHdZAcdJ97GoKvHnfJxjCYTk3//INvfy+DL1/7Nzs8+pvDIofMy0l7QNjRMKQ3+zAUF1QUUVBVgkuuicONC4ugZ1ZOC6gKKXcX4VB/HK49zvPI4EhLLRi/Txz6b9axuK1oNVmJDYkkNTWVq7FRCq0LpYOmALPnrpXoVfw07g2zQ2wSCM0WsOjTgd4N+xz2D7kFGfLkEAoFAcGZost9rsFasl4DoShfm8F9xyfihZ3TMyPgEpi9ZxoZ/Pk/fMePPa3HldBgcP5iXJr1EhaeCHYU72FGwg52FO8kuzia/Kp/k0GR97Pbc7Ty8+WF9W5Zkv8eVLY4YWwy/vuTX9I/tD0BRdREnKk8QY4sh2hYdcBPfXnh739vsK9nH3QPv1r2yBBcva9euZf78+Rw4cIB77rmHlStXBm0TXHiUlCQQFZVLRXkMUASApmq8/d0x7n/rh0Z1JwpEBItA0KbMnTuX2267jSFDhjBs2DBWrlxJZWUlM2fObHa/0aNHM2rUKKZMmcKKFStISUlh9+7dSJLExIkTmTdvHkOHDmXJkiVMmzaNrVu38swzz/Dcc88B/post9xyC7feeivLly8nLS2NgoICNmzYQP/+/bnmmtOrJ9Mc2dnZeDweiouLqaioICsrC4CBAwcCcMcdd/DMM89w//33c/vtt/Ppp5/yxhtvsG7duqYPKjjnxFhiie6ay/Gsuraqimp++trE8CkqxtO4HZYkiWHX30hcl26se+p/9Uj7a3//IMm9+7X43AUXPgbZQII9gQR7YLTf3MFzmTt4LuAXRQqrC8mvzqegqoAyd1mAQ51JNhFuDqfcU45LcXGk4gg+t4/qqGpK3aUkU2c75lblUu721wmVJRmDbMAoGTHKRgyygUR7oi68uHwuNE3DIBswSAYMcmCU4MWKsE/qEAJLAwyyAQPiiyIQCASCMyc0JJxdW/xeYBrHsXp9AMiGWJDOfMHLZLEy8a7fB7QVHjlEVGIShtOxiM5DwsxhDE8azvCk4Xqb0+PEYrAEjBmaMJQTzhPkVuXiU33kVuaSW5kLwLRe0/SxXxz9goVbFurbUZYoom3RxNhiiLHF8Ks+v9JD2ktcJRRUFxBjiyHSEtkqHk7/+ek//GnLnwB/WPz3t34vPKtagWeffZZly5aRm5vLgAEDePrppxk2bNjJd2wFZs+ezcyZM7n33nsJCwtrsq0pXC4Xd9xxB5mZmeTk5DB58mTWrl0bMObLL7/kgQceYPfu3VRVVdG5c2dmz57N73//++AHFbQKP+4fhsHgxeUKw6YLLCrhNv/vfrnLFzBeRLAIBG3LtGnTKCgoYOHCheTm5jJw4EDWr1/fqOh7MDIyMpg/fz7Tp0+nsrKSlJQUHn/8cQAGDRrEG2+8wcKFC1myZAmJiYk88sgjzJgxQ99/9erVPProo8ybN49jx44RExPDpZdeyuTJk1v0PV599dUcOnRI305LSwPq6hB27dqVdevW8fvf/56nnnqK5ORkXnjhBSZMaDrFm+Dcc+iHIooPaYTSi+6HP0cCyuwFAHjdSvM7N0GXAYP8kfZPPkrB4YOse+p/z/tIe0H7xWQwkRiaSGJoYtD+P1/+Z8AviNRGwxQ5iwivDMdhdTRKGSYhoaGhaiqqouLFq/fVrxlTUF2gizHgFxiNkl+IMcpGkkOTddGlyluFT/XpQo1RMiJL8hmnKxP2yflhnwiBRSAQCASCFsZqsVLk89+QhXKc5OK6miJnarwE4/jeHDKWLqRTv4FMvu8BDMaL67LeMKpjXKdxjOvkF7ZUTaWwupATlScorCqksLqQ1KjAdBvxIfEUVRfh03yUuEsocZewv3Q/ANd1v04f99mRz3SxwyAZcFgdxNhicNgcxFhj+GWfX9LL4a+rU+oqpdhVTLQt+qzy/j6w6YGA7Ts/uZNbet/CsIRhWI3WMzqmoHlef/115s6dy6pVq0hPT2flypVMmDCBPXv2EBd3enmnWxqn00l+fj4TJkwgKSmpybbmUBQFm83GvffeS0ZGRtAxdrudOXPm0L9/f+x2O19++SWzZ8/Gbrfz29/+tkXfk+DUqa5unFZS01TCbf7f/LLqusWAKo8Pp9svuIgIFoGg7ZgzZ85JU4IFw+Fw8OKLLzbZP2XKFKZMmdJkv8lkYvHixSxevDhof2RkpC6CNNd2Mg4ePHjSMWPGjOG77747reMKzi17DpUCIIdcTocSfzRR7a3q2dgo/kj7J/n4hWe5ZOyVQlwRtDlWo5WOYR3pGNYRV4SLAwcOEG2LDhjTMawjWqiGoikoqoKiKfhUHz7Nh6qpAXacQTJgkk34NB+apqFpGl7Ni1f134PVd4QrchUFiDHgF2RqI1+6hnfVxZgKTwVe1Vsn1tQ8GyQDkiQJ+4Tzxz4RrpANeP/H97n/i/sD8rsLBAKBQHA6KPWiKkK8BmzeOu/ilhRYPFVVKD4f+7dv5YOVT6D4vCff6SKhNj3YgNgBjOs8jmm9phFjq8sJ/bMeP+OTmz4h81eZfD7tczKuy+Bv4//G0suXMnfwXLpHdtfH+lQfUZYoABTNnxs4pziHzcc28+6P71LqLtXHbji8gevfvZ7L11zO4JcHc+VbVzL9g+nM2TCHRVsWsad4jz62zF3G4fLDVHmbLlZdy5bjW7h7w90Mf204t//3diq9lS3wKbUealVV0w+3+9THulynNPZMWLFiBbNmzWLmzJn06dOHVatWERIS0uxCVy2lpaXMnj2b+Ph4rFYr/fr144MPPtD7MzIy6Nu3LxaLhS5durB8+fKA/d1uN/Pnz6dDhw7Y7XbS09PZuHEjABs3btS9v6644gokSWqyrTnsdjvPP/88s2bNarLQclpaGtOnT6dv37506dKFX/7yl0yYMIFNmzad9DMQtC6aphFRG8FST2CpdCvcNDiZSf0SCLVcXKK7QCAQCJrH6/XbIR5LuN5Wuy7sbRANebqYrFaunjOPjn37623Fx4+iKi1n+wgELY1WXY3s8mDyKFi9EKoYiVStOLSQABslKTSJFGsyPa2dSbV2orulA51NCSQbY0k0ONDqjTXLZqxeCaNHQXZ5oNqFVlWNT/Xh9rkDxJhSdyknnCc4UnGEg2UH2V+6nz3Fe8guymZ38W6Wr1iu2ycdunfgkRWPYLVZee7vz+H0OHH5XHgVL6qmNnpvwj5pXcRddwOyi7L58MCHJNmTmNR1UltPRyAQCATnIVpcBzokvwVAWY6CV5Z4/YYOJBW3rMDSZeBgrp/3B95d/mf2b9/Keyse49rfP4TRdGGnC2tJZEnGYXXgsDoaRbjUMrXnVKb2nIpX9VLiKqGwupCi6iL/s6uIbhHd9LFe1UuYOUz3RqqfogxgYteJ+uuPD33M4q1+D9MQY4ienizGFoMsyaiayvwh8xnTcQyv5rzKJ4c/Ib8qn+PO49hNdv04j371KB7FQ+/o3vSJ7kNqVCo2o62lP6qzYs+gwU322UePotPf/qZv7x1xOVp1ddCxIUOH0vn//q1v7x83HqWkpNG43rtzTmt+Ho+HzMxMHnroIb1NlmXGjx/P1q1bm91XVVUmTZpERUUFL7/8Mt27dyc7OxuDwe+ZlpmZydSpU1m0aBHTpk1jy5Yt3HXXXURHR+tpXebMmUN2djZr1qwhKSmJd955h4kTJ7Jjxw6GDx/Onj176NmzJxkZGQwfPhyHwxG0raX57rvv2LJlC48++miLH1tw6sTEHMRiraQsr87wNBhN2Ky1KcLqBJbYMAvLbhrQ6nMUCAQn55VXXmH27NlB+zp37syuXbtaeUbBmTRpUpMLVwsWLGDBggWtPCNBi+FuvAgryf7oJU8L2igAJ/bv4a1HH6bboKFMunsuskGk4he0P1rKRqmoZ6PE2+MpG/8z1BobpVZO6bLzWxRVCYiMsRltaJqGT/OhqP4ImlqxxOVy8W3mtyx4yP+bW+4pp9xdzrCRw/hi8xfcVH5TwBx6Onrq9WgKqwqZcNUEKp2VPPvPZ0npnsK+3fvw4cOrePn+u++FfdLCCIGlCc40pYdAIBAIBGVFJ+jW7Vs0DbLoTUG4HaunxmPsLL3DGtI1bQg3/M/DvLvsUX7K3Mbbj/2Jyfc9QEh445QygrPDJJuIC4kjLqTpcOxf9PoFv+j1C9yKm+LqYgqrC3UhprC6kK7hXfWxbsWNzWij2ldNla+KwxWHOVxxGIC+0X2JDYnlxtQbsZvsPJT+EA8Oe5DDFYfJr8rXj6FpGusPrqfMXcY7+98B/LmEk8OS6R7RnbT4NG7vd/s5+kQuHAoLC1EUpVF+/Pj4eHbv3t3svp988gnbtm0jJyeH1FS/SNetW53otmLFCsaNG8fDDz8M+IsQZ2dns2zZMmbMmMHhw4dZvXo1hw8f1kPp58+fz/r161m9ejVLly7VUwA4HA7duytYW0uRnJxMQUEBPp+PRYsW8Zvf/KZFjy84PRIS9xEVlcu+6hHUxq51HzxMTw3m8qq4fQoWo1i8EgjaM9dddx3p6elB+0ztyDnmhRdeoLqJRcRzsVgmaEWCZIIrjY0ADVwVnhY9VWVJCT6Pm92bP0fTNK6eM0+ILIKLmmAOcDG2GGjQrGoqiqpw5NiRAPsk1BSKQTKQmJjIoR8PYTFYdGFGwp+CrJb/fvRfsjKzeG/Le3Tp3gWAPrH++qJ7S/YG2CcFVQWM/flYbsu6jceeeIzJ0yZz4sgJVq9ezZ6f9tC1Y1dkSRb2yUkQAksDapVCCSGwCAQCgeDMkORA46E0xIJU64nibPk0Xl0GDOKGBxby7rJHObLrB/7vwd8x/ZH/JTymbfOyXsxYDJZmCzAC3NL7Fm7pfQuV3kpdiKn/SA5NDohUkSSJzuGd6RzeWW9TNZXFwxeTXZStP4pdxRypOMKRiiNUK9UBAsttH95GqDmUTmGd6BjWkU7hnegU1onE0ERM8rlb3On5bWbTnQ2M7dTNXzY9Vg7Mbpuy4ZOzmVaLkJWVRXJysi6uNCQnJ4frr78+oG3EiBGsXLkSRVHYsWMHiqI02t/tdhMdHZgrurXYtGkTTqeTr776igcffJCUlBSmT5/eJnMR1CHVLIwlpvprPoVZjEgSaBqUV/uIDTNQ4fJilGVsZrGIJRC0N8LCwk5a8Lc90KFDh7aeguAckZwYytHi4oC2vUNT6bINqspb1kZJGXopk3//IB/85XH2bPkCTVWZeNd9mCyilqCg/dAebRRZkpENcqO6m1HWKKKIItwcjsVgISUqBfA73ClaYGTMj9k/ktQhiUF9BwXUllFUBVVT2b17t26fuHwunB4nfQb34YXnXuB4+XG+/OZLFEXhkt6XBKQ0c7vdWMOtHC4/TKXT7/ZT5i6jzF2GUTYGTVXWUrR3+0QILA3Qgkn6AoFAIBCcDkd/gpS6TUmDEd+UEr+0F45Ee9P7nQWdLxnIzX9eznvLlxKZkEiYI+bkOwnaBXaTHbvJHiCcnCoG2cC4TuMY12kc4L/BLnIV8VPpT+wv3Y/DVudpWu4p59v8b4MfRzIwsetEHh/5uN722eHPiAuJIzE0kShL1FlF98ohIW0+tjliYmIwGAzk5eUFtOfl5Z3U+8pmO7t0bE6nE4PBQGZmpp5WrJbQ0NCzOvaZ0rWrP9LqkksuIS8vj0WLFrUrA+ZixWeQ+GhoHv+d78+fLcsSUwd3xGyUMcj+7+fTn+7n71/8xB2ju/PgpF5tOV2BQCAQtDMiom0cBVyVD+ttCZEyY27pSUL3lo9+7zH0Mq79/UO8/5fH2fvVl5TmnuDauQ8RGd+ynu0CwZnSnm2UU7VPJEnCKAUu70eFRSFLclBnP00LXPd22ByEmkOJsEQgIRFhiUB1qxgMBt7+9G26O7rrduDxiuNoZo0KTwXl7nIAil3FHK04CkCCXDevvMo8nF4nBsmAUTbWPSQjBtmA3WQPEG9ORnu3T4TA0oDaPzSRIkwgEAgEZ4qmBXqAaRIk5LnpPSLpnJ43pmNnbln6FzRNRarxonGWFPPTt9vpN3Y8siw8mi90JEnS67gMSxwW0Gc1WHnhqhf8qcjKax4VhzlacRSX4goIW6/yVnHvZ/cG7JtgTyApNIlEeyLDEoZxdber9X6f2rKp71obs9nM4MGD2bBhAzfccAPgr62yYcMG5syZ0+y+/fv35+jRo+zduzdoFEvv3r3ZvHlzQNvmzZtJTU3FYDCQlpaGoijk5+czcuTIFntPLYWqqrjrFe4UtC1XbY9n+bTJ3HD/QroPHsYTN/YP6C+s8P9bRYa0n3RDAoFAIGgfdOrjYNcXxxiy16m3jTnspe/Pz13UUsrQS7nxD4/w/sonyD/4I//3wD386omnhcgiEJyEc2WfSJIUYJ/UOvvt/GYnqampdI7szFUjrkJRFOweOz169ND37eDrgFfx4lN9mD1m//5GOyGmEBRNQdbqRbsoblw+V5Nz7OXoRW3yqNzKXMo95VR5qzhacRSDbMAo1YkyDcWY9mifCIGlAbURLCJFmEAgEAjOFGO9EGFZg64FZa12bksDb5ktb7zMjk8/Ytu7bzLwyqvpN/YqrG3kFS9oW8wGM+mJ6aQnBuZ/VzWVgqqCgChep9dJ/5j+nKg8QUF1AS7FxcHygxwsP6iPqRVYqrxVXPbaZfQJ78Ndne7C6rRi9VkxykZMsgmr0dooxL09MnfuXG677TaGDBnCsGHDWLlyJZWVlcycObPZ/UaPHs2oUaOYMmUKK1asICUlhd27dyNJEhMnTmTevHkMHTqUJUuWMG3aNLZu3cozzzzDc889B/hrstxyyy3ceuutLF++nLS0NAoKCtiwYQP9+/fnmmuuabH3mJ2djcfjobi4mIqKCrKysgAYOHAgAM8++yydOnWiVy9/5MMXX3zBk08+yb333tvEEQVtRVV5adD2Aqff2IwJtbTibAQCgUBwPtB1QAx3PjuGPX3r6q10Cet0zs/bsW9/bvnzcj58dgUGo4mIOH9NCY+rGrP17CKBBYILmfZsn8hu/5pHnD2OrhH+6JLS0lJ9DvEh8URZo1BUBZ/m86cpq3komqILJtnZ2RwqPkRJcQmVzkq+/uZrAHpd4rdHXvvnawzpNYS+ffoC8P7H7/O/T/4v9917X4t9zi2BEFiaQESwCAQCgeBM8QHmmtepeW5sXr93/8EdhXiqffQYEo8kt851JqZTV6yhYZTl5fL5yy+y+Y1X6D1yDGkTryW2U5dWmYOgfSNLMvH2wOLucSFxvHLNKwB4FA95lXkcrzzOcedxcitz6R3dWx+bW5mLqqkUVRfhUTw4vU6qqNL7o6xRJIX6o7cUVeFA2QFdfAl4Npj0123BtGnTKCgoYOHCheTm5jJw4EDWr1/fqPB9MDIyMpg/fz7Tp0+nsrKSlJQUHn/cn25t0KBBvPHGGyxcuJAlS5aQmJjII488wowZM/T9V69ezaOPPsq8efM4duwYMTExXHrppUyePLlF3+PVV1/NoUOH9O20tDSgLoJbVVUeeughDhw4gNFopHv37jzxxBPMnj27RechOHs01f9v5lVUKlw+LEYZu8VIodO/aBYTam5ud4FAIBBchEiShGSQkMPCUCsqAPB5VI5kFyMbJDr0jDpn546IS2Dqnx7D5XQiSRKaprH7y885kPUNgyf/jORefc/ZuQWC85Xz2T6xGC1YOLnDT0P75MYrbgTgaPlRfJoPg2Tgj3/4o26fdOzSkfkL57Nw7sJTmkdrIWkNk6+d55SXlxMREUFZWRnh4eGnvb/L58KjejDL5vPC21IgEAhakrP9Db3QONPP4/1/LiOk6yrQJH78aw9G7jkIwKdjngXg18tHYrW3XvoWr9tFzpefk7X+fQoOH9Tbe6QP57q5C1ptHoILE1VTKXYVc6zkGGqRSkLHBGSTjFf1h4+Hm8P1WjBun5v9pfubPFZDMea487geGt5QkJElWTjEtANcLhcHDhyga9euWK2B987imlLH2XwWb2WMICoql905l+P6ogiA8b+5mwFXTmL2/33Df3flseSGfvzq0s4M+/Mn5Fe4+eCey+nXoeXz6QsErUVzvy2CCxNxPTk1zuazKDruZH9mPuG7PoV/LQdA/dVv2HgkjejkUH7xx2EnOULLcWhHFm89+kd9Oym1N0Ovv5Hug4bqqY4FgpZAXE8uLDyKB5/qI8TUdJ2btrieiF+tBliNVsLN4UJcEQgEAsEZE2KLYM/Xo9mzbZSedMlpN2A0+y+77qrWrVdhsljpP24Cv/rfp5m26HFSL70cSZZxJCXrYzRVxeV0NnMUgSA4siQTY4uhp6MnVqOVKGsU8fZ4ksOS6RLRRRdXAIyykc7hnekQ2oG4kDiirFGEmcOwGutSitXiU32Ue8opdhWTX5XPMecxDpUfYn/pfnYX7ya3Mlcfq6gKuZW5FFYXUuYuo9JbiUfxoGpqq34WAsG54MBPg/nh+yspLa3LV1/rIxdu9X9nyqu9qKpGUWVtBItIESYQCIKzdu1aUlJSMBgM3HfffU22CS489mfm8826g3x6sBtlXWJQgfd6+4V7TyvbJ50vGcjMv6zikiuuwmA0cnxvDu8uW8K/5t/Nrs83oPjO7/p+AoHg3GA2mJsVV9oKIbAIBAKBQNDCWG0W8t2dyHd3QpP86Y4+vzQUi83/2l3lbZN5SZJEcu9+XPv7B5n1zIsMuvp6ve/gD9/xtztv4+N/PEPR0cNtMj/BhY9BNhBqDiXSGklsSCxJoUl0Cu9E98ju9HT0JDYkNmBsgj2BGFsMkZZI7CY7FoNFz9drkA36WJ/qo6i6iLzKPI5WHOVg2UH2lewjpyiH3cW7ya/K18cqqkJxdTHl7nKqvdV4FS/NBXS/8sorhIaGBn307dt+0llMmjSpyXkuXbq0racnOAsqKx2UlSXg9dblqddUBYBwW43A4vKSX+FGUTWMsiRShAkEbcyzzz5Lly5dsFqtpKens23btraeks7s2bO58cYbOXLkCEuWLGmyrSlcLhczZszgkksuwWg06sWX63PixAluvvlmUlNTkWVZiDbthKryutor2/58I7/6HwPuKP+1pS3sE0dSMlfNvpffPPMiQ6+/EbMthOJjR1j/3F/Y+tZrrT4fgeB8Qdgn7Q9Rg6UB7/34Hpl5mYzrNI5RyaPaejoCgUAgOA/xynULWy6zzNSHjMSHhPLrHBOVZZ5Wj2AJRlh0TMD2T99uw+dx88Mn6/nhk/V0umQggyZdR7e0ISJMX9AmGGUj0bbooH2qpgaIIpIkEW2Lxqf69NRkXtUvnCg1C9G1eFUvJypPBD2fUTYSZYnSo25UTWXsxLF8/c3XGGQDBskQkJbMZGq9VH8n44UXXqC6ujpon8PhCNouOH8JFsECMH1YR1xeFaNB/G4LBG3F66+/zty5c1m1ahXp6emsXLmSCRMmsGfPHuLi4tp0bk6nk/z8fCZMmEBSUlKTbc2hKAo2m417772XjIyMoGPcbjexsbH88Y9/5C9/+UuLvgdBy2AwGPEaJTD4rycel4KqasitVCeyPqFRDkbdPIP0G6by/cf/Ieu/6+g/fqLeX5afhzkkBFtoWKvPTSBoj1x33XWkp6cH7RP2SdsgBJYGfJv3LW/ve5sOoR2EwCIQCASCM0JOSCYx8T0AqrL9i7uapmEJqY1gaXuBpSFXzLyD1Esv59v/vMeP33zN4R1ZHN6RRWRCImkTr2XgVdcgGwwnP5BA0ArIkgz17H+zwUyCPSFgjKZpqJqKV/VikOr+diUkwsxhAWIM+KNgfKoPxVwnyHgUDyVaCcSAgoIqqRglI0aDP51ZuLkub6+qqXgVL0bZGBBd01p06NCh1c8paB0c0UewmKsoL6gTxg1G//UkvCYysrzaR0KElcd+3r9N5igQCOpYsWIFs2bNYubMmQCsWrWKdevW8eKLL/Lggw82u29paSkPPPAAa9eupaysTC9KXFtUOCMjg4ULF7J//34SExO55557mDdvnr6/2+3mD3/4A6+99hqlpaX069ePJ554gjFjxrBx40bGjh0LwBVXXAHAZ599FrRtzJgxTc7Rbrfz/PPPA7B582ZKS0sbjenSpQtPPfUUAC+++OLJPjJBG1AbESwZNf89lQYup5eQ8LaLgLSEhDDs+hsZcu3PkOvdS326ehVHdu2g//gJDLr6BsJjYps5ikBw4RMWFkZYWPsXHC8m+0QILA3QarLlS4iiqQKBQCA4M8oKcknpsQ1Nk9ixoRcAiqZgCfF7k7RVirDmkCSJjn0uoWOfSyjLzyPro3Xs+PS/lOaeYOenH5E28dq2nqJAcFpIkoRBMjQSOyxGC53CO+nbmqbh03y6wGKuF4GmoWE1WvGqXhRVQdM0vJoXr+qlmmqshrqafR7Fw4+lPwL+RYvamjK1kTFhpjDsZrt+Tg1NX9wQCJojKWk3UVG57POM4NmrD7Hjth16X0S9FGECwUWBp7LpPskAJuspjpXBZDv52Jrf7VOensdDZmYmDz30kN4myzLjx49n69atze6rqiqTJk2ioqKCl19+me7du5OdnY2hxsElMzOTqVOnsmjRIqZNm8aWLVu46667iI6OZsaMGQDMmTOH7Oxs1qxZQ1JSEu+88w4TJ05kx44dDB8+nD179tCzZ08yMjIYPnw4DocjaJvgAqVeRtRa5xMNjdBIC84SNxVFrjYVWGqpL6543S4qiovwul1krnuX79Z/QO/LxzD0uilEJ3dq5igCgUDQegiBpQG14fb10z8IBAKBQHBa1EupVVVj56uairUdR7DUJyIuntG/vJ3hN95M9qZPCYmM0q+LHlc1Hz6zgl4jRtF9cDpGc9sbYQLB2SBJEibJhEluHE5vM9roHtkd8H+Ha0WY2uiXEGNdgUVVU5ElGVVTUTUVj+LBo9TlOjdIBl1gcStufiz9EYNsaCTEmGQTIcYQrEYrAkF9pCClguqnCMsvdxFqNRJiFiae4AJmaTMprHpcBbe8Wbe9LAW8VcHHdr4cZq6r2155CVQVNR63qOy0pldYWIiiKMTHxwe0x8fHs3v37mb3/eSTT9i2bRs5OTmkpqYC0K1bN71/xYoVjBs3jocffhiA1NRUsrOzWbZsGTNmzODw4cOsXr2aw4cP66m+5s+fz/r161m9ejVLly7VU5Q5HA4SEvyRn8HaBBc+tU4etU5gzhI37ur2J9abLFZ+9fhTHPz+W7a/+xZHsnew6/MN7Pp8A90GD+OyKdNJ6N6jracpEAgucsTddwM0mi5yKhAIBALBqWA5fgBq7OG8OP8iqYpKr8sSSUqNIr5LeDN7tx9MVisDrrw6oG3X5xvYv30r+7dvxWoPpeeI0fQbM574binCOUFwQSNLMmaDGbMhuKgYYgqhd3RvFFXxizBaYD2YEFOdGFOblkxRFRRVwY074FhxIXG6wOLyuThUfqiRCFP7bDFYMBnaT65lwbnDZ5DoUBAovHV0hHDdgCS6xdr5/RtZbN5fxFO/GMj1Ay+elAwCwYVCVlYWycnJurjSkJycHK6//vqAthEjRrBy5UoURWHHjh0oitJof7fbTXR08JpmgouMevXraiNYVE1l8MTOeN0KUQmnF7HVWkiSRNeBg+k6cDAn9u9h+7sZ7Nu+lZ8yt9EtbagQWAQCQZsjBJYG6BEsIkWYQCAQCM4QSanz/vKZw+gb3ZcYWwwdekZxvi95dRkwiKHXTSFn8+c4iwr5/qN1fP/ROqKTO9F39DguGTcBqz20racpELQZBtmflsyCpckxdpOdno6eAdEw9Z/rR6/Uj5oJRlxIHLEh/lzkbp+b45XHMcmmuoeh7rUsyUIIPc+5cns8q2b/ilG/vJ0+I8fSMyGMv05PA2D0ss8ASAgX0U+CC5gFx5vukxrUv/qf/c2MbZCi8b4dwcedJjExMRgMBvLy8gLa8/LyThodYrPZmu0/GU6nE4PBQGZmpp5WrJbQUHFvJoAOvaLI3nwCo0mmp6MnN6XeRP/Y/vRIiT/5zu2ExJSeXDdvAcXHj5L133X0GTVW79uzdRPlBfnCHhEIBK2OEFgaoNdgEcanQCAQnLccPHiQJUuW8Omnn5Kbm0tSUhK//OUv+cMf/oC5FVJayfVE+sRSjecmrznn52wtohKSGHXLTC6ffiuHd/7Aro2fsH/bVoqOHmbTay/RZ9QV+lhN08T1VCAIgiRJGCV/NMrJsBltdIvo5hdf6kXF1Aoy9SNqPKqHqqbS4QDx9nhibP5C6V7FS6m7NECIMcpGURemAW19PQlGZWkJ/33+KfqMrFtUUlSN46XVACQ7QpraVSA4/zmdmijnamxzhzGbGTx4MBs2bOCGG24A/LVVNmzYwJw5c5rdt3///hw9epS9e/cGjWLp3bs3mzdvDmjbvHkzqampGAwG0tLSUBSF/Px8Ro4c2SLvR9CytPU1JWVQHF36xYAEZquR4UnDz/k5zxWOpGSumDlb39ZUlS1vvkrxsSN88cpqACbNmUeP9OGYzE07vQgEAkFLICyoJhARLAKBQHD+snv3blRV5W9/+xu7du3iL3/5C6tWrWLBggWtcn65XrpJR0mdp2V1hYeDOwo5uru4VeZxLpFlA136p3HNvf/DHX//P66cNYchk3+GPTJKH/PaH+fz6h/msWfrl3g97qDH8bpdHNudzeGd36MqSl27x42mquf8fQgE7R2DbMBmsvHph58yrN8wksKSWPbHZXQO78zOjTsZ3HcwBoOB++67D6vBSnJYMvH2eBxWB2HmMKxGK4aaYrFGqU7QcSku8qvyOeY8xsHyg+wr2UdOUQ57ivfwU+lPlLvL2+ottyva+nrSFKpSF9HkVVR255bjVTSMsiQiWASCNmbu3Ln84x//4KWXXiInJ4c777yTyspKZs6c2ex+o0ePZtSoUUyZMoWPP/6YAwcO8OGHH7J+/XoA5s2bx4YNG1iyZAl79+7lpZde4plnnmH+/PmAvybLLbfcwq233srbb7/NgQMH2LZtG4899hjr1q1r7tSnTXZ2NllZWRQXF1NWVkZWVhZZWVkBY2rbnE4nBQUFZGVlkZ2d3aLzON9o62uKbJAx24yYrYEOHuWF1RzOLqLouLNV5nEu0DSNIdf+jMiERL3tw2eW87fZt/LJC89RmpfbhrMTCC5M1q5dS0pKim6LNNV2MSAiWBowZ+Acfjfod9hN7TP3pEAgEAhOzsSJE5k4caK+3a1bN/bs2cPzzz/Pk08+ec7Pb5Jl3IAEeLS6S23egXLWPfcDsZ3CmLrAcc7n0VpYQuz0Hz8xoK0sP5cT+/cA8MHKxzHbQuiRPpw+I8eS3Kcfsmxgz9ZNfLDyCX2f37/2rv56/XMr2ff1Zmxh4djCwgkJj8AWHuF/HRHJ0Oun6N5oXrcLo8mMJAu/EcHZ8eyzz7Js2TJyc3MZMGAATz/9NMOGDWvraQEwe/ZsZs6cyb333ktYWFjQNpPBRIQhIuj+VdVV3HnHnXyb+S05OTlMumYSq15ZhVfx4lX9D03T9OiYLZu3MPmqyfTr16/RotnFRFtfT06Gpmn0Wbger+IX9pMibRhk4SgmELQl06ZNo6CggIULF5Kbm8vAgQNZv359o8L3wcjIyGD+/PlMnz6dyspKUlJSePzxxwEYNGgQb7zxBgsXLmTJkiUkJibyyCOPMGPGDH3/1atX8+ijjzJv3jyOHTtGTEwMl156KZMnT27R93j11Vdz6NAhfTstzZ+qUKtX46O2DSAzM5NXX32Vzp07c/DgwRady/lEW19TSvOq+CmrgNAoC10GO6j0VmKUjez6Mp9v1x/ikrHJjJoWvAZQe0c2GLhk7FX0G3Mle7Z8wdHd2Rz4bjvlBfl8//F/uOSKq/SxXpcLk7VpZ4Sfvt1OyYljDL7mhlaYuUDQPOe7fdIcLpeLO+64g8zMTHJycpg8eTJr165tcvzmzZsZPXp0u7RPhMBSj8+PfM6cT+cws99M5g6e29bTEQgEAkELUlZWhsPRvKjhdrtxu+siLcrLz8yDOzYigh0bhgBgoorRr49GQuLVQWsB8LiC11K4kAiPjefnDy7iaM5Odm/5gvKCfHZt/IRdGz8hJCKSsTN+y5Y3Xw3YR6qXmshVUYamqlSVlVJVVkpRg3GX/nyavv3fVX9l39dbCHU4sEc5CIuKxu5wEBoVTagjmp6XjcRgFLc8guZ5/fXXmTt3LqtWrSI9PZ2VK1cyYcIE9uzZQ1xcXJvOzel0kp+fz4QJE0hKSmqyrTk0VSPEFsK9995LRkYGBslAh9C6qlCapqFoCl7VS0FRAXfPuptx48Y1qiMgaN3rCcChgwM5dsxNpdOBJeDX0J9uLsxqorjSA0By1NnVcBAIBC3DnDlzTpoSLBgOh4MXX3yxyf4pU6YwZcqUJvtNJhOLFy9m8eLFQfsjIyMDRJCm2k7GqYgkp3vMi5WTXVNa8nqyd1su29cdBCAusohHtj7C2I5jmREyz3+uKm8ze58fSJJErxGj6TViNJo6m8M7f+DQju+I75aij1n75KM4iwq5dMov6JE+AqPJpPepqsI7T/i/P8XHjjJ+1t1IkkR5YT6Hd/5AWHQMoY5owhzRmG0iJafg3HKh2yeKomCz2XT7pDlKS0u59dZb2619Ilw967E9dzsAXxz5oo1nIhAIBIKWZP/+/Tz99NPMnj272XGPPfYYERER+qNjx45ndL6IsDAO7a/k0P5KZMwUu4opdhVjtvkX+T3VF77AIkkSXdOGMPLmGfzmry8wbdHj/oKToWFUlZVij4wisXsPffzc194LqNfyswcXM/v5l/jVE3/lxj88ytX3/g9jZ8zm0im/YPDkG5DrFW+tLClGVXyUF+RzYu9u9n69me8+fJ9Nr/6L9c/9BameN/f651byz9/N4vVFD/LByifY+O9/sP39t8nZ9BmHd/6AqtalKRO0HF630uTD51VOfazn1MaeCStWrGDWrFnMnDmTPn36sGrVKkJCQppd6KqltLSU2bNnEx8fj9VqpV+/fnzwwQd6f0ZGBn379sVisdClSxeWL18esL/b7Wb+/Pl06NABu91Oeno6GzduBGDjxo2699cVV1yBJElNtjWH3W7n+eefZ9asWUELLUuShFE2YjPauP9393PzzTdz2WWXnfS9X2y09vUEoKIilpLiZDye4As5kba6hSEhsAgEAsH5w6lcU1r0elJSJ9QYJP+9tKqpWO3+64i78sKyUSRZpnP/gYy6pS49X3lhAYd3ZFF8/Cj/efpJ/nbHrWx4cRUn9u1BU1V89cSsHzasx1eT5vj4nhz++/xK3nr0j/xr7p08PWMqT8+4idW/v4O3/vwwh3d+r+/nrqqk5MQxfB5P671ZwRnRmjbKmXCx2yf1ueOOO9q1fSLcOeuRFOpX134s+5HtudsZmjC0jWckEAgEgvo8+OCDPPHEE82OycnJoVevXvr2sWPHmDhxIjfddBOzZs1qdt+HHnqIuXPrIhjLy8vPyIgx1CukWOu9p6Fhsvj9GjzVF9civiTLJPfuR3Lvfoy7/U6OZO+gQ68+WEPDyN70Gb1Hjm2U3stoMhHq8EegnIwb//golaXFOIuLcZYU1XsuQvF4kOU6MaY07wSluf5HsHne98o7+vZnL/2D/IM/Yo+IIiQykpDwSEIiIgiJiCIkPILElFSRluwU+fvvPm+yr3O/aCbPGaBvv/g/m/B5gtffSeoRyc/mDdK3//2HLbicjb0t7151xWnNz+PxkJmZyUMPPaS3ybLM+PHj2bp1a7P7qqrKpEmTqKio4OWXX6Z79+5kZ2djqBEBMzMzmTp1KosWLWLatGls2bKFu+66i+joaD2ty5w5c8jOzmbNmjUkJSXxzjvvMHHiRHbs2MHw4cPZs2cPPXv2JCMjg+HDh+NwOIK2tQSrV6/mp59+4uWXX+bRRx9tkWO2R86X68mpUE+bZnj3mHNyDoFAcPa88sorTS6kd+7cmV27drXyjIIzadIkNm3aFLRvwYIFbV6Dqj1yLq8p5+p6ItdEjiuaogssrsrzP4LlZITHxHL7U39n95ef88OG9TiLi8j67wdk/fcDLHY7426/M2C8yeJPJWa1h9K5fxoVRYU4i4vwVFfhqa6muPooxcePkjaxLg3fge++Yd1flwEQEhFJWHQs4TGxhMXEEhYdQ/ch6UQlnNy7X3DuaU0bRdgnZ875YJ8IgaUecr3UJLuLdwuBRSAQCNoZ8+bNC8gzHYxu3brpr48fP87YsWMZPnw4f//73096fIvFgsViOem4k1HZsQ+p/UPRNDj8Q5XebrD6V8EUn4riVTGYLr7FeYPRSJf+/pzcsZ26cNc/X8MacnZ1zwxGI+ExcYTHnDxM+uo58ygvzMdZUkxlSXHAs6aqAWJM3k/7OLY7eDFW2WDgvpfrxJgNL64i76d9hERE+h/hNc8REdgjIknu3U+IMe2YwsJCFEVplB8/Pj6e3bt3N7vvJ598wrZt28jJySE11Z+3vP7v0IoVKxg3bhwPP/ww4C9CnJ2dzbJly5gxYwaHDx9m9erVHD58WA+lnz9/PuvXr2f16tUsXbpUTwHgcDh0765gbWfLvn37ePDBB9m0aRPGCzyt3vlyPQGIjDqO2VyNszDQSFV8PgxGIz8WVOptN6R1aLi7QCBoJ1x33XWkp6cH7TPVS1HU1rzwwgtUV1cH7WupxbILjXN5TWnJ60l9gkWwXAwCC0BUQhKX3Tid9J9P5fAPWez64lN2b/4cd2UlZlsI18//I+ueXsaNC5bo+3QZOJguAwfr2x5XNc7iIiqKCqkoKiS+W4+APqPFgs/t1tMd5/20r+78iUm6wLL3681seuVfhMUEijBhjhhCo2OIjE/QRR7BxYWwT/ycL/ZJ+51ZG7C/dL/+WkIUhxQIBIL2RmxsLLGxsac09tixY4wdO5bBgwezevVq5FZc3D5x9AAhl20HTcL3Q0+93Witm4O72keIydxqc2qv2EKbL3zX0oTHxhEee2r5asf86jeU5J2gqrSUqrISqsrLdCMJSQoQTAoO/cSJfXuCHkc2GAMiY9Y/t5Lj+3ZjCwsnJDwcW1i9R3gEvUeOIXf/Pl57eD6X/+JW0n829azec3vgt0+NbrJPavDVvH3ZyKbHNrg9u/XPw89mWi1CVlYWycnJuvHSkJycHK6//vqAthEjRrBy5UoURWHHjh0oitJof7fbTXT0ySO4WgpFUbj55ptZvHhxk+/lQuJ8uZ4AJCfvIioql32+Ebxx2Qmu2ZoIwI5PP2LgVVdzzSWJrNvROCpPIBC0L8LCwk5a8Lc90KGDEGpPl/PpmlJL/QgWi92/NHixCCy1yLJBF06unHU3u7dsosuANAxGE7/7d/P1IMxWG46kZBxJyY36+o+byCVXTMDlrKCiqJDywgIqCvNrnguISqzbpzT3hD/CPi/4dfyG+xfSfbC/oPmhH7LY8dlHeg2YUEc09igH9sgoQiMdmKxCiDldLlQbRdgnrY8QWOqxLXeb/lpq+O0QCAQCwXnDsWPHGDNmDJ07d+bJJ5+koKBA72spT4rmkAwy1GQBq7bUu55IGmabEU+1D3eVl5BwIbC0ZxJSUklIObUbubEzZlNekEdVWY0IU17qF2bKy4DA+4rSvBOUHD9KSZDjGIxG+oy6gtceng/Al2v+zbZ33+Kef72hj/kqYw2uSie28AhCwiP059rXlpD2V3DTZDGcfNA5HtscMTExGAyGRgUT8/LyTvqbYbOdXc0Lp9OJwWAgMzNTD9uvJTQ09KyOfTpUVFTwzTff8N133+mFmVVVRdM0jEYjH330EVdccXqpDS4E2vp60hCPsa5odO1izDM3pxH+jpHrB4pFUYFAIGjPtPk1Rau7hgStwVLlQ1O1gPqFFwtmWwj9x01oseNJkqQ7UMV16dbkuH5jryQptRcVhQV+AabI/+wsLqKiuIiw6LrUn/kHf2TPlqZrRv/8wUV0TRsCwNGcnez7egshkVGERjmwR0Rij3IQEhGJLTw8IGr/YqY92yjCPjm/7BMhsNSjftSKiGARCASC85ePP/6Y/fv3s3//fpKTA72KtHqGxblCPbIXatLqFsbUiSiqpjLixpSaG24hrlxIxHftTnzX7qc0dsId9+IsLqK6otz/KC/XX2ua1sjJo75hBZD95UZKjh8Neuyw6Fh++9xqffvjvz+Ds6QIa2hYzSNUfx0SHkHnSwbqY4Od+2LBbDYzePBgNmzYwA033AD4b943bNig38w3Rf/+/Tl69Ch79+4N6lnVu3dvNm/eHNC2efNmUlNTMRgMpKWloSgK+fn5jBzZtGfcuSY8PJwdO3YEtD333HN8+umnvPXWW3Tt2rWNZta2tPX1pD6KLJFUWM87teb8kiTx2M/7t+pcBAKBQHD6tPk1pd4p9AgWVcEaauKyn3fHGmJC1TQMYj2s1ah1kjoVOvUbwOhf3o6zpBhncRHOkiIqS0pwlhbjc7sJiYjUxx7fu5tvP3wv+IEkiRv/sES3A45k7/CLMTXpjfW6kzXPJqtNtxHyftrPoR1ZDJp0HUazsGfPJcI+Ob/sEyGw1KN+DZaLdYFBIBAILgRmzJhx0jzI5xLNUxder5kj6BPdBxn/NabPCFHQ8GInKrEDUYnNe5rf+Y9X+OLlF+mRPjwgpzNA2sTJlBfk1wgztREz5VSXl2G1B9azOZKz85TFmDUL76f42JEAIcYcYscaYsceFcXwm27Rx+bu34uiKFhCQrDY7VhDQlt9sbmlmTt3LrfddhtDhgxh2LBhrFy5ksrKSmbOnNnsfqNHj2bUqFFMmTKFFStWkJKSwu7du5EkiYkTJzJv3jyGDh3KkiVLmDZtGlu3buWZZ57hueeeA/w5j2+55RZuvfVWli9fTlpaGgUFBWzYsIH+/ftzzTXXtNh7zM7OxuPxUFxcTEVFBVlZWQAMHDgQWZbp169fwPi4uDisVmuj9ouJtr6eNCQ9u67+QZcBg5oZKRAIBIL2RltfUxJ7RLL7q1wMRpmk0CQmd5tMl/AuGAwyg67q3GbzEpwa8d1SiO+W0qhd0zS8rmqM5rpaPUk9ejH0+hupKi3x15wsLaGypJhqZwVoGtZ6aZpP7NvDd+vfb/K8UxY8QpcBg9BUlZcfug+A3V9u5NZlz/Bj5jaqK8oJdUQTGuUg1BGNJcQu1lRbCGGfnD/2iRBY6jE6ebReh6U2XFIgEAgEgtNFU1X9dZRTZcXk19twNoLzkZDwCCbe9fugfWkTJje5n+ILzJ095tZf4ywuxuWswFXpxO101ryuwBoW6C1XXVGOq9KJq9IJgZHohEXHBggsn/7rb41qzthj4xj0i5mU2Cwk1kuFUFlaiqp4kWQZSTYgyzKSLCPLBiRZxnQOCreeCdOmTaOgoICFCxeSm5vLwIEDWb9+faPCksHIyMhg/vz5TJ8+ncrKSlJSUnj88ccBGDRoEG+88QYLFy5kyZIlJCYm8sgjjwQssKxevZpHH32UefPmcezYMWJiYrj00kuZPLnpf+sz4eqrr+bQoUP6dlpaGtD6kRiClqFhdJtAIBAIBM2ROiyezv2ikQ0StlAzj418rK2nJGgBJEnCbAtMEZzcpx/JfRovQKuKQnVFOdZ6aZ6SUnsx7Iab/KmOy0uprnmuKivD63Zhq4mwKa7ntFVw+CAA361/n0M/fBdwDqPFgj0ikpDIKKYv/l+9buXBrExcVZV6ZIwtLBxraBiGdly4vK0R9sn5g/grrke0ra5Qj9ywmpFAIBAIBKeIVi/+ProkN6CvJLeS8kIXEbE2IuPbX60MwfmNwWgK2O6WNvSU9/3FI/9LdXm5LsC4nE7cVZW4KysxmAKPG+qIJjI+EVdVJe5KJ5qqoimq/lwfV2UFXpcr6DklWQ5IrVaadwKv210jwMg1YoxB37ZHOXSPOJ/H7U9rVk+0OVtvuTlz5pw05D4YDoeDF198scn+KVOmMGXKlCb7TSYTixcvZvHixUH7IyMjGxkZwdpOxsGDB09r/KJFi1i0aNFp7SNoPSITRESkQCAQCE4do8mAMSK4M3HRcSeVpW6iO4Rij2gfzi+Clkc2GLBHRgW0JffuR3Lv4NEAXperkR0AcMP9DwOQ2KMnAM7iIipLinFVOvG53ZTl5+GurtbFFYDtH7zD4R1ZjY5ltoUQEhHB7Sv/rt/L79z4CRWFBVjDwrCFhmGtqWdjCwvDFhqO0WK5aKJkhH0SSHu1T4TAEoR+0f24qstVbT0NgUAgEFwAuNVAI+a7jw6Ts+UE6dd1Y8jVXdpmUgJBEE4nB/R1cxforzVNw+t2UVFSyonCQsJiYwPG2sLCMVttqKqCpqr+woQ1QkzDIqqKz4fiDYzCqUWSZUIddc4wFUWFuKuqGoyRdMElOrmTbnhVlZeheD1Bomj8z0bzxWOkCS4cio4ebrZwrkAgEARj7dq1zJ8/nwMHDnDPPfewcuXKoG2CCxtVU/GqXjRNw2q08sVrezm+r5SrftOXHkNO7h0vuDgwWetqv0Und+K6uQsIdUTrwsqIqb8MGO91u6gsKaGyrBSvO9DBKq5LN1Sfrya9cZk/al7T8FRXIRuNAffiOZs+5fDOH4LOSZJk7nv1HaSazENbM16j8NBBvxgTFoEtrF7tSXsYjk5dWuKjEAiaRQgs9dhZuNP/XLSTcHN4G89GIBAIBOcrseHh5HzujxywUMXkdybjUTy8es2rWEL8l153VfBFZIHgfEOSJMxWG/YoCUNpKSZzoNfjqYo2ABFx8ahKAyFGVVAbRMUAfqHEaERTFTTV7ymlqRqa6kNrEM3irnQ2EmPqUz+ftd/jrkoXX95au5Z59z9Yc1L9PwB06tSJrMxvGgk3bSHWTJo0iU2bNgXtW7BgAQsWLAjaJ2j/HDncn9wTqVRUxGCmiOQ+/TiavZPDO78XAotA0E559tlnWbZsGbm5uQwYMICnn36aYcOGtfW0AJg9ezYzZ87k3nvvJSwsrMm2pnC5XNxxxx1kZmaSk5PD5MmTWbt2bcCYt99+m+eff56srCzcbjd9+/Zl0aJFTJgw4Vy9LcFp8tWJr5j98Wx6RPXg7evexmr3Rym4K4WNImiaHunDm+03WaxEJiQSmZDYqG/0L28P2FZVBVdN+uKG0e7dh1xGRHwirooKqp3lNc8VVJeXYw4JQZbrnBiPZu9oVoy588U1+nZZfi6emsgaWTYgGerSFssGGXtkvWh5rxc0rabP0K6csV555RVmz54dtK9z587s2rWrlWcUnIvJPhECSz0Olh9s6ykIBAKB4AIgMjyCn3Y7AQiRrRx3/oRX9eJTfVhCaoyXal9bTlEgaJcYTWZonIUgKJHxCfprTdPqiTJKo9B0a2gYRrNZF23qxBvVbzjVM5hUxYfq81Er6Yy7/HI+fu9dvT+mU+e6yJjSEoqPH2s0t9pImpjkTsgGvwFYVe7PY62LMA0iaUwWq55GQWswp1PhhRdeoLq6Omifw+EI2i44Pygrq/MkNlOXClBVlDaakUAgaI7XX3+duXPnsmrVKtLT01m5ciUTJkxgz549xMXFtencnE4n+fn5TJgwgaSkpCbbmkNRFGw2G/feey8ZGRlBx3zxxRdceeWVLF26lMjISFavXs21117L119/refXF7QttXWH1ZrakbVOYK4qYaMIWgdZNjQZQT9o0rVB99E0DZ/bHdA25NopdB9yGS5nOdUVFbicFf7akk4noAWkKVN8PhRfE3/jEtgj6+6ZnUWF/iib2u566Ytlg0xkQhJyzbHdVZUoXl+NYNNYvGlpcea6664jPT09aJ8pSEq3tuJisk+EwFKPMHOdp8bekr2kRqW24WwEAoFAcL4iG+our5qqYZAMePGiamq9CBZhvAgELYUkSUgGQ42Y0diosIWdemRyeGxcQBRNhKqS2KWrLsjULyxeUViAu7qqZmzjSJr6Bp2nuhqXs/QWpJIAAMmoSURBVKLJ88Z16abHxlQUFlDtLA+MiqmX0izMEaMLN163C8XnI9YRhSRHt3kkjeDcU1sMVggsAkH7ZMWKFcyaNYuZM2cCsGrVKtatW8eLL77Igw8+2Oy+paWlPPDAA6xdu5aysjK9KHFtUeGMjAwWLlzI/v37SUxM5J577mHevHn6/m63mz/84Q+89tprlJaW0q9fP5544gnGjBnDxo0bGTt2LABXXHEFAJ999lnQtjFjxjQ5R7vdzvPPPw/A5s2bKS0tbTSmYYqxpUuX8u677/L+++8LgaWdUFt3WNH81xJhowjOByRJCkhbBtB14GC6Dhzc5D6uetExtdHyqlITJV8vWr6Rg5MkIcmy3yEL0FQVRVUBnz6XWqrLywPEmIbEdemm37tXlpbgdbl0AUY21He8MmC2WZFOUhc8LCzspNGG7YEOHTq09RRaDSGw1MMo1X0cB8oOCIFFIBAIBGeEq/tAuvV6G4DjOdX6zZeiKXURLMJ4EQjaJQajSY8QOBlhMbHUN20CI2nUAMPLGhqK0WyuJ8YERtPUF2P8bX6RpnFyNAhz1Ik81eXlVJWXBZ2fJEtEJ3fGWOPJVl1ejru6MkCsqS/ImG02PeWCpqp+w1KING1OREQeJpOLyqJwIqwKxpo0fKoiriOCi48qb9PpHg2yAYvBckpjZUnGarSedGyIKeS05ufxeMjMzOShhx6qO5csM378eLZu3drsvqqqMmnSJCoqKnj55Zfp3r072dnZGGoW5TIzM5k6dSqLFi1i2rRpbNmyhbvuuovo6GhmzJgB+IshZ2dns2bNGpKSknjnnXeYOHEiO3bsYPjw4ezZs4eePXuSkZHB8OHDcTgcQdtaGlVVqaiouOA8ls9n9AgWrSaCRaQIE1wEnM59fm20fN39vYKm1DlV1b9HrhV9VLWheOP/ftW/z/e6XCcVY2q+npQX5OOqdDZIaVYXGWOPitLv3X1eL5qq+u/rDTKSJJytWhMhsNTjcMVh/XXtxUYgEAgEgtPl6ME9hI/eDqrMoZzUAAOmTmARxotAcKERGEkTiNUeCvZTO054TCyhjuia+jJqo9Rm9Y00g8mIyWoNTJFWL5JGkusMK6/bVZMuITgxnTrrRpqzpJjK0hIcScmYbbZTm7jgnNCx0w9EReWyb+cIfrPwf/h00z5ARLAILk7SXw2eEgVgZIeRPDf+OX17zBtjqPYFT00yJH4Iqyeu1rcnZkykxF3SaNyO23ac1vwKCwtRFIX4+MAi4fHx8ezevbvZfT/55BO2bdtGTk4Oqal+Z89u3erqLK1YsYJx48bx8MMPA5Camkp2djbLli1jxowZHD58mNWrV3P48GE91df8+fNZv349q1evZunSpXqKMofDQUKCf/EwWFtL8+STT+J0Opk6deo5Ob7g9GkUwWKriWARaYwFggAC7u+b0GbskVFB2zXNf39eX+iwhUdgttnqiTH1xZsGTleK4r/fUxQUGq8f1D9vZWkx1eXlgfOuJ8xExifqUdDuqkp8Ho+/toxcvw6NQXfEEpweQmCpx5GKI/pr+SThWAKBQCAQNIVkMEDNupfLEmjAhIjwe4FAcBLkZtKdNcQe6QjIFw2BkTT1i4BaQ8Mw1ETRBIukqT82mMedoB3Q/QrkLQcAms4hLhAIzkuysrJITk7WxZWG5OTkcP311we0jRgxgpUrV6IoCjt27EBRlEb7u91uoqOjz9m8T8arr77K4sWLeffdd9u8Bo2gjlr7RI9gETaKQNDiSJKMwRB4L20JCQFOLToyLDaWUIcDValzpFJVFU1RGokxkuQXSDTVn+5M0zT/OEUBb2BKM1elM0CMaUhspy4YaiLgq8pKcVdVBaYyMxj0SBqTzaYLMmdSR/JCoV0KLAcOHOD2228nLy8Pg8HAV199hd1+ii5/LYRRbpcfjUAgEAjOA9QjP0FNjdDiaJNuwGiaRkSsjRE3phASYW7DGQoEgguZpiJpzDbbKUejhNVE0QiBpf2gGCR++m67ni5IRLAILka+vvnrJvsMcuBv3sapG5sc29Chcv2U9Wc1r1piYmIwGAzk5eUFtOfl5Z00OsR2ltGCTqcTg8FAZmam/jtRS2ho6Fkd+0xZs2YNv/nNb3jzzTcZP358m8xBEJzaCPvaCJbYTmEM/3kKEXEialUgaC8YDEYwnNr6dHhMLOExsXXiSoMImfr39CaLFS1UayTYqKoCWoOUZm437qrKJs8b26kL1Ix3FhdRVV5aFxGjpzXzCzIhkVF6FI3P60VVfAFjzmdxpl2qCDNmzODRRx9l5MiRFBcXY7FYTr5TCyMiWAQCgUBwpqieunQUqiWCrhHhlLvLMcpGbGFmBo7v1IazEwgEgpNTK9II2hfvPL6Y6UueJKlnbyLjE9t6OgJBq3M6NVHO1djmMJvNDB48mA0bNnDDDTcA/vojGzZsYM6cOc3u279/f44ePcrevXuDRrH07t2bzZs3B7Rt3ryZ1NRUDAYDaWlpKIpCfn4+I0eObJH3cza89tpr3H777axZs4ZrrrmmracjaEC4JZxxncYRaYkEICrBTlRC6zo2CwSClkeqraEoy01qMyHhEYSERzRqr42Cry+w2MLD69IRK4ou2NQKM5IhMKWZpmooavBIuJCISP11dXkZlaWBqTn1OpEGA5HxCRhNfqdUd3UVXpcrIKWZPxKo/dDuVIRdu3ZhMpn0GwKHw4HR2Do6UFpcmv5aCCwCgUAgOFNq6x8AhFeq/HvSv1l7w1o6h3duw1kJBILzmbVr15KSkoLBYOC+++5rsk1w4eNISqb74HSik4VYLxC0R+bOncs//vEPXnrpJXJycrjzzjuprKxk5syZze43evRoRo0axZQpU/j44485cOAAH374IevX+6Nr5s2bx4YNG1iyZAl79+7lpZde4plnnmH+/PmAvybLLbfcwq233srbb7/NgQMH2LZtG4899hjr1q1r0feYnZ1NVlYWxcXFlJWVkZWVRVZWlt7/6quvcuutt7J8+XLS09PJzc0lNzeXsrKyFp2H4MzpGNaRKGsUGfsyKKwubOvpCASCdoAkSX4Ro14kidlqIyQ8AntkFGHRMYTHxhEZn4gjsQObvvmW1NSeui0SFhPD5u++5/KrJtIhtRePrvgL4bFxhDqisUdGBThvSZKEwWQKEHM0VUXx+fC53UjUzcFTVYWzuIjygnzK8nIpy89tnQ/kNDhtFeGLL77g2muvJSkpCUmSWLt2baMxzz77LF26dMFqtZKens62bdtO+fj79u0jNDSUa6+9lkGDBrF06dLTneIZMyp5lP5aFLkXCAQCwZmioeqvo0vyKfeUs7u4rrBp7oEyDu0swuMSOY4FgvbE2dzDnmtmz57NjTfeyJEjR1iyZEmTbU3hcrmYMWMGl1xyCUajUfesrs/GjRt1r7f6j9zc9mfEXNQEyZ6wfNpklk+bTPHxo60/H4FAEMC0adN48sknWbhwIQMHDiQrK4v169c3KnwfjIyMDIYOHcr06dPp06cP999/P0pNOsBBgwbxxhtvsGbNGvr168fChQt55JFHmDFjhr7/6tWrufXWW5k3bx49e/bkhhtuYPv27XTq1LKC7NVXX01aWhrvv/8+GzduJC0tjbS0OofVv//97/h8Pu6++24SExP1x+9+97sWnYfg7Hhr71sAXPHGFaiKSt7Bco5kFwc4iwkEgrblfLJPZNnAXXffzY033cSRI0d47PEnCAmPIDTKQVh0jF6rBSDUEU1YXAIPLF7ClTf8nOSevZn9+3k4OnQkKjFJT3W8ceNGwmNiSUxJ1R/xXbu3O/vktENDKisrGTBgALfffjs///nPG/W//vrrzJ07l1WrVpGens7KlSuZMGECe/bs0QuaDRw4EF+QoowfffQRPp+PTZs2kZWVRVxcHBMnTmTo0KFceeWVQefjdrtxu936dnkzRXpOhkn2F/BJiUyhX0y/Mz6OQCAQCAS1eFQDU9+fyjHnMVZPWM2QhCH857kfqK7w8ouHhxHdoW1yYgsEgkBO5R62rXA6neTn5zNhwgSSkpKabGsORVGw2Wzce++9ZGRkNDt2z549hIeH69tt/f4FgZQcP0bx8aOEx8bRsc8lbH//bb1v9e/v4L5X3sFgNLXhDAUCwZw5c06aEiwYDoeDF198scn+KVOmMGXKlCb7TSYTixcvZvHixUH7IyMj0TTtpG0n4+DBg832b9y48bSOJ2h9vIpXf22STaiKxluPfwPAb/4yCoutXVYUEAguKi42+0SSZcxWa9Cx7d0+Oe0IlkmTJvHoo4/ys5/9LGj/ihUrmDVrFjNnzqRPnz6sWrWKkJCQgJuErKwsdu7c2eiRlJREhw4dGDJkCB07dsRisXD11VcHhJo25LHHHiMiIkJ/dOzY8XTfUiN6OXphN4nckwKBQCA4M6JDI6jaOpTKrwZjxsgx5zEAZv7XnxrCbPUbLO4qEcEiuDjwulxNPnwezymP9XrcpzT2TDiVe9imKC0tZfbs2cTHx2O1WunXrx8ffPCB3p+RkUHfvn2xWCx06dKF5cuXB+zvdruZP38+HTp0wG63k56eri9Obdy4kbCwMACuuOIKJElqsq057HY7zz//PLNmzTppoeW4uDgSEhL0hywK3bcpR4/2Zc+e4VRUxABw6IfvWP/cX/j+4w8BqCwpDhi/8pafsXzaZH7MbD8ejgKBQCBoX5gMdUJ854jOGEwystEfIumu8ja1m0BwQdGaNsqZIOyTOtq7fdKikrTH4yEzM5OHHnpIb5NlmfHjx7N169ZTOsbQoUPJz8+npKSEiIgIvvjiC2bPnt3k+Iceeoi5c+fq2+Xl5WcssgxJGEJKZAoVnooz2l8gEAgEAoDYyEj++4MTALtsa9RvrvEI81QLgUVwcfDX225ssq9r2hB+/uAiffu5396Cz+0OOja5Tz+m/elxffsfc26nuqJx9PK81z9o1NYcZ3MPq6oqkyZNoqKigpdffpnu3buTnZ2NoSasPTMzk6lTp7Jo0SKmTZvGli1buOuuu4iOjtbTusyZM4fs7GzWrFlDUlIS77zzDhMnTmTHjh0MHz6cPXv20LNnTzIyMhg+fDgOhyNoW0sxcOBA3G43/fr1Y9GiRYwYMaLFji04fUpL6jwATYDB5F8UUxX/NST9Z1MJi45l47//EbDf2v99hHteehOztfF1SCAQtD6vvPJKk2sbnTt3ZteuXa08o+BMmjSJTZs2Be1bsGABCxYsaOUZCc41Ze4yJEnCEmKiutwjbBTBRUNr2ijCPjk72rt90qICS2FhIYqiNMotGh8fz+7du5vYq8GEjEaWLl3KqFGj0DSNq666ismTJzc53mKxYLFYzmre+jxD4tlfup/9pfspqCogNiS2RY4rEAgEgouL/2fv3uOirPIHjn9mhuE23O83BQXxruANlVJTCzFTN0szdw1rXa3MdZUuVpKla5ZptmW6m8nP0lYr1FpNVmUzDU0So1AQvCCIyk3utxmYmd8fk4PIHQYG9Lxfr3k5c57zPM93AOeZ85xzvue2NeHQajR1tt/qYFGKxosgdApt+Q575MgR4uLiSE5Oxt/fH4CePXvqt2/YsIEJEyawYsUKQLcIcVJSEuvWrSMsLIyMjAwiIyPJyMjQT6UPDw8nOjqayMhI1qxZo58C7+DgoB/dVV9ZW7m7u7NlyxaGDRuGUqlk69atjBs3jlOnTjFkyBCDnENoO5mJ7hpy4dQJNv7xDyyK/JKhD09jyOSpVJaV8vEzs/V1v/+/TwhZuNhYoQqCcJupU6cSFBRU7za5vPOk9du6dSsVFRX1bjPkzTKh88gpzwHAzMKEimKVmGUvCJ2AaJ/odJX2SadMqhgaGkpoaGiHn1dy24qRuRWig0UQBEFoHaX/cLz99gESci5UYC4zp1JdMy3YTMxgEe4xi7d/3eA2yR3Tu5/7186GDyStvbr3/I+anh7f3hISEvDy8tI3Xu6UnJzMtGnTapUFBwezceNG1Go1iYmJqNXqOvsrlUocHR3bLe769O7dm969e+tfjx49mkuXLvH+++/z+eefd2gsQg1r61xM5EoqCqwwt7bBxLRmcJm6qorkH79n4AMPIZFIsLCyZtnu/ezf+A4pJ49zPSXJiJELgnA7a2trffqUzszT09PYIQgdRC6VU6WpoodtDwDMLEUaY+Hecre2UUT7pOMZtIPFyckJmUxGdnZ2rfLs7GyD9Vy1p6slV/XPpZLOlctNEARB6DoyLiVhP+E0aGRcu+DHvAHz2PzrZv12098bL6pK0XgR7g3yBhYr7Mi6jWnLd1gLi7alXyotLUUmkxEfH6+ftn+LlZVVm45tCCNGjODHH380dhj3NG+fBOzts7hwNpiFb3xBxtnfam0/tOUfFGbd4P7ZT+nLxsyZR8rJ4+Rfz6SqstJg/1cEQRCEu0f4sHDejnsbf3vdTVRLG1MASm62br0IQehqOnMbRbRPGtYZ2ycG7UUwNTVl6NChxMTE6Ms0Gg0xMTGMGjXKkKdqF99f/V7//PbZLIIgCILQIreNdqk0g0d7PUqQWxAPej8IgJlY5F4QOpW2fIcdNGgQmZmZpKam1ru9b9++xMbG1iqLjY3F398fmUxGYGAgarWanJwc/Pz8aj06wwClhIQE3N3djR2GcBunbt3rlJlZKmq9tnF24Yk332Xx9q9F54ogCIJQrwCXAP429G9M6alLy2/tqLtelBfXv86EIAgdR7RPGtYZ2yctnsFSWlrKxYsX9a/T0tJISEjAwcGB7t27s3TpUp566imGDRvGiBEj2LhxI2VlZcybN8+ggbeH2ztVxAwWQRAEobW0Wenw+/eOfAcT3BRubA3Zqt/eY7ATVg5muPawNVKEgiDcqbXfYceOHcuYMWOYMWMGGzZswM/Pj/PnzyORSJg0aRLLli1j+PDhrFq1ilmzZnHy5Ek++ugjPv74Y0CX83jOnDnMnTuX9evXExgYSG5uLjExMQwaNIiHH37YYO8xKSkJlUpFfn4+JSUlJCQkALpFIwE2btxIjx496N+/P5WVlWzdupX//e9/HDp0yGAxCK2nlkm4/MvPdB8QgI2zK+5+/qScPI7MxIQ+wWPq1Pfs088IUQqCIAhdRT/HfvRzrLlW9BjsjJW9Oe6+oo0iCJ2BaJ90nfZJiztYTp8+zQMPPKB/vXTpUgCeeuop/u///o9Zs2aRm5tLREQEWVlZBAQEEB0dXWdRns5IIhEdLIIgCELbaW9bGFRjXreB4tnbHs/e9h0ZkiAITWjLd9ioqCjCw8OZPXs2ZWVl+Pn5sXbtWgCGDBnCl19+SUREBKtWrcLd3Z233nqLsLAw/f6RkZGsXr2aZcuWce3aNZycnBg5ciRTpkwx6HucPHky6enp+teBgYEAaLVaAFQqlT4GS0tLBg0axJEjR2p99xeMa+/aN/nbF99gYW1NacFN5qx5HwAbJxcjRyYIgiB0dV697fESbRRB6DRE+6TrtE8k2lsR3yWKi4uxtbWlqKgIGxubFu37jzP/4JPETwD4dvq3+oW+BEEQ7hVt+Qy9G7X253Fs6zqqem4BjYwfvxnOGx82siCeINwlKisrSUtLo0ePHpiLlET3jMZ+7+KaUqMtP4uvo4Kxt8/ifPJ9VB67yd/+/Q1qVRWqygoUdg3fCCvOy+Xr1a9TkpfLX3fsaetbEIQOJa4p9x5xPWkeQ/4silXFXC2+iqnMlF72vQwUoSB0LuJ6cu8xxvVETNO4jaXcUv/cVGZqxEgEQRCErkyr1eifO+ffpLyqnOB/BzNi5wgqqytRVVSTdbmIrMtFRoxSEARB6IokSJCbmzfauQKg1WgouHGN6ioV2ZcvNlpXEARBuPf8nPUzTxx4gjdPvgmAukpDdloxGUk3jRyZIAhC1yI6WG5jItFlTHNXuONo7mjkaARBEIS7gVIjxURqQrGqmIrqCqo0VWSnFxP1bjzf7zhv7PAEQWjCzp07sbKyqvfRv39/Y4enFxoa2mCca9asMXZ4giHdlta4MTZOzvrnqadiG6kpCMK9ZN++ffj5+SGTyViyZEmDZcLdTy6VA1ClqQKgolTF1++c5sBHv6HV3FXJbgThriLaJ51Pi9dguRcMdxuOuYmYNiYILaFWq6mqqjJ2GEIT5HI5MpnM2GHc9eytrMj8eRhaLZhRgYm05nJbpanCzEL3WlVRbawQBUFopqlTpxIUFFTvNrlc3sHRNGzr1q1U3Lb+0+0cHBw6OBrBkK5f78PNvO6Uljpiws1a60Y2RiKVct8Tc/lx12dcOHWC+2c/1c6RCoJwy6ZNm1i3bh1ZWVkMHjyYDz/8kBEjRhg7LAAWLFjAvHnzWLx4MdbW1g2WNaSyspKFCxcSHx9PcnIyU6ZMYd++fbXq/Pjjj7z88sucP3+e8vJyvL29WbBgAX/729/a620JrXCrg6Vao2uTWFjrMrloNFqU5dWYW3We7zmCINQQ7ZPOR3Sw3GaUxyjeMH0DbxtvY4ciCF2GVqslKyuLwsJCY4ciNJOdnR1ubm7NvkEjtJyrvQOH95UBYCWzRCqRYiIxoVpbTZW6CjMLXSd+ZbnoYBGEzs7a2rrJm02dgaenp7FDENpJ/s1u+uct/UvsOWQ4P+76jKKcLKqUlcjNxCAyQWhvu3fvZunSpWzZsoWgoCA2btxISEgIKSkpuLi4GDW20tJScnJyCAkJwcPDo8GyxqjVaiwsLFi8eDFRUVH11lEoFCxatIhBgwahUCj48ccfWbBgAQqFgr/85S8GfU9C690aBHZrBovMRIqZpQnK8mrKi1Wig0UQOinRPul8RAfLbXo79Ka3Q29jhyEIXcqtzhUXFxcsLS3FTftOTKvVUl5eTk5ODgDu7u5GjujeIKlWAiCXyamurkalUWGr+H20mFKNukqDTC4ydgqCIAiG59TdB4W9A2UF+dy4kEr3AYOMHZIgtImmvLzhjTIZUjOz5tWVSpHetvBtQ3Wllpb1ljdmw4YNzJ8/n3nz5gGwZcsWDhw4wLZt23jllVca3bewsJCXX36Zffv2UVRUhJ+fH2vXrmXKlCkAREVFERERwcWLF3F3d+eFF15g2bJl+v2VSiWvvfYa//73vyksLGTAgAG88847jBs3jqNHj/LAAw8AMH78eAC+//77esvGjRvXYIwKhYLNmzcDEBsbW+9Au8DAQAIDA/WvfXx82LNnD8ePHxcdLJ3InTNYACxtTH/vYFHi4KEwVmiCIAhdiuhgEQSh1dRqtb5zxdFRrFvUFVhYWACQk5ODi4uLSBfWTtR9R+LpvQ+AojTdQva31vmq1lRjZmWCVCpBo9FSUarCyl6MKBYEQRDqp1DkY2KiorLIAlkL0z5IJBJ6BAyjODcbiVQMghG6vpQhQxvcphg7hu7//Kf+dWrwfWgbSE1iOXw43p9/pn99ccJE1AUFder1PZ/covhUKhXx8fEsX75cXyaVSpk4cSInT55sdF+NRkNoaCglJSXs2LEDX19fkpKS9N/X4+PjmTlzJitXrmTWrFmcOHGC5557DkdHR8LCwgBYtGgRSUlJ7Nq1Cw8PD/bu3cukSZNITExk9OjRpKSk0Lt3b6Kiohg9ejQODg71lhnaL7/8wokTJ1i9erXBjy20nkyi+9tSa9T6MmsHcwqyyim+WWmssARBELoc0cFym8ySTDKKM3C2dKaXfS9jhyMInd6tNVcsWzGySzCeW7+vqqoq0cHSTi6nJuI86TRoZGT/U5fa5dYU/GpNNRKJBHNrOeVFKipKqkQHiyAIgtCgHj3jsbfP4uLZYBbs2Nvi/UMWLm6HqARBqE9eXh5qtRpXV9da5a6urpw/f77RfY8cOUJcXBzJycn4+/sD0LNnT/32DRs2MGHCBFasWAGAv78/SUlJrFu3jrCwMDIyMoiMjCQjI0Of6is8PJzo6GgiIyNZs2aNPkWZg4MDbm5uAPWWGYqXlxe5ublUV1ezcuVK/vznPxv0+ELb3N4+ucXWxRKS8inKaWQGmCAIglCL6GC5zaH0Q7wf/z5Tfafy9/v+buxwBKHLEGnBuhbx+2p/EllNyq+K3zNVDHQeSKmqFDOZrsDCylTXwVKqMkaIgiAIgiAIXU7vM/ENb7xj4JB/7I8N15XWTs/qF3OkLWEZREJCAl5eXvrOlTslJyczbdq0WmXBwcFs3LgRtVpNYmIiarW6zv5KpdJo2QaOHz9OaWkpP/30E6+88gp+fn7Mnj3bKLEIdTlbOrNg0AKsTWvWcrB11mU8KMypf/aXIAiCUJfoYBEEQRAEA9NmZcDvAwCzXXSjvzZN2FSrzqDxXlRVqrFzETPABEEQhKZpJZD2y2l6BA5r1f7lRYUAWNraGS4oQehgLVkTpb3qNsbJyQmZTEZ2dnat8uzs7CZnh9xK5dtapaWlyGQy4uPj68xSt7KyatOxW6tHjx4ADBw4kOzsbFauXCk6WDoRJwsnFgUuqlXm1cee0TP8cOne+RfQFgRB6CzEqrqCINyTxo0bx5IlS4x2/itXriCRSEhISDBaDEL70VbUTKmvUNQ/+qtfsAeDJ3TDxqltjWlBEO4N+/btw8/PD5lMpr9+1Vcm3L3UUgl71q5s1b4/7NjG5r/8kV/+e8CwQQmCUIupqSlDhw4lJiZGX6bRaIiJiWHUqFGN7jto0CAyMzNJTU2td3vfvn2JjY2tVRYbG4u/vz8ymYzAwEDUajU5OTn4+fnVehg69VdraDQalEqlscMQmuDoaUXgg93x7G1v7FAEQejkRPukhuhgEQRBEAQD02prntuVaBuuKAhCp7Jp0yZ8fHwwNzcnKCiIuLg4Y4ekt2DBAh577DGuXr3KqlWrGixrSGVlJWFhYQwcOBATExOmT59ebz2lUslrr72Gt7c3ZmZm+Pj4sG3bNkO/HaGD2bvr1mPITEo0ciSCcPdbunQpn3zyCdu3byc5OZlnn32WsrIy5s2b1+h+Y8eOZcyYMcyYMYPDhw+TlpbGwYMHiY6OBmDZsmXExMSwatUqUlNT2b59Ox999BHh4eGAbk2WOXPmMHfuXPbs2UNaWhpxcXG8/fbbHDhg2M7VpKQkEhISyM/Pp6ioiISEhFoDxzZt2sR//vMfLly4wIULF/j000957733+OMf/2jQOIS2qdZUc6nwEin5KcYORRCEBoj2Sddon4gUYfWQINYnEARBEFpPq9Xon3fP0V1q/3LoL6QWpLJu7DqGuw1HVVlN/o0ytBpw97U1VqiCIPxu9+7dLF26lC1bthAUFMTGjRsJCQkhJSVFvwCwsZSWlpKTk0NISIh+4eL6yhqjVquxsLBg8eLFREVFNVhv5syZZGdn8+mnn+Ln58eNGzfQaDQN1he6hm79BgJw48J5qlRK5KZmRo5IEO5es2bNIjc3l4iICLKysggICCA6OrrOwvf1iYqKIjw8nNmzZ1NWVoafnx9r164FYMiQIXz55ZdERESwatUq3N3deeuttwgLC9PvHxkZyerVq1m2bBnXrl3DycmJkSNHMmXKFIO+x8mTJ5Oenq5/HRgYCID291FGGo2G5cuXk5aWhomJCb6+vrzzzjssWLDAoHEIbVOoLGT6N9ORIOG3p37Tl1eUqLianI+FtSnd+joYMUJBuLeJ9olOV2ifiBksgiAYlFarpVxV3eEPrbb1swQKCgqYO3cu9vb2WFpaEhoayoULF/Tb09PTeeSRR7C3t0ehUNC/f3++++47/b5z5szB2dkZCwsLevXqRWRkZKvi+OGHHxgxYgRmZma4u7vzyiuvUF1drd/+9ddfM3DgQCwsLHB0dGTixImUlZUBcPToUUaMGIFCocDOzo7g4OBajR7BeJRa3fT6QmUhNytvUlldCUDGuXyi3okn9usLje0uCHcFjUrd4ENbpWlBXXWz6rbGhg0bmD9/PvPmzaNfv35s2bIFS0vLZo2OKiwsZMGCBbi6umJubs6AAQPYv3+/fntUVBT9+/fXj7hav359rf2VSiXh4eF4enqiUCgICgri6NGjgO7z3dpalwd9/PjxSCSSBssao1Ao2Lx5M/Pnz28wVUx0dDQ//PAD3333HRMnTsTHx4dRo0YRHBzc5M9AaD8mWt3gL/NW/m0D2Ll5YGXvgLq6mhupYqSyILS3RYsWkZ6ejlKp5NSpUwQFBTVrPwcHB7Zt20ZeXh4VFRUkJiby8MMP67fPmDGDc+fOoVKpSE9P189euUUul/Pmm2+SlpaGSqXi+vXr7Nmzh4EDdZ2sdnZ2aLVaxo0bp9+nvrKmXLlyBa1WW+dxywsvvMDZs2cpKyujqKiIM2fO8OyzzyKViltQnYmJRDcQTIsWtabmGpN84gaHtyXx2/+uGis0QegQHdlGaQ3RPuk67RMxg0UQBIOqqFLTL+K/HX7epLdCsDRt3UdaWFgYFy5c4Ntvv8XGxoaXX36ZyZMnk5SUhFwu5/nnn0elUnHs2DEUCgVJSUn6hSJXrFhBUlISBw8exMnJiYsXL1JRUf+aG425du0akydPJiwsjM8++4zz588zf/58zM3NWblyJTdu3GD27Nm8++67/OEPf6CkpITjx4+j1Wqprq5m+vTpzJ8/n3//+9+oVCri4uKQSMRsPGOxtbIkK2EoaMGcYgDkUjmgm4oPYOuiW3ulKLflfy+C0NVcjzjR4Dbz3vY4zRugf31j1U91GjS3mPawxWXBIP3rrHfi0JRV16nntfb+FsWnUqmIj49n+fLl+jKpVMrEiRM5efJko/tqNBpCQ0MpKSlhx44d+Pr6kpSUpF9gOD4+npkzZ7Jy5UpmzZrFiRMneO6553B0dNSPOl60aBFJSUns2rULDw8P9u7dy6RJk0hMTGT06NGkpKTQu3dvoqKiGD16NA4ODvWWtdW3337LsGHDePfdd/n8889RKBRMnTqVVatWtXnxZaH1Cq70ILfQHWWuaauPIZFI8Oo3kPOxP3A1KZHuAwY1vZMgCIJwVzOR1rSfq7XVyNB9d+nW14GTey9xLbUQtVqDTCY6xoS7U0e2UUT7pHW6SvtEdLDcJsgtiJeGv4Svra+xQxEEoYPc6liJjY1l9OjRAOzcuZNu3bqxb98+Hn/8cTIyMpgxY4Z+5FfPnj31+2dkZBAYGMiwYcMA8PHxaVUcH3/8Md26deOjjz5CIpHQp08frl+/zssvv0xERAQ3btygurqaRx99FG9vbwB9PLdyH0+ZMgVfX93nV9++fVsVh2AY7g4OxOzTLXRvJ9WlYZFJdV9m1Frd6BVbZ92XgcrSKpQV1ZhZiEuyIBhLXl4earW6TvoWV1dXzp8/3+i+R44cIS4ujuTkZPz9/YHa14kNGzYwYcIEVqxYAehy5CclJbFu3TrCwsLIyMggMjKSjIwM/VT68PBwoqOjiYyMZM2aNfoUAA4ODvrRXfWVtdXly5f58ccfMTc3Z+/eveTl5fHcc89x8+bNVs/OFNru+lVrqkp9MS26RlsSe3Xrr+tgEeuwCIJx7Ny5s8EUWd7e3pw7d66DI6pfaGgox48fr3fbq6++yquvvtrBEQntpVYHi6YaM5nuKuPkZYW5lZzK0iqy04rx8LMzUoSCcO8S7ROdrtI+EXdzbtPfqT/9nfobOwxB6NIs5DKS3goxynlbIzk5GRMTk1rT9h0dHenduzfJyckALF68mGeffZZDhw4xceJEZsyYwaBButEJzz77LDNmzODMmTM89NBDTJ8+Xd9R09I4Ro0aVWvWSXBwMKWlpWRmZjJ48GAmTJjAwIEDCQkJ4aGHHuKxxx7D3t4eBwcHwsLCCAkJ4cEHH2TixInMnDkTd3f3Vv1MBAOrUgE1DZhbM1hMzU2wtDGlvFjFzWulouEi3NU83mr4c/HO2XbuK0Y2Urf2a7eXR7QpLkNISEjAy8tL33i5U3JyMtOmTatVFhwczMaNG1Gr1SQmJqJWq+vsr1QqcXR0bLe466PRaJBIJOzcuRNbW93aUBs2bOCxxx7j448/7lSjxO4lGlNz3b/ytq2bItZhEQTjmjp1aoOpwuRyeQdH07CtW7c2OCPfEKORhc7j1gAwqGmjAEikErz62HPxdA6ZyfminSLcte7WNopon3Q80cEiCIJBSSSSVqfq6qz+/Oc/ExISwoEDBzh06BBvv/0269ev54UXXiA0NJT09HS+++47Dh8+zIQJE3j++ed57733DBqDTCbj8OHDnDhxgkOHDvHhhx/y2muvcerUKXr06EFkZCSLFy8mOjqa3bt38/rrr3P48GFGjmz4S4DQfqr9huPmsQ+tFsozi4CaHMdVmip9PY9edlyMzyHj3E3RcBHualLT5neCt1fdxjg5OSGTycjOzq5Vnp2d3eToq7Z+qS8tLUUmkxEfH6+ftn/LrXSUHcXd3R1PT0994wV0MyK1Wi2ZmZn06tWrQ+MRdBxNSii3UqEtUSKVtf5v3s7Ng8DQR3DrKX6PgmAM1tbW+vz0nZmnp6exQxA6yK32CdRuowB06+PAxdM5ZCTlM+KRnnfuKgh3hc7cRhHtE52u0j4RiRRvk1WWxS85v5BeLBaGFoR7Rd++famurubUqVP6sps3b5KSkkK/fv30Zd26dWPhwoXs2bOHZcuW8cknn+i3OTs789RTT7Fjxw42btzIv/71r1bFcfLkyVqLQ8bGxmJtbY2Xlxeg67wKDg7mzTff5JdffsHU1JS9e/fq6wcGBrJ8+XJOnDjBgAED+OKLL1och2AYly+cxe2ReNynJFAh1Y0Gu3MGC+jyGwNcjM+p9bsXBKFjmZqaMnToUGJiYvRlGo2GmJgYRo0a1ei+gwYNIjMzk9TU1Hq39+3bl9jY2FplsbGx+Pv7I5PJCAwMRK1Wk5OTg5+fX62HoabWN1dwcDDXr1+ntLRUX5aamopUKtVfi4SO5z0klcAhB/F0VfK3L75p9XEkEgnjwxbQb8x4MXtFEARBQCKR6DtZbm+jAHj1tQcgO62YsiJlh8cmCPc60T7R6SrtE9HBcpv9l/cz9+BctiZuNXYogiB0kF69ejFt2jTmz5/Pjz/+yK+//sof//hHPD099VMmlyxZwn//+1/S0tI4c+YM33//vX6Nk4iICL755hsuXrzIuXPn2L9/f6vWP3nuuee4evUqL7zwAufPn+ebb77hjTfeYOnSpUilUk6dOsWaNWs4ffo0GRkZ7Nmzh9zcXPr27UtaWhrLly/n5MmTpKenc+jQIS5cuCDWYTGi20cYV5rqOk6623Snr0NfbMxs9Nv8hrkgN5NRlFPB9QuFHR2mIAi3Wbp0KZ988gnbt28nOTmZZ599lrKyMubNm9fofmPHjmXMmDHMmDGDw4cPk5aWxsGDB4mOjgZg2bJlxMTEsGrVKlJTU9m+fTsfffQR4eHhgC7n8Zw5c5g7dy579uwhLS2NuLg43n77bQ4cOGDQ95iUlERCQoJ+7a6EhAQSEhL025988kkcHR2ZN28eSUlJHDt2jBdffJGnn36600y/v5epRctNEARBMLC5/efy9ICnsTCpfZ23cbTAqZsVSHSdLIIgdDzRPuk67ZO7K4+PIAhCK0RGRvLXv/6VKVOmoFKpGDNmDN99950+F7Jareb5558nMzMTGxsbJk2axPvvvw/oRhUsX76cK1euYGFhwf3338+uXbtaHIOnpyffffcdL774IoMHD8bBwYFnnnmG119/HQAbGxuOHTvGxo0bKS4uxtvbm/Xr1xMaGkp2djbnz59n+/bt3Lx5E3d3d55//vkGF9EU2p825yr8vgROjpMuh/UrI16pU8/U3ISQ+QNQ2Jni6NGxU20FQaht1qxZ5ObmEhERQVZWFgEBAURHR9dZWLI+UVFRhIeHM3v2bMrKyvDz82Pt2rUADBkyhC+//JKIiAhWrVqFu7s7b731FmFhYfr9IyMjWb16NcuWLePatWs4OTkxcuRIpkyZYtD3OHnyZNLTa2ZqBwYGAuhn0FlZWXH48GFeeOEFhg0bhqOjIzNnzmT16tUGjUNomUppNeZAuRzSfjlNj8BhrT6WVqslJ+0SV8/9xuCQh8VMFkEQhHvc34b+rcFtE57qh8LWFAtr0w6MSBCEW0T7pOu0TyTauywnSXFxMba2thQVFWFjY9P0DrfZmriVD858wHS/6awKXtVOEQrC3aOyspK0tDR69OiBubm5scMRmqmx31tbPkPvRq39eRzfug5Vzy2gkRH1vQUf//3XJvcpyq3A2sEMqUwMURa6JnFNuDeJa0rztOVn8XVUMPb2WZxPvo/KYzdZtnt/q+PQarX869mnKC3I5/EVa+g+YFCrjyUI7UlcU+494nrSPMb4WWg0WqRSSdMVBaETEteTe48xrifiLo4gCIIgGJiGmrELNmVNj2Moya9kx4qTfLnmdHuGJQiCINzjJBIJXv0GAnA16TcjRyMIgiAYW6mqlMuFl8kqy6p3e/6NMr544ydS4+rfLgiCIIgOlnpJED3zgiC0zZo1a7Cysqr3ERoaauzwhPam1eifeufosnH+48w/CI0K5d/n/12n+sXTOQDcvFZKZWlVx8QoCEKz7Ny5s8HP8/79+xs7PL3Q0NAG41yzZo2xwxM6kW79f+9gOZdo5EgEQTCGffv24efnh0wmY8mSJQ2WCfeGf/32L6Z9M43Pkj6rd/uhT89RlFvB/z4738GRCYLQENE+6XzEGiyCIAjtYOHChcycObPebZ1pIS6h/SmxB6BQWUhmaSaFysI6dQZP8OLEnosAfPHmTzy97v6ODFEQhEZMnTqVoKCgerfdWqurM9i6dSsVFRX1bnNwcOjgaARDkml1g7/MVBoqDXC8br/PYMm6mEKVSinWYRGEdrBp0ybWrVtHVlYWgwcP5sMPP2TEiBHGDguABQsWMG/ePBYvXoy1tXWDZQ2prKxk4cKFxMfHk5yczJQpU9i3b1+D9WNjYxk7diwDBgyotXCx0Dk4mOu+I+RX5te7ffQffPnPh7+irtagLK/CzLLzfPcRhHuVaJ90PqKDRRAEoR04ODjcdRcMofmsLSzJOxuIVivBTFsMgFyq+6KTV55Xp/7t665UlIgZLILQmVhbWzd5s6kz8PT0NHYIQjspvupNQYkzqjzDNN3s3DywtLWjvKiQ7IsX8Oo3wCDHFQRBZ/fu3SxdupQtW7YQFBTExo0bCQkJISUlBRcXF6PGVlpaSk5ODiEhIXh4eDRY1hi1Wo2FhQWLFy8mKiqq0bqFhYXMnTuXCRMmkJ2dbZD3IBiWnbkdQL2DwAC8+tjrn9+4VITPQKcOiEoQhMaI9knnI1KE3WaY6zAWBy5mQvcJxg5FEARB6MI8nJxJjK3k7IkKzCS6RdV62vYEIL0kvd59Zrw0VP+8IKus/YMUBEEQuoTMK7ZkpA+msNAwHSwSiQSvPrr0EZnnzxnkmILQUaqU6gYf1VXq5tdVNa9ua2zYsIH58+czb948+vXrx5YtW7C0tGTbtm1N7ltYWMiCBQtwdXXF3NycAQMGsH//fv32qKgo+vfvj5mZGT4+Pqxfv77W/kqlkvDwcDw9PVEoFAQFBXH06FEAjh49qr8hN378eCQSSYNljVEoFGzevJn58+fj5ubWaN2FCxfy5JNPMmrUqCbfu2Actqa2ABQri+vdLpVJ6TNS93vOTCnosLgEQRC6EjGD5TYBLgEEuAQYOwxBEAThbqJSAeBr5wvA9dLr9VZz62mrf55/vQx7N0X7xyYIgiB0ehq5LoWX1sTUYMf07Nuf1FOxXE9NNtgxBaEj/OuvPzS4zXuAI1MWDda/3vbicapVmnrrevSy4w/Lhuhff/baiXrXwXt+y/gWxadSqYiPj2f58uX6MqlUysSJEzl58mSj+2o0GkJDQykpKWHHjh34+vqSlJSETCYDID4+npkzZ7Jy5UpmzZrFiRMneO6553B0dCQsLAyARYsWkZSUxK5du/Dw8GDv3r1MmjSJxMRERo8eTUpKCr179yYqKorRo0fj4OBQb5khREZGcvnyZXbs2MHq1asNckzB8G7NYClSFjVYp3t/R87/lMXlX3K577FeHRSZIAhC1yE6WARBEATBwNR+Q3B03gNAdZZuNJizpTPQcH5jgCdWjODm9VJ8hxg3fYQgCILQediZlFFhqUVSVIWJ3DCdLP5BwTh798DNz98gxxMEQScvLw+1Wo2rq2utcldXV86fb3yR8CNHjhAXF0dycjL+/rr/mz179tRv37BhAxMmTGDFihUA+Pv7k5SUxLp16wgLCyMjI4PIyEgyMjL0qb7Cw8OJjo4mMjKSNWvW6FOUOTg46Gef1FfWVhcuXOCVV17h+PHjmJiI206d2a01WHIrctFqtUgkkjp1uvXV1Sm5WUlFiQoLa8N1+AuCINwNxJXuNnkVeeRV5GFraou7lbuxwxEEQRC6qMupZ+n26BnQyDj7Ly+gZvp9WVUZVZoq/Zost3P0tMLW2YKk2Ov4DHTC0kY0XgRBEO51PYemYO6YSfbpYGa+u9sgx7RycMTKwdEgxxKEjvSXD8Y2uE1yRwL0p9fd33DdO+4hz/376LaEZRAJCQl4eXnpO1fulJyczLRp02qVBQcHs3HjRtRqNYmJiajV6jr7K5VKHB077v+7Wq3mySef5M0332zwvQidh4eVBzKJjIrqCnLKc3BVuNapY24lZ9Sjvpzcc4kf/p3CpL8MNEKkgiAInZfoYLnN3gt7+ccv/+DRXo/y5ug3jR2OIAiC0EVJfk/lAKA01QJgbWpNH4c+2JraoqxWIjet28EC8L/PkrlwOgfXHjY89vKwDolXEARB6PzUUjCR13/tEIR7hdxM1nSldq7bGCcnJ2QyWZ0F3bOzs5ucHWJhYdGmc5eWliKTyYiPj9enFbvFysqqTcduiZKSEk6fPs0vv/zCokWLAF36M61Wi4mJCYcOHWL8+JalXhPaj1wqZ27/udiY2mAqa3hwV7c+DpzkEpfO5IpZLIIgCHcQi9wLgiAIdzWlUklAQAASiYSEhIQOOac2v6ZRnetQAYBMKuOrR75ia8hWrEwbbuReOJ0DQHZaMVqNtn0DFQShy9i3bx9+fn7IZDKWLFnSYJnQfoxxPQFQSnULbVfItVxJiDfYcW9mXuV/kf/k2Bf/Z7BjCsK9ztTUlKFDhxITE6Mv02g0xMTENLnQ+6BBg8jMzCQ1NbXe7X379iU2NrZWWWxsLP7+/shkMgIDA1Gr1eTk5ODn51frYajUX81hY2NDYmIiCQkJ+sfChQvp3bs3CQkJBAUFdVgsnZmxrin1WTp0KX8e+Gfsze0brOPUrab9cumX3I4ISxCETk60T2qIDhZBEIRO4KuvvqJPnz6Ym5szcOBAvvvuO2OHdNd46aWX9HmoO4q2vFj/vMKqvEX7Tl0SoH+ek1FiqJAEQWiGTZs24ePjg7m5OUFBQcTFxRk7JL0FCxbw2GOPcfXqVVatWtVgWUMqKysJCwtj4MCBmJiYMH369Dp1wsLCkEgkdR79+/dvj7fU5RjjegKgQdfZXmUiJertNwx23IriIn6J/g/njh5BqxUd+oJgKEuXLuWTTz5h+/btJCcn8+yzz1JWVsa8efMa3W/s2LGMGTOGGTNmcPjwYdLS0jh48CDR0dEALFu2jJiYGFatWkVqairbt2/no48+Ijw8HNCtyTJnzhzmzp3Lnj17SEtLIy4ujrfffpsDBw4Y9D0mJSWRkJBAfn4+RUVF+o4UAKlUyoABA2o9XFxcMDc3Z8CAASgUCoPG0lUZ65rSWhKJhJHTdWsCpcZlGTkaQbh3iPZJ12ifiA4WQRAEIztx4gSzZ8/mmWee4ZdffmH69OlMnz6ds2fPGju0Lu/gwYMcOnSI9957r0PPq6XmRpWioqa8rKqMc3nnOJ/f8CKn3fo46J8n/Xi9XeITBKGu3bt3s3TpUt544w3OnDnD4MGDCQkJIScnx9ihUVpaSk5ODiEhIXh4eGBtbV1vWWPUajUWFhYsXryYiRMn1lvngw8+4MaNG/rH1atXcXBw4PHHH2+Pt9WlGOt60p7c/PyRmZhQXlRIYZa43giCocyaNYv33nuPiIgIAgICSEhIIDo6us7C9/WJiopi+PDhzJ49m379+vHSSy+hVutmsQ0ZMoQvv/ySXbt2MWDAACIiInjrrbcICwvT7x8ZGcncuXNZtmwZvXv3Zvr06fz88890797doO9x8uTJBAYG8p///IejR48SGBhIYGCgQc9xN+ts15QqdRWXCi+RmJvYaL3eQW5IpRJuXCwi63JRB0UnCPcu0T7pOu0T0cFSDwmSpisJgtCljRs3jhdeeIElS5Zgb2+Pq6srn3zyiX50mbW1NX5+fhw8eBCAgoIC5syZg7OzMxYWFvTq1YvIyEj98a5evcrMmTOxs7PDwcGBadOmceXKlWbF8sEHHzBp0iRefPFF+vbty6pVqxgyZAgfffRRe7z1e0Z2djbz58/n888/x9LSsln7KJVKiouLaz1aQ6vW6J/7ZNfkwN5/aT9PHHiCTb9sanT/7v11C5HauzUvbkEQ2m7Dhg3Mnz+fefPm0a9fP7Zs2YKlpSXbtm1rct/CwkIWLFiAq6urfoTu/v379dujoqLo378/ZmZm+Pj4sH79+lr7K5VKwsPD8fT0RKFQEBQUxNGjRwE4evSovnEyfvx4JBJJg2WNUSgUbN68mfnz5zeYKsbW1hY3Nzf94/Tp0xQUFDQ56vpuZ8zrSXsyMTXF1Ve3AHXm+XNGjkYQ7i6LFi0iPT0dpVLJqVOnmp0Wy8HBgW3btpGXl0dFRQWJiYk8/PDD+u0zZszg3LlzqFQq0tPT9bNXbpHL5bz55pukpaWhUqm4fv06e/bsYeBA3aLkdnZ2aLVaxo0bp9+nvrKmXLlyBa1WW+fRkJUrVxo9DVZn0dJrSkdcT37O+pnp30xn+Y/LG61nZW+O/0jdd4jju1PRiHTGgtCuRPuk67RPRAeLIAjtQ1XW8KOqsgV1K5qu20rbt2/HycmJuLg4XnjhBZ599lkef/xxRo8ezZkzZ3jooYf405/+RHl5OStWrCApKYmDBw+SnJzM5s2bcXJyAqCqqoqQkBCsra05fvw4sbGxWFlZMWnSJFQqVZNxnDx5sk5vfUhICCdPnmz1e7vXabVawsLCWLhwIcOGNX+h+LfffhtbW1v9o1u3bm2ORYmd/nk3G93xMkoyGt1nyqJBPL9lPAETDTvaUBCMRaVSNfioqqoyeN3WxBcfH1/rs1gqlTJx4sQmP4s1Gg2hoaHExsayY8cOkpKSWLt2rX6B4fj4eGbOnMkTTzxBYmIiK1euZMWKFfzf//2f/hiLFi3i5MmT7Nq1i99++43HH3+cSZMmceHCBUaPHk1KSgqgawjduHGjwTJD+/TTT5k4cSLe3t4GP3ZX0RmuJzKtbvCXaZWmiZot59WnHwDXkpMMfmxBEAShttZcU9qjfXKn/k79kSAhvTidvIq8RuuOnNYTU3MZOeklYra90OV1ZBulNbGJ9kldnbV9YmLsAARBuEutaSSfbK+HYM5XNa/X+UFVA+tUeN8H827LGbxxIJTfrF1nZeumJw8ePJjXX38dgOXLl7N27VqcnJyYP38+ABEREWzevJnffvuNjIwMAgMD9V+EfXx89MfZvXs3Go2GrVu3IpHoboJERkZiZ2fH0aNHeeihhxqNIysrq07KAFdXV7KyRG7bO73yyiu88847jdZJTk7m0KFDlJSUsHx546Ow7rR8+XKWLl2qf11cXNyqRozCwoKi84NBK8FMW7OOSndrXYfJ1ZKrqDVqZFJZvfvf+jsShLvFmjVrGtzWq1cv5syZo3+9bt26Oo2UW7y9vWuNVtq4cSPl5XWvHytXrmxRfHl5eajV6no/i8+fbzilH8CRI0eIi4sjOTkZf3/dbICePXvqt2/YsIEJEyawYsUKQJcjPykpiXXr1hEWFkZGRgaRkZFkZGToc7GHh4cTHR1NZGQka9aswcXFBdCNbL41uqu+MkO6fv06Bw8e5IsvvjD4sTuDrnI9ASi95kVxmT3VNw3fdPPs2x+++ZprYgaLILS7nTt3smDBgnq3eXt7c+5c5/h/GBoayvHjx+vd9uqrr/Lqq692cESdX3teUwx5PWmIrZkt3jbeXCm+wuXCyzhZODVYV2FrRtA0X3IzivENdDZoHILQ0TqyjSLaJ23XmdsnooPlNgEuAcwfOJ/+jp1roRxBENrHoEGD9M9lMhmOjo766fOA/kKWk5PDs88+y4wZM/QzW6ZPn67vjf/111+5ePFinfySlZWVXLp0qQPeyb1j2bJltfJM16dnz57873//4+TJk5iZmdXaNmzYMObMmcP27dvr3dfMzKzOPq3RzdmVY/t1o1QcTWqm/rsr3LEwsaCiuoJLRZfwt/dv9Djqag1nj12jZ4Az1g7mbY5LEATDS0hIwMvLS994uVNycjLTpk2rVRYcHMzGjRtRq9UkJiaiVqvr7K9UKnF0dGy3uJuyfft27Ozs6l1s8m7QVa4nABmXHaiy74Np/jUMc8QaHv59QSKhMPsGpQX5WNk7NL2TIAitMnXq1AZThcnl8g6OpmFbt26loqKi3m0ODuIzoj7teU0x5PWkMW4KN64UXyGrvOlBfoMe8Kr1WqvVigFigtCJiPZJxxMdLLcZ7jac4W7DjR2GINwdXm1kurDkjlH7L15spO4dmQyXNL7wXkvc2ZCRSCS1ym59Sbw1vTI9PZ3vvvuOw4cPM2HCBJ5//nnee+89SktLGTp0KDt37qxzDmfnpkf1uLm5kZ2dXassOzu7XXr8uzpnZ+dm/Uz/8Y9/sHr1av3r69evExISwu7du5udA9tglEr9U5lUxmDnwfx04ycSchKa7GD5fsd5Un7KIudKMQ8+LTr/ha6rsdGudzbIX3zxxWbXXbJkSZviusXJyQmZTNaqz2ILC4s2nbu0tBSZTEZ8fLx+2v4tVlZWbTp2a2m1WrZt28af/vQnTE1NjRJDe+tK1xOtibzWv4ZkrrDCubsPlWWllOTlig4WQWhH1tbWTS742xl4enoaO4QupytdUxriaqkbXJhV1rIsClqtlv9+chY7V0uGP9wDmYlYiUDoOjpzG0W0T2rr7O0T0cEiCEL7MFUYv66BOTs789RTT/HUU09x//338+KLL/Lee+8xZMgQdu/ejYuLCzY2Ni0+7qhRo4iJial1ET58+DCjRo0yYPT3lu7da69dcutLgK+vL15eXvXtYlBa/0Bs7HRp8DQ3S2tt87Pz46cbP5FR3Pg6LKAbHZbyUxapcdn4BrrQU0zDF7qolnwJbq+6TR1n6NChxMTE6EdEaTQaYmJiWLRoUaP7Dho0iMzMTFJTU+sdJda3b19iY2NrlcXGxuLv749MJiMwMBC1Wk1OTg7333+/Qd5PW/3www9cvHiRZ555xtihGJ2xrycAljIlSrNSpFJ1uxx/1sp3MGvGQsuCIAhC23SGa0pD3K3cAbhRdqNF+924WMilM7kAXEm8ycSwfjh5GecGrCC0VGduo4j2SW2dvX0iupZvU1hZyJWiK00u6iUIwr0nIiKCb775hosXL3Lu3Dn2799P3759AZgzZw5OTk5MmzaN48ePk5aWxtGjR1m8eDGZmZlNHvuvf/0r0dHRrF+/nvPnz7Ny5UpOnz7d5EVT6LwuJCfSc1YCPR8/S4m09oJ2Xta6xtP1sqYXhXTxtiFgoi7H8pHtSVy/UGjwWAVB0Fm6dCmffPIJ27dvJzk5mWeffZaysrJa+ZTrM3bsWMaMGcOMGTM4fPgwaWlpHDx4kOjoaECXNiQmJoZVq1aRmprK9u3b+eijjwgPDwd0OY/nzJnD3Llz2bNnD2lpacTFxfH2229z4MCBxk7dYklJSSQkJJCfn09RUREJCQkkJCTUqffpp58SFBTEgAEDDHp+oXV6D09mRNBe3D1KsXc3/Mhy0bkiCIIgeCh06yy0tIPFo5c9IfMHYK6QczOzlKh3TpOZUtAeIQrCPUe0T2p09vaJmMFym90pu/ko4SNm9JrBytErjR2OIAidiKmpKcuXL+fKlStYWFhw//33s2vXLgAsLS05duwYL7/8Mo8++iglJSV4enoyYcKEZs1oGT16NF988QWvv/46r776Kr169WLfvn2d9sLRFfn4+KDVajvsfJLbptEqTWufd4TbCF4Z8Qq97Xs361gj/+BL7tVSrqUU8O0HCYz6gy+DHvBCIhV5jgXBkGbNmkVubi4RERFkZWUREBBAdHR0nYUl6xMVFUV4eDizZ8+mrKwMPz8/1q5dC8CQIUP48ssviYiIYNWqVbi7u/PWW2/VytUeGRnJ6tWrWbZsGdeuXcPJyYmRI0cyZcoUg77HyZMnk56ern8dGBgIUOvzsaioiKioKD744AODnvtu0dHXkzu1Z2eIVqNBixapVNZ0ZUEQBKHNjH1Nud1gl8EsGbKkyRTG9fEb6oJHLzuORJ7janIBBz7+jfsf70XfYHexNosgtIFon+h0hfaJRNtZPs0NpLi4GFtbW4qKilqcquefv/5TdLAIQgtUVlaSlpZGjx49MDcXC3B3FY393tryGXo3au3P4/iuf6JyeRc0Jvz3W3ve/cdPbYqjWqXm0KfnSPtVN8Ny0Hgv7p/Z8saPILQncU24N4lrSvO05WexJ+o+bO1vcDlxNMUnC1m26z8Gj+/Ip5tJif2ByS+E0yNwmMGPLwgtJa4p9x5xPWmezvyzqK5Sc2DTb2Se181gGTjWkzGzmzeoTBDai7ie3HuMcT0RKcIEQRAEwcC0ZcX655WW5W0+nompjNCFAxnzhD9mlib0C/Zo8zEFQRCErkGDbjycykQK7TQ2rqqygsqyUq5fON8uxxcEQRC6hlJVKUXKolbtayKX8cjiAEbP8ENuJqP3KN26LlcS86hStc86YoIgCJ2B6GARBEFoZ1ZWVg0+jh8/buzwhHagpeYGmIWq7vazeWeJvhLdosaLRCJh4Dgv5q4ZjaNnzcKRqT9nUVakbFO8giA0bOfOnQ1+hvfv39/Y4emFhoY2GOeaNWuMHZ7Qybn36gPA9VTRwSIId7t9+/bh5+eHTCZjyZIlDZYJ95534t5h1L9HsTtld6uPIZVKCHywO3PXjMbVRzc6PP3sTf61+Ae+2fiLoUIVhHuaaJ90PmINlnqIHJGCIBhSfQt03eLpafjFagXj06prRmj1yKo72vjlYy+TUZJBZEgkw9xalorF1Lzm0p2TXsyRyGRMzWWM/1NfegY6tz5oQRDqNXXqVIKCgurdJpfLOziahm3dupWKiop6tzk4OHRwNEJX4+Gv62DJupiCRqMW67AIQhtt2rSJdevWkZWVxeDBg/nwww8ZMWKEscMCYMGCBcybN4/FixdjbW3dYFlDKisrWbhwIfHx8SQnJzNlyhT27dtXq87Ro0d54IEH6ux748YN3NzcDPZeBMNyttS1JS4WXGzzscwVuu9I1So1JnLd2O7M8wXEfn2B4Md6tfn4gnAvE+2TzqdTdrC8//77bN26Fa1Wy8SJE/nggw9Ep4cgCF2Wn5+fsUMQjEhtXneyqJvCjYySDG6U3WjTsU3kMpy8rMjNKOHgPxMBmLYkAK8+d9eXFUEwJmtr6yZvNnUGosP+7iVF1w4yrdZQ2U7ncOrmjdzMHFVFBfmZV3Hq7tNOZxKEu9/u3btZunQpW7ZsISgoiI0bNxISEkJKSgouLi5Gja20tJScnBxCQkLw8PBosKwxarUaCwsLFi9eTFRUVKN1U1JSauW4N/b7FxrnZ6drt14ovGCwY5qYyug/xpOEI1cBSDhyFZ9BTnj62xvsHIJwrxHtk86n06UIy83N5aOPPiI+Pp7ExETi4+P56ae2LQ4sCIIgCB3J0swSLg6ES/1w0VjV2e5ppfuikVGS0abzOHgomPHyUAIe7K4v+2ZjAoXZbV/3RRAEQegcKq57cv26P9U3TZi1cm27nEMqk+Hm5w8g1mEROrWqysoGH9UqVbPrVqmUzarbGhs2bGD+/PnMmzePfv36sWXLFiwtLdm2bVuT+xYWFrJgwQJcXV0xNzdnwIAB7N+/X789KiqK/v37Y2Zmho+PD+vXr6+1v1KpJDw8HE9PTxQKBUFBQRw9ehTQzSq5dUNu/PjxSCSSBssao1Ao2Lx5M/Pnz29yNoqLiwtubm76h1Ta6W5BCbfpZaebWXKl6ApV6iqDHdfOxZLnNj9AzwDdDJnvPv6NvMxSgx1fEATB2DrlDJbq6moqf/8yU1VV1WGjHAY6DeSPff/IYOfBHXI+QRAE4e7U3c2VnduqARhl3b3O9l72usbLhYK2jw6TyaQEz/BDXaUh8WgmABlJ+di5Wrb52IIgCILxXbnoSJV9X+yup+PVd0C7nce9V2+unvuN66nnGTRhUrudRxDa4h9PPdbgth6Bw3j0lZX61x//ZQ7VyvrXqfPqN4BZb9R0WH6y6GkqSorr1Fu2e3+dssaoVCri4+NZvny5vkwqlTJx4kROnjzZ6L4ajYbQ0FBKSkrYsWMHvr6+JCUlIZPpUvbFx8czc+ZMVq5cyaxZszhx4gTPPfccjo6OhIWFAbBo0SKSkpLYtWsXHh4e7N27l0mTJpGYmMjo0aNJSUmhd+/eREVFMXr0aBwcHOotM5SAgACUSiUDBgxg5cqVBAcHG+zYguG5KdywkltRWlXKleIr+jaLIUgkEh58uh/f/iOBGxeL2Pf+GQImdGfAWE99OjFBEISuqsXDB44dO8YjjzyCh4cHEomkTq5N0OUb9fHxwdzcnKCgIOLi4pp9fGdnZ8LDw+nevTseHh5MnDgRX1/flobZKqM9R/PyiJeZ1EM0KARBEATDUOfl1inztdNd1y4XXTbYecY84c+8d+/DqZsVp79LQ1luuFFngiAIgvFoZboxcRqT9h0b163vALz6DcDFp2e7nkcQ7mZ5eXmo1WpcXV1rlbu6upKVldXovkeOHCEuLo49e/bw4IMP0rNnT6ZMmUJoaCigmxkzYcIEVqxYgb+/P2FhYSxatIh169YBkJGRQWRkJF999RX3338/vr6+hIeHc9999xEZGYmpqal+8KqDgwNubm4NlrWVu7s7W7ZsISoqiqioKLp168a4ceM4c+ZMm48ttB+JRKJPE3axsO3rsNzJxFTGw88Nons/Bzz87Dj17WU+XXbc4OcRBEHoaC3+ll5WVsbgwYN5+umnefTRR+tsb06+0YCAAKqrq+vse+jQISwsLNi/fz9XrlzBwsKC0NBQjh07xpgxY1rx9gRBEASh40l7DsbSchcA1aq6i9z3tNXdvMoozkClVmEqa3tDFsDSxpTHlw9Ho9agqlBz4OPfGPOEP9YO5gY5viAIgtDxzGRqJPJKLDR120+G5BMwFJ+Aoe16DkFoq8Xbv25wm+SO9FPP/WtnwweS1l7jdf5HTafvam8JCQl4eXnh7+9f7/bk5GSmTZtWqyw4OJiNGzeiVqtJTExErVbX2V+pVOLo6Nhucdend+/e9O7dW/969OjRXLp0iffff5/PP/+8Q2MRWsbP3o+E3AQuFFwgtEeowY9vZinnkcUB/PZ9Jmm/5gFw4XQ2vYa5NrGnIAhC59XiDpbQ0FD9CIr63J5vFGDLli0cOHCAbdu28corrwC6Lw4N+eqrr/Dz89NPS3344Yf56aefGuxgUSqVKG+b9ltcXHdab3OVqkopqyrDQm6BjalN0zsIgiAIQj3Op5zF/0+JoDEh9V9yHrhju6ulKwq5grKqMjKKM/Cz9zPYuaVSCVKpjENbz3HltzxKCyoJeqQnXn3tMZHLDHYeQRAEoWP0G3EWc8dMckxEah1BkJs3f9BIe9VtjJOTEzKZjOzs7Frl2dnZTa5XYmFh0aZzl5aWIpPJiI+P16cVu8XKqu6agB1txIgR/Pjjj8YOQ2jCaI/RaLXadk+dP3CcJ8d3pwJw7N+puPrYYOPUtv8DgiAIxmLQFcZu5RudOHFizQmamW/0lm7dunHixAkqKytRq9UcPXq01siHO7399tvY2trqH926dWt1/J8nf87EryeyMX5jq48hCIIgCEh14xckQH49/fUSiYTXgl5j04RNuFu5t0sIwY/1wszShLyrpRz4+Df++cIP7XIeQRA6xr59+/Dz80Mmk7FkyZIGy4S7V1UH9ZFXlpZSmHWjY04mCHcZU1NThg4dSkxMjL5Mo9EQExPDqFGjGt130KBBZGZmkpqaWu/2vn37EhsbW6ssNjYWf39/ZDIZgYGBqNVqcnJy8PPzq/VoqnOnIyQkJODu3j7fewXDedD7QVaOXsnYbmPb9TwSiYS//GMsjl5WVJZV8e0HCZQXq9r1nIIgGJZon9QwaAdLW/KN3jJy5EgmT55MYGAggwYNwtfXl6lTpzZYf/ny5RQVFekfV69ebdN7EARBaC9arZaIiAjc3d2xsLBg4sSJXLjQ9kXOhU6oqGbdlWvO9d8Re8T3EcZ4jUEhV7RLCLbOFkwM69cuxxaEu1Vb1hFsbwsWLOCxxx7j6tWrrFq1qsGyhlRWVhIWFsbAgQMxMTFh+vTp9dbbuXMngwcPxtLSEnd3d55++mlu3rxp6LcjtIBKogZA2QFrACcd/55NzzzBkU8/bv+TCcJdaunSpXzyySds376d5ORknn32WcrKyvRZPhoyduxYxowZw4wZMzh8+DBpaWkcPHiQ6OhoAJYtW0ZMTAyrVq0iNTWV7du389FHHxEeHg6Av78/c+bMYe7cuezZs4e0tDTi4uJ4++23OXDggEHfY1JSEgkJCeTn51NUVERCQkKtTCUbN27km2++4eLFi5w9e5YlS5bwv//9j+eff96gcQhdm9xUxiOLBmPtYE5RbgUHNv2KRq0xdliC0KmI9knXaJ8YtIPFUP7+97+TnJzMuXPn+Mc//oFEImmwrpmZGTY2NrUegiAILaVStf9omXfffZd//OMfbNmyhVOnTqFQKAgJCaGysrLdzy10LG1Zoe5fwERjvEaCzyAnnLrpUkIMf9gHtWiwCEKDbq0j+MYbb3DmzBkGDx5MSEgIOTk5xg6N0tJScnJyCAkJwcPDA2tr63rLGqNWq7GwsGDx4sW1ZpvfLjY2lrlz5/LMM89w7tw5vvrqK+Li4pg/f357vC2hmdQS3VpeKpOG20SG4ujVHYCsi6lojXj9EoSubNasWbz33ntEREQQEBBAQkIC0dHRdQai1icqKorhw4cze/Zs+vXrx0svvYRaretkHTJkCF9++SW7du1iwIABRERE8NZbbxEWFqbfPzIykrlz57Js2TJ69+7N9OnT+fnnn+nevbtB3+OtQbH/+c9/OHr0KIGBgQQGBuq3q1Qqli1bxsCBAxk7diy//vorR44cYcKECQaNQ2gfao2axNxEzuefb/dzKezMmPrXABR2ZgRM7I5U1ilvUwqCUYj2Sddpnxj0k6st+UYFQRA60rhx41i0aBFLlizBycmJkJAQzp49S2hoKFZWVri6uvKnP/2JvLw8/T4lJSXMmTMHhUKBu7s777//PuPGjWvWtEetVsvGjRt5/fXXmTZtGoMGDeKzzz7j+vXr7Nu3r/3eqGAUWmoWtjeraqCOVsuxzGO8E/cOparSdotl1msjeH7LePqMdmfPu/Gk/CTSvghCfW5fR7Bfv35s2bIFS0tLtm1reuHjwsJCFixYgKurK+bm5gwYMID9+/frt0dFRdG/f3/MzMzw8fFh/fr1tfZXKpWEh4fj6emJQqEgKCiIo0ePAnD06FF942T8+PFIJJIGyxqjUCjYvHkz8+fPb/B7+cmTJ/Hx8WHx4sX06NGD++67jwULFnSqkXL3IplW17Ei1WibqNl2zt19MDEzQ1leRv71zHY/nyDcrRYtWkR6ejpKpZJTp04RFBTUrP0cHBzYtm0beXl5VFRUkJiYyMMPP6zfPmPGDM6dO4dKpSI9PV0/e+UWuVzOm2++SVpaGiqViuvXr7Nnzx4GDhwIgJ2dHVqtlnHjxun3qa+sKVeuXEGr1dZ53PLSSy9x8eJFKioquHnzJt9//z0PPHDnqoRCZ/Xp2U958rsn2XhmY4ecz87Vkj++NZJew8VC94JwO9E+6TrtE4N2sLQl32hnIqH9R4cJwt2uvKq8wYdSrWx23crqyibrttb27dsxNTUlNjaWtWvXMn78eAIDAzl9+jTR0dFkZ2czc+ZMff2lS5cSGxvLt99+y+HDhzl+/Dhnzpxp1rnS0tLIysqq1Stva2tLUFBQs9eoEroOze8jDQF6ZNV/Q0wikbA2bi07kndwOvt0u8d04edsctJLOLozhZz04nY/nyDcTq0ub+ShbEHdymbVbam2rCOo0WgIDQ0lNjaWHTt2kJSUxNq1a/ULDMfHxzNz5kyeeOIJEhMTWblyJStWrOD//u//9MdYtGgRJ0+eZNeuXfz22288/vjjTJo0iQsXLjB69GhSUlIAXUPoxo0bDZa11ahRo7h69SrfffcdWq2W7Oxsvv76ayZPntzmYwutZ6vWLb5trm6iogFIZTLcfHsBcPH0qfY/oSAIgtDpTPKZBEDstViyypqX7r+tTExr0iqX5FcS/a+zVJY1MFJNEAykI9soLSXaJzpdpX1i0tIdSktLuXjxov51WloaCQkJODg40L17d5YuXcpTTz3FsGHDGDFiBBs3bmxWvlFBEO4uQV80PErrfs/7+XhiTW7vcV+Oo6K6ot66w1yHETkpUv96UtQkCpQFteokPpXYqhh79erFu+++C8Dq1asJDAxkzZo1+u3btm2jW7dupKam4u7uzvbt2/niiy/0U9sjIyPx8PBo1rlurUPVljWqhK5JbdHwqsQj3UdyteQqJ66fYFy3ce0aR+BD3ly/UEjGuXy++/g3Hl8+HIWdWbueUxBuOfrDwAa3OTqOI2Dwp/rXx46PQKOp/5pgZxfE0CFf6F/HnhhLVVV+nXoTxl9qUXyNrSN4/nzj6TGOHDlCXFwcycnJ+Pv7A9CzZ0/99g0bNjBhwgRWrFgB6HLkJyUlsW7dOsLCwsjIyCAyMpKMjAz9NSU8PJzo6GgiIyNZs2YNLi4ugG5k863RXfWVtVVwcDA7d+5k1qxZVFZWUl1dzSOPPMKmTZsMcnyhdaSAGjBXdkAPC+Daw5fMpLNc+vkngqY/3iHnFIR7wc6dO1mwYEG927y9vTl37lwHR1S/0NBQjh8/Xu+2V199lVdffbWDIxI6Wneb7nhaeXKt9BoPfv1gq9vbraHVajm09SxZl4vJyyzh4ecGYe/WPmtWNqS8WEXc/jQCJnbDzsWyQ88tdKyObKOI9knrdJX2SYtnsJw+fbpWfs2lS5cSGBhIREQE0LZ8o4IgCB1p6NCh+ue//vor33//PVZWVvpHnz59ALh06RKXL1+mqqqKESNG6PextbWld+/eHR630PlZmiuQXumPJL0PjpqGv5Tf73k/AN9c/Ibc8tx2jUkqlfDQnwdg72ZJWZGK7zb/RrWqY27WCcLdLCEhAS8vL33j5U7JyckEBwfXKgsODubChQuo1WoSExNRq9X4+/vXugb98MMPXLrUsoZYWyUlJfHXv/6ViIgI4uPjiY6O5sqVKyxcuLBD4xBqq7zmgPRKf4pLqzvkfJ59BwBQfDO3VsofQRDaZurUqfrF4O98fPfdd8YOT2/r1q0NximuB/eOF4e/qH+++/zuDjuvRCJh3B/7YOVgRlFOBV+vPc2VxLymdzSgyJd+5Nyxa+yM+KlDzysIhiLaJx2vxTNYxo0b1+QX7UWLFrFo0aJWB2Us/Rz6MaPXDAJcAowdiiB0eaeebDithExae0T/0ZlHG6wrldTuB46eEd2muG6nUNSMhCktLeWRRx7hnXfeqVPP3d291sy91rjVe5+dnY27u7u+PDs7m4CAgDYdW+h8fNzd2fmpbnHg0TY9Gqw3tttYBjkN4re833g77m02jNvQrnGZWZjw8POD+GrtaXLSS/jfZ8k8+Ex/JBKRGlNoX+PGNjbysfY1Ycz9jeXTrX1NCB79Q+uDuk1b1hG0sLBo07lLS0uRyWTEx8frp+3fYmVl1aZjt9Tbb79NcHAwL76ou6kyaNAgFAoF999/P6tXr651/RI6zrlTurQSGruCJmoahs+gQKQyE8oK8inKzsLOTfzeBcEQrK2tm1zwtzPw9PQ0dghCJzCh+wT988Pph5nVZ1aHndvRw4rHXxlO9L8SuXGxiAMf/8aIKT0YOskbqcygKx3UIQYW3Fs6cxtFtE90ukr7pH0/mbqYsd3GsnL0Sh7xfcTYoQhCl2cpt2zwYSYza3ZdcxPzJusawpAhQzh37hw+Pj74+fnVeigUCnr27IlcLufnn3/W71NUVERqamqzjt+jRw/c3NxqrVFVXFzMqVOnutQaVULLVefmNLhNKpHyyohXAF3D5f/O/l+7x2PrbMmkvwxEKpVw4XQOCYevtvs5G1JaUEn0PxMpLVA2XVno0mQyy0YeZi2oa96sui3VlnUEBw0aRGZmZoPXg759+xIbG1urLDY2Fn9/f2QyGYGBgajVanJycupcfww1tb65ysvLkUprNw9uNarEDQfjk2tNO+Y8ZuaMe+rPPLr8TRQODh1yTkEQBKHz2TVlFwCnsk6RV9Gxs0gsbUyZtiSQfvd7gBbi/pPG3vW/UF6satfzajW1v+8U59WfEkq4O3RkG6WlRPtEp6u0T0QHiyAIAvD888+Tn5/P7Nmz+fnnn7l06RL//e9/mTdvHmq1Gmtra5566ilefPFFvv/+e86dO8czzzyDVCpt1uh/iUTCkiVLWL16Nd9++y2JiYnMnTsXDw8Ppk+f3v5vUOhQMt8BmMhlmMhlaKSNX2oHOg/kj33/CMCG+A2kF6e3e3xeve0Z+2RvHDwU+AcZL4Xn9uUnuPRLLtuXxzZdWRDa2dKlS/nkk0/Yvn07ycnJPPvss81aR3Ds2LGMGTOGGTNmcPjwYdLS0jh48CDR0boZl8uWLSMmJoZVq1aRmprK9u3b+eijjwgPDwd0OY/nzJnD3Llz2bNnD2lpacTFxfH2229z4MABg77HpKQkEhISyM/Pp6ioSJ/y5ZZHHnmEPXv2sHnzZi5fvkxsbCyLFy9mxIgRzV5zTDA8ibkZJnIZFfZ9O+ycgSFT6BEwFLmpWKtLEAThXtXfsT9vjHqDb6Z9g5OFU4efX2YiZdyTvZkY1hdTcxkatQYzRYsT8bSIVlP79cX4hgfLCUJ7E+2TrtM+ad9Ppi5GqVaiVCuRS+VYmLRtOpUgCF2Lh4cHsbGxvPzyyzz00EMolUq8vb2ZNGmSvrd8w4YNLFy4kClTpmBjY8NLL73E1atXMTc3b+LoOi+99BJlZWX85S9/obCwkPvuu4/o6Ohm7y90HUlJZxnw9FkkahNStsoZ20T9l4a/hI2ZDUFuQXjbeHdIjP3u88A/yBUTuazpyoJwD5g1axa5ublERESQlZVFQEBAs9cRjIqKIjw8nNmzZ1NWVoafnx9r164FdDMkv/zySyIiIli1ahXu7u689dZbhIWF6fePjIxk9erVLFu2jGvXruHk5MTIkSOZMmWKQd/j5MmTSU+v6cS9tabirdFfYWFhlJSU8NFHH7Fs2TLs7OwYP358vekzhY4zZHIJaudLZP5qa+xQBEEQhHvMY/6PGfX8EomE3iPdcfezQ6PRIvs9RViVUs211AK8BzgaNN2x5o4R8elnbzIkpGPaZ4JwJ9E+6TrtE4m2M82nMYDi4mJsbW0pKirCxsamRft+nPAxm3/dzKzes3h95OvtFKEg3D0qKytJS0ujR48e92QnQVlZGZ6enqxfv55nnnnG2OE0W2O/t7Z8ht6NWvvzOPZdFFXmLyFRm3B6l5yXPj3bjlEaRtKP1ynKLWfkdN8OW5Nl08L/6Z8/v2V8h5xTaD/3+jXhXiWuKc3Tlp/F0d0P/d7BEsxTf/usnSKs63rqeVJOHqf/2Am4+PTssPMKAohryr1IXE+aR/wsdH765hLxB9Pp3t+B+2f6Y+dqmNThqspqPllyTP9aIpUw751gLKw7Jk2nYHjienLvMcb1RMxgEQRBaKZffvmF8+fPM2LECIqKinjrrbcAmDZtmpEjEzobbclN+P06nunW+S+1RbnlHP0iBa1GS3mRinF/6qMfHdZR1NUaZCYic6kgCEJdunwlJmpNE/UM66eof5OWEE9m0ln+9M4HHXpuQRAEofOITovmaOZRnuj9BAEuAcYOBwCpVIJUJiHjXD7/fusUGrVu7PgjLwyme3/HVh/39iHojp4Kbl4rI/nkDYY8JGaxCILQMHEnQxAEoQXee+89Bg8ezMSJEykrK+P48eM4OTlx/PhxrKysGnwI9xZtSZH+uawFE0WvlV5j5YmVLPl+STtE1TBbZ0se+GMfJFIJ53/K4pv3f6GsqGMXni8rFAvdC53Tzp07G/xs79+/v7HD0wsNDW0wzjVr1hg7PKFNfk+H0sGd0DYuukVMSwtuduh5BUFoX/v27cPPzw+ZTMaSJUsaLBOEW/539X8cuHyAk9dPGjsUvRGP9GR2RBDd+zvoO1cA4vansWnh/9i08H+oq1s+MOH2Re4HjPUC4Nyxa1RXqdsetCAYiGifdD6df1itIAhCJxEYGEh8fHy924YNG1ZrIS7hHndbp4q8qvm7mUhMiLoQhQQJ+ZX5OJg7tENw9es72h0LazmHPz3HjYtF7P77z0ya3x+PXvbtds4Hn+nH4U+TcPG2RmEnFlIWOqepU6cSFBRU7za5XN7B0TRs69atVFRU1LvNwaHjPkuEu8fQyVP59dAByosKKSssQGHXftcDQbjbbNq0iXXr1pGVlcXgwYP58MMPGTFihLHDAmDBggXMmzePxYsXY21t3WBZQyorK1m4cCHx8fEkJyczZcoU9u3bV6eeUqnkrbfeYseOHWRlZeHu7k5ERARPP/10e7wtoR0Ncx3GwbSDnM4+bexQarFztWTKosGkJeRx8J+JAHgPcCQ7rRiAfRvO8PDzgzFXNP/72u0dLP4jXDn1zWWK8yr5fsd5Job167BUyoLQGNE+6XxEB4sgCIIBWFhY4OfnZ+wwhE5Cra4Z4eR7rfmjnVwVusXqtGhZf3o9f7/v7waPrTE+A514fPlwov+VyM1rZezb8AsjHunBsMk92uV8rj42zHhpKEd3nmfrsuM8/e59yM1k7XIuQWgta2vrJm82dQaenp7GDkG4y9i5eeifn/3+MEF/mGnEaASh69i9ezdLly5ly5YtBAUFsXHjRkJCQkhJScHFxcWosZWWlpKTk0NISAgeHh4NljVGrVZjYWHB4sWLiYqKarDezJkzyc7O5tNPP8XPz48bN26g0XRsqkPBMIa5DgMgLiuOnPIcXCyN+3d8O4lEQs9AZ579+AEkEt04t7j/pAGQdbmYnRE/EfhQdwaO82pWO8PU3IQpLwxGq9Fiam7CQ3/uz/5Nv+LcrfN/FxTuHaJ90vmIFGGCIAiC0I7UipaNZRjpPhKAmIyY9ginSXaulsx4aRi9R7qh1YKpRfuNxYjZnkzUu/HcvFZGtVLNjUuF7XYuQRCErkt3Q9JM1bE3JiUSCX2CxwJwPTW5Q88tCA3RqNQNPrRVmhbUVTerbmts2LCB+fPnM2/ePPr168eWLVuwtLRk27ZtTe5bWFjIggULcHV1xdzcnAEDBrB//3799qioKPr374+ZmRk+Pj6sX7++1v5KpZLw8HA8PT1RKBQEBQVx9OhRAI4ePaq/ITd+/HgkEkmDZY1RKBRs3ryZ+fPn4+bmVm+d6OhofvjhB7777jsmTpyIj48Po0aNIjg4uMmfgdD59LCtGWy17+I+4wXSCKlUgkQiQSqV8PyW8Tz28jAcPBRUllVxcu8lPn/9BAVZZVSUqkg+caPBlF8yuRTv/o74DHQCoFtfB/60ahQBE7vrZ6+IdGGCINxJzGARBEEQBAOzNDVDea03Wo0Ue3Vei/Z9Y9QbhO4JpbK6krKqMhRyRTtF2TC5mYyJYf3oM9INT/+alDAl+ZUo7MyQSg00Nf73GfhmliYoy6tJS8ije7/WL0opCIJwN1Jm2WOmMqW0tAU5Jw0kcNIjnI/9gYyzv1GlrERuZt7hMQjC7a5HnGhwm3lve5zmDdC/vrHqpzqdLreY9rDFZcEg/eusd+LQlFXXqee19v4WxadSqYiPj2f58uX6MqlUysSJEzl5svH1KzQaDaGhoZSUlLBjxw58fX1JSkpCJtONuo+Pj2fmzJmsXLmSWbNmceLECZ577jkcHR0JCwsDYNGiRSQlJbFr1y48PDzYu3cvkyZNIjExkdGjR5OSkkLv3r2Jiopi9OjRODg41FvWVt9++y3Dhg3j3Xff5fPPP0ehUDB16lRWrVqFhYVFm48vdCyJRMKMXjOIuhDFxcKLxg6nWVx72DDrteGk/pzNz/vTkJlIsXWxZM+6eLLTivnfZ8mErQ1uVppiK/uaa19FiYrdf/+Z/vd7MCTEG1kHr48mCELnJDpYbtPLvheTe0ymv2PnWRBIEARB6Hp6dPNi51bdl+37PAY1Ubs2L2svPK08uVZ6jfjseMZ4jWmPEJsXS5+aBraqspp9G85QnFepL3t+y/g2Hb9Iks/Rnl/xB88ZKI/LuXgmh/tn9UIqEw0VQehIWq2Wak011dpqqjXVqDVq/XMnCydMpKLJYExnT1QAUqrsSzr83O69etMneCzeAwOQSMRnsyA0JS8vD7Vajaura61yV1dXzp8/3+i+R44cIS4ujuTkZPz9/QHo2bOnfvuGDRuYMGECK1asAMDf35+kpCTWrVtHWFgYGRkZREZGkpGRoU/1FR4eTnR0NJGRkaxZs0afoszBwUE/+6S+sra6fPkyP/74I+bm5uzdu5e8vDyee+45bt68SWRkpEHOIXSsB70fJOpCFEk3k4wdSrNJZVL6jHSn13BXygqUSKUSfAbWrNHy9TunmRDWD6/eNQPKVJXVXIzPQSaT0Huke51jnj+ZRVmhkrj/pHH+5A1GTOlBrxFuhhuAJghClyRaS7d50PtBHvR+0NhhCIIgCHeRquvXWrxPsEcwX6Z+ybHMY0btYLndzcxSKkpqj57etPB/ADyxYgSOnlYtPubXtlvIME3l7eqTPOa6BKfsHlxOyMNvaOfJ6ywIXZVGq9F1mmiqUWvV+ue3Ok5sTG2wNbMFoKK6grSitHqPY2NqIzpYOgkzTcd3cEgkEh5e/GKHn1cQGuLx1ugGt925+LT7ipGN1K392u1l4y9An5CQgJeXl75z5U7JyclMmzatVllwcDAbN25ErVaTmJiIWq2us79SqcTRsWNnCGs0GiQSCTt37sTWVnet2bBhA4899hgff/yxmMXSBfV37M/j/o8z2HkwWq22Sy32LpNJsXHS/c0FPuiNmaWcX/93laKcCr55/xd8BjnRO8gN3yHOVJSo+P7z88jNZPV2sAQ82A2FvSmxX12kOK+SI/+XzM/fXWHgWC96j3TDXNF5FhgXBKHjiNaSIAiCIBiYZZ+hwGcAmNjatXj/qX5T8bbx5oFuDxg2sDZw97PjiRUj2Lv+DKUFylrbdq2KY9brI3Dyalkni5XaVv/8e98veDz7NX74dwruvrbNmq4vCPcatUZNRXWFvsNErVXrZ5uoNWrszOywM7cDQKlWcrnwcoPHkkvl+g6WWx0oJlITTKQmyCQy/XPRuWJ8GpkcqboKlV2gsUMRBKOTmja9SHV7122Mk5MTMpmM7OzsWuXZ2dlNzg5pa6dDaWkpMpmM+Ph4fVqxW6ysWj4Qpi3c3d3x9PTUd64A9O3bF61WS2ZmJr169erQeIS2szO3I2JUhLHDaDOZXMrAcV74B7lxat8lzh67xpXf8rjyWx6PLx9GwpGrAFQp619nRSKR4D/cjR6DnPnt+6v8ciiDopwKfvzqAvHRV3jq7WCRNkwQ7kHif/1tqjXVVKmrqNbUzb0qCMLdZdy4cSxZssTYYQh3qfgzpwlYkEzgny/wa/GvLd5/sPNg5vafSzebbu0QXevZOFnw1NvBPL9lPCOn92TYZB/9tr3vxfPb91dRq5u/CLOX0lf/3Me5G07drKgsrSLtt5atWyMIXYlWq0Wjrfl/Uq2ppqCygNzyXLLKsrhWco304nQuF14mtSCVmxU3Adi3bx/+/v7YWtiyaPEissqy2PX1LoIGBuFj58OKl1ZQqa5J4SeTyJBKpMilcsxNzLEytcLO3A4nCyfcFG7YmNro68qlcvo59qO3Q2987XzxsfXBy9oLN4UbpjLTjvvhCPUaPq2MgAXJuHlcMVoMZYUFxB/4htSffjRaDILQFZiamjJ06FBiYmL0ZRqNhpiYGEaNGtXovoMGDSIzM5PU1NR6t/ft25fY2NhaZbGxsfj7+yOTyQgMDEStVpOTk4Ofn1+th6FSfzVXcHAw169fp7S0VF+WmpqKVCrFy8urQ2MRhPqYWZgwZnZvZr0+AjOFbjDJV2+f5sLP2U3sqSM3kzF0kg9z14xm7JO9cfRU0DPAWd+5otVqOfXtZa5fLESr0bbb+xAEY9q3bx9+fn7IZDL9/bX6yu4FooPlNlt+3cKQHUN4J+4dY4ciCEIH2rNnDw899BCOjo5IJBISEhJatH9lZSXPP/88jo6OWFlZMWPGjDqj1oR7S02eegnFVoYZEdnZDJ3kQ9DUnjwRMQIrezNUlWqO777ArrfiuPJbHlpt0w2JXJPr+ueXiy4z4ek+DH/Yh/73e7Rn6ILQoE2bNuHj44O5uTlBQUHExcU1WFej1VClqaKyupKyqjJUapV+m0qt4kbpDTJLMvWdJRcKLnA+/zxJN5PIr8zX163SVHG99Do55TncrLhJobKQUlUpFdUVVKmrqNLoUvMtWLCARx99lGOJx3hpxUvYmNmwKnwV0x6dxq+pv7Lm72uwM7PTH1culdPXsS/+Dv742vniaurKa4teY+LIibhau/Lk40/q60okEn2qj02bNtG3b18sLCzo3bs3n332maF+vEIXdj72GEc/+4TT+/caOxRB6PSWLl3KJ598wvbt20lOTubZZ5+lrKyMefPmNbrf2LFjGTNmDDNmzODw4cOkpaVx8OBBoqOjAVi2bBkxMTGsWrWK1NRUtm/fzkcffUR4eDigW5Nlzpw5zJ07lz179pCWlkZcXBxvv/02Bw4cMOh7TEpKIiEhgfz8fIqKikhISKjVhnryySdxdHRk3rx5JCUlcezYMV588UWefvppkR6sC6vWVHM27yz7L+83digG4+hpxZ/Xj+G5zQ8QNLVmzSMr++bNpjc1N2HAGE9mvT6C4MdrZmblpJdw+rsr7H3vDNte/JFDW8+SFHudwpzyZrWTBOGWlrRPOtqCBQt47LHHuHr1KqtWrWqwrCGVlZWEhYUxcOBATExMmD59er31ukL7RMz5FwThnldWVsZ9993HzJkzmT9/fov3/9vf/saBAwf46quvsLW1ZdGiRTz66KN1RpgJ95CKQvg9E0Oma+vGMpSqSjmcfpirJVdZPGSx4WIzMEcPK/60ehRJsTeI+89lCrPLOfDxbzzywmAyUwooLVAy5gn/evMRqxyL4fdsYwXKAjZcXMvfp/xdf6O3sqyK3IwSuvV16Mi3JNxDNFoNKrUKjVbDl19+ydKlS3nvw/cYMmwIWz7cQkhICCkpKbi4uFBRXcG10muoNWo0Wk2tWSgALpYuOFs6A6DWqmt1otzp9tnSJhITrEytMJGYIJPK9Om5bv0rl8opLS0lJyeHyaGTCe4XDOhSweTl5vHolEcZ4DugzjnuzI2uVquxsLBg8eLFREVF1RvX5s2bWb58OZ988gnDhw8nLi6O+fPnY29vzyOPPNK8H6rQDnR/a7Jq492Q6RM8hh92fMqNCynkXU3HqZu30WIRhM5u1qxZ5ObmEhERQVZWFgEBAURHR9dZ+L4+UVFRhIeHM3v2bMrKyvDz82Pt2rUADBkyhC+//JKIiAhWrVqFu7s7b731FmFhYfr9IyMjWb16NcuWLePatWs4OTkxcuRIpkyZYtD3OHnyZNLT0/WvAwN1KQxv3Ti2srLi8OHDvPDCCwwbNgxHR0dmzpzJ6tWrDRqH0LGulV5j9oHZyKVyJnSfgIXJ3dNZJpFIGDbZh56Bzvz11PNcKk/F99q73Od5X7P3l9+WatBELsU/yJUrv92ksqyKC6dzuHA6BwALazljnugt1p0UmrR7926WLl3Kli1bCAoKYuPGjbXaJ8Z0q30SEhKCh4dHg2WNuZvaJ2IGiyAI97w//elPREREMHHixBbvW1RUxKeffsqGDRsYP348Q4cOJTIykhMnTvDTTz+1Q7RCl1BcqH9qoml+yqzblVaVEnEigq2JW7lWes1AgbUPqUzKgDGezHlrFENCuuPVxx4TMxm/HMrgws/ZfLf5N1SVddNvnlMm6J+bSEw4du0YOeW6hodGo+XwtnN8+0ECP/w7pd79hXuPVqtFrVFTpdbNHCmvKqdUVUqVukpfR6lWkl2WzfXS62SWZJJRnEFaURoXCy+Smp9KQWWBvm5FVQWXCi+RVpTGhg0bmPHHGYx/dDx23e146Z2XMLcwZ9u2bTXHrlZSramu1bkik8qoLK0k/IVwXF1dMTc3Z3jAcM78cAZXhSseVh6cOXKGx8Y8xhDPITw87GF2bN6h318uk+Nm5sb7b77PUP+h+Dj7MGnsJM6cPIOl3JLY47FYW1sDMH78eCQSCUePHq23rDEKhYLNmzczf/78BlPFfP755yxYsIBZs2bRs2dPnnjiCf7yl7/wzjtidrdx6Zps1UbM6a6ws8fa0QmA7eHPGy0OQegqFi1aRHp6OkqlklOnThEUFNSs/RwcHNi2bRt5eXlUVFSQmJjIww8/rN8+Y8YMzp07h0qlIj09XT975Ra5XM6bb75JWloaKpWK69evs2fPHgYOHAiAnZ0dWq2WcePG6fepr6wpV65cQavV1nncrk+fPhw+fJjy8nKuXr3K+vXrxeyVLq67dXc8rTyp0lTx47W7M2Wkg7uChKJ4SqpK2jRTx9HTigfn9efp9+7jD+FDGDbZB7eetkhNJFSUVGFhVTP47MLpbL548xRHIpP4NeYq1y8UoiyvauTowr1iw4YNzJ8/n3nz5tGvXz+2bNmCpaVlrfZJQwoLC1mwYIG+fTJgwAD276/5m46KiqJ///6YmZnh4+PD+vXra+2vVCoJDw/H09MThUJBUFCQvr3RUFvkXm6fiBksgiC0C015ecMbZTKkZmbNqyuVIjU3b7Su1NKyVTEaQnx8PFVVVbU6Z/r06UP37t05efIkI0eONFpsgvHc3sA0qX99xCa5KdwY6T6Sn278xLbEbawYtcJA0bUfMwsTRv3BD61Gi0atxambFXlXS7lxsYiv157mgT/1xd3Xts5+LpYu/G3o3/Cy8sJVoRvdmV2azU7b97Hy8CQzoRvnzl1iwiOB+A93QyKV1DmG0LlotVq0aPUzPUqrdZ0SpjJTZFLd6L4qdRUlqhIkaJFLauqWqXUzRBzMHVCYKgDdjK7M0kwkWi1mt/3+K37Pae1m6Ya9hT0A5SoVeRUNr+Nz++wRqVSKTCqjuqqapF+TWLR0Edam1vr1Sx6Y8AAnT54EwFRqireNNzKJDJlUt10mkaHVagl+OJiSkhJ27NiBr68vSUlJyGQynCyciI+PJ2xOGCtXrmTWrFmcOHGC5557DicnJ/2o40WLFpGUlMSuXbvw8PBg7969TJo0icTEREaPHk1KSgq9e/cmKiqK0aNH4+DgUG9ZWymVSsxvu+aCbtHluLg4qqqqkMvrzkQT7h1VSqWxQxAEQRCMSCKR8JD3Q0Sei+S/V/7Lg94PGjukdnXg8gHW3r+2TceQyaR4+Nnh4WdH0FSorlKTk16CS3drfZ2cK8UU3Cij4EYZKaey9OVW9mY4eCi4f6Y/dq66ex7VVWpkMqloDxlImbrhxroMCeYyabPqSpFg0URdhaxlqcNVKhXx8fEsX7685jxSKRMnTtS3Txqi0WgIDQ2tt30CuvtYM2fOrNM+cXR0FO2TVhIdLPW4M6WCIAgtlzJkaIPbFGPH0P2f/9S/Tg2+D21FRb11LYcPx/vzmvyKFydMRF1QUKtO3/PJbYy29bKysjA1NcXOzq5WuaurK1lZWfXvJNz1NJqaEUc9r7VuBgvAgkEL+OnGT+y5sIc/9PoDA5zqpgHqjCRSCTKphFmvjSAnvZgDH/9GQVY5e9bFA9B3tDtDQ73xserBldI0wvrOY0rP2qkrfs1P4Jz2DHif0ZdFJipw+dUTP/cePDX8SYa4DQFArVEjlUjvqut3TnkOHyd8TFj/MHxsfQx+/IrqCoqURSjVSiqrK6mortA/r1RXMsRliD7d1bmb54hJj6FSXYmyWkmlunb95wOeZ4jrEP1xLxVcgju+505IbHgUXpC1hDU+NV9JHz5bRaUWoLBO3cEKCRt6miCRSJBKpMxJqqRIDZD5+0Pnl+Guus4TiUzfWXLr39sXbbcwsaCPQx+uX7+OWq1mYM+BdLfprt/u5e7FD6k/ALqZKlamVnViOnz4MHFxcSQnJ+Pv7w9Az541Obw3bNjAhAkTWLFC10nq7+9PUlIS69atIywsjIyMDCIjI8nIyNBPpQ8PDyc6OprIyEjWrFmjTwHg4OCgH91VX1lbhYSEsHXrVqZPn86QIUOIj49n69atVFVVkZeXh7u7u0HOI3RNk55dwt533gTg4KYNhD6/1MgRCULXsnPnThYsWFDvNm9vb86dO9fBEdUvNDSU48eP17vt1Vdf5dVXX+3giITOJMQnhMhzkRy9epSCygLsze2NHVKXYiKX4eFnV6ss8CFvPP3tyb1aQk56CXmZJZTmKykt0D1k8pob96e/u8KvMVexdbHE3tUSuzseZhbte5v3YnwO3+84z8PPDcKjl12T9Ts732OJDW6b4GDDzsE13+kH/HiOigayU4yyU7A3sGYNnuEnk8ivqt3JkvVAQItiy8vLQ61W10kv6erqyvnz5xvd98iRI6J90sFEB4sgCIIgGNptGRKqFa1f5H6Y2zAe8n6IQ+mH+Ov3f+VfD/4LXztfAwTYcVy8bZgdEcSJqIskn7gBQPKJGySfuEF1X1OwA0mxaZ39BjgO4MVhL5KQm0BqfioZJVeplJeRQSoZ+akEJo7Qd7AczTzKy8dextnCWb8Oxq3nThZODHcbjptC9wWvq3TGvHnyTY5lHiPqQhS+tr70c+ynv/GvUqtQqVUo1UrCBoThaeUJwOH0w3yV8hVKtZIqTRVKtbJWp8k/HviHviNk74W9vB33doPn3zRhk76D5ULBBT5J/KTBuo+VP1brtQYN0tuy0Db1szaRynEwt0cqkf7+u7kODSz+aWFiQV9HP6QS3fFl0kSoZ4SYu1XHfdFOSEjAy8tL33i5U3JyMtOmTatVFhwczMaNG1Gr1SQmJqJWq+vsr1QqcXR0bLe467NixQqysrIYOXIkWq0WV1dXnnrqKd59912kUpFZ2Hh0jXnTqtZ32BtCj8Bh+udJx/7Hg395AZNOMmpQELqCqVOnNpgqrLOMwAXYunUrFQ0MfjPEaGSha+vn2I++Dn1Jzk/mq9Sv+Mugvxg7JINSa2p/r8wuy9bPsG8vljam+AxywmeQk75MWV7FzetlFGaVY2VXk/2jKKeCapWGm5ml3MwsrXOsP60ehY2TLhXfjUtFVJaqsHO1xMbJAlkbU41qtVr++8lZAPauP8OYJ/wZOM6rTccU2odon3Q80cEiCEK76H0mvuGNd0yN9I9tJH/rHR+YfjFH2hKWwbm5uaFSqSgsLKw1iyU7O9tgPfZC12NuakZVlh9opNhqCpreoRERoyK4VHiJS0WXeGL/E7x9/9tM9G75ekHGZK6QM35uX3qNcOXbjQn6cq3k94Wb65ku7WXtxdz+c5nLXAAqqys5fyOVoyfiuXDtMg88UpN+LzE1FaVaSWZpJpmlmXWOtXHcRn0Hy6H0Qyw/vhxbM1tsTG1QyBVYyi2xNNE95vSbw2DnwQCkF6fz47UfkUvl+sXGTaQm+ud9HProj1usKuZqyVUk1N+Z4K5w14/wK1WVklGSofsZoAWtblF0jVaDWqvGy8qLtKI0/b6XinS///pM7jlZ38GSXZbNyRsNTxcvr65JsWhuYo6J1ARzmTnmJuaYycywMLHAXGaOmYkZCrlCX9fPzo8n+zyJuYl5nfpmMjP9zwvATGZGN5tuWFhYIEWq78y6NKb50+/P3tfwzRspEn3nCsDPo/o1WLclnJyckMlkZGdn1ypvzmd5W/PJl5aWIpPJiI+Pr/N/wcqq7oyZ9mRhYcG2bdv45z//SXZ2Nu7u7vzrX//C2toaZ2fnDo1FqFGVa4tc7UdFqXHXopJIJCzY8hn/XKj7XL4Yd4I+wWONGpMgdCXW1tb6/PSdmaenp7FDEDoxiUTC3P5zWX58OZFnI5nuNx0Xy7tnsXa1tvZ31i9Tv+SFwBc6PA4zS7k+tdjtJj7dj6CpPSnMLqcwp5yC7HIKs3TPK8uqsHKoSaWUeDSTCz/rvttKJKCwN8PWyQIbZwtsnCwImNANE9PmDwbUamoPgDq2KxUnLyvc74ixK7k0ZmCD22R3tOvO3te/wbrSO+oaoo0i2ic6XaV9IjpYbtPDtgcPdHuAXva9mq4sCEKjWrIuSnvV7QhDhw5FLpcTExPDjBkzAEhJSSEjI4NRo0YZOTrBWHy7d2PnVt1IxPu8Atp0LFszW7ZN2sZLx17i1I1T+pvpoBtF1NqZGEq1koLKAhwtHJFLO2bUZLc+Djy/ZTylBZXsXX8Gze9TfeydFU3sqesQCOg2iIBZg9BqtPq8w1qtFofjA3myMIJquzIsfTXIPVRU2ZSRq8wlryKv1myGgsoC1Fo1+ZX55Ffm1zlPSI8Q/fOzeWdZG9dw3uU1963hEd9HAPg562eWfL+kwbpvjHqDx/x1Mz1+y/2NBUfqTxEC8MqIVxjkPIirJVe5z/M+Mksyuc/zPirVlWi1WsxkZpjJzDCVmdZq0I72HM0aszX6baZSU11niIkZFjILfWcQwB/8/sCjvR5tMIbbDXAa0Oz0dLdScN35N9WSnMPtVbcxpqamDB06lJiYGKZPnw7ochfHxMSwaNGiRvcdNGgQmZmZpKam1jtKrG/fvsTGxtYqi42Nxd/fH5lMRmBgIGq1mpycHO6//36DvJ+2ksvleHnpRiTu2rWLKVOmdKoRYvea344rATlV9kXGDgUrewcCQx/hl4P/Ie6br+k9ekynnxEoCIIgGFaoTyg7k3ZSqCykSnN3LcZ+ZwfLgcsHjNLB0hCZTKpPB3anKqUa6W1rs9g4mePUzYrCnAqqlWpd2rF8JddSC5FIJQx5qCYt7vc7zpN1uQgbJwtsHM2xcbLA2tEcGydzrB0tMLMwQa2uO8N8z3tncPRU4DvEBc/e9rj2sEEm6zrfGTtzG0W0T2rr7O0T0cFym4d7PszDPR82dhiCIHSw/Px8MjIyuH79OqDrIAHd7JSmRgbY2tryzDPPsHTpUhwcHLCxseGFF15g1KhRYoF7AYCq63VnVLSUg7kDnzz4CT/d+Im+jn315X8/9XcAlg5diqW8/s7Hq8VXeT32daQSKXZmdlwvu86N0hsUKHUza/ZM3aMfWPDjtR85evUog50HE+AcgJe1V7vcOLOyN+fJlSPJPfEAN7R+eFh7tGj/2xd1rFZp6NbLCdUZDcrsavh9gI+ZXEovP1v8hrnSz7Hm+I/7P86E7hMoVBZSrCqmorqC8qpyyqvLqaiuoLd9b31dF0sXQnxCqNZUU62ppkpTpX9eranG0bxmerRcKsfVsuH0ARYmNaOI5LLadSUSSa11QqzkVpRX6WabjO8+nsf9H2/Wz6WnbU962vZsuiJivbn6LF26lKeeeophw4YxYsQINm7cSFlZGfPmzWt0v7FjxzJmzBhmzJjBhg0b8PPz4/z580gkEiZNmsSyZcsYPnw4q1atYtasWZw8eZKPPvqIjz/+GNDlPJ4zZw5z585l/fr1BAYGkpubS0xMDIMGDeLhhw333TQpKQmVSkV+fj4lJSUkJCQAEBAQAEBqaipxcXEEBQVRUFDAhg0bOHv2LNu3bzdYDELrmWoN06HYVqMee5Kz/ztMbnoaaQmn6Rk43NghCYIgCB1IJpXx9/v/jrXcWp9Sti0DvzoT7R1paq+VXuN8/nn6OPQxUkTNJzer/T1h5DRfRk7zRavVUl6sojivkuLccoryKlFVViO9rSPk5rVS8q+XkX+9rM5xJVIJCz8cS0leZa3yPiPdSP05m5vXyrh5LQ3+k0bYO8EobHUpza5fLESr0eLoaYW5ovOkQexKRPuk67RPRAeLIAj3vG+//bbWBeqJJ54A4I033mDlypVN7v/+++8jlUqZMWMGSqWSkJAQ/YVJuDdZ9KyZaiyztjXIMSUSCaM8amZFFVYWsufCHqo0VZy6cYrV961msPNgtFotV0uu4qZww1Rmys3Km5zJOVPvMU0kunRXt/xw9Qd2p+xmd8puAJwtnBnqOlT/8LXzrZWeqS1kJlKWjlnc5uPIzWQ88Mc+jJntz/ULhaQl5JH2ay6lBUquJhdg7WBOv2BdB4u6WkPCfzNx62FLjx6+mDo0/jVouNtwhrs178bhGK8xHHm8eSkMh7sNb7Lu67GvA5BZ0vYOOqF5Zs2aRW5uLhEREWRlZREQEEB0dHSdhSXrExUVRXh4OLNnz6asrAw/Pz/WrtXNfhoyZAhffvklERERrFq1Cnd3d9566y3CwsL0+0dGRrJ69WqWLVvGtWvXcHJyYuTIkUyZMsWg73Hy5Mmkp6frXwcGBgI1NxPUajXr168nJSUFuVzOAw88wIkTJ/Dx8TFoHELLaCVSJFoNWtuG01h0JAsrawY/NJnT/9nDya//TY+AYXfFTTVBEASh+e4c1LPu9DryKvJ4dvCz9LDtYaSo2u72GSx+dn5cLLzIjqQdrL5vtRGjahuJRILC1gyFrRnuvvW3TR98uh+FORWU5FXoOmJuVlBys5KS/ErkZjKkMil2rhZYOZhRmq8kdOFAegY4E/x4Ly4n5JJxLp/yYqW+cwXg5/1pZJ7XDeqzsjfD0dNK9/BS4OhhhYOHQnx/aIJon3Sd9olEe2f3bBdXXFyMra0tRUVF2NjYGDscQbirVVZWkpaWRo8ePTA3N296B6FTaOz3Jj5Da2vtz+P7vbvQKt5EopFzYbuWv/w7sV3i++nGT7x2/DVyKnIA8LbxplBZSJGyiB+f+BFbM90X6Ee/fRQ7Mzsmdp+Iu8IdDysP3BRu2Jja1PpS+9ONnzieeZyE3ASSbiZRramd7//wY4f1aaZ2n99NWrFunZDx3cYzxHVIrc4aAI1WQ7GyGDtzOwAqqivYcHoDcVlxeFh5sDhwca0ZOYai1WrJv1FG5vkCnLtZ49FLd/7stGK+fue0rpIEHNwVuPrY4NTNGuduVjh6WWFq3jnGnkzfN51LRZf458R/MtpztLHDaRZxTbg3iWtK87TlZ3H0i1A0TldIPzeceX/7rJ0ibJnyokI+eeEZuvUdwMN/fQkzy6ZTPQpCS4hryr1HXE+apzP+LIqURUz4agJKtRKpRMrTA55mceDiLnnzvEhZxH277gNgW8g2nv7v0wAsGbKEeQPmGWywWVeirtIgk7f8fcd8lsy1lAJKblbW2WZhLefpdTWppxKPZqLVarF1scTWWZemTGqgVGPienLvMcb1pHPcRRAEQRCEu4zWRAVqLSWWpu12jpHuI4maGsW60+v49tK3pBfrRn6YycywktcsPrd7yu5mrbMy0n0kI911qe0qqytJzEskPjue+Ox4blbe1HeulKpKeefnd/Q5l3cm78REakI36264WLrwWtBr+pFrK2JXcCrrlD7F1i2Xiy4zyWdSu3SwSCQSHD2scPSovQCfTC6h13BXstOKKM6rvG0a/A0Agh/zI2CiLhdxebGKnCvF2LsrsHE0r5WWrCP8M3gbW97ez5mTFQS8q8LSpv3+jgRB6ORkarQmKqSSzjMuztLWjqc3/hNrBydjhyIIgiAYma2ZLZ+Hfs7HCR9zNPMoWxO3crHwIquDV+sHfHUVGq1G/3yo61D+PPDPbE3cysYzG5FL5cztP9eI0RlHazpXACbM1bXzlBXV5F8r5ea1UvKulXEzsxQzRe3b0b8czqjVESOVSrB2NMfWxRJXH2tGPFIzY0pZXoWphUmX7MAT7l6ig0UQBKERO3fuZMGC+hej9vb25ty5cx0ckdAVSFQ1uWuveLZvznw7czv+ft/feWbAM1wuukyVpooetj2QSWvO25pF7M1NzGulyLp9wmtFdQUP93yYuBtxXC+7jpXcitKqUtKK0kgrStPPfMmryONo5tE6x/a08uTPA//MIOdBLY6rLZy8rHnomf4AlBUpyU4rJjejhLyrJeReLcXJq6ZDJvN8Poe3JQFgYirF3k2Bg4cCB3fdw83Xtl1zCX+9IgEnfl/Eb9WpWiO8hI7VVa4DoaGhHD9+vN5tr776Kq+++moHRyQYju5mj6yexWWNSXSuCELXtG/fPsLDw0lLS+OFF15g48aN9ZYJQkv0dezLhxM+5OvUr1lzag1Hrx5l5n9m8t7Y9xjoXDfF5dbErWxN3Mp0v+lM8plED9senaIzRqPVYCI1QaPVIEHC4sDFeFh58FXKVzzm/5i+XtLNJDytPDtFzJ2dmYUJ7n52uPvZ1btdq9XSa5grBVllFOVWUJRbgbpKo3+uqqiq1cGy++8/U16kwsreDCsHc6wdbv1rjp2LpT57wd3sXmqfaLVaNFqN/mEiNal1r6OzEB0sgiAIjZg6dSpBQUH1bpPLxUJtQgNK8kG33iNqWcfcEOtp15Oeds1b4Lw1bh8h5GzpzKrgVfrXGq2G7LJs0orTKKgswF3hDugWif/pyZ/Ir8hHLpOjkCuwklt1itFGClszegY40zPAWV9WK2uqBBw9rSjILqNapSE3o4TcjBL95oefH4TPQN3NxRsXC0k/exM7V0tsXSyxc7XAXCE32PusKKlCWVGNmYX42mYMXeU6sHXrVioqKurd5uDg0MHRCIal+yxRy4z/2Vmf0oJ8zv0Qw4hpj3WKz3dB6Aw2bdrEunXryMrKYvDgwXz44YeMGDHC2GEBsGDBAubNm8fixYuxtrZusKwhlZWVLFy4kPj4eJKTk5kyZQr79u2rVScsLKzeBYj79evXaW78Ce3jMf/H6O/Yn2U/LONqyVXWx69nW8g2pBIpeRV5LD++nIrqCn7N/RXQzYTfmbyTiFERPO7/OABXiq5wJOMIgS6BDHEZ0qHXFkcLR3750y+1yh73f5wZvWbo04NptVpePvYy10uvM67bOMZ4jWG0x2icLZ3rO6TQBIlEwqg/+OpfazVayoqUFOZUUJRTjomprNa28iIV6uqaDpjbufW0YcZLw/Sv92/6FbkluAyUUFGiArUMmYkEqUyKVCbpst9bOnv75Fa7+lb7pEpdRZW6CjVqXYcJGmztbMkpz0GtVeNo7oipTJexoUhZRG55LmqtWt+pcjtvG2+sTK3qnNPYREtdEAShEdbW1k02MgThTrd3qcjUDVa7a0glUtyt3HG3cq+zTSFXoJB3jdz8t3/B9h/uhv9wNzRq3Zf3/BtlFNzQpRTLv1GGg3vNe8pMKSA+Or3WscwsTbBztcTOxZJhk32wc7UEdF82W/NFPun4dQIf6t7Kdya0RVe5Dnh6eho7BKHd6D4ztHS+mwDVVVV89tILVBQX4eDhSa8RXWPNKEFoT7t372bp0qVs2bKFoKAgNm7cSEhICCkpKbi4uBg1ttLSUnJycggJCcHDw6PBssao1WosLCxYvHgxUVFR9db54IMP9IspA1RXVzN48GAef/xxw7wRoVPr69iX3VN2ExEbga+dr75j4njmcX668VOtuoEugdwou4Gvbc0N9jM5Z/jgzAcAeFl5Md1vOtP8punTFRvD7Wuv3Ky8iZnMDJVGxaH0QxxKPwToYh3sMpgJ3SfwoPeDxgq13bW2PdNcEqkEK3tzrOzN8eptX2fb/A/GUFagpLSgkpJ8JSX5lZTm6547etS00TQaLVfP5WNqLcG+ly3lxSqqymuOJTeTYe9WU7+sSIlUKkFqIkUm0/0r7eA00c1lqPbJrY6QW7/PKnUVVZqqWjNGNNQ8tze312fHKFIWUVBZUGv7rYdWq6WHbQ99+ySvIo/ssmxk1HSWqVCRW56rez9ya30Hi0arQalW1huvTCJDS+ea0X2L6GARBKHNao36Fjo98ftqf5rqmsXhvbM1jdQUOjupTJcezN5NAYH113H1sWHAWE8Ks8spzCmnNF+Jsrya7LRistOKGRrqra975r/pJB69hp2rBXYulvpOGFsXC2ycLJCZ1M1xPGi8FwEPdtO/vvxLLm6+tp12XRbxGXNvEb/ve5uJXM6gCZM4tXc3sbt34DssCGknTNsg3D1UKlWD2yQSSa2Ru4aoa2ra8mvthg0bmD9/PvPmzQNgy5YtHDhwgG3btvHKK680um9hYSEvv/wy+/bto6ioCD8/P9auXcuUKVMAiIqKIiIigosXL+Lu7s4LL7zAsmXL9PsrlUpee+01/v3vf1NYWMiAAQN45513GDduHEePHuWBBx4AYPz48QB8//339ZaNGzeuwRgVCgWbN28GIDY2lsLCwjp1bG1tsbWtSZ20b98+CgoK9D8T4e5nbWrNhnEbqKiumWEw2Hkwq4NXY2Ziho+NDz1te+pvqt7OXeHOJJ9JHMs8RmZpJh8lfMSmhE2MdB/Jo/6PMqH7hFalQDYUJwsnvnrkK5JuJhGTEcOJ6ydIuplEZmkmmaWZ2Jra6jtYSlQlrD+9Hn97f/zs/PC28cbF0qXLzpzYnLCZj3/9GIBTT57CUm7Z4THIZFJsnHRtp0ZptYQuHEhxQSkai2Lk5jLkMhnqai0atQapTHpbVS1lhXVv6kukEmQyKaYWMqzsaxZLV1VWI5XpthlyrU6tVosWrf7fW50VGjSYycz0HX0V1RUo1cqa7VpNrfrOls6YSHW3/PMr8ylUFtZKtXXrmFqtFj87P8xMzAAoUBboOz3qYyW30v/fq9JUUVZV1mDd22eemEhN9PHf+ZBJZLX+P1vJrfC28UYmkenqSHV1JDR/xpEx2ieig0UQhFa71SgpLy/HwqKJi5vQaZSX64ZtdIapo/cClZ241N7tuvd3pHt/R/3rKpWaopwKfYfL7V/+C7PKKStUUlao5FpKYa3jSCTw5MqR+tkuAP2C3bl/pr/+dWlBJQf/mQiAnasl7n62ePjZ4extjb2bwqijrMQ14d4krikdQddANa3qnB32wx75AwmH9nMzM4OUE8fpe984Y4ck3MXWrFnT4LZevXoxZ84c/et169ZRVVVVb11vb+9aN/s3btyo/zy73cqVK1sUn0qlIj4+nuXLl+vLpFIpEydO5OTJk43uq9FoCA0NpaSkhB07duDr60tSUhIyma7TMj4+npkzZ7Jy5UpmzZrFiRMneO6553B0dCQsLAyARYsWkZSUxK5du/Dw8GDv3r1MmjSJxMRERo8eTUpKCr179yYqKorRo0fj4OBQb5mhffrpp0ycOBFvb++mKwt3DYlEUusGfHNTGo/yGMUoj1GUV5VzJOMI+y7u4+esnzl54yQ/Z/3MwRkH2202S97/t3fn8VGVZ//4P7NmJuuQhCQECAkEEAKRIBABK1X4CYoirQvl4VGg/hBafRAFa20LililUqg+VdHWB2rrgtgordRiFUQrUCCBECAhQcISErKQPbNktuv7R5iTDElYJGSGmc+b17xgzrnPnPuaGc41Z66572M9i+W7lsOgMWDVhFWdtlOpVEiLTUNabBoWjlyIBnsDDlUdwoGqAxiV0DpFVVFtEbKOeo/0CtOFISkiCX0iWkbn3NznZgCAzWlDta0aPY09Oyw8+QNPcQUAMt/LxJZ7tiAxLNEvC0ZqjRrJ6bFwOk0oKiqCSu9EZEykUsDQqFrP0+1OO9ThbrhdbrjcLQUYT5EDbkDjjFTaNtobUVPTeG4khQAqQKVuuUEF9DTEwRje8vpVW6thdlgAtCmYnNu/W9zoH9VfuZ5IWVMZam21ncYzqMcgpShU11yHGmtNp22jDdFKgcXhcsDq6HgaYcC7EKJRaaDT6FoLIDivGNLmRzThunBow7UdFk08hRMPU4gJphBTp31oS6fRQae5svMKX5yf8FsfIvrONBoNTCYTKisrAQChoaF+mViphYjAYrGgsrISJpNJOVmjrqfT6yBnkwG3GlHu9ifrFNh0eg1i+4Qjtk/7uWHH3zcQaRN6o77CgrpzRZjaCgsaqqxw2F0Ij2759dAdP03Hnk+KvS7oCACWBjt6JkWgqqSxpYBTYUHBjjMAAK1ejbE/GID0W1pGu7ScGKDDUTFXA3NCcGFO6T6umkhoVcloNjsv3tgHDGHhGHXnD7Hjg79g54fvYtCNN0Gj5WkmBaezZ8/C5XIhPj7ea3l8fDyOHDlywW2/+OIL7NmzBwUFBRg0qOXHFf37t34OWLNmDSZOnIilS5cCAAYNGoT8/HysWrUKc+bMwalTp7B+/XqcOnVKmepryZIl2LJlC9avX48XXnhBmaIsOjoaCQktX1B3tKwrlZWV4Z///Cfee++9Ln9sCmyhulBMGzAN0wZMQ0ljCf727d9gdpi9iit/LforxieO73Cq4u/C6rBie8l2hGovb2RGpD4S43qPw7je3lNlxhpjMW/4PBytO4riumKUNpXC7DCjoKYABTUFGJ0wWmmbX52P2VtmA2j5QjrWGIu40DjEGmPR09gTtyTdgut7Xg8AsDgsKGksQaguVJmSWa/Wd/tn7ylZU6BT6zAyfiTeuu0tZfmiLxfhrPUsNCoNtOrWL+FVUCEhLAHPjntWafvszmdxuuk0IGhXhIg2RON3t/xOafv0v5/G0dqjLdNSud1e1+mI0Edg410blbYP/+th7C3fC6c4cVfPuzDZOhk9zD2g0qugVqkxoEfrtHSlTaWwtJ0/7LzTpyh9GGw2GwCgqqkKZtV5Izfc8PweBgZ7KFTn3j9NliY02Bs6ff4a0ASjseX8z9nshPu8H9Oozv1Rq9Sw2qxwnZt/XOVUwSAGqFQtozrUUCsjPFQqFex2O8TZMorDIAbE6+OV9Z7CCVTnpr5zAjZXS2xhqjCEGTuf3lscApvDptw3wABPnan1qWj540T3f2715fkJP/kS0RXxfAj3fKFG/s9kMl2VkydqNSi5H959s+UX/GMzbvBxb8ifGMJ0SEiJQkJKlNdyEYGtyQGtruVDYEp6LFLSY9ttH9cvEvf/YjRsZgfKj9Wj7Ns6lBfXo6qkCc5mFwzhrb/SKfu2Hp+8kouoOCOiE8MQ3SsM0YnhiO4Vhqh4IzSari+8MCcEH+aUqy93ux2AEY4e9b7uSqdG3jEN+z79G+rKzyD/620Yfuttvu4SBahf/OIXna47/4vFJ5988pLbLlq06Ir61RVyc3PRp08fpbhyvoKCAtx9991ey8aPH4+XX34ZLpcLBw8ehMvlard9c3MzYmJi4Ctvv/02TCYTpk+f7rM+0LWvb0RfPJrxqNey4rpiLN+1HGqVGm5xQ6/W44cDf4gNhRuQEpWCv0//+2Xvx33uW/K2v76/Ev0i+2HhyIXKfbvLjpLGEuU2Or61wNJgb4BOrYPD7UBdcx3qmuvwbd23yvrE8ESlwHLo7CE89K+HvPalVWmVgsuC6xfghwN/CAAori/GKzmvIEQbAoPGAL1GD526ZZSAXq3HuMRxGBk/EkDLdFKfn/hcmZZJmaZJ1fF5g1qlbpkqyu5dcCioLkCZuazDbVKiUrzuH6g64BVnW+ePVDrZcBKFtYUdto3UR3rdd4sbTmn5kn9z1WYAwM3Om1sKPlBDXdcaU52tDs3uZqjOXe9O+ftcrtAYTin/bnI0weFqOzpS1VpkEEC0paiub/m63eawwWy2KY8HqKCSc9sAOK49AWNE67VHLHWOluvAqFRQq9VQqQG1WuBWC0rOlnhNa3YhjWi8pHaByhfnJyywENEVUalU6NWrF+Li4jodgk/+Q6fT8VfG3cx25rSvu0DXAJVKpXy4vhSGMB2S02ORfK4I43YL6istXtdlOVvSCLdbUFtuQW25BcfQOp+uWqPCbQ+lYcDIll+tmuub0VTTjKg4Iwxh330oNXNCcGFO6V466Z7RaN+F3mDEmOn34au//B92Zb2PId+7BVpOG0dXweVcE+Vqtb2Q2NhYaDQaVFRUeC2vqKi46Jc9Vzq9ZlNTEzQaDXJyctodm8PD24+q7Q4ignXr1uGBBx7osueYyMPhdiAzIRO7y3cDAOxuOzYUbgAATEyaqLQ7VncMphATYowxcLld2H56O/qE98Hg6MFKm29rv4XZacbaAy3XF2p0XJ0vqPUaPQaYBmCAaUC7dd/v+33k/HcO6pvrUWWtQpWlCpXWSpy1nsVZ61lcF32d0tYpTsQYYmBxWpTr3DjFiQZ7AxrsDbC7Wq8rVW2txraSbZ32KVQXqhRYyprK8Pzu5y8aR9a0LAzqMQgOlwNV1qp2FyV/dtyzsDgtcIsbLrcLTnEq18UI03mPkFg0chGaHE3KSA2oWgocGpUGBq3Bq+1TY56C2W5WRmK0HR1z/nV5Vt68Ei63C1q1Flq1Fjq1DipRQVzSacHoanA53bA22mFpdMDaaIe1wQ5Lox2WBjvCkyKQkt6SGywNdnz89r5OH6ffsGjcdF/L+8btcmPrnwtgDNfBGKGHMUKP0Eg9QiP0MEbqYYzQKT/cCza+Oj9hgYWIuoRGo+GXLETnhCanKf/W6zsfYkvUVdRqFXokeL/Xrp/YFwNGxqHmjBk1ZWbl79ozZjiaXQjrEaK0Ld5fha83FAFoKd5ExRlhigtFVJwRUXFG9L0u+rIKQMwJRF1JBUCgiUy7aEtfuv62O3DgX59iwKhMuJ0OgAUWCkJ6vR433HADtm7dqozYcLvd2Lp1Kx599NELbpueno7Tp0+jqKiow1EsQ4YMwY4dO7yW7dixA4MGDYJGo0FGRgZcLhcqKyvxve99r8tiuhJfffUVvv32Wzz00EMXb0x0mQZHD8Zbk99CSWMJtpdsR62tFrlVudhbvhdfnf4Kj418DADwi29+gfzqfPQI6YHa5tZrXCRHJmP5uOUYGT8SRp0Ri79ajOL6YgCAUeub6wmqVCqYDCaYDCYM7DGw03bjEsdh+4ztAACX2wWL0wKzwwyLo+XvtlOmJUUkYemNS2Fz2tDsaobD7YDdZYfdbYfdZcd1PVoLN+G6cExKmqRMveUSF1zu1n/Hh8VjfOJ4DIhq+aJfp9EhMTyxXf/GJo695Jgn9J1wyW09I3guRayx/WwAvhIWHgpcZBY7nU6P6QtHwVzXjKZz1+z03JrqmhEVHQGDoaXg1FTbjFMHOh/ZPHB0PG57qOVzo9vlxlfvFSLMFKLcwnuEINxkQEiYllM6dxEWWIiIKGD94x//wHPPPYe8vDwYDAZMmDABmzZtuur7zTl4ECPnlkDl0mLfX0/jpqu+R6L2VCoVIqINiIg2oF9a69QgIoKm2mav0S4igtAoPSz1dtjMDtiOO1BxvHW+4B8uGakUWI4fqELx/ipExYUiqqcREbEGRMYYYYzQ8QM6BSxf5RMAGHmXALElOJbfo1v2913p9CGYs2Ytr79CQe+JJ57A7NmzMWrUKIwZMwYvv/wyzGYz5s6de8HtJkyYgJtvvhn33HMP1qxZg9TUVBw5cgQqlQpTpkzB4sWLMXr0aKxYsQIzZszArl278Oqrr+L111suOj1o0CDMmjULDz74IFavXo2MjAxUVVVh69atSE9Px9SpU7ssxvz8fNjtdtTU1KCxsRG5ubkAgBEjRni1+7//+z9kZmZi2LBhXbbvQODLnBKI+kb0xQNDH1Duu8WtjFCwOW1odrZM/dS2uAIAJxpOKO02Fm5EcX0x9Go9NGoNPr/38+4L4App1BpE6CMQoY/ocH18WDzuH3z/JT1WclSy1zVPqPtoNGrE9A5HTO+LjzjUGzW47f9PaynA1Nu9CjHmumaEmVp/SGdpcCD/3DU72+1Tp0ba9xLxvftbivpulxt5X55uKcK0Kch01zU9r2X89EtERAEpKysL8+bNwwsvvIBbb70VTqcThw4d6pZ9i7gh+iaoXHo0hHI6BPIvnsJLW+m39EX6LX1htzlRX2VFfaUV9VUW1FVaUV9pgSm+9UKfZUfrcOQ/5e0eVxuiQWSMAZPnDUN0r5bRNA3VVjhsLkTEGKA38GMnXZt8mU8AQKWzw6VvwrVwbsviChEwY8YMVFVVYdmyZSgvL8eIESOwZcuWdhe+70hWVhaWLFmCmTNnwmw2IzU1FStXrgQAjBw5Ehs3bsSyZcuwYsUK9OrVC8899xzmzJmjbL9+/Xo8//zzWLx4MUpLSxEbG4sbb7wRd955Z5fGeMcdd+DkyZPK/YyMDABQpgACgPr6emRlZeGVV17p0n1f63ydU4JB2+mfDFoDNk3fBIvDglONp3C68TT0Gj2GxgzF0dqjSDWlAgAev+FxPH7D477qMtFl0Ru0GDiq45wiInC7Wo/FGp0KY+5KaTcqxtrogMvh9rqui7nejh1/bX89HGOEDmGmEAwanYCM25IAtBRjSo7UKoWYkNDgHg2jkrYZMAA0NDQgKioK9fX1iIyMvPgGRESkCJRjqNPpRHJyMpYvX35FUxJ81+dj+8Z1cMX+GiqXHh99Y8SryzufS5XoWlP2bR3KiupQX2lB/VkrGqttaKprbrmwI4A5K8crv5ramfUt9n9+CgAQEqZVRtRExhgREWPA4BsTruiaL+TfAiGn+DqfAMD2DybB1fM4zuwfi/9e/M537kN3Kis6guzNH2HygkUICQ29+AZE57HZbDh+/DhSUlKUKVEosF3oNQ+EfAJ0TU4JlOeCiHzL5XDDXN8MjVatnLs11tiwM+vbcyNjmmGus8PldCvbZPx/SRh3T6rS9s+/2Kms0+rUCG0z8iU5PQaDRrdcX8btFjTV2hAW5fvRMFfrGBpwPzHy1IsaGhou0pKIiM7nOXZe67X3ffv2obS0FGq1GhkZGcqvB1etWnXBKQqam5vR3Nx6gb76+pZ5TS83pzRVlMJtdEPlcsFudzAnUUAJj1NjUFw0gGhlmcvhRmOtDQ3VNjhhQ0NDy/8js6URbk0zmq1OWO1AXW09cKz1sXqm3ohwV8sH+uwtJ3A89ywiokMQ0cOAsHN/R0QbEB5t4BRk16BAyCm+zicAYLa44DK70XSN5BNxu7Hp5ZdQW14KY0wcMn9wadOSELVlt9vhdrvhcrngcrl83R3qBi6XC263G01NTbDb7V7rAiGfAN8tp3RlPiEi8qIHXIBy7gYtMHZGkrJaRGAzO2Cpb4a53oFwk1459tRWm2GMQcsU0xYHYAcazY2oKG3ZVhViR8Lglh/ZNNbY8P5zuwEAxnAdQqP0CI8KQWhUCEJNevQaEIXE1B7KPgFctfO+q5VPAm4Ey+nTp9G3b19fd4OI6JpWUlKCPn36+Lob39mGDRswc+ZMJCUlYc2aNUhOTsbq1avxr3/9C0VFRYiOju5wu2effRbLly/v5t4SEQW2azmnMJ8Q+Ua/fv3wxhtvIDbWfy5SfKX++c9/4sUXX+xwXUJCAjZu3NjNPerYwoULlWuqnG/u3LkXvZbMlTh79iwWLFjgNf1YW9dyPgG+W05hPiEi6npdnU8CrsDidrtRVlaGiIiI71TtamhoQN++fVFSUhI0wy0ZM2MOZMEY95XELCJobGxEYmIi1Gr/m+z95z//OX7zm99csE1BQQH27duHWbNm4c0338TDDz8MoOXXX3369MHzzz+P+fPnd7jt+b8Qc7vdqKmpQUxMzGXnFL73GHMgC8a4GfPlx+zPOYX5xP8FY9yMuTVmu92OiooKJCcnB8wUYY2NjaioqIDL5UJhYSEGDx4MjUYDANDpdOjXr5+Pe9iitLQUVqu1w3XR0dGdFpYvxuVyIS8vD+np6UrcbdlsNpw4cQLx8fHQ672vYejP+QS4ujmlK/MJwOMMYw5cwRgzEJxx++N3XgE3RZhare6SClRkZGTQvDE9GHNwCMaYgeCM+7vGHBUVdRV60zUWL17sdSHPjvTv3x9nzpwBAAwdOlRZHhISgv79++PUqVOdbhsSEoKQkBCvZSaT6Tv3F+B7L1gEY8xAcMbNmC+Pv+YU5pNrRzDGzZhbvmyvqqqCRqPp8Mv4a5HJZILJZILL5YLFYvEqsPiTpKSkize6Ap29phqNBmq1GuHh4R0W1fw1nwBXN6dcjXwC8DgTLBhz8AjGuP3pO6+AK7AQEVHg6tmzJ3r27HnRdjfccANCQkJQWFiIm266CQDgcDhw4sQJv/l1IBER+Q7zCRERdRXmFCKi4MYCCxERBZzIyEgsWLAAzzzzDPr27Yt+/fph1apVAID77rvPx70jIqJrBfMJERF1FeYUIqLAxALLeUJCQvDMM8+0G4IZyBhzcAjGmIHgjDsYY+7IqlWroNVq8cADD8BqtSIzMxPbtm1Djx49umX/wfg6MObgEYxxM+bgxXziG8EYN2MODiqVComJid/p+hnXsmCN+3zMKd2PMQeHYIwZCM64/THmgLvIPRERERERERFdu2w2G44fP46UlJSAucg9XRhfcyIiulapfd0BIiIiIiIiIiIiIiKiaw0LLEREREREREREQWDTpk1ITU2FRqPBokWLOl1GREREl4YFFiIiIiIiIiKiLvLaa68hOTkZBoMBmZmZ2LNnj6+7pJg/fz7uvfdelJSUYMWKFZ0u64zNZsOcOXMwfPhwaLVaTJ8+vcN27777Lq6//nqEhoaiV69e+PGPf4zq6uquDoeIiMjnWGAhIiIiIiIiIuoCH3zwAZ544gk888wz2LdvH66//npMnjwZlZWVvu4ampqaUFlZicmTJyMxMREREREdLrsQl8sFo9GIhQsXYtKkSR222bFjBx588EE89NBDOHz4MD788EPs2bMH8+bNuxphERER+RQLLERERERERETk91wuywVuzZfR1nZJbb+LNWvWYN68eZg7dy6GDh2KN954A6GhoVi3bt1Ft62rq8P8+fMRHx8Pg8GAYcOGYfPmzcr6rKwspKWlISQkBMnJyVi9erXX9s3NzViyZAl69+6NsLAwZGZmYvv27QCA7du3K8WTW2+9FSqVqtNlFxIWFoa1a9di3rx5SEhI6LDNrl27kJycjIULFyIlJQU33XQT5s+f71cjeYiIiLoKCyxt+PMw3rZefPFFjB49GhEREYiLi8P06dNRWFjo1cZms+GRRx5BTEwMwsPDcc8996CiosKrzalTpzB16lSEhoYiLi4OTz75JJxOp1eb7du3Y+TIkQgJCUFqair+9Kc/teuPL563lStXQqVSec0PG4gxl5aW4r//+78RExMDo9GI4cOHIzs7W1kvIli2bBl69eoFo9GISZMm4ejRo16PUVNTg1mzZiEyMhImkwkPPfQQmpqavNrk5eXhe9/7HgwGA/r27YuXXnqpXV8+/PBDXHfddTAYDBg+fDg+/fTTqxKzy+XC0qVLkZKSAqPRiAEDBmDFihUQkYCJ++uvv8Zdd92FxMREqFQqbNq0yWu9P8V3KX2h9phP/PvY2law5BMg+HJKMOQTgDklGDCn+P/x1SNYckp35RO73Y7i4mLk5OQgLy8P5eXl2P7V8E5vu3Y9iPr6emX7r/89ptO2uQd+7LWvHTsndNjOE09paSny8vKQk5ODgwcPoqysrF0+KS0tRXZ2NnJycjBkyBDYbC1FHLVajUmTJmHnzp0oLi7Gvn37sH//fpw4cQIul0t5DLfbjcmTJ2Pbtm1YtmwZPvroIzz11FPQaDQAgJycHNx///24++67kZWVhTlz5uBXv/oVXn/9deUxHn30UezatQsbNmxAXl4e7rvvPkyZMgVHjx7FuHHjlP+TWVlZOHPmjNeyd955Bzt27EB4eDiys7NRW1vr9Rx5Yjxw4ABycnJQWFjo1X8AcDqdKC4uRnR0NE6dOoX169fD6XSioqICf/3rX3HHHXfAYrHgyJEjXq/r+ZhPrg7mE/8+trbFfNLCnz7HdpVgOEcJyvMTIRER2bBhg+j1elm3bp0cPnxY5s2bJyaTSSoqKnzdtXYmT54s69evl0OHDklubq7ccccdkpSUJE1NTUqbBQsWSN++fWXr1q2SnZ0tN954o4wbN05Z73Q6ZdiwYTJp0iTZv3+/fPrppxIbGytPP/200qa4uFhCQ0PliSeekPz8fPn9738vGo1GtmzZorTxxfO2Z88eSU5OlvT0dHnssccCNuaamhrp16+fzJkzR3bv3i3FxcXy2Wefybfffqu0WblypURFRcmmTZvkwIEDMm3aNElJSRGr1aq0mTJlilx//fXyn//8R/79739LamqqzJw5U1lfX18v8fHxMmvWLDl06JC8//77YjQa5c0331Ta7NixQzQajbz00kuSn58vv/rVr0Sn08nBgwe7NGYRkV//+tcSExMjmzdvluPHj8uHH34o4eHh8sorrwRM3J9++qn88pe/lI8++kgAyMcff+y13p/iu5S+kDfmE/8+trYVLPlEJDhzSjDkExHmlEDHnOL/x1ePYMkp3ZVPqqqq5LPPPpOioiKxWCxSXV0tOTk58sXW/p3edv3nvyQ7O1ssFouIiGz7Mq3Tttk5rfsSEfnq61EdthMRKSsrk/3790ttba3YbDalL+Xl5cr2ZWVlsm/fPsnPzxcAsnHjRsnLyxOXyyUiIk8++aSkp6fLoUOHpLGxURoaGiQvL0+OHTumPMann34qarVavvjiC6+YKysrRUTkv/7rv+TWW2+VvXv3ypkzZ8RisciCBQukf//+YrFY5OTJk6LRaKS0tNQrtokTJyrvp9raWgEgX375pbLes+yTTz6R06dPS01Njezdu1dqamq8HscTY21trZjNZjl69KhMmzZNpk2bprQpLCxUYnz77bclNDRUtFqtAJC77rpLrFar5ObmyrFjx9rFaLVaJT8/X3bu3Ml8chUwn/j3sbUt5pPAPT8RCY5zlGA8P2GB5ZwxY8bII488otx3uVySmJgoL774og97dWkqKysFgHz11VciIlJXVyc6nU4+/PBDpU1BQYEAkF27dolI64e3th8K165dK5GRkdLc3CwiIj/72c8kLS3Na18zZsyQyZMnK/e7+3lrbGyUgQMHyueffy4TJkxQkk0gxvzUU0/JTTfd1Ol6t9stCQkJsmrVKmVZXV2dhISEyPvvvy8ionzA37t3r9Lmn//8p6hUKuWD9+uvvy49evRQngPPvgcPHqzcv//++2Xq1Kle+8/MzJT58+dfWZAdmDp1qvz4xz/2WvbDH/5QZs2aJSKBF/f5ycaf4ruUvlB7zCf+fWz1CKZ8IhKcOSXY8okIc0ogYk7x/+OrSHDllO7KJ+vWrZPPPvtMzGaz0qakpETy8vaK02kWp9MsRUUH5ciRPOW+02mT/Px8OXHihIhIm+Ud3by/OOmsnYhIUVGRHD9+3Kv90aNHleKI2+2W3NxcOXPmjJSWlgoA+frrryU7O1uqq6tFROTxxx+XtLQ0ry+I6+rqZO/evcrrvHTpUklISFCKMp6YPV8EZWRkyMKFC6WoqEhZv2nTJtFqtXLs2DHZvHmzAJCwsDCvm1arlfvvv19ELlxgabvs/AJL2xg9HA6H3HnnnXL77beLiIjFYpG9e/dKU1OTHD58WHr16iXPPfecvPfee/LJJ5/I8OHDZebMmbJv374OY/QUWBYsWMB8chUwn/j3sdWD+aSVP32O7UrBdo4SLOcnnCIMLUOPc3JyvC7Q5hnGu2vXLh/27NJ4hkFHR0cDaBk67HA4vOK57rrrkJSUpMSza9cuDB8+HPHx8UqbyZMno6GhAYcPH1banH/RusmTJyuP4Yvn7ZFHHsHUqVPb9SsQY/773/+OUaNG4b777kNcXBwyMjLwxz/+UVl//PhxlJeXe/UlKioKmZmZXjGbTCaMGjVKaTNp0iSo1Wrs3r1baXPzzTdDr9d7xVxYWKgMC7/Y89KVxo0bh61bt6KoqAgAcODAAXzzzTe4/fbbAzpuD3+K71L6Qt6YT1r487HVI5jyCRCcOSXY8wngXzEyp1w+5pQW/n58BYIrp3RXPsnNzUVISAjU6tavLCIjI9HcDIjoodGEwmp1w2SKg0YTeu4WgsjISGUKkdblHd0MXnF11g4AwsPD0dDQoEz5ZbFY0NTUhKioKAAtz7/D4UBkZCRiY2Oh0WhQXV2NsLAwpS+lpaWIjY1FWFiYVzwAYDabAbS8Zp5b2zY2m02Z4sezn7ZUKhWamprQ1NQEjUaDnJwc5ObmKreCggK88sorl/LydqptjB5arRZarVaZJsxsNkOj0SAsLAwvvvgixo8fj1/96lcYOHAgxo8fj9dffx3vv/8+rFbrBWPMzc1lPulizCct/PnY6sF8EtjnJwDPUfwpvq7MJyywADh79ixcLpfXQQgA4uPjO5wP1J+43W4sWrQI48ePx7BhwwAA5eXl0Ov1MJlMXm3bxlNeXt5hvJ51F2rT0NAAq9Xa7c/bhg0bsG/fPrz44ovt1gVizMXFxVi7di0GDhyIzz77DD/5yU+wcOFCvP322159vlBfysvLERcX57Veq9UiOjq6S56Xq/E6//znP8ePfvQjXHfdddDpdMjIyMCiRYswa9Ysrz4FWtwe/hTfpfSFvDGftK73rLtQG+aT7os5GHNKsOeTtvv3hxiZUy4fc0rres+6C7VhTgmsc5SzZ88q1x7x0Ol0AFqKDJ6/tVptuzae9V0lISEB0dHROHToEHJycpCfn4/4+HjExMR49Uer1UKv1+OGG27A1q1blb643W78+9//xogRI7weV6VSQavVKtunpqaivLxc+dLt/JiHDBmCffv2ecW8Y8cO9O/fH263GxkZGXC5XKisrERqaqrXrbOL0V+qtjG2pVar4Xa7lTae/losFqjVaq8YPa9nR68ZAKXAcvbsWeaTLsZ80rres+5CbZhPAiuf+Ntn9WA/R/Gn+Loyn2gv3oT82SOPPIJDhw7hm2++8XVXrqqSkhI89thj+Pzzz2EwGC6+QQBwu90YNWoUXnjhBQBARkYGDh06hDfeeAOzZ8/2ce+uno0bN+Ldd9/Fe++9h7S0NOTm5mLRokVITEwM6LiJfI35JLAFY05hPiHyHeaUwBWM+aS2thY1NTXo378/DAYDrFYrSkpKoNPpEBsb2679E088gdmzZyMpKQnp6el46aWXYLFYMH369AvuZ8yYMRgzZgzuuecerFmzBqmpqThw4ABOnTqFtLQ0LF68GKNHj8Zvf/tbzJ07F7t27cKrr76KlStXAgAGDRqEWbNm4cEHH8Tq1auRkZGBqqoqbN26Fenp6Zg6dWqXPSf5+fmw2+2oq6uD2WxGbm4uqqqq0KtXLwDAXXfdhXnz5mHt2rXo27cvTp8+jeXLlyM9Pb3dF1lEF8J8EriCMZ8APEcJVBzBAijDeCsqKryWV1RUXPEvPa6mRx99FJs3b8aXX36JPn36KMsTEhKUDztttY0nISGhw3g96y7UJjIyEkajsVuft5ycHFRWVmLkyJHKUOSvvvoK//u//wutVov4+PiAi7lXr14YOnSo17IhQ4bg1KlTXn2+UF8SEhJQWVnptd7pdKKmpqZLnper8f/jySefVCr6w4cPxwMPPIDHH39c+RVHoMbt4U/xXUpfyBvzSet6z7oLtWE+6b73SjDmlGDPJ2337w8xMqdcPuaU1vWedRdqw5wSWOcosbGxytRTHp5RFJ4RDzqdThn10LaNZ31XOX36tDKKJTQ0FDExMYiLi1N+3Xr+CIwZM2bgt7/9LX73u99h2rRpyM3NxQcffKBMKeYhInA6nV7x/P73v8fo0aMxc+ZMDB06FL/85S/hdruh0+kwcuRIrFq1Ch999BGGDRuGZcuW4bnnnsM999yjPMb69evx4IMPYvHixRg8eDCmT5+OvXv3Iikp6Yqeg/NjvOOOO5CRkYFt27Zh9+7dyMjIwG233aa8RnPmzMGaNWvw6quv4t5778W8efMwePBgvPHGG+1GGJ0/OiY2Npb5pIsxn7Su96y7UBvmk8DKJ/72WT3Yz1H8Kb6uzCcssABew3g93G43tm7dirFjx/qwZx0TETz66KP4+OOPsW3bNqSkpHitv+GGG6DT6bziKSwsxKlTp5R4xo4di4MHD3q9YT///HNERkYqB7ixY8d6PYanjecxuvN5mzhxIg4ePOg1l+yoUaMwa9Ys5d+BFvP48eNRWFjotayoqAj9+vUDAKSkpCAhIcGrLw0NDdi9e7dXzHV1dcjJyVHabNu2DW63G5mZmUqbr7/+2uuD7ueff47BgwejR48eSpsLPS9dyTOcvC2NRqMMPQ/UuD38Kb5L6Qt5Yz5p4c/H1mDMJ0Bw5pRgzyeAf8XInHL5mFNa+PPxNRhzSnflkxEjRqC5uVk5Znsex2AwKF/Eh4WFoaGhwasvDQ0NCA8P78KI4dUHD5VKhZZr97Y8/zqdzqsvP/nJT/DJJ5/gzJkz2L17N26++Wa4XC7leiuevnri8Pyt0Wjw1ltv4ezZs7Barfjss88wadIkJea7774bmzdvht1ux8mTJ7FkyRKvmHU6HZYvX47jx4/DbrejrKwMH330EYYPHw4AMJlMEBF8//vfV/rR0bLznR/jiRMn4HQ6kZ2djerqaogILBaLV4z/8z//g507d+Kbb77ByZMn8c4772DAgAFobGy84Os6YsQI5pMuxnzSwp+PrcwnLQL9/ATgOYo/xdel+aSDC98HpQ0bNkhISIj86U9/kvz8fHn44YfFZDJJeXm5r7vWzk9+8hOJioqS7du3y5kzZ5SbxWJR2ixYsECSkpJk27Ztkp2dLWPHjpWxY8cq651OpwwbNkxuu+02yc3NlS1btkjPnj3l6aefVtoUFxdLaGioPPnkk1JQUCCvvfaaaDQa2bJli9LGl8/bhAkT5LHHHgvYmPfs2SNarVZ+/etfy9GjR+Xdd9+V0NBQeeedd5Q2K1euFJPJJH/7298kLy9P7r77bklJSRGr1aq0mTJlimRkZMju3bvlm2++kYEDB8rMmTOV9XV1dRIfHy8PPPCAHDp0SDZs2CChoaHy5ptvKm127NghWq1Wfvvb30pBQYE888wzotPp5ODBg10as4jI7NmzpXfv3rJ582Y5fvy4fPTRRxIbGys/+9nPAibuxsZG2b9/v+zfv18AyJo1a2T//v1y8uRJv4vvUvpC3phP/PvY2pFAzyciwZlTgiGfiDCnBDrmFP8/vp4v0HNKd+WTyspK+eyzz+To0aNisVikurpacnJypLKyUmnT2Ngo2dnZyvustLRUsrOzvd5zXaG4uFhyc3OltrZWbDab1NTUyP79+6WkpERpU1ZWJvv27ZPa2loxm81y9OhRycvLE5fLpbQpLCyUw4cPS1NTkzQ2NkpeXp4cO3ZMWe9wOCQ3N1eKi4t9ErPT6RSz2Sxms1n27t0r5eXlYjabxWazdUuMVqtV8vPzZefOncwnVwHziX8fWzvCfOJfn2O7SjCcowTj+QkLLG38/ve/l6SkJNHr9TJmzBj5z3/+4+sudQhAh7f169crbaxWq/z0pz+VHj16SGhoqPzgBz+QM2fOeD3OiRMn5Pbbbxej0SixsbGyePFicTgcXm2+/PJLGTFihOj1eunfv7/XPjx89bydn2wCMeZPPvlEhg0bJiEhIXLdddfJH/7wB6/1brdbli5dKvHx8RISEiITJ06UwsJCrzbV1dUyc+ZMCQ8Pl8jISJk7d640NjZ6tTlw4IDcdNNNEhISIr1795aVK1e268vGjRtl0KBBotfrJS0tTf7xj390fcAi0tDQII899pgkJSWJwWCQ/v37yy9/+Utpbm4OmLi//PLLDv8Pz5492+/iu5S+UHvMJ/59bD1fMOQTkeDLKcGQT0SYU4IBc4r/H1/bCoac0h35xGq1Sm5urhw+fFiys7MlNzdXysrK2vWlurpaDh48KNnZ2XLo0CGpq6vr8nidTqecPHlSDhw4INnZ2ZKXlyenT5/2Kiy43W45ffq05ObmSnZ2thw5cqTdlzNvv/22hIaGitFoFKPRKKGhoRIWFiZhYWEydOhQERExm81SUFDgk5gbGhpk7969MnbsWKWP5/fzqaeeumCMDodDjh07Jjk5ObJv3z45fvy4OJ1OrzadxegpsFitVuaTq4T5xL+PredjPvGvz7FdJRjOUYLx/EQlcm5cKxERERERERGRj9lsNhw/fhwpKSkBc8HnxsbGdvO8e+h0OmVaHF8rLS2F1WrtcF10dDSio6Ovyn4D8TUnIqLgoPV1B4iIiIiIiIiIAllERAQiIiJ83Y2L6t27t6+7QEREdE3hRe6JiIiIiIiIiIiIiIguEwssREREREREREREREREl4kFFiIiIiIiIiIiIiIiosvEAgsREREREREREREREdFlYoGFiIiIiIiIiIiIiIjoMrHAQkREREREREQUBDZt2oTU1FRoNBosWrSo02VERER0aVhgISIiIiIiIiLqIq+99hqSk5NhMBiQmZmJPXv2+LpLivnz5+Pee+9FSUkJVqxY0emyzthsNsyZMwfDhw+HVqvF9OnTO2z32muvYciQITAajRg8eDD+/Oc/d3UoREREfkHr6w4QEREREREREQWCDz74AE888QTeeOMNZGZm4uWXX8bkyZNRWFiIuLg4n/atqakJlZWVmDx5MhITEztddiEulwtGoxELFy5EVlZWh23Wrl2Lp59+Gn/84x8xevRo7NmzB/PmzUOPHj1w1113dWlMREREvsYRLERERERERETk98wuV6c3m8t9yW2tl9j2u1izZg3mzZuHuXPnYujQoXjjjTcQGhqKdevWXXTburo6zJ8/H/Hx8TAYDBg2bBg2b96srM/KykJaWhpCQkKQnJyM1atXe23f3NyMJUuWoHfv3ggLC0NmZia2b98OANi+fTsiIiIAALfeeitUKlWnyy4kLCwMa9euxbx585CQkNBhm7/85S+YP38+ZsyYgf79++NHP/oRHn74YfzmN7+56HNARER0reEIFiIiIiIiIiLyewO+PtjpuonRkXj3+v7K/WHfHIbV7e6w7VhTGD7OGKjcH70rHzWO9gWV8ltGXFb/7HY7cnJy8PTTTyvL1Go1Jk2ahF27dl1wW7fbjdtvvx2NjY145513MGDAAOTn50Oj0QAAcnJycP/99+PZZ5/FjBkzsHPnTvz0pz9FTEwM5syZAwB49NFHkZ+fjw0bNiAxMREff/wxpkyZgoMHD2LcuHEoLCzE4MGDkZWVhXHjxiE6OrrDZVequbkZBoPBa5nRaMSePXvgcDig0+mueB9ERET+ggUWIiIiIiIiIqIrdPbsWbhcLsTHx3stj4+Px5EjRy647RdffIE9e/agoKAAgwYNAgD0799aMFqzZg0mTpyIpUuXAgAGDRqE/Px8rFq1CnPmzMGpU6ewfv16nDp1Spnqa8mSJdiyZQvWr1+PF154QZmiLDo6Whl90tGyKzV58mS89dZbmD59OkaOHImcnBy89dZbcDgcOHv2LHr16tUl+yEiIvIHLLAQERERERERkd87dvPwTtdpoPK6f+imtE7bqs9ru3fs0CvrWBfIzc1Fnz59lOLK+QoKCnD33Xd7LRs/fjxefvlluFwuHDx4EC6Xq932zc3NiImJuWr97sjSpUtRXl6OG2+8ESKC+Ph4zJ49Gy+99BLUas5UT0REgYUFFiIiIiIiIiLye2HnpsvyZdsLiY2NhUajQUVFhdfyioqKi44OMRqNV7TvpqYmaDQa5OTkKNOKeYSHh1/RY18uo9GIdevW4c0330RFRQV69eqFP/zhD4iIiEDPnj27tS9ERERXG386QERERERERER0hfR6PW644QZs3bpVWeZ2u7F161aMHTv2gtump6fj9OnTKCoq6nD9kCFDsGPHDq9lO3bswKBBg6DRaJCRkQGXy4XKykqkpqZ63bpq6q/LpdPp0KdPH2g0GmzYsAF33nknR7AQEVHA4QgWIiIiIiIiIqIu8MQTT2D27NkYNWoUxowZg5dffhlmsxlz58694HYTJkzAzTffjHvuuQdr1qxBamoqjhw5ApVKhSlTpmDx4sUYPXo0VqxYgRkzZmDXrl149dVX8frrrwNouSbLrFmz8OCDD2L16tXIyMhAVVUVtm7divT0dEydOrXLYszPz4fdbkdNTQ0aGxuRm5sLABgxYgQAoKioCHv27EFmZiZqa2uxZs0aHDp0CG+//XaX9YGIiMhfsMBCRERERERERNQFZsyYgaqqKixbtgzl5eUYMWIEtmzZ0u7C9x3JysrCkiVLMHPmTJjNZqSmpmLlypUAgJEjR2Ljxo1YtmwZVqxYgV69euG5557DnDlzlO3Xr1+P559/HosXL0ZpaSliY2Nx44034s477+zSGO+44w6cPHlSuZ+RkQEAEBEAgMvlwurVq1FYWAidTodbbrkFO3fuRHJycpf2g4iIyB+oxJMBiYiIiIiIiIh8zGaz4fjx40hJSYHBYPB1d6gb8DUnIqJrFSe/JCIiIiIiIiIiIiIiukwssBARERERERERXUXvvvsuwsPDO7ylpaX5unuK22+/vdN+vvDCC77uHhERkd/hNViIiIiIiIiIiK6iadOmITMzs8N1Op2um3vTubfeegtWq7XDddHR0d3cGyIiIv/HAgsRERERERER0VUUERGBiIgIX3fjonr37u3rLhAREV1TOEUYEREREREREfkdEfF1F6ib8LUmIqJrFQssREREREREROQ3PFNmWSwWH/eEuovntfan6dKIiIguBacIIyIiIiIiIiK/odFoYDKZUFlZCQAIDQ2FSqXyca/oahARWCwWVFZWwmQyQaPR+LpLREREl0UlHIdJRERERERERH5ERFBeXo66ujpfd4W6gclkQkJCAgtpRER0zWGBhYiIiIiIiIj8ksvlgsPh8HU36CrS6XQcuUJERNcsFliIiIiIiIiIiIiIiIguEy9yT0REREREREREREREdJlYYCEiIiIiIiIiIiIiIrpMLLAQERERERERERERERFdJhZYiIiIiIiIiIiIiIiILhMLLERERERERERERERERJeJBRYiIiIiIiIiIiIiIqLLxAILERERERERERERERHRZfp/5nmc8FRM3/AAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-6, 6])\n", + "axs[2].set_ylim([-6, 6])\n", + "axs[3].set_ylim([-6, 6])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[ 0.0000e+00],\n", + " [ 0.0000e+00],\n", + " [-1.9499e-01],\n", + " [ 0.0000e+00],\n", + " [-8.9840e-03],\n", + " [ 5.0072e+00],\n", + " [-9.6258e-01],\n", + " [ 0.0000e+00],\n", + " [ 1.3403e-01],\n", + " [ 0.0000e+00],\n", + " [ 0.0000e+00],\n", + " [ 0.0000e+00],\n", + " [-7.9184e-01],\n", + " [ 0.0000e+00],\n", + " [-9.3936e-04],\n", + " [-9.6291e+00],\n", + " [ 1.5060e+00],\n", + " [ 0.0000e+00],\n", + " [ 7.3672e-03],\n", + " [ 0.0000e+00]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [ 0. ],\n", + " [-1.5762188 ],\n", + " [ 0. ],\n", + " [-6.055793 ],\n", + " [ 1.6886225 ],\n", + " [-0.70032585],\n", + " [ 0. ],\n", + " [ 4.5332003 ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [-5.643818 ],\n", + " [ 0. ],\n", + " [-0.6415057 ],\n", + " [-2.590608 ],\n", + " [ 0.5802116 ],\n", + " [ 0. ],\n", + " [ 0.3802154 ],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/PDE_Chafee_Infante.ipynb b/examples/PDE_Chafee_Infante.ipynb new file mode 100644 index 000000000..e6b440ce5 --- /dev/null +++ b/examples/PDE_Chafee_Infante.ipynb @@ -0,0 +1,383 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$\\frac{\\partial u}{\\partial t}=\\frac{\\partial^2 u}{\\partial x^2}+a\\left(u-u^3\\right),\\quad a = 1$" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "\n", + "# DeePyMoD imports\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.data.burgers import burgers_delta\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.library import Library1D\n", + "from deepymod.model.sparse_estimators import Threshold\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import Periodic, TrainTest, TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "import pysindy as ps\n", + "\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((301, 200), (301, 200), (301, 200))" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = np.load(\"../../SGA-PDE/data/chafee_infante_CI.npy\", allow_pickle=True)\n", + "x = np.load(\"../../SGA-PDE/data/chafee_infante_x.npy\", allow_pickle=True)\n", + "t = np.load(\"../../SGA-PDE/data/chafee_infante_t.npy\", allow_pickle=True)\n", + "data.shape, x.shape, t.shape\n", + "\n", + "array = {}\n", + "array[\"x\"], array[\"t\"] = np.meshgrid(x, t, indexing=\"ij\")\n", + "array[\"u\"] = data\n", + "array[\"x\"].shape, array[\"t\"].shape, array[\"u\"].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data():\n", + " data = np.load(\"../../SGA-PDE/data/chafee_infante_CI.npy\", allow_pickle=True)\n", + " x = np.load(\"../../SGA-PDE/data/chafee_infante_x.npy\", allow_pickle=True)\n", + " t = np.load(\"../../SGA-PDE/data/chafee_infante_t.npy\", allow_pickle=True)\n", + " data.shape, x.shape, t.shape\n", + "\n", + " array = {}\n", + " array[\"x\"], array[\"t\"] = np.meshgrid(x, t, indexing=\"ij\")\n", + " array[\"u\"] = data\n", + " coords = torch.from_numpy(np.stack((array[\"t\"],array[\"x\"]), axis=-1)).float()\n", + " data = torch.from_numpy(np.real(array[\"u\"])).unsqueeze(-1).float()\n", + " return coords, data" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "dataset = Dataset(\n", + " load_data,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 300000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords = dataset.get_coords().cpu()\n", + "data = dataset.get_data().cpu()\n", + "fig, ax = plt.subplots()\n", + "im = ax.scatter(coords[:,1], coords[:,0], c=data[:,0], marker=\"x\", s=10)\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "fig.colorbar(mappable=im)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([60200, 2]), torch.Size([60200, 1]))" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "coords.shape, data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(2, [50, 50, 50, 50], 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=3, diff_order=2) " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.05) \n", + "sparsity_scheduler = TrainTestPeriodic() " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares() \n", + "# Configuration of the sparsity scheduler" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)\n", + "\n", + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 7800 MSE: 8.52e-04 Reg: 2.53e-04 L1: 1.24e+01 Algorithm converged. Writing model to disk.\n", + "CPU times: user 5min 49s, sys: 5.46 s, total: 5min 55s\n", + "Wall time: 5min 51s\n" + ] + } + ], + "source": [ + "%%time\n", + "!rm -rf ./data/deepymod/Chafee_Infante/\n", + "foldername = \"./data/deepymod/Chafee_Infante/\"\n", + "train(model, \n", + "train_dataloader, \n", + "test_dataloader, \n", + "optimizer,\n", + "sparsity_scheduler, \n", + "log_dir=foldername, \n", + "split=0.8, \n", + "max_iterations=100000) " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import plot_history\n", + "plot_history(foldername)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* [$1, u_x, u_{xx}, u, u u_{x}, u u_{xx}, u^2, u^2 u_{x}, u^2 u_{xx}, u^3, u^3 u_{x}, u^3 u_{xx}$]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[-1.5322],\n", + " [ 0.9521],\n", + " [ 1.6414],\n", + " [-1.6161],\n", + " [-1.8334],\n", + " [ 0.2837],\n", + " [ 2.8050],\n", + " [ 0.8763],\n", + " [-0.4454],\n", + " [-0.0417],\n", + " [-0.1103],\n", + " [ 0.0728]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[-0.39721426],\n", + " [ 0.22826709],\n", + " [ 1.3126007 ],\n", + " [ 0. ],\n", + " [-0.504669 ],\n", + " [-0.9995456 ],\n", + " [ 0.9339218 ],\n", + " [ 0.34831634],\n", + " [ 0. ],\n", + " [ 0.63384515],\n", + " [ 0. ],\n", + " [ 0.2751477 ]], dtype=float32)]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/PDE_KdV.ipynb b/examples/PDE_KdV.ipynb index dfef3302c..6424ff98e 100644 --- a/examples/PDE_KdV.ipynb +++ b/examples/PDE_KdV.ipynb @@ -167,26 +167,6 @@ ")" ] }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(tensor(0.0591), tensor(0.1136))" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(dataset.data).cpu().mean(), (dataset.data).cpu().std()" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -325,8 +305,8 @@ "output_type": "stream", "text": [ " 12725 MSE: 1.87e-06 Reg: 2.03e-06 L1: 3.02e+00 Algorithm converged. Writing model to disk.\n", - "CPU times: user 5min 56s, sys: 7.64 s, total: 6min 3s\n", - "Wall time: 5min 57s\n" + "CPU times: user 5min 50s, sys: 7.93 s, total: 5min 58s\n", + "Wall time: 5min 52s\n" ] } ], @@ -345,12 +325,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -398,9 +378,9 @@ " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", "\n", "#axs[0].set_ylim([-2, 2])\n", - "axs[1].set_ylim([-2, 2])\n", - "axs[2].set_ylim([-2, 2])\n", - "axs[3].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-6, 6])\n", + "axs[2].set_ylim([-6, 6])\n", + "axs[3].set_ylim([-6, 6])\n", "\n", "axs[0].legend()\n", "axs[1].legend()\n", @@ -419,7 +399,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -439,7 +419,7 @@ " [ 0.0000]], device='cuda:0', grad_fn=)]" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -457,7 +437,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -477,7 +457,7 @@ " [ 0. ]], dtype=float32)]" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -495,7 +475,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -505,7 +485,7 @@ " False, False], device='cuda:0')]" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -513,6 +493,13 @@ "source": [ "model.sparsity_masks" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/examples/PDE_KdV_noisy.ipynb b/examples/PDE_KdV_noisy.ipynb new file mode 100644 index 000000000..6ce8485d1 --- /dev/null +++ b/examples/PDE_KdV_noisy.ipynb @@ -0,0 +1,541 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example Korteweg de Vries equation with noisy\n", + "\n", + "The Korteweg de Vries equation is a nonlinear partial differential equation that describes the propagation of waves in shallow water. It is given by\n", + "\n", + "$u_t+6 u u_x+u_{x x x}=0$\n", + "\n", + "There seems to be a mistake in the supplementary of the manuscript. So the equation above is actually from Rudy et al. 2017." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this notebook we provide a simple example of the DeepMoD algorithm by applying it on the KdV equation. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "import matplotlib.pylab as plt\n", + "\n", + "# DeepMoD functions\n", + "\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.library import Library1D\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.sparse_estimators import Threshold, PDEFIND\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import TrainTestPeriodic\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "\n", + "# Configuring GPU or CPU\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before we send the data into the Dataset format, create a plot to get an idea of the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = np.load('data/kdv.npy', allow_pickle=True).item()\n", + "fig, ax = plt.subplots()\n", + "im = ax.contourf(data['x'], data['t'], np.real(data['u']))\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "fig.colorbar(mappable=im)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((0.05690213252639934-9.712814584313298e-16j), 0.10863532242065284)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['u'].mean(), data['u'].std()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now define a function that loads the data, makes torch tensors out of it and then returns it in a coords, data format. The shape of the samples will be (t,x) for the input and (u) for the dataset. Ensure that any array is not 1D, so an array with a single feature can be the shape (N,1) using reshape(-1,1) in numpy or unsqueeze(-1) in torch." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data():\n", + " array = np.load('data/kdv.npy', allow_pickle=True).item()\n", + " coords = torch.from_numpy(np.stack((array[\"t\"],array[\"x\"]), axis=-1)).float()\n", + " data = torch.from_numpy(np.real(array[\"u\"])).unsqueeze(-1).float()\n", + " return coords, data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now pass the function that loads the data to the DeePyMoD Dataset module, which loads the data, preprocesses it, subsamples it and then sends it to the right device." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "preprocess_kwargs = {\"noise_level\": 0.5}\n", + "dataset = Dataset(\n", + " load_data,\n", + " preprocess_kwargs=preprocess_kwargs,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 2000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(0.0598), tensor(0.1285))" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(dataset.data).cpu().mean(), (dataset.data).cpu().std()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now also wish to split the data into a train and test split, specifically into loaders, which handle the logic of passing the samples to the model." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Configuring DeepMoD" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the function approximator: Here the first argument is the number of input and the last argument the number of output layers." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(2, [30, 30, 30, 30], 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the library function: We select athe library with a 2D spatial input. Note that that the max differential order has been pre-determined here out of convinience. So, for poly_order 1 the library contains the following 12 terms:\n", + "* [$1, u_x, u_{xx}, u_{xxx}, u, u u_{x}, u u_{xx}, u u_{xxx}, u^2, u^2 u_{x}, u^2 u_{xx}, u^2 u_{xxx}$]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=2, diff_order=3) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator and sparsity scheduler used. In this case we use the most basic threshold-based Lasso estimator and a scheduler that asseses the validation loss after a given patience. If that value is smaller than 1e-5, the algorithm is converged. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.3) \n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=10, delta=1e-5) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares() \n", + "# Configuration of the sparsity scheduler" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we instantiate the model and select the optimizer " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)\n", + "\n", + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3) \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run DeepMoD " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now run DeepMoD using all the options we have set and the training data:\n", + "* The directory where the tensorboard file is written (log_dir)\n", + "* The ratio of train/test set used (split)\n", + "* The maximum number of iterations performed (max_iterations)\n", + "* The absolute change in L1 norm considered converged (delta)\n", + "* The amount of epochs over which the absolute change in L1 norm is calculated (patience)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 11750 MSE: 2.88e-03 Reg: 3.50e-05 L1: 3.01e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 5min 2s, sys: 6.96 s, total: 5min 9s\n", + "Wall time: 5min 5s\n" + ] + } + ], + "source": [ + "%%time\n", + "foldername = \"./data/deepymod/KDV_noisy/\"\n", + "train(model, \n", + "train_dataloader, \n", + "test_dataloader, \n", + "optimizer,\n", + "sparsity_scheduler, \n", + "log_dir=foldername, \n", + "split=0.8, \n", + "max_iterations=100000) " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-6, 6])\n", + "axs[2].set_ylim([-6, 6])\n", + "axs[3].set_ylim([-6, 6])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below we get the correct coefficients" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [-0.9920],\n", + " [ 0.0000],\n", + " [-5.8555],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "estimatior_coeffs gives the magnitude of the active terms:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [-0.8936713],\n", + " [ 0. ],\n", + " [-1.5698444],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sparsity masks provide the active and non-active terms in the PDE:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([False, False, False, True, False, True, False, False, False, False,\n", + " False, False], device='cuda:0')]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.sparsity_masks" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/PDE_Kuramoto_Sivashinsky.ipynb b/examples/PDE_Kuramoto_Sivashinsky.ipynb new file mode 100644 index 000000000..3ab0bfc8c --- /dev/null +++ b/examples/PDE_Kuramoto_Sivashinsky.ipynb @@ -0,0 +1,550 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example Kuramoto - Sivashinsky equation with noise\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this notebook we provide a simple example of the DeepMoD algorithm by applying it on \n", + "\n", + "$u_t = -uu_x - u_{xx} - u_{xxxx}$\n", + "\n", + "We start by importing the required libraries and setting the plotting style:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "\n", + "# DeePyMoD imports\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.data.burgers import burgers_delta\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.library import Library1D\n", + "from deepymod.model.sparse_estimators import Threshold\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import Periodic, TrainTest, TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "import pysindy as ps\n", + "\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dataset\n", + "Create all the argument we need to create a Burgers dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Making dataset\n", + "\n", + "# Load and plot the data\n", + "data = loadmat(\"../../pysindy/examples/data/kuramoto_sivishinky.mat\")\n", + "time = np.ravel(data[\"tt\"])\n", + "x = np.ravel(data[\"x\"])\n", + "u = data[\"uu\"]\n", + "dt = time[1] - time[0]\n", + "dx = x[1] - x[0]\n", + "\n", + "# Plot u and u_dot\n", + "plt.figure(figsize=(10, 4))\n", + "plt.subplot(1, 2, 1)\n", + "plt.pcolormesh(time, x, u)\n", + "plt.xlabel(\"t\", fontsize=16)\n", + "plt.ylabel(\"x\", fontsize=16)\n", + "plt.title(r\"$u(x, t)$\", fontsize=16)\n", + "\n", + "u_dot = ps.FiniteDifference(axis=1)._differentiate(u, t=dt)\n", + "plt.subplot(1, 2, 2)\n", + "plt.pcolormesh(time, x, u_dot)\n", + "plt.xlabel(\"t\", fontsize=16)\n", + "plt.ylabel(\"x\", fontsize=16)\n", + "ax = plt.gca()\n", + "ax.set_yticklabels([])\n", + "plt.title(r\"$\\dot{u}(x, t)$\", fontsize=16)\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data():\n", + " data = loadmat(\"../../pysindy/examples/data/kuramoto_sivishinky.mat\")\n", + " time = np.ravel(data[\"tt\"])\n", + " x = np.ravel(data[\"x\"])\n", + " array = {}\n", + " array[\"x\"], array[\"t\"] = np.meshgrid(x, time, indexing=\"ij\")\n", + " array[\"u\"] = data[\"uu\"]\n", + " coords = torch.from_numpy(np.stack((array[\"t\"],array[\"x\"]), axis=-1)).float()\n", + " data = torch.from_numpy(np.real(array[\"u\"])).unsqueeze(-1).float()\n", + " return coords, data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we pass this function to the dataset class, which then adds noise to it, normalizes the coordinates and performs random subsampling to it." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "preprocess_kwargs = {\"noise_level\": 0.0}\n", + "dataset = Dataset(\n", + " load_data,\n", + " preprocess_kwargs=preprocess_kwargs,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 2000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's plot it to get an idea of the data. As we can see, $X$ has 2 dimensions, $\\{x, t\\}$, while $y$ has only one, $\\{u\\}$. Always explicity set the shape (i.e. $N\\times 1$, not $N$) or you'll get errors. We also added 5% of noise." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords = dataset.get_coords().cpu()\n", + "data = dataset.get_data().cpu()\n", + "fig, ax = plt.subplots()\n", + "im = ax.scatter(coords[:,1], coords[:,0], c=data[:,0], marker=\"x\", s=10)\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "fig.colorbar(mappable=im)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now also wish to split the data into a train and test split, specifically into loaders, which handle the logic of passing the samples to the model." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(\n", + " dataset, train_test_split=0.8\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Configuring DeepMoD" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the function approximator: Here the first argument is the number of input and the last argument the number of output layers." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(2, [30, 30, 30, 30], 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the library function: We select athe library with a 2D spatial input. Note that that the max differential order has been pre-determined here out of convinience. So, for poly_order 2 the library contains the following 12 terms:\n", + "* [$1, u_x, u_{xx}, u_{xxx}, u_{xxxx}, u, u u_{x}, u u_{xx}, u u_{xxx}, u u_{xxxx}, u^2, u^2 u_{x}, u^2 u_{xx}, u^2 u_{xxx}, u^2 u_{xxxx}$]" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=2, diff_order=4) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator and sparsity scheduler used. In this case we use the most basic threshold-based Lasso estimator and a scheduler that asseses the validation loss after a given patience. If that value is smaller than 1e-5, the algorithm is converged. " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.1) \n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=10, delta=1e-5) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator " + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares() \n", + "# Configuration of the sparsity scheduler" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we instantiate the model and send it to the GPU and select the optimizer " + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)\n", + "\n", + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3) \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run DeepMoD " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now run DeepMoD using all the options we have set, the training and test loaders:\n", + "* The directory where the tensorboard file is written (log_dir)\n", + "* The maximum number of iterations performed (max_iterations)\n", + "* The absolute change in L1 norm considered converged (delta)\n", + "* The amount of epochs over which the absolute change in L1 norm is calculated (patience)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 19850 MSE: 3.93e-01 Reg: 2.10e-02 L1: 3.55e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 12min 28s, sys: 12 s, total: 12min 40s\n", + "Wall time: 12min 29s\n" + ] + } + ], + "source": [ + "%%time\n", + "foldername = \"./data/deepymod/kuramoto_sivashinsky/\"\n", + "train(\n", + " model,\n", + " train_dataloader,\n", + " test_dataloader,\n", + " optimizer,\n", + " sparsity_scheduler,\n", + " log_dir=foldername,\n", + " exp_ID=\"Test\",\n", + " write_iterations=25,\n", + " max_iterations=100000,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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EAoFA0D7EHXEEeu+ku8y1nD1HtE7CxeK0oezs7sk7IsVa2HvbbdT8/TeSXk//ZUsZsPofnN54wIE4twfHUg6XPL7NaIrSrYG2sWPHkHLZpQxY/Q8lL75E/l13Ub148X4OUCAQRB2BnwLlAN8MEwgEAoGgGZhNtQoC+/r1AGiShtYEHUbpO+8GndvrhL1SKsKHxwpEtdtRqqvrDeEbTUZgISFIfeuTOuVp117jKY4Q9lgg6KwIxYpAIBAIBK3JgbYHVs/z1oz0TMA1U2NfSrBiQZFrHW2r58+n8quv2XnueQC4i4spfPzxiK77PT75pLbXdg0F1pS29TdOPOEEMm+9NciqTpeS2syBCQSCaEXTeb4FGoAslm8CgUAg2E8OtPUJEBOTC4BOF0f1ggUAKOkRGkfwWJF09ctg+7/h84tomoZ1yRLcZWXk33Mvmw4dSen7H0TsRzK2byiwQCLmm6mz5qpa8AvgMWjzKa4EggMBMTMXCAQCgaA1ONCigTUmtIA3ab1qadlba6qK9a+/KPvwo4htzIMPIvXKK0m/6SYkffREQt19zbWRKxtQrGhuT8izomee9ZeZDxrUIuMSCATRg6bXBZwdaMJFIBAIBC3GAS1CAh7ea6TgzoiwbomgWKlvreG5Rfgt1sqvv2bXJZey46yz/Uod298rI3Yjx7Sxx0o9vxeOjRvDt62jWAlst/2001toYAJB9CMUKwKBQCAQtAKGrvEYusaB3PlXMLZ/1+LOywdAMhj85eayJKQwRk66ivrfiT4rK6RsXfdsfh0x1n9ucpT5j9WaGvJuvQ2Ag9a/hcFVTTzBrviSJJEx4ybSrrqy4QdqRYxduwadKxUVEduaBwyot6+q+T8DUPbee/6yAzm/j0DQWUmMi8dk34FeKwr6xgoEAoFA0BTkGD2GrnEYMmLbeyjtgIbBkILRmOZXrGgBO6Jp8wPm6M2dT0e4zlVY6Kk2mVBragCoWRGsWJHj4gCwjBuHPrVtPdBNfftGrqzzTLqkJMwHH0zckUfS739/EX/MMa08OoEguhGKFYFAIBAIWoHMacPInD4cnaXzb4K5i4oAMA8Zgi4jDQDL3gzGn7ECvc1jcdV11sugeqYdljUJAPT67jsGbljPwA3rSbn0UuTYWNKuv46+C3/FMn68v3+DQWXWqcP5c+ihACSXrqfbnl/89dtPOdV/HGfN5/A/bufsGcGeG7uvuprd06dHdmdvI9KuuYaEk0+qLahH8dbt/94IibGccMIJ/mN9RgYA5qFDPAUGAzXLl/sXbAKBoHNwwTHTOf/mkZw+cwrG3Mz2Ho5AIBAIOijmPslkTh9O8un1bKR3UuyOAlyuUmTZ4J9/SwGOKQOueAsAOSEBfVpao/s19urlP5bCzOutS5dS7PUujxk2NPzYNm7E5c0TmXh623t7dH3uOaTY8Mo2KSY4GX3c+PH0/ORjsh98AF1iIuk33tAWQxQIohahWBEIBAKBQNAg7uJiKr/7Ds3litwojI4g+dJLePjRF7g2ORe8cYnDqRIyb7uV/itXkH7ttey84EKsf/yBrDrJTHWTkFjPPQHX3r0hZfrUVGJHjvScGAxUL1pE9c8LoiM/QYDnvBQhZIC/qd0edF757be113pDmmXdfTfJ550HLhc7/3MBGw8ZgXPHjhYbrkAgaF9Um40dZ53NjrPOBm8IQIFAIBAIBM3D1KeP5yBAsaL5Qls10VtFDlRIhLm2+Lnn/cf65OSwfVh/+81/bBk9qkn3bzG8z9/z88/Ifvwxf3FD3vBqnbWKj7yZd9a+U4GgExMFuwstw6xZsxg0aBAjfZsoAoFAIBAIWoztp5/B3hk3s+//3gxTG3nSbLp2GguSM5hfUUM5Sd7mvoUL5N9/P7suuxzb2rX+a5x79gAQYy/lmDEOBg+uavQ487LHsaXXKZTk1fhd02OG1Hp0REOoLEkXkC9hf8bjzbsQc/DBZN17T1BV6YcfNr9fgUAgEAgEAoGgMxGwyR9z0EGegwDFSl7lZ0DT09DY//3Xf6xLTgmpTzix1tu8etHisOPx5UtM/s9/0KenN3EELYscn0DSqaeiS0ryFoTfNnYVFpJ/z70UPvxI2PqKzz/H/u/asHUCQWei0yhWpk2bxrp161i2bFl7D+WAx71vH3m33y5CkQgEggOa/KeWkf/4UpQqZ3sPpUVwFxcDUP3rr6GV3oWB/Z/VpOROpHePGVi7FLHoq0Fs/s/x/mYGzQZA1QhP/pNtU46nfM5crH/8wY5zzkVTFLYcdTTu/Hz/Nau/+pc/f9JxzN9WbEbPUqcsZSDbu9f2G8ieLhPY1e1Y5s3aTOGjjwKQebsn/0o0JK0vevY5Kr74oragHg+a7VOn1ttX+Udzgs4TzzzDf2xbvqJZ4xMIBNHHOz+8yJ9jHuSfg6/FtmFXew9HIBAIBB0U+6Yy8h9fyr731rX3UNocuyMPAKt1s78sMBTY9rLZgCf/oW/d0xB1c5PokhJD2sgWi//YsXlzSL2mKP61lLFHj0bdt6XZddnlaDbPOm3rpEnse+MNlPJyAJTK4LyV1YsWsfmoo9h1yaWUf/IJtr//jtivarW22pgFgmih0yhWBNFDzf/+R8WXX7HnxhvbeygCgUDQbihlDpRyR5A10oGARe5Gj17T0OnicMc5UPbVLkwMeJRMqjnMhS4Xu6+4EldeXt1iXMZkYh0aW7ONdNkz31NuCB8HWAtnZ6Z6Vk3RoFjxLVL81GMW5y4obFLfWffcQ/f3PYns7Zs31x+2TSAQdBjsDid2cyoOYwKas33zRAkEAoGg46I5FZRyB0r1gTdH1LRa+Rk/ebLnIEJ0TdXhCFte15skUFGSfvMMTAH5VnwEKlYCMXTL9dzLVhtKK+m0U8MPqJWpq0gq+/iT2pM6a1nVZsedl4+7pKTBfpWqygbbCAQdHaFYEbQ4qj1YCLkKiyh45FHKPvqonUYkEAgE7Ugn06to4R4ocMJdZ/KtBYS60tV46uTwoXix/vln8HlsJuvNo4EA/UMz3qdvcSAZDE2/uKWpE/rL2L17o9vWJeuBB4LOZZOJmBEjSDr7bDJvuZnyzz7HVVTU7KEKBIIoQ5L8imKBQCAQCATNw7XXY8gl24LL/flSIhjGGbp2DTqPHTPGf2wZOw5DTk7INfl3B4TrNRg8eRHxJIEH0OzeQUhSxATybY1rV613rFx3TL71SSOMB/ded32EMNICQedBKFYELY7m9FgkS0YjAM6tWyh77z1K33u/PYclEAgEbYtvztm+o2gxEs88A31WFinnn19vu/Jlv7DloStQlGoAFLk2n4hppedYcjYuerFWb2L30D4STzsNU+/eIeUVn3ljJkeBx0pdsu+/P3JlHcVK4GLLkJtL8tSzw1wikf3gA1gOP4LiF17wP7tAIOgkHGBekAKBQCBoQXxTywNdlsieF2HIr7PW8M29IxgxdHn+uaDzmr/+8h/vOPNM3KWlIdcEzuZjBg0i5dJL6fHxXJLO9szjfcnfpZiY9ssFWc99dSmheWOAkN+hrPvv8x/7PYKAoqee2r+xCQRRjlCsCFocn2Kl+ucFOLZu9SchNnTt0p7DEggEAsF+kPPww/Rd+CuJJ58cUhc3cSK69DQASp1/sXP8L/46d4BixaEz7dcY+u9xsjf3mMhjfOxRnDt3RqyPCsVKU9ZLddomn3OO/9gyZnS9l1bNn49SWkrx8y9QszJy7GOBQNABCPgWaOoBvhkmEAgEgv2gnTbuowCzKdt/7Ni4KWwbf06QCIqnis+/qPcealVVaKGudi2koWHIzsJ80EHoMzP99zL17YOpZ896+25V6lPo1H0VEZRzmrs21Jp54ICWGZdA0AEQihVBi6M5a0OBaW43rt27AbAu/g3V2TmSOAsEAkGjOQD2wCS9Htkc4zmpM8mOcdXG/bIf7Jlwa4bGvpTA3UQ4dN3aiC3jJh3taRZgYRZ4lwFr/6XXD9838r6tSBMs0aQ6i9/SN99El5QEQPxxx9V7bcyQg/3HJS+/1PjxCQSCqEPTBZ4duJtiAoFAIBA0l9hYT/4TWTZT+c039baNaMSgq38LtWb58pAyfVZmQMew54Yb2HDQYMrnfoymqux7/Q2Szp5Kz3mf1v8A7YVaJ7ebdy1TNzF94cMP+4/jjzmG+Cn1r1UEgs6CUKwI6kXTNPbefAv599zTcGPAtmYN5fNqw45sP+VU9r3+Rm0Dd4TsYAKBQNDZ6GR7X+XzPqPo2eewr1sXvoF3kl03B4vJXatQ1+K8bcIlr2+A3nt3cuKfv0asV8rLUaqrI9ZLOh2yN0RlNFGvfA2jhPErjhrQTcWOGUPatGkAWP9cQvGsWc0dokAgaGc0faBmRSzfBAKBQNBMOtn6pGkEPLzskaWu7Eh5y0In2pqqUvzMsw3cIszcvY5xcc3/lnp+LluGbdU/lH/8MYWPPILWnuHZ6jH8cuUXNKmrrPvvx9S7N9kPPEDW/ffTVRh4CTo5UTkzP+2000hOTubMM89s76Ec8Di3bqXy228p/+TTEIEQiOZVmFR+8y3O7dsjtxMJNwUCwQGCIT0WfUYsktw5VjD5d93Fvtdeo/DRx0LqbGvW+JMcBiaIN5TFgDt0kSBX1/9O/K7xAazu1Y0/hozwnxudlcFjWL6CLRMmMmjrHABMag2BC6iaFSvqvWdbYcjICDp3F5dEbGvs0SP0+sxM9NnZSEEbraFIkkT6ddPRJSYCUPrmW00frEAgiAossbEYHfno1FJks6HhCwQCgUAgCINk0qHPiEWX3Awrpw6PhsGQjNGY6lesaAE2V/FLLAFNwyg5GrWXFUaxYvN472fcdhvZDz7gDxdW/fvvQc2V8vJG9N86GLt2jVgXM3RI0LkuLg5jn9Cclj4MXXI87RISSD5nKvGTJrXMIAWCKCUqFSs33HAD7777bnsPQwC4Cgr9x5GUIuVffMHGEYdS9euvKOFiSgaiKPXXCwQCQSch84ZDyJoxAl1C9HlJ7A+qK1TJ7tq7F4CYQ0dgyPQoDuL2ZjFu4iLUytq8Kr4limWZZ+HS++f5DNywnt4//+xvk3HH7fRdtJCYYcP8ZdVmifmHxLPokDEApJSuo8euH/15XfxIEgm2PI5aOI1zL8tACrA223n+fyh9551mP3dLkXbNNf6wZYB/YReObv/3RpCiCsDYsyfu/Hysf/zRqPvlvv4aACkXXSSMGwSCDsrFk2/iwjtHcdYDJxAzrFd7D0cgEAgEHRRz7ySyZowg9dwDLwdGTc12XK4y9PrEWsO3AMVGn5OfAUCfno6pdxjFQYR5tD7QaCqMQZ3qDZVvGTcW84CA965pmA86yH+6+7LLG/kkLU/Xl14EQ6jhRu6rs5F0wcZclrFj6R0QSk2fkx18kRS6tqlauBDbmn9bZrACQZQRBVlcQ5k4cSILFy5s72EIAC1wAy2CUiT/jpn+n+Y62uyQ/sSmjkAgEHRa6uYEkUwmtAsvCmoBhFiBuXbVJpxPuegidl54EbZVq5Bj0tmbosNmDK98kGNjCZJMsoykqmiAITuL+GOPpeqnn/zVNX+vIuWii+p20/YEPn4DHk2ayxWhpnGeUDFDhjBww/rGjUsgEEQlanU12046GYABa1aH3fwQCAQCgUBQH7UTcH1mFo7NW4KrVW/Y+ghhsSKF6jJkZ+MuKop4beyw4bjLSpHj4kPqAsMUu4qL6ht86+N9vh6ffIzt779RyssxdOvW8GV11ip1ozXYN25iz9XXAND399/Qp9UxjBMIOjgt7rGyePFiTjrpJHJycpAkiS+++CKkzaxZs+jRowdms5nRo0ezdOnSlh6GoIloTid5t99BeZ1/L8v48bVtApQiqtPp/4Ca+vcHIPPuu7Au/q3+G3VQjxXVbm/fmJcCgUAQzUT4Puri4kibdm09F0oUPPwIe26aUVukKDg2bgQg1lbMm8ck8tGE0IWIp22wsl6SJPLSD2V79ymUFTtIOvOMoHrZEtvgo7QJAe9LakIy+yDq8XSpD9Vub979BAKBQCAQCASCdkZzOvd7b8bYs2dIWYn9d89BpLl5hL0s2z//+I9lkymkvutLL5Lz+BNU/7KAim++Da1/+SWk2FhS/nNBI0be+ugzMkm58ELSr78eU5j3VBelbljjumsUrXa9Vvruey0xRIEgqmhxxYrVamXo0KHMipAkde7cucyYMYP77ruPlStXMnToUCZPnkxRUTtrZw9wqn7+mYovv/R7n/gI2vBRFDRFwbbmXzYOGcrmI4/CVViIUloKgLFHPR9dXwxLJbzHiqZpuL39RBuuvDw2jRod8m4EAoGgPgpfXEnBs8tRKhztPZTWx7u4qVm+nMSc8XTPvoLqLgX89sVQttxY6yFiwOMFaR1VA8DWSZMoe/991IoKf5utx5+AEnB+8A4HV39fzqRVNTgMHplUmjKI7d2Pw7VnT/A4ZJk93Y9he88T+fT13ey68uqgal1cXMs9czMpmf0qNX/9VVsQxl3ex66rrgop83ng1KxY3qT7ugoK2H7W2WwcNhznjh1NulYgELQvHyx4hb9G3s3qwVdR/b9N7T0cgUAgEHRQHNvKKXh2Ofs+7JjezK6iIjYMP4S9M2Y03LgOTmcxANXV62oLA7a7dls9eRrdhYU4d3q86e2bNrH9zLOo/u03NDVUmeMzMvZR/fvvlH/+Be59+4LvvW0rhY8+Rumbb/rL1Koq7Bs3YftnNZm33kLaVVc2+Zlaij033AjevMlbJkxg3/+9GbGt9a//sfWEEyN3VmdtY+rfH9m7Biv/5BPUmpr9Hq9AEE20uGJlypQpPPzww5x22mlh65999lmuuOIKLrnkEgYNGsTs2bOJjY3lzTcj/+HWh8PhoLKyMui/5qIpCqrDgVpPkvbOSqD7XpA1q15P399/o++ffyAnJGBfs4YdZ50FgFJSgruoCLc3yZY+LTXyDXxxGbXwipWSWf9l87jxVP74U9j69qT0nXfQnE4qvvwS5569/nJNVVFttnYcmUAgiGbcxTbcRTY0pZN5uzXwOPG63vQZeAd6fSLOhGqcRfkAWGw1mPEomdS4yJ24du0KOjc7NdIrVeJtKpu6GMnZ68nH4jQmhF4sy+i75kbsW7ZYIta1Fe6SkuAFRT0eK64dOyPWaTVNkz/6tDT/fYueeaZJ1woEgvbFaquhxpKNzZyKVnMAKOsFAoFA0CqoThV3kQ13acf0YK747DNQFKq+/6HJ16qa23+ccPyUetsqVdUAFD76GPZ//2X3FVeG3cvyedkDpF17DZVffU3+zJlY//gDpaoKu68+3Hxf0yh96y32vf46Fd+GerK0Ja7du4POK774HMeWLWGVIGpNDc6tWyP2JemCt5klSaLPwl+RExJQysooeva5lhm0QBAltGnyeqfTyYoVK5g0aVLtAGSZSZMmsWTJkmb1+dhjj5GYmOj/Lzc38oZKQ5T89xU2Dh1G0eOPN7uPjopPmRQ3YQKy2ewvr5g3jz3TplPx+RdIskxeHa8N84AB4FXKVM3/mUikXX0V/ZYtRZ+ZGba+5OWXAdj32mv79RwtiVJdTcWXXxI7dqy/bOukSVT98iua282uiy5m8/jDcJeU1NOLQCAQdH6C3PHruOZrXqslSVPxOqwgNdJ+wRqbxXF/13ivb8QFDeQrkWJiGnfj1qTOwioo4WUDbU39+kWsa/C2ej1dnvUoVKrm/4z1f80Pw6o6nViXLDkgDVEEgvYmnMWsQCAQCASCxuOPzOIOLtdnexOxe9czcRMnAJBw0knB9V5iRozwHyeccIL/WKmuZtvxJ7D9lFNZP2CgRzEDaGikBnik29d6EroH5lqJBhybt7DtxJOCwpz5CbME6fLiC/5jU58+IfW6uDgyvF5G5XPnYm3m/q9AEI20qWKlpKQERVHIrLO5npmZSUFBgf980qRJnHXWWXz33Xd07dq1XqXLzJkzqaio8P+3u46mtSlIeo9XhebumHlA9gfV6+kjJwZbALvy8rH98w+uvZ5wK3WTz2sBcSbta/+ly/PP+89TLrrQf1zy0ssgyWFjyQf2EbRp1M5sP/U08m6/g4ovvwwqL/nvf7GvW0fNsmWoNTU4tmxBc7vFBpNAIOjUJJx0EpLBQOIpJ9fbrmLZQnY8dgNutyecl+r97lfHxmH6S+9p5I50dTCr+h4UUlbflmL80UfX258UhQmfs+66M3JlXZkZweuzsZj79yfRm3cm/957mi23Ch96mF2XXEqx8HwRCNoeoVgRCAQCwQGKZDI33KgxeEPVG3fX2RL1Tb29c25J5127KG508fH0+uLzoOa2lSv9x9sCwmNpTifu4uLQ+2oE5YBUbR7PIcnQzoqVSAZb4crrlul0JBx7LAM3rGfghvXokpLCdpV01pnEHzMJXXoaMcOG7ddwBYJook0VK43l559/pri4mJqaGvbs2cPYAI+BuphMJhISEnjvvfcYM2YMRzewqVIv3o+mpjRyx6cToVRWAaBLSAwq9yk9yj78CHdZWUjCriBhYTCQcNxken7+GQAV33xL9iOPAB4r4UhJg5WA8G3ZDz24fw/SQmia5o/db1u+IqjO1Ls3MUOGYB40CIDil15mw+CDKXzooTYfp0AgELQVXZ56kgFrVpNy/vkhdfHHHIOc6JEfJa7f2Tr6G3+dGpDAsEofIQl9GHZnZPHS1IuDyvrtdZLfZVLY9uZBg8i+/36cO2tDiWl1Jv6SPgoUK83MVQ/BucxMfXo3q4/MO+5Al56Ga+cuSt98q/mDAWxr/t2v6wUCQRORpLpOgQKBQCAQNJ0OKktihg4FwNCtW5OvNZlqDbwdm7eEbePO84Qw9gnbusbX1YsWBV8QQSgXPf5E+EFoGsaAKDuqw6tYMUbBGiUsDS9cDBGi0oT0pNPR5cUX6Tl3LrI3isDeW2/DsW37fo1QIGhv2lSxkpaWhk6no7CwMKi8sLCQrKys/ep72rRprFu3jmXLljW7D8mXB+QA9FhRKj2WxWXvv8/uadNrK9Tad6FarWh1rGUrv/2WtOuvA0DyhnsxDxyIedAglH37aj1dbDb2zpiBq86/PeBPWixbLEh6fcs91H6gVlf7j+taGiSeegpQG1LGtsKjeKlZ+XcbjU4gEHQI/BZPHXTl0gRkoxF9crLnpM7zJlfXJqJ39PfW6RrRZ5j3NnxjaNLm2LFjPLf1elRGMo5Iu/Yaks4+q+EbtzLhPDfraRx0WjV/PsaeHuVK/DHHNOv+urg4Mm+5BYCSWbNqYz83pY+UFADMB4V6FAkEgpZH1QV8C/bPcU0gEAgEBzL7YeATDegS4rGMG0vs8OFNvjYubgAAkqSj/NNP623rW1eUfvABAFU/eXMBy41YxNTbscbuq66uPbV78qZ1JI+VumsZxbufV/Htt5TPm+cxyI54Gwl9ejoAjm3b0JxOil96sZmDFgiigzZVrBiNRkaMGMGCBQv8ZaqqsmDBgnq9UhrDrFmzGDRoECNHjmx2H35ttHLgKVYSJk/GPHQIAJqjNimmpgSs3hQFlDqhwNwKkle4aC4XFd9+S9XPP6N5TSBK/vuKv23V9z/4Q44F4vsQ6xITQ+raC9liIfXyy8LXeRUqsskUVK6Ul4e0rfzhR4pffBFXfn6Lj1EgEEQ7HXzlUofyz7+g5JVXcGzbFr5BhAl5oq0K2bs4cad6yrRmGGX1yN/NKYvnh97WJ4Mcjnrld/r110dd/GKg/gSO4d6pT4G0Hwq7hJNPJu7II4kZOhRdfOO9iGrH5f15ACgNBYJoQDMELNmamF9JIBAIBAIfHV2CmPr0odubb5LzRNPzIkuBT+/1qHd1qd3f0u0LaOyd4mo1Nn+Ru6yMPK9x0v5Qs2qV/1i1+zxWolOxIoXLX1mnrWq14ioqIu/mW8i/625ce/MadUt3cQlVP/1E1fc/UPnDj00eskAQLbS4YqW6uppVq1axyvux2L59O6tWrWLXLk9ojhkzZvD666/zzjvvsH79eq655hqsViuXXHLJft23JTxW/KHA3AdeKDDLmDGkXnwxEKxYIcDyV1NUNDV400pz2P1KA6W6irybb2HP9Osi3qdujhYAQ5cuJJx0Eq68PEpeeSXMVW2PJMsR87049+yl8ocfsP75Z1C5HCYp8r7XXqPkv69gX7euVcYpEAiiF12yCV2yqcGE6h2F/JkzKX7hRQoffjikzrZ6Nc7tXjdufa0ll65chxRG1yHb6n8n+sxM0LSgxd+mrl1YMeBg/7nB5Ulq7wuJ5dy+na2Tj2PQ3q8991aD84dY//pfvfdsK+Q6RgTuwoIILcGQGZrYXpeWhj4rC9nc/BjTkiSR89STdHvnbQw5OU26tuDBB9k3+1XPiVCsCARtgtkUg965D51SiWyMDu9ugUAgEHQ8JIOMLsmELj76jI0ag231araffgZ7brqpWdcbDCkYDKl+DZMaMJ2O/T1Avvoitehq1zVac3ITeq+XzGZy33iDrPvu80dsAcDl8tS3s2JFnxG65gDCe6yYzUHrh9Qrr/QbfkEEZUwYLKNHkeLdg8ybOROnNxS/QNDRaHHFyvLlyxk+fDjDva55M2bMYPjw4dx7770ATJ06laeffpp7772XYcOGsWrVKn744YeQhPbtgc9jhQMwxwrUfsx9AkPTtGCPFVVBZ4kLusaxdRvlc+d62vu0+ZKEHMmVMcCaWFMUyj/9FKWiAovXY6ktw2mpNTXUrFhB5fffU/rOOxQ9/TT5997H3ttuY89112Ffu47k887zt4/1ekPl3XILxc+/ENKfpAt1CzX26AGAc8eOVnkGgUAQvWTdNILs20ehT26hJItRgmK1hpT5vnGWcWMxZGcDEL+3C6P7f46r0hyQZ8Uz0bYs8nj89Vn4KwM3rGfA6n/8faVecTl9Fy2k4uCh/rLKGIlvRifw6wiPrEjZt5ZeO74h45abSbvuerIeeMDTUJZJsu/mqIXTOO9UFTkgfOWuiy/GtmZNi7yD/SH92muxjAvw0pUiT8W6vfkmABnDKsiduI+YVCe6xETcBQXY12/Yr3Ho4uL8ckvTNPIfeADb2rX1XqNUVVH28Sf7dV+BQNB0LptyM5c8OI6pT55C/DFD2ns4AoFAIOigmHolkX3HKNIu7pjhXNXqauzr1uHcGsGDvh6qqtbhcpViNmX5w9j7MJSbGHzxHM9xbi6xI0YAYBk/zvNz3Ngg5UFjSb30UsCjuIg7bDyxhwSHMEu56EJ6fv6ZRznRjnR9+aXwFWEUK5ZRo+jzS20UImO33OD1jNz4beb06dPQpaeh2WwUPPTQfnnkCwTtRYubPE2cOLHBP4bp06czffr0ets0lVmzZjFr1iyU/QjjZcjNJe7oozEPPrjhxh2cso8+wrp0KdkPPYRsseDYvBmb18vI9s8/lL7/ASUvv4wasIGmqSpxEybg7NkT1Waj5q+/UG01/nrV5lGsSCZTkGY/kEBFTdVPP5F/9z0AJJ93rqfe6wrZXJTqaqx//onmcKLaalCrqlDKK3AXF+MuKiLhhBNIOuN0AJw7d7Lz/P9E7CvlkkuwHHYYZR9+CEDOk0+w7623KHv3vfCKkjr5YZSKCiq/+w4AV0FobhmBQCDofEhBR/qkJPadV/ud9fug1JknBHr1JUyZws6LL6Hc6sStkyhK1GE1ea5z6/WAw38XOSEBXZwFU98+nntKkt/N39ijB0lnnUX5J7WKANfePGIObn8ZHzRPaiCsT+qgKlIHeGRx+ebY2lyjLegIVfHll5R/NIfyj+aQdM5Usu67L2wuGPvadRDo1SsWPwJBm6BWVbF10iQABvy7JmTOKRAIBALBgYB9/XoAHJtC8y42TO28VQ4XCtdXHTAH1nlzSBp79oqoWDH17YNj8xYAcp56ksSTTkJ1Otk0egz7Xn8dXXoa5oEDw16bfO65fmPcdiVgTt/9ow+x/vY7ak2NJ4pAQ0hysJdKExQrssVCl6eeZtfFF2NdtJjKb78j8cQTmjJygaDd6TSz8mnTpjFt2jQqKytJbGaujrjx43EXFpF/553UrFxBt1dfbeFRRg8FDzwIePKepFx0Ea6iQqq+/8FfHxjqRZeehlJcQv7MO4mfPJncmXdQ9PTT1Pz1F5rNGxPSZCLz9tvYcc65SCYTUt2PqU7n8VYJCCXm2LLVf1z24UcAqIFhyJqBu7CQvdffELHe6A0ZAx6rAUO3bugz0jFkZKBPT0dOSECOiUWOjcE8cCDln3/ub29ftw5Tr97hugXAuXUrxS++SNp11yFJUpBSStlXsl/PJRAIBFFDuL30CBvshi5dSL36Gli5OXwfkkTh409Q9csvQdW2lSvRBhxMSYKOV4+LLNOVigpUp7N2oSPL5CcdjM0kkVzmIvXyy4IUK5IhSqY9ga+rHnd5TdMwJ7kC2tZ6lYZTfDQXy7hxJBw/hcrvvqd8zlxihw8n8ZRTQtrZ1/7rPzYPGoQ+O6vFxiAQCAQCgUAgENSHpjTdayQcvgTqfpuvRCOKZgsq81R4Ju1lH3xATB1vEx8+pUogstGI5g3z1fPTTwGJso8/RpeQ4G8jxcZGh1KlDsYePYgdHv5Zw1H67rvETZzgP2/qGsUyZjSp11zNvldmU/jww1jGj0PvVWgJBB2BKNlhiB58Hz9J34zMuh2U0nfeIX7y5Ij1vsTA9rVrsa9dixwby743/g+o9VIx5HZF8sZ7l41GDF27wvLl/j4MmZm48vKCBGH8pKMpmTUr6F6a3Y6maY36GLsKiyh+4QWM3bqRdvVVnnvHxRFzyCFIJiOyOQZdQgJyYgL6tHT0GelBlgL61FT6/FR/kqzqRYv9x3umTSf7scfqbV/y31eIP+YYzAMHBimJKr/7ntSrrsLcv3+DzyUQCDoHxa+tRnUqpP5nIPqkThQOrB4vBeuff5J0xUykmGT28BF/fH4ohUtGw5QrADDjUcbXjHUS94uOLRMmhvSx/eyp4Haj94blHLjbybj1NrZnGshP8Uxb9qUexM7cY+CZZ1HKyms9XmSZndlHUSkns+W9fUxcdF5QzFMpCqy8S999D8eW2gVYiCFCAHk330KXbrWenHG9TOQv+h3w5IxJvfzyFhmTISODLs8+i6n/AIqfe47CJ54kbuJEdHUMVco/8xgbpN90E2lXtW/IAoHgQGLOwldRDrmNGPs+chb8S+LkYe09JIFAIBB0QBy7Kin/aiv6tBhSzxnQ3sPZb1SrFefu3Zj6929wD8nlKgOgsmo1aMFhNd1SFatWX0IaMq6du7Bv3IS5fz9cu3b721R88WVIn6ZBA3GsW+8/t636B6Wi0hPyy+vlXfXjT5j69aPg3vsw9g4w1FUU9r35FprbTeIJx2Po0qXJz99S5N91t/9489hxZNx2G6mXhs+DbfvnHwoefMh/7ti4MdhLpRnGX2lXX41j/QaSzpkqlCqCDkf77zC0EC0RCgzAtcfz4axesKCBlh0XNVy4rQhujVkPPkDc+PHUrFhB3m23A8HeLLGjR+HYuBHJaPQnvZdMJnIef4yqX35BrawEAsKeBMS7Nw8cSOoVl2Nb9Q+pV1zO7iuvwrFpEzsvuIDub72FZAhVbmmahn3tOvbOmIG7sBDN4UAyGEg48QSMXbtiyMykx4cfNOu9hEOXloqpf3+PsMCTvDnQ1TMcOy+8iH5L/+d/Hz62n3kWA9esbrGxNRd3WRm6xMR6N/MEAsH+48yrRrMraO7OHy4pMLRVgjyA7GEXUvjbj9gTS3EUeORql6J8YtM94SOVpHreiXcRklruWfzE2lVyyhTKLTK/DI0lK+9nCnImYTenAJ6wjjV//QV4kiXqu3aFPJ/HYJ2JfRQoVlwFBSglgV6MkRcfjq1bIcBgLH78IeQvWgWAUlXZ4mNLveRiKr7+CueWrRQ9+xzZD9zvr7OtXo1zq8fTNGZI+4dTEwgOJCqt1agJI1F0RpSKmoYvEAgEAoEgDJpdwbWnGpTOsT7ZdvrpuHbuIvfV2cRNmFBvW1WrDWebMOU4yj/+OGgarmkqvjTUnogj/VAqa+fb1t9+C+kzUKmSfOEFlL37Xuh9HfawygbN4aDoyScBiB15aLsqVpzbgnPWVH7zDQmTj0WXno5sDM6frFRXY/fmZUzsZUV1yvvtSS+bTOTOfmW/+hAI2otOs7M6bdo01q1bx7Jly5rdR+VPP7Hv9TdacFTRieYOVT5pWnjFSuX335N/zz04Nm8OqdOlpGDu1w/wCJTSDzwKDVdeHkCQd0a3N/+PfsuXEzNsWFAfGTffTPf33kWXmuovsy1fEVbwOPfsZfsZZ7DjzDNx7dqF5nCgS0sj6757MeTkNPDUzSPlvPPo+cXnQWW9vv4ak/e5fcgWi/844+abQVVDFCu4XDi2bW+VcTYW25o1bB47jsKHH2nXcQgEBxQHQh6KwEes87yq93suqyp4RY3UGBsISSK9ws3xKz2biBGn64EVklzn9sFXRYU3ap0H0SXVE760rixs5d8lyWgk6557ASifO5eS2bP9ddW/ezxl9NnZxI4e3arjEAgE9XAAiBSBQCAQtDKdRJa4du4CPBFCmsKuSzxJ5QlYk0g6PSbvHpbPaCzl4ouDrqvrzR0zdKj/OOU/4fP3Fj/zLPl3ez1CNI2MW28JaaNLSmrC6Fsf+7p1bDl6Eo4NG0LqfEoUfaxCzqgKuh5WFpRjWZ+Wtt/3d+7YQfmnn+53PwJBW9BpFCstwYFiwa+Ls5Bx663+85TLLgU1vGTVamxY/1yCZAofxqZq/s/+Y+f2HegzMkg+7zwAur3ztr/OkJGBLs6CpihU//Ybzl27cBUWYt+wAXdJCbI5oH+DwR+uxV1SQsXXX2NbvZq8W24Jsgjo8vzz9P1tMUlnntmq/3ZB2ne9Hk3T/MnS9OnppFx0IZbDDgMg5aKLMHTtim3VKiq+/Cqkr23HH8+uK6/EuXs3js2bPbkB2hCfZYGroKBN7ysQHJi0YHbxKCD+mGM8P48+ut52VSv/YPczd1LiVFnPILZndAOgMCUd8yKvx0gjFnMaErpGKGACv9ENbfhLel299e1Bxs03R64MUay0TFzp+rCMHkX6Ddejz8gIsvwz9epNwoknknHLzZS9/wFbJh1D0QsvtPp4BAJBXTrJbphAIBAI2p4OvjyRjMFGUqa+fQCwHDa+Wf2ZtsmkvOJdn0jUzr29+2N11w59Fi0MOveHIwa2nXRyxPv4Irmgaf41VSDhorW0JVqkuUU9nig6Q+26RGexMHDDegZuWL/fSiJXURE7zj2P/LvvoXjWLLQI0XXqoikKmtPpz0cpELQV7R8TI5rQRd+Gy/5SNmcOaBrJ554bVJ562aWYBw3Evn4DsSNHhuQ68WH75x8A9r3+OrrERJSKCn+dUlpKwoknUL1oEQC6hAR6zPkISacj/4EHqPnfUjLvuov4o4/ye3Tk33U3lV9/jRwbS+IZZ1D23nskX3ABmTPvoOeXX7L9lFOQTSbA4/my5SjPBp4+I4PEk09CtVrJuP12LOPHtWji3sYiGQxIkkTaddNRrTVk3HoLkiSx8ZARgCckTek779Tbh3Xxb2w95lgAks87l6x77231cftw5eUDYMjObrN7CgSCzkHXl16MWJdw7DEUPvQQak0NRY4FFA/fwBqO4BXpBvSTPW73TqORUmMKsRQ16n4lSaHxdfvmOSnImeQ988oAyaNY1yUmknXXnbiu/AzkpLB9RkOOlbqyq968YnU8VOSYWiMEY5euLT42H2nXXEPKhRcGeWMmHDeZhOM8+diKX56Fa88elNKyVhuDQCAIhyT0KgKBQCBoATqmMLGMHQeAzusVIXs9SCSDMeI1PkymzHrrNbc7wEPDq1ips0do+yc4tLsvRzMQGrEkAMm7x4WmYezWLbS+nRUrKBGUF1IYA2bvukV1t85+nD49ncTTT6P0/96k5KWXqV60mMyZdxA7fHjEa+zr17P9tNM912dl0Xfhr60yNoEgHJ3GRWPWrFkMGjSIkSNHNruPaNhwaUmU6moK7n+AggceRKmq8pdrLhdKdTUxw4eTeuklxBw8OGIoMP81Dgc5Tz8VUp53623o0j1CzfrHH2w7/gQA3PkFOLdtQ44xY8jJoeSVV8i78y4qv/4aALWmBvu//wIgm01BHidqdTV5t9/hDy0GoFRVkXLppfT6+iviDhvfLkoVqBV46dOmkXnbrf5xdJ/zEZl33knyeefWd3kINStW+o/zH3iAsk8+wfrXX7iLi1tu0AG48r2KlRyhWBF0LBYvXsxJJ51ETk4OkiTxxRdf1Nt+4cKFSJIU8l9BW3pr+T5THXPd0iRkiwVDl+CQjOsYDIBbVytbnT28L6MRn/CeebtDyoZsCRNO0fsd9lkzae7a+MlawH1Sr7ka88CBDd+4tfGOd9XB1/L3kOnYqiIvwuoqVqSRl2EZNxaAuCOPbLUhQnCIy8B36hlIq95aIGh1OppMUfUBf3Ti708gEAiiho4mT3x01EjFcmwMMcOGEXPQQQBITVhwJcTX5ggM66ER8FLy770PTdPY939vBjVRKsqbPGYAKSBCy64rrwytj9a9yHBzDv/ay/tTA2SZyu++o+Lbb1Fttv27pSSReeutZN1/H3JsLPbVq9l57nmUvvtuxGuq5s8PGZ9A0FZE6V9v05k2bRrTpk2jsrKSxMR64pXXQ11tdEcnUGMe6A5n/esvdl/h+ZgnTZ2KMbcrSaefgWXUKPSZWeTdEhrzEaD0nfAfMqW4JLTQ+y7z774Hy+FHULXgF78ixYdzt2fTzCdkNGfteCu+/NJ/bOjShR6ffIw+JSXis7YVkSwJzP36Ye7Xj5q//w6pG7BmNVsmT8adl0/2Y49h/e033MXFxE85juRzzgFAdTopnzM3SJgbcnIwDRqIqW9f4g4/nNhDDtnv8Vu9MfJLXplN6mWX7Xd/AkFbYbVaGTp0KJdeeimnn356o6/buHEjCQkJ/vOMjIzWGF5YpE5mWFzx9de49+0jftIxGLuGS67oncR6v2M1xPprjE4nTqMRl/cyrRFmHbKmBs3lcwvzOXTND2wYcEGdht5WSv1xw9KuugrJ2LA1W1tRmupZEO56cx4Dbjw/fCNJwlGpx5Tg9p/XvufWDwumOhzse+11yj6eS7fXX8fYq1dwAsuOuioXHPB0NJmiGeSA72GnsYsTCASCDk9HkycdXTlvzM2lx5yP/Oc1y5cD4KiTfD08oQ/v6qpSeo07pNydn49txYqgiC0Ae6+/oWkD9t3Zt9eoaSFeLxC9ipVGGTRrnv3GvTM84Y17ffcdpl499/veyeecQ/zRR1P41FNUfvU1hY8+hqn/ACyjR4W0rVm+Yr/vJxA0l+j8620v6nzMNEXp0MqWwMRaQRa8AZtP5XPnoktPo99vvwG1iefD4duUrw+fhaskB36ANTQ1dMNLKfEoZGSzGU1V2XvjTaEdShI9Pp7b7koV80EHYV+7FmPX+kOvyLGWkDLJYECt8MTUjB0+jKTTTg29UFVJufQSbP/8g2vnLtz79uHKy8OVl0f1zwtQq61+xYpSUUHxy7Mw9eqJsWcvjL16ok9Pr1fouffto/rXX1HKPGFb1OrqRj65QBAdTJkyhSlTpjT5uoyMDJLaKRmgHGvwbIR38AWMj7xbbwOgZslf5L46O6jOtno1js2bPSc6z6afFKBWkuqomKQIoW/jJ0/G+scfHgVInT37HVkZmK39/BMXneJRxhsyPG79ak0NO847n0HWWJZlh3oPWpcsIW7ChHbPpybHxgadu8IZJ3jRxcdTsS2GjGEer1Olxo6ckIAuOblNlESSXk/VTz+iFJew/dTT0Gdk0HfxolpLMKFYEXRQOppMMRqMqO4qZLUGydhx1yYCgUDQ2eho8kTSycgWA3JMx9wKrFn5N0XPPIOpd2+yH3zAX+7Ob9jjp+bvv5F9gVwkQAM1YFpuWh+8aFNtdv+6Zn/RJSTQ5aUXkWNi2X355SH17a1Y0SXEh68Is8ckGQwe42jJs6ckyaCpAcqpFjT+0qenk/PEE0gGAxXzPqN87twQxYq7rIyapUsD7i/WJ4K2pWN+TVuJuh8zzelEiolpp9HsP5Jej2yxoFqtwfEe6yR/CvQ4aWxsR1PfPjg2bwkp928YBcRilHS6II8ZyWwm8aQTKf/kU8+5yYwky7j27g29kaahT01t1Jhak4xbbqb803mYBw2qt51siQ0pUyoqUK1WT31cXPjrzGYyb7219ppqK/Z/1+DYvAX7unX+0C8Ajq1bKXvvvTr3tWDs1QtTr54knHQycYeNR9M0Kr74korPPqNm5coGrbkFgs7IsGHDcDgcDB48mPvvv5/x4+tPbOhwOHAEfC8rfYkGm0HWLYc2+9poxl0emlfDsWkTAHETJlDdFWA9BlsMPqcVh9EU1D7+e8/GYN8/fkefmormdqPaHZ7Fnlfu/nPxFf725bEyn49LYmzSWCatUUndt4Y+2z4n49ZbSZo6FclkYt9rr4GikOrYw1ELp5F5110ULqyd5O+55lr6LFqEIbPtvJbCkXbNNcEeoLrIU7Fu//cGG4YMRXHLWDIdxJbtRZIlVKsVpaL5v5uNRdLpSLv+evZedz0Aem886/YKxykQtDdNkSktKU+uOOEOlPHlAOiSQ/NPCQQCgaBj0V7yxNQzkZx7xjT7+vZGKS/HtmKFP7eJPj3dEw3kmEkNXAll+b+hJoBhm4Tkixfs/WEojWHwmW+w65tL/O3lOAvG3G7YvN4Q8VOOo+r7H9DnZOP25q6tDyk2Fq2mxtOXJZaEMEnrATJn3tHu+45dZ89m45ChoRVhDNJiR4yg7++/sWXMiNpCxd5qY5Mkicw77sB80EEkT50aUl/6ZnC4NqFYEbQ1ncaXvCVyrOgSE7GMG4s+K4vu773b/gmkWgCfRWtQWLC6sdIBx5Yt2FavRvV++Osj+7HHSL6gNhRLTEASqcCY7P4x6PVoztqkXr1/+pH0G27A0MUTE8bYo0fEe6Vde02D42kLLGPH0uWZp0m97NJ629W1RAbPO/H9p2ukVYouzoJlzBhSLvgPOY89SnxALH1dcjIpl15K3MSJGLp3A1lGtVqxr1lDxZdf4dy5w9PQ5aLyh++pWbZMKFUEBxzZ2dnMnj2befPmMW/ePHJzc5k4cSIrV66s97rHHnuMxMRE/3+5ubltNOLOhGcyK4cJhKb5w1gFl9csX86mQw9lx9lno2kauy69jH0OJ4oMZRaZyljPdKXGHLzo0GdmoouzEDPEGzNZlv2WVeYB/Um9ItgiTK2uIhoISnRZj0uTBiT1sZJ9aAUJuXak8u1oLpfHWKENQoEBQfJHtdddNImFi+DAoDkypSXliVJRweZx49k8bnyIgZRAIBAIOg7tLU86Oq7duwCwr/aE05LjPZ4WgTlMIiJ5561hpq8ShGzIG3Nz/fs7qVdfReolHqWLFGhEbDCgT08Pui778cfov2I5MQFGuZI5suLEkNut3T3qA5+9+/vvkXz++SSdMzXy/pWqoiqB+d9qj1tjH1UXH0/Keef5IwppmobmHbPV662SeNppLX5fgaAxdBqPlZbIsWLq3Rt9ZhY1y1dgX7+B2P1Q0kQDrsLC2tBPjoC4K2EWZAUPPkTN0qVkP/JwULlkMmEeOBDbqlUAxI4aRdJpp1I+b56/TeoVV2D9/TfKPvyoVrESuOGj1wd5rBi88UN7ff8d7rw8v2JFl5KCUloadP+0665r0jO3N1Idq2zwKJb6/rYYJKlFXDxNPXuSeVutd4vqdOLatQvHtm04t233/95KRiNdX3qJis8+I3bUKPZMm45zuzfxs7A27nBomgYul2dT1e32/0RR/EpKAOeevWhOZ4vENe3I9O/fn/79+/vPx40bx9atW3nuued4r47HVyAzZ85kxowZ/vPKysoDevHSWHwTW8+3xXPcqK+MJFH0zDNU/viTrwA0Deuff6IdMpqiJD0vn5hUz/Xe+/vkmixTENsXW04XkisVMmfMYN/rbwS0jw57kkCZqNU3Jk3DnOwKOFdq33UbxZiT9HriJh1N9c8LyJjhCdmpS07G2LMnOq8Hi0DQ2WmOTBHyRCAQCAR1EfJk/9DcdQxGvWuApoTwl8IoVuSkBDQtuG9Jr/crHPb935vEHurdHwxQgmguF+7i4uAhWa3IFgvZjz/O1kkeT5r066+j4utvwkY4iTZMAwaSdWgDkRfq7ClKaKReeSVKZQXGbt1acXSe8M/599xL3BGHEz95MvZ16wGIO3IiFZ9/LjxWBG1Op1GstBSawxG04aHW1FA1fz5xEyY02tsgWiiZXRsD39iju/84RBhBrUCqoxjQpab4E9GDR7jse+MNip5+BgDLYYcRf9SRODZuAGpDYckBidgknS44FJkX2WgM8laRzJ57y3Fx6FJSSL9ueocLNyKbTRi7d8e5cycABm9OlnCeLC12T6MRU58+mPr0CVuXfM45npOA+KDG7t1D2gr2H6W6GtVqRa2pQbPZUO121Bobqq0GSacj/qij/G1L33kH567dqDZPvVZj8x7bkC0Wur/9lr/tzgsu9HgehUG2WOi/Yrn/vODBB3Du2Emfn35svQftoIwaNYrfG8gVZTKZMJlCFaTNoeSdtah2Nyln9Uef0ggrqo5CPXPV6oULSTj/RlSzmR6sZDGHBNXHYAOgZryK5Xedx/o6EEnyxx2WvJPifnudjN5oZ3e6npJ4jzzal3owu7oeTRevjKhZ6vn7sK1YwdYJD1OVnszGT2qYcN0QApdZwfm/2ofyTz8NsmwLl4PMR8GDD5LTu9aTVCrbTPXPawCw/vE7yeeEusO3BjmPPILz6muIGXwQ4Ekm6ZctAsEBSkMypSXlyWd//B+uYTdgspeTM38NiccNa5F+BQKBQND+tKU8ce6tpvybreiTzaSc3b/hC6Ic544dANjXriV2xIh62yqSx/Pa2UdDk7TacGCAXS5k5eZLSfeuHOImTkSKiUHxebu7XP57uXbv9l9nHjwY+7//Bt/Iuz6p/PZbJIOBxFNPRbPbybv1Vv/+UCBFTz1F/FFHhpS3JYWPP+4/3nTooWTcfjupl1wctq1940b23nwzsj5gUagqfgOs1qb888+p/PZbav5eieWww0ifNg3Hli2YBw4kbtLRQbmmBYK2QChW6uALz1E2Zw7xkydT8fnnFD//PAnHT6HLs8+28+iaRvlHc/zHusDcHmE2cXwWsIHJcLs8+wwJxx+Pc/duyj6a44ldaND7lSoACcdNBsCQk4Nl3DhMffsBkHn77VTM+8zTZ50cK5HwxalMOvvsII+MjoSk15N83rkUPvY4CSecQJdnnm7vIfnJefRRrH/9j+Jnn6217j5AceXnexQgNptf8aF5j2WLxf97DVD03PO4C/K97WxBihB9dhbd36pVgOyYeg7OrVvD3lOfnR2kWKn49ju/C3NdAhWTnoIIFu0GQ4gXlC4+ocMpgduKVatWkZ2d3Wb3c+6qRLW60VydOxRfYeG37LV8hDZaIfZ/OhLlwXQZeRWDFp9NkruMcsmTD2Dwtg3E9/QmYU+LoJ2RJGqWeRSFyVUVAMTZVHoUu7EbJRYeHMtVX3xJUfYknL2HYDn8cAAcW2tzfulzukK+1ddhUPeGKFAqKxUVuPLywCMu6w0F5ti8BQJTe9nL/Yfukn2tM8Aw6BITiRGLFIEgiLaUKfsqy1GTDiG2phB3SevnVxIIBAJB29GW8kS1u3Fu96xROhPOnbsabKMRugeiBU7DVRW8ipXqhQtx7Qrus/Dh4OguQKhSBSh88CFSzjsPpaICzeXyhCurx2DYH1WkHXFs3hx0XjV/PomnnoIuISHEG0itqsK5ZSsGS8D7bKMQxQBJZ5zBvtdex52XT8WXX5F29VX+utyXX26zcQgEPoRiJQDnjh1UzZ/vOd62Def27f7QVprSsTai1TAeIj4MOTlhLvC5UMqY+vXDsWkTcmIihY8/gXPXLvSpKZ56fXC8xNgxY3Fs2YJj23Yshx9OyoXe3CuahrFHDzRFAb2errNepuDhhzH17BVxXHJcHGp1NVULfu6wihWAxFNPxXLYYa3qpdIcYoYM8SeYVquiI89Ac9E0Dc1mC3rHxbNmoZSWoVZXoVRbUauqUKurUaqrMfXpQ+5/Z/nb7jh7aojLrg9Tv35BipWqH3/0W6eEjCMgTwLgSbqt0yHHxCDHxCDFxiDHxCKbzegzghNmJ556Cpbx45DNnrZybAxSTAxybGxIrqIuzz8Hmoak1yP5lCl6fViPrmhS5rUk1dXVbNlSu3m+fft2Vq1aRUpKCt26dWPmzJns3buXd9/1JAV//vnn6dmzJwcddBB2u5033niDX375hZ9++inSLVqPTu6NXF29njLzP1i6yfA//M/bW97FLC5n/afjefjMGciNUegG/E5rSKRXuDlhRfjcX7qERHTeuMqZt93G9tNOJ/Xyy8AatjmZd98dFV6QuiSPoim9aCVOYwLx9eh6QuIta6rnHWlahw9XKhC0Jx1bpnRyoSIQCAQdiI4rTzqZLGnqHN8bvTgoLJheR+yoUdR4c3ZoikL6tGlUfvV17WUmkz8ai3nwYNA07GvXhr+FTyGhBCixNI2MO26n6PEnmjbeNsa2ciWbx46j13ffYupVZw8v3LvW2s6QUDabSb/+OvLvupuSV18l6YzThZeKoF0RipVA6mxgqNZqdCmeDRBfrpKOQt2NYOfOnf7wT7GHHkrmnTMpfPQxALLuv4+Kz7/wNJRlfwJ7OTaWmqVLsa9bR8Ydt5P98EPos7KpXrDA3+/WSZNIvvACyt59D2PPnn53QV1iIr1/+N7fzjJmDL2/+abeMff84nMKH3m0wQTx0Y5z+3ZUm42YoUPbeyghlL7/AQA5T0a3IAdPbFLb6tW48vJx5efjys/DnZ/vP48ZPjwoXFbZR3NQSkrC9iXHBCeL0yUloblcHkVGwH9SbAzG3OCYoCkXX4xqrfa2jfW0tXh/ejd1ffT46MOICo+6pJx3XmNfBfrk5Ea37awsX76cIwOSaPviDF900UW8/fbb5OfnsyvAqsjpdHLzzTezd+9eYmNjGTJkCD///HNQH61P+2/ityRxEyZQvWgRltGj6tQEP6f177+o/HsxJYMk9km9KEjOBKAiNgHzAj32o90YcnOBfP81qllDsgOS5F/maZKEIawxnS+xSu1KyDxwIP1X/Y1sNsMD/ws7frW6utHP2pr4PEMPXvd/APR6Z1U9jev8DmkqvX/8gerFv5F01pmtNMKGKf/0U0rfeZe4SUeTccMN7TYOgaC5dEyZ4qWT7YUJBAJBR6ajyZMosDHaLyR9sPeEqW8fHJu3YOrXt+Frwzy8aaNMyst6Sqd7Fh1BIXo1LeiFGXJz6TP/J6oWLmTP1ddg//dfJHPkcM+uggIASt95l4QTTvD3aRkzpsGxtjlqpMlFPb8wgVVt6LECHmPm0rffxrF5CwUPPkTOY48GRd8RCNqSTqNYmTVrFrNmzUJRmq8p1aWk+r0mwLMJ44uDrpSV1ndpVKC5XB4FSu/eFNUJW2ZbvQY5Lo7K774n8eSTSLnwQuTYWNwlJVjGj6f8s889DSUJpdITYmD31degVnhCsVR9/wNZ992LedAg6iLHeLwGAoVQyexXqfr5Z5LPmUrSmY3b/DF27UruK/9t8nNHG7uvvgalvJxeX3+FqW/DAr6tqPzpJxwbPLlwIoaWaiOce/ZQ8eWXxB91FEplFeXzPvVbgvRbvgxdXByq08nua6eh2Wxh+3Dn5wedJ593LprTiS4+HtkShxwf5zmOi/NbiPvo9fVXjR5rU3IYSAZDw40EzWLixIkBSbtDefvtt4POb7vtNm677bZWHtWBRe6rs8OWV1V5XOCdPTznBY4fKDlkG79xEh9KF6Of6Fmo7MzpStG2DBLIQzIYMXTvhmvnLlxdVYrvdBOzVCZrKX6FSaUlLug+EtAnz0lR9tGAx+DBsXUrpt69AY/1EoC7oACID7gKb/vokOMhk/56fq+1OnMaSSdj7NaNlP+c3xpDazTu0jIcmzdjPvjgdh2HQNBcOqpMEToVgUAgiC46qjzpqAIl7uhJFD72OJLXcFKflY1j8xYkQ8Ob6gnDj4RN8yI3UBRsy1fUnmsahtxcZIsF1Wr1e6AEKmg0uz1id26vYsV7kac9GoYuXRoca1sTLicyEF6vEk47Z25bjxFJpyP1qqvJu+UWKr/9lvijj8LYuzfbTz8DfWoqfRcvatPxCA5sOo1iZdq0aUybNo3KykoSm+kGpouz0Oubr9l9zbU41q9Hqa6mbO7HgDfOeZRT+NRTlL37HjnPPI154ECsixb76zSnkz3TpmNbtYqapUvp8vxzJJ5xRq1Q8IUCk2XSb7gex6bNWP/8069Ysf3zD/b16yMoVjxCzbVzF5U//kTC5GNx5eVh//dfXEXtm4SrPVDKywGo+uXXqFKslL5Z691RN05mW7P99DNQKyspeSk4BqYuJcX/+6RPTib18suw/b0KQ3Y2hpxs9NnZGLJzPMeZmUHXpl97bZuNXyBoFB3cIqyx7Cv1yBpXz2BLpSI8f6NuXe1Uw5XjWcU59+4h685ZlH/2OTu7fAuAbZRKnGE8jk2eGL8Dd4TmKxq0fQ+QBECh0x2kWPGhulxhZzdyXHxoYTtgyMxAQ2LN4CsA6GlzYY5g7aa5g8MNSlMeD9uuzfH9bouQRAJBm6DpAgSK+LsTCAQCQbPp2AsUyWjANGAAksmrSGnCnDQ5czxsavy9NE2jZNZ/Ua3W4Hs00u0n2ECq9ppdl13e+EG0MyFhiT2lQWeqokM2tf06K27iBHSpqUgGA3FHHolz1y5QlBDDNIGgtek0ipWWwpCVhXnQQBzr16NWBYcNce7YgbFHj/YZWCMoe/c9APJuvoX+q/5GqajwJ7AvevJJFJ/3yfz5bDhoMMbevYk7/HB0SUkknX0W7okTMXbvTtyECQAUv/QyJbNq81JUL1xEzLBhIfeVY2vDLPlcM12FHu18yYsvHbAb3tULF5J21ZXtPYxaApQp+ffeR5+ffmyXYWiahloZPvGqPj0dpbLSH/oqfdq0thyaQNAqdJY9sMrvv0eprCLuyIkY6uQMCsRnteei1nLMUmPFGmvB2dPbxulg91VXE3fUUWCofUEZN99M2Qcforrd6JXgOGA5xYUcZtvMP7rRAOxNzwy7sJEimODFH3tMo56ztTEPHUryf/5DyR5PuMhN789nyHWnh20rIaEqIPs+33L7KsUFAkH7oBp1tdsYcsfeFBMIBAKBoLkYMjLo9cXn/nPr4t8AcEcICR4Rryh15qqUXhU29jBo4MrL8586d+5k99XXeDbwG0O4DX4N7KtXN22s7UkjlEjttdbVxcV5IpFIktc4V8yPBO2DUKyEQZeYBHjCjAQlx37xRbrUCbEVrUgmE+nTp1P960LcBQVIJlNA/ElPcnrn1q2Ubt2KZDIx4J9VIX0knX025fPm+V0Yq+bPR5eWGtJOl1pbZurTBwDNFtkl8oChMYma25BAawNXYycDrYBqDU1EnXj66WQ//FAEiwiBILpRVRWn0xlS7k6U0Qw6HG4Hqr3jb4jvfvIpACxrVpN1993+clnO8R+r2QY0Sway7CCFWLp6M0LG6CRssoZRy0BGQoqVUbN1KGlpmPZ0xTlcQXKB3W5H7d4dzW5Hjk8kywDmRM93oSA9nd0GA+Y8z3lXVzUufTr2Oi74A41rWBN/lGc8OdlIiuffxu50Qj3u+g1hMBjQtYC3nyRJpN90I9z8FwCO4sghyiSTifKtFlL6eSzlVIeTaPhK+r1dO4vWUCCIIhRFweUK9lazmBLR4t2YjTJOsy7kuyfoWLSUPBEIBIL6CCdPnJoTJVkH8VKHlCW2NWsom/sxxp49SLvsMtTsbADsDkeDz2Ndtxad27NuUXP0SG4JpYeGbPIoVoz5nvWJD4eq4I6L898DoHLjRs9BQFk47HY7Sk42alERAEpGOmnPPoNkMlH48CNh2zcXo9GIvJ/7KJLJFKEijBGbTg6q0ukVcFrBaNmvMTQHfUpKwMC8P8X6RNDGCMVKGHx5VdwlJaj22vwOVb/8yp6bbiLn0UdDkmEDOHftwr5hA8auXcOGzGpNtIBNva4vv4QkSehTU+nx0YdsOfIo3KWlSDGeUCOGnBwcm2p9ICPFUzRkZtB34a9Bnis6i4Ws++9HqaoEDdSqKhKOPx6lrBxjjx4Yu3cH8N/rQEaLtsClUbKAk40GYg4dgW35Cnp+9SXmfv3ae0gCQbNxOp1s374dNZwidZLHJbqmuhCiI2/6fqHcfRcAVQYDtu3b/eVJiff5j9WHY9CZNJJ0ds5TEzjNN8lP8Ey0k7kOPQq6cRLKOKjJysKsnYLOVYokGdm+bRs8+ggSYFZUbnG4iDspEVWG3BgZsysBsxNcOjC4+lIQH4ccMBaAmHMmMdK3iDz2Vny2YnmqilSnbVNJSkoiKysrbPLLpiAHhP6SjBEWMkDu66+z6dBDqc4zkdjDRtzO/0HP0ft17xZBKFYEghZH0zQKCgoo94aUDWRMz+PQuqtAF8plmfL9/JYJ2p+WkicCgUBQl/rkCQAne6JDVHVAWaLqdChTjkMyGqnavt2/PqlMS2vwedwaJKbdB25Q7/B8e3UGjaR4QJEwHpeCMqrW4CkPUCdOQB09CvDkU9VcLv/P+ti+fTvqfy5AOfFEJKOR3aWl0NPjuu8bsw/ZYmH7fvxbyLJMz549Me5H8vbc115j06GHhlZIoQqbmKFD6T3/J7YdFxANoHw3ZAxo9v1bAmH4JWgvhGIlDPFHH4Wxp0dJkHfLrYAnae/uq66m6vsfKO3fn5oVK7GvXk3uq7P94bGqF/9G4cMPEz95Ml1feB7V6USrqUGXlNTqY1YDEnz7QnmBV0kky+B249rp8VLQJSeHXO/csQPN5cLQpUuQlw5A/KSjKXnlFXTJySSdcy7GrqHJtuom0k0++2zsq9eQOfOO/XquDo0aXR/0aPEGkYxGerz/fnsPQyDYbzRNIz8/H51OR25u7n5bCkU7du8CQjabMXbrVlvuiMXtqkCygiExDjVWw623Uq6mUi0Hy5NMDBhw440aialHD9yqDYdDj+QEQ7UeQ9euuAoKqNYb0ZliSbSqaLKEOU7G5FRJsGk4DBJmexmJKUno4oKT3Dt1OtQwVl+6lBQMaWnNenZN06ipqaHIa3WW3YCVWoP9BQ2s/qlYQrcauowrB0DNX75f9xUIBNGLbxMsIyOD2NjY4OS4bjeObdsAMPXqJTbjOzAtLU8EAoGgLvXJk46Ou6wMt94zdzb37IlDUdBUFWOPHsgNKBaclYU45QokB+j2eco0EyipILklzPpsXL4E9Xo9pl69cBYUoFZWok9LRzIacOXlIZvN/rWGJMtodQzs9BkZ6JOScFdU4DbokS0WjAEJ6+11lDLG7t2RI3mMNICqquTl5ZGfn0+3bt3249+6dnXS7e23KP/kUyS9DtkSG765qqIpEm67jN6sghZd0VoEgrZEKFbCYOzWzb9p5Nq7FwDVXuvVUbN0GdY//wRgxznn0nXWy8QffTTVixYBUPXjj5R9/DEF991P/LHH0vWF51t9zHJ8PH0W/ormVkBf+88q6fWYBvRHczpxbvEkAq787ruQ63dPn45zy1a6vfMOFq9G3od54ED6zP8JXXp6g8LKR/zRRxN31FGdSog3mWjTlEeBx4pj2zasv/+OoUsX4o8+ur2HIxDsF263m5qaGnJycoiNjTDp7ERoXsWRrNNhCkq2bsApSch2MEp6FKOKrJfQqQYkOXiRYETGgIzBq4Mym804yvYhqTokp4pep8NoMkFNDbpYGTXJTJnXQVQCdJqKwaWi6CXs8QlkGo3o6iR+d+tjwGhAr9gxZmXgys8HQC/LGCIkiW8MMV5P1aKiIjIyMlosjItWb94UDVNiQNxnNTqSMcqWOPTZ2eiSEtt7KAJBp0BRFP8mWGpqaNhdze32GErhsUw1NXMDRhAdtJY8EQgEgobkSUfHbTDg8spDs9kMsowGmEymhpUTdj3IEpIKem++Mk0HbqOGbDRgpjaklqTTYTabkXV6FFnGYDQgeUNuyTo9aqBBXR3jOoPJhN5sxl1Tg0uW0RkMGAwGVKsVJMm/pvJhMpmCvNmbSnp6Onl5ebjdbgwGQ7P78RFzyCFYxoypt41fmeTb8tKiYI0iPFYE7UTnNq/dT1SrFcXrPunwxVIEYkeNDGpX9NTTAP7k8ADln3wKmkbVjy2TILzyp5/Y98Yb/qTAdZFkGUNWFsauXUKUGT3nzaPL00/7z8OG/vJ6V0gREmIaunRptFLFP6YDVaniE/QD29cVsi5SwKJN2g/BvT/Y//2Xwkcfo+yDD9vl/gJBS6J4ExJGcrt2l9pxldjQ3AeOBY9SWYlOH4Nejsckh8Y/k1ABDTXOI3Pc+/bhtlegmlU0r02Ac/fuoGuMLo3kaoU4W+17NLs0DKo+bNxfuy4Oe0wq1XFdcOUX1N67BTYifQq0uvGqm4rmrL1ec0dImAkUP/scaQfVvkepas9+3belSD5nKn1//YXMmTPbeygCQafA902JpKQvt+7DFpOO3ZxCZcm+thyaoJVoKXkiEAgEgTQkT1SXgqvEhru04+VXCYdvgz8wgks9rT3/NxOS51zFRY1zp/9c8hsre69RFDTv2i8wXUC4FAE+dAkJmPr0QZ+Z6TF03rXLb7jdkvjWor61aXMoeXmW/3jjkKHse/vtiG0d27az+4orkY0q+hjv+iwKjL/k2Fgs48YRO2pUw40FghZEKFbCoKkqFV99RdmcOaTfPIOEk06i5L//9denXX01A9asJumcqYAnjJa7rAy1xupvE6iI2V9Um429199A0dPP4GxG7EVJkjAPGECPuXPquYn3g9jJQ9m0BQnHHQeAqU+fdh5JMGnXXkPW/fd7TvZD6O4Pmsu7gWgQznKCzkMkJbLqcKPZ3WhRFhawpZEkPYGrE50US2xcDyyS26tI8RBns6L3ZjzxKVE0u712JuJ9TWq1R5Gg88olnap5FCmKhs0kUxnjuUCvSWEXM1KApVbgm5f0+//daSmDgUAjCa3uyi6AwHxoAFiLW+T+AoEgOon0jXG53bj1MSg6c+2cXdChOWAN0AQCQZsQ8Ruj4lmfONt/I7wl0ezh8wbXaRVaJNU59r431WZDranxR/1wFxfXKkUC5vHhFDq+dpJej2w2B3nShDWo2k950BLyxL5hQ9B59aJFqDZbWMNutboK15496M0Bv0NREArMkJNDtzf/j64vvtDeQxEcYHSa3c1Zs2Yxa9as/dLS+pEk8u+9D81up9f335F2xRXEHDyYwkcfI+eppzxNDAay778ftaYGfWoauN1oNQEf1RZ0P6tZudJ/bFv1D6VvvU3a9GkYMjP95e6yMvbNno1kjiHjphvD9qNPT494D833IQyTnErQNNJnzCDlkkswZGU23LgNiRkyxON+Cg0mW2stfBMJSb//LqoCgSBa0Dz/1REfsqTSQ9tOdWUixQlpBC1mJDBkZXsm7D4lSwzglILa6BWNpJo6cYu98lWH1AhliUTYRVQ7o9NJZOUvoSq+G5aYekLA1FVCOypbd2ACgSDqidGLMGACgUAg2D+ib3a8n9T1QFFduN2VGAxJSJIufKMw6NPScRd7cmBpmoYxJwc1KRnHtq0hbWWTGSTC5nbs6NQs+YuNww+hz6JFGDIzgiu9ipwgfU4UKFYEgvai0+yiT5s2jXXr1rFs2bL97kuSJL8SYtuU49k9bTopF15I3yV/knDiCUFtuzz5JOk33Uj5vM9w5eX5yyOF7GoOSmmZ/zj/zjsp/+QTCu67P6iNWlFB6TvvUvZh5BBL+uxsdCkpQHAC+5ynnmwwFJig8Ri7diHm4MH1KrLaiz3X3wBAz88/a5f7a26PQqclLMcFAkHbIlssAEghXiLBckOtseIqLkJRwYUBxZtDRENCrvROxI0m9GmpIEto3khqmrG2q68WLGDkUUcyJC2Bux+4A4Aff/iGk4YdTO+cJH9ZU6gv5FZbI8kygza+z+jljzLwshMit6sjkiVnVSuPrHFUfPMt28+eSvGLL7X3UAQCgaBevvjiC/r06YNOp+PGG2+MWCYQCASCjoWmaf5Qv1KdXFU1NTuw2/Ow2esPvSXZQF8UbNgV2sj7w2Dgh82bOfjkU4gbOpSbH3wA1enkqwULGHz88cQNHcqtTzwR4Ub17LNFgwdjJAP1sEMLUygUK4IDmE6jWGlpYg4e7D/2hRXRJyeHdbOTDAZK33oruLAFQy2ptpqQMts//6A6HBQ+/gSbjzqKUm/OiroCJWickoQhJweAmGHDSL/pJlKvvBLLuHG1YQWi4aMuaBVqli9HrfJsysntlGjb5ykjFCsCQfsza9YsevTogdlsZvTo0SxdurTe9qaePYkZPBijV474UBSPt6bmdURzaRXYTIWUE88eulEalwSANcaCUw4I06VpuI22sDOR6x98kBOnHM+C1Ru54+a7ALjz9huYfNKp/L1knadMU1GdzpBrfQqUtev/5ZiLLiB5xAj6TprEU88/35jX0vbUY4jhD58YZbhLirGvXo1z1672HopAcEARrRbGTZUnbclVV13FmWeeye7du3nooYciltXH6tWrOfzwwzGbzeTm5vLkk0+29rAFAoHggKU+maJLSgpq6w+zVWcfS1U9XiRuV623ty4mrsF7K/XlMdPg6quv5vRTT2HT/PncO306qCrXP/ggpx1zTG1ZA6zZuJFJF11Uu0YJyIfcXvgim9SlvjBjcdkBnjqJXVt6SE3GuXMnGw8dyeajjmrvoQgOMIRiJQJxR9b+Mcqm+pO2S5KEPrNO2KfA+On7q2RRVSSjkYTjp9TeM8aMJEk4tm/DnZdP5TffeCoa2LBOvfQST5dWK2lXXUnGjJvQp6bWhgITOVY6LWVzP649qUcB16r4Q4EJxYpA0J7MnTuXGTNmcN9997Fy5UqGDh3K5MmTKSoqanJfbrdnwaLViU5TmzukdkLuD/vlduG0FuE2BccllmNjqa6poai0lOPGjCYjO5u4uHis1mpKSoo5asJRZGV6ylxIaI5QxQqqRlVVJVMvOI3c7Bz+mDuXx++6i4eeeYbXXnutyc/XGiiKxtqBF7N24MW46olxHRJa4JolrTyyxiFyAwgEbUzAn5wSZVahLSlPWprq6mqKioqYPHkyOTk5xMfHhy2rj8rKSo499li6d+/OihUreOqpp7j//vujRp4IBAJBZ6IxMkUyGpGMvj26xs9J9cb6v/cAWp0k7K7CQhzePMfVVo/8OHbSJHIyMoi3WPzrlknjx/vL6qOyupqTrrqKbtnZ/DF3Lo/efDMPPPxw9MqUcHN+b1nGsABP+oSc0HZtjKaqqNXVqFXV7T0UwQGG2EWPgCEn238smcwNtg/0AJDMte1jhg/fb++V5HPOYcDqf8h+5BF/mWX0GNDpsC1bDoBS5gkXVp/HCtTmWalZupSChx6m+KWXKZk9m+SzzyblskvRp6Xt11gF0YsUoDTLv2Nmu+RZ8YfiEcnrBYJ25dlnn+WKK67gkksuYdCgQcyePZvY2FjefPPNiNcoFRW4y8spKynhqquuIjMzE7PZzJgxp/HDD4v87b745kdGjz6NAek9mXLwQN596QV8dtaaGRwOJ3c+8CQ9+wwhO3sURx11Hr/95gnj+ceGDWSMHg3AiZdcwkGpcfyx5Dd6HdQFgPPOOJHMHon8seQ3JE2LuJaa98XHuFxOZj/0EEOPOIL/XHcd119/Pc8++2wLvL39R9WgMHMkhZkjWff1P5Eb1n2+aMut0IJhTwUCQT0EhOqVoywfYnPkiY/y8vIgeTJ48GC+8RmLAfPmzeOggw7CZDLRo0cPnnnmmaDrHQ4Ht9xyC126dMFisTB69GgWLlwIwMKFC/1Kk6OOOgpJkiKW1ccHH3yA0+nkzTff5KCDDuKcc86JKnkiEAgEnYmGZIqk12Pu1w9zv34AKJUVngtVNUimZGQc6lmjfLcI29q1uMvKmDfvM0aPPo309BEMOHYyL7zzDlK8CXeqZz7rcDiZ+fTT9D76aNJGjWLsxIkeGaGqLF62jPRDDwXgmBNOIPbgg1m8bJl/3TLlssuIPfhgfl+/HvPAgRGfb8633+JyuZj90EMM6tOHs085JbplSljFStsPozEIwy9BeyF2NyNgyMryH/tCgdWHHOuJOZ/z5BPEH3MM2087HdXhoNs7bwdo05uPKz8fV34+iaecDHo92Q89hCTLdHvz/9hxzrm1Y21AsRI7ciRJ555D+UdzKPvgA3/5gDWrG/Wcgg5MwO9GzfLlaIrS5v/mCSeeiPmgwegzMhpuLBB0UGqcHgWi06WCoqJ3upG9igVZkjAbdCFtw9HYtrHGpolyp9PJihUrmDlzZu29ZJlJkyaxZElkjwjn7t2oqsqUSy6h2uHg/fffp3fv3ixf/h06nWejb+XatVxw1U3MnHkNR54+lT/+t47Hbr6JxJQUTjn/AgBuueVRNq7bxtsvP0FGnwy++WYBZ5xxDUv+mMe4ccey+rvvGHL88cz9aA6ZQ0fSW5/An7+sYNxRI3j7jXcYMWQsSUnJGBQ3ECpfzVoNy/9exphR4zEajf4FweTJk3niiScoKysjOSDPWLsQMPF3lIeG+/SjQfn2GJJ6esOtud3RsZbxjV8oVgSCVsX33bc5FXApSKqCqlPQOd0dWp4AHnkyZQpVVVV+ebJu3Tp03vnqihUrOPvss7n//vuZOnUqf/75J9deey2pqalcfPHFAEyfPp1169YxZ84ccnJy+PzzzznuuONYs2YN48aNY+PGjfTv35958+Yxbtw4UlJSwpbVx5IlSzjiiCM88sRLVMkTgUAgaCQ1TjeqU8HtUkDTcAfIgo4iU5RqK0rpPiSzOcgoWFEUppx8sl+mdOlq4d81K9HbJdA0lv+5hKlTz2HmzGs4/fTJLP/+H258+BFSslM553JPvsNbbvWsUd598kmyMzL4duVKTrroIpbNm8eYYcP45+uvGXrSSXz0/POMHjqUlMREf9mHzz3HmGHDyOzXP+yenKTXo09LY+k//zB+xAiMvn0YTYsOmRJJKREmok1YBYa9AsyJLTyoZiLWJ4I2RihWIhC48Rsp3mAgktdjpernBcQddRQ9v/wCSZL2W6lS/ccf2P9di+2ff6j+5ReyHniA5Kln++vlhDofr8aEWFJCQwhomhYdmzWCVkPS1RGKLZgHqLEYu3bF2LX9428KBK3JoHt/jFh3ZP903rpklP98xEM/Y3OF/1sc3TOFuVeN9Z8f9sSvlFpDQ1/teDxy8vNwlJSUoCgKmXVCWGZmZrJhw4aw1/hymfzy118sW7WK9evX089rKZaWNsHf7uU5czjyiHHcdttVlKqZpPUZwbYNG3jnxRc45fwL2LM7jw8++JKNP/1Edm4G7kyN66+/mJ9//oMP5nzD0yNOJHes55nj09NIz8zEWKWQ5PW2NKSkkZGRid0gIdcUAaH5ogw4Kc3fSfcuXdDFxvg9Sn3PW1BQEAUbYbUSV6onZEDua6+xeew4CpYnkXVoOYm/PwvHPwExSW0wxvoQMwaBoC3ojPLEx88//8zSpUuD5EmvXr389c8++yxHH30099xzDwD9+vVj3bp1PPXUU1x88cXs2rWLt956i127dpHjzf11yy238MMPP/DWW2/x6KOPkuFdz6WkpJDlNZoLV1YfBQUF9OzZM+T5fHXtL08EAoGgcXQGmaK5nCiVlchq8J7WrytWBMkUTdMYOGAM9rXrAHj+tVeZMGE0t912FbINBp7Skw1bt/H87P/jnMtPYO+OQt6f61mj5GRkIJvN3DJhAj98/z3vfvEFD95wA+mpqQCkZmaS5VXqpHuV8ymJiWSlpWEwhjdclfR65IQECktK6N6lS22FpkWFTMl943U2jx3XqLbmQYPoMXcOyscT0Bm8Sow9y6HP0a04wkYgDL8E7YRQrERAMhgwDRyIY/169NkNT7rlGK9i5aefSLvmar/7n+Z2gywHhWFqCrsvuzzoXHMEx1vXJQTHiWzIYwVAU0ItCly7dyOZTBgyMlrEw0YQhcjBvxuaEDgCgaCRKCUlAKzesIEuWVn+TTAAvSERt6sCuRI2bNnCCScET6qHjRnLB6/MQlEUNqzbhKIoDD3xRM/evHf+63C4SE1KwrFjB1qcJ7GkvcITt1eVQPO2U5vo4q1LTKxNahktbFsE864HnvOcNzA/sGTbSR1YjSXDCWvmwDH3RYFixYeQIwKBoHmsWrWKrl27BsmTQNavX88pp5wSVDZ+/Hief/55FEVhzZo1KIoScr3D4SDVu/klEAgEgk6GV6GiVlcHbaD/s2ZNkEzxeFXUrhs2btnClFM8xmCqGXTAmGHDePn991AUhbXrNgesUST/Jr3D4SAlLg5DTg6GCm/YsYD1SN19PldBAZI5Bl1cqOFUuFWM5nZH3b5M7muvUvre+8hmM5Ih/N6gpqpobgl8ipVoeAYRCkzQTkSlYuWbb77h5ptvRlVVbr/9di6//PKGL2oFks46E+vi3zD16dNg28AcK9tPOx05MRHV++Ht+eWXmPuHXzQ0FeeOnahWK7LXwlVOSPDX9fh4LrrE+t3v3GVlVMz7LKR8+xlnotnt9Prm60Y9r6ADItcRNO3gsVKzciWOrVsxDxpEzEEHtfn9BYK2YN2DkyPWyXUmfCvumdTotr/ffuT+DcxLWloaOp2OwsLCoPLCwsKI1ru+SXVMGCWF5E3XJjUin7K1ugadTscfc+ei0+uQu6fisleASyFeMoOm+RcXmtOOSy9RmKSnklCjgapYC0lhlihuyUB6eiZFpaUhzwc0ykK5VZl7Adgc/lNNqscgQlUxWhSPUsVfFjk0Q1shmU3oEhP93roCgaB18MkTze3GvmkTAFVpaWRkZHRYeeIjJiZmv+5dXV2NTqdjxYoV/vBhPuK8CvqWICsrK+zz+eoEAoGgo9Ap1iiB+/cBm/kxdeakNvte3K5y5HgNuSpYyRIOq83uX6MYLHEYu+UC4Ny7lxhN82zah1EehFWKhDFk1hQFpdpKZloaRfv2hTwfRI9MsRx+OHFHHFF/I01DHxOw+NPafm8pItGg5BEcUERX9kPA7XYzY8YMfvnlF/7++2+eeuop9tX58LQWmqaxvaQ27FfKeeeRO/sVEk9o2IUx/Ybrg859ShUAzemo27zBcfiIP/bYoLqyDz9k9zXX+s9lo5Hc116l+4cfYh44EGP37vX2LZvN4e/pSyreTM8aQfQj6YL1qJraiF3QFqbym28ouOdeqhcsaPN7CwRtRaxRT6xRj9HqxljlwizJ/rLAeMSBbcP919i2TcVoNDJixAgWBPwdqqrKggULGDt2bPiLvGuRwf36sbeggE3eDb669O/Wjb+W/o1esmCSqwFY9dcSuvfpg06nY+jQASiKQmHNPnr17EaP7HR69smm58CuZKZ7XOpd+fmezryi0OjWSLQGT9bNLg2dagi7RrJJFoaPPJzfV6zEXlaO6nIBMH/+fPr379/+YVvqLEZVpyti032vzSbr0IrgQrX9Fy7JZ59Nv//9Rc7DD7f3UASCTo3vO+9yVSLFZSBbUrFIdGx54mXIkCHs2bMnojwZOHAgf/zxR1DZH3/8Qb9+/dDpdAwfPhxFUSgqKqJPnz5B/7Xk5tTYsWNZvHgxLlfttzpq5IlAIBA0gVijnhhJxljlwmh1N0tOtLtMCZxGB+ybDe7XL0imuJylaJqK6nUc6d+nN3/9taq2Dwn+WrWKPj16oNPpOHhoHxRFobi0lN49evjlSe8ePTxhvzTN7y2jBciDSPtrddHcbtxFhYwaOpQ/VqwIlikLFrS7TCl9+x3/8YaBgyh9992IbV1797LnuuD9T7S231uqi2QyEzN8ODHDhrb3UAQHGFG3i7506VIOOuggunTpQlxcHFOmTOGnn35qk3t/szqfy5/9iCX/vRqHvZ5ksmHQ1fMRtC75q9H9VP/+B5vHH0bJq68B0OXppzAPHRLUxlAnNFncEUcQe8jwRiUil2NiSD7//NAKn2JFuM91WpJOP40uzz9XW9AOHiuay/N71pjfVYGgo6PaFVSbOyqtZmbMmMHrr7/OO++8w/r167nmmmuwWq1ccsklYdtr3u/F4SNHctjIkZxxxhnMnz+f7du3M3/+Yn7++Q80Ga6/6CJ+XfQ7zzz/AQVbN/L1h+8y9/VXufC6G0iuLmdAn66cffYJXHnrXXy54Ge27N7IihVreOaZN/jhl8WA17UfkLyvTadqxLg8J3aDRGWMZ+qi16SwixlJb+D0U87CYDBy5U03sWb5cubOncsLL7zAjBkzWvQ9NouY4PmCpkb+/XBu2RxaGAULF4FA0LY43S7chljc+hj/xk600FR54mPChAkcccQRQfLk+++/54cffgDg5ptvZsGCBTz00ENs2rSJd955h5dffplbbrkF8ORcOf/887nwwgv57LPP2L59O0uXLuWxxx7j22+/bbHnO++88zAajVx22WWsXbs2uuSJQCAQNBFN01BtblR7+xvqhKMpMiVwBn34iBFBMmXHjj3Mn/8b8xf9DsCNl13OokX/48knX2XLlh28/+WXzP7oI264/CIA+vTpwdlnnsAV997LZ199yYYFC1iyaBFP/fe/fL94Ma68PFxFRZ6bBchh1WYLfYh69tSmHn88BoOBa+67j3VbtvDpDz/w4osvtrtMsa9bF3Ru/ePPiG2V6mqUusbvUWD4ZcjMoMdHH9LtzTfbeyiCA4wWV6wsXryYk046iZycHCRJ4osvvghpM2vWLHr06IHZbGb06NEsXbrUX5eXl0eXgGROXbp0Ye/evS09zLAs376P+3RvM7boI4qeGMFfHz5CjbWycRe7I4fmqPuRAo+Wt+Kbb1GttR4yVQsXsmfaNJSyMoqfe46a5cuRjEZ6zp1L75/nYznicEwDBpB2zTUh/Tm2bKHo+ecp++STBoeadc/dJP/nP2HrmpsLRhD9mAYMwDx4sP+8PTxW/J5R+qiMQigQtA7Rp1dh6tSpPP3009x7770MGzaMVatW8cMPP4Qki/ThLi72H8+ZNYuRI0dy7rnnMmjQIO6882EURQEdDB80iDlvv82cOXMYPfoUXnv0QWbcegunnH+B/z38978Pcu4ZJzHzyWc59NCTOe+8G1m5ci1de4VaGOsVjSRr8LdK71VU6SQpYl6xhIRE5r73OTv37mH0kUdy8803c++993LllVc253W1LL0mYpDs9HH9jNFZSWxs5MVX2JxnUbBwEXQ+NE3DsX07VQsX4ty1y19e9euvuNpoHi6oh4DPRIw+uvJGNVWeBDJv3rwgeXLbbbd55AlwyCGH8PHHHzNnzhwGDx7Mvffey4MPPsjFF1/sv/6tt97iwgsv5Oabb6Z///6ceuqpLFu2jG7durXY8yUmJvLTTz+xfft2RowYEV3yRCAQCDoZTZIpAcZr7qKiIJkyevRp3HvvcyiKZx1xyLChvP/Wy8yb9wNjxpzOQy/P4p5p0/jPGaf6+3jlpQe58OKLmfnMMww57jjOOOccVm7eTO9Ro4Lv61WcSAZD0Fzdl3e5PhLj4/n61VfZsXcv46dO5Y6nnuKee+6JOplSvWgR6wcMDNqvrCXM2iWaQoEJBG1Mi+9uWq1Whg4dyqWXXsrpp58eUj937lxmzJjB7NmzGT16NM8//zyTJ09m48aNZGRktPRwmsQDpx7MypirsP95E7nkkbvpSYqeeoO/s08k+dCz6D7wUCwR4on7Q5cEkHLRhZS+8y5qVVVI3a4rrsS5bRum/v1JvfIKnNu2U/Lf/4KmISckoFZWsvemGXR57lmkmBjMgwbR7bXXwt67+rff2Pfqa9QsX07MIYeQfNZZDT6rKSDnS9fZr7D3+hvQnE4RCqwTo1qtbJ10DAB9Fi1Cn5bW5mPwKVYkvfBYEQjam+nTpzN9+vQmX5eakcGbAZZADkcxDkcBeOfdpx57LKdNmYLVuA8FlXJbClWApGnIFWBINHD3nTfxwBOPYLfnBXdeKpGUkEDNmjVUxsaxz7teSkxMYtfeSkrjdGBr3MT9oIGDmf/uexi75KBPSmryc7YauaORrMUcvPRDum3/nD6PLYrcNpzFWxQsXKoWLKD03feIHTmS9OnT2ns4gmbiKiykeuEiqhcuxLZqFUpZGQAZt99O6iUXA2DIzMS5axeGAKMngaAuzZUnKSkpQfKkLmeccQZnnHFGxHqDwcADDzzAAw88ELY+KSkpJP59uLKGGDJkCL/99luTrhEIBAJB82isTJFkGclkQnM4QNNIjo/3y5TKyjW1DXd5ciKfdvJJnHDqYQAYdkseoy8bSMUS7nQNg8HAfXfcwZ0XXIBqt2Ps3h1dfDyqw4Fj82aSk5JQ3W7UGhvOnTvQXC6SYmOpWeO5l2prXNSbg/v35+d3akNvmaMh92ykaCaNjWgjPOoFBzAtrliZMmUKU6ZMiVj/7LPPcsUVV/hd+WbPns23337Lm2++yR133EFOTk6Qh8revXsZVVdDHIDD4cDhqM1hUlnZSA+TCBwy+QKKDz6cVQvepNu2j8jRisjIfxe+fpc3Pp/C/1muoFe6hUO7JXNKDxe9+nk8ACRTnXAkkkTsqFGUvvMuSnWoYsW5bZtn/Bs3knfzLf7ypLPOwjJ+HHtvvAlkmZ3/uQCAgRvWRxxz2fsfULN8uee2jfQESDr1VJxbtqJpKpaxY8Fn9SsJxUpnxREQw1qfmhLinaRpGrhcQVYXzl27UG12NJcLzeVEc7r8x3JMDJYxY/xtK77+GqWszFvvQnU4sP7+B85t2+j+4QeY+/en8uuvgcb/ngoEgujDmJsbdK6qdgA075+1Uy1DiXFRQgbVxIM3P3FpQjKx1VYMRM47phpduLpq6IsltDATeaNLI9buTW6vaWguV0hoQU1xE+iQK0VbiMth58Kwc6l4aDBQv5JEc4V5V1HgseIqLKTmf/9Dl5jY3kMRNAPnrl3sufFGHOuC55aSyYSxZ0/kACMiU9++qA5nWw9RUAeJqHR+FAgEAkGHpWNKFV1SUq1RsyQhx8SgePcDNcL5UkiY+vdHkmUUVykETGlUScat0yGhAh4DUMfWrZFv7vOWl2vvsr9RQPSpqVGxVlHKy8NXhBtbuOGm9W/J4TQLV0EBO846G8lkos/P89t7OIIDiDbd3XQ6naxYsYKZM2f6y2RZZtKkSSxZsgSAUaNG8e+//7J3714SExP5/vvvueeeeyL2+dhjj0W0Umou6Tk9SL/gQZz2maz69UPktfPoVb2SLVoX8ivs5FfYqdq6lJtM97Be15+S3ONIHXosXd98k72XXgqALiUF2RIHgFodzn0ulKwHHyD57LPZ6VU6uQsLG3WdnJjgP5b04cOi1EUyGMiceUdtgVcgSHL7f9QFrUNlQLxpV34+hQ8/gquoCLWqCqWqCrW6mpiDD6bHnI/87XZeeBHugoKw/Zn69qXX11/5z0teme1XGAYhSTg2bcbYo4e/KLxLqUDQyeiAn9MPPviAq666KrRCVemWk8PKMHHrXa5yALTGRKfxiijN7fbnXArqK86jpHGna8Tl11BaZ9/e7HXnP/eiM/hr2ZKwc/0brr2JG6bd2ojBtBO2MlwLnmHH6NOxl+jppURekPnyzfi5+ndIb/+Fi6BjoblcuPLzMXrDI+kzM3Fu3wGSRMzQocRNnIhl7BhMAwYgm4L/kCWDAZ3Ii9buBG5/KVGgXG0MEeUJ0L17d9auXdvGIwrPlClTInqj3Hnnndx5551tPCKBQCAQ1CVIpvi8DiUJNI1u2dmsCJOCwIfsncc4rAH7GhJYzTHkp2US47SRRV7Ya10FBSgVXuNtLeDiCJxy9dX8uWpV2LpbL7uM2664IqjMkJ0dsa+oIMxiK6wiKHNQGwymARQFd3Exkim6QqYKOj9tqlgpKSlBUZSQ+IiZmZls2LDBMyC9nmeeeYYjjzwSVVW57bbbSE1NjdjnzJkzgxI9VVZWklvHmra5GM0xDJtyGUy5DDSNO6w2ztrnYGNBFe6lS1FKJAYqG2HHRtjxAlvknv5r4yZOwNi9G6lXX4UhKzhuvOZy+Y9z33iDsvffJ/n884g7/HAAapqQ7B5AF58QcNK4f1JN00DTKPvgQ1AVEk46EdloRLZYmnRvQcdBC9i823bCiZ7Qb3Wom3xNl5LstwiXjEbPT+9xXav1uCOOwD1wIJJej2Q0gE6HdckSXDt34crLQzaZSD7vPMo+/BDLuLGt85ACgWC/OPnkkxk9enRIuTMvD53djmQ0oilKxNwmgYSzg1NjvKWqiruoCCKJdwnM3boR6Nyid7tJljRq0PPsEy9hdVSTmmxCFxMTfF9rlHteOmtQlr7FNuN7kAP/LtrDiHND88sAoeu2uEzQtf8mt39B1cRwOoK2xb1vH2Vz5lA2Zw76pCR6fvUVkiQhm0zk/ncWpv790aektPcwBY0hwPApGixbG0MkeQKeEF7RwhtvvIEtXPJhPKHKBAKBQND+hJMpmqLg2LoVgy8aRph5qaSAff16jN27R+xbiySSNA3VZkNzefZNNFXBuWcvki7yWuP1//4XV5j0AarTicUbcjUa0SJ5MHWQOQfQscYqaBaapuHavRv7xo0YsrKJOXhwwxe1AVEZj+fkk0/m5JNPblRbk8mEyWRi1qxZzJo1y5/wsMWRJJLiYhkRF8uI7skw+gEqi69k86/vYtrxK71qVtFH3Y57qszvfW+j/3l3IMsSGTfeGNJV4OZ17KiRxB02Pqhel5zsj3PdGHSBHiuN2OwCKH7+Bfa9+qr/vM8vCzDk5DT6noKOR+BkQnM60WdmknbNNZgH9EeOj0eOi/N7Wfno9dlnje4/847bG25zz91k3DxDKPAEgiglPj6e+Pj4kHKnweDxbLNacRUUYGx2voV6JrwqtRG8JECnQwoIlaXodDglj4I4OysHWbGRkhUfFLYIoHpnPo2LcNxO/HBH0KlDV8/3UJWo3G0mIdfuLYi2BYNQrEQj9nXrKPtoDhVffhlkROEuKPBbRlrGCgMHQesSSZ5EG11E/iCBQCCIenwyRamuRikvRzabkRMScAQYLRMQlstoTMPpLEGyamiKglJdDXWi99u84fztksdIS3LRIEp5Wb1J6rtkZ6NPTw8p1xQFd0kJ7uLihm8STYQNBRYmQKmtDGKS22RIDSIMvzod7tJSCu67j5qly1AqKgBIOvecA1OxkpaWhk6no7BOiKvCwkKysiJYazaSadOmMW3aNCorK0lso5jfCeldGHH2TGAmVaUF/PPuNIaW/4x505eMe2wExw7O4cgBGYzskYL2x2LMgwZ5vFdkmeTzzkW1O0JiwwN0e+tNSmbNQo6NpeLLr0jxhheLhBzosdLIUGB1w4toqvj4dHYSTzsVzekg/phjkC0W9BkZIXlWWhtJkpCEUkVwgGDIiPVM7DqB9Uxgol/Nbo/YTpeYCEYXCi4kTRdeD6CBrkwCHSgBk3JZb0RVPZvAsmzEoTfgy0GiyBL74nW47QqxaDgMEnGOSiB0086gOYivLgVAMpuQzOaQNu1LcARoOSCvVV2yn3qWrcccQ4FRJfWgalIXPQ5jp0FKrzYYZz10gt/pzohtzb+UvPwy1YsW+cvMQ4aQcuGFJBx7TFAONUHHIi0hkwq1HJvNhsmS0PAFAoFAIBCEQTLIGHLiGm4YpWgOhycfSEICckJkeWgyZWI0puPY7YmMo9nttYoVBVDBHZD3VXbp0JXUKmYkoxFkOawNkWyJjZioPtKumqTTIcfFQYBiJZq8hru++CJbJx0TUh7OS9bYqxddX3oB/ji7tvDfeTDy8tYcYsMIj/pOS9WCBVTN/xnwhCk29e2LISt6wui1qWLFaDQyYsQIFixYwKmnngqAqqosWLCA6dOn71ffre6x0gDxKVkMveFT/vnwbr7cBAVVLt5dspOfl6zg9bVPIm9WUYxGTCeegrm0GGPPnmTfc0/YD5V5wAC6vvQSmqaRcdtt6OsJhQagSwj0WGnkP2mdj427qAg5xowuObnNN9sFbYM+OZm0q69u72EIBAcOErgKakDVMHSJ6zDhW8LiDs2H4kOvj8ftrkKuBCQZzfeY4TNIIsk6QPV4qASgOZ2YrUnos7JwFxVRZi8H2ezvCsDltZDydB1h0qyq/iv0qakhOSOijfqm/pLRSEyak7RB1cTlOGDZG3DQ6e2vWPGiiYVLVOEuKfYrVeKPOYaUCy8g5tBDO/a3RwCApGqY8gowAVV6AwmJQrkiEAgEgqYjSVL0OUA3A6WyEn1aqGeID0mSkaQAxUjgM/v23wkt816MuV8/wLNPBmDMzUWtqcG9b19wY1kO8pRxFxais8QhxwaHKvbcMHjerIsixYpkqDW+yXnyCco//gQpJsbzfHXbynKosU7F3tYeYsOI+W6nRSkrByD+2GPJefqpeg0T24MWV6xUV1ezZcsW//n27dtZtWoVKSkpdOvWjRkzZnDRRRdx6KGHMmrUKJ5//nmsViuXeBO2N5f28FgJQZIYev4j9HcpHLO1hJ/WFpK+YSHdc4op3hePvRTcn31CNcDChZRPOY0+g/ugi5AwXpKkBpUqAHKCx2JXMhrJmHFTs4a+87zzAOi75E/0yVHiwicQCAQdHa83oOZWkQyN8yiMRnSpqah7w0+YJckz4ZYUgmYVWkOTW81jTeayl4JTQbKqIKmgKChlZWiJSTgTY8hPDj9VqYyNI9zWohsDqs6MTg3NIxUdRFQJhaJp6M2qR6niL4uCxNU6nSfvlj568iQcaKh2OxVff41SVk7alZ5EqPFHHknmnTOxjB+PqXfvdh6hoKVpwpdDIBAIBIJOj6bVsdIKWHvY7HtxuyqR4zTkaokGtUk6HZJRj+Z0RjbK8ilGArqSpFDprCmhBmmaqqLWRHOwYg2DxY0xWSPxpJNIbCg1Q931SPmu1htaExGzpc6HWukJ/2XIzoo6pQq0gmJl+fLlHHnkkf5zX2L5iy66iLfffpupU6dSXFzMvffeS0FBAcOGDeOHH34ISWjfkTEbdBw1IJOjBmSC9Q5KVx2EtPpr0pcvw5UP5dss6IwKiS8czVnZt+PKHErPNAsDExx0TUsgJyubnmkWkmMNjbIyjB0+nNxXZ6NPT683KVcglsPGU/bhh0Fl+sxMdHEd1y1UIBAIogmlIlo39luWwMmrUlaGLi4FDZUYyYqVYGstGRVNU1AtIDkkVJsNVXaBCXRVEpoOXHn5nn4Vz2LJ4NaIdai4dZLfG8bs0nDqjIRbJNnkONTYRCTVja7Ghi4+HkkfbSnlGmdRVf7B/9H1sDo519TI3kNtRfJZZ5F81lntPYwDEueePZR99BEVn85DqahAMhpJPOUUDJkZAKRceGE7j1DQGlTWlKGaU5E0FakeD0KBQCAQCOpDc6solU6QQZ8UbeFym0idHfTAMPsuZxmgoVpADo6C78npWGcqrkpOXMmgL5TQ3GGMmAIUKFpAXhfJaEQLyKHsLQ0dqtvt936JRso/+ZTsUeVYMp0UnZaL/ozHSbngP2HbuoqKyLvrHvoFRg6r2NM2A60HyWDANHBgo/NOCzoOqs0Tiry+8H/tSYvvNEycOLHB0BDTp0/f79BfdWnvUGARsaSSMv5iUsZfDG4HVWt/pOquR1C2VFKz0cCm9Ayq91awZm8Fw/XvcJL+R4q0JDaqOezSdaHS0hNnch9MGX2JyehJWnwMaXEm0uNMpMUbiTXq0aelETdhQpOGFX/UUfT9/Td0CQnY/v0X1549xB11dNicLwKBQCBoOpq9dvNLiuCZ2GGoR7bqZBNuJDSdN/wWFkwJOWjVGylVFdT/Z++846Mo0wf+nZmtyaaHNHqXDtIELKgoICgqp5wN9c56YsOKnp7lDjtyKpaz+5M79Q7L3elhQbEgCqIoShNBOimElN1snXl/f8xmS7IJRZLd4Pv9fIbsvPPOzDuTsM/7vE/DnNwWVJdjzTIVEWHHzG2s1kQvJCCQ6UZoBuigVJvX0wxBWkDgt0BlhoZqQIbPQDNUFHtjjxXFaoWQgVAt6FVVGJkZaKlcQLmZKVNgw0/Q0O/EMBL2lRy6GD4f7g8/pOrNN/F8+lnEY9Lavj3Zv5mK6kjtdHeSX04gFEBYM1CMEIqRyh6vEolEIkllhCEw6oKgKZCd7NH8QhpGrMQfNP+tVxUaOiwrYG3oqBBejxehIP4NG7DE1IEObImJyNCj9zUaGVXYJ/8pRVVTKnWV74cfaFdoOgXm9vaw45NPmjSsGG4P+u6q+EZPecK+rYklL49ub7ye7GFIWoCi2/5I4aybESmqB6eaC+cBkxKpwPaGxU7GoFNwvnQkte+/j7NPMf8pGcq6XbVs3u3h8K+DUA0FShUFWhWjWA0ezG0b9PU9R1244tbF2n8ZpG6kRs3Cb8tmD5m41SwUVz62jHaIdoeRn5mGoijkpdvISrPisGj4QzpCQEGmHd2wkEmQUIdeZPXsh+6wIm27EolEImlIcNeuJo8pigaIhDOKTmymzF9EnT0NpYEBQcvKRKc6si+cImKc+e//PuTWWx5my9at/P78S/nzn+7l3YX/5a6//JHtm3/m9+dfyt13/aUJj6QUDwC3pWNX3PTtuInV27piT2t6KqamJfAkTIVUYJJWpeqf/6L0L3+J7KePHk3OuefgOuYY6ZX3K8SppV4KhFTmzTff5Prrr2fTpk1ceeWVzJ07N2GbRCKRSNoY+1PrT1GwGOmEVE+kyR40DQlpeBp1N3w+0HXs3bphBAL4168H4N+LFnHLww/z89atXH722Tx4yy289d573PLQQ/y8fTuXn302f33iib0Ox967d8rN4SrXpZPb24NvjxXPp5+y7vCh9P56ReOOiexBdRUtPj7JrxvFYknZ8lCHjGGlLWHJzSVn2jQAugJd89PNA8e8Ab4a2P0jgdJ11G5dTahsLbY9G7D7KxjdpxPl7gAVtX5G1a3lOPVr87xgzMX9wG44bO3z+DA9GP9keZFh2grcwokANAxqSKdWONmKnWuCMwiG/xROsy2nj60UQ7MT0pzomh1DcyIsdrCmsT3rcBx2OzaLSgYeHKpAtaWh2ZzYrBZsFhWbpmK3mj8dVg27xfxpbip2i/nTYdWwaSpqW/fklkgkkr2Rgmv98+bN44EHHmDXrl0MGjSIRx99lBEjRjTqJxp6c+0lrZbh9SF0Hd0CAiVSa0XRQasGPcsskKhlZYE3algxYjJRXnPNXZw5dRpnzJhJx3A6sVk3X83J557HpRdeSjstvdkx+Hw+brz1WlZ9t5x1GzcyefJk3nzzzWbPaTUK+6H2GMuxQ3I4tv9x+3++kXzDivuzJex5+WUcAwfQ7g9/SPZwDhlCu3fj+Xwpns8+JW3kEWSffhoAWSdPZs/f/07GiSeSffpp+5z2VXJooqSgWrmv8iQZXHrppVx44YVcddVVZISjFxO1NYXP5+Oyyy5jxYoVrFmzJrXkiUQikRyC7KtMUex2MxVXwDSQiGAQpWF9lLDIVKxWVBJ7uysBYB99Fq6aPZvzzzmXSydPIiM9HWEYXHXXXZx36qlcfs45ZKTvRUfx+7nqrrtYuXFjSskUYej4a00dz9DNl9ZUTRhFUWjkMeerhlAALNL5Q3JgCCHwr11L7aIPsbRrh5bhou7rb/D/+CNpI0ektM55yBhWUjYV2P7iyIT2Q7G1H0re4THtQvBMTKig2AC+navxVpcTrCnD4q/E4qtEqauAQB1nDz2M0lofCBi6pYIO/oomQxJvwEooJBACjhefMzn0JTSRvrn/pmdwkwbA/ZanONPyceSYT1jxYTM3YeP0wJ1UhksLn6u9zzHqd/ix4MeKX1jxY8OPFV218g/1ZPzWLKyqwgDlJ7qyA0OzIzQ7hsUOFjtq+OceRydUmxObRcWp6NgsCprVgT1sxKk37tgSfLZbEvexair28E9NGnokEslBIC4tZop9rbz66qvMnDmTJ598kpEjRzJ37lzGjx/PunXrKCgoiOsb+Hlz5LNisWBvsKirG2ZhdRF2ugoYlehaiFKK8ZIWUVR25bWjg9uPFT/N4XbXUV5eydijj6aguBhXrY7H46aiopyjxx5P1ywzLF+IECIUalQ/Reg6uqHjcDj4wznn8O9PP9vv99OijL7S3PYBI5DgXaVAxEpo107cixcnexhtGiEEoV278H7/Pd6vvqJuxdf4fvgh4n0Z3L4jYljRsrPp9s7b+1R3T3Kok3p/A/sjT1obt9tNWVkZ48ePp6SkpMm25tB1HafTyVVXXcWCBQtaesgSiUTSOqSg0xfsXaZoOTkEd5r1GFFVNJeLUGWluZ8wgkXB3rMniqYhgnvinJIzPB6cfh9YBLRrZlDh+Zfb6zXlx4knUBKWb26Ph7LKSsaNGRNpa+4aum7qKFfOmMHrb7yxj2+l5QmVlWMNv759mW5qtgZGquNvT7qOEqqs5OffnoWiKHR/d2FSxyJpHr22ltp338U5ZAj27t0B2DnrFqqbMjIaBkjDSsvTJlKB/RIafLspPY7D0eM4mio3dnvsTuUzUFcJAXfUiuyrAX8NoYCX1SNPQjcEtb4goeXbqdjRDRGog5APJViHEvKhhLyoIR/XjB2IO6TgDxkctt4JldHbOJQgDoKABxTo0z6HSiMdf1BnuHcbJ+gJwgjDvOw7jnKf+TS/s3zIRZb/Ndn3eP8D/CTaA3Ct5Z9cbTEFkl9YCGDFj5UAFgLCyiXBmawXHQE4Wf2cqdqn7A4bdwJY4875P/0EtokCNFWhn7aFYdoGDNWGodoxNBu6agfNhmGxUWrrStCWgU1TSVf8uNQAqsWOarXj1VVqqnZTUFCEy2HFadNIt1lw2jTSwpvTZiHdpoXbLOE2jTSrhkVTm3x2iUTSRkkxg+2cOXO4+OKLufDCCwF48sknefvtt3nuuee4+eab4/oavmjuYDXdRVVVFTfddBNvvvkm1dXVdOvWgTvuuIYJE8xaX2++8x5/fuhRftq4lfyiIs665DKmX3k1AEJV8PsD3H37HBa8tZCq6ir69OnBnXdey1FHDefTT5czefLvATjj7LMAeP0f/+X0syYDcOGpkyJtI0ePSmhYQUB6Wjr3/+VhXO5tLFu/nmpP4xD/pGHoBN6/ny+/74DSfhhH/rZPk131qmrIi2m4fCnkyGiFtoRRV0ewtJRQaRmBTRvJnjbNzKsNbDxlCkZtbVx/e58+uMaMblQ7TxpVfu1Ef/+hFIhai2V/5ElDGsqTHj16cO+99zJ5svmdv2DBAm6//XY2bNhAcXExV155Jdddd13kfL/fz6233so//vEPqqqq6N+/P/fddx9jx45l8eLFHHvssQAcd5wZHfjRRx8lbBs7dmyTY0xPT+eJcFqXJUuWUFVVtf8vSSKRSFKFFJ9O7E2mKKqKolkSGlGq9uxh1h13hGVKFd26deSOO67lzDP7I4Tg1X/8H7NnP87GjVsoym/H76efz5RZf8Qe9FHCdvz+ALc9+Civ/e9/VNfW0q9vX2bPuoWjBg/ik+XLmfC73wEwbuJEABY+91ykbeLvfx9pG9ela5PPl56WxiO33YZqt7NkyRKqa2qa7Nva5PQw9SVrehNe1vUoSmPjy1HXJezaqug6wS1bUqp2jSSK4fGw+9lnqXn7HQLbt0MoROZJJ9F+zkMAOAcPpuaddyIRaPa+fUgbOgxH7144hwxJ5tD3yiFjWJE0Q243c0tA/R+Apipkp9ngmEuavdRFsTsTXjVTkgS95haq/+mDoI/5HYaBGnZh3myHiskQ8kPIhx70owe8hAJejKCf+SNOwKukEdIF2as3UvWz2zTs6H7QA6i6P7JdPLovu61FBEIGIzemQ9hhwa6EsBMig/AioAID22eSpmQTCBkMratkrP/bJp/tXX042yhANwTDle+4TZsPBubWQLacG5jFEmMAAGdpi7jH+myj6+k7FTw4uThwHV8Kc+HseHUFF2jv4sNOFXa8whaN8sHGW/oYtmvtSbNpdNV201/diKE5EBYHWBxgcYLViWJ1ELTnotmdkSic+oid+s+OBm1ltX4+Xl9OhxwnmQ4r6TaNdLslutXv2yyk283PdosqF3Mkkv0lEF7ED9SBEZ70BxRzkqdoYHU07psIRQWrc+99bc2HnDcaXiDAihUrmDVrVqRNVVXGjRvH0qVLmz1XcaUzceJEamtrefnll+nevTtfffUOWtgg/PUPPzD90pnMmnU5R55+Hsu+XMk9111LVm4uU845DyNNcMOVs1m3eiPPP3wPBb0L+O9/FzF16uUsXbqAkSMHs2LFvxk69BT++fLLFBw+im6WTD7/cAWjjxvKy8+8yKCBo8jOzkl1vbBphCD42VN8V/4c/LiTzEIXA4/tmLBro6/f3K7xfxPJon5g+5Pb+hBChELo1dXoVVUYdV6cA/pHjpU/8ije774jVLqLYGkZRozCrGVlkXOWaTBUFAXnwIGEKipwDhlM2tBhpA0fhjWmUKpEUv+9L/Q6CKrmvFvxm+1tXJ4YhtFInqxevRotnHN+xYoVnHnmmdxxxx1MmzaNzz//nD/84Q/k5eVxwQUXADBjxgxWr17NK6+8QklJCW+88QYTJkxg1apVjB49mnXr1tG7d28WLFjA6NGjyc3NTdgmkUgkvwoCHgiG129UxdRP6mlDMsXR5zAz8re8PBKtYhgGk049lVqPh5dffpmCghDr1v2Epij41q1jVVUVF1xwA7NmXc7pp4/nq/99yzV//gt06syZZ58BwPU3zWbdqo28dP/9FBcU8PZXXzH57LNY/vrrHDF4MN/+5z8MOvlkXnvhBYZ17kxuVlak7e8PP8wRgwdT0KMHmmvvz234/Sk3j3bkmIte/hpr8x0VJTUNdL9y/SRV8X77LTv/dAf+tWsbHfOtXo0QAkVRyDrlZDInT0JNT4dQCMW6l7/DFEIaViS/DFUDu8vcmqPzKHMLo4W3+gyMcWd3vBJoOk3Kb2N39LkQvMc02Oj+sOGm/nOAB4sGgM1MXcauHNh1VKM+IuTDCPr4v8NPI5BeQkA30Nb58KyuQITMPoR8oAdQdD+K7ufy4YM5I2sA/pBB143fw+rG49QUQSZ1HNuvmBJrezz+EEdV1nFU1fdNPts3Rk82hYoJhAx6aiu42/p0k33/ELiKd4wjABivLuMB69/CadjMNGshNAJYCKHx19DpfGIMAqCf8jO/s7xDnXCwGydbhR0f0TRuXxm92SjM1AhZqpe+tlI0q2nQEZZYI48Dm1XDGk6pZteiadUapmEL6gZVdUEMISjJdlKc5YhPyxbTNzYtm7mvRI5LI4+kTTDb/P+TMMNszxPhnH9G9x/oAcHE+WvpfCRc+HZ0f+4AqNvduN8d1Y3bmqGiogJd1yksLIxrLywsZG2CCY9isUTqrCz85z9ZtmwZa9asoVevXgDk50c96x996SXGHnkEN954KTspprjHADauXcuLj/yVKeecx7atO5k//y3WLHuXkuwC9Hy46qoL+OCDJbz88pv86Y5ryM83F7ly8vNpV1iIrVYnPy8fgKycXAoKzHGrQS+JcCh+6kQKGB+a4t8z4nZrK5tOjSaESl2FlbT8+rwFqfUdKFI1j8RBpuzhuXi//ZZQRTl6eQV6dfT/nJqVRe8vv4jse1euxPP553Hnq2lpWAoLcQ4ZElEeADo+87SUa5LmCcuThMlF2qA8ieWDDz5oJE+6dYs6gs2ZM4fjjz+e2267DYBevXqxevVqHnjgAS644AK2bNnC888/z5YtWyIpva6//noWLlzI888/z+zZsyOpyHJzcykKGy0TtUkkEsmvgtklqLRdHcXw+/H/+COKqqJmZqLHRBB++MUXLPvqq4hM8fl20bVrB9RaEHuCzHnoQY45ZiQ33ngpAH1O68rX23ZEdJStW3fy8t/fYt1770VSes0cNYqFCxfy0ptvctfVV9MubIjPTk+nKN/UTerbcrOyKMrPx2JLXGNEUVUsBQWEysr26520JgG3hs2lU7luL4ahBjVWhFBRytZATpfUcACTJJ1YfUcEAvg3bABAy8sjfdQoMk44gYzjjwNNi/RT09KiF2hDRhU4hAwrh0yNFcn+oVnNbV8o6m9uDVAwjTzp4Q2A4VPNrQnGxO4MuwnEjaCHDTAhv2l4CHgg4OayzPZR405FFuw4POwtUhfefIigFz3g5ZHBU3BndqPOH8K2oY7a775BCZqp2JSQD1X3oep+NN3HlGHd6ZPVC3/IoNeu1WRuqiOTuoTrbv1yDHZoLvZ4AozP8TG1oumaA7cZl7AxYCqog1jPS9xn5iINNu57R3A6L+gTABio/MRc6zxCaISwEEQLf9YICo3n9Il8aJiFgwrYwzWWfxHEEtkCWAgK0xC0zDiMr4WpZGfiYay6kiAWDNWCUG0IzYqhmjV4qi15uK35WC0KdhXS1SCK1YHFYo0xztQbb5RGxh+HRcNh1XDaop/NTcVp06LHrRp2qyqjeCS/OrScHELl5QB8t3Yt7YuKIotgDVm3eTOTJh0PgCJUUGDwEaOY/4Qpn9esXoeu6ww58mTzhHDmQ78/SF5eDgpa5FrBmBRf4RqKuBXzBL9FIdNbDTRO/WkTPlS3qdypmgqa1qhPUmloEGrGq6rg1rvYdOp3WNJ0cnqFyF88G/qdBiXJDoc+9L4DRTCI54svcX/0IYHt2+n01FORY77vv6fuiy8anaNmZWHJyUEYRiS9V86555I5eTKWwgKshYVYiorQXImdT6QskfyaWblyJR06dGhSnqxZs4YpU6bEtY0ZM4a5c+ei6zqrVq1C1/VG5/v9fvLy8pBIJBLJoUVwxw4AhGHEGVXA1FE6tG8fkQl2ezus1hwC234EYO2atUw8+Sizsw4YMOiIUTz77DPous6P3/2ErusMCqeiNI0HCn6/n9yMjLh7qU0YT5pD0TTTEz9FKblnNsqzo/epr7WkhIKZ18CGWwBQFAMePwIu+RhKBrfcIPeGnFcnFREIUPXGm5TNmYOWmUnnl17EWlxM2vDhdJj7MFpWFo5Bgw7o/0+qc8gYVg75GiuS1EZRwGI3t3ocmY375fc0t4anY/5nzCJmmbDwDBhzRpO3HC8E4+uFh/8yqD01mpZN94MeBCMEepCbSoZwU5ZZl4aKLrDOYhp3/G4IeiDoM1O5hfzcfcQk7uhyDHWBEKENVoLvdkAJRg07SkxRspMP70zPDv0Jhgzyy2votnJXk+M1uh5Nn/bd2VLpJWf3Ls6u+KjJvo8YZ/JdqDchQ1Ci7OYR27z4DgJzQqTDk3Unc2/ITK3SUSnlU/u1AOhCwY8tUnPHL6z8Sz+GR/TTAcjEzaPWxyI1drzCRhl2vDjwChvfim4sNszFSxWDo9RV1Ak7XsWOrqWB1YlhcYI1Hc1qxxGuk+O0Ro0zTqvZFvlsVcNGnPjjzlhjTv1xi4aaYnU5ksknn3zCAw88wIoVK9i5cydvvPEGp556arPnLF68mJkzZ/LDDz/QsWNH/vjHP0bSh7Qot4Qn/bpBcJfp6WUpcKJaNTPMPpYbNjR9HaVBvaVrVh2U4eXn56NpGqWlpXHtpaWlCb13tYyMiGHFabc3Pq6loet1qNU0CA1v/PfrcdehaRpLXn0VTdMIlaiI8HdKhjMNe20mLnsOAHWeqAHCCP9fCIW/8wwVFBoUTQwjdB1FmMcs7QojC96pw75HeaguF/bsEPl9a8ns5IMlf4X83ilgWAlzCITa69XVVL74Inv++U/08opIe7C0DGth2LP9/OlkTTkFS34+Wn4+lrw8tKysxvV9gIzjjm21sUsOnDYjU+rlSSiEZ8NPAOwsKqZndmablCexOJ2/zKvV7XajaRorVqyIpA+rx9WEMVMikUgONm1GnkBEpiSkLcgUPfHcHxrrKIqimf5biU5JoGJ7PN44HcURNtAEft6M06Jh69IFdeNGs3OsbtFgMT9UVoaWmYnqSFANuaETeAoZAlSXC0U15/Wq1vz8XtE01EzT2KQHFXBkoelVSS9eH/s+YyMmJC2HEILad99j93PP4fvuu0i7UV1N+SOPUnLPbAAyxo1L1hBbhUPGsCKR/OqIFRT2DHPbF/J7Qv7VzXbRgAyHFfqfCP1/iD+oByO1dIZa0xhanwbOmwNDFoIRjDPqmPshji44jKOLDjP7VmbD9380j+uBmJ/m56v6nMxVvSdiGIJg+Y+E3jkaoQcQIbOPCAUi9XcmHdaXgX1G4tcNbJXr4d3wMyiCNPykEU6zo8DR7W34O3YjoBs463ZyzJrvaIp/ayfwvTISX9DAGqzmRdt98R0MIGBub+qjuSY4I/zudN6y3UYdduqEw/yJgzphpw47Xxtd+LcR9QYZp67Ahy183BF3nmFx4LBZGxhr1GYNOA6rit2ikeGwcOawxHUb2iIej4dBgwbxu9/9jtNPP32v/Tdt2sSkSZO47LLLmD9/PosWLeKiiy6iuLiY8ePHt+xg6/MJ6wbUB9TZ0sCaIHJif3IP72ee4iYvY7MxdOhQFi1aFFH8DMNg0aJFzJgRn6ZKGAYoCtbiYoI7d9K/Vy+279rF+vXrIx5hSlgRU3Q4rGdPln65gtiKXCu/WErnHj3QNI0Bg/qi6zrllZWMGToUtWchQd9uRCiEWisgZCDCdWmE30/AorAzx0JNQ2UPqE1zkWjpTFetGJodVQ/ujw2j9RAGIkaja3aIQmBx6KZRJdKWApG5h4CiIkIh9rz6KhWPPBpJ7aXl5ZExbhzpo0ahZUT/ulxHH52sYUpaiDYjU+q/95Ugmmp6+GmaPbE8SHF50pCBAweybdu2OHkSS58+fViyZElc25IlS+jVqxeapjFkyBB0XaesrIyjjjrqoDyPRCKR7C9tRp5Ay8mJFJAp/Xv1Ytv27RGZ4vVtRw+5UdIEap3CYb168sUXK+PO+Xr5soiOMmhIv4iOctTRR2Pvahag9wth1kOBhA5FiZxsRIIsOsIwMLy+Ru2phMVpWqE6jfeyp+vd2Hs0dgiup97ZVrMK0KvMRiMFdJR6hDgk9JVUI1RRgfuzz8gYOxYtO5tdd91F1T9eiRxX0tKw9+xB3gUXkNHS32cphDSsSCSS/SOSfq1BRI4zO66OTrPkdoWjb9hrN1VVsBf2ggv/02SfjuENANEOhu6M1MQxU7NFU7QNc7VjWE4Xs6+/M/R+0ozuqY/YCYTTswU8nNJ5NKcMPMHs66lAvDQAI5zCTQl6UYJ1KIaZH21kr/Y8OWQovqCOXldF//d/bnK8y9OPYXfOyXgDOv5AkGeqHmqy70f6IC6su4mqcB62N223YaBEjDAeHHiFHQ8OfhTteU2Pekq3y7AfUoaViRMnMnHixH3u/+STT9K1a1ceesh8v3369OGzzz7j4YcfbnmlJYxeE2iV+xwIM2fO5Pzzz2fYsGGMGDGCuXPn4vF4uPDCC+P66VVVkbB7gKOGD+fI4cOZOnUqc+bMoUePHqxc+TFCeBk/5Eiu/O1vOeqss3jg/mc4/vTf8OmyNbz69FPMeuhhAHr26MyZZ07ioj/ewj033sAQfTg7KzezePGXDOrYm8knTiYUjhoQ4agTqy7I9Ma7mzkDgoBqTzhhrlNcGGlZ/Lh2Fdbt26jcvZtat5uVK1cCMHjw4IP1Gg8MIYhzlWvGslL7+v/RaWxlfKMRapFh7Q9Zp51K1qlT9t4xhal97z1K7/4zgKkAXHoZmSeegHIIhqdLGtPWZEqtrxrdnosiDGxG4vpSyWJf5UlDjjnmGI4++ug4ebJ27VoURWHChAlcd911DB8+nLvvvptp06axdOlSHnvsMR5//HHArLlyzjnnMH36dB566CGGDBlCeXk5ixYtYuDAgUyaNOmgPePq1asJBAJUVlZSW1ubOvJEIpEknbYmT4RumDqKqmDJahyJnmyakylKMAi+xDLwqOHD42RKYZHOj+s3ogQVJvY/imsuu5TRE07i/vuf4vTTx7Ni4Xe8/NyzER2lW88Szpw6iYtuvZX7brmFERMnUl5ezruvvkq/7t2Z0qVLdM4eYzhJXGA7wYK+rhMqN+urrPnpJwLBIJWVlbg9npSQKTVvv0N++LPweVFUlfSRIxL2De3ZQ+ncJ3Ed0+BAkg0riqZh69zZ3DkEouqTiRAC/5o11PxvId7vV2HU1eH71nRKtnXuTNqQIWjZ2aQdfjjVC17H2rEjWaecQs4556C5UjflXUtxyBhWZI0ViUSCopiRAba0vfe1u2DwWft23fR8lMs/o5HPvB6EgIdiRaHYEU7iFmoHBQvMFGuBmC1ssBle2J/5g48w+wa98OKI8HEPBOoQAQ9K0APAyN4d+eDEo/EFDbyBIINe3IjSxCrsT1lHYO96Ad6gTiBk4HIcMl/vB8TSpUsZ1yDkdPz48VxzzTWtNgbhT115NG3aNMrLy7n99tvZtWsXgwcPZuHChY2KRcYaVep5Zd48bp03j7POOguPx0P37l3405+uRFhgSN++vPL889xx333cd/8T5BcVcvktf2TKOefRvnIHttwAjz9+Fw/+5W/Muv9BdlxXSl5eDsOGDWTSiGMIptXhJ1woMxy5oukCq980rPisCm6HistnoAktoZeYollAF5z1+7PZun1LpH3IEDN9lkj2RLvh/ZsZTmDjT5DToDEFvMGUcN7ptkZwl5mu0lpURMaECaQveB3X8ceRc+aZCf+WJJJ6ki1T/EE/wpaBYugoorZV7rmv7Ks8ScSCBQu4/vrrI/KkR48e3HvvvQAcfvjhvPbaa9x+++3cfffdFBcXc9ddd8Wly3n++ef585//zHXXXcf27dvJz8/niCOOYHJ9jvyDxEknncTmzZsj+ykjTyQSSZsj2fJEGALDEwRVgRQ0rDQnU4xAABEIYNSZuoKWnR1XayVeprjp1q0jd/zpGgCGDBzICy88wOzZj3P//U9RlN+Oa6+/gSnnnBc5/4l5d/HgHU9z0+zZ7LjmGvLz8hg+YAATxowh8PPPGHWmji6MqMNX/ViIzY62lynyaX/4A1tidKxUkCm+77+HmPJkte9/QM5ZiddKRF0dgZ01CQ4kV0fRsrLo/u7CpI6hrRLYuhXD48FxmJlhRvh87PrzX/B+/XWjvrkXnB8xYGWOH0/aiBFY92HOdyhzyGiRssaKRCJpdTSrGakTi8UGPfcxh6TVCRe9H9ekABgGhLykCYMe9SneDAPOeyNioGlosOme2427h/b/pU90yLBr165GizqFhYXU1NTg9XqbzO3u9/vx14d7AzU1CSaNhwgzZsxoNqy+qcl9bnY2zz33XGQ/ENiNz7cDwg5kp51yCmdMn47bvY6QEWKb0REdUMI6iNVq5dbrr+D2WTcTtEcXCNUaMCwhsrMzqa7+DndVNnt0QbbHQMnKZsu2GiozNFSfOWlXFQWlmcL0Xy1Zhcu9HUfXzqhp+2BsbS2EgVOtoneHbazb1gGLrekaMGp6gnGLpvNLSxITqqxk5y234l68GIDie+4h+7RT6fTsM8kdmKTNcCAypaXkiU/5ZbVJWoK9yZOmyM3NjZMnDZk6dSpTp05t8rjVauXOO+/kzjvvTHg8Ozu7kSxL1LY3fv755/3qL5FIJE2RSvIkVWlKpqg2G1pGRtSY0eC7PFam1NSE674IYCsoQmHqKVOYMsXMSGHdrlCZnkUF4MLUR6xWK7ddcQW3XXGFud++PVpWFkLX8a9bR3ZmJnWrVmEtKoo462S2z6C6+jswQNmpmbUeEz1UjEPS2nffxd6rV8oV8S5flUG7AbUEPRqezz/H+/0POPv3a9yxKeeqFHD+kjRPaPdu9OoaQrt24v32W4KlpXhXrMD/4wZsnTvT7e3/olgsZs2U779Ha5ePJb8dGceORRgGrqOOwnn44ZHrKTbbr96oAoeQYUUikUgOGVS1ca5aVYXusihyS3PPPfc0uUCz38TOOduoU6tityNiFDkgvmCj2StuT/h8hKqqEBooCFQhTMOKDloV6Nlm2LyWlUXQFzWsGJlR4wuAQEEVTTt9NfVKU/5Vt+uF5t3DuCMLGNf7uOb7Jnr4FFBa6r76isr583H07k3+ZZcldSwiGKR28WLShg3DktMwvAfcS5aw9fcXxbVZi5svqi2RHAwOqjyRSCQSya8WKU9MhGHERYvU18irx6jzoqY1MEzVz6UVBVXYQKlrdFDxA00E7yiqajo4hrH36BG3T/ij4k9cW6WtIISBd7eZ1kzo5nvxfP55YsMKgJJA40qBdMWHKkIIQjt34t+4iVBFOVlTppgZBICKJ56g9oNFiGAQEQiYP+s/BwJ0f+9dLPlmorfyuXOp+ue/Et5DdbkI7tiBrVMn8n73O/IuvDC1nBNTGGlYkUgkEskhR1FREaWlpXFtpaWlZGZmNhmtAjBr1ixmzpwZ2a+pqaFjxwOrVSP06IRTUdtG2qT58+dz6aWXJjzWqaiIr99+J5q7NoxhmIYXEba3BPRKdKGzQ5Tgx0l9Dr2thSW0d2/HRn3hxv03gdhCgjSv4Kzzp/LF8qUJHaau/sNMrr7i+piWFHv3J9y1z12F3w8NUzengNIS3L6d2v8txKipheTaVdj9zDOU//URbD260/2//yW4fTuWdu3wfPEFtq5d2XnzrEhfe58+dHrmaSx5ec1cUSJpzIHIlIMpT2JxJDnVxr7SnDzp3LkzP/zwQyuPKDETJ07k008/TXjslltu4ZZbbmnlEUkkkkOZVJInbYn58+dz6SWXNE6pqyh0Ki5mxZtvIhI6HynYu3cHiwUR3AMx0+js2hpcXg+KxYB2CU5NVKzeZkMEmq6jOeWyy/g8XDOlITf8/vfcePHFTZ6bTILbtmOpf9yw0aRJ/VVRcOQE49tGXwnZnVpugPuA7naz+ZxzAej6r382Uf+m7aDX1uL+6CPcH3+C57PP4gyJ9cXjAYI7duJrZk4lgtHflaWgEDUzEy0rC0efPti6dMHeoztpRxyBtaAg0k9tZr1E0hhpWJFIJBLJIceoUaN455134tref/99Ro0a1ex5drsdu/0g5RuOmYwrlqbTPaUSp5xyCiNHjmzUbvh8UFWFmp5mem7FEAiEi83XvzaFsDGl8WRchC0hwjDiCj9GUBTqDS6ZHjc1rmgEggLYQ+axOfc9isfvJj8/rVEYvahrMLVJMbsKgP/jJ/n620y0DoMYcXoTnmCAvns3uGIaLv8cMopbfoB7o96ilQL1BfRaN2AqFXVff83ms8+JHFPT01EcDgCchx9Op+eeRQ3vSyT7w4HIlIMqT2KsyIretuUJmOlWUoVnnnkGrzdxMeTc3NxWHo1EIjnUSbo8aaOccsopDCkqwmgQSa9mZKA18R0e6eN0IoSBzxtv0PLZ7WwrKMYWCtCerYgEOkNw585mDSkNefzOOzEKChotTItQiLTduyP7gZ9/xt6tW0rV+MvpGa5dYw+H4ahNp1xuxIl/boER7SfhlG1ASugov4S6r79h8/TpEIp3qLN17461sBDD640YVnLOPYeME8ahWK3xm82GYrViaRe1Gra7cgbtrtz/1K2S5kmd/8USiUQikTSB2+1mw4YNkf1NmzaxcuVKcnNz6dSpE7NmzWL79u289NJLAFx22WU89thj3Hjjjfzud7/jww8/5LXXXuPtt99uvUG3wflcRkYGGRlmXR8jGET4fCgWC6rTie6JFmxsaFzZV4z08EvRdYKlpdBwzUpVIzVE0kqKUWJsL5quU2CBOlSKi0rQlSCFRRmNDCulW2siYfmpiv/Tp/l62wOwuhR7diaDjttHr8PCpo0wv1bsvXoCZiHNWKMKgOHx0HPh/1CcTjSXK9Hpkl8pbU2miDYS9RhLrDxJZdq3b5/sIUgkkjZMW5MnbZWMjAy6d+5sOnvVoyhYcnMJ1RssEulehsD344/Yundt8tqiGfuBXlMT5/EfKiuLLGhD1LFMhO0onfv1w1JYGEnTFOkXCuGLWSQXgQBCiJTy/8roYL5bX2VYt2omYqWpMitJJSUHtW8Yfj/ujz/GNXZsWLcVEAph7dCBzEmTcB1zNI6+fRM6iDl694bevVt/0JIIh4xhZd68ecybNw+9Dec1lEgkEklivvrqK449Nlpjpj4c/vzzz+eFF15g586dbNmyJXK8a9euvP3221x77bX89a9/pUOHDjzzzDOMHz++1ccOZl7UhhPsVMfweAhu24bqcmHr3JnApk0AWPLzsRYdaI2KfX8HitUGetRCYqgqeozGZAsGE51GjUMlqy6FLSuvnQ++aCh3dWldk12FUAm4NWwuHdTU8fCOKi7Jtx7urfBnrJeWRFJPW5YpITWFv98kEonkV0ZblidtHcVqRQRi9YHovNRuL8TvL0WtM1PrRgrex+BxmNaQoGLOJZV9yLYbqqiIN6w0XFFVlMQ6n6piyW9HqKJ87zdJEnpQQbMKSldmAqA0FbGiKKBG33UoaMeyZzOk5zeuE5skBKmRtECvqsLweLDuxYmj7L772PP3f5B+1FF0evpvWHJzKXnoQTInTEDR9iNySJIUDhnDyhVXXMEVV1xBTU0NWVlZyR6ORCKRSA4iY8eORTQT0vvCCy8kPOebb75pwVE1jyXfSajCDE0XAQPF3nYmRUYgQHDbNoBG0SlGOHIlEVpGJsIWALxm0ZUmZrRalQKqEmcoURQNRVEjkdtemxXhNcP9DQUqMzR0v4EDQcCikFVXTeOQF/DbFcqsGiXlu1CEnlIh9gB4K4l9Mc2ZJnKvmsVP56zClqHTfd5NsPg+aH849DyhxYfZPKmgqpgENm9O9hAkbZC2JlNyXfn8GKxFQcGwyrzXEolEkiq0NXmiWFSsRamx+P1LUWw2tOws9NqaRses1lwsSjqBbaZjmOHxQL341M3NZ4umV1MDGlpp1HFBUVXTgNDwV6soKAeQlk1RVVRXOsQYVlJnNg1Ft9+G8vpH5k79M2uJMxRY8vLIPuM3UPmUuW/1w18Hwm+eh/6nt8JomyDWoJUiqcDWH2Gm+Ov52aeRAvKx+Nav5+ffnoUIG/48n36K4fNh69IFW5curTlUyS+gbSTplUgkEomkrdEGU7fUY9TWRndUFdFM7mJVNZULtRoUm3WvYdiqYjVTdenRcwHQdWyeTNKt3XB621HjjnqW6aqCoSj4w9fWVVCE3qhOiyEEOgq6qmAP+rEUFKRe4cKGE/1m5v1adjbWdJ38gX54+zpYPBt+fK9lx7cfNLeQ0FpUv/XvxAdUlU4vPN+6g5FIWghNKLQvL6OkohSb4t/7CRKJRCKRJEBRFBSL2mbqP+6NpowcqmpBVWz7nh64gf7i6NsXS04O9RN1a4cOZjdVjYtIURpMhUPl5RhN1GQRoX0IiUkSWnZO9GHCj9dU6mfFYsGSZzq3+aosBCzdzAMiyRG1KZwdwrdmbcL27dfOjBhVAEoeelDWg2yDpJgbp0QikUgkhyLJX4DeH5SY9EqKqjXr9KMoFsCPEmQfZxXRSa/VmkPQV4HQddRaAZoOgRCh8gqM/AICaS52ZSeO9KlNd5HesHA9YNHNwRpKiiqMQiD2MWIFIdDsBlkdoqnD0Pe9gGaLEVZcDFSCfh1rMqOxmvjj7P3VctS0tFYejETSQgiBVTcXZBzCt5fOEolEIpEc+qg2W4N5YHR+7fVtRw95UJ2geGFvupiiqSgaCF1Ha64+WIPFe9VvxXAGifN5SFCeQAiB8DdwjEgxQ0B95q8ek8vwDrgVW/rPULYWCg5r3DlsRHFkhzCCW8xXb6RQWYYUcP6Kxd6zR9x+cMcOdj/7HIGffjIbVJWub7yBo3evJIxO8ktJ0VUHiUQikUjaNoY7cQ2QNkHsRF9tOqVXQ0K7d6NqNlSsOJX4KBcNAxUDQwQw0gTCAsIfwFBCCItACSpgCELlZoi8MMwJu2aAyydI80e9oJwBAZn5jXLOGkKQ4zZoV6NT6yrG8Aci10kZhEHcC21m4u/53yt0PaEivjGUfMNK5vgT6fXVVyzOv4BnZn5CKJA8RUpLEFafPmaMNKpIDincvhr89mwCtiy0UIp9p0kkEomkzSB0g1C1n1B124t+VBp48ms5OXHF7LUMV+RzMLgHw/BjuBLMszXMldCY6biuBgjmhSNK9pJSKraYfcKojkQGE8OI6DipiPujj+L2nav+gvbFvbD9q0Z9dbeHipdej+yr9cVpjORG5CiKgqWgAEthYVLHUU+wtDTyufbDDwnt3g1A1YLX2XDc8eyZPx9rSQl91q6hz+ofpFGlDSMNKxKJRCKRtAAimEJeO/tLrKeVqiS0q+i1tRh+P5rmBJRItIqFDFyZh5Gn1mIlagToWLENO6YSJxwgHIIAlXHXDDrr8Bd4eePbRRw5ehSH52Rw/8034vIZfPzv/3D8yEEUd8vhj3fejBqIV3SEEGz3RxUdi6Gg19TGKT8pQYMw+eb8qYI/b2zcmAIRK4rVCk4ndbVBDF1QVdZ0qriWxlpc3LgxxbzUJJJfii/oJ2DLJGBzmbnhJfvMm2++SY8ePdA0jWuuuabJNolEIvlVYIBRG2iTDmCWggIUW3zqL6OmcX0VIDIXNOptMY1qpYDWILJEhLMHG3V1+H/+GT3m2vW1J//9/vv0POwwXIMGccN992H4A/z3vx8yaMSkSFtbxPfDD4kPlK1p1CR8XrxbEtTcFMmdoKjp6fT85GN6frw4JdJpbTxpUuRz2QMPUv7IowDsefXVSLtjwIBWH5fk4CMNKxKJRCKR/AqZN28eXbp0weFwMHLkSJYtWxY5pscUqFcSeF3pHg+BzZvx//gjquoABEaCFMfF7IheR4/XaBpGFAi7wLCaSt41197FpEmT+OD7ddx29S0AzLr5asZNOZXPv13Hzdfd2uheaz0+qoM6CrBk6adMv+gsuo09mozcXAYPHsz8+fP3+k5aB4FLq6BHe9OLSW2mFo+aKBWBnhoehgFv1CvN5kheKjCRII91ytXVkUgOInVK6kVjNSdPks2ll17Kb37zG7Zu3crdd9/dZFtTLF68mClTplBcXEx6enqKyROJRCI59GhKpqjhYvUHhoJmRBfbBWALmXpHJlVxPUUohOF2I4JB7L16Ye/dO3LsyjvvZOrpp7P+/fe5fcYMRJrgmmvuYsqpJ0TamuOT5cs548or6TZuHK6srJSSKbu+SvBuq7ft+wVSKRVYCmDE6NPC66Xq1Vcp++tfcQ4aFGl3DuifjKFJDjLSsCKRSCQSSUuTYg70r776KjNnzuRPf/oTX3/9NYMGDWL8+PGUlZUB8Zm/VJcrPqRdUZotZi98ftPDSwg0dOofXg2BVhW+hNWKlhU/edfDu253HeXllRxzzDEUFRSTmZ6Bx+OmoqKc0cePo7CoGJerscEhYERf8vKvv6Rvn378/eG/snL5ci688EKmT5/Of//7331+Ry1GXg+04r6MP7cDVzx5HMec1bvpvolsLimQCsy7ahWVf7kzsq80YxxqSdyffkbte+/FtVkKCym46aakjEciaRXamDxJJm63m7KyMsaPH09JSQkZGRkJ25rj888/Z+DAgSxYsIDvvvsuteSJRCKR7C+pVdajEc3JFCFEXFRyaPdusEQLPOpud+ML1hdiFwqqYUt4UPU18VKEQNG0SOphd10dZbt3c+K4cZQUFJCRno5nj6m3nHDk6Ehbc3yxciX9e/Xin//4R4rJFIGntOH7ARLVrFSUaKH7uEtIw0os9p49G7XtfuJJ9vzf/0X208eMac0hSVqIQ8awMm/ePPr27cvw4cOTPRSJRCKRSBCxefC11NJi5syZw8UXX8yFF15I3759efLJJ0lLS+O5554zO8QYUlSnM26/LiuLy2deR5djjiFn6FCGDBnFwoUfR2YUr/37H/QfcTi5+QM5bMBkXnr0EQA2lnTEa3Hg9we45U/307Vrf4qLR3DccWfz6afLAfj0s+W0b38EANOmnUnffBdLln5Kt37tAbj45JPo2s5sa45rrriem6/7I0cMGUL37t25+uqrmTBhAq+//nqz57UKpz4Ol34C6fkQaj76RAuWNm5MgVRgwW3bqHnjdVRhRq0IIzkrvduvv75RW8+PF2Pv1jUJo5FIWgd7iqW626s8aYaqqiouvfRSCgsLcTgc9O/fP25xacGCBfTr1w+73U6XLl146KGH4s73+/1cf/31tG/fnvT0dEaOHMnixYsBM9Kk3mhy3HHHoShKk23Nccstt3D33XczevTo1JMnEolEcojRnEzxbi/DXaMTtZYocVHKVbt3R2RKQcEwhh9xBu8s/Axb125oebm89b8PGDnyNNq1G8phJ0zg0eefo6CygpyaKgD8/gCzHnyQ7scfT/6IEYwePz4iIz5ZvpyCkSMBGDdhAmkDBvDJ8uUU9TP1lkm/uSjS1hw3Xnwxf7rySkYfcURKyRT/xk0IkUBfbcKw4ipuoMMM+z20S1DkvhUxAgF+/u1Z/PzbszCacQJsDX4++xz8P/7Y5PGcs8+i03PP4ujTpxVHJWkpLHvv0ja44ooruOKKK6ipqSEr60DDAyUSiUQi+WXUBesACIaiEzorGgRBUzXsmr1R30SoiorD4thr3zTr/qWFCQQCrFixglmzZkXvpaqMGzeOpUuXmg0NisKjKKhOJ4aicNLkydRWVfHsPffQrWNHvq/9CU1TEXb4+ocfmH75dcyadTljTj+f5V9+zT3XXUtWbi5TzjkPgcr1189m3ZqNvPTi38jL1/jvfxcxderlLF26gJEjh7Bixb8ZOvQU/u/RR+l03El0s2by+YcrGH3cUB577mWO6T+C7OycRs+lKaAnWm8MG4Wqq6vpkyKTV9/Lv+f7bxUsaS4G3/XXJvvlau/EN/z+fXA2fvZWJ1FRziRg79YN7zffRPZVOf+THGLUf+97dR9C11CETjAQoC5Y13bkSRMYhsHEiROpra3l5Zdfpnv37qxevRotLH9WrFjBmWeeyR133MG0adP4/PPP+cMf/kBeXh4XXHABADNmzGD16tW88sorlJSU8MYbbzBhwgRWrVrF6NGjWbduHb1792bBggWMHj2a3NzchG37SyrJE4lEItlX6oJ1ZvF63QuKQigYXTRvCzLld2f9AWygCh1boDouXbFhGEw64wzcdXW8/PLLhAoK2bDuR2o0HS09ja++Ws450y9h1qzLOf308fxv6Tb+fMN1uPLb8Zvf/pYObOH6G2ezftVGXrr/fooLCnh72TImTJjAivff54jBg/n2P/9h0Mkn889XXmFoYSG5WVl88+G/GXLcKbz8zBxGdx9C7j7ORQNbtmDv2RNFVVNEpghyuieom5LIsJKIyXMO7nAOBMPAu3IlAEI3mu/bwni//rrZ4/5NmygaPbqVRiNpaQ4Zw4pEIpFIJKnAyL+PbPLYUe2P4vFxj0f2x742Fm8osUfNsMJhPD/h+cj+hAUT2OPf06jfqvNX7df4Kioq0HWdwsLCuPbCwkLWrl0LROuqKDYbIhRCsdmwlpTw3gcfsGzZMn745hs6qyqK1UqH4g6Razz60kuMPXIkN954KdvpQEmPfmxcu5YXH/krU845jy17tjN//lusWf4uJXmF6NmCq666gA8+WMLLL7/JHXdcR36+uchV3KULhUWF2Gp18vPyAeiQbaGgwBx3oxqUitJk0fLXXnuN5cuX89RTT+3Xu2opvOuW8qV7HrhB+XArg47ruG8ndhzRsgPbD2pdHXAKD+0GdceZkSB1QCtgadcubt+ork7KOCSSluJQkCdN8UFYnqxZs4ZevXoB0K1bt8jxOXPmcPzxx3PbbbcB0KtXL1avXs0DDzzABRdcwJYtW3j++efZsmULJSUlAFx//fUsXLiQ559/ntmzZ1NQUABAbm4uRUVFAAnb9odUkycSiUSyr7R1maIKHUPRUA0zeltJS0P4zc8ffvEFy1esiMiUb2vqKOnaAxD4N25kzpw5HHOMqaMAnNlxFD+uX8+Lj/yVqWf/lq1bdzL/72+x7r33KAnLiZnDh7Nw4UJeeOkl7rr6atqFDfG5OTkU5Zu6SX6x2ZZdlEVRfj5aTg6KPUHhyQaIoFnfJXVkiiCvj2lYce+y4yoKR6SoCeooNpUKLNmkiOPXvuDo1UwqaEmbQxpWJBKJRCKRxFE/VRaBAIbXi5qWhv+nn1jx0Ud0KCmhd79+GHV1oCgEjE2R89Zu2sSkk44NX8Oc3A4+YhTzn5iHruusWb0OXdcZcuTJ5gnh+a/fHyQ3NztuDIql8RRFxGQwdaiJPag8doVMb3Sy/9HixVx44YU8/fTT9OvXb39eQ8sw/0xiE1xXbEuQDzoRzv33qm45FNzpJXjULHICOlZ7corXJzvMXyKRHDgrV66kQ4cOEaNKQ9asWcOUKVPi2saMGcPcuXPRdZ1Vq1ah63qj8/1+P3l5eS0y5o8++ii15IlEIpH8ilDqNZTwD0VV0b1mtMx3a9fSoaQkIhOsikFQqDh1L0ZdHWtWr2bcScfgIZ10PLi8noiO4jdUflr9I7quM2jy5JgbKvgDgcZRKDEL+KJhkL+mxUXSxJ5jycsz68KESS0dJao7RYwqAIPPMX8GvfDje9BtLBBfqifgS8PmLofyNdB+GNj2L1KpZUhBw0+YnOnnkT/jimQPQ3IQkYYViUQikUgOIl+e/SUAhieIXm1OTLVcJ6pDQ2vg9bP4zMVNXkdtEHq9cOrCgzK+/Px8NE2jtDS+fkdpaWnUe7eJyA+n3Y4wDFBV1LQ0U7GIsQsoqhop8KgkqI7pcdehaRpL/vkqmsVCsF00TDvD5YpTRPwWa2QY9aPx4QQgqCnk5sR7g4XCdT48DhU0g+LSnXy27AtOv/JKHn74YaZPn978i2ktanZEjE5Ak+8aIJR/BJaKL9jzUxo5f3wCPn8M7C4YekHLj3OvhAt+JrF+kOFtOk2FRHIoUC9PQnqATXvcKEDIZuGwzMy2I0+awOl0/qJ7u91uNE1jxYoVkfRh9bhcrl907UR8/PHHnHzyyaklTyQSiWQ/+PLsLxFCIMK5c1VLfCqwWFJbptRbVhS0jAwMtxtngyiRDIuFyqCBsy5sJNAN3GRSRhE5opKajMy4/nWVYR3l1VdNmVJvCKmoID0t3lCgNEyZHEsT03pFVVFdGRA2rHy6fHlK6SgF11wFiz9ufODHd+H92yCnK/zwOnQ/Du2sf+I6diyE3gDA4tDhwR5m/w4j4KL3W23ccSj7pl+1NCIUavJY+7kPkzlhQiuORtIaSMOKRCKRSCQHkfp8woYjRMhtKh4WixPV2ljk7k/u4f3NU9wUNpuNoUOHsmjRIk499VRzrIbBokWLmDFjBgCay0WorMw8QYhIuHr/Xr3YvmsXa7/5hi42G6rTSSgfLApo1XBYr14sXRbOKSsABVZ+sZTOPXqgaRr9B/VF13XKyysZM3w4Rmcbuu6N9Ld7c0izpAPg9keLtIfCi/c6piJjx4vm9UBG4oU7ocFnX37O1BkzuO/++7nkkksOyrs7GCzfdTRr9/Tfp771qQQCwRxwZsN7t0Jut+QbVhQlorxs+aGSgDeEzdn6U0pRZ/7taHl56Lt3U/Lgg60+BomkJan/3heKjS41pQgUKoqzE8qDVJUnTTFw4EC2bdvG+vXrE0at9OnThyVLlsS1LVmyhF69eqFpGkOGDEHXdcrKyjjqqKMOyvM0xeLFi5k8eTL33XdfSskTiUQi2R9aSk60lkzRFXOuaWg20H2IYDAyV+7fqxfbduyIyBRFUQEDwj5ch/XswcovzNpfNUomumaJ01EG9j/M1FEqKxkzdCjO/v0RQuD74QcArCUlUFNjXixmAV9pYGQK7a7A0i4/ceR9wDTyfLJ8OVOvuIL7HnggZWRKw/S63gor+kmP4Pr8crNhR7im4U8folgsWAoLYTt4ymwoJX1JC4WPb1vWiqOOJ1USgdXrzYlw9O3biiORtBbSsCKRSCQSya+MmTNncv755zNs2DBGjBjB3Llz8Xg8XHjhhQBmNEosYa+fo4YP58jhwznj3HO595pr6N6pE999swmrChMGHcW1l13GqIkTuf/+pxhz2u/4avlXvPr0U8x66GEAuvfoxrQzT+aiW2/l3htuYPD4Meza+ROLP1zKgG49OWX8aeA3vXxEMIDfqlCapVFDvNJiM4IotWUJDSuaIVjyyWdcccUVzLjoIqZOncquXbvM82y2AypUfDBZVjouvqEZhyphzyJYp2LoKmjhOiahQNMntBYKcVE3dTWBpBhW0o44AktREe2uuhLHYYe1+v0lktZCCIEtrKg7Sa1Irb3Jk6Y45phjOProo5k6dSpz5syhR48erF27FkVRmDBhAtdddx3Dhw/n7rvvZtq0aSxdupTHHnuMxx83awD06tWLc845h+nTp/PQQw8xZMgQysvLWbRoEQMHDmTSpEkH5fk++ugjJk+ezNVXX51y8kQikUgONZqVKT6zjxE2sGiZmRg+s/Go4cM5avToiEyxFBewet1G0gNepg0YyDWXXcLoiZP52/33Mv70qXy77Ms4HaVn9y78dtIkLrr1Vu6/7TaGp6dTVlbGu//4B/179eKU3/424XjVcOS+GpMTTOh6I8OKEAIRCvHxsmVMnTGDP5x7bmrJFKHH7Trzg+iO8sb97OFIH2FarNILAgR9G1NvZTmZESuBxrpal3++hpadjfUAartJUp/ECcolEolEIpH8InR3094qyWbatGk8+OCD3H777QwePJiVK1eycOHCRsUiARSLNc4z65V58xg2aBAX3HQTh596Knf+aQ66boCAASUlvPz8PBYsWMiUUUfwxOw/c/ktf2TKOedhEzoqBvMev4OzTjuZmx94gIEDR3PW2VeyYuX3dGxXjDAMQpWV5o3Cqb0UIM0fPzn2iQx8RjoYBg3JqzVY+NJ86rxe7n/0UYqLiyPb6aeffvBe4kFClK+Dnz9LeEzZ/CnWNIPiflvBEk5xoPsT9m1NXMccQ+HNN0X2RZKUl8Ibb6Dj4/OkUUVyyFPnr8VvyyJgy0QLNv7eSyb7I08asmDBAoYPH85ZZ51F3759ufHGG9F1c3Hn8MMP57XXXuOVV16hf//+3H777dx1111ccMEFkfOff/55pk+fznXXXUfv3r059dRTWb58OZ06dTpoz/fiiy9SV1fHPffck/LyRCKRSPaGMAShGj96TfLnk4nYV5liyc1FsVgQ/uhzvP7WWww7/HDOmjaNicOPYO7tfwRhLnIPGTiAB154iYUL/sXUI4bH6SgARhrMe/Iuzj75ZG78y1/o3bs3p512Giu+/56ODRfDY/UPI8EcOFGNFSEIlZcz/623qPN6efDpp1NKptQtaxxpon1ye3Qnt5v5s+eJGD4flW9+EDlktVS39PD2DUVBzcxEzczce98WJFHEinPAAGwdO6JYrUkYkaSlUUSytOEWoqamhqysLKqrq8lM8n8oiUQiaWvI79B4mnsfPp+PTZs20bVrVxwOR6Nzg2V1iIC5QGTJc6A6285EyvD70Sv3AAJrcTGGz4d/wwYAVKcTNSMjkiqsuqOKEx1LNag1Ctb27bHk5OB2r+dnowg97MLUs2wjoYJwTmcPKCEVPSuqmFhKFUSWDd3hBwOqvAXsSc/AHhTkunUCFoVKl0qBx4catGJX3GSV5IPFjOT4tsb04i6o1tHCSk66ewdpvboftEns3n7n+8ILM97AE4oWwezt+IhxPd+DK75s3PmOmGKZM76Cx4aBIwtu3nJA9z6YrP5sBx+9vBaAs+8YSU5RepJHJElFpEyJ8kvkSfmeHYgaF4owMNIqKSzo1lrDlrQQB0OeSCS/JqQ8ifJL5IkIGQR3eQCwFqWjWNqOr3XZlhoQ4PBV4sy0Yy0uxv/zzxhuM2zE2b8/gW3b0av2sKNTO9xkkMtu8rdUo+Zlsy49G9GEb3lXfgIDrNsUVIcDxWpDzcokuG1bXD/V4cDaqRP+9esBEA4IFQhUYUXbakbd23v1QrXZ4s4ThoFv9eq4Nmf/fUsNvDcOhjzZedM1FDufb7pDl6Pg50+h7xT0CY+xfsRIDpu2o7ENaeBv4fSnDmgMhwqhigq2XnJp3O+7z9o1SRyRpCEHW56k5LfoaaedRk5ODr/5zW+SPRSJRCKRSH516LsrCe2uALWJaUKMT0adbqAoYCSYxxcQU3yygZO14ogvMilsAsMWDp1WAQUshiCzLnqiUBQUNeZC4TD0eB+RBv4iibzGkoo5vgy1LNpUvnbvp6VSKjDi3/mh5aIjkaQ2bg5+YXaJRCKR/PoIVfqSPYT9wmoz020pounITcVi9mk4NVWE0qRRJZvK+L5OJ3ptDSIQwN67N/YEdcDqMdLNOxlKcL90DlvnzvvctzUQWNj6SYJUZEPOg5s2Q5cjzX1/bfQ5G77kjiPh2FtadJxtAUt+Pl1fXxDXtuOPf0zSaCStQUoaVq6++mpeeumlZA9DIpFIJJKDQltZeJ4/fz4ul4ucnj1oN2IEOd264XK5yMzPZ2i4iOTeHkb4/ehuNwiBhum5pQgDJQDannAniwUtMyvuPD0n/jqG3UDTTeNKLAqCs86fSvs+PXHl5ONyucjIyGBUSQGjSgp45LHULmDuCWUDMC57LpcXTuX4rEfNA7tWgaE3fWK9YUVPvmHFt24dGR/+Hz0cS+jv/F/SUoGtHTyENX36Ety+PSn3l0gkTVMvTxJt/fr1S/bwIkycOLHJcc6ePTvZw5NIJJKWI9V8j5ph/vz5dOxeSNe+JRQPHUBOjx64XC7y+vWL6Ch6TU1ET/GQAcQ6IzT9sKq36fuqVmtc9ImlYVqwULjdYnq9T7nsMjJzcxvJk4zMTO5/+unoeSnn+GXBvcPBnrIGRiRhgDMbvn3F3Hdk1x9ofAl7BuSklsEoVaj+14K9d5K0WVKtxBAAY8eOZfHixckehkQikUgkB4Ru6FTrNSiaQoaehqKl2uQ5MaeccgojR44ksGsXRk0NWl4e1rw8RDCIsXUrALYuXQjt3h05J/Jo4Z+B4G4MfznbrB0IYEalCEXl5+IOtPNVYKMZ7SUWo/E7s4YEBOzMue9RDP9uMvIzwJaGEIK1btPrrrsl48AevpXxGZmoSozH3ZNHwqgZMP4viU+or7EidNMAo2qJ+7UCwW3b8PzjRcb/dgcAe6rPh5KDk85gv9B1U4FuKrJKIjkEsbURS329PEmENYVyjD/zzDN4vYnlkixOL5FIDmWEvxmHnhTjlFNOoUeHvgDYgm7SS/JQbTZClZUoVVWAWdtChEJx5wWwYevSBSwWCCSOdMmuqUU49zIARQEhUOz2OCczBXD6dAyHjgE8fuedGMXFjVOBCUFaWRmpim/dOgACO3ZCQcwBI/w+czrDnk3QeyIoClldvCix0++crrDhA1g4Cybc02rjjkUYBlsvuohqsqg+8WKGndwTR3py5hul9z+QlPtKksN+G1Y++eQTHnjgAVasWMHOnTt54403OLXeizXMvHnzeOCBB9i1axeDBg3i0UcfZcSIEQdrzBKJRCKRpDQhI0SpdTeqUMnQ01DtKenH0IiMjAwyMjIIOJzoVXuwFBZibdcOEQoRsISfQdPiapbkaKZyIerX/TWBsILRICg2YLVh+GPaEi4OKtR7QGWGavHFGEkUBLaQAKFQXFSCXckkqzDD9I4C1Dof7pBBXrWeuJBkivGj70i8Rib90t6PNi59DE78c2IvNnsmnPdmOHIlyYY6Jfp7AlACtUkZRiRSRhpWJL8i1NSqXd8k9fIk1Wnfvn2yhyCRSCSSvZCRkUHXLt0BsAbc5PQsAcx6FsFduyL99OrGhdQ1lwvd0CFgFrp3UYObaF2Fze3a04nNjW9qGAR37oxva6C/2BTDdPxyV+MVVtoXFmLv0SOhYcXn90f2Q7t2ofXosQ9P3joohMjqUofNpaMHFTRr+Dm/e9Xc6rE4AKWxKnLYJFOP+eLxpBlWADyfL+WTsfNg8S58Phh3Qd9WH4Nv9Woqn3uu1e8rSR77rYl6PB4GDRrEvHnzEh5/9dVXmTlzJn/605/4+uuvGTRoEOPHj6csxjo7ePBg+vfv32jbsWPHgT+JRCKRSCSphiLwKslP3bT/mJPpSDCKxYK9Z0/sPXuiKAqqKxxWv58L2oYrPEkPhQhVlDfuoEWv57RbUGIKsygIstkT31/EHm/C2JBCofYixuCzwXcki2v+wLeeSfGdHhkCb17R+GTNAt2PhS5jUsKQUJPZKfLZmZmkwssR5TZ1fscSSYsQE/XYRgJWJBKJRCI5qChhAWgJNRH93oSADGzejBDRSBYrwfjTGukK4X3DILR7txmpH762UdvAmajBlFzLzIxzQGsKw5ci9W2EgN0/oWohSo6oIrtbHesXFLPzq6zE/Uu/T6xabfw4/prJoMHAKrYmx/HLqKtr1JZ7/vQkjETSWuy3C+3EiROZOHFik8fnzJnDxRdfzIUXXgjAk08+ydtvv81zzz3HzTffDMDKlSsPbLQJ8Pv9+GMsvzU1NQft2hKJRCKR/BIE4FH8uHQdTUte6qb9pn5CHDNBFYZBqKwMDANLYSG2jh0BCLKlRYYQVN0oen70/ijxUTCOTLClRXbrRyqcGoonPg1AqmAkUDRKg72Bt6MNezaZ26mJHVhSA4UaVxfgSwDsWU0oXy2NYRrWFFUaViS/HgxVWlYkEolE8utDwUCgoWCguz1ornT0hoaOMFYjSFC14jD8Zh9vFmBGkdgI0KFiB9vyzagXQzF1tEiG3iZqswPoVdWoMdGYusOG1ecjFJ6LKhYrShNOXVpODvqePQmPJY1PH4IP7ya7qCSu2bPTTqjLKVh+/nd8/4/vg5HXoCjRt+Nzu3BkxUQKLZ0Ho2e05Kj3CXtactKAiWC84a7Tiy+SNvTwpIxF0jocVJfHQCDAihUrGDduXPQGqsq4ceNYunTpwbxVhHvuuYesrKzI1jG80CORSCQSSdJoMJ8WvtRc6G+SSCBA/IOEKioIVVaCEKiZmWgNFtRVlwvFWh/63lipqL+sWq2geht7h8UqIn7scYaUqjSNOtLNcWgK6TnOSOSGIQQ1ITNP9B6HQqYjQJpnF6rQUzZiJdIWu1M8OO5YoPAEAMpXhRW4L56AO7LgiTGgJ/lvSlEJGvbI56QgU4FJfiVkpeVS7QhQ7QzhduwtEbxEIpFIJE2gKXER4m0Vw20aVNT09Lh2JTwndNV5AHB4TSdsvdYd6eMljboY5ywAtQ4sOxSU2BReCRzNUBWUWGe58P1iXNESjldRFLTMzITHksqHdwOQ1c7MHqSoYMsIIYSC0f7IhKcodjuOgQMj+4GMkVAd42hX+n3LjbcZ6vXIgtKvAOg2uF1SxhFb5ydz0iTSRgxHsbSNtOCSA+OgfqNWVFSg6zqFhYVx7YWFheyKyXu4N8aNG8cZZ5zBO++8Q4cOHZo1ysyaNYvq6urItjVcXFcikUgkkmTRKC1VG3Mw1rKzsBQUoDpjIkJUNaJYhMrL8f3wA4GtWyPJurQqUJ3OvUYPqIoDJQRKSEHTYpQhIbAHcklP70VGRl9qY3IfBzSFkKYQCgfa2vBiCUY9o2Jfr0VRsFhVNCOAlpkRUbCSSsgP//o9xvIXExxU4IwX4I5q6D817ki9sqhmhFOvLTQjfyn9Hox4b6hWRTEjiBZVX8n7tdfhV1o/YkXERv+kkPFMImkJrGjkV+8hr3oPVtW/9xMkEolEIkmAoihornhPfiEEHl1PGFmdStRHluhq1Pih2u3RDkKgtTMX01Wb2d4wCgXAjYvKzOwm72MtLsbRty+WdtGFeWt4jVOxWuPnnZGP5rsLVVYidD3x+MPpv1SrgT3LgGATKc2STPdJZfQ8pRRty/8SHlc0DWv7YgBqtznw0qCOiaswwVmth5JkxTvWsGLJz28ygkly6JCSZrMPPvhgn/va7Xbsdjvz5s1j3rx56E18iUkkEolE0tqImImdEILNvgAOVaHIbmvmrOSjZWYm9KpSVBWh65EJo15Tg8hSAQPFr4A9rneCK8e3WSwuhB5AGEGUWsBqoGlhRUjRCFgUyrO0RtNjmxGEqu2gWSPF6+txAIZQAQVhpEiV5+XPwPf/Qnz3DjA/7pBwZEO/08wdLfx3YTffvdAc6H4FIRIYh755GUZc3HJjbg5FQVODZFm2Y6BRXa1RkN3KYxCC9KOOAiH2KZe1RNKWEULgCPgRKLhwAwXJHpJEIpFI2iiKPRxxEa7fVR4IsdMfJNOi0TXN3syZqYGh7n3eF7CEDR2WcERJjNHIoOn0zCIQMBfCldjl+ZjPDRbJbeFSmlqsymEYkCgFdHit0p4RXrPcsxkKDtvrsyQLbetHjRvDOkp9NE9GBx++ylWQE9MnFK4f46sxI2IGnAEdR7TsYGPIrN1M2nHjyGqXpAjfmDXpWCOL5NDloLpx5ufno2kapaWlce2lpaUUFRUdzFs14oorrmD16tUsX768Re8jkUgkEsn+ohsGbt2gOqhT6m/DE6xwyqfIJFGIOFNJqGI3impFERp24r2qrYpAxcAQPoQThEVAwMAgiFCJSw325ptvcuzgkQzJzeDeWTfiCAiWvPkWx48cRHG3HK6/4y/4jXQIeBoN0VoZpMqtUp7bERHS4yMbksXmzwHQlARRJooG1dth2dNQuwPGz4ZTHwfA+uMraHZBemZZ4/Peub4lR9ws6SNG0O73ZzMy4x+McP0jKWNQVJVOT/+NTs88jZaRsfcTJJI2jDfgJmDLJGh1oYZS4DutDfHmm2/So0cPNE3jmmuuabJNIpFIfg0IQ2C4A3Ft5QFzXl+fVrctIQLm3FpRVSzt2kX0klB4pdMWjvJUEGg0rYMZaaC3i3GIC4UI7jDTY6EQMSS8tXAhPXv1wjVoEDc+9BBoFt5c+BE9xpyCa9AgbrjvvkbGl4BhUOoPstvXIOLUSAGdsMNwAIKOns3363KU+TM9HxEKUb1oWeSQrfrL+L7fvw4PD4B7O8Kyv8GzJxzMETeLYrVSndWNPWU+NGtyshbEGlOE0fb+T0n2n4P6l2az2Rg6dCiLFi2KtBmGwaJFixg1atTBvFUj5s2bR9++fRk+fHiL3kcikUgkkr2hKRolaSWkh6KprlItCHjevHl06dIFh8PByJEjWbYsOkE2/H4Mr7exl029ohBTK0QXFjBAWAUIA6vIJCOrL0XanrhQ7J4OHSdmyLuRJjCcAr8oj7t8yFpHTc0qLrnkIiaeeioLV6/nmptuI9Nr8KfrrmbcqafyzZcrufm6W/EZLhAJIlKEYMNPP3LW1Ml0PmIETqeTbt268cc//pFgMEnpszwVAFiUIDnatvhjdXvg4b6moeSHN2HUFdDn5LgutswUULxiUNPS0FxmmjhN0SHg3ssZEonkl+ANePHbswnYs1BS0LDSnDxJNpdeeim/+c1v2Lp1K3fffXeTbU2xbt06jj32WAoLC3E4HMmXJxKJRPILCIT81Phr8KkBLNkOIPUyFjcpU8JqiCpCkR29tgYgEqWuV1WFu4afyr7vT1dfOjBUVYVv7VoMtzty21CZ6eQ04+abmXraaax//31uu+wy0CxcetNfOG3yCax//31un9G4aLvfEOzyBynNbcf327Zx7G8uoXDQOBxdhiVfplz0AdxRTWXtEc33s5h/K+ghhK5Tsy6ICNsMsro0SGnmKYuvuQLw3WsHZ7x74bBV36GMGEtVuZ9QIDlGDcXhQE0z9aTc6dOTMoa9IgQE6uLbdq2Cnz6EjR/Dtq+SX8+zDbHfqcDcbjcbNmyI7G/atImVK1eSm5tLp06dmDlzJueffz7Dhg1jxIgRzJ07F4/Hw4UXXnhQB96QK664giuuuIKamhqyslo/17dEIpFIJPVoqkaWIwtvVXSiqYWNEpa91CBpDV599VVmzpzJk08+yciRI5k7dy7jx49n3bp1FBQUENy5E8Ptxtq+PZacmNjuesNKjEFD1AYhE4x0UBusr+dRTgUFaIaOosSHxCt2G+CLXsci0K0+3O46yst3c/Txx1NcWESO28BTU0tFRTmjjh9H+/b56IF0wA0JvIAEYLFaOPP033Lk4ALys5x8u0vn4osvxjAMZs+e/Qvf3gFgDSsj1nTq1VebzSAQaODfYuiw8h8Q9MCAMyPNijUF0zLEvHvVswsoSd5YUgFPBaz9L9SWQqAWgj4Iec2fuh96nwSDzzb71pbCf65qfA0hAAE9T4ymefNWwZt/AFUD1WJuZmfzR/thcMRl4evugv/daP7/1EOmJ6QRNH9XehC6jYVjZ0Xv9+yJYEsHZ050c2SbP/N7QUfprJSK1JKZUonA9iZPkonb7aasrIzx48dTUlLSZFtzWK1Wpk+fzuGHH052djbffvttcuWJRCKR/AJqgrWUWSvI1NNJ87tQnRacmoI7RYz2zckUm8NFwBtCEUaTHmuK3Q7+aGRIfTchNPQmlj9zqYj2V1WEN95QYOveHf+PP+Kuq6OsooLxJ55ISVi+VVfvpqyiknHHjYq0NSS2do1is3Pu6ZMZNugwsjv15dt1m1JCphg42bYkh+z+dlxZMfWxM0pgxjLY8gVseB/0aLSTYD8cB1+/GD5/BMZcA92PM+eq6fkH8QmiGLr5vvdW97OlyBg7lt5fr0jKvRux6VOzNufuDbD7J3CXQd1u8Faaad1u/Cna973bYGNM+jfNBpklUNjfrAPa//TWH38bYb8NK1999RXHHntsZH/mzJkAnH/++bzwwgtMmzaN8vJybr/9dnbt2sXgwYNZuHBho4L2EolEIpH8mhAp5A82Z84cLr744ojTw5NPPsnbb7/Nc889x8033xzt2CCUXVFgT00Nt/35z/zn/fepdrvp0rUTd911NROPPQaABa+/wV0PPcSGjRsoLCrgjEuu4KLLLsdiycBGLrX+Xdx992MseGshVVVV9OnTgzvvvJajjhrOZ58tZ9KkCwA4e9JkAF7/x385/Szz88Unn8TF4bbjRg9JGEKvKApdOnWlS6eu5Fq2YFGCdB4xhMWLF/Ppp58e5De5j3Q7Fqzp6N3Gsef5jgCceGw5xd9cg6rERN3UbIM3w4vk6dGCmWqMASqOmp2QWQzf/RMsNug7paWeIA7/xk1kf78wsp+MWjaG38/6I0ahKAo9PvkEzZW+95N+Kd498PNnpnK5axUMPBOGnGsec5fCf65u+tycLtHPuh/WL2yyK1kdo5+NEKx7u+m+Wky9JpsLVr/VdN/MmEXkQB1s/bLpvj1OgHP/1fRxiSTMPsuTBFRVVXHTTTfx5ptvUl1dTY8ePbj33nuZPNn8zl+wYAG33347GzZsoLi4mCuvvJLrrrsucr7f7+fWW2/lH//4B1VVVfTv35/77ruPsWPHsnjx4ojOetxxxwHw0UcfJWwbO3Zsk2Ps1q0b3bp1i+x37tw5ufJEIpFIDgICIqviWRYNd8ggy9p07ZHWojmZctnvGjulKDYb1Jme9xWbN3PzLbfwn4ULqfJ46NitG9fd8Ucu6DsQA4UP3nqTx2f/ma0bfyK/qIizLrmM6VdejVKnQBr4/QFuf+Ax/rlwIVXV1fTt0YM/X3st4/v355Ply5nwu98BcPyJJwLw/stPc8K5piPMhNMvAWDhc89x4mHxdVNibVYdu3bl8J45qJqAvK507j0geTJFD5mL7rZ0hGKjdqsTS2FWvGFFs4LFCfN/Y+4PPAN+/pSOR+9Gjf1zsWeCv6b5++1aBQt+b37O7gxXLIPSH+CDP4G/Fgr6ms496fmQ2d6ct7brDa79c9Io31ILwMoPttBlQMsYb1KOoBe2LIXydXDE5dH2j2bDls8Tn+PdYzp11ev7We3N34EwoHytaUTb87O56YGoYUUIWPE8uMuhz2Qo7NeST9Ym2G/DytixY/ear3zGjBnMSBAC15LI4vUSiUQiSQWMujoMYeAOeAj4a7EaFoTViaGEwB/CcNgRQqAoCkZdXdMXUlVUhyPuugm7hUON95VAIMCKFSuYNSvqua6qKuPGjWPp0qVmQxNyXuvQgdPPO4+aqiqeveceunXsyDdlG9E0BRT4+ocfOPvSS5h1w+WMOfNFln/5Nfdcdy1Zubn8dvr55CtWrr9+NuvWbOTFF58gP9/Gf/+7iKlTL2fp0gWMPGIIK1b8m6FDT+Hxl1+k/5Aj6WrN5PMPVzD6uKG8+re59B0ynuysfCAQFzWRpqnU6WY5yoaj37BhAwsXLuT005PkaXPkNQB4KryA+Y7V6p+xpTvNSW0iXtuH0PE5h8GZ/wevX2Tuz9oOdtcvH+9eCG7fhv+tf8BEc1+h9Q0rGAbC6zW95VrSIy3ohVX/NFMYbP6cSN4DgOxOUcNKZgn0mggZhWDPMJVQq8P8abFB0cDoec5cOOVREvr5KYoZLVKPzQWTHzb/1o1wFEr9eYpiepHVY3fB5LnmGFWrqQzXR7moFlNhqke1wFmvmn9/jbZK6LSXlBCSVqH+e194vQifFk636DfbNQ3Vbm/UNyHJlCdNYBgGEydOpLa2lpdffpnu3buzevVqtHDB3xUrVnDmmWdyxx13MG3aND7//HP+8Ic/kJeXxwUXXACYOufq1at55ZVXKCkp4Y033mDChAmsWrWK0aNHs27dOnr37s2CBQsYPXo0ubm5Cdv2h6TLE4lEIjlAjLo68HrB60PoGiFPDao1HXtIJ1+A02KL79sUSZIpvzvrDwAIzYoWjqhX09LQq6owDIPJU6dSW1PDs/fcgzJyDBvXrcXQVGydOrFs1SpuvOA8Lpt1C+NPn8rKL7+M6Ch/mDAO0uD6G2ez/ruNvPzEExTY7fx70SKmXHYZq448klGHH863//kPg04+mX+99DfGDOhCVlo2q5e+Td9Rk1jw9AMM6TGM3ATZc4wYzcRQVYyQgqIpKEYwuTLFWwl/Mx3jMqsyqCaD4M5d0COmT8hvOgTV8/0bqJ8/iqthwGfHEbDhg8T3mbkG5vSJbzvzJXOe3K437FhpRnvvXNn43ONug6PDdSW9VbBkrlnvpfNosDYuTr/tyiuB0wDT2e6Qxl8La982nap++hBCPrMe6pDzovpgt7GmoSqvB+R1N/UVZy6k5UFag/nPlHnx166Pctn8eVQ3EQI+eQA++ou5v3i2GdXkzIFBv4W+p8Q7k/1K2G/DSqoiU4FJJBKJJBVYd/jQuH0vUO+/YxkzhtDDj2AAGrB+zJGNws3rSRs+nM7/91Jkf8Px49D3NF6E77N2zX6Nr6KiAl3XG0WSFhYWsnbt2mbP/fDTT1m2fDmrPv+crulmhECHMR0A05jx6EsvMfbIkdx4y6VsoTMlPfqxce1aXnzkr0w55zw2b9vO/Plvseard2nfvhMhu4+rrrqADz5Ywssvv8kdd15Pfr45yWuf56JdYSE2t05+nultlJFVQEG7+pl8ILLIrSkKPdNNBa+8ujYy3qOmnMs336/B7w9wySWXcNddd+3Xuzqo7Poeo9QT2d30XTleaz96OT/b92sMORe+eTm+7bXz4j/n9YSh57e891CMrpKo1E2LExsl01KKk2c3PDY03viV1xO6Hg0lQyIFPwFToTj7lX27rt0Fh+9jzmWrA4b9bt/HPGwfU+9abNB7wr5fV5IUGsqTSDuQfszRdHrqqUhbW5MnH3zwAcuWLWPNmjX06mUq7LGRIXPmzOH444/ntttuA6BXr16sXr2aBx54gAsuuIAtW7bw/PPPs2XLlkhKr+uvv56FCxfy/PPPM3v27EgqstzcXIqKigAStu0Lo0eP5uuvv8bv9ydfnkgkEskBUC9TVKAO2BRzLP3oo8l+6snIfirLFEMoqDZbXJ8Pv/iC5d98wzdvvUXPLl1Y36krHbp2BQRaZjp/nfcYI44ZyyU33kw+5XTucV6cjmLZ+hnz57/Fuvfeo1O/foTKy7nmggt4/7PPeHbePO649FLahQ3xeU4oKjB1kwLVbMvNzqIoPx9FFWYqWEtGZGx6jMeXoagYQYWjzziPr79fm1wdJRDVS2xOLxkdLNhcDbIBuHfB7BgrSk2DWpH1dB6T2LBy6afmYv5tFaZTz46voXJTVE+xpcOEe0zDQHYnU6nwVJj3qdkBuV2j19q8BD572NxsLjhsEgycZqYWC+sCtR8thiNNw4qapFRg1f99m91/+xuuo4+i4PrrD/4NKn6Ezx81nb5CMf9HM4rNLAkBT9SwMvamA7uHPcPUdUqGwIDfRNsVxTTQjLwM1v0PqjZD7Q5ze/82+OENuCScTsxbZUa+dBz5y3W1LV/Aj+9B8WDTeLPzO7M+6VmvNDYQJYFDxrAikUgkEklbwRCgtQEnmoaePitXrqRDhw70GTYM35rGytLaTZuYdNKxcW2DjxjF/CfMiNIffvgaXdcZMiZcnD18eb8/SG5udtx5dkVHZS9RqAlSgcXy4HMvooWCbFr3IzfccAMPPvggN954Y/PXbAn0IDx9HMKfDzwGwKq6yaxiMj4jk4Hp7+zbdTqObGxYqSe3u/lz2VPmBqaS02GYWbOjy5H7do/YkPAmUahzFQHlAKTnWPft2geRuKAqVW2y337jLgdXOA1bep4ZEVK1GYb93ky1FqvgSSSSA6ZentQbVRqyZs0apkyJT284ZswY5s6di67rrFq1Cl3XG53v9/vJy8s76ON99dVXqa2t5dtvv02uPJFIJJIWoFbXKfUHKXbY9t45yVhDjSNkvlu7lg7FxfTs0qXRscC2baxbs4YjJpppJq2YheJjdZT1q39E13UGTZ5szoPD82F/IEBuTg6iicw4Rswc1OYKodkEVG6Adn0iNRZFg4gVBLz6xL3Ueur4dtNubrjtruTIlGD0PdrSQ3Q4cg8hn8qaV0qwpofocXLZvl8rkX5y0oNQHI7Y1sK6Qvuh5laPosDh55nb3nAVwaCzYdPHULMdvnvV3ADG3mIaEWJ0mGTVWNF3V+Bfvx57z54tc4P1C+HrF83PeT3N+id9Jps6S2tE6fSfam4T7jWjWrx7zPo5O1bGpx3e+S28dAp0Gg29J5o6aefRB3bPrV/Cpw/BwHBUzMaPoHq76diWAhwyhhWZCkwikUgkqUDvr1cQNIJs2LMBgOxANu3atcNisbCqzgylFuFyf72WNBOt0GCxuMeiJsKr95P8/Hw0TaO0tDSuvbS0NOq920TGT5sQoOsIvx9rezOtUJAmPJcS4HF70DSNT959BU1oGDFZqzLTnChGjOJhJPaSi6BZzXyv1dvjUhzZ0q34a83Cijkdu9NBdXNEzw7o+r1ccsklXHfddZFUM63GnL6g+zFE4/tuCwyMGlYySkyPn6Y4fLrpvbX4HnM/t5uZo3jgmaZh5bkT4/tvXmJua/4DV30TbZ870JwEa7ZwjQ5hKldBr1nbZebqaF/vnoST1h2WgfRnFQBp6a1vWIkLkzkYSkT1dnj/dlj/Lly5wkzpBTD1WTOEXm3lvxmJBCLFTytqSxFVaSjCwGv30rGwCBp8j6WsPGkCp7NxCo/9we12o2kaK1asaPSd7nId/JSIHTuatY/69u2LruvJkycSiURygPT+egW7vbspqyvDpadRGMzD1t7FVl+AKl0QivFaSUWZoggDoagowsCoq0NNS4ukIXPGpMYEsBhBQqoVmwigV1XFlDNQECi03x0/33a769A0jSWvvoq9sIhQRXnkmCszs8kxB2zRJVXNFqPHBNyo9YaV2IgViwVFhY7tTRnZd/jR6Na05MiUYAJdKzzWkE81a/5Vb93rZQJ6AbZEzm4HO6S9w1BzEwK2LYcvn4Lvw/UAEzg+adaD6Hi1H4iQuSatWA7S77K21Cw4X9jX3D/8fNjxDQy/2Ezdm6yUZ4oC+WHj0bQEhrXydebPLZ9H67z0GAfFg2DMNeBo+v9VI/zhjBT2cCTYgDPNzAEpku7tkDGsyFRgEolEIkkF1LQ0VD0IvnDuYc2BpjpQ02woujkXFDF99+e6BwObzcbQoUNZtGgRp556KmDmul+0aFFMfbTElpV+nTuzbedO1v7wA32HDzeVlNqoYeWwXr344quV4T1zorPyi6V07tEDTdPoP6gfuq6ze/MexgwfSqjIvI8iBBkeHeH24QmYk/CAsGBWTGnsMCEUg3RnEHyApwzd4mC1YS7S9c9xEkyz8FOdH0M1yPTsNJ8xFCIYDGIYRusoLUJAxXqzkKCvymyi8QRfxObUaqLeyp4f04iYNuqNKmBOTM94Ibp/R7WZImvF87B1GdTuNCfiDb2D/DVNF5iMTSEmBDx5NGgWOOZmGDTNbFcUdMOGR88hXduTnFxgMVrqL8qhbBiw4jl4/w4zvzOKmcpgyDnm8YzC5s6WSFqU+u/9LGsR24QbBRWfIy+hPEhdeZKYgQMHsm3bNtavX58waqVPnz4sWbIkrm3JkiX06tULTdMYMmQIuq5TVlbGUUcddVCeZ18xDKN15YlEIpEcBNS0NFTFC8IBugPV4kRxOqnRAQtUBnU6OqN99+e6B4N9lykCvdaNmpaGtagIvaqK/r16sW3nTn78+Wd6dulClruW3Zm5OLymU1uvbt1Y+YVZ+8tDOnaLHqejDO5tGs0rPB6O6dGdYFrU+K9YrVjCRp99pdzrpdDmA6uDPJsFA6gNBHGqYE2P0W3S2yVPpuze0KipfnYtdNWMSlgyd6+XsZx6J/zn8vjGgn7ROoQHG0Uxa7p0GA7ZHeHHD8z9PZspPnw3Jyh/4X1xK/kdWr7uZCIi0U2WX7jcbuiw9DFYfJ+ZfuuSj02jpiMTfvPcLx9oSzP8InO8FRtMA5in3NSxNnwAWR32L9VxQ8NKZrG5pQiHjGFFIpFIJJJUQYhggwYIGSKyFtxEbfhWY+bMmZx//vkMGzaMESNGMHfuXDweDxdeaNZn0LKzUdPTUWK9v4TgmFGjOXLoUM485xzuvfFGeg0cyKqtX6GgMH74kcycMYNR48dz//1PccTpv+ebZct59emnmPXQwwB079GVaWeewsU33co911/PoBOHUlq6lSUfLGVI755MGncU9mDY2BIUaOEaKiEt/oU5FQ+WYFW0Qfdj4AyfV8c///U6tYE6+h7Wg41KHV99u5pZd81l2rRpWK0tHF2xeSl8eDfs+h781XGHjASGFVQLTJpjKgn/vTbafsLdBH9eh/XHl1EzMhqfB2baqkbXU2H4782tKS77LFyMMmBuANY0sDjivYdqdpih9kKHNy6BFS/AwDNRazQsmp8ltRfgcgkOtxbiSHijFuRg1Fip3AhvzTCjesBU0E56EEoG/+LhSSQHE5tiJbu22jRqpu2Hh18rsDd50hTHHHMMRx99NFOnTmXOnDn06NGDtWvXoigKEyZM4LrrrmP48OHcfffdTJs2jaVLl/LYY4/x+OOPA2bNlXPOOYfp06fz0EMPMWTIEMrLy1m0aBEDBw5k0qRJB+X55s+fj9VqZcCAAdjtdr766itmzZrVOvJEIpFIDjLp1nSKLAVogWSPJDHNyRThM+fRumaPpBNWLBYsBYUcNXw4R40cydk33si911xDXt/+fF26HJfPy5mDBnLlZZcwduJk/nb/vYw//XS+XbYsTkfp2bUTv500id/fcAMPWSz0LymhdPNmFn/5Jf179eL0P/wBWwKjhzXgb9QGUBiogMoaKOiLXVXp4LARrN7Dyy88T3qWwoA+PbDnduSrhY8x67Z7kiNTvmq8OK+EU3bZOnc2Uxk3gdc5Eqf3S+qMvqQNPbuxYWXExWb9lJZEUWDcHeYGsP1rsru6sQXWQWXy9G0RMt+bov2C5faanbDg91EdRbNCXQW4Cg7CCFsJVTWNKwDH3w7r3oGfPoKVL0OnUdF+f/+tWcvlmBub1ukaGlZSDGlYkUgkEomkFaiLWQhOsl2FadOmUV5ezu23386uXbsYPHgwCxcujBSLtOQ2KALnr4XKjahaGn9/+GFmPfggF9xwAx6vl+7dOnLfzVdi1Q2GDBzES8/+lT/fN5f77v8b7YqKuPyWPzLlnGje3Cf+eicP3PkUtzz8MNtv3EleXjajhvRnynHxHseZwTq6+zex25FLMJQgvFyP0QgNHVTIDLkxynei1u7k6SeeZ/3GLQgh6NyhmBnn/4Zr//TAL3txQph1XTZ9BpU/QOkPsGsVjJoRjXBQtegk2OI088l2GgWf3I9IkAqM4sEwfBwseSTadtYrUDwYsfVBjOYynB520oE9R1aHfezXHm7eDH8ba3q1hUO5naicMNJgZ6A3q9yT2L3bRvv8AxvKAWOx4Bw21PzPdCA1VpY/C+/dBkEPWNNh3J/CnlXS+1ySegghSPP7ECiYKmW7JI8oyt7kSXMsWLCA66+/nrPOOguPx0OPHj249957ATj88MN57bXXuP3227n77rspLi7mrrvu4oILLoic//zzz/PnP/+Z6667ju3bt5Ofn88RRxzB5MmTD9rzWSwW7rvvPtavX2/Kk86dmTFjBtdee+3eT5ZIJJIUw2FxYM+0E3S7I23J1ktiaU6mlG02o611Nb4OTP1a7CtPPcXN997LBTfdhNvno2O3btx0yy0ADOvfl/tf+D8en/1n/nb/vQl1lKfuvpt7//Y3rr/hBrZv305edjYjBg5k4tFHNzlem7+x8WGjoz1dfDtQ6x2YLKajmmp4sKep3Pd4Ax3lkgu59qY//qL31gghTB1l7dtmYfiA29Q5Bkw10zEJYUa+b/0y/jyLlaK77kR1OuGHGxJfu88pGFt8AKSpq2HTJ437NGOUaTEUUx9QhU7H7ulktftlKUcPmEgqsANYbjcM+OF1eOcG8FaCzQUT7oEh56VM2qsDwpYGA35jbmOuMlNZg6nDr/+fuX3/LygaYNbS6XMydI4xvtRnWtif9GGtiCJEsv1mDw6xNVbWr19PdXU1mc3kQpRIJBJJY+rTKcrvUJPm3ofP52PTpk107doVhyPeXz8Y8rK+aiNg1ljJS8vGn27nZ69pDOiZbietLaUP2fmdGbUAeCutKJrAkRVqVOfcSlbG6gABAABJREFUV5OGUWhFV73sVIrxxsQxaIogT5SSjgdLmYItPw81UEVQCWAPNp1KShcWKpU8Mgw3urDiMcyixFnaTuyqmVfZcGSzylJIe/8uRF0OAg2nWk26WomqxFy7aIAZIRL0mYvxqsXMLxzygT0zWlhRCDO9Vf0ie9AHezbh8/nZtL2Urkuuw+GOyTk84hI4KWy0CXhg9b/Ne7XrHb3mq+dS+/3nvFT+TNzzdR6Qx+QrBpnnfXwfFA0003hlllC9ugbbqkcI1FrIemGXecId4XSnzhy4cVPrTLLdZfDZXFNxqt2JcGSxSZlEt92PUBrsQXD6B3TonRrFA/eZD+6Ez+ZAl6NgymOQ0yXZIzokkTIlyoHKE4A6TxWhbdWAwNcuSEFuCxVElbQae/udSySSeKQ8ifJL5AmAMATBHaZhxVriYpXHG/HuH5R5cNJ6tQT1hhVrwI0ry4K1wPTeF/XOa4qCXlVFcPt2NncqwY+DfF85uWW1KLkuNrqyCWJLeO2u/IRaB1qFgrN/fwLbt6PvMVP0qi4X9i5dzI7V28yURvvI+rTOeFUHxXYLBbt/SNwpt/uBLxgLga+2kk0//UhXpwfHYceb7Uvnwbu3NO6vaHBbuanjVPxoLuBv/ChyWFey0f602dyp1zk6jY7WyADoNYGK/31HfvdwnZp+p0O/U+G16eZ+Wr5Zr9CZfWDPdKDs/A6eOoq6YCb/sb3KSVceTkZu68vXsjkPs/tvfyNn+nkU3ZLgd9AUhgEvTIq+66IBcMaLZhqwQxU9BM8cDztXNj429VnTEAPw4smmHnr602Zt0V/IwZYnh0zEiqyxIpFIJJJUQVEUciwGCCWhF5iWAh4nusdDaNcuFIcDW/v2cceMQACEMD1twtEAsSNW1cQ+GSIUxGbkY8nphurZwAa9BAWDvGA1Bel2vAGPeX2XQDfcWEI+NFXBnaaRHnJA0Ici4kM0QsKGCLmoU6xkabsICTt+4cJnZEYMK+gBXIqH/GA15eFqJF4jC6daTZ0jF5dhelVR+oOpvOzeYHoA2V1mHZJ6NLupaIR8ZhH3zJLwA4fbEOabyOsJXUZAuz7mpDc2dZQtHQaf1fjl+N1kaLspsK6nLBhTT0DEnHfCXbDpU1j2FOT3IlTal6y8IEqi991zfOt5LrkKYMLsyK4ChP7vWdgNhdYNbPdXAyluWPHuMVMejLzMfNejZpjGlCHnHVjEi0TSitQF6jAcOSAM1GBZsocjkUgkkjZKUA/i032oOQpO1RE/wU91FECYEQmxS5lKzDwuVFYW7moaWxTHvtcBNNIU1M7peD3bYE8VAJa8PCxNRmCGBwToCmgJpuua0GkX2I0/2IxDXeVG02Eqp/O+DTTkD9dLdJtZBYIh8FWDGi5GX77ejMq2OKD78aYhyGKHnz81I+nDkR3k94Tpb8Lb18Fy0/FLzY6JiD1yJuzZBH2nxBtW6iqjRhUwIyymPmtG6oe8cP5/Wt+oAhG9SGgaFTt9CCM5MQRqejqWwkK0zP1cl1ZVM9WVNQ2OvNYs8G5JbAg8ZNAscNEHsG25mYK6die8F47e2r7CNKwIYdZj2fQJZKROXZVYpCYpkUgkkjbDvHnz6NKlCw6Hg5EjR7Js2bIm+77wwgsoihK3tZZXqKqouFRI1wQKpnGlfmqXrqnYU2EhNxTC8HoR/mhu4Pnz5+NyucjMySEzJ4eMrCxcGS5cPY6g37G/wRCmEhMtbBjVxhJNXXOopJNvJ+39ZVj27MAWMLCEwopO2DXOYggMVSGUVYTRwIAQElbqjOzIvqaEsKlezjp/Ku379MDV80hcPceQ2WUIgzp0xtVzDHPnzYm7RqU1E3K6miHwwoDdP5qjFboZpRKL7odgndkvUBdtVy2mQSa3u5lG66x/mEUDj7kBek+AjKK9v++xN4MjC2VvStP2r8yfFeuxFprKjZYVfQd0HmP+7DV+7/dsQRQRTc9mqf0piSPZC3oI3rgM7usCi+4Cb5XZnp4HQ8+XRpVfMW1FnjSkmuyk3Hd/qZcnibZ+/fole3gRJk6c2OQ4Z8+evfcLSCQSCW1HptQGa9lSs4XdeiWq04KiKKRrqT8Xmj9/Pt36lNC1bwnthxxGTteuuFwu0l3pcTKlqfRLhrA0Ga2ST73DgiAk3AT1PdHrWa1xhpuIUSK9HWjR64nwov7Ec2fg6jkmsg3q0IVenXvTp1MPZj/yLEZCS5Yw0z7pQTNqoa4SqraaRb89FUTyAgfqYPdPULbajJzxVYUzCmim01DPE81+7XrBNavgxo1w1t/hovfhgv/CFcthzNWNHbO84ectGoAyLiYl2bg/wRkvQNdj4MKFpqEGzOiUhqhq1AigJan+mFLvDBjWNdXkWA3zL72Enh8vpt2MK/beefsK+NfvorUjj50FF39o1hs51I0q9WhW6DzaNKKMvhKuWGYalrqHo68UBTI7QMeRUT04xThkIlYkEolEcmjz6quvMnPmTJ588klGjhzJ3LlzGT9+POvWraOgIHEht8zMTNatWxfZV1o5UiRyN0NEDQ8p4hkWyQQa805OOeUURo4cSWDzZgy/H2tJCRsDO3EJg05KtK8SuQZ4dRWnZhAMT15FvcFGCKwEyA6ZqQYUoeMIgK6CFxViJrt2v47i3YimxxtWdGEjKBrnx51z36P4QnXktUuD8nVxxwzXwPh9RY2kMYvDlg5WJxT2N59LYNbbMHRTcbDG3FdRzBB9n+/Ao0Q6HUHg6p/Yc8tSIMQJv+9L+145aJYGyuw386ND9JopA6xqRfS4Gp66GQnqzrQSoY//Rs+NN0Yb9t0Z8OCNobycjVNORbFY6PnJx407lK2BFS/Aj+9DZdjwY3HCnp/N2jGSXzVtUZ7EEjIE1SGdbKuWEhGQiaiXJ4lIpaLvzzzzDF6vN+Gx3Ib1xiQSiSQBbUmmKAkUkXZWC+5QAGcKG1hOOeUU+vYcRMAbxOavwZHl4GelEoCuzmIC27ahOhyRiuU+zJRmbjLIwYOuNPNsdSo0lQGt4e/FXWr+bJAOzBKOjnjmgdvx+nyR9oBixSbMeiO52Vl4FTvpwmcaAUSDCbSv2rx+bB3JQK0593dmm/394do49ZH39kxTufL8HO8slGiu266XuTVEDctk1WJGtDQkLdesd3HSg6YRpt1hjfuA6cwEyatXGDGsmL+Lr975mWPPbWKsyUQI0yj27h/NQu4WZ/R3VzIkqUNLCdr1hnF3xLcVDzKNeynqEHfIGFZia6xIJBKJ5NBjzpw5XHzxxVx44YUAPPnkk7z99ts899xz3HzzzQnPURSFoqJ9iCY4yAgBPkE4FZiIMyIgTKNGMhflgEikiuHxRNoyMjLIyMjADxg+H7bOnQn5rWQYBp1CIfyKQNEsoJqKgGYVhHQVv1XBEObzBHxlGEoZ2xwdCGGlmOpG91acDhQRnRjZg4lDtWu1NIgR60Fhx2tkUlxkB6ugoCQLOrc3U3sBQcVCVSAnLnrGqlrM8PfCAaay4ikDW4ZZGE9R4r2qtJZNJbpzYw0Br6l0WCwa6Vn2ZvurwQQ5nDWrqfg0VMZaEWPrqrh9obe+kUfoOnplJapTg08egL6nQX4P05vvhZNgxzfxJ3QeA2e/Ziqhkl89bUmeNMQqBD/7/HhCBrW6Rhdn898jyaJenqQ67dtLQ6tEIvlltEWZInQD3RNEdVqwqip5NgvWFDXUgylTOhR2RKBg1z1ktM/FqDXn/2legV5VBRkZ0XorYbw4sXbogGG1gQ4aIQxUREzynjS3r0nDipqevl/jbF+c2JBWT5nqxBnUUTOyzYiXmu0xN7PEG1XqcYT1E7sLcruaukCsA1iMIeeAOP0pMwpmxzemY1JWh8T9Dj/P/Fm9rfExPWQ6qNV/Tgr1DoDm30CyUoHFsfRx08Grz8nw6UMw4V4zTdtPi6J9sjua70w7ZJbnDz4pHr2TmuaeA+CKK65g9erVLF++PNlDkUgkEslBJhAIsGLFCsaNGxdpU1WVcePGsXTp0ibPc7vddO7cmY4dOzJlyhR++KGJooEHG0WhPKhSHjIneKrTElns9+gGNaEUcALYR0eETHsm9rD3V0BTEboe7+uWCX67RtBhTimEFYQDQlhQhdEoRZhAQbHamjQM+K0qRvgGNZb4RfCA4SQkzEXE+pB7bNE+1vTcRp5lVi3sNaVZTO+tkiHmAnwSJq+xE/xtayvZ9F1F404DzjB/tjsMvdbd+HiPcaaCVTSw8bHWosE7Du3a1fpjCP9NFvTfAx/+GR4bCuvfg39d2NioMvEBuPAdaVSRAG1QngCxoY6qAE84pWJ1MAVkiUQikfyKaWsyxTDCjlWhAPoeHxgCh6rQ3m6l0J460YSJEGFZaOgCYTXn8SWhEMVqEM1qIIRABBobJizZ2Sgxz9aO+FplO/Ia1FCJnedq+x994VYbR9vXU6DvQVWDZq0IVwEUDza98XO6mvU1NJtZ87F4kHmsZEj8eByZ8UaVg0VteC6/fcXe+2qJFrljNL5kOX/ldWf9u934e8WjQPJSgVU88QQ/T/st1W+9Be/OMuvXvDTFrBHyxOh4o0rPE82aNNKo0qY5ZAwrEolEIjl0qaioQNd1ChsUDywsLGRXE4u6vXv35rnnnuOtt97i5ZdfxjAMRo8ezbZtCbxswvj9fmpqauK2A0FR4ifhQgicMaGrKeA/s48opFnSIoaVkNp40pdep5NeF0Jt5BWkkBHysMcSX8fEYgjSqiqxehMYDTDDt4NWlaDdQcM3VWuP5p8W9SH9scpGXSWxC5A+1R63n2xEzOOs+ng77zz+HasWN/h7PPJaM5/xBW8nvsgRl8MNP0Fh3xYb596Jnz6mZyQh5D/skejMj9YI4u9nwPqF0f3LlsDZ/4QRF7fy4CSpTFuTJwBCi36PGUJEgiCtSVo0kEgkEolJa8iUgypPDDMtlVCihvmNXj/f1XrZE9y/SAO/blCXhIwx1pAHPZzmN8cwsCqgWkX8RDuG4M6dGOHnBrDhjzsearCoraCg1BtUQiHw1Zg1+vQge6NOOPkprRPfunoTyiiJtPsVKwEl6mgXqZuiKGYKK2e2mUKr3WFmKiRFPfD0wweCJ2xs+uTBvfdNZFiJ1RFdzUfttBialVDAhjdcnzNZAViBzVvwfvstofIEmQcA7OEIpNFXwW//vm+1OiUpjTSLSSQSieSQZNSoUYwaNSqyP3r0aPr06cNTTz3F3XffnfCce+65hzvvvPOgj0VVVWyaisui4g41juJIBvs0BgUsMRNl1Yi2R9qEeTEtFH9FiwjRwb8LFVif1oledVv2eWBBq4JFtaD4o9cMKRoKUYXGkSjHqjUNm9WK323222lvh6sJJSsZJApJ3/RtOQPGxoTcW2zQ7zSzv2jCYJHsVA0N8lS7Clo/EiRSI6gpw1nHkVDU39wkkl9IKskToQpyrBZ2B0LkWqUqJ5FIJG2N/ZUpB1WeJJg21U9P9f2cM6/1mCmo+rgc2Fqg9oHQdQJbt6K5XFjy803DiaKgGDqby3+MX81UiFNuLEaQkGrFKoLoeyowMpyADR2ziH17TyWEQthsAfZYMyPXcjo7AgohfavZ4NkNgfACucVBQ7x2Fac/JkIjdkwxOpRXs7PDXkAvz89YMBLXf4Tk1SeJsA9/A5YGKUg7jDB1k8uWQMhv1mRJFjE6UrIiVkS9sbGp/xM3bUqB37PkYCIjViQSiUSS8uTn56NpGqWlpXHtpaWl+5yf2Gq1MmTIEDZs2NBkn1mzZlFdXR3Ztm7d+ovGXY/qNifc9QUjUyHlqxIbQdNQkQrv7vbuZlvtNuqnfvZwCrOQT0Uo8Qt6zoCBI0dHsZih9oX+3ahAnerAYN8nj7aQwBY0cLjdpOlRj7KKdDtezDzHhkJcfZJQVke8qp0N1nZk5TnJKkij0qXh1Wx4jOTVImlEgt97szpst2MBqN3WWJFLKg0NO8kI+a9PT1fbRM7d6f9uxcFI2hJtUZ5kOLPw2HzU2QJ47GnsxawokUgkklaiNWRKS+gnIuZDnW7O47b79h6RkQj/QVZsgqWlBDZvJrhjB4bbTXDXrka6Spo/0T2jbTm1Zo3HjnW7cGSHUGorI8c8uCAUIF/bQ6buIT+wBy1kJyOjHz7fdry+rVEDiRFTvyTUuJaJUBQC1qg01mIMJmpMJExQsaFqNtOoAlC+bm+voXUpDDsiHTZp730bRqyMuMT8WdQfOgw9uOPaHzy7Ke67k/HiDgA0S5KWu8M1Zup14jjOeEEaVQ5BpGFFIpFIJCmPzWZj6NChLFoUzUlqGAaLFi2K8/hqDl3XWbVqFcXFxU32sdvtZGZmxm0HgohZaFYwIxVChsAfXuQXKRCzYmnXLrrTwPigZWeh5GZTpZvpuqxhZcaBH0UJj11pPIVQFCPiHeQI53Debc1GZf/SBFhVs+CxEn5PAYtC0KIQChtogjYFqz06KdWduaxP64I3bOyxOy34rQpCgWxL6kxeGxmw9oKWY3p8qa79K5zZ0tSnYRNCYXnpqfgtTf+fajHCf7N6MMHvt/vxYE0xY5QkZWhr8gTArljJqHOT7nVj0QJ7schKJBKJpLVoDZlyMOWJQ7WSbRFkhufM4iDUfTzYRv5QeTl6bS16tWkc0TIyUBQl4tijJ6zxAQiBrWNHc0wGgCBDeIH49F9C18jXqiP7DsOPCIZQFBUhBNaAjjMziL04FyWvi1n/pAk0XRCwqfXmEuxGTI2XmNTQzox8DnPF1kZJMTl+7gI48S9w8l/33lfVqLOZf9tudQQMPKOFB7ePBGrJ6VZFl4JwvaIkvWIRNlSiNdCVby2NZCWQHFocMoaVefPm0bdvX4YPH57soUgkEomkBZg5cyZPP/00L774ImvWrOHyyy/H4/Fw4YUXAjB9+nRmzZoV6X/XXXfx3nvvsXHjRr7++mvOPfdcNm/ezEUXXdTiY41XMMycv3tCIQJhj66UmErHRh0IgQgG0T0ehBBY2rXDaJdLMEGWGXvWvuVftoQ9tryaHWUfHjiQnolw5kBeD9566y16/D975x1nR1X+//eZcvvd3rPpnZJCgEDoRRM6GCDSA4KUACKgghSRoiBVuuAXEAEBQSz4A6WIIqFGQksCBNKTzfZ227Tz+2Nu3d00SLKbMO/X6yZ7Z87MnJm9e895zucpex1J7aDBXPrLy+kIKbz6/N84aOpEakeU8rOrLivMA11QL1Ei04U4AfxbIDXBV2XT10IzfR8Qn5gsIv3ZEUKyWp9IQ3flBo7YAn3w+QjsuCMxsWvvnf1VNNNjm2FbGk/AFWXDiTjhZIJiOtDS32/d/ZDbflvjz3/+M6NGjUJVVS666KJ1bvPw8PD4qmxLY4pP1YgqklDaWclJfbVxJN9ZaEtHTwp/YeopWw30OTOWhgGOgao7EHRbmOn7FDLXyxKrq+A4Q9FdW8ixCCWsbGovxWxFqJpb/6TYTdv75xf/xai9jkQdvCsXXX0zftPh5WdfZvTeR6EO3pUfXJ2rUSIzqcCESiSQdpIqGuT+H976c+f1Eq2BaedDsHTj2m8oJW9/kHb8Ekhq6v0UVQY3cMAWIl0/R4gef1ue09d2y3aTmHfOnDnMmTOHzs5OiouL+7s7Hh4eHh6bmVmzZtHU1MTVV19NQ0MDkyZN4sUXX8wWi1y+fDlK3iJ6W1sbZ511Fg0NDZSWljJlyhTmzp3LDjtsjaLfuUmmRGI4JpALBx4Izsb33HsvN//yl6xtbmbihAnc8pOfsOu4caglJfjq63HyFqd1xQfptFxCAT2iIJxU3ydWVFRb4ksLK5ZQMRWd5YEaao1G9HSkgVNUi1R1YuZqNMshEKlHqK7hdPZPbuD0WUdy1pmzaaoYi25LbrjoAmbOOpk5p5xNOBwhnjAp7aO+QPOqbqQj0QMKqYDgi8WL2We3XVFVlfb29s34BDedkureE/z1fRZSbRK7yUeqLclAillRD72Sz5Y4jEk+yI6hf6IWnbzV+6DX1jL82WfATMANeak2VD8cfM1W74/HtsW2NZ5A0oxj6WGQoFgmasAdY9T+rreU5p577uHmm2+moaGBiRMnctddd7H77rv3d7cAOPvsszn99NO58MILiUaj69y2MSxevJjJkycPiPHEw8Nj4LBtjSnpcUP7euNH/vQ10NMz/2ty/x/+wB2PPMLa5mZ2HjuWX99yC9P6SKtWEigBI110Xbi1LWTbanxRB03YgMASKrq0ERKiThcBy6DE7Cw4T9AxcAQkuxYTtPPuzDGh5Qs3YkX1g+bP2igXnnECwWJ3dn72T27glBOP4uLTvksgHCGTqM0UKp16ESYqqmFSpKnokSrwRUDzb9NjSuKLlWhlKpZv4DiwZYQVVbU5zDoJ/9g/A/XrPWRLIG2HkhExSj+7ILfRi1TZrtluhBUPD48N05HqoNjvCY8e2y7nn38+559/fp/7XnvttYL3t99+O7fffvtW6FVvhIASLT0xNwRSyoKCkP5+KqaX4amnnuKSSy7hruuuY4999uHXt93OkWecwfy//Y36YcNwTBPFlkT1CLrqQ8baCo4XihstYqUUNH9OgLENgc9XjGbkPMGsdBh8TcSPaHOfQSoUxtFszHQxSEtTQAgMo5Xm5s9pbG5l+n57UlpXj6FG0dd20NLUxNRvH0xJfR0BU+LEbUhnQuhLm4gkHToVh9NPPol99tmHuXPnbq7H95WpqI8yeHwpKxbmP891KyvW6i8oqjTW26Y/UKNFKOEwJKFWX0Sz2QlU9U9nFj5f+P6y5Z5HmMdGsa2MJwDxVBwnUA5SopkN2TpdA0Gkf+qpp7j44ou5//77mTp1KnfccQfTp0/n008/paqqn74X0nR3d9PY2Mj06dOpq6tb57aNwTRNTjjhhAEznnh4eAwstpUxxZYOKQm6CuH6tLDcGd/k8whgx0gQidysaXCe/MMfuOzmm7nzqqvYbcIE7v797znsuONY+OGHKJSmr+1QFChG95cCrrCSKW0iFHdgDGZScqkSLABJwDaoM5r7vK4iIRhL9N6R6oSGD6FyHN2hITQ2t/Ktg/ajbEg1qiPp7ojR2NzKwQdMo66mElPmpagVKsv96fRuSRMwCaoKY8KhbX5MKa5cjRZ0aFqqU9LfncmSs68DtMHLP4NT/7LVe6EEg9Tu3lG4MeCtwW3PDCB50cPDY0vyyrJX2PvJvXnwwwf7uyseHt8ABFFFElWkW7BewtqUK0ZENIXiPiIttia33XYbZ8yaxSmHHsroaJQ7r7qSYDDI759/HqFpGF9+ifhiGYO0CmojtcSjuXD19o4uzr3sWqonHkxk3O7sdOBxPP/SfwBwLMFzf/0zOx5wLP7hUxk29TB+d9ddCGnQFFuLZktSKYPLrrqJkSOmUFu7OwceeCKvv/4uUlq88srzDBq0BwAHHn825dWj+PBf/2bEjm7Y/PeOPIyhg4p4483X+5QaBBRoEHddfy1DR4/h+OOP30JP8iuwCR7meto7Ty3dyLD8rUnagg2rbfhaPuifPix7E/6UlzbjsNs8UcVju6edEjrTOfE7LZuE3b+p72677TbOOussTj/9dHbYYQfuv/9+QqEQDz300AaPbW9v5+yzz6a6uppAIMBOO+3E88/nxNJnn32WHXfcEb/fz7Bhw7j11lsLjk+lUlx66aUMGjSIcDjM1KlTswuYr732WjYa5cADD0QIsc5tG8OVV17JuHHjBtZ44uHh4bGJpKRGo6nQauUmzOEeRb6lIzHXxrDa1xGdjpsWVlMEuqJkU8RuDm679VZOnzmTU485hvEjR3LX1VcTDAR46OGHCUbc6H8hJSE9TFALIIWCBOykSntnJ+ddeR3VEw+mYuhEZu6xK6+84Na+cVD5+19fKLBRfvHAkzT7yrL1UVIpg0uvvZ1BU6YTHjWNqYefymtz3wMkr/3rlez4cfB3TidYOYl/v/Ee0TF7A3DIMWchBu3CG2++zU7RIDtFg31O+Z20R8S2PqZIJ11Tc9yofu5JHj3rf445pF+6MejWW3pvnDJ7q/fDY+vhRax4eHxD+PmbPwfgzvfv5KwJZ/Vzbzw8tl/MlI2UDqbhTpwtw8YQFrauIoSgu0fbdSEEaD51g23zi7hvDIZhMG/ePC49/YzsNkVROPigg3h73jxSixdnry+kKwY5qg8bEI7DISefT1cszmN3XU99+TAWrliMqrpl5ud9uJDvnnUO11x8NscdPYN/fLCIyy69hpLSCCcdtz8A5195Ex9/sYxHH72XiooAzz//CjNnnsubb1ax++4TmTfvr0yZciR3PfYokybtxTBfEXNfnce0A6dw6++fYK9JuzDIX77B+3x97r/551+e469vvc0HL/6/TXpGWwojadHdmgRg3++OYciOZWj6un9/WvJLAPxa41bp38Zivfcso1rvyr1vbdnqfUgtWULil6dSku9wvusZ62zv4bEtkvnetwwHx7BBSixV0p0wEUKg6ApJxyGoKv06nuTXDlAUhYMPPpg333xzvcc6jsMhhxxCV1cXjz32GCNHjmTBggWoqtuHefPmcfzxx3PNNdcwa9Ys5s6dy3nnnUd5eTmzZ88GXA/xBQsW8OSTT1JXV8dzzz3HjBkz+Oijj5g2bRqffvopY8eO5dlnn2XatGmUlZX1uW1DvPrqq/zxj39k/vz5/OlPf9qkZ+Th4eExUDBTNrYBtuFG0mfGgipUvjAt9HRaJ6slgREzIWZiqwLFVzg2ZMaUZYkUlpRUo+LvIx3YVxlT/jd/Ppecckp2m6IoHLjHHrz1zjtckI5IkJlOCAWqd6Rj7ScEfSZHn3susVSMx+66npFD63lheQLVdOfQ7320gHPOPJdrLj6bWUd+m7nvfcC5V9xEOFrJ+d89GITk/CtvYsFnX/Lkvb+krrqS5178FzNOPp+PXn6aaXsflB0/nnrqESZPHkJdMMKn/3mOsfsewx9/ezN7T5lIWUlxNk2n1UdYqWT7GFOkogM24SmT+rsrOXoIK0s+aGT4Hv3QD8vova1u8tbvh8dWwxNWPDy+IQwrHkZbYxtKTyXfw8Njs/LAD/7dY0su5Lx0XAmTzhyPlBIhBA/96HUso29v47rRJRxzyS4AxG2bP1wxl2S32avdnPsP3KT+NTc3Y9s2VeW5xSS9ro6a+noWfvJJdpuvyETp/BKUIei2gSkE/3n9bd6Z/wkLX3uWMSOHYqUURoypQwQlwpLc9dijHLDX7lz1w7NIKD723/lgZn26hkfuuo/vfncmy5fO5+Gn/sqni/5L3aDBmGYrF144m5dffoPHHvsz11xzMRUVbr+KS0uorK7GF7OpKK9wn19xCfWlNeiWIH9ZUAgIqAIVAdi0trXyg0vP44YHfkvZAKq79uX7TbQ1uOkWdL9KcWVove1Vc+sLFhuDs6xHhIqz9T3mpWGikRdmf9rzmxQN5OGxLdB7PMlROq6EHc8Yh5nOC7ax4wnAo5t5PMnUEchQXV3NokWL1nvsyy+/zDvvvMPChQsZM2YMACNGjMjuv+222zjooIO46qqrABgzZgwLFizg5ptvZvbs2SxfvpyHH36Y5cuXZ1N6XXrppbz44os8/PDD/OIXv8imIisrK6MmHQHY17b10dLSwuzZs3nssccoKiramMfi4eHhMSDpPaYsy/5UNb6UaWfviJQSmbJ57Pb5WOa6x5QjfjiZdtOdjf/r2ndJbc4xpTznQKX4/VSVl/PZBx+Q6k4CCug6SR/4bRPVsSmRDv98703e+/hjFrz2LGNHDgVg/x1GsmPsCyTw64f+wL777MlVP3QdTIeOGsVrS9u59zcPcN4x32JVy2rXRpn/AiPLXLvj0nNO5cV/v8PDz8/lF3sflR0/wmGb6uoKfAmbqrTdEq4upaq6AtsOEbfd56L0Udi9fTsZU3xB11FMW/wkfOu0fu5Nmh52gG1a/dOPZMeG23hsV3jCiofHN4RxZeN4v/F9vrfT9/q7Kx5fEyklcStOS6KFlmQLAsGkqknZ/ffMv4c5k+b0Xwc91ovpSFanTAYFfBtVOiNm2SyOp/r0evpapE+nBIN9pppSMk5m7cvJLP/P/+RT6murGJM2WDS/g60rJP0qWrfFws+XcNj0/QFw0tlGJ+2xJ4/fdw+m9PHZwsXYts3ESQcVdCKVMikrKym4flgke/XJZ4Fu9TZS/IrC2LBbGL6pxeSSyy7gmCOPZddpe+MbQIvtMu932LCkk0ipn/px6/aWTjaa+AZS1foMomfKiHV7ym8xpIMeSRtMe10Ew/be+n3w8BgAbPaxYSsxf/586uvrs6JKTxYuXMhRRx1VsG2vvfbijjvuwLZtPvroI2zb7nV8KpWivHzDUY0by1lnncWJJ57Ivvvuu9nO6eHh4THQCKoKgwI+pLVxzjL2Fqz/p+WJ3jLPeSdjW6AmWZVopkodRCjehp+MjVLNmBHDyNgXIvu/4NPPP+Owg/fJnmtloJpdpk7lifvuQdFNPliUtlH2OKrAPksZJuU1fRdAd8hF5DhC0B3WkI2CpTE3hdrIkL/XMVeeP4cjj5/F3vvs02vftoiIDyAnsGAZC9+YxPi95gPgs/unb82/vomKfrmyR3/hCSseHt8QDNsNSXz282d5p+Edjh97PEeOPHKrXNuRDh2pDqK+KJrife2si7gZpynRRHOiGVWoBWLJj/79I1Z3r6Yl2UJLooWknVt0nlAxgccPezz7/r2G97Zmtz168P1f7wfAotaFSAmWbxDDVY0lNtkcxBJ3kf3kH04CQC0JoIb1gvNk9ICudP783S6fzM7R9Uc4bAylgSCqqrK2qREYj1ZTgxCCtWvXUlNRud5jg4He9Sv8poN/HR5t+UgE3bE4qqry3//+FU3zYZqd2f2RSOG9BUmhYlFYiLCPopJ98N+5r/OPl1/gvgfddFVSShzHQdM0HnjgAc44o39SRmXWPzVd4ZP/rOKT/6xivxPHstO+g/ps3xnfGWvVErpWBhl6zdbr54boWaY0Eu6HSEgpia/1k4r5KdrjPC9axWO7JDOeNHc3IlsDICUJX5J4NIrVwxP2jJvXvUjT88/j1BumbZb+VVRUuOPJ2rUF29euXbvBaJBgMPi1rt3d3Y2qqsybNy+bPixDJBL5WufO59VXX+Wvf/0rt9zi5kwfKOOJh4eHx6by/V/vR3u8gTWJNnxCMDgxiGRQZZkOQc39HpW2O1nN2ChCU9CrC718hIC8Ei0c+/OphLVNS/vVF5kxpbk7lzhZmiaNLS1Ul5QAoGgJlGgXtbiOPf50dEAwEABFSQ94haKPTP+rkLNXRiZWErbj2b3xbtdGefOlJ3BCIcIJG2wDSocSKet7PEvoeu+N1bXZy/clPb3z+r/59wt/5/47bnfbbONjitW4hq//m99MqBqptlwaLpvewtbWwPhyIQzO23D47f3SD4+tx3azwnnPPfdwzz33YNv94DXp4bENkFmIb0220pps5YOmD9i9ZndqwhtOg/B1WNW9ipP+fhItyRbKAmXcst8t7Faz2xa95kAjYSVojjdjOAYjS0Zmt1/9xtWs7F5JU7yJpkQTMTOW3ddTLPmw6UNWx1YXnDeoBSkPlFMdLkzBceoOp26hO/HYGDL5hFWf4obT+1QUXUOzZHZhXUoJjkRP5yxWkJC0UEI6il64SJ15p/rUTc5V3CerVzF5hx341xtzOWK//RCKguM4vPLKK5xzwgnrPbR6p3GsXNPIZ18sY9ToHVCcWMH+8aOH8+a78917TC/6zX/rTYaOGoWqqkzeaRy2bdPQsIJp06YAJZvUdZFnogSUvhfzfUGNvz/3ErZt0xZWiAZ03nrx/3HTTTcxd+5cBg3qW8TYGsh0yp789dDP3mlYp7Ai0Vn7v5It37FNRSlcpQ1vvjXMjUY6Dg3zStCqqymKVm/4AA+PbZDMd75mKEifClKi+QUhn0a3zHjiFrbdlPN+XXw+H1OmTOGVV17h6KOPBsiOJ+eff/56j50wYQIrV67ks88+6zNqZfz48bzxxhsF29544w3GjBnjjieTJ2PbNo2NjeyzBT1/33zzzQL78i9/+cuAGE88PDw8NhXdr6LZCqot0ISCbqtYPhVVB6kIbCkh7dCVsVFQRJ9jhmk7BefVN4OwkhlTXn75ZaaPcouiO47Dv956i3NOOAFNpCgRazAMgeFT0O3cIvqE8aNZuWoNn67sYFy9W2Q+Mz4KJONGDeOdd+YBuewd7739JmNGDC2wUdobWthz+p5oiW5IdULxIAj37XiW0HwsDhcWb5e6A0bGvuvNoy+9imPbFOsaNX59OxhTtn464PXhC+RS0tlK/4T9K/RIi1e3S98NPbYbththZc6cOcyZM4fOzk6KB1A+dQ+PgUJ1qHDh6Zkjnum17evgSHdQzdRwMWyDLqOLpz59ipakG4YZ0kK8sOSF7UZYsRyLmBmj2J/7zrlv/n2s6FpBU6KJpngTjYlGuowuAHau2JknDnsi2/adhndY1b2q4JxBLUhFsKKXWHLpbpeioFAeLKc8UE55sJyQ3nf0wgFDDthct+ixmVA6HUJRlVg6vF5NpUgtW4rwFSP8EaQtkXEDoQrQfQXHfh1H/EzqKdHjJBeeeipnXXEFu+y0I9MOPZQ777uPWCzGqcce2+uaCX+EgBHnS01hp713Z+89pjDznMu57ZfXMqoqyKLFSxECZhywF5ecfTK7HXoKP7vztxx0zHf59/v/4akHf8Plt96OQDJm5FBO+s4hnH32Fdxww6VMmDCOlpY2XnvtbXbaaQwzZuyfva6Jio0GedVUjLTnkRQQLso9p6TtsCSRQhOC0ZVBdttzEkvjBqU6hHSVFR99gKIo7LTTTl/9YW4G+szYs55MCuFpe9L9yitbrD9fnR6mYj/UWCEjUq1DYPPw2J6I+qM06F0oEmKBEJrlgJr+ou7nYK2LL76Y0047jV133ZXdd9+dO+64g1gsxumnn77e4/bbbz/23XdfZs6cyW233caoUaNYtGgRQghmzJjBJZdcwm677cZ1113HrFmzePPNN7n77ru59957AbfmykknncSpp57KrbfeyuTJk2lqauKVV15hwoQJHHbYYZvl/saPH1/w/r333hsQ44mHh4fHV0HkF4DP+990JJ90J9hR9FgidGS2NmQ+cgulAvvBmWdyxvnnM7G2ll133pm7f/974okEpxx9NFG1CQVJwJDYqiCUyEVL7rfnFPbZczeOO/1cbrvqfEYOHcx/Vi5mmbGWGQfsxaVnfpc9Dj2J625/kFlHfps3533IIw89xn03XAaQtVFO/cHV/OK6LqaOH0tzUzOv/PchJuw9o88xRfTxDBxpA24ki64IKn0aTYabutavCEaMHQdAuU+jPuDb5scU6R9ASa/MJMMnLwWgzRrE8uITGbX+I7YIyVgUo1vFF7Fh9LehdFg/9MJja7LdCCseHgOFuavm8sSiJ7hyjyu3eDTIpvDDKT/koY8fyr4fWzYWgOWdyznmL8cQ8UUIaSFCeghVqChCQREKP97tx9mUVC8seYEb37kR0zGxHRtb2tiOjSXdycIt+93C9GHTAXh1xav86N8/yl7v2DHH8sxnz7Br9a5b6Y6/GlJKElaiQLR4/svnWd29msZ4I2vja13BJN5IS7KFHct3LBBL/vrFX1nZvbLXeQNqAF0pDBe+YPIFAFSFqqgMVlIZqiSs9+1Z8a2h39oct+exNZF5JostGRn002xarE6aRJoakZaJtJpxIlGW+6FMCsr7KDwcVpW8U/Y2bNZ9eYmxZAnSsvCPGoXIW4A+dsYMWrq6uP43v6Hh5z9n0qRJvPjii1RXVuLE4whdx3QcTMUhESojWD6aZLNb2P72x+/n7mvv5oQzziEWizFq2GBuvNz9LO+y83gee/A2rr35Ln5x24NU1tRw7k+v5KiTTiGJJKlq3Hfntdxw12+54opbWLOmkfLyUnbddQIzZuxLIDCYYNANf2iX0Wx/Dc29ZzsdbG74wBfITWEkEsOROOlb9Id0kpbrLVSmDbypTn6B6fWVR/ANduPIAzvssKW7tEmIvBorHzYcxFC9vh+C7SVCcxCq4z5ELxWYx3aMX/ERSsYBQSKq4jh533/9XGJl1qxZNDU1cfXVV9PQ0JAbT6o37Lzz7LPPcumll3LCCSe448moUdx4440A7LLLLjz99NNcffXVXHfdddTW1nLttdcye/bs7PEPP/ww119/PZdccgmrVq2ioqKCPfbYg8MPP3xL3a6Hh4fHNo2uahSrEj1dTDF/CJE9N2S2Ww5CL4xIyR97NucwdOxhh9GwZAnX3XMPa5ubmTBuHH995BGqKyoKhAzF7H3VPz70a3583d2ccN5PicUTDB4xgtsvOwdwbZSn77+Jq2+5j+t+/SC1VRVc+qMLmD0rlxr94duu4fpf/5bLrr6ZNWuaqCgrZo8pkzn8xO/32dcgcWppK9zYow5hUFUo0VWimkqZrvFBZ/yrPpoBRVzZiZDzMVZw5IYbby1sg2C5a//F7NItWAVo/UhLIdWuu8LK2EMhWNJPPfHYWgy81QYPj22cs18+GwD/u35u3f/Wfu5NIfsM2ofXV73OnrV7Zrf9Y+k/MBzDTRFGa69jWpO5bZZjFbzvSSZqBUBLe7uoQqUqVMXZE87mrJ3PQhUqc1fPpT3ZzrjyceiKTlSPoqs6PsWHpmgbvXDck5gZI2klMR2TlJ0iZadIWAliRgxd1QsiZe6Zfw8NsQa6jW66jC5aU620JdtoT7YzunQ0Tx/xdLbtffPvY3nX8j6v2ZxoLnh/4vgTSdkpqkPVVIYqqQpWURmqJKJHet3XYSM2jzelx8BHIEH27VjcEFAwkDQEFMrivdNZhlSViUWbXltFplI48Xj2Z9Ejn/3Zxx3HhVdcgeLLRX5YLS0ooRBqSQkrDTfaqq6HgVBSWsJDDz2E09mE0oeIePQR3+awYw9kCT0n2oKWYBRdKvz0p3P46U/nAKAoARwnia6XoGkRKiuLkFLyWVcHKQdaIyoiWsb8jhiRpAMJBxuFNtOiVHe/Z/qaOOuKwHQkAVUwe/bsgsW4/iKbCqxw63oOyKQOG2CiQV5/PtWmoyaHs7VjhYWuM+7YBqAB4i0QHkAecx4emxnpOETjMaQQgIFl1tHkd/8OK3z9b86df/75G0z91RdlZWU89NBD69w/c+ZMZs6cuc79uq7z85//nJ///Od97i8pKclGbq5v26YwUMYTDw8Pj6+CT9EoUiWqSAsrPZQVSxMouoLMq59orY3jq48WnGeLLVo7DueeeCLnnngiAEJR0IcMwVi6tOCqal7Hu4UgIiXlxRH+7+7bMK/4Ea2lRTQFKxjbvRQwEUhmHnYQMw87KHvcskAtJNdk3+u6zs8vPZdLrnEdxqJ6PcIXAdV1jiwpKcE0u4jHl7h9A3zRAB0dH/Z5KxIo1bWsvQJQH/BhSofitOPXtjqmiMzjFwMocjyvL7apEC3xrafxlkM6NtllMdtcb1uP7YP+n4l79DsdqQ6e+/w5jh1zLBFfPyRK3045Ydz6axX0BzfueyOvLHulQGA4atRRTK6aTNQXJWEliJtxHBwc6b52KM95Su9bvy/PHvksuqKjKRqa0FAVN7pFE1pBtMVBQw7iw1M/7CUmtCXbuPz1y9cp0OxStQu/O+R32fcH//Fg2lPt2bDl/PPtWL4jD894OPv+iOeOoCnR1Od5x5aO5Zkjn8m+f2HJCyzrXNZn2559O3DIgbSn2qkKVVEVrHL/D1dRHaqm1F9a0PaUHU7p85we31xKE53YMgxSZj/HtqqRiV8SqQT43aLw0rIx165FCYdRv2bxXadH4UeCQexYDK2sDKvV/YyLHkUXtfLy3DFGJn+/22dN0bAci4Dq9tVa24SvR4CVlICiojgmfpEkJXoXuw8IByEUpHTw+coxDDdVoN9fUxAJoSh+HOlgahKfKVHy5qUBw6E7YRYYKm5foWl5F1JKfEEFyz+wBImyut4Raetb3zNWuMJV8pNPtlSXvhLqvmfx5dvvMUJ/iXHBV3HKD9nqfQiMGZ17M5CMOg+PLUDKSmJprsCu2CYlhqTJD35V4PPS4Xl4eHh4bDQ9U3oVslY4DEkXqzdWduXaWQ5CU3odF1AFkc1QXyV73qRbF1aoKlpFBUpREaTrXNlSRxOuQSAkmOEKbKObBmxGmSaKbUBsJf4iiPnDSBRMFPzp9utLnSmBpE/BUXONbF0HIWiKraEsUIZf9a//JNkzuSRth8XxFJYjGRr0EdVUygeAM8TmILm6AyWkYVoDqMZ13jrR0MiHDK56DXo5+m15fL5Oioa4n2M+ehp2ORX03jaxx/bD9vFX7bFJrOlew8rulVSHqmmINfC9f7oFvO794F7e+O4b6Kq+gTN8NUzH7JUKaXsjZacQCCSSYcXDSFgJAmrgK0dgbE7Oe/k8VnSt4Lq9rqM+Wp/dXhVyhYKNodhfXFBPZH2s654lku+M/g6vLn+VFV0rUIRCyk5l9/f8/Bm2UbA/n6SVLHjvU12vBJ/iw6e6r6AWJKJHGF48vKDtieNOJG7FCethInqEskAZpYHS7P/5XLLrJRt1zx4e+RRrbrF6N1RdsiCewpKSoKpgl5RA3BU+/JZNlx+KTImTaEO2d0F7B6mSQfjDGlpIJ+VIVCEIKGKjv0/stLCihMIoIXdBzlq7NhvFIvz+Xud6/PHHOftsN+oukzs5I6zU1Nfwl//+Jfs97jgKZlxBD+U82uyUgtADRFIxhqpr+CyY+7sbobcjTddAk2k3noyoksE020kkVqBpUSRuGhnNhtKYg6kK2sMKPksw+8Tv8Na7bxYEcmR68cPzLuEHcy6hKOGQ0lUStiS0+ey9r8WgMaWMnFzJF+/3LQD3xFiyZAv36KuhlpRjBYvAggp9Cd12P6Q1yIuQ9IQVj+2duBHDDlaAlOipNWgIdowEUfp/erlO8seTngwdOpRPBohgfMghh/D666/3ue+nP/0pP/3pT7dyjzw8PDy2HI50MCRoiiRUF0GxbEjmisAreZNrX30UsyGGtBykXSishFWF8ZHNu1gsLQsnLaxolVVoFa7Dl5NI8OTzz3P+dden04FlIroVJJLa+lrefe1ZSvNq/kXsOCnhR+gObi3x3p5MsodIYvp6zicVGuONtCXbaE20smPFjqhqiGBwKInEMuKEaFPdZGDD+AIBHH/kccyd+1b66MLS7t+7+EfM+cmPGRcOsq3T8G8bqMI/VlK6wdZbiZ72QMsX/dINfzjPLlr5LhgxT1jZzvGEle2AVd2reGLhE0R8EWaOnrnORXLLsbjqjat4/svnC7aXBcpoTbaSsBKsja8tWHTfXDz3+XPc8t4t/HKfX7Jv/b6b/fxbEkc63PbebdRGajl2zLF0pDpY3L6YPWv37LUoubJrJRJJRI/wQdMHXPSvizh9x9O5eNeLN/p6tmOTslMYtkFYD2eFhuZEMyu6VrgprqxUNtVVRnjYb/B+DIoMAuCDpg/42xd/y+4zbIN5a+cRt+JYjrX5Hs5XoCxQxg92+QE/2OUH2W22Y2M6JoZj9Gr/9BFPZ1OMSWQ2fYNE9hLq/nr0X9EUDWUjFtlOHH/i17kND48NElEUmqjA8uuEEg5W+rM7IuhHDfpx9ACogoThevqELQmW+zdgRKswkjZG0kb1CVYm3b/b0WE/IXXDKoG0LJxYDAB9UB0iHW6eEVWgb/HziEMPZbd33sFasQQ9bIEWQFSMJGkmWZMOlS8LlGXOgGMWmgzSEVhpw8VCJUiMBGF0YdGR6qQo86cpdFTFh23H8q7ukExfw7K6QK1GdSShVF4qAlVg6ja33XQXMTtFVZXrUZewbZbGDTRFMFIUpipos6yB5R22CQuhgR3cosmR/fbbQp356jjpsaTW9ylfNPwLGLeVO5DnIecJKx7fINopRZb76UoZCKBIUynJpEV0JGKAqC1HHnkkU6dO7XOfrg8cR6vf/va3JBKJPveVlZX1ud3Dw8NjW8WQCmtNBb8jKVEEmiKIaArdljvfVh0HJ5VCqKprP2TGlB7pbBUh8G1m51Fp50c/5K4n/H6+c8YZTD7gUITRQljpxNQU9PLxdBldNKeaWa1pRJQAerITgJpUKxYaQbMwFZODK3gAGIrOmmAJJU4nttr7XpZ3LSeR1ycpJW1r4gSi7hzYJH8sE4DkgftvJ2UFEIApHZbGc+sbxaWlpGzJwu4EQwI+wpsx0qe/CIwf399dyNHDHpBW/6x7VZ73ffhbbq0LrX9SknlsPQbQSoPHV+XBDx/k2c+fBWBtbC3XTLumz3aftn3aS1QB2LV6V/657J+Am6bp0QWPsrh9MfsO2peXlr/E0aOOZmTxSCzHYvfa3bl3/r28tOwlptZO5aAhB7FbzW78Y+k/qAvXsXPlzgC82/Aut7x3C9/f+fscNPQgdqzYkaFFQ5nzyhxm7zibIUVDUIWaLZaeEVse+vgh7p1/L4Ojg7ORAyX+EkJaiCJ/EWfufGa23y8seYE1sTUoKAghssXWBQJN0Th+7PHZtm+teYuGWEN2vyIUN6+ocL2xvzX0W9nF+E9aPqEp3pR9HzNj/G6Bm5rqz4v/zBftX2A6JtPqptGZ6uTAIQdy1oSzkFLy4EcPAhD1RbnoXxcB8PAnD/PwJw9z2IjDcByHw0Ycxn6D3UWyP372Rx748IGsAJKyUwXCx0PTH8qm7Xpp2Uv84u1frPNzMCgyKCusLOtcxlOfPtVnu+rwhouJbm1URUVVVAL0VvJrwjUbfZ5MxIqHx0BAIogRAQ0skYuucmImTkcuCktG3Um1AkjpTt6lUMkYFI5jklmN39i08E4yiRAC4fej+PsuK15ovLiE4k0M95k4QwfjL7KRqh9RPYqElUC09zY4HFuQSqr4A7brP2aDyFvw9mOQIIyQBh2WjaUIyjQJ0sTukXO2u/sz8lUHxzHQLZVgNiVZjtqaOmyfQm2tmy4tbts4sRS6Iihttb5W/vwtiWnYJGPufU89agTDJ1Sg6usTBdK/934rv9g31oJXGef8Jfs+tbp3rZ0tTeKTj8n6+ynbvmHq4bGxSKDNtum23UUwS0KJrmHHTOy2JGpZADXU/8JFNBolGo1uuGE/M2jQoP7ugoeHh8dWQ6Rrq2TCviOqQjQUoKVhLd2OJJRIkkp0o5ZV4qurBkXQrQmitqTnjHV5rBVTqtQEQoS1rz/uKH4/vmHDsNvbUUtzcRBCUSiuqmKUFkFP+PCLEgxdxVc5ioSZ4MuOL4HeESj1qcZe15BpASSmBEgoAaQTx1RUSpTec213XSbPNpEOlmkT7zLpmUE/k2msvr4On8+NtIlZNk68d+YNw5G0WfY2LawEd51C4r15RA44oL+7kkfh73/10hiD+6MbPeuqeGtU2z0DTlhZsWIFp5xyCo2NjWiaxlVXXcVxxx3X393qN6SUWa/ipngTb655k2l106gI5oq0LunIpQpZE8sV3zJsgz99/if8qp+KYAXjy8dz834386N//6jgGv9c9k/Gl41nYetCFrcv5g+L/gC44gjAh025YlxXTL2C+z64D4DF7Yt5fOHjHDL8EF5Y8gIAc0+YS9QX5Tcf/IYFLQu46LWLCGkh/nD4H1jYshCARz55pOD6k6smZ4WV0SWjSdkpFrcv7vUsor5ogbDy7OfP8vaat/t8bj2FlccXPs5rK17rsy3A+6e8nxVSfvfx73hh6Qt9tlvUuij789zVcwH48e4/zm77pNlNa7Br9a78cMoP+fYz38aSrlDy9y//DlDQr5SVoiHWsM5+5afAKvWXMrRoKD7Vh1/xu/+rfvel+fO8yN16IudMPAe/6sen+AhoAXyqj+HFwxkc7ZfhxcPjG4eJAJkC4cPOG22dzhTCNgGJ0HRCPpW4aZMIqYSbXFFC1VUwenvZbOzyuhqJoIwbh9PVhdXejuL3o/QoXt9LpUm0o4kYhMDozhhd7veiyJuoGrZBUAkCAtXnoGhumi7dlviiNrbjev46qLSng8MNQgitCosuID9KZd13KHEQFBocmi3xm70FHoHApwj0Pjy1tU0JEdnCfPTaSlZ92g6AL6BSPmhDdXTSz8N21t9sK+Ms+6hwQz8IWU48V0MIse0aph4em4oKGCkbtJzwKi0LuzUBQmC3JgeEsOLh4eHhMfAQWWctma2holX4CTU3EQKcjLNK2tt/jS5p8ylUOg51eeeJWzZtdrru4macB6qRSJ91JqWUaLHV+FXXzsg4HeU7H4lINTLVjZCFzmOOhBZfBbaQqNiYQsMQ7mK34TgYSiWCFMV05O7PUbDzbqsuUkfCSqBoSXyRxvS1820MV7Dx+cpJOQ5Sbrzdti2SrYspB5CN0iNixe6v+i89hZXtvByCxwAUVjRN44477mDSpEk0NDQwZcoUDj30UMLh3gVft1dMx2RRyyIeX/Q4ftXPzhU788SiJ/i87fNsmwsnX8gxo4+hIljB2RPO5qGPH+LthrdpS7bRnmznkU8e4eXlLxcU575lv1uYMWwGdeE6znnpHLrMXDGyskAZATWAIhTmTJrDPfPv6bNvN7x9Q69tGVEloAaI+qLEzThvN+QEj7gVRxUq1+51Le82vIsjHTqMDhzpkLASTKycmG2rKRr71u/LSeNOoi3VRluyjbZUGykr1Su90151e1ETqkEis4XWpZQ4OL3a7lC+A5bjejE70sHBbWtLGyllQfvBRYPZuWJn93x5qafKg+UMLRrKmm5XvPqi4wtCWoj6iJs6rTHeyKDoIPap34cTxp1AZaiS57/zPC8ve5m31rzF0o6l1EfrGV+eC5ecMXwGk6sn41dcgSQjlmTqg2iKVtB2xvAZff5eejK2bCxjy8ZuVFsPD48tQ7PpoMnVWPogRFDNzq4/i6rUNTURTrhpucqMMM3l1chYF9lG8W4ggOKL4bBxdY16IhQFJ5HAam52iz/2FFZ60pUT5jNfiQk7hbASBcJKt9lNUA+CAD1kIxTo9qsoCRtVgqMo4IDsoWdIJZwVXTaGIrrpysvaK3AImAK9D2ElqCqMj7j310jhZFYbIGlxgAILq2VlNw1LOqgZvu7fb/dr/wYg9t//bumebRI9fRal7AfDxfFqrHh8M1F6FOCVjkNy0SJAoJYM6a9ueXh4eHhsA8i002f+grjdnVdjJR15Lk3XwTOeHm+aKBRWEvkpWbewE5N0HKzmFnxKzjkrY2fErVyaY90XxikehdP4GaovN+m2BMSDYdqdAAHilMh2uikBJI7mOiy3Ei0QVlry/NsEAmGpSF2CyBcSet93ayrGipS7vT6w/UYqOIb7+XASyQ203IooKo0rKqkanK5l2U+iT8ff/0Zx/kq74tkp2zsDTlipra2ltrYWgJqaGioqKmhtbf1GCSt/WPgHbn7vZgCGFQ1jt5rdWNxWGMFx5/t3cuf7d3LNntcwc8xMor4oJ/6/E2lLteFTffzuk99lIyUA6sJ12ToVEyon8Orxr3LRaxfxxqo32KN2DyqCFZwz8RzGlY3j8BGH40iH/zX+jx/v9mNGlYzimc+e4fq3rs96BOxbvy/nTTyPW+fdytKOpTQlmrhs98sAekWGDCsaRrGvmCNGHsERI49Y773vWbcne9btuVHP6fSdTt+odgDnTjx3o9teMPkCLph8wUa3z1Adrub+g+8v2DYoMojTdjyN03Y8rc9jKoIVBdFHHh4e2w9CKG5uLAq9qSQg8j27YjHCoXg6isXFSSbBH0gXaBSQ9craMI5pIjQtHe2YnvD34UlWILRICeEK6HBTOgklUycFfK45keuuGaOSynQ7d1sk3ndO5J6E+wizXxch2U6couw9SAQBmQD6Tm22LgaSt1hGqA8W+VjwxhoWvLGG/U8ay477rCMVzWbOXb3Z6GEgBPzmOhpuSQSdywMo0QgRLxWYx3aOzKut5cjC5IBqNn98Om1icMCZdx4eHh4eAwRHuiJKximm1SdoVxyG9mwoocWwyOTPUIU7/mSK2+en3XXPtWGv/ITt4CAJ91EvUpomqS++ACnRKivRKvLWSKTEbGxEzauSnhFWYmaPSPg+5s6KBIG7NiaAikQ31U4XXwYG0aVF0tv7thjCiluLxom30uHohPOi6fMjVjJHtyQaQalObxtIVsjmJfmBm9Wm5cEHKTnm6P7tTAYhsJViIC2s2P1TY8VcsRSG98ulPfqJTZ55/+c//+Hmm29m3rx5rFmzhueee46jjz66oM0999zDzTffTENDAxMnTuSuu+5i99133+TOzZs3D9u2GTz4m5W66OPmj7M/71K9C98e+m0+aPyA6nA13x76bf7+5d/5+5K/s6xzGUOL3CGwNOCOMu3Jdnyqj50rd6Yz1UnSTnLcmOPYp34fRpWMyp43oAX4yW4/4T+1/+G4McexqnsVryx/JRvlcN6k8wr6dPzY4zluzHG0pdqYt3Yee9XtRUgP8dD0h3Ckw+ru1dn6HoeOOJRdqnehIlhREHHh4eHh8Y0iby4thCh830PoKOnqIBHI1RhSbANVxBGKtUmTciklxpIlIAS+wYOzukpcStTubtQ8kaZgcVwICFciO1YhkFlhxSadMqCP9X2tvBxSvdN6iT5++qrkhCX3X0HO80hIE9M20dVCQ84XUDESuYn0QKq3kulK/pP55PXV6xZWBio9jFZ/sB+EFTXAqrll+MeM8YQVj+2fgmwjhd9pjpX5YlFBCLSy3vXqPDw8PDw8XDIOSy6OgJSmYSsKan40sHRYmcxFstgS2toSlJUGEUIg8+bkciMjAxbHkzgSdooGUXvMJVNLlmaLjUunx9xd5JysMljpGoX583zTMVEBKfPsHdzMmdFkF3FNx0FFTZ8/qkkyOVzyr2gDQUWSkoKQKlGEjRLowt8+GPRc9H1hL9M1axRJvGDLdo4zgFKBQcEcyTH6w/ELBHkOhyc90y998Ni6bPKqdywWY+LEiZxxxhl85zvf6bX/qaee4uKLL+b+++9n6tSp3HHHHUyfPp1PP/2UqqoqACZNmoRl9VYP//nPf1JX5wYYtra2cuqpp/Lggw9uahe3edbG1wJw8343M2OYm/rpij2uyO4/d9K5nDvpXLqNbvyq67lbE67hhe+8QFmgDFWoPHrIoxu8zvDi4QwvdqXU0aWjGV06er3thRCUBcr41tBvFWxXhEJ9tL5g26YUHPfw8PDYHsmfbCspScAnkLZDShEoaQNECRfhxDoJplKsqawmHgpQ3d6BL57AllWQDCGKNUh7WW1IIpCGgTQMEAKh6yAEKb/fneB3dlJeWYHT1NTjIJm3UJ42RNKai43I1vnKIITAdmy+FC2M6aMPhqITU4Mkla+3uGeiY6FB2nDrCKoELT9Bt4d0qi3Eu9sYUTyChG2zPGngEwrDq0IkYybLEylsxS0QOWDoS1lZD8HJk+n65z+3XH++Kj1TbzlbPxWYzBhyXni9xzeAsC9Co9aFIiHuDxZWn0qPJ0IRKAG113e2h4eHh4dHhvwRQi32g20DMj23yxNL+livMy0Hq7kVoYAM5yLfN3amnWlnS9lLWJFGrras6JnGNz8Kfz3XjBkxitYR2V5qdFJqdJISOYesYIH+kju/ClRokkYLfHmXVaTSq6pKT/L75RMSxW7FUdO1cKUBYvtID6YPGoS5ahXByZP7uysF1NZ9AcBH8Rm8HziGEf3Qh/YVZXR+ZlN394P4Rx/YDz3w2NpssjV6yCGHcP3113PMMcf0uf+2227jrLPO4vTTT2eHHXbg/vvvJxQK8dBDD2XbzJ8/n48//rjXKyOqpFIpjj76aC677DKmTZu23v6kUik6OzsLXts6q2OrAagJrV+ciPgiWU9dTdGoj9YT0kOeQeXh4eExIMgtNiu2w4iEZES3gwCU9KKwCITc/5E4QiGpBbFUrSAcPZS3cKxu4OtdJt08t4rfj1BVwBVWsvvz0mpKy3YX5Jo/g5bFYMRw1CLMuIK0BKYtSAlXWMlEH4aNYnxdEdqSbZiOSYvaexrhCMlqfzWtet+1Q5z1CC6tliAQqOOJP73OlEmHskN1MVf+/DJSmuCFfzzPvntMoXZEKT+9/seYaoqE6XqN2RKStiSVfq6BsE7CpyCFoNw3cCInM7pKvMPI27Zuc9Q32HVaCE6atCW7tcmIPGHl0zVT6VL6wZnCdnAXArw5j8f2j1/oBIwkupVEaE7hglLGU1hTUcsCOAkLO2Yi7QHmRdpP/PnPf2bUqFGoqspFF120zm0eHh4e3wQ0RaNIlUQ1BTXqy64IJsKF83ZpW6g9HGccJNbaNZhr1iDtr+BUk57zZiJSrPZ27O5ut1/l5bl2PZxmhMhEz+fmfKZUs/eTPX16Xmgbgm4zwCpfZe8u5J1DE32nL8uMnj1nmIaa4P+98AKTJh1GaekkbrrsJ9Syiveff4Qpk2ZQWjqJqy+7Lnce6YA0Ue0UmtWOZq4q3LcNE06v0/qGDMzsQrpIkjQ2vrbn5sROKCTbfFA0MJ+Nx+Zns7r5GYbBvHnzOPjgg3MXUBQOPvhg3nzzzY06h5SS2bNnc+CBB3LKKadssP0vf/lLiouLs69tPW3Y522f0xBrQBUqQ4q8ApQeHh4e2yr5WXclEtJGhOI46GkvMDVdcD0/NZihqMi8heugUJhYFGJiUajPnMT5WK2t7vnS9VOEgEjaYAGw88K173/kIYYNG0Zg8ASmfusY3nl3HoQrIVQJpUP4LKjTrikoKNnF/5BZhGrpCNM1YrqkStJXOJVQNuC3lrQKixw6wj1X3IGEI5BKhCt/9DO+fdRR/PPjTzn76qvpDipcf9EFzDj8KN5/cwEX/eRnOIorEi3pWJJNl2ZJC9M2Wbp0KZOKw0wqDlPm0xFpgeitt95ab9+2NL1SG2wsA008yPt8vqedTLe29b2xFNnB+O+uYfiEf231a3t4bG2k41AU66Io1k05TVQnbIbagkEGVCXd73WZSmE1tmK1JLDbkjiprRdJds8997jjSSDA1KlTeeedd7batTfE2WefzbHHHsuKFSu47rrr1rltXSxdujQ7huS/+ns88fDw8Pgq6IpGsSopUhXsLgPHsAkYSQKJ7sJ2NbXUBHLOWcFkgkj72lyDPNFlY9IWSymz9k7qyy9wUinMlSsxli93G+SJKff+3//lxpTdpvDO3P/0Ol8m41NQy4+ckTjSwTEVkn6dbi1EQhRGsMi8KfVKs29xI9OTSk0WLJgmtTgX/+QnHHXUt1iw4J9cccX5pByLH190VXbbj6+4ONu+0+iiRimmqlOlsitCebCcNV/+j0nFYYaGggN+THll+StMf2Y67zW818feTBT+ALNR0qhmkqJg/0S1Z6PqN2C3e2w/bNZPWnNzM7ZtU11dXbC9urqahoaGjTrHG2+8wVNPPcWf//xnJk2axKRJk/joo4/W2f7yyy+no6Mj+1qxYsXXuoetjZSSjlQHZrpo8ejS0UypnsKZO59JWaCsn3vn4eHh4fF1qWItQiaRljvJ8mcKDSsqStCPqekYmk4oEaeivRXd1OmO5NIr2k6qr9P2QkqJE3c9c7TS9PghBIrj4E8bMo5l4S82+fO/n+fHN97Izy45j/+9+AQTJ05k+uFH0RKPo9fVIYqLsufNTPjzDRfbtijtllS1g5MXru9IsBUVTVoo9G2sBBVIpHeZEhTpikytlnvEgjULaGluZq8DvkXFoDr00ijxrm5am5rY54CDqamupcIfQZNuscm4GWdZ57L0s7JpWRWjeaWbMfmBv/yNpatWsWbNGtasWcOUKVM26lluKSrqo722xY04F756IQ2x3vMkc61rwCY++GCL921TUHc5ihXxHQAYHXiD0NCtX6ExNGFnAITed8oHD4/tCdM2sNQgthJAsSXBgEbUr1HsgC8vMsVJ5Ope9UqlsoXIpIH+2c9+xv/+9z93PJk+ncbGxq1y/fXR3d1NY2Mj06dPp66ujmg02ue2jeHll1/OjiUDYTzx8PDw+LpIy42AVG0bzczZG3r9ULSKcioCPsaHA4yMO9QlbXQjzzlKcVNaReikWN2wsGJbNk7aMccBUp9/7u5IL0JnbJhnXnyRH115pTum/PclJo4dyvRDj6DFMHHSw5qDyNof+dlapJQ0xRsRQlLhdDE2voyePk3ya1Q+6Ux00NzczEEHTaO2topoNEzYidDU1JrdFolGsu3bzSQNws+aUo2k7qbVVxy3Asvjf3l8wI8pF/3rIlbHVnPn+3f22pf4+BMAzNVrtna3NorRRW+xZ+lzJD75hJUXXEjqyyVb7dqhsk7KxnWhNK97Hdtj+2LAJabee++9cRyH+fPnZ18777zzOtv7/X6KiooKXgMdwzZ46OOHOPuls9nt8d3Y+8m9Of0fp2c9gu87+D7On3x+P/fSw8PDw+PrEFUlRaokgInl6CyOKHwRUdCESltJOTIQRWgaKwfVs7RuMKFUkrLOdqRamCrLtG3ito2xgeKA0jTdlDBCIILuOZRIBL2+HuFzjR+7vR1FhTv+73HOOvEYTj92OjuMGcH99z/gpu387W/AiIFtEdKCBLQAAoEilKzY39HRzoUXnc/E3fajbOIUdp32HZ5/yfUks5MKL/75Hxy/+2R2rSzjiJ1H87f7bqc+6TAo3kaUToyUwfVX3cK4cQczpG53DjzwRF5//V0APpj7DrsM2QWAM446jEnFYd7/93/YdZibauqUmYdRPayYt974D5Fk3ym+RJ4rWllJOcWVVUTLowRKAmha/6YFGzG5knHTagu2repezb9W/IvTXzy9V3tjqSsYDbTCkGppJXGtBIASbRXC6Ic0rJkUCl7heo9vADEjRiJUSSJYgZqSKFEdJai5aVUULVfY18ylGbSaE1slHdjGpIFeF+3t7Zx99tlUV1cTCATYaaedeP7557P7n332WXbccUf8fj/Dhg3j1ltvLTg+lUpx6aWXMmjQIMLhMFOnTuW1114D4LXXXsuKJgceeCBCiHVu2xjKy8upqanJvnS97xQyHh4eHgMZievYZEk3mt5RLJQeaWm71Nx82acqhCuCBEpDJALlGLr7HVqmawxWGiildeOuu4HUYU7MjZi589FHOfO009wxZfRw7r/xCkJBP79/5gkAVvir+SQyCh8Wskc6rY72Dn540Y8Zut/+BEbswU4HHse/Xnopu//Zv7/ClP2OxD98KsOmHsZv77634PhUyuCKK1wbpba20EZ5/fV3mTLCrSdyxBFnUlw8gRdfX0B5+ZCCbXNffzvvpiVOenxui6h8HjexNNemGVwzeECNKS8ufZE/LPpDn/vCerjXttTChQDE3nhji/br66DFl7HsuyfQ9dJLrLzwgq123WhNF9WTuhBr391q1/ToXzbrCkNFRQWqqrJ27dqC7WvXrqWmZsvm377nnnu45557sL9KrsetzK3v3coTi54o2HbexPOyanu+V7CHh4eHx7aFma5zopk27ZSQxCGYMkhqGkJRGJlUgQj4wIjFMVMpbAmWkcQ0TMy0N5gQCpruo9mCdiuFnUoyOOCjRC8cuvWAK6LIdCSM0PXseKIEAsQti1Qiga7rKPEEhmEy78OFXH5+eiFfD6L4Q27aztdfg9mHowLDHKB0aPZcEV+EJqeLE2YfS0eijV/f8UsmlQ3m05WLUdPFX+Z9uJBTv38h11x8NofOPIp33n+XSy65gbJgBbOOPxwBXHrpL1j46Zfc8eCvKKmu4p0XX2bmzHP519uvcvC0icyb91emTDmS2x99jEm770ltsIS5r85j2oFTuPX3TzBt0hTq/WUIoVAXqWN19+p1/i7OP/F4jFSKoSPrOeP8Mzhx5omUBfs3GrSnn5wt3XnLyu6VvdoGJ02k7fe/J7THHluhZ5uKa4SPCb7OZ6ueA8Zn98TefJOGG25Ar6qm5PjjUUuKceJx9EH1+IYPQ/FteuFOJ5mk/Y/PIPw+So47DpExpsWA8xHy8NhsZMYTM5XCNhSQkk4RIplIYidtpKKhhQKUihpSLcsQjoOi5DyKZbdA8WugCHSfv9d5e5IZTzaWTBroyy+/PLttY9NAO47DIYccQldXF4899hgjR45kwYIFqOnUGfPmzeP444/nmmuuYdasWcydO5fzzjuP8vJyZs+eDcD555/PggULePLJJ6mrq+O5555jxowZfPTRR0ybNo1PP/2UsWPH8uyzzzJt2jTKysr63LYxHHnkkSSTScaMGcOPf/xjjjzyyE16Vh4eHh79jZlMEjeTrOy20BSH4U4SQQrFjGFZJpqms6xmEIbjEGhvoztlQChMJN5NfG07yWAZKEGKzFb8gF9IHOGeV/bhvJQ/pqxPWLHTdZIN0+T9BQu44qLZsPp9EKo7puw9lbffexud71JjNJPKs4V86cgZx3E4/ujj6ejo4JE7bmDsyEEs+OzL3Jjy4QKOP+cn/PSSOZxyxIHMfe8Dzr3iRooryzj0xDPwkeTSS3/Bp59+yUMP3URNTRXPP/8KM2eey5tvPsvUqZP477/eYe8DduexRx9l9z3qsUpH8pd58zlqyiQe+f2vmTZ1Z4pLS9BYhkCymkBB/L4lBaTrupx47EmkkkmGjhzKVZdfxWGHH4aSntNu7ZrJSSvJj/79I4RU2CkxlbHjh+ALaAyJDmF513JK/aXrPNY3fOtHra8PW+qowrWJY8kOpOk+S+OLL7fYNaXjsOqiH6IPGkT1T35M8RGHwodPopZWbLFregwsNquw4vP5mDJlCq+88gpHH3004H7BvfLKK5x//paNwJgzZw5z5syhs7OT4uK+C+YOFCpDuSJa48rG8ciMRzwxxcPDw2M74c7Tjl3nvoqdJ7Pj7B9n3993zilYRt+pvqpHjOfb51zl1nkU8N/L5mB2d/Vqd8lTrnev0HW0iop00foc3d3dSCkpLi6mo1ulaflSbNumqKjKbRByJ33V1dUs+uj97HFCoSBjsqZovP7f13j/g3k8/8bz7FQ3mIpOGDl6EP6Qayzd8dDv2X/vPbnqh2fRqUcYvUMdixc3cec9d3DsUSewtmktjz/+Fz755B9U1FSRkrDHhbN5+eU3eObRh/nZz35ARYW7yFVSVkxteRWlMQel3O1jUWkpVdVV+OIKJpKoL8rIkpE0p+K02OBTfYBJOBzh51fewOh9pyE1i1efe5ILT70QgANmHMCIkhH9Mu7aloOVzuc8+dtDGDGpknNe+w3gzgfWyXoK3PcH9tL3GevLLZomVy4r2J/48COMxV9gLP6C2Ny5BfsqL76Yiu+f5bb74APan/0T/lGj0Gpr0Gtq0OvrUUtKClM7mCafTpqcfa8Wl6CKNsKAk0wNvPBrD4/NxPrGk/KdJ7PrnB8RMAyKFJWHb7sOK5Nqsgf1O+zErJ/dmH3/4PlnkOjqHWmWGU82lvWlgV60aNF6j3355Zd55513WLhwIWPGjAFgxIgR2f233XYbBx10EFdddRUAY8aMYcGCBdx8883Mnj2b5cuX8/DDD7N8+XLq6uoAuPTSS3nxxRd5+OGH+cUvfkFVlTvOlZWVZZ38+tq2PiKRCLfeeit77bUXiqLw7LPPcvTRR/PnP//ZE1c8PDy2KdY3pgwZNZb9zziflM+P30jxwEVnrHNMqRs6nGOvuZYOSkkpPv7fD75PcgNjirF6NVS739VKcQk0uekiJYLkypUoQHNbmzumpG0B0s5H1ZVlLPpiKQC6tMm3UCK+CBFfhH/84x+8/977/HXuX9l7yAiiMsmIobnUyrc98DgH7b07P7nkPCJ2gmGjRvHa0nYe/vXdHHriGaxZsTJro9TWuuPEhWkb5bHH/swVP/4ZVWXudfVICZHqocTxU1rhru2VlJZQXZ1ZSHfTHGuKmv4pRygS5pIbfsm+e+1F3FjFy397maOPPpo7H72TA2YcAEDUFyWgBSgPlKNuwcjsD5o+4MlFTzKqZBQAO6ydxn9+s5QVu3Zy6JmTmDlmJrfPux0hhFsjJ29uHp0+na5//IPIAftvsf59NdIRvA7YSi1quYnd0kLJd2cB0PXqq7Q9+SRF02cQ/dbB2K2tKEVFqJFINsPDprLspJNJvO/a0FU/uhThuL91oX6183lse2yysNLd3c3ixYuz75csWcL8+fMpKytjyJAhXHzxxZx22mnsuuuu7L777txxxx3EYjFOP713iovNybYUsXLmzmeysGUhc1fP5Ue7/qjP0DoPDw8Pj+0P4Uik0Q2KhtA27BksAWsjvZakqpKKRAiFQtltjmlmC+glbUlHSCAs93y5eo355+95rdz7WCzGh5/Oo7a2lqEjh0HCHW+lFJiqQLclny39ksOnu0aBgUYLtew5bSp33XUfLQHJe28swrZtpkw5Int/AkilTMrKSjZ4j6qU+NL9l9ItUBnQApSg05E00BUBCMrLyjnnzPNpKlKxlQQTd66lcW0jD9/9MAfMOIDGeCODo4NpjDeiKRrlgfKt4h321l++5PN33aheX0CjZkQxvk8ktMKFky/s1T7bp4EmrCxbQIGZ59i0/N9DhKbsQnDSJCrO/j7JhQvpevFFANSyMtRoFKulhcD4nIBkrFhJ+9NP976ApqGWlFB77c+JHnggrY/+vmB34623Itq/YOShbJVURx4eA5WK9jaKY11Ifdtz0Jo/fz719fVZUaUnCxcu5KijjirYttdee3HHHXdg2zYfffQRtm33Oj6VSlFeXr7Z+llRUcHFF+eKEe+2226sXr2am2++2RNWPDw8tisydUscZf0uKxJBC5ImOx01vxHnzqQpBghXVWKkhRVbU+kqKiLaufFpZTVpp00U98rlgXLWfLaG6rpqho0cBpYo6JQl4cPPl3HIId8moel0qWEsobL/HmN54j53DfGzBQt72SgARsqkJFqLlYoCbh87fTotVBAgkb1GMFCPrpdgmu3YqEgElcEqVqQKn05peQWnnH8hYcUilSxj58k7097czu/u+V1WWOkyuugyumhJtFDkK6IuUrdF7JTXV77Ouw3v8vyXrgCmOW40zYvLXqRoVTd+1Y101T+t5P/+9DqHXzCRmuGuE7tQ05+RnkVs+hlpObQuCdP0YRQOdPANH0aipQWttBRj5UpCu+9Ox5//wporrmDNFVcUHBvZf38G33+fex7DoOX//g+1rBzf0KFoVVXo9YN6Rd0bS5dmRRXATd/spAVJ1UsZ+k1hk4WV9957jwMOOCD7PjPRPO2003jkkUeYNWsWTU1NXH311TQ0NDBp0iRefPHFXp5Mm5ttKWIF4Jb9btnqIX4eHh4eHlueC3/3DEbKoK0pDkgai6BI2nQqIUpjMZzuFmLBEGogyNl3PoKxxC3eqESDGAlIBN0FISEU2iKqWw3Ngb1vvIc6v49yX99Ddzwep6urCyllNoe8E4u59buEYIVlo2iCutJSVFWlqbkVKseB4k761q5dS01VYchyY6KR6rAb/t3R0UEgHdJf6x9Ed2I5UgOzGkBFxAsdGySQJCfyJHwKXfEEqqry738/iaKoGCj40kHykUio4PgQMXriM8BniOz59XTfI5rKjhF3YbERo/CgdMqo/abtx03/vglN0RgcHYxpm8TMGEkrSVuyjepQNVFfdLONzZZjkbRy6Xb8qp9Xl71KGa5XWEdjnJZV3SQs1yjrK4Km6+WXAYi/885m6dNmo0f6LX3hEhofc3MsD7rtVooOPZT6O25HWjdjd3a6ESiK4n4W80SiwA47UH7O2RhffIm5ejVWYyNWUxNYFnZzMyKdbzo0dWrB9czly/Fnp3reXMpj++XC3z0DQEvHWuzOIEgwfEm6g2FMTaF4zSoAHM3H6RdfDUj8o0YiTYHdnkJoCmppACVQOG6cdfeG659sDF8nDXQw+PXEoO7ublRVZd68edlULxkikcg6jto8TJ06lZfy8vZ7eHh4bAtc+LtnSJgxlnQuRxUKY0rHYFldpBpXoHUpxEROWDn9YjdacMngOoY2rEExJV1RNwIkHG+k2cmNK8fe9sA67ZMMWlU1JE0EoGbqgiGwVA0HQSwUpryszB1TmgvrtqxtaqWmMieYJ2QIREv2fcQXoawoP61j4WK/oQgsRaFLC7NGz6xLCnwY2Zad3akCG6XBdOe6o8tGk2yTIPsSm/KiqwGEQhI/a3CfU/l6RIe4Fc86Ke2zxz7891//pT5aj0TSmeqky+jCkQ7dZneBbbKiawWOdFCFiqZoqELFNm0SVoJFrYuYVDdpndd8ednLvL7qdXat3pXDRxzOwUMP5tEFj1LqL0UiUdK/U0fYXPvmtXxn9Hc4cPCBVD49gRQW//nDZxz/093c+03fm7R6xuT0L12dxaz9Xzr16VutOHXu56L53vvo/H8vMPy5PyGNPFtRUbK1LKPTp2c3p5YsoenXd/Y6vxIKoZQUU3bqqZTPnk37s89m9+mDBoGqkvjgfYI6OKblRdV/Q9hkYWX//ffPFllfF+eff/4WT/21rWE5Fje+cyODo4OZNXYWgY3wVPbw8PDw2PbQAwEkCj4dJBLVb6NKG1UJoKbTfjlCoIV1/BEfMu35IjQfdkBH9+XGB0MDXTqAiuoPoAV0dF/f3i92emLrrCNyU08lsYWCT9eZvMMOvP7m25x8nhslkUnbOWf2dwvP2aMo5Pjx41mzZg2rlqygpEwB4e73pxw0RzJ+9HDefDfjteMaAW/OfZthI0ehqio77TIS27Zpampl2rQpxB0IrWPGGSaGhk2+0aLmiSaKEBspgggqQ5Us+ngR9XX1jC0b694zDjJtThm2wYquFQCU+EuI+CIU+Yqy52+KN+FIByNl0JHq4O7376bFaiFpJakOV3PZ7pdlr3b8345nSccSknbvGgZ7dh1NGaNQS20WvdXAorca+M7BZ7Bq7CdoitYrzF6ryjml/PGzP3LcmOM24n63PFIpfO4+oz37mzEbcgusQtPQ8uoXCCGyRbYB/COGU3XRRQXncgwDu60Nu60Nvd41TP0jR9ATxxJ0rfIjiirYskuoHh79RyY/vW6FUJJ+kGD5HHyqSnleakgjGCWMgxIJoAVDOBooifTfWqeDFtL7PO/X5eukgZ4wYQIrV67ks88+6zNqZfz48bzRoyjuG2+8wZgxY1BVlcmTJ2PbNo2Njeyzzz6b5X42lvnz51NbW7tVr+nh4eHxddEDAQyRRPP7UISbeitZFMHvr6Ys0Y5Mz7kdIdDT9klIVfELHXxkbRRLrcrOoQFUn1jvuCIdB9RM/ZDc9q6iKKau0xIuotTopFIIpkzamVf++w5Hp6M3HMfhlf++w/mnz8odmBFmpMyeb+edd2bt6rUs/WIpg4eNLri+6sDIMaOZ/9abCGBcbAm6tHjozfcZOsq1UcZNnFhgowRNBQXJ0KJK4uVrcOwm6MiNpTZagXxj23E0NYxZkPwrE5vfG58VREqNSCDExx99TF1tHcVpr6ESfwlSShJWIuuAlSFmxrCdQlvPMR3akm08/cHT/KbuN9nts56fRUeqgxJ/CX7Vz/8a/we4kSpr42s5ZtQx2WuU+EtQpCv1OMLmqFFHcc/8eyj2FzN94vdY8kEzO+xdl/vdpaPSl/3m1xSfdjKaslmrTHxlDEL4S5Kk2nWUan9Beq/SU05GCQYZ9Os7aHvsMYQ/QPHRRyGEwInHIa9OkFAUimd+B6uxCXPlSsyGBmQigROP48TjSMONSjHXNGSP0evrib/9DrJpLdSBZMulcfMYWAyMT/9mYCCnAntxyYv86D8/AkAVKqNLRzOtblo/98rDw8PDY0uRWRwXmcl05n16Bi4RiICaXmjGXSwzDXxGAhUTSwSwFICSdMTFRkzM0nmQnc5OKCkp6EemDyLtGHHhqady1hVXMO3gbxem7Tyh58J9oTGw5557MnXqHnz3xFlcd8PVDKosYsXHX+IzJUfsO41Lzj6Z3Q49hetuf5BvzTyWl+b/k/vue5BrbrkDgBGjRnD88Ydx9tlXcMMNlzJ653HEW9t47bW32WmnMUyfvm+PqxcaJGqeCaP1ylrsovtVHnv89+i6j0FTJyEVg7/98xUeeughfvvb32bbBbUgo0pGYdomTYkm2pJtALSn2knZqaxxA9CWbMN0TBzTIWbG+OfSf7LGWAOQzUucwbCNPkUVIFv80XAMVFxvbf3jGp6KXc1Tnz7F2ye+TUjPRe5UnD+Hf3/4F54f2UHLx48MGGGFHv5X4UQTBmHC++xD2cknfb0z+3wo1dXoeZHOSjBI5cUX0/p//4fd0QGAGdNY+Xo5IhRkPdVpPDy2P4SktKudaKw7u8lUNdSSKrRy93tF2IXfj45ho2pbxm/yq6aB3m+//dh3332ZOXMmt912G6NGjWLRokUIIZgxYwaXXHIJu+22G9dddx2zZs3izTff5O677+bee+8F3JorJ510Eqeeeiq33norkydPpqmpiVdeeYUJEyZw2GGHbZb7+93vfofP52PyZLfO05/+9Kde44mHh4fHtoKRiLs/pKfUli3pKirDLBJ04M5TZV5ksm6bSKEQD1ZltzlqAN00sqmOHLn+NThz1SqM7hiibjA1TWtp6g5TFIlgaxqmogKCslg70oKLvncSp//wCnadsAO7T96ROx56hlgiwemzcqkX+3Lz3n///dl333354ek/5Bc/v5Ipg8tYtHgpQsCMA/bih98/lW/PmMkDN93IBTN25c15H/LAb5/kslvvAGDoqNEcd/zhWRtlwoTxtLS08vhrD2ZtFNErujxnoxhmK4nECiRFfezN8dcnHkP3+Zg0bmeilsMzrz/d55gihCCkhwrsAoBBkUFYjoUt7ez/KVL4VB8ji0cWtF3VvYqOVAerulcVbD92zLGMKB5BaaAUTdGwHIvyQDnjO91olB3X7o3Cp4Abce/Y7hNXtdwdFR9zDB3PPcfv9zCYtfY99qjdo4+73fpI4RAoNVxhRYeKc89h5bnnASA09/Oq+P2Uf+97Bccp4cLyDP7Ro6m74YbceaXE6ejATr+0Sre2jpKXgjv+v/+xfPZshuzvPi+vxso3h+1GWBmoqcDmrp6bFVUAbt7vZk9U8fDw8NjOEXke/UKCpij4HImWCZsWghVJg6CquCILEqNYoGsSLaWgtrZhROqoabcp0tbSEgjTrJeuM4exlDm/MdlDTMm2AdS04XPsjBk0d7Ry9VVX0LC2KS9tZyUYHdljDCdXtFJVVWzb5v9+8ztu/NX1nHXmeXTHuhk5fDC/uuwCAHbZeTyP/uY2rrvlbq779W+pqKnhmmuuZubJp9Cd7uG9917LzTc/wBVX3MKaNY2Ul5ey664TmDGjUFSxUbFRyTef7LxpixaIA25agJhlszpl4lcENZU6CT3Gr++5g1WXr0DTNHYYN46nnnqKY4/tXbRTV3XqInVUBCvoNDqxHRtb2tiOnS0YWRIocQ0YxSLui3Pi+BMRuiCgBigPFubyv/PAO1GEQlgPE9JDCARX/vdKWpOtVLS5k3AzT1hR8syuhJUoMKDUSITrpncBCnQt79X3/kL0yL3tBHTKTjuV6ssv32LXrPj+WRQfdiiLDzqY4OTJ2XzGMh7fYtf08BgohHxhmtVOFAlxX5BAsjDloaMrCD1PgO8RVSbNLVeL6OukgX722We59NJLOeGEE4jFYowaNYobb7wRgF122YWnn36aq6++muuuu47a2lquvfZaZs+enT3+4Ycf5vrrr+eSSy5h1apVVFRUsMcee3D44Ydv1nu87rrrWLZsGZqmMW4944mHh4fHwKfH+JAWUXyYRGyLbtWda0tFQTgOmm0jhYqTt0isOCaqbW+U3xcAjoNmW0Tj3UQScUjEUQYPRnR1IZT0on2XjYnKsdMPoeWqJq6+5T4amlqYNGkyL/7tL1RXlmRPp2H2eZnMmPL9cy4iEY8zathgbrzctVEO2nEoT99/E1fc+ht+c/NN1FZVcMXl53H4Sadkj7/r3uu5/eb71mmjaP7uPq/r0ltGCSsOSI3mtGedknZwe/BXN7FmxXI0VWP8+E0bU6K+aK9tSS1JKpjiwh0K6zU+cegTtKXaaE+205ZqI2ElOGDwAdSEc6k6dUXHciy+6PiCY7RBdONmV7j3A9eJoTHeSHvctQ0VNTf/r73hei4a+gYLg6183zdw1l9rylaxRnX7s6JlB6y0qAIQGDf2K59XCIFaUoKadl7MUHbKybl6kWknx7XvF6P6HerP3e8rX89j22K7EVYGIrZjc8/79wCu0vuDXX7At4Z+q5975eHh4eGxpcmPFBGALm1Gdjs4hpPOwSuwJdiSrLCCqiB1SIeqIKRECvf/mlQzzXop+jpSXzmOQ6KPHLeZawEYmk4olWtz3kkn8MNzj4OykRBwvaucziasji40v4MtBXaeZ1IgECDelaSsuJz773uAYMRHPNWOjC8nnMh5qh1+5Ax2Ov6s7PsJ0SBfdCSyQQ7BYDk//ekcfvrTOShaCY7Vnm3r99dQXV1NIt7FF6aNY7jhPIHyUuZ3xIgkHEg6GH6LsC93LzYQtx0kCpZjc9iJM5g++1wAhgR9lOobnu74VB8VwYo+91WFXC+9pJqk29fNd4d/N1tvpidDiob02var/X4FwDOr/staDAJdOQMkZecWSONWnHI2X9HlLUfuc7Fk9Y60TduBXS7ecqJKBn3QIMrPPYeyk06i7amnaL7rbiL7eUaLx/aP7iholuEK57o/G30IrpguQhpqwIe0LKx4J0nRiFKq47NqkV22O9hsQb5qGuiysjIeemjd9V5mzpzJzJkz17lf13V+/vOf8/Of/7zP/SUlJb1SWPe1bX2cdtppnHbaaRvd3sPDw2MgowqFqCoRMj2XkwKfZYCeE+BDquKOLYCCgx0qVFCkUCg2OohpflLKhr3yZbqGheLkrtEZj1PS3o4EOobkxAI7KTnnhBM579TvohTXQFEtGHFo/jR3PgSWCKL0SD+VGVMua7+FqBUj6CQpsXJiyMzDDuKAo46hzHKL0HeEfCzNO17Xffz0p3O4/LIfIJTedlVZpcrS5kbadTe6oZoGikoCNHR8jp8U4FAosEh8UuCzHHRbUmx3c+SJJ3PkiScTSjmUpiQV9b2Fks3FkKIhDKG3XZLPzNEzeWzhY9RH6nOZFnrQ8aX7LD7+9yrGTnVFGaEorCwywXRtqIFE9yrXRvMbnQXbAzvssNmv5R89miEPP8Ty08/IbkulU8YpVcM2+/U8BibbjbAyEFOBXfb6ZXzY/CFBLchfjvoLtREvF6+Hh4fHN4H8iJXq1g7sikwViEzEivvOljKbCgwgmSolZQUIKfmppARGUGWU2kBY711rovfF80QdIYh2dJKMhHGEkk6t5ZISAn/PY4MlSH+KFqubtRG7IBojGomSas+LgLFtdIeepeJR6O0ZbVsO+HJeToqiu8Xn1QCm48dxUmhaFF0vQVF0Yh0pEA6mJmgPK9g9BCUTH4bIC9nOWyTzq4V3FVUHTn7bkBqi5xNb1ZULz4+b20j0RV7Eyn+0ixjuL1pP481L1Q9+AEDlkbtT0dIM5fO32rU9PPoLc20jJd2dSCHwl8bQrNz3mgBKNRUpJanPPnMXsGoltm5iKW2oFGWLzHp4AO4iJYAvtP52Hh4e2x2aUClRJdIRxG2d0jaLSGwNQtqEizsoLaokHPThVJRhWhahENiaDTEQjolUdKRQCZopRsWXsyQ0CGU9QZGmaWJLt3pLVVuu4Lxh24TIyBB5zgIOmHEVUAkOTq+f9bADLDQUse70lgklQMIXQJcmmmMTcXJ1SuQ6xIP8XjiWjurrO+WwohlAzgYpD9USjy/pdQ4ARQkRlBbl3e4apfBJKllLnBC6GcIf6rtu5tbk+xO+T3mwnCNHHsmL8xZnt+/7xfEUJyt5Z8jfs9vinansz09/+jRdZhcDESvhzpGKOpcBoFVVUfWjHyH0LfO8w3vuybgPP2D5mWcRf+ed7PaNqwXqsT2wZZLt9gNz5sxhwYIFvPvuu/3dFYy092ltpJbqUDUX7XKRJ6p4eHh4fIMQQmSLOvodA83qwsTOCgCZSX3ScbBUDUvV0OIOMh5CWj4cRScrwgDB0FDCgXqwUgUiQoZ879uCvUKg2RZ62unA1DWSJQ4rKwQdpTLbJsMfnn6asnHjGLbTrkwdNpVR1aOIRCJEIhF22nknbCWFI1xDw+7qwlyxssAxy5YCS1FRcBC4BSWltMiP33GcBMHgUKKRcfh8ZTiOAQiCwSEoijvhNRIW0lGxFUFSd+vQ6Fbuzs444RhGVI/I9q2utIQ966qYXF3B1ZdfS2VsMAHDyda0GSjUD+sdEZM/5V7RtYJlncsKfp/rMxz7C3Xs3rQm3XnNMP+7hKsHYTU3b91OOCbCMRBO3+kgPDy2Jxy/hq36cRQfwpb4jNzihlMdwqcqCCEQfldYFra7qCCFhfCpCF1g24lNitT4ujz++OPZ7+ierx133HGr9WNDHHLwAUTC4T77+Ytf/KK/u7d+Ut1w9+7w8KGQ2sACl23Co0fBNcXwi1q4bTy0Lds6/fTw8BgwmCmNZNtQzEQZquMHoZDylwAQQ9CoSvyKQrCymqLaQYQCgaxHmOrkxAaDMBo2o+PLqezoO12t4zg0NzcT0zSSvsKoBn9e9MoG5+tC4fE//T8io/ciMnovdhs0iPqandc5pggcRNrRy3Z6pj5b32K36PF/Hy1ET8GlsPOnzjyVPeuq2LOuitrSEqoGVzBsxzqG71DH7XfeSYRuqmgkKhR8wf73cy8NlHLmzmfyxBXv0tXqOvbZPoPqruEM6hxDyMg5T3XY7dmfr3vrOgBCRhH/uGkx818eOCmLM2jpmpc11/yM4iM2b4rQngifjyG/fZDQHntQNDTOsEsPho5VGz7QY7ug//+StzO6jC6+/cy32aN2D36xzy+4eMrF/d0lDw8PD49+QIgUqilQcEiaQZojKoGgjt8splNzI1gEsKy2HoARjUtRFQdHBZAo0iHt34TduQbVjLknrpkAokdIft5iWb4pIPx+9Lo6TMchkoxj+gSrA+6xfqf3EUcedihT330LhAJaoQGUiCeQqgk2bhFkC9eWyFvXduIKPhV2Nj6n1VeM5oth24MpTWmU2m34gh04jiSZWkM4NCKtEeX6bpqdGEZj2qPIFSE0G8q7bCzFjV7xm4I7bryLbitBdbUbPt9lWqxMmgRUhSHS9SIrjTk0FwmSjkNEGRhRKxP2G8I/3n+N0KL6vK255//D134IwEW7XMT3dnaLKmpCw5A944L6F7W0kk7KKWMNYbWFtt/exZJ7FzP61Ve3XiecdISyGBi/Ww+PLUkCEyfk1izxJ1cW7FMcf84rMh1NFqOMoGxCdBqopYIUzZixNvyBWvy+vlMebm6OPPJIpk6d2uc+vafXqJRgJkAPuOPPhpAOOA6oWtrZQOaOkxKsJGj+DZ/LsfjtTZeRSCYhVAHRwrowZWVlG+5Lf5AZ81e85abHaf4UXr0eDrnJ3W4mINYMehDC6d+3UFxxJUOyHT58Cvb78VbtuoeHRz+TyQAm89ye0oKJJRRSjqTDtIhoKqoQqEoY6XRlDkIz41h6CLkRPtpSSqSUmJqGkidorC7TqEnlHATKEuurXQJofo789n5MnbwTAAtDw6lnBeHwcBTF12tMkQiKrS6GJdf07tP6RJM+ou7XRYhuWiljSVwlQiWltKJh86u7fkVDwq2jWO5TaTEy1pykrKSYVRRRJ9ZSWhMaWBENVq4vZaVFqGtdO3Bs0+68M/h5dl9xOIv0/wGHFhy264pDkG06bzyzmJaV3Rw0e/On29pUfFEToyv3mcg4nWxphM/H0Ecehrt3g5WPQuvxUDxoq1zbo3/xhJXNzIquFXSb3bzf+D5BLdjf3fHw8PDw6AeEEATtZrSEO0F3IgqGouIoIYr11TSl62gUTN/zHJ46y4pRTAXVcg0A1cwzOKTDuqpFCschkr9BVUnoOqlkEkXm5VPOv1zepD6ipogWuwsvjp1C1IxH6G6e2tWrV7vHKTa+gIadEggTlHaRjYiXkmzaLpVCTzQhZUEqsl43DSQSywGJoidAlqM4EDDzhBdNkApAbU0dlg51da4XVYdpoSQMQqpCcXOhCNGQMhmlDZzF9z3r9uSDRSvW2+aO/92RFVZ0VcdwBpawAmRrPOwaeZZF1VMQDVs5nYFMf74GYESPh8fmJ/c92EIFtTRm33dHizEtmyJNxZQ2KhC3BT6poneZGB1LMWstUMBIrd1qwko0GiUaXUfueNuCjpWAgGgtGN3Q+gWEK92BxBeCUI96U1K6YoAegliT+1J9YBuuwFo51v1e6FgFRpe7rXQo+Iug+TMw41AyFIKl7riXaIPO1QyqdWtoUTvJ3d6+AkiLM3RCS5srVJQMceuRxVvdY/0RUHT3mlYq951UMjjX587VYMTyIk3z/jecwiHwn1fBor8XtsuPMDrrVQilhZ4/nua2zfMepzrPY/uGXGFiykfBHufB+CNg2gWw7I3cvn/d4L7GHgbD9oJAsfuMaidma695eHhsX2S+VVKOgiYsFKmhSHfxPxPNsTRhUCVM/LZB2JaoHQqW3z1aSX/X5Qsz67yWzH2XSSGwFVAdsNXCuVtyI+Zy0UiYaMQ1OPyRMooRhMMjUdV1LZr33b/8r10poIxmWqkgTBcambIC60sXJrItkrjrfd0UEaEbjQSj6sKM1atcxzoRZpVReG8G0EAtvoSFpiro/v63UWzbQTdztSNlD33JFu5zUWTv5WNDzaVZW/1Fx5bp4CYQN8PIHlFKylYSVrJknBgGWO0Zjy3HdiOsDJQaK23JNoCCvPQeHh4eHt88RL5jqNAp7u4kaCZxSnMT7Pw1E1VRsyKHqWno1jrkk56zXXKGi1AUlGCwYHtXl+tlpvsCOFaK8g5JOAnxoMC1B/Imn3n9UVSwpbMOCadvpCNQZSaSILfdsR2wiwiEA9hyDbYVIxb7Ak3LyUBdXQsKOyAc/KZCJFl4v6pQcMvVb4SX1wBLBQZku/1J9X/5svwDLMUVTY4bcxx//OyPvZrXR+r5tO1Tfn3Ar7dmL9eL3fAlQ4OfFGxTfFvZeMh8zgZINJKHxxbFzv8eLPxiMxtb6a6sokhTcYQ7biiOg6MoIG2k7aAkwQnBRn1vbmlsC5oW5kQBXzgn8Mea3CiLeLMrSpSNdIUTM+aKG7YJFaNdASDW5O4D9/vANtxjMrWqpA2tX0Lx4Ny29mWuOBOugvblufFUD7l9MBPutbPEcj92rXHFBulAqtN99UVxfe5+rJQrGvX5HCTkVzqLNbvi0rrIH/vLRxWKKpEamHii+3Pb0sLjWhbD3y+GtZ/A4bfBqX+BZCeMme5uf/8x+PTv7ivDcb+DHY92f149H548yY0m8he5zz77KoIdjob6Xd22iTZo+rSwTebZbggpoW0JlA7fuPYeHh5fCUXTAMd1tkrXecyIBflpsrTGFoKJOHbIBwQAiZASf6oNf6oNX6RHSizp9HJ2ydonAKEA0nRTMymOiWVrZGaOWg/bRgmFCuyZ3qx/gh81E+tM+ZW5VweBFCJPKNk4o8FPCh0TicDpI2pHxUGTcSyrE0cbhPvsCklKnRWxFNWoFFf2vzN2vKPQgSveVfjeUdw5d0D07uuS8g+ZtOYgADqbEji2g6L2n9OTIlTMWOEyt/D3/h1sUTLjs7rdLLd7bIDt5jc9Z84c5syZQ2dnJ8XFxf3Wj7aUK6yUBkr7rQ8eHh4eHgOAvPl5ylQY0u4u1piOgl5sYmpuAfdBzQ1oloWwbGQwXXsFDUuDoN2NSo8aEuupsSJUFa00N/7IvPzFcd1HIB4j7No0+ExcYSXf8FAKJ8KmY/cSVhRFuIWQ08dJCZYq0GyJv8jCn55MxqWfbooZBiR8AkMTmCmIpq0o206gqvkT9A0bNKoj0TK1VvL6LQBFuK9eDKD1mVceWcCitxoAMNQkq4o/y+67es+rebfhXZZ2Li045ub9bqbb6GZI0ZCt2dX1Yq/6vOBzIQSwhQpCrpPMZ9tbgPP4JtDje39VVS2DGt0UJ6FkgnbHwZESJ/33EJApdAEyrCE6TEQS2NrCSiZFF8JdbPeFXAEg1VEoCgSKc6n9wBU3fGH3uFSHKzhk2mtBNwLE3yOaononUHV3oT8jomSI9aj/JHHPkf8sAmnbUShuBE2qKyeI6GH3+uWj3HsSSq5/4H4HaYG+0xJGqiBYknet9EImAlIGdOcij9jnEtjl1Nw5M+0z7wN59u20C2D0dEh2QM1OUFSX21c0CE79K8x7GD55zn3m5SPdqJ14K4zYP9fWVxDjmiNfnGn4CDpX9t0OoGJsTlhZNQ8em1m4X6g5kWX/y2HiLHd76xJ497cQKHH3ffRHWPkOzHrMja7x8PDYIqiahhs3IRAyU48rM//Pi2zPbHMcfEYnjpIikE7f5QiB7VdyzlSQ/n4svFbGPpFCEPPphNPNB7VIYkENX9rGMTSNeFAllLCxfBCtry709ncKnadzKbv6th003IzFGUwpaNciCEVBqBYNwnWC9tNFX+OinYrgWD6iZWEURaOzpR0t2A5AgCQWGiY6Crl+BYPDiGoKIEikGrBRcNZn2wiJmepfp/AMtlkobL0x+E9M/fzo7Pu9ln4HgOLuquy2/8z6Dxe8egErY00Fx5opG3+o/4QVafYQ/FQVJbiVhZWM04eylW0jj35juxFWBgqZiJVSvyeseHh4eHyTSerlSL+PYKKlYLsecyj3d9MQKQUkITOeF93iTu6LujtxhGRFcSmDUnEq0h5eQJ8RK4qioCgKtm3T0dGRdTCQVnpyKSUJoaCI/GFfQMWYQsOlxyK1UHpPjB1HEu8yCAiQPrBqwEQlkLTxWYUGRJwQYGJogrhfQbPyFp42sL4XpYsUuYUkBYdgSuBL9r7/Il1jZ929t0YKvawG0rJ7/tpoJFVKUbKczkALI4pHAHDlHldy5j/PZGTxyGy74cXDt3Y3N4Ienwsh03VxtiLZVGBexIrHN4AeX2SOyF/8EpiOZE3KJJjZbktWOfWE9TiVNKKkNGws/LbqLq5nUkp9XRzbjRzxhV0Bwk65okSywxU4pHTFBSvhvoJlPUQR4Y47qubuS7S6p1U0lGSHG+2QEVX8RW6qsHSKKtMXRjdi2EWDUNX090+4yo2I8YUzT8cVD5o/c/8PFIM/6vatbLj7s+PknAo0P0Rr3Ne6CJVt/PPzhcnmyuxFEkTeglTFKPe1MQRLYUjf9WtQdRixn/s67pH1n2fGjfDtG9znH291nweiMBJwzAz4/mtgxN0onWSn+/tNdrjRPzU75Z1QQNmI3H7HciOHEq3uy84bn1u/gDfv7t2nxa9sG8KK47gRUUa3K9QZMTeyyojlUseNmZ5r+/wPwEy6nz0z4b4c0/0bqt8NDv1V7ty/2c/9O5J2zokgQ90kmPX73PsHDugRZZVH5Tg4KS8S9uHDYB1FxikdBqf9Lff+sWPdv5u+iFTDmS/l3j97lhsRJRT3b0mo6Z9V9+/25GdybVfNg0FT+j6vx1ZBiEwUicimCHYUdw6dn90rO86kIyYLZvhCsMZfRanZQZGdiRLsnaq4oAakWTg/V/LtGQFtEYj7oEza7mcvWter7lWGFiopYh1Rg4CmaFh5jmkJVbDGX4xUwhTRTiclAAyjkzbc7/NuiojSSYAUjhUAK4BtBNDDOlbKzgorZJ9GLtol80yEUOi2bL4wioFiwk4P57ie9OEs1x9YZqHAo+alUK4L14G7xIkpDKSUCCEoDZQyrGgYS5XVhecyHPyhLd7ldWLZPewR20Zs7ah6LxXYNw5PWNnMZIUVL2LFw8PD4xuNFApSqEihoIjCiXPGVpE9J9TpHcXdXTjCoaW4lF4xI30IK7quUxSN0t7RgWnkGS6ZxSIh0By7IMxdgbzFp0wzZb3ve5G+j75ElXxjI1OwUmj5nsTrlzxKaaWJSLadRODLf44DxBjZFDK/78bwMka3TGF0yxQ4cBUz9p9Ge7KdsB7m5PEnUx+tLzjuyUVP8n7j+xw75lh2q9mtP7peSI/QIH+qE6HXr6PxFiJYAkP33viFSA+PbRgRCEBeRik7T/TOLIQ1GxaVAT9xxY9PWgxbsTTbxpQBnG4/PtZCPOYKDJsjjV7nKoi34AokSi5FXz75ESO+EAiFVOlQpBGjAwd/sh2AokglItFGSgCpLjd5Sl6x9URRLc3JFgJOiqgvyhIMdF0nIA3qcb9f241O2oVFQKaoDlWjCAVHOtiV45BIFKGgKRqoxe73sZQIRcF2bBShDKxCwluDjKgF6xaLIpXua2MYdRBc+L77s5SuiJAVYTrcxfsMRfVu5E13I3z4VG57fy9ENX/uijsdKyDR7goRbUtdQWmHI+HIu9x2dgruXo9AMO7wnLCiKDD/icJIrXzyo5HAFWzWlWouPzoJ3L/B7rUbd97OVW4KvL7o+dy71rip8/rC7rFY3PolNH7Sd9tASeH7WEufzTy2HjId7ZFfd1E33bSHsodoDyAyZkdGZ1EDpHxRSuMpipT1z+sL7JyeImGaRCBAQg+gS0kqKKhIgBlTESTQsmW61vXd3NsWcKSkSfURyfucqrZEFW4UiwAmdH8KQHdYdQtB5kcVZn5SbKRj4jgOvshapKMhHQU0C5l2MJJ5jkaWFcMWPrrX8Wfei4Lr9i+WUfi70fOEFV3VweeAofDy6N9xufNd/KqfbqObld0rmbj6gIJjTaN/o3AsoRMdnKBrRS4rgpNIrOeILUA2FZgXsfJNYbsRVgZMjZVMKjAvYsXDw8Njs3PPPfdw880309DQwMSJE7nrrrvYfffd19n+j3/8I1dddRVLly5l9OjR3HTTTRx66KFbpa+OcKWFmM/fS1gJKjbDgj58QhZ4h4ViDZglJSiOhUwvnNm9PPL7FhScTtcId8w8gzd/8Q0KxAi1T2GiR8TKuoQVCcLvI6Wn8/lvQOPwBdS0QVWYvmtDBoVCofebntdck0lMU6LrhSlhNJ+K1c+T+nWRreGZ93mIfjCSxr0bOfovRzOqZBTPHfVcwTGPLXiMm969CYAJlRMGhrDS4zMZSq4lWTJx6/Zh8O5w+t833M7DYx1sS+OJEvBj5wkr5R3teXvdL0ZFQCIYoDsYpDLu2iOGpuOzTExfFNv0YWltaMJwveX9kXTqlnXkoU97pa6XVKZT0o32MONu1IMv4nrupzqzYkvCFyaYHlMMVWe5mV44Nt1zNKt+lFCUEfFOMuOcYydR0u+6zG66jC46ZSeN8UZAkBIwJFSFlJIFLQuy3YqbcVShUhmsZHnncmLpRUNFKIwsGYkjHdbE1hD1RfGrfpZ3LkcRCuPKxiGEcOuTGV2YjklACxDSXPdby7FwpINP9X3zRJhNRQjXecMX7i0GAFSNg29f70bC5AkrZqKVfluKWvg3eOrkde9PtOV+1gJulJUWyN2nL+xGWenBXHq0DAdeBYrm7tOD7nGqzxU4wz2Eq5P+6P5tKunIj/y5Ug+HGE76oxul1Rd6j3oIxz9aGDWUj9ajuPN3HnC/J/pC6bGEdOjNrnAmbbffjp3+2endtnrHvs+5HbDNjCnSxlATOMJBtdzfj2qncHyCrlDu85UVWRyJ4SvCVoM0l0BxLIatBVFtmQ1gjuthQn3UkxBCoGsapmUVRqhAtlC8T5qAoDjuuJJPQsEyBaS6UWvT49AmfN86mbl23t9NWEiqUp2s9QfoEkUIcmJkusxMYb8VC3/xKizAiuU+xo4VooO+UygaRhMxI45BKaSjYDa2bkt/Y/VIBTbxo0Pp2uULov8biRoQ2Lb7nI4YfTh+1f2u2PMPewKwjxhReC6jbwFt6yGJDkoWCCtyawsrme9ZT1j5xrDdCCsDpcZK1BdlUGQQ1eG+wxY9PDw8PL4aTz31FBdffDH3338/U6dO5Y477mD69Ol8+umnVFVV9Wo/d+5cTjjhBH75y19y+OGH88QTT3D00Ufzv//9j5122qmPK2w+ZDa3PIBA6eGlpQmboK6Rsk3i+AmQwohoKGETv5qANonhK6G2zSKsmFltwVR09J5GauZ6GxHB4csPSZfS9RQNlec8l3sIKUr6fb7HmWr7kYASCJCK6EScFJqd228KlW41RFLxubVPlFxe2x5xO4h1pHF6/vlXufLKW1m2bBXfO+1srv/ZjTz36t/51TVXsGL5Mr532tnc9KtLsO0wul5Et2Wz1jAJKgp1tWFinSnWJE1sdWAFtvSKUAKQENLdRbvF7Ys58OkDufugu9mhfAcAHvjwgWzT9lT71ujmhumjmE1k//23fj88PL4i29J4AqCrPmJqHMWBlC9AZXtrdp8q3MUpXQgqZDtlNKA6AaRQSQWqUBLNWXHDcIJoqgEtn7sCabTGTdXVg1gsRkdHB+FwuMCusm2bWCyGoiiEw2GEPwJxN+c+5aMKomCkbWG3tuLIDnxWN912EhnvxGc4YMQQojDtjBCChJWX9hJwbAMH4aYdEREUv6Q52YpiOZiaa3fpik68tZHiuES3wFQh7hfEWxux68r461/+yi0/u4VVy1dxxqkn8quf/4z/99IrXHHdDaxY4W770S8vw9QcOmOthA23U1aqg4QRIwG0A0hI+AUpHUaXjkazJE5XFzEzTpfZ5abVEQLS/5t+FdunUhOuISA17K4uDNsgYSVAgGE6xDpb+PvDD9NardM9tIKjRx3NEFlK9+uvszq2hoWtC1EUFVXRUBUVTfEhh9bByCHsUrUL5TJE/H//wzdkCMmWJtoTbTz44QNUhaqYvf8lRIfmFryMZctQIhEWOqupDFVSE65x04Wqav+KRL7CnDEf2V3s0k9dYfwR8K1r4fOXoGK0KxBWjnU/28FS95VBCPjJko0/994XbXzbIXtsfNvaTXBqqJ2w8W03RQAZtAm/seJBG992G2JbGlMUTdARaEZIhYDlCikCiUSgC4mZSQ+WC6/HVnxI4UdgZiPnnbwv8HUVivf7/ZRFoqxtb0O3C+fAtiYIBm0sTUNISVk2SCs/H5kDqtqnsOIKJ31td69jiUJ7qdLqpNLqZJU/X8gslD4kAilV1EDfEWNCsfnH8//ghitvYNWypXz37HP48Y038+rzf+POK3/M8mUrmX326Vx4450AREWSgO2nWV2HMTJAbJS+HNJej7/MmPIOUkobOzhuVIpf7x1RqDqFz7m/ndtKwy10thTWVLG7u9fRegtxwpOuuNJTNPfYbhGyTyt/2yUjrHR0dFBUVLThAzw8PDw8sgzk79CpU6ey2267cffdbk5ux3EYPHgwF1xwAZdddlmv9rNmzSIWi/H8889nt+2xxx5MmjSJ+++/f6Ouub7nkUwmWbJkCcOHDycQKJzApawUHStbQYRxZIqk36GivRPVNgCJXerD0cIkUVG7kvhNi3hQww7aqNIk2myR9Jdh+iLoJPCrzXQLHUOG0SQgJJbuIIWD7ijopoVEw0FiC4EUGkiBigTHxNIlcV2jLJ4k1JnCVv385g+P8euHH6SxqYXx43fghutuYNdJE9BljFI1hilVWtRKNNvGEQLLcdwQeBQ3j7AisRQb3WdQm+rAccCwQ8RVjQ61CKSCkBYhBIaEuA6mLikxkwjbQNMFiACKlcDEh+MILE1HSJiy0wSOPPFkZp9xLoO0ML7iKJN2GcVxx5/Muaeejb/IT7DMQRIBCbYQGCioSCIk0X0BVoogj99xB88++jCrVq6gtKyMU2bP5vyLfpj+LUnQLDThJ4CGtBUsaWNhuj50Mj9EXyI1C0yFppVr+PKTVlZ3x2lQltMlVRzLAifX1qlYS4U+jLHUoHb4abJSrIgsouaDcYRjhYtIlp6iYdwq2tZ+iGOX0lBaTJnqoAoVpE0q3kBR12ockYKqMGP13Sg2StH8lSwAOu2lxLRuugJueg2hCErbyyhWUtSLMEVmGQF/JR+juG3VbjqDLYBEKIKSjlKKMRmkBihJVRDwV7BAaLTbS0moMdqDTYCkmAQlnWVEpUWl6XB022sE1Fb+oZeRaqshFtyNUKoNA5OUMBAIdFUSDemkinXawgrLlCpqlzcRNYsJp9owMUlm2iqZtj7awpLlWh3Vy9YSNUuIpFqxpElCyWsb1OguK6WpwqSJGsq/XE3IqMI2bGyZwhBdCCHQNElZkUqirIREuI1Gp5bSpWuIJCuwTQfbMTBEZ7ZtSUTFqCglHm6l0amheFkDRckKbMPBcQxS6baqJikNKxgVZaSiray1aoisbKA4Xo5jSOz8tqqkNARGdSVGpJW1VjXBVQ2UxspxDNJtO9y2iqQ0JDFqqjAirTRa1fhWN1DeXYZjKth2pq0bkFYWdDDrqkmFW2myqlAbGqjsKsUxVGzbwBAdbskEBUoDNnZdNalwOy12Jc7aBqo6S8FQsWwDg05QJEK4bWVdFclIB0dMPZadRn61hZ6BOqZsS+MJwPLGxWgJP8JyiAdCVHZ1otkGQtqYAcHSihp0W1BidaHYNnocFOnH8EWRmGgksYkCDsX6chwElqVgKyopJYiKQLHcQrs2KqYqcVSBJi0UBMKyQJE4UiIciSZ9SNy0Ko6W4ne/e4z77nuIpqYmdhg/nmuvv5aJkybhS5pEVBtVOCSkTlxxwxwdRUEqAsW0EI7jRsdIBxWdYpHAFAIFiaEpxFU/mgIYIA3c9F3SAF1H6CrSltiOQGjCTTspJI5hY0mJHQ6x+/gdOP744zhz9myikWIC0RImT96Z42cdz+lnzCYUjBKK+LE0FZ9w0AxQHEBoWIqGJhxMYfOb+3/DE48/wcpVqygrK+XU2ady0bnnISQo8v+zd97xclRlA37OtO337u0lvQcIJLSE3nsTqQLSVVBAEUEFkaqgIIgFREFEQcWCIMgH0pvSm0ACBNLb7fdun3q+P2brLUnQJJeyT36bvTvzzsyZmd055z1v07BVDVV4uIoHUuKgYKouumqgSgct56BIgSJVbFXDcy1WrF7Bk089yvtJm4WNA7RGx9NAkub5K9AtnZgZoyPeQq2aZiCUw/Ncur0gC5oGaImMo1HNMemlhQRNDU3UsTreSo2SIRnK4kkbaqaQqDHJOhax5W8xttfDsA00oixvmkStSJM20oR0HVtpoDs4gEwlifYuJ+7o6G6QqBVjWeM4InqOnJ4mrAgcUU9vYAAnmyHcv5I6R0VxQ0TtKMsbxhHWLSwjTdjzcJU6+vQEjpkhkFhFnS1Q3QhRJ8aK+jEEdYc9eAQ37fKMsgWLQi7TlDSGkyZi6wScOHUyQk9NHE116NBT2FYA1w0yoGdpsFYSsFNEHA3DqaNeRuipjaNqHl1aEts28JwQ/XqWBnsVAStJxAXdbqDei9BT34CiQ6/WT9YKImydfs1EeibYSRodE92qIy5rWV7XhqJLslonYdNEtQMMKCYeOTBTNLg5dDtOvVfHsrpWMMDUugiZOTTbYAALqeSQuTT1XhrdrqfBqWVZQxvSUDC1ToJmDt3WSEgbqZjIXIp6L41m11Pv1rKivg0voGJpXRhmlqClkcDBVXPITJJ66e+3zq1hZV07TkDD0bvRzQwhSyUhHTzVxMukqCWJYTdQ79awpraVXMjA07tRrQwRUyHhunh6XlYmMJxG6twYHTUtZMMhpN6NYqWJ5gQJx8MLmHipFDWin4DdTNyL0lXTQjIURjF6wE4zvrGWL51x/vo9qD/EM3S02dR9yv/Sn5hWmtUDS9GtILrTCEAo24VClsWtzShAwFUIZhxqUyk8RWAGapHCwBUpopks2ZA/YVzLUlQ8TBHEFCqOkHhoCKnjqgoIz09pLD2ClkMo6xtmVM8iGw0SsCTSFWRDGqFsKfLqV3+4g5/cdisdPd1stvnmXHHFVew/x6856AjooI6AdNCFgiI8pLBwJDhSAREgqftRJTVugphVOame1lRqnBS6lCSMKN1qE+DhKjpRtx9FkSiuTpAUUkqkFJiqjhQqilCYvcUcDjvu85z4hZNpiajU1tQyZ/Nt+NznjuD0005BjTai1TZgqQYRsmhWEEtYIBxCpEiqMSQqd/zsZ/z5d3ewcuUK6uobOOmU0/jq1y/Akw6uaqEIiSIkqicQrsCVmm+HUQII/CwAUjo4qoVn23SsWsm/3/0XdrdLn1OHB3iBiWgyh6rq5Nw++iLLMAyTWMAlmlQJJgw61ChiQCU7UMeM5CpSwSBpI8vK+ApcI4Cup6nJtpEKJlhjRtGiKhExnlDfIjRMxndvTn2mjY74Kgbiy9FrBI6A/mwUbAir7bTXqUSiLgmri+WpJQSsBsKGg9AEluPRn42BA0HRSntdgFjMJmX1sjS9EMNsIqI7CENg2y792RqkC0Gaaa8LE4tZpO0BVqXeJp6uZffeJ4k9HaC2eymK9MiEmlgxewuWTGgnFVIxBRjZJDWpNGYwhAwN4EqXxmyY2pyN9MJ0xGIkwzqmAD2XpCaRxg4F8UJJXOnQkItQm7XAC9EVjZGIGOQEaGaK2oEUdiiIG0ziCQfVbcewFBRHpStWT380SBpBINtLS38fYd1FGgN4io3itWJYGqqt0hOroy8aIi0Eeraf1r4eQrqLMBJ4ioXwWjAsHdVW6YvG6YmFSAsFNTtAe1+3L6sn8VQTRTajWwFUU/iyNWHSQkExE4zp6SKkuWAkkaqJ4jWh2QE0UyERqaWrNkJKKGCmGNfTQVBzEUYKqeZQZAOKFSJgKiTCNXTHoySEAnaGcV2r87JpULOIvGzQVEiGauisK8mO7VpDSHMRehr0DMKrQ9hhQlmVVChKR30NCaEgnRxju1YTUhxUI4MSdjj/gmFqta0HG7o/+cRErFSpUqVKlU8ulmXxyiuvcOGFFxaXKYrCPvvsw3PPPTfsNs899xznnXdexbL999+fe++9d8TjmKaJaZrFz4nEyIUR14YQAlvz0F1QRICwBZlwCM3OEMp1o1gOWScCKLh6mEw+UtizLCwlS4yBog+VTQiRrUVH8b0n89jKABkjzXTHws6ESAV95Wi4GBBbJrHoJ4qNI4L84bFnuOiHV3PN937MNltvx69uu4njTziOfz3+CnWNMZYL37uuxswSxh9sVAwYJOCBIMOAG6RNGcBzFRK0gQuRorOSf2IGoLkZUl4P9T1++rNUdLx/ztSg5tut25BOp+ju7uaA7ebSUN/iK2AdS+jp6mLfnfeitaUNw0qi9ObIhYYqjGAw4PVyzWWX8OKjj3LZhd9js5mb09/fR39/H6Gcv40nXHrUbjwRJexGCGV1NKliDHMFPTx6It24BMlIj+ULbULdUcaz+RBZV7jcUvcrTH0O0zIHs92bHs12lLHqZjiKCVQaVjQ7wNg3JzMW37N49jDpxzeffzutna/x8pyzScQ3oxDQPg6AaSyu+w+vziwVnf3iu9ejSv88cvmXXwFlKitq3+WVze8ryp763tUE3HCFbDvQzhTWxBbx0qxfF2VP/OByInYcgPvwvdf+b9qP+NEf3+LZnU7ANGryd6BEMgFdyeXcvdWP0B3J7//s8u95l5ELbTdUNgl9Ax38aeurAPjjXxxe3vYi0tFth5VN9ffx17rLALj9LzB/y3NJ1EwaegF7QFme5i/bXwTAL+9WWDL9TPrqZgwrqy+z+csO/sTPT+/V6JhwCj2Nw3gF90BoGfxuh3ORQnLN/Qap1mPpbN5uqGwvhFbAH+Z+E1s1ufLBAF78cFa37TRUtg9CK+HP215M1khy8cNBgqEDWTF2j2Fl1VXwt62vIBHs4YLHg9SJvVk2fr+hsoC2Gv6+1Q/ojazmq08HGWPuwuJJIxSKXgP/mHU9oVdr/2vDykeRj1t/AhBMSWKZAQAijiQXagIpiZgrsJCEcwlqzAbA96h3yrJPRJUkqjRJyBigMGBPBMAwEwSsfgIk8RSNdMRP1yQAw8G3muQxrCSBfLpjKVRS+SgXFbj/nru5/PIfFPuTW2/9KScedwKv338/sYYmUoWaUQJ0WblfzU4TypUeeslYE0niJS9eG4xCDVgnSzhbKvaeVJvBEn5kZF62uF83R12mk1RHJ93dPeyzy0GMad4MgHTC72P23vlAxjfMQHVNwgOltDCpyBhkPvLGyAebXn7ZN3nq6ce54ttXsO34RnoHBugbGMBwY3iKDqIkq+b7v6Dn0JIuFfVNh1vxVKMoa7samhuipW83mjp7ueDu7xRlX9n6PAZqp4AGY/NzgjH/9jPJyXL+X0sT069tdTZ99f65FWRr8l810eGy51NfLcr+Z4sv0t00B4Dx+f2V53k45qmvouSjm97e7GQ6WubiGTB2mK/u4c+ej+74vdE7049jVfsuoMK4/qGyhzz3HYL5iMuFU45k+bi9QMDYfGatt/IxKo3AIY9eTjjbCcAHkw5h6YQDWQOQ8W9x+fTHwS9fTSy1AoAl4/dn0eTDfNmcLxsrk93vteuJD3wAwPIxe7Bw2tG+7Bp/fST/AtjrjZ/R0PcOAKvaduKdGYdgA62rC3ubVtzv7m/9iqbuNwBY07wd8zc/DBNoWTNUducFt9Pa8RIAXQ1b8eaWh5EDmouypZphO7z7B8as/hcAvXUzeH32qZhAU8dQ2W3f/yvjVzwBwEDNJF7Z5jRMoLFzqOzsxfczaelDACQjY3hp+9MxgbruobKzlv6TKYv9lJuZUBPPz/sCJhDv8V8wpSg7c8UTTH/flzWNWv6105cwgZqewj3zZa3Fz8EZfKLYFH3KhuxPXMejqROyoRq8/JA3G2oillyOkevC1qDWcXC9iWTClWNW3TYRZX7ZSW8MimshpEfI7AMkUtikog1o+WdiQX+QAjJhQEpCuR6kjJEOlFLQZfKHuvf+u7nwmh/w04svZvuttuLnd9zBiXkdpanRN+gUfqsScKUkllpe3E8qHMIopraKkhuUuiveuwxQcYSCF23OJ+1SAQ8tZ+EJBS9Qi1s2Xi/0Q+l0ip6uLnbdbRvmqkHSahvpzhTdXd3sueOhtNdtAdLDyXqkhEtG6Ci4NLs6Ep1YqpdG2clXrr+BZ596mssu+n6FjmJkBaDTHe7wI28kxMw6gk5kkHZSyDCgkwp34WCT9TJ0rZKMf397KqeJC+ffyh/n3MqA0gUOzF1xCNus3HWQbAtTVi6gr34bxg2UItFyaprb5/pjaMVTmPbOeWw3sEvllv3ttPQPk/YReCJo83LQQYv1MbH2LT674OvDygE8G7R5LqigRhKMbXidYxZ8a0TZ5wM2z4QEaihFa+vLHL/wEt5nZ9gCJix9iCmL72dV286sCO6L1gHxQduHUzD3xe8RzfgP90UTD2LJxINQs0NltTRs98o11CT92lNLx+3DB1MORmShtquyL9XSsPXrN1DXvxCAFe278t70z9HaD61FqQnFv7b6z0009vp1qla37sCCmSfS3A/Nw8hu8favael6FYDOpq15a4sv0Njv95+D2eydO2hb8zwA3fVb8J+tvkLjADSuHCo7/b0/MXbVswD0xafx2pxzqRuAulXlUn4k45QP7mHCcl82ERvPy9t+i/gAxFeXy/rjkolLHmDykkcAfxz0wtzvUjMANWuGyo5f9ihTFz0MQDZYz3M7XEksAbGKMmK+7jZm5dM0r/ozXDDMiY8CVcNKlSpVqlT5yNPd3Y3rurS0VKZZbGlp4Z133hl2mzVr1gwrv2bNmmHlAa6++mouv/zy/73BDB/d7WgaOUPB0AL56A/wsFE9cBVQEKj5KAnNTmMZ/rSAJ7TiRI+QDiBRhIchwcRAKKDk03wNd1wFF0P6+fYVQ/LLW3/O8Z87kROOOhYk/OjKa3n08X9y159+y5lnn+HXIEYgPA8xqEjpQGKAK354OQ8+/CDJZIJxkyZx+YVf5zN77Yji2Nz34P1cc8MPWLx0MS1NLZx+8hf4yhfOwlNcNFdiWhaX/vSn/PmhfzKQSLDZ9Jlc8s1L2HmHXXj6xWc58rjDATjmpOMB+N1df+Okzx0BwJHH+xPA//eb37HrvB1whF2RHkD1VASC1W938Zdf38LDjz7PjElTQTiMmeBP7jn5WT0PF4SOguJ7TOPhCAVEobRl+b30QOh+qhfPwxE2vZpA6n1DZD08UFsxZIxINo2TT90WcEO82/AWW66ZSciy0JwsA7FWMkaSmDm0LlvC6McRJuN6HDTHLw5qBfxhs6tkMIVCWhgIrZekbuJZpaF6b7ALVQh0VxJyIthopEQAofUxoGcGyfYSkEk01yPsRMtk+xnQ03hWazFPdV+wF1vLokiI5xrwMIjYDSxtXIVudqO7SV/JLbskpgGu3kWDGaHfjbCkPotm9xLBGiJr6WAHemk0w3QRY2l9GsXpJ5JlqKwGZixJkxmikxqW1eVwnRR6tgOQiGK1VbA1SEQsorkakiLEijoT28vkZUGIUtoCR4WBGo+YGSNBmJV1NlJmh5V1FUl3jUKNGWNAhFgddzCkNaysp0i6ahSiZoQ+Nc6aGoeYcIaVlULSWasQtcNkZYiOWo9GxxteFklXXCFsh0iKZjpjHnpWDisLks64QsgJIMxmuqIeMVcZUbarViHo6ERC5dOTH38+jv2JqRiE88WsRCFPvRAk9ShWIIVUM6QNnaAdRnVLmeWl6iKUHNJ20ZwMrhZE5lM8eor/28jvtKIP8QS4qiga+D3hlmSplL351p9z/HEncvTnPgfAj664ikeeeITf3HcvX//CGQjPLuawlwIctfRDTib7+MYPruCBxx4jkUwxaeJkLr7gu+y39/5IAX//5/386LofsGTpYlqamvnS8cdzzqmngnBRPBvTtPj+9d/nnvv/xkAiwcwZm/Hdb13CHtttx5MvvcRBp50GwBHHHwbAvb+/l8NPOBwo9Sd/v/Ov7Dt7Bp4f7ILi2Ujp4SkCR9FY+MG7/PbOX/PMg88wfeJEgmY3E8aORQBZzwFJUdYvCONg2BJFVta9UDy/b/GEwFE1XAVcxSWc6UBmeitkQ9kuHDVITjdYE21ADYL0+hjXmUNzzErZXA9WaiVpI0hXpA4lCIrbx9jOXOm7AniAZvdhZFeR04L0hOMoAVC8ftq7fANJOgDFCmhOP6HMSrJakK6wv1/kAGO6/P5oIChQ8+MY6SUIZlZiagE6w3UoQQEkaO9KIyQMBCUZzZd18GUt1aAzUo8ICBBJ2rpTKB4MhFys/AyiK5KEMitRVfyZVAGrNUF9v1+MeiDo+T26AFvNyyr484gC1miC2gHQXUki4ODF/LOztPQQ2U5NEE2A7kgSQQenxm9EWs8RyK7CQ2V1rAGhK6D00ziQw7AlAwELt9aXTQVMAtlVSBRWxxqRuoJQB2jozxGwJYmAhYz7P6R0yCKQXQlSZVVNQTZB3UCWkCVJBnKsqvNls2GnKLu6pgFPUxFagngiS8iUpIwsK/OyuaCLkV2JQGVNtB5X1xBaktpkhrApSetpltf7snbAK8p2ROpwdB2hp6hJpYnkJGk9xbIGX9bRwciuBFS6InFs3UDoaWLpNNGsR0ZLsrQxL6sKjNwqkArd4VosPYAw0kQzaYRRme7vk8Cm6FM2ZH+SNtNEpYfiOXiKVkwDnA6qOHnLcIem0Wg5OFLzq9cLP54RPUck66G4Fp5q+NtLD0/R0LwMUuaQgPDy6XiF/+xXPFA9UDzXN6ZLFyUYAgTSK9VDERJ+eevPOfHYz3PCkZ/FVQTXXXEpDz77L/74l99x3lfO8SPUK9KKSWzN30d/IsF3v/9DHnz0nySTCSZOmMTF3/wu+++1PwD3P3g/117/PRYtW0ZLcxunn/IlvvzFc/KJ0ASemePyG67jr//3IInEADMrdJR/ceRxnwHgtKNO5DTgb3/8B0ccdwhQ6lPu+cN9zNltezQvjFZWwEUAnqKycOFC7rzjtzz2yDNMnewbXseMnwCIooYipe5fDOGPH13FLkttrFHSPTyk1PyDCBXbsOgPr8Yt6JhuHYUpXyGy2E4d0lNRDHACw9dmKhjqHWGjSd9LI+hGmLfsc6iWzqL4e0yw4gCkRJqm1ADZSDtZLU3GSJfuSqHWjRtDCdi0h/pwtCyOG6En1FmpPsn8GMGNguHSHurF0dO4bmwtshE8Q9Ie6sE10kinht7QGpoSIVy9llywgbemBqgRCSLZlSQjkDIECAhYkpq0/51ZUwd61KDO0jDUJJHsSlJhSAZ8WcOW1KbysnFJX0gnbhsYWopIdiXpECSCvqxuS+J52c4al4ShI50G0oaGkV1DIqiRDnlIAYYjaUz6v7fuGoe0piPdejKGjpFdQyqokczL6q6kKeHL9kZtckJHunVkgwGM7BrSAY1E2JfVXElzXrYvbGI160gvTi4QxsiuIWOoDER8J0fVk7QM+LL94Rxusw5eLTk9ipFdQ1ZX6Y/6soqE1n7/O5MIZlnarINXg6nVYGTXkNNV+vKyAmjr82VTgYwvK2uwRRwjuwZTU+mNyeJ9be1z8nVpU3nZGDb1GNk1WKpKT01JtqXfQZGQ1ZOsahpUG2wUqRpWNiCu53LwPQdTG6jllv1uocb4aIWoVqlSpUqVtXPhhRdWeJAlEgnGjRv3ofbhWS64HratELBy6E4GR7Fw9SY8oeBEazHyxoqA209OcVhNnLGxAPFoEIjTMzBAxDIJqr3kgvUgBJ4N0nOpbYqghzQaiONmbN4zXJyoP9pQnTVsXjexWBulRAOdSxNkAUvYvPHWG3z3su8SzXUiXZfAtGnst/9+vDH/derVGrqj/iRBP3W0RoN4WZuB3hTSFRx32ufImhnu+M2vaQ8GeWX1ahJGhiUhhdWvvMwXzzmdr3zzKxxw+AG8/uLrfO9b36N5TBs7H38wNSn4+lVX8c6ixfzxD38kLnQefOAejj31GF7629/Ye99deP2BB5lz8IHc9KufsPlOs2mK1vLG/fcz+9BD+fFvfsyBW+9GqydQdJNo3HejUdUwkcgU+jrS2DmXhx99kDETJ/GPZx/mlBOPRCiwzz77cM0111BfX1+8KmNZ/9y3Y2j00yv0mZz7na2GTa9Q4DKOr/j8i7OewHMlhzbtj/r87Uxc9k/+uucBvPiFr3BxcxPffeRdwhGdg55LYuf8Ae4JZ+5OW9xk1UXfocvo4b2pR/le6sAx5+9K6+TB9eRG9ugayjfWWzLtns2Up98E4OJTtySiqax5eT6PXP8vEjVT2Gb1YSw5bXfOPO0L69hT3sP6y+tz1K/5b18aWSLzZje9v1/Amd4tNJ85e62yBS7ntHXut8AlnLTeshdzwqjLfudDyPLfyFb50Gyw/gRwPJe04f/+Y6kVeFocIRTSRoQaN0KT2Y/q9JGSJv2ylpqgR729Ail0Os02ahKrCWndeIrCqqYAnukQi0VpjW5WcbxcJoOWgoSaplvvYUb9DDRFAxqGbZ9lWfznrTe45LLv0j6u8GytZ98DDuC1hR8QbhxPyPTPQa0NoMZKcWee57HzMQeTTCb5/R/vYsqUKcyfPx+vz0QLuMx/Yz5nfuV0vvGNr7P7kXsy/5X5XHr+pYzdfDNOOeUUVqVWce6Xv8rS95fx57/8mfb2du655x6OO+UY/vPGG+x1/PG8M28eM7fYgr/+9a/M3noWDfE477zzDjNnzuTuu+9mh222ob6ujkBNTbHOiO9QLcF1EZrGnXc9weTJk3n2lac47ovHIaUs9id1dXX+7JEQxe0ra56V+pjyHkMoCrlcjnQuwmcu35eAEQBOojADNz2/vVAUlEipmLQ7kA8zkUcVl83QdYSuI10XJRQqtcF1/RyA4qRi29ZdNePE4l8jl9weKrtu1i674tvPkG6PMKAmmXb4b6g7Ytpa5TdGGzaN7OerslX+KzZEfwJ+nyJND+lIAqkuVjcLGjLtCATdYWjIjEUg6A92YisdWMKgOdxMOOLPa/WtzjGg5xBuBqHoCOkCAulIjNZx6CF/elG6HvPTOTzD1yfGsBwDv6B3YTo/Fq5B0yJ0L08i8xXnw/V6SUfZvBQpu9/++/HGqy8TVfyJ1H4pCYQ0QjU63T1d2IF6sHWOOel00pkUf/jD7/HqPd5/931SSoLO2BpWvbK8Qkd5/9klXHjxBcTravjckceBMDj3qh/y/nv/4a4/3UWtleHBfz7Ksacew8v33sv+O29d1Ed++usb2HPLg4jH63jj/n8w+9BDuO3mO9h+m3k0RgwMEcXxPNrrwwQjOj0rU7iOh6saPPDU04wbP5Z/vfgEJ59a2acUdJT2IfESI9NOnFwuh9YPV33pG2vVTy6lFKHs2h43n/PkEJl433v0101H9VRen2QwZ4lF1hDsOLAbuZTNRceezj9+/gaKa3HYM98sbjdzwfzRrdeV56+HnUdH+yF0tGzPB1O6uf6Ca9exxYZ/zjl9OfCORI0HEer6XJOPwnP5kyy78fnEGFZuvPFGbrzxRlx39IolDVgDrEytZGVqJSEtNGrtqFKlSpVPGo2NjaiqSkdHRSwoHR0dtLa2DrtNa2vrh5IHv8hiIPC/eT+suuTfgJ8Ey8y/8keH8TG0wxsIK/0ElSSrb+kHB+pZSQbIlO3HatXRDytNnpt/XAg5ly4qEd/epsyTx/e4Go5gRCeXthlI9uG6Lg35iRh/J4KWlhYWzF8wZDsBaLqG4uk8+cxjvPr6KyxYsIApY8bQt3oZ6tZjKEwG3XDLz9hh1x048xtnYngGE6dM5IP3PuDHP72Www7dm/Q7q7nj3nt55/GnaN58G7zebs495RQeefZZfnfvvXxn251ozCsVdfE4jS2NGDbU5ZfV1tXS2tyC0dNXEZkj8oakeFOYruVJli5bwurly3jk3nv4xc9uIVyr8/Wvf52jjjqKxx9/fNjrs1HJ3xLH8VDK7s9LiTQ945v4zyT/O7ePlBV3T29vZ8Ltv+Gp239L8nlfgT7polnExg82qmw8worCoU1xYppCYYTVlc2h5L87MbMB0e+NvIONRNF26H2iSgVW2QR8XPsTGz93gx/b0I8YH6P10BrSshFHBui9dTXS6cdgFTmglL2hn2SzRu1+MRRgcsNEVn/vBbxMJ6tYVHG8lou392uySJW2aFveqDIya/XUXrAAaZZFVw0q6/noo4/y4osvsmDBAqZPnw7A5MmTsVamwJP8/Fc3sdeue/C9r14KwEFzD6JrSRfXXnstp5xyCnaPzT1/vJdly5bR3u6nHzn//PN56KGHuP23v+Wqq66iJb+8oaGBqZP99BEiPzFXX19P+8SJw56XEAI0/9wXLVrE0qVL+es99/C73/0O13Ur+5NBE0lCiGELLY+EEg6jrmUirBy1duRnf/kRy9v/cSHihYh4IdwBc93CVap8hNgUfcqG6E+g1KcUYuRqAQc/J19wkoE4wH9mxnPNWLf8B8OR9LOa/kH7UcerRI7Q6MQkYtXi3raArlzlPFwd0HORn8rVrwniYybawFMJGPnHlCiFdfT0DN+nNDc3s+A/b1cs0wIqQhHFh9+zTz/Ly6+8VOxT5vfMZ2w+Wh3gl7+8hZ133Ykzv3EmAFu378DChe/xi1/+jBM+exzL1iznrr/+nrcfe5QZu+/GwML5FTrK5ePG0VSmjzQ3+20s6C3x2jqam1vQ7TSOM2hcnG+jGahn4ZpeVq5cxT13j9CnbCKUESb8++v8/nggovDupABzlliELEnO8p0CjbzxzFP9WmuFvWQzGcJljgAbm6zr8VhPAtPzOLK15DSnlEVqNneNThrbNde8BBLavjOvwqGkyieXwS6tH1vOOuss5s+fz0svvTRqbejP9QNQY9SgK/rahatUqVKlynpjGAbbbrstjz32WHGZ53k89thj7LjjjsNus+OOO1bIAzzyyCMjym8KFDyinkmf24YlQ8Om7SqgKjqaESKjJ3BEdkS5tpykwfKIuEniRnhEbyE96HuNKUreqzY/Ma6Ew4h1TMAUtnlr/pu0t43JT4IJHKUsxh1Y9N4i5sybU7Ht1nO3ZsmiJbiOy1sLF+K6LnMO2Jf2CY2M3XomTXPn8swrr7B4+XKs7LqdIwYbjkKhCRhGc8UyT3pYpslNP7qZnXbYmT322INf//rXPPHEE7z77rvrPMaGpnBPVr7bjxmIAyDzy+5a3YtuS2YtNRGmrwxss/8E6ttKOaEdtxSuLwKbdoAuhOCWWRO5fuZ4ajT/OyRdjymL70O3+gFQh0RIbXwC0+povXAuDSev2we7SpVyPin9CYDMZ1135Ho+F1QdVVH9Iu/DoORVw7AXpD5Yj5d1cFNW0ZvY6TdxEybSXbcxVQ7u4AYZQV9//XXGjh1bNKr425SiPd55/z122qFUg8jtM9l5551ZmO9H3nzjP7iuy/Tp04lGo8XXU089xcK336sw5Egp8cz8uZS1XXoSL2vnCxQP3yO7rotpmvzm5lvZZafR708+aUgpUeOlCWMRGK5S3MbHXNRP8tmVWMuTo3L8Kh9fPil9ykiOWWvbQor1c24ppJV0rQjSNZBSpZh2MH/YeEsYzfhwv39VLY0/35r/JmPGlPqUwc/0hQsXsuW8rSqWbb/tDixasgTFTLLg3fm4rsu2Bx5ENBplzOztijrKomXLBh25wr0rv8TXYWw9MqT/K7+yvo5icdvtt7HrrruOWp8iFFHU75bPHprydWGbSlAO/U4YodI96i6rP7hs6dKN0MqRSbkuX3h7CWctWIZXdsHLMgGznl/PDU9B1646f31q+Hi5snzE6c35tv+64NBc6VWqVKlS5X/jvPPO4+STT2a77bZj7ty53HDDDaTTaU499VQATjrpJMaMGcPVV18NwNe+9jV23313rrvuOg4++GDuuusuXn75ZX71q19t1Ha2X7ETtmWTWbIUT43h6CE0L41UNXRhk3WjSFSSbojac1pJ5PoQCJoCNprZB5FmVnsutekaXCFJGwOYqkLd8dNRQyrxppjvoQW4SQuZdYg44MQjhKPREdsVCGlorRGijTqqqtLZ3Q2TJ6OEIwhF8T3lmluGVasKSk8wGCoeWwjwFAWoNIYUFDNTFRUDWgmkMxlUVeVff/oTqqZjqyF0x8/HGwmHCZkDuJ5vRKjJDDWyGHZp/yLnl0PRtGgxYqVAS1MrmqYxfWKpCOtmm/kpb5YtW8aMGcMULd+IlM9hGrZfcPToxx/kpqNPwnurnzlJiwNeK8UrzZjXSrSuNNGkalox/7MIjn5ErCM9ahOLqRl4m56mnVHZ9BNhiqGifEgFvEqVAh+n/gRg2YqVhLx8zS0chFARKEj8SWAFj7Yv+p6iH6gR4rKGgG3jSYV+zUP3HITpYcVihIDWb1UmevKyDm5vFre/FC0gpUToCk5PFjdpocYMvJSfykWJ+A5kI3pqr+mgpbHS4D3YsBIKDfMsGzwJIQBVgCvxMjaeXZoxGVjdi6qqPP/ws2iGhpctGaCjkSjSKqud1J3FydcRsQdKOeABnJ5c8VhCVUBT0Bv9tnmmQ0u0AU3TmNI4AXt1GgRMbfQLyRb6EzdtIx3P7x8V4af+UIW/P8EmS48iHc8/vlI6nvQkbr+JvTpN5rUOjAm1xHYdkz8/FzdhotYGUAwVL+f434HCeWgCoSl+gRYFlJDmn9MGRAhB27fnknhsGYlHlqIERmd6IvN6F+kX16CPiVJ/7Ay0huAGP9cqn1w+Tn3Kqp5e+kwPxfBj4OO5ZjRPJxvqJVReduMLY+iVtUxROgiRhVgbKdtGqv0goMMbwBIugjr0z29GXUsELW8Y9SyXNYksqpQEMYmEx+C5KZwyB6rCc7HwvJJy5D6ls6OTlqbKKJZMwiIYKTkzB9YS+RfwjCGGI1FmNDCsJOl0ClVVefovfyZYW4eX8FMvpgMwdtJMyGQYDjM/92cOMyYtPvrL+oCCjtJWOxHpSYQiRk1HUTSBZ0lWbhGj7bUFaEopwmfBWJXNuofWYQmESs/o3roZNHW/AYC6idOAhZXS8znnScL5CJza7EAxYleRo+PsLhSBdCW4VcPKp4WqYWUD0p3rBqA+WL8OySpVqlSp8mE59thj6erq4pJLLmHNmjXMmTOHhx56qBguvmzZMpSyQdZOO+3EH/7wBy6++GIuuugipk2bxr333susWRs3LFgxVDQVvICBa0QRQMC1iQZ9BabTLtXfknYaT1PIygBNuo3iCaShELQFpFeipkFrEjiqRzKWpi3Sihosdd3SUHHzk0kjedsWcCwP1/UIBAJsu+22PPGvf3Hw3Ll+0cm8Z91XvvhlBofRlA+TN5+5BStXruC9995jar54bzmTp0/mtRdf87eT/gTday++xsQpk1A1ndkzZ+K6Ll29vey83fZYWgTDLnmHOmXHHs7LSDDUoy5nriYU9CeJMgl/0m/udvNwHIclSxcxfabvufbee+8BMGHChLVep41B+7Q4y97OJ14YdF6hZWl2XGIXP7dMqkHV/XNMPPggHVf/gF3mzOZBfGXnwZvfZN/TNqe2KbxJ2l6g33ZQhSCmqYhYPod2fp2qVA0cVT5efJz6EwBDB+H5f+uui6sJhFTwpL9MCBdF858bDeggbDyjkZzIkFY60N0Yil6HVM2K/YI/AealbISuIjTF97AUAhzpG3R1BWl7FUYXe3UaoSto9UG23XZbHn30UQ4//HA828MZyPLYI4/y5VP8Ij5CU5COh5dxkDWe/9n12GLqZqxYsYL5r7zFZltvUYxUUcIaXsZh5tTp/PuF59DqgjjdvlHkX888y/Sp0/C6cszebEu/P+nqZNddd8PLlJ6jANLycIZLK1XWhcjydC2SknGkbNmO2+2A4zh8sGQRUyZOBgnvveN7FRf6Ey9jV6Q9qzyeQG+PFCcR3aSFdDwc28TLOqReWIWt+oYNYSiEtmoqOU8MmEhXIgwFYfj3p7gubaPmJxWl7ZF+ZQ3JJ1egBDXqjp2BVmughHWy/+mi966SF3T2rR5Cm9eTe6eX/vv9VHD6mCgt52yN052l8+Y3KjvjMpq+PJvABH8Mk3xmJQMPLvaNSIOMSSKgUnfEtKKsuWSAzOtdKAEVYai+4caTCE2AphDarKFYT2i0IlaiO7WTea0Te2WKjutfAVWg1gbQ2yJEd2wnODUOgLRd7K4sSkjzzyegVg0wVT5WfYoMauC5YOSfda5AeCqKqpYKoIA/FpUKioKfxtbQCMUiZLO+wSHa34jugKeqoIMSKHN4kdDsKTQnPZYbPaQDDdQYzSTpYDDxZt+QLRSBEFox+ufwww8H8tE/jz/Gl0/8YsV20pN4ZRPXm20+vaijlEdCAkghmTF1elFHAVClxkuvPM/kSVNRVJUtt5iN67p09/ayx5ytcfv8FGm2qhKbOInc/MpUZAW8fMpMU1NIByBogboWlaygo3zw/vvUt/oRH6OloxQiVqLdFj3xRloSpXWWFmD7t4ZG8FVGFZX6y02tCwTLnrtZ1yOc/zwhWkeH+Ut6A2cgRsHxC6hGrHwKqRpWNiCrU6sBaI+2j3JLqlSpUuWTydlnn83ZZ5897Lonn3xyyLKjjz6ao48+eiO3aii+8lQa8DkE6JcR4iKNJiwc6UcjxMQaIEg/kaIhwZEe/eYA/rS5oD6lgZQ4mgnRQaYMKUlpgh5DEJQehueijzCwzSQsrJxDTWOo6Fk3Z/JktttyS37xj3+QTqc55fMnrTURwE477MJuu+3GkUceyY+uvpra2hCvr1yIEIJd9t6Fk798Mp/b73Pc9OM7OeiwXXnjpdf546//yGU/uhIpdKZNnMixBx/MF77zHa6+4AKmz9mV9Kp3efKFF5g1fTr77H0Qlu5H3bi6f/0sDcoz9ur1tXg93cXPttWLodehqmGcvDfzbrvsydZztua8b5/DNT/8EYHlGmeddRb77rvvEGVrU3DoOXP43Xf+TbInR2fztkxe+n/FdUGrJCcCCjsePoW+1RkCIR0vk8Hp7CRqWiiqQHrQsTiBmRnqQbYxOXv+Uv7a0cf3po3hC2ObkK6kt24mvY07ANA4pm2TtgfA7sqQfn41SsygZo8PX8C1SpWPS38CIBWNshT1ZIMrmOg4pNwGkJX56+sZAAnpeJyVSX8SS+bNoOVKvvQk0nT9mhZSIoKa76UvhB+tInwztmgK46XtIbUvpO3hdGT46slf5vTzzmT77bdn++2358c/vI50NsNJnzsRJayjhDScnkHpLCXssuU8dp23M8eccCzXXHIVUyZOZmHHEtSAxt5b7cK5XzqHnQ7Zg+9fezVHf/Yonnv+OW665Rf89HvXIx2P6ZOncdwRx3LauWdw7Q+vZfb0WXQnenn8kcfYYvpmHPrZwyoOqTWGEAEVPVyWWrHMiCIMFSWq+xEahWW6wn6HHsA222zDmReew4+v/zGu63LOxV9n3332KfYnSlhH6n5kh3Q9cKXvrSrlkIgVL+cgTRfPcfByDqlnV5FLlu7LmK1KBe/7/7GI7Jul/q7QJulK1KhO20XzkFLS97eFZF7rBMDFpPMnrxKZ20rdEdMIbdWE8o9FeKmS4WnNtS9X7DO2xziklPQ/sBgciQiqvqHJdv3vXT7rZ0UkjOuBJ4vfqSHTR2UTnvaqNOnnVw+WKKLVBUk9tcK/PtlN278V0FsjNH5hSwb+bzHWsgS4Erc3h9ubIzA+VjSs2B0ZOn/+euXGqkDoCkJXie0+ltguvrOH05uj7973Eaof+SM0xZfN/x2YFic0w3fI9HIOmdc6fRlNGbKNFg+gNfgT0NKTuAkLoSu+cUerGnY+Cnxc+hQpFIR0fL1DQERbzUpdRZGV3yOHguEe/wcuRMWzTJE6XnmdjnIFojw1E4LVqdVowW40ESjabor7EoJEVxYE1DaFRoz+OemYUrFqRRUVRhWAXXYt6SjXX389Xr3H4oWLEUJw6s7H89UzzmK3g/fm5utu5oDDD+DxZ5/htt/ewg+uvA6pqEyZPJUjDz+GL114EddceilbjhtHV18fT77wAtvssw97l9Xk8oZRllTPpbG/G0/Riml/C8Tqg/4ztiPDbrvsyVZbbMm5F5zNz3/xU6SUo6ajnPj9nfj1N55h1sPdPDtDsvOrf+X9qUcBUDdCmt+RarOoyto0yA2PKgQBRWB6kqxXGgMZmx/OgvG/pOU/H6rc2QZFqPnkd1XDyqeGqmFlA/K3hX8DoD1SNaxUqVKlyqcZIUTFJIOjAjIEIo2Kg0OAmNqFIjyUovJRmpxQPF+LcbQgUvMnWcJmP17OhPIieMI3qmQ0QQaV9MASZtZNGbZNju17g5oZm2OPPZY177/PlTfeSEd3N3O23pqHHnqItoljkI5Hy0COjqA/oBaFGZU8f7rrz3z7wm9xwimnkE6lGDd5POdefC4Am8/enJt/eQs/uO5H/Ora62hqaeSsb53FkSccQz5jDT/94ZXc8PNfceG117Kq8wIa4nHmbrUVB+62GyCQ+RplXuF6CHC1krFI1XWkoiDLBtG23Y+qliI4FEXhvvvu42vnfo39D9qHSCTCgQceyHXXXbf2G7cRKUQU2ZrfTitf10YrG3QLIXjqj+/StybD4V/fmrCT94BWVXBsyF+bTZVWpkCT4bd1Wda3Armuw9Jx+4Dw70tLtHnEbTcW7oBF6l+r0JrDVcNKlU88QlUqPIkNYQAOXt6ArwhAD4FdMmComV7aIm040kHPqWBDQPVTpUjXw+7MQqHeiACtLlBKzVL2jBGKQI0ZiIDqR2Y4EpkrNebow46kO9Fb8tSePZsH7v0HY7eaVNyPWh/ES9t+Wq9ig+GuX97Bt793MSedfRrpTIYpkybzgx/+ALU+yHa77cCf/vQnLr30Uq688kra2tq4/JLLOOmYE/xdRHR+89vfcNW1P+CCb13AypUraWxsZIcdduDgQw9GGCpq1H9mqjUBlHy0Z0VEiip8o4jjodUHh0xQC1VBrwly//33c84557D7XnsM25/4kSNDU45ITw6ZWFEiOgRUFFOiBFSCsxrQ036ETSEtTElYFCOGivvM/+2m7KJRY7iJ9cJ6oQjavrU9numy+nsvDJELb91McEYdQgiaTp9VkUqsuH9FDImKje7UTmTrZqSbN664nv+34yEtF72t5BKhj40S23s80nSRlutH4ajCl3U81LpSCh+9ddNGY5YTmFBD85dnI12JtTKJl7Cw16QxJpRFGjseSlTHyzmlyB5XIl0XmXMroqC8jI35Xt+IxxO6UjSsuAmL/r9/MKJsdOd24of64zs3abHmBy9W7EeENJSgihLUCM1qJLbb2GJ7k8+uRAlqKCF/vQhpfsRN0H+vGmY+XYRcj6b+DhwFljULlGKIeOXYckBG8kvz64UyRAYgnOnArI2gaqU6HUJTcAQkdIGjhqhVcuCZQEmHUQo1iaXEKutThov+efAf/0dL07rHmnfffTfnn38+xx13HKl0ivGTfB1lUWAlW2y1Bdfdeh0//+HPufm6m2lpbuWb513E544+gazrj29/cu1N/ODmy/jmlVeyavVqGurqmLvVVhx61FHrPHY0J8gF6zHMxJB1ekAtPkMVReHnd/6MH154Hbvvvvuo6ijlxqld3g0hRUnf2u/lNEqdgddnMdAWoHa171yhlj0vDGuAgdoaHFUjto56nRuDkKJgei7Zstpp97V18HoO9gdqRiuivtCPVw0rnxqqhpUNyI/3+DGnP3w6U+LDT2pVqVKlSpVPB1JKyk0raU0Scmro8UKoFLxG8xMWhXdZMqwEHB0wKzy+zEAcw6pMNaLGDMRASRlZm2pcGDwXoh2+ctppfOkznwEgVJZ6QKgKdQ6YtkSENETe2zYUM8gmLXQZ5rbbbgNgzfJF9IQqPZEPPfww5h7zOTRrcdkF8c8UQNd1vnvWWXz37HNIRdqJplYUxWygtqaWzJtvYoV1VuAghKAuVkfmzTcxmxtQyhQ7Xa/Dkn3Fz0XnN0XQ3t7O3XffvZYrsonJ38qGsXlFNX9vtTKlpkJdFfipGgChqginzLy1iT2wxof8CKsPMr5SZWYkmbI8+Jva0AN5/R6GqZBdpconj6ARxDZtRH7yvjE6Bdn7FjLvYSxiTWBVFtcNZvsI1k0EwMXGzeTQCpMmQqA1BHETFjLnoESNdaYzKq9rJKXvze9lHYSucs7Xv8rXvn3eiNuqYR01XDI8CEWgNYdpjOjcduftfnSE6aKEK2t4HHXUURy1lgktDbj88su5/PLLh11f11A/xCAQj8crlmn1I+flL/Df9ieFmivlFK6DlpMoYZ34/pMIjlAboOG4mUA+uihvsJCW/66EtKIBJP7ZqYRmN6LWBEg9uxKtJUx0p/aSoUxXUXWVsT/YFYD0y2vov38R8cOmENm2VLdgiGGpPKJn0HNeMVRYzzpXgfE1BMbXrFWm7cK5ZF7vJDK3db32uTERqii2NzSrsWJdYGIt7Rf70ZrS9fzoI9tD2v59UaOliWO1Lkjd0dP96B5HFg1J0vGNUIFJtaVjGgqhWQ2+4dL1Zcq3UWvKnGpcWaw9BL6xTdoWXn4+1xhbmuD2sg6Jh5aMeK7hbZqpP2ZGcT9dt76JElSHGF+UkIbWHC6mdwPfcCR0BVSl0iBY5SONXqgtIkAKnW4RArIVNUcApJ8ArDTkFAIznS5b4Ie8COliBJVKg7ymsDiq4giAOlrpHdKOgnw2aQ9ZNjj6R3oSe1WqvHGFJhVxHY+GxvqijpJI9LPcWumvw8WRgn0P3Zd9D93Xvw5ugHiuuSLiU9d1Lv7aFVx37rdw+/tLO1cUkJJ4TQ0D3f2sdFegJnO4WpB4rIaFq96hxmpDAjKf8k3VFfSy1IZe2SR7S2szt918J03jY6Myhi62aVDUjyy/h56EfGpiL+CfU+vkGhRVMH7zOpbN7yM0YxwP1+6Hp6qcOVzdtI1MSFXod9yKiJV/SZ393zsdAF1LjbTpRqXonFCtsfKpoWpY2YBMrZvKL/f9ZdWwUqVKlSqfcgY7qPi6isCVBmG1nwAZNPJFgIsDeq/4v+6GgGFyww8zo16+5EMNzpWRJ9EURdBmSrQaDSW/Tz2gkh2UalfRdWBQipeQRNiDBKWKo3i4SlnqKwHhgAvlY17pYth+IWHNEoxjMuGwgu0uBCCohnFTWWTe4FCcHCt6Wed340mk9JUYAaOu8P/+0udJ9fn3sza5FPDrJACoZel93JxL3xq/OKYQ+VQrAKrK3Je+z/PzLiuu25TMjvrK0iuJNJ6UTJkwnVeae9HSEIp2M651803bIKh6g1X5VGGZWVTXRar+pPxAIoXijsEQOYIk0dQ41IzB7l2KLvMPWTVQ3L74zCg6Hgu/ZkdD0P8NfchnpBCimJbov6XcUAOs9yT9p5HC/RrpGglFEJzqF1CuO2LaOvcX2a6VyHajb8AoR60NENv94xV9KFQFEVZGdGpRI3qF4WptaPEgDZ9fv75Uqw8y9vu7+GOdnIOXc/Gyfmo5mXUqIoAQEN62BS/r+LJ5Of+zW4zkAj8dmbV0qLd9gfA2zUXDirQ9Vl3xfFmj8qnLdD99WWjzhmKEjfQk3be+CaogNKuR6LxNnz60SgnXzhsypIIq/fpdMacBWzXJaWmCju8AJPEdtlRFARcgH7k2pLsQ6GX9TdnitS/Ld0zmeqT/E4pAieh+5COVaS2FpyIVFyFVHMutiKgox3Yrlxv5wuZCUbEU0DwIZnuwog1DN5ay2H9KJKoE3UnjakFM3fMzE+SxDP83oukqSt5RwMzYOLaH6uRQPRsCH42x61N/fLfic099ydFOA9JZmxAgB/zrHq3z04W6eYPB2BNPIPD47WSzWVR10/fhkfz1fa4/xVYxP9rxlPseYOH04+gPrmDzuX8BTtnk7Qpv24KXc1Ai1en2TwufmDt94403cuONN+K6IxQO3ETMrJ85qsevUqVKlSqjj5SSvlCQmmKXVBpAZ71a6rUV2NL3PgwLixqZKXree5Q8hgbrJGKYvLa24oDUhpWHfHHeYSbN1NpanK4uRFno9h2/+R1fPucrw57T+HHjefKhkhItpSRS18Jq01dAVOky0ZQMuGlUp9IzLaQ20BNJoXjQ3J8/FyHQpUV5r63rArL+4F24DlbWoUznR0oPJ53lM2eeyb9ffbUsRKfkU/fVr5zHuWedTy5lkx4wCYR1aps2vRdVOWa+qHLr5FrCL71Vsa427Q23CSBKESuKQjjbhWEl8grbprWsbBkLE8l7hc1PZZmqKLSbITqRPNDyEFv0NdHEJp6ky/9GqgErVT4NBDJJAjkXR7VBQMasRcoAmjJASE2CXgOBGAN6C4qVIK5kUfLRKgCoCkpIA31QRIIQpfRcG5jf//73nHHGGcOumzBhAm+/PXwh4E3NgQceyDPPPDPsuosuuoiLLrpoE7eoSpX1QygCEdZRwkPT0BVQowb1Rw9ft2FwqjoRUGn4/GYVxpeCAcbLOujt0aKslxs0Ge5IpOOnQwPwymvBeRJzkV/wXG+NUGV0cfPe/VKAh03QjaC6YVzFJhnoJRnoRZeC8ZbGKtGCaJiaH2YrYPmGe+kJpJAICblAHYapEcinHpRS4vabFcaGAkL4x1b0LEJEAHWIs1Chxtdg/vR/d/t9SsnG4TshScnYsWN56tF/DzrY4I+V/Z8t/O+oh4fEBgIIJOFsN4QMBhPczJ/nM5PpfGrOfDTHoAxpx518JM+/9FzleeXb/I0vncmFp59CrQJooxPxXc6yt3sqPg/Epxb/jnb34xh+9Ft9n8Mh58wmUusb0BLdvhOc53rsuuuuWJZFJLLpf9uXTx1Dna4yOVQy7CnS/46l9X76QqMTsVK7/8RROW6V0eMTY1g566yzOOuss0gkEtTW1q57g/+SValVSCRjomOKy1JWikv+fQknbX4Sc5rnbLRjV6lSpUqVjwee5+GVDZYdpRTmXihc70odXfgKykSlA1OtR9M03IpIkkG52QdFmTgJE9VVoJjdZVAYv+thr0n7nq5DG1nYqLjokL0OZNsHn2VRVEUCk8IBAnmjTHagUomWloVY+D61jY0MhKOAxLIcPGXdM92eHiIyYwqZpSsr9B4lEMDLpn0ZRR9SDLfT7aKZem66/HJyponTLJEqqGqQcHgCqX6TkJ73tPsozbjnr/HUbZrp/r8kdWWrwtYI7RQgCzVWNBXK6vZsaj1MVwRzayM80Zvk+YE0U72yNGAIAspQBXRjI6oRK1U+RUjhFxxWPQuJjSJ9g3bSbSakJKF3EbTNBiBHELO2jZBRMigrhopSFmHipiy/GHlQQ9HXngLsv+Wwww5j3rx5w67T9ZEngjc1t956K9lsdth19fX1m7g1VapsOganqlMMdUjqs5FQYwZjvr+zn6rM9krv+b+VUNk0kxDUHzcT6Un0UXZ0qQKKUqqtVfZWCK8HwBaSuEhjaWk8JYKi+PdTETq5lFYh62pBsllJwewmTRcvbROIKpiKAGmS9AQxVaIaaVTDH+dL2QCeRzioMWC6BCM6Tm8Oz3TRW8IV0ebSkxy85wG89NhzOEAmb9irbQ7T292HFlD8NpUNkHu9/orzDg0aPNfk/BqWeAJZpiYJK4fSVF+ZCkxKvFQq75CmQgicfJSOzP8r8NMrr8YyDFRDIxDUUHWFRHcW23RozhtBVVRYR/rN0aJt9XOsbtuRSLaTAaOUVnD5/F4CYY3GsVFmzG1h/rMraW2SKF+8GCQE7vv7Jm/r3g2VKSal5yFkwWFN8ETO5YhN3qoqn0Y+MYaVjcnjyx4nZacIaSEueuYibtjzBuoCdZz04EnMapzFI0sfIWElmN8zn3989h9oSvWyVqlSpcqnGSklnlBxhIurmDiqVVyniRyWF0IYIXDSxeWqk4WWmZiZLmx1+EmeIZEntldM1QWgSaWi+G0hVL68mGp5G4EKJSQWjRKZNAW7xtcwXGBKLAQSupcn89uV9iGQKNJFcfsQ7gDdAY2QEx0yuogg6BnkOubYLq5bKarW1+MmEgjPwQzEK09VhZRq0+zAmJYWPCOMGKfh2AOEQuPR9VqSvTmySWtIO0ebwiVe8V4vat7w8+e9DwLgmCt3oPvNXoyQxov/WEyiy7/3AlDr6gjMmIHe1s7iCQdgG2vPUb8xmRML80RvkgWpLCsWfIDV8w7UzmDbFfuTnjoKHnfF1EYfoRtdpcpGwtbAifjpc2LJZRRy2wNIKYo54sPhMIFAAG2EIrLSk7h9fm0UAG0jpt+KxWLEYrF1C44yY8aMWbdQlSpVhiBUxa+JNEwWqEo5QXh206ZpVJX1oFDT0QMEnpAogIJA9TSkkHgiH3nkDZDLGESjvsFNKDpOVkMIBUXz646UChz6b4VopbGewhrNImd2oAUbCeoBcrlSXUUhBE53DmG5NDQEUcJ6sY6KtFxEWci6tF3CnsGUMRNxNYWk6aIZKvGWMGtqOkB44JQNDV2PXD61MIAuNQJCocVsxhUuWS2Dq1honoEQHrojQEA22EAsvRItHifTsQrdLulP0nXxcjn0UASkwNH81FP1A/048dLVHdPahhOswfMk8eYwRkijL5rGNvPXNL2Kmkgco7UUAfaRomCYkJK6vnfpq/NrML3x2HJCMZ3tD57Edns1E/vWIay6v2y7Uc4cBIDjFL8DY5JbMLB6r1Fphpexka5ECWp+Haoqn3iqFoB1IKXkwmcuJONkisvuXng3dy64k3f73uXdPj8vYUgLcf0e11eNKlWqVKlSBUMRRF0TpEtGTyIpTV45Mki/206tZiHDYxEJX8nQXH9CPR6I0ylyZAwdROWklxCVgzPpyoqevC1Vj51KoTWHUQy1FMEiwQhpWFmnWEhRFsL5rZLR58POUVsaJPU+lPxY2hYOwXxyr4BnYCr+vjNegngqS1N/adtMwsJzvIqBSDZlowyXvnkEQsGxeEYziuJr9dF4oGhYKTDKUfZ+G/LvriuLiQgK6d6ciMaWe4wF4OX/W1K2kaDmgENwktOJbNPMsrdfAODos6dR37bpw+13qYuScl12qYuxKJVEdfworBqzkXT3KFzkovFw0x+6SpVNjUQUnyP90SAqHoVQxS5nMg2RXlR8w8qI+5ASpzNTYWhXAtW6JlWqVKnyqaJQK2TQ0E13A4TsGJ7wqNGXANDi5RCJ5ZBcRa5+EgOJDOFGEwRoaY+UNbQPkZavB4RDOlOCQXJBg4AaQHo20lOxkq0gPGIxUZSVrkTaa5mYL9NPVMdDAEZQRVEEqhNEKi6K1IoDbnfAQuT9D8ZZrQQ8AwHUyCCOBxktjaM4aJ6BioXwFDyVQm4x/3oEw2CXUknZq1b5xxcwMTaJ/pzpH2CYIbA3KJq6vEh8OtJOrHs5tueht7ePfM6bgGhdoJjWq0Bv/WYASEWlac2LRcMKQDZZqM8jh5y253ls6hGFlJJfr+xmadbk/ImtxFy3Qpkd17nVJm6RT9ctb2KvTtN42iyC0+vWvUGVjz1VK8A66Mn1VBhVwJ/0Omnzk3h25bMABNUgDx7xIA2hYQpdValSpUqVTx9SUpcc8HMP6wrWMLP7Qg8gojHIG1YkIKREFRoBw8CQAT/kHg9X+tPxsmw/XtZBWi4NrkBICJQN4t3eHKIlXOHVrxsqVtZB0/1hr1pbi5dKoZR7FA+TVmnEKXMhsHWdfKLh0qkPSeAFHq6v4ORR7Cz0dTB4CJ5L24w8LVg8QFkTFFQ1OLLsR4RCBNHyt3sZp1d6qNWoClbWYcW7ffR3+OONqds2U9MYJPOfLnLze7BXJlF0HVeCGglWpEfYVOxcF2PnOv+78pDnMWHZw/TWzUAqOoay6dP66E1hWr6xre8tW6XKJ5yMESJq+n8LEYdBz04RH0Mul/NrV+n6kLSR4E92VRhV1lKXoUqVKlWqfDLxFJVkOIIn/DGnmh9YG14+9lEqhPOT06U0YS59VgLXFRQG9GKQZUYIgfRksZ/xsg5ywMSIGSgRBSfj4DkBZHk6WV1B2h5CEThdpWh9uY40rwql+fNobYj0gFmxXroeXr6dDg5BSilr/XMs/ocQoDlZLLUgI/EsC0UWYkEHIT1UVUVQUkkUqSDzLhCWXub8tJbhutPbi9rUhDKKqTFrGkMkunOM26yO5Qv6ADCDfgrMur53kYwwxh7GE882TTb1mQgh+NnSDjoshyNb6tlS8ShXFBVzlKLa1crMEVU++VS10XWQMBNDlu0+dnfmNM9hlzG70Bxq5ncH/q5qVKlSpUqVKkUkoHge2VATUXsMTfYwQ009hJSSBP4AXABO/1KSPTm8XABFqOiKhq4KFNdGcW1CsdJ+vHxB9LArGZv1aCobPErHw0vZeGbJ+ysQ1oi3hAnV+PsQioIxbhxaPF7W8HUPAAPhstB8Y2jkRMGwkisriOwNo1koZqYsD65P0OxHkb6hJpTtrlinu9DkloxAipXBy1V6WZV7iH0EAlVKlDVGz6d/O/bRB/ir1sC/bnmbp+56lwdvfrMos8VuY4jUBoq1cbTmMErINyApoXWanjY6UkriAx8QTr4GQFjd9G0SuoLeFEar/+gb1qpU+V9xlbX7gQpVI5FI0NPTg2maw8sYKlpTGLUuiFpjoMbXkb+ngPSqKfeqVKlS5ROCo+usbmwhE4szxnEIe6WaFODrMF2ysmaxVA1s6eJqlc5URfKOX4UIlEL9EOl4eGkbz3JxEw7SK+/LRLFrKddXhkPaQ00c2ZSN50mCkZJuVMxKpip4ebPIGqN7yLYSgZJ3WkNoGHZlkXPzvffwUn4KZE/RMcaPr1jvJU1kPouAacSJWXFyebuMFOs/xTraxeuV/H2atn0rESVdsW7syqfIhZqH33CYMYEySucyPuiPZZbmTHCcinupjFIcQbUO5KePqmFlHaQGPWTnNM1h17G7AnDT3jfxz6P+yWYNm41G06pUqVKlykcVKXFUAzdf2DAqbQSDvKmA+asTrPIaSEm/mOeAmcTM2CAUEPkRuqLgqTqeqhejTaQni0rIQDhT8piK6MXJMjdlQVnouaoIjKBW3McIzR7C4EF/KGYUVvjtHCyf96QWsnS+/sB93QPuCkPLMDmeapS11xjJJEppwIyMjfERsa40jSuLCiq/yKtzLP5PD++90FFcVN8eQTP865q4/y5Sj1xM5vm/FS/fI7fNH+KZt6kYsB1eHkgzEPXvsSLyhrWPyHWuUuWTiih7bqjDuNAmEgkcx5/wGqkwvBACJaCiRnTUmsC6I988BwZWwJo3wUz+122vUqVKlSofIfJ9hCcCWKIUleHlpwYdAcm8XlJgpazF8RxcUTKAmG6pDyn85eUNK4qhoIT8SW1puTidGYRUULxS/+T2m5CPbpG5ksFGb4uglkVUuhkbd9C4VwhASqQnK8bEipbXS9SR+zcBeFJguP452u66Jt8lSrQUbe45Hl6udB08RSOkQNbQSAcE3jBq1kfVN0HTFaZs00RNQxARHlrzZfm49a9RMlqGlUlhXy/9IGMiNY3WaB3T0ncBIDZ5DE2eQrpi9yN646tscKqGlXVQMKyMj43npr1v4rb9b0PJTyQJIao1VapUqVKlyhCklBUeS/1SR8jK6Iqc7eJ6EpBEhR/+Lr1KRUYCiiYIRnVqm0tRAdJ0fS8YVSEYCbMktIp0o4NWF0SJ6L5C4Uq8tF3RpnWyPp41FdXrKwfRrXYjAXfowFxVVWS+Xkwpc4DEHpQWyxMqVr5AuxoK0tAWQYuUXRPXw6gvM67k2+JmbOzOTFFBKxBWRLGmzGhy0Je3wsgrmB0tc0eUC9cY7Pn5mTiWh5V1cHv7kOlO3L6+4rl2LUti50anQORZC5ZxyKsLebkvyUDNJFIxP++y0brpa754GZuBfy5h4JGlm/zYVapsaoJlk0RCQrSuUoVLp0uepsOlAQMgl4DEKkh1Qt8SGFgJdin1SoUx27GgYz6ku/zldhocE7oXQte7eZkcuDZVqlSpUuXjg9A0QOIIFTsbIuWaZELLSRoDRRl3ULpJw6whkI4StepLMmWpwCo89IVABFSUkIY6KKpY6qU+p1xHqRQa9NEa6k2glekfZtY3ykTiAdRCethh9JnCEl1AnQxXHGZtUSZisPeQBDFoGtW1cgQtk4b+LiLp3iH7CIUHzxl+NCbct9itnXBNgDEz6th290amvv/X4jpHC6M6/v2qnxnn4K9sxYnf2xEYXqcccp02ETPzeuI76RxqOEJwm5OxtvfrmggxOte5GrHy6eMjZ1jp7+9nu+22Y86cOcyaNYtbbrllVNuTtn1FpTHUyK5jd0VXq/mIq1SpUqXK2vHKcvcCuFIb4q1k5wdbSpmc5lSmVJISMhmPXMrGdTzsvCeYMBTU+iBqrUEsEGN6/XTqgoVBpECN+t475fn0Zdap+DwcWkMIrTFE4+BI/7KxciHdlhACIUqKly41Ym4YXTMYTPlgO1foRiXU6IMUDSFwFYP7HnuMzffaCz2g87UvfxWpBbjvscfYYodtMcIhLrjmGgDctI10PNzeHNJyCUhJOGYQK/PEDkY/Gv12QQkxjZJhSHqD7oeAf976Fn//8Wv0dWRwev0xiJfz8Pr7K+RGg2lhPxpqVTbH0vH7IYV//4S26YeTXs4l+cRyUk+v2OTHrlJlU6OHKienFK2UxksOygI/YmqR/qWQ6oDESsj2QboTzHxkvpODznd8Y0tyDXS+DTJvwI2Ph2grCBWsFNgZ6FkEnQvy++yEbL9vpHGt4Y89itx7771MnToVVVU599xzR1xWpUqVKp8GarNZpi9bzPjOVaguqK4gW9ZtSCBbVpMk4TYCoHgaSIGbq0UzayuGotG4gd2ZQY0Z6O0R38kLUMM6ak1+X6qCquXQQv2E9Epns3LchIW1KoVnuzgDJkIVaI0htJYwIh91HyyrGV+oY+GWpQsTeuW41JFU9JSaVHGVkmEnGxw5rb/wbOyVXcXP9z/6KJvtOoe2yXVcfPm3AXjgob+z547bUbfFNL591eWlc+n3o2lGGiV7puvrMqM0AT9+8wZ2+9x0Xrh/EU890EW2LPXXm1t8kXrXj6ifM7eViVs1UtMYGrIPtWEcgWlTR63m4cyIPz56J5XD8zxerlNZGvK/J67Irm3TjUfVsPKp4yNnWInFYjz99NO8/vrrvPDCC1x11VX09PSMWntSlq9wRPRN741ZpUqVKlU+pmhahcJhai5SqcxXPJD1B/SiQpnxJ6qHi7JI9eaKkQpCVXxlJR8qP3giTYnoKBG9YsLbTVjYa9JI11ctbrzxRiZOnEgwGGTevHm8+OKLKAEVJajR4EGNLYmXeXAF8sdK9uaVIUVBlqWHKRhPNGNo2831HFgWzuKrV1zBZ/c/gA9eWMBl51+MIiVfveIKjjjgED54YQGXfvVrgO/t5ibK0gPYHnbO4aofX0VgXA2BcTUoipI3AgkikcjoKTD5Q9a1l6J03EGGLlEmJ0TJ8CIGedKNVkrmrWK+4a9fD5AJrGd9ho1F/pKsVyRWlSofcyJaAGTB4i0r+hcpygrS5593Q5ASvGEi3RIrwHUg0wuu6RtbkqsrZUL1/kNHUSk+pc28Z7OZhMRKbvzxD5g4eQrBSE2xP/mocMYZZ3DUUUexfPlyrrzyyhGXjcRll11W7EPKX5FIVTesUqXKxw8jb2JQhYuuuKjCwx/F+893kR+IJqQ/5gtHBDVjDJR8jis3G0cz64r7C4Q1dE+CJ5GuLD4jCygxwzeMNARASLTgAOpaDCtexuYXt/2SyZMnE22pZcfdduKl115G0dWKFF/aoK4ul/ZrrrgpC2l7NNt+dE2AIClPUmn2l+Q033lJ90aoG1OGO1AyrJxz+aUccdBneOPZN/j2N76DIl3OufxyDjnwM7z23Hwu+ur5RVlVFXiWiyhr7LU/vprwllsS3nJLtGgQLWqgqEqxT/FMt5hSbVOhFFJXDdI3Csu9QSmthG6gjdsRbdyOxE+7jsn334/W2LhpGjuIgmFlUTZHKmfzs2YXXtkHAEf0j0qbiqnAqoaVTw0fOcOKqqqEw/5D3DRNP53KKCrNc5rn8N0dvssxM44ZtTZUqVKlSpWPGYqoSJmlDvIoTghJxvEHzfFojKyswRRBMppE1RVUPR/H8l9OoAtFoNUFEcMYaKQn+dOf/sR5553HpZdeyquvvspWs7Zi//33p2ON75mkKQpjTMnYfMFkIQRG3vunPPqkvJ6yp8YRhooeHdpo15U4qsATECrTbKRTmTNZx8MZ6KCzt5e9d9qJ9tY2ouEwyWQ/nb297LPbnrQ1NRANlib1RbAy6iXsSb76pa+y9LX3WfH+Upa+spClryxks+kzOfKgw3H7cthr0njmuhWpDcW9P34NO18Tp8leXlzu2JWKU3rAItVXdk0KES1CYeu3byyTHB3Lyo5x3yj06sxZpNs3B2C8IZgwdtNPMBaV9rUHYVWp8omgP5tEt/OGbAHp/rJJqUGGlWGxMwxJPaJo0Lw5qBrE2iBUN3S7YLysGrCAYO0QkT/9/Z+cd/n1XHrel3j1od8ze8tZ7L///nR2dvoCnuvXaxkFUqkUnZ2d7L///rS3txOLxYZdtjbOP/98Vq9eXfHafPPNOfroozfRWXxKkXJoqrlML9g5P0pqcMRnlSpVPhQCaAhkieiCqFmP7hlk9SSqYlIrcgRj9djBRtRILZZtF8f/ErBkqfC5HlCLEeTDRcYLIVCCGkIrKQ1OYKAY1TKYv9x3N9+88iK+c+63eeH/nmHLzbfkgIMOpLOzs8JAoQ4zFnZtF7ffxEvbKIWpznwf5gjBgCsxJehSJ+b6c45CUbHzEfQBs3+t1yyVydDZ3cU+u+7BuIYaotEYSdOiq7eHPXfbm9aWNgL17UDe8GN5CFUgywxNXz31NBY98QSLnniCJS+9U9RRjj7yKMA3LDmdGezuLG5m0ziDFVJX9cenVSx3DH/cX17DEkCNRghteyqhbU8tGl9Gi7aATo2m4Ej4YOH7XHLbLwBQAgkmbz06Th7BaXHC27agNQTXLVzlE8GHNqw8/fTTHHroobS3tyOE4N577x0iM5wX7Iehv7+f2bNnM3bsWC644AIaR8n6CTCpdhLHzDiGPcbtMWptqFKlSpUqHy8ksLqhNAFliMoJ9Iwii1Nc4aBGaMwUAm2bMaa9hYb2KJquIgFvmBy8bsaP0vDsdXszSXtQRERARdFVrr/+er74xS9yyoknM33MFH526Y8IB0L8+qZfAWDFdOzmEAzJCQwDA/2cccYZtLa1MWb6Fnxmt6N5/PF3cNQIrif581//xGd2+Qxbj9ma/bbZj9tvup16N0gyUktvbQDTsrjwRz9iyt57Ub/FRHY7/niefuklAJ5+4TlatpsDwEGnnkJgXA1P/fspmufNA+CAE44kOLGxKC8UgRrW0cdEi9E5rgQZihAf205Mr6O1uYXO7k4WvPcOp3zuJMgXcC7IS0/6istGdOLI5AtrRuIBQkteKy4fkgqsDCEEilGY0FSIZtaguGZ+3UZr6lppDeg0Gf53Iur41yuuCgKjUZyxoMhVI1aqfApwXAXDyhLM9RJyBnDsfEpGReCppQkPVR2hplSiLAqleQtonQ0tW0AhpZgQUDO2JBNp9I0udRMr91M3EVpm+a/2rUE1uP6W3/PF4z/Lqcd+hs2nT+bmy75COGhw243XQd9SWPOmX5dlmN9qf7/fn7S0tBAMBpk1axb/+Mc/iuvvvvtutthiCwKBABMnTuS6666r2N40Tc4//3zGjBlDJBJh3rx5PPnkkwA8+eSTRaPJXnvthRBixGVrIxqN0traWnx1dHQwf/58Tj/99LVuV+W/pGM+/Gg6XB6Hq8f6UVEF/nwSfL8FfjQNrmyAq8fDj2fBTTvBr/evlF1wPzx9LbzwK3jjLnjnAVj8DKx6zU93t/JVf9tnfwx3HAGPrT1yqUqVTwreoIl6V+oE3DABJwzCAcVBFx5atAG9fhwiEEOXfjovRRXUtUcIt0dQg35/k+ozcfJjwkLB+uEQgybglag+JGUXwE9u+TmnHXcyJx/7eTabPpMbr76BcDjMbbfdhhLR8fLb6PndxfJ1XIJC0Ld4DV/59tcYt/UUxkyawOG7Hs4TDz5GTT7S5f4H/868feZSN7mF7Xbcll/c8jMQAi/vlGCZ2byOsjeNc+dW6Cj/Xr6ipI8cfzjxGRP413PPMHGL8QAcefyhtEys5d/PP4MAFE1Baw4jVAUnr48ZZoJG1aS1sZHWxkbaWtvoSvey4L13OP2LX6i4hjLn4PbmsFenfSNLeuPpKgXjSCbcgpGPSNWcDD3ST5H24v2LK+TLi7Ln3u0j+ezKjdKu9UEIwd/mTGXBLrMYX5apIRRMs8W4c0elTbFdx1J/9HQCE4c6o1T5ZPKhK6+n02lmz57NaaedxhFHHDFkfcEL9uabb2bevHnccMMN7L///rz77rs0N/s5++bMmYPjDPVcevjhh2lvbycej/PGG2/Q0dHBEUccwVFHHUVLS8t/cXpVqlSpUqXKpsWyLCzPIyc9bDvvbSlyuLaNEAJNK3W9jm2jSBdrUGFG27FIWxaaVvLmsm2bXK9TTNeqRHW02gCGMbSmSREln4S4MP71/Pa98sorfOuCb2Gv8cPgFUVhr1334PnXfOVhqWlheZLJ4QAxTcWzXMyUjed5HHX8Z8nm0vz21tuZPGkyL7/2H/ryXmsvv/IKp3/+VL7yza9wwOEH8PqLr/O9b32PqXVTOOmIExBWjC9fdSHvLFrMnTf9lpa6CPf939/5zJln8tLf/sYO22zPG/ffz+xDD+WPP/kps3Y6kAnj4sVld932O+bNmk2dlk+JFsjX+BACrSUMrmRgZap4+jkpUYI6t9/3B6ZPn85eR+5fVEoKEQ9eXnFxVYGST682nKL3v1BQJmfvOZbeF5IUhtlyHQ63ap0/6alEA8UEDaPNzEiQLitFunwEORreasXk2n46sBHrSlSp8jHGsqziu+U44KQwdQeMOI6jUN8aA1Wnt7cX27aJRqPFbcoRVhYdQNFBM4aVATACNX50S7CuZHSp2JGAsnqTltR55T8LuPCrX4JoM+QSKE6OfXaZy3PPvwDauYD0a6/YWTBKdcQ8z+PAAw8kmUxy5513MmXKFObPn4/qWTCwglde/w/HHHMMl11wFseeeBf/fukVvvKVr9DQ0MApp5wCwNlnn838+fO56667aG9v55577uGAAw7gzTffZKedduLdd99lxowZ3H333ey0007U19cPu+zDcOuttzJ9+nR23XXXD7VdlfXk8e/5tYDAr/3z/M2w+wX+5wk7w5Jn/L+l56ekK6SlA9DKvIPfvhfeKhVirmDsXFiRd/x89DL/ffLuG+oMqlT5yGJZFqZl4TkOquKB7WI7Nrb0dRRDDSIVF03TsCwLRVGQUtK7yh9bq1LgSRfpiYqaGjnbxtAE2JVRZoN1FFWN4Lp53UNXUVoivsNYPs2wZVm8+ubrXHDWN4rbaBGDffbem+eeew5FV3ENFWF7flYwxyMY1Un25lClx2EnHEEyleI3P7mF6NQa3nx/PgEMFOCtN17li2edwkVfv5BjDzuCJ158gW999xvUxes54rjPA5Lzr7yU9xa+y++uuYa25mbue+yxoo6y09y5vPnoo2y5zz7cftPtzN16G2INbbz0+Mtsv9d23HbzHWy/zTyawyrhgECEDQYFzeApGhKBQCIVDb0lyu0/vKOiTxEBFa0xhJd18LKOn2It5+DmHLxU3lizgce85UavsSufYtHkw1Bdc0R5L2cXsw5knrmW9KMmk+//I3pb2wZt1/oyK5+quFPKonIVFBOo23bWqLSnyqePD21YOfDAAznwwANHXF/wgj311FMBuPnmm3nggQe47bbb+Pa3/eJOr7/++nodq6WlhdmzZ/PMM89w1FFHDStjmiamWfrRJxKJ9TyT9ePhJQ8TM2Js3bw1Qa0aylWlSpUqVdbOVVddNeK68WMncdB+h2EgsIAHfv9L7hvG0QCgvXUshx9YSkN5x19uJWcOLcJ32WWXjXg8JaAi80YCL2mh1hqsXLYS13VprquMBm0Z08Z7zz0LgJW33izKmGyW8I0YAQkPP/sEr772Mm/++zWmjpkEQPP+7SwLWCBNbrz15+y86y6c+Y0zAZg4ZSIfvPcBP/n5Tzj1syewdNVy7rj3Xt57/GnGzpiNnerj3FNO4ZFnn+V3997L9757LU2N/QDUN4+nubkFw4Cm/MRXy6RxtDa3IJNdCD2EUlbQWQgBmhgS45O1TP7whz8UxyBDlBFX+pP0rsRLWnhJCyWkocQMlGHqxfw3FA65etEAquq3eem4fdn9czPZ4QiXhS91YAQ13nuxgzWL8pNEAtR4HBFpQgSiLG/bFU81iutGixmRIPbTTxNdmSNVM5P3TY9JXRnGzvxwk5P/KxWejx6wYW5VlSofKdbVnxx/3PHF9F933HHHsI5rABPamzj1kJ38QvTADTfcQCaTGSK3tv5kOLqdIK7r0jJ5C6gZ47/sHC1t7byz6Hm/6L2dhdwADCyHxunFB+Kjjz7Kiy++yIIFC5g+fToAkydPhs4FkO7i+p/8nL13mct3v3oqGEGmn3IK8+fP59prr+WUU05h2bJl/OY3v2HZsmW0t/upV84//3weeughfvOb33DVVVcVnfrq6+tpbW0FGHbZ+pLL5fj9739f7E+qbAT6lpT+/twfYPIepc87fw3mnQGBGsh0Qy7hR6mYCbBSFUY/Ju0GeshfZybzsgkwU9BX6X0N+Mv//TN/u7bZG+vsqlQZVdapo+x/CFK6RKNRrrvuupKD2CAmTJjAEYccW/x8y59vIZtbt46i6TVFw0oBNayjhDTslSm6e3v8PqWpCQC9LYJQFVpaW3nn3Xf9DRSBI/2IFW/AxFMEcVXwyFOP89Lrr/DGky8zfdJUlgZW0zC5mbFWM3hw4y0/Z9edd+er53yToCL4wqRpLHz/HW7+1U/43NGfY8XKVfz+b3/l3YcfZszYCUgk544bV9RRrt5hBxpCfvH2eG2cppYxeIpGa95fIF5b5+stVoKsDV5fDj0YQVFLAZuOHsb2LAwrgaIpmK41pE8RQiCCGkpQQ8Yl0vZ8w0rKRgS1oh4jpV/XZkMUjS9XjYTMO68hCWc6yIRbaJlUUyHvpfpJ/eMcfGXFANdEjvBd2ZR4nltUkXr6Ld57aQ3Tt/9w/fyGQHoSabmgiA2mS1b5aPOhDStro+AFe+GFFxaXKYrCPvvsw3PPPbde++jo6CAcDhOLxRgYGODpp5/my1/+8ojyV199NZdffvn/3Pbh8KTHt57+Fo50ePSoR6uGlSpVqlSp8j+jSJV6T9I8vpb7hWBjlidUY/5EvJQSoQic7ixuf8kZQa0L4vbl0BpDlQO/8iiXgqyA9995i7FtY4pGFUvYrFRWo9qAMHjn/ffY44C9Krbbeu7W3PnLO3EyA7z5n5dwXZetDtw3X51dgpSYtk19PF5hMJDD/FVsW3mjRqCgxPzjgb+TTCY5+eSTh5VTY4afWiDn4GUcZM4peokVvMb+d8+wfHSMJytysApFUNMQYtsDJgKw8OWO0joB9aeciZvdEbU+yFK5DICDPj+OaN3ojUcObYozkMkQMk1SQMaDzlUZxq5zyw1MuWFFSj4K0TxVqowGiqKMXFulgFD8yQ91+Jz2//3B86qkHiot04N+LRYtWEoxlkv4kTB9S3zjjlB4/dWXGTt2bNGoUsTxPZcXLFzMZ/bPRxHkPVB33nlnbrjhBlzX5c3/vIHrukO2N02ThoYG/7mwgetw3HPPPWvtT6psADI9/vuXnoL2OZXrjHAp6inW6r9GYtuT/ddIvHYn/P0s2PtS35hy696ldYf8GLY8BgLR/+oUqlT5uKJ4OiBxXXetaaek5RIyXSyGjNLXiqqEhl0+eJwtNBW1JjCi0cDNG1bKUx6/Mf9NxraPYfN5W+EOmP62Xql9Cz94j333PggJ2JqC6njstv2O3HzbL5CWxYJ35+O6LrMPOaRkaSjTUezVpZSaodrAhzrzXKpkdDADcQwrgbQs7rn77rX2KUIIhKGCoaJEK6N/ZM7F6ckiAiqu4vxPtVicsswJqegYwI+uaex+g2Xj96N1yqCUVuW3q+xajRadps2NyzvJLVjMwWX35f2XO0fFsNL3t4VkXu6gZv8J1Ow5fpMfv8qmZ4MaVrq7u30L86C0XS0tLbzzzjvrtY+lS5fypS99qVi0/pxzzmHLLbccUf7CCy/kvPPOK35OJBKMGzfuvzuBQfTl+nCkg0DQEGrYIPusUqVKlSqfbC666CKk65J7910kguXNgkbXwTMnlBSH/Nt5551XLPDb2tpaXG9bLrnOLCFFYKkCy/Y48egvEFIE4YYASujDTY4JIVBCGu6ASWN9A6qq0rFqDWpER80Xj+zo6Fin924oWDmh74jKSStPShQ5gmeO9EhnMqiqyr/uugslXIPjKcWCzJFwmLQri+NyP33v2gfpg/M1D8dv77ydQw45ZK0pRQu1WtSwjme5eCkLL+MgFFHhGeYkLaTt4lkufAjbhsjrhUvf7GGiOnRDM+vQuThBxyI/6rZ5Qgzn+dV05Q0t0nJRQiHwQLUFiQcXU7P3eJTgBh3GrRfz4lEWCY2xKx+mq2lrf+FoZAIzVJrP2do/9igXzqxSZWNx0UUXAbCkayWRrO8xKjERBBBCkOjO0jyhhtbWVr75zW+OuB8hBOilfuPcc8/dIO1rbGz0+5OOjorlFf2JZvgPQelCrh/MOuhbTMgZ8AvbF3Ad6F9SeQA1AG1zwHP8qJdCB5HuJtWxFFVVeeXZx1BVBYxo/jiSaE0t9CyEnu7SvqwMeDYkO/PH+/BuDbfeeus6+5Mq/wVSQsdbUD8Z0l3+suhGvsZbf95/FRi7Pazw06Hyj69Dqgv2+Jb/eeWrsPxF/7scbfFrDYUbINIM6zJqVqnyEeKiiy7C7OmC3g5UVaKFPLJqE6lcrMK4kUwmOfHEEwkGg9TV1Q3Zj9NZGfH4xWO+SDCioa3D8UfTIoRC41GUoakmtaYQzWoLqqrSYw+g1pQMCYN1FFNKNFUlGA/g9PiRMqGgb8xXDBWlKYzX5+sobkFXKRsrOpbrj6HzizTXJJ1O+TrKn/6EHgpDKIw30Af4Oko56lqiRFwjXKxjU5a1dlh+/SH6lME6j2f5fZg0XVzHxh0w6b7jbaJj6ght3oAxvma99CQAo6w2TkfLXACiqVVI4et0ymAHs8IJle1feh72mjTS9jDGxdbruBsKRQh+ubyLE157teJiO11Do6g2SXvyzorS2rDOHVU+umx6jXwdzJ07d71ThQEEAgECgQA33ngjN954I+5/MUgeia6sP7CrD9ajKR+5S1WlSpUqVT6CGIaBdF08TSMVGUOLrRLRVpAum9QqjLQNw0DPLw8EAmX7AAZcNClRDZVIQxDX8tBUgRpQ/6uwb6EpqLUBjAHYZss5PPHvpzjyRD/VmOd5PPbYY5x99tnF5hXGpVqj713mdGfZcuYsVqxeyfurljC1fSKybEZdAlOnzuDVF1/hC5yHpQepsbLMf/5tpk2aiqqqzJ45E9d16ertZedJk7H0KIZdKjbr5PowpZ/KRsn1D9FErIFU8dpJOwvSZvBQRtGU4nZLly/h6Wee4r777lvv66QYKkp9CFnrVdRAkY7ES9u4KZvOG18n0lRDcHodwel1aC1rz3dcvk7Le2NPWP4Ibz+xhJ5OC91Qmf/sqqLMVru04zywqPg5Mq8N7QkPenP0P7DSP0dXUnvoZPBArCVyZ2MgpaSufyHhzCIy4cmVOQQ2EUIRGGOq3sRVPtkU8tNruobu+H2FxEMw1Li+1npb/4Psuvaz7bbb8thjj3H44YcDQ/sTAGItkFjlpwrLpzTcarNprFi1mvcWvM308S2Q7QWrlCJms2mT+NdLr/nPl+RqyPTwr4fvZfrk8aipVWw9fSyu69K5+C12nbcNkCsdLxQGEfYNMgDdC6E773Gbyvc5fYtgVT6FYXwChNeSztBMsnjpcp544okP1Z9UWU8evRT+9RPY5iTY7Xy/uHykcd3bbUiOuAV+9xnoX+p/fvIqP5Jlwo7w6u/gld8M3UbRfEPLV18r1SR690HfOBRtLUXVhBurBpgqHwkMw4B4HEN2kvdMwVMNTLfUp8j8IFrXdcLh8LD9hdDtimgRIxIkENNRjXU7fun68AW9lYBGuK12vfoUCaQsl1Cw5My15cxZrFi5gvfee4/p06dju36UyBq9G6xxbLbZZrz06gtFeTWs8dxLzzNtyhSCboYtt5hd0lG29SPzqfUNBHpbW0XEilDAU/xztXV/LKp4fkYAR9EY5HdGrD5AsidXsWzJihU88dSH01HK0WoDeGENmXMRCb+vczqzpD7IkHp6JS3nbYve7BuE3AETKUGtNYbVV5rH+ecQyPVh62E8NcC4FY/zweTDAMilK9N8OZ2FvlogFAWJn/6q44ZXAWi/ZAeU8AaOkF0LjYZGg66x3YI30dxSStTRKr8oDP95L62NmZeiykeJDWotWC+vpY3EWWedxVlnnUUikaC2dviH9YelN9sLUI1WqVKlSpUqHw4pkUJBKv6A35CSnCZwnbyyoq27+y3aFKRED2jow9QR/rCoMQMlpPH187/BqaefyvY7zGXu3LnccMMNpNPpYn20cpSghpdzkMBuO+7CrjvswrGnH8+1V13DmCnj+Nd/nkUIwS777MWXv3g2+x+2Jz+/4Rfsf8SRvP+v5/ntbb/jp9+/HqkKpk2cyOcOPpgvfOc7XH3++Wy+5XYMdC7nyRdeYNb06ey3577F4wqGevlIz0OWe0cNE3bemJ9sT/bm+OOf76S1tXWtteFGQqgKojw7mgAlpPneX57EfL8f8/1+Bv5vMUqNQfygSYTnNA+7r9qmEF3L/Mk8tey8ulekeP/1vgrZsCJI3Ps+EV3BfPtunM75aLHjEYqf7uaNjMsuUUHug35y172C050FTcEYE0WNB6jZcxx6a6R4fTZGUfeuvEOiOygCq0qVKhsHUfYjUzyQH6E52vPOO4+TTz6Z7bbbbuT+JNIMwTrf4z//3N59x23Zbd42HHnUkVz/3fNEHhkAAQAASURBVK8xdeI43nl/CULAAXvuwjcuupzt5+3AlVdeybFHHcFz/7yfn//mT9x0lZ+LfvqUCZxwxIGc9LVLuO6Sr7P1rJl09fTx2LMvstVm0zh4nxGKy2uDOlNF92fJ0l2gGH4djkijHyGT6gT8Yri33XQTba0tfn8ipR/9IlRQqvnThyXZ4Rehz/b66b0yvZDt89/tNBz2M19OSt+oAjD/Pvj20tFpb/0kOPc/kO6GDx6H9m2gYYq/rmEqTD/A/z7k+v1zc3K+4c5MVX6nXroV3n+0ct+K5v8GYq1w+sOllHxL/+1vXzXAVBktQvVAqMIuXU40OoIDixC4sqSriICKuoEm0tfVp5RHi5SrAXsetA+77bYbRx55JNdffz1evcfihYsRQvDZHY7j7K98jV332Inrf3oNnznkCOY/8ga/+O2v+NmPfgQCpkyeypGfObqoo8yZOZOuvj6eePElttljd/aZMqV4rPRAydDg5R2wByIhMgGB4YE2KC1XKGqQGbBwnZIO8Nt77qGtre2/0lEKKLoKuoque6j9AWoPbsZ7J4nbkysaVcBPTZV7tw8l7NeQ1FvCaA0h1HgAvSlM9//5dad0J42jl7brbtgKoFT/EXDTNl23vul/kCCCOtICaZUMGubSBKHNNu0c6sxIkEfm7sIp/36FWUqGt7zwqOknQs9HrNjViJVPCxvUsLLeXksfE9KOb4mN6lWPyCpVqlSpsv7IQTUfko5BIK6RyQ/ElbxSMFL+YulJXM8vqu46kmzSQjMU9MD/3m0LTeG4E46jp6+HSy65hDVr1jBnzhweeuihEUPRlaDGgJ+bi7/cczff+vY3+fypJ5JOpxk3aRznXnwumgtbzZrDLTf/ju9f/31+dc0PaGlu5ZJvfIeTjjkBF79P/eWVV/KDX/2KC3/0I1Z1dtIQjzN3q604cLfdkELFMmry7dRoHBtFDsqRrzfEsfvyqVxGiK2XUqL0rOTPf7mTz3/+JFT1f5/4EpqCVhtArQ3QcOoEWJzBfK+P3AcDeAnLz4GcJzu/h8QjS9EaQ2iNIXbeupH3X/HbPH7arrgrnwQgZFd6MkUU2C6s4iFxpcRLd+ENLMfp64OAf7IJD1zA6ShLw+B4WEsTsBQic1uLvuxdv3gDL+ugNYXRW/KvtghaU3i90wMMx5uJDDtGx2IG/dSrev2mr/kiPUnyqRXgSaK7jqkWh6zyiSYSMiCf0UKREIwbpPstjPVJB5hL+IXjjSjUTdjgbTv22GPp6upae38ihG9UKfwdbYZUJ3f/+secf9VNHPeVi0hns0ydOI4fXHMdtM9hm3b485//zCWXXMKVV15JW0szV1xwJqcce1hxt7+5/jK+d/Nf+MYVP2blmk4a6+PssM2WHDKiUSUI0UGRKUbUj1IoD1GMNvuRNfkivp7ncfuf7+eUow5G9SzoW16KrlF0CMX9d1X3J9mNyP94VTcR8+/za40c/guINPjnZKX9GjlODrRQ6b4BrHgZOudDtt83QBUMJZkecEw4/Z8l2Xu/DB88NvKxD77ev15CQNNM6HrHN1r0L/Pr8IwWkUbY6pjKZTud7b/KcR1Id/rnX87Yub6hLrnaj7xJd/sGmOQq36BUXufo6R9VXqNCBEyo3r8Hpz5QWvfybdC7CPSIX8dIC/rfNS3of1dnHVlyz+75wL+PWtA3/AmRz0kq/L9rx5Vks/3+vSvkLPWc/Mv2U/XVTykZe7oXQmKlL+/kwLHy7zlwLdjutFK9pbfuhsXP+LKuWdpms0Nh21M+5E2psrFIJlJ44RC1LRH6O9MIqRbVF1VVR3bOGTyG3IAT2OvqU4ywBj0lea0ljDRdlLDG3Xffzfnnn89xxx1HKp1i/KTxnHvxuQBsPn1Lfn3z7/jBtd/j+p9dQ1tbG1dccQUnH3885irfMfwn197Ejdd/19dROjpoqKtj2znbcfiJn69oozNMIILmOsQT3aieJBtqHHJdysfdnudx59//zsknn7xBdJTC/kMzGwjOGVOhX0pPYndlQYCX8etJVugQgO5KttBM3BVP8O704wBwVYPtXr2Wvi/+iFmT6jCXDGBMqKHvr+9VbCtzTsU7QM/v5tNy7jboLZuuL5wZCfLrXfaiYcwuHPpmBrLeRnEuWx+qESufPj70DE0qleL9998vfl68eDGvv/469fX1jB8/fv28ljYCGyMVWMb2HzghffgiW1WqVKlSpcqwSEn5rH9OqgREycOq8Gc2O3zuV9t0caUEIbBdD7M3h6IIamsMtJjxP02KFzj77LNHdHqo1zV6yjyPyqmL13HbbbcBkLIzLB3wvZxURSEUMzj88M+y7bGfBSCe9Wiz89chP7hVIzV896yz+O5ZZ5GMjiOWWl7ctyMgWtdE5s03UYJB3wClKtQ2+MtoakcLGjiGgbRGLpkpczkUM8vCRx4mNGvWh74260KvDxFsryO28xik7WIuSVTkE7Y7Mtir09ir/Ym3cgVHCTdSGKlMWpaAoMKbufyEnhD8O+1gSzh077GI1/1rZi1PYwdXQKipuJ/gzHpy71RO6IS2bCQwIV+HwfGwVqbAlThdWXLzS1qoCGqEt2yk7shp/9X5TwxoLB2/Lwh/GCm0UfCwFZD45xIAIvNaoWpYqfIJJqQHKe8tCsXqxfr89FzLf3nDP9M3BGvrT4Yl1g6xNurbFW777Y7+hLGV8lOFRUuRf0ceeSRHHnmk/8FzYWCFP5kcjEPXAnQjwOVXX8vlV17pT3CnKrMmxGfsjFz5GsW+Ij6euPSQ3R/4E171k/3tcmWRg4ruT3AHa/0og2wfCjbLX34QGqf7E8eRZrAW59tll+qCgH9TWrcqTVz3L/OjEhSlFOEiVHCkb0goS1vC8hf9c9BDoId9A40Rzb/n/y7s10z5MsNFOKR7/PY/8HU/jdWRv4Yx2/jnW1h/x2dgTd7r+Nf7wJ7fgbtPr9xP7Tg4983SMR+/EhY9OcJNxZ9oLxhiYq3+dQo3+GnWQnX+e7jBNxx4bsnIcNLf4boZ/t9P/hAOv3HkY3xUUDWoafdf5RTqshRwbT/SJbUGzGTluoYpvnEm2eF/hzzHN1wkVkJgUAaO+ffBoieGb4tQYcujSp8fuQTe+cfIbb+4q3SfHvgGvPXXkWW/vRyC/riCZ2+A1+8cWXbWUSXDyrLnh0+f1jh95O2rbBK0QVHzjmmRyJm+UQUoPC/XnuK20paiawrS9f6rVMXD8WH6lELUBkB9fX1RR3m7++1CayHtpzg7aL9DOWi/QwGoa4ugGyrZjh6yQT+6QjeMoo4CkA01IYHaWhV7zRriNTVk3nyTTLilOJavrakl8+abJGPjsYBgtszqM1KbFYWFjz5KYNp/Nw5fF+X3TiiCtm9uj7Q97I40bsrGXpPG7TdxkxahzerhrwuZrLmk1zzPOzNPBOCNLc/g5B/ugbnEpf+eD+h6YjlKWMPLOKVQISEQoQaUmhj26rJRioSOH79KaHYT9cfOQOYcRFDbIPrrSMyI+E5e943RmfueAllv9CJW8jqJV62x8qnhQxtWXn75Zfbcc8/i50Lh+JNPPpnbb799/byWNgIbIxVYxvENK2EtvA7JKlWqVKlSZWQczasYTDqOg5SSZDI5/AaiLLw9/+55EithoUX0jV6su0nXsD2JVnYYPahi51xSfSbxlnChmUUUVRCrDZJKmJBXN1zAkhCsNXCTld5RIzPcua3/+fatSSNskw2QOW29ELpKcFplYc/Its3orWGc7ixOd5bk82V5mSvORdKsK1AwrJQZYMJbN2MVPKgHzZ4KoPbgSdTsPxGtITh8tIYqaP3Gdjg9WeyODE5Xxjf4rEwhc06x6KV/WEn6pTWENmtAja279sLxwTgvan3rlNuYiIJWL2GYrHFVqnyi0FWdrPS9ymV5/7A+z0bX8t/VDVNXZYMgBMW2K6qfaslzfIPGSChqZcRNyxalZ6MWzE/kN+UNGQl/El9RoXWWX7g+ECsZCOyMfyzplWpqhBv8aIHytE61Y/zXYEJxCM7xI1rMlG8gkV7eiOXkjQb5c3Et32N/sO+fI/1oovLn+3M3wvx7R74GF67wz8Mx4SezIdPtR3cccSuMn+fLPPtjePSyyu0KBpNDboDtToWXbikZVcA3bP3jvKHHG1gOy1+A8Tv4n8ft4F+3cCMEor6BJFSXN540VJ7L4TeNfB6DKS9U37rl+m/3cUDVR/4eHXRt6W83b6BLrvajSAYbQmcdkf8up8siRvKRIIOdTIJxiLWBnfW/i0j/oSE9/+/yCfPib7EwUar691jNGxhl2Re3diw0b+EbZQoRM2qgFDlT/vudtp//PdECpZcagOaZH/ICVtnQlKsQmvCwBUh3qKOSXl4bcjCDLSt9ObzawHqNITcka+sBm8PNdGY6CYlQXnYk6fLKkkMJ5vqws5W/R91K4QU1pFBRBv9Wy35fSpmhyQiqOKMYwSB0BWOs7wQWmlmK3My84TsGeKl3K+SlojDwYDfmkkRxmZfxz1VEQ4S22RW7I0to+y8BkHx6qJ6n1hi4CZM1174MrkSpMVBrDNSaAFo8gD4uRmB8DK3hf3NkdwcG2OrPf6Bx4ixCdozO/nw7RytiRc9HrNjViJVPCx/asLLHHnuMmLqkwIf2WvqIMq91HlfsdAUtkY1rFKpSpUqVKp8wpKwYo6vCQyvz6jftDLZdmryJxWIMpjgUG9zlbsQx4u9//3vOOOOMYdeNHzeeJx96ftAcf5mxSPgejcGoAamS11LGk+iaUsxDr1ildeGgB6my3XkS3fajPFzLJtmTJRRREHYp+bOdynDYaafx71dfHdZT92tf/jrf/OIX1/eUNwpqTYBQTen+PvNCyYva6/ugQrb8dqbLDARKWMMz/dRxQijMev9OXtry6wDUHTMDvWntTh9CCLT6IFp9sMLwI13Pj6Qp06zt1Wn6//Y+/coHBDerJzq3lcC0uhE9yxq33JPg+x+ALWnVBOMmjFLKVOHPMK9rXFqlyscd24Gg2Ucu2ABCkk35xhLbXI8oFCdvWNE27YTX2vqTCRMm8Pbbb5cWCFGZIml9GGwoEn6EI/EJvqEjlH/uKVrJ475ApDn//PA48PNn88wLrw0b/nPRRRdx0UUXDX98IfyovVDcf41E7Th/0ly6/iS3dMHzwDQhkKvsxxqmwrh5/oS4lfYNQFbaj+aRnh+hAv4k9bwz4Inv+4ak2/aDby3xo1MGG1XKefCb/sT9q3cMXWcO+NE6ng0zDoIpe/kpusojDPa8cOR9/y8I4UfGvH0vbH3CxjnGRx1VHz4CpsA2J63/vj5MxM+Rt/ov8Meua5uI3PPC9f8OTNvXf1X5SBPSHFzPpqInEf6YKhQaebJbGAqKo0Le4CBho0cHlPcpZQETwDB9CqAWCyWuo2HBELaZQ5VgWImh64exu3iqgW5nsIwYXtCoqFHz2S+dzvMvv+AfddChzz3jHL5x5jmlBR+B8as7YKJEdZzXX6hYngnHhkTGFxjz3b3Izp9N31/eG3Y9AKpAaAr2ihTka854CQsvYWGXKX+xvcZRu99EAJz+HOb7AxgTYmiNofU2jKRfeIHAL3/BNW1j/5+98w6zojob+G9mbr/b+y5t6UWqIFWxgCKiYsSI0XyKSYhGiDGKRmI0KmpiQxODMdGISdRYoqJRg4WIBVEQRZHe+/Z6+70z8/1xbt29u+zCNnB+z3OfvXPmnJlzy973vOdt3DP33mj7qFE5LRrf1piy7diH5WAuMkpKfFdo0xornUl7pALrk9GHPhl92ux6BgYGBgbfDSSzGT09FPWktylq3Ca1ji6ruFyxRaXFkrhBFFlIqoCkSMKzNXay3eZ94YUXMm7cOAKahqaDSZIwhecd8jde/NtNNkKW3oB4qZ76AGZHbGmhKLG5KpkZuN1BbL5YiLxV9yUocyYT4BeGFUlT8bqCWBrsdYXq3Tx+1134/H7M3bujOBINDFJtKKoY6ZKMu9aPM72j4leSE5/CJ1j6dUzP0nV8TXjJyYqMbJWFgU2SSPUcip6zFqclHdMSJCXmsRadRlDD0jOVwL56fBsr8W2sRMmw4jylAPvwnMZGnLiinDkmCXtnFduVEV88rfMVUwOD9qTe5yddDWD11SCbg3iDIuWFnixay18PtQfFZr8jS9R1AOEt3oFE5EkymvWEPlYUk6iT0RwROSrJPPXXJ/F63TFDTBxZWVmN2lpNxFu/IWYf2N2JbVNuT34NXRcRCnJcdOL464RR5auwkeT1+XDqL0XEQXyUgTUNfroSPlks6ql8eH/j6/efBtPvFwXcO4uMnjDp+s67v0G7ri8Nug4hrcEmoGKNenOpih9J0ZPLlvghKRb0kBZd4GqJpSXbhYhM8dQH8Nb5AcgqSkGSpKQyRQ+vr7VwAfFQg0Licli/kRQTqqKghITu0RBZlkEDc7duBA8eFNeUTbFIFSVxS/XR3z2KJxTCZFZIj1s/67qOo6wMm18YK3TZhGTp/EhS26AsXJ8dRraL1+F0H8btLCS7vgrfrjexDp6JZE6spSjbTUI/bYKcHw9NcOoquPkU9JCG7ldR6/yodQFCFV4C++txnlIQ7effXkP1K9sBUDKs2AZkYhuQibVfBnITNeU0j4eKJ54AIG/0Kejh37E0s0RGYecYNqy90qKpmQ2+G5wwhpX2SAVmYGBgYGBwNEiyjG7SIewoLEmxBbzwkgWfT7g3mc1mrNYGmy7hri5Vx5ZqhvpArLkdFZfU1FRSU1PZ6fHhCmkU2S1kmcVSoabUQ8AXSlC2JKC7zcwBXxBJ03HV+nDosdeixO13W2wmVKcJfKCbbdj79ca7/3BiOjGrGc0vtDRdapzeSlJkdE2lWzi9qLVPH+QGhpXabfsg6nHWNTYJzFk2qAkw9sI+VD8cIrJVtynVxv7DgabHFTgJ7kN4YcfR1oXarb3SyLtuJMESN+41Jbi/LEOt8VP33l7q3ttL7s9GRBUEz4YKVHeQmJmQzsthbJLRQyp68Ag7AAYGxzu6jqSrmEMuvGYNq8OM3xPEmdFAdqhBqAzXwqz3ig15NSA2262NIyPbk4g86ep06zeks6dwZCQpVrsigjVF1NWIGFbGXQvdx8AvvhY1Op67VKRE++lKUcvD0sRnce0nJ176LQMDgyZRdfDhIAWRukmOjxbUhV6i6/oRowWUVAvUBiLDaO/FYESmuGv9uGuEYSW3Z2qT83SHnQqitWPiokMkWUKJyyQgNuMTnXQ0eyqapMRelhZba2qSgh7W60wNfHt65GZiycpAslqwOsxR/U/TNHyBYLQOp2ayIXWWY1Icplw7OVefxKHNwnjS/cBKtg78AWZ3KcFdK7AMOLeRYQWIRr57Vv8R3VeHbcyPMWV3p+i3ExoZXUxZ8eObXhdINhOW4jQC++tRa/xCJ1lTAjJYeqSROas/5rxEva/kvvvwb9oMkoT10ktgpzCOKakW7EOzj+IdMTBoPSeMYaU92FixkWp/Nf0y+lHgLDjyAAMDAwMDgzCKrqNJkUW4hmySSMuxE1R91Melv0qmECRsWquxhbxkkjskX6w7fM/93kDUsBLwCc8sLS46QJIkzJIOug90GZAJ+lUcZtA1HbNHjXRMuL4uyehIaBrEmwhMeQX4XR4kLYQnUqg9UmNGMePMycB7qEwcW52NjCoNcTmLcB7F629r5LDyVranjsxwDvJA33M5Ze4oxpkk1v99E3qFF0+ekz3ba8QgCeT0dCRbOmDmcPbo6PWa8xI7FswFTjIu7Ev69GI831biWVdKsMQdjXDRNZ3ql7YS2LmKUMgBWUPYE9AYXOEjv3vHb6AqKRZCPi9qfaCRomVgcCKh6QFcKd0BcLr3E4r/d9N1kSrK7BAb6RFS8kWaKcUqolfktjXIGnQBup8ijCK5g6H3aaIto4d4LNyX2LehYa1oFIz9qWFUMTD4DhJvC7CmpeDyhlPPIpGRkYGiHFlehEIaZglkJFGTsYOcbFqqB6nhyD2L2tgoYImPflCDmIMhQMFvTccSrEdSTJgKi7AFNKSyanRAj8uMo2hBtPB6Xqkrb3R9l0sDl0/cJ2yAcNcE8KZ0xxKow+qvweLoGluxkiRhznXEjDxRJVR8Sxyjc7H0KEL3q9R/sB/n2AICBw6w99KzQbEgWZzo3moI+VEyrcekoziG5eAYloMWUPHvqsW/rRrf9mpC5V4C++pQUmJGQN+2alRXANf/VgKQccksygcPQt8lUsJVV/nZu6mK4mGdkw7M/VUZ1S9uRTLLFN0xHslsrMFOZLrGf3Mb0B6pwJZuXMo7e97h1rG3csXg72i+VwMDAwODo8KOTpltPy5ZppsuDCI2pxnNE0zo1yhaBRKVk7iCklLDvFjtRPNlHGME1AD7a7djAnTJBuSih3TSPY1lcai6GipjtUbctQG0kJZgWPF7Q22ab9jhKUWKL3bcWUTTzoBLg0ygJAh9bAqpWTbOuHkMAMv/uiFhSNE9v+fw79YAsA9haBrl8GO1t+/yTTIrOEfl4RyVh65qUSVJD2qYsu34Ntaihz333BqUHqgnf2Ruu84pGUqahVCFF62+6agfA4MTDY/djDWWT1DUzHCVCkNKpE6I2SmOy7eIfGFHSo1lcHxicYqIk5YQb1jpe5Y47je1feZlYGDQZdF1DTVu9a2YFCx2nYA3hKxZCAU0FPuRN4F1XRhV7JH9+A5KJRe5jdVuatE9I11sKWY8dWK9aLbKsaicgB+TqqIpSlytLR1Jlgj6Q8i60Iu0upjjgs2s4glF1uIte92RwvUBSxpWfw1qTQ16QQGSqWtsycrhCNP6lB4AaLIwYqSfU4w5Px9d1bD2y8DaM5VgyaG4keHInRwb5oK2cWeTLQr2QVnYB4kY/1CVj8BBF7IjZlipW7EP35a9qFWVIMlYh/+AL3ZVJuivO74o6xTDiuoKUP3iVkDoTppPRTEMKyc0XeO/uA1oj1RgkfBBp7kr+LsaGBgYGBxP1ONER4Sqx3sK2+12ampqAEhPT8fpbCxjonl/AXNQi9boaK9IhUb3lyS0Fhg4VL1lzgwSEPTENr/lgAeppoyGCZzctf42jTBRtECLDETtTUSZ2vN1BX3DSpsG0aLrfm+IqkNuKg+KdYfNacbqMCMpEkqWDbXKh2QSHncOh6XJovLtgRSXhky2KuTfcDKS9BmFL7xHacFY0acD5xNP+ow+oOuYsu2orgCy3dxh/yMGBh1J/O+YLmficwsDvbvGj8MUNli7SsEZNnBaU4TcyRsS3v3q/HQjBp2MNZxrfuAM+MHznTsXAwODTkPSgmRQH9cgJQSWt9RAIklSuI5JuH8Hr7+OtL6PrLEx6RACU1waXVe1H4vNhMmiiLRgagBNidU70TUNTdUI+lQsui4MK75YhXohUpPPQLPaW+adBujBYJcxrEQ4VHQqANZArWgIO1JJioytb4ZoC7+3IgpDfO5ZswdiHz6oXeZkyrIlpBPTNR1LrzQC+8Pp3uxZeNZVkrWrBopjxpfOKhvVsB6M7leby4BmcALQtf6LuxieoMg76TAZ6SUMDAwMDFqHIy0L3XWQVE3DbouZCyRJwmazRWusJENWZGRFRlM1ZAmcsgSyhMnZjgV/4+/fzDmzNaaYSEm8tCQJapwyPrNEmkfDEUiuXUieOjAnrjJtvmqksLHG4S2Lpr4BkNUgvvKa2LHfjerxNC5e38X31WVNbIgW71vOhnd/TFA1YbIqfL1if7TPmPOKsYU/68yZfalYuhHZngkaKNkZnTHtBGSrTFb1FnK9hyi3F3XaPCzdUtA1ncP3fIbmCWEbmEnO1UM7bT4GBh1Nov1bEjVWAMIpSpCkrv+jaNAxpBaKv5EaPAYGBt9NGi7LJSnBmCK30FlGkhOC6jvMsSVyy4A31Gw/b0i4pdUqleTiQJJAMcuoDerymSwKlmA9QUtKrHi9rqPv3oZizyNoy8Bp0whVVETHSBKoYYenoMmBKeRFVn1oio2gbEKK+J0dh+LXHKgnaEmlx4H/iQYtSR3DyOJDkmJ1IJP1ayckWSLjvN7YevuQQheCbsM+Ko8xX5VxfVCjJtqxw6aUOD9Toibt21GDM9NmOH+dwJwwhpX2SAXmCYUNK2bDsGJgYGBg0DoCksZBk4JZh2wlSdE/4rypkp+NPjNLIKeYOyyMOJlOJUkSuq5jT23KuBMuzgh4wynLtHAxSMUko7YkXD8uAkbSGy/QNVVNXCMnWcTbUyyE/I2m1ak40mJecFLcR16xp4YDexPTWNnTLJjC71/Jvffh+WI9cuYUdFt/AL4+4GZIUEMxd54HejTPdOT720kRKwCaJ4jmEcq1b2s1mj+EbD1hlrcGBo2QdNDj/+VS8kW0CrqopWJJiUUnGBhE6D4WMnpB0UjQVKPmjoGBAWQWg6SQkqVEIyFbum6WJAkVqFF1sgqdCRHO7cnRrjiDfjXRqBK5kNRcgRiJgGQlLcOSYFgJ+DQIq0OabMJnzaQ61YE5pGOWZMzhWpXxV+3qPg5ZV15J/fLljdqbVVUlCVO6laDrSDpt+2AbPJhuD9wfPc64qC8Xb6/h2601rHlvX5d502uW7UCtD5B+dhdIT23QLpwwceHz5s1j06ZNrF27ts2uGYlYMVKBGRgYGBi0Gi2EhoQmK2DLSDgV8Qyrq6vD5XI1GqrrOlrYDUzPsBKyKqgduJEuH4XaYglFvJeSXM+U/HrBhvJVkvBbMnhjxQqGnncehX0yueW3vwHgjRUrGDbhFFJ6FHLz/fcnuVr4EvZEI5bcBbyDzrpycPT5waKJ0edKg5o52d1SmHnDSAr6pKOGNPzbtuHfvAElTUUKF7msdYdQ1Y7zCkuKpuO251FlywNA6aBIqmRUPLMx4fjQXasJ7K9voreBwfGJ0xarxSVpYLOKDTCb2QdpRbEIFdkEKblgtnfGNLsky5Yto1+/fiiKwg033NBk2wmPMxtu+AYu/qthVDEw+E4TtwHuqwNJSohSaXkqsLaeV8uwHGWdwYBPTYi6bwpTbh6SxdLk+TdWrGD4lMkU9snkN3fdCsB/332TqWOH07d7BvfeMv+o5tfZWAcIB67IB6tHtoqTOLpFrC16QCVUIxzEqp7fjH9XbbvPszlkqwn70Bxkp/iOdKZdJfvqkxKO61fsI1jm6aTZGLQ3J4xhpT2IRqwYqcAMDAwMDFqJ5qkGIKhrhJREJSBeaUmmwMQ7/YRCOi5PiNpyb5t6Ay1ZsoTi4mJsNhvjxo1jzZo10XOO5rzOmpiCYpaxOc2YTM0vLTRLbMMvUhgxhoRqsnL93XfzvXPPZf/+/dxz373oZhvX3303F51/Afv37+fOm25qci6yw4GkKLy3ahWnX3EFuQXZ5ObmMmvWLPbs2dPs3NqNuHm6nYWxgyS6ysv3fcELi9aIApuaGBiq8BIqjxWK7KgCoU2ia+zteQ5q+PPrKC/FpFNpkNIBDcqe+LpzJmNg0E5YzTEZopll5HB0n6yEN4ksqSAp0Og3tWNoTp50Ntdccw2XXHIJ+/fvZ9GiRU22Ncc777zD+PHjSU1N7Xx5YmBgYHAMmM3xRoPwBnm8ftHSJWY7rkVbJFNaeX+zRSHob5zdJhTQ8NpEkXRdVjDn58XdAxTVj1oXc9i5/u67uXDaDL5avYlbb7oNgF/esZALz53JV6s3cdsvbjriXCI6SnpeXheSKeL9DJpFxOuGYXPp89+3MRcUNOoZ+75ISJYUJGsqam2wQ3eXPevW4Vm3LqluHLEFdaa2ZB+Y1ait9I9fofmbT2FncHxiGFaaIVK83jCsGBgYGBi0Fi0uTVUkAjKC3R4zLpjNR9gIO4qCkkfixRdf5MYbb+S3v/0tX375JSNGjGDatGmUlZUBkGFSSDHJZFtim3mR1FOuGn/Sa8qKTFqOHYutsSdZa+xB9W43ZVVVnD1pEkVFRaSmpuLyiLapZ5wp2lIiaW4aX7iuJsS2ynouvf56Th87lq++/JJ33nmHiooKLr744pZPpA3R4+ZpT40ptAFvMLGjlNg34UT8USfbVSSrDdnSWDHvFJLdWtUNrzCDEwqTHPtdtShKbCNBCqty6d1FSheTtfHgduZI8qQzcblclJWVMW3atJg8SdLWHLt372bmzJmcddZZrF+/vtPliYGBgcGxIMcvIr3CCczviW32tiZiRVZkFJPcptHhLZUpR7pjVthYYqf57DMNdRS1rg49EEvTa/XXECorBcDl8VBWVcWUUydTkF9ISkoq3vpqyqqqOHPyWRTkF8bpKKIWSISIHrV3/56ojvLl6tVdRqZ4PludcKzJMtbevZGS6Kmy3Y7ztNMw5Q3GefqtpEx/GCWrD0pq05E+bU35o39g7xU/pPqfzya0Vx508fkbu8RBJytMWbMHJjaENKqe39I5kzFoVwzDSjPcOvZWbjnlFrLt2Z09FQMDAwOD4wwTcV5RWuIGuqLEQtGTGVYS1oHtsGe9ePFi5s6dy9VXX82QIUN44okncDgcPP300wA4TQp9HTa622ILZGs4FVVdfS3XXHMN+fn5ZKRkcNFpF7Hy3ZUEJKG4vPn261w8bgyn5GYy+ZST+POTjxEKqCCLJUfQVcvChx6i75Qp9B5SxOTLL+ejcBrPjz//jN7DewNw7pw5SJLEinffI//kkQCcd8n3kCSJlR9/3ORrC3kDfL1uLaqmcefPf07fvn05+eSTWbBgAevXrycYDDY5tr1Y9e9YseB+GZXR557axPoqlQdcaOGUauI7EPvwB+x4Ldaxkw0rOdf8lLTzzgMgS5Eo6tH8xmR7knJqUdJ2tT6Af18doUpvB8/IwKDtCQR1ZCWcYiPkxR80h9vDqpxiAltap2wiHEmeNEdNTU1UnthsNoYOHcqbb74ZPf/KK69w0kknYbVaKS4u5uGHH04Y7/f7WbBgAd26dcPpdDJu3DhWrlwJwMqVK6NGk7POOkvIjibammPdunWoqso999zTJeSJgYGBQVsTH8nR8oAViZzuKWR3S0Fuw8jlI8kUv0f87iaLVIiXKb1zenPRaRfxwbsfhCcMb/73dSafPY4eA3Lp178vDz/8MJLVSigcba+5qrjp+uvpO2UKOWPHcs7F5/JxOFrmo7VryRs3DoALr7qM/OJ0Vq3+mJ4jBwAw6/ILyS9O54Mv1gPC6BRvpLI5zZhCXjZ+9VlMR+nTp8vIlOoXXkw49qakNdnXXFBAzyf/in3staiVO3G/fzue1X9EyUpeU7StCRw4gGftWpAkUs85O+Fc/Hd51Nk9O2Q+TeEYlYeSkejw4ttaTd2KfZ00I4P24oSp7tkexesv7m94IhkYGBgYtA5VFZ7ymuZD04RM0nxVqBY7oKAo1mg0iyQF0LTGG7+6rqNpPmTZFlUcNM2LqjYW24rSuqjKQCDAunXrWLhwYbRNlmWmTp3K6tWrmxkponAuuewiPF43zz77LH369OHtdV+CouDDwaqPP+Oyy2Zz7cLbmHbxLLat+ow7bvkl3XsV8H//dxXu+gA33nk9W3bu5B8PPEC3/v1Z9uqrzLz2Wta++ioTR4/i6//8hxEXXMDzjzzCsEkz6Nk9I9b21FLGjx5Dlt604mEKeRkzsC+yJPHMG28xp3gAId3PP//5T6ZOnXrkCKF2wFXliz53bPwo+lzXNKCpfM9SzKwiSaS59sed6fy6MZGC9flmCfsR0r+1J84xBZjznZgLnaDqVPxjI4HddaDqlD8pUoLZh2bjHF+ErV9Gp83TwOBoiMiTWlcNaTXVhEwezI4AsmTBo2Zhc9ga9U2OjKIcuW9Hy5Pp06dTX1/Ps88+S9++fdm0aVPU8WDdunVceuml3HnnncyePZtPP/2U6667juzsbObMmQPA/Pnz2bRpEy+88AJFRUW89tprnHvuuWzYsIGJEyeydetWBg4cyCuvvMLEiRPJyspK2tYco0ePRpZlli5dypw5c3C5XJ0qTwwMDAyOFlX1EAp6MWm+uEYPmu5H00I401OjURZdVaY0FQXfUKakF6Wz9uu1SLp4PWs+X8vceXO4+YaFzDz/YjbvXs/8+fNJS8ng3PO/jzUEv7prIdu2b+EfDzxAYV4e//5oDd/76Y9Y++qrnDp1Kpu/+YbBw4ez9PGljBt5Mqk5Raz7aC2jJ5/C00/8k1NOHkd2SvIaZyazjN1bzrj+PZEliX8sW8bVc+fiDwa7hkwJG4Gsvmr8tkxSaqsoW/wIWXOuwtSEnMy4oA9VL+xAc5WiWKQOS1Vc+/rrADgnjG+cqiw8hdQsGxn5nZ95KP/G0egBFd/mKqpf2Q6A5o7psXpIQ+pEPcqgbThhDCvz5s1j3rx51NXVkZ6e3tnTMTAwMDBoQ6qqqvj5z3/Of/7zH2RZZtasWfzhD38gJS7cuiFnnHEGH374YULbNddcwxNPPNGuc1354bBGbZHg9ezsMxg54m/4/SKd1uYtM9i02deoP4DTNpo+3Z7CYjPhcwfZvGcGG3dXN+o35aydrZpfRUUFqqqSn5+f0J6fn8+WLU2HJwd9Kh998gHrvvyCzZs3M2CA8NCa3b0nh/1BFE1n8cOLOeP0M/npLaKY48jufdmzcRMPP7KYH8/9MXtqSvnnsmVs/d9Kek8Yh+9gKTfMmcN7n3zCP5Yt457bfkNuePGelZ5OXl4+Fosea8vKoiAvD6rC72iSBbysBiju3p3//OUv/PDmm/nFnbejqioTJkzg7bffbtV71VZYw8XdR0/vRc2j3mhSAi1Jiq9ohh+JBO1Rj3+tnWhX8W3bhrmoKKp464CS1nGh/w2RZAlrr5hXXd41IwBRe0WyKuh+Fe+3lXi/rcTaLwNr3wwcw3Iw5RjFvb+rHO/yJEJW1ukU9I5FhXz08dikhnqAjIxxjD75+ejxqk9PJxisatSvo+QJwPvvv8+aNWsS5EmfPn2i5xcvXsyUKVO4/fbbARgwYACbNm3iwQcfZM6cOezbt4+lS5eyb98+iopE5NqCBQtYvnw5S5cu5b777iMvT+TKz8rKoiC8+ZKsrTl69+7Nu+++y6WXXso111zT6fLEwMCga3Hcy5Rt4k+q41QGp/0l2ny8y5R9dfs4I/8MbMEUCMATT/6J0yadzo3X34KsSEw482S2bNnCI394mGkXXMqBg/t47tWX2fruuxTl5YE9hXmDxrHyw3f5x7Jl/G7SJArCEY+Z6Rnk5RWgmixkZ+eI9yQ9U+gtgTpkbwWWHj3Qdb2BsUGiuHsP/vOXv/B/Cxbw87vv7joyJTzNHgdWsKPfJaTV7aPyr8+QPvPCJg0rKZO6sf/HDwCgVpV0yDR1TaP2tWUApM+c2eh85P1Onlq545EtClgUnKcU4BiZS9XL4h9O13UCu+uo+OcmUicVkXJqN+Qk6bQNjg8M01gTuINuVh1cxYbyDZ09FQMDA4PvPFdccQUbN27kvffe48033+Sjjz7ipz/96RHHzZ07l8OHD0cfDzzwQAfM9si0KtRbguxuKQl5ejuDgC/Et5s2UFTYLboJBmCVddADSHqI7Tu2Mu6U8dg1sKlg9WqcMno8O3ZsR1VVvt28CVVVGTF9GmmZmeSdNJDcsWP5eN06du/fj6mwCF0S3so+a+NFvDUztoGuWVNQmlBaSyoqmHfXXVw663I++fBTPvzwQywWC5dccknS1AHtTUSnqjjgQg/XRNjdazpTrz2Fy+4Yy/CzujPqnJ4MOa1b3CCQHQ4w2UBSqMg6KeFcZ+DbsoXdF85k25hTUMsrADjssODydL1CjJJZpuDmMeReOxxTrjCi+HfUUPfOHir+sbFTvgcGXYMTRZ50lGdoe7F+/Xq6d++eIE/i2bx5M5MmTUpomzRpEtu3C3myYcMGVFVlwIABpKSkRB8ffvghO3e2bjOvOUpKSpg7dy5XXXUVa9eu7XR5YmBg0LU4UWQKdJ3N6OaQm9CHmpIpaSkpWB0mduzextjR4wGi9SAnTZrEjh07UPx+Nm8N6yjnn0/uuHHkjhhK8bCefLJ2Dbv37wddR3WLGsyKGsQcdCNrQUx15Qn305Hw2XOoq/AmpHP2ukLUp/ZgT32IeXfdxRUzZ/Lxv/7VdWRKdE3R4P2Nqxkawb9rF1tGncz2s85q/3k1wP3paoIHDiCnppJ6zjmNzkdehqvKz8FtjR0SOxPJrJB9+WAyLuyLJEnUf3wA3Rui7v19HFr0GeVPf4v32wp0rev/HxokYpjEmmBv3V6uff9a8ux5rLh0RWdPx8DAwOA7y+bNm1m+fDlr165lzJgxADz22GOcd955PPTQQ1FP1WQ4HI4WeaS2JWecHjbIH/6aXWYzPkmipyWDlNRCImmf0tPTkWWZCeNXYbEk9/avq/Cjqwpmq4IkSUya+GHSfq0lJycHRVEoLS1NaC8tLT3ie2WzJXr5B9UgB2q3i8WEJMKtdR0yahtvtIdqanGXHUZRFD5+9Q3knAK0qkrMQRcAToeDgK9tNuj/8q9/kZaSwu9v+DmmHr2wpVh49tln6dGjB59//jnjx49vk/u0lOQboBK2VDPZRSmcdqlQAj/619aEHj3/+hcO3CrqyRwMCS+5MZPSm1Qq25vDt98BgGSxoGRmAOXUVvko2VVLem7XiwBRUiwoKRYKbhpD4KAL76ZKvF+XY+meGv1MNF+Ikoe+wFzgFI98B0qmFVOGDSXdimQ2fJBOJI5XeXKgsgyrW/yP+Wwl9MjrT8M0gpNPW9PMlRK/x11Bntjtx/ab4XK5UBSFdevWJdQtA5r1FG8tS5YsIT09PWHTszPliYGBQdfheJQpXo+HUO0hUhFGAgpHUHnYhRaU8LmCpGWL3+ZWy5SABypFqiNsmZDZ+voWLZEpEUczszXxd78pmaKYJdJTHQlpdC12U4IRwxRScbuFTFn14ouY7XYsxcUABA4exK7rhMrKCFaLjXozAcwhN+aQm6DW0Fku+Ro9ouM8+a/nSEtJ4d4bbxTzHjq0S8iUSJF6r11EdWqy2CpOauxRVXSvF91qbXyunal56SUA0i+8EDnJZx6vc+1cV0a3AZkdNrfWkn35IOo/OojnqzJCFV7826rxb6vGlGfHObaQ1FO7HfkiBl0CQ1tsAk9Q5Il0mDs/L5+BgYHBd5nVq1eTkZERVVgApk6diizLfP75582Ofe6558jJyWHo0KEsXLgQj6e5fMGiEG5dXV3Co7UoigNFceCSc5BkG7JsQ1Hs4XZruI9CRkYGdntGtH/DR2Z+JpmFjugCsal+rcVisTB69GhWrIg5DWiaxooVK5gwYUKzY4cMOolDhw+ybZsIY9b0mBeTDvTvN5DP1yTm1V+77jP69x+A5g8xYtAgVFWlsuQA/bPT6dOzF3179qRvz54U5OTgqvYf+QW0wJvL6/MhyzKK6ifiLhbZeNOSeF61N+4a8br2bqgkwX0t/NTvDVFxoJ7ailhauIYKoxI2amV0S+0UT3U9FMIXTsNQeO+99Bvb9GZBV8TSLYX0s3tRsGAMmbP6R9uDh91oriD+HTW4PjlI9SvbqXjqW0oe+oKDt6+i9t090b6aN0T9JwfxfltB4EA9qitgeKwfZxyv8kRWHMiyHVm2Yw0VoZTtQKnYkfB72JSMEA9b0ut2pjwZPnw4Bw4ciMqThgwePJhVq1YltK1atYoBAwagKAqjRo1CVVXKysro169fwqMtNys9Hg+ynKgyd6Y8MTAw6Dp0lExpC3kC4rffJJnIkFUU2YZiEXqIzZaKLFsTouNbLVP8XnFN2YaSPaDTZUo0+ib8Z9DgwaxZ9xkAdRVetJDOqlWr6N+vH2ZJY9hJI1BVlfKqKvr06hWTKcXFFOTkoAeD4dqISTMRx5CaeB7G6/V2TZkSfp8OdjsNAClcJzSZ3qUn5C1O0t5O6IEA/h07AMi49NIjD+jikb2SWSFtSk8KFowh96fDcY4tQLIohMq8hCpjafg0f4i69/fiXleKb3s1wTIPWqDtaosbHDtGxEoTeEKGYcXAwMCgK1BSUhLNiR7BZDKRlZVFSUnT+Vwvv/xyevXqRVFREd988w2/+tWv2Lp1K6+++mqTY373u99x1113tcm8nem5aPV7CUkSFvkoxK2uI9XsA4sDnLltMqcIN954I1dddRVjxoxh7NixPProo7jdbq6++upmx00cfyqTJpzKrFmzWLx4MT2Ke/Dxuo+RJImJZ0/jZ3PnM+3CM7n3iQc5e9Ystn3yGU///Un++MfHAOhfXMxlM2bwk9tu43cLqjlp2Ghqyg6w8vPPGTpgAFPPOpeQLhaKVn84fDtuje6vcUWfy34XqtuN4nTSkHMnT+axf/6T+/78Zy776XX4VT+//vWv6dWrF6NGjTrGd6/1JOoZ4qD33rfZ8NZlmLIyUBSZL9/ZG+1x8rm9omkKHCNz8awvx9ytF5R7UdIzOm7iYULV1ez/yVwIBpHMZtJmnEe6LNN9UCYHtnStMPuWICkxhdbSPZW8eSMJHnYTOOwiVOFFrfGj1vjRgxqyI1ZINFThpfbNXYkXM0mYMmyYsm04TynAPjSno16GwVFwvMqT+N0ZCUBXQaNLbBocrTw5/fTTmTx5clSe9OvXjy1btiBJEueeey433XQTp5xyCosWLWL27NmsXr2aP/3pTzz++OOAqLlyxRVXcOWVV/Lwww8zatQoysvLWbFiBcOHD2fGjBlt8vpmzJjBI488wt13380PfvAD6uvrO1WeGBgYdB06Sqa0qTyJX5SGZUhKphXFLGN1HEPxdF+t+JvVFyQZIhvzstL0mCQcSaZENu+D/sSN5YYyRcvS2L19N5Iscc2l17BggZApi//4ADPPv5i33v+aP/3pT/zp0UexBF307dOPS2ZeEtZRFjBy0CBqnU5WrFjBScXFTIszniVDjkSuHMG4MPWsc/jL35Zw35//zKXnnUcwEOhSMsXmq8Rny6bngbBxK5mxJ/ISG65BgkFoIhNDWyBZLPR58z/4vvkG28DkaURlpWvUpGwt1j7pWPukk35uMd6t1ZjzYvvQwUNu6t7f12iM7DShZNpImdQN56hwpFFAJVTpw5RpNWq2dCAnzDu9ZMkSlixZgqq2jeUuGrFiMgwrBgYGBu3Brbfeyv33399sn82bNx/19ePzGw8bNozCwkKmTJnCzp076du3b9IxCxcu5MZwaDZAXV0dPXr0OKr7azKUKQoSkCsdhbj11YK3Sjza2LAye/ZsysvLueOOOygpKWHkyJEsX768UbHIeGRFQlN1Xv73v1n461/xgx/8ALfbTY/ePbjhNzcAMHzoSJY++U/uevAeHn/4fvLyCrjlxl8z56o5BCsrAfjLokX8/q9/ZeFDD3GorIzsjAzGDh/O9MmTkbVYKjApSZ5nvaGMTyLzbU4TZ4wbxzP338/ipUt55O9/x+FwMGHCBJYvX37M6WeOBos9uVJ5eHsVVfX1CW1mqxJVCkruu4/6D77CXHweWuEgAD5/Yxf9Ruc1ulZ7oqSm4tu4EQBTQQFSA0+7LrC3e9RIZhlLj1QsPVKJN9Hpuo7mCSHFK2gmGfvwHNQaP6EaP1p9AEI6oQovoQov1v6xdAOhah917+7F2i8DW78MlPSOT5fwXeJElyeJhH8bW7lZ1V4cjTyJ8Morr7BgwYKoPOnXrx+///3vATj55JN56aWXuOOOO1i0aBGFhYXcfffdzJkzJzp+6dKl3HPPPdx0000cPHiQnJwcxo8fz/nnn99mr++ss87i+eef54EHHuCBBx7odHliYGDQ/nQ1mdJu8iRdXENWZJzHsk7RVIgYFizh/TO/C2r3Q/4QYWhpIUeSKXozQR3xMsXldtGzd09+efsvASFTnlzyDA8svo/Fjz0Qkyn/93949hwA4I8PPMaSvz4kdJTSUnJycxk/fjwzpk9PuI+aZA4umxWNILLe/H7kaRNPj+koS5fiSEnpEjIl+8c/xrUivgRCeP3bnKGoYcRKMIjUjoYVAEmWsY8c2eT57G4pnHxuL75cvve41E9khzlqJIkgWRQcY/JRa/2otQHUWj+6X0Vzh9DcLnR/TH8OHnJR/sQ3YpzNhCnTirnAiaVnKpaeaZgLnIm6jUGbcMIYVubNm8e8efOoq6sjPT39mK8XiVhxmht7whoYGBgYHDs33XRTwgZJMvr06UNBQQFlZWUJ7aFQiKqqqlal+xg3bhwAO3bsaHIjzGq1Ym2rfLEhHyFJEjk3LUchS7Qk9UaaCL0+GubPn8/8+fNbPS4rM4unn34aAH/Iz44aEZJtDoq5zbzgIkZcchEAaR4Np19L8B4ym83cPm8et8+bh8eRj8MTy6OsShL23J54Noi6AuZCJ5KmkpGWhmfDBvSsAszpKQSrEwtFxiM7HKjV1Xx/+nS+P306pr4DMNvbd5F/JCZfNpBnb1+NbJI4VDiJ7oc+AcBqN0GcXSWnRwrTrxkGgKbp+L7ZQGj/t6ROuQg1nCGiprT59EPtQe3rb2A/+WS8X35J4T33AFBf5aNsTzgVxQm4PpckCcWZ6LlpKXSSffng6LEe0lDrAoSqfYRKPVj7Z0TP+XfU4PmqDM9X4rfLXOTENigL++BszN1TjvvC412NE12epNisBF0NGqWuYViBY5AnWTF5koxZs2Yxa9asJs+bzWbuuuuuJj25MzIyGqUmSdZ2JC677DIuu+yyVo0xMDA4fulqMqVN9ZMwKgrK0egnAAE3KBZQzEJfKQ+ndJTNEInSrz8kjC1qEEytm3tzMsVsE7JPTrI5HC9TNlYIh6DIekvXdS6+eBbnT58JiA14xSSj+WJpeE1mC7+95RZuC3/21v79ka1WVLebwO7dUX0kaHZCUNSoyUhLo3bzLmpTM7G5q5CTWV1IXCpHdBQQNVa6AvYRw8WTsHzUwzNOXki9cZuSk4OcJItAW6HW1SHbbC0z3ETU5RNEQbF0SyHrksQIHc0bIlTtQ632Yy6Mve+aT0V2mNA8IXRfiODhEMHD7qg+kj6jN6mndQfCn63UVC1Qg9ZwwhhW2ppavwhlTLG0XfFDAwMDA4MYubm55OYeORJjwoQJ1NTUsG7dOkaPHg3A//73PzRNiyoiLWH9+vUAFBYWHtV8W4Ou62juCjBJaIAqmzimLTBdF8YUXy3Ul0BqPtjD3vGhAFTvFh5i6W3hDd0K4tZhiknGajehmGVEjprkaBY7ckDkjVXlBotjSSJksmP11yDJCiaLAijoFjtSeIzJaUO1O9C8yQ0MDRf14hqdS2QTTwJcqT3jTxD/Juqazj9/I2rU/Pjh06LKjfOUAgL/3Au2jo1UiVC+5E+EDh2m+KUXsQ8XiteX7+wl4BNeeSeK4tJaJJOMKcuGKcsGfTMSzpm7p5J6Rg98O2sIHqgneMhN8JCb+v/tR0m3kv3DwVh6pHbOxE9ATmR5AmCzmgnSoEBuF4lYMTAwMDjROJFlisUinEZk+SjXbgE3VGwTxv3C4cJwYk8XESrmuIiLSCowLQRYxXHIH4toaS2+WsQu8NFFdeiaTsDb2GktFNTwWYVOpcsmdF/Mi0GyWNB8PjSXu8HFEg/NITe2QAYBaw5WXyxFbks2rNW6OpS0tFa8knYiPFefXaS03TjkSq741QgsvXs37pvE0c8+bFi7Tq/i8T9T+/rr5N18MxkXf+8IvaOWlRMW2W7CYk+BosT9avugLOx3TEDzq6g1PkKVPgIHXQT21RHYX4+lZ+y75v22gto3d2EdkIltYCa2fpnIdsNEcDQYxeuboMwjLHp5js7ZxDAwMDAwEAwePJhzzz2XuXPnsmbNGlatWsX8+fO57LLLKCoSBbQPHjzIoEGDWLNmDQA7d+5k0aJFrFu3jj179vDGG29w5ZVXMnnyZIaHN4bbGz0uJ61fbUFR9obEb5r5aoQBxV8LIa9QXtzlQrlxlUDQA+6KxPFqCLzVLSr2HuG5554jJSUl6ePUKWMB8NQlfy0ms0x6ngOLtfGCrOkZJDsjNXNOcOGPriZ37FjSi4oazfPOu36H6shocmynEMncY5ITPOz83sSN0uY/qs4rkq7VCyVTTjEMAS3FUugk/dxi8ueNpPC2cWR+fwD2YTlIFgW1PoApO1b4NXDQRajG18zVDNqK41WeKHHRKbZIHhTlGHLhdwDNyZOTTjqps6cXZfr06U3O87777uvs6RkYGHRhjkeZIofTch21U0wgbHjQVbFwNdvBmQe2dEgrirtRWB/Qwv0qd0DFVqg9II51Dfz1yWt4JOG5p5aQkl1AZnYmvYcU0WtgYbMyJc0qNpDTra3LZqPWiWhsc/fuSJJEqLycUHliVFKydMWRdfolc6+i95Aieg9J1FG69cnj0SUPNRoV2Lev3Yu+twTP2i8SjjXFjG3IEOQk6clkux3HmDHYR45g8JbNDN6ymR5/frzd5qZrGnXLl6NWV6OkNa+L1FV4+fKdcD2SE9iwciRkq4I534l9SDbpZ/ci98fDKLpjQoJTl29bNWpdAM8XpVQ9t4VDi1ZT9pevqf/wAMEyT5f4Xh4vGOaoJjin+BwKnAUMzekaoXkGBgYG32Wee+455s+fz5QpU5BlmVmzZvHHP/4xej4YDLJ161Y8HhHFYLFYeP/996MFD3v06MGsWbP4zW9+02FzltEgEqeSLK3XkbBlQEZP4d1VvSfxnK8WPBVCiYnPW6xr4YKRmohiCbjAlglZxXF9dKg7CEEvpBaCNebpcuGFFzbpYRf0CMVHjquvEa+U+RALb7NNoaFjtQg1FuMi0SoAdqsO8eltdB1TyBseo+Gq8WOzStFoFdAJub0sueMOfH4/5sJClNTEBbbuVsDvpSsRKUwf9KkM7h7L/eWq9EFcaoeqQzGPOEkCnZhHWN+S//FN8Q86ZsJx6JqG5hIfUrwyE/nkM/Id5PfpAp52XRglxYJzdD7O0fnoQY3AIRdyXIHYmtd3ENhfj21QFikTi7D2yzDC8tuR41GeBII6iuJFVe1IkYhAuWurcc3JE7O56xiFnnrqKbze5DIjKyurg2djYGBwvHE8ypRjQo77/a7eDSYbOHIgtUHqs4iDWN1ByO4nUocFPcIxzFcLZodwHHNkQUav5u+p61x4zmTGjfoXXkdfPHVC0cjuJtalyWSKOTxP5UhpMxUTIUWkbo7oIBAfbRJbj0myDHndCFW7MYUSI+f1sEx+5L5HcKuAJJEdF00Q8AWx+GUsgcTail2FqqVLE479jqbTell69aLXs/+MHu/7yVxCpSV0e/RRrE2kRz0WvOvXEyopQU5JwXnaac32DQVjhrohk4qa6fndQ2oQpZY5sy+O4bn4tlXj21ZFqMxLYHcdgd111P53NwW3jsWUYdSIbAlde0XeiYzKG8WovFGdPQ0DAwMDA8TmxvPPP9/k+eLi4gSvih49evDhhx92xNSSous6crw3U8gH1lZuPmshUZslWZXG9B5QvUsoJpGUlaawR5EahKpdQnmRFEhtEHkZ8gmlBsBVlmBYSU1NJTU1uSeQq8aPpzYxWsUsmwlZRGqrEAo+dxCrI7a0iN8bVjIycNcHsPmrom1WzUN8iUdFAcUfC6H31PoxOWOvXweCNXV0CxewtPTogdKgrlrtjoMoPmGgCJpTsWgSSidnzHHXxN63lG9WNNMzDmFZiRyQ7hWFNeUOjjXW3O5oKI0c/90If7j9RueRlm0UcG4pklnG2iv2W6AHVSSTDDr4Nlfh21yFKddOysQiHCfnISeJADM4No43eQJQ5/GSVl9HyBTEag9v/LQyZ31H05w86Up069ats6dgYGBwHHO8yZSQBro5DUk2HeVmYJx+46sFwkYSWU40+EcMKyGfeDhzhSEFQA2IB4CnCtJ7Nl8/UtdJTXGSmuLE7eiLu1YYVvJ6NaNbRdLw+l2QxEYgnBRkkGWCJhPWEKDHHOHklJRIRwCUtHRMebkEVAWtNtDkbYsKCgmZHUiSRG7PmAzUVRXf5s0Qp+ckzLWLONQoIS+qyY7DU0fFE0+QftFFmJupF6TrOoHduwkePBh1xGprav/zHwBSp5yFfIRaQ5G30eowkVVo1MtuDsmsYBuQiW1AJtCHUJUP39YqvJur0DzBBKNK1cuijpJjZC7WPhlISWocfZcxUoEZGBgYGBi0M0cVbl+xHco2i7Rf8chmkcvYHM5RHAhHOTgyRRRK6UZhVAERkq+GRDuIcPxgnIdVK1KUhfzCBBKvHEqSRJ7VCigomk5dhRefOxauIsXpXhabCZtTKFy6yYK1f39CwcQQY9mUJI1YXBdJarBsSaKEyGrc/bUgmq/ji703JD1ffFYnTe5GXXnT0TTxL0eC5LnBOngdq9aKmnOS2ZyozITnYYSJHxuSWSH3p8PJv3E0zgmFSBaFULmXmtd3cvi+NdSvOtjZUzToIiiqH3OghhqzFxzZYpPKwMDAwMCgFQQ0KA/aqeUoawlHHL7iC99X726ckjiip9gzhROYqZmi47X7wVcHrlLxtxFxTmahlukugbC+o0b0nrhFtoyKXLYBdA1JAi3stVTvEO+JZDIjNfDKku02ZFskjWvTa19ZD5Fav5/sbsfZpn54Pd9r33sAZFRuo/zRPxA8dLjZYVsGDyF4UKxV9UDTBqejRa2tpXbZ6wCkX3RRm1/fIIYpy0bKhCJyfzSUvOtGRts1XwjP12V41pVS8bdvOXzfZ1T+awu+HTXowZal8jvRMdzgmuCLki9QZIVBWYOwmwxPTAMDAwOD1nFM+9+6HjN6RLy7ImT3E3/N9rCRJLK4l6BqtzhWLCKs3lstlJWUAtG/9gB4YxEjaKEWe0kFfMKLK9RgAWWXAD2IpIlrqEENmywuaw2Ivpqqgzk2VV0xI5ktInNZ3LVMPXrg37YdSVdxOxILeGqKBWdhNt6DpeLYltJEsceYsmNSfYT27kEZMADZ0oxC186YzEJhqy5xkxqe367i8znjuolkFNj59sNDyIqErEh88z8RmYIUTjlgMoEsUeXsA8RqgXYU9e+8C4ClT5+E9sjntvPLcoZO7kZKpg2Do8ec5yBzZj/SpxXjWVeKa/VhQhVelLTY91bXdSNF2HcUVQ9Sn9IDJIkgh0SaSAMDAwMDg47GliGi5Cu3J7Y3TLmVki+MKopF6BlyMykgQ36o2hk7Ntkguz8o4e3KOCcexVcO5B9xmkrYGcuCHq7jEls/maU4hzMdLMEQoGANJanzGF536bqO5vdDfV1CyrBkSIqMrMgN2hS0jFzkmvLGA7qQk5IeWWdGppQkc4Jv61b2Xf0jTHmJWRG0djCsVL/0ErrXi3XgQBzjxx+xf2Sd7PeEKNtb13xUk0GTxKcNkywKuT8ahuebcrwbytHcIbxfl+P9WnyXU6f0JP3sI6TzO8E5YQwrS5YsYcmSJahq2+w43LDyBmr9tSybuYy+GW2fJ9DAwMDA4MTGBJh0nZAktT68O1n6r6y+gB7z+LKkgKdSPLdngr8OtHC0RmZvsDhEsXsQBSYh0agimyB/6DGFnoe0EAfrtovFhJQCZKKpOpl1jWvKqHV1UB0p/ijhrgugBlXizR1BX/tYDXS/H7qAYUVTExWn1BwbuT3SOPOHYtG/+rWdCeeLX3wh+vzwk0KBHTLyKD0MjxJXOF1F1pVXJj1fU+qhZFcd/UYbhpW2QLaZSJnUDeeEIvy7arD2yYiec318EP/eOtLO6JFQfNLgO0L4t1qik3MbGhgYGBgct+i6joTeRAH2FqCYxaMhDXPVSlJiykpJEk5fNXsbjw00iM4P+YRe4wjXuYrTi+RwEmHFfITkOxGDSGR8nGeSTa4TfmVI6LqGOaSiKQpyxAEsFEILBBKcskJlZaiVleiqiuUI7nNSk3XEGo8z5xd0iTRgkbqOAUuGOJYbG7WifYMh1KoqpAa6VVtHrOiaRvXz/wIg66qrWuZcFNdl55flhmGlDZBkCWufdKx90sm4oA+BvfV41pfh+aoMPahhzo0FIoRq/AT21GLtk5HgHHaic8IYVubNm8e8efOoq6sjvUG+9aPBG06bYkSrGBgYGBgcDTWkAj7gKKJX9DgDgyMHbGniEY89A+oOCWOKNy5frzNHGFUg5j2mayK8PoLFKTzOjnEhr8UpOnozl1JMMsHqWOi+7Heh11agNVDq6qt8ydIgH/fUV4rvQcnOWhJWKOGXH/CF8NQG8LpiConSwNPNnOYEHXK6Odp5ton0XPo09f/7Hymnn57YflI233wgomu6gD54wiHJErZ+mdFjXdWp/+QgWl0A38ZKrH3TST2jh1Ho/juIKZDR2VMwMDAwMDhOkVUfhZShBkxAzjFcyBxz6ILGESvJsKaKftZUyOoNZVugqeiPeCezY4nokM2gmJCq9wAiwqJWLSLbtAdFVpAkHVkLoSkNjATBYNgpK7bG0qNO3M2kAtNCyJnJN/OTLtciEepdhIPdRHH4kEk4TOlaEme/yOfR4AXpgWDjvseAJMv0emYp1S+9RNr5M1o2Rkr+3KBtkBQ5ZmS5qB/Bw27M+THd1PXpIVwfHQAZbIOysQ3IxNIzFXOh84TWV04Yw0pbomoqAU1sbhiGFQMDAwOD1iJJEs6MfLLrd6EiobRE2YgnsoiVFMjo0cRNZBG14qsWhpKAW+QzTu+R2AdEjRUtLookvSeYjy7CwNSEh5gep3hUO2VCikSaRyM3w4ZikmnowyTVV4M50Yxi9VUhhY1KDm8prpTu0XOyGsBbFjMgyT4XqsuFktKxERxHQ7ICf332vMlXr84ka0Ahiknh8zd2Rc8NnlTYyBPPPmwofFOBkpnV7vONR1IU0s4+u1F7r6HZFPZN5/DO2g6dz3cVSZHI/ckw6j88gOerMvw7a/HvrMVc6BSF7kfmIpmNSIbvBieuYmpgYGBg0MXx1YmIktQCUIPCMOJ3xWqqNIdihoKhROWYlmQjXrGKdMjxhhU5tm2ph8tEq0eo7VATFDUoyyWdXE8VkhpARkWLj/qUJEwWBXPQRcjsQFYDcafEHJW0NNTqKo6ErAbQFAuSFiJUVoaSkZEQ8aKrKlI0cj9GqKoKU84xGLjaGIf7MB5nIT32/080JLUhRQwrDVrbIRWYpVcv8m++ucX9pUYFKw3aC0mWsHRroIdLoGTZUKt8+DZV4tsksmuYcu1YeqSS+f0BJ6SBxTCsJMEbZzU3DCsGBgYGBq1FkiRkk0KVLBbvea01rEQiVhoWa29IZk8IZIO/XhhWtAYpuML3J+iBYIP22oOgBkSB+/hQ/SZQTDJqSMOW0kR4uxT76wsbBVRFwmQRzyWpOf+u8D3iFZok6dC0YIj4d0QPNU45ZnWYUBvs9TcMVe9oTE1seB/8tpRdOxooIRLRN6r09/cT2L+fnOt+RsArXutX7+1jyKlF7ThbgX/HDkwFhSgpLYghOvHWx10Sc56DrO8PIO3snrg+Poh7TQnBw26qX9lO4KCLzIv6dfYUDQwMDAwMDLo0x1jPw1stUgunFkJauB5iC+s1AjHdRg021lsgVmOy7qAwrqQWiForYYOLTJIxRyKcfqyhUaX5eYYNK6kpmHLzCJXHGUUkuVHaZl02IasB5HB78NAhrMXFR5yaHgiga1qnR61kX/0j3B9+FGuI1lpp2oAlNVAA2lLfOtq6gmk5doad0Z0NKw+ckBv4XZ2M6b3JmN6bYKkb95oS/LtqCZZ5CJV7MeU5op+JrmqUPvolkkXBXOhEtpkwFzix9k5DybIdd59d14k560JEDCsSElblyJtNBgYGBgYGjQi6CUoSQUlCb4HhIoHIIlY+gkFGkoWBJJLmSw02Pp+M8i2iPouvpvGYVhC/oLYFkuTgPcL4oKnBpr0k4bdm8saKFQw97zwK+2Tyq7tuB+CNFSsYPmksKT2LuPn++5u8puxMvKZt4EBka+fK8kETCgBh9DlcECu8aLEnfr7Z3VK4+v5TGX9RX3Rdx73mc1wrVqBWVeFzi8+pptTT7vNV6+rYf8217JoxA9+mTUn7eOoCVB0W3oANFSuD9sWUYSPjgr4ULhxL+vTeKBlWnKcURM8HK7z499Sid6FiqAbHhtMWn6feUN9aw7Jly+jXrx+KonDDDTc02WZgYGDwneBYlwYRHSVeFh3NJqjWgrqK9YehZAOUbowaXMyyn8x8Gzndm49Yz3OItF9FYScsXQerFKvlIuk6hPyN5i4pYd/zuHZTXi7mggJMeXlCR5k+nZQRI6L6yLKVnzD2jJPJ75/Pr363SAxK4vzVFMkcxToa5/hxQBJfqeZSgcVhGzaMtGnntNl8Dt+6kAO/uAH/jh2tH2ysfzsdc76TjAv6kv+Lkyn6zXgyvz+A1Ekxx8DA3jpC5V6CB114vijF9clBqv+9jZIHv6D04XXoodj3LlTpJbC/Hl1tPkqtMzFW5kmIGFbsJvtxZykzMDAwMOh8NE1DryuJHutyawNEJTDZhHfWEdETn9fsi7tME4YZLcSSpc9TPG4GtvQcxo0bx5o1a0Qof8WOxGu0ENkkY7YqjWqDNFyia5ZYqoCG+YxBImh2cv3dd/O9s89m37593Pu7+9CtDq6/+24umnE++/fv585f/arpeaSKot6vLF/OuEsuwZmeTq9evXjwwQdb/Zrag7r0PqiS+D7oWuLCP+gPsfSWT1h6yydoIT3uo5UI7ElS7LOdOHzHbwkePIhkNmPu2TNpn6/e3YvfE4pMz6ATkB1mUk/vTsEtpySE4tev3E/5E99Q9thXuL8oQT9CugyDro/TGvutPOqCw+3IkiVLKC4uxmazxeRJF+Gaa67hkksuYf/+/SxatKjJtuZ46aWXGDlyJA6Ho0vJEwMDA4PWYglHFchHa6RPZlg5Gsw2SO8uaj42YMkzLwodpc94xp13OWu++DJxqNWM3EjfSCTXkcsgez4ZcYYBvx5vjNFB11BDGgGrqICoKZZG9UO0QADd60VOS0O227n+7ruZec40tr33HnfMnw/AL+68nQumX8jXq76Otmk+X5Nzi+go2aecwsBzzuGhhx9u9rV0JG6niELaOvBSej3/HLahQxt3SlJjxVzUdtH0ofJyat9+m/p33kHz+488oAGRVZKxlds1kO0mnKPzsfbJiLaZC5xk/3AwGd/rh3NsAfZhOVh6pYEiEarwUv/hgWhf99oSypasp+yxr9D8LTDIdgJGKrAkxBtWDAwMDAwMWouu6+HC7mLRH9SCKEeKPonHmgJ5g4/cL5LnOB6TLfF5WhEggT1TpAyr2cuLr7/DjXct5onf/5pxp5/Lo088zbRp09j69RfkmepBbRzKHTEC+FxBLLbGywezRSEz20nAF4JAbNHT2jWty+2irKqKqZMmUVRUhCRJlO3cQ1lVFVNOP5OioiL8gQCay5V0vLtO5b01X3H1woU8vHAh5154IdsOHeKn116L3W5nfljh6UgiOqjJIuP3EM2LFvKHIO7jSnCwin/jJKllnn1tgPfrr6lfvhxMJro9svi4qGHzXUeSE//LZIsCJpngITfV/95OzZu7sA/Jxj48F1u/DCST4Vd1vCHHbQx1tVj6F198kRtvvJEnnniCcePG8eijjwp5snUreXl5nTo3l8tFWVkZ06ZNoyi86ZOsrTn++9//csUVV/DYY49xzjnnsHnzZubOndtp8sTAwMDgWFDkSIreo9x1bivDCoAzFyypIoI+zIvvfBrTUUYN49GnnmPaFfPY+tFr5OVkibqSR5p7wAOuMhRfdfP9wgvv+DqRemS9Hb6HWllFqLICAH9aWkxHCcs3l8dDeWUF550ynL4pAE2k0A3f652PP47qKFMnTGDL7t3MX7QIR2pqp8oUz5dfJRyrZjuOk09O2ley27GddBKmvDz6rXi/zedS/dJLEAxiHzkS+0kntWqs1xXg2w8PhidqWFa6KrLDjH1o49pCWkAleNiNKStOQQ5/jsESD76tVTiG53bUNFuMoVklIduezYIxC5g7fG5nT8XAwMDA4DjDrap4VA2fpuMNPzyhEG5VxdcghNWtqk0+vC3pG4zz4snsLfIdO+KKm5sskJIPKXmiYGS4sOTiJ59j7uXf4+rZMxlSnM8TTzyBw+Hg6X88K8apgUY5dSO1VepctVxzzTXk5+eT6kzlotMuYuW7K/Hqwhjzxn+WcfG4MZySm8nksSfxyKOLw1cIL4pctSx86CH6TplC8ZBuTL78cj5auxaAj9Z8Rp+hPQCY/uMfI8syK959j/xRwwGYMXsWkiSx8oMPxCWThHoH3D5eePUlLjjzTOZeeik9bDam9OnDr268kfvvv79T0iNFUma5awIMKHKjJCvWCdRXxhnJJBJeX8+qz9tzilEqnnwSgPQLLsA+bFjTHcOLXKvTRE4Pw/jSlci4MJImrBglw4ruU/F8WUblMxsp/8s3nT09g1YQ+a2v8QXw63V4NA2fTPvIE/XojLeLFy9m7ty5XH311QwZMiQmT55++ohja2pqovLEZrMxdOhQ3nzzzej5V155hZNOOgmr1UpxcTEPN/Dq9fv9LFiwgG7duuF0Ohk3bhwrV64EYOXKlaSGIxjPOussITuaaGuOf/7zn1x00UVce+219OnThxkzZrBw4cJOkycGBgYGR4v4rddwa+DW9ITf/1bJFI0Ew8oxyRSzDXIGQDhqZPGSp2I6yoA+PPH723DYbTz9wuvhAU1vlkdlSvde2IoGMvSs7/Pme7G6IW/+93Umnz2OHgNy6TN+Og8/8gcAVFn8lofcdVEdJTUzk3HjxvHh6k8B+GjtWjJ79QJgxo/m4Bg2jI/WriVvnEihNf3HP462QePUxBH+9Z//RHWU3j16MH3yZG69+eZOlykVjz+ecBx0OJroCbYBA+j9yr/p8WcxpvJvT7P70tlUv/zyMc9DDwSoeeFFADKvuKLV47VQ7D3sd3LnOncYtB7ZomDtlYaSGnPyTJ9WjGOkMKao1U1HgnUmXTZixePxMHjwYL7//e/z0EMPdei9c+w5XHXSVR16TwMDAwODE4O+H22IO4rkzBX5YadkpfHciD7Rs0M/2Yg3We5aYEKGk9dG9Y8en7J6E1XBxkpKycDwE5MN7BnNT06SCASCrPtmMwvnXy3afDXIWjemTp3K6k8+hB9dKNrdlZAS8wjRdZHi7OJLZ+Lxunn22Wfp06cPb69bB4qCDwerV33O7Mtmc+3C25h28Sz2fvkFv7r+5+Tk5nD5ZT/EU+/nl3f+gi07d/KPBx6gW58+LHv9dWZeey1rX32ViSeP4uv//IcRF1zA8488wrBJM+hRmBZte+6vTzNh9GiypKaVNbO/noDfh8NmS2i3AgcOHGDv3r0Ut6CYZFtSPDwbi91Er6HZpL+9JHaiGf1JgrhQe8jw7AfAYm0/7yv/rl243l8BkkT2T37cbN/ILAZPKCQt24jw7WooTjOpp/cg5bTuBPbW4fmmHO+3lVj7Z0T7aP4QFc9sxNY3A0vvdCzdUpCTRKMZdB6J8gRAeM2ydX/7yJMzR7ZqfoFAgHXr1rFw4cJomyzLQp6sXt3sWE3TmD59OvX19Tz77LP07duXTZs2oSgiunPdunVceuml3HnnncyePZtPP/2U6667juzsbObMmQPA/Pnz2bRpEy+88AJFRUW89tprnHvuuWzYsIGJEyeydetWBg4cyCuvvMLEiRPJyspK2tYcfr8fR4MNJrvd3mnyxMDAwOBoickUCQjClpiMaZVMscNrOTHDyjHLFIsT/LVCR1m/gYXX/V+4PRVZ9TP11HGs/ipc8y/gEvUhFXPCJRJkyp8fpG9RNpu27YrJlG82MXfeHG6+YSEzz7+YzevfZP5ti8jIyeecc2dhDcGv7voVO7Zt4h8PPEDxxIkse/11zr/8cta+8grjR45k8zffMHj4cJ5Z8jcmD+lDVnp6gt4yfuRIstKFgaipQu7+YLCRjmKz2TpfpjQw6mQofqr+/ndSpkzB0r17s0ODhw7h++YbgpMmHvM0at9+m1B5OUpOztHVbAkrKJIEWUVNRA8ZHHcomeJ/xrejBlO2HeuATBGh30XostrTvffey/jx44/c0cDAwMDA4EQk4BFF6VPym+/nyAFZBlMLEsRIMhVVNaiqSn5OeDMptRBMFvLz89myIS4MPOACYoYVNajx0ScfsO7LL9i8eTMDBgwA4OJuPagIhFA0nYcefJgzzziLn95yKwCThp7E/m1befDBB5kzZw67q0v457JlbF3xP4qyxf1vmDOH9z75hH8sW8aiX/2K3KxsALLS08nLzcNi0cgNb3xlZmRSkJcHNeHNxSQh3pIWZOrEifzqwQf54WefcfrYsezct49H//IXAA4fPtzhSos9xcKPHjoVd42ftc/6SW3JIEmKKjnx6RraM6q98m9/AyBlyllY+/ZtvnN4Hoa/dtdGkiWsvdOx9k4n44K+CcUg/btqCeyuI7C7LtpmyrZh7paCpVsKtiHZmHOb9lg0MKioqBDyJD9RTuXn57Nly5Zmx77//vusWbMmQZ706RPb1Fu8eDFTpkzh9ttvB2DAgAFs2rQpKk/27dvH0qVL2bdvXzSl14IFC1i+fDlLly7lvvvui6Yiy8rKoqCgACBpW3NMmzaNX/7yl8yZM4czzzyTHTt2RCNnOkOeGBgYGHQJ2iIVWDwmGxUl5Yk6SlYxBDzkd+/Flg8/jPVVA40MKwkyJVsBfx19esUMAo88/RKnTTqdG6+/BQmNCQMvYMuBKhY//DBTZnyfA3v38a9XXmTru+9SlJ+PvX9/FixYwH/feIN/LFvG3b/4BXm5Qi/KTM+gIEekMYroKFnp6dG2pIQX8Ml0lEf++Eega8iUXnuXs7fXudh3raf0vy9i7tXriIaViBFJDwSO6d66plH5VxE5n3XllU0ap1p0rWOaiUFXI5IazL+9Bv/2GgoXjgXDsNI827dvZ8uWLVxwwQV8++23HX7/Cm8FB10HybZl0z21+R8RAwMDAwODeHZOHoamakhl37LFIhb9fZ3dsNjSUBqEr397alzeWL9bGDNS8qDuMLKnIqGuxtoJQ5LfUGnFoiJ+V96aCll9xV8tBJ5KEpahDdJVBXwhvt20gaLCbtFNMACHDKAia7B9x1YuuOBCbDpogAOYOHEijz76KKqqsnHLZlRVZcR50xM8o/zBIFkZGViKe6OXC6OJz5rVyIpgz82ITc+Wiikjg4ZIwI8uuYTd+/cza/58gqEQaU4n8+fOZdHDDyPLnZMFVVFkDmypjr7unb0vZNQVY+nWP5MNHx5AksDqNPP1+/ujryOKJFFr7waA39c+qoKu69G0Bdk/bj5aJTwlAPZ9W4nnnF440o5e+THoGCRZQopTQizdU8m4uB/+HTUE9tWj1vgJVfoIVfrwflOB7LQYhpVOZudkkY7vYFUF1joFXVIIOSoozO3TvDxpgNygb5PypANZv3493bt3T5An8WzevJmZM2cmtE2aNCkqTzZs2ICqqo3G+/1+srOz22yec+fOZefOnZx//vkEg0HS0tL4xS9+wZ133tlp8sTAwMDgaNg5eRhul5v6+nqsViuZWZnRc41kysRBULox8QL2bPBWIitmkcIrTJvIlOx+UN9gjSubwJYWTWUcJUnKrASZUrmz0fnNO/Yw9YwZAJglkU5o0oTxPPrY4yi+AJu3bhI6yvnnh+8tft/9fj+ZkajFcASPojZdUF0yW5BtNuQGUSmSokBOQVId5ec//zl333tv58qU6HsqvgdSJJWb1vi99m74loO/+AXmHj3o9fdnkMxC39UDyVMdt5T6998nsGsXcloamZf/4KiuEXVG00Uq5qxCI2rlRMA+PJdguZdQhRfNFUBOMR95UAfSasPKRx99xIMPPsi6des4fPgwr732GhdddFFCnyVLlvDggw9SUlLCiBEjeOyxxxg7dmyL77FgwQIefPBBPv3009ZOr034YP8H3L36bs7ocQaPnfVYp8zBwMDAwOD4xKkoqIAigz1cVDrFZMIcMYDoOrjLQQviTC2K7VDXhJUAqx1kXVRBi/MGc7bGgNIkMjlZGSiKQmlFlVBWAAI+SkvLKMiN24xSGy+ObbbElE+qpnKobjsmQJfEtfSAh8wakQKtviYULXqv1tfjLitBURQ++fcrmBrUcHE6HAQDbVOgXZIk7rnxRu76xS8oqaggNyuLjzYK5TDeI7qzye2RSn7vNPJ7C4X0i7d3x05K0PuVf4vvi8lEWZqIJurdv31KV0uSRMGvf03GRRdhG9JyBbm6xEPZnjqKhzfjpWfQJVFSLaSMLSRlbCEAqjtI8JCLwEEXwYMuzIYy2ulEfvftsoJVMYMkEZSVpPKgNTKibeQJ5OTkCHlSWprQXlpaesRoELv92FIIulwuFEVh3bp10VQvEVJS2q7ukyRJ3H///dx3332UlJSQm5vLihUrgK4lTwwMDAyOhFNR0BWZkAx2U3JZEu0ry5CWD64yyOwFtgwo2SD0Ez0ojB5x1z1mFDM5PfoJmVLlgvQe0VOlpaWJOoreOEVZkzLFlgFZvRN0KoecWNTeElJxu4VMWfXiiyiKgrV/fyRJIlhRgc0nDDF6SOg3JrXpOg9KehrmZuRfMh3lw/Xrga4hU0ImYUTSpchn2tiwogf8BA8dihpU2ipiJWXyZPIXiqwHylHK8XifvN1flzc2rOi60HFNhkPY8YRsVcg4r3dnT6NJWm0SdbvdjBgxgiVLliQ9/+KLL3LjjTfy29/+li+//JIRI0Ywbdo0ysrKon1GjhzJ0KFDGz0OHTrE66+/zoABA5r0XuoIvEEvAHaTkTPcwMDAwODoqCYt7ihulRdwQ91Boaj4asXfeM8qNRiLVJHaOMRVlrHkD2D0yGGs+GRttFlzV7DikzVMGD1c3NOWLhQREAvQkFAghgw6iUOHD7Jt2zYxjphio0vQv99APvvii4Rbrvr0UwYMGIDmDzFi0CBUVaWirJS+PXsmPApycqivaKyotD4+IzZCURS65edjMZt58fXXmTBhArm5uc2MbV/EYj/mERYpUhkMqLhr/KhxBRclSUIym5EsFiRZxpIq1iR53ds2gkDXdfS4HNotNaoU9sto03kYdD6K04ytfyZpZ/Qg+4rBWLq13ea0QRsQ3i1Q/GlH6NhxWCwWRo8eHTU0gMhzv2LFCiZMmNDs2OHDh3PgwIGoPGnI4MGDWbVqVULbqlWrGDBgAIqiMGrUKFRVpaysjH79+iU8WpLiq7UoikK3bt2wWCz861//6nR5YmBgYHA0KCEPRZSR5juYeELTYvqHrguZk1YERSPBnhlOUds2DlBNEZUp67aCMyc8rbBMGT081lHXY48wiTIlTu8Ky87B/XqzZt1nANSo3dAUB6vWfMmAAQMwSTrDThqBqqqUV1XRt2fPmEwp7h1L8dXKiBJd0whVVqIlMTgk6CivvdYFZIp4Lw92Ow0Arz38mpPV2YnWgAxHt0QMK8Fji1iRbTayrrqKrKuOod51UymT1RC8fTM8MhTuK4JXfgK+uiY6Gxi0jlZHrEyfPp3p06c3eX7x4sXMnTuXq68WRXGfeOIJ3nrrLZ5++mluvVVYH9eHLbLJ+Oyzz3jhhRd4+eWXcblc0ZDrO+64I2l/v9+P3x8LxaurO/Z/Dm9IGFYcJiP9gYGBgYFB65FlGUdmAdl1wmAix7vPxNdCUQPgrwN/faxNC8Y8sdojJNyewY0338pVV13FmPGTGDt2LI8++ihuX4Cr5y2Agh6J7j6uEqgvAfoycfypTJxwKrNmzWLx4sUU9ynm47UfI0kSE8+Zwc/mzmfahWdy7xMPMu3iWWz95DMef3wJjz/+OOjQv7iYy2bM4Ce33cbvFixg5KBBlFdXs/Lzzxk6YABnTz2PYHixbvHXNgr191fH3ifZV49aX4+S2rhiSUV1Na+99x6Tx4zBFwjwz2XLeOXNN/kwPj9zJxBfK6Xv7tf5+tWzqdjfD8Uk88nL26Pnioc1TmPjHDcWPi9FyWq7FDcAta+/Tu0rr1L0wP2YCwtbPK54WA65PVMp31cfU2LUoEgpt/E1WPMkXPI3KBrVpvM1MPhO0s6bWcfCjTfeKOTJmDExeeJ2R3XBpjj99NOZPHlyVJ7069ePLVu2IEkS5557LjfddBOnnHIKixYtYvbs2axevZo//elPQp4gaq5cccUVXHnllTz88MOMGjWK8vJyVqxYwfDhw5kxY0abvL6Kigr+/e9/c8YZZ+Dz+Vi6dCkvv/xyp8sTAwMDgzbFXw/Vu8RzxSJ0FJMNcgcJvUBrIIc0rV30lCZlypy4zXY9BPWHwVstak2m5ifKlDtvpl+3LLbs2INktnHuRbO56Wc/4pSpM1n8xweYef7FvPXtu1GZYgm66dunH5fMnMVPfvMb7r/tNsY6nZSXl/PeW28xOD+f6ZMnIx3h9epmG7ol5pwdKi0lVFmJVFaOdUB/qChJqqO8+u67fPjRR23+Xh4NqfX7qE/tSY8DHwBEncASaGRYEZErvg0b8H7zDfbhwxuPaYZIJJBkOvZKFVLtgdh1P/kjyA44exGUboA1f4113PCyeJhscP6jMPLoUo81Yvv7sOM9cU8jKuY7Q5vWWAkEAqxbt46FCxdG22RZZurUqaxevbpF1/jd737H7373OwCeeeYZvv322yaNKpH+d91117FNvAERw4oRsWJgYGBgcDRIkoTVaqUgkp82vsCjYhZ1Tfz1EPILDxqItQW9sTRccvvkD509ezbl5eXccccdlJSUMHLkSJYvX05+t56JHV3lYaMKmCQ/Id3KSy++zG2338oPfvAD3G43PXr34Ibf3ADA8KEj+ftfnuS3Dz/E4w/fT15eAXfeeRdz5szBVypqp/xl0SJ+/9e/svChhzhUWkp2ZiZjhw9n+uTJyKGYo4RMxGsuNh0tvPCOkMwzymwVS5vnXn+dXz/0EDowbvhw3v/3v1uVlrRdaOBFVb6tnH0HGrtWRfSV0gcfJFRaRs7PrsXnEq990yeHGHV2z0Zjjga1vp7yR/9AqKSE2jffJGfu3KO7kK7Be3fAqj/E2oZeAhm9RDTW8lvBkgJDLoTCkZDW7eiVDU0VkV5f/ROGXQppLTcGGRgct8SlPWnKGbOzaFKeNChon4xXXnmFBQsWROVJv379+P3vfw/AySefzEsvvcQdd9zBokWLKCws5O6772bOnDnR8UuXLuWee+7hpptu4uDBg+Tk5DB+/HjOj+TIbyP+/ve/s2DBAnRdZ8KECaxcubLz5YmBgYFBWxKf3koNR1jIppizla82dt6a1qgOYlvRpEzJyw3XgwTcFRD0iOdaQETWm2wxmXLNjbjdLvoV9+D3C38OlTs4eWA3nlzyDA8svo/Fjz1AYX5uVKbUbxEGpcd+/0cef/4Jbr3/fg5ef31MpsyciXXAALxVVY3mq1tELRWPPQ+XLY8Utwf10AGUzAx0r9hX1NVQgrNYQx1l+dNPd7pMybrqKtyfriaieOmR1UaSGitRwt8B2elETkvDv307ey6dzYDPP0NJT2/xvWtff53Kp5eS/6tbSJk8+WhfAgC2J0cxyPZztvjOQvZXgl8V733pRrCkQt4g8f0+/LUYUDQKhl8au8Dr88BTJQyKxZOg+LREp8gj8dws8TerD4y75phei8HxQ5saVioqKlBVtdFCOj8/ny1btrTlraIsXLiQG2+8MXpcV1dHjx49mhlxZCp94gfbMKwYGBgYGBw1kSgUszNmIHGVCc9jszNmWIl4ItuzRFt89Eo7errMnz+f+fPnJz+p6xBwQd2BRqeysrJ4+umnAQhpIbZWbQXAEhAL75nnnsOwSy8DIN2j0SMnMfrTbDZz+7x53D5vXqNra+jYc3vi2bABACVDRTJZyEhLw7NhA1p6HqY0J6GaiiZfl5KSQk5mJiufew4AU3Y2SBJKZmaTYzoKCSjNH0tRyWdJz2cWOPjeTScjK0JRcX2wksCuXWRc+n289aKtptTTZvOpWPI4oZISzN26kXXlla0a6/cEqa8USrhUsy/RqAJCybWEU0nteF9sDG98VRxb06HXBCgcAX2nQM9xR77h3k9haThievhl8M0LQvE5u22dawwMuiJOWSNqVpa6XsH0ZuVJM8TLk2TMmjWLWbNmNXnebDZz1113Nelkl5GR0cjbNllbc+Tk5LTYQdDAwMCgq6NHN84bEEpSkD01znnFnimKyJus7WZUiZBUptTujz0Pxq2F3RXiUTgyUaaEAqD6oXJHtOvsGadx/vTPAcgx7ULOTqzZYDabufvuu7n77ruTzisjMxPPhg3oyBBOh5zhdFB9qI5AIP4dFWnKlKwstEOHQJKihd3jdZQIUhvVPTsWUk4/XTxp+MVIUs+moQzN/P73SZ85k63DRwCg1tS02LCiqyqVT/2NwO7d+LfvOGbDCsSMQhI6nHmbiKwa9UPxiOCrg32fgTObqMuKvx6+eVl8b7a+DZ8sBpMdCoaJlHj9z4H+ZyferHQTfPl3qNgOeYNj7a7E2nMGJzZtalhpa+I9kprCarVitVpZsmQJS5YsQVWPPVT+owMiDG9k3shjvpaBgYGBwXcPTdOQavaJZVpGT1DC4tZdIRZrqUXiWPXHQuvNDlHfRFdFWHLIL0LxO4Oq3eCP90xLBd0KoaaHyIQwSX5kqfkNK81kC0emJO8XMKdg9Yuikmb3XiQJgiY7UigEgXrMegA9NQ21PnnqTyU9jWDJ4dhxdjaypYuEYksS1ZkDCSm2aOFLWZbQwt5g3vogT9/8CbIs8bPHz4x6t0mSRHDXdjC1Xd2AYGkp1c8/D0DBnb9FtrbCGwtY//5+fO5wxFDDqJHrPospF6YsmP4AlG0WCkzZRvHd2rZcPGwZMcNK3SHY9AZ0O1l4kClxEVtL49LQfvOC+NtZ/x8GBh1MikmjJnLQzhtaBgYGBgYnLhaLFTwis0wC4TrDIIHZDikFYI2rtSZJYLZ12DwbkazWR3a/mOFEU2P6FgjntAZGAVlqoMhoITRVI2AWaYXVI0UmhGtOSvE6jK5D0I2k28K1aZLXJPHv2tm4PUIXkuv1ab0A2NnvQkb99JfYBiapfR0tFxmbd3zhelMLIlaj93vvfQK7dyOnpZExe/ZRzbnx9MLzSusGKXnJO9nSYMA5iW0mG1z1Hzi4Dso2wfb3RErsA2vEw10eM6xoGiy7Fr55MTZ+5woYeJ4wyjibuK/BCUmbGlZycnJQFIXS0kTrXGlpabsUEYxn3rx5zJs3j7q6OtJbEXaWjNrwZtKgrEFtMTUDAwMDg+8YmqYh63rjlC2R6BRLOIpDjStmKCvCCyzogdQCEdXSwZ7Jzz33HNdcEw5bjigj4Tl0L+rBR+99jt8TxGoPLx+CsbQBFtlHlqmGoJKReNHImxD1btJocUl6xSJC/COXAHCXc8FVN7BqzdqkuZ1v+uUt3HL11cgeIcs1lwspMzOhvklnkV8sik5Hvhm99r3D7kGX4Mcebo/kLG4wUJKQAv42XbVV/uUv6IEA9jGjcZ566rFdbEXYs2/Y92HGYqGsxDM2LsWYpsKhr2D/GqG09I9Tara+Dct/JZ7LZsjpD7kDE75nCYQLmxoYnOhIcd6hluMkZ3eCPGlAr1692LhxYwfPKDnTp0/n448/Tnru17/+Nb/+9a87eEYGBgYG7YcpvHaW43UMXYsZVvIGty71UQfx3JsrueZn1yXWX5Rk0DV6dS9k48ZNRBfK9aVCn9LiDSlJ9ABdR9d19IY6QnwNETUo9DXZDNW7abgY15FQ3C6sqoimn/mzn/HpunVirCTFDEKSxM0/+Qm3JEm7K6emNWrraLzfJsrkkNVJyqmTkvaV7TYsfftiicsUFJ+eWTK3LJW1HgpR9shiALJ++EOUFGdrp934mjps850BQEBvZc1sxSycvSIOX5oG5VtE2rBDXybWjazZm2hUibD1bfHXW936yRsct7SpYcVisTB69GhWrFjBRRddBIjNpRUrVhxVeHhn8etxvyakhUi1NC6Ia2BgYGBg0Cpq9gqPKlmJRacoVlF/wmwXCzYQ523p4MgWqZLao3D9EbjwwgsZN24cBDxCeZDNkCs8lfzVLjH1+LCV2n0QnqZXSYWgD5MlFs5utsQVbI8UOAw1rosSj6LGUhF4AzYsko6kxuqthFQTS+64A5/Pjyk3F1NmpojuqdwByJA6FM3vj0yL4KFDBA8dwtK7N4rz2Bfsx0JGvoO+RV7MqlBei0o+41Cfs/GHC1363eK91dSwQhenPOa7NlPt6NUm8wiVl1Pz8r8ByP359cdsdMqsWQFWO8x66sidZQW6jxGPhtgzYcB02P+ZUEjKNolHUyRJT2BgcCIS0hRMkouQnoJJbnkaq84kKk+SYG7hpktH8NRTT+H1epOey8rK6uDZGBgYGHQCagjhviR12WjgCy+6mHETJgmjiadCRCPYM6B8G2ZFF0YUTRFR9wFX4wskdVbToe4QqmxDAmQ1COXbIOgWOlDeIKjYJgwrJjuSpCM5TAQCVswht7isRUIKxNajj991Fz6fDzk1Ffx+tHAkhyTLZKQm319Uq6ugW9ExvkPHRtlDDyUch2xNl0WwDx9O37fejB5716/n0K9vEweK0uLUZnX//S/BvftQMjPJ/vGPWj/pJEh5gyDs55+fWnZsF5NlyB8iHg2L21uccMZC+OSRaCRTAuuegTMXNm43OCFptWHF5XKxY0csT+Hu3btZv349WVlZ9OzZkxtvvJGrrrqKMWPGMHbsWB599FHcbjdXX311m068IW2ZCuzSgZceuZOBgYGBgUGzhDe/gh6xIA/FRWrIMjiyEhdikiwiVTqR1NRUUlNThaGiTAUkKOwLIS/11iq8GuCvA1JBDaCE/IScIj9xSLLg1zxY7RkQDjKxqWXIgWywpSOnZ+Cp82H11zR5fxkVh7c8euzSskkxuZF04fUT1O2oXgvd8oQhwJydhikjTRiB0kRB9/p6HVOSCAet3tXphhWAzC/fSDi2BuvB0sTnHucxl+4T6c2cKcducKt+6SX0YBD7qFE4xx1lscywLWboWCdp+8rBlHHM82LoLPHQNJFLu3yLeJRtga+fb9x/+a0iH/Lptxz7vQ0MujBVIRNpHheSCcwaQMqRhnQ6UXnSxenWrVtnT8HAwMCg45BNovh8fPRjtFi90qXSUsUTlSl6H6GnmGxirmkhCHmF85okJ68VAyLlspIKYTu6BCIaxVuNqvTEpIEuqcKoAqAFhREn8t6EvOKtsciENHvUsKJYNLRAzJDQLT8/LpVv3FJekdHVLuwQ1LAemSVI9Ysv4Rw3FktxcbND1fp6Art2hQ9UgocPYy4sbHaMd8MGSn57JwBZV12J3FY62rzPcd70Hm63gtPWRMR7W5CSB2fcKh6H1kPVTnh9fqz+j6tEfL+UruNIYtB+tNqw8sUXX3DmmWdGjyOF46+66iqeeeYZZs+eTXl5OXfccQclJSWMHDmS5cuXNypo39a0ZSowAwMDAwODY0ciakjRdeHxFD0VXoCbbJDdXygyXQk5sjzQwVcL/jpUXShguh5WuOoPIwFZIQ9V5gwUTadWLSA9EKeQ6UDVLkgrwqJYCClNKDthJLRwQcjIMY0W+gkJ1nQtHJYfdw0tuYOFHvSD3yXSsHVS8WdPXQBPbYD4gH+lmZo0sdRgEhFLRlvou9k/+QmmrCzMPXse9TWi04iktzO1Yd5tWYbMXuIxYJowtCQzrAB8cK9hWDH4TmAKeZFVL65MC52Y5d7AwMDA4HjG4oDsvrFjVznUHRDPrV3fGI4ki4j/CBGdpaqZGiYA1hQkOQu8XsySFym8/pZsaSguoReYTZGofEnUyKzZm2wCiYc60Ws1JF6F6dJGlTh67P8f+3uchWPHF5S89W+KHrj/iIYVyZwY5aR5j2zQcK/+DM3jwTpkMFktqK3dGixWBbcbAlkj2vS6TVI0UjxOuhhW3CWiWC5+yjCqfIdotWHljDPOQNebD0GfP39+h6f+aquIlaAWZF3pOkySiZPzT07MPWlgYGBgYNACGsnJ+JRFsjlxd9zaBT2P4w09sgKSEs1TG9AswitMFcqHU3VTZU5DCYtfVZWwKaBqKg41IOo41h0SJ7XmvZEs6Sq+GgVJ13E7CtElOfpeqbKFoCUFi18UrdfMVkyKG6zZ4KkUymBaEdQeTHpttbYOXa5EUsyiNkdKfod75R3cVo2uJX43xkzvwQ5/AcGARmq2jfXv7UsyUsIXLqzpqj92xUy2Wsn8wQ+O3LEFHNoTwCc5sbVn3QdZhvMfgfoSOPPX4KuD3/c48jgDgxMETVFwOwrQZRNBtaqzp2NgYGBgcKIQMaoAZBZ32jSOGpMlGinfLJYUZE3UhDQRdvQK+cCRh1wfQpdkApoTLFZRZybUOEWkrgMhMIc80TZVM6Pgj9Vzl/Woz1FDFKeE6m7CCHNoPVJqAdizEqOJOoqw7hrxn5PDKcx0rbHe4fnqKw7ffjvW3r3p/thjSJYG823CyS2enJ/OxTFqJNYBA5BtbeQuoqmw/T1qq82AREXOTDo0JlWSYOqd4mHwnaJNa6x0Jm0VseIKuJj7rigo9fWVX7fV9AwMDAwMDATxXmJdmbRuQuGwpEDAHWuPRN+EfGjAYTmAKbAXXcoAUtE0icw6YXSppwiraTcSGmpQQvI1r/lEomKAmEOY1Ew0jzVFeJRlxEVeNGMs0U2pSGo91B8WIf7WNPHoIANLslomWXk2pkwZAsDXK/YnnOv9yiugqshOJ15zJgAW69HPVdc0kKRjrqkCRN+zqnKN8sw+9DA1H410zIyJy71sS4Nz7oF3fwMOo4C9wXcDXVKEsTlZAV4DAwMDA4PvItY04WAVQbGImpVmh2hP7x6NcLF4qrAoDRywLA4kvSYmXx1ZYo1rsgsdRFfFNc0OCHjRq/0Jm6iaH2RixhLFrKKZHWi+xutiTZeBJowOui70k6BH1OHspGwGmiyiLPSIrpDEDqR5PAR27ERSxDvR0LCiN+PsXv+//2EfORJTVhaOU05pm0lHqN4D/5qNpr8GwLa1pYyY0kmOWLouDD3KCbPlbtAMxqfcgJAmNoNkSTaiVQwMDAwMjpoa0nDgx5aeE9u4VyyJ4etdmZS82HM5frmgR2vD6PZMUIXRJeLhJBSBxgvqkGpN2h5PrVqAg5LExkZh1HEr/Namn0rvBoFqcJWCu0I8ZJNQuuyZrbvWUdMgtVlIRQ1qhEIakpy4YaqkxKKZHFkiYijb4afuv//FdtJJWFqZyqv+nXeoePxxsn/yE9JnzmzdtDUVDnwBB7+A3R+Tt9cCzImbrLV11ztWRs+B3EFweD0EvcfP/5WBwVGihzdZFH/aEXoaGBgYGBg0ga9OFHi32CFngFgHa6Ejj+uq2DNAGQC1B8TryOkv9C0QRpIIuo5WvZ/KUB8AcjLcSA6x9pe0UEzXceaKv5IkInhcJcLZzOIUqWkrNiXeXwIJPTFVcZMOTM04RqQWgr9G3CNiVNE1kcbYmtr+TmDhiJVDRacBUJdaLNqTRKzEwnPCaYotDXS1JgwrO84+h+D+/ThPO43CO3+Lua1qnHmqYM8n8NmfAcgy7aMq1JO+o3Lb5vqt5d3b4dM/iucX/RlGXt458zDoMAzDSgMihhWlOQ9ZAwMDAwODZlAUBUdWUfiAWJH649VgH2fcUOKNI848qBM1TrRohAlUO2U0WSLdHVuMN59EVGDzVEY72r0VuB2xou6KFkAJxXL2ykE/qk9FaUUmNclkBmu4mKK7XCgs8coUiLZ2+pyS6UQHN1cQMB/kk5e2Y7KKtUder8Y5rvN++mN4aiPeXXs4+NofSD17Kt0fe6zF99ZVlbJHHyW4dx/+PXtaP/mAG/79o2jKiGIgy3kRVe4MJLMDrB28brKmwjcvwoaXwVMN597Xsfc3MOhIWpBWw8DAwMDA4MjogBYrAGKyQcCV6FB1vGFxQu7A5vtIEuQOQj8cjiRJKwRJQgbMQTeqySb0DDnOecGWJh7x12h4WcVEUE9FCbnQZJPYYdUa6xGSLKN7mjFgOXIgNV84C0Xw1og6Lyab+Hzsme2uS6bX7KA2ox/dD34YbmlGg4sYVkyJhpVk9WTU2lqC+0Vkvvvjj1Gys499sl89B58/ASUbEub5vazbOBwYRE/fMODRY79Pa4l3Cnzj5zDs+0a9lROc43SHpzFLlixhyJAhnHKM4WQRw4pJNmxOBgYGBgZHhyzL2Gw2bIoO5ZtjBdaPV6O9bMIsCaOGTa4XbWlFYEoWpSDhs8gETBJBE8JzrIUoqh8JjTdWrGD4uWdT2DeLm3+zEIA3VqzglLPGkT24mJvvvx8APdR4sW+2NLO0URShBKQVQeEIEfGQ3jNWrFPXoWK7SHXmqWr7zcwkhpUNO6188tJ2AEJ+NToNgLKHF3P49tsJ7N+PP6yM1WQOEH3Lylt1a88X6wju3YfsdJJ99dVNd9Q02Pup8LZ6fIIoagpCsbzgD9BvKvQYJ+YZCqd2u+JF+NF/WzWfNmHDy+LvZ0s6/t4GBh1JUwnbDY7IsmXL6NevH4qicMMNNzTZZmBgYPCdxJYOjmywdVTkdufhDzQR9SFF/hzZDeyNFSsYet55pIwYwc3334+kqbz64WqGnH8hacNO4oZFj6J5PI3GNVWnWnY4MOWH6z5KElgccYNUoTuGfFCzD0o3gausXZwtMq+4IrEhbDRJVmOFBq9FMjXQb5PMz7t+ffR5vw/+1/q6Kv56+OZloZ9F8NVCyTeALnS6sT8FswOb7KK37QsU6djrUh4VqYWx59N+ZxhVvgOcMIaVefPmsWnTJtauXXtM1wnphmHFwMDAwKAN8NWKlFPxyF1H7C5ZsoTi4mJsNhvjxo1jzZo1TXeOS/OkW9OEZ5g9K6GLNdhYYdBBpGiyta722fV33833zj6bHVu2s+juRdG2C6fN4OtP1nPH/PmiY9hrS9d1QlVVaH4/cmoqPr+fn952G6d873ukjhzJpddfj2QyNaotsnLV55x82tlYrVb69evHM3/7q8htHHALD7HSb6FyJ9SXilD8ZMpFK5CQKMsbHT0+nD+OgCOmyGbkO/jRg6cy85ejAKh7+21qXv43alUVripfo+u1hopwdEvK6aejpDVIJaTrsH8t/PdWeGQILJ0uQtjLNsGO92P9+k+FH74Cs54iqFvwBTs4/ZeBwXcUB8HYQQfVhGoNrZInHcw111zDJZdcwv79+1m0aFGTbU3h8/mYM2cOw4YNw2QycdFFFyXtt3LlSk4++eSYPHnmmTZ+JQYGBgbtQEqeqFUYv6HfybSbTGlJ+HwzSJLE9YsW8b2zz2bbe+8JfUTXuGnhLzh/+ky+Wr2JO25Z2Oy9G+oos2+8EXNuLpKSaJxYuXIlJ582DWvxKfQ79WKeefktUR+y7iCUboTag40MHMdC2rnTxGts+CYlvUe4LbwcsfTsSffH45ycGqxT9FCI/ddcC0D6976HubCQFqGGYOtyePH/4MF+8OpPYMubsfODZsCsv8FN22De53DegzDistj5zjJoxEd/9WjjOjIGXZKus8PTRYhErJhlw6poYGBgYHAMVO0Bb3Xs2J4FlsYpnjqDF198kRtvvJHf/va3fPnll4wYMYJp06ZRVlaWfIBiEkUcQXi15QxotFhV0JAVGVlOsukXF7aumazNGpiqAxJlVVVMnTSJ4t49ySrKx6WF2844gyEje5GRaU+4rlpRSfDQIfw7dmDKzERVVWw2Gz+74gqmnHUWstOJpWfPhGKKu3fvZsaMGZx55pmsX7+eG264gZ9cO4931h+ElHyRn1nXwF8H9Yegcjt4KmITDXqFUtMaJKjMHkrALL4H+3pMQTfHPLbqK308ffMn/OPXn4qGiDIjSfCffyZcSm+FdujftRvPF1+AJJHz8/mJJ/evgUeHw9+mwud/FoUzrekwfDZc8jQMPLfxBdN78LX6f3g1YTCTvvjbMRudjpll18FTZ8O+zzp3HgYG7UCaHIg76lrqW6vlSQficrkoKytj2rRpFBUVkZqamrStOVRVxW63c/311zN16tSkfZLKk5/8hHfeeac9XpaBgYHB0dN2e/HtQkfLFF3TCZqcAIRMzdfrc7lclFVWMnXSJIry8kh1OnG5XFRUlHPm5LMozMsn1els6k4ACTrKWRMmJO3ZSKbceBM/uelO3lm7XTi76arQQ+INGAE37PpQ1I88BmoyRKaB3b3PofufHsM5cVKSlyJeixQXiq8HxDrFMWYM9uHDE7rX/Xd59Lnz1CTXa0jVblixCB4dCv+aDZvfEFE7WX0hfp82sxcMu0SkUIsQf76z9nR7TYL0HnDylVA4UrSpwWaHGBzfdK2V+THQ5qnAJCNixcDAwMCg9XgCIfEIqniCWuzh7IbPlpO8b5KHL6i2qO/RsHjxYubOncvVV1/NkCFDeOKJJ3A4HDz99NNNjgmGb1VeWsk111xDfn4+ToeTi067iJXvrsRiU8jpnsJ/3n6di8eN4ZTcTE4bO5TFix9OKAzvDwRY+OCD9J0yhZyxY5l8+eV8FI42/WjtWrqNHgrA9B//GNlsZuXKleSNEG0XXPF9FEc6H67fIi4WLu4Yqg6Hhes6HpeKPaeAP95+Oz+65BLys7PRvF78u3ah+/3ReTzxxBP07t2bhx9+mMGDBzN//nwuueQSHvnjn0SqsLwhkDNQFKy0pYs6LPEF0nd/LKI7Fp8EL18Nnz0BB79sduGcVSSUrYhO2+PgSqzumKKoh9cgjRzSJYns/asZsP0lRq97kISLtIDSe+8FIGXyZKx2tyhCHyGzWNRNsaSIHMCX/Qtu3g4X/xWGzkr47OLnQ7+4DcaNr8J7t7d8Qm3FVf+JPV//HBxYA3+/oOPnYWDQTkR+570BFW9QPFRdbpWM6IryJEJNTU1UnthsNoYOHcqbb8a8UV955RVOOukkrFYrxcXFPPzwwwnj/X4/CxYsoFu3bjidTsaNG8fKlSsB4e0bMZqcddZZSJLUZFtzOJ1O/vznPzN37lwKCgqS9mlSnjzyyBHfAwMDA4OOIqajhHWTQAiP14vH58PXQAaciDJl2RuvMfnscfQYkBv9zQbQw45aLZUp03/8YxzDhvHR2rXkjzkZgFmXX0he70w+fj+5QV2yiihvp8MR01FyctA1Dc3jSXD+alKm/PlpyBsMWX0SjQlqEDyV8PZN8GBf+NMp8OdJ8NylsOoPUL1X9PvfvbB0Bny8GMq3JczPtzXxOGRLI3XqVCzdGxeYl6w2TEWFmHJjxeH1oNB/GhayV10urAMG4Bg7lpzrfkbaeeclfX+iuCvgsdHw8UPC2cuRDRPmwzUfw8/XwcgfND8+3vFP6aQ9XWcO3LABxl8Hr/wY7kyH+4pg/b86Zz4G7c4JYz2YN28e8+bNo66ujvT01qUciSfXkcuCMQuwKkZ6CwMDAwOD1jPkjqY8VEs4c2AuS68eG20Zveh9vMHkeXLH9c7ixWtinkyn3v8BVe5Ao357fj+jVfMLBAKsW7eOhQtjoeqyLDN16lRWr17d5Dibw4Sn3s8ll12E2+Pi2WefpXef3rzz+TsosoIXK+vWrePyKy7j1ttuZ+qMi9iydg033XIDOTk5XHbOOeCp4qa7f8uWnTv5xwMPUJiXxxsrVjDz2mtZ++qrjB85krXvfMQp0ybz/COPMP68meQX5LL+7bcZed55PPvEU5w+bSpp9aLOS6i6GiUzM+olBeBz+bD4A1HPEd3jiUZTxEezr169upH38bRp02L59iN5ji0OIE8M9vmAsCdY9R6R97juAGw8IIwLIDzJ8k8S4ejdxyRcPyPPQXGBH2tQzL/o8Kf4eg6j3C48u7RwsctIPRU9roClBHGFJGlx+H+wrAz3qlUgQX6vdfDEJOh1Klz9luiQkicMFN1GJxqOjoBUMATYBUCaUioMUR1N78lCcXl0WKztjFtjz/0usKZ0/LwMDNqIRHmyM+Hc8SxPADRNY/r06dTX1/Pss8/St29fNm3ahBJOh7Ju3TouvfRS7rzzTmbPns2nn37KddddR3Z2NnPmzAFg/vz5bNq0iRdeeIGioiJee+01zj33XDZs2MDEiRPZunUrAwcO5JVXXmHixIlkZWUlbTtWjihPDAwMDLoAjXWUXdFnZw7IZumPxkePT0SZ8sMrL+fmGxYy8/yL2bLna+bNm0dWVhYXThbz/PUdN7Fr/84jypRn/7CEicOHkJWezvoPPmLkmWG9ZeRIsjKEQ5KckoLmcjU7Z8lkQq+vx79rF5biYpQUsWZtVqZIUuMUy2pQ6B8pheDaL2pFgkhpvP0d4SiW2QtGXQF7PoYVd4lHVh+x+S8rlPzq0cT309L0fqhz3Fj6/+9/4r47P0DNGMKhm28RJ83CsKG6XJQvfoTq558HoNfzz+E4+eSGHxrsXQWHvoJJ14cvniOct7SgiPgYeF4TNT2bYNj3YfWfxPPOzEIkSeDMg32fi2M1AMuuFanMeo4XjmtDLwFzK2vNGHRJThjDSluRY8/hqpOu6uxpGBgYGBgYtAsVFRWoqkp+fn5Ce35+Plu2bGl27EeffMAX69ayefNmBgwYgK7rnJpzOQBeLDz4wENMmTKFe+++E4Azx41k974dPPjgg1x+2Q/Zum0f/1y2jK3vvktRnsg/e8OcObz3ySf8Y9ky7v7FL+iWIhSgrPR0UswZ6G4/eWGHiTRnGqlBBXM4okP3+1FraqLzk2QZq7sKRW2qHknMGFFSUpL0Pairq8Pr9WK3NzAyRIpKRhj3Uxh5ORz6UqTT2r8G9n8OvhrRZonb0N/yFvzvHsjqQ87nicHCpuo9YE8MmQegZj+4yxFLNalx4Xt3OTw5BX7wAqTkNh5fthm+/CemLW/Re1oZvmozlsAhoWQ4MkXe4ognV/Gpyd6sFjHIvoLUC24VylpnEP8+D5gOE6+HnR+I9/vQlyKd26j/g0m/gOx+XbI+hYHB8cqxyJP333+fNWvWROUJQJ8+faLnFy9ezJQpU7j9dhENN2DAADZt2sSDDz7InDlz2LdvH0uXLmXfvn0UFRUBsGDBApYvX87SpUu57777yAvLmaysrGi0SbK2Y6XV8sTAwMCgy9H566P2lilnnnEmN14vDADjzxjF5s2beeihh7jgjJkcOLiff/37+RbJlPScAgpyRBaCgt69AaG3FOTkiLW1GjqiUcWUnYNks8XSJcdFrLRaplgcIoJlzn8gVCdSgpV+K2piHvpKbOQDpHWHET8Q7bs+hKpd8PYCcc6fDcQMGKk2ndr/vIntpCFYTeVQOLyxA9aH98NHD6L3ikWhuD/8CO/XX1P1979T9/Z/o+2etV8Iw4quiwj/ja/CxtdEzRgkGHoxpHcXnS977ujro+QOjD3v7DW/MxuufhvWPQOb/yPSSm95UzwyesGIy2N9964W0Uj2jM6arcExYBhWDAwMDAwM2pBNd4vifxz+BtAhd4gIZfZVI6cnhlOvuz15vnYAucFi8JNfndnWU20Vmqrz7aYNdCvqFlVYJEki3eKgNqiiaDqbNm5qVNh30qRJPProoyhmie17dqCqKiPOPz+hjz8YJCsjo0Xz0JuL1DCbExSTJINbdI8WY00RURO9J8euX71bKDE5/WP9vnkRyjbhL9mD130W8aXjZb2J+a5/DvTwdyCJXpDi2AYHXfD89+Gk70HJBqgvgbNuh57jYNty+PzPSLqGLRNsvfJhzI+EQpXeOKy/tUi+mtiBpal80h2AIwsu/JPwbBvzI9i4DN65TUQSRfjqn+Ix+RY467ZOm6qBQWuJyJODZSVkVVShA4ECGxlZfRrJiONJngCsX7+e7t27R+VJQzZv3szMmTMT2iLyRFVVNmzYgKqqjcb7/X6ys7Pbbd4GBgYGxytRHQXg8NcJ5+SCYQnHJ6JMmXGe0D9MFgVJkqIyJahLbN66qcUyxZ5qadGclMxM1GpRbzM+HTGAkp0lCtaHa1PqoaNLndaIlDwY/n3g+0kmZILRV4mHvx7+9QMRwRJH0aFPOFR0Kim7PufQm/8m/0fnY/X8VZxM7wknzYQzfi1qUH4k0hNL2/8LxArS75l9GQ2x98qEd38DG1+H2n2xE9Z0GHIBaHH60LEUna/eE3tu6QJR65m9YOpvxePAF/Dtq+Aug96nx2qOhvzw7MUiqqXnBBgyEwZfmJjuzaBLYxhWGlAXqGN37W5SzCn0zejb2dMxMDAwMDjOcFjCotUsAzrIAcArjs3m5H1bc91jJCcnB0VRKC0tTWgvLS1t1ns34Aths9kb2SZSFZnaYAhFFSc0Xcdd40cHHKnmBEOIy+1CURRWvfhiNDQ/gtPhSDj22bPQZUVEHIQJmRL7AAnGEiUjg1BlbZOvIb5vQUFB0vcgLS3t6L2LJUmE1Wf1SWzvPw02vc7h4CD0BuXt+lpXoduyCOp2skwH+NJ9sTix8ndAeEGtq0jh2i29plTgyI1Lt3DoK/GIsOFl6DkO/ZTrOPDYctJ6q6RfexcUt6BYZGvY9xkwgLJgPwK6nZapmO3Eyf8Xe97ndBFN5KsThS7XPwdeodQSb8RyV8KnfxDKS9HJne/VZmCQhMjvvs1mhdR8dNmMJNcllQfHkzwBjjmKw+US8mTdunWN5ElKSsduprSLPDEwMDBoYxJ++83x61EJLMevjgItkymSJGG2KpjMiTJD0jXc7pbLFM3jiT5X/YkGEclkQldFm5KaiiQrhCpFGmFLr14E9u5tOCmAhBorHSJTrKki6v13EWerxHWw4g5H3Hz1HESCQGr3waeP4Vn2F0rXp2FNz6BoXE2LltCO3CD85zFxYHbCwHOFY1i/s9s2HdauuLTJfc5ou+u2Bd3HNEoTDUDtARGtU7FNGLr2fAxv3wy9JsKQi2DIhZDaNhG2Bu3DCWNYWbJkCUuWLEFtzlO1BawvW8+8FfMYnDWYly54qY1mZ2BgYGDwnaUqlr+4VTli2wmLxcLo0aNZsWJFNLpE0zRWrFjB/Pnzmx07ZNBJHDp8kG3btkVTgZXUbcME6FIm/fsNZPXqT3HXCq8sT62fVatWCe8vv5+RvbqjqirlVVVMGj36CDNt2Ua3rgljiaQomHNz8bfQsDJhwgTefvvthNPvvfceEyZMaDjq2Bl1BQyfjfT+B7DqHwmn0jIUzsl4FICNnrMTzvU+pxxdB1OfYuEZ1hJ2roCgj/oPVuL6eh/W8de0vVEFot5kVaFeVNbF+6l1MvZMkfYrwrR7hSdYzT4IxhRhtr4lCnqu+gNk9RWRPMNmNTaKGRh0BSQZXZLRZVMXSNYS41jkyfDhwzlw4EBUnjRk8ODBrFq1KqEtIk8URWHUqFGoqkpZWRmnnXZam72mo6FD5YmBgYHBsdLQS0o2dQkHk/aWKZ99vprMRbEo64hMMUk6w04a0WKZonncsed1iXqHkp6GVi+heSN1EpuIlm/4fsftY3aYTLGmwDn3QkYP+PxBqKhED68ypGai/NWghK8qzqVKarqvuXt3er/6CpJZhd2XCIem/me3qq5jq4iPwHGVNt2vK5HdF+avFXsGW94S0fcHvxD1Z/auAl8tnH5zZ8+y4wkFRKq42v1QMLxLp0mTj9zl+GDevHls2rSJtWvXHtN11HAImrkzCx0ZGBgYGBz/pHcHc4MIiy5gWAG48cYbefLJJ/n73//O5s2b+dnPfobb7ebqq69udtzE8acycfwkZs2axXvvvceu3bv4+P2P+WTFJ+gS/GzufFZ++AGL//gAO3ft4MV/P8+SJUtYsGABIbeP/sXFXDZjBj+57TaWvf8+ew4cYO2GDTz41FP896OPGtwt7MGVtDWG7g/XU2mgoGzeuZOvt2yhqq6OOpeLr7dsYf3XsbQH1157Lbt27eKWW25hy5YtPP7447z00kv88pe/bOG72EoUE1L3kxu3D70UTZdRdQWLFCtWjyUVk13D7NCQFAlzhg1zSohAvUL9ISv+OqXxtcb+FC74A+61X3LwBvE61Kqqdnk5WVlxHnrdkryuroTJKlKzFY6ItWX3g5MuFl5zVTvhg3vgj6PgL5PhwwfB0z7vm4HB0aKFjZmSP7WTZ5LI0cqT008/ncmTJ0flye7du/nvf//L8uXLAbjppptYsWIFixYtYtu2bfz973/nT3/6EwsWiHzwAwYM4IorruDKK6/k1VdfZffu3axZs4bf/e53vPXWW236Gjdt2sT69eupqqqitraW9evXs379+uj5DpcnBgYGBkeLr1akj41H7jr+1u0tU25d8Bs+//DLBJli91UysGc3Zp9/YetlSjMGKc3rJVRZ2ah9886dUZlSV18vdJQNsc+kQ2XKxPnC2BHWWQ8XCWesiuyhQBNZlCO1QSIZiy/+S5OXl20WlLQ04fh0yd9E9EV7GVUAzv29+Dv8Msg/qf3u0x5k9YGJP4e5K+CGb4XRq/spcNJFsT4bX4Onp8Pnf4G6w5021TbHVSaMSp89Acuug8VD4J48+ONI+PsFcHBdYv+gVzjNdRG6zi9oFyGki40CUxcSLgYGBgbfde69917eeust1q9fj8VioSauYHlT6LrOb3/7W5588klqamqYNGkSf/7zn+nfv/8Rx7YJzhzwu2Je8rbMY8sZ24bMnj2b8vJy7rjjDkpKShg5ciTLly9vVCgxGf/42/MseuAOfvCDH+B2u+nRuwc3/OYGVAmGDx3JP5Y+x6J77mLxYw+Qn1fAXXfdxZw5c/CXi43qvyxaxO//+lcWPvQQh0pLyc7MZOzw4UyfPDnhPhZ/LVJcGjAAWQ3QCFlGTklBkqSEMPrvXXcd+w4dih5P+L7INRxJTda7d2/eeustfvnLX/KHP/yB7t2789RTTzFt2jTaCymJ8lV12Mte+zV8VnIO2aY9AKQ4fHDrPtj1gVB2zXZ6/vxM+PSPbH5BFNR0FvroeXp48//aTyAuN3bpL2J1CVLOOL1dXktxcYi0Tw5TpxZ2CS/HVtNronj4XbD5DZFCbddKkXO8ZAOMiVPg3ZWilsvx+DoNGnFcypMuzLHIk1deeYUFCxZE5Um/fv34/e/FpsjJJ5/MSy+9xB133MGiRYsoLCzk7rvvZs6cOdHxS5cu5Z577uGmm27i4MGD5OTkMH78eM5vUMfrWDnvvPPYG5e+ZdSo/2fvvOOjKPPH/57ZvpteSei9NxEQsINSLICoWH4qniIq6BexnFgQwcOOXAHriXr2OxQ9TzmVEwsgIIqioSoSWkJCetk2M78/ZrPZTXZTN5Xn/Xqt7jzzzMxnNst+ns982nCgZfWJQCBoedqkPtFUvTSq0aqvMd0lrcqx0pQ65e233ubBBxax/C9PBOmU8l9+wVaewwtLFvP02rX10ilSQKi6hgwmc2VUWJVqOu6D+oPgajbKpk368S2pU2zxwCES8jLISxhAx6MBmR/x3Sp7l/S7EJIvAv5bGewWU8PfxtTMQYVxnWFxDdUL2gpxnXWn19gqmVo/vweZm/TXJ3+ELqfpjrEeZ0Nyv7Zhq+Tuh5xd+veqwn49tAXe+X/V5xqterBqRQ+etbfqWUkFhyChO9z+Q/VjWoDW8wvaSvCqwrEiEAgErQ23281ll13GmDFj+Pvf/16nY5544gn+8pe/8Oqrr9K9e3cefPBBJk6cSEZGBlZrBGu51ojPMRDbCRzJzXTNujFv3rxa0+oDMVuNuJ1e0jql8vLLLwOgaiq7TuwCoMJ0mDZ1OuedNcV/XHKX4Ohqk8nEg3Pn8uDcuSGvExcTQ5kvaqvE51ipGHNZ4oN6rgDIZgtSdDTuzEy0gwcxmmU0L+z+73+rnds2aFDQ9tlnn80PPzTjgizEWjfD1Zcjhfp344S3mz4oW0CWyfn4F5SSEhJv6I+pSqSO4pRhxt9h8KVB45qm4TmmRzDFXHABUeeeG/HbAHzRZr5yAW1gDR8WSxQMu0p/leTAno/1VHxHUuWcd/6fblD2PEdvKtl1rB5V1qZvvAqqAsVZep3nwkP6K7E39I/sA+rWQNvVJ62X+uqTChISEvz6JBQzZsxgxowZYfebTCYefvhhHn744ZD74+Ligvp8hRurjd9//73WOc2uTwQCQYvTpvWJbISYdCg7oT+8bEU0lU65aMpUzhqtOydSusZU218XneI+ejQoCyU+KooTR0vwuhVKgCiXG8npy0Cvtk7Udc/eL7/E0qsXAEppKWpJCXKV3inNrVPiZl5B+Y8/Vd+hAUl94ap/wrcrYfQt8NPhyv1RHZDKcsKeN/XeeyMv7MnMpEd1WyRjre6MyNysvwAcKTB/Z2XPGncpmB1hT9XkqKruADqxH/IPwu/fQMHByhJtY2+rdKzEd9d7XsZ2gtjOuq3VeZT+/CTw31HR0cpMFWehbr/IIao4NDPCe1AF4VgRCASC1kfFAveVV16p03xN01ixYgUPPPAAU6fq0fuvvfYaqamprF27liuuuKKpRK3EWQRKRbmkdvQANkytYKunfg+qwp5dkv2ZKtEJVmQJlICqTF6DJbhReuBHq+mNIr0BTSWRZVBVJHOLtlcH9HVhTvIwOhz/DoDchEG4YtPAqX9PJBSuSb4Zeda/Ach/958oubnEjR+F6WBwrwHNGlfNqQKg5OaiFheDLJO27E8hs2QigWKKw1PxcLI0F4htkus0K1HJMOK64DF3KWT/Aq5C2PGG/gLdeOl4CvQ4B067uXK+prU+h4um6Q9OCg/rD09S+unj5QXw1pX6eNERPYI1kEEz2qVjpS3qE7vFjFLi+/cmtZtKzgKBQNCmaYv6JAizo2UfvDYz9fSp1wlJVfC6A9ZPasBFjGGeKQasEw0OBwZHy/8N4i6ZzrH77gv4kHwydhiiP8C3RMFFfwZA0w5VHliSBe/NJrF/NCd2VS9VqpYUN7HkJxmxnWDMrfqr8Iiedb/nEzi0VW9wbwpwkq6eoq/xE3vqzorYTnomTFQHiEmDjrX1Ow2Dquj9K11FutPEU64HZOX9BtHpumwAaPDqxdXtCyRIH6bPraDDILjpi9qvfc59cNY9evCXI6nV2FzCe1AF4VgRCASCts+BAwfIyspiwoQJ/rHY2FhGjx7N5s2bwxouLpcLl8vl3y4qqmPD8FDk/Vr5vpUo/dp44403mDNnTsh9nTt24ctPvw1yq0gBXg0ZCSQJWa75XlWjFYPmCSrbFYjbHIvFXQCahtlmRDabKbdHQ1kxSBDXNYkp581k45Ytvgv7HjKqKkgSCxcuZIGv4SWApXt33bBRFDSvFymckdMMSJJETvJwnJZ4rK58DnSbgtloBUp8E2SiL1kCPQfo2x5fxNu/53P423jcpQEROTEdQ1/DYiHp9ttw7dmLbGm69PudxwZRrvoi1sz2mie3ZcwOuGuvnnZ+cCNkfqvX+S09DnvX6TWpKxwrqgKPdoaoFP3vE5UMtgSwJ+qlxFL666n6oBuu2b/o57dE6/83Wuv2W6EqulOkPE/vBWN26AYJgMcJn9ytj5fn65FdRUdB8f2uDZoBl/qiOS3RurFcYfBURK/GdtGNr66i8Ta0Dn0Sa7eRd6LCYdz29UnXrl355Zdfmlmi0EyePJmvv/465L777ruP++67r5klEggE7ZXWoE/8D85Vrx7xbW0bgTFNqlMa4XDxZ0Bq+n+m/b8r2PTtZn09J0m6feLj7tmzuWf2bAxxcWiqiiS3vkCJvES9L0l2p9GM6L4O6y1roE/f4KyAinuWAof0jZgpkyn6+BP/uGRpXdlQ7YrYjnDaLfrL69adXBWoKuTuA08plOXq6/1AOgyBmwPWPqvG6s4R2aiXLpeN+t9ZU/WArGs/qJz752FQGKa/ScdTKx0rskHvaRnnsytSB0KnUyGuq24XNYTOoxp2XBPTbrwHK1euZOXKlShhHtTUFY/qAcAotZuPRiBoFhRFwePxtLQYglowmUwYDC2fLtnUZGXpC4uq9XhTU1P9+0Lx6KOPhk3/bhxt40HYxRdfzOjRo0PuK8zWm8R73WrI/Wa7kZSU6OCorQagyGb0zyvAyvF9fEajjMEo89zjT1Caq6edmzp2xHPkCACyxUJMzwFoihupXI+QUp1O1OJilKIiTGlpGBMTGyVfY4hODDYu0rI2UZZqB/RSYJomwfCrKye4SgAJNC+uIiPuooAePSECQPLefBPJZCL+iiswJjRwwVpXAstGtGfHCujRX73P01+gOy+O/gDZP+vGQQUl2boBk39Af1VlyMxKx4rXBc+NC94vGfSIQHMU9LsApjypjyteeGYgoIHi1p0qgf8+BkyDy1/V3xvM8MPr1UrmARCVGhyZKhvg8tf0NPu4zvr+VpBO39poDfok0IltaiW9umqjJn1iMrWee3jppZcoLy8PuS+hqX9HBQLBSUVr0Cd+vE49mr2NOFZajU6pEgCjaWB15mHy6EFSqx56CGdpCbLdjiE+vtJGMVuItelrZ8+xYxhiY0GW0VQVb3Y2SkEhlt69WiwAzHUgeN3qNkcTe/Yo6Deg2lzJZMIQE4WcngxjroCsn0AbCLs/wJicEjRXc4fojymIPEaz7sCoQJbh7v2Qs1svv1V4WO9LUngISnMgqU/w8UVH9AyUUFQtZ24MCNyL6QSORDBH60FeyX2D587d0mYCTBtDu/EezJ07l7lz51JUVERsbMOVw8Ckgdw67Fa6x3SPoHQCQftF0zSysrLq1KxP0DqIi4ujQ4cOTVYiqK7ce++9PP744zXO2bVrF/369WsmidCzHRYs8G8XFRXRuXPn+p8oMNfckezrR9H6iY6OJjq6eho3QGFsGa4yL0ZT6Ogqp6qPy0aZ2BQ7JXlOTJbqD2klxYNWLSW4Ek2S/Q+F3WUejKqE5nL7XS2Ky01abCyaXf9Mzd264fY5C2WbjRJTFEp5tn+BU2HQ6CdvghoA9SAmyUYn6SesrnwAOh39huzEBA4n1tKMsjQHiA8eC3EvuX/+C0phIbYhQ5vcsRL4++GIbebGlC2Nyapnc1TN6IhKhf/7STdOio7qJdLKTuiv8jzoNLJyrrdcLyfmLgGPLxNBU/ToUWeh72/uQ5KCo9AqsMSCPV7PiKlAlmHCw/pvjj1BT/eP7ain2xtDlMNrJ6W+2rU+AbyKitGi4XVJmC1tw0CtSZ+0Jjp2DJ39JxAITk7auz4Jog098GxKneIx2TF5Sus0V46Jgdxc/7ZksyOVO/3bHVNTwZuAHBWFMSkpyEZRQzjx1bIyf88WT1Y25k4to5OOVumFIlksMOOlkHOjzzmH6K3bgsby+vXX///qq0Hjmr8stqDZMdv1ssUdT6l97pyvQPGA6tGz2RSPL+vKoGfnB3Lj53qAn9GiZ7fURBv6jWkM7caxEikGJg5koC/9TSAQ1E6FUyUlJQW73d7iD+sF4dE0jbKyMo4fPw5AWlpai8pz5513MmvWrBrn9OjRo0Hn7tChAwDZ2dlB95mdnc2wYcPCHmexWLBEunxSVGrti462QBifhGLSP2svVlxlHix2ExabEUvHqKB5UnQ07rxozJ6aa+3ayyofIJfku7CayzF49fIHikelJDMbs6cy+kktKQk63lKSg0FxEor6NixuClJ/C25Cb3CHjpQOJOTPapV7UQoLUQoLATCldWiwfPWl96kpRCeINH9Az/aI76q/asMWD3fv09+rit7LxV2iZym5S4IjSCUZ5nytfxFkk+4wscWH/10Zd3vj76WN0d71SU5xCTGFhWC0YfBqQDvPEhMIBIIWor3rE73Uj8VXIrT1laJqUsI8pvCaHBg95cj22gPhDPZg/SvHxKKUB9od+kXUkhJUm73aeOWmbzuwHFhLOiGqmEiOWAfF3/6EuUcPLA38vgOYOrTs8wZBHamL7VKBLa7JxGirCMeKQCBoMIqi+J0qiS1YXkdQd2w2fcF4/PhxUlJSWrQsWHJyMsnJybVPbADdu3enQ4cOrF+/3m+oFBUVsWXLFm655ZYmuWZ42oezsaIXY+DzfEmSiDZFUeRVMKgahTnlxKVKmK3VlxdmqwmvzQy1VAyUait0XGW3NyBqDPA3vg+JWsO+ZsDjVggoka0jgdVhwlnqweqo8qBcC//diT7vPP/7ko0bOXTDjQDIDgdyc0SJ+0RreVdVO0A2gDVGf4VCkiBtSPPK1MY4GfSJyVOC0VuCO95G28iBFAgEgrZHu9cn1hjQ0vWSpdLJ5ViRDfr9Gk3B9q9itFES3YmE9IY2kZdCvpUddowk483JQS0vq34YBBlWpi5dQs9pRlKztpLdYRSxBzZzeN6/SLptHslz5zboXPZRo7ANHhRhCQWC1sfJ9UtaB3LLc9mbv5ecspzaJwsEJzkVPVXsdhE52Zao+Hu1pZ44mZmZ7Nixg8zMTBRFYceOHezYsYOSgGyFfv368f777wP6A//58+fzyCOP8OGHH7Jz506uvfZa0tPTmRbQ2LxZUFx6RHobx+PUo6icpcHfmxijz0jx3aKqaJQVuSgrcjcqQ8QZnYYa0EdElYy4TVE1HAFyVM37W7oU2InDJWhKsAxpPWIYeWF3OvaNY8wlPYMPCONXibvsUpLm3urf9hw67H9v6dWrWTMH84+V4fW0/e+34OShLeoTTdMotyZSak+j3Cvi4gQCgaA10Bb1CVDZh+0kqzQhy2A0GzBULWuseJEVN4VZJaEPDECt0jNE9ShBZZKlqkGLAUFd5hCOE9lmQ7bZMSQktGzljyoN6dUiX78NtbrtVLplKwevuZasZctqPKUxSQTeCk4OxMq8Cv/c809W/biKy/tczoNjHmxpcQSCNoEo/9W2aIt/r0WLFvFqQM3W4cOHA/DFF19w9tlnA7Bnzx4KfaWQAO655x5KS0u56aabKCgo4PTTT2fdunVYrc1ctih3LyT2AkvrrzVfFyQ5+PuTVbQXI6CRCNhRFY2SfD0toyTfSUpXPQpfLS9HKjpR5+tosgFU/CkRmmyo0QCU7XZMqam488OXGtNaOGNFN1aCDZSoOAu9zunEkHM6VZve7VIbWt7vmBxK0K178/M58dJLxE2fjjEpibhLZ5C1dCkoCpb+zVPzu0KeE0dKyDta6v87CwStnbaqTzTZiCabaC9ZkAKBQNDWaav6pPIh+skVZ22yGElIq/4I1OIuwOQpxW2NB2ru16zk5wdtq4UFGI2V+faG2BgUTUWrlqJOSDtGkmUsPRteaivy6DJqXj2QLnflSpJunoNkqsyqV/JOULYtuMeKsUMHvFmV5ZxNXbuQUqVvi0DQXhGOlSp4VP0HxCiLj0YgEAhaC6+88gqvvPJKjXOqZkdIksSSJUtYsmRJE0pWAzEdoThLb0jdDh6ExSRaKS1yE50QusazKtWcDeItC933pDaqnzX0dUI1hKw+qWUdK6GdmuE/N3O8Gbx6NojBXCl7yefr9dcXG0i5Yz7lO3+m86qVlG3bRvy110Za7JDEJotMRUHbpE3qE0Ax6L+9kquWzDyBQCAQNAttUp+UF0DRkQphWkaGFkLxquRnlSHJkJheqUsNiu4EMTvzgVqax1f5zDRJQjKEXs1rLpe/Mb0+EFRP2f9WdTrxHD2KZDBi7tpC5cB8smWnjgTgeMoIuhz+AoDyH3/Efuqp1eYG3oMU0Csm+f9uJ6nZS28LBC3HyeWirgNeTS91IhwrAkH75uyzz2b+/Pktdv3ff/8dSZLYsWNHi8kgaEIkCaJS9N4JFdttHGuUmcT0qGp1iStQKobD3Gp9qnB9uH49I08fSlqPeP64+H4A/vPpx5x25lAS+nfn7scfr3aMZDLXWHrMmJiEoTl6j9RAqK9BSV6IiLYKzlsCvSfC+Ifo+tkPyI7g2s/l33/PwWuu5fgTT1D4wQck3nwzppSUCEsdmq6DEnHE+R70toPvt0AgaJ+sXbuWXr16YTAY/Ou+UGMCgUBwUqAp+stoBUfT9JJprWgaqIqK6g22F+R6dAz84OOPGTRlClFDh3L3448jyxJrP/nUP3bng4sqs+2rBHR5jhyp3AhcO2saallZ+D4szUhSzg4A0o596x+TLMFBdVoIx4rn6FH/e3fmoaYTUCBohbQbx8rKlSsZMGAAI0eObNR5vKpwrAgEAoEgQvgf9Le+B88rV66kW7duWK1WRo8ezdatWyNy3kjc6e1LljB9wgR+/OZHHrhroX/s4olT+GXDtyyaN6/aMZrbhfvXXzGYZZwuFzfdfz8jp08netgwLr/9dkxpHTDEVqb3Hzt2jKuuuoo+ffogy3KzPFwL5YDYIw8MOz/3Pz9wfM0mvJ8sA0tMjd6poo8/wflLRkTkrDMt3LNGIBC0DppKn0SCOXPmcOmll3Lo0CGWLl0adiwcTqeTWbNmMXjwYIxGY8g+CC2hTwQCgaBRGEyttkxxU+kUr0vPAm9MD8i5d9/N9PPOY+9nn7Fo3jxkzcttD97PlAtm8MPmDO6/+140tx40JVWxijRF0W2URYsYMmRIpU6pyPbw9TNpCZ0Se8l0EufMqcw8CRDdEBcXPLmWj6/Q11NIIDhZaDeOlblz55KRkcG2KrX+6kuFY8UghY7IFQgEAoGgVjQNXCWttjnkO++8w4IFC3jooYf4/vvvGTp0KBMnTuT48eMNPqfFE5mH7CVl5RzPy2PCuHH07NeNxA7JlJSVcTwvj/FnnEVyeheiUjuB0RTyeENUFIqiYLVaueXqqzn39NOR7dXLVrlcLpKTk3nggQcYOnRoRGSvFQlyEwf7NwtieuBK6hZ2+ok33uVERjSKFlWn75Bsa97+QcKtIhA0D3Zz4O9d+9cnkaKkpITjx48zceJE0tPTiY6ODjlWE4qiYLPZuP3225kwYULIOS2iTwQCgaBRtC5dUkFT6pTGOFTAp1Nyc5kwbhzpKSlEOxyUFBWRk5vDOWeOp0NqGtGB2eXG6s8UFUXBZrEE6xSfM0Pz2Y0toVMSrrqKlDvmY+7WTZeF4IyaIEJkrNgDAtxjLrigqcQUCFol7caxEikqHCsmOfQDG4FA0P7Iz8/n2muvJT4+HrvdzuTJk9m3b59//8GDB7nooouIj4/H4XAwcOBAPv74Y/+xV199NcnJydhsNnr37s3q1asbJMeXX37JqFGjsFgspKWlce+99+L1ev37//WvfzF48GBsNhuJiYlMmDCB0tJSADZs2MCoUaNwOBzExcUxbtw4Dh482IhPRdAoNA1O7PP1V4HWZrwsX76c2bNnc/311zNgwACee+457HY7L7/8cq3HFhQUMGfOHFJTU7FarUw7YxobPt2A7Ftjr/3wfc48bzSd+yRz6rjBPP3000HHl6sSC5cvp+f48SSNGsWZV13FV9u2IVmsfLVtGymjRwEw+YYbsCdEs3nHNlJGjwbg4mtnktSrA1t/34e1V0+MydVLGBiTknDY7fzlwQf5w6WXktapE5LBgOp2o7rd/nndunXjz3/+M9deey2xAZksTYkkSWR3GEWZTS/X9WuPqWjG0D1rAFD0f/+Su4ijf7wXtazmEgGSpfkcKz9/dYSyQt/n2bq+3gJBuyMhKqCvSitz1EdSnwwaNIiPPvrIv3/NmjUMHDgQi8VCt27dqukTl8vFXXfdRceOHXE4HIwePZoNGzYA+rqowmly7rnnIklS2LGacDgcPPvss8yePZsOHTqEnNMS+kQgEAgaheoBT8P6HzYlTalT1n5QaaME6pQKh4vL7a6TTpl8ww3YBw/W7ZYRwwGYcdVFpHaL5atNGwGQHQ5kS/U1vsNuZ9WqVdx4441+neLPaNc0NFVtUZ1ypDgGgBPdxlUOVnNIVThWKkcksxmADkseJv2pJ5tQQoGg9SHqXVVBlAITCBqHpmmUe5TaJ0YYm8nQ4Dr/s2bNYt++fXz44YfExMTwxz/+kSlTppCRkYHJZGLu3Lm43W6++uorHA4HGRkZRPkecjz44INkZGTwySefkJSUxP79+ymvSxPtKhw5coQpU6Ywa9YsXnvtNXbv3s3s2bOxWq0sXryYY8eOceWVV/LEE08wffp0iouL+frrr9E0Da/Xy7Rp05g9ezZvvfUWbrebrVu3ir4HLYW7VG+S7gn4HnjKdCeLZACTNXhuOCQZTLba55odocfDied2s337dhYuXOgfk2WZCRMmsHnz5hqPVVWVyZMnU1xczOuvv07Pnj355NtPMMgGLHYThw7t4/9dexV3z1/I1AsvYdv2Ldz74J0kJiZy5YVTAbhz6RJ2/7qP1554grSUFD5cv56pN9/M9s//x6mjTufbzzZx2nljefOZZzhr2jSS0tP5cf0XDB1/Dq+vepHx0y8kISEByWjEmJyMNycnSEZnqRfN5kAq1z8vTVXRFAXX3r1IFgvW3r3r9XlFElt0cNBGSs73ePKTgBGhD/A6qYiBce7aVev5ZWsNThqBQND2qPjd1zRdjwBGSdbH26E+ycjIwGDQI3y3b9/O5ZdfzuLFi5k5cyabNm3i1ltvJTExkVmzZgEwb948MjIyePvtt0lPT+f9999n0qRJ7Ny5k7Fjx7Jnzx769u3LmjVrGDt2LAkJCSHHBAKB4KTAXQquMt1G8ZSDbIJon8P4JNAp/++6Shtlz8Gf/Drl8pF6UNcdy5ax99ixWnXKm888w2nDhpEQG8sPH69j+JRJlWNJKYCq+x4CbHHZakV16o4sz5EjweW1Ahq/oyjB282E5+hRtIAANJc5rlKkouLgybKMZLX6nSmglzkDkO0O8QxCcNIhvAdVOL3j6cRZ4xiaLNK4BYKGUO5RGLDov81+3YwlE7Gb6/+TVuFQ2bhxI2PHjgXgjTfeoHPnzqxdu5bLLruMzMxMZsyYweDBegmfHj16+I/PzMxk+PDhnHrqqYAetdgQVq1aRefOnfnb3/6GJEn069ePo0eP8sc//pFFixZx7NgxvF4vl1xyCV27dgXwy5OXl0dhYSEXXnghPXv2BKB///4NkkMQAZalh9/X+3y4+p+V20/28j8sq0bX0+H6/1RurxgMZSeqz1tcWC/xcnNzURSF1NTUoPHU1FR2795d47Gff/45W7duZdeuXfTp0weAs2POBsCpSixfvpxzzx3P4iUPUZznZMCgfhw+foAnn3ySKy+cyqFjx/jH+2vY89lnpPuyTebPmsVn33zDq2vWcO89S0j06v+OE2JjSYhLQtZkkn3RWvFxcSQnJqF5vCh4MJirZ5eWF7sxuVX/AkcrLUVz+RrEt3BPEEeshQ7JGlan/nfsfORLTuyzAZeEOcJnmNSxBrZkbd5SYBXYo821TxIIBPXHp08kIKXqvnaoTwLXV8uXL2f8+PE8+OCDAPTp04eMjAyefPJJZs2aRWZmJqtXryYzM5P0dP1zuuuuu1i3bh2rV69m2bJlpKTon1pCQoI/MjjUmEAgEJwUnGQ2SlWdcs5Z57Dg9nsAGHPOKX6dMuO9jziWuZ9/rF1bN50SG0uHpCQAktM6Bo+ZzeAOkQlkDH5OEeR8kCQksxnN7UYpKsKYmFjbRxVxDs2bhytjF33TxvFbj4sZmbLXv8/crWvQ3NgLLiC2Srmvsm/1Zveu/fsQCE42hGOlCud3O5/zu53f0mIIBIJmYteuXRiNRkb7Sg0BJCYm0rdvX3b5IsRvv/12brnlFj799FMmTJjAjBkzGDJkCAC33HILM2bM4Pvvv+f8889n2rRpfgdNfeUYM2ZM0CJr3LhxlJSUcPjwYYYOHcr48eMZPHgwEydO5Pzzz+fSSy8lPj6ehIQEZs2axcSJEznvvPOYMGECl19+OWlpaY38dASCYHbs2EGnTp38BguAYtKNHy82Mn7JYNr0aVgdJqwO3ekxbtw4VqxYgWaz8eNvh1AUhaFVFuMuj4eEuDjMdhOO0iz/eEmeC4upHFx69o+qaJT+fgyTqxDNaMIUG1NNRnNxNgYlOGusIoqqpR0rAB23vIqsVWb1yV53+MlGm16mYcw8+GVjrecOVXKgqaj4qeo+NAlHnMiUEQgE9SOUPglk165dTJ06NWisQp8oisLOnTtRFKXa8S6Xi8QWeCglEAgEgpajLjplyuQLg8YqdIrbYOHnffsapFPkmOq2CIBaVopaxyoWkiRhiItDLSxs8XKfHY9tJP3YRlLvvouKrjZSPTJoNLenaQQTCFoxwrEiEAgiis1kIGPJxBa5blNx4403MnHiRP7zn//w6aef8uijj/L0009z2223MXnyZA4ePMjHH3/MZ599xvjx45k7dy5PPfVURGUwGAx89tlnbNq0iU8//ZS//vWv3H///WzZsoXu3buzevVqbr/9dtatW8c777zDAw88wGeffcZpp50WUTkEdeC+o6AqkP2zvp06CGTf91Oq8j29e3/480hVFrHzd0ZEvKSkJAwGA9nZ2UHj2dnZtUbv2my2amMOUxQlXhWDqqF4VRSvGvJYk9VEudeFwWBg4zvv+FPz/eex27E7DBRXaYleraqvzzkieT14T1SJjtNAqqmlegs7VhSvisdV91KJWsV3YNgVQHXHinXQIJw//+zfbomMlVbgqxII2i/3HQXgcF4BiVlH0WRQOjiIjuvaLvVJfSgpKcFgMLB9+/Zq+iQqsCeNQCAQCHR8OoW8A+AqgphO4PA5DU4CnSLLutPCYAyW32tykKvaIq5TZKsVY2Ii3hMnUEtKapxrSkmBlGq5qc1HwHpeAvLffbdywFD7c5b0J5+g8MN/k3TznMjLJhC0ckTz+ipkl2ZzqPgQZeHSHgUCQY1IkoTdbGz2V0Nrefbv3x+v18uWLVv8YydOnGDPnj0MGDDAP9a5c2duvvlm3nvvPe68805efPFF/77k5GSuu+46Xn/9dVasWMELL7zQIDk2b97sf2gMsHHjRqKjo+nUqROgf7bjxo3j4Ycf5ocffsBsNvP+++/75w8fPpyFCxeyadMmBg0axJtvvllvOQQRwOzQXyab/jJaA8asoeeGeplsdZtbX/HMZkaMGMH69ev9Y6qqsn79esaMGVPjsUOGDOHw4cPs3VuZHh5j1BfbJq9G71592bRpE+XFbspL9EyMjRs30qdPHwwGA0MHDEJRFHLy8ujZpUvQq0NSEq49lWn+HkcCapV+Zx5jzUaT7LBX98QE0sJegKLcclQl2PGU3KkOf0NJChnBFuhUcYwdg9SMGSsVFOc5wzrTBAJBI/H9zmsmOy5HOmVR3Smm/eqTQPr378/GjcEO5UB9Mnz4cBRF4fjx4/Tq1SvoJUp8CQQCQQgqfuuNZl0vWKPbtY0SiG5rb8Jgkv2OlQqdImsaQ/sPbJBO0bzBtoVkrOKECLA9TOk1lGJrZSg5uf73VftZlm7eTOacOeT85a/+sdiLLqLLiy9gCJPBIxC0Z1plxkq3bt2IiYlBlmXi4+P54osvmu3aD29+mK+PfM2SsUuY3nt6s11XIBC0DL1792bq1KnMnj2b559/nujoaO699146duzoL0Exf/58Jk+eTJ8+fcjPz+eLL77w9zBZtGgRI0aMYODAgbhcLj766KMG9Te59dZbWbFiBbfddhvz5s1jz549PPTQQyxYsABZltmyZQvr16/n/PPPJyUlhS1btpCTk0P//v05cOAAL7zwAhdffDHp6ens2bOHffv2ce2110b0sxI0kBP7IHVgS0sRxIIFC7juuus49dRTGTVqFCtWrKC0tJTrr7++xuPOOusszjzzTGbMmMHy5cvp1asX/93yXyRJ4qzx07ll9jwmXnwODy9ewtQLL+G7H7byt7/9jVWrVqE6nfRJjueKCy7gxvvv59G77mJYv37k5OezYcsWBvXpw+Qzz6y8mGwI4UwI70A1xMdjSk/HXaRH2O369VfcHg95RUWUOJ38uHs3SBKnBfz73LFjB6BHPufk5LBjxw7MZnOQUzWShHIAR8WHd4Z0e+tNUBSMtUSwdX3rTWzDhjVrs8iKa504XELB8TIS00WEuEDQlCiyCdVgBq1upUWai0jqk927dyNJEpMmTeLOO+9k5MiRLF26lJkzZ7J582a/PgG958rVV1/Ntddey9NPP83w4cPJyclh/fr1DBkyhAuqlJxsDBkZGbjdbvLy8iguLvbrjmHDhvnnNLc+EQgEggaj+rKn5db3OLCpdcqqvz/DzJkz+WBdpU4xu4oYkmrn8oun1VunqEXBfWSM0dF4PW40j14SK8jt4ls77/r1V2Svt3XplCrBZ2pZZaC5WloatM+TlU3pl1+BKtLWBQJopY4VgE2bNrVIGrfiq3tubIVKRiAQNA2rV6/m//7v/7jwwgtxu92ceeaZfPzxx5hMeo8IRVGYO3cuhw8fJiYmhkmTJvHMM88AemTNwoUL+f3337HZbJxxxhm8/fbb9ZahY8eOfPzxx9x9990MHTqUhIQEbrjhBh544AEAYmJi+Oqrr1ixYgVFRUV07dqVp59+msmTJ5Odnc3u3bt59dVXOXHiBGlpacydO5c5c0QqboshSWCNB2d+qzRaZs6cSU5ODosWLSIrK4thw4axbt26as0iQ7FmzRruuusurrzySkpLS+ncvTPzH5iPKikMGTSM1197k4cfXszyvz5BakoHlixZwqxZs3DnFQDw/NKlPPbCCyx86imOZmeTGB/PqCFDgp0qgN+JUsc1u5KfDx07+g+bfuutZB496t8/5rLL9NMFGA7Dhw/3v9++fTtvvvkmXbt25ffff6/bRetJ1coJVeWpirVvX/972W4PO0+22ZrVqQI1O4QEAkHkUYx6NLHsDv9b0BJEUp/06tWLxx57DIBTTjmFd999l0WLFrF06VLS0tL8+qSC1atX88gjj3DnnXdy5MgRkpKSOO2007jwwgvDXLFhTJkyhYMHD/q3K3RHS+oTgUAgaBDl+eD1NVevWv6rFdCUOuWtN98OqVNKMvQslxcXL+LptWvrpVO0KstvLcBw0bxelLy8asdUtVEq9Ifz119Ry8qQzObWpVOq2hgVuq9l28EIBK0GSavJom8hunXrxs8//9wgx0pRURGxsbEUFhYS04A0tBv/eyNbsrbw+BmPM6XHlHofLxCcTDidTg4cOED37t2xtkBtf0HDqOnv1tjf0PZGTZ9Hrd//0lwoPASWGEjs2UwSNz+/5P4CgGJMpEOhnehEK8UndINNkiSSu0QD4DpRgHrscJ3Pq1gclBvjsBi8mIr0WstlthSMihOzu6jafHPnzhhiYyndsx/Z4wzaZ+3fH092NpIkYezQocFOiMb+5hXmlLNj+h9Iyd1RKff5F9HzL0/U6fjdp4xAK6teqrT7Bx9g7Ru6WWdT8vc7v8ZZ6uHKRaNJSK9/yQdB+0folEoao08OncjHUqI/ANNkL6mdE5pFZkHTIdbQAkH9EPqkksbZJzlQeBiMNkjq1SoDwJoKr1sh71gpkiyR3DnaP16+azcoXgBsgwbVfI4TJ/AcO+bfVu2xmCyyHuAFGNI7oeZko3k8mDp1wnO40vaRDAY0RQl7Heeu3Wg+OawDBtS5aXwk9Mlv06bj2r075L7uH6wNCvYqeO99jt13H46zzqTL88836HoCQUsSaX1S7x4rX331FRdddBHp6elIksTatWurzVm5ciXdunXDarUyevRotm7dWq9rSJLEWWedxciRI3njjTfqK2KjqMhYkev4IyYQCAQCQUhUfWGM4eQxWCBywUsGVymSFtzo3aC4Q86VHQ7chw/j2r8fgylYf8t2B5LBgDk9HVNaWrNndgQS6tK/WYeGnZ/74ovkPvccSnFxLSdupGANxB+VJyLWBIJmo9VFxAkEAoGg7WE0n1ROFQCvR+8JqEWwhJWseTF37EhxdBeKo7vg9eIvA1aVCqeK5KuKUY3AJvFq8/YvjL3oQuKvvSb0zqqx+K0vNl8gaFHq7T0oLS1l6NChrFy5MuT+d955hwULFvDQQw/x/fffM3ToUCZOnMjx48f9c4YNG8agQYOqvY760uG++eYbtm/fzocffsiyZcv46aefGnh79UfV9B8wuf4fjUAgEPhZtmwZUVFRIV+TJ09uafEETY2mQUXWhNR2jJY33ngj7Pd24MCa+8SYPRWL7ICn7I184O6IMWOKCo68UmQLU+feRvLo0SSPGkXyqFEkDhpE8siRJA4dypMvvRQ035iS3DghIogkS+QlVNZGLrWnUp7WN+z83L/8lZwVf0YtKanxvJbu3SMmo0AgaH3YzIEPYdqGJ7Mx+qQ5mTx5clg5ly1b1tLiCQQCgYDI6JSIOFSqnsLrDdqcdsWlfvskrlMn//vkUaN44sUXazy1FKDrtWZ2rCTecAMd7ruPxNmzq+/0yeLNzaX488/9WTVSG1mPCARNTb2f9kyePLnGh4LLly9n9uzZ/uZSzz33HP/5z394+eWXuffee4HKRkzh6NixIwBpaWlMmTKF77//niFDhoSc63K5cLlc/u2iourlQepDhWPF0ArrTQoEgrbDzTffzOWXXx5yn81ma2ZpBM2Opuj9VaBNRYNdfPHFjB49OuQ+U7joKh9yCL9KIBXDqsGCQdbQPMHZJ5LNjlZehtscg1ktB68Hi92IbLfjLI5FK9abQ8Z0SWL1m69TXl6O+9gx1OJiZIcDtbQUyWQmbcQpEFC3GHx18BUFTdOQjMYWy1qRJDiaPo5ORzYQVXqUvb0vJ7ouGU2SRNaSpSHLgHVYvDh85FsTsmdLFq5Sn2El7CqBoElJio7ieF7jbJzmpjH6pDl56aWXKC8vD7kvIUGUXBMIBO2MimwD1VvzvFZGRHRKmPWqpjUmZCHY07Lq6RU4j2UiWywY09JwB/REiY+NBcAYpl9MkH3SwlkhtmHDKPc9t63oHvHbtOkoublYB/iCxIQBIBAAEW5e73a72b59OwsXLvSPybLMhAkT2Lx5c53OUVpaiqqqREdHU1JSwv/+97+wDycBHn30UR5++OFGy16Biu5YaclSIQKBoO2TkJAgDPKTmcC1cBtyrERHRxMdHV37xBBY7SZSUmJQvA2LsJIsVryqjCKZQQ39kMtglDCaDf4ADK17dzRVRSsvx52ZiWQ2gzkazWoHp+6E0HyRZE5f3WBLnz76vBbAZAkO2kjK/RntREdgWMj5gV+j8h9/DDlHjq5/P7pIEMkyCgKBoO4Y5LYR/NUYfdKcVOgTgUAgOCnwBRLjLm1ZOepJRHRKmKVrYxwrqgqe4zlEF+v9IKOj7WDqgmyzYerUCZcv20O22VB9TnzvsWMY4+KqnyzwGWQzZ6x4c3PRFIVyX7UgyWLx7yvbvJmc5c+g5OYC4MzI0HeIZ6YCARBhx0pubi6KopBaxQObmprK7jCNkKqSnZ3N9OnTAVAUhdmzZzNy5Miw8xcuXMiCBQv820VFRXTu3LkB0uuc3/V8BiQMoGOUWGQLBAKBIAKYTo4MJadv/S/JElHxVkrynZitIR4AagqEsBU0mwO3IRbF5QFXHgAet4LB6EXzVvZaUb0KmqIgGQzIRgOSwYDirsx+KSt2Y/aoVFzZc/iwbrxIEmga7v37sfTv3yIBFBa7ieQkMLv1nimdj3xB4U4JmBr6gIpotTCy9t+9qwmkrCMBIpltbcd5KBC0RbyKgskq43GqOKJaxjEsEAgEAkF7RDNZwF23DB7JVqU5vNmCFlBBJ8h5E7B+l8xmCJMdWYFaVrm/uUuBZV7/B1z79lXfIUkUfvBh0L6oc8+l08q/tXhWjUDQWmh1lnCPHj34MUxUZigsFgsWi4WVK1eycuVKFEWp/aAauG7gdY06XiAQCASCINq5Y0UxpgDgxYqr3IvFZsQeY8YeE/zwT3I48BrtGL1lIQPGtGOHMKX3wnbidyqskpI8J6bCckzleo8RxatScuAIJlcRqiMOR/dO1c5jKTqGrDgrr2v0LXV8i39NVX2haS0TZdXl25cweyqb0ctKDYacFlBfrZVFhckGXZ6OfeNxxFpqmS0QCBrDsYIiYgpLMBityB4nYK31GIFAIBAIqiGdxL2EwyylFZMNg7sUye6o9RSyJXjNK8fEoeYGlCD2XUMtLw92uASghXlmKZlNaF5PyOs0PcHWmbVfP8q2bAFNw9ytW5BjxdSpox6g1spsE4GgpYjor2pSUhIGg4Hs7Oyg8ezsbDp06BDJS1Vj7ty5ZGRksG3btia9jkAgEAgEtXPyRPDYTNFosgODKlF4vAyvO7SxYLKakG01GwmOGBO1fXZabQFcVQ836Lkrkhyw5GnmKLAKNFXD66l67Rru15+x0mQiNRiDQf881QaWfhMIBPXD7C7E5sxGMdYc8SoQCAQCQViscb43rXBx2cQYTbpNIBuCH4MqliiKo7ogdagesFUXwjpKTCYMvpJfSmFh7fIlJury2e2VgWEtROHatf73FWWVKzB37tLM0ggErZuIOlbMZjMjRoxg/fr1/jFVVVm/fj1jxoyJ5KWajDxnHrnluXgUT0uLIhAIBIL2QDtPk4416kaK2avfp6poOEs8OEvrr0ddAaWtPHFpKLI5yO1gcRdiUN3VjpMMBmSHA9luD3/yAMeK1kJ/E2epB9UbfO24lNozmkKVLTMkJ0VMroZgMOqfZ2mhC1X0WxEImhyXOZYyayr51X8CBQKBQCAQ1IIk6U6ViqzrCrxuBUlTKMmrPXChqhOl6hpYMlYtg1x5LWNycs3nrrBPZDmss6apqGobKUVF/velmzYBYB81itQHHkDzeDg8/w5O/P3lZpVRIGit1NuxUlJSwo4dO9ixYwcABw4cYMeOHWRmZgKwYMECXnzxRV599VV27drFLbfcQmlpKddff31EBa/KypUrGTBgQI39WOrCDf+9gXPePYftx7dHSDKBQCAQnNS4i2uf04bJKd6L0X0AFb38lqpqFJ0opyi3nBNHSvzzVJcLuTi/zufVjOaQKeaGgDJfFchWK5bu3TF3qh5ppnl0B09QtFULZazoDpJgw8URFz6Lp+vr/6Drm29giI2t9lnU6ERqBiocK0W5TopPiAh6gaCpUWUTqsGCpp7EZVwEAoFAIGggRrOBpE5RJKQFl/yyeIuJKj2CzV1Q6znU0tKgba0w+BhjlAPJEOhcqVz3G+LjkR0OjElhgqN89olaUoL7YGatsjQpAY6WipJmZT/8QNQZpyOZTBSvW0f5jh9aSjqBoFVR75X5d999x/Dhwxk+fDigO1KGDx/OokWLAJg5cyZPPfUUixYtYtiwYezYsYN169ZVa2gfaSJVCqzCUytHNplHIBAIBCcTkgxyRQr3yZFqr0nVe4UERj8pZdUdIuH4cP16ho8ZSlqPeO59+AH/2KApU4gaOpS7H3+87oKFcqK0VBZRiK9Cyf/+R+6zz1LuC1gJxH7KKdhPOQXJbA4uZQZ4c3KbSMi6YY0ytej1BYKTDa9Jd6YaPS3rVG1rrF27ll69emEwGJg/f37YMYFAIDgpcBa0tAStDous2zBSWVEtM+HDTz4JskeMVlOQjbLg/vsrJ6sqSkFB8LW6d8cUpk2CN7dyba+WlzVvhn1dLuXx8OvESXgOH/YNnBw2rkBQG/X2Hpx99tlomlbt9corr/jnzJs3j4MHD+JyudiyZQujR4+OpMwhiVTGiqLpKXehym4IBAJBU/HPf/6Tfv36YbVaGTx4MB9//HFLiyRoDLIB5Nb94HnlypV069YNq9XK6NGj2bp1a6PO5/Gl1YdTn/WxDW5fsoTp509ix8afuP/OeyvHzjuPvZ99xqJ582o83ulycdP99zNy+nSihw1j2rRpWHr1qpygqrz33nucd955JCcnExMTw5gxY/jvf/9bdyEbQKjPRi0tJefPf6Hs+5qjvrq98zaSrbJsmFZWFmnx6kVyl2iMloqIPLFmEgiaC6kV/nuLtD6JJHPmzOHSSy/l0KFDLF26NOxYOJxOJ7NmzWLw4MEYjUamTZtWbU5L6BOBQCBoEBXNCk21l6JtKZpdp3jrXr74ljvuCLJHDEY5yEZ5aGGlY6WqY8R77BjFBw+G1SmG6GgA1n7+ORfeeCMprVSneHOO628MVcueCQQnJ+0mLSNiGSs+V61BEj8SAoGgedi0aRNXXnklN9xwAz/88APTpk1j2rRp/Pzzzy0tmqCd8s4777BgwQIeeughvv/+e4YOHcrEiRM5fvx4hK9U/weAJWVlHM/L47zRp5KenEK0I8o/NmHcONJTUoh2BKfwq+XlOHftwrV/PwajhKIoWK1Wbrn6as4dOxbQy4VJFr3slupyseGzz5gwYQIff/wx27dv55xzzuGiiy7ihx+aLq29pqCNgnffrTaW9+qr5L36Kmq5r9RWgIHmGNsKete18/5BAkGrpJX9s2s+fVJ/SkpKOH78OBMnTiQ9PZ3o6OiQYzWhKAo2m43bb7+dCRMmhJzz1Vdfcd555zWrPhEIBIIGUbEWNYYvRduStIhOqaO5UlJSwvGcnCB7pLiwIMhGsTliw/ZHUYqLcZ84EVanGFNTMXfuzKadOzl3zBg+eOWVZtMpMRPPJ+6yS+s0t+jjTwCQ5NYX6CEQtATtxrESKVSfB1+WxEcjELRnzj77bG677Tbmz59PfHw8qampvPjii/6eUNHR0fTq1YtPPtEXDvn5+Vx99dUkJydjs9no3bs3q1ev9p/v0KFDXH755cTFxZGQkMDUqVP5/fff6yTLn//8ZyZNmsTdd99N//79Wbp0Kaeccgp/+9vfmuLWBc2BplVGhLVCli9fzuzZs7n++usZMGAAzz33HHa7nZdfrr0JYUFBAXPmzCE1NRWr1cq0M6ax4dMNmHxN2d9f+x5nnjeazn2SOWXMQJ5++umg411uNwufeoqe48eTNGoUZ151FV/5giK+2raNFF+W6+QbbiCpVwqbfwwesw8ezIYff0a2B0TaaRqaoqApCgaHHYfdzl8efJA/XHopaZ07+6eZUlIwdeqE58gRHp87lztvuomRI0fSu3dvli1bRu/evfn3v//dqM+2RiTIj+/r33Sboipvwe3mt+mX6Cn2x46haRrZjz5G9qOPVTpWAkh79NGmk7OeiCRfgaBpsZiMoOg9qpy2whaWJphI6pNBgwbx0Ucf+fevWbOGgQMHYrFY6NatW3V94nJx11130bFjRxwOB6NHj2bDhg0AbNiwwe80Offcc5EkKexYTTgcDp599llmz55NhzDlW1asWME999zTvPpEIBAIGkXrXLy1qE5xu+ukUyrska+2bSNxwICgsS+//sp/vqplfAEcdntYnSLJMobYWFYsX86CP/yBEf37N5tOSb79dtKWLiXhuut0WWx1yGgSz0wFAgCMtU9pG6xcuZKVK1eihPEO15UKx4ooBSYQNBJ3afh9kgFM1jrOlYNTlUPNNTuqj9WBV199lXvuuYetW7fyzjvvcMstt/D+++8zffp07rvvPp555hmuueYaMjMzefDBB8nIyOCTTz4hKSmJ/fv3U+572OnxeJg4cSJjxozh66+/xmg08sgjjzBp0iR++uknzGZzjXJs3ryZBQsWBI1NnDiRtWvXNui+BC1LmacMVA+4fXV6veXg0dWtQTZgMViC54ZBlmSsRmutc+2m+tXbd7vdbN++nYULF1ZeS5aZMGECmzdvrvFYVVWZPHkyxcXFvP766/Ts2ZNPvv0Eg2zAoMKPO3/g6muu4u75C5l64SV898NW/vjAAhITE7nq4ukA3PHoY+z+7Vdee+IJ0lJS+HD9eqbefDPffbKO04YNY/sn6xkxeTxvPvMMpw0bRsexY/npi68Ycs6ZvPbX5zn7ogtITUsO++/KlJaG98SJkPsMsbGozspeL2pJKcTH+++tuLiYhISEen2e9UGSJA53OocOWVuJKclkV79rGLrzWUAvF+A+eBCtrAzN6616IMefXo4WIHtLezOKcsvxuluv81AgaA9U/O5H2QzssucCuVgkC2WesnapTzIyMjD4Sots376dyy+/nMWLFzNz5kw2bdrErbfeSmJiIrNmzQL08tMZGRm8/fbbpKen8/777zNp0iR27tzJ2LFj2bNnD3379mXNmjWMHTuWhISEkGORpjn0iUAgENSXMk8ZeMpAcYG7WH/v42TWKVeMGwfAHcuWsffYsVp1SoWNkhAby85PP2Xw+efz8qpXGXnqaDp2iIPCHGSLFcnUsLLQklX/bNXycj24ymJpdp1iGzaUss3f1jzJIBwrAgG0I8fK3LlzmTt3LkVFRcTGxjb4PBWOFVEKTCBoJMvSw+/rfT5c/c/K7Sd7BS3sguh6Olz/n8rtFYOhrMpD08UNi94cOnQoDzygN8ZeuHAhjz32GElJScyePRuARYsW8eyzz/LTTz+RmZnJ8OHDOfXUUwHo1q2b/zzvvPMOqqry0ksv+Z2yq1evJi4ujg0bNnD++efXKEdWVhapqalBY6mpqWRlZTXovgQty+g3w/cVO6PjGayasMq/ffa7Z1PurZ6NAHBq6qmsnlSZFTVpzSTyXfnV5u28bme95MvNzUVRlJDfud27d9d47Oeff87WrVvZtWsXffr00e8h5mwALFYTr7z1Aueeey4Lbr8HgN69+3Ao6zeefPJJrpo6nUPHjvGP999j74YNpMXFATB/1iw+++YbXnvvPRbdfgcJyboxkRAbS4ekJMxmM8mJiQCkOEykJ8ZiqMFZ6SrzgMUGLv1zDaxvrClKUGPIwJo6Tz31FCUlJVx++eU1fgaNQfb1oakIEozP31O5U1X9fVOUEycwdewYdGxZlfrSoaLgmhOR/i8QND0nmz7p0aOHf//y5csZP348Dz74IAB9+vQhIyODJ598klmzZpGZmcnq1avJzMwkPV1fc951112sW7eO1atXs2zZMlJSUgBISEjwRwaHGos0zaFPBAKBoL4InRJap1w5bhyZx47xj7Vr66ZTfDYK4LdR0q0KPW0eNE9FEFRw3U5DTAxKUVGdPgcpwM5R8vN55vXXm1ynKCUloKq4fv0VALWwdlklkbEiEADtyLESKSZ2m0iBq4A4S1xLiyIQCJqYIUOG+N8bDAYSExMZPHiwf6xiUXf8+HFuueUWZsyYwffff8/555/PtGnTGOvr3fDjjz+yf//+anW6nU4nv/oWJwJBe2DHjh106tTJb7AE4lI1du3axcUXX4w91kxZoRuTRWbcuHGsWLECRVH4ed8+FEVhyMSJQf05XB4PCWnpuKNT8Thzg87r9ShBZdXUkhIkqw1JkpD8kVKVD/lLC92YvSoV4RFaaak/u0Mtd6IUFPjnGnzOnTfffJOHH36YDz74wG80NQUGo0xcohGD4gKgy+H/Ve5UK+/x9yuupMPSJTWfrIUzVgzGSmPKZBXBKAKBoH7UpE8Adu3axdSpU4PGAvXJzp07URSl2vEul4tE34OulqC59IlAIBAIKmmMTlGNJr+NUl+dIlUN9grsPxiwVpesNqirY0WSMCYmouTn885//9ssOuX3Sy/DHVDGPFz2fyAdHl7cZPIIBG0J4Vipwp2n3tnSIggE7YP7jobfVzUj7O79NcytEgkxv36RLzVhqpKeK0lS0FhF9klFavHBgwf5+OOP+eyzzxg/fjxz5871RyWOGDGCN954o9o1kpOTa5WjQ4cOZGdnB41lZ2c3WSSloGnZctUWUDyQs0sf6BDgwJODv/sbLt8Q9jxVe32tm7EuIvIlJSVhMBga9J2zhai3qxiTAQ0vVjRVQ5IkouKsRMVZg+ZJNjvFTg8Gg4GNb7/tT82vwGG3YzIbiCo5EjReejgXraTSEPHm5uLNzUWNisfRLTirA8BSlIXsc1wAYDD4nRaSMfiaksHA22+/zY033sg///nPsI2JI0mPTatwlGVXG9eqRLaVrK90ukiSVN2R0sIZK/7sG8BsE8tJgaAp2HLVFgCO5BWQmHUUSdKwdE6EqA7tUp/Uh5KSEgwGA9u3b6+mT6KiosIc1bQ0tz4RCASC+rDlqi1QnAWlvkbw7dxGqStylIPSsrIG6ZSKIK2qqC4Xmsfj367M9K5bYJQpLY1/ffEFN82d2yI6xXbKcIo/qfnvKlutNe4XCE4W2k3u1sqVKxkwYAAjR45saVEEAgHofU/CvUzWesy11T63mUhOTua6667j9ddfZ8WKFbzwwgsAnHLKKezbt4+UlBR69eoV9KpLacIxY8awfv36oLHPPvuMMWPGNMl9CJoWu8mO3WjDbrBgN1j1bd8rsHaxf26YV2Dt4prm1hez2cyIESOCvnOqqrJ+/fpav3NDhgzh8OHD7N271z9mNcWgydEYVIke3XrzzTffBB2zceNG+vTpg9VhZeiwU1AUhZy8PHp26RL06pCUhCOu5n5EYQm0UbQqfT8Co8WMwQ6At/71L66//nreeustLrjggoZdux5omoaqaiH3JVx1VdC2HJgB1wr7vhlMlUtIxSN6rQgETUGlPrBhM1ixGay6fmmn+iSQ/v37s3HjxqCxCn1iMBgYPnw4iqJw/PjxamuvlghMeeutt5pVnwgEAkF9sZvs2KPTdBvFGPz7fzLrFHNiIqMuuCAiOiWoV7Ms+4NE65IBEshbb73FH264gTdff50pU6bU69gGUZFp45M/lFMletIk/3vrgAFNL5NA0EZoNyGGkeqxUuIuQZIkbEZbNU+8QCA4eVm0aBEjRoxg4MCBuFwuPvroI/r37w/A1VdfzZNPPsnUqVNZsmQJnTp14uDBg7z33nvcc889dOrUqcZz/9///R9nnXUWTz/9NBdccAFvv/023333nd9xI2iLBDw817RW92B8wYIFXHfddZx66qmMGjWKFStWUFpayvXXX1/jcWeddRZnnnkmM2bMYPny5fTq1Yvvdv5MgVdhwhkTuGX2PCZefA4PLVrMZTMuY/uO7/jb3/7GqlV6zebePXpwxQUXcOP99/PoXXcxrF8/cvLz2bBlC4P69GFyQ29IlpFtNiSjEaXcDcCuX3/F7fGQX1BAqaqyY8cONE2jny8r7Z3//IfZDzzAn//8Z0aPHu3vaWSz2Rq1jqgJTQM1hBPCNmIE1kGDgsYkc0BGXZXvT+p9CzHExDSJjHXFEJCxonpDO4sEAkFT0H71ye7du5EkiUmTJnHnnXcycuRIli5dysyZM9m8eXOQPunTpw9XX3011157LU8//TTDhw8nJyeH9evXM2TIkIg6NzIyMnC73eTl5VFcXMyOHTsAGDZsGKCX/7ruuuuaVZ8IBAJBo2hltkkFLaFTJFmmb//+EdEpskEicKUvSfr6X/N4MHfpgmS11lmnPPnHexmakMDRAwcw2O3No1O08Gt62WrFPmoUZVu34szIoGDtWuKmTWtaeQSCNkC7caxEisnvTabAVcAHUz+gR1yP2g8QCAQnBWazmYULF/L7779js9k444wzePvttwGw2+189dVX/PGPf+SSSy6huLiYjh07Mn78eGLq8PBz7NixvPnmmzzwwAPcd9999O7dm7Vr1zKoyoNWQVtEA3cpWFqmLEk4Zs6cSU5ODosWLSIrK4thw4axbt26as0iQ7FmzRruuusurrzySkpLS+nWsye3PrQECRgyaBhvvP4Wix96iEcfW0ZqSgeWLFnCrFmzUN1u5JJ8nl+6lMdeeIGFTz3F0exsEuPjGTVkCJPPPDPk9eryyF62WLD07AmAZ/c+AKbfeiuZRytLEg4fPhyAsp16OcGX//UvvF6vPzCjguuuu45XXnmlDletP6Fs2OhJk+i04hk0NdjhUvTxJ3T++0uggWyzBR1s6twZydCyfU1kQ2XwSUmBE2uUqYbZAoGgvRJJfdKrVy8ee+wxQM8Gfvfdd1m0aBFLly4lLS3Nr08qWL16NY888gh33nknR44cISkpidNOO40LL7wwovc4ZcoUDh486N+u0Cea7wHUCy+80Oz6RCAQCNojbU2nVG1Ib4hyoJYU+x0UWoCjQjKbkc3mOuuUO/70CHf86RH/vJbWKYVr19Lz0/9SuPYDcletwvnTTyAcKwIBkqbV4JJsg1RkrBQWFtbpgWZVxr01jiJ3ER9O+5Dusd2bQEKBoP3gdDo5cOAA3bt3xypqbLYZavq7NfY3tL1R0+dR4/df8cLxDNAUSOzd6hwrkeSI002u24vVrRJfqhKbYqfweBmgNzhP7Kjfu6ewCO+hzHqf3+VIwlKaW208XI+V0t37kL2uoDFbgJPSm5eHx+dwMSYkYEpPr7MskfjN+3rsZSTl/ezfNqalkXDdtVh69uTQ7JuC5vbfvcv//vcrr6L8hx8ASJo7l+Tb5jXo+pFkw5t7KMl3csGtQ4JLHwgEPoROqaTB+gQ4dCKfpGNHkCQNa5dkiBY92No6Yg0tENQPoU8qaYw+wVMOObtBNkKHwc0kcftBKSkJavJuTEzEkJCAa58e2GXskIY3Ows0DUvv3v5xAEuvXvXqS+LNzcWTlYUcFYWlW7ew8yKhT/ZPnIjnYO12Wre33+L3K64EIP7qq+nw4AMNup5A0JJEWp+IjJUqqL7a7KIMmEAgEAgajMEIsgEUpdWm2keKXLcXAKdZhlI1bJGaqq1P6ooU6fCPgKbvgU0lm4/gG/IeO8bxxx6v9aiur77C7iFDAchduZLEOTchmxvYkyZCnH1V3xa9vkBwstCuouAEAoFA0HLIRohO8/f+ENSTWuw6NbCNtSxjTEz091fxZGUhOxyYkpPrdimb3qdGc7pqmdl8lP/8S+WGQXyHBAIQzeurIRwrAoEg0kRFRYV9ff311y0tnkDg54033gj7XR04cGDjTt5g/1L1R4pTb76Z1IF9gmV0OIhyOHj6heeCL2sJbsYZmFnR2pN28999l/x330XzeJCqOlG83pYRSiAQCOpAk+qTCDJ58uSwci5btqylxRMIBILIYjDpWY9RKS0tSb1oNTqliu2geb1+Z4uGxEUzLyd55EiSR40iJj6e+N69SR49muRRo3jsmWdQ8vLqfCnZavFdw4OmKJG7hxBEn30OMXUoo5n9SGVpMkk8MxUIgHaUsRKp5vWa7wGOcKwIBIJIUdGQLhQdO1YvZSRoB2hajc3/WisXX3wxo0ePDrnPZArdQyPaaKDYq2DxNM39Gu0WKKvc9hjtrHz0KVxGA9bkeABUpxN3ZiaSwUBievC/KVNK6zIcC2N7kpSnR3upkoxcQypP1qKHAIi94AKkqp9/O8+EEggElViMBrxWE0ZUMLaNslEN0SctwUsvvUR5eXnIfQkJCc0sjUAgEAhC0Vp0iuZ0Bm+7KrNJJGDl03/GdfR3ACw9eiAZjbh++w3N6yW+ns8pJYMByWRC83hQnU4MDkdjxQ9L6sJ7ATDERJP/5luYOnXCc/hwLQIKW0QggHbkWIkUiqp7guX2k8wjEAhamF69erW0CILmRnGD2hJlphpHdHQ00dHR9TrGIksUA0bF51gJXGNL1d+qBjNGk4xaxTCRomLQSorwGu0YvT5PiiShWe3IcQmoBXm4zTHYuqTTu1+PoGNVpxMXIBmNWPv1o/znnwlLYNN3pYH1yRrBwa4TSTzxM3FFv/HLgBsY/MuLIedZBw/GuXOnviFJ5D77bPAEWaxTBIKThdTYGIhtWz0FGqJPWgIR4CIQCE4qVAW8Tr0UmMnW0tLUmVajUwLtCB+SyURxVGcA0m0aslFFMpux9ukDgFNRGlx+WLJY0Dwe3YHThI6Vqlj69KndsdIGgwgFgqZAWOVVUBGlwAQCgaC18ac//YmxY8dit9uJi4ur0zGzZs1CkqSg16RJk5pWUD8n30LTHmMmpWsMRlMD9afRhGqyocgBJa80KCt0+zfN7iIMntCRxRW4yr1gtoTdH9g0UvO4w85rUnwRXjFFv4efUyXlv2TjxpDnEAgE9aPt6ROBQCAQtEbapD7xOiF3L+T91nzXbEcY4uIwVPlbS5KE1ZWPo/QYUnlJtWPMXbpgSktr0PWMSUmYu3TB0MROJc3jQfN48Bw9BoC5cydoRdmlAkFrRmSsVOH8ruejaArWNpJmLxAIBCcDbrebyy67jDFjxvD3v/+9zsdNmjSJ1atX+7ctlvAP3JsGSW8S2Y5xqnpAQpnv/5IkYY0y4Szx1MvJIjmicBtj8LgULO4CILR7SikqqtG4KCt0YfZq/sgR96FD2AJS7wP7qlh6966zfJEiKr7yO9j10Gdh5wXVUg7hRBFuFYGgYbRZfVLx2yWcqgKBQNAqaLP6RNBgJEnC3KkT5QUF+ravB6KkKciaF81nDwUaMbLN1uDsDkNUVGPErTO/Tp4SlKHiycqm0zPLOTzvtrDHJM6+sTlEEwhaPe3mac/KlStZuXIlSiObOj1+5uMRkkggEAgEkeLhhx8G4JVXXqnXcRaLhQ4dOjSBRLVQsXaWZDC2b2OpxKsbEKVeFbfTi9lqJCbRRkxicHkByapnoxgUN2oIVa0eOYjFaMbqrcwikdAwu4pQfY4WACU/n/L8fNSoeBzdqpRw0cBcmIWsVp5Drpo2X2HYyDJSiHT+pqbPphXEFf5a67zo887DtWePviFJSFVdKaIUmEDQINqcPgEyT+STfOwIkqRh7ZIC0aktIodAIBAIKmmL+kQQGWSrVe97Eh+P5vVi9AZn1GseN5rXi2RsI49cffaRZLejlZURPWECxip9Kju/8DyHbprj35bt9mYVUSBorbQbq3zu3LlkZGSwbdu2lhZFIBAIBK2EDRs2kJKSQt++fbnllls4ceJEjfNdLhdFRUVBL0HNWAz6A39Z0yjILkPxhu5bYrAYkWw1L8Alb/XSXBL16YOiIVXx2lREklVO8TlWVBVvXh5qWVk9zh8B6hiwZkoLMLhDRaiLqHWBoFlpNfpE/NMXCASCNk2r0SeCiBCYDS/J1ZW0Ny8Pb25uxYx6n18pLsaTnY1aVnM55EggBdoXarANZkhI9L9P+9MjwrEiEPhoN46VSKBpGl7Vi6qpQT+OAoFAIGh7TJo0iddee43169fz+OOP8+WXXzJ58uQaMxsfffRRYmNj/a/OnTs3XpB2rk9ijXrWh9Wt36eqaLjKvbjKvcGGRgMdAWZbHSK9JAnZYkUKUUqh6nVliwVz165IFgueo0dx/da8NaYVT/XvnxxTvSn18aeeDnuOtD/9SWSsCATNSKvRJwKBQCBo07S4PmnndklLIxtCOFZyT6AUFWFKS8PcrWu9z6kUFODNyUEtLY2EiKHxfS8qShFrXi/5b70VNEUtqewfk7vqWUq+/rrp5BEI2hDCKg/Aq3oZ/o/hDH1tKMWe4pYWRyAQCNo19957b7XmjVVfu3fvbvD5r7jiCi6++GIGDx7MtGnT+Oijj9i2bRsbNmwIe8zChQspLCz0vw4dOtTg6wOgKXqTyJMITdMoPF7me1VGVqluN3JpQZ3O8eH69QyaMoWooUO5e/Gi6mOPP05gxJdssWDp3QtLjx7V5fF4qo0ZoqPRXK7KOY0sI9oYHGeeQfc1/6o2ruTn+99LRmNQhoqlb98GO6oEgvbISaFPBA1i7dq19OrVC4PBwPz588OOCQQCAZxM+kSsIxtChf6w9+3L3Y8/jlJczNoPPqi0Uf70SPWDfB+1ZLEiN6CfTkX2veqpntkfaTSnbreeeOEFXL8GB59lzppF3x++J+6yS/EcOYLzl1+aXB6BoC0gHCsBqAHlRgxS89ddFwgE7RtN01i0aBFpaWnYbDYmTJjAvn37WlqsFuPOO+9k165dNb56hHhQ3lB69OhBUlIS+/fvDzvHYrEQExMT9GoQsoHWbrCsXLmSbt26YbVaGT16NFu3bm3QeVRf4FvIRvNKpV5Vna4QM0Jz+5IlTD/vPPZ+9hmL7ry7+ti8eTUe73S5uOn++xk5fTr2nj2ZNm1atTmbvv+ec6+5hk6nn449Kop+/frxzDPP1FnGhlI1ks1z6DAF77xT4zFVe8GEKjMgEJzMtGt9Uo3W9+8/UvqkKZgzZw6XXnophw4dYunSpWHHwuF0Opk1axaDBw/GaDSG1CfffPMN48aNIzExEZvN1mz6RCAQRJ6TS5+0TtqCTvntu+9YNG8ekixzy9y5fhtl8b33VjumUmtrDdIpg884g7++9hqau+kcK1oIS062WqtPlGUK/qkHhCmFoiSdQADtqHl9JFAC6rJXaxIrEAjaNW63G3PVXgwR5oknnuAvf/kLr776Kt27d+fBBx9k4sSJZGRkYA21cGnnJCcnk5yc3GzXO3z4MCdOnCAtLa3pL2Yw6c4V1dv012oA77zzDgsWLOC5555j9OjRrFixgokTJ7Jnzx5SqjQqrI1ct36P5RaZuDI1qPVHoCata4nNkrIyjuflMWHcONJTUnAbbZQUFAaNATV2XlEUBavVyi1XX80H69eHnBPbowc3X3klQ0eNJrZTRzZ++y1z5szB4XBw00031UnWSOA+cIATL/097H5T1y4AdHp2FfvGjNUzcEQZMIEgiHatT1o5kdQnkaakpITjx48zceJE0tPTw47VhKIo2Gw2br/9dtasWRNyjsPhYN68eQwZMgSHw8E333zTIvpEIBA0nnavTwwmiOrgCwJrfbQZndKhA94TJygpLeX48eN+G0W2R1eWzKowinz/9x4/jstorLdO+Wr9em657TYcUVHMXbSoOW41SO7goQA3kdI67VyBoLkRlnkAgV5aQytVNAKBIDKcffbZzJs3j/nz55OUlMTEiRP5+eefmTx5MlFRUaSmpnLNNdeQ6280B8XFxVx99dU4HA7S0tJ45plnOPvss+tURkLTNFasWMEDDzzA1KlTGTJkCK+99hpHjx5l7dq1TXej7YTMzEx27NhBZmYmiqKwY8cOduzYQUlArdd+/frx/vvvA/rC9+677+bbb7/l999/Z/369UydOpVevXoxceLE5hG6FdcwXr58ObNnz+b6669nwIABPPfcc9jtdl5++eVajy0oKGDOnDmkpqZitVq5YsxIvlr3CdHluqvjvfff48zzRtO5TzLDRg/k6aeDe4W43G4WPvUUPcePJ2nUKM686iq+2rYNgK+2bSNl9GgAJt9wA/bBg/l6y+ZqYxXzK1Ddbpx79+L69Vdkg4TDbucvDz7IHy69lA6pqSHv49TTT+e6e+5h2Nln0a1nT/7f//t/TJw4ka+buF6wqtTve+E5mImmqhiioip7sQjHikDQYNqkPmnFRFKfDBo0iI8++si/f82aNQwcOBCLxUK3bt2q6xOXi7vuuouOHTvicDgYPXq0v5zOhg0biI6OBuDcc89FkqSwYzXhcDh49tlnmT17Nh06dAg5Z/jw4Vx55ZUMHDiQbt26NZs+EQgELUub1CdGC8SkQVTLOinC0VZ0ijk9na+2bSOhVy+g0kb536YtYeVTy8qwOJ311inXXHstE8aOZeO2bWhqTaFlDSdq3Diixo/3b5t79sAdquScsEEEgmqIjJUAVK3yR0oWPieBoFGUecrC7jPIBiwGS53mypKM1Witca7dZG+QjK+++iq33HILGzdupKCggHPPPZcbb7yRZ555hvLycv74xz9y+eWX87///Q+ABQsWsHHjRj788ENSU1NZtGgR33//PcOGDav1WgcOHCArK4sJEyb4x2JjYxk9ejSbN2/miiuuaNA9nCwsWrSIV1991b89fPhwAL744gvOPvtsAPbs2UNhYSEABoOBn376iVdffZWCggLS09M5//zzWbp0KZYG1LatD2qZ7zta7tR7rJQ5weR7mG4wBNXW9c8NhSwHpWCHmyvb6/f9d7vdbN++nYULFwZcSmbChAls3ry5xmNVVWXy5MkUFxfz+uuv07NnTzIyMlBViHKq/LjzB666+krunr+QqRdewvYd27jn/jtITEzk6ukzALhj2TJ2H8zktZXPkeaw8uH69Uy9+Wa2rP2A04YN58d//5uhF13Em888w2nDhuFI7ho0NnLEaSTGxyFZAjLMNE1Pj5cNyFEOFHdA2TGzGbyhI6o0TcN94ADIMr/k5bFp0yYeeSREbeQIUhTTlcT8XfU7SFV1Q8ZnTEnCqBEIGkxb1Ccmtxu35sWkqahuBcrK2q0+MfhKH27fvp3LL7+cxYsXM3PmTDZt2sStt95KYmIis2bNAmDevHlkZGTw9ttvk56ezvvvv8+kSZPYuXMnY8eOZc+ePfTt25c1a9YwduxYEhISQo5Fmh9++KFZ9IlAIGhZ2pI+gVr0hNAp9dIpwxMSSIiNZeennzL4/PP9dktczwFQeLxe910bP+zcybc7dvDQbbehud1ITVDpIs1XFvPYgw9S8M9/YRs0iJLPQ2T9G0QAukBQFeFYCSDQsSKawgoEjWP0m6PD7juj4xmsmrDKv332u2dT7i0POffU1FNZPWm1f3vSmknku/KD5uy8bmeDZOzduzdPPPEEAI888gjDhw9n2bJl/v0vv/wynTt3Zu/evaSlpfHqq6/y5ptvMt4XzbF69eo6lZEAyMrKAiC1SvR8amqqf58gPK+88gqvvPJKjXMCS03ZbDb++9//NrFUodlzyoiw+xxnnUmX55/3b+8ddzpaeejvvn3kSLr+4zX/9v7xE4IamlfQf3f9HtLn5uaiKErI72JtzTg///xztm7dyq5du+jTpw+g14ZWVY3cQ8U899JKzj3nXBbcfg8Affv2JfPYrzz55JNcPX0Gh44d4x9r15KZmUmCClpBHvNnzeKzb77hjU8/4+Eb/kCy7yFXQmwsqckplEQlktq9JwDRiWl0HjECi90URkINc5culP/8c50+C7WoiB5jxpCbn49XUVi8eDE33nhjnY5tKEWnX0le4W8kFOyt+0GSxIlXXqn8+wvHikDQYNqqPimosq+96pMKli9fzvjx43nwwQcB6NOnDxkZGTz55JPMmjWLzMxMVq9eTWZmpn8tdtddd7Fu3TpWr17NsmXL/GVjEhIS/JHBocYiRadOncjJycHr9TaLPhEIBC1LW9IncHLaKBVEXKckJQGQnJgIgK1DT6K6DcNs0Z8jSkZjZY/EBj5bDNQpD9x+O9fPmIHqdIbufRIhKr+voWUWz0kFguq0G8fKypUrWblyJYqi1D45DIGOFdG8XiBo/4wYUbm4/PHHH/niiy+IioqqNu/XX3+lvLwcj8fDqFGj/OOxsbH07du3WWQVCFoDO3bsoFOnTn6DpQJZlkjuEs2BzP1cfPHFQfvGjRvHihUrUBSFn/ftQ1EU/XhN85dLc3k8JKSl+wyPwAW7/r5iiW/yliGdyELxxGCIjQ0po9vpBZMZPLU3ePRkZ/P5q69SUlbG91lZ3Pfgg/Tq1Ysrr7yyTp9HQ7j8/pFk7o+nPHylgJCUbPgSgOjJkzCmhC5vJhAIBG2FcPqkgl27djF16tSgsUB9snPnzkp9EoDL5SLR96Crufn6668pKSnh22+/5d57721yfSIQCAQCnZbWKWZvGfaybIyW2Gp9IE1p6SglxXiP1y+TpapO6XPKKVw1cGC9zlFflPwCAFRnaKdaEK236rVA0Ky0G8fK3LlzmTt3LkVFRcSGedhSG0bZyNmdz0bVVOGJFQgayZarwj81rNrDaMPlG8LOlaXgyOx1M9Y1Sq5AHA6H/31JSQkXXXQRjz/+eLV5aWlp7N+/v1HXqoiKzM7ODmpOmJ2dXadSYoK2Q9/vt+tvCjL10k2x6WDwla2qkj7dZ+M34U9UJSuh1/rPIyJfUlISBoOB7OzsoPHs7Oxao3dtNlvYfYF602wz4i73YjAF69LSsjIMBgPbt2/He/wEWnGBf19U9944E9IpUU7UKINSWIhSVIQtjK4vLXRjVrTKgp5hyoABGBMT6ebWHTCnTJxITl4eixcvbtIHYbIsUVbkCRMHFoaAzzZ6/AQMUY4aJgsEgvaCX5+Eoh3rk7pQUlLi1yeGKp9FqCCZ5qB79+4ADB48mOzs7CbXJwKBQFAf+n6/HVzFkPcbGK2QHBAgKHRKg3SKZNQfqRqNGrLqQUar5liR7TY0rf69UarqlCWPPMLV11xT7/PUhf3jJ+DJzvbbTa49e0m97z6yA6p5VCX2ogubRBaBoK3RbhwrkSDaHM1fz/1rS4shELQL6tP3pKnm1odTTjmFNWvW0K1bN4zG6j+NPXr0wGQysW3bNrp06QJAYWEhe/fu5cwzz6z1/N27d6dDhw6sX7/e70gpKipiy5Yt3HLLLRG9F0HL4q8nbO9X97n1OW8jMZvNjBgxgvXr1zNt2jRAr0u8fv165s2bV+OxQ4YM4fDhw+zduzcookvTNDwuhb59+rJp0yYWL66UdePGjfTp0wej3c7gAYNQFIXMnRmcffpYvLk5lSdXXLhliaiSI/4hSVMwu4ooL6xSXkDTKD14DEfXNKpiLjyGrHr0481mPV3eHTp7xZCQgDf7OBhk/+fgcrlCzo0Uh+bcjLTr+/odJEnhMvIFAkE7puJ3P/NEPslZR5AkDWvXDuBIDju3PudtLE2hTyro378/GzduDBqr0CcGg4Hhw4ejKArHjx/njDPOiMj9RJLm0CcCgUBQH2S7HWQv2KxgtEENukDolJqRbTbU8nIMcXEA/rJpFc3lNa8XTVUj1hexqXWK5vWC14shOQklJ5fo887DEBsTNKeitJu5a1eU4mLk6Ogmk0cgaEsIx4pAIBCgZ729+OKLXHnlldxzzz0kJCSwf/9+3n77bV566SWio6O57rrruPvuu0lISCAlJYWHHnoIWZbrlOEmSRLz58/nkUceoXfv3nTv3p0HH3yQ9PR0/8JRIGguFixYwHXXXcepp57KqFGjWLFiBaWlpVx//fU1HnfWWWdx5plnMmPGDJYvX06vXr3YvXs3qqoxctDp3HDNLUy8+ByWLl3KzJkz2bx5M3/7299YtWoVBouJ3v0GcsUFFzD7jv/jiYcXMzg9nZz8fDZs2cKgPn2YOrs/ZVXyyiUtXInP6vnnGiApeqTVrl9/RYmNI6+ggOLiYnbs2AHgd2yuXLmSLl260K+f7gD76u23eeqpp7j99tvr/Dk2BK0OJcqqEvgbU/TvfxN97jkRM2IFAkFbQPP9wNHqSm9EWp9IksSkSZO48847GTlyZEh9Anp9/Kuvvpprr72Wp59+muHDh5OTk8P69esZMmQIF1xwQcTuMSMjA7fbTV5eXt30yVdfNYs+EQgEgvZGm9cpIXS0UlSEUljo326oTpk3ezbuzEyMSUlNZgdIAZFcWpg2Cz3/G7kKIgJBe0A4VgQCgQBIT09n48aN/PGPf+T888/H5XLRtWtXJk2ahOyLNFm+fDk333wzF154ITExMdxzzz0cOnQIax0byN1zzz2UlpZy0003UVBQwOmnn866devqfLxAEClmzpxJTk4OixYtIisri2HDhrFu3bpqzSJDsWbNGu666y6uvPJKSktL6dWrF3/6k54mPmTQMN56820WP7yYpUuXkpaWxpIlS5g1a5b/+OeXLuWxV//BHxcv5sixYyTGxzNqyBAmn3kW3iOHq13PbDNQVptQkoRkNiNJEopXjxSbfuutZB496p8yfPhwoLIpo6qqLFy4kAMHDmA0GunZsyePP/44c+bMqfUzaAyBTUzrQ4VzpeTLL1EKC4VjRSA4WWll2WuR1iePPfYYoGcSv/vuuyxatCisPlm9ejWPPPIId955J0eOHCEpKYnTTjuNCy+MbHmSKVOmcPDgQf92a9EnAoFA0N5o+zql+jrfm3sCtawUY2IShrhYpvTv3yCdcv3kyShFRUg2W+TtgAr7pCKYS9Mo+vdHQVM8R49iSk+nYM0aXL/9RsykSdgGD46sHAJBG0TSGmrht1IqeqwUFhYSExNT+wEBHC05yoXvX4jdZOebK2qoKSkQCABwOp0cOHCA7t27n5TOgdLSUjp27MjTTz/NDTfc0NLi1Jma/m6N+Q1tj9T0edT6/T/2I2gqpAwAo6WZJG4ZFEXlxOESAOLTHOQfKwXAYjcSm6wv/FWPB9fevaBpaDEJGIwyal6u/xyaZEBCrVzYVxAdBwG9WCpQoxNwdE2vNl62aw+SopcCM3XrjrGO/Ug0Tas1+ywSv3kHr7+ess3fBo11XP40RxbcGfaY/rt3kfmHP1C6aTMAvb78ElNqSoOuLxA0J0KnVNIYfZJ5Io/kY0eR5PClwARti5N9DS0Q1BehTypplH3iLIK8X8Fkg+TayxYLQuPavx/V6cSYkIgxNQXnLr1Mlik1Ve9VAlgHDECSZVwfd+7nAAA3tklEQVQHDqCWlmLq1Amjr3RYQ/Dm5uLJykKOjsbStat/PBL6ZN+ZZ+E9fty/be7RA0NcHOXfB5cv7r97F5lz5lD65Vek/elPxM24pGE3IxC0IJHWJyJjJQCP6sGjelDUcGVHBALBycwPP/zA7t27GTVqFIWFhSxZsgSAqVOntrBkglaJ30HQysKLm4Bwd6h4K50kqtMV7DSJikHLzw8u9dUCoR6q240n8xCa4sXSp0+dSvtFmqxH/hR2n+yocAxVyiXJ7f87JRAIBAKBQCCINCePfdKUyHYHqtPp79PYLNeMigJALSlB83ggRF/YBhMi3t4QpodK6ZdfAeD+/ffIXV8gaMM0369AG8Cr6nXZTbKphSURCAStlaeeeoqhQ4cyYcIESktL+frrr0lKSuLrr78mKioq7EsgaAu88cYbYb/DAwcObNS5qyXIGk0oBrN/U9LUkMd5nNWDHabefDOpA3qHlPPJ55+rnKjW7qmRjEZUZ7luoHi9dbuZxhCq9nJeXvj5PkdP+lNPVo5FqBGmQCAQNBVNqU8iyeTJk8PKuWzZspYWTyAQCCKLwQyOFLDFt7Qk9aL16ZTQNsaFV1xB8qhRJI8aRXRMDFFRUSQOGkTyqFEsW7oUb35+g68oW63INhtoGq59+3Hu2oVaVmvB5IZTi73RpNcWCNoQrTJj5cCBA/zhD38gOzsbg8HAt99+i8NRt1IejcGj6qVDjHKr/FgEAkELM3z4cLZv3x5y36mnnupvPCcQtFUuvvhiRo8eHXKfydTUQQcVnZlDjQez6uGHKTNasXfU6y2rHg9eXz+VWEelI1NzOYGaHZuSLCOZzWhuN6rTiaHJ77N+qCV6iTVDYOkA4VgRCAStnJbVJ3XnpZdeory8POS+hISEZpZGIBAImhiTDWI7trQU9aa16ZQKp4JWJSjrxeefp3DvXgAsvXsjSRLuw4dRy8qIj43Fm5uLMb7hTi1jSgrug5lovio7mtsNNluDz6e53ZT/+COq04lj7Bh/2WFz9+64du9u8HkFgpOJVulBmDVrFo888ghnnHEGeXl5WCzNU5u+ImNFOFYEAkF9sdls9OrVq6XFELQqKpoAtqwU9SE6OproMGnfjSeglJXZjOZ0YvQ6/WOVPVaCj1IlQ7UzdUxNRUvsgD0tSZ/jduNSFJAkZLsdtVTv8SLVsc6wbLejuN2o5eVh094jhbVvX8q+/bb2iRVUOFGUyswdSThWBIKTCqPBgGIyYJRVkM21H9AKaFp9Ejk6dmx7DxgFAoHgZKO16RTVqdswWhXHfHqHDiT59ll79UKSJFwmE2pxcUSua4iOxtKnt35doxHZZsNTVoZSUMjxp56mywP31+8+yso4eM21AHR+4QWO3X8/hR98iP2UUyhZv77mg9tXu26BoMG0Og/CL7/8gslk4owzzgCaN1KoImNFlAITCAQCgaDuBPYlqc2PpMomHB2ScB45RqAXRe6QjpZ1JGhMkwy4zbFY7Ua0ghO4TdFYOqVjsRvD9kKxdO+O6nSiud0YoutWhk8y6w8qNY+nTvMbQ+rCe3H9fsBfn7gm7KNH03nVSgDy336ncodwrAgEJxXpcbEQF9vSYggEAoGgraMqoHpBksEgnntFBFnG0qeP/t7nbJAMBr+tEukYO9lsBnNAkIUkoZaVUrx+PepddyLXo4G9UlDgf68GOolaoOekQNBWqbdl/tVXX3HRRReRnp6OJEmsXbu22pyVK1fSrVs3rFYro0ePZuvWrXU+/759+4iKiuKiiy7ilFNOadbatiJjRSAQCASRp/0vTCVZIqlTFEmdojAYQy8tGrI+1yQ56OMze4qR87P1po2BUVIBJ/e4FDyaEex1720kGXxZMUr1fi5NgVTH74QxKcnfvL7ki/8B4Bg3rl4Gk0AgEAgEAoFAAICrGI5nQN6Blpak3SBJEsqJE3gOHUIt1kv4BmbgG5OTMSYlNZ0AAQFXSj17uAT2fFHLyitLnLndkZFNIDgJqLdjpbS0lKFDh7Jy5cqQ+9955x0WLFjAQw89xPfff8/QoUOZOHEix48f988ZNmwYgwYNqvY6evQoXq+Xr7/+mlWrVrF582Y+++wzPvvss4bfYT1wmByclnYaQ5KHNMv1BAKBQNCOsUSDOfqkifiRDTKyQXeEGM26o8JgqOneq+9zJXWlOLpLTVNQCgpwHzwY9qylBS4Kj5fhcda9Eb1k1AMqNG/zOFZKi+pmrEiBNaNl/TONuejC4HGBQCAQCAQCgaA+nBzmSdPjsyFUlwu1vBxNqbA/ArLy7XbkqLoHfNUXSZL8zhVvXl79Dg7oEbP/rLMo/uxzAMq++46EWbNCHlJxL/YwPW8EgpONeqdmTJ48mcmTJ4fdv3z5cmbPns31118PwHPPPcd//vMfXn75Ze69916AGhs8d+zYkVNPPZXOnTsDMGXKFHbs2MF5550Xcr7L5cLlcvm3i4qK6ntLfgYkDuDF819s8PECgUAgEPhJPHl67miahtejAmA0ySSkOarNkcwWVNmIrHooO5yFySQR6PrQjh1CSulOVMlh/5iseDC7CtHchdXOV3Y4G0fnDtXGTYVZmLweSpQkzLZ43dlTG0YjstWKZGn63gWH5s1D+2FzneZKpoBl2knioBMIBNU5dCKfxKyjyLKKtWtHsIum6gKBQCBoCKIvRiSQ7XbUsjKMCQlomoZaomeqVDSz11Q15HFNtZqvyL4v+vdHWAcMCFsyuSqaNzgQzdSlC57MTKLPO08vGwdEn3cenf76F/8cS69eOPfurXPJZYGgvRPRIt1ut5vt27czYcKEygvIMhMmTGDz5ro9RBg5ciTHjx8nPz8fVVX56quv6N+/f9j5jz76KLGxsf5XhUNGIBAIBAJBM6FB/rFS8o+VonpDG2yy2YhmsesbqhrSUeCIsyJpwYaIrIXJIgllsGgged3IqgfQ6mw6GhwOzD16YExOrmZgRBq1qG7NK7v+4zU6PPSQf1vz6v1fStavD2usCQSC9omqaUiapj8P08S/f4FAIBA0FhGwEzECyxOHWKMrJaVBvUyagorSwXmvvELuqlV1Pq5af8mAr4Xf3qjS27Hb22/R7/vtOMaObZCsAkF7I6KOldzcXBRFITU1NWg8NTWVrKysOp3DaDSybNkyzjzzTIYMGULv3r258MILw85fuHAhhYWF/tehQ4cadQ8CgeDk4Oyzz2b+/PktLYZA0O5QNU3vc+JSgvqgSJJUS9KFhJJ1FIAP169n0JQpRA0dyn2PL602dvfjj1c5Ui/nVVHSqyF4jhzBtXdvkxs+QcZXTRgMQfdTUfO4+LPP634OgUDQDhEPw+rD2rVr6dWrFwaDwb/uCzUmEAgEAkFtVOgPe+/efntk7dq1fhvlzsWLqx2j5OehFBRgiInB1LFjk8gl2+0k3DQbgBPPPV9j2eRAqjpW/H0gNY2S/30BgDMjA6W4GLW0NHICCwTtiIg6ViLF5MmT2blzJz///DPLly+vca7FYiEmJoZ//OMfnHbaaYwfP77B1113YB1j3xrLgg0LGnwOgUDQ9njvvfc4//zzSUxMRJKkGssVhsLpdDJ37lwSExOJiopixowZZGdnN42wgraBpsGxH+HYT6A2bQZEQ1m5ciXdunXDarUyevRotm7d2vCTBT7n0yA/q5T8rFKKTzgrh71e5PIS/wGqEuwc0GQDaomezXH7kiVMP+889n72GYsW3FV9bN684MubTFj79cPary8ATpeLeXfPY9iwoRiNRqZNm1aj+Bs3bsTevTujL70UrYka2Guahuu3AyGzTbq89mq1sfzX3wiWRQ34vORWuXwTCATNQSv0q0RUn0SYOXPmcOmll3Lo0CGWLl0adiwcTqeTWbNmMXjw4DrrE6PRyLBhwyJ0BwKBQBBB2kBwTlvQKfu/+opF8+ahlpZy8y23+G2UhxcuDHusbLfjluUm0ynx06eTcvdddFq1CnPXrnW6H80TbKdWOGTy33zT38Dec+gQe0eOYs+IU+t0ToHgZCOilnlSUhIGg6HaA8Xs7Gw6dKheBz2SzJ07l4yMDLZt29bgc5R7yyl2F+P0OmufLBAI2g2lpaWcfvrpPF4lCr6u3HHHHfz73//mn//8J19++SVHjx7lkksuibCUgraFppdrCVfGqoV55513WLBgAQ899BDff/89Q4cOZeLEiRw/fjyi16nouwKgOl0BJWw0cEQT+IRQ0/ThkrIyjuflMWHcONJTUoiOclQfc1Tv4RKIoijYrDbmzZsXVJ40FAUFBVx77bWce8YZuhxNVAqs4O23+W3KFMq3b6+2L+vBRdXGij7+mKL//KdyIMAhU9e6yQKBQNDUNJc+aQglJSUcP36ciRMnkp6eTnR0dMixmlAUBZvNxu23315nfdKYQD+BQCA4mWkrOqVj9+5EOxyUOJ0cP348wG7x9R0JWqtXvm9qnZJ4ww1EnXF6nedXKwVWMe71YkxOBkCy2ep8PoHgZCSijhWz2cyIESNYv369f0xVVdavX8+YMWMiealqrFy5kgEDBjBy5MgGn8Or6Q9TjHLDS4kIBIK2xzXXXMOiRYtqXdyEorCwkL///e8sX76cc889lxEjRrB69Wo2bdrEt99+2wTSCgSNZ/ny5cyePZvrr7+eAQMG8Nxzz2G323n55ZdrPbagoIA5c+aQmpqK1Wpl0KBBfPTRR/79773/HmeeN5rOfZIZNmoATz/9NFDZKtPldrPwkSX06NebpFEjOfOqq/hq2zYkTeHLrVtJGT0agMk33IB98GD+99XGamNf1RJE4bDbeXLpk8y+cXatgR0333wzV111FadVrB+aKGMlZ2X4esfh0vVd+/b533dY/FDIOQKBQNCSNKU+WbNmDQMHDsRisdCtWze/PqnA5XJx11130bFjRxwOB6NHj2bDhg0AbNiwwe80Offcc5EkKexYTTgcDp599llmz667Pmlqu1cgEAgajNEC9kSwxra0JCFpKzrF0rEjX23bRkKPHkCljfLlpk3VBfP5Vbx5eVi93lalU6LHn0vPzz4NvbMiQ170dhQIaqTeHoSSkhL279/v3z5w4AA7duwgISGBLl26sGDBAq677jpOPfVURo0axYoVKygtLeX666+PqOBVmTt3LnPnzqWoqIjY2IYpCY+ie2tNsimSogkEJyUV/QBCYjAgWyx1myvLyFZrjXNlu71BMkaC7du34/F4gpwy/fr1o0uXLmzevJnTTjutxWQTtAwel6IvQN0+V4JLBVl/WC/JYDQZgueGQZLAaK59rsliCDkeDrfbzfbt21kYkKouyzITJkxg8+bNNR6rqiqTJ0+muLiY119/nZ49e5KRkYHsW3j/uPMHrrr6Cu6ev5CpF17C9z9t4+6Fd5CYmMj/u/QyAO5Ytozdvx/ktdfeIElV+fjTj5l6881se+89Ths+jB///W+GXnQRb/35z4weMoTohDT/2JvPPMNpw4aRUEXPa14v7sxM/+dWV1avXs1vv/3G66+/zpIHH9TPFSZyq9E0IBMmMD3fmJKivzGJNYpAcLJQ8bvvdSt4PBqSrGFwKWBQ2q0+MRh0GbZv387ll1/O4sWLmTlzJps2beLWW28lMTGRWbNmATBv3jwyMjJ4++23SU9P5/3332fSpEns3LmTsWPHsmfPHvr27cuaNWsYO3YsCQkJIcciQaA+eeSRRyJyToFAIIgk+m+/FWy+Ph8BukDolPrplBHp6cRZLPz81dcMOvMMv43SYcgQOHo0ZMk1ze3Gm5ODoQ7PKxujU/L+8ToF775DzAUXknTznBrnynY72rFjyFFRGBIT8BzU7Slz1644f/5Zl9vlqtf1BYKTjXo7Vr777jvOOecc//aCBXo/kuuuu45XXnmFmTNnkpOTw6JFi8jKymLYsGGsW7euWkP71ohXFRkrAkGk2HPKiLD7HGedSZfnn/dv7x13Olp5eci59pEj6fqP1/zb+8dPQMnPD5rTf/euRkrbcLKysjCbzcTFxQWNp6amkpWV1TJCCVqUF/7vyyoj3/jfdR2UyIXzhvq3X777a7zu0FFA6b3jmH7nKf7t1+7fhLOk+kP/uc+dWy/5cnNzURSlml5OTU1l9+7dNR77+eefs3XrVnbt2kWfPn0A6OGL1Dp+sIjnXlrJueecy4Lb7wGgX/++HDzyK08++STXXHoZh44d4x9r17Jn2w906t4d5fBB5s+axWfffMNraz/g4fnzSfY95EqIi6NDUhJuk7VyLDaWDklJAGhVHAwVTlfZakXRtCDjMBT79u3j3nvv5euvv8ZoNCL5DK+KesKRxtihA0pBQf0OCjTKfNFiogyYQHDyUF2fAOQC7VufgB61PH78eB70Ob379OlDRkYGTz75JLNmzSIzM5PVq1eTmZlJeno6AHfddRfr1q1j9erVLFu2jBSfQzohIcEfGRxqrLFU1ScCgUDQGgmtU3SETqmfTknxlfxKcugBnhU2isXhwAVhS4HVhcbqFKWoENe+/XiOHq3T/OxHH0MtKSH1gfsp+fJLij9Zh2PsWEq++MI/xz7mNKLPO6/esggEJwP1/ld69tlno9XS8GrevHnMq9JYtqlZuXIlK1euRGlECY+KUmAiY0UgEAgEgurs2LGDTp06+Q2Wquzbv4fpl0wLGhs3bhwrVqxAURR+3rcPRVEYesYY3WngW0+4PB4SOqQHGSGmjh1xxnfB49EgRne8eg026NYHi92ELIc2Usw9eyJJEjXlsSmKwlVXXcXDDz9ceS8VjhVFQfN6kSL8cCz+6qvIenARUeecg2Q0UPzZ52HnJvzhD7h//ZWEWdf5xwrXrtXlayLHj0AgEDQntemTXbt2MXXq1KCxQH2yc+dOFEWpdrzL5SIxMbHJ5K5KSH0iEAgEgmalpXWKqWNHLL16IZnNWPv1C3as1MOvEgmdYoiO0c9VXFTr3NKtWyn9xhcEqGqVtZur0HX16gbJIhCcDLSbkJpIlgITGSsCQePp+331Bs1+DMGR5H02fhNmIpW1PX30Wh/+YWRL0KFDB9xuNwUFBUFZK9nZ2RGLhBS0LW7681mgKpCtp0+TOghk/TsvVels9ocnzwh7nqqJCdf+aWxE5EtKSsJgMJCdnR00XpfvrK2G5oWJHaMwmgxIYRweSFBaVobBYGDbtu9Q8/LRCiuzz6K69gQCGrQbDPpvhVfxB3QYlXKMxSfQiEFz2ENmbygeFVXVMBhlDMbQreSKi4v57rvv+OGHH/yBIKqqomka0cOG8d9PPmF8hKOybIMGkTz//zB360bRfz4GwGWKxuIprjbXfuqppN5zd9BY6Sa9BIJt+PCIyiUQCFovN/35rLD72rM+qQslJSUYDAa2b9/uL/VSQVRF8+BmoCZ9YjQa+fTTTzn33PpFbQsEAkFTcNOfz4KyE1B4GCzRkFCZ0SF0SuN0ilpcgufYMYzJyRiqzDfGxwNUq7oRikjoFDlG7wXjOXoUTVH8WfmhKP/xx8oNTUXzevzvBQJB3RAehABS7CkMTR5K5+jOLS2KQNDmqU/fk6aa2xyMGDECk8nE+vXrmTFjBgB79uwhMzNTNC89STFZDLp/wOFbVFuN1a2VwLn1OW8EMJvNjBgxgvXr1zNt2jRAX7CvX7++1mzTIUOGcPjwYfbu3VstispglOk/oD+bNm1i3o13oioaskFi48aN9OnTB4PBwNB+/VAUhePHjzO6d1+0vBz/8VJqKk7FSIm38t+4bJABBUWpDJ/ynjgBJ05g7d+/mpMWoCynCKfXQHSiFVuUOeR9xMTEsHPnzqCxVatW8b///Y9//etfdO/evcbPoSFY+/fXZQay3/kAIKRTRad6uJjscAAQN+OSiMsmEAhaJ02lI1q7PgHo378/GzduDBoL1CfDhw/365Mzzgj/ALCpaQl9IhAIBA3BZDGAYgCzBGYZatAFQqfUEV8QqOp2oZaWQoi+XbLdjkFR6+RYiYROqbA3nD/+xOHb/4+OTzzutyOqEdAD8tj9DyD5+uAqRcVET5xI8X//i+OsM2u9pkBwMtNuHCuRKAU2vfd0pveeHkGpBAJBWyAvL4/MzEyO+uqQ7tmzB9CzUWqLjomNjeWGG25gwYIFJCQkEBMTw2233caYMWNE4/qTGdkAya23JMiCBQu47rrrOPXUUxk1ahQrVqygtLSU66+/vsbjzjrrLM4880xmzJjB8uXL6dWrF7t370aSJCZNmsSdd97JyJEjeXb1CmbOnMnmDZv529/+xqpVq5DMZnp178kVF1zAddf8P554+GEGp6WRk5/Phi1bGNSnD+fOuA57qR6l5s3Lw1x2As2loZQVVJOl/GgO9s7V/32a8o8gGyx8vycHW6KVvLw8iouL2bFjBwDDhg1DlmUGDRoUdFxKSgpWq7XaeKQ49tBiSr/5Bs+RI7XOPXzrXLqvfV8vJVCBLzywtnKsAoGg/XEoL5/ErKPIsoa1ayewxbW0SH6aWp8sXbpU1yebK/UJ6PXxr776aq699lqefvpphg8fTk5ODuvXr2fIkCFccMEFEbvHjIwM3G53q9EnAoFA0GBa+TKyregU2e5ALSv1Z6NoTqf+/7DPIys/+KbWKda+fUl/8kmO3X8/JevX8/tVV9Pt3XeQfU6TIKk8wb1xur76Ct68fKLOOJ3cZ5+lGDB37FSn6woEJyvtxrESiVJgAoHg5OTDDz8MWqxdccUVADz00EMsXry41uOfeeYZZFlmxowZuFwuJk6c6F+kCQStkZkzZ5KTk8OiRYvIyspi2LBhrFu3rlqzyFCsWbOGu+66iyuvvJLS0lJ69erFY489BsApp5zCu+++y6JFi1i6dClpaWksWbKEWbNmoWkaqsXO80uX8tir/+CPixdz5OhREuPjGTVkCJPPPJOoeAvlvn5nakkpFBdgMIbOUgtvuIBBcXHlH67g0JFD/rHhvhJatTkmVF8PE9kcOtulobh/+61OTpUKqho6alkZAGXbthF/2WURlU0gELRuVFVDUjVAa3XlOVpCn1SwevVqHnnkEe68806OHDlCUlISp512GhdeeGFE73HKlCkcPHjQv11XfSIQCAStj9b9u9XmdYpaXUer5eV4jx/3bzeHTom96EJMnTpyeN5t2IYODelUAdA83qBtOSaW6GHD9H2K717k0JUXBAKBjqS1sxVhhWOlsLCQmJiYlhZHIGjXOJ1ODhw4QPfu3bFarS0tjqCO1PR3E7+hwdT0eYjvf3i8Ht3pYTDKQX1QSn/NRC4vQotNxGQ14g2qoSwhx8WhFuhp8pLZrDdqd0RDafWSWWpUPI5uHQHdyeLctStof6k9jYSu8b5yYnWUOzcXT1YWhphYzF2qlwVtzN98V7/+9Zrf7Z/vYhs82L+9//yJeDIzAei/e1e4wwSCVoXQKZU0Rp8czM0jJesokqxh7dYR7NVLjQjaFmINIRDUD6FPKmmUfVKaC4WHwBILiT2q7xfUCdeBA6ilpZg7d8YQG0v5z3pvTVOHDhiTkoLmug8dQiksBMDctSuG6OiIylLT39x74gSSyYQhzL+Z7MceJ++VV/zbPT75GIuv3NjvV1xJ+Y4d2E4dQbfXX4+ozAJBSxJpfSJcjwKBQCAQRBrVC1k7IetnaF/xC3Ui72gpeUdLKclz+cc0rxfZVVq5rQR/LqpsRCsuqn6yOnx8ksGAwZeK3xgkX5aK5nE3+lz1odu774SSJngzRAScQCAQCAQCgUAgaF40X28Stby89rkBWeiyzdZkMoXCmJgY1qkC1TPkAwPiKvqtmNLTm0Y4gaCd0G4cKytXrmTAgAGMHDmypUURCATtiDfeeIOoqKiQr4EDB7a0eILWiobuXFE9tU5tTUT6+16RuQK+Eluqb1sDzR5VbX4o30Eov8rUm28mdWCfIPkS+vQhedQonnjxxcqJkhTi6PBIJpN+Tbe7WUu8HLp1bghhhGNFIBC0XdrK+mny5Mlh5Vy2bFlLiycQCARNQ/2WyC1Oa9Mpst1XqthgCBq/cObMavIlDh7st1G0Zl7Pax4PJV9/TdG6/4a0bao6VgIxd+mi/79bt6YSTyBoF4geKwKBQFADF198MaNHjw65z+R7CCsQVKdtZqk01/ddAySTGa/BilHRmz1KmkIoK09xK9UWK6sefpgygwV7p8rm9e7fD6K6XcQ3Yg2gR2ZJaIqC5vX6HS1NjZKbW+uclHvu5sj8O/zRYwKB4CSlng7jlqKtrJ9eeuklysNEHCckiJJrAoGgnWG0gC0BTM2bOdFY2opOeX7FCjxVslLcBw+iunQbRS0qQq5SKqwp0dxuDs2+CYC+P3yPVEW2pHlzib/6ag5MnaoPBK4xKnqrnITVFwSC+tBuHCsCgUDQFERHRxMd4TqogpOMNvIQDJr2+17tU6gyIGkqmmSoOiskHVNTUaMTcHTVU9M1VcXpdDZeRllGspjRXC40pwta0lCr8vmYOur9ZAyJ4kGfQCBo/bSV9VNH32+rQCAQnBRYovVXG6O16RTN5St3rPiy8SUZNJXOffsi+0oLV+DUNP98T3Z2tR4sTUmgI0UtLa1WisyUkgKqimy3IznsQUFl5Tt2AOD8aWezyCoQtFXaTSkwgUAgEAgErYwwPiXJYEBzuzAortATAg7WpNBLlaBskqqRVJKMwdSwJY6/HJg3smXc5Hoag3LVzBRf6QApzOchEAjaLwZZRjNIYJCgjg5ogUAgEAgETYNaVqb/v6REH6gpjk4NsFOaOftDkmV/2bIKmauS85e/opaVkXDttUH9VFx79gBQ8uWXTS+oQNCGaTfWueixIhC0HKqo/d+mEH+vyNKcvTjaA5pkwJKaBKWlSIEl01I7Vaacd+iMuVtX6NQdpyUer8PXmD46Frr2wdxvAPb05JDnN8TGYhs4gPjO8chy/bOFJKOezFvRlDKQxvzb6fz88wCYOncmZsqUGud2fGY5ll69gsaK/vspAJ4jRxosg0AgaN2E+43plBCHvf9ArH0HgTV8E1pB20GsxQQCQVMS9jdG0/RgHU38BkUSS7duWHr08NsRQTSxrVibLSo5dMeKMyOj2r7Cf/+bwvfe0zeU4O+EbdgwAKLPP7/xQgoE7Zh2UwpM9FgRCJofs9mMLMscPXqU5ORkzGYzUhsqe3SyoWkabrebnJwcZFnGXCVNWVA/TCYTkiSRk5NDcnJy8HdfcYPXt8iNQImqtobH6wZA8xhwOvXoatXlwq2qaJKE5nSieDzBRp/HjaaqSKoKHjeSasGtqHgUDwbNi6KqSCVFyEYZzWtHsliQfI4YTVFwVZwrvwBXbAIGg4RsqH/8iGKxoMbFoRoMKL6/XST+7Zg6pJJ4000Y4uJw/vILAPt7TKXXbx9UnxzCQCrb/h0A1sGD631tgUDQuhHrqZMHsRYTCARNSa36pPQElGaDOQbiOrWcoG2cCrtDVhQ0pxPPiRNobjeG+AQM9io9VmxW1EI9S18yGJAiaBtqmkZOTg6SJIXtNWNMTELJyeXI/Dtw3ryblPnz/fsK//3vgJMFO1Y6PbuK4s8/J2by5IjJKxC0R9qNY0UgEDQ/sizTvXt3jh07xtGjR1taHEEdsdvtdOnSBVluN0mLLYLBYKBTp04cPnyY33//PXinqkBpof6+9ECzy9bSFJ/QDQajWSavWH9opLndeHNz0ZAxyhJqcQlaaXHlQU4PXk3G61GxKlmYCnLxuBScJR5MmhOD25e+npWlnzs1FcmgO200VcWbk1N5qiIvFocRs7URy5zi4mpDjfm3Y0pPJ2XBHQAcmKv/X5OMyHc+ivr0wqC5oSLPTCkpOIG4GZfU+9oCgaB1I9ZTJx9iLSYQCJqCWvWJqxjK88FcBvmRLXt7MuHx2R2SyYRRVXUbx+3GUFhYrY+J5najFBaieTz6/Aj/7kuSRKdOnTAYQpcKTV/2Jw5ecy1qaSmlX38DAY4VzVP5Hcj581+InTrVXw7MGB9P/GWXRVRWgaA9IhwrAoGgUZjNZrp06YLX60WpaN4maLUYDAaMRqOIhI0QUVFR9O7dG48nlGHSK8TYSUL36kPe/Hz2330/Jk8Z7knXkJpmIn/1y/79GhJZl/6JlP8sxw0kXz2NvP3HyNtXSucjG6qdz332JfT7440AqE4nB+bdVnmt2B7s6X4x0x4ej8kcmX4Ejf23k3nTTXiOHAVVxX1Ad7b1/nUNUuIF1eYevfMurP37Y+nRI2DUd11Rek4gaJfUtJ566uP/ceE//ozN5KHrI4ugy2ktJKUgEoi1mEAgaEpqtM9/eAM2PgO9J8LEP7WMgO2Aoy++SPkPO0i5526iR43i11vnApA8//+ImTix2vzSLVvIeuRPWPr0odOfV0RUFpPJFNapAmAdMICe6z6hbPv3GJOTgvZpVWxYTTzPEQjqjXCsCASCRlORehou/VQgaM8YDIYaF7MCH2lplBrTScj8GkNODpaUFORjx4KmjJrck5y/7gSg/O1y5H37sScORj5xrNrplMyjWK1WAFQIOlf8sWN4YsZjtVgxWer/t3EdOED5jh+x9OqFbfCgeh8fCvf+X/GEihyMTyB68iSKP1kXNKy53UHbSlERAE5fI0mBQND+CLeeOlxcgmVXJrLdi9VbBL7fPoFAIBAIQhHWPtfKoeQQCF3SKIwFBcjHjmH2erFarX47RM4+7rdPAinPytbnmE0h9zc1xuRkYiZVd/hUdawgHP4CQb0RuccCgUAgaNX8/vvv3HDDDXTv3h2bzUbPnj156KGHcFd58FwVp9PJ3LlzSUxMJCoqihkzZpCdnd1MUp/clOS7KMl3olZpgmi26/EckqH6ol0xWCh99cWAEX1OUqeo2i8Y0ghouGFQ8O4/ObZwIb9fdhm7TxnBb9Mv4feZV1Dw3vsNPmdIpwoQ07UDCddcU31HlXsq36k7nArefqfBMggEJzttVZ8E5amJhx4CgUDQKmiTOqWij4bQJY0kzOcXJrO8YM0aAKx9+zWVQA3D421pCQSCNk+7caysXLmSAQMGMHLkyJYWRSAQCAQRZPfu3aiqyvPPP88vv/zCM888w3PPPcd9991X43F33HEH//73v/nnP//Jl19+ydGjR7nkkmbqT1F4BP48FFaNaZ7rtTJeXbiRVxduYvPa3/xjSkkJ1oM/+baqGyNuRyLO9f+tHKgw+MJWvqrcIVssOM48o/qUBtqMMVOmVF6lrAzXrl2U//gj+e+8jTc/v2EnDYHbHE2HHrF1K+/lFYaPQNBY2qQ+qYZ4GCYQCAStgbapUyrWnEKXNAaPL0PFtXdfneZX9C2xt9DzStXppPCj/1Cw5r2g8WoZK+J7IRDUm3ZTCmzu3LnMnTuXoqIiYmNjW1ocgUAgEESISZMmMWnSJP92jx492LNnD88++yxPPfVUyGMKCwv5+9//zptvvsm5554LwOrVq+nfvz/ffvstp53WxPXpFTfk/w4me9Nep5Vz4nBlA3j37wcxFp8AwOtRiDrrTI4//rh/v+LVcCveyoWJz7GiqWrdlvhVsmMag23wIDo8tIish5cAkHr//ShFhSTNmYNkbODSyWCAEHWL1fJyyr7bHuKA4LvW1Mjdn0BwstIm9Ql6Dyo/IspYIBAIWgVtUqdUBPNI7SbGukWwDRmC+8ABDHFxwTvCBEtJvpJsWgsFSqllZRy96y4AYqdNRfKVsa7uWBEIBPWl3ThWKtB8P2RFvlrkAoFAIKg7Fb+dWitvkF1YWEhCQkLY/du3b8fj8TBhwgT/WL9+/ejSpQubN28Oa7S4XC5cLlfQdaABOqWoCFwaKJr+/iSj3F0KQJnL7P/syktKKPE5FkpKynAlJXEouifxBXsBcLmKcBtkzL45bq8Xt6Lw/9u7t9ioyn6P4/+eZmg3DAP0MC1QbOXQyEmpUItiXkJDi0TREEVCDLAJCsKFAUGJh3qzN4hELwiw4UKIiYFAIpgoNsEeQEgBacqhtG9DpdpamYKtpe3bQk//faEsGaHtrOl0pp35fpInaWc9s7LWjzXrB3mYmbqqP2TUQxYkWu7edflzqfvpJ+m4b15re6s0NTZKuIdfXh+2cKEkZGYaCynhItLU0uLRvkRE/iMP+ULI1gb5/d//ll8e8o/vxv80S9t952dduULq/m+vhCeO5e84GDQGQ6cM+D4RkbbWFmnu7JTwzi5pbG4Nyl4BENwGQ5+I9E+neLNPxJogMi5LZPgkuqQPmu7elebOTolsbZWIxkbj3zhDWlvE8pBcG2prpaWzU7ry8iRise/f8drV3m4cY0PtTQkb+l8iIjLsf/9HtKVFqlb+t4iINDU3SQTXBQKc1/tEA0x1dbXKn+9vZDAYDIaHo7q62t+3825du3ZNbTab7tu3r9s5X375pVoslgcenzlzpm7evLnb52VnZ/s9ewaDwQi0MVA7hT5hMBiMwTUGap+o9l+n0CcMBoPh/eGtPgm4d6wkJCRIdXW1DBs2TEI8eKt8Y2OjjB07Vqqrq8Vms/XDEQYeMjOPzMwjM/M8yUxVpampSRL++hzY/vTuu+/Kx/d9FNTDlJWVSUrK31/yV1NTI1lZWfLyyy/L6tWrvX5MW7ZskQ0bNhi/d3V1SX19vYwaNcp0p3DNmkdm5pGZeWTmmYHcKfQJ/onMPENu5pGZeQO5T0QGXqd4s09EuGY9QWbmkZl5ZGbeQOiTgFtYCQ0NlTFjxvR5PzabjQvZJDIzj8zMIzPzzGbmq++p2rhxo6xYsaLHOcnJycbPv/32m8ydO1dmz54t+/bt6/F5DodD2trapKGhQez3ffZtbW2tOByObp9ntVrFarW6PGb/52fnmsQ1ax6ZmUdm5pGZZwZip9An6A6ZeYbczCMz8wZin4gMvE7pjz4R4Zr1BJmZR2bmkZl5/uyTgFtYAQAMDjExMRITE+PW3JqaGpk7d66kpqbK/v37JTS05y9cTE1NlYiICMnNzZXFixeLiEh5eblUVVVJenp6n48dADBw0CcAAG+hUwAA7ur5rg8AgJ/V1NTIv/71L0lMTJQdO3bIrVu3xOl0itPpdJmTkpIi58+fF5E//wfCqlWrZMOGDZKfny9FRUWycuVKSU9P7/aLhgEAgY0+AQB4C50CAOAdK/9gtVolOzv7gbdaontkZh6ZmUdm5gVKZidOnJCKigqpqKh44KMeVVVERNrb26W8vFxaWlqMbZ999pmEhobK4sWL5e7du5KZmSm7d+/22XEHSv6+RGbmkZl5ZOaZQMiNPgkeZOYZcjOPzMwLlMzolOBBZuaRmXlkZt5AyCxE793xAQAAAAAAAAAA0CM+CgwAAAAAAAAAAMBNLKwAAAAAAAAAAAC4iYUVAAAAAAAAAAAAN7GwAgAAAAAAAAAA4CYWVu6za9cueeSRR2TIkCGSlpYm58+f9/ch+cRHH30kISEhLiMlJcXYfufOHVm3bp2MGjVKhg4dKosXL5ba2lqXfVRVVcnChQslKipKYmNjZdOmTdLR0eEyp6CgQGbMmCFWq1XGjx8vBw4c8MXpecWpU6fk+eefl4SEBAkJCZFjx465bFdV+fDDDyU+Pl4iIyMlIyNDrl275jKnvr5eli1bJjabTex2u6xatUqam5td5ly+fFnmzJkjQ4YMkbFjx8r27dsfOJYjR45ISkqKDBkyRKZOnSrHjx/3+vl6S2+5rVix4oFrLysry2VOMOW2detWmTlzpgwbNkxiY2PlxRdflPLycpc5vnw9Bus90RuCOTs6pXd0inn0iXl0SuAI1uzok97RJ+bRJ+bRJ4EjWLOjT9xDp5hHp5gTkH2iUFXVQ4cOqcVi0c8//1yvXr2qq1evVrvdrrW1tf4+tH6XnZ2tkydP1hs3bhjj1q1bxvY1a9bo2LFjNTc3Vy9cuKBPPfWUzp4929je0dGhU6ZM0YyMDC0uLtbjx49rdHS0btmyxZhz/fp1jYqK0g0bNmhpaanu3LlTw8LCNCcnx6fn6qnjx4/re++9p1999ZWKiB49etRl+7Zt23T48OF67NgxvXTpkr7wwgualJSkra2txpysrCydPn26nj17Vn/44QcdP368Ll261Nh++/ZtjYuL02XLlmlJSYkePHhQIyMjde/evcacM2fOaFhYmG7fvl1LS0v1/fff14iICL1y5Uq/Z+CJ3nJbvny5ZmVluVx79fX1LnOCKbfMzEzdv3+/lpSU6MWLF/W5557TxMREbW5uNub46vUYzPfEvgr27OiU3tEp5tEn5tEpgSGYs6NPekefmEefmEefBIZgzo4+cQ+dYh6dYk4g9gkLK3+ZNWuWrlu3zvi9s7NTExISdOvWrX48Kt/Izs7W6dOnP3RbQ0ODRkRE6JEjR4zHysrKVES0sLBQVf+8kYSGhqrT6TTm7NmzR202m969e1dVVTdv3qyTJ0922feSJUs0MzPTy2fT//55s+zq6lKHw6GffPKJ8VhDQ4NarVY9ePCgqqqWlpaqiOiPP/5ozPnuu+80JCREa2pqVFV19+7dOmLECCMzVdV33nlHJ02aZPz+yiuv6MKFC12OJy0tTd944w2vnmN/6K5kFi1a1O1zgj23mzdvqojoyZMnVdW3r8dgvif2VbBnR6eYQ6eYR594hk4ZnII5O/rEHPrEPPrEM/TJ4BTM2dEn5tEp5tEp5gVCn/BRYCLS1tYmRUVFkpGRYTwWGhoqGRkZUlhY6Mcj851r165JQkKCJCcny7Jly6SqqkpERIqKiqS9vd0lm5SUFElMTDSyKSwslKlTp0pcXJwxJzMzUxobG+Xq1avGnPv3cW9OIORbWVkpTqfT5fyGDx8uaWlpLhnZ7XZ58sknjTkZGRkSGhoq586dM+Y8++yzYrFYjDmZmZlSXl4uf/zxhzEn0HIsKCiQ2NhYmTRpkqxdu1bq6uqMbcGe2+3bt0VEZOTIkSLiu9cj90TPkd2f6BTP0Smeo096RqcMPmRHn/QFfeI5+qRn9MngQ3b0SV/RKZ6jU7oXCH3CwoqI/P7779LZ2enyhyIiEhcXJ06n009H5TtpaWly4MABycnJkT179khlZaXMmTNHmpqaxOl0isViEbvd7vKc+7NxOp0Pze7etp7mNDY2Smtraz+dmW/cO8eerh+n0ymxsbEu28PDw2XkyJFeyXGwXqdZWVnyxRdfSG5urnz88cdy8uRJWbBggXR2dopIcOfW1dUlb731ljz99NMyZcoUERGfvR6D/Z7YF2RHp/QVneIZ+qRndMrgFOzZ0Sd9Q594hj7pGX0yOAV7dvRJ39EpnqFTuhcofRJuajYC0oIFC4yfp02bJmlpaTJu3Dg5fPiwREZG+vHIEOheffVV4+epU6fKtGnT5NFHH5WCggKZN2+eH4/M/9atWyclJSVy+vRpfx8KYAqdAn+gT3pGp2Awok/gD/RJz+gTDEb0CfyFTuleoPQJ71gRkejoaAkLC5Pa2lqXx2tra8XhcPjpqPzHbrfLxIkTpaKiQhwOh7S1tUlDQ4PLnPuzcTgcD83u3rae5thstkFfZPfOsafrx+FwyM2bN122d3R0SH19vVdyDJTrNDk5WaKjo6WiokJEgje39evXyzfffCP5+fkyZswY43FfvR65J3qO7B5Ep5hDp3gHffI3OmXwIjtX9Ik59Il30Cd/o08GL7JzRZ+YR6d4B53yp0DqExZWRMRisUhqaqrk5uYaj3V1dUlubq6kp6f78cj8o7m5WX766SeJj4+X1NRUiYiIcMmmvLxcqqqqjGzS09PlypUrLjeDEydOiM1mk8c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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-2, 2])\n", + "axs[2].set_ylim([-2, 2])\n", + "axs[3].set_ylim([-2, 2])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The physical coefficients for the equation\n", + "$u_t = -uu_x - u_{xx} - u_{xxxx}$\n", + "given the library \n", + "* [$1, u_x, u_{xx}, u_{xxx}, u_{xxxx}, u, u u_{x}, u u_{xx}, u u_{xxx}, u u_{xxxx}, u^2, u^2 u_{x}, u^2 u_{xx}, u^2 u_{xxx}, u^2 u_{xxxx}$]" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[ 0.0000],\n", + " [-0.3067],\n", + " [ 0.0000],\n", + " [ 0.0019],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [-0.1097],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0462],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "estimatior_coeffs gives the magnitude of the active terms:" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [-0.9666678],\n", + " [ 0. ],\n", + " [ 1.176831 ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [-0.697799 ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0.6164795],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/PDE_Kuramoto_Sivashinsky_Chaotic.ipynb b/examples/PDE_Kuramoto_Sivashinsky_Chaotic.ipynb new file mode 100644 index 000000000..047455497 --- /dev/null +++ b/examples/PDE_Kuramoto_Sivashinsky_Chaotic.ipynb @@ -0,0 +1,403 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$u_t = -uu_x - u_{xx} - u_{xxxx}$" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "\n", + "# DeePyMoD imports\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.data.burgers import burgers_delta\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.func_approx import NN, Siren\n", + "from deepymod.model.library import Library1D\n", + "from deepymod.model.sparse_estimators import Threshold\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import Periodic, TrainTest, TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "import pysindy as ps\n", + "\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data():\n", + " data = loadmat(\"../../PDE-READ/Matlab/Data/KS_Chaotic.mat\")\n", + " time = np.ravel(data[\"t\"]).squeeze()\n", + " x = np.ravel(data[\"x\"]).squeeze()\n", + " array = {}\n", + " array[\"x\"], array[\"t\"] = np.meshgrid(x, time, indexing=\"ij\")\n", + " array[\"u\"] = data[\"usol\"]\n", + " array[\"x\"].shape, array[\"t\"].shape, array[\"u\"].shape\n", + " coords = torch.from_numpy(np.stack((array[\"t\"],array[\"x\"]), axis=-1)).float()\n", + " data = torch.from_numpy(np.real(array[\"u\"])).unsqueeze(-1).float()\n", + " return coords, data" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "dataset = Dataset(\n", + " load_data,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 2000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords = dataset.get_coords().cpu()\n", + "data = dataset.get_data().cpu()\n", + "fig, ax = plt.subplots()\n", + "im = ax.scatter(coords[:,1], coords[:,0], c=data[:,0], marker=\"x\", s=10)\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "fig.colorbar(mappable=im)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "network = Siren(2, [50, 50, 50, 50, 50, 50, 50, 50], 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=2, diff_order=4) " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.2) \n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=200, delta=1e-5) " + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares() \n", + "# Configuration of the sparsity scheduler" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)\n", + "\n", + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(model.parameters(), betas=(0.999, 0.999), amsgrad=True, lr=2.5e-4) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 725 MSE: 6.39e-01 Reg: 3.86e-03 L1: 0.00e+00 Algorithm converged. Writing model to disk.\n", + "CPU times: user 1min 14s, sys: 748 ms, total: 1min 14s\n", + "Wall time: 1min 14s\n" + ] + } + ], + "source": [ + "%%time\n", + "!rm -rf ./data/deepymod/Kuramoto_Sivashinsky_Chaotic/\n", + "foldername = \"./data/deepymod/Kuramoto_Sivashinsky_Chaotic/\"\n", + "train(model, \n", + "train_dataloader, \n", + "test_dataloader, \n", + "optimizer,\n", + "sparsity_scheduler, \n", + "log_dir=foldername, \n", + "split=0.8, \n", + "max_iterations=100000) " + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-6, 6])\n", + "axs[2].set_ylim([-6, 6])\n", + "axs[3].set_ylim([-6, 6])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The physical coefficients for the equation\n", + "$u_t = -uu_x - u_{xx} - u_{xxxx}$\n", + "given the library \n", + "* [$1, u_x, u_{xx}, u_{xxx}, u_{xxxx}, u, u u_{x}, u u_{xx}, u u_{xxx}, u u_{xxxx}, u^2, u^2 u_{x}, u^2 u_{xx}, u^2 u_{xxx}, u^2 u_{xxxx}$]" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.],\n", + " [0.]], dtype=float32)]" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/PDE_Kuramoto_Sivashinsky_Cos.ipynb b/examples/PDE_Kuramoto_Sivashinsky_Cos.ipynb new file mode 100644 index 000000000..8cbdcb99a --- /dev/null +++ b/examples/PDE_Kuramoto_Sivashinsky_Cos.ipynb @@ -0,0 +1,379 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$u_t = -uu_x - u_{xx} - u_{xxxx}$" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "\n", + "# DeePyMoD imports\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.data.burgers import burgers_delta\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.func_approx import NN, Siren\n", + "from deepymod.model.library import Library1D\n", + "from deepymod.model.sparse_estimators import Threshold\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import Periodic, TrainTest, TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "import pysindy as ps\n", + "\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data():\n", + " data = loadmat(\"../../PDE-READ/Matlab/Data/KS_Cos.mat\")\n", + " time = np.ravel(data[\"t\"]).squeeze()\n", + " x = np.ravel(data[\"x\"]).squeeze()\n", + " array = {}\n", + " array[\"x\"], array[\"t\"] = np.meshgrid(x, time, indexing=\"ij\")\n", + " array[\"u\"] = data[\"usol\"]\n", + " array[\"x\"].shape, array[\"t\"].shape, array[\"u\"].shape\n", + " coords = torch.from_numpy(np.stack((array[\"t\"],array[\"x\"]), axis=-1)).float()\n", + " data = torch.from_numpy(np.real(array[\"u\"])).unsqueeze(-1).float()\n", + " return coords, data" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "dataset = Dataset(\n", + " load_data,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 4000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords = dataset.get_coords().cpu()\n", + "data = dataset.get_data().cpu()\n", + "fig, ax = plt.subplots()\n", + "im = ax.scatter(coords[:,1], coords[:,0], c=data[:,0], marker=\"x\", s=10)\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "fig.colorbar(mappable=im)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(2, [50, 50, 50, 50], 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=1, diff_order=4) " + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.3) \n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=200, delta=1e-5) " + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares() \n", + "# Configuration of the sparsity scheduler" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)\n", + "\n", + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 99975 MSE: 3.11e-03 Reg: 1.91e-04 L1: 5.46e+01 Algorithm converged. Writing model to disk.\n", + "CPU times: user 1h 22min 38s, sys: 50.5 s, total: 1h 23min 28s\n", + "Wall time: 1h 22min 44s\n" + ] + } + ], + "source": [ + "%%time\n", + "!rm -rf ./data/deepymod/Kuramoto_Sivashinsky_Cos/\n", + "foldername = \"./data/deepymod/Kuramoto_Sivashinsky_Cos/\"\n", + "train(model, \n", + "train_dataloader, \n", + "test_dataloader, \n", + "optimizer,\n", + "sparsity_scheduler, \n", + "log_dir=foldername, \n", + "split=0.8, \n", + "max_iterations=100000) " + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-6, 6])\n", + "axs[2].set_ylim([-6, 6])\n", + "axs[3].set_ylim([-6, 6])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The physical coefficients for the equation\n", + "$u_t = -uu_x - u_{xx} - u_{xxxx}$\n", + "given the library \n", + "* [$1, u_x, \\textcolor{blue}{u_{xx}}, u_{xxx}, \\textcolor{blue}{u_{xxxx}}, u, \\textcolor{blue}{u u_{x}}, u u_{xx}, u u_{xxx}, u u_{xxxx}$]" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[ 0.0000],\n", + " [ 0.0000],\n", + " [17.3189],\n", + " [ 0.0000],\n", + " [ 7.7634],\n", + " [ 5.9054],\n", + " [-0.2761],\n", + " [ 0.0000],\n", + " [-0.2039],\n", + " [ 0.0000]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [ 0. ],\n", + " [ 8.016345 ],\n", + " [ 0. ],\n", + " [ 5.2070804 ],\n", + " [ 2.7031496 ],\n", + " [-0.9282548 ],\n", + " [ 0. ],\n", + " [-0.78458756],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/PDE_Kuramoto_Sivashinsky_noise.ipynb b/examples/PDE_Kuramoto_Sivashinsky_noise.ipynb new file mode 100644 index 000000000..8b416de90 --- /dev/null +++ b/examples/PDE_Kuramoto_Sivashinsky_noise.ipynb @@ -0,0 +1,550 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example Kuramoto - Sivashinsky equation with noise\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this notebook we provide a simple example of the DeepMoD algorithm by applying it on \n", + "\n", + "$u_t = -uu_x - u_{xx} - u_{xxxx}$\n", + "\n", + "We start by importing the required libraries and setting the plotting style:" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "\n", + "# DeePyMoD imports\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.data.burgers import burgers_delta\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.library import Library1D\n", + "from deepymod.model.sparse_estimators import Threshold\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import Periodic, TrainTest, TrainTestPeriodic\n", + "from scipy.io import loadmat\n", + "import pysindy as ps\n", + "\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dataset\n", + "Create all the argument we need to create a Burgers dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Making dataset\n", + "\n", + "# Load and plot the data\n", + "data = loadmat(\"../../pysindy/examples/data/kuramoto_sivishinky.mat\")\n", + "time = np.ravel(data[\"tt\"])\n", + "x = np.ravel(data[\"x\"])\n", + "u = data[\"uu\"]\n", + "dt = time[1] - time[0]\n", + "dx = x[1] - x[0]\n", + "\n", + "# Plot u and u_dot\n", + "plt.figure(figsize=(10, 4))\n", + "plt.subplot(1, 2, 1)\n", + "plt.pcolormesh(time, x, u)\n", + "plt.xlabel(\"t\", fontsize=16)\n", + "plt.ylabel(\"x\", fontsize=16)\n", + "plt.title(r\"$u(x, t)$\", fontsize=16)\n", + "\n", + "u_dot = ps.FiniteDifference(axis=1)._differentiate(u, t=dt)\n", + "plt.subplot(1, 2, 2)\n", + "plt.pcolormesh(time, x, u_dot)\n", + "plt.xlabel(\"t\", fontsize=16)\n", + "plt.ylabel(\"x\", fontsize=16)\n", + "ax = plt.gca()\n", + "ax.set_yticklabels([])\n", + "plt.title(r\"$\\dot{u}(x, t)$\", fontsize=16)\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data():\n", + " data = loadmat(\"../../pysindy/examples/data/kuramoto_sivishinky.mat\")\n", + " time = np.ravel(data[\"tt\"])\n", + " x = np.ravel(data[\"x\"])\n", + " array = {}\n", + " array[\"x\"], array[\"t\"] = np.meshgrid(x, time, indexing=\"ij\")\n", + " array[\"u\"] = data[\"uu\"]\n", + " coords = torch.from_numpy(np.stack((array[\"t\"],array[\"x\"]), axis=-1)).float()\n", + " data = torch.from_numpy(np.real(array[\"u\"])).unsqueeze(-1).float()\n", + " return coords, data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we pass this function to the dataset class, which then adds noise to it, normalizes the coordinates and performs random subsampling to it." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "preprocess_kwargs = {\"noise_level\": 0.0}\n", + "dataset = Dataset(\n", + " load_data,\n", + " preprocess_kwargs=preprocess_kwargs,\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 10000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's plot it to get an idea of the data. As we can see, $X$ has 2 dimensions, $\\{x, t\\}$, while $y$ has only one, $\\{u\\}$. Always explicity set the shape (i.e. $N\\times 1$, not $N$) or you'll get errors. We also added 5% of noise." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords = dataset.get_coords().cpu()\n", + "data = dataset.get_data().cpu()\n", + "fig, ax = plt.subplots()\n", + "im = ax.scatter(coords[:,1], coords[:,0], c=data[:,0], marker=\"x\", s=10)\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('t')\n", + "fig.colorbar(mappable=im)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now also wish to split the data into a train and test split, specifically into loaders, which handle the logic of passing the samples to the model." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(\n", + " dataset, train_test_split=0.8\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Configuring DeepMoD" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the function approximator: Here the first argument is the number of input and the last argument the number of output layers." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(2, [30, 30, 30, 30], 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the library function: We select athe library with a 2D spatial input. Note that that the max differential order has been pre-determined here out of convinience. So, for poly_order 2 the library contains the following 12 terms:\n", + "* [$1, u_x, u_{xx}, u_{xxx}, u_{xxxx}, u, u u_{x}, u u_{xx}, u u_{xxx}, u u_{xxxx}, u^2, u^2 u_{x}, u^2 u_{xx}, u^2 u_{xxx}, u^2 u_{xxxx}$]" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=2, diff_order=4) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator and sparsity scheduler used. In this case we use the most basic threshold-based Lasso estimator and a scheduler that asseses the validation loss after a given patience. If that value is smaller than 1e-5, the algorithm is converged. " + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.1) \n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=10, delta=1e-5) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configuration of the sparsity estimator " + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares() \n", + "# Configuration of the sparsity scheduler" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we instantiate the model and send it to the GPU and select the optimizer " + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)\n", + "\n", + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3) \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run DeepMoD " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now run DeepMoD using all the options we have set, the training and test loaders:\n", + "* The directory where the tensorboard file is written (log_dir)\n", + "* The maximum number of iterations performed (max_iterations)\n", + "* The absolute change in L1 norm considered converged (delta)\n", + "* The amount of epochs over which the absolute change in L1 norm is calculated (patience)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 9400 MSE: 3.59e-01 Reg: 2.54e-02 L1: 6.12e-01 Algorithm converged. Writing model to disk.\n", + "CPU times: user 7min 26s, sys: 6.04 s, total: 7min 32s\n", + "Wall time: 7min 27s\n" + ] + } + ], + "source": [ + "%%time\n", + "foldername = \"./data/deepymod/kuramoto_sivashinsky_noise/\"\n", + "train(\n", + " model,\n", + " train_dataloader,\n", + " test_dataloader,\n", + " optimizer,\n", + " sparsity_scheduler,\n", + " log_dir=foldername,\n", + " exp_ID=\"Test\",\n", + " write_iterations=25,\n", + " max_iterations=100000,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "history = load_tensorboard(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-2, 2])\n", + "axs[2].set_ylim([-2, 2])\n", + "axs[3].set_ylim([-2, 2])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The physical coefficients for the equation\n", + "$u_t = -uu_x - u_{xx} - u_{xxxx}$\n", + "given the library \n", + "* [$1, u_x, u_{xx}, u_{xxx}, u_{xxxx}, u, u u_{x}, u u_{xx}, u u_{xxx}, u u_{xxxx}, u^2, u^2 u_{x}, u^2 u_{xx}, u^2 u_{xxx}, u^2 u_{xxxx}$]" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[ 0.0000],\n", + " [-0.0817],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [-0.0795],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000],\n", + " [ 0.0000]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "estimatior_coeffs gives the magnitude of the active terms:" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[ 0. ],\n", + " [-0.32135215],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [-0.30288514],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/PDE_keller_segel.ipynb b/examples/PDE_keller_segel.ipynb new file mode 100644 index 000000000..578871044 --- /dev/null +++ b/examples/PDE_keller_segel.ipynb @@ -0,0 +1,622 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example Keller-Segel model" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + } + ], + "source": [ + "# General imports\n", + "import numpy as np\n", + "import torch\n", + "import matplotlib.pylab as plt\n", + "\n", + "# DeepMoD functions\n", + "\n", + "from deepymod import DeepMoD\n", + "from deepymod.data import Dataset, get_train_test_loader\n", + "from deepymod.data.samples import Subsample_random\n", + "from deepymod.model.func_approx import NN\n", + "from deepymod.model.library import Library1D\n", + "from deepymod.model.constraint import LeastSquares\n", + "from deepymod.model.sparse_estimators import Threshold, PDEFIND\n", + "from deepymod.training import train\n", + "from deepymod.training.sparsity_scheduler import TrainTestPeriodic\n", + "\n", + "# Settings for reproducibility\n", + "np.random.seed(42)\n", + "torch.manual_seed(0)\n", + "\n", + "# Configuring GPU or CPU\n", + "if torch.cuda.is_available():\n", + " device = \"cuda\"\n", + "else:\n", + " device = \"cpu\"\n", + "print(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = np.load('data/keller_segel.npy', allow_pickle=True).item()\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n", + "\n", + "im = axs[0].contourf(data['x'], data['t'], np.real(data['u']))\n", + "axs[0].set_xlabel('x')\n", + "axs[0].set_ylabel('t')\n", + "fig.colorbar(mappable=im, ax=axs[0])\n", + "\n", + "im = axs[1].contourf(data['x'], data['t'], np.real(data['v']))\n", + "axs[1].set_xlabel('x')\n", + "axs[1].set_ylabel('t')\n", + "fig.colorbar(mappable=im, ax=axs[1])\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data():\n", + " data = np.load('data/keller_segel.npy', allow_pickle=True).item()\n", + " coords = torch.from_numpy(np.stack((data[\"t\"],data[\"x\"]), axis=-1)).float()\n", + " data = torch.from_numpy(np.stack((data[\"u\"],data[\"v\"]), axis=-1)).float()\n", + " return coords, data\n", + "\n", + "coords, data = load_data()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([101, 101, 2])" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Preprocessing data\n", + "Dataset is using device: cuda\n" + ] + } + ], + "source": [ + "dataset = Dataset(\n", + " load_data,\n", + " preprocess_kwargs={\n", + " \"noise_level\": 0.00,\n", + " \"normalize_coords\": False,\n", + " \"normalize_data\": False,\n", + " },\n", + " subsampler=Subsample_random,\n", + " subsampler_kwargs={\"number_of_samples\": 2000},\n", + " device=device,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([2000, 2])" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataloader, test_dataloader = get_train_test_loader(dataset, train_test_split=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "network = NN(2, [30, 30, 30, 30], 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "library = Library1D(poly_order=1, diff_order=2) " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "estimator = Threshold(0.5) \n", + "sparsity_scheduler = TrainTestPeriodic(periodicity=50, patience=200, delta=1e-5) " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "constraint = LeastSquares() \n", + "# Configuration of the sparsity scheduler" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "model = DeepMoD(network, library, estimator, constraint).to(device)\n", + "\n", + "# Defining optimizer\n", + "optimizer = torch.optim.Adam(model.parameters(), betas=(0.99, 0.99), amsgrad=True, lr=1e-3) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 56500 MSE: 2.76e-02 Reg: 4.08e-05 L1: 3.31e+01 Algorithm converged. Writing model to disk.\n", + "CPU times: user 50min 7s, sys: 1min 15s, total: 51min 22s\n", + "Wall time: 50min 5s\n" + ] + } + ], + "source": [ + "%%time\n", + "!rm -rf ./data/deepymod/keller_segel/\n", + "foldername = \"./data/deepymod/keller_segel/\"\n", + "train(model, \n", + "train_dataloader, \n", + "test_dataloader, \n", + "optimizer,\n", + "sparsity_scheduler, \n", + "log_dir=foldername, \n", + "split=0.8, \n", + "max_iterations=100000) " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n", + "/tmp/ipykernel_3818071/1364238544.py:46: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", + " df[tag] = data[idx]\n" + ] + }, + { + "data": { + "image/png": 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hhBBCCCGEEEIIH/jss8+YPn06zz77LL/++isJCQkMHTqUtLQ0f4dGbm4uaWlpDB06lCZNmhAcHOwxrSwOhwOLxcJDDz3EkCFDPOZJTEzk7rvv5t5772Xnzp385z//YcuWLUyaNKk6PpaoJ6TsSNkRojaRRhMhhBBCCCGEEEIIH1iwYAGTJk3innvuoUOHDrz55psEBATw3nvvlXtsZmYm999/P40bN8ZsNtOpUye++eYb9/7ly5fTsWNHTCYTcXFxvPLKKyWOt1qtzJgxg5iYGAIDA+nTpw/r1q0DYN26de5K3WuuuQZFUbymlSUwMJDFixczadIkoqKiPObZvHkzcXFxPPTQQ7Ro0YIBAwZw//3316pRA6L2kbIjZUeI2kQaTYQQQgghhBBCCFHrORz5ZbyslchbWKG8lWWz2di2bVuJXuSqqjJkyBA2b95c5rFOp5Phw4eTmJjIhx9+yK5du3jxxRfR6XQAbNu2jdtuu40//elP7Nixg+eee45nnnmGpUuXus8xbdo0Nm/ezKeffsrvv//OrbfeyrBhw9i/fz/9+vVj7969gKsC+eTJk17Tqqpv374cPXqUlStXomkap06d4vPPP2fEiBFVPre4NFJ2pOwIISpH7+8AhBBCCCGEEEIIIcqzbn1nr/vCw6+ia8K77u0NG3vjdBZ4zBsa2oce3T92byduGoTdfrZUvsHXHKxUfGfOnMHhcNC4ceMS6Y0bN2bPnj1lHvv999+zZcsWdu/eTZs2bQBo2bKle/+CBQsYPHgwzzzzDABt2rRh165dvPzyy0yYMIGUlBSWLFlCSkoKTZo0AWDGjBmsXr2aJUuWMG/ePBo1agRAWFiYu6e7p7Sq6t+/Px999BFjx46lsLCQoqIibrjhBl5//XWfnF9UnpQdKTtCiMqRkSZCCCGEEEIIIYQQfpSUlETTpk3dlb4X2717N/379y+R1r9/f/bv34/D4WDHjh04HA7atGlDUFCQ+7V+/XoOHqxcBXZV7dq1i4cffpjZs2ezbds2Vq9ezeHDh5k8eXKNxiEuD1J2hBDVQUaaCCGEEEIIIYQQota7atCOMvbqSmxdObCsNQBK9h/t32/9pQd1gYiICHQ6HadOnSqRfurUqXJ7olsslipdOzc3F51Ox7Zt29zTEp0XFBRUpXNX1vz58+nfvz+PP/44AF26dCEwMJCBAwcyd+5coqOjazQeIWWnLFJ2hBCeSKOJEEIIIYQQQgghaj2dLsDvectiNBrp0aMHa9euZdSoUYBrvYW1a9cybdq0Mo/t0qULx44dY9++fR57zLdv357ExMQSaYmJibRp0wadTke3bt1wOBykpaUxcOBAn3yeS5Wfn49eX7K66XxltKZp/gjpsidlR8qOEKJypNFECCGEEEIIIYQQwgemT5/O+PHj6dmzJ71792bhwoXk5eVxzz33lHncoEGDuPLKKxkzZgwLFiwgPj6ePXv2oCgKw4YN47HHHqNXr17MmTOHsWPHsnnzZhYtWsQbb7wBuNZpuPPOO7n77rt55ZVX6NatG6dPn2bt2rV06dKF66+/3mefcdeuXdhsNs6ePUtOTg5JSUkAdO3aFYAbbriBSZMmsXjxYoYOHcrJkyd55JFH6N27t3vNCCEuJmVHyo4QtYk0mgghhBBCCCGEEEL4wNixYzl9+jSzZ88mNTWVrl27snr16lILXHuyfPlyZsyYwe23305eXh7x8fG8+OKLAHTv3p1ly5Yxe/Zs5syZQ3R0NC+88AITJkxwH79kyRLmzp3LY489xvHjx4mIiOCKK65g5MiRPv2MI0aM4MiRI+7tbt26AcU94SdMmEBOTg6LFi3iscceIzQ0lGuuuYaXXnrJp3GI+kXKjpQdIWoTRZPxXUIIIYQQQgghhKglCgsLSU5OpkWLFpjNZn+HI2qA/M6rTn6Glx/5nQtRfdTyswghhBBCCCGEEEIIIYQQQtR/0mgihBBCCCGEEEIIUY0++ugjgoKCPL46duzo7/Dchg8f7jXOefPm+Ts8cRmSsiOE8AdZ00QIIYQQQgghhBCiGt1444306dPH4z6DwVDD0Xj3zjvvUFBQ4HFfWFhYDUcjhJQdIYR/SKOJEEIIIYQQQgghRDUKDg4mODjY32GUKyYmxt8hCFGClB0hhD/I9FxCCCGEEEIIIYQQQgghhBBIo4kQQgghhBBCCCGEEEIIIQQgjSZCCCGEEEIIIYQQQgghhBCANJoIIYQQQgghhBBCCCGEEEIA0mgihBBCCCGEEEIIIYQQQggBSKOJEEIIIYQQQgghxGVhxYoVxMfHo9PpeOSRR7ymCSFKkrIjxOVFGk2EEEIIIYQQQgghfOT1118nLi4Os9lMnz592LJli79Dcrv//vu55ZZbOHr0KHPmzPGa5k1hYSETJkygc+fO6PV6Ro0a5THf66+/Tvv27bFYLLRt25YPPvjA1x9F1ENSdqTsCFFb6P0dgBBCCCGEEEIIIUR98NlnnzF9+nTefPNN+vTpw8KFCxk6dCh79+6lUaNGfo0tNzeXtLQ0hg4dSpMmTbymlcXhcGCxWHjooYdYvny5xzyLFy/mySef5O2336ZXr15s2bKFSZMm0bBhQ2644QaffiZRf0jZkbIjRG0iI02EEEIIIYQQQgghfGDBggVMmjSJe+65hw4dOvDmm28SEBDAe++9V+6xmZmZ3H///TRu3Biz2UynTp345ptv3PuXL19Ox44dMZlMxMXF8corr5Q43mq1MmPGDGJiYggMDKRPnz6sW7cOgHXr1hEcHAzANddcg6IoXtPKEhgYyOLFi5k0aRJRUVEe8/z73//m/vvvZ+zYsbRs2ZI//elP3Hfffbz00kvl/gzE5UvKjpQdIWoTGWkihBBCCCGEEEKIWi/P4fC6T4eCWadWKK+KgqUCeQN1ukrFZ7PZ2LZtG08++WTxtVSVIUOGsHnz5jKPdTqdDB8+nJycHD788ENatWrFrl270J2LYdu2bdx2220899xzjB07lk2bNjFlyhTCw8OZMGECANOmTWPXrl18+umnNGnShC+//JJhw4axY8cO+vXrx969e2nbti3Lly+nX79+hIWFeUyrKqvVitlsLpFmsVjYsmULdrsdg8FQ5WuIypGyI2VHCFE50mgihBBCCCGEEEKIWq/Vhh1e9w0OC+GjhJbu7U4/7qTA6fSYt29oIF92a+3e7rV5F2ftpSt/U6/uWqn4zpw5g8PhoHHjxiXSGzduzJ49e8o89vvvv2fLli3s3r2bNm3aANCyZfHnWbBgAYMHD+aZZ54BoE2bNuzatYuXX36ZCRMmkJKSwpIlS0hJSXFPFTRjxgxWr17NkiVLmDdvnnuKo7CwMHdPd09pVTV06FDeeecdRo0aRffu3dm2bRvvvPMOdrudM2fOEB0d7ZPriIqTsiNlRwhROdJoIoQQQgghhBBCCOFHSUlJNG3a1F3pe7Hdu3dz0003lUjr378/CxcuxOFwsGPHDhwOR6njrVYr4eHh1Ra3J8888wypqalcccUVaJpG48aNGT9+PH/7299QVZklXviWlB0hRHWQRhMhhBBCCCGEEELUegev7Ox1nw6lxPYfAzp6zatelPeXvh2qFtg5ERER6HQ6Tp06VSL91KlT5fZEt1gsVbp2bm4uOp2Obdu2uaclOi8oKKhK564si8XCe++9x1tvvcWpU6eIjo7mX//6F8HBwURGRtZoLMJFyo53UnaEEJ5Io4kQQgghhBBCCCFqvcqsk1BdectiNBrp0aMHa9euZdSoUYBrvYW1a9cybdq0Mo/t0qULx44dY9++fR57zLdv357ExMQSaYmJibRp0wadTke3bt1wOBykpaUxcOBAn3yeqjIYDDRt2hSATz/9lJEjR0pveT+RsiNlRwhROdJoIoQQQgghhBBCCOED06dPZ/z48fTs2ZPevXuzcOFC8vLyuOeee8o8btCgQVx55ZWMGTOGBQsWEB8fz549e1AUhWHDhvHYY4/Rq1cv5syZw9ixY9m8eTOLFi3ijTfeAFzrNNx5553cfffdvPLKK3Tr1o3Tp0+zdu1aunTpwvXXX++zz7hr1y5sNhtnz54lJyeHpKQkALp27QrAvn372LJlC3369CEjI4MFCxbwxx9/8P777/ssBlH/SNmRsiNEbSKNJkIIIYQQQgghhBA+MHbsWE6fPs3s2bNJTU2la9eurF69utQC154sX76cGTNmcPvtt5OXl0d8fDwvvvgiAN27d2fZsmXMnj2bOXPmEB0dzQsvvMCECRPcxy9ZsoS5c+fy2GOPcfz4cSIiIrjiiisYOXKkTz/jiBEjOHLkiHu7W7duAGiaBoDD4eCVV15h7969GAwGrr76ajZt2kRcXJxP4xD1i5QdKTtC1CaKdr5kCiGEEEIIIYQQQvhZYWEhycnJtGjRArPZ7O9wRA2Q33nVyc/w8iO/cyGqj0yIJ4QQQgghhBBCCCGEEEIIgTSaCCGEEEIIIYQQQlSrjz76iKCgII+vjh07+js8t+HDh3uNc968ef4OT1yGpOwIIfxB1jQRQgghhBBCCCGEqEY33ngjffr08bjPYDDUcDTevfPOOxQUFHjcFxYWVsPRCCFlRwjhH9JoIoQQQgghhBBCCFGNgoODCQ4O9ncY5YqJifF3CEKUIGVHCOEPMj2XEEIIIYQQQgghhBBCCCEE0mgihBBCCCGEEEIIIYQQQggBSKOJEEIIIYQQQgghhBBCCCEEII0mQgghhBBCCCGEEEIIIYQQgDSaCCGEEEIIIYQQQgghhBBCANJoIoQQQgghhBBCCHFZSExMpHPnzhgMBkaNGuU1TQhRTMqNEJcfaTQRQgghhBBCCCGE8IENGzZwww030KRJExRFYcWKFf4OqYTp06fTtWtXkpOTWbp0qde0sqSkpHD99dcTEBBAo0aNePzxxykqKqrewEW9JuVGCFHbSKOJEEIIIYQQQgghhA/k5eWRkJDA66+/7u9QPDp48CDXXHMNTZs2JTQ01GuaNw6Hg+uvvx6bzcamTZt4//33Wbp0KbNnz67+4EW9JeVGCFHbSKOJEEIIIYQQQgghhA8MHz6cuXPnMnr06Eofa7VamTlzJrGxsZhMJuLj43n33Xfd+9evX0/v3r0xmUxER0fzxBNPlOip7nQ6mT9/Pi1atMBisZCQkMDnn38OwOHDh1EUhfT0dCZOnIiiKCxdutRjWlm+++47du3axYcffkjXrl0ZPnw4c+bM4fXXX8dms1X6MwsBUm6EELWPNJoIIYQQQgghhBCi1su3FZFvK0LTNHearchJvq0Ia5HDY16nsziv3eHKW2ivWN6advfdd/PJJ5/w2muvsXv3bt566y2CgoIAOH78OCNGjKBXr15s376dxYsX8+677zJ37lz38fPnz+eDDz7gzTffZOfOnTz66KOMGzeO9evXExsby8mTJwkJCWHhwoWcPHmSW2+9tVTa2LFjy4xx8+bNdO7cmcaNG7vThg4dSnZ2Njt37qyeH4yosvpcdqTcCCGqg97fAQghhBBCCCGEEEKUp8Ps/wKw7ekhhAeZAPjXhoP8/bt9/KlXLC+O6eLO22PO9xTYHWz8y9XEhgUA8MHmI8z5Zhc3dW3Cq3/q5s474KUfOJtn47tHr6RN42AAPt92jNt7N6upj8a+fftYtmwZa9asYciQIQC0bNnSvf+NN94gNjaWRYsWoSgK7dq148SJE8ycOZPZs2djt9uZN28e33//PX379nUf/+OPP/LWW28xaNAgoqKiUBSFBg0aEBUVBUBgYGCptLKkpqaWqPgF3Nupqak++VkI36uvZUfKjRCiukijiRBCCCGEEEIIIYQfJSUlodPpGDRokMf9u3fvpm/fviiK4k7r378/ubm5HDt2jJycHPLz87n22mtLHGez2ejWrdvFpxOiXpByI4SoLtJoIoQQQgghhBBCiFpv1wtDAbAYdO60+65sxcQBLdCpSom8255x9To364vz3t23Obf3jkVVSub9cebVpfLe0qOpb4Mvh8ViqdLxubm5AHz77bfExMSU2Gcymap07gtFRUWxZcuWEmmnTp1y7xO1U30tO1JuhBDVRdY0EUIIIYQQQgghRK0XYNQTYNSX6DVu1KsEGPWYLqi0vTCvekGFsEHnyms2VCxvTercuTNOp5P169d73N++fXs2b95cYk2KxMREgoODadq0KR06dMBkMpGSkkJ8fHyJV2xsrM/i7Nu3Lzt27CAtLc2dtmbNGkJCQujQoYPPriN8q76WHSk3QojqIiNNhBBCCCGEEEIIIXwgNzeXAwcOuLeTk5NJSkoiLCyMZs28r/MQFxfH+PHjmThxIq+99hoJCQkcOXKEtLQ0brvtNqZMmcLChQt58MEHmTZtGnv37uXZZ59l+vTpqKpKcHAwM2bM4NFHH8XpdDJgwACysrJITEwkJCSE8ePH++TzXXfddXTo0IG77rqLv/3tb6SmpvL0008zdepUn/bMF5cXKTdCiNpGGk2EEEIIIYQQQgghfGDr1q1cffXV7u3p06cDMH78eJYuXVrmsYsXL2bWrFlMmTKF9PR0mjVrxqxZswCIiYlh5cqVPP744yQkJBAWFsa9997L008/7T5+zpw5REZGMn/+fA4dOkRoaCjdu3d3n8MXdDod33zzDQ888AB9+/YlMDCQ8ePH88ILL/jsGuLyI+VGCFHbKNqFY9SEEEIIIYQQQggh/KiwsJDk5GRatGiB2Wz2dziiBsjvvOrkZ3j5kd+5ENVH1jQRQgghhBBCCCGEEEIIIYRAGk2EEEIIIYQQQgghqtXGjRsJCgry+qotJk+e7DXGyZMn+zs8cZmRciOE8BeZnksIIYQQQgghhBC1Rn2ccqagoIDjx4973R8fH1+D0XiXlpZGdna2x30hISE0atSoWq5bH3/nNa0+/gyl3JStPv7OhagtZCF4IYQQQgghhBBCiGpksVhqTQVvWRo1alRtFbxCVJaUGyGEv8j0XEIIIYQQQgghhBBCCCGEEEijiRBCCCGEEEIIIYQQQgghBCCNJkIIIYQQQgghhBBCCCGEEIA0mgghhBBCCCGEEEIIIYQQQgDSaCKEEEIIIYQQQgghhBBCCAFIo4kQQgghhBBCCCHEZSExMZHOnTtjMBgYNWqU1zQhRDEpN0JcfqTRRAghhBBCCCGEEMIHNmzYwA033ECTJk1QFIUVK1b4O6QSpk+fTteuXUlOTmbp0qVe08ry0EMP0aNHD0wmE127dq3WeMXlQcqNEKK2kUYTIYQQQgghhBBCCB/Iy8sjISGB119/3d+heHTw4EGuueYamjZtSmhoqNe08kycOJGxY8dWX6DisiLlRghR20ijiRBCCCGEEEIIIYQPDB8+nLlz5zJ69OhKH2u1Wpk5cyaxsbGYTCbi4+N599133fvXr19P7969MZlMREdH88QTT1BUVOTe73Q6mT9/Pi1atMBisZCQkMDnn38OwOHDh1EUhfT0dCZOnIiiKCxdutRjWnlee+01pk6dSsuWLSv9GYXwRMqNEKK20fs7ACGEEEIIIYQQQohy2fJc/zcEgKK43hfZwGkHVQ96U+m8eguo5/qLOuzgsIGiA4O5/Lw6Q/V9Fg/uvvtuNm/ezGuvvUZCQgLJycmcOXMGgOPHjzNixAgmTJjABx98wJ49e5g0aRJms5nnnnsOgPnz5/Phhx/y5ptv0rp1azZs2MC4ceOIjIxkwIABnDx5krZt2/LCCy8wduxYgoODGTZsWIm0Bg0a1OhnFjWkHpcdKTdCiOogjSZCCCGEEEIIIYSo/eY1cf3/8YMQGOF6v+lV+N9c6H433PjP4rwvx4M9Hx7+HRo2d6VteRv++yR0vhXGvFOcd2FnyE+HKT9Bo/autKSPoMeEav9I5+3bt49ly5axZs0ahgwZAlCiR/obb7xBbGwsixYtQlEU2rVrx4kTJ5g5cyazZ8/Gbrczb948vv/+e/r27es+/scff+Stt95i0KBBREVFoSgKDRo0ICoqCoDAwMBSaaIeqqdlR8qNEKK6SKOJEEIIIYQQQgghhB8lJSWh0+kYNGiQx/27d++mb9++KOdHCQD9+/cnNzeXY8eOkZOTQ35+Ptdee22J42w2G926davW2IXwFyk3QojqIo0mQgghhBBCCCGEqP1mnXD93xBQnNbvYbhiimuKoQs9fsD1f72lOK33JOgx3jXF0IUe2VE6b9c7fRNzBVkslvIzlSE3NxeAb7/9lpiYmBL7TCaTp0PE5aSelh0pN0KI6iKNJkIIIYQQQgghhKj9jIGl0/RGwFixvDqD57UWvOWtQZ07d8bpdLJ+/Xr3NEMXat++PcuXL0fTNHev+cTERIKDg2natCkNGzbEZDKRkpLitde9uIzV07Ij5UYIUV2k0UQIIYQQQgghhBDCB3Jzczlw4IB7Ozk5maSkJMLCwmjWrJnX4+Li4hg/fjwTJ050L2h95MgR0tLSuO2225gyZQoLFy7kwQcfZNq0aezdu5dnn32W6dOno6oqwcHBzJgxg0cffRSn08mAAQPIysoiMTGRkJAQxo8f77PPeODAAXJzc0lNTaWgoICkpCQAOnTogNHooRJeiHJIuZFyI0RtI40mQgghhBBCCCGEED6wdetWrr76avf29OnTARg/fjxLly4t89jFixcza9YspkyZQnp6Os2aNWPWrFkAxMTEsHLlSh5//HESEhIICwvj3nvv5emnn3YfP2fOHCIjI5k/fz6HDh0iNDSU7t27u8/hK3/+859Zv369e/v82g/JycnExcX59Fri8iDlJs6n1xJCVJ2iaZrm7yCEEEIIIYQQQgghAAoLC0lOTqZFixaYzWZ/hyNqgPzOq05+hpcf+Z0LUX1UfwcghBBCCCGEEEIIIYQQQghRG0ijiRBCCCGEEEIIIUQ12rhxI0FBQV5ftcXkyZO9xjh58mR/hycuM1JuhBD+ItNzCSGEEEIIIYQQotaoj1POFBQUcPz4ca/74+PjazAa79LS0sjOzva4LyQkhEaNGlXLdevj77ym1cefoZSbstXH37kQtYUsBC+EEEIIIYQQQghRjSwWS62p4C1Lo0aNqq2CV4jKknIjhPAXmZ5LCCGEEEIIIYQQQgghhBACaTQRQghRjx0/fpxx48YRHh6OxWKhc+fObN261d9hCSGEqGPkfiKEEMJX5J4ihBC1n0zPJYQQol7KyMigf//+XH311axatYrIyEj2799Pw4YN/R2aEEKIOkTuJ0IIIXxF7ilCCFE3SKOJEEKIeumll14iNjaWJUuWuNNatGjhx4iEEELURXI/EUII4StyTxFCiLpB0TRN83cQF/vHP/7BO++8g6ZpDBkyhFdffRVFUSp0rNPp5MSJEwQHB1f4GCGEEC6appGTk0OTJk1Q1bo9g2OHDh0YOnQox44dY/369cTExDBlyhQmTZrk9Rir1YrVanVvO51Ozp49S3h4uNxThBCikurLPUXuJ0LUPJvNxqlTp4iLi8NsNvs7HFEDCgsLOXz4MI0bN8ZoNJbYV1/uJ1D5e0pl7idSbi4/ZZUbIURplbmf1LpGk9OnT3PFFVewc+dODAYDV155JX//+9/p27dvhY4/duwYsbGx1RylEELUb0ePHqVp06b+DqNKzj8oTJ8+nVtvvZVffvmFhx9+mDfffJPx48d7POa5557j+eefr8kwhRCi3qvr9xS5nwhR85o3b86bb75JRESEv0MRNejMmTNMnjyZI0eOeNxf1+8nUPl7SmXuJ1JuLk/llRshRGkVuZ/UykaTnj17sn37dsxmM1deeSWffPIJrVq1qtDxWVlZhIaGcvToUUJCQqo5WiGEqF+ys7OJjY0lMzOTBg0a+DucKjEajfTs2ZNNmza50x566CF++eUXNm/e7PGYi3tyZWVl0axZs0rfU3bt28JXJ5fyrjIZgD/vW8MTf37sEj+JuBwc2vQOKfZ/+jsM4cVVg7b7O4Q6qb7cU/x5PwH4dOGDPN3d1QO5k3U385t2oX379pfwSWqnV77by5LEw0zoH8eM69rW7MULs2HpSNf7SWtBZ6jZ61eTdesTfHauLT+PxuEw0bXbN1gsuT47b3n0+iY0bvQ8sbGRGI31Z3RWoKUNqv7S/50VFBSQmZmJyWQiLCzsks6RmJjI1KlT2bNnDyNGjOCLL75g9erVPPbYYxw8eNCdVtPK6jFfX+4nUPl7SmXuJzLSpPp4Kjee0mqajDQRonIqcz/x+ZomGzZs4OWXX2bbtm2cPHmSL7/8klGjRpXI8/rrr/Pyyy+TmppKQkIC//znP+nduzcAkZGRzJgxg2bNmqHX65k8eXKFG0wA9/DEkJAQaTQRQohLVB+mDomOjqZDhw4l0tq3b8/y5cu9HmMymTCZTKXSK3tPaRDSEE5HoZqDXNdtHCf3JFGmyEYtSM+s29NN1GdSfqumrt9T/Hk/Acg3N0INdN1P2p7Jolu3bvWqYiSiYSjRkQ2JaBha82XN4IT8ZNf7kJB602gSGOi7+8mgq74GQFE0FKXm7lOqqqKqoKoKqlq3/oYkJm7ltdeWkpS0m9TU03z00UJGjrwGAJ3egKrTlXsOTdPIyspCr9cTEBDgnkLE9XNRURQFXQXO48njjz9O165dWbVqFUFBQeh0OmbPnk3Hjh356quvaNy4cZnn3r59Oy+++CI//vgjZ86cIS4ujsmTJ/Pwww9fUjzn6XQ6VFUlKCjIa4V/Xb+fQOXvKZW5nxQWFnL69Gl0Ot0l//vwl4rUJfqTp3LjKc0bf5YbIURpFbmf+PxbT15eHgkJCbz++use93/22WdMnz6dZ599ll9//ZWEhASGDh1KWloaABkZGXzzzTccPnyY48ePs2nTJjZs2ODrMIUQQtRz/fv3Z+/evSXS9u3bR/Pmzav92vk2HYmmHu7tfiNGVfs1Rd2mmWz+DkF4Eah0KD+TqNf8eT8BOBpe3Jvc4dDVqwYTgAcHt+bnWUN4aHDrmr+4MQjuWe16KXWrgtEbuz3Lp+dTVQ1V1agHddU1Jj+/gE6d2vL3v88qtU+hYj9Ih8NBfn4+2dnZPm8oOHjwINdccw1NmzYlNDQUgMOHDzNgwABiYmLcad5s27aNRo0a8eGHH7Jz506eeuopnnzySRYtWuTTOOsrf99Taqvy6hL9zVO58ZTmjZQbIeoenzeaDB8+nLlz5zJ69GiP+xcsWMCkSZO455576NChA2+++SYBAQG89957AHz//ffEx8cTFhaGxWLh+uuv56effvJ6PavVSnZ2domXEEII8eijj/LTTz8xb948Dhw4wMcff8y//vUvpk6dWu3XDgloSHNnCgCK5sBYgz0zRd2UmvOlv0MQXgSZ2vk7BOFn/ryfAITmZbrfR+aerZFrXjZ0emje1/Wq44tLn5eTu8vfIVz2rr12IM888yA33DC49M5yGkCsViszZ86kRYsWtGjRggEDBrjrSgA2btzI9ddfT0xMDNHR0TzxxBMUFRW59zudTubPn0+LFi2wWCwkJCTw+eefA66GEUVRSE9PZ+LEiSiKwtKlS1EUhbNnzzJ9+nSCg4NZunRpmTFOnDiRV199lUGDBtGyZUvGjRvHPffc45epieoif99Taqvy6hLLcr7cxMbGYjKZiI+P591333XvX79+Pb1798ZkMvm03FycVhYpN0LUPT6fnqssNpuNbdu28eSTT7rTVFVlyJAh7rkbY2Nj2bRpE4WFhRgMBtatW8d9993n9Zzz58+XRRaFEEKU0qtXL7788kuefPJJXnjhBVq0aMHChQu58847q/3aASEN6PVTOvGxX4JVJSPsemK79qz264q6yxwYTVa+631D2zXka/tRnHosWgvMhibozAHk5ydT4EwmQGuDzmAiz7kPm3aGYHtnQkK7k1+4jzz7AYp0mei1UEKM3QiwxGGwhGIvzCArNwmbNR1FB2ZjLKrTRI59O/mG/QTaOxJs6YziNKAzGwgKbEteVjJ5hftRnSYUC+iVUBS7kRx7EgVqMgZbJDqdhSIlF8UBen0oQaYOYIcCezKa6iDQ3A7NYSen6A9spKJ3NERHIDmG7TgNuQQWdiSQduQW7QJDEWaaY1QiKXAeociZiY5gVMWITgnApp3BSiooGgYlFJ0SiN7ZAIezAKPWCH2ABZ05kOCATthtZzh7+iccWj6mwEjMuqZoTg2nWkh+9kHylWRUDKAoOLFipgkhgQk4lSKUIh12RxaaYicopDWhTbr79x+H8Dt/3k8ArkrditmiI8doplPGHk6dOkXjxo1r5NqibouwX0+h8yg2TmF2xGFQwwgO6EC+7RC5RTsxFEVgNsdgc54mR0nCbG1JuHkQdkMmWflbcGLjwPFmKFowPePbEBwUQZGaS2HeUXJz9qHp7RiVxpjUSPKLDpJl2ILJGkMDU2/0ShBOXQEhwV1xOArIzv4dhy0XVW/EFNgIrUBle/paDOYMwtVQTLoAnEoROocZp2onwNQbCEanBaHTFFSMKIqOvKJsnFohZp0RFSMaRVjJw+EAo9IAgwoaRSiKnsIiBwAGVUNVQFVMFDmKsDmtKKoTo06Hgg4FlQK7HUXRYVT16FQDqmrAgYJe0eN0FOLU7KBo6NQA0EDDgaY5cGqFaK6caEoRiqZDp1hQVB3n+6jqCMKghKPTBVDeQJO7776bzZs389prr5GQkEBycjJnzpwB4Pjx49x8883ceuutvPHGG5w6dYpJkyZhNpt57rnnAFf9yIcffsibb75J69at2bBhA+PGjSMyMpIBAwZw8uRJ2rZtywsvvMDYsWMJDg5m2LBhJdIuZc2QrKysS15j5XLjr3tKvt31RdOit7hHL9kdduxOO3pVj1FnLJXXrDejnuv8ZXfasTvs6FQdJp2p3LwGteamOyyv3IwYMYIJEybwwQcfsGfPHik3QogKqdFGkzNnzuBwOEp9yW/cuDF79uwB4IorrmDEiBF069YNVVUZPHgwN954o9dzPvnkk0yfPt29fX5Bl/I4HA7sdvslfhJRk4xGo3sOVyGEqIyRI0cycuTIGr9uYWEGZ/ud4U3lIQCUn1bRRRpNRBlys/e432cY/+d+X8i5ufYdwLnn0wIOlDj2rPkUZx3fgwHXC7ByjDz+ACuuF7i+9Z375pfFZlddzrntHP1WctjqSrOdewGcf37Wzr10516AzZha6nNkselcHGZUtSFZ7HOd81xcNtLO5QxBJYSCgAwKKF70tJCLe0hnlroGQBGZ5/YdP5dy7udkB7K+db0POvfZSAZti6uiSgOCz5+l+HugnRRySCn1Gc8U/AQH/03fyDUe47jcGQyGOjdn+qXy1/0E4HBoS16Jvw2ALo1bEn/8eJUbTRwOB19//TVFRUXccsstfl0n4P1Nh/kq6TijusVwd9+4mr14kQ32rnS9b39jvRltct4Zw7fu9zZOAZDuXHXB/WAfF07mlWv4lVx+df0ttLjSjpzqjsNhpGHTxViUnOLMgRdd7Nz9pCDgQPF9SoMT2f92vdcVnxObazu8kWvTzhkufjIvUNMJpTcOxYJDUXCcS7/q/+4A4JsRb9LQ5FrP4eO93/CvXcu4ofnVPNF90rmcVoatuodCh5XPr3uV6MBInFj57PAqXtvxb65t2o/nek1Dw9XbfPSa+8m05fDvwX+jZUhT0ODr5P9xY4trXPePc0XEoeUWB3lBunbuE2iKHSeFrp/hOQ5ysWvp2IvS0WtBKIrnaph9+/axbNky1qxZw5AhQwBo2bKle/8bb7xB06ZN+etf/4rJZKJv376cOHGCmTNnMnv2bOx2O/PmzeP777+nb9++7uN//PFH3nrrLQYNGkRUVBSKotCgQQOioqIACAwMLJVWGZs2beKzzz7j22+/LT+zAPxzT+nzcR8A1o9dT5jZVVG/ZOcS/vnbPxnTegzP9XvOnfeqZVdRUFTA6jGriQmKAeDTPZ/yt1/+xogWI3jpypfceYctH0aGNYMvb/yS+IbxAHx14CtuaXNLjXyuipSb2NhYFi1ahKIotGvXTsqNEKJCarTRpKL++te/8te//rVCeb0tiuWNpmmkpqaSmZl5idGJmqaqKi1atKh38zcLIeqvQkcheofTfZdVnTIRuLhcKJhMo7GYr0ZRDRWeu722S05O9ncItVZoaKi7MkFUD81Z3DBlcth80iv1999/Z/v27QBcf/31BAQEVPmcl+pYRj6/pmTSq4Ufetva8+E/413vnz4NqjxvXKxJzB40pw69Xtbeqm5JSUnodDoGDRpEUVEROp2uxN/W3bt3c8UVVxAYGIhe7/qS2b9/f3Jzczl27Bg5OTnk5+dz7bXXljivzWajW7du5V4/Pz8fq9VaqfqVP/74g5tuuolnn32W6667rsLHCeErF5YbT3bv3k3fvn1LlCVflptLIeVGiLqhRhtNIiIi0Ol0nDp1qkT6qVOnLqll9lKcbzBp1KgRAQEB8oBXyzmdTk6cOMHJkydp1qyZ/L6EEHVCTnoa23UJ7u0YNdKP0Yi6IM+6398h+ITJNJqgwOuJiAjFZFLqzX07KKiFv0OodTRNIz8/n7Q01+ih6OhoP0dUf+0OLn5OanH4FHHXx1X5nAkJCeTl5RESEuLXBhO/U/XQrJ/rfT35e+VrcXHb/R1CCd/f4Frfw3zB9EB3tB7Jba2GoVNKjnz7ZsRiAEwXTDs0puW13Bh3tXsaofM+H/pqqbwjml/p2+ABnJrXlWUtFtdQHE3TOHPmDJqmERkZicFQPM2RqqpeF5zOzXWNgvn222+JiYkpsa+8hhBN07BarRQVFVW40WTXrl0MHjyY++67j6effrpCxwj/+fmOnwHX9Fzn3dPxHsa1H4deLVk1uO62dYBryq3z/tTuT4xpPQadWrKcrR6zulTem+Jv8mnsZTlfbi5VVcrNpZByI0TdUaONJkajkR49erB27VpGjRoFuCrF165dy7Rp06r9+g6Hw91gEh4eXu3XE74RGRnJiRMnKCoqKvGFUQghai1N4xTFlVwOWQhelEsrP0utZ8FivpqIiFBCQurXlE1ms7n8TJeh8xUVaWlpNGrU6LKZqqum2c3FlbhWs29GQqiqyoABA3xyrjrNFAQTV/k7ClEJFn3pv8cGVY9BLV214SmvXtWXqiAuK29N6ty5M06nkx9++IEuXboAlPi72r59e5YvX46mae5OCYmJiQQHB9O0aVMaNmyIyWQiJSXFa697X9m5cyfXXHMN48ePr/AsIcK/AgylG8gNOgMGXek6Fo95VYPHdUq85a0p58vN+vXr3dNzXUjKjRDiUvn8W0Bubi4HDhTPtZ2cnExSUhJhYWE0a9aM6dOnM378eHr27Env3r1ZuHAheXl53HPPPb4OpZTza5hc1r2p6qDz03I5HA5pNBFC1AkGo4Ehe/8gPi6FxmfzCdSa+jskIaqdqoaiqAZMJumtfTk5/73abrdLo0k16X7iFxyNCnFoOgYf+wV4zN8h+ZRWH9qM6zGn09XxQ1GcMhingnJz8zl0KMW9feTIcX7/fQ8NGzagfdt2Xo+Li4tj/PjxTJo0iVdffZXOnTuzYcMG0tLSuO2225gyZQoLFy5k2rRpTJ06lf379/Pss88yffp0VFUlODiYGTNm8Oijj+J0OhkwYABZWVkkJiYSEhLC+PHjffL5/vjjD6655hqGDh3K9OnTSU11rXGm0+mIjJTR1eLSlFeX6M35cjNx4kT3QvBHjhwpVW4efPBBpk2bxt69e6XcCCEqxOeNJlu3buXqq692b59fpH38+PEsXbqUsWPHcvr0aWbPnk1qaipdu3Zl9erVVV7MsDLqy1QRlwv5fQkh6hqLSUdIRDorzbdCE5j5u/RiFWVrqLuSDMcGf4dRRYrrP7lvX1bk9139rI4mrAgcSoESiC0+iJitW+nZs+cln8/pdLJz506WL19ObGwsf/rTnwgMvHhVb1FXBVia+/R8mzfdhtNpoFevLzFbcss/QPDbbzsZOfJe9/asWS8DcMcdN/Lv96/2dhgAixcvZtasWUydOpX09HSaNWvGrFmzAIiJieGLL77giSee4J133iEsLIx77723xBQ/c+bMITIykvnz53Po0CFCQ0Pp3r27+xy+8Pnnn3P69Gk+/PBDPvzwQ3d68+bNOXz4sM+uIy4v5dUlluV8uZkyZYrHcrNy5Uoef/xxEhISpNwIISrM540mV111FVo53YWmTZtWI9NxCSGEEH6hQWZ48YKpObKurChHA7V3PWg0EUJUB32AjQLF1ahxKLwxVqu1SucrKipi+fLlABw9ehSHw1HlGOssaw4sGeF6P+l/4GGamrrGbG7i7xAuewMH9iIr6/dLOtZsNrNgwQIWLFjg5dwD+fbbbzEajURERJTarygKDz/8MA8//LDXa2RmZpZKS05OprCwsEIxPvfcczz33HMVyitERVWkLtGb8srNoEGD2LJli9fjL7XceErzRsqNEHWPTLJeR1x11VU88sgjfrv+4cOHURSFpKQkv8UghBB1hYoBe2Goezs2UNbREmUzBzTydwiilluxYgXx8fHodDr3d0JPaaL+ydAauN+3TEujV69eVT5nXFwcAKNHj67yIrpVZTKoBJv1mPR+mN5Nc0Lq766XzBPmUZ8rltO336eYzDLKxCcqMDovKyuLrKws9/TiQgghhKh50mgihBBC+Fihw8hGc3Gl1pU33OrHaESdYJEpjmqDt9/+lM6dh9GoUU+uueYOtm3bgUrtWAT+/vvv55ZbbuHo0aPMmTPHa1pZfv/9dwYOHIjZbCY2Npa//e1v1R228IEjEcUN70674l7v71IZjUYmTJjAc889R0JCgt/XDHx8aDt2PDeU6de2qfmLGwJg3HLXq4YX/a4uRUU5Pj2fXm9Hr7fLeiY+sGnTNkIahBIUFOTxdV5BQQF5eXmX3Ou+qiZPnuw1xsmTJ/slJnH52rhxo9d/jxeWG3+TciNE/VM/vhkKIYQQtUiQOZgmHGcf7QEwSE2DKMfJ7E/9HcJlb/ny1cya9TL/+Mcz9OzZmTfe+JDRoyeT9Os6gkL8G1tubi5paWkMHTqUJk2aeE0rS3Z2Ntdddx1DhgzhzTffZMeOHUycOJHQ0FDuu+++6v4IogoaFBRXgoflZ13SOdLS0vjuu+8YOHAgzZv7ds2LOk1nYOU+G5qmcU2MlR9++IEePXrU6Hqbvpad84e/QxBedOvWkd9+/Q1F9f69UNM0QkJCsNvt6PWlq2uqax2pBg0aEBISgqqqvPDCC8yYMcNjvpAQP98QxWWnZ8+edWLGEyk3QtQ/0mhSB2VkZPDwww/zf//3f1itVgYNGsRrr71G69atAThy5AjTpk3jxx9/xGazERcXx8svv8yIESPIyMhg2rRpfPfdd+Tm5tK0aVNmzZrFPffcU+k41q9fz+OPP8727dsJCwtj/PjxzJ071/3l7vPPP+f555/nwIEDBAQE0K1bN7766isCAwNZt24df/nLX9i5cycGg4GOHTvy8ccfy0OcEKJeCGgYRrd/n6Zb5HI0m0Jh9FgIDfV3WKIWswQ1Iyt/GyalCZHq9RQUHkFx6jAbYjCaI9GZLRTmHKfAehyLsRmqwUiBLQV74VkCDW0ICmtHQUEKBXkpOJRcdGowQYFtMQdEozcHUWTLJTd7H/b8TBSdgsnSGMVpIK9gP/m2ZAKNrQkKiQenHtVswBLQjMLsExTkp6BqRjCDXg1GKTKQV7CPAvsxDFpDVIMJp7MAzaGhs0TjVBpgVCI5329dVY2AhtNpRdOKUNCBouJ0FqLhQFXNqIoJp9MKioaqGFHQ4dTsaJoDRVFxLTCvouFAcxaBooGiQ0E9l66hoHdVQqkqqmpCczpwFhWgaU4UnQ5VcUWk4cTpsKM5bRdMkaKhKAYWv/EpEyfczb13TwHNyRuvXsGa77rz8SffMuup7mX+/jIzM5k5cyYrVqwgKyuL+Ph4XnzxRUaOHAnA8uXLmT17NgcOHCA6OpoHH3yQxx57zH281Wrlqaee4pNPPiEzM5NOnTrx0ksvcdVVV7Fu3Tr3wqjXXHMNAD/88IPHtKuuusprjB999BE2m4333nsPo9FIx44dSUpKYsGCBdJoUssNP7mBsCI7+QYDnc9s5+eff6ZPnz6VOsevv/7KgQMHyMzMZMqUKaiqytGjR9E0jSZNmnisnL1cnJ/n3mAwsGXLFnbs2MEjjzyCyWTyc2RV18wwDav1FDb7Gcz6GPSGEAICW1BoPUF+3kH0hGIKbITdkUFe/h5MNCU0tAcONYfszJ04NTt7T1hQlQB6dOhMYGBDnEo+1rw08jOPoOkcGPQNMegbUmg7Rk7BDoxKI0JCOqOqFjTVRmBwa5yOQvKyD1Jky0fVGzAGhkGhwg97v0Y1ZNEmpAWB5mDXfcFpRFOLMAV2oFAJxUAYBlTX33FFRdOKXPcMQFF0aJoDp2ZFUQzo1AA0px0NB4qiR1FcU75pmh1Nc6IqrlFaGk40rch1j1DUc/caFQUdGk4URYeq6lFUPaDhsFuxOvIBcCg6rEWFoGg0NIaei8VJkdOJQ7OjaQp2DRy4RonocN1rQi0NsTQw0ahRUJkNH4qiEBAQUD3/IMqg0xVPj9eoUSMaNZJpQ0XtYLFYiI+P93cY5ZJyI0T9c/l+Oz5H0zQK7DW/+KHFoLvkXiITJkxg//79fP3114SEhDBz5kxGjBjBrl27MBgMTJ06FZvNxoYNGwgMDGTXrl3uYYvPPPMMu3btYtWqVURERHDgwAEKCgoqHcPx48cZMWIEEyZM4IMPPmDPnj1MmjQJs9nMc889x8mTJ7n99tv529/+xujRo8nJyWHjxo1omkZRURGjRo1i0qRJfPLJJ9hsNrZs2VJtvWaEEKKmFealUzDwNG8qDwFgW/c1s9t19HNUojbLydoJgFU7wTHH23DhbDm2cy+A87Py2AEFsEAG6yD7ov1AWiFw8Zqu57/5nU/Xuc6Rw1bIO5dWAGRcdFz+Be+VktdBdZ1XpQmhWldsmulcJsB57nCbs/SHPndinapg0p/Lr5WVF1QFzIbi2WW95Q0wqsWxespy0QS1NpudX3/bziOP3o3VecJ97KCrepK46X/AM15jcjqdDB8+nJycHD788ENatWrFrl273BVQ27Zt47bbbuO5555j7NixbNq0iSlTphAeHs6ECRMAmDZtGrt27eLTTz+lSZMmfPnllwwbNowdO3bQr18/9u7dS9u2bVm+fDn9+vUjLCzMY1pZNm/ezJVXXlliaqehQ4fy0ksvkZGRQcOGDcs8XvjPngbtmZtwJwBdWnWg36pVdOnSxetaJE6nk5SUFCwWi3vExKBBgygoKGDQoEGoqqsALF26FIfDwaOPPkqDBg08nqsm/PunI/z3j1RuSIhmbK9mNXtxRxGDOseiaRrde/UiNTWVhISEetFgApBiX+T6e3f+4ziB8wOXzt9nzt9fzuU5VfBZif17jt2O0+nA0ng25rzzNwqK7yeOcy/g/GyGZ6zfFue74BDAdf/KdL1teq6/XC77uHjFFNW+mVDtWewYUVBAA87PVnXhY6NyfrsQh5ZTcp92UT4u2vb2+Kld9LmAc+0v6AH9uT+jNu1U8Tl0rlvq+TwXszpOggOCjO1RFD12h52CogJsTht2hx2n5nR1AlAU9IqexoF1d7STEEIIUR9c9o0mBXYHHWb/t8avu+uFoQQYK//jP99YkpiYSL9+/QBXz8HY2FhWrFjBrbfeSkpKCmPGjKFz584AtGzZ0n18SkoK3bp1o2fPnkDxIpCV9cYbbxAbG8uiRYtQFIV27dpx4sQJZs6cyezZszl58iRFRUXcfPPN7tEj5+M5e/YsWVlZjBw5klatWgHQvn37S4pDCCFqI6vTiqo53Q/SqqwtKy5zV/z9mNd9A1uZeX1scc+8q149TqHdc6Hp2czEe+OKK5KGv36CjILSrSK/z6pcxWt6egYOh4NGjcJLpEdGhrNvX3KZx37//fds2bKF3bt306aNa02GC797LViwgMGDB/PMM66GlzZt2rBr1y5efvllJkyYQEpKCkuWLCElJcU9zdaMGTNYvXo1S5YsYd68ee6ei2FhYURFRQF4TCtLamoqLVq0KJF2vkI9NTVVGk1qteKaXb3TweDBg93rkOTm5mKz2QgODnanJSYmsnbtWrp06cLNN98MuHrqjh49usRZGzZsiMPh8HvHpeTTefx44Aydm/qh4caez9U7prvej7qLcePGuRuVAHJycjAajfWmEeVSREXvR3Oq6HSyKLkvJWcnY3eU/pmqmopO1dEooJG7bKYXpKOg0MDUAJ1Oh8Vi8fnosPz8fOx2OxaLpcrrJgkhhBD1wWXfaFLX7N69G71eX2JIfnh4OG3btmX37t0APPTQQzzwwAN89913DBkyhDFjxtClSxcAHnjgAcaMGcOvv/7Kddddx6hRo9yNL5WNo2/fviUesvr3709ubi7Hjh0jISGBwYMH07lzZ4YOHcp1113HLbfcQsOGDQkLC2PChAkMHTqUa6+9liFDhnDbbbcRHR1dxZ9O7bD/l8389PmnNG3fkasnyHQXvpKVdorgiAhUVVd+ZiH8LCf9NHvp4N6OUWSotihbnvWgv0MQlygpKYmmTZu6G0wutnv3bm666aYSaf3792fhwoU4HA527NiBw+EodbzVaiU8vGQjjrg87bYUf0duc/AYAx8c797++OOPOXHiBBMmTHB3hoqJicFoNGI2m8s877Rp06ol3vLkWYs4llFA26hgv1y/BEWF6K7nN0o0mNhsNj7++GMcDge33377Zduw2KrVVn+HUL84NVAhUB9IoVKISWfCoBpQFRVFUbDn2NGsGvn5+QQGBqJpGqcLTuNwOjiVf4oGpgZEhERg1Pm2YaOgoACr1Yper5dGEyGEEAJpNMFi0LHrhaF+uW51+fOf/8zQoUP59ttv+e6775g/fz6vvPIKDz74IMOHD+fIkSOsXLmSNWvWMHjwYKZOncrf//53n8ag0+lYs2YNmzZt4rvvvuOf//wnTz31FD///DMtWrRgyZIlPPTQQ6xevZrPPvuMp59+mjVr1nDFFVf4NA5/2Pp/X5J2+CBphw8S3+sKolq3xWD03jst/VgK2WdOExoVTcOo8hdyvRzt2bSBb1/9G236DuSGR2b6OxwhKkDjqBLr3nIoahl5hYASc4DUQz/NaOp1n+6iBXHXPRzjNe/Fa+eumuqb+2Z4eEN0Oh1paekl0k+fTqdx44gyj/U2RVJF5ebmotPp2LZtW4k55QH39Kq+EBUVxalTp0qknd+uyEgV4T+2gOLvkQUBJRtC9Ho9BoOB3NziyY2aN2/O448/7h55Uts8+cUOvt5+gieGt2PyoFZ+jUUzBmId75p1wKjqS8zcl5WVRU5ODk6n9ykDhagsh+ZEBZoENfE4yis9Px1rkdU9kkRDI8ISQaY1E2uRlYzCDDILM2kS3IRQU2jNBi+EEEJcRi77WhxFUQgw6mv8danD4Nu3b09RURE///yzOy09PZ29e/fSoUNxr+bY2FgmT57MF198wWOPPcbbb7/t3hcZGcn48eP58MMPWbhwIf/6178uKY7NmzejacXTZyQmJhIcHEzTpq6KEUVR6N+/P88//zy//fYbRqORL7/80p2/W7duPPnkk2zatIlOnTrx8ccfVzqO2sheWLxGzLIXZrF60YIS+3euX8srY0ey7gPX7+TXVV/zxfxn2ZO4vkbiW/vemyQu+6hGruUrW776HIB9mzf6ORIhKkav13Pd/j8Y6FjPHelfE6AV+TskIfwqwKh6fbnXM6lA3gvXMykrb2UZjQa6dm3P+vXF36+cTifr1/9Mr14JZR7bpUsXjh07xr59+zzub9++PYmJiSXSEhMTadOmDTqdjm7duuFwOEhLSyM+Pr7Ey5eNGX379mXDhg3Y7cXTwaxZs4a2bdtetj3o64rOJ39jlO0rRlpXMuT4phL7Jk6cyFNPPUWnTp3caTqdrtY2mAB8vd21btCLq/aw71ROObmrl6ZpvPjii7z44osUFpZcBCoyMpL77ruPO+64Q8qI8Bn1XD2At/qA8PBwoqOj3aM9VEUlwhJBqwatiGsQh0VvQUMj13bxKjBCCCGE8KXLvtGkrmndujU33XQTkyZN4scff2T79u2MGzeOmJgY99QPjzzyCP/9739JTk7m119/5YcffnCvGTJ79my++uorDhw4wM6dO/nmm28uaT2RKVOmcPToUR588EH27NnDV199xbPPPsv06dNRVZWff/6ZefPmsXXrVlJSUvjiiy84ffo07du3Jzk5mSeffJLNmzdz5MgRvvvuO/bv319v1jW5sCEJ4MyxlBLbq9/4BwDbvv0KAOVcD3StAr3YNE1j/y+bWfHyXI7t2Vnp2DJOHifpv9/w0/JPKn2sP+l8PGevENUtwKQnODSTjbpBfBx+I2ds6eUfJC5roWrlp8oUvjV16t28//5yPv74K/buPcSjj84lL6+AceNGlXncoEGDuPLKKxkzZgxr1qwhOTmZVatWsXr1agAee+wx1q5dy5w5c9i3bx/vv/8+ixYtYsaMGYBrjZM777yTu+++my+++ILk5GS2bNnC/Pnz+fbbb8u6dKXccccdGI1G7r33Xnbu3Mlnn33Gq6++yvTp0312DVE9nPZGbDT04xvTCNa36FP+ARX02Wef8dFHH5UYpVITujULdb+f9vGvFNhdI+38sbLKxd/bLxYSEuLuEAZw8uRJ1qxZU6tHn1jMseVnqoTEH//EjxvvxGoN8Ol5L1dKBf6lK4pSqlFFURQCDYEEKUE0tDVEyb/0EpOYmEjnzp0xGAyMGjUKgJ9//pnBgwcTGhrqThNCFPNUbjylCSHqD2k0qYOWLFlCjx49GDlyJH379kXTNFauXOnuUeZwOJg6dSrt27dn2LBhtGnThjfeeAMAo9HIk08+SZcuXbjyyivR6XR8+umnlY4hJiaGlStXsmXLFhISEpg8eTL33nsvTz/9NOB6wNiwYQMjRoygTZs2PP3007zyyisMHz6cgIAA9uzZw5gxY2jTpg333XcfU6dO5f777/fdD8mfLnr4atap7B6q29esBOC31d+Ue+o9P67j67//lYNbf+KzZys/TVXRBb1Ly3tIrE0ShgwHILJZXKl9RXY7h377hUO//VLDUQlRtozI4lFnmYa6U96Ef4TqpNHE38aMGcbcuY8xb94bDBhwKzt27OGLLxaXWhzek+XLl9OrVy9uv/12OnTowF/+8hccDldFcPfu3Vm2bBmffvopnTp1Yvbs2bzwwgtMmDDBffySJUu4++67eeyxx2jbti2jRo3il19+oVmzyi1oX5YGDRrw3XffkZycTI8ePXjssceYPXs2990n66/VdvpAG+lKJAD7In03leuBAwfYv39/idFHNeHT+64g8YlrCA80su9ULp9sSSn/oGqiFhXwdNOfeLrpT+VOn2yz2fjkk09ITExkw4YNNRRh5Vks3qdDvBSapqJpUm1QGYmJWxk7dhpt2w6mQYMufPPN//wdUgnTp0+na9euJCcns3TpUgCeeeYZOnTowM6dO91p3qSnpzNs2DCaNGmCyWQiNjaWadOmkZ2dXf3Bi3prw4YN3HDDDTRp4pq6bsWKFf4OqQRP5cZTmjdSboSoe6T7dh2xbt069/uGDRvywQcfeM37z3/+0+u+p59+2t2wURlxcXGlKtkHDRrEli1bPOZv3769u4flxRo3blximq765uKfk3LxBOxeFObmcOCXn4jv5X1dl92+nMJL0+ASp4mraaZzc7rrPSxoasvP48sXnwfgsc/Kb3gSoiaoigFnYQicW+qgibmBfwMStZ7REg41W28pPLjvvtu5777bK31cWFgY7733ntf9Y8aMYcyYMV73GwwGnn/+eZ5//nmP+0NDQ0t9v/CUVp4uXbqwcaNMdVnXZDmLF0yPS0/z2Xmvv/56NE0jIKBmRxCY9DpiQi28+qdu3PXez+7+RqofvpcqmhP9sc3nNsrOazQaue6660hMTKRPH9+N+KntevV2PbcZjYXl5BTn5ecX0KlTW8aNG824cY+W3FnGv/OcnBxsNhsBAQFe18sKNgaTkZeBSed9zczyHDx4kMmTJ5cYRXX48GH3DBaBgYFlHq+qKjfddBNz584lMjKSAwcOMHXqVM6ePVtvptwWNS8vL4+EhAQmTpzIzTff7O9wSvFUbjyleSPlRoi6R7qMCOED6cdS+PKl53ll7EjSL5qOK+tUqvu9NT+/zPN89fe5Fb5mmz79KxckdXeaK73+3CgqDz0hL6wwqkujZ0T9Zi0ysM5cXKFy9ajKV8KKy4s+UKY9qa1USjfYC1GTkiMj3e+tWtmjISqja9eudOvWDZPp0itfq2JA6wjmj+7M+sev4vCL1zNjaNuaD8Jggdv+7Xqp5X9P7tSpE5MmTSpRoZ2T4991WS5WVJTn0/OZTAWYTAUoinzPrqhrrx3IM888yA03DC61TymjCsZqtZKdnc1TTz1FbGwsJpOJ+Ph43n33XXeejRs3cv311xMTE0N0dDRPPPEERUXFa+c5nU7mz59PixYtsFgsJCQk8PnnrvUhDx8+jKIopKenM3HiRBRFYenSpSiKwtmzZ5k+fTpBQUHl9phv2LAhDzzwAD179qR58+YMHjyYKVOmSKO8qJLhw4czd+5cRo8eXeljrVYrM2fO9Fpu1q9fT+/evTGZTD4tNxenlUXKjRB1jzSaCADmzZtHUFCQx9fw4cP9HV6t9/OXyzj0q+fpoS5Mz8s8W+Z5ImKbl7m/UVzL4o1L6I2Xlnyw+HC1asV/+5qVfDL7LxRWYR5su82Ko6j8BbKLbDYatWhFbMcupfblZ2UWb0ijiaglAkxBRFLcG1hfNwZ1CT86lrnU3yEIL5YtW+n1O1LHjh39HZ7b8OHDvcY5b948f4cnqiDQWtzpxmKv+739/7FmH49+lsQfx7P4U+9mNA8vu1d7dXKg8t0xM98dM2N3VGydEvWC79B79uzh1VdfZfv27dUVYqVl5/zu7xCqlbOgEGdBYcmOU/YiV5rN7jnvBWvQaEXn8lptFcpbk0JCQpgxYwaff/45r732Grt37+att94i6Nyo++PHjzN69GgSEhJYt24dixcv5t1332Xu3OKOd/Pnz+eDDz7gzTffZOfOnTz66KOMGzeO9evXExsby8mTJwkJCWHhwoWcPHmSW2+91Z32yiuvcPz4ccaOHVupuE+cOMEXX3zBoEGDfPrzEL7lzM/HmZ9fsuzYbK50m81z3gvLg93uSrdaK5S3Jt1999188sknXsvNiBEj6NWrF9u3b/d5uTmfJuVGiPqnbnY7Fz43efJkbrvtNo/7vA0NFsUuXqjvUjVoHEV+dhaZqSdo0qZ9qf2NWrS68KJlnqsgJxuD2YL+3Fo3AH+s+94ncQJ8/45rnZyfVyxj0LiJlT7eXljIa+NvISSyMZMWvVtqf0FONoqqYg4MIistlbTkg4Q3LXtudw3NL4uICnGxgIYRtHnnDP1CP0Ov6FFb3QOhDf0dlqjFAkJakF3wGw3MvYkKuBVbfhpoKkZTOAZTA1STEVtuOrbCM5hMjVAMBqzW0xQVZGExN8XcsCm2gjNYc9NwUIBeb8EcGIvREoZqNOGwFVCYewJHYS6oKgZzKAo6CvNOYM1PxRzYBHNwExRNh2LUY7REYM/LwFpwGkXTo5gUVMWM4tRRmH8Cm/U0OoJRjQacTis4NDRTKHm6cEz6GEw6FdBQVNc9SHPa0DQnoKIoCk6HDQ0nqmpEUQ1oDjsoGoqqR0GHphW58ivKuUVzFTScaM5zC0Yr6rl7r+s6oHNNh6koqKoBTXPiLLK69qk6FEV3blpK0Bx2NGcRoLi2NQ1F1aHqjK5fhgZoTjRA1ekZM6YJV151vcffm+GCe6y/vfPOOxQUFHjcFxYWVsPRCF8ac2wVYfnZnAoIpOnZTJ+d99SpU2iaRkREBPoaHI28bm8a249lcX3naDrF+Hf6SqfTyaZNmwAuqeJq165dFBUVcfToURISyl7H0B/ahy/EbsvAbs3GaAxHZwjAHBiFzZpOYe5JdGoQxsAGFNnzKMhNwaiLIDA0HqdSQH5mCppWxM6UXBTVRI8u3TCbg9EUG/bCTKxZaaA60RuC0OmDsVnPkJ+TjF4fSkCDOHSqCadahCUwGqfTTmHOSZx2K4pOj94SBHaFz9d9BEouA1v3ITi4ARoOFKceVCeqJYYswjHqojDr9CiKHhSFA717A9B8zdfowsLA6eTsv5eS+eZ7BI++kcin/gI4URQdh4YORissJPb/lmGIjkJR9GR+9hnpr7xK0LAhRM55GkVRQVE5fNNInJmZNPjwDZxxMTjQ0L75kaa3j0dzFJFry0ZDowgoKMpHAXSo6HHN7OY8938NKELDQXHFdH6RgQybkSKcBAd7f1o5fPgwX3zxBWvWrGHIkCEAtGxZ3GnujTfeICYmhr/+9a+oBpW+ffty4sQJZs6cyezZs7Hb7cybN4/vv/+evn37uo//8ccfeeuttxg0aBBRUVEoikKDBg2IiooCIDAwEEVRCAsLo0mTiq+bdPvtt/PVV19RUFDADTfcwDvvvFPhY0XN29u9BwCtNyWiP/e9IP299zi98FVCb72F6Dlz3Hn39R+AVlBAq++/x9g0BoCMjz/m1PwXCRk5kpi/v+zOe2DwEBwZGbT8v68xtW4NQOaXX9LQS/2Sr+3bt49ly5aVWW5iY2NZtGgRiqLQrl07n5abC9MqQsqNEHWHNJpcQNM0ctLPYDRbMJ9rlb5chIWFyQN1Feza+IPXfYpy4YiO0l+SgyMiyTlz2r1/8aQ73fsuXqOjQWRj9/t9mzfCI54Xg885e4Z/PTCBhtExTFz4FmeOHkHV6YmIbcaR338r/wOVochuL9EQo17iiJVThw4AkH36FNvXrKJ1774ENAgFXCNQ3vjzHQBM/+Rrd2+Y8z89TdNY+c+/k3pwH4PG3Vt8UhloImqJwrwzmIYc52XlIQCyVn7G7MlP+jkqUZvlZP4BQFbhFrIKL1gvzOoh88UdzXPPvS5W1kDAi9ec9HaO8lwQn2prQmiDZ7EW6dDOr+flKOd457kXuP6GV6yjt+e/996uVVYM2gV5POUrAkUH8fGdKxiY/8TExPg7BFFNfg/txos97gGgk20HU3103nfffRebzcZDDz1Uo88B54tdbVhaT9Wc9O3YHNDQXUJAo0aNonnz5nTt2tXnsfnC7vRHijfOdyTPuCjThbN52YHUkru37rkTUFGC/4zJ5LlhtgQHUMGld9q0c/3/FJs5ddGsYmqB655ic+jAUfp3Y3WmoXO4bohOXKOxHM5crM4TF+Ry/WuzOdI43wm+yJnpyqsVYtPSLrifuG4CJl0BBqPr5panFpJvdY3U15175NEDZmPFPt95AXo7DY2uX4CmOVwNQB4kJSWh0+m8NuDt3r2bHr17uDofaK4P1L9/f3Jzczl27Bg5OTnk5+dz7bXXljjOZrPRrVu3ygVdAf/4xz949tln2bdvH08++STTp0/njTfe8Pl1hChLRcpN3759S3R0lXIjhKgIaTS5QH5WBvlZmeRnZRIV1Nrf4Yh6om2/ge73Jg8Lbca07cCeM64F3g9u/anMc4U0akxk8xacPpJcZr5D21wVbhknj2MryOf9Ga7H67iuPdx5HEV2dPrixo8zKYdZuegV+t16p9fF6L/71z/Zsfa/THhlMVHxbUg9sI9oDyNiKuv7d17n9+9Xc9dLrwKQm36mOE6Hg5yzru1dG39g+LTHyD59ij2Jrp/ZhevAyJomorawa7byMwkhhBCVpGq+a2kICgrCZrP5bMR0ZdWGRhOdZmPozkdcG6PuqPTxqqrSo0fx92tN0/jxxx/p0qULDRr4dxSNrzRufAgAVS2vFbxmRK//AADFXLwWT9BdNxJ4+wgUXck1f6L++7Yrr6m4lSPw1qEEjBpcaqrixl+9XipvwMirfBp7Wex2OzpdxdYssqk29LrSVTm556ZN/vbbb0s1pFdk7aKCggJsNhtGY8VahaKiooiKiqJdu3aEhYUxcOBAnnnmGaKjoyt0vKhZbX/dBoBywUwi4RMnEnb33XDRaMM2iT+68pqL13VreMcdhN56K1z07zR+7fel8oZewrokl6qqM6NUtdxUlpQbIeoOaTS5gDW/Aj1nhKikCxeCtwSHENWqNakH97vTQiIiPR3m0b7NG0s0mKz51yJiO3amXf+SvSrshcXdkPOzi7sTH07a5n5/cfvC/y18ibPHj/LV3+eWGuFy3o61/wXgl6+Xn5suxcOJKkot+aScdrh4vZWLn6Iv/BlmpaXyw/vehrBKo4moHbLPppPsaAN6MGhWmtHI3yGJWi7fesjfIQghaqnd5uKKlLaHj/rsvA899JDPzlUZtaqPi6JCRJtz76veivPLL7+wdu1atmzZwrRp06qlwq2mtWm72d8hlKBazKXSFIMexVC6asNjXr0excN0dN7y+pxT87iybF5eHk2bNsXpdLJ+/Xr3NEMXat++Pcs+X0auLpcQYwgAiYmJBAcH07RpUxo2bIjJZCIlJaXS081pmkZhYSFFRUUVbjQp8bHODeWxWj0NkRW1geqhA6diNKJ4+H17zGswoHiYltRb3prSuXPncsvN8uXLXdOxnvs776tyU1VSboSo3aTR5AL+6mUl6jano+xeVycP7CX9WAo/ffEZna6+lqvG38ensx8ntLHrATjhuhFsW/kVjjIWSzu2+w+O/P4bpoCSC2X+vnY1v//vv7TrP4jDv//Guvff5rr7HyL9ePEDtcHLw5qmlZwD5cKGlvJpnmYaKxnznp189+ZrDJ74AM27dC21/8KpxgA6Xe0aDns65TDZp0+501VV5dCvv7i3f3j/Ha8jcqq6uL0QvqJoTpJ1zQGwKyaKFPm3KcrmmiVdCCFKswUW96LNDqr7aw1qnJ921f/PXpohAOcDP6EoiutVxfO1bt2ayMhIunfvXi8aTMSlyc3N59ChFPf2kSPH+f33PTRs2ID2bdt5PEan09GiRQvuvPNOJk6cyGuvvUZCQgJHjhwhLS2N2267jSlTprBw4ULmPTGPPz/wZ347/hvPPvss06dPR1VVgoODmTFjBo8++ihOp5MBAwaQlZVFYmIiISEhjB8/3iefb+XKlZw6dYpevXoRFBTEzp07efzxx+nfvz9xcXE+uYa4/OTm5nLgwAH3dnJyMklJSYSFhdGsmfe1TePi4hg/fny55ebBBx9k2rRp7N27V8qNEKJCpNHkAtJmIirL6XTwy9fLy823fN6z5KSfdk8pBZB56iQAf/ywxmuDiaOoCFVV+ey5J7yeW1Vdw2O/mP8smtPJJ8/MKLH/u7de83hckc2Goqju9Ul6XH8T6z54h/YDrvJ6rSZtO3Bi7y6ad+nGzvVrAUjZud3jdF7/eWEWToeDz//6tMeRKwazmR4jR7Ptmy+B4kbLb86NeDkvLflgieNCIr2PzDn/sxDC31SdnusO7yAgLo9WOacI0BqXf5AQQgjhQYfU7VzbAoqceuJTT5V/QC3nHmlSC569bDYb8+fPB+Cpp57CUMXe0Q0bNuS+++5Df8EIBZvNhsFgkA56l5HfftvJyJHF6y7OmuVaNPuOO27k3+9f7fGY4OBggoODefvtt5k1axZTpkwhPT2dZs2aMWvWLMC1dtVnKz7jyZlPMrz/cMLCwrj33nt5+umn3eeZM2cOkZGRzJ8/n0OHDhEaGkr37t3d5/AFi8XC22+/zaOPPorVaiU2Npabb76ZJ57w/swqRHm2bt3K1VcXl4/p06cDMH78eJYuXVrmsYsXLy6z3KxcuZLHH3+chIQEKTdCiAqTRpMLFJXR018IT35b9X/8+OkH5ebLST/tdd+FC8UbzBbshcXTxL16181ozrJXxVUUSE7a5jXfhaM0LvTGvbdjMFuYtuTTEo0NyUnbSgxdvdCJvbsAWPnPv7vTolq18Xj+htExpB9LISgs3ON+c2AQV911L5agYH789IPiB+iL5mz46KnpJbaTVn/r8XyuQzV2/O87GrdoReOW8V7zCVHdAsw6GpiySVJ6sjPYRrvDP/g7JFHLhag9yXZu9XcYQohaSGdtyB46cFTXnOCY1T4774oVK7DZbAwbNoyQkBCfnbeiakMTQnWsh3dhw4vD4eCTTz4hMDCQm266qcqNMhVhNjXx6fk2b7oNTVPo2esrjMbKjEy/fA0c2IusrN8v6Viz2cyCBQtYsGCBx/1X9LmC/37zX5yqk6ZRTUvtVxSFhx9+mIcfftjrNTIzM0ulHTp0qMJTBF199dVs2rSpQnmFqKirrrrqkv8ml1duBg0axJYtW7wef6nlxlOaN1JuhKh7ZL6QC5Q3zZIQF8vLzKjyOTb95yP3+wsbTIByG0zANRpl9Rv/cG/rDRWfg9ZeWHDBtFyuR9fC3ByObP+1VF5vi89bgkPIy8zg/xa+RMofxQ8HrXr0BqBt3wEej8s5e4b/zHnK3ej0xw/fAXD2xLEyY754WrGuQ0e6oldUDm7bwpp//ZMPn3ykzHMIUd00TSM9Oh8Au2Ikw1h+WRaXtzDdVf4OQdRyK1asID4+Hp1OxyOPPOI1TdQ/alARRxXXlI+HGpauJL1Ue/bsYdeuXdhsNp+dsyI+ue8KfnvmWvq1iqjR63piUhz8Je4P/hL3B3p8/yx47Ngxjhw5wr59+8jIqPpzQ0UEBDT36fmKiow4HJVf40IIIYQQoi6TRpMLyJDpivvPf/5Du3btMJvNdO7cmZUrV/o7JL8IrsQi7tUpPyvT/b7lucaKyjq47Wf3e7uHXkZnUg6X2DYHu3okKsDadxezb/NG/jNnFqkH9/P5X58hzUsjy3m2/AJS/th+SbFeKLRxFOBqTDl9WBZSFrWDouigIMi93cgY7MdoRF1gNIf5OwQBvP32p3TuPIxGjXpyzTV3sG3bDn+H5Hb//fdzyy23cPToUebMmeM1zZvCwkImTJhA586d0ev1jBo1qgaiFr6Q4yi+n7Q4m+az8w4ZMoThw4cTGBhYfmYfCjEbaBhoxKj3/6OogpOAw2sIOLwGBd+POmnevDl33XUXt9xyC40aNfL5+WtCz15f0bPXCgwGWai4qjZt2kZIaEOCgoJKvQIDA8nJySn3HAEG16LbJn31rZkzefJkjzEGBQUxefLkaruuEJ5s3LjR67/HoKCg8k9QQ6TcCFH/yPRcF9DpDKhOHVTDF+b6ZNOmTdx+++3Mnz+fkSNH8vHHHzNq1Ch+/fVXOnXq5O/walYVh/SnHztafqZK2vfTj6XSFEUtNULjYnEJ3Tm60zVSRPNQBsJjS/ZaK8zJBiDzVCrZZ4of4D9++rESI2RsBSVHz5yXn1Wyt12bvgPLjM+bdR+8437f4FwDihD+5nBa+J+lr3v72pvv9GM0oi4wBIdC+XUlohotX76aWbNe5h//eIaePTvzxhsfMnr0ZH7b9h1+mLmohNzcXNLS0hg6dChNmjTxmlYWh8OBxWLhoYceYvny8tdjE7XHwQsq221O363f1rNnT5+dq87Sm2H0v1zv1eqZOqtFixYlttPT0zlz5gxt27atlus5HL6dQstikZuTr3Tr1pHftv2KoivZYJidnU1BQUGFpiZSzs0OoFTjBHcvvPACM2bM8LjPH1P5ictbz549SUpK8ncY5ZJyI0T94//uPbWIyWQh2NCQAH3t+4N21VVX8eCDD/LII4/QsGFDGjduzNtvv01eXh733HMPwcHBxMfHs2rVKgAyMjK48847iYyMxGKx0Lp1a5YsWeI+39GjR7ntttsIDQ0lLCyMm266icOHD1colldffZVhw4bx+OOP0759e+bMmUP37t1ZtGhRdXz0Wi0j9USVjl//4bsVyhfQILRK11FU70Vd1bkevgvONYIAHhuDVC/nSDtyiKj44oe+0MbRJfbv+N93FYuxQrnKZjC6elxFNovzwdmEuHQmvZkGZLq3fVfFJeqro2f/5e8QLnuvv/4B48ePYdy4UbRr14qFC58hIMDCvz/8otxjMzMzuf/++2ncuDFms5lOnTrxzTffuPcvX76cjh07YjKZiIuL45VXXilxvNVqZcaMGcTExBAYGEifPn1Yt24dAOvWrSM42DVa7ZprrkFRFK9pZQkMDGTx4sVMmjSJqCjpZFCXBNiLK8FNjpqdSqs6/HPtfmZ9uYMDaf6vjLc5NNZlNGZdRmOcSvU/GhcUFPDxxx/zySef8Pvvl7bmRXmysn8rc7/TqXD2bBPsdplyq6ZZLGbi4+NLvRISEujRowcWi8VvsYWEhBAREYHJZKJRo0Ye44yPj6+zI6ZE3WWxWLz+e4yPrz3rmEq5EaL+kZEm59ny0CsOsOejooEtr3ifogODuURerxQVDJay8xovbQj8+++/z1/+8he2bNnCZ599xgMPPMCXX37J6NGjmTVrFv/4xz+46667SElJ4ZlnnmHXrl2sWrWKiIgIDhw4QMG5Hv92u52hQ4fSt29fNm7ciF6vZ+7cuQwbNozff/8do7HsL9CbN29m+vSSi3MPHTqUFStWXNLnqstO7N1dpePTj6V43Tdo3ETWf/geAM4KrG1SFlVVcXqYpvmxz1wVOr+u+pqt/1dcKXT4999oc8VFa5GUMX1dVMt4tgMtu/eiQeMoMk4ed++L8NKAcXG7zN7NGzlz9EiZn6M8+dmZrlBVqaIW/hUU3ogGb2bzgGUZ8U0aEdB+rL9DErVcYGg82alJRIXdTEz43RQV5qAoCnpDEKrBjKLT4bDmU2TLRW8MQtHpKbLl4LAVYjCGYggMxWHPo6gwB6fTjqozYDCHojNaUHQGNIedosJsHDYrigo6YwCgYi/MoqgwG70lFIMlBAUVRaegMwbhsBZQZMtB0XRgUFAVPTgVimxZFNnyUBUTil6P5iwCp0aRoud0gQGLsRkmk6vHtqLqQNPQrLmgOc/dSxTXMWgoqh5Fp0dTjYAGig7Fnu/qbatpxfceBdd5AAxmFEV1Jdry3btRFFAU1+hKYwCao8i1T1Fc38/O0ZwONM3pbqzXALu9iKSk3cx6YjaBljbnblIaQwZfx9Zte8r83TmdToYPH05OTg4ffvghrVq1YteuXejOdUrYtm0bt912G8899xxjx45l06ZNTJkyhfDwcCZMmADAtGnT2LVrF59++ilNmjThyy+/ZNiwYezYsYN+/fqxd+9e2rZty/Lly+nXrx9hYWEe00T9dNeJ/9D29CH2mpsRle+7dTEyMjJwOp00aNAAvb7mHgu/3XGSPak5jOgUTXwj/05fabfb3Q2OV155ZbVfz2g0EhcXh91uLzUCxddU1UL3+GU47fk47IWo+kD2Hj5Eeo6DnX/s4uorOmHNzebXXX+gqk70ehsOhx673YyiOtDr7ICG3W5C01TX319NJapRJJnZp2nVLIY+CT0wGC1YzCGknT6KvTCDkKAIgkIbo6h6NBwYTCFompOiwmzsdisOnBjMgeidOt76eDGaVsiYwTfRoEEDV+CaCooTTRdEak4RZmMsZpOx+O8+TrTzDzaKCpoTTXOAoqKq+nP3D6drn6Kcu304z91TVFJyUlDOjdNQUQg0BtHA1MB1bkXhVF4qhQ4rGhrnn8B0rrsjGhoONFqEtCA17yRWh5VAnYVwSzjKuf1p+WkUOm1o58bum1UTTYKanDu9DtTSz1Q6nc59zyiP1eGaJs3utF/ivwzPDIbqGWklhBBC1FXSaHLevCZ4nRW09XVw53+Kt1+OB3u+57zNB8A93xZvL+wM+ekl8zyXdUkhJiQk8PTTTwPw5JNP8uKLLxIREcGkSZMAmD17NosXL+b3338nJSWFbt26uYfdx8XFuc/z2Wef4XQ6eeedd9zruCxZsoTQ0FDWrVvHddddV2YcqampNG7cuERa48aNSU1NvaTPVbdVbXxEWEws2ac9z019vsEEvI/y8ESn1+MoKiqRVmQvu1fiD0tL9nDesfa/BIdH0HfM7e60nPQzHo9VdXp3pZbmdJaa3S6sScUXLC2rEakivn/nDQDSDh+s0nmEqKqCvNPED9/LYuUhAKasWMrsyU/6OSpRm2VnuHocp579gtSz5Y9sqI1UtQmhDZ6lwKbhuOj+GLJggJejwN6iLwWjX3ZvB782BKXI8/QyRU27kn9b8cjWoMUjUQsyS+XLnl56qsqynDyZhsPhICTUSl7BPnd6wzA9u3aXvUbX999/z5YtW9i9ezdt2rQBoGXLlu79CxYsYPDgwTzzzDMAtGnThl27dvHyyy8zYcIEUlJSWLJkCSkpKe5ptmbMmMHq1atZsmQJ8+bNc/dQDAsLc48S8ZQm6qefg/vzeM+pAHSy7WCqj877r3/9i4KCAqZOnUpkZM2t03e+40xtWE5Sr1Pp2f7cFLRVnHa3InQ6HSNHjiQvL6/EXPxOp7NS3/crwuksYOu+G0qlp6Z3Azqx9+h/aNVqK716Q8bZaIocBsLDj6KqxT8HTYMfN94FQJ8rlmE0llzXZPdxSssFKvhY2LWb6/+HMlbCRe2B5+8phTYNpw+noooo1T/QSr61+Hk9WOd6lSW/cD8hOs4NJbZTYCsesR+sh5JNgUXkFe53bwUFtUdRLr0apsjpes5zeOoRJ4QQQgifkem56pAuXbq43+t0OsLDw+ncubM77XxDRlpaGg888ACffvopXbt25S9/+QubNm1y59u+fTsHDhwgODjYvTBVWFgYhYWFHDwolc2VEdiwYZWOz0o7VaF8Fy70Xp6LG0zKknHyOJrTSVR8m1L79m0uWeHkbW2SqJbxrt7QRhNHdiSxY+1/S+zXLholk3b4EPnZWcjaQaI+c2i+7f0nhKi9kpKSaNq0qbvB5GK7d++mf//+JdL69+/P/v37cTgc7NixA4fDQZs2bUosGrp+/Xr5XiZcLvjKpGq+qzw2mUyYTNW3mHR5akGbCSbFwcjdjzBy9yOozpqZ+kxRlBINJocPH2bx4sWcOeO5g5KvxTbbQZ8+n9O8+XbA1TBy+HA39uwexMmTpddZiYg4TETEYVS1aiPfhWc2m43c3Fxstor9+1NVFbtiR9P59lmqoKCAnJwc7Hb5DiuEEEKAjDQpNusEORnp5GdkAtAorkXxOhDKRV1NHj/g/TwXz4X7yA6fhXjxkFlFUUqknR81cn6aiCNHjrBy5UrWrFnD4MGDmTp1Kn//+9/Jzc2lR48efPTRR6WuUZFeZlFRUZw6VbKy/9SpU5dlL8f2/QdxaNuWSz7empdb5v7wps2qPPqidZ9+7P95k8d97z1yP2FNmtKyR29SD+wrse/M0SNkpZ2iQSNXY1yol0XW/1i3huN7drm3nY6SvZ5SD+4v8f6jWY+iqCq3PDXnkj6PEHVBVsYZUhytQA86rYgYR7i/QxK1XL71sL9DqFbZD67xvvOi7045D/xfGWcqmTf3z//xkq9ywsMbotPpSEsrOTr49Ol0GjeOKPPYqs5Bn5ubi06nY9u2baWmZ7mwYlVcvvYZi0d4tzly1GfnfeSRR3x2rsrQalPHGUWBkIqPivY1TdP473//y+nTp0lMTOSmm26q9mvq9UWgL+5kpWkKDRuewG43ERlZPLIuNyeM/IIQ2rZLlAYTX7poRFNhYSG5ublYLJZyp8kG0Bl05BpyCTRc2pTf3uTl5WGz2dDpdDJVlxBCCIGMNClmDESnCyE0KI6ggBg0Y6Br7RFjYMn1TM7l9foyWMrPW0MiIyMZP348H374IQsXLuRf/3JNwdS9e3f279/vcaEq91yyZejbty9r164tkbZmzRr69u1bLZ+jNitrgfWKKG8EybAHHmHYlEerdI3yRp6cPXHM6753HryXT5+dSfJvW73mubDBxJOc9NPu90d+dy1MqTmdRMQ293rM4HunlHnOitBqYIoFIbxRHBoHdK7peRyKHk0vD5+ibBp1f3HnMhks3l96U8XzGiqYt5KMRgNdu7Zn/fqf3WlOp5P163+mV6+EMo/t0qULx44dY9++fR73t2/fnsTExBJpiYmJtGnTBp1OR7du3XA4HKSlpZX6XnY5dkgRpRUEB7jf5wT6b6FoX3F/RasNQ02MgTB9p+t1CX87qkpRFO6880569OjB8OHDfXPSSn4HVlWNuBZJ9Or9ZYnpt44d68DePQNJPtTDN3EJl4t+PXq93u+jvoQQQghRmjSaXEBnV1FQMKhGcNbtCtfZs2fz1VdfceDAAXbu3Mk333xD+/btAbjzzjuJiIjgpptuYuPGjSQnJ7Nu3Toeeughjh3zXoF+3sMPP8zq1at55ZVX2LNnD8899xxbt25l2rRp1f2xah2lmidjVlS1yg0zFRkJk3s23eu+43t28sWLz1Uphq3ffMnZE8dp3DLenaY3Gkm41vPD4dp333C//9Pzf7u0i0qjifAjVa9jyLE/aKXtY2TBaiyazDstRG03derdvP/+cj7++Cv27j3Eo4/OJS+vgHHjRpV53KBBg7jyyisZM2YMa9asITk5mVWrVrF69WoAHnvsMdauXcucOXPYt28f77//PosWLWLGjBmAa42TO++8k7vvvpsvvviC5ORktmzZwvz58/n222/LunSl7dq1i6SkJM6ePUtWVhZJSUkkJSX59BrC99qf+oN+2gb6aInEpZ30dzhVVtxm4v9Wk9zcXF544QXmzp3rtxiCgoK44YYbSowy2LdvH07npY3uyMv3svbmORkZURw92pGszEYl0i9+rAkMzMBkyqNRY5kmsDoFBAQQHh5OQEBA+ZkvUJURW4mJiXTu3BmDwcCoUaMA+Pnnnxk8eDANGjRwpwkhinkqN57ShBD1h0zPdQGn5kTnWs0N26kczDGh/g2oCoxGI08++SSHDx/GYrEwcOBAPv30U8D1xWzDhg3MnDmTm2++mZycHGJiYhg8eDAhISHlnrtfv358/PHHPP3008yaNYvWrVuzYsUKOnXqVN0fq9bZ8UMZ0434wIdPPlKt5z9vT+L6Mve37TvQ64L1FbH+3++SfSYNc6BrmpHQxtEYLQFExMaVe+ynz/7lkq6podWCR3FxuQow6wknhxPEcNYcTrdC76O1hAAIVhPIcW73dxiXtTFjhpGensG8eW9w6tQZOnduyxdfLKZRo/Kn11u+fDkzZszg9ttvJy8vj/j4eF588UXANcJ32bJlzJ49mzlz5hAdHc0LL7zAhAkT3McvWbKEuXPn8thjj3H8+HEiIiK44oorGDlypE8/44gRIzhy5Ih7u1s31yrMMjqzdjMUNiCdCPYqHYhulOWz865atQqr1crVV19dodHmvlYbFoLXNA2n01mrykBSUhIrVqygdevW/OlPfyo1bZ83mqaxb98+vvtuHR06es939mxTThxvT2zsDhqEev9+H9tsJ01jdyHrEFZeYuJWXnttKUlJu0lNPc1HHy1k5MhrfHLuIlsRobZQNIcGl1hsp0+fTteuXVm1apV7GsjZs2fToUMHvv766wpN2X1eeno6CQkJHD9+nIyMDEJDQy8tKHHZ27BhAy+//DLbtm3j5MmTfPnll7WqIcJTufGUVhFSboSoG6TR5AJWrYAAXH/oVK1iX05ryrp160qlHT58uFTa+S/8o0aN4umnn/Z6vqioKN5///1LjufWW2/l1ltvveTj64vwmKYcTtrm7zCqrM/osfz85Wde92tAUVHVFgX8bVXxHPUaGq+M9W1F0MU0pyZj6YTfaJrG6aa5FCiBFBBIuknmAhdlC9ddK40mtcB9993OfffdXunjwsLCeO+990qlFzmLSMtPY9ToUYwZM8br8QaDgeeff57nn3/e4/7Q0NBSlbqe0srj6bujqP2UoCL2Kh0AOBDZzGfn/eOPP8jLy6Nv37412mjy8Z/7YHdqhAeWv35DdQs06ni0VbKrWaDIWnq6QD8wGAzo9XqioqIq3GBy4sQJ/vvf/55rFC37ET84+AyNGx8gKOhsuedVFGkwuRT5+QV06tSWceNGM26c96mWnU4niqJUevYCBaVKDX0HDx5k8uTJNG1avJ7P4cOHGTduHDExMZUa9XLvvffSpUsXjh8/fsnxCAGudXUSEhKYOHEiN998s7/DKcVTufGUVhFSboSoG6RK8QJOnOTYM8i2n+WsNdXf4Yg6oDA3z98h+ER539P3bd7I5v987LPrZZ2qifIlD3nCfxR0qPnFa1hF6GtuPStRNxlMNd/LW1Qvh9PBkewjZBRmcCjrELm2XIqcZa8zJoQnuY7i3qvNz54uI2flXHnllQwZMqRSvWMvVW5uLp999hnZ2dk0CjETE2rBbPB/JzVV0WhwcAWhB1eAs3ZMpdmxY0cmT57M1VdfXeFjMjIyOHLkCHq9ngEDBpSZt1Gjw7Rpu5mIyJSqhiq8uPbagTzzzIPccMNgD3uLH7wKCgo4efIkmZmZ7jSr1crMmTOJjY3FZDIRHx/Pu+++696/dfNWrr/+elo1b0V0dDRPPPEERResYel0Opk/fz4tWrTAYrGQkJDA559/DrgaRhRFIT09nYkTJ6IoCkuXLkVRFM6ePcv06dMJDAxk6dKlFfqcixcvJjMz0z3dpBBVMXz4cObOncvo0aMrfWx55Wb9+vX07t0bk8nk03JzcVpFSLkRou6QkSYXUJTz1ayXd2VrWQ9Oq1atYuDAgTUYTe22c/33/g7BNyrQuynjZN3qBaGq/n8QF5cvh9PC9wH93NtDb7nLj9GIusDcIApy/R2F8OQ/y77j4Uf6etzXvHlzdu7cWSrdqTlJyUmhsKgQnaqjyFnEkewjxAbHEmIqfyrUSzF8+HA2btzocd+sWbOYNWtWtVxXVL8DjYrXnihy+K7PW58+fXx2rvJ8/fXX7Nu3j4KCghJT0/mdzggj/3HuvcG/sVwgIiICAIfDgd1uR1GUUguFZ2dnu6dW7tChA9dddx0dO3YkONjCD+tqOuKaY7e5ntX1huL1JR1FGk4nqCro9ErpvHpQVFe606HhcICqgM5Qfl5V59t55BSluAyfr7RVL1jD8u6772bz5s289tprJCQkkJyczJkzZwA4fvw4N4++mVtvvZXXX3+dtLQ0Jk2ahNls5rnnngNg/vz5fPjhh7z55pu0bt2aDRs2MG7cOCIjIxkwYAAnT56kbdu2vPDCC4wdO5bg4GCGDRtGmzZtmDFjBuPGjSM6Orrcz7Fr1y5eeOEFfv75Zw4dOuTDn5CoLnarq2FYb1QvKDtO179zVUFnUEvnNaju8uBwOHEWaSgq6C9o9PaWV6eruT7a5ZWbESNGMGHCBD744AP27Nnjs3JzYVpFRmxKuRGibpFGkwuYlUB05/74X84jTcpaEDQmJqbmAhE1QlFU/vjfdzV6zci4lpw+XH1fEiKbxaGoMpBO+I9RZyKA4pFo8q9RlOdw+j/9HYLw4voR1zLoqps87jMYSleyOjUnx3KOkW/PR1VUmoc052TeSQrsBdUa5zvvvENBgedrhIWFVeu1RfUyOoqnSDXU0dFKw4YN49SpU4SGhvL3j1ZR0KA54/vG0Sy8cotf+1pugZV1qY0IDw+nby1qNDnvyJEjfPDBBzRq1IgpU6YArh7Vq1atYt++fUydOpXAwEAURaFfP1dnjbMZm/0ZcrX79GlXReits8MxB7kqaHetzyfpv/nE9zbT95Zgd97/PH8Ghx1GPxFGUJjrOX/vpgK2/l8ecV1NDLyjuBH7y/npWPM0bpjekNAoVzXJwa2FtO5jqbbPEhIS4v79Aezbt49ly5axZs0ahgwZAkDLli3d+d944w2aNm3KX//6V4xGI/369ePEiRPMnDmT2bNnY7fbmTdvHt9//z19+/Z1H//jjz/y1ltvMWjQIKKiolAUhQYNGhAVFQVAYGAgqqoSHR1N8+bNy50Wzmq1cvvtt/Pyyy/TrFkzqfytI/71sGsd04kvD8AS7Joe8bfvUvj560N06B/N1Xe1d+d97/GNFNmc3DW3LyERrjLwx7rj/Pif/bTu1Zjr7i1eOOmDpzZRmGvnT7N7E97E1QF3z6aTdBxYM3VHFSk3sbGxLFq0CEVRaNeunc/KzcVpZZFyI0TdI40mF1CV4i8HYaby/+jVV/Hx8f4OQdSQhOuup/vwG1ny6P01et3qbDABOJ1yuFrPL0R5QqNj2PNONGaOkzx/RKXnqhaXn+Cw9uSc+J2WLafTIm6qv8O5JIWFhSQnJxMU1AKz2ezvcHwmpBIDQzRN42TuSXJsOSiKQrOQZlj01VfhdiHp2FJ/PZz2AXed+Ipl3EC0csZn583NzcXpdBIYGFjhtTMuVVhYGDfffDNLliwhX7GwrMDJsE5RPmk0cTgcFYo/Ly+P1NRULBYLTZo0AVzTI23duhWDweCuLKtNzn9/OL9+xYkTJ/j88885e/YsiqJw+PBhOnb0vOp7YGBrruizulT66tWr+fXXXxk4cGCtnkHA0z1l55nikX3Bwe3dFb8m02HgEHaMHLW5uqo0D2mOhms6uxN2Fcu59AyH62ea71TceQEURQcUkWpXybGpRAREYDLbOWrLAqBdWDt0lziSPSCgOSEhnUulK4qCXl9cJZOUlIROp2PQoEEez7N792569e6Foiju6R779+9Pbm4ux44dIycnh/z8fK699toSx9lsNrp161ZunAaDoUJl6cknn6R9+/aMGzeu3LxCVLeKlJu+ffuWeB7zZbmpKCk3QtQ90mhyAc2goRRJxZa4fGz/7luG3PtAjV1v9Mxn+fIlz4vc+pqjqAidXv7ECf/IyTrJhOuW86byENHrtjNl7ypmT37S32GJWiwr/TcADh1awKFDC/wczaVR1SaENniW3Fw7Nlv9+j7lqbLLkzMFZ8i0ZgIQGxxLoEHWMxJV973pamb0dzWmdrLtwFddXd58801yc3OZPHlyhXrJVtb+/fsJCgpyT/UTFBRE165d+WpnOnDhyg6Vt2HDBk6cOEH37t358ccfad26NQMGDEBRXAtk7927l4yMDLp37+6e1uqXX35h3bp1JCQkuOfMjwwPp2VsFK2bR+Oe36kWad68OU899RSKorB161ZWrlyJ0+kkJCSEm2++mbi4OK/H5uXtZ+3/WpVKP3ykDzZbG/YfeAWbfUL1BV9Fnu4psUb401zX1GU25x7s2a70VldotOgdcW56LicAzsJkbnvWldc15ZYrPWagmV79zOem53K6rxf1RGjJvEVpNO1UPD1XXu6uS/4s+flHyM7eAUBQUHtU1fMzisVSfiO7U3PFXOQsIteWW2JB+Nxc1zyf3377bamG9Iund6uK//3vf+zYscO95sP5GCIiInjqqad4/vmaed4TlXPfq65GBb2x+O9ct+uakTA4FlUt+Rd54suuBlX9BVN2dboqhg4DmqBc9Gfy7r/2K5W3Xb/yp3jzlYqUm7JIuRFCeCM1ihdw6jTUc1/fCxx5GAku5wgh6j7N6Sw/k4/U5LoojiK7NJoIv3E47eVnEkLUO4GGQPSqnsiASIKNxd8jlSpVD4vL3QV1oqia7/4tqapabSMhT506xbJlywC45557aNKkCeHh4YwaNYp/7P8ByK/S+Y8ePcr+/fvJzMwkNTWVEydOkJCQQEhICIqi8H//93/k5eXRvHlz96iSqKgowsPDS67fWFTA3UdnwlHgyhNgrF0Nnaqqomkaq1ev5pdffgGgbdu23HTTTQQEXNoonebNk2jadBd6vdWXodYYg7H0v1mdXsHT+AhPeVWdgqcBI97yVher1UphYSEmk8k9kqZz5844nU7Wr1/vnmboQu3bt+c/n/8HO3YcioMj2Uf4eu3XBAcH07RpUxo2bIjJZCIlJcVrr/uyFBYWUlRUVGL0iyfLly8vMR3kL7/8wsSJE9m4cSOtWpVuqBO1g8FU+h++Tq+i8/Dr9phXp+JpIJK3vDWlIuVm+fLlaJrmvuclJib6rNxUlJQbIeoeqVG8gMFiRsu1AaB4+NIkxMUeePsjTh06wBfzn/V3KJdswe03Vun40MbRZJ46WaG86z54p0rXqpQLaxiEqGHZmekcL2oBBlA0J9HOhv4OSdRyBdYj/g5B+ECAIYBWoa3Qe+lFLMSlOGAuXgi+TcpRn513+vTpPjvXxYKDg4mNjUXTNBo3buwxT1Xaa3r37k3btm2x2WykpqYSHh7uXhQdoHXr1tjt9hJTDbVr14527dqVPpmldq/5s2HDBneDyTXXXMPAgQOr1NhlNFqButlgUlfk5uZz6FCKe/vIkeP8/vseGjZsQPtz/watVit5eXlomuZuNImLi2P8+PFMnDjRvaD1kSNHSEtL47bbbmPKlCksXLiQl/76En+a+Cd+3/U7C+cvZNzkcZzIO0HjgMbMmDGDRx99FKfTyYABA8jKyiIxMZGQkBDGjx/vNWZN0ygoKMBut5fbaHJxBe/5Bbfbt29PaGjopfzIhCA3N5cDBw64t5OTk0lKSiIsLIxmzZp5Pa6i5ebBBx9k2rRp7N27l2effZbp06ejqirBwcGXXG4qQ8qNEHVPrXyiS05OZuLEiZw6dQqdTsdPP/1EYGD19/rROXWcX1rRqdRc73tRdwWENKBF1x7+DsOvKtpgUtM0aTQRfqQ4NfbqXetDaYqKovPd0G5RPzmlAqvOsjlsODSHe+0SaTARvpZ3wXNQTkDNrJFTVQEBAYwbNw6bzVZqjYTir2iXXvHfunVrAM6ePYvT6aRRo+KGpTNnzjBkyJCSI0q8MQbCzORLjqO6ZWVlYbVaCQkJYcSIEZ4bfUSt89tvOxk58l739qxZLwNwxx038u/3rwZc0/5omobRaCxx7OLFi5k1axZTpkwhPT2dZs2aMWvWLMC1dtXKlSt5/PHHefeddwkLC+OOu+9g0vRJZFmzCDYGM2fOHCIjI5k/fz6HDh0iNDSU7t27u88hLm9OzYlTc6KgXPIaPdVl69atXH311e7t8w3748ePZ+nSpWUeW9Fyk5CQQFhYGPfeey9PP/20+3gpN0IIT2rlU92ECROYO3cuAwcO5OzZsz6dR7Asjhyb+73OWSt/NKKW+WL+syQnbfN3GMIDaTQR/qTqVK45uZOM6DAS7H9g0Rr4OyQhRDVwak6O5hzF5rARGxxLkNFzJW2YOYxgYzAmaUAVl6B12h4SWkThQEfsmTR/h1OmjIwMGjZ0ja5UVdXdgx5ci5gvXbqUPnYdKXSq0kiTs2fPYrfbCQkJYcCAAe70nJwc/v3vf6MoCnfddRfh4eGXfhE/ysnJITg4mNzcXH766ScAioqKcDqdOJ1OsrOzCQu7tBEyGRlR5Oc3ICTkNMHBZ30Ztjhn4MBeZGX9XmYek8nksZ7DbDazYMECFizwvL7ZoEGD2LJlS4m0gqICMq2ZhBhd09M9/PDDPPjQg6gXLz5xTmZmZoltTdM4cOAAdvulTS971VVXybNXHZFekE5afhqhplBigmPKP6AGVeXf0aWUmwudLzcPP/yw1zwXlxtvaRUl5UaI2q92rXQH7Ny5E4PBwMCBroWnwsLCyh0e6iuKvvjHYXKay8gphEtZDSate/er8vkVHyxGGdakaZXPUSfJ9w/hR2azjkbWHAD2GFqTaZVKCVG2QLWDv0MQlyA1L5XCokIURcGoM3rN18DUgAhLBCb9pTearFixgvj4eHQ6HY888ojXNFH/WPJMKDjZRzvOhvtu9P3//vc/vv32W7Kysnxyvr179/Laa6+xceNGrxVBNpsNHQ6gagvBr1ixgsWLF7NrV8nFue12O6qqlmqwqUuOHDnCokWLSExMJCgoiK5duwK4Fw/+5ZdfWLRoERs2bPB4vMkYWeb5T6e14NDB3mRm1txCzcJ3CgsLSU1NJT093Z1m0VuIDox2T9vmcDo4kHmA0/mny6yUPT8l1+nTp90NJtW1zpEQQghR1/i80WTDhg3ccMMNNGnSBEVRWLFiRak8r7/+OnFxcZjNZvr06VOixXf//v0EBQVxww030L17d+bNm+frEL3ShXh/2BXFdu7cyZgxY4iLi0NRFBYuXOjvkGqdcfMX0vumW6p8Hl8s0h7fu2+Vz1EXadJqIvxI0zTS4nI4rTTmmNKMdKPD3yGJWi5SN8LfIQjg7bc/pXPnYTRq1JNrrrmDbdt2eM2bUZhBRmEGAE2DmpbZaOIL999/P7fccgtHjx5lzpw5XtO8WbduHTfddBPR0dEEBgbStWtXPvroo2qNWfiGEgJJSk9siol9jbzP615ZSUlJ/PLLL+Tl5fnkfMnJyWiaRnZ2tseK18jISB588EHuunsC308fRPvoEA9nqZjzc8Gf//95YWFh/PnPf+auu+6q2PTORVZYPsn1shdecjy+cujQIf79739jtVrZu3cvQUFBDB06lBYtWtC8eXMUReH48eM4nU6vny8wML7MawQFpxMReZgAi28ay0TFbdq0jZDQhgQFBXl8VYSmae4RR95kWjOxO+yk5adxJPsIdofnESR5eXlkZGRQVFSEoigEBwdjMpmYPHmy1xgnT558SZ9diEu1ceNGr/8eK1puaoKUGyHqH58P4cjLyyMhIYGJE/+fvfOOj6JaG/AzM9uTTe8h1NB7l46KCoqKomBBsKFYUexesSAX9KLI9VqvhXJtF8WrfhYUFRCDSjNI751ASM/23Zn5/thkkyU9pMI8/vbnzplzZt4Je+aUt93K1VdfXeb8f//7X2bMmMFbb73FwIEDWbBgAZdccgm7du0iLi4On8/HmjVrSE9PJy4ujtGjR9O/f38uuuiiuha1LKXm9oXeXKKx1v89myEOh4O2bdty7bXX8uCDDza2OE2OS+9/BKetkGV/n1mn1+12/kVsXbmixu3WffFpncrRXKgLhZOGRm0RBB16hwmK9jOixOZp7arRcOgNYVC7qBgadcSyZct58sl5vPLKTPr1684bb3zAVVdNY+PGrwg7bW/X6XWSYffn9IqzxFUYlqsYl8+FoioYJEOtcp7YbDYyMzO55JJLSEpKqrCsMtauXUuPHj147LHHiI+P5+uvv2by5MmEh4czduzYGsuk0XA4PZbA91a52ZXUrBnnnXcebre7zjadRo8eTcuWLenQoUO55/V6PdHR0dRFxKyUlBQOHz5Mq1atypwLCQkJUijs3buXU6dOMWhQOYZEigxblvq/X77gzAU7A/bv389HH32Ez+cjNTWVCRMmIEkSZrM5KBHxNddcQ9++fYMSIx89epT8/Hy6dOlSpadAUtJukpJ219tzaFRM795d2bRhA063G5vNhtForJcE0FGmKCRBIsOegd1rZ1/+PpJDk7EarKiqGviNWCwW7HY7FouFkJAQxKIoB7NmzeLhhx8u99phpw+IGhr1TL9+/UhPT29sMapE6zcaGmcfde5pMmbMGGbPns1VV11V7vn58+czdepUbrnlFrp06cJbb72FxWLh/fffB/xJmvr160dKSgpGo5FLL720wV6QqlJimd7UEsGPHDmS++67jwceeIDIyEji4+N55513sNvt3HLLLVitVlJTU/nuu+8AfzzhG2+8kdjYWMxmM+3bt2fhwoWB6x05coQJEyYQERFBVFQUV155JQcPHqyWLP3792fevHlcd911DZZvpjkhAPs3lR8vs/Ow88stFyWJyCrCaPW99MozFe2cQZQkDGZL1RU1NOoL1cL3lmGBwzETbm48WTSaBeaIurMe16gdr7++hClTxjNp0jg6dWrHggUzsVjMfPCfr4Pq+RQfRwqPoKoqVoOVGHMMeXl53HnnncTHx2MymejWrRtff13SbuFHC+nRvQch5hBat27Nyy+/HHRNt9vNww8/THJyMiEhIQwcOJBVq1YBfg8Rq9VvyHPBBRcgCEKFZZXx5JNP8vzzzzN48GDatWvH9OnTGT16NJ9//vkZ/uU06ptdiQmB7z5f3YXOGTx4MOeff36dbuZ06dKlQUIrX3/99Tz22GNVJkbPz89n6dKlfP/99/z1Vzk5JiQ9XPx3/6eevcUq48CBAwGFSfv27bnuuuswGAwBrwJZDvZYbdOmDZLkT+KsKArfffcdn376Kb/++iuK4muMR9CoBmazifbtO9CmTRvatGlDx44dSU1NDXzqCkEQiDBF0Da8LSadCVmROVJwhIzsDLKzswMhu0RRJC4uDqvVGlCYAMTFxQXJVfoTFxdXZ3JqNDzNMfya2Wyu8PdYl/3mTNH6jYbG2UeD5jTxeDxs3LiRUaNGlQggiowaNYrffvsN8G/IZ2Zmkpubi6Io/PLLL3Tu3LnCa7rdbgoKCoI+tcHhdWDPLQhMIASdiFf24vA68MieMnUdXgeKWqJY8Sr+um7ZXWXd2rJ48WJiYmJYt24d9913H3fddRfXXnstgwcPZtOmTVx88cXcdNNNOBwOZs6cyfbt2/nuu+/YsWMHb775JjExMX5ZvV4uueQSrFYra9asCcTLHT16NB6PpwopNKrCZA3jwJ8byj0nV/D3VWSZG2a/VO651P6DaNmtB9EprWjbp3/QOaGC5H7nOkkdOqPT6xtbDI1zGJ1gQF/KbaD5LU80GpoDWeWPAWcLTp+rwo/7tHlWXdStKR6Pl/T0HYwceV6gTBRFRo4cyPr16UF1s53ZeBUvBslAcmgyqqoyZswY0tLS+OCDD9i+fTsvvPBCYENz48aN3HvLvYy5agxrN67l2WefZebMmSxatChwzXvvvZfffvuNTz75hL/++otrr72W0aNHs2fPHgYPHsyuXbsAWLZsGRkZGRWW1ZT8/PxaJ5PWaDj0asmGuaQ2rXCPf/zxB19//XW1Ekg7HA7++OMPXvlkOS//sIsT+fUfDissLIwRI0bQpk0bunQpJ3eUpIfB9/o/UuPMHQ8fPsyHH34Y5GFSrHjKyspi1qxZvPRSxWOEoiikpqYGwu7l5a9vKNE1aklYWFggVGJ9YtQZaRPWhkgxkjBPGKpbxePxBK35m+MmuoaGhoaGRkPQMBnWi8jKykKWZeLj44PK4+Pj2blzp18gnY45c+YwfPhwVFXl4osvrjRkwNy5c3nuuefOWLaBHw0E4Mdh3xBpiMRKBAu3LeRff/6L8e3H8+zgZwN1Ry4didPnZPn45SSHJgPwyc5P+Mf6f3Bpm0t5cfiLgbqjl40m153L/674H6mRZ6YF79mzJ0899RQATzzxBC+88AIxMTFMnToVgKeffpo333yTv/76i8OHD9O7d2/69esHQOvWrQPX+e9//4uiKLz77ruBSdLChQuJiIhg1apVXHzxxWck57lOTIuKrYU7DR3B7j/SypQLgogpJJRbF7zNJ888hiM/L3Duyof/VuH19CYTHqcjcHzxtPtp27s/Hzz5ILbsrArbne0c3bEV2edF0mmKE40SXnjhBZ544gmmT59e77mYIhKS2PdONCaOsW/OpUiitiDVqBxrdFcKj2+lbdsZtGl9T2OLUytcLhcHDhwgNLRNmQTMQxZ3r7DdsORhvDHqjcDxqA8H4PQ5y63bL74fC0eXeM6O/WQ4ue7cMvW2TKk4Fwn2LH8eg7AkKJoHHT9+HFmW0cckccQjkhyaTIQpghYtOrF63+qg5nGWOARBIMwQhiRK/PDDD6xbt44dO3YEwhK1bds2UH/+/PkMHjGYaQ9No4W1BX279WX79u3MmzePm2++mcOHD7Nw4UIOHz4cCLP18MMPs3z5chYuXMicOXMCFopRUVEkJPi9DsorqwlLly5l/fr1vP322zVue67TkOMJwIMnFnLL0c/4mHHECzl1dl23242qquj1+oCSryYUFhbyww8/IMsyKSkp9OzZs9L6NpuN7777Djd6PnbJXNwlgYTw2oWvXLFiBXl5eQwbNqzS378gCAwZMoRBgwYFWdJ7PB4M+w3feAABAABJREFUhhLPkqNHj5KVlRVIut6QHD16FJ/PR7t27Zg4cSL6UoY/xWs1p9PJe++9x2233VamvU6n4/zzz2fo0KHo9Xpyil6Jhw+PIinxaoYPH47ZbA7U//rrr9m5cycjR44MrBUbiv9s/w//WP8PoOx7embaTL7Y+wXT+0zn9u63lxlTZEVmZ45/zyDCFEFyaDI2j41DBYcqvWdSaBKRpsj6eaAzQBCEeldYuN1u8vPzwQciIoqgEBkeGfTbL8busZPpzCTOEkeIvn6VORolNPR4oqGhoaFRfRpUaVJdxowZw5gxY6pV94knnmDGjBmB44KCAlJSUs5YBqEJ2gX36NEj8F2SJKKjo+nevWQTolgZlZmZyV133cX48eMDHijjxo0LWCBu3ryZvXv3BsI6FONyudi3b18DPMnZjYpKeTnI2/U7j9T+g5j0wj8pyMrEbbfz/ZsLALh5/puoisL7D9xZ6bX3bwq2HCutMAFo3aMPIRGRWKOiz2mlCcBfPy6n9+jLG1sMjSZC8cZg6fdofVKYn8GtF33KG+IDJK/ezL07l/PUXY83yL01mif52ekA7N8/n/375zeuMLVEFJOICH8Gm82Lx1P9eZTPV0hBQcnmmVqJd64s20+rW34YmtJ1ykUACks2nwsLMwGIFN2kGBTwHKHAcwS3+xSyHDzWCoJAnKUkzEJ6ejotWrSoMI/Djh07GHHJiKCyIUOGsGDBAmRZZsuWLciyXKa92+0mui6SP5TDypUrueWWW3jnnXfo2rVrvdzjbKWhxxOAHwwX8siQuwHo6U7nrjq67htvvEF+fj633347LVpUHia2PKxWK9dddx07duyo1t/DaDTStWtXvt/hz8tyJvvF27ZtIy8vj9atW1dLaVhaYbJu3Tp+//13Jk2aRFREBIXHd/F/H3xApkuHTqejW7dutResFgwePJjIyEjatWsXpDABiIyM5JZbbmHhwoVlkt6fTum2LlcIhw7Gc+jgb9jszxERcTJw7tChodhsbdi+/RnyC3bW7cNUQRKwoGip/tPP7YLOjQRGpgCn5vLTz3PLHVNSivf6lRwKCnKCyyrCc5QCz9E6eoIzJzS0M2ItclvVBEVRyMvLw+Xye3MVJ3m3WCzBykPZg6EoLJ1LduHwOjiYf5DW4a01xUkD0BjjiVEyEm4Mx6w3V11ZQ0ND4xynQZUmMTExSJLEyZMng8pPnjxZKws58E++6yKvxh83/AGA73ghAA5fIbd0vYVJnSeVSdi5asIqAEy6Esuo6zpdx/j245HEYCut5eOXl6lbW06fRAuCUK4lkqIojBkzhkOHDvHtt9+yYsUKLrzwQu655x5eeuklbDYbffv25cMPPyxzj9jY2DOW85ynHIVJn0uvZOTk2xEEgfg27Yhv0w6fxxNQmoRE1N76afC1N7L2U/+/ZeA3UCrucWKHTmTsbtgFUVOgMKfuEqVqNG9sNhs33ngj77zzDrNnz26Qe8qqjFIqfJ4ilPNi0NAI4uz+jfx4+fsVnhNPCzX59aVvVrvuZ5f888wEKyI6OhJJksjMDB47Tp3KJj4+BlmRyXZlE2OOKSNDaQvuqlDL+Xe22WxIksTGjRvLWPvXVYLu0qxevZrLL7+cV155hcmTJ9f59c9mGmM88aOW+ta0bN7at29P+/btq1U3PDyca6+9lpfn/ARUPzRXTk4OW7dupVWrVoHE78WW8jVdB3q9Xn777Tdyc3PZuXMng/v1wvruedwFvJ8wu9rPcqY4nU5EUQzIX1E4akmSSExMDEoEXx2MRjtdu60kLzcxSGHicZtp3WYTKSlb0RvK9+jTqF+cTiculwez2YzFUvMcjKIootfrK80dJAgCPp/fqMBisWC1WsuMLzmuHE7YT5AUmkSEMYJIUyQ2ry3gvdMqrJWmOKlHGms8sRqsWA3WqitqaGhoaDRsThODwUDfvn356aefAmWKovDTTz8xaNCghhSlDBa9BYvegsNXQK77JLJeQS/psegtAeuL0+uWXjTrRX9do2Sssm5DERsby5QpU/jggw9YsGAB//73vwHo06cPe/bsKTdRVXh4eIPL2Zy5860l3Dw/eHPH63YFbYp0GjKCriMuLON+LepKJq6yr/w40DpD+QvBW155C13RIiulWynLlKJ7RCYmB4ouvLWu7BGbF2Zr3SU11Wje3HPPPVx22WVB+bTqG1teNhm+1oHjBF9Eg91bo3nidB9pbBHqFbPOVOHHeNo8qy7q1hSDQU+vXp1ZvfqPQJmiKKxe/Qf9+/fkuP04pxynOFZ4rEzbHj16cPToUXbv3l3utTt37syGP4JznaWlpdGhQwckSaJ3797IskxmZmaZeVltjYoqYtWqVVx22WW8+OKL3HHHHXV67XOBxhhPAA4YS4ya2h+pO4v5++67j6eeeioQFq667Nq1C6ez9hvu5SkPK+O3337j559/ZtOmTYGyoUOHMmrUqBpHGNDr9dx6662MGjWKQYMG4ZN9KJIRRTIyadKNQUqY4lyXdY3X6+Wjjz5i8eLF2O32KusbDIZA4vDqIggQFXWctu02BspkWceff17Knt2D0OvdGAzuSq6gUV943F7cbndAqVFTjEYjsbGxREaWGN2pqorD4UBR/J6agiAQERFBbGwsERERZRQmqqri8DpQVZVjhcc45TiFgECKNYVQQyiqqnKo4BB2b9W/T43a0VjjiYaGhoZG9alzUyWbzcbevXsDxwcOHCA9PZ2oqChatmzJjBkzmDJlCv369WPAgAEsWLAAu93OLbfcUtei1BjF5SPMEI2sePHQvBOiP/300/Tt25euXbvidrv5+uuvAxZMN954I/PmzePKK69k1qxZtGjRgkOHDvH555/z6KOPVume7/F42L59e+D7sWPHSE9PJzQ0lNTUM8vb0twIjYwiNLIkgWp821SiklpgMJZs2OxMW42k1zP6rgeC2oqlvJJ8Hk9QjIJu519MbMtWxLZuG9RGEEVURUGUdPjc/oVO6WTwxYqZvJMZAIy++0EyD5ybIde00FwaAJ988gmbNm1i/frqJUV1u9243SWbCAUFBbW6ryffyw5dibWqqD9zb0ONsxsFzeK3sbnnnsncdddT9O7dhb59u/PGGx9gtzuZNGkcBe4CBASizWXDZY0YMYLhw4czfvx45s+fT2pqKjt37kQQBEaPHs1DDz1E//79eevlt5hy4xS2bdzGa6+9xhtv+PO4dOjQgRtvvJHJkyfz8ssv07t3b06dOsVPP/1Ejx49uOyyy+rk+VauXMnYsWOZPn0648eP58SJE4B/Q1ZLBl81jTWeAOSHllgF28x1N55UZqleEUeOHOG///0vYWFh3H777WfkDSUI4PP52L9/P9nZ2QwcOJCNGzfy119/0bFjR/bs2UOnTp3o3r07OTk5tG/fnh9++AGTyUTfvn1rnUTbarUydOhQAJw+gZdlf+izZ0JKNqG3bNlCeno6EyZMqJOoBsWoqsqXX37JkSNHMJlM2O32ek8GXkxBQQxerxGnMwydXlOYNBYWixmD0VgmikRtUFUVt9tNQUEBPp8Pq9UaCMFdXt6SYtauXcu0adPYuXMnwy8azqtLXmVt2lqemvEUO3fu5PxLzueVRa9oHif1RGOOJ6qqBhTXjWHY25xJS0sL9JvLLruML774otwyDQ2Ns4c6f0tu2LCB3r1707t3bwBmzJhB7969efrppwGYOHEiL730Ek8//TS9evUiPT2d5cuXl0kO3xjIhR50gh6jZMFibt4eFwaDgSeeeIIePXowfPhwJEnik08+Afwuur/88gstW7bk6quvpnPnztx22224XC7Cwqq2zj9+/Hjg3zgjI4OXXnqJ3r17c/vtt9f3YzU5/vfic7z/4DQuve9hLrv/EW78uz8Ofbt+A4PqHdn2V6XX8bqCN8uSOnSiz6VXktKl/MS5uRkllq6lPViEohi1xf83WCx43dUPf9DUscZUL3zciJtuQ1cHCxGN5s2RI0eYPn06H374YZmk1BUxd+5cwsPDA5/a5siSFRiWtR2j6mSo8gsm5KobaWhoNCrjx49m9uyHmDPnDYYOvZYtW3by+edvEhfnV5TEhcRh0ZcfSmXZsmX079+f66+/ni5duvDoo48iF4XK7NOnDws/XMiKL1cwuM9gnn76aWbNmsXNN98caL9w4UImT57MQw89RMeOHRk3bhzr16+nZcuWdfZ8ixcvxuFwMHfuXBITEwOfq6++us7ucbbSmOMJgCG/gHbqblqr+0nKaZicdU6nkyNHjpTxtpAkibCwMJKTk2u82b93715mz57NhZ7fA2Vut5uPPvqI77//HpfLxY4dOzhy5Aj79u3j0KFDZGdn07JlS2666Sa6du3K77//zs8//1xrK/3TMRgMtGrVCovFEphTu1wuvvnmG/bt28eGDRuquELN+OWXX9i6dSuiKDJx4kTi4uKqblRHREaeoG+/r+jY6VdEseLcURpnTlraBiZOvJeOHS8kPLwHX3/9c+CcXqcjJCSkUqVGdfB4PGRnZ5OTk4PP50MQhKB8JZUxY8YMevXqxYEDB3jnvXcAmPn4TFp3bk36znQ++c8nAY+TwwWH8Sll+1txIvvSn+L9Bo2KaezxJNuVzY7sHWTYMmp9jfril19+4fLLLycpKQlBEJqcAqJ0v1m0aFGFZZWh9RsNjeZFnXuajBw5skpX5nvvvZd77723rm99xggGCdXtX+AKzqYVW3zVqlVlyg4ePFimrPhvP27cOJ566qkKr5eQkMDixYtrJUvr1q3rzV29uVGcmP2Ht15l+gefB8q7nX8RLbv34tPn/4aqKBScyiy3/dgHHseWk0V0i+BNEbfDTu6J4xhM5qB8J2qRy3Xmwf2BsiClSdH34hwm+ScyEGthRdhUKZ2rpTLSPvkP/cZeVc/SaDR1Nm7cSGZmJn369AmUybLML7/8wmuvvYbb7S4TruCJJ55gxowZgeOCgoJaLUxMeokW+TaSY45xilgKnWd36CWNM8cidMChlh/eSaPhuOOO67njjuvLlIcaQok2VZyUPSoqivffrzhvy+TrJjP5uorzh+j1ep577jmee+65cs9HRESUmXuVV1YZixYtqtaCXqMsjTmeAITnQwIZ7KIzhWF152ny66+/4nA4GDBgABEREYHykydP8tZbb6GqKhMmTKBLly6Bc0lJSdx5552Iolgm9Gx5KIoS2Mj1eDz4fD50Khjwkbb8C/4vM4M2bdpgNptRFIXzzjuP9u3bk5CQQN++fYO8oFRVZciQIRQWFtZZvh+DwcCAAQOCFEAmk4lJkyaxefPmOg0hvW3bNlauXAnAZZddVqNwWzXBoK/4XWU22zCbbfVyX40SHA4n3bp1ZNKkq5g06cE6vbbb7SY7Ozj/VmhoKKGhodVWmuzbt49p06YFIkwUuAs4cvAIE6ZMoGVKS6wGKxFqBEcLjxJmCCuT47WYhQsXMnr06MBx6feIRvk09njSlLHb7fTs2ZNbb721SRp0nN5vKiqrCq3faGg0HzR/vFLowo2oYSJexYOslp9jQkOjPHze4HBu4XEJpHTpHpRbpDw6DhpK38vGlSnf+M0XvD/9DpbOerLcdrnHS3malJoc6/TBFktHtm8Bql7QNgdG3HQb9tycatX1eT2c2KttPp7rXHjhhYHwGsWffv36ceONN5Kenl5mQQL+ONFhYWFBn9ogqHCyXT77hVR2iZ05ZdQ8TTQqJ053RWOLoFEJSaFJ1dogPlvwuHy4bF5kr2aNDo07ngAkh2SRJowgS4hjZ2KrM3mUIDZu3MjatWspLCwMKo+JiUFVVZKTkwOeEF5vydrIbDZXGbLq6NGjLFmyhNWrVwfK2rdvj06no0u3brxyQ3/s+Tm4XC4GDx7MhAkTCA0NpUOHDgwaNIg2bdrQrVu3oHwroihy4YUXMm7cuHL/5rVBkL103f9vWm95Bbwl3tktWrTgsssuC2xCF4dBqi3Hjx/nf//7HwADBw6kb9++ZyZ4JYSGdqi3a2tUj4suGsbMmfdx+eUXBpUrioTb4wl4IpaH2+3mscceIyUlBaPRSGpqKu+9917g/C+//BJQuvXp04cFCxZgsVgCv1VFUZg7d25AGdmzZ08+++wzwG90KQgC2dnZ3HrrrQiCwKJFiwg3hZOXk8fM6TMJM4axaNEiREEkxZpChCkicO/ylPcJCQmBT3U9J85lGns8acqMGTOG2bNnc9VVNTd+rKrfrF69mgEDBmA0GklMTOTxxx8P8lisTb8pr6w6aP1GQ6P5cPaYoNcVOoFCbw46g5FzNXJnZZZb3333HcOGDWtAaZon+zb+QdrSD8k55rcuF6WadTVbjt96qLj96YhSiaLEYDb7vwgC+tMGXFHSNdswVV1HjGLb6h8Dx/3GXsXWlSvIPno4UNayWw8Oby0/9JnHdfaEJdOoHVarlW7dugWVhYSEEB0dXaa8zhEljHYTFL1OI4UzC8Ggcfaj04eCZq/RJFm69BseeKB8a/NWrVqxbdu2Kq/hkT0oqoJO1FVosXumjBkzhjVr1pR77sknn+SRhx5D9iroTRKSzj+P8Lp95J9yIekEIhNKZr72fDdel0xYtBlJr9lYNep4Arg8JfO7VnnZldSsGb1798bpdFJQUMB3333H6NGjEQQBSZJ44IEHsFqtSJLEoUOHWLp0KePGjaN9+/ZVXxjIzs5m//79ZGVlMWLECERRRK/XB3nCdwq5grCwMGJjqxd+tV5QZdi4yP/94r9XWG3lypVs376dyZMn13jDUlEUPv30U3w+H6mpqVx88cVnILCG1+03VtMZ9AFltuzzoch+ryZJrytbV68LGJopPhlZlhFEIWidVFFdUVc3CjoAj8eEw5FPaKhc4e9o8uTJ/Pbbb7z66qv07NmTAwcOkJXlD8t37Ngxxo0bx6RJk1iyZAn79u1j6tSpWCwWnn32WcAfyumDDz7grbfeon379vzyyy9MmjSJ2NhYhg4dSkZGBh07dmTWrFlMnDgRq9XK6NGjg8rCw/2hyksbC3hlL0dtR0kMScSk87+T7rnnHm6//Xbatm3LtGnTuOWWW84pA4Pa0Jjjidflwut2B+U1kX1eFJ+MIEnB/aFoLa0zGAL9Qfb5UHw+BFFEVyq8XEV1pQaMeFFVv7n00ku5+eabWbJkCTt37mTq1KmYTKZ66TdVofUbDY3mg6Y0KYUqKyCriELdTYyaI+np6RWeS06u3HNCw8+BPzdyqiiE1rAbbqb9gOq59l/12DM4CvL5/s0F5Z5v2a0nh7duJizGb/WnN5kJiYii1yWXUdqj5IJbp7Hp2y8ZOfk27Hl5Z/IojUZphUkxk+Yu4J83lbjqSnptI1qjqWLhu5ASBfOlE29tRFk0mgOhUe3B0dhSaJTHZWMuYeTIa8o9VyaRr+wDnwtkN8heUGRQFTIEGZvXTnJocpDVbl3y7rvv4nQ6URQVr8uHoqiYQ/3jZFRUFLZcF163TFiMOaA0AQFFVjjdK1VvkBAQECRtEd8U2JlY4m3h89bdv8nw4cNxOp3Mnz8fr9dLy5Yt6dq1KxAcLiQtLQ273c6WLVsqVJoUFhbicrkCCpBu3bqRlZVFnz59KgwZ1K5duzp7lloj6uD8IkWOVL6hkcPhID09nYKCAvbt2xfI3VldVFXlggsuwOfz0bFjxzrzkqnsfmczi+59BoBJ8/+G2eq3Tvnr+zVs+OIHOg7rz/DJJWuFD2bMxufxct3cR7HG+EMeb1v1G7//9xvaDejJBVOvC9T95PF/4LLZGf/sA0Ql+/Ot7l67kU7DB9SZ7IKgIElShUngd+/ezdKlS1mxYgWjRo0CoG3btoHzb7zxBikpKbz11lsIgkD37t05fvw4jz32GE8//TRer5c5c+bw448/BkLLtW3bll9//ZW3336bESNGkJCQgCAIhIeHk5CQAPg37U8vO52TjpM4vA4OFhykTVgbZs2axQUXXIDFYuGHH37g7rvvxmazcf/99wOgKCo+j4ykE0uNORqNyatT/HOZC16YCUVzkfVffU7af/9D9wsu5uI77w/UfeOOG/G53dz+r/cIj/P3h/Tvv2HVknfoNGQEl93/SKDuO/feirOwgCkvvU5Mit8bctvqH+lxYUkIqvqkuv3mtddeQxAEOnXq1GD95nSq6jcaGhrBHNmZQ84xO8kdI4lp4R/zc0/Y+fXTPVx+X696v7+mNCmFXOBBsCtEGGIpUHMbW5xGIzU1tbFFaHYkdewSdHwgfWPg+4Ary99oKY+2ffoDkPbJEmzlhqLyL4KEQKgABYPZzHlXX4cgCKiKgiCK9L5kLL0vGQuAIz+/Jo/SpNGdljBRqGbcXg2NYsrLD1UfSNrwqlFD9p6q2MJZo3GxWkNJTK5iblR4Ahw5fmVJeYT4N+uKLTvrCp9HxuuW0RnEgGGLz6uQc9yfsyC2pTVgvWjLdYEApY0ZJb1IZIKlzKZ2aKQWKqIqGmo8OR2hjn9DZrOZIUOGkJOTExSTPTc3F7vdTlhYGBMmTCAtLY3zzjuv3Gvs2rWLZcuWER0dzdSpU/3W/pLEhRcGhybadjyfJ/+3lct7JHL7sLblXqvBkfQw4pFKq1gsFm655ZZaKUwAJEmie/futZWwxuTm/d5g99KoGUajE2tIWwSp/DVMcXimESNGlHt+x44dDBo0KMgqfciQIdhsNo4ePUphYSEOh4OLLrooqJ3H46nVb7c0iSGJuGU3Lp+LgwUHeezJxzBI/rVZ7969sRXamDdvXmDztzDLidvpIzTSiCWs8nB+5zqNNZ6cLTTlfnM6M2fODHzv3bs3drs9qN9oaJwLyF6FgmwnphA9Zqt/HMk9YWfF+9sRBLj2if6Butt+Oca+TacYOqF9QGki6UROHihoEFm1XZ1SqHLJIsQsnKvBuTRqQlRyCjnHjjBkwo2nnTmzBW1FrYsNx4qVBT63G6/bxVt33gTAfYs/xWAyB7WRmml4rqpo3bMP+SdPVFLj7Lay02jahMbFM/H9eJxCNg+8dj66ChbHGhrFhEV3x3Z8O23bzqBN63saW5xa4XK5OHDgAKGhbZpufGbFBye2+L+HxIDdH7qB2E74VIVdBQfLNGkZclpSZVUBVyGYrCCIJWXFChPJAJIRdAYQpCItxZnHXpNlBZ9bxmDWBRb+TpsXZ6EHs9WA3uif1ks6Ab3RH4JLVUuUJOUpQkRRQDRqy4GmTguvh+c3z+ZYXjdihLw6v/6IESPKhAZZtWoVmzdvZtSoUQwdOrTCzSjwJ4eXJAlRFHE4HBWG+v1xeyabj+QRZzU2HaVJNYmMjKRfv36BY1mWcblcQQnkmxohIe05b+DyMuWqKqOqCoIgItRDhIX3trzHgk0LAscG0cDGmzayYOMC3ttakmNgSPIQ0o6lAbBlyhYeXPkgPx7+kacGPsX5Lc9n0peTeCxEQOcVEEulYh01/3mshlDiYlIRBAGXz0XU+Qqjhg9DFEWOeERahbUi1BDK3e98DASHDTrvis4MuPSWMiGG7nh9cZm6fUd3rpMQQxZLK8LCqlacmc3mKutUhs3mV5h/8803ZSJEVJWHqCokUaJVWCsOFhzE7XNzMP8grcNbo0NH7gkHndr14OjRo7jdboxGIzqjhNej5cVqSty/+DOyXNlke0sMhPtfcTV9L70S4TQPuLv//SEQbLTY65LL6HHhJWUMF6e+9n6Zul1HjKpz+SuiKfebqhg4cCDPP/98oN9oaJxNKLLCqcM2ck/Y6TQoMVD+w3vb2J9+imETO9DjfL/Bjt4ocepwIaIooCoqguiflyZ3iPR7dMWU9POQCCNjpjWMMYq2SiqFFGbA55PBpyJybofo0qgeYTGxyD5vGQ+I2rrFv37b9bhshRWeP7LNn79DLpWM01lQomEVykn6Hte6LX0vu5KN33xZK5maGvFtUzm5fy99xlyBpNfz6fN/a2yRNDTKILl3kjt+Ca/pHuClX/7i/p3LefKuxxtbLI0mTEGO//2+f/989u+f38jS1A5RTCIi/BlsNi8eTxMO6xRaPP3NK/nu3AtASjlRH1XvMTBH+UNvOU6BPRsUL0S2AXOEv5IlGgwhoA+B8vKY5flDdqJUnPy3zH1VNbCRrSoq2Uf9i/ropFAkvb/cYJKQvTp0pfKOCEJwfhKN5k9UXgaPDfSHkOrr3Mi9dXz98mKpK4pSYcJ3VVU5ceIEiYn+BbDVamXq1KlERERUGIoL4McdJwG4qHN8HUleB6iq30sMwBwJ1fBi9vl8fPbZZ2RlZXHzzTdXmg8S/AqWnTt3BsLCVPY3qkvs9j389HPDh0BrDSxIKV3i4Kef29G9TPkKri06/unndowFxqYAx59ky3F4IjGJCJ1Kol7FYCi1+W7QAS4KC7cGilpZRAgoVhQU1wEKSqc39FQgbHkpECuqewY4HIcoKPAr7ENDOyNWkNuqe/fuKIrC6tWrA2GGStO5c2eWLVsWND6kpaVhtVpp0aIFkZGRGI1GDh8+XKmis9bIAnFqMrlyNjbyOVRwiNZhrVFVla3b/wrcH8ASZiAkXNsEbkroTSZCBCs+ScGs829ASjo9kq6skeXpuVL9dXXlKhErqttQNPl+Uwnp6elB/UZDoznj88r4PAqmEP87Jf+Uk89e3IAoCXQYEB/IzRwWa0ZvlPB5StZFljADl93dg5DI4L7QfWQLuo9sEVQm6USSO0TW89P40ZQmpRANEqpVxJaZhaiTMBPR2CJpNHHGPzmrTq9XmcKkNGIpSxCX3VZlfUFs3krAyMSyuXRU1EDMVA2Npobgs+Mr5V3iEzTPJ43KUdXqb6ZrNAL5x8CR5fcoAX8ehNL/Zjqj/1MBgq9oZ04uuxvncfrwuH2YrQYkScTj9GHLdSHpRMLjLP72ot97RFFUFEVBKtocNFr0GC1np0epRgmiWPJb84oNs7ESHh6O0+nE6XQGlft8Pr788ku2bt3K7bffHrDKjYqKqvR6+U4vW475Q8ae3ymufoSuDT43zCvyenniKBitVTax2+0cP34cu91OZmZmlUoTj8fDp59+CsBTTz3VYEoTjcbDZnOwf//hwPGhQ8fYsOEQVmsMXbu6sFjK/820bt2aKVOmcOuttwYSWh86dIjMzEwmTJjA3XffzYIFC7jvvvu499572bVrF8888wwzZsxAFEWsVisPP/wwDz74IIqiMHToUPLz80lLSyMsLIwpU6bU6DmKDQGLN5p9HgVXgZdfV67lYP4euvbpSkZoBn/9uoVX35jPww8/HGirJbZumoQZwwgzhjW2GOVis9nYu3dv4PjAgQOkp6cTFRVFy5YtK2zX1PpNRfzf//0fJ0+e5LzzzsNkMrFixQrmzJkT1G80NJorm344xB9f7afHyBYMucaf/y4i3kJkgoXwWDNej4LRXOzx2ZbBV7cLGidESaR1j5hGkb0yNKXJaRhDLBjbVPxC1tBoCrTq0ZtfP1kCnDYhrWBu2pxzfwy8agItu/UqVVL+Q7YfMJg969YCEBoZhdiA1i0aGqeT5xM45W0BRVbr8b6muTjRaDq4PEcbWwSNyrBn+v+vM0NonN/DRKjd2Orzyuj0JcYMtlx3oEwKERFEAZ9XQZbVIKvIiHiLtgl1jnLIEBv43v5ow7wrLBYLMTExZZKWS5KELPuVOJmZmSW5dGSFApePPIcHr6zy9V/HuX1YW8LNfqVeZpHZf7hZT6y1eVvUhoeHM2XKFPLz84OSDVcHrQ+fG/z55zbGjr0tcPzkk/OAeVx77bUsWrSw0rZvvvkmTz75JHfffTfZ2dm0bNmSJ598EoDk5GS+/fZbHnnkEXr27ElUVBS33XYbTz31VKD9888/T2xsLHPnzmX//v1ERETQp0+fwDWqiy3PjbPQgzXShCnU348NJgmjRYc13MKn//yUuU/NBdWfE3X+/PlMnTq1RvfQ0CjNhg0bOP/88wPHM2bMAGDKlCksWrSo0rZNpd9Uhl6v5/XXX+fBBx9EVVWt32g0S1RVZe3n+zi2K5cx07pjjfJ7moWEG1F8KjnH7YG6giBw/TMDy8x9JH3z2Z/UdhVLobh8yDYvgl5Ep7mSapwBesOZ/X66nX8xEfEJxLRsHVSu0xvweT3ojSUusKXdaYUKNnBa9+jD+i8/OyOZGoOQiEiGXjc5qOzk/j0A7P49jRadugbKkzp2Zs+6tbTp1Zern3iuQeXU0Dgdj8vMFn3nwLGktzSiNBrNAVl1NLYIGpWht4A1AYxhwZnUa4BO0ePNDSFPdBKdHBJYQBhDdOi8IqLkP9YZRMJizBhMUtAiQ9tsPXfJtZZ4P9gaKF/Q4MGDGTx4cJlyQRC44oor6NGnP8t2OfnH+t/Zn2XjZIG7TN2pw0sUCnd9uAmAuKamMNEZ4emi+P416GPR0dFER5fkO3I6nYiiWGE4M41zi2HD+pOf/1dQmaoKyLIOQxX5Jk0mE/Pnz2f+/PJDdY4YMYJ169ZV2F4QBKZPn8706dMrrJOXlxcsm6JyMiMLg6m0klRFVVQ8Ll9AaSJKIuGxFq64aixXXDW2zHW137rGmTBy5Mha/4Yao99UVFYRo0ePZvTo0dWur6HR2LhsXg5uzcLnluk2wh8iSxAEju/O5dThQjL25mEdkABA6x4x3PjceYTHBecYau7rl+aj3mkAFKcP1eVDKfSguH2NLY5GM+D/5s/lP49P5+T+vUHlXYZfAEC38y+q1XWTOnRi4FUTaNd3QLnn3Y6SkFwhEZH0ufRKBl41oUxulWLiWjevZJsBKnnBFmSeRCylMNJCHWg0JWQfDM7dAUBfdR1GtESYGhrNmpgOYAqv9qaq1y1TmOPCZffnIAtDJEJ1gyqgqiqKXLIpEBJuLFKS+G2ZBEHAFKIPxP0t5osvviA1NRVJknjggQcqLNM4+zDkF5CoHiNWPUlCXk6D3HPTpk18/PHHbN68mbVr17Jy5crAOZPJhCkijvgwE15ZCVKYhBp1xIQaaBsTwtL1RwLlxZ4mbWObWL4dQfDnMRHFWitECwsLWbRoEf/973/x+SpfQzb3zQON2iMIKjqdF7GJ/QZUVSX7uI38TAe+UonbzSEGIuItWKOrp6jNc+dxsOAgcg1yd2k0PFnOLLZlbeNooebhrKGhEYzL5sVlK8mfnHvCzk+LdrDu6wNBCs0+o1tx8W1dSelcEprVaNadlV7xmqdJKaQwA4rLB7KKJ8uBKfncDqeiqirPPPMM77zzDnl5eQwZMoQ333yT9u3bN7ZoTYaso4fJOXYEjys43nOHQUOJbd0Ga3RsBS1rh8/rj4WedyIjUCaIIudPqdyl88/l/1encjQU9twcXp44lp4XjWHU7fcEnVNRESWR8U88hwps+el7AMLjExpBUg2NYMw6hdaZNnpEbgJZh9OZ1dgiaTRxzEJrnOrBxhbjnOeddz7h1VcXcfJkFt26dWDevCfo27d7lZupiqwgiEJgoeBx+XAWepC9OkwheiJUEWQfvmgFKSS8VguKO++8k1tuuYX7778fa5HnQXllFbFr1y6mTZvG9u3byc/PJykpiRtuuIFnnnkGfRWWzxqNi7lAoqu6hf1CO1zmhlm+nTx5kl27duF0Ojl82J+boX379rRo4bc0bB0TwuRBrYkPM/HU2C6kRJoJN+vRSWWNWFRVZem0QWw/XsCgdtFlzjd3CgoKyMnJwWazkZ+fH+SBAg1vfa/XN0xyVI2as3btRq65ZlCF5222qnNVngmqquLzKPg8Mmar39hOEAT0Rh1etw9FVgCJadOm8cEHH5R7jUmTJvHWW28FlcmKzAn7CWRF5lDhIVpZWyE185yaGk2HNWvWMGbMmArP13e/qS417TcaGk2JXz/bw+afjnDelW3pO7o1AHGtwkhMDSehTTiyV0Fn8L/X2/VuQrnp6hlNaVIKQRJRQwXkPA8qTdu11OPxYKjAq6Cu+Mc//sGrr77K4sWLadOmDTNnzuSSSy5h+/btmBooNEBzJTIhiciEpHq7vqMgn36XX+0PA2CpOuyPXIXVW1Nn84rvyihNRFFEFCVa9+oLwOdznwEg/ftvyDywn/OnTCUhtUODy6qhAaCzZ3CiYx5/CX1ABwON3zW2SBpNnHjdNRz0vtTYYpzTLFu2nCefnMcrr8ykX7/uvPHGB1x11TQ2bvyKsErsaPJPOXA7fETEWwLeIkaLDtmnYDxtg1snUStrdpvNRmZmJpdccglJSUkVllWGXq9n8uTJ9OnTh4iICDZv3szUqVNRFIU5c+bUWCaNhqON5SRviNcAYGnhapB7iqJITEwMrVq1olWrVoSEhATylxRj0Ilc3rPq354gCHRKCKNTQhM0SJO9sMI/h+TCp0Ff8zVOcnIyN9xwA+Hh4URFRVVatyEsMK2hner9Hho1w+M1IaDSq1d3Nm1YH+Qt35DIPoXcE/5480aLLuDRaI0yIoimwO9z1qxZFSanDitnQJREiVZhrTiYfxCn18nhwsO0tLbUFCcadUK/fv1IT09vbDGqpKb9RkOjMVAUlX2bMjm0NZsRN3REX6QICY8xgwr5mSUG4ZJe5OqH+zaWqE0CTWlyOjqBAk82OoOBEJqOJdTIkSPp1q0bOp2ODz74gO7du/Ovf/2LRx55hDVr1hASEsLFF1/MK6+8QkxMDOB3FZ82bRpffPEFYWFhPProo3z55Zf06tWLBQsWVHo/VVVZsGABTz31FFdeeSUAS5YsIT4+ni+++ILrrruuvh+5WbP791/Z+O1XtOzWkyETbqyXe4yYdGu16x7ZvqVeZGgMugw7n+1rVtK6V78K6xzfvQO3Q8sPoNGIiBKWAj0UGX6Hq9pwq1E5ks4M3qrradQfr7++hClTxjNp0jgAFiyYyQ8/rOE///mCZ58dCfg9SrxuGaOldD4xgfz8PB5/dgbffPt/5Ofnk5qaygsvvMDYsf6Y7//9+nuee2EB+w4eJTExkfvuu4+HHnoocA23283f/vY3Pv74Y/Ly8ujWrRsvvvgiI0eOZNWqVYHEqBdc4A//uXLlynLLRo4cWeHztW3bNihpdatWrVi1ahVr1qw5sz+cRr3jcZds5LfIz22QeyqKQlZWFqqqMmrUqDLnM/KdZOS7iA01khLVjPN2KTL8/rr/+8jHa6U0AWjTpk3QscPhwFJk2FTa0+RsC1uhUT28HhOqKmE2y6SmtkfU1f+8UFVVPE4fqkIgJ4lOL6E3SoiSiOp3KgEoEw4yLi6OuLiaWRKbdWZah7XmYMFBHF6HpjjRqDPMZjOpqamNLUaV1KbfaGg0BF63jN7ofxcLAqz9fC+2HDftesfSpqc/Ok77/vG07R1LiJbfOwgtCUARisPh/zidqC4XqtNVUuZ2l1+3vI/LVWXd2rJ48WIMBgNpaWm88MILXHDBBfTu3ZsNGzawfPlyTp48yYQJEwL1Z8yYQVpaGl999RUrVqxgzZo1bNq0qVr3OnDgACdOnAhaJIWHhzNw4EB+++23Wj/DWUcF7vYHN2/i+K7tbP35+xpd7rLpj3LBrdNo1b1Xuefj2/onC+Gx8TW6bnOgOA9MVRT/xbUlp0ZTxhfaia9DRwaOx15/e+MJo9EssMZ0aWwR6hXF6arwo7o91a/rql7dmuLxeElP38HIkecFykRRZOTIgaxfv9V/L1kh66iN/FNOZF9J3HeTVcdNd0xg3frf+eCDD9i+fTsvvPACkuRfnGzcuJEbbn+AC6++lDXrVvHss88yc+ZMFi1aFLjGvffey2+//cYnn3zCX3/9xbXXXsvo0aPZs2cPgwcPZteuXQAsW7aMjIyMCstqwt69e1m+fDkjRoyo8d9Lo2HZXsqTSPU0jDd8z549ufrqq+natWu55z/bcJSr31jL6yv3lnu+2SBKMPRB/0eqGy/+jIwMXn/9dX7//XcAjEYjV1xxBZdffnmdXF+j+aHXu5EkD6IkIwj1swXj88rY89z4vP6cIh6nj/xTTmx5riDFXUS8hfBYM5K+7uUw6/2KE1EQA4oTLceJhoaGRuOQfdzGp3PX89mLGwJlgiDQfUQLel/Ukoj4EqMXU4heU5iUg2b6WsSuPmVdjooj0IeMGE7Lt98OlO8eMhTV6SxTH8DSvz+t/rMkcLz3wlHIucEWYZ137qiVjO3bt+cf//gHALNnz6Z3795B4RTef/99UlJS2L17N4mJiSxevJiPPvqICy+8EICFCxdWK3wDwIkTJwCIjw/enI+Pjw+c0yhBOG0L/0D6RgBsuTVL1tlp8PBKz4tSsTlQzVQGqtr0k1Bv/+XnCs/1u/zqBpREQ+PMEQTNqk6jZuw7NbexRahXMkZMrvCccUhvYl55InB84pKpqC53uXUNfboQ+9azgeOTV96DkldYpl7yuqVVyqQqEopsQNI7yc7ORZZl4uKKvIxVAdlrJiYqkT27/RufoiSiN0qoKiiyilQ0i161eiXr169nx44ddOjgDwtZ2qNj/vz5DBkxhGkPTSMxNJEBPQexfft25s2bx80338zhw4dZuHAhhw8fDszTHn74YZYvX87ChQuZM2dOwHIxKiqKhAR/7q7yyqrD4MGD2bRpE263mzvuuINZs2ZVu61G4yM0UAjhpKSkStcNPsUvh05q5mYskh5GPVunl9y/fz92u5309HT69euHXq+nT58+dXqPysjN/aPB7qVRPQyG8vcO6hJbjhuPy4cKhEZIGMw6JL2I0axDVUsiQ9a3t5NZb6ZVWCsOFRzC4XWQ584j2tx0Inic8xQNIQ2caklDQ6MByMt0oPhUopJCAAgJN5J11IaqqBRkOwmLNgPQ55JWjSlms0JTmjQj+vYtUexs3ryZlStXEhoaWqbevn37cDqdeL1eBgwYECgPDw+nY8eODSKrRv1yupKmKjIP7KsnSeqf62bNI7FUbpIda1YCkLFnV6XtmnpeIo2zG0tUNFctOoIc+hftOqWQMrR8S10NjWJCIzpQeOIvEqKupkXUzfhchSCAZDQj6U0IogHZbcfnsSMZzYiiEdntwOctRGeyYgiJRHa78LkKUWUZUTKgs1iRDCYEyYDq8+Jz2ZB9DgREJL0FRPA6C/G58tGbItBbIlBREEUDktGE7HHgczsQUBFEM4IIqqAgO+3+cp2IKBpQFQUVHzImTjkFzMZWGA3+UCCCKEEV72OdGILF0AYQQBSpzJdQFEyYDa0REEEQKlRQhlo6osg+QPXXyd4TOHdYr0dS9JicsYBKiOE4ks0fS0+0mwmxgze0LQV2H4rP/7cuJjzOgnia4UJ6ejotWrQIKExOZ8eOHYwcPdJ/UPSnGDJkCAsWLECWZbZs2YIsy2Xau93uMgml64L//ve/FBYWsnnzZh555BFeeuklHn300Tq/j0bdEZObz2PrXyVXSCSsFp5U9YHL57ce14la4ILTGTx4MAaDge7du6NrgDBMp6PiN5YSRTN9Uz9F9riQvU7/2CHpEQwSPpcTxeNE0hnRGawoshePIxdRb8AYFg2yyBMr7sPjczGj3yOsOLaK7zJW4RMUvrj8S2SvE68rD5AQdXpu/XEqFlXPXR1vYnfhfr45vhpZUBFUgQI8SAJYVSN6QEHAiYIkKFhUPWZVhygqyKoAKqiigqCKvHjB65wo9JLr1aFDwqQ3E2eJ89cp9l4QBLyyh2xHJjIqSdYW/hFEVUEQEYQiNaOqBMpK/lAqqqr4PT9KNAqgqn7FgiAWeYWoqIpc5K0hIBT/5lUAxX8OFaFIpSkg+Me+4muqCiAUjVlijY3fyvz7qipet4zL7iU00hQYk4pDcOkNYtGjCEQlhjRKSDiL3kKrsFYUegqJMlWe50ejYfG6/X3H59E8gDQ0ziY2/3SEXz/dQ9vesYy5szvg9x4Zc2d34lqHYQmr35zYZyua0qSIjpv8ngHuQgdCgYKMjDk53H9SCl6Qd0j7teILnbZwSP3pxzqTMSQkJPDdZrNx+eWX8+KLL5apl5iYyN69Z+YqX2yxePLkSRITEwPlJ0+epFevXmd07bMJc1gYFnsEoi74NxIaFY0tJ7vG13v/gTtx2W1c99w/iEpKLnO+WFHgKMir0XVbde/F/k3rg8qSO3Xh2M7t5daPTGpB7vGjNboHwEVT72XFO6/VuF1lJHfsHHSc2L4jGXt20bma4bw0NBoDnbwfx9id/MtwPwAPvDufx+96rJGl0mjKFOb5vVBP5HzOiZzPG1ma2iGKSUSEP4PTjX/zqxSJq5dU0AoEUcThORA4Tvj+3xXXFUScnoOB47gvXi23ns0RrFhXzRKqokPUuYnGC3hxezwIgoLTJBASF4MkSRzLzcUeAqj7EHUJZOUcJTqmZP51usIE/LG2q6TY41Mtu0lhs9mQJImNGzcGQnoVU55xzJmSkpICQJcuXZBlmTvuuIOHHnqozL01mg6J3nweP88/ngxwrKP8NLN1S25uLna7nbCwsHIT2O7LtAEgneEGcKOjquArUkTpTCUb3WeAIAj0798/cOz1etm/fz+SJDVoXH5FcbJ+99hatx9XtBQ5euoeOhugc5Fh6trNQ8vUvbul//9O1xxS9DCtDoxY/zpwBxHhzxCvj8NgkAEPdmd+uXWL94Kc7v1nfuM6RlFERLHE6z80tDOCcGbbMIXZLmSfgt4oYQ71P7wpRI8pJDjBfGPm0LHoLVj0JaFfFFVBURV0orYF1ZjoBB0G2YS+jsIRamhoNDxej8yBzaeIbx1GeKz/PZvcMQJBFFAVFbVY+Q+07hHTmKI2e7QRqwixKFGfqILdkY2okwixlJ/UUKyg/Ezr1oQ+ffqwbNkyWrduXa4FU9u2bdHr9axfv56WLf2z2Pz8fHbv3s3w4ZWHgAJ/MsOEhAR++umngJKkoKCAP/74g7vuuqtOn6U5c91z/yi3/LL7H+Wn996g/xXX1Oh6uRnHADi2c1u5SpNivBWELakIc1h4mbKsI4cqlqMWChMITnRZ72g+xRpNGMFrx1tq3eoRmn6IPI3GRVXP7izworn6yZXruq7iM+EpjEcQfRjDjwXKDdYTCIJ/LDGZDfTs3pNff/uZK68eCIAu5Dhr0tYwder1lV6/R48eHD16lN27d5frbdK5c2c2/L6e25gKPv/4nZaWRocOHZAkid69eyPLMpmZmQwbNqzaz14XKIqC1+tFURRNadKEkSRf4LtTapik62vXrmX9+vWMGDGC888/v6xMRcqSEEMz/93IHvh7UXi7x4+AqayC6ExJT0/nm2++QRAEnnnmmTq/vkbTxukMR1UFLJZ8RLFm1v2qquJ1ybidPkIjjQiCgCAImK0GfB4ZXTPpf4qqcLTwKB7FQ+uw1pripBGxCKGorrIKNg0NjebDT4t2sG9TJn1Gt2LQuHYARCeHcss/hgQU6Rp1g+ZPfRoGi5mIVsmEJVc/NnRjcM8995CTk8P111/P+vXr2bdvH99//z233HILsixjtVqZMmUKjzzyCCtXrmTbtm3cdtttiKJYLYsTQRB44IEHmD17Nl999RVbtmxh8uTJJCUlMW7cuPp/wGZORHwC45+cRctuPerl+i061yzUjySVnZi67fa6EieAPxRKCUMmTKrze1THAtBoCUHUwkVoNCIFPoFsb4niM95rbURpNJoDLs/xxhbhrMGfq6RkM0CU3CAoCKKMqpRsMBUrTAAkg51777uRxYuX8dFHX7Jr134efHA2druTSZPGVXq/ESNGMHz4cMaPH8+KFSs4cOAA3333HcuXLwfgoYceIu2X33nr5bfYs3c/ixcv5rXXXuPhh/3+Ah06dODGG29k8uTJfP755xw4cIDf//id5//+PJ9+8Sl5rjxynP4caXmuPE45TuHwOgL3lxUZl89VZbLdDz/8kKVLl7Jjxw7279/P0qVLeeKJJ5g4cSJ6vbZ50pQ5rC+xEuxw7FglNesOs9lMeHg4JlPlisn48OorOc9FfD4faWlpQAMbF2k0MUqtX2rwO1BVyD/lxFnoCYRVArCEGQiLMaOvpdIkLS2N7t27o9frA2v78srqCp/iw+lzYpJMSFreP41mSkP3Gw0NAJfNy+afjuBxley1pfaNIyzGFBRySxAETWFSD2gq/tMott5o6iQlJZGWlsZjjz3GxRdfjNvtplWrVowePTqwWTx//nymTZvG2LFjCQsL49FHH+XIkSNVLn6KefTRR7Hb7dxxxx3k5eUxdOhQli9fXu32GnWPwWzG43RitIRUXbkRCI2KrvS4LsjYvROA/ZvWkdr/vEB5dIuWZB89jDEkhHvf/2+d31dDoyZ4PWY267sEjiVD0+yzGk0HWbU1tghnBbInBK89BlHnwmA96S8UVIzhxxCq8Pgaf81FZOdkMWfOG5w8mUX37h35/PM3S5LDV8KyZct4+OGHuf7667Hb7aSmpvLCCy8Afu/gN96dz7wX/8XbL79NYmIis2bN4uabbwb8Friv//t15r0wj4ceeohjx44RHR1N175d6TasG8dsxyhwFACQ684l05FJYmgiYpHtk0f2sC/Pn7tMJ+owSkZ/WBSdBbPOjCT6N6h0Oh0vvvgiu3fvRlVVWrVqxb333suDDz5Y47+zRsOSUyo8ls1orKRm3XHBBRdwwQUVh0I9a/b/JQM8UaSIqsVYrcoqglTx2lGn03HFFVewZMkSzaDnHCItbQOvvrqI9PQdnDhxig8/XMDYsUX9qZK+43XL+DwyZqt/40sUBX+uEhXESn5nNWXGjBn06tWL7777LhAGsryyqli0aBHz589n9+7dhIWFce211/L666+XqWeQDLQNb4tO1DWLvRaNxuGXX35h3rx5bNy4kYyMDP73v/81KUVEQ/cbDQ2A/83fRM5xO3qTRJchSQC07R1Luz6x2vu0AdCUJqehKiqqRwZRQGxC7q6rVq0qU9a+fXs+/7ziuOdWq5UPP/wwcGy323nuuee44447qnVPQRCYNWsWs2bNqrG85wrfvDqPwuxTXHjrXcS2atPY4lRMA71LLeGRQcfrvvysTJ2opBbklAr/JYgiqlLz0EW5J4KtsntdMpaf3nuDll171vhaGhp1jder0r9gF7vDO9NF3YIBLTyXhkZ9oPgMCKKCIPqtr0Rd+eErq1KYFHPHHddzxx2Vh+Mqj6ioKN5///0Kz0+4fDRXXHo+YSFxhIQm4FN85LnyKPQWYvPYUFSFGU/OYPas2QA4vA4OFRxCL+nRCTrC4sI4VljiYWCSTFgiLKiqSqGnkGO2Y8iKjE/x4VN82L32oucWSApJIsIUwcSJE5k4cWKNn02j8TEWFBKm5uNFR1x+bmOLA8D1A1sytH0M/Vs38yTPggDG2uUOUhWVk69uwpAcSviYNkjW8i08o6Kiim6lbW6cKzgcTrp168ikSVcxaVL1FNM+r0zuCf+722DWIen8SjZrVN0bLO7bt49p06bRokWLSssqY/78+bz88svMmzePgQMHYrfbOXjwYIX19ZLm0dgUKFTyyQnJwkIoYbRsbHGCsNvt9OzZk1tvvZWrr766scUpQ2P0G41zC0eBh/1/ZtJ1eHJgztBxYAJ7NpwMCqlXXo5FjfpBM3c5DZ/DjS/LifdU3Ycuamj+/PNPPv74Y/bt28emTZu48cYbAbjyyisbWbKzh5P793Js53bcTkfVlesAj9MJQF7miRq1S0gtG2P9TEhs37Hc8pDwiMD31P7n4fN6gs5bwiOY8nKJFUX7AYOZ+OyLFd7HZK0krvRpVlqZB/YW3aNs/hYNjYbGrIfUIzYGq78Q7bbhcWU3tkgaTRyjUL3FlkYJXkcknsJEfK6SscKft+RoiZdJEyESkXhZxqcqHCo4xK6cXX4PEncBiqogiRKKWqLYMevMdIrqRGpEKq3DW5NiTSEpNCnwKZ1c12qw0imqE52iOtEmvA2JoYmEG8PRS3pUVcWoK/FMcPlc2L12LUxQM0MqNDDct5r27MJnaBrLt/M7xjF5UGs6xJ+74Sddu3PxnXTg3J6DYKzY2K64vwmCgKqqrFmzhg0bNtSbXHpd3edl0agZF100jJkz7+Pyyy+ssI7sU4LCrej0EgaTDiSFxx9/nJSUFIxGI6mpqbz33nuBeqtXr2bAgAEYjUYSExN5/PHH8flKrqMoCnPnzqVNmzaYzWZ69uzJZ5/5DdkOHjyIIAhkZ2dz6623IggCixYtKresMnJzc3nqqadYsmQJN9xwA+3ataNHjx5cccUVtfyLaTQUaqn/mhpjxoxh9uzZXHXVVTVu63a7eeyxx7R+o9Fskb0KHz37O6s/3k3GvvxAea9RKUz82wDa9optROnOXZrGrLsJoaoysupDVn1VV24GvPTSS/Ts2ZNRo0Zht9tZs2YNMTExrFmzhtDQ0Ao/Gk2bnGM1S9ReVeL48Lh4bv/Xu4HjgVdNqLR+xp5d5ZY7CwtKHQn43MH3DQmPQBRLFpWSXl9pipIRk26tVI7SbPn5BwA2r/iOT2c/xYl9e6rdVkOjrpFsxznZNYe1wnDWmAZx3FCzxJ8a5x6JuusaW4QmjaoKyJ4QVLVk6irpnZQX50SoYaLdqli69JsK50tdu1Y/x5gMHHXnYvP4Q7GZdCZiLbG0CW9Dx8iOxJhL8lbUJlzs2MvGEhcZR8uYlnRK7ESflD4MbD2Q2IhY5syZA0CWM4uD+QfZl7+PfHe+pjxpJnQwHeNr/RX8JfRhS8u2DXLPdevW8fHHH7N169YGuV+jIfvgp+f9H6+rRk1taX7vL9Xlo+CHQ9Vqs2vXLn766Se++eYbsrKyaixudbBaa5b7sLmhelT/p9T7S5WLynxqndetC7xeI6pa8k73umWyj9koOOVEVUruER5n5r6H7uS/Sz/h1VdfZceOHbz99tuB9fmxY8e49NJL6d+/P5s3b+bNN9/kvffeY/bs2YFrzJ07lyVLlvDWW2+xbds2HnzwQSZNmsTq1atJSUkhIyODsLAwFixYQEZGBtdee22Zsqq8ElesWIGiKBw7dozOnTvTokULJkyYwJEjR+rk76VRPygeGUEGVDUQ7k31KSgeGdWnlKmreOSg36cqF9X1Vq9uQzJ58mQ+/vhjrd9oNBs8Lh+HtpYYVkp6kba9YolvExbUl0RJ27ZvTLTwXKejE8j3ZKEzGLDQvN3Ne/fuzcaNG8s9169fP9LT0xtWII3qU8U+SU29+3f+uqrS8/mZJ8k5fowhEyaR3LkrKV26s/6rZShyORtPglBhIGtVDZ4cBStRQG/2W8aOuv1u0r//huE33oItNxtR0pVJIg+Q3KlLmbJOQ0awM201qf0HVfg8h7ek4xpbcwsVDY26QhRFQvMkKDL2tKraZEejciTJBN7GlqLp4rXFofhM6My56Ez+sUXUuzBGHAlK6F4fjBkzkpEjryn3XE0SqOuBSJ0FSW8hwhgR5AFSF7z77rs4izxST6c4PJAkSoiCiNvn5mjhUQySgThLHGGGMC10UBPG5yoJz9OioGHCc504cYJdu3aRlJRU7vkdGQXkOjykxoYSF9aM8x2qMqx5yf99yP2gr96zeDMduPfkBY59WeX3PQj2NOnYsSM9e/akRYsWxMTEVNhGo2IKX/Jb4IZOD0MI8b+3PL+7ca92oe9lwHxpiSde4T/zwQuhd1sRIvyGW56Nbtw/utB11WO5siSPje31AlSnSshUK1Ksv673Lw+G3mf+rpZlA4qsQ9L5B3qdQUSURCSdgCKrSEWhVvbs2cPSpUtZsWIFo0aNAqBt2xJF6RtvvEFKSgqvvfYagiDQqVMnjh8/zmOPPcbTTz+N1+tlzpw5/PjjjwwaNCjQ/tdff+Xtt99mxIgRJCQkIAgC4eHhJCQkABASElKmrDL279+PoijMmTOHf/7zn4SHh/PUU09x0UUX8ddff2EwaMmImyLHn14LgHB3BFKkf21S+MtRCn44REj/BCLHtw/UzXj+d1SvQsKj/dEVhYiz/ZZB/tf7MfeKJfq6ToG6J15ch2L3Ef9gH/Tx/j5l33iS0AGJDfJcu3fv1vqNRrPCUeDhw6d/w+tRuGn2oEAYxhE3dAyEZtRoGmhKk3MUs9lMampqY4txFlC3GzXn33wnzsKCCvNyhMXGU3DqJBHxNZuAVMf9dvOK79i34XcAHvjwi3IVJpc/+DihUdF8PPORcq9RcCoz8H3v+t/KnO84aCgAPS+6lJ4XXQqANTqGBz/6gh/+/S+2/PR9UH1BKDtglCw8q3wkDY1GQ7F24itvSZjHK66vXi4pjXMXa2xX0AzNAJC9ZhSPBX1IifWVaHCgKhKCEDw21bfCBCDcGk1y8hnOmUJiwRRBktFa7U3ZmpKcnFxlncSQRGLNseS4csh2ZuORPRwtPIpFbyEhJAGzzlwvsmmcGVuTSxQXqrthvIN69uxJUlJShUqTl77fxU87M3lxfHcm9m9acfFrhCDBgDv936Xqb1jZfjtedaUiLBYLY8aMQRRFBEFg3LhxmpLyLERVRQRBQVVFVF9RIne933tJUER8jmiksBMIgoQgCEQlWspYEKenpyNJEiNGjCj3Hjt27GDQoEFBv58hQ4Zgs9k4evQohYWFOBwOLrrooqB2Ho+H3r1719mzKoqC1+vl1Vdf5eKLLwbg448/JiEhgZUrV3LJJZfU2b006p4wOQS9r+nk7z1TtH6j0dRRFJX8TAeRCX6loiXMQEyKFUeBB3ueO6A00RQmTQ9NaaKhUQcIdZRpvc+Yyys9b7T4LacEsWYv0wtuvpOPnnoocHz98/PKKD6KFSYAilJWYXLtzDm07NYDAIPZgqe8PC5VLACrs0AcdM0N/PbZR9W5nIZGE0ab8GjUjANZLze2CE0Grz0aVAnJ4EDU+623dcZCdMbCRpbsDDBHNLYEAXSijjhLHNGmaLJd2WQ5s3B4HRR6CjWlSTNAaKA49K1ataJVq1YVnj9rArtJOrj0HzVqorh8ODb68yZZesXiSD9VaX2TycTAgQMDx6Xnwz6fj/Xr1zNgwAAkqW42MfPy6i9fSlPA+nBR/sJSjn6G84wY+hvLTL+s08up29eIoVfZuqH3hJWpq+9RtSJNVSS8jmhUWYcx/DiqrMdji0cQvRjD/co1QdGjKnpUpeTfuLyQK2bzmb2DbTZ/+MdvvvmmjCLdaKw778bERL8BX5cuJVEBYmNjiYmJ4fDhw3V2H426JWnWYGw5+Ri9Olwev9eTdXgLQocmI5yWWDpx5nkACKU2cUMHJRIyIKHMmj7hsQFl6ob0ja+XZygPrd9oNGXyMh18tSAdr0dmytzB6PT+cWD0nd0wWfRl+p5G00JTmpyODFZ9VJNMjKWhEaCG2oTE9h154MP/sfDBaeRn+hd5F91xH7acLA5u3kTv0Zfz7b9eCtT3usrGdDaGhLBt9U+ERkVXqPyQvSWxZdr26c/+TeurlFtRZF65/srA8eYV31b6LLvW/gLA8d076XPplRXW03qwRmNijorm6v9uwRexkVC9hRZDZza2SBpNHHNYS/KdG4gwDSTRdB1uxylUQcFgikBnsqKTrLgdp/C4stGbI9BJFjyOfDyeTAyhMVjCWuN15OOyZ4CsIEomTGEJ6C3hSHoLsseFuzATjzsbUdBjMEWBqOKyZeJ2ZGCyJGG2tkAVZSQxFH2oFY89B489B0QVnRCGoBNRBC+ewmy8zjwEg4hODEWRvSh4EHQx2KRojLpEjEWbf4KoB1RUxYeqKP5xQABV8SL7VDwuM6oqEhLmBkS/h6FFRJUV9LoIJCmyyDBBQFUVVNUHCAFLXf8WsoLgyEaQZQRVRUBGRUQRRVQERFUFVAiNA8mIqnhQFF/Am1FVVURRhyDpQRX8dfGHmxQkA6JU/RBczQlJlIizxBFpjCTLmRWUU0VWZCTx7LFCbe5En8rl4fx3yTNYseY0jTh+Ac/fOjIcak7YN5xE9Sjo4i0Y20X4lSa1yA+kqioff/wx+/btIz8/n9GjR9eJfIpa8hvpEvUvvK58fJ58dOYwJH0IOosZjz0XryOPrw//wFG3jYExfegZmoRksiCHRqGTjXyW/gaSAJe3Hc/6nC38lLMJNzKioidc0BEviaDosOPDKXiJUE0kiTrsyBxVPHhREFSJk4KDN89/FXdBFsv3f8mO3L0MbTma/knd8TkKOZS1iz9OrsajiIiqwITO40GVEC0J5BON3avHgw69zkCEMRJ0KopS9IyCgKrKuHx2kEQsxnD/OKGq/nHCIvlTXisyoCAIOtAVhRRWVVTVhyDoEBDBTEkYYkFCECVEobi9t+gaAqKk9+8VqP58qIrsxeMzoKoCkpyIXhKQdSBKBiyGNgCYQwQiY3SIurZQyQZZ9+7dURSF1atXB8IMlaZz584sW7YMVVUD67G0tDSsVistWrQgMjISo9HI4cOHK7S6rwuGDBkC+HP0tGjRAoCcnByysrIqVbZqNC6iQcIrKfhUJ76i1bKgE8t9i4uGsnMAQRIRypkaVFS3odD6jUZTQ/YqSHp/HwiLNqGq/nxZuRkOYltaATCHauHYmgOa0uR0FNCLBmS0pL0aVaMzmtCbzHWmHf746Udx221c+chTRCaUDYdw6tABABz5eTW+tqTTBxQmhdnZ9LjQ7/45+NobAYKUJoosB0KBFbMzbTUb/u/zoGsOvGoCf/xvaeDY4yqJ5yyIUpDXCED2kbIWFHknMoKOq3q2xNSOZOzdRWr/84LKdUZjmcTzGhqNheQ7gHP4Cf5puh+AgncX8Ohd5Ye109AAsBfsBSDP9Qd5rj9KTriB/NMqn67Xziv6nE7FIfbhdKcNe9GnJpyWikoUk4jQPYPbJ6EWj4ulplN+C1sBQfQ3VEURrycFAJcvK1COwZ/aywf4KpqOnb4/WcYQUKFY8VFSlBFcVPoacrCsAYr25cLCulcgSDXxOkGRQWeEJqaE0Ut6EkNLwn6qqsrBgoOYdCYSLAma8qQJkCjbeaL3VAAG29c2yD0LCgpwuVyEhIQQEhJS5nyg+5x7OhMsvWJRvTK6KBOqt2plicfj4fjx40iSREpKSqBcEAT69OnDsWPH6i1s8vac+0oOit/7OSVFXePBnzZ+L4cUwFH0AXoXiXrIM5u4ULg+tPr3Pf2NuXGfPy9UC6v/A3vYWhzhTAc9Shl377VvB0B0JRER/gwh+jgMBh/gwukNzpdYjFi0q+HylX++Umqo75KdFhSfEb2lJL+QPsSMIHmRRR8y4BYc7N9bsu7ZfzidPzbpiYwMp3PnC/zKm3Jo3bo1U6ZM4dZbb+XVV1+lZ8+eHDp0iMzMTCZMmMDdd9/NggULuO+++7j33nvZtWsXzzzzDDNmzEAURaxWKw8//DAPPvggiqIwdOhQ8vPzSUtLIywsjClTptT871MOHTp04Morr2T69On8+9//JiwsjCeeeIJOnTpx/vnn18k9NOoHRS+QqxRilixVV25gbDYbe/fuDRwfOHCA9PR0oqKiaNmy4jCQWr/RaCrkn3Lw66d7cRZ6GP9oXwRBQJRExt7bk/BYM7pyFIwaTRtNaXI6Eth8+YiSiJmIxpZGo4kz+cVX6/R6x3f5FwlHt28tV2lSjNtR052tYLzusp4kpfFbYASvIE5XmACYrWHoDEZ8Hr+yIiqxRdD5wdfewOBrb+D47p1s+fl7Bk+4scw13PaKn0VnKOsOK+r8ry3xtBAGYg1Dlmlo1Cei14a71M/XJfgqrqyhAShK5e/l5o7PZcXnjEI02DGEZAEgCAo6Sw6i5C5RmJytFBwDdyFEtAJLVGNLUykOnwOXz4XL58LhddDC2kIL29XI6PSewPdCXViD3PPnn38mPT2dUaNGMXTo0DLnix0rmr3OxOeB2XH+748fAlN4lU2kUANh5/s38Owb/AZGlTmaFBQUsGjRIkwmE48//njQua5du9K2bdszDi+j0TCoig6vPRYAyWhDlPya9eJQksX8+ec2xo69LXD85JPzALjhhiv4z38uqPQeb775Jk8++SR333032dnZtGzZkieffBLw56769ttveeSRR+jZsydRUVHcdtttPPXUU4H2zz//PLGxscydO5f9+/cTERFBnz59AteoK5YsWcKDDz7IZZddhiiKjBgxguXLl6PXNy3DAI1gQsRQVJceU0jT+3fasGFDkPJgxowZAEyZMoVFixZV2lbrNxpNAYNJx5HtOcg+hZwMO9FJfmuD6OQaWB1oNCk0pclp6C0mwlMSzklXc43mQ3ybdmd8jZcnjgXgphdfJa5126BzxpDQoKTuFSHp9Ex7+z/kHDuC7PViDitZyJfOkZLUoRNJHTrVWEZTaNnBpaLQYK169GbPH37ry9MVKhoaDU2hTyDXmwhFXrexXm2ipFE5bs+JxhahzpC9JrxeK5Ipv2RDSVe06asEK7ibdZ6Ss5QQfQitw1tztPAoHtmj5TppAhzVRQe+tz9e/QTkZ4LBYMBisVS5kXN2JDSvfVBXQS8ihugRTRXPPdUqQneVVpg4nU4URSnXu0ej4SlO6h5I6C76kIyFCIKMIFYcmWLYsP7k5/8FgM0WCYhYLLmIolJlKDeTycT8+fOZP39+uedHjBjBunXrKmwvCALTp09n+vTpFdbJy8urVlllhIWF8d577/Hee+/VqJ2GRkWMHDmyyvdlRWj9RqOhcdm9bFtzDJfNy5Br2gNgtho4/6ZOxLWyBpK+azRvNNPs0xAEEUnSaZuuGk0SU6g//qEx5Mw2YI3mEnfc3IxjQedCo2PQVbFAjmvtV9qExydgtFhIbN+RFl264fN4Km1XLpWstcubMx3dsRWAQ3+lB5Und/QnVOs8dCQPfvQlbXr1rbksGhp1hM9r4k99t8Cx3qApTTQqx6fWIqRIE0CRdbhygkMmKF4zsicExVsy1og6N8bwoxisVSvkz25qvzn7xRdfkJqaiiRJPPDAAxWW1QUh+hDaRbQjxhxDrDm2zq6rUTuywku8H+yGhomBfemll/Loo48GJTAvzVmTO07Sw8N7/B+DtdKq3kwHmW9vxrk1K1Bm6RlL0szziL6hc5W3qkrBlJmZyb///W+WLl2KLGuhohsbVdHhzmuBxx6HqpZsm+gtOejM+QiCUknrEkJC8ggJyfErTOAs6jwazRHBoxAmCei81fv9amholE9BlpPfv9jPXz8fxZZbEia+48AETWFyFqEpTU5DVVQUj4zi1Saqn3/+ORdffDHR0f7E3+np6Y0tUpNj+ZsLWDbnabKPls3V0RQxWf2eIJFJpQIHF2ktwmLjAeh9ydgqr6MWzfZdhQW8/8CdvP/AnQDoTTW3RK3Mq0tVK57M5Rw/elpdbQWi0XTweaC3Yw8ArdV9GE7PraChcRbgc4Wy54t/cvCnJ5G9pkC5qHf6vUxOC1dSmVVuU+Gddz6he/fRxMX144ILbmDjxi2NLVKAO++8k2uuuYYjR47w/PPPV1hWHfbu3YvVaiUiIqLCOjpRR3xI/FniSdC8MRUWIqr+/hNtaxoK1on9UnhiTCe6J1cdzqpJIwgQGuf/VBHq1bb2OJ4DBdg31Uz5W905qiAI2O128vPzKSzUvPAaA3/uLT+C6EOQvAiiN6i8pgiCiiD4fwNr124kLCKS0NDQcj9NhWnTplUo47Rp0xpbPI0zwKO4EAFPmQR5TZc1a9ZU+HvU+o1GQ6CqKsf35LJ3Y8n4H9cqjK7Dkjh/cifMoVp4tbMVLTzXaficbtRcL6qgYkxumJjBtcHj8WCoZ0szu93O0KFDmTBhAlOnTq3XezVXju3YRt7JjDPOMVJdXDb/AsqWk010ckoVtctS3rZH8V5InzFXkH3sMC06dyun1mkULf5USjxVXDYblrCShXNdeHo48nIJj0uoQITgBag1OoaW3XoQ07L1Gd9XQ+NMMepVOuyzcVGXH5BcRtxOb2OLpNHEMQjxeNSTjS1GhdhPdiJn52gM4ceI7/UpADqTDZ0pD0U24rXFojf6N3UlvQu9wV3Z5Zoky5Yt58kn5/HKKzPp1687b7zxAVddNY2NG78irJGnhDabjczMTC655BKSkpIqLKsOXq+X66+/nmHDhrF2bcMkFdc4M3yFFq52fsVxQyxCE1HCX9YjsbFFaFAUpw/HJv87OnRw9ftbaapSQMbGxnLDDTcQFxeHxVL7JM06SbNwrSmqrMdjjwVVwBhe4oVvsJ6stkdJdejduyubNqxH1DXtDbZZs2bx8MMPl3surLEHRI0zwqXzcoosDIKRCKKrbtAE6NevX7Mw4NX6zdnLwb+y+PbNLZjDDLTpEYOk9xtZjLyx5iHo6wtVVXH6nPhUH4qiIAgCVoMVUdB8Jc4ETWlyGqqioKgyShNZkBQzcuRIunXrhk6n44MPPqB79+7861//4pFHHmHNmjWEhIRw8cUX88orrxATEwNAYWEh06ZN44svviAsLIxHH32UL7/8kl69erFgwYIq73nTTTcBcPDgwXp8Mo3akHfiOK2696r9BUopHOLb+uMv9r3syqAqpRO8n86pQwcAyD9ZEoPf63GhN5RYGpeXxL08hEqs+gSx+lZdOcePcnjrXxze+hfHd+9k0PjriG+bWu32Ghp1iWQ/wanuWawQboBQaGv8rrFF0mjiJOlu4qD3pcYWA4DCY71wZHYkMnUVBqt/k1DxGbGf7IrXEQ1FShOAVhe+UBTfHaB2G4lNhddfX8KUKeOZNGkcAAsWzOSHH9bwn/98wbPPjqy0bV5eHo899hhffPEF+fn5pKam8sILLzB2rN97c9n/fc/Tc+ez9+BREhMTue+++3jooYcC7d1uN3/729/4+OOPycvLo1u3brz44ouMHDmSVatWBRKjXnCBP4HwypUryy0bObJyOQGeeuopOnXqxIUXXqgpTZoJ3YyHeMRyDwAFbRrG+2ndunUcPnyYHj160KFDhwa5Z6OgyJC2wP/9vHtAbyq3mn3DSVSPgi7egrFdiZGQa08uBT8fxpBsJWJs23Lb1sQbunXr1mXa1tTbKyysR43qa/i9SvzeJAKqrEcoysdVFwoTj8cECOj1LsxmE7HRqU1eaRIXF0dcXFxji6FRDwg6AbfiQSc2TKjHusBsNpOa2vTX9Vq/OXuQZQVngYfQSP+coGW3aCLiLSR3iMDrkQNKk8Yiy5lFgaeAtuH+eYdP8TH448E4fad5+SMQZ4ljYOJA/j70740harNHUzkV4XXLeN0yqgR5nlM41EJkn4LXLSOfFu8xUFcpmQDLsr+u77SwXuXVrS2LFy/GYDCQlpbGCy+8wAUXXEDv3r3ZsGEDy5cv5+TJk0yYMCFQf8aMGaSlpfHVV1+xYsUK1qxZw6ZNm85YDo0GoMq1Ue1CZTgL/SEdMg8dYNrb/+Hml98gPC6+1reQfb6g48rCaVWEpPPrbs3WstYX5eVWadfPH1u7w8DBQeWlw3zt2/A79vzcGsuioVFXCIKAxVEyxFpUbbjVqBxRavgNFMVnwH6yM/kHzwsqz91zAbl7RmHP7Bgos8TuJq7XxyQNeiuors5USHX287wetcKP7FWrXddXzbo1xePxkp6+g5EjS/4WoigycuRA1q/fXGlbRVEYM2YMaWlpfPDBB2zfvp0XXngBqSg/3saNG5lw2/1cd8UlbFn3C88++ywzZ85k0aJFgWvce++9/Pbbb3zyySf89ddfXHvttYwePZo9e/YwePBgdu3aBcCyZcvIyMiosKwqfv75Zz799FNef/31mv6JNBoRn7vEECWhgcJzHTlyhK1bt5KVlVXu+b2ZNtKP5JFrr0U+u6aEqsBPs/wfX/nhalRFxfbbccDvZVJaiaHYvBQcyMaTYavyVjVVfuzbt4933nkHh8NRo3YalaPIejyF8XgKS21uCiqG0EyM4UcDCpO6wuOx4PFYUFUt1KFG41O82dvYm74aGk2VjH35fDjzd5b/e2vA6EGSRK57egAjb+yEKaTh12yqqrI/bz/vbnmXG765gfOXns+cP+YEzutEHaH6sqHqVFROOk6S48oJKp+xagZvpr/J4YLmkWagMdE8TYr49/TVAEx6vl+g7M8fDvPHV/vpMiSR828qSe73/iNr8HkUbpo9iLAYfw6HrauO8eune2jfP56Lb+saqLvkb2tx2bxc9/QAopPOLN5i+/bt+cc//gHA7Nmz6d27N3PmlHSU999/n5SUFHbv3k1iYiKLFy/mo48+4sILLwRg4cKFNQrfoFE1ah1n8jtv/HU4CwpI6VK+hZjBbMbjdBKZmFzu+aoIjYoOhPYKiYgkJCKywrrlJXW/7P5HCImIZOmsJwGITCz1e1Kh4FRJjMc966pnvRqd0ooHP/oSBPjq5Tmc3LcHW27RS72cxaUk+V9bghTsheJqoBBpGhrVQQ3rzPfuEsXd1dff0YjSaDQHwmJ7wJH6u77sDsGZ2xq9OQdjeAYAXkcUR1bPQJDchLX8A0H0j2lhKesxhh3HFFGSO0oyOInq8HOt7//JU+VvvAIkdzJwwa0lltufPpeFXMGeVXxbPRdPiwgc/29uNm572bH4pn/ULHl5dnYusiwTFxccqiI2Npo9uw9V2vbHH39k3bp17NixI2CR37ZticX5/PnzufD84cx8+mkwhdOh50C2b9/OvHnzuPnmmzl8+DALFy7k8OHDgXnaww8/zPLly1m4cCFz5swJWC5GRUWRkOAPW1leWeXPmM3NN9/MBx98oIWJaGZsLzXf0jsaRknRo0cPkpKSaNWqVbnnn/1qG7/uzeKf1/Xiyl61m5c2DQTo7feuRwq2vFZlhewl23EfLEB1ywhmHZbeJRvtXq+XFX/9wp+mrfQt6MjllD9/Dw0N5cILL0RfjjFQRciyzDfffENOTg6//PILo0ePrvmjaZSLIKgoPr/1sKpIgXxboq5+wkrq9S5UhEBeE0GofX4UDY0zRZQFrHIIep+2FaihUR5hMSYcBR58XhlHvoeQCL/hiiQ1vKLRLbtZfmA5H+38iO3Z24PP+YLHrI8u+4gwQxh6UY8kSsiKTJ47j2O2Y0ilxp0D+QdYcWgFKw6t4M3NbzKixQhu6nIT/RP6a3kMy0F7U1ZEE8wp3bdvSY6IzZs3s3LlynITX+3btw+n04nX62XAgAGB8vDwcDp27FimvkbTYciESZWeD4mIxON0IurOcLJdnZfhaaEEJs97jdiifCHmsHCcBfkVe6kA5109sZqiCAEFyLhHZqIoMq9cf2UVrcqy9ecfatxGQ6P+EPFSsjnSBIcUjSbGwaxX6/X6p7aOI2/fSKI6Lieu5zIADKEnMYYfxWA9geIzIxn81swR7dbUqyxnG+np6bRo0aLCEEY7duzgyiuvBGuJYmPIkCEsWLAAWZbZsmULsiyXae92u4mOrrt441OnTuWGG25g+PDhdXZNjYZBKTVvUxtoQdu+fXvat29f4fm6NhxqNCQdXPlauaecf2Xh2lViABHSPx7R4J+zZmVl8dlnn3HihD9UbbQ+IlBPURS2b9/Orl27uPrqqwkJCWHYsGE1E0uSmDBhAhs2bAgYwFWXvPyNNap/NqP4DPhcEQiiD73Fb5Tl/56FqHcHFCb1idGoeQppNB10HpEEbzROmrmXoIZGHWDPd5P+4xEUWWHYBP88PCTcyOX39yS+dRg6Q+Mque//+X7WHvcbI+tFPQMTB3JBywsY2WIksZZgA7GEkGADKlESibXElqkXa47l+SHPs/zActKOp7Hq6CpWHV1Fx8iO3N/nfoYlD9OUJ6XQlCZF3PHPEQAoHheSM8JvdHRxND0vTEEUg38wt87zT3p1pVwau41MpsvQJE7PsTP574PL1K0tISElSf1sNhuXX345L774Ypl6iYmJ7N2794zvp9F0EWoZnut0RUh1GP/EcyR26IyxVELKil6ihlJ1BlehACrG63Lx5h3+une980GQQsfrckKp5PIAu/9IAyBjzy56XzK25MTpIp0la3mN5okpMpqrlm3AFrcFd6GEtd8TjS2SRhPHZE0AJ5iEFsSqV+JyHkEVZQymWAzGGAy6aJz2Q7jcxzCa4tGJYbjtp3CqhzCbU7BGdMddeBKn8wCqT0GSLFjC2mIMjUVviMCS6WRnpptwXSpJys2YTImookziBbtwePdjka4k1NwRVfShl6IwhkfhLDyOq/AEiDIGYhAMOmTBiasgA4/rJORuR++RUCJaoYSGoNO3QRbCMQgxRSpDAVEygKpy0+woVNXnH78EAUVxoaIgCWZErxPRC4IqIqgqNz6WgCqIqAIUGeYioKIKAqokoFMMCIIBFYHLHjYg4N/ANevD0AtGBJ2EXifg8zkABVEwIoiif5NXBUVxoajeorHU3zoh2ookSeSeUjFKiaiqgoBATrabxKSWlf7bmc3mM/q3t9lsSJLExo0bAyG9iinPOKa2/Pzzz3z11Ve89JI/d46qqiiKgk6n49///je33nprnd1Lo26JzDzFA54l5Bv0WDOaxgSnFlPKZocjvcSDWhdrJvQ8v8fPX3/9xf/93//h9XoxG0wMt3Uk1ZyMqqrs3r2bH3/8kVOnTgHQrVu3WhutJSQkBPIi1QRFKdkMbSU+iMedxd7cDRTIEGdtQ/vEnngcp3A5T7Aldxc5Xj0h6EgwerCpPvb6ZAw+M60MKpKg4pMN2FSFkyKc8hWik43ECHrGtOjC5hM7sKFgx0s0BhKMPpwKhFq7kZ69hdahqYzsejWK14Mj7zBeXy46MQSTKRkvObjt2XhdufjEPHREgKqiSj4ERY8htD1uIRyP1wCCDlHUEWII9ecgVTyAiiCIqKoPRfUgoEeSzCiKF1AQBB0KhqL2KmaTgijqQADVqKCqelTVi4ABAQmE4uv524qiHkHUgaogK25UxYeAiCgZUVFAxX9vxY2KgoCIfwEiIopG/70QUBSv30gMHaLOAKK2GaXReHgUGZ/owXcuvMQ1NKqgMNtF+orDiJJAn4tbBbxKkjtUHJGlPslyZhFmCMNQ5Pl6aZtL2Z+/n4kdJzK+/XgiTWcuV6ghlHGp4xiXOo4D+Qf4aMdHfLnvS3bl7uKen+5hwcgFXNiqZsYaZzOa0qQIvdG/SPV4BAyiCQUZSScilfMXKq5bGkkSkcpRQpZXty7o06cPy5Yto3Xr1uh0ZYVs27Yter2e9evX07Klf7Gfn5/P7t27NQvDOkQQBITTNWVnwJcv/R233cYld00nPK5sqI3cDH88ZXteTplz1aE47FVh1ini27SrtG5oZBS23BwsEZFBChMAR34eAF53sEtgcX4SSa+vtnbalpuN110SQ1oq9Xs2n6YwAX/i+pP799Cya3AIhGHX38yP72ox2jWaBqL3EJ7++bxuuRcA13tv8tIDD1XRSuNcxmHbD4BLPcoRXofifXgVKB1m3wAoRZ+iNAd5KmQUG0Priz4UtStqq8ZCyzH+78eBgIFhUf0C1kHp3IGl0yYUG+IWh8wSAUvRB4B9/mIxiQi1Kx7VSECTXdzWEKzbLhk5PShG/+MEMPoblq5fvLQXAF8p68hS9iRAduB2QSm31FJyFHPaECUYoFevzvy46jsuuawX4LcW/3nlT9wx9QYqo0ePHhw9epTdu3eX623SuXNn0n5dAx6HP/yPpCMtLY0OHTogSRK9e/dGlmUyMzNrbI1eE3777TdkueQP8eWXX/Liiy+ydu1akpObc3ils59k2cMTnW4HYFjsrw1yT5vN5lcKmM2YTGWToxfvt52t1ohygQfXHv+LNeyiVliHt0AWFL799lvWrVsH+JO2j+k0Au8XRznhyeHrRYs4dMgfzs9kMnHeeecF1mGNxSHlFdBDSBz4X5c72F/4rf+kARLjIbFUfRMQU851YoDWp5WdYhtJ5bw6/Fs9u+jbAmA3W459G1xBAUqngDFSFglEbxIR6jMY9EYMev8A5JYL/edL/+yK9N+yR8JXqEMyutCZigYxHejM4UgGOz6xaGAoPaAAUCrEr1rq/zJlxw7KKSuvC5w+7hRf1wOhhi5aiC6NRkPRQZaSj1m0VF1ZQ+MsIy/TQWGWi5QuUQAktA2n5wUptOgciSXcUEXr+sPpc/L+1vdZvG0x0/tM58bONwJwadtLuaztZejE+tm6bxPehr+d9zfu7X0v7255l98zfmdEyoh6uVdzRcv+dDoi2H0FuFRn1XUbkXvuuYecnByuv/561q9fz759+/j++++55ZZbkGUZq9XKlClTeOSRR1i5ciXbtm3jtttuQxTFai9ucnJySE9PZ/t2f+y8Xbt2kZ6eHnBD14Db/vkOMz75iqQOnauuXA32rv+NI9u3cHjbX5XWc9mqTjZZGR5n1W7ixXN7e14uL08cy8sTx6LIwauE3OOl4t3r/NZUNZelVF8TBERR4tZ//pub57+JwVTWetdo8ZdJhuBBredFY5j6+vvEt604lISGRkMh+Qpxmku2gUMMvkpqa2iALNfvvOMs3desU+65ZzKLFy/jo4++ZNeu/Tz44Gzsdic3Tqo8ZOSIESMYPnw448ePZ8WKFRw4cIDvvvuO5cuXA/DQQw/x088ref5vD7N7y0YWL17Ma6+9xsMPPwxAhw4duPHGG5k8eTKff/45Bw4cYN26dcydO5dvvvmmzp6vc+fOdOvWLfBJTk5GFEW6detGZGTjWNRpVA+docRIJc8Q0SD3/Pbbb/nnP//J5s2byz1fHJ6r2b9aZC/8Pcn/cZaE4nL8eRIUMLS0EnZhSwS9yB9//BFQmAwfPpzJkydj0OnZqNvHslOrOHToEJIkMWTIEKZPn87IkSPP2BMtMzOTL7/8kpUrV57Rdc5GVFWk9C9QVQVURY/sCd4M1pnyEcTGm4fZbJHYbFEoavHWS+Nb+KelpdG9e3f0ej3jxo2rsEzj7CNEtBLpjCdcjWpsUZodWr9p3hzdlctHz/7Bj4u34/OW7GsNndCe1t1jGsUIRFVVfj78M+O+GMdbm9/C6XMGwnGBPyRXfSlMShNuDOehfg/x8WUfB+7nkT08sPKBMrlUzjU0pclp6M0mrMlxWBPLs7FpOiQlJZGWloYsy1x88cV0796dBx54gIiICETR/886f/58Bg0axNixYxk1ahRDhgyhc+fO5VqLlcdXX31F7969ueyyywC47rrr6N27N2+99Va9PZdG9YhKblGrdm169UVvNNG274Aq69pLeaVUhKjTM+3t/3DnW0swWa3IXr/1r+z1op6By29kQhLRySkVnK14MAuLidM2BjWaBIVulQJPSc6feLk8M0oNjRLcnpP1du3MzeM58sv9OE5pSuXKGD9+NLNnP8ScOW8wdOi1bNmyk88/f7NMcvjyWLZsGf379+f666+nS5cuPProowGvjj59+rD0vVf55Kvv6TZgGE8//TSzZs3i5ptvDrRfuHAhkydP5qGHHqJjx46MGzcuyFtY49zmuFSyuZV64niD3FOn06HT6QLrioo4K+ZdXrv/Uwrndv88OKR/ief3wIEDadeuHddffz0XXHABoiiS5yzkT91BAHr16sX999/PRRdddMbKkmIKCwv5888/2bFjR51c72zBa4/GndcC2VuyrpUMDvSWbAzW+htPq0ta2gYmTryXjh0vJDk5heXLvy852QTCIs2YMYNevXpx4MABFi1aVGFZRSxatKgo4kLZT2ZmZqVtNTQq4pdffuHyyy8nKSkJQRD44osvGlukILR+0/yQ5RIjxsR24YREGIhpYcVtb3yDxiOFR7jnp3uYvnI6x+3HSQxJ5OURL/PaBeXnWWsISitolmxfwk+Hf2LSt5P4aMdHZ7S/15xpsuG5HA4HnTt35tprrw3EXm4IBFFEV8XioDFYtWpVmbL27dvz+eefV9jGarXy4YcfBo7tdjvPPfccd9xxR7XuefPNNwct6DUan+IE7MaQ2sU4v+rxZ1FkH5JOX3XlIopDcQEBfUVkUgtyjx8lukUKIREl1qmlvUaqrakvVa86uVoOb/VbPB7bsZXOQ8q6Dl43ax5AlYt8DY36xKtY2GAoCSFnMJQNNaehURqfml9v13Zmt8WZ1YHwNg0T1qc5c8cd13PHHdfXuF1UVBTvv/9+hefHXz6G8RcPhvAUCClrmKPX63nuued47rnnym0fERFRZrFSXllN0OZ5zYfMiIjAd4euYcJHXH311Vx99dUVnj9r1s6iDu5P9383hgWKY6d2x7kjh2P6HNopcYiiiE6nY9KkSUFz3NZDOzEpcRLh4eHExsZS10RFRXHhhRdisZy7oXRUFWSvGUlf2jtdAQQUnylQLggKkvHMvPHrCofDSbduHZk06SomTXoQo9GGKBRt3jWBvrNv3z6mTZtGixYtKi2riIkTJzJ69OigsptvvhmXy0VcXFydy6tRdwheGasooPqUqis3MHa7nZ49e3LrrbdWOv40Flq/aT4UZDv57fN9OAs9jJvRBwBJJzLxbwMwhVR/L6y+WH5gOTPTZuKSXehEHTd3vZmp3adi0Tedsf7aDtey+dRmVh1Zxdx1c9lwcgOzBs8i1FB3+RabA012V/Hvf/875513XoPfV1VUFK+M4m16g0hN+fPPP/n444/Zt28fmzZt4sYb/XHxrryy8jATGtXnx3df56uX55Bz/FiD3O9MXQYFQaiRwgT8isQyFK2UZY+H/zw2nSWP3Y/X40ZnqPlCPuiZavB8WUcOl1su6XRIOl35cmtoNBCyV6Gbay8ACepxjrubrI2CxjlAdJdvSRzwPuaog40tioaGRi0wFZZsBEfaC+v9fh6Pp8o61/RtwfQL29Mh3lrv8tQrggBRbfwfsSTPhKATsXSP4Yv/+5Iff/wRl8tVVF04rblAampqvShMACIjIxk2bBh9+/atl+s3dVQVPIUJeG1xqHLJGkZnKsAYfgy9ObeS1o3HRRcNY+bM+7j8cn8yXUGovqbE7Xbz2GOPkZKSgtFoJDU1lffeey9wfvXq1QwYMACj0UhiYiKPP/44vlKJvBRFYe7cubRp0waz2UzPnj357LPPADh48CCCIJCdnc2tt96KIAgB6/fTyyrDbDaTkJAQ+EiSxM8//8xtt91Wg7+SRmPgkV1IAniDEuY1DcaMGcPs2bO56qqratxW6zcapRFFkf2bT3Fsdx7Zx0rmUE1BYQLQMqwlPsXHgIQBfH7F50zvM71JKUzAH7Lr1fNf5dH+j6ITdaw4tILJyydzwn5upWtokruKe/bsYefOnYwZM6bB7y27PPhOOvCeahpWKmfKSy+9RM+ePRk1ahR2u501a9YQExPDmjVrCA0NrfCjUT0OpG9iz7q1uO0N83sp9vpwFtSfRfLpRLcoCQ1SkvTeP/FXVIXMg/s4dXA/XpcLU2hDLpybgJmWhkYFGAwSHXc5ucrxDYNztnMw3151I41zGj31F1s6NGEb4a1/Qx+SU2/3OJtZuvSbCudLXbt2bWzxAowZM6ZCOefMmdPY4mmcAYX2UCblL2OUawU6X3mZqesGj8fD8uXL+de//oXTWXmepWv7pfDgRR2av9LkNFRZQVX8c0xVVXE4HKxdu7ZaiqSmgiQ1rY2X6uJ1RHBq6+Vkpl8TKBMEEHUeBNGLqvqVWl6vD5/sBsEbqCfLir/8tP7h9frwen1BXnk1rdvQTJ48mY8//phXX32VHTt28PbbbwfW58eOHePSSy+lf//+bN68mTfffJP33nuP2bNnB9rPnTuXJUuW8NZbb7Ft2zYefPBBJk2axOrVq0lJSSEjI4OwsDAWLFhARkYG1157bZmyiRMn1kjmJUuWYLFYuOaaa6qurNFoeDwebKqTw/oT5Ov8OU59Ph8ejydIgVBc1+PxoCglfUCWZTweD16vt1p1GxKt35zb5J10sPP3jMBxaKSRkTd0ZOJTA4hObvz9TVVV2ZWzK3DcJboL/7n0P7xz8Tu0CW/TiJJVjiAI3NTlJhaPXkyMOYY9uXu4/pvrz6k8J3Vu+vrLL78wb948Nm7cSEZGBv/73//KJER6/fXXmTdvHidOnKBnz57861//YsCAkhwLDz/8MPPmzWPt2rU0NIoso6gKqtL8PU169+7Nxo0byz3Xr18/0tPTG1YgjToj7+QJWnbrWa/3MJgteJwOolukMPX1hX7vjSLrutwMfzztnKNHAvV9Hk9RMnhq5DFSOoxWXSTfSlv6IXknjtNv7FXEt0094+tpaNQGqTCD3J4n+J9wP1hgUsQPjS2SRhMnWX8rB70NF45Uo/qMGTOSkSPLX9Dq9dW0WGuAvA/vvvtuhRvdUVFawtfmTH/9fh4JvweAbqlb6u0+oiiyZ88eCgsL2b59+7nh3aAosO7f/u99b8axOY+Cn49gHdECoVtYYAPdUIE3tftgPoUrj6CLDyHi0rrf+PD5fLhcLgRBICQkpFptwsPqd41QV/hcVlBFdGa/MZjsCSF7+xUIkoeYbl8hFv3J9eYcDMaSl+i//vUlANOmjcVi8eeM27BhN2lp2+jWrTUXX1zyu33zza/x+WRuu2004eH+v9/mzftYteovOnVK4dJLS/Yg3n33O5xOD5MnX0RMjD9U27Zth+jR48z/XX0+PaoqVOlxsnv3bpYuXcqKFSsYNWoUAG3btg2cf+ONN0hJSeG1115DEAQ6derE8ePHeeyxx3j66afxer3MmTOHH3/8kUGDBgXa//rrr7z99tuMGDGChIQEBEEgPDychAR/zp6QkJAyZTXhvffe44YbbqizXD4a9UOxAcUVt11BVIi/g61du5aff/6ZPn36cMUVVwTqzps3D6/Xy/Tp04mM9IfjXrduHd9//z3du3dn/PjxgboLFizA4XBw9913B8JMpaenN9gYovWbc5vcE3Y+fu4PBEkguUMk1ih/rqvOg5MaWTI/BZ4Cnkl7hlVHV/HxZR/TKaoTAN1iujWyZNWnR2wPPrr0I+75+R5O2E9g0lUvT/bZQJ0rTaqKQ/jf//6XGTNm8NZbbzFw4EAWLFjAJZdcwq5du4iLi+PLL7+kQ4cOdOjQoVGUJugE8jyZ6PR6zERWXb+ZYjabSU3VNpSbKlXl9qgL5UKVMhTdQ1UhLKb8kAO+OrC6M5j91nA6vaFE6VIJLbv14PDWv+gwcEi55w9t3kTG3l10GjKceLTfuEbjIAgCZpcARXPgOKn5K+I16hexVFiYusadn4SqSOhDM5H07nq7z9mK1RpCcnLTH0+Sk5MbWwSNesLnLdmwj3HUrXdzQUEBVqsVQRDQ6XRceeWVuN1u2rdvX2m7IzkOnF6ZxHATVlPTCHdRK1QFlj/m/95zIvb1J/HlONl5aA+r1qwD/AqTipQmcqEH165cDO76sao+cuQIixcvJjY2lnvuuade7tEYnNpyJdk7xhLV8XvievpD4BjDjxHe5hfMMfsI8ihvAKVzfePzmfA/SOVKk/T0dCRJYsSIsnkbAXbs2MGgQYOC1oJDhgzBZrNx9OhRCgsLcTgcXHTRRUHtPB4PvXv3PtPHKJfffvuNHTt28J///Kderq9RP0j6Jhl0plZo/ebcQ5YVJMn/G45MCCGpQwR6ow6lEbwDK2Nr1lYeXv0wx2zH0Ik6dufuDihNmhuJoYksGb2EQwWHaBvetuoGZwl1rjQZM2ZMpWG15s+fz9SpU7nlllsAeOutt/jmm294//33efzxx/n999/55JNP+PTTT7HZbHi9XsLCwnj66afLvZ7b7cbtLtkAKCgoqNsH0tBoQHpeNAZnQQHJnSsP9xGVVHWisYYgPC4+8F1nMFCYneU/qEF2UGt0DPcuXFpt55RiJYukb5hEqBoatUGxprLSOShwfO31dzaiNBrNgbC4XnCkymq14mja3Xht8aSMmE9I/I76uclZjEgdWFOZIkBnBr1mTahRc3bEJga+hxRUHjarJuzcuZNPPvmEyy67jP79+wPQsmXLKlr5mbE0nfUHc3lrUh9Gd0usukFTRRCgm99i2pvjo+BQFr/qd3Jw+ykAoqOjueKKK4I8o0+7QAMJ2jxRVcjadgWOzE4knfcOeos/B4kx3B9GxeeMCNQVBEjsX/UG4n33+fNz6nQlxgb9+nWgT5/UMoZld901tkzdnj3b0b17mzJ1b799TJm6Xbu2qlKe6iCKXooVJoJQsZHEmVqc22x+peo333xTRpFuNBrP6NoV8e6779KrV69zwzOtmfPkk0+Sb8/F7raj9/l/h4MHD+a8884r84575JFHANCVMmocMGAAffv2LdN3HnjggTJ1e/XqVQ9PUD5avzl38Dh9rPv6AIe2ZnPdUwMCyr+x9/REZ6g/A7SaoqoqH+38iJc2vIRP8ZEcmszLI16ma0zTCetbG0INoUHPsPHkRg4XHOaq9jXPQ9RcaNDMtB6Ph40bN/LEE08EykRRZNSoUfz222+AP5bg3LlzAVi0aBFbt26tUGFSXP+5556rc1m1bAkaNaKO1kujbq/cgiw0OgZbdhZSdcOBnAFuhz8HQ9aRg0QlBU8erNGxFGafIjKpBedPmYrs82EJC69dInhRxGhpnrGXNTQqQkDCQUkYjaZl86LRFDmU/Wa9XTuhz0cc+eVBBKn5xOQ/67Bo4bE0ao8sSaW+15118OrVqwE4dOhQQGlSXWpgH9O0ESW45n0A7N8dQAVO6PMRERk2bBjDhg0L2ghsaNq0acOzzz5bozb5+en1IktVyB4L9pNdULwmItr+CvgVIfaM7rhyW+M41Z7wVn7vndCkdFKveBCdqeaeU3p92X8PSRIDVsd1XbcuMBhc1UoG3717dxRFYfXq1YEwQ6Xp3Lkzy5YtQ1XVwMZ1WloaVquVFi1aEBkZidFo5PDhwxVa3dclNpuNpUuXBvZvNJo2BoMBk91IuM+CS/DPCSt6v5XnXSdJEpJUdmO6oroNhdZvzh1ESWDvhpPY8z3s33yK9v38RrxNSWFi89iYmTaTHw//CMColqN4bshzhBnCGlmyuuVI4RHu+eke7F47Tp+TGzrf0Ngi1QsNOgPMyspClmXi4+ODyuPj49m5c2etrvnEE08wY8aMwHFBQQEpKSm1F1KBUH04agOEP9LQqDFqsYVSw/0+QyIq3+jpc+mVge8Gk5m73/u4WmG2inHZbCycMQ2AO99aXGWImr3rfwcgY88uel5UsVfbWbOY12iWmCOiuOrrdWQnbkfIU3kn+xpeuObsDfmoceYYQiLAAagiMc4xOJS9qKIPo5SIUZ+IUUzA5tqFUzmISZeMXojC7crAYdiNWWhDZOj/s3feYVIUeQN+q3vyzO5sDiyZJeccRJIJzBEMKIYzgwHjcYqeeuodBs4ze4ZTTKeYzviZAEWUjEhGMmxeNkyeDt8fvczusBHYhMz7PPPsdnVVV/VMV1f4pRH4PXvwqBvRVRWTiMNl74XN1QZrjxTig0UkOgcRDLiRNAd2SweQVLyBzXjNG3GGexFvG4Auh7GINGyJGfjKtuH37jLaoWYhLCY02YvPs4OAvg+hlmMOONEkUB0yVrkPstuFSXMia4AOsqKio6NJAl3oIMkIIaHiA6EjqzaEZEXDD7oJSZgACV1X0FEACYGEQKCjookQIJB0MyAjhJEOEhIWJGFGmEzomoailgEaEnaEJAMa6AJV96ERRCCBLtCFhqRbkCUHINDRQFdBCGSzHdncsDgCMWI0FYl5+dwgv4XHLOHadeTXC4fD+P1+LrroIoqLi+nQ4dC16SunWUf/mikYDGIxmfGtyMOOhTNHTSSxdyaZmfVb0ESm5K1o3lkaKIj8X5LbmziTgtlWRiBkJ6CYyNfDJEsSCZYQIXTKfPE4JEF8XD5BVcZHe3o5+7E/8DOecAmEnSjY6Nr2REzWOETYTFlhDvsK9uKwB4lPkNnq2YtW7CZv5cWYLF66t2+HyWwFxYxrUAqhYDHOuF6IUDwm4nBYuhCy5BHw5RIOFxOy5GNRU9B1HV0OI6kWbPZBgBNVMaNJJhAyVtkGuoaqBwAdgYQmFHQRQmhmZOFEIwi6hsCMECZAqxhTNISoUDzTNXRUdBFG6BYEJhAaAhkdFYEZSbIgSRZ0XUPVfOi6gtAlJNmOMZ6ApofQ8BvXRq5YgEj4vRrbtu+JPCB7du5nw5oCUtLSiOtWe5/p2LEj06ZN48orr+Spp56if//+7Ny5k/z8fCZPnswNN9zA3LlzmTFjBtOnT2fTpk3cd999zJw5E0mSiIuL4/bbb+fWW29F0zRGjx5NaWkpixcvJj4+nmnTpjXqs/buu++iKApTp05t1OvGaDrCqoomKYT15g3U3hA8Hg9bt26NHG/fvp3Vq1eTlJRUpxVkrN/8cQmHVHasKaTr0ErhyJgLu2OySLTr1ToVkj7a+hHf7PoGs2Tm9iG3c1GPi5p1/665aOtqy3ldz+P19a/zyNJHkIXMlB5TWrpZjU7Lqc00gMsvv7zePFartXFN5jQdi2RHo/UNIjH++Hz94tMEvB7GTr2S+NS0auc9xUUAeEv2N3lb7HHx+MvLsNZg7lpeZCzGlFB13/h2V9wh1RPwlOMrLQHqj+UCkNapC/nbfyejSy2+tv9441GMoxCh7EXt5eHfcdOgPZy/4jtgQEs3K0Yrxu+t8M0lNAodn1Wm83tlJtuBtM3GPxV7P2EKKQstgwpFP39RZ/b8cAmWuDw6nPB3QxjTAQqr1FeKoQVMhaFfuXk55Sw3Nv50oKgi4wHlwQMzRq2yDIC/itJUUPKRwCQUyYEkGS9jtR7FL1UOAIGKew9VWmXV8y5XRbh62oF/lOhrqPiiNzQr0vWqeUQYFW+1POEwiLCJuPiedTeoPtSQEXBaNoHUqqffMVohmarCXzoYmzbjnIuO6FoFBQW8+uqrDBgwgMTERIYMGXJYi3k9oshzRM1pcbZv3878+fM5oe9oUj1hJJeZnuMHIBrRoqe58YcrXbglZKwDjFe3peJTVdfVCqS6jf9VjFd9PLnsYSk4Kl/FZmBHYE3kdb3v1z9RtutUUvp8SDDtf7iTQHObKN0xAlvSDnKYj6SHQAaSjTLVbB01jHGtYmwLHuSj0ivlkcAwZJMTyWS82MN4jUbV8NzpUhiFEuNAGFeMEMkfOOgYdFGLyzsdorYEDtSrl0WnRbIrkeOlq5dx+ulXRc7dNcvwjHHxxWcyb94HGF9MzTz33HPMmjWLG264gaKiItq3b8+sWbMAI3bV559/zh133EH//v1JSkriqquu4p577omUf/DBB0lNTeWRRx5h27ZtJCQkMGjQoMg1GpOXX36Zc889l4SEhEa/doymQTVBvlaEXThIaenGHMTy5csZP3585PiAcvS0adN47bXX6iwb6zd/PJSwytt//YXyogAOt4WsboYCYueBNcfbbS1c3PNithVt4JyE3vT1heHre8GTD+e8UDlpWvgP2PI1mG3gTAVXBiR3gdQekNEHbO6WvYkGIITg9iG3Y5JMvPLbKzz0y0NYZMsfzlVXs67aUlJSkGWZvLy8qPS8vDwyMjKasym1Iwt8SjlCFthIaOnWxGjlXPHk86Drh2RZURe/fvslAB0HDKLv+JNrzedMaEaN9TpWw8X79tC2Z58junyU4KUBK29HvDGAmG2N4GM+RowmQg+V4nFVrrQTHdU3eGPEqIqqeuvP1EA01YQaikMNlzfaNY8VhB/0A/F6K9AjUpgjoHQvBErA3dZYHMWIcQhYrIHI/0W2Q9esDAaDESWz5ORkzGYz69atY9y4cYet/XhADnm0ykxUVWXhwoX8sGgBt/ES0pInKObfOAb2ODyBSROZOBcVFbF06VKcTidjxoxpUBkhNf2vYkvaTqCkHZKp8tmUZIWOJ8bczQAcf/xQSkt/BcDjMdZtTmcJQugVLoJqL2uz2XjiiSd44oknajw/duxYli5dWmt5IQQ333wzN998c615SkpKGpRWHz/99NMhl4nRsigoqJJhBdzaGDduXEQgf6jE+s0fD5NZpkPvZHb+VoQSbr3OrjVd4/3N73OmasW26Quk3b8wu3hb9YynPga2CrWFot9hTy3Po5Bg+nJDiNLKEUJwy6BbCKkh5m2Yx30/3YdFtnBa59NaummNRrMKTSwWC4MHD+bbb7/l7LPPBkDTNL799lumT5/enE2pFZPNiqtNMkfvEiBGc2JqhtgiVbn88WcpLcgjvXN2k9flLze0qEL+6tpXI8+/mJ1rV9Pr+AlHXtGhLtaPdpXGGMcEZQENbzA1oj2ZoTRNEMEYfxyC4YL6MzUQe9IOOp0yGyG13gVGa0QqB3m/QLODmlyxaD96lc1j/IHIlSuVZbLzchpcrqioiM8++4xAIMDVV1+NEAJJkpg2bRoJCQl1BDdvOEejy4nS0lLmz5/Prl27EIALHwDB/qk4h6TXXfhgmvj2y8vL+eWXX0hJSWmw0CTFnnKQzUbjk9j1W5K6fdvEtfxROMg0JuZDOEaLYpgUt0ahSYxjm9xtpSz7dDsTpvXE6TbWziPO6cJxF2RjMreemCURSnbjsbn5y0/38t3u71htyeBvm5ZWvu3d7SGlq/FxtzNiqB1gxPXQ8wwI+8BbAGX7oHAz5G+EsBeSOlfm/f4RCHlgwMWQ3voCyQshuHPonYS1MO9uepd7fryHNq42DEwb2NJNaxQaXWhSnx/CmTNnMm3aNIYMGcKwYcOYO3cuXq+XK664orGbclhIkoRkaX2bW+PGjWPAgAHMnTu3pZsSowVJbtue5La1+/NsCjz7i6qljbrgYkZd0DiBnqyOSl/xDVl471i9AjBimvQee0K18+f/5UE0TcNsjVmixGg5VN3JL9YBkWOrtfWb2MZoWRSt8dwuSqYQVnfDN1ZjGOgVehBSCKQ9At0GSlojbyocweU++ugjbr/9drZv386MGTOYO3dujWkx/njkVrEw9potlJeXExdXvztUm83G7t27URSF/Pz8SFzJpKQj9wN+tO77bt68mQ8//BC/34/FYuGM00+H9AsBSEzpZrjQOwRsvZJp++jxTdFUANxuN8cffzxOZ8NjKylFgfozHSZKwIXiS0Ky+LC4CusvEAOHoxQAIXR++mkF558/sta8Ho+nuZpVJ9dddx3z5s2r8dzUqVN5/vnnm7lFMRoLlxJHXMCBchQphfzwww9MmlR7LNNYvzn60XWdxe9vIXdbGcs/38HYi7oDYLW3Mpe2gVJY8w6smsfuwnXM6DGU3737MEtmhnY6GZF6HHQYDW0Hg70O7zBtBhif2uo4sC+mhmHpi+AvhiVPQ/aJcNzN0PH4VqVMLIRg1vBZlAXLCKgBeiYdoVvjVkSjP4H1+SGcMmUKBQUFzJ49m9zcXAYMGMCXX35ZLTh8S6HrOqgVPnpNrXMk+eCDD3j++edZsWIFxcXFrFq1igEDBjS4fCAQ4LbbbuOdd94hGAxyyimn8Oyzz7aa3+Bo4vv/vIS/vIxRF1xCQnorcTHXSEiyCU1VaNO1R5PWE5ecwol/ugGLrXrslLoo3L2jxnSL3VFjeowYzYnQdLqHt7HZ0hO3vp89/laoHRMjRgykMtCcgGy45Xr287d56l+vkZdfSN8e3fnH3LsZPLhvSzcTgGuvvZYrrriCm266KbJhXlNabezYsYNOnTpVS1+yZAkjRoxokjbHaBxs3kr3fc6An08++YRLLrmkWr69e/eyZ88ehg8fbuR1OjnnnHPIzMwkMbFxXbueMzCL4Z2S6Jh89My78vPzeeuttwDIzMzk/PPPJzk5+Yiu2dSWNomJiZxwQnUloYPRdR3fynzsvZPRgo3gUrAWPHsHkrviMlxZq2h73LNNVs8fCUmqdNc6cGBvVi5fhmRqXm8Fh8oDDzzA7bffXuO5+Pj4GtNjHB2E1DBxyAS1o8caeciQIaxevbqlm1EvsX5zaAS8YSx2E5IkEEIw8pxsNi7JYfDEDi3dtOrsWw3LX4a170PYxwqrlVvbZLDfu49Ueypzx8+lX2q/xqnr4HgmZ/wT1v4XNn4GW78xPm0Gwrg/Q9eTW43wRBISfxv9N4QQmP5A8Rsb/U4a4odw+vTprcYd18Go/hBacQhdAmubQwto3Vx4vV5Gjx7N5MmTufrqqw+5/K233spnn33Ge++9h9vtZvr06Zx77rksXry4CVr7x2bL0p8oLyxg0KQz4Q8mNLnxlbcJ+Xy4ko5sMdkQ+p906iGXOVo1HGMcG5gtJrqtC3JJp0/Ab+HX/a0t1GKM1oZMHCqNE4Mk5EnBl9cTk70EV5u1jXLNPyLyfpDKBZIflHSd+fO/ZNa9c3jyyXsZMqQvzz47j3POuY4VKz6hpde6Ho+H/Px8TjnlFNq0aVNrWkP45ptv6N270rz/SDeNYzQ9hb4Ersmfzz67lXhPmC27tlTLU1BQwEsvvYQQgi5dupCSYow7vXr1apI2TRvVsUmu25SkpaUxYsQIVFXllFNOwWQyEdpdjndFHs6hGViyXC3dxMNCV3VKPv0d75IcfKsTKOxb0mR1CTmMyVGEbI3FzDoc7HYbqcnZrV5okpaWRlpaWks3I0YTEDIp7FFDIOBoGf3tdjvZ2U3vnvxIifWbhrP+x3389MFWRp7Thd7HZwHQpmsCbbomtGzDDqZkN7x/ZVT8kY8zs7nfpqCg0TOpJ/+a8C/SnU2kgC6bodeZxqd4u2Ftsmoe7FsFb02GE2bD8bc1Td2HgVmuHNt0Xee9ze9xaqdTcVmOzvkVxDw1V0PTjKBYmqbWn7mFuPTSS5k9ezYnnnjiIZctLS3l5Zdf5oknnmDChAkMHjyYV199lZ9++omff/65CVob42jFYrM3i8CksVn68fv83wtPkbf995ZuSoxjGLMnB++APbyZcCZvZk6kXXJxSzcpRiunnfnaRrtWoLgjeaunULzp5Ea75h8RzQVIoLkMKfwzz7zOtGnnMXXq2fTo0YW5c+/F4bDzxhsf1XoNXdPQQiGKCwq49tprSU9Px2az0adPHz799NNIvvmffEHv8edjTW5Lx44defzxx6OuEwwGuf3228nKysLpdDJ8+HAWLFgAwIIFCyJWJBMmTEAIUWtaQ0hOTiYjIyPyMTdzfLYYh85oeRMvpp3Hp3Gns6J7NpdddhlgxIY8QGpqKt27d6dfv35YLJaWamqro6CggPLyyg3+k08+mdNOOw2TydAd9Py8F33Za4Q/fQbCh+7WKrSnnKI3N1D65fZGa3NVNE0jGAwSCoVqPh9UKXpjPd4lOSDA1jURIVW3KGss3B1/Jvv0u8kc8kaT1fFHIxy2Eg5bYxEkYrQKFCmMz1RG2FQ9bmmMGM1FOKgS9Cn8vjK/pZtSN650KM8ByQx9zqP0kvd4zO1AQePE9ify2sTXmk5gcjBJneC0x+HWdTBqBljd0PeC5qn7MPj7sr/z4M8P8pcf/4KmHz2WbQfzx7GZOULCAWOSHFaD7C/fi2Q2YwoYMRGEJGGqsvg4kLdGJIG5SkyUmvKabS0Xa2HFihWEw+EogUuPHj1o3759zD1DjKOCzOzu5GzdRPcRx9V4/vflv7Bv8wY6DRpKeqcuzdy6GDEMQpqOJQRUDAcZcusVxMdoHRypixc1bEWSwwhJw5a0g9S+H+DN7dNIrTtywsGaN/wAhCQwVdm4rzOvEJgs9ec1W2vZNNaIqAzpZghn6SAgFAqzevUGZs78UySrJEmMGzecZcvWGHXlF6D7/ZjSUpHshktJzeslsH07k6ZNwxsOM2/ePLp06cKahQtR9+WglJSw5vffmXzVDO6beS1TLprKkl83c8MNN5CcnMzll18OGFbY69ev55133qFNmzZ8+OGHTJw4kbVr1zJq1Cg2bdpE9+7dmT9/PqNGjSIpKanGtIZw5plnEggE6NatG3feeSdnnnlmg8rFaDm0cOWSzR3007lzZ77//nvWrVvHNddcExGSTJ48GVluHneQuaUBwqpGisuK3dI6XVCuX7+ejz76iIyMDC677DJMJhOSVKkzqAVV/GsLyDL/C3KA8NVgPrR1mloWwr+2EHNbF00RvWz37t28+uqrJCcnM2PGjKhzSnGAojfWE87xIswSSVO6Y++TgrpsbxO0JMbhEgwaGrYmUwhETHQSo2UJoSCkIGFVJq8sQHp8LA5ojKanYFc5kkmQ3MZ4H/YZm4XNZabr0FYUIkBVYO17xufidw0rD5MFzn8FEjpAXDpu4Im4RH7O+ZkbB9yIJFrADsGZAic/BGPuBFsVU/jvH4GOx0GnMc3fpho4rdNp/HfTf/lu93e88tsr/Knvn+ov1AqJCU0qeGra+bWe6zRwCOfefX/k+NlrLkEJBmvM27ZXH6bc92jk+KXpV+IvL4vKc9u7nx5crNnIzc3FYrGQkJAQlZ6enk5ubm7LNOpoppHnvV2Hj8JfVkZW9971Zz5GsVf4SDEfYgyUGMcejzzyCB988AEbN27EbrczatQo/v73v9O9e/cmr1u4slniHxo5vuji65q8zhhHN+70QbD78MrmrryI0u2jyRr1HK7M37C4Colvvwxbwp7GbeQR8Nr0+2o9165vdybedHnkeN7Mh1BC4RrzZnbrxOl3XBM5fufufxDweKvlu/qlR6qlSeUglwqUdD0S9J0KWVVR0X5UVSUtLRmhgFQKkleQmprMls07AdC8HjSvF8kdHxGaCFnmu59/Zvmvv7Jhwwa6desGQJYOmt+HkCSeeOIJThg3hnvuvItgnoeOY8ey7tqrmPP3R7n8ovPYtS+fV199lV27dkXcbN1+++18+eWXvPrqqzz88MMRdw9JSUlkZBjuQGtKqwuXy8Xjjz/OcccdhyRJzJ8/n7PPPpuPPvooJjiph5YcTwA2JGVG/k8uMtYVGzdupLCwkF9//ZUhQ4YANJvABODq15ezdm8pr14xlPHdW587kuLiYt577z10XUcIQTgcjliXHMC/tgA9pBJwjsTaxY2QD8PqqoVcifs3FlP87iZ0v4LkMpMyrTeWdnF4w14++f1/jGx9P8kxi2yK3jcQonUKGWM0Hy05ptiEGUmJJ6yZySsLkBZnbfLYTDGObdb9sJcFb20iq2sCZ906ECEEskmi+/BW4t5e12HzV/DNfVCw0Uhb+z4MuAiA3KT27CnfzZA4Q8AzNGMoQzOG1na15qOqwGTbAlj4KCwEhl8HJz0AJmttJZuFvql9+cvwv3D/kvt5auVT9ErqxaisUS3apsMhJjSJEaMRaKyJxpkzZzXKdWLEiAELFy7kxhtvZOjQoSiKwqxZszj55JNZv349TqezSes2mcyUkhA5Lg81XVDWGH8Mdhf/u0H51JAdX0E34rLWRNIEOrpqwZvXE1fmbwCYbOWYbDGf81WR/AI0kLygJtSRUTcEJgdjSkpCj68UmABIDgcbSkpo27ZtRGACYG7fDsIKwmphw4YNnHXWWWhyHFCOkCRGD+jOP595HjV/E6u/X4KqqnTr1rWitFF3MBhsWLwRNQSaAvUEXUxJSWHmzJmR46FDh7Jv3z7mzJkTE5rUQ0uOJwDhKpZYIbPxOw8ePBiXy0WPHj2avP6a0Fu5s6HCwkJ0XSc5OZnLLrusRoGSd3keIBMa/RK28e0Or6Im3mxs164df/nLX6LSdEWj5JPf0f0K5nZxJF/SA1OCjf2B/dzwzQ2k+kqarD27FtyGkIO4MteSmL2wyer5I2G3eVq6CTFaGS05psRpNmyKkzJ0wnEx95wxmp72vZMxmSScCVaUsIa5NVmn7lkBX8+GnT8ax7YEOO5m6HEaAOsK1zHjuxn4FT/zTp1Hl4RW6skkazAMvgJWvAq/PA97lsPk18Gd1aLNOq/beawtXMv8LfO584c7eee0d2gb17ZF23SoxIQmFdz0n/cBCPn8BIs8ICCubSpguOeqyg0vvln7haToifPVT7/SuA09QjIyMgiFQpSUlERZm+Tl5TVISzFGjJZmz4Z1AJTm12MZFYsUf8zz5ZdfRh2/9tprpKWlsWLFCsaMaVqzVWdCImd9upScTptxFIX564aJvH9DapPWGePoxmR3QIXBhMszAJ91E7ocxhpqg1W0w0YWpcGNrPn6GnTVSv/x74F9A0HXblI7raZzRxeSdSdexQFoyEoccfTH7miH1ZpJOFBEWflafJZNSKoTh56NLit49fWEbYWYA2m4GYYuh7DqbbAntcVTtglf4Hd0OYwt1BHJbEIxleAL/k7Qvg8dDcmfgiQrqGYPtkA7pHg7ku5A6CpCF0jCBuhc+dQj6EJBRyB0gS4ZgkShm5AkC6AgNBMCM9MefxhdD6MJBYGM0AUgoQsVJMPVndDMCCQufvhedKEiEEi6DYEFyWTGJEwoWgk6GrLmQEgyepIKfgXNFQIOCDIFoJOSmIosyxTlBZBNbvSUIOiCogIfmZnGZqrsrtn5jt1e3fJRMpvhoFghcmIikstljE9mByDQJQulxUFkWWbZp29iNgtDMyzZCHjqcrnAWwiB6tY0EbxFkLvWuKY1HqxxYHFAA1wGDB8+nK+//rrefMc6LTmeACTm5XO1811UXWLEltXALQwbNqzJ662LA9Os1qqfrFc00Gaz1SgwCRf4CO0oAwHOQY1gltFE005JkqJcigEIk0TyJT3xrcjDfWonhEkipIa48qsr2VqylbPMnSN5laKuWK0eVFcOwp+MEnJQHJZIMGlYHMXIwoRL6UdYLcXr+hVUEyF/T7JMHSmWF6CJEOZQEiY9EbdzMPvtGeTtTCAtwYo59BuyEoeZZIrDfsyUg3s36ILE4Bgk2YakWHEl90QNeykvXUdQysGkuXFJPQmY9hAI7SUsigjb8zEFkwEdTQ4iKTZc0mCkeBtCtyBpEkKYEMjouoYm/OjoCCR0UamYImsONBFAFzqSZkZgRhcqOgo6KpJuAQE6GjoqCA2hywjdhC4qrleRTxJWJMmCjoaqedH1MCAhSw50XQMdNBFEE9GxIYQuIekOJGEGBBpBQELSzcgme7X9ghjHHi05piiaRgCZMJAWZ4tZmcRoVHRdZ/vqQsqLA/Q/wZg/xyXZmPrQSJzulrV8iCLkg49vgHUfGseyFUZcD6NvBXsCAN/s/IY///BnAmqA7IRsrHIrav/BWOPgjLnQ/VT44GrYuxxeGAMXvNri7rpmDZ/FpuJN/Fb0G7cuuJU3Jr2BzXT0uAWMCU0qOBBnRA9rmO0mNLRaY48cSkySloxfUhODBw/GbDbz7bffct555wGwadMmdu3axciRI1u4dTFi1M+kG2ey6sv/0f/kU2vOEJv4xaiF0tJSgAb7/T8S1N2roauXee5pkAwTf1kAjG7yemMcvQT8OZH/Pa7Vlem2XQTYRSmAFewpW1H8iexnOw6X4c9LStyIl41R19NMAYr5xojhcWA/x3XgbBFBdkXlD9vyKaSK+1APRuwPR8WhdW3luSqzR82Zz4HQfgHzbmzCjyZ86EKgCyo2i0C2H1SQqjFHjA0vXVLQUZBsAAKZqkIHvaJBUkXeMHrkugc2FINAEA0I6SD5QGigxJVVtjuOgzB2Os02wYABPflu0XdMOmM4OIwAzN8vXMA1V089uFAU/fr1Y8+ePWzevDnK2uQAPXv2ZPHixQghEBWxJxav3ki3bt2QUrozcFAhqqpSEJIZM2CA4UM5rkKRRdcg51corbiH4h1QsgssLsP3MoBe8TfsMz6eXBAyWF1gc4M9qdaxcfXq1WRmZtZ4LkbtNOd4ApChaNyTPgWAXCmN1mAXFBGatNJ51wGhSW3t8y3PA8DWPQm5iTdytKBK6ZfbsWTF4RxyeP7bQ7vLUYr8OAYYAh5LlgtLVuSljkW2cF7X83h13atcNPwycrfeCYApeQsHoqrp9iJkexEHVDh0jLdvifmHyopkBYtrLQVUvvNDphxC5OBjPfZu7WjbLhFL5q+EBYQtRQTYEfW2Rujst1VYoZihwPeJ8b+jMksZvxj/VBkWFGtR5H/N5KVMWkGCOB1dhNAkARXjSVVJnU50cFlV8lVeQwoB0XGvNFHdxbYuVEMoT6XsSxVhVLyVCaKyXo1A1HH162mowsPB0exUAWENzLiBltW0Xrx4Mddddx0bN27ktNNO46OPPqoxLUbz0JxjimLSyTXnYRM2JFFtUhSjDmL9pn5ytpbyxQtrkUyCDn2SSUg3XvytSmACYLYbSkkI6H8RjJ8FCYaQR9d1XvntFeaunAvAcVnHMWfMHOIsR0F/6XYyXLsQ3p1qKFS9fjZMfASGX9tiTbLIFp4c/yRTPp3C1v1bWZm38qhy0xUTmhyMLPArHpAFtiYJ53fkFBcXs2vXLvbt2wcYQg8wrEjqsxZxu91cddVVzJw5k6SkJOLj45kxYwYjR46MBYE/DC77x7/QdQ2ro+ldM8QwyB46guyhsWc1xqGhaRq33HILxx13HH361B4cOxgMEqwSs6qsrKzWvHWh+Iooj6/UfMyKqzkOVowYB1CUhj1rbUc9h2SOPU/1IQIgFxk7WrpVR68lLnxVbrzxMq6//h4GDuzF4MF9efbZeXi9fi6Zekad5caOHcuYMWM477zzeOKJJ8jOzmbjxo0IIZg4cSK33XYbQ4cO5cEHH2TKlCksWbKEp59+mmeffRbJaqXPhAlccvHFTLv2Jh5//HEGDhxIwYalfPvtt/Tr3ZvTxvQHb8VvroXBV2R8Sivcr7nbQVpvCJZDsMz4q6sQKAU1DA7Dxdd//vMfLLLEwCGGH+YPPviAV155hX//u2Gu4WIYNPd4AmC1VW4E73E3wGVbM9I6RSb1C00kpxkpzoJzcCrM7WckXrsQ7ImHVlE9X4AWUsl7aiVqUQCfJf+QhSb79+9nyScLYauXfloHTKmOKGHJgZgtAFN7TeWs7LMIe3+jMSNVFm8+AV014+70I7bE3ZB4mAG4jiEWL17OU0+9xurVG8jNLeDll1/ivPNGIIRe8Zu1bPtmzpzJgAED+OKLLwyLxlrS6mLZsmXcfffdrFixAiEEw4YN4x//+Af9+/dv6ub/oWjImNKY44lfVdCkMD7NxN4SPykuKzZz63CXtGjRIubMmcOKFSvIycnhww8/5Oyzz27pZkWI9ZuaqToOZWa76dQ/haQ2TpwJrUxQsvkraD/CUCgSAk6dA5oKGZX9LqyGefDnB/lwq2GBcmH3C7lr2F2Y6nGB26pI7AhXfQ2fzoQ1b4Gr5YOcZTgzeGzsY5glMwPSBrR0cw6J+u32jzFMNiuOjEQcaYc4YW5GPvnkEwYOHMhppxl+9i688EIGDhzI888/36DyTz75JKeffjrnnXceY8aMISMjgw8++KApm/yHxeZyYY+LR2rGwJsxYsQ4dG688UZ+++033nnnnTrzPfLII7jd7sinXbvD83HudSXgD1ZubGWqDdixjXFMEwoX1n3ek0LYm4SQaw6QHiMa3QaaU0d1N0xgAnDeeRN56KHbePjhZxk9+gLWrt3IBx88R1pa/ZvU8+fPZ+jQoVx00UX06tWLO++8E1U19IwHDRrEf//7X9555x369OnD7NmzeeCBB7j88ssj5V997TUuu+wybrvtNrp3787ZZ5/NsmXLaN+pEyR0gNSK4LDxmeBMq3DvVQWTBZzJkNQJMvpCSjfDWsWZUplHU3nwgfsYPGgQw4cP4+OPPuTdd97hiiuuaNgXFANo/vEEoECqXJd0rs89aTNR4jM0+FvLZtvB1Cc0iRvTlsy7h2HrmQwlO43PYbh2rWvvWw9rFL2+HrUoUFHnofkW10Iqez9ax9Ltq9ko9mDrkYQpudKLwS85vzDty2mUBksjaU2hCVu04TQK1p6HGoyvP3MMAHw+P336dOexxw7Eq6yy7dIKXAj//vvvTJgwgbZt20ZcdteUVhsej4eJEyfSvn17fvnlF3788Ufi4uI45ZRTCIdj85RDoSFjSmOOJzoaQmiATrE3RImv9fxeXq+X/v3788wzz7R0U2ok1m+i0TWdjT/n8OHjK1HDhtWfEIJJ1/VlxFldMFtbyfygPA/+exm8NRm+f7gyPa1nlMAE4K2Nb/Hh1g+RhMTdw+7mLyP+cnQJTA5gtsPZzxrCk97ntHRrABiaMfSoE5gACF1vBaN2I1JWVobb7aa0tJT4+OiJXSAQYPv27XTq1AlbK3ObFaN2Yr9bjEPBV1aKqoSxueIwW1qZdsNRQF3v0KOV6dOn8/HHH7No0SI6depUZ96aNLnatWt3yN/HxrVruKZgPZtFTwAe2ryKP10b25iMUTvffld3YMHNHzyFptjpPGkWlriCZmrVoSFJbUhw30e7dmlYLM2vRit5QHPSJKrv8fF9G/+iVVCKitA8HuSEhFpjp1RDq7Bma+hiLlgORb8TFXxBMhu+m20JYHEelovLuuZpf7QxpSXGE4DbXn6ENztPAuCUvQv5z9SbD73xjUhuaYARj3yLJGDt/afgtLa+DYVQKITP50OSpLq/b12HvSuM/zP7G+7xDgFd09EVDSFAVBEg6YpG0RvrCWzaj7BIpFzVF2uHhv/u4UI/xfPWU5xXxDrTbtxd0zjx0tMjQqBvdn7DnYvuJKyFmdZrGrcPvT1StmDb9/y640+HdB91kbdqClrYTmrfDzHZS+sv0Ei09JjSWLjd/Xhj3lOcecY4AFyOHkim2p+zYDDI7Nmzeeutt8jPz6ddu3b8+c9/5qqrrgKMIOJ33HEHa9asISkpiWnTpvHQQw9hMhn9UNM0/v73v/Piiy+Sm5tLt27duPfeezn//PPZsWNHtXfXq6++Wk14/uqrr0YJ9g9m+fLlDB06lF27dkU28NeuXUu/fv3YsmUL2dnZh/o1AcfWeAINH1MOZTypb+/EW+RF86t40CgAshLsJLta35pZCHFIliaxftP8+2WhgMKb9/2MrzTE8VO60m/84QvzmgRdhzVvw5d/hkCJ4br2uJvhhNm1znfDapjbFt7G+d3OZ0zblo0F0uiU5cD/bobTn2zxAPFb9m/h+TXP87fRf2uR+CaHMp60vhluC6PrOmgVmklyzBAnRt0seus1gl4Pw8+ZTHxKy5u9xQBHfOt0qxej+dF1nRkzZvDhhx+yYMGCeje4AKxWK1brkS8cZA06qTvZbOqJWQ+y1mPBF1JwWGLDbozDQ8hhI1itdLCX9BgAciFIPoEI66it11i4VrRAALW8HGG3N9zT/aFqvlnjDCuUYBn4SyFYarj78hYYH3dbcKbWf51jkJYcTwCs3kr3XMme5tu0rg2TLLjjlO4UlAdbpcAEwGKxYLFUNzNTPSFCezzYuiYiZGFsnLQdctj1CEkgLNG9Vlc0it7cYAhMzBIpl/c5JIGJ/7dCit/bjB5UcbviOePi87B2Toicf3/z+zz484NousaJ7U/kpkE3Rd+jX6ExSR/4bqNe70hRVcNyR5KsESGSpoXRdRUhZCTJXENeC0JIFXkVdF1BCAlJstSbV2oELWNJaPVnquCyyy5jyZIlPPXUU/Tv35/t27dTWGhYo+7du5dTTz2Vyy+/nNdff52NGzdy9dVXY7PZuP/++wHDKmHevHk8//zzdO3alUWLFjF16lRSU1MZPXo0OTk5dO/enQceeIApU6YQFxfHxIkTo9Lc9Qjvu3fvTnJyMi+//DKzZs1CVVVefvllevbsSceOHQ/3azpmONQxpbHGE1X1EVLKcOhOLEKifZKNeJuRXh7QySvXcFpl2iY6UFVj3CnyCoSQcNtNmCQNXQ8DMnKVoNgH8kqSrUrfCUf1xaYm1m+ah1BAwWIz3okWm4nRF3SlrNBP79Etuwlfjf074dNb4PfvjOOMfnDWM5DZr1rWjcUbyU7IxiSZMMtmnprwVPO2tbn4ZAZs/RpePhmmzoe0Hi3SjLAWZsZ3M9jr2UuSLYm/jPhLi7SjobTOWW4LogbCaEVBdAmsbY6CQD8H8eabb3LttTUH+enQoQPr1q1r5hb9sdnww/d4iovod+KkmNAkRoxWxo033shbb73Fxx9/TFxcHLm5hksTt9uN3W5v0rpNqPRZ7qF9h49Q/Wa+LmzPyp0ljO6aUn/hGMckEjYjuOxBGPbAgq5n3dbsbTqa0Jwg+UFvgvX5f//7GbfcMrLGc401t5ITEpDsdqQjeDdNmjSJH374ocZzs2bNYtasWSDJRswGeyJommF9EtgPgTKwVlns+/dD0GNYoVhch2WB8keiJccTgN2hNG7eMZ9Sq5X+Ob83eX31keKycuP4w9OIbWl8K/Mp/Xw7tp5JpEzr3SR1BDbvJ7ChGEwSydN6Yc5y4VudD0Lg6F+/YDKc50MPqlg6xpN8cU/keGNjX9d1Xv7tZf658p8AnNf1PO4dcS+yFC20kRp5ia/rresVsHLVhQAM6P8fzGbjvZWb+xF7971JSspJdOp4YyTv6jXT0LQg/fq+gNVqxJPJL/ic3btfISlpDF06z4zk/XXtNShKGX16P4Xd3h6AoqLvSE09ublujc2bN/Pf//6Xr7/+mhNPPBGAzp07R84/++yztGvXjqeffhohBD169GDfvn3cddddzJ49m3A4zMMPP8w333zDyJEjI+V//PFHXnjhBcaOHUtGRgZCCNxudyQeqtPprJZWF3FxcSxYsICzzz6bBx98EICuXbvy1VdfRTT3Y9ROS40pCxYaVrMdu36KkFJJkx3s3PUC27Y9QXLq+UiJf8ZiMoQei34Yhqb5ycj+DFXKwG52klswjy1bHiI55XTcbR7GZZVJjbOx+KexhMPFDB/2BS5XNwBycuaTlXVhk91LVWL9pnn4bdFefv7odyZd15esboaGUtdDjNPVLGz+P3jvcgh7wWSDcXfDyBkgV/+OP/n9E+776T6mdJ/C3cPubv62NienPwFvnAtFW+DVSXDZR4aFbTNjlszMHjGba7+5lnc2vcOoNqMY3358s7ejobT+ntnMaBX+p3Wt4dogrYkzzzyT4cOH13jObG4+SX+MGC3Fyi/+R2leDr3HnUhax871F4jxh+W5554DYNy4cVHp9ZlONwZi7xa8w/fxkjC0P88u/4YhHSvV38fO+Z5ib4j3rxtF9wxDQP/lbzk88fVmRnVJ4f4zKzdy/vXtFvxhlYuGtadtop0XF22j2BvitpO7RxY2B7Mhp4y1e0sZ1jGJjinOJrzTGI1Fe/N0doQfi0rbu+RqvHm9aXf8U9iTt7VQy1opKgiVSLwS3Q7hLL1JovVNmjSOcePOr/FcY82tZKcTnEfWV//973/j9/trPJeUlFQ9UZLA7jY+ugaiypfnKzIEKr5CI9C889gW+LbkeAJwsv4rd1RsBPdL+o2LasijFBez5/obwGQi4bzzsHTsgK1HDySHo4bcf3z27dvH2rVrSUlJYfDgwYAhdPAuNzYnbT0q+oSuw2/zjf97ngGmQ9PmDud5KV+4BznBivvkjgDYeyWTeH5X5DgLtuxElOIAxe9sQpilBglN4sa3Q46z4BicBpJA13U0XeOJFU/w+vrXAbi679XMGDijxpgt8baBh3QPtRHypFCw9hzUoIv2455slGseq6hqw8aK1atXI8syY8eOrfH8hg0bGDlyZNTvftxxx+HxeNizZw/l5eX4fD5OOumkqHKhUIiBAxvnuQDw+/1cddVVHHfccbz99tuoqspjjz3GaaedxrJly5pFmHw009Jjilf2YjXbcVlTOODw1SxLdEhxIR00j3LbzaiSGaupUjir6jrlgTACSK2iZ5xbGsAe9pEa17zuvmL9pnko3OMh6FNY98O+iNCkVZLZ3xCQtDkOzngKUqoreWi6xtOrnualtS8BkO/LR9GUozN+SUNJaA9X/R+8eb7hlvQ/Z8ClH0LW4GZvyqisUUzrNY3/rP8Ps3+azfyU+aQ5WqcS+h/4iThMTILiYC6y2YyNo8/NT1xcHHFxR5+FTIwYjcXmn39k78Z1ZPXsHROaHOO0ZMiukCRhUnSoWCNnmsJRwXLL/GHKAwpSlb2OYm+YzXkeOiRHb5y+vXQX+0oDnNI7gxJfmEe+2AjA3ZMqTWof/79NLNtRzOWjOjGxTwZfrM3hqe+2ct6gtjw+uVKDZM3uEnpkxkUtfGI0P7quo2k6coUb0IJd5Sz5qj1h6Tbaj3s8kk8L29FCTgL728WEJlUQQTAVCHQJlEy9MoZJE3lVjYtzkpXV+rXqs7KOwDWCOOjLc6aBbIFAKdiOvvlwY9PSISA1pXLJ5lCCNebxr16Nf80a4/8VFTE6ZBlb9+44hg7Bfc452HocuSsGX0jh2w35DOmYSKa79W7w5Ofns2TJErp06RIRmoR2l6Pk+6OFF7oO8w2f99yx7ZCFJmpZCN/KfMwZTuIntEdUKDM4h1TROq4Y7HWt5ucouL2Usu93kzy1J5JFRkgC5zCj/O7du3n55ZeJT4jn/9r+n9HMIXdwWe/LDqmdDUHxu9FUMxaX4dJGMgUp3z0EkAj7EjE79jd6nYfDoIFGwGxJqvytMjLOJj39DISInt8M6P+firyVbrjSUk8lNeXkiBuhA/Tr+2K1vMnJE46orQd+8XDYho5AUPe75Eg3TT0eDwCfffZZtTGhsdwFArz11lvs2LGDJUuWIFXssr/11lskJiby8ccfc+GFzWNhcLTSUmPKuLFr2Va8hyAhwprGjkIvHdpfTft2V1S4tqsca8YcvxSIdrnVNmsqWW2mEFLAF5YxV8xjjxu1EE3T2ZAbwucNkRpnJTPzPAA8QQVfUCHOZsLeRG6KY/2mafDsD2IyS9hcxoJ2xJmdSWnrotdxmS3csoNQQrDpc+h9tnEclw5/+haSulBNCggElAD3LL6Hr3Z8BRhKCNMHTkc6eC78R8SRZAhK3rwAdv8Cr59tuOpqN6zZm3LToJtYmruUDcUbmPXjLF486cVW+RvEhCYxYhwJLbyIjhEjRutEaj+YVbn7IseXT70u6vwn00cTUjXaJlZO8k/omcZbycNxO6K1EaeO7EB+WZDMBBsCwQNn9ea/y3dHaUst37Gfn7cVc8FgIwBf20QHwzolMbxzpXZ5sTfEWc8sxmaWWPqXE4m3xawPmxpN0/GVhnAlVi64Fr61iU2/5DLmwm70GGksOsxWmdJCO0LujK5JCMmwdk3p8zGpfT/CEr+vxusfq+hm0AUgKqxNmng2K9H0AQr1cBhdVUGWkVqDZbAt3vi0Nr88xygb3ZXuLzLyimrMEzdhAu1efIHy774jvGsXwd+3oeTlEVi/nsD69Vi6dIkITXRdr9FCoSGs2lXCjLdX0cZt46c/n3BY12gODmxKVr1P3/I8AOx9UpBsVV4cnSq0k2tw3dFQwgU+8p9dTcqVfZBd0bFUInsAB60bdF3H8+M+Sr/YBhqUf78b9ykda7y+LGReOOkF1het5/TOpx92O2ujeNOJ5K+ZQnyHJbQZ/goAJls56QPfxpa0C5O9pNHrPFxkufo72YidUP3dWXNeEzVtg9Se9/CJyPQlhQMilIMFO1Xp27cvmqaxcOHCiJuhqvTs2ZP58+dH9eHFixcTFxdH27ZtSUxMxGq1smvXrlq17hsDn8+HJElR/evAsXaUeuw4FpBlB3ZTPFIwhKqbCKFVCAmrx3+S5epWigf6mV0GuzU6rxA67ZPNBMIaZlmKPOelvhBF3hCKZo0ITXRdxx9WsZvlwx6LqhLrN43Ppl9yWfDWJroNTWf8VGPuYHOZ6TOmlcUu2bsCPp4O+etBfht6nGqkp3StMXu+L5+bv7uZ34p+wySZuH/k/ZyVfVYzNrgVYHMbgpK3psDOxfDFnXD1980+37fIFv4+5u9M+XQKv+T8wn/W/Ycr+lxRbzld0QjuLEPzhHD0b3rrlJjQJEaMGDFixGhkrLKZAioHceUg+Wq7pOoLkfR4G+nx1RfsN4yL1nC/bGRHLhvZMSrt3tN7sSGnjJFdkgGYPLQdk4e2i8qzq9hHistKktMcJTC596Pf2Ffi5/pxXRjSsQYXPjEOi5J8H+88uBRZFvzpyTGRBZIQEA6qFO/zRvLGp9rpMe4XgtbPQFQ+LPaknc3e7taKCIB+oHtIoKbrTS4saU6UoiKUwkLkxEQsR2Ix0tjEBCatglAVTVe/tfrm1gFcY8bgGjMmchzOycG3ciXeH34kbkKlxnzJe+9R+vEnJP/pKlzjxh3SptXyHYa1QWsfLw4WmmghFd8awxGNc2gVH+ySBNM+OfIKVZ3wPi/+tYW4RraJPnfg+60yF9ACCvvnb8G/1rDqsPdPJW5c9LhdHipnt9jNHXfcgRACh8NBZ3f9VtSe4IY6z2thC5I5RNgfj9leBoAtcRegoQajPRYkdl1Qb30xquPx+Ni2bVfkOCdnK2t/TSQx0U2vHrXH0unYsSPTpk3jyiuvjAS03rlzJ/n5+UyePJkbbriBuXPnMmPGDKZPn86mTZu47777mDlzJpIkERcXx+23386tt96KpmmMHj2a0tJSFi9eTHx8PNOmTWuU+zvppJO44447uPHGG5kxYwaapvHoo49iMpkYP771+qaPAW5hw6o4KUfHb2s8y3NJEiQ4qo9PTqsJRdOJqyKoDikaW/M9mGSJHhlxSBXvSI/Hw9atWyP5tm/fzurVq0lKSqJ9+/a11h3rN41PXLINJaiyP9eLqmjItbiEbjFCPvj+b/Dzs4aLWUcy1GPJp2gKV311FTvKdpBgTeCJcU8wNGNo87S3tWGNg0veMwQm4//SYvP9Tu5O3DX0Lu5fcj9L9i1hWu9ptVqbhPZ6KPu/HQS3laKHNSSXGXvfVITUtG3/Ay03GwlNx2GKr1QLiREjxtFJzAooRgviSHBz1pfL2dJlOylFAdz97mzS+nq1iadXm/g68wxol8Cyv5xAsTcUSdN1ne825rO3xM+0UR0j6XllAbbmexjSMTHmyuswiUu0oak66OAvD+OoCOTb/8T29B3flvjUSisjSRKk9cohvzAHALM/jbA93zipC2yhDtiUDpSbV6FayhCqFUsonaBtd0TIkhgcjU/bTtC+N3Jdp68X9tIQdq9CsE0PyvRNBJzbQZNw+LujyyH8tsqg0nHeIWimAHZfKo7CrZTFC7zuILocwu7NRjKbUNiH174HJLXaPQvFitAtCN0MKIBA1u3oaGiEQNSsRSd0GV2okf9BQhfhyHlTrkCEQEnTI4IT3QToEgLQK64raXYk3YpkMqNrKmFRbKSrdoQkAzroAlXy1NgOWXNxwHxF1432mExxmCzN4J5KkhCyjCm1/ngHTYmuamgBFT2oICfaGkUDNMaRk5Sbx9Tk91F0mZFbNwC3NKicOTMT92mn4T7ttKj0kvfnE/j1V/asWIGtd29Sb74pSthSF8t3Gv2qapyu1sjBQhP/2kL0oIqcbMPSqRH7dJU+4jquDc4RNbgtOZBFN9ql5PsomrcBpcAPsiDh9M44R2RG9bdCfyHXfX0d20q38cwJzzCyzcgGN0nRK99xZl8WYUfluGAKJbB38xiCRV2wJW4nrd9H2H1dkJ0lZJ95GyabB93Xnng9jXLn8kg5OegmQRqB2ZqIFLDhDW2m1PUTQjNhDqVgEvEEpL1oZkMhwO7viizsSIqNeHc/FMVDmW81QeseTOEEXOH+BGzbCbAH1VJW431YA+0Q8WaEbmygSLoZkEDX0aSa3dQJ3YQulMpjzWK80yvGGHRR8XsctE7QBQg9Mh4JzYyMHUmyoqOi6OXoIozQZWTdaVxPA00KRtV3gDUrN3HqGZUbrbNmzQFg6sVTeH3eSdXyV+W5555j1qxZ3HDDDRQVFdG+fXtmzZoFGG4YP//8c+644w769+9PUlISV111Fffcc0+k/IMPPkhqaiqPPPII27ZtIyEhgUGDBkWu0Rj06NGD//3vf/z1r39l5MiRSJLEwIED+fLLL8nMbGWue2JEoSgaQmggqWQlNL1b9wSHpZowJaRqyJLAapIiAhOArxYs5vwzJkaOZ86cCcC0adN47bXX6qwn1m+OjNICH2VFAdpVxPtqk53AObcNIjPb3frmgjm/wvw/QeEm47jfFDjlEXAm11nMJJm4ZfAtPL3qaZ4a/xTt4tvVmf8Pj8UJZz0TnRYOgLnpLeyrcm7Xc4mzxHFC+xMiAhNd0wntKkOYJCxtjfeUsEgENhmKO5LLjK1rInpIRdiaVqwRE5ocjAY22YFG6zKPixEjRsNodYN6jGMSpXALUlsvHzkvBSdkvPcS06+7taWbhRCCZFe0b94XLxvMgk0FDOtUqTX86a85PPjpeib0SOOVy49RDZwjRDZLTH1gBK4kG1IVDRh3as1+l4OB/Mj/EYEJgNAJWHcQsO6IJOlykKB9F1XZb/2x2jW9jvV4I0ZNleWRNHzO6prIBzbIvFbgoP3Q8oRlNba7KropiC5CFQIPAeiowld/OaEe9H+0QEa36oiwMFxxVT0htKhjTfKj4TcyVRkKNLlKcPQ6hogoYUpFvpAWRAl4cFlqNvNvLExJSUg2G5KldiuCpkJXNTS/guZX0IOV373kVBHW2FKhNZCq6DwbfxaqMOPrnsCUGvJ4Fi+m6MWXsPfrS9ptt9V5vbb/+hf7571B8ZtvEVi3jt3XXItr7FjS/zILSx3avKqms2pXCQCDOxwdQpMDfuOD20sBcA5Ob9S5oqWtC3OWC2vHeNynda752lXSApv2U/zmBvSwhuy2kHRJT6zto5Ue9pTv4Zqvr2F3+W6Sbckk2Q7NqseS7gTDE1mUwARAsZTgSNiN5k9AMhlKFH6HITw/0NuFYxflRI8xqrWUIr4CDcOTT8WrSpcUQrZcQuRG5ffbt0T+L1OXGu/UipBtqslD0L6n3vsI2nZjF+EKwbhAExVKH3X8fAcLMHQpFJ1B1KJUVZF+YDzSpTAK4SrniZxXRIWQpw6dkqEjRrJ37x7s9nJkOXzQWa3OwjabjSeeeIInnniixvNjx45l6dKltZYXQnDzzTdz880315qnpKSkQWl1cdJJJ1ULnB2j9aOYdXL0fGw4SG6hdXOczUzPzHjUKnGeNF2n+8ARrNm9n+w0F44KV16qpjdICT7Wbw6ffVtL+HjuKqwOM5f8dQRWu/Hdt+ma0LINq4llL8MXd4EWBlcGnPkv6HZyrdl1XSfPl0eG04gTdkL7ExjTdgxmqRW4wm1t/PoefPcATPsUEjs0W7VCCE7ueDJaQMG3uYDAhmICm4rRfAr2PskkT+0FgDnVQcLZ2Vg6xGPOcDTbvl9sJXQwEvhVD0ISR2Ug+BjNyyUPP4mmaTgTElq6KTFixGhFKOX5lCZWLtSLtZo1IlsaIQS927jp3SZ6vNN1nRSXlVFdKjV2vEEFZ2wD9ZCIT2l4YEolXNqELTm6kLyg2YjsKaluUOP1OjeomhKNQJPXIUwm5Pi6rcUaGy2ooJaG0EPRQiphlpDsJoTcylwxHMPY7T5UYSzwdyTWbI2kFBTg++UXRAMEb+b0NNJuu42kK66g6KV/U/zGG3gWLsT700+k/fluki6+uMZym3LL8QQVXFYTPTKa93mtyg8//MDOnTuxWq1YLBasVit2u524uDg6d+5MQkJCNUuTxPO64hqRiew+KKivrsOzFVYcV34B9kMTBkk2E+kzBtaZp6rrCHOqHWGRsHSIJ+nC7tXin2zev5nrvr6OAn8BWa4s5o6YS+7aXEpsJQwfPrxhjZLr3kiIa7uKuLarGnatGIeMrgtCIQcgUFVTNaGJEVehZdoWI4ZfUdERhHRQQirekiCSScLptiA147gvCYFU9V2lQ5sEO76Qgt1cOeEr8AQp8gRJj7eR4mq8oOwxKknvGE98sp24JCvhgBIRmrRK4tsYApMep8MZT9VpXRJQAsz+aTa/5PzC26e9TRuX4TozJjCpATUMPzwOJbvg9bPgyi8hLqPJq9V1Hc9P+wisLyK4vQyqCFKF3YTkjP6tXDVZ8zYxsdXQQZisFuxpbmyprUtgMm7cOG655ZaWbkaMg3AlJROfkopsir14Y8SIUUnAGk8wWLnx4g40r5nrkfKn4zuzdNYJXDrS0DLRdZ2Tn1zEWc8sZmeRt57SMX5buIf//WsNm37OaXCZULi4CVt09CAXg1wkkEuqJEq0mMCkOdFVFV1R0GsJBvrRRx+RnZ2NLMuROWFNabWhhTX0cNVri4jARFhkZLcVc4YTc7oTOd6KaG3+q49hCkXluqRTQV7NmQ4sNA/Bt7MpKYn0u+6k8ycf4xw1Ej0cxtqxY635V1S45hrYPgG5iX1I10Z5eTnffvstW7duZd26daxatYqff/6Z77//nk8++YR9+/YBIMsyffr0qRJPSmBpG4ccV4NQqWCD8WmiQLzCIpE4uRtJU7ojJ9pIva5/jQHjV+Wv4vIvL6fAX0DXxK68MekNXLqL77//niVLljRJ22I0PkLouFzFOF3FWCz+qHM//bSC+PgEXC5XjZ/WwnXXXVdrG6+77rqWbl6MI0BDM1zWoVFWFCDoV/CXh9if50NVWs7biiQJkpwW2iZGa5B7gwrLliymY0ZyrN80EsX7vCz56PeIcoFskjj39kGccdMAXImtcM3qqWKB330SXPElTJlXp8Ak35fPVV9dxRfbv6AsWMZvhb81Q0OPYmQzXPoBJHSA/dvhjXPA1/hrU13VCeVU7iUIIfCvLiD4eyloOuXxAd5P+pqHu72K685eJJ7TtJb+DaEVixBbBkmWsdirB+htTXzwwQc8//zzrFixguLiYlatWsWAAQMaXP7FF1/krbfeYuXKlZSXl7N//34SYpYSMf4gTJp+G2o4hDOhdbuNiPHHRrcmsNg6JHJskVNasDWHhyQJrJKxU/17gYd9pX72+0JRwerX7inFZpbomt70PpGPJor2edm1roj0jg3/XsJaYRO26OhBcxqWJnoL6SK89NI7PPXUa+TlFdKnTzfmzPkzgwf3bZa6Q9u2oQWDWDp2RK5hE+Daa6/liiuuYMb0GThNdpQiP9defQ3TLr6MW+6aSVxc9edNVypcb/kU9LCKcJj45yvP8OKLL7Jz505SklO4/vrruefee6qVBVAUBZMptlxoafYkVW4MBEQtv4dubHaJWgJo1oW1c2favfwygd/WYe/bp9Z8y3dWBIHv0HJB4B0OB6NHj+bHH39k4sSJBINBQqEQfr+fsrIykpON72rAgAEEAgGCwSBaUEWy1iF5vawiELy1acYyIUs4B1UGnzenVl9rbt6/mav/72qCapCBaQP514R/4ba62R/cz+DBg7HbG265qO6v3bpVC1vRFCsme81xRGI0HqKGoMQDB/Zm5fJlSK1c4e6BBx7g9ttvr/FcfDNbRcZoXFJEHMl+O5okCIYrFCeEQA1rlBb4SUh3RLmVbWk6pzhxn3A8I1auxFThbrHMH2JfSQCrWaJTSusRmhwN/SboV3j/78sJB1XSOsTRZWAaAPaaFApamrAfvpoF6z6E634Ed1sjvUPdMb5W5a9i5oKZFPoLibfE8+S4JxmWOawZGnyUE98GLvsYXpkI+evhzfON4yOcG2khlcCmYgLrighs3o8WUGlz7wikCosm13FtUMvD2HsmkeTW+b//Pcnu8t08uvxRHjn+kahrFRUVsWHDBtLT0+natXkEKrFV0EHouh5xmC1a0WBRFa/Xy+jRo5k8eTJXX331IZf3+XxMnDiRiRMn8uc//7kJWnjs8NN7bxHy+xh8+tnEJR19m6J/ROJTWjaIbowYAGYE7fTdbBY9AbBZW6d7roaSnRbHL38+gY255diqmMz/46uN/LClkIfO7sPUEc3n+7Q1EvCGUUIarkQr3UdkkNYhnpS2rWch1yrRQC4zgrprFV+VboVwlt4ittDz53/JrFlzePLJexkypC/PPjuPc865jhUrPqF51ro1zzt1TcdTVk5+fj6nnHIKbTIyCed6KSstIb+wgBOPG09mZmUQ6YigxK9Uc71169238c2i73jsscfo27cvxcXFFBfXrElWVlaGx+MhLS0tJjhpYaz+Shdxbp+nxjwRCyXp8DqPECIiMFEKCgjn5mFKS8WcXrnZf/ekHpzQM51emS0nKJdlmRNPPJFRo0bhcNSu6CZJEoMGDULb7iXnbz/jHJFJwqmdq2cUAjqPbcIWN4zshGxO6nAS5aFy5oydg91kCEkSExM544wzDulaqt9wB+UryMZX0A1H6hYcqUaMkbA/kfLdQ3BmrkVTLDjTttR1qRiNjN1uIzU5u9ULTdLS0khLS2vpZsRoAkTYiwU7ih4giBXZJOFOs1OS60PXdXRNPySLxaZGCEFKQhwpVYLWl/hCOMuCuO0mMtzGu1LXdfaW+HFaTLjt5hYR/BwN/cZqN9H/hHYU7fWQ2q4VK73lrYf3rzSsQAG2fguDp9VZRNd13t30Ln9f+ncUXSE7IZt/jv8n7eNrj9UW4yCSOsFlH8Grp8LeFfD2RXDJe2BuuOIGgB7WCGwqxremgMDG4ihLd8lhIpzvw9rBWFw5BlT2GRPw8OiHmfblND7d9inj2o7j5I4nR9Y4a9asYdGiRfTq1avZhCYxu/uD0AJhwvs8hHJrXpC0Bi699FJmz57NiSeeeFjlb7nlFu6++25GjBjRyC079vj1my9Y8dlH+Mti2loxYsSoRJag+88BZmz9gGs3fIocar1jSkNJi7cxplulUFLTdGxmGYssMTq7Umi8atd+Hv58A2v3HDsxOlZ/s4uXb/+BZZ9uAyCjk5ueozJJbd/wxYg4FvxPHYTkA6lMIJcIIy5u5ETLtOeZZ15n2rTzmDr1bHr06MLcufficNh5442P6i1bUlLCtddeS3p6OjabjT59+vDpp59Gzs+fP5/evXtjtVrp2LEjjz/+eFT5YDDIrOefI/uUU4hPT2f4sGF8+/nXhAv9fDP/S+ITDfdMEyZMQDLL/LDyJ5J7GL6ZT5lyOpIksWDBAnRdRyn0o5YGK11vWWXkBCtbS3bxwqsv8fHHH3PmmWfSqVMnBg8ezEknnYSmafh8PrQq7onMZmNTLxQ6KJByjGZng5LFnRv+y/StH3LSvuU1ZzoM91y1kTdnDjsuuIDc++6PcheX6bZzZv82ZKe1/EZLXQKTA9hsNvwr8tBDGqi1BABvQXRdJ6wZAg5JSDxw3APMHT83IjCpDSWkEvJXBjwP+sJ8/eo6Pp67yoiXUTGelO0aRuFv5+DJqbQesrjyKd87iJKt47G6G+5CMkbD0XWJYNBJMNi6vVfEODZR8CCLPFRRgsVuwmSRMJllEtIdJKY7kI8C15wJDgvdM+JIq2L9HgirFHtD7C3xR9l4HXBBdSyi6zrbVhfw0ZMrKSusdBU47PROnHp9v0OKvdhs6LoR7P2l8YbAxJkGUz+oV2AC8OHWD/nbL39D0RVO7nAyb576Zkxgcjik9YSp88ESBzt+gNVvHvIlvEtzKJq3Af/aQvSwhpxkwzWmLanX9SPzLyMiApOaGJA2gKv6XEXf4r4seHMBG7ZviJzr0aMHXbp0oVu3bod1a4dDTG2sAq1iYakoCgJDW0tXNHRNR0giyq/zgbzCJEWsUXRVQ1d1hBAIc915Y8SI0XT8+u1XlBXk0X3UGFLbd2zp5sQ4RhH5O9BG7uBZcRMA1679rIVb1PhIkuCly4ZEggIf4OPV+3jtpx0Ue0M8dkH/SLqm6a3K3P9wWfl/O9m5toixF3cnKdMJQGKGE3QoLz78gOEdzLeyI/xYYzWz1aGHKix5NSoDvFtAmEBzRWs16qE6FrgChLn+vMJyaM9aKBRm9eoNzJz5p0iaJEmMGzecZcvW1FlW0zQmTZpEeXk58+bNo0uXLqxfvx5ZNm50xYoVTJ48mfvvv58pU6bw008/ccMNN5CcnMzll18OwPTp01n/2zrefOk/pCem8/Fnn3DauWew4usljBw8jLU/rqLv6IHMnz+fUaNGkZSUxMaNG+nRowfvvjiP4yeNJzktxZiH2k0QVJEcpqiA7p9+/hmdO3fm008/ZeLEiei6zoknnsg//vEPVFUlHA7jdrtxOo3n2mazkZ6eHrmPGC3HueFl3NH/RgD6tevK6aqKOPh30Q64WTnyDa+Ec86h7LPP8SxYQP7f/07a3XdH+ZhvSfx+P6FQCJvNhtVad1Bg1RPCv8GwpHIOrSOg6cbPjb/ZJ4CpeQINK5rCQz8/RFmojDlj5iBLcoOC0/70wVZW/d8uBp3SgZHndAHAZJHZvDQPdPCXh3HbBgHgSNuEplixJe2MlBeSRqeTH2iam4oBGIHgw2EbQmhYrb6Wbk6MGFHsFzpFpjA6Ml3SHBGhgskSPaaoYQ3Z3LoFKFKVcckkSaTH29B0PSrm1q5iH7oO6fE27JZjbz6zbtFe9m4qYclHv3PKnwwBeqvdl/QUwKe3wMYKpaPsE+Hs58HVME8ikzpN4p2N7zCp0yQu7315q5m3HJVkDYKL3oZtC2DIVbVm03WdcI4X3+p8LG3jcPQzfit7v1TKf9yLvW8qjn4pmLNcdf4eiqKQk5NDu3btALi+//XsWLQDq2Llle9fYU6nOQghaNOmDZdeemmj3mp9xIQmFeyb/RMAKXcMoCSYh2QyEVpUStn/7cQ5NIPE8ypNf3Ie/Bk9rJFx51BMSYZ027Mkh9JPt2EfkEryhT0ieXP/vhTNq5B+6yDM6c7mvakYMY5BNv64gN3r15LaoVNMaBKjxQjoOpKmRTaHtbo2gY9yqgpMAMZ1T6XIG+LM/m0iaXllAU7/14+c0judv57Zp8UCCB8K4ZDKvs0lePYH6H18ViR99/pi9m0pYc/G4ojQJKt7Apc/ehzOhObZbDsaKX+sdssjUxcTjimVrszK/1kK4Zrzyu1lnFMrtdw9z5Sh+6v3r/hZCYfUvqKi/aiqSlpadFDJ1NRkNm/eXmfZb775hqVLl7Jhw4aI5lPnzpVugJ544glOOOEE7r33XgC6devGunXrmPOPOVx++eXs2rWLV199ld9XbSIz0TBRn3n9TXy96Bve+PgdHn7kYbISjY2LpKQkMjKMzd/0CrdJiQmJpCWlIluMDVc53lLjwmTbtm3s3LmT9957jxdffBGTycTMmTM5//zz+eSTT9A0LaqcECImMGkl6FrlxpVFC1P2+Re4zzg9OpOQEBYLwnzkbn+cI0eS+beHyLn7zxT/53WkuHi+HnoGJf4Qk/pk0iml5dY033zzDStWrGD8+PGMHVu3Wy3fqgJQdcxtXZgz6mjzOxcZf+/4vVmEJn7Fz52L7mTB7gVIQmJ1wWoGpw+uMe++fft45ZVXiI+P56abbsLmMn5fX2ml20/ZJHH85G7YXWZMFiliuBffbgXx7VY08d3EOBghNCwWHwd8fosKfQq9FcZXjnHs4ZcEGhq6Zszfa5ov+MqCePYHcafasTpatyu5A5hNUlTcRQBV0ygLKOi6Toa78lxY1RCASW7dQqHDoazQj8NtwWSWEUIw6vxsUpfm0Xdc25ZuWv38/IwhMJHMcNJfYfj19bocXVOwhr4pfZGEhN1k583T3myQAkKMBtDpeONzAE2L/B5KcQDfmnx8qwpQ8g3lAGtnd0RoIsdZyLhzaIMEVx6Ph3/961+Ew2HuuOMO7HY7ZtnM5FMmc/+i+ym3lrOrfBcd4lvGFXhMaHIQAtDRoYbAbTFixIgRI0ZDkFJ6sD6v0h2GfefAFmxN8zKuexrjukf78/2/9XkUlAdZt6+sVQpMdF2nrDCAJAviKpQhyosCfPr0GkxmiR6jMpErFlZ9x7Wly6A0OvSp3Fw3mWVMCUe2uexOGwB7j+gSMZoIUY+/sNWrV9O2bdtaTcU3bNjAWWedha5qaAEVPaAwvNdg/vnPf6KEwqxduxZVVek9ol9FhUYfCQaDpGSmIVUsfGtDcpmRKrQnVVXF7/cjhIhYjBxA0zSCwSCPP/44nTp1Ijk5mZdffpnBgwezZ88eunfvHtPKa6VsclbGFWm/N5+wWt1lWuKFU0i8cEqj1Zlw9tlo5R7y/vY3Cp9+ms3jy3jN3Y/2SY4WFZo0FF3X8S7PBcA5pA4rE4C2Q42/UtMLCUuDpUz/djqrC1ZjkSz8Y8w/ahWYAHj2B1AUBU+JsfPe+/gseo9ug8UevYzvN75yQ+zwbR5jNAZC6Fgsla5wJC9IPkG4rW5YS4qYMDpGy2ETFlRFRHlFPRhVMfbCygoDJGYa7ruORmRJomuaC09AiYrJWFAepMgTIt1tJS3ujyPNXP/jPn75aCfDz+jMoFOMDebkNi6Szz5KYiyOuROKfoexd0JG3zqzKprC06ue5uXfXuamgTdxdT8j1nNMYNJEhP3w/pV4OANfSW9CO6uEJzAJ7D2ScAxMjypS05pCVVW2bdtGMBikTx9jr8TlcuF2u/H7/RQVFdG2rTGfGdFzBHc476B3cm8ynPXM45qQmNCkgjYPjAJAUUNQYqTFjWmLa3RWNfO1zHuNWCBVXXa5RmbiHJZR7cHIuGtYtbwx/njENhlixIhRFZvVzj4qrRM02WT4GT9G3xUXDm1HhyTHgb1gPEEFh1luMXdd3pIgDnelNv5P87ey+pvdDDipPcedlw1AYoaDtI7xJGU4CPtVZJcxjnce0DAT8UMlp+zdJrlui6CDVA5CBTXBSIq73Y0Igm6herzzg6ZIcTe7a7/2QWVdNx55hHYdgTW+DbIsk5dXFHWuoKCItPS6f3O7vX6f0FpIJZzjrZJQUXdYw+PxIMsySz78EKEomNu0QXYZC1yXq/6FrrDKkXlmOBymrKwMSZJwOByEQiH8fj/x8fFkZmZiMpno3bs3wWAQXdfp2bMnALt376ZHjx51VROjBQlUecZ8ditxwydEjsM5OcgJCUgNeA4PlaRLp6LuL6bw2ec4b8E8Vo66hiEdTmj0eg6FhvqnD+d4UfJ8YJJw9K/nvf2nbxqhZfWT48nhum+uY1vpNuIscfxrwr/qFJgAxDsSScofhiPOAhhBfOvDG9rcKO2NcXiIoBGvS3fqaA6QvBUDl0718S9GjGYmAQvOsJuACJK/q4z4ZDs2Z/RGsyvRihJSCQdVQ3CS4Thq1zA2sxwlMAEIKRo6OlZTZXpY1Sjzh4m3mzEfpRYoNpcJTdHJ21F2dKw7ty+Cla/DOS8YSgsWB0x5o95ied487lx0JyvzVwJQ6C88Ou73KORAuArWfwybPscfGklIKwNRYVkyIA17nxSkWuYmqqqiqioWizGH2bx5M++++y7x8fH06tULqcJyZerUqbhcrsjxAU5o37JzTogFgo8gWWQki4zQBXaTC6uwI0ySkXaQwCOSt8pmj5Ar8prrzxsjRoym51gO+haj5bG5XZy+cTUnhL/lsryPcQYEmnLsPpNmWWJMt1SO72psXD34v/UMeOD/eHfZriatV9d1whWxxcCIq/KfWYt57e7FePZXujZJauNCkgUhX6VPKCEEF9w9hBMu7xVxh9KkmJVaTwnVisPT66A0S9SxI9ANtOhFoSmYTHxxJ9J3diahfBhSuHJT1RRIiDoGsJZnYPbHYyrowd7cbihllS7WrGUdkMraIoL1BIDWZURYIO8XSGUCKWxG6CYjxkicQFgFwnLQxxQ9R6p2vurHXHteyWzGJMVhsSRj0iqFKUIzI2k2JN2CpBkahXqVnStNF5SpmfTsO4BvvltNSHGws6wdJX4XCxcu47iRx1MX/fr1Y8+ePWzeXPNGZc+ePflp8WKjLSYJKc7CL+uX061bN8xOKwMHDkRVVYqCQboPGkTXnj3Jzs4mOzs74oqrJkpLDZdnwWDls2yxWLBYLBErk5KSEnw+H6FQiOOOOw5FUSgoKCAtLQ2bzRZpc4cOLWPyHqNh2PYVcG7gI87y/48Ju36IuEcIbNzI1gknsPOy+gOkHi4pM2YQHHMCiiTTzqJFuThpSerbHFHLDWscc7qj1sV8c7Jl/xamfjGVbaXbSHOk8Z+J/6lXYAKQkObitKuHcMLF/evNe4CwVukOUWjV790Wao9QKt2QSeFoyyERdmP1VQ+eGxccSLJ6Eines7B7ukadk5XosUEOx2EOpWPzdiRNO5ek8EmYgonG9VUT8SXDMYWT6rwPSbGDXnVtLRC6jNAPRev9cNfgAkmzY9aSMOnRwnlJsyPpViStuis3EQRTnkCXBbrZhqTZUVJBTRVImgOLnhoVw6smtHAYze9H1yptAfRwGNXjQQs0jh3R4sWL6du3L2azmbPPPrvWtBh/PCxKCFCN57eWpYkQgvgUO0ISKCEVb0mw5oxHKR1TnHRPjyOuiovhMn+YvSV+dhZ5ay3X2vpNKKAQDlauHzr1S+WsWwYw8Zo+rVuAEPLCF3fDf86Ate/B8lcaXPSnvT8x+dPJrMxfidPsZM6YOfx5+J9b9f0qRUUENm0mnJcfSdM1Dd/KlfjXrUMP1+KTuAUJ53kp+XQbOY/8Ysyn+k2BETfikj/BbXqVzMl+Uq/uh3NoRmSOdfD+23fffcejjz7K0qVLI2nZ2dkkJSXRvXt3wlXuOz4+vprA5GAW7VnEh1s+bMS7bBgtP4Nsbeg6dtmFVqfBYstSXFzMrl272LdvHwCbNm0CICMjo87F9QFyc3PJzc1l69atAKxdu5a4uDjat29PUlLdk9cYMVo9rXjAjHHsoHj2Yk0t51vzRZAO09O/RlUmtPqAis3F+pwyygIKCY7Kjf+NuWVc+8YKjstO4eFz6jbJrgklrBoxGCoUHbatKuD7NzeS0Sme0240NpskSWBzmvHuD7I/xxtxxdV1SBrdhqa36O8TChXXek6Xg/hc6w9Ki3bP47NV37BXrEWUWYsoSwLYFn3OVlItfzDOcGWDvayKnVTFufid1fIfwJQDcpEg3A8QKrpFR3OCbgXNFG42zVpdKKgmDypEqQXpUhi9IkiKX7VR7MvAIodJtRtWJbLQsJsC3HDjZdw6/Q4GDOpFh15jeOeVp/F6vVx44cQ66x07dixjxozhvPPO44knniA7O5uNGzcihGDixIncdtttDB06lIfn/p0pl17E0tXLeea5Z3n22WcBI8bJJZdcwhU33cTjjz/OwIEDKSgo4Ntvv6Vfv36ceuqplJeXA4aLrQMciDeiqpWCQUmSSElJiRw7HA78Xi9aaRknjB/PoEGD+NOf/sTcuXPRNI0bb7yRk046qVbXYjFaB1kKvGcdT5lwI7e3M6ViruNfvQZ0ncDatWwedRx6MEjKjOkkX355o9UthGDh2dfxkdyffmOHNNp1mxpzip34Uzoguyz1Z24GPGEPpcFSuri78PxJz9frasKzP0j+zjLadE2gy8C0OvMejCXdCXnG/7pUXSAfsEQrLGjm6E1C3VxK0Fw9DlW5dZXxTw3e2VRTefSxuRyVcsIWCLAj+p0sK5Ql/FLvfWgmP4iqa3IdXai15q+Zw1VY0dEkPxr+amc0qSKthrFNt4Jil/l65Qaee+45fvttDbm5Bbz55lxOP30CIXxYSQVkVJ8PraQUYbVgSq50+RnauhVdVbF26YKosCBTvV7Ce/YguVxYO3aM5A3u2AGKgikzE7lCWH5g46quTcSZM2cyYMAAvvjii4hFY01pdfHtt99y7733snbtWpxOJ9OmTeNvf/sbJlNsi6k1o0ghVL2MgJYA1L50lk0ScUk2ygr9+MpCWOwmLLam/W0XLVrEnDlzWLFiBTk5OXz44YdNJoiwHmR9YpIEDouJ+CpCdl3X2VHkw2mVSXFaW1W/8XtClBcFMJll7BVx74QkaNujle/nbf0WPr0VSirWFYOvgP4X1VtM1VSeW/McL/76Ijo6PZJ68NjYx1oszgVAOC8PdB1zxR6sUljInptuRvN46PzJx5F8hc8+x/433yT5+utIu/lmAPRgkJ0XXwJAt6W/IFfEoyt+Yx77330H92mnkXL99ZFrqB5PxAq9qdBCKv5fC/Auy4tyv+VbXUDc8Vlw8kPYfdfBr+/CZ59D8sfQfjjhcJg333yT3Nxcbr31VqxWQ6HAYrEQDofJzc2NXMtsNjNjxoxDFnL9kvMLN357I1bZyoC0AXRyd2qcm24Asd2bgxGCgOojpLdeb7CffPIJAwcO5LTTTgPgwgsvZODAgTz//PMNKv/8888zcOBArr7a8Ps3ZswYBg4cyCeffNJkbf6jMuX+R7n8iedIzDx4eylGjBjHMmFPAfuTK8eRQLyCph27liYH88ENo/h0xmhGdancJFi9q4SdRT62F0Rv3tz38W/c/8m6appfu4p8hFVjM+XTZ9bw4s2L2Le5JHLe5jIT8IQp2hddbuI1fbh67lja964Sk8Qit7hAKxze36L1Hy6WjYK0By0kvGmCKntzajJoLlrUFUlYM1EWiiOsVVoKSUIjrJkJKNHa8umOAi6ZPJ6HHrqNxx59kikTx7Bl/a988MFzpKQ56q1r/vz5DB06lIsuuohevXpxx213oCjGFzJo0CDefvVN/vu/+fQfOpDZs2fzwAMPcHmVje1XX32Vyy67jNtuu43u3btz1llnsWzZMtq3N7S9fT4jyOKBa0KlW7C6Fukulwt3eTmiIB+9pIT//e9/pKSkMGbMGE477TR69uzJO++8U+/9xWhZ4pzllAnDbd3WlAz8Kw2XFHJiYiSPWlyM5vUS3Lip0etfts/LdncbhnQ0NmPUkpIWs+htaL2mZDvx49vjHNoAP9gvTTA+vtqF10fKwLSBPHvCs/xn0n+iBCaqqlG4x8OejdF1/+9fq/ni+bX8/ts+lixZwooVhxDQXY4pEDUXkg/kgujvW03S8fl89O7dk8cemwWA8IGpQIBS+QzrwSBKcRFqebTASZjNiIM2UIUkIaxWhDna8lUPBNACAUQVDV2tvJzgxo0o+2ufV/z+++9MmDCBtm3bkpCQUGtabaxZs4ZTTz2ViRMnsmrVKt59910++eQT7r777jrLxWh5ioWD3VY/xdb65502pzlibV1WGGjytYzX66V///4888wzTVpPTbgdFrLTXKS6Ki3IvCGV8kCYgvIgQlT2kbSMNsS7jTG5pfqN1W5CSAKTVeKocLDhLYIProF55xoCk/i2cMn7cMZcsNYvDNhZtpNXfnsFHZ0Lul3AvFPnNavA5OC5R87997N17DhK3p8fSZPsdvwrVxLcvBnNW7n+lN3xyElJSJYqShy6jrlDe0xpaUhVYhCGdu4ktPV3tCpW5HooxObhI9gyfkKUtUpjoZaF2P/BFnL+9gv7399iCEwksPVKJvny3rhGVXgekCSKxzzEoqSLWaZ0hbcugLz1mM1miouLCQQCUQKS/v37c+ONN3LuuedG1Xc4VkHDMoYxInMEQTXIPYvvQdUOVYHi8IkJTQ5CtpqxprqwptTjfqKZWbBgAXPnzgXg8ssvR9f1ap/777+/Qde6//77ayx/eSNqpR0rJGZmkZzVDpOldWixxYgRo3Xg1Syo/sq4DM7SaH/Bqtp6rRmbA7Ms0SfLTZyt8js5tV8mr185jBkTsiNpqqbz/oo9vPbTDvzhysnRa4u3M2bO95H9eJNZQtd0Nm8pjkxqUzvEMXnWUC6+b3hU3e5UB2Zr6wtoGVZKWroJDUJ4DcuSA4SydZREnVAnHamF9U3CB7mh2R9IoDiQgLeKGzKrHCLVXkSWK+fg4gBcc81FrFv3FQUFy/n++3kMGdKv3np1RcNtdvHCo0+zb/V2Srfks/L/lnDqiZUWKhdcOoV1G9cTCoXYuXMnt99+e9Q1zGYz9993H+vXrWPHjh2sWbOGDz74gL59+yKEICsrC4/HwwknVPr2TU5ORtd1xo0bV2f75NRUJIcDOSmJNm3aMH/+fEpyc9mzbh0vv/BCzMr4KGB/FfdAHQvz0fxGZ4s/5WS6/7qGdi++QMIFF2Dr2xf3WWc2at1hVWPlLmNzbUiHRHwrV7LtjDMpfvnlRq2nRdm7wvg08SK8q+hN/toA+3MrN1PytpXx7kNL+fb1DVF5Mzq7Sc5y4fN5+eqrr1i4cGGTti3GYaCBXCyQ/CB5KpMlWeXMM/vzwANXc8YZxjtbCoLwgxSCAzuckt2OKSUFUxXhJ4Deti33vfoqHbp1w2q1kp2dzWvvvYeta1csWVksXLiQYcOGYbVa6TRuHPe9/DKqXCU2Q1ER/3jhBbL79cNut9O/f3/ef/99AHbs2IEQgqKiIq688kqEELz22ms1ptXFu+++S79+/Zg9ezbZ2dmMHTuWf/zjHzzzzDMRy8gYrRNN10BS0CqsturbwHQl2jBZZBzxliZ36DBp0iQeeughzjnnnEMuGwwGueuuu2jXrl2k37xcZZyq2m8yMzO5++67oxRRNE3jkUceoXPnzpF+89nHH5CVYCdQnIskSZE+YjXLPDL3uWbrN7quE/CG8VRxkybJEsltnMQn21ssRuQh8eE1hoUCAoZfBzf+DF1PanDxzgmduWfEPTx6/KPMHjkbq1zdPWJToAWD7LrmGraMOg7VU/mit3buApKErlS6mJKcTrL++U86zHsDUWV/MPWmm+j20+IoyxHJ4SD7q6/oumghosr7O/nKK2j38r9JqNIHQnv2gKqi+3yYUiutyQuff569t9+B95dK91cNRa8iABUmgXdlPnpQxZRsI35iRzLvHk7KZb0wZ8ejaJX9ZF9uPt8Vp/OzaSQESuHdqaAqnHXWWVx//fWRIO4AcXFxpKam1ut2qyEIIXhg1AO4zC5+LfiV19a9dsTXbCgx28mDkGQZq6MGm+MYMWIcFZx0zXTCgQDxKYfmyiBGjMZEM8ex0D6sMsHXMfLvmu92o6k6/ca1bXHrhtZEvM3MmG7RwXpVTedv5/Tl1z2ldE2rVGbYsKmY8bqV5+etZfq0/ow8pwtvhsqZ89Mm/pFlZfKQdpgtMu42zlbsbDOakNr4mkONjfVXQdLLJsJtdQrvqJhAm6DgvjC6JRJmodnRdMEeTxs0XaJ93B4kYSwEHGY/OgLzQe5pnGZfvdfUgZBqQRJatfKReoMKakkIPRy90SosMpLdFBUTryFaVaHt29GCQcxJSVis1qiglg1x+VATQghMCQmYDtJ+VIuKUctKMSkKUno6ALqqopaWIsxm5LjWpTx0rLOzisu1IHKUVqJkseAaMwbXmDFNU3eRD03XcdvNdE+Po3ThFpSCAvKfeBJb3344hw+r/yKNSIcOHRBC1OuSWAsoKEUBhEXCnFqPtdhF7wACbPF152sgAW+Y3xbuJRxUGHlOpSLA0k+3s3V5PqPOzSYxw/gNk7OcWOwm4pJsqIoWcTE57pLuCCHYv38/fYv7RizLGoL6B4s/cDA+1XjH26XKd2tI01F0MAmwVNlAPJDXJoFUkTes64Q1wyDH2oC85qrvb41KtVMJ1AQdVNDq2T7Q7KAm6ugWIh7DJJsNqYbneNq0aSxZsoSnnnqK/v37s337dgoLCwHYu3cvp556Kpdffjmvv/46Gzdu5Oqrr8bhdkcUKB+bN4+3v/yS5194gW49erBo0SKmTp1Kamoqo0ePJicnh+7du/PAAw8wZcoU4uLimDhxYlSa2+2u1q6qBINBbLZoi0273U4gEGDFihX1CvNjtAxeVUVSZdqG26AiUICQrhFWVUxCYK0ykfNWuP60S1IkEHxY0wlpKjICm1xz3kjf0XTMzbiZf9lllx1yv7HZbJF+88gjjzBv3jyef/55unbtyqJFi5h22WV89dVXUf3mr3/9KwPHnYbV4eDSC86mb++ePPDAA5x+9nmYbE78YRW7uWblrMPtN0pIo6zQcAtodZgwW4zrS0dTwPoT7wdPPpz+JLSt39VnUA3yz5X/ZGLHifRLNRSYzu16bj2ljgz/unWUzp+PKS2NlOuuA0CyWgn9vg11/34Cv/6Kc9QoANznnI377LOQ46PnDfGnnHxEbTC3aYO5TZuoNGvnznRbvpzw3j1RVoWe7xfgX7MGx7ChDZqL6ZpOcHsp3mW5qKUh0q41vlfJYSbh9M6Y0+xYOrkj4+o333zD0qVLmTRpEgMHDgSMmCTdu3ena4cstA1rkU5+AGQTXbp0OaL7bgiZrkzuGnYX9y6+l2dWP8PxbY+nW2LTuxeOCU3+YLz55ptce+21NZ7r0KED69ata+YW/bFZ+vH7hAN+BpxyOs6ExPoLxGhyEjPa1J8pRowmxi4L0sllMz0BkK3FbFmeR0pbF7+vzCdnayk2p4mMzm6+eH4tPY9rw8CTqgddPdaxmCTOHpjF2QOjXSAOcTvJLy0lOd/Q7olPsSM5TFjNEoPaV76Lv9+Uz01vr+LM/m2Yc0HDg+jGMBBeECHQKr7ScAdjc0iEDY1ZvWIPT29GY0tv2E5JMAGrHCTFbrizkYSOLDRAENbMWCvivbjMXlzm2gN61oamC0KambJgPGHNzOLP/80tt4wEDAVhnco4vu2z2rH826WUm8BqNeGOs0YJSxpcp6ahCYGkaSQ5HNUWYQ1h0qRJ/PDDD9GJFRrNf77rLv4ye3YkWXI60JUwUhVhjBYMEt63D8lqjQlNWhmWKm4aXAEv3oCPhGaqOzvNxa/3ncKuYh+SJEiYMhn/6tWUfvQRe2fOpMsXnx/W83q4DBgwgAEDBtSbL7itlKLX12NpF0fajfXk7z6pWpKmaugaEeWGcEhl++oCgj6FvuMqNSmXfbaddT/so/8J7SLjuK7p/PLJNhAw9PRO5AfzmPLpFPqXTWB85zOwuSqX4FaHmT89cXw1weqB48TERM4777x677cqqq/1BZVtTAasNtQhfu4nkVRhsPpyns6T+3QuSBH8rUPldznyVw2/Bt/1kWhboZj8Zr7Ow3t0zkgSPN6pMu/43zT2K/BZL4muFePbB4U6U1KNPPJ+kDwCJV2PjHtaA+XZug20BrxWN2/ezH//+1++/vprTjzxRAA6d+4cOf/ss8/Srl07nn76aYQQ9OjRg3379nHXXXcxe/ZswuEwjzz6KN988w0jR46MlP/xxx954YUXGDt2LBkZGQghcLvdEeGj0+msllYXp5xyCnPnzuXtt99m8uTJ5Obm8sADDwCQk1OzJWeMlqfLorUArOrUkXhZRkHnhZxC5uzK55LMJB7vUbkW6fPjOvyaxtIRPWlvNzrPq3sLmL11H+ekJfBc746RvEOXrKc4rLJgWHd6OI3O825uMVPbVLrCbUoao988/PDDDeo3CQkJjOmfTSCsYreYIv3GGp9EsTeE2RvCnmB8B7quo2g65grhxqH0m6qKM2arjM1lRjZJmA5jjtnsKCH45TlQgjD2TiMtoy9cu6hB8We37N/CXT/cxZb9W1i4eyEfnfURZtlcb7lDamJBAb5ly7APHoy5QnlIyc1l/1tvY8nuEhGaAGTcfz9yYiK27pUb9M09T5ZdTuTu3aPS0u6+C8+33xJ/6mmRtPLvvqP41ddIvHQq8ScbAhy1LIR3RR7e5bmoRZVuAcL5PswVLoiDXS38tmUjwzoOizx3sixHLOQPCE1sNhsXXVQRg2bk8c0eT/isLmfx7c5vWbBnAff8eA9vnvYmZqlxn42DiQlNDkINhFELA+gSWNscfQvGM888k+HDh9d4zmxu2ofpWGTFZx/hKy2h+8jjY0KTGDFiRJBNMl2Whhli+xCPbsUUUPi/f6/DYpOxOIyhVwjBp8/8SlmBn5/mb8Vik+l9fCw+UkMY3T+DdeUaSW0M1U4hBP+5chghRcNcxZf7r3tKCCoa5oMWGFe8upQOyU6mT8gmxdU85t3NjX2JhClPUH6aCocx/Dt+lHD/V8Y/WKNkmqFBqLkhf3YYNZUmiVWiIxBVgvYW+pMIqDZS7YURQYgQB9xwRfsWTnfmIwu1UZolgNKgm7BqxiQpTJo0jlG9TgVVI0fS8Ws6WYl2XFYTsirQkm3kFXmxoJOQWKkNnlPqJ6RopLisOK21T7lDoZChDWmzkZSRgXSQFmJD+fe//43fHx20OLhtG7qikNEv2s2YKTk5KvAwALqOHBdfKRGK0WpY5u/EncvfRTYr9C//heLAeWQBnsWL2T/vTez9+0Ut8Bsbi0kiO83YHRZCkHHfbLw//4ySm4t/za+4jh/dZHW3BIve3cza7/cw7IxODD3NCDaqhjS+fmU9AL1Gt4lYhCghFW9JkPIqGxE2l5lex2XiTLCiKjpBNUhJsIRVmd/w9EV/rVbf4fj3jtECaIAOkh/UOpQFdF0iFLIhhI7FUj2QfF2sXr0aWZYZO3Zsjec3bNjAyJEjo56Z4447Do/Hw549eygvL8fn83HSSdFub0KhUGTTqzE4+eSTmTNnDtdddx2XXnopVquVe++9lx9++KFRXLHEaFpCBAlWaL4cyvtHVQyBpRJsvngCDaG5+40QArslel7nsppQNZ14W2V6UNHYnFeOw2KiS6qzQf1G13X85SH85WESM50R11vxyQ23NmxRfv8OvrgLCjeDZILe50JKhcVlPc+aruu8tfEtnlj+BCEtRJItibuG3dUoApODA6nvnXkbvmXLyPjrX0mcMhkAx+DBJF52KY7B0ZYwrXWO4xg4EMdBz2fJf9/Dt2wZtl49sfYYQfmCPQQ2FnHA9YKwyjgGpOIcmoEp1XimFEXhhRdeIBQK0bZt24iLrUGDBtGtWzcyMzNrbkDV33PfavjpX3D2s2BqurW1EIL7Rt3Hqo9XsaF4Awt3L+TEDic2WX0QE5pUQ1MNFwy6drQ49IgmLi6OuJh2YIxjmA0/LqA0P4/soSNIadd8wcFixKiKVJKDbdhGnhQ3AXC1+JSBipucraWEAsZCw2SRsbvMlBUYC+qFb2/G6bbSsV9KrdeNYZCZnUBmdkK1dMtBwpHbT+7OuYPaIleZ1O0t8fP9pgJkqZDbT6nU2Fm8tZD88gCjuqSQHn94m9ZHQkfz7ewIP3bY5atafgDYV0rY1kmEsjWCfeqJEKmDeadATdTRKjxyhNvoCEVgyhdR7kjUI/R8qOoSimbCJCkV1iEQUKwU+JMxSSqZzrxIXkWXUTSZkFppPWKTg6Q78rHK0ZrUJtF4C3ghdNIdBVVSnKS27whC0Nkmo8WZscgSpgrNQX9YJcFuQT4o+LInoOAPqyQ6KnfXPP4g+SUerGYTWSnGl22qEvC3uKSEpKSkau4bGkJWVnWhq5KYiK5qyIkJ9ZaXnU5kZ8xFbWvkMvVH7hx6IwD9gv35xwfG5n14714833/f7Jp+kt2OKT0NJTcXPdy8Vg2hUAhVVTGZTHUrhB147TXgq1n2r1dBQL9pk7HGOTFVWJcE/ZWu+awOE217JGJ3mVHDlW60eo3OovPANNwplS9gIQTjLzUsTf2Kn5eWvwSAw1yPm7BGIsE2tFnqaSlWDzC+e3uVIf+qdMG0NIHpoN97ST8jk61K3kvSBJNTBAe9svm+T5W8GkjlcG5SZSbNDZpTR6/n9azpgnDYjhDqIQtNDsUNW014Knzuf/Lmm7TJyopyzWi1Nu5G1syZM7n11lvJyckhMTGRHTt28Oc//zlKwz9G6+L3MX3Zl7sNIcoJKSYcTgfTk9K5tkMapoPGkd9G9wYMl1sHuCw9mUnYkDHej1a7MX9ZNrJXtbxTMpovXlpj9ZvPPvus2lyqof0mwWEhwREtTQ2EDWUeSVQKp2bOnMl5064lLyeH7HYZ5O3bHd1vdPCXh1EVjYAnjCP+KImdW7ILvvoLbPjEOHakwEl/heSGuW3K8eTw1yV/ZfG+xQAcn3U8Dxz3ACn2I1sXh/Py2HXlVSh5eXT7eQmiYs7tGDEc1eNBslX+vnJCAhmzZh1RfS1N+ux7sfXpQ8L55xEuCBFYX4TmLUT3/UbStEsIdotj4c+LCf20ismTDWGRyWSie/fueL3eqID3bre7XleNAIQD8PaFUJ4Dugbn/RukposfmmJP4a+j/go6nNDhhPoLHCHHpNCk6oNQDVlQEspHkmVsNOABidHk1Pl7xYhxEL99/zW7fluDOz0jJjSJ0WL4wkqUxrzQ4axbB7Lyy50s/2wHmqbjiLeQPTiNoE8huY2T31cV8NVLv3HWzIFkdIqNP42BEIIuqdG+MxLsZp69ZBC7in24qmj/v7FkJ1+uy+XOid25YZyhERVSNPbs99EpxXnImsClvjBuh7Ghd/f8X7GYJK4d24WshMbVFBM+SH7GhGmfIO/RMLoVUA3f6fmdnLy88QxO+/4nepbvoPR8lVC36mOqe56Mc4lM2RkKnkmGICPcSSf/L2GUrIaNwYomIVWZViq6THnIhQASrKWR9AJ/MgHFRoq9CFdFbBFZ0lB1GV2LFnolWkvRrWVYpFAkTRIadlPz++s3JdsRVhlRgxWG3SzTPrn6Zmim21bh27ryvnz+ADY9iFolDookSSiWeOSwB6E3rtJONWuSGEclosrOv9B1dLXiOalQ8qoaRLQxWbevlJvfWc2EHmnMOrVndJsqBBbNLTT57LPPWLNmDSeeeCKjR9el/dmwd5eu6QwtugUAv+9kiHMyeGIHBp3cAbO98nsVkuCsW6prHLtT7bhTa36v7yrbxa0LbmXz/s1IQuL6/tfXmK8u8vLyeO2113C5XNx4442HXP6PiONgaQdGHJOathZrymsWgppCDlTNa8oXiCDYdFATjDTdRIN2TyShYzb7EeLQ17B9+/ZF0zQWLlwYcTNUlZ49ezJ//vwo1z2LFy8mLi6Otm3bkpiYiNVqZfv69Yzq3gNbdna1azQmQgjaVPjff/vtt2nXrh2DBg1q0jpjHD5OWUaTJcpNATAVkZFizBFq6jvOGsYVp8OM5rbhLw9RXhzAXGEJUVPe5oxn0lj9ZteuXbVaqxwOCQ4LLqsJpUrQbV3XKQ8o2BJSsDvskX7TrVdfdhf7iLNVxLhSNWzOo8BTTKAMljwNi58CxQ9ChmHXwLi7wZ7QoEvsLNvJlE+n4A17sUgWbhtyGxf1uOiQ117+NWso/fhjLF26kHTJJQCYUlJQCgrQPB6Cv/+OrcLFVcoNN5D6BxlTdUXDv64Q77I8rJ3cpE437kskhikdZEZbuRLT1+8jO/JxPvAAq1evRgiB3++PCBzPPffcw7d6Ndvg7OfgzQtg3QfgSIZT5zSpQs8J7ZteWHKAY0pockAbyefz1S6NFqDpGoKYWWlrIRQyNkvkJloQHgkxgU6MGDFqQorrxFZPD5BB6CqpJSORZYmhp3Wi88BUivd5yezipk3XBAac2B5V1Qg/+yu71hVTuKs8JjRpQpxWE6f2rW5m3CcrnpyyACM6V24yr95dwuQXltArM57Pbz6+wXV8vT6Pd5ft4sVLh6ADH6zaS0jRuPr4Su3L91fs4YWFv3P2wCxuHJ+NO7Uf7IM95Zm4rWW4zN7qc80wWDcLNuVl84zpEgakruWSHvORygRSUPDF15P4NT2bK3q/BRcXsWhPDxatH8KF677DnCcheVVMOWBbJeGdoBk+1nWBp4uMfTmIYGWFu8qzKDYn0ta/lxT7fgCK/Il8ueMEZKFyYY8PI3mfXXMFK/IGMn3g55xQ4alS0yVKg/HIQosSmpglBUVSqar+bZLCZDrzMEvRm68HrEtaGqGZkOyHPmUO+z2E/X40SzKYjDmM22WnRAlhq6K5qOs6JQGF+JBKollgjs0tYhzEJntljIHsnXvQFEPoplf8pYnmyEu3F7M130ObGoS9wtQyQpMGE7E0qX/RHnB2Q0fHbDO2Dq2OI9+o+mbnN9y7+F48YQ9JtiTmjJnDsMz6A7UejKZp+P3+KIu0GE2AClTpRmq8jlwi0A7DOEMIjXC4kG3bdkXSdu7cy6+/biQx0U2vHr1rLduxY0emTZvGlVdeGQlovXPnTvLz85k8eTI33HADc+fOZcaMGUyfPp1NmzZx3333MXPmTCRJIi4ujttuvZW75swBh4NxZhOlpaUsXryY+Ph4pk2bdug3VAtz5sxh4sSJSJLEBx98wKOPPsp///vfVrlmj1GJGRmh2jhcP6vOBCtBn4KmaPhKg7gSG8862+PxsHXr1sjx9u3bWb16NUlJSbRvX3vsx8boN7fffju33normqYxevToRus3Jlk6MAUEjH4z9oSTCKkw55X/8eijj/LSM//B79fYHwgZykZJlYo4uaV+rCaZeLsZubW6T/35OUNg0uE4mPQPyOhzSMXbx7VnYNpAykPlPHDcA3R212+tphQX41u6DOfIEcgV1hDBrVvZ/9bb2AcNighNhCzT7oXnsXTsiCmx0p3+H8EtZjjPi3dpLr5V+Wg+BR2dcJGfuAntEELw9Xff8Mv6X+jXLoP+nTuTOPVSnImJTJgwgbaZmViqfAdH/H10GQ/nvgjvXwnLXgJnKoy76wjvsHVwTM2+ZFkmISGB/Px8ABwOR7WHIxwKElZVNASBQKCmy8RoRjRNo6CgAIfD0boXC3+Al26MGDEaD4fDwU6pIiCskOk0uE3kXHIbF8ltoq0fZFnilKv7sG9LCR37xtxz1cfaBXv45ZNtZA9OY9wlPRrlmtMndGX6hK5RaTuLvFhkiU4p0S6LLn35F2xmmbsn9ahmyQKwdk8Jiqbzz2+3cOP4bB46uw/bC71RG4+b88rZku+hoNywmsjzfIymCx785XYUzcyjo+8n1WEEOl9f1I3d5VmcWbSQ5JdN9E7Kp3hMEt6wEwSUXK6gJOl8uXo05fvjCFY4W++f+ht/HvYEwSwfRSLMS6VTmPbEAuK9xSjpCoHBGjvL2vH30ptJO7OQB054JNK+j34/lTUFfbms19uMbbsEgIBq5bvdY3CavVFCE2uFJYgnVPldmIRCvMWDfJDbrGTbfmB/VJqg9QhIakLodW8AaZqGz+dDVdUazdiDwWDEvYPVYiE9LbVanraJDuy5xVDqg3gnHKGriQPoSoV7IVn+QywQj1X8jsrnweOys7fNaAZ4vJR8bLjByN/lIT2kYrY07mblL9uMd9DwTtXdrKRcfz3qhRdi79e3UetsKI31PAtJYLtjWaNcqyo53hw8YQ8D0wYyZ8wc0p3ph3WdlJQUbrzxxkOKE+ENba0/U4wIcilIZQI1SUerGO51Oyj2wxdgr1q1jtNPvypyPGvWHAAuvvhM5r1et//15557jlmzZnHDDTdQVFRE+/btmVXhMiYrK4vPP/+cO+64g/79+5OUlMRVV13FPffcEyn/0MMPk5aRwZznnuP6O+4gISGBQYMGRa7RWHzxxRf87W9/IxgM0r9/fz7++GMmTZrUqHXEaHySdDMOJZkgYQp2lZPUxhlxN9gQJEkQl2SltMCPryyEzWnG1Ehjz/Llyxk/fnzkeObMmQBMmzaN1157rc6yR9pvHnzwQVJTU3nkkUfYtm1bk/WbL7/8kocffjjSb9558z1GDxuPSYW0eBuOKt9lWNXIr1gn9LZXzi+9QQVF03FY5EiQ+WZj32pY/zGcMNvYA7PFG/87U6DX2Q3aF1M1lflb5jOx00TiLfEIIfj7mL/jNDmRa3HrpPn9SFXmxrsuv4Lg5s1k/fOfxJ9iBDx3jhxJ4qWX4hw5IqrswXE/jnZ8q/LxLNlHaFc5ADo6i/6fvfOOk6sq3/j33DK9ba/pvfdAII0iCYQmHaT3rgIioCJFRUQRUQF/KkizIB3pvYYA6b1u2mb77uz0mdt+f9zJ7G520wtB98lnszt3zr333Jlbznmf930ezwqq5WYuOO383Piob9++LF68GN+AAfT9zyu572bq1Kk0//3vVF19DSU/vBl/F9VZe4Thp0CyGV69ET74BXgLYMKl+2bbXyMO4ij0/kFpqZ2ptZU42RaGppGJJEBAa+YgzZz6H4MkSfTs2bN7st+N3UN3pm43vkb48/wc+9ZC8gY00zvczIRp39/pOg6X0oEwScU1JEng2IMM9/92aBmDdEJH1/av/9jp43twwqhyIsm28UA0pfHpmkZMC+4+qS2T6rM1jczfFGb6oCKcqszymggjK0M4FIkzxvfotO1LJ/fh8P6FFGWN6A0lRkJ341UTRDM+8lzhXNulTYN5Y/3RfCofysMFv8EcmOYn4+7D5bKTOzL9LNRkkAuG/RPNVMh32aRE0BnFl/ESKyok4fDTnArybuU4jjTm4PA3AaBIOpqsEpM9SJoXU43jjgykr9tH1F+NR7H12OV0gEIhmNXnTfyOWIdjOWPQi5w56AV8zjyw7ImLJCy7H9aBncxJugtJdmJZOoYUtxdaAoGMhYmwJCxJ73JdYSlgiez79jNENryoalvA2DAMMpkMkiR10LmORCIA+Hy+XJatz+fD5/PtNOlDCEG+14EeDGC5XQjHvtOvTq9eg2XoOPv3R+yhwXw3vn64axo5rud/MIG+NfcAAQAASURBVFCYunkRLRtDrJ4yBStpX5+NrSrP/Wouw6dW0Hd00T7RQLcsiy/Wb5808R6y+1UT+wIHc5W3aZlIwr7nnTvkXHyqj+P7HY8q7XnliqqqFBV1Jlp3BM1s2eH7sh7AUCI7bLP1edAernQvHFIRUspLTF2M7mrecUdMGVnzEpDGYxgRIq6vcm+5WweSDK7a8foHCJYALBApoF2OhDAdyLixaPc8yS5HGGCBJXXtpzVlygQiLcsRCMxsYoFkOJGFzzY42AFcLhf3338/999/f5fvT5s2jS+++GK76wsh+O53v8t3v/vd7bYJh8O7tGxHeO+993arfTcODqiWgYWFsNQ9vp86PSpOt0Y6qRNtThEq6ZyMvCeYPn36Hvfpm3LdvP3WOwA5oso0LTJJHadH6fIzLPQ5MUyrQ5VJYyxNa1KjLOiiyG+P7UzL4t9fbaJXcYipA3fvmbFL2DgHPvoVrLH7T9/p0DcrZTbxsl3ezNLGpdz9+d0sbVrK4sbF3H343QAEHIEu26erqqi+/rsY8Rj933039xl5DjnEbtDufFHLyyn90Tfbk6QrWKYFWV+c1tZWZs/+hNSWCOOl/riG5OOdUErms7UkNqbYHK6hBDtZc8CAAdx0002dki4syyL872fRNm1Cq6vrapd7jgmXQrwRPrgHXr0JQr1hwP41at/f+J+LxAghKCsro7i4GK2LcvKGJeswPtRJm0l6/WD0ge9gNzrB4XDsVnZVN/7H0U2udeMggKE14wtEmSMOZ04e9H/xEa675KZdXj/emubl3y3A5VU5/rpR+zx7+JuKrVrEQw8vp++oIlTn/v9cXKqMq534uVuVef7qw1lc3UppsC0I/fLCLfzzy01Ekhq3HjeEa47YsY54ccBFcTvDeU2L4FMT3D/tJ+imjCLZhJB7jsRJyz5HjBQUldTTcGQGBPRmU4ftae5WxrgXd9qP7K8l6K8F4Lwhz6ANUkg6Y6DYk4wKXw0PHXUjsjAws/tMBlZxonsTx6ttBraGM4LTGeGUAa922offYQeTJBGyDXzaQ+xfYmtbmEoKk3THfggLC5sosXbQH0voHdQqTFNGszQsswUHIcCWeI1Go7jd7hxpIkkSHo+nkyTJDk2qu4BSeHBVmSUzOrG0QZF/35oHd2P3UZIR/EceS60oJ1QmGLnci+TzYQQLWO2ZQHXFVMzNMT78+0qqFjRwwvWjMU0LaS+kPNY2xGiOZ3AqEiMrQ/vuYPYRdhagU4rc+I/ogRza8flrGiatDUkkWRAodO9x4O+lNS/x9PKneWzmY3hV2wfr2wO+vUfb2ls4ij2wgzjIzggToBNhApBybiDFBtjVW5tkYDgjtPBep3W+LsJEJEGOCIyQZXuAAaYPLEdng3dLyqDTuQrS2uqztZ1TxTAUkskgQhh4veHcclNOY5LGRQkdtMD2A8xEAjORQDhdyP7OFbHd+N+FLtJoZoyMtXfnhS/fRWZLHCEJLKt7Cr4rSMU1ok0pHG6ZYJEtwSVJYrveJaosdSmP6VSkTvMTzbB45MO1WJLKZ7e2+T385eN1NMYynDymnMGlXRMTO8TGz+GDX8K69+3XQoLhp0GgYrc205pu5ffzf88zK5/BwsKn+hhe0FHGKzFvHpFXX8M9ehTBE04AQC0tJb1+PWgaek0NatZDqeTWWxD/5THCzUvXs+7LFeRtlhh4/qE4ewZIJpN8Xr8Ih1Nl1vVnoWbnoke4jkAIQUVF2/eyvRiqEILeTz9F+NlnyTv99Nzy9OrVIEk4+/Xbu45P+yHEG6C5CnpN2rttHQT4nyNNtkKW5S71NlWnwrotCxCqYJDrW19Dz7rxTcJpP7obyzQJlpTuvHE3utGN/xmkY3U0lbQFnGuTsR207oxEa4ZYc4rmLXHe+NNijrtyJLL63z0w3BHCdQk++fdq+owqZNiUClxe9WszR1RkidE9QozuEeqwfFK/AiIpbY+zu/SmWlxLBMIQJCe0Za763pTJqw3znfEvk67cuwzrAnfn7GNJWDjlzkkkZjvC5JuHfZOJnkwGsCwJyd3Ok0VVURSl0xgyFArt9f7W1sdI6Qa9C7x4nZ2H6C+++CI33XQTVVVVXHfddTzwwANdLmsP1xBbvm53Mzczusnqevu+5XcpHSbm3TjwCPlaqRV2oGB5SQWXnNCH3hOfYvV6iU3/WEVxrwCWadGwMcrmFS1YlsWHT69AUiSmnDEAaQ/kOz7PSnON7ZmHowvpluTChaSWL8c5cBCesQef9IVa4iU4w7vTdsmYRvx3x4CA4I9fAU/nqpodwbIsbv/sdl5c8yIA/1zxTy4ZccmOV9oNJBIJli1bhqqqjBo1atdW2g2pnf81SAkQaZCiYGzl0yQ6ESb7C599NpfTTtt+ECkW273x4vZgxOPodXXIeXl7RJpceeWVPPXUU12+d+655/LII4/sbRe78TWhRfIRd0VRTI28dN7OV9gOZEUir8yDrEj7XRHk448/3qH02766bvYWO7tu/vDgH7EsC9Ow9iqxoTTopnQbNVgBTB1YhFA6Vpq+uKCaJdURxvXKy5EmCzeFufnZRYztFeKeU0bm2s7b2IIkBP2Lffi0Fnj+Ulj3gf2mpMCos2HKDZC/c8+RrTAtk5fXvsxv5/6W5pQ9rpjVdxY39LkY15J1mL1TSNlK6OT8BbQ8/TRaTU2ONJHcbnr++f9wDhyIkt/2fP5vIkx0XWft2rU0NTUxcdg4kgvqScyv5+PGuaxUtjBK702PRY04ewYoKipi5MiRlJeXg6dtbN67d+/d2qfk8ZB//vm515ZlUXPnnSTnL6D8Fz8neNJJe35AQsCx94Gpg7Lvque/LvzPkibbQ6hPOaXnjkZxfD3BmG58s1Dce9cfGN3oRjf+dxBNgpUMQNbHz9W4ewHHop5+Zl07ild+t4CNS5t569GlzLh02B4Fvv4bsGFJExuWNNG4Kcrgw8qQD8LP4aTRFZw0eteyrvSWFlJLluDs2xc1mxFkrWsh/y8qeqFFckJbNUTyEIN0TGDsXhyvA1qay4hEiujVe1Fu2ZrVEzEMhV69F+Jy2RnFsVgezc0VeNwRCos2dljftCQCgQZU1c6w1XUFTXOhKBqqmt7zzh1k+POf/8mDD/6NurpGhg4dws9/fieHHjow977L5cK1n2SuDMvCMK3tEhxXXHEFF110Eddffz1+v3+7y7qCEII77riDO++8s9N7Ho+HtVuasLAoC9oZjQ5FIuhWEYg9tIrtxr5E2GzLDu3VXM+Q409CDfgZ1hOGTqnANOxzpnplC6X9gjRsjLLssxqwoLU+wYzLhu+2ufkXVVlprr5d33yi77xD05//Qv4FFxxQ0mSfy3NZUOlcYv9tdi3dtyMsaVzCi2teRBISV4+6mguHXbhPuxeJRPjPf/6Dz+fbddKkGwCIDEgxMILkCjtMPyBbGNu/Xe41ZFnH6+1aumzMmGHMm/cl0l5Itu0KJKcTORjs4AGwO7jrrru46aauK6QDgT3IVu/GQQMNAyQNAwkhp4E9rzhRDlBCxfjx41mwYMEB2dfeYNvrJpPWsXQTp9dBIBBAccjklXpRHPueaHIoEj89YVinMeo5E3uxsjbC4NK2m96a+hgr66LkbZOAdvtLS1hSHeHRC8dz5MBCaK3mC2soP5WvZ/SAXtxz0mG5ts/N3UwkpXH0kBJ6ZI3rIymNDY0JQh41t+ypZU/xqy/ux6kZ9Cvux48O/RHjS8azZvoRNNXV0fNvf8N7qC215Z0ymbzqarxTJnfol/fQjh4l32Rs3ryZVatWUVJSwrBhwwDbG/Ef//gHAIWvJPBkyyBLlRBJt0H5sL4EZ/YG7OT/U045ZZ/3y0okkIMhhKq2SZ/tDSQJpCxhYlnw0X3Q70ioHL/32z7AOOhIk02bNnHeeedRX1+Poij85Cc/4fR2JUP7Gy6fj0GTJu+8YTe60Y2DEkdccBnpeJy88t0rGe1GN/YlTOHhfXfbgENKdPa02BnK+4c47qqR/Oehhayb38B7T6zgqAuGIPZCbuWbAsu0SCU03D57sDV8egXhugQjj6w8KAmTHcFMJMisX49r6NDcsppbbyP2wQeU3HYr+d85B1a+RqJnGHcPBa2XBSaQPczYjL2Xt9qyZTCWJYhF8/H57UBOY2MvNM1FZY9luXaxaAEb1o8hv2BTB9JkzZpDSKX8jBr9OqraCEBLcwUrVkwlGKxl5Ki3c20zGReJhB9ZTiHLdgDSMBUyaTeSrON0tFWwaJoDCwlFySBlZbMsS2CaMkKYSNKBlfZ67rk3uO22+/jNb37KhAnDefjhJzn77POYO/dl3O4+CCEQQiBJ0k59SvYEPRNNWPEYircSXKEO78ViMerr65kxY4adXbadZTvCTTfdxGnfuZBo2iDfoxL0ODjqqKMYO24c9dEUshCUBly5iXzP/H2jUd6Nvcf6ojbptowpowbagh9CCGQl+50NKwCguFeAY68YwduPLmXT8hae+9Vcjrt6JKFizy7vszzkpleBh4ld+Jlk95z9ve9IDMuySMyejXv8eKTtePv06GE/Twt3ImdnpnWMSAahyijtJLosy6JmTZh0QqfPqCK8ISec9qj9pnP3g8Exzc5w7hfqxxWjrtjt9XcGp9PJ4MGDd4usNSKdJaX+FyG3CEQamyTJZmVbDjAOQOKr2FaqMgu320VRQX8kZf+SJnIggLwX5EZxcTHFxcX7sEfdOFjgN1Sceik6Js5ALYiCvd6maZjEwmlcXhWHa9+Pj9xuN/3771j29mBA++smk9QJ1ycQQlBQ4c0lvh0IaeH2OOeQnp2WTRtUxOMXT8S5tSrRNGHlaxRHqikL9KMk4AJJhpMfonajk+WvbCYY7Tge/OsnVSyridCvyJcjSOZtaOHCx75keHmA/1w/BYBj0wPp+QcnCdmL9dc/MKG0EoDU0FFsySzhHy8v4K4saeIaOJA/jvw2i5a1ckNFA9Oy1fvrGmL84rUVlASc/PzbI3J9eOrzDayqi3LS6HLG9bLHKk2xNH+fsxG/S+HCw/vk2s5e20R1OMnoHkH6F9tjqGTG4Iv1zTgViUP65O/VmDeVSqHrOj6fTUJalsULL7xAS0sLZ599Nh6P/Rlt2LCBjz76iGFDhjIg2BNHpR+Hw8HAAQMx18YwLBNHnwCeMcVMG34oR+xmwsueQvJ66fHHP6DV1KCWtqnoNP7p/1CKiwmedOKeV/fM/Ru8/3OY/Qe44BUo+2YlgBx0pImiKDzwwAOMHj2a2tpaxo0bx3HHHYfXu/Py6m5040Bj3msvoWUyjDjyGDyB4M5X6MZ+R2GPXl93F7rRDQJOmXyacq+FSO3RdnoMzWfGpcN54/+WsHJOLYpTZtpZA/+riZOmLTHee3w5ikPm5BvG2AFBWWLaOYO+7q7tNrTaWtYceRTIMoPmfpULArpHjSSzfj1CUeH/pkHdEqyphTTeuvtZzrsCw1BobS2lpGRtjjTp1XsBhq7icCRy7dzuCKWlq/F6O8p4eb0tqGoaRWkLxFkIZFlD3kbay7IE22q1W6aEYTjs9zqQJm5MU0ESBpJi5vqaSgWQJB2Pp00WK5kMYBgyLlcMRbH3aZoy6bQHSTJwOtuOQ9dVLEtClrUOxItpSQis7Qaz/vjHJzj33LM45ZSLcDjiPPDAT3jrrY958skXufzyjtUm+e0kAmpra4lEIvzsZz/jjTfeIBKJ0LdvX+666y5OOOEEnE4nzz33HLfffjtr1qyhrKyM6667jhtvvDG3jXQ6za2/+Dn/evllWmMxhg8fzr333sv06dP54IMPOOKIIwA48sgjAXj//fe7XDZ9+vQOxxTduBnLAldpCT6fj1ChhBnPEAq4qK1aybJly3j44YfJ9zjwOOUOuuTdhMnBAzXTdu15Mrv2POk7uohTbhrHaw8voqU2wbP3fsWxV4ygYuCuybHccuxgbjl28PYrO7Lnx76q/NCbm1lzxJFY6TShs8+i9PbbsVIpzGQShEDJs/s9ceJEJk7cuQl9amULzX9fgaNPkOIr2uRH1s5r4M0/L8Gf76LX8AI7kDX81D3ut5UljfZXTVZeXh5nnXXWbq1jxP73SBORBikORh45Ps/0WwgZzAMkvfW/AiMSASGQPB5EF3Ln3Ti44cbAbXnQLEhEytgXYbZ4a4ZUTEPPmOSVyv+z44et3osAqktGccgHpS9loc9pExJ6GuY+Dp/9HppW8yjArPuhPGvc3WMik0Jp/lZYhsfRMXR8xOAi+hZ5KWvn7yi/9RL3ffYinwwZjGVNRghBXo9+lMQj6CJGk942z2m5/laueHwug4s7lv2tro+ycFOYSLJtftGSyPDO8jp6FXRM/HhvRT3vrahneHkwR5rURdL85u1VFPmdHUiTp+Zs4NVFNdxxwtAcaVIXSXHBo1/gUiVW3N0m//bjFxfz1oIqzh+dx8nj+1BZWUksrXP7i0sINC5hcIHKscfOJBgMsrI2ytwvv2DV3I8ZNmxYLuFfCMH69euJRCI0NTXh8Xgw4hpFcS/D/H0pXCJoXLWUsh8dgpAE53znHFJrwigFLpS8r++hpZaV5f7ObNxIwx/+AJqGo7ICz4QJe7bREafDwn/Cps/hiZPhwlehZOhOVztYcNCRJmVlZZRlv6jS0lIKCwtpbm4+YKRJbF0DLX9dgeWEnrdPOSD77MY3F7Of/xepaIT+4w/tJk260Y1u5CA5HRTPVblOe4FGh4IQnQ1VdxV9Rxdx9IVDePuxZWxc2kQqruH2f/P1QbcHh0uheUscIQta65OESnY9M/pgg1JSghwIIFQVvaYGR8+eULOQgiuuoPCqq+xGbyyGaM1+64NlwYiRb2NZEu0zwsvKVndqGwzVEwzVd1o+dNiHnZYVF6+nuHh9p+UORxqnK4LUbo4oSTqSFEYIC01rmzCZZgLLkjDNdsSLAF1PIUlGh7aZjI5pgqLobC3yME2JVErYFeBSW9tk0o0keXC6okhZw97tGfOm014MQwHCLFiwnOuuuwYhDISwkCSJ6dMP4csvF3LNNSqWZUtntTdWNE0TXdc5++yzicfjPPjgg/Tq1YtVq1aRSqWIxWIsWbKEM844gzvuuIMzzzyTzz77jKuvvpqCggIuvPBCAK699lqWLV3KP/75TyoqK3nxpZeYOXMmixcv5rDDDmPlypUMGjSI5557jsMOO4z8/PwOyyZNmkReIIARjSL5fLlJuxxtRVgWWkEBDqdKvtdBwKXiVCV+9pe/MHDgQKZOndrpe+zGwYX3tCF8/6On6SXXMYj5ZGLX4/DtXHanqKef024Zz2sPLaJ+Q5SXf7eAI84bzOBDy3a67lZsN/i1dfk+4Eyan3iShgcfxErbUn/hf/yT8D//Zd/AAN8RR9Dj4Yf2aNspzaS5Jk5+mT2X7D2iAF+ekx7D8tEyJk733lUvbiWNuoXsvl7IjQJhgOWyMLPDBtNDTib1QMKyJDTNCcLCoe5Z0szBDL2+HjOVQq2sRMn6eVmGAaaJULslzg92CCtF2nKjWzKW6dgndy5v0EEqrqFnDFKx/+55SlcwDZN4OIOWMcgr9eQqk7f+fdAhGYa5j8HnD0Oszl7mDMKES2Dw8R2aFvmdTB/UserMymS4tGUBqRXLKT3zdpJ6kmdWPkPTwoc5tj5JfWkV8+rPYVzJOJSiIkoefQyr30AGFrTFy8b2LeQ/103u5Jl288zBNMUyjKhoa9sj38M9p4zAsw0BdeKocoaVBxha3lZVF/SonD2xBx49RlVVFZWVlaiqytCyAFq4jnTVXOa6mhk3bhyyJBhaFmBUZDY/+9lcrrrqKgoKCggnNPK0JhoXzOPT9BDOPPNMWuIZnp9fzenOjaxoyDB58uEEg0H+9tl6PvtqC0c47GoTAM0wueuVZRT1GMmJPfJxrtNoeGMR6apWPCZMwiZzpICM0ZrOkSSu/qHd/y73I5SSEoq/911SS5d2IEzMVJsPzY6gVVeTWLAAORDA951nbMJkyzx44kS46HUoHLAfe7/vsM9Jk48++oj77ruPuXPnUlNTwwsvvMDJJ5/coc0f//hH7rvvPmpraxk1ahS///3vu8wYmjt3LoZh5MqwDwRiLc0IA9KxxM4bd6Mb3TjosPqLz4g0NNB71FgKKg/cvaMb3WgPK9ZA+bg5/F5cD8BFS5/fq+0NnFiKkAQlvQP/dRMRXTOoXRehcpCdRezPd3HMZcMp6R3AE9j3x2q0phFuBekAZH4JIej3xuvILgkW/xtefwxqFyMueAX6ZAPV026Go26n+JMHqbf+tE/2axgyS5YcRTyWR35+NYOHfIIQB0bqSggTWTI7BBAlyeSRR57b7jp9+pTy7W8fDoAiazzxxL/RdaPLtpWVhZxxxjQAZNngH//4O6lUZ0+Vq666MCf51YbOVSamKWOaCs0tYQzDoKLC14FUKSoqYNWqKoqKirZzvIJFixaxYMEC5s+fT79+/TBNkyFDhmAYBg6Hg/vvv58jjzySH/7whyiKwsCBA1m2bBn33XcfF154IRs3buSxxx5jyco1FJWU4Xcp3HTTTbzxxhs89thj/OIXv8jJPeTn51NSUoKlaRQGg7llpSUlpJYtJ4OFc9CgXOAqGSrEEWtFzXr1bc0UTKVSPP3009xyyy3b+1q6cRDh2tTb3Dz1GgBGppfwYlMzDt+uyZB6g06+feNY3n18OWvn1Xf5DGnYFMUXcu7e8yWnzrX3rImZSmHGYngmTiQ5fz6WpnXYrtUuO9UwjBx5Ke1IKsKC6ozJvKXNlOurOOl7tu+K4pA592eTOko9bvrC/l02erdNS3OVJgdRYCzoHPt1d2H/wbIrSkQajHaqQqbPQuhgHQQpoaYpkcl4EML42kgTvbkZva4OKRDAUbHvJIsty0J4PAjDQG6X1GpEImjV1cjBII52sRutthZME6WkpLsq5SBBEhldakXW/ZiKhiTvvUeNJEt4g05iLSli4TROj/I/58OYSmhYpkUmZeB02zeig+m5kEOiGR4YCZmo/TpQAYdeDeMuAGdns6fM5s3EP/kUORQiMHOGvVBRqL/v15jxOJ8eGuAP0VdoSjXRe4BForiYI068lrHFbc+h/MM6e5L4nArDKzonHY/tmYdpmqRSKRKJBB6Ph2K/i7Mm9GDOnDm8//4qDjvsMJxOJyePqWDevHm899zjbBowgGOPPZaKkJt7ThnJL37xCx5fluG6666joKCAa47ozxfeZl57bQ5rVINx48bRI9/Da9+dwm9/+xWtrYkc6fGzk4ezaIDM4q/ShLLEsM+pcOuxg4lWS0ztX0AwOwYv8jtxFVYwcuoUThnfG8uy2NgU58nPN+BWZc7zhoh/VA3AS2TY6JE4dmgJh0/uhVJykJJqWUhOJwWXXNJhmZlOs+6EE/EeegglP/pRjjxpfOQRUsuWU3LrLblqlficL6i57TY8Eybgm/IEnPscPH4i1C22f1/0GuT36bTfgw37fFgRj8cZNWoUF198cZcGNf/617+44YYbeOSRRzjkkEN44IEHmDFjBitXruygm9nc3Mz555/Pn//8533dxR1ChBRe2fQw7kCQ/sw4oPvuRje6sfdY+PbrbFg0n2OvvbGbNOnG14ZYuqNkkbQP8rgGjC/p8Lq2qpXiXgGkg1yqyzItNq9sIdGaZtA22c3JaIZn7/2KWDjN2bcfktPb7zNyx1r1mqbxzjvvMGzYMHr2tLV625fEd7lOfYLoh5tJLKgnNKsvvsN27gGxV7As2DIfee5jsPg50LLVRrITGla2kSbuEABiHw7JTFOmrHQ11VsGo+v/XSRbewhh7kA3PtrhtSzr+HydjXmdzjimKaHIXZM0O++DYMmSJVRWVjJy5Mgu2yxfvpyjjz6axsZG8vLycLvdHH744TzwwAMYhsHixYsxDINxI4djAVsv6XQ6TUFBAZauY5ltBJDR1IRWW4veLqgsJAnJ6QQs0HXIkib55cVAcadr44UXXiAajXLBBRfs0XF348Bi2zvb7ko0Kg6ZYy4ZRt3RPSjt0zlI8d4Ty2mqjnPclSPoPbKQm/69kOfnbebWY4dw2dS+2+nU1kqTfVBqYtrXn6NXTyof/B1GJILkdiPcHiS3q0Ow9fnnX2Dp0iXMnDmTQ7swhzVNK/tctMhTBJYFWtpAyxg5mZRO3lh/PQaw4KbV4Ns9H4ch+UP4/ZG/x6vuH1WExsZGnnzySdxuN1deeeUurSPEf3Fw2rK9SrBs+S0r+4gzD6KCfyFMVDV1wJIVuoRp5ao/9hW2VlU5uvDQsjR73LstMaI3NYNlIhcWdpMmBwnSpokjo5N2NJJ2m0DpTtfZFbj9qi3RpRnEwmkCBTuvhvymwjRMMikDV9ZIXZIl/HkuJEXsF0+XvYJpwJYFUDnOfu3Jh56HQqQaDrvelqfMJgsk5s0jtXQZgZkzULLJQok5c6i94w48EyfmSBMhScjfPpbXNr7OK6sfoykkqPBVcNEpl3NivxNRpM6fQSKRoKWlBafTmfMkM02T559/nmQyyWmnnYbbbZ8zn3zyCe+99x5jxozhpJNOsvcpBO+99x6ZTIaRI0fidNpeZYZh0NzcTCQS6bC/goICNE3DMNrG9xUVFUyZMoWSko5z6nPPPRdFUfD7bdIo5HEwdcIopk5o897I8zq4Ylo/oF+HdW/41kC+d3gfUmvCND+7ivSqFqSje3D19H4YloV3eBHahijuYQXMXraJT9Y3M6qHD7XUHjM0xdI89ul6xvXK44jBB7+PVOzDD9E2bSJuGAhnm19c5LXXSa9aRejUU3KkiaNnDzwTJuCZlB2refKxznuB+J0z8FprEU+cCNd8Aar9vVumhRnTMGIZzISOmdQwEzqSS8Yzqu2zaXxiGUZrGsklU3RZ13OvfYl9fkUfe+yxHHvssdt9//777+eyyy7joosuAuCRRx7h1Vdf5dFHH81lu6XTaU4++WRuueUWDjvssB3uL51Ok063ZRhue7HsLoQsSOgRxMGQptKNgx/7SMe5G93oxn8XJHcFG4z+oIBqpemV3reGZ+sWNPDm/y2h37hijrpwyEFtjr55RQsvP7gAp1eh/7gSZLWtry6fSqjYg6GZxFvSu2xSvGbNGubMmYPf78+RJmvWrOGll15i4MCBnHjiibm2sXVNpD6tI7WsKScjk9kc7Wqz+w7xJuqv/BaRZVEKhsTI65+AwoEw7iIYdZY9YdkGItALWrvY1h5AVTMUFVfh8zehHiTSINddd9J239s2oH/VVcdvpyVsGz6+9NLtjzl3BZJkIEkGhYVBZFmmvr6pw/sNDU2UFHddZbIVWyd5e4pYLIYsy7z7xtsI08ATDOD22deC2tREasUKzLw2HwrhcgECrI7BMEf/fp0+y+0RiX/5y184/vjjO00cu3FwYrWzbbI4YP1m5FG7f88XkuhAmITrE3zw9Aomnz4gd56U9LUzjk3TojIjoa9oxZhkdrhv57a3D0kTa2tQQ5KRQyHkbGbnVmTWr2flSaexcsh5NJYMhVDn/tRviPD5S+sIlXiYeuZAsMAjCWYMC9H32jE7zubM72Mfh9j9z7XAXcD0HtN3e71dhWEYtLa2omnazhv/l0GpycovNtMW15WyZIl8cFSVdAVJMnE6ty/LeiBILTkURPJ5YR8SFXpdHXpjI0pBQQfdewC1uBiloKDT/UApLASsPTcQ7sY+h4SEEDISgjLvvksgEkLgy3cSrkvYEl0+xwE3PT8QMA2Tpuo4lmUhq1KOjHf5DjJpukQzzHscvvwrRLbA9xZB0DZh14/8NfF5S7DWaYRGtyVX1f7sZ6SXLUcpLSHwrW8B4B41Cu/hh+OZMAHd1HOESJ/b7uDdl+bjyOj8aOiFnDr0VFRZxTAMXn75ZSKRCKeffnqO3Pjyyy95//33OxAhkiSxevVq0uk08Xg8N57e+nvb596oUaOwLAtFabv5Dxo0iOLiYgKBjhVTV1xxRaePpKKigoouKu+2V02+PVimRWZzlPSqFlKrWshsinaQKg1tSXDzyYNzr4uvsuMAZ4dkBlUGmdSvrUxy3sYwf3h/DQNLfB1Ik7kbWigLuigPHVzkY+CYY1Cefgpty5YO46q873wHM5nA0a+NVPKMH0+vJ58AwMwYGC0pwi+/R+MrSdyVw+l17xWILGFS+5uv0BuTXUq+qhW+DqSJVhfHaEoheQ/MIOCADjUymQxz587l1ltvzS2TJImjjz6a2bNnA3YGw4UXXsiRRx7Jeeedt9Nt3nPPPdx55537vrPdwfBudKMb3ejGHiLg9bNWtstNNeGkUd87Qr8Tso+o1V/WoaV0jrls+EFhNBhrSbNmbh2eoIOBE+wIR8XgPPLLvZT3DxFtSbFyTi3jZ/ZGViWEEBx5/hBUl7xHmVlVVVVMnjwZgPr6emKxWC6RIrWqhegHm3hy8+vowuAYRlM5tDf+6ZWk02nC86vx9S7YN2Z7ehrql0P5aPu1Jx9Z0dDiCppvBFx0B/Sc1JaZvQ2+rP2ST9ffw4hd82feJQgBHs8+Pu/2Aqq669/v/mq7IzgcKqNHD+HDD+dw/PG2sbppmnz44Rwuv3TH49GRI0eyefNmVq1axcCBAzu9P2TIEL788ssOyz799FMGDhyILMuMGTMGwzCI12zisKFDcfTogZwt+8+oDoxoBKudEbjk8eAaOoT0NolCu1riX1VVxfvvv8/LL7+807aWaYE4SCUm/ocQ9/lyf8d8LsQ+IMo/eGoF1avCPHfvHMYc42fcjEJizVvQUh5My2JMRsGc18Kq4bUM6aIyL3D88biGD0etqNzuPixdt312XC6kHZGLhk0Abj2ucF2CtfPrcXpUhk+1AxxyOk7Y0wMzLaNmAiQaTdYtaKCopx9/votMUmfTsmZq17Uy6eS2SXvAre78/L1+/o7f/xqRn5/PZZddtmMpsm2QyKzbjz3af5AbAQmMbF6BJYPQBFIae9yT/RqN0NfTv28ShKIglO0/Hz/99FOuvPJKVqxYwaxZs3jxxRe7XLadrXe9tAuCRi05+DOn/9fgE248DjcpodHY0oS32LfPqtYdLgWXVyUV14iH099oX8L22FrB2P4a+dZRM3nppRd247o5ALAsWP8pLHgaljwHeop4rYNkJB/f52/jmmEnrmdqmthy0w9QysoInfLt3Oq+ww9HLS1D9rfJdDn790d64A4efvsx1j9yBQ9c9AB+tx9ZkrncdznzPp2Hx+1BHWGTRrIss3TpUtLpNJFIJEdIBAIB/H4/DkfHCvgZM2YgSVIHD+sxY8YwduxY5G3uKbNmzep0yIFAoBNhsq9h6SZmUkfOSpgazSkaHlrYoY1S7ME1MA/XwDycfbruz6yRZcwa2ZFwLvI7OW1cZSdy5Hv/ms+m5iR/v/QQDuu/YwWGAw3PuHEwblyHZaHTTsdM6cjeNvKw+dlV6PUJ9OYUZswmwDJVq0F2QNkRiHHnt23AsnLPecmrInlUJI+C5FZQijreR/JO6o9lWkiuAxP7OKCkSWNjI4ZhdMpqKykpYcWKFYD9AP/Xv/7FyJEjczecJ598khEjRnS5zVtvvZUbbrgh9zoSieydB0rKZGBgPLLjIGOKu9GNbuweuonPbnyN8Ia8zNywCKWXTt/kRhzunvt0+33HFHHslSN4489LWL+4iVceXMBxV43MlYnvDTZv3szChQvJz89n0qRJO2xrG2OTm2ytX9zIp8+uobiXP0eaSJLgrJ9MxNBNXnlwIVtWh5EkwYRZNqnkDTm3u/3tYciQIdxxxx0dlo3uPYz8gTKhw3oBEJu9hfi6ZqLOJJaAXldMIK+3PXD/5Hcv8HHLQoZXDuK0S8/ObaOmpoa8vDxcLhfE6m2d+/5H5cqGtzl4+/2F/4ClL9ivb1oFqguEwHP+TykYvJK8iy6D4o5BA9MyiaQjhFwhAEq9pciOHXupCcOBJWe238CSICsFousqyaQfWdYJqAoeYyBpNpN2bd7hPrZCTRThUQbSqn4G25G/OlghTBVJOLAsHVPq7HWyI1xzzflcddWPGTNmKOPGjeChh54iEU9x8fmX7nC9adOmMXXqVE499VTuv/9++vfvz4oVKxBCMHPmTG688UYmTJjAb3/7W8477zzmz5/PH/7wBx56yDa2HjhwIN/5zne49Ac/4Bff/z6HnHACjStX8u677zJ8yBCOP/4EUq12GZKZMbAypk1m7AJW1kYxTIu+RV5cqoxlWfz1L3+lrKyMGUd8CyOu2TIupoVQJWSPfQ+xdBOtLgGWZWsuq18/Kfu/DF99M9P6vIuJxCHVC4FzdnsbmVSSjYsXsmnZYgZMmMTRFw3jyR9/hq5JfPKPh7GMxlzb5cVHM9waRtQZoWnzKqAcy7KoXx+lsIcPWZGoibUy/8uPmT70Mralni3TZONFF5OYMweA8vt+RfCEEwBILl5M8xNPEjjuWPxHHMG6BQ2sqy0i5C4mT7LPs6YtMT5/cR0FlT6bNBG2S9Kg9S+y8ayTaahuZfPcDMv/s5ijLxrKoENKqRiUx6En92XA+BJUp8yBqsuojdcyp2YOea48plZO3efbV1W1y8zYHSFjNu280R5A1n04rGLkpJ9YYOHOV8jCnx6LbrWSdK3NLVMTxWie+rY2L8j435aJHWUQOdWuPDKKLEyXhVHYJlt4ICEsCcl0Y4mOzxNhSVg7kd769NOvePDBx1mwYBm1tQ08/fQDnDDrW8iWf7sJFAcSN9xwA6NHj+b111/HlyVlu1rWHkpRkV05ku3/9ddfz6effsqSJUsYMmQICxYs6LTOokWLuOaaa/jyyy8pKiriuuuu4+abb96vx9aNHUMVGSzLjWyqePX87Jx5352T3pATIQm8wd2Xh90Vf+QDCdO0iDWnSCd1Csq9uWvk1Vdfw+/3oTqVnV4322J/XTeWlqLxxhOQ16+ibGK2dL1sFOENRUTmLUMcZeWe1c5Bg3CPHo1z8CDSySSq04kkSRTfeCOrVq3ixS+/pCKVIjQ0xN+X/5231r/FrPWz6GH14J2V7/Dt0TbRUllQyTzmkUh0nMMcddRRKIrSiQgZM2ZMp36PHdvZg0vZAeG7rxCNRkkmk6RSqU4/ipAZWzyE9PoI6fWtzNu8jGSeiWtIPqZpYlkW8WADwiHhzPcy69snoGTns3PmzKF5bTOKoiDLMqqq4nK5cj/9+vXLJUHous6oyiCjT++oSBFP6+R7ndRF0ozsEcotf+bLTbyyaAtnT+zJcSM6ki8HCpnNUfSmJHpzGqMlhd5s/xjhNGqZl5Lr2r7jzIYIekMy91q4FLyHHYf3sMmoPduqe9KLvsT47HoKrroB15GnIeQd349cA/dhluEu4KArap08eTLmbmhvOp3OXMnXvoCVMBlTcBRps9sIvhvd+CaiOxu2GwcDIk0bCahRVjKE9e4+eFJPAjuvntwd9B5ZyInXj+bVhxZRs6aVF++fxwnXjd4hCWEYRoesnWeffZbNmzdz1llnUVpqkxwtLS18+eWX9OzZk0mTJrFlyxbq6uooKiqisrIto/jLV6tY9skWDj9tAP3H2aRA39FFrPmqjr5jijt4jAghkBUJS83g6ZFCBDs+Y6PRKLqu4/F4cs90m5Cxtptda4TDIEkgXETe3kBs9nrcDatQItVw5an4j+iBku/iSmMiDVWrcDRugCxpEs2aH8qrlnX4bP78pz9hApdlvqLC+RlYBvVjfsDmD5oJmSZ97vsVom4hLHuR1pdeILYmjq88TbB3EgIVWE1rqPnd3xGKTMktt+A+4rQOfa6N1/Limhd5YfULDMofxINHPghAD38PhucPwEwv2e53t0PCBHKECUAkUsTSJUfh8zUyZuzrRKWvsGR9Byt3hOZpIJ40wfHNIkwALEnDtEwsafc9Sk49dSZNTS384hcPUVfXyIgRg3ju+YcoKN55afxzzz3HTTfdxNlnn008Hqd///788pe/BOwJ4V/+8hd++ctf8rvf/Y6ysjLu/MkdnHfGdzDiGTDhzw88wi/uu4fbfvc7qm++mcLCQg4ZO4EZE45Eq02gtdpSL0Zr2i5fByyv/f1YpoWlm1iGlSNAMGxiRTdMjGwSgaWbpLdEefyxv3HeqedgtWRo/ylJXhWypAmSaEs+MCzoziX6WpGXgE30Yp3oT4+i5C6PdSzTZP3CeSz98F3Wzv0CPWMHfoUQTD9/OL2GF1CzppF0xIGQgkiygWWmsCx4zpdhStMXHOGwJ8AtNQmevfcrXF6Fi++bwpovZrNp6WK+fPlNppz9HVxeNee1YrS05AgTADNun79VixrR3/gM/ZVXiLzyCv3eeZslHzawqbmYwcG+9MhWmpT2DdJvbDFl/bJyYtnnQFF4KTWh42GLhcMr4c930GNIfu6Yxs3sndunUujGd3g5SuH+lbZY0byCH3/6Y0YUjtgvpMmeQC30QN2+366hxEgZKazArj9PAOLScky1LXDi/lzCtbiZ1jPavEi0nhaWZCHaDw8EWC6wvqb7jyVMDLmzzNbOCBPDUGhqUhg0aATnnnsy5577/ex6BroIgygH9i8RbaZSmIkEQlU7ZI1vxdq1a7nyyis7jOu6WtYeXVWSXHzxxcyZM4dFixZ1ei8SiXDMMcdw9NFH88gjj7B48WIuvvhiQqEQl19++V4cXTf2BgZpkmYK07LH2+ta1+F1egk5Q7iVvb9fyoqEP3/Pqrh35o98oCEEaBnDlmNKGrlrpGfPtiTtnV03XWFvrxu9uRkjHEYO+FAKs4lZkkLrchOpxkPJxbOQJl4IPSbiLXgOvfgrmosKSVVXU1FRgezz0fuf/+D3v/89TffeyzXXXJOrCGmNtrJ69WoW1C3gjQ1v5PqlFWv0CfVhWs9puWXDhw9n2LBhneKxEydO3OXPYndhWRbJZJJIJIJpmpS381hasGABkUikSyLE6/Xyne98J9f28ccfp7Gxsatd4LGc9Ey33efXOmpoiERgzjYN0+DSXJzUbu69fPly1q9f3+V2JUniJz/5Se71s88+y+rVq/H5fJ1+fjopyIDB4/E520L2by2r4+PVjRzat03eyzQt5lQ1M7FPPvJeZhdsldDSm1MYWTIESRCa1eZt1/zPlbl5yLYwWjsmqwWO6QUIlHwXSp4TydP1w7z+rpuJLQvDb26motIFQ07Yq+PY1zigpElhYSGyLFNX13EUV1dXlwvWfN0QTsGG2FIsVWxj8dONbnTGt394O6ZhENhNHcRudKMb/91ord1AY3kCQygk8KG4Q7y1eh4bknMZVzKOhQ0LObbPsZR69/zZZ2gmoRIPJ31/DK/+YSFN1XFefWgRZ9w2gUQigaIouRLorX4fhYWFHYyfw+Ew4XCYpqam3HO4vLycww8/PPd60aLFfP75bCqDg7jke2flgnXphE6sJc2m5c050sQTcHDyDZ0zhsAe5Nap86nT6micvZTxk4fl3nv99ddZtmwZxx57LIcccggAzc3N/P73v8ftdvOD664DbFmit956i2ULF9L//Q8YO/E4LHMMVsbASraS/PwPpJf4KLryVJw9Azh7Bthyy1+QX3yRlN+Hd/x4ACZ5+9HniV9jyTL86m7AJm7cpk7asFBXLoARdjj5qw0RvggGGLRiBb1nP4R4/6eYCOalxiMlMwxUnQTP/zH0ngyGSesLLwBQfNNNACS0BO9teo9X173KZ1s+w8z6UCT1JAktgUe1S47dZNi+AvruQQhbT93hsP1Mdocw2QrdvX8ylQ8ELLFnpu4Al19+NpdffnaHZbq1c5mz/Px8Hn300e2+f8IJJzBjxgwCsgeHZgeejOY2vxkZuPi6mznnez+kIuQm4FbRm5KYSfu7CwVDpDdHQRK27YIkCAV9mIaJ0ZpGq+367OnjdiAFHDgUCSx7wrb2i+X2dmTR7reEcLQjKAW2SaUk9mUCajf2EAX+MOtEfwCWlPfcaaa6aRgsfv99vvrP+7TW12IZ9twrVFJGUZ9JqJ6hhOsSHHeVbaC59ONBfPSvVZi6RajETa9Kk1VrwwyYOImBh9oSDC11cVQnJFqreP/x5TR+/hlFNQ3UrSrh0R98wqyrR9J7pC0hsXl1hNkTbycYWc8pz/4gJxP04d9XkowMoHTExQxe/ChGYyO9hhfiaq0mLxbMSX15g05mXj687YC68E/pMdFJibcPTnfX01lHpR9HZedgcZf4+1m2R9ApfwL37mUwbjXHFvvpQkkmk6xatQpFURg2bNjOV4CO1/I+xu4+T6QYyPUpzLaYC96PJBzrJVLDJZKT7GdiaoRJ7X0m1sEl377HOPLIozjqqOl4veFO79lJJdtfN51Oc/vtt/P3v/+d+vp6evTowa233soll1wCwIcffsgPfvCDXFXwBRdcwM9+9rNcdrZpmtzz85/z58ceo66xkYGDBvGTn/yE0047jfXr19Onj13pe/HFF3PxxRfz2GOP5fxm2y+78MILd3iMDz5oJ340NDR0Gfx9+umnyWQyPProozgcDoYNG8aCBQu4//77u0mTrxFRS0EXzRgyaE4Dw4B0Mk1zshm34qbAXYDf4UfaA4+n9rAsC8MwMDQTp7ut6iQWi2GaJl6vN5fIlU6nSaVSTJ06tYM/cjqdJpFI4HQ6c223JlgLITokEOztdWPoBj//2T389dG/UN9Qx8CBA/nJT37CicefzIYNGyjx28/g/XXdWLqOpes8+fjjuetGlWX6O518dc459nVz2WWQiWNFGzETGYSVxMy3n7tCVgjMmMx8Vx7zk4XM8PanQAhCp51G9ZAh/Pvf/6Zfa2sHC4Stxx4Oh3OkiaPAwbyCebQ6WnFIDmb1ncU5Q85hcH6bR8dWbCu1tS/QPukO4PPPP6exsZHW1lbC4TCtra1kspK1RUVFXHPNNbm2n3zyyXaJkEAgYI+X6xNodQkcSYFLcuAOenNVIKImjRKzcOFALnDh7B3E2TvA2KhEzEggSba0dPvfqtqRCBg5ciSVlZUYhoGu62ialiNuoGOCbyqVyvmWtbZ2NLaUJIkfjx6de/3mm28yNNNAoE+Q4swWVq+2KCoqYlWLwdl//py+hV7evXHaDpNqLM1ED6cwEzrOXm0SYk1/X056XWtOQqtDPzxKB9LE0cOP5FNR8lzI+a4sIeJCLnDl5Mu2wjNi12KkBT/8Jdad11PQrx7+dR4cczda71NJfPUV/qOPRvJ8vTJ/B5Q0cTgcjBs3jnfffTdXZmeaJu+++y7XXnvtgezKduHvVUrwtP4o++EG0I3/PpQPHPJ1d6Eb3ejGQYi05EIkfZB9xosUfP+1PyGFPgOgQAvy1zn/R6sSA+BPR/+JwyoO26191K1v5YXfzLeJk++N4eUHF6A6ZZ54/AnWVa3jrLPOYvBge4DrdruJRqOdKjmPOuoohBAdEhcKCgo4YvqRKFk5Ho8awCcVEd5o0lqfZNnaBSxcuJBB/YZxwnWjKB8QQtM0HnroISzL4qqrrsplHH388cd89tlnjB07lm9961tceeWVfPzxx1StXYtWV49wqCh5eXb5sqKQfO89al5/nbI77sDIGgNbiSQrx46j8PrrKLr6aqLRKOF4HF1RiL31Op6pI1F7+PGMKELfOATh9pJc0ohc4EYIcAwYReB4Cefgtvu1lRT4+h6DqygM856AsecTCoW4euYMYk/cgP+4U6HchT77RURzIx6pD+XjJpH2TkdIrxMumciHyMg9YdysWdB3AqnVLSxduYT6sy6ghyFILm3lw9rX+aT6E2JWnE+CXwEwrmQcFznOZJR7OOb8VmJZ93ct2Qo7mJ/qugIIFGXnojN5ebVMPOT5nbbrxoFDbhIjCZCzE30pS1pIwtbxT2pohoGZDcLKQSdSwJF9X3Q5EdIaElhpwyY2JKmNCJEEpgQup4K0VVpLgFrm3e62OvVX6WZLDhZE9TaJi54tDVhqx6zOd59YTvWKFqacOYA+o4rQM2k++/ermOIEHP4IQyfVMXTKkZT07c/rjyxmwTuNBItbcnrzw6ZUUFDp440/LcHlVXF4JCBMz6HDySu1szj7jSlm3VfLWfTue8x/I02/uhYG1TbzRb8U4OpggqulDJKeEhQj1cFXoe/oIhKRNPlv2p4b6ar1DBrqZtTtxwPH7+ATaCNNtpIUqkvkCPu9xuo3bdJE30lFXxewtpqM7afLJRqN8sILL+B2u3eZNNnnMEDdJFAaBMkJO1GEaKf0o24UFP1SxfBa1N2r5Z5xicNM0kMtMn3bbcvRpf9rl0hk7PXcatu9TDMsNMNCkQSOdveurW1dqkDapq0sCZy70FbdiVTItpBlHa+3he0f0Y6P9Pzzz2f27Nk8+OCDjBo1iqqqqlwgsLq6muOOO44LL7yQJ554ghUrVnDZZZfhcrlysqX33HMPTz3zDH/4xT0MGDyY2cuWcu6551JUVMTkyZOpqalh0KBB3HXXXZx55pn4/X5mzpzZYVkw66vVHkY0iplMIXk9yO1kd7aH2bNnM3Xq1A6B1RkzZnDvvffS0tJCXt6BlVjpBiQyOglNx2cINIeFJZmE1FJaM3GSeowkSWpiW/DlDSSh2QSpS5FzMryaYaIZJpIQuLJjC8uyaAzbFeNFeUEUxV7e0hohlYgjTIXC4oKc9+JW0sTtdueIEF3XicfjOJ3ODpJOyWSScDicS74GmxxpaWnB4XBQWNjm9XD22Wfz5Zdf8tvf/paxY8dSVVVFfX09uq5TU1Oz8+vml/fw1NNP8quf3c/IccOY8+Vszj33XN58882dXjd33nknZ55+BsFAEFMz7EvcsrAMEwwNocpILheWYXtjaDWb0BubsAwTPZudb7Y2YUSamf3hh0ydOhVVVjBaM5jpDEdMmcJv/vpXapevpDAQANwYfpkW1YWjuQmvx4cR05D7nsH6NW/TFF7LoBcWIvwVIED3RPH7/Xg8HizNJPzqOhAwo+AQWvxN1MxeRnGVXS06sLSCEWNG0DvQm1MHnopzcQaqBImN9fb4VZLs37JA8jlwlLV9X1p9IjcGFYpAKBJClUCROow7W1pacol77cmQcDiMx+Phsssuy7X96quvuiRCPB5PJzm0wYMHE4/HO8hhWVUJpJo0Stik5p4vcm2Pw04aKb95ElLWVzO5zP5OnL2CyIG2+9Ykdj3JsSu5se3hnHPOIZFIEIvFOvxsVWBor7awceNGItXVBIClNbB0dna5KMYt9WB0j2DuMzZNk0efW8ogS2KILmGG0+gtKcyoPYeUPArlt7dJcJtJPUeYCJeMkmeTIVtJEcu0cpXE+WcO2uXj21V4JhxCz5c+hddvhq/+Cm/9mHDTGzS+vQ7ftGn0+NMj+3yfu4N9TprEYjHWrFmTe11VVcWCBQvIz8+nZ8+e3HDDDVxwwQWMHz+eiRMn8sADDxCPx3Ms7dcNt8/P8OlHf93d6EY3urGHmHzW+Yw7/tsUVu5bD4ludGN34PAW8q67bTAipQopTZbhtkwujY5jfHwYK1xVfL/Pfdwy8RYKPoLNSz9FqPbgcusgc+vfBecMyQ3eEosaSK8N09RoZ6w4dBN1dTOnntCbDZtjvLvGDvqEw2H0piRGJEN4ZYpjxpzAkFG9sAwLIQvCdQmsVh++fHtQCZCMZXjm51+STuhccv8UZFli6lGTcCVLqV3dgqxIRKNR6urq6NuzDwUpneQXtThHF9DS0gJgZ77HMphxjXRLgmQymcsIEkJw+JhD6fPsf1hz768InHgB3iPO5AhzBFMKK2l64ELCQOH1N1FQUMDVR5xH87+fwALin1eBYzHDY0X00sehautxHzaLvNMH4hlTTP1DC3AMtSUwmp5a3u7bqEDtNQjf5DaNVb1JwznkJCzSNL2yHGvJUjDBMkIU/uYzZK+K9smLhPWejDBHMgKwEhZNz0aAH9OyPk4Pz1qcfYL4JkywP+/X1rGgcQGb5BSKOYjgy+upFAEutU4hpaYZNGUcx/Y6lkpvJa2PriC2YT0AjSKChkHmWzvWUlm69Ej69v0Kr7cFSbJoaOjFurXjyC/YzIABbZOA+ro+ICzy8ragqrsfAOxGZzzzzKt873td+/v06tWLpUuX7nQbLpcLVVVxuFzbzcyr9KpYloWalSgSirTTOKxS6AYLmpqbOOOMM5gzZw7to7db56i33XYbt912G0KWOmRpduObgbXt/CA1Q+KFP67gjNsm5JZlkjrR5hTxVvuad7g9TDjxJOa/rREqLefIC0/OtS2s9KGljU5SjqV9gpxx2wQsy6J23iYiKa2TMenRl17NwEMP5/Pn/wl1HwMwSXqHfr//Q4fzqbSni7HzfoOCDrTN8aaeNRCAqrcaSQE1t96Ke/w4ej/11A6Pf+tkHcuioqICy7J2GnA1MwZmUkcoUgdj0i5x4u/tKhbnLlamtMNW0kTaEeu9F3A4HPTr12+35KiNyF7c+01QagSWamFsVX2JQNGvVCzJIjXKxOriFuaeLeF7VyI51iR2nH2P0SpsTxIzaCFF26S4EpN3XYq7Kxz6a9uf64PvVpDvtQOpj30e4Q8ftnLKaC93HNcmXTL9d9WkNIvXry6nImSHPv45N8p974Q5bpiHX57UFnQ99o9baEmaPH9ZKf2L7IN8aVGc08bs3KdgW4gdSXiZbDdJYtWqVTzzzDO8/fbbHH20HZPo27cty/ehhx6iR48e/OEP9jU3ePBgtmzZwg9/+ENuv/12NE3jF7/4Be+8807Ol27QxAl88skn/OlPf2LatGmUlpYihCAYDOaSZrxeb6dlYEv8iWzgzohGMVtbgcJdIk1qa2tzVS1bsdXbtra2tps0+Row9PY3AXj/4tH4JQlFaeTx9+v57WdVnDG+gpuOK8cXdWJsSTDukU9I6ibvXDSeHnleJEnm0bkbuOf9tcwaXswfz52AmdKxTItvPTibcFLn1asOZWhlHkiCV5Y08K2+NjEfa04RKvEghLAD99tUE6iqis/n6+RloaoqzqzfxlZsHcO0X7Zq1SpeeOEF/vGPf3DiiSficDjo06cPqWSK+vp67r//fnr06MHvH3gQEJQWl/KDm27m7rvv4sc/vA0to3HPPffw0vOvcOghk/D4nAzs1YeP3/+IR/7wMJPHHEqBHEAg8OGiyF+A7FVz143PdJGvOaA+gu402DoOM5NhrHQrIj8fpbgYyRQY4TRWOoWBhWWaaNE0MgJLA0N1sLmhgd59+oAFZkJD8hbh79kbgM11YfIDFSCD5DRAS2Calk3QaAbp1RGGxyvQRSmeNToJbN+oHuNLuPHGG+0+pXTin9cA4ABKcAEuoss2AeAeWcjPz/k5YMu/Vj/3yXbPJ9fgfAovbCPz6x6cj6nrxEWaqEgSFSmiIomFxeTe4ym61Papfvrpp7dbEZJojRH5YBOB6bYE2pgxY4hWNRFwegn4ggT9AYKBAKrLAYZFYlEDVtogsznKiOoC9EYPZbdMRDhlhBA0b1pFYqvSkQRKgRu12INS4kEt8XQwzHIPLeiqS/sNDocDh8NBKBTq9J6lmxjRTK56Y+bMmWxZWEVzfRPN0TBNiTDhdISeVj1D1RjHrcjPrfvHR5/iN2vyAcHPpQhDrQAFlg8Ju6pc8juwdBOh2NdQcGYfmMkOJbT2O2QFZv0GCgfAG7eitMxDDRUR+FabHJwRi1F9ww24R46i8JqrD9g8Zp+TJl999RVHHHFE7vVWk/YLLriAv/3tb5x55pk0NDRw++23U1tby+jRo3njjTc6mcN3oxvfBCx65w10TWPolCNw7YLxVzf2P0r69v+6u9CNbhByKfiJ5l7LlsnjiXGQGJdbNijdhymFZ/P5hrXMUMaR0htsX4KuZUIBaNwc44N/rcIZzTDGo3BCUEHXdFpfXw/AoqiOZFVy6LgJjB4xlPgn1UTe28gHrXa2WPGny9B6Byi+ejSrv6rji1eqGD61gmnnDMKIZki8uo5UaxrdhJV3zGbIHYchZMH4Y3vREkvTet+X9BuSR2He4bg+MWmxViF5VRx9g1xyySVYaYOGu79AsuxBWC8U+k87lYLJvXPHkFzWRGa9DkIitbwOS7KDH5Zl4RpzHJ7xfZCcErIsYy2O4HVOhlmTQXGSXhPGi8BLCMZeSvnthyJltV7lgBMzmAFZwmhO2YSTQ0Y45bZsodbNsOwlMEdme+MkmRwNy5pz/bMyBnhV1EmzUJa+TroK5AJXtjLAjnX4hMxhnlEY40I8/c7TLAsvY0A6D6Eo9FCL2OQMs8yopkWP4RQqlgDtZZ0nrSdRVZXxJcMYN9QOHn646QtatCgT0x4cjiRiO8bryUSQzZuG0bPXYrzeMOm0h0zGi6F3jF6tqxqLlvEwZsyrqGpzl9vqxu7h2GOn02v0OCRJQhISEtnfQsLr6hg4yhgZZCEjiY5ZdS5LxTJlpB3o2Lv2wGxdCIFhWWR0g/vuu49UKoVpQWtW4yYoUjhUmQEDBuTWaWxszGWwybKMJEk5w0pZlnG7/0v0cf6LoOhtkkhOPUPDxiipuIYrSwZMmNWHUUdWIMtxUvEYLq+P8bOmM35W521NPKEtAPvHK98jUOji1JvH4wk48GTvldcc0Z9LD+nFitm1WEPaMgyFEPQaMZpeI0bz4YrTobaZcF0NstwxAuxyy4Qi6xBq15Nv19ChpJYsQagqQtr5eS+cTjyHHopQVSZPnrzT9gDJxY20/HsVzoF5FF08fMeNx5y7S9vsCjl5rv00eQ+FQh3kVHYFRmwXSRML5CYw8skF8f0v2Ybs8SkGrWfbFZ9mCLRyEyMEIg5SCwRekQmfbWBlb4EiA+oWCSMA9pMSkKHu59p/jeTWgcCCBQuQZZlp06Z1+f7y5cuZNGlSh/Pt8MMPJxaLsXnzZqLRKIlEgm9961sd1stkMl2aMIMtC2SmO2rRm4kEmQ0bQJZxDbTHK0pREbquI+T9QxB248DBLVy4LQfRGGDaY0VJSBR7itFiCaz2jmeGQGQsLHR03V6+9bcRzdjVrlst0MJptKwPkBS3KCkuoXlLAi1tkGlOIQvw4LA5haiOjg728Bp/0I8QwvY01LPVZIqTkNOPFTfQLR1McLkduEtLsSwLUzMwmlN89cHnyLLMkZOmYTamyFhpsMBw2x1bvXo1hx5yKHqdbZqUEknGjB1NLB5j3cI1JOIxEokEJ51ieykIIcCCjJZh+LDh1EebCWRvZKauk2ptJhYxcbYbL5nxOqI+H4awCAgvDklBOBxkcBED1JYWCvMKEC4FOb8U3enEwMJ0CVTFAf4CTCmERZYYkgRy0AmahQN7DCA7LeSgA4RAVgTFig9ZlkklU0geFf9RPZlg9bW97bLVLliglnhoTjXz5vo3eWvNmwwqLEVCIFkSHtnDoOBAhoaG4JKcqBVtMS3LNDH6e2jVorRmorRm4kT0GGlTQ0VmVt6RubYvvfQSa5QVxOQU1jZzGYelMFlqS/QoLCxEa0jgM134rM4/qeXN+A+vwGhNM65kGE1vL8NKGUASSBLZiWnXljtmg7CTj5AEwi0jORWUEg9FF7WNB8KvrSO1vBmhym0VMdmkRdmj4p3YRiAnlzVhJjTsDWcXSrYwp1Al3MPbCPjk0iaMSNr2GjQ6eg0KSRA4ule7PlSR2RixpaYzJmbGwErpWBkT4ZCpuMtWoujRowfud1qpWCUAe18mJq0iSQadgGViaQaWLKiuraevBEkUVjtWsRpQZIU1zgEE8vP5wSljcoQJgKPiIIljCgGHXgV5fch79mJCExWYOSP39uKX3sL50cckN1VTdO01O9jQvsU+J02mT5+eGzxuD9dee+1BI8e1LeIbm2n+61JwCnrctmuD8m787+Kjvz9GOh6n96gx3aRJN7rRjTaoCs4lJZzd+DzV3qWEnTISU0EW9qCtwIXntAF89OsEsbTO5ZcVMa/8U/659B84LRWH6cAneRniH8SgwEAqom5GeEeSimWoa0oTDKj4p1diaaZNtOj2BGN6UqexwseXb23k5d8t4OiJxchFborSCTTNRBGQ2RjFiGXw5bko6RPApQgSCxtofb0KI5xmslfBLcChmZgJDdnvwIprpFeHAXAtT+OizeDRjGs4y330wGdnJGFnKqEI3LoDMSeGKZowp7uRXApKyIln6pn4jz8f2e9C9qlIPof923sbzr7BXJm0Z3QxcsBJel0YR6UPz7hSJKeM5FIQbiVHmAAUnj90+9+HZcHjJ0LVh/YxSLeSMg/H1VfBNbxXttzcljWSPPY2LUnBf8YxhAIOhCzx2GOP0djYSCKRsMc5rcC/7M3HHXF+U/Ey+a58Lh95Oc3vNNPSZEuvpS2tgxKHpmnE8gwKThyE3pyi4KVCwjUxvphzKqPHvIrfb09eW1uLaGzsRcDfQFHxBlyuKLFYAbJsl0+XlKwlGKxHkjrqy4dCtWTSHhzOBN3YN/D7vZRvJwN9qyfNVlS1VqGbOkIIFKGgCgVFKMgZCaehEnLkg2PfGQCHExk2tyTxOb0MHz7cDiKYJrG0gUOyEFhIkoS/nRHw1ixN0zRzf6ezATNFUTqQJs3Nzfh8vv2iW92NXccL5ljOfevvXCy/hcfbQPPJn+D0tLv/VfqoXrGMp358M06vl2sf/dcubdef7yLanEbaRn7IMi1e/9NiqleGqd8Y4cjzhiArHQOlwZJSYAmii3mfHAxS/utfb3e/pXf8lMIrLkcpLu6SWLFMk5WzP6a030CCJaXI+fl8NagntWtWcYWmoWyHjPk6sLXSZH95muw3WFD8YxWlRVB/ewY9GxvSelqYzm2+UwENP7afNc5lgtCTCnKrIHGISXqE3TY1wqQ5oJHp23Hd/UGYfH6T7X3jVts+84sODXDuBD/KNka4H3y3ArAlt7birHF+Th3t62Sa+/o15Z3anjRy5xUV28K0JHTNgRAWqpre+QrtsLekdSxmjz1effVVKioqOrznUBT0lhYwOvp+adXVGNFoB88gFAXLMMA0c1UBkqoi5+cj7WIfS0tLu/Sy3fpeNw48lt01g8iWjbiEgmZZSJqXS6YE+M70nmx9DNgVrBZvXjUGTddwe3RqrSYkSzBrtI+jRg3F43LZYx1VBgs+vHQSlmnhalf9ccrQEmRFxhN0EA+nMZL6Du+SSsieW1gZA73BziAzohpGuOM1JCsCyW0/A0zTwNJMXKq9rtd0IpntElYUJ06/F2HJ6JmslCkCr3CiWPY2hCIRz9hj5qeeeoqePXsS8AfQw2msTIKkU2AJy56bCJBUEz3WiuHzoWcTGuSQA9nnw5JlLAFyvhPV5cKyPFjpIDQ35/alFroBN7Kq2skrqmxfk3oaWU9RUVRES32jfdwC5KCPpGHvp2ef/nZgWQgwQdIsLN3A0gyELPAML8Tt69r/4aUV/+IXc34BwNwiwWHlh3HqwFOZWj6VWCRGc3MzDckkI0e2Jdk89vjf2LR5U5fbczqd5J3UlqwajUaJkrT7LMuEQiFCwRAhX4Cg249vUAXpjRGslMGJw44iE4iiVvhsokwzSa0Nk1kfwUobaDVxqn/yaYf9OfoFEbJk+3I0JzGzlbXIAmevAGoPP44KH+GX19pSU5bt4bEVRtJAOGWSepJwKkxzupnq1QsYWtOmTvL3wtfY5KjFECamA5SoH93SMUwDfVOcu1df1fbZFL3IMs86JEsgyQqemjwkISELGW1DjFtXXYiSTZR6KzibNa6NeEwXbuGmrGIIXtWLV/Wi1dUzeH0ZajY0nxYZZEtGQba/23YVIc4BeUg+B5JXQfKoyB6VooADOfuDIiEJwY++ewU1NTVs2bKFzZtNNm/eTCKZYnbcSbo5w2mNcXrk2+fJq6+9RmlJCb179yY/P/+gqELX+h/D6hP/w5aYydG+bAWNZfHnWidi5LeZMboH+14kbPs4oJ4m3wTEmpsQaUgnu4MN3ejGNxFVC+YSbWqgcsgI8ssrdr5CN7qxH9C6aQ0jh7/EI+J64BQuXPwc5T/sKO8TTWnE0vYgeEtK46Rxp1JUVsbH1R/zafWntKTX8aW2GJqAd+DJY59kYPlQjrlkGGGzmcgQhUp/ZYfBzXvvvUcyVo0lOWjYGOVdASd+bwxnuBUsy6L6VrvEWtsSZ8hhZQw5rIzmf62k+R8rctsorPASOrEfklfNEQhywElgRi/0hiRywIkctAdnarEH0c6EV0iCstsOQfIopFa10PT4MqyUTvSDTUQ/XUb03zfiGjGCPv9+Zqefod6aJr2uldQy25DcCGfwDC+0M4F2hmgdrPsARp2Z7ZgAVwAQ0HMSvuIeuALFOAdWopZ6sXQTrTZOZkuMupeX07qxASI6t45+iJsm/oCegZ7E43HicTt7zsIiLadJySmEQ1BUUMTjMx9nVNEoZElmhViBpmm8/dbbHD58IhXuIvwjS0kkEzQ0NCDmR6j+ie1vM40+1DpqiEtJnO2IjmikiC3VQ9CKXBQVb2D0mDc6HKKqZlDVzmbtgwd/2mlZN/YefXy90ZMZDMvEtAwMTEzLRNFktPoEst+BcMm5AKplWWiWhkZWI1jY+s4O042frgO+sZSGZlh4nDJOpTOxYpgW0ZSG22G/b1kWyXgM05LI6BYOhyN3P9iRZ2JJSQmGYeRIE8MwcoaVWzXDtyKdTncgXLrx9eDH0Re5+ZhreIpzGJlewmuHhDpNbONhOyjjCXT2ItgexhzTE5dPzVWsbIWQBIMOKWXL6lZWzakj0Zrh2CtG4Ohwv8/q2ZudZYgkj4fg8V2UuWTRsHE9Kz/7CF9+AaHScvJKywkUFSNlz7/mLdW8+uB9ALj9AYr79GPDovn2fnd1Qr/VamRXmtcusX8XDQJ59wiZnSULfh0IOEd3WiY3gLpBwii20HpaIMDIt5CjIDcI9NIs+THapHaMuV35qPQAi8ShJpbDQi9pO3YzH1L5B+az8HRhdK/KokvvkX3RdndhmRKZjBdJ0nebNBkxYgSmafLhhx/m5LnaY8iQITz33HMd5I0+/fRT/H4/lZWV5OXl4XQ6Wb9yJRMLChGyjGuI7W9nZjKkV63qdFEIpxORNSnOLVNVnP3729Vg7drLu5EkOGnSJH70ox+haVrOLPntt99m0KBB3dJcXxM8DoW4KpMgirAUTAGKK0imtdUOXgd82cpCQV7Ai27oeNweJEWiJd1CLNWMYRpESbCqpYW+wb64FA/tnzqWZYFpoWZvBx6/g1RMI22Y4FRswj9737Ry/7WDJHLnqFAkhEtBKPYyIQlEu+tUyBJKoZvRh43FNE0+XfEl06cdiSQLm+gXAi1j0K/PAF5942WUUi+SLOEAlr+4DL/fT7+xAykOF+N0OmmtrWXct7+d23569Rp0LYPi8aAG7IGVcDlxOpyosowSsM20hSTh6NWLfM0e820dSwkhcDqdlJWV2cH+1jRWxkApdONyOpEFKIk4puHCDs36mDT2cH76q7tItyZQVRU56OTt9z5k0KBBBJ3+TiQSgK5nMKIZzJROWAnz4eYPMd5uYGzNAJweN5JLZoran9/GbkFzSuiKRLLRrsCZ3Tg7l0AjSzK9w/lIiu1b4tZVBIJAIEB+QT55eXmEXH6cugJpk8j7GzGjGkY0w8iWCoa5i+h11hhCPQqRJInwa+uIfVQNQNOHSzr1u/i7Y3OeKEZrmuS8+g7vC1VCDjmRQ05Cs/qilmbbRjNYGQM56EQXBvXJerYkG2lJbSB9TppvlR1lJxZqBvcuuo9FLYtpyYRp0cKknm671wUK/Lwx9plsW5PlTZv4SlvY1oHNbX8qioJrkH3fsizYKDWyRLTZUrClXcdlcA+/CUVWELJgQWYt7xuftb3/xYttf0vwzpmvEPQEEA6Zn6+9jxeqX8IhOfA5fOS/mk+Bu4ACVwEF7gKuOPEKgk77imtMNmKYGvluP7LUNnbx+/34/X4GZqsETdOktr6B/NlrWNigc1g/W4YsEonwt882sNaIMVz5lNF5Or1798795OXl7TMSxTAtTnn4M3xOmb+cPwF3NoHs319t4s2ltZw4uoITR9mJC3WRFMc9XYMqC5ZNNG3Z4s8f5hB3M3NOOJH8SQdWWaabNNkGIqDw+ua/4vL56McxX3d3utGNbuwm5r/+MlUL5jLz6u93kybd+NqQSHfM/neanYMwfpfKlAGFfLy6kfpICr9SzLTyI5hcORmP4mHhihV8+a/NRI0Ir418GK/qxRNwMGBCCXd89jDPvfAcQWeQYQXDGJg3kAF5A5j/8Xwsy+Kiy67knT+tpn5DlFceXMAJ143C6VHxjC4isaDBziLLQi3z4gjbhndKvgvf5Iou9d99E8t26dhlvwO9qYn0qk9x9kngO/xoJL8DyWuSeL8QfTsatlthmRax2VuIvLnBlsqSBP6plfiP7LFrhEnTWnhkMmgJqBgHhdmB1VF3wLG/IunJY27dXGJaFYev8dH8zEq0ugQYbbM2HyobpVYqVpZz3+b78Pb1cu/J9yLLMj6fj98t/h2l7lKO7HkEA/MHIYQgsbiR1o/XYrSkCLakMcJpzjAnwPsWUI9vdG+CZUHKysoIb64itnwzwimjFri4KP9EtrQ8Q53aNpD3Bxqp7LEkaybbja8bLsuBHu9ao97CwDJMJKEwOH8wekoj3RTDkEw0ycCQDHTDBFMg3Ns/h+ujaWJpnR55ni5Jk80tCVqTGsV+F6VBmzQxMymCQqJHcfEuT2yEEJ10w7s8LssiPz+/E5HSjQOPXflmtwbvfXm7rsk9Ynpll8uv+8d83l9Rz7UzeiLeq2fzihae//U8TrhuVM4LZavPwZ6QBh8+9SgbFy/otHzolCM4+rJryKQSlPUfRP36tSSjkRxhAvDsc8+xYsUKZs2axfjx43ewl93o15+m2EbwN64E/+5lwI8sGsl9U+8j5Art1nq7ipaWFp5++mmcTmcHc9ztwUynib70HMFVMq2nGznyw/uhjO89mdiRBlpPu9Kg5RId0wsdeNydXe4qRE8ydtLofxtCWKTTTVRVVeFw2AHODRuqWbRoBXl5QYYMGrzddXv37s0FF1zAxRdfzIMPPsiIkSNYW7WW2rpaTjjlBM686EweeOABrrvuOq699lpWrlzJT3/6U2644YZcVeFNN93EjbfeSuaGG5g8bRrJefNyxMrZ06cj1I6Vg0pJCWppaQcyRQiBcLm27V4HrFmzhlgsRm1tLclkkgULFgAwdOhQHA4H55xzDnfeeSeXXHIJN9/0A5YsWcLvfvc7fvvb3+7hJ9uNfQHNNEBWsYQJWCQN0IWOLgzWNLRQEvDjdyqk5BQNmQZCWohyZznFnmIK3YVE0hGaUk2YlolTbvNaSutpHHI2eaMd2SgkgT/fRbg+gZbSUfOcOVP4bbGtP/Kmli0s3bwy54+8LSxAcin0HdSfCy64gEsuu5S7b7+XCYeMpaGllvr6ek4//XSuvvpq/vzYw1x3/XVcc+mlrFiypMN143M6+e7553PTbbchPB4mT55Ma2srH73+On6Ph4uuuCLnoSI5HLh69+rUFyBHDub6p9tV+2ZCz0mOralaS8qpU7t+Ocl4lEWLP8NCZejgoTi8Ib5z7jn8/Hf3cuVt1/OD793Isk9W5q4b4ZCQLMXmnKytElz2jyXg7q9+xpt1b+NNezmj6VgkUyEST3JEeBgCwWB68ra6iA1yA7SbjilCxm+48BtuGl9bjSMbJp5IJYfTi/JrJqAW2aRR65vriX60CZCIsCG3jXwUQMHv8rZ9VlsVASSB5LIlkyWngnDJSE4Z0e48cQ8rQClwI3lVZJ+K8KlE5Tj1yXpiWoyikraqv3uX/Zr59fOpT9TTnOooRex3+Jlx9gzITnU3aJtZFl3RoY0qqeS58ihwFeCdXI4k7P6eu+EijoxvQRYyiqSgSEqHvwt7t0l7XVP/fU5P1GNaJoZldPhtWibFA4blxuWz1p9C/+ZhJPQEcS1OXIuT0LJ/63EKRlWiSPZnldpoV9BkzAzNqWaaU82sCbddE1eMvCL398MLHuaZVXYiYtAZpNhTTIW3gjJfGeXeck4deCp+hx9JkigvLeF73+5oiSGEoMXXm+awSQaVSKSZRYsWMW/hEqKWg+MOH8OMGbY81rY+RDvCByvr+esnVRzWr5CrpvcDoDWpsXBTGACl3fe+piHGO8vr6ZHvyZEmFSE3FSE3ZUEXLYkMxSIC797F+XqS85NPg/gjcOS2u91v6CZNtoFQBBGtEd3Ud964G93oRje60Y0u4CkewObNfUEBYRkkYhJpI52bXDy96O88sepxTHkUMI26d7fwf09W8UHff7Ks6DPePu1t+hf15fO6ejxKPq3RCE+9/gyHJmaiJWTSY9IEjABjqsZAFfyt/G9gwUj/SIpcRZT0DHHi90bz0m/nU1cV4cXfzufE744mdMoAvIeUIfnaZaNMrcQ/tevA2a7AMk3Sq1ahlJSgZDMHkwsWUPPDH+Ic0J+iK87KtS28/HKcAzpnhyS0BG9veJuPF7/HtxcfTq+ETdA4egXI+3b/XGbRLqFxlU2YuPMhFQZgXXgd72x5jy9qv2B+3Xwypj0gvaD+RM5qmgmAcCvUB8J8oH9GqtCiOZmgsL4YFYXgZgceRwZadVItDVzSMgMjnKbslr65AWRmU4TEV9to7EoCOeRECTmxMm0Bd/+0SgLTKxFuJbe+sXQ69XVP5toEg/UEgx0zrrrxNUKRkHy2DrcQZOURyGY+YktUZCE7FTzlHSsBmpubSaVSZMwMdfE6VElFlVVUSc1NyjwO27RSkQW1rSmiaY0+BV6UrH58wK2S1IwOkw0hQMXcp+X0pmkiSbYnS7cs18GBtc6i3N/9N24mOUzHv02idq7iYx+cC8mMQSytEyj18q0bx/LKHxbSVB3j2Xu/4oTrRpNf7s2RJvGWZp77xe3Muv7mnFTtutmfEH7/fcoGDaHs1NM6bz/SCkBZ/0Fo6RTh2hp0LcOyj9+npa6Gc+7+Nef8/DfomkbDhnXUzJuH4+e/RJYVPqipxrIsWrZsBnZEmrDrn4evxCZNxO57NZR6S5nZZ+Zur7erMAyDxsZGXC4Xlq6DLOeu98hbbxH+97N4Dz2EgksuAUAoCs2PPYRXl4kdbWBkOTSth0Wmr4nRrhrEDO23bv9PQ5IMli37kuOPvyS37Lbb7Mqpc845kSefaKsgMS0TzdQwLRO3Ykf5Hn74Ya696Vouv/Jywi1hyirKuOx7l7EltgU5JPN///o/fnfX7xg1ahT5+flcfPHF/OjW27AMEyFL3H333RQWFvKbPz7ENXfeSSgYYszo0dxy4w+R88o684kWaA0J2wMimsYyTPu6yQZl22vfm0ndft+CSy66mI8++Tj33lbPlKqqKnr37o0no/Lqky/w3R/dyPiJEyjMK+DHN9/G5Zdfvq8/8m7sBgS2bwhCIBB43Q5qtSSWaUA6yPrGOC5Fxu22kA0VOe4iSQa3z4FA0JRqwiGcFHnbPBxMy6QqUoWERL47n5AzlAsCAzjcdoWJntHRM2kECqZh4GjvCWKa2/VHPv/883n0r4/lZCIt06K5Jo6hmxRW+pBkiYcffpibb/oht/zkRlrCzfTs2ZNbbrwRIxxm4NC+vPbaa/zgBz9gzF/+Ql4gwEVnn82Pf/xjACSnkztvu42SHj255557WLduHaFQiLFjx3Lbbbch7ah8twuYGQMjksFKtYspCpvgueq27/LRJx/lFo+bcTKQvW4KQuQXwFtvv8U111zDxGmTKCws5Pbbb2+7btoVe1mWRVVrFWk9TasUQ13p5PiW45GRaUajWVkPwMzTZuGXPZgpg4FrM/iaQ5QP60VxWQlFRUWoGzJk1rZmPThMLMPCMixc2b8lZ9sYV/IoqBU+W1bZ70D2O5B8KrLfllqW89rIVv/UCnuOqYhO41TTMnNkBcAL4VdZElvClrot1MRqqEvUkTZs0tnv8PPZ2W2VGhsjG1nR3EaEqJJKkbuIPFce+a78Dtu+bORlnD347BxJkufKw6t6uxw3H9XrqB19rR0wunj0Lred0XsGM3rP2HlD4OdTfs6PDv0RCS1BJGMTlE3JJppTzTSlmgg4Arm2GdP2UTQsg9Z0K63pVla3rM69f8rAU3J///rLX/Ph5g8p95XbP95yynxl/OTsUlZsdHPCsKmkwg1UVVXx1pIaXqrJY/USmSxnwubNm3nuuec6VKJsNbCPpjQcipRL+KqLpPh4dSNNsUyONPE4ZP58/ngSGd2uHMli5rBS+hR46VfcdmILIfj0lvakiIvGk//JklcfwRWt4dAnvw3jLoSj7wD3/q9a7CZNutGNfYKvX/uvG93oxsGDUCDEKtkeJFhCRpdk5i6cy6Dy4bzx8DLC4SJSQ1IMToIk12PJ+ZimRUGqjKOqj+IvD/yFSy66hGOvGMHc1GyGLRmKWK2xNLyC8rwKrvCfxtmDj+X5je9hYXG09zA2GFtYVLCIQlchc5vmMq5sHCffMJYnf/UBjZvgD3e+QuSYJRw37BgmOdqkwizLYkNkA4saF9GQaOC0gaflyn67gmWauWAZwKYrryT+0ceU3n0XeaefDoB79GhcI0fiGTvWJiw2vkOfYB++dX6bma1pmcyrm8eLa17krQ1vkdSTXFB/Iq6MA1OxyD9hAN4JpTkD4h1BMzSWNi3lq7qv+GrNa3zeuwfftUJcVDmexsZG3v7ibd5Y8waqqTLIHIRqqiDgM+9CDhs3nYmjpyDnOYlvWs1RqQq8spf5c+ezpH4JEzMjmFI1mERVdaf96i2pnMm8a2A+klNBznOi5LmQ81zIAUeX/e+qkqc5/cFOj7MbXw8kw4mkykihXau42BGBkdEyhNNhAAzRlq2toKCiUuAuQLEkwokMGcOiNtyK3yHh8/oIuVVCbpV0Ok00Gs3JKewptjWwTqVShMNhFEWhsLAw997BKD/0v4aor00iLe5xsWVdjEE9ijq02beG5Fu3BUU9/Zx28zhe+f1CwnUJ3vrrUs780QQ8U6cwZ8GXJB0q4YXzkNpNgle//QY9//4cDZJEql8fHC43Do8HU9cp6dufb9/yU9LxOIHCIhxuD5ZpEm1uItJQR0FlWzaxoqqU9R9EUaiA1bffBWRIRiMAJCKRXTmEXcONK3be5mtCIBDgggsuoOkPf2TF6DH0f/st1DI7sUBvaCD+8ccIh4OCbHxeyDKemUdRp72K1e6WlTzEJHnI3t0zurHrmDJlAq2ti7p8rzZeS9pKkzEyuURNh+xgQJ7tJeByubjtZ7fx/Tu+D9gG3e1J9hlHHMMZE07G0q02maOGNIbXRMlzIYTgu9ddz9WnXdJp32bUThppXFeLkt8W3LQyBvVLbe8CrSaeWy4UqUPiihFJ53wC3v7Hqx03Lgkc5R3lu0YMGc57z7+Z3ZjokLTTja8HHstJPPuYMDBRFYmBef1pro5jmdAkW6R0g1TUgY9ChCGTkQzcPtBMjZSewpvIJxLOkFeqojpl6hP1yJoDt+Yjkk7Q4Ggg6AwSEF7SYQ3TMDCNBJap05oChIIkuQgUKbi8KpZlEa7dwqjBYwjXJ/CFnMjZ6vJENEOsOUWsJU2wyCZZ2o+tdc1ElQQO4Le//hW/+/0DCCFycnRa9RbkYJBp06bxxRdfoDc1YcbiyHkh5GzVrVAUXL17c8NPfswNP/nxdj+7cDi8S8uwrBxhIqQMktWCRAzhH8CHH9v+ipiGTdR38cweOXIkH3/8cbvNWSS1JLFUDE3TcAs3wWDQ9kSRZBRLQTEVglqQGDGcTiclJTYhUlRUhG9AIe4s8XP4+JJO+yME3lHF2z3u9vBPqcQ/ZdeS7WrT9WyMbmRLbAtb4lvs39mflJHiwzM/zLV9b9N7fFrdWWI45AxR7ClGMzTUrHzmpSMu5Zwh51DiKaHYU0zI2VmydCsmlE7ocvn+hGlaGJaFaVkIbDnIXR2bqZJK0Bkk6AxSxo5VHu4+/G7uPOxOWtOtNCYbqUvUsSW2hZp4DQ2Jhg4ES1WkivWR9ayPrO9yW2dN/ITy/L707duXd5Kvo9QbFBVqrGxeSYWvgvXr1/N4XQXu+gTT5r+CUxiEQiHm0Y/Z9RL3nTqMk8f1BmDGsFIaYxmOG9HWf5cq862hnc+9MT3zGNOzI/Hx6aefsnHjRqZPn05ZdrzTpJbxQXIwJe4BHJpcAHP/BitehXOfg7JRO/9g9wLdpMm2SJn09Y9C6c6s60Y3vtHoDvJ04+uEL+jl6OolJCq8DNGW49F13nr5LXpf3odocwo0met73sDiL+ajS2Fae7m48oox4BnPXx7+C62tET5/5TkmTDuC08ecyIi8gbz84ovEvKt5W53N8y/PZezKfOZPMIm6Uhz1gpuzTr+IdSN13tn4Dle+cyVXt8xgeOlIviz5J0PqTiONwWubXuGzlo9494x3MUyD773/PRY0LMgFcQEMy+DykZcT++gjml57hQ9Gq8QHV0JzK9P/Og9lYy0DPvgAkZXscQ0dSvKruZitrbltKAUF+B//Izd8cAPzX3oKAIfkYPo503MD3rtm38Vzq5/LrdPT35PHeZkvBq3mhyN/QGXPElLpFOl0mnQ6jdvtJpDVDo7H4yxYsICFNQtZ07iGcCIMBtlJQym9vAZrAnaVxoYNG6j5ooZRdDGgivah7wUjULx24OCd/7xDfX3H6g6H5MDZL4ic58qSIR1Jka1w9Q/h6h/asxMGaNRW7fG6O4QlMKMVyO5mLHXX/NqEoZKJ9EbNW73zxgcZhCWB5cBCB2nvq4aFqZLI+NlQ3YqQBAGXQmVeW8bh+sY4khBIAiRJIG/9EQKHIuF1dhxqm2mTAPZ5nHQn0SwNwzRw6A6cppN4Jk6cOA5LxiGAlEE8DdWpaluHW3Lg0BxIWjtNbyFoTdvX39bAmip11KHftqw+HA6TTCbJy8vDlZVgkSQJ0zTRdT37DLXoTgo5OOCpb2J8nzkYyIypXo5z0Kmd2liGhV8tQBF7P4fZOoTaGpcKFLo59QfjeOdvy5h0Sj+EJOh3/En4hg4j0lBPJpVEdbYFYIOF2eCLgOfv+WmHbV/3t2fw5xfiz2/LUhaSRKCwiEBhRyKorUHn83BfjvMsw9YzF4qUy6o3Yhn0xiSWZtoGwJKwM+x1O/NWLfMi+xzUxGpY3LiYAncB40rG7XRfW41wsaw2iRUz+1uRcA/Oz7VNrWrBiGUoiOqkXnsdLJPW1+fiGjYOIQm8kw6j9O67cA0eQnJFM0Y4jZAE0tFTiDpe3mefT3vI6SBKJo+0f/0ur+OM9MJwRNFdbTIqwnBgyZn90MN9C8lwYUk6ltg3KhSW5iZshXP+V2DfwyUhdbhPl3pLEUKgSiqykDvcv42EhqGlOm27A4RAOOS2isitFZJS9nV7uVMBcr4LM65hpTtKr217lQmnDLJkB60FIGW3LYm2G0YWytaM81y77ufJwQDF0HHILnt8aDjJGBmcihNJljAti955buKmSVM8jWUJPD4HSvZ8iactyrw90LPDSSn7nWeMDLKp4DBcSAKSVpSWVAthq4UCvQKBA8tqG4MKVBBeUrEMLq9KOh4jk0wiq34sS8MTUJGz2oJStrrWMtvORkvXCRS5kWWBJEtotbXojY0o+fnI5bbEj1BVJJcLoTqwDCOX8KUUFEDBrstY7gyWZWEmNDBB9qmgJRDJZmTJRLKiCDT7GnB42x6u9oFtd5umZZLUksSTcTKZDKZuIlsyIjsmS5LE4/HgdDop9ZaSsBLEXDFmzpxJeXn5PvWi2FEfGxINbI5tpjpWTXW0mqZUEz8+tI10unP2nXy6Zftei7FMDJ/DJlpn9ZnF6KLRlPvKKfOWUeotpdhT3EECbivGl3asMrUsi5RmkMwYJDSDZEYnkTHQDItxvdoC8m8urWVTc4K0bmZ/DDLZvy0L7jllRK7tvW+sYM66JtK6SUY3yRgmumFhZAmR2bccmasEv/GZhbyyaEuOLNl2eLLw9mMIeuz5763PL+ZfX25Eyt6XhRDZW6Q9b3jje1MoC9rk4F8+XscrC7fgUCT7R7arOdwOGa9T5vojB1AccJHnyqO2RSbS7KPEOYh+BTK+cpW6SIqQR8WpyPzokB9x3tDzqInV5AismngN1dFq4nq8A8ESdb+Kq/+nfKU7Oe0Vm0QP0pMW62paLKgsL6WxdgvhcJhmrQ7NLOPjFbU50oRMgvPGFRMIdFSKME0Ty7Jysr91dXW89dZbKIrC2WefnWu3du1a1q1bx6BBg3KkSWlpKaNHj6a0tBRKZ8B/vg96CgoGbPf82lfoJk22gZUwmFA4k7SZ/Lq70o1udGNP0D0g78ZBgGS8gUIjSgw/i9SR9PTMpjxQSSaT5ugrBlBcHiKejlBVp7FlZTNlm+bwxt/epH7ZIrR0Bq9lsapKQXF78RSXMXjwYNwnHs+f/vEnPMLC8lRQWVlORbVBRE7hCBp4Q3mcOfhIIpkIDeEaYrOX8wUrGIfEvAGPsqxPhFGrg/SsUzBPM5Almc2xzYTTYRySg15xN6vdrfx+/u+5fOTlRF59lcRL/6GpzsFjaRNhWkxaaiFSJqkVK3APGwZAwaWXUXTttYhtPBI+2vwR8+vn58qGM2aGFc0rGFFkD0inVE7hjfVvMLP3TE7qfxKji0azevVqXnvtNd5c8javZDpmMOYNyaO6rJofHfIj9JTO22+/DUAg+68D5DCDQ3ZgOy8vj/79++NyuXA6nTidTlavXk1DQwN5eXmUetv060OhEIZhoCgKsizjdruZfMwxFJV0kZW1F4hkImyObqYmXkNtvJaaWA19tmwgtOv+zbsOYaE44pi7SJgAWLKGS07zTVStt4SJsIx9QpgAWJKGkFMIw4FTSmPbh9rnlmlZWGYLQhhENS+aaV8DDjlDyBFBkxx4nXbWvNvtxqIBWdJJZ/yYpoMSdw9kkUZLbwBHmmTKgySysliAbupopoGGCQLe+s9b/Pqnv6Z6YzXnX3w+v/7Vr3njtde4/fafsn79Br5z6Xe44847kIWFpSaRJAVDOHEaTmRNJhSSMM00shrCsiwsyyKTiWIYmxGSA7erB4WFhSiKQiKxDsNI4Hb3RFX3x4nZjd1BXlwihYslYhQj82pQX1tD09o4/skVOCrtKhTP5xLHVV4KMai+czZCFghZAkXgGpBH3slt0ogNjy6xh0uylG0nQLH/Vku9mFurVhBE3tlgS3ZIgqlD8mBlM5FVLXbQ1HTSf9qkTsGZMTOPZ92DDyPJKkN6T6YhuZF4shU9k6Fl4UZcERdClnAOCGEldfSWNJn1rZgZE8+YIjwjijAzBvE5NVhpA725XbAdQZuQO2h1cSLvbMRMG1hpAyutY6YNzIRuy+m1kxVJLGywjydr+mppJpZu2KQFUHDBUNxD7GBaakULLc9un8wuOHcI7uGFzN3yFbfOvo3RicH8sv4GMO3sf8tsI0Mq75mSWy/80lq06liX25R8Ku4fH5p7HXlvI5n1dkWN78SHsBKNJFf6Sa1ag3DIVNx1GM6+fXLfaXqV7YGVzGuE/ZRcKyxptwgTAFNJoDs7+nN9EwgTAFPeCTnRBQxDIZn0I0kGHk/HiqjZX3zGqadflQt+botYzD43PGpHOaD2lWRJLYkDQUpKE/dpmMLW0LewUGIK5b5yhCRQiz2sb11PykjZngeWBQY2YaOBklIYmD8QIQSyR2VDZhMa9vdy+w9+yiv/fiW3f5GVcgI499xzue1Xt5HUk0im/cySLAnJkJAi9utKX2WOgIxmomiahixknLITl7Jjr5Ru7F8IOY2p+7GEfS9N6kmcipP8sjbJIjdQ4HOgGSaOrOSOYVpUt6QwLQtVlQg4FeK6jkPTcKUkUkYaw2rFq3oJBntTn6gnoSVIKXH8sg9fqBzVoVITq8NMWbhNgcNtB5INwx5xSoqG2xfoULnodCus2LCA4447zl5gZSus2lW9t1ZXgyR1IPmEEDj77z/DaEs3MRIaZlyHrKTd1TdcxdN//0fHhjZjybnnnssjjzzSeTuWZZNOyEiShCRJ1CXqiMfieAwPUvYf2NeupEh4XJ5c4NkpO7GcFi6Xiz59+uQSYfYVNFNDbWcy/n+L/o+3N7zddm/ZBt8f9328qh0s7xPsw5b4Fsq9tiRUiaeMQlcpIbWYgFrMujqdpNaEEIIT+p2Q28YzX27i45YEiczaLAlikMgSIW5V5v/ObyNNvvOXz/l8XTOG2TmRwu9SWHxHmyzWU59v4OPVXXtrypLoQJqsa4gxb2N4u5+LYVm5YLph2sTKdtHudm+aFqZFbpzVnppOagZyO/J5U3OChZvbkhK3xWVT+ub+fnnhFh7+YG2X7TwOmX9fOYlDy+3xxbvL66hd38Bwj8q0cieFPoV5G1so9AoKvBKTyibiVtxsjm6mIb4JU29BMzfi6f17FK0PV1/+EE1NX1FTs47wZ/PIb1zLYnUe17yRzxC3jLQxQP3aYrxBL/1796egcBUtzWtZuSrIt44+hzFjxhCPr6G29lHS6VVs3DgmlzRQtf6P9Os/l/79j8r5GMViq6hafy+DBhUzZMg99kFd+QnrV91Hb8fuSeftCbpJk20gVMHm+CosBfp93Z3pxkGPE753K6Zp4M/fd9kK3ehGN775aK3fQH3PGGFhZ7dYspvzv3MRz734DKtXr+akk05izJgxHD+0B8FXn6R6+BiWRTL4Iq04HA6Ke/elOVDE3HUbKFmzhokTJ9Jj8FCmHjGLr774iuK8UZx/U9ea0FeMuoKzyk5ijW8OjZs2ULN6BU3BOnTFwpWRUXXB8sb1VAQKCDqDXNL/PI7/2ftoVeu57HqZVq89WAscfwJyKI+S/gmOKYrz1oa3ePhkB6E+gzkrP8lYYF3rOtY2rWGI1ROvx483Lx+Hy86OKbZkjjYdDG5SeCcj2JyX4fnlzzOsYBiSJDG1cirvnf5eh8DAojkfdSpzN4SBJjQ+rfmU5anlnDD3OcbHdUZyKAlJo1U2KB93PiWBMhwOB463fkhhfCPl6kQA+va1S43b45hjjsn5NrTHOeecs8ff+Vak9BR1iTpqoluoidWyrnUz1bEazux3BQ4RIJkx+Nfah3mv9pkO6z2Q59/OFvcepmv3zeSNwMb90JMDA0vS9njdP//5nzz44N+oq2tk+PCB3HffrYwbN4LevhB6pglJ8gBtGfL57gTCSuN2+tAsJ4ZpIVkaHiWJSdsEyhAqhhCokknUUkjoLhoaEzjlNGX/z95Zh9lVXe//s49ev3fcM3E3iBFC8EJxK+4tTilVWqA4BQq00FLaQg0rxUqxUjS4E4i7J+N6/d5j+/fHmcxkSKDU++s37/PMM8mZdffZ98iW9a71rrBEIqiq9Mm5THYTtlsEUUVADaCrgjIvyfXfvoaTTzmGr1z4NQzVwHVcvvGNb3DyyUdwxgXnogXCBLwAqlokqEmK0iaTN5GexMXFdtK88PxLXH/jL1i5fA1mwGS33Wfwwx98g4ahjRSLvRiqgaEY2wQg7Mza/G9ARayHJcLPlvt4yDC8lRb5BR2EJlVAn0qGHgwge3yHp8w7g+6cVzvwTkgp+53rO4I5ugS59fYLSL++ZVBNpv42M+24yc00t06h9ri9yS/pxCs4yLxLYbVfHFZDY7KYQ8W3L8Ac4pPb6de3kJy33m/kxY2D2ozsXktgdF9UqCtJ/tm3k9YAyRCzSkiq3Yi+r+QVXPKLd+wEAQjvOiA5Ii0Xp2P7wLhS/WZAInO3A/6aXglpqGW+1JGXd6CPXBKaglAVP4ofcLN+R4TnX/f+c3kOMtfl//Zkv5yMLGzCS65DrWhEqxgGAqSdJ//hEwjhAQOkib3xNdIL3qJz0gwCQyczLDx2IHNAHzx/mY0x30ktJY4+WCLpnwnn75hP7FDHv6An/72QftwwsP17s8uu4/jwtXf6siLxZTyFBMfCLbjYremtjSAHuEGQ+DJZwka4OZKqREGh2xpcBNlQB2eaudLF9XYcAiE/Ob4LcPpkIy/87oWcccEZ/X9SFIURCd87EovFyMncp9aAFWJwVkl3oZtM3ztcGiylRvtsyZmd+Ncip4dwvLxPKnsqZMMQ2F7aUQjRT5iAT5pETI1M0cFxXfLpLPTmUaX/zBiAZnjopkJID1Mfqaen2EPRLFIaHQi+SBWTuIoLloZLEewQlrTJhByCaoaymL/G8vJ5nI4OUBRmzJjBggULALA2bcIrFNBralCj/tpZiUYJjBv3r82u8FykY+HlHby8RDrbnEsVqBGDa6/7Ad8560ugBSEQByPi5+wKQSwWw/VccsUcRaeI7drYru1nkXgqqlSJx+OEw2GCapC0mvaj8jWVgBkgHAijadq/7Dvm7Bzrk+v9vV3vWtb0rmVd7zpass3cs+/zuJ6OKgSt2db+eiIChbBaTkipJEA5uiznogfnY9km5RGD20/4bn/7X7z9dVZsHd/oZNtK9HWJ4KAaFg+8t5FFn0IWxIODJf6kZBBhYqgKQcOvExgLDLbdfUQ5ZWEDU1P7anAo/bU4DG1wtt85e47g6F3rt7FRUBUFVQgUBfRt9pDfP3Q83z5wzKBsc3Vrdp2E6DZZ55cfOo5vHTjaTzLty0pxPQ/Psyk6OUqCA7YnTDPZs1FgyzhFMZSi7VF0PYzCI9hOjpg5G+gjqKJLuWTW02zODOXt1r1IFxx6cxZfnXoXUSONyS8B/z1cv/kxpgXuYkn7OH4677T+89089yrKgj2MabiPk/fyj8/7+F5kz7Uk5XjWGqcTNB06MxZr1lxOLreWhDmThWWtdOY7KWcT4wyLZKSCNg4km8yycOFCpu7yLNFoF6a5D0++8CQL1AUMMdLQ9TDDRw7hgANO7b/23d1vUSi8x8QJx/RLBTtOiq6uVwkGGwduuueQFwNSkv9K7CRNPoHIkEoCh1bvlOfaic+FxslT/9Nd2Il/ETzPxSkW0QPBnenkO/E3I1dQ0HKhresYgr1RFFX0RxBtjRhUH3qIyZta6BoxFrNQZL/FG+kKJ8h2qqw6cgYBo4u2nKR72Uqi8Qizp84kYkQYOnToZ54/XlnNtEOO6P//cekUr374F155/ylCssDt37qTPb69F/Pb5pMsJvmCHkRoGl/WDqR9XDkbkxsZssccInP34FjXglWPsuy9N+hUVd5hMZVbXmXXmunceO83GPuWyyDVbkOlqn4YpxwzmT02ruG1tqF0arOZUKxEtkmunXdtf8ZHwDQICIu6qnIO3Gt3olu6qfICrIxu4o2y93AUB094VAmdsdkU+/YUaczmCDoOR/Oc74/wgH0eALOPdGgaC0tXwrjD+Cz05h1KwwNz/QcbuunJWhQcj6LtDvy2XQK6yllzh+NJj658Fz986V3W9mzGtMdStEzylkuP9jK50AugZpicHc01my+gXpbzYOPvWBFazxNv1DM7P4KLCDDRGMVLjVGEk+CAMWM5dNVsald20DH6YazoFv8yZmqItczGCnWQqnvj077GTvwT8cc/Psdll93CbbddwfTpk/j5zx/gqKPOY/78p2hsHI70wqjKQASfIgQBowQpHcJ6GFX1/+Z5Go6jIMTAMtvUFfJWFTnPxdB86Szb83Bcky3pWupKQnieR7FYxHVzqNh0ZPLYrktC5CkWe+jo6GavffagoWY00srR0dFBR0cX++8/lwnDxqOqYVKpFKpqgpAEhYamR33ZpkCUdeuWcNJJX+eM80/jBz+/iUwqw81X3MwJp3yTJ+Y9glVsJqgFGZ4YTjDgR3dtzmyhAmO7qOed+PciZw9IHDT0dhLdbxZqNIRePXBfas6b7mda2J4vN+UMFHRVAtvIgEgoPWEM0pGD5KakK5GOh1YWQC7wyQxFCMK71fg1DDy/KLSfQSFpevQltMWPYJv7w/F70/3wSnD9uc1NbZU5VNDrI37GSx/0ughKzADHQwQ0lICKEtAQAQ1zeBylz7kgDJXg1AoUQ0VaWTLPDr4mouivzbSyAInDhvttmSqi70cxVaxNabTKgWsUGFNKxTmTEboy6Ee57S2EdJGjBq6zvekDVGMl0X32ITjZj2q1m5poufZaFMMgMPoO/xvGdM5+zmXPZcsxz1tD4tgTEALstmY2HH0BIhAAcfzA5U99SPaVx6j4+sWUn+cXaXW6u1l9lx/VL72bB2RkYlnSnet4OTwOMzWfSy884FOfkdh+A7VglJ4UfPyppjvxL4aq2oRCPTtUNwwGAwyvHuKTJvhEiHAy0L0WR5bxKTwE0Cez6NmECi24IoGjaVSEKvwMRXyJL1UMlvypi9QBfRlagv5sEcH2cllDY0P716eytO83sp+42SqvCr4ckytdP8NFyv5Ml62/t0VICyEQeNLbodTOTvx7oWNg9bHOUnHBFThdXYBf2wNNQ+g6QtOQ+JI6WwmUoeVhXM+jY8tmJB4CFykEBSVAKBJG0wRS07Ecj56cS9AoQStk6OrqIh6Po6oqqtAI2CEUPLykwnprPaGiIOh4eDp0d3cTjUZRATeVwtE17HCI6upqIpEIXkMDQlXJWxae5xEIBPrHTNd1sW0bRVEwtvHnba0B90lCb4eQ0pf9UY2tUxrCzkL3WjxZiidLof89yiGVHGkjhiwWUFSV2LBp/TJEUkoikQixWIzeQi+rulYRtwcIJO0T7titGTcxM0bcjPf3VUrZT75sRdFx+5JuJHnLoWi7vLO2k6yrEA/qzB01IHf5k5dW05u3KNgeKauHHnsLmjOUoiUYXhGmtOF57lt236dekqN+/QReoY5xNTFuPfkY5tbNZXhiOGfcvYb1nZ/MNkkDaRpKg4OOblv8W1UEYUMlZGiEDJXq+ODsmC9OrGZKfYKQofYTIFttI5+Qvb3t+KkAvp2u9ktm7Qhbi5J/Hmwr67UVUnpYVgeum0NRBu6jKddgF1YQDo8iFp0MgOcVWbX6Olwnx7hxNwD+2Jfs/ANbtjxAddVhDBt2UV+7knmv+FlRQ/d4j63BWUHnRej+EY01xw1kWACvvnYfrpLDVM4AfEnP2UPSrCq+wdxRUW6cuE9fHyRvvnUdtt1BWXhgchlVGcTpzjK6QnLQxGra00Xa0wU8/PkjHhT9wYWr2x1qCZDqLbBu6Qb+Yo3jVl7iol3CDA1VEO0q5duTTqFuah2LN75MV+pp8tkwVtgi15DjqOqjSKaaaW/fglUMkbEy/PjjH1OuecwMa0RSgnsWf59wVZifHPkT6utOoqJ8Pz7q7aCYfoIys4S4BrXDLyMerIY1L8PDp0LpMOpPuftz389/BDtJk08gGI0x9cBD/tPd2Imd2Im/E7sdfTyT9juQiiHD6Ny0gUI2QyGbpZjNUMhkKGQzFLMZKocOZ+I+XwDAtoo88L2vYxcL2MUidiGPa/uLyeG7zuCo7171WafciZ3YDmq4hBdCc/r/LxwNIzBYrxPATKWJpdIcNe8V3GwWIT2qM120eJJ7NkSBKDzXyY9ev4rx3RtBVamuqiJTVc291XWIaJSJQ4ZRcfTRlEdMlq9YjlMsMmP6rv0La8uy8ITCtFEH0rHxUWauWcZe+hqWflDDEWJfwgWT58bGeGrIAXSuq6CR+3ly0ZP85JCfMLNmJk+seYJfvf4rRqcqKe9SCY87Cjc9la8+fSXGxiJSDRIRYRShkra7kJZLPpehaI3ESVxAQnSgr+lEsQoUq4cSlQG8giRVTLFVtKKypYPcgofY1dmfCXIG0WAve4z+JuO6h1FZXUPFcAcKKdAM0h879GYhtGsJWlUUTxhINYR0/I26OOQOjCPuRHoSabkULBep+yn7UkqczjxPfbiF369u54Xv7A342vX3PLyYZT051m+NDBU206MrCKtp1sbW8cf2XlpzrSSKEcbmhxFUM7zbAV7ej3qZGYlRIkeyLLQW23B5pXY+BzXNJsQkvK7RlBhlNCoG9VmFpKhjkvsjIgGNH+89g9YPP8TpqqbbGZDCMLJ1lK0/nFxiZT9pYqbrQSpYoXak9rdLhuzEZ+POO+/j9NOP4ZRTjgTg9tuv4IUX3uD++5/g6qv3RtOGb/cZ0/Q3pb29vXz3uxfzxBNPkEwmGTlyJDfddBOHHnooAE898SeuvPJK1qxZQ01NDRdddBHf+ta3/GfScbFsi4svvpjHHnuMVCrJmHHj+N6V1zFtt7m8/frbHHfssQAcdfjpwOm88MILHHCA70A99NAzgTN55ZVX2Hvvvft6tn0G7OLFa3Fdlztv/QWe8LBdG/fbLid96SQMJYqhDkQpK4qGlJKsnaMq9Okb0J3492BV9YBEoO0I3ElVJBoGyxIq/g38q20JRRCa+tkFX0e3dJEtOpRFDBLTdlzwdcHTOjX4JIoQoj9DRAlouL0WuXmghHSqvrrLoM8FRiSovWwWmwsWG/NFKgydMeEBh8nLXSkcKdmjJELZCWP979/WycvP7E5ldyeKUcBI5dDjCu/1ZhjtFAlV5lDicfTKcgquRyGfJ/vY4+jpNIHJ5yClJON69D73FO4zTxM/+CBKTjiBgutRzGZIfxTHCAWpDAxc09RfniP9/PNo5eUEJ/tOEGnbZF97HSUyOJNDdcEsugjVQS/vcxTJOEokghIc7Dgyx4wlvOdc9PqG/mNKOEzpmWciAiZ4Xr/sTOzQw6gdPYb6lmbM+OeXyXMz/39IX/2vQgBC+XSpFkX0ophRMCN9tUBUUHQUiih09fljBQgJQiKCCQjGfVtXQ+ghYnYvqHEINXzqeYC/SQpLEcrnLmP1yYyWz0JF6FNqFe3EfwSO69Kn9oQQLpFEAGdjM71mAATEUilEH3lWCIXIBwIEg0FKSvqcyJkMnqqBEESDIdRQlJwLKg65bIZAIIAl/HoKAKUijyJ8uSMUFYVKgl7OzzbxIGwniOZ6CRWhJ6FSKOQpYmAYGoWowNYVjHwB27HJK3k0RSOXz6HkFL++lK6jCEEu2Ytl2xRcDyEluhzIsHJUHU/K/jpu6a4OzEiMZCqFpmmURgJQTCGLaTKWwJUKoVicznQRAEUKBDWo2GgiD8JFUT1cqVIkiFcs9p9LlQoqAg9whSRTsEm7OYStYDpleNLpy+YUqEIhZOiYgQBmMMDq9izN2RSKBA+J05dxJpFEAzrDygeI/dVtmX6JJ+lYdGQsrn5lCU1pl5nDShlfr7CiewXrkuv47crXsZRWFKMdRfPlerMbvo5XrCZTdPjSaN9JXxYoI5kqIZctwytW4lmV6G4VCbWMcKlGdcxkQvkEJuBLNB86uUBPziJsaIQMjbCp9v/+ZEbIb86Yjq4ohEwVQ1U+k7y6YO/PL6tWFfv8Y1yh0EKx2IZpVhII+LVvHCfNpk2/wfXyjBp5ab/thg0/p7nlj9TXn8KQhjP7bd98a3cA9tl7OYrij4OtbU+zadOvGNLwFWKxyX0tqDQ1PQjA6NHfR1F80sSxk+RyaykUW/vPJYRAUQJ4XgF3G8kzw6gkHB6FYQxe01dXH4n0HFR1ICgkHp/GyBGXEA4P1PhQFMH4cTci8YiGBwIrdp9wDEVrLooIs1/epKyvxo9tv8xrb7zNnx58g1mzbPbaay9GDz2Mt1bOwFn+OFVKhiExlS1plzs+PotGpZuvzkwwZvgYRlaO5C/zTe56bWzfd4JqJ0BL0mRI6YU0lAcpbXgf0i0cGDyQpnQT76SbmLt+NsOlDl1w4/IbqayspK6ujic7nmSP3leZk+vmB2WlvBz2v+sEV+EhOwuFJNHohM997/8R7CRNdmIn/gEsfe1lPNdl9G5zMEPhv/6BnfiXo3b0OAAK2Qx3fu2sT7Ubvdse/aSJqml0N23eod2mxQv/+Z3cif95lAQ1AgwseuLZAWmR/OIl4DoYw4ejlZej19dTfdWVhGfPJtfcyrqlayi09PKVymGsakuzsjWNJxSkpiMcG7u5Ga+lhfXHjwJcqn91N0ev8TcyM7WNTNaaST7/OlOiKtm33+a9SWPZ4mTZoo9iaKySVGg9PRGV3i1NJNCJruskqhQYFTKp0CymNk9kU7Cc9h+8w194l5cr/sJc5qLqKrtpCRo+3IW7jc00lS9mSnQ3WkyDb3hzSWNzQu1vObh3GBk0Nq0NEGw9mMbpLt7mX2MnKpleEmSX9G6IqhgfVm/mo48+YrjRxZTMfnR7B5NjI88Z79HRUUHP86XsZru8Lzby3AiX06fGqapKYKzswG7NctaHrWwUKSxUfibLSKBwLlmGDC/hoXNmk32vhd4n1/Km6vI9dyB99wki7IfCA+R5ZUU7+4ytJLWsjUt7FBYHBXfUbaBSnYFUO/namilUWRG+HfsRSzN+BsjYwnAubzqLVZEmZu9fxujEJEKGSs0TpQSaZpI+ooaxu40A1ydt7jHn9EdZuxkLp6vAvqbKgdUDc0bsgEaWfXwpVqit/5gdbKdnyIvYgYH09eolZxFID2XLLreRrfDHplDXeGoXfpVCfC1bpv2o37Zs7eFky5ZRSKz5ZzzS/zDcHegeb4UQSv/G46/biv6Nx2fZbs36+LywLJsFC5bzzW8OzBuKorD33rP44IPPngc8z+Oggw4inU7zwAMPMGLECJYtW9avNz1//nyOO+44rrzySo455hg+/PBDLrjgAsrKyjj88MMpFApcdtllrFy5krvvvpu6ujrmzZvHaccdzeLFizn0kENYvmIF48aO5fcPPcKee8yhsqKcZctXMH7cWH50930ctv/eVFWW43oeqrJjkmPatGkoisI999zDGWecgZ2zefyhx9l///1pLGnc4Wcao41/k3NsJ/41ULwBB6zuOXhye2dDMZcln0qhBwKEE9tHSP4tuPyQ8dsdS9oOQgjCqi9PsVVuamvF0/LTBzavhZXQeRugfzrh9kRbDz9Y18IJ1aXcPm5gM3/u0g1kXI93dxtHOOi/Q69lilz/lYvYb+1yTs5sonvJMir2ms2hH/vj2yvnn0j5BRdQ8bWL+MG6Zn61pZOTlq/l7CcfhtBswmdMYdQbi6FiJM8uWEhg7BgAbtvYxk82tnH0lHP52lMPU2mEaSlanLhwHfqhJ3B/eTnmKN8Bcev6Vv7cluPEW+/gBM13xvXYDle3VNFx5k1s6vkjNxx2AgA/39TOn9p6OOGJZ/lKve8wLrgeJy5aizJhFvefeCKhvnnhsdZununo5YBTv8JJtQOOkYuWb0RoUa4/4gjO6pPI6bF92bWIqmB8ynsO4KY+P2nSQ4J1jCRKmtGs7D++iSHYGFTTTBjfyZYkxkaGo2MxilVo+JGrKWJ4KETI9B9zUbDRUXHR+efUmPpfgVpRhaIZIPruoRGG6ol8LnpaMyFcDr2bQH6Ghv5O7MSnQPMsioqGKkF4CpqhQiJB0EqiChcloCELLkgP1XOIyyQym8IKBjACQZz2dhKmhS5c3F6BbO8gBHiGQnXYAksnFx5DScjA6OkkZqQJKBZJK0zaCVJWSIEGoZgf1NVpDaOoFNHVAiUySRCbtmKKFkfB1FU0xaPabQNL0JoJkTI9CoZLracRwqant4deVUU4kpAXoEwW8SRkiwo5NYQQGmHhoAmHlp5ecugorkJFIYOj2HiORbq4mV6vFCGjGELgCJfujIeJzyOa6OSFhSdVLOFgSZWcHaJCFPBwKaBiSxWJoFRIwEUqkkA8QFO3grAshiKJoLEFHadvDq/TNIJ5iaoqKGEFy/UzVMaiAoLVeHh9mVthR2I1Z1DCOlrc9OWfJNRKsAT0akVGVkvqy0vZKxxk0R9f58Hex3g3uggivuN3fG44ju3SFbY5fd8axiSmUhbWmdAwmaNHHU3cjLOlJ4ehKoRMjaCuDqqx8Ul864Axn/u5q4z+Y7VWPM/py/LIEg4PkCrtHc+TSi6grGwvSkp8ectCoYX5H52AlA57zBkoRL9+wx00Nz/M8GHfYNiwrwIgpcP6DX7m6Ijh30bpq99iO0ny+Q0UCy39n1fVIEKoqGoI1y30713C4ZGUle5JKDSs31ZRNIYP+waKaiLEwDq6uvpIEokZmOZgmcK5e7yLogT6zw9QW/slamu/tN21GDvmuu2OxWKTiMUmbXe8vHwfkskka9c2Ew6Hqa+vR9fjSBnkpptuwvM8vve97xEIBND1CKYeJJfL09np7z/3GVPJPmMqmV9nE4vFuHzoUFBU2lIFmnsLTGss6X9GEkGDMVVRNvfkyFkuLckCLckC76/3ZSTfufSY/iL3P3lpNc+u2kyytI2Y24mRSxOxumlrk7S1tdFAA2ONaircTnZ3VF4TGlWZKpq0JBeMmcHPv/TMdt/1X4WdpMknkG/qpfO3SxCGQv13d/9Pd2cn/ssx73d3YeVz1I+fuJM0+S+DGQwRiicwQyHMcIRAONL3O4wZjlA5dCA9U1FUjrvyBjTTRDcD6GYAz3V47hc/QTOMQfqWO7ETnwdFt5c57xl8o/BDDuAF1ITDisn3ITQdL5cjMTxL6aG7U3rmucS++x3MSARR7CW87gEmxSNMOuirHLy1sdUvkd/rUMSQ2ahmHXZTE5vefpz9m9+hNV/KmmGzGKmqbHFyPKJdygbqKMw/hFzpKOxWlwOH/ZqSQJrHOg5jVsM5FOqOJjD8Wb7Y9htaqaRl+A+pKFQwYazE3PgNxso1/L7rYKZGdsX2iuy57jEOGfpbNnq19JR8m7itML6kgnHpAuN5nZeV2eQ8SQ6VoN7EGCBPDLM6QsAJsTiU4pWJ9QyVdQQyJuPzClt6iyxQi6TiZdjj9iTUXYObsljTWs/SWDeWprOlw+PPWGyUHvliNz+cv5mJDb18c/o4fvnsCro8h4k13RQ1A6+1nBJLwUSgWU2c9vCTjA2WchpbFzqS8mGSvGmycLNkatYhVPsU1y37E2evnUF11uNWo4xmYy3Nxh+YM+dIVuXK6TazhDa1c860c+mtquKBzgCaq2NoOXapqWHfOSO5bm0z85Npvjw6wW4tFsPrKlmbL/K9lVuYGgtxZl05dX1O5zetIsWwZEbcZKtLs8tyWN8YYlnnKuoY0O/dEsuzKfYSJfRgAC9xIO9OHorwDM6Vof6qGguUCVy9axljC5LD+46pxTjXlx7G2uAJXMSlNOJL7SxkKk9zFCNZzQk80H+uO7mYHko5nV/TgE8gL2Uij3McjWzgNH7bb3s3F9BGNSdxLyPwCw6uZjR/4FQm0sO2VHUn5VgYlNLN4o+P/NT3JR6fRtmo27EwSdDDsoXH43nFHdpGIxOoGvsLCgSI08vKxafhOKnt7GZMfwKAXhLkCRIjRRifPHNR6aQCgaQSn6hq7crgui5u5UTyBAj2kZ4lFVUsWdXMhnyRocEBsqapYFH0PKoMnbfmvcz777/PgiVLKRk2HFVK9qup6SdNbrr1Vubusw9nnnMumvQ4/fTTWbJ0KTffcguHHX00TU1NPPDAA2zatInaWj/ybdddd+W5557jd7/7HTfccAPVVX6mQW1VBfV1vk11lZ8tEE+UkNejbOgpQk8RRQgqomZ/9J3rSXpyFqXV9Tz1579w2skncu655+K6LrNnz+bZZz+he9QHIQRhY+fa5r8B72VmcsSLf+Iu43a6AnFCpV/dzmbFW6/z0q/vZOSM3Tji29//p/fh2yu38HRHL9ePquOs+gqEImgtLeeSI46l9qPVPLnrQHTjY2qID378C76Ixei+Y3nX48WuFI1BgynREGWGxthwgBpzcDTq1GiIvOchurrJtbegVVZSH4uwRyLPLnN2Y+JPX2ecUUL37H2JLdtIyvFQEwn4hCSHXtuI3rjHdo7lmhtvIDFicNZYybHHMuYaX3vd9iQrsgWCRojqKwauY0vRYnneIjdxIrGh1YCvRtZkGxAYQrIy2K+v31SwWJzJs681QBY4UvJO7/b62yuzBZ7rTNEQGHCqSCl5tNWvHXLliLr+4xcs28gr3WluCSc4JhghOLaEZUWLYz5eQ72u8UxFDWrMb+chTmYVYzki/wYz3CVYoTZ6lCiPchIRL8/J3oNIrcgaRnO7+C6j5Aqu5vL+c/2KC1knRvJt+QN24SMA1jCaH4tLScgebuP8ftsbuZJNYhjfk9cwqU+wcxFTuVVcznC5husY0LW/lutYzRgu5ham84F/DRjLrVxKHVsG9eH3nM6JlFJGAAN/TrAwaKcKDYdqBpxZ3ZRRIECCHkJ9JI+DRicVKHj9Yz1AkjgFAkRJ99u6KHRThkBSvo3WfoYIRUxC5Aji18PxECT7ZvESBmqKFAhgYaBLG83xEEIiNUkvCTQcSuirByNUehwP23OJaSqBrYEVUpJ1XBQhiGxTS8L2/OImqhAoQgyQLVYOejbCtqR3qtmXFupPGRHb/FOFxDaZKZn2T9gykOWCgPjAs0euC5xt52Ux2D5SNVALq5D0bfsKYA/6rZrwbyjcuxOfDoUipVIgsDFECs+rRquoINrRg2LnkDWNSDNOPplEpjoJiwKOFGRTKYxAEBEMYnoFVMUBzcB1FKTnorkuipCAR8TUCLkWVjGLptgIE8J2AbPoE7qirwbF1kfGC5UgrHYUBGAjhYtAEC7ohFUTRc8jpUTxBK4XJmhBTFqoIodw4lhOHCXQQdAKEaIXBHREw+RQUIVNneWi04OUMTKU4+lgS6jxtuAJQYuiYyt+Dau4Y6HJHO0ySBcRpC6IS4+IU/AFyXQFiwCKomJZCkK6fgaNpuOqKnkp0QtpVKFQEiwhFSvgAMlcFuFZlAfCCCNACo+M41HMpVDzClWJaspLAhSkpDtdQHdthiYiKKZBm+WQdVxCqSJOsUg63Q4hzaekCyZBW8WjwEl7B7knU8mr3QUOfqGcA8vmEplQSTI4m02ygbkLBUdusKn61jQoC3L64nW4Tb1cd1835RMq4Pg47xUL/LGthzkb8hyfUkgcPAytLMhpi9bhFB1uKgSpqAwTHFPK0+29PNTSzRzT5NzacpSwjlAVzlm6gZzrccuYempMf056oTPJfU2dzIyH+VrfHOo4ac5btJikC7dOnEZj3zr70eV/4P5OnWklFVw1cS8ACoUtnPXuIyRFObfNrGd0X4bqq81LuLerhEmpdm7q21wpismvCvvTSSU3pFJMikYByTo5jLvVKxjdW80tfe+Dqkb4S/QHbHFLiCezTC9JAJBNHMv96QOpc8P8YOu7oxgsHPY6K7IFAlmFWb4pVuIw7uqeTllO4/pt3rXn1eNYlMlzUtpjj76+9YgqbmjxCKsKP9yGc3qo3eLjVA+HV5awV6m/lkg5Lr/Y1E5AUbh46EDG8ds9GdbmC+wSDTEh4kvJO57k7Z40Kxcvoqy3k4O/+EUCgQB51+ODBQt545V5TJ0yhfp6P3vYMAxCoRDFYpFkMkkg4F/PyZMnM2LEiP7sk62YNm3aoP/Xl4SoLxk8lp+/9wjO33sEUkq6sxabunNs6s6xuTvH5u48VdsQZ6va06xsz7OSGAFM7tZ/zBxlCSfa1+AqJgcONTDrL4CR1dS74/hOR4pVLz3Ud89U7vrtvVRVVXHooYeiaf9aWmMnafIJZLq6EFmJlf73FJXZiZ3Yic+GlNLX57Zc1MjAhrKwugenM485MoFe4Q/YXs7GzdgoARU1ZnL+3b5TsLCyG+l4BEaX9hfOtLakSb/ZhF4RJDCmlIYJfipl6uVNSDtHbG49J157MwDF9UnyizvRa8KEZ1T396H32XVo5UEiMwciBYq5rWOH6Nsj9GmnCr+ehaoNOAc8z+3TGP4c+qo78f8V8s1tMOslzhTfBb7L5QvuZn9rHtLyZd+iQ2zM9r/w4aMWry2xOOjCbzJ+TBW8eiOEK2D3bRxiC35PcOnj8MUfwm7noVdVMrbjMeh8F7n3xTS98gUOdyG/+BcwE4bQxpYRE1G04TgtCwjkCkgTZq1Yipgq0BSDyV84FB7+A9XVwwnW7UphdQ8jp9QRdkphC+y57750rlfIuDpTvnAGibe+QbpUIbPXXDoVwcnDSlj7m+uZYi/ijfBEXsz+iuDEw5gr9+SMttvZHKildt87UFWVF+f9mu/wNrPTq7jWPJN9vTrohu+4f+b7xSd4uO00yk7/KQBLrnmNOcHFrA2Xc+hBh7JLwo9e+eOyxdxsm3RpcNUedZwxpZzjMikOWrCa7kCIM/apJhQK8kRpgFtfe41fhSvZiMP3rt2Fg12P/awic1/7kK5ogoovNvD42jtYt+ZNaroPIzNiBq208bUxV1AVqmLX4K78efUG1plhjpxbx7jaSYwDntuwhbdTnTSaHpXnTem/Pcsyed5NZjlx5hAqa3xd2Vw6x5u9GYKqQoUxsNS6ZOVmNhYsntl1FNPj/vE3etKct2wjU/KXcUnwwn7bH3Epm0Ujl8prmMgixrKMXPhJHuEk0rT2kyatiQ4WKhrC6er/rGsmWadBi2biyIExp5cSlouJmHIwIbGWUbSJGvJyYPGbJsYKMaFfomEr1jOcTWIYOTngTM8QYaUYTykbBtlamBQJ4PLXJYMsDAoEcdmeAPk02wiZz2kb6neMge/wyhHuE0/wodOn7/2JWF+JQCL6nFYDyLoeedcj5OR45513qK+vZ+ioUazLFdGRyEyScDiMYRgsW76CPQ8+BE/T0KSH53nMmL07P/nJT2iWCq2trbiuy+jRowedo1gsbrdp2RZb542grhLQVWzXw/UknpRsO6VYjkdzb57O9jbOOeccDj76eA464ksU81l+dusNHHHU0bw672W/4LUnyVkOuqqgqcpnRhjuxL8PZ9uP8p0vXMCTHMWUwmL+omxf2Fn2v6uf/55Jx8NqzoAnMRpiCNX/rNNd4Mktncw3JPtWxNm/LEbe9gkAsawb6itAEWSDITbHE+R6chRWdhMY44+Bb+QdngwmGJrWONB1UVSVDsvmnKUbOH1Tkg1BwUnH7clJNWXYHV1s/vbD4LjU33I8j+3iR5A2XX4X7W0a5ogwB116AgdVJHAzGbbIOShhwRShsGTORDwJ7p1PUFyXJL+8iyvH1HH58Fpyajm5lpHYHQ5BRbBhT3+d53xcTXZ+D16hne9MruabQ6tQujdgL1sMsSFU1MZ4dMoIhIDiul68gosxJMq5DZUcWVlCvQO5he0oQZ3YyDhfK2/h3qX3MlpOJPt+K+boBGfUlbNfWYx6GzJvNaGEdMwpFdw1odEv+rqkk3TKIjCmlIMrEgwJGoxCJf36FpSARnBGFVeNqMWVEmVpF3lTIzi+DLfvHlvvtNDd4lBz2Szy0qPXcYk6ks5fLSY0rYrYLpPZwkZWivHoG+oYtllh3R6XkA4FeE3sR4Ic18zbi6apPyVUmWOEXMUQp4No50zsQBeFxFoS9FAu24nmYpjOEKxQOwGtQKNcx97Mw+gbM/0nTg76DQNjqfhEMXQHDU+og+YWB42ciJCXg6XMMkT65o+BcdnzXb19xdYHYKFvN994KOQJoTD4fSkSIEdkUEawh0KGGAJvEGmSJ0iGGCpuP2kiUejdAWmSJUKKODGZxCxKFMVBaBYZYuhYA6QJ0G07ZBwPXRH9pEnR81ift9AVwfjIwLXYUrBIOS51AZ1yQwfVoCAM1oSGoOOybax3hwM5QpTYKWLuJ/wZnyRNCkmwPm0e/QRpku+F4mfMz5EBhx65bij07tguXLGTNPkPw9N0FC+DoRTwpILV2UOgshwlVIpbDJBP58i2dvskhYCsF0APRomV+oEaRl0dFOPgOeh6EF0zka6L29uLKwRKOIgAv7YWApcKXE/HMgpYuqCoKJiKieJpKPEApabOpnSGzpJSKj0Tx/Po9CSeptJRqpJ3PIKFEFJziEQFHVqAvKaSy+Yx3RBF1yWoueT0IXQKm3g+jodFtKCQiYVwFIOs20LEVQl5Rcq1LB2hBL1entqcREWiuHHyQQNH1SktpgnaaaKKQ8HQKGhRMtKjMdPhr61KJ5IvuqQdjzoDwlYBETDIByKszhZxBQw3wkjFr1+HrpC1XQKhAKYF0XAANJ3mbAFFFb6Yat9ayxaQcjw8wyNYsMkVOonppST7is6bSh7P8UgVU7haGVIJ0aPlCShZAkoAQw/wSrdfbP2NqjXEEuXcts95XLOmiWc3dzA+kWdLLEkJDjqSeX222xZSX5cvMq87TVnGobA0jzygEcdJM68riYOg69V21HobLZFlSWeYl7tLCHbYtNyzjorzp0B1gZc72shKk3V3v4lTlsXbo5W3NrfzknUIVsdSzty4C8EplVhGN2/2FugVpSxYeQsprQ0pHVb0hHjfPRWve1V/v3Q9wVIm0UYNb3x0Hu3KGqS0WWNPZL64iEJq9Ta2cVYo09gga5n34el09JH5y9mV98TldCY39Nsqis78fIzlbhXTF32LnLIIIRSWeGN5zv0GDcn1/GDswCj7UtNC5ltVDO/9JehLECis8ur5U/4cqkQv148akDR9qXkxb+bLqE8/SiSwDFDY6JbxWPJE4iLPjaMq+7PnX2xexvPpKCW516nt3oKiGLS6MW7bMp2AcNkn1cSYMRMwTZM/bFnPo50uezSt4ZSIxpFHHkmv43LconVAhHMXvMTsWbOoqanhpnUt3OXFmDNxBnv1ZXkUXI99P1hJcO4h/GmXkcQMf6/4QmeSd3oz7J6I8AVzIFDs1e4UM2Jhwtpf38+Bvz8pi5iURUx2GbLjzOdLDxrL8dMb+kmVisUGIg+jjVYetufyyJcP6t+D/OEPH/P6orXM0cOUiDy4Li0tLWxp7+bww4/YYfv/TOwkTT4BEVN5selejFCI4XzhP92dndiJ/+/hZm28nI0aNVAC/pDjJIsUlnYhDIXw9G1IiL+sx9qUIrZfI4GRCQCs9Uk67l6MVhGk+lvT+20zbzZRWNlD6Ylj+0mT9FvNpF/eRHi3GkqOHEjb7LxvGbiS6ktnosX9CaC4NknyL+sJ7VLZv8kHSL/ZhMw7hKZVoYZ1XMfhpR/9jCmRPWkqrOHdnz6D9Fw8z+Pohq8jVUlwXBlq1Cd0fn7WSXju9s4MgCETJ3PsFTf0//8XZ51MYRvZJqEoqLqOpukMGT6J3SoPQ+gK5WdO5E8/vIZ8Js0wOZ4yr5q2YDOpeA96IEBprIaaZX7kcd21u7Nh4UcMnbLr336z/kdx5513csstt9Da2sqUKVO44447mDlz5r/0nPkcSGNgQ5+klOHPPotQVVA1tKYXIb2B3re3AK3+8UACpn/Zl2nYFg0zAQllI7E7cqSeX4fWHiI29XREwwyUoIZXtHBbO1lWmMX8g8/Cic/meGmife1GvORF3LSxnbYxSRpeXsR7sRGMWFhL76QXWBWQlMg000cGKc9kOPNLD3HH2+/TIsKMD3YQy1s83F1Jy+Qfo1gOCx98l6Jm8tzX5zKvdC7vRMcw8bW1TFq7An1diobRjcyPjicTKKehL8p+7pBplHz4C8JenimNVYzafRypgsPklQWUokRuLeAO1IQt9m17BICPD/sew0t83fiTk0/xtfl38e6kc4FdqIiaEK3gi8k8zQWb2voYpVF/HNh/ykQ2NXczOhpDMVRCqCBt9lEdurNdjIqOpWz4QZQGS+hcphBes5hdRjRyxcHvIYQgn89z/q/vpd4wmTx9wImdWb2CfdZsZOI2Ecqe51H+5kscGYqw69SB49aWTXzJy1ETKBskoTIxGqRU14hoA8dCqsLQoEFFrw3b+IsMigRkHrVP1qSezdjo1LOZqm0iZseJpXxd3kxM7R34sIRT+RWmXaBO20Ll8lMxM7VMHfMSX4vdSpxtbIHT+A1FGaCG5v5jo1jJ1+StRD9BYpzEfeRkiCF92SsAQ1nH1+QtlIsAMFC3p4RuPBRMCuy6ix8d5KJSxERBEuhzQAmhYNGDSwqTIlOn3Ntnq1AkgED2O6uEEFj0EiaNSZHJk/wigL5zLIhADiJIYqQIkcNkG71pPMppZ1uUlZX4mSHtSwlQgetqqKpDT0cbdVVxSqVLa2srwWCQeDxOtaljex75rlR/RokhBFWmhmc76Lref1wREFAEFSUl2204DCHI5XKoqso7H3yArmpo2xAVkU/UTtgRahNBRlf575HrSRzXQ9mmDSEgHtS564HfEovF+Obl1/UX6r3+9l9ywMyJvPfee+y2224UHZd1nQOONlURDC0LEzZ3bhngPzOf+NjGGS0Epz78PF/fZw9mDK1gyZIlbOxN8tqGDJ2xEYza5t6vaU9jOZL60iCxgL5dq133L6Ow0nfk1l65GyLk2zxyzwLeKFP40xCDhK6xf1mM3w2tY/PNHyK0DBwwBiEEtZ1t3DlvOWqkkfTahQTG+MVHD03EqHy3nXGdWawJGwn0jZu7Zoq8H48wpGVgDBOagdBqQQM3k0Mr8Z9lJVKB5lbANo5mJRxGiQ9BCMHy5SuZNMdfF/ZsTJGb34ZWGiA4rgwdgdXnlPeSfmTzVsd0b0uW/OJOtLIAoamVqB5w53SEdOmq+hNl5+/L3L4oz9Z75uO05Sg/axKjRyYYHQ6QX9ZF1x9WYjREqRw9lZMbxzMucDyTnymnZ+Fqyk4bz6jxZYwKByis6aHz6XXo1SGqdqnkiErfedDx1CKKa5OoMYNdplSySyxEcVOKjmfXo5YGCM+s5vwhvoNy3dPv8mD7WximwSOXX4QrJR2rF6EMBaEJJphB3pg51v9OlRYyoqBgcASPMVe+wi7p43F0DSlc4iQ5Tj5AefPuQAWOkWQCa7mWS0m07EPV8gtIV35I89Sf8S1uAmD4Bz9CL5ZRDDchZ1/BDcp3CHVOIl+iI1WfOLmB77BNvXAApvIRv5EnbffMfYcf4Ei9P/MPYCSruEVehPYJcuMoHiXBRZjbkCYGNtU0DyJoABL0EO2bF7ZCw6GCtu1so6QIkB9Emqh4lNC1HeUYIoeGi7mNrUAS2yYzdKBvRUJkMISFpnkI4aFiU0IXyifIo6iqoguBsQ3DLRAEVQXtUwKplK2900N4iSG4turXIdkGWSNG0lMI6yaIEgbdlU+2GyoD04/AHjD7FPI1EPelwfrNtr2mg6+vv44VgNf3p77CDMjBbezEf2ROcWSATsUA4qioBIouAcAxYnS2Doy3mmESiscJRqOITzxnmIPXJnZLC9LSEUYIAppPdYZDaKXlSMfEBtarBlJXIKgRcCTRnIcQCqqhktdUHD1MPGMDCkJI/xFSBAVVQbpFZDqF6tpoNfVYqOQiYTwlSklbM0XHIhcNo7gOTo+/BgzjYAYcLFPgCRdNVfCKGoqThVAIT7p0uQlc1a97KChiChUjlABHp9SIEjKitFo2ugugIPEQikZEBU0IzGIRpZgEzUQTgjJDQ0US7F4FVb5kZUxVMYQgrqmEY/51czxJpakhgIqqqv6gh7imkip2YXsWUnVwPIeAE6I2EMNzPYSmYUubqnAVUgSQQsF1FGwgpIcYVj6Kn+gFUqkka17bSKgY5AjgiMoSxoaDbOl9k+esj1jyZCtnfuUr/GTsEKTr0TgljNm3Pj2oPE5DwKAhmicxQkGNmyxb+W3OUxVEbwRZGqdNXUfP0ueoZgjnMIJdW44DEUQJqNhuntO9X+BInbK208ha62la8xNGUMc5rGdYx3CSC0swhsYx6ko5RVxLUSrI7vdp7wuGGk4NZ5OiRlGB4/znUYtzqvESSStNib2IYt8YPIzlfIVfUKmpgF//TwiV48w36Mz3UMuW/ue0ns2cKe+iVAU4sv/4UcY7zMp1Uecuw3Z9IryMZZzOr4kKG/hiv+3B+vtMKLZRW1xIpujvm4I0cSoaQZkH9u63/YL2AUNlMzXZxXRlNwEgiXIyRQxpIeWAv2aO8iFx2Uxl70I29fqZ/ClifEEeR3vLCB5/dRnnnltDTU0NNdaHTCzoBHtz9Dr+us2TktGhAJlcln332YdQyN8X5/vkXXefNo19h1X3H1uX9+fK0DZZGm/3Zvjl5g6/7+V+HbW863HCwnXskYj0B7X8M7BdpsqMX4Jmcn1JI5cU7EFBW2Oro3Rl6lnYVUpLMkeYIqUiR3lIHbTf+Vdh5w7oExCaQrfVStCM/XXjndiJTy4S/z+GZ7lIy9cxFX0OPTdtYW1KI0yFwMgBljj9ZhNOV57IbjXoVb6Dt7ghSe8Ta1FLA5SfNqCF3XXvUqxNacpOHUdwgh8b7XYV6H1qLVpFcBBpYrdksdancJMDGx7RR7TI4uCNlDE0BopAmAMOKMVUEUGtP1Ky37Y+Cp+IvNWqQgSnVGA0RgfZRmbVIB2vn+BRFIX25AaWOhopqxPH2mYzpui0GZsZFh3IgBGKAp9CmgBI28XpKiBd2e+0AqgLjSZhVNCcW0NPtg2naFNcl0T0FXVtW7eGbG8P9eXDCEWjpDa3sGLJewDUNo6lWvFZdulJ5j/75E7SpA8PP/ww3/zmN/nlL3/JrFmzuP322znwwANZuXIllZWfXQj3H0FXEZqVodDnowqvrsIcvo0cSP0Zvt2b3wNaURTFj+g79LbtG9vtfP8HsD7cQH5JD25qJMqU3YiO24+aKyRudze5Pa/i4Fgdawo2uzp5Tp1aR0/OxgkP5ekkrDPjBEcGkUmL9z/YjFsVwJ5ahugu8uEHnQwrD3NqfSOPdRZZ01DDD5+8k7HLF1EVjbF02CiaKquZvP4jXtz7BGIBnYlvdJHf2ERtZxvFgkGxZxU1C9bgKipTbrmyv/v7DJ3Ej3Jf4C3mcvLsgyhr7LsO+/0ect2cpA4sRSrCJuneIwiOMNmlZKDobZXdDdJhj8q+YqK5bujdyI/LwlAxODp/r4Za9mqoHXQsFApxxyH7DxwIz2JWzSzkLpJisYjYJttLVVUu3G0axWKREdGBxVx1MMBcWWTX2ACzUSwWKevw5UGGbWO7afkyyhctYt8DDwQGojp/M3FA63YrDiiPc0B5nLZFLSwZCG7lWi7dznYY6xjGukHHKuiggo7BhgImq+/3/zeQGkowOYLawvPEY+9s1+5UPt7uWBldlLG97VbplW1RQi+zeBeFwdd9K9EBQF+NERUw+p1HA2na2zqv/l5bvd/h9im2fVDwiJIedMwwdKZOHcdbr73N4QfvSz4fJxDo4vXX3uXss08kIPwoYLdvfI9pKqCSCoeYNm0aV111FRvXrvGzRUwDIgPPw+Tx41n6/nuDCJP5777DmNGjGRMLI3bZBdd1+XDjFg7eZ2+qzO2d258XqiJQlcHETEBXaSwLExAOIVNnYl0Mx5PYrodp+XOg17ep8iSYmp+14kmJ68l/y4bk/wf8p+YTgHXGQCHl0Vs284b6EFe/eQD1K1NUv1vN/KqNbAzORxk7lSOo5Mb3bkRVVO5f+iASmB0/ixkjDDRFY2HzZl7e/AIJbwavf+XHvPnC81R9oHPII2eQtis5ccKh5LMW49wQupfj3db5XLliNFfvOxt6P8JL9vDjBz9kZbnH4WYpk1a+j2otoLda4fWPhxAPhNi/Qmf8vKchk6Vl1yPIB8upjgf4Q0Cj61ePENxjEu3pArqiEI+FMYb0okRCSF3rl0QtP/NA7I4cWlkQr1Bg7YFfREqPBQefQjJbYFhbA5OYju3ZMDqEFq1EGz6wpks5/juuVgXp84gBEJxUjlYeRK/1nVdCEXhKGOk6EDfI2Tkc6eB6Ll6lhtACKNusNTtkO169QiGeZsv6l3BdiypPUihL42gKFeEB2yVt89BrJIVAjpfmPYzrOjieTaM3mnBllPLQgKTZy8vvJlQaIa9l+flDV/h9kB7jirPoVEwM6c+VqhA8UncHL3d8SPFhSRFJUUiKgFUGtMMribsYxWpgNcWZ7/YJKUIcOII/oVQ9z8ZwLVZogCh3zCS5kuUUIwMOJgDXTJGu/oCO0Q/7Rck9jdpF59Mz5EW6Rv5pkO22I4WCR4DBWY0A0R1kCJpY1G5D2m9FJe3oOKjb3EAFb/Dc0gf/XIPPp+DtMCMxSH67NhQ8Ep8IKAAIkx1E8Gy1LdsmG2UroqT9uUWw7TS0fbtCodLcPmI3qCr9kjPbYljI3CaTDBCCQCDCGENutxMtDQQJex5hNbCdZN22eOuttzjvvPNYsWIFhxxyCE888cQOj/UjXP6pbW2HyL92PPxfwX9qTpHSQ6EvC0S4/cSboqiU1NZh5XOYoTC6GfjcSghC15Gubyttfz0hFAWtopRMd4Geoo2hKgRMjbzw1yVKZQClz+dQ5jq4mQy6lESG1FMqhB+Y4kk0AbJtM9J1UEyThnQvRsMQNMWXq7OjYcxcjlhvV1+USMJ/B/PdDE020xOKU1o5BDQTNZ2mLJ8n0rQFTwGlup5ULkdByaPKDCUqBEOV0JdJFgCGBk28vIMth/POx+/x1UsnD7wjj/yetz5YwHnfOIUVK1f5x357GyDBtUDVKTW2d7lqiuiXrdoWYRWE04MLxMOlGKpBWA8T2KpUEdz+ufB0g5yhk8lkMBSF42tKyUQNFh94YP/9mxoLMTUW4hldITtuHFOnTkUVguNrSrdrb2I0xMRoCLYpuTFxwu2Utz7Fps2/xa3VEEIlIWZRIhTGWc3kJl9E9777UVe5B8It54BQK8I28PZ8DaG7VFcdSaXnsCsKkY6RhHapRI0bKJbK6dEv4IocomIWitAQQmecorOv0ND1xMAzJgRnTzoVz7NQlPMQQkMoBorQOEJog2ojAnx12nd8kgsYyFb0OEpu7787Z+r5fTUSPaT0kHggPb74CbIb4LTxx2LbPSBP9H050kVKj70Y7NsBOG7kfhQLzUi5DxIXpERKl+l4ICWKMvBsHNUwkf1LNKRXhedZfT9FvlXsZGFTkvUE+ueBE0uz7Nr5cwoNYfbZ26/tUWnqvD5r7Hb9vWFUPVeOqPWlHfsQUVWe2GUkOdcbFKg1JxFBALMTA6ToxymfhFyf37Fs8t+Npo/g/V9B5TiY87VB+/lPBvlcuM9ILtzHJ2wsx6OpN8+m7hx569N9bv9MCCl38NT8f4xUKkU8HieZTBKL/e3ER9eWTdzzrQsIRGNc+OsH/wU93In/JdxxxrFY+Txf+cmvSFTX/PUP/A2QnkQWHF/WKTgwoBY3pZBFF6Mh2u/Yt9tzFFb2oCYMQpMGNtbJ59bj9BaJ7TekPxujsKqH5LPr0GsjlB43kGrY+uP5OO1+NN3WLI/8si667luG3hCl6sKp/bbtP1/QR4SMJzjBlw4pruvdYUZI5++WUNyQouSYUYQm+31zuvIkn9uAmjBJHDLgSC6s6cXL2RgNUbQSf9MgXYl0PYSu/MckrLq2bEIoCkJRUBQFoai+k9sFxRYYRpD0G76kQnj/vpRMKen94xqsNUkiBw0hMKEEIRRkh037nQtQ4yaJi8Yh+xxV6T9uwF6ZwtyvAnVCBOEqmN06QhUEJ5azcdECrGIe2WXjZR1s3aKo5LGLBYKROBOn74PQFZSowduPPsic407+u77rPzqG/rdh1qxZzJgxg5/97GeA7xhsaGjgoosu4nvf+95f/fzfez3eevohLg1LVolxAFz+0oPU7Tkds6yeYq7A+qWLMbwcmc52Uu0tTD/oS0ydMA7ySZrb28lrAUIVw3EKOYJOgUyymUI+i6nEiTy6kGAug/nFejonjSGLTjhWz8sLNrO2qZv2cBHbcyhsytLrxZjRGGfCzCqae3oRLy/EbU1TPWM8nZEwG3SPsJWmIW8RDldyTGOAh155j454mFFrV1LZ1I7iKASKeUyRpv3AAxmx+wwaqmvg1TfouP1uVp1/OtlkhmqthJpIANVzyDeUk8z2oq/dzPD6Idy7ehOWmmNB7YcUcblh/A1EYqU4hSRdmTay+RSxYAmjV1Tgtdi4+6gsdtcDQcoj1URjEUhupDOfIuk4NLQvZOqqX2MP25fOfa7i4zXLEa6kPFhBqLIe186SzXeSSrYRU4KMHT4a1YiQtTMs2bAK1YHycDnh8lo8r0BPqpVsKk1UMZg8YhxqIELOzrJowzIUqVAWLidUXoNrF+jOtJNNdRCWBhOHjqE755DMJekpdOG6kvJQOR8uWYXlONQNKSMSUFEth8nDx6GHYkjpsXTTCrK5PNFAgnhlFYoQrFvza7ak3kRxoSLcDoY/NnQXEtj5IAEthx6yQAXHEeRzcYQLFeE2RJ9tTyGBlQ9iqAXMUAE0cDwBzVMQdpBI5UIUM4NA0G0HydlBDK1I0CiiouN6LmkrjOcqlIbaCAoVgaDHNsnZYTTVImgW0NBxPY+0FcJzFUqCbYQUBVWpI1J6GbV11RimQBUeWx1drlRAgqo4/VsXFwXPU0BIVMUDuQNbAUhfksX11M+27WvXQ+BKFfikrQApUBS3zwm3rS08+adnuOD8y/nRj69hwoTd+M1v7ubpp55h/vvP0jh8JpZl40mJoiiD9HMd1+OgAw+kq6uLH//4VkaOHMnSZctwXY8DDjiAxYsXs/vs3bniiis4+phjePedd/j617/Oz+64gzNOPw3Xcznu1NP54N13uerGm9hz16m0d3Ywb95rTJw4gcMOOYRMOklZRRXPP/8cu8+ZgwAy6QzVNTU89/yzzJm7F0iJpgh0VSClxPXAcj0UQNM0XnnlFQ4++BAuu/xyjj32S+SyGa6++hpWrlzJggUfo+pGvy1IHAm24xEKmBifoRdcKBRYv349w4YN69dE/kfH0P9G/KfmE4Bv/eZGfj/8IAD2aX+Tnq7n8KxyAlqeqb2NrAispyPaRqB7BLs7jfyl7gWCbgbHDqPpQezUWJRoMyEnh+4lSOmtiOIkzt3tbJ5+6QKOequHe/eN066PwLUqmbna5svzX2NJncJdh0URHcdy9ZEHYV10LEM7i9x4VIw1ZUOp3lTNuMJCpmxKs6pW47ldDbyOw/hGZSlD7vo5yxst7t6vAlloRC1WEYh/jK7ZqGaYnrSG3b0vX9mvmhdX/oaiLNKTj+PmGqhxKxlV9jGucCjG6vh4i0B0j+Qnf7qPPx+1B/mQwUeii7RSg+7alMUWoKgeJzSezB+WRVGEwbH6Jma3TuC94Ifco60lY40kYDaRiC8irqqcOeoc7lqqIlApaL+l21mPKSVeegI5eyyO2UUktoiIqnD5Lpdw34JuLKKk8z+jWW0lICVkR5K3xmGbKYLRxQSEx03TvsnDyyW2DNKZ+gXrxAZMJCI/lII7ioKexYgtRxeSW8ZdyPNbTHJegI7k71gslmMiUfP1OMWxFLQCZmQFZU6cL9ftzwp7OGlb0J16iA/FxwSRKLlaZGE8RaOIiC5DVzyuLzuSP3cvJOXGGF++lCGJZoQnaU2Vs6hjKmPKVjKkdAsWOtJV+HjLZFJOnNGlKxlashnhSTrSpSzs2AVVdZnR+AFC8cfMniVHM6p9F4rx9bjT7kS4Ol3ZMua3T0FVi8xsfB9FSBQ3wJKWcXRaYYbG1zG2fC3C1enNx3m/dRooFrOHvtdvu7R1FB3FOI2xDYyrWI3wNPL2SErKLqW2voZEpI8Al4KCY2J7GoZqEdT8mhyep5Cxw0ggYmb8mUcKin22umIR1P02pFRIWxEkEDYyffOMoOgY2J6OptiE9Hz/+VJWFAmE9CyqIkEKLMfA2oFtus/24/df586f/YaFC5bR2trBr+65i0MP3ZeQnicSGodQBR3JLBKIBgy0PoKjYLvkLRddVSiJBNgaoNeZyuFJScTU0fsI+KLtkbccNFUhETL6sz+6swU8TxIwNAxVQRH+PGW5LigaEVNnzu67M2rUSC77/hUEQ2EqKsrZZ6+9GDVqFFdfcxW6GSRRUkokqKP0ZYmk8zaOBFPT0FT49je/zdvvvMOyZcsYPWYMH330IYr0QEAqZ5PJ5fnet77JwoULWLFiBQcddBC/f/gRYqHBMmzb4v/KfAL/2JzyWdfis64hQGrzJtKqiorAkxJTemiJOIoisF0HJJhCRdV1hADb83AcGyEFqqL4vglVYNk2UkoMoaJqGkIROFJiOzYCgSoU/1kouKQLRUK6QnkkgKaqIASu52E7DgJBsTuDlk3x1oKP+em997BwwUJaW1t55JGHOPLwwyiu34itqajl5QhNRyIRioLnOYDEULS+dYpPtth2EZFuQ8Vli6yktiSMK/3MbV1REJuakY5DobKcnGvhCBtH94ioIcJqBNfrs1VVdFVDFiVO2mbPw/dj5JiRXHfd9YSCAeKJBHvvtTcjRo7kumuvpiSeoFTLI12HfKAEqejoqobneUgUXM/mku98l/ffe59ly5YzduwY3n/3bSzPvw5CwLrO9Vx1yTWsXLyKlStXctAXD+TJPz4KQsFxXYqejQB0RUMgkEIhm8uxcdNGDDfJ2Jo60EMU3CIfb1yGgqA2WoGmqLhalPZUC7lCjgSCUbUNmKE4UggWbFmJXbQoDcQIGDrCjJPJJUnmMwQcizG19f22i7ZswHIsys0YBes12lI/R1HmEIt9HcXKMKa6FDMUA0VjeUs7BStPVNcIG0GEESNvWySzKbyNGcrec4nURyg7oY7lze3kixYRM0QoGEBTDfKOTW+6F1m0GF9XhRkyEUKwuq2ddM4iogcJhYNoqk7ecUjlc0jHZfyQasxIEEUIVm7YSDpdIKQbRGIx9GCYoifp6enGKeSZ2Fjbb7t64xaS6SwhzSASjaGH+mx7u7HyOSbU1xCKhVAUhXWbW+hOpjAVg3g8hh4KYXuCrt4urHyO8bXVhBPhftueVApDGMRiUYxwGAeVzu4O7GKRUXVDiJXHUVWVDU1NdHV2oysG8UQCI2DiOA6dPR1ge4wcMZT3358CSOobHyKTVwmaJZQkfLJPegVaOvxAhBENdUTCvh9wS0sHXcneT7UdVlnZn1ne2tVNe08SXQ8Ri5ZhSBvLzdOSy6EogpFVlcQ0ibSLrO9J0ZkpEjNClMcrEHaWIg5bMikELkMrSijRBdIpsjlVoDPjUdn2IWM+uIJC9XQ2ffHntCW7EdJjSHkJZUGfANvUk6GzN0dED1KZqMRxcxSFS2cmiec6DKksY0jt9kTR58HfMp/szDT5BKTl0Rgej2psz/zuxE78uyBdj/Y7F2A3ZwlOKKPs1IHMje7fL8dNWlR+daqfQYFfnyP553WYoxKDSJP8si6c9jzhGdX9pIm0XOzWXH8Gw1ZszdiQzgCjrkR0jCFRtMrB2rOhXSsxRybQygcWYnp1mPIvT0QJD2aGy86YsB3ZoZUFKTt53HbfeytZM6hfqvCli/6DKKsf8pl/tzanyb7XipowiR+0TSS5DV7WQXEUjKB/De2gRAnrKGGNYGQgItIbX4mdCBEcXkGgNuEf3EZ2uHHy1M/d37+XMPlfg2VZzJ8/n0svHYjYVxSF/fffn3fe2T6CHvzMgWJxIJIilfrr9RV2hLLSKvbe9DJtVdXE6eUH+59EmddB70IXfXWemtJRxCa0sXD8Qezb9joPvhtCvLmBixpf5paxpxG1UuTeaUdfkaS0RKNufCcfRGayT/vrvF0/HWF5HGc/xn2puRiyiLu8HX1JHq88wYzKFbwV24P9S17mrcVhXt2gEBN38Mjob8EXvoDSksNY1INbYjBn1BJeqNqHvbteZeX8KHcvEZxQ3cpjk78Ck/cm2tKFvaiAVGDuLst5qXx/5ja9yYRn3wKg8pwxXDtybwBqMm209GlaH9LxZ/5ccQi76TZTP/bTkWvKt/DAsBuwRIBvNq9hbSFMIPMOX8z08kT1UUxLfcitt30HgDsa4cXGX5IWcSZvXM6i8nGY2Y0clmrisZrjmBz3+HNOIfvyu1xXPJHXRvyULq2Cn75/PbeM+wptXhNH96zgobpTGFdYyhNXf5Gmd0q44yJ4d/QtNGv13PDej7h3+NGsUzIc3/kBDzR8mRGF1Tx39Vy2vFnKz84RzJ94HRv0EVy24Of8pW4fFpsqJ7fN494h59HgbOSV6+bQ/Wo5Pz8dFu5yFavMsVy85Dd8ULEr74XKOW3Tn/hd49epdFt54RcH0/MnE6dU8q3vX8aS4GTOWfQAXXolf2w4gNNaXO6rvZOE180bb53Joj38JdrvvPP5qHQ6p256FKXL4N5hRzCpZxmLK8cTklnmv3E8H8315S7udc7hg9JZHNv8JOUdeX4x8gRGJDewtmEoqnT42vzfc2x+d4xcNV+ftYg3E3P4Qts8wskRfH99KfPiPVyymz/effXdhzjBm0QgPYTvTP+IV8r2Yu/O14g0N3D1+grmR/J8a44f8Xbee49wshyJ7o1m84E6bWoNEWmj2hp1RZ2iAhsjCiAoz/ZQJnQUJ0hzMEtSjxHysmhFlbqijq3A5ojAQ6Es10MZGqoToiWYoVePE/RyaEVBfdHAEbAuKnHRKMv1UioEmh2hNZChx4gTkHn0AtRbBp6AtVEPB53SfC+lgG5HaQ9k6DLimLLA7keczU1NcPMNP6Wl4yrGTJrMfY/8norqOLncSpJ2Cd16KYZTxBqQ88eQBa679/f87LLvcNJJJ5HN5mgcNpQLr7mBDbZFYOwkbr7nfn5+w/XccMMNlFdX841Lvs1xh8wkk1tB2o5x+c/v5je33Mg1l36P9pZmEmXlTJ0+jQlfOJDmdA/hDl+ruS1fYK2roOCS6SuoutkWtBSz5JQwMTtFXbGNHiNBrxKloAUQeEjXo2b3vbjx17/jvp/8iB/fdhvBYIDddpnE7x77Hc1SwXb7aCd3YB0QdrMEi1nqyv5vRw7/J+cTADoLjBu2BBeVVyr3gMo9mPPxW8zfMpSxs59h1JYhvD76ckYXV/CbV6PoPdO5a9zFXKJfzxZtCHsteYP31h3CITPnUbWlyM9HX8ZQey3ffbwJpfT7nPmNi+h0v80GYyR7r3qNP5eMpPC9OA1t3awbcS61jVs4+97VDN/vbC6fdRubi19nQ2A8w81X+MPaA6k48S7ShXLWDfka5cPa+e6LNvWHn881u/+QaP4MFoemsu+Geby98uucO/l3pByD3427hJjspe35Vzl/j/UoisePsqfwUWQGw1tepbN6V07hXl5rNlg39UpMWeBJPc2cWY+g6xbLU99kUXwOe7e+ilpVzZe5m/da/8Dbu/oZmxfc/QrrT3mQ0mA3wd6LmF+yN3M73sAtH8nx3ME77T/mufG/AuCGu0OMOKzI0FyWqypn8lzFAczpfotiyRTO825m7FOn8vt9XwXg24+P5MvTNlHvZfhh6SyerDmUWcl3ycdm8VWuZ9SzZ/GruS9gC5NzXxzLSY2rqA5k+VlsBg83HM2u6Q/JRvbje1zBqHlf5Yg5T5ERMU5bN5ZrY4uoKMnxW2M69w49gcm5BSSDB3MJ32H3d97m4t0eoUup4NTW0Vwv36ekJs8jyhR+OfV0xhWWYhT35Fuxqxn9/g/5yvT7aVHrOHnZEwxJ3E9Fl8WHPdO5Z8w5jLBWMyf3Fq+H5vKbj6/kmqnHsVEfzgkrnmJoyb1Eum2WtU/mtxMupMHZyLyuY1hbWYfw8owcvYnVk4Zx7OqlHAmUrjyeFVYl9+wyhyq3mTc7DmdL2RBem5fhx3tuZGlwIkeve5ZxJRsoX3sUm3uHcc+smZR4XXzQcjAraobx3rwMP9tjDR+Hd+Hwjc8xjtWUrj+EjdnpZPaKkjISWJYgbwQYm3bpjBTI6mHidoogBVQrirQidEWCgKRgRcgZQUZnXLpCeTJ6hOi2tsU4XdE+ud5imKwZYmTGpTuYI21GiTppgrKA5oRR8qV0xfy9jV0Ikg5EGJF16TVzJM0oETdDUBZRnQB6vpL1MX+u60yqNEycxanHnsMpXzmZtB4nrcYJkSeTWw5AqzLMr4+SzVHQ/T1V1E6R1mME3RyBYh7H8p1ZbaIRV2gEs1nyfTVBolaKtBEj4OUxN67DLZd9tkNwVJ1wIUdWD6FJhxKrlw6zHNPJU3Qla9au5qxTDoG6GlIYePksa9at5/Azv0w8btIaKKfgFbFyCg1sIFy0aTEasESASCFDRo+Qdm2OPv5Y6hcuYfXSxSzLOTTIjYRti3a9nh4pwNA4+pzzef3Jx7Adi45C6jNJk/8r+FvnlH/mfKLg4QRMOrUoIS9LZ0ZH9EpEDEDFRSORzZJ0PBQtSUTXSeoJAjJHsddfm4qYhoLAwSCRy5C0DYSWJqar9OoJTFnASvtrChnT0SOSbgzsdIqMFUBoGUo0SZdRhiGL2CIIkSDrNZOhEydw4Cln8M1TTqQp6bCxtYdgWZhOsxwdC6fXjy6XUZUALgURJFHopaIYQpMqvWaSNrMULVKD05fyv8aBoLTIixDxQpLqYDmqolMkSWeoFAUXD5UMINw8QemRU8LEC0lqMgZCNeg2u1m7cSOHn3UWuco6ckCnU2Dd+g0c9uWz0ctLiDR3YgGdFQbdhMGDKamVtBpltOkxIp5FGo2jTjyOSe+/zYIla+hIbqYr1AjAhMxqIp6JFi7l5LPP5M/PPE/Bc1G6VlLo0elKQGfUDzgdk1xPWg/RZJYTtrJ0SJU/Nq/lrqePZPWTVTx4kMqv978HW5j8ad6FbErU8/XRX+eQjld5pupIZqbf46kXTmDNM5XkDZUTrr+bjCjj3te/i6m4nDDtVo5ofZ4nqw9javZjnnvheNY9V0HO0Tj1h3fQpVRwxxvX0ui08fXpdzK1eRkvSoXxhU3Me+4wNrxURr7T5NSf3UqLWscNi29lenYlB+z2K/ZufpNXa/dgRKiVLwSWcfp7cbp+djdf+ekNbNSHcdL7j9OpDOeFsRPZs/ltXq/dnQannUN+9zzHPPoYmutyzu1Xs9ocw3GrniBvD+HpCVPYveUD3q6ZQZXbzFFPP8F3+CVh8pw/606WBSZy9LpnEJlq/jh5GtPaFjK/agolXg/H3/kUF/MbSkhx0fTbWRDehcM3Pkuou4yHdpnJxI6VLKkYQ0jmOe2Xd3MB91FJFxfvegsfRGdycNPzlLVEuX/6bIb3bGBdyVA06XHWM7/ibB6kjja+NeVG3knszhdaX6Juk8k9M/egMt1Be9T33Z3z1O2cefqZDBs2jEveeZzXy+ayT8dfGL5W8Jvd9iJo5frH/j/9+RXU2RFcmebaj1/n5bL9mN37HO8kZg+851LiCZVLVl7MlJIPALi/81yeqziA6ekX+TA6IAMYlAXyIsRFy65kt/LXAPhD+1d4pupgpmbn06INYd6HX+ZnQ8/kTzV7k1RKOHvpDznZeZya9YLrRlzCvJq9mJBfzNKuSXz0zpe4r/4Y/li7D+1qNWcs+zWniocZvSrPtSOv4ZXauYxWKzlg2Lk0mxU8vj5PvdPBFm0IJy29n0NqfKnuu1u+yWu1cxhqr2VD94A/cZi1mfXGSI5b8iA/PeXav3ss/Lz49JzN/6OQWZfdKg9jSmSv/3RXduJ/FFJKvIKDm7YGpVqn32wi9epm7NYsCEHisBFoZYFBJAaAVhlCrw73FwwDn4QITqnAHJEYZBudW0/8kGFoZQPkhtEYo/wrE0lsU/MDoPKcydTdsAfBsQNpmuaQGJUXTKX0S4PlbyK71RI/YGi/NBeAEtIJjC7BqBuscfp/ocC5mjCJ7T+E6N71g47HDxpK5cW7EpoyQGTp5UFqr9iNqq8Nls+KzKqh5KhRBD5xD3fi70dnZyeu61JVVTXoeFVVFa2trTv8zI033kg8Hu//aWho2KHdX4dLbTbDge5fmFBY/3e28d8DZ0ycf1SOsNTahlAV/3jMxpqnqml5P/EPt/OvQiD75n+6C/8QhPzfH7s/iWghy9lnnMXqd5eyoKONB+a9xq67TuPzFNaOl5Zy609vZ9Om+bS1fcBLb7zIngcOaCDvf8SRPP7ehyzuaOEvS1ZwzoXnD/q8rutceNllvLhoIfkNH/DiyrX87P57GDVhIgCJeJTmjk3M2mOP/s/EEglk00fMmLvn5/6OX/zSsTz52ku809zOByuW8vBvf8rI0f88jeL/Vfxn5xOoTTpMdhczpbiMEtnz1z/wN0KKHY/w3fFPkeTZ+kpssxZ1tb9CrG2jie9pZZ9tu027Uol+hiGfKkHkdizfQbs7bkLvi0AehE9Zv+7Q9lPGiB23+yl9YEcyE3/vOPzX5+tXC19kgxiB6rRv97cV+R1fqNLmb2zXdov9+dwJih2hzf783yft/g3f/d+mm/H5+7T3fvvx1Suu4rCDDh/8BzuIkanDyFYPOhx2JAlLIhBYxSK3XHUtI0ZMoqJiGlOnHsLj993X1wXBh2++wcn77Mm4ukb2Hz2cH119LY4z8Kx5nsdvfnQL++w6jVlVZRw9Zw7PPP1nAJo2bmJqPEx3dy/nXHw1E+IlPPn7+xlZXklvdxdXXngB1VXDePL39//V73jHtd/hvDNPoG7oQMCYkGBa/t41GA5z3a03c8wZZ1JbUeJnoewE8LfPKf/M+UR6Dtp/6a3Y4wsHcPH3L2ffww7/68afQLFY5LIbrmTa1JnMqCjhoKm78Kf77u3/+/tvvsXJ++zJmNqhDJ0+nstvvArPGRh3t743B03elUk1QzhuziyefcqXPtqweSMNlSPo7e7iqgsvYGo8zJO/v5+piTJ6uru5+sLzGV5Ww/3bStp9Cr57862cdtaZDG+s2+Hfw+EQl9/2Y0447RTKPvF8/DdCIugQ1bj8/UGuhQ/u/if26H8fUkBF+KB/2/kqrG4+iE/8p7f7syEn8XjVf38d8Z3yXJ9Ax/J1bPzlW3iKx8zbTv8X9HAn/pew5oN38TyXoVN2xQgMjpqRtkvn/ctx2nNEZtcS3ct3qHsFh+ar/QiSuuvn9NcPab9rEdb6JIkjRhCZ7evCS8cDVfyfIB524r8D/0up783NzdTV1fH2228ze/ZA5MUll1zCa6+9xnvvvbfdZ3YUydXQ0PA3X4+Pn3yMJ6PP8kvxNSbKBXz5sQ8Yde4pmPEKpOcRkpJiIckzt99EoehxwIwEY066CTeb8iMOVZVgtBIcC821yGe6sYoWWixKNFZGWFXAztJbLFJEJRAsw7OKhIRNvpjEch1CgTDRaAmGEDh2jq5slqf/8gJd7Um+uN/+NNZWkbOSFIpFTC1ELF6Coeo4do7ufB5P0wiacbo2pfnoodXMiSr8zrPRJiY4Y4/hNMZN7GKRNW3dJC1BTSJOaTiMgkMq20PBtjBNk5wZZkkmh/Q8utrafHVZMw7BAI5tMStoEXUtgnqErkicxTmL4ytDbGrZAsIgGogRisRx7RyZfC+5fIagFqGxthZFUbHcIuuaNoIHUTPKW1s8bn5hMTOGaHxjzzqCmkldZS2KHsByi2xu2wKuJB6IY0ZLkdImk+uhmM1hahoN1Q0oeoC3nvgD77zwDMN2ncEeR51MIFqCdG2y+ST5XBpTUWmoqgfVwHItmto246ESNsMEoyWs6l7G8q7l1IpyRkYbaaiqQzWCSClpbm8ibzsEjSDhaAJFwMZHn2Jdw20ITxAxcgjNX57lHAPH0tFVC1X3fPkDT2BbBsIThI0sSr+tiWPpaIqDZjgIxS8MbtkBpFSIGFl8wS1B1tWwXR1VcTA0FwUF1/MoujpSKoT0DLpQEAjyrkLRNVAVd4e2Qc3XUVaVOmKJ71PXUIlhKChiYInpyQE9en9KE3jS32wBO7QVyL7jAtkn0fXvspVSgKcRzNaAAKM2gut5uK4HloeCQBgKqIpfD0SCqir99T88z8Nx/ZYVVcXp6MDLZlASCZRoDEVR+oscbrUFfOkLfB+g53caVVVQBUj8GiOu5/nSF4qCJy086SGEARIURaAqvjyXJyWubSEAVTdB+OWQPU/2aSkLVFUZsHUH2qXPie55Ek1V+4va7wj/F+RU/pPzCcD9N5/Nd2ZcCMCP330PU+mmcWo5TRuaWPrux9QPaUQ2jmfVpi1Ul1dyzHGHExIezZ09OJ6CVFSMgIHh2WhSIyfAkyqJRBmCDGFdpaWzG8v2QKgYhklQkwQUk6zrgRDEE6VIO4muKrR1dbN81WrefWcBI4Y1csCes9GkRtpxcD1JIlaGZycxAibd6SSuJ1EVjY2Lsix/o4kZZoCg6qHtW0vDrBHcuWYdv2/r4RhT47T6UnTNJBYMARLXlaQcC0+6VMZKUew8QkBXTy95xyFgBokEQ0jpUHRssq6NpmiUx0rBLuDg0pVK4ToOoVCUsBnEdm0KVoG07aGikIjEMBQXx8rTm0mBlAQjCcJmiGyhQLGQIeN4CMUkFoxgah6OkyeX9aWdQpESgkaQnkIW186TK4BQdWJmCJMiqbYtPHfXbWjhCMddcQsBq5eObJqs1MlZGoqik9AFYacHW9UoiCABQyEUThDuWU1LKskKbNan25gcn0s0HCcUNFjW/QFrexczPjaGqTUziIUjLGlp57H1v6SYfIv9EhA2iwQ0mw8zgo9SOqO0ANPjLqZhIYTktmYNz9I5vVxSEvBtX0upvNBjMEU3OKjUZt8lzQgBh5dXkXIDnF/hURMoENBt5vWaPNdjMj2gcFCp7beL5IrNQVTL4Jwqi8pAgaBu81rK4JmuIJNNweGlLkGzgEBy/ZYgxaLOWRUOdaE8Qd3m3bTOW+nhXDrm24weWkHA9MfLVkvgWQVKNTANA0WBnCfoLjgEpEuJoaDofpBGlyOQxQJR1a9bpSgCW0LOctE8l4AmELqBACwpkMU8qhCout4/lkvHwVNMv54LA/URpRRIKRBCooitHmiB2yc5ua1tIj6J+x/4CYceui+aE8TIV4IikOW+skVTskDcgqgUdOLxlQvOYOH8D7jimhvYZ9xUNmzZRKeT5LgjD2H5qtXsPmcvTjn6OL5y6qksam3me9+8mLPPPJVvXn4jZTGT666/jgcfuI9vXf89Rg0fwfx3V3H5d77BfQ//kYmzRtLZ1cFhsw/m2muu5uijj0YJamzoaOag2fvzze9eyqFHHEU0GkcJShCSoBqhLh7Cdlwk0J62cDyPEq8Hwyty5Y9/xV+ee4Gn571FQHGpVVM4qLihctrTFrbrcdnXziad7OWBBx+itPTTSdP/C/MJ/O1zyt8yn3ymPJeVpXNjE9FAdT9ZLqMuQrgITccRGgKJJlSU9qUIz8atGIer+O+J4jng2X5BcqGDlKgIVM+vD+iqJq70yT/Fc0DT/eOei5S+NJaiqCD89annub48l2WRTmfQdY1IJAQIwqEIjz36KEceeTieJ3H6bBECz5MkOwpYwiMYNUiENE455TTeffc9rr35ZmrHjKFz82ZkOsWXvvQlmppbmDRxIqeeegoXXHAha9as5txzz+O8c8/l8u9fBghuvvkWHnzwQW699RaGDR/Gm2++xcVfu5hn//wMc3afQ1t7K5MmT+WKK7/P8ccdTzgcJp1OM3nyFL5/xeUcd+yxlJWWEQgE8Dy37zqAqqh40perdT2fpFGF4Ac/uIGnnnqaDz54D9fzZe1Uofoye0LBlS5nn3U2yWSSJx7/I6DgeS6251JIJxESwokShFDJ5XNs2LCBRESnvrwSVAPbs9nY3oQiBIlA1F8zqgGS2V4sp0hAQm1ZBZoZRCLY1LEZz/UI6UEMTUPoIfJWnoKVQ3NdakrL+223dLbheQ4hLYhhmAgtSMG2KRYL4OapScTQzCAIhdbeJLZVJKCqGIaB0EL9ttKzqS0r6Ze8be3pxbYdTNXACBgoio5tO2QLOaTrUFuaQDM0hBD9tpqqEwyYKIrG2jPPJNfaStXVVzFszz3QTP/5a+no9PfRqk4wGEQzTGzHJZfP49gF6svL+m3be7rJZwt97QbRzD7bQh7HKlJTEscIBVC2sVWFSigURjMMHAnZXPZTbIuoQhmwXfs62bd+hlsyjvLDriEU9aW8epJJUskMqqISCofRdA3HccjmsuBKyssSBENBPK9ITzJFNldENwzCwa11Ch1S6SQA5YkYgaCfWbkj28KalTT95Vn06mqGHXMUpuHPn8lshnQmh64FCQfDID1sr0gyX0BRFCojIQKGhnRtOrI5MgWbkBYgEoqCU2TV2ptZ1/4K9TUnMGHUyYR1tc82T84SvqRZJI6URRzpkirk8DyP8miYcF+9n/Z0llze/lTbkliI8sTgepqfFzvluf4BROrLkfuF0PSd8lz/1yClpLC8GyWgYg5PAH4h9OTzGxCaQsk2mRmZd5sprk1SN3Vkf3FzL2fT/fBKEILyMybg5hyM2jDWxhRudkDHYytJAn6htK3/D030F5DB8WU7tN2JndiJvw3l5eWoqkpbW9ug421tbVRXV+/wM6ZpYprmP3zuLDpm1qQ2vJkKr4OuwnpOmjJ7O7v1o4fT3byekWVRysqqoayaHcfqjgD84o2um8Vxs7iOwHBdHKcX21mHoySJxaZSF526wxZKKiDAG2gyRU1NLeGSdsisxAwW8dwCuUKBvKLTUH861cbAONRY7eKstilZnuQl0qQW5zhr/1J+2JHinqZeStssej/upHFImoO/OBJLQoleTtOiNizHpnyc4Ced/kZP6QghsjZe3EaW+OPbz6JrKdGakaT4wDmTm1ry/Ki9yBcragkoCoYjMFI2uyVKOLBuKAB51+OR1m5MBUwliFE5DkMIUopCV7qbZLCMjBpn0sTZeFLSaTkYisBQFMbEa1A/QURXsH20lxEuIRLOEot3ogXWYlseUjromkv9qMP6yeyu7jfJ5dahmy5Suliei9XrUiFcKspcGhtPQe0rVt7R8SKp9GIAVA0sV2L1+uczHZ1YILddP0KaBZo16JiuQDBg78C2CFrfplpKQjmXQkAlYA4uYiuBkOKAPrhIuqaAOehcvoMkoEBAt/66reIghEQVsq+eyQDUbQiJrb3wfVLbx+7syFYI+uuQ/DtshZAo0ieNHnz8D3z10m9u+7E+I2hsbGTp0qVIx8NNWni6gho1fKJjG57By6aQeQvN7EUkooCN69qonetRhIKu+JIuKBqKaoKi4ekmRVHE8zws6aE4lu/gEBIPCUYppjmQyXjQQQfxxhtvfOIr+vfhsku/x2Xfv3K779l/bQBHeFhSYnt9P33/rtfEPxA/+L+B/+R8AlCwggyTa5AoFHLtRCeUM/3Aswm/+Spr5n1IuqmTXQ6czPpNrdTW1FFbORSARMVnt+vDH+/j8fq/Ygd+KXHftrezgCkWEwvFGDJ8wg5s/Vp/lVsvj+cxuiHHpIn1tP5mLZWegqZXUSJz1MsMQlGxaoczelQDWDnY9Lb/ro3an0og67q0rnwFrXMVlcN2Y+gYP2N3ddtGci9chq3ovLLnLRSER9GTTHn7NwxveZvY9NMYs+txfh+yXfDQiYCArzw/0NXXb4XFj8H0L1M765y+i56Cn8/236GLF4DWdy9fuRHe/TnMPBv263unXAeuK6cKCd/dAEFfK5xXb4JXb6Q4/nhesFQ0VVBXNxSuLafMs+EbyyDeN/+89VN48QqYciIc9cuBvt2/J4lCknFjDoYT/+Afe+H70LaMSXtdAjOP8Y+1Loanv8aesVr2PObXvDzPXzeMXpMhnrIpawwzvVYCFuGsw/ilaTJhjUvGRAF/Lhi2IUss7VBaF2SvRhfIE8g5xHJ+FsP3J+UpakV0Afu+1elnFcwsYd9EESmhoTnP8I052ipMLhnm4kgo0yS7z+9BdSWZCQkqqh2iqmR0b4Ghm3J0l+gcWCUpeIKasMOs5Ul0R7JpWIKxkQKa4mG4HuG8xFUFqqIy5u59AbC+/CQikCCnqZQt+D1V796NPfFQ5J7fwVMEtlAZ9ZuDUZwChdMfRkRryKsK2sLHqXnzJ9hjv4D7hSvwBLRJleG/PQat0EvulPugdChZRcFe/Bfykw6nUvXYWiIriYIrJWHFw0AiPHAF2IAiXDQBih8VgNdHvmjSI5p38EQWtdwPtFMMDbrWMNzO4AaH4UmdVPN6nnv6CV78wy/Yd+/ZOE41w4cNx6iNQNdaHvndL6mvreOnN/4U3Cwz952N1bSM797wU6762rVku3PcfPMtPP7H31E/3X8vvz1jP1YsnM+TD/+eyXtcQXlVCYqikCgpZUjjULryXZQoYRRFMKyuhhkTfY34ld0rcTyHhlgpiqpjqjq2a1OZMAhoASABQCgUQtcUhlVEUISC5cUpuh6WdAlEA6gSXCOArQfwIv9/kx3/LPytc8o/bT65oZZyIHnSR30Fz0G883P0d2+GXU6Dg28BO0cum8e47xCEU8A97wX0sjEoSgDl/fsRz18Gk47FOObXA+3ePBFyXWgXvOsXdgaYfw9MO+NTu7LtGslx3H6CIRQcUK1QNQ1VM1CBbQXApSdJSZukIkhmXDpWbeDRRx/jhRdeYMS03Um7HjUjxmCqCt0o3H333dTVN/CTO35Oi+MwbdQYLr78Cm664nLO+N7lWLbNTT/8IY8++xyH7DUXgPHjxvPy229z+113MXS3WYjyMhACPVaKWVmDqggaS8sQQlBRXkmstgEbcAGhqvSt6pBCoAow+oJiOtIFHE9iS58A0o0AOvQpkPgBPUIIdHzJNiEEUriAA4pEVzwyhRQISa4XNCPgB8IIiVRX0JJe2FfM3CVg+HuTrO1SVXU4gUAlZRWVJJMfcd/iX7BoZQt7Vwxnt4qh+CFFkowNdeVHEep7PtLpZXR0vsKW5La5dgIhVApSIxLZj3DYn+/z+c309C6iy9IQtooQGrquYhg6QqiEImMwHzwJNr6Fe8A1ZCftT1FY2B0b0de/Q1n5SOTIfRFCQ9MiqLYFeoJypRQpPYRQ+/dftaHts1BLTYNQKon2q19hlZag77YbAOVCJb9qNVpZGWppKVppKUpJjLLS+HZtVFbUwA7WTmV8ftvSxPZ926GtaVHa9TakF8PjK8CMghmlxIxSMu4wGOHPdeR7YNMblPb9nWyK7IcSJyOITqqkrL58u+zYRGz7PiT0EKGOJqymJqzmZuymJgpLlxFYvJjQ9OmEz/zywHcwQyQSRVw3i/QKmAH/eagA2tufI5lL0p3a6pNI47pZet0sxWI9I0Z8mxHaEVTVjiKRmE48PlD7uX77y9jf7idRH/oEwS4lZDuo0HSeaGmlvbudc6b+faTJ34KdpMknEIzGmHH4Mf/pbvxPo7guSc/jq9GrQ5SdMlCro+dPq7Fbc8QPbOwnLezWbH/B8G1Ji/T/Y++8wyQryjX+qxM6h5npnpw25xxZYGHJGYElCUhSEAETQa6oKAbEi4qiqFdU9IqoKEkySFhgycsGNueZnZ0ceqZzn1D3j9PbM72zJIle552nn56uU6dOPlX1vd/3fstaMDqS+BdW4250Bl9mLEviuRYUn07osMEcFKk1XZjdaTwTywrSUXbKILW6C+FS8c91wh57/7KJ9OouwsePwVUfQugKMmeReq0D4VKLtp9rSZB+oxu9JoA3P0+UliSzqa/Qm2hhN6EjR+GdFkUNDSHhVEHtdw4ArTiCJHBALYED9h2mOYIRjODdw+VyMXfuXJ588klOOukkwPHofvLJJ7n88ss/0G0bJWU8Yh1Eq6inVa3nwNFBUqs78U6JIvRBMrRHD7EzPJ2XxUrqV1+IbRtIaea/DVTVz9w5dxbqr1hxOv0DK/e5zbLSA7GsFMHgZAbia9my+buDC4UAKUkkRgNuVFWlvf1+2tr+NqydnTtvZVTj5xg79ioATLMDu+TzwHc5WygY+1cQ1NrYNJAgJxW6MgaaIthumtzc5Ez+xnrdJNe2E0sZfHWyh8PKQqhCsnP3bpo3QUVjjMaSThRs4rsf4MQnrkQVNpOO7wMEccvm7jWtKD1Z7DI3dqWXRKadhZpkY6dEC47nmk27BgeIOcv5X3MmIEuOiPBfNaXkcj2s7VY5dtPOomNU86fk/EoX51e5qXY57+OUVk9bNodfVelyr6N+aSeCh1nzxoNF61dUHIMQzvStre3vdHQ88Kb3wlbGccemuzhq1FHMEetobf3rPutVynPftI13i2DcZMb6ATxZm1dnhRkI6W+/0giGwdYyZEI7OfLk2aw6ZlWh3IznkDkLNajj9jvGL2na2CkDkSdNCnX7MnmZTQ3IgZkhmdwMOEa1gLRB2gxyTFkgT3J5SzHUOABCSnzJYvkeSQpEGygahGr5zW9+Qzqddgy42X4QKjLRAdLGVzeZ/nQcQyrkhEIOBV0Iaj2D+7o9lcXcRwC6YWu4/sN9OD7K/gRgU3U1O4QzDn1pSicnuBRI9VLedDcLI8283NNQSALd2Pss3PsETDkJJuYl4pLd8Lfznf/PH/I+e/oGWPknOP1/oW6uU9a1Cf55PQTK4YSfFtdtWwP7Xw6jDkRKSQXdHLH9O3DHX+Gcuwfr3n0RbHkMjv4BzPqkU9a5npdv/QyfNL5Bg6JwJ04ibh77Guevu4ctYz9Pd54YJ9EBdywFVwDrqy0kLZsFL67nunW/5az2h2k98Kt46x3S5KWuTj617UGSipdv1HypsAs/3v0GR7Q/x33bZ3PSnNPZnsqyq7uXg3e9jETwUiyBJgSaENT37ibatcHZLhA3LQayJrUDLQCYloW2Z9ZsZSE7AMYQ0lkoFNjUoc+QKH5w7LyXMZrbsbIPlSvSveCLgF6cRxB/Ocz7NBx09WBZywqHVJo7RBUhG4em5RAZh9U/6JHuTVuEEhb60JyFNoQSFppZ/LwHEybRPoPO8kHjrGY5dbK6QGgCd/6QhO2one2JFhQCVFuimxLFlpRpg217sjaaJSlXJQGvsx+6YRNIWSR9KvsHBt9toYSJOyeZopqMChl4FOf9p9kSCVS4BttVTYlqSoK6RFGdciFBNyWmCmUeWTDy6YaNmrNxeQRSGazrydqYikAdMlVz5Wy0jE0yH90i8+fMn7awFGjVFQwpcAtJOH9sPW6VDqmgC0mtYuNPW5iKYLdr0Nyi2hIUiw6zi75sH1E7SoV0tiA8Js25bv654ilUVeXg/eehKCaZqCSVS+DL2oR0Hxu2t7Df/HlkZBxDy6ErEQ5YcjiJr91IS9tu4qkEqVSKpacOGr/AyaExe/ZsRodGYe8l/ezX/VT7qx0v/iEIuUJY0kITGqYt6Ux10pfpRghBNDAeQ0pMKenN9JE1s2TMDD7dx+6MQTw3gGp2IhUPllZNzpaYEgZyA0RdexnC/gPxUfcpWSWLIdKEpBfUIde9ZwvSNhkgiid/R/QPSITag6oa+LIdeADTSoEZR9PeRj7xHULXdXw+HZfLGVPZtuOUk8v1ksm0IYSCorgRwpW3n6ioqkBFEEawbMXrqKrKQQcdzKauFAKwXQppy8atCNasXc/kmXPpSmTpz5M1E+YvIJlIsHXDNhJWmnQqxenHHeMQHTgmnWwux6QZM4lbKlg2toR+06QtaxDSFMK6VtjP5nSWN5Pw86uCcfnxopHrpEcvpc+yyNg2bwzEnShsnAg1v+6hwbvnPGRJWzmakv355fl6YR8CSTpp4OpJYFgW6WQvK3ruIW33oJPDhZH/zqJjsDA4G4/HMV4PDLzBq23PszKlUWFuoSrpEOMJC77Z6qXG/xD/OOUxNEUjHl/Hy5t/ig1ENYm21yF6PHX4/WPy7a5mw4Zr3vQ6T5n831TnDeEDZSFef/UTAFS3Z5iyOUF3mc7qTseqPnHC9dTdezP0bCV+2o94teP7AIQHLOraMsRDHlrrSxBCY/ToL1KfayA4zkVuo012wwY2rLwGW4QQiob2YhzPL3bvfdOhloQw/VnscyYg5lQhhI7ozMCaHkTATbBqFmW1B6EEg9geaBu4H8XtQSgOIeR8VBSh4fePJxyeXbhuPT3P5UkebfA7v55Lj+D11kE0L4Gfy/ffQ5Dy6mTKvLhcUQK9MbjrU8XLczeQtWegLb+G5FQv8Zr5qJ0hxIY6RPeriK67ySWzBKaquEa7kJpCaqtJ771Z9gXTfJWW28dgYSExsaVFf1DDk5PUDPhxn/sCvHgrIMk0345tZx2iM/9JhzS6om6CwWmMrb2IyLI/EbFNsF8A2wTbAstw/h97CBzwxfyxJ+G3R+XrGFiWiWVmkWYWrCyrag7l+hnX0ZLJ8fqCCWg/HA/ASUC7uxxmbX3T++39wghp8jGB0Z7EzpjoFT4Un2PcsFMGudYEQlcLxABAtmkAO2mg1wbQws6g1koaZLfFELqCd/LgQCSztQ8rlsXVGCokAreSBuk1XQhdwT9v0JMhvbEXszOFe2xJEbmQeLEN7/Qo+pBk4JmtfciMhXtsCYo331m0Jkiv60Er8xSICIC+e7Zg9mUoOWEseoUPO2dhdqcRnmK/RaMtSa45jp0e1GS1kgaZjb3DEpFntvSR3RrDM74U8ufGjudILG918ksMJU1WdZFZ34Pi1wvHZcVzxO7fhuLXCvvqm1OB1Z8ltbIT/9xKhK44BMzRoxBqce/gm1WOqzZAW/82WpdvZ8zcBegeF6WnTijqK4UiCsnaC2VCgD4itzWCEXwYuOKKKzjvvPOYN28eCxYs4Cc/+QnJZJILLrjgA91uTvSiMDgpHWXX0nvXZmqvH9SHl6aN5VIBm4RI0NOzdlg7mlbskafio+QPKnZIkDrNh6r60bQAwWvbUbpep/zOrwBgGgPE+l8tWjeVCpHNjnLaUVXCoZlYVgpVcaOoHvr6XiGVcgYepjUYmSCEBtJ5X5/uyrLdfxrrV8NplDJWLKJq8ZdpWzQKw7JxqQJVZikRKTzzm9ne+irTs5LPznO0an/Zupw7XRYnR1ezpKQLTQuSMhchUTClwq+nV/Js0s267b/ipb5StjQ30ii2MK6ilWjnBl7teI2Lnvgp0MlhSydguxR6+t+gZQOk2nX8Ey30Ro2SzHK2bXiYr//9fPrlDJhbUiBYRF8WmbOxgzq/aYfytq8xVa5BUdy0THiWr2x2jGS4T8IZkoEuDTwix1W+h5nvaiKTjPNcT4o/xjII4xOo3kV4hIVXWHiFjVexWeTpoE5Pc3/XGlZ2rqTMP5bGxsWoVSV4MPnTzpdo8AU5onIMXlXHWP/+qaVmkir9CTeKO0MuT9JVdmYJDxh0l7noLXOsQ8KWVHZlsVRBV8RVOEe6YaNYEkNXsNWR/ioQ8hAJSix9D/mkgm2juyLorhIAbGFgeROATTbZWjCc6ulyhK0h8+8D6QmiWCZ6KoqtZUj6exHSkUxzZXKOnIWnBKG5EJoXt+oFFISUyEwHjqaZ45HpBOpYYFnEs0lkpBy/gGphQvcmZ1cjezyw4tDnEDAdehn97nLcigAzC92bQSiM3yNVJpT8R2C6w7iUveQ9/kPxUfUnQJEhXiAZN3cBZGJEt/wvC6IKL/c00LztQcBNMPYy7N4A0fGDpIm0Yedzg23tIZx7d8BAC8R2DpImmX7Y9BCUNBbvQ8ursO0pmHpSvhmJikVpphk69xLIN1JOO8aQ6LmhVunCYUnwlpD2lGEounNPAug+2ssm02zpnPjM6kL91cGJVNkpxpSOKZRVllbxhxlXg+rm5IoSXIqCWxG0q2ewcsrhHDveSXZ6f2cfN2/r47Cp38FG4bGVgxPtsfoh/GbpUUyunQjAnW09XL9lF9Pn/A82CuuWb6DR50UTgnLPUfz8ojOoKXG8Lv/a1suDnX1c/pnXWVASQnhKBg/wwC/D/l9Ak/CZJTGEkp/7XLuX8QacyJUFFw0v//yK4WWLr4DkuVAze7AsOhFO+wO4Axjd6ULx9lE+dtVKkv7BeVfKq/DG5CB7p67aVeuls9xN/xCiPeNRWT8+gGpL5JBcM8v3KwMpybkGy3ZXeeiKuDD36jdWzAwjpCTrHiSRuqIukn610EftwfoJQRRbkvYMlluqIK2KQtTGwOefAECXTr9lK2DNOwtjzukoUkFDQQpwC4h/znFqcNk6FgJdAXv2KQzMPAFVCqQtsIWgXJOkLnIcSTyWhmkLvAoo04/BrUrIR5PYQhBQwZQSfY+8UX4/nSjL4nOazS/sk4Kkx5ElktIezGtZ2ghSYgvIpNoRe+aI1TNB10kl2+nJ9YIqCIWqweUHVaHFF3NWFyr4nbHlQEmGzbHtADxw7z+oCpXnCX4XasDlRCsIN0ZPsijI06N50JLOwSQSSZpTCWyh0+ircgi4hE2LnqPfcqEKjYhZCrEsA25BTnFMuQKByElsLFyKQMufG00olLk0fKqCpSgERsYUBXwkfcq1rfS2NGG6w6jY2MkuxEGfh4O/iLQV7IEYQkniQaH7/OVYlkRqHjAUDMNLZtyF6BNOx+3J4DKTBdLE/sLrpFJNKG43Ir0bRdEQU45BmHEUoSGEjqIMmh6llEXOo0Jk0LQ+PJ7S/G+nrmnGyeW6i49BgirchMtGEYjlsG2JNx+Fk+raSKkniiFVgmocLWGg5ywU20ZVBLqqUCn78HX2k+jJ546xJa6k806+5xe3Eh0zgTbppsSnoylxSvvS1O3eyfZgDQKJW2aoHOgkmDbo94ewJSRyOl7SRLpjSASd/lJsoYBb4DYMApZNVtpkVBe6piP3jOsAGxV7SDyvbg+dDwhMNOLsO0LL5bcIiQQynQJb8EfrQtYqZfusG32+m6++9GXCldUEazM0Bz6H5o3xlHcsL7qq8QoTkd2GxS/oNky0/PXy+cdwb3Y6G/q2clD1fA6rmoJPGCh2ivWxnfhSaSry19PlihKJHIy0LccJUJpI6fwvpYWul8Ipt8Guz2D7crh7qpDSwvTH6aiEREBDUVxIaSGECqle5xK5BmXw/UmDqo40mmHSXO2cN2kb8OCXiLq3o1z/JTZuuZNsZQuRnVmmbooTU1y0jC5DSQi0pJvycd1oHpuejSmsLp1Y98uInSalMQN7p4ryv34kMMByUr6fghRYWQVpC/rONUnv54x5XNsEwYdUbDd4w6NIRueheNzYqkVL55/JzLYxGpzrqfaAe6PTr5WUzKe65lQArFHfZvemnyDqTNQSh4RXuwWJu+8me999+F2jKRPjsbeOw0rlMNMpSicl8VQuQxO7MXubaf92GliFVj0L78JLsXKjSK1yyBG/r5e0cg2mXYc/90sINZOtEKhV1VSMOhJ9089x+w18FTlEU/E901Llobozg2onYM1f4fkfA9DAcPRPXEDJuE/i9lQ75MjqO/dRy0HaV8Gavjhb+uMcq+co63ijsGwPCbMH3ckYrw84Y8kff/0rXOVx5JYNoaGqHiwphylIvN8YIU32gpHL0nHL65CVVH1uDlrZ+z9RzDYNYHal0Wv8TqgtDrGQa44T+dQUvFMd0iPXmqT7N2vRKn1UfXluYf2Bx3eS3dZP2ZkT0WY5A3azJ03vnRtRyzxFpElieSuZDb2UnjK+QJrYewiDgF5EmqRWdjqRFieMGUKamAw80URqVSdVV84r1O27azPWQI6Ky2cVSAGjLUn8yWbcE0qLSJPsjn7MrjR2IgcVPtwNQco/OwPhKiZNwseMxk4auOoHSQa93EfpqeMR7uJb1b+gCs/4EvSaIYnIgy6CS+oQnuK6nvElqH69iPQRbhXvtEhRu96JZXgnFncyilcjtKQ40ZptW5hlNnHiPHzrzZhGjk/f8htKKqvwz/v4J+sawQj+k3DGGWfQ1dXFddddR3t7O7NmzeLRRx8dlnjx/UY04uKoV+/i5pemU15yFFDC7rIBVj36MBUuF2NrarBfMlnUtZCc/QZVZacwTrUQio4+sRFF6AihYe+OkXrtNfTaWvTqasbZF9Py8qtoFRXM/9mywva2qkdh5JqRubwM1uo+JgxcijJjLFrAmUi0vb6dtp2rSPu8PPPMvWSzPqqrj6KuvYOygJ8xR12J7UlhWSnoSNH/0EPoFRV4581lVOXPsWIrya74FZHVGv1X+IjYKb489QSyP/wFieXPET9VkJjVj23n0HYLoj/WWByCrm8Oykid+NRalvzjAaqmXk9pXi4lu30Hjz17DlaojN5Vv2KqnWZKpJUD1j2LvjFNbyBCnS8BSFKxMVy28V4G1BDXzTkGXVV4Y+1P+KYcy+uM52zvwxzkfgPTTLAjG2Zt9zi8epbyZzsZyJpcOue3vNCygNUd06mb0E3pqCxRJU0sU8/Vz1xJ4PnXqTq0lpRtkTBNRFMKJZbDqvYSr/Azcfw1TAn6ufXOx/jn1i2sPOQgEKVAKezx3FSdaJfZdQ2MioRZuH4Fu1wqiadi/EFZxwOLj0Qxu4h0/ZmFG0HrizD9mKOo4jU2ZRQyScFBfxRoFvR82SwkLg4+qOJ/QqHnSybG6LxBfoeg7NcaVomk+5pBh4PQX3R6N5eya7FF5kDHg7c0lqO2PUvOpRRIE82UTN2UAODJxYNjh1HNKRp2Z9hZ52XbGKefVSzJAa/0YgvBi/NLC2RKTVuGqs4MHeVu2oao+3gyFgjIuhRkfjCrWhLNkliKwBziqqYbzrkzNVGoq9gS1ZbYQmANMbJoppMnxFT3qmtJbGUfdeWQdm1QU453sh2QmHkJTLUXlIRwNLarbOy80Uo1HS9lSwWRTWIK1dH0tiT+tIVkwInyUDRUQMqsoxGeFYW2TXcHiqWhpByvSaFoqEYQIcHKChKJwXFI2FWHaRu4SgK4fT7H2zERJ9kfQygKihJFqEpersGxe/cKiWrlSOAmnTNxK4JqtwKeMEibtGmCdKbkipQo0sar6dR4dHQhsK0cWBaKMNlj0jZl/rxg43H7QPkPDzPJ46PqTwD+rCzG89hu5qFydfB1Mrf9g61WHxXTaxgYP4EZhx1BJpwE0mxX6hg18UCENgalpwe1pAThCcPS34K6V9TZtKWOp2PFYOQ3paPh+J8499BQLPycE71SN79Q1EsJzzV+icWHHlVc9+gb4fBvQWCI4GRkLPOvfYI1lsKW7zpEgLSB42+m6ZAbePaNHXy/Ii9rFazkd8fdwy3NxUnKs3Mu5NDJxdP1I2vr4ZSvYxoWR+9O0tUcp7NpgK7mGl7rLsNzWoTJ1VDh0pkSLmFX6ChMKRkvZcFTPukaizFqNASduYKCwKVqrA9Nxsgbt3eknWd4C15yZWMgrxH+QizBE71xnugFhThetQ2vouBVFY6MhPjehDpUIFReycXrmnB3pvCpznJfvp5PVRjtdXNYZNAwtqI/iUsRRfW8eUJIjN9H4lR/pEBosS1WKI4Hh0caWppSFE2yB32lw4ktU1doqx4+H87tI/zM1BVMfXh5IjDc5JB1q2Tdw4X/9vRPUOj+kIrAGOpwpuc9toeuqOqg6thAkZhkvu5eApOgajgCZMPrZoacMj1vLrFUQdLv/B8YwjikvWq+HtTkyy0EA/ljLs3fP34FrHy/V+GtpNxX4RiN84ZJRdo0hBo4aN5B2LbNsmXLOPzwwwnojuSVT3PuzcmTJ3P33/5GMGkjdEeDf/ny5QSDQUY3jMYT8OB2u9nV2sLiBQeAZaP4dJT8/Ng2LFD2YWDK59XKSY0+UwEsLM3GThogQIu4URU3mruBUNZCsyX4ddAVgu5SXIoLtc/GcmWprfBR444iiWB1Z5B9Bm4JGUVQ5h6R59qDj6RPcfkRHp2gKRC2iTRS2P19WN4SQMPKBRB6iHDUg7QspJQYKdPJp2BlsG0N3RXFpSmoaS+mlaM30YcqJFL68eacMWPG3YeQJiIlEdKHbkfQPD4Un0JuoI9Uphc3URQUMq44Ip1Bs3MkE7vR7FJHhxZQYyp6lwtRUga2jekaQOnOIdI5KImh4kUFJsyowLZtXnjsZRaf5kgy7RnzKSnB9AnjuPeRR6gIukn1x1GyJq+++hqBYIB5kyJII4Db7aJldysHHnEUNb4wPpdGSBdkNm4Ey8aVf37LXC5KhcDOZpFuE5AgXIzzBcmmHCJGuiLYwIRSD0pPEqu7l2y2hCYlQIk3xKSwRtlAP+5cDld/GkOoqDqU2jlKrByJVIZOXMSzCooUlBkGqq6RsZ18gLpLQSoCl9AI+P2IVBpvKkO9KonbChnbJmNLUrkcRp6sV7I52rdtoX3bFgA6z76K3mCJc64KL9MoSs14Iplunvnf2/AGw3hDIbbmKrBFCw8Y+3N3j2MT1LLbKO24j9/s2snKmuNASkrCC7gsvpn2TJzykrmUeqsIqCp+TcGvKqxJa1wU9cCYg4kAZYEDydoSr6pgawrlqsooVRk0gl91GqT7CLn9HDTqeKQ0oWMdRu0zhIKVLJp8JLY0cekRiD4GqpvQ/icx+ZBjkdLEte5R1A23EKifRvUfrsGWBgH/BPy/PQPRtwPXedfT0b+b+nHl+Po2Uv4uoY34AAEAAElEQVTKH0n7qmhe0IBMZlEyGvWT1uEJpmh+NkKy1U1Jzf7UiBy1Lz9D2vaxe+OenqoZ9+w3cAVMetYHCfa40EbVooxSqGjajdkFyT/tefeuZKDqRVS3TarLhZ7ykDwvjDnDgzedRaQsXE/F8+PyZvqVJqd3sQFcNB1Wi3m8jSK3oW+tQ31mC4Rd2KEYdv/TaF6InHoECTaSGj0B0TweskEy86dTctZ+WFWT0HfXYdyrIqbMpGz+a2QzbSAlZqwKRTHQvQNUjVuMNC3M/t3kRh+LOn0Dtm1jWRYefxDN5Ywj0skEvdlSuleXYGRjbE7fTVXJMVimzS7Ny0DdOBIuLx0mtOYstmi1rFi1DYCtd/w30+Q0bClYNWkeaybOI+j2Uu714c9k6Vy5khMf/zOl/T3Q18XN9oGQz210xEWXU/4h5H4eIU32wkBXJ5mOATyqD2k4hgaZZ3vFnoSdGROjPQmKwN0w2PGn1/Vg9qbxTChFr3Q6DLM3w8BTzYSPHoUacG771IoOkq+0EzqisUCaqGE3WsRwkormobhV9CofaqQ4wbhW4UPm7EJECoDi0XCPCaMEiwe7rtqAk0Q0PFguPJpDGOxFLrhHhRCqKJArAFbKeYPqe0V66HVB1KRRlHNDr/Dh368avbK4bujIUUjDQsu3q/h03KOHi9ntq0wNuYqInT3wzRiueqeVuAkfPXpY+Z6k6sV1PUXSYHtgmSbJWC/xnh4Svd1MWHgAIm8sWP7XP7Ju2VMk+nqQdrFHnfIWCVJHMIIRfLS4/PLLP5RQ96FQDR9GXSlLTz+GqbzB4ic3k0qF4DVYtPwFOne3E/zEzwhJN1mXSYkxkcQXrkStHEvDbX/ENSqE4lJp/fHXaLrnWsqvvILoRRfhqR1N9AtXk2veVrS9ht/91tG8LS1lx44dpL70NZRslqb/uoajzz8fAK3jf3E//zzygDn8Y3cNmUwvLS0tVN93P4lMhntfeQXf5MksWrSI2g2bafv6NwgsWUL9/PngCtNGF+F4N8auIBvWf4bPfvazCCFY2/x71O4BjITpJMQGVCWEkk4j3C72W/hQYT9lzulThK6ze1Mf21d30b9iLWN7e8klLJ79y2oyvnYmLDiWUb134t71OuX6cSiB4xg7dixqRwc1G49BBPwk4wO4XC4mT7qZe6ZpZE0LOBq3piKlZEYyR6i+C4CTZteyoW2Al7ZPZqCpGUjSsjnKLE81Z591MetbB5DPPIdiw0sLJuHRVVp7k5z05GN0mm6Wqj2cd+CBTAj56Y5n+dkGiSpHcfQz95LTXRi6i+2ZOnoyYcrCcY6PGox65j5Wnvt5zv9zF3XpCLc99nssReGRRQcjVlnEY99jws7fc/TKJ+htqGWn18Otr16FYndzzOY7nBNmwkO7D2Vzfy1f3v0AQSOF1ikKpAkKqP0CuZeNShiQG2OTGzdo2OmOuMi5FGJ7SXX1lOqONNReg05bUBRlotgSl+H41A71TvalLUr7TQb2Msy58rIv2SHDEs2SuHM2OV1gaoP9pifrECHxIWWaKfHkbHKawBrSx3oyNgqQ8KnOfkhQ0+DKSmyfJJ2vq/aDElfQPDZWmaNDL2xQeh2vWN1tYu4ZBgkQisQVNEmrKiINWpcTy+EtM0i7FRRPGa7uLNg2bk8KnFzpWBkLKydRNInu2SP54kEmdLAtfFoSoUDW1gCBnTPQ1RSaksBSguiKG9u20SR41Z10KyXsjrmZ6HW89gzTpM/SyEg33lwav+mQXCmPjwR+QCCDfkp1jaAiyKZM1vbnKPNXU1PixSMlQtqsaXWiTCZXBQnJHGDRmYa1AznKvGOp81lOaLxQ2NinYEuYFDZxiXw4/d7G9v9QfBT9CcANnX/i+iM/xevA6hf2Y4b6PEbrTtrtKBN+fj91wCOP3gyk2ZkMsv36h4D8u1cI1NJSXA0NjPrLnwtt9j/wAHYyiVo2E605iZrYgRYpQwlFEfP24ek84ciin1JKsrjpCE6Dxv2L65YUOxwBoKho3iAhIBpyw0AOb16+dpLfy0v7FY/LP1tfwbm10QIB4VUGZW0tw0ZRRWFu9uK921j1RDN2kYeug6a1PUzev4azayKcXfPOZIEuqi/nonpnrhE3Lbak9mjQO59K1+DzcFx5mL+2571hgaRlk7RsMCBmDspOGVLyQFfsTbd5VDRURJqcvHIruX3I5SnAkrIgd84cWyg7fdVWDCkL52piZ465w9b8FyElkV6n7+4t1YuiTUbw5kgkUmzf3lz4vbt5N2vWbKS0NMyUSVMRanHHrQiFoCvI9InTOe+887jwwgu55ZZbmDlzJk1NTXR2dnL66adz6aWX8pOf/IQb/usGLr3gAl5/dRPf/OY3ueKKKyj1llJaW8pVV13FFVdegURy4IEHEtsR47nly/EHg5zxqXPxVvkKyggDpkVH1kBqTjxkWoWAYhJ2eRGKQAm5QEKtW6cuL+doCQMsSf/unSTTKfq7OslkMqzetBahK8wome0kfEbwxvr15DJZevv6SCQTrF3jRFXPmjXrw7gMH3t8JH2KraMmB1BUD8IXxejtI2cOoNc2IlwqikfFTqXINTWheL0o7gpcKPiry8nu3IGMxVArG5BZsC0DMhl88TiWqqIFvQgEA5aNP96PZprIMh1hq+TsDPFYjODAAC5FQQnpKAiyWRfeVBrFgHg6za6mFsy8ZmnTzmbWrF5Pad0ERtU0IHQfQusF4kgDhA4ogvq6OZz9iZO55Bvf5Iee/2bG9Gnsamumq6WNU489ls9deim3/PrXfP7zn+eSz17ApjVr+d4vf8WVV1xJJOzYiq788hVc86MfoVZUsHjJEtr6+3n++ecJer2cd845TPR6UYRA17zo0SpkqAxN01GEIOTRHce36mqklJS7PNhSoqsupMuDDATA5canaLQ276THztDR3U0mm2X9+vVYwDGL5+EeyGDFYqxv38xOSyfW10cymWD30050XWjBIZiKSpXqoSSbQg70k3L72JmFgZTBL2dOIrfsWRS/n/Nez9GelvzynDmMKtXo6Qyx0n81f17bT61IcE2qjYkHzSNj2zz+eisrX1iO3+pE8Qh0w+C5DWvodpXhs9JUHnoUyowrSFgmAxmbvlQSy7bIuSej2h5u+dRgeoO1x0uk3cy2zGVk/Q6BpZjduJMv4NIambHCh9vnx+X1cqUMs9IaTrR7FEGZprJi/6mIQDkKcPOOdjYmMwS0UfhrL3TImC6HjAlocNon/4IQAg3IZHOYEpg7ndyUC3GrKhUlQxwuFl8BiU58s05gdCifb2Pn8zC+E2/5RCZ+5TuDdX99CLSvof43f8Aun4Vwu1G2PQ6Zh1ErJlDzgyuw02lkNkuw5SZ0YxfW2JPwWKMYdfiJeP3d8MwnsENjaFmyH9g2UtqUR57B6+mks2s+iWQdNQvOJTw6BL85DMtXTdNxxyE1FVSNKv0h/GInHd4TiIX3Z9yhhxEoBf54Mjm9hLU33YBpWVimQU37g3gTW2gJ7ken6xPMP2EpASHhn9+jP5vhuceDWMY6ork+pikWmfg67nukn65sgOO+cDXib+3oyVXEx5Zxz/f+CEBYj1Lv7yaei9Ga6abXW8qUSy5CqR9Fd7yPdU1NvDbQzYDLz0Cwlk8/8lPCiQEkgmULDuDlyMHFF1jahAf6KBnowfb46TDHgS/EqKSXc+onMmXufDrjGZ5fs5NYnWRBfRBvMIgnEOKuzWl2J20+fdA4JteU/CtvwHeNEdJkH3i+4240t5tD+8ox/tKN2ibpnRijqW8t5Y2jqQqOQXsqixb10jW3F28wTFlNHdZLvWS3xFB8eoE0sdMmqdc6MDtShI5sxDO+FL3Sh2diKVpk0GsncvbkYfvhqg9S+aXhQ97ST4wbVqZX+Ci/eMaw8tDhjcPKtBL3PgmDwKIa2CtPsbshRN2Ni4fVjZ47fH1XfbAoSmQPfNOjw8o+CpiGQaK3h3B5RYEIWfvMP9n22sskeruJ9/aQjPUVSSBc8j9/xF/ieL0Z2SzxHscAJxSFQGmEQCRC/ZTpBCMfj2McwQhG8PGAYQhsRSEl/GSlm1h5GZ8IxonvegOvmkIoOXzmLTwXWELMTvLUs89yTFkZ2uiD6P7dWqzJPspPm4wWjeIaPZqc5mH79u3YOQulcS6KPp2NGzcipcQ0TUpKSlj+/PNs27YNwzA4JBRCs0w2bttGyUsvOTIqfb0EJ00kOn0BnznnbFpbW2lrayO9YgXJ/gFyQG9LC01NTTRWVOBbuBBl9Gjuv/9+EgMpdkS6KD30ECxVxadpBeOV8alzeKYmhFRMEq+EyWV9CBP8xyaZv3Ah9XYFPa0JXlu2Htd++1N55hkYjY00v9rDmqdaUCwf3fOuxeVRyYRbSLlbWbW+mV2lpfgWLaKvs5PE3//OJZdcQtTvp+yCC9jV2spPfvKTwvlWVbWQJNPtdnPSSSdRVVXF0rl1/OMf/+CnT95JKJNBV1XOqarCLlNojdvsrwj6H3qIURMncedFCznrtpc58Np7uKTrVYSi0Fnh9H8XLT2S6ifuo+e557mncjbjyqdQ5nfx0yPPp+MzFyFti5vO+Ab/bMpwUnmQM353A57x40kuX4Ym3LjcbgZqKrGE4HuP/Z7fKAvYpUTJiSgDp5zCuMUH8MwrL5NM1+HRdDZ/yiLqtUGFVd0T2N43hT82ruSSMesx6iV/XO9E6Zzc8CDy2jTSK2kaqGNL3xhqAu1MuXpz4dw81XwgQsB+1a/hjTga/Ku7prKjv5GJpVswpjseZ5at8ELbAjRhYo1+nS1jAyAlXakIsWyYMncfL80dTITbmylBEyatFRYDAY2Ur9h5IONSCgkw98BSyJMgxUY3c2+BZMC2BYatYA+ZSylxyCU0FI9dIG6EBfQ4OTrEEF18bJC2wBqimSlVwC0RQhbtgxUC1WNjKAq2oDA6Fl4bS3GOobsrSzjtRHKZLgWJIJbz4LFs9JwJqgLCIGdrpNISVyLtaGqHBMqQBPRWLIH0qGg+UAJBSoMV5LZsAdPEDghK1QG67SDb4xnC2R5sLHKeEHZOoHr9hFQVzYyjKxaJLIDEJRTqjV6EbdAtwgzkJR/IJRHdm/M5Eirz5ysLPZtAqOB3tJSlUCHT4ySaVF1APr+ayw89Gx1P6L2TMY7gQ4WiWKSEM7ewhE304vPwzvgvZGYwr0ZVlZux416mtFfBNXYsVk8PViwGUmL19mIGA0Vt9t7+ezLr1w/fmKbhamhg7MODhHffX/6K1d+PFikrJFEdK+GMxlFEF+73ro/H49cxBnL4QsMjG/Ygks8FIW3JQE+ajtYkkdoAHTsG+Ocf1nPm1xdQWuWcE09Ax7YlnoBORUOQ8oYgEkjHczRMeW/3blBTmRPyv+nyI6NhWpfMJGnZpC2btG2Tyv8fzBPBZi7Hc3f9iQt9pdTM2Y+MhLTt1Enl15kRHHQ6s6Wk1qOTtiQp2yJtyULEiw0oe5Hcr/QnyQwhjNp7TebuW6HlX8KsdQMAPLuoDGOENHlHWLlyHccf/+nC72uvvQmAs846kTv+9/C3XPeXv/wl1157LZdeeik9PT00NDRw7bXXAlBbW8sDd9/DNdd8hfknnEBpWRlnn38BX8kvB/jKN7+FCJdw/fduYNfOHQTDYSbPnMWnr7yaHaksjd7B505KSSofZSIFSCGp0HIEXXkCLzQ8Ikn1O6ThRSdezLJlg1HPCw53yNMdO3YwatQoAD5x3qk0NQ1qvsyePbuw3RF8NEhLG1VR8OT7ddvoBxWSqQGky4ViKLgtC1VxZDoVr0YulyMRi+G2LBQgk0sjNA+WbToJ6uNxFEUhq1tYpoVEYgsn0jidE6CnsSwnethUNaQiSAknzssWJoZbw9YEr658gxNPO7Wwr9fc5Dw3Z552Br+8+VbSyRxoGiUl9Yh8LJohLLJZhe/d+Etu/NG3+dIVV9Mb66W2ppbPf+Hz9EgVTzDEn++4k+u/+21uu+02ysrK+PRnPsOVV15JJpNBVVWu/853KK+s5MabbuLiz32OkpIS5syZw7XXXoviLXZiVtxucLsLMkKaqiAUBS3inNOKoZXzfaYbCAGfOf2youfm1KMPAmD79u00lJcjFIXTjj2W5l27CnUWnfY8AGua+wBoH8jgslO4EwmEouXzvQikbbP7y18G2yZx6nfZbXpQhMD481/I/c+vKT/wSF51L8I3YRznnbmArltuQbg93NRdy4ZUFbceM5uxZheJzg6eLRvNb1tKGa0luCbTytHzHPnKE372PH27+zmp/RlqczlMTdLiqeHx8sMoz3Uzvvdp7LHzOWzSIpa9arBtczOewCri0XtxmZU8+FQFa0LTCVhJ+ve3qK6ZRNo9iWSHjZ21scvcZHwaff393HjWUvr81fh0weOHHsP2aH58mrPy+n8KqALVtjB+9l1sy0IIhd/PPpS15YPOG5q0cZlteCwTt2Vy9arN6IB47he8UDka/cDDCOpjCBxwC93r1pD8n9twGzncVo7xPfNRrDnI39xNRrmf0776LYKjDkR89jlW/fMxVj3zSF6OTFKrNuAlSnN7D3Ejznl1l4Dlhv0/z/YN27i/b/CaHuTRqbBKeDGZZXe6mwunTgKzFYLVJA0397ZsKtRdWh/DH4AVWzexYSDGp44+moDRDwO7kXqKp//420LdE2vXUxbq4fXtJqtj25l84CGEIxps+iMh1c/OtU4+uF28QVX1ZqaUdLCjbzSv56axefMypqX6iLpupHSXyhMH3kDSF+SQZJQzO39PQHuY5QOTuXnsKfwqqfGNu1/nsu7TAKid9ghWmTOOOWlmllm9y3nEfRzW2ElMKvUyqcTPuX+YiSXh2sa/8O1T5uPy+dEadpB4+mbuMA9l2nnfZMpYx64avnUai9NZror+igs/le8zX7mNs1f+gHtyC9k1/UdM/uBzwAMjpMlwSElPthWy8OdvXsWh1WdR7qln8/PP05RYx+aXlzN/8UmMCU9BLXXz5G9/iWU43jeTSxZRHqpn0+Or0DcFqZkwmYbqqXimRFADg/k0RhJ+vzPsSZao5EMKd6xagWWajJu3sFDHyGQY6O4iGI3i8jidWcv6tezetJ54Tzfx3m4SPT3Ee7tJD/QDxURId/NOtr76YtF2FVUjUBYhGIlg5gYTJc084hgmLlpMMBLFV1JS2K8RjGAEI9gbGbWEDrMBdGijBiO1g4WHL4Tdv4H99sgotbFeTgDhJu71cNeRRzDbrGSCmebVrWvp/+0LlFVW4D/rQuauq2Bg8wZWaU1MM51B4IO7H9rntl0uF08fdmjh96OPPjq4cNYsav0+LopGiUajzJgxA446Ctu2qW9u5qWXXmLs2LEEJk4kcNBB7HhtE4n7nmGL1ga6jj5rFueddZaTbBqwTBtvw3jCsw5g0qRJ9Pf309nRSWtLO3FV46kNG+g1S9m4aic5Tze2moON6wDn3e5tDBIpizJh8kQWHTif23/7R5p3Q31tA5FZszAMA08uRy6Xw+v1ooXDVF7zFTY88wylDzzAnJdeJut28/xBi0mlUqRSKRYtf4G+W3+B51vfpGTpUpLJJKK1lQMefYyM2839J59UOB2epx+kdeNGKq+9ltTsJZzlWYk7nuSAlx7AUDWOWRploGQ846NeujdvIfn887RPDrB1YiN0JTnu163c1toKwHWnL+TnIS9CQF/namJ//gtTL76IrecekNdudhL47Q8cE8+QylpEg0cRyMtETsy086W+X6IKi0DEYo8pdFLVi3S5thOP9JOscwwbz63bD0tqHDv6ccw6R+d1487x3LX5ZBZVv8KUyGawQWThH2uPI675mR5di1dzWn2jewpP71oMY2ByxCFNspaL3687C4B5VatQsUEInmk5gEd3Hs6RjU9xxsT7AEdL9upnvw3AT5f8F6mAsw/Ldh3AQa5SQtkgrmCicJ5bk1UgocrTiaXaSA1ShpeE4SdsJFCNLNLnRLD0ZcMopiTaE8cEjAZJztbJmG6CuQyqYWF4Hb36tOkGKQhqWVBxcrBIBVOqqD4bzWchNQEKmLbqpNis3EOj5FNqSgWhSHJD58M6mFVOGtCcS0Pkc/qkXBoCgWl6QFEQmoKpCTylARS3CxkIkI31IQ0Ty04ggLQvhKFrKOkekCYCSUL30xVwPN5G5yw000TYNjndR6/iBU3Bm7WI5PoQwqTfEwC3l4jXhTuWRbUSlChgRXxoQhDSVeiJgZmhtLSEUCDgGFVzjqETI8WUiAKuAKqdcwgTRSXqMojUhJ0gowEnEgYrx9SwAf4owjZBdQ9LZj2CDx9N2qDhf33JAMeftADPXgnDy8pc1NRspmrOSYz9wo8AkKaJ1deH2dtXkG/cA/8B+6NVV2P19GD29WL19GInEmCaYFlFdfvu+ivZ9Rv2uW92ezt89b8AMFpbyaxfj6uxkeSLL5Jrakavq0Ovq8U9ZgydpdX8bUULwRqdM2Y1oFV4sSyb3tYkW17toGPHAKmBHEdfPI1IbYDetiR/v/E1jKw1bLvrnm/lwFOdhKCT9qti7JxygmWeIp38DwuKEAQ1tUCS7A3bMln1wN1EAN+zj1BTVU1JZTUllVWEK6upnzINl9dX1N6Le0XeGLYkkydk9uYtfj11VIGESdsSX3NiL92p94b+YJ7AGuFL3jEWL55Pf/+at61n2hLnz4EE0F3ccNMPueGmH+IZEpGSMC1MKZl88BJ+81zx/LU/kUQqSVRNw9RcnPrZSzn1s5cW1VEF6IqT3DsWiwFg2DajvC40IWhtXY9t9uAS74zQeOaZZ962zs6dO99RWyP4MCGwvSEMLHRU0qEA1p6HO2/Xwu0mMmXwHdTZ2gdZyAT2kO8W2EmwnXlHeNq0Qt329nakDalQEEVRCh9NCDTNi7+2FiEEQSCbzSKEKHyOHzN+GKFm2zbZTBbTNHGbAtM0yZgGHukirmVwe9yURfz0dQi+9bUb+O/rvosmFPrVFFY+Al63VI6efyiHP3gI7vIA0pbYtqS7p7MoH+3pp5/OmWeeiUCgoKEJD9KG7t1xciLOhvUbEIqgo6OjsM9bt26lpKSk0EYmkyGXy0uyDjm2PZ8nn3wSNR8VbVkWtm0P9ltCoPp87GxqGtaXWbZNKmeRyJokMia6twQ96MPtdlOVNelosfjSH1/hnDFTKDFT3PyZgzBUnbHlAeKJBHY8TmXAxQ3HT6cy5EbaNt2/+h+wbY68/rdMFD6mTRtP4L6VyJt+yJIlR/D4pFOZUlPL0aefQfPFFyOEglZ/LKCy9OqvMjvVRub1lazzVnDvehfjGqq5/azTcPXGUDQXT3c10Zt2c059Ha3qFCpliMjceazurKNKSSHljZhtD/L34/7MDZsTvLAtxqL0M5RomwmkQ/RqJfwteiwhY4Alq5dz4SVfJmna3PPIFpqa+ikvG8BbZiGFYF1TN3+pPRW/kaQkEcddKcjaEm1jDKU7S2ZMkFSNH2FbbFm/iX+WH4bLNshVudm2uwfVMpHtWYi7sCumo4UUygZinPP8M7xWNhNF2nTMGcNv7n2KklSCDl8FcWM+yuzpVBoxZm7ZAOt28Wr5LASSXHUA+bcHKIv1snPCoawKLyI9YyvRbC/Td+xg45YUf64Yi1AEapXGc8+/TCidoWPO//JqWw8xYy2lIk15X4wX42X8Wa3BirhxjdF5ui+Jz+sndchf2N7czuZyH6VBga1qtPe+xtqBBE2TxpJrGMO30yrepjgL6i8g1m9wxyfORFT7SSE4vvvvvLZ1BS+NO4TkgqP4crKTx30X0W6W0WGXsJaJmGNKqe40MXMesgmd570z2e/Ao+lJJTlxdw7yvPrUDpOvHTqWhg0xKlLO87A9qXLg9HksGhvB7OhFlSYq0JoU+ML5Z8ZMEyCJmxypIWM9d6aLcgETKoY4rWT6qbC7OKhWwVVe7Aj0QWKENNkL6YGBot+b3Kt4uf1h0mmnfPKBS9jZtAplrpv5Jy5lXGIRfa276W1rYUPsRTbEXoRmYBVMWHgA465YSPTcKUgpefhnP6S0upbyhlFEG0dRUlFViHj4T0c6EWfDc8/Q17ab/o42Yh1t9Hd2ctp136Nu0lQs06Bj2xaW33UHY+bMJ9HXy0B3F5m4c12Wfu07jJrheK5sfe0lVjx03z63o+kuUv2xAmkybsEiSiqrCUSiBMsiBCNRvMHQPq9LafUI0TWCEYzgnSHgD7Iu5njkdIlKaq1ymHQcXL0N1t8Pj30NGhcxP+Ph+V0SRVGIRCK0qWla5TYS8QTJniQ9PT00WuUIKh2vWZHFFpKU16C2ypl0pFIp+vv7KSsrY/z48YwbN44XXngBIQSKoqCqatH3lCnDIwUVRaG+vJaquUeR252g57UN5FoT6D0ZDhKTGTdvMtkymDBhIrm4oLfJZPVD69m6ohPLsIFaJh47jVDEi21LbvvSMjw5E1sxaGlX8ao1qLabmukekrl+urq6MAyDZDZGsi1GeU0YoQgWL1lEd/d4xowZ85aazkuWLGG/igp2PPQwakUFX/rSl8hms2SzWVK7diF37cLOe2Afe+yxDIwbR+LZ5/CEw5xxxhmsWbOGzZs3o40dgy8cRqsoZ35DiOcx0dyCLePHYWoalUqCyoGV3HDDSr5w7DHY02cyzS7j5PbdaP0tWBbcc+ix5BSN9pt/RV00yPiqMMdddBEVX/4yitfLhg0baG5uRlXVYZ8uVWXatGl4vV7qRzUwXR1ulFxav5pT6iCXn0NKCeNrH2V7xs2ylMEpeWN/pa+L+VUrGBNucgiTDJT8SeOX23/Ij8/4BK+kTd7o97AkaDCxdCsCyejwzsJ2hICZ0bUYUkMVg4NWv56i0tdB2DU4PjJtDU2Y2JbA02OiZwXGKIlpa0gErqyJmgPpBdsHOUtHsy3crQ4RYTRIDFsnZXopySVQ0mBrgA/iuSDSFkRF3IkMkZAx3fRmSpH6AKWRfmTeSbY7HcGSKmpVOy7Fmeincl66M2X4tDQVvsHkoe2pCkxbo9rfgVt1JrMpw0tXOoJHy1Dl6yrU3Z2oxpYK1f52NCyErTFQUk02bRL26jRE/LwRT2EDYsCAjERqCsTToHrwIMm6XIQ8OqOi+boV1YiEAbZE+nVUIdCEIGNYdAcqCegKtVoXNUY3IZ8XxdKwjBBCh3GhAEJzIy0bM6eCKEXxBSj3aPS1t5Gx3XgIoriCqLobNS9RZxkaKI70qebyIoXAzipIdwNKshnRuw2lahoIDRmsAXcYbAPhCjjJlVGwSsag6S5GbKUfLfrCgxK2rWV+kkYS316kSQFD7E1C09DKy9HKh8vaVlx55bAyO5vF6u3FTmeKykNHHU1u4iTM3h6s3j6snh6MPGHsmTG9UC/x/PO0X/fNfe6Wb+FC2r75I255cguNboiuXkVv2SRyeghbDJIN5VHob+4hUhsgFPFg5oYTJt6gzrTFtUN+u/AOq/Xxge7xUjVuAu1bN9PXtpu+tuJE8Bfc/D+U5UmT1x/5B1tffYlAaRn+0jK8wRCeQACPP4AnEKR6wiT0vI64bTtetUdGiyWOMxmN5XsldP2XIQSvzS55nxobwd7Yls6QsfZNUmiKYGpg8M5uyxqFqJA9UC0TxbbJpRLEc85z642UU+8PoAmBMA3Sfb24FAVV01A1DQULw9ZRNQ1NUQjrjkkobdjFeWJG8P8Suq2S0m00maFE+qnwSqxAZcGAb9t2wai/B+Fw+E1aY1jd8vLyfO61tx85eDzF+ZLstIltWEgbpGmDaSNNu5AcOlBdUpC2k1LiFYOShmXVfvo6UqRMUFSBLoNUVPuc40oYyIRJzpQkdu9x6pGUqgEMaZEUGWSeLNwjNWzbApl3IJBI0J1vuQ8ZyKFETy6XI5FIDKuzB9FotHDO0uk0A3vZH4ciEok4kTxANpMhFY+jCkGJ4kTwpAGRTpNOZ1GwWdud4VPTzqdcJBj/u79THfbSEPUzrr4R/9e/Bl4v1altTB09FWmalF1wPqm2dhbW2uynZ+nYto7Ylq24AM2r8v2DgzQ01COlJPn8crBtvvU/Z2GGS3HJAVoffwL+eAflBy/hF+d/jopolFC0gk3HnoA9MMCnvvMTjpxYy5y6iUSWmWRv+w25RV56D51LNOymx388C7/3EJ57v8784y5GG1tKRc0Yul98mNM2hAhNPYyXwy4ivko+e+RYwj++EbO7i+bpJ9OMi3NHVXH4wGa4/yH6axu5U6i4QyX8YVYU/X9+SbapiduXXMCfkn7OI8MhG1ZR/bvbMeobuN1bj1+DS8eGmHPTNynZtpVbTvkSj9h11PhgQcd2PvvzmzAbGvj52IWoAhZMq+ak73+bGds2cf0xF/GSeyLm2CAe2cel992FrKnhu1OdnGNHnTSa4PevZ/b6NTxx5Hm84puOOWoWo3y9fOWuuxAVFXyj5iQAlp4zjdbvXcf4la9w16Fn8nBoHmb9fKoiaf74rSsgEODrR56JZUvOOHYq+s3f5+iXnuW3i0/m75EDMGt9+Ko1fvyT7xItL+NzE84jkbM455CpdD/zT8Y37+B/S2awMVWJpRhYlTBx51bic87g0k0H09ll8IVwGWUeD988+A/s7A6y/qV2RisaF4yvpXKajhW+jWNueZ4dPUn+Fg5w5ZRaEmaQx7c/xW+TcQ6si3BwWZBYbyd9sU9yx6hzsBrLqCnxIC1J+0/fYMC+nd4TG/hqvSMvmtudwCr5JOaZJ3FOTSV6aMjc/3MvgJR8rXzSYNnsc2DsIUzxRaF0hDT5yFBWNxjG9fnf34XL60PaNslYH75wybDcFcd/8SsASNsm3ttNb+tuene30NfWQuWY8YV68e4uNi5fVrSu5nZTXj+K0XPmMWbOAipHj+X/M6SUpAf6MY0coagTtGiZJg/+5Ea2vvrSPteJtbdRN2kqiqrxwt/vBGD7668W1XF5veRSycLv2olTyCQSBCMRAmVRgpFoPnIkiicQLOrA6yZNpW7S1Pf7UEcwghH8hyNYGubANRvYEpnAAl5iTM4Lmtv5zD0P5pwLQnA4sMQ00bTi7rivr4/Ozk6SySSWZdGaNCEdZlbJfqguF7PHjWNJfgKzx0Np6LttzJgxb7l/ViKH0JRCYtDkax30/X3zPuu6Kv3MOWAyhN08dOtqdm+KDasTLvcSKHEG9YoimHJADbHOFM3revEGdSpGRZmwYB4T5lcV9rm/3yFPOjs7qa529GTHjx/P+PHjh7W/L+j19dT9/GcogQD+IR5e5o03Ik0TNV8WDocJz58Pr68o1Jk82ZHEdCJA8hr5lsVll12GYRgYhkFraytrHnussE5g/nzKDnBxDuC/915Wr86BBkZFEAFUk8CKJdgYa+P4449ndVeGnz75BjPldvqbN77pcYwdOxav18tAVkHNhrHc/cPqCAHuQSc06queoT2pMtY7mNq2sWwdz7EFPBZkoPwGHa1XkI0McP6kv3L7gEmboZKzBYurVjK/aiVZG56La0xyW5S7Mnxhzq8hB+4NAiXpJz0/ybGj/8mxo/+Jb5mC9wGN1EIbFhr8zxFXIPqg+msupKLRdovB4tqXKPUcik9qKCkFW5Xggypfp6N8OYAz67XBq6dRhIXQLCyPROY9lUKuOFIKsnUCJa9prSsmPj2FUG3sIWo+LtXAsm3EECuxEBJVWIV190BBFslkFZ3fvX5b0olYkfklSkojmOwm4yvBHBgg07WLRqClopo9cWOBVJLSpDPxTWsecnoAO5Uiu62DBsuio7ySnCrQVYV6vxtfXnoomTVJ+z24dRVhh7Hw4Nc8iKAHSoolVu+7/36uvuoqdjTt5POf/zw333wz999/P9+58SaadjVz+Wcv5ae/+JlT2ZZYAxI7bqH4XCgoSMvGimWxBtrBVnCVqAgzi8zZWAP9WL0d2LpO2hfHtkxsyyaYySHr63GFRpL3fpTwdvXRMHonJiqN7fF9GqPSKZtYrBKv5193yFLcbpT8+3goop+9eFhZS0sLOzZtQqmpYY85TfH68EydSq6pyYlaAYLHHI3RshvP5MlUhjycu6iRnrU9tFYNagKrZppgYheqZVD/+qNED7gcaERzqSw9rwJlw2tkomPJlo+mYlyEYOTtI0qyKYNELIvuUglFP1pKRQjBJ79zE/HubscxrKOd2B4nsY4OwhWDYi6dO7eza92bRyhc9PPfoZc79Zf98Xe8/sg/0HQXmiv/0V1EXbXUTzmKvlGPvWk77+l4LBdSzb19xT2wdFD/Pc3xwtaQivn2Fd8hXnz+DZaePnjvS4p4Tl5u6yz0SXsrV3pVR/ZSCFAklGHhVhQsy8b2ebBcGpZp4tF13HkiJJNNk0wlKaZBBxGMRAvOhNLeQ1BKLrnkEu644459rnPOOefwq1/96t0c9gg+RlClibRUFKST003V0DRt2FxkKPz+N5coHNb+e8j1amdM7OTwd8XzL7/AiecuHT5gyyORSKBqCqWVPvrak9iWxM4THpqmQYlGv5Eil5IgBEKALhScGGQNWwsRinqRSKysSc4wkVKg6zpCERhZk3gig6bqhCMBpJRFnz3H/FbPzamnnsoPf/hDlL2ccxVFKbTzlucmn4B73wtNyvwurj5qIsu29dO0eS0TrA6IQ18cXt2remVlJRUVFVRefTVvvPEGj9599+BCjxtx+mkoto11//2cfPLJlJWWUvujH7J76zbu/+cT2Pnjrdm9m/rGRrqSCbY/dg/HH388UIMS8GMbBhtfe4qM18tDwISNm5idTtO6bTNKxYPMO/JI9t//ejb3PI4R24Qc/QRjwmE2JTZR3++ienuMluxLHLpYY+HChXzylS/xixdsIjGLxnCY8yIRutfBi01NLNq8hXT/AOcc2cCs2XMYM2c+21u/jbFzJ+NTW/js+AlUaTm0gQG0RAIzk+bSOT7KSkv5zJJZ7Lj1Z2SAE2q8jBrdwMETK5nW5abF68VbUsonF9QDgu8dMI1dk8eTsXMcP74W4S1n3sQos7UgydlziNbWsv/YCJYtObGhmvSiRTRVVlA6qpES00NDeZBppW42LzqQmTWVjClznqtRXhfZcePZbBrY1dW4VRcVITdTApLuiioqS8NMqgpi2ZIGn5tIfj4TKgsRKvcSjfqZ6zMZu7sZ+ro58pQqcqbN4miIQ3ZupObRh1hw2rn8Y/YsxlUHOarRR+CyswH42meWYC78JIeOreJTv/0Vsfvuw3P6J+m7/DRKfS7qgjrt3/0eZsDPQ5dehsfnRQhBdvt2FL2TJYfVc2Sdk1JCWhZapJ/AIi/nz52Ou86ZO2Q27cDq20HAFWbyfnML+eiSr7WRfLGdwIG16JMcwkTaktg/tqGVhQksqinO/xWscj4fMkZIk73gC4W5+Be/x+X1FsKkhaIQKHtrPVyhKISiFYSiFYWIh6HQ3G6WnPsZupp20r1rJz27mjGzWdq2bqJt6yaMbLZAmmRTKZrWvE7NxCkESt9HQdoPCVJKmla/TqyjnVhHq/Pd3kZ/ZwdmLsuoWXNZ+tXrAVA1jV3r3yisO2bOfMbOW5gPWa8mkNeFFEJw8jXfpGX9GwQi0fy5LidUXoHbV9yJj1+4P+MX7pWQcgQjGMEIPkQYSo7GnjhnBf9CaU8IV8dG/v6tjQQqajns059Ddw96Vu1rklJaWkppaek72tbeg+89yO7sJ7utH702gHeS05f0P76TxHO7kYZN+NjRBA+qcyrn5zdKyIV7VAi9JoCrNoBeE0D161iGzd03rSDRl0FzKZTXO5rxdZNK0d0qu7fECgMggMVn5HMl2PkJ2V7GLUVRCsc4YcKEQnnbtn6SsSwVjcG3NXKpwSDBw4frgu/Lo/rNMHS/VFWlfMi6jY2NLFq0CMuysCwLXR9M/HvIIYewYMECDMPANE1M02QgmQVpIaSFx+Ph6Y27eWZTF9sVk3Kliqqgi4ZSD7VhN36XUmh3jwdZekMfqse7T9Jkb5xZluPkEkdqYw82pXS2ZVVMCYdWmqz7hsmNbR4U4PvJSi7rbMNYlSN15uCES7lL44SXFB5erBI9JesYYtIQ+bmOxCA9F/KS0WidAvdGhVzD4KROBsF2S+yAIwXm8WdRhQ0esNyDRIhHc2SBjCE5GF0YuFwGuByN/j0o2cfxe7VMQVpsKCqHRIfsgV9PERQSWy2WIqoJtO+zrl9PFZXddttf+OlPf09nZzfTpk3kR9+7ngXjpxPKpQkYaRQkUtrowDifGxl2ojBkVyd2Nu/lm81QRgxwjs0FjPPoKKXD72m/W8Ofl2jL7mjDTibR9RBavqrR1oadSqFVVHDJ5y7hggsu4PKLL8bdFyO3fTtf+fp1nLn0FL705SsJ5rKk161Dq6xEKylDeDTIuLDicdi9noQo4cEHHuOHt/yIrU07iZSVcelll3HVRV9CZhyjoG1ZmLkcqtAocUWQ2fYhhrQRfFTwDWgclFuObbg5vHc+9poBWFicT6+tzcMba46kP+Zl/w9hGLxz506efO45Zs6cycQ8ER0+4XjCJxyPlBJ7YAAlFBr2/v/2J6bRVdXCrhe34a3zETTb0Vu3kduyGWmamBkF95B+QVv3Mp03/dD5v6Ya9cYb2XnZjyg59VRKT3O0tKVt5w1hg9vauaabf/5+A/VTyjjxC7M+4LPx9lAUlXBFJeGKSpj+5vXmHHMijdNmkujrJdHXSyYRdz7JJNlkAk9g0LvSzGVBSsxctkhSOKXEqJz8HnK52Aoo9rBixfChD9SSC+6Gd0GauHpGYXsTmMG2f32fPioIEFJDivdOnAhbY/6M/Xl9xQqktB2JIClB2qi6jqpqjAv6MLJZsskE0rbpTw0gbYm0bXzSxmvb+D0+6OpCeL2487lD3gy620O4sgrbNLFME9s0sPb8b1moQ8aglmmCcPKAfvvb3+aqq67aZ5uhERL93xqqy4U03KjCGaPzMZIcF27VGXYqAqEIhO5Ioe53zGJWrlrp1HkLwlzVFMpqAhgZs2heAhCKeCE6uL6UEpm1kLbE4xsc49vxDC7TRot4C85lqiZQRAmKpuBy6bwZ3u65iUaL++1AIEBgyDt9KBEDxXM8r9eLruuFZUPrZrNZ4vE4R0+s5qR5o9m9u5zlKyLs6ErQm8xy6MRyp1+2bZ7e2MGV/9jKftskx02vJhoMMW3atEKEzZ42bdtGSkko5KiwhI45hr6mJhqefnpw2/X1tCxYgJSSainx+Rz76finnqK5uZnAP/6BP1+3d+4cnp08CUtVCXq9hflP3c9uoXNXC9a6tbg1jenp6Xj9o3jxoG4yHi+KotButqMKlftPjHB540Uk1jr2wzWR1WzwxYh5puFSK9CMJGUe5/pW33ADfR0d7H7qKYxd62gCdhsGvmOOxtQ0UuuXMWM/Jydbw+2/IxGPc9cvf4ns3s6jr8ITqorvnLPxer1M6F/B5MmTUYSg8Yc3YVkW6TfeYL9AgEDARyBQge9Pf0RRFO4ceoGv/hIAR+99MxzqbPepoWXf+ToAn9i77vGHADBUlFv+9ldIw+AbQnCdy/Ems1MpUrfdhjQNfnzIrELd/sOWkCoJcOThB3HKgU4+E6O9nabaWmSim08k7oStb8Bhz9LW1YXZ2oZXmtTXlQBg9vUR++tfAaj48pcLz0/sb3+n9/bbKbvwQiq/crWzX5kMuy50yJiJK18v7MPAQ/eRevrXhE8/E6GcXLjP2r96MgiF4OF/LtSN/e0+um69A616BoEDryuUN130FaxYhuhllxNa4owR0xs34ZkwYdiz/n5jhDTZBz6IpN6+UJi5x51U+G3bFrH2NprXrmHXujU0Tp9VWNa6aT0P3HwjACVV1TRMm8l+S88kWPbxTDa+/tmniHW0sf9pZxfKHvzpf5MdEv1RgBBFg3qAwz59KS6Ph2h9I+GKN2cOR8+ay+hZc9+3/R7BCEYwgg8K5kA7bRP6+ZP4AjOqVzIruIWOpma6WtvRXINJNV994B76O9qYtuQIqsZNeIsWByFNG6M9iVbuQ3Hnk8z2pMlsi6H6XXinOoaS7NYYA/9sxr+gCu+kMqRpE39qMAGd2T/4Lrb6HeOHe0yYyJmDYbCxB7ejRTz4ZpZz/OUzySQMwpVeVLWYqKmbtG+C/90OYl57eCfN63o49NzJH7ln8B7skdIaipKSkiL94n3hpNm1eF0aj69vZ0VzDPpwPsCYcj9/uGAB9WWD8jregV5ykeGG/TeDey+ubJLPYKmw8avOZCqoS86uyNFjCiIPNeF9RUHJKrSeNWj4UST4cjDGsNkzB7V90F4JllcSz0IofxnS82xHVqtuiCecBu03D3oE7rna0k1RRMiHDVv718T87777Ua699iZuvvkbzJs3nV/84g4+ccZ5rH7peRomT3UMs7btaKTZNsLlKsh52iUlSJ/PWTYUQjjGXNfbnxChuxAuAzUYHDyWbBY7nSYei9HZ2clRRx1FTXU12VSKeCxGd08PSxYvxq8reKQGlo1tmghNQY96MfCidA6gqyZPPvEwn/7i5Xz3um+w5MAD2LpjJ1d/7ev43X4uvfCzKJUlSDNLqa6jWAqy34SyWvS3SII9gg8H9SVd3OK+DNywn+dVRmeGG7SDwSnAdrzehuENfADYY7jZlwFLCIH6FnIu1vPtVHQplJ84HveY+W+5Hb2hAd9++5F66SXM1jaazz0PgMzESZAnTdKrVrHrc5fimTIZz5QpeKdOxUg58yajtQ2Y5Ww3kcDY3Ypr9CiUd/BMfhSoGDWGilFvHS26B0s+9Rn2P+1szFwu/8li5nLYlsnmjpP/9Z0YSphIybxVDpm9arpNNp8H690gV/Hu1/m44P0gSwptKSYuf5ZQVqHgkZBHSVU1Hr9jPDWNHIm+3jdvR3eBZSGs4e+BvaFqGt5AcJ/LpF28fmZAwTbdhKIBKirCVAyJgBrB/x+YqhfLTuIlhIUNykdrErRzliPB5dNRfTr4hpMSPs33jiPRFUXg3kcbe89JhBCOc8kQDJXeEvrgM6pI8LhVhPutCaaKior39NzsrRwwFPuajwxdNpRgqa2t5fTa4dLypmXztdf+SV/KYMPyndy+fCfVYQ/HTp/C8TOqmVVf8pakVGNjI+eff/47OpaGhgYuv/zyt63nmz+fUfPnc/Upb91nnWmeSXuynYbQKL5inY6UkpMeOImt8W4uPu1rLIg6zmy9Zi9/2vAn9qvfj5pxB3BcNEounx/TMIyi/2tqnEziaiCAmc3iCwZJp9OFqJ54PE48HgcoqCIApFIp7rvvvqL9E0IUSLCpU6dy4IEHAk6E0LZt2ygpKSEcDuN6H8YeQlEQbndRmeLzEVh84LC6e5xZhkKvqmLck/+EbAIeugIO/QYoCtHLL6fk9NPRhpB7QteJfv5yZCaDGEKyq6WluMaNRa8aYr9VVbTKSmfuM2Q+pJaWojc24G4YvCdlLge2BVgEFg6OW3O7mrA61+MeO6romU0tfwRsEzvx6UJZdv1GPBPfmf3kvWCENPmIoCgqZTV1lNXUMevIY4uW2bZFeeNoupp3EmtvI9behu52s+Tciz6ivX1zSCl54tc/R3O7mX/CUnSPEy7fOGM2lmlQUllFSWUNJVXVhCurCEXLUbXiTmzyAQd/RHs/ghGMYAQfDOIJA0/CxZjAViqsDmJZhU9c9TXivb1Fg9HNLz5H+7Yt1E2ZXiBNelt3s/yuO6idMIk5xxb7mxgdSXr/vBGjPUX5pTNxNzjefrmWBLF7tuIeEy6QJnpdEN+8SlyjHcPV0IlA+NjRBBYNDv60Mg+eSWW46ocYa3MWieW7QYJnSgRf2I0v5KLnLxvJNccJH9mIb5YzMRgqc/VesGe8/3Yh6v8OGFMe4HNLAnxuyVg6BzI8saGDx9d18MK2bvqSOarDg9FG96/azdh06i1ae3uUaJLFwUHjjkeBOT4nQiBxGNhBkLos0gHRjzHpOAyqhsjCdiH43oUaCpLvugcJkf5GiWeUHJaA+P8Tbr31fznvvKWcc85JAPzkJ9/g8cef4w9/+hNfvOpaLMtC07TCxFWzbdT8BHcgk+Gaa67hvvvuo7+/n3HjxnHjjTfmpQrg7rvv5rrrrmPr1q1UV1fz+c9/niuH5JTIZrNc++Mf8pe//JVYfz/Tpk3jBz/4AQctWMDT69dz+HHHAXDooYcC8OQjj3DYMccAcOqnzgXgH3f9lYMO2B/fEGO1Hgxhk8NQFe5+5ElOPPFErvrqtSiqysJDBL3JFP/93//N56/4AkII9HxmCGlLpMu5f0by7330yOY8jJeOzF861YU+tYTYw9vxTongHuVc7w87AfpbkSZvv3L++x2sGzriCEJHHEHbN79F/wMPIFPOu9K3cEGhTmbjRuz+flIvvkTqRUfyt7tiLky5EHMgXqiXevVVWj53KSgKen0d7jFjcY8dgyv/7R4/HsX3JrliPobQPR70vXIC7MHmjvdvO+G407e8w/zgI3gL2GoOcObLQhEIoTgGsCHPgqbr+EJhp1wRCKE633uSamdzvB9Uzt7vdlVzYeVM3lQDaQT/LyBVwQAZSoxSbKSTz+yj2hfLxuxOg+3MIxTvR2ueFIpAr/QjTbtIFsiO57DTJkrQhRZ2v0ULH29oqsLy/zqU57Z089jadh5f30Fbf4bfPr+D3z6/gyOnVPLrc+d91Lu5T3g1L6PDo4FBlYYfHvxDXml/hUX1i/DrjoPP4xsf58ZXbmRh9UJ+c+RvmDVrFgCdqU7KveVvOmaJRCJcffXVSCnJ5XKk02nS6TSpVIp0Ol2kAGFZFmPHjiWRSBCPx0mlUkgpCyRLY+OgvG4ymeRPf/rT4HF4vYTD4QKJMmbMGCZOnPi+nqs3hW1D03IYvdj57Q7AKb8uLNYrK9H3yimqBgKUX3bZsKaiF19E9OJi+7Ti8TB+2TPD6kYuOJ/IBecXlQmXi/EvvoBMpVCGyP+FTzgGz/jRuIacQ4CyCy/G6k/hmzFIvOiNjR/K2HeENPkYYuzchYydu5BsKsnyv97BykcfYNe6te9L26ZhkIr1YRo53D5/QcM0m0rR/MYqcpk0sfZWsukU0pbMOvJYInXFHmv9ne2kBvoxMhnS8TimkcM0ikO0T/jyf70v+zuCEYxgBP+OCCs+Hg4czHYxju3aOKrD7ZwzdeawegtOPp3WTRuoGT8Y3dGxfQubX3yORE93EWnyxK9/jpXNMUNdjBp2Fxm/1RI3nsll6NWDgw7vpLKCLBcAQxKNBvavQWiDkwHfjHJ8M/aStbIlocMaMHsyRRMEszOF1Zsp8rYydifo/t/1eMaXUnbavj0+pJT0/GE9wYNqcY8p2WedPQa0fSVZ/HdGRcjD2QsbOXthI/GMwdbOBNqQRJY3PrKR24LNH9j2rQqIHz9cYskuGV63RJNcFM3QYSj4hthT/tbrYkdO4dRSg2nedy/XlHqTRLfgyIy5h3oTvUVdRYDnHdT1qe9uEJ3LGaxatYErrvjM4LYUhSVLFvLy66+QyWTeVEtaURROPvlk4vE4d9xxB/X19WzcuLHg9bdixQpOP/10vvWtb3HGGWfwwgsvcOmllxKJRAoee5dffjnrV6/gL7d+h5oJc7j3kSc5+uijeeONN1h8+OFs2rSJiRMncvfdd7P//vtTVla2z7K9Pdh0twfcjgyfYVr4fL4iORav10tLSwtNTU2MGiLzIhSBcI9MEz4u2FBdwxbh9BPLp8U4bluCzLO7Sb7cTtXV81ADg9f940w6v7Kjl0/e9hINQuGP+N+Vbbb6+m9R9c3ryO1sQmYzePKSYAAlp56Kd+ZMMuvXk1m3jsz6DYiu/AtMHzw39sAASjCIHY9jNDVjNDWTePrpwvKam/6b8AknAJDbuZP0mjW4x4/HPW4cQn9zSZaPG1Id+4j2fw9YPdVxqDDf5Xt1BPtGReMYFO3NPdZ1twe9fN9kGIBlfjCSiSNX9z8DdiZBUIRIiAwJLUmD8tHIrUkpMfuyDmGiK28bxfFhYugcSUrpDFSFQA4tN23snIXi1T50p4X3Ap9L46ipVRw1tYqMYbFscxcPrWnjnxs6mD9qcN6YyJr8fvkOTppdS13px9OZYHJkMpMjk4vKKrwVLKpexAG1BxTKDMvg+HuPJ+wO88dj/kiV/83VbYQQuN1u3G73m6oKlJSU8KlPfarw27IskskkiUSCRCJRJGGYzWapqKigv7+fbDZbIGPa2x11AUVRCqRJMpnk1ltvpaysjEgkQllZWdHH630PKgy2BXd/GtbdC6feDtNO+dfbeh8ghEArLYW95Mg9Eyfi2QeJVHnV54eV+efO+qB2rwgjs6GPMdw+P9EGh2Eb6BnU7XaiT1oxTRPLyKG5XJRU1WDntUnLG0cXEtZ3Ne0g1tmObZpkk0meuO3nhXb2O+UMDjjDedgTfT3848c3DNuHVY89SKi8kot+/ttC2cM/+xGtmzcU1VN1Hc3978u6j2AEIxjB+4mqgA6dg7/r9dH7rDd+/iLGz19UVFYxeiyLzzofX6jY82vLKy+Qjg+w308/SUlVcaJed2MI93lT33KfioiIdxAuoHg0Qoc3DiuPXjANsyuFXjMYnpDbncAeyGENFMsvDvyzCSXkwjctCorAaE+S3tiHqzGEUBWMzhRqiRvF5fRZirJHZ/htd+/fFkGPzuyGwQFi2rA4ckol7HqLlT5E6AKmem2megdlOywJ27IKA7ZCWB0sT1hgIQirb3/BZq16cxmRg0Nw2/jByfKiNTbpN6m+IAB3TByse8ham759uNxunvvuJt89PX1YlkVFRXEegPLyCJs37yAcDjvjLssq+gZ49tlneeWVV9iwYQMTJkygs7OTBQscL/iOjg6+//3vc/DBB3PVVVfh8XiYMGEC69ev56abbuL888+nubmZ22+/neaVT1ETCULpaK666ioeffRRbr/9dm644YaC3ENZWRlV+VD4fZW9FY466ii+/OUvc/7553PIIYewdetWfvSjHwHQ1tZWRJqM4OMN97Qy5BtxvNOjBcIkFnsRgHh8/YeyD/9KpImUEsuWWHvsTu/S0CQUBfeY4f2p4nLhnToV79SpBcku69U21v52A1pdfaFe+BOfIHTiiZhdXeS2bye7bRu5bdvJbt9Obts23EPkXxLPPkvHDd8HnFxZwSOPxDtrJt4ZM9AbGt61kSyTNOjvTKO7VXSPiu5WcXlUFPX9j+Sye98s7fe/ACHojozM8d5PvG8G1vfZTiu0HHrAwJZpYCRvyf9XKJZNTrcRUiCxaU+2Y0ubKn8VivjwIkvttOnkUxOglno+8LwE/yqEENgejVh/DqUvQ1n+vW0lDex4DunV0CIfD0nhdwuPrhYIlHTOwhoyAXv4jTZ++Phmfvj4ZvYbU8Ypc+o4dno1gY+5Q81hjYdxWONhRWU7BnZg2iY5K0eFb1A+7e7Nd9OR6uCY0ccUolj+FaiqSigU2me+p2g0yqWXXgpAJpMhFovR399f+Awde/f09JBKpUilUrS0tAxr64ADDuCII44AIJfL0dTURDQaJRwOv2mO0wIUFUK1jhyf8a/JGP+n4uN9x4+A6rz38dwh3sZrn/knL9/71zdd59Lf/rmgXbrqsYdY8+Sjw+q4/X4UdfDyu31+aiZMRnO58IVLMHM5tr7qTL4yiXjRuoGyCMFoOS6PF5fXi+7xMmHh/v9WDPsIRjCCEXyg0DXGvhLgXOtZZmbqWeHPvv06eURq64nU1heVSSk54qLL2bHqNSeJLNDdvJN7bryemgmTOP5L17x9w3tIE/Huc40MhRp0oQaLvdl9syvQK3xFE3hp2sSXtSANG3dDCOHRsGJZEst3U3LsaKQt6bljA3YyR+RTU3CPChfsZ//fIk3eCj6XxvWfmMban9/9Ue/Km0IV8I2aDFsyCnX64LV5LqHzxIDGESGTY8LGW7Tw7w/PPiRw9iTK3L59O3V1dUyYMKEgVSeEcAzElsWmTZs46qij6OvrIxKJ4Ha7OeCAA/jJT36CZVm88cYbWJbFhEXFcq3ZbJZI5D0kc94LF110Edu2beP444/HMAxCoRBf/OIX+da3vvX2k60RfKT4e242kx57FUVA7MA4Hq+XwIXTit7lksHksB8G/hXSZFZDCa9cexhdv1gNsdwH6tqu6Pl5zl7nQwiBXlGBXlGBP58Edl9QS0vxzptLevUazK4u+v70J/ryEhtqSQmj7/47el4zPrt1K8LtRq+r2+f5sC2bv3znFZKx4WMBVVOYvqSWA051CJts2uSx29bicqt5gkUrIlqitQFqJ5bmD02SGsjh8euoQzygNX3keR7Bu4dQDXS3hST39pVH8G8LHRuRAaFYWLpNT7oHVVGp9g86ZLUn20mZKaKeKCH3+0+gmX0Z7KQzblSDroLz1McVSj7KzrYk3S0J3F4Nj6YgVIHiG7SpSVsiDQvhUv/tbGPeva5BVcjD/mMjvLi9h5e29/LS9l6uu38tR0+tYuncOvYfG0X9mBJde2NC6QSWf3I5zQPNRcTgXZvvYn3PeuqCdQXSJGWkiGVj1ARq3vf98Hg8VFVVvamjU3V1NZ/97Gfp7e2lt7eXnp6ewv97R7B0dnYWZL90XScajRKNRikvLycajVJXVzecxDni2zDjDKie8b4f2/9njJAmH3NE6uoZNWsu4+YtLJQFIxHKR41B03RiHW2YhuEkf9I0VE0vSupWUlVN9YRJqPllqqYx/dCjGDe/eJIQKC3jk9+5qags0ddLNpkcppU7Ir01ghGMYARvDTsTZ+yce/iRdg6TWUfPtke4hK8Ulq/rXodP91EXqENX317yQwjB+IX7M37h/oWy7pZm4j1dDPS8M6Oq0BVChzd8IFEcikvFPbo4MkZaNsEl9eRa4miVPrCh6pr5yJwjK2ENZJGmjTQlepUjKyY+RpEmUko6dgxg5izcfh2PX8ft03B5/jOHTrqAKd7i8I9OQ2AjqNQHyyVgStg7zeGqWW9uxNtb8eXFGW9ed+/52dPT3h/jYCRSiqqqdHb2FJV3dfVQWRnd5zpCCFRVxT9Ei1cIQXl5eYEwMU0TVR2cPNv28BCaRCKBqqqsWLFiWJLPQCAwrP6/CiEEP/jBD7jhhhtob2+nvLycJ598EoAxY95Z4ukRfDS4PnY/PzjyVABOfeyf6McV9xvSsKle20CZnQX6PoI9fGdwayoVIRVLCD4YgaFB7LFX7eORe0cIn3AC4RNOwEokSTzzDOk1q8msXkNm/XpkLoeWN3pYiSTbrr6OVFMb3pCL0Mwp+OfOwTtnDp5JExGaRi5jYeb7PpdHxTRs7Ly0oGXaRRE3ubTJrvVvngR8yoE1BdIkl7H4/TXLAdDdKm6/hsevE8haeJb8a8c9DFJSGnOMm7Gwjvw3MZKNYAQj2DcUVcMtbEAjkvKjVkQwFGeMYGSzSGmTMlOkjTS2Z/AFmjWzNA00OfOXYN2/vH1p2QXCBAFK8L0nxv6goWoKwYiHdNzAzFlk0yZZnAh5b87Gnw80sdMmVl8G4dHQo/+e0Sd7cNCEcg6aUM7uWJr7Vu7m7hUtbO9Oct+qVu5f3cryaw6lpuTf5xi9mpeJZcWyT2dOPJPndz/PoupB1YdlLcv4yrNf4ZD6Q7jl0Fs+1H3UdZ3q6uqipPN7kM0WO10YhkF5eTk9PT0YhkFbWxttbW2F5UcddRSLSnthyxP0HXAdq1avpqKigvLyKspMs5AXZgRvj5Ez9TGHoqgs/er1RWUzjziWmUcc+yZrFGP+iUuZf+LSf2nbgdIyAqVlb19xBCMYwQhGUIR4KoupCfpEhIQM4rY92NIueLd89fmvsqN/B7cdeRv7VTsk9pa+LTzZ/CRTIlM4qO6gN227K9VF2kzTOHM2Z17/39i2Y4iRUvLrS8/HMgzO//Evh8l7vZnc1gcFxa0ROmxITiwVtNJBEl4r8VB15TyMjiRKnogQAub6VHxvdGHOihbV/7DRvL6XB3+2uqjMF3ZxwQ8OLPx+9s+bSMSyDqni0/AEdNw+h2DxBvSCYev/K86L5jjaMCjTBlmunA1dpiCoiqLyd5Nj5IOq+1ZwuXRmzZrMsmUvc/zxTrJ127ZZtuxlLrrok2+57owZM2hpaWHz5s1MmODk9BFCoGkamqYxdepUVq1aRUVFRSGiY/ny5UyYMAFVVZk9ezaWZdHZ2cnixYvfl+N5K6iqSm3eQ/7Pf/4zixYtory8/G3WGsFHCVU16RMOQS73cc/3P76TcFsZx+iT2N747IeyTzNnzqSxsZFgMPjuV94T+PgBeuKGy33MOqKBYNl760fUgJ/w8ccRPv44AOxcDmPXLkSe4ExmFJ6uuBAqnWdbpC1cTw/geuxVXNYz+KtKOeCaEznauofkq8+jlZfjnTMH96zZaFNnIirr0Ido+bt9GoefP5lcxsLI5j8Zi1zWxMhYVI4aopWeMhDCcTTYUzfRmwVN8H72nnPeGADg2f3KMFwjpMlHDlVF8XoR70Eae/ny5VxyySVs3LiR4447jvvuu49XXlvFl778NTZv3lkoez8gpXRyoGazaLprmEPmCD5cmFKh25OiMVeNrdikY3FKaxwSJNnXSyaZoLQ0TCQYwacN5rLIWBkM2yBnFUcitcRbMG2TCl8FPv3tc18IVUEt82D1ZtAr/P8WERlCCLwBF6+vfpXPfvYSNm3ayBGHHsXvf30nL7ywnCu+8kU2btzIsUcdw9/+506UvfKzSFt+bOXH3g61JV4uO2Qcly4Zy6pdMe5+vYW+pFFEmHznwfU0RnwsnVOH/2Mu3zUUJ48/mZPHn1xUtiu+C1WoNAQH57BSSq5adhVTo1M5fcLpBFzvn0PTO4V7r/f96NGjueyyy7Asi76+Prq6uuju7i581wYF/O18sHIklDqWvZoorCuEIBKJUF5eTnl5OdOmTStI/o5gOP597ugRjGAEIxjBCP5NkFNK6DbqwAWdVFKesbFsC0VVkFIS0AN4NS91gUFPrZWdK7l11a0cXHdwEWnyxae+iI3NlXOvxK/7Ofruo8nZOW497FYOmuTUa0u0saF3Ax25LvwJBcscLpUkDRvxMZPsEKrANSQ3ypTZ5citfYjWRCEi5YOAbdl0tyRweTQCZW40fbgsQH9nCqAgi5JJGnj8xd7dLZtj9LXtO+Hu3gTLAz9bTV97En/YhS/sxh9yvn1hF4ESN0bVpPfxCD88VOrFYUFWXm9H22tuKPn4J5m97LJz+dznvs7s2VOYO3c6v/jFHSSTaT519slvud7BBx/MQQcdxNKlS/nxj3/MuHHj2LhxI0IIjj76aK688krmz5/P97//fU455RSWLVvGz3/+c26++WYymQyjR4/mrLPO4txPnc2PvvMNZi9cTFdsgCeffJIZM2Zw3HHHveX2LcsqyIK9Fbq7u/n73//OkiVLyGQy3H777fztb39j2bJl7/pcjeDDRbM6GFHYUzPcoSl0aAPxbVvpqvkltQ3jhy3/IFBaWkpp6bsjhtv609y3shXvKA+nVFWjhj+4XBllNX4OWDqu8Hvrik5s22bs7IoiKat3C8Xlwj12bOG3v9TNp65fwMO/Xk9PawqpqGTdpWTdzrnpycCCrE3NTf9N+/XX03/3PeR27oR77gEcqS/v7NmEjnOIGZdHY+J+w71M94VQxMvnbj2EbNokkzScT8LAaBqg+V8+wuFI+Jw+Un7cX+IfIyxf/hq33PJ7Vq3aQHt7F3/6008KhPx7her3ow65B/8VXHHFFcyaNYtHHnmkENF47de+z/Tpk/jHP/5OJPL2TjZf+MIXWL58OWvXrmXy5Mm8vmIFVj7nqpSSl1e8zs0338wrr7xCf38/Y0Y18qUvfIHPXPK597TvI3hvMIQkaAUwsbCEhTfoELFSSoSqIIQg4A+hux1yy8hmiPd04w4EGBUeVSQBKaUkYSSw7OIxeyKXoDPdSVAPUu4b7pSh+nRU3/BI+2effZabbrqJFStW0NbWxr333stJJ530Ph79e8MVV1zB7NmzePTRR/D7/fjcXr72za8WniVd9dBvSNxZC49montUZM7G7E6j+HXUsIsvfvGLRc/NqlWrirbxzDPPFJ6bgYEBxo8fz9VXX83ZZ5/90Rx0HkIIZjeUFuVlBOgYyHD78h3YEn742CbO2a+R8w8YRUXw35McvXjGxZw56UwMa3AuvS22jcebHmdZyzLOmnRWobx5oJmwO0zYHd5XUx8KVFUtSHMNQ+YH0L4WOfVkZptr6erqoquri2w2S3d3N93d3WzYsIHa2toCabJt2zZeeeWVAqFSUVFBJBLB5fp4RYRJywLLQnwI+zVCmoxgBCMYwQhG8D6jJBhmjT4ZgHZRw3ED8woyXEII7jzuzmG68w2hBk4edzKTygaN51JKlrcuJ2tl+cq8r2BLm7OnnM3ta29nXMmgMej51uf59ovfZt4nZnPT7O/gC5UAcMvrtxBwBTgueAT2n9soOXkc3okf3wjCurmVZKNesjv6SeeTLHr8OskVHaghF+5xJe+LR9rKJ5p56b7thd/ekItgmYfSKh+Hnz8FcLx2AcbOKeew86Y4cktmsc7L/iePJRHLkk0ZZJIm2T1Gq30QLAPdaeI9GeI9wxP0+kIuFh9fQe8+Epr/u8GnSKKaxDuEh8pJ6DIVAop8R0njPyosXXo0PT193HDDL+jo6Gb69Incc88vqYy+vQHz7rvv5qqrruKTn/wkyWSScePGceONNwIwZ84c7rrrLq677jq+853vUFFRwVVXXcUJJ5xAb68jw3PDDTdw209v5MqvfYvd7V1Eo1EWLlzIYYcdRjabLSSd3xdisRhtbW0FuTBFUVBVFVVV0TQNn2/Q8/MPf/gDV111FVJKFi1axDPPPFNIWj8UUkosaWFLG5f68Zoo/Seit2RwQt4SGe7hqHg15Em7SW/dSEg6fcM7IdI+bLT0pfnBoxsZE/Vz/pkfnqa2bUtevHcrA90Zloe3MuWAGibvX03ofZBPUVWFUFWIM6/bD8uwScVzpOM5krEs8a0tpLMQjnpRXDqVV19N8IgjSL++kvTrr5N+4w2sWIzE00/jHjsG9kSzpFL0/ulP+PdbhGfK5EJUy74gFIEnLyG5BxmfRnPTez60/AYEL8/7/x01+UEglUozbdpEzjnnZM4558sf9e4Mw7Zt27jkkkuoqxt03tmxo4kLLjiFuroaXHoI27KQ0nbyNEgbKSUuz+AzY2QznHnqUl4bNYp1GzbQuXNwXKVqGi+88AIzZszgmmuuwasIHn3scT572eVU1dVz/PHHf6jHO4KhULElJEUWUzWoDjjzAiEE4fJKgpHyor4jk0ySS6dRFJWS/PwCnGhcIQSNwUbSVhqPNmgk3yPv5VKKxw9NsSY0VaPCV7FPeeJkMsnMmTO58MILOeWUU97n437v2Ndzs337Nj73Oacs3pshncsV5gJCEfh1BU1KJ9okf14vvPBCXn75ZdasWTNsG0Ofm8rKSh588EHOPfdcwuHwx/K58bpUvnH8FP74YhPbu5P84plt/Oa5HZwyp5bPLB7DuIoPPyrjvSLkKs4FUuYt478W/BexbKzoPr/hlRt4qfUlvnvgdzl+zMfg2sSaQXVD0Ml/yrwLAWgAGkY5RLuUkoGBgQKB0tXVVZRjpaWlhU2bNrFp06aipktLSykvL+ewww6jsrKy0NZHNc7s/se9bP/trUy+/BpCRx/9gW5rhDQZwQhGMIIRjOB9hkex2K9/I5tLJjNDvs50Y3jI696DjP2q9ytIde2BLW1+eshPaYm3UBWoQld0rph7BV+c/cWiRHYe1cPkssnMqp1LtN7xDjRtk9vX3Y5pm8zcVU5looT4P5t51v0q/9j2Dw6pP4RTJ5xaaCOWiRF2hz9yI5u7MYS7McSDt66mdXOMGQdWU7+uG5mxiF44Dc+E9268iXWmnX8EICE9kCM9kMPIDBqmI7UBAqVudPce6TAxLCJl1Ix957rYF074wkySsRyp/izJ/hypgSyp/hzJ/hxur0rlhABNa1VQ9h1hk+lzIVSJO/QhJVy333xf3g66gKF+3ClbYEsn18nHHRdf/EkuvrhYjkuz3z4JallZGb/73e/edPnSpUtZunQphmGQyWSwLKvoo+s6V191Bd/6+n+hBStB95BOp+nr66Onx8mzsnv3bhRFobOzE1VVCQQC2LZNIpEgHo87Eih7kSsul6tAmkSjUe69997CJEdRFBRFoaO3A0tYBPQAoYBzrLFsjNZEK37dT0OwYSRR/EcMb0+MstHdWKjUdyX2WSebtYkPRPB6FKyBHD13rKfkE+Nw1X4wBouWlhZaW1uprKyksfGdST9G/C5OnVtHNPDBRZjsC7ZpM2lRNWuX7SbVn+O1h3fy2sM7qZ1YypQDqhkzqxztfUhErOoKwTKPIwnWCMws9rBWS0oILllCcMkSAGQuR2bjRlKvv45v7txCvdSK1+n60Y/pApRQCN+C+fgX7od//0W4xox5R/10eNcS+uufec/HNIL8QOFd4ogjFnPEEcPlFoXlKsphsy9ks1muu+467rzzTjo7O6mvr+erX/0qn/70pwFYtmwZV199NatXr6asrIzzzjuP7373uwWNetu2+cEPfsCvf/1r2tvbmTBhAt/4xjc49dRT2blzJ6NHOwmPL7zwQi688EJuv/12LrjgAgAuu+w6LrvsOn7ygxs5Y2mx0VrVNMobRxd+f++668hl0nS0tbFuw3oAFFVF1XU03cVXv/rVont19n6LeP6VV7jnnns+lsbf/xRoSGzpvO9KzOCw+3Hv/t4b/D/2zjM8jupsw/e07VW9WZLlIvdesDEYg40LDr0300MLEGogoQQSCCEhhI9QAgFCKKEFQuhginHBBoN7t+Wm3rW9zMz3Y6RdrSVX3Ej2vi5b2jNnyq72zJxznvM+rwtRFJBNycliTVWp31KBYrHgySvAqqQK0B6zB5NkQhGTwkgsFMUf90Mccm25ifKWcAtt0TbcZjfTp09n+vTp+/S+DmW76Sh79tlnOe+cCwgHYkSDcTRNxx9RkQXQfFG8bhOPPvoouqpRs6WKZUu7iiZ33HFHyuvrr7+ejz/+ONFudF03cj+2/9xxEV7l2mYCbRHiUQ01phGPaahx43dBgDE/SeawW/RuBfVbfYlkknr7f7oOgggzrxmaqLv8i+3Ub/UhKyKSImK2yVgcJqxOhak5Xs6/vpjP1tXz1zmbWLylmX9+s41/frONJ88fybRB3Sc+/7GQYcngvP6pkT6artEUakLVVfp5kwseF1Yv5NW1rzKpxyR+0usnB+8it34N/zwXMvvArP+A3P2CJ0EQcLvduN1uevfu3WV7v379sFgsCUGlrq4uMR5pbm5mypQpibrz589n0aJFeL1ePB5Pl58Oh+MHjx8aQg1saNlAjjWHMo/x3a1s3sKMll+Te5zOK9u3/6Dj7wlp0SRNmjRp0qTZzwRDTfTe3sbF8otkNHnpJ+9bJlpJlDiy8Mhuyzvzk14/SXTM2hrqee/Pvyerb28uzr+AjatXke13YSpxkTVrAEtXfsyc7XMocSUnuVRNZdLrk5AEiY9O+4hMq2EFM69yHotrF1PoKOSEshNSVtccSGIRFX9zhFhEZdln24nZJPJdJgIOJeHTHqsNIGdaEfbBZkVvT8A7/pTe9B+fj6+pawRI6eAslmRvpc+ovfd49TU2ULHkW4ItLQyZPA2b24Mr04orM3VQ2VpXQ92WChzeDGKbAlhbexF0rWPdv0uJB2XKz9iEbNbQdWha56ZxlZeBF6xHlLtO4MjBbOK2+i7lSmsJejAbHNXEnZV7/B6U7ePRcpeimttSN+yDmOKRdEyCjtJpXK4BrXEBp6R3sfL6oUiaE12IoAmdfbf3beJLjnuRLfuQs2EnKIqConRdXalpGv6on9qYjyxBwIwxsDGZTAlhpaOepmnE43HsdsML3OFwYLPZ0DQNVVWN7WqcqBpNWckZjocJCAEQwKpaE0np25Q2VEFFV/WEaNKxOjQSjRCLxbp4Kac5uJhaZE4JfIymmsheX9ttndpaM0uWzCA/X6HftgqiW300v7mOnGuHd+ulrus6WjCOaJX3yWt97dq1fPXVV4wdO3aPRZOybAe/P2kQ/nmVaMEYYjf2LAcC2SQx+oSejJhawqbv61k9v4pta5qpXGv8GzChgEnn75tFYt2WNlbOrcKba2PY5OLd79AJwWTCOmQI1iGpUTeizYrj2GMJLlqE1taG/9PZ+D+dDYBSWEj+ffdiHz9+p8dVcmxYLUW07mS7HPYQt7TsdH85lEHc2jUZvRLIR2wrJOaoRtub50nlWDC3Estak7pBF0DYzX25G0+wUNx4Xlskc2JSPqbFiWtxJEHC1Om+11HXLJkSi03iWpyYFkcURMydIum6q6upErIgoYmdkvDuyXUnSF6/qJlRxMzdtrcLL7yQBQsW8OijjzJ06FAqKipoaGgADPF8xowZXHDyyTzzu9+xqa2Nyy+/HIvFwj333APAAw88wIsvvsiTTz5Jnz59mDNnDueffz7Z2dlMmDCB6upqysvLuffeeznrrLNwOp1MmzaN8vI+3HHH1cycdgI22Zu4fEEQEUQRcYeIJ6vLjcXpxOJ0Iikmcnr22u0EWWtrK/3799/Dzy7N/iYYC6KrYSTdgyKqSKJINB4lrseRRTklsjQYM2xqLbIFu8eIRolpMWJqjFgoZDxDVBVRFBN11UAYEQGL3YFdsSdEE13T0Vqj5GtZxC06spSchgzEAviivpQxhqYb/ZOGUENKTshdsSft5qKLLuKFF15gzZo1XH755ZjNZu66805ESUq0m8f+7/8oKSpkwdcLU9rNuhXLGTluPPfcfTfnnnceTqeTSROPZvDQYfzyttuYdemluN1uTBaZsL8ZWYljsrtRoyLRcBx0lbCvBVFSUDQTxDW0uEb91mYABFFCaH+foiTgzbMn3ltjQzMlRb2o6yRwdCBKAo6s5D1v4TubqN7Y/d1fMUspokltRStbV3a91xsXlPpy2+omKpY27PTzv+LPE5k6MI+pA/N482/L2byikSY1jjqvnjkr2rA6FTBLZGRaKBmU2a018o8JURB57SevUeWvIt+ejEhfULWAT7Z8gkNxpIgmL6x8gb4ZfRmZM7LbKKsfjD0b1DjEQxBuAce+5SjJzc1NRJJ04Pf7EyJKRkbSsaKuro7W1lZaW7v/vl1zzTWJnInLli1j8+bN2O12HA5Hyk+73Y5oEvlw84ds823j2mHXJp7tf132V15Z8wqXDLqEn480oja9PuPr2WoXcJ1z9j69z70hLZqkSZMmTZo0+5loqJ6qga08J1zHEPv3jGk8eOeu2bCWqnWribYGONVxLmijsZR72eBcwcYPVjFpyHjKxpWl2Hs1hhuJa3FU1BRf1gVVC3hn4zsMzh5MT3dPRuSOINjawit33oJitXLB7/6c6NSs/HI221evoPfocfQaadj9xGMxln/2EbLJxKCJkxH2cLWJYpY465ej2bK8kW8/2MyyijaWBUJw7yJ6DMhg5PHFSB9UYO2fgXtaz90fcAeOvbAfx5xXjiAKSLKIxaGQXdx1YvzkG0fs8ji6rrPo7ddprqli0qzLMduMAc6qOZ/x7X/+Rfn4o2mqrsTicPLmA3cTaG7i7Ht/j8VurPxe/dUXzHvtRQZNOp6+ci6hsnUIQKTVhBaViAdlZLMx8V+3xIhqUaMiotxVtOhOMAGIubeAe+99WmLFX3W/YR+jT2w7/Ol9qoBfE4jokKfs3xAUVfR1U7pv54jLzbz6wtv87OZfdLu9pKSElStX7tOxOyOKIi3RFnxRHy6zCzNmLBYLlvaEubquJ0QRVVPRNR1FUYhrcRpDjai6yqVnXMpXXxl/Nx09EVEiIHDHHXdw3c3XEZbCmCQTWfaspAATiRPVo1iU5ISFVbGSqWaia3o6yuQwoKenjlsc1wBwp+O1buu43UOBDVgsRXhO6oWu6biPL9npBG3DsyuIrG9BybeT87PuhZVdsePq1j0lsKiGto+2EFrWQM51ww9qdKMki/QZnUuf0bm0NYRY83UNa+ZXUz42OUFQt6WNVXOr6D0yh4K+XsTdfC6t9SFWfVVFYV/PXosmO8M2ciS2kSPR43HCq1YR+Hohwa8XEPx2MbHKSuROCVsDCxYQ2bgJxzETMbVbxkhOEzXZL+70+LsSTIAugsnwZcaEyPIBGpH86r1+P7HChd1v2BPhoZs6k/9jWI68O+NJvGZD6H15/bv8ddVr/KRkEr8YcXmi7sz3ryKsRnjj+D+Tbzcmb97c9AmPLv8HU4rGc8/oaxN1T//oelqiPv5x3O8pcxmf5btbP+bEnjvkItljwQQ6P3s0MUJMbcBM5k5rr1u3jtdee41PPvmEyZMnA1BWlpzkfPzxx+lRWMjDv/gFkt3OkLIyqqqquO2227jrrruIxWLcf//9fPrpp4wbNy6x/9y5c3nqqaeYOHEieXl5idXGHbYshggvkZVVRvmAsYiijCCKu2yfVqfRb5IVUyJ6cVe89tprfPPNNzz11FO7+czSHCjGvjwWgHcmvka+WADAcyuf47Elj3Fan9O4Z/w9ibrHvHYMoXiID0/7kEJHIQD/XPNPfv/N75nRcwa/PeI+tPYFHdPenEZzpJm/jX6MYnMBssnMfyre5/S+pxOLRAg1tSLFRByKHcVjT7kmr8WLRbakJJGPqIZIGY6HETrN3lcHqgnGgmRZsxLjFV3XU9rNUePHo2kqpaUliO2LzB798yMU5ufzu/vuxZmRSb9+/aiqquLWW2/lp+efiys3P9Fuhg4cQFt9HaefdCILv/020W68TgcC4HI6E+1GzM5GAOw2a4rFUTQUIh6NYHW5sWUafauQ309rbR2KxYI3uwAV4+6gxltBjyFIbiTBggZomkrj9kZkk5mPvviS75cs5ve/+RO6ZkSbC4JEu6LJjupGdokTURaRTWIiKkSWRSRFQjGnttHBxxRRNiw75flvNHmhS0BcvyPyye3pIh7ViEdVIqE4IZ+RRysajqOYkyKIJaJjCWkUILL5+67jk8HXDeSo/jkIgsCidyuo2diCI8OCO9uKJ9eGJ8eGO9u6XyJADzQFjoKU19N7TsdhcjAwc2CirCHUwEPfPoSAwNxz5iZEk1WNq4iqUcozyrHK+2AXqsahQ4DM7AWz/g3Z/UD54dajAFE1ikky4XA4cDgcvNvyLq/NfY3LB19OeUY5U6dOZeTIkTQ0NeBr9dHc3ExLSwvNzc20tbXh8XgAiKkxKioq+P777wGoslaxzbGNrHAWvXyGbdhV117F3fPvRtM1BsUH0VrZitlsJhaNkSvn0lTdxLfffouiKPTr149Pz/wMZ30AxX7g7d8OS9Hk3Xff5aabbkLTNG677TYuu+yyQ31JadKkSZMmzR5T26ri8Mn0d66gIFZNdezg+YEX9hvIpOMvJrykATQd27BsPKf3Ycm1vyfQ3MRZAx9kdD8jQXnd5k1UfP8theUDWHz+YupD9chismswIncEjRUVFL8XItqyjtgpgzn1o7PQSpo4fmWPxGC6NdLKxtXfs/7zL/Dk5idEk0jAz2fPPgnAoGOMcN6Wmmo2Ll6I3eOl35ETE+daM38OwdYWeo0cgzvHGNBnFkKvYTUU9pJori+kYlkD21Y1URytI6vBSjRn3yJfRElE3EU/XNc0/C1N2FwepPaw/fWL5rPwrdcpKO/HsRf9FDAiAb774B2CrS0MnzqT3DJDiMrsUYInL59Bx0wmr3dfAGo3ricSDBBobk6IJp78AvJ698WVnY3elIyK6Hn8diSThsnZMTiC0uO3I4g6kmnfopYONyyiTlQHh7hjInk43IZIM6Ydy1GTl3S7rbuokX3FLJnxYdhs1QXrUDUVSZSQBAmP2UNduI6mUBPZtmxybMakqaqpNISMlX9/ffqvRMLGRENDqIGWcAtei5dMayYZGRmYJTMZFuNn54SOxbauE72iIJKX++O2U/hvIhY2M0BfDoAptmuLPl3XES0ymeekRk5Eq/woefbE5IjUngPDOiQbPa4h7OXkRIdosjeihx5T8X25DQD7uPxDagfpyrIyZmZPRs8oTZlzWruwhpVfVbHyqyosdoVwIIZiligs99J3TC59RqWuwNS19s9hH6J1docgy8lIlCsuRwsGCS5ejKlTEvCW11+n7f0PqP3NbzD36YNzymQcxx23X68jo6X9WfTf8fg5pGhSdJc+8EuWLEGSJCZOnNjt9tWrV3PEmDEp+x955JH4/X62b9+Oz+cjGAymWKgARKNRhg8fvtvrkyQzsrL/Iws///xzLr74Yp5++mkGDhy4+x3SHFAaZT+FiOj7uKAEQO4mAbPV4cBssqNYkv3ziD9AMNiKSbJg9XgS98qGbVtAB09ePrb2CPdIMEDY70Nqj271WrwIgkBrXQ2aqhGyhgnHw+joBNta8TXWI9mtvDf3vUS7aa7chqaquAsLUExmJEFizeo1jBg2lHgkGTF25JFHEggEqKqtoc7nT203ug6CkNJu7N4MBFFIibgymS0IoojZnioEObwZaGoc2ZTsI8qKjNXpQpJlRJOE4jQhySImi0I8ouJ02pBCOlhkYjL4GiN8NX8BF198CU8+8RTjjxlFa20VsUgYV04eFocDQRCIR6M0N9QRDRnRPked2bf9Lew+30Tp4D23GS4bng1k77YewJGn92bosUWEfLFEnq+auiBzltcga/DQC98yqsTLz6f0pamijW2rm7seRACH18w5d43FZDHGYm2NIUwWuUveyMOJ8oxyyjPKU8pC8RAzes4wFkZ1ypfyt+V/4+MtH3PDiBu4dLBhI+eL+vh0y6eUecoYmj2UnbLxc3j3Bjj7Zchtv6cW7P4evyOrG1ez3b+dETkjEk4Tn2/9nF/O+yUDMwfy9PFPJ+p+tf0rVjet5tTehnWjzWajxdrCbRtu45zycxhSPoS+Sl8GZA5AVVUEUWDam9Oo8lfxzOhncLvdBAIBPmv9jO2x7ZjMJsxRM5FIBI/Tw4yeM7ArdrZv387GpRsT552AMW/xLu8CcMMNN5DlyTaiaw4Ch51oEo/HufHGG/n8889xu92MHDmSU045hczMna/ISJMmTZo0aQ4nVNXEO85JrBP6s9o0iKzgPzjwwaMGNreHUvdggvZaHOMLcM8sQ0djzEmnU71+Lbk9k5Mtm5d+x9x/vkD5uKOYOWBQYiXZon+/gTMrm6NGjkeOb+WbyjcIB3xU+auoDFVhzjFx5rR7Esd5fMnjvGx9mZNOmUjRgMGAsTrl7+tfInBUAYPDSYGlYdsWvnjhGfL7lKeIJovfe5uaDetw5+ThzjEma5sqt/PZs0+SVVzKrIceM1b0zq1k44Ln2NAYJ6utHw+8fAtZkQJ+O+Z+Svpn79XEVbCtldpNG5BkmeJByY7p09deiq+xngsefJScUmOFpxqLUbtpfcoACGD41Jno6FhdyU5w71Fj6T1qbEq9qVffgGK24MxKDlD6jT+afuOPBmDFY79OlDsLg12u1dOzu+iJPUfV4al6M25J53RvlI7FZj7VsMpyinAA5vx2ilmA7B1sxoIaNMVFXJKO6zBKGG/NUMl1dfX93d/kBprIjUdRdZ1tQWNlnoCAjo5FtiTsKVQtGe0jCiIZ1gxkQSYjIyNh3ddL79XtYDnfsfuk9mkOP1YWFrJKMO6t34wMcHk3dXY1ORKrCVD/5FJMJS4yz+uPaJHJOLsf3jPKEaR9a/iR9smnvRE+5n+0kSt8jRSIMh+PyN39DgeBHZ8ZvUbkEI+obFxSTzhgiAWxiMrmZQ14c20J0SQajrN6XjVBnyF4i/v4Oe4Nos2G46jUPBm20aOJ1zcQ/O47IuvXE1m/nsZnXoRH9t95V/QzIgrU/e2luI98+hMjf5RFSk7un9tnJmf2moYkpIp/7854AiDFhuu0simcWDqpi+XPG1P/3KXujJKj9+/FA2g67OT7YrXuwQrhXUR5+f1GzqP33nuPwsLClG2Hymbxyy+/5Cc/+Ql/+tOfuPDCCw/JNaQxWHjuQqqqN+PAS0CIEBGjXDLoEi4YcEHKoimAL878AiDFNuvsfmdzWp/TutgEf3jah4m6He3qpN4nGSJ+BMySFcVsQbQa59B1HTUW6zKxH49GCfl8WNq/4nbFECMiwSCaqpLvLSAmqFhlK/FICF3TieoxzJbkd1uxWNA1jepwLSF/iEJnIaIkoVgsmFwO6oP1mDvdO7J7lFJTUwPsut1YnS4gVTSR2hfOKKbUtmVxdF39rpgtuDst9hIEAQTIKDDOF2+NoBFFMktINoX5X2/k/Esu5U9/+hMXX3IRYOQMEiUJSZYTn1s8FiXs9xPrJAgBvH7fL2mprWbqlddTMngYYIx76jZtwJ2bhzc/9X3uTzw5RrTIjhzR2ocnv9yIadFWvt3SzHnPLGRavpfTTyzBpYm01gdpqQ3RWhckEowTj2gJwQRgzj/XsWV5I3aPmcwCOxmFDuNngZ2MfPthG5nSw9mDB49+sEu52+wmy5rFwKykkLyueR13zb+LAnsBH53+UaL8yaVPUhus5fS+pxtRLAufpLV1C+s/+xWeaQ/R25scpyyrX0ZzuJlBWYMSQsjaprX8bcXfyLRkctuY2xJ1755/N6ubVvOX4/7C0UXG885pcuKL+qj0p9pwntf/PHxRH4trF/Pp1k/52fCf8dra16gJ1PDxlo/503d/YmrpVP4w8Q9I7e1E0zV0dExZJsYMMBZV9m7qzZDqIQzIHMDovNHEYjEUReGBox4AYOPGjZRmlRKNRolGo8RiMWKxGNFQiGBlJaZ9jHTeVw470WTRokUMHDgwcbOaPn06H3/8Meecc85u9kyTJk2aNGkOD7LtMnSa4y4Siw7auQVBwHtKHyx9vVgHZ7Xb80iMmH4i7JBbMbOomH5HTqR4cFIwiIZDfPXK30HXuerplxh2/AmUDR+F3ePFasvk79P+TnOkmeLipAd7fciY4B0y/GgKyw2v6tpALU+segqLx8Kd5yWtGN7yz+bbKRpTHMnoG3/UT90AM1J+bxzepFeq1eWiz9jxuLKMlSTubCvjTunNu1tcuIbmEC73ULVyG20xH+/93wqcmRbKx+bxTOOf2W7axDXDr2bmAONNf/fRu9Rv3cTYn5xBxfIYjdv92JwVLHj9CYr6D0oRTRwZGfibG/E3NyZEk6L+gzjxpjvIKOiR8hkecdqeyWF9Ro/bo3oHCp8qsC4iIaJzTvIj5tM2hS/9CpOcMU7yGBOEqg7/blFwSzoTnfFEzhFNP7DCSkgT0NlXI60fN1E1ioDRMRcRyLBkIAoisigTioewyTYskoVMSyYRNUJMjaFICoIgpHgpd3AoV/CnOTQ0Nc0HIBDY2GVbvClMR+MSOvmI76tgomka3377LQA+354Jurqq4/uujgAQsUr7lI/qYFDQ20NBbw8Tzy2nemMrW5Y3Eo9pOLxmCsuTz62aja3MfX194vXubLwOFN5zzsF7zjmoLS34v/wS36ezCS2vAvafL2htzuGV08jaTX41RZRRxK5TG93VlUW5ywTxruoeTAYPHoymaXz55ZcJe67O9O/fnzdffz3FHm/evHk4nU6Kiorwer2YzWa2bt2602iVnaMTi7USjweQZfvuq+8BX3zxBTNnzuTBBx/kiiuu2C/HTLPv2BQbTsGBKurEdY2oaOQ+6y7HQme7rA4UUUlJ7r67uqoviqwpyCYPyg6T6BmFPdA1DVFOtjGT1YozMwtJSY1icWZmoes6ZsWCtX0yVrKLZFlLEUSByWMnd2k3LS2bEtcxYOBA3nzzTeKSTp2/DotsSbSbHj16EFbCmMwm1m9an2g3cS1OJB45aPcA2W1Gs8kIksiXc77klNNP53e/fYCLT70ALaoimiS8+QVd9pMUBZvLjeJPXXDVUluNr6EepZNYWrl6Je88fD95vfty3m8fTpTP/ec/iEXCDJ0yIyHi6JoGgrBf+5N5bgv3nDiQq47pxeOfb+DlRVv5sLqZD6ubef3KcUwpNSyXdV0nHIgRaImm7B8JxAEItEQItETYuippJWm2yVz6x6MS11u/1YfFoeDwmg/bPvFd4+7iziPuTCmTBIkj8o9IRJR38NnWz1jdtJqJRRMhEzjx/1j1+a+4omkBfb66lX+d+K9E3Ye+eYgl9Uv486Q/c2yxYS/ZFm3jg4oPKHGVcBtJ0WRA5gBMkom4Gmdt01pKXCUMyBzAWye+xfrm9Zz6zqkMyhzEvUfey0m9TwLg+DeOpzpQzYm9TuTOcXcyNGcoqqbSGmnFa/ZSH6znsSWPcUH/C3hi8hO4zW4yLckgiM7ROKF4iLZoGw4cCZG0sKSQsCeMVbZS5k7aUzb89Wnqn3ueuuXLKX1x5xak+5v9fgeYM2cODz30EIsXL6a6upq33nqLk08+OaXOX/7yFx566CFqamoYOnQo//d//8eYMYbqVFVVlaLuFhYWUlm554nm0qRJkyZNmkONaDJx3HuLuDazlgK9gAZl35Kx7Q2Bb2uxDc9BkAQEScA2ZPchq71GjklYaXUQj0YZOnk6bfW12FyGX3CHaAGGZdeOPHzMw/iivpQVnqIocmKvE4HUCdz1sS2sUrZx/uikSLHNt41n4++SnZPNDWXJlTJ/2PIkc/PncsuoWxJljaFGvh8b5dS+Yyh2FHNvTGTz+gZMVhlfY5hF78xn/ZCFNLoDhH1JG5tPF/yLl4u/ZfDceZxVcwdbVjQycmoG5p552PNT/z4n33oXZps9Yc0F4MjIpM+YnSfePdAEai00rfXgKAjg7W1MUsYjIhUfFaGrIn1O3pzwH65amE3jKi/5Y+vIGtACGHZY52ZECGtCivAR1UFAx90pssOnCszxK4joTHLGE+VvtygsDMhMdcU41mWUx3WY3SbjlHTG/cB86Zmyjk3T6Wy5HNchDlgOz/HOXhPX4viiPnR0MixJ9Wp983oQIcddQLbZQb7F1WVfSZDQdI3tvu2oukqJqyQxwEjz380nwT6cNecdJERay3cyfBOMNhmNdpUdrQMyyb56GJLLlCKUxGoCRn6cHNteiRjLly9P/D5khyTmOyPwTTV9ghqvKi4Krtx1vqjDAVESKezrpbBv9/aakixSMiiTmk2tRIJxsnr8wBvgD0TyeHCfdBLuk04itLqOrdWHVqj/X8fvD7Jp09bE6y1bKlm2bA1er5sB/XZuT1VaWsqsWbO45JJLEgmtt2zZQl1dHWeeeSZXX301jzzyCDfefz9XX3IJFcuXc/fdd3PjjTciiiJOp5Obb76Zn//852iaxoQJE2htbWXevHm4XC5mzZq1y+uOx32oanCPRJMNGzbg9/upqakhFAqxZMkSAAYMGIDJZOLzzz9n5syZXH/99Zx22mmJ1fwmkyklmXCag4ui6xC3IAoqIsIe2TjtK4JZQjBJiO1iQKJcEFIm8zuIxOJs2JzMw1dRUcGSJUvIyMiguDjVSrQj6gKgvHd5l3azdctWampr6H9m/0S7ue3G2zj70rPZsnFLSrsRrAIXXX0Rt91yG4qoMGHCBCrrK/nw8w/xerzcclVyHNIUbqKitYJcW25CLIppMeqD9ZgkU0puyA4rMZNoSkTnrF+/Hp/fR3V19W7bzUmTZ1K9tRLRKmPLdXXbbhSTGbvHi6m5JaX83Pv+QFtDHdnFnXI/igJZPUrILEr9LFfP/Zy2+jrKx00AjLnYDYsX8sFjD1M2YjQzr781UXfbquWYLFYyinp0ibDZU3JdFn590iAunVDGnz5dx4Y6PyOLk89aTQerw4TVkSqenXbrSCKhOE1VAZqq/DRWJn96cq0p3+NPnl1Jc00Qs10mq8hBVqGTrB4OsoudePPth2yhw47s2PaG5QxLscQCIOLjopjCFucA+nj7GGWOHOTRl1O6oDrhFNFBmaeMmBbDJJkIxoIokkKpq5SbR90MwMPfPkyOLYfzB5yfyGM0+fXJ1AZreXHGiwzNHkpvb282t21mffN6LFLqgoLT+55ORI2QacnELJk5o+8ZgBGJBvDod4/yr/X/YlPLJv4x4x8AVPoreXXNqwiCkEjoDnDjFzcyt3Iu9x15Hyf3PhmA7b7tnP3u2dgVO1+f+zUAqt/PiwufZOMJIiePH0np3n/U+8x+F00CgQBDhw7lkksu4dRTT+2y/dVXX+XGG2/kySefZOzYsTzyyCNMnTqVtWvXkpNz4CeV0qRJkyZNmgONpIZQprTyW1M55fpqxmzaPwnZdobqi9L8xjrC65vJOL0vgrLvK3htLjeTL7t6r/dzmlInjAodhfx2wm+71Ltk8CVMKZ2S4tMqiRJj8sakDDQAWiJGYuzOq7zqgnV8uOo9mitqydgew7q4khNv/iU9zx7Dxu/rWfqpn0mLPTS7sph0xoTEfm0uL6qk09oSpaXOWI3lzS9lwdEhnqp/DvvW4UwqngRAUImxuGYBZZ6yLh3RQ8W2L/MJN1sQBD0hmggCBKqNiQ1dFRDa7a4CNTbUqIRvm4OM/i1sjYoUmTTG2LsmcT8rI8bp3hidreolQec4Z4zoDpElPlUgogtdyj5oMyGhM77TV6BZFQioAm5Jx9kuyOjt9UUhNZdJx28CYN3hq9uiCoQ04ziHk2VXZzRdI6JG0HQtRcSoC9bhj/rJsmbhak9WHNNiVPmrkEU5RTTxmD20RltpjrRiUWxd2lMHqqYaK0JVUpJGHshJjzSHnp/7PueRo2YCcOWHc+jO79HhMO6TwWD3939TfvK7qUXiVN29IPE679bRyBl7niNq0KBBhEIhAPr27dttnVhtACU3eU7/vCrMCPQscpOT/eMX+wrLvRSWe9E1nZA/htV5+HisC93kGvghuNqMBQg+h4x+mEw0He58//1KZs68NPH6jjseAuDcc0/kxRe6RpB05oknnuCOO+7g6quvprGxkeLiYu644w7AWFD6n9de49Zf/ILRM2eSkZHBpZdeyq9+9avE/vfddx/Z2dk88MADbNq0CY/Hw4gRIxLH2F9cdtllfPnll4nXHbkfKioqKC0t5e9//zvBYJAHHniABx54IFFv4sSJfPHFF/v1WtLsObIAFkIIKDhjGUYn7AA1a9EkIWTv+Rjo22+/ZdKkSYnXN954IwCzZs3i+eef3+W+O2s3oiBSWFjI+++/zy233MJzf3uuS7spdBTyu9/+jvLi8kS7cXvc9B/cn+tuuS7lPDE1RjAWTMkHE1fj1AXrsCrWlLFMpb+ScDxMsas40a+75LJLmDtnbqJOR7uZv3w+2YXZPPPcM7tsN7qq0RxoJiiEyLBkJISbuBbnL9//BcWscN2I63BkZOLIyOTtDW+zqWUTU0qmMHj0OPqMHkdTuIknlj6BTbYxa+Asxpx0Oi21NaxkC5+u/IbReaMJ1tURC4cIaxHeWPcGiqhwUu+T+PDxP9FWX8fwW39KJEOmr7cv1roYq776nOzevWgpMyI7jio8ingkgmw2s823jdpgLQWOgsS4StVUfFRw1fE2Cm0DEiJGSzDEaU/O5/QRJVwyoSdmOdVyy2yVye/lJr9X8nPWdZ1YJDnG0TQdSRERRYFIIE7l2hYq17YktueUODnj9tGJ1/7mMHbP4RuRwpb5zFj2LogyHKcTVaOIgsjovNH855T/sLl1M8+veB632c0pfU7h1+MNy+dT3zmV9c3reWH6CwzPGc6sgbOYvWU2f/j2DwzJHsL5A85PnKLQUUhYDeOLJqOHh+cM54nJT1DsTBXZrhiy66jBY4uPZXPbZmaWzUyU+aN+nlv5HF6zN0U0cZqcyIJMJJ60l5NFmVxbLl5LUkhr+vvf+a4gzPe9RY4a0DXi6kCy30WT6dOnM3369J1uf/jhh7n88su5+OKLAXjyySd57733ePbZZ/nFL35BQUFBSmRJZWVlIgolTZo0adKk+TEQFRSiJqgV8smlBkEPHbBzxRpCND63wjjvljY4TDzHd8YR+UdwRP4RKWV9vX3529S/dan7+6N/T1OkKSWk12vxcrvneoZ9U0SDuY7ZPEeguRnZJFE+No+eQyYzdIkXT24+mbbkpPTA0BlYvx+NKsZoDRp/D0EUaI20AlDgSHbAvqn5hlvn3MqInBH8ffrfE+VPL3saHZ0Te51Inn3vkmTHtTiSIO1zh7z4mGpatzhw5CfD70VZo2TydkRJRxCSg7eex29H10GxqQRUeKTOglnQuSIrQi9L10y+kpCafN0pwU88XZNNn5URZboaw9ZJ8BAFOMIeR91BYFH1djFkh7JW1ShwmJLHaFEF/KqAS0pGvOhAU1wgrneIKUZ5TDdysMjCgU0YrwGh9o/K3mkOui5YRyAWINOSmRBComqUTS2bkESJfhnJ5NtRNUooHiKiJgcCiqjgMDlQRCVF6Mh35BNrixGIBdD0nWdbViSFnq6exLV4ih//lrYtyKJMji0Hk7R/J0zTHHpkOUqtYNiwaTu5x7vdZkpKlpCRufv8O2pb0vJCdCh7PWEmSRJHHGHcx7VQnHhzGLU50v4zTKw2SGRDC4X3jU/YgdmGZhOrD+GcePDsKg8Ggihgc/13t7nRS4zn5JwjMoiZDu8+xuHCUUeNprV12T7ta7FYePjhh3n44Ye73T5x4kTm/etfCFYrpqKu7UkQBK6//nquv/76nZ6jpaWlS1l19Qpisa7lO2N3wsfzzz+/24nuNAefoKgRlaPkxbpGtO4vdE1P5Ivam37vMccck2I9tzfsSbtZtGhRt9vsih27YufGG27kxhtu3Ok5WlpaCMQCqJqayIvS0tJCMBakOdKMSUx9FnRYAXbur7338Xts823DqqRaD21q2UQoHuKJp5/gpRdeAoyJ5i1tWzDLZnp7jGe76o/h8JmIyRFipmRfXdM1Ptr8EaJJ5LoRSaFn9tbZfLHtC0pcJQzONnKjNYYaeXzJ42RYMpg1cBZDp8wA4NYvb+WDzR9w2+jbOHvKmfQcPpLqUC1nz70Iq2zlxF4n4szMRo3H+bRtLv9Z8T7XDb+OEdtyWPrxe+T7RvLAZsMmavms5Tx341WE/G00XtiHtyrf4/LBl3N2xky2rliKozCfs5cZGdoWnruQeExAVhRumf0H6jJf45Hvx/PPb87mlzP6M7l/Dqe+cyomycRfp/wVj8UDGJZVs7fOZmz+2IS7AcAra19GPE3k3OITiDYINGz3s37rZjbWVhCrNJFRkBzDtYZaeeGeBVgkCznFbnJKXGSV2MkpceH0WhDF3S9E1HUdHT3l7xyOh9F0DbNkTkQZBWIBagI1KKJCsSspRHxQ8QH1wXqmlk4l127kTVtS/S1/X/MSxa5iQ2QYdy30nswZc37OmqY1PDv1WUbnGcLPxtaN/HHxHxmSNYRT+pySOK69PWKwIdSQKOvl6cX5/c+nzJP87gE8ffzTXcYPmdZMJhROYG8ZlDWIh49JbYeFjkLO738+BY6ClPHPbyf8lgePejDlPlHqLuXTMz5NvFZbWmh67nmm5+iMHHo8I/NH7fU1/RAOqklnNBpl8eLF3H777YkyURSZPHkyCxYYq53GjBnDihUrqKysxO1288EHH3DnnXfu7JBEIpFEIkKAtra2A/cG0qRJkyZNmj0grnhpihWACZrIoLF2zgE5T3hjC40vrkYPxZE8ZrIuGnj4rpLZBzwWT6Jj3EGePY9j+0ymdV0FBSXlXP/LfyF3WlVrstooH3cUO3LW7WOp3dSPLSsb2baqiWhYpbDcy7tj3qUl3ILDlEzaKAoifbx9kiHQ7by4+kWawk0cVXhUQjT5ZMsnPPrdo0wqnsSNI42B1ubWzdw9/27uGHtHwrP1g4oPuGv+XUwpmcLvj/594pivrnkVgMHD+kL7PGZMN0LTTQIJy625ljgLC/1clROhIwZhVURkvitCb7PGpE4KwpyYQE+zRk8M8SFT0vDIOkWmnU/G7wkW0bD56oxb0jk7I9qlboaso+p6Sq5bAbCLXQfDWnvRjqJLUDMKChQtcRy/KuDXBGyiTmZ7ZI0GVMdERHTyFD0x/xvUIKoLWAQdS6cxT1ADETCLybliDYhqhhgjC8b5m+IiogD2znZmapRgLJgSCSKJUmJg3HkgkGHJwGVypSRRlUWZEldJl89ADDSQFwmhWjyYd2O5JQhCiv94OB4mEAsgCEIXD+Q0/x1USkkBuDnP020dk0mkuGQ5OTk9ut3eGSXbRs61wxBkESVvz6M+tm/fTnZ2diIxbmhtE43Prdxp/bbZ23BPKwXANbmEOl+YV5bX4Kxp4dQR/13iyX8zofYbqP7f0734USM5HEh9+uy+Ypo03aAKoGgKKhoS+z+3lK5qxOqCiDYFyWlKiCf/LXRni2pTbN3mdemuv+c0OemX0S8lUgWMxVuqpmKWk5ZXZslMviM/xf6YdlHJbLUkbJN0XUcSJM7pfw6yKXWK97ji4yhxlqSMaVwmF2f2PbPLNQ/LGYYgCJS6S5FNJjIKitBCFib1mIQiGnn0zv61kdD8+RXPMybaQIGjgLzeZYw95SyUggwG+4xcX7qmEWhpQlNVshy59HT3JMOSwbaVy/nyH3+jdPw4cgtyiWlGjr5nrr6USDBA0awB0AQ2xUJs8wZefOQj/t2jhI0lRr42URTZtmo5oiixwr+cdza+kxB0OvjDt38grsWZ1GMSecV5ZBc7Wej6iGcjf+SE4TOZMPrkRN0Zb82gbUQbZ3//S6JrNLavaWZF7lfMLXuDPq0juKP3rxk1oxSA6W9Opy5YxyszX6Gv14iy/df6f3H3/LuZWDSRx457LHHck/99MpX+Sv4x/R8MyxkGGCLPHXPvYHzBeJ6aksz3+eTSJ9nUuon+mf3JVRzw5YM0rX+HT+0qQ7LbLVCnGu4N5rXGIsO2SHLeu6erJzN6zkgIax08fMzD2BRbyne21F2akgi+gwO94MphcnR73u5yJO1I43PPo/n9jC0sp+epDyHsgZC1PzmooklDQwOqqpKbm5tSnpuby5o1a4wLkmX++Mc/MmnSJDRN49ZbbyUzM7O7wwHwwAMP8Otf//qAXneaNGnSpEmzNzgtLpYohmf1dqEEi+bZ7+cIfFtD81sbQNUx9XCSeeEAJOd/92rXDmxDsvcoZ0tnRFEgv7eH/N4ejjipV8q2HYWZqaVTmVo6NaVM13XO7nc2lb5KipzJyb4tbVvY3LaZhmByFY+OztrmtZzxnzP40zF/4riS46gP1RPX4shCatfr8aWP0xRu4m9D74H2fIbfBSReaTYz0BLn8mxDkPjCpxDUjIiMrHaxoD4usjIsYxHjKcd8p9WEWdAZblM5OyPKnQXhvfqs9gciXZPGS4IhpuxIpqzj3WHwKArgkYwhZXe5qoOagF3XsQiG6KLpoCEgdDpORDc+L0ECC0mBpTFudLY7i0gtcYGAJuCVdRyCjigYApEEiFqyXXUnhCiikhDHOtPdAHqnqFEs8TDgNsLvu+Htt9/m5ptvpqKigp/97Gc88sgjKWWXX3U5Tz72ZKJ+c7gZi2xJsfFK8+Ok3uNJ/L41ezerg9snVBYuXEhZWRnZ2d3fK01Fe5eDo6mpiX/84x84nU4uuOAC3G43sseY3BHtCpLXjOy1GD89FuRsK+bS1Gvd1hTi7ndWUpJpS4smPyLmj0nnn9hfzJ+/mNNP33m+Gb/ffxCvZudceeWVvLiTRLvnn38+Tz75ZLfb0hz+SLqChkhAiODS93//QG2Ngqqjh+Kwn6Lwvvrqq1262fyY2o0gCKkiSDud+5UdKJJChpR6/5U9FnSHCbeUTNKuheMQUDkt8ye4emWl1O/IE9GZXHsud47rujD93P7ncm7/c1PKsqxZPHrso13qXjToIi4adFHidWF5fwBe5oRE2bXPvUqguRlXTg7XiYYl08bQQvodOZGC8v58OvWXgDHGCrW1oalxrh18FTdMuJlIDP7+1KuIi1awdnOIEFcwqb8Xi2jjpUceJNjawog7ruLGkTdS7i1n5Zez+ey5JykbNZZpQ6cRUSPYFTvv/vn3RIIBOK6QUlcpefZcWmu3snbBV2QW9iCqGeOsE64aStPXm2iubmVjezS8FtOJhf1UrVuNxeEkGAsR1aIs+WwrepGJ3FInutYRIb/jOKbrxL7T5MRj9nTplx9VeBT9MvrhMrlAEGH5m/QLVvOr8kvJ7XtCSt1HJj2CSTLhUJKL/co8ZTx49INdzpdt27ux8uFIvKmJpn8YeVGyf3btQRdM4CCLJnvKiSeeyIknnrj7isDtt9+e8DoEI9KkR4/dr7BKkyZNmjRpDhQum8RI/zrWOfvTR19DiZK7+532gsA3NTS/aazksQ7JIuOMvgkLlP8lYnVB9JiGnGlBtBhdGj2movpiCIqYIiJpUcPrVpDFfVr1JggCVw29qkv5yb1PZnDW4JRIlR7OHnjMHi4YcAHjCozJkQv6X8D00ukpkUC6rjO5eDKN4UbyvGX42kWTjgiLztERV2ZHWBMSyVWSE/3lZpWzvJFExEUHRysarQ0WymtFyGja6/d6KNixCyxCIhdKZ9yyDqoRjdORHF4SIE/R2DGOxiLoCBKYd4huMQt6Fwvvjj/L80+/wlOPPU9tbQODBvXloYduJ3fYMYl6eyWE7A32LDC7YBcrvX76059y8cUXc9111+F0OndaBobndnWgGl3XKfOUYZWthMNhrrzyShYvXszq1auZOXMmb7/9dpfzfPHFF9x4442sXLmSHj168Ktf/YqLLrpof7/jNHuBtakVS88QcWQKG4Ld1hE6faO/+eYbPvjgAxwOBxdccEGXBWt7SywW44033iASiZCdnY3DYdzv5GwbBfeORzTt2fPHa1M4YUg+2Y59Sx6bZs9xVo3DV7Bg9xXTHFRGDB3K9999f9ivvr/33nu5+eabu93mch04W6c0Bx5ZF4ghQNcu1g9GC8fRgoZllOS17HX0uxY0nm9aJAJxFRQZQVEYOXx4ImH64czBajeCnOw167qOFoihxzWi29tgB9HkUKKYLXjy8lPKeo0cS6+RY7vUvfqZlwn52nBlZSOKEpjh3JlHsTRDpqZOIt6chSmWj0mWcefmYbJYGVk4hklZhjCweMm/iYZC6HGVB45K5oLZvmo5gZZmLjhnFheNMXJxrPjiUxa9/To9h49i/i3z0dBQRIXnHn+Ylppqfnb3b7i9x7W0Vobxb1vHK3c+TFH/QTw49TG+eGUNNTGN7a2/RlfrcZWeyW8HP0ORJZM18xfy0RO/J793X9785ZsICJgkE5/+7Qmaq7Yz7oxz+ersrwBoqalmySfv4/JmcHOfgTBqGggC29esJNr3enLyszhrxCkgCOiaMcIRRJEs6+Hz9z0Y6JEIjgkTiFVV4TjuuENyDQdVNMnKykKSJGpra1PKa2trycvbO2/wDsxmcyJEPE2aNGnSpDkciGoB+m9o5ac9XyKjOYsR+cP36/EtAzKRv9iGdWg2rsklh/3g+0DR9NpaYtv9ZF40EGs/YyVWpKKNhmdXoOTbyb1+RKJuw3MriFa0kXFuv0SUSrTST+NLq5EzLWRfOjhR1zevknh9CNuIHMzFxiBHi6rEqvxIDhNyVnKFUJY1q0sHVhZlPjztw5QyRVLId6QOHARBSKz0avlmHY7aUfhzv+UYZ5zxjjid07aXihaK3amTpfkmnXyTUcvS1oewyxDSjtcFNszLx1nkR64rRA9mImU2EHWuSP0AdQE65UIRNAUxZkUQZZq2jcabtRrVtTVZXzWhRF3ErA3sFF1A6OThIuiSsfpK+GHWYB2IgFdKXc8lYAhNhsgiIOtuNCJYxRDW9pqCLoMOoqiSo3SdKfBKOp+9/RG//tVD/Onhuxg1ehCPP/4ip55yNSuXLsHq7bLL/kW2ENBU4loEmyql2G+BsYqyrq6OqVOnUlBQsNOyzrhMLmJaLGHfoKoqVquV6667jjfffLPby6ioqOCEE07gyiuv5KWXXmL27Nlcdtll5OfnM3Xq1G73SXPgEZtMXNzyFlrcRPb6qm7rmExZuFzDsNpKKSsbwDfffENdXR3PPfcc5513XreLypr/tR4tHMd9Qhmyu/vxlKZpvPnmm1RVVWGxWDj99NORJEMkEUQBYQ8FE4CybAd/OXfE7ium+UEo2Vac8iB82iIQ1S7bLW2lBCxbkXZi2WhpKSPi2oq+QxSjta4nSouLmL2BcF4NupQ8thizoSmpzygp4kI1t5EVnElcb6HFnkx+LKo2xKiVuLVx129GS/1+CbqELnR9TwcEXYK4CVES0MTkexO09kUaO3w+XfcXEXQxUU9S7XjsXnLyf9gDRfX5iVVXI1otmA7QYtGcnBxyctJ2j/+N2EUBf8yKLESNTpW+fzLB65pOvNmwzRcdCqJ57xdzRSoqEtGSnREEgWK3O5HDRwsGiW7fDqoKgkh4zRrQNBBFkCRkrxc5y+iba7EYeiiEIMsgywiyjB6NosdioGmIDgeCJKHrOmprK3ooZFitiqKxjyQhyDKCJCNYdy0EHYp2IwgCsseCWCthG5g8d6w2gOqPYenlOajXsy8IgoDZZsNsS12YVFjen8Ly/swATt3YSI8MY/x17n1/oKolxOIaH5Pah2CDj51C2cjRyErq4qPjLruaaDCIKzv52WQUFDFi+olkFBal9LcLywfgysrG5cok05lFdj/YGKjEnZuHIyOTwf374Dorg+qNraz4xND1Qg0a2+YG2DY3wMAJIeLRCKqqovlFQv4oGQVmajaso3bTekaecHLiXC11NSx+9y2y7XFGFC+AC96CXscy/7WX2LZyGTOuu4X+7d+1mk3refmXN5FZVMxFf3w8cYxv3nmTpqrtDDpmCoX9BgAQDYeo27QRq9tNZuGPP5hAyc+n6NE/o4XDh8yC/KCKJiaTiZEjRzJ79mxOPvlkwOiIz549m2uvvfZgXkqaNGnSpElzwFDD9VQNa+Ep4TqGuL/nuIrI7nfaDVpETQxAJLtCznUj9mlA8t+EZFdQXSYEJTVOQVDElFVYAB1hCJ0FJi0cR20Kd6kbXt1EZEMLphJXQjSJ1wWpf3IZokOh4FfJRPZtX2wjXhvEPjoPc5kbAF3V0VVtj1dfAzQv+x5/z2+NaxTAvEO/UJO7X12euOZ2wQTA7IkiKiqF42uJe7fhr7YSr5OxizKKvdMkj5A6MNXFGKrZWCHoKvuILtNSUnTXgkn7MXUhOQDf5eTWjuN0HTRVAAHETlEmWkxE0wQkWUPoKNcEYmEJBJ2wSaNNFQhqkBUXicQDyGY1EbShawLhNtH4XN3J9x/1y6gRCcUeR7ao/OUvz3PhBadxzpmnIMg6jzxyJx9//BV/+9tfufPe+3f5tltaWrjtttt4++23aW1tpXfv3vzud79j5syZALz55pvcddddbNiwgfz8fH72s59x0003JfaPhALccOsNvPPGO/jb/AwaNIgHH3yQY445hi+++IJJkyYBcOyxxwLw+eefd1t2zDHHAIZIV+QsQtO1xCDDbrfzxBNPADBv3rxuEwE/+eST9OzZkz/+8Y8A9O/fn7lz5/KnP/0pLZocQvp4q7nFew0Ad9pf67ZOTs40cnKmJV5ffPHFvPTSS2zfvp0XXniBk08+mYEDB6bsE1rZiBaI4TquGLoRTTRN491332XNmjVIksTZZ5+Np90qrPGl1YTXNuE5qTf2kfs3mjLND0NymanKeRoANSYQqLERD8pklBsJ3UOOzWz+oAe5wxtxFHR9toQ9m1JeD1lheKev6reRUE731hg7CiYAqtnYr8H2btf6UhDNuuvnGtBF9DloggmAoIIS6hLFuFuxJLG/ht5pwYAqBdDVGCZ+oAqvqejRCLq8f/uAZnMuJlMWgnBYmpGk2U+IJgEzYUza/rXmUlsjoGogi0iufVvULCgm0DVAQFfjiBYLeiSCrqqI9s65RAT0aEc+vU73BE2DeBzBmnxvWiBAbPv2nZ7T0t+wlRIEAc3nQ21t3WldyevFVFi4D+/swCLIIqJNQTQn227rR1sIr2rENaXEeMb/yBnXKzVlw+8+WMM7S6uY2DebO2f2p3eOE5O1azR4n9Fd7RAL+vajoG+/LuXTrv55l7IdI2MGHFnAgCMLOO7C5/C3hKit8FGzqY3qDS0MnTyS4cePQhAF1i6sYcFbGzFZZVwZR9H/6PHoZKGGw0gWC87MLEb95FRs1fNBz4Sg4QzgzS8gEgzg8CSfE5H2CKwdrakqlixm28plFA8aSiGGaNK0fRuv/voXODKz+Onjzyfqzn72SWo2rGXsKWfRe7Qxjo2GQ1StWYUjM4usHl3z7xxOiJau9nUHi/3+RPT7/WzYsCHxuqKigiVLlpCRkUFxcTE33ngjs2bNYtSoUYwZM4ZHHnmEQCDAxRdfvL8vJU2aNGnSpDkkbG+N4fBL9HesID9WTXzDD/MUjVYHaHx+Jc7jeuAYY0Qr7ItgEm9sRAsGu12ZqOs60YoKEASU/PyUzokej7Ptip8S3bYN6+BBWAYPwTp0CJaBAxHboz3VtjZEp/OgrgLJunhQlzJLXy+F9x3ZpTz78sHomo7QKUGGqdBB9tVDu1yzfVQupmInpvzkAE3XdKQMC9IO/syRdc1ENrViKU92bmO1AeoeX0rWxQP3eIWXru3hJMweoFhVBp63AUE2Jmuqvs4lWGel59RtuO07933WdWOsKnb6aoWbTagRCYs3gmQ2jhdpU/BtcyCZ43h7+xJ1G1Z6cYyQ0OJA+8ekxUSifpmwpmJyxhJ1I60mtJiI2RVFseiYZQEtLhJuMRHRVMzepNAYbZNRoyImp4Zi0bAoIroGsYBMWFWRvDHicQGLpBMIiqgRAbfc6W+qG9ch7CASoQvomoCuQTQaY8mS1Vx31U+JtJlQ7DEUm84xx4zl60XfoqpxRFHq9vutaRrTp0/H5/Px4osv0qtXL1atWpVYjb948WLOPPNM7rnnHs466yzmz5/P1VdfTWZmJhfNmgW+Gq696lqWbNzKo88+yoCeA/jo3Y+YNm0ay5cvZ/z48axdu5by8nLefPNNxo8fT0ZGRrdlO9Kdp/KuWLBgAZMnT04pmzp1KjfccMNeHSfN/kUNm+mvG5Fipkh0N7UNrFYrF154Ia+99hobNmzg9ddfp6qqimOPPTbx3XRPLUWPa4iOrrZwsViMt99+m5UrjUTvp5xyCqWlpYntekxDj2rdrgpOc2hoa6inZuM6vHnJyLOYX2HT+8WIsoa3TyuCCFULc9B1gVCTuVvRZEeym4zv3H4KGPyfRhfjxir2Q7RidleI4v9GXrz/dcJmkXqtjeKo3YjF3Q/fRS0cRwsYfTzZY95tBLwWiSTEED0UAklCyc3F0rdPl7q6rqPHYkbURzuC2YRSWAiCgKAoxmSyKIKqous6YqeIBUEUEa1W9HgcPR5PeWaJVmvK+xdtNuM8ggC6buyjqhCLIefmIrZbU8bq69HDYePcioJgsSBarYck30J36JqO5DYWlVkHJ6PhtYiKIPKjt3TWNJ18twVFEvhyXT1zH2nggiNKuGFyHzy2g3cfc3isOIZb6TW8c3SRsYAuFt2EYpaIhuI0VHpoqNQo2HwnMesXfOp8iiMvO46J518CoVNAVMBsfLemXN41mKB44BCufOofqPHUseKw42dQMngYOT2TuTo1TcObX4jDmzomaNy+lZqN64lHk+OrpsrtvPnA3TgyMvnpE39PlM9//WWaqysZOnk6RQMGtR9XNSL2pYPz3YnV1dHwl8fJvPxyTEWHVqjc76LJt99+m1j5BiTyjcyaNYvnn3+es846i/r6eu666y5qamoYNmwYH3744Q/22k2TJk2aNGkOF+IhiXcdx7BGGMhq0yAK3f9mGDP36VihNU00vbwGParin1eFfWQugrT3nXJdVdl00smozc30nv0pyg62mP4vvmD7VVcDIDqdlH+zKLGt4fHHCcyfD0Bs2zba3v8AFIXCB3+HY9IkRKuVrZdfjtrQiGPi0diPOgr72LEpg5ZDjSCLXcwHRIuciCTpjG1Y19B6c7GL/FtHdyl3TCjE3NeLUpjMaeL7bCvENaKb2/ZYNAlGNuy+0l7QIXAAWLPCCJKG2G7FUvFxIZE2EyWTqrBmGp3n5g0utswuxFEYoPfMpCXX5k8KCTdb6DVzC85CY3It3GRm+9w8bDmhFNHEX21Fi4noney5dECLixz99M7f31G9LPzlrBwQdARRZ+pzmwjHu5+IHVVs5tnzcxFEkC0qJz9TQUuo60ze4ltKiOpgEgBRx+yKdnGfUGxxZGscQdSpqW1GVVVycjMRFY2OHJ3Z2ZmsWfUd9ZsryOpRjGwyRMJwwE+orRWT1ca8Rd+waNEiVq9eTWlxDwRRpGfPUoR2weLhhx/muOOO4847DSu2vn37smrVKh566CEumnUhWzeu5rlX/83yhfMoKu1lWAD0G8yHH37Ic889x/3335+we8jIyEhY2nZXtiONoUY0XcNr8SLvJMF8Z2pqarr0yXNzc2lrayMUCmG1ppPKHwpWFBSwWjAGrt+O9nH5Hu5nMpk455xzmD17NvPnz2f+/PkMGjSI/HxDfLeP2bk9sq7r1NbWIooip556KoMGDdqxgvFzLybclm9v5ZK/f0Ohx8rb13QVt9N0j67r/P3mayjqP4jJlxnP6XDAT/3mTfQYOCRRb+G/XmXZ7A8ZOf0UaF9YbHZHsWSGsXgiqDER2ayhxUTCjWY8ZW17dP7VfYznmyodfhP9PzZ0QQNNN5JxpUlzCPBHojhjDoJCFHNURRCdu99pN+iaDoKAaJcTOQZ3RAuH0fwBVF8bWiCQsk0wmVB2Mh8oCAKCKXUiXGi34NoTJJcLqT2fiK7roGnoqmqIHTs8v+TMzO4O0fW9+P1d3gMIiBYzgtWKkp9/SAUUQRTwntQb9/GliNbk38P3+TaC39XiObEX1kE/3twYoihw+4z+nD2mmN++t5pPV9fy/PzNvPV9JTdM7sP5R5Sg7MNYeX8y9idljJ5WRENVmOoNrVRtaCFrWyUW0Udm/TtYndONilYv3328hUBLFQW9PeT39mDbYYGeKEnYPV2/732PmNClrKBvPy555Kku5cdceBlt9XXk9uqdKNPUONnFpdh2OPbWFUupXLOSXqOSETb1myt4+Vc3kVvWm3N/88dEec2GdQiiSEZBEcp+jAZpfPoZWl59leimTZT844X9dtx9Yb+LJsccc4xxM9oF1157bdqOK02aNGnS/NeS4zChNSU7a7nq3ndMdV3HP7+K1nc3gQ7mMjeZ5/ffa8FEi0YJfb+EyNq1qA2GtVLrO/8h64rUabfIuqS9k5KfmnvDN/uzxO/ZN9xAaNkyQsuX0fDEE9iPnogWCBBZuw49HKb55VdofvkVBJMJ29ix5N5+O4LJRLRiE9ahQxMDl+5QW1vxfzUXJT8Py+DBiKbDf9WjdUAm1gGpgyz7EQWYe7oxlRweyVJ7HFWT8jrcbCbSYiYeSa4W6rC90uKpA0jFEUdToynzooojhrusDYs7dcW7t3cbkllFFJO+W6KsYfbs2cp4UdYNEWcP5pIEUcfkjO20aiMQi4lkyho2MVVEShxD0rvsL1tULDu5XqFTCE48GiUSDCJKMkuWLKGoqIi+fftSt3kTmqqS2aMYpV1gWbVyJdOmTCbQ2oLd7QHgyCOP5JFHHiGuaizf1oaqqow62rDZ6hjERyIRXA47wdaW3X8gO6E+VI+qqbhMrj0STdIcnuhCZyGy+299dfVbbNz0BzIzJ9K/X9JOTpIkjj/+eAoKCmhsbEwIJgCBQAB7iuVJEpPJxBlnnEEgEKCsrKzrNXUM9/Zi7jemadT7Ilh/5KtcDyTRUJB1C+fTVLmNo88znBh8DfU0bt+Kr7GeyZddTSwa4YnLz0NTVa544nmcGUYfo7DfAGo2rcci2OiYzhNE6Hd6Rco5ehxdQ4+jU58Lu6Iq/9DZYqQ5eMRibWhaGElyIMuHz6KXNPsXMS6iCjqqriLE9sAibw+QbIphSdspwkRXVRDFRJ8m3tCAuoMtqGizIVqtiDbbQYnAEgTByFHyA1fLy1lZ6E4neiyGHo2ihULo8biRdyGuIhQmx2qx+noEQUC02XebE2V/01kw0TWd0MoG1LbofokuOhzomWXnmVmjmLu+gd+8t4o1NT5+/Z9VxFSNK47utfsDHCgifnj/ZsQNs8m57ntySnow9Lge6Nt+j6+mjkzTaKRO1tBrv66hqSrAss8MGzlPro38Xm7ye3so6OPGnf3D78c5pWXklKb25Qr69ufChx7rUnfsKWfSsHUz+b37Jspa62vR1K72mF/8429Urllp5GA5cqJRt66GZZ9+SFZJz0TZ3hCrraPl1VcByLrqyr3ef3+THj2lSZMmTZo0+xnZrDBpfhUXZdaSFXIhi3uXFFBXdVr+s5HA19UA2Ebl4j25d9c8HZ33iUaJbNhAeNUqpMxMnO1Rn1ogwNZZs1LqxhvqE79HNm5k+/XXo4eNiAPvBReQc2Oqp6vntNOI19XiPP54rEOG0B19588j8PVC/F/NIfDlHGJVVQS++orm0lICC+YT3bARRBHL4EE4Jk7EfeKJiYSOHTQ88SRNzz8PQK9PP02E44aWLkULhbEMHIDk/OEr4g40lt4e6O051JexU4om1KBrAtaMcKLM1cPPwAvXIcqp4kKvGdu67G/LitBzSmWXcnepH8mUjNIAY1wmKRpf31zUpX4H0g42Dl9cv/Mw7B0dHz64pmsCdB0ICYbL9Y65YXZGZqYXSZKoq0tNSlxf30h+YQa5Zb1Tys12O6IkIStKIvpC1/X2sHUdSeo0UNV14tEo8UjEmGkO1EPEWOFdW7GBVl8ASZKYN+dLzFYbSrtYGAkGUYN+gr42ZEdSgGurr0NTVXYuGSVxm9xoaHts05WXl0dtbW1KWW1tLS6XKx1lcghZ2JrHVd+9iigo1Hq6n8BWtRCRSA2xWEu323eMFKmpqeGlJ/5OUWEhRf1KKehRiMPhQFVVWltb6dmz566dAPYh0qRfnpP3rzsKk/zfMWGzv9BUNWF5EQkF+eiJRwAYMeMkHN4MLA4Hg489HndOHrquo5jMZBYVEw2H8Dc1JkSTAUcfy4CjjyW8sYV5W351qN5Omh8p8XgrsVgLZrOQFk3+izHHVWK6HdBoM9sw7yexQpBFdFUl3uJDa21F9fsxl5Ul8otILhd6PI5otyM5nYc0R8EPRXI6odN4RO+w8gqF0DUtpVxtaDAEJNqtwux2RIfDSEBvMh00EUUQBXKvG0FwRQOWAUnrpvCGZhCEH0XC+J0xoU8W7113FK9+s40XFmzmvLHJ/BwxVTvwUSfhNmjeDPntY2STHbYthEAdrP8YBp0KgNBjNM4esONIdtSMUqrWt1C9oYXGqgAttUFaaoOsnl+NK8vCBb8Zn6jb1hDCmWHZrQXeD6HnsJH0HDYypazP6HFc8fjzRMOhlHKr04Xd48WTk4xcrqvYxKJ/v0F+7/IU0eT9//sDIV8b404/t9ucMh00Pv00ejSKdcQIbOO65qQ52KRFkzRp0qRJk2Y/I2hhbCNW8aRlJr21DUzYsOdG4Lqm0/jCSsJrm0EA97SeOI4uTOlU65pGePVqwsuWEV61ivDKVYTXr4eY4SfsmDgxIZpIHg+WAQOQsjLR/AHiDQ2JbQDRrVsNQaMdOTvb8PjtRMaFF+z2ukWbDeexk3AeOwld16l/9FEan3gSzecjtrV94l3TCC9dRnjpMix9+yZEE9XvRzCZiFVVGdeQm4tSmJwMb3zmb/g++QQAU8+eWIcNS/wz9+71g1eMHSiaXluLbUSuIaIcRnTYbHVGlHVE+cAl2LWZ9nzAsj/q2tGJ63qKA4oG7OzIJpPCsGH9+fLLhcycaUR8aJrGl18u5PLLz+kyqFVM5kQkyZAhQ9i+fTvr16+nb9++XY7dv39/vlu+AovDCeFWaKtk7hezKSstRRIlRowYgaqqbGzYwrCxw8iz52FX7MSjEcJ+P4IkEesUxB0JBVFjMUSbI6XM39iAyWrDmZmMbMt3pEaN7Y5x48bx/vvvp5R98sknjDsMBi3/y1wcWsxT444D4KIPF+2m9p7lGFm7di0zIsNxbrLy9vaFfCL6UrZfeuml9OiU/6rhhVXEagJ4T+1j3NPaT+P7fBvRLW14Tuy120G8zSQzoODwiMA7HNi89Du+euXv5JSWMfXK6wFwZmQx4OhjcefkIrbbu5isNo7/6XUp+57zmz8k7kEHGnvA8FEP2qSUqKc0adL8+JD0OGbCiChIknWf7eJ0TSfeGEJyKOjRIGprK6rPl5IzRAsEEmOKzjZZ/20I7blVUJTUDbqOnJWNFgygBYLomorq8xmfEyA5XZhKDl6SdkERsXfKv6GrGi1vbyTeEMJ7Rl/sI3+8KRMkUeDcscWcM6ZHos+uaTpn//VryvOc3DilL1mOH/jMbNkKDevA2xMy2yNZti2C56aDuwiuW2IsJBEEmPYgWD1Q1NXaeUf6jMqlzyjjsw8HYtRsNOy8qje0kFGQ7Otrms6rv1kEgtAeieKmoLeHnBIXknJghSFBFFPGFx2cdPMvu5Q5s7IZNvUEnJmpOV23r16Jr7Ge8WeclyjbvOx75r36D8pGjGbcaecQq62l5bXXAMj+2bU7FRWrWkJUt4YZWbJnNn0/hLRokiZNmjRp0uxnQqpOyKKzVeiJR2xB0/fMngiMlUCmUheRTa1knFWOdVAWWjBItLoac6/2DpqqsuX8C4zkiZ0Q3W4sA/pjHTEieTxBoOe/3tzp+WzDh9PjmWeIVVaih0O4Tzll795sd+9BEHBOmoRkt2Pu04fWt98GoOe/3iS0ciWBOXOwj0+umml69lma/v4CtIsf2TfckNJJkrOzUQoLiVVWEq2oIFpRQetbbwEgeb30+WpOIkGkFo0eFrZeWjBGaEUDoZWNFP46+V7rHl9CrCZAxrn9sfYzVnrF6oJYm/rhrZhOc88PEnWliBtNCqPLkS7HT7N7Oi9mj+pQFxPxyDoOsftJ5WuuuZCrrvoVw4cPYOTIwTz++IsEAiHOP//kXZ5n4sSJHH300Zx22mk8/PDD9O7dmzVr1iAIAtOmTeOWW29l9OjR/P6Pf+SsM89kwaef8pfnX+Mvf/kL2SWl5MkK5513HjdccQM3/fomjht3HKHWELNnz2bIkCGccMIJtHSytHBl5RCPRoioSTE2HokQi0SQ5NQBe+P2bejoeHLzkRWFVatWEY1GaWpqwufzsWTJEgCGDRsGwJVXXsljjz3GrbfeyiWXXMJnn33Ga6+9xnvvvbfHn3ua/Y9JibBV6AmALn+7X445ceJEqr5ZRLwlQklJCVqgimAwiCRJ2O12Yu0ifAd6VEVtCqMF28vbJ8bidUEEUUgRTCJb21Dy7IZdSxrAWHFcs3EdrqychDe5KMnUVWzE39SIrmkJD/zp19y42+P9EMGkaZ2btm123KU+vL18u61/xOIWAOYckUHMlBZNDjmiaKxQ33GCdi+YN28eV155JWvWrOGEE07g7bffZsGCb/jZz25j3brNibI0/32EiRMzSeTEfpiAobZG0CMqsVAEra2KDiVdMJmR3C4ktxvBfHCE3YNFd+2mu7IOBFFEzs4CsoxolHAY1e83cqIEgwiW5OejqyrRLVsQHQ4khwPBaj3gUSh6XMPcx4MeVbEOSloNHwyrtANF5+tetLmJxVuaWbylmXeWVHHNpN5cfGQplt1ZhIaaYeFTRmT4Ccn8HXzxO1jyEhz7Kzj6FqMsZ4DxU1Qg2AT29s+x7/H7dP0Wu0LpkCxKhxgCRefUF77GELoOsXCcLSsa2bLCiI6XFJHcUhf9xuXTf/zeLZY6EOT16kNerz5dymf87CaaKreTVZyMBKrduJ6aDevw5BrX3fhXI8rk22HlbPj6S47uVYY7J5dQVGXBpgZmr65jzvp6tjWFKPJamXvbsQf8/aRFkzRp0qRJk2Y/E8VJazQPzODDSaRtMwCxhhCB+VXEWyJknNEXQRZRA1FkjwVd0xOTTo6jC5HsbQQWvEXdH+YTWrwYpUcPer1vTFwKioJjwpFowRCWwYOwDBiAZcBAlMKCve7kSh4Pjgn7PyGvdcgQrEOGoAUCuE78CYE5X2Hq2RPLgAF4zzgjpW5oydKUhIqSO3Ugl3fXncCdxJubCS1ZQmjpUkJLlhJetgyluEdCMAHYfPbZ6JEoubfdiuPoo/f7+9pT1EAMQRa75DXRIip6VEPsFCERrw9hDhbgrB2VIpoULL0aW0s5lUMew5+3fyZK/1cJaAI6ENbAsZPFWKedNo3Gxmbuv/9xamsbGDy4nH/96wlysnefk+jNN9/k5ptv5pxzziEQCNC7d29+97vfgaYyom8Rr736KnfdfTf33Xcf+fn53HvvvVx88cWJ/Z977jnu/vXdPHLPI9xadStZWVkcccQRzJw5s8u5zDYbZpuNWCchxeJwIikKYqe8K5qmEYuEQTDyWgDMmDGDLVu2JOoMHz4cSA7KevbsyXvvvcfPf/5z/vznP1NUVMQzzzzD1KlTd/sZpDlwVIvJlXTNOe79dtyCm8cA0KObCRL/vEoa56/CNjwH68As3DN6osc1lCxj1bCSZ0eLqJh7eTB3us/pmk7ji6tB08m6eBCmwuQqyUZ/hNlr6rCbZE4YcugH9geT9x59iLXz53D0+Zcw+ieGVUdR/4FMvfJ6ykaMPqhJg4P1Flo2uDE7Y7AT0SQWkImHJcyuKFHlxzl5diiZN+9bHn30eZYsWU1NTT0vvfRIIopRB0JtUcxWeZ9WB0tO5w+2Kr3xxhsZNmwYH3zwAQ6H0UZvu+0+Bg/uxzvvvEFmZslujgDXXXcd8+bNY8WKFfTv3z8hwnewdu1arrzySlatWkVraysFBQWce+653H333Sg/QPBJ88OISTKiLqGiISGihSNI9j2z39QiEfRYDEQzWsAQ0PVwM4JJQXK5kdwuBMu+5+2YM2cODz30EIsXL6a6upq33nqLk08+eZ+OdSDort10V9YdgiAgWK3ccNttyXbTrx9Lli4FjKgcLRhkzcqVXHfffazZtIlWv5+CvDzOOe887rnnnv3ebkRJxTuzBH1GTwRFMib9ty6g6UsrYl4xruOKkRwmWP4GNKyHfjMgf6ixs68G5v+fYUU16Y7kQZf+E2pXQvkMKGmPUg63GWKDbIFRyb4v1UuhtRKyy5ORG2oMapYZIkTe4KQFaKgF4hEwO4xzQjKqSdeTER5g5BQJt3JEnpXXfjqO37y3ilXbG1ny8Qv8eV6EgTN/xglD2sfMC/4C370AI2bBuKs7/lrwxQPGr5N/bZwTjOvMGQCmTvdfswN+vhKcSXuq/UnntuTOtnHZw0fRsN2fSC5fvaGFkC9G1foWCvt6EnUDrRG+enUd2cVOckpcZBc7sdgP7X23qP8givqnWsX2P2oSnrx87G4vsZoaWl57jZgoUKfHqft6LsddehWb6v1M//NXFLespWdwM4q9N5KzjEy7iUAkjt18YGWNtGiSJk2aNGnS7GccVjeLTYMBqBB6E4ltoumfawgurQcd5Bwrwe/raJu9FS0Qw35EPrEqP7YhIXwfvY/v8y8SSds70MNhtHA44QFc9H//d9Df174g2GxkXnYZ0Y2bEHbiX9zjmacJr1iBb/ZnaKEgjgkTuq0ne704J01K2Ivpqora1JTYroVCRFatBmDbFT/FOXUqzilTcBwzEWkXA5kDgZJto+CurpZG2ZcPRo+oSK5kNIycbUUeKdEampNSV4obnuKqueWAXuv/Al5JRxHAtpMokw6uuOIcrrjinJQyUU3+rbT26A5xB3/kjIwMnn322dSD6boRxh8LctrUCZx2+sqdnldRFO7/zf3c/5v7u93u8XhSVpt1VybJqd9xQYCQU0BX44TVCFbRyubNm2muqSISCODMzEqseNc0DX9TIyaLhYkTJ/L999/v9FrTHHxqvUnRZGvubiZL9T2z5+pM4OtqWt7ZiHVINpnnGD7TWlQltKoRU7EhiJgKUr9fnp90n2RVbYsiSIKReyMndSJua1OQW99YRpHX+l8tmjRXV7Lu63mMnHkKcvskV48Bg9i0eBHRThGioiQxaNKUg3597p4+TM4o9pww/morjau8mD1R8kYm+x3r/11C1Geiz8kVfDUucxdHS9MdwWCIQYPKOf/8Uzj//NQ8cfGIir85jL8ZZJOE2SpjssnIinjQVndv3LiRK6+8kqJOueUqKrZw8cWnUlRUgNns2aPjXHLJJSxcuJBly5Z12aYoChdeeCEjRozA4/GwdOlSLr/8cjRN4/77u3/WpTnwiCigiQSFKE7dgh4Owy5EE11VUdvaUJubjegIkxXRblgJiU4Tck4RgqLsl+9uIBBg6NChXHLJJZx66qk/+Hj7m+7aTXdlu6O7diNarSgFBZhbWjjvpJMY2q8fHqeTZWvXcu09v0YNh/ndH/+4i6PuhNbtsOrfIJlgzOXJ8menwdYFcMbfEQaebJQ1rCP28q2Eok/C5mocR+S3iyavw7oPwV2YFE2CjbDgMbDnpIom6z6Clf8y7Ko6RJNgA3z4CzA5UkWTRX+F71+E4+6Co24yykLN8HR79MDdLcm6n98Pi56Co26G4+40yqIBeKA9D+KdDSC1iwKf/xa+fhyOvIExU37N21cfyTuLN3HyexdCDAa8Mprn5ufz1AUjyQq3Qf0aqFuVPJfVA2OuAEcu6J0sto+83vi3IwdIMOkOURLJKXGRU+IyksvrOi21Qao3tJLbM7mApW5zGxu/q2fjd8k8pq5sKzklTrKLnfQckoU3z37QrntnuLKycWUZNl5qWxvamefRsGQ5yoyzOCoXbC43pZqO0yLTX62mJLCBiaMGcNKlx+M4wGJJB2nRJE2aNGnSpNnPZDotDAmtZ52tP0X6FjyqSHCJ0WmxlHtxHF1E4wsr0CPG5FZHwvfY1jW0vf0GYIgN9jFjsB95JPYJR2IqLf1RhkoLgoC5Z09K33h9p9cviGIiMmWvji1JyNlJv1TRaqXsP++w5ZJLUOsb8H30Eb6PPkJQFGzjjiDvV7/CVGx4B+vxeEqEysFCcphgB/1GybHhmJBL6+ovU8o3j78TIW5BF2MIcQuCLqHJQRD2flI0DV1suXyagEnQd58sPpacTAj5YwRaIkiKiGKSUMzGP6m7yS5BAHsWtFWDYjvodgeCIBJTNGKiit4pz4XDm4HJYkSrdBALhwm2thAJyEbulXai4RCSrCAdgraSJom1JRkNkNcU7raOwL5/t/S4bix/73QI5zE98M+rQincO8FZ9pjJu2kU8caQsXK1nciWNlxWmWP75ZDlOPQWigcKTVN59Z5fEGhpJqu4hF4jxwLtSdqPOhblICU/dtQNx5/TvfjpLAjiLDByW7VsdNK8wY09L5gimshWFS0eR1MPXgTMnqKFjDYgWMyJe6oeixvPdUlCMCld65pNiWgePR5Hj8URRBHBbNpt3X3pK0yZchRTphzVdYMugiCgmCViEZV41PgXaI0gySImq4xo0rj3vl/z8ssvU1dXR48ePbj99tu59NJLAfjyyy+55ZZbWLp0KRkZGcyaNYvf/OY3yB02pZrGgw8+yF//+ldqamro27cvd955J6effjqbN2+mZ0/D6u+SSy7hkksu4bnnnktEPl5zzV1cc81dPPfcc1x00UW7fI+PPvooAPX19d2KJmVlZZSVlSVel5SU8MUXX/DVV1/t9eeZZv+gBYPIwTBxi50OOy0tFEYLBkGWU+xt401NhlDSSejV4yqCyYoWCSM5bEguI5G5FgwajxCLJdl2YrG9tpCbPn0606dP36f3FolEuOuuuw5Ju+lctq/tRlAU5IwM+k2YQPmRR6IFg2htbZSUlPDVN98wb+HCRF01EECPxZAcNgS50/P0s9/A6jcMS6l+JxhlLdvgozvAW5oqmtjaxfBIp2hDezZKcT5Z4odEy65EyW2fVO89magwEMXbJ9lNsGXBkTcYQkhnymeAqyAprgAoNhh0mhE90hlPKRSOAldhskzXwd2eTy2lz9zeSZE6HUPrZCOqqcltis04V7vgIYoCJ48qQ106li1BE+56lUhcJcNmgiFnGuKOt2fqtc14iB8DgiDgzbN3EUAyCuyMO7UX9Vt81G1po60hTFt9iLb6EBu+rcPhMSf2qdvSxpqva8gssJNZ6CCjwI7JcvD6/W3hGP9eUsVr32xjeWAQ9B5IznYL115g5PITRYH3rjuKeHUR21ctp2TwsIMmmEBaNOlCMBbkV/N+xeTiycwom3GoLydNmjRp0vwI0U0qg9f6yC98BUujheODRyM6FDIv7Edk7SJq7/sj0UqwjrwksY9jQiGyV0S0no1ryhSso0YdFrk59gc/xHd7bzH36UOfOXMIr1iJ79NP8X3yCdFNmwjMX4Dk8QDQ/Opr1N5/P+Y+fXCdcAKuGdNRclOTH+q6TnDRN8jZ2ZjLenZzpl3w2W9h6Stw1j+gYPge7aLVgnv7MfizlqBaWpLXIYeRw5mUffUggi6z8egbiVuaQBNBTK5+craOwef6JkVQUSJZOOJDMJtzCceqaLEmRRkxbkWM24lbkpNkpkgeYtyCqJjwihNoDX+P3/E9YtyCJkUxRfPQgjbi3g07fyO6jKApgJE4WNTM6Ojo4i7y+uhCynULuoQu7GVSel0ARONn1AFiDExJyzdRs7RXU9GFGCENWuICIJCvaMgCCKoJXdARdAFdjCPoIkRcvPTau9x0+03JU3XSXnoU9mDOJwsRBAFZEXE7Q4gmG5jaRRJrBlg8hIIqvjo/oijgzDBjthltQtN0dE1HlASC8SCarmGVrcji3nfRpx4/jXnz53a77fbbb+eXvzSSNSpmC4o5deJWlCRsbneKvRdAW30dzoystGhyiFHrTVxX9wq6asK6fjuqqiYs1zqQFQ8OezkWS+FOjrJz7GPzsA3NTkkGLAgCudePQHLu/XNIkMXkZAsQWtVI4wur8A7P4W8XjELYh6TDB5KqdWuwOJxkFOzdZ6drGttWLWfbquUceeb5AIiixMBjJlNXsRGzNfkZ7NjmDiRylhWPdjSR4HZitvou252+kfgc34GgY80OUzi6CVNG8n7paBrJwOnbiVk2A1DxSSG6KjBodDFOaxFRUz0BbTVRU01iH3OgiIh9e+K1FHWjxLzETT6yoscSjbXQYp+LpoRAFzBHChGCEuGMpF3gjohxa/vzxEDQJQRdpnLimQDkffQMktdYWev/xzu0PflPbCcdh/eXP03sUzP1cvRwhNy3H0MuMBIgB17/iNY//R3r1Alk3Hddom7tSdegtfjIeeWPKL16IOpmAu/OwzpjKoIcRhfbn2txBQQBXVTRBQ3oZiGDLiBosiGSAIIuIkQdaFEHJreMySqjqRqRUJxIME40rKLGNUK+KNfcfBkLF37No48+yuBBg9m8eTONTYZ3fWVlJTNmzOCCU07hmYceYlNzM5dffjkWi4V77rkHgAceeIAXX3yRJ598kj59+jBnzhzOP/98srOzmTBhAtXV1ZSXl3Pvvfdy1lln4XQ6mTZtGuXlfbnjjqs4++wLyMnpPpLsh7BhwwY+/PDDwzKC4H+FtSNGAuB99QMkr4gkNdHwj1dpev45PGecTv599wEQq6tj45Tj0SMRCh//C6aiIiSPl5Y3/03Dn/+I47ipFP354YRoueG4yajNzZT95x3MfYxcBi1vvYX3zDMP2nu78MILWbBgAY8++ihDhw6loqKChvao/Y52c9FFF/HCCy+wZs2a/dhukmVu9/6xzxQEAcluR7Lb2ez38+k3izj1lGS70RprkMU2dJ9AjExUq9XonIbbwFcNbVXJg3lLYOCphmjSmRP/D05+PFX0yOwFl32KBej8xFIHXkT9e98gbpXIviKM7LWAMxem/LrrxQ85w/jXGWcenP5s17oTbzH+pdTNhZ+v6Fp3xkPGv86dcLMbbt4Agghyp/w5x/4qGY3SgSAgXfYxZcDbbWFagjFEUYDMXgSdJTw7t4KLjowf1Mn4A4k728aI45M2i+FAjPqthoBSv9VHdnFygVTV+haWf749ZX9npgVPrg1PtpXBk4oOSFTKd1ubefHrLby/vJpwzBjTmiSR4/rncPzAXFRdR2yX6XJdFnD1p7C8/36/jt3x3/GN2I+8s+F9PtnyCZ9s+YQl9UsYlTuK40v3LYlPmjRp0qT53yQWrKN6WCNPCtcxJPt7jt8axmFqYeus24nXtE8yiCL+hrVYhp6P+8TReGaWAWU4jtz/+UX+1xAEAevgQVgHDyLn5zcQ2biR8KrVSC5jcsU2ehR6JEJ4xQrCK1ZQ9/vfYxs9GtfME3AdfzySx0Ngzhy2/fRKAMx9++KcejyuadMw9+o0kaCp8NZPYetCuOKLZPK/te9D6zbYMHuPRZPGxd/S2vOLbrfFLY3ogoqgywha+6rfToIJgM+9qMt+MXMDzebPjBc79Pg0OYQmh1LKouYaaB9zBFmXiIjR5HD79qrE9p0ixNHFGB1L1jVxD5LY7xA5s9eCSeIYqnHaTqJTB5qYujrfIoJV1JGFZMJ4XTKEnY6r0QWNuKWJE084huOmL0keS9WIR1ViUc2YxBMMKyJTvAGxrQlkK2SX42sKE49oyCaRWFQFXUdTU6NNIsEYvsYwgiDQZK0mLsTIlQpwmBxIsoikiMagrht0XUfTjOMJAvzpocfwdYpIoF3IkRQRT5aTUCyERe7ea1wxm1HMOTscX0MUpYO2Mj7NzhmQUcktOdcAcKf1darWr6Fm3Rpsbg8DJxor8XJzpqO2lBKPRgn52rA6jftdsLWFmo3rkU1migclo/m+evl57N5MRkz/iZGwvZuk7bsSTBqeW0G00o/3jL5YyzN2ef2qLwqigGASQQQtHCfeGE7Jd3Iw0HWdhq2b2b56BUMmT0OSFWLRCBsXL2T13C+44i/P7dXxQr423rz/LjRVpXzcUWT1MCYoJpx94SGNDJXdZrbn/Xmn233OxYnfza4Y2SNqU7b7MxanvJ4QqQRdYJtURdCW+uzpoLNgAqCaWlFNrQDUKK+nVhZ0IpbtqbNy3aDJofbniYEheu/u+bD/IjE1IYJGCEz+lKNqcmyn+yQQdHSp87Vr6CY/khQFjAhZURKxOkxYHSY0TScairNqxRreeON1PvnkEyZPnkxbYwi3OReTVSYciPGXx/5Cj8JCHr7tNiS7nSETJ7Jt23buuON27rrrLmKxGPfffz+ffvop48YZ1jhlZWXMnTuXp556iokTJ5KXl4cgCLjdbvLyDFsZu92OIIhkZZXRo0c54o4rwn8A48eP57vvviMSiXDFFVdw77337rdjp9k37Eo1JqkMXVeMHCWAribbtmhP3ptNRUUJIaSjIQgmCUE+fKLQ1q1bx2uvvZZoN0BKlNPjjz9Ojx49eOyxxxAEgX79+lFVVcVtt922H9pNatk+o2tGzg41ChZ3ars571TuvT1pCyWYbQhqG+g6anMrseZmYo2NNG/LIHPa3zENPS55XFcBnNHNs8226+d2Z+INIQSThGiVkdy7GwgcYDo/W0URHNm7rtMNuS6LMQnfzl/nbOKRT9fz/PzNXDupN+eMLcYs7yZZ/I8Mi12hR/8MevTv+nfPLXUxbHIPGqsCNFb6CbZG8TWG8TWG2QaUj0vaqa6YU8myz7bhzrHhzrbiyrLgyrTibP+pmPf8c3tvWTX/+q6S7GAzD654g+g5szju3BPIsB9ei0bToskOzF61NfH7K2te4Zgexxy6i0mTJk2aND9KtjYGsIZEyqwbyFHr0IRsgos/Jl5Tg+T14jn9dLxnn4WcnU2suhpTye4TbqbZd8y9eqWIHUp+Pq6f/ATLgAH4Pv2U0OLFBBctIrhoETX3/Yben3xMdPPmRP3IunXo1asQvrgfvzsL69XPYxsxHESpPYnhVti+CMrbLQVm/skQTXqM3fOL1LqfiOpgw6RrjckiYdf10uwZApAl7yDWdNoGENOhJiZidUFZZhmi0M0EgW4YX6lxDTWqgM/XPhDViUc04jGVeCw5yWd3m5E7DSh0VW8/jI6kKiBCJKSiaYag5cmxYbIa3fVo2FiNLMmCIahIIo1VfgCyejgp61VCNBInHjXO2/GGNDQa7ZVsavXTP7M/AgIhX5Q2tZWA7sNj8ZBh7TqIEgSRjMI99+hOc+BQowpluhHhJcfiNG7bypyXniO/T3lCNAH4/O9PU7NhHSffemfCFqpm03reevDX5Jb15vwHHgGMCIn1ixbQXF3JkMnTEnk39gYtGEfzx0Dd/SS1Y2w+piInSr4xwdT6yRb886twTS3FdUyPvT73nqLG4wTbWnBmZBkFus5r995B2O8jt6wPBX37EfH7WfT267s+EEYb3b5qOU1VlQydYtzrbW4P/Sccg6QoyKbkRNKP0UpzV/RzGau1a+Qs9kHS3u/kf/kCYNhzdeC44ETs58xA2CECK++jp426nWy47GdMxXbycQkboQ5y//2XLnVtM4/Zr9euC1q3Vo2iKGCxK2zYshpJkpg4cSIA8ahRPxKMEQnGWPr9ckYMGWGI9ZrR9kYMHo3f72f54rVEYiGCwSBTpqTmyolGowwfvvtFHJJk3q+CCcCrr76Kz+dj6dKl3HLLLfzhD3/g1ltv3a/nSLNnlH+3mObm7dTKUByzoRHDdeKJOKdPRc7KStQTbVb6fDUHQZZTErtnXnYh3nPOQrSlTmr2nv0pQEruQs8ppxyEd2SwZMmSlHazI6tXr2bcuHEp7e7II4/E7/ezfft2fD7fD2o3e00sDLFgar4MNWbk1kCA/KHJdvP159zyy3v5wyOPceudRiSQnJOHHvegxzRksY1oczNoGk1vzyE8dxU9Xz95v16uucRF3i2j0NqiCO0LeXRNp+XtDdhG5WIudu3mCIc3gwrclGba2NwY5J7/rOLpryq4fnIfTh1eiCwdPuLggSK/t4f83p7E65A/SnNNkJbaIK11Iby5STvfpqoAzTVBmmuC3R7rjNtHkVNifB+qN7TQWBXAkWFmjS/Ev9fVcsGEUsb3Mu41Z4/ugT8c5/z5XyFXrcU2999kXH7w7ht7Slo02YEZVVXc01rJOw47tWMu5Yj8IxLbPt3yKU3hJk7tc+o+2SakSZMmTZr/DaIhgdnWI9kk9GaT3JvBrs+4+OjhZF18Mo5jj0U0Jwf6acHk4CNarRQ+9HsAMi++iFhlJa3vv0/be+8bXuPxSuzyUjLPmIzUcwSSx0P08+fJyvyCqD8EOckV+bEh1yC6MpB6Hp08QY8xxr+9IBBZt8vtnVes7i2ZjVF6bg0SlwRW93UQsRiTSuawijmqEbZIRE3//YOC3dEUF5AFcEvGRFSkYy5YjHUVTOIRwwJBEBE8xciKhKxYwTbAsAkA3DnWRESKGjWiYKwuU0rkiM1txuoyocY13DEr8ZiGKmqGCBPXkDqt5IyGVYKt3UfuCAJYHAoWhzHZpes68ZgRERONxpE0KTHQBQj6ovjFAGE5hNCsoDeZkE0SskkkKPrx2t3pvu5hxKrcQjYJvQFYMryOc0eOoWrNSjJ7pD4/3Dl5xMJhLPak7YLN6Sa3rA+ZnQQwQRSJhoJk9SjZqWCi63oi2mhn242D7dl7MBU6WF3dxpX/WMzPIwqj9K7J5fcUNR6jdtMGQKCgb79u61QsWcx/Hn6ArOISzv2NkTxXEEV6Dh9FqK01Uc/scDD9mhsRJWmXeYdqNq7jtXvvQDaZKR93FBaHce3Trv55t/UPJVoovl+Pt7aXYcuhW3dIfHOIEK1dQ1QERUZQut6zuq0ry93mKdlZ3f2JLsZB01Os8DpjtaYm5Pbm2YhHVSLBOJGOv2uHIN5JdAdQYxqNdS0AvPTs6/QoLkIxS1gcRpJus3n3K8QjwRjRUBzFIu038a9HD0MYHTBgAKqqcsUVV3DTTTd1sRhMc+ARbTa0kInMsPE9E2QJ0WoGk4LQyRJYEIREdLau6Yl7o2gydWsdLHbKkZY4xkG05t2x3ewtfr+xAOW9996jsDDVpnFP2s1O0TUI+yAeMpKKd7SpYAOEW42I9Q4kk5GHQzKBFk+2m37lqIqLK376U2664x6j3QgCgmJFUEC02TG53UiRCLYjjsA7ckTikKrfT/3Df8Jz9llY+vbd9/cBiCYJMSv5OQeX1BFYVENwWQP5d4wxIlZ/pEwekMvE8mxe+3Ybj85eT2VLiFvfWMaTX27kpinlnDAkf/cH+S/C6jBh7W2ioJOQ0sHI6SX0HJplCCoNIXyNYdraf0aCcZwZyefokvlVbJqftPEcBCxavJyaHi6cWRbGndyb34zLZMM97xGXzGRcfc1BeHd7T3o0tAOBuI5D0zm3zYd7/D2J8oga4fff/J7qQDWqrnJOv3MO3UWmSZMmTZrDmkKXjXAw2WlQ0ci59spDeEVpukWNQe1KlLZtZF1+OVmXX47q88E7l2Je/xE5JzwIRxhJHpk+Ce3dW9EiXiwFyc5zzcsL8c+di+OoD3GfdBKOScekiGL7E0ftSMS4lUDWclRz6+53aEdWdYJWify6CFqnifPc+gh9KoJU55hZ1S85ydp3g5+4LLCt0EpM+d8QU0IaBDUBEbCIOiHNEFDyldTInrgWZ6tvK17JhifUbCTfduYnk092ElckWUSSRcxd5xJSMPKhSMiKtEv3M8UkYnUoqHE9IaoA3SahFwTBSFRvkrBiwk1yYlnXdcw2BXfUiylmQVIVVM04nj8cocVaR0O0jr7evkii1EW8SXPwUTutiFdFAV3TmPGzm1Pq1Na9T+bYT+g9bRyF5QMS5Xm9+3L+A3/qcswrn/oH8ViMtoY65r/+MoIgMvXKZH6H//zpAbYuX8oZd91Pbs9d5DfYi4nVaFxjS1OQhzxWvrhhLEonj2zVH0W0K91O1GqqaiTtbt/29Zv/5Ot/vQrArIcew9fUyNoFX9Fv3FGUDjM8+zOLehCLhGmtq0WNxxN5eWZce1PKsRWTmQFHH9vlnC21Nfga6ugx0LA0y+vVl4LyAWQXl6DG913EPhhE2yPQ9hfbC3/YhGSaPWfw4MFomsaXX37J5MmTjXu5WUYxyzi8MGTYYP71xuvouo7Yfl9etvo7nE4n/Qb3JrcxG7PZzPbKbYwbeySSIpLZSZyMhuPIO5vc1HViMR+tjS0IGLm3LHYF2dT1GbOvaJpGLBZD07S0aHKIMMUllPbIVtFuRcnb+WS6ruvEmwx7UznDkrL44nBix3azI/379+fNN99MEcbnzZuH0+mkqKgIr9eL2Wxm69atO41W2S26blhr6Roo7fdMHWiuMH6xepN5N0x2kMypz09BgLxBXY8rSmi6vst2I4giosVC/t13YekU7dP61ts0v/wyzS+/jG3MGLznn4fz2GP3ixhsLvNgG5WLkm1LEUy0cBzxICYR318oksh5Y0s4bUQR/1iwhce/2MCm+gAfr6r5nxNNdoXdbcbuNndr8xUJxpDMEu8uq+LVb7bRurKZXrKEWxPw6AKKLqBEdao3tlK9sZUjT+tDw5NPQTzOtglX8tXzPuxvz8OZacGZ2W77lWH8nt/bjawcmmfGj+/bfICZL5l4sKSIwih82KlcFERmDZzFvzf8m1N6J0OGomoUk3R4ea6lSZMmTZpDi8lqYvr89UzJX4XNH8bq3P8JNdPsJeFWqFkBtkzIaZ9AbquCv040VnXdvh1kM5LTCX2mgGxKTZpo9SCe8dcUC3Y9HkdtaYF4HP/nn+P//HNEl4uMk47EM64fSv8jIH8IP5j2VaQZW6ZhbelD9cC/0Vb4FQCCqiCqFlSTb6e71+aYCdgkmrwKMSU5QNMFgbBZJGxOTsgKmk5RVRgB2FaQnCjrURmiR2WIqlwLm0uSKoApohE1CXs1cXo4YhXBLurYJB1VB58qYBZ1HB095VAz6DotgkYoFkLTNTyOPLC4k4LJDyAQCxCOh7HKVmxK9yqL2aYkEsiDMZmhxnWkvUyqLQgCDo8ZB2bAjapqhqVXVCUQjWMSzNjNNiTRWHnfYQGT5tCxrMHDtbFXEQQJ25JaGspH4cpK9fGOx30Eg5uw2cp2cpSuyIqCGoux8otPUSzWFNFk/cL5AFStW929aNIRaLIXX7/eOQ7evGo8ZllMFUwCMeoeX4qph5OM0/sgdBoYv//YH9m0eBFn3fM7skt6AlDYbyCSonDOvQ+RUdSDZZ99xMovPkWS5YRo4srK4aI/Pk5GQVEXG6bdsXnJYv71u1/jzMrm0j//FVEyVt2f/esH/+ust/aESKuCFhcxu6OIcvp+sCf4/UE2bUrafm/ZUsmyZWvwet0M6Ddwp/uVlpYya9YsLrnkkkRC6y1btlBXV8eZZ57JtT+7hkf/78/ceP/9XH3JpVSsWM7dd9/NjTfeiM1pxubM4aabbuLu396BYhU5ctyRbKkJGRPEDiczjjvNsJXUjQmuWFRF7hDeBR3JFESUw6gREyFflJAviiSLWOwKNrcp5fu/YcMG/H4/NTU1hEIhlixZAhgRJSaTiZdeeglFURg8eDBms5lvv/2W22+/nbPOOgvlIEYhpElFjKgEdRlFC+NSJHS9e7Fa13XU5gh6OA6CgB7XEA5wNIHf72fDhg2J1xUVFSxZsoSMjAyKi4t3ut/u2s3VV1/NI488ws9+9jOuvfZa1q5dm2g3oijidDq5+eab+fnPf46maUyYMIHW1lbmzZuHy+Vi1qxZXU+q73AvDDZA63Ywu4yE6mDk3LB66Byhl2g3bVFCkdgBbTfWIYNxHn88vtmzEzbEckE+3rPPwXvWmUg/IHG97DGTcXqq4BatDlD/+BIc4wtwTSv9UT4vLYrE5UeXcfaYHjzzVQUnD09GHm1rClLREOCoPlk/yvd2oDHbFHRd5+GP17GpIQAmcA/0cuyoHkwZkIMe1mhrCNPWGMLXFEZqraXlrbcA0PsMRq+I42+O4G+OUL0hdXHgxb+fkBBNVn5VSf02P+5sK8OO63HAxdy0aLIDa83LAag0wc9e+YZsh53TRhYysMDNef3P49x+56Y0kBs+vwFFVLhl9C0UOdO+z2nSpEmTBgQtjDRsK+/bJlOqbubYdemO1UFD16FpE9StNnKMdFjLfPl7WPAYjPkpzDCsufAUQ0YZuIsg2GgkSwQYc7nxbzcIskzpP18hsmEDrf9+h9Z33iFeW4uw5FWUmJ/AnGHY7/lyjy5b0OPYA3HkuE6rOzkoGrSqjcymKCsGuAhkrARdIORdndhubxhMwdJr8eUtonrIkzs9vt8h43ekdvu2FVnZVpS6gljQYWNPG+aIliKw2IIq1rCG2GkCXdB0jlzYhC7CvDEZqJaOY+iIGilRLT8GMtonA6OAU9ITCeLluAb+zSDKeLINwU0RFQSzMdjUdZ1KfyVOkxOnydl97pPd4Iv6aAw1kmnN3KlosiNGhMoP/4wlSUSyipitMnbM5JCB1u6zrWt6OsrkMODM6Gpe6DsegPPWRln49uuUjRi9k9p7N6lt92Yw4ZxZWB3OlFW4Vzz+PIIgYHE4u91PC7dbBe3FxIHdLDOyxNulPLqlDbUlQiASZst76xhx8omJbWFfG5FggK0rliVEk+LBQ7n+hTcTYkjfsUciyQq9RqXmkcos2vkkWwe6rlOzcR3B1hZKh45EkmUK+w/E4nSSUVBIyNeG3eNtf6s/rnva/qLu/VziIZm8n1RhzY4e6sv5UfD99yuZOfPSxOs77ngIgHPPPZEXX+i6Er4zTzzxBHfccQdXX301jY2NFBcXc8cddwBQWFjIf157jVt/8QtGzzyBjIwMLr30Un71q18l9v/Nb35DTk4ODz/yB6697mo8Hg8jRozgtltvQ5IE1LgOOkSCcZqrA4iSgMki0zGx6/CaQbUSDsSJhuKocY1YRE35/quqxmWXXcaXXyb7OB25HyoqKv6fvfMOk6q6H/d7bpm+ve+y1KV3EVREEY0iVtTYUdFExQJG1Ng1GmP5mRijxhJjiV9jx15jAxU7ior0Dsv2Pv223x93d2aHXVjKwi4w7/PMs3PP/dxzz8zOuefeT6V3794oisI999zD8uXLsSyLXr16cfnll3Plld0vpd2+hGTpuKU6ZGFh1vghvQeyt60y3miMYgbtqDol07Vb0i99//33TJo0KbY9e/ZsAM477zyefvrprR7b0bx59913ueaaaxg5cmS78+bPf/4zOTk53HXXXaxevTo2b1r6SKB+g+1Mk9kn3qZ6aDd9YWsHLNit88Y9ciQ9HvgHWlkZdc+/QP3LL6NvKqPqvvuoefxxSj7+KJaGrTMILazE0kz0uvAev16muFSuPDLRKPS3/y3j9YWbGF6UxiWH9WPy0HzkPexZpzMJRHTe/nkTb/9cxuPn7o9LtR1MLp7Yl9K6EKfuX0xxZqtnGhXcKQ7y+ti/uU033QS6jnf8QRzzx0MINWm2QaW5CH1TTZjGmjDBxgjulPg1at2iGtb8VI3LqzL6yI7v83aWpNFkM/xydez9uyu+xgj25cn5azigTya/m9CHIwbnxVKQrm1Yy/xN85GQuGr/q7bQY5IkSZIk2ddoDEYIekxWiEG45RCSse2plJI0E260iySm5MfbXp4OlUvhrBfsh5CmCij93g5z73uYLWOZ8MjBdv7gmT/Evb3yh0NaMThb5dAXAmb9uNNDdZaUkHvVbHL+cAWB+fOJvvEXglU/IIb2j8mYgQBGQwNqYSGs+Qw2/Qj9j4LcwQB4tDKGLqgn6JL4alw85FlYoJjgDhts7PcaZtZLpIShzqViSQJnU08EEk69ltRGjcZUFSzIXnEqDUWfoXkrkJrznpsSHSo4TVmwrrit0n51Lw8VuU4irWqfuCImCDtiRVPt1FYAqmbi0yCiSkRaRbHIhoUp2fLdGYcAhxxXPOuKZEceudJRhES2OztB3q/5aYg04Nf8pDjaVzB3hEt2kepMxaW0zanfFbQYfqR9oADmnoDLGWKFsA12hvNnjpzRNu+z2MFaEw6XmwOmntqmPSUrux1pm9Cv1Rg1YZAESu6Op26yTBMhSbiHZKEen81b/7wb/7IGhh8zGbW5sPpBp57F+FPPJrdvPNpl8zorPQYPo8fgdtKabCPP3Wg/x8147P/wpmegOl2c//dHcW/BYLSvcV7hQoSAj0Rux8JJADjkkLE0NPy8Q8e6XC7uu+8+7rvvvnb3TzzkEL54+WUkjwdHO973QgiuuOIKrrjiinaP1zWDstJKoiEdLWxgGhbhgMaG9T9j0QiIWGSjaVpEQ3pCLS5DN6kp9fPaC+/g8qo4PUq7a8Xpp5/O6aefvkPfQZJdR0gyiCoW2UY+phVF2ixiwrIsjKYoZpNtIJUzXEju3aM2POyww+L1sraTDufNxIl8++23Wzy+3XljGhCutyPTUwupr6+32+vWgmVAxB9vsyzIH2FHl2yFuXPnbnX/rpg3akEBubOvJPuyS2l89z1qn34aR+/eCQYTraISNW/nrvGpR/fG0TsVNSf+HGGGdUK/VOPZLw+xnZHR3QnLssjyOXGpEr+UNnDpf3+gb7aXiyf25aTRPXDsIw5GlmWxcEM9L363gbd+2kQgatfleX9ReSwq5/SxHRsyohs30vD6GwBkXz4TIQSeVAeeVAf5fbYeATV4fAGZhd7t9RHaYZJGk804rjHIS1n2+1RHKgeXFPD+onK+WVPLN2tq6ZXlYfr43py6fzG903rz6gmvsrByIT1T4z+Mt1e/zeDMwfRLT6ZjSZIkSZJ9Eb/hxR/NBScE8VCv1Xb1kLovq+dBzUoYciJ4m5V0PzwDb86EAUfDWS/GZSt+herlULvGNposexfe/gOU/CZuNJFkKBhpG1wijfFjR5wOI8/YpR9FyDK+Qw+FQw9FKytDloLw4a2gBWlo3J/yP/+Z1MmTyR+4FLnsC9srrdlo4hw6Du27V+yC7JYVM26s7ONlZV9vLIXWfr/Yn+mzgzLRJEFNyeuk8B69SiO4ysM0pqq460vIWnssjkA+m0Y/yH4/N5DWpLNwaCo1WTuWUlRzSNRvViw+5JaZe3AWjqiZaIyxwBLNRppmJNPCGzKwgKZWES/CsrqdEUUyLZwRE1OCiFMGBOQM2qLBySW7yPHkIBAJUSZrG9aiSAq5ntwOU7mmu9JJd6VvVeb111/n6quvZs2aNcycOZP777+/3bYkex8VUnrsfUN2Kr7MrK4bDOAoTsU9PBsl242Svu2GvvpglM9XVFO/diXSN69RPHQEh55t143KPXAgqf8roE/xgeiRCGZZBMklU1AycFd9DMBWlBUOHELNhnUJnrFJg0kcXQiEAEeqTtniTCp+zCa9TyNF4yu7emjtYlmAKUCyYpdtywRTk0CA7IjXqtLDMpYhkF0GUrOx3NQFWlBBSBYOnx6TjfpVTE2gevVYH6YuiDQ4EJKFKyMehRNpUBFy4vGdhZyaulPe4S01tDwpDizTQosYRMM6kizQjURZSRK4NotC0CJG7K8WMWiqBYdLweVVcHjUBANLku6H7lAwUcAACxVLi88Hy7IwGiKYfjvCRE51thuFstdiaPbFoqX2iGVCfXOaPW8uyEr8vTcnXrsE7HvEbnY/uzmS00n6SVNJm3oiZiAQa4+uX8+qY47FN3EiOZddimvIkK30smWEELgHJ96fNH22kaZPNhBaUkv2uTvWb3dACMHNxw3hskklPD1/DU9/uZbV1QGunfMLf/9wBVcdNYBT9y/u6mHuMhpCGnMWbOTF7zawrCKeErpPtpfTxxZzcMmWHW3aQ83Pp/AvdxD84Uc8+43ermP7jMyhz8icjgU7iaTRZDN+W29xc6N9Ybxj/7HcdNwQyhpC/OfLdTz/7XrW1QS57a3F3Pe/5Zw+tpizDujJKQNOiR1fHarmti9vI2JEeOn4lxiUOWhLp0qSJEmSJHspPncq3zpGArBSDCRsruniEXUTvnoYApXwmz/F2965CmpW2BEhLYaPljRZofrE44/6i20UKRxlb+cNs726cjZbay94v+2Dy25+kFELCqBuHcy/H2QHYcMDhkHju+8ir/DjG1CItLYO9xgDIcs4+47iM7WtIjTkSfSobvLKWIIE75pgWiMNoTABr62YT68sQBJV5NRXsAliKbWsXfAVWJIg4kocY9Qp0+TYrDC5ZeuwzM3+D66wiWJYhF0SWjfw0nr88Rd44B9PU1FZzYghA7jnb9czdtT+W/39qLJKrifRO08zNAKa/UCa741HSwW1IFEzikfxbHdNvIsvvpjzzz+fWbNmkZKSssW2LREOh5kxYwYLFixgyZIlHHfccbz++usJMmVlZVx11VV8//33rFy5klmzZiUNMd2Asox49Nnawg5ykO+gl+7mrFrwDZVrV9Nz6EiKBiUqOuRUB1lnD97uejfra4PMfP5HctyCM1atIBoKxYwmQghOu/UuoDkv+lM/ISRBzsUjUPO8bfoKfF9O4ycbyDprEI4eO2fgOP1PdyEQ2137ZF/hs0Pja5OpS2h+FT20a9QIekQiUu9AyBa+VpdVLWQbN1S3gWg2bhhRCS2gICkWjhQtJhupd8RqsMSNGxKRRgeSYiI74sYNPSxjahKSYkJLhKElMCJyc/2WuNHDMgSmLmGZieuBZYqErDxmsxw6sJnR5MsvF/Db3x60xc/v9/u35WvqNIQkcLgVHG6FUEhAs9FkxowZPPvss+0eM23aNP750MNEghrhgI4etY0u0bAOtRHSc93N6b6SdEdUyYEnKIMMILCMVtdx08IM2r9ZOd2J7OsetXs///xzpkyZssX9nTJv/BV2RIk7EzJ62W2yCq4MO9q49Y23o/00qh3Nm0cf3XIa3d2JEALZF4+8D3z1NRgG/o8/xv/xx6Qc+RuyL78c18Cdd1qQU51IHgXvfvELeutUoHsamV4Hs48ayEUT+/H8N+t5/PPVlDeGqfJHYjJ78ufbErWBKLe/vRgApyJx7PACTh9bzLg+mTv0WYWikHbiiaSdeGJnD7XTSa5mm/GDlMc7mY18q43guCz7YliQ5ua6KYOYdUQJc34o5akv1rC6OsC/v1jDv79Yw7g+mZwxtpgpwwqIGlEmFE2gMlTJwIz4RaY8UE6eJ2+vmzxJkiRJkqQteRleBq9ZxXLnYLKsKlLdyWs/0SB8cAMoLph0Y7x4dp9DbYNJ6zoOvQ+xC7M7N1OEDTgqcbt4LMz4vO25ustam1Zs11DJKqFgv3PJOP0Map9+mrp33qVuhQ7vPIX674/JnH4e6sT9t6nLb8e0rQdQmeOkMscZ2w4UfMKQitdYU+wGvHw3Oh3JSoz82N0YssDvbXvbKVkWgkRjimxYuMMGuiIIO3d9Du0W5sx5nxtuuJf777uJA0YP46HH/stJJ81g4Tfz8LX92reKIin0SetDSA+hSPHPXRuupSHSQK4nlxyP7SWlmzpVwSqy3FlbNKT4/X4qKyuZPHkyhYWFW2zbGoZh4Ha7mTVrFnPmzGlXJhKJkJOTw0033cTf//737fvQSXYZrsa4Qii3IbIFqc697q349iu7uPpZasxoYoZ1pFbK0O0tvul1KhzYN5MMl8KRE2ZusS6LnOpAyXYjVAk53dmuTGBBBUZtmMpHf6LHHRO2axybs3m6r70BT80QglmLO73fjH6N+PKDKO4tR1AYmkCSLVoC70I1Tho3+FC9Gpn94xGgq94pJlzvoO/RG3Fn2b/rxnU+1n9ahK/Iz4AT4mEPRljG1CVkh4ncKn2iqUsg4p7yALTj8C0kC0k1Y9EkLShOA1MxY4YYACGbOFI0hEiUVb0ails0G1NsJNnClRlJOJ8kWXZEi7PV+KO2sWX06KH8+MOPu7xw7c5y++23c/XVV7e7LzU1FVmR8KQ68aQ60TWDSEAnHNAwDAulVe2LaFi36285pKQepJugahKm8KFbJoqQsKJGTMkrZAkl02XXM/N0nwiT/fffP1YwvVPwV0K4wa5p2BItojT/NTe7tmX23uZuO5o33ZWM00/DM3Z/qh9+hMZ33qHpw49o+vAjUiZPJvuyS3ENGNBxJ1vAd2ABnlE5iFb386FFNQS/Lyd1cm8chb6tHN198TkVLjy0L+eO78VrP5TymyF5sX1v/1zGk/PXcPYBvZgyLB+vc89Ru1uWxa+bGnn9x1ICUZ27Th4B2BEl0w7sycC8FE4YVUSae8evD5ZhOwzuKew5/73dgGVZGEqQ/6Sl4tTLKM5ItCB7HArnHNiLs8f1ZO7ySp79ej1zl1Xy7Zpavl1Ty61v/MqJowuZNvoWhha5YzcGuqlz3nvn4VE9/P2wv9M7rXcXfLokSZIkSbK7UFwGY3+qo6TwBZy1KtMvmN3VQ+p6LANGngnr5kMrJTLHtZN7WHHGQ+P3ZCQpXnQecA0eTOE995AzezZ1z/6XuhdfRFu/Hv/cuWSMOJjMJUcSzFtNJGUjlmorkCTNgyvSG0X1EpCWYKh+lHAWMi4irlIA5EgqqZEJBBwLibo20ZiisKqXh7BrAHmRg3C4cohEK6gz5qE57NptrnBfZMNNwPtrbHy+0Egkw4XkVEl3jqPRv4gm+Uck3QMOA4eRixR105A6f4sfWVgOJMOFsDQsYWFpbhQZDCnYrnzAoyDpKqbc7CVsSag6SJZBgr7KknFFopiSXT8lltLLshVmwnQghIQQErLwYVkautWAJUyEpSJZLsACYWIQAtHWQ/7hf/6X6eedzrlnT8NC5/6/38kHH37Jcy+/zQ03bT10vL6+nmuvvZbXX3+dhoYGSkpKuPvuuznuuOMAmDNnDrfccgsrV64kJy+HSy+7lBuutYuLaoZGeUM5N153I++/9j4N9Q0MGzaMe+65h8MOO4y5c+fGCqMefvjhAHz66aftth122GFbHKPX6+WRRx4BYP78+fE83K3o3bs3//jHPwB48sknt/qZk+w+QmVOrs56EVNXcP9QgXVe29+vrHhxu3ricGxfioQtUTxkOLKsxIqvW7pJ5SM/oeZ5SD+xZIdStvTL8fHCRVv2sm9B9qrk/G44yGKLxYezzhxE0/xNpBzaY7vHsbejZLrIiZ5AVY2FllIVu+4DKJFM0vRxNCk/E3VuAkvgCvci4izFkuzrcGb9ZKLOcvzun2LHCcNJdnQKTkc+mreGik3L2LS4HGdqlPy+DlzRYvyen/n1pZ5EGx2MPNYkNT0dQ/VDzUCWfbOEtAKT3GIVCScupQdGUwDNb6KH4v9jxW2g+qKobgNHYx7CqyJMGdlloBgSinCBFcESBpJi4kyLIqRWBg/TgSs9HkkiLLvOl6RouNKjCEsCS8YSRux8rRGmApKB6pSQcCIJJ1gWhhkEJQKYyJoDTBlLtrAsE0mOktgJeNItJOEAy02gTsM0QFYkMrOLycuzHULqyjZhmgapWTmoLjvNnWmaYFlIW1EoGX4/emUlksuNWliwLT+J7SY3N5fc3G2rb6CoMkq6jCfNgaFbCem5/HUR9KiBrEq4vSpOr4rcDaJK92UUwG+BRRhVAsv0YAa0WFSJ1A2jhNxuNyUlJTt2sB4BPQyuVlGakUaI+iHSFDeaOH12BLu848rg7Zk33Q1n374U/fVesmdcTPXDD9P43vs0ffABga++ov+8uUjuHa9f1vo3ZVkWjR+tQ68Iohb59lijSQtOReaMcYk1PJ77Zj0/rq/nx/X13Pz6IqYMy2fq6CIO6peF2g1rBZqmxS+lDXy8pIL3FpWzotJ21FEkwTWTB5HZnMngjqnDd/pckdWr2fD7C8m66ELSTz99jzCmd78rYheybu1n3Fts52eLKBGyfO3frEiS4PBBeRw+KI+yhhCvfL+RF7/fwMa6EM9+vZ5nv15Pcaab40cUcsKoQiy1lLpIHWEjnJCiYW8M20qSJEmSJBANVLFxbB2PilmMKPqRUwMh3Cnb6aq+N6CF7ULt0QAMmAwnPdLVI+oWqHl55F41m+wZF1P/2uu4hw+j7IsvqB38YRtZUw0SVBO9hXVXDa394AxnI3XOd+MNQrC2lwfYCLxsZxTY7Bkw7Frd5lytFWT15hfQ4jvSbL+KqBuhg/IFlohiyuGYUUOoQTvbhxba4jGmiMRPIkzCUghNsT110Zr7sSwcIQOEhJYWd2qRovaNvSmFYokTDGrsh+AWu4rQMEQ8dUt7RKMaPy5cxJWzz8eQmvM8SzDxsLF8Of+LrR5rmiZTpkyhqamJZ599ln79+rF48WLkZqXXggULOO200/jTn/7E6aefzpdffsmll15KYV4h06dPR5Zk/nbT31i+dDnPPfccxT2Kee211zj66KP55ZdfGD9+PMuWLWPgwIHMmTOH8ePHk5mZ2W5bkr2T0dkbuKbYLv5+84qX2pXJyz2GvNxjOu2cQycewdCJR8S2Gz9aj14RjOW63xGaaqv55tWXcPlSmHDGOVuV3bzwcHh5HWqBFznFfniXU52kT+mzw2PZm1EyXKwruLvdfbqzlhrn+/EGYRF2r02QqU3/IGF70PImoIkVfV/FaFZ41/pTqVxoR4RkDd6A5rTrm0iKHfXRZG1E+JYBEMxYRcaADNxZEXSXXeMtyiaKJtkLSutaIKnFAYaevcqWkcCjaFiSgcMhACOh7quQEuuTAFhSogHDElpCEJa1eVTKZliSHjvOQMOwmqO8Wum5DLXVObbwKG9JUQxsOUeKhB6RELJFJLoJ1Wtno9AiYUzDSOgjGgxQX1GO0+MloyAeQahFwkiygqwoYBiYwWCHUbWB+lpkRcW1jfV5HI4cVDUdSdoxpxUhBIoaH5NlWsiKhK6ZGJqJvz5CJKSTkd823V6S3YdkhklxVCFZoGChWSUYjVEkj9rtI6C2iVZ1AdHCULUEEIlF2j3Z4EwDV6voDyFBN1Ro726cJSUU3XcfWTNmUP3Ph3H2759gMDEaG3eqppIQguxzhtA4d0OC04PeEEHIotukhNsZ/nHmKF76bgOvLNjI2pogr/5Yyqs/lpLqUvjNkDz+durIbqMHfnr+Gh6eu4rKpngUs0OROHJwHlNHF+Hr5CiZ6oceQtu0Cf/nX5Bxxq6tNdpZJI0mrYgu/1/svbAs0t0dFzYsSHMz84j+XDaphC9X1fDygg18uLiCDbUhHp67iofnrmJAno/Thj1GSY8ATjl+E3LJR5eQ5c7i0lGXUuQr2iWfKUmSJEmS7H7W14VxRqDIuYEMqwZ5L0z90S56xC6a2OK1tfJDeHEaZA+0jSZJEpC8XjKnnQ2ANW9Bp/Xrqu9LzvLTiXorqBjaPaIFUh88cov7tD4HETrp3th2yiPHI/Rwu7Jm4SisMx6KbXufOBURbmgj1zh764aOzampqcMwDHJzsxCWhWguZp+Tk8WKZT9t9diPPvqIb7/9liVLljCgOYVB3759Y/vvu+8+jjjiCG6++WYABgwYwOLFi7n33nuZPn065aXlvPB/L7B+/fpYmq2rr76a999/n6eeeoo777wz5rmYmZlJfr7tgNNeW5K9E1NTKbI2ACBrW1f67goi6xppmmefP+OkHYsyAQg2NPDTh+/iy8js0GjSmsCCCupeWY6jRwo5Fw1HqG3XVEszEWpS4bUrKCyPIIDVvb0tJS9wZ0XIHlaLOzMxXVy/YzYgOYyEFFaenDC9JpW16deb1/51fm9DUk0cavO8NeK/3Yz8QgxdQ1bjSkJDt402m0ea1JVtwjQMMouKadljWhZ6NIKsOtoo4PRolHAggBYOk+f1xfZbprnF2j2y7KJDz4jtQEiCtBw3pmESCdrpu1y+7pPyaV8l5FbYZKl4TZNeuoGS67FT2u3pBpNQvZ12y+mF1GbdmuIESQXZAaYGLQZBd3pXjXKPwTVgAD3+cT9WqzppgS+/ZOPMWWT9/ndknncekqf92i4doWS7yfxtYsqvhrdXE15WR8Yp/fHsxiLfu4LcFBeXH27riH9YX8+rP2zk/UXl1ASilNWHE67X//lyLf1zfYzqmY7HsevU81HdZHFZIwvW1XH8yAJyU+xrvSQJKpsieB0yhw7I4YjBeRw1NI9UV+dfq8PLltP47nsA5Mya2en97yqSRpNW5DqyeW9DKa+k+Eg1TXyybuc6dKZ26MkhSYIJ/bOZ0D+bYFTn4yWVvPnTJuYtq2J5hZ/lFbaXyt+z5nLk4DxG9NGYv2k+spCZOXrP+cEkSZIkSZKOCTUZfOE8kFJRTKko5olnnub6q6/t6mHtWj64Eb57AqbcDWOm2229DgZfPuQPB0PbqZD3vZ2QtKHT+pJ0N576gUhG5yk/ugvbWpfFE7JrokR3QImqGBbusIkuNyuZOohSWbhwIT169IgZTDZnyZIlnLhZocODDz6Y+++/H8Mw+OWXXzAMo83xkUiErKwskiRZnFVAqSgGYNHIYhR2nyHejBjUvrgMLPDsl4t72I6n/yrXnbwx5CLSHXDxdhzn6JmCcCkoeR5oVuzVvrQMbVOAlMN6EF5eR3Sjn7wr9kPIe7jirxMwI1uuN7IjrOptK8aMVt+tOytCj4Mr2siq3s49996GKUexDBMhS6guF+pmRgpvegbulNQERaXZYugwDRSHAytiG6qiWDRsWI/bl0JaXtxwrmsaCIFlmjjcngQFXV15GaaukZKdi3MHFZ7biyRLuFMcuFMcCZ8rSdegmwayBcIQiMw+iC2kQOzWaGE7tZY7Pf5sYZmgBey/LYEQQkDeEGIFlpJsN62vHw1vvoUZCFD1jweoe+55smdeTvrJJyOUnVMrW5qBXhfG0gzUvN1zXdodCCEY0yuDMb0yuP3EYfy4vi4hWrLGH+HWN+00ybIkGFKQypheGQzKT6Ffro8BeSk7VDskFDVYtKmB5RVNrKjw8+umBn7e2EBEt433LlXi7AN6ATBlWAG9srwc2DcTp7JrrwXVDz0IQMrRR+MaOLAD6e5D0mjSCkPy0EM3+EOd7bGolc2HF8+0i9am9YD0nvYrrRjSe0HRfnbx2s3wOBSOH1nI8SMLaQhpfLConPcWlTF/VQ3raoL8+4s18IVFevosSnrW8e1KkwklUTK9Du797l6iRpTzhp5Hj5Rkjt4kSZIk2RPJT1FpCsTTIUjm7vcM3mVEg/DNI7Dxezj9WWiJonF4QQ9B6Q9xo4knE65a2n0Ks+8jRFI2UDriIUw10NVDidE4s23qsRibPcw2XfLWVnraTPbCV9pIOKImLsN+LIm2etaQTAtzC56U2ZnpyLJM7aYqrP3AxM5qVlVVQ17e1pXE7p3I8wx2QXdZllmwYEEspVcLPt+enes5Seegq/FHtogitfmdAFRVfcSaNQ+Qlj6GgQNu3eFzWZaF6ffzxRsv8+P7bzF8wCQGBkcjpztJP6Htc8/2IHtSWB+S0RzbZ9BVczzkXTEaOc0ZrxlZE0YrD2AZFuGltZhBncjqelz998FUmJsR3ejv1P7W9dx7lFh7AptHmUiSRE7P3pimiSRJtK7CIiQJ2RGPVDFNk+r1a/FlZJLVo6edqqgZy7LQImEs00RupRzTwmEioQCKU0JSLGTZ0xx10vl0l5Q0+zIOXaEgmAboUJDWoXyXY1l2lIjcKm1T/TrQgvYziKc5Nakz1dbTOTdLHZU0mHQaBXf+Be+ECVT9/e9opaWU33Irtf95htyrZuObNGmH57dQZXIvHUV0YxNqq/R9TZ+XYukGvoMKu2Wtne1BlgT7905MoxuMGhw3ooAF6+ooawjzS2kDv5TGo+dnTOzHdVMGAVDRGObaOT/jdSioskCWJHTTRDcsGsMap+zXg6mj7QirpeWNnProV23GkO5RGdMzg0xPfC7lpDiZmLLrI3tCi36l6cOPQAhyLr9sl5+vM9mzf3mdTJh46qxKK53couain3oYalbar9ZMuhEm/tF+X7sG3v5D3KCS3hPSi0lL78lpYwo5bWwxgYjOZ8ur+HBxBZ8sq6S+vpDv6wv5/ucfEQKGFjkoTX0R3YpwZM+jk0aTJEmSJNlB1q5dy5///Gc++eQTysvLKSwsZNq0adx44404HLs+V6rT6WDqN79Q1XcZqfVRMjL3YMVnNAgVi6B4nL2tOOGLf0CkAcp+sh0IAPY7F4aeDDmbeY4kH5B3O4azEX/+9109jETU7TAs7KSsrliEdQtzs5+eN2jnww96ZczNfpc+oTBmxGA+m/sNR0/9DX6fhGmazJv3DRdeeOZWhzBixAg2btzI8uXL2402GTx4MPPnz09omz9/PgMGDECWZUaPHo1hGFRWVnLIIYds2+dOstvo6vUEYGWlixmOl7CEDKUWtOOsren1NPl/xeHc8Yff8LLllN1yM0pGJuZB+2FoGpGNjZAJGacO2CalRdW6NTRUVpDXt4SULNvgWLF6JR8/8Qj40nj2d5fi2IFC0Ep6ohLXN6EQ6Tc9UQu8SM7+yGlOHMXbVrshSZI9EWmztFouIZHau3eCYcTQNIQQ+OtqMXSdtNy82D4hBDk9e6NFwgkpwcKBJgL19Tg8Moo3gNNVgCy7sCwTkVQ4dzpdvaZImklISUcVITB0kLuxSlAPQ/UK+33esPgzhTPVNoa0Tn8sK+Dd8UjIJB0jJIm0444l5agjqX/+eaoffoToqlVsvPQy0k48kcJ72q+ltW19C5w94wYvM6zT+PE6rLCBku3GM3zPTtnVHsWZHh46y36OLq0PsWBdHQvX17Oyys+qSj+5KXH99Kb6EHOXVW2xr6GFcQNobqqLonQ3/fPsaJUBeSns1zOdPtneLjNcVz34AACpxx2Hs6SkS8awo3TjK+TuZ6Me4e30VDIMk0mNJqQWwI0V4C+H+vXNrw3x97lD4gfXroLVc9vvWFJg8p14D7iYKcMLmNLLwij8lNXhVL6pdvDpJoWvqhws2mgie6eh+H5l+qOVHNj3Ow7ok0m1/AGV0eVMH3Yeo3NH75bvIkmSJEn2ZJYuXYppmjz22GOUlJSwaNEiLrzwQgKBAH/96193+fkFGuaQKr5LmUBx+kb2q9/BGz3LgoYN0LARig9IfDjYHZgm/GMEZPSGCz6wzy/JMOEP4PDFcwaDHZGZpFvhbOyJI1CIP+/7WHHbfQFTCKJq4kOBZFpYIr6/BaU5VF1TBDMvOYffz7yZYeOGMWbMcB5++FkCgRDTpk3d6vkmTpzIoYceyimnnMJ9991HSUkJS5cuRQjB0UcfzVVXXcXYsWP585//zOmnn85XX33FQw89xMMPPwzYNU7OPvtszj33XP72t78xevRoqqqq+PjjjxkxYgTHHntsp303ixcvJhqNUltbS1NTEwsXLgRg1KhRMZmWNr/fT1VVFQsXLsThcDBkyJC2He4DdPV6AnCcvo4Xm525fvv9L2iahtO5pfVgx9PfCFUl/OtiJIeDQUOH0KdoOIaWT02fGkp/+ZAS5wG29zpQuXY1H/7rQTxp6Zx0bTyyZe4z/2b9op+YcvlVDDlkkt2vJFG2chmetHQm9N85pZZlmNS/uYrgD5XkXDIS2efYqZRhSTrGEbWvk1FVJB0huhlCJP5PVKeT3D79MHTdLhq/GZIs4/R4mT9/PjNmzGDp0qUcPXky//fvx/n2x/lcefX1LF++lmOOOYZ/3X8fTreHtLz8ZIRIJ9LVa4pk6XikemShQUgCXzdRRocbIVgNzhTwNo9JdtjptiwLjKjtuAW2nq4LaD1vjj32WF5//fV22/Z2JIeDzPPOI+2kk6h5/N/UPvMMvsMmduo5hCqTfmIJoUXVuIfG1/joJj9ymnOHa6t1V4rS3RSluzlhZGGsrXU6wx4ZHv7fKSMI6wZR3UQ3LRRJ4FAkvA6FYUVpCX3Nv+7w3Tr+rRFZvZrAvM9Alsm57NKuHs52kzSatOJ/60p5KSOdnprGaU1ldq5E1WUrizJ6b/3g3KEw9dG4QaWh5e9GMHX74t9C5WLkj/9Ef6A/MA3ABZrio0bK4sGmqfw3avLJ0kp+WLoCtd//EXb42bQqnYm9XezfL5fhRSl4HGryBiZJkiRJ2uHoo4/m6KOPjm337duXZcuW8cgjj+weJZep408xWCRGIqkmo61ofJ9lQeUSCNXZ0RstuXiXfwA/vwQ9D4RxFzb3Y8A/RoFlwOylUPErvHqhXSPkvDc7d8x16+DnF+2H70OvsdskCVILoXQBrPwYBhxltx8yu3PPnWSXkLFuMmllB1NX/xGVg5/t6uF0KaYk8HsVJDNRoeyMmsgmhJwSJ5w+hTsa6rnzzoepqKhm+PCBvPrqI+TmdlxXZM6cOVx99dWceeaZBAIBSkpKuPtu2+Nuv/3246WXXuKWW27hz3/+MwUFBdx+++1Mnz49dvxTTz3FHXfcwVVXXUVpaSnZ2dkceOCBHHfccZ36PRxzzDGsW7cutj16tK2Ib/1g1tIGsGDBAp577jl69erF2rVrO3Usewpdvp4AbmeARWIkACe5l6FFozg3q4Ug2P5nAsPvJ7xoEd4DDwTA2bcPhffcjXfcOCruuovQu++Rc/W1/Fj+Pes+WUhKZlbMaGJZFuWrVuBJS0/oM7u4F9FQENUZ95DMyC/khKtvJCWzE4wbQqDXRbB0k+j6RhyFiZGcZkRHSKLdYvFJdowJX9cigM8PzCTqSD57bgvz53/PAw88zcKFSygvr+K//72f447rPCWWkKQtGrCEECjq1hWKs2fPZtSoUbz33nv4fD7S09O58Za/MHz4IN58aw4eNR0rGsEw9Ji+wTQMAvV1qC43To+HK664gvnz57No0SIGDx4cM7i3x8qVKxk9ejSyLFNfX7+jH3uvoKvXlJDQCTpCuLFwNzbufqOJZUG4HqIBu+5hS6SLEeGzuZ9w72PPseCXpZSVlfHaa68x9djJtrGkG0Q9bT5vttS2NWbNmrXXzBs5NZXcq2aTMW0aSm78d9T4wf/AMkmZPHnHU3bJAu/oXLyjc2NtlmlR++IyjLowWecM2evTzi4TJAABAABJREFUcbb+7nJSnJw2trgLR7PjOPv2pfdLLxJa+BOO3r27ejjbTdJo0orqBpVTFD8ZZkum0O3w1EotgFHtpG8wDWgqSzSauDNhxOnQuAmayu39UT+q7icfP38+cSBn5U3gq1U1+H/9gCmVK3jb5+WS+vtxbbyfmi9Sec6bznNZEiPUg5k0/AZGFqfT26shaleBL89+JQvuJkmSJEmMhoYGMjMztyoTiUSINBfYBGhsbNyhcynONIKRbNsgjopcs1mR738dBkYE/rAI0ptvgGpXw6JXbI+qFqOJrNhGe8uEcHOO01CtbXDZGapXwIZvoMfYeDqtxlL49C/2+nHI1fGH8d/cZq9hRWN27pxJtkrqkEG0Lam7c0R9pWjOGhoL53csvI+weU0TXRZgWeiK3X7RRWdy0UVbT8fVHpmZmTz55JNb3H/KKadwyimnbHG/qqrcdttt3Hbbbe3uT09Pb1NAt722jtgWw0eyUG/H7M71BKBSpKFaUQxkmjJ9sAPprdqj9Io/EPzhB/q9/x5qnp3GJ605ssk36XDUwkI8o4fTa1MqvsxsUrPjyouM/AKm/vEWXL7ElFiTpl/U5jyqy0X/sQfRGNb4eEkFTkXe4YgTIQmyzhhItNTfRmESWFBBw7urSTm0BykT90zlQnckeUXYfoLBEMOGDWTatJOYNu3KTu1bTktDTtu5WhSrVq1ixowZ9OgRjxJes2Yd559/Mj16FOJQs9CjEaxWjgZCCEJNjQTq68jp1QeACy64gG+++Yaff/55i+fSNI0zzzyTQyZM4Muv2ubZT9LxmtKZ64nuVGmSDUzTJEfdxfWKDM0u2A7x2iNCQGOZ/RzkTAG5+bfsTCFgeRi53/5cMGMmJ598st2+PSlbdzHtzZv22jpiu+bNIYfw5Zdf7tS4dzVqXvzeQK+tpfzWWzHq6/FNmkT+rbeg5ud3ynnMgIZQbIOxoyhuoLIsK+lM3s1xjxiBe8SIrh7GDtH15tpuRKljIjkVEzilVoWj7+mcC7Qk2ylLXK1ubIr2g5P/BdPfhpnfww2lcP1GuOw7OPdNpH6HM7Qwjd8f0pc/HDWEAbmjmKV5cSEjCYsc0cAyr59qxWBNdSl/eHEhk/46l0vveZTVTx+F9feh8OdszHv6wsPj4Zmp8NoMWPtFfAwRP9Sssv8mSZIkyV7OypUrefDBB7n44ou3KnfXXXeRlpYWexUX75jSRZFT+dppe2svEcNw1lTHdwoBWf0gsx9ooXh7r4PhqL/AfuckdjZzAVyxEHIH2VEol30LZz4P67+Gt/4AXz+SKK9H7bRaYOcq3rQQfn0tUebTv8Abl8HSd+JthfvBsFNsg4nZKpVTv0nQY/9kSo5djLe4T6f3WdvnXVYfejXh1DWd3vfeQsQpE/AqWFv5fUuGc4v7kux77O71BKA0MwtNODCFzKoeGVQtXM+8f73D3P990lZ4O4xe0fXrsUIh/J/OTWj3f7UJi8Gkn34xnjFjGHv8yRx96R/oMWRYTMbh9tBvzDiKBg7e5vOtrwnyu/98z9Uv/7TNx7SH5FG36GFqBnRCv9YkjX+dyKeHZvPJodlEHUnVwbZy5JGHcPPNMzn++CO2+9hIJMK1115LcXExTqeTkpISnnjiidj+efPmMW7cOJxOJwUFBVx33XXoevy+zTRN7rrrLvr06YPb7WbkyJG88sorgG04F0JQU1PDBRdcgBCCp59+urmtjssuuwWXM4f//Oc/qE4XDndcH2IaBkKScHo8yIrCAw88wGWXXUaPgnxMw8Aw2k8DetNNNzGwf39OOuyw7bo+7Stsy5rSmeuJKjnIagR3UGlbh3BniPjBX5H4bKOF7KLtTeWJsp5Mu/5IaydfxcWUU87ijrv+HyeddNL2n77L5k1iW0e0zJu+fftuVe6mm25i0KBBnHbaadv9XXQlks9Hxtlng6ri//RTVh97HHUvvtQpa7Kc4iD38lHkzhyN5In/dupeXk7dayswGiJbOTrJ7sayLPSamq4exk6TvPNpxQ3HD+de/QyePfAdOHDG7j25MwVyBkDfiYk5GvtORFz4EerVi5FuroKrV2JdNI9ZY+9mpnsS44pOZb+e6TgUiXpRwYk9CvltYT4WIIVqoPJXWP0p/PQ8C37+hZWVTRimBeu+hAf3g7uK4M4ieGA/eHIKvDwd3rsONrYqIKuFIFCTvMlJkiRJl3PdddchhNjqa+nSpQnHlJaWcvTRR3Pqqady4YUXbrX/66+/noaGhthrw4YNW5XfEkJRKNHXAuCx/GQZFdBQGhe49CuY9YN93W+hYASMvxz6bZa+obUy1+mzH3DSekDtGljwFCx/395nWfD/+sIdOdC0yW4LN8C/JtrX9hZPL7ANNL0mQEqr9UZ1wW+fhAMuSkYqdgGqe+e8RreIsAABpkysqEeS7eKll+yUC+29hg4d2tXDizFlypQtjvPOO+/s6uF1O/aU9QTAE4g7OWU3RVHfraHf6lR6fAoNn2/AMkzYgfRc/f73AYMW/0r66XGljKUZBL4pwz9/E1pVcIfH3B5uh8zI4nSGFKZ2LLwNRFatIvDttxjNXtee0blknjmQnItH7vNep676fl09hF2GFrXQolaCEs7Q7TZDt9qXbRUxYRrNstq2yXY6Hfw2zz33XJ5//nkeeOABlixZwmOPPRZL+1NaWsoxxxzD2LFj+emnn3jkkUd44oknuOOOO2LH33XXXTzzzDM8+uij/Prrr1x55ZVMmzaNefPmUVxcTFlZGampqdx///2UlZVx6qmnNrelcPfdf2TtukWcfvrpbcYlqyo5PXuTURCvZ2eaJtFwGNPQMaJam2M++eQTXn7xRe77w5VYmgaWhWUYbeT2BnblmtJZ64kWMSAoEFIPVGGnHjV0Ey1iYGhmG1ktYiTMB8Mw0YJh9JoNdq3f1rK15VgNpTGnXMMwQfWA6gVXSqIuKSUf0ort/Z1E182beFt782ZH+OSTT3j55Zf55z//2Sn97U4kh4OcmZfT99U5uEeNwgwEKL/1VjZcfDFaZeVO9y+EQM2OG3P12jDBHysJfFOOEdx36jfuCQS+/JKVkw6n8m9/6+qh7BTJ9Fyt2K9nBr/eNhmvs5t+LZJdqEv4cuhZOIqLxsUfcKK6yWM/1LFk6Tzq3ftziu9kgrUbyaGeYMYPFGiw+GuL1V9+hkuVuCB9IVdIbpxmCKJ+qPXbxexbKBxlexYDrPkMnjsNJLU59VeuvdB5c+z3g4+HAjvPMloYtCC4M5JeyUmSJOl0rrrqqoQ6AO3R2nNn06ZNTJo0ifHjx/Ovf/2rw/6dTidO5857lSteiwnfVjAi70XUBsGUY6bYtUE6k6L94NA/Qn6z568Q9sNHyWhQmnPde7Mgdwh4suyUXi2pIsddGE8BlqRbIAd8FFZeSMCxjKi7jJBzBVgCd7A/znAOxqZytLwIkawKPKHBWLVNhPPLMB1h3FV9SbWG0xT5mXBeJaYjgBT14FnbA7XcQRYXIYdTqR7+Gv6070ECl9ULY0MtoZ6lGK4m1EgOqWIMkuFEcqukukfib1xGk74I2XCDy0K1MpE0Nw3S10RcpciRNGRc6HITWAKHyEey3MimD8k0AAtJuMGyMEQQS2gISwZLxpKa6/xYErLlxhAhEBaS6USgYoowFgbCkrEQCCQQOpbQY8dhSViWjBAmsuUgaoJhCVJcqViWhm40YWEihIKMsznFjIlphTGlCHEls4WwVGS8tpHJEliWjkBCkVM5+bdnc+gR7RdjVzvIG787+fe//00oFGp3X0eppPZF9pT1BCCzqpHrV7yIZcg4v9kA+fthYeGyVJreWQtBA2m0C4cjG0XZdoPE5kWkDX+UmmcWo5UHsYSJmu/C0nVEOwWld4R+OT7euOzgTukLoP6ll6n9z3/IOOcc8m+8ASEJPCNz0SoqYunG9kWUdCeFgXOp8X+Ekd1ESF6DoTbgCBegmjmkKqMImEtoUn/GEc7FJRcTFeWEnKtRQ9lkm0cTVaupF19gSlEEEk6tB5nqYTjUHHS5gVBoDU2RxVhKBKdZgNMqxC8tIexajTAV0iOHoIhUDDlAhu8gdC1AQ/BbdKMJSXLgdBdAUCYgFhNyrkYYCgIVS+hIUTeWHMFV0wvJ60KYLoRlIVlOBDL/d9MKAE69JQu314ElNBbPC7LwgyD9x3o56JRULElHGAqv3FaOrlmcfG023iyBZDpZOr+J796up/coJ4ecZc8XYcm8dlclkYDJCVfmkZnnRpIcLFvQxKADMjGMEBZRwETWBUgqlixjWUbz+mXa65UwEJaEZHkQkhKrNSRbbhzkoig+hLTlZ+Tly5fz0ksv8eGHH/Kb3/wGSLwOPfzwwxQXFfG3q69GdrsZNHUqmzZt4tprr+WWW25B0zTuvPNOPvroIw466KDY8V988QWPPfYYEydOJD/fLuyelpZGfnPaHK/XixCC1NQU8vPzcDq2PeOG0+NBSBKqK15nKdjYQFVlJdOnT+fJO+8kxeNGOBwgSQh576w3tCvXlM5aT/51xTwATrhiJE6vBabOj//byDdvrmbIuHQm/TY/9rzy5DWfo0dNzrkii9SeheDNYdHcUr54eQX9hzk46mSf7cQlBM/c+CVhv8YZVxSRleUAYOmXZQw9pCjRQWwXsU3zpriYhx56CCEEgwYN6tR507ptZ6mpqWH69Ok8++yzpKZ2joNBV+Ds359ez/2X2v88Q9Xf/07gs89Zc8KJ9H3vXZSMzqtFomS6yLlwOJHVDTgKvLH20OIalBw3as4uTkGXpF0sw6Dy/92LFY1iRvbsCKBuah3oGuZumMs1865hZO5I/n3Uv7t6ONuFQ5GYOe4sfjd6Kg2RBgp8BQSjOj9s2MRlX7zIcgx6Bc/EUyYTjBo8XD2Yh61/4yFCrqgjl3p6OpoY5AvS1+2nemMG2c4KSnJS6BGosUOSTA0aN9qv1mT1jxtNVs+F508HSbGNKt5s8ObaxhVvtp36pbC5wGg0aHtBbx6amSRJkiRbICcnh5ycbStYWFpayqRJkxgzZgxPPfUUkrT7gisjTRWsH9/Io2I6I6wfObnXURR0tiE5ZyAcfmNi2zH3QtVS+7rawqXJ/NF7ApVffMGmPo8nNgqLkHc5Ie9yaFWLPOD7GVrVmgzlrCbE6oRDTUcQ/4DlMABSv65BDqcSVlYT8dgRTxFKodVzrOasoob3Y9sVoVdAxX61ptW24WzAoCG2HZXKMUUIQ/IjNyuFTCIJDvCWMEC08jIVJoYIxMcthYFwK3nb87GNr68wbSUVthHFQEOWQQYiZrNXfvOUt4hi0spjPjaeeK+W0NCpj+9vltGtRpxkUVJSsvkItoumsEZFYwSvUybNreJW5U73hC8qKupYKEmMPWU9AchJDXN1/98BcPP6l8CC1YcbhOaVkZGaxrBsN3m5x5CXe8wOnyNa6qfmv0swasMIt4JVNYdVh88g56rZZHcQVdPZGPX11Dz5FHpFOQV33x2bKzVPPEH9Sy+T9ttTyL7wQiSvB7WwENegQbFjtbIyVk46HOeQwfR46Ckchbsoiq8bo2S5WV10a5v2qKuMKGUEiOfRj3g3EKGVx7i7mjKeTTiu/0o/UM2q3ssxTAlMbC1CsyYhSjlN/BiTtySdOvense3ayEf2m7hO3aaVLsuSNMA2+pqKfb0O9ViHUwljSWEsITBEtM1nsoS22baBJdnrgiXrWM3XeXstEZhSuM0xLccRk41iSCYGAQwrRNTSE/JzmA77UwNt17fmcxkiMQW2IUJEqUSP1OPzbDkl0sKFC5FlmYkTJ7a7f8mSJRwwdixWIEBLXMDBBx+M3+9n48aNNDU1EQwGOfLIIxOOi0ajjB49eovnbfkwDkcmipzSgVwcSZJQnS5kRY3NU8uyCNbXc8lll3HqKadw+MknYzQ0oGTvWB2jPYU9aU3xKevxKAJqGwDbyIEWtNNrpRQkOr9aGuibKT0Vp21csaxE2bQicHVcDL2z2ZZ5c9BBByXcd3XevOlcLrzwQs466ywOPfTQ3XreXYGQJLLOn45vwsFsuvY63KNGdqrBpAVn33ScfdNj22ZEp+6V5ZghnZyLR+Dsve/dB3Q1Da+/TmTZMqTUVLIvuaSrh7NTJI0mrdBMjbARRjPa3kjtKXhUD57mMEePQ2FQoYczBp3OusZ1PHrkyZimxbraIHd+8xd+qf2aQutk6quGsaAmyLcRC1rWw406fG6n6HIqGfTLnMOw9CiDPAH6uAP0UBvJFY2kGHVIeUPiA2gpTmzqdoH7prLEAeaPjBtN1syD58+w37szbOOKNwd8OfbfEWdAj+bCw+FGuy9Pli0r7Z0eKkmSJOkcSktLOeyww+jVqxd//etfqaqqiu3rLE+grWJZqBpkq5WkUY8kdtPD0MAp9itJklZsGHMvAKa8Z3v67MnUBTWCUZ1gVKeqKYJTkRmQ59vnUwjtCXT5egKYuky2Zae1kHUTXTEZvv9IHvhyHiIsGNz/kB3qt+qBBzACQVyjj8H/RSPoFnKmi+zzh1L197dtoV2cnbfx/Q9o/OB9fBMnkj51qt2oKNQ0e17n33orwmM/2xh1dUTXrcOotZ83cmbNImfWrIQ0TeFlyxDuNNReZ1H16K/kXzsW2asS+vlnnP36IXm9JNk+emwKI4C1PT10h8RKZ9xhK9+VVkb8IRM9DDrEw+a651NvbZZtpfUYON5NyQFuNg/4OOn6rDay/fbf3NKza3G7d66mqt9vG2veeeedNob0bYlUkGUPsrzjEQ2WZWHU1eF2OJj/9Tf87+NP+MeDD8b2maaJoij861//4oILLtjh8+zJdOWactE/JtLQtIlSq4EUy6JXNMjoo0oYeXgPpKaN4IhPqgvuPQT0MIps2Sl8gWGHFTFkQiFCAtS4Pubcv4wHQFHjE3DQ+FYpgHcxXT1vOpNPPvmEN998k7/+9a/A3jFvnP370/vFFxJS82mlpUTXrcM7fnynn88MGzh6paJXh3D0jEfrmEEN4VaS9967GDMQoOr+fwCQPWPGLjGU7U6SRpNWTCiawAenfIAs9h6FfLY7m+sPuD62LUmCPtleKrVfCZhVzJw0lEk9DyOqm3yzYQUvLXsFjzGYQENvVlb6WV0VIKKbLK6MsLgSbJcgD2B7UaiyoHhpDb2yvqVXlpceGQdQfNLP9HSFKFSaSDXqEIEqaHnltcr9HW4EIYNl2MaWUB1UL4vvLz4gbjRZ+zm8cFbzDgHudPBk20YUTxYccLFdDwbAXwmbfmzen2nvd6Yk04UlSbIP8eGHH7Jy5UpWrlxJjx49EvbtjuKwkcYo36n7US1y+Zxc/vvMv5h9zS27/LxJ9lwCweW7rG9T7dy6BPsamlqDm51Mr9d83XEqMpph4lKlhIe28oYwHoeMz6kgbSV1S5LdT1evJwBL0guoFrn2+2E9GBRu4rDMTHr16sW6dev4+eefmTBhwnb3W/fSyxjV1aRbQ0FPxzU4k8xTByB5VPJvvom8G663U+p0Equr/Dzy1+eoGziCf19wIACRVStpeu99hKzEjCayz0fmBRegZGUm3L+nn3EGvkmTUHJzE/ptPZdSDjuMfh+/S/UTyzAbTaIbm3D18bFhxiVYkQg9n3oS94gRnfaZuiNmtHNNG2t7usECo5tUQ1Udba+RsiJo7wm+PVlJFu36321JtjMx5SiWYSLk9r/M4cOHY5om8+bNi6UZas3gwYOZ8/LLCdee+fPnk5KSQo8ePcjIyMDpdLJ+/fotet3vKkxNQ9+0CaOpCUkIvvzsM6xWqbheePb/eOCfD/PlV1/t05GRXbmmqE4ZM2wiaQJhWeBKQ1YkZEUCV+82sjgTjcyyLNFedjXV2bZR3sJvfFewTfNmzhwsy4qtF91l3mzOV199hdHKuPDGG29wzz338OWXX+7R80aoKqI5pa1lmmy6/gaC331H1sUXkXP55Z2WBhRASXOSfd5QzIgRS4doWRZV//oF4ZDI+O0A1Nxk2q5dRc2TT6FXVaEWF5Mx7eyuHs5OkzSatMKtuHH7ds5Kvafw/LHP833F9+yfZ9ctcSgSZdGfmFvxAmPzx/LkWU8CYJgWn65ZgBnNoaLeYm1NkHU1AdbWBFlfEyRqmKyuDrC6OgBUtTmPW5UpyuhBUXp/ijLcFC12ULSplKIMN4W9TiD3xlNQIw0QqLSNHS3GFX8l5A2Ld6RHwJUO4XrAihtZauyctgw7OS674Vt4cbPJKTviBpbDrofBx9ntdevsIsrujLYvV1oyoiVJkj2U6dOnd5hXeFdiWRK1rfIpucMNW5FOkgQ73VSSvZYWNUiWz0Gmx4HR2jNeM6hsslOSSULgcyqkuOyXQ0neh3Q1Xb2eAERbGS6CDhkz097u36+EyrVluL4NUF7/OTXBT3EMcdF/2B+32p9lWViaSea0aZiBAGknjyFaauEbXxhTMEg76bnbHqHqWqa/cT9/O+ISaDaapE6ejFBUPOPGJsjm/fGaNsc7evTAsZmSsT3UzEyyzxmB5FWRUxxE1qxBTknBdDlxDR4ckzOjUaRONAp1F6Ibmjq1v9W9k9E524vfH2T16vWx7XXrSvn556VkZKQxZNDQLR7Xu3dvzjvvPC644AIeeOABRo4cybp166isrOS0007j0ksv5f7772f2nXdy6e9+x5qff+bWW29l9uzZSJJESkoKV199NVdeeSWmaTJhwgQaGhqYP38+qampnHfeeVsdt2EEMYzINkWbrFy5Er/fT1lZGSG/n+/efBPLshhcUoK3qAdDsrMSDJq9evdBkmWGDRu2lV73frp6TVEMhbRIKopkQHZxl42jPfx+PytXroxtr1mzhoULF5KZmUnPnj23eNy2zpuZM2dy+eWXs2zZsk6dN9tDy7wpLy8nFAqxcOFCAIYMGYLD4WBwqzUK4Pvvv0eSpL1q3li6jqNPH4LffkvNo48R/O57iv56L2pB50YnSa2MeXpVCK06iJAEsi9ZGmBXoVVUUvOkrUvOvWr2XnGPlTSa7KN4VA+H9kjMk9gnrQ8n9DuBYdnxC7KFwY1fX0bYCPPW1Lc4J9VOxRXSQyjCQWVTlHXVgZgxZWN9iNK6EKX1IaqaIoQ0g5WVflZWJuZ1bUEIyPI6yEt1kZfqIS91AHmpI+ztWid5egN5qS4yh5yENOxkMDTbWBKssV+Bavtv0Zh4p4rTrrESrLX36yEwovF0YXo8Vzrlv8B7W3mwPP4fMGZ6s+wi+OK+ZoNKelsjS1aJnVosSZIkSRSFqT/8xJr+q8iqj1Di3tjxMUmS7CJSSw9GDeXQlP8tUd+mrh7OPo8kCaRWifDteyEnjWENzTBpDGs0hu1UsU5FJj/NSZp7z3/oSLLjlEUUzq99GQOF1FUGrgPse/VcJYOzI4dAJeiVkMYkgv5fYSu6lcj6RhreWYOS4SR7xsWxdmefXf0poECKUoHFVd/8HzDTPm9JCc6drBnUHmp+XNHv7NOHvu+/h15ZGfd0tSzWnzcdtaiI3Guu3qcLxyfpfH788VeOO+53se0bbrDTZJ511gk8+0xbT/jWPPLII9xwww1ceuml1NTU0LNnT2644QbArl311ksv8cfrrmPssceSmZnJ7373O2666abY8X/+85/JycnhrrvuYvXq1aSnp7PffvvF+tgyFtFoLYbRtE1Gk9///vfMmzcvtn3gb38LwKqlS0nLaVu/pHWh+CRdhxI1UfU0VBHqdg6i33//PZMmTYptz549G4DzzjuPp59+eqvHdjRv3n33Xa655hpGjhzZyfNm+9h83rTUTFmzZg29e/fu1HN1VySHg4Lb/oT3gHGU3XwLoQULWDP1JAruuouUwyd13MEOoOZ6KLh2HNFSP5InbjSpe2MlcqoT3wH5Ce1Jdozwr78C4B41ipTJk7t4NJ2DsHZXXPluorGxkbS0NBoaGkhNTe34gFYsq13GN2Xf0Cu1FxOLuzYsr7tQ6i/ldx/8joZIA/PPnB/Ly3/fgvt4ZdkrXDLqEs4Zcg4QDydt8SgJawZlDeFmI0qQ0rpQzKiyqSFEWX0Y3dy2n58iCXJTnOSkusjxOcjyOsnyOcj2tf2b4XHECtACdsH5YA0Emw0secMgpTlf6Pqv4etH7AiWluiVUD1EGu39pzwBw+0bQJa8BS9O2/Igj/krjLsw3u8rv2s2qKTbUSuudHCl2u/7Hxk39ESaoHZ1s0waOFO73Q1Mkn2HnbmG7o3s6PdRveoX/u/nh/gobQwFkQpGNuYz8/TdW0g3yZ7Fooduo2LIM7uk7+LvrsNTN4jSEf/En//dLjkHgCQVkp52K8XFuTjaSXOyJ5OaOnynjm8Ka0R1E69TwaW2v8ZblkVYM2gK6zSFdYJRAwuL3lleUt32g1wwqtMY1vE5ZDyO7pHKKxwOs2bNGvr06YNrM6VYck2JszPfxb/umM0b4+1i58e/sZSJR57F4OPsaPHQomoi65vwf7aBlqrUPe5OrHFiWRaRFfU0fbaRyMp6AIRDIv+ascgp7Rvkmj79lPAvv+AZdwDeAw/YrvFuCaOpiaaPP0YIQdqJJ3ZKn9uCXhNCOGVkX/yzhpcvZ80JJyKcTvp98D7qbqpPszsIr6pn/roxHQtuI7JhP68ZErs13fHeuqakeIduMT3XtqDX16Nt3Ijk9eLs03nWzlBoPZrWgMtVgMPRcdF2S9cJL1sOlomQZZS8POSMjJ2qF5BcT7aNrX0XW/sOARqq1yOFBAiNlB59d9eQk+xCOvqfd2ei69dTeuXsmLI987zzyL1qdqemBt0Sem2Y8nu/Awvy/rBfgrNFkh1Hq6jEDPhx9u2+15ftWU+SkSat+KnqJ+79/l6O6HlE0mjSTJGviPdPeZ+GSENCIeMlNUto0prwqb5YW1mgjDPePoOh2UN5+IiHcakyfbK99Mlu/+Jjmha1wSgVjWEqGyNUNIYpbwxT0RihstX7mkAE3bTY1BBmU0O43b5aIwRkeuKGlCyfkyyvgwyPjwxvBml+gwxPFRkeB+m+EaSf8G98zs0KQhkahBtAbZWaIHcIHH13K+PKZq+UVuGEgSpo3Gi/2sObHTeabFoI/zkucb8jJW5EOXgWjDzDbm/YCAuejhtXWmRcqeBMA1+u/T5JkiRdiqlHaUjTWCDGMcL5IyOsaFcPKck+jD/3ByLeUjRPZVcPZZ8lxdWx95oQArdDwe1QyE0F3TTxh3W8Tvt2/fXXX+fK2Vexft1azjz/Iq697W7mf/Qu/+/2m1i3di0zZ87k/vvv38WfJElX4HE0sUCMA+AYz1oyGuNKEfewbNzDsglmLMF8IwXTEb9X1qpDBL4rJ/RTFUZ9xG4U4Nkvj7SjeiEUAzMcRjgciM0qaAc+/5y6554nW0idZjSRU1Lixd53E02fbaTh/TX4Diok/fh+sXbXgAH0nvMKkaXL9iqDya5g4vwaBPD5AZlEnXuP8WJPpSuLGLdOaScUBSU7C0vTUPPyYlFcSbo3IdWkDj8OJFK6ejBJ9nkcPXvS6/nnqPrb36j9zzP4v/iC7JkzkXeD0UROdZBx6gC0jf4Eg0nwp0rkNCeOXqnJovE7gJqXC+R2KLenkDSatKI4pZhj+hzD0Kwt5xndV0lzpiVsP/ybh1lRt4ICb9xQsLR2KXWROqqCVQkXlz9+9kfWNqxl9v6zObDAzl+smRoCQbbPSbbPydCt1FfVDJOqpgjljWGqmyLUBKLxv/4INf7mv4EodcEolgU1gSg1gShUbNvnU2VBmttBukclw6OS7nGQ7lbJ8Npt6W4H6R4PqVmnkuZWSXUrpLlVUlwqsiSwLIvlFX76m5bt9dnnULjwk3jkSrgh/oo0JtZrMXXw5UG40U4lBhBtsl+NGyHaKrVZ7Rr47N4tf5AjboVD7DBWyhfBc6eBMwUcPvuv02cbWxw+GDAZSo6wZcONsPaL5v0pcRlnim04Si4WSZJsF7LiJRLJBBdYCLTGUFcPKUk3J2Vg/21dsrabul7/20U97308/vgLPPDA01RUVDNs2ADuvfd6xozZuSiTHUWRJNI98YfGiy++mLPOOZezzp+BcLiwLIsbr76CE087i5v/eBVZGWlb6c32RJwxYwYLFixgyZIlHHfccbz++usJMq+++iqPPPIICxcuJBKJMHToUP70pz8xeS8Jsd9TqSYNjxXARMKf5kVqJx+3yLYLx0pRV6zYrbaxCf8824FHOGS8Y/PwHVyEkmkbXZbtNwYzGKTf/z7AsVm+eM/YsSAkXMM7L496IKLz04Y6HIrM/r0zO63fraEWeMEEvT6SUAQYwD10KO6hyee+JLuPL79cwG9/e9AW9/v97ae0bo2cloY7bevX+51lxowZPPvss4mNlgWWxdlnnsljTzwBgJKbm1Qq7mEYkoyJQBO7r1D7zvL5558zZcqULe7flnmzO2h33jQzbdo0Hn300d08oj0DyeEg7/rr8RxwII4+vZF9uyfiQygS3v3yYL94ek4zalD/xirMoE7274bh6p+xW8aypxP46ivoRCeb7kTSaNKKgwoP4qDCLd/EJImjSipDsoYktB1cdDAvHPsCQT2Y0P5j5Y+UB8qRRTwdxbdl33L5J5czoXACDx7xYKx9ed1yUh2p5HpyY5EtqixRmO6mML3jgpS6YVIX1GLGlJpAhGp/lBp/hLqgRn0wSn1Qo67V34huohkW1f4I1f7Idn8XPqeCP6K3aR9VnE5+agY9s4oozvSQmqKQkqPgdSj4FAVfTQCvU8HX81CcVy2zbzj1iG3ACDdApNnIktW/1clyYdxFiUaYmDHGb0edtBCuh8bSLQ88JS9uNKlbAy+c2b6ckODQa2BScz7PhlJ47WLbqOLwgOoBh9d+qR4oPgD6NKeF0MKw8VtQm/c7PPZxqseuPZO8yU6yl6JIqcx32tFkv4hRnFj1YhePKEl3x9e7BDZ09Sj2bebMeZ8bbriXv//9ZvbffzgPP/wsJ500gx+//YCdzQQSihoYpolTkVGV7VdU+P1+KisrOeHYYxg7tB+WZVFT30htdRXjJx5Bk5xCkSce/asZJrIkkFqts4Zh4Ha7mTVrFnPmzGn3PJ999hlHHnkkd955J+np6Tz11FMcf/zxfPPNN7G820l2PxuysggKW4mwslcmOO3f0MKFC3n77bcpKSlh4sFuTClCeMBSsCaAAEefNNwjsnEPz8Y1MBPJkZgaLpalWWr7m0ydMoXUrSiptpfI6jWsn3kFj6fvT1WPEt6+56xO63trOEvSyZ01Gkehr939ZjBIwzvvIIQgvbkmQ5JE5h6cBYC55+hYuy2jRw/lxwU/7FR6rt3B7bffzlVXXonR2IjZ2IgZiT8jZ/TqFXufNJjseajN9Woc8p5TK23//fePFUzvztx+++1cffXV7e7b11PKbQub1zOpfeYZUBQyzjxzt11rrKiBe2g2kXWNOPulx9q1yiBymgPJmVShb44ZDlN2081opaUU3nsvaccf1/FBexDJ//hmWLpOeMlSXEMGI+RkXYntwSk7GZrd1lvr8SMfZ1XDKgZnDo61rWlYg27qKFLiT3D23Nmsa1zHE0c9wbgCOw3BqvpVfLXpKwZkDIi1bQlFlshJcZKT0nHxuhbCmkFdMEpdQKM+lGhUqQ9GY8aWxpBOQ8guztoQ0ghGbY++9gwmAAs31G/zGBRJ4HM1G1Sciv3eqeBzpuFz1uJ1NpLitNs8mZfjbc5l7nXKyEKQ7nGQ4lLwOGS8moFTkRAFo+CiuXbNlIjf/httim8XHxgfgKRA0f52VEtMvhGwwDJBbuXRGKqFtZ9v+cMcfEXcaNJUBv85vn05IcMBM+DoO5v7rYPnzogbV1QvqC5Q3Ha0S4/9YdCxtqyhweI3bONLaxnVDYrLNh6507f5+0+SpNORZHqZ61kuD0ZYBmk0dPWIknRzVGf7Cr0ku49//vMZzjvvFKZNmwrA/fffzP/+9zn/9+zr3HL71p1q6uvrufbaa3n99ddpaGigpKSEu+++m+OOsx8cnv7vC/z17jvYuHY1BQUFzJw5k6uuuip2fCQS4cYbb+T555+nvr6eYcOGcc8993DYYYcxd+7cWGHUww8/HIBPP/001nbh6SfE2g477DAASutCNEV0XIqES5VxO2RcqpMH//lPFEli/vz51NfXt/kcm6f3uvPOO3njjTd46623kkaTLsQdjDskZQailEY3kUt/LMtC13V0XUeogo373UdqyjBEc60bJc1J1lmDt9QtA+Z/gWVaSJ6OHZO2h/o5c6h/ZQ5pJ55Axhl2ilklOwtWreCPrOAb4whg9xhNhBBbNJiAXWel/OZbQFH2KqOJo6kH0ZRWaYJNkAJgbmM+HnWtQNkkCI03MeWkYryzcLtd5Ob0j83R7oJlGLTYUC3TIj0cJkXXwe22X0Igp6WhZGcj7WE1E5IkIkUd5ASKMRUd0rt6NNuG2+2mpKSkq4fRIbm5ueTm7j1pibqS8LJlVNx9D5gm4UW/kn/rLUjObdfx7Siyz0HGKf2xDCt2nbYsi9rnl6LXhcmaNgRXSfouH8eeRO1TT6GVlqLk5ZFyxOFdPZxOJ2k02YzyP99B/Ysvknn++eRd+8euHs5eQe+03vRO653Qdtbgs5jUcxK6GTc4WJaFIhQUoVCcUhxr/678O+757h6O6HlEgtHkgg8uwDAN/jT+T/RJs4vglQfK2dC0gSJfEYW+reT8aoVLlSlIc1OQtn0PjJph0hjSaAzrlDWEWFUVIMvr4PMVVYQ1kx/X1zGsKI011QF6ZLhpDOn4IzqBiE5T898Ww4tuWs1GGm27xrAlhACHLOFUJNvQ4vDgc6Y2v1dwO2TcdRLunxbhcsi4VRX3gH81K1VkPA4ZtyLhFRE8IozT5cFZHUCWBIaWTuHUx1GNECIaAC0A0SBoQdvoUtSq8KRlQvbA+L5oEIxmTyXLSPRsDDfChq+3/KHGnB83mkSaYM7vtiw7/FQ45d/2ez0K9/azjSmtDSstBpdeB8OhrTxCPrjRNhIpLpAddkSM4gTZCek9oW+rekfrv7ENToqjrbzitvtPsk/i9MLRn6/jgKwXcQQ0Tj3rnK4eUpJujqJn0rvhWkLSWqLOKoLWCoSp4Lb64FILkV0egsE1hMw1eKwByKqTgLmcqFVNijac1PT9CIaXE9BWosv1KFY6qY7RRN9ZQKo4EYdjIIF+P9OY/xVCBrdVghz10ii+I+BZjKs8H8d6B8JUsbQwaqmEka+iFehIugPT8COFVJw5vfE7VqLlNeEw8pFlN7rwIwxQnH2Q8aFY6SimiSVAFi4sLAJaHRYaWDICGUMEQZhIlgtFeFElA4SFhJOwrmMSwbIMBDIgEELCsnQQOk7FiUBGIBHWdSzLRKAgJAkhCYRwgymhihBgETEEumE7FsgymEYEkwiiuWi2iUk4ZLJw4RKuuepKHGRjNa9RR0w6gu9/XLzV/51pmkyZMoWmpiaeffZZ+vXrx+LFi5GbnW8WLFjA5b8/lxlXXse5Z5/Jkp++59JLLyUrK4vp06cDcPnll7N48WJeeOEFCgsLee211zj66KP55ZdfGD9+PMuWLWPgwIHMmTOH8ePHk5mZmdB20EEHkZWVFRtTRDexLIuQZhDSDOpaBQFvXog+ENGRJYEqC+TNIg5M06SpqYnMzN2TSilJ+6RX1HGT9QKWLiEt3IB12AgApOb/l2VZCEkhmlOKkdFjm/uVPJ6dGpcZjVL94IOEf11Mj0cejik09MpKQj/+iFpUFDOayKmpFD/2KM6SEgYVbts9emdjRg2i6xoT0m1ITie+SZOgm3v+bytmMIhevpoeG86l0bMEiqJES1fi/fsaLJeCdttEUjxDCEZX49d/RdWzcbmKiJpVNImFuCJ9yawagn7vS1iKQJQU4f6wERkP3jNOxZGahy75CQc24G9ajqVoOEQeTimHoL6KBvVbnJEi0pzjUIQPUw6RmjIKwwjR2PgzRtSPpDhwenOxQhJBbQVhsQF0gSQ5MYWObLgwJQ2PcxyQgmz5kC2BhAMhZEyimFYYsBCWioWOKUUQpoykOUEVWOgIoSCwHb9MKwKYSMJp+4RhYAkdi+Z1xhKgWQhLAlVCSCqSpCIkFSwwjTCmpYGlI2sGKE4sxYFlGZhWuLkfBUvoCEtGFm6EJAMSlqmBsD+fLHt22mBiBAIYNTUIlwt1BxS0lmVhaRpWOIwZCGAGgpjhEPRsvh5IAjMcBstCcjqRMzKQ09MRSlJ1tDfgEQp+TJwi6SCcpPviHDCA3KtmU/m3+2h49VUiy5fT48EHUAsKOj64ExCtnAVMv4almWBYOArjqcPMiIFwSPt0xJ1WXk71vx4HIPeaa3b6vrI7klz5WvGfX/9D6jevMgiIrl7d1cPZq5GERJGvKKFNCMHrU19HN/WEVF6FvkKO7HUkI3NGxtosy+Knyp+ImtGE0NJP1n/CXd/exZG9juS+w+6LtV/28WWYlskNB9wQM8isb1zPivoV9PD1YGDmwO3+DKos2UXmfU76ZHsZ3y8bgGOGb/uF3DAtAlHbgBKI6DSFdQIRI2Zc8Uf0Nu+DESN2TDBqoJsWdYEowaitGLG/H1thEtFNGsPtR8LsHF6E8OJUcnGpMi5FxqlKuBQZ1wYJ5+df4VJlBKA5H6Ag143bIeFUZFyyiU9o+KQIiuqEb9fjkCU8Ikrh+AcJ+BuwokF6p4BqRVCNCLIZZpE5kO8/XsH+vTIYmwdK7wkILQx62DbKaGG7JowWsg0jLeghO2om0tj+R3Glt/qH6PDVQ1v+2P0nJxpNnjnBPn979JoA578T335wf4gGbAOL7Ew0xuQNgWNa1ap5/wZ7vLKj+aXG36fkwZjpcdklb9mfuUVGUu1aNL2SqQa7knCkjhUTwzwqLmKE9SPHu3uxe27xkuypVHw6j7V97mnTHmaN/cYAmh2sQqxMkKl1VVBrfAQqNOuHiLCRAIvgeFAXjcexaSDlhc+gu6sBUFblkLbqCPSiCE1DFxDssYZgD8hdcg6G2kTNhP9hqonpNm2Wx95pVCXskaR60jkBXdTb9b0AgyYAJr29Za/yg/JG8dfxtqOKSYTJ751P2Gg/Xebo7ME8dMjNtgEGmPq/i6mPNrWRm3/ScxjN7xUJFBVMwLSAZt2o1Uq+rrESwzDIynEQpZpmewqZ2U6WLl26xbEDfPTRR3z77bcsWbKEAQMGANC3b9/Y/vvuu4/xhx7GxX+4hqIMNweMHsbixYu59957mT59OuvXr+epp55i/fr1FDYrk6+++mref/99nnrqKe68886Y52JmZib5zUWrW7cVbPYQOSDPh2aYhDSTsGYQihqENYOoYSak7ALYWBckopsAyEKgyBKqLFBlicf/eT9+v5/TTjttq99Bkl1LflqEq4f/HoCbq15C0u3/YcuDumma5OUeQ17uMdvcp2WaGDU1KDk57e6vuPdeap96mqwLzif36qsJL11K4zvvoOTlkzntbPv8qkr9nFcxamuJLF2Ke6R9r55y5JGoRUW4R41K6NM3ceLmp9ltGP4oFff/gBnSyb9q/1hdFzk9neJHHu6yce0oVjRK6KefiJaWkj51aqy97E9/ovHNt2g8Qcd/tD2vRR74NAeYGrW8h3/h+zjWSuiDTIIDltPoB6VKoPex8Ks/4Pf+QHZfBT3HIqysJn2+A2hkw7H3orc2Lm2edr5ZsxDyrIyvUxZsavw/+70MtNyiR5u3Wx752nEgDkk1pDMOQ7gxhIhd0+0P1fI3Gv9OJAPD2XrdirSRN4nEj205Dt1u23wMFsROKuJ9GHLLB0hsb1mXLKFhEo4vMi3nM0HSHPjc2//cmTAsTcNobEQyTSzDQK+pRSgySM3Ku+brgmWaSE4nktv+0s1wGK20FCsSwTLNNv3KEQdqeiaS5IJCF0KWES7XPq0Q3BtxymFkdROSwwvs2to4SZLsKEIIsn73O1yDB1M6+yrCixax5pTfUnT/3/GO23r2mc5GTnGQN3sMemUQyRPPwFL30jK06hDpJ/TD1SqV175E5b1/xQqFcI8ZQ+qx234PuifR7YwmGzZs4JxzzqGyshJFUbj55ps59dRTd8u5A1qAyhydQWvBOaB/h/JJdg2bp+w6tMehHNrj0IQ2C4snJj9BebCcXE/cw8YpO+md2psevriXnWVZfL3pa6JmNFYnBeDz0s+5+9u7mdx7Mn+d+NdY+5Q5U4gYER4/6nH6pfcD4Pvy73lvzXsMyx7GSf1Pisl+UfoFAsHInJH4HHbov2baN8yq1LZI5+bIkiDVpZLq6lh2WzBM26s0GNWJ6ibhZmVJU7jZ4BK1jTLhZs/TFkVKqN1tk3DUIKjphKJ2P61TkVkWzf2bwM5EyGxq9T6r+bUl4so6IS7FIUv2S4m/VI+EY7XA8c/5OBQJp2RRVPQ0XqHhkaK4hYZHRHERxUmUoJlH2QfLUGUJh9A5qOd0VDQUK4pqaSiWhmJGUawoTY4BbFhWiSpLKJJgpLcIyYggmVGEEbFfegSBhSapRCI6iiRwyBJSU5kdbdMe5mbf36I54C9vXzZveKLR5MNboHYzI29Gb7jip618j0l2OUKgGCYpcgNugskHziRdSlX/FwmnrkV3VSe0G0oA3RlPHSd0Bxkb7FpXrYvHZ645hvQNh1PfYx61fd+KtSvhTHRnHYjW5od9j4ULF9KjR4+YwWRzlixZwsQjE2tDHHzwwdx///0YhsEvv/yCYRhtjo9EIgnRI9uDEAKHIuNQZNLc8XsM3TQxzfj/y7IsZElCliwM08KwLAzdIKLDu6+9zF/v+gtvvvlGMt1EF2MZEimWPVeFSczw1zrSZHvZeNnlyBkZKLk55Fx6KcKxWX57CzBNrObfS3T1amoe/zeukSPiRhMhyL7kEoTTgVoUd4ZylpTg7GapVGSfAzXfi14TwmiIxIwmewpNn36KUB34JhwM2BEl6845F4DUI49E8toWDGffvsgZGWDFjdqWGypui2JkAjK4Fkl4v5CxFAtkyHpAwUiByts1+7cloPpK3TZoWJA1tAkBVG/Ds02S3YulaeiVFVvcr+TkxIwmCIEZCsXeS04nwu1B8nqQvF4ktdX/N5kxdK+lyQxT6pDxEaVXx+JJknQp3vHj6f3KK2ycNZPI4iWsP/8C8q6/PnYfsrsQkkDNbxVlEjUIr6zHihgJhhTLsvaZ5/7g99/T+M47IAT5N96w137ubmc0URSF+++/n1GjRlFeXs6YMWM45phj8Ho3d2XpfM4YdAZV/Tdifvdau94XSboPkpAYlTuqTfspA07hlAGnJLRZWPx90t+pCdWQ445706U70xmRM4K+aX0T5KtCVUSMCC4l/jC1rG4ZLy1/iYZoQ4LR5Ob5N1Mdqubl419mUOYgAN5d/S43zb+JScWTeODwB2KyMz+eSW24lj+N/xP9M2yj3KLqRby64lX6Z/TnzEHxQuz/W/s/QnqIg4sOJtttR7DUhetY3bCaNEcaJRnxB9HacC0AKY4UVEm1a6LsogJVlmWhNxtmIs0GmYhuxIwzYc1M3NYNlpQ1kp/qQjet2P6IbtrH6wYRzSBqWEQ0u72lFkxhmgvNtIjqJg2htkaZ1tE0tO+Q3ApH82tL15HWXttHbbmbtcCC71o1/LkdIQsFA3mJSeTWD2Kt/aVb8Uk6HtnALel4JB230HFJOsHqFH76+zxkyTbGHMdJpPiCONBxCAMFA4fQUdFp1HP48PkfUWSBIglOswaR7stEQUexdBRLw08un3y2iosO7dfRF5NkFxFpCPKTPJImkcY3HMzzzzzBldfc1NXDStKNCYRW7LK+DWcT9T0/Smir6fcmNf3eTAi3EEhUlbyCEklPiDJRg7mo4WyEFb8ZFoaDfp/dhylFWDXxyri8JdnpTUhU4n50/JNbHF9rhwaAt495ZJtlX5n8jy3Kbg9ZWRnIskxlZU1Ce1VVDbn5W/fEdLu3Pb1ne48Tfr8fWZZZsGBBLKVXCz5f52quFEmKKdzBVnqX5NrnMEwLzTDRDZMXXniR26+9gieeeY7f/OY3nTqGJNvPkpR8moT9O1w5qICDcm2X+NaRJttL6IcfMBoayPr979oaTIDsS2aQOf28WKoF14iRpJ9xOu4RIxPkMs+Zts3n3FAb5LpXfybVpfLItDEdH9DJZJ42EMmjIJQ9KxWXGQ6zcdYVpBx2GN6DDkTIMnJ6Oq7hw5Ez0jH8/pjRJOvCC8n63UV88nmiA6DRKqAoMsDCUgy0XhbRnhamA0yvhVQPZksmvpZLkYDQFB1hWRiepNFkZzHlKJZh7lwheN12YrM0O+2XnJ4Bhm4bT03TfkhqjjgRrQwhQlVxFBcjnE6Ew4GQ9qx5kKRziFr270dj33Z4SbLn4OhRRO///peyW26l8a237OtcFyM5ZAquG0d4eS2OgriOqenj9WjlAVIO77nVemp7OpauU37HXwBIP/VUXEOGdPGIdh3dzmhSUFAQSzGQn59PdnY2tbW1u8VokunKpGlNGUEgsnzXKS+S7F4kIbWJVAE4tu+xHNv32Dbtb059k8ZoY0IEy/Ds4Vwy8hL6picaWAZmDCTbnU2aI65Q8Wt2NMHmETOLaxdTGayMRaIArG5YzcvLX+bgwoMTjCYPLXyINQ1reGryUzGjyYKKBVw590pG547mmSnPxGRnfDiDJbVLePiIhzmkh12A/ctNX/KHT//A0KyhPHX0UzHZG7+4kWW1y7h67NUcWGAXgl9et5y/ff83Cn2F3HrQrTHZpxc9zaqGVZzS/5SYgaoiWMHzS58nw5nB9GHTY7LzNsyjNFTKuPxxMYNOU7SJL0q/4IgCF5N6TorJLqtdRk2ohj5pfSjw2XM9akRZVrsMRVIYnHVwTLY6VE1QC5LmTCPNmYZlWQSiGlXBOgwDnJIPzbCIGiZhTUMzTKI6aIZlt+smUcNA0y0ihklUN5tlbKWQZlpouolu2n3oholutLy3lUeaadmyhtncb/M+04y/N+KKJs2w0EyBvtl96AqzyM4Ns8VsafEolF84ZEtCNqXx6JyXaF9ZketfkzSadCEWMhXkx7ad4WQh+CQdYXQssitopcU3lTC1fd9uI1Ld/xUaij7HcMR/x2o4y84HL2sJBhZJd6MGClAIojvrY+0eKQVL2raoRLey7R7g2yO7NRwOlVGjBjNv3jccd5xdxNA0TebN+4YLLzxzq8eOGDGCjRs3snz58najTQYPHsz3337N+a3a5s+fz4ABA5BlmdGjR2MYBpWVlRxySAfX/12ILAlkSeb5V15i5iUX8sILL3DiiSd22XiSxIm0Krzc5FJQUmyjSUukiWEY1NV9zdp1j5LiG0JJScd1GQd88zWWsVl9uVbIKSnIKfGq4Y4eRRT86U878SkgENWZv7KGbF9bI83uQE5te16jvp41p9gF4Pt99GG39JQ0m5rAsmj68MOE/1efl19qIytkmfDa+q32F97fJLx/fLvqBg0znfatusDKvrv+OTzJtmNpzWuppiE5nTh6FG39gGaEJCGnbdkJwDCCmKaOLDuRpF1fcDlJ1yCbKm4tFafoesVzkiTbiuR2U/j/7iHthOPxTpgQa+/KyA7JreAZGdcZWrqJ/6tNmAEd94icvdpogiyTPWMG1f/8Jzl/uKKrR7NL2W6jyWeffca9997LggULKCsr47XXXmNqqzyqAP/85z+59957KS8vZ+TIkTz44IOM24G8cwsWLMAwDIqLizsW7iSCX9mFqAOff77bzpmke1HoK6SQxAKVI3JGMCJnRBvZR498tE3b6QNP57i+x7VJlXD3IXfjj/oTitwPyBjApaMuTUgnBjAmbwyFvkIyXfHCqy2pxwq8iXnLrWYvkda1XSJ6hJAeImpEE2TXNq5lWd0yglpcwVUXruPLTV9Skp6YRuGLTV/wTdk3HFhwYMxoUhWs4slFT1LkK0owmryy4hXmbpjLrQfdGjOalAfK+eNnfyTDmZFgNHli0RO8t+Y9/jj2j5wzxC6OXRms5Kx3z8KtuPn27G9jsg/9+BBzVsxh5uiZXDTiIoQQRMwmTnjT9nr9+dyfY4vkPd/ew7NLnuX3w3/PFfvZF+6gFmTSS5OQhMTHp36MR7W9JZ/45QleXPYiJ/c/mRkjZ9jfo2Ux9Y2pSKrE00c/TZrTfqh4bcVrvLz8ZSb3PJzfN+cTB5jx0Qx0U+fuQ+6OGbY+Wf8Jr618jbF5Yzl78DnNhhaTu769g6Ae5PzBl5OmZqObJgurfuSzTe9T7O3PxIIT0U3bAPP2+v8Q1ANMyJ2KV87BMC02BlaxqP5z0tUCBqccjt5syPml8X+EjCZ6OQ/GJbIwTIt6rZzK6FIGp8S/8yS7HyHLHPfLLywduJ68uhA93Zs6PihJkm6K4fBjOBLTC0a9ZSw/4iKUaKICpiUapbWBRJgqTn8RljCIpGxoLc3mESldyWWXncsll9zE6NFDGDNmOA8//CyBQIhp06Zu9biJEydy6KGHcsopp3DfffdRUlLC0qVLEUJw9NFHc9VVVzF27Fgeu/9ezpt2Jkt+WsBDDz3Eww/bdRQGDBjA2Wefzbnnnsvf/vY3Ro8eTVVVFR9//DEjRozg2GPbOnjsKIsXLyYajVJbW0tTUxMLFy4EYFRz7YnnnnuO8847j3/84x8ccMABlJfbqSLdbjdpW1G2Jdm11AYtzvS/io7MuM+q4awDAEhJSSEzM5P+/fsTiVZRW/s5lrXlWnZVD/0T/2efUXjXnTj79UPIu7cQcEGam3+cMQpnF0d6WJZFZEU9SpYLJAuttLRlR6weRHdCyclh8KJfMKPRXaIcMjO2vl+0BBK6SIhUS9LV7PhvYf78+cyYMYOlS5dy7LHH8vrrrzN33nvMmnkdy5evjbUl2fuwdBlfNAVT7jBVQ5LNaG/etNeWZNcghMDXyrnIaGpiw8UzyJk1C++BB3ThyGyEIpFz0QgC31fgHpodaw8tqUGvCeMdm4e0izLC7G6EEKQePZmUyUd1S2eTzmS7/2OBQICRI0dywQUXcPLJJ7fZ/+KLLzJ79mweffRRDjjgAO6//34mT57MsmXLYvmQR40aha63vaH/3//+FyuAWVtby7nnnsvjjz++vUNMkqRLUSQlpnBvzdj8sW3aBmUOiqX1ak3riI8WDulxSCySpDUvH/8yppXoKXJg4YG8e/K7yCLxYfj6cdfTGGlMKHzfN60vd064M2ZQaOG3/X/LgQUHJowv053JtMHTSHWkJsiOzh2NQ3IkGIRcioux+WPxqYkW9gJvAQMyBiQYhCQhUegtxKkkejWpkopX9eKU4+0tn1USUsIF2rCMWHtr2aBuP+nJUvy7aIg2UBYoo6lV8WDTMlndYNcGaW3wqghW8Ev1L23+T9+VfUfUjKIZccXghqYNzN0wF5/qi3nsulSZzzZ9TEOkgVljLqF3mu2t90NdOZ9ueosjeh7BuD5x/+Pbf3qfimAFl4z9LUOz7OvhW6t+4LFVLzC+cDznjb8gJnvC6++xpmENl0w+nP3z7fF9tK6U+xa8xVNHX0KSrkNWBY7CWuod+ThTw6yRD+vqISVJ0vlIJrqrLqHJcPiJ+kpxqPFrsTAVLGG2iTRxBHMRhgPNXY2phHbLkLfGKaccTU1NHXfe+TAVFdUMHz6QV199hNzcjuuKzJkzh6uvvpozzzyTQCBASUkJd999NwD77bcfTz37HHfefhuPP3AvBQUF3H777UyfPj12/FNPPcUdd9zBVVddRWlpKdnZ2Rx44IEcd9xxnfoZjznmGNatWxfbHj16NBBf9/71r3+h6zqXXXYZl112WUzuvPPO4+mnn+7UsSTZdsY11vKhtycAwqjBYVeipqioiJkzZyKEoLyiud5Q8//SqK8nvHx5QsHU4PffE/75ZwLffIOz3+6PRk1zq5w4atu84ncljR+spWnuRjyjc8k4uS+9X3whls6oOyO1k0Ztd5B/jYqwBOV3RjDTu/d31F2YP/97HnjgaRYuXEJ5eRX//e/9sSjG7sDs2bMZNWoU7733XiwN5HXX3sHw4YN46605ZGb27LCPWbNmMX/+fBYtWsTgwYNjRvgW1q5dS58+fdoc99VXX3HggQd2yudIsv0I2SSsBFCkLRvYu4ptcdDuStqbN+21bY3kvOk8qh95lNAPP7D+d78j95qryTzvvC5X4Kt5XtKPjWensSyLxo/Wo5X6sTST1Em7LyBgV2BZFmYggNz8W+/q73t3sN1GkylTpjBlypQt7r/vvvu48MILOf98Wwn46KOP8s477/Dkk09y3XXXAbS5MGxOJBJh6tSpXHfddYwfP75D2UgkbiVvbGzcxk/SAcreYQFMsm+weY53t+JOMGC0MCx7WJu2HE8Ox/c7vk370X2ObtNW5Cvi2nHXtmm/YNgFbdqKU4p5cnLbHPZXjrmSK8dcmdBW6Cvkg99+0Eb2xgNv5MYDb2wz3p/O/SlmJGnd76UjL02IuPGoHt496V1MTBxSvP2sQWdxVK+j2hhunpz8JKZl4nXE0xAc3ftoBmUOahPh85dD/oJpmqS70mNtBxUexJ8O+lOb737W6FmE9TBZrrjibWj2UC4fdTm903onyJ4x6Ayaok1ku+LeCb1Te3PmoDPpk5Z4A3V48eFUZVeR5Y73m+PJ4ZCirkvvksTG0HTqs6J8KQ5lhPtHBjdFOz4oSZK9irjx2VRCRFLWN9c6iSMMB8KSsUT8ei7pLpRoGoYSxHA0sbu56KIzueiirafjao/MzEyefHLLdVvOPfN0zj3z9C3uV1WV2267jdtuu63d/enp6W0iWNtr64i1a9dudf/cuXMTti1dRyTvibucFLWBL4WdavY3meVkZtvrfuuHVdHK6zy8bBlrfnsqksNB/6++jCnbM889l7SpJ+Lt4Plqb8c9PIemLzYheVVQFNwjR3Z8UBehV1dT/fAjSF4vuVfN7pIxiObLjKpZRHYiumFfIhgMMWzYQKZNO4lp067s+IDdzKpVq5gxYwY9esSzHaxZs47zzz+ZHj0KcTjSt6mfCy64gG+++Yaff/55izIfffQRQ4cOjW1nZXXsiJBk16FJUZqcAVzdcC535KDd1bQ3b9pr64jkvOkccmbNxKippuGNN6m8+x7Ci36l4PbbYrXYugUWeMflE/imDO+4eOpurSqIFTVxFO1ZKbyaPvqI8ltuJe+G60k7vq0OcW+kUwNso9EoCxYsSCgYKUkSv/nNb/jqq6+2qQ/Lspg+fTqHH34455xzTofyd911F2lpabHXzqbyyjjrLACyL7pop/pJkiTJrkMSEqqUWIzSrbhJd6UnRMxIQqI4tZheqb0SFAv53nyGZQ+j0BdPwyaEYGz+WA4oOCCh795pvTms+LCE6BywjSnH9D0GtxIvADwgYwCnDDiFcQWJ6QhPG3ga5w49NyECaWjWUC4eeTGTe09OkP398N9z5ZgryfPmxdqG5wznhgNuSKh7A/CHMX/gLxP+kmBMGZkzkusPuL6dby3J7kSW3GjhdAAkDHR/uGsHlKTb4+sCr+/djbVZ/uxIykai3jIsOW5UlAw3ku5GMhIjD+WoD2F0jZf1vorR1ER4+XL0urqOhZPsUmqtVFKsBrxWE1GvE6nAnbDfCIdZ/+1PsW1n//6oOTmoRUXoZWWx9pTDJ5E+dSpqbi5dQShq8OP6On7Z2LV1vhxFPgpvGEf6cX27vZek0dBA3XPPUf9S2/olu4v+p5Yx6NRNWCkdyyaxOfLIQ7j55pkcf/wR231sJBLh2muvpbi4GKfTSUlJCU888URs/+c//MAhZ55J2uhRFBQUcN111yVk8TBNk7vuuos+ffrgdrsZOXIkr7zyCmAbzoUQ1NTUcMEFFyCE4Omnn25uq+Oyy27B6czZpsjCBx54gMsuu4y+fftuVS4rK4v8/PzYS1XVrcon2bUYzdkXdNH9cu1NmTKFO+64g5NOOmm7j+1o3sybN49x48bhdDo7ed4ktnVEct50HpLLRcHdd5N3442gKDS+/TZrzzyL6Pr1XT20GEIS+A4oIG/Wfsje+P+w8aP1VD74I42fdJ+xdoTh91Nxx18w6uqIrFrV1cPZbXTqlbK6uhrDMMjLy0toz8vLi+VE7oj58+fz4osv8vrrrzNq1ChGjRrFL7/8skX566+/noaGhthrw4YNW5TdNrpPbu0kSZIkSbJnogoPn7vslHwLxf7IlVVdPKIk3Z2UkrYFxPd+rDY5tQ21Cc1Vg6HGa6gIS0YNZ+MMFLaJVtkdvPzCB/h8vnZfrb0At0ZYMwhEdHRj1xVenTJlyhbHeeedd25XX2Y4jLZhA5gmZiCw3REtSTqXddnZNIk0AiKFX0tyMbV4qrvAt9+y4vAjsO6eAxaEI2GEJNF7ziv0ffMNHL16deHIE9lQF+Skh79k+lPfdiy8i5E8tvLC0jQa3nqbhrfexjKMDo7a/cjp6WRfegmZ55/fsfAu4ssJmXw+IZOos3sYmLRIFC0STbguGbqOFoliaHr7smb82mvqBlokiq5p2yS7uzn33HN5/vnneeCBB1iyZAmPPfZYLO1PaWkpx592GmOGDuW7t9/mkUce4YknnuCOO+6IHX/XXXfxzDPP8Oijj/Lrr79y5ZVXMm3aNObNm0dxcTFlZWWkpqZy//33U1ZWxqmnntrclsLdd/+RdesWcfrpW46M3F5OOOEEcnNzmTBhAm+++Wan9Ztk+9HCYdAtLMtCke1roKFraOFw2/kQDqOFwwnzwdB1WzYa3SbZ3UlH8+aYY45h7Nix/PTTT508b+JtyXmz+xFCkHnONHo99SRydjaR5kjb4A8/dPXQtohlWQhZgCRwDYxnPjEjOpbW/e5DWqj6xwPoFRWoPXuSPWNGVw9nt9Ht4u0nTJiAaW77A6XT6cTpdHYsuI3Ebr66uddRkiRJkiTpxsgyhZSynMEA+PB3cECSfR3F0Y1CybsQS9LbpuWyBIYSRFhSQrSKGspGGE50Vx2mEtxlYzr2qMlMXDi13X3b6vm3qT6EP6JTnOEhw7trImb+/e9/Ewq1XxsmMzOz3fb2sHSd6Lp1WKaJ5PGgFhZ2e2/8vR1Xq/9rWlBj9aJF5OTbaR6c/fsjNA2XBMFa8Jv2eqNkdFDduwtQJEGPDDcZnu4TNRataKLqn2+hrf2MlKOORMhyxwftRpSsLHJmzdru49RQNpq7ulPGoKndyyP96cvt2o/T7rsRd4qtFP35g8/5/vX/MfCQsRx6bjytz7Oz70CPapxx1x9JybbnxK9zv+LrF9+h37iRHH7hGTHZF677f4T9AU750x/ILLKdQJd/uYBBhyZGkO80W7meLl++nJdeeokPP/wwlr2jtUf6ww8/THFREX+/8UZkr5cRffuyadMmrr32Wm655RY0TePOO+/ko48+4qCDDood/8UXX/DYY48xceJE8vPzEUKQlpZGfvN1xOv12oV9U1PIz8/D4XC3Hdx24vP5+Nvf/sbBBx+MJEnMmTOHqVOn8vrrr3PCCSfsdP9Jtp8HzvstAL+95REcGR5Ih+/efJX5L/4fww8/iqMujl9rHr7obPRIhN8/+ARpufZ8WPjBO8x95nEGHTyRY2ddE5N9/PILCDU1ct5f/0l2sW2o/3XeR4w4om26713BNs2b4mIeeughhBAMGjSoU+dN67adJTlvdgzP2LH0mfMKpbOuQKus7FYOI5sjhCDztIGkHdMH2Re/H/J/Xor/q02kHd0H79jO+T11FqFFv1L33/8CkH/rLUguVxePaPfRqUaT7OxsZFmmoqIiob2ioqLTLiK7mvrnXwCg5l//Imfm5V08miRJkiRJsifiTJE47IMqDs16AVfYz7Rzz+3qISXp5jhFAQP0vxKlHN3ZQCi8DmHKuNQiHK4cZJebcFMpoUgpbkdPJNVBKLoeLVyLVx2AL3MQodB6QoH1GMKPLKXg8w7E5SlAcfnQo378jcvRgvUIWeB05yFMlUBoBcHoGryO/vhSS8BUkFwqbk9Pwo2bCAXXI1kOcIEipVD/7CtoBQZ6RhRvr9FIqhPTDGEZFrK7AFOk4RA5tJgSJMkBWJhmBMvSEcggJEwzjIWBJLmQhBPTjICwkIQDgYxpaViWgRASSALhsbCsKIqZ2pxgX0bSvQhLoOADUhCSAEtCMp1YioFphLAsEyHLSKLZo9I0CYRDyELHas7nLbAwLJmoqWJHHAskTEAQNlR69sggv7PqeuxC20NR0c4X2LZMk+i69ViahnA4cPTsiZC6l8J0X8RTVs3N/ufw+Q36fvQNYurx0KwYUjIy6PXs//HdprfQzUex9N0TFWSaJqtWraKoqAjPNuYP75vj44tru08xbKMpStUji3GNmoZa7N1rnObkVAd9qv9EwFiM3F8iEqkgqlXjUopQ1FQ83j6EI5sIBlahkI7Tm4tm1BEILsVJD9LTx2BITTTW/4ppaSjvrEDCRerpZ6Cm52KKIJFAJcH6dViygapkoCoZhKMbaQr9gkPkkpo6HElyY0lRvCn9MY0wgcZV6NEgkqLi8GZCWBCKbCCil0MUJNVhrwumA0vScXqHEBbpqGSiItnX8VYphRQrFZV0e62w7Gu0jBvVysTCQAiFlouuQiqKlYYkVKSIvR5IlopspiCEZK81zbIq6ThEHpKkoMpZuNWemHoU09IhGkQ2olio4EvHMk17/cIEZMAAJCTJiZDkWK0hVaTjVnoiyS57rdoCCxcuRJZlJk6c2O7+JUuWcOC4ccg+H1Kz4+jBBx+M3+9n48aNNDU1EQwGOfLIIxOOi0ajjB49evt+SDtJdnY2s2fH6/CMHTuWTZs2ce+99yaVv12MQOAU3c5/eofZlnlz0EEHJTiAJOfN3oeal0fP/3sGvawMpVUNGCsaRTi6j7NGC60NJpZlEV5WhxnQEY7udd9tRqOU3XADmCapxx2H7+CDu3pIu5VOvVI6HA7GjBnDxx9/zNSpUwH7hvrjjz/m8sv3DAOEd8IEAl98gWsb0y0kSZIkSZIkmxMO1VA+uYpHxSxGWD8yxdWDgq4eVJJuTdmHH7G6zw32hgG0DmCINr8AWu6vNWz9jhvqmAuNm+0HKsPA5uV0Wu78Wtplu48mvodAc1sI2LyMRUsgx9R4U4DV9hvJ7leikHRrFFHLScw60Dp4uLWeSGrZHW6xU9hYW5Bv2W7VpvsakXRXPMrEBDmShhpxYCgRNE+VLb9ZALOjnQBlmYSvLoYHiDRouLMK29m7d2FZFlppKWYoiJBlHL16JYvAdxN6pWtcvb9dd/EW3clh//kPwclH4WlW5rgGDkStq+Pj9/0MGzZst4zpp59+4o033iAnJ4fLLrtst5yzs5FTHLiHZmEGddL/8GekbqhUsXQdMxSyjb/baJxSczwsL25+9tawr7ct1z0TaAnma1lnWtaXZpmK0IsJ+ws/VsEUrDrkj2jRVsqclsuD0fwCaHY+rY68E5cLkIgG1Lfabl6HNkfSviLduhUNh218sAALpj90m316h4FGLQgYfvRBDD3yACRJQhO1sT6m3XejLfv/2Tvv8Ciq/XG/M7M1vXdClR4SiiigghVB7L1c4WLjR1FBbNjLBb16kesV0a8NvXZFUa+KigoCFopEkF4CIb2XzfaZ+f2xYZMlm0bKJjjv8+zDzplzznwm7Jk553yaXsAteHLpDJo4iv7nDEcQBWSxzrPxmqfurq2rw6kWggy9T+mFzVUv5rzBIz64Qa71APOnA1Hr/U0Al1qBzZ2N6DAQYhzgp4EHs7l5Dw9VVVFqavwq+SwWj6fZl19+2UCR3nx0DgG9PgJJ6rjExKeccgrfffddh/Wv0TS3v/kxsqUYwV6GqHcD4Zx80WWMnHxxAy+7mf/nsSrX1XsuZky8gGFnT2xgTHHLC683qDtk/Dl0Fi0ZN03RtnHT8WjjpuWIBoOPl0nFypWUvfY6KUtfwJCaGkDJmkYQBGJnpGPfVYppUJ13uHVbMTWbCggdn4KpX2A8iEteWIpj716kqCji778vIDIEklavhCwWC/v37/ceZ2VlkZmZSVRUFKmpqcybN4+pU6cyatQoRo8ezZIlS6ipqeHvAYzD2hrMGRnUrF+PcWDjkxkNDQ0NDY3mEFUFI3Z0uLTQNhoaHYGgoOitDctE1zHhugQMNfEoOhtuYxX+8tcJqoTkDMFt7NgE1V35SaBYLMiVlSAI6Hv08FoxawQeVRUwqh5Np6iooNejHhN//uh7pjVhjtvC0fVgcXGxJz53N33PRV05AKGLhZ+qj/3PPzl0zbXok5Pp9/3qgMgQNcACqkCprmuELtMbGyq3JJ0Oyc/Ohr+6ok5C9HMvjdXtTNLS0lAUhbVr13rDDNVn0KBBrPjoI598Lhs2bCA0NJSUlBQiIyMxGo1kZ2c3anXfFDpdCJLUcWFXMjMzSUzUzIgChd5kwuKAPCRCBDs9AUmnR9I1DDWq9xN+xzPOGg60xup2Fi0aNytW+Lyr2nPcdDTauDk+VKeTkheW4srJIeuKK0n+17OEnH56oMVqFEESMA+N8SmzrM/FmV2NsVd4QJQmqqqi2D0GAgmPPuLjwfNXodVPss2bN3PmmWd6j4+6jk2dOpXly5dz9dVXU1xczMMPP0xBQQEZGRmsWrWqQXL4Los/S0cNDQ0NDY1W4KiysYfBOAQTvzOat95/l3vuuCvQYml0Yay2/c1X0mgW2VDdICeK6DYjyiYEReerFFGF2lBfIDlDERQdomxskJzepS/FpCZ2203hliKFhqJPTARJQgrpOEtjjdaz25yAQ/BsSh0YkMhpF75A8GjfPAtireVvZylN4uPj2bFjBwDl5eUtypuTW2Hjkc92EGrS8dzVGR0sYcvoygoTAFWpXZS2IkyeKrfvb8B1vgtBBTlEy73VUiwWKwcP1nmoHD6cy7Ztu4mMDGdw2EkIkv//z169ejF16lSmT5/O888/T3p6OocPH6aoqIirrrqKmTNnsmTJEuYtXMjMadPI+uMPHnnkEebNm4coioSGhjJ//nzmzp2LoiicdtppVFZWsmHDBsLCwpg6dWq73eP+/fuxWCwUFBRgs9nIzMwEYPDgwRgMBt58800MBoM3vNEnn3zC66+/zquvvtpuMmi0HqfqcYFyq11vw6s5A+3GaOm4mTNnDrNnz2bPnj3auPkLIBgM9HznHXJvvx3bH39w5NbbiJ07l+hbbu42c/qoawZi+TWf4NF16S6cOdVYfs0nZGwShqSOna8LgkDCggVEXHEFpv79O/RaXZVWK00mTJjgY9ngj9mzZ3ebcFzH4qh9SDsPHQqsIBoaGhoa3RZVlTgi9PAeu1xdb2Gi0bVQcQdahBMWRbLjMpU2KDfUJIIALnOxJxeKKxhVlFFFN6LbjEqdJ8uhUis9Is3oGtno6s7Ut7z8K1qQdQfsQXWhRyqC9ASbGoYiUZT9DBq8BrMpG7imwfn2pn4Ik+zs7BYpTawON6t3FRIV3HXCYClOJ4cuvxxVVen9wQeIwcGBFskHc0Y6A/7IhFZscDoOVTVfqRXsOUlToraWrVt3MGXKTd7jBQueAeC66y7i7beaDlu0bNkyFixYwMyZMyktLSU1NZUFCzzhO5OTk/nsrbe479FHOfnCC4mKjuamm27iwQcf9LZ/4okniI2NZdGiRRw8eJCIiAhGjBjh7aMpZNmOojhr85E1zc0338zatWu9x0c3ebOysujVq5dXlsOHD6PT6Rg4cCAffPABV1xxRbN9a3QcOkWHyRWCUex6a5PmDLSborlx89VXX3H33XeTnp5OVFRUu46b1qCNm85FHx9H6n/fovCJJ6j46GOKFy/GvnMnSf94ssu97/2hizIRMbm3T5nl5zysvxeBrBJ1dcdFSKq/PvirKkygnXOanAhUf70KAOtvvwVYEg0NDQ2NboskcsHu7cT3L6JHVSXmqMDEINXQ0AAEpYH3iaBKiIonSb0qyMgGC6rkQBFdCLIBvS0GVZBx1CpNqu0u9hfJ9IwOwmxo/fS5621NeJCrqnCXlHgSvmv5S7osNRYnF7k+R1F1jPmtBKlXRoM6qamhWGqOEBbaOd79ffv2ZezYsfz8888cOXKEjIyGMh1LXKiJpy5Lw9iFvDvkSgf6AXeCKqN2kpdOaxBEESHQofKO5uaoy5Wu0Qynn34ylZXbjqutyWRi8eLFLF682O/5M8aMYd177yFIEqZBgxqcFwSBO+64gzvuuKPRa1RUVDQoy8vfhttVidtdhcEQ07DRMaxZs6bJ81OnTm1XC32N9kGVJUKdYQ28arsCLTHQbozmxs348ePZuHFjo+2Pd9z4K2sKbdx0PqLBQMLjj2MaMoSCfyyketUqDh08SK+PPuyWoWiDT0lElVVCxtblW5QtTmp+zSd4dCJSWNsNUyzr1lHy8ssk//Of6JNO/LyOTdF1ZqwaGhoaGhonCDqDiCm6Ekl04tIr6EPalqBQQ0OjfVEFGUdoNs6gIhAUVNGJrK9BlZyejyDjNtUlEzZKIgZZ5UBxDWU1rd9oiAoyEB9mwqQ//vj4K1eupF+/fkiSxJ133tloWUuRq6pwHjmCYrXiLitrvoFGwBhaXUOVzoxFr8docaDz49Vx1BowvyAfq9Xa4Hx7k5mZyc8//8zpp5/OGWec0aI24UF6rhmdyqXDUzpYupYj6HQIOgOCwYzYxmTCbcFdXo7jwAEUR93zxbZtG4VP/5Py994LmFwAifP0JM0xIJUHVAwNDY12QBAVHDprl1SaaGh0FIIgEHnNNfR8czlSTAyh55zdLRUmAMaeYURfOxBDj1BvWc2mAqpWZ1P6zq429+8qKiLv3vuwbd5C2dvvtLm/7o6mNNHQ0NDQ0GhnZJeL8lgba4Rz2RPcE1WRm2+koaHRqaiCgqKz+ZS98sr7DB12LuF94xk/8WK2bNkOQJ9QEymI9FAFcspt5FXY/HXZKJHBbVea3HbbbVxxxRUcOXKEJ554otGyxrDb7UybNo20tDR0Oh2XXHopqCpSWDi62FgA1q9fz7hx44iOjsZsNjNw4ECee+6545ZZo32IMJSzRjiXNcK5VMaEk3DSSQ3qOGsTw6uKja+//rrDZdqwYQMAQUFBhIeHd/j1OgopzETCPSeTcM/JneJtZd+zh5Jly6hY8YlP+cHJF3Dwgik49tXF83cePkzZG29Q9e23HS5XU4i1Djh6R9fzxOlu/PzzFkLDwwgJCfH76SrMmDGjURlnzJgRaPE02oBLclBlLMWmr26+chdh3bp1jf4etXGj0RqCRoygz2criamXTkKurj5uD6eugj4hGEPPMIJPqct9osoKNb8Xorpavg+hKgr5992HXFaGccAAYu+4vSPE7VZofvjHEHHlFVR89DGxdzbulqehoaGhodEUki4ExR6GZHJhxIHLollzaTRNUO+egRbhL8+KFatYsOAZnnvuIUaNSuPFF9/m0ktnsGXL5/RKAFkUEPQSOJyY9RKqqqLaZQST1OEJJS0WC0VFRUycOJGkWjd5f2VNIcsyZrOZ2bfeyscffFCrMAlDn5LslT84OJjZs2czbNgwgoODWb9+PbfddhvBwcHceuutHXqPGo1ToYQSqZaiIiAb9d6k7/UpKfEoTfQGG1u3bictLY3+HRiDOjo6muLiYnStUDQ43DKHSqxIIvSLC22+QScgSAK6KFOH9F38/PPYd+wkfsH9GHp6nvGOPXso/vfzBI0eTcTll3nr6pOTURUF1VbnJWQcMICo6dMx9u3TIfK1lL6XFCCq8HNEREDlOBEYPnwIW7f83mgi+JYgms3IgGDqmN8twOOPP878+fP9ngsLC+uw62p0PG7R88x2d5NE2ACjRo3yJkzvymjjpntQP3+fYreTPe3v6FN7kPSPfyAGBQVQsuPHPCga86BoH+WPbWcp5R/upXrNEeLnjmzRWqXkhaXU/PwLgtlM8nOLu603TnuiKU2OQbZYar91n5eIhoaGhkbXQq+aWGM6BVnQs4lTGVOxOtAiaXRxwvsPhiOBluKvzdKlbzF16uXccMMlACxZ8hDffruOt9/6H488NgExSI9ehf6yEaNORHUpuEttIArUmFzcd/99rFy5ksrKSvr168dTTz3FlClTAHj/w494/NFHOXBgP4mJicyZM4e77rrLe22Hw8EDDzzAe++9R0VFBUOHDuXpp59mwoQJrFmzxpsY9ayzzgLgxx9/9Fs2YcKERu8vODiYF55+GueRI6xfvZpKux19SgpCvQ344cOHe5OSAvTq1YtPPvmEdevWaUqTAJIVG0u54Fnk/zEwwW8du93zryComM1mZLljPRyPLszLyspYv349oaGhpKenN9nmSJmViUt+IiJIT+bD53WofC1FVVUsP/4Iqkrw6acjGlofC9x55AiVn64EQSB2Tp31qmXtT9h37CD88su8ShPTkCGEX3oppsGDffro9eEHPmMRPIlXTffc3fqbamd+GxcBgMuoBaloK2azibiYfm1SmnB046sDN73j4uKIi4vrsP41AodOMtT+qw+wJC3HbDbTr1+/QIvRLNq46X7Ytm7FvmcP9h07OLT/AMn/XoKxT2ANFdqCj2JEBSnSiHlojE+5I7sKQ4/QBkqU6h9+oOTFFwFIfPSRbv13aE80pUk9XLm53kTwGhoaGhoax4uCSCxF7MWToFOv0zYaNJpG0p/YeW8Um73Rc55Ex4aW1RVEBFPzdUVz6yxwnU4XmZm7mDfv5ro+RJEJE05h08Y/aq8tgAAm0RNiS5VVkAQq3TLnnTcRp83K22+/Te+UnuzatwdJ8tTbsmUL1197DTPm3sd/b7yW7b9vZubMmURHRzNt2jQAZs+ezc6dO3n//fdJSkri008/5fzzz2f79u2MHTuWPXv2MGDAAFasWMHYsWOJioryW9YUqqLgys8HVUUwGDw5nf14LNRn69at/Pzzzzz55JOt+ntqtC+GenkuQhxuv3UGDRrC77+DwaBj1qxZnRayJDs7m9zcXFJTU5tVmkiiSEyIgTBz19msUxxuCv/1KQC9hg9HbGYcKVYr1i1bMPTujSHFk5vFXVREyYsvIsXGEDN7lncjImraNBRLNabBQ7ztjX37krRoYYN+mxuLrUVyhiIb2if8jsN0/GEFNTqAbh5GRiOw6FxGoq1JqHoFIgItjYZGYAkeM4aeby4n5447cezbR9blV5DwyMNEXHJJoEVrM0HDYjEPjUF114XWdOZZKH7xD/SJwcTNGY4geuYrjoMHybv7HgAi//Y3wi++OCAyd0U0pUk9an75xfu9ZOlSYmbcFkBpNDQ0NDS6K6ZwiYmf5HJm9PsYzQamznsw0CJpdHHMph6kmd/CLVaiGO04rUWgihiM0eiN4YhGA05LKU57CUZjHIJej8NRjNtWidmUgikyBaetBIelCBkbOp0ZU3APDOYoRIMR2WnDbslDtltAFNGbIhCQsNfk4bAWYApOwhSahKBKCAYdBnMMrppyHLZiBFWHYBQQBROCImG35mGvzqXm8x/B5ULVA6IOwRCBMEmHVK5HZ/BssuljE0AQ2D96dKP3HnTaWBKeexoEFUHUcXDiWah2/8oQ04gMEl/+t0d5IghkXTwFpaKiQb2T/tiC4nYAKogSgiB5NpoEKKqwoBMUgo069DoRVVUprShClmVCI/tTXhNPZJAOs0FHUmI/Duxf71cW0azDKRj57JP/sW3rFj5bs5Hhw4YQVu0idWQS+gSPi//ixYsZc/oEbrvzbnpGBzNy2FB27tzJM888w7Rp08jOzuaNN94gOzvbG2Zr/vz5rFq1ijfeeIOFCxd6LRejoqJISPB4GvgrawpBFDH07IlcXo4YHAy1OTD8kZKSQnFxMW63m0cffZSbb7650boaHY+UU8L9xe8iKAoTzpzkt45B71EU6vV6H4WJoih+w3m1laOeJj179iQ3N5fc3FzcbneT4bp6xwSz+cFz212WtqC6FExpVwEgSM0rB3LvvgfL998TO3cuMbd5vK9MaWmEX3wxpvRhoChQ20/4hVM6TvAmkEL09M9fgkPMw5gRistZjstRhcEQjaQPIq/oAxy2PGIiziHIfBKG4HDcrhpslmwMUgzBEf1QBBsHdi1GUV3EbElEJwQRfuXV6CJiUAUnLnsFjsoiEBV0+hAkXShORwnW6ix0ugiCwnshiUYU0Y05OBFFcWGvzkdxORAkHTpzCLgEnPZiXK5yVBeIej0qMoKiA1FBNCdTSTQGKQGTpEMQdCAIqKqMqtQ+vwQRFAVFdSEIEqJkQlXcgOJ57gue376quj0KY+Ho71P19KMqCIIIgoiA4KmvKiBIHoW+KIEKquxGVd0o1RUoNS5Eo4QUHYeroAB0HoW6aApCsVtBBdwqKCqCKCLFxXr6EiREydA2LxM8v1MxJEQLm6JxXJgFHTWqik5Lb6yhAUDQyJH0+fQTcu++B+uvv5J/3/1Yf9tIwkMPdttwXUcRRAHBUDe3cRdbEYwSuhizV2EC4CqR0af0RAoNIr4LeLh2JTSlST0MvXt7v+trLYc0NDQ0NDRai8NRQt5lJbwk3M4wdStTykpITGg+54DGX5e8L7/hYO8FnoOaeif8pcM5Vp9gqf0ci7+yo1S1sI+muND3UBSTiAh1I0e6cBs81vBu9+Fmu5FVGw4137PRpIDni38UnDjVwnpV/IcgsjoO1LuA77nQoKN9wdG8xk65CACzvpTI4EIAbC5wuctRZP+W/QAhJj1F2XtISEomtXdfyqodmAURnSR4N8Z27drFmWefj7Fe6Ndx48axZMkSZFlm+/btyLLcIP+Ew+Egul7c5eNBVVUUmw2pdtEnmkyIiYnNtlu3bh0Wi4Vff/2V++67j379+nHttde2SRaN42dgpIP5ozyKK92qDxk24ewGdYKCenP2WQd8ynbv3s3q1auZOnUqoaEdk0MkOjqaoKAgrFYr+fn59OjRo0Ou01GIeglzRiwCINaLOa/YbBQv+Tc1P/9Mrw/e926chJw2DseuXT7ecaLBQNLTT3W26I2ijw9mV8+bPAel9U44j1bwfHKVNzzvm/rvHBdQUPs9wvOP8r/DOJ0Cu4aswpnQgpBQMlB0HII7fQ9FWxIR4Y/glCWQW3BdFWj8cd10u5YSVPsBcB0Gn0e0HfxEd3PJR7zvIVE2EBI54DiErENVFBRLa1/YzaPXRSCJQUhScLv3rdF1MAk2DLpiBEMoEB5ocTQ0ugS62FhSX3uVkpdfpuSFpVR++ikoMklPPx1o0dqVoPQ4TAOjUKx1L0vF6qLis0KMGXcRc1M/BH3X8QbuCmhKk/rUi+l2bJxZDQ0NDQ0NDQ2N4yNx7VuNnjs2LE3CN680XlfwrRv/2dK2CVZLdHQkkiRRVFTqU15cXEp8XGyTbUODg9GJAimRQeRX2jigyEhumYhyK0kRnrBrZgV6I+JwyXBMaCKLxYIkSWzZssUb0usobQmxpLrdOHNyUGpqMPTqhRTc8o2w3rWGRGlpaRQWFvLoo49qSpNA0oJN3WNjU8uyzI8//khJSQmfffYZ1113Xbt6nBz1NBEEgR49erBnzx6ys7O7n9LEpCP6moGoioK7sBB9rdeWYDJRvXo1rtxcan79jdCzPDmEIq68kohrrmlRQtUThcjeNaiyQJleBLRQXScqer2WqPqvQJVqI88IoVhJDbQwGhpdCEGSiJ05k6CRoyh44nFi5tweaJE6BNGoQzTqUBUFW2YmutiTkEINiGYdxtS6nDz2/RXoIo3ook/sENLNofnk1Uepi/WmxQrV0NDQ0DheHFV2smSP1fguBvPuh+8HWCKNro7VdjDQInQootnU6Ke+xXazdU0tq9taDAY9GRmDWLv2N2+ZoiisXfsbo04Z1GTbYcOGkZOTQ0nuIfrHhxJu1iNTGw1MEBg0cCA/b/4VN6DU5jfasGED/U/qDw6FjPQMZFmmqKiIfv36+XxaEnbLH4rDgePgQY81siBAG5KCK4qCw+HP5Umjs9htrFvEZvdtWZJZSZK4/PLL0el07N+/n99++635Rq0gLS2N8ePHk5CQQGqqZ+vtyJEjTbYprLIz572t3PvxtnaVpa0oNhvZU6eRPf0mH2VQ7Ly5JP/73wTVCy8o6HRdXmGiKu27jlUnOmCyHXdY177vroJgA6GeR6jg9nwAFMmJKiv+G7aUo6EV2/Bc1/jr4lI9vz9Xq1ysNDT+OgSfMpo+n3+OISXZW1b52WfIlZUBlKr9KfrnMxy+7nosP64k4Z6Tifl7Xf41VVEp/2gPBc9sxr6/PIBSBh5NaVIP6+YtWIIS2TFoGuUFNc030NDQ0NDQ8IOq6siSegLgEozYnW1cIGuc8KjHxiXR6HRmzbqRN99cwbvvfsaePQeZO/dJamps3HDDJU22Gz9+PGeccQaXX345a374HqWqiAO/ryfzlzUA3DV/PmvXr+WeJU9xYP8+3nzzTV544QXm3jYHucxOv+TeXH/99dx444188sknZGVlsXHjRhYtWsSXX37Z6vtwV1TgPHAA1elE0Osx9u6NVBt2aOfOnWRmZlJWVkZlZSWZmZlkZmZ62y5dupQvvviCffv2sW/fPl577TWeffZZbrjhhlbLodF+2Op5HJWE+M9j4HJVsm37LLZtn+kti4uLY+LEiQCsXr2agoICv22Ph2HDhnHmmWeSlJTk9S7Jzs72Kh38YXG4+eKPPFbtaD852oPcufNwl5biLijAXVTsLQ+/4ALCJp6HFNK9whU5stp3Y2fnwFB2DgzFrde2DppDcIOuVEBXJHiUJ07Q5QnoCtpP4aQ4PfMF1Xn884YNGzaQlpaGXq/nktqExz/99CNDhw7xKdM48RAVHUZ3EEZ36w1M/ur4Gzf+yjS6P/W94C0bNpB3730cvOhiLOs3BFCq9qP0tdcpW74cACkiHEEUkMLq5peK1YUuLggxSIexZ10YP9ueMmq2FKJYG8+LeKKhzXzqIwjsGngDhfEns00eFmhpNDQ0NDS6K6LIpIPbyFA3c5nlf5jC/QS51tDQ6FJcfvn5PPnkXSxc+CKnnXYl27fv5pNPlhEX13xekRUrVnDyySdz7bXXMnjwYB5+4H6EWivOESNG8MyyN/j6i084ddRwHn74YR577DGmTp2GoBMRzTreeOMNbrzxRu666y4GDBjAJZdcwqZNm7wW/C1BVRScubm4cnJQFQUxKAhjnz6I5jq3+smTJzN8+HC++OIL1qxZw/Dhwxk+fLj3vKIo3H///WRkZDBq1CiWLl3K008/zeOPP96Kv6RGe2OvtnGO+jVnyd+Rml/mt46iuiguXkVx8Tc+iotRo0YxYMAAZFnm448/xtmGjdbGSEpKQpIknE4nVVXHJkyqIybYyMNTBnP3xLbldGhPFJsbMf56TCPvo9+Gn9HHt8yTR0PDH6oESpDKuj82c9W02fQfejZBaWl8vub7QIvmw7x588jIyCArK4vltRtnd901j6FD+7Bnz+/esqa4/fbbGTlyJEajkYyMDL91VFXl2WefpX///hiNRpKTk/nHP/7Rfjei0XrcOsIc0ehcxx/+s6P46aefuPDCC0lKSkIQBFauXBlokXzwN278lTWFNm66H1JoKIaePXEXFnLk5pvJf+wxFKs10GIdN2VvvUXRM88AEHf33YRfdFGDOlKIgdib0ki492SEegYTlp9yKP9oLzWbCztN3kCj5TSpR6kzlOqweAAiKvYFWBqN7oTz8GGKX1hK9C03YzomkauGhsZfD51RJMRcTQIFmGQ3xojuZaWqofFX5dZbr+XWW1ufuyMqKorXX3/d7zlVVZl63dVcc9WVJISZEMU6i2M1zIAgCOhUgUcfeZRHH3kUQWxokRwREdHAgv/YMqW6Grnc40Kvi41FFxfXIIzQoUOHmryPOXPmMGfOnCbraHQ+J1mcZGJAFWXiD5X6rSP42MIpHM09IQgCF110EcuWLaOkpIT//e9/XHrppW0OMVVRUYHT6SQ0NBSz2cytt95KdHQ0Ol3jy8vwID3TT+vdpuu2O6qK6vCMI9GgJT/1R/w9ekQrFD3sQtZ0Sk0jgBwF1UYrQ4cO4IYbLuWGG+Yi18u3raoq7eN3cvy9HDhwgBkzZpCSkuIty8o6zN//fhkpKUkYDBEt6mf69On89ttvbNvmP+TeHXfcwbfffsuzzz5LWloaZWVllJX5V/xqdBKigkOyIUldL7xbTU0N6enpTJ8+ncsuuyzQ4jTA37jxV9Yc2rjpXpiHDaP3yk8pevZflL/zDhXvvU/Nhp9JeuopgkYMb76DLkTpa69R9MyzAETfcgtR0//eZH3RWDenU1UVY58IlBoX5iF1BmX2/eVUfXOYoFHxhJyS2DGCBxDN06Qeclxd4sLeh1cFUBKN7saRW2+j6osvOHT1NYEWRUNDowsgOx2UJlpZJUzhz7CeKLI70CJpaGgECEEQiA4xkhRh9lGYHD0HIFc6ceVZcOVZmgxvVB/F6cSZk4urqAgAMSwMKSICQ69e6OPju3zeBY2WE2MoZZUwhW+EKchB/hNyCkLdwlZRfN85wcHBXHHFFQiCgNFoRFHaHjLyiy++4MUXX2Tv3r0AxMfHN6kw6aoIJh3xc0cQP3cE+FFYaoDeoSIoAnqHlgOhUeoNKcEFk4acwWM3386FF55dW1h33nX4MK7iYhrD4XBw77330qNHD4xGI/369eO1117znv/pl184/dprCU8fRmJiIvfddx9ud92YVxSFRYsW0bt3b8xmM+np6Xz88ceAR3EuCAKlpaVMnz4dQRBYvnx5bVk5s2Y9jNEY0yKL+eeff55Zs2bRp08fv+d37drFsmXL+Oyzz7jooovo3bs3I0eO5Nxzz222b42OQ9Y5qDKVYDd0vfwMkyZN4sknn+TSSy9tddvmxs3atWsZPXo0RqOxnceNb1lzaOOmeyKazSQ89CCpr7+GLiEBV3Y2h2+4gZKXXg60aC2maPFzXoVJzMyZxM6b26q1giAIhJ2dSvydI32Sw9v+LMV5pBpXrsWnvv1ABYqz6ylnW4umNKmHvnaeb3BWEXf33YEVRqNbYR41EoDgMWMCLImGhkZXQNQFgy2EYLWaYCy4bVoSZY2mMfdouYWaRufy4YdfEhIS4vczZMiQ5jtoAYLBMyWXokzeBYwqK8g1rgZJg1VFwV1cgmPfPuSKclSXC1VRmDx5MlEDBxKekNBAzoULF7aLnBqBoUoOJV7NJ1YtpKaRnCaSZEan8+SuOXDgnw3O9+rVi1mzZnHBBRcgSVKHytsYLlnhSJmVnPKuE9ZCEAX08cHo44M1RWMj9J5cRL+LClCju0Z+NtWpej71FMyqXFvmVtu9brMooCsQkErhaG5tQcZnp0Vw1p1T7HbchYW4ior8KslvvPFG3nvvPZ5//nl27drFyy+/TEhtXqPc3FwunjqVkUOGsOnrr1m2bBmvvfYaTz75pLf9okWLeOutt3jppZfYsWMHc+fO5YYbbmDt2rX06NGD/Px8wsLCWLJkCfn5+Vx55ZW1ZaE89dQ9HD68g6uvvrr5+26GL774gj59+vC///2P3r1706tXL26++WbNYj6AKE4Zl0sAVcVVq8lT3QqKU0Z1Kw3qKk4ZVak/HmrrulpWtzNpbtxMnjyZk08+mT/++KOdx01dmTZuTnyCx46lz+efEX7xxaAoGFJ7NN+oiyDWjofYO+8k9vY57TbnCTurBxGX9CVoZLy3zF3hoOSV7eQ/+Wu3V5x0P3OgDsRk8vxonIYw/jiicFaA5dHoPujjPQ8IfUJCgCU5cVFlmbx77sWcnk7UjX8LtDgaGk1iUIP4wTyGGiGUXzidk0tXB1okjS5OxOA0OBJoKTT8ccF55zEh8wq/5/T69gnnIwXpEY0SglS3y6bYZeRyO4peRB/vCfEnWyy4CwpQ7Pa6xoqCIIq8+uqr2Gw2v/1HRUW1i5wageFAXCyFgifkwZ6+/uMjiaKegQMX8uefszmSs5ygoN6kpNzgUycmJsb7XVEUXC4XRqN/JUxzHLvZqygKX331FdnZ2UydOpXg4IZhKY+UWTnrX2sJNenY/ujE47quRuez5XSPMs5p6hr2ltXPeizkQ+4IQwiuXb//6sCx1o4+w4B5clBd3X9XggtCZoYiRHiUhc4tDhyr7eiG6Am6uO53allahWpTCb4lFCnWU9e1zYlheNNjRLR7EsCDZzNa1YNqBNVYN0bESjxKEwF0sXG4iwpwFxWBoqKLrwuluHfvXj788EO+++47zjnnHAAfi/QXX3yRHklJPPfAA+jCwhnWM5W8vDzuvfdeHn74YVwuFwsXLmT16tWMqTXm69OnD+vXr+fll19m/PjxJCQkIAgC4eHhJNSuXYODPUrDsLBQEhLiMRj8e7S1hoMHD3L48GE++ugj3nrrLWRZZu7cuVxxxRX88MMPbe5fo/XkPfwzAMLMCHRhnvlL9U85VH17mOCTE4i8/CRv3fwnfkV1KSTcczK6KE/SeMsv+VT+7yDmjFiirxnorVvw9EaUGjfxc0d45ys1WwoJGd05oXpaNG569OCFF15AEAQGDhzYruOmfllb0cZN10cKCyPp6aeIvPYaTOnp3vKaX35Bl5CAsXfXCUOqqqr3/RJ9y80EjRrV7iHFpDAjIacm+ZTJFXakCCNSuBHRUGeoU7kqC1VRCTkl0cdbpSujKU3qEVx6gJBqBUtoKnsLwzSliUYrOKql1dzWO4rq1d9T9eWXVH35paY00ejyKAqEU+E9liTNelWjaUTJEGgRNBohNDicxNS+HX6d+goTTwEIBgnBKKE4HLjy81EsFsSwFES9GylEQoqK8FZPTk7ucBk1AoPe5fJ+N7saD/cYHzcJW5+7OHDwX2QdWkpi4mVIUlCDehaLhRUrVmAwGLjmmmvaZG14tK0oihw6dIiSkhKOHDnCwIEDG9QVBYEgg0SQITCeLv5QZcWb0DR4VALCCfK+FmQDquRsl76sQdqWQVMoQaDG164Bax/j7vhj1oT19Ou66CgEEVwFBbhLikFV0NVuyGZmZiJJEuPHj/d7rV27dnHKySd7xl3tT3XcuHFYLBZycnKorq7GarU2COXjdDoZPrxzY+8rioLD4eCtt96if23Oz9dee42RI0eyZ88eBgwY0KnyaNQRYYv3JHeOCLQk7UNLxs2YMWN83nXauNFoK+aMDO93uaKC3LvmI1dWEnH55cTMmuk1rA4UVd98S+lrr5H6+utIIR4FX2flYDH2Cifh3pNRbXVzVlVWsfxagGp3E5QWC7VpUZy5Fux7yzD2icDYM6xT5GsN2gyoHg5dCJbQCACiSv8EzgmoPBrdB+umTQBUf/8D4RdfjKDXYxo8OMBSnVgoFkvzlTQ0ugimCAOXP7mfyVGHSEpLZvLs2wMtkkYXJySsH6PiV4HBiWpScNurPQnC9SGIehOCJCE7rLidFnSGEARJh9tZjey0ozdEoA+OQHbV4LZXoyguREmP3hSBZDAjSHpU2YXbXoXsdCCIIBmCABGXvRK3vQqdOQK9OQwBEUESkAwhyA4bbmc1giqBXkAUdKAIuJ2VuJ01iIIRQadDVdygqLgFHcU2PWZDKkajZ4dIECWP5a2qgKqAIICiorgcuEtLQFYRFFBFATE4CF1UDIIg1NZXPfXB86+q1Fq3qwiCiGfHSPAcI3jqCAKCIKKiotbmEvJsLtUpJFRFRlUVH3MHQRA9snorqV75fco7ESlIjxSk99yz241itSJIBo88goQUFVKXE8XqQnUpiGadj0WXxomBzqJy44/LqQrOJy696Q2Tnj3/H265hoSES/wqTACqqqrIzs5GlmV+/vlnxo0b53Pe7a7Gas0iNDStUYWKv7BCqampTSpNesUEs/Px85uUv7NR3SoVn+4HIGh4HEKAQpe1J1KwnsFHliMbawgZn4DisiK77Ej6YESdgb0Hn8Bq2U+v5FmEhWWgMwUhyw5c1gokXRDG4FgUXGzdOBWA5D2nYBSiCbv0UvSR0ai4kF123NZqED1Kf0ky4XbV4LSWIklmDMFRCKIOFRm9MQxVVXDbqzw53kQRncGI6gbZZcXttoJbRdDVPqdVEQQFVQqhoNqNydADk9Hgfe6bH3ShKjKCvva5rSqYTnfBOAFRpwdJqH3fiJjurX3WS7WvE0HEPFZFPUVBQAWdUPuOEDDN87yjBElAlEQQRIJPVUESQVFQVQW5tBClyo5o1qFL6uF5vykKqsHzHlJr30eCKOHKy0N1eMKz6mMTCQkZAILHo1AXEwOCgCs/H3dpKarbjT45GbO5ectbQRAQQ0IRDA2NLSy166Uvv/yygSL9eL3KjpfExER0Op134xdg0KBBAGRnZ2ubvwEg6fGxWKvt1FS70QueZ13oGSmEnJaMcExOp8SHTgWoG5dAyJhEgkcnNHgvJNw7ukHd4JGdt2HcknHTFNq40Wgris2GOS0Ny9q1VHz4IZWffUbUjX8j+uabkcLDO1UWuaqKomeepeKjjwAoe+tNYmfO7FQZwPOuEoLqe+SrRF7WD/vecvQJdV6e9t1lVH13mKAMq4/SpGZTAbpYM4YeoQ0NyzoRTWlSD3dCH8ATK7BXxcbACqPRrTiqNHEXFnLo6mvQJSVykuY+2a4Y+5/UfCUNjS6Cw1nMob+X85JwO8PUrYwuLSYxIan5hhp/WXI++5KDvRcEWow2IYpJRIQ/gs2pItMCa+3oYwucOB0VHSBZ29C7ojFHd974Vd1u5MpKFLsdQ3KyZ3NCr8eQkoJgMoGgA7fis2mh1LhQHbLHSr5WaaLKCorVjWCQEI3dfyP4r8xANYf5Z84C4O4fP4Im9A6CINCvr29uxsqqPwgLHYpQu0mWlJTE+eefz5dffsnq1atJSUmhZ8+eAFRVbWPL71ejKE5GjvyQiPCRTcpW/3eYmprK77//TnZ29vHcZkAQRAHTYM/D6ETJaaJPCGZHr+s8B3sbqWSG/WVPHl36+scT/hznu1/itIkcjH8dVyc6tB19p9idKoq/d4qrYRHu2s+xNJZe4dg+1Nq6/voGz98kBFDduPP2IYfTeJbYelER7a58LNY9iLKBkEjPpqcuOhokCVduLorViirLpKWloSgKa9eu9YYZqs+gQYNY8dFHyNVVQCgAGzZsIDQ0lJSUFCIjIzEajWRnZzdqdd8UOl0YktQ+IVPGjRuH2+3mwIED9O3r8dbcu9fzgzz6vNHoXESDRFCEGWNI3RxC0Il+Z2z+DDAESUTwM51orG5n0aJxs2KFT6ii9hw37Yk2bron+sREerz8EtbNmyla/By233+n9JVXKf/gQyKvu5aov/3N88zvQFRFofKzzyl69lnk0lIQBKJvvpmYW27p0Ou2FEESCRoWS9CwWJ9yfUIw5mExGPtHessUm5vyFfsAjwJXCvY8T5xHqlFsbvSJwUihnROlQVOa1KOqqi5BTWLvrucWpNGN0KJ0tSuK00nVV18DIMXGNFNbQ0NDQ0Oje6G63cgWC0pVFXJ1tdfTRY6IRAr2eAtIYfXmpnrfzQgxSI8qiQj1lCOqU0GudCDoRcT4OosuucazGyiapIBabmm0gnrzytZu61dUbOb3rTcQGjKIAQMeJywsDYBRo0aRnZ3N9u3b+eijj7jllumUl3/Iwax/o6qesE4OR2HjIvnxNOnRw5MQNS8vD5fL1W45fzoSQS8Sc6PmHd4UESk2VJdAmV7AhaaABZDKQbQICA5wJzQcCxaLlYMH65SHhw/nsm3bbqLDYxgUWWcprouIQJB0CHodol5Pr169mDp1KtOnT+f5558nPT2dw4cPU1RUxFVXXcXMmTNZsmQJ8xYuZObNN5P1xx888sgjzJs3D1EUCQ0NZf78+cydOxdFUTjttNOorKxkw4YNhIWFMXXq1CbuSkCvD2vUQ+1Y9u/fj8VioaCgAJvNRmZmJgCDBw/GYDBwzjnnMGLECKZPn86SJUtQFIVZs2Zx7rnn+ljRa3Qula5K8i35hBpC6WHoWkmsLRYL+/fv9x5nZWWRmZlJVFQUqampjbZr6biZM2cOs2fPZs+ePe04blqHNm5ObIJGjaLnO29jWbuW4sXP4di7l9KX/4+ISy+FDlSaVK9eTfELS3Hs3g2AoXdvEh55hOBTT+mwa7YX5iHRmIf4/m0UmxvToCiUGhdScN1c0vJzHtatRYRN7EnYmY0/E9oTTWlSj6OJ4AHKiaRrvUI0ujIRV19NxQcfeI/d+fkBlObEo2Tpi5S98YbnQFNIaXQDnFU2suW+oIP99Of9jz5k7pw7Ay2WRhfGajsUaBE0GsGlL8VMx3iayBYL7qIiFKvVp1w0mZAiIhCNLbOikoL1EHzMBrUIgkmHoPPdZpernR5PlVizV2miOGSUGheCUfJZnNS3ytQIHHsNdWFOilNat+h2OkuRJBNV1dvYtPkSoiJPIy5+MqGhQzjn3AwKCwspKipi5co3Se35ildhAnhCHDXC0KFDSUpK8kkuHxUVRXBwMDU1NeTn5zfY5CqxOHhm1R5MepHHLh7aqvvQCBziRBuCCu7IkECL0mVQQkFwgBzhf2GydesOpky5yXu8YMEzAFx33UW8/d8JPqGQpFDfv+sLTz3Fg//4BzNnzqS0tJTU1FQWLPB4oiYnJ/P5u+9y74MPcvLkyURFRXHTTTfx4IMPets/8cQTxMbGsmjRIg4ePEhERAQjRozw9tFe3Hzzzaxdu9Z7fDT3Q1ZWFr169UIURb744gvmzJnDGWecQXBwMJMmTeJf//pXu8qh0TpcigsVFZfSmDtV4Ni8eTNnnnmm93jevHkATJ06leXLlzfZdtmyZSxYsKDRcfPVV19x9913k56ero0bjQ5FEARCJ0wg5PTTqV79PfadOzHU8xLKf+hhpKgoQs86E9PQoe0SFtTy0zocu3cjBgcTM/P/EfW3v/kN4dhd0EWZiJk6pEG5FGZAFxeEvp4xWIfL0mlX6gaYsrYSVWajLGowO12DGBZogTS6DWKwZ9AKRqM3dm3+w48QN/8uX8tQjeOi/otELikJoCQaGi1DVg3sl/oAYBWCsToaT9yroQGgYg+0CBodiOJw4C4uRnU40MXE+MQ3PqowEY1GxNBQpPBwxDbG5/b0p0M0+k71VVVFNEmoLsEn9rjqklGsLgRV9VGauAutSBFGRJO2ZAgkNaF1i8Pi0Nb9NuLiJhIePpz9+5+ioPALysrXU1a+HgBB0HHllet55ZVXyMqqJCn5EoYOOZn8/I8pr/jVk1uoEUaNGtWgTBAEevTowe7duzly5EgDpYnF7uaDzUcINeo0pUkHYj9Q0a79/TlYW8sci6oHd2Ljllynn34ylZXbANBnexQkrmQVJGo9Cf0roxWrFbGkhIW33cYzjz+OLiKiYd8jRrLuvfcQdDpMfnIHCYLAHXfcwR133NGofBUVFQ3KysqKUFUZRXEjis0/89esWdNsnaSkJFasWNFsPY3OQ1BEDLIJg2gKtCgNmDBhgl8vxpZgMplYvHgxixcv9nt+/PjxbNzYeAj+4x03/sqaQhs3fx0ESSJs4nmETTzPW+YuLaXik09Alil9+WWk8HCCxo7BnJ6OadBgjP1PQhcZ2aAv1enEmZOL48B+rJs2Yf31N2LmzCbs3HMBiL71VnQx0UTdeCOSn/fGiUL4pN6ET+rdqdfUVkD1MOoUqkM8/iWlhpQAS6PRLalnjVnx4YcgCiQ++mjg5DlB0MXFeb9LHRwLUkOjXRBFzsv+EzlVYqDjIKbQrrcw0dDQ6DzcxSXItQtrxW73Kk1Esxl9UhJiSAhiMxZhK1euZP78+WRlZTFnzhyWLFnit6wpBEFAF9HweSQYJKQwA9RXpKgqqqx4kiprBBS5yspY9SdkJFLzSlvd3miMY8iQxfTpM5f8gpWUla3HZjuELNuJigrlkksu4fvvv2dY2lXEx8fjcpVhDuqJOaj18dN79OhBUVERkh/LyYggPXdPHIBR13XCwqluhYJnNwMQP3dEA0WjhoYXFQQZ1Fb+RNyxtZvALfjZC0YjYnAwisWCKycH1W5HFx/fKR5/dns+bncVJlMSBoO23jpREVwS4fZYFFkz6NLQ6GzE4GCS/vk01d98S80vvyBXVlL99Sqqv14FQMS115D4yCMAuPLzOXz9DShWK3JVFSi+hizWX3/zKk0MKcnE3n57597MXwRtVliPKmcQLoMnoVqfgyuBswIqj0b3oeaXXwBQ7b6Wwq5ulAizS1PPhb09rG81NDoavUkkUqxmKNsJt0oYo2Kbb6ShoRFwXnnlfZ5/fjmFhSUMHdqfZ565n5Ej09reca3FvhQZiVTPgkyQJHRRUY218uG2227j73//O7fffjuhoaGNljWG3W5nxowZbNmyhV27djFlyhRWrlwJ1CZxPSaR64YNG5gwYQJDhw71xtzWCAwpVgUbxciyDntl3nH3Yzb3oE/vOfTpPcenfPDgwfTv3x+dzrM0TE29yV9zH6qqqpBlmeDgYAz1FH5jxoxh3LhxfttEBBmYdWa/45a/o5ArPF7iWghY/8Q9qkeshpL5LtyJgZYmcEjlINYIyDEqSiuWI2q9uj//vIUrrhjTaF2LxYKhZ0/chYW4S0pwl5SgWK3oU1KaVay3JzNmzODtt9/2e+6GG27gpZde6jRZNNoZUcUp2ZG6kUHEunXrmDRpUqPnLRZLJ0rTONq40WgO0WQi/IILCL/gAlS3G9u2bdT8+iv2nTtx7NqNPqkuHLBit+PKq5vzCUFBGHr2xJw+jOBTTyVo9OhA3MJfDk1pUg85LhnwLGp7ZX8XWGE0uhWOXbv8ltf8/AtZl19Brw/eR9Bpw60lFD23hOpVq+j14QdeS1zHnr11FbTY6hrdANnpoDjFwmfCdIZFbiWlyNl8Iw0NjYCyYsUqFix4hueee4hRo9J48cW3ufTSGWzZ8jntFWlTNJqOa+PLYrFQVFTExIkTSapdUPkrawpZljGbzdx+++3Nhn2oqKhg6tSpnH322RQWNp4MXKNzSNAX8awwC3RwNx91yDV09eapOTk5xMbGYjQaG63/0UcfceTIEa666ioGD65LpC6KXceLpEWIAnGzMgAQ9FqSc38YqhQUu4TeruJuJKzUCY8KgksAtW26teHDh7B1y+/efFL+EAQBfUICotmMKzcXxWrFuX8/uqSk2nBdHa/de/zxx5k/f77fc2Fa6OlujVvnpNJUSpA+COgeRl2jRo3qFsYb2rjRaA2CTkfQiBEEjRjh97w+MZFeH7yPGBSEGB6OLjZWyzMYALRd3Hq4a3Nh6V0W4h94ILDCaHQbmou7ad+xA+uW3wk+RdMEt4TSl18GoOztt4mdNQsA65Yt3vOuI0cCIpeGRmsQRTOiNZjIoFLC1Epku/a61WgaU3LHJBrXaDlLl77F1KmXc8MNlwCwZMlDfPvtOv7735U8+uiEJttWVFRw7733snLlSiorK+nXrx9PPfUUU6ZMAeDTr77isWee4cCRIyQmJjJnzhzuuusub3uHw8EDDzzAe++9R0VFBUOHDuXpp59mwoQJrFmzxpsY9ayzPF7QP/74o9+yCRMalzM4OJhly5YBHi+SpuJwz5gxg+uuuw5JkrzeKBqBwyKHkKTmoCLgMuqbb9AGfv/9d7766lMGDTqJSy65Ckk6vvCSiqLgdDoxmerau2WFcqsLQYCYkMYVMp2JIAoYejTtpfVXp+c5JQgKbIoLw5OU4y+IAO54FcHm6znSoqa1gQhUI5jNJuJi+jWpNDmKFB6OYDbjyslBsVpRXZ7NCsFkgsrKDvW+j4uLI65eeGSNE4ejCeCdcvcx6DKbzfTr1/W8FI9FGzca7YloMmFOTw+0GH95upkpUMdiqp27u/QhbDmoaYI1WoalXjIvQ69eAZPjREOfnFx3oGnUNboZBoJZHTSWciGa9eIEbCVakm+NpokcemJPil1OtdGP7FJbXNfdwrqtxel0kZm5iwkTTvWWiaLIhAmnsGnj9ibbKorCpEmT2LBhA2+//TY7d+7kqaee8uZ02LJlC9fNnMkV55/P1p9+4tFHH+Whhx5i+fLl3j5mz57NL7/8wvvvv8+2bdu48sorOf/889m3bx9jx45lz549AKxYsYL8/PxGy9qDN954g4MHD/JIbUxljcCzLy6OPCGFfCGZ/X3iO/RaMTExDBi4lojIx9jye/OhRPxZPW7atImnnnqK1atX+5TnVtg4+R+rmfDMmvYSV6MT2HZ6KH+MD8Fp1rYOWqswAdAVC+iKBAS59W1FgwFD797ok5PRxcQA9cZcd/Pq0ugS6ASPIZdO1Ay6NDQ0NJpDe1LWI9yaQ1RZBWVRg9mbH8K5gRZIo1tQP+yWGBSEefhwbH/+Sdydd1D0zLMBlKxjUFW1Q90CjSf1w7FvP/r4uk0BQ8+ejYZA09DoisgqBFHjPRY1xZ9GM4gn+OL1/QdLGj2XPNDAWdPDvccfPVaC7PJfN76PnvNmRHiPP11UiqOmoZLkb/9sXciJ0tJyZFkmLs43+W1sbDT79hxusu3q1avZuHEju3bton///gD06dPHe37x4sWcOW4c98+YgT4xkcGnnMLOnTt55plnmDZtGtnZ2bzxxhtkZ2d7w2zNnz+fVatW8cYbb7Bw4UKv5WJUVBQJCQkAfsvayr59+7jvvvtYt26dT7gmjcAiyXW7rQZZaaJm20lNTWXf/mgglz/+yKRXzyK/lrNNeVoHBQXhdDrJzc31e94tu1myZAnTpk0jIiKinSQ/PlRVxZZZjAoEpcUgdKEk9V2F6tC/7rNAKvF4iChtcEZS9bQpopYgCOjq58LSd6y3mcaJjd5tJNKWgKDXkjhpaGhoNMdfdwbkB5c+iLIoz2I1tnwHWiJ4jZYgGOrCC8iVlaQse5Gifz5D9Y8/esul8BPDc6nkpZcpf/99er3/Hvp22qBpSO3mcr3FuDkjnepVqzroehoa7U9ItJnbb98B7OC8Dx9Gd+ZdzbbR+GsTFjuEM0K2IQbrkUI6L9lre2K328nKyiIkpLdPSB4PPzTaTqcLJSysLtm6IKzhaI65YxHsEBoyBKHWwlYQ1gENNSz1+2sJFosn0WJwcF+ftkZjLKKu6fBEmZmZpKSkeBUmx7Jr1y4uuugiTIMGeT0nx40bx5IlS5Blme3btyPLcoP2DoeD6Ohof112CLIsc9111/HYY481ei8agcEljiZozWZi475jwJj28ShqiujoGEpLwe128e6773LLLbcQHBzst64/Q5qjihCr1epT3jM6mENPXcATTzxBRYXMTz/9xEUXXdTu8rcKFco+8HhtmfpHIp0AShPRrGPYoc/QRRiJvOykBuc3bb6CqqqtDEt7idjYxs0Ev/+hLwCD8mdhIp6wSZPQRUV1mNzH0vQ7peORq6pwWrPBJhAU0w/RaMSVcxB3hRUpSI+hz4CWddTOy0AVEHR6BJ2mPNFoPSbRjKK40GlBZzQ0NDSaRVOa1EPoMxDWFACQmvs9MCewAml0C1RnXTxQV24uWRdd7D2OuPJKQidOxNC7dyBEa3eKlyzx/Puf/5D0j390yDUc+/YBIFssHdK/hkZnYLUWsPHeSl4SbmfYlpW8OXgiiQlazgqNxsn+aCUHey8ItBhtQhSTiAh/BIvFhdPpu5F6zZMxjbcToKqqLgTWFQ83viknCFBt2eE9vuS+cL/16vfXEgwGF5IkkZW1kSFDQrzlOTm7iY2KaLKtuQVx5QVBQJD85wKwWCxIksSWLVu8Ib2OEhIS4rdNR1BdXc3mzZvZunUrs2fPBjyhx1RVRafT8e2333rzp2h0LiPLP+K9CbM4zCjcKz/iQJ8D1LhqGBI9BEls/xwTguDZTAsOCqKwoIL333+fqVOn+ngfNeVpcvR3LMv+4xGdccYZ/Pjjj7hcjbiUdSYCGPtFeL5KJ4ZXqCEphG29atcjjeur2bZ9Rov6q1jyMkK1yA7nwzh7toOALaSpd0qnyRAJCCoWx15w4FGAhIELJ/ZWvmcARNlASGQLlS2NoSiobheK09G2fo5Brw9HFI2IYsflStEIPOYgIwa9/oR53mloaGh0JJp6uR7lpW7v94SenbdI1ejeyGWljZ4zDhhAyGnjEI1dI9lle2Ho0aNF9Wp+20jWZZdj2976RYVjz966A3fd2BTDTgyvHQ0NDY2/EnqD0OhH0gstrqtrYd3WYjDoycgYxNq1v3nLFEVh7drfOOXkkU22HTZsGDk5Oezdu9fv+UGDBrFhwwafsg0bNtC/f38kSWL48OHIskxRURH9+vXz+bRX2K2WEBYWxvbt28nMzPR+ZsyYwYABA8jMzOSUU07pNFk0juEY/cQ1/7uG67+6nqWZSzvkckeVJqNHn4zRaOTIkSNsb2Qu58/TRKz1BGtMaZJcm7eusfBdnYkgCMTenEbszWmIJs2e0B8RcTZCe9iQ9B0bGq4rooSC8hfZFtDrIzCZEtDpggItikYHUuWu5IB1H4WO/ECLoqGhodHl0ZQm9ZDqadvzpF6BE0SjW+HMyWn0XNmbb+LIyvJ6oygOB1XffYdcXd1Z4rUrpvRhABhbGLYjd+5c7Dt3kv/Ag62+lvGkunACVau+qTvRhGWjhoY/HA4HGRkZCIJAZmZmp1zTWW0j1+3xMDtEbz74+MNOua5G98VmazpvhkbHM2vWjbz55greffcz9uw5yNy5T1JTY+PaG89rst348eM544wzuPzyy/nuu+/Iysri66+/ZlVtWMm77rqL77//nkfvvptdW7fy5ptv8sILLzB//nwA+vfvz/XXX8+NN97IJ598QlZWFhs3bmTRokV8+eWX7XqPO3fuJDMzk7KyMiorK73KEfBsdA8dOtTnExcXh8lkYujQoY2GZ/orEYj3CcB+Q11OkbLEKF457xVC9CFc2PdCb7lLdjXp/dE6PEvEkJBgrrzySs477zwyMjJ8agwePJhRo0b5zUly1NNEUXw32ctqnDz6+Q7e2uaZB5eVlTUI4aXR9TBMtGKeYsHduMPgiYMKYlX7dikVC+gKBQQ3KJITVQn8WmbDhg2kpaWh1+u55JJLGi3T6FgC8U5xKS4UVcGldAFPv26GNm40NP56aEqTepizfvd+3xqkhR/QaD1SuG+YENeRIxycNBl7bcipoqefJnfO7eTM8oS9UBUFx/79qEo3sdzyzvFbZsUbNnkyACFnndniS+hTUwHQ1Us6GjqxbsNK6aYKJ43Acc8993iTK3cWbkXPHl0/AKqECGrs7mZaaPzVUbAFWoS/PJdffj5PPnkXCxe+yGmnXcn27bv55JNlDZLD+2PFihWcfPLJXHvttQwePJh77rnHa2U/YsQI3l26lA8//ZT0U07h4Ycf5vHHH2fatGne9m+88QY33ngjd911FwMGDOCSSy5h06ZNpNa+E9uLyZMnM3z4cL744gvWrFnD8OHDGT58eLte40QmEO8TgOrQOlP3woggMuIy+Oman+gdXhf+9YXMF7j525s5WHmwzdcTaud5Kgr9+vVj7NixDTxKxo0bx5QpU4iPj2/QvrHwXBa7m+U/H+K9TXUGR3l5eW2WV8MXx8HKdu3vj6HhZKaF4zKc+FsHUomAVCEglbStnw0bNnP11bMZMOBsQvql8cVX39eto7qAAdi8efPIyMggKyuL5cuX15bNJT09jYMH93vLmuL2229n5MiRGI3GBkpVgEcffdQTmvKYj6aAryMQ7xRBEdHLRnRy18uf99NPP3HhhReSlJSEIAisXLky0CL54H/cNCxrCm3caGh0L078mU8rMEmatl2j9YS2IL63YqkBoOLjFQBYN24EoOifz3BwyoUUP/dcxwnYjrhLigFQ7S3c3Du6wG7N2sDPQsKQkuL9LnViUlyN7s/XX3/Nt99+y7PPPtup1xVEibPy/yRWLeRs12pMwVrIDw2N7sCtt17Ln39+Q3HxFn744V1GjRrWonZRUVG8/vrrlJSUYLPZ2L59OxdccIH3/KWTJ7Nl5Uqs+fkcPnzY62VyFL1ez2OPPUZWVhZOp5O8vDw++eQT0tI8SekjIiJQVZUJEyZ42/gra45Dhw6hqmqDT2M8+uijnepR0ZUJ1PsEQKy0MEz9naHqH/TI94SF1Yt1SaBtbhsf7/2YjQUbOVjRdqVJRMQoEuIvJijINyef3W7nww8/JD/fN6yLLNtwuy3e35Jer6d37970PianX5hZx+wz+3FqRF3euq4QoqvguS0ULN6MbHE2X7kb0H4eR3891GAVRE9YrrZgtdoYOnQAzz7ryVWmhIFam35IdbnaxWCuLRkpDhw4wFlnnUVKSorXW+zAgf2MHTuI+PgQvx5k/pg+fTpXX32133Pz588nPz/f5zN48GCuvPLKNkh+4hCwNYpTIsIeh97e9XLX1NTUkJ6eztKlHRN6sq34HzcNy5pDGzcaGt0HTWlSD6u7Ttve48j3AZREozsh1MtXIlf6t+wq/b//Azw5TgAEkwmAslprhNJXXvWpr9YmXu1quPM8i2TL2p9a1uDobL4V9+I6cgQAubysXj91jypdVF2CYLUrJBDV6LIUFhZyyy238N///pegoJbFZ3Y4HFRVVfl8jgedSSDOYWG88gO9KiwYY9q4+tbQ0Dgx8JP/QaPrE8j3CUCMXaK/speTXAewVWfx/WHfdYpZZ+aDKR8wK2MWZ6ee7S2vcdW0qP9j55w9ekxjyJDFREed5lP+/fffs3PnTt59910KCwuxWCy43W7y8j9m7U/p/LhmIGvWprNx02h6pC5i9GjfsIMRQQbmTxzAaRF1f4uioqIWydiRuIusuIts0E0cvzubmKd1xN+vR5dz4j+/lCBwJauobUxHee65p/PQQ3O48ELPeFSNeHdeXDlHcOzdi2yx+G3rcDi499576dGjB0ajkX79+vHaa695z/+0YQOnX3stof37k5iYyH333Ye7Xv5HRVFYtGgRvXv3xmw2k56ezscffwx4FOeCIFBaWsr06dMRBIHly5fXlpUza9bDGI0xLbKYf/7555k1axZ9+vTxez4kJISEhATvp7CwkJ07d3LTTTe14C94YtPad0p7vk8QVVyiE1Xqeg+8SZMm8eSTT3LppZe2um1z42bt2rWMHj0ao9HYzuPGt6w5tHGjodG90JQm9XBH1blG9jr8TRM1NTTq0/wCombDBux79hByxhkAhF96SYM6itNJ1VdfUfjPZ9g9eAi7Bw2muItZWRxNwm4entGi+uVv/ReA0tdfb/W17Dt2er876ifXFQRsO3ZwZNZsdqcNo+Sll1rdt8aJj6qqTJs2jRkzZjBq1KgWt1u0aBHh4eHeT48ePY7r+orDQVGvaj6WrmVTTE8UWQvPpaHRXfnwwy8JCQnx+xkyZEigxfMyadKkRuVcuHBhoMXrtgT6fQKQrMvnY+kaPjVcRqycwM6ynQ3qpISmMCN9hjeMlkN2cN2X1/Hg+gepcja+wbY+dz0zv5+J1dV8bpGzzjqLmJgYqqurWbZsGc8++yxZWVnenEyq6kaWLSiKHVV1UVT8bZP9TZ48mSuuuKLZ63Y0MTenEXNLGmKQ5hXqD3OJilQpYLB1jU1Wl8uNy+X2UfbJsoLL5cbtlltdV3ABSr26+NZtV2RQ3W5QFMRaI7pjufHGG3nvvfd4/vnn2bVrFy+//DIhIZ4Qfbm5uVx49dWMHDKETV99xbJly3jttdd48sknve0XLVrEW2+9xUsvvcSOHTuYO3cuN9xwA2vXrqVHjx7k5+cTFhbGkiVLyM/P58orr6wtC+Wpp+7h8OEdjVrBt4VXX32V/v37c/rpp7d7392J43mntNf7xOl0YletlJsKsJs8Ia/dbjdOp9NHgXC0rtPp9MlNJcsyTqcT1zGGi43V7UyaGzeTJ0/m5JNP5o8//mjncVNXpo0bDY0TD21mWI8aq2eCJLltJN8/L8DSaHQX7Dt2tKhewRNPEDx6NACCIDRwyy55/nlKX33Np6xyxSfEzprVaJ+OgwfJu+9+pJBgUo9RTLiLixFDQhDN7ed6axowAOumTUi1ypMW427bhrFlw3rvd8fevRy6vG6BXbzk38TMmNGm/jW6D/fddx9PP/10k3V27drFt99+S3V1Nffff3+r+r///vuZN6/u+V9VVXVcCxNBH4zeaiI+KJ9ItQzF1UaTRY0THlNCw7wAGl2DSZMmMGGC/41dvV7vtzwQvPrqq9hs/sNnRtXz0tTw0F3eJwBWZxCpahYg4NKpnJcyodk2v+X/RlZlFlXOqka9l21uGw+sf4AyexnLdyxnZsZMABTFDciAhCjWLRfNZjPXXXcdr776KuHhW+l30kZKSrI49dTl9O1zFy53JYpso7p6J3/uuB1UhaqqKsJq542KomJzyThq99IiIyMb5EoJBKa+Ed7vitVFyfIdBI9JIig9FkEMvHyBpsf4UgQZNseHAlKgxeE///kMgBkzphAU5Jlfbd68lw0bdjB0aC/OO2+kt+6yZf/D7Za56abzCQ/35AT4448DrFmzjYEDe3DBeaPRFQmoIiz79Gtsdic33nguMTGe3+yOHYcZNqw37YYEhn4ngcuJoKsbW+6yMsTgYPYfPsyHH37Id999xznnnAPgY5H+4osv0qNHD158/XUESWKY0UheXh733nsvDz/8MC6Xi4ULF7J69WrGjBnjbb9+/Xpefvllxo8fT0JCAoIgEB4eTkJCAgDBwcEIAoSFhZKQEI/B0L6hm+x2O++88w733Xdfu/bblejId0p7vU+OGlBcdNNF6CXP/OXnn3/mhx9+YMSIEVx00UXeus888wwul4s77riDyMhIADZu3Mg333xDWloal19+ubfukiVLsFqtzJw5k7javKSZmZmMHFk3FjuSvXv3tmjcvPDCCwiCwMCBA9tx3PiWtSd/hXGjodHV0ZQm9TDWRueSdWY+22hg+vWBlUeje+DMrgs9IEVGIpeX+61n27wFc3o6AOXvvkf5u+95z4WcczZVX33doI0uMbHJa9t37MS+bVuDcldeHvvPOhspMpL+v/zcovtoEbUL28YW386cXOx/bif0vPMQxLY5sunqbSAKTXjzBI8d26braHQv7rrrLp/kyf7o06cPP/zwA7/88gtGo6+yYtSoUVx//fW8+eabftsajcYGbY4HgxrMN0GnUygkUigkkl64us19apzYRKaP4PCRQEuh4Y/woCiSk/u1rZNOiLiZnJzc8Rc5gegu7xOAPYkJZAuejdv9J+WRFpvWbJszUs7grUlvYXVbCTeGe8tdssu7WWbWmXnhrBd4d/e73JJ2i7fOrt33UlCwkn797qNn6i0+/UZFRXHNNdfw9ddbARBEEUEQkCQzkuTZaJWkECIiZrB503Z27fqQm2++GYDcChun//NH9EIS1xvzu4TC5Fgsv+bjzK5GdeUQlBEbaHG6BDtPDwYVXEEigh1U/w4S3ZP6z+ZO+jkKgoBQz6hNsdlw5eWBIPB7ZiaSJDF+/Hi/bXft2sWYMWOQ6oV0GjduHBaLhZycHKqrq7FarZx77rk+7ZxOJ8OHD++YG2oBn376KdXV1UydOjVgMnQ0HflOac/3yVF04omzFZjZwnFT/52jjRsNDY2WcOI8KduBaKUI8GxS2xyBt6LR6B7o6iUmF81mdDHROPbt91tXLiltUBY19Ubi77+f/Wed3eBcc4tJd1Gh3/KaX37xXK8RBc7xcjSBvSs3z+/5A7WWHUlPP0X4xRcTNOZUrL/8Svjll7X4GqahQ7H/+Se62LqFqi6+cQtsoQtZ+Wp0PLGxscTGNr+J8fzzz/u4XOfl5TFx4kQ++OADTjnllI4UEQBZVtFT57reFTeGNLoWgqBFTO2yqNr4PRHpLu8TALGesYqktFwDlxGX4XO8pXAL96+7n8fHPc6piafyz03/xO62c+eIO72KFADH0ZBEjRjJpKamcuqpp1JSutFvPH6jMZZePafzxef/QZLycbvd6HQNl50HDx5ky5YtJCUldZnQIyFjkkAAfXyw992tKiq27cWYh8YgSH+9Z3VFuOe3YcoUCH9Hh+V8mZqzAxeqa86ciwHQ6erW66NG9WfEiH4N5lv/7/9NaVA3Pb0vaWm9PZ7/OnAleH7nN988qUHdIUN6dsxN1EeSEENCEHQ6gkLblgPPUpsn5csvv2ygSG/vTffW8OqrrzJlyhTim1jTdXe6wztlwYIFlFaWI9tEJIenbOzYsZx66qmIxxg83n333QA+z+7Ro0czcuTIBuPszjvvbFA3IyOj/W+gEcxtjKyhjRsNDY3G0JQm9RDNZoItudSEJBNdtRc4K9AiaXQD6oe/cuXl0fvTT8i61L+SwNi/f4MyR1ZWo31bN29u+uKNJVg/jiTyqizjOHAAY58+Pu7i/nAePNjkecdBzz0ZUlKwAobWuA8fnYTVuwXTkCFUf1sXF1sKD0eurGx5nxp/OVJTU32Oj8a07du3LykpKR1+/ZAYM3Pn7QB2cP6HD6A7M6PDr6nRvQlPTGd81A5Esw7R3D2nZ3a7naysLEJCemNqJFZ7R2H7889Gz5mHDu1ESfyjT05Cpya22QtTo/MJ9PsEILnXFZh//JmTBvxEYu9U7G47Jl3rx9j/bfs/8mvy+fLgl5yaeCpfHPiCCkcF1w+6nng8mzJv7XiLN3f8wm1RArFVWxvtKyo6ipLSxr2Bo6KiMJvN2Gw2CgsLSU5OJjnCzO4nzufHH3/EZhmGqqrs2rWLmpqaLqM0Ec06ws70/T+3/VlC2Xt70CfnEjcro8uH7BJNOtL2foIu0kTU1QManN+85UoqK38nLe1F4mInesu//6EvAKNGfkR4+Ajv8Yjh7xEZOZqcz+dSXbOKPrGziDvrzg6/j456p6iqiup2Ix6H4ZU7NwtXeQ1SkB5Dn4Z/28YICupJWJh/DzHRYMDQsyeoKsPcbhRFYc2aNZxz5pkN1mSDBg1ixccf4ywqQjIakcLD2bBhA6GhoaSkpBAZGYnRaCQ7O7tRq/vOJisrix9//JHPP/880KJ0CQL5TjEYDIQYw7BZXUi1BiH+FNpH6x6LJElIUkPj4sbqdhZpaWkoisLatWu94bnqM2jQIFasWIGqql6FjzZuNDQ0WkL3XJV3EEGjT6bnvx/AEpJETMl2QMuToNE8x4aqakxhAtQpBOpR89M6bNv/JPrWWyh5cRnuoqIWX7t69fd+y6WoaL/ljfbzw4/kzPTEsQ6ddD4pzz3XqvZHMQ0Zgn3HDoJGDEdVFOx7jiZwb/ni0nngAACqvV5c9mP+xvX/5pa1a49LVg2NjsRqzef3+YW8JsxgyKb3eX3IhSTENx1uT+OvTfb7n3Gw972BFqNNiGISEeGPYLG4cDo7eVMxtfFTrqrtbepa747BHNW28SvodJ0V+UXjBCT692dRJkxnDwM5b9XnfB37NZeedGmr+3luwnO8uv1Vpg+dDsDNaTdjdVuJMnly3tjcNj7Y8wFFjhq223REF39LVdU2wsKG+emtdi7mZ27rdtdQbdlJr14qu3ZBTk4OycnJiKKASZSYdJ5nU6u4uJhffvmF/Px8ZFnu1E22VqGoiCF6zIOiurzCBMCQHML2/rXrkR8ar7d9+0y/5Zu3XOlznP3dZRwBSicZMCRJFPT+D9t/+E87Sds4HfVOkSpAtAi4Y1XU1hqRh3o+LpzYm3i3WCxWDh7M9h7v2vUzMTEuosNjGZQ2oUF9QRBAEOjVqxdTp07lpmnTeHbBAkaefTZHCgooKiriqquuYubMmSxZsoTb77iDmTffTJbFwiOPPMK8efMQRZHQ0FDmz5/P3LlzURSF0047jcrKSjZs2EBYWFgzYX4EdLpgRLFlCqr9+/djsVgoKCjAZrORmZkJwODBg3020V9//XUSExOZNGlSi/rV6FiCgowYdDpEqes9yywWC/v310XsyMrKIjMzk6ioqAbKpvocHTfTp0/n+eefJz09ncOHDzcYN3PmzGH27Nns2bOnHcdN69DGjYZG96LLKk2sViuDBg3iyiuv5Nlnn+2UaxYcsZOXOJaQmjzi47vopF2jy6E2knTVH469e/2W59x+Oyf9+AOR11zDroGDWtyfrfYleyxSZAQA+iYmFz7Xn1m3aKr+ehXuBx5AFxPTaH1Dr15+y73J7UWJ4n8/7823Yv19S4vkAFCsVgAcB+p5s6h1IQAEo5HgU0ZT/Z2WI0Kj5fTq1avRXDwdhSKIOAQTblXf6dfW6I7IgRZAozG08atRj0C8TwRUHIKp9ruAJB7fOiVIH8TtI273Hk8d4rsRZNaZWX7+clYdWsUI9Q8KCj9l0+6nGDnsRSJMES2+js12mN9/v4aY2HDYdRE5OTl+w85ER0djMBhwOp0UFxd3SCLd9iAoIw7TYF+DJFexlcr/HST8gj7o4xqGKDuRGLqrGkmF9aMjsY/qehutrUIFwS6AAoKb1itNWsjWrTuYMuUm7/GCBc8AcN21l/DOuxOabPvif/7DvXPmcMdjj1E2bx6pqaksWLAA8OSu+uKDD7jn/vs5efJkoqKiuOmmm3jwwQe97Z944gliY2NZtGgRBw8eJCIighEjRnj7aBwBvT4SnS64Rfd48803s7ae8drR3A9ZWVn0ql0rKorC8uXLmTZtWtdVigaYzn6nVLurKLQXEmoIJcmY1GnXbQmbN2/mzDPP9B7PmzcPgKlTp7J8+fIm2y5btowFCxYwc+ZMSktLG4ybr776irvvvpv09PR2HjetQxs3Ghrdiy6rNPnHP/7Bqaee2qnXtFndVET2pyKyP1GlNfTp1KtrdFfcZWUtrlv5v//57yM/v9V9NYWgNyBFR+PKzsaWmYm5lTFFi//zAomPPdqg3HjSSTj27cM8rJEEpLJn00+QREpfftlbbP+jYbL65jAOqAtlZlm/oe6EqqK6tc1Fja6Ns9pOvrsX6OEIqXz8yQrmzJwTaLE0ujA2u5YFvqvi0pdipm0bC+6yMlSHAzE83CeBr4ZGSzhoqIuTX5YQwYV9Lmxzn69uf5ViazFXD7iaPhF1q57YoFj+Nvhv2GwT2Jf/P57f9wchOVfz2vlvExtUL15/U5t8tTmajsbIz8nJAaDS6uKlnw4gqCpzz+mHJEkkJyeTlZVFbm5ul1WaAIgG342ryq8PYd9TDmIWMVOHBEiqzqEyTI+oqqjdwMumWQRwx6uIVlBaphs4Lk4//WQqK/2vf1RFbdJjyRwSwr9feYXnrFaksLAG588YN451772HFBrqCet1DIIgcMcdd3DHHXc0eo2KiooWlTXFmjVrmq0jiiJHjmjzm66EU3HiVtw4ZWegRWnAhAkTjluBZDKZWLx4MYsXL/Z7fvz48Wyszc/qD23caGho+KNLBlbet28fu3fv7nRXtOBDdXF7t0Vf0KnX1jjx0cXHN7nAtO/eTdHT/2zzdZw5OVR/swq51JN0/tA11zbbJmyy71gzDRncdINGklof9aSpXu3rBRJ+ycXNynAUXVwcAPp6SdjCJtbFW1adThwHD3iP9ccka9PQ6Aq4FQO7dCcBUC5EU2V1BFgija6OotYEWgSNDkSprsZdWopqtx93HytXrqRfP89G89Gkq/7KNE48Kuslhy6MDG6QhPd4+PbQt6w+vJodpTtQ1IZJvc3mHoTFXoBThWpHBbLqa7BiMiUTHXUGoSEN54xH85xIteFfysvLqampweJ0s2zNAV5ae4Ann/wHhw8f9ibdzc3NxWq1snTpUr7/3n/42a5ExOTemIdEEz65t7dMVdQu4VnqONS+ef+2poezJSMCp0Ek5FuRxFl6wt/uZtbP9X/iQscqTJqlBb8RQafzUZioioLidLa4/fGgKG4UxYWqasZpJzSKgE4xICld1n5aQ0NDo8vQaqXJTz/9xIUXXkhSUhKCILBy5coGdZYuXUqvXr0wmUyccsopTWp0/TF//nwWLVrUWtHajFk4/oWsxl+XsPPPb1nFZpK/Zl1yKZWffeZTZhzkP1SXZd06ChsZI66cXEpfebVZcVRFofS117Fu2YIuLt7nXGOhuWSLxdPW2bRlyrELxlYtIGvr1t8QMPSts4CUYmIQDXW+9IKxg/zqNTTagCCJnFG8E6NqY5zyEwZzN9tc0ND4i/LKK++TlnY+cXGjOOus69iypW35UBrQhs3u2267jSuuuIIjR47wxBNPNFrWGHa7nWnTppGWloZOp+OSSy5pUGfNmjUIgtDgU1BQcNxya7QdqaKavupeeqkHSS4ob5c+/zXhX4QZw3hl+yt+lSYApw9+mBdPf5A3Jn9AQrCvF0hs7DlkZLxBr17/z0/Lut/5qFGjOOeccxAEgbhQI5dkJDE2rBwFz2+rvtJk//79FBcXs27duna5x45EF2Mm+m+D0cfWeY5V/5RD6Zs7cVcG1lBClTtQcaOCoAoIgdcNtRjBBvpcAdEaaEng55+3EBoeRkhIiN+PP1RZxnn4MM6sLBSXq8Nks9tzsVh243JVMGPGjEZlnDFDy/vanRGcOiJt8eht3cfrdd26dY3+HhsbN4FAGzcaGicerVYv19TUkJ6ezvTp07nssoYJrz/44APmzZvHSy+9xCmnnMKSJUuYOHEie/bsIa7WgjwjIwO3292g7bfffsumTZvo378//fv35+effz6OW2oDgkBscSbFsRkM2PsecFbnXl+jWyK28EWti4xENJlwZmW1vHM/ygbLunUcueVWn7LI6+q8SZxHsn3OGXr3xh9Zl16GY88eAKKOTW7WyKbO0TBiVV+vImT8+Abn9cnJuHJzMQ0eTPRtt9WF6GrBwqrml19wl5TiLi72XKu8blNAqKdw0icn+YT7Uqqrm+9cQ6OT0ZsEkqssXBbxCeFlwZjjegRaJA0NjWZYsWIVCxY8w3PPPcSoUWm8+OLbXHrpDLZs+Rw/EVI6FYvFQlFRERMnTiQpKanRsqaQZRmz2cztt9/OihUrmqy7Z88ewurd9NE5vEZgCHEZGe3ajOI2UFOVy97yvfSP7N98wyboEdqDTy76BFmV0Yn+l4R6fTjDevp6LG8q2IQoiIyMH9l45955pMqUKVN8Ti25Zjj/+c96Sp2eyWFycjKSJGEwGDCZPHlbunKYrsZQ7G6qfzyC6pBx7K9ANzK++UbdkJrxCtZTnaiG5ut2FUQbHmWPFQjwPvHw4UPYuuV3BKkVtquqiupygyw3a7jWXjz++OPMnz/f77mwQL8QNdqEIKq4RBeC2H00n6NGjfImTO/KaONGQ+PEo9VKk0mTJjUZNmvx4sXccsst/P3vfwfgpZde4ssvv+T111/nvvvuA2jygffrr7/y/vvv89FHH2GxWHC5XISFhfHwww/7re9wOHA46qx5qqqqWntLXpSoeJJzPyP1yGpCbXnH3Y/GX42WWY3ad+4k8m9/a5XSRD4mRqbqdpMzc1aDelJEBAC2bdsoeMh3rMgVFeTddz+xt89BX7up4i4r8ypMAMTwMKTwcORKjzu/60iOX3nE0FCU6mqMAwb4PW/omYorNxfRZCLqxr95lSYVH35IwgNNJ1HLvece5OIS77Fty++EjBsHgGPfPm+5cMzf+6iSRUOjK6E4nBT2reQ94XaGxW9lSlHXixusoaHhy9KlbzF16uXccMMlACxZ8hDffruO//53JY8+OqHJthUVFdx7772sXLmSyspK+vXrx1NPPeXdMP7066957NlnOXDkCImJicyZM4e77rrL297hcPDAAw/w3nvvUVFRwdChQ3n66aeZMGECa9as8SZGPessj0HPjz/+6LdswoTG5QwODmbZsmUAbNiwock43HFxcUTUzi00Ak8fMYf5hllggLvljyiyFrVZaQIer16d0LLloNNZxub9LzH/j/9hd9v5v3P/j1EJo/z3WztXa8zTWK3nVRwWFsb999+PTqdjT+3cVGzGO7srIpp0xM1Mp+b3IoJGnFhKxpGZFYgK/DE0DKdJRDUFWqLWIUeBalBRuoBButlsIi6mX6uUJoJOh6FXT5BlRLMZt6PjPZni4uI0ZfkJiqx3UW4uIVgfDPiPLtHVMJvN9OvXL9BiNIs2bjQ0TjzadUbqdDrZsmUL55xzTt0FRJFzzjmHX375pUV9LFq0iCNHjnDo0CGeffZZbrnllkYVJkfrh4eHez89ehy/NW9+kUBmxu0c6HMxJ331xXH3o/HXwr695UnO3QX5repb0PkuZOXyclQ/btklL3o2QQ5ddXWDc3J5OZUrV5I7dx7gCctV/vbb3vNSVBTIildhAmDfscP7Xamp8S5uzcMzPG0as5SoTfyJqqKLjvYWqy2Y3NdXmHj6qlOOVH/7nfe77Y8/mu1LQyPQCLogjDUmeqoHiZWLUd1afGiNpjHGRTdfqRvjcjgb/biPea81WdfZsrqtxel0kZm5iwkTTvWWiaLIhAmnsGlT0+8dRVGYNGkSGzZs4O2332bnzp089dRTSJInLN+WLVu4btYsrjj/fLauX8+jjz7KQw89xPLly719zJ49m19++YX333+fbdu2ceWVV3L++eezb98+xo4d691MXrFiBfn5+Y2WtRcZGRkkJiZy7rnnsmHDhnbrV+P4sDnN9FX30lfdi1OU6RnaMPlzR6IoTjZtvozKvNcYFp7I4OjBRDi2sWZtGjt33eunxdElpoKqqpSXl/Pnn3+iKJ4wYE5FoFqpC6+qq53vHp1vFhYWcujQoQ68o45BHx9MxKTe3hCzqluhZPkObLvLAixZ2witdhNmcSMo3ccyXTgmqEVXUJi0BdFgQDSbATwJ4Hv18uTL1NBoJU7FM0fqiongNTQ0NLoa7Zr9qaSkBFmWiT/mBR4fH8/u3bvb81Je7r//fubNm+c9rqqqOm7FiaQ6ASMVESfx2sK9TMy/HVduLogiosGAFBuDFBxCzOzZBJ8yGgDnoUNYt2xBDA1FCgvz/iuFhiKGhiJIWhz7ExmlpoaSl/+vxfWrv1vdfKV6GPv29TlW5ePfeDWPGAFA1ZdfepUsnk5VEH29N6QYz+ad48ABDl4whdBJ55Py3HNeRUb5hx8QcXnD8Hw1tRsrrsJCqr7+ukVyqW633zBkUmRkrXgqtm2NK6bM6ektuo6GRmdiIISvg0/nsNCHw7o+DClo3djX+OsRNXw02UcCLUXHsXz2I42e65E2gPNvn+Y9fnvekw2UI0dJ7N+bKXfXhah8/75/YrfUNKh3yyuty41XWlqOLMvEHaO8io2NZt+ew022Xb16NRs3bmTXrl307++x/u/Tpy4X1+LFizlz7FjunzEDfXIyg08+mZ07d/LMM88wbdo0srOzeeONN8jOzvaG2Zo/fz6rVq3ijTfeYOHChV7LxaioKG/oIn9lbSUxMZGXXnqJUaNG4XA4ePXVV5kwYQK//fYbI2rnERqdz+7ERA4Int/W/gHF9Ajr3JCPomggtcc09u57givNuxiUvhy35U9k2YosO7C5bZh1Zm99gyGKvn3uQhRNKIrC0qVLcbvdzJo1iz/LVF4o6EO0UMMdx4SDPapUkWWZb775httuu61T77O9sfySj313Gc7sKoz3nIxo6p6Jl7cNCUMAXHoR/SEB424BV5KKY1jXVKIIdtAVCyhhKnJ4oKVpf1RFwZWfjz4uDkzdzO1HI+BIgmd/qjt69GloaGh0Nl165jZt2rRm6xiNRoztlAg6zp0DeBJvK6qAo56iR6EuDJBiqcuhYN2yhfwHHvTfoSiSvPhf3kThtj93UPnZZ+iio5CiotBFR3v+jYlBFxPjtR7R6D44Dh3Cvr3tSWLN6en+PSiOncw0pzTR6cBPviAAMdRjYiWXV/iUC3o97mMSvJoGDgTAVntv1l9+BaBm7U8A2P/YhiMrC2Mj+VLkkhLKVn/vPY648kq/9VRF4cB5E/0qg3Qx0ZS/9x4FCxdBE0kPJS18iEYXxO32n1RXQ0PjxCMzM5OUlBSvwuRYdu3axQXH5AEbN24cS5YsQZZltm/fjizLDdo7HA6iozvXA2nAgAEMqBeCc+zYsRw4cIDnnnuO//73v50qi0bXIiXlRkrL1lFauoasXXcRn3ARAD+U5HHf51eweMJiBkR5fjt6fQS9es30tk1KSiI7O5vc3Fx6pZwEgIM6w7LffvuNTZs2+WziFRQU4HQ6MRi6UfKMYwg5NRG53I6hd3i3VZgAlEXV/R+Y9wuEfa7DerKMY1jX9KIVXHhymDgFWpRYsZshV1SgOhy4Cgs9Rpra5rdGKzDIJsLtsUj6loUY19DQ0Pgr066zt5iYGCRJorCw0Ke8sLCwWyT00ycmMfDjd9g94HoAlFPPod9Dd4Ig4K624ioqQnTZMQ0d6m2ji4khZPx45OpqlOoq5Moq5OpqVJsNFAUxNNRb17F7F+VNLDiTnnmG8As9sa9tf+6g8tNP0cXGIIaEgihgSElBn5KCPjkZsZ0URRpto+jZZ9vcR/AZp5P6f//HvvETcB8zdiw//uh7vcXPNdqPfc9ezGlp2LZu9V9B9mziGnqm+hS7i4qo+Ohj37q1nh9ikCdboqGexexRRKMRVVW9IQjqo4uN9VECGfv1bVAHQHW5cOU1kj9IVSl47HH/547B+vvviCYTpsGDPeHLJElbQGgElJBoM3fdsxPYyZQP7kU6MyPQIml0cSJ7jGBC4i4Eg4Ro6J5eqna7naysLEJCensTOh/l9jc/bqQVCKKIrt7G6MxX3mv8IqKA3lA3B7p16Zt+q+nrXV+uqcGZleUxUomP9/veMpmcSJKExRJCWFiat7yiQiEppVfj8uCJtd0cUmgoxpNOahB2EzwJ3SVJYsuWLd6QXkcJCQl8TJnRo0ezfv36QIvxlya5x2WYf9jIwIHr6Ne3d6Pzr45EEESGDH6OTZsvxWY7xOHDLyGr8GXBYfIdVn7O+9mrNDmWlJQUsrOzycnJYdiwdJ46RQWHi6DaeabNZqOkxDdMq6qq5Ofn07Nn54Yia08EvUjERb5zYFdhDYpDxpjacUmBRYPE0B0fo4syEX39oAbnt2y5horKTQwd+gLxcXW5Sr//wSPrqJEfEx4+3Hs8fPjbREWOAcCiX0+V8DUJ6elEnnVVh90DNP1OaZIwkEOrEENC2n094M47hKvMgmTWYeg7sF37bilSWBiKzYYUEaGtdzRajVEwochuJJ2mNNHQ0NBojnZVmhgMBkaOHMn333/PJZdcAnjcrL///ntmz57dnpfqECIuu5SMslLMrzzH1uFzKZs0G0OfPgiCQPbmQn76ppzh5/VlRL3wYyHjxxNyjPUggOp04q6o8Mn9YBwwgOhbb8VdVopcWub5t6QUd0kJqsOBLjrKW9e+ayfl77zTqKzJ/3mesHPPBcBxMAvbtj8w9OiBPiUFXWysNoHqLNrBeKnmp3WULFtG0MiRVH31VZN1q778stFzWRdf3GTbkqVLiZk9C1Vp3gLeW6fWA8RfmLlD112PITWV1DeXI5eW+ih0gs84A/61uC7sViML+6Z+p6rLhRQTg3zMIvpYLGvXYlm7FoAB2/5g/9lno09MoveHHzTZTkOjI7Fb89l+xxHelP7O67+9yctDLiMhPjHQYml0YY688xn7e98TaDHahCgmERH+CBaLC6ezlYtxe8ur2lpQ13ZsqO5UcFEM1cWNtsnIGMTXX3/IWWd5NgoVRWH16lXMuOnmJq81bNgwcnJy2Lt3r19vk0GDBvHzr7/6GLxs2LCB/v37I0kSw4cPR5ZlioqKOP3005u/uU4mMzOTxETt+RVIYn5/Dt2Z17Kf6znrq1UooxVviJXORK8PI33Yy2zeciVudxWSAI8NGsWfQgbThkzz1pNlOzXW/QgIhIYOITk5GYCcnBxEUeCaS6f49HussvAoubm53VppciyKzU3pWztxVziIvmEQ5kEd40lm6BHKn0Ou8Bz80Hi9P/+czZ9+yjdvucLn+PAPV3FYhYpwPYokwNkA78MP97eXyH5pzTtFtIJiBupXs3SAUCGejwsX9qrWRxsQ3SZCok5qkwiKzYZisXgUp+3oca/ThSAIEqKohfw6kTGbTeglGVHSlCYaGhoazdFqpYnFYmH//v3e46ysLDIzM4mKiiI1NZV58+YxdepURo0axejRo1myZAk1NTX8/e9/b1fBO4K8fRVsLh1ERT+JUFseDmuC14rrwO/F2C0u3I46N2RVVVFkFUnXcONXMBg8cUbrYU5Lw5yW1qCuqqooNTUI9awsTQMHEn3bbbhLipFLy1AVGXdhEa4jR1CsVvT1FDc1GzZQ+I9/+F47ORl9jxQMKSlE3nADxlpPAVVRNIVKO6KPj2u+Ugso/vfzRN98Ez3fe5fD117nc06uqGi3EFS2rVspfeXVZutZf/mViEsuwZXvCdtl3bSpQR13QQHuggJUqxXHvn1UfvKJ95wgSR5FSa3SxLp1K1E33tigj6Y8Z5yHs9E1ojQxpaX5DYtm//NP5OKShknlNTQ6GRUVtyRSLYRjU4O8yW01NBpDwX9oRY3OY9asG/l//+9Bhg8fzMiRabz44tvU1Nj427VNW1OPHz+eM844g8svv5zFixfTr18/du/ejSAInH/++dx1112cfPLJPPHEE1x99dX88ssvvPDCC7z44osA9O/fn+uvv54bb7yRf/3rXwwfPpzi4mK+//57hg0bxgUXXNBu97hz506cTidlZWVUV1eTmZkJeBK/AyxZsoTevXszZMgQ7HY7r776Kj/88APffvttu8mg0XpEUaZa8CRnEBERhcDN5YOD+5GR/hqbt3hCr6rWXdwyZqn3vKzI3PbdbcTaf+XMcB3nnbmDlJQUwBN9wF/ILd0xHlgTJkxgzZo15OTkdPDddDIC6OKDURUVQ0po8/W7CMN2VCEpsH50JI4umK9TrAKpQkAwgxzbxedbQvuHb5VrakBVkVrhmbhhwwZmzJjB7t27ueCCC1i5ciWbNu1uUKZx4mGRqyh2FhOiDyERzSCiNfgbN/7KNDQ0ThxarTTZvHkzZ555pvf4aBL2qVOnsnz5cq6++mqKi4t5+OGHKSgoICMjg1WrVjVIDt8VqalwcCTLgd4YxYjM5xj+Sl3i3vNuGsyh0fHE96rzHCk8VMX//vMHA09N5LSrjt9iRBCEBpOcphQscnm5T31ddBRBp56KKycHV34+qtOJMysLZ1YWNUB4PQ+E8nfepWz5ckLPn+gJ95Wc7An5lZSEqCWSaz1+wmwcLxUfr6D01dcalJcsW0bU9Ok+OXaOF7miEtvvvzdbz3Eoi8NTpyFXVHjL3OXl/iv78SKpWb/ek4+l1mPFUpsL5VgUS+MmYKZBA70eJMdi6NXLr9JEbSSfi4ZGZ+O2Oil2pYABCkjk45WfMGdG1/e41AgcdvsJtjnYDbn88vMpLS1n4cIXKSwsIS1tAJ98soyo5OY3CVesWMH8+fO59tprqampoV+/fjz11FMAjBgxgvdef51HFy7kiSeeIDExkccff9wnd98bb7zBk08+yV133UVubi4xMTGceuqpTJkypZErHh+TJ0/m8OG6xPbDhw8H8Cp2nU6nV4agoCCGDRvG6tWrfeb+Gp3PIX2s93tZXGinh+Y6lvDwEfTrew/7D/yT8PDhPue+zPqS3wp/xyToGROq1NYPJzQ0lOrqavLz86mUwnn718PEh5m467wBhNXzzJckyetdkpub23k31QmIJh3RNwxCsbiQQrtPrhZLsA5BVVED/LtrDNWAx8PE0HUUJhs2bOb555eTmbmLgoJi3nlnCVOmnIUiOVEVFUFsn7+lXF2N8/BhBJ0OsV8/vyEg/TFv3jwyMjL4+uuvvWEg/ZU1xe23386GDRv4888/GTRokFcJX59vvvmGRx55hB07dmAymTjjjDP417/+Ra9evVpzmxrtiFNx4pSdOERHoEVpwE8//cQzzzzDli1byM/P59NPP/VGsOkKaONGQ+OvR6t3fCdMmNCsxezs2bO7RTiuYwnO3U5KzhpyUs5ia/odjHA5wOD5E4mSSJ+MWJ/6WZklOKxurNW+MSDyD1QSmxqCTt/+ljiCIKCLivIpC5s8mbDJkwHPprGroADXkSM4c3JwHcnBUPtwVd1ubH/8gSs3l7LXXm/QtxQbQ9+vvkKqzcNStWoVAIbUVHSJiZ64qV10shwonIcON1+phdRXUPiUV1vYP35Cu1xDsVT7LQ8eN46aDRu8x/Y/tjWoU7hokd+2/sJ9FS56CvR673F4PStZVVWp/uZbTEMGo9jrYqzEL1iAUmOh+N/PA2Do3Rv7n/6CBkDVF1/4LcdPQnkNjUDgdOvYrvfEES8SEqiy+P8ta2gcRVY7Io6IRmu59dZrufXWa48pbX4jLioqitdfbzi3OsrF48dz4ciRnjCqfrxH9Xo9jz32GI899pjf9hEREQ3m3/7KmuPQoUNNnr/nnnu4557uHSbuRKQ8rM4roSC6a3goGE1JRESMJjjIN2fHlD5TcLsq2L33SULEurWQnCSj7FHIycnhg3Xf8HlFMr2jPEqTpKQkbz1VVb3HlZWVVFdXExraNe65PRBEASmsTmFiP1CB5ec8oq8ZgNBOa0fH4ap26ecom4dHeL8HrRMJ+0TCnqFQMbVrzLtVE7gTVdR2DTzeNqxWG0OHDuCGGy7lhhvm+p5UVXzjiB0/YnAwgtGI2ILcWvU5cOAAM2bM8HqBHS277bZbSU5OQmihN9v06dP57bff2Lat4doxKyuLiy++mHnz5vHOO+9QWVnJ3Llzueyyy/i9BUZ8Gh2DqoCk6BDVruc1VlNTQ3p6OtOnT+eyyy4LtDgNaGzcHFvWHNq40dDoPmhxmuoRLNSQnLcBvbMKvcuCUJucsDFOubgPF9+ZwfDz6hJrW6ucfPLsFl6fvx6H1dXRIjdA0OkwpKQQPGYMkVdeSdy8uUjh4d5zUTdcT/z99xF5498IOessjP37e5N9KzVWxHra8YoPPyT3zrlkXXY5+8aMZc+IkRyYNJns6TeR//AjWrgZwLZlS4dfI3jc2PbrTPQ/OdIlJjTbtOrz1ikqfBVsdb+VmnXryL3zTg5eMMVH+RF6/kRi/t//QzxqbXg8Crp696f9PjUCiSDpGFu+C4CR6kb05q63MNHQ0NDQ6B7oK6tIVHOJVQtJKqoItDgAJMRfyMgR79Gr10yfclEQmdz7PE4JkTk6/9tTtof/Ov/LugHrUEUVk62IdCmXW8d4QsNE1FMkKoqC0WhkypQp3HjjjZhbuRncnVBdCmXv78G+o5SqH4+0X7/u9g8BdRTBDaJDQOj8Za6PDLoiAeotQbqSwgTg3HNP56GH5nDhhWe3uq3D4eDee++lR48eGI1G+vXrx2uv1UUj+GnDBk6/9lpC+/cnKTmZR155BTEhwetloigKixYtonfv3pjNZtLT0/n4448Bj+JcEARKS0uZPn06giCwfPlyb9lNN92MKEosX768WTmff/55Zs2aRZ/aMODHsmXLFmRZ5sknn6Rv376MGDGC+fPnk5mZicsVwB/QXxzRqSPKlojBGhxoURowadIknnzySS699NJWt21u3Kxdu5bRo0djNBpJTEzkvvvuw10vSkVbxk39subQxo2GRveii00vAo/RUY7ebUUfHoqiqEhNJMgSRYGUgb5eH5XFNoLDDASFGzEG1Vnab1l1iB6DoojrGXZsN52KOSMDc23c6qOoqopcUYFcUuKz0W0aMgTZUoMrPw+5uATVZvOG/dIlJPjULV2+nKov/ucJ9+X9JKFPTsaQnIwY3PVeyu2BFB6OXFnZwdeIaLe+8ubP93+iDQqG3LvvJtpfzqLGYh7XWi6pTl8PLetvGxGDzChVHuu4xjxvmsKcPoyBO3eALGteURoBRW8W6VVUw42mtwkrDSE4vkegRdLQ0DhOPvzwS+68c4zfcz179mTHjh2dLJF/Jk2axLp16/yeW7BgAQsWLOhkiTTaC50rlIm2NShuI1WV7efl3Bb27VuI1XaI3r1mExY2zOec4LWi92zeZ1dnE2WKYlD4IFZ/s5ogAYbr85jQL9JTXxCIiYmhpF4eu1GjRnXKfQQSQS8Sfd1AqtflEnZm95gnWE9VsA91ohoDKESxA8UJYqkRpTa9pKK4UFW5NpF53Rpclj1e7aJo8HpPKIobVXUjCCKiaGi2rih27pbJjTfeyC+//MLzzz9Peno6WVlZ3rGRm5vLhddcww0XXsjrS5ZwsLqaW265BXNQEI8++igACxcu5J133uGll17ipJNO4qeffuKGG24gNjaW0047jfz8fAYMGMDjjz/O1VdfTWhoKOeffz4DBvRnwYL/x7XXTiM2tleb72PkyJGIosgbb7zBtGnTsFgs/Pe//+Wcc85BXy8igUbnIctWFMWGjAlB9Kz/FcVZOx4kRNHoUxdAFE31xoMLVXUBEpLUfN36Y7GjaW7cTJ48mWnTpvHWW2+xe/dubrnlFkwmk3fcLFq0iLfffvs4xk1dWXitsXJb0MaNhkbXQlOa1MPuVKkM74s1KAGbKiAeR6zRxL7hTH1qHLbqOi2w3eLijx9y+HXlQW57fjw6g2czWVHU47pGeyMIArrISHSRkT7lcXfd5f2uOJ24Cwpw5eXjys8Hpc60x7JhA0X/fAYUBbufjQPjSSfR54vPvcelr72OYDJ6FSr6pKRuq1QJmTCBys8+69BrCFLHO4TpE5P8KoDMI0c2601T89M6gkaMaFCu2mze75VffkXiE08AdfcjGI2ojrpYqvkLFqDWs544fN31rb4P1W5HsVobhLDT0OhsFLuDggHlvCXczjDzVqYUOZtvpKGh0SWZNGkCEyZc4fdcV1rAvvrqq9jqvXvrE6W9F7s1A4Us5gfNAuBu90cBlsZDecVGqqu3k5x0bDg7OBp66KjX77k9z2V88nhKa7L4uWYb27c3XC/8/e9/Z9u2bUh+jG5UVWXjxo3s3LmTk08+maFDh7brvQQSY+9wjL19N9pUWUVownCvsxm+rRJBUflzcBhOs4gcYOefjblXA5Ax9E30eP52BQUryc17h5iYc+nda5a3buYfU1EUB8PSXsZo9ORYLSr+iiNHXicq6gz69pnnrbtt+6243VUMHfI8ZrMnkkRp6Q/Exp7XWbfG3r17+fDDD/nuu+8455xzAHws0l988UV6JCXx3AMPoAsLY1jPnuTl5XHvvffy0AMPYMvJZdHChaz+/nvGjBnjbb9+/Xpefvllxo8fT0Kt8WN4eDgJCZ5oA8HBwQgChIWFkpAQj8HQ9v/k3r178+2333LVVVdx2223IcsyY8aM4auvvmpz3xrHx5q1npy5cYP/S1hQMhDD4exXOHhwMUmJVzFoUF047p/WjUZRbIwdsxaz2RN6Kif3bfbte5L4+IsYOuQ5b90NP4/H5SrjlNFfExLSH4D8/BUkJ1/TKffVonHTowcvvPACgiAwcOBA77h5+OGHcblcLFy4kNWrVx/HuPEtayvauNHQ6FpoSpN65BXp+GPYLERV5oLZI47bUl0QBILqxaqtLrMTEmEkMj7IqzABWPXydizlDsZd0Y/k/pH+uuoyiAYDhtRUDKmpDc4Fn3oqvT/9BFduLq6cXM+/ebk4c3Nx5eahrxffUVVVSpYuRbFaffqQIiPRJycTNHo08ffc7S137NuHFBWFFBXVJT0HdO30cmwKZ3b7ues3Rs369X49ZoTGvEWOoXjJv5s8r1qtKE4n2dOnexUjxyZtV9vB3fTABVOQS0vp/flnGE86qUv+ZjT+Ikgmgix6TgrZTYK7AOSu/YzXCDyGaO030lUJDQ0mOblfoMVoluTk5ECLoNFBOBxmBqg7AXDSNZTw1dXbAdi773FiYs70PSmIgIjJVPeb/HP7dMrLf6F//6vZvt2AWxU4XCVTQRWDEsMIDg72blYByLLMrl27yMvL44wzzuDrr78GPArAE0lpciyWjfnUbCok9qahiKausVQPr3IhKSAoAQp9q4LgoKF3ywkY+TQzMxNJkhg/frzf87t27eLUsWMx9urlDcc1btw4LBYL2QcOUrZ7F1abjXPPPdenndPpZPjw4R0uf30KCgq45ZZbmDp1Ktdeey3V1dU8/PDDXHHFFXz33XfaOi3AONxdLxH88dKScTNmzBif39zRcZOTk0N1dTVWq1UbNxoaGg3oGjOxLoJrzy4Mjn5EVO4ndfC5zTdoIbGpoVy14GRkuS6+rKKo5O4px2mX0RvrZnxVpTZCo0zd6mEoSBKmAQMwDRjg97xPGCaXi4grr/AqVFy5uShVVcjl5cjl5ehiY+vaqSqHrr4GxWpFMBrRJcSjT0hEn5iILjEB0+DBhJ3bfv9Px4NcXt7xF+kEbyRbZqbfcse+fe12jeIl/8a2uZ7XSgckbZdLSwHIuuhiBvy+pdm8RBoaHYVRCOV/IRPYJwxkn34gA/NXB1okjS5O9KhTOXKkaQW0RmAQ5XaIQ6Pl2dJoAzuTEtkjDAag36BOmHu2Arfb0qBMEk0IgsSI4W97y2y2HI44BeZv/YKYwQmcKT7ONW/8wcQh8bz8t4ahuARB4PPPP8fpdDJw4EBveX5+fsfcSBdAsbmp+uYwSo2Lms2FhJ7WNRShOwaGIqjg0ovo8gSMewTcMSqOtE54rikglYBOEXAnqKh6GDH8fQCfUEIJCZcQH38hguCrSclIf7O2bp1BY1zsZGJjzmuQ7HxY2v81qBsdfVb73k8ztCSHjyCKSKGhDcqlIDN2o+dv8uWXXzZQpBuNnRtTbenSpYSHh/PPf/7TW/b222/To0cPfvvtN0499dROlUcDJozfTl51HpUuO6Lo+f33TL2F1B5/bzB2zjh9I+AJuXWUlOQbSE66mmM1luPGrm1QNzHx8o64Bb+0NfeVxeJ5j2njRkND41g0pUk9UmNshH57NN7z3U3WPR6kemGWRFHg2kdOJW9/OTEpnuTrLofM2w/9isEkccMTYzAFe0I+OKwu9EYJsRPCNHUEgsHg8z3+/vt9zstVVbjyPAoUMaRuAqjabIjBwShWK6rDgetwNq7D2d7zIWee6VWaqKrK/jPPQgoNRZeYgD4xCX1igkfBkpCIIbUH+sTEdr83y9q17d7nsRQ89HCHX6MxWqUU0ungGO+R+pS9/no7SNRy1EBZw2loAO4OTMKqoaGhoaHRldHpQhiWtgyjMc5bNnjwM+z/9VrcKsjInJF+Eu//uQWz3r+7gCiKJCUlcejQIXJycrzlhYWFyLLsN4xXd0c064iZPhTbjhJCxiUFWhwvxTF1m4amAwLhH+mwpSs40hqf97cbYu0HjqbIQZJMDauJeqBhuET/dXX42wZpvG7nkZaWhqIorF271htmqD6DBg1ixYoVqKrqNbLcsGEDoaGhpKSkEBkZidFoJDs7u1Gr+87CarV6N+aPcnTcKoo2Tw4EkhSESYgChwud6vm/8SgJDX7rHkvj46yxup2DNm40NDQ6Ck1pUo+4u+9GDAsjbOLETrleSKSR/ifXhXeqLLYiigKSXvQqTAA2rNjPnt8KGHf5SQw70xPqSnYpVBRZCYsx+3iqdEeksDCksDBM9azIAMSgIE5a9xOq04mrqAhXXp4nr0p+Aa78PB/PFqW6GndBAe6CAr/eESETJtDjpWWAR8GSN/9upOioWs+VWuVKYiK66Givq3NLcBcWHudddz7hF1+MoW9fihcvbnVbQ8+eOA83k3i0CYVJQFDa35NFQ6OlGMP0/O3ZndTE/UlMz3DO/dvfAi2SRhcnsmcGY8PW4XJbUGUXbns1CCAZzUh6E4JoQHbU4P7/7N15fBT1/fjx18zsmTsh9wEJhPsIh4IIiiAt4G2xUusBoigiakWsSr0qVqxWa62K/qqC1SpVUexXLa0XoEhFjigQDoFwE0ISCLn2nM/vjyVLlhxcCTl4Px/sg93PfGbm89nZ2U923vP5fDwVGHYnum7H767E5y3D4ojEFh6L3+3C5ypD+f3ohg1LWCSGzYFm2FA+Lz5XOX5fJRo6hjUMdPBWleFzlWJ1xGANi0Fhous2DLsDv6cSn7sSDYWmO9F0UJqJv6oikG4JTKKrTBOFDz8O9ldpOO0dsNsCf8dougEolGkGeltoABrK9IFSaLoFTddRph/QQNfRODwXglIQ7HmrASZKmYdf6YeXaQTGbqlO0w//IFaYfh+gAndPVm/HNHHv2A66hhERgb+sPLCuqaA62K7rgXZv2zYwFbbMU5+g2ZqaCqaJ1oLmQBGtRzvViUlfvUmE3cEFw5u3l/XxOnrIrqjIXqTYrDySUsXZ/f5ARrt2/PDIzxvsXV8dNNm9e3cwTSlFUVERSUlJTVb25mRLi8CWFhF8HfguBO0Eep5rVp0u372Giqwi5opM/B4Xfm9VoO0wrPy07Y9UlG6kfepNxMQOwGKLxO/zsnb17ZiGly69HibC2YVVy68HpZGVOZWo2F5YwqJw+X6kvPBTort0JKvjCMBAt1jRLRZMjxtP+QF0mxVbWBzoBprSMJzhKNOPv6oC0/SgaQaGLRxTuTHdbkyvG79yo2uB4Iz/QAl6VAzYIygo82JNTMNqt2GzWINf+ar673xNA2UGXutGoM1R1e1NoD1QEJJW481FKTPQ46T6c6hpgbZJ0w6vrxNow/wopTAP7Md/sBLdYWBJ7QAE9q1QaAT2paFRUVnF5i1bg7vau9vNTxuraNeuHZGR9R/LzMxMxo8fz8SJE4MTWm/fvp3CwkKuvvpqpkyZwnPPPcftkyZx+223sXnXLh555BGmTZuGrutERkYyffp07r77bkzTZOjQoZSWlrJ06VKioqIYP378cX+OjmXz5s2Ul5dTUFBAVVUVuYdHLujRowc2m42LL76YP//5zzz22GPBYYZmzJhBhw4dTvuQR+IIO3aU34JhtryRTcrLy9m8eXPwdX5+Prm5ucTFxdG+jmHiqx3veXPHHXcwdepUNm7cKOeNEOK4SNCkBt3pJPE3v2m2/cenRzLpufMpPxA6vmRpYRWmT4XMk1JSUMG7f/geZ6SViU+fF0zf9mMR7iofqZ1jiIyrfbdMa6TZbNjS07HVmBvlaHpYGB0/+TgwUX3BXnx7C/DuPfx8z15sHToE85qHDnHok0/q2ZlG9GWXkfrHJ4HAD5XCp/+EJS4WIz4eS7t4LPHtsMTHY8TG4jxrQOiQUy1Y6Ucf0eHtf5zUutopdnltFnInhmhGfu9+Cn+1m3esv6I76/gZLe+HiWhZdr71CZszpzd3MU6JrqcSE/0IVW7wqxb8mT98rdVHCdTTvHldP0H1fS3lB3A6Tq0d1E/z8A6ibUkv+pKnLvgFAI5/f8agcy9o3gKdBMNwkpwwHGP/f/Ac/Ao9YfAx16keJqVm0ARgz549bTZoUpMyFaWfbMV0+Ym96vjn6rO3j2LToJsCLzbVkykMth58Cg7WSIsK/Lcu//BE6odjN/u2/pZ9QFmkBdOiQfWoO1tnH39ljpNzuU70Pw3KR/mpHJ1MTPQjuPxg+jRoCfdnhR1+4MPtqu/NhW+Wfc8ll9wUfD39t/cB8OtfXck/3vmgwV3Mnj2bGTNmMGXKFIqLi2nfvj0zZgRGw0hLS+P/5s3jtzNm8NqbbxIXF8dNN93Egw8+GFz/9zNmEGux8sTjj5O/fTsxMTH0798/uI36aRiGM2R4sobcfPPNLK4x6kL1Bd38/HwyMzMZMWIEb7/9Nk899RRPPfUUYWFhDB48mIULF57ycEri5IWFObAa/pBRUFqKFStWMHz4kYD7tGnTABg/fjxz585tcN1jnTeffvop9957Lzk5OXWeNzNnziQhIYFZs2axdevWEzhvToycN0K0LhI0qWHPTwdYs2g38RkRDBid2SxlMCw60QmhX4ZX3N2PshJXSO8TV7kXe5iFqPjQvKs/28Genw7y85t6BoMmBVtL2b3pAEmZUaR3i2v6SjQDzWLB3qkT9k6djp3ZsJD04IN49+4JBFcKAgEWX2Eh+P1oziPBJvPQofqHlTp8J1JrsuvOu05qPfeGDY1cEggbOJDK5csbfbvVVCsOmijTRHm9KLcb5fGgPB4s8fHBoe58RUX4CgtRfhNMf6Cuhx/Kb+Lo2aPOsY7F6aNQeK1QpCVSqnZjqtb7eRSnh6laxuTOoi6tq60XbY+u+ynSAkNdKa3lXeg6XinJv2D//v+wYfeHxKbdTHxYYoP5U1MDQ1QdPHgwJH3v3r1nxB233t3llH+7BxSEn52EPTO6WcrRb00phglLB8bicjTxCAcm6FUa9jU6lT9v2l01pfPOO5vS0h9rpev+YwckHA4Hzz77LM/WMzrA+UOG8PU772BERmHrUMfd934/U64ay9TrrsOeXfdv46PPqUBa6THLVtOiRYuOmedXv/oVv/rVr05ou6JpVZjlFPmKCNfCSSb52CucRhdccEGgd91JONZ5M2zYMJY3cO1B0zTuuusu7rqr/usldZ83tdMaIueNEK2LBE1qOFTkYvPKQjwuHwNGN3dpjtB0rVZwJKN7HDc/ez4+T+gQRImZUWi6RkzSkXEld20o4bt/5dP93JSQoMm8x5djseqMubU34TGBOyBL9lZQWlhJbHJ4yDbaEiMinLjrrq2Vrvz+wBweR93FFTdxIv7iInz7i/AVF+MrLsZfUgKmSfj551Gx5OvTVfRT5i8qau4iBPnLy5p2B40QNDHdbrw7dmDr2BHt8Fiiro0b8e7cifJ4MN2BgIZyu1HewPO4G25ADw8HoPTjT6j4+muUt0be6vweD+kvvhCca2f/iy9S8vocTI8HvN5aZcn6aEFwSLqD773H/r88X2+5O7z9D8L69z/l+ouT56/yUOxNAxsUEc9HHy9g8s1TmrtYogVzufY0dxFEPbzWgzg5tQmZfQcPojwejKgodEfb6AksTp8dlvjg85KElvH3eVbWb8jPf46E+Nrjx9enXbvzUUYsr+z189dPf824jMf4b67GeZ3jmTqic638MTExOJ1OqqqqgmlOp7PWeO9tlS0jkthfdEaz6s0WMAGodBroJjRFB0KtCoxS8B2+dls1yERZfLj6mbTFw2waHpSpTmi4tROl2e1Yk5MD800KcRS3343L58JymufrEUKI1ki+KWtIzIzivHFdiIxrPUMoWGyhd/sMGZtdK09cagRdz0kmtUtMMM3j8lG8qxwgZE6ULasKWf5/+fQYmsrw647MMfL2o//DYjO4+PY+hEcH3p+CraXs3VJKYvtI0rrGBvMeKq7C5rBgd1qa9A/CxqYZBpb4+JA0IzqapN/eWytvzQCL7nDgKynBmpJC6Uf/wiwvI2L4cEr+/iaRF47Au3s3ex986HRVo9Vw561v0u2bLhfePXswXW6Ux41yu0Oe27t0wXZ4bFTPrt0c+vhjlOdwHrcbs6qK0g8C3ee7/G8ZRkwMAAf+8TYH33233v1GX3FFMGjiWruW0o8+qr+MlZVHXvj9mBUVdebTbDaU98iYBHpEJJakpMDY/7p+5H/DAF1Ds7We77C2yu0x+MHaA4A9WgbFBzc2c4lES+dXh5q7CKI+2qkH4f0HDmBWVASG6TrJoMmCBQuYPn06+fn53HHHHTz33HN1pom2pzg6Kvh8d3xUAzlPH4c9icjIXjgcxx9Q1HUbHXu9ilk8gypPGZVug+/yiwiz1d17QdM0UlNT2bJlCwBdunThmmuuOe5hqtqC8LNP/E5wz87GvTFp+YAjv/Oc3+tEvW/g7mZy8MZTmz/QtkUj9hULZpRi/wxfYMJ3DVxntd3eud9+u5Krrqp/aLry8vJT3odus6Ef9Zv2eATu8A/MynLbbbfx1ltv1Znvuuuu4+WXXz61Qopmo0zQTQPNbD1Rya+//poxY8bUu7wxzpvGMHnyZDlvhGhjJGhSQ1xKOHEp4c1djEbXsW8CHfsmhKQZVp2xvx1AZakHa41u1s4IK4kdIolNPnIXm8/j50BB4OJuzSDNjnXFfP/JNnqenxYSNHn70e/we02u/8NgotoFeshs/K6A7/61le7npnD2xVkA+H0mn72+DpvTwvm/6oLFGtj2/p1lHCqqIjb5yPFQSlFW7MJiM3BGWJs9GHN0gMV2+CJ5zNhfBNOSH/xd8HnMVVeFrO8vLcWzaxee/G2EDzmX8i+/wn/wIM7+/dAsFopfe52yhQvr3LcRHx/SYyT7qy/ZPHxEo9SrLan8fgV7H3ig3uVJDz1I3LWBHkfePbvZ38CFJnV4knulFLYO7XH27Qs2Gy57HFXWaBLsh9BtNjSbjZIDJmV7ColOdBJxwQVYEuJRFhtbi6NRhkHnLLCG2dFsNgrLwyj4JJ+E9pGkX3cd0Zdfjma387/P92MqjYGXdsQR7UTTNLatKWLTa+tI6RRN7+uvI+766wD472vr8Lr9DLumKxGxgWDJ/h1l9Q3TL04TzWLl7EMb2RTdnR5qDVZH6/lhIsSZ7G9/m8fzz89l374ievXqwtNPP8CAAb1PfcONMMLXrbfeyo033sidd95J5OEhGOtKq4/L5WLy5MmsXLmS9evXc8kll7BgwYJa+dxuN4899hhvvfUWBQUFpKSk8PDDDzNx4sRTr4Q4KfZDZUSqUnxYSClq4p66xyk19WpSU68+4fU6tuvLOxe/w67yXUSSRVpECT1T6+9FMWrUKGw2G9HR0WdUsORUmJ5TC2Y0yAdGmYZeeerHwpus0EzQfBrGAfC3a4TytXD9+vVk9cpVaI0xn0Qjnw5VVdvx+cpwONJ47LHHmD697nnWoqJaRuBWnBzdY6FdVSqmzwcxzV2a43PWWWcFJ0xvyeS8EaLtkaDJGcowdJI71v6B0mtYOr2GhU64rhsaY387AFeFF1uNAEu7tAi6DEwiKfNIA+D3mcHRrexhR+ZgKd1fRVmxC9Ov8PtMDIuOp8rHllX7Abjg2iO9WjZ+V8APn++k/6j2DL4y0HPG9CnefHAZADf/+XzszsBHd9V/tvPDlzvpeV4aAy8JBGOUUsx/aiW6oXHRbX2Cc8FsWV3I5hWFZHSPo8fQ1OD+vnn/J5RfcfYlWcG829YUsWVlISmdY+gx5Ejeb+dvxu8zOeuiTJyRgTFpC7aWkv9jEfFpEXQ++8iklD9+tQuf10/2gMRg8KisxEVlqQdnlI2onj1x9uwJgOeswNAG9vQIDEMn/bk/46p4irJiF7HJYcFglafKi7vKj0U3gxfTAbJX5eLdvQtbchK61YJv3z4K//wcZQsXEj91KuGDz2H7tdfVOt5NKeuD+eT/Ymydy0xNR2kGmvKjH57rwdQM/B264yvYi9NVHMxbEZaExxaFs2o/UamxePLz8RkOitr1IqxfP/pMGsW2w0Gp4rgelEWk0eHczlhTktHsdnxh0WxNH4VmWOhRtgTNbkO32dlSGs/Sv/5Al4FJZCUnET32F/is4SwqzsFE56Ie2zHsdsIHn8PyJQfJ/XwN/X6WweCbbqLdTTfh8/p55Y7FYMLkpy7AsAZ+/Hz7wWZW/3cjOSMzGHrVIMLPGYTpN/nn7YsAyLn5vODnLO/jfL7/OJ+e56eR2bsrxAWGz1v7v/WYPkX/i7ODx/hAQSU/fb8PXdfofcGR93LHumLclT7O/UUnIBA0cVXUHt5LnF4Wp072zgpu0v9BRFE44ckZzV0kIcQxzJ+/kBkznubPf36Is87qzUsvvcWVV05m5cp/ceq/dU8talJeXk5hYSGjRo0KzvNQV1pD/H4/TqeTO++8k/nz59eb7+qrr2bfvn289tprZGdns3fvXsxWPE9YW+D1x3JN2SeYPhu+FjL90db8v1JR8RPtM24kOvrE5heJtkcTbQ/8DmnfLox1Reu448uXeezcx4h1xIbkTUxseN6Tts5f6qZybRG6w0L4gKRjr9DEXH1MCmd4Uc4T/E7zBXqpWPdoHBobCOqocCi6y4cvVUETT5XSUjidDhLjsxsnaFIPZZqBG740Dd1qPfYKdUhMTDzjz702SwNT84PWeuZrczqdZGfXHlGlpZHzRoi2R4ImNbgrvVSVebE6jOAQVAL0egIsnfon0ql/aKNgWHRuff4C/D4T3Thy+0vnsxKJSwnHHmbBsAT+SDSsOueN64LP40ev0XMkMtZBSqfokHlcfF4/FpuOz2NisR35I9NV7qWy1IPHdWToImUq9uXXHuakZE8Fm1cWYg+zhARN1i7ajd9n0vdn7YMXs0v2VLDhfwWgayFBk7Vf78br8tNnRHowaFK4/RCrFm4ne0BiSNBk5b+3UXnIQ9dBR7rVr12ym1ULt9NnRDrnXd0lUF6leG/WCgAmPj0UZ6QN01S8+8T3lBW7uPp3Z5OQEbh7dMvqIr78+3ra92zHpXfkBLf7z1mrKN1fxZXT25GaHYGtQwc842fwNVeQqsVwyYAcum8IDIe14M+rKNlTwehbepGSHQNKsWvjQb6Ym0d8+0guuT0nMPzYoUP8d95O9m8r5bzR8XQ4Kx1fURF7NpWw+IsKIsP8XHxNGpqho/x+Pluwn717fFzwi/ZktKvC0aMH0fMXseCFdUREalx1dSRGdDQYBv9dUMyOTWUMvSCcboMSscTHU7ipkA/+tp2wPlZu+F0f9LAwNKuV//xtLZtXFjL06s50HJaKZhgUrdvOkr9uwaoZDOrVk25r16D8fr56ZzNb/7ePxHM6En5OJt1+yKWi1M3i+5aCBpe8c28wCLFj3iZ2LNpFYodIbIM6kvqHP+Bx+Sj7zRIA4m6aFAxWaRs2o0yF33vkj0vD0NF1jbBoW8iEdVHxTlI7xxBd4/Or6RpZOfHohhbSSyqxQyQ9zkslpVPo+dV/VAdQhAQp07rEMOSqbOJSQ3vDDf1lZ0y/Cn4egVp5xOmn3G729SzmNe1O+kSs5pLCFnKVS4hmojwN/DjXQbNox5dXA8167Lya7cRvwX3xxb8zfvxYrrvuCgCee+4h/vvfr3nzzQU88uBQtAbGhz948CD33XcfCxYsoLS0lOzsbJ588kkuueQSAD5cuJDHnn2WLTt3kpKSwh133ME999wTXN/tdvO73/2Od955h4MHD9KrVy/++Mc/csEFF7Bo0SKGDx8OwIgRgZ6lX331VZ1pF1xwQb1lDA8PZ/bs2QAsXbq0zslLFy5cyOLFi9m6dStxhwP5mZmZx37zRJPKMTcxPep2AH774wfNXJqAAwe+5eDB5SQmjDrhoMl3yy/G7S6kf7+3CAvvzINLH2Tzwc38dfVfeXjwww2u+69//Ytt27YxcuRIevTo0WBepUw0rXX39PSVuCj9v61YEpzNFjTps+4QmqlY3zUST7iOL/zEL7YaJRD7pgWlKSoHm4FACeDLaD0XblsLs6oKT34+ms2Oo0vtuYLEmc20eSkOKyLCFgGcAd27hBDiFEjQpIafVhSy+O2NZOXEc9FtfZq7OK1adWCkWmxyOLHJoRdybQ4LfYaH9moByLkwg5wLQ+/KtodZufX5C2pNnNf3Z+3pPDApGOyAwPjHF93WG9OvQoYea9+zHfYwS60h2PqP7oDpN7E5j5wOqV1iGHxlp1oXn/v/vD0+rxnSiyY+PYI+w9OJz4gIyduxbwLb1xYHe8UE6mEhMs4RUl4gOKxS9QV9XdeIT4+grNhV6700LDqGJfRiUPVF+5rBJ7/PxOvy4/OE3h3qKg8EB/0+FdifpuH3mlSUeggvC/RQ0AwDS2wslYe2UF7qhdh4jMhIjMhIrJ4YKg6txhYejqNrl+B2TXslXvcBcIbh7NUxUNYwJ0oBVjthZ50VzKs7yoEyLGnp2LMCY2HbU3Us9l1Y7JZAcOWw8Fg7sclhOMIswcnYnenJpHUtCc7Ho1ksaBYLKZ1jQddpl3bkWNgcFgaM7hDoCRIYpheALgOTSOwQSbv0I3ktNoMrpvXDsOjoNd73/qM60Gd4RsjnSdM1bntpOEfrdX4avc4PHd878Jms/Z2S2TuezN61xxwedGnHWmmJHaJI7FD7Vudug1NqpUnQt/kp3UZEmUGvyB9I8+5B0+SuI9Ewa0zb7rZf9qfSepdZOlkIG3fku7jsL6VQT4c5o71B+HVHhqEqf/EQqqr2RbeoGTEnVD6Px0tu7nqmTbs5mKbrOhdcMIjvv/8B95Yt2LKy0G22WuuapsmYMWMoKyvjrbfeolOnTuTl5WEcbrNWrlzJtXfcwe9uu41rbryR79asYcqUKbRr144JEyYAMHXqVPLy8pg3bx6pqal8+OGHjB49mjVr1nDuueeyceNGunbtyvz58zn33HOJi4urM+1U/etf/+Kss87iqaee4s033yQ8PJzLLruMmTNn4nTKwI/Nxedy0Ev9EHhOEw69dAIOHlwOwJatz5CUdPEJrev1HMDrLUEpH3tL3VyWei9fGnP4zYDf1Jn/P//5D8uWBXqcd+7cmZKSElwuV4P7KC7+mrXr7qJTx3tIT7/2uMqllGpxQ4DpEVacOQkYkbW/e06XuAMeDBN08zgDHF5wrNXQD2lUDgv8DvEnQuVgP95khT9OAiWnQo+IwJaRAfX2Ign8vmtpn2XRMrj97sD/Pnczl0QIIVo+CZrUoBsaNodRa3J10XIcPZdJWJSNsChbrTxZOaFzuAAkZUaFDCVWrXpYr5qSs6JJzqrdu+asi2rnTe0cS2rn2Frpw37dtVZa/593oP/PO4SWV9MYP2tIrbzn/iKbkTf2wOY4cpp2PzeF7ufWvkj+q4cCQ0BVBxEAOvRux3Uzz0E/qvv36Ft64/eZRLY7MhFtSucYrp5xdkgvHoARN3TH5/ETnXDkQkli+0h++cBZwTloaub1e03Coo8cj/iMCCb8cUhIMAfg5zf3RJkKi/XI/uJSwrn1L8Nq1W3oVZ3hqtC7pMKj7Vxxd+27GnsMSQ3pGQRgtRucc0WnWnmTO0bX6kGl6xppXWofS3uYFXtYrWQh6uXQo/lX5Ag2ad1Za8uh887Pm7tIooWLHzSEXTtfaO5inLGKiw/g9/tJTAy96zIhoR0/bdyO8nrx5G/D1jGr1nAnn3/+OcuXL2f9+vV06RK4maBjxyPB72effZbh557LA5MnY8vIoPuAAeTl5fH0008zYcIEduzYwZw5c9ixY0dwmK3p06ezcOFC5syZwxNPPBEc7iEuLo7k5EAP1rrSTtXWrVv55ptvcDgcfPjhhxQVFTFlyhSKi4uZM2dOo+xDnLg1aams1QI9jDt0axkT3lbzeg+e+EqHL+YqFK9/k89r3xxg4pC7ibId+Tt93oZ5DEkbQkZkBj/99FONVQ+vq+q/8O71HiL3hwkAbN/x/44raLJ091JezH2R2SNnB4cOawmsCWG0u6bbsTM2ofWdI9AAr1XHKAT7Tzr+GIW7Z41jUOPGJNs2jbi/WTEdispzTTj8lXnw+pYR8GvtdJsN6gjgVzPCw4JDQAtxNP1w7ztdb9298IQQ4nSQoEkNdV1wFaK5xCQd/1X6QLAkNIhhc1hCAi4NbdfutJDQvvYEskf3ygGwOS119niIjHPUSjMsep29HqwSmBRtnM8r4/8LUVPk9AYuQh71uz3yrgbyHnXjbMTtp6eHjmazoTwePPn5gR4nNQInubm5pKenBwMmR1u/fj0Xn39+SNqQIUN47rnn8Pv9rFmzBr/fX2t9t9tNu3and+gM0zTRNI1//OMfRB/u9fnss89y1VVX8dJLL0lvE1GHU+g1oBS906Lpkx5Nco2/F/+393/84bs/EGYJ4+MrPyYlJYWioiLgyIW+hoImm7c8GXweEV73eVmT1+9l5v9msrt8N6+teY1pZ0072Rq1SfuSjvyN78zXifmHBXc3E3dPH44fNCI+M3D1MCm/KPC3j6eTwt3JxNNJoXlBndy0GkKIJmA3nUS5LViUBE2EEOJYJGgihBBCNDJ7pI2rX83DlbIGm664/Opbm7tIooWLyczhLPu/cJUV4HdX4K7cj9JMbI4YLI5ILEYk7sr9eFzFWJ0xWIwwPJWleDyF2CLiCYvKxFtZiqtiL/hNdMOBIyoZa1g0hjUMv8eFu6wQj7sYXbNic8SBrnCVF+Ku3IsjLBVnZDpK92PoEVgjIvFUlOCpKAFdYdGi0Cw6pubFU1aMt+ogmk3Hokdg+r2YeNAs8ZQb7bBbUrAfHppK062AQhk+lGkG7jDXQJlelDLRdTuabqBML6AH5h8I18H0o5QfNB0NDdBQykQpH6ChaUbgjnOnhiJwoV/TLGgYgbm2lML0uVAodM0Kug6owD/Tg2n6gnMdKKVIS0zAMAyKN5di6WgDDSzxCZQUe0hJa48tMxNPfv6RwElmZnCoruMJJBiRkdiyOqLba98dXF5ejmEYrFy5MjikV7WIiIha+ZtSSkoKaWlpwYAJQPfu3VFKsWvXLjp3lvHxm0NcVQz3fP930Ay6Z/Vv7uI0gurop+KKfmlc0S90WNP0iHT6J/anc2xnEsISSElJYc2aNYE1j9HTpKTkW/bs+ScAvXu/RFxs7d7cNSml+NOKP5EWkcaApAFM7Tf1FOrVMmgWnU6Ln8MTvp/InyfjdZXi85RicUZhWMMpKJ5P1aHdtIs6n7CojtgdifjclezIfxVluMnIHo/T0p5N658ANBLifobVEcXOojngrMI+sAfO9inERvbDb67FvXUBTj2T9GtupfLQdgxnOGF/zES3WMGvY49uh/J7cR8qwucvR9cd2Oxx+FQ5vsoyfK5y/JRjGOFgAroflIEelkwp7bAZSTgMK5puEGhAFKZ5eAxHTQPlP/ydbkE3bIF2QqnD7YSBQqFMP2CiaZbDmzBBKZTyHW479MDHUgtsH81A0w304PpelOnHLD+EWeZGt+kYCcko5T/cnh0e2k0FtqHr1sA2NDBN/+HPrY5uWEA/tWGzTLcbs6oKzWrFCJd5DMWJseNA+awYcg+jEEIckwRNhBBCiEbm9xdSNmo379uvJFtt5Fdyd7Y4hl1vLmRzZh13N7uBo6cDOXoo/4OHH0eramCHZUe9rjj8OBG+0Je6nkqM5RHcPgNVfVHo6NFYjr7OaR5+1HQ8I7g0dHN7PfOhNLgNA/r27c6Xq5cy5teBXiEe/06+/OpzJt88Cd1mw5aVhWfbtkDgZOvWQODE4aBPnz7s2rWLTZs21dnbpHv37nz73XcY4Ud6ei5dupQuXbpgGAb9+vXD7/dTWFjIeeedd5yFbxpDhgzhvffeo7y8PBiw2bRpE7quk55eex46cXqkHVrDX88ZA8D4L5fBVdc0c4maVnpkOq+Peh2fCnzJ9O/fnyXLl1CUUIQ6fOKaZu0enX5/JRs2/A6AtLRrSUwYdcx9mcrk7Q1vA/D1uK+xGc03d0hdPHvKKXp9LUakjaS7ji9gZu8QxZZhvwm8KKmxoPp7XwOiYQ/bAmnV6Yc7tv1U9GjgyeERaw+UrUc7BL5wA28fjfw+/zu8vQ/RO4DjWh139834S+8NpLuBwhr73Xdcxa5Fd6USE/0IHr8Bfu3YbYOiVrt0XE6ks5Tz8APAu63u7Shqt2uHGZXhhLerPXfhiTArKvDu2YMRFVVn0MT0ePDtL0IzdKz1DN24dOlSJk+ezIYNG7j44otZsGAB3323lqlTp7Np05Zgmmh7wpwOLJq/1hyp4tjqOm/qShNCtB3SJ6+G7euK+eKNPPK+2dPcRRFCCNGKKWXitsNuLYMDWjv8pozjLRpmqoYnNRZN7/bbb+CNN+bz9tsfsXHjVu6++3EqKqq4/le/BAgGTnS7HeXzodyBSVSHDRvG+eefz9ixY/nss8/Iz8/n3//+NwsXLgTgnnvu4YsvvmDmzJls2rSJN954gxdeeIHp06cD0KVLF6699lpuuOEGPvjgA/Lz81m+fDmzZs3ik08+adQ65uXlkZubS0lJCaWlpeTm5pKbmxtc/utf/5p27dpx4403kpeXx5IlS7j33nuZOHGiDM3VjCwWL7u1DHZrGZh66789WOPInCY11ew9YugGdiMwZJfD4cB1tov/+P7DR96PauWtZppeoqJzsNtTyO5073GXZ1LvSdzc+2bsliNDhP1zwz/5Zvc3x1+ppqLALPdiVh5vNLjxnZV7kJTPvBkAAMbCSURBVIGrD2L31I4EmHFQOcTEH9cMBWvBli5dwbhxU+na9UKio/vw8cdfAqD003Ac/X78B0rwHzxYb5Zp06bRt29f8vPzmTt3LgD33z+T/v3PDklryJ133smAAQOw2+307du3zjzvvvsuffv2JSwsjA4dOvD000+feH1Eo6pQ5RSoXZRyoLmLUsuSJUu49NJLSU1NRdO0FheAqOu8qSutIXLeCNG6SE+TGkp2V7BhWQFKQY+hMreJEEKIk+Ov8nLAmwI2OEgMH3/yf0y6SYboEvVzuwqauwhnvLFjR1NcfIAnnniJffuK6N27Kx98MJt2qUcG5NetVmxZWZgVFRg1hrCaP38+06dP55prrqGiooLs7GyefDIwr0L//v2ZN2cOjz7xBDNnziQlJYXHHnuMCRMmBNefM2cOjz/+OPfccw+7d+8mPj6ec845h0suuaRR63jRRRexffv24Ot+/foBRy5AR0RE8Nlnn3HHHXdw1lln0a5dO66++moef/zxRi2HODG7jCNz2xxo1zKCV+0zbmLHztdITLzohNeNiOyO1dYOQw/MlfHsfzfyzxU7mTo8m+sHZ9a5Tu+E3ny24zPOCz8PX5wPu72OOfOs0fTq+RweTwllZevZV/h/RER0Jz3t1/WWxdAN7ux/Z0jap1s/5fHvHifCGsGHl39Icnjdd+ufDtZEJ0m/6Q9G890V7rbp6OYpzV5zxqmsrKJXr65cd92VXHfd3cF00/CgTIV2ikN0NUSzWLAkJqI1MNH3li1bmDx5ckgPwrrSjmXixIl89913/Pjjj7WW/fvf/+baa6/lr3/9Kz//+c9Zv349kyZNwul0MnVq6x8Gr7Vy+91UeauwaC3vUmBFRQU5OTlMnDiRX/ziF81dnFrkvBHizCM9TWpI7RzD4Cs7kT0gsbmLIoQQohVzu3VWW3sBsEPLovDA0WMhCRHKpw42dxEEcMst17B27X/Yv38lX375Nmed1QelhfYU0yyWkICJ6fEQ6fPx2muvUVRURFVVFWvWrOHiiy8O5rls6FBWvP8+VUVFbN++PdjLpJrVauX3v/89+fn5eDwe9uzZwwcffEDv3r0BiImJQSnFBRdcEFynrrRj2bZtG0qpWo+aunXrxmeffUZlZSU7d+7kmWeekV4mzWx/zJHP267E6AZynj4ORxphYZ1w2FNOeN2cPv+PgWcvICKiKwAev2LfITcb99XfVo7tMpbPrvqMKZdN4c477wwG/ABM0x3yObbZ4qio3Mzu3W9TUnLivUV+1uFnnJV0Fjf1vomksKQTXr8xaVYDa3I41oSwY2c+zLOrcf/mWDYwjqXnxOF2tP5eTqfLz352Hg89dAeXXnph7YX1zMdTze12c99995GRkYHdbic7O5vXXnstuHzJ0qWcd801RHbuTEpKCvfffz8+35FxyZRh8KfXXqPz2WfjdDrJycnh/fffBwJtgKZpFBcXM3HiRDRNY+7cuXWmHcvzzz/P7bffTseOdQ839uabb3LFFVcwefJkOnbsyMUXX8wDDzzAH//4x3rnJBJNzzQVutLrHUKuOY0ZM4bHH3+cK6+88oTXPdZ5s3jxYgYOHIjdbq/zvDFNk1mzZpGVlSXnjRAiqOWFl5tRUlYUSVlRzV0MIYQQrZ3FSr/Kn9gU3p1MtQWLQ8YNFqItUqaJd8cOTJcLs7ISa1oautVaR8bTXzbRdjgOlaEpP0ozSCopb+7iAJCRMZ6MjPGNsq1xZ2fwsx5JdEmKaDBfmPVI4ODRbx/l8x2fc0nHS7g0vBCfv4Lu3Z7AZmt31FoNn3xKKap8VWiahsNwoGkaVsPK337+Nyx66/ypbLrb9pCglf7AMXXqHJ5gHTymwqfAooGtRi+O6rwOHfTDeb1K4TUDnXfsx5HXqp3ev+FuuOEGli1bxvPPP09OTg75+fkUFRUBsHv3bi791a+47tJLef0vf2HroUNMmjQJh8PBo48+CsCsWbN46623ePnll+ncuTNLlizhuuuuIyEhgaFDh7J37166du3KY489xrhx44iMjGT06NF07dqFGTOmcM0140lIyDzlerjdbsLCQoN9TqeTXbt2sX37djIzT30f4sRU+P24qwziKlJRdj/EgMc08SqFRdOw1+idVOEPfI84df3I+WAqPMrEQMNhHDuvtQl7VB3tWOfNRRddxIQJE/j73//Ohg0bGvG8OZIWHX3qNzXIeSNEyyI9TYQQQohGZg036LKlkinFbzP2p7VEJMc0d5GEECfp3Xc/ISIios5Hr969MeLjQdMxy8vxbN6Mv6yuu7ybPmoyZsyYesv5xBNPNPn+RdM5pBK5veRdpux7H7evZQRNduycQ976+zl4cMUpbysrPpwBHWKJdNQRcKyHRbdQ6i6lk82kYN9HFBd/RWXl9mOveJQKbwWD3h7EwH8MxGN6QrZfzWf6+HTrp81yl69Z6aVieQEVq05yNvU2qG+uSd9ckwM1Jn1/bZ+ib67J73eGHqPBPwby7jlyaPlHYSDvjO2heYevDeTdUmOKsQ+KTu8x37RpE++++y6vv/46V155JR07duTCCy9k3LhxALz00ktkpKby59/9jm7Z2VxxxRX8/ve/55lnnsE0TdxuN0888QSvvvIKI4cOJTMtjQkTJnDdddfxyiuvYBgGycnJaJpGdHQ0ycnJhIeHH06DqKgIkpOTGqV34ahRo/jggw/44osvME2TTZs28cwzzwCwd+/eU96+OHGdlqxh0NpdlJh+qv8ueWlHIZ2WrGHGpl0heXt9s45OS9awy3Xk5Jmzez+dlqxh2sadIXnPXpZHpyVr2FR55OT5Z0FJ01XkKMd13mRk8MILL9CtW7d6z5vXX3+dUaNG0bFjxxM4b46kyXkjRNvTOm+faSKeKh9etx+L3cDulLdGCCHEyVFuN/t7F/Kydid94lZzSaHn2CsJIVqkMWMu4IILrqpzmdVqxRITg+5w4N21C9PlwrN9O0Z0NJbk5Lp7nTSRV199laqqqjqXxcXJLM2t2SD/Oqa3ux2A367/oJlLE1BS8jXFxYuJiTmLmJizTmjdlat+jcu1i969XyIqstcJrbt48WLWr1/PyAEj6XJ2Cu32P48CMjtMYVHRDt5b+gw3976ZztUjSR0j0GHWGKNGr+N+QqUUd391N4t2LaKgsoCJvSaeUHlPlb/cy4EPfkIPsxDev3mGCuu5vgxdKTZkR+C1yT2XTSk3NxfDMBg2bFidy9evX8+gs88O9rABGDJkCOXl5ezatYuysjIqKysZNWZM4LOvaaBpeDyekCHtTodJkyaxZcsWLrnkErxeL1FRUdx11108+uij6A3MtyKaXknYHsLDooCje+a1Tsdz3gwePPiY583PfvazkPXkvBFCSGSghtwvdvL9x/n0Oj+NYb/u2tzFEUII0Uop00JYpU7nsA0k+fehaW3jR4loOpao8OYugqhHZGQ4aWnZDebRHQ5sHTvi27cPX3Ex/tJSzLIybJ06odcxYXVTSEtLOy37Eaefz2Wjs9oAhF7kb07FxYsB2L79FVJT6g4q1sft3ovLtRvTdAfT/re1mNU7DjK8WwLdkusfLvnQoUMUFBTgqignk48o85cTFdWPzMzbeWThRH4s+pGtpVvpEnd8c4BEWiNZfu1ylFJ1DselaRrnpJ7D//b+j/SI45/ot7FodgNH9zg0e/PNJ5JQ7MYw4aeOCm+zleKI3L6BC4fOGtcPb0rSGJ+oYTlqNKBlfQKZHDXyXpuocXW8hnFU3q961c77i/jTOzTX8dyprlksWNPT0Sy1g/Ll5YGeaP965x2SnGHokRFY4+MBsJ+mtihYTk3jj3/8I0888QQFBQUkJCTwxRdfANQ7n4NoWlvO782uQ7vw+spw+QO9Qqa0T2RSRgKWo4ahWzu0JxAYcqvajWkJXJvaDoPQvN8P7lEr77jk03ezxqn28Kg+bz755JNaf0vJeSPEmU2CJkfRdA3tNI69KIQQou1xWGP4T9j5/KR14ydLN7rv+ry5iyRauITB57N75+zmLoaog+4/vh/Mmq5jTUnBiInBu2cPKIVmszVx6cSZYF1KGj9p3QDY1GV/M5cmlNtdeBJrHf6tVaMXyNyl21i4rgCbRW8waFJ9p63f/zZlZeuwWmPp3et5dN3Kn4f/mQ9/+pArO1/Jns3zAFi2cxuv7L+da7tdy7lp59YuiabhtDR8we3X3X7N8IzhpEaknmhFT5kl2k78+J6nfb81beoUgaYU3qMjEs0k7OhoB4F5TOr6tq0rr1XTsNYRg6ov7+nUu3dvTNNk8eLFjBw5stby7t27M3/+fIzo6OBd80uXLiUyMpL09HRiY2Ox2+3sLi1lxGWXnday18cwjOCF6HfeeYfBgweTkJDQzKU6M4UbBmEWnUN+DV0LfJfadL3OcyfcqH2SWHUNK7XT68t7uhzveaOUavC82bFjR729VU43OW+EaBkkaFLDwEuyGHhJVnMXQwghRCvn9Zh4qXEHoEwCLcQZQ3c6sXXsiPJ6gz/O9fBwzHqGzhLiWMwaF279bWJ4jtoX04Z0jsdq0cls13APkdjYWBISt4K2FNDo2eMZHI5AMCPeGc+kPpMA2OYJ9In46sB+1vl3E2OPqTNoclyl1bSQgEmFtwKXz0U75+ntRapM1Sw39+1JcZz2fbZ25eWVbN26I/h6+/bd/PjjBmJjo+nRrf4gWGZmJuPHj2fixInBCa23b99OYWEhV199NVOmTOG5557jjjvuYOrUqWzcuJFHHnmEadOmoes6kZGRTJ8+nbvvvhvTNBk6dCilpaUsXbqUqKgoxo8f32h13Lx5M+Xl5RQUFFBVVUVubi4APXr0wGazUVRUxPvvv88FF1yAy+Vizpw5vPfeeyxevLjRyiBOnMMMQ7ktWFXz9V6rT3l5OZs3bw6+zs/PJzc3l7i4ONq3b1/venLeCCGaigRNhBBCiEZmj7Dxi3+uozJjHdZKH5decn1zF0m0cDEdetPb8zoVpZvxukpxVe1E6X5sjgRs9nhslnZUVWzH5d6N3ZGERY/CXbGfKrUdpzODyJjeuMv2UVWVj/KZGEYYYVEdsUckYLXF4POUU1myDZdvNzoOHI4UlO6nqmwHld6thNk7ERHRFaX7sBpx2KPjqCrbg6usAHQ/NuLRbBb8WhWuQ3vxuPaBTcOqxWL6vZhaJRZrFn4tGpsWfzhkqKEbNlAK0/SilA+NwPjqpulCYWJoTjTdgmm60TDQNAvoOsr0oZQfTdMBDU3TUaYfEw8aGhpWQEfTNBSBfJpmRcOCZjHANPH5KgETXbOj6ToKBQpM04WpvIGyoAEKTbNiGHZQGkozUcpEU4Hy644Tv2CoaVpILxM9PBy9rBy9ESYJFWee2BKY5nobE4MkW0pzF+eUVQcTVY07Cq4/pwPXn9PhmOsmJSVRVRmFxxNJ1y4TaNeu7ruCw8Iu4D//2UUHvQq3cze/zPxlcFlxVTH/t+X/GNtlLBoar655FUM3uKPfHcfc/57yPUz9cioOw8Hro17HYTk9AQXX5oNUfF9Au2u6HTOvpmtkff1HqmK2YM8Jx+MuwuPbh9Uej9USzaGqH/GUF+NwpGELiyPMnonXVU7xwS9RupfElNHYSGT37ncACHd0wWKNoKTqW5TuoWvW73FXFFJWsRbddGCxRWGxh+GpKKG8cj0WSwRRUX3QLFY004ozLg3T66Hy4A72FX6EMk1AI7X9WNwVxXhdB/DpB7EQA0qhDB+aacUW0Rm3Fo1Vi8WKBV03QNNRpolpegh8d+so5cNUHjSsGIYTpbyB73DNEmhTMFGmH4WJrllAA6UC3/MKLxo2NAzQqrcXWFfXrWi6BZSJ33SjTB+az4vurUIZdvyVPpShUFbQrJZAXhSgszZ3M6Muvjp4TGbMeBqA66+7ljf+/jMaMnv2bGbMmMGUKVMoLi6mffv2zJgxAwgMw/jxRx/x2/vu429/+xtxcXHcdNNNPPjgg8H1Z86cSUJCArNmzWLr1q3ExMTQv3//4DYay8033xxyIbd67of8/HwyMzMBeOONN5g+fTpKKQYPHsyiRYsYOHBgo5ZDnBibsqN8VvSWFzNhxYoVDB8+PPh62rRpAIwfP565c+c2uO6xzptPP/2Ue++9l5ycHDlvhBDHTYImQgghRCNT5n7c5xbwsXM0Hf1bmBAX39xFEi3cnne+YFPGXUcSqq+tK8BVI6MNMA8/Do8adVDB3gOHl1sPPzi8Xs11geA8x57Q/IdYDjU7Qhyq8dx/+P/qwex1oObN4Id/eOt6KjGqJx5lJ3gnub9Gvpo3SB8uh4krUMeay8w68h+d52iKIz26PHUs8x+VVse2vEfnAfCBzZOEYUtsYOfHZkRGYkRGntI2xJkr3bOT/zdgBAC/+mJVM5emMdQenut4JSUlUV4ez8qVFzFi+K315tN1J253OE7CyamKpyy/DA5PSfLOhnd45cdX+Gb3N/xh6B94be1rWDTLcQVNfKaPwspCrLqVPRV76Bjd9GPM+w64KHlnA8p/fO+XPSua/KEPgGYGvk9rtgvVbYcdqgjMk4OHwHfy4SkIdlS9FHhSPSVBZR6aV+GNMFC6xtr9twTSNQLf/36g8vDrw9NzFbn/DdVT1uyuUbiYI0+3lP/hcIHrqIQBujeVGPUIXmUPBLlrTuejHfVcA3DhV2Why1Ud+WulVdReVt1uHN0uWA4/8BI6ppE7JNs5Q7MpLf2xdrW8ESGTUdfF4XDw7LPP8uyzz9a5/Lx+/VjyxhsYUVHY6rj7XtM0bh8/nsmXX44REYElvvbfoAcPHqyVVrBvE6a/Cl2vPVdKXRYtWtTg8vj4eJYtW3Zc2xKnT5jTiUXzYVhaXq/FCy64AHUS7QIc+7wZNmwYy5cvr3d9TdO46667uOuuu+rNU9d5U1daQ+S8EaJ1kaCJEEII0chMZVLlNNmqZRNhlOEz67oaK8QRPl/FsTOJZqH8vuYugjjDWaxetmrZAJjGD81cmqOdzAWuo69oH1Hp8WHoGnZL3bdBR0REEB4eTkUFFBWV1Jq0N1iqoy68rV69mqFDh6JpGtkx2XSM7sjVXa/GaXVyXffrjnkhu1r7qPa8MOIFksOTSQ5PPq51TpVmM7CmhKOHWULG5G94JfPYeY7ToFUHMExYOjAWl6MF3p7eiij96Kh+E+3H48UsL0ezHl8ABMBhPz2fZ9G8qqighBLCtXAcyBwZQgjRkJYXXhZCCCFaOV+lh0OeJADKiWDhwn83c4lES3dykymL08FnlDZ3EQBYsGAB2dnZGIbBb37zm3rTRNuz14gLPi+NaRnzS6SmjgMgOfnyE143zNmBsLBsDCN0uLoJc5bT85H/sHRzUb3rHjr0IxkZ4aSmpuDz1R/QdHs2kNVxBdnZBdhsNkpKSti+fTsAo7NG8+HlHzKyw0iibFHcN/A+fnv2b4+7/H0T+4YETLymt4Hcp84It5Jwc2/a/br7cQd3GpPXouO1aDI9WyP45rtlRERE1PtoLEZUJNa0NIyY2JNaf/LkyfWWcfLkyY1WTnH6ufwuKrwVVPlazzxrX3/99Wk5b06VnDdCtD3S00QIIYRoZG6vhRW2PgBs1Tqzp+jzZi6RaOl8ZklzF0EAf/vbPJ5/fi779hXRq1cXnn76AQYM6N3cxQLg1ltv5cYbb+TOO+8k8vBQX3Wl1cflcjF58mRWrlzJ+vXrueSSS1iwYEFIngkTJvDGG2/UWrdHjx6sW7eu0eoiTkxBTEzw+Y6UmHrznU5ORwYOeyp2W9IJr5uT87c60yMdVpSCrfsrGFHP1B179r5HQuLbDD73ATq0r38OFJ93O+np66mo8NCr10WsWrWKVatWBceM17XGuXfwx/0/8tslv+VPw/5Er/hejbLNY6laW4S/zEP4OSl1BlE8e8obdX9Lz4k7diZxXPr168nqlavQjKa9d1V3OE5qPq5qjz32GNOnT69zWVRU1ElvVzQ/0wzM2XaSo2A1i7POOis4YXpLJueNEG2PBE2EEEKIxma10Mu1mU3O7iSrPVhs0rFTiJZu/vyFzJjxNH/+80OcdVZvXnrpLa68cjIrV/6L5v6tW15eTmFhIaNGjSI1NbXetIb4/X6cTid33nkn8+fPrzPPX/7yF5588snga5/PR05ODr/85S/rzC9OD0fZkeH7Eg60jKH8MjNvIzPztkbd5v1juvHIpT2Ij6hrkovDDl/p8/uP7y5pTdPo27cfq1atYv369bjdbuz2BrZ/guaum8vu8t28kPsCL498udG2Wx9/qZuS9zah3H40u0F4/9pBK7NKhhRsqZxOB4nx2U0eNDkZlVU78PvKsTtSSExMJDHx1ObyEi2T4bYRX5mO6fNBdHOX5vg4nU6ys7ObuxjHJOeNEG1Py2uthRBCiFbOHmbQbb2L3+x9hxvylhOZGtPcRRJCHMOLL/6d8ePHct11V9CtWyeee+4hwsKcvPnmgmOue/DgQW699VaSkpJwOBz06tWLjz/+OLh8/vz59OzZE7vdTmZmJs8880zI+m63m+nTp5OWlkZ4eDiDBg0KTha6aNGiYC+SESNGoGlavWkNCQ8PZ/bs2UyaNInk5LrHro+OjiY5OTn4WLFiBQcOHODGG2885nsgmk6hkcLde+dx1875eMzG7UXQkqTFOBsOmADq8CBRGoGgXn2TBicnpwCQkZFBeno6cXFxhIWFUVLSuL36Zg6ZyfU9rueZYc8cO3Mj0KNsRF3YHnvnGMJyZD4CUTfl9WJWVWF6TmAOFWWilJ9W1QVBnDjt5GaiEkKIM5H0NBFCCCEamenxUNJvLy9rd9IneTWXFJ6eiT+FaKm83vrvfNY0DUuNSZ8bygsaVuux81qtJ/YnrsfjJTd3PdOm3RxM03WdCy4YxPffNzzxtmmajBkzhrKyMt566y06depEXl4ehhEo58qVK7n66qt59NFHGTduHN9++y1TpkyhXbt2TJgwAYCpU6eSl5fHvHnzSE1N5cMPP2T06NGsWbOGc889l40bN9K1a1fmz5/PueeeS1xcXJ1pje21115j5MiRdOhQ/zBIoukNc+UyPeV2AH676INmLs2p+/HHyVRWbaN7t1lER/c7wbUDl/uWf7+CN998grvvvvsYQ9MFJk4fP348kZGR6Hrj3jMYbg0/oflQTpWmaUSen07E0DQ0PTA0l1IKs8KLEWFrkn1221SGbsJPHcPxntaeswpQhwNjp38ul9bMd/Agvn37MGJisKWnN3dxjlt9QVBx4up7L027lyJzL1G2KECG3msL5LwRoulI0EQIIYRoZKap43RptHfkE28WoWkxzV0k0cIZES1jcuem8te/flTvsqysZK68ckjw9ezZH+Pz+evMm54ez9VXDwu+fvXVf1NVVTsoOW3a2BMqX3HxAfx+P4mJ7ULSExLasWlTfoPrfv755yxfvpz169fTpUsXADp27Bhc/uyzz3LhhRfy0EMPAdClSxfy8vJ4+umnmTBhAjt27GDOnDns2LEjOMzW9OnTWbhwIXPmzOGJJ54IDvcQFxcX7CVSV1pj2rNnD//+9795++23G33b4sT43Tbaq8Dn0N8G7hGuqtpBRcVP+P2VtZb947vtrN1dyu3Ds0mPDau98uGLQ6ZpYpom+/btqydoEnqRPTr69IxDs3DbQrYe3MqUvlOadD/VAROA8qV7KFu0k/ibemNLCW/0fSUXujFM2NohjKad8j6UUhUo5cfng0YcUa3V08PDsaamolnrD5Jpuo5mtaIZRr15WqLKysB3gtVqbeaStF7V711lZSVOp7PWcpffBUDVcQ5xKFo+z+EeZUYrO9+FaA0kaCKEEEI0Mocllq8cg9mhZbHDyKL3LpkIXjQscchw9uz8f81dDFEHTTV8Z3Vubi7p6enBgMnR1q9fz+WXXx6SNmTIEJ577jn8fj9r1qzB7/fXWt/tdtOuXWgQ53R64403iImJ4Yorrmi2MoiAdYkp7NCyANiSvbOZS9MIDk9eruoIAM1bvpM1u0sZ1iWx7qDJYRERgUDJvn376hzr/sCBwDBcRUVFIek+n4+ysjJiY2NPuvj1+enAT9y7+F4A+ib05dy0cxt9H0dTfkXl6kLMci+ujSVNEjTZkhmOphRe6+nt7aFUGW73Wg4ciMZiCatz0vvWyGW4Tn1Ok7DAueF1uepeHh4O4eH4AX99eY7idvvx+xXgwTSPb53GopSisrKSwsJCYmJi5OLvKTAMg5iYGAoLCwEICws9d/weP6bXRPkVruP8bIiWyzRN9u/fT1hYGBaLXN4VorHJWSWEEEI0Mq/HpJIjFy6k17Q4091xx+X1Ljv6Qthtt13SwJZC895885hTKVZQu3axGIZBYWFxSPr+/cUkJsU3uG5dd3KeiPLycgzDYOXKlbUuFEVERJzStk+WUorXX3+d66+/HputaYb8EcfPX+Nz4bW0hYuJh8/jOhrHsf3TuKBrAlnxdV/8V5jAkXNj3759deZzudwAVFUduZt627Zt/POf/yQ2NpZbbrnlpEtfn86xnZnUexJuv5tBKYMafft10QyNhJt7U5lbSPg5KU2yj53pp/Ydd/IUVa55WCztcblj0drIEF12myWkp1BL4fEUY5ourFYvhnGgWcoQExPTJD0nzzTV72F14KSmsqpyPG4fFouBGdFwT1rROui6Tvv27dtMYFmIlkSCJkIIIUQjs4dZ+MVHayjpuB5nqZ+LRv6iuYskWrio9J50PfgUhw6uwesuodLcjNJ92I0U7NYU7Hoy5a6NVJnbcFjSsGpxuF17qbRtwqllERtxDlXluyj3b0D5/Vi0SCKcPXBEpGK3xeNxH6T84Eaq1FZ0MwynrQPofipcm6iwbiDc24MoR1+U4cWmJeKITaby0FaqKnYEyuFPQ7NZMI0KKsu34VJ70Cxg9SdgKjd+vRy73hMjOgIL0RjKBDQM3Y5SCsPwoPACGpqm46cSNIVhhqFpVkxVBcqCrlmwWHWU6UPhQ8MIrqOUD1PzgNLQlRUwsFg0FH5AR8eGrlnRLBaUaeLzHwJMdJxougGYoDT8qhITNxo6KA2lmTgt4fTr24evF//IlZdcDcqPaSqWLF7BlNtua/DY9enTh127drFp06Y6e5t0796dpUuXhqQtXbqULl26YBgG/fr1w+/3U1hYyHnnndc4H6hTtHjxYjZv3sxNN93U3EURQGxRJXfo/8TUdGIPNk8grWnUDppMGJLV4Bpxsedi6E5crq7AxnqDJg7HOaz4/DKSktoH0xISEnC73ezZs4f9+/eTkND4E6nf0e+O037hSndaiBicWiNFkfnNE5QnrUBvr3B7C3Dpu9F9TpTfBM1E99vAbqJb7YQb3Sg/tAGPYy8og7iIIVj9sewv/y9KM7GpBCxGFC7vTkzdR4fkW3GV7+Sg93sMXxhWawyGLRJ31T7KtFwsKpoY2yAMix18ViLis/F7Kyk/+BMHy79DMy3ofjvRSTm4Kgvwekvw2Aqx+eNRSqEML7rfRpi9M4Y9DFfxEkysWGzxGIYdv8tLlX8LpubFooXj0Yrw2PdidSUSaelFlX8XynRjIwGrJRa/5sLrPYCfCmxGEgCmWYlPleO17sfmScGqolEWH4Yejk+VYdcTsNvScDgS8SsX5RXr8XoPorm8hJcUY0YlQkxn3KqASnMzJm50vx3l9aJ5DGyFTsKz+qKHR+H27EbT7djMdoTFZRKfmYVmnPxnxLt/P95duzBiYrBnNXy+nIj1G17lYOlyOnWcTmLiqEbb7vGyWq3Sw6SRaJpGSkoKiYmJeL2hg+ot+moVuxd5CMs0ufLGPs1UQtGYbDZbo8/XJYQIkKCJEEKINuuTTz7hscce48cff8ThcDBs2DAWLFjQ5PtVWgm+vvv5OmIY7RN2MCkto8n3KVq3ffOXsDH1t2AANUakqWLLkReO6rRNgSeHh/z2UsQhz/dwVIeAMlZCJYEHQI0x4Uv5JvDk8L7KrCsoY0X1vLtQ3eGiepvVfzGa9ZfPrVcQwxh8lKIfvmjoV2WBhfX8lvPrNeY00DyH7yGvJ3+Na0x+rfbI+sFZUKrnhteq0ytDr81W3+ReM4/mZcrt13DbbQ+S0y+LAQN689JLb1FeUc51Vzcc9Bw2bBjnn38+Y8eO5dlnnyU7O5sNGzagaRqjR4/mnnvu4eyzz2bmzJmMGzeOZcuW8cILL/DSSy8BgTlOrr32Wm644QaeeeYZ+vXrx/79+/niiy/o06cPF198cYP7PxF5eXl4PB5KSkooKysjNzcXgL59+4bke+211xg0aBC9evVqtH23ds3VngCk+g/wZodzALjyp3WnZZ9Nq/pkPvFumMnJl5OcfDkHDx4ENrJ//358Pl+tYUk0LZyqqmj8/qhgWnh4ONnZ2WzatIk1a9YwYsSIk69CPWoGTJRSvLfpPS7KuogI2+kJdilTUbmyEKurHRXxa6mybwr57q9LOT+GzAe9T80PfAcffus093a8gCdMR2kaP1X+LrDcTui2D3dI8VFMAVsDh9cAqjstWICYI9krzB8D7drhts1N6NBzZawOfLHXbNv8BNq+o6e8MMFt24Ob3GD7ETJjjr2OtMO8jo11pBJoS8prvD683wM1p9DRONJeWY7spyrucDvrq7Fch+g1F5DRf2Td+ztOlUuWsG/m40SOGkX0X56rM0/ZF19QuuAjws4+m7gbrj+u7UaEt8PvSyIsLBKHo23Ps9YSnI42xTCMWoGoft17EestIjYlTI6zEEIcgwRNhBBCtEnz589n0qRJPPHEE4wYMQKfz8fatWtPy75N0095hJ/1Wi+sVi9ev+/YK4kzmtd9qLmLcMYbO3Y0xcUHeOKJl9i3r4jevbvywQezSWh37LkP5s+fz/Tp07nmmmuoqKggOzubJ598EoD+/fvz7rvv8vDDDzNz5kxSUlJ47LHHmDBhQnD9OXPm8Pjjj3PPPfewe/du4uPjOeecc7jkkoaGKjtxF110Edu3bw++7tevHxC4uFuttLSU+fPn85e//KVR992aNWd7AmCzeFivBQJYlxv1XOBtRaqHWaprThMAj88kv6iCjgnhWOuZ+yE6Ohq73Y7b7aa4uJikpKS693VUr4/evXsHgybDhw9v0l4hT694mjfz3uSrnV/x4oUvomun4U5gU+Ev96IpCxZ3TKNs8pzvD2AxYenZsVQ5DAq8GglWhUVGgjlh7qjtx87UCDzbtlP22WfoYcc/tFrnzjOasESipuZsU9bq3/NRxEecHX42XTi+gJoQQpypJGgihBCizfH5fNx11108/fTTIcPL9OjR4/Ts3+Wjwp0ADnBj57PP/8MN1914WvYtWiePe39zF0EAt9xyDbfcck1Ims88BKTWvcJhcXFxvP766/UuHzt2LGPHjq13udVq5fe//z2///3v61weExMTEtioL+1Ytm3bdsw80dHRVFbWdT/2mam52xOAAj0WQ3kxMTgUfYxuA62AzZ6Aw5uKrteui1KKc2Z9QUmFh//85ny6JkeGLPd6D2EqDxYjnK5du+L3++sMfHi9W+nQIZewsIMh6V27dsVisXDgwAH27t1LamrD5/apuDjrYj746QOGZww/PQETQLPoxF/fnWUfXUZV3IZG2abSNczD3zXbPDp/KXTQzjCZkeLiFEaZOiO5ovMxPX50W9MOQxV+7mCSH30EW4cOTbofceKau03ZeWgnX+38ighrWxrqUQghmkabC5pU/3g8dEju2BRCiBNV/d15ohfiWppVq1axe/dudF2nX79+FBQU0LdvX55++ukGh5txu9243e7g69LSUuDE25SSEhdLfV0wK8pZT3t+2rZI2iXRoAMVu6moMI+dsQWzWEyiIsE0FWbrrspRPPj9/mNnO0P5/X5M06S8vByPxxOyrC20Kc3dngBsczjwVga29VOMo9W3Jx2z/hx8Xldd0sPBVeFm6579pISFfnbWb5jBvn2f0LHjNEaOHF/vdg4cXE+7+B9wuUprLUtPT2fjxo18//33DB8+vDGqVKcMWwbv/ew9ou3Rp/WYeQoqKLLnQUXgtea3Yvgi8NlPbnLvf+cc7m1nQlGlib/KTyFQWWHSAuczb/FKiw9ihB89vtjxO1RZSbnfD253/Z+rtDSMtDT8tJ3rIm2hPYGTa1Masz3pGdaLu7veQ0ZURpv5bAghxIk4kfZEU6291TnKrl27yMiQseOFEOJU7Ny5k/T09OYuxkmbN28e11xzDe3bt+fZZ58lMzOTZ555hv/+979s2rSJuLi4Otd79NFH673TWwjRsA4dOvDyyy8THx/f3EVpVP/+97+ZNWtWncuSk5N59913T3OJ6nbnnXcG5yg52o033siNNzZdb7eioiImT54cMvRXTa25TZH2RAghWo7W3J7AybUp0p4IIUTjO572pM0FTUzTZM+ePURGRp7UGLWHDh0iIyODnTt3EhUVdewVWgmpV+si9Wp92krdlFKUlZWRmpqKrp+eoSROxP33388f//jHBvOsX7+eVatWce211/LKK69wyy23AIG7tNLT03n88ce59dZb61z36Du5TNOkpKSEdu3anXCb0lY+E0eTerU+p6tuHo+Hffv2kZmZeVomF/X7/fz444/06dOn1kSnjamsrIx9+/bVucxqtdKhkYc/Odl67d69m6qqqjqXxcXF1Xtx/1S5XC62bdtGUlISNpstZFlLblOkPWl+bbVe0HbrJvVqXdpSvVpyewJN26Y0ZnsCbetzUZPUq3WRerU+baVuJ9KetLnhuXRdb5Q7D6Kiolr1h6A+Uq/WRerV+rSFukVHRzd3Eep1zz33hEyeXJeOHTuyd+9eIHR8YLvdTseOHdmxY0e969rtduz20DHWY2JiTrq80DY+E3WRerU+TV03l8vF/v37MQyjSYMYR2vq/cXExJzy98DJONF6tW/fvglLUz/DMNB1nYiIiDqDZS21TZH2pOVoq/WCtls3qVfr0lbq1VLbE2jaNqUp2hNoO5+Lo0m9WhepV+vTFup2vO1JmwuaCCGEaLsSEhJISEg4Zr4BAwZgt9vZuHEjQ4cOBcDr9bJt27ZGvytcCCFE6yPtiRBCiMYibYoQQrQ9EjQRQgjR5kRFRTF58mQeeeQRMjIy6NChA08//TQAv/zlL5u5dEIIIVoLaU+EEEI0FmlThBCi9ZCgyVHsdjuPPPJIre6PrZ3Uq3WRerU+bblurdXTTz+NxWLh+uuvp6qqikGDBvHll18SGxt7WvbfVj8TUq/Wp63WTdM0UlNTT2o875asrdarNZP2pGm01XpB262b1Kt1aav1au2kTWkaUq/WRerV+rTlutWnzU0EL4QQQgghTj+Xy0V+fj5ZWVmnZSJ40TLIcRdCCCGEEEK0NQ1PEy+EEEIIIYQQQgghhBBCCHGGkKCJEEIIIYQQLdyCBQvIzs7GMAx+85vf1JsmhBBCCCGEEOLUSNBECCGEEEII4MUXXyQzMxOHw8GgQYNYvnx5cxcp6NZbb+Wqq65i586dzJw5s960+rhcLiZMmEDv3r2xWCxcccUVdeb7xz/+QU5ODmFhYaSkpDBx4kSKi4sbuzpCCCGEEEII0WJJ0EQIIYQQQpzx/vnPfzJt2jQeeeQRVq1aRU5ODqNGjaKwsLC5i0Z5eTmFhYWMGjWK1NRUIiMj60xriN/vx+l0cueddzJy5Mg68yxdupQbbriBm266iXXr1vHee++xfPlyJk2a1BTVEkIIIYQQQogWSYImNbSkuwuXLFnCpZdeSmpqKpqmsWDBgpDlSikefvhhUlJScDqdjBw5kp9++ikkT0lJCddeey1RUVHExMRw0003UV5eHpLnxx9/5LzzzsPhcJCRkcFTTz1Vqyzvvfce3bp1w+Fw0Lt3bz799NOTrtesWbM4++yziYyMJDExkSuuuIKNGzeG5HG5XNx+++20a9eOiIgIxo4dy759+0Ly7Nixg4svvpiwsDASExO599578fl8IXkWLVpE//79sdvtZGdnM3fu3FrlaaxjPnv2bPr06UNUVBRRUVEMHjyYf//73626TnV58skn0TQtZAiQ1lq3Rx99FE3TQh7dunVr9fUSLUNLO6ZtsU1pq+0JnDltyt69e1mxYgU7duwIppmmyfbt28nNzWXVqlVs3rwZr9cbsp7b7eann35i1apV5ObmsnPnTpRSIXnKysrIy8tj5cqVrFmzhqKiolr7Lyws5Mcff2TlypWsX7+eP/3pT0yaNIkbb7yRHj168PLLLxMWFsbrr7/eYD327NnDV199xS9+8QvatWuH3W6nc+fOfPzxx8E6vfzyy3Tq1AmbzUZ6enqtc+PQoUPcdNNNJCYm4nQ66devH1999RUQOE7VAZERI0agaRqvv/56rbRFixbVqlNFRUVwH+Hh4cyePZtJkyaRnJxcZ12WLVtGZmYmd955J1lZWQwdOpRbb7212b/DznQtqU1pi+0JtN025UxpT+Q3Ssuvl2gZWtIxlfakdZ3H0p60vrpJe9IIlFBKKTVv3jxls9nU66+/rtatW6cmTZqkYmJi1L59+5qlPJ9++qn63e9+pz744AMFqA8//DBk+ZNPPqmio6PVggUL1A8//KAuu+wylZWVpaqqqoJ5Ro8erXJyctT//vc/9fXXX6vs7Gx1zTXXBJeXlpaqpKQkde2116q1a9eqd955RzmdTvXKK68E8yxdulQZhqGeeuoplZeXpx588EFltVrVmjVrTqpeo0aNUnPmzFFr165Vubm56qKLLlLt27dX5eXlwTyTJ09WGRkZ6osvvlArVqxQ55xzjjr33HODy30+n+rVq5caOXKkWr16tfr0009VfHy8euCBB4J5tm7dqsLCwtS0adNUXl6e+utf/6oMw1ALFy4M5mnMY/6vf/1LffLJJ2rTpk1q48aNasaMGcpqtaq1a9e22jodbfny5SozM1P16dNH3XXXXcH01lq3Rx55RPXs2VPt3bs3+Ni/f3+rr5dofi3xmLbFNqWttidKtd42paqqSuXl5YV8bo6UqSLkUVpaqHJzv1M/rlmh8vN/Cubbtm2bys39TpWUFKjS0kK1du0qtW7d6uB6Xm+lWrt2rdq4caOqqKhQxcV71apVy9T27ZuCeSoqStTKlSvVjh07VGVlpdq3b5/6/vvv1cGDB4P7KS4uVitWrFD79+9XlZWVauPGjcowDPXee++FlPuGG25Ql112WYPHa+fOnSonJ0f16NFDffrpp2rDhg3qww8/VJ9++qlSSqn/+7//U7quq9/97ndq9erV6g9/+INyOBxqzpw5SimlTNNUY8eOVf369VP//e9/1erVq9Xdd9+t7Ha72rRpk3K73WrNmjUKUK+88oraunWr2rlzp3r//fcVoObPnx9sx2rWKT8/X61atUp5PJ5aZR4/fry6/PLLa6V/8803ymq1qk8++USZpqkKCgrU+eefryZNmlRv/Rs67uLUtbQ2pS22J0q13TaltbYnJ0J+o7SOeonm19KOqbQnres8lvak9dVN2pNTJ0GTwwYOHKhuv/324Gu/369SU1PVrFmzmrFUAUc3IKZpquTkZPX0008H0w4ePKjsdrt65513lFJK5eXlKUB9//33wTz//ve/laZpavfu3UoppV566SUVGxur3G53MM99992nunbtGnx99dVXq4svvjikPIMGDVK33npro9StsLBQAWrx4sXBelit1pCLFuvXr1eAWrZsmVIq0Ljquq4KCgqCeWbPnq2ioqKCdfntb3+revbsGbKvcePGqVGjRgVfN/Uxj42NVa+++mqbqFNZWZnq3Lmz+uyzz9SwYcOCDUhrrtsjjzyicnJy6lzWmuslml9LP6ZttU1py+2JUq2jTWno4vnnX3Ss9/HtssCPW6/Xq1asWKG+/KpHvXn/990v1ffffx8MBCxeclad+ap/wFXbvHmz2rhxY/B1Xl6e2r59e/D1rl27FKD+9a9/hax37733qoEDB9ZZ32pvv/220nU9ZPvVvF6vGj16tLrggguCaZWVler6669X3bp1U0optWbNGmUYhtq2bVswz759+9TAgQPV/fffr5RSau3atQpQX331VTDPqlWrQtKOrpNpmio3N1ft2bOnVrnqC5oopdS7776rIiIilMViUYC69NJL6wy8VJOgSdNqyW1KW21PlGrbbUpraE+Ol/xGaT31Es2vJR9TaU9a53ks7UnLrpu0J6dOhucCPB4PK1euDBnfWdd1Ro4cybJly5qxZHXLz8+noKAgpLzR0dEMGjQoWN5ly5YRExPDWWedFcwzcuRIdF3nu+++C+Y5//zzsdlswTyjRo1i48aNHDhwIJjn6HGvR40a1WjvS2lpKQBxcXEArFy5Eq/XG7LPbt260b59+5C69e7dm6SkpJAyHTp0iHXr1h1XuZvymPv9fubNm0dFRQWDBw9uE3W6/fbbufjii2vtv7XX7aeffiI1NZWOHTty7bXXBoeIae31Es2nNR7TttKmtMX2BNpmm1KfysrKw8NsafXmqZ6Xw2q1Nrito+f3iI6ODg5VZZomFRUVIXk0LbBPl8t1wuVet24diYmJVFVVsWbNGrZu3Yrb7Q7WKT8/n/PPPz+Y3+l0MmDAALZs2YLf72fVqlX4/X569uxJREQEERERdOzYkZUrVwaHoag5zFa1qKio4PP66hQVFVXnuvXJy8vjrrvu4uGHH2blypUsXLiQbdu2MXny5BN+X8Spa21tSltpT6BttiltsT2R3yitq16i+bS2YyrtScs+j6U9aT11k/bk1FiauwAtQVFREX6/P+SDAJCUlMSGDRuaqVT1KygoAKizvNXLCgoKSExMDFlusViIi4sLyZOVlVVrG9XLYmNjKSgoaHA/p8I0TX7zm98wZMgQevXqFdyvzWYjJiamwbrVVabqZQ3lOXToEFVVVRw4cKDRj/maNWsYPHgwLpeLiIgIPvzwQ3r06EFubm6rrRPAvHnzWLVqFd9//32tZa35eA0aNIi5c+fStWtX9u7dy+9//3vOO+881q5d26rrJZpXa2tPoG20KW2tPYG216ZcMGwNACUlByjYV0C3rl3RdZ1Nm37C6QwHwOv1omka558XOsbthg0biYyMIC0tje3bd+LzHQmqDDl3MX6/nx9++IFOnbKJjo5i3bp1tYIqVqsVv9+PaZrBcXhr5omPj8cwjFqfxX379tU7/0e1qKgoLBYLnTt3xuv1smfPHjZu3EjPnj2D87Hoeuh9SoZhBJ8fOnQIwzBYuXJlMN3v95OXl0fPnj2D783RLJbAn/H11an69YkEgmbNmsWQIUO49957AejTpw/h4eGcd955PP7446SkpBz3tsSpa21tSltoT6DttSltrT2pJr9RWle9RPOS9iR0G9XLpD05MdKetK66SXty6iRoIprN7bffztq1a/nmm2+auyiNomvXruTm5lJaWsr777/P+PHjWbx4cXMX65Ts3LmTu+66i88++wyHw9HcxWlUY8aMCT7v06cPgwYNokOHDrz77rs4nc5mLJkQ4kS1tfYE2l6bYhhheDwedu/eT5cu3bFawwDQdQe6bquVt6ZAHieGEYau2wHPUXn9aJoDwwjk0bQTb69sNhu9e/fmf//7H3fccQcQ+KH7xRdfMHXq1AbXHTRoEA888AC7du2iS5cuhIeHs2bNGkpKStB1naysLJYuXRqyzurVq8nKysIwDHr06IHf76ewsJDzzjsPCARNysrKav3AaGqVlZXBYEy16kBOoBeQEG1fW2tT2lp7AvIbRQjROkh70vJJeyIaIsNzceTuwn379oWkH8/dhc2hukwNlTc5OZnCwsKQ5T6fj5KSkpA8dW2j5j7qy3Oq78vUqVP5+OOP+eqrr0hPTw+pm8fj4eDBgw3W7WTLHRUVhdPpbJJjbrPZyM7OZsCAAcyaNYucnBz+8pe/tOo6rVy5ksLCQvr374/FYsFisbB48WKef/55LBYLSUlJrbZuR4uJiaFLly5s3ry5VR8z0bxa4zFt7W1KW2xPoG22KRUVFfh8PvLy8lixYgUrVqygrKyMwsJCVqxYgdVqRSkV7DVRzev1BntQWK3WWr0uju5lUVcer9eLYRjouh4MChydZ+LEibz//vu88cYbrF+/nttuu42KigpuvPHGBus1bNgwzj//fMaOHctnn33Gzp07Wb58OQsXLsRqtXLttdfyxRdfMHPmTDZt2sQbb7zB22+/zZQpU4DAD9CLL76YG264gQ8++ID8/HyWLVvGnDlz+OKLL0LqVle9G6pTzfcOAsNv5ebmUlJSQmlpKbm5ueTm5gaXX3rppXzwwQfMnj2brVu3snTpUu68804GDhxIampqg++DaHytrU1p7e0JtM02pS22J/IbpfXXS5xere2YSnvSMs9jaU9aV92OJu3JiZOgCYETf8CAAcEfpnDk7sLBgwc3Y8nqlpWVRXJyckh5Dx06xHfffRcs7+DBgzl48CArV64M5vnyyy8xTZNBgwYF8yxZsiTkB/Znn31G165diY2NDeapuZ/qPCf7viilmDp1Kh9++CFffvllra6SAwYMwGq1huxz48aN7NixI6Rua9asCWkgP/vsM6KioujRo8dxlft0HHPTNHG73a26ThdeeCFr1qwJXlTJzc3lrLPO4tprrw0+b611O1p5eTlbtmwhJSWlVR8z0bxa4zFtrW3KmdSeVG+ztbcpUVFR9OzZM+QRFhZGXFxc8LmmaZSVlQXXcblceDwewsMDQ3hFRERQVVUV8jmrHt6q+u6wiIiIkG1U56nehq7rhIeHh+RRSnH++efz8MMP8/DDD9O3b19yc3NZuHDhcfX2mD9/PmeffTbXXHMNPXr04E9/+hOaphEWFkb37t15/fXXmTdvHr169eKhhx7illtu4aabbgqW98EHH+Taa6/lnnvuoWvXrlx11VWsX7+eTp06AQTLXlPN8tdXp5r1Brjooovo168f//d//8eiRYvo168f/fr1Cy6fMGECzz77LC+88AK9evXil7/8JV27duWDDz445nsgGl9ra1Naa3sCZ1ab0hbaE/mN0vrrJU6v1nZMpT1pHeextCctu25Hk/bkJDTbFPQtzLx585Tdbldz585VeXl56pZbblExMTGqoKCgWcpTVlamVq9erVavXq0A9eyzz6rVq1er7du3K6WUevLJJ1VMTIz66KOP1I8//qguv/xylZWVpaqqqoLbGD16tOrXr5/67rvv1DfffKM6d+6srrnmmuDygwcPqqSkJHX99dertWvXqnnz5qmwsDD1yiuvBPMsXbpUWSwW9ac//UmtX79ePfLII8pqtao1a9acVL1uu+02FR0drRYtWqT27t0bfFRWVgbzTJ48WbVv3159+eWXasWKFWrw4MFq8ODBweU+n0/16tVL/fznP1e5ublq4cKFKiEhQT3wwAPBPFu3blVhYWHq3nvvVevXr1cvvviiMgxDLVy4MJinMY/5/fffrxYvXqzy8/PVjz/+qO6//36laZr673//22rrVJ9hw4apu+66K/i6tdbtnnvuUYsWLVL5+flq6dKlauTIkSo+Pl4VFha26nqJ5tcSj2lbbFPaanuiVOttU6qqqlReXl7I5+ZYNmzYEPwcKqXUtm3b1A8//KBKS0tVeXm5ysvLU3l5ecHlpmmqtWvXqo0bN6qKigp18OBBtXr1arVz585gHpfLpVauXKl27typKisr1b59+9T333+vDh48GMxTXFysVqxYofbv368qKyvVtm3b1KpVq5TH4znuslfbsWOHOnTokHK5XKqsrExt3LhRrV69Orit1linE3Eyx10cv5bWprTF9kSpttumtNb25GTIb5SWXS/R/FraMZX2pHWdx9KetL66SXty6iRoUsNf//pX1b59e2Wz2dTAgQPV//73v2Yry1dffaWAWo/x48crpQI/sB966CGVlJSk7Ha7uvDCC9XGjRtDtlFcXKyuueYaFRERoaKiotSNN96oysrKQvL88MMPaujQocput6u0tDT15JNP1irLu+++q7p06aJsNpvq2bOn+uSTT066XnXVCVBz5swJ5qmqqlJTpkxRsbGxKiwsTF155ZVq7969IdvZtm2bGjNmjHI6nSo+Pl7dc889yuv11noP+/btq2w2m+rYsWPIPqo11jGfOHGi6tChg7LZbCohIUFdeOGFwcajtdapPkc3IK21buPGjVMpKSnKZrOptLQ0NW7cOLV58+ZWXy/RMrS0Y9oW25S22p4o1XrblMYImvj9/uDF/pUrV6qffvqp1kV/l8ulNm3apFauXKlWr16tduzYoUzTDMlz6NAhtW7dOrVixQr1448/qv3799fa9759+9QPP/ygVqxYofLy8mp9no/X5s2bVW5urlqxYoXKzc1VmzdvDnkPWmOdToQETZpeS2pT2mJ7olTbbVNaa3tyMuQ3Ssuul2gZWtIxlfakdZ3H0p60vrpJe3LqNKVkVkchhBBCCHFqXC4X+fn5ZGVltamJFP/xj39w66231rmsQ4cOrFu37jSXqG5jxozh66+/rnPZjBkzmDFjRpPst60edyGEEEIIIcSZy9LcBRBCCCGEEKKluuyyy4JjYx+trgnam8urr75KVVVVncvi4uJOc2mEEEIIIYQQovWSoIkQQgghhBD1iIyMJDIysrmLcUxpaWnNXQQhhBBCCCGEaBP05i6AEEIIIYQQQgghhBBCCCFESyBBEyGEEEIIIYQQQgghhBBCCCRoIoQQQgghhBBCCCGEEEIIAUjQRAghhBBCCCGEEEIIIYQQApCgiRBCCCGEEEIIIYQQQgghBCBBEyGEEEIIIVq8BQsWkJ2djWEY/OY3v6k3TQghhBBCCCHEqZGgiRBCCCGEEMCLL75IZmYmDoeDQYMGsXz58uYuUtCtt97KVVddxc6dO5k5c2a9afVxuVxMmDCB3r17Y7FYuOKKK+rM9+KLL9K9e3ecTiddu3bl73//e2NXRQghhBBCCCFaNEtzF0AIIYQQQojm9s9//pNp06bx8ssvM2jQIJ577jlGjRrFxo0bSUxMbNaylZeXU1hYyKhRo0hNTa03rSF+vx+n08mdd97J/Pnz68wze/ZsHnjgAf72t79x9tlns3z5ciZNmkRsbCyXXnppo9ZJCCGEEEIIIVoq6WkihBBCCCHOeM8++yyTJk3ixhtvpEePHrz88suEhYXx+uuvH3PdgwcPcuutt5KUlITD4aBXr158/PHHweXz58+nZ8+e2O12MjMzeeaZZ0LWd7vdTJ8+nbS0NMLDwxk0aBCLFi0CYNGiRURGRgIwYsQINE2rN60h4eHhzJ49m0mTJpGcnFxnnjfffJNbb72VcePG0bFjR371q19xyy238Mc//vGY74EQQgghhBBCtBXS00QIIYQQQjSpCr+/3mUGGg5DP668OhrO48gbbhgnVD6Px8PKlSt54IEHjuxL1xk5ciTLli1rcF3TNBkzZgxlZWW89dZbdOrUiby8PIzDZVi5ciVXX301jz76KOPGjePbb79lypQptGvXjgkTJgAwdepU8vLymDdvHqmpqXz44YeMHj2aNWvWcO6557Jx40a6du3K/PnzOffcc4mLi6sz7VS53W4cDkdImtPpZPny5Xi9XqxW6ynvQwghhBBCCCFaOgmaCCGEEEKIJtVpyZp6l10YF8U/cjoGX/f6Zh1Vplln3sEx4XzYr3Pw9dnL8ijx1g6cFAzve0LlKyoqwu/3k5SUFJKelJTEhg0bGlz3888/Z/ny5axfv54uXboA0LHjkfo8++yzXHjhhTz00EMAdOnShby8PJ5++mkmTJjAjh07mDNnDjt27AgOszV9+nQWLlzInDlzeOKJJ4LDg8XFxQV7idSVdqpGjRrFq6++yhVXXEH//v1ZuXIlr776Kl6vl6KiIlJSUhplP0IIIYQQQgjRkknQRAghhBBCiJOUm5tLenp6MGBytPXr13P55ZeHpA0ZMoTnnnsOv9/PmjVr8Pv9tdZ3u920a9euycpdl4ceeoiCggLOOecclFIkJSUxfvx4nnrqKXRdRvUVQgghhBBCnBkkaCKEEEIIIZrUlvN717vMQAt5vXZoz3rz6kfl/X5wj1Mr2GHx8fEYhsG+fftC0vft23fMXhxOp/OU9l1eXo5hGKxcuTI4pFe1iIiIU9r2iXI6nbz++uu88sor7Nu3j5SUFP7f//t/REZGkpCQcFrLIoQQQgghhBDNRYImQgghhBCiSZ3IHCNNlbchNpuNAQMG8MUXX3DFFVcAgblKvvjiC6ZOndrgun369GHXrl1s2rSpzt4m3bt3Z+nSpSFpS5cupUuXLhiGQb9+/fD7/RQWFnLeeec1Sn1OldVqJT09HYB58+ZxySWXSE8TIYQQQgghxBlDgiZCCCGEEOKMN23aNMaPH89ZZ53FwIEDee6556ioqODGG29scL1hw4Zx/vnnM3bsWJ599lmys7PZsGEDmqYxevRo7rnnHs4++2xmzpzJuHHjWLZsGS+88AIvvfQSEJjj5Nprr+WGG27gmWeeoV+/fuzfv58vvviCPn36cPHFFzdaHfPy8vB4PJSUlFBWVkZubi4Affv2BWDTpk0sX76cQYMGceDAAZ599lnWrl3LG2+80WhlEEIIIYQQQoiWToImQgghhBDijDdu3Dj279/Pww8/TEFBAX379mXhwoW1Joevy/z585k+fTrXXHMNFRUVZGdn8+STTwLQv39/3n33XR5++GFmzpxJSkoKjz32GBMmTAiuP2fOHB5//HHuuecedu/eTXx8POeccw6XXHJJo9bxoosuYvv27cHX/fr1A0ApBYDf7+eZZ55h48aNWK1Whg8fzrfffktmZmajlkMIIYQQQgghWjJNVf9KEkIIIYQQ4iS5XC7y8/PJysrC4XA0d3HEaSLHXQghhBBCCNHWyODEQgghhBBCCCGEEEIIIYQQSNBECCGEEEKIev3jH/8gIiKizkfPnj2bu3hBY8aMqbecTzzxRHMXTwghhBBCCCFaDZnTRAghhBBCiHpcdtllDBo0qM5lVqv1NJemfq+++ipVVVV1LouLizvNpRFCCCGEEEKI1kuCJkIIIYQQQtQjMjKSyMjI5i7GMaWlpTV3EYQQQgghhBCiTZDhuYQQQgghhBBCCCGEEEIIIZCgiRBCCCGEEEIIIYQQQgghBCBBEyGEEEIIIYQQQgghhBBCCECCJkIIIYQQQgghhBBCCCGEEIAETYQQQgghhBBCCCGEEEIIIQAJmgghhBBCCNGiLV26lN69e2O1WrniiivqTRNCCCGEEEIIceokaCKEEEIIIc5oS5Ys4dJLLyU1NRVN01iwYEFzFynEtGnT6Nu3L/n5+cydO7fetIbs2LGDiy++mLCwMBITE7n33nvx+XxNW3AhhBBCCCGEaIUkaCKEEEIIIc5oFRUV5OTk8OKLLzZ3Ueq0ZcsWRowYQXp6OjExMfWm1cfv93PxxRfj8Xj49ttveeONN5g7dy4PP/xw0xdeCCGEEEIIIVoZCZoIIYQQQogz2pgxY3j88ce58sorT3hdt9vNfffdR0ZGBna7nezsbF577bXg8sWLFzNw4EDsdjspKSncf//9IT08TNNk1qxZZGVl4XQ6ycnJ4f333wdg27ZtaJpGcXExEydORNM05s6dW2daQ/773/+Sl5fHW2+9Rd++fRkzZgwzZ87kxRdfxOPxnHCdhRBCCCGEEKItk6CJEEIIIYRoUpUeH5UeH0qpYJrHZ1Lp8eH2+evMa5pH8nr9gbwu7/HlPZ1uuOEG3nnnHZ5//nnWr1/PK6+8QkREBAC7d+/moosu4uyzz+aHH35g9uzZvPbaazz++OPB9WfNmsXf//53Xn75ZdatW8fdd9/Nddddx+LFi8nIyGDv3r1ERUXx3HPPsXfvXn75y1/WShs3blyDZVy2bBm9e/cmKSkpmDZq1CgOHTrEunXrmuaNEUIIIYQQQohWytLcBRBCCCGEEG1bj4f/A8DKB0fSLsIOwP9bsoU//XcTvzo7gyfH9gnmHTDzc6q8fr7+7XAy4sIA+Puy7cz8OI/L+6byl1/1C+Yd+sevKKnw8N+7z6dLUiQA76/cxTUD25+Wem3atIl3332Xzz77jJEjRwLQsWPH4PKXXnqJjIwMXnjhBTRNo1u3buzZs4f77ruPhx9+GK/XyxNPPMHnn3/O4MGDg+t/8803vPLKKwwbNozk5GQ0TSM6Oprk5GQAwsPDa6U1pKCgICRgAgRfFxQUNMp7IYQQQgghhBBthQRNhBBCCCGEOAm5ubkYhsGwYcPqXL5+/XoGDx6MpmnBtCFDhlBeXs6uXbsoKyujsrKSn/3sZyHreTwe+vXrd/TmhBBCCCGEEEKcBhI0EUIIIYQQTSrvsVEAOK1GMO2W8zsxcWgWhq6F5F35UKDHhsNyJO8NgztwzcAMdC007zf3Da+V96oB6Y1b+AY4nc5TWr+8vByATz75hLS0tJBldrv9lLZdU3JyMsuXLw9J27dvX3CZEEIIIYQQQogjZE4TIYQQQgjRpMJsFsJslpAeFzaLTpjNgr1GwKNmXr1GMMVqBPI6rMeX93Tp3bs3pmmyePHiOpd3796dZcuWhczlsnTpUiIjI0lPT6dHjx7Y7XZ27NhBdnZ2yCMjI6PRyjl48GDWrFlDYWFhMO2zzz4jKiqKHj16NNp+hBBCCCGEEKItkJ4mQgghhBDijFZeXs7mzZuDr/Pz88nNzSUuLo727eufHyUzM5Px48czceJEnn/+eXJycti+fTuFhYVcffXVTJkyheeee4477riDqVOnsnHjRh555BGmTZuGrutERkYyffp07r77bkzTZOjQoZSWlrJ06VKioqIYP358o9Tv5z//OT169OD666/nqaeeoqCggAcffJDbb7+9UXu0CCGEEEIIIURbIEETIYQQQghxRluxYgXDhw8Pvp42bRoA48ePZ+7cuQ2uO3v2bGbMmMGUKVMoLi6mffv2zJgxA4C0tDQ+/fRT7r33XnJycoiLi+Omm27iwQcfDK4/c+ZMEhISmDVrFlu3biUmJob+/fsHt9EYDMPg448/5rbbbmPw4MGEh4czfvx4HnvssUbbhxBCCCGEEEK0FZqqOV6AEEIIIYQQJ8HlcpGfn09WVhYOh6O5iyNOEznuQgghhBBCiLZG5jQRQgghhBBCCCGEEEIIIYRAgiZCCCGEEELU6euvvyYiIqLeR0sxefLkess4efLk5i6eEEIIIYQQQrQqMjyXEEIIIYQ4ZW1xmKaqqip2795d7/Ls7OzTWJr6FRYWcujQoTqXRUVFkZiY2GT7bovHXQghhBBCCHFmk4nghRBCCCGEqIPT6WwxgZGGJCYmNmlgRAghhBBCCCHOJDI8lxBCCCGEEEIIIYQQQgghBBI0EUIIIYQQQgghhBBCCCGEACRoIoQQQgghhBBCCCGEEEIIAUjQRAghhBBCCCGEEEIIIYQQApCgiRBCCCGEEEIIIYQQQgghBCBBEyGEEEIIIVq0pUuX0rt3b6xWK1dccUW9aUIIIYQQQgghTp0ETYQQQgghxBltyZIlXHrppaSmpqJpGgsWLGjuIoWYNm0affv2JT8/n7lz59ab1pA777yTAQMGYLfb6du3b5OWVwghhBBCCCFaMwmaCCGEEEKIM1pFRQU5OTm8+OKLzV2UOm3ZsoURI0aQnp5OTExMvWnHMnHiRMaNG9d0BRVCCCGEEEKINkCCJkIIIYQQ4ow2ZswYHn/8ca688soTXtftdnPfffeRkZGB3W4nOzub1157Lbh88eLFDBw4ELvdTkpKCvfffz8+ny+43DRNZs2aRVZWFk6nk5ycHN5//30Atm3bhqZpFBcXM3HiRDRNY+7cuXWmHcvzzz/P7bffTseOHU+4jkIIIYQQQghxJrE0dwGEEEIIIUQb56kI/G8NA00LPPd5wPSCbgGLvXZeixP0w/f3+L3g94BmgNVx7LyGtenqcpQbbriBZcuW8fzzz5OTk0N+fj5FRUUA7N69m4suuogJEyb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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from deepymod.analysis import load_tensorboard\n", + "\n", + "import pandas as pd\n", + "from tensorboard.backend.event_processing.event_accumulator import EventAccumulator\n", + "import os\n", + "from natsort import natsorted\n", + "import matplotlib.pyplot as plt\n", + "import traceback\n", + "def load_tensorboard2(path: str) -> pd.DataFrame:\n", + " \"\"\"Loads tensorboard files into a pandas dataframe. Assumes one run per folder!\n", + "\n", + " Args:\n", + " path (string): path of folder with tensorboard files.\n", + "\n", + " Returns:\n", + " DataFrame: Pandas dataframe with all run data.\n", + " \"\"\"\n", + "\n", + " event_paths = [\n", + " file\n", + " for file in os.walk(path, topdown=True)\n", + " if file[2][0][: len(\"events\")] == \"events\"\n", + " ]\n", + "\n", + " df = pd.DataFrame()\n", + " steps = None # steps are the same for all files\n", + "\n", + " for event_idx, path in enumerate(event_paths):\n", + " summary_iterator = EventAccumulator(os.path.join(path[0], path[2][0])).Reload()\n", + " tags = summary_iterator.Tags()[\"scalars\"]\n", + " data = [\n", + " [event.value for event in summary_iterator.Scalars(tag)] for tag in tags\n", + " ]\n", + " if steps is None:\n", + " steps = [event.step for event in summary_iterator.Scalars(tags[0])]\n", + "\n", + " # Adding to dataframe\n", + " tags = [tag.replace(\"/\", \"_\") for tag in tags] # for name consistency\n", + " if (\n", + " event_idx > 0\n", + " ): # We have one file in the top level, so after we need to use folder name\n", + " tags = [path[0].split(\"/\")[-1]]\n", + "\n", + " for idx, tag in enumerate(tags):\n", + " try:\n", + " df[tag] = data[idx]\n", + " except ValueError: # more debugging info\n", + " print(f\"Warning: Either the {tag = } of `df` or {idx = } of `data` do not exist! Check for pre-existing saved files. \")\n", + " df.index = steps\n", + " return df\n", + "\n", + "history = load_tensorboard2(foldername) \n", + "fig, axs = plt.subplots(1, 4, figsize=(20, 5))\n", + "\n", + "for history_key in history.keys():\n", + " history_key_parts = history_key.split(\"_\")\n", + " if history_key_parts[0] == \"loss\": \n", + " if history_key_parts[-1] == \"0\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"--\")\n", + " elif history_key_parts[-1] == \"1\":\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\":\")\n", + " else:\n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[-1], linestyle=\"-\")\n", + " if history_key_parts[0] == \"remaining\": \n", + " axs[0].semilogy(history[history_key], label=history_key_parts[1]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-.\")\n", + " if history_key_parts[0] == \"coeffs\":\n", + " if history_key_parts[2] == \"0\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"--\")\n", + " elif history_key_parts[2] == \"1\":\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\":\")\n", + " else:\n", + " axs[1].plot(history[history_key], label=history_key_parts[2]+\"_\"+history_key_parts[3]+\"_\"+history_key_parts[4], linestyle=\"-\")\n", + " if history_key_parts[0] == \"unscaled\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[2].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + " if history_key_parts[0] == \"estimator\": \n", + " if history_key_parts[3] == \"0\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"--\")\n", + " elif history_key_parts[3] == \"1\":\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\":\")\n", + " else:\n", + " axs[3].plot(history[history_key], label=history_key_parts[3]+\"_\"+history_key_parts[4]+\"_\"+history_key_parts[5], linestyle=\"-\")\n", + "\n", + "#axs[0].set_ylim([-2, 2])\n", + "axs[1].set_ylim([-6, 6])\n", + "axs[2].set_ylim([-6, 6])\n", + "axs[3].set_ylim([-6, 6])\n", + "\n", + "axs[0].legend()\n", + "axs[1].legend()\n", + "axs[2].legend()\n", + "axs[3].legend()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([20, 1])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()[0].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([[-2.3521e-02],\n", + " [ 1.3281e-01],\n", + " [ 2.8763e-01],\n", + " [-2.0156e+00],\n", + " [-1.7787e+00],\n", + " [-6.0790e-01],\n", + " [ 4.0887e-01],\n", + " [-3.5436e+01],\n", + " [ 0.0000e+00],\n", + " [-9.9599e-02],\n", + " [ 8.2289e+00],\n", + " [-1.9927e+01],\n", + " [ 3.3474e+00],\n", + " [ 0.0000e+00],\n", + " [ 0.0000e+00],\n", + " [ 0.0000e+00],\n", + " [ 1.4118e+01],\n", + " [ 6.2491e+00],\n", + " [ 0.0000e+00],\n", + " [ 0.0000e+00]], device='cuda:0', grad_fn=),\n", + " tensor([[ 8.0590e-03],\n", + " [-1.5388e-02],\n", + " [-1.2960e-01],\n", + " [ 8.0129e-01],\n", + " [ 3.8341e+00],\n", + " [-2.1709e+00],\n", + " [-1.9775e-01],\n", + " [ 1.6871e+01],\n", + " [ 2.4426e+01],\n", + " [ 0.0000e+00],\n", + " [-1.7566e+01],\n", + " [-2.4503e+01],\n", + " [-8.1093e+00],\n", + " [-7.0709e+00],\n", + " [ 0.0000e+00],\n", + " [ 0.0000e+00],\n", + " [-2.5160e+01],\n", + " [ 1.7187e+01],\n", + " [ 0.0000e+00],\n", + " [ 0.0000e+00]], device='cuda:0', grad_fn=)]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.constraint_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([[-1.2666515 ],\n", + " [ 0.35769352],\n", + " [ 1.1689028 ],\n", + " [-0.6338119 ],\n", + " [-1.579627 ],\n", + " [-0.15181023],\n", + " [ 0.7732166 ],\n", + " [-0.77279645],\n", + " [ 0. ],\n", + " [-0.10461701],\n", + " [ 0.11130317],\n", + " [-0.12082438],\n", + " [ 0.20782565],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [ 1.7622671 ],\n", + " [ 0.13914454],\n", + " [ 0. ],\n", + " [ 0. ]], dtype=float32),\n", + " array([[ 0.5475759 ],\n", + " [ 0.25207973],\n", + " [-0.9102144 ],\n", + " [ 0.5310744 ],\n", + " [ 3.8280046 ],\n", + " [-1.3439515 ],\n", + " [-0.39983183],\n", + " [ 0.40923002],\n", + " [ 0.3029539 ],\n", + " [ 0. ],\n", + " [-0.22869217],\n", + " [-0.25412074],\n", + " [-0.6813107 ],\n", + " [-0.3913725 ],\n", + " [ 0. ],\n", + " [ 0. ],\n", + " [-3.527132 ],\n", + " [ 1.5917106 ],\n", + " [ 0. ],\n", + " [ 0. ]], dtype=float32)]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.estimator_coeffs()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Batch 0 - Input shape: torch.Size([8000, 2]), Target shape: torch.Size([8000, 2])\n", + "prediction.shape = torch.Size([8000, 2]), len(time_derivs) = 2, len(thetas) = 1\n", + "time_derivs[0].shape = torch.Size([8000, 1]), thetas[0].shape = torch.Size([8000, 20])\n" + ] + } + ], + "source": [ + "for batch_idx, (input1, target) in enumerate(train_dataloader):\n", + " print(f\"Batch {batch_idx} - Input shape: {input1.shape}, Target shape: {target.shape}\")\n", + " prediction, time_derivs, thetas = model(input1)\n", + " print(f\"{prediction.shape = }, {len(time_derivs) = }, {len(thetas) = }\")\n", + " print(f\"{time_derivs[0].shape = }, {thetas[0].shape = }\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "deepymod_torch", + "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": "3.8.17" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From fcd1cf6849fb322695fcfc88faa1f013634d1fc9 Mon Sep 17 00:00:00 2001 From: georgemilosh Date: Mon, 30 Oct 2023 17:53:29 +0100 Subject: [PATCH 7/7] applying `black src/deepymod` for formatting --- examples/PDE_Cahn_Hilliard_Sine.ipynb | 95 +++++++------- src/deepymod/analysis/load_tensorboard.py | 137 +++++++++++++++++--- src/deepymod/data/burgers/burgers.py | 10 +- src/deepymod/data/diffusion/diffusion.py | 8 +- src/deepymod/model/deepmod.py | 29 +++-- src/deepymod/model/library.py | 73 ++++++++--- src/deepymod/training/sparsity_scheduler.py | 3 +- src/deepymod/training/training.py | 18 ++- 8 files changed, 258 insertions(+), 115 deletions(-) diff --git a/examples/PDE_Cahn_Hilliard_Sine.ipynb b/examples/PDE_Cahn_Hilliard_Sine.ipynb index e010a5279..7a938fd65 100644 --- a/examples/PDE_Cahn_Hilliard_Sine.ipynb +++ b/examples/PDE_Cahn_Hilliard_Sine.ipynb @@ -54,11 +54,6 @@ "torch.backends.cudnn.benchmark = False" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, { "cell_type": "code", "execution_count": 2, @@ -96,7 +91,7 @@ "dataset = Dataset(\n", " load_data,\n", " subsampler=Subsample_random,\n", - " subsampler_kwargs={\"number_of_samples\": 2000},\n", + " subsampler_kwargs={\"number_of_samples\": 300000},\n", " device=device,\n", ")" ] @@ -108,7 +103,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -197,9 +192,9 @@ "name": "stdout", "output_type": "stream", "text": [ - " 99975 MSE: 9.31e-03 Reg: 6.94e-04 L1: 2.41e+01 Algorithm converged. Writing model to disk.\n", - "CPU times: user 1h 18min 33s, sys: 1min 11s, total: 1h 19min 44s\n", - "Wall time: 1h 18min 34s\n" + " 99975 MSE: 9.02e-03 Reg: 7.33e-04 L1: 3.38e+01 Algorithm converged. Writing model to disk.\n", + "CPU times: user 3h 4min 7s, sys: 1min 29s, total: 3h 5min 36s\n", + "Wall time: 3h 4min 16s\n" ] } ], @@ -219,12 +214,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -286,35 +281,35 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[tensor([[ 0.0000e+00],\n", - " [ 0.0000e+00],\n", - " [-1.9499e-01],\n", - " [ 0.0000e+00],\n", - " [-8.9840e-03],\n", - " [ 5.0072e+00],\n", - " [-9.6258e-01],\n", - " [ 0.0000e+00],\n", - " [ 1.3403e-01],\n", - " [ 0.0000e+00],\n", + "[tensor([[ 4.7798e+00],\n", + " [-2.9329e+00],\n", + " [ 3.0118e-01],\n", + " [-4.8439e-02],\n", + " [-2.1457e-03],\n", + " [ 1.4538e+01],\n", + " [ 1.7101e+00],\n", " [ 0.0000e+00],\n", + " [ 1.2438e-01],\n", + " [-1.5869e-03],\n", + " [-4.6891e+00],\n", + " [ 4.3756e+00],\n", + " [-8.2266e-01],\n", " [ 0.0000e+00],\n", - " [-7.9184e-01],\n", - " [ 0.0000e+00],\n", - " [-9.3936e-04],\n", - " [-9.6291e+00],\n", - " [ 1.5060e+00],\n", - " [ 0.0000e+00],\n", - " [ 7.3672e-03],\n", + " [ 1.6580e-03],\n", + " [-1.6066e+01],\n", + " [-2.9166e+00],\n", + " [ 4.0675e-01],\n", + " [-4.3225e-02],\n", " [ 0.0000e+00]], device='cuda:0', grad_fn=)]" ] }, - "execution_count": 13, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -325,35 +320,35 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[array([[ 0. ],\n", - " [ 0. ],\n", - " [-1.5762188 ],\n", - " [ 0. ],\n", - " [-6.055793 ],\n", - " [ 1.6886225 ],\n", - " [-0.70032585],\n", - " [ 0. ],\n", - " [ 4.5332003 ],\n", - " [ 0. ],\n", - " [ 0. ],\n", - " [ 0. ],\n", - " [-5.643818 ],\n", + "[array([[ 1.641378 ],\n", + " [-3.5128155 ],\n", + " [ 2.3438122 ],\n", + " [-3.148204 ],\n", + " [-1.7094363 ],\n", + " [ 3.5301223 ],\n", + " [ 0.93416643],\n", " [ 0. ],\n", - " [-0.6415057 ],\n", - " [-2.590608 ],\n", - " [ 0.5802116 ],\n", + " [ 3.2348285 ],\n", + " [-0.6368615 ],\n", + " [-0.97697353],\n", + " [ 1.592245 ],\n", + " [-3.7554145 ],\n", " [ 0. ],\n", - " [ 0.3802154 ],\n", + " [ 0.41745803],\n", + " [-3.101124 ],\n", + " [-0.7959328 ],\n", + " [ 1.5770061 ],\n", + " [-0.66903263],\n", " [ 0. ]], dtype=float32)]" ] }, - "execution_count": 14, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } diff --git a/src/deepymod/analysis/load_tensorboard.py b/src/deepymod/analysis/load_tensorboard.py index a2c4a8aef..a89e267e7 100644 --- a/src/deepymod/analysis/load_tensorboard.py +++ b/src/deepymod/analysis/load_tensorboard.py @@ -45,50 +45,145 @@ def load_tensorboard(path: str) -> pd.DataFrame: for idx, tag in enumerate(tags): try: df[tag] = data[idx] - except ValueError: # more debugging info - print(f"Warning: Either the {tag = } of `df` or {idx = } of `data` do not exist! Check for pre-existing saved files. ") + except ValueError: # more debugging info + print( + f"Warning: Either the {tag = } of `df` or {idx = } of `data` do not exist! Check for pre-existing saved files. " + ) df.index = steps return df + def plot_history(foldername: str): """Plots the training history of the model.""" - history = load_tensorboard(foldername) + history = load_tensorboard(foldername) fig, axs = plt.subplots(1, 4, figsize=(20, 5)) for history_key in history.keys(): history_key_parts = history_key.split("_") - if history_key_parts[0] == "loss": + if history_key_parts[0] == "loss": if history_key_parts[-1] == "0": - axs[0].semilogy(history[history_key], label=history_key_parts[1]+"_"+history_key_parts[-1], linestyle="--") + axs[0].semilogy( + history[history_key], + label=history_key_parts[1] + "_" + history_key_parts[-1], + linestyle="--", + ) elif history_key_parts[-1] == "1": - axs[0].semilogy(history[history_key], label=history_key_parts[1]+"_"+history_key_parts[-1], linestyle=":") + axs[0].semilogy( + history[history_key], + label=history_key_parts[1] + "_" + history_key_parts[-1], + linestyle=":", + ) else: - axs[0].semilogy(history[history_key], label=history_key_parts[1]+"_"+history_key_parts[-1], linestyle="-") - if history_key_parts[0] == "remaining": - axs[0].semilogy(history[history_key], label=history_key_parts[1]+"_"+history_key_parts[3]+"_"+history_key_parts[4], linestyle="-.") + axs[0].semilogy( + history[history_key], + label=history_key_parts[1] + "_" + history_key_parts[-1], + linestyle="-", + ) + if history_key_parts[0] == "remaining": + axs[0].semilogy( + history[history_key], + label=history_key_parts[1] + + "_" + + history_key_parts[3] + + "_" + + history_key_parts[4], + linestyle="-.", + ) if history_key_parts[0] == "coeffs": if history_key_parts[2] == "0": - axs[1].plot(history[history_key], label=history_key_parts[2]+"_"+history_key_parts[3]+"_"+history_key_parts[4], linestyle="--") + axs[1].plot( + history[history_key], + label=history_key_parts[2] + + "_" + + history_key_parts[3] + + "_" + + history_key_parts[4], + linestyle="--", + ) elif history_key_parts[2] == "1": - axs[1].plot(history[history_key], label=history_key_parts[2]+"_"+history_key_parts[3]+"_"+history_key_parts[4], linestyle=":") + axs[1].plot( + history[history_key], + label=history_key_parts[2] + + "_" + + history_key_parts[3] + + "_" + + history_key_parts[4], + linestyle=":", + ) else: - axs[1].plot(history[history_key], label=history_key_parts[2]+"_"+history_key_parts[3]+"_"+history_key_parts[4], linestyle="-") - if history_key_parts[0] == "unscaled": + axs[1].plot( + history[history_key], + label=history_key_parts[2] + + "_" + + history_key_parts[3] + + "_" + + history_key_parts[4], + linestyle="-", + ) + if history_key_parts[0] == "unscaled": if history_key_parts[3] == "0": - axs[2].plot(history[history_key], label=history_key_parts[3]+"_"+history_key_parts[4]+"_"+history_key_parts[5], linestyle="--") + axs[2].plot( + history[history_key], + label=history_key_parts[3] + + "_" + + history_key_parts[4] + + "_" + + history_key_parts[5], + linestyle="--", + ) elif history_key_parts[3] == "1": - axs[2].plot(history[history_key], label=history_key_parts[3]+"_"+history_key_parts[4]+"_"+history_key_parts[5], linestyle=":") + axs[2].plot( + history[history_key], + label=history_key_parts[3] + + "_" + + history_key_parts[4] + + "_" + + history_key_parts[5], + linestyle=":", + ) else: - axs[2].plot(history[history_key], label=history_key_parts[3]+"_"+history_key_parts[4]+"_"+history_key_parts[5], linestyle="-") - if history_key_parts[0] == "estimator": + axs[2].plot( + history[history_key], + label=history_key_parts[3] + + "_" + + history_key_parts[4] + + "_" + + history_key_parts[5], + linestyle="-", + ) + if history_key_parts[0] == "estimator": if history_key_parts[3] == "0": - axs[3].plot(history[history_key], label=history_key_parts[3]+"_"+history_key_parts[4]+"_"+history_key_parts[5], linestyle="--") + axs[3].plot( + history[history_key], + label=history_key_parts[3] + + "_" + + history_key_parts[4] + + "_" + + history_key_parts[5], + linestyle="--", + ) elif history_key_parts[3] == "1": - axs[3].plot(history[history_key], label=history_key_parts[3]+"_"+history_key_parts[4]+"_"+history_key_parts[5], linestyle=":") + axs[3].plot( + history[history_key], + label=history_key_parts[3] + + "_" + + history_key_parts[4] + + "_" + + history_key_parts[5], + linestyle=":", + ) else: - axs[3].plot(history[history_key], label=history_key_parts[3]+"_"+history_key_parts[4]+"_"+history_key_parts[5], linestyle="-") + axs[3].plot( + history[history_key], + label=history_key_parts[3] + + "_" + + history_key_parts[4] + + "_" + + history_key_parts[5], + linestyle="-", + ) - #axs[0].set_ylim([-2, 2]) + # axs[0].set_ylim([-2, 2]) axs[1].set_ylim([-2, 2]) axs[2].set_ylim([-2, 2]) axs[3].set_ylim([-2, 2]) diff --git a/src/deepymod/data/burgers/burgers.py b/src/deepymod/data/burgers/burgers.py index 0840a4d22..d1f29bf11 100644 --- a/src/deepymod/data/burgers/burgers.py +++ b/src/deepymod/data/burgers/burgers.py @@ -30,7 +30,7 @@ def burgers_delta(x: torch.tensor, t: torch.tensor, v: float, A: float): u = ( torch.sqrt(v / (pi * t)) - * ((torch.exp(R) - 1) * torch.exp(-(z ** 2))) + * ((torch.exp(R) - 1) * torch.exp(-(z**2))) / (1 + (torch.exp(R) - 1) / 2 * torch.erfc(z)) ) coords = torch.cat((t.reshape(-1, 1), x.reshape(-1, 1)), dim=1) @@ -57,7 +57,7 @@ def burgers_cos( [Tensor]: solution. """ - z = v * k ** 2 * t + z = v * k**2 * t u = (2 * v * a * k * torch.exp(-z) * torch.sin(k * x)) / ( b + a * torch.exp(-z) * torch.cos(k * x) @@ -85,10 +85,10 @@ def burgers_sawtooth(x: torch.tensor, t: torch.tensor, v: float) -> torch.tensor z_right = x - 4 * t - 2 * pi l = 4 * v * (t + 1) - phi = torch.exp(-(z_left ** 2) / l) + torch.exp(-(z_right ** 2) / l) + phi = torch.exp(-(z_left**2) / l) + torch.exp(-(z_right**2) / l) dphi_x = -2 * z_left / l * torch.exp( - -(z_left ** 2) / l - ) - 2 * z_right / l * torch.exp(-(z_right ** 2) / l) + -(z_left**2) / l + ) - 2 * z_right / l * torch.exp(-(z_right**2) / l) u = -2 * v * dphi_x / phi + 4 coords = torch.cat((t.reshape(-1, 1), x.reshape(-1, 1)), dim=1) return coords, u.view(-1, 1) diff --git a/src/deepymod/data/diffusion/diffusion.py b/src/deepymod/data/diffusion/diffusion.py index 489f032c4..f2bd9dbb2 100644 --- a/src/deepymod/data/diffusion/diffusion.py +++ b/src/deepymod/data/diffusion/diffusion.py @@ -24,8 +24,8 @@ def diffusion_gaussian( Returns: [Tensor]: solution. """ - u = (2 * pi * sigma ** 2 + 4 * pi * D * t) ** (-1 / 2) * torch.exp( - -((x - x0) ** 2) / (2 * sigma ** 2 + 4 * D * t) + u = (2 * pi * sigma**2 + 4 * pi * D * t) ** (-1 / 2) * torch.exp( + -((x - x0) ** 2) / (2 * sigma**2 + 4 * D * t) ) coords = torch.cat((t.reshape(-1, 1), x.reshape(-1, 1)), dim=1) return coords, u.view(-1, 1) @@ -54,9 +54,9 @@ def advection_diffusion_gaussian_2d( Returns: [Tensor]: solution. """ - u = (2 * pi * sigma ** 2 + 4 * pi * D * t) ** (-1) * torch.exp( + u = (2 * pi * sigma**2 + 4 * pi * D * t) ** (-1) * torch.exp( -((x[:, 0:1] - x0[0] - v[0] * t) ** 2 + (x[:, 1:2] - x0[1] - v[1] * t) ** 2) - / (2 * sigma ** 2 + 4 * D * t) + / (2 * sigma**2 + 4 * D * t) ) coords = torch.cat((t.reshape(-1, 1), x.reshape(-1, 2)), dim=1) return coords, u.view(-1, 1) diff --git a/src/deepymod/model/deepmod.py b/src/deepymod/model/deepmod.py index a0d0fe39e..f3705bb13 100644 --- a/src/deepymod/model/deepmod.py +++ b/src/deepymod/model/deepmod.py @@ -56,14 +56,15 @@ def forward(self, input: Tuple[TensorList, TensorList]) -> TensorList: ] return self.coeff_vectors - # static method is bound to a class rather than the objects for that class. This means that a static method can be called without an object for that class. This also means that static methods cannot modify the state of an object as they are not bound to it. + + # static method is bound to a class rather than the objects for that class. This means that a static method can be called without an object for that class. This also means that static methods cannot modify the state of an object as they are not bound to it. @staticmethod def apply_mask(thetas: TensorList, masks: TensorList) -> TensorList: """Applies the sparsity mask to the feature (library) matrix theta. Args: thetas (TensorList): List of all library matrices of size [(n_samples, n_features) x n_outputs]. - masks (TensorList): List of all sparsity masks + masks (TensorList): List of all sparsity masks Returns: TensorList: The sparse version of the library matrices of size [(n_samples, n_active_features) x n_outputs]. """ @@ -166,7 +167,7 @@ def fit(self, X: np.ndarray, y: np.ndarray) -> np.ndarray: class Library(nn.Module): def __init__(self) -> None: """Abstract baseclass for the library module. For specific uses see - deepymod.model.library + deepymod.model.library """ super().__init__() self.norms = None @@ -221,10 +222,10 @@ def __init__( during training to update the sparsity mask (i.e. which terms the constraint is allowed to use.) Args: - function_approximator (torch.nn.Sequential): + function_approximator (torch.nn.Sequential): makes predictions about the dynamical field (variable), its value and derivatives parametrized by Neural Network (NN) so taking use of autodiff - library (Library): + library (Library): Library of terms to be used in the model discovery process sparsity_estimator (Estimator): updates the sparsity mask Example: Threshold(0.1) would set threshold = 0.1 for the thresholding estimator of the coefficients @@ -252,14 +253,20 @@ def forward( ((n_samples, n_outputs), [(n_samples, 1) x n_outputs]), [(n_samples, n_features) x n_outputs]) """ - prediction, coordinates = self.func_approx(input) # predict the dynamical field (variable), its value and derivatives - time_derivs, thetas = self.library((prediction, coordinates)) # library function returns time_deriv and theta (equation (4) of the manuscript) - coeff_vectors = self.constraint((time_derivs, thetas)) # used to be called `fit` in DeepMoD_torch + prediction, coordinates = self.func_approx( + input + ) # predict the dynamical field (variable), its value and derivatives + time_derivs, thetas = self.library( + (prediction, coordinates) + ) # library function returns time_deriv and theta (equation (4) of the manuscript) + coeff_vectors = self.constraint( + (time_derivs, thetas) + ) # used to be called `fit` in DeepMoD_torch return prediction, time_derivs, thetas @property def sparsity_masks(self): - """Returns the sparsity masks which contain the active terms (array of bools). + """Returns the sparsity masks which contain the active terms (array of bools). Calls on constraint object which is attribute of DeepMoD class.""" return self.constraint.sparsity_masks @@ -284,14 +291,14 @@ def constraint_coeffs(self, scaled=False, sparse=False) -> TensorList: (TensorList): List of coefficients of size [(n_features, 1) x n_outputs] """ coeff_vectors = self.constraint.coeff_vectors - if scaled: # perform normalization + if scaled: # perform normalization coeff_vectors = [ coeff / norm[:, None] for coeff, norm, mask in zip( coeff_vectors, self.library.norms, self.sparsity_masks ) ] - if sparse: # apply sparsity mask + if sparse: # apply sparsity mask coeff_vectors = [ sparsity_mask[:, None] * coeff for sparsity_mask, coeff in zip(self.sparsity_masks, coeff_vectors) diff --git a/src/deepymod/model/library.py b/src/deepymod/model/library.py index f93425b00..37e6af400 100644 --- a/src/deepymod/model/library.py +++ b/src/deepymod/model/library.py @@ -44,15 +44,30 @@ def library_deriv( dy = grad( prediction, data, grad_outputs=torch.ones_like(prediction), create_graph=True )[0] - time_deriv = dy[:, 0:1] # First column is time derivative + time_deriv = dy[:, 0:1] # First column is time derivative - if max_order == 0: # If we only want the time derivative, du is just a scalar + if max_order == 0: # If we only want the time derivative, du is just a scalar du = torch.ones_like(time_deriv) - else: # Else we calculate the spatial derivatives - du = torch.cat((torch.ones_like(time_deriv), dy[:, 1:2]), dim=1) # second column of dy gives first order derivative - if max_order > 1: # If we want higher order derivatives, we calculate them successively and concatenate them to du + else: # Else we calculate the spatial derivatives + du = torch.cat( + (torch.ones_like(time_deriv), dy[:, 1:2]), dim=1 + ) # second column of dy gives first order derivative + if ( + max_order > 1 + ): # If we want higher order derivatives, we calculate them successively and concatenate them to du for order in np.arange(1, max_order): - du = torch.cat((du, grad(du[:, order:order+1], data, grad_outputs=torch.ones_like(prediction), create_graph=True)[0][:, 1:2]), dim=1) + du = torch.cat( + ( + du, + grad( + du[:, order : order + 1], + data, + grad_outputs=torch.ones_like(prediction), + create_graph=True, + )[0][:, 1:2], + ), + dim=1, + ) return time_deriv, du @@ -95,9 +110,9 @@ def library( input (Tuple[torch.Tensor, torch.Tensor]): A prediction u (n_samples, n_outputs) and spatiotemporal locations (n_samples, 2). Returns: - Tuple[TensorList, TensorList]: + Tuple[TensorList, TensorList]: The time derivatives [(n_samples, 1) x n_outputs] - thetas [(n_samples, (poly_order + 1)(deriv_order + 1))] + thetas [(n_samples, (poly_order + 1)(deriv_order + 1))] computed from the library and data. """ prediction, data = input @@ -107,31 +122,57 @@ def library( # Creating lists for all outputs (each degree of freedom: l.h.s. of differential equation) for output in np.arange(prediction.shape[1]): - time_deriv, du = library_deriv(data, prediction[:, output : output + 1], self.diff_order) + time_deriv, du = library_deriv( + data, prediction[:, output : output + 1], self.diff_order + ) u = library_poly(prediction[:, output : output + 1], self.poly_order) poly_list.append(u) deriv_list.append(du) time_deriv_list.append(time_deriv) - samples = time_deriv_list[0].shape[0] # number of samples - total_terms = poly_list[0].shape[1] * deriv_list[0].shape[1] # product of the number of possible polynomials (i.e. monomials) and the number of derivative terms + samples = time_deriv_list[0].shape[0] # number of samples + total_terms = ( + poly_list[0].shape[1] * deriv_list[0].shape[1] + ) # product of the number of possible polynomials (i.e. monomials) and the number of derivative terms # Calculating theta if len(poly_list) == 1: # If we have a single output, we simply calculate and flatten matrix product # between polynomials and derivatives to get library - theta = torch.matmul(poly_list[0][:, :, None], deriv_list[0][:, None, :]).view(samples, total_terms) + theta = torch.matmul( + poly_list[0][:, :, None], deriv_list[0][:, None, :] + ).view(samples, total_terms) # For each sample poly_list[0][each_sample, :] and deriv_list[0][each_sample, :] the above line is equivalent to np.multiply.outer(poly_list[0][each_sample, :],deriv_list[0][each_sample, :] ).reshape(-1) # so the logic of the expression can be understood by executing np.add.outer(np.array(['', 'u', 'u^2'], object),np.array(['', 'u_x', 'u_xx','u_xxx'], object)).reshape(-1) <- this is consistent with equation (4) # this means that we iterate over deriv_list first (fast index) and then over poly_list (slow index) # this gives, for example: ['', 'u_x', 'u_xx', 'u_xxx', 'u', 'uu_x', 'uu_xx', 'uu_xxx', 'u^2', 'u^2u_x', 'u^2u_xx', 'u^2u_xxx'] else: - theta_uv = reduce((lambda x, y: (x[:, :, None] @ y[:, None, :]).view(samples, -1)), poly_list) # TODO comment the following lines - theta_dudv = torch.cat([torch.matmul(du[:, :, None], dv[:, None, :]).view(samples, -1)[:, 1:] for du, dv in combinations(deriv_list, 2)],1) # calculate all unique combinations of derivatives - theta_udu = torch.cat([torch.matmul(u[:, 1:, None], du[:, None, 1:]).view(samples, (poly_list[0].shape[1]-1) * (deriv_list[0].shape[1]-1)) for u, dv in product(poly_list, deriv_list)], 1) # calculate all unique products of polynomials and derivatives. This term was absent in DeePyMoD original repo but it is necessary for identification of Keller Segel + theta_uv = reduce( + (lambda x, y: (x[:, :, None] @ y[:, None, :]).view(samples, -1)), + poly_list, + ) # TODO comment the following lines + theta_dudv = torch.cat( + [ + torch.matmul(du[:, :, None], dv[:, None, :]).view(samples, -1)[ + :, 1: + ] + for du, dv in combinations(deriv_list, 2) + ], + 1, + ) # calculate all unique combinations of derivatives + theta_udu = torch.cat( + [ + torch.matmul(u[:, 1:, None], du[:, None, 1:]).view( + samples, + (poly_list[0].shape[1] - 1) * (deriv_list[0].shape[1] - 1), + ) + for u, dv in product(poly_list, deriv_list) + ], + 1, + ) # calculate all unique products of polynomials and derivatives. This term was absent in DeePyMoD original repo but it is necessary for identification of Keller Segel theta = torch.cat([theta_uv, theta_dudv, theta_udu], dim=1) - return time_deriv_list, [theta]*len(poly_list) + return time_deriv_list, [theta] * len(poly_list) class Library2D(Library): diff --git a/src/deepymod/training/sparsity_scheduler.py b/src/deepymod/training/sparsity_scheduler.py index de9e0cce3..1a24a7543 100644 --- a/src/deepymod/training/sparsity_scheduler.py +++ b/src/deepymod/training/sparsity_scheduler.py @@ -103,7 +103,8 @@ def __init__(self, periodicity=50, patience=200, delta=1e-5, path="checkpoint.pt periodicity (int): apply sparsity mask per periodicity epochs patience (int): wait patience epochs before checking TrainTest delta (float): desired accuracy - path (str): pathname where to store the savepoints, must have ".pt" extension""" + path (str): pathname where to store the savepoints, must have ".pt" extension + """ self.path = path self.patience = patience self.delta = delta diff --git a/src/deepymod/training/training.py b/src/deepymod/training/training.py index a7390a5a7..edeeaa724 100644 --- a/src/deepymod/training/training.py +++ b/src/deepymod/training/training.py @@ -40,8 +40,8 @@ def train( n_features = train_dataloader[0][1].shape[-1] # n_features = model.func_approx.modules() # Training - convergence = Convergence(**convergence_kwargs) # Convergence check initialization - for iteration in torch.arange(0, max_iterations): # iterate over epochs + convergence = Convergence(**convergence_kwargs) # Convergence check initialization + for iteration in torch.arange(0, max_iterations): # iterate over epochs # Training variables defined as: loss, mse, regularisation batch_losses = torch.zeros( (3, n_features, len(train_dataloader)), @@ -56,17 +56,19 @@ def train( ) # loss per output, equation (6) of the paper, used to be called mse_loss in DeePyMoD_torch batch_losses[2, :, batch_idx] = torch.stack( [ - torch.mean((dt - theta @ coeff_vector) ** 2) # equation (7) of the original paper, used to be called reg_loss in DeePyMoD_torch + torch.mean( + (dt - theta @ coeff_vector) ** 2 + ) # equation (7) of the original paper, used to be called reg_loss in DeePyMoD_torch for dt, theta, coeff_vector in zip( time_derivs, thetas, model.constraint_coeffs(scaled=False, sparse=True), ) ] - ) + ) batch_losses[0, :, batch_idx] = ( # mse_loss + reg_loss batch_losses[1, :, batch_idx] + batch_losses[2, :, batch_idx] - ) # The weight optimization does not call on L1 losses, instead + ) # The weight optimization does not call on L1 losses, instead # L1 is included in the logging below. See the latest paper: http://arxiv.org/abs/2011.04336 # Optimizer step @@ -85,7 +87,7 @@ def train( for batch_idx, test_sample in enumerate(test_dataloader): data_test, target_test = test_sample prediction_test = model.func_approx(data_test)[0] - batch_mse_test[:, batch_idx] = torch.mean( # mse loss + batch_mse_test[:, batch_idx] = torch.mean( # mse loss (prediction_test - target_test) ** 2, dim=-2 ) # loss per output mse_test = batch_mse_test.cpu().detach().mean(dim=-1) @@ -120,7 +122,9 @@ def train( torch.cat(model.constraint_coeffs(sparse=True, scaled=True), dim=1) ) ) - converged = convergence(iteration, l1_norm) # Check if change is smaller than delta and if we've exceeded patience + converged = convergence( + iteration, l1_norm + ) # Check if change is smaller than delta and if we've exceeded patience if converged: break logger.close(model)