diff --git a/examples/sgld_visualization.ipynb b/examples/sgld_visualization.ipynb new file mode 100644 index 00000000..e0390af3 --- /dev/null +++ b/examples/sgld_visualization.ipynb @@ -0,0 +1,729 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "emwunjwpp0p", + "source": [ + "# Understanding SGLD and Loss Landscapes on Toy Models\n", + "\n", + "This notebook builds intuition for Stochastic Gradient Langevin Dynamics (SGLD) and local learning coefficient (LLC) estimation using small, fully visualizable models.\n", + "\n", + "We start with a 2-parameter linear regression (where the loss landscape is a simple bowl), then move to a 4-parameter single-hidden-neuron MLP (where the landscape has interesting non-convex structure). For each, we:\n", + "\n", + "1. Visualize the loss landscape by sweeping over parameter pairs\n", + "2. Run a simplified SGLD sampler and record the parameter trajectory\n", + "3. Overlay the SGLD trace on the landscape to see how the sampler explores\n", + "\n", + "## SGLD update rule\n", + "\n", + "The vanilla SGLD update used in this notebook is:\n", + "\n", + "$$\n", + "w_{t+1} = w_t - \\eta \\, \\nabla L(w_t) + \\varepsilon \\, \\mathcal{N}(0, I)\n", + "$$\n", + "\n", + "where $\\eta$ is the learning rate and $\\varepsilon$ controls the noise scale. This is equivalent to the `devinterp.optim.SGLD` update:\n", + "\n", + "$$\n", + "w_{t+1} = w_t - \\frac{\\epsilon}{2}\\left( n\\beta \\, \\nabla L(w_t) + \\gamma (w_t - w_0) \\right) + \\sqrt{\\epsilon} \\, \\mathcal{N}(0, \\sigma^2 I)\n", + "$$\n", + "\n", + "with $n\\beta = 1$, $\\gamma = 0$ (no localization), and the parameter mapping $\\epsilon = 2\\eta$, $\\sigma = \\varepsilon / \\sqrt{\\epsilon}$.\n", + "\n", + "## Simplified LLC estimation\n", + "\n", + "Given a base loss $L(w^*)$ at the trained weights, we estimate the LLC by sampling around $w^*$ and computing:\n", + "\n", + "$$\n", + "\\hat\\lambda \\approx \\frac{\\overline{L}_{\\text{SGLD}} - L(w^*)}{\\varepsilon^2 / 2}\n", + "$$\n", + "\n", + "where $\\overline{L}_{\\text{SGLD}}$ is the mean loss over SGLD samples. This is a simplified version of the full estimator from [Lau et al. (2023)](https://arxiv.org/abs/2308.12108), which uses temperature scaling ($n\\beta$) and localization ($\\gamma$) for more reliable estimates.\n", + "\n", + "We are using the simplified LLC so the SGLD behavior might be a suboptimal. The point of this exercise is visualizing the sampler and keeping the SGLD as simple as possible (loss plus noise)." + ], + "metadata": {} + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-02-19T11:58:53.368177Z", + "start_time": "2026-02-19T11:58:52.809700Z" + } + }, + "cell_type": "code", + "source": "import torch\nimport torch.nn as nn\n\n# PARAM HELPERS: flatten/unflatten parameters\ndef get_param_vector(m: nn.Module) -> torch.Tensor:\n with torch.no_grad():\n return torch.cat([p.view(-1) for p in m.parameters()]).clone()\n\ndef set_param_vector(m: nn.Module, v: torch.Tensor):\n with torch.no_grad():\n offset = 0\n for p in m.parameters():\n numel = p.numel()\n p.copy_(v[offset:offset + numel].view_as(p))\n offset += numel\n\ndef compute_loss_grid(model, X, Y, loss_fn, base_params, i, j, ri, rj):\n \"\"\"Evaluate loss on a 2D grid varying params i and j over ranges ri, rj.\n Other params held at base_params values. Restores model afterwards.\"\"\"\n Ii, Jj = torch.meshgrid(ri, rj, indexing=\"ij\")\n Z = torch.zeros_like(Ii)\n for a in range(len(ri)):\n for b in range(len(rj)):\n v = base_params.clone()\n v[i] = Ii[a, b]\n v[j] = Jj[a, b]\n set_param_vector(model, v)\n with torch.no_grad():\n Z[a, b] = loss_fn(model(X), Y)\n set_param_vector(model, base_params)\n return Ii, Jj, Z\n\ndef estimate_llc_simple_sgld(model, X, Y, eps=0.01, lr=1e-3, draws=5000):\n \"\"\"\n Simplified LLC estimator: (avg_loss - base_loss) / (eps^2/2).\n Returns (llc_estimate, parameter_path). Restores model weights after sampling.\n \"\"\"\n saved_params = get_param_vector(model)\n losses = []\n path = []\n base_loss = loss_fn(model(X), Y).item()\n\n for _ in range(draws):\n model.zero_grad()\n loss = loss_fn(model(X), Y)\n loss.backward()\n\n with torch.no_grad():\n # >>>>>> THE PUNCHLINE <<<<<<\n for p in model.parameters():\n noise = torch.randn_like(p) * eps\n p.add_(-lr * p.grad + noise)\n\n losses.append(loss.item())\n path.append(get_param_vector(model).tolist())\n\n # restore model to starting weights\n set_param_vector(model, saved_params)\n\n avg_loss = sum(losses) / len(losses)\n if eps == 0:\n llc_estimate = None\n else:\n llc_estimate = (avg_loss - base_loss) / (eps**2 / 2.0)\n return llc_estimate, torch.tensor(path)", + "id": "188c0db6cffefe46", + "outputs": [], + "execution_count": 1 + }, + { + "cell_type": "markdown", + "id": "3ln46j8wz9c", + "source": [ + "## Warm-up: Linear Regression (2 parameters)\n", + "\n", + "A simple linear model $f(x) = wx + b$ trained on the dataset $y = 3x + 2$. The loss landscape is a convex bowl with a single minimum at $(w, b) = (3, 2)$. We train the model to some steps, visualize the landscape, and run SGLD from the trained weights to get a rough LLC estimate." + ], + "metadata": {} + }, + { + "cell_type": "code", + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2026-02-19T11:58:54.076024Z", + "start_time": "2026-02-19T11:58:53.430020Z" + } + }, + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "torch.manual_seed(42)\n", + "loss_fn = nn.MSELoss()\n", + "\n", + "# DATASET: Linear Regression (y = 3x + 2)\n", + "X = torch.linspace(-1, 1, 100).reshape(-1, 1)\n", + "Y = 3 * X + 2\n", + "\n", + "# MODEL: 2 parameters (weight and bias)\n", + "model = nn.Linear(1, 1)\n", + "\n", + "# TRAIN to convergence\n", + "optimizer = torch.optim.SGD(model.parameters(), lr=0.1)\n", + "for step in range(500):\n", + " optimizer.zero_grad()\n", + " loss = loss_fn(model(X), Y)\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + "print(f\"Trained: w={model.weight.item():.4f}, b={model.bias.item():.4f}, loss={loss.item():.6f}\")\n", + "\n", + "# LANDSCAPE VISUALIZATION\n", + "def plot_landscape(model, X, Y, center_w=None, center_b=None, span=0.5):\n", + " if center_w is None:\n", + " center_w = model.weight.item()\n", + " if center_b is None:\n", + " center_b = model.bias.item()\n", + "\n", + " saved_w = model.weight.data.clone()\n", + " saved_b = model.bias.data.clone()\n", + "\n", + " w_range = torch.linspace(center_w - span, center_w + span, 50)\n", + " b_range = torch.linspace(center_b - span, center_b + span, 50)\n", + " W, B = torch.meshgrid(w_range, b_range, indexing='ij')\n", + " Z = torch.zeros_like(W)\n", + "\n", + " for i in range(len(w_range)):\n", + " for j in range(len(b_range)):\n", + " model.weight.data = torch.tensor([[w_range[i]]])\n", + " model.bias.data = torch.tensor([b_range[j]])\n", + " with torch.no_grad():\n", + " Z[i, j] = loss_fn(model(X), Y)\n", + "\n", + " # restore model weights\n", + " model.weight.data = saved_w\n", + " model.bias.data = saved_b\n", + "\n", + " fig, ax = plt.subplots(figsize=(7, 6))\n", + "\n", + " cf = ax.contourf(W, B, Z, levels=50, cmap='viridis')\n", + " fig.colorbar(cf, ax=ax, label='Loss')\n", + " ax.scatter([center_w], [center_b], marker='x', c='white', s=100, label='Trained', zorder=10)\n", + " ax.set_xlabel('Weight (w)')\n", + " ax.set_ylabel('Bias (b)')\n", + " ax.set_title('2D Loss Landscape')\n", + " ax.legend()\n", + "\n", + " return fig, ax\n", + "\n", + "fig, ax = plot_landscape(model, X, Y)" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Trained: w=3.0000, b=2.0000, loss=0.000000\n" + ] + }, + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 2 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "The SGLD sampler produces a trajectory $w_0, w_1, \\ldots, w_T$ through parameter space. To see how the sampler explores the local geometry, we overlay this trajectory on a 2D slice of the loss landscape (varying two parameters while holding the others fixed at their trained values).\n", + "\n", + "The trace is colored by time step. The circle marks the start, the star marks the end." + ], + "id": "4e45bfc1cf8b8fad" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-02-19T11:58:54.394063Z", + "start_time": "2026-02-19T11:58:54.087184Z" + } + }, + "cell_type": "code", + "source": [ + "llc, path = estimate_llc_simple_sgld(model, X, Y)\n", + "print(\"Estimated LLC:\", llc)\n", + "\n", + "# Overlay the SGLD trace on the landscape\n", + "import numpy as np\n", + "from matplotlib.collections import LineCollection\n", + "from matplotlib.colors import Normalize\n", + "\n", + "w_path = path[:, 0]\n", + "b_path = path[:, 1]\n", + "\n", + "pts = np.column_stack([w_path, b_path])\n", + "T = len(pts)\n", + "segments = np.stack([pts[:-1], pts[1:]], axis=1)\n", + "lc = LineCollection(segments, cmap=\"Greys_r\", norm=Normalize(0, T - 1))\n", + "lc.set_array(np.arange(T - 1))\n", + "lc.set_linewidth(2.0)\n", + "ax.add_collection(lc)\n", + "\n", + "ax.scatter(pts[0, 0], pts[0, 1], marker=\"o\", s=80, edgecolors=\"black\", linewidths=1.0, zorder=5)\n", + "ax.scatter(pts[-1, 0], pts[-1, 1], marker=\"*\", s=90, edgecolors=\"black\", linewidths=1.0, zorder=5)\n", + "\n", + "ax.set_xlabel(\"Weight (w)\")\n", + "ax.set_ylabel(\"Bias (b)\")\n", + "ax.set_title(f\"SGLD trace on loss landscape (LLC = {llc:.2f})\")\n", + "ax.legend()\n", + "fig.colorbar(lc, ax=ax, label=\"SGLD step\")\n", + "fig" + ], + "id": "52ed6c66a52fc013", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Estimated LLC: 595.7900964365639\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 3 + }, + { + "cell_type": "markdown", + "id": "7mt29i9na03", + "source": [ + "## Nonlinear Model: Single Hidden Neuron (4 parameters)\n", + "\n", + "Now we move to a more interesting case: a tiny MLP with one hidden neuron and tanh activation:\n", + "\n", + "$$f(x) = w_2 \\tanh(w_1 x + b_1) + b_2$$\n", + "\n", + "This has 4 learnable parameters $(w_1, b_1, w_2, b_2)$. Unlike the linear case, the loss landscape is non-convex and has symmetries (e.g., flipping the sign of $w_1$ and $w_2$ simultaneously gives the same function).\n", + "\n", + "Several toy datasets are provided to experiment with:\n", + "- **step**: A step function ($\\pm 1$) - a single tanh neuron fits this well\n", + "- **abs**: $|x|$ - has a cusp at 0, instructive for seeing the limits of a smooth activation\n", + "- **bump**: A localized Gaussian bump $e^{-3x^2}$ - learnable but shows limitations\n", + "- **sin_plus_trend**: $\\sin(3x) + 0.3x$ - more complex than one neuron can perfectly represent, good for building intuition about model capacity\n", + "\n", + "After training, we visualize all $\\binom{4}{2} = 6$ pairwise slices of the loss landscape and run SGLD to explore the local geometry around the trained solution." + ], + "metadata": {} + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-02-19T11:58:54.423395Z", + "start_time": "2026-02-19T11:58:54.414898Z" + } + }, + "cell_type": "code", + "source": [ + "import itertools\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.optim as optim\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "torch.manual_seed(0)\n", + "\n", + "# TOY DATASETS (choose one)\n", + "#\n", + "def make_dataset(name=\"step\", n=200):\n", + " X = torch.linspace(-2, 2, n).reshape(-1, 1)\n", + "\n", + " if name == \"step\":\n", + " # A smooth-ish step is perfect for a single tanh neuron.\n", + " # True function: ~sign(x)\n", + " Y = torch.where(X >= 0, torch.ones_like(X), -torch.ones_like(X))\n", + "\n", + " elif name == \"abs\":\n", + " # |x|: interesting cusp at 0; one tanh neuron won't fit perfectly, but it's instructive.\n", + " Y = torch.abs(X)\n", + "\n", + " elif name == \"bump\":\n", + " # A localized bump: learnable-ish with tanh but will show limitations.\n", + " Y = torch.exp(-3 * (X ** 2))\n", + "\n", + " elif name == \"sin_plus_trend\":\n", + " # More complex than one neuron can fully represent\n", + " Y = torch.sin(3 * X) + 0.3 * X\n", + "\n", + " else:\n", + " raise ValueError(\"Unknown dataset name\")\n", + "\n", + " return X, Y\n", + "\n", + "# X, Y = make_dataset(\"step\", n=200)\n", + "# X, Y = make_dataset(\"abs\", n=200)\n", + "# X, Y = make_dataset(\"bump\", n=200)\n", + "X, Y = make_dataset(\"sin_plus_trend\", n=200)\n", + "\n", + "pd.DataFrame({\n", + " \"X\": X.squeeze().cpu().numpy(),\n", + " \"Y\": Y.squeeze().cpu().numpy(),\n", + "})" + ], + "id": "bdbe1135ce0399bc", + "outputs": [ + { + "data": { + "text/plain": [ + " X Y\n", + "0 -2.000000 -0.320585\n", + "1 -1.979900 -0.257198\n", + "2 -1.959799 -0.195035\n", + "3 -1.939698 -0.134301\n", + "4 -1.919598 -0.075193\n", + ".. ... ...\n", + "195 1.919598 0.075193\n", + "196 1.939698 0.134301\n", + "197 1.959799 0.195035\n", + "198 1.979900 0.257198\n", + "199 2.000000 0.320585\n", + "\n", + "[200 rows x 2 columns]" + ], + "text/html": [ + "
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" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 4 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-02-19T11:58:55.624615Z", + "start_time": "2026-02-19T11:58:54.512122Z" + } + }, + "cell_type": "code", + "source": "# NONLINEAR MODEL: 1 hidden neuron => 4 parameters\nclass TinyMLP1(nn.Module):\n def __init__(self, activation=\"tanh\"):\n super().__init__()\n self.fc1 = nn.Linear(1, 1) # w1, b1\n self.fc2 = nn.Linear(1, 1) # w2, b2\n if activation == \"tanh\":\n self.act = torch.tanh\n elif activation == \"relu\":\n self.act = torch.relu\n else:\n raise ValueError(\"activation must be 'tanh' or 'relu'\")\n\n def forward(self, x):\n h = self.act(self.fc1(x))\n yhat = self.fc2(h)\n return yhat\n\nmodel = TinyMLP1(activation=\"tanh\")\n\nparam_names = [\"w1\", \"b1\", \"w2\", \"b2\"]\n\n# TRAIN A BIT\n# so the landscape is meaningful around a solution\nopt = optim.Adam(model.parameters(), lr=1e-2)\nfor step in range(2000):\n opt.zero_grad()\n pred = model(X)\n loss = loss_fn(pred, Y)\n loss.backward()\n opt.step()\n\n if (step + 1) % 500 == 0:\n print(f\"Step {step+1}: loss={loss.item():.6f}\")\n\nbase_params = get_param_vector(model)\n\n# PLOT ALL 6 PARAMETER-PAIR LANDSCAPES\ndef plot_all_pair_landscapes(model, X, Y, base_params, span=None, steps=60):\n base_params = base_params.clone()\n base_vals = {name: base_params[i].item() for i, name in enumerate(param_names)}\n\n if span is None:\n span = {}\n for i, name in enumerate(param_names):\n bv = abs(base_vals[name])\n span[name] = 1.0 + 0.5 * bv\n\n pairs = list(itertools.combinations(range(4), 2))\n fig, axes = plt.subplots(2, 3, figsize=(14, 8), constrained_layout=True)\n\n for ax, (i, j) in zip(axes.flatten(), pairs):\n name_i, name_j = param_names[i], param_names[j]\n bi, bj = base_params[i].item(), base_params[j].item()\n\n ri = torch.linspace(bi - span[name_i], bi + span[name_i], steps)\n rj = torch.linspace(bj - span[name_j], bj + span[name_j], steps)\n\n Ii, Jj, Z = compute_loss_grid(model, X, Y, loss_fn, base_params, i, j, ri, rj)\n\n cf = ax.contourf(Ii, Jj, Z, levels=40, cmap=\"viridis\")\n fig.colorbar(cf, ax=ax)\n ax.set_xlabel(name_i)\n ax.set_ylabel(name_j)\n ax.set_title(f\"Loss landscape: ({name_i}, {name_j})\")\n ax.scatter([bi], [bj], marker=\"x\", color=\"white\")\n\n plt.show()\n\nplot_all_pair_landscapes(model, X, Y, base_params, steps=50)", + "id": "cc0096d04feda114", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Step 500: loss=0.435169\n", + "Step 1000: loss=0.355657\n", + "Step 1500: loss=0.349428\n", + "Step 2000: loss=0.347318\n" + ] + }, + { + "data": { + "text/plain": [ + "
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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 5 + }, + { + "cell_type": "markdown", + "id": "5p60n3cagj8", + "source": [ + "## Visualizing SGLD Traces on the Loss Landscape\n", + "\n", + "Since the model has 4 parameters, there are $\\binom{4}{2} = 6$ distinct 2D slices through the loss landscape. Viewing them all at once reveals which parameter pairs the sampler explores freely and where it stays tightly concentrated." + ], + "metadata": {} + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-02-19T11:58:57.358927Z", + "start_time": "2026-02-19T11:58:55.654743Z" + } + }, + "cell_type": "code", + "source": "import itertools\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom matplotlib.collections import LineCollection\nfrom matplotlib.cm import ScalarMappable\nfrom matplotlib.colors import Normalize\n\nllc_est, path = estimate_llc_simple_sgld(model, X, Y, eps=0.01, lr=1e-3)\nprint(\"Estimated LLC:\", llc_est)\n\ndef plot_all_landscapes_with_trace(\n model, X, Y, loss_fn,\n base_params, path,\n span=None, steps=70, levels=40\n):\n \"\"\"\n Plots all 6 pairwise 2D loss landscapes for a 4-parameter model,\n with the SGLD trace overlaid and colored by time.\n\n base_params: (4,) torch tensor (trained solution)\n path: (T,4) torch tensor (SGLD parameter samples)\n span: dict mapping param name -> half-width of plot range (same as plot_all_pair_landscapes)\n \"\"\"\n\n device = next(model.parameters()).device\n base_params = base_params.detach().cpu()\n path = path.detach().cpu()\n T = path.shape[0]\n\n # Use same span logic as plot_all_pair_landscapes\n if span is None:\n span = {}\n for i, name in enumerate(param_names):\n bv = abs(base_params[i].item())\n span[name] = 1.0 + 0.5 * bv\n\n pairs = list(itertools.combinations(range(4), 2)) # 6 pairs\n\n # Save current params so we restore exactly after evals\n current_params = get_param_vector(model).detach().cpu()\n\n # --- Precompute Z grids ---\n grids = {} # (i,j) -> (Ii, Jj, Z)\n\n for (i, j) in pairs:\n bi, bj = base_params[i].item(), base_params[j].item()\n name_i, name_j = param_names[i], param_names[j]\n\n ri = torch.linspace(bi - span[name_i], bi + span[name_i], steps)\n rj = torch.linspace(bj - span[name_j], bj + span[name_j], steps)\n\n Ii, Jj, Z = compute_loss_grid(model, X, Y, loss_fn, base_params, i, j, ri, rj)\n\n grids[(i, j)] = (Ii.numpy(), Jj.numpy(), Z.numpy())\n\n # restore params after precompute\n set_param_vector(model, current_params.to(device))\n\n # --- Plot 2x3 grid ---\n fig, axes = plt.subplots(2, 3, figsize=(16, 9))\n fig.subplots_adjust(right=0.88, wspace=0.45, hspace=0.35)\n\n # time color setup (shared across all subplots)\n time_norm = Normalize(vmin=0, vmax=max(T - 1, 1))\n\n for ax, (i, j) in zip(axes.flatten(), pairs):\n Ii, Jj, Z = grids[(i, j)]\n\n # loss background (independent color scale per subplot)\n cf = ax.contourf(Ii, Jj, Z, levels=levels, cmap='viridis')\n fig.colorbar(cf, ax=ax)\n\n # overlay time-colored trace in (i,j)\n pts = path[:, [i, j]].numpy() # (T,2)\n if T >= 2:\n segments = np.stack([pts[:-1], pts[1:]], axis=1) # (T-1,2,2)\n lc = LineCollection(segments, cmap='Greys_r', norm=time_norm)\n lc.set_array(np.arange(T - 1))\n lc.set_linewidth(1.0)\n ax.add_collection(lc)\n\n # mark start/end\n ax.scatter(pts[0, 0], pts[0, 1], marker=\"o\", s=70, edgecolors=\"black\", linewidths=1.0, zorder=5)\n ax.scatter(pts[-1, 0], pts[-1, 1], marker=\"*\", s=80, edgecolors=\"black\", linewidths=1.0, zorder=5)\n\n ax.set_xlabel(param_names[i])\n ax.set_ylabel(param_names[j])\n ax.set_title(f\"({param_names[i]}, {param_names[j]})\")\n\n # SGLD step colorbar in dedicated axes on the right\n cbar_ax = fig.add_axes([0.92, 0.15, 0.015, 0.7])\n time_sm = ScalarMappable(norm=time_norm, cmap='Greys_r')\n fig.colorbar(time_sm, cax=cbar_ax, label=\"SGLD step\")\n\n plt.show()\n\nplot_all_landscapes_with_trace(\n model, X, Y, loss_fn,\n base_params=base_params,\n path=path\n)", + "id": "3c5de8dacba2db7f", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Estimated LLC: 508.2668581008909\n" + ] + }, + { + "data": { + "text/plain": [ + "
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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 6 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-02-07T19:46:59.826789Z", + "start_time": "2026-02-07T19:46:59.824268Z" + } + }, + "cell_type": "markdown", + "source": [ + "## LLC Over Training: The \"Dev\" in DevInterp\n", + "\n", + "The local learning coefficient $\\hat\\lambda$ captures the effective complexity of the model at a given point in training. As the model learns, the local geometry of the loss landscape changes and so does $\\hat\\lambda$.\n", + "\n", + "Below, we train a fresh model from scratch, saving checkpoints at regular intervals. At each checkpoint we run SGLD and estimate the LLC. We then plot:\n", + "\n", + "1. **LLC vs training step** the developmental trajectory of model complexity\n", + "2. **SGLD traces at selected checkpoints** showing how the sampler explores different geometries at different stages of training (projected onto the $(w_1, b_1)$ plane)" + ], + "id": "6574dbca1a10f9a9" + }, + { + "cell_type": "code", + "id": "55eq9jegzft", + "source": [ + "import copy\n", + "from matplotlib.collections import LineCollection\n", + "from matplotlib.colors import Normalize\n", + "\n", + "torch.manual_seed(0)\n", + "\n", + "# Train from scratch, saving checkpoints\n", + "model_dev = TinyMLP1(activation=\"tanh\")\n", + "opt_dev = optim.Adam(model_dev.parameters(), lr=1e-2)\n", + "\n", + "checkpoint_steps = [0, 25, 50, 100, 250, 500, 750, 1000]\n", + "checkpoints = {} # step -> param vector\n", + "losses_over_training = []\n", + "\n", + "# Save initial checkpoint (step 0)\n", + "checkpoints[0] = get_param_vector(model_dev).clone()\n", + "\n", + "for step in range(1, max(checkpoint_steps) + 1):\n", + " opt_dev.zero_grad()\n", + " loss = loss_fn(model_dev(X), Y)\n", + " loss.backward()\n", + " opt_dev.step()\n", + " losses_over_training.append((step, loss.item()))\n", + "\n", + " if step in checkpoint_steps:\n", + " checkpoints[step] = get_param_vector(model_dev).clone()\n", + " print(f\"step {step}: loss={loss.item():.6f}\")\n", + "\n", + "# Estimate LLC at each checkpoint\n", + "llc_over_training = []\n", + "paths_at_checkpoints = {}\n", + "\n", + "for step in checkpoint_steps:\n", + " set_param_vector(model_dev, checkpoints[step])\n", + " llc, sgld_path = estimate_llc_simple_sgld(\n", + " model_dev, X, Y, eps=0.01, lr=1e-3\n", + " )\n", + " llc_over_training.append((step, llc))\n", + " paths_at_checkpoints[step] = sgld_path\n", + " print(f\"Step {step}: LLC={llc:.4f}\")\n", + "\n", + "print(\"\\nDone.\")" + ], + "metadata": { + "ExecuteTime": { + "end_time": "2026-02-19T11:59:00.438631Z", + "start_time": "2026-02-19T11:58:57.391015Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "step 25: loss=0.896007\n", + "step 50: loss=0.578144\n", + "step 100: loss=0.445012\n", + "step 250: loss=0.435557\n", + "step 500: loss=0.435169\n", + "step 750: loss=0.371450\n", + "step 1000: loss=0.355657\n", + "Step 0: LLC=-24893.2840\n", + "Step 25: LLC=-7708.3383\n", + "Step 50: LLC=-2009.3663\n", + "Step 100: LLC=567.2479\n", + "Step 250: LLC=1105.6401\n", + "Step 500: LLC=324.4001\n", + "Step 750: LLC=798.1136\n", + "Step 1000: LLC=1278.5742\n", + "\n", + "Done.\n" + ] + } + ], + "execution_count": 7 + }, + { + "cell_type": "code", + "id": "35hdm480pab", + "source": [ + "# LLC and Loss over training\n", + "fig, ax1 = plt.subplots(figsize=(10, 5))\n", + "\n", + "steps_llc, vals_llc = zip(*llc_over_training)\n", + "ax1.plot(steps_llc, vals_llc, \"o-\", color=\"tab:blue\", label=r\"$\\hat\\lambda$ (LLC)\")\n", + "ax1.set_xlabel(\"Training step\")\n", + "ax1.set_ylabel(r\"$\\hat\\lambda$\", color=\"tab:blue\")\n", + "ax1.tick_params(axis=\"y\", labelcolor=\"tab:blue\")\n", + "\n", + "ax2 = ax1.twinx()\n", + "steps_loss, vals_loss = zip(*losses_over_training)\n", + "ax2.plot(steps_loss, vals_loss, \"-\", color=\"tab:orange\", alpha=0.5, label=\"Training loss\")\n", + "ax2.set_ylabel(\"Loss\", color=\"tab:orange\")\n", + "ax2.tick_params(axis=\"y\", labelcolor=\"tab:orange\")\n", + "\n", + "fig.legend(loc=\"upper right\", bbox_to_anchor=(0.88, 0.88))\n", + "ax1.set_title(r\"LLC ($\\hat\\lambda$) and Loss over Training\")\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "ExecuteTime": { + "end_time": "2026-02-19T11:59:00.632523Z", + "start_time": "2026-02-19T11:59:00.460567Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 8 + }, + { + "cell_type": "code", + "id": "9h65vq3dlb", + "source": "def plot_sgld_traces_over_training(\n model, X, Y, checkpoints, paths_at_checkpoints, llc_over_training,\n display_steps, pi=0, pj=0, margin=0.2, grid_steps=50, levels=30,\n fixed_params=None,\n):\n \"\"\"\n Plot SGLD traces at selected checkpoints on a 2D loss landscape slice.\n\n If fixed_params is given, the landscape background uses those fixed values\n for all non-swept parameters (same slice across all subplots).\n Otherwise, each subplot uses its own checkpoint's parameters (landscape\n changes between subplots because the held-fixed params differ).\n \"\"\"\n # Compute unified axis range across all displayed checkpoints\n all_vals_i, all_vals_j = [], []\n for step in display_steps:\n sgld_path = paths_at_checkpoints[step].detach().cpu()\n all_vals_i.append(sgld_path[:, pi])\n all_vals_i.append(checkpoints[step][pi].view(1))\n all_vals_j.append(sgld_path[:, pj])\n all_vals_j.append(checkpoints[step][pj].view(1))\n\n all_vals_i = torch.cat(all_vals_i)\n all_vals_j = torch.cat(all_vals_j)\n i_min, i_max = all_vals_i.min().item(), all_vals_i.max().item()\n j_min, j_max = all_vals_j.min().item(), all_vals_j.max().item()\n i_span = max(i_max - i_min, 0.5)\n j_span = max(j_max - j_min, 0.5)\n\n ri = torch.linspace(i_min - margin * i_span, i_max + margin * i_span, grid_steps)\n rj = torch.linspace(j_min - margin * j_span, j_max + margin * j_span, grid_steps)\n\n fig, axes = plt.subplots(1, len(display_steps), figsize=(5 * len(display_steps), 4.5))\n fig.subplots_adjust(right=0.88, wspace=0.4)\n\n # shared time norm across all subplots\n max_T = max(paths_at_checkpoints[s].shape[0] for s in display_steps)\n time_norm = Normalize(vmin=0, vmax=max(max_T - 1, 1))\n\n for ax, step in zip(axes, display_steps):\n params = checkpoints[step]\n sgld_path = paths_at_checkpoints[step].detach().cpu()\n\n # Use fixed_params for the landscape base if provided, otherwise checkpoint params\n base = fixed_params.clone() if fixed_params is not None else params.clone()\n\n Ii, Jj, Z = compute_loss_grid(model, X, Y, loss_fn, base, pi, pj, ri, rj)\n\n cf = ax.contourf(Ii.numpy(), Jj.numpy(), Z.numpy(), levels=levels, cmap=\"viridis\")\n fig.colorbar(cf, ax=ax)\n\n # trace colored by time\n pts = sgld_path[:, [pi, pj]].numpy()\n T = len(pts)\n if T >= 2:\n segments = np.stack([pts[:-1], pts[1:]], axis=1)\n lc = LineCollection(segments, cmap=\"Greys_r\", norm=time_norm)\n lc.set_array(np.arange(T - 1))\n lc.set_linewidth(1.0)\n ax.add_collection(lc)\n\n # mark start/end\n ax.scatter(pts[0, 0], pts[0, 1], marker=\"o\", s=70, edgecolors=\"black\", linewidths=1.0, zorder=5)\n ax.scatter(pts[-1, 0], pts[-1, 1], marker=\"*\", s=80, edgecolors=\"black\", linewidths=1.0, zorder=5)\n\n llc_val = dict(llc_over_training)[step]\n ax.set_title(f\"Step {step}\\n\" + r\"$\\hat\\lambda=$\" + f\"{llc_val:.2f}\")\n ax.set_xlabel(param_names[pi])\n ax.set_ylabel(param_names[pj])\n\n # Restore model\n set_param_vector(model, checkpoints[max(checkpoints)])\n\n # SGLD step colorbar in dedicated axes on the right\n cbar_ax = fig.add_axes([0.92, 0.15, 0.015, 0.7])\n time_sm = ScalarMappable(norm=time_norm, cmap=\"Greys_r\")\n fig.colorbar(time_sm, cax=cbar_ax, label=\"SGLD step\")\n\n mode = \"fixed final\" if fixed_params is not None else \"per-checkpoint\"\n fig.suptitle(\n f\"SGLD traces at different training stages ({param_names[pi]}, {param_names[pj]}) \"\n f\"— {mode} landscape\",\n fontsize=13, y=1.08,\n )\n plt.show()\n\ndisplay_steps = [0, 25, 100, 1000]\npi, pj = 0, 1\n\n# Per-checkpoint landscape: w2, b2 vary with each checkpoint, so the\n# background surface changes between subplots.\nplot_sgld_traces_over_training(\n model_dev, X, Y, checkpoints, paths_at_checkpoints, llc_over_training,\n display_steps, pi=pi, pj=pj,\n)", + "metadata": { + "ExecuteTime": { + "end_time": "2026-02-19T11:59:01.245445Z", + "start_time": "2026-02-19T11:59:00.646556Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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4LmHdGtp3Qtuu3nPamWeemRgyZEjif//7X/K5RYsWqXOpdsx222039ZtMPa74jmy33XbqGkkD286Mr83NzYmdd945sc0226hrBm25P//5z2lxAOvDtcWf/vSnTudSQgghhBASXNjTjRBCCCkSUGrp3XffVSW8UJ6pV69eyl2CkdZ4DHdbqjMqs6QbwMhvjKbPnJwAjiiQ2U9OL3DCpQJ3DBxi3bp1Sz6HsmCaOwHHAsB5hFHvKF2lgX3AKH+MgMe/33zzTeUCwDGEI0GbNLcMjjOAWwel9eBW0Ep9YdT+K6+8kubMywQj3+EaSnWuwWkF92Hqvurl/fffV69NdbtghH+q08AKeo9Hrs/G6OtRdjAVuIPwfYGTwS4y9xEuBJRTRHk8jdQSY4U+E3zucLBoaA4quMjyge8Jjkvqe019HVxacN/B1aE5uAAcNnAC5QOuMOzT//3f/6lSaNp7gEuwUC+w+++/X5W+S3VdwSGGbWrrwTkE5d/gLkv9LsMlCPdtKk7/prRlM10/KPcJN9nChQvVY5QXRbk5uJ60UnNwKuH1muPGKeCewu9SQysNinOSGTQHULbyqm4Ch2Pq9wRuIoDzsfbZ45yLEqWpnz2ON77Tme8/87eZC7wO38HMEqtwjcEpluraQtnD1GOvORrhOtb2EccT+5S6jxtttJH6zmr7aGSbcNTh2AA461JjkwZ+J/jOa6DsKH4n2rHD7wLbQ8xIjZUoXYgSvnB3arHUzPnFLHBxwWkHt1oqmecIjbXWWit5TgTYJzjCtOMPhzd+o3AfY90auHbp2rWroXManHs4Lvgs4XzXgHMQr4O7DeDzgkMu9bhiH+rq6jrtP7arOXoBXIM4B8N1CNcm3jeusbBNxHLt+4NSvHAT433CtU0IIYQQQsIBy0sSQgghRQQEJogHWhkjJLJQlgrCG8q3ab1cUJIJpbNQTik1wYUE+Nprr518jDJLKF3mBJqAkq00oB4yS/0hcYbEF8QClHmaOXOmKn2niYta/yb0L0NiNFPsSy1fhdcicZZLcNR6KKF3y9dff636DmFad911VakqiF+FynTh2EMgxWeE7SFxrvW3S+01pQe8JxwPrbefRupnaQW9xyPXZ2P09ZnfCS2hn6v/nxmyfe/wnUASFuXKsM+Y8Dnp+Uxy7bPV16HEGkhNHmvL9e/fP++6sQyS4pdccokqhYbHKEmIfkoooacJ0tmAGILSrygjidJqOBYQETJ/w5iylYfN/O45/ZvSSkZmCpEQ3SCoQ7yEmIsSrChPh4S/dj7EOQ6CTKrg6gSZxwRiAib8fs2C96u990xQ7s+ogJ8NiByZ55ZUMsveQlzCpL0vfPYQIMyeP/DazN8+RBtt/ZnfP4gmmPL9zrSSktrvG/uIWIHBK9nQ3r+RbWIQCwZDYL0od5itPC2+35lg3VofME1QhWiV7bjju4vPP1VYs+O8pAdcO0CEhPAO4RrnKpSeBZmDerKdb7EvqXEZZP7GcR5KPffpOafhnITvfeY5E2gle7X9x/kA10cQ+vEd0MT51OsBbb8yy75q60/9/T7xxBNqyoZXvRcJIYQQQoj9UHQjhBBCQg6SSxCa4CJA4ikVPIdeIhhtDTcUknMY7Y2eKXBaIeGEkfUaGHGfOuoeI8GdAr18kDDO148mH5orTOPVV19VfVkgKG655ZYq2b7xxhurpCSOjwaSt4XcdVgGDoHTTjst63xsA+BYoQcQ3DNIPCJRCtEGrgaInbl65sFhA2cEktk4/ugTA0cFkn6ZzgE94P20trZ2et6OxKqR45HrszH6erPuRyOkusYAkq5wLiAJD/EFwjVcIUgeQwgqROZ71kuh12kulmx9vvKJZhroNwQnGnpXwf0Bdwp+E3B8QBTI1T8MgjvEKiT70RMP5xa4a5BQ1vq1Gdk3p39T2nHM/M6jjxZ69kF0w3uBKIB1QKR4/PHHlRiC44Hedfn6xdlBtu81vl+Z30Uj4P3mej2OV7YeY0bBZ4ZeaLlIHbiR+nlrnwn+DSEptXdjKpliVeZv4oADDugkTGJghRERvtDvDMcRwlqu46V9n41sE9/lO++8U7nU8N5feOGFTseq0LHL5khP3edc67B6XioE9uuUU05RTjz8rnFNgX6TcCkeddRRhvdD+21AmM8k8zdd6JymfUaF4gj6v6E3HmIvegfCVYf3geczBbJsx1jbL/z+tG3CXa65d/UIrIQQQgghJJhQdCOEEEJCDpKBSJAjWZQpuqUme5C81kb3o7TiPffcI4899lia6OYWEJe+//57tR92CSwQFzHyHCXxUsv8aQKBBhLwSNhmguQdhLtzzz1XjXKHSyTz2CBhjxKE2gh3bT2pZTi/+OILlXSEOJFLIEAiFp8FSualOgDuu+8+U+8djic4DuAISV0fnEp2oPd4OPV6N3jwwQeVOA33U6qLJfP74zaaKA1xKNXtgqQ3fkf5Erk45hC3ITxBuMCEkpk33XSTEpyQqIaLLBMIuHCZoQwjhJvUsnxwvmnAuYPfGvYtE82hp+H0bwrONZCtBCkS9NgGjhV+H/iLfce5Bwl7lIXTI6xaBcIRPgsNrfxcIVdsPvB+M105GnD+5CvJqZdCjkqcZ1JdfHhfKImq/Y7wHUYJPgyGSBVfIHC/9dZbaQM9soHva7ZBBTiXa9tPddvBkYlyg4cffrju94hjiN8DBmpkioCvv/568jPSs03t/eD3BqEazkqUP8Zv6cQTT0xbN37D2X47qcdOGxSAdaUCdxl+f6nlF90CA0cguEF4O/PMM5PPa2WAC31nMtGWzzxv4DyX+rvRc07DgBvE12zHFtdKKK2J8qAQ3CC0YXBBKlrJy1TgOMS+pF6vaOc9nLswmEkT4DLPcXAK4/XRaNTQMSGEEEIIIf6FPd0IIYSQkIMkD1w5SBzDIZIJEmDofYJEkJb0QfIeTisINbfeemtWRxSSV3DH2Q0SrVdccYVKXmn9bnKhOTj0OLbwPpEQTRXcMFodvXqANhIdCTkk1ZDsTQUCJI4HkmcQIqZOnaqEuFTuvfdelWBEjyiAf48ZMybN/YBR8xgVn29kP/YVyf9UgQxJajghUvcVYD2F3j96xgAkdTWQIMTIfzvQezycer2V74We46d9Jvh9aEl1gGTu008/bXtpSyNAMMJ+YT9S3wfEQYgb+cBxhfPiH//4R/I5uNLwHU09jpkuMbhNmpubVeI/VXBDslvrDYnkOl6HzxbniVSBF0IaSral4vRvSvvc5syZ02kefvNIwENA1fqF4XeOxD1+M3AL5yoraCdw4WQKAGCnnXYytT4cIwgIffr0ySlk4LxvdSokoEC8SHVkae9LOy/hs8fv66mnnkp7Hb7TZ511lhJE8wHhMHOfgNaDL3O9zz//vPp9FOp5mIomPuP7mAp6q+E7qYnvZrYJBxjEPAx0yRwIgZiN3qMa+H1ApNEG0Oy4447JQQGpxxhliSEYY3+sDlzJ5RLNhyZuZ4r+zz77rDp35Oszlw38xiF84rji9RoYmJJaPlXPOQ3nLK3fXapjDeclfDfxGWhlMDP3H6+BmJa5/7hm0MrRApwzsK84R6I/JJy6+IwRw1PL8OJ658ILL1SlMI0eE0IIIYQQ4l/odCOEEEKKgPPPP1+mTJmiktUoCYlEPZJ/SDQjGYjEz6WXXpr2GiQStdKUEKZ22203lfRCgguJRvS1wjowQj8TlHpDMiwTOFPQN0kDvZm0xD4STkiAIXGFpOIFF1yQTJTlQhs9jveEhOO+++6bc1kk1uFUw/scPHiwGlmuJQC1EfLg4IMPVm44JHuRvIMACbEN5TavvfZatb9wI+CYwP2C5ZGch9sGCVJsBxOAcHnxxRfLX//6V3X8sI9YBq6MQw89NO++IomKzwClDJE4RxJRG2Gv7SuAMAehA+8Fy6aKQhpwJOG4Y51Y15AhQ9RniMSsHeg9Hk69PhP0i0KiGOUHcTyQoM7l9sg8frnAPuCYYV/xWUIEffHFF5NuidTPxE1Q8hAJ2xtuuEF9z3bddVeVFIZgka+sHIAzBqUh0TsQvz0kh/EXIgmcSZqTTBN/kUTGdxDl2/BanDtwDsBvBMlurUeVdjxwzPEdRqIawgLcI0iAY9+0pLYmCDj9m8L3AG6kyZMnd5qH94lj9c033yhniwZcczgWOO+ZLf2GEncgV0m5THcQnEEQSr788kv1/cLvNlevs0L8+OOP6vxm9vV2gVKgxx9/vBKIcPzxeaW67NCPD2IEyvbhnITzE/b9mWeeUSWQ99tvP1PbRflXrBsOyHnz5qnjgNiC7x+2v8EGG6h90wM+E4ifEGHhrMK68Hf8+PHqu4Xvpd5tan3YNPCbQXlJ/EYQTzVREuA8M3r0aDVBRMfgDzjotBKN+J3gd4XtHX300ep7hnM8HsORd84554hVtN8/HNiIJXq+T3DW49wAdx+OE84FONaIwXDfGz1f4jyBPm04P+A4oeQyxCscf5zvjZ7TcFzwOWFCnMe+IgbgmgfOQ7jT8LnCXY5zC9yJuIbC9zTb/uP8gWsWfH8hsOEaAvuX6k7HeQufG/YdpYqx37hOwm8C+6NdzxBCCCGEkOBD0Y0QQggpApA0Q4L80UcfVULE3XffrZKxSA5BkDjppJM69c1CEgkCFZK+SEbBmYIkElw1SECjPxoSgdnEDJSVygaSVamiG5KqmADELCSdIIhh5DdGohcCyUckHPHekDBHQjAXSGbC5QbhBElfJNGQBIXbAgkw9HSCyIeyU0hY3n777SohhqQntoPH2r4jWYb9RhISpcXwbyTokDBHfx5NeEBCD8cRZa00xyBGu0P8yrev6I8ElwoSlDiW+Gzg3oDzb88991T7qrlE8DmgdCYS1pjwnrKB8loQR5A0hLCJxCT2CYlaq+g9Hk69PhN8RyGaInl99dVXK7El1/HOPH65XEEQglDqD8IS1olyhejzgx5PmIfPBEKQF+B7gd8WvmdIciNhjKQz3k+unmxaIhvnArwHfM9w3PF7xjkBYpn2Wk0sxzJ4n5iPMpLYFpLLcPxBmMJnhd8Kvr9YDgIgjj0S3hAFIeBjP/Edxe8dn4+2Dad/UwDCHb77eE3qdwq9uiAAYZ81pxvAv7HvmnvJDBDq9Ypu+MxwTK655hp1PE4++WRLZS0hWuJ95hOT3QDHAOcdfAfQKw8Cw3HHHZecj+8AYhO+i3BdYxAFznk4L+P9Wym7hx6YcBvhd4tzP75TWGfq9vWA3wq+8+PGjVNiKNaFuKr9VrTypWa3CaER32187xF3tFKROD/D6YZyrjhOe+21l5x99tlpx+Siiy5S53YIe9dff736DSM+QIzPVVrUCFp8xHtHnNUjuuF4oNfizTffrNyB2HfsI36zEK/w+4WAn3rcCgHRFucQHAusp6GhQf1WILwZPafhPIV5WA/eF34n+AzwHdVKVWL/cTyxrxD3cS7DtQkGCGG7KImKcw/A9xXz8HqInhCLMfgo9XwCIRIDF7D/mIf14JhgG/kGDBFCCCGEkOBRksjXfZkQQgghhBDiWyB4odxjZp8psOmmmyqxJ7MnkZssXLhQiROZJe4gCCIBDZdHIUeeXaD8JQQ/JLzd6lUJ0R59pSAmuQ3EYIgaECC8AIMh4P6BaFFIECXpwA0HZ91pp52mRGziXzDwB24+CKyEEEIIIYQA9nQjhBBCCCEkoMB9CjcFXBmpoCQqSqDBveElcJfAnZnaDwouW7hQUGrPLcFNK/0HsU3rjegG6JuouZbcZMaMGaoEcKG+mIQQQgghhBBC7IXlJQkhhBBCCAko/fv3V442lFRDv0X0LZo1a5YSe1DiDv2DvAQ90tDLCCUi4dxBfySUD5wzZ45cccUVru8Pyo4efvjhSgzs16+f49tDryiU/3MbiLAox4fvBiGEEEIIIYQQ96DoRgghhBBCSIC57777VN+kN998U+bNm6fKOcJd9re//c1SPyw7QJ8qrd8c+gqidxL6IKGH1+abb+76/sD5h16UECnRk85pDjvsMHGbmTNnyltvvaV6VxJCCCGEEEIIcRf2dCOEEEIIIYQQQgghhBBCCCHEIuzpRgghhBBCCCGEEEIIIYQQQohFKLoRQgghhBBCCCGEEEIIIYQQYhGKboQQQgghhBBCCCGEEEIIIYRYhKIbIYQQQgghhBBCCCGEEEIIIRah6EYIIYQQQgghhBBCCCGEEEKIRSi6EUIIIYQQQgghhBBCCCGEEGIRim6EEEIIIYQQQgghhBBCCCGEWISiGyGEEEIIIYQQQgghhBBCCCEWoehGCCGEEEIIIYQQQgghhBBCiEUouhFCCCGEEEIIIYQQQgghhBBiEYpuhBBCCCGEEEIIIYQQQgghhFiEohshhBBCCCGEEEIIIYQQQgghFqHoRgghhBBCCCGEEEIIIYQQQohFKLoRQgghhBBCCCGEEEIIIYQQYhGKboQQQgghhBBCCCGEEEIIIYRYhKIbIYQQQgghhBBCCCGEEEIIIRah6EYIIYQQQgghhBBCCCGEEEKIRSi6EUIIIYQQQgghhBBCCCGEEGIRim6EEEIIIYQQQgghhBBCCCGEWISiGyGEEEIIIYQQQgghhBBCCCEWoehGCCGEEEIIIYQQQgghhBBCiEUoupFAkUgkvN4FQgghAYZxhBBCCOMIIYQQr+D9CCGEhB+KbsRzfvzxRznrrLNk6623lo033li22WYb+dvf/iZTp05NW+6LL76QE044wdV9e/nll2XPPfeUIUOGyO677y4vvPCCq9snhBAS3DjS1tYm9913n+y2226yySabyK677ipjx45Vz6ey3XbbycCBAztNixYtcm1fCSGkmPFrHEnl+++/l0GDBsns2bM7zfvmm2/kiCOOkGHDhql9v/XWWzvFmgULFsg555wjW2yxhQwfPlzOPvtsmTdvnovvgBBCwgvjyEpisZjcfvvtsv3228vQoUPl0EMPlcmTJ3v86RBCiPuUe7BNQpL89NNPctBBB6lk5MUXXyw9evSQOXPmyJNPPimjR4+Wxx9/XM0DEyZMkOnTp7t29N544w35+9//LkceeaRsu+228vbbb8v5558vlZWVSogjhBDiPX6OI1dffbX861//klNOOUUGDx6skqJ33323/Pbbb3LttdeqZSCszZ07V8aMGaOSoKnU1dW5tq+EEFKs+DmOpCZzIfYhmZnJrFmz5Oijj1b7iEQn9u+2226TJUuWyJVXXqmWweuOP/54aWxslMsvv1w9vuWWW+TYY4+V559/XioqKlx/T4QQEhYYR1bFkeuvv17+8Y9/qEEeq6++ujzyyCPy17/+VV588UUZMGCA1x8VIYS4BkU34ikIwN27d5cHH3xQystXfR3//Oc/K2fAPffcIw888IAn+4YRotiHCy+8UD2G8LZ06VK54447KLoRQohP8GscWbx4sTz77LNq8MZxxx2nnttqq63UXyQ68Xx9fX3SRbHzzjvLGmus4fp+EkJIsePXOALgVoP4d+edd0okEsm6DPa7pqZG7ScGB8JdUFVVJVdddZWcdNJJ0rdvX3n99deVU+6VV16RddddV71uww03lFGjRslrr70me+21l8vvjBBCwgPjyMo48vvvv8tTTz0lF110kXK4AbivUe0DsQoDEgkhpFhgeUniKShzgnrWHR0dac9XV1crsQslHQEcZijt+Ouvv6qSWxiRCVpbW+XGG29UN5coBfOXv/xFXn311bR1jRw5Uo32hKtgs802UyVV4CjA6M9coGzL//73P5UETQUXCzNmzFDzCCGEeI9f4wjcBAcffLB6bSprr7120pkA/vvf/6pkaf/+/W06IoQQQsIQR8D777+vyhKfeOKJarBGNj744AO1bQhuGhAL8X4wT1tmrbXWSgpuAP9eZ511ZNKkSfzCEEKIBRhHVsaR//znP8pJnZpHQ2zaYYcdGGsIIUUHnW7EU7Tgi8Tk/vvvL1tuuaVKSJaUlKibRQ2U5kIJLozQxI0n3AC4OT711FPlyy+/lDPOOEPdNL711luqHwNGhe6zzz7J1//f//2fsrJfd911aj1wGUA8e/rpp9W2MtHKxqy55pppz2t2+F9++aXTPEIIIe7j1zgCEQ0lvDJ55513VPkVLYZAdOvWrZva/kcffaSSpEieItHbu3dvx44bIYQQf8cRgNLEEydOVHFCE/lSaWlpUSIgBLVU4KSura1V9yzavU22exe8B20ZQggh5mAcWRVrMJiwV69eaccHsQ89RFesWKHmE0JIMUDRjXgKLOfz58+Xhx56KNlzAOVdYEFHL7UhQ4Ykbwhx84hRMlpPhQ8//FD+/e9/q1Gje+yxR7IEZHNzs9x8882qXIpWIqa0tFRZ/rt06aIeY124Qcbrt9tuu6wOBYCb1VS0CwRtPiGEEG/xaxzJBhKxcEkcfvjh0rVrV/Ucykuipxv6Bh111FHqZhVlxI444gi1LJwWhBBCijOONDQ05N335cuXZ71n0e5btHsWLJetlw6WQRKUEEKIeRhHViRjTa54BBCTKLoRQooFlpcknnPmmWeqm02M9jzggANUkH7ppZeSjctzAes6RoXCEQALuzahfAtunNHMVgPPaTe42mPcAH/22WdZ151ZXiYT3DQTQgjxB36MI5m8+eabcvbZZ8vw4cPl3HPPTT6PnjvofYC+OyNGjJCDDjpIiW4oY4yG44QQQpwnCHHEzD2L5qCDI6/QMoQQQszDOJI/1gDm0QghxQSdbsQXYMQ/RoJiAijbgqTkTTfdpPoiYLRpJuiBgKC+6aabZl0n7OtoEJ5tlCiCPda5dOnSrK/VbogzR37mcsARQgjxFr/FkVQeffRRueGGG2TzzTeXu+++WyKRSHLesGHDOi0PYQ5xCC44Qggh7uDnOJIL7Z4km1sN9y3aPQ2WK7QMIYQQaxR7HMm3DGC8IYQUExTdiGegnBb6JmBE0IEHHpg2b6ONNlK9EFByZdasWVkvThCwUXYr1+jT1BIqixcvTpsXj8fVcyjrkg2tLwL6LGBfNPAYoF8DIYQQb/FzHAG4gb7mmmvkiSeeUDff6OODsmQaKMHyxhtvqNJl66+/fppzob29Pe+6CSGEhD+OFAJlupCE1e5RNBYuXKgSn9o9C+5t0EM0k5kzZybLZxJCCDEO48iqOIJ+qBDY0Lc0NbYhRq2++upSVVXFrxghpGhgjTziGT179lQlVdBUvLW1tdP8n3/+WbkBtJvVTCs6HANNTU0qqYkm49r0448/KicBSrtovP/++6qZucY777yj5m+11VZZ9w3b7Nevn0qGZpYHQxNyzCOEEOItfo4j4NZbb1WC29FHH616+6QKbgCPUV7y/vvvT3t+4sSJ0tLSIltssYWJo0IIISQscUQPW2+9tbz33ntp68Y9TFlZmWy55ZbqMfrToWfotGnTksvg33gOryeEEGIOxpFVceRPf/qT+vv6668njw9iE2IUYw0hpNig0414Bm4EL7/8cjV6FCNMDzvsMDUaE43H0ZR8/PjxatQpLPqgrq5OFixYIJMmTVL2evRO2GyzzeSUU05RE147ZcoU1QsHDcxTR9b8/vvvcvLJJ6tm6Pg3EqFYJl9CE/t1wQUXSLdu3VTPBdwYv/baa6pROiGEEO/xcxyBo+DBBx9UydfddttNJk+enDZ/3XXXVSVYjj/+eLnrrrvUDTv2B4laPN5pp50sJ2IJIYQEN47o5bjjjpNXXnlF/cUgD/QExbrRj65v375qmT322EPuu+8+FXPOOecc9Rz618Flvfvuu/NrQgghJmEcWRVH4Gbbd999VXUPDGTBgPVHHnlEli1bpmIUIYQUEyWJQp0uCXGY7777Th566CH54osvlA0dI/9RzuWII46QXXbZJbkcEpG46UV5lzPOOENOOOEENbL0jjvuUCNpUEYF5VX23HNPdeOs9cyBYIaeObhJfvHFF1UJGJT5QrmYQvb2p59+Wh5++GF1Y9y/f3+1zX322YffCUII8RF+jCNY5z333JNzn1GKDIlWlJJErIHLAmW+MNADPR9OP/10lmAhhJAijiOZPP/882pAIAYCZlbd+Pzzz+XGG29UAz5QBnPvvfdW+1dRUZFcBvczKHkMMRHPw3WA9fXu3du240gIIcUK48gqZxsqfLz88ssqPg4aNEjGjBkjQ4cO9fgTIoQQd6HoRkIPbnJR+uX666/3elcIIYQEEMYRQgghjCOEEEK8gvcjhBASLNjTjRBCCCGEEEIIIYQQQgghhBCLUHQjhBBCCCGEEEIIIYQQQgghxCIsL0kIIYQQQgghhBBCCCGEEEKIReh0I4QQQgghhBBCCCGEEEIIIcQiFN0IIYQQQgghhBBCCCGEEEIIsQhFN0IIIYQQQgghhBBCCCGEEEIsQtGN5OThhx+WSZMm8QgRQghxFMYbQgghbsGYQwghhLGEEEKIk5Q7unYSWF577TW56667pKKiQt544w3p3r2717tECCEkhDDeEEIIYcwhhBASFHj/QgghpBAliUQiUXApUlS0tbXJ7rvvLuecc468+eabUl9fL5deeqnXu0UIISRkMN4QQghhzCGEEBIUeP9CCCFEDywvSTrx6KOPynrrrSd77LGHXHzxxWoUz7Rp03ikCCGE2ArjDSGEELdgzCGEEMJYQgghxA3odCOEEEIIIYQQQgghhBBCCCHEInS6EUIIIYQQQgghhBBCCCGEEGIRim6EEEIIIYQQQgghhBBCCCGEWISiG0mjtbVVBg0aJCNGjJC77rqLR4cQQogjMN4QQghxC8YcQgghjCWEEELcgqIbSSMWi8nVV18tffv2lbvvvlsWLlzII0QIIcR2GG8IIYS4BWMOIYQQxhJCCCFuQdGNpFFTUyP77ruvHHfccZJIJOSHH37w7Ah1dHTIU089JX/5y19k2LBhstNOO8m1114rjY2NOV9z2mmnyciRI7POe/bZZ2XPPfeUTTbZRHbffXcZP368eo+p23vooYdk5513lsGDB6tlnnzyyU77hGV22WUXGTJkiOy1117yr3/9y7b3UmgfCSEkLPgl3nzyyScycODAnNPYsWN1LZPKBx98IPvvv78MHTpUxSTEjcxzuZnzvZkYlC8uEkJIseBFzNHcdZkxA/cCmXz99ddyxBFHqJjwpz/9Sc4777zk4EejMcjoPYiR/SSEkGLG6/uXOXPmqKpUiAtGz/dGYomZ+5RCscRKLCOEkCBS7vUOEH+y3nrrqb/Tp09XN35eMG7cOLn99tvl2GOPla222kp++eUXufPOO+Wnn36Shx9+WEpKStKW/+c//ylvvfWWrL766p3WNWHCBLnkkkvUzSwuPj7//HO56qqr1IXBMccco5a5/vrr5bHHHpODDz5YCW8zZ86UO+64Q2bPni3nn3++WgaPkfA844wzlDA3adIkOffcc6W0tFRGjRpl6b3o2UdCCAkbXscb3Bw+88wznZ7HOfubb75RN5y9evUquExq4vSkk05SN6hnnnmmfPHFF3LTTTdJPB6XE044QS1j9nxvNAbli4uEEFKMuBlzfvzxR+WwQwxYY401ks/jnJ3Kt99+K0ceeaTaHyQd582bJ7feequceuqp8vTTT+uKU1buQfTuJyGEEO/uX37//Xd1Ll++fLmp873eWGL2PqVQLLESywghJJAkCMnCV199lVh//fUTl156qSfHJx6PJ0aMGJG4/PLL055/5ZVX1H5NmTIl7fk5c+YkNttss8R2222X2HHHHTut76CDDkoccsghac+dddZZyWUXLlyY2HDDDRMXXXRR2jITJ05MbLDBBolp06YlmpqaEptsskni+uuvT1vm8MMPT4wePdryeym0j4QQEka8jjfZePvtt9U+vfbaa4aXOeaYYxIHHHBA2nM33nhjYtiwYYnm5mbT53ujMahQXCSEkGLEzZjz7LPPJjbaaKNEa2tr3uWOPPJIFRdwz6DxxhtvqPP3zJkzTccpvfcgeveTEEKI+7EE5/Lnnnsusfnmm6sJ2/34448t5c/yxRKzeSkzsURPLCOEkKBCpxvJClxf4Oeff857hNrb23OOtMmkW7duukdMwgK/9957K6dAKmuvvbb6O2vWLDXKX+Piiy+WrbfeWiKRiHz66aed1odROXAqZO7PkiVL1L//97//KRfCjjvumLbMFltsoWz6//73v9VIH9j1e/TokbZMRUVF3mOg970U2kdCCAkjXsebTFpaWlRv0x122EF22203Q8u0tbWp0ilwoqWy6667qtGncL0hVpk531dWVhqKQYXiIiGEFCNuxpz//ve/6nof5+9cLF68WJ2jsV+p60AZYUxm45SRexA9+0kIIcSbWIISlpdddpkceuihylWnVc6wkj/LF0vM5qWMxhK9sYwQQoIKRTeStRzVV199pRJ7sMvn48svv1TlUPTwzjvvSL9+/XQtW1dXpxKGmbz99tvq77rrrpt8Dvb37777Tl5++WW58cYbs64P+3jRRRep94beNij/9cILL8g+++yj5nfv3l39/e2339JehxKTACUmy8rKZIMNNlCPUc8afRaef/55+eijj+TKK6+0/F4K7SMhhIQNP8SbTB5//HGZO3euPProo4aXwQ0tbq7XXHPNtOcHDBig/qLMC4QwM+d7IzFIT1wkhJBiw+2YgwQkzt0ox4X1IRGJxOKYMWOktrY2mUzFAL/6+no555xzZOLEiep5lLrH/QPuI8zEKSP3IHr2kxBCiDexpE+fPqpc/GqrrZa1l5uR872eWGI2L2U0luiNZYQQElQoupE0VqxYITfffLNst912KjCj9jNGtGBkSzaQAHzkkUd0HcXM0TJGmTx5sjzwwAPKjbb++uur53799Ve57rrr1ISb1VygPjRGkSLga2yzzTZy4YUXqn+vtdZaMnz4cLnrrrvUxcyWW26pkqeoZY2LhaamprT1vfLKK+rGGGBkzl577WX5vRTaR0IICRN+jDdwquEGcI899kgKZUaW0UayZt5Youk60BqZWz3f54tBeuMiIYQUE27HHAyOgKCGvwceeKCcfPLJqmcNerZNmzZNnnzySeVoWLRokVoe53/s2z333KMqcKCnG+5F/u///i+tj7WeOGXkHkTvfhJCCPHm/iXXus3knPTEEjP3KUZjidVYRgghQYCiG0nj/vvvV2VOMLIFZbAAguSIESOyHqmuXbtaahyLkZ2Y0r6U5Z2/ltiXk046SY38QSIRIKAj8G+//faqdFc+TjnlFLWOc889V4YMGaKavEJgO/PMM+Xuu+9WN7NoMnvppZfKaaedlhwthOWxXDQaTVsf1oELB1xY3HHHHXLcccfJE088kXZTnIts70XvPhJCSFjwY7x54403ZP78+eqcnot8y2SuPxPtZtPq+T5XDAJ64yIhhBQTbscc3Kfce++9avDDeuutp57bbLPNpGfPnurcj9L1OFfDHQ0GDRok11xzjfr3Vlttpe5Dzj77bPnwww9VstNInMpFrvspPftJCCHE/Vhillw5Jz2xxMx9itFYYiWWEUJIUKDoRtJKKWIUDuzgKI21bNmyZJ3qXBcRGKGydOlSXUcRARh281QQtDH6JRUkEVN59dVX5fzzz1f7hJ44WinI8ePHq2VfeuklicViyWAP8BjJTUywtiPIo140Rt2AzTffXPr376/qYb/33ntq9A8uCDC6FO973rx5ssYaa6jXo342LpZSwTxMuJCAo+G8886Tzz//XD3OR673oncfCSEkDPg13uAGEDeKWhnHbORbpkuXLslRsKloDjfECzvO97liEN6PnrhICCHFhBcxB+da9IbOBO5kgHM1EpCaEzrzvL/tttuqv99//30n0a1QnDJyD6J3PwkhpNjxIpaYIdf5PpVcscTsfYrRWGI2lhFCSJCg6EaSaKWoMCImtekqRu7kArWsrdSoHj16dDIQZ+Ohhx6Sm266SQV6JEy1hKYWqDHKKPVGVAOjReFYO/3005N92jbddNO0ZbQLo59++kldOKBc1zrrrKMCv9Y/AZZ4OBc22mgjVf7l/fffVzfBqN+tgXkAQl0+8r0XvftICCFhwI/xBm6DDz74IO+Iy0LLQAjDzfKMGTOy9gdFjDF7vtcTg/TGRUIIKSa8iDnoUzNp0iR1Pu7bt2/y+ZaWFvVXS4JqPUCRmE1FGzhRVVVlKE4ZvQfRu5+EEFLseBFLjJLvfK8nlpi9TzESS8zGMkIICRoU3YgCo1nQuPu2226T6upq9RxGz6Npa77msFZrVDc0NKgpG08//bTceOONqs7zDTfcoHqrpXLFFVd0chPgwuLbb79V1vbevXunXQzBBYCEZ+ooHoBROwCvQa1r9FDQQFNXXKhg1A569cBNgFIvJ554YnIZlH0BAwcOzPneC70XvftICCFBx4/xBqB0SnNzs+rvaXaZSCSibkrR7PzYY49Nll+BGIZYghItv/zyi6nzPW5aC8UgvXGREEKKBa9iTjweV72hkZw966yz0hwIGJyhJTARB1ZffXU1+O/www9Pxg0kX0Gqe0JPnDJ6D6J3PwkhpJjxKpYYodD5Xk8sMZuXMhJLzMQyQggJIhTdiBppcu211yphCQE6FQRa2OVz4VSNatR3xkgi3IQedthhqrRKpptAuyDIbDKLi4vBgwenuQDQ2+b6669X1v6hQ4eq0UioS42R/zvvvLNa7ogjjlClJGFzHzZsmLpAePnll+Xyyy9XyVJM+++/v0pgog8Q1ouLETSnPeCAA1QjXTBnzhw1YT72Rc970buPhBASZPwYb1JvALX9sLIMGocfffTRqu8BYgZGuGLU6TnnnKP6g+o932fGEowa1ROD9MRFQggpBryMOThn77fffur8jwEZuLdAj5z77rtP3Q+stdZaajmIbGPGjJG//e1vKlEJVzZiAhK7iBWam1lPDDJzD6J3PwkhpFjx8/2Lhp7zPVx6hWKJlfsUvbFEz/0UIYSEAYpuRPVGQ+mrO++8s9PRgACFUfQYOa/1HHADWNMxqv/XX39VQToTXFAgqOvl5ptvVqP8MfoH71O7KDj11FNV8hIcdNBBaptPPvmkapCLC4NbbrlFRo0alVwPBDiM7nn22WfVvmFk0xlnnKEcDRoTJkxQfYO08gB634uefSSEkCDjx3ijsWDBAvU3s4en0WW22mordWOK94jzN9x1SKii/4OGnvN9ZizRG4MIIYT4I+bAfYxz9j//+U91zl9ttdXUOTuzpNZuu+2m5mNQBZzMiDEHH3xwmltATwwyew+idz8JIaQY8TqW2J0/KxRLzN6n6I0leu6nCCEkDJQkEomE1ztBCCGEEEIIIYQQQgghhBBCSJAp9XoHCCGEEEIIIYQQQgghhBBCCAk6FN0IIYQQQgghhBBCCCGEEEIIsQhFN0IIIYQQQgghhBBCCCGEEEIsQtGNEEIIIYQQQgghhBBCCCGEEItQdCOEEEIIIYQQQgghhBBCCCHEIhTdCCGEEEIIIYQQQgghhBBCCLFIudUVhIWOjg6JxWJSWloqJSUlXu8OISSFRCKhfqPl5eXqN2oUvBbrsALOC2a2TYoXxhVCwhtbGFeIVzC2EOJfeM9CggjjCiH+xut7FsB8GCHGoej2BxDcvvnmGxOHkBDiFoMHD5bKykrDFxlTJk+UeEd3S9vGBQ62T+GN6IVxhZBwxhbGFeIljC2EhPme5R2Jd9Rb2jbvWYhRGFcICQZe3bMAxhZCjEPR7Q+0RPrpr30sLbF4wQMXrxJfEK9K+HK9iarCxzCVsqqYruUqI4XXWxttyTu/SyT//O455tdHVmR9vmdFY6fnelcsS3vcK+Nx37IlnV7TUNbc6bleZcZu1vQwP97W6bm58Wja49/i3dJf016X/Pe8lH9rLGivzbqtRa01YgeVUiGnRQ41JXhhVA8uMtZpOF5KS5pMbb8jUS3T5z5oywghUjxo39e/P/WxtLTrPyfGXI4vGT9/a+uqcifm6Fm+UBwqFHcieebXVLUajjG5Ykuu+KIntuiJL9lii93xxWhcSY0pXsUVK7GFcYV4ifZ9ve68t6St1dj1dirtXey/xlTrrS2zvI6YiXW0VeurVBKrtr5MvrgZq+3I87rc88qq2/NuMxLNPz+VrtX573X00qMq/3Vzr+hycZP5zV1yzlvYUviDXdpUZevxy3Z8KqVczqk+yMI9S72s2fs4S/cs/5s3jvcsxBDa9/WG01+RtpaYue9eTcTWox6Pmk9VxqqNvTYW1fd7jRdYrr2qxNR9UizPoevI8Zp4xNg9kq57Jx25NrcoNZhPtEpHS+HrjpJWfdcmhY5jrvdWkfG6aNWq+6uqknK5pfduntyzAObDCDEHRbc/0EpKQnDTI7pJo/uJ0Vz7EY86IASssCa8JToMBsmmEl3CW3OzSGWB5ZqbyqVLHuGtpaVc6qpyz2+T7De1c1orpUekcxL09/ZK6VWZ/ny8JD0hOycWkYaKpcnHv3ZUyerli9OWKSntnBgtK7X/YqMk0Tk5KhkfdSLl6m5ue1dcYSQfx0o6v75d2nIcS3sTOlZKv+IioyzLMdZF7hwJIYXjSnvckOiGU1DMRiGsIMttFN7MxkaDsSwe17HsCpFENG467nQkcs8ryzOvUmKGYkuuc2i22PJbrCotloBESUY8yzjPzU2IrJZFeFuQaJYGG4S3ufE2Kcl2/5fyEf0a6y6Ssp/xkvRMQWZcmd8Gwa3zMVnYiuf1J56dji2MK8QLtO8rBLdWk8lR0F5pXRzLSmtc2rtYXPeiuGHxrq1C5+94qUiskHa/rIDwtjzP/KV5hDfEuupc80rzCm+JPHEnk5YV5bYIb60Fzrezm6ukwUXhLd/+tOg4PnqWwXFr0XGJ0TO6QnIPv+E9CwloXGmJmY8rLTF7hbeWmMSrK8y9tjVuTHhTyxcWM2JlBU4ObSLt0dyxKF6W594vl7iW4+OIlxu8R9KT32syPnjeKUqN5hMtC26Ft1cStycXmu29VVTFJJbx8ZRkiVme3LMA5sMIMQUbFFmg3J5BhJYpa/ZfD7qSZodu5AOCEqoCikqOEkI8pdzCNXExUNbifNxrbc59o9/YYjypsKjVTSXVW+bYaZ8khDhCxbJW59a93P2kXeWKcFcjaGkyNkhCr6uLEELsonSFc3HFD5Q3W1Meylrse03u563dI5XocHz5xXlGCCF+h6JbSIQ3J7AcsA0Kb/EWfaOR2nQuZxY/JUbhIHB6fVaToysdCZLDkUAICYLwlqMCoatx0YkBJIXikN64Y4RlLcYTnVbOl5mDPNwcOGF3jCKEhEd4s0pFo3PCXfkKHcuYr8Ik5Y25b7HLmty7/bYqvC1otq+cLyGEGKWsyXx1g/ImY4698iZ7rDwVzQnf5hXdGLRY7BRyCuotm1mdUlqSEBJcKLqFBKfcbkENzMubq2xPijotJNEZQAjxEjuFNzcoBrdbtkENZpzUueKLH0SzIDvDCQkDTglvYXe7WRHlchFvqrDV7eaG421unj5rbqFHHNRzHPSW5ERpSb/0uSMk7G43K8JbWNxuxrcRDrebn3DymKC0JCEknFB0C5HbLQxlJoPqdtOTGDXrRrArKWrHepgcJcRdglpmkm638Jf1yhVTCg0gKRRHcrmnCSHBw6rwFla3m9tYEd784nbzg7hHCAlWmcmwuN2Mlpi0Q5Dzg/DGEpOEkKDjn7uBgBNm4Y1ut+KFIhsh3sMyk/51u9mJnU5qIyUmnXa72VXukiWLCSnOMpNhdLvlKzHphNsNsMcbISSouFlm0g23W1CA8GZWfNNea2UdQRP2CpWWtEJNZXiu0wgpJii6hVB48xtBdbv5qcSkU0nRzO0ZTY462c8NbkNtWtwaLNfI3Llz5YwzzpDNN99ctt12W7nuuuuktTX7hdLJJ58sAwcOTJvefffd5Pzx48fLDjvsIJtuuqla55IlS1x8J8QvBFV48wtO9XbzqsSk1wMk/FCWsphpa2uTUaNGySeffFJw2dmzZ8uwYcPSlkU8uuqqq2SrrbZS06WXXipNTQ7UyiOBwq9lJr12u5HC0IW2kgaWliQk8GUm3XC75XOo2eV2yzcw0eigRSOiWS6Rzc/Cm1uwnxshxQdFtxAKb3S76e/t5nZi1CkHQNgSpEaPvZ9IJBJKHGtublaC2W233aZEtNtvvz3r8tOnT5ebbrpJPvjgg+S09dZbq3mvvvqq3HjjjXLBBRfI008/Lb///rtceeWVLr8j4heCKLy5UWbSr25sM71D9Q5YsLOvm5fQTW0cCGZnn322/PTTT7qWv/zyyzsJamPHjpVPP/1UHnjgAbn//vvl888/l1tvvdXE3pCwERbhzU63WyE3W775+UpMBsnt5nWJSTdEPTv6uRFCwlFmUtc6i8Ttplc00+NoMyO8hb3EpJ5+brURf/yOCCHGoejmABTe3HO7eZEUtZIYDXKC0a19D7LgBn7++Wf5+uuvlbttvfXWkxEjRigR7uWXX87qVoALYfDgwdKrV6/kVFm5Mpny4IMPyvHHHy+77rqrrL/++jJmzBj58ccfJR53btQ38TdB7fEWBPLFnXwlJt1wuwVlYIZT/dxYWnIl06ZNk9GjR8vMmTN1fR7/+te/ZMWKzgniSZMmyUEHHaRiz5AhQ+SQQw6Rjz/+WNc6CQkKeoW3oLrdWGZSvyDI0pqEhEN4Kxa3m9HXuOF2y1Yy0kz5SD853sIu6BFCvIeiW4iFt2LAqxKTTmJ3iclcr7OaHHUCvyWizQDRbNy4cdKzZ8+05xsbG7MKdCUlJdK/f/9O87D8999/LzvvvHPyuc0220yJd2VlvEAsZtwS3sLmdjM6+MPLgR12lJg06qTWG2OMxCK33NzFAtxpW2yxhTzzzDMFl128eLFyUWdzR3fr1k3eeOMNWbp0qZrefPNN2XDDDR3aaxI0wuJ2sxM/ut2s4IQIxRKThBA3MCu8BcntFvZcolHhLQjiWKF+biwtSUhxQtHNQbwOln4rM+mV261Qicl8SVE3Skz6BT/1c/MrEMJSJzjVMqmrq1N93DQ6OjrkySeflC233DKr6FZbW6scbNtss40ccMAByoEAZs2apf4uWrRIDj74YDX/vPPOk2XLljn6Hgnxk/DmJ/K53cyQK754WWKykKAWtFLFYYkrGoceeqhceOGFEo0Wvja5/vrrZd9991WO60wQc+CyhoCHCcLbZZddZvm9kPDgV+HNKHS72Se8eVVi0k+lJfPBfm6EhKvMJN1uxGncLC25IN4m8y1MeD0hxDgU3RwmjMKb3/DK7WZXiUkjYpfRhGeQEqROu9xwsTDX5ITXgu23316GDx+enNALpxBwGsCxdtZZZ2UV3VpaWpSgBncc1n/yySfLN998kywJBpcCSkzecccdqocPkqWEFEuZSbfdbmYHe5gpMelXssUN7VwYtJ5xTuNVXCnERx99JF988YWccsopWeejPGWfPn3ksccek4ceekj1iYNIR4jf8bPbLe9r87jd8uGk280Jx1vY3W7s50ZIcZWZ1APdbubwU5lJq/tayOVGiJtg0D/a0bg9YbukM+GrzedT4S1mfxUPQ0nLeNS+huJIbMarzK0PCc9EVH9QQgK0TMcIED1uty7Rlrxut7qqlpxiUH0kXBluvyVHg1JWEi601NKOWu+1fIIbkpq33Xab6smWCRKiRxxxhHTtulKI3WCDDeS7776TZ599Vvbff3/13AknnCA77bST+vc111wj++yzj8ydO1caGhpsfnckiMJbLOqO282OU4bXsdAut1skauxGP198Meou7lXZuUytE0AUaiirdHTghl6nXpjd02biSiEwkOPSSy9VzrWqqs4/OLjpLrroInn00Udl6NCh6rlrr71WDj/8cNV/tHfv3pa2T8LldmuvizjidmvvUuaq262tpkRXb7dYjTVRLlZt/HUoMRmv7rDU262qOjiD7AghxS28ddREbBPe4tUVptxusepy3W63WLWzPgX0Y4s7fH+UL39nJbfnJigxqbdEo971uQVLSxK3gPCFAfyxmP3ldAtRXl6u+oWXltLblQpFN2IKvwVnuN0qbRDn7MCOxChEsdVy1HXTkqGFsJIsLeTOK9bkKEpB6u2ndtVVV8lTTz2lhLddd9016zIISJrgprH22mvLtGnTVG847bHGWmutpf7OmTOHohspGuHNyMARPbGp0OAPs4M94HarrTI2ijfXoA6cS3tECscRnJsbKpbmfAwn9erli3XHl7R1WxTcMl3cheJIkMszuxVX9DBlyhRVnhgCWipwTGPQBsoYNzU1qUEeGhtttJG6SUNsoehG3BDerLrd2mu9GSFvVlizAtxuZdXtjrrd9JZXRIlJP7m97Ch56cfSkr/F41KSMJdcTnTQcUGInegR3uB2i0VzL1PRnJD2aIlt9025hDo3BDy7HWR0iRFiH4lEQgluEL/svL8sBJxuEPuwfZIORTeXCJvbzQp+dbuZQW9i1G4KCW9Gk6V29XMLs8vNCGPHjpWnn35abr31Vtltt91yLnf++edLSUmJXHfddcnnpk6dqlxxffv2VclPPNbcCNOnT1fLYx4hbgtvXuKnGGYGu9xuhBRiyJAh8uabb6Y9t8suu8jVV18tW2+9tbS3r0zeY3DHoEGDkqWOQb9+/XiAiSvCm1W3m1HhzQ9uN5SYjNV2+NLtZkR401Ni0i4Ryk/lKv0kNhISZILmdnMDut28cbvZgVnR0M1+bqT4wOB+Nx1nFNtyQ9+fi4Stv5ue/jlm++p40dsNSVGnhCE7+7pZ7btDnAXC2D333KNcBejPM3/+/OQE8Bflv8DIkSPlpZdekhdffFFmzJihxDr04UGZL4hrf/3rX+XOO++UDz/8UIlvl19+ufz5z39OuuAIcbPHmw5zlC9iodO93VBi0s7ebkbii1/dYH4rWVyMaLEFJSUHDBiQNgGUJO7Ro4esttpqsu2228oll1wi3377rRqViH/vueeeUl9f7/XbIEUEhLcgYqW3G3Efu/vWEUL81d/NLbdbwWWa8y8Dt5ud901lBp93MrcXtN5ubpaWJIQUNxTdikx4Cyr5EqBG3W5uYEdiVE8SM1Vk0yu2+Sk5GkaX2zvvvKPs1ffee69ss802aRPA31dffTXpPkDfHSw7atQomThxoowbNy7pNjjmmGPksMMOkzFjxsghhxwia6yxRporjhC3sUt4M7dtb24G7SLfwA47y/XqGdThdRxgyWL7SY0thbjllltk4MCBqmfoSSedJBtvvLEqiUxIPreb34DbzQhwu+kBbjenRDm43XIBt1u+EpN63G5uiFN6Sjr6yaGWD7vcfYQQ74DbzQxwu/kJs2KZsW0E+14qiLCfGyHFjX881UWEl6Um7S7RZaW3m9Eyk270dstXAsxq7x0ncdLdxuSoMZDExJSLH374Ie3xgQceqKZswO12yimnqImQMPV3czoOOt3bDW63SNS5HjtGyOzj5geM9nMjxsmMJZmP881DL1EO4CBhKDPpFV70dgtamUmrFBLu7OjnZgd293MjxFOaW0RK3EkRBq3MpJe93XJhd283K7k9t3q7+anEJEtL5qa1tVWuuOIKVfIeVTgwmBxTrvsUVHT67rvvVIWOiy66SLbccks1r62tTW677TZ55ZVXpLm5WTbffHNVoQOVO0ie72Yi4WrJR5aXzA2dbkXoePNTmclixo4Sk14kR+0qbxZGlxshxVBm0ss4GAS3m50lJrO53ew6B9vldrNjPX4tm0kIcd7xZqXMJN1uxA3Yz40UFU3u3UwErcxkMeQOg5Dbs1IekqUl3eHGG29UZewfe+wxVdkJbVRef/31TsstX75ciXHrrruuaruy8847y2mnnSYLFy5U89Fq5e2335abb75ZnnrqKYnFYmo+RR4SFCi6eUiYhDc3ersFrcRkJmZG+ttdAszrkmKEEOcJUn83v/d2y0e+3m52lZi0C68GdRBCSFjxa283N8pMOl1i0o3ylH5x9BHiSwIovLlRZtLp3m5mSkwa7e3mV1HNi95ufqG6qrBDvXskODGrqalJJkyYoBxrgwYNUkLacccdJ+PHj++07AsvvCDV1dXK6QaX2xlnnKH+QrDT5p911lnK4QZhDuXw0Y96xowZHryz4Dnd3JxIdii6eUxYerz5KXijxKQV8iVFvXAjhBG63AhxlqAIb353u5kd7GGn283MoA69gzysDsTgQA5Cig+63Zzt7ZYPPb3d7BDeCCEkiJgV3oIA3W7eONZyiYF6SkuaLYNZG/GvA7SxsTFtQvnHTKZOnaocacOGDUs+N3z4cJk8ebJ0dKSL0p9++qnstNNOUla26jg/99xzsv3226tlb7rpJvnTn/6U1SFHSBCg6FbEwptfykwWk9vNjBvBzaSm2cRtNtExFxTcCHGHIJWaDKrbzQxG3W5BG9RRqGQx+4QSEnyCLrz52e1W1uT97bmXbjc3XG52lZZkPzcSagLodjNL0N1uQR4w76bbzQ+lJSty9AvPR/eI9d/i/HiVzLUw4fUAYhgENG26//77O29r/nzp3r27VFauGgDUs2dP1edtyZIlacvOmjVL6uvrVZ+2rbfeWkaPHi1ffPGFmldaWqoEt27duiWXf/zxx9W6Bw4caPmYEOIG3l/VE0/xS5nJMLjd9GA2+WgH2cQ7oyXH/JzoJYS4T7G73fKVmDTjdgtSiUm7BoQwrhASTJwQ3tyicoW+MjjlufUWzwia280JEU2P4KdXPCSEhEt4K0a3m9ESk0EW5syKaH4Q3MLApEmTlCimTSeeeGKnZZqbm9MEN6A9znTGoRTlAw88IL169ZIHH3xQNttsMzn22GPl999/77Re9HZ7+OGH5Zxzzum0fpIOy0v6B3tsQ8SWABoLwX0BgnO8yng9VzgNEtG47gRomYkRItncbl2i9g0lghuhR6SxUzKxV2X6c2aTm6sFoYmSj5mLBLHZUsMdUfFX+pwQ/W63mMNmWZyarOovTsZAPXHJSAyyAwzsqKtqyTqoo97kaEYM4mioWJrzcS4YX8zDuEK8pHR5s0iF8d6SfgZut/YuZabdbu21/kqqwQkXq84xr7FUYrUdOd1u8erCbgo9wltVdeFeMbkEK7v6nkF40+MK85vLjRDyh/BWHf6+8HC7xarLdbvdYtWlBd1usWhpXrdbe7Qkp1j2h7HIMfTcH5nN7fkNPwtuevq5+Yna2tq0UpDZiEQincQ17XFVVfoXG+vacMMNVS83sNFGG8mHH34o//znP+Wkk05KE9z+9re/yeGHHy4HHnigje+IEGeh081HhKXMZDG43YKGkyUqWVqSEH8T1jKTQXC72YXfSkzmiil2uemMxBVCipnSZd6e4P1WZtILt5sTJSbtcrs5jV7HmR7cFNzsEBPDUloS5b4uvPBCGTFihGyzzTbKRZCLH374QQ455BAZMmSI/OUvf5GPP/44bf748eNlhx12kE033VQlUFPLiC1evFhOP/101eNn5MiRKqFKAoRLjjev3W5GykwWg9tt5etLfF1i0gtBzc1+bnaUlnSbhoYGdc5HX7fUkpMQ3Orq6tKWhcNt7bXXTntuzTXXTHO6vfLKK3LmmWfKQQcdpOIVKQydbv6BopvPCIPwVgy93XKVmNSTKCxUYtLuEmBO990hhPgfp4U3v5eZ9Kq3m5kSk072vcwVX5wamMG4QojzhFF4c6u3m17hzQr5RDm43Zzu7WalzKSd5RmD6GLL188tF6tVLpMgceONN8q3334rjz32mFx22WUyduxYef311zstt3z5cjnmmGNk3XXXlZdeekl23nlnOe2002ThwoVq/quvvqrWdcEFF8jTTz+tEqZXXnll8vV4Hut45pln5OSTT5aLL75YpkyZ4up7JRYpEuFNL+zt5h8gvOUS3/zkcjPTzy2IwLlWXl4uX3/9dfI5lKIcPHiw6tOWyiabbKIGdKTy888/y+qrr67+/Z///EfGjBkjhx12mOr7RkjQoOjmQ7wS3uzELzWgrbrd7MAuN4LZpKhf+u44mUgmhIRDePMzdrvdjLqpnXZ/6Y0Vdgp07OdGSDiEt6C63fQSdLebn/q75Zq8cNcVO+ilM2HCBLnoootk0KBBSkg77rjjlGMtkxdeeEGqq6vl8ssvlwEDBignG/5CsAPoxXP88cfLrrvuKuuvv75Kkv74448Sj8dl5syZ8u6778rVV1+t5qE02F577SX/93//58G7JiQ/dLsFz+2WKb5pQptVwc3sfoS1tKReotGo7LPPPipeYHCF1ovtyCOPTLreWlpWJr0PPvhgJbrdddddMmPGDLnjjjtk1qxZsvfeeyunHJxt6POG+ILXaVNm+UqSDp1u/oGim0/xQnjzQ5lJL9xuZpOiFJEIIUHD76Um6XazJlpZdZYVEtTyzXfLpU0I8Z/wRrebv91uVoS3Qm43v4pgdrr0gkhjY2PalC1BOXXqVJXURMlHjeHDh8vkyZOloyO9p+Cnn34qO+20U1ovn+eee0623357tf7vv/9eiXYaSJK+/PLLanmsr0+fPtKvX7+07Xz11VcOvHPiKHS7Fa3bzS+D6vXilMPNzdKSQQbuZgzmOOqoo+SKK65Q5YV32WUXNQ+ljOGOBnC0jRs3Tg3MGDVqlPr7wAMPqBKVGNTx22+/KbcbXpM6MX6QoOC9DYjkTT7GqtwX3uJRe0qtmG28CuEtEY3b6narzGPlRonJLlH7rmjgRugRabS0DiQvVy9fnDXhuZoBO4lf+u5QoCSkOMDpyaoRyovYZ2SwR1mOeAK3WyTabnhgR11VS9ZzZr1DNfxzxZdCccbJ3qCpsJ8bIdaEt466qGfCW3tdxL71LY9Le5cy02Um22vLbHe7xWryC2uxanHd7VZW7WwJNaK/n1ufyFKRhHVX4a/xOkl0mFtPSaJKeogoMay5eVUsRylIJD1TgVuge/fuUlm5als9e/ZUfd7Qj62+vj75PJwH6OWG8l4TJ05UidLzzjtPiWeYBxYtWqRcC7Nnz5att95aOejQvwfb6d27d9q2e/ToIXPnzjX1HokPhLfqqCtlJjtqIraUmYxXVxh2u8Wqy3ULb7Fq/3gZINTFq/Q/70Z+j5grLRnEfm6pbrcbbrhBTZlklpNEHHn++ec7LZet9CQhQcM/0YFkpVgdb0Fxu3nhRnAi8cm+O4QUD2EsM2lnbzcnMNPbzUtBKjXO4N9m4k6huMLSkoQ4Q5gcb26VmSyG3m5+KjNpFjtcdV2rWxzr5+YnJk2apHroaNOJJ57YaRmIcqmCG9AeZzrjUIoS7oNevXqpUpJwsh177LGqd9uKFSuPFXq4oQQYyoP99NNPqsRkvu2wPFiACZjjzesyk1bcbm7kCY3cH7l1L+V0aUe/b58QK7C8pH+g6BYAgtzjzWxQNlJm0o7ebnC7mcErB5eeBKhf+u7Q5UaI//C78OZl3CsUf+we7JFrYIfec6fdJSbNiG0sLUmIvwhbjzezbje7CXpvN7PCW9BKTBZ7aUlQW1ubNmWKXiASiXQSvrTHVVXpxxBlIjfccEPVy22jjTaSc889V9Zcc0355z//KeXlK6+LTjjhBFWCEq6Fa665RpUJg5st13Yyt0EChkvCmx3A7eZ1mUmz2Fli0q51Ba3UpJulJYu9nxshJB2KbsRxt5vTQdmPbjc73AiFkpi5kqGFEqVul5YkhPgTv/d3C6LbDSUmnXa72YFfRTLGFUKCD91u7rvd3BDeSPhAz5zFixervm4aKAUJMQxlIVOBw23ttddOew6iG5xumAdS56+11lrq75w5c9R2FixYkPZaPNZeRwKMC8Ib3W7GBymaEdeM3h9heafzfEF0m9nVzy3IpSWJ99Dp5h8ougWEYiwzGRS3m16ccCNkimtu9dzRC11uhEDcShSl8BZmt5uXBEGYYsliQryHZSaLx+3mBl673dwsLWm6n1vAgHMNLrWvv/46+RxKUQ4ePFhKS0sL9tb5+eefVW+3vn37qp5tU6dOTc6bPn26lJSUqHl47a+//qoEuNTt4HlC3BLe6Hb74zjkOQ2aEdE08S1M7je7xT4z/dwy6R4J6cUFISGHoluAKMYyk35yu3khLOlxI2jONrOCG5OjhBS38OYkbgtvbrnd8sWcfG43p0pMmjmv2+V286trjhASLuEtLL3dzEK3m3ulJYPez00v0WhU9tlnH7n88stlypQp8vbbb8vDDz8sRx55ZNL11tKy8kLs4IMPVqLbXXfdJTNmzFB922bNmiV77723Etf++te/yp133ikffvihEt+wzj//+c/Kzda/f3/ZZpttVElKzJswYYK8/PLLcthhh3l8BIgthLzMZFB7u9lZltKMAJc5EW+Z31Er8+JdTE94PSHEOBTdAobbwhvdbt6WmLQbM8nRbP3c/PjeCPE7fhXewlZm0s9uN6dKTFrpu+kFQdtfQoJMWPq7VSz3j9vNUhlJkyUmncDuMpN+6+1GCnPBBRfIoEGD5KijjpIrrrhCTj/9dNlll13UPAhlr776qvo3HG3jxo1TfdpGjRql/j7wwAOqdCQ45phjlIg2ZswYOeSQQ2SNNdaQ6667LrmdG2+8UWpqamT06NFy3333ybXXXitDhgzhRxQWQl5mMmy93fJvp8RX6/VLiUkn+7mxtCQh4cU7exCxJLzFqtwV3uLRhC2BNl7lXNIZzoMyG6zbZoAbod5E3WW4DxoqluZ8HGT8Vlryt3g3SXSY++GUJKpkZWcCQqwLb7FoiS+Ft1jUObeblcq3RmOe3phlNSblizlwu0WixkbTYmBHXVWLrviCgQ89Io1ix0CM1csXW3p9JmZKJQd1MAfjCgmS8NZRF/XE7dZe530/Swhv7bVlut1ubTUlBUtMxnyoL6G3W1l1u2Hhrao6PQGYz0VmR4nGoIp5YSotmep2u+GGG9SUSWY5yeHDh8vzzz+fdT1wu51yyilqykaPHj2U2EZCLrxVRx0X3jpqIpbdbvHqCsNut1h1uW1ut1jU3gEWue6VINTFDTzvNJrw5mRO0CpWRD6z/dwKUa9KSxqvpEKKF62nm5vbI9mh0y2gBNXxZmaEi5966xh1u9kxut/JEmAsLUmI+xSj482vZSbD7Hbzy/ndq+0SQvzheLOzzKRZt5sXOOF2K1Ri0i+ONz/ihVhISNERkFKTTvZ3s+p2y1diMuhuN7Pr94vbzat+boSQ4ELRLcAEucebl73d2goss7zZvmE/QRy5b0cJML+53AjxG8UovPmRoPR2czK+mB3YYfZ1LC1JiHeEodSkG2Um9fR2g9vNj8Dt5mXPNC9daeznRkj48arMpJu93eykzEc939K377/KL26QWVqSEBJuKLoFHDeFN7rd8idFzQpNetwIVt1udrnlwiAkEuIXik14o9vNvNstKAMZ3CwtiWOiTYQQfwtvdrrdwgLdbsEqLUkICVd/NzNuN73CmxduN7vzgn4TxYLsdstHoX5uK0tLEmKuvKSbE8kORTfiifBWTG43v47yd6rkFxOghARfeHMKq8JbMbjdvCgxaXRghp0DOczAOENI8PBDmUm33W75hDU/ut30lpn0s9vNKcLYz42QYhfevMRNt1suCrnd/FZmshj7uRFCgg1FtxAQxDKTQe/tZiQRGJQSYOy7Q4g3+FF482uZyWLo7WbETW2n89gJIc2JuELBjRDrsL9b+N1uTpeZdIMwineEFA0B6O9WLG43r0tJBkl4sxP2cyNeQaebf6DoFhJYZtJdt5uRvjtm8IMAls2Rx9KShDgnvPlNfAtLmUmv3W5+I1980SO85VpGT9xyyulNIY6Q4uzvZoZicbuZRa/bzW+CGfu5EVJ8wptXZSbtgm63YJSYTNjkYsvs58bSkoSEH4puISKIwluxUqgEWC7sKgHG0pKE+BMKb/bjtdvNTIlJOwd2GD3f54obeN4JN5yRwRwU1wixl6D3d3OjzGQxut30CG92iFyEEBLEMpN+cLvl3CbdbqYIa884UpzQ6eYfKLqFjKCVmgyj240lwMjcuXPljDPOkM0331y23XZbue6666S1NfsNwb/+9S/ZddddZciQIXLwwQfLlClT0oLlAw88ICNHjpRNN91UjjrqKJk2bRoPcMgpFuHNCmFxu+UqMZkLPfHFDjdZqrhmVmyze3AHBbdVtLW1yahRo+STTz7JebzyxRbw+uuvq/mbbLKJHHPMMfLrr7/a+nmR4BB04c1pgu5287LMpBW3m5HXFhIAu1a3BKqf2+z2epnV3sPUhNcS4itCWmbSa7ebnSUjve7tZmQbTohjVtfJfm6EkFxQdAshbglvQXC7Bankl1slwJwqLcmE6CqhDIJbc3OzjB8/Xm677TZ599135fbbb+90zD7//HO56KKL5JRTTpFXXnlFhg0bJscff7ysWLEye/P000/Lww8/LJdccok899xz0q9fPzUf6ybhxm/Cmx/LTDoRrwrd8AXV7WZGEDMitpktLcmSxcbBAI6zzz5bfvrpp5zLFIotX375pZxzzjly9NFHy/PPPy+VlZVqnaR4CXKpyTC43cyix+1mFrvcbmaEN/ZyIyRkBKDMpFGKze0W5t5rxdDPbV6sTubGupqe8HpCiHEounmYBHSSIAlvTrrd9OCW282uEpNWS4D5oV9cmPn555/l66+/Vu629dZbT0aMGKFEuJdffrnTsvPnz1dJ0b333lv69+8vp556qixZskSmT5+u5r/wwgvKgbDjjjvKWmutJZdffrmaj4QpCT9+Et782N/NaJzz60ARO9xudscXv8FBHSuB03n06NEyc+bMvMerUGzBYI699tpLOeDWXnttJdDhNYsWLXLh0yR+xW3hzQ9lJv3idjNbYjIIbjdCCAmC8Ea3m20fRaDcbm6VlWQ/N+ImLC/pHyi6ZYHCWzCEt6C53cyM6C+UKPVLCTAmRFfRq1cvGTdunPTs2TPtGDU2NnY6brvvvrucfPLJ6t8tLS3y6KOPSo8ePWSdddZRz40ZM0YlRjVKSkpUAF2+PHuZGxI+ikF4C1qZyXyDPvLFGzNuNy/jixXsXDfjyyo+/fRT2WKLLeSZZ57Je8wKxRasZ+edd04uD2Fu4sSJUl/PsmSkuMpM0u1m3e1mt3PNqMvNrt5yPaMFVFOd9I8stGU9hIQSn5eaNCq80e3mHcXWg617hYd1qgkhpvGHGuFT4S1eeDA58RAkPhPRuG1ut8o8FnC43bpEnR/+g0RlQ4Wx/gBGhDaWALMGhLOyslUXeCjJhSmVuro61cdNo6OjQ5588knZcsstc673P//5j3K0QVC7+eabpaZmZcIBLrlUJkyYILFYTIYPH27xnZCgCW+xaIlvhLdYNLjxFoNE4lH/CJmpbrfaqtasbuq6Kh8MPXUgrhD9cUXj0EMPNXTYssWWZcuWydKlSyUej8uxxx4rU6dOVX3f4KRuaGjgx1LkwO3WURd1XXhrr4tYX8/yuLR3KXPU7dZWU1LQ7Rarye9oi1WbmNdYKrHaDstut7Jq+/sWQfTS0zMNYlohYcuPZSXd7udGCNHHOoN7SFV1uXz3ydw0t1tHjfV4YlR4i1WX29LbLRY17olAyci4TRXp9awLgxPjVc7dSzm9fruFO/ZzI352urm5PZIdim46HG9BFt/gAog51xbG1kSmkwEW7oMyh+oq50qKYnR+faS5kxuhR6QxLRHZq7KzA8qqEEc6M7+9TuIl5i7CyxIRWUtEtt9++7R+aqeddpqcfvrpeV970003yffffy//+Mc/ci6DMpToq4Peb+eff77q3bbJJpukLTN58mS54YYbVJIUbjpSXFB4czfOFYpH+QZ95Is3cLtFotaTntniSyaZ8SVbLLEaX6w42vS484y43PQck7DEFb1kiy2rrbaamnf11VfLWWedJWeeeabccccdcuKJJ6plS0tZBKPY8UJ489rt1l5bFvjebvHqDkeEN7jdqqrbxA7yCW9mBDe7XG6EEJfdbtXWY8y2e60t1XWVaaKbHcIb3G7xavurU6C3W6y61FJvt3abBmFaFercFMYKiWaJqrijgpuZ9Rvt59Y94/6lPpLuaquvXCGSsMd5TghxF4puReB6C5LwZpQwut3chKUljTFp0qROjoRCgttjjz0mt912m6y//vo5l0MpSkwbbrihEteefvrpNNHtq6++kuOPP1622247lSAlxYmfhLcgx9qwut0yB3V4RdD7x/k9rhghW2w555xz1LwDDzxQ9tlnH/VvuOC23npr1Y900003tW37JLi4LbzR7eaO280px5tet5tf3Wx2MSCyQCThrsuGkGIV3ppXtEtFZZmUV5ZKrM36uTGMbjczeUC9gpyTwptfRD23+rkRQsILh7MWSZ83J/reOEFQe7shKepkwtKOJCZLS1qntrY2bcqXHL3qqqvkkUceUcLbrrvumnWZKVOmyHfffZf2HHruLF68OPn4k08+UeXBUJ7ylltuoQuhyPFLjze/9Xcrxt5uZnqd2Rlf9L7ObGnJYunlZiSu6CVfbOnevbtUVFTI2muvnZyH57p16yZz5syxvG0SLuEtiP3dUGbS8Gsa7RnA57Xbze+93cICS0sS4m1/t8pImVTXVkhpWYnU1lXKX05eS7baa6WTX3O7udnbzYjbzS9AXAsDZkpEFls/OFLcJSbdmEhuKLoZgMKbnmNU4rrwli/xacbtZifZkoaZJbXc6HXjlPOgWJKiRhk7dqxyFNx6662y55575lwOJSexTCpIlGrJ0B9//FFOPvlk1SPu9ttvV4lSQsIsvFmJs0aENztilVNuNysDO7yIL2ZijZ7SksQ8+WJLeXm5DBo0SPVy01i0aJES5FZffXUeduKp8BYE0NutEOjtlnd+k8l5jfbcusPtFnTsLC2Zq+Rlrn5uhBBvhbdDz91UarpWSiRaLqPPGiy1XSPSZ630a0u3hTe43ewQ3uB2y1di0qiIZmZgol5BzskB80bWbUREo+BGCHETim4mEoJBFt/ccLx5kczUK7xZdbuhxKQbbjc3hDOWAHOG6dOnyz333KPKQQ4fPlzmz5+fnAD+trSs/CEedNBB8vHHH6sSlP/73//kzjvvVA6Fv/71r2r+pZdeKn369JELLrhAJUS19WivJ8ULhTd38Lvbzat44HT84IAO4xiJLUcffbQ88cQT8tprr6mYdeGFF6oSlEOGDLH5kyRhwE3hjW4399xuRoW3Qm43v/ZX01v2khDif0Zsv5ZEayultmullJSUKIcF/mJaPJe/dS9wUngzAsS0fIJaoflmKM3S782Rfm6E+NjlRrdbfii6mYTCW6HjUxLY4O2G2y2TTDeCnQlNKyXA8rkRmBTNzjvvvCPxeFzuvfde2WabbdImgL+vvvqq+jfcBnDFwZWw1157qd4+Dz30kDQ0NKgEKnq5TZs2TXbYYYe09WivJ8VNmIU3sxSb282uEpP5nje7nBdOu2JGb2wBu+22mxrMgfLH++23n4pZGCyCpBUhXmOX8GZq2zrLTNrhdsv7WgtuNyfLTPoFPwp8qp8bIcQxt9tq/bvKPseMkIvu2Vv1q00l0SFS36dKNhnZSyLVZUXrdjN6f5TP0Wak/CRyd34S3zIfe+luYz83Qoob55pcFYnwFg9odT0zTVX9DhwHiWjhm2W4D8oMjkDJdLt1ibbkTIrWVRW+QoGY1SPSaHjbSHY2VCw1/Lps6yHOcMIJJ6gpFz/88EPa4x133FFNmfTq1avTsoRkE95i0RJfCG+xaDjja6Fm3vliT754A7dbJGp/z4jM+ALhq1dloy0xJl/ssKu0JAd06CMzPuiNLRqjR49WEyF63W4ddT45KRvo7dbexb99WyCsxaq93Qe43cqq2w253aqq2/KKYWF3lrGfGyEOCW/V+WPMzgduLFXVlardQkdHVBYsWCAdHSvFqbLyUilPlMqag7rIesO6yqR//CrzZjQnhbeOmuwD2sIGhLJ4lX/vmdxan10iWyKLk42QIOC2+4x93XIT/qFwDhNkx5vT0O1mDatuBKPLGoFJUUL8g18cb36Jr2FwuzmNUfEMz3GwBiHFDctMhtPtFrT+bna73HL1cyOE+Mvxtu7g1ZL/1kpKgni8Q9ra2lTSt7yyVHBmXr4w9+AAo9DtZvB4+cj1FjRYWpKQ8EGnm42JQb+MyveT2w0JzXg04droFj+43XKJVPUZ9ZozsdONoC2jF6OlJQkh/sIPjje73W5uxTc9ccopt1u+EpO1Va263NR2xxe7eryZKS3JAR2E+Bs3HW8oM9le5293AoS3tpqSQLvdjDreisXt1hBd7vUuEEJSKJWV51qtjxv+xmId6tny8nJpbW2XsrIS6YgnpDmjVLBVtxuEt3h1RVG63cyuTxPerDrf7HbPOYnVfm5OsiDWReIl+Xuz5qMs4e/rMZIOnW7+IRBON4xcGTVqlHzyySc5l/n+++/lwAMPlKFDh8r+++8v3377rbhNEF1vRhwBxYbZ3m7Z+u5kw6qolc8JZ0cJMELCTlBiS5Acb3b3dwtiXDUCSkw6gZ744kUs4GAOEnbCFle8drzZVWbSqd5uerDidsu73iLs7ebHXm6A/dyI0xRDbCnkdls0f4US1zSHWyQSkdLSEikpLZGqqiqpqChLOt/6rNN5NIPV/m5h6O1mR/824+sOp/OtVEfpSfZzI16Lbm5OJDu+vxpvbW2Vs88+W3766aecyzQ1NakeSiNGjJDnn39ehg0bJieeeKJ63m2CmCB0Wnhzu8wkHAd6gPvACnC7OT2Cv1BSNHW+W+W/6EQgYSBosUUvFN6cKzNZKBbliz1m4g3cbnoHdoThvByG90CKm7DGFS+FN7jd/I6eMpOmy0i6+LUwUmYSbrcgimNB6ec2q7WHzGjtaWrCa0m4KKbYkk94e/Dqd9Ier7baasrVBpDvhdi2bGGbRKoqZYs9V5Wi9HuZSSfIJaKZzfvZIcpZEd/CKNoVor6SpY8JCQO+Ft2mTZummrzPnDkz73KvvvqqGukyZswYWWeddeSiiy6Smpoaef3118ULKLx5L7wF1e1mphyXEbFNbwkwuhFImAlqbClm4S3MOOV203Out2OgBuMKIeGPK15ih/BGt1vw+7uFVcgjJB9FG1v+EN4qKsvkhieOksvvP0iueeww5XKrqKhQ7xXOiu8/naeWQ2nJWFuHdO8VlfLyMolUlUtVbZmnbje9FIPbrRicb3b3cyOEhANfi26ffvqpbLHFFvLMM8/kXW7y5MkyfPjwpNUcfzfddFP5+uuvxSsgvAVNfAtTqUm/ut3M4KdykEF2Isxrr0sKlEYnvJaEhyDHliAJb3ZiNp4Ws9vNjcETdsWnoMYWxhVSTHGlGMtMhsHt5pTw5qbbzey6CvWW6xnN7iRgPzfiF4oxtiRpapbarlGpqq6U1dfsqZ7SRLeysjJVarJpabu0rhBZc83+0r1HnVRUViSXG7pTfdbVWhHe6HazD6PCW9CFutpIq6V+bj0r2WeU6IflJf2DNcXBYQ499FBdy82fP1/WXXfdtOd69OiR14LvZqIwHqBcEhKUMYd0JCQ049GEa01UkfxMROO2uN0qDTZF1ZKidVUtnRKL9QUCLNwIvSobOyU2GyqWupIcpcuNhJ0wxBa9wlssWuKp2y0W9T6eOhnX7HS7RaLGytaYwan4krkNQoqNYokr2YS3jrqoK2639rrsgxAc3W5jXNqzuCXM9naL1diyqvT1NpZKrDa/U8IrIJYVEr6CDvu5EScp1tiigZ5t3XvWrkwgS5W0tKw6n3R0dMjUL+fKZn9eIynGtbevvJZeKco5cw8E4S1eXWG72y1WXZrX7RaLluZ0u7XbdL8Ht1vcxXsmo/k9P1ORkS/M7OdGiJu43WeNPd0C6nTTS3Nzs1RWpo+2w2M0nPUDQXO8+bnMpBN47XbzUuQykhwNqhOBkLDGliA43oJWZjJIbjev44sRlxsHcxASnrgS5P5udLu563YLU1lJt/q5EWKGMMYW0LJgmbS2tKuEbgn++8PJpwlrF927t0Sqy6S0tFSikeq0xG9t19znMTfLTHrZ2y0XXvZ2s0LQ3W56S0tm9nPrXbnM5T0iQYdON/8QCtENNZ0zLyjwuKrKHxfpQRPe/Fxm0mig1Vtm0qnebnaKV1bKePmpRCUhQSEIsaXYhDc3ykwGpbebnhKTTsUIO2MKB3SQYiIscSXIwpvhbTbaV5YSbjcngNvNbuzq72ZFNPOL4EZIscSWxAqHTlIm6darViJVK89F8Y54p2RyKjVdqpX7TVsm2qVctvxL75zrdrPMpB293dwSyQq9xm7hLYhCWmmVtesCo6Ulg0hra6tceOGFMmLECNlmm23k4YcfzrnsySefLAMHDkyb3n333eR6rrrqKtlqq63UdOmll0pTE/vfkeAQCtGtoaFBFixYkPYcHvfunTvIegGFN+04lPguMDvldsuWFHW7PFeu5Gi2beRyIzApSoqRoMQWPVB4K163m974YoeQZiSuAMYWUmyEKa4EtcebGbebXuEtTL3d9KLH7UbxjJDgxJZEo3+Et4b+3dVfONzgbFOOt5KVjje42yCy4a/2PNx9mhiHx91Xc96N65bbDSUmc4ESk0EekGgkv+eWSJewKKwVOzfeeKN8++238thjj8lll10mY8eOlddffz3rstOnT5ebbrpJPvjgg+S09dZbq3l4HXpbPvDAA3L//ffL559/LrfeeqvL74aQIhfdhg4dKl999VUywOLvl19+qZ73GxDegiK+ORmI3Swz6Ue3m9nSW3SsEeIeQYotQRDeghTTvCqF7ITbzUhpRz0xhnGIEPOELa54gd/LTHqFHrebUeHNLrebGeHNaaGuZzS7sNAQXa57HeznRsIaW/wivEE409xrEN1i7avEK/Rwg8hWV1enhDdQU1Oj3ns8Hld/Swv0daPbzR9ut6A63vT2c6uNmL9uCWJpSTjRJkyYIBdddJEMGjRIdt55ZznuuONk/PjxnZaFI3f27NkyePBg6dWrV3LSyuVOmjRJDjroIDV/yJAhcsghh8jHH3/swbsKFiwv6R8CK7qhWazWSHW33XaTZcuWyTXXXCPTpk1Tf1HXevfddxe/QuHNWlIz6G43PaP77XAj2OFyI6SYCHps0SO8eSW+ha3MZBjdblrcyIwd2nP54o9RhzZdbqRYCHtcSYVlJgu73ayUmLTqdjODHuHNzt5uENvojCPE+9jiB+HtqDG7SHl5eVKAa25ZdQMAEU5zt2EZCG/19fXSs2dP9W81L1J48LVb/d3C5nbzUngLskBntJ9bEJk6darEYjEZNmxY8rnhw4fL5MmTkyK6xs8//6x+q/3798+6rm7duskbb7whS5cuVdObb74pG264oePvIehQdPMPgRXdUBf21VdfVf+ura1VVtMvvvhC9ttvP/Vjhv20urpa/AyFN/cIk9vNbTcCE6OkmAhDbNFDMQtvxeB2s2NQhR6hzYntWoHxiviRYokrxVBm0g2sCGtOuN3sRBPUcolqfhXb+kSW6l62X8UiR/eFEDdji9fCW9eedeovRDRMffv2Tc5L7emW+m8k8DU64s7e7xRzbzevCarwFvR+bo2NjWlTZi9JbUBA9+7dk241ADEc/dmWLFnSSXTD+WvMmDHqnHbAAQcod5sGnocTbosttlAThDeUqyQkKDinINjMDz/8kPcxrKYvvPCCBA0kDeOFTU+eg1EwsSpnkprxaMJ0oI1X2XshBfdBWYY93KjbrUu0JWtStK6qpVNysL5A0IVzoFdlY9Z5SIQ2VHS+CSyUILWzXxwhQSessUWv8BaLlngivMWi4YhnheIQBnwkonHb4g3cbrVVhUfkWo0vRmFcIWQVxRxXUoW3jrqo42Um2+vscwDr2mZjXNpry3S53dpqSvK63WI15kW5mEWNFsJbvLrDkNutrLq9oNutqrpz8i0XfhXYCPErxRZbKiLlUllZkSwXCVL7twE43JD0TxXa4P6DywbMnaFP4IDbraMmYlp4i1dX6Ha7xarLLbvdYtHSnG63dhfv7SDMxW0+lTuR47OT0oD2elvQ1kXaS8xfM1UkVgpo22+/vXLRapx22mly+umnpy2L+amCG9AeZ4p0EN3wm4XgdsIJJ8hbb70lJ598sjzzzDOqpOTMmTOlT58+cv3116vf9ZVXXqn+ffXVV5t+L8XkdHNzeyRkTrcwERTHW9DLTOp1uxUq++UXtxtIdSFYcSTk2i5dA4SEm6D3eaPbzb+us3zbY2whJPy44Xiz2t+tWN1uxUDXauM2jWLs5wbnwYUXXigjRoxQSc+HH34457IQedBPB+LOX/7yl5x9dS6++GK566670p5DInXgwIFp0xlnnGH7+yH245XbbfdDt1B/IaillkpD8l4rH6mV18S/NUEOLpumphb17+ouZVJdFxifgSdut3wlJvW43bx0xAXB7Wakn1tmaUk/9nODCw2OWm068cQTOy0TiUQ6iWva46qqdJX2lFNOkffff185dDfYYAMl4G233Xby7LPPKicd+sKdd955yuW29dZby7XXXivPPfeczJs3z+F3Sog98KrcR4lDv4tvdvbCCXqZSbt6u9nlINArttGNQAjxg/DmdZnJsPV2s7t3qBEYVwghQcao8Aa3Wxh6uxktM+l2bzfiDjfeeKN8++238thjj6mSXWPHjpXXX3+903LLly+XY445RtZdd1156aWXZOedd1YOh4ULF6Yt9+CDD8qECRM6vR59xnbccUf54IMPkhOdCsHBC+Ft+A4Dk642CG2fvTM16XgDENnQHwrPaU43uGKQqJ/87jyB8aJrr4iU6kz/WOntZqTMpB97u/mNIIhpGhUZVUuqq9pM93MLAigFmTplOtpAQ0ODLF68OOk4BRDDIbjV1a0sGZv6O+7aNT2Xufbaa8vcuXOVC66pqUmJcRobbbSR+t3PmTPHkfcXFoLU0+2EE06Q888/P/n4+++/lwMPPFCGDh0q+++/v7pGSeXll1+WP//5z2r+qaeeKosWrSrrjf24+eabZcstt5TNN99cXeNk9hF0G4puPqNYhTe33G56ccvt5ofR/nS5EUKCLrw5SVB6u3khmuV6LV1uhJCguN38ih/dbnqEtyDQM7rCkX5u/SvSBSi/g2QmBDI4CQYNGqSEtOOOO07Gjx/faVmULUR/sMsvv1wGDBigXGr4qyXDIHTgOYhuKAWWyfTp02X99deXXr16JafM5CvxN24LbyuWNSfFNCRSH7vhNZWgT+5PRsIXThok9sGam1bKz1MWyX8/XiyNi/WLXFaEtyBAt5u3BL2fm1423HBDVfr166+/Tj4HVxzKRab+hgHElgsuuCDtualTpyrhrXfv3slBGxoQ4kC/fv0cfhfBJiii2yuvvJLWww/XJRDh4L5//vnnZdiwYcpNiefBlClT1DULBv2gBOmyZcvSvj+PPPKIEuUwgOjOO+9Ug4TwnJdQdPMhFN7C63bTQ7ZkJd0I1lnQXquOo5kJryUk7ARZeKPbTZ+b2s4Sk2bikh8GmtgJ4woh4RDe6HazD7rdggMSm3AiIKmlMXz4cJk8eXKnkeGffvqp7LTTTlJWtuo+GiW+0N8HzJ49W5WqRJKsf//+WUW3Nddc09H3Q8IlvD10zSvJf1dUVMiDk85X39fUnm74t5bE/+WXX5LLY3ZHSbtM/Vi/aG4Vu91uhUpM+s3tZneZSSMD64PkjNOLH0tL6iUajco+++yjBmlAJHn77bdV6eIjjzxSzYc4rpWGHTlypBJGXnzxRZkxY4YSSyDQHX744bLaaqvJtttuK5dccoka4PHNN9+of++5555SX1/v8bskVlmyZIlyokGM1Xj11VdVedIxY8bIOuusowS2mpqapAP/ySeflN133119v+CAxOsh2s2aNUvNf/zxx9UAIIh2cLv9/e9/zzqQyE0ouvmUYhXewu52M1sCzG03QtgSo4QQfVB4C5fbzY344nXvOEKI/3FDeAsjbrjdnCgzGXaC0M8NzrPUKbO/jpb47N69e1p5sJ49eyrxDMmwVJDQQpITCU/01Rk9erRKjGog+XX//fdndR9AGIEggpKSu+66qyoLhfJP2faJ+B+3hLduPWuVWwaTJrxpbgpNeNP+4ru0YsWK5GNMkRpz1+5hd7vlwmpvNyPLBVV4K62Ku9bPLejAfQQH9VFHHSVXXHGF6tW2yy67qHnoHwpxBeA5lDa+9957ZdSoUTJx4kQZN25cMpbccsstqgco3E8nnXSSbLzxxnLVVVd5+t6CQBCcbjfccIPsvffeqmy1Bgb9YPCPNrACfzfddNOkaxLzIahpwFnft29f9TxKkv7++++y2WabJedjXb/++qunPQCD11W0yIS3eNTfgTlm3tCVM7EZj5obmYNAG69K6Ha7JaLWm6dDeKvMqOOc6nbrEm0xnbTsEWmUoJDLYVFX5TN1lhCiS3iLRcM3YtBpCsWgfHEHgzzKcsSSfL3daqtaO52LC513c8UXCG+9KvXFHbrcCCFmhLeOuqijbrf2uoj51y+PS3uXMkO93dprrVfPQG+3WI14CoS3eHWHrW63qmoKKmaZ01Yn7aLfNZNKhVSIlIhyoDU3rxK7UYoJSc9UMD+zH4/2OFMQQ2mnBx54QDkVUEISJaGOPfZYee2117KWk0zlt99+S27r9ttvV6449HOD0+Hiiy829T6J98JbSa2zJ67+664sLacB9yW+Q/iLRKz2FxOEuS5duqg+Uu3tK387CQunNAhvHTURU263eHWFbrdbrLq8oNstVl2a1+0WixobOAFhLG5zDs/N9duVD/Qao/3cepYvl6C53SCqYMrkhx9+SHuM/l2YsoF+b9ddd51j+xlWrPZZM7M9gEE+qY74ysrKrH3//vOf/8jnn3+uXI5wRKYOBkoV4UCPHj3kp59+Uv+GeKaVHU2djx5/Wnnh1PkYSAQwP/N1bkHRLSCON7+Kb34T3uzGTCK0ENmSonAj1Ouo8WwkKZr6GiddbvlKmulJABNC/IfbwhvKTMai3gxW0RvH9MQmJ2724HaLRM0l34zEF70xJp/gRpcbIcRLrApvTlC5IiFtJh0XmtstVm18nprfWCqxWvsbyMPtVlZtPi75kYaotYSm3/q5odxSZuIrE5RwyhTXtMdVVekXRlgX+vSgbBPYaKON5MMPP5R//vOfyn2Qj9VXX10++eQTlTyFQIL1QDA599xzlRsidT9JcHBaePvqgx+TopoG/h2Px9V3pqW5JZnoxfP4niHBCkccvm/FXtMLJSbbDd7L5bsnMiKm2Sm8Gb23clN4q8jIE1ZX5R5sUiz93Ehxo2fAT2trq3I3XnrppZ2uNXINBtKuTTBYJ9d8rWRp6vxcA4nchKJbQPC7681uzApvxeB2c9qNYAQ9PYQovBESTIpJeHNrUIjdbrdsWHG7pcaN1DhjNZawZDEhDrCsERmfQB1ap91uVqHbjW63VPpE3OsHZTe1tbUFxayGhgblDEKfLK2EH0aKIwlWV1eXtmyvXr1k7bXXTnsOPdpQykkP3bp1S3uMXi1IvC1dupS9eQKMk8Lb4M3XThPcILallpfs+MPKllrerLq6Wgm66PP2w7+tleuj280adLzZ18+tF1xuCX8NKCL+xiunm54BP2PHjlVlQtGvT+9gIE2cyzUfzspUgQ3Laf8GmO8VRT7+I1j4tc9bkPu7IQFqtbebGaz0dtObADXjRjCyD3oENzPLEkKKt8cbhLegxzEnegrk6u2GEpN6yHZuL+RKQwzRJj3Q5UaIBywLVrkhN/q7we1m6fXLrQ/Iy+Z2c6q3W6G+b3p7uxnt71asvd2C0M9NL3CcQWzTeqUA9GkbPHiwEi1S2WSTTTqVBPv555+Vu6gQ//73v2WLLbZIG/3+3//+Vwlx6BNHgo1TPd7m/rp41TYSiaQwjIQuxDiUk+yId2Tt8Qbq+3vnoESZSb+43bzo7WZ2eTvvrdzo8ZaPYu7nRooXDPhJnSqziG4oT/3222/LsGHD1IQSk5jwbwwGWrAg/ToLj7XSkLnmY2AQ5gGtzGTqvzHfKyi6BYxiEt7gKPALhYQ3uN1yAbebWfIlMXMlQ40kSc1CEY2Q4iGIwpuZWKk3jlmNTfkGe9g1yMNP52i63AhxGApvnoLebnaA3m5+wIjwpqe3m9/oGfXJgfYBGPm9zz77qH4qU6ZMUUmwhx9+WPVt05JVWrmmgw8+WIlud911l8yYMUPuuOMOmTVrluy9994Ft4NEGkado38bhDqMhL/xxhvluOOOc/w9kuAKb41LmpVrDWhCGh5rDg48982336S73/5YHv+u7W5ddIPbzWnQ263wMvaXCbZLENOzHbe21Xnb5u7ZElX2D76x0s+NEKOkOoDdmvTyxBNPKJHtxRdfVNPIkSPVhH8PHTpUvvrqq7Tz+pdffqmeB/iLwUEacNtjwvMQ3fr27Zs2H//Gc171cwMU3QIIhTf33W5OYNXtls2NoEdss+pyM5vM9VMSmBDib+Et6LEyLG43vdDlRojHUHhLg2438243I+hxu/lReLMbv/VzMwJ6qg0aNEiOOuooueKKK1TvlV122UXN22abbeTVV19V/4ajbdy4cfLuu+/KqFGj1N8HHnggObI8Hxjt/tBDD8miRYtk//33l4suukgOOuggim4hw27hra5HbVJcw9TW0p4mvsGNCVemVnoSTrgVK7R9KJHffrDHbWZWeHPT7Vbe3OFbt5vV11m9t/La8eYXFrdXy6K2GtMTXk+Cg59Ft9VXX10GDBiQnGpqatSEf++2226ybNkyueaaa2TatGnqL1zyu+++u3rtIYcconrJTpgwQaZOnSpjxoyRHXbYQfr375+cf/PNN6u+nphuueWW5EAir2BPt4CiJRP91uctX/PVoFOo347bvd28wKpwViz93ebOnasCxMcff6xGdu6xxx5y9tlnJ2sLp/L999+rRqI//vijrLvuuuqGFzWOAYIXah4jqCDYbL311qrhKEuxkLD3eLOrv5tTMcyr3m4Q3iJRf5Ss0SO40eXmDKhPv99++8kll1yiSnZl47333pPbbrtNZs6cKf369ZO//e1vstNOO3Va7rXXXlPzMsuGkYAKb3VdvN4L3wDhrb0u4prbrb22zBa3W8yZ9khKeIvVduh2u8V19neD8FZW3V5QeKuq9q6JfSEaostD1c/NqNvthhtuUFMmmXFh+PDh8vzzz+saxZ7JeuutJ4888ojFvSXF1OPthy9nyrIlTVLfs07dE1dUlktbrFX9G4IbcrzLljZKt+4r+w9qPd1AaWmJLJtnvzvMKeB2i1WXF3S7xapLA913TRPe3Nzmyu2WSLzK2gDS0gLut+qq3DGue6RZd2nJrP3cCCkSamtr5f7771f50WeffVYGDhyoBvho53Y456+88kq58847VU9Y5Eevuuqq5OuPPfZYWbhwoZx22mmqFPEBBxwgf/3rXz18R3S6BR4/ut7sLjVZbG63bDjtRtCTGKVTTR+44D/jjDOUSDZ+/HiV9MRo0Ntvv73Tsk1NTXLCCSfIiBEj1E0sgsiJJ56ongfPPPOM/OMf/1CjNbCuefPmqdGhhBSD482rMpN24ebIymxuN71uaivxhYKb+7S2tqpBHD/99FPOZTDyDzcbcBSgVAfKgp155pnq+VS0kYQkRATM8eZ0f7ew9XbLR6Hebl6WmQyL4y1M/dwICQI/fD0j6aAoLSuVRIdIe3u7Et1geisvK1fut1gsppaD4w1/l8yxV+QvRrebs6419++t7L4vq8gzGJ8Qop/rr79eTRpDhgyRF154QZW9hvlgo402SlseA08xuBRlKGFQ6N69e3IehDY4+D/77DNlgPj73/+edEh7BctLhgA/Cm924xfhzY3ebk45A6wkVim46Qe9CtCQ/LrrrlOjOiGoQYR7+eWXOy2Lki1wv8EWvc466yhBDdbq119/Xc1HzwO45DbffHNZf/31VRkWBA9CigUvhDe/93bLVWbSCiwPGQxQZmP06NHKvZYPxJstt9xSldNAqY7DDjtMOeLgaksFPXW0chwkRFB4s63MpBe93ZwU1oyWmdQrvOkpM0kIKQ7sLDPZf91VfXggpv3zoY/kksMflo54h0qkJkri0tjYmOz1FoutPA8v+rlVpClYSTKveruZvR/ySniztk13ku+1kdzXHuznRtzCj6UlixGKbiHBb8Kb3W63MOOG281PboSwC3i9evVSPQ969uyZ9jxuCDKZPHmyKtWijb7A30033VSJdqBbt25qFAfKVaKR+SuvvCIbbrihS++EkPD0d/MqhgXF7WYmxvgprhQLn376qRLP4ILOx7777qtG9mWyfPnytHVhOumkkxzZV+IxFN5sEd6Mut30CG+F3G4oMekXt5vdwO3mhuOta7V7N6JB7udGiN+Ft0VzV5ba05K6Df3qZcHs5fLEzW/JvF+XyO+/zlHPQ4QDn7z1nfx70oey8Dd7+8uFwe3mJ/HLyraLqUcbS0uSMPZ0KzYouoWIsAtvdLvZ70ZgWUljQDhLndBXJ5O6ujrZdtttk48x8u7JJ59UroNM5s+fL717rxrBB3r06CFz5qy8gTj11FNVU+jttttOiXGff/653HrrrQb3mhD7YZnJ8LndjMQYJ5xxYR+QYSWuaBx66KFy4YUXqh48+YBzeoMNNkg+RinK//znP7LVVlupx9gG+sGhR2hVVXEe96IgYMJbMZWZLHa3m1viWyY9o/Yn4gkhzghvGIw6YL3VVClJjalfzVB/33vha7n06Adk6o//Vf17cL8dj3fIL58vkzkzF8mAbf94jc1uN7PCmx/cbmZKTDrtdisG4c1KPzdCzELRzT/kr5VHAim8xX00wByBOlZlb4IzHk140jw1MxlalqeOM8pMVhqo84xkY11VSydBrD5LkEays0eks2sqFywrqR3PGmkTczf4lVIhEhHZfvvtVa82DfTMOf300/O+9qabbpLvv/9e9WbLBOuqrEzfJzzWkq6//vqrSojed999SsxDKTAkXB9++GFT74MQu4W3WLTEtTKTsai78VFv/CoUl6zEn0KxJpvbrbaq1XR8SY0ZmXFGbywx4nLLFNqy7auf8SquGNrHRYvU+jBwY6eddlLP3X333TJo0CDZZptt5JNPPrFtW8THwltdFwlCf7eOuqhjbrf2us5uYEe21RiX9tqygm63tpqSvG63WI15US5WXWCZxlKJ1XYYEt7i1faXNdMrvFVV29ufqRB9Iktd3R4hYRbeSmprTCeN21rTBz1U16w6Z6y3Y0QtUxPtIh0dCdXjDUJdaYVILPVSGMJbtbcJMrjd4tUVrrndYlGDgytaROIejsHShDc39sHuvCCornI3RhFCggNFtxA73vwivtktvDkNnAeJqHOjWtHbrUvUWlJRr/BmpfyXk66DoCVWNdBjDc05NTIFs2yC22OPPSa33Xab6smWCfq5Zboa8BhCG24izjvvPNXvbccdd1Tzbr/9dvVvlKUcOnSobe+LOAtGFhZoBxlYgia8hSnmwO0WiZovWZNPeDM7YMOK4FasGI0rRliwYIEcffTRKp7ceeedarT4jz/+KM8++6y89NJLtm2HBER8o/BmWniD2629S+Hez26hR1jzArjdyqrbHRHnnBLeGqL6HKEDIgsc2T4hYceK8DbzxznSq0+35OM+a61q39DeKlJVWy6lpSVSXlGmBLf6PrUSL18mqHRWUiqScKAFGtxuHTURR91userygm63WHWpqXvSdoP3bYVyeV4Jdk6IZ07Dfm6EFB8sLxli/FRu0s5Sk2EoM5kNI713tIRotqSo9rwT5b+Kndra2rQpX3L0qquukkceeUQJb7vuumvWZRoaGlRSNBU8RslJuBN+//13GThwYHJenz59pHv37soBR4JFRVNCTWEkSD3ejMZFvbGrUFwqFH/Mlpm00tvNbuwS3IpNjDMSV4yAXqCHHXaYGsjx+OOPS319vXr+zTfflKVLl8rOO+8sw4YNk+OPP149j3//61//smXbxKcEpNwkHG9BJwi93fxQZtIIXpSjLAT7uRHibKnJhX/0dIOghgFEs6fNV4+7rl4q1d1LpGNFRMorV10nR7p1SEVVqZRHRMpSL4dtLjPp995uZvCyt5uf9kEPFXmqkNRGzJUgzSwtyX5uxAosL+kfKLqFHD8Jb37qo+M1cLvZRarIZlf5r2JLetrN2LFj5emnn1b91/bcc8+cy8Gt9tVXXyUbj+Lvl19+qZ7v2rWrSr5Onz49uTyEuCVLlki/fv1ceR/Efii8WXe7+VV486L/gNXebkaEMjtAbNETXxiDrNHU1CTHHXeccrahpygGeGgcfvjh8tprr8mLL76opquvvlo9j3+PHDnS4paJ7wmI8OYUKDNp+rUh6+1mBr3CGyGE2CG8DdpsLXV/rMpGlpbKonkrhYlua5TLsrkd0rNbg3K6rVi28mK9+1rlallMtX0yVmaj8Ga2t5te4c1qbzeUmAxabzcz6zJ7b2X0daVV/or/hBSCopt/4JVzEeAX4c1Ot5tZ4S1sbjcz+EVwC2tSFSLZPffco9wDw4cPl/nz5ycngL8tLSt/DLvttpssW7ZMrrnmGpk2bZr6i94+u+++u5SXl8t+++0nN9xwg3z22WeqJNi5556rBLnBgwd7/C6JFcLqeguS8ObHwSBBdrvpiVNhPef7hdTYcv/998vMmTNV/NDmYVq+fLl069ZNBgwYkJw0QQ7/htOOFAEBEN7odvOn200vxeR2c4L5zV1krskJryUkLMTjHUmXW0tzm3TptrKuLkpHSodIl241EmuPyetPfqqW6dmrm1oe9Bro7CBts8JbWAma8OYG3fOU8a+vNBbge5enO+EIIcGAoluREFbhzQx2B2ajyVAzbje33AhMilrnnXfekXg8Lvfee69ss802aRPA31dffVX9GwlOJEe/+OILJbChV9sDDzwg1dUrbyguvPBC2WWXXeScc86RI444Qurq6pSgp91MkGBD4c074Y1uN/vii1PxifHIGKmx5Y033lAC3IEHHpgWgzCwg5BiF97odnOnzCQhhFh1uy1f3JS8762KVkp97y4iJSLV9aVS07NEfpjxtfxrwptSt16rfPr+ZPnhhx+Sy8eytYEMUJlJPW63vK/P43YzI3b5IY/nR6qrnOk3SogV6HTzD+bUAhJIkGSMu1tJylQzVqPOgnjUOXcFnAeJqDU7OdxulXnqPmdLNNZVOXNV43YpsWLkhBNOUFMucDOQypAhQ+SFF17IumwkEpHzzjtPTSTcwlt7dUmoHG8xg026wxITrcakfDEHAzzKDMQSuN1qq1p1xRfEhvo8ozGtxhSzApqT8TDoZMaS1Mevv/667vVsscUWndZFikh4q+vie+Gtoy7qiPDWXtfZEWz7dhrj0l5bVrC3W1tNSV63W6zGvNsttnIcl61AeItXdxR0u5VVtzvidquqdi7J2SeytNNzAyLp/ZfzsXrZMmHUIiS/8FZSq++k1hHvUMnjjg5cWyfUv8sqRCqqS6S0TKRMSqSscuX5c9GKOSsdcCKyYkFCZkzKcT0O4a06apvbraPG+ViSr8RkrNr4QAiUmGx34F4Nol28yv11YVB9vMrfVWTqI02e9nNb3FotrWI+JkekQsSB6wlCwg6HqhUZSDL6wfVm50iZIJeZdNPt5peykoSQ8Lve3Cg16XaZST/0dssVa3L1djNSZtJojHFacCOEuEAAHG9+I4y93YJWZtIMPaOdHTYNUfPf//4VCy3uESHFix7HW2WkXNbcoI9yrrU0taq/b//jc4m3icTbV5WdLC1b9Vdzuc3/rsB9iMeOtzC73bwqM+kHaiPOlBxtKO88GISQfNDp5h8ouhUpYRPezODn+s92JUX1vs6rpCiTsYSEt9dbEIQ3J8pMOtnbLR+5hDejsUJPnKHgRkiI8LnwFvQyk3C7FQJuNy97uzlZZtJPwhshJDjC29jXzlY93CC4RWsiEo/FZfnilfGgcX4iTXgDHfFV59F+fyqVcpcK/Hjd2w1uNzPA7RYmjOb2zOYCKwxUHbGrnxshRqHo5h8ouhUxfhDe7MJqkjMobjcn3AgUvgjxFxTe/O14syMmOeF2y4URt1u2uKEJcamTHhhbCAkQFN4CjR1uN7Ue9ncjhPhAeHvys8ukoV8PKS0tlWnfzpZ4vEN+m7GqzOv//t0m//uoTZbNicviX2MSb18pIMVjK0tQlleI1K/nntvNjPBGt5vO49QSzEH13U2U7SfELii6+QeKbkWO18JbkMpMOpEMzSe85UtY2u1GIIT4izC53txwvPnN7WYVN9xueoQ3szHETsGN4h0hLlGkwltQ3G5+EOXMYrfbDX3d/Eh/lgAjxBbhraysTLnYMK0/dA20c5PZ0+alLbN0dodMn9gmC6fGZcmMDlVecsX8uMRiMeno6JCqHjrOqR6XmQyz2y2oZSYTVXFf9XNjaUliBopu/oGiGwmV8GYGvcKb2SSoHrebHUlRM24EPyQz/bAPhPgVCm/+LDPphtstX8yxw+0W1nM6B5sQEl7hzW9lJt3ESolJQ9sp4jKTfSKd++YMiKxy1xBC3KGquiKZOF7w2xJpXtEqrzz5cdZlG+clZPbnMYm3QUBaVW6yqq5EonqEtyJwu5nBam+3QutwCrsH1ZfmEeGqq9ps3RYhJHyYs+WQ0IGEY9xDUxQCd6zKniRnPOrcxRWSoIlo/tEvSIaW5an1DOGtMst8uN26RFuyJjDrqlpsTzJ6nRh1m8WtVdJq8pQXwevcy1kTklV4a6/2T8kMs463WLTEUeEtFg1YzGopkXiVvTELbrdIVN9NvJ74YgTGFf0wrhBfC291XcSvbreOuqiv3G7tXcp0u93aa8sKut3aakpMu9li1ebnpy3bWCqx2g5Dwlu8ukOX8FZWrS8++Zn+FQu93gVCQud2K6mtUf+Guw1ON+3ffdbsJRcedp9M/XJG3nV8+3yb6uO27m4rH5eUiPQaLDLzPR1ut2r/xBUrbrdYdfZBEOXNHRKLeuO3gPAWr3J3PU7cXxWiNqJPdGU/N+IG2uCDsG4vSNDpRkLneAtymUm3KLbEKCFhIAyuNz873pwoM2m136gbbje74gHjCiEhwseONyfKTBaL281ImUmjjje9QHjzg+utIerf7zghxV5mMtYeS5aXLCsrlT0O3UrXOmLNIi1LVw4AwGtLXc52BtHtZrbEpNfVqgghJAhQdCOdko5eim9BEN6cLDOZrbcbYH8cQkhYer35ucebF/HPyqCPXMJbrt5uTglvFNwICSEU3jzp7RbU3m16y0xq+EF4I4T4T3iDY6K1ZaXAhH9DPFt3cD/d61g6c1U/o7je6n8h6e2WD7jdjGJXeUisx451GVmH3YPqjdA9Yu77xH5uxC7Y080/UHQjvnS9+R09wptZt5uTwhsTo4SEAwpvzvV3C5LbLR+5hDc74wNe40ZcYewixCN8LLyFFZSYDKrbzU3hraWpUvxE//LO/eAIIcbo3a+73P78GTJ72lz1OBZbOVChoV+97nWUR1f2dYu3JyRuxHhmk/DmpdsNJSbddLsZxW3hzW4q8rSQyUV9JHfQ7V25zOIeEZIdim7+gaIb8Z3wFgS3m17yCW+53G5OJR7NvBYCYK7JTphQJaT4XG9OOt7cLDOpb50llmKPG2UmjYpoPG8TUiT4VHgLqtvNaex2uzlVZtJNx1vPqDmlckBkge37QgjJzaYjN5Z1BveX3v3rpSPekezjVl5RphxvemhrXPm3cb7I71/yaDspcpnJ27kpmnnpdiOEEEDRjeSFwpu/ykyaSXSacSLoEdbsFt4IIeag8Oat8OaHngZ2lZnUyBcz3HK3EUJ8RBEJb06jp8Skn9xuRoU3o243u/u8da12Nij3r1jo6PoJKWa23nMTkRKRHr27SmlZqfRdq2dyXu++3XStY9lMkZblCYl2T0iXfgadXyF3u+UrMemW280O4c1Lt5tGdZXe2qWrqK+0GLwtsLi1Sha3Ri1MvPcLEnS6+QeKbiT0wlvYykwaSXo6IbZlLk8I8R4Kb95iR5lJK243J9DiTOZECClSfCq82Q3dbtYxI7x53eetT4TlIQnxmvee/0xaW1aJGfW96tRfuN7m/rpY1zoS8RJpmiNSHhGp6m5iJ4qgv5vXbrdC6wyaE642Ys4lnwr7uRE7oejmH8ypAaQohbd41P3tIojHLOb4kOiMRxOGA3C8yr7RPhDeynLUgIbbrdJEfWigJUDrqlosJ0PNCmh4XZeoD66aCClyNOGtvbokkKUmY9ESR9xusWhw4l6h2APhLRGNG4ozcLtFou1Z3W61VdZvEgkhRSa81XURv7ndOuo8uEmx6HZrry0r6HZrqynJ63aL1Vhzu8WqDSzfWCqxWnP9gowKb2XV+hwfYe3ntrClWloS5u4Nq0rKRQx8roT4iX7rNkiJlEiiI6EcbygpGY/Fpa01JqWlJdKB53XQOEekpq/I8t/EM+B266jJX1kim9stXm198AHcbrHq0pxut1i01Bc5OwhvcZMpLL2vtTuvV4juEX2iLfu5EadFtzBvL0jQ6UaKwvEWxjKTqXgluNkJHRSE2EOQXW9hLzNpJhbZgdkyk3aAbaROZmGMIMQn+NDxZneZSbrdvCkz6QfHGyHEOwZs0Ff+N/U36fgjgTtn5kI5apML5dARl+kW3EC8rVQqoglJxEyehzwsM2lHiUmzuFliMlU8K/OpW660ylq/1vqIzU1WCdEJnW7+gaIbCYTwZgdOJju9KjNpFaPlJPOthxDiL+EtaOIb3G7OrVt8g5NlJs3EGSeEt3wim1XxjRDiA3wovNmNWeHNzd5uVjHa281N4c1JGqLh//4SEjQqIuWyyXYbSFVVufz7X18okW3CXW/I0oWNEo8Zc9nG/6hQWVYZrHshI73drJCvt5tZgcvqQHk/lJv0M71KG73eBRIgKLr5B39eCRPfC29ui29e9XczUufZqvCWy+3mlKhl9zopvBHiPyi8Wcdut5vTPQZyxZlcbjdglwhmRFCj8EYI8bPbzSwVy62NjDcCSkxaFdX8Krx57XYbEFnQ6bn+FQs92RdCioHqLlXyw5f/k+fueUfefvojefupj+TNJz9U8xKNBU52GXS0J6RFXwu40LrdUGIyKG43K8KbntfY1bvNCvWVub/D7OdGSHih6EZME0Thzckyk3rxWnizy91GCAkGFN7CV2ay0CAPt4U3utcIKUJ86HbzS5nJILndzBIGxxshxD80LW+RiooyGXngFjL1s1/kznPGp803IryVlotUdccFs9Wdag6t280MTrvd9GzDKyqy9M12i95l/rveIv7HTbcbyQ2vgIklikV404uT/d2AVbHMabHN6vrZs4cQZwhauUmnSk36qcxkIayUmcxHIeHNiPhmVWyj242QgOND4c0PFIPbzShmhDe33G59IktNv7Z/ufnXEkJW0d4ak0/e/EaGbb+h9Fu3Ieuh0Su8ReoSEmsRaTfp9rIbP7rdzJSYdAujwpvbQl111R/1S0WkNmL8s+1duUzCTmtrq1x44YUyYsQI2WabbeThhx/OuezJJ58sAwcOTJvefffdTsuNGzdORo4c6fCeE2Iv5ppMEZIhvMWj7gpvsSr3k5/xKn1JYCRCE9F4QRdCmcnRMpqw1SWq/+qCzjaR5a1V0pIwd8yrSniqJOEAwlt7tfclNvQKb7FoiSPCWyzqbKzTE6cwACQetSYu5os3VuJMphhWW9XqmFCG9aWuP0gwrhDyh/BW18VXbreOuqitbrf2uoijbrf2WuuD9qwC4S1WbfA1jaUSq+0wJLzFq/2b6CWEeMtbT/9Hdj3sT3Lpk6fI8VtcKi1Nq8QNI1R2TUhphUibHeNC4HardjHZ5QNQYrLd5D2YXbk6CGnxgBVn6h5ZNbqzPuLCaBYfc+ONN8q3334rjz32mPz2229y3nnnSd++fWW33XbrtOz06dPlpptukq222ir5XNeuXdOWmTVrlowdO1bq6+td2f+g44X7rKQkGDkmt6HTLUuQCNJIeL8QNMeb02UmnezvZqRMJEtJEkKC7HpzyvHmFwrFIqvljc2UmcznaPPamUY3NCE+xWeONz/0d7PT7VaoxKQdbjc3ykyacbx53duNEOIeS+Ytk9qu1dKjoZvU9+lm2u3WPL9UOd0qa7wf0GDW7eZGiUkzbjc3XWVGtlVoWT/0ddNDQwjc001NTTJhwgS56KKLZNCgQbLzzjvLcccdJ+PHp5eMBW1tbTJ79mwZPHiw9OrVKzlVVlamLXfZZZfJhhtu6OK7CDZulpZkicn8UHTLAYQ3im/+Ft6Kub9bNmEt2+QFdNUREgyKWXgzG9/t7u3m1zKTbuO1mEcICZ/wFrbebm5gVpxzWnizQs+o/j5Q+ehfsdCW9RBC8lNevjIHUhVNT7obEt5KbHZ7eNTbzekSk4Xcbmax6x7Izz3ejFBfmfv72qs8fNdOU6dOlVgsJsOGDUs+N3z4cJk8ebJ0dKR/H3/++WflkOrfv3/O9b344ovS3NwsBxxwgKP7TYgTUHQrAMU3/wpvxd7fTYONKwkhZqHw5r3wZkccyhdv8g3u8JPwRggJAT4S3ux2u5kR3oLodnNLePMzAyILvN4FQoqW8sqV17R91uyVd7l8wlt5tUgiLhI3V53SMeHNj263MAlhft0vK/Qu8891FWhsbEyb4FTLZP78+dK9e/c0t1rPnj1Vn7clS5Z0Et1qa2tlzJgxqvcbhLVJkyYl5y9atEhuvvlmufLKK1m+0AB0uvkHNirSe6D+iLFm+sAUG272eCuG/m4Q3ipT5uME2vLTbFn82mey4vMfpaO5RUqjVVIzYn3pvvtmUrVeP88DEtxuRnrOZZYPq6sK4RUTIT4X3vze682JHm9m+7u5jZG4YzTOQHiLRP15U2+WRa1RqU/pq0AIKc4eb3b3d3MSv/R2s4KRHm9h6O/WPwRlwJAEveKKK+TNN9+UqqoqOeaYY9SUjZNPPlkmTpyY9tx9990n6623nuy0005ZX/Pkk0/KZpttJosXL5ZLL71UPvjgA5WMPfPMM2Xvvfd25D2RYPPSw5Nk/1N2lqmf/2J6HWWVCUE6pKPN3/c2drrdYtXled1userSnCUmY9FSX+fp3Orvlqhy3nXeu3KZeMGKtoi0JMxfY8RKVn6/tt9+e+U60zjttNPk9NNPT1sW8zPLQ2qPM0U6iG4tLS1KcDvhhBPkrbfeUrHmmWeeUSUnr732Wtl3331VnPnmm29M73+xQWOGf6DoZvSApeRwgpCo84ogCW9wGcSjiUAIb4lYXObc9y9Z9u7XUt69QboM20fKausl3rhIVkx5R5a/P07qdtxEVjtpLykpD/aNOyHEffGtGIU3p2OcnhilJw4VijuFYk0h4Q14Kb6hxGRtlbMl3AghxSe82e12a6+LGHa7tXcps83t1lZTktftFqvJ72KLVRfejt7lrKJXeENft7Jqe+JTQ9RfrgGvufHGG+Xbb7+Vxx57TH777Tc577zzpG/fvrLbbrt1Wnb69Oly0003yVZbbZV8rmvXrlJWVqbEtFSuv/56mTFjhmyyySbq8QUXXKASq0ikosTYxRdfLGuttZYMGTLEhXdJgsRPU2aov4O2XFfef/Hzgm63ktrOJ73qHiIxldu3+Z4BbrfqqGW3W0dNxJDbLV7tTWUKlJhsz3Hf5ZYQZnR7bu9XsQEXGs75GpniGohEIp3ENe0xBnekcsopp8gRRxyhYgnYYIMN5LvvvpNnn31WueK+/vprufrqqx16N+GFopt/oOhm5eDR/ZYXCm/2Cm+tzWWy6KEXZNn730iPPf4mNRuPlJKSVaOSum59iKz4dqIsfOMu9Xi1U/cx5HjTSlmmuuoIIcVFEIQ3uzHrdrM7xnktvIXV9UYIKW7hLUhuNz9hVngz4nYLi+MtqDQ1NcmECRPkwQcflEGDBqnpp59+kvHjx3cS3ZAwnT17tnIe9OrVuexf6nNffvmlvPHGG/LPf/5TKioqZObMmfLuu+/KO++8I/369ZP1119fJVL/7//+j6Ib6UTfAb1Uwnj3o7YtKLrlEt5Ky0U62ovsfqaA280L7K5K5QdBrbpqlZhUG1k1WLB7SoWN+oi5Os0NAXBPoxRkquiWjYaGBuVuRl83rUcjSk5CcKurq0tbtrS0NCm4aay99toybdo0efXVV2XOnDnJgR5YX3t7u+oVh7g1YsQI299fWKDo5h/CU3zdQ9j3LRw93pzs76a3x1ve3jvTZimHW49dT5fawX9OE9zU+ktK1fM9djlNLdfy068FRbbUKfN5O0pMFju4QR01apR88sknOZeBhX733XdXFw+HHHKIGtmTjXHjxsnIkSMd3FtCVglvfu71Breb/eu0fZXp63exYq7VfqIQ3tjrLfixRePzzz/vVPYLN2IPPPCAiimbbrqpHHXUUermlpCwYmd/Nyd7u6HEpNMY6dnmVn83CG9e0Sfi/ySnU0ydOlUlMXEPojF8+HDlROvo6OhUAgyDOfv3719wvbfccouMHj1a1llnHfUY6+vTp48S3FK389VXX9n6fkg4+PClL9XfgZuuZXodCUlIe4E+l8XW2w0lJnPOa+4IxT2Qnb3dSlNKTVZYGJReX5n7i9irfHmg+rnpZcMNN1RiGwZXaHzxxRdq0AZEtlTOP/985YTOjE0Q3v7+97/LK6+8Ii+++KKazjjjDOndu7f698Ybb+za+yHEChTdbITiW27hzU3xzU3gOnBLeFv29idS3q1BOdzyUTN4Jynv1luWvP5pp3nZRLZc2CW+me3rFoYeCWeffbYaMZoLzDvnnHPkxBNPVKNBcYGCf6fWyQazZs2SsWPHurDXhKyi2IQ3MxiJbXpuOvUM/tATd/LFmnyDO7KJb1YmMyUmiyE+OB1bNH744QfVNydztOPTTz8tDz/8sFxyySXy3HPPqUTo8ccf3yn2EGKL243YCkpM5gMlJu3ELeGN2EtjY2PalFnqS3MeoL9aanmwnj17qjiDsl6ZohscDmPGjFG9dw444ABVZiwTJFaRaMX9TOp2kChNpUePHjJ37lyb3i0JE117dlGi7zcfTtX9GrjdNEpKO6S0TCTGSxrbSkw6KW4Zxco2jebuiDmi0ajss88+cvnll8uUKVPk7bffVvcdRx55ZDImoNwwwADAl156SQlpKEmMnBfiyOGHH67ixIABA5ITHkPMw78zy1SSdHDv5/ZEssOrYQfFN6dHzgcNN4Q3L9xubglvzV/+IDWD0ktKZl1/SanUbLSTNH72Y043mxG8Et6CDBwDGOGJcir5+PDDD2XddddVFyVrrLGGSqTiIiTTcXDZZZcpQY4Qtykm4c1szLY7ttklvOVDr/BmFbrmvIktmrB28MEHqxvUTF544QU55phjZMcdd1Q9dXBTjAQrSoIRElbhjW4380KaG8KbGbdbS1PnXjJO0L9iobjJ0qYqSxPYfvvtlZtMm+6///5O28FAi8x+PNrjTJEOohuSpBDcUH0D6z/55JPlm2++SVsOfXh23nlnVV6s0HayCYGETPtmljxz+2uywfB1ZJ2NV7kj9QpvpZUlUt1LpL3RQYHFA7eb3hKTxeB280Lss4PelcukWIB7DSWLUU3jiiuukNNPP1122WUXNQ9xBKUjAZ5Druvee+9VVTwmTpyoYkyqM5qQIMNsutMHmH3fXO/zZrV2tJ6+Okb77Fjt8YaRAx3NLVJWW69vf2q7q+XxOiN93fIJb2Z6vaHEZJdoQK+KLPDpp5/KFltsIWeddVaygXg2unXrppKoGM2D0i7PP/+8GkUKAU4Do35ws4oRpXfffbdL74CQzsKbH3u9QXiL5Wjw7WZ/Ny96G9jR302tx4U+nuwV525sAe+//77ccMMNyuGQ6ZSGUyH1ZhbXCbheWL7cH+IICSHs72a7262tpiSv2y2W3uIoMD3echFvqpCyaud7jg6ILNC1XP8cvXf6lpXJz+I9cKGl9t3JFL1AJBLpJHxpjzNdBKeccoocccQRyd47G2ywgSqJD5ENJcMASlWib9uNN96oazt0KpBstKxolUkvfC6HnjNKarsbP5Fp1esSek47pXGRjjLzwlu1e/1CUWIyXm28ioRdbrf2HPdbevus2d3fjfjf7Yb7EEzZKnGkcuCBB6qpEPvtt5+aSGHoPPMPvna6obTBhRdeqBokQg2HJTUXGGk1cODAtAkNe/0CnW+roOPNuOMNCbHSaJXEGxfp+r7FGxer5e0Q3DToeNNXqgUceuih6tyFi4187LHHHrLDDjuo5VGXGjepd955Z/KGdtGiRXLzzTfLlVdeaetnWeyEKba4iV9db35wvHlRZtKNXqLEP3HFSGwB99xzT3JEaSY496222mrJxxMmTFDJUrghiHkYW4LheLOLYurtZuU1RhxvXvZ2CxsYxJc6ZRPd4EZbvHixOv9roOIGxLC6urq0ZdGHR7s/0UDPndQSkSgriXVtvfXWnbazYEG6mInHvXr1svw+w06xxpX5vy6W7z+dLjvst1laEnle24y8yWS43UrKVs4vry5wf1AWExkwW6Snu05WpynkdgsLhdxuQXPDNWQM5AhqPzfiD1he0j/4OtOCBPS3334rjz32mPz2229y3nnnSd++fWW33XbrtOz06dPlpptukq222ir5XOaFoR+g820ldLwZd7xFNx0oK76dKF23PiRviclEokNWfP+ORDfdQIIM+vbUVdl3tdTYXCXNCXMXobGSladKlFJJ7Xlz2mmnKau8WXCji5vbSy+9VIYOHSpPPfWUsuKj9BdKgl177bWy7777ynrrrdepfAsxTxhji5vCWzE43vwQ1/S4rvW4rI06q712u6GvW22V/SV3nGBFS0SaE+ZGSMcdiitGmTx5shqFeuyxxzIBahHGlmA43lBmsqPOPXdCmNxuVhxvxH+gdD3640Asg6gDUH0DzjWIbKmcf/75agDgddddl3xu6tSpsv7666fFE5QTg7MtFTizf/31V5kzZ05ywAe2U8ixTYo3rsDt9sW738m+J/5ZJk74VDD29L1/vyNfLX9ThnXZRXpXDsj52tjiZom3RaRL/4Qsn5VnI5E2Ka1ulY5WCylRi243lJjsqCncz9hOtxtKTMaqS3OWmIxFnRv8EFa3W/fIquv4+oi+0Sm9yimqEeeg080/+FZ0a2pqUiNvH3zwQXXxhglN48ePH9/pIgOjgmfPnq0uEIMyYoriWzCENzM4VWqydrs/yYoP7lHCW+3gP+dcdsU370hsyTzptbP91mszZSbDVGJST6kWI8DFhpvVww47TD2+6qqrZPfdd5fnnntO3QjjJvjqq6+2vN+keGJLMZebtFN480uZSbeFN7U+B8U3lpl0Pq4Y4auvvpLjjz9etttuOznzzDNd224YYWwJlvBmp9utvS5i7DXL49LepUyX26291mTZMx8KaHrLTMLtFq92rrcQWQVc0+grjb6eGOg3b9485aTShDUMDOzSpYtyvo0cOVL1nkaJY5TEf+mll5RwhmocGrieXmeddTod4v79+yuX1rnnnisXXXSRGkj48ssvy5NPPsmPIw/FHlfefuZj2X7fzWTXw7eWnQ7cUjbos/L7Mrftl7yiW7xFZMUclM0usIHymCTiJVISbRN/1vLwF3aUmLS/1L7+7dpNbaTwAMH6ypV9BgkhxYtvazhg5BTKE+CiTgNlbzCCqqOjo1NjX4y8wgVd0Cj2spNulJq0gtkSX0iC2l0CrHLtNaTmT8Nl4Rt3SeOUt5SjLRU8xvML3xwrtdtuKpF1nGk+WsxlJvWUajECeiGgJ4IGRpXiMUYyorksRoRitCLOg2gwi+fx788//9yGd1OcFEtsKeZyk2EqM2lnzNETZwDLTQY7rujlk08+kWOOOUa23HJLueWWWzq5GogxGFuCBdxuxQDcbo6st8lkeUqdZSaJe6DCBsSco446Sq644grltNZKE0Mow/0IwHO4F7n33ntl1KhRMnHiRBk3blxaf1CUjMzlrIJjq6amRkaPHi333XefEvmGDBni0rsMJsUeVxb8uljKKspk463WV6LirEX/lW5VIgvb/ycdBRq2lZXHpLRQyqIcg9ESq/5acbtZAG63Yisxaec9UFDoXbnM610gRQTLS/oH32bPMbKqe/fuacmHnj17qrrWS5Yskfr6+rSLDCQq0BgeTeZRtgAXjCjZExSK2fnmtOPN6mgaPU4DNxxvuJCuP2p/9e+Fr90hSz56Smo33knKarqrHm4oKQmHGwS3nsftwx5gAaB3796qFEgqv/zyixqliLKSJ510UvL5N998U5544gk1oTcCMUexxZZiKzdZrGUm7XS8ZRPe7HS/2eF2s7v8cLHx448/qt4v2267rdx6662qvBixBmNL8ZaZdNLtZrXEpNNuNzOv1eN4c8rt1hBlOa9sbjeUGMaUyQ8//JD2+MADD1RTLiDC5QJl8yG2Ef0Uc1xp72iVWKJd/vHgy/Lng7eSdz+YIs3tbXLPHlVy9D9blNutW/mq++HykgqpKF11Ho6uVirtqodmnvNsl+UiHaVSWpmQeElcJBGMayG/lpg06jqzy/GWb7t2O+Gqq3L3Xbazn1s2epW1yGIL22huqZTmhPmBL4k/yuKTYMDykv7Bt78c9LfIHO2rPc5sMo+LjJaWFjUa64QTTpC33npLJROeeeYZlbwOEsUqvlF40ym8lZdJ/TEHSu2OW8r8u5+QpR89I5LokNLqqOrhhpKScLhBoHMSo2Umw1Ri0iqppVow2hM9EjbeeGM1ihElROBmg+CGm1NMGvg3EqMDBuQup0EKU6yxxUnCLLwFqcyk3cJbIfebFSGukPAWpL5ufowthUAf0T59+iiHA3qLauh9PekMY0swhTe/40aJSb8Kb27QJ1I40dm/YqHu9fUrK5O492+LhIRijSsdibhMWjxe4hKX9294SuQPPXjdHhVy1NAKuXJSu0xZMjHtNWUl5TKy+5FSWlIm5bV4JiEVtfnuBTqkBLmJxMoylKXrz5SOH9YOTG83P5aYNENYe7xZpXcZB4gQa1B08w++Fd3QgDfzYkJ7nJkQOOWUU+SII45IljNAeTaUbXv22WcDd5FRzOIbhTf9jrfI2muItMeU4Fa1+VDpfeKhyfkdBvKUTvbusYMwuhlwM4ReCfvtt5/ssccesmLFCrn//vtVKUn0cUOj7FSxjdhLsceWYunz5rXwZiSeeSW8AaPiWy4hzo+xZFFrVOpTGpuHndTYUkicQy83sMMOO6TN0/N6kh3GlmAKb1663eyikNsNJSZjNRKa3nBG6Bl1pr5mfx2uBEKsUqxxBcLZRrXbytSmf+NqU67cMSKb9imTgT1KVR7k3aOi8sPCDvny97hc+i4SH2WyQfU26nWgPCrSsigh8z5tl0Rjm5TUZjkBliUEi3fM7Salqy2RRLtv06Km3W4oMRmr9v/7skN487K3mxl6lVNUI85C0c0/+PYsjPJpGH2LOtZa2RskCnCBUVdXl7Ys+lBk1g9fe+21Zdq0aRJ0ik18o/CmPyGa+OOiu3rQ+paTpmYSpkbdbsVKZmkWo6VaNJAIZTLUOowtxeN6C5LwZjd6yxubcb0FUYArxtiSK3b06tUr57LEPIwtFihSx5veEpNBcLuZeb1f3G6E+JVijit9I+tJ1/Je8kP7JLn0vQVyx64lsss6K4/BgG6l8upPMbnk3VapLauXjWt2kpqybsnXJuIlEv1DoIPjLdG4orPwpl0it1ViDLMkltkwMiFgbjc/lJgMguOtgvc1hBAL+LabMRwfuLj4+uuvk8998cUXaqROZrN3lGdDiZzMxrO40AgLSPhpAlzYQaLSz41b4TYw9boW46/TxLdM4i2tUtajm5R26yKVa65qYG0lYZqtfBghYYOxxT3Xm1+EtyCgNy4ZiT96Y06uOGMWvbEEJSYJCQuMLcEFbjc7gNvNK+B2ywfcbm4A4c3Q8o2lefu6ZRJvcjZuDIgscHT9hBih2OMKhLRd1z9KttjqT3Lrp+kDxG76qF1qSxtksy77pAluoKxapHlBh7SnnBe7DlkqXYcukbLey6R6yG9S0qVJKsorRSJtIm3lkqh0pldXGEGJSafuhazm6bymPrIqCNZX2hd4G6BmEkICSamfm/rus88+cvnll8uUKVPk7bfflocffliOPPLI5Cgf1K0GI0eOlJdeeklefPFFmTFjhowdO1ZdkBx++OESNjTxLewCXJiFN6PiGxKimUnR1v9Ok/j8xdLjiP2kst9qYhdGhTe43Yz0dSPEaxhb3CGMwpuZuGsklnktvNkpvtkxiAN93QgJCowtNrjdQiC8mXG7+QmjoplT6yCEMK6A7f6ymUz/6QfZc50SeWt6TEY+1iRv/xyTv6xfJm2JZVKSJZ1Z3VAqHW0iiZTWwSUSk/JoXCq6N0lppEOiay+R8ooyKS0plZKqmJR2tUkggdvNxRKThUCJSbexqg+ZzdN5pUt1L6JS9iRY5SXdnkjARDeA0TqDBg2So446Sq644go5/fTTZZdddkn2rnj11VfVv/HcZZddJvfee6+MGjVKJk6cKOPGjZN+/aw7gPxM2MU3p4U3q5gV3uxwvS2Z8JpUjRgsVUM2ELvxm+MNfd0IsRPGFveENz+Jb0EQ3vSv037hzW7xzW+xhBCnYWwJtvDmZ7cbSkxaRa/bzW3hLZ/bjZBip9jjysS335Pf586XyXPjssuTTfKfWRWyyxNNMmVeXJrizbI0Ni9t+dJKka7rlkpphim2rGblvI7WckFu+I/2b9KxrFo9llL8z/t7FpSYdBOUmMw5r9m78r92ut4yxTgzeTir9K5clnNeQ0aP0N5lwb8WIt7T0dHh+kSyU+73UaM33HCDmjIx2xcpjJjpNRMUnOyJY0vT1uYSiUcTjvbcSQXJ0PiKJonPW6CmkhMOESdAspR9eUhYYWwpvj5vdvZ3cxIjcclI/NFuMPXGnFThzUrPt0KxBCUmI9HCI3UJCQKMLcHu7wa3W0dd1Le93fSUmGyr8U+cs9ojjhDCuPLJ1x+or8H7Mzpk/eotZEDVxjKj5Rt5f8Zn6vk5bb9It4qG5FelqvfKc2B7S3oCuKR8pfOjqrtIRwkS0ng2IVLRLqWlJSuFN7uw2NvNqNstXl1R0O0Wqy63vcRkuwv3VV71eiutyn/vUxvxrpw0IXqg88w/cGhZSAiz681Jx5sdI2isOt6MjrZp/mm6quNeWlEhiUXe1x9niUlCSCH84HgLW5nJlestccVlbXf5STugC5qQkBJwx5uf3W5ul4jUu54wuN36lfkrRhISBpa0zZHa8lrZvG5vWSs6RJWDXCs6VD3G88synG7dN1p5Llk+Pf2aP/HH6TO2aKXA1tERV0np9u6/SUdriUiLf36/brvdnMDOUo+G7osC0PqsV3mwr3EIsYMZM2bIscceK8OGDZMddthBObM1Zs2aJX/9619lk002kT322EM++GDl4AuNjz76SDm6hw4dqtqPYflUHn30Udl2223Vui+88EJpbvZWKAn+FS4pCvEtzMKb0URoRe8eSnSrKC2VZS+8kpYQZWmw3LS1limB0NTU6p8LcUKCCoU3/whvZkurmIkxYS4z2dpSrtx6pqYQHxdCgopXvd3sAm43O0pMeiG8ZaOsydtURf+KhZ2fyygF5gSIES1NlaYmvJaQsLBJl11ky7oDpWt5r7Tn8RjPb9Jl51VPlohUdS+VeFtCmuekngs7JP7HdXW0oWRlH7eSEpVPKYnEpAxOqgSuyfzjFHYTv5aYTMWuUpNBpCEISiLxJX7t59bR0SEnnHCCdO/eXV544QVVOhmlkV966SW1rlNPPVV69uwpzz33nOy9995y2mmnyW+//aZei7+Yv99++8k//vEPqa+vl1NOOSW5D2+88YaMHTtWrrzySnnsscdk8uTJctNNN4mXUHQLKWEU3yC8OSW++UV405MIrWhokJJIpbpQjE2bnnUZu4Q4vyRLl7eyrxshYaDYhTenMBN/rPQ0MBpX8sWSfAnCxpaI4X0jhISAInO7ocSkH/GD8EYIKV4qS6NShtqQWcDzmK9R+sdiJWUlUpKS5ewojUtZBG63EilFmfWOEmltbVWJ3zLNoZqwWXBDiUmXQInJQqDEpN2gxGQ+7NaKill4I8TPgptR4W3BggWy4YYbyuWXXy5rrrmmbL/99rLVVlvJF198IR9//LFyrkE0W2eddeTEE09UjjcIcGDChAmy8cYbyzHHHCPrrbeeXHfddfLrr7/Kp59+quY//vjjqgfqjjvuKEOGDFGCHl7rpduNolvICav4FlbhTY/4VlpWJh3tMXVi60B/t+WNutbrZHkwIyUmCSHFDYQ3r8U3u4Q3v5SZtCK8uSm+uc2i1pA2vCWkGPBIePOz282OEpNG3G52Ukh4C0OJSUKId3S0iyRgzEICOOXStjWyTOLSLiVlK6/9S8oTqgcriERWDu7yfkhg+EpMOoGeeyOnjGHVVfrbutRXehRoCfkDDCpwe9JL79695fbbb5fa2lqV04bY9tlnn8nmm2+unGkbbbSRVFevago8fPhw+frrr9W/MX/EiBHJeTiXDxo0SM2Px+PyzTffpM2HYNfe3i5Tp0717LvBq9siIWziW9iFt3zJ0I6WFin9ozlvIh6XjrY2zxwKZljeTNcaIcQfrrcw9Xdbue4Sz8Q3Qggh3rvdCpWY9NKlRscbIcRJFnwZX+lyi4tU1ot0WU+kuWahqhCECWiODJSYBB049a5wYJCWi243v5aYdEIA86vjrT6SPVj2rlyW8zUNGeWKe5c5N9iovbVM2lvKzU9stxIovHK6NTY2pk1tBXLVI0eOlEMPPVT1X9t1111l/vz5SpRLpUePHjJnzhz173zzly1bplzMqfPLy8ulW7duydfrAfv97bffyvfff2+LQ472lCJDSxDGQjD4G4nLeNSZQB6zqAtpSc941PqNb2oiNF6VkPZ5C0Ta2pMXimW1NaaTpIlo3Fa3W2WV/aULCCHhFt7aq0s8c7vFoiW2xFUnY6qZmIQYZCb+aPEGscbumIIBHGWMEYQQo263ui6euN066qK+dbu115ZZdrvFaoyJZbFVg45DQZ+I873ZCCHuUhoRif+R411tB1zTJqT1szVkzpxfpV+/fip/ouVQtIRsvDUm8UU1vuvoBrdbR01Ed4nJeLX7/RxRYrLdhnspQoi9mOm1ZgcoFZkqVJ122mly+umn51z+zjvvVOUmUWoSpSLx2srKyrRl8FgT7/LNb2lZqcjne30+sO5LL71UXnvtNYnFYsnX7rvvvnLxxRdLRYW5cyxFtyIlLOKbn4U3K4nPnOtrKZGS5W2SwEnjjx99IuXC0SnhjclSQohThEF4czp2mRXegJvim9nBHOjrFokW7klBCClCKLyZcru11dgb2zSXmlXxLZ+AhxKTsVrzroqu1eYtEAMiC0y/lpCwkGhsEil1X7yxi1hTQtqWJaRuAzjZ8EyJVHYtk2WxuMRjcSkrL1OJaE18g/uto7xUPlv2vPQsXU/WiGxmv9vtjwpFXoO+brHqcKR/jd4XwXEXd6DYUveIMRdMr3JjTrYGp2plEuIQkyZNWtUrM4sAlsngwYPVXzjU/v73v8v+++/fyV0GwayqqipZEjhTQMPjurq6ZLngbPO1ksL5uOSSS+SHH36Qhx56SPWNQ8lMlKu85pprlCAIQc4MLC9Z5ISh7KSfS01aKfeVi5YZ/1OjstTFIvq7LV4s8UWLTa+PZcEIIcVcatKO/m5Ol5m0EpOsxCCt7KSR0pP5Yord5YqXtbBcMSFFgUf93YJaYtLJ3m52lIg0so6yJv+nK/qlJJgICTqJxuD2o6odUCrVvUulx+CypKOtrn+5rLf+etLatHJwl1ZmUis5Ga1bKTJWlITMzhviEpNObDNR5V78JSSs5SXRpy11qswiusHZ9vbbb6c9t+6666rea7169VLzM5fXSkY2NDRknY/XoYwkhLfU+XCsLVmyRM0vxMSJE+X666+XLbbYQmpqaqRLly7ypz/9Sa699lp5+eWXxSz+v4olrhB08c3vwpud4lvT5MnJfyc6OqTxjvuldeJHlnry6BHe7EyWsq8bISSb8OaV+BZ24c2OGGS175tZGlv0ldYhhBAnykz6tcSkl0A086o/W7zJnAunIRpM4ZYQLwiq8Bbp+kfPtsRKUQ3CW9kf47Pm/W+Jmpfa2y211OTv8e+c2SkLvd1QYlIvKDHpBSgx6QV+7e1GSDGLbnqYPXu2Kjs5d+7c5HPooVZfXy/Dhw+X7777LlkqEnzxxRcydOhQ9W/8xWMNuOLQew3P49wO51zq/K+//loZVjbYYIOC+4XecAsXLuz0PJxyEBDNQtGNpEHhzfmAbjXxWT18eKeTWqK5yXJi1A7HG/q6EUJIUF1vQYihVmOSHeJbIeigJoTYDt1uhktMOuV2S76+yf7XosQkIcR7gii8daCqWEKkZUl6EliJbRE8XnkNC7Etdf7KhGxM2hPhVnJQYpLop4K9qElAQWlEtye9DB48WAYNGiQXXnihTJs2TZWkvOmmm+Skk06SzTffXPr06SMXXHCB/PTTT/LAAw/IlClT5IADDlCvRfnJL7/8Uj2P+VgO/TrhTgOHHnqoKg8JJx1eh15xo0eP1lVe8sQTT5SLLrpInnzySSX8odTkiy++KOedd57q6/bZZ58lJyMwQ05C1e/N7z3eUklNehrpudNl2DBpeeuttJFZifZY3sSo0b48hBBSbH3egtLfza6YZLXnm9m4kqtHKPu6EUL82N8NbreOuqgv3W7ttd6XNbSr15vf6F/RebRz//KlnuwLIUQfK+YkpGttiZRFILqtfE7r37bagJ6qz5tWVjIe70iKbysTxiXS2tEoFZo1jtiGUz3VnMjRFaI2YqxstF56l9GNTezDqPvMTcrKyuSee+6Rq666Sg466CAliB1xxBFy5JFHqnMy5kH82m+//WTAgAFy9913S9++fdVrIbDdddddquQjnh82bJj6q+XG99xzT/n1119V/zU41HbZZRc599xzde3XxRdfrP5effXVneZhG5gAtvXf//5X9/ul6EZCJ74FSXjTyHQd5EuCtnz51arXoaFkIiHtCxfYkiCFOyERjRtOlpotMdklGu7RZISQ4hPeEDuNxk2vhDcrA0C0gR25YkuheOIWi1qjUm+w0TkhhNjd2629zp+lcuF2i9V4I77hNWET6wgJm9utpNaGE4RL1PQtkY5YQpYsWSo9o91UchROCjgnqqIRSciq8pLI0WruDDzXUDZIast6OldisjpqusRkR01Ed4nJeLW5ErxaX7dYdWnOvm6xaGnOEpPtHgxcDDINHMRBipiGhgYZO3Zs1nkQ2uA2y8X222+vplyccMIJajLK1KlTxQlYv4GEst9bEHq86Sn/la0MWNvvv2F4wMoyCe3tkmhvF0mpeZtznTrLTlotC8YSk4SQIJeaDEp/N7WdFu97j3rR540QUsR4UGbS7d5uFcvdKzEZpn5vhJDiLjNZWlkiZZUl0r5EJBaLSWNjo+oNNHvWbCmvWOk3QA4FTgv0+dFccKUlpbJ65RApBrwqMQm3WzH0dquvXPV76V25zPR6Gpw6YKQo8HNPNz8Tj8flvffek0cffVSWLVsmkydPluXLrd13UHQjuqHw9sdx8CD+aYnQkhUd0vrddzgbJC8SMUwroUN0sytBCrcbIYS4RVCFNzcHjFiJS9kukq32fSs0iMNoHGls8adDhBDiEQHt7+ZEiUk7sNrbLes6m8wvx75uhPiLoAhvsT/uGZY2LVY9eWbPnq0eD1hzgLreRe6kpaV1VR7lD7rX13u2z8QZ3NSs6iMcaUL8BUU34/z+++8yatQo1WsOPeaWLl0q48aNk913392SC47ZcxLqkpNOlpoEbteQLi3tnMBUl4sGRxYUKjfpl7JgdoIkb7zDXBI5nuW4E0LCXWrSKmbKTLoRl3AR3jJ7hiz95CNZ8cN30tHSIqVVVVIzcJB03eJPUtVvQDIRobfvm5Ueb1b7ui1rqZK6Km9GgzKuEEL8XmISbre2Gm/iJ8tHEhIeglBqMhFPSHtTQhqbl0ukrlxd88LRVllZqebj3+2tbfL7r3Ok3xp9leNNVQ+KVTj//kJQYtIqYertZpRe5RwsRNwDpXPddJ+lDmIIKldeeaWMGDFCLr/8cvUX3Hrrraq/3DXXXCNPPPGEqfVSdCOhF9+cEt68CvBl/daQ+OyZ6uIRF4qtbW1SNWIrlRw12o/HjiRprhKTlTp6v7GvGyHEr8JbkPq7pW0zRX/KjE+JeFzm/vNZWf7VZ1LerUG6DN9HymrrJd64SBq/eVuWT/5cugzbTBr2Hi0lZasGG+gR33LFlDAO4iCE+MTtVtfF1RKTHXVRV0tMtncpC1xvNyf6tpU1lUq8emXvJUIIyUXb0oSUNIuUtlZIecXKRDByJs3NzRKJRFTvtpZlMZk+9X/Su0eDVHUplZ9//lli07pKT6njgS10Pmdft8DS0VImf7QwNPd6DkIPFGEq+egWn3/+uTz77LMqx65RUVEhp5xyiuy7776m10vRjRSF+Oa08AbcEt/6HHmizH/8fqlYtkQ9Lhu4sXTdYZeV/04pB2ZEgDMzur9Mh6hGCCF2QuHNvADXHkmsFNwmfyk99vib1Gw8UkpKVo1k7br1IbLi24my8PW71OOGfQ/uNGrN6OCOfDCOEEKKDSfcbigx2V7r74oMdLz9P3vnAeZGfbTxV71eP5+7jW1csDE22HQTuuklpoSSGEJNAENCDb0FEggkoYbeAgmED9MCofdebWMbGxdw9/nOV3Xq5Xvmr1udpJN0KitpdzU/2Ock7Wq1Ots7uzPzvpMbIbcJoXB+ShN252AqWe3W+lUEEYThH9INW6QqlnTesmULRo8eLR7bbJQUisC7ygLvNm1ob29HLRrEOiWr3eSe6xa0lycVXCy1WzGxW/39XquzlHbWK8MwxcVqtWLr1q0YM2ZMwus//vgjnE5n3vvlmW5Mxcx7y3dWjhJnvZmGjYo9jvy0Er4flvbbJpt5PJnmu6WbxcMwDFNJM97UNt8tHcHVa4TCreHgeXBOPSCh4EbQc3q94aDzxHa+9WvTHJcu55jC8YRhGC3MdiO1WykhtZtcFpPlmu0W27e78PlvSmREXEc0w1QCyp/vpoMuTAWlvrltkXCf6iOsDyKIADzNwIIFC+ByudBmXAelQxaTjDZpMrD1JCMvPNMtd0444QRcc801eO+992LFtueeew5XX301jj32WOQLF90YWQtvSi++laLwJi3FxLHTLrHHJurU+uidnJKjzlAo5zlwDMMwSiq8lbL4VmjhLd/YKGfMavvqE2EpSQq3TDim7g9jzWB0fPFxhuPKvfBWTtp85e8qZhhGG4U3Jn/UXFxjGEYd6KCDMWRFONhXaCP9GxXXok/0CMEPL7pphSjMefXdKioqZjfXrRBorhtTPAYbOzOvJzkgwxQAF91y59xzz8WJJ54oZrqRJfFZZ50lZrqdcsopmDdvHvKFi25MxRXfKIlZ7OIbUczim+8/jwtPckKkN8m0PENyND5BOsHrwaGubjRQ4a0AtRtZgw001y0baK4bwzCMGlRvai68uVYugWNKoqVkKmg9bdezbMkAx1Wc4prPkzqeubzyWrIxDMOUQ+1GFpNyQxaTclFMtRvDMNpA6YUpky8675MKarHZRr23DLWDnKjGYHRFWmJKuLDOjyD6WwgWzWJS5XPd0mHKskmxGDWlgfJuaq9jNRrM5T4ERmWUsvCmBTZu3IiTTz5ZKN2++eYbfPnll/j4449x2mmn4fvvv897v1x0Y4qGkgtvRCkKb8nqNzkWQTgkTm7iQlI8H7gbSUqQiu4vAMMDfuzq92OM369IZQLDMIySCm9y2EyWq/BG8SLs9cLgrM/u85x1YvuBLqJzKbylauIYqHkjW7q83LzBMBWNhtVupbaYVIrazejiNAXDKBklF94C5m7AEM2PSIU1n98Xs5o0wSxmv+ki+ljSmNRvlQTNdWMYRpuEw+GSL2pn//33R0dHh3hst9tRVRVt3li/fj1OOumkvPfLV7MMKl31pjZE4c1gFEo3g8EAi9kMYyi9hYAlGIAxFIzZSZIdJW09KRDAlEgYu0YynyB5Fk/++P1+HH744fj888/TbrN8+XIhY95hhx1wxBFH4LPPPktY/9hjj2GvvfbCjjvuiCuuuEJInRmGUW/hrRwqbUo46K1WhFxtWW0fcrWL7U0+XV6KbW7kKH9sWbp0KY477jhMmzYNxxxzDBYvXpyw/r///S8OOOAAsZ7sNNrasvu7wTBM6We7lZpyqN3KaT052tJavg9nGEZ2IrqIuFaKbx6j6xzRtAwd/PDQVDe6QBbXyKIwp1N+QVFLc93UrjwbiCZzV7kPgalg2F4yO5599llRbKOFfmd0zyw9lxaa5zZu3DjkCxfdmJLAhTd50YVDCSdTfSicMjE6qrMF27Y3Y9amVbAH/UKVMDgYgkuvh8VoEteWdrr4jETySpKyxWR6fD4fLrzwQqxYsSLtNt3d3UKuvO222+Lll1/GgQceiPPOOw9bt24V619//XXcfffduOGGG/D4449j4cKF+Mtf/pLznxPDVAJqKbwVGg/zLbw5t52CniXvIDJAowWtp+2c46fEXstUeCuWzSSTf2xxu93Ch37mzJmYP3++aNo4++yzxevEokWLcOWVV4p488wzz6CrqwuXX345/8oZdaMitVu5LCZzUbsVs/DGs90YRhsotTjlcDVBB31M5RYKhRAIBMRzg8kAnTOASJUXhogpZj1pjGjLxrzQuW6VWnjTW/NXl9eblfnvoVz3K9QwTvcis2bNwiOPPJJ229/+9reYOHFiwvLuu+/G1nMTOlMsjj76aDGvjRpQiV//+tfi/lhaaN0f//hHPProo3l/hjy+PgyTzV+23kRh0Ka8XxclMUMKPK602BzQ+zwxn3JdUmI0SE5bkQhGdLbCSAoHnQ6WUBBukwX+sA4OurIUidfoxWhjJIKW3otSpnBWrlyJiy66aEBrtueff15Il2lYJ6kWzz//fLz//vtCkbD33nvjiSeeEIM79913X7H99ddfj9NPPx2XXHIJbDY1/YWtbAyeMIz+aKEjaONel2IX3gJ2XUkKb0GbrqB4WEgszCdm1c/cA12L70TP4nfgnHpA2u16vnsbwc5m1M84IeF1ii8itmR7jF4dQtZI3nPdLDblJwuUGlteffVVWCwWXHrppSLGU4Htgw8+wGuvvYY5c+bgySefxCGHHCJuNIhbb71VxJl169Zh5MiRJfo2DMPkYjEZqEo/Z7lYUOEt6IBq6HRbUWMvThZ3pLGzKPtlGEZ+PI4WBHxeWCxm4Q5EBAMh+H1+mC1mWO0WUYSDMAOiBmQ9DDD1KyjqnI7izXWzK/te3ugOI2jXp53rlu6elua6BXK4R6LCW6hILvHF3HcuDDKqpylILujegnJa1DhOs7Iuu+wyDBs2DAcffHC/bVetWiUay3fffffYazU1NQlN6LS+oaFBNAnS42uuuaak30dtlHrWmlrnuplMptj98IgRI7DTTjvBaJS3TMbZP6bkKNVyshDrrlJDlzF0ARmzQxg7KWH9yK2t+Nna72EiFVzvCXD71vWo9rphjoThJM/d3tfpBGkPRD3M06nd2GIyN7744gvsuuuuQkEw0HYkWaaCm8Rzzz0nCm7Ukffdd9+J7iCJ6dOnixuEZcuW5XhEjFKgm5T4hVGv4q1Q5FC85RK3rMNGo2aHnbH1tbvgWvRmP8UbPafXt75+t9jOOmxU/2P2FqZ2K+Zct4Fo8yk7uSFnbCFV9IwZM2Id3vSTbiIWLFgQWx8fW4YOHSpuhOl1hlE1JVS7FWoxWQy1G8MwTKlRotrN4RomZrfRf4TfF0RNzygYTcbo/LZQr5rJGBTXSLWh4VALclpMKmWumxIVb6lwWjhuZwM5a5BtHzX9TZkyRbg5nXHGGXjqqaf6bUs2sDQza+rUqRg0aFBsMZvNYn18EzqNY6EmdMqX8ciVzLC9ZO5MnjwZf//737F69Woxo46aVyn/SvPcNmzYgHxhpRtTNgrt9K9k1ZvBWYNIW7NQSQWDQWCbiQnr/Tpjv64Dh9mMfYPd8BlMotweP+yyqoDOBEqYGqzKuGArNi6XK6FARhcD0gVBPNkO2iRVAV08XH311XjnnXcwfPhw0QVEyVKy+yJZflNTU2x76rqora3F5s2bZfpGTLmJL7yxCk5dirdC1W5yxsFUhbfkOEZJhaGHHi8eb/3fHej45N9wbr8/DI46McPN9d2bCHW3ioIbbScVbPodc46KNzlxeS1wWn0VGVdyiS0tLS3Ctjge6g6VLCm3bNmSEFuk9RxbGM0U3qqjw88rDbKYDDgNA1pM+h26sqvdyGIyaB/4tYHwukm1Em0eZBimPBRVFZYHFn816lonIlSzCeFQGKZ1g1E9uBY6XaRfUppmvI0MTyvr8TLyUI57lHpLYQNJmwwDNwsNMpgRUlGvLjWIU46S7O0lKL913333iRykpD4lqMBB95ypnDakJnSy+UvVhB6/fyYR+j3H53uZgaGCLv29orluNPrnjTfewM033yycYmjdAw88gHxgpRtTVpSselM0Q0bEVG4UtMwjxiSs9hvNQg0n5r31BjU65ZJZlyPcWyDrLbTRPgbHFd3yme2WCX+WKoZuT3GvkHReg1BZ5LV4owkMUqDRBYO03H///QV3AdHJm7p5HnzwQey8887CPnLTpk3weqMtX8nJV3pOHUGM9mAFnPoUb4XOd4vuA0UhXgknLUa/ASP2PwFjT7wAFqcDnZ88g7Y37kXnZ/9BpKcdjmHbYOjhJ0AXVwRKecze7NRucseTTHR5S18JVGJcIaj7M1PsoPjCsYVhyq92UwtUeCvmjLdsMLj70hYhd6INXK4MtbBVpNxzdyi+3HLLLfjZz34m7mdoPkp8I8ebb77Z771kq88wxcIUcKKr04XuLT7YfY0I9lASP4yenujJLF1zWclUfGQxWWTUMNctXu0mLYyymwXjl1R5KWr+q6urS7jXaGxsFPGmo6MjYVsqujmdTqEqohh07LHHinErBDeh5w8r3XKH/t6RdemYMWOErSmpKw899FAxS/3LL79EvrDSjVEESlS9SYU3JareQlu3CNtI6WQaDgahj/OeJTUbFdmMBkOsMEdFNkpJxttN5aJ0oyRhxJb/YFktQCfiZEVCIdC+tttuu9hNJ0maP/74Y7z44os4/vioIiX5Qoae8zw37cMKuMpSvJUSOvfbhoxCsH0LTEYDBh88F52fv4lgdxsadpwFY1yhLNf4R4W3kC1zPOFYUty4QtA8t1Sxw2q1ZlzPsYXRDBpUu5Vrrls8UuFNLuVbPso2Rplzd+6880689dZbuO2221BfXy+2I3UCWYzRdQfNJKUE1o033hh7L8UiRjsoTe2mjxhQ0zYGZl/072jYR/feeqGeob+TksUkPSYbSlK8MfKQ61y3ZFIV3pQwm00OBg8wH3RwkaqOOp8BugJSeVJDJjULxls70nl+3rx5WTX/Ecn3H1R0o2ZAKridddZZokGDGjzISp8KdfHvjd8XN6EzckN5dZrxRn8fP/30U1x77bXi9c7OTuEwly9cdGMUg9Ttr8TiWzkLb6lUdwayj+xVuulotluSKsFvMGGtvREj3K1wWCzi5EELQe+RnlMxjmTH1SodfFlqqAsnPjlaKKRwGzt2bMJr22yzjVC6kY0k3Yy2trZi3LhxYh3J9Kk7iN7HVA5cgNN+4a3UjScUB4bsdxw2vf4U2j57A+jpEFMvPM0bUD1xp6ziX7EtXHweEyw29XToKiWuEIMHDxaxIx56LllKplvPsYVhSgvNdQtUWxRvMZnMQKo32YpyLj2CztLbI400bUUlzd0htw2au0ML2RDT3J3kolvy3J1knn/+eTG/Z5dddhHPqbi21157Yc2aNeLehgp2EyZM4DjDlBSbtyH2OOjSI+DziXENUoKVrr/CujA69JtQFx7GfzpJGN1hBO36tPenpRyNINWitFJ803KzYLrmPkJqAJQ455xz8Ktf/SrWwDFp0iQsWbIE//nPf/D73/8+4b3x++JGwcxI4oxSUcrPKha77babGPtDBTbKkx9wwAGi+EbXM/vtt1/e+2V7SUZxKNVuspSWk/F2YKmwTd5VeBnTyYBsEuKVCYJIBCN6WqEje0mDMToguLYWDocDVVVVIhDSeyW1myHOVzkfSzCa66YGi0mlQZ7Uy5cv79ftQ7Pd6M+Hbmy//vrr2LoFCxaIGwW6GGEq24KSUZ7VpNpiX9X4qeJn2OOCzmBE9bRZCLk6+l00Z4p9qWwmk8kmngwUQ5jcmDZtGr799tvYnyX9/Oabb8Tr0vr42EKNHrRI6xlGM2q3ElApFpP52FGW25KSyW/uzsKFC/vNgsk0d4e2JWXbHnvs0W9dd3f03yEV3aj4xmibotoxysD3X/yERQu+E4+lXAj99OvdqvpO+h755hsb3b2jR1QC20+Wv1kwfklVdKPmvvb2dhFf4i0nqeBWXV2dsC39+5MKbhLUlN7c3JzQhC7BTejZwfaSuUPz28h5jP5O33PPPeLvN+VqSd151VVXIV+46MYoEiXPeitm8S3b/ZsahkLfax1JdgjJ79XTgNJeo4RwJBwrrlHQSvYvp+fupKJbJlswpjDogkOa13bCCSeIE/ldd90lOkHvuOMOrFu3DkcddZRYf9JJJ+Hhhx8Wdi2LFi3CddddJ2wnubOH4flvyiu8KXm+Wyro3G+saYTebEUkFIS5phGu1UsQ6NxaUOxLNdtNTlze/FUhbT6FSemLFFtIoUBzEG666SZh6UU/yerlkEMOEetPPPFEYWNMCgdKutIchX322SdlMpVhGGVZTGoNsphk1D13h5KmVHCjBKnEE088IfZNs9so+ffjjz/io48+wkEHHSS6x8mGku3BmFJCmZHOyCaEIkFRKJYKy3Q9bIiUKS1agrluDFNqaHwKNYpTw7gENftRQ7kYexPHH/7wB1x++eUJr9G9CRXeuAk9f7joljskTqHi2r333itUb8Spp54qbLcLscPmohujaCqh+DaQqi0deqNZeJFbzZYEZQLtx+IJwaczYkX1MKFii+9WpAtL6Xk4EkFnGHjPwCqDUkE3qq+++qp4TIq2hx56SAwhP/zww8XPBx54QHQHEYcddhjOPvtsXHPNNTjttNOwww474JJLLinZsTLqgAtw2cOFt0QaZuwNvcVKGTOYqutgrKqF68fvc/v7l8fogWI1cHR5K0stnS62UGL0/vvvFze4c+bMEaoFii2SHz2pGm644QbRxUcFOOow/dOf/lTmb8AwlWsxWQ7IYrIU5Kp24yIc3cvpYXDnuXii6R3qzCbVmrRQTEgm37k7dO9C+6e5O999F1UNxUPNgo888gguuugisT+aFSd91t///neRwHr55ZfFPDlGeyhRGUaEdH5IY9soh5Kg5jQo3xEjXwxu7Vu1FwOTNb0CsM6iwASlgqAG8aOPPlo0jFPjuBQT5s6d269RkGz7KB688MILogn97rvvFvcvv/zlL8V6bkLPD6mxoJQLkxrOtDOqoNTzbrIlvlCW7dw3uYp1tuFjoGvbCJ1eB3S2ALXRWS1EUG+Ex2RBbdCNcCQEg8kkut5psDUV3ciakqr1VJDrDoXRGjABxiRLMa8OIWv2F6BkD2bIcHFSqSTbRyY/pxvh+fPnp30/DZSlhWGyQbKeLKXHvtoo9oy3Que7RfcR/Vn0uKc3wNe6CWZnDdo+eRU6bw98zetkn3GaazxhCo8t1KRBM3bSQcU4WhhG8xaT1VUlsZgMVyvnRiWbuW6lhApvcs15Y5Q3d4fUCxKUXP3d734nEqbHHXdcrMnw888/F++l+1BSQVCCjhoJSeEg91xThklNBPoI/V2LznKLt+DWsRZBdkyeCAIF3g9lsphMN9ut2DOnmeygczsV3U455RTRDDhv3jzMnj1brKPmDWr2o/sQeu3aa6/FP/7xD9GgMX78eNHYMWLEiFgT+oYNG0QTOsUn2p6b0Bk1wUU3RjWULAmZJ6Wc+UboOrf0PfH2dpTRxSMp2XR6mIJhDNV7hA0lIYpsNCyYOhGgg8lkEq/bg+GcFQoRW+72NjTXzZxFUY7mulXZ8pBOMAwTI37uGxfg1Fl4i+6nuDHPPnS0+BkO+BDq9EaV0F5XxvekKrwl3+CSxWTIlluRjRs3GIZhtAsX3koLJTkHKmbFz90hK7B85u6QhbHEK6+8IuwnyT7/iiuuSNg23nqSGDdunLCx7OzsFE2hDFNsDBELIjrKgugSZroJGzaEB1Tv6ZwOxc11CzvytzxjmGKr3W655RaxJJPcKEgNGlKTRiq4CT1/e8lSUcrPUhvcCs+oDiXaTZYDHXVl6XQI6s2INAxH/U9fYdjyt8kvQazX985ykxZXT4+4qerq6UFE13cidkQiqIb2ZkQwDJNoP8mU1mpSqTFPsm2mxWqKJrpC/qi9GcWEwJb10PcoIyb4PNHmEIZhmILUbhqymJRzrlupLCbztZpUOiNUrtCSa+4O8emnn4qC28knn4yrr746YbsPP/wQu+66q7CYlPj+++9FIY4LbtpEiRaTothGSZDecRvxFpOmcNR+uywofK6b0c33kLnSZO4qyp8Fw2QLz3RTDlx0Y1SJUme9lfK763QGcUNkNwINS9+BxdsBQySCQRsWQBcOwqSLXiDRNtRp0tBrLUnKtypb9MKSnpt0wAhdSCgTUlmC5apUYBhGmfDst9IW3kjtppSYF19oiyfQvTXl9t6tGzN+Xipld/Jst1QxRa65bi5v/p29bT6FyuUZhlE1ZDHJ5AfPcVP33B1q6iRl284774wzzzxTvE9ayA6M5oiS48pVV10lZsOR9SXNczvjjDPK9M2ZiqW36Eb0dHti6gxrqPg2xErG6M5vREg5mzrJYrISGGTobw3MMAPBRbfsoeucxx57TDQNUYPQ9ttvj912201Yav/rX//qZ8OdK1lnyKdNm5b1h1HnEsNU8qy3YpCcANU56oGeFjGXrbHaIYprXp8PVnc7RnX+hJpqK/SIXkg2NTXBbrejq7sb5kAAer0u1tml0wHBSGnq72wxycTDcaV88Oy3Uv2e5bGZ7Ntf3+OBYl82RTqDxYHqcTui+8dFYt7L3nvvLbrVLTWDEvaR6rNyne/Gc92YUsGxhSnXbDclke1cN1K7+R3Fs1tmtD93h5Ry9Bot9J54nnjiCZHEevjhh3HzzTfjmGOOgcPhEBaUaiq6cVzJHUVaMkb0CEeiBSanrhaRsA+I6GGK2FT5fRjlUG9Ore4cZFS+2p7RZtFNyveWAhJzqJGtW7eK6x9qEjrggAPEQtdCPT09wgb1b3/7G5555hk8/vjj/WyyZS+6vfTSSzj77LOFx3eyRzfDlBOlz3orlHSJ07DfFbOYpIIb+fY77HZ09HjgjARg0FFXjC5hGLbZZEIoNkg7+j6yWliZ4xyefOe6MUw8HFfKDxff1DPfrf9+ZdiH1Y6R+56AFeu/x/XXX4/hw4eLmPJDMACYrapscOnyWlFtrZD2V6aiY0u4szvh3ynDqAGe7aa9uTvTp0/vt20yVKR79NFHoVYqJa5oHmM0d+LwDUJnsBNhbxBN+nHQQ91WsYw6aTJwQY4pDjzTLTtIdU/XQf/73/9S2l1fdtllOP3003HfffcJm+2iFt1Gjx4tLpSoO4ksBTINOmSYcqCmpKAcCVVdMFr0IrsO6mIgT346udIsN293O1Ab7cSi16ggRz9prpux9zE1I0TX6WEP6uHSuDqBvochlF/i22BQZ+eG0uG4ohzi7UGCtspznlZr4U0uLBYz6urqxOO2tjagWpdVjE1Wu5HFZLCAGgBZFBuswX5z3Sy2AJQIxxVlUkmxJdzRBX1tdbkPg4mzmAxX2/Ke6xaotmQ91y1QZdC03WSwd8SS0aVH0MkzhZjyUklxRcsYgzYEjW4Mdk9BRLcKa3oWYoJ1uNSnrFkM7gBC9tLPSTZ5Iggo+P6nkijknkW8n/NhjAb56KOPcMcdd6SdL0vqtosvvlgo/fMtuuWUWRs6dChuuOEG4fnNMEpEK7PesvkOuur6mAdtfCeDvboWxrgrR3o9EAggHCFnnaqoDWU4Arp9DfcW5LwyjneUa65bt4e7tysBjivKnf1WaRRzvpvcM97kIuR3o+eHz3DSSSeJ7u3m5i3weDyIyBQTBprrxjDFopJiCxXemCwtJpm0FpMMw2SmkuKKXJAlo5IIGXzRn3o/ugKtCMCLcJjde9RKKea62a2FzXNimHLAM92yo6OjAyNHjsy4zZgxY7B582bkS87ZccnnUqK7uxsmkylmX8cwSkCtlpO5FAz1I3ZAuH2jKKLF+/WaEIKpKjq3gl4X6je9HnodxMwen8+HEHTwhnVwGnXCYmGQPoJN4dJYTGY7142pHDiuKJNKtJ4stuJNaQS2rIFn+SfY9ohLhDXUdtttJ+KE66dvUbfdnnmp3TKRrJwuxKrY5bXAaY0mT3KlzWdDvUUDHTpMRioptrDijSlkrlupiDpt6PK2mDS49QjZK68piFEOlRRXtEhEFxaqNq+xE150wYkGmA0KSBi5PYA99+PQ9/gQdmSnkGaUz+BSVBGZioDtJbMjFAoJx7hM0HoSseRLXpk0+sC7775bDMrdZZddsOOOO2LfffcVw+UYRkmoSfWW67Ea60eIYhpd5Ev2kWKAZQQw6aJJTUn9FgwGY8M09WYLwgYj/JFowY3ee6jDMGCilGGKCccV5VJpyrdiKt6UpnbzrPlO/Ny4eRNCvYdGMSUcDOYdq8hikmGUAscWJgFWu5UN/+YVcH30GHyblpXvIBhGBjiuqJhINKfh8A9CUEc6t274Ix7VKvcYhmFSwUq37KB8uMihF5G8fOBuvPFGfPjhh8LbcvLkySKRTzL7O++8E1u3bsWFF14o/5EyjEZVb/kUBsMBH3xfvYDB9fVippt0shAnV0Tg9/vFDQEV5QhRcKOiHBXpTEZ0+iLYFPCjwRw90Zgiykyok8VklY0zuJUAxxXlU0nKt2Iq3pQy343sdELtG0ScGD58NDZtWCssFigmVDeMk+04s1VPy0mX14pqK8cOprJiC6vdlIFa57qRxaTfUZzYRP/ufMveAcIh6HobAjPNcWMYJVNJcUUOqFClc+YhbS0CQzumQR82QwcdJhr3xLeBV+AJdytD7aZgjO4wgnbt3/8Vm8HGznIfAlMhsNIt+9/TnnvuOeA2hRTm8iq6vfLKK7j//vsxc+bM2GuTJk3C8OHDxUUGX2gwSkSJxbd8Cm6UCA1sXQ94OmBqGNFXbOtVskmqt46OTjgcdmEV9v3338NcXY/Ro0aA8uXj7EY06sMwGqPvdYcjqNYBXRF5LCZprpshg4UkW0wyyXBcUQ+VUnzTcuGNPr/182foKhJNgwdj1IghMOrDYliwTqeHpXpIxuNMtpnMxWJyIFLFD5/HBIstf1sHpnKptNjChTdGaXibV6NrwSuwmQyA0QZ/60/wrvoM1gl7QT9223IfHsPkTKXFFS1hDjtjj0M6P6p0jTDrFJQcUul9odbvCRmG0SZPPPFE0T8jr6Kb0+lM6XtZVVU1oB8mw5SbVDNpynUcub+n1zYy4BXFNiqy0b858qIlpIIbqdqMesSUbrTd1uaNmDJutFhviIRQZYwmUmk/Tj2gTK0bUylwXFEflVB801rhLd7eMuh3i59jx44VP4cOHRrdxmRGOOiD3mDP+zjJYjJoLf5ct0KguW5DLDxfVOtUYmzhwlsWFpPV0dnHlUC55rpFImG0f/I0Ap3NdCOCsNkp5ktH2tYhEvQj7HXlN+eCYcpMJcYVLdISWovuSCu8ERdsqJyYkA6jO4igXX1/f2kMWsia/X0Iw1QCrHTLDhqXNhA+nw9btmxBvmR9rbtx48bYMnfuXFx22WX44IMP0N7ejq6uLnz11Ve46qqrMG/evLwPhmFKWfAq17y3fD6bkp7xyVJD/RgxtJmKalQ0o59UWJOkrwFEb67pNUKsj0TgD/dJY5e6w7HCnTesg2sAYVu55rqRxSSjTTiuaAOtz3zTyoy3hIKbqxUmBIXlcGdnZyxWuFwufPvdUgS6WwY8TiXMTHV5eXg80x+OLdHCG8PkYzEpFz0/fotQ52boImGYzSYYdRHoQz6g19JebyhfcneTr6Zsn82oE44rGiSkhz5iwhr/d3CF2st9NEwRi3IMU2nwTDf5+OKLLzB79uy835/11e5+++0XS9bTHyBx1lln9Xvt+uuvxwknnJD3ATGMli0nC1G3xRP66SPxby8YDIriW9+/QyACPcwIIRLRx9bTv89QBAiEAZMeMOh0mFZlxmaPH40mHWyGiCjTyak1GMhikmE4rmiLSlC+FQPpHF8s1VuqGKIzmGg4qFBHL1u2DD09PaJzm7q0d50xHT+EzDl/TiaLSZ7rxpQSji2Mmue6aYWu79+HIRJt8EtQ/0TCCNN9i6mwprqQ2wSDXZu2w0aXHka6ccvnvQa+BisGHFe0QzgSxgr3F9gYXi4ak7uwBd94X8FI3VSMsU8r9+ExDMMUDCvdlEPWRbe33367uEfCMGUkvhhWjAJcvoqAtCoIT5u4iZUWqejdFXGiRu8Tr3Xp7AjoqrGtzofq6mpMmzYdEb0O/lAEZr1eWFJWkwcllen0etT6w9gal2ctdK7bQPBcN4bjijbRYvGtmDaTxbSbTBdDDLbeLv/e2LFo0SJMnTpVFN4MBj2sVUNKcnzlbtpo91kBFstpDo4tUdhmUp0Wk6YuHwLV2Z2YTN0hBKoMsqvd/A55zvWSG4dkf98bcqAj5w2DGcYeIOiAalkfCmGEofTWnUzp4bhSGBFXD3TO8v5jX+7+HK3BdfDBBYuuCro4068IImiLbMAYcNFNbkyeCAJlnGNdTOotUat+hlEaXHRTYdGNBsMyTCUgp/qtEPutTLZjupqRiLStECo2ggpodGPbUbMdagOLohvpjdhsHooR4TVosjtgMpuwptuPJosBej0V6gCLPpZzhSsLd7jkWTwMUwgcV7SN1opvaiq85WJbWVNTg4kTJ0KnN2DT5mZY7DUx9fRAx5dpRmouc92ywecxwWLTpqqBkReOLX1w4Y0p11w3Y81wRDrWxRoDo3ElWnijh+4NK1HTOCr9+91AMDpalGHKDscV9bPOvyQ2794PF6p0DXDrOmLrLboyn3DcHsBePIW0wR1AyB7NHTEMwzClQX2TMhmmRCQXzLIpwsk142aghKm+bhuE21fGOhgkxRsMJriCdaiNdMAdcmJ8vRV11ZOxMRDBaIMBwxwWBIJR9QDlwxd0hzDNpoNJJ6+1pNy4eK4bw6gWLRXfSlV4I/IpvuU2I04n/m9qakJdXR3C4Qi6DUbM2mMXLP80v3lQmSwmi6GYZhhmYLjwxpRa7Ubv14dC4t4ivokj/nHInTg7lOBCG8MwxSSaN9FDByOGG7fDitCnQuVGrxv0JtWo9hiGYTJB89qlme2lIF3DrtL58ssvB9xm+fLlBX0GF90YJtt/LJ5Sfc7ASVNT+/eImM1C4UYdW9JJzuxrRVBvhwEdqIpsxeTGbTGm3oZOXwhmkwk0UsHVEy26Ufp7Q1cY3/YA6U7Hhc7hGcgijC0mGaayim9ceMvl99V37h2oAJdbsS2KZeSO8K79Glu3bu1t3Iigsb4ONqsF+4034MOFbSkLjLmo3Uox183ltcBp9cm+X4ZhGCb3YptE1ZBJ6HRtSrkdJYL8BuUmrdcFGjDStLXch8EwjEx0B9pjj8PhEGqMgzDIMgrLez5WjtKNYYoIuYwYQvkXRgwGdRZVKhW2l8yOX/3qV0UvKnLRjWEURLaJU72vAzAYEQwGYTb3DWKr8qxBxNEkTrJ2eNHV1gF9gx2NDrM4UQRDYRiEtWQENqMORw83477N/qzswNSuUhAXGsH8TpYGI19kMIwcaEX1VgrFW6FFtUxEwiFEfC7RfuFyueD1ekUssfTGk90n14uim9rp8lpRbfUWbf8cVxi1wGq30s9103d5EK4unlWY0tRu8QU3QmeyI0zqkV43DskKn356PB4EjX1J8IEwuvQIOtN3bHvdZljtffczDMMw8VSZ6mCCFSGdXxT9G/SjEAgnNmw1Gkeq8pem7/Eh7OABxQzD9MFFt+xYtmwZio2is14+nw9XXHEFZs6ciVmzZuGRRx5Ju+3SpUtx3HHHYdq0aTjmmGOwePHikh4rw5RE4eaOwOSim0raNiJmutHNq3RSNYbd0EWiawln7/w2qTJPDSr0KCzmKehgMujzSjIyjJrh2KKM4ptUgFMrdD5WK74VnyHQsgLBCGJFt6hqOrqeGjQyfcdM8YosJmPbefOPJaSUZhi1wHGF0SLJhbSBtqN7ke7WNVj5yb/w/XuPY9PGjVi3YSM2bNggCm2U7BbbdHfDUj9EvMfYU9SvwDCqhmOLfPys5kTRsEx26su9X+CDjn/DHwjCFLRjmGE7OPS1Mn4awzBM+ZDyw6VctMLmzZuxcePG2NLT06Pdotutt94qimePP/44rr32Wtx999147bXX+m3ndrtx1llnieLc/PnzseOOO+Lss88WrzOMlgpugnBYFM5E2a33BEc3sm6/Hj2WofDqnaAthLLNE+0ipcexE6J4RTo5ApbiiQCySpySxSTDlBKOLcqBC2+lR9/hgrdjg3hsMFiw1157oaqqSjRwSAmeYO/jbIuLctgvk2J6IHweHgDPKBM1xBVSuzHqwNSVvWWuqbu8ThNSwY0s21Z/9gyWvn4nOtvWo2rXOag/6FxU73YcPDor1q9fjw0bNqLL5UYoHEHjlL3oRkbc1zAMo97YogbCkTAW93wQnd1W3YiaPY6Pnp92Px5ehwk/uhdgqftjsR3DMIza4aJb9rz++us48sgj0d4ezZ0fcsgh2H///bHffvuJnyeccAL8fr/2im50gfDss8/iyiuvxJQpU3DggQfijDPOwFNPPdVv21dffRUWiwWXXnopxo0bJ97jcDhSXpAwjKoLbkTIHx0CDMCDKvgDAdEx2m0YB59uHHqMddis3wahCLBx02ZxPysV3shaUi9+RufAkaqhOqnmlaxMoDk8ciVMGabccGxRHmpXvalJ8UbH2rbk34j4W8Xzum33x+yDjxCPo92/YXE95bBZ8Ptjx+HcOeMwtMEq23fMNp4wjJpQU1zhwlvlYnKFZFe7xSvcfvz8WbT+9A0aDv0dhp39IGpnnYyq6YeIn8N+87B43eP1oqO9DSZnPfS+HuDrp6JL8xqUkzW+xrJ+PsOoPbYoGTo/Len5EJsCq8R5aPhvHk46Pz0kXqf1tJ2WFBsMwzBMet59911ccsklotBGMVTiiSeewNtvv40nn3xSqN0oFueLXsnempQAoi4diRkzZmDhwoUiKRQPvUbrJAs9+rnTTjthwYIFJT9uhilqwY1oea/vsW04ghE7wno7YLTEtu8x1sOlq0aPN3qDLV080myF6Gy36Ov0uMbMFpNM5cCxRbmoufCmBmKxRN/XaXHOL3aB0x5Vj3V2dmLTpk29DRk6mC0G1DpNcNqMKWOR3HPmCsHltWSc68YwxYTjCqN1qLgmLUfusC2mNNQnFONcW9eidfWXaDh4HpxTD4BOl3hvQc/pdVofDgXh62oFVrwjGggF3VuL/h2aPcWb38cwxYBjizx0Brdgo+8H1A9wfqo/6DyxXWewRaZPZhiGKQ+sdMsOGmF23nnn4be//S3sdrt4jfIgQ4YMwfDhw0WdiVTkL774IjRXdGtpaUFdXR3MZnPstcbGRmF71NHR0W/bpqamhNcaGhqEFyfDqJmU6oJIgM4EdDoAvFuBkAsIuqAz2hPe12wci5/MU+HyRQeX06LvvciMb+AaZNEnzOBhGC3DsUXZqFX1pnS1m3R8XT+9S56/4jHFhGqHWcxyI26//XbceOMfxXWWWN+bDp04ypnz52U7141htIDa4gqr3eLo6i7Z710LzL/1RPzmmJ1x5lE7Jbze/MPHMNYMhmP7/TK+3zF1fxiqmxDR6aEPR616xD1KOJD1MRjcmdMXnW5utGC0gdpiy0BEXOUZ4LjWuxTG6uzOT8aqJqz1LS3ZsTEMwxQDLrplx5IlSzB79uyE15LVzgcccABWrFgBzRXdaEZV/AUGIT1P9tNMt20hvpsMU2wGUgmkTeIOOTCaDKV8qL8dEYMd0JsBfWKnP93QElaTPnbiMBiirxl7f/7fWi++bAv2P7Y8LSbTwXPdGKXAsUUdcOFNXiI9PyGw+mn421f0Nm0AjYOGwB+IFjgpRtCcnUDAj0AwOvNTr482d2w7ok8dkEntls9cN4NXV1DsYBglwHGFSYe+S1tdbb3hA6s3Jib8OzYsFQntZAVJ//fr4dx+f4QCfQU3kRgaOr54B80wKkVrsUXndJTlc1uC6+CYmt35iQpvLYG1JTs2hmEYLRTe1IqORi8ZEsckff755xg5cmTsOTUoJ8dXTRTdyE8z+SJBem61WrPaNnk7hlEKBdlymaqA2h2g05mgi/gBnQGwDY3Zq6ZKjsafCOmkEY4AnkAYrb4I5DxF8lw39DsPHX744eLEnY6XXnoJBx10EHbYYQcxpHPRokUJ68mLn9ZPnz4dp512GjZs2CDjn1jlwbFFPahR9aZExRsd06haH7bffnuRMJUixYknnQSL2SDig8sdwoSZF2DU9nPhC/TO6EEE/mAYqzeUrjM5mxji80TtMCsR6m6/4oorMHPmTMyaNUtYYqTjzTffFP70ZNN+4oknik6++P3ceOON2H333cVyzTXXiNkxTOXEFVa7MbkyddummDLaauo7V1MMCfm9MDjrs9qPwVmHSDjUl6ihwFTV916jjKeiVo98Sf51wRrZ9sUwWo0tSoPOMcGwL6fzE22v5iQywzAMK92yg2agfvTRRwmvJRfYPv74Y0ycOBGaK7oNHjwY7e3tYq5bvGyeLhyqq6v7bdva2prwGj1PltgzjGrnuCUTpplsQWE1GQn5gUj64ejt7pCY5UYnXkqgeiIGfLPJjY09YeQ3Uj07hUKlQ0nNCy+8MKMU+auvvhKDrs855xy88sorIjl65plnoqcnmuT+5ptvcNFFF+HXv/415s+fLwIA7ZPJH44t6oMLb/kjxZKI3pSQjNGZqzGosT7WrPHldx3isaNqCIJBnUisGg0G2CxG1FQZZS0sFqqcruS5brfeeisWL16Mxx9/HNdeey3uvvtu0ZiRDMUdih1nn3228KDfbrvtxGPqhCfofV988QUeeOAB3H///SIW/fWvfy3DN9IGHFeYSmBwfZ/VsNNuTuwSNlsRcrVltZ+Qqx16o1G4dlB3sa53JjXDMEn/5jgfVjB0fjLqLTmdn2j75GZmhmEYRnscd9xxuO222/oJHyS+//573HXXXTj55JO1V3SjBIHRaMSCBQtir3399deYOnVqrMtOYtq0afj2229jHSn0k5LV9DrDaK3gRglog35wVK1ADaJhH/T6QWn39e6yLri8wahdGCKot5uxtkeHN9ckdsMVe65bJVlMrly5EscffzzWrs1sT0GNBFRwO+qoo4SE+dxzzxUe/atWrRLrScVw5JFHCgXc2LFjRYGO3tPWlt2NA9Mfji3qhAtvuSPFEoveDYfBA5PJFEsi1E88Ct+s6ILLHRCxYeSQvqKUzRpVMAQCYbF9Y3VmO4V0FpM8101eSIn27LPPijgwZcoUHHjggTjjjDPw1FNP9duWOvK23XZbHH300Rg1apRo1qDYQbGJeP/99/GLX/xCXFOTypqUcJ999pnMR1w5cFxh1ILJlX+73e47jIrFkDHD6xLW1Q6fjJ7F7yASyaxOp/U9i99CdVUVwpGwuKc3ZchGyKl6Yxi1wbFFHgYZR6LnuyzPT9+9jUGmUTJ9MsMwTHlgpVv2RbeDDz5Y5Ft/85vf4KGHHhL325SHnTdvnlhP+VhyHtNc0c1ms4lkwXXXXSeqjm+99Zb44nPnzhXrKXng9UYHT9EvqaurCzfddJNIKNBP6uYlWx2G0YSlZGwf0YvFMKQCVQSIBKE3mNMmpTd1BmDvvaOlGT3hcATG3pvmTDN45J7rVkmQgmDXXXfFM888k3E7Okf99re/FY/pfPbYY4+Jodckc5b2Q4lVCSrMvfPOO6ivz84ig+kPxxb1oja7yXJaTcZ/tlPXJWyEA4Goc4De4IDB7MQXX3Xix/UekUS1WfouB1vafPD5Quh2B8RzUrsVs+GX57plx7Jly4T7AymiJWbMmIGFCxciHE78d1FbWyuuh6lZjdaRUtrpdIoCnLT+9ddfR2dnp1jeeOMNkdxjKiuusMWkdjB1F+JdkR1kOSwlcRw2s7Anlhg8YU8EO5tF4S0TlNAOdrWgsaEBOr0+VsQzls7FWBVQ0woVHPNZit1EyZQOtcYWpTHKOhnBrizPT91bMMoyuWTHxjAMUwzo/q/Ui1q56aab8I9//EO4ij3xxBO44YYbRKwNhUK45557RMNrISi26EZcfvnlopv3lFNOwfXXXy8qjbNnzxbraJbFq6++Kh5TIoHscSi5MGfOHJGAIMscu91e5m/AMLkV3DIlaeOTzTHLAx0V0cKIBLoy7pP2KilBQxFgbWfxhiprea6by+VKWNINpz7ppJPE3B26WcqGTz/9VCRSyfKL3udwOMSNEyVD6WR/+umnY8899xQFuubmZpm/VeXBsUXdcOEt+zgS8vfA7P8J5NRtNpswbPhw6MzO2O/wq+86sW6TR1gPS7z01nr8/bHlsFuNIm6kstgpZkGx0ua6ZRtXKLlWV1eX4DPf2NgorIxJIR3PoYcein322UfEIprlR7aUd955J2pqojOJLr30Uqxfv140h9BCsYbsKpn84biiYrq6oURMXT4oiR/WbEUoHMa6TZ0wGw0486gZsXXOhsU4K0IAAJwFSURBVFFoHLsztr52F1yL3uynKKHn9PrW1+9GTU2tGBVhMUXP4xG2cWOYtHBsKZwaYxOGWSagbYDzU9vrd4vtaoypHYQYRs0YfNToWMCirEsSZgBY6ZYbe++9t7hX/uCDD/Ddd9+JOW/33nuveL1QFO3nRgnrW265RSzJLF++POE52eM8//zzJTw6hildwS0ZvcGGUO1hQMgDtH8InSFa3KFEatCWupbuDwQRgh5VNgPMBh38VH2TQaEQssqXfCWLSbO1b46jnNDFgjHPXRt6z5R00pVm4hDnnXeeaAYolPHjxwslwrvvvos//OEPGDFiBIYMGSLW/fGPf8Tvf/97XHDBBbjjjjvEXB7aNtlml8keji3qJ9O5TmnQuT1gL41SuF8ciQRhMZug14dhMBgxbuxY9OijCjbC5Q6htd2P0cP6GgRGDK2F2xPAqjVd2H5ivVBHG9zq+H3TXDen1Zd2rlu1NUnCraK4QtskD3aWnicX6mgmMhXprrnmGmG1/u9//1sk7ug6mdTUZH08dOhQ/PnPfxbqOeroo8cUb5jKiiukdtPXJs7KZph0M90Mej2GDa5Gt9uHZ95YHFtHzRljdj1OPG793x3o/ORpOLbfDwZHnZiR5PruTYS6W1FdXYNhw4Ym7DdizK5BLRUhtwkGe19MYxitodbYoiTo/DTFsRfQA2yk89PHT8Mxte/8JCncqOBG26ltnlvYwXMxGYZJXXQrFbl+VnNzs1CY0XgDi8UiGkZpHAI9XrduHa6++moxamzYsGFClECiK4lPPvkEN998s9iO7nNpP+QIJkHuYQ8//LBoZiW1N+1rIDFEa2uraG6lWcPE0qVLxbGRwxgJvwoRdCm66KZ25LATTEfQpq6LgUpFrr8DqZQdBoMJMJhgHHxYv22Tk6Nb2gOor9LDDx16OnwIpzkpkiVJKP9736zmuhmKVFQrBTQHRzoRE8kJ0HwhtQItZO9FSt2nn34aF110kVhHPsJkLULQkE9SvFEA2mmnnWT5bIZRK9J5UQ3FoFIU3pILbnTxG+xYCWO1Efq4j65xNMIbF1KSw8E1F82GxxvA9be9iqmTGvB/r62F1WKA1xNK+7umWCddl5BtcdDWP6aQZXHQ2mdXHLKVz35TjXGFbkKSi2vSc6u1byafFCsmTJgQG/p84403ipuO5557TqjfyCaDbkik2cd04/LLX/4S559/PpqammT/jgzDqJ9p44eIuEKFt/e++gktnYkD1/R6A8bu9gsMHr87Nv/wCTq+fAEhv1fYSJqMRlgdDtjtNuHQkdA4ZirijQfDMAydn3R6bO/4GUZatsNa31K0fDofwbAPRr1FzHAbVb27ULipreDGMAyjNiKRiLjnJNcDmk1OjitUWKNrQ3JjOffcc8V9LN23kq0yNaSSyyEV4DZu3CjWU4PqXnvtJewfzznnHLz00kvi/E3jE8g97C9/+YtoNKWmU3pMjaip6OnpEXlXuh//73//K8b8kMDhqquuwuDBg8U99l133SWOUxJF5AoX3ZJ/IZ4IjIGI5os5XLRT1p9RtraS2X92YuHtoyXd2Gd6DUYMinZCTRlsx8JN7n4J0n77iUuS5pIoJXuwiK348yVKDVnZxidHC4X8+Wl/ZKMrQSf6VatWiU4Lk8mEsWPHxtbRazSLZ/PmzbIdA8OoHbWo3opZeEsVQ4KtXwPdP8DjGSssayXqnAFsinMkFqe03sPS63Sw20ywWoxoarDCHwjh6NmjxPjQvz2ytGTfp5LINq7QhT8p2EiZZjRGL99JzUY3A3TTEs+SJUvwq1/9KvacbmImTZokblRWr14Nt9stnktMnjxZJMIptnDRjWGYVFDDXlePV8xza+lIPYSNEh7OxtHYtnG0eB4K+LDqrduhQ0RYU3Z3d4vGAjrv0TmHzn26YHaeVUaXHkGnemeGMAxTXuj8VGtqEguRzkJ9wP04+66pZcVe3AaEkF071uwMw6hX6bZ69WohIvj444+F8ICgIhwpun/2s58JBRuJEEhdRrlRGsVDBTgqtD377LNidMJpp50m3venP/1JiBK++OILMTKBZrLReLJ9991XrKcxZTSq55JLLkmpdqOC2oYNG/Dkk0+KvCvdI5NyjpTj//znP0U+lkYwUEMrLfmg/CwVU7ziYhYLk//vV54/J3luLls6g5j/bTs8/rCY3dO8RbmmzGQxWSn83//9H/7617/2S5bSCZ+SqlSMW7ZsWWxdW1ubSLoOHz68DEfLMMpFLXPeqFAl9zy0dPsLB7xCHSXZIUiJBbMh0YrLbNLjx7XRJowhg6uE8s1g0GPKhEZYzEbYLEYYjfqi/p7JqngglbSW57plAymhKS7QTYoEzTKeOnVqP7thKpxR80Y8P/74o7AulopqK1euTLj5IWg9U3mQxSTDZMJo0GNIQxWefn0RFq9shtefXWNdwOdFJByKNXVYbU5xDqJzlpSgCVpry/LL3+SLzrgslPUh7TUZMkwlwKq20hDQsENXmy9/yzmGqdSZboMGDcJDDz0UK7hJkB0kuX5RM2i8neOMGTNi97+0fubMmbF1VEijnCmtD4VCYh5b/Prp06cjEAgk5FTjeeONN4QDDH0GxQSa5UbqN2pepYIbMWfOHPF6vnDRjckIF+SKX3CTOwHbdxyJydFQVxirWjzY3BVAqyu9xSPZgcmZLM0meVpJkDLB643OFfrFL34hvIIff/xx/PTTT2J4J6nfTj31VLH+17/+teiw+N///icSqCS7psQrdV4wDKPOwptc5/1MBbxIOAgEXaiuqRMXkKQsoJ+00Hw3CatFj0H1ZmxqiTZi7LHzaOj10e2mbDdCXEDTcyrMFet7pFNLFzLXLR00102t0E0FWQ1fd911Ik6Q3cYjjzyCuXPn9ostxx9/PP7zn//ghRdewJo1a0RnHqncfv7znwtrDLLjIH/7xYsXi5sTenzYYYcJ33qGYZhkRg6OqmldngDqq22YPmEwnv3z8fj9Sbtn/GW5Ni3uU5Po9bDVxjWN6fSU9YbBXp6iG8MwpaNo6jCGYRhGMUU3KpzFL/6k0QgEObTQvagEOR+Q0my33XYT97PJritkEyk5fWVa39XVBZ/Pl7CeGlYzOYXR/kaNGpUwL45cGOJnyFFxMH7+eq5w0Y3JG1bHpf6d5ILctpIDYTHqEQyxgrGc0AmcPIkJ6sogz2FSvB155JHCS5iGfpKNGHHwwQfHfIipw4K6N+69917uzGOYDOdNraveBnqfLtCJsGczdTigx+VJsC6MJj/7tjXoqQinQygSgbEnhLdf+R5+f1BsN7ixVszoiRbq9DnFP7ItHgiyK2Zyg+IBxQ2yzSC7DLLZoOHOybGFhlFTIe3+++8XhbpvvvlGNHfQTQlx++23Y+LEiTjrrLPwm9/8Rth00Nw3hmGYVLR3e7FibSt2njwcC1c2Y8KoRjHbbWiDM+MvzOSoiz2OhMJwudpj17BkOUnSasOWJeRDWfAv3uuWZ86yxLpA9HzJMAzDMExuUPGDGsZJdUT3KNQoOBDr16/HjjvuiM8//zzhdZqntc8++2CnnXYSNoQdHR38x6HQotvee+8tVGPScv/99w/4Z0W5zqVLl+L3v/+9KG4lzzen51LxLtN6qfk00/uTobwr2VlKvzPKx9LM85qaPjeEb7/9FkOHDs3771xlS06YkhWeKmGGXCntOCk5mkzQMbAygKxdQuFI7HilPxelzXUji0mzNb0aT00sX74843PyG5Y8h1NBigVaGIbR3pw3Ir6ANtCMtAGLdJEIrF2fIAITfCayiYyIYr1UeKOLyc2dg2Kb+wJhmIw6WHtP1d3dPrS3e9DU5ERNDc0a2wY//rg6qpYz6eEPhHP+3ZJ6OmRLHU+Y3NVu5HdPSzLJseW4444TSyroRoI88BmGqTxMrhACztzUxIFACGOG1WH8qEa8/skPaKy1i3hit6SPBXodUD1kAjbHmjYiMJgdwiqduo51ZhtM+miM0vlpRlyf4s3oBoLs2sUwDFMygnbtpIb5XqP83HrrrcJRg5r+yG3jsssuw7Bhw0RTeTrIzYNmasVDDYW0L1rGjBkjrABvuOGGfiNaGGXMdKOiVXzDrzmpAJaq4EZ/R/72t79hwoQJYjRGclGVCmY0w5yg9ckFNHpO6jlaJz1PXp9qnhtx1FFHiRluF1xwgXAg27RpEy666KLYerKlpL9rJJDIF3VkpBjVo/V5cfl8n3xVbqkKbtnux9MTRCBYfhVIpVtMMgxTfNSieEulYku3DAhdYMMMHQKwWEyoqnKKhGbcargDfcqEI/YdBKfdCIe97+L4kUc/FRfLdPFss1nR2e1Hy1bqKtNrIm6o2WKSYYoFz3VjMtHjDeDKe96ExxvA9Il93b5VdgtmTe+z5ZEYP8SEM/ZvwI5jnBg6fU7MYnLQtruJxAmpp3WhaFJEzHfTGYBg4Wq3QljjS5wtwjAMwwxMuZscQ9bC1jPyQ4WzZ599VhTIyKHjwAMPxBlnnCEUa+l46aWXxCytZB588EGceeaZOOigg0RR5tJLL8UPP/yQcH/LKAen05mwmDMU3chl5dFHHxWFN/rzlZRnra2tCdvRc8kyMt16mhNHDV1UeItfHwwGRRGP1qfit7/9LXbffXehynz55ZeFkvLwww8X66jJlRxj6O8dbZcvXHRjyoYWCnHFOO58C27ZFOPohtefhb1ksee6MQzDlAI1Ft7yJkKFucXQ6SLQ9SYyHQ5HrPMsOtMt8dJvcINZrP/pp76uwnCvGrqry4N167diw7oeDGqwwWYxFnWuWz5xxOeJDjjOZa4bwzAMkzvfr2nFRwvXwGKOxgK/PwCnw4ZTD52OZ246FheeuGts21kTq2Ay6OENRFA9bDIiYn4bzXQbhi2tW9Hmjjvf63SoWvMOnD9+mfWxGNyZUxid7tRZ1mZPFQphXbDPbkgryGUBRvuhBBolr2i55pprEhQL7e3twhKZ3rfffvvhxRdfLNp3YpQFz3NTP0E7p43loFmDMSQVpA6iYged7yXIanDhwoViflcyFB+o8EIKtnhoJhjZDlLRTmLnnXfGf//73wQ1FaMce8lsufvuu/H0008LFRnNFZcga8clS5bErCKJr7/+WrwurafnEmQ3SX9H6HXKfUydOjVh/YIFC8Rct0mTJqU8DlpH4xvoeoaUbuecc05sHRXc5s+fj/vuuy+mossHPnsyikItRbhCjy+fJGU2RbVU28QnnasdRjHXLeV7858NWRTIYpJhGKZQKqbwFvLC7N8Iu9UYuzCkGxK6ABWqAp0OXm8wZbxwxT2eOnWY+Flb68ALLyxFQ4NFFOKcDuOAv9Nc57oNZFHMMAzDKIc2asZo7hSPDYbo/US10yJmg247KjoDrdahh63XdjLQ2+hXN3Z31IycDrOtBqP3noe6yUcCJvKP1IkmEbE/t6ss36nSibcAu/baa0Ui7LXXXsv4nlQWYPS+L774Ag888ICY4fLVV18l2H9RUqu7uxvPPPOM6Bi/6qqrsGjRoqJ9L4YpBlxAZCodKoTFL6lmZbW0tKCuri5B5dTY2CiaM1LNY/vzn/+Mn//85xg/fnzC69KsLbKlPuGEE0RjCNlUdnV1FeW7aQklF91WrVqFe++9VygYqRhLf1+kZZdddhHz0+iaYcWKFeKagq4Vjj32WPHeY445Rswqp9dpPW03YsQI7LprtPHrpJNOwsMPP4y33npLvI+uV2hUTzp7yUzQ/PPJkyejUDirzSgapc2Hk6MQmK+tZLZQIjXdfDe3NwQ/+j4jfq5bxn2WYa4bwzBMJc54yxuhJCA1mw4mk0l0btHP+Hlum1p6AEs0TpDqbd16D0aPssNo1CEYjGDcuEbsNWscli7diEmThohE6tChTrz+xhrMPX4menr8+PtDnyGYo01xurlu2cYShmEYpvzQud9Aw9p6Z2RYLHQyj8ATCOLJV6MFlHBc4kXadtCEfWIJGYMpGgAiow9HZMOr0If8ovAWEkW4/hQ6363V40Cjrb9lFdNnAUb2XWQBRgslscgCLN3cnXQWYDTH5Re/+IXoMidOPPFEUWAj1q5di3fffRdvv/22SI6RVRN1n//rX//CDjvswH8UDJMnYQc7O2iJ5pAVgw19Ch850XsBQ7CA9/dWDvbee2+hLpI477zzhIo5HlqfbCsoPU8u0n3yySdCmUTqtWSkWEMKuIsvvljYB9L8LbKYJPURo7yZbtnw9ttvC3vQf/zjH2JJnlFOBTmyJp0zZw5Gjx6Ne+65R8wDJOga4q677sLNN98sXic1Jf2k/AdBqrkNGzYItT39XZs9ezYuueQSlBMuujGqoxyFuHKr7nKZ45aJGocBQy0074dukeWFrMFC1khO83kM1gIiP8MwTA5ovvCm08Fo7LvBoYtPu90uVG5uN938mODz9kDfe39O18bff98tim4mkx6HHTYFO04fDpvNjNtufwcPPXgSBg1yiM5EHdZiWJNTETNB5ZrrVm0tzk0twzCMVqGkyoTRjQgFg6Kxg3Icer0B5kgEn3y3XmzT4+lL9BjjegClhEjsOS001633dYM/qqBjym8BRslMsgCj64dUFmBkQSnNPJGgZOjrr7+OI444Qjx/4403sN1224nHZClGneuULIv/HFLEMdqGlWFZYs9dhcGUBrfXDLu1v5qrUqEGi3hrx1Qzu8hxJbm4Jj2nua4SZCFIxRFSWce/LkHXGcRZZ52F/fffXzymohvZ/jU3N4v5XkxqKIansvIsFrl81llnnSWWdFCh7cknn0y7ngq/tOS7/1LDRTdGE8hdiCtWkS0flVs+BbdktRvtO2QnizFKyupgt+jR4wtnrUwop8WkmQtzDMPIhFYLbwbvOpg9qxBOSnBSMo1uhqSbluqqanjjYsqkiU7x02LWYfbs7VBXa8OXX66BxxPA2+8sx5yfT4PZbMQ22wwSyTezifYZ7ve7pNgWsOuK3ryRqlmD5rpZbIGUc92cVl/Bx8QwDMNECQZDMFKyLa6jmQps+riCWnR1RMSM4fVmLF2f7jwc7rWW7H2vQb1J5/WhEEYobL4M2X4lJ0aTk6MDWYDV19dnZQFGkPKA1A6SxROp2aQOdvqcpqamhO0bGhpE0pRhmOITsqeegax2QqnHdzJFxOl0DjhPjYph1KRB96HSPSjFASqsVVdXx7Yj+z+ykDz//PMT3k+2g1RYO/vss8XzsWPHxtaNGTNG/Ny8eTMX3RhVwEU3RrOUW52mNEY0WjCk3opFq7oGLLjJiVIsJqmImK+k3sBnSobRDFosvOn8HdBFvDAabCLZSQU3qehGNzgWi1l0E9ZUG+EjRxBdNGdaU2sS21usOpjNBvGebbZpEK/9859fQIcI9tlnAtaubYt+jk6HGVOH4uvvNqU9lmxti9UUP9LBcYVhmEri5Y+WY+7hUVWUFGv6q9ii8YcwpAgFDoMHPaGo5JruRgyIIAIdgga2SYu31DTmec9iLIMFmGQhSWo2KszRtQfZgdHjP/7xj2k/J9UsIIZhtEOgjGNh1MCWUBWaDN3QGqRypmIb2QjPnDlTvEbxg+yH4xXUZC9Mquh4yA6Q4saee+4pGj+oYYNU2dOmTYvNA6NrDMlukFGfvWSlwalkhikRpVK5pVO7TRwVVTQ4rMYEVUJ8gtToIYWgvHPdMsEWkwzDlAPNFd4MJuiClOqkWBI9n9NNjXRjQzcn3d3dCAT0aGoy4Gc/c2LhIg8QIesJUino0dnhgdNhiV00+/0hVNdY4fH4sKXFHUuw2m3ZXzpmiimxQy/TXDeymBzESmqGYZismb3zKDGHo6amRhRWyEKKCiqkqjr54Kl46rXvEAr3nc87k+5vzPoAtqtuFlHqy60joTdZoA8HRRNIvFouF0JuEwz2/mrnbNjkq8FQizZtLUtpAUZ//jR/5bHHHoslRmneyi9/+UuhYEj3Oan2xWgHrVlLau37MKWhJViFQUbtFdYyYbPZhFLtuuuuE7Fgy5Ytwpb4T3/6U0z1VlVVJWIAWQmmUsqRGpo49dRTceeddwp7YnqN9nnAAQdg0KBBJf9eaoKLbsqBi24MUyE4TNHkqyFV22mZ5rplazFpU6/jDMMwCkVLhbeQqQk6/9qEIhsl2KSEGz2ndf5AFaZOpRluJuy5R5WwHCa2GeOMFdM6trphdEcTmH4fDbDWYeTI6I2P6CwcXJXX7zDesji5iYNhGIZRNhQtTjp0hkiGpSqYHLLHuN6iG832iAhr4nFDbGjpjmBLpx9d7iBGWNskM0lY276AHmFEdDpQi2GgejiUxrpAA0aatkKNlNIC7Nhjj4Xb7cakSZNi6yZPnixmvEgWYK2trQnvpeecNGUYZRC0qy8trDRryTa/A/Vmum+Sl5aQH4MM/ZsmlM7ll18uCmSnnHKKiEektCYVGzFr1ixRgJszZ86A+znttNOE5TFZGFOc2W+//cR+mYFh9ZkyUN/ZlWE0pnJLx0AqNykpSgQH8OmmQtv40U7QUXy0qD3rY5BrrpvSLcIYhqlMtFJ4ixirROJSurimn9RlSAk3yWpSJN8iJlRXR5NwUsHNYNBj0sQm1DdUife1b+27YQwEwjAa9Rg2LFpoowTaiKF9Rbd45JrrNhA8141hGKb06A16DGqoi8UUqcmDlG/0PBInanP7wqCa3JCGKhw/tA7frurA/75qQZXJ22s9GUG12Y+eQDRuUVQKVo8Y8BiMLj2CzuJZ5K/xNWK0JbE4lMy6YA1GGrWhjpPLAiwQiN6Trly5ElOmTBGPV69eLX6SOoHmxm3YsEEU4IYMGRL7nOnTp5fsuzKMYrEru7s4aE9/n6SFe6hisMVfjSZzFyoZug+95ZZbxJLM8uXL074veR1dM5xzzjliYbKHlW7Kgc+SDFNm0llLpt3eHUgouEmvZSrcGXr/pdNtbq1Tvlo72YLJkUBlGIZRyzlYkehNCOmGJXS0USJNJEJ7XyN1m9W2FQ5HtBBHBTT6GQqFceCBu4ptaFOPp88CattxQ8U8uN13GyXeT0m4MaNqizpTlRTTyU0bxaLbp7A2WYZhGAVSW2XDaUdMF0k0gmKBVHyj2EDxZO3mvkKUXh+1I7aYjcI2ckidFVRrM+sj8Ib06A6YEYok3UPoi3euZwa2ACM121tvvSUswObOnRtTvZG1pGQBFr/EW4BRIW2vvfbC1VdfjcWLF+O7774Tjw877DAxk2fkyJFC2XDJJZeI2TzPPvusmA138skn8x+NRmErxuITdvAcTIZhGKXDRTeGUaHKLeV70hTeiEAwegx0A3z4HoPFjW/8ccUnSGkGT9rP8OaeMJUDv49vxBmGKR5qL7wJxZ5xPIKhkFAdkKot3laKCm9kN2mxOITyWVIpRBcqwEVE8a2j3Y0hw2rEewxGHbq6usR7q6rsveoEUsZxowTDMEwlscvk4Tjl6FmxRg4pvlCxTVJUf7RoXWx7ek7zWmKqOCrwGPzwhowwhH2oMvkxqLFeKLSjb5DnOL1u9VlwKcECjNRpZAF2/fXX97MAe/XVV7Paz+23346JEyfirLPOwm9+8xtsv/32uPHGG2Prb731VjgcDhx//PG47777xJwfUtAxjBrgImLuBGzFd79IBdvXM0yf0q2UC5MazpwwTBkLbvmo3PKBzoF0IhQ3v3odrGY9PD51J5kZhmHkRPVWkzoDvBgDc+jHmNWTlPCk5xaLBXp9dAi8VECjAh0t/3z4FSxf4sWvf7MXxo5vwvCRdXC53LA7DHC5emAyGWMX1JItZba/N2rkCNoyWxaTajpkK+xi3ecxwWLrHyNdXgucVl9B+2YYhik1gWrlqBiO3mdirzI6JJo1KKaQ3SAVZ6QCnKE3rowb6oTZaBDbUcygwlwwFMRvDh2LL75qR3dnD8IRA0KhiKi1hYxWdG+zf8m+S7OnCoNt3bLvd30ohBEDzFDTsgVYTU2NmNGTDlLEUbGN0T5coFIWoQHGkKiRUsxzC3iNMFmDKde1+2yos2ToVGeYMsP2kspBxdklhmGyKcr1qeaiN8Nk89JYU/pO0EwWYWwxyTCMElCj4i12zGQZaRoDr3EveDzS3BxpFakTKGEane1GdmBET08POjs70eXqwPo17bBYTLDZzPC4/XA4TaJQV1XlFCo52gdZVlICNZ0aOxdldzbK6XRwzGAYhikdoXA0ZUDFNkrk/O9//xO2hK+99lpM/TZpmwYMa7Bh7gFjUF3tjDX7UfFtcK1FPHaHbEJBTd2AJqMeAVM1usccWBRryU53X1a21RNtOGEYhmEYhtE6rHRTDlx0YxgF2UoS6ZKZ2arc4rerqjJh9Kgq8VhKwNIJ2NWTvWKOlAmZ15fHOoBhGKYYqLHwloCBCmqJNg9UaCOFGhXepFk8hKSIqxsUTXg2b+qE3x+Ex+3DNuPqUVdXl9ApF91P8Tv5i2FTzDAMk5Lq6HUyk56eQPTehBowiOeffz76c/78mFrqjc9XY8KIKmFh3NXjiyndCGrWcHu88AYNonmDYgnNCzUFukTDSCqMbv4TYRi1oUWVW1G/kz2F/UOJCdrZ/IxhtAYX3ZQDF90YRgWJ3XxtJU/79RTMnTs5NrOHoPtfiyWaNFXTXDeGYRgmuzji9/uxYsWKhMIbPRwzpgHBYJ9VCq0nNZvFHFW+0Tw3Urvdeu+JaNvij8WNeDo7PSKG7DlzGMaMjM5/S0V8TCmmUpphGIYpLsMbqmPFM2rW+O9LL6LWCvz35RfF89c+W4WlP7Wg3hktytXVRAuZ8U0eZpMRE0fWIBjWIRSmOaMWmEftm/cxGdylSWOsCzSU5HMYhmGyJewov/1wOSz5yVayFNaSWsToi+bx8l7YqV9VcNFNOXDRjWFUoHLLeT+9RbqWVo9Img5zmLBmgxs6nRGvfbgFm9v8KAdsMckwjBpQg9ot0zGGwnXCQlIqukWTnmQPGS1eUZKUim/SNh1bo4W4+kan2LZxUBV+d8UhMBiil4mSTRj9NBppdosFRx00HkccMC7LY0VJoLluqaC5bgzDMKUmXF0aFUOgqniNCUG/B96eTqxfvx7r1q3DCy+8gI6ubvztICvaO7vx4osv4sFn3kJPZxvMkR60tnfBYYvaSYpjCwSitsRGI7YdMxzDhjTBoNehvr4OO44sf5PeJl/65pF0rAvm/h6G0TpaVLlVOkF7funigE3ec7uWim3NA8SPZq18UYZhBKwlZhiNqtyI0aOqhcpt772Hwxvww2IxYtggKxZvdOW9T4ZhmEo5T5eji1MWnNOh030hEp2hUAhWqzVWNJNmsxFSUnTl0qiE2e/ra/ywO0wIBPoaNKT30sw3h8MkkqbDhzhz/l2RZXGoNw9NnZNBa59VccgWyWmumyHNgHOGYRimcMKhIL6dfz12ePaqhNe3bTThlGkm3PRxCHPnzo29vuAFctOw4LnnnhMqN1pc3jAMvfGDFl8gBIMuuh2CEVT7NwtL5C7zUBh7gGCZ8/ZrfI0YbWkt70EwDKMI1G4tGbKnbkZTKlxvYhh5iB8PUQpK+Vlqg4tuDKMQlVsxiM7wiWD0qBps3tIpXhs9wgkszO1mMj5Jmnp9bsnSciBk8XnWL43qul5lGEbjhbeBGjd0Rjs8PdsgEgmKAhvFAVK1iff2Ppegx/bqSKzQJmEyGREMBmIX7VKBjgp4kyY2CbtKk8mQMgYG7OVXL5QCjiuMVtDXRu0DGSbh74XBiG12ORYbv5mPUNCHG/axYKehBkxsiNpGvnWyBcu3mvDNphCuec8Ho9GMeRdckBBn9HogEuyLOWO2GYVNGzeI9wf8PozBFjHj7RsMTfvLp/luQTv/2TCMUmGVG1OpBbc2nx31lvyHkG4JVaHJ0J1xm5aQH/W68s//Y9QDF92Ug/IySQyj8YJbumRpKmvJQlRu9N5gUBp8bkBDXTRQL13VmXAMSprrRsoFhmEYJaE0q8lsj8dkdMLj8Qm1m6Ryiy+e0esEvTZxqg3Td7fAHwjFtpWQ1AnxVpUjRtSIpo5ikhxDCp3rxhaTDMMwuTNo7EzMu+5+TJkyFde8F8CqtjBG10ZTCPSTnl/znh9TpmyP+x54EAceeCC8vqhKmuJGtd0cix/00+ZwwmKLWhlHQgEMHz4cI0aMKOiPJuRWRnfc+pA8YwIYhmFKMc8taDdqquAmuWcUC5eP7eoZdcAz3ZQDF90YRuXoXekrYN2uPmswSZFQXeaLq0ITpwzDMJVeeBsIauLQ6YIIBqNWkpTcpCJbd7dL2E3Shbjf74/N2yFqaw3QRfrsIcgWjNQH8YU6idatPULpRjNDD9xrdPrjiGvkKBXp5roxDMP0o7qq4n4pAWfu1+Gnn3AQPvjoE+yy2+746xeJhSV6PnOX3fDGW+9g/PjxItZsaPPF4g7FHIonUhxZ9cMyVDmsIrY4HHaYzWaxzhAqz7xphmEKQ6sqN61+LzlQoguIkmkJVt61BlNeuOimHPhsyTAKsJVMpXIbqNAmLdLzVCxZ3BZ7LN3s1teY8z5OhmGYSkUJhbdcjkGvD8DrdSUUzZILaPQ8GAzixxVefPpSu1BFR9+r72dNIandaPtddxnW+ziM/fccDbNJP+CxZVJPx1sV5wKroxmG0SKBamV109ssZthsVqxe+QMOG6fDm6uC2P8JN95aHcShY3X4afVKYWHc0NAgYkW1zQyPxyPiBcUKav6guEKPm5qaYo8J2t7r9cIc6pHlWL3uge9zmj3KToCSnSbNt8tryd/ljGGYUqGCeW5Be36p4oAtx2v5IqrT8tl32Jt/g3ibnwu1DMMkwkU3hlFowjSdtWQmZVsyiz7ZGBtkLlmEeXz5WZ/QXLfM6/tfYLHFJMMwWqKchbdsP1tq4jAY3IhETGhtbY3FAKfTESueScW3D19zY/mHLgT8NL8nelkYCoZEspQUCtJ29JOek/rNYjHDYCAlHCnpdDj6oPF5x5Ns7Irlgi0mGYYpFeFq7cxf+fU1/8Inn3yCTc0tWNgcwuwn3Vjqrhc/F20Jide/+uor1NfXCwX04rWd6OzsFEpqycpYgpRt8QU3ggp21WFXVsdidOWXvmj15J8MXRdoyPu9DKNlWA3GVOIct2zY4udZuUz5YKWbcuCiG8OUWeUmF6mKcbMOGBl7LI3o8fkiWSdwC53rlg62mGQYhilmsS8Mg8GLYcPqYLVGbbwIpzM6R6eviAa4uqL7HjtpMKy2qELAYDTA3eNJuGCnxGlPb5xxOBziNSq80X4GNdiLEhPlnuvGMEx/9LWcGGIy0+Px44mnnhaPP1oP3HrrrVi3fgP+/Odb8NG66DYvvPCCKLQFw8Cytd3Q6fVCwUZITRxtbW0x9Zs4p+t0oimE1tWgz51DLjrdxcvorgvWFG3fDKMGtFxwU+p309I8Ny0X3Bim3HDRTTlw0Y1hykwu1pK5qNyI6pro1Qx1ner10eRlbQp7yfgEaTlm8DAMw6gFJdhMDoTB0INhw2pQW1sLp7MK4TCp2wCLxSKKZ5LSbdX3PdD3+MR7Bg2pRiQcQXubC5vWt4MGvMVbUa5b0wJnlS1BKRed2RNJmB+aDM91YxiGKR6BqtI0Iyxd9C1GjRyBjz76GJdccolQPV988cV44623MWb0SHzz9Vdobm7G619txOZ2L7a0ueHxeOHz+0VhjVRvfXGjv/qNUsmNvk0oB5t88hXQNlI3C8MwTBmtJYsJz3MrD60895TJAS66KQcuujFMgWTb0S+HtWSuRbmFXzSLm9vubp9IjNJN7piRVbBZla0W4Dk9DMMomVIW3nKKHb1NHEaDB/X1deKx2WyCzWYWlpBk4SXNa6N5bIu/7puh8/l7K+B2+WA0GFBVbUPAH4wlRv1+P+rqHbGCnc9PlmFRBRw1dEQi8v0+eK4bwzAloVrZc72Uxs/PuALHnnc7dt55Z/Fcar4Yt+0kfPLZF3jin09i1fp2LF/XLdaHwyF4fH4EAwFRoKO5bhId3a5YfKF9kPqNYsngSHOfNUcZWeNrLPchMIyiUaoSTA608N2UPs+tGCq3oFU9yrrmAZTSzUo6WEaVcNFNOXDRjWFUYiuZrcotfrvl37di2eIWuHoC4maWbnqBCKxmQ9nnulWCTRglqg8//HB8/vnnA25LszD233//fsHygQcewH777YeddtoJp5xyClauXFnEI2YYRkmFt7w/Q6fvLYjphYIg+eKbkpzNG33QuaIqN4kLTnwY9978GhxOC9wemgkXgdvtFtZfFqsJK5ZtEduZjEZ8/c36mEXYNiNrsjreTJbFpULNc918Ph+uuOIKzJw5E7NmzcIjjzyScrtf/epXmDhxYr/l8ssvj23z1FNPYZ999hGx5fzzz0dHR0cJvwmjFNhaksmW595dgU++Wy8eSw0YtLS73LDZbEJZ3e0JorO3cZDCg1EP2O12EXOo6UN6b8DnjSmpaR+kgiN0FFJ6H2eDwc2pDIYpNVooSqkROa0lmcJp98mnWNwSKn4TkMFb+MIwTO7wlSrDlIB0ichU1pL5qtxSQeKDFUvbMGJ4dF5HzCpM3NUWTiFz3bQOJUcvvPBCrFixYsBtly9fjgsuuCCWwJZ4+umnRVL16quvxnPPPYcRI0bgzDPPhMejgMw1wzBFLbzluu/4eBKJ9N0Ixs9wkwpuxPLPtvbbh9cTgN1hht6gR1dXJ9auXYuNGzfFzk1V1Vbx/kDAj8WLW/HtgqgVmMNmyrkpJb6JI1MsyXeum89TWJevEqE5SosXL8bjjz+Oa6+9FnfffTdee+21ftvddddd+Oijj2LLPffcIxLeJ510klj/6quvin1REY7izKZNm3DDDTeU4RsxDJNMoLp4idWAs/CGt5Vrm0WRjIpn1Njxyber8eOGraJBo7Wz78Tu9oVQXV0ds5RMiEO9jyW1G/2khTZzRvgal2EYjaJya8lKxe3tP56FYZQMK92UAxfdGEZDKrdU2/+4qgPBYChhNo9Uc4tP6qab61YuZYKaLSZJjXb88ceLhPVAUMLzhBNOQENDQ791zz//PE477TTsu+++GDNmDK677jqhRvjmm2+KdOQMwyih8FboPgc39SU4A4GQuPAmay9KlNJjigmtG1PPYWtrcaF5QweJosW2zz34LUKhSMySUlIltLa6YdBHk6ZGkjMwRYUS2s8++yyuvPJKTJkyBQceeCDOOOMMoVhLhhQngwYNEkt9fT3+9re/iW2nTp0q1j/44IOigeOggw7ChAkTcOmll+KHH34QikaGYQonXK3NxCr1XzhtFhEH6HxBsWBIvRNVDouwiAz2xgrCH9ELlZvH64slf6gIR64bCfckOsmJIzqD2q8vjZqj2ZObsmBdoP91OsNUGlpXuWn9+0kE7eXLs7BzIsMUHy66KQfOkjCMwgtuhdLd6YPRaIjd0NLN7dw5Y4r2eVq2mHS5XAkL2Uem4osvvsCuu+6KZ555ZsB9fvDBB7jllltw6qmn9ltHidAjjzwy9lzqEO7ujs7LYBhGe4U3OfY1dCiEAiFqMdk3M6e9vV2s97iDad/r8wbQ0FSFgD+aJG3e2A1Pj0/s44O3VohZb7Svzk4fBg1yiCQsrUulduv7ThFFNWkoyWIy27iybNky8XvfcccdY6/NmDEDCxcujKlFUjF//nx0dnaKIpv0eUuXLhVFOwma0fTf//43dp3AVAYVbS3J89zyJhR3vqHC2547jkV9tV1YTOriMgtGkz1qP9neLrajx6SqpcdSTJIK/dQUQq9t0dfDb8pvlk3IXXp187oB5vIwjJaolIKU2inmPLegTV/wPLdiMNA8NyXQEuQ5skzp4KKbclCvlIRhVEIuCdRU1pK5qtzisVoNqG2M2oFRYlSa8UM3xRazHj5/7sldsgQLqbCBl5K+xkB+iV9jMPq+vffeO8Ha8bzzzsO8efP6bS9ZeGXDvffeG0uMJkNze+IhlQMlKSjRyjCM8s71mW5Gs91HXu9LsiqmQhtBCrU4QUHMXtLrSm9j7HX7sfL7TXjx0e/QsqUTna1e/OuejzFkZC0+eX81Vv7QjDknTcbgKjMaGmxi/z09fvgCIdl+D9S8EbIVXqgji0mLTT7L5nLGlZaWFtTV1cVm9BGNjY3CypgU0KRoS4b+vB966CHMnTsXDkc0WbZu3Trxs62tTais169fjz333FMo6EiFwjCMeghUlb5Q/vRrC3DuL/YQ9xOkdKPGPjrXWCwW7DNtBF7/Mmo7bNT5xXodIqKZgM5dYp5bgOZM68W5S5rzJp3X3KY6WY7R6zbDau/fwNDqcaDR1iPLZzBMJVEJBbeif8cCrCW1Ms9Nqyq3Np8d9RZ3uQ+DYRJIHl3DlAcuujFMmVRuqea5yc1xp26P0WNqe63FDGI2ORVtTEYDqp0mtLT5Cv4MmsVTrO4iUi8YrOkVGaXm/fffT1ACxCc/iw2pGUgRd/rppwvLMIZhlIdUNMun6CSnWs7nA+x2UqD1KQikmTkUD1o2pC9E0Ty32nqHsJLcujmanFz89QaxRBwWNG90IRgIY9a+o2PFvQULN4vts4Esi4O2/k0cmWIJqaVD1kiCSjpi04YVYrZxhQpzyeuk5+nUcZ9//jk2b94s7I4lenqif6Y0w+3iiy8WVpQ33XSTUFbfd999snwnRvlUtMqNKYi3v/gBZ83ZWZy3yPZWKpyJwpvZgAN2GoK3v92MemtQFPcp/nR1dcHr9YoYRIo4ep/0nngcIRc6Ie/fzU63FTX2gRsYN/lqMNTSGXu+xteI0ZZWWY+FYRimkq0lK6HA1+Z3oN4cvdbe4q9Gk7krr/00h6wYbMi/+Z6pbCSlWyk/j0kN20syjMpm/WQLKeTeeXV19DiMRuj1BtFZKtlQVTmMWR9juea6KQ2n05mwlKro9u2334pi289+9jNccMEFJflMhmFKpHD2hGWPFT6fPjYzR/oZCoVF4Wbdug346fuozWQqzr3qUAwZUQd7iq5afU+0UWPo8GoMGeaE30+FvAheemlF2a2Y1WoxmW1cIRVJcnFNem61ps4svP766yJuUGFNgq4HiLPOOgv777+/UE5T0e3dd99Fc3OzjN+MYSrTWrKQeW6B6uKdlwJOeVRxXl9QqNU2btwo7isIOtPTY1r8YvYnFbuiTR7S/DfJSlKaMUqxSbKd7PRFVdhWXeI5zuhO/ZhhmNLBKjf1qNwKtZbMRKHWksUqgqnBWjIVzWxPzDAVARfdGEbBs9wKsZYkNq7rxuIF0SRadXUVdthhB3R0kN1LCK6eYMbvV8gMHi3PdSs1pFQ47bTTsNtuu+H222+PJTgYhlE2UjEtXUFNrmJbKtV0Z6ceHR36hM6zUNAAk8Eu1GkBX+rP1el1qK6zRi3A/OmVZHqDDtW1Vqxc2Q6fTzlqZC0zePBgMRuJ1OrxlpNUcEtnC/nhhx+Kwlo8klJ67NixsdfGjInOeSVVHMMwTCZOO3Q7USAj1SwV3wh9rLkjhMG10QxoKAz4gxFs7fLF5rhJSAU4ajKg1z0hPSgqmcDxhGGURCUU3Jjs5rkxUVy+4jTHbAnxzDdGPnimm3LgsyrDlKHglipJmmqeWzboXOllaENHVGHqjkPF45qaGmEFQ7Yu7e1+dGSY6TMQZAmmVPWClvjhhx/w29/+FnvttRf+/ve/xyx8GIZRbwGuGMq2ZDZsNGPZlwZs/EkXS3QG/Tr4vBH4PWH4vanjGdkQ1zVUiVjhcae3H6Y6HiVZmxqt2NLSk5Vlcq6NHKmaN/Kd65aOHoWo3bJhu+22E+qQBQsWxF77+uuvMXXq1JTNGGTrRvPbkmeADhs2DE1NTVi2bFnstVWrVom/J7SO0T5sLckUwvBBjlhCh9S2nV3doohGDQFUhAsEo7HAEwBMhqgyTponKlkdU4yJtyJa4zZgiXEyVpm2zeoYjK7ypDDWBRr6v8ZqBUajVErBrVK+ZzlRq8otUMF5KEbdcNFNOXDRjWGKRLGTqlRsS1dw0+mBA46ZhNPOmyFm+kjdpDRPYfvtx8HhMCAckrGIyHbTWUPKBPpzyIZrrrkGQ4cOxeWXXy4UDvTeXN7PMExl09Hal9gMR4CetjC2rA0imHoEGAL+IFyd0biydYsr5TYWC1kV68Tst0GDnaivs5Uk/iWrpStNJU0NM0cffTSuu+46LFq0CG+99RYeeeQRzJ07V6xPjg0rVqwQlpQjRoxI2A8lvU899VTceeed+Pjjj0XxjfZ5wAEH8LxQhlERgarynANtVqMosg0fPlw8b+90obXTLQpwFG82tkZjyA/NQXz9UxCd3r6CGyHFJPopzRnd5DUirC99crPZw8oChkkFF6K0aS1ZjHlu2VhLqgGdt7LuKxhtw0U35cCle4ZRoK3kQNaSycU2eh5x9l3Q0f3sbgeMET+3troxqMkZnbPgD8BkMmLp0k7MGD8Mp5++B6qqrFi5rg2X//V/A851C+Z/zRhLmoas/X+XlDyN2DKrJLTCrFmz8Kc//Qlz5szJuB0lUGmWG7HPPvskrMvm/QzDaJ+B1GXubj0iEVIV6GGxhKEPRotlQJ/S2VllhavbC113dGBOTb1DXKg3Ok3o7i3AxVNvjzZtkMUk0dnpy/244+IJKadDtr4GjkK6VkkZbbBq156MGjCoQHbKKaeI+W/z5s3D7NmzU8aWrVu3CtvJeEs3CbIs9vl8uPTSS+F2u7HffvuJ/TLap+JVbhU6z01OHFarUKpJDX1bu9owdEgTwsFoXDGRvI0s7jsi2NgRwo7Dok0YdC6i+5Jul0sopek5qePaO7qgiwyFPuxFyJB7ADC49QjZyzdDuxiY3RGE/fnde5rNpb9nZRi1wsXF7KwlM81zKxdqneXGMKWAmppoKRWl/Cy1wUU3hilxwa1Qa8m06rb4wluETnzRztKa2uhNPCVRHQ47Ojo6EYEdhx4yCYMaq0QxbrsxTQnfN2DXxezAgnl2L5E1WMgmz+9OzRaTy5cvz/hcghKl8YU0mruTbluGYZhMSDElEiErr+hregPQ0xWGtff8LnHhH49CS3MX7r9iPhxVFoSCIRhNRrS3dKfcd8tGF8JkFUb7DoXx+RcbMh5LfEwpF2QxabHlb6msJLXbLbfcIpZkkuPFoYceKpZU0LXBOeecIxaGYbRPwClfB7/b3SOKZXT/QGra9i4PLr/rNUwa4YDDosNn37cmbL9xqwvjmgzCHpd6AMI03623aEfFf5vVjKEbFwP+Hmyu3wlBFLf42OpxoNEWtUVOZpOvBkMtnbHna3yNGG1J/D4Mo3W4EKUMlZtWKJa1pBI+s91nQ50l+7krLcEqDDKmvr9KRXPIisEGdjhiGDWjvJYFhtEAxbaWHBAdhP1XJBxBMBgtvklDy12uIM47dz9sv/2w3q7TiNhWyXPdGIZhmPwI9N6rdbfrEQkDVQ2JydeRYxsxfZcx2HGv8fjbi/OEEiHoD+Giv50AvSuqfouHGjq6O31CQbdhXRfa12d/88gwTPlglRtbCcrBhws3iPuH2CzJSAjLfmrBCx/9hKfe/hEh8jKO/3sH4McffxLz3uhehGwoJVtJ2gf9rDYGYIwEYAwVdnMRcvfZq3nd5tjjTndxM7A8143RCjqnHZWC0ouLarCWVIvKrRyFP6Vh8kZg8hSwpJkHzigTtpdUDlx0YxiF2Urmo3Lrtz4CeHoCCAbDePruL1FXVyesYDweH0aObIzO4+m90SV8/iCsFmNZ57pV2nwehmGYYlpLSgR7N6uuD4NypMlugw6nFXWNTuyy3yRU91pLmixGjJ86HEZz6rjQ3eWD3xfCO/9bhTWrO7I+JlJP56qYznWum5qV0QzDqJdCrCXVMs+NmP/RWmzt8sDrC2Ll6tVobmnPuL3N4KfbEnj8YfgDtESwefNmoZaj4h3NouxxucQ2CCnfHnhdoKHch8AwDFMyMllLDjTPrZKKXW2+1AXrLf7qtO9pDtYkbhvi5iBGHrjophw4M8EwCkySZprnli1Lvt6EmT8bhZHj6tDR7hKFN7PZCJfLC6czegUkzXqx28wwijk/KNtcN4ZhGEZ+vv9Kj10PACxWAxpHRWC2ATVNenRuCYu5bAZj9Ny/xyHbiwt0mv9GsaF5fXvKeWDEwq824ojjJsPhHLizNtd4UuhcN61bTDJMPlS8yk3hqGWem8RFf31VNOsFAwFs6ch8z+IOmWHRB/Dq90Y0Wn2Y0mCE12OMJYRcLpfYju4M/GZOODIMoxGVm4qsJTPNc1Ma5Zrl5vaaYbf6s9q2ze9AvTm1jTHDlALpGqtUlPKz1IZ6zq4MoxKVW67WkrnMcxuIE363D+7/71n406Mn4fuvN4nXpu8+EiNHDRXKNrJzef+tJeKkKA277O4t8AU6fJCbZJUCwzAMU9wGjuSYEgzq8M0H0Ythk0UnCmmNI6Ln5hGjqWNfB78vIOa40TqzxSwsJEeOHYyfnz4Luu7+FpPNK9uwYW0n2ra6ZYmFbFfMMExRqWBrSTnnuUm0dXmwsaV7wIIbsdlXh+9dI6Le9wgjFA73xpkwVq3dhObmZvh1JjTX7ICIofTFx2ZP5f7dYJhKROm2kgRbS+ZfcKskdR3DpIOVbsqBi24MowJbyWysJYmd95sIvzeAxsHVGL3tIHg9AUycMhpmc3SuAd3gtm1tR0uLC11dXpFYNRoM8PuDCIUiKb9/Jjuw5EQpW0wyDMMoD1+LHwFf9Fwu5uj0CtRMwaBQKlis5qjCDToYjUZRhCOGjRmUcn8bfurEA3//EhvWdpc9prI1McNkhlVu2rKWVDPV5qC497BaLKLJw2K1Cc9jU9gPo7fPqricbPIl2n2t8TWW7VgYhlEpKlK55UuprSXLpXArN81cRWQYVcNFN4ZRWMGtEGtJd7cPnp6o7H32MTuitqYWJrMp1ulAareZe4zEsmWb8NZb34vZblarCW5vADZr/jZhuZI8l6cUiAGw7jyXHOcQMQzDKA2/O2opTIvJHL38C4eiigOKD4u/WI1IdKoOzJZo3AgFooq6VGq3UjHQXLdUpJvrRhaTcsJxhVE6XHDTnrVkOee5FcqabqeIQZINUX2VBZIm2unZKH4aVerItS5pNg/DMMpDayq3YltLZprnVkpKXXALe4sXZ1uCrK5mig8r3ZSDMs6iDKMRMtlppbIDy9ZaMhuVm9ifSY/uDjc623swZFgdhgwbBJPJFLOSpKHlFosJL774Lf7vuW/FfDc6IddW2zDnsO1RDNhikmEYpjzWkvH44uJTVb1eFNK87r7ZBE/c9rpQIAj1gcUsfq7+flN2xxT3uQPNLs2kno5tU/hYU4ZhmChsLakYQhE9XN6QaAIkOtrbEdJZRbtHyOws2XG0egpLvK8LkDUzwzBMeVVuIfvAzWRBe+pGtGIipzgrl4JbqURhLp+65rAylQcX3ZQDF90YRkEqt0JZv6oVnWLGji52siWrMEqeEvTYYDBga5sH1GTqcFhhMkVfO/yAKVl9hjG7+l/esFUYwzCMfOh7ovM6/R7EEp2hYDTWhYIhhEIhfPnuMvR0ekU8oLghxYwfFq4bcL+FEB9PeK4bw8gLq9xKA1tL5obHH0EgEMT6DRuwyWdGR+14tFeNx9b6HQZ8rzFOdG109aUxDO6BUxqd7gr1JmMYRjUqN61YS8pVbNOKpeQWf3Xadc1JKuktIW0o4Xw+H6644grMnDkTs2bNwiOPPDLge9avX48dd9wRn3/+eew1v9+PW265BT/72c+w884749xzz8XmzZuLfPTqh4tuykGv5L8kt912G3bbbTfssssuuPXWW2NqnVT88Y9/xMSJExOWJ598sqTHzDDFsJbMVuVGWGxmTNllNGx2k0iaSglWycqFkqt+P833cQtFw5KlfSoGrz8Mkzdcsrlu5bCYZBiOLUyl4moLxy7AO1ui53qyI25v6cbCT1cKhXTAH4zFDdpua3Nn7P35WExmUn8Xu1kjncUkw1RCbOGCmzZVbmq2lpTY0OrBDytXo9WlQ2v1dvBZGtDjGC7b/kPuPuWH1x2dac0wakRpcUXNlKzgVqDKTQvWknKozeQsthVb/dbu0/78vnyg89XixYvx+OOP49prr8Xdd9+N1157LeN7rrvuOrjdifebd955J9566y1xLvz3v/8tnLvOO++8mE01kxouuikHxWYkHn30Ufz3v/8V/zjpH9Yll1yChoYGnH766Sm3X7VqFS666CL8/Oc/j73mdJbOpoJRP4Wq3EqVXMzEnZc8j+v+ORf1Tc6YWkG6OJdUb42NNaitt6LVG8JHH/6A6dNGivUOuwnbjGzAipb2Mn8LhikeHFuYSsXn1iHgi8Bg1CHQEbWVPObsvdE4pBYGvR4BXxALP1mBXfaLqp6XfbsGWzd3yRpjA3Zd3jbFIVskoWkjZM0vZtNcN4stO2tnhskWji1MKea55bRvpzILdGGdAWEYqCMwuiiAZk8VBtu6065f42vEaEtrVnPdRuj7bJvVoka4/vrr8cYbb8BqteK0004Ty0BqhCOOOAL33Xcfdt11V/EaJUpvvvlmvPnmm+Le8+CDD8Yf/vAHOBzRYge9TonSeA466CCRUGVSw3GFUaO1ZLmKbdkW1/K9f8iGNp8d9ZZo0ajN70C9WZ4hpc0hKwYpI1xmBcWDZ599Fg8++CCmTJkilhUrVuCpp54SsSEVL730Enp6+v++nn/+eVx55ZWi8YC48cYbsddee2HNmjXYZpttiv5d1ArF4UxNGsX4PEZlSrcnnngC559/vpCjUnfPxRdfLP6RpoOKbpMnT8agQYNii83GXQeMMmwlC5nnlgvBQAh2pyVWbIu3CZPUC2QfZjJFb8Q3burs64SADoMHRTuCrRZjWee6scUkUyw4tjCVOM+NIHXbFy97hbWkrT56o/7qk5+JnxvXbBU/p8wcK2IGLUNGNmDQsFpZj59htIqSYgur3EqncmNrydwx+tphgB9h5fb+YpMv0e5Ly3Pd5FIjUMGN9vPwww/jsccew6JFi/DnP/85tn7lypXYd9998dFHH8UWUmYx6ograoZVbuqwllSqlWSAnTMScLlcCQvZPyazbNkyIZwhq0iJGTNmYOHChSmLM+3t7fjLX/6CG264IeF12pZe32OPPfq9p7s7faMMwygJRV7tNjc3Y9OmTcKzNf4f6YYNG7BlyxY0NTUlbE//2Ok9XOlmKnGOWzxWhxnWpK4nCnjSXDdaAoEA/L5g77poYY6wWUyw20w49qAd8NsTZyEUiuDgix6Ez5+iYOghy4ESfSmGkQmOLUylkTx3LRwipVcE9ppo44WzJnoiv/TOk4AIxHxPifqmavz+L8fjipMfyLh/yQqHin7B3vhDxcGgI73KgiyLgwPctJNVcS434NSsEbGF+llMGqzReMcwlRBbuODGKB0jookyv7G8RatWjwONNnlUCGpFTjWCyWTC1Vdfje233148P+aYY/D0008nFIQmTJggCkGMuuIKo06Vm5qsJZVacCsWLcEqDDKWtmhk8IRh9OevRjKEovdte++9NzyevvkypGCeN29ewrYtLS2oq6uD2dxn8dzY2CiU1R0dHaivr0/Ynho0yLFu/PjxCa+TaCC54EbNCLRvss9lBraXLBVs96kypRv9IyXiLyboHymRamgiXcRRMYEsDmjA4pFHHilkqAxTKuSwlix0nhuxw+5jRHCSVG3xhTfpREjrujp9IkHq84XEbDfC7w9ixY+tOPfkvcU2VqsZH/xjXlZz3ZLhuW6MEuHYwjDAgjd9+Ob/OsSv4sfvN+HqUx6GxWKCxWqC1WaOdRaS3WRPd2LRLp+5bgNBTRzpZoQWC7KYZBi54NjClMJaUgvz3IiQvgoR6OG3Dstqe6P8YaciKKUagSCVHL1Xsp+kMSGSHZiUr+GCUPZwXJGHSla5qcFakoptchTcij23rdRsCSl3Hu3777+Pr7/+OracffbZ/baholx8wY2QnifHok8++UTs55xzzhnws2m22yOPPCLGSiXvn0mEcr+SxWQpFi66padsZ2Kv1yu6cVIh2RXE/0NK94+UWL16tSi6jR07Fr/85S/x5Zdfik4rmul24IEHFu07MOqnFCq3THZgcjNhxxHipEdFMzrx0U+fJwBzjTlmMwnoIDU9rFmzFd3dHtTWOmA2GzFhDHUfRi0pJcXDDuOHYtGKTRk/lxKlIVtuM3nyUS0wzEBwbGGYAejsy2COnTwMZ111WOx5e2s3ahucouDW1tKNB298SZamlHw7Zos1141htBhbWOUWR4VbSyp1nhvR5dwR+kh55p51uq2osfdvcsyGbOe6bQhVo1ANn9EVgimF00hW7+09DZVSjRDPZZddhhdeeAHDhw/HueeeK16je9Iff/xRWEref//9CIVCQklH1omVnDhVQ1xRMyUruGmMTNfsmawlcy18qVHd5vaaYbfKH7+agzUYbIyOfUlHS8iqCJs6OqfEO6OkwmKx9DtPSc9pdmj8OfCaa64RTRvxr6cruP3ud78T57fjjjuuoO9QCbDSTTmU7d8tdVDNnTs35bpLLrkk9g+T/sFKj4lUvtRHH3208AivrY3OHpk0aRJ++ukn/Pvf/67YiwxG2baSxZjnRjSva+83441mtYVC4Vhw9CR9tsNhERfx1OloMOr7zYM7bt8dsHjlZoRLKE9mmHzh2MJolULmuaXjVxfNxohtB4tzPZ3zvS4vdI1V8Pn8uObUh9DaO/dTzrgbsKtoEjjDqCS2cMGNUQ16A8JQXsGy2VOFwTbtzIghNUJ8YjRVcSsfNQIp2DJx5pln4sQTT8Ttt98uHs+fP1/YJEqf9fe//10o4WieGyVcr7rqKlQqSo8rTGlUbsWwlhxI5ZbJWrIUyFlwy1TsK6YCzuWzwGlJdATJxBZ/NZrMXagEBg8eLJTR0pgbqcmDCmvV1dWx7Wj257p160QDRjwUO+icJqmqX3nlFVx66aU44YQTcMUVV5T426gTSYFWys9jFFZ023XXXbF8+fKU66jjh6wL6B/miBEjEiT2qXzAKVkkXWBIUJfPZ599VpRjZxhF4XIDTrt42L7FhY0/tqGtuQvDxzbA0x3AyAlN8LoDMJmi/9xfnv9twtvb292orq4S/44uPe9gsV28HeU+O47D4HonNm3tLspcN1YrMHLCsYVhsueT1xdj8szo/A+KAY46B7Y2d+LaXz8se8EtH4o5140sJm12biZhsoNji4pQgcqtUq0l4/E7iteAEXKbYLBHm1G8bpp3nbsyYZOvBkMtmePgukADRpq2QomUS42w7bbbip9/+9vfsNdeewnFFZ0/P//8c9TU1Ihrje22204k6KiwdPnllw94nFqF40rxUJPKrRjWksUgk8qt0mn32VBn6e+R3+Z3oN5cebND6RxPxbYFCxZg5syZ4jVq2pg6dWrCGJwddtgBb7zxRsJ7Z8+eLZoy9txzT/H8008/FQW3k08+mQtujCrRK7UyPmzYMPEPU4Ie02vJQ2OJO+64A6eeemo/j3IqvDFMsVVucsxzS8WA89yo2EZLHOFQBCPGNWLI6Hp88/5KLP16LQwGPYym6D91usH59L3VCe8J9uYiKQDStpLiQfgA9xbeRjQlFrXlnOs2UAKVYeSCYwtTSeh7Bu6+/PDlRbFkF537LRYjGofUwuaw5vU5uSju4ueElmOuG8NoJbawyo1Ri7Wk3BhdfakMg1uRaQ3VqBEkBlIj0Pw3aQYcqRGoGEeFutdff13Mjou3qaSmaNo/QY/7Rh0A48aNEzaWnZ3lb/BRIuWOK2qmpAU3BarcBiKTyi1fO/hcFGWlUrmVizZftBl+IFqCyp3bViikxiWl2nXXXSfihzSLTVL2UpyhZg6KNaNHj05YpPNfQ0ODiE2kbNt5551FvKH3SUsqm12mDymfW8qFSY1ir07JluC2224TXVG0kEVBvPy+ra0NPT3RrgGS0lMX1cMPP4y1a9fiX//6l/ASP+2008r4DRilUkpbyWznueldOVaokopt0vMfv9+ErnY36gY50dXmxqv//FxYS1pt0ZluVHTzeIIJCdKqqujVSvwATJPJJLanW6Ovvl8Hj9ffL0maTDaJUprJUy4MnrAokOaz0HsZbcCxhVEjcs0G1XUnxg6vx59wkUzxYu3KZuy417bQG/RZ7aOU80yTYwgppQvB5y3M8IHjClPu2MIFt9Kr3Bjt0OpRjxqm2GoEiUxqBDpPSQtBaoQLLrhAbPuHP/wB7733Xuw9GzduFAU3Kq59+OGHQtUVP2Pu+++/F4W45LlxTB98z6J9iqFyG8haspxoveBW6Fy3eLaE1H09QyrmKVOm4JRTTsH1118vZoqSio2YNWsWXn311QH3sXjxYhFLSO1G74lfvv020b2LSYSLbspBsWfk008/HVu3bhVDf6kL+9hjj03o3qHnNMiX/vHShSB199x5553iJw3upZtdqQuLYZREwfPckgtucZC95H1X/Rc9XR40r+sQr3393g/Y46DtxYlXrzeIAl/Y2XeVotP1dSeQX/Lhhx8ubp5E0U2nw44TR6D5iXdQTDJZTAq1W2XfEzMywrGFYRL5951v4qQLZosYYLGaMHh4HU6+4CB89MoibFrbJsuvi5oX8u2ezZVcLCYZRs2xRV9TBXiKMyOYSQ9bS1Yua3yNGG1phRbVCDfffDO2bNki1Ah/+tOfxHpSE1RVVcXUCMlIagTiF7/4Bf76179iyJAhYvsbb7wR+++/P8aPH4+hQ4cKK0ua33buuecK1dytt96KM844o+TfWU3wPUvuaFnlplRryWyLX3IW3CqxKKfG+HLLLbeIJZl0Y6aS102fPj3jtoz6Z7r5/X7MmTMHV199tWjOIegagZ5TQxCpu0ntSIXW+BmzdM1C202bNg033XQTRo4cGVv/2GOPicZGUt8fcsghYl+pZqGi0otudMNK1XFaUvHOO4lFgAMOOEAsDFNKlVuxrCULme22esmmhJcf+eP/sNuBk0Uhra21//DWc897Cv966jd47bX/iRPeSy+9hCOOOCKmfjDodTjzyF1w8xPv9nuvXHPdGKZUcGxhtEahjRzzH/wQYycPx4y9J8JsMcHT44XFZkZNQ5VsRbfkOByw64o2141hygHHFgXAKreKsJY0uknJkf/7O91W1NhTO4w0e6ow2Natmblu2UC5Fiq6kRqB5sAlqxGoAEf3hwNx4YUXimbN3/3ud3C73WIfVGQjaL+UAKMk2THHHAOHw4ETTjiBi24DwHFFu3Pc8lG5KdVashyotaC2xV+NJnP/fBzDyE2pLR/z+Syfz4eLLroIK1asSNgPNedMmDABzz33nLAmpYZGUkZSAY6Uj7SerlVobuw999yDc845R+Sw6RqErK7vvvtu/OUvfxFNQXSNQ4/JCrtcKLboxjBqtpUs+jy3HNj5wG3R0dEh7DscVeZ+6zs7ozeezz//vPg5/7nnhNot/mQdDGVXXCSLyZAtc7KU7MFCNvX8WTAMw5STfGwas5nnFs9tv38aP5+7O0wWA9Ys24TLHzwDdSnihdyQZXEwRfdscizJVynNMAyjZpUbw6hBjUCYzWZcdtllYkkFKd4effRRGY6YYRSAQlVuSrWWVGPzXNhrgN4avQcLeI0wsWMGw8jGypUrRcEtuVj32WefCQXb008/DbvdLiyqyV6UCnBUaHv22Wex/fbbxyz5qTFozz33xBdffCGUck888YRoIiIrf4KsTUk1fskll5RN7aaedgaGURlFmeeWwVoyHR1be8QcEUnyu/M+2/TbprvbjZdffAG1VuDFF55HIBBVTtB7qGPAaOjrnM00160QMs3m0Xm137nLMAxTTAaaxfb8vW9j06oW/OH+0xEKhvDdpyvy2le+yjtSTmdDvrNByWKSYRiNolGVW6DKoEmVm99R2hnPXnfxm0gYhikfrHJTrrWk3AW3bD6zmEo4tze3eNLmT6/AbAlmvnZR+1w3pvz2kqVccuGL3iLZM888k/D6woULMXnyZFFwk5gxY0Zs9iytnzlzZmwdFdJodiCtD4VC+O677xLWk0Up5baXLVuGcsFFN6YiKIbKTVHWkhmKcls3uUThjNRuZPdx5NzpcFRF4PV1iiXY3orLL78NHV3d+NtBVrR3dmH+/PlYs2YN3nr/c9Fp0L6lvSxfh2EYhild7Bg9ZTh0ep1Ydjt4Bxxz9j4ifuSrrMtHpScHYhYowzAMU7GE3NlZsbV6HDnPdWMYpoILbipVuWnBWrLQYprczhguX596vd3X9/eizZefB3JzsEaW42IYybGslAtBc9TiF7/fn/IP46STThKz2pLVZzRLtqmpKeE1soncvHnzgOu7urqEZWX8eqPRiNra2tj7ywG3/TKaR0m2koXO3skHvU4nOg9iVpHBIF55948IBPuO5cNvgW0bTThlmgk3fRzGiSeemLAPg9GMaSfeCL0h91MGW0wyDMOog9ee+AjHnHMA6Lr557/ZH7WNVXju/vdka1TJ96ae57oxDFNulRtbSyofg1uPkL30TZFqn+vGMEzpCm7lmOWmFZVbsSF3pUivpaTWoPuwkC//+GgMlVahzqhzptvee+8Nj6fPvua8884TtpDZQu8lu+p46LlUvMu03uuNOshlen854KIbo2mUVHAreJ5bttaStJ2zr7vG0+OH2RS9uBMnI3cQkwYfjGWb/wdEgrhhXwt2GmrAxAa9UDS8dbIZy7ca8c2mEK55z4eIzoRtdjombcGNLMGCtvxm8STDs3kYhmGyV4rJ3cjRuqEDq5duQN2gKtQNqkZ3e0/RYnPAnv/NW/Js0GxjB1lMGngmA8MwKkCr1pIDESyxaCWZZk8VBtu6Y883+Wow1NJZ1mNiGEYbtpLFglVupbGWlIMt/mo0mbvKfRiMxsnH8rHQzyPef/99GOJGE5mTCmADYbFYhENbPJTDtlqtsfXJBTR6Xl1dLdZJz5PXl2ueG6EOHTHDMHnT2epGJBSdzRbwB9GyoRvD6qZi5+3Pgd02GFe/68eqtjBG10ZPB/STnl/zXgA1DSOx/YEXYtA2M/hPIAdI1kxyafITnjVrFh555JG027755ps45JBDsOOOOwqF4ZIlSxL2c+ONN2L33XcXyzXXXCMsQhmGYXKxesw4zy2pocNkMqBxSB0cNTY4avKzR8mF+Dmh8XPdqIGjELRoMZlLbFm+fLmIKTvssAOOOOIIMZg6FQ899BD222+/Ih41wxQRlajcmOJhdOWezuh0KzwryzCMJm0l1aRyKxQ5VW5KL6QVE57rxqjJXtLpdCYs5hyLboMHD0Zra2vCa/RcsoxMt37QoEHCRpIKb/HryeWNini0vlxw0Y3RLMVUuQ00zy3bOTZ6V1QCKztJSdTONg8i4Qg+fHU5HvnLx+I1h60RM6ecDadjJG7/LJiw/V+/CGHX3ffAVbc+AlvVoIxJUqY/t956KxYvXozHH38c1157Le6++2689tpr/bZbsWIFLrroIpx99tl48cUXsd1224nHkiSb3kdDRh944AHcf//9+Oqrr/DXv/6Vf+UMwxSFoWMaMXzM4FjHWnW9A0MbUxfeMhXyymGlXAlkG1u6u7tx2mmnYdttt8XLL7+MAw88UNh7bN2aaH9GM1tpHwzDFJdAdW6JVi2r3PwO9VtUpZrrRhaTDMOUBla4KdtaslwFN6UW59r86QvELcHSNA8xjBqYNm2aECFIVpHE119/LV6X1tNzCcqbLl26VLyu1+sxderUhPULFiwQc90mTZqEcsFFN0aTqNFWMiPZWkumobrejggiGD62PuF1nU4Pv28rDh+vx5urgtj/CTfeWh3EoWN1WL3iB7z79jJZfqc0jyeVPVgqyCZMzZAS7dlnn8WVV16JKVOmiGTnGWecgaeeeqrfth9//LFIih599NEYNWoULrzwQjEcdOXKlTF59i9+8QsRPEitQKqFdGoFhmGYQmNLy4YOGEz63o41wOf1Y+z2I/JW2OXShJJPHMkndpDFpNZjy/PPPw+73Y7rrrsOo0ePxvnnny9+UsEuHircUbMHw6gSVrkxOeB1p++2bvWwRR3DMMpSuWVLJVhLVhLNwZpyHwKjAeheXrKYLMUi1/y4XXbZBUOHDsXll18uBAokPli0aBGOPfZYsf6YY47BN998I16n9bTdiBEjsOuuu4r1J510Eh5++GG89dZb4n10L3z88cezvSTDVALZdP6nnedWAGfcMBsmS7QLdvyUIQkqu07Xerj9PVjYHMLsJ91Y7KoTPxdtCWFj8xb8tLqv6JaJeEswOWzBlIrL5UpYUg3kXLZsmZAxk12kxIwZM7Bw4cJ+vsokgaYCG3Vj0Lr58+cLGTYV4KT1r7/+Ojo7O8XyxhtvcIKUYZiiqclCgZCwIibCoRDam7uwZtmmkqnEcyFd44baLCaziSu5xhZSSO+///4JnvrPPfecGG4t8cILL4juQOkmhmFURYkKbuVQuZVadZZu0QIhtynvuW7x0Fy3UmJyhWDqznNxydPowjBKRY22kvlQTmtJVrnlR7uv7+9Km6/4Fv0MozR7yUIxGAy49957hRBhzpw5eOmll3DPPfdg2LBhYj0V2O666y5xX0v3sGQdSeul/MVhhx0mnMNoLA+5vpBw4ZJLLinrXxR1tvsyTCWp3Aqkp8srToJ0IrLaLNjvqMl458WlYl3z1uj8sI/WATfddBPOOedc3H//fbjqqivF6+1bFsM+fAy0gNEdQsiX342osdd9kxKWkvUjQXZd8+bNS9iWAkRdXV2Cf3FjY6OYxUNBob6+T2146KGH4p133hEdGRRgSBJNNpI1NdGb+0svvVTsX+rcmDBhAv7xj3/k9R0YhlEXcinEcmX96i0YMbZJnJOaRtRj/cpmwGkvSqwO2DMndqmBI6TgUUqliiu5xhayjaSbjKuvvlrEmOHDh+Oyyy4TRTqira0Nt912Gx599FF89913eR0/wzDFQcvWkvlidJNaI/1zhmEqA7XaSrLKLXfktooMWeXLEbq9Ztit0SY5l88CpyW120c6tvir0WTuku14GCYZOQth2VDIZy1fvjzhObmzPPnkk2m3p3vn+EbSZM466yyxKAXWEzOaohQFN7nmuZXKWvKbd6NWhVR0o5PhfkdthwlTozN7unvWo6G2Ee+8+y66XWNFkvXiiy/GBx98iG1Gj4Kna33a/eY6100LFpNk90iqNGmhLopkKHmaPDBUep6sYGhvbxeJVOrE+M9//oOjjjpKSKSluTtr164V8mqa30MyaUqu/vnPfy7qd2QYRr2ksnhMO3stRWyhGBHyR6tBOr1OzAJNt62cxMeTZOV0MVCSxWQ2cSXX2EJWlGS7QUOjH3zwQey88844/fTTsWlTVLV488034+c//znGjx9ftO/FMFpQuYWrbZpWuRWyvhifKQcGd3bpjU53YRldnuvGMBVQcKtAlVsmSjXLLdeCWylmuQXKeO+wJaQedT+jDEppLSktTGq46MZoBrUp3Mjesaj0JkntTkvsJBhVu5lx5uX7wmDQY4cJJ+G8s/8uut8XLVqPtrboe/SmQVi8ZCmOOfkPqv4dyw1ZP8YvyQlQwmKx9EuASs+t1sQrQlIakHrt5JNPxvbbb48bb7xR+A2TXJpsxmh2D6kTSOm25557ikQprduyZUuRvynDMJXKzac9iJ5Oj4gXeqMedmf6O9m0Bb0iIddcN7XFlVxjCzXQ0Kw2muU2efJkYauxzTbb4MUXX8SHH34ohkqfe+65RfxWDMMoGa3YRzIMwyidcqncimEtWQpKUUArB23+9EXjlmBiUY3nujGMduCiG8NonOp6O/y+QD/JbygUhtnkQEuzG+vXbsXgwbVoaHCANuvY6obBYILFWpX1DJ5Kmes2EIMHDxYKNpq9I0FqNkqKVldXJ2y7ZMkSTJo0Kfac7CXp+caNG7F69WqhVohfT8lTKqBu3ry5RN+GYZhKw2A0wF5tjcaMCOB152aZkmrmXLGsMrUy103u2EIKt7Fjxya8RkU3Urq9+uqrIobsvvvuYj7ctddeK2IOPf7qq69K9n0YRusqN6VaS+ZScJOzOKeEQp/XnbqpgWj1ZFbRlHquG8MwfbDKLXeC9vSp3qBN/jSwHCq3fApuxSzShb3KuYdoCTvLfQiMilDrTDctwkU3RhMoXYEVn3xMh85VnCqV0UKzwnQxtRudEB++9f2Y2s7nDaC6xoab/3h0VNmg18FmN2P28Xfgm+/WolyoUbFAkLrAaDQKJYEEWYZNnTpVFNXiaWpqwqpVqxJe+/HHH8WAUFpHrFwZtQclqBBH0HqGYSqXbGJKvjSv3YoPX/wGfk9AWEyGc7CYTGVvmUy2jRzFbuBQksWk3LFl+vTp/fzxKX7QbDeykH7llVfwwgsviIXUcBRv6DEprhmGkQclWkvmU/hSQrFsIIwu+VMazR6282IYJaDmgluxVG7FIpPKrZjFLdp3MQtucs5zy4U2Hw8fZcoD20sqBy66MaqnlAW3XJOFBSPDHB2j0SASp8FgSKjbKDlnc/R1eprMBnR3eeGssqKtrQderx/bTRoGq2XghGQx57qpFbKHPProo3Hddddh0aJFeOutt/DII49g7ty5MWWC1xv9RRx//PFilhslO9esWSPsJklxQLN2hgwZgr322gtXX301Fi9ejO+++048Puyww1BfX1/mb8kwTDEpljIsm9hiNBsxeGQDTBYjvnp7Scnit1xz3dTasCFnbDnhhBNE0e2uu+4SseWOO+7AunXrxNzQhoYGMaBaWug5FfPocbJNJcMoCla5FaxyKxflLNyF3MWbjZRqrtv6AF+jM4yqC25lJNtZbgNZS6pJ5aY1O8l2X3YF2y3+RJeKYmN0BwteGPXASjflwEU3hlFTojQP9EYD2ja74Hb5hIrN7w2itqGv68Zo1KO2zo4fV7bgrrvfhtVqhs8XxC47blPW41Yzl19+OaZMmYJTTjkF119/PebNm4fZs2eLdbNmzRL2XsShhx4qCmn333+/SKZ+8803ePzxx0USlLj99tsxceJEnHXWWfjNb34Tm/vGMAyTjcosn5lrj3/7R4zbYSR0ej2Wf/OT4n7Ryc0bhVhMqk3tlm1sIUXbQw89hHfffReHH364+PnAAw8Ii0qGUSUlLLjJgVZUbnK8V8l0ujWW7WUYpnAqVOVWjsJYIftVksrN5Sv8z5rnujFywko35aCubAPDqMxWMh1k61gSXG50NHfDaCJ1mwkdrS7Yq6zo6e5LztY3VMHhtOLbLxdi2bJN+OSTFZg2bSQO2ncKPvisz9ow/ncesKe++SZ1QtCWaAsWshWmWCiXHUChioRbbrlFLMkkW34dd9xxYklFTU0N/vSnPxXtOBmGYZKxOazQG/Ro39KFZ/72Gv+CVBpbZsyYgfnz5w+4zzlz5oiFYZjyzXLLhXxUbuUsmpXjsw1uPUL23N1JaK5bo60n41y3oZbOAo+OYZhsYJWb/Cq3fK0lM36etTIVbm6vGXarP6f3tPkdqDenjzEMw2gPVroxqkWtBbdS09Hag6o6G4KBEJy1NhhNBrRs7Iqtt9qiNgYb17fD5fLhscc/gsNhhd8TLJmtptYsJhmGYdQK2RETNfXZDezOpKaTa/Zcsea6MQyjAlSmcsuHQJXy7SK1onbzuvss9geC57oxTIUV3DSucsvHWlLu4li+89uS98EwTHrYXlI5cNGNUSXlKLjlW3jKJumocxUvo7hmWUssiaqDTlhMrl3ZFlv/xSer8JcbX8YXn64Ux7p6dQu++24dli5ZX5TjSTXXjWEYhlEGoWDUJjkQCOY1ZzSVzWWy/XI28VTuuW7pLCYZhmHkVLkpzVpSK8WyZIyFj70u2lw3hmHypxILbnLNcsuXUqnc5CiW5bKPgRyTcnVUCuRhS9/m6xvrUu65bkzlwEU35cD2kozqqBiFWxbJzWxwd/vgcQfQ0+lFVTWE6o3sJkOhaNLTs7kTH7/3Q8J7fn/hv6MPHAMnKY2eCIJ5XqhlnTytrBnKDMNUMAPNBi1YPTZAbOlqc6FhSB18HnlUagMRb1mcbTyh5o34G31SS4dsFXJtwDCVBKvcCraWlLuAZ+6JaKrgR3PdauzcEcgwSqDSLCXlJpO1ZD4qNzmpJHVau8+GOosnr7lug4zdsefNwRoMNrKlMZP/TLdSUcrPUhusdGOYEiVKy4nRqEPj0Cq4Ot2i60GnK95NcLI6IVtbMLaYZBiGKT/dndGiHMUKhmGYSim4scpNXvIpuAULyLcbXenTGiF3diqSbKC5bgzDaIwKVrnlWyjLReUmV8FNTpUbw2gZVropBy66MaqiXCo3OWea6V0l7qZ0uYXFJOVP333+O1xxzOPwFqhgKPTPgS0mGYZh5COVpWOmWWuZGDV+qPj50HXPQUnkOteNLSYZhtHSLLdyq9zUpF4rhFaPI+e5bmwxyTCFo3ZbSSWr3IphLalVhZvOmxhrw0nP0+HyZVdwbfOzmpMpndKtlAuTGraXZFRDxdhKFoFHr3874bku4EHEactKvRfstZikwmO5bAlSJU9zxegJIuQN5vfeMP/dYxhG+2wzeXhMCT1oWB2UTLLFZFmOgeMKwxQHVrmpujimhMKcwa1HyJ46CeR1m2G1+0t+TAzDaNdWUskqt3xyOHKp3ORCiSo3t9cMu5VjCcMw6eGiG8MUkYJn75TpmINZXgDG3jPAHB5SKISyaCLjuTwMwzCltZ5oCazFINMoTP/ZJJx54zGi6Ebdaq8+/kHW+yFVXaTKPmBMSdfIkW6uG9kVB7NsQOb4wTAaoQLmuKm96JVptpsSCm5qx9TtRzjPRkGTldM7jLooa8GNVW5F/fWyrWSUNp8d9ZbUDiRb/NVoMnfFnvNcN0YueFSEMmB7SUYVaFnlpnOl8Mxy5WcLphTLy+S5bim34ZnlDMMwpSUptrT41+CbrtdE4e2os/bDmO1GiKKbz+2DqyPNiTyL+JTK7rIcsMUkwzBKneWmRmvJgVBrwa3TnZtsg+e6MYw8aKXgVkyVW6GUS+WmNltJuWn3acO2lFEnPNNNOXDRjVE8aii4Ufe+oilCEU8Nfy4MwzBqYqBYIrd6erP/R/GzdvsIwqFwzFpywYc/QInkOteNYRiVwSo31RS+6HOkRQ2E3NknuHmuG8MUHy1YSpaCgawllTjLTc6Cm9JsJQPewtXEPNeNKTY80005sP8Ao2iUUNghCywGJZvrxhZhDMMwxSccCcFl2oBaHfDtkk+w6vs12P2QaaLw1jC0RhV/BMlz3Th+MAyTC6xyk4dSFN6MbkouD7CNS4+gk+/bGIYZAFa55UU2KrdyKdxKNcctEy6fBU6L/G4fzcEaDDEUtl+DJwhDnrbF4v3h8v9+mdyVbqWCrSzTw0o3hlGxjaPstpYFqPhoDk8mWKHAMAxTGmjGWjKBkBeekCu2NPt/RJerB387yIr2zm6goRvr1q3D2rVr0dq2BYGwMiwis7ErzhWdRx1WbQxTUbDKrWDUojpLRdCRXyEuX7xuc/5vZotJhimISraVlFPlVgyUZAtZzGMpdZGO5rqlg+a6xUNz3RiG0QasdGMUixJUbpUKWZgFC/QZp0Rp0JabSoFhGIbJjWzmp5Gq7b31DyIUSexw3LbRhFOmmXDTxyGcctrchHUGnRH7158Kvc6QdaEvUmUfMKZQI0fQYeinnqaYH7DrYk0cQZlsb2iumxK6XxmGUVbBTQ6VWz5ocZabUjG49QjZw1nPdauxF9YcucbXiDHm7oL2wTBap9JtJeWc5ZbJWjKTO1E+1pKlVrkpzVYyHW6vGXarv2yfzzCpYKWbcuCiG6NItFBwy2b2Tkq1WZbz18LdfTd1+qoqWVR4YWduV0rxSVKGYRhGmVDhbHLD/ljW9hbdmuKGfS3YaagBExv0wk7yrZMtWL7VhG82hXDNez6YTBaMM+6RdcEt5Wf2+IrSAUyq6RDPJmcYRgEFt0B1cVUOlaJyUyI0163R1hN73uypwmAbF9QYRtUFN1a5Fa1oVokFt4Fo99lQZ/GknetWb+6LMQOxJViNoTIeG6NtuOimHNhekmFUSHzBLWuyLOYpAZrLwzAMw8jHcGyD3WqOhcNQj6vf9WFVWxija6OXgfSTnl/zXgATJ2yHPeqPx3DrBFXEE1JMx8Pxg2FUBttKpoRVbvITcsunMGEYpnILbkpXuWWiWCo3LRP2suqcUWfRrZQLkxouujGKQ0kqN7K+kmvmWTELbnkV4YrwO8lnrltywpRhGIYpDg5DLXapnoMq/RD85ZNENTY9n7nzrrjlyn/A6E8/d0CNc93IYjIZnuvGMApAxbaS+ajccrGWrCSVWz7z3JTAJl9NuQ+BYVRB2QtuMqP0WW6ZrCXTwSq37Al40//5uHz5/d3guW6MnITD4ZIvTGq46MYoCiUV3JjCC4uFJkoZhmEqhVI1cOighy/SgSMnGvDmqiD2f8KNt1YHccQEAxZ9tQB3XvAvKIGBmjjkQMedqwzDMBWL122WfZ/rfA2y75Nh1IwiCm4KsJVUq8qtlMhpUZn5c8qTc2zzKaupkdEurHRTDlx0Y5hS/WNzZSHpKrFlV8qZcjnMpCsmbBHGMAyT+zlZ1505jnQEm+EOebGwOYTZT7qx1F2P2f90Y9GWEHqCHrG+2McfX2CMV09n23iTSjWduF7ZSQWGYVjlJpe1pNpVbnJjdCWmNwzu7NMdnW5rv7lu8dBcN4ZhKrfgVgqUpnIbyFpSrkJZrvtR0iw3t1f+Bg614/P5cMUVV2DmzJmYNWsWHnnkkbTbvvTSSzjooIOwww474IQTTsCiRYsSikd33XUXfvazn2HnnXfG7373O7S1tZXoWzBM4XDRjVEMrHJTSWGwwD+3gZKlxfxuhSwMwzBaYLNvtfj5wZow9plyOM457HpMsO8qnhPNvh/z3vdABb9ikY1NcSqLyULR9/gKWhimYuE5bgyjucToww8/jP3220/s6/LLL0dPT0/C+ttuuw277bYbdtllF9x6661sR8WoDjWr3IoBF9wGpt2Xvujb5ndktJhUM3SOX7x4MR5//HFce+21uPvuu/Haa6/12+6rr77ClVdeiXPOOQevvPIKdtxxR5x55pmx+PHMM8/g//7v/0T8eOqpp7BlyxaxPZMZVropB+WcsZmKRmsFt2wUCZlUZunINLutlHPd5LYE47luDMMwuZN14SZORd0V2gKn0Yldq4+GtXk4PnlpAcbYp4vn9HpXKEulWxbKbDkLS2xXzDAaoUwFN7XMcqs0lVuh89yMOfZ6hNzyJb+1MNdNzsQovffCCy/Ev//9bzQ3N+Oiiy6Kvf/RRx/Ff//7X7HNnXfeiZdfflm8xmgXVrkpS+WWj7XkQCo3NVlK9n2eevKOLUF1qqvdbjeeffZZETOmTJmCAw88EGeccYYomiXT0tIi4spRRx2FkSNH4txzz0VHRwdWrVol1r///vs49NBDRbPGhAkTxH4+++yzMnwrdcFFN+XARTeGSUO85VW5Z/DIhkz2ldn8bvq2zf9z2CKMYRhGXnasOgi71/wCNaamhNfpOb0+veog/pUzDMMwFUGuc920ZDEpZ2L0ySefxK9//WscfvjhGD9+PP785z/jvffew+rVUXX9E088gfPPP1+o4EjtdvHFF6f8HEYbaLHgplWVW75FLzmKZfnsQw1FM5fPUtFz3ZYtW4ZgMCiaMyRmzJiBhQsX9lM4H3LIIfjtb38rHnu9Xjz22GNoaGjAuHHjxGu1tbUillAjB62npo/tttuuxN9IfXDRTTkU1krBMDKgNZWbVqECY9CRffctwzAMozzM+vRJCIPOKJZyXxME7LqYcjqYpjOXrIpDtkTFdHxHLjVthGyRfhaTarhZZxjNwiq3jLDKrfzQXLcauzdhrlujrc8msRISo/fdd59IjOr1+oTEqESqxOi6deswbdq02DZNTU2or6/HggUL4HA4sGnTJjGPJ/5zNmzYIKzCaFtGOyii4CYzpSi4VZrKrdQKt+hn5n8PEPYaoLf2NdwHvEaYrEFUGi6XCwZDX07QbDaLJblJo66uLuH1xsZGYWdMzRoUG5L59NNPcdppp8WsiCluENTgQUU5mulGnzto0CChrGayK7qVilJ+ltpgpRtTVrjgJi/5WExmsrnMxiZTrrlubDHJMAxTOcQrxXNRTzMMo1J4jhujUZRoMUmJ0fjF7/f322agxGgqKDFKRTqyiaRZcFJilApwpESIV9F1dnaivb1dfA4RX1yjzyE2b94s47dmyo1iCm4yq9yUgFZUbvTe/D+3NIl9nTf3RnO311yUuW5yWUwWOodaGhmw9957i6YJabn//vv7fZbH4+lXiJOep4pFBCmk58+fLxTRf/jDH0TDBkHNGVarVTSD/POf/8SQIUNE7GEYtcBKN4YpAXpXX8dkvihlZlupERaTznIfBcMwTPnItgFCCei63YhU2dN+j2ABNjtkVxzUXh6FYZgiwrPctDnLLRNGlx5BZ18zh8GtR8geTpjrZrArN67quz3Qe/JTUOgDxlhilBKfEueddx7mzZsnW2L03XffFYnRESNGYPr06WLmDiVfKQlLr5G9JBEIBIQyLn7f2XwOoz60WnBTg8otE0pSuZVD3db32azEkQOasZasdEvGYrH0O7dLz6mAlgpqxKCFrCPJhvLpp58W6unLLrsMl156Kfbdd1+x3d///nfxmLaJV1cziZBaPdnKs5iU8rPUBhfdmLLBKrfizFuTo0AYdg58RUTKhHQ2BsmWYJwoZRiGKU3Bq+Rxy5l5NgF1RuabsCiUVBaTDMOUAZXbSjLan+tmtftzmus22KbsZshSJkap6Ebz3shi8rDDDoPRaMQJJ5yASZMmwel0JhTY6DPjP8dm43+jWkCrBTe1kMlaUgkqN3nmv0VUVWyjuW5OS1QdlmquW71FGbm/XKFzenxsScXgwYOFypnsiykeEKR4prhSXZ2o5Fu0aJHYH80VlSDbYpoX2tbWJqyJJ06cGFs3dOhQodAmBRwX3dLD9pLKgYtuTFlQesGtEKurcisSSBGnr1LnkO/kmTwMwzCMNho68qWQuW4p38Nz3RimtGjAVjJQnXvjQKCqOHOQ/Y7cVQuVpHKTAy3MdStlYpSw2+2444470N3dDZ1OJz5/9913x/Dhw8XnSPsmFZz0mKD5PIy6UUzBrQgoReVWDGvJtJ9lVV7BTevqNrKYrDerK8ZkgpoyKKaQReTMmTPFa19//TWmTp2aMCuU+L//+z9RQHv44Ydjry1ZsgSTJ09GTU2NaNqgOCPND6VCHNkfS7GESQ0X3ZQDz3RjGBnm0cg5R03JCdhCvnM2c93SbutVV4KBZiGQ1zRdZMyaNQuPPPJI2m2XL1+OE088ETvssAOOOOIIfPbZZym3e+ihh7DffvsV8agZhikX+ZxbJW99rRDf7KL0xhw1xBYaOk6dofEL2YFJCoNbbrlFDCXfeeedxZBynqvDaA01qdwCzuIU6CoFowJ6S5Q41y2XxKhEpsToX//614TXKDE6duxY8fjWW2/F888/j6qqKlFwoyIdFeBo/hsV3YYNGyb2Hf859Fr8nDdGfSiq4KYQW0klqdzSWUuWqhAm1+fkUzwrRcEt4M1ew5JprlsyxZrrVipIwXz00UfjuuuuE7HgrbfeEvcsc+fOjTVdSLbDv/jFL0T+6/HHH8dPP/2EO++8U7zn1FNPFfFpzpw54p7lyy+/xA8//IBLLrlEKNwoTjHZFd5KsTDp4aIbU3I4maaueW7ZKvcG+nMli8lKgW48Fy9eLC4err32WjFs/LXXXuu3Hd2Mnnbaadh2223x8ssv48ADDxQzF7Zu3ZqwHdm10D4YhmEqvdiYaywRc0ErLLYQ1BX6l7/8BR999FFs2XPPPcU6uqGlG+DbbrsN//73v4XKgWIP3zQxslOhKrdiwSo3RomJUYKKZxST6DWKU5QYpabC2tpasZ4eU8z5/PPPxXL77bfHPodRJ1ouuBUCq9wqV+Hm9va38a1ULr/8cqGMPuWUU3D99deLmaKzZ88W66hx8NVXXxWPaRuKHdTYceSRRwprZFK9SQppajak91100UX41a9+JVTY9957r1BUM4waYHtJhmGE8i7itJXMEkzLuN1uPPvss3jwwQfFRQQtK1aswFNPPYWDDz44YVvqCCU7FrrZJcuW888/X1xo0M0qDUCXoOQqdaM2NzeX4RsxDMPI28gRzMF2ZyAqxWIyl9hCSrb169eLLtBU1l0Ue6688krssssu4vmNN96IvfbaC2vWrME222xTsu/EaJwyFtzKrXLLxVqSVW7FwejSI+jsU1Ab3HqE7H3PQ24TDPb8RwKoYa5btolRug+hxCgp1JITo3/605+E0kBKjJLajQpm48ePT0iMUjKULMLOPPNMoZI76qijcPHFF8c+5/TTTxdNhdTgQfc8xx57bKxgxzBKQ8sqt2Ijd7Et1+v1Yl7fh70G6K3yOD/lOtetVYVqN1Ko0ZLK6SmefffdVyypoDmgl112mViY7GF7SeXARTempLDKTR1z3fQuL8JOa1Z2YPkM7k2XLNXCXLdly5YJ1QDZqUjMmDED9913H8LhcIJdyxdffIH9998/YebCc889l7C/F154AR6PR9yc3nPPPSX6FgzDMPmj63YjUmVPsMIsJIFRqU0c+caW1atXiw7QkSNH9tsPbUsKOJqVkEp9zTCyoJGCG6vclDXLjWwkg32hRVa8bjOsdn9Bc93IYnKk2VORiVG6l6FmDlrSracCHy2M+mGVm3pVbumKYnLPcisHSmuoc/kscFp8FTnXjSkvXHRTDmwvyZSMSi24UQFLrdaSTCIulythITVBMmTFUldXJ4a+SjQ2NopZPDT0Ndk2sr6+HldffbWw/Tr++OMT5h3QoFiyYrnhhhtYQs8wTEVRKdcM2cSVXGMLFd1IsXDppZcKpQI1bZCKmqDi3B577BGz/CKeeOIJsW+a+8YwjPZUblTsSrUwDMPkitYLbvk2ieVScJMDVrkpu+BWKMlz3RgmF6jJstQLkxouujFMCvVWyXG5VfN5mWbwKHmum67HI2w081p6ogdOlo+kLJCW+++/v9/nkCotPilKSM+Tk6lkF/bAAw8I+y+yDNt5552F/cqmTZvE+ptvvhk///nPhYULwzCVSbZzNcuGjPEr2/grx1w3spgsFJ3LLVR9eS29v7ds4kqusYWKbjSHhwpuDz30kPiM3/72t/juu+/67Vea4UOzEpL3zzB5wSo3Rc1yy1RcK2XxTYtFPrKYZJhKggtu8qA0lZsc7ymnraRaCm7tPuXMHmQqQ+lWyoVJDdtLMiVBax3r6QpP2SRHqYhTKTN48rUEU6rFJCkF4q0gUyUoyXc6OQEqPbdaE78U7YtmtdEsN4Lsvj7++GO8+OKLYnbCggUL8Mc//rFI34ZhGC1BhRy1xtOgw1DyuW5qiiu5xpZzzjlHzNepqakRzydNmoQlS5bgP//5j5jzFl9w+93vfodf/vKXOO6442T9XkyFUsaCmxJQmspNi4WuQqwnC53rlo3F5GZSJ1S2GzKjURRVcFMYale5FXrNXE77yXIX3AJeI0zWYOy522uG3ZrataLQuW4Mky1sL6kcuOjGMEysGBhx5t59U4y5bkqF7Lrik6OpoIHi7e3tYvaO0WiM2YJRUrS6OtEmgBRuY8eOTXhtm222EUq3NWvWYPPmzdh9993F67S/QCAg5vmQKm7mzJmyfz+GYTRGqVXURWzkKMZcNznUbqWIK7nGFrKQlApuEhRrVq5cGXv+yiuvCPvJE044AVdccYVs34epYMpccONZbvkX3GhbY4/2in9Glx5BZ1i2uW4MU6koruCmIFvJSle5FaPgVu5CmlLmupHFZJO5S54D8XgBTwHuKZHSFpYZRiuwvSRTdLSmcmOYTJByjRKipFKToDltpC6gRGg806dP7zeknGzBhg8fjosvvlgkRV944QWxkBquqalJPN5+++35D4FhKhh9T3Y3b0xmi0mtxpY//OEPuPzyyxNeW7ZsWazJ49NPPxUFt5NPPlnMFGUYRlsqt0pSuDEMU1y44KYslVsmyqFyKyflKM6FvaWZxcowhcD2ksqBi24Mo1HC3d0FvV/vyq+zU665bmQPpkZsNhuOPvpoXHfddVi0aFFsXs7cuXNjygSatUOQwoCKbnfddZdQtt1xxx1Yt24djjrqKDQ0NGD06NGxhZ5TwpUeJ1uJMQyjXjLNydSS3WU+hcJM8WSgWKLWGCJHbNlvv/3w8ssviyYNii133323KNCRjSQp5UjZRjNEzzzzTPE+aUm2r2SYrGGVm2JmueVbcCtWoU7rBUCe68ZomUoouJUSOVRu+TgMscotd3RFKq7xXDemFHDRTTno1fCX5bTTTsP8+fMzbkeJ6lNPPVUoRw499FB89NFHJTtGJj2scitv4axYtmO5JInJEiwbi0ktQQoDmsl2yimn4Prrr8e8efMwe/ZssW7WrFl49dVXxWNStD300EN49913cfjhh4ufDzzwgLARY4oLxxaGUSZkWZwPWosjhcQWeu3aa6/FP/7xDxFb3nnnHRFrRowYgcWLF2Pjxo1C7UbviV++/fbbMn9DdVOxcYULbopSuTHFhea6MUwlxBbFFdyKRKlUbtkU3EpNISq3cs5xi36+cty0aK5bPDTXLVtorlvCc39l/LtjigsX3ZSD8s78cYTDYdx00034+OOPRdIg01+oc889FxMmTMBzzz0nun/PO+88kXwYNmxYSY+ZqcxkX0FqMYXO3JFjBk+lQoqEW265RSzJJNtJzpgxY8CbKGLOnDliYQqHYwvDyAzFMWfiTWOujRxBh6Hoc93IYjJkU85NejFjy3HHHSeWZFLZGjOFU7FxpcwFNy1TSpVbsWa7KVHlZnDrEbL33e+F3CYY7H1zbniuG6MkyhVbFFlwU/Ect2wpROWWj7Wk0gpq2RbSlFRwk3uuWzKyznVjKip20FLKz2NUVnRrbm4WM43Wr1/fb0B8Mp999pno7Hn66adht9sxbtw40cFLFxzUBcyUh0pTuVFRSu3oXB5EnLa8ipX5WB0MuF+vun3GGeXBsYVhlAE3cjBageNK+QhXy5eEDVQXX+VWTJRY4Co1RjclrZNec+kRdIaLbjE52CajO0mXC/DkeV8Z4AZJrVCu2FIpBbdCUYvKLV0BTWkqN7UV0hiGYVRtL7lkyRIMHTpUXChUVWXuoly4cCEmT54sLjDi1SPxw+aZ0qLlglsh83eoqMVkP9eNYeSGYwvDlMHOuABymeuWbDGptblujDKp2LjCKrecydZaMleVm5wFN7n2peUiIFtMMlqNLTpH5RTcSmUrqTWVW7kLbkoozoULnPfGc92YYsP2kspBsUo3GgJPSzbQ8PempqaE1xoaGrB58+YiHR3DVAZkjxl2WnO2A6MkacCuy8kSjJKlIeU1sTEag2MLo0UFta5bHTbF5VZPa8FiklEeFRlXFFBwY5UbUyo63VbU2LmLgyktFRlbNIjWVG5yo4QiWrmhuW71FnfCXLd6c0+CxeRQU372lExlF91K+XlMasoWAbxer5DMp2LQoEEJXToD4fF4YDYnDquk536/v+DjZBi1Kxf0A3TGMYyW4NjCMMqJGVQMjFT1Xc/pe3xpO4tLNdeNYXKF44q2C26lQg0qN7lmuyld5ZbrXLeyWEwymodjSxawyk3zKjetFOgCXiNM1mDsudtrht3ql2WuG8PkChfdlEPZim4kgZ87d27Kdffccw8OOOCArPdlsVjQ0dGR8BoV3KxWBbVwVBBatpbUHC434LSXZQYP2YIFs8iZCHswpywfyVQAHFsYrUOFq6zP7yq3lpQDng3KFArHFW2j5lluSi9uMQyTHo4t6iu4aUHlpiSUXEQrNmQxWWfJfuZKq7/8DU+MeuCim3IoWxTYddddsXz5cln2NXjwYKxcuTLhtdbW1n4Se4ZRE2pLgsphB1ZUi8keD5ClVVs/wjyUXC1wbGEYdTRx5NLIkWxZnKmBo6RWxRxXKgKOK3Gwyq2oKjclka/aTYmFQKNLj6CzT9km11y3RlsBckCm4uHYUvqCW6FoYZZbOmvJUqrc8im2ab1Al2wxyTCMNijOwIwSM23aNDFoliT6El9//bV4nSktrHJLnIcmpxKhVOhc2Xfc5PJ3gSzBGEZNcGxhGG1Cc90YphyoOq5osOCmNJVbLtaSSixuKQGju3hz3RhGqag6tpSQQlRuuRbctKRyK3fBTYmEvcVtpqG5bgxTqNKtlAujsaJbW1sbenqi3WW77LILhg4dissvvxwrVqzAAw88gEWLFuHYY48t92EyKlNqMbkVD2kGTykw8OxypkRwbGEqHaWorDPFZG7iYNSEJuKKAgpuakWNKrd8UXMhkOa6xUNz3XKF5roxTKnQRGzRqK2k2lRupYCKbfkW3MpVqNMVWFijuW7x0Fy3chHp6UHEVcDSe65h1AEVwcLhcMmWXItuPp8PV1xxBWbOnIlZs2bhkUcegVZRbdGNLiCkPxiDwYB7770XLS0tmDNnDl566SUxF27YsGHlPkymQiCLrFIpyLQE2YIxjJLg2MKUklI1LpQTXbc765l0+f4+BoolYjYow5QJjivywCq30he31FxEGwiDW7VpEIbRbmzRiK1kOVVucivZClG5SYU2rajbBiLgNeY8141hKlHpduutt2Lx4sV4/PHHce211+Luu+/Ga6+9psm/DKqIBu+8886Ar40ePRpPPvlkCY+KqURrSTUmSEm1oK+Sr/My0wwexc91Y5g4OLYwjHKUbYXMdcsnjgiLSac8x8Ywmo4rrHJTlMpNqYWwUh0X2UcGcxsfWjR4rhtTKjQZW0pYcNOayi0T6YpkpVS5yVlkq5SCXaq5bmQxWW9mhRmTO6W2fMzls9xuN5599lk8+OCDmDJlilhIof3UU0/h4IMPhtbgFi+GqXSKOFeO57oxDMOUVkmmRaU4wzCVXXBjlZuyi2lKLQTGY3TlnvZItpjMZq5bC1tMMoymCm5KVLnlYy1ZKpVbJRXJGEapKFnptmzZMgSDQey4446x12bMmIGFCxcKq0qtoQqlG8NUGmpRHjAMwzDaI2+FNDVxOOWTIGRST9Nct2AOSQeymEzu8jV45UtaMIzm4IJbQVSSyk0r0Fw3g50bQRiGya/gVskqN6UV2yLWkCxz2TIR9hqg7/2cTHPd7FZ/wlw3pyW91T7DyIHD4SjL57lcLmF3LGE2m8USD9kg19XVJbze2Ngo5rx1dHSgvr4eWoKLbowsVIK1ZCVB8+cizr6OM73Li7DTmtZyM+jI/2KGZvEEk5rb2GKSYZhKpyAFWBEVzEolOZZwHGEY9RfclESgqjiJO79D3cV/JRYCs7WgpLluIXthXdVsMckw2lW55UqlqtyKVXDLZ79Ssa2Uxbd4aK6byRrMaa5bnaVvODVbTDKFoNPpYDQa8eqrr5b8F+n3+7HnnnsiEOjLYZx33nmYN29ewnYej6dfIU56TvvQGlx0Y5jebno5oSKVkpKics91y4Qcc90YhmEYbVlgRv6/vTuPjaoK+zj+dFq6QAUBgURRXNGiEJFGfKVoTFyDIsYISlAEwR3/cAVZBBcQXKNg3GgERXFfcVc0boBCKuIWMCaKRsFXEFq6d948x3fGmem0nc56z7nfT9LAXDrTO1Pa3z3znOecvf57BzRQU9/mGyGpTuQA4A6vLCvp9y43/doFNXYU3DJNl5js0TWBcR4AqwtumVpW0rUuNy91uMUW3NJRfNPPb+9xAS8JBAIyePDgrO7nFqLFtjVr1kQdK4wprqmioqJWxbXQ7eLiLG4+mSUU3QB0/hfHnkZpSvBCVLsgG7vmJb0kGADgv2KVn5cyjs2Tzoq3xCQAb3a5pbvglgq63P4rsIWKb34puOm+bsVd3Zt5DbhccHOV17rcMllw68xjd6Yopp+bra43IFeFt1yIXFayPf369ZMdO3aYfd20Ky+05KQW3Lp37y6uoeiGlPllaUmdfZ/2JcDw72vIEpMA4FvtTeRI575uAOwouGVCtrrcMsFLBS4vnUtnFVQHpKm0Je37uqV7icmWf3ZLy57kCn0tDa1nlQN+Q5db5nmpw83rOtrXLXaJScBlZWVlpthWVVUl5eXl5tj69etNh16uCoaZ5N4zAjy6R5qn+XD/HwCAW3miEzgi6b5uAOwruNnc5Zbo0pK27+XmCt3XDUCWeXhZSZe63Npa3SHVLrdMF9wy1eWWyn3a0hKna073dUuF7usWdbvB4tkuQIySkhIZM2aMzJ07VzZu3Cjvv/++VFZWykUXXSQuotMNQJuFwmBpYhfENuzB07K7OvlZo83MGgWAbLEhUxS5Amd4qOCWCXS5+U/BHt07KTOPzb5ugLvLSrqyl5sfpFI8Y5lJIHdmzJhhim4TJ06U0tJSmTZtmpx66qlOfksougEe49U9dgLVddJSmthVXexyYOzrBgCIypSa+qRmI7OvG+A2utzgNezrBthRcMv2spLZQpcbdjR2FUlhPmKweo8Ek5yAbu7fwiR0pLfbbeHChebDdaynAPhEuot56d7LLnZZMMXSYADQtrzde5Je3jHbEzzinmsa6L5u7SFHAHu63DJRcKPLDbH7unVE93XrLN3XDYC9BbdkpKvLzRZe2sctHUtEpnOZyUT2dYuk+7pF0n3d2ltiEoCd3PjtDwAAAGu1N5FDu6cTfhz2cQOsLLhlQioFN/Zy849k9nXTJSYBuCOXXW7tLS3ZXpdbW0tLtrWXWyrLVGaj4Oalol6kvDj7tmV6XzcAbqDoBt/rzJt5Cf1QVdd1/EkJdiJkVYrnpHvwpLM7AQCATChIIKYB53ms4OalZSW9oInGqbTs6wbAAzze5ZZMwc3GLjdX9n9LZ4daNrvdAPiPdxIAVtK9Vfws3UssuiRdxUyWBgPgovYmKnghW3K9v2h7r4/frz2AlPmg4EaXG9K9r1tHWGISsK/gloxEC24JPRZdbp3qcnOpSBa7xCQA91B0AzLQxWXrm5yx8qprO9/Fl8KbpCwLBgDxBWrq7XlpEuycTtdzYl83wN6CGzLT5dbEdjBZ39cNQHYLbl5fVpIuNzuWlcxWIS92X7dY7OsGuIeiG5DlwpVLvNCNAQBwX7r3dWOJScAb6HJLLy22hQpukX9H+9jXDbCv4OZyl1u2lon0wl5uLmBfNwDxUHQDkDOu7utWX18vN998s5SXl0tFRYVUVlZ2eJ+tW7fK0KFDZe3atVHHn3jiCRk5cqT5N33M2lp3i7gA3Ja3u/0OOCZytI9sgWtdbuzjlt4ut7YKbF4uvNlUGExkicn/rbPkySSRK6+99pqcdtppMmTIEDn//PNl48aNcT/vrbfeksMPPzzq2HvvvWeORX5cc801aX8+8I90FNy83OXWWJLX+a9ZnN4iXTYKbp35GpnsSHNp2Uo/ZQvgdRTdkJLGrp2/GEDudLh8ZYJLgmVyGc54HQq27eu2aNEi2bRpkyxbtkxuueUWWbx4sbz99tvt3mfu3LmyZ0/06//OO++Y+956663msb7++mu56667Mnz2AFzntaWMk9HZfd1sy5F4yBa4VHDLFC/u5eaFwpUXi1uR5xM6v3SfZ0EKQxs/LDGZaK589dVXMnPmTLnyyitl1apVZjLg1KlTpaamJurzdu3aJXfccUer+2/ZskVOOukk+fTTT8Mft99+e0afG3LIgn3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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 9 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "The previous charts use the corresponding checkpointed values of the unplotted parameters. This is evident from the changing loss contour maps.\n", + "\n", + "We thought it would be interesting to have a \"fixed\" landscape with regards to the plotted parameters, so in the following chart I clamped $w_2$ and $b_2$ at their final values when calculating the loss contour map. The result is similar but the 2D loss map is the consistent across the checkpoints, making it easier to see how the sampler's starting point moves toward the basin over the course of training." + ], + "id": "2d9ae304396f6b2f" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2026-02-19T11:59:01.852547Z", + "start_time": "2026-02-19T11:59:01.265838Z" + } + }, + "cell_type": "code", + "source": [ + "plot_sgld_traces_over_training(\n", + " model_dev, X, Y, checkpoints, paths_at_checkpoints, llc_over_training,\n", + " display_steps, pi=pi, pj=pj,\n", + " fixed_params=checkpoints[max(checkpoints)],\n", + ")" + ], + "id": "8e59f663d73c8840", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" 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