From 41b301e153bd85c04f02883f9a39065c91942ef3 Mon Sep 17 00:00:00 2001 From: Ryan Roussel Date: Tue, 26 Mar 2024 18:31:05 -0500 Subject: [PATCH 1/9] add memory_length parameter to BO generators --- xopt/generators/bayesian/bayesian_generator.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/xopt/generators/bayesian/bayesian_generator.py b/xopt/generators/bayesian/bayesian_generator.py index 235f63bd..959fb18d 100644 --- a/xopt/generators/bayesian/bayesian_generator.py +++ b/xopt/generators/bayesian/bayesian_generator.py @@ -161,6 +161,7 @@ class BayesianGenerator(Generator, ABC): description="flag to log transform the acquisition function before optimization", ) n_interpolate_points: Optional[PositiveInt] = None + memory_length: Optional[PositiveInt] = None n_candidates: int = 1 @@ -312,7 +313,10 @@ def generate(self, n_candidates: int) -> list[dict]: # update internal model with internal data start_time = time.perf_counter() - model = self.train_model(self.data) + if self.memory_length is not None: + model = self.train_model(self.data.iloc[-self.memory_length:]) + else: + model = self.train_model(self.data) timing_results["training"] = time.perf_counter() - start_time # propose candidates given model From 2ade750f3cafa129835c6ddf65ddd10d9042f69e Mon Sep 17 00:00:00 2001 From: Ryan Roussel Date: Wed, 11 Sep 2024 14:32:45 -0500 Subject: [PATCH 2/9] add forgetting time and TD expected improvement --- .../time_dependent_bo.ipynb | 201 ++++-------------- xopt/generators/bayesian/__init__.py | 8 +- .../bayesian/expected_improvement.py | 9 + xopt/generators/bayesian/time_dependent.py | 19 +- xopt/generators/bayesian/turbo.py | 7 +- 5 files changed, 78 insertions(+), 166 deletions(-) diff --git a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb index 3f61c645..943f9444 100644 --- a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb +++ b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb @@ -24,7 +24,7 @@ "N_MC_SAMPLES = 1 if SMOKE_TEST else 128\n", "NUM_RESTARTS = 1 if SMOKE_TEST else 20\n", "\n", - "from xopt.generators.bayesian.upper_confidence_bound import TDUpperConfidenceBoundGenerator\n", + "from xopt.generators.bayesian import TDUpperConfidenceBoundGenerator\n", "from xopt.vocs import VOCS\n", "from xopt.evaluator import Evaluator\n", "import warnings\n", @@ -33,8 +33,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-09-19T20:39:46.889328100Z", - "start_time": "2023-09-19T20:39:43.762243Z" + "end_time": "2024-09-11T19:31:37.224583300Z", + "start_time": "2024-09-11T19:31:33.624564900Z" } } }, @@ -63,7 +63,7 @@ }, { "data": { - "text/plain": "\n Xopt\n________________________________\nVersion: 2.0a1+116.g69f00dda.dirty\nData size: 0\nConfig as YAML:\ndump_file: null\nevaluator:\n function: __main__.f\n function_kwargs: {}\n max_workers: 1\n vectorized: false\ngenerator:\n added_time: 1.0\n beta: 2.0\n computation_time: null\n fixed_features: null\n max_travel_distances: null\n model: null\n model_constructor:\n covar_modules: {}\n mean_modules: {}\n name: time_dependent\n trainable_mean_keys: []\n use_low_noise_prior: true\n n_candidates: 1\n n_monte_carlo_samples: 128\n name: time_dependent_upper_confidence_bound\n numerical_optimizer:\n max_iter: 2000\n n_raw_samples: 20\n n_restarts: 20\n name: LBFGS\n target_prediction_time: null\n turbo_controller: null\n use_cuda: false\nmax_evaluations: null\nserialize_torch: false\nstrict: true\nvocs:\n constants: {}\n constraints: {}\n objectives:\n y: MINIMIZE\n observables: []\n variables:\n x:\n - -1.0\n - 1.0\n" + "text/plain": "\n Xopt\n________________________________\nVersion: 2.3.0+18.gdf9156ec.dirty\nData size: 0\nConfig as YAML:\ndump_file: null\nevaluator:\n function: __main__.f\n function_kwargs: {}\n max_workers: 1\n vectorized: false\ngenerator:\n added_time: 0.1\n beta: 0.01\n computation_time: null\n custom_objective: null\n fixed_features: null\n forgetting_time: 20.0\n gp_constructor:\n covar_modules: {}\n custom_noise_prior: null\n mean_modules: {}\n name: time_dependent\n trainable_mean_keys: []\n transform_inputs: true\n use_low_noise_prior: true\n log_transform_acquisition_function: false\n max_travel_distances:\n - 0.1\n memory_length: null\n model: null\n n_candidates: 1\n n_interpolate_points: null\n n_monte_carlo_samples: 128\n name: time_dependent_upper_confidence_bound\n numerical_optimizer:\n max_iter: 2000\n max_time: null\n n_restarts: 20\n name: LBFGS\n target_prediction_time: null\n turbo_controller: null\n use_cuda: false\nmax_evaluations: null\nserialize_inline: false\nserialize_torch: false\nstrict: true\nvocs:\n constants: {}\n constraints: {}\n objectives:\n y: MINIMIZE\n observables: []\n variables:\n x:\n - -1.0\n - 1.0\n" }, "execution_count": 2, "metadata": {}, @@ -74,14 +74,24 @@ "# test evaluate function and vocs\n", "import time\n", "from xopt import Xopt\n", + "import torch\n", + "\n", + "def g(x_,t_):\n", + " # make a test function that has a sharp change at t_ = 50\n", + " return torch.where(\n", + " t_ < 50,\n", + " (x_ - 0.25*torch.sin(t_ * 6 / 10.0) - 0.1e-2 * t_)**2,\n", + " 2*(x_ + 1.5e-2 * (t_ - 50.0))**2\n", + " )\n", "\n", "start_time = time.time()\n", "def f(inputs):\n", " x_ = inputs[\"x\"]\n", " current_time = time.time()\n", " t_ = current_time - start_time\n", - " y_ = 5*(x_ - t_*1e-2)**2\n", - " return {\"y\":y_, \"time\":current_time}\n", + " y_ = g(x_,torch.tensor(t_))\n", + "\n", + " return {\"y\":float(y_), \"time\":float(current_time)}\n", "\n", "variables = {\"x\":[-1,1]}\n", "objectives = {\"y\": \"MINIMIZE\"}\n", @@ -90,11 +100,15 @@ "print(vocs)\n", "\n", "evaluator = Evaluator(function=f)\n", - "generator = TDUpperConfidenceBoundGenerator(vocs=vocs)\n", - "generator.added_time=1.0\n", - "generator.beta = 2.0\n", + "generator = TDUpperConfidenceBoundGenerator(\n", + " vocs=vocs,\n", + " beta=0.01,\n", + " added_time=0.1,\n", + " forgetting_time=20.0,\n", + ")\n", "generator.n_monte_carlo_samples = N_MC_SAMPLES\n", "generator.numerical_optimizer.n_restarts = NUM_RESTARTS\n", + "generator.max_travel_distances = [0.1]\n", "\n", "X = Xopt(evaluator=evaluator, generator=generator, vocs=vocs)\n", "X" @@ -102,110 +116,56 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-09-19T20:39:46.948328700Z", - "start_time": "2023-09-19T20:39:46.891299700Z" + "end_time": "2024-09-11T19:31:37.284526Z", + "start_time": "2024-09-11T19:31:37.226555800Z" } } }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[{'x': 0.06577835131563214}]\n" + "0\n" ] } ], "source": [ - "X.random_evaluate(1)\n", + "X.random_evaluate(2)\n", "\n", - "for _ in range(20):\n", + "for i in range(300):\n", + " print(i)\n", " # note that in this example we can ignore warnings if computation time is greater\n", " # than added time\n", " with warnings.catch_warnings():\n", " warnings.filterwarnings(\"ignore\", category=RuntimeWarning)\n", " X.step()\n", - " time.sleep(0.1)\n", - "\n", - "print(X.generator.generate(1))" + " time.sleep(0.1)\n" ], "metadata": { "collapsed": false, + "is_executing": true, "ExecuteTime": { - "end_time": "2023-09-19T20:39:53.521345600Z", - "start_time": "2023-09-19T20:39:46.922297700Z" + "start_time": "2024-09-11T19:31:37.258529900Z" } } }, { "cell_type": "code", - "execution_count": 4, - "outputs": [ - { - "data": { - "text/plain": " x y time xopt_runtime xopt_error\n0 0.950977 4.518844 1.695156e+09 0.000024 False\n2 -1.0 5.105145 1.695156e+09 0.000005 False\n3 0.319002 0.442357 1.695156e+09 0.000004 False\n4 -0.068624 0.051313 1.695156e+09 0.000011 False\n5 0.219766 0.154627 1.695156e+09 0.000004 False\n6 -0.077268 0.087491 1.695156e+09 0.000004 False", - "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
xytimexopt_runtimexopt_error
00.9509774.5188441.695156e+090.000024False
2-1.05.1051451.695156e+090.000005False
30.3190020.4423571.695156e+090.000004False
4-0.0686240.0513131.695156e+090.000011False
50.2197660.1546271.695156e+090.000004False
6-0.0772680.0874911.695156e+090.000004False
\n
" - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "X.data" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-09-19T20:39:53.564407600Z", - "start_time": "2023-09-19T20:39:53.522344500Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 5, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "# plot model\n", "import torch\n", - "from matplotlib import pyplot as plt # plot model predictions\n", + "from matplotlib import pyplot as plt\n", "data = X.data\n", "\n", "xbounds = generator.vocs.bounds\n", "tbounds = [data[\"time\"].min(), data[\"time\"].max()]\n", "\n", - "def gt(inpts):\n", - " return 5*(inpts[:,1] - (inpts[:,0] - start_time)*1e-2)**2\n", - "\n", "model = X.generator.model\n", "n = 200\n", "t = torch.linspace(*tbounds, n, dtype=torch.double)\n", @@ -218,7 +178,7 @@ "#NOTE: the model inputs are such that t is the last dimension\n", "gp_pts = torch.flip(pts, dims=[-1])\n", "\n", - "gt_vals = gt(pts)\n", + "gt_vals = g(gp_pts[:,0],gp_pts[:,1] - start_time)\n", "\n", "with torch.no_grad():\n", " post = model.posterior(gp_pts)\n", @@ -252,102 +212,29 @@ ], "metadata": { "collapsed": false, - "ExecuteTime": { - "end_time": "2023-09-19T20:39:55.700392Z", - "start_time": "2023-09-19T20:39:53.537383500Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 6, - "outputs": [ - { - "data": { - "text/plain": "[('models.0.likelihood.noise_covar.raw_noise',\n Parameter containing:\n tensor([-21.2215], dtype=torch.float64, requires_grad=True)),\n ('models.0.mean_module.raw_constant',\n Parameter containing:\n tensor(0.8101, dtype=torch.float64, requires_grad=True)),\n ('models.0.covar_module.raw_outputscale',\n Parameter containing:\n tensor(0.8017, dtype=torch.float64, requires_grad=True)),\n ('models.0.covar_module.base_kernel.raw_lengthscale',\n Parameter containing:\n tensor([[-0.8762, -0.1825]], dtype=torch.float64, requires_grad=True))]" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(model.named_parameters())" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-09-19T20:39:55.714394400Z", - "start_time": "2023-09-19T20:39:55.701395500Z" - } + "is_executing": true } }, { "cell_type": "code", - "execution_count": 7, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6.606052875518799\n" - ] - }, - { - "data": { - "text/plain": "
", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi8AAAGdCAYAAADaPpOnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABQRklEQVR4nO3deViU5f4/8PfMMAz7sMkmm+KCiiuo4K6ZS2WWHdMW00751dOxY3XK8iyl5/zay+p0TmVWamVlapSlmZaiJbiLG4qCILsswgzrMDD374+BSQQRkOGZ5f26rrmuGJ5hPk/jMG/u574/t0wIIUBERERkJeRSF0BERETUHgwvREREZFUYXoiIiMiqMLwQERGRVWF4ISIiIqvC8EJERERWheGFiIiIrArDCxEREVkVB6kL6GwGgwF5eXlwd3eHTCaTuhwiIiJqAyEEysvLERQUBLm89bEVmwsveXl5CAkJkboMIiIi6oDs7GwEBwe3eozNhRd3d3cAxpP38PCQuBoiIiJqC61Wi5CQENPneGtsLrw0Xiry8PBgeCEiIrIybZnywQm7REREZFUYXoiIiMiqMLwQERGRVWF4ISIiIqvC8EJERERWheGFiIiIrArDCxEREVkVhhciIiKyKgwvREREZFUYXoiIiMiqMLwQERGRVWF4ISIiIqticxszEhE1KtDUIDm7FDml1SitqkVtnQHuTkp4uijR288d/QM9oHZRSl0mEbUTwwsR2ZTUgnJ8czwHP5zIR25Z9Q2Pjwxwx5T+/rhtUCAiA7gTPZE1kAkhhNRFdCatVgu1Wg2NRgMPD/4iIrIXx7JKsWrnefyWVmy6Ty4DIgM8EOHnBi8XJVQOclTo6lBUXotzBVrklDYNN9FhXngoLgy3DwyEg4JX1Ym6Uns+vxleiMiqFZbX4Plvz2DHmQIAgINchkmRfpg1rDvG9u4GV9X1B5hLKnTYk1qEn84UYM+5QtQZjL8Ow3xc8Pik3rhrSBBDDFEXYXhheCGyC98l5+L5785AU62HQi7DPcO64/FJvRHi7dLun1WorcFXh7OxPjETJZW1AIyXlJ6f0R+jInw7u3QiugbDC8MLkU3T1xvw7x9S8GnSJQBAVHcPvP6HwegXePPv+UpdHT47cAnvJ6RDU60HANw+KBAr7xwAXzfVTf98ImoZwwvDC5HNKq2sxeLPj+JgxhXIZMBfJvXGkkm9oOzkyzullbV4++fz+PxgFuoNAl4uSrwwYwBmDgmCTCbr1OciIoYXhhciG1WorcGDHx/E+csVcFM54O05QzC5v79Zn/N0rgbLNp9ESr4WADAp0g8v3h2FQLWzWZ+XyN605/ObM9GIyCrklFZh9uoknL9cAX8PFb55bJTZgwsARHVX47slo/H0lD5wVMix+1whpqzah6+PZMPG/vYjshoML0Rk8S5ra3DfmgO4VFKFEG9nbFo0Cn383bvs+ZUKOZZM6o1tfxmDoaGeKNfVYdnmk3h0/REUamu6rA4iMmJ4ISKLVlZVi4c+PoTsK9UI9XbBpkWjEOrT/tVEnaG3vzs2Lx6F5dMj4aiQ45dzhZjy9j58fyJPknqI7BXDCxFZrBp9PR5edxipl8vh567ChkdHIkDtJGlNCrkMi8ZH4PvHx2BAkAfKqvR4/Mvj+PMXx3ClYYk1EZkXwwsRWSSDQeCvm07geFYZ1M5KfPbIyA71bzGXvgHu+PbPo7H0lt5QyGXYdjIfU97ah59TLktdGpHNY3ghIov01s/nse1kPpQKGVbPi0bfgK6b49JWSoUcT97aB98+Nhq9/dxQXKHDo58ewdObTkBbo5e6PCKbxfBCRBZn28l8vLs7DQDw0t0DEdvTR+KKWjcwWI3vHx+DReN6QiYDNh/NwbS39mHH6QKuSCIyA4YXIrIoFy6X45nNJwAAi8b1xOyYEIkrahsnpQLLb+uHTYviEObjgjxNDRZ/fhTzPj6EC5fLpS6PyKYwvBCRxSiv0WPRZ0dRVVuPURE+eGZqX6lLareYcG/8uHQslkzsBUeFHL+lFWPaO79i5fdnTNsNENHNYXghIosghMDTm07gYnElAtVOePe+oVa7o7OLowOentoXPz81HlP6+6PeILB2fybGvbYH7/5yAeWcD0N0U7g9ABFZhPcT0vHqjnNwVMjx9eI4DAnxlLqkTvPrhSL86/sUXCisAAB4ODlgzvAQPBgbhjAfV4mrI7IM3NuI4YXIquxPK8a8jw/CIIwTdO8fGSp1SZ2u3iDww8k8vPPLBVwsqgQAyGTAxL5+eCguDON6d4Nczg0fyX4xvDC8EFmN3LJqzHj3N1yprMXs6GC89odBNr1rc71BICG1EJ8mXcLe80Wm+/09VJg6IADTogIwItzbai+ZEXUUwwvDC5FVqNHXY87qJJzI0SCquwc2Lx4FJ6VC6rK6TEZxJT5LuoTNR7Ohrakz3e/t6ojJ/fwwupcv4iJ84OcubVdhoq7A8MLwQmTxhBD4W/wpfHkoG54uSny/ZIxFddDtSrq6eiSmleDH0/nYmXIZZVVNJ/T29nNDXIQPRvbwQUy4F/w9GGbI9jC8MLwQWbx1+zOw4vsUyGTAuodHYHyfblKXZBH09QYcvHgFCamFSEwvQUq+ttkxwV7OiAnzQnSYF6LDvNE3wB0KzpchK8fwwvBCZNESUgvxx3WHYRDAc9MjsXh8hNQlWazSyloczChBYnoJjmSW4lyBFoZrfmu7qxwwJNQTMWHeiAn3wpAQT7iqHKQpmKiDLC68vPfee3j99deRn5+PAQMG4O2338bYsWOve/zevXvx1FNP4cyZMwgKCsKyZcuwePHiNj0XwwvZk9o6AzKKK5FTWoXcsmqUVuqhrdFDX28AYNwB2cNJCbWzEgFqJwR5OiOimyvcnZSS1Xw6V4O5Hx5Aha7OLibodrbyGj2Ss8twJLMURy+V4nhWKSpr65sco5DLMCDIAxP6dMP4vn4YEuLJkRmyeBYVXjZu3Ih58+bhvffew+jRo7F69Wp89NFHSElJQWho8+WQGRkZiIqKwsKFC7Fo0SLs378fjz32GL788kvcc889N3w+hheyZdoaPZLSS7A/rRjHskqRWlAOfX3738Kh3i4YEORhvHVXY3i4N9y64C/1s/la3LfmAMqq9BjZwxufPTISjg5cVXMz6g0C5wq0OHqp1BRocsuqmxzj6aLEuN7dcNvAAEyM9IPKwX4mRZP1sKjwMnLkSAwbNgzvv/++6b5+/frhrrvuwssvv9zs+GeffRZbt27F2bNnTfctXrwYJ06cQFJS0g2fj+GFbE1VbR1+PFWAH07m4be04mZhxV3lgDBfF3T3dIa3qwoeTg5QNQSC2nqB8ho9yqr0yNdUI6e0GoXlumbP4SCXYWioJ0b38sWYXr4YHOIJZScv1U3J02LexwdRUlmLwSGe+PyREZKOANmyfE019qeVYE9qIfadL0L5VSuZPJwccPugQNw1pDuGh3uztwxZDIsJL7W1tXBxccGmTZtw9913m+5funQpkpOTsXfv3maPGTduHIYOHYp33nnHdF98fDzuvfdeVFVVQals+stOp9NBp/v9l7FWq0VISAjDC1m9zOJKrEvMxJZjOU0+fHr6umJMb1/E9vTBwO5qBHs5t+uyS2llLVLytUjJ0+JMngZHs0qRfaXpX+ruKgeM7eOLCX39MKFPN/jd5OqW75Jz8dyWU6jW1yOquwc2PBoLtTODS1eoqzfgeHYZdqVcxtbkPBRoa0zfC/ZyxoJR4ZgzPIRBkiTXnvBi1nHi4uJi1NfXw9/fv8n9/v7+KCgoaPExBQUFLR5fV1eH4uJiBAYGNvneyy+/jJUrV3Zu4UQSSissx7u70/D9iTzTxMxQbxfcMywYtw8KQC8/95v6+V6ujhjdyxeje/ma7ssqqcL+9GL8llaMxLRilFbpsf1UAbafMr5Po7p7YGJfP0xo5/yJy9oarNp5HhuPZAMAxvb2xbv3DWVw6UIOCjmGh3tjeLg3npsWiQMZJfjueB62n8pHTmk1/t+2s3jn5wu4b2QoFowKR5Cns9QlE91Ql0xHv/avQiFEq38ptnR8S/cDwPLly/HUU0+Zvm4ceSGyNkXlOrz183l8dSjLFFom9u2Gh0f3wJhevmYd3g/1cUGoTyjuGxGKeoPAqVwN9pwrREJqIU7kaHA6V4vTuVq8uzvNNH8iLsIHA4I80MffvUljuRp9PQ5mXMEvZy9j4+Fs6OqMk4cfmxCBv07py4mjEpLLZRgV4YtREb5YOXMA4o/n4qNfLyK9qBIf7ruIT37LwN1Du2Pp5N4I9rLPnjtkHcwaXnx9faFQKJqNshQWFjYbXWkUEBDQ4vEODg7w8fFpdrxKpYJKpeq8oom6mMEgsOHgJby6IxUVOuPloSn9/fGXW3ojqru6y+tRyGUYEuKJISGeePLWPigq12Hf+SLT/ImyKj22nsjD1hN5pse4qRygdlaivEaPcl0drr4YHRPmhWXTIjGih3eXnwtdn5NSgftGhGJOTAgSzhdizb4MJF0swaajOfguOQ8PxoZh6S29oXbhKBlZHrOGF0dHR0RHR2PXrl1N5rzs2rULM2fObPExcXFx+P7775vct3PnTsTExDSb70Jk7dKLKvDMphM4llUGABgUrMY/bu9vUR/03dxVuCc6GPdEB5vmTySkFuJEtgZn8jQordKjQldnCl4AEKh2wrje3TB9YADG9+nGpdAWTC6XYVKkPyZF+uN4Vile/ykViekl+GR/Br5NzsVfp/TBfcNDObGXLEqXLZX+4IMPEBcXhw8//BBr1qzBmTNnEBYWhuXLlyM3NxeffvopgN+XSi9atAgLFy5EUlISFi9ezKXSZFOEEPjyUDb+9cMZ1OgNcFM5YNm0vnhgZJhVXVYRQkBbU4eSCh20NXVwUznA00UJH1dHBhYrtu98Ef79QwouFFYAAKLDvPDKrIHo7X9z862IWmMxq40avffee3jttdeQn5+PqKgovPXWWxg3bhwAYMGCBcjMzERCQoLp+L179+LJJ580Nal79tln2aSObEaFrg7LNp8wTYYd3csHb8wejEA1J0qS5dDXG/Bp0iWs2pmKytp6KBUyPHlrHywaF2FVAZush8WFl67E8EKWLK2wAos/P4q0wgooFTIsmxqJR8b04JA8Way8smr849vT2H2uEAAwItwbq+YM5oRe6nQMLwwvZIH2pxVj8WdHUa6rQ4CHE957cBiGhXpJXRbRDQkhsOloDlZuPYPK2np4ODlg1b1DMLl/ywsviDqiPZ/f7MtN1AW+PpKN+Z8cQrmuDsPDvfD942MYXMhqyGQy3BsTgh+XjsOQEE9oa+rw6KdH8MqP51B/7S6RRF2A4YXIzN5LSMOyzSdRZxCYOSQInz86Et3cubyfrE+ojwu+XhSHBaPCAQAf7E3Ho+sPo7xGL21hZHcYXojMRAiBV3ecw2s7UgEAf54YgbfnDOGmeGTVHB3kWHHnAPznvqFQOcixJ7UIs95LRE5pldSlkR1heCEyAyEE/v3DWbyfkA4A+NttkXhmaiSXD5PNuHNwEDYtjoO/hwoXCisw+4MkpBWWS10W2QmGF6JOJoTAyz+ewyf7MwAAL94dhf8bFyFxVUSdb1CwJ77982j08nNDvqYGsz9IQnJ2mdRlkR1geCHqZKt2nceH+y4CMAaXB0aGSVwRkfkEqp3x9aI4DA5Wo7RKj/vXHMD+tGKpyyIbx/BC1Ik+/i0D7+5OAwD8a+YABheyC96ujtiwMBaje/mgqrYeD689jB2nC278QKIOYngh6iTfHs/Fv39IAQA8M7UvHooLl7Ygoi7kpnLAJwuGY3pUAGrrDVjyxTHsPndZ6rLIRjG8EHWCxPRiPL3pBADg4dHheGwC57iQ/VE5KPDf+4dh5pAg1BkEFn9+DInpvIREnY/hhegmpRdVYPFnR1FnELhjUCD+eXt/rioiu6WQy/DG7MGY3M8ftXUGLFx/BMezSqUui2wMwwvRTSitrMUf1x2GtqYOw0I98cbswdyniOyeUiHHf+8fitG9fFBZW4/5nxzC2Xyt1GWRDWF4IeqgeoPA0o3JuFRShRBvZ6x5KAZOSjagIwIAJ6UCax6KQXSYF7Q1dZj38UFkFldKXRbZCIYXog565+fz2He+CE5KOdY8FAMfN7b8J7qai6NxEu+AIA8UV9Tij+sPQ1PFrQTo5jG8EHXAL2cv4z8NS6JfmTUIkQHcwZyoJWpnJdY+PBxBaidcLKrEY18chb7eIHVZZOUYXojaKaukCk9uTAYAPBQXhruGdpe2ICIL5+fuhI/mD4eLowL700qwYusZCMHdqKnjGF6I2qFGX4/Fnx+FtqYOQ0M98Y/b+0tdEpFV6B/kgXfmDoVMBmw4mIV1iZlSl0RWjOGFqB2e/+40UvK18HF1xHsPDIOjA99CRG11a39/LJ8eCQD49w8p2JNaKHFFZK34m5eojbafysfXR3IglwH/uW8oAtXOUpdEZHUWju2JOTEhMAjgL18cx6USrkCi9mN4IWqDy9oa/C3+FABg8fgIjO7lK3FFRNZJJpPh33dFITrMC+W6Ojy24Rhq9PVSl0VWhuGF6AaEEHhm80mUVekxIMgDT0zuI3VJRFbN0cHYxM7LRYkzeVr8v20pUpdEVobhhegGPj9wCfvOF0HlIMfbc4ZwngtRJwhUO+OtOUMgkwGfH8jCd8m5UpdEVoS/hYlakV5UgRe3nwUAPDc9Er393SWuiMh2TOjrhyUTewEAln9zCmmFFRJXRNaC4YXoOvT1Bjy5MRk1egPG9vbF/LhwqUsisjlPTO6DuJ4+qKqtx583HEN1Lee/0I0xvBBdx+q96TiZo4HaWYnX/8ANF4nMQSGX4Z37hsDXTYXUy+V4cTvnv9CNMbwQteBiUYWp/f/KOwcgQO0kcUVEtsvP3QlvzxkCwDj/JYH9X+gGGF6IriGEwN/iT6G2zoBxfbph5pAgqUsisnljevtiwahwAMCyzSdRWlkrbUFk0RheiK6x6UgODly8AmelAi/eFQWZjJeLiLrCc9MjEdHNFYXlOvzju9Pc/4iui+GF6CpF5TrT6qKnbu2DEG8XiSsish9OSgXemjMECrkM207mY+uJPKlLIgvF8EJ0lX//kAJNtbEZ3cOjw6Uuh8juDAr2xOOTjMun//ntaeRrqiWuiCwRwwtRgz2phdh6Ig9yGfDKrEFwUPDtQSSFP0/shcHBamhr6rBs80lePqJm+NuZCECNvh7//PY0AOCPo3tgYLBa4oqI7JdSIceqOUPgpJTj1wvF2Hw0R+qSyMIwvBABWL33InJKqxGodsKTt3LvIiKpRXRzM+0j9uL2syiu0ElcEVkShheye7ll1Xh/r7Gny/Lb+sFV5SBxRUQEAI+O6YH+gR4oq9LjX9+zeR39juGF7N7L28+iRm/AiHBvzBgUKHU5RNTAQSHHq/cMglwGbD2Rhz1sXkcNGF7Irh28WIIfTuZDLgNeuLM/e7oQWZiBwWr8cXQPAMA/4k+jUlcncUVkCRheyG7VGwRWNAxFzx0RigFBnKRLZImemtIHwV7OyC2rxps7z0tdDlkAhheyW18dzsLZfC08nBzw9JS+UpdDRNfh4uiAF+8eCABYl5iBE9ll0hZEkmN4IbukqdLjjZ9SAQBP3toH3q6OEldERK0Z36cb7hoSBIMA/vHtadQb2PvFnjG8kF16d/cFlFbp0dvPDQ/GhkldDhG1wd9u7wd3lQNO5Wrw9ZFsqcshCTG8kN3JKa3Cp0mXAAB/v70flOykS2QV/Nyd8ERDH6bXdpxDWRV3nrZX/K1NdmfVzvOorTdgVIQPxvfpJnU5RNQOD8WFobefG0qr9Fi1i5N37RXDC9mVlDwt4pNzAQDPTY/k0mgiK6NUyLHyzgEAgM8PXMKZPI3EFZEUGF7Irrz20zkIAdwxKBCDgj2lLoeIOmBUL1/cPigQBgGs2HqGGzfaIbOGl9LSUsybNw9qtRpqtRrz5s1DWVlZq49ZsGABZDJZk1tsbKw5yyQ7kZhejITUIjjIZVwaTWTl/n5bPzgrFTicWYrvkvOkLoe6mFnDy/3334/k5GTs2LEDO3bsQHJyMubNm3fDx02bNg35+fmm2/bt281ZJtkBIQRe+fEcAOD+kaEI93WVuCIiuhlBns5YMqkXAOPGjey8a1/MtgPd2bNnsWPHDhw4cAAjR44EAKxZswZxcXFITU1F377X/8tXpVIhICDAXKWRHdp2Kh8nczRwdVTg8Um9pS6HiDrBo2N7YOPhbGRdqcLqfRfxFHeEtxtmG3lJSkqCWq02BRcAiI2NhVqtRmJiYquPTUhIgJ+fH/r06YOFCxeisPD6m3HpdDpotdomN6Kr6esNpoZ0C8f1RDd3lcQVEVFnUDko8Nz0SADAh/vSUaCpkbgi6ipmCy8FBQXw8/Nrdr+fnx8KCgqu+7jp06djw4YN2L17N958800cPnwYkyZNgk6na/H4l19+2TSnRq1WIyQkpNPOgWxD/LFcZJZUwcfVEY+O7Sl1OUTUiaZHBSA6zAs1egPe3JkqdTnURdodXlasWNFsQu21tyNHjgBAi8tQhRCtLk+dM2cObr/9dkRFRWHGjBn48ccfcf78eWzbtq3F45cvXw6NRmO6ZWez6yL9Tl9vwH92XwAALBrfE24qs10pJSIJyGQy/P32fgCAzcdykJLH0Xd70O7f5EuWLMHcuXNbPSY8PBwnT57E5cuXm32vqKgI/v7+bX6+wMBAhIWF4cKFCy1+X6VSQaXiZQBq2eajOcgprYavmwrzYsOlLoeIzGBYqBfuGBSIH07m46XtZ/HZIyPYw8nGtTu8+Pr6wtfX94bHxcXFQaPR4NChQxgxYgQA4ODBg9BoNBg1alSbn6+kpATZ2dkIDAxsb6lk52rrDPjv7jQAwOLxPeHsqJC4IiIyl2enRWLnmcv4La0YCeeLMLFv82kLZDvMNuelX79+mDZtGhYuXIgDBw7gwIEDWLhwIe64444mK40iIyMRHx8PAKioqMDTTz+NpKQkZGZmIiEhATNmzICvry/uvvtuc5VKNmrT0WzkllWjm7uKmy8S2bgQbxcsGB0OAHhp21nU1RukLYjMyqx9XjZs2ICBAwdiypQpmDJlCgYNGoTPPvusyTGpqanQaIztnRUKBU6dOoWZM2eiT58+mD9/Pvr06YOkpCS4u7ubs1SyMbq6etOoy2MTIuCk5KgLka3784Re8HRR4kJhBb4+kiN1OWRGMmFjfZW1Wi3UajU0Gg08PDykLock8llSJv753Rn4e6iw95mJDC9EduKT3zLwrx9S+N63Qu35/ObeRmRzavT1+O8e46jLnyf24i8vIjvyQGwouns647JWh/WJmVKXQ2bC8EI2Z+PhbFzW6hCodsKc4ez7Q2RPVA4KPDHZ2EX7/b3p0NboJa6IzIHhhWxKbZ0Bq/emAzDOdVE5cNSFyN7MGhaMXn5uKKvSY82+i1KXQ2bA8EI25dvkXORpatDNXYXZMRx1IbJHCrkMT08x7nP08W8ZKCpvuUM7WS+GF7IZ9QaBDxKMoy4Lx/bgXBciOzZ1QAAGB6tRVVuP/zXMgSPbwfBCNmPH6QJcLK6E2lmJ+0eyrwuRPZPJZHhmqnHTxi8OZiGntEriiqgzMbyQTRBCmP66WjAqnHsYERHG9PbF6F4+qK034O2fW95ihqwTwwvZhITzRUjJ18LFUYEFo8KlLoeILETj6Ms3x3KQVlghcTXUWRheyCa81zDq8sDIUHi5OkpcDRFZiiEhnri1vz8MAnh3N0dfbAXDC1m9QxlXcDizFI4KOR4d21PqcojIwjT2fdl6Ig9pheUSV0OdgeGFrF7jXJfZMcHw93CSuBoisjQDgtSYOsAfQgDv/MKVR7aA4YWsWkqeFnvPF0Ehl2HRuAipyyEiC7X0FmPflx9O5uH8ZY6+WDuGF7JqH/1q7J5528BAhPq4SFwNEVmq/kEemDYgAEIA//mFc1+sHcMLWa18TTW2nsgDYGxKR0TUmqUNc1+2ncrn6IuVY3ghq7V2fybqDAKxPb0xKNhT6nKIyML1C/TAbQONoy/vsO+LVWN4IaukrdHji4NZAID/G8cVRkTUNktv6QOZzDj6cq5AK3U51EEML2SVNh7KRoWuDr383DChj5/U5RCRlegb4I7bBgYCAN7lyiOrxfBCVkdfb8An+zMAGOe6yOUyiSsiImvyl0nGuS/bT+ez666VYnghq7PtZD7yNTXwdVNh5pDuUpdDRFamb4A7bu1v7PvyfsNO9GRdGF7Iqggh8OE+4/LoBaPC4KRUSFwREVmjJRN7AQC+Tc5F9hXuOG1tGF7IqiSmlyAlXwtnpQIPjAyTuhwislKDQzwxtrcv6g0Cq/dx9MXaMLyQVWlsSjc7JpgbMBLRTflzw+jL10dyUKitkbgaag+GF7IaF4sqsCe1CDIZ8PBoNqUjopszsoc3YsK8UFtnwJqGP4zIOjC8kNX4NOkSAGBiXz/08HWVuBoisnYymQx/nmQcfdlwMAullbUSV0RtxfBCVkFbo8emI9kAgIdHh0tbDBHZjAl9umFAkAeqauuxtqEFA1k+hheyCpuO5KCyth69/dwwppev1OUQkY2QyWSmuS/rEjNRXqOXuCJqC4YXsnj1BoH1iZkAgAWjwyGTsSkdEXWeaQMCENHNFdqaOnx24JLU5VAbMLyQxdtzrhBZV6qgdlbi7qFsSkdEnUsul+GxCcbRl49/zUB1bb3EFdGNMLyQxVubaLwOPXd4CFwcHSSuhohs0Z1DghDs5YySylp8dThL6nLoBhheyKKlFpRjf1oJ5DJgXhyb0hGReSgVciweHwEA+HDfRdTWGSSuiFrD8EIWbV3DqMvUAQEI9nKRuBoismV/iA6Gn7sK+ZoaxB/PkbocagXDC1mssqpaxB/PBcCmdERkfk5KBRaO7QkAWL3vIgwGIXFFdD0ML2SxNh/NQY3egH6BHhge7iV1OURkB+aOCIG7kwMuFlXi57OXpS6HroPhhSySwSDwecOSxYfiwrg8moi6hLuTEg/GGufXNe5gT5aH4YUs0v70YmSWVMFd5YCZQ4KkLoeI7MjDo8LhqJDjyKVSHMm8InU51AKGF7JInzXsY3RPdDCXRxNRl/LzcMKsYcaeUqs5+mKRGF7I4uSVVZuuNT8YGypxNURkjxaO6wmZDNiVchlphRVSl0PXYHghi/PVoSwYBBDX0we9/NylLoeI7FBENzdM7ucPAFjD0ReLw/BCFqW2zoAvDxt3j26cNEdEJIXF443LpuOP56JQWyNxNXQ1hheyKDtTClBUrkM3dxWmDPCXuhwismPRYd6ICfNCbb0Baxs2hyXLwPBCFqVxefR9I0KhVPCfJxFJa1HDlgGfH7iE8hq9xNVQI346kMW4cLkcBy5egUIuw30jQqQuh4gIt0T6IaKbK8pr6vDVoWypy6EGDC9kMRpHXSb380Og2lniaoiIALlchkXjjKMvH/+WwQ0bLYRZw8uLL76IUaNGwcXFBZ6enm16jBACK1asQFBQEJydnTFhwgScOXPGnGWSBajU1WHLMeM+RvNiw6UthojoKjOHBsHPXYUCbQ22nsiTuhyCmcNLbW0tZs+ejT/96U9tfsxrr72GVatW4b///S8OHz6MgIAA3HrrrSgvLzdjpSS175LzUKGrQ09fV4yK8JG6HCIiE5WDAn8cY9wc9sN96RCCGzZKzazhZeXKlXjyyScxcODANh0vhMDbb7+Nv//975g1axaioqKwfv16VFVV4YsvvjBnqSQhIQQ+TcoEANw/MhRyOfcxIiLLcv/IULipHHD+cgUSUoukLsfuWdScl4yMDBQUFGDKlCmm+1QqFcaPH4/ExMQWH6PT6aDVapvcyLocyyrFuYJyOCnlmB3NibpEZHk8nJSmhQQf/camdVKzqPBSUFAAAPD3b9rfw9/f3/S9a7388stQq9WmW0gIP/yszecHsgAAdw4OgtpFKXE1REQtmz8qHAq5DPvTSpCSxz+UpdTu8LJixQrIZLJWb0eOHLmpomSyppcNhBDN7mu0fPlyaDQa0y07m0vZrElpZS22ncwHwI66RGTZgr1cMD0qAIBx5RFJp93b9S5ZsgRz585t9Zjw8PAOFRMQYPxHUVBQgMDAQNP9hYWFzUZjGqlUKqhUqg49H0nvm+O5qK03IKq7BwYFe0pdDhFRqx4d2xM/nMzH1hO5WDatL/w9nKQuyS61O7z4+vrC19fXHLWgR48eCAgIwK5duzB06FAAxhVLe/fuxauvvmqW5yTpCCHw1SHjJaM5w7l7NBFZviEhnhge7oXDmaX4NCkTz0yNlLoku2TWOS9ZWVlITk5GVlYW6uvrkZycjOTkZFRU/L69eGRkJOLj4wEYLxc98cQTeOmllxAfH4/Tp09jwYIFcHFxwf3332/OUkkCx7JKcaGwAs5KBWYOCZK6HCKiNnlkjHHDxg0Hs1BVWydxNfap3SMv7fH8889j/fr1pq8bR1P27NmDCRMmAABSU1Oh0WhMxyxbtgzV1dV47LHHUFpaipEjR2Lnzp1wd3c3Z6kkgS8bWm3fPigQHk6cqEtE1uHW/v4I83HBpZIqbDmag3lx4VKXZHdkwsa67Wi1WqjVamg0Gnh4eEhdDl2HtkaPES/+jBq9AVv+FIfoMG+pSyIiarP1iZl4YesZhPu4YPdfJ7A/VSdoz+e3RS2VJvvxXXIeavQG9PZzw7BQL6nLISJqlz9EB8PDyQGZJVX45Vyh1OXYHYYXkkTjRN25I0KvuwyeiMhSuaoccP9IY3uHj35l07quxvBCXe5UjgZn8rRwVMgxa2h3qcshIuqQBaPC4SCX4WDGFZzK0dz4AdRpGF6oy3152DjqMi0qAF6ujhJXQ0TUMQFqJ8wYbFwpyS0DuhbDC3WpSl0dtiYbt5SfO4JbORCRdXukYbfpbSfzkVdWLXE19oPhhbrUtpP5qNDVIdzHBXE9faQuh4jopkR1VyOupw/qDALrEzOlLsduMLxQl2q8ZDRnOCfqEpFteHSscfTli0NZqNCxaV1XYHihLpNaUI7jWWVwkMtwTzQn6hKRbZjY1w89fV1RXlOHTUe4OXBXYHihLvNlw/LoW/r5wc+dm5kRkW2Qy2X4Y8Pcl0/2Z6DeYFO9Xy0Swwt1iRp9PeKP5wIw9nYhIrIl9wwLhpeLEtlXqrHzTIHU5dg8hhfqEjtOF0BTrUd3T2eM691N6nKIiDqVs6MCD8Y2NK37LUPiamwfwwt1iY2HjdeBZ8cEQ8E9QIjIBs2LC4OjQo6jl0pxLKtU6nJsGsMLmV32lSokXSyBTGbcD4SIyBb5uTth5hBj07qPf+XoizkxvJDZfXPMONdlVIQPgr1cJK6GiMh8HmlYNv3j6XxkX6mSuBrbxfBCZmUwCGw+ZrxkxFEXIrJ1kQEeGNvbFwYBrGPTOrNheCGzOpx5BdlXquHqqMDUAQFSl0NEZHaPju0JwDjXT1ujl7ga28TwQma15VgOAOD2QYFwcXSQuBoiIvMb19sXvf3cUKGrw1cN/a2oczG8kNlU1dZh28l8AMAforkJIxHZB5lMZtoyYN3+TNTVGySuyPYwvJDZ7DhdgMraeoR6u2B4uJfU5RARdZmZQ7rD180ReZoabD/NpnWdjeGFzGbzUeMloz9EB3MTRiKyK05KBebFhgMAPvr1IoTglgGdieGFzCKntAqJ6SUAgFnDuAkjEdmfB2NDoXKQ42SOBocz2bSuMzG8kFk09naJ68neLkRkn3zcVJg1zNgi4qNfL0pcjW1heKFOJ4QwrTJibxcismePjAkHAOw6exmZxZXSFmNDGF6o0x25VIpLJVVwdVRg+kD2diEi+9XLzx0T+3aDEMAn+7llQGdheKFOt/mIcdTltoHs7UJEtLChad2mIzkoq6qVuBrbwPBCnaqqtg7bTjX2duElIyKiuAgf9Av0QLW+HhsOsmldZ2B4oU7105kCVOjqGnq7eEtdDhGR5GQyGRY2NK1bn5iJ2jo2rbtZDC/UqRp7u8wa1h1yOXu7EBEBwB2DguDnrkJhuQ4/nMyTuhyrx/BCnSa3rNrU2+WeYbxkRETUyNFBjvmjwgEAa37NYNO6m8TwQp0m/lgOhABie3ojxJu9XYiIrvbAyFA4KxU4m69FUsMfetQxDC/UKYQQV20HwE0YiYiu5eniiNkxxlHpNWxad1MYXqhTHL1UisySKrg4KjA9ir1diIha8sfRPSCTAXtSi5BWWC51OVaL4YU6ReOoy20DA+GqYm8XIqKWhPu64tZ+/gCAj3/LlLYYK8bwQjeturYeP5w09nbhRF0iotY92tC07ptjOSip0ElcjXVieKGb1tjbJdjLGSN7sLcLEVFrhod7YXCwGro6Az4/wKZ1HcHwQjetcRPGe4YFs7cLEdENyGQyPNIw+vLZgUzU6Oslrsj6MLzQTckrq8ZvacUAeMmIiKitpkcFIEjthOKKWnyXnCt1OVaH4YVuSvzxXAgBjOzhjVAf9nYhImoLpUKOh0cbtwz4iE3r2o3hhTqsaW8XjroQEbXHnBEhcHVU4EJhBfaeL5K6HKvC8EIddiyrFBnFlXBWKjB9YKDU5RARWRUPJyXmDA8FAHz8W4bE1VgXhhfqsMZRl+kDA+DG3i5ERO328OhwyGXArxeKca5AK3U5VoPhhTqkRl+PH04Ye7vwkhERUceEeLtgepRx5PqjXzn60lYML9QhP50pQLmuDt09nRHbw0fqcoiIrNajY40Td79LzsVlbY3E1VgHhhfqkMZLRvdEs7cLEdHNGBrqhRHh3tDXC3zCuS9tYtbw8uKLL2LUqFFwcXGBp6dnmx6zYMECyGSyJrfY2FhzlkntlK+5urdLd4mrISKyfovGG5vWbTiYBW2NXuJqLJ9Zw0ttbS1mz56NP/3pT+163LRp05Cfn2+6bd++3UwVUkd8c8zY22VED2+E+bhKXQ4RkdWb2NcPvf3cUKGrwxcHuWXAjZg1vKxcuRJPPvkkBg4c2K7HqVQqBAQEmG7e3twvx1IIIbClsbcLO+oSEXUKuVyG/xtnHH355LcM6Oq4ZUBrLHLOS0JCAvz8/NCnTx8sXLgQhYWF1z1Wp9NBq9U2uZH5HM8uw8WG3i63DWJvFyKizjJzSHcEeDihsFyH747nSV2ORbO48DJ9+nRs2LABu3fvxptvvonDhw9j0qRJ0Ola3jb85ZdfhlqtNt1CQkK6uGL7YurtEsXeLkREncnRQY5HxhhXHn2wLx0GA7cMuJ52h5cVK1Y0m1B77e3IkSMdLmjOnDm4/fbbERUVhRkzZuDHH3/E+fPnsW3bthaPX758OTQajemWnZ3d4eem1tXo6/H9CeNfA+ztQkTU+eaOCIG7kwMuFlXi57OXpS7HYrX7T+clS5Zg7ty5rR4THh7e0XqaCQwMRFhYGC5cuNDi91UqFVQqVac9H13fzpTLKK9p6O3Sk71diIg6m7uTEg/GhuH9hHSs3ncRUwYESF2SRWp3ePH19YWvr685amlRSUkJsrOzERjI+RVSM/V2GdadvV2IiMzk4VHh+PjXDBy9VIojmVcQE85FK9cy65yXrKwsJCcnIysrC/X19UhOTkZycjIqKipMx0RGRiI+Ph4AUFFRgaeffhpJSUnIzMxEQkICZsyYAV9fX9x9993mLJVuoEBTg98uGHc9ncVVRkREZuPn4YR7oo09tD7Ymy5xNZbJrDMun3/+eaxfv9709dChQwEAe/bswYQJEwAAqamp0Gg0AACFQoFTp07h008/RVlZGQIDAzFx4kRs3LgR7u7u5iyVbuCb4zkwCGB4uBfCfdnbhYjInB4d2xNfHc7Gz2cLceFyOXr78zPwajIhhE1NZ9ZqtVCr1dBoNPDw8JC6HJsghMDkVXuRXlSJV+8ZaNrCnYiIzGfRZ0fw05nLmB0djNdnD5a6HLNrz+e3xS2VJsuTnF2G9KJKOCnluG0g5x4REXWFReMjAADfJueiQMMNG6/G8EI39Htvl0C4OyklroaIyD4MC/XCiB4NGzbu54aNV2N4oVbV6Ouxlb1diIgksbhxw8YDl1BWVStxNZaD4YVatauht0uQ2glx7O1CRNSlJvb1Q79AD1TW1mNdYqbU5VgMhhdqVeMlo1nDgtnbhYioi8lkMvx5onHuy9r9majQ1UlckWVgeKHruqytwa8NvV3u4SUjIiJJTI8KRE9fV2iq9dhw4JLU5VgEhhe6rvjjuTAIICbMCz3Y24WISBIKuQyLJxhHX9b8moEafb3EFUmP4YVaJIQwXTLiRF0iImndPbQ7uns6o7hCh01HuAExwwu16ESOBmmFFcbeLoPY24WISEpKhRyLGlYefbD3IvT1BokrkhbDC7Vo81Fjsp86IAAe7O1CRCS5e2NC4OumQm5ZNb5LzpO6HEkxvFAzNfp6bE1mbxciIkvipFTg0bE9AADvJaSh3mBTu/u0C8MLNfPL2UJoa+oQqHbCqAhfqcshIqIGD8aGQe2sxMWiSmw/lS91OZJheKFmGi8ZzRrWHQr2diEishhuKgf8cbRx9OU/v1yAwU5HXxheqIlCbQ32nm/o7TKMl4yIiCzNgtHh8HBywIXCCmw/bZ+jLwwv1ERjb5foMC/07OYmdTlERHQNtbMSj4wxrjyy19EXhhcyubq3C0ddiIgs14LR4XB3csD5yxX48XSB1OV0OYYXMjmZo8GFwgqoHOS4nb1diIgslnH0xTj35Z1fztvd6AvDC5k0jrpMHRAAtTN7uxARWbKHR/ew29EXhhcCAOjq6rH1BHu7EBFZC7Wz0rTyyN5GXxheCICxt4umWo8ADyeM7sXeLkRE1uCPY34ffdlxxn5GXxheCMDvl4zY24WIyHpcPfry9s/n7abrLsMLNe3twktGRERW5Y9jesCjYfRl64lcqcvpEgwvhG+Tc1FvEBga6okI9nYhIrIqamclFk+IAACs2nUetXW2v+M0w4udu7q3CyfqEhFZpwWjwuHrpkL2lWpsPJItdTlmx/Bi507nanH+cgUcHeS4Y1CQ1OUQEVEHuDg64C+39AIAvPvLBVTX1ktckXkxvNi5xk0Y2duFiMi6zR0eimAvZxSW67A+KVPqcsyK4cWO6erq8R17uxAR2QRHBzmemNwHAPB+Qjq0NXqJKzIfhhc7tvtsIcqq9PD3UGEMe7sQEVm9u4d2Ry8/N2iq9fho30WpyzEbhhc71jhR9+6hweztQkRkAxRyGZ6eYhx9+ei3DBRX6CSuyDwYXuxUYXkNEhp6u/whurvE1RARUWeZOiAAg4LVqKqtxzs/X5C6HLNgeLFT8cd+7+3Sy89d6nKIiKiTyGQyLJ/eDwDwxaEspBWWS1xR52N4sUNCCGxquGQ0OzpE4mqIiKizxUX4YHI/f9QbBF758ZzU5XQ6hhc7lJxdhrTCCjgp5bhjcKDU5RARkRksvy0SCrkMP58tRGJ6sdTldCqGFzvUOOoybUAAPJzY24WIyBZFdHPDAyNDAQAvbjsLgw1t2sjwYmeqa+vxfbKxt8vsGF4yIiKyZUtv6Q13lQPO5GkRf9x2Nm1keLEzP50pQLmuDt09nRHX00fqcoiIyIx83FR4bKJx24DXf0q1mW0DGF7szKaG7QD+EB0MOXu7EBHZvIdHh6O7pzMKtDX46FfbaFzH8GJHckqrkJheAoDbARAR2QsnpQLLpvUFALyXkI68smqJK7p5DC92ZMvRXAgBxPX0QYi3i9TlEBFRF7lzcBBiwrxQra/Hi9vOSl3OTWN4sRMGg8DmY8ZLRrNjOOpCRGRPZDIZ/jUzCnIZsO1UPn67YN1Lpxle7MTBjCvIvlINN5UDpkextwsRkb3pH+SBh+LCAQAvbD2N2jqDtAXdBIYXO9E4UXfG4EA4OyokroaIiKTw5K194OvmiPSiSqzdnyF1OR3G8GIHymv02H4qHwDwB24HQERkt9TOSjw7LRIA8M4vF5Cvsc7Ju2YLL5mZmXjkkUfQo0cPODs7IyIiAi+88AJqa2tbfZwQAitWrEBQUBCcnZ0xYcIEnDlzxlxl2oVtJ/NRozegZzdXDAv1lLocIiKS0D3DghEd5oWqWuudvGu28HLu3DkYDAasXr0aZ86cwVtvvYUPPvgAf/vb31p93GuvvYZVq1bhv//9Lw4fPoyAgADceuutKC+3vV0xu8rVmzDKZOztQkRkz+RyGf41cwDkMuCHk9Y5eVcmhOiyzQ5ef/11vP/++7h4seUmOUIIBAUF4YknnsCzzz4LANDpdPD398err76KRYsW3fA5tFot1Go1NBoNPDw8OrV+a5ReVIFb3twLuQxIWn4L/D2cpC6JiIgswIqtZ7AuMRMh3s746YlxcHF0kLSe9nx+d+mcF41GA29v7+t+PyMjAwUFBZgyZYrpPpVKhfHjxyMxMbHFx+h0Omi12iY3+t3mhlGX8X26MbgQEZHJ01P7orunM7KvVOONn85LXU67dFl4SU9Px7vvvovFixdf95iCggIAgL+/f5P7/f39Td+71ssvvwy1Wm26hYRwQmojfb3BFF64CSMREV3NTeWAl2YNBACsTczA0UulElfUdu0OLytWrIBMJmv1duTIkSaPycvLw7Rp0zB79mw8+uijN3yOa+dlCCGuO1dj+fLl0Gg0plt2dnZ7T8lm7TlXiKJyHXxcHTG5n/+NH0BERHZlfJ9uuGdYMIQAnt1yEro669i4sd0XuJYsWYK5c+e2ekx4eLjpv/Py8jBx4kTExcXhww8/bPVxAQEBAIwjMIGBvzdSKywsbDYa00ilUkGlUrWxevvy1eHfN2F0dOCqeCIiau6fd/TD3vNFSCuswLu/pOHpqX2lLumG2h1efH194evr26Zjc3NzMXHiRERHR2Pt2rWQy1v/AO3RowcCAgKwa9cuDB06FABQW1uLvXv34tVXX21vqXYtX1ONhNRCAMCc4bxkRERELfN0ccS/Zw7AnzYcwwd70zF9YAAGBKmlLqtVZvtzPC8vDxMmTEBISAjeeOMNFBUVoaCgoNnclcjISMTHxwMwXi564okn8NJLLyE+Ph6nT5/GggUL4OLigvvvv99cpdqkTUdyYBDAiB7e6NnNTepyiIjIgk0fGIjpUQGoMwg8s8nyLx+ZbV3Uzp07kZaWhrS0NAQHN90I8OrV2ampqdBoNKavly1bhurqajz22GMoLS3FyJEjsXPnTri7u5urVJtjMAhsbLhkdN8IjroQEdGNrZw5AAculiAlX4s3d57H327rJ3VJ19WlfV66Avu8AHvPF2H+J4fg4eSAQ3+fDCcl9zIiIqIb25VyGQs/NS66+eyRERjbu1uXPbfF9nmhrrHxcBYA4O6h3RlciIiozW7t7495sWEAgKe+PoGSCp3EFbWM4cXGFFfosCvlMgBg7ohQiashIiJr8/fb+6G3nxuKynV4ZvNJWOIFGoYXG7PlaA709QKDQzzRL9A+L5sREVHHOSkV+M99Q+HoIMfuc4X4NOmS1CU1w/BiQ4T4faLuXC6PJiKiDuoX6IG/TY8EALy4/SxS8ixr6x2GFxtyKOMKLhZXwsVRgRmDg6Quh4iIrNj8UeGYFOmH2joDFn1+BKWVtVKXZMLwYkMaO+reOTgIbippdwclIiLrJpPJsOrewQj1dkH2lWos+fIY6uoNUpcFgOHFZmiq9Nh+Kh8AO+oSEVHn8HRxxJqHYuDiqMD+tBK8/OM5qUsCwPBiM75NzoWuzoDIAHcMCfGUuhwiIrIRfQPcserewQCAj3/LwJajORJXxPBiE4QQ+PKQsbfL3OEh192Bm4iIqCOmRQXi8Um9AADL40/hZE6ZpPUwvNiAkzkanCsoh6ODHHcN7S51OUREZIOenNwHk/s1TOD97CiKyqVrYMfwYgO+OGgcdbktKgCeLo4SV0NERLZILpfhrTlDENHNFb393eGokC5CcEmKldNU6/HdiVwAwAMNLZ2JiIjMwd1JiS8XxsLHTQWFXLopCgwvVu6bYzmo0RvQ198dMWFeUpdDREQ2zs/DSeoSeNnImgkhsKHhktGDsaGcqEtERHaB4cWKHbh4BWmFFXBxVHCiLhER2Q2GFyv2+QHjZll3De0OdyelxNUQERF1DYYXK1WorcFPZwoAAA+O5ERdIiKyHwwvVmrj4WzUGQSiw7zQP8hD6nKIiIi6DMOLFao3/N5R98HYUImrISIi6loML1Zo97lC5Glq4OWixPSoQKnLISIi6lIML1aocaLuvTEhcFIqJK6GiIioazG8WJnM4krsu1AEALh/JC8ZERGR/WF4sTLrkzIhBDAp0g9hPq5Sl0NERNTlGF6sSIWuDpuO5AAAFowKl7YYIiIiiTC8WJEtR3NQoatDRDdXjO3tK3U5REREkmB4sRIGg8D6xEwAxlEX7mNERET2iuHFSuy7UISLxZVwVzlg1rBgqcshIiKSDMOLlVjXMOoyOyYErioHaYshIiKSEMOLFbhYVIGE1CLIZMBDcdzHiIiI7BvDixX4NMnYlG5SXz+E+3J5NBER2TeGFwtXXqPHpiPZAIAFo8OlLYaIiMgCMLxYuM1Hc1BZW49efm4Y04vLo4mIiBheLFhdvQGf7M8AwOXRREREjRheLNhPZy4j+0o1vF0dcQ+XRxMREQFgeLFYQgh8uC8dADAvNgzOjtw9moiICGB4sViHMq7gRI4GKgc55nF5NBERkQnDi4Va8+tFAMA90cHwdVNJXA0REZHlYHixQGmFFfj5bCFkMuDRMT2kLoeIiMiiMLxYoI9/M4663NrPHz27uUlcDRERkWVheLEwReU6bDmWCwD4v3E9Ja6GiIjI8jC8WJhPkzJRW2fA0FBPRId5SV0OERGRxWF4sSBVtXX47IBxH6P/G9uTTemIiIhawPBiQTYcyEJZlR7hPi6YMiBA6nKIiIgsEsOLhajR1+PDhuXRj03oBYWcoy5EREQtMVt4yczMxCOPPIIePXrA2dkZEREReOGFF1BbW9vq4xYsWACZTNbkFhsba64yLcbGw9koKtehu6cz7hraXepyiIiILJaDuX7wuXPnYDAYsHr1avTq1QunT5/GwoULUVlZiTfeeKPVx06bNg1r1641fe3o6GiuMi1CbZ0BH+w1bgWweEIEHB04IEZERHQ9Zgsv06ZNw7Rp00xf9+zZE6mpqXj//fdvGF5UKhUCAuxnzsc3x3KQr6mBn7sKs6O5ASMREVFruvRPfI1GA29v7xsel5CQAD8/P/Tp0wcLFy5EYWHhdY/V6XTQarVNbtakrt6A9xKMoy6LxkfASckNGImIiFrTZeElPT0d7777LhYvXtzqcdOnT8eGDRuwe/duvPnmmzh8+DAmTZoEnU7X4vEvv/wy1Gq16RYSEmKO8s1m64k8ZF2pgo+rI+4bYV21ExERSUEmhBDtecCKFSuwcuXKVo85fPgwYmJiTF/n5eVh/PjxGD9+PD766KN2FZifn4+wsDB89dVXmDVrVrPv63S6JsFGq9UiJCQEGo0GHh4e7XqurlZvELj1rb24WFSJZdP64rEJvaQuiYiISBJarRZqtbpNn9/tnvOyZMkSzJ07t9VjwsPDTf+dl5eHiRMnIi4uDh9++GF7nw6BgYEICwvDhQsXWvy+SqWCSmWduy7/eDofF4sqoXZWYl5smNTlEBERWYV2hxdfX1/4+vq26djc3FxMnDgR0dHRWLt2LeTy9l+lKikpQXZ2NgIDA9v9WEtWbxB4+2djIHt4dDjcnZQSV0RERGQdzDbnJS8vDxMmTEBISAjeeOMNFBUVoaCgAAUFBU2Oi4yMRHx8PACgoqICTz/9NJKSkpCZmYmEhATMmDEDvr6+uPvuu81VqiS+OZaDtMIKeLoo8ccxPaQuh4iIyGqYban0zp07kZaWhrS0NAQHN13+e/U0m9TUVGg0GgCAQqHAqVOn8Omnn6KsrAyBgYGYOHEiNm7cCHd3d3OV2uV0dfWmUZc/jY+AB0ddiIiI2qzdE3YtXXsm/Ehl3f4MrPg+Bf4eKux9ZiKXRxMRkd1rz+c3W7l2sUpdHf67Jw0A8JdbejO4EBERtRPDSxdbuz8DxRW1CPdxwb0x7OtCRETUXgwvXaisqhar9xl3jn7y1j5QKvi/n4iIqL346dmFPth7EeU1dYgMcMeMQUFSl0NERGSVGF66SL6mGusSMwAAz0ztC7lcJnFFRERE1onhpYu8+uM51OgNGB7uhUmRflKXQ0REZLUYXrrA0UtX8G1yHmQy4IUZAyCTcdSFiIiooxhezMxgEFixNQUAMCcmBFHd1RJXREREZN0YXsxs89EcnMrVwF3lgKen9pW6HCIiIqvH8GJG5TV6vPbTOQDA0sm94etmnbtfExERWRKGFzN6d3caiitq0bObKx6KC5e6HCIiIpvA8GImF4sqsHa/cWn0P+/oD0cH/q8mIiLqDPxENQMhBFZ8nwJ9vcDEvt0wsS+XRhMREXUWhhcz2HoiD/vOF8HRQY5/3tFf6nKIiIhsCsNLJyurqsW/vjcujX58Yi/07OYmcUVERES2heGlk720/SxKKmvR288Ni8ZHSF0OERGRzWF46UR7zxfh6yM5AICXZw3kJF0iIiIz4KdrJ9HW6PHclpMAgAWjwhET7i1xRURERLaJ4aWT/L8fUpCvqUG4jwuWTWMnXSIiInNheOkEO88U4OsjOZDJgNdnD4aLo4PUJREREdkshpebVKCpwbKGy0ULx/bEcF4uIiIiMiuGl5tQbxB46utklFXpEdXdA09P4eUiIiIic2N4uQnvJ6QhMb0EzkoF/jN3KFcXERERdQF+2nbQrxeK8Oau8wCAf80cwGZ0REREXYThpQNyy6rxly+PQwhg7vAQzI4JkbokIiIiu8Hw0k5VtXVY/NlRlDbMc1lx5wCpSyIiIrIrDC/tYDAIPLXxBE7lauDt6oj3H4iGk1IhdVlERER2heGlHd7YmYodZwrgqJBj9bxohHi7SF0SERGR3WF4aaMT2WV4LyEdAPDKPQPZz4WIiEgibAXbRoNDPPH/7opCYbkOs4YFS10OERGR3WJ4aYcHY8OkLoGIiMju8bIRERERWRWGFyIiIrIqDC9ERERkVRheiIiIyKowvBAREZFVYXghIiIiq8LwQkRERFaF4YWIiIisCsMLERERWRWGFyIiIrIqDC9ERERkVRheiIiIyKowvBAREZFVsbldpYUQAACtVitxJURERNRWjZ/bjZ/jrbG58FJeXg4ACAkJkbgSIiIiaq/y8nKo1epWj5GJtkQcK2IwGJCXlwd3d3fIZLJO/dlarRYhISHIzs6Gh4dHp/5sS2Dr5wfY/jny/KyfrZ+jrZ8fYPvnaK7zE0KgvLwcQUFBkMtbn9VicyMvcrkcwcHBZn0ODw8Pm/wH2cjWzw+w/XPk+Vk/Wz9HWz8/wPbP0Rznd6MRl0acsEtERERWheGFiIiIrArDSzuoVCq88MILUKlUUpdiFrZ+foDtnyPPz/rZ+jna+vkBtn+OlnB+Njdhl4iIiGwbR16IiIjIqjC8EBERkVVheCEiIiKrwvBCREREVoXh5SovvvgiRo0aBRcXF3h6erbpMUIIrFixAkFBQXB2dsaECRNw5syZJsfodDo8/vjj8PX1haurK+68807k5OSY4QxurLS0FPPmzYNarYZarca8efNQVlbW6mNkMlmLt9dff910zIQJE5p9f+7cuWY+m+Y6cn4LFixoVntsbGyTYyzlNWzv+en1ejz77LMYOHAgXF1dERQUhIceegh5eXlNjpPy9XvvvffQo0cPODk5ITo6Gr/++murx+/duxfR0dFwcnJCz5498cEHHzQ7ZsuWLejfvz9UKhX69++P+Ph4c5V/Q+05v2+++Qa33norunXrBg8PD8TFxeGnn35qcsy6detafD/W1NSY+1Suqz3nmJCQ0GL9586da3Kctb6GLf0+kclkGDBggOkYS3oN9+3bhxkzZiAoKAgymQzffvvtDR9jEe9BQSbPP/+8WLVqlXjqqaeEWq1u02NeeeUV4e7uLrZs2SJOnTol5syZIwIDA4VWqzUds3jxYtG9e3exa9cucezYMTFx4kQxePBgUVdXZ6Yzub5p06aJqKgokZiYKBITE0VUVJS44447Wn1Mfn5+k9snn3wiZDKZSE9PNx0zfvx4sXDhwibHlZWVmft0munI+c2fP19MmzatSe0lJSVNjrGU17C951dWViYmT54sNm7cKM6dOyeSkpLEyJEjRXR0dJPjpHr9vvrqK6FUKsWaNWtESkqKWLp0qXB1dRWXLl1q8fiLFy8KFxcXsXTpUpGSkiLWrFkjlEql2Lx5s+mYxMREoVAoxEsvvSTOnj0rXnrpJeHg4CAOHDhg9vO5VnvPb+nSpeLVV18Vhw4dEufPnxfLly8XSqVSHDt2zHTM2rVrhYeHR7P3pVTae4579uwRAERqamqT+q9+L1nza1hWVtbkvLKzs4W3t7d44YUXTMdY0mu4fft28fe//11s2bJFABDx8fGtHm8p70GGlxasXbu2TeHFYDCIgIAA8corr5juq6mpEWq1WnzwwQdCCOM/ZKVSKb766ivTMbm5uUIul4sdO3Z0eu2tSUlJEQCa/ANKSkoSAMS5c+fa/HNmzpwpJk2a1OS+8ePHi6VLl3ZWqR3S0fObP3++mDlz5nW/bymvYWe9focOHRIAmvzyler1GzFihFi8eHGT+yIjI8Vzzz3X4vHLli0TkZGRTe5btGiRiI2NNX197733imnTpjU5ZurUqWLu3LmdVHXbtff8WtK/f3+xcuVK09dt/f3UVdp7jo3hpbS09Lo/05Zew/j4eCGTyURmZqbpPkt7DRu1JbxYynuQl41uQkZGBgoKCjBlyhTTfSqVCuPHj0diYiIA4OjRo9Dr9U2OCQoKQlRUlOmYrpKUlAS1Wo2RI0ea7ouNjYVarW5zLZcvX8a2bdvwyCOPNPvehg0b4OvriwEDBuDpp5827fDdVW7m/BISEuDn54c+ffpg4cKFKCwsNH3PUl7Dznj9AECj0UAmkzW7NNrVr19tbS2OHj3a5P8rAEyZMuW655OUlNTs+KlTp+LIkSPQ6/WtHtPV77eOnN+1DAYDysvL4e3t3eT+iooKhIWFITg4GHfccQeOHz/eaXW3x82c49ChQxEYGIhbbrkFe/bsafI9W3oNP/74Y0yePBlhYWFN7reU17C9LOU9aHMbM3algoICAIC/v3+T+/39/XHp0iXTMY6OjvDy8mp2TOPju0pBQQH8/Pya3e/n59fmWtavXw93d3fMmjWryf0PPPAAevTogYCAAJw+fRrLly/HiRMnsGvXrk6pvS06en7Tp0/H7NmzERYWhoyMDPzzn//EpEmTcPToUahUKot5DTvj9aupqcFzzz2H+++/v8mGalK8fsXFxaivr2/x/XO98ykoKGjx+Lq6OhQXFyMwMPC6x3T1+60j53etN998E5WVlbj33ntN90VGRmLdunUYOHAgtFot3nnnHYwePRonTpxA7969O/UcbqQj5xgYGIgPP/wQ0dHR0Ol0+Oyzz3DLLbcgISEB48aNA3D919naXsP8/Hz8+OOP+OKLL5rcb0mvYXtZynvQ5sPLihUrsHLlylaPOXz4MGJiYjr8HDKZrMnXQohm912rLce0VVvPEWhea3tr+eSTT/DAAw/Aycmpyf0LFy40/XdUVBR69+6NmJgYHDt2DMOGDWvTz74ec5/fnDlzTP8dFRWFmJgYhIWFYdu2bc1CWnt+blt11eun1+sxd+5cGAwGvPfee02+Z87X70ba+/5p6fhr7+/Ie9JcOlrLl19+iRUrVuC7775rElpjY2ObTCgfPXo0hg0bhnfffRf/+c9/Oq/wdmjPOfbt2xd9+/Y1fR0XF4fs7Gy88cYbpvDS3p9pbh2tZd26dfD09MRdd93V5H5LfA3bwxLegzYfXpYsWXLDVRPh4eEd+tkBAQEAjEk0MDDQdH9hYaEpdQYEBKC2thalpaVN/nIvLCzEqFGjOvS812rrOZ48eRKXL19u9r2ioqJmKbklv/76K1JTU7Fx48YbHjts2DAolUpcuHDhpj/8uur8GgUGBiIsLAwXLlwAYP7XsCvOT6/X495770VGRgZ27959w23sO/P1ux5fX18oFIpmf41d/f65VkBAQIvHOzg4wMfHp9Vj2vNvoDN05Pwabdy4EY888gg2bdqEyZMnt3qsXC7H8OHDTf9eu9LNnOPVYmNj8fnnn5u+toXXUAiBTz75BPPmzYOjo2Orx0r5GraXxbwHO232jA1p74TdV1991XSfTqdrccLuxo0bTcfk5eVJOmH34MGDpvsOHDjQ5gmf8+fPb7ZK5XpOnTolAIi9e/d2uN72utnza1RcXCxUKpVYv369EMJyXsOOnl9tba246667xIABA0RhYWGbnqurXr8RI0aIP/3pT03u69evX6sTdvv169fkvsWLFzebLDh9+vQmx0ybNk2yyZ7tOT8hhPjiiy+Ek5PTDSdONjIYDCImJkY8/PDDN1Nqh3XkHK91zz33iIkTJ5q+tvbXUIjfJyafOnXqhs8h9WvYCG2csGsJ70GGl6tcunRJHD9+XKxcuVK4ubmJ48ePi+PHj4vy8nLTMX379hXffPON6etXXnlFqNVq8c0334hTp06J++67r8Wl0sHBweLnn38Wx44dE5MmTZJ0qfSgQYNEUlKSSEpKEgMHDmy21PbacxRCCI1GI1xcXMT777/f7GempaWJlStXisOHD4uMjAyxbds2ERkZKYYOHSrJUuL2nF95ebn461//KhITE0VGRobYs2ePiIuLE927d7fI17C956fX68Wdd94pgoODRXJycpNlmTqdTggh7evXuAz1448/FikpKeKJJ54Qrq6uppUZzz33nJg3b57p+MZlmk8++aRISUkRH3/8cbNlmvv37xcKhUK88sor4uzZs+KVV16RfJltW8/viy++EA4ODuJ///vfdZetr1ixQuzYsUOkp6eL48ePi4cfflg4ODg0CbVdqb3n+NZbb4n4+Hhx/vx5cfr0afHcc88JAGLLli2mY6z5NWz04IMPipEjR7b4My3pNSwvLzd91gEQq1atEsePHzetRrTU9yDDy1Xmz58vADS77dmzx3QMALF27VrT1waDQbzwwgsiICBAqFQqMW7cuGZJu7q6WixZskR4e3sLZ2dncccdd4isrKwuOqumSkpKxAMPPCDc3d2Fu7u7eOCBB5otWbz2HIUQYvXq1cLZ2bnF3h9ZWVli3LhxwtvbWzg6OoqIiAjxl7/8pVmvlK7Q3vOrqqoSU6ZMEd26dRNKpVKEhoaK+fPnN3t9LOU1bO/5ZWRktPhv+up/11K/fv/73/9EWFiYcHR0FMOGDWsy2jN//nwxfvz4JscnJCSIoUOHCkdHRxEeHt5ioN60aZPo27evUCqVIjIysskHY1drz/mNHz++xddq/vz5pmOeeOIJERoaKhwdHUW3bt3ElClTRGJiYheeUXPtOcdXX31VRERECCcnJ+Hl5SXGjBkjtm3b1uxnWutrKIRxtNbZ2Vl8+OGHLf48S3oNG0eIrvdvzlLfgzIhGmbaEBEREVkB9nkhIiIiq8LwQkRERFaF4YWIiIisCsMLERERWRWGFyIiIrIqDC9ERERkVRheiIiIyKowvBAREZFVYXghIiIiq8LwQkRERFaF4YWIiIisCsMLERERWZX/D4Ln3y1vdNf5AAAAAElFTkSuQmCC" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ - "# plot the acquisition function\n", - "# note that target time is only updated during the generate call\n", - "target_time = X.generator.target_prediction_time\n", - "print(target_time-start_time)\n", - "my_acq_func = X.generator.get_acquisition(model)\n", - "\n", - "with torch.no_grad():\n", - " acq_pts = x.unsqueeze(-1).unsqueeze(-1)\n", - " full_acq = my_acq_func.acq_func(gp_pts.unsqueeze(1))\n", - " fixed_acq = my_acq_func(acq_pts)\n", - "\n", - " fig, ax = plt.subplots()\n", - " c = ax.pcolor(tt, xx, full_acq.reshape(n,n))\n", - " fig.colorbar(c)\n", - "\n", - " fi2, ax2 = plt.subplots()\n", - " ax2.plot(x.flatten(), fixed_acq.flatten())" + "X.data.plot(y=\"y\")" ], "metadata": { "collapsed": false, - "ExecuteTime": { - "end_time": "2023-09-19T20:39:56.432421500Z", - "start_time": "2023-09-19T20:39:55.716392Z" - } + "is_executing": true } }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "outputs": [], "source": [], "metadata": { "collapsed": false, - "ExecuteTime": { - "end_time": "2023-09-19T20:39:56.447420900Z", - "start_time": "2023-09-19T20:39:56.434390600Z" - } + "is_executing": true } } ], diff --git a/xopt/generators/bayesian/__init__.py b/xopt/generators/bayesian/__init__.py index fc75b427..5ba04aa4 100644 --- a/xopt/generators/bayesian/__init__.py +++ b/xopt/generators/bayesian/__init__.py @@ -1,9 +1,11 @@ from xopt.generators.bayesian.bayesian_exploration import BayesianExplorationGenerator -from xopt.generators.bayesian.expected_improvement import ExpectedImprovementGenerator +from xopt.generators.bayesian.expected_improvement import ( + ExpectedImprovementGenerator, TDExpectedImprovementGenerator +) from xopt.generators.bayesian.mobo import MOBOGenerator from xopt.generators.bayesian.multi_fidelity import MultiFidelityGenerator from xopt.generators.bayesian.upper_confidence_bound import ( - UpperConfidenceBoundGenerator, + UpperConfidenceBoundGenerator, TDUpperConfidenceBoundGenerator ) @@ -13,4 +15,6 @@ "UpperConfidenceBoundGenerator", "ExpectedImprovementGenerator", "MultiFidelityGenerator", + "TDUpperConfidenceBoundGenerator", + "TDExpectedImprovementGenerator" ] diff --git a/xopt/generators/bayesian/expected_improvement.py b/xopt/generators/bayesian/expected_improvement.py index 77dc88b9..6f73727a 100644 --- a/xopt/generators/bayesian/expected_improvement.py +++ b/xopt/generators/bayesian/expected_improvement.py @@ -10,6 +10,7 @@ formatted_base_docstring, ) from xopt.generators.bayesian.objectives import CustomXoptObjective +from xopt.generators.bayesian.time_dependent import TimeDependentBayesianGenerator from xopt.generators.bayesian.utils import set_botorch_weights @@ -62,3 +63,11 @@ def _get_best_f(self, data, objective): ) return best_f + + +class TDExpectedImprovementGenerator( + TimeDependentBayesianGenerator, ExpectedImprovementGenerator +): + name = "time_dependent_expected_improvement" + __doc__ = """Implements Time-Dependent Bayesian Optimization using the Expected + Improvement acquisition function""" \ No newline at end of file diff --git a/xopt/generators/bayesian/time_dependent.py b/xopt/generators/bayesian/time_dependent.py index 1ebfeb2e..06a2f542 100644 --- a/xopt/generators/bayesian/time_dependent.py +++ b/xopt/generators/bayesian/time_dependent.py @@ -1,6 +1,7 @@ import time import warnings from abc import ABC +from copy import copy, deepcopy from typing import Optional import pandas as pd @@ -10,6 +11,7 @@ from xopt.generators.bayesian.bayesian_generator import BayesianGenerator from xopt.generators.bayesian.models.time_dependent import TimeDependentModelConstructor +from xopt.generators.bayesian.utils import rectilinear_domain_union class TimeDependentBayesianGenerator(BayesianGenerator, ABC): @@ -24,6 +26,10 @@ class TimeDependentBayesianGenerator(BayesianGenerator, ABC): TimeDependentModelConstructor(), description="constructor used to generate model", ) + forgetting_time: Optional[PositiveFloat] = Field( + None, + description="time period to forget historical data in seconds" + ) @field_validator("gp_constructor", mode="before") def validate_gp_constructor(cls, value): @@ -46,10 +52,15 @@ def validate_gp_constructor(cls, value): return value - def get_input_data(self, data: pd.DataFrame): - return torch.tensor( - data[self.vocs.variable_names + ["time"]].to_numpy(), **self._tkwargs - ) + def get_training_data(self, data: pd.DataFrame): + """ window data based on the forgetting time """ + new_data = copy(data) + if self.forgetting_time is not None: + new_data = new_data[ + data["time"] > time.time() - self.forgetting_time + ] + + return new_data def generate(self, n_candidates: int) -> list[dict]: self.target_prediction_time = time.time() + self.added_time diff --git a/xopt/generators/bayesian/turbo.py b/xopt/generators/bayesian/turbo.py index cb304586..847dc63e 100644 --- a/xopt/generators/bayesian/turbo.py +++ b/xopt/generators/bayesian/turbo.py @@ -46,7 +46,7 @@ class TurboController(XoptBaseModel, ABC): ) center_x: Optional[Dict[str, float]] = Field(None) scale_factor: float = Field( - 2.0, description="multiplier to increase or decrease trust region", gt=1.0 + 2.0, description="multiplier to increase or decrease trust region", ge=1.0 ) restrict_model_data: Optional[bool] = Field( True, description="flag to restrict model data to within the trust region" @@ -150,7 +150,7 @@ class OptimizeTurboController(TurboController): def minimize(self) -> bool: return self.vocs.objectives[self.vocs.objective_names[0]] == "MINIMIZE" - def _set_best_point(self, data): + def _set_best_point_value(self, data): # get location of best point so far variable_data = self.vocs.variable_data(data, "") objective_data = self.vocs.objective_data(data, "", return_raw=True) @@ -198,7 +198,7 @@ def update_state(self, generator, previous_batch_size: int = 1) -> None: "turbo requires at least one valid point in the training dataset" ) else: - self._set_best_point(data[feas_data["feasible"]]) + self._set_best_point_value(data[feas_data["feasible"]]) # get feasibility of last `n_candidates` recent_data = data.iloc[-previous_batch_size:] @@ -287,3 +287,4 @@ def update_state(self, generator, previous_batch_size: int = 1) -> None: self.update_trust_region() else: self._best_entropy = entropy + From 2d92a6196e3950fe3a0365b4c0a3d8efd4e13fb2 Mon Sep 17 00:00:00 2001 From: Ryan Roussel Date: Wed, 11 Sep 2024 14:43:57 -0500 Subject: [PATCH 3/9] Update time_dependent_bo.ipynb --- .../time_dependent_bo.ipynb | 398 +++++++++++++++++- 1 file changed, 377 insertions(+), 21 deletions(-) diff --git a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb index 943f9444..1470ae59 100644 --- a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb +++ b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb @@ -33,8 +33,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-11T19:31:37.224583300Z", - "start_time": "2024-09-11T19:31:33.624564900Z" + "end_time": "2024-09-11T19:41:20.558692400Z", + "start_time": "2024-09-11T19:41:16.876535600Z" } } }, @@ -63,7 +63,7 @@ }, { "data": { - "text/plain": "\n Xopt\n________________________________\nVersion: 2.3.0+18.gdf9156ec.dirty\nData size: 0\nConfig as YAML:\ndump_file: null\nevaluator:\n function: __main__.f\n function_kwargs: {}\n max_workers: 1\n vectorized: false\ngenerator:\n added_time: 0.1\n beta: 0.01\n computation_time: null\n custom_objective: null\n fixed_features: null\n forgetting_time: 20.0\n gp_constructor:\n covar_modules: {}\n custom_noise_prior: null\n mean_modules: {}\n name: time_dependent\n trainable_mean_keys: []\n transform_inputs: true\n use_low_noise_prior: true\n log_transform_acquisition_function: false\n max_travel_distances:\n - 0.1\n memory_length: null\n model: null\n n_candidates: 1\n n_interpolate_points: null\n n_monte_carlo_samples: 128\n name: time_dependent_upper_confidence_bound\n numerical_optimizer:\n max_iter: 2000\n max_time: null\n n_restarts: 20\n name: LBFGS\n target_prediction_time: null\n turbo_controller: null\n use_cuda: false\nmax_evaluations: null\nserialize_inline: false\nserialize_torch: false\nstrict: true\nvocs:\n constants: {}\n constraints: {}\n objectives:\n y: MINIMIZE\n observables: []\n variables:\n x:\n - -1.0\n - 1.0\n" + "text/plain": "\n Xopt\n________________________________\nVersion: 2.3.0+19.g2ade750f.dirty\nData size: 0\nConfig as YAML:\ndump_file: null\nevaluator:\n function: __main__.f\n function_kwargs: {}\n max_workers: 1\n vectorized: false\ngenerator:\n added_time: 0.1\n beta: 0.01\n computation_time: null\n custom_objective: null\n fixed_features: null\n forgetting_time: 20.0\n gp_constructor:\n covar_modules: {}\n custom_noise_prior: null\n mean_modules: {}\n name: time_dependent\n trainable_mean_keys: []\n transform_inputs: true\n use_low_noise_prior: true\n log_transform_acquisition_function: false\n max_travel_distances:\n - 0.1\n memory_length: null\n model: null\n n_candidates: 1\n n_interpolate_points: null\n n_monte_carlo_samples: 128\n name: time_dependent_upper_confidence_bound\n numerical_optimizer:\n max_iter: 2000\n max_time: null\n n_restarts: 20\n name: LBFGS\n target_prediction_time: null\n turbo_controller: null\n use_cuda: false\nmax_evaluations: null\nserialize_inline: false\nserialize_torch: false\nstrict: true\nvocs:\n constants: {}\n constraints: {}\n objectives:\n y: MINIMIZE\n observables: []\n variables:\n x:\n - -1.0\n - 1.0\n" }, "execution_count": 2, "metadata": {}, @@ -76,14 +76,17 @@ "from xopt import Xopt\n", "import torch\n", "\n", - "def g(x_,t_):\n", - " # make a test function that has a sharp change at t_ = 50\n", + "def k(t_):\n", " return torch.where(\n", " t_ < 50,\n", - " (x_ - 0.25*torch.sin(t_ * 6 / 10.0) - 0.1e-2 * t_)**2,\n", - " 2*(x_ + 1.5e-2 * (t_ - 50.0))**2\n", + " 0.25*torch.sin(t_ * 6 / 10.0) + 0.1e-2 * t_,\n", + " - 1.5e-2 * (t_ - 50.0)\n", " )\n", "\n", + "def g(x_,t_):\n", + " # make a test function that has a sharp change at t_ = 50\n", + " return (x_ - k(t_))**2\n", + "\n", "start_time = time.time()\n", "def f(inputs):\n", " x_ = inputs[\"x\"]\n", @@ -116,20 +119,319 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-11T19:31:37.284526Z", - "start_time": "2024-09-11T19:31:37.226555800Z" + "end_time": "2024-09-11T19:41:20.603690200Z", + "start_time": "2024-09-11T19:41:20.564691300Z" } } }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0\n" + "0\n", + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n", + "7\n", + "8\n", + "9\n", + "10\n", + "11\n", + "12\n", + "13\n", + "14\n", + "15\n", + "16\n", + "17\n", + "18\n", + "19\n", + "20\n", + "21\n", + "22\n", + "23\n", + "24\n", + "25\n", + "26\n", + "27\n", + "28\n", + "29\n", + "30\n", + "31\n", + "32\n", + "33\n", + "34\n", + "35\n", + "36\n", + "37\n", + "38\n", + "39\n", + "40\n", + "41\n", + "42\n", + "43\n", + "44\n", + "45\n", + "46\n", + "47\n", + "48\n", + "49\n", + "50\n", + "51\n", + "52\n", + "53\n", + "54\n", + "55\n", + "56\n", + "57\n", + "58\n", + "59\n", + "60\n", + "61\n", + "62\n", + "63\n", + "64\n", + "65\n", + "66\n", + "67\n", + "68\n", + "69\n", + "70\n", + "71\n", + "72\n", + "73\n", + "74\n", + "75\n", + "76\n", + "77\n", + "78\n", + "79\n", + "80\n", + "81\n", + "82\n", + "83\n", + "84\n", + "85\n", + "86\n", + "87\n", + "88\n", + "89\n", + "90\n", + "91\n", + "92\n", + "93\n", + "94\n", + "95\n", + "96\n", + "97\n", + "98\n", + "99\n", + "100\n", + "101\n", + "102\n", + "103\n", + "104\n", + "105\n", + "106\n", + "107\n", + "108\n", + "109\n", + "110\n", + "111\n", + "112\n", + "113\n", + "114\n", + "115\n", + "116\n", + "117\n", + "118\n", + "119\n", + "120\n", + "121\n", + "122\n", + "123\n", + "124\n", + "125\n", + "126\n", + "127\n", + "128\n", + "129\n", + "130\n", + "131\n", + "132\n", + "133\n", + "134\n", + "135\n", + "136\n", + "137\n", + "138\n", + "139\n", + "140\n", + "141\n", + "142\n", + "143\n", + "144\n", + "145\n", + "146\n", + "147\n", + "148\n", + "149\n", + "150\n", + "151\n", + "152\n", + "153\n", + "154\n", + "155\n", + "156\n", + "157\n", + "158\n", + "159\n", + "160\n", + "161\n", + "162\n", + "163\n", + "164\n", + "165\n", + "166\n", + "167\n", + "168\n", + "169\n", + "170\n", + "171\n", + "172\n", + "173\n", + "174\n", + "175\n", + "176\n", + "177\n", + "178\n", + "179\n", + "180\n", + "181\n", + "182\n", + "183\n", + "184\n", + "185\n", + "186\n", + "187\n", + "188\n", + "189\n", + "190\n", + "191\n", + "192\n", + "193\n", + "194\n", + "195\n", + "196\n", + "197\n", + "198\n", + "199\n", + "200\n", + "201\n", + "202\n", + "203\n", + "204\n", + "205\n", + "206\n", + "207\n", + "208\n", + "209\n", + "210\n", + "211\n", + "212\n", + "213\n", + "214\n", + "215\n", + "216\n", + "217\n", + "218\n", + "219\n", + "220\n", + "221\n", + "222\n", + "223\n", + "224\n", + "225\n", + "226\n", + "227\n", + "228\n", + "229\n", + "230\n", + "231\n", + "232\n", + "233\n", + "234\n", + "235\n", + "236\n", + "237\n", + "238\n", + "239\n", + "240\n", + "241\n", + "242\n", + "243\n", + "244\n", + "245\n", + "246\n", + "247\n", + "248\n", + "249\n", + "250\n", + "251\n", + "252\n", + "253\n", + "254\n", + "255\n", + "256\n", + "257\n", + "258\n", + "259\n", + "260\n", + "261\n", + "262\n", + "263\n", + "264\n", + "265\n", + "266\n", + "267\n", + "268\n", + "269\n", + "270\n", + "271\n", + "272\n", + "273\n", + "274\n", + "275\n", + "276\n", + "277\n", + "278\n", + "279\n", + "280\n", + "281\n", + "282\n", + "283\n", + "284\n", + "285\n", + "286\n", + "287\n", + "288\n", + "289\n", + "290\n", + "291\n", + "292\n", + "293\n", + "294\n", + "295\n", + "296\n", + "297\n", + "298\n", + "299\n" ] } ], @@ -147,16 +449,41 @@ ], "metadata": { "collapsed": false, - "is_executing": true, "ExecuteTime": { - "start_time": "2024-09-11T19:31:37.258529900Z" + "end_time": "2024-09-11T19:43:13.002909900Z", + "start_time": "2024-09-11T19:41:20.606691100Z" } } }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 4, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# plot model\n", "import torch\n", @@ -193,6 +520,9 @@ " c = ax.pcolor(tt, xx, mean.reshape(n,n))\n", " fig.colorbar(c)\n", "\n", + " ax.plot(t,k(t-start_time),\"--C3\",zorder=10,label=\"optimal path\")\n", + " ax.legend()\n", + "\n", " fig2, ax2 = plt.subplots()\n", " ax2.set_title(\"model uncertainty\")\n", " ax2.set_xlabel(\"unix time\")\n", @@ -212,29 +542,55 @@ ], "metadata": { "collapsed": false, - "is_executing": true + "ExecuteTime": { + "end_time": "2024-09-11T19:43:15.159640500Z", + "start_time": "2024-09-11T19:43:13.006910700Z" + } } }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 5, + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "X.data.plot(y=\"y\")" ], "metadata": { "collapsed": false, - "is_executing": true + "ExecuteTime": { + "end_time": "2024-09-11T19:43:15.311610900Z", + "start_time": "2024-09-11T19:43:15.162611800Z" + } } }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "outputs": [], "source": [], "metadata": { "collapsed": false, - "is_executing": true + "ExecuteTime": { + "end_time": "2024-09-11T19:43:15.328640300Z", + "start_time": "2024-09-11T19:43:15.311610900Z" + } } } ], From 4e31f0b92c0bafafabe43d132d1493061b0e1431 Mon Sep 17 00:00:00 2001 From: Ryan Roussel Date: Wed, 11 Sep 2024 16:08:52 -0500 Subject: [PATCH 4/9] formatting + additional tests --- .../time_dependent_bo.ipynb | 50 +++++++++---------- .../bayesian/test_time_dependent_bo.py | 15 ++++++ xopt/generator.py | 5 +- xopt/generators/bayesian/__init__.py | 8 +-- .../bayesian/expected_improvement.py | 4 +- xopt/generators/bayesian/time_dependent.py | 37 +++++++++++--- xopt/generators/bayesian/turbo.py | 1 - 7 files changed, 77 insertions(+), 43 deletions(-) diff --git a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb index 1470ae59..e586aafd 100644 --- a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb +++ b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb @@ -33,8 +33,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-11T19:41:20.558692400Z", - "start_time": "2024-09-11T19:41:16.876535600Z" + "end_time": "2024-09-11T20:08:33.372911900Z", + "start_time": "2024-09-11T20:08:29.674656600Z" } } }, @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "outputs": [ { "name": "stdout", @@ -63,9 +63,9 @@ }, { "data": { - "text/plain": "\n Xopt\n________________________________\nVersion: 2.3.0+19.g2ade750f.dirty\nData size: 0\nConfig as YAML:\ndump_file: null\nevaluator:\n function: __main__.f\n function_kwargs: {}\n max_workers: 1\n vectorized: false\ngenerator:\n added_time: 0.1\n beta: 0.01\n computation_time: null\n custom_objective: null\n fixed_features: null\n forgetting_time: 20.0\n gp_constructor:\n covar_modules: {}\n custom_noise_prior: null\n mean_modules: {}\n name: time_dependent\n trainable_mean_keys: []\n transform_inputs: true\n use_low_noise_prior: true\n log_transform_acquisition_function: false\n max_travel_distances:\n - 0.1\n memory_length: null\n model: null\n n_candidates: 1\n n_interpolate_points: null\n n_monte_carlo_samples: 128\n name: time_dependent_upper_confidence_bound\n numerical_optimizer:\n max_iter: 2000\n max_time: null\n n_restarts: 20\n name: LBFGS\n target_prediction_time: null\n turbo_controller: null\n use_cuda: false\nmax_evaluations: null\nserialize_inline: false\nserialize_torch: false\nstrict: true\nvocs:\n constants: {}\n constraints: {}\n objectives:\n y: MINIMIZE\n observables: []\n variables:\n x:\n - -1.0\n - 1.0\n" + "text/plain": "\n Xopt\n________________________________\nVersion: 2.3.0+20.g2d92a619.dirty\nData size: 0\nConfig as YAML:\ndump_file: null\nevaluator:\n function: __main__.f\n function_kwargs: {}\n max_workers: 1\n vectorized: false\ngenerator:\n added_time: 0.1\n beta: 0.01\n computation_time: null\n custom_objective: null\n fixed_features: null\n forgetting_time: 20.0\n gp_constructor:\n covar_modules: {}\n custom_noise_prior: null\n mean_modules: {}\n name: time_dependent\n trainable_mean_keys: []\n transform_inputs: true\n use_low_noise_prior: true\n log_transform_acquisition_function: false\n max_travel_distances:\n - 0.1\n memory_length: null\n model: null\n n_candidates: 1\n n_interpolate_points: null\n n_monte_carlo_samples: 128\n name: time_dependent_upper_confidence_bound\n numerical_optimizer:\n max_iter: 2000\n max_time: null\n n_restarts: 20\n name: LBFGS\n target_prediction_time: null\n turbo_controller: null\n use_cuda: false\nmax_evaluations: null\nserialize_inline: false\nserialize_torch: false\nstrict: true\nvocs:\n constants: {}\n constraints: {}\n objectives:\n y: MINIMIZE\n observables: []\n variables:\n x:\n - -1.0\n - 1.0\n" }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -119,14 +119,14 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-11T19:41:20.603690200Z", - "start_time": "2024-09-11T19:41:20.564691300Z" + "end_time": "2024-09-11T20:08:43.500222600Z", + "start_time": "2024-09-11T20:08:43.471194Z" } } }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "outputs": [ { "name": "stdout", @@ -450,19 +450,19 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-11T19:43:13.002909900Z", - "start_time": "2024-09-11T19:41:20.606691100Z" + "end_time": "2024-09-11T20:10:16.592705700Z", + "start_time": "2024-09-11T20:08:43.917193500Z" } } }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "outputs": [ { "data": { "text/plain": "
", - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -470,7 +470,7 @@ { "data": { "text/plain": "
", - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -478,7 +478,7 @@ { "data": { "text/plain": "
", - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -543,27 +543,27 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-11T19:43:15.159640500Z", - "start_time": "2024-09-11T19:43:13.006910700Z" + "end_time": "2024-09-11T20:10:18.648813Z", + "start_time": "2024-09-11T20:10:16.600705200Z" } } }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "outputs": [ { "data": { "text/plain": "" }, - "execution_count": 5, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -575,22 +575,18 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-11T19:43:15.311610900Z", - "start_time": "2024-09-11T19:43:15.162611800Z" + "end_time": "2024-09-11T20:10:18.796847Z", + "start_time": "2024-09-11T20:10:18.649817200Z" } } }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "outputs": [], "source": [], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-09-11T19:43:15.328640300Z", - "start_time": "2024-09-11T19:43:15.311610900Z" - } + "collapsed": false } } ], diff --git a/tests/generators/bayesian/test_time_dependent_bo.py b/tests/generators/bayesian/test_time_dependent_bo.py index 841a9900..118c8c3d 100644 --- a/tests/generators/bayesian/test_time_dependent_bo.py +++ b/tests/generators/bayesian/test_time_dependent_bo.py @@ -46,6 +46,21 @@ def test_td_ucb(self): gen.added_time = 5.0 gen.n_monte_carlo_samples = 1 + test_data = deepcopy(TEST_VOCS_DATA) + time_array = [] + for i in range(len(test_data)): + time_array.append(time.time()) + time.sleep(0.01) + + test_data["time"] = np.array(time_array) + gen.add_data(test_data) + gen.generate(1) + + # test without constraints + test_vocs.constraints = {} + gen.added_time = 5.0 + gen.n_monte_carlo_samples = 1 + test_data = deepcopy(TEST_VOCS_DATA) time_array = [] for i in range(len(test_data)): diff --git a/xopt/generator.py b/xopt/generator.py index 7a56dfa3..24394186 100644 --- a/xopt/generator.py +++ b/xopt/generator.py @@ -43,8 +43,9 @@ class Generator(XoptBaseModel, ABC): @field_validator("vocs", mode="after") def validate_vocs(cls, v, info: ValidationInfo): if v.n_objectives > 1 and not info.data["supports_multi_objective"]: - raise ValueError("this generator only supports a single objective " - "specified in vocs") + raise ValueError( + "this generator only supports a single objective " "specified in vocs" + ) return v @field_validator("data", mode="before") diff --git a/xopt/generators/bayesian/__init__.py b/xopt/generators/bayesian/__init__.py index 5ba04aa4..d1f68e6c 100644 --- a/xopt/generators/bayesian/__init__.py +++ b/xopt/generators/bayesian/__init__.py @@ -1,11 +1,13 @@ from xopt.generators.bayesian.bayesian_exploration import BayesianExplorationGenerator from xopt.generators.bayesian.expected_improvement import ( - ExpectedImprovementGenerator, TDExpectedImprovementGenerator + ExpectedImprovementGenerator, + TDExpectedImprovementGenerator, ) from xopt.generators.bayesian.mobo import MOBOGenerator from xopt.generators.bayesian.multi_fidelity import MultiFidelityGenerator from xopt.generators.bayesian.upper_confidence_bound import ( - UpperConfidenceBoundGenerator, TDUpperConfidenceBoundGenerator + TDUpperConfidenceBoundGenerator, + UpperConfidenceBoundGenerator, ) @@ -16,5 +18,5 @@ "ExpectedImprovementGenerator", "MultiFidelityGenerator", "TDUpperConfidenceBoundGenerator", - "TDExpectedImprovementGenerator" + "TDExpectedImprovementGenerator", ] diff --git a/xopt/generators/bayesian/expected_improvement.py b/xopt/generators/bayesian/expected_improvement.py index 6f73727a..1267b271 100644 --- a/xopt/generators/bayesian/expected_improvement.py +++ b/xopt/generators/bayesian/expected_improvement.py @@ -69,5 +69,5 @@ class TDExpectedImprovementGenerator( TimeDependentBayesianGenerator, ExpectedImprovementGenerator ): name = "time_dependent_expected_improvement" - __doc__ = """Implements Time-Dependent Bayesian Optimization using the Expected - Improvement acquisition function""" \ No newline at end of file + __doc__ = """Implements Time-Dependent Bayesian Optimization using the Expected + Improvement acquisition function""" diff --git a/xopt/generators/bayesian/time_dependent.py b/xopt/generators/bayesian/time_dependent.py index 06a2f542..2d5ab922 100644 --- a/xopt/generators/bayesian/time_dependent.py +++ b/xopt/generators/bayesian/time_dependent.py @@ -1,7 +1,7 @@ import time import warnings from abc import ABC -from copy import copy, deepcopy +from copy import copy from typing import Optional import pandas as pd @@ -11,7 +11,6 @@ from xopt.generators.bayesian.bayesian_generator import BayesianGenerator from xopt.generators.bayesian.models.time_dependent import TimeDependentModelConstructor -from xopt.generators.bayesian.utils import rectilinear_domain_union class TimeDependentBayesianGenerator(BayesianGenerator, ABC): @@ -27,8 +26,7 @@ class TimeDependentBayesianGenerator(BayesianGenerator, ABC): description="constructor used to generate model", ) forgetting_time: Optional[PositiveFloat] = Field( - None, - description="time period to forget historical data in seconds" + None, description="time period to forget historical data in seconds" ) @field_validator("gp_constructor", mode="before") @@ -53,12 +51,10 @@ def validate_gp_constructor(cls, value): return value def get_training_data(self, data: pd.DataFrame): - """ window data based on the forgetting time """ + """window data based on the forgetting time""" new_data = copy(data) if self.forgetting_time is not None: - new_data = new_data[ - data["time"] > time.time() - self.forgetting_time - ] + new_data = new_data[data["time"] > time.time() - self.forgetting_time] return new_data @@ -77,6 +73,31 @@ def generate(self, n_candidates: int) -> list[dict]: return output + def get_input_data(self, data: pd.DataFrame) -> torch.Tensor: + """ + Convert input data to a torch tensor. + + Parameters: + ----------- + data : pd.DataFrame + The input data in the form of a pandas DataFrame. + + Returns: + -------- + torch.Tensor + A torch tensor containing the input data. + + Notes: + ------ + This method takes a pandas DataFrame as input data and converts it into a + torch tensor. It specifically selects columns corresponding to the model's + input names (variables), and the resulting tensor is configured with the data + type and device settings from the generator. + """ + return torch.tensor( + data[self.model_input_names + ["time"]].to_numpy(), **self._tkwargs + ) + def get_acquisition(self, model): acq = super().get_acquisition(model) diff --git a/xopt/generators/bayesian/turbo.py b/xopt/generators/bayesian/turbo.py index 847dc63e..d8e3c6cc 100644 --- a/xopt/generators/bayesian/turbo.py +++ b/xopt/generators/bayesian/turbo.py @@ -287,4 +287,3 @@ def update_state(self, generator, previous_batch_size: int = 1) -> None: self.update_trust_region() else: self._best_entropy = entropy - From a6d62bf1f1b2d92e584ba86453a845f2bedd49a1 Mon Sep 17 00:00:00 2001 From: Ryan Roussel Date: Fri, 13 Sep 2024 15:40:53 -0500 Subject: [PATCH 5/9] fix example --- .../time_dependent_bo.ipynb | 253 +++++++++++------- 1 file changed, 158 insertions(+), 95 deletions(-) diff --git a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb index ba78383a..885ebd6f 100644 --- a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb +++ b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb @@ -18,47 +18,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2023-09-19T20:39:46.889328100Z", - "start_time": "2023-09-19T20:39:43.762243Z" + "end_time": "2024-09-13T20:30:39.123472900Z", + "start_time": "2024-09-13T20:30:35.295829600Z" }, - "execution": { - "iopub.execute_input": "2024-09-13T15:55:15.936192Z", - "iopub.status.busy": "2024-09-13T15:55:15.935968Z", - "iopub.status.idle": "2024-09-13T15:55:17.648118Z", - "shell.execute_reply": "2024-09-13T15:55:17.647731Z" - } + "collapsed": false }, "outputs": [], "source": [ "# set values if testing\n", "import os\n", - "SMOKE_TEST = os.environ.get(\"SMOKE_TEST\")\n", - "N_MC_SAMPLES = 1 if SMOKE_TEST else 128\n", - "NUM_RESTARTS = 1 if SMOKE_TEST else 20\n", - "\n", + "import time\n", + "import warnings\n", + "import torch\n", + "from matplotlib import pyplot as plt\n", "from xopt.generators.bayesian import TDUpperConfidenceBoundGenerator\n", "from xopt.vocs import VOCS\n", "from xopt.evaluator import Evaluator\n", - "\n", "from xopt import Xopt\n", "\n", - "import torch\n", - "from matplotlib import pyplot as plt\n", - "\n", - "import time\n", - "import warnings\n", + "SMOKE_TEST = os.environ.get(\"SMOKE_TEST\")\n", + "N_MC_SAMPLES = 1 if SMOKE_TEST else 128\n", + "NUM_RESTARTS = 1 if SMOKE_TEST else 20\n", "warnings.filterwarnings(\"ignore\")" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-09-11T20:08:33.372911900Z", - "start_time": "2024-09-11T20:08:29.674656600Z" - } - } + ] }, { "cell_type": "markdown", @@ -77,11 +62,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2023-09-19T20:39:46.948328700Z", - "start_time": "2023-09-19T20:39:46.891299700Z" + "end_time": "2024-09-13T20:30:39.181501800Z", + "start_time": "2024-09-13T20:30:39.129472200Z" }, "execution": { "iopub.execute_input": "2024-09-13T15:55:17.650035Z", @@ -90,23 +75,35 @@ "shell.execute_reply": "2024-09-13T15:55:17.658810Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "variables={'x': [-1.0, 1.0]} constraints={} objectives={'y': 'MINIMIZE'} constants={} observables=[]\n" + ] + }, + { + "data": { + "text/plain": "\n Xopt\n________________________________\nVersion: 0.0.0\nData size: 0\nConfig as YAML:\ndump_file: null\nevaluator:\n function: __main__.f\n function_kwargs: {}\n max_workers: 1\n vectorized: false\ngenerator:\n added_time: 0.1\n beta: 0.01\n computation_time: null\n custom_objective: null\n fixed_features: null\n forgetting_time: 20.0\n gp_constructor:\n covar_modules: {}\n custom_noise_prior: null\n mean_modules: {}\n name: time_dependent\n trainable_mean_keys: []\n transform_inputs: true\n use_low_noise_prior: true\n log_transform_acquisition_function: false\n max_travel_distances:\n - 0.1\n memory_length: null\n model: null\n n_candidates: 1\n n_interpolate_points: null\n n_monte_carlo_samples: 128\n name: time_dependent_upper_confidence_bound\n numerical_optimizer:\n max_iter: 2000\n max_time: null\n n_restarts: 20\n name: LBFGS\n target_prediction_time: null\n turbo_controller: null\n use_cuda: false\nmax_evaluations: null\nserialize_inline: false\nserialize_torch: false\nstrict: true\nvocs:\n constants: {}\n constraints: {}\n objectives:\n y: MINIMIZE\n observables: []\n variables:\n x:\n - -1.0\n - 1.0\n" + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# test evaluate function and vocs\n", - "import time\n", - "from xopt import Xopt\n", - "import torch\n", - "\n", "def k(t_):\n", " return torch.where(\n", - " t_ < 50,\n", - " 0.25*torch.sin(t_ * 6 / 10.0) + 0.1e-2 * t_,\n", - " - 1.5e-2 * (t_ - 50.0)\n", + " t_ < 50, 0.25 * torch.sin(t_ * 6 / 10.0) + 0.1e-2 * t_, -1.5e-2 * (t_ - 50.0)\n", " )\n", "\n", - "def g(x_,t_):\n", + "\n", + "def g(x_, t_):\n", " # make a test function that has a sharp change at t_ = 50\n", - " return (x_ - k(t_))**2\n", + " return (x_ - k(t_)) ** 2\n", + "\n", "\n", "start_time = time.time()\n", "\n", @@ -115,9 +112,9 @@ " x_ = inputs[\"x\"]\n", " current_time = time.time()\n", " t_ = current_time - start_time\n", - " y_ = g(x_,torch.tensor(t_))\n", + " y_ = g(x_, torch.tensor(t_))\n", "\n", - " return {\"y\":float(y_), \"time\":float(current_time)}\n", + " return {\"y\": float(y_), \"time\": float(current_time)}\n", "\n", "\n", "variables = {\"x\": [-1, 1]}\n", @@ -143,11 +140,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2023-09-19T20:39:53.521345600Z", - "start_time": "2023-09-19T20:39:46.922297700Z" + "end_time": "2024-09-13T20:32:07.380031400Z", + "start_time": "2024-09-13T20:30:39.156497700Z" }, "execution": { "iopub.execute_input": "2024-09-13T15:55:17.679779Z", @@ -160,62 +157,60 @@ "source": [ "X.random_evaluate(1)\n", "\n", - "for _ in range(20):\n", + "for _ in range(300):\n", " # note that in this example we can ignore warnings if computation time is greater\n", " # than added time\n", " with warnings.catch_warnings():\n", " warnings.filterwarnings(\"ignore\", category=RuntimeWarning)\n", " X.step()\n", - " time.sleep(0.1)\n", - "\n", - "print(X.generator.generate(1))" + " time.sleep(0.1)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2023-09-19T20:39:53.564407600Z", - "start_time": "2023-09-19T20:39:53.522344500Z" + "end_time": "2024-09-13T20:33:34.148978800Z", + "start_time": "2024-09-13T20:32:07.388032300Z" }, - "execution": { - "iopub.execute_input": "2024-09-13T15:55:40.920087Z", - "iopub.status.busy": "2024-09-13T15:55:40.919502Z", - "iopub.status.idle": "2024-09-13T15:55:40.932446Z", - "shell.execute_reply": "2024-09-13T15:55:40.932014Z" - } + "collapsed": false }, - "outputs": [], - "source": [ - "X.data" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2023-09-19T20:39:55.700392Z", - "start_time": "2023-09-19T20:39:53.537383500Z" + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAHHCAYAAABeLEexAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3zc9P3/n9JN7z2yBwlJDBlABqGsNiFJKastBChllUJLf2GlZZYQKBsKhFXookALXwizFGjIgAAtIRMaQgYBsmM7tmP7PG9Jvz90ku90J9+dfV7x5/l4KBfpPvroI/nu9Nbr8x6SqqoqAoFAIBAIBP0YuacHIBAIBAKBQNDTCINIIBAIBAJBv0cYRAKBQCAQCPo9wiASCAQCgUDQ7xEGkUAgEAgEgn6PMIgEAoFAIBD0e4RBJBAIBAKBoN8jDCKBQCAQCAT9HmEQCQQCgUAg6PcIg0ggEESwc+dOJEni2WefTXrflStXIkkSK1euTPm4BAKBoCsRBpFAIBAIBIJ+jzCIBAKBQCAQ9HuEQSQQCAQCgaDfIwwigaCXcfvttyNJEl999RU//elPycnJoaioiAULFqCqKnv27OHMM88kOzub0tJSHnrooag+Dhw4wGWXXUZJSQlut5uJEyfy3HPPRbWrq6vjkksuIScnh9zcXC6++GLq6upijmvr1q2cffbZ5Ofn43a7mTx5Mm+99VaPnaPX62XhwoWMGjUKl8vFkCFDuOGGG/B6vRHt/va3v/G9732P4uJiXC4XZWVlPPXUU1H9DR8+nNNOO43//Oc/TJ06FbfbzciRI3n++ec7dI4CgaBvIQwigaCXcu6556IoCvfddx/Tpk3jrrvuYtGiRZxyyikMGjSI+++/n1GjRvGb3/yGjz76yNivpaWFk08+mb///e9ccMEFPPjgg+Tk5HDJJZfw6KOPGu1UVeXMM8/k73//Oz/96U+566672Lt3LxdffHHUWL788kuOPfZYtmzZwk033cRDDz1ERkYGZ511Fm+88Ua3n6OiKJxxxhn8/ve/5/TTT+fxxx/nrLPO4pFHHuHcc8+NOMZTTz3FsGHDuOWWW3jooYcYMmQIv/rVr3jyySejxvP1119z9tlnc8opp/DQQw+Rl5fHJZdcwpdfftnhcxQIBH0EVSAQ9CoWLlyoAuoVV1xhbAsEAurgwYNVSZLU++67z9heW1urpqWlqRdffLGxbdGiRSqg/uMf/zC2+Xw+dfr06WpmZqbq8XhUVVXVN998UwXUBx54IOI4J5xwggqof/vb34ztM2bMUMePH6+2trYa2xRFUY877jh19OjRxrYPPvhABdQPPvigS8/x73//uyrLsvrxxx9H9Pv000+rgPrf//7X2Nbc3Bx1/NmzZ6sjR46M2DZs2DAVUD/66CNj24EDB1SXy6X++te/bvd8BAJB30coRAJBL+XnP/+58X+bzcbkyZNRVZXLLrvM2J6bm8uYMWP49ttvjW3vvvsupaWlnH/++cY2h8PB1VdfTWNjIx9++KHRzm63c+WVV0Yc56qrrooYx8GDB3n//feZO3cuDQ0NVFdXU11dTU1NDbNnz2b79u3s27evW8/xlVdeYdy4cYwdO9YYT3V1Nd/73vcA+OCDD4y2aWlpxv/r6+uprq7mpJNO4ttvv6W+vj5iPGVlZZxwwgnGelFRUdSxBQLBoYm9pwcgEAhiM3To0Ij1nJwc3G43hYWFUdtramqM9V27djF69GhkOfJ5Z9y4ccb7+uuAAQPIzMyMaDdmzJiI9a+//hpVVVmwYAELFiyIOdYDBw4waNCgJM5Oo6PnuH37drZs2UJRUZHleHT++9//snDhQlatWkVzc3NEu/r6enJycizHA5CXl0dtbW3iJyUQCPokwiASCHopNpstoW2g+QN1FYqiAPCb3/yG2bNnx2wzatSoDvXd0XNUFIXx48fz8MMPx2w7ZMgQAL755htmzJjB2LFjefjhhxkyZAhOp5N3332XRx55xDi3ZI4tEAgOTYRBJBAcYgwbNoyNGzeiKEqESrR161bjff11xYoVNDY2RqhE27Zti+hv5MiRgDbtNnPmzK4efkIcdthh/O9//2PGjBlIkmTZ7l//+hder5e33norQv0Jn1ITCAQCEFFmAsEhx6mnnkpFRQUvv/yysS0QCPD444+TmZnJSSedZLQLBAIRIejBYJDHH388or/i4mJOPvlk/vjHP1JeXh51vKqqqi46E2vmzp3Lvn37+POf/xz1XktLC01NTUCb4hOu8NTX1/O3v/2tewYqEAj6DEIhEggOMa644gr++Mc/cskll7B+/XqGDx/Oq6++yn//+18WLVpEVlYWAKeffjrf+c53uOmmm9i5cydlZWW8/vrrUY7GAE8++STHH38848eP5/LLL2fkyJFUVlayatUq9u7dy//+979uPccLL7yQxYsX88tf/pIPPviA73znOwSDQbZu3crixYt57733mDx5MrNmzcLpdHL66afzi1/8gsbGRv785z9TXFwc07gTCAT9F2EQCQSHGGlpaaxcuZKbbrqJ5557Do/Hw5gxY/jb3/7GJZdcYrSTZZm33nqLa6+9ln/84x9IksQZZ5zBQw89xFFHHRXRZ1lZGevWreOOO+7g2WefpaamhuLiYo466ihuu+22bj5DbexvvvkmjzzyCM8//zxvvPEG6enpjBw5kmuuuYbDDz8c0BzEX331VW699VZ+85vfUFpaypVXXklRURE/+9nPun3cAoGg9yKpwltQIBAIBAJBP0f4EAkEAoFAIOj3CINIIBAIBAJBv0cYRAKBQCAQCPo9wiASCAQCgUDQ7+lTBtFHH33E6aefzsCBA5EkiTfffDPuPitXruToo4/G5XIxatQonn322ag2Tz75JMOHD8ftdjNt2jTWrFmT+sELBAKBQCDotfQpg6ipqYmJEyfy5JNPJtR+x44d/OAHP+C73/0un3/+Oddeey0///nPee+994w2L7/8MvPnz2fhwoVs2LCBiRMnMnv27IhaSAKBQCAQCA5t+mzYvSRJvPHGG5x11lmWbW688UbeeecdNm3aZGw777zzqKurY8mSJQBMmzaNKVOm8MQTTwBajaQhQ4Zw1VVXcdNNNyU0FkVR2L9/P1lZWe2WERAIBAJB/0ZVVRoaGhg4cGBUAeZU0trais/nS0lfTqcTt9udkr56M4d0YsZVq1ZF1V6aPXs21157LQA+n4/169dz8803G+/LsszMmTNZtWqVZb9erxev12us79u3j7KystQOXiAQCASHLHv27GHw4MFd0ndraysjhmVScSCYkv5KS0vZsWPHIW8UHdIGUUVFBSUlJRHbSkpK8Hg8tLS0UFtbSzAYjNlGL4QZi3vvvZc77rgjavuwWxYgH+IfGIFAcGijCpG700jtzLsora3suudOo4ROV+Dz+ag4EGTX+uFkZ3VOhfI0KAw7Zic+n08YRIJobr75ZubPn2+sezwehgwZgux2C4NIIBD0CKkyZIQ91LXoXhXd4V6RmSWRmdW54yj96BNxSBtEpaWlVFZWRmyrrKwkOzubtLQ0bDYbNpstZpvS0lLLfl0uFy6Xq0vGLBAIBAJBKgiqCsFOegkHVSU1g+kD9Kkos2SZPn06K1asiNi2bNkypk+fDmiOYsccc0xEG0VRWLFihdFGIBAIuhNV6tgiEJhRUFOy9Bf6lEHU2NjI559/zueffw5oYfWff/45u3fvBrSprIsuusho/8tf/pJvv/2WG264ga1bt/KHP/yBxYsXc9111xlt5s+fz5///Geee+45tmzZwpVXXklTUxOXXnppt56bQCAQCASCnqNPTZmtW7eO7373u8a67sdz8cUX8+yzz1JeXm4YRwAjRozgnXfe4brrruPRRx9l8ODB/OUvf2H27NlGm3PPPZeqqipuu+02KioqmDRpEkuWLIlytBYIBILOYKXi2CSJIrcbWag8hwSqCrU+H63B1ER4dQYFhc5OeHW+h75Dn81D1JvweDzk5OQw4nd3C6dqgUAQk1gGUb7LyfXjx5PndokcZocIqqriVxQ+2LefN3btjppwUlpb2bngt9TX15Odnd0lY9DvSXu2DkpJlNmQsfu6dLy9hT6lEAkEAkFvo6P+OxJw7ogRDMnLJT0vTxhEhwgqoPr9/MDhAOD1Xbvb30HQaxAGkUAgEPQAWQ4HRxbkk56Tg+x09vRwBClCAnA4yAW+6/fz7t59PTZ9lgqn6P7kVC0MIoFAIGiHrorgyrDbsUky2GxdcwBBjyI5HDhkmTynk/KWlh4Zg4JKUBhECdOnoswEAoHgUEGSQktPD0TQJUhoyRfFTGjfQShEAoGgXyNy+AgOVcSUWXIIg0ggEAgEfZ5br7mGhvp6Hn322Z4eSq8hqKoEOxlI3tn9+xLCIBIIBP2CQ1YJUoJklK/D3lxFIL2IpgGTQRZ+SQJBsgiDSCAQHFIcsoZPDLK/XcqA/96Ns6nC2ObLKKX8O7/FM3JWD45M0BtQQktn++gvCKdqgUAg6INkf7uUoUuvxhFmDAE4mioZuvRqsr9d2mXHXvr22/zou99lyogRnFBWxuVz59Lc3Mymzz/ninPP5cSyMo47/HAu/eEP2bxxY8S+EwYM4JXnn2fehRcydcQIzjzhBP63bh27d+zgZz/6EVNHjuTC009nz86dxj5/+P3vOWfmTF55/nlOOeYYpo4YwW+uuIIGj8dyjIqi8JfHHmPO1KlMGTGCs2fMYOnbbxvve+rquOlXv+KkI45gyogRnHbccbz50kspv1Y9STAUZdbZpb8gDCKBQNAn6ddFTpUgA/57N6BGRalJoRvYgP/eDUrq899UVVZy05VX8sPzzuPNjz7ir6+9xoxTTwVVpamxkTPOOYfn/vlP/vH22wwdOZL/99Of0tTYGNHHHxct4vRzzmHx8uWMGDWKG3/1K353ww1cdtVVvLRkCaqqcs8tt0Tss3vHDt771794/Lnn+MOLL7J10ybuvukmy3H+5bHH+Ncrr7Dg/vt5Y+VKLrziCm6ZN491n3wCwBMPPMC327fzhxde4M2PPuLW++4jNz8/5derJwmqqVn6C2LKTCAQCPoYGeXrIqbJzEioOJsqyChfR9OgaSk9dlVlJYFAgBmnnsrAIUMAOHzcOACmHX98RNuFDz7Id8aMYd2qVZx0yinG9rPOPZfZZ5wBwKXz5nHhaafxi+uu4zuhWpUX/Pzn3BZWhBvA5/Vy92OPUTJgAAA33XUX8y68kN/cfjuFxcVRbf/y2GP8efFiJk6eDMDgYcPYsGYNr/zjH0w+7jjK9+1j7JFHcsSkSQAMCp2LoP8iDCKBQNCr6TeqTxLYm6tS2i4ZxhxxBNNOOIEff+97HHfyyUw/6SRmnXYa2bm51FRV8fh997Fu1SoOVlcTDAZpbWmhfN++iD4OLysz/l9QVATA6JBRpW/ztrbS2NBAZlYWAKWDBhnGEMDEyZNRFIWdX38dZRDt3rmT1pYWrjj33Ijtfr+fsUceCcDciy7i1z//OVu++ILpJ53E9+bMYdKUKSm4Qr0H4UOUHMIgEggEgj5GIL0ope2SwWaz8aeXX+bztWv55MMP+b9nnuHx++7jhXff5a4bb6S+tpYb77yTAYMH43Q6ufC00/D7fBF92O1ttx69hlusbYrSsdtxc1MTAE/+/e8UhxlRAM5QmZQTZsxgydq1fPz++3z64YdcPncu515yCb9ZuLBDx+yNKEgEO5n6U+lHqUOFD5FAIOhV9EufoCRpGjAZX0ZpDA8iDRUJX0apFoLfBUiSxFFTp/L/rr+excuW4XA6ef/dd/l87Vp+ctllnDBjBqPGjMHpdFJ78GBKjlmxbx8HKtqmCTeuX48sywwfNSqq7WGHH47T5aJ83z6GjhgRsZQOGmS0yy8s5My5c7n3ySe54Y47eO0f/0jJWAV9E6EQCQQCQV9DtlH+nd8ydOnVqEiGIzW0uVmXf+e3XZKPaOOGDaz++GOOO+kk8gsL+eKzz6itqWHE6NEMHTGCt199lSMmTqSxsZGHf/c73G53So7rdLm49Zpr+PVtt9HY0MB9CxYw64wzoqbLADIyM7n4l7/kwYULUVSVo6dOpcHj4fO1a8nIyuLMuXN58oEHKJswgcPGjMHn8/Hh8uWMGD06JWPtLSiqtnS2j/6CUIgEAkGPIhShjuEZOYvdsx7Dn1ESsd2fUcLuWY91WR6izMxM1n/6Kb/66U85/fjjefz++/nNwoWcMGMGdzz8MJ76es6dPZvfXnUVP/n5z8kvLEzJcYeOGMGMU0/l//30p/zy/PM5fNw4br33Xsv28268kSuuu46/PvYYZ554Ilf+5Cd8tHy54TztcDh49J57OPt73+PSH/4QmyzzwNNPp2SsvYVgaMqss0uyPPnkkwwfPhy32820adNYs2ZNu+1feeUVxo4di9vtZvz48bz77rsR799+++2MHTuWjIwM8vLymDlzJqtXr45oc/DgQS644AKys7PJzc3lsssuo9EU3RgPSVX7UV7uLsLj8ZCTk8OI392NnKKnIYHgUEeVQFL7rxE0MD2NhcccTfHAgUgOR8c76geZqv/w+9/zwZIlvLJ8eU8PJWFUv58D+/dzx/oN7G9uq3avtLayc8Fvqa+vJzs7u0uOrd+TVn9ZSmZW53SPxgaFaUdUJDzel19+mYsuuoinn36aadOmsWjRIl555RW2bdtGcQw175NPPuHEE0/k3nvv5bTTTuPFF1/k/vvvZ8OGDRwZcoB/8cUXKS4uZuTIkbS0tPDII4/wyiuv8PXXX1MUcsr//ve/T3l5OX/84x/x+/1ceumlTJkyhRdffDHhcxUKkUAg6DbMSlB/NYZSimyjadA06kefpoXYH2LGkKDj9IRC9PDDD3P55Zdz6aWXUlZWxtNPP016ejrPPPNMzPaPPvooc+bM4frrr2fcuHHceeedHH300TzxxBNGm5/85CfMnDmTkSNHcsQRR/Dwww/j8XjYGEr6uWXLFpYsWcJf/vIXpk2bxvHHH8/jjz/OSy+9xP79+xMeuzCIBAJBlyGmwwSCnkNRpZQsoKlO4YvX6406ns/nY/369cycOdPYJssyM2fOZNWqVTHHuGrVqoj2ALNnz7Zs7/P5+NOf/kROTg4TJ040+sjNzWXy5LYggpkzZyLLctTUWnsIg0ggEAgEvZpf/eY3fWq67FBkyJAh5OTkGMu9Mfy3qkO5p0pKIv3aSkpKqKiInUi0oqIiofZvv/02mZmZuN1uHnnkEZYtW0ZhyD+toqIiajrObreTn59vedxYiCgzgUCQMoQKJBD0HjrqFG3uA2DPnj0RPkQul6tT/SbLd7/7XT7//HOqq6v585//zNy5c1m9enVMv6SOIhQigUAgEAgOQYLIKVkAsrOzI5ZYBlFhYSE2m43KysqI7ZWVlZSWlsYcY2lpaULtMzIyGDVqFMceeyx//etfsdvt/PWvfzX6OHDgQET7QCDAwYMHLY8bC2EQCQSCDiN8hASC3ouaAv8hNYkvttPp5JhjjmHFihXGNkVRWLFiBdOnT4+5z/Tp0yPaAyxbtsyyfXi/uh/T9OnTqaurY/369cb777//PoqiMG1a4rX8xJSZQCAQCASClDB//nwuvvhiJk+ezNSpU1m0aBFNTU1ceumlAFx00UUMGjTI8EG65pprOOmkk3jooYf4wQ9+wEsvvcS6dev405/+BEBTUxN33303Z5xxBgMGDKC6uponn3ySffv2cc455wAwbtw45syZw+WXX87TTz+N3+9n3rx5nHfeeQwcODDhsQuDSCAQJI1QgwSC3k8qfYgS5dxzz6WqqorbbruNiooKJk2axJIlSwzH6d27dyPLbZNTxx13HC+++CK33nort9xyC6NHj+bNN980chDZbDa2bt3Kc889R3V1NQUFBUyZMoWPP/6YI444wujnhRdeYN68ecyYMQNZlvnxj3/MY489ltTYhUEkEAgEAsEhSFCVCaqd84wJdiB187x585g3b17M91auXBm17ZxzzjHUHjNut5vXX3897jHz8/OTSsIYC+FDJBAI4iJ8hQQ6P/vRj7h/wYJ228yZMoW/h6Y8UkVX9Jkot15zDddcckmPHFvQfQiFSCAQCAQJ88hf/4q9M6VGejH79uzh+1OnsnjZMsaGpmz6MgoSSid1D4X+U91LGEQCgcASoQYJzOTk5fX0EAQJ0hM+RH0ZMWUmEAgEgoQxT5nVVFcz76KLmDJiBHOmTuWd116L2sdTX8/CX/+ak444gumjR3PZ2Wez7csvjff37NzJ1ZdcwsnjxzPtsMM4f84cPv3oo6TGpU9rPfXQQ8Zx7rzhBvw+n9HmP++/z8VnnMF3xozhhLIy5l14IXt27jTe//7UqQDMPeUUJgwYwM9+9KOIYzz71FN8b+JETigr4+6bb8bv9yc1RkHvRihEAoHAQChCvYCWFuv3ZBu4nAm2lSE8eZ5V27S05MZnYsE111BVWclfXn0Vh93OfQsWcLC6OqLNb664ApfbzR9eeIHM7Gxe+fvfufycc/jXf/9LTl4ezU1NnPC973HVTTfhdDr51yuvcNXFF/PWxx8zYPDghMey+j//weV289fXX2f/nj0suPZacvLyuPrmmwFoaW7mwl/8gsPLymhuauLJBx/k2p/9jFeWL0eWZV7897/5yfe/z58WL2bUmDE4wqYG137yCYUlJfz11VfZvXMn1//iF4w54gjO/ulPO3X9upLUOFWLKTOBQNCPEIZQ78H+/VMt31OOnYZy333Guu2HP0JqbY3ZVp04keCji9rannc+Un19VLvAyg86PNad33zDf95/nxf//W+OnDQJgDseeogzTzzRaLNh9Wo2ffYZK7/4AmfIQPvNwoV8sGQJy95+m7MvvJAxRxzBmLAQ6nk33siKf/+blUuXcv7PfpbweBxOJ3c8/DBp6emMGjOG/3f99Tx8553Mu/FGZFnmlNNOi2j/u4cf5qQjj+Sbr75i9Nix5BUUAJCbl0ehqSREdk4Ot9xzDzabjRGjR3PizJms+c9/erVBpPkQde7L3dn9+xLCIBIIBAJBh9ixfTt2u52yCROMbSNGjyYrJ8dY/2rzZk0BKiuL2Nfb2sqeXbsAaG5q4g+//z0fL19O9YEDBAIBvK2tlO/bl9R4Di8rIy093VifOHkyzU1NVOzbx8AhQ9j17bc8+eCDfLFhA3UHD6IoCgAV+/YxeuzYdvs+bMwYbDabsV5YXMz2rVuTGp+gdyMMIoGgHyIUod5L4N/vWr8p2yJWg2+0k59FjpwqCb70f50ZVodpbmqisKSEZ2L4FmWFioU+dMcdrProI359220MGTECt9vNry+/PML/JxVcddFFDBw8mIW//z3FJSUoqsqPTj45oePY7ZG3S0mSUEMGVW9FCatF1vE+xJSZQCAQCHqCZHx6uqptggwfNYpAIMDmjRuNKbMdX39NQ9jU3Ljx46k5cACb3c6gIUNi9vPZ2rWcOXcuM07Vpgubm5rYv2cPxKlnZearzZtpbWnBHTrXjevXk56RQemgQdQdPMjOb75h4e9/zzHHHgto03nh6D5DSjCY1HF7K8KHKDn6XJTZk08+yfDhw3G73UybNo01a9ZYtj355JORJClq+cEPfmC0ueSSS6LenzNnTnecikDQ7YjEioJUMmLUKL7z3e/yu+uvZ+OGDWz+3/+4/de/xu12G22OPfFEJhxzDNdeeimfrFzJvj17+HztWh67916+/PxzAIaNGMGKf/+brZs2se3LL7nxV78yprOSwe/zsfDXv+abbdv4eMUK/vD733P+pZciyzLZubnk5uXx2j/+we4dO1j9n//w+9tvj9g/v7AQt9vNfz74gJqqKho8ns5cnh5HQU7J0l/oU2f68ssvM3/+fBYuXMiGDRuYOHEis2fP5sCBAzHbv/7665SXlxvLpk2bsNlsUSnC58yZE9Hu//6vZ6RlgUAg6GvcuWgRxaWl/OxHP+K6yy7j7J/+lPzCQuN9SZL4wwsvcMyxx3Lbdddx+ne+ww2//CXle/dSUFQEwG/uuIOsnBwuOv10rrroIr5z8smMGz8+6bFMO/54ho4YwaU//CHX/+IXnDxrFlf+5jcAyLLMA08/zeaNG/nRd7/LgwsXMt+Ucdtut3PjXXfx6t//zoxJk0R26n6GpKp9Rw+bNm0aU6ZM4YknngBAURSGDBnCVVddxU033RR3/0WLFnHbbbdRXl5ORkYGoClEdXV1vPnmmx0el8fjIScnhxG/uxs57MlIIOgtCFWo9zEwPY2FxxxN8cCBSIdo5ufu5NZrrqGhvp5Hn322p4cCgOr3c2D/fu5Yv4H9zW0pD5TWVnYu+C319fVkh3yoUo1+T/r7Z+NJz7LF36EdmhuCXHjUF1063t5Cn1GIfD4f69evZ+bMmcY2WZaZOXMmq1atSqiPv/71r5x33nmGMaSzcuVKiouLGTNmDFdeeSU1NTXt9uP1evF4PBGLQCAQCAS9iWDIqbqzS3+hz5xpdXU1wWCQkpKSiO0lJSVUVFTE3X/NmjVs2rSJn//85xHb58yZw/PPP8+KFSu4//77+fDDD/n+979PsB2nunvvvZecnBxjGWLhKCgQ9DTCZ0ggEAgSo99Emf31r39l/PjxTA2lZtc577zzjP+PHz+eCRMmcNhhh7Fy5UpmzJgRs6+bb76Z+fPnG+sej0cYRQKBQNCD3PXooz09hF6HosoonYwyU/qOV02n6TMKUWFhITabjcrKyojtlZWVlJaWtrtvU1MTL730Epdddlnc44wcOZLCwkK+/vpryzYul4vs7OyIRSDoTQhlSCAQiCmz5OgzZ+p0OjnmmGNYsWKFsU1RFFasWMH0OLkqXnnlFbxeLz9NIMX63r17qampYcCAAZ0es0AgEFihqqGlpwci6BJUQFVV+pHA0ufpMwYRwPz58/nzn//Mc889x5YtW7jyyitpamri0ksvBeCiiy7i5lARv3D++te/ctZZZ1EQqlOj09jYyPXXX8+nn37Kzp07WbFiBWeeeSajRo1i9uzZ3XJOAkEqEcpQ36EpECCoKnCIJAEURKL6/fgVhdoUZ9tOBgUIqlKnlt6dizu19CkfonPPPZeqqipuu+02KioqmDRpEkuWLDEcrXfv3o1sSle/bds2/vOf/7B06dKo/mw2Gxs3buS5556jrq6OgQMHMmvWLO68805c4VWiBYJejjCC+h4Nfj+bag6Sk55OuiwjSeKPeCigohlDdTU1fLBvP609aPCmIrFif0rM2KcMIoB58+Yxb968mO+tXLkyatuYMWOwSrWUlpbGe++9l8rhCQQCQUKowEvf7mBoZiZ5LS3CIDpEUFUVv6Lwwb79vLFrd08PR5AEfc4gEggEgkOFWp+PW9dvoNDtwtbVBpGwt7oFVdX+rq3BYOxr3o1/h9TUMhMKkUAgEAi6gaCqUtnS2vUHEgZRv0NBQunkH76z+/clhEEkEPRhhO+QoB/drwRJIhSi5Og/ZyoQCAQCgUBggVCIBII+iFCG+gHibyzoJKlIrNifEjMKg0ggEAgEgkMQRZVQOvn01Nn9+xLCIBIIBIKepP/cbwSCXo0wiAQCgUAgOARRUjBlJhIzCgSCXkk/Uq8PHcTfTNBDpKbavTCIBAKBQJAMwvARCPo0wiASCAQCgeAQJIhEsJOWemf370sIg0ggEAiSof/cHwR9HDFllhz950wFAoFAIBAILBAKkUDQBxDO1D2IuPaR9Ofrofb0AJIjSOenvIKpGUqfQBhEAoFAIBAcgogps+QQBpFAIBCE018UkP5ynqmks9esmxUmUdw1OfrPmQoEAoFAIBBYIBQigUDQvzlUlJJD5TwOZSS69e+kIqF08oBqP/pgCYNIIBAIBIJDEDFllhzCIBIIBP2LvvrA21fHLRD0EYRBJBAIBALBIYiiSiidzNnR2f37EsIgEggEhzZ97fe8r423C4l3L5b6WF6g7iaYgmr3nd2/L9F/zlQgEPQPJNPSWzGPs5ePV5W6f+mNY+pHgkmHefLJJxk+fDhut5tp06axZs2adtu/8sorjB07Frfbzfjx43n33XeN9/x+PzfeeCPjx48nIyODgQMHctFFF7F///6IPoYPH44kSRHLfffdl9S4hUEkEAgEAsEhiD5l1tklGV5++WXmz5/PwoUL2bBhAxMnTmT27NkcOHAgZvtPPvmE888/n8suu4zPPvuMs846i7POOotNmzYB0NzczIYNG1iwYAEbNmzg9ddfZ9u2bZxxxhlRff3ud7+jvLzcWK666qqkxi6mzAQCwaFBb31y76XjEkpHx+notevuKT4FGaWTukey+z/88MNcfvnlXHrppQA8/fTTvPPOOzzzzDPcdNNNUe0fffRR5syZw/XXXw/AnXfeybJly3jiiSd4+umnycnJYdmyZRH7PPHEE0ydOpXdu3czdOhQY3tWVhalpaXJnqKBUIgEAoFAIBC0i8fjiVi8Xm9UG5/Px/r165k5c6axTZZlZs6cyapVq2L2u2rVqoj2ALNnz7ZsD1BfX48kSeTm5kZsv++++ygoKOCoo47iwQcfJBAIJHGGQiESCAR9ld6mcPSS8Qjlp/fS3T5IQVUi2MkD6vsPGTIkYvvChQu5/fbbI7ZVV1cTDAYpKSmJ2F5SUsLWrVtj9l9RURGzfUVFRcz2ra2t3HjjjZx//vlkZ2cb26+++mqOPvpo8vPz+eSTT7j55pspLy/n4YcfTug8QRhEAoFAIBAckqQy7H7Pnj0RBojL5epUvx3B7/czd+5cVFXlqaeeinhv/vz5xv8nTJiA0+nkF7/4Bffee2/CYxUGkUAg6Fv0FgWkh8bRZxSgvjJO6Paiq92FmoJq92po/+zs7AiDKBaFhYXYbDYqKysjtldWVlr69pSWlibUXjeGdu3axfvvvx93LNOmTSMQCLBz507GjBnTblsd4UMkEAgEAoGg0zidTo455hhWrFhhbFMUhRUrVjB9+vSY+0yfPj2iPcCyZcsi2uvG0Pbt21m+fDkFBQVxx/L5558jyzLFxcUJj18oRAJBH0CPTukz6kBX0NPn3s3H7/G/dU8fvzvp7Ln2UoUpiESwkyeX7P7z58/n4osvZvLkyUydOpVFixbR1NRkRJ1ddNFFDBo0iHvvvReAa665hpNOOomHHnqIH/zgB7z00kusW7eOP/3pT4BmDJ199tls2LCBt99+m2AwaPgX5efn43Q6WbVqFatXr+a73/0uWVlZrFq1iuuuu46f/vSn5OXlJTx2YRAJBAKBQHAIoqidL72hJGnsnXvuuVRVVXHbbbdRUVHBpEmTWLJkieE4vXv3bmS5bXLquOOO48UXX+TWW2/llltuYfTo0bz55psceeSRAOzbt4+33noLgEmTJkUc64MPPuDkk0/G5XLx0ksvcfvtt+P1ehkxYgTXXXddhF9RIkiqqvZS27bv4PF4yMnJYcTv7kZ2u3t6OIJDmB5XDXqCnjrnbjput/1N++NnpxeitLay6+bfUl9fH9cPpqPo96RLV87FmensVF++Rh9/O3lxl463tyAUIoFA0Dvp7ht4Fx+vyw2fnjZ4evr4qeAQkweUFDhVd3b/voQwiAQCgUAgOARRkFA6aal2dv++RJ8z/ZIpGvfss89GFXtzm6a0VFXltttuY8CAAaSlpTFz5ky2b9/e1achEHQISe0HFb67u8hpFx2vywqCdnVRWKv+4y2HAh0990PpGvRj+pRBlGzRONByJ4QXe9u1a1fE+w888ACPPfYYTz/9NKtXryYjI4PZs2fT2tra1acjEAgEAkGXoWeq7uzSX+hTBlF40biysjKefvpp0tPTeeaZZyz3kSSJ0tJSYwlPEa6qKosWLeLWW2/lzDPPZMKECTz//PPs37+fN998sxvOSCAQGHTXU3YXPdWnXBFKtQrRG1QOXeLsqaWr6Q3XOAzdh6izS3+hz5xpR4rGATQ2NjJs2DCGDBnCmWeeyZdffmm8t2PHDioqKiL6zMnJYdq0ae326fV6owrdCQQCgUAg6Lv0GYOovaJxVkXgxowZwzPPPMM///lP/vGPf6AoCscddxx79+4FMPZLpk+Ae++9l5ycHGMxF70TCLqaQ8qXqLuVoRSRMkUoVSpCV6sSfUGh6Y5z6A3nkSAKklHPrMNLP3KO6jMGUUeYPn06F110EZMmTeKkk07i9ddfp6ioiD/+8Y+d6vfmm2+mvr7eWPbs2ZOiEQsEAoFAkBrUUJRZZxa1HxlEfSbsviNF48w4HA6OOuoovv76awBjv8rKSgYMGBDRpzkjZjgul6tHKv0KBGZESY8ESNG1Sdk17mw/KRtH9ysdPf05TdkpJ9tRD514Kqvd9wf6jELUkaJxZoLBIF988YVh/IwYMYLS0tKIPj0eD6tXr064T4FA0EH6z++sQCDoA/QZhQiSLxr3u9/9jmOPPZZRo0ZRV1fHgw8+yK5du/j5z38OaBFo1157LXfddRejR49mxIgRLFiwgIEDB3LWWWf11GkKBP2HrjSKeosy1NH9O33c1CpAh4JQkKpzSPrShu/QjcqcyFSdHH3KIEq2aFxtbS2XX345FRUV5OXlccwxx/DJJ59QVlZmtLnhhhtoamriiiuuoK6ujuOPP54lS5ZEJXAUCAQCgaAvIabMkkMUd00BoriroLfQp367umqsney3zylCnVQc+tRnpo8S/idSWlvZdeOt3VLc9cylP8OR0bnirv4mH/+c9Ywo7ioQCPoWfcbJuivG11OGULL7dbPh0+s/C/2A8L9BdyoQopZZcgiDSCAQCASCQxAxZZYcwiASCA5B+oxSlAq6Wxnq8vbJaQg9/jfu6eN3JcKhpF8hDCKBQCAQCA5BhEKUHMIgEggE3Ucqf1sPFWWotylCvSVdQTcQ99Inew69TFESBlFy9J8EAwKBQCAQCAQWCIVIIDiE6Ve+RAnSZcpQihWhLvubJdlvl4yju8uGWJxEZ88t6jQS6a8bv4tCIUoOYRAJBAKBQHAIotL5sPleNgvYpQiDSCDoBxxSSlEHzyHhc0+1gtTdilBXK0Bdqe509BrE9QVK0ZhNFyvRa9cDdXQBoRAlizCIBIcssqowRdlNkdpAlZTFWnkoiiTc5gSCHkOif0kOgj6FMIgEhySzAltY4FvCANVjbCuXsrnTOYel9nE9OLKe5ZBSihIk5cpQinyFuksRSvz8O2ipdFem7u7uE6KNt0SvUTtKUnd+94RClBzicVlwyDErsIUnvIspCTOGAEpUD094FzMrsKWHRtZ76CkJv1N01VRQqtrpF9Xi4urj6XSJEPOrRf9RxzGPz2q8VsfpzGtX9NmVryTYznK/BK91F6MbRJ1d+gvCIBIcUsiqwgLfEu3/5vdCr7f6liCrSreOqzcijKIO9CuMoo69dkWfwigSpBgxZSY4pJii7I6YJjMjAwNVD1OU3ay2De+2cfVW+uMUWtJ00mm6q4rGWvYb74abaiOxo+0PJfRLnsg1EFNmvRZhEAkOKYrUhpS2EwgEgr6KqkqonTRoOrt/X0IYRIJDiiopK6Xt+guHklKUsmmyDipDqVaE4vZnpQh1+vzivJ/oOJLqo4P7pXwWqou+CGK2rFcjDCLBIcVaeSjlUjYlqiemg5wCVEjZrJWHdvfQBAKBoFtRkDqdmLGz+/clhEEkOKRQJJk7nXN4wrsYhUjHat2N+i7nHJGPyIJeqRSleiy9RRlKVhHqqG9QstsTPV6i/bRDV6ce6LBoZXwROjmATjbtLMKHKDnEXUFwyLHUPo55rrlUStkR2yukbOa55vb6PESyqjAtuJPTAl8wLbhTRMQJBAJBNyAUIsEhyVL7OJbbxvS5TNW9JaFkqpQiWVWYEtxNsdrAASmLtbbQ36ALHjo7/SDb25ShZH2DUq0EdTTKLZljdDFRY0z2jxVqHn/4cRrox5XoVoVIOFUnhzCIBIcsiiT3qdB6PaGkGT2h5Dx6v7oVzqzAFm7zRht3v3PNYamj75yHIAWoksi/0wOIKbPk6N2PywJBP6G3JpSU1I7dx2YFtvBka+xs4U+2LmaWvweyhXf06dziIqhSgoKDZFpM+0f1Yz6exf4Jb9f7My9yaIlqry3m8UWN16pfc/9xjtOtS9SYElviXQtV1pa4x+3oF6qD6ApRZ5f+gjCIBIJegJ5Q0uoLGZ5Qsrcjqwq3eds37hZ4Rbbw/ogkRb4KBL0JMWUmSBpRRT719PaEkuaH2vYeGqcEE8wWHtzNavvwlIyvUyQZ1dXZPEcd9hWKt55kf12V6TqesRNhFHWVWpLoH8l8TayGE/UFsDhsnIsjxThmV6KmYMqsPylEwiASJEVvcfo91OhrCSXbc7ouTtBoS7Rdp0naCTm1hlDChkeqDKDOGj4W7S0NnUSMmu6+p8Ybk9Wpm8dpdfFCm6MMqDjh+ipSt6a0UGnHyEuij/6CeKwXJExfqiLf10LX9YSSVqNUgP19JKHkgQSNtkTbCQ4B+tNdVdBnEQqRICHiOf0qaE6/y21jenz6rC+qWH01oWQspWitLcFs4bbeb9xBL1SGklWEElSCklaAklXeYtLVllL7Ck/cYcRRfIxrZr7o7SlIcvdZhwoSkshUnTC969dV0GvpK06/fUnFMpNoQsnern4pkszvXHO0/5vfC73eGXp/WmAnp/u/YFqg952HQNDXEVFmySEMIkFC9HanX+i9oetA/Bjm0LLUVsZJ7mu5wHUx1zp/zAWuiznZfS1LbWWgSszyb+HDlkd5ofU5Fnlf54XW5/iw5dEeN/TM0cRL7eP4f+5o4+4g6cxznQ3AR02P8mLLcyxqfZ0XW57jo6ZHY4fjq3TPlEtHQ6L10OoQlmH0xkKSS/v7xw+Hj2wvyaFFCi2yihQrBN0cLi+bFqvxYVraDWmPfc76mOItyV+7ZMcY79z192OH8Rtj1a+11I4Sdwjx5JNPMnz4cNxuN9OmTWPNmjXttn/llVcYO3Ysbreb8ePH8+677xrv+f1+brzxRsaPH09GRgYDBw7koosuYv/+/RF9HDx4kAsuuIDs7Gxyc3O57LLLaGxsTGrcwiASJMSIYHVC7YYpB7t4JNYkqmJNDe7s9QrLatsI3raPZ7VthDFNNiuwmSd8fUf9Wmofx13OWdSQbmwrpJm7vW/zh9bFlPamHEUCwSGInpixs0syvPzyy8yfP5+FCxeyYcMGJk6cyOzZszlw4EDM9p988gnnn38+l112GZ999hlnnXUWZ511Fps2bQKgubmZDRs2sGDBAjZs2MDrr7/Otm3bOOOMMyL6ueCCC/jyyy9ZtmwZb7/9Nh999BFXXHFFUmOXVLWzPugCj8dDTk4OI353N7Lb3dPDSTmz/V/ymO9VbHHaqWi+OienXdMjvi6nBb5gkff1uO1qSSOPFmO9Q/5FXSQjaykNdlGkNlIlZbJWHoYiyciqwoeti+L65XzPdTXHqHui9jfopqRwqgRz/F/yhPdVAHYsKcKZGWDQcbXQTuUO/TxOyojxGYpzya19duKsG9sjr02nfYdS5SuUrI9QPN+gZMdllucso9Da+Wz1FlUkXvBZvD+65f7mP5L1/kpLK3t+dTv19fVkZ2dbNOwc+j3piJevx5bu6lRfwWYvX577YMLjnTZtGlOmTOGJJ54AQFEUhgwZwlVXXcVNN90U1f7cc8+lqamJt99+29h27LHHMmnSJJ5++umYx1i7di1Tp05l165dDB06lC1btlBWVsbatWuZPHkyAEuWLOHUU09l7969DBw4MKFzFU7VPYw5p896aTDHqHt7TY6fWYEtPO57NSEpUaLNj6gnSmYkGpKeG2YMQe8pjTErsJkF/hjO4I45NAcc5FS1IBUQ8+aiq1//bX2YApqj9l9qL+v6E6Dt8zzTv4WLgmuNoXrr7XjrHNRs81M4zlrG7nU5igSpQaX3GEWCLsPn87F+/XpuvvlmY5ssy8ycOZNVq1bF3GfVqlXMnz8/Ytvs2bN58803LY9TX1+PJEnk5uYafeTm5hrGEMDMmTORZZnVq1fzwx/+MKHxC4OoB4kVDRVEwhb2eNGT0VHhPjnJ0FN+RFroehYlakNMA06/qubfZT1K7nfet3lfHk1AtneZAmSFPh1mpjjo4a6v32bPF/nsai0ib3QjpcdYJz3MDzOGIGTs+XRjryz+eXVCQQr/PAe8EkpAwpah9VcwppGarVlUb8oke0gLzsxgu311W46izpBwVFmC64lGjyWqCKVYCYpSgPqSUmT15dffDl1cy7Gb9o9WktSY7aIvIt3qqJLK4q4eT+TvjsvlwuWKVJ+qq6sJBoOUlJREbC8pKWHr1q0x+6+oqIjZvqKiImb71tZWbrzxRs4//3xDsaqoqKC4uDiind1uJz8/37KfWAgfom4gVlSQHg1l9qOQTT9KPekfEs8nx4qeSh44M7gNtxqwnFJqqXLib4g98Sej+besbvk9t3jfY1pwR7f5FsmqwgJ/bGfwmi+yqFybi7NVG0vuyGbaI5axB3Crv2udyc3RfQc+z+GbfxdTvzMNgKKJDaQXe1GDMhXrc+L2J3IUHZr0B4fi3kQqo8yGDBlCTk6Osdx7773dfj5+v5+5c+eiqipPPfVUyvsXClEXEzMnDllk4TUHp0CM9Z7M8TMjsC2p9ropl6c0EdfhKMVYVYrXqd2awYHPc0BSyRnWQtEED470aAMhBy8/C3zKzwKfdtt00xRlV8xSFwGvxMGvMgAoGu/BMTqAyxlIuv+2lAi7WG0b0X5jy8y81k/95ui+QKusGUKqhCNTG68kQenkOr79dzFN5W68Hjuu7Ohz0f3QYuYoivOU32GSVcWS9emx2C+eMmTZb7KKUIqVoMSVona2d2OBUyC+MmrlSmv1mTM3t1SQ1BjtujEPkSohdVIh0p2q9+zZE+FDZFaHAAoLC7HZbFRWVkZsr6yspLS0NGb/paWlCbXXjaFdu3bx/vvvR4yltLQ0ymk7EAhw8OBBy+PGos8pRMmE8/35z3/mhBNOIC8vj7y8PGbOnBnV/pJLLkGSpIhlzpw5KRmrZU4cGsjEl/Dvek/k+Jnj/5JLA59GbVfauR/r53OLf2m3Rm61F26vE55ArX5nOns+LIib0l6fbpoV2JyyscaiSI3tU1O7PQM1KOPK81FQ1ki2s9V4Twkk/yNndZzOYlYSG/a5QZVw5/lIL/Qb7VzZQTJKvVqbPdbBB3e6el8CSkFqkG3a74IcSk6Y7Kug58jOzo5YYhlETqeTY445hhUrVhjbFEVhxYoVTJ8+PWa/06dPj2gPsGzZsoj2ujG0fft2li9fTkFBQVQfdXV1rF+/3tj2/vvvoygK06ZNS/gc+9SvTrLhfCtXruT888/ngw8+YNWqVQwZMoRZs2axb9++iHZz5syhvLzcWP7v//6v02NNJCdOsnSXb85s/5c86nstwmBTVdj7nzz2fFRguR9EOlZ3F4lM7eWPaWL4rCqGn1KF7FDw1jto2Nt+RGB3TTdVSZlR25SARO12TR0qGNsYZtDB/tW5fPVGCV5PcjJcrOMkTFSymzbMn0v9umYNbsWMvq1hf/S1DyIxz3U2Sx09m008xikmhjmPkTlXTdT22O3j5ROKymljlTPHOK45106oHyNHTmhJMPePkcfIWKzaKVELdM4o6ugSayyRS2Ln2uFrZ2rXXahqapZkmD9/Pn/+85957rnn2LJlC1deeSVNTU1ceumlAFx00UURTtfXXHMNS5Ys4aGHHmLr1q3cfvvtrFu3jnnz5gGaMXT22Wezbt06XnjhBYLBIBUVFVRUVODz+QAYN24cc+bM4fLLL2fNmjX897//Zd68eZx33nkJR5hBH5sye/jhh7n88suNC/v000/zzjvv8Mwzz8QM53vhhRci1v/yl7/w2muvsWLFCi666CJju8vlSkpWSwT9Jh0LX6MNz540coa24Mho37k0nO7wzbGKKmvY46Zhbxp2dxBVbVNcwv8fzkz/lm6LNEvUUEzL19SK/MObqP4yi5rNmWQNbm3XryGp6aYOkqs0RTnT+5tl7GkKsl0lc4hmREihf4JeGTUoU78jneKJbeduFchjlMqQh6Vu0GEWQxVtn8ugT6KpUntyzBoS2yCS7QfJHOht6yr0eo3zRyxxHBF/aqyrps6SJGEnavP2eFNkFu9HTY1ZzrdbTa0luz32eMxTZtZTYzHupAn+zdp1zA4jUYdh86WJ7sdqu3nKq/35Ur25Mf64zthdi2bQdNapOrn25557LlVVVdx2221UVFQwadIklixZYjhO7969G1luu8Mcd9xxvPjii9x6663ccsstjB49mjfffJMjjzwSgH379vHWW28BMGnSpIhjffDBB5x88smAdr+fN28eM2bMQJZlfvzjH/PYY48lNfY+YxB1JJzPTHNzM36/n/z8/IjtK1eupLi4mLy8PL73ve9x1113RUly4Xi9Xrzeth90s/c9xL5JqwrUbMmkenMWalCi9qsMhs2ojhtxA1runK4u7GkVVRb0S1R+pjnC5h7WjCRBoEWmYkMO6UU+8g9vitrnkuAa/F47D7hO6dIxg7WhqCpQviaXrMGtZA5sRZ+FyTu8iZqtGbTWOmmudJJR6ot7jK6abpoV2Mzj/lejtruyg4yYXUWgRcZmsk5zRjbTuN9N3Y50isY3GOdlZQwB3OXoummotfIwysmilAYa97tBkXBm+6N8hFTA7lLIGRZtKP3JcRz/dh7ZJeMTCATdy7x58wyFx8zKlSujtp1zzjmcc845MdsPHz482jCNQX5+Pi+++GJS4zTTZ6bM2gvnSzSs7sYbb2TgwIHMnDnT2DZnzhyef/55VqxYwf3338+HH37I97//fYJBayPl3nvvjfC2HzJkSFSbWDfpmq2ZVH2RjRqUkGwKgRYbu94vwN8Uf+rjWce0LversJp6qv4yi0CLDUdGgIIyzdBr2OemYU8aBzZmEWiNPa7LA58wx/9ll44ZrCvFN1W6qN+ZTvmanIgnQ7tLoXhCAwOPrSW9OL4xBJ2cbrKgvegy0J68Yzl+Zw1oxeYKEmy10VjRftK1Cimbec65XeoYrkgyi+1HI9H+dFksg82Dk//nOju24Rya6UmUjlbeSPwAxD4JqwNbTZmZ3o+aIjO9bzk1FtW/PjWm72cxnRO1nZilPIzppFB76+moyEW2Kci2yGkoo70Ue7HJSsRi1a7T+1mM2WpJfiou9pSbeaqtuxC1zJKjzyhEneW+++7jpZdeYuXKlbjDskmfd955xv/Hjx/PhAkTOOyww1i5ciUzZsyI2dfNN98ckUjK4/FEGUVr5aHUkB6RJK+xXLt5FU+qJ3tYC7vfL8TXYOfAxiwGTa+LeSwVTR16ynFCsqecNDFVrSDUfaOVXig5uh45ZLvlHtZM7dcZeOscNOxxkzc6Mhxc/wrd7nuXpfZxXWrMWVWKr9+hjTt7eAuSyebMHxOtasXsmy6YbgphGV3WKiPbFWSLb6dkg+yhrdRuz6Cp3E1W2PQTaJ+ZJhz80nk+a2zDu9yQnhXYzEUBLViheJKHtEIfmQO8Mds+aT8eFRi2qY70PX5umH0GdY70mG0Fhw5W07mCriXJZwrLPvoLfUYh6kg4n87vf/977rvvPpYuXcqECRPabTty5EgKCwv5+uuvLdu4XK4oj3sziiTzT3vksYZ9r4bBJ9aQf3gTjjSFgdNryRrcQs7wlqj9w7nVdXq3RN3EUrWaDrhQ/DI2dzDC7wMJcoZpRpBnT5pln4U0d62DdVhR1HnOtmKiQZ9kqBW5I9rP3WPZdei1q6abrKbhqjZl8dUbA4yQ+1ikF2t/i6ZKZ9R7EpCJn8nBXSjIUXUsk1rioCeUzAll/3ZmBikY24QrJ3Y44if2w1jkmoF7R5CBNQ2MrqqOr+xYjSUVv/apJK4iFKnwdFoZMjlLmxUgs1LUplKYnaEjVY5ElSBDRUlQxZHDFpstcumMw3T4Et1v7MWsKFkpTB1VkNpUuNjKkaB30mcMoo6E8wE88MAD3HnnnSxZsiQirbcVe/fupaamhgEDBnR6zCvsYyLWJQmyBnoNn4+0fD+Dj6+1fJoOIHGV8+xuy1Ida+opfArEcKQOLbrTbHOV03LaDGB68NtuCcNfam+rFP9EzUmoioQtO4grN/bN2dtoo+rLTKq3xjY8aknr0ukmq2m4pnIXalDCkWGd40Cf6vN5HJbX/urgh8wJdN2UZbwpv3AUYL+UbfjBbSnWpr7HHahsZy+BQNAZxJRZcvQZgwiSD+e7//77WbBgAc888wzDhw83QvUaG7Un88bGRq6//no+/fRTdu7cyYoVKzjzzDMZNWoUs2fP7vR4dQPD75NIxh5QQss1zh9rUTfdhCLJ/Mt2ZMTDbd6oJgrKGsgZHlkf6yrn2TRkunDl+UCVtNwzFszzf8yHLY+mJtt2O+Hf+jmsto3Ad0Cbb/rnoPEscpxMLZEqVjXpLGo+meovsqn+KisikqKWNB6xn8yxaden3hgKU1/WSsMoJ9IA9TXY8DfZQVbJaMe/ye5SyD2siaIJ1mU8ZOBx/yvMCnYij1I76tGU4K4In7Pa7enUfp1OoCXyZyXCsRsbqBJbQr6A48IUX3OUueVY4hC1v3m/TipLCYflW4XXx2mfuDKEhQJkFToe2zdIP16ySpBZ+TGrPXabgt2mYJNVY2nbFrnYbcGULNH9Ri7hYwkfj1lhSlRJ6qhy1G10Rh1OQik+VOhTPkTJhvM99dRT+Hw+zj777Ih+Fi5cyO23347NZmPjxo0899xz1NXVMXDgQGbNmsWdd94ZM+lUsiiSzN2OWdy8ajlN+12UHO2JOT3ma7BR92062UNbcOcFqJCyuasH6pfNCmzh54FPIub73XkB3HkNqMAKeTTPOI+LKDh7++AleGudNOx1k3eY9dRUaTcXUD2yohyALwYM5BPnSJ5ynBhVRd4+WGG27StczXBdy48hl9gV4rsIw/fJ1+b7pPuZpRf6kB3Wv0QqMGBKfULHudW3hOXusSk/J/OUX/VmzfnemVWNPa3NmKsnjd86T48wLnWD6PCqA0z3f0uB1NQrihkLBIcUqVB4+pFC1KcMIkgunG/nzp3t9pWWlsZ7772XopFFMyuwhVt8S2mqSCPos2F3x45cq9qUhWdXOkpQ4uWiSTzlOIFj1L2cFvii224S8bI9q8A4tTJiLO85juD0YZs4fHcN6YXtR2vpX6kOlyBJ4ktpDwZRJJmgJLGpRJv61JWjcHx2mU2lAzlm3x4c5QpvFE5MbkztjjexZrrv0wLfEgbgobkqZBCVxJ5GTRYJGEjX5FEKn/LzN8kEWmwgqaQV+CPaXeU8m0/th0Vs25edR4vTTpovwJ/KXzL2CS9mbKRyMf/pTbldOp2XSD9Ask/uSbePPJw5n5BlniGL/ELm/EHR65H9ScZr+/sbu5n2M04j1EC2yE+USJ4i875mOp6HKPZ+ihr5YTFHceu/Rub+9HXF1N4cBq6307daDUtSQRU+RL0W8SjWRehlO3Lrmgm02pBsCmlFsY2GrEGaL07FgRy22Ur5oPVxXmh9jkXe13mh9bnUTTe1Q6yQ++ovM/HsdqMEJMvyIUsKyhj5/SoKj4ifp0ey6CPVBGw2rjnrx1zwk4vwpFk7fAOsH6xFBx69d2+Xjqk9ltpCvk/Oi9l3MBeAYKH13b2adK6y/5ha0vC3yHh2uwl42/8qd0UepVy1yVDUW2o05253rh/ZHrrpoPkNrYlhiJ0S3EJhoTamluo2x/CeLGYs6HoccuKJaAWdpycyVfdl+pxC1BcIV1taQnli0ot9Rsi6mbSQr4irLsii+lexuyMdjkq6YbrJHHIf8MpUfaFFbI3+YbkRAm5u15Hs2Qlllu6ATCurSuS0mHNY3H02DtDSuh9edQBZUVDkZJWrpIcZE0WS2eIvJbtJU4bmDPh/HGnbx7HKLiRVoU5Kp1rO5ICUZUzpKbKN3yz5AG+dg4HTD8ZMeKhTRWZSgka8yy+rCrf6l6KiPVU1h4wa3ejXD3WPfXZbpBuA1OaMbS9UaKl2ogTbDharmHFHlaKo/TqrJFnR0f5SpQzJkcpPqhQhsxLUUcVIRw6dh0MOpq7qfZwPtX4zt5mOpxBbCdKvta4o6UqQWUEyK0m6gpSIctQTeYg620d/QRhEXUB42Y6mcs3ZOLM09hSIAtjcCjW56RTUNdNywEnO0MgbW3dUvDcbNi3VDgCc2X7sLtWyne44XuRrwO+xR02XJHKsCDr45ZsV2MwC/xIGqB7UIEg2EqpWvyc3lxa7nfSAn8H1dezOy7dsq42vQ8NLCBWJZyZPo6ipkUaXm085jE+JnGoy7mkqLJPLOKn4aybUVdB60BnTIFKACrJZl2QepXjG05TgLgbQ5tDdUqUZRPrUqf5XrJVMOYbUNmdsZQwUjmuMujmGq5Hh5V9SZhhZ7RfvOPEwGzImA8SyNIdVP6kyhGTTdr15kgaQ1fuy6UsRy0CymgKLN3XWURSLP55+c7eZDB/92pkNKN1wsjaY9N3bn2rTDSVVlVC706lakBRiyqwL0BUQJSDRHLpRZFiE1ldI2cxzzeWbAVqpkOYDsZ25u7rivTnkXp8C0Q0cc9i0jiLJLPKdzPbXS9m1ohAljiJeTXrKS5DouXBKVA8Br8S210vZtaKAokD8avWKLPNNYREtdjvFjV1TniMesqowLbiDk+zb2V+WzV+mWaeRMPNBkZbaobXWEWWr6X/Lu7sgj1IxbddKDUJrnWZAmw3iWFN1+jbZFtu/pK1d9xQzFnQ9/Ull6FWYo3I7uvQThELUBegKSHOVE1WRsKcHcGZF55S5yzGb5x1TUSSZw0sPwBZoPhCdaC+crrpJmLM9634daYW+trBpZ+wb62s5k5jr+pz01gCttQ7SC6NVIv1mfbvz1Ng35w5+6cy5cJprnKhBmUCrDbstpKz5l7DcZh1ldd93Z9LgcsWeLuvih7lZwc2GQ7VOOdnc5ZjDUlv8kP9vCgoBqK1Nx6H6GSi19VNBNncn2E+yHKDNodrXaAdVQnYo2NMjLWLzVJ0qxc6/FKtIcBVZkZ8LXZnooFJk2S58cOEH6GISLdaarDKkV4c37x+t/GCxXXu1mZSleEqQ+Tht7drWze+Z+7RCMhScxH4nzFNixnYLJcf8vpWS1Fa81UoRipxqk0z9KSqo3ShDpMIHSPgQCTqFrrbkpjdTUNaAzalE/Njr5SB0Ywjgi9KBzGYbgRYbQZ+EzRn7U9jVFe/rSSNXaaGlRnviTy/0UUcat7pOt/ZfkiQ2Fg/i2N27aK52klboj/lz9Gf7cdZ5lSS1Q0aRufxFa602bne+NnWTSLX6+jiO113FrKCmbIH2o9Owx407z09xpofH/Yu5irlxjZk9uXn4ZBsuf5Cf+C5lUGYdxTRygEzWdWH6gHWylkOpBA+unACH/6gcf5PN+Jy3N1W3Nmzf2q0Z1H6VQe6oZgrLGtv27aJyKQKBQGCFMIi6AENtyVmMa0JDxLykldrycdph3DHnXQZk10VVN9f3q4gxZZUq9Kg40KY/1KCsPfFnB8jFOmOyzuaSEo7dvYtPa0ZwjLQ7wkipJp2FzlN5z2wMpUCKNU/JGAZRXvypm5h009OQTYlMc+BrsrHvk3yQVcb8uBxs8Fv/EpbL7ecPCsoyO/LzGVNdxYiDB/lPzmGxG6b4vBRk7rLP4fGApijanCo2ZyD0nkasqTpJBRWZuxxzeNy/GFUFf7Pd+LtFJnEMOWMbik+kgmMWcuI5TyfrS9RlWB3H7Dtk2m5WduIpQ4kqP/EUoXhKkHk9WklSLX2Fkt1uxspXyOp9K4VIV5RspnZtSlHs7ca6ca2iFaHQkQCQVZBs3Rhpp9L5734/UoiED1EXsdQ+jnmuttpaOrrPkFltUSSZe0pmIclgTmodb8qqs5hzEOk3p7RCn+FceKtvSbvlN7aUaPXkCqqaOcl9NRe4L+Za14+4wH0xx6X/OtoYShHm6RcrgyhetfrLVq/iqddeZkw3lZKYrGhOyfpfs/VgaNy5fmRbSNnCw2RlV9y+vikoAmBUTVUXjTY2S21lXGWfSyWmzzjZXOVoX91aaivjKsdcmvO0qVlvyAepgmytXEoXTPMJeo54hougaxClO5JDKERdRE5LCzXVGZxecAVj3FUUqQ1xkywutY9jHqEkfWEKS1dnrg6PigPIHdlMZqkXJaB9EayifsL5urAQn81GbmsrJY2NrM6O3Q5IqZPeWnkY5VI2JaoH1StpZS9oM4jiTr+Enn5KPR4G19czpuoA20J1tlKJ+YE33CkZoOVgKI9Pvr/ddlGosOKww9lUMoCtRSXd/jS31FbGuFWVZDi9bB9XxK6MfNZJoam69sYiafuuLR7Gc7yAt8HOJVzAKtdhBM2+XFH9xJZ+LMPsTbsZ7Sy60zuQ9CR+pv7aVpP0ObJqF8d3yOxDlKwypL9vKDiyEno/sr1NsthutI+tBEVtN/sJxVCIrHyHOhp1ZmVwmX2JrBQjq+2JKkjW65HjUFVJk4kEvRJhEHURk/bt4zcffsCW4mJuOP3MhPZJ8/koW1XJutphLP7BpG4rZ2B21JYkcGREy7rtOXQHbDZ25uVzeHUVI2pqKM/OSfk4Y6FIMnc6tPIXzSF1yJEZwOZUI6df4ly/7UVFHLtnF4dXHejiEWuEOyUDeGsjDTmrdrHYXlTM9qLi1A0uCZyBACd/+zU2VeUP40+kTk6Pv1MYtekZ1KSlU9DSTLUnG6VYiNaHIooqdVmIvSAO4rInjDCIuojR1dr0xfbCooT3aXU4OHbXTjL8fsobcliVP7KrhhdBoo7a8dq9XVZGmt/P11bn3EXS61J7GfOYy832pWQOasGRrplCFVIoWitWHiLTj8T2Qs2gOKymmmnBHRE1zzpijMb77Q93SpaB1vq2KTMIc0qWhnXpD1pn71GD6+qwqSoel4t6V5q1X4+ZsHY78gso2NfMyIM1bCsusRyTpY+QhW9R0kqR6f2E6agPUtSJxvYdMlYtfYm0l0SVIbOvkM3CJ0hXhsyKUNT2OD5E4QpRZ32GEiWe75ClMoQU833zq6y3C/0RzNFk0eta/yoqSElU+u4kIjFjcgiDqIsYXRUyiIoSN4hUSeKbwkImlJdzWHU1O/MLump4EehRcSWqB3+9naovskgr9FEwtglI3KH7g9GHd8NoY7PUXsbyIWOZMmhXh4yZHflaQsbBDXX8vfl5o/xEOaHaWin2aVGkNsdiX6tMsFUT413ZgQ7lDxpddYDxlfv5smQA24pSP+VnxbC6gwDsys1vP6lQDPTAwh35BUzet4cRB6u7YoiCXoBQiHoI4VSdFMIg6gJsisJhNdqPezIKEWh5ZSaUlzOqupoVh4/piuFFEZ6DqPmgg4a9aQS9MgVjm1Lj0N1NTxixCri2jaH9fac6d2JzBQl6bXjr2zJul6Ald4zn6NuR3/qltjKuYi43Vi4DwJERQHao7Cebu+1zWConboTN3r6FWdu38dKEo9lWZK2ypJqhdbWAFv4fi7hJmVX4qrCYrUXFVGRlx/47WbjqRDeVTGuxfYAsmltKRVH9WNFhpci0aj7RKN+hyHbm13jKkNlXyKz4GOtxFCG7FEcpCs8/RPQ2bV0xrafYh8iU9MdQeix8iyxfE1SOzD5H5u1BRRaZqnsxwiDqAobW1uIKBml0Otmfk5wvzdeFWqK9UdXd+7SsO3T/xvM+AK4cLYQ6WYfukdXVjDxYw6phw2lyxc663RXYg0FyWluoSc9IWqnQo+x8uQ6aK2146xyGQRRRNsXdfgh8R1hqK2N18XDOOGkj+cEWVjm+3+aUnAS7czSDZGhIsekudINoV26ckiftsGbIcFYPHR5RlkSVOpyaStALUZCQUXHKAXyKHbfNT2vQgVMO4lNsxrog1Uh0Pp9E//kSCoOoC9D9h74uLERN8uasG0QjDtZ0rNhoJ1hqH8f0hp1MZi9vFRzBh+7RSTt0X7/yfQbX11OdkcHnA4d04WgjGV1dxQPvvMU3BQVce+aP295I4GFsSigE/kB+FsFWOSoKRA+BD0/umLKHPBXq3en8ffixSe1mPv7ukEEytK42ubF18jx0A2x3Tl7yfem+L6rC5LCivOukYVoOIvS8Re3ubmClGEmmd6yEooSNL3O0mdVAOnkfsSrOGpW52tQ+WWVIf7VLkdFkdpMyZFaEzO+bVSDZrCCF3nfK2sOW2+YPrQcj1sOxWXyYg3HzD+m/WcHQejxlSI7ZrqPKUUDR+ovyNZJUEHmIei3CIOoChh+sAeDbUFmFZCjPzqHZ4SDd7+fUg19CLt0SaaYzpK4OgHcKjuRL24Ck99+RX8Dg+npG1BzsVoNoSEipqHOHsk4n8SXWkzYWT2ygeKJ1JF2x2th5Q6iD+8c7rj5lNaDBgyMYwG+zd+p4UcToxxXwkRXQavQVZXmQlZLEP6OS1ucsZTO/DWqlS5QgqIrEAUcWd9va/LYsnaxjdBn7fYupNIv94xlW0QaQaU8LZ++4mJyk4zaPmjIzb4+9bmUIGesWhpC1gRTfMLJFvZeaqTIz0c7Tpimz0MUNRhlCSsT7HTWUAqH2+vmY3w8qcrc6VQuSQxhEXcA7447gm4IidufF9qtoD1WSqClIJ7O5lnsa3iY9TStBUS6FnHu7KBcRaGH/JaECpx0ZO8C3BQWcsONbRtbUpHJocRlaqxlEuy18WdojXtJGnURC4JNFVhR++OVGduXls2Hg4A4rggfT0ml0Osn0+RhUX9/lDvmzlM38liWUnuUh6JX5s+P/KA9mc7ecuO/TLGUzjwW17OiVn2dzcFsGRUc2UHKEh8eCi7lampuUH5Wg9xJUJUu1R9CFCIUoKYRB1AXsy81lX25uh/adFdjCjBO3IMmRacRLVA9PeBczj+gs16lCV4dq0tNpcLuT70CV2JGn3YhHdnPEUIRzb5Jf4LWmEHg9IbcudrRXlysuccZS0tjAxRvW4LXZOPcnlxrbk793SOzOyaOsqpKhdbXszItjEHXiR26WspnHFM2QkSSwu7ULVoKHx5TFXM1clkmxDRn9AV5WFH4bbMuObnMqoEp46+2G39YtgX9rRXktjMR4U2YJKz6d3C9q6izqDVODpBWjSIUn/lRZpDO0bogkqgyZFSG7ycnaHpriinaq1tYdMZQjW4LKUEeNJvMUmpVSFIw3ZWahIAXMSpFp3VCGVDXmdiNcX1K7uXSH1HlHvH7kyCeyoPUidOdeszEEbevxSmh0hoLmJnw2W4dUFh19mnBQfT2uQPwaaKlCN4g6MnY9yg5g7yd5bHttAE0VmkN4R0Lgk2F4raak7c7N77S/mH7uXelYLasKv1XaDJmI90KvtyjxP6OT1cjSJa4czX/E63EYfQ2kgV8qH6Vm4IIexWyICAS9EaEQpZihBw8yvqKcbUXFfJ1EDiKILqGhqpEBU4mU0OgMq4aP4JyLhpHh83W4j9q0NOrcbnJbWxlSV2udpDGFZHi9FDQ3A9bh3/FYaitjnnMu8/kANSjRWu8gc6CXCrK525FEHqIkH3CH1+p5fPISEw7aafPWuAm8N7qMvTm5HR5PvDFMCRkyAPtX5xL0yhQe0RARlTcQD5PZxRpGWPZfbCq2q0c1+jx2VKVNnbtGXcnXweKEps4sfZtNio3Zt8hwutZf5Mj+rJSiqMyOZokonnO1ZT6A9onnO2Tly9NRZahte6Qy5Aitm5UjsxokS2qYD5EpxJ/2FaNEMStCQZO53uYDFFKKonyAIhUk83ZHaLtfsYW2R/ocycb2BBQjuTsTM7aVD+lMH/0FoRClmMl79/DLVZ/woy82Jr2vXhpDVWDn8kK+eq2UQGv0n6i9EhqdRZHljk2X6UgSu/JCEU8hv56uRneorkrPoNnp7HA/S21l/LVwOgCf1I/kAsfFfNd1bZcWGm1Ttjoetq6zLyeXbwsK8dm77jmnKMyQaapw0bjfHfN+XqS2X4PN7LflyAgi2RRURcLXaDO2q8Atyr+7TBUVdA/xosIEXYSaoqWfIBSiFDP8oPbEvzM/+RucXhpDkiHQKqMEZLx1duylvpjteg2mH7uXJx3Na+Mndos6hAoNLjdvHjEen80Wv30cdN8bR73CGqskjxbjSAb9QXhwfR3QzlRfov2a2smqwmR1F0U0UkVmVG6jjvq3VkmZoELQKxFo0a63Myd6ajSeo/o6Iv22JElTiVoPOvHWO3Bl6+qDNnV2pfIRf5BPjuxEF2IsfHeslKGo7YbEEnpRIqPJ9MsW5WtkOn6bYKR3HNlACq2rpuMn+jeOStgYwlxywyqqLEopMilATlukAmRWhPR1h2ldV4SMdSMKTX9fiSogay7vYTP5HSWLOZosaPIJitquR31hjiLT1v2Kvj1SOdLHbfY1Mm9vTzGSulEhEiSHMIhSzLDQFMjOvOQNovASGq4cP/5GO956BxkhgyjREhodIcPr5Z5332ZXXj6LTjypU/4sXwwYmMKRxWdfTi5/nTo9JX3pSs2g+rouzwNlUxQGeuoB2JPTcb+tcGZ8s43vVW1j+uHfMDi73theTnIRYFbohkxWfSsA9vQANkfbzc1wQKd9B3RFkrmHOTzKYmObK1s3iOxgythwtbqS7WqxpbO2oHcjSnf0EMKpOimEQZRCbIpiRGrtyu+4c+8T3sW4cgM07oPWeu1PlJISGu0wrLaWkQcPkun1JW4E9OQXJUW/rebf6KrMTFrsdtICAQZ4PPGjBRN9uo/RrrTBg0NRaLE7qM7ISK5fi/d//M1nDDrgIaPAB9lt2xOJAEvkeAoyd0tzuKP+baDN90d7T+MeaY72pB02xljnv0wq43H1ZK5hJQAZpV5UFdy50YqTNnW2hBVSdNSZVY3UqPRApigta6HGFE2mRx3q++mHV0LtZIuoM8O3yPwqhd5XI8ffScVIH5/Zd0gyqzMW+YWslCGXLRBat1CITIqQQ1eGwtQgRygZo1W0mc100skqRVEKkeELZPYN0n2IzFFlkUqR3aZHl9lC70sR5+ZXIxUg/RroPkZ6pJ/ZlyigyqjdqBBJaueTyPYnO1b4EKWQQR7tBtfscHAgs2PTWkvt45jnmktLrhZt463TXiukbOa5ui7kXo92asm1My24s3M+G6rKid98zU/Xr8Xtj84+m2oOrzpAhtebkr5USTIcs4d1cRmMyswsrj3tRzxw0oyky43EQlYVRmRrf0e/J/JZJ5kIsHgsk8pY7tE+h+6ctr9vBdlcLSVhcKnwR06knGwUIGd4C4Om15E1uDWqabiztqDv4Ve0z6NL7vrfA0EYwocoKYRClEKG63Wd8vKSLtkRzlL7OLaWlPAkr9HgcXOB6yLW2pKvb5UoswJbuKZqJT6cHJW1lzmtm9tPBBlPGZIkfr5mFXktLaweOoztRcWpG6zpy5nh9fLQ228CMPeCS2hJ0Km6vaeezwYOpiY9gwZXDOfyDvoKxSJgs7Ejv5AdifSbwHEnq7vIy2mikly89dF1oeJFgCVyHP185NBs3LM5x1JJtuanhFZyI+Kc4/SnED111h7FamNUot+oj6NVuh+zz49JMTK/qka5hdB66KlfP348pcg4UDxfIvPAzVFq+lZ9f9Mb5ugyq+1WJTfaosoSU4ait0cqQg7Tdl3t0VUgl+w3osusos1sSSpEwSiFyMpXyEIxMqLIdEVeV45iK0KG4qMrQqbIPrMvUSDUXlYVJLn70pEIkkMYRClkaL12l+hMHh+dfTm5+GUZR0Aht7GFUzO/7JISHrMCW3jCu5jd9ZozsZ4PprOJIHfn5pHX0sLQ2trUGEQWN1bdKbk6PSMhYygR+feFo6ckfPzOHCehfhM0UEAzFvQpLG+99Vc7XgSYud9YeG12Wux2VuaM4VvCStSYp4cSYAVjacJJluRDVcDXaMfuDmJzRndSpWZaO08Tud0YkjmhoWmM8QwkIwxfiX1AK8NIv8erZkPHWDXN3RmGUuT2tsMldlGNqTOrUhqGE3TkVFmbgaQbRu0bQu6Q2mNlAIVv1w0es1N127rZIErsXI3otdCLYpr0sJoaMxtMflX7vjhsZgNIa2cLqapB0xSYPk59HLrR59c/FPpLaP+AYkPpztIdwocoKYRBlELeGFfGZ8OH0+ToeOi3TlCW2Tswh9FKFQ83v4HLof0YpbKEh54IEsAXuoHqN9SIKu+2MclXX8/LY2L5foaFVLOuYlgnEjJaoRcbLaaRA2SyTh4W9UObCs7933qaHU4+Gj6K+rS0TvdXJWUafz9/kx3FLyE7YhgVCZYqaY+7Tvq+oXR0lsnsIkvSAgd2vV9IS7WTQd85SPaQyKmzGjU9rrO2oHcSRI5SgQTdQCqmvMSUmaAjNDmdbMnOjt8wAWYFtjDn+C+BrivhoSeCDLTKBL02QMWV3SbnRiWCTOJJwciaXHuQacEdRiXztXKSU39xvoxDjJIduYn32Q6zgpu51b+EUtVDoEXG7laokLO5y55Ycsa4D7ah9+3BAOds+gxHUME3UGaZe5x2XZJQhMysYxhVrkxs7iDBVhtej91ImAhhEWDqMGt1xTTO9s5DNXsnJzhOM0U0GuNxZgVoqY4dafYvdQKqUT88+riJht+b25v7i1KMdMxTaeYBGJfDpBTpL3pzXUkKDczstG1W2dSo1+Se2K2mzswlN4yEi6bXeMqQy0Ip0g0ghxTEIYWcqk1TZG3TaZ1UiPT1qISMkYpQ0KQI6VXoHaapMbPztK7wmBUjvxJ6RWtns4WuqRKpJOlTa8igSN1YukOQFMKpuhcSrtx0ZQkPPcFjoFXGme3HmR1Atkf/EHUkEaSenHFy7W5e8D7HIt9rvOB9jg9bFzErsLlT4w7HKOragTQHZmYFN/O4fzElePj6X8V8/VYpXo+dEjw8HljMrGBqxj1L2cxSz+M4ggqSrPKY+xU+CCxiltK5/hVJ5m55jmHU+hrannciIsA6O+Wa4tS1VWqbYmWU8IjhA/U+Y1J6XEH3oRsggm6ms87UqVCY+hDiU5oiBjkcXL5+Ld+UlLJy1OhO9RVewkNVQfFJ2Fxtn8pUlfDQEzy6cwMcdmoVVvZVRxJBHpZ1AAC1WSbol4xcNSWqhyd8usLV+ZwyukK0O7xcRQziPXDKqsKt/jYj1JGmEGjWSkm4cwMowG8DS1guj41pUCSqDOkV3hvrXTSQgTM7gCSHwuKDi7lajl3hPVHFZZlURtaxrcyzryTH2WJsryCbe6Q5LKcsdl9JKEVXrP8vRx7YzytlR/OfoaMS6ydErGNvYBjlqpakMZYPlKJCJdlsUIa1XxHL6k1D2TFtjnKiNnVj9oeSTe11JUhXbnSnayLfN4qzhpQh1ZwHQO/PHN5v+BCZfIuIXE9WMbLyLdJLcdjNrwkqQ27JrBS1qULG/4n0LzI7TxvKUYJ3YUWKrRAZvkNSpDIUDK07Q4qQT/cVCm03K0Xm8ZoVI+MaqmrE+8ZnJXR6NllvJ3evU7WYMksKoRCliCNcbs7aupUfbO68iqArMv4Wme1vlLD9n6UxjZXOlvDQE0HqXZvv8wqwvwOJIGVV4UZpOfa00I9O2M3NULj8nVe40n0+ipqbgI7XMNOZrMQuNtpaF15s1MNkteNh37LaVuHdHypi6spuqwEGqQmLfz3raGa6ruVC6WLmSz/mQuliZkjXpiyp4fDaGoZ46hhJFafyBVPYEeUUmwwKMvcqWnFdR+h6+BrsqEHNGAK4V5nTJX5cgu5BKESCvoD4lKaIw1yaI3UqfFl0RcbuUlCCEqoi4W+y4cwKxmzXUfREkI+3LkaRIq3jiESQ2JJ6Spii7GKA6qH5Oy3YXQqOjMhxtylcu1htVR4jgeOpEjx17HcoamqkyeWK2SZRZaUY62KjEe1MEVqJKkPQVuEd2hQQp9lnK2R0rbUKi0/gOKD9bdcwImJ8CYXDm91iTOuyGmSUpwqA63JX4A497Zar2dyrzGG5amF0tXedVFhOGdcqc7kpbQmyQ0Hxy3gb7NTmpHNvoJ1+w8caRyEyB3dFKUpWYfj6FyMYud6mDEV2oCtAbd2HtttMSpGpxIZqHqgUqQQZxzP210PHI1+tMIflRylFeuRX6NXsExRPGYqOOtM+G04paBjMTkkP2oiMMjMSNiYZfm8OtzeKt0qmhIv6ul6aQ48qUwMR67qCpPsI6a++0PtGtJw+/pDyY26v+xbJsi3Uv00foPF37xZElFlSiEeuFHGYU7sh78nrfLSTrtyoctsNM9ynoqPKTSyW2say4V/D+WZZMf6Wto9DZxJB6mHd6YV+nFnBKOXJ3K6jtDicvDvuCJ6bPK1T/QAcIDLyysqX5UAnIrSKwowurycyqs+qXUeQFYXL1n3CHSveId3ni79DgpzCZj5sfQiHXwFJxZXVNvYSPCySFzNT6rhCulwtY1bgWvZkad+hRw7O4BT/tQkZQ4LejVD3egY9U3Vnl/6CUIhShK4Q7Q5TiGRVYYqymyK1IakcQhElPLIDeGu1qJuswdr7EvC27ciU5CP6ked/ZDb7CLTYsDu1p5oa0rnbMUuLqurAlyHRsO6Y7VL05Uv2S7xOjiw2qhcs9TXaUIKADSrIYp00LLH+Y7xfFTK6VLVNeQqP6tOpJgmjK8ZxFFnmuD3fUtDSzBBPLdsKSzqsCOnvn8JmFsmLaarXDH9nVgAprJauLGnTWzfLS3g/MLbtBmhxXKvrpyLz9pDx5Ba38GnmCFRFbt9vKGbnFn2bfYTiJmY0jdVqIGZfI3NCRtPADKUoKEXsZpQK0Y8rh97X8xnpipHp0kZHoVmM0wJztJlsyktklXDRShlyh1Io6OtOKRAWeaarT+ZSHpGDTjhEP3StzHmFdHyh6C9DOQrt4AjJff7Qh9gWumht+YS076ds8mnSo8niYvIhCt8elEWUWW+lz5ntTz75JMOHD8ftdjNt2jTWrFnTbvtXXnmFsWPH4na7GT9+PO+++27E+6qqcttttzFgwADS0tKYOXMm27dvT3pcIxz6lJn2dDsrsIUPWx7lhdbnWOR9nRdan+PDlkeZFdiSUH9L7eP4i/24NidT09TNzwOfJNyXFbMCW1hQpfm0hN/g8mjmcd+rHY4GWysPo1zKxu+TqNqUSfnanIj32xSuYZ0ZPkft28voqgM4Ap13UlQkmbscc4zx2d0KslMBVcLnsSMDaQSYqWzt8DHy1CbtZ1WCUWdWMvyUKpxhKosKHCQtJbl29GKxJ9Z9xQ/UL5jaCT8fGYWb5VC+qnaULVmCAZKHY6QE/awshrNsRBmvjD2GPdmdjxwU9A6MKSNB9xIveizRJUlSfZ9+/fXXmTVrFgUFBUiSxOeffx7Vx8knn4wkSRHLL3/5y6TGnbRB9MEHH1i+98c//jHZ7pLi5ZdfZv78+SxcuJANGzYwceJEZs+ezYEDB2K2/+STTzj//PO57LLL+OyzzzjrrLM466yz2LRpk9HmgQce4LHHHuPpp59m9erVZGRkMHv2bFpbo+sptYdTlmm12ajKzDSyP5eEIsV09BxCiRgysqpwenATzhhTN/ozUGdC72VV4W7vvwxflvAbXGcdnxVJ5s6QcVG9KZu6bzII+kJ+DqE2dzk6H/591X8/5OG33+SMqi84LfAF04I7sClKxyReFZbKZVxln0s9aUgS5I5sJn9so5HcMIcWHg8sZnZ74fcWPyCyqnCLshQV7e9nc6ikFfijphPzaGEGCRhdpuNEydzZ2ps/rV/LQ7zG8zzHChZxiro54ocuShqP8UN4DLsYIHmQpbbPoSvHuiZVEVp5DUkJ61uJXIyxK9GLuW3SSzByMfrVt1m0My9yaLFsY3Hctv0kbQmEFmPf0HZjP20dRVuk0KIGtUX3A1EVfZFDS2hdjVwUQouqLcb20BIPWVKRJRUbCjaUUB6hILKkIEtt6+bFLflwS76wdX9oCZAlt4ata9tiLRmSnwzJj1sK4paCZEiBdpe2dtp+6bK2GP3JPjJkH+mhJXIM4Ys2drfsT2pxWSzGdZFDi+laHcp0xX26qamJ448/nvvvv7/dY19++eWUl5cbywMPPJDU2JO+I82ZM4frr78ef1jRzurqak4//XRuuummZLtLiocffpjLL7+cSy+9lLKyMp5++mnS09N55plnYrZ/9NFHjfGOGzeOO++8k6OPPponnngC0NShRYsWceutt3LmmWcyYcIEnn/+efbv38+bb76Z9Pj25OQgoaYkh5Aeeu8OyykTvkt46H1HuNL/MXm04LO4wYU7PneEpfYyrsk8ByldG7R+I62Qspnn7HzIfZrPR1GTFmF2T/pbLPK/xgu+5/jE+3tmBzbF2dua5fJYWnGgAiWTPJRM8uDMDJUkCLW5JZC8oag7VLf3hZPQ7ITORpqdom5mVo5mtIWHr5fg4VEWcwrJKX9FUptPkyM9iCvXH7MivU54XqH20A1X3W/W8J9VVYqaGzi6cjf24KF98+gv6E7L7tBUmduYXhN/365EIgU+REkeM9X3aYALL7yQ2267jZkzZ7Z77PT0dEpLS40lO8lEyR1SiN544w2mTJnC5s2beeeddzjyyCPxeDwxZaxU4fP5WL9+fcQFkWWZmTNnsmrVqpj7rFq1KuoCzp4922i/Y8cOKioqItrk5OQwbdo0yz4BvF4vHo8nYjnx6+08dNzxhiFjdWETNWT0kHpHRpCMAa3kHdakPS2amBFIfgpHVhUu8a/WziWGQhQ5jo47+C61l7E+T3P8/nvTVC5wXczJ7mutjaEklJ2zD34GEFXzqoBmHg+8yvX+pYl1ZFJadMPF6kfAMvw+jrQ8Q9lm/L9mawYV63NoqWm/AGsi4zU7Pcqqwi0saXMK97QdQ/9M3swSbKpJSWtHcaoOM3CKxjcwck5VzIr0iqpFm20IDmvrT1d+TMqTYQTFMopUeHDla9y8egmDGuqSUodc/kDUNjkYucRThsyLLagwVdnBD5QvmKrswB5QkAPtKEaWfemKEUgBIChBuFIUUpKM7bpyFFraFCLNr0hRJG0JKT9BRY5YrBQjKwxlKLTIxqIpQzbU0KIpRzZJWxxSILRo6odTCoSWIM5Qlmpt0f7IsYwit6RELOmhxSWp7S56O/P+unLUtpjUKDm0mBQrB0EctKldZgXJrPTo52reHk8pOlTpivt0MrzwwgsUFhZy5JFHcvPNN9Pc3JzU/kk7VR933HF8/vnn/PKXv+Too49GURTuvPNObrjhBqROVHiPR3V1NcFgkJKSkojtJSUlbN0a2yioqKiI2b6iosJ4X99m1SYW9957L3fccUfU9j05ORylxpYFzcTLIaSH1EsyDD3poGW7swOfcZ9zVlLTT1OU3eTRgqqGG0Sxp0A6W/dqV24eR+/bS50n3TrEHpIyhmRV4ec1n+Ahw9KQuzz4CRulQbxnPyKp45nD6gOtMr5GG+mFkdfHMBTjjVvVkjFerH5qbGrYm0ZLtZP0Im9EaY2o/nXJKAZWzs+T0Qy6YLb2XQy02Aj6JMNolCXN4DpGiQztt+oPYL06jFo5jVxaLEPbdUfe+3xzjPIG7fXbfnJIiT1ZeYytrWSIp5bdmQURzax+ZTJ9rTz48at8NOhwXht9ND5bgj9vFs7WqgQzbZu5ybGEUrlt+rtCzebewByWBTTDXv/qqaZXTMaefo0UmynBop7gUd8hEOls3VZKJDTtHNTj/vXtoX5DF1UJheUHjdeQw7Hcfph+/LD9UGi5ycnaXLjVHHbvDjOGnEbJDq1PhxF+T6gv7T/JPqnr4mIw1F/Q2B5yhtadpSV9XT9u7LB/a+dpPWqz/XqV+ncgyviRQelOp+oUht17PJEuIC6XC5cp3UlX3KcT5Sc/+QnDhg1j4MCBbNy4kRtvvJFt27bx+uuvJ9xHh5w4vvrqK9atW8fgwYOx2+1s27YtaUusL3PzzTdTX19vLHv27DHeSzQ3ULx2a+Wh1JAet59sfFzp/zihY+roxpjil8go8eHM8hvTQuHUktZpx+fdoTQEeokNS5L4zl4Z+Ah7vfYD5oxhyEmh5fbAO0lPPYWH1QdaZba/Wcqu5YUogcgBJmooyqrCb5Ulxnq4EeqMEWGWbP9m9JB9m1PFnhbE5grib47+cQ+fBovH96St5NCCEsAym3kdaVznn8tyJTUh8nsztc/N4IY4n5swvrP/a/K9zZz17ec89NErHF3Z8SSaoBlDD7sWUyxF3giK8fCIvXMpBvobfrVz/oKCDpJCp+ohQ4aQk5NjLPfee2+3nko8rrjiCmbPns348eO54IILeP7553njjTf45ptvEu4jaYXovvvuY+HChVxxxRU8+OCDfP3111x44YVMmDCBf/zjH0yfPj3ZLhOisLAQm81GZWVlxPbKykpKS0tj7lNaWtpue/21srKSAQMGRLSZNGmS5VhiWcY6eg6hEotpMwXNjyZeDiFFkvmnfQI/C2jKQtAnEfTKUckZAS7xr+YpxwkJq0S6MWZzqgw50Vp9etY+rdOOz7tztUihoXXWx0lWHboksJoGj1YdPlbYuk4hzUxWdrGmPWXKxDqpLfze7lawuYIEvaFCqfn+tgKpUhxDUVdswpIxgmZkKX4ZJDUiwkzH6N8i0qw9JQdC/jsh223kqQeMkilmdD8foz+LfmUUbrZrBl3tV5lUb84i//BGiidqRrWqQqPq5LutvyaA3bLwaszjmNuE/V83iIY01rZNq1l8To6p3MlPt33Kl/kDefCoWVy65b8UtzRw4/r3WFM8nOfGHkdNWpuBaalyhYXdyyjc5Az5ApraGykGbEtY2TqWoBz6jujCjZVipO9vKEcqU4I7OFbaiaSq1MppHJQyyJOayFebKFUbKJezOGhPp0bOpMKZyRrXUCMhoz6FbpSn0MtDhNJ760kJg/p6SCkK6MkKia0UmQum6pjLarQpQ9q6HspuvIapL25DNQq1NSlCDklXhiKPbYvzpBQ0fYgUQyEKKUGmpJP645MtNEaflSagd2tx+CCxf3eChjIU+b4e7i+rcnRR4D7Cnj17InxyYt0Du+I+3VGmTdPy03399dccdthhCe2TtEH06KOP8uabb/L9738fgCOPPJI1a9Zwyy23cPLJJ+P1epPtMiGcTifHHHMMK1as4KyzzgJAURRWrFjBvHnzYu4zffp0VqxYwbXXXmtsW7ZsmWG0jRgxgtLSUlasWGEYQB6Ph9WrV3PllVd2aJzhOYQU2sn+nIChscI+hp8FPqVhv4u9HxXgzvMxYnZ1VLs8WpKqaxbPaFPR1KGnHCcm1F977MnLBSDL6yXd56PZ2b7UHI8pyi7yaKG6XjPqrKbMdMwZqOOhSDJ32efweED7+7lyAjQfsOGtt+PK135O77EnHiFnTrKolzFxZgaRTcKN/vm4R+54BN66sLpgsYwhvS7Y+gRD+4+RtAgz0FI/qEHJiLoDzbjIknwcJe9hrZK44RmPvVmJK0Q53hYGNHvYl5HH+uLhbMofxI+/2cCpuzYy9cBOJtTsZfGoybw7fELCxz/atitimsyMnmLgJ/bVHCSDAqmRHLmZAdSFDC6J/eRQTxo5tFBKHQQlysmhLpjGUezhu2zHRXLTJx7JwV+yp/FE3vF96rbaqtqEA3VPEMe3MeE+gOzs7LhOyl1xn+4ouk9zuNgRj6QNoi+++ILCwsKIbQ6HgwcffJDTTjst2e6SYv78+Vx88cVMnjyZqVOnsmjRIpqamrj00ksBuOiiixg0aJAh5V1zzTWcdNJJPPTQQ/zgBz/gpZdeYt26dfzpT38CtDn5a6+9lrvuuovRo0czYsQIFixYwMCBA40/ZkdYah/HPOaywLfEKNIKmjJ0l3NOwtmf18pDqSWN9Ext3trrsaOqsZ9wZwS2JmwQ6UbbY42voNpVY/4e2m7KtzpPT0nixxaHk1/+eC4VWdltT9KdYEZQc04eMKUer8febvg3RGegTuTHYamtjKuZy28DS0IGkQtvvYODSNxhO1UrvmrVj1mxMR1fd3J2ZkePu4Js7pHnaDXHrBQWq/PQ/VOQuYc5PMpiFDVS3QivC6aqoWfxOD4+xWFTa+2F3BfSGOWUHTHOWGpQO+e4N11TFkubPTj9Afw2u2X79FDEa4vdgaSAT3Lwf6Om8XHpaC7b+h/G1lUwsLGeqPuxFHtVlaBITsyQvsn5XkLtUkW26md+/X+4sv5Tris6nSWZ41BCSoyeyFEvPxEIfd90PxldGQoopldZV45CSQxD5SwSCdGHNr8bm8nHqK0wquborP1f28eB7tOjJ0qUQ31Fbo+HHjIQDPkE6QqRkVTSpBTZTEpRW0VdiwOYlCI9AaTTZMjqqprZZ0hvr6tmiiTHLUeSSlKRaTrZ/VN9nwY4ePAgu3fvZv/+/QBs26bdB/Rosm+++YYXX3yRU089lYKCAjZu3Mh1113HiSeeyIQJiT8IJW0QmY2hcE466aRku0uKc889l6qqKm677TYqKiqYNGkSS5YsMRyydu/ejRx20z3uuON48cUXufXWW7nlllsYPXo0b775JkceeaTR5oYbbqCpqYkrrriCuro6jj/+eJYsWYLb7e7UWJfax7HcNqZDmap1FEnmWcc0rs1ciSSrqEFZq2kWw9/n0sBq1tmGJVVqY8eKItRmmcEnHCS9SDO66kjjVufpKalEr7MvTiX6RJFVhTODGwHIHOAlc4C1GqkC5WSzroM+UEvlMiSbyg3ZywDN72coHm4JLkWVZJYmWCg1fApOJsyJPTTVpwD1pHGNdA5rpeEpMUKXUca16lxubHmP4DobQZ/MiFOqqSROvbEY6FNrqtJ+UsbqBEPtE6XOlUaj3UVmwMs53nV8lV3CBv+wmCUg0oLaZ7fFFqk+7s3M53fHnM4J5dtZX9T2OchvbcQn22l0WX/Hq5XUnk+qSSPAU1Vv8KfWfdxX+r2eHk5cWlXZMIoEhzZdcZ9+6623DIMK4LzzzgNg4cKF3H777TidTpYvX24YX0OGDOHHP/4xt956a1Jjl1Q12UTvAjMej4ecnBxG/O5u5E4aUmZkVWF18++pXZKJt87B4BNqyBoUbQjovkknp10T96Y6K7CFx1sWs/3VAaiKxGGnVeLMDBrqUCryBCVEkp+8acEdvOB7LqFuVeAqx1yt/EgHjjk7uJnHAotpPuBkz/uF2NMDjD7jgHGNrpHP5j3bkdE7xuh/lrKZx5TFAOz7KJ/G/W4GHltL1vAWAK6W57ZVou+gMhSrfYa/lb+/8TwAj5x5Mp84RlmX1DD76YT5EC1zLSLH08zOfxcj2RTGnF3RFtmkQqWazZzma7W+21OEYh0nvG3YthmOzVxTvpxcZwsZA1qxu1Qqgtk80DSHD7yRf9OffvUJp+7ZxD+HTeLlw6a2/0Srqtz4v38zvLGa/ztsGh+VHm5IruGCiIzCOwWLKJY9UT5EvQkV+HPWFO4pOgXZHor6cmifUnto3eUMRXvZ9VdNH8lwaIZkemg906GlUsi0adsz7NrvTJZN3669Zsnaa4asvZ8eetXXM0KlO8LD612hP4pTV4TiKEOyabsViumDpoS+obpi5A+tt0WbmXyMQrvrUWi6T5HuBN4ayp+k51HyhVS0VtUR2m6LeN+8vVVxmN6309ro53fTllNfX590npxE0e9Jw+/q/D1JaW1l562/7dLx9haE638vR5Fkfus63ZhiCc8rE06i+Y1kVWGBbwn+RhuqIiHZ2qrRdzZDtRVDaw9y7Ucr+eUn/+lUP3qoe2O5i/pdafibYn98m3DGNoYSRFYVfhvQHGrTQtNDgWY7Qb+EjHadFimvMTv4ZUL9LZXLuFqeSyXZDDnxIKN/WEHWoFYqyI40hlJMk8NNVVoGANX12R0qsKkgc69/juH75MoJRBhDAPf75nSseKfFR2yGYzO/z1zMkNEHyRnegt2lHahY9vD7rMV8zxkZ3ZUWCE2Z2WJ/N8LJ9HvJ8zWR7W/lF1s/ZMFn/2JQU7TDv4LMg41atvXe/MgoAZc3rOXm6uU9PZR28fajium9is5Gl6XCB6kPIYq79gGW2sdxZt4XDN1db9yYrIiX30hPHOmp154awm9wEJmhut28QUngCgSY8fVX1LrTePq44zvcjx6KfvCrDJrK3ZROriNvVHS6h1/az2W1zRRVkOCXWlI1x20jMsylUjCuAUdGMOJZ1YbKY8orXCVJ7foU6WrFMqmMFfJYJrOLIncjVVIm6xjWpualUBkKf39PTj5FLU0Mqz/I1sJSawXHYrv+g+ipD0X1hU2X1atp3OE9nRXBsqh+21WEwo+jRB5bRuGG9Paju67PXMKH1WONXC+6QdQqO7UEiO34dzXJbm6d9GPm7P+CH+5az9j6Cu5Z+xrvDprIm8Micxd9FBiLJzONHLnFosPegQRc4VnD5+5B/DtzXFh+opAKEtDUCsOvRtYsUZ+ibXeqoYgrJaSGyNrfWPcp0iOnFFN0WjAJI1hXiPQ9dOXHrAzZQ/l/bBYqt64c6UqQHpcQNB7g9FA/PflTSPEh0odJ//zpSpH+WbOZfJF0n6Og4ScVGq+hPMkR7+sPkobCZZy3YvQvqrr1XoRC1EdYnT8ciCzFEIthSjvh7bQZTF2ZodqMXvA2r7WF7CRrxIWTqzYRRLIcuwLsJ5u1nTTkzOdePLGBvFHNEdFVOrcEE1fTFElmjTSCd+TxrJFGpMRfKB67cjTn5GH1NR3af6a8mUeci8nKbiFrcAvpxdq0iKJCjtQ5QyGWS8nRjl2U2rRpKiUITRVO6r5NM96XJSi1eTjK0ZZjqMHh5oA7C48jsamBoCzzzuCJ3HjMOawrGIZdVTlj7+fcv24xA5rrtOOgcG7GanJt1skoexMScGdVapXdVCIUop6h02U7UuCU3ZcQClEf4b2iMVwwai25edYJMFXg3MCGdnMS6TmI4hXp7GyG6nBaHQ4qM7MoaWxgWG0N6cU+itRGqshkrTwsIcNgVnAzj/tfRfFLBJp1x+S2sevf2btTUDQ20XOXaCvjsUaKb4TN2r6FY/fsYOWI0Xw0YnSnxmiMIY5ytDNHy/I8vK4mporVnjIko3BzKBdP7rBWcoe1GbO6WnOjawkfNI41npQtlSGzgqS/mhSi8DQFil9m98pCQCVrSGtEGoEiqdGIGnvusOPhMJBUFTmoxlfPQtQ6MnlszCyOqtnFhTs+wS/bqLFnMsOxmV/nLaHEbh123xspVFv4fzWf8HjhdwDaMuWE/iiGQqRHgcna98geUozsoe3e0HaXovXglUJ1yEJ5InwhfxiXqn3/DJVEz3sUw4J0xbmryhbP5glvN5Sf2EqRkZ3byEukoUfYKoYypKH/srRFq4UyWIdUM329zfNSV7YifZOM/dBVOsXI+N0tpDBTdX9AGER9hMqsHN6afiTX+VdatpFo8yOyCsHXcxC1p7JoiSOHpWbgIXbn5lLS2MATB15hUE6dsb2cbO50zmnX30f3ewLwh8Ztcwexudp+ZINIXGs/u8N+Q5La9r03R4YpAfDWOQj6ZDIHRju0m3MNWVF2oJyjy/eypahzCceSYWeuZhANrT+IpKpGUr9EOEZOLBfP0bZdrAsmr8pJijajEf5aFRbdZXcr2NOCBFpseOscRiQkQHUwE0lRUWUJOaii2LRq8qpNq1emhL3q2433A6DY217/lzOMLycNpLC5iRMyvuL+wsUoCtR+k07uiGa6QchLGfM9H/FVWiHvZYzp6aFE4FUlXJIalZutu5GRohyxD2lS4QPUjy5XH/qqC3bJ+Qm1a8+PSM9BlDHQS3pJa4RCZCSOTIHKEs6swGZOztwOgK0+8ttVgocnfIuZFbQug6D79MhAa52mbLlzI5UtOyq1UvxSJ+2hP8Qqkszd9jnG9tY6BzuXF1G+NjfmfrGqu8cqujq2XsvG6sz1t01tmH6woiRq8w+a1Q+cRT/7M3Kod7nZlVtAtq+FKezgVOkLprIDm6pY9i+FqTVBr4S/yWbpXFwsNbbJ66bCqnpx11iFWCH69XPvMCqC2YbDtjsv5B9Uq/3dFRUqAtl83jo0tF/oiT+oveqqkWx6lUyvITcZ4zWAgwNp2fw6bwkqULc9g4q1uex4r4jm6vjO2p3Fq0g0q5HHaVbtfKYMxJtEXRsVWFi9HMmnKWyKXybotxH02/AFtMUbsOMN2PGFllZ9CeqLg9agg5agk5agE6/qwKs6aFW0xa/aQosdv2rHp9rwqTb8aEtQlbUFKWLR6elJvXiRa9BW6NaMXuA2WfSCuILejVCI+hC1wXRaDjqQZBV3bnt1sNqvk7bUPg6mwQLfEhxhPgcVUjZ3OeakNOR+VmAzT/gW48lJowl3lA+UjPYDeatvCcvdY2MaYuE+PcZUX4zzj5mVuoNPN0vlMq6xnc2i4GtGziBzoVS96zzar+N3irqZWwJL8NRnoCJxU9ZSLlf+y93SnMQjzBKcBoraLsPTpx3HefIGlsmLyJTaVJYKNZt7/XO0+mMxprj0XDyePWlUrMsla3ALg4+vjTpmlZIZd2os1nqsfRRkfl83hwfytcSS7jw/jfvdtNY6DCPp/aYyjrLv5n+tQ1GQuWPjG6gSPDb6FGqdme04cquxt4c4yr3LmCazuxVsTgVvvYNdy4vIHdlE0USPEfEWC1WFDa1DqAxkAxKVgRzqlTSybS2U2OsBqAjmUE86ObK2rSKYy5rACNb7h6PY4Wj7LgptjVSpIad7ZCS7wv22V/i+bUtcfyYZGBj0MK1xL6syNZW3LWuZ9t0zKpSELoT+qhsA5ik0lxw5ddasaPmejCKuoak1Z2jdL+mh6LZQOy0xox/JMCaUqNfIqS7d8VjfbjV1psQxMoImKz5RdcgqKWUwCeM0cr+e0R56IjFjX0YYRH2IQVvq2bm+iKxhzQyeXhf1vnGDVpqIF8oQkThS0aKeEvXnSRRZVVjg16a6tKk51ajEHdEOzRfHKrIt3KentTbkz5Ab7fsUlZW6k7xnO5LrVHjU+Sr29ACBZjve+rapGwntmt+svMcyaVzMa3eKquUg8jbaqVcytTQHmUFK8PCYupir6bqw+5nSZu6w/Ys8C+fnYjw84lisFWUNRo9hvTKMCiUbpVb7m5lrr+k5iDYEUzu9+kFrGTccnMv1OUtIz9OudWutAxUJm6Tyk5xP+UnOp1QGsnmoZjZDm6tDhnXnPruF9jaDOmd4CxkDvBz4PIv6HRnUfZtBwz43xZM85AyP7Wj9Uv00FtXMMSwO/Z5qrmmmhhxX2ta1VwVYFxhhKHGKsV3m+uC5lMvv8TNWJeTkPdO7zTCIegMiMWMPIabMkkIYRH2Ib/O1LOHeOgcq0dnm9Rv0Lf6lLLXHvkEDFDY20uJw0ORyab5GXZR5boqyyyhd4s71M+bsCmS79bfLKrJtrdzm0zNoeh2ttQ7cBW1Kh1EQtQN+T/Gefg5KGUhoBp1mENkjfFnMjtXmaTK90r2/LjKPjxQa9y3qElYwFtV8M09UAbJoN5PNLJIXR3xGVIUIfxjdMfom+xI+CIyNSKwoqaAic593DtfUvq+NPcwI1dWaB1u0MiDJKEMQmiKzbKuysmUcHzeN4Xj1K37Ox3jr7ahBNeIXq8jm4d68V/kKrVZRq+RACqqxjxWOhYJ00JsRsW53KQycVk/uyBYq1uXgrXdQvjoPb52DkqOifav+UzcGm1dtM4iiirzqhpAauT1k+EiB0PuhcwwJMighieeR4Gxa7E7mOT+MOraZs1o3cU/rLBRJNv40VuqGbmCZFaK29VCeMilyu64QOUMJGFsVvYCrtq6rQbKqkiH58attCpHN/McJreph8bpTsj691Rb2Hvk9CZqi6syKk7nYa9DkPB2aaTWujfka6UpR0FShV1d8zEa4uTBuTylDgo4h/lp9iB0Fmg+Rz2NHtaiTGO5YbcUVn37CS/94ntlbt3TBKNsIN3AkmXaNIYBhauzQcN3vCcCWESRrcCuONP0HTyMV0WWx0P1o9Gkzq7QHsRyrJxPt+xTus6UrY5PZFbVvZ5BRuNn2byS0m53XY+ebd4v45p3i6LYSDJA9HCPHHsP7/rE0hHJW6f48oClDv26eywp/12U0V5D5D6ORnCqoEn5TUlJZgmCg7UbmkzqX4eV/TUOp9GUZxp5OepGPEbOrKJ5Yj+xQyB0ZOUWqqFDpy+Z/zUM7dfxE+FPgJA6q8X3lCtVmpvrbT9LanTSpXe+HJYiB2jZt1uGQe6EQCXojNekZtLrsuL0BvPUO0vKtC5u251g94qCWq2h/dk7KxxhOMqH7KqGUAfYTYxo2S21lzHOGCubS9nReQTZ3O9qPUusMenFW3ZDx1sX+YTcXcQWT4qWC7FBwx/ibtRulluCPUbgqolWob/v7291BfCFjItwHKpxCKfYYBjXV4Qgq+G0yj9hnUNecyQE1i8/0umIJKkOGShPDh0h3jI61z1HuPQyadhC7W4mZIkINGUR+uw1JlbR+g5H9RPkOWfoYSTy2bzZ3DX81qjCuJEPBuCZyD2uOuH5VmzNx5/h53DsLyRcKszaXArGcOtNeldAUmmwLqRehmUnJHtoeoRTJvG2fwEXOT6OuhZkSXyMykqbgtV0GLJ6lLNE1Jj2k3KwQGUqQkeRQD+sPKUqKQobso1UNN1hNsp0UWXLDYRzTrNiYfYIi+zEXeW0r0RH5AOUzSnuEPj+q/qpdK1/I50BXjKJSCxivoffVSMVIiVKa2pJbKmo36hBiyiwphEHUl5AkKvKyGF5Ri7fO3q5BZOVYneH1Utqg3Sy/LSjokmHqrJWHUS5lU6JqKklThZOqTVk4s4IMnFYX0VafemovQ3bDnjT+UHsSzQPtKAUyB8hkXYr9nszoIfi5+Zoq0FrrQFXbphmM6ToperquSmpz8C2e2EDRhIaYITaxjKnOYDawbE4VR0YAf5Od1loHGSW+qH1iFWedYdvMfO9ymnCTndvKTelLqVCyub+1g6U6OsCJadvIyrEu4qv4Q5XabakZz0f1Y1mw42yuHvwexc4YDxVh9nBrrZ3qjVmARFnmXr4oGcxBR9cXhf0gMCYhgyhektbupElxkiFHf+4Egt6EMIj6GBvzBzK8ojY0BRPtLNuWRyi2fD/ioDYtVZmZSZPL1YUjDU11OebwhG+xYQe0VLsItFpHyM0IbrM0iE7c8Q3H7/yWZ+zTeKt4fPsHT9FTjSLJ3G2bw6PZiymaVE96vh/dgUs/p3vk2NN164jMZyRJRDi768bUenVYWGK5BAfWTrtYBpY7z68ZRAcjDSLdMXp9yDFaV01m2DbzsHsxVXVZNOHGFZouK5Y8PJS2mN+okdNl8XyGYilJUcqQErnvyWlbOD+7/Ru/4tcunFd2GCH0hiJk6i+uUhQaz8fVY/hv9WgmZu6hwNlAnr2JukA61b5sNjUM4sisveQ7GvF40xiSXcMMz2aOatzNuKb9vJM3iRU5R0R+HnQnasnkOxSSoGTdpyjUTtEVodCrLqwEQw42GwPDqHBlUSI3WDpYq8B53g38STkRvztSxTCUIv3yW3yWzNFn5jB0m2ndKuFgUJbJkHw0KG6CIaMoGEobqfsG6dGuevFXvdSGzVziw6wImb4IhjJk9hUylCJ9vX1lSF83F3XVEyzqDwTm980Kkh5pF+6jlKxC1ymEQpQUwoeoj6GrOq11jiixwcgj5LT2pxlZUxPRT1ez1F7G1c5zaMBl3FT9jXaCvti/5GcEN1qWHxgeMuZ25nXP2HWWymVc45iLf6yN9GKf4ZisF2ddKseerlMkmbvlOahqtDCkr99L6n2f1qvDKFezIm50aSEn9JYaZ0RbCfh38MgIxUdG4SaX5gyeOcBLwdgGsgZqWar1aaTr05YY9Zk6TDs/tDIKvy7QcgKpCtR9m8b+NTmGg7GOAsjpCvvteZ0bS9hxJ2Xt4rv5mn/dBzVlvFo5jeU14/m8YRgB7HzuGcb7NUewrnEkb+RP4Z5BZ/K1qwS3GuDHB9dxy763GNlamZLxxEJB5vWWY9qNNgt39u8NNKnO+I0EKUeU7kgOoRD1MTaVDuCZqdPIyWvmMmmVEcUFoTxCzjlaniELdIPIl2fjtMAXVElZrJW6btppVmAzv/W/Rw5ecGGEr7fWOcgojpbQC2mOOW3mCgQY6NFyuezMTyxBZacw/QgslctYLo1lirKDaexCUlVWSyNYIw0HrH80lkllvLBpGtN27qJ4nMcoRltBNvdIc1hOYr5PCecdIlShPvB9FtkXaz41EqQVasZoc7UzYsoP4BL7J2wMDjZC74+2tWWozijxRU2xRWSo9of+TnF8iKL9g9rUIbOSo/kO7TZyAqnAgY3ZBFtt5A5vIT3sc5NZ4uO5ScfzoWec0Webv5KFUmTR7sS8rcwbvoxiV9tU2QFvFk9+cwof17RlfpZMkkol2TyaP4tpLV9zlmcDg321zCtfzq2lZ+OVHcZjp54l3HAh0dftkdFnuk+R4WMUmqbTFTDFDvukfBKZaS3xNWLXI6WCulIU6keJXPdFCnYGapKlGxRbpB+Nosqky148qrtNmQn93vhDEWnukD+SV/ch0lUpVfcl0vq2WUTKmZUiXf1qU4giFaG2db04qxyxbqUMmbcb74e2+411m3Hu4a9+xY7f7LUv6DUIg6iPUZmdzRvjJwDwvDpVyyOkNmiGjTw0rmEzsWYfABdkrSXLq/lmlEvZ3JnihIzQlpQxHHeen8ZmO97a2AYRxA6/H1mj5Zo5mJZGXVrnMlJ3lFO9m7hmz0oyvV4KxjTx/9SPKSebu+X2EyzKB0FpknlWOpY9Uh5VtFW676qnr+VqGdcG5nKH/V/k0YI7zweSSrDVhr/JhjNTuwFJkmYP3OhcwvstWvh/kYWDtRkrR+xE0culhJdN0TkhfVtbO0mL9GrYk0ZzlTPCIFpcM5UPPdYPAIlyQt5W7jj89ajthc4Gbh/3Ordv+VGEUWRGlSQ+TR/NF64hnNmwgd2OAs0YMhqYrNBOUh1sP/mqzjA6VtQ31TQrLtJlL3XBdHJtzdQp6eTK7Sc0FQi6G2EQ9WEUSbasWRaLWYEtHDFqP60HHRHRTiWqVj5jHnNTZhSFJ2UMN9HceX4a96UZpRhiESs6bUzVAQC+KowOHe8OZimbuafpn+z4tIQWm4v80U1IslZ65DFlMVfLFgkWVZVRB6sAWJE/lu1SguNP1lCK0X65WsYHvrFcIK/iJscysga3aqkPTG11xecYeRfrAiOMemItNQ6Cfpm0Al9EYVWd6vAM1aZxJOpTJIW/hv4vqwpzsjZGdJte5DUMonBm5W7if41D+ShcITL5JJkVIbPvkk0NctXwZdp7JptFz9X0/0YuY1XFSC1ztNVMoarSgoOX0o/V+vVqRmeZby8zmzfzcvZUKuy5bcqQbHo1os0ilSMl9FVV9HWHxKaWIVQWZFFsa8ePSIVz2MCfWk+MzDGlyBHXRQmdTzCkGOmKUNur3lyK+apHWuk+TlF+M7p/jmojI2QUuWU/dUo6bkk7Of3VEbq4TlXPfRRSiHSlyPKLETuPkBElFqUM2UzrkcqPrm75opQfk3JkoQxZKkZIqB3Mdt0hhA9RUgiDqA+S19zMkeXlNLpcfDZ4cEL76AVScw9rRj7M9B6h8hn+JSy3xS6fkSzhSRnDMdemCkf/3uWp0U+OukHUXOjgtOAX3RJhpiOrCr8NLsGRFUR2KCh+GW+9HXdewLh2tyhLWCFHX7vC5iZyvK0EJImdeSmY6ov342QyNBRkasgGYPB3atvdVVeGNgS1DNXBr2Q8u9IpPKKBovFt00iKCpVKNhsCw9oJYY/9KoU7NpvfC92Yj3LvJt8W+RnQVaHmamdEgsngdonLd6/k8JwKnnGeHDkWvb6Z2SDSxxB6f0L27ohpMjOyBMXuBiZk7mZj7dAwCyGyv5ioKmc0f8ZApZ6bDr7D+86xvOc6Er9kD3O2NjIjauu2yFfFHpp20afWQobHW9VHcXnpR5aHlkKG7tRmrfhuaHaKoFHXTZ9KC/WvT6GFXn26gWRs152ytfVAaD0QMngCodTaXkekMeC1Oci0tdIa1GqiAbhCVl6GrKnU5iSPRlmQkAuyTQ/lT/LubDbKjPD5KMMocqosqFoZSpHO0tEGk+lViX7f240Ju0XpjuQQTtV9kON3fMsNK9/n9M2bAO2GPS24k9MCXzAtuDOmU/IUZTcDQuHvsZDREzqmxgnTKuu0O8+P3R3EkRmIim7Rn5tu8b8XdQ5lteUAXJL7KY/4X+MF/3Os9C5qtyhsqpisagkWbVKbQddysE2paC/B4mEhdWhXbj5+W888f8QqPtteOwWZ+1rn0FKtnWN6UVvYu5GhurnrQu8LbNHGiSsngOxQUANyhDGtpRJwcnLalg47eec7E5v6y3c1Jd+5JPGntBP5wj4IGyqn+LZwc+O7HOHfl3xfJvb5EgsuONmxLX6jLqYx6O7pIQgEcREKUR9ka7E27TLmwAFm+TezwP9ehBpTLmVzp8m5ukhtoLnKiWRTceX4kS2S+loZMslilZTRka4w+izrCJxY+YhmBTdz7Oxv8HrsuDPbQvZL8PC4fzFXMTfpxIzJPPWE5/VJy/fRfMBFa40DTEpbkdqIWQ0fW6Wd6zcFRe0fpKuewlQt6qxCzaYYD5KqZdt2ZgeMz0BETbLQOD5vGIq/yQ6SirsgMkP1g81zeN9XFlP4N1/X9pSjiOmysNeaQPRnR/cjatzvprnKSVpoTHrYfZa7lYns5vPG4dbKUNR27bW2NbJkhxW1zWlI/qC1QmR+DVGPk2fkYznCvp8fBf5HgdrEFS0fsdE7kDccR1Erh46v25dySIkxptBC64ZSpL3WuRLzpfuhfT2PN83CH9D2C1XiIKgngFQina71v5H+TKI7IuvKkT615g8pRMHQq88RUk1Cqoj+2mJzkGnz0hx0km7TlL70UPh9s0khcsv61FlkwVjd2LWZ5ivjVZDXlZ8ohciYQot0eg6aFKDo8PnIdbPztHm7ef+AaiNgEUXbZfQjhaezCIWoD7IjvwCfzUa218vDNa9TYpqaKlE9POFdzKxAW2mOKimLys+y2bm0iIY9aZZ9J5Nduj30pIwd/errhpk+1SfJkJ4bMLL2QtuH97f+JZah+qkgPK+PEa1VFR1GHOvaTajcD8Cm4gFdNLr4KMjc69dKn3zzbjE73iumNaRw6YrP/d5IxWdsbQUA32YVcbn3Im5s+jGXNV7MqfXXdmm5DoDPW4ZS6c+OLqFRrN08/Y1tHwI9MaNsVylwdMyY/6JuMAdao0t2GMdQ4UBLFptqBnWof50v5YHc7ziFFbbDCSIxQdnPIKWuw/1t9Ayh1mf9XdbJsvl5Mv/5zqdJ6ASNwa7NeSawQE3R0k8QClEfJGCz8U1BAeMOHKCl2ok7KzJBo+ET5FvCctsYFElmY3CAMdUQXpxUpy2h47CUjNGclNFseasqBFtl7Gmxf6R142KKsiuiVIcZY7pK2cUai4SOnUXPVl2CR7spSyq+Bgf+JhlHhlY8oBEnNiWILCttfkSqyuaiUuzBIF+UDIr4Yenuef3lwTKuU+dyVd4H0AiN5S7Si3xUqtnc753DikCkkTMmZBBtzSvV/E/MPkFmrJQgY7yRDs8RbYxXNfQi80jVbO4d8EpECY3cEc3kjGjB7mr7zOgKkc2hUNOUCUE1YWVI364qEk9t/R63TfxnVMkORdVEv6e/OAnVr2pp9UxKkGSV4dBsYakqfuAdaRzrGcRE9rPZV4gcCKkm+GmWnIZPkWT4EoWkPF0xCikxikNmRcURnD10HfGY6t7JJ867WNp8BFXkUGKrZ38wlzWBEawODtecxQ3fopBaoofpByMVpFZ9XfchCrX3Bu2h9yNfWxwOMmw+WoJO0kIKUZot5EwdUoRcsu5crfsQmXyJpEhfIrNxZ04SqWMuthpdjDUyRYCVImRWgAwfpJAKphjrkfsFDKVI97uy4Qv2IwujjyEMoj5KfZEbDoC3xgkjojNWt/kE7Wa1bTijq6tBlbCnB7BlRGa3MxI6prhA6lJ7GfOYywL/kogpvdZmG3uWFRL0S4z5UUVEBXY9e7NumBWpjexfnQsqFIxrxJUTO8t1cXv1wDqJnq36seBiJKeKO99Pa42TlhonjoxWZCAbH8/yDxoVB3+VvsPTklaT7a+Tj9M66QW/gcuVMvxFdq7as5Lte4u5cfSP2BAcFtMXqKxG89namlfazaPU+LBxHLfsO4drS96jxKF9dmyu6MfVYEghqieNjQ1DOny8/xw4nN99fga/Gvs+RWltn6Xq1kye/uJk/ls+CimFCksF2VSEnN0BMlUvN7KcL9SB/Es+kmYpMUVlVfWohAwiALescEbmFxHbruBjmlUbHyuj+YYiVjOCT9XhKQ9WaAo6ybCJ0h3djXCqTg5hEPVRGgq1H8zmmvarSOtFXssqtCf+L0sGkCm1Rid07II8RKAZRcttY5mi7KJIaaRKyiTP3sRVwf8YDrKGP0hon/BM29VqBp49btSATME4a6PnQIrrgUWdh1zG1czlt8ElDJhch82t4IihbmXi5xp1JRepq1kgn95ufqKeYEPxUIKSRL6nhV0NBSjp0Te+4mYPQxtrCUgSXxYM1DZa/Cha+ghZrVvtF2OfDz3j+Ngzhklpuzg+axvnFqxBJVTl3i9hc6iGQvTawSmoqlbgoc0nqX1lSFdwbEqAI/P34STAg5/PAVUhz9VMbUsGm6oHoihoypCuNBm1L0J/f8OnSInoF/M0bjvRaGW2vWQ4/BzLLo4MlvNWcBzrpCGAhBTyKcLkSyTZbGxuKMZzpItsp3W9t3ikS0Fm27YCW/kVH9PgdXKrcgb/Dh6pnWbI90gJmBI8hrYH3SH1JBCKKnOGFKKA9tvUHHCQbvfT6HeRbteMIrdNV4a0BxxdMdKVIH27oRCF1o1CsqaoM6uyIWbMhVXNYfptvkSR5U7MypES5YMkxXy/TVlqU5p8SjdOXaZiyksYRILezpbiUk5hO946B0pA0vLLxEAv8npEpWYQrRhwODeknRGZ0LELM1WDni9pRNu8mQ2+X7yVkXsPRjjIVhDKtB3mIF13MB01ICM7FJxZ0eqQUVw1RVN97bFULuN99XA+znuI/Bh15MLJpYX7D7yBXKDwnv3ILh9bojQ63WzJL+XImnImV+7i3yOia8IdSM/m2hPnclh9FY3Ono0OUpD5rGk4nzUNZ2PjUK4pfg/vGgfNVU5Gn1mJ4pDw2mx82jSqQ79mxxd/xa/GrIhQheq8bh7fOION1XpKi66/ga0JDqZKzeBs+5cMkBv5if1/TFP38KoygUpyLPdTkHl9xzFcMuaTlI0lS/KxSH6V8wJreVU6hvJAFmttQ6MquCeDbhQJBL0ZYRB1EbKqJJ1FOhlWZB3OTScspTSvPqYxFF7k1aYojD2g5fH5sqQ0OqFjkqn5U8HK0tGM3Luaj6tH8aH9MApookbKoJ40ZLXND2fy3j0AZAzwosqRQVz6beruDkz16aecrBx8NHsoiGMMAQSaZXYvL+JK+39x/9BPuSNXy07dC+IY1v3/9s48PIoqa+NvVS/pbJ0QsrMl7GHfJARRUCJE+VwQBR1GlGFAHBlR3GAEUVEZFZdBnGH8FBxnZFDcPscFCTAgSwwQCCAisgTCkpWQPel0d93vj66qTt3uSnent4Tc3/MUTd26detUpZM+/d5zzk3s0aJDBABFEdEoioj23bdDJ+OoZZmpsasqDXuq+uGlqk/Q2VqH748OwpbUIThc1V0smCgpM+J4dGwP9Tou7gSeHfqVw3WiQxqxdNQ3+NQ4HO8fG9csa02uYGh7lfetyvFp5YhWkFQoQDhexyiMD7mASSFn0IurwBP8Tmw3p+A7c29AjCXitLY/25Jy9MmRYbgrdT8i9L5zODgOyMA5ZJBzQCNQBCNebLJ9WZEVohAxLkaKOTKLGVZmUSES6xE16HUI0VpQ2xQCg+gUGbTikh0a6dXWruclRUisS0QpQ1peGVMkF26knFZ6IVo1BOpvn5X6/ZSVHio7jVaA6AKQgkNskr09kAoRmzLzDOYQ+YFJluNY1rTZZSq8Nwgcj1d63oQ1JsegZXrqqU95GQwWC2r0ITjfqZNPru8tPyXasq56lF7Bk+atSOaaPSuIz0ozANdcKAQAfN5tKO7GQUWAdTGMeEmX5XHKvTdIKfjVFwyoPBWGiORGxPR1LCRZV2Kb0jQYzXhV83+AAFxGGJ7DLdjCB1cxOpCYggeO/YgBl4swzvoLhoZeAgjBfmsqDlhS2oTTpsa4qBPo1qsC9T+FIO1yEW4ecRRlTZFYXTgJu1tYWoOGh4A/9N8OQH1Fjbv6HsKJKwnYfb63L0x3CwE8/mtOQb4lAXcYfsVgbZkYaKz+pUUAj7cOTMQzGbbK8D5cIUQmsVmJi+/g+d8wk0WLEK0FFfVhiAljS3YEDDZl5hHMIfIxkyzHscb0iUO7lApvWx7DN07RFm2aLWiZcr7oRV7PduqEJbdMQUx9vb0qbjCQLk2AM51jYdJpYGiywFjWCDRb0SIBtqVEFptvR8+KyxAAfNB9DNaEXI9rrOcQj9qAVqpujpSCb6nToK7YAGsT79Qhqiqw1YiJSLLHdnRGPVbjU7wnXMIqfhKA4Hz7Kgk3ImdgCqYkHsFfjRvlD9D52IXzP3XC4ctd8Y8e1+JETHACqh0WexVfr486jhd7fIqmeh4FxxPQWKFH+U+RiB1UgxW9P8Ny4U7squjvUDnaYSkPAgzqdEExTeZgg/hMHh62EzmFKbZv/GrKkCvFyL72hbhLxRo5oQIc1jX2x0B9HM5YOgHEBPAcYvgGCE0aVBIDIClFTTz2/JqMT6OG4K4BR1TH9AZOvI2lTZuxTbBVZJdKHljF2CKiF+NlQsQMK51dMdJqrWgw6aDX2ZwivUZUgLTiq6gUye2iEqTlBWpfqkukVIykLDPeRUyRK+WIVozomCN62tBKK0IOWW2OyhFb3LXtwhwiH8KJNXMAxzRzZ6nwXkMIDL9YsOtcH2y7vg9CQ5ucTs+ZtVr8lJTs/fV8COGAyK6NaCrQoeZcKCKaLdgpPauHzu1CIwz4JT4B1QZbLIu/UuvdxZaCH4nYHnUoPWxEY4UeDZftgeGArfBhfWkIwBFE93Ssbvx77MVRoQu+5wcG0nSZTM3PeGDQXlsAcrO/35ZGHg0n9ehluowJSccRqWlAHFeLMiECh4TgTvfxELAw+XsQACHhAhJHVaIotxPKj0Wi/Fgk+s24hMd7fotaSwiOVHZ3aevYuFNuXbeToQEDY4twtMy7GkSt5VhTZ3Dy7zLBPWEn0E1bg+8bU/GDoFTz1uVn4NfL8Xh0zA6E651nY3oDzwFJqMYocg77OM9+Dy0WDbRaK2prQxER0YCqulBEhTegojYMMRH1uFwXjs7hdSivD0dsWB3K6iMQF+a/zNEOA1OIPII5RD5kpHDBdc2cZqnwXsNxGH/6NPqWl2HHpd74up/zeBCFDc5im6BSttqPXCOcQ1LPKlRrQxGV4qiw8AA6aRpwOLozDnTtHnD71BB4Hi/hZqw2fILI7g2oPhuGil/D0SWjUu5z5bSoDiU3Qheu/KYq+R/L8Q2ySRqI9IHWTD1zh9bGQPEQsFj3ncIZsjTy0IQIKNofBatJA73RjHk9f4BOu1M+r1gw4tX6LGxrauX0pIf3RzM0vBDxevuSHtGpDai9ZEDN+VDwOgE8B0TpGvHGwH+j1BSJd87chN1lfZ2ONS7uBO7skef2tWMMdTY1R44RcqEMUdlmhFaMBGWMEXERUyI9sjCNAD7MihDOittCT2GU5RI21fbBuSZxGtxswe4Tydhb8Fs8ed1OjE8t8Mv0WVJjLXSCLdMPAHjx1Rpis1RoktZcs+036UWlSCdAoxNQWxsKjdaKqrpQaDQCKmrDoNNacbkuHDqtFeX14dDxAsrqI6ARFSIppkjal5QjrVSXiCOKdp5SjCRohai12Wn2dueKEH28eT+zlcUQtVWYQ+RDOpOalqb6ZaRUeF+wr3t39C0vwzWFhdjSr7/D8bEFZzD84kVk9+2HlJjLzmOb/JRy3xJxpBZhcU1Oi0RKRKc24Iu+Q/AtP1B05M4hnrg5XeblB3BL52/hB+ARMh3P9v0WOAtUnw9F/LBq6EIFCBZOni7r1Fs9VqIz6jEK57Affla8qPfjCP4cEnnb+48IQPGBKFSeCUdIlBmmKh3AE3TJuAIdFagfz1VjVfgneIJMV1SqdnDMWvHc5c8K6dUuiMjtMU6qUHfJuILyKLO8vpxEnL4Gz/X/HM8JUx3iingI+EPadveNA1DRIC6RQafNqy3ZoeYIifuEDs6m0vOJypRKPc/h7aLeGB1xBbd2uoBkbT0WRh/Gj3Vx+E91d9RrbFWrBYsWr3yfgT19uuHx8bth0Pn2A/hKQwR0ZkBcfQOC+MqLjpCgFx0kvfgcdDwEnQA08rCKTpJVJxWbtO2btGIavfjKa8R9yfER93ne1t/uIBFFP05yjDjlPq/yKqE2lUY7VDSuMu9ohwkALFark55+gilEHtF2oyfbIZfFFHdXlLnZzx32dbelmw+/eAF6i6NMPunECWSd+AV3nz+ENaZPnC/z0fQJJln8v0hqc9xdIqSMi0Am+QU7G9/CR03/CPjCrmps5frj8c5TURlrAAQOZYeNIAJgaeABAugiLAhPbLk2TJwfi0mqXpOzX5Pj7SuXm6psNWPih1TD0MnxfcRzNn9lWdh/grIEhNP1zXggblAtIrsonzPH2f6GP9xrq4OtgzpdQJyh1i3lhBCgtD4Cx8qCt+wKDQGH3LpYrLw0ED/WxgIAxoSXYUn8YSRplNOzuwtSMO0fv8GHh4ahrklZr6w1YSwCAYotRhw0e17igjezjxpG24cpRD4kj++KImJEgsqq8s1T4X1FQUwMysLDEVdXh+EXLyC3R4p8zNjQgGGXbKtq39TVtq6ZamyTeTO2avoHLEh5P29bDiOeVMNUpkfVuVDE9K1DSJQFlkYeledCYeqtQSdSj9XmTQ7ne7Owq7dMEn62FWhENWrSQnBhV2dUFYYipl8tDJ0s6DLuCqyNvMsP3bKWikmqKS2uFBjl+pwOcnd3XFbsJ42uROf+tWi8ogMhQFSKekkBjrNNY/4+9Af8b/2Elu2iVR9JRGne7sG03+G67ihtikSsrkaxtIYaPAfEG2owOOo8Dl/pLl+ys5sr20uizt8PjVOdLnF7PkpUhAg1VSYpQ0RQ2adtkpbW4DnUAvh3aTfkVnXC9DhbaYrieh4EJkD6YqTVwgrg37kD8fG+NAzsWoGYsAZUNEXieFk80rpcQWdDLSb3Oo6hcRdbvB1CbM/vL8WToTVzAAisYtq9VRToZMVIXOaPF5UiQWfb+EaNPI0m6KQFbMV9UZG0iq+c9CopP2I/STnipX1J8eElRcn5PkdNoUn3Kp1PK0mcmmLkg/kji4UVZmyrMLfdhxCOxwq9bRFN+i3vrAqzT+A47E7tCQCYnp+vkPWvPVsADSG41DkSXSOqVH/Y9timc76zywVCs2dVdiwSlafDcWFPJwhmDmU/R6DsUBRO7U3AM+bvZRtpmwH/L+xKM0n4GautnyBBjBWL7GJC13EVSBxZhRBRWYlINLXoWBAAl2DEAXj+TdsbMvmf8bBuh2Lmh+OAkCgLolIaEJ3a4NZn/MyQ3ICrRAJ4vHVpsselAWP0StXkcpN7ymSlKRQv7s3C3ou9PLxiYDljisBrl9LwbkkvOcBaAwE3hF+CDvapGYHwOFqchJ1neuJoSTIsghZHy7pgx/l+WLz3Lry072bUmR0XLJYoNRvxp4t3Y2dN6zJkeVaTMShIMUTebh0FphD5GHdT4X3J50OGIOuX4+hbXoYHzuxDeY8wVDcZMO3IYQDAuRT3ag9JK8wHii2aAfhjyHQ8M+Z7aL/Xoqlah1//LwFEXBJgZO9CREB92ikQC7sqrkcEPGN1zCKM7NoIwL0vUtIXtpc5m2Ps7h8bl0HULpQjHgKW6HxTpyaab8Bw3TkcsKTaHRRKAeKofemiipR4WkXiqJOp9h9q0vBeyfWYm/iD27ZeNkfI5xOe4GhVV5Q1RiA2xPm0mUCAKpMB9303GxaLrRIoJ0lSgmSf9NOX6gNwyldfoeLoE9nPsf3HwvG4bNaAE1PXJ0SU4n+iLuJaSzE+q+yB4yZbTQvOIahbVF+seuw5k4K9F+dicOxFDEkqAkcIqkgYKpvCUYooHK3uBrNeCx2s4KUlO6Rg6iYpZkh6tQ2vEV+tOoDoADQCgk5UjbTSq2iKqBwRURkS10h1UJAEcV+KPZLeK5JyJP1oJGVJijniJOWIUoBopYiXY5GUz1xNOaJjjNx5C1jNgZ9yZrhHu1GIKioqMHPmTBiNRkRHR2POnDmorVX/AK+oqMAf//hH9OvXD6GhoejevTseeeQRVFVVKfpxHOewbdy40Stbt2jTMD50IWYa7sejIXdipuF+TAhd6BdnCAAqQ8NwZGAStF0seDJ0K95s/Bwv7P4OCbW1qIoIwe5+Pd0ax924Hl+yRTMAN3RaiL3jegAcAbHw4DQCYvrXuozBkfDnwq7NGUXOIQnOp0MBt+LpcQWheISfHvA1zkby55DIVbs13eQOsXxwUqL/WXYdSpsiWloWDIAY/9MYiaNVygVfx8adgp63qDpDHIA1h2+EpR1/V7xkDkWFRY/O2ibMiz2J2VHHEc27/l0SwONweTd8+Ou1+MfJcfj8/GhsLxmIw9Xel1zgmEIUHIiPtg5Cu/mtnzlzJoqKipCdnQ2z2YzZs2dj3rx52LBhg9P+ly5dwqVLl7Bq1SoMGDAA586dw/z583Hp0iV8+umnir7r169HVlaWvB8dHe21vQ7LY/iRSZbjuK9/LjjO5uGa6zS21FeOYHDGBYRqm1Bkdie2KUBTOJSacZP1Z/w2dj+aMrWwmniExZvAe/DO9GZhV0/S170Jgr6CUHzIpWMtd71tylRFUfF1+r10vHkwtS8oJxFitT4VO1zFFHHNbtHJMQBOs82s4PF/FSNcqkQcB3xdOgxWjUaeUr02/lcsH/il6jk1TQb85Wgm9hb1stmgkQKyJBlBNEjyxjTUb5PcThS34fBIrHIwkPgixQ5J4ymPqylF9uuK54unHauNxMm6/siKKcUEYwmGGCrQT1+JzXXd8UN9kmOMkrQILpUtxwuSgiQWgAyxyTa8uIirpklUiiRlSIop0ikVI40YQ4RGuyIk6JSvRFaMKOVIIylH1L6sFInj8Mp2SRECpRDJ7bLYJylDlAIki34txxapxSLZjzv2twqBK3PC0u49o104RMePH8fmzZuxf/9+jBo1CgDw9ttv45ZbbsGqVauQnOxYdHDQoEH47LPP5P1evXrhpZdewm9/+1tYLBZotfZbj46ORmJicKryegsvFoOUnCEA0IVbIVh5xA+pQWhnM54xb8FLuklY3fSpy2U+As0k68942/wpeEBR3NAdArmwK+AiCNoFC7m7kMsHLx6ljPhG/RMIUEKMOGjxwTNv5lB5wsWmzu71a4yR/89DwMO9t9kuq6IOmQQNcorbdsyQuzQRDf5T2RX76zrj7s7n0CukFrdHnkWsphGfNbi3xAkPAYM6X0Sn8EZUmMJxuL71ShFvtjs/DEZbpV04RDk5OYiOjpadIQDIzMwEz/PIzc3F1KlT3RqnqqoKRqNR4QwBwMMPP4zf//736NmzJ+bPn4/Zs2eDa2Ey2GQywWSyS9DV1erFGP3NNUKhIlZJImFEFQydzOBgC5i+wofjEf1deL7pW3SGvT6OIrYpwN8E+GaVvT1FMtXlwq4+rEdkq1JtREIL02ZqxKKV6zd5mm1Gv23F43mkB4qJEfFo/bSZJCy82pAlfzDKyhB1fVkVofabxwlxBIpsM3djiZyl4DvDFj8EEA2HQcYLiDeo1//iOSA+tM5WlbrcVpWaE5O1JHXC7ccm/+2wKM6jlSJJcZIUI4fMJlkZ0oi7Lb+JOfoHSwQUN4VgTWl/jA4vx81RF7GzJgFEXBiVszi/I44QjO12BvNH7UVcmD0ovawhAn/7+QbsqrDVOxPEgou8uGSHrBhJcULNlCJJIbIfg+KVaJT7skKkleK/pHZxX0sU58mvklIk/YJKihKvjEGS/2SI7VZaGaKVJfk96J6iRD9ZrpmCJC2CGxB8MeXVgRSidhFDVFxcjPj4eEWbVqtFTEwMiouL3RqjvLwcK1aswLx58xTtL7zwAj755BNkZ2dj2rRp+MMf/oC33367xbFWrlyJqKgoeevWrVuL/f3JRMsJp+2hMWbFN+HfNe3FM+YtCmfoMsLwkm6S32KbXHGN0HJMjive04wNaMq9wPF4SeM8i9AVwYjPao4AHistou1OZkxcxeQANmXo8frp2GbxzTOXnCkntetaRErBV/MPBAKUmIw4Wm3/vXQ33T4m5OpbLsJWuygOL5YMR5k1VG6/2XAG1+iLQH/ije12Bkuvy0ZsqDJDr7OhFstG/Afj4n/12AYpy0xfywKKAwqLIfKIoCpEixcvxiuvvNJin+PHj3t9nerqakyZMgUDBgzAc889pzi2bNky+f/Dhw9HXV0dXnvtNTzyyCOq4y1ZsgSLFi1SjB8Mp4gnAm63uLeY443CSYf3dSfU4+2mT7GA44PiFHmT1UYA/I/1J7yuzfTJVJ+7sURb+AF4BNPlOkTN7XH2uS5P69Ep9pRs4G4skZqd7sQSZZMBeMwyHUu0m5HYzPZKEgpwQCc4lgq4LIThG8sQ/NfcDwetPUCkr960GEHdF60YgdonPAdOICC2UDeb/Q4/RucPwQoN3irOwkvdNkEgUCheUmD02xcmwcrbv4mXW9wrhnrZEgkixQpJfx2t1E1IGXM8p9iXV48VrMp2KQPKKo5rFRUfWRmSHgoVm0RVvuZc1ClyUIio3wsr7ON21dZioqEQPAeMNhfj0/q+KDFHgecEzB+xR2G+BM/ZTHmozzb8eLYHrGabnMOLypCsGIk1hiSFSCMqSIKWg1Vvc4rs2WZQ9JX3qVdZAZLbOWW7pDBppHZJQZKCfMR+KgoSqHaiEnMk/YJJbwmOUorkR66SzcZxBFZLu9AhOiRBdYgef/xxPPDAAy326dmzJxITE1FaWqpot1gsqKiocBn7U1NTg6ysLERGRuKLL76ATtfyRHZ6ejpWrFgBk8mEkJAQp31CQkJUjwWSa4RCheLTEs1nJiRUF5z19Ct7KynjW6+aeJxy78Opsy38AGzl+mMUOYc41KIHuYxHhB0gcB6f9TLvg/gsNQcKynaH/tTxrcIAbG/qj5GczfYyEoE8weasjeTPIR41iOHqcEUIRymJxEGLGDcifS7QU2Iqdqo5SLI/JTTrS2WxOwRVO/nh7ahLwzPn78bCpO+RoLM7d2VmI9ZcuAnVggE3xh3DZXMEjlR1s6lKpkjE6p0XdhQIUG6KxNGabvI0jT2rXvlhyXGSYyLtSx+6kkPEU/uigyQ5WrSDJH7Kyw6SXKhRcogE5/su4HjqPdfMw7lkCcPX9amYHHYOvXRVeMJ4ADtM3XCxUxjiItT/pvAcEB9Wi9u75eGrgqEQwIOYxaBrMZ3c7hCJU4JNPKw6HrwJ0EjLe2iVgdcOwdZUcLV9Ck3cp6fKHNqVU22Ebpen0iSnVdyn35MqDpP8zYNyoGjHye4o2Y8LAZwyc/Z3vzVjdBSC6hDFxcUhLi7OZb+MjAxUVlYiLy8PI0eOBABs374dgiAgPT1d9bzq6mpMnjwZISEh+Oqrr2AQV0xvifz8fHTq1KlNODyu8MWaaD5fcNYD9vM9UMSpZ7+5Q6BS7mkEjles+H0K8XhGUKpGxTDiZT4r4Cn2rhDAY78g2t7MkdovpNoVJurve1tkZ00adtX0w7DQc+isrcXlpghEaevxSNctioVgS02RWF04Ce+czcRzfb+wVV12oir99eRECODBdYA5AgE8/tvQFfmmWEyNOIPB+suYaChEvUmLmoshDsuh0MwfsQfT+h/G2sPXYXep6yBtjVmAVceUkYATpBiid955B6+99hqKi4sxdOhQvP322xg9erRq/02bNmHZsmU4e/Ys+vTpg1deeQW33HKLfPzzzz/H2rVrkZeXh4qKChw6dAjDhg1TjNHY2IjHH38cGzduhMlkwuTJk/HXv/4VCQkJbtvdLoKq09LSkJWVhblz52Lt2rUwm81YsGAB7rnnHjnD7OLFi5g4cSI+/PBDjB49GtXV1Zg0aRLq6+vxr3/9C9XV1XLwc1xcHDQaDf7zn/+gpKQEY8aMgcFgQHZ2Nl5++WU88cQTwbxdt/Hlmmi+XHDWXQSOxwpdFtY0feKQ/eYu3qTcO6O1q8hv0QzAVr4/Rgmi8oIIHOB62FezV8PTqTMXwdRyNxUJR1XZUbtf+nwXShGtXNHqj7JdnHoSqG/fqjY53rwVPPIabc7dhIifsaLbZw6nxeprsKL3Z6iz6p1mmJWbIvHOmZuwu6KvLX5ZenhWSWUQv+VLhRkl5UVSaqSlGET1QVZ+pAVyrRplf3nRV/HPr7jIK0ctAqu2aKxDGr67C5NR0hjH8agkYVhfNxgDm8oxNewkYmDCpdxO6P0/JdDoWx63c2gtlo75Di/uEbD3Yi+5oKqkGPFaSSnSgOh48E0CBLnNZou0xplAp91LS3w4KEVSUDUU7fYpM+W+qqIkPQvpR0kpR7Lyo6HeA7KCpOznoCBRaf/2AqUEQgCnzIKRdv/xxx9j0aJFWLt2LdLT0/HWW29h8uTJOHHihEMsMADs3bsX9957L1auXIn/+Z//wYYNG3DHHXfg4MGDGDRoEACgrq4O48aNw/Tp0zF37lyn133sscfwzTffYNOmTYiKisKCBQtw5513Ys+ePW7b3i4cIgD46KOPsGDBAkycOBE8z2PatGlYvXq1fNxsNuPEiROor7fJvQcPHkRubi4AoHfv3oqxCgoKkJKSAp1Oh3feeQePPfYYCCHo3bs33njjDdUH3tbYz3f3WmGR8KVz5QlbtAPEyt7fIQnuO2WBTrl3B4HjsY9XTt91pBoewYSHgIWJ39umLZ3EvgBAhLZJ0S4rQ2cysetyvw6hDKlxzByLk9UxmGQowG1DT4CTKkeLCoOzGV+esx1/ZNQO/Hgp1R6j5ATOLIAwhahDIH2Gzp49GwCwdu1afPPNN1i3bh0WL17s0P8vf/kLsrKy8OSTTwIAVqxYgezsbKxZswZr164FANx3330AgLNnzzq9ZlVVFd5//31s2LABN954IwBbfcG0tDT8+OOPGDNmjFu2txuHKCYmRrUIIwCkpKSANEuVmTBhgmLfGVlZWYqCjO0NaT2wNabWKyxOF5x1WHfBv2zR2tSVP5h3YqF1p1vTNBxstZOs4rd1tx0PH8YSuYPbipOvgqzVlCKoHKftVbmcQz81pYiKB5bijOVvzs3a7YoQHXhEqH3q2lJQsxSfIQBDQguRoPdM5ZSDhHttww/V/SCIsT+cVRn3Icf0uFKMxJsm0vmSIiQXOJTuS6kMOShBtEJExRRx9N81D2OL1GgCj69NfVBxwYCl/XdCIEDdRQPKjkYi8ZpKhMU61gnjOCDKYMKTozbjlZzJtjatGGMlqkEaswZEpwHMVnA6qbijqAyZRSVIVIwkp0kwq8QWSUqQmmJEK0NSOBfVTitKnBTWIy3zQh23K0biK08pSnIcmaQMKfebK0ckkEHVPpwyo8vLOIulbWpqQl5eHpYsWSK38TyPzMxM5OTkOB0+JydHkaQEAJMnT8aXX37ptol5eXkwm83IzMyU2/r374/u3bsjJyfHbYeIueztnC3aNCwImY4SzujxucEuyqiwheexRn8DvuYHutX/Le2EgK9yz2i7xGpbF0vGc0BCSDWGGM/72KL2y96zPfDi1vGobtCj7FgETFU6nNsah6J9UbCYnH9dGZ96FovHbgHPOXfKOLPVaTsjABAvN5Fu3bopys2sXLnS4VLl5eWwWq0OcTsJCQmqJXKKi4s96q82hl6vd1hlwtNx2o1CxFBnizYNWzX9MNp6Fn8zbUQk3Kv4XA89ngq5I2h1iBSIv3iP66dhXOMZRKOhhTT2SPxNe73y9FbG/qia42o8F7E87qbLuxpXVSmCi370dan+fleKpOP08hvS5yUPx2cn70uDKTvI9yJno9lvrpx4N+UbY6iT1QZ5gVCijHGSFR5pX5COg2qXstA0yn1CjUMrO1KclWrskMqrWmwRrSSpLNnhbP/Hwu6Yn7Ef3cZXoOxwJKoKwlF5Jhw1Fw2IH1qNqNQGRTwWxwHjUwuQ3vV9rNpzA/YU9gQnxU5pBBAtD85qBW8RP3LE2CFZMTJLSo8yQ80eUyQpMnSskXhrlEIkHecpRYlIxTZp5cghfV+8LwdFiOpPKUdS6QN7er/0nrIrR5y5feoQ58+fh9Fo/+LdHhKPPKV9/mQYDggcjx+1PbFYf7vbCmkjNNiqca+Mv9+RMp05Hs/obwWBY/FDu6J1c9AVLUbbIr+hO6osoa47qnDZHNzCmW2NgYmliIuoh84gIDm9Cj0mliMkygyrSYOifZ1wbntnmKocv08bdAKeGb8Nr2f9H4YmXJAVI87i3XQeo3VIQdXebgBgNBoVmzOHKDY2FhqNBiUlJYr2kpIS1RI5iYmJHvVXG6OpqQmVlZVejcM+Va4yvtcNxHuaDLecolg04BqhUL2DL1IUPEF0irZoBmCBfjpKoJwGLIYRC/TTfTNV5maBDsK5CKVSG0el3eV4ntpBXUfu52a7tO9wXKWd8MoN4kY455vDeLz6Jo+lETeeA+E5CBrbJvcVjwvNNouGx8Zq9RIcLXHFHIb8xh4Q9Jy48bZNy9mKCepsdXSsetsm6DW2LUTcpP7SfojWthk0tk3aD9HZtlBxE/eJQW/bQnUgoc2OG/QQDHoQg065heqpLQQkNAQINdg2Q4htCxE3vd62hYibXmfbdOKm1Sg3nkdMeKPiGYXFNSF1chnih1aB0whoKAuBud55PR2OAwbEl+LPE7/Gx9PW49rEXwGrAM5kAW8ygzeZwYkb3yBujVbFphE3bYO0CdA2CNCIm7ZR3MR2bT2xbY22Tddg26R9bQNsW6Nt05icb7y4ORxroja5nbNtJtvGN8G2mTnFxlnEzWzbAoa302UexiDp9XqMHDkS27Ztk9sEQcC2bduQkZHh9JyMjAxFfwDIzs5W7e+MkSNHQqfTKcY5ceIECgsLPRqHTZldhbximIReDeW4UTjpsm8w0u3dYYtmALYa+uMa4RziSC3KuAjs53swZegqgvDNppt8wAdXrsOMqFxE8Q1O0+vV2HJlkLg2WwCd/zZORb2j2sbxQOe0Ohi7N6L6vAERSfZaReY6Hrpwxx9mhN6MZ67fik9/LsG6w9f61WZG22DRokW4//77MWrUKIwePRpvvfUW6urq5KyzWbNmoUuXLnIM0sKFCzF+/Hi8/vrrmDJlCjZu3IgDBw7g3XfflcesqKhAYWEhLl26BMDm7AA2ZSgxMRFRUVGYM2cOFi1ahJiYGBiNRvzxj39ERkaG2wHVAHOIrlre14/FjY2uHaJgpdur0ixoReB45LpThboZHscSuZk11uoYpdbGFLk6T+16dEyR88Oq56vGClH2uIwtApx2lBMYxW+eitpDhHqVzqVihuwZbEpjLDyPly/filfiPnEovtgSP9T3h1XHyc6ZvF6ntOyDFPsjxQxJ9knZZNJfUbmfNI4U40PZK2eLOT/PHiNEjUOPR7WrxiipnS/HLlGxTITg2JWuKKsLR+ewOocyBrpwKzr3t69zZm7gcea7eIQnmpAwvMrBMeI44K4BRxEfVotXczIhEN6hVpMcZyW2E4u4vIlWmfnHSzFEYqYWJ8UKSTFFFipLTCU7jadijQgdMyTFHPHK8x1iiOhXK0e1E4d2jl4Kxo8Eow7RjBkzUFZWhmeffRbFxcUYNmwYNm/eLAdOFxYWgm9WRX3s2LHYsGEDli5dij/96U/o06cPvvzyS7kGEQB89dVXskMFAPfccw8AYPny5fJyXG+++aZckqd5YUbP7tVVbjrDJdXV1YiKikLqCy+Bd6MadiDgiYCdDX9RrVEkpdtPCF3oWnUJUPq98prene7xHwE3+6uO6+p8leMu7XT3PNqZcNHP1fl0xWrV89X6U46T034cbG9EDuCstg8f3mp7u3FCs76Ck3PRLNiZar/BcByPd96MBK0yTZhGIECZxYhpJx+xVaimxqMdFNphkh0iFccm0A4RfOgQAcDYLqexdMI2p7WdmlN1zoBLP3YCCAdOKyBuUA1i+tY5rV3UaNFg07Gh2PjTCAi8DiAERKcFJwggeq3sABGN0iGS0vHtQdXKoGtCFXaU+8kOkXRcvEUVh4hO2/fYIXJYKoQ4tAuNjTi35BlUVVUpgpR9ifSZNHjOy9DovftMsjY14uj7f/KrvW0FphBdpbRUo8jjdPsA1yXyBf5Silp9vrdKkXyCynkqPxr5MNVPrZ0+Dyr20ac5KEjUZ7BMs34cgZxtRjS2V0EDe40ih4soX+UMHspB2N6Uhh1F/TBcX4jxocdxb+Q+2/Fm9ygVZXyzPAsWnVTLShxPyhCX74VWisR2LdVOlPbYs7+Uz8TRIVLa7+jwqJ1HO0D0eSoOkpwtR9dJEv8WiPWR9l7qjRd38Zg/ci/iwu2KEK2+RfVoREhUGYoPRKGhPASl+VGoKghzWrvIoLXivqEHcffAw7ZstIu9wZktgIYH12SRCwdxtLIiKUY6SjGyKB0kjnKQ7MdBvUrHiaJdUgWJ+B5wyDZTq4hNO1KSb0krRgKBm0nAjCDAHKKrmC3aNLEK9GYkkWZrbHFGvKjP8jzdPpCOkbcOinS6jx2jVqfjuzjutwKOlAPkyky3p9KUvoCDIqTmUCkcJDUnihqbPtdBjZK+fTeb0rJCgwOWVByoScWhphQ8Ea1UjEqtRrxRkYX/NqWBE1UE2ZGRPgQdHBHlw7QrOpx7/V06ROK+m46UrDg5KFJUP4dyAdISIq6XINlb3Bc/fpWKgXFFiDHUoaIhDOlJBbhz4DGFU2SItqDHxMuoKghFab5Rrl0U3bsOiSOrHKYvDVornrl+K3YWnMZruydAEKUcTvI0pIKHki2SgyQ6TPLUmqZlB0kupWBt2UGSj4vXkdbjlR0kKq1fmiaVHSfaEaIdJald4EACGFQdjCmz9gxziK5ypBpF1wiFiCM1KOMisZ/vzoKTGR2G/zamYWexTTGK1dSg3BKJfFN3CA6LpzGcIRAeR0u7yI7T0UsJ+KU8Ho9fuxMGnT1eiOOA6J4NiOjSiNLDRlSdCQevIaqxXBwHTOhZgDHdC7Hpp6HYeGwEBMkbZfgGAq+/VHakXAPmEHUAbMHJKcE2o3W0caVI7u5KanFTovFbAUfKDldB16pTZSrB1aqKETXr03zclqbTnJ6rohTJ+/SyIfJxDgI02G9NBaxiu7b5ddQUGWlfTemh9qHS7raiJA1AK1EuFCdZ+VH2l/vJS4lIU2icsl0K8pUCXSWlSJo7lJZKsdj3d1/si73/TsGMwfmYPugIDDp7JWptCEHy6CpEpzYgJNo+P2Sq1gCEQ0iUBc0xaK24b9hBTB+Uj49/GoaPjw6HIEou8jSepBhJa3GIRR85DRWMraYYSYUeZfWLVo7E4SW1UDouBn0LkvpIrdMrKUCglSFKMZKXACEAp7x9/8IcIo9gX5EYDAaD4TEC4fHvIyMwbcN9+PDQcJioqaCwuCZomi0SW7QvGmc2x6H0cKScDdacEK2AWcMOYsPd/8LYbmcCcg8MRnOYQsTwnGAEWbdRpcjtcV0F7XirFKkN70IxclvY8pFipBjYXSVIzVii0l9lPLVYJEK/j1WVIPrmnfeTLHaZiSf1poO2HZQl58qQXQniFPtyeQBJAdJQxy3KuBxZDREDjDl5oVLxOqL0JL+VBOXzEqw8/n10FD4+MhRPXrcD41PPOkyTCRYOmhABIBwuH49E9blQJIysQmQXE2iMISYsvS4bL+6YiL0Xe1HPRrRCiouSSiNIipGo6BDxXiXFSFbRNFIMklIhkoKwOUoJsqtuohlyuzIWSTpOr7IiKUl8swQ+EsBl3VgMkWcwhYjBYDAYXiMQHq/8cCNe3j4edSZlLJBGR9DtuivoOq4C2jALzPVaXNjVGRd2d4K5TvkxJDlTj127E1o+kPNLVyHER1sHgSlEjNbDlCLPx3U3vUvl0bY2tkjtMjStVozUFCE1ZanZH1q5a0tqkpN2NQVJbTw1xYi+jrrCpCLHOSg+auPSA9N2uqcs0TFF9jIBzpUi3qrclxYaleNspNviqAcq+SlSDJFUGNOq7Eaz+3wv7N2YiifH7cD4nkq1KLJrI8ITTSj/KQKXT0Sg5kIoaotD0OPGywiNsccbcRwQobfgsxnrsfHwMHx8bIQtCF4qESDFOwlU4JigbJf6cXKMka2fIB2XlB5JMZLaKeVHVoC09DNWtsvvNbn0gtI8QgDC0u7bLEwhYjAYwYH99blqEQiPV3begJf/OwGN1OruvJYgflgNUieXITTWBH2EFYZo516CXkMwa8QhfDzjQ1zbncUVeQpHiE+2jgJTiHwMT4SOl+LOlCLVceXT3JZeWj7utmLUypghh/70/VLPy9VxeRwnqolcmLGFPoqhXSlIKuc5xDepXE9NGVK7jmq1b/o4Jat5XgVcqUbQShKtYnBUkphUXUBql8QVKduJiA2ykiSFEKnky6v8yO0nyrNcVuwu7Im9/+qBGUPyMX3IUUWavlS7yGri5QxBwQqU/xSJmP610IbYH1CE3oxnxm/Dpz+VYN3BdIdgHTmeSs5Gk2oqaRT9pNgjXlruRC4EySlOg6QY6SRFSLxFqe6QTnoIlDQq7ssKEfWeIkKAFSJfTHl1HH+IOUS+5EbLCawQtiuKIBZxRqxoTRFEBuMqx9eLuzLaJgLh8e/DI/Dx4aF4cvwPimk0jgO0Bvub4PLxCFw+HonKM2GIH1qNqNQGRd+7Bv2E7tGV+OznoThWmiguystg+AbmEPmQVU1fwBii/FaVQKqxxvQJFmD61e8UdUSlSB7Ay/HdVYxo5aW1MUYql1FTeGi8Vo442zGntRE9VG7UlB6HYV30U50ZoM9z3uy+guRCSXJZB4lSH+h4Fjl2SFKCpMwoSblp5mDY+onqiHhh6UdC79OpY6pKkYSUjWa1ySqCFXhlxwTsOVuAR8ftQXiIY8B0eEITas6bYarSoWhfJ1QWhCFpVJVcu4jjgPRuF5De7QIqG0Kw5sdrsacw1UEJ4sQ3FpGfiVIx4mSFSHyls9HE8+X6Q/LyLuJ4skpHnO4LlIonFxXXNov5CgAsy8wzmEPkY+i/7zxscXVLmzZjq6bf1T99BgTXMZJo5S+xxw6Gh9dv9ZSX6qeO8ri3DhJ9Obpfax0l9YEd29TWTVP9mYrtPASM5M4hjqtFGYnAQaGHcwWBdrBcjO+pPR5PvVHtDlNqVLtDKji1hpoULC05m7w0/SPFH4sfyLw0dUM5SNJfMY66cel8BwdJfrWKu5Ij1OyHb7UCGh4gxBZ0vSEFgxOK8MLkrdBr7ApRWFwTUieXoeJEOMp+ikRDWQjObI5D5/61iB1YC15rtyk61IRnJmzH8dJY5Bd3wZGiRBwt6+o8+JpQU2eEqrAoOkq85EhJz1qaSpMuK5dAoF9B7SsdI/mZEYCwwoxtFuYQ+RA1V4cHkEyqcY1Q2H4rRjMYbZhM7mcs0W5GEtdszT5ixEpLFrYKA4JoGQOAzeGw2qURgfA4XNwFr/73ejwzcQeAZn4VD3ROq4OxeyOKDxpRezEUl49HwtKoQXJ6pWJYjgMGJJRjQEI5fjP0MKoaQ7D6x+uw90LPwNwX46qCOUQBJI7UBNuEwBIMpUi+tvga6Kk0D6/vtWLk4rjao/e1cuQwrjv2qPSVm92cwroJP+Mt/hOHbvGoxpvaT/CoMB1biROnyM2fqaskG7cVJLWpQDen0GTVwmHKjHrlqXR8jppSo4OlHRQiep9v9q+cSW7Pylea4zAAB9iUGK0WsCqN3VOYik+PluOuwT/RZ0MXbkW3666g5mI9SvONiB3o+u+nMcSEpeO32oo6FqY4Bl9L6fdyWj2nuCl6Kk1a8oOXfyaS4iT1p17lcegpNOl8LqAKEZsy84wOMH/TdijjIoNtAoNxVcFDwBJ+s+3/1Ae6tL+E3wweLHo7qPDqHzXrDlwjFnN0/v08sosJPW8pgz7CrjAVHzTi8i/h9mwuEcmJeyRjF3gWsW+fMvN26yAwhciHqP36CQCKOSP2890DaU7boS0oRRLBji1yYYfbio6rcV08apcCkbtKFT2umlzg5DyX8UhuPOOROIckVKse5zkgCdUYoTmHfUhtcSyPvwmrxSK5Gs+FMuSwQK5AHeeV+3LxP0opkhxCQVJqpIBhe568YiBaOeKV4glkpYhq56jCjc6W/OAEAeA19otTy39IxRwHxRVh1sg8DIgvVyhWzf/feEWLK79GAACqCsKQOKoKYXFNir5Rhia88z+fYe2+DBwtSYJgFfPk6SVA1GKLxH05PV/6pKSCtgVKMVJ/tccWEXPgPAymEHkGU4h8DO0USfsv6rM6RkA1gxFA4lDr034M/0BaUIgkBMLjSHEynvjmVnx2NE3VIQ6JtiBp9BVo9FaYqnQ4ty0WRfuiYDEpnayUmGr8Oet7fHzvR6yoI8MtmELkQ57QT8UKTlmHqJgz4kVWh8iG6sqggbRBurZ3w7Q6Noe2Qx7QR9dzV5HyUkFSvb6b4wMe/PhbMKaURLhlbCkf4fJ6Do+ote8RNeXIRayQQ+wUFaxDxxDJ+82CkQEAUvFAhyQwKeOJKIaXOtjbKaWIMke6kD3bTDKEOqG5cmS1gvC8YwaavK+Ut94/MAbgeEwbdMxpbFN0zwZEdGlE6WEjqs6Eo/JMOGouGhxqFwHNijoeLca6Q2OUg1mkW6DS9JuvtdHs5qUsNPlH41As0430fFaYsc3CHCIfsl3bDz+EDO54laoZjCBxAD1QBCMSUO1U7hYAFMOIA+gRaNMYzaGyzNzh/f2jcaI0Fg+P/RHRoSaH49oQguTRVYhObUDxgSiYqnQoPWxEZNdGaPTKT3GOA+4afAzxkXV4ddcNEKBxGO9qpSNNeXkLc4h8jMDxLLXeXa6C2CKaQMUaqV3PYVg3Y4pai8P1/fDHtyXTBY7HSyQLq4VPIEAZAyB9eX+Zb3m6Wu0Z+kwxUhnYQRGis8nUlCFqKQ75AUnHxV0p1ke6P4eYIuk86k3C0W8aZWhQs/AfZb0ihyU/mr9axCwzKfVNjmui+sr7trF3n++FvZ+kYmBcMaYN+gmju11wUIya1y7ShgqyM0SITfHhNfZLjE89i1Fd/oU3d4+zFXTkqYKOPPVDoBQi+c6lwzq5RewmiHv0+80uTQtW5qG0VZh0wWAwgoOPnLRsbgAe4aejBEZFezGMeISfjmyO1SEKOtrWf9QIhMfR4iQ8t/UmvLx9PCobQhz6SLWLolIa5Laa8wac+SYeNReV/cP1Zjxzw3+x/MYtGJxw6erORiPEN1sHgSlEjODT/Kt3MNQioNUKjSt8HmukeiHPrq96OW8VJVfneRjLBLRwD83at2AAtpL+GEXOIY7UooyLwAGuh0+nq1v9VqBPdHefVo7UlCFKCXIQW6isMPqJCFRgnT3bjApSArUr1TsSDeLFwGlpyQ/p0XMcB84iADqNPQNNlFiI1d4HQLPYIjqf3rYvK0axRcjofg53DPrFmYkgBKg4EQFzvRYXdnVGRJcGJI6ohi7cKvcf0/0CxnS3LQGy/Uxv/Hi+B45dTrZljkmKEZwj1yuilCR79pnY0Ulla55lmbVZmEPEaFtwxPbHQ3plXLVIi7vSr61F4Hjs41pOrWcEB6LlwVkEEJ0GnNkq77cGSTE6WpwEi6DBXUOOOfThOKD7DZdR/lMELp+IQO3FUJwuCUHcoBrE9K1Dcz85OtSEOwcew50Dj6GywYA1+8Zhz8Xerb1VRjuGOUSMtkfz8q/BdooCrBzJl/V0fE8fk48UJY+hv8nzzl+9GdNT/HXP7lbadlnDRhpPihGilCGXr1Du08qRY2yR8xgieRhqfCleRlaGpEVh6RglDuCsolNkEUC0fDMj5DLa4r2qyF2C8qGsyxuNXy/H4dFrdzssFstrCeKH1cCYYgu6bigPQWl+FKoKwpA0uhKhnR3TvaJDG/HM9Vvx6bFSrDuY3kz5cVGvSDxfLhQp/wwdK1sHsg4RyzLzDOYQMdo2bSFV3xl+cpTkYVp5mz6figsCrf4Re3qen+cCHNPuaW9QpaMLx0hGZapM1SFSEWQcp9I4sV2ZTk+k9HwLqHbxfAc77EHXNkeIlwOupbpEskpETZ0RaZV5tak06WJWq1jUMQUzhhzGjEH5CNEpH5gh2oIeEy+jqiAUpflGmKp0EMwtv1nuGngEv5Z1xu7zSqVIKm4pL/1BB1/rxEVipROcFHLkLQGcMhO8U12lMToKLKiawWAwGH6FaPz7USMQHv8+PBx3/msWdpxOcawCLtYu6jmlDInXVCI80V7Z2lSlVfTnONv25HU7MGvYfgxNvHh1B14zZJhCxGhfqH2rb+vKEY2fviS2lcfgktbY6aai4/Yz8FhRcrOfqpnE+XFZCeKofeqVSq93WF1V5VVWkKzK0+j0fIdCjvJ/lGn19qk0KghbmTEvqzocT8BZCYhGI0+NcVal+gSN+B9JMbJQxojHpcVZ7YUcOcW+QDi8snsi9pw7jUev3YXwEGXtI22IgE696uV9cx2PguxYGDqZkTSqCiFR9mk3vZbg3iH5uHdIPmqbdHhrz3VybJH8KGiFSKKFQo58K2OnWgWbMvOIdqMQVVRUYObMmTAajYiOjsacOXNQW9tyOf4JEybYMhyabfPnz1f0KSwsxJQpUxAWFob4+Hg8+eSTsFgCuBwxg8FgXOUQTWA99d1nUzF9w2+x43SPFrPGGyt1AAEaykJwZnMcSg9HQrA42hqhN+OZCdvx9LXZ7UotkrLMvN06Cu1GIZo5cyaKioqQnZ0Ns9mM2bNnY968ediwYUOL582dOxcvvPCCvB8WFib/32q1YsqUKUhMTMTevXtRVFSEWbNmQafT4eWXX/bbvTD8QFtXjmj8ZZa/g7G9xYO/rj5Telwc9/gt4mlpAfp0OiyOKP9jX+RVRTGilCI52FqjPC7H9lCnC5RiZF+kVfnqqpAjETvwctA03c/ezFkIiJZTxBUBACel7osKj7xQrKwYSQqQlK/vfmFHAcAruyaivH4fpg36ySE1HwAiu5jQ65YyFB80ovZiKC4fj0T1uVAkjKxCZBdldWyOAyakFmB0lw/w+t4J2FuYKj90TkUhsscYiS9aAt7iWcVur/BFHaEOVIeoXShEx48fx+bNm/Hee+8hPT0d48aNw9tvv42NGzfi0qVLLZ4bFhaGxMREeTMa7cXbtmzZgp9//hn/+te/MGzYMNx8881YsWIF3nnnHTQ1NbUwKoPBYDDchWiD98Xk/bzRePm/E1DZoHd6XBduRbfrrqDrdZehDbPItYsu7Onk1BcI1VmwdPxWLLk+G0MTLrQrxYjRMu1CIcrJyUF0dDRGjRolt2VmZoLneeTm5mLq1Kmq53700Uf417/+hcTERNx6661YtmyZrBLl5ORg8ODBSEhIkPtPnjwZDz30EI4dO4bhw4c7HdNkMsFksn97qK6udtqP0QZob8qRt/g9bd67b4tuPXZ/Kz7eHneFiwxEteVO7MoQFP9RVYzo61GxRXSzQxYafT4lXLidni9njon9xHGIGHnA87aYIaLnFHFFgD2WSFaKxBgj3qKSjSbFEon7UjYapH6ClLUmKG5i9/le2HshFTMG5+O+YYeUz0MksosJ4QllKD8Wgcu/REAfYXGqKklt16ecxfUpZ9Fg5nHgUnecr47BkfIuOFrWBVYqPZ+XCjkKfEAVIlaY0TPahUNUXFyM+Ph4RZtWq0VMTAyKi4tVz/vNb36DHj16IDk5GUeOHMHTTz+NEydO4PPPP5fHbe4MAZD3Wxp35cqVeP7551t7OwwGA7B9EHegP7YdGaLh7IHUQULKRDt3pRPmj/4RcRH1Dn14LUH80BpEpTTIVa0BoLFSC8HMIyzOceYgVCfguh5nAZzFb3AQjRYeP5zvg0Ol3XHZbMRP5cmwBmsyhgVVe0RQHaLFixfjlVdeabHP8ePHWz3+vHnz5P8PHjwYSUlJmDhxIk6fPo1evXq1etwlS5Zg0aJF8n51dTW6devW6vEYQcDTrz3tXVHy09c8r+NvnJ3fWgXI03b5eMvPxtsfvepyKHL6l7hLxQq5VIzoNTloSQhUuyuFyEV/t7PQJAVJqklotdUuIjwHIipDvKRiiSoSJ2eRSYoPlY0m1x2ilCOruBSHy6VA7Nloey/0wo8XemBgfAnGdC3A1IHHlfYDimwzQoCi/dFovKxHdM86xA2thjZE/T1j0AqYlHoCk1JPAAAqGw1Yc/gG7L7UByBEjpditD2C6hA9/vjjeOCBB1rs07NnTyQmJqK0tFTRbrFYUFFRgcTERLevl56eDgA4deoUevXqhcTEROzbt0/Rp6SkBABaHDckJAQhIY4LDDIYDA9gClGHQdDanCJBF9i1vFTtITyOliTh6KUEWAUN7hr8k2pfYuUQYjSj8bIelWfCUXPRgPih1YhKbXA6pUYTbWjEM6O/w6cnS/Deiet9eBeuYVNmnhFUhyguLg5xcXEu+2VkZKCyshJ5eXkYOXIkAGD79u0QBEF2ctwhPz8fAJCUlCSP+9JLL6G0tFSeksvOzobRaMSAAWyFbEYzOtJfBQSgWrSaWtHStVsb+6PyswuU6Kd+P0rFx77GqqiCuKkY2SUmNQOo8VUUIbpeEVVeSD0LjacUIUkFksbhbdNlVr3dKZLjjaRzxQrQkmIkKUC8FGMkvypjiBzqF6nsy/WLpCVCBHuK3rr8DPx6OQ4Pj8lBdGgjaHgtQXJ6FaJ72pYAMVXpULSvE6oKwpBI1S5qibv6HMSJy3HYcb67W/19Assy84h2kWWWlpaGrKwszJ07F/v27cOePXuwYMEC3HPPPUhOTgYAXLx4Ef3795cVn9OnT2PFihXIy8vD2bNn8dVXX2HWrFm4/vrrMWTIEADApEmTMGDAANx33304fPgwvv/+eyxduhQPP/wwU4AYDD9DOOevbk/xOLxSngOjzSDVIbLqba+C+GrVKV8FPa94tVKv9uMap6+tZfe5VMz85B489W0WXtlxPfIvJjj4AWFxTUidXIb4oVXgNALqxdpF9eU6l+NL1a8fHv4DOLU1VBhBp10EVQO2bLEFCxZg4sSJ4Hke06ZNw+rVq+XjZrMZJ06cQH29LVBOr9dj69ateOutt1BXV4du3bph2rRpWLp0qXyORqPB119/jYceeggZGRkIDw/H/fffr6hbxGBcTXitingbM0QRCKfI53WGKNTGd+mXqWWd0cqRK8UIVGwRtSirXKfIcdEyxfUdstCs1D4VqyQ4Lw0kZ4zZs87smWSc1eYU8VYCQc+Bs9icIU4gsOo48Fab08NZifxqbfbKS+0WAkGvASeIrxZB3KeUIEkp4uksNeqmBZubcrTcFgu642xv/GboQdw3PF/xrDge6JxWB2P3RhQfNMLSoEFojOMisWp0MjRgQNRFbHX7DO9gU2ae0W4copiYmBaLMKakpIA0c+m7deuGnTt3uhy3R48e+Pbbb31iI4MRLHw+/eMnx8ejc/09BabS3/2CkG4GY6t6TCrDUI4SRy2yKjtI0qyPNFUlT42J/xGo63oadC05qdJ1aMeHfqUdJHkKzeYAEV7ZBgCcKOzQqfr2dmnKSwyaFhdG5TTStByVti9Q+9IUmjRlRjtI4r6zdP2NP49CVt9fERtW7xArJNUuspo5+Z4EC1CSH4XYtFpFhhpNJ13LKyz4FJZl5hHtYsqMwWAwGO0XIcBLd/gCgfBYuy9D/L/zPhqd/UD5z5GoPBWO09/F4fIv4XZFjqKrsdLHljJ8RbtRiBiMjojfA3/9NJ3UquKI/lKEWqsEuTtX4NIOF0oSNQA9nGMdRmUququpNLsyREdJS+1w2q46lUZNwcnqTgtKEW8Vg6+lc6TCjNJY7ipGGg8VI0phclgSRMr/t1oV+5xYPHHvpd54cReP+SP3Ii68DhICsQeVSxi7N6C+VI+G8hCU5kfZgq6vqURYrG1KjRDbs5w++CjmfoOAwKbMPIM5RAwGg8HwK4LG7uS0N/ae74kfz3XHwPhixBhqUdEQhuPFsUiLL0Pn0DoMT76E63sWwBBtQY+Jl1FVEIrSfCNMVTqc2xqHqJ51iHdRu8hvCERd3vJkjA4CmzJjMIII4VrefAansnl6HoXbdjsbR21slaW23X42KuOqnu9qiW+1Z9faZ+iwKa/rYKfaffDEluIubwD4ZudJ++Im9SPN2ggPEI24qbWLm6C1bart0uasnQesOkCQNw6CjoNV3ATFMcjt1hDbJuhtm9yut21CCG/b9LbNqhO3ENsmhGhsm57etBD0WhCdxrbptSB6LaDTADoNiN62QacFdFoIGh2OXu6Gnef74Wh5N1g4PY6WdcGOc33wZs54TPvnb/H0N5Pw70ODcSksHD1vKUVUT5uiVHUmHKWHotx4o/gB4qPNQ9555x2kpKTAYDAgPT3dod4fzaZNm9C/f38YDAYMHjzYIa6XEIJnn30WSUlJCA0NRWZmJk6ePKnok5KSAo7jFNuf//xnj+xmDhGDwWAw/MtV/kkjEB5HipPx0aFhiIuohyaEIHl0FXpMLIehcxPiBtfIfa/2sj4ff/wxFi1ahOXLl+PgwYMYOnQoJk+e7FBcWWLv3r249957MWfOHBw6dAh33HEH7rjjDvz0k71Y5quvvorVq1dj7dq1yM3NRXh4OCZPnozGRmXdqBdeeAFFRUXy9sc//tEj29mUGYPhB4K20kdrr+vhea1eQLVFZUf5SeG3rDG1oIjW3pPPoZ4DnUZPxQw5ZKOpxBbZY4BaGVtEJa/Ji7xTMUUc9SoIYh/entwlJX3JY8hVHsV2OZZIjBXyMsZIjlkSY4fkRWSpJUEcq08Kin0ptqj5UiDNGRhfrFgjLSyuCSmZ5YostfqzYQBqEAgkAdLbMTzhjTfewNy5czF79mwAwNq1a/HNN99g3bp1WLx4sUP/v/zlL8jKysKTTz4JAFixYgWys7OxZs0arF27FoQQvPXWW1i6dCluv/12AMCHH36IhIQEfPnll7jnnnvksSIjIz1avYLmKvfbGQxGm6UjRWt2dDrIJ01MWINDW3NnyFSlha6T+3WLvEaqVO3tBtuanc03k8nkcLmmpibk5eUhMzNTbuN5HpmZmcjJyXFqYk5OjqI/AEyePFnuX1BQgOLiYkWfqKgopKenO4z55z//GZ07d8bw4cPx2muvwWJxr4q4BFOIfAhHBKRbzyKO1KCMi8R+vjsEroP8JehgtJm1Xr21w83zW60IuTruxCnyVhlytVSGq/Ndtrt73BW0cqN6HTltTHxxrhgRqr9aYUdZ8FGpW+SQXSb1oxQjQqk8LSlGnKgQCVQf2XaVsRyVIVH50dDtYn8VxYjIWWZSNppSAZKz0ej6RZKiJD4M2U4rlUonPruKxnC0REiUBSZD+/wiQC9gvnz5cjz33HOKtvLyclitViQkJCjaExIS8Msvvzgdt7i42Gn/4uJi+bjUptYHAB555BGMGDECMTEx2Lt3L5YsWYKioiK88cYbbt8jc4h8yHcNf0NfwV50q4gzYoU+C1u0aUG0isFgMIIL4W1OjrTIK9FCXrfsauJYaQLK6sLROazOIS0/GPgy7f78+fMwGo1ye1tb3mrRokXy/4cMGQK9Xo8HH3wQK1eudNtWJl/4kHhqXjiBVGON6RNMshwPkkWM1hKw7C9P8TTDqZXne5zR5elxFWXIo2erkn3l9FrOPhVUbXPR3tpn72o8tzfnWWl0P7VsNDqrTM5G0xBqE7PFxI3OLqOz0aSsMoesM3ETxK/f0quzjDQ620w1+4zKTpOyztSy0qSsNqldzkoL0cAaopH31bLR5Kw0aZOy03RaEDETDTotBG0I1uZdCw5tJFvdh1lmRqNRsTlzMmJjY6HRaFBSUqJoLykpUY3tSUxMbLG/9OrJmACQnp4Oi8WCs2fPqvahYQ6RD6EfprS/tGkzeLWypYyg0GYdHpoAOUASbt+/N46Qk+DpoDpCrp6Ry3tVSdv3dHNlj7QvOTGUgyQ5Pq7S9eXrUWn5ag4S7Ui1xkEiPOUcqTg89DVa7SBJ+5JjJKXp63gIOt7JcR5WvT19X9BpbJu4L6Xhk+ZOkYqDtKekL17cPRmX68NaeNNcnej1eowcORLbtm2T2wRBwLZt25CRkeH0nIyMDEV/AMjOzpb7p6amIjExUdGnuroaubm5qmMCQH5+PnieR3x8vNv2sykzP8MDSCbVuEYoRK4mJdjmMBgMRsCRpsw6Cnsv9MSPF1MwIy0P9w05AAAO66EFAo4QcF7m+Xt6/qJFi3D//fdj1KhRGD16tLzAupR1NmvWLHTp0gUrV64EACxcuBDjx4/H66+/jilTpmDjxo04cOAA3n33Xdv1OQ6PPvooXnzxRfTp0wepqalYtmwZkpOTcccddwCwBWbn5ubihhtuQGRkJHJycvDYY4/ht7/9LTp16uS27cwhChBxJDBplgwlbUrtcQdf2evhON4ug+HyuB+Cp9X7tTKt3t3+/sqOUx2XMsRlMLYYeCwdF//jafC1w3XEA3LAM6fs32IQNqGcIukcOkWfV54rH6cWjJXbqX0pCFtKs5eCoKX0eiK28xbO+XEp6FpK0/c0+FpcLJZoOFgB/PtEOs7VxmL+sF2KpT8ChlTywNsxPGDGjBkoKyvDs88+i+LiYgwbNgybN2+Wg6ILCwvB8/b5lLFjx2LDhg1YunQp/vSnP6FPnz748ssvMWjQILnPU089hbq6OsybNw+VlZUYN24cNm/eDIPBAMAWz7Rx40Y899xzMJlMSE1NxWOPPaaIK3IHjpCrvUyU/6murkZUVBSqFkfCGOL8r9RMw/1MIQoCzCFyj/bsEHldZ8jj9gD/yaRvkL68y32lQ0Qfpx0iUP3o8+xODee0naMcoubnu3KI6Ew1B4eIPs/qfF9e00zel45LDhG1Tx83E6q/oNjn5H1BuW9pXnzJvs8LFgyMK0KMoQ5FNTqszv0EVVVViiBlXyJ9Jl13/XJotQavxrJYGrHrh+f9am9bgSlEfkYAUMwZsZ/vHmxTrmraneNDc7U6Qr7AXUfIw/P95gh5+yzoyzhcl3O+q2qefxUjezulGDVXexzOFV/FPmpFHeUUfloZohUjal9K8ZL2ZWVIVorEblS6vixciHZKmXBEPEAvHsubOcVxTlaSlIvFWgUeR6p6ABUEFqtj/R5/EYwps/YMc4h8CK0sSvsv6rNYPSIGg9FxEafNGAGmWZaYV2N0EJhD5ENKEYlo2OsQFXNGvMjqEPmUdq8ESfj6PtqqMqSiqvjl5xjsytf+VvlklYW6T/vaHcpXNVXGx4qRfB49gNzO2cdoKc4I8FgxkhUeZaiPvDSIpPhwtDIkxxhxin5EGo+KRVJbCkQuHGl1vhSIXBBSVIw4ngC8WDUyEDSrNO3VGB0E5hD5kJtDH8IYfSmrVM1gMBjNIFzw/VUGwxXMIfIhhONZ4LSPuGqUIJogK0NXA357b7R23ED9DFxklbl9gpeKEb1LVIKx7eoPAUfE2RtOOba3ihG90KygdpxXvrrKRpMMlOzlqfMhZ5u5yEYTFaLmipFgDVyJbl9Wqu4IMIeI0aZg3yQZjKsP6feaaIjdeWD4HzZl5hHMIWK0CZp/678q1aE2ogwFO3aoXeKje/HV+9pV0plqrJG7ipGkjlCxQw6hS5RBDrFGzcblBHFfdIqaxxcpznWlGKm8OihIVqqbpPBIQo74KkjXlzs6V4ak2CJ7/SKiOK6ajWZVKkiclYBYAhhDxPAI5hAx2gQcuUodIUbrYZlJVw1SUUaisTkr9lebYiS9Chp7oDTDezgBXlcI70gVxplDxAgaHcIB6gj36AF+q07dgVB7hg4qi+OZ9BnOd1XqINGKkVyrx93sNFkhkqbPAAiiUyQpR4LNKXK4F0opUqtLpKokUee3NrbIVaVrtWw0TmNXjAQ+gIk2bMrMI5hDxAgYHcIB8jfBniq7mlFzKAj1ye/psAF6pp47Si6CsVXT95UekDvB2BwRz6dT9x0cFnpsakrLxVSaNHVGp+PLU2h0hQIPp9I4agCOLuSoEnwNq90xsgbSIWJ4BHOIGAwGg+FXWLJEkGCFGT2COUQMv9GhFaGOfO++QkXZ4Ghl4mrHlSfh4kGoKkfqZ7jX05P0fSlG0EUAtrxIq1T0UR5Tkm6oS6uYKgtI9NQZPbVG7ctTaaqKkXtTaRzVzmmk++MCWpuOLd3hGUy7YzAYDIZ/6SjOK6NdwxQihs/pMN/cneGve+/Iz9RdvIz1af11xVcXMTzux3F5aH8rFSS62f1Yo1YoRoQDmk2bqQVgEzkYiBpTIIp9ObaIyoCSFSYps10tyJpe8oPObFNRjDg5eJqyX1rYVl5ShDjtzwmAEMg/kCyo2iOYQ8RgMBgM/8LqagQHAsdVx1szRgeBOUQMr2F/59oube1nE5T4H9XsMU/bg6RAeYubCpL7sUatUIyIzQ5JAZLPoN4P0lIYdDYaHTPkEFvkIs1eVWFViTni6H1aSaJji+QlPEQ7qUVj5RgiKyAEUO5lMUSewWKIGAwGg+Ff2phjzmA4gylEjFbT1tQHRsciaNlmakqRr2KJAq1EOdwH19Ju6xQjqQ6Ri2VBHGKLBGVsjsOlHAoaKfekukT0V39CKT+qplPTTXJMEV3XSFqaQ86WU0pb0n1wfGAVIps6520MkU8saRcwh4jBYDAY/oWD3SnqQB+wQYcFVXsEc4gYHsOUISewZ+I/XC5JQff3UMHxtN3l9Vt5XlvB34qRYldUjNRii6TYHLlCtVIxkrPKeBdKEWWSQ0KciqmuFpV1qGskKUqiYiTISpfdXtKB1gZrbzCHiOE2zBFqf7S5aSXYm329+rvDeP52jFo5tdVmp87UcNNBUl2xXvpht3i/LhwjOujaQ8fI1SolroKu5fR8ajj7FJn4Sk+lSVNlskNEIATSIRLgvWPegRy4dhNUXVFRgZkzZ8JoNCI6Ohpz5sxBbW2tav+zZ8+C4zin26ZNm+R+zo5v3LgxELfEYDAYHYNgO3UdFCnLzNuto9BuFKKZM2eiqKgI2dnZMJvNmD17NubNm4cNGzY47d+tWzcUFRUp2t5991289tpruPnmmxXt69evR1ZWlrwfHR3tc/vbM0wZ6kC4O90TjGmhQF3TV0pRWwuydvdn6nIc54a7rRS1aIt/lCJ7O3UrKu20cuSQze8ivZ9eZFZu5zkIAvuD2lZpFw7R8ePHsXnzZuzfvx+jRo0CALz99tu45ZZbsGrVKiQnJzuco9FokJiYqGj74osvMH36dERERCjao6OjHfoyGAwGg9GuYUHVHtEupsxycnIQHR0tO0MAkJmZCZ7nkZub69YYeXl5yM/Px5w5cxyOPfzww4iNjcXo0aOxbt06EBdvAJPJhOrqasV2NUI4pg4xvKSFNxFHWil6SIX+3B1PzQaVcVp7/dZex+3n4O0vpKv75eCZ+qZiuIOZiv+r3CxHb7Z+8liUbQ7t4kZ4Ue2R94m40e3KTa1d3jQuNrGfIG5Su6BVblJ7wJAcIm+3DkK7UIiKi4sRHx+vaNNqtYiJiUFxcbFbY7z//vtIS0vD2LFjFe0vvPACbrzxRoSFhWHLli34wx/+gNraWjzyyCOqY61cuRLPP/+85zfCYDAYHRGWbs9oBwRVIVq8eLFq4LO0/fLLL15fp6GhARs2bHCqDi1btgzXXnsthg8fjqeffhpPPfUUXnvttRbHW7JkCaqqquTt/PnzXtvIYLRLWquy+BGfKUWu7q21SpGnCpe747sLbYcLu1zijVKkpkq5qRQ5jKO6ieNQipC6suR8g7i5fZxSkgRxCxhMIfKIoCpEjz/+OB544IEW+/Ts2ROJiYkoLS1VtFssFlRUVLgV+/Ppp5+ivr4es2bNctk3PT0dK1asgMlkQkhIiNM+ISEhqscYDAaDwWgTsLR7jwiqQxQXF4e4uDiX/TIyMlBZWYm8vDyMHDkSALB9+3YIgoD09HSX57///vu47bbb3LpWfn4+OnXq1KEdHhY3dPXhcT0iX2d0tZAp1epaSa3N4vJVfSKX57nIDlM5z0XZH/UD7Tm1Xe2Zu8CetKZ8mHQymz0LTcxi45UXpLPNVLPPaHvp7DKqLpGcHSd141oY0w+wxV09o13EEKWlpSErKwtz587F2rVrYTabsWDBAtxzzz1yhtnFixcxceJEfPjhhxg9erR87qlTp/DDDz/g22+/dRj3P//5D0pKSjBmzBgYDAZkZ2fj5ZdfxhNPPBGwe2MwGAwGgxF82oVDBAAfffQRFixYgIkTJ4LneUybNg2rV6+Wj5vNZpw4cQL19fWK89atW4euXbti0qRJDmPqdDq88847eOyxx0AIQe/evfHGG29g7ty5rbJxsuUYqq2dsZ/vDoFrFwl8jPaCrxUbXxNM+wKtFMHFcR8pRfJl3FXQ2kpl65agaxO529/d+kRSg1goiH60dD8iFRSilSEVhUlGxX76OtJ0k9xOAqsQsbR7z+CIqxxzhkuqq6sRFRWFqsWRMIZwKOKMWKHPwhZtWrBNaxVsyqwVBOqZeXkdj3+2vu7v4sPaq/eei3NVx1azyeW9eNru4k9ta+339Dr+ooXyCo59Vc4jTo4r2jnlmFQ/es0z2T+S2533k/blqS66H32c2qdf1Y6DAFZTI46/8ydUVVXBaDTCH0ifSZm9HoVW4134h8VqwtbTb/nV3rYCkzH8QAKpxhrTJ5hkOR5sUzyC1R1iOODrLDIXbzKvPstd2OrzOkWeZqdJ1/EyC81lNhp9HX//Yns7fkt1iVo9pnKjs9TU9uV2KVuM7ucqG42qSyTXJxKzy+TzGW0S9qPxA9JDXdq0GTxb2pjRhmh1MUR3cdeBcuEUtUnHyGMHyNV5LhwJN+/D43R9bx0lb8731sF2u2CjykPh6E16gFA6OO46Ripp+HK7VIiR3g8ULO3eI5hD5Cd4AMmkGtcIhcE2hcFgMBgdEl84Qx3HIWo3QdXtlThSE2wTGIHARWBsu7uOt9d1p7+LIOBWp+O7aYPHwdauxnV1z6rnUQ1qQd7ycefDu52u72CXf95MbqtW/oQanv4RqKXty2n0UqsoHRA6SFrluCw1OImFYlNmbRfmEPmZMi4y2CYwGAwGoyPCssw8gjlEfkIAUMwZsZ/vHmxTGAwH/FUMsVX927pSRHd0Na4rRcflcf8oRjS+FmdaDvT27bV8Bq0EUen4DkqQQ39qX1KKxAaHgo8EgQ1UEXww5SW01R+e72HinR+QVNMX9VmsHhGDwWCw7FVGO4ApRH6gmDPixXZUh4il2rdDfBRLFDClyAcETSmSz1dRsrxWhFq2y2PFSO069OFAffFXy7DzJZRUoxobRJnkYAV1wEEJogs40sc56jgdSxToGCIiNAts8mKMDgJziHzI0/pbUW1glaoZDAaD0QZgMUQewRwiH/K9diB4jSHYZjCCSbCywNo6PoglkvCZUiQP6Hx82iyHhlYuxdHq2CM1g1zZQROoTEinx1Qu7iQbKxioLhar2IPDM5SPS+9NShlqrigFVJFnMUQewWQMBoPBYDAYPuOdd95BSkoKDAYD0tPTsW/fvhb7b9q0Cf3794fBYMDgwYMdFmMnhODZZ59FUlISQkNDkZmZiZMnTyr6VFRUYObMmTAajYiOjsacOXNQW1vrkd3MIWIw2jM+qpvW6urQnl7fnf5uVkL2WdVtFza5rGztbYVrd4+r9vOwArXauL7anF7TxTMKFFSlaoeK1w7tRFHJWjbb1XnU9RQVrAOpEAWhUvXHH3+MRYsWYfny5Th48CCGDh2KyZMno7S01Gn/vXv34t5778WcOXNw6NAh3HHHHbjjjjvw008/yX1effVVrF69GmvXrkVubi7Cw8MxefJkNDY2yn1mzpyJY8eOITs7G19//TV++OEHzJs3zyPb2eKuPkBaSC/1hZfAG9rflBkLqvYTgX6uPrpeq98Pnp7nSX83FoXliA/eyy7Od3kd6WBLC8aSFq7j6rjH/YjSaFf2+QJn13PoA/s9tNTusK8c0+E2qH3F8RYWkXVYLNah3R5l7bDgq6tzqWsKDY049ecALe6a9CC0vN6rsSxCE7YW/d1te9PT03HNNddgzZo1AABBENCtWzf88Y9/xOLFix36z5gxA3V1dfj666/ltjFjxmDYsGFYu3YtCCFITk7G448/jieeeAIAUFVVhYSEBHzwwQe45557cPz4cQwYMAD79+/HqFGjAACbN2/GLbfcggsXLiA5Odmte2UKEYPhLwL9VcNH12v1Z6U/79eFp8OpfQh5fJ2WD7u8jvzB6SJWRvV89+xwvx/X8qu/cOc6rp6B6n4rbfeREyhfnr5FtXa4aG8nVFdXKzaTyeTQp6mpCXl5ecjMzJTbeJ5HZmYmcnJynI6bk5Oj6A8AkydPlvsXFBSguLhY0ScqKgrp6elyn5ycHERHR8vOEABkZmaC53nk5ua6fY/MIWIwGA4EZArN0+kSNxcT9dnisC7s83jVeU+v4/aUmZv9XNnnq83ptdy8h9biq6k3N6fOHBZ79XAKLWD4cMqsW7duiIqKkreVK1c6XK68vBxWqxUJCQmK9oSEBBQXFzs1sbi4uMX+0qurPvHx8YrjWq0WMTExqtd1BssyYzAYDIZ/cTY9xvA/ggB7qWBvxgDOnz+vmDILCQnxbtw2CHOIGAx/In0IBOpboY+vF5DCjfQHpatzApWeL1+PHtj5deTuatdzN11f5Tpe91PD1+9Nj1Q/N9uph+qzECh7aJB743LKNzb9Nld726uFMrUnjEajyxii2NhYaDQalJSUKNpLSkqQmJjo9JzExMQW+0uvJSUlSEpKUvQZNmyY3IcO2rZYLKioqFC9rjPYlBmDwWAwGFcjAc4y0+v1GDlyJLZt2ya3CYKAbdu2ISMjw+k5GRkZiv4AkJ2dLfdPTU1FYmKiok91dTVyc3PlPhkZGaisrEReXp7cZ/v27RAEAenp6W7bzxQihu++STPaDu1RKfL0HA+VIvq0VuPCPrcLO7o8UeX6LckP7vSnCcRUlidxZYr9IP9RclNBshd0pPq3MGZACEKl6kWLFuH+++/HqFGjMHr0aLz11luoq6vD7NmzAQCzZs1Cly5d5BikhQsXYvz48Xj99dcxZcoUbNy4EQcOHMC7774LAOA4Do8++ihefPFF9OnTB6mpqVi2bBmSk5Nxxx13AADS0tKQlZWFuXPnYu3atTCbzViwYAHuuecetzPMAOYQMRgMBsPfsBiiDsOMGTNQVlaGZ599FsXFxRg2bBg2b94sB0UXFhaC5+2TU2PHjsWGDRuwdOlS/OlPf0KfPn3w5ZdfYtCgQXKfp556CnV1dZg3bx4qKysxbtw4bN68GYZmZW4++ugjLFiwABMnTgTP85g2bRpWr17tke2sDpEPaO91iCSC/WWsQxCsZ+zj6/q73k+r+wJuB5j4/P3u5nhuX9fTQJlA/kyc0dqsRKftzo1xVXfIdX9K8qHGUR1f9Tjn4jjVTgBrYyPOvBigOkQxs31Th6hivV/tbSswhYjBYDAYjKsQQgQQL1er9/b89gRziBiMQBLorDM/XdcnC6y6e66ntgc7tki+gJfXdTfWSO36Due5OO7PuQK3Y4jcVIb8hOpbx1Uskdpxur1ZW0AgxPvFWTvQJBLLMmMwGMGh4/ydZbDpeEY7gClEDEYwYEqReKIHtrS2XpHcP0B1i+Tr0xdo+boOp/tKOVKzx128rXPUEm4uyeKXa3uBPauM0A22XbGfU6Uo0AqRtw+rAylEzCFiyLD0+w5EW3KMWmtLe5lKkwdSu6B7dsjDeOoouRrQFQFwfCRcmuimLarBz55C59G7uiB1HYe3XKCX7hAEgPMyBqgDxRCxKTMGg8Fg+JdABQExGF7AFCIGI5gEa+rMT9f3iVIkD+an81o5laZ2utd4aL/HypHbHQKP235SW/GnKMXIVRC2y37+hk2ZeQRziBgMBoPBuAohggDi5ZQZS7tnMBiB5SpViuTh20NskURbU4zkC7d8mrvqQzCEIo+VkVaKEkGfmaMlUidKURsU6hgizCFiMBgMhl8hXBtwVjoibMrMI5hDxHCAZZsFkatMKZJoF7FF8nneKUZqw3iNt4UXpW5t8fPNS5vU0/P99IvkKkbIhVIUMATi/Q+8AzlELMuMwWAwGAxGh4cpRAxGW4QpRep4G1skG+PueZ4pRmrd/K64uvtFPhjvKT+JDB4rQ94Wp/T2PgJdh4gQAN7WIeo4ChFziBgMRlDgCJuW7TBwaDup8x0IIhAQL6fMSAdyiNrNlNlLL72EsWPHIiwsDNHR0W6dQwjBs88+i6SkJISGhiIzMxMnT55U9KmoqMDMmTNhNBoRHR2NOXPmoLa21g930P7gfDD9zPASH8RE+uT6PrZDel959f7y1rbWni+lCnmYMiT9PtFbwKHvO1CbD1F9dkFO43K4fLD/iBLBN1sHod04RE1NTbj77rvx0EMPuX3Oq6++itWrV2Pt2rXIzc1FeHg4Jk+ejMbGRrnPzJkzcezYMWRnZ+Prr7/GDz/8gHnz5vnjFhgMhhOY081wBXuPMAJBu5kye/755wEAH3zwgVv9CSF46623sHTpUtx+++0AgA8//BAJCQn48ssvcc899+D48ePYvHkz9u/fj1GjRgEA3n77bdxyyy1YtWoVkpOT/XIvDIbHBDumSMKPsUVef7FvbYyQt+e3drFVF93YdKKSFh+nq4elGmvUWms8JEipu2zKzDPajULkKQUFBSguLkZmZqbcFhUVhfT0dOTk5AAAcnJyEB0dLTtDAJCZmQme55Gbm6s6tslkQnV1tWK7mgm26stoRrCn0CT8OA3is/dbsKbU5PNbN7Um0Wam2IKA2/fs6tn6+/dFJUi6zRRgZFNmHtFuFCJPKS4uBgAkJCQo2hMSEuRjxcXFiI+PVxzXarWIiYmR+zhj5cqVsmLVHKHZVNzVSJv4BWfYaCs/Cz/a4fP3m7fjeX2+bz6ZO4JP5Pajbq0y5OK4evaal+MQTv6cCITyYoHZ6zeMBWbfGNMOCKpDtHjxYrzyyist9jl+/Dj69+8fIIvcY8mSJVi0aJG8f/HiRQwYMADnXl4RRKsYDAaD0V6oqalBVFSUX8bW6/VITEzE7uJvfTJeYmIi9Hq9T8ZqywTVIXr88cfxwAMPtNinZ8+erRo7MTERAFBSUoKkpCS5vaSkBMOGDZP7lJaWKs6zWCyoqKiQz3dGSEgIQkJC5P2IiAicP38ekZGR4DgO1dXV6NatG86fPw+j0dgq+wMNszkwMJsDQ3uzub3ZCzCbWwshBDU1NX6NUTUYDCgoKEBTU5NPxtPr9TAYDD4Zqy0TVIcoLi4OcXFxfhk7NTUViYmJ2LZtm+wAVVdXIzc3V85Uy8jIQGVlJfLy8jBy5EgAwPbt2yEIAtLT092+Fs/z6Nq1q0O70WhsN38oJJjNgYHZHBjam83tzV6A2dwa/KUMNcdgMHQIJ8aXtJug6sLCQuTn56OwsBBWqxX5+fnIz89X1Azq378/vvjiCwAAx3F49NFH8eKLL+Krr77C0aNHMWvWLCQnJ+OOO+4AAKSlpSErKwtz587Fvn37sGfPHixYsAD33HMPyzBjMBgMBqMD0W6Cqp999ln84x//kPeHDx8OAPjvf/+LCRMmAABOnDiBqqoquc9TTz2Furo6zJs3D5WVlRg3bhw2b96s8Jo/+ugjLFiwABMnTgTP85g2bRpWCm2BZwAAFuJJREFUr14dmJtiMBgMBoPRJmg3DtEHH3zgsgYRHbXPcRxeeOEFvPDCC6rnxMTEYMOGDb4wUSYkJATLly9XxBm1dZjNgYHZHBjam83tzV6A2cy4+uBIR6q6xGAwGAwGg+GEdhNDxGAwGAwGg+EvmEPEYDAYDAajw8McIgaDwWAwGB0e5hAxGAwGg8Ho8DCHqJX8+c9/lmsd0RBCcPPNN4PjOHz55ZeKY4WFhZgyZQrCwsIQHx+PJ598EhaLJWg2T5gwARzHKbb58+e3aZsB28K8N954I8LDw2E0GnH99dejoaFBPl5RUYGZM2fCaDQiOjoac+bMUdSsCpS9Z8+edXi+0rZp0yb5vLb2jIuLi3HfffchMTER4eHhGDFiBD777DPFecF6xmo2nz59GlOnTkVcXByMRiOmT5+OkpKSoNn83HPPOfzMmy9D1NjYiIcffhidO3dGREQEpk2b5mBvoN8Xrmx+9913MWHCBBiNRnAch8rKSocxAv2+aMnmiooK/PGPf0S/fv0QGhqK7t2745FHHlGUZwGC+/vHaDu0m7T7tsT+/fvx97//HUOGDHF6/K233gLHOS46aLVaMWXKFCQmJmLv3r0oKirCrFmzoNPp8PLLLwfN5rlz5ypKE4SFhbVpm3NycpCVlYUlS5bg7bffhlarxeHDh8Hzdv9+5syZKCoqQnZ2NsxmM2bPno158+b5vMSCK3u7deuGoqIiRb93330Xr732Gm6++WYAbfMZz5o1C5WVlfjqq68QGxuLDRs2YPr06Thw4IBcAywYz1jN5rq6OkyaNAlDhw7F9u3bAQDLli3Drbfeih9//FF+bwTa5oEDB2Lr1q3yvlZr/5P72GOP4ZtvvsGmTZsQFRWFBQsW4M4778SePXsABO990ZLN9fX1yMrKkn//nBGM94WazZcuXcKlS5ewatUq23qT585h/vz5uHTpEj799FMAwf39Y7QxCMMjampqSJ8+fUh2djYZP348WbhwoeL4oUOHSJcuXUhRUREBQL744gv52Lfffkt4nifFxcVy29/+9jdiNBqJyWQKis3O7qE5bdHm9PR0snTpUtVzf/75ZwKA7N+/X2777rvvCMdx5OLFiwG3l2bYsGHkd7/7nbzfFp9xeHg4+fDDDxX9Y2JiyP/+7/8SQoLzjFuy+fvvvyc8z5Oqqiq5b2VlJeE4jmRnZwfF5uXLl5OhQ4c6PVZZWUl0Oh3ZtGmT3Hb8+HECgOTk5BBCgvO+aMnm5vz3v/8lAMiVK1cU7cF4X7hrs8Qnn3xC9Ho9MZvNhJDg/f4x2h5sysxDHn74YUyZMgWZmZkOx+rr6/Gb3/wG77zzjtPFYXNycjB48GAkJCTIbZMnT0Z1dTWOHTsWFJsBW7Xu2NhYDBo0CEuWLEF9fX2btbm0tBS5ubmIj4/H2LFjkZCQgPHjx2P37t0Km6OjozFq1Ci5LTMzEzzPIzc3N6D20uTl5SE/Px9z5sxR2NuWnjEAjB07Fh9//DEqKiogCAI2btyIxsZGuSp8MJ5xSzabTCZwHKcouGcwGMDzvPzeCIbNJ0+eRHJyMnr27ImZM2eisLAQgO19YDabFffRv39/dO/eHTk5ObK9wXhfqNnsDsF6X3hic1VVFYxGo6wiBes5M9oebMrMAzZu3IiDBw9i//79To8/9thjGDt2LG6//Xanx4uLixW/dADk/eLiYt8aK+LK5t/85jfo0aMHkpOTceTIETz99NM4ceIEPv/88zZp85kzZwDY4gZWrVqFYcOG4cMPP8TEiRPx008/oU+fPiguLkZ8fLziPK1Wi5iYGL/Y7OoZN+f9999HWloaxo4dK7e1tWcMAJ988glmzJiBzp07Q6vVIiwsDF988QV69+4t2xXIZ+zK5jFjxiA8PBxPP/00Xn75ZRBCsHjxYlitVnnKMtA2p6en44MPPkC/fv1QVFSE559/Htdddx1++uknFBcXQ6/XIzo6WnFOQkKCbEsw3hct2RwZGeny/GC8Lzyxuby8HCtWrMC8efMUNgf6OTPaJswhcpPz589j4cKFyM7OdrqC8FdffYXt27fj0KFDQbDOOa5sBqD4wzB48GAkJSVh4sSJOH36NHr16hUoU2Vc2SwIAgDgwQcfxOzZswHY1rXbtm0b1q1bh5UrV7Ype5vT0NCADRs2YNmyZQGyzjnu2Lxs2TJUVlZi69atiI2NxZdffonp06dj165dGDx4cIAtdm1zXFwcNm3ahIceegirV68Gz/O49957MWLECEVsWSCRYsQAYMiQIUhPT0ePHj3wySefIDQ0NCg2uaIlm5urmm0Jd22urq7GlClTMGDAADz33HNBsJTR1mFTZm6Sl5eH0tJSjBgxAlqtFlqtFjt37sTq1auh1WqRnZ2N06dPIzo6Wj4OANOmTZOnGRITEx2ySKR9Z1Ns/rbZarU6nJOeng4AOHXqVJu0WfrmNmDAAMV5aWlpskyemJiI0tJSxXGLxYKKigqf2+zJM/70009RX1+PWbNmKcZoa8/49OnTWLNmDdatW4eJEydi6NChWL58OUaNGoV33nlHtitQz9gdm61WKyZNmoTTp0+jtLQU5eXl+Oc//4mLFy+iZ8+eQbGZJjo6Gn379sWpU6eQmJiIpqYmhyytkpIS2ZZAvy9c2ewOwX7GgHOba2pqkJWVhcjISHzxxRfQ6XQKm4P9nBltA+YQucnEiRNx9OhR5Ofny9uoUaMwc+ZM5Ofn45lnnsGRI0cUxwHgzTffxPr16wEAGRkZOHr0qOIPRnZ2NoxGo8MHfCBs1mg0DudIdiclJbVJm3v27Ink5GScOHFCcd6vv/6KHj16yDZXVlYiLy9PPr59+3YIgiA7fIGyt/kzfv/993HbbbchLi5OMUZbe8ZSDBmtrGg0GlmhC+Qzdsfm5s85NjYW0dHR2L59O0pLS3HbbbcFxWaa2tpanD59GklJSRg5ciR0Oh22bdsmHz9x4gQKCwuRkZEh2xvI94Urm90h2M8YcLS5uroakyZNgl6vx1dffeWgMLaF58xoIwQ7qrs94yqbCFSWmcViIYMGDSKTJk0i+fn5ZPPmzSQuLo4sWbLE/8aKNLf51KlT5IUXXiAHDhwgBQUF5P/+7/9Iz549yfXXX99mbSaEkDfffJMYjUayadMmcvLkSbJ06VJiMBjIqVOn5D5ZWVlk+PDhJDc3l+zevZv06dOH3HvvvUGxlxBCTp48STiOI999951D/7b2jJuamkjv3r3JddddR3Jzc8mpU6fIqlWrCMdx5JtvvpHPCeYzpm0mhJB169aRnJwccurUKfLPf/6TxMTEkEWLFinOCaTNjz/+ONmxYwcpKCgge/bsIZmZmSQ2NpaUlpYSQgiZP38+6d69O9m+fTs5cOAAycjIIBkZGfL5wXhfuLK5qKiIHDp0iPzv//4vAUB++OEHcujQIXL58mV5jEC/L1qyuaqqiqSnp5PBgweTU6dOkaKiInmzWCyEkLbx+8doGzCHyAs8dYgIIeTs2bPk5ptvJqGhoSQ2NpY8/vjjcvpnIGhuc2FhIbn++utJTEwMCQkJIb179yZPPvmkInW5rdkssXLlStK1a1cSFhZGMjIyyK5duxTHL1++TO69914SERFBjEYjmT17NqmpqQmavUuWLCHdunUjVqvV6Tlt7Rn/+uuv5M477yTx8fEkLCyMDBkyxCENP5jP2JnNTz/9NElISCA6nY706dOHvP7660QQhKDZPGPGDJKUlET0ej3p0qULmTFjhsJpb2hoIH/4wx9Ip06dSFhYGJk6dSopKipSjBHo94Urm5cvX04AOGzr16+X+wT6fdGSzVJ5AGdbQUGBPEawf/8YbQOOEEKCoUwxGAwGg8FgtBVYDBGDwWAwGIwOD3OIGAwGg8FgdHiYQ8RgMBgMBqPDwxwiBoPBYDAYHR7mEDEYDAaDwejwMIeIwWAwGAxGh4c5RAwGg8FgMDo8zCFiMBgtsmPHDnAc57DuVlsdl+E/XnrpJYwdOxZhYWGIjo526xyO45xur732GgDg7NmzmDNnDlJTUxEaGopevXph+fLlaGpqUoxDCMGqVavQt29fhISEoEuXLnjppZfk459//jluuukmxMXFwWg0IiMjA99//71ijOeee87Bjv79+yv6nD59GlOnTpXHmT59usNaZ64wm8144YUX0KtXLxgMBgwdOhSbN2/2aAxG4GEOEYPBaJGxY8eiqKgIUVFRrR5jwoQJePTRR30+LsP3TJgwAR988IHTY01NTbj77rvx0EMPuT1eUVGRYlu3bh04jsO0adMAAL/88gsEQcDf//53HDt2DG+++SbWrl2LP/3pT4pxFi5ciPfeew+rVq3CL7/8gq+++gqjR4+Wj//www+46aab8O233yIvLw833HADbr31Vhw6dEgxzsCBAxX27N69Wz5WV1eHSZMmgeM4bN++HXv27EFTUxNuvfVWeR0/d1i6dCn+/ve/4+2338bPP/+M+fPnY+rUqQ62MNoYQa6UzWAwOgCulrlhtB3Gjx+vWIrDGevXrydRUVGtGv/2228nN954Y4t9Xn31VZKamirv//zzz0Sr1ZJffvnFo2sNGDCAPP/88/L+8uXLydChQ1X7f//994TnecXyRZWVlYTjOJKdnS23FRYWkrvvvptERUWRTp06kdtuu02xFEhSUhJZs2aNYuw777yTzJw50yP7GYGFKUQMxlVMSkoK3nrrLUXbsGHD8Nxzz8n7HMfhvffew9SpUxEWFoY+ffrgq6++ko/TU1u/+93vMGTIEJhMJgA21WD48OGYNWuWUxseeOAB7Ny5E3/5y1/kaYqzZ886jPvBBx8gOjoaX3/9Nfr164ewsDDcddddqK+vxz/+8Q+kpKSgU6dOeOSRR2C1WuXxTSYTnnjiCXTp0gXh4eFIT0/Hjh07vH52DN9TUlKCb775BnPmzGmxX1VVFWJiYuT9//znP+jZsye+/vprpKamIiUlBb///e9RUVGhOoYgCKipqVGMAwAnT55EcnIyevbsiZkzZ6KwsFA+ZjKZwHEcQkJC5DaDwQCe52UlyWw2Y/LkyYiMjMSuXbuwZ88eREREICsrS57mM5lMMBgMiuuGhoYq1ChG24M5RAwGA88//zymT5+OI0eO4JZbbsHMmTNVP2xWr16Nuro6LF68GADwzDPPoLKyEmvWrHHa/y9/+QsyMjIwd+5ceZqiW7duTvvW19dj9erV2LhxIzZv3owdO3Zg6tSp+Pbbb/Htt9/in//8J/7+97/j008/lc9ZsGABcnJysHHjRhw5cgR33303srKycPLkSS+fCsPX/OMf/0BkZCTuvPNO1T6nTp3C22+/jQcffFBuO3PmDM6dO4dNmzbhww8/xAcffIC8vDzcddddquOsWrUKtbW1mD59utyWnp6ODz74AJs3b8bf/vY3FBQU4LrrrkNNTQ0AYMyYMQgPD8fTTz+N+vp61NXV4YknnoDVakVRUREA4OOPP4YgCHjvvfcwePBgpKWlYf369SgsLJQd8cmTJ+ONN97AyZMnIQgCsrOz8fnnn8tjMNoowZaoGAyG/+jRowd58803FW1Dhw4ly5cvl/cBkKVLl8r7tbW1BAD57rvvCCH2FcOvXLki99m7dy/R6XRk2bJlRKvVkl27drVoh7MpM3rc9evXEwCK1dUffPBBEhYWplgtffLkyeTBBx8khBBy7tw5otFoyMWLFxVjT5w4kSxZsqRFmxg2XnrpJRIeHi5vPM+TkJAQRdu5c+cU57R2yqxfv35kwYIFqscvXLhAevXqRebMmaNonzt3LgFATpw4Ibfl5eURAE6n0T766CMSFhammOZyxpUrV4jRaCTvvfee3Pb999+Tnj17Eo7jiEajIb/97W/JiBEjyPz58wkhhDzxxBNEo9Eonk94eDjhOI789a9/JYQQUlpaSm6//XbC8zzRaDSkb9++5A9/+AMxGAyuHxIjaGiD6IsxGIw2wpAhQ+T/h4eHw2g0orS0VLV/RkYGnnjiCaxYsQJPP/00xo0b5xM7wsLC0KtXL3k/ISEBKSkpiIiIULRJth09ehRWqxV9+/ZVjGMymdC5c2ef2HS1M3/+fIWKMnPmTEybNk2h4iQnJ3t9nV27duHEiRP4+OOPnR6/dOkSbrjhBowdOxbvvvuu4lhSUhK0Wq3i55yWlgYAKCwsRL9+/eT2jRs34ve//z02bdqEzMzMFm2Kjo5G3759cerUKblt0qRJOH36NMrLy6HVahEdHY3ExET07NkTAFBbW4uRI0fio48+chgvLi5Ofv3yyy/R2NiIy5cvIzk5GYsXL5bHYLRNmEPEYFzF8DwPQoiizWw2O/TT6XSKfY7jWsyqEQQBe/bsgUajUXyYeIszO1qyrba2FhqNBnl5edBoNIp+zZ0ohjoxMTGKOJvQ0FDEx8ejd+/ePr3O+++/j5EjR2Lo0KEOxy5evIgbbrgBI0eOxPr168HzymiOa6+9FhaLBadPn5Yd5l9//RUA0KNHD7nfv//9b/zud7/Dxo0bMWXKFJc21dbW4vTp07jvvvscjsXGxgIAtm/fjtLSUtx2220AgBEjRuDjjz9GfHw8jEZji+MbDAZ06dIFZrMZn332mcLxZLQ9WAwRg3EVExcXp4hbqK6uRkFBgdfjvvbaa/jll1+wc+dObN68GevXr2+xv16vVwRC+4rhw4fDarWitLQUvXv3VmyJiYk+v15Hp7CwEPn5+SgsLITVakV+fj7y8/NRW1sr9+nfvz+++OILxXnV1dXYtGkTfv/73zuMefHiRUyYMAHdu3fHqlWrUFZWhuLiYhQXF8t9MjMzMWLECPzud7/DoUOHkJeXhwcffBA33XSTrBpt2LABs2bNwuuvv4709HR5jKqqKnmcJ554Ajt37sTZs2exd+9eTJ06FRqNBvfee6/cZ/369fjxxx9x+vRp/Otf/8Ldd9+Nxx57TFahZs6cidjYWNx+++3YtWsXCgoKsGPHDjzyyCO4cOECACA3Nxeff/45zpw5g127diErKwuCIOCpp57ywU+B4S+YQ8RgXMXceOON+Oc//4ldu3bh6NGjuP/++x2UFE85dOgQnn32Wbz33nu49tpr8cYbb2DhwoU4c+aM6jkpKSnIzc3F2bNnUV5e7lFNl5bo27cvZs6ciVmzZuHzzz9HQUEB9u3bh5UrV+Kbb77xyTUYdp599lkMHz4cy5cvR21tLYYPH47hw4fjwIEDcp8TJ04onBDANo1FCFE4HhLZ2dk4deoUtm3bhq5duyIpKUneJHiex3/+8x/Exsbi+uuvx5QpU5CWloaNGzfKfd59911YLBY8/PDDijEWLlwo97lw4QLuvfde9OvXD9OnT0fnzp3x448/ylNdkv133HEH0tLS8MILL+CZZ57BqlWr5ONhYWH44Ycf0L17d9x5551IS0vDnDlz0NjYKCtGjY2NWLp0KQYMGICpU6eiS5cu2L17t9vFLBlBIthBTAwGw39UVVWRGTNmEKPRSLp160Y++OADp0HVX3zxheK8qKgouRZN8+DnhoYGMmDAADJv3jxF/9tuu42MHTuWWCwWp3acOHGCjBkzhoSGhhIApKCgwGlQNR2o66xuzP33309uv/12eb+pqYk8++yzJCUlheh0OpKUlESmTp1Kjhw54u5jYjAYDMIRQgUYMBgMBoPBYHQw2JQZg8FgMBiMDg9ziBgMBoPBYHR4mEPEYDAYDAajw8McIgaDwWAwGB0e5hAxGAwGg8Ho8DCHiMFgMBgMRoeHOUQMBoPBYDA6PMwhYjAYDAaD0eFhDhGDwWAwGIwOD3OIGAwGg8FgdHiYQ8RgMBgMBqPDwxwiBoPBYDAYHZ7/ByLoSVqM6NG0AAAAAElFTkSuQmCC", + "text/plain": "
" + }, + "metadata": {}, + "output_type": "display_data" }, - "execution": { - "iopub.execute_input": "2024-09-13T15:55:40.934767Z", - "iopub.status.busy": "2024-09-13T15:55:40.934580Z", - "iopub.status.idle": "2024-09-13T15:55:41.787991Z", - "shell.execute_reply": "2024-09-13T15:55:41.787705Z" + { + "data": { + "image/png": "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", + "text/plain": "
" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": "
" + }, + "metadata": {}, + "output_type": "display_data" } - }, - "outputs": [], + ], "source": [ "# plot model\n", - "import torch\n", - "from matplotlib import pyplot as plt\n", + "\n", "data = X.data\n", "\n", "xbounds = generator.vocs.bounds\n", "tbounds = [data[\"time\"].min(), data[\"time\"].max()]\n", "\n", + "\n", "model = X.generator.model\n", "n = 200\n", "t = torch.linspace(*tbounds, n, dtype=torch.double)\n", @@ -228,7 +223,7 @@ "# NOTE: the model inputs are such that t is the last dimension\n", "gp_pts = torch.flip(pts, dims=[-1])\n", "\n", - "gt_vals = g(gp_pts[:,0],gp_pts[:,1] - start_time)\n", + "gt_vals = g(gp_pts.T[0], gp_pts.T[1] - start_time)\n", "\n", "with torch.no_grad():\n", " post = model.posterior(gp_pts)\n", @@ -241,10 +236,11 @@ " ax.set_xlabel(\"unix time\")\n", " ax.set_ylabel(\"x\")\n", " c = ax.pcolor(tt, xx, mean.reshape(n, n))\n", - " fig.colorbar(c)\n", + " ax.plot(data[\"time\"].to_numpy(), data[\"x\"].to_numpy(), \"oC1\", label=\"samples\")\n", "\n", - " ax.plot(t,k(t-start_time),\"--C3\",zorder=10,label=\"optimal path\")\n", + " ax.plot(t, k(t - start_time), \"C3--\", label=\"ideal path\", zorder=10)\n", " ax.legend()\n", + " fig.colorbar(c)\n", "\n", " fig2, ax2 = plt.subplots()\n", " ax2.set_title(\"model uncertainty\")\n", @@ -253,35 +249,78 @@ " c = ax2.pcolor(tt, xx, std.reshape(n, n))\n", " fig2.colorbar(c)\n", "\n", - " ax.plot(data[\"time\"].to_numpy(), data[\"x\"].to_numpy(), \"oC1\")\n", - " ax2.plot(data[\"time\"].to_numpy(), data[\"x\"].to_numpy(), \"oC1\")\n", - "\n", " fig3, ax3 = plt.subplots()\n", " ax3.set_title(\"ground truth value\")\n", " ax3.set_xlabel(\"unix time\")\n", " ax3.set_ylabel(\"x\")\n", " c = ax3.pcolor(tt, xx, gt_vals.reshape(n, n))\n", - " fig3.colorbar(c)" - ], + " fig3.colorbar(c)\n", + "\n", + " ax2.plot(data[\"time\"].to_numpy(), data[\"x\"].to_numpy(), \"oC1\")\n", + " ax3.plot(data[\"time\"].to_numpy(), data[\"x\"].to_numpy(), \"oC1\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, "metadata": { - "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-11T20:10:18.648813Z", - "start_time": "2024-09-11T20:10:16.600705200Z" + "end_time": "2024-09-13T20:33:34.177979700Z", + "start_time": "2024-09-13T20:33:34.153978800Z" + }, + "execution": { + "iopub.execute_input": "2024-09-13T15:55:40.920087Z", + "iopub.status.busy": "2024-09-13T15:55:40.919502Z", + "iopub.status.idle": "2024-09-13T15:55:40.932446Z", + "shell.execute_reply": "2024-09-13T15:55:40.932014Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
xytimexopt_runtimexopt_error
0-0.8030870.6520071.726259e+090.001013False
1-0.6030870.4859681.726259e+090.000189False
2-0.4030870.2801311.726259e+090.000138False
3-0.2030870.1330611.726259e+090.000263False
4-0.0030870.0369651.726259e+090.000137False
..................
296-0.5317720.0004801.726260e+090.000169False
297-0.5698670.0001401.726260e+090.000168False
298-0.5709310.0000711.726260e+090.000153False
299-0.5825770.0002531.726260e+090.000154False
300-0.5679160.0000151.726260e+090.000166False
\n

301 rows × 5 columns

\n
", + "text/plain": " x y time xopt_runtime xopt_error\n0 -0.803087 0.652007 1.726259e+09 0.001013 False\n1 -0.603087 0.485968 1.726259e+09 0.000189 False\n2 -0.403087 0.280131 1.726259e+09 0.000138 False\n3 -0.203087 0.133061 1.726259e+09 0.000263 False\n4 -0.003087 0.036965 1.726259e+09 0.000137 False\n.. ... ... ... ... ...\n296 -0.531772 0.000480 1.726260e+09 0.000169 False\n297 -0.569867 0.000140 1.726260e+09 0.000168 False\n298 -0.570931 0.000071 1.726260e+09 0.000153 False\n299 -0.582577 0.000253 1.726260e+09 0.000154 False\n300 -0.567916 0.000015 1.726260e+09 0.000166 False\n\n[301 rows x 5 columns]" + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X.data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2024-09-13T20:33:34.206980500Z", + "start_time": "2024-09-13T20:33:34.167008100Z" + }, + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": "[('models.0.likelihood.noise_covar.raw_noise',\n Parameter containing:\n tensor([-49.5976], dtype=torch.float64, requires_grad=True)),\n ('models.0.mean_module.raw_constant',\n Parameter containing:\n tensor(8.1919, dtype=torch.float64, requires_grad=True)),\n ('models.0.covar_module.raw_outputscale',\n Parameter containing:\n tensor(33.6653, dtype=torch.float64, requires_grad=True)),\n ('models.0.covar_module.base_kernel.raw_lengthscale',\n Parameter containing:\n tensor([[-2.1513, -0.6404]], dtype=torch.float64, requires_grad=True))]" + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "list(model.named_parameters())" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2023-09-19T20:39:56.432421500Z", - "start_time": "2023-09-19T20:39:55.716392Z" + "end_time": "2024-09-13T20:33:35.070981200Z", + "start_time": "2024-09-13T20:33:34.183983300Z" }, "execution": { "iopub.execute_input": "2024-09-13T15:55:41.794609Z", @@ -290,7 +329,31 @@ "shell.execute_reply": "2024-09-13T15:55:42.111804Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "87.98955512046814\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": "
" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": "
" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# plot the acquisition function\n", "# note that target time is only updated during the generate call\n", From aa8b8a906bfac19aa5e9630cf24db140504a2a4f Mon Sep 17 00:00:00 2001 From: Christopher Mayes <31023527+ChristopherMayes@users.noreply.github.com> Date: Mon, 16 Sep 2024 07:35:57 -0700 Subject: [PATCH 6/9] Run pre-commit --- .../time_dependent_bo.ipynb | 117 +++--------------- 1 file changed, 15 insertions(+), 102 deletions(-) diff --git a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb index 885ebd6f..c0d6aad9 100644 --- a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb +++ b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb @@ -18,13 +18,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-09-13T20:30:39.123472900Z", "start_time": "2024-09-13T20:30:35.295829600Z" - }, - "collapsed": false + } }, "outputs": [], "source": [ @@ -62,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-09-13T20:30:39.181501800Z", @@ -75,23 +74,7 @@ "shell.execute_reply": "2024-09-13T15:55:17.658810Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "variables={'x': [-1.0, 1.0]} constraints={} objectives={'y': 'MINIMIZE'} constants={} observables=[]\n" - ] - }, - { - "data": { - "text/plain": "\n Xopt\n________________________________\nVersion: 0.0.0\nData size: 0\nConfig as YAML:\ndump_file: null\nevaluator:\n function: __main__.f\n function_kwargs: {}\n max_workers: 1\n vectorized: false\ngenerator:\n added_time: 0.1\n beta: 0.01\n computation_time: null\n custom_objective: null\n fixed_features: null\n forgetting_time: 20.0\n gp_constructor:\n covar_modules: {}\n custom_noise_prior: null\n mean_modules: {}\n name: time_dependent\n trainable_mean_keys: []\n transform_inputs: true\n use_low_noise_prior: true\n log_transform_acquisition_function: false\n max_travel_distances:\n - 0.1\n memory_length: null\n model: null\n n_candidates: 1\n n_interpolate_points: null\n n_monte_carlo_samples: 128\n name: time_dependent_upper_confidence_bound\n numerical_optimizer:\n max_iter: 2000\n max_time: null\n n_restarts: 20\n name: LBFGS\n target_prediction_time: null\n turbo_controller: null\n use_cuda: false\nmax_evaluations: null\nserialize_inline: false\nserialize_torch: false\nstrict: true\nvocs:\n constants: {}\n constraints: {}\n objectives:\n y: MINIMIZE\n observables: []\n variables:\n x:\n - -1.0\n - 1.0\n" - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# test evaluate function and vocs\n", "def k(t_):\n", @@ -140,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-09-13T20:32:07.380031400Z", @@ -168,40 +151,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-09-13T20:33:34.148978800Z", "start_time": "2024-09-13T20:32:07.388032300Z" - }, - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": "
" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAHHCAYAAABeLEexAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADO3UlEQVR4nOydeZwU1bn3f6d6nYUZ9hkGRmCAoAQEBRlBDRpHBy96JdcYMUaQ10A00WiIGk0QF8zFLV7ikpDF9arRkIW4XeKIO0xAQFwiIgiIAjPsDLP0dHfVef/oOtVdp7u6q9fpnnm+fPpTVNWp6lPVPd1P/56Ncc45CIIgCIIgejBKV0+AIAiCIAiiqyGDiCAIgiCIHg8ZRARBEARB9HjIICIIgiAIosdDBhFBEARBED0eMogIgiAIgujxkEFEEARBEESPhwwigiAIgiB6PGQQEQRBEATR4yGDiCAKjJ07d4IxhieeeCLpY998800wxvDmm29mfF7didtvvx2Msa6eBkEQOYQMIoIguhV79uzB7bffjk2bNnXJ869Zswa33347jhw50iXPTxBEapBBRBBEt2LPnj2444470jKIFi5ciI6OjpSOXbNmDe644w4yiAiiwHB29QQIgiAyQTAYhKZpGTmX0+mE00kfjwTRkyCFiCCSRMSXfPbZZ/je976H8vJyDBgwALfeeis45/jyyy9x4YUXoqysDJWVlfjVr34VdY59+/bhyiuvREVFBbxeL8aPH48nn3wyatyRI0dwxRVXoLy8HL1798acOXMslYdPP/0U3/72t9G3b194vV5MmjQJL7zwQkrXeMUVV2DYsGGW1x4JYwzXXHMNVqxYgbFjx8Lj8eDrX/86Vq5cGXX87t27ceWVV6KqqgoejwfDhw/H1VdfDb/fb7rm66+/HtXV1fB4PBg5ciTuuecek7Ej4qjuv/9+LF26FCNGjIDH48FvfvMbnHLKKQCAuXPngjFmird65513cPHFF+O4446Dx+NBdXU1fvKTn0SpQale5+23344bb7wRADB8+HDj+Xfu3Ilp06Zh/PjxMe/36NGjUV9fH3MfQRC5gX4CEUSKXHLJJTjhhBNw99134+WXX8Zdd92Fvn374ne/+x2++c1v4p577sEzzzyDG264Aaeccgq+8Y1vAAA6Ojpw5plnYtu2bbjmmmswfPhwLF++HFdccQWOHDmC6667DgDAOceFF16Id999F1dddRVOOOEE/P3vf8ecOXOi5vLvf/8bp512GgYPHoybb74ZJSUl+POf/4yZM2fir3/9K771rW9l9V68++67+Nvf/oYf/vCH6NWrFx588EFcdNFF2LVrF/r16wcg5MqaPHkyjhw5gvnz5+P444/H7t278Ze//AXt7e1wu91ob2/HtGnTsHv3bvzgBz/AcccdhzVr1uCWW27B3r17sXTpUtPzPv744/D5fJg/fz48Hg++9a1v4dixY1i0aBHmz5+PM844AwAwdepUAMDy5cvR3t6Oq6++Gv369cO6devw0EMP4auvvsLy5cvTvs7/+q//wmeffYY//elP+J//+R/0798fADBgwABcfvnlmDdvHj7++GOMHTvWOOd7772Hzz77DAsXLszES0EQRKpwgiCS4rbbbuMA+Pz5841twWCQDxkyhDPG+N13321sP3z4MC8qKuJz5swxti1dupQD4E8//bSxze/38ylTpvDS0lLe0tLCOed8xYoVHAC/9957Tc9zxhlncAD88ccfN7afffbZfNy4cdzn8xnbNE3jU6dO5aNGjTK2vfHGGxwAf+ONN+Je45w5c/jQoUMtrz0SANztdvNt27YZ2z744AMOgD/00EPGttmzZ3NFUfh7770XdV5N0zjnnC9evJiXlJTwzz77zLT/5ptv5g6Hg+/atYtzzvmOHTs4AF5WVsb37dtnGvvee+9F3R9Be3t71LYlS5Zwxhj/4osvMnKd9913HwfAd+zYYTr+yJEj3Ov18p/97Gem7T/+8Y95SUkJb21tjZobQRC5g1xmBJEi3//+943/OxwOTJo0CZxzXHnllcb23r17Y/To0di+fbux7ZVXXkFlZSUuvfRSY5vL5cKPf/xjtLa24q233jLGOZ1OXH311abnufbaa03zOHToEF5//XV85zvfwbFjx3DgwAEcOHAABw8eRH19PbZu3Yrdu3dn/Pojqaurw4gRI4z1E088EWVlZcZ1a5qGFStW4IILLsCkSZOijhfuqeXLl+OMM85Anz59jOs4cOAA6urqoKoq3n77bdNxF110EQYMGGB7nkVFRcb/29racODAAUydOhWcc7z//vtpX2c8ysvLceGFF+JPf/oTOOcAAFVV8fzzz2PmzJkoKSmxfR0EQWQecpkRRIocd9xxpvXy8nJ4vV7DTRK5/eDBg8b6F198gVGjRkFRzL9HTjjhBGO/WA4aNAilpaWmcaNHjzatb9u2DZxz3Hrrrbj11ltjznXfvn0YPHhwEleXHPK9AIA+ffrg8OHDAID9+/ejpaXF5CqKxdatW/Hhhx9aGjn79u0zrQ8fPjypee7atQuLFi3CCy+8YMxNcPTo0YTHJ7rORMyePRvPP/883nnnHXzjG9/Aa6+9hubmZlx++eX2LoAgiKxBBhFBpIjD4bC1DYChCGQDEWx8ww03WAbmjhw5MqlzWhUlVFU15vZMXbemaTjnnHNw0003xdz/ta99zbQeqfgkQlVVnHPOOTh06BB+9rOf4fjjj0dJSQl2796NK664wlaGWrrXWV9fj4qKCjz99NP4xje+gaeffhqVlZWoq6uzfR0EQWQHMogIIscMHToUH374ITRNM6lEn376qbFfLFetWoXW1laTSrRlyxbT+WpqagCE3G6Z+mLt06dPzGw2oV4ly4ABA1BWVoaPP/447rgRI0agtbU1reuwMuY++ugjfPbZZ3jyyScxe/ZsY3tDQ0PKz5XM8wMhg+q73/0unnjiCdxzzz1YsWIF5s2bZ2loEQSROyiGiCByzH/8x3+gqakJzz//vLEtGAzioYceQmlpKaZNm2aMCwaD+O1vf2uMU1UVDz30kOl8AwcOxJlnnonf/e532Lt3b9Tz7d+/P+k5jhgxAkePHsWHH35obNu7dy/+/ve/J30uAFAUBTNnzsSLL76I9evXR+0XCst3vvMdNDY24p///GfUmCNHjiAYDCZ8LhGLIxt0wuiIVHM45/j1r39t+zrsYPX8gssvvxyHDx/GD37wA7S2tuJ73/teRp+fIIjUIIWIIHLM/Pnz8bvf/Q5XXHEFNmzYgGHDhuEvf/kLVq9ejaVLl6JXr14AgAsuuACnnXYabr75ZuzcuRNjxozB3/72t5ixLo888ghOP/10jBs3DvPmzUNNTQ2am5vR2NiIr776Ch988EFSc5w1axZ+9rOf4Vvf+hZ+/OMfo729Hb/97W/xta99DRs3bkzpuv/7v/8br776KqZNm4b58+fjhBNOwN69e7F8+XK8++676N27N2688Ua88MILOP/883HFFVdg4sSJaGtrw0cffYS//OUv2LlzZ1SMlsyIESPQu3dvLFu2DL169UJJSQlqa2tx/PHHY8SIEbjhhhuwe/dulJWV4a9//avt+B+7TJw4EQDwi1/8ArNmzYLL5cIFF1xgGEonnXQSxo4di+XLl+OEE07AySefnNHnJwgiNUghIogcU1RUhDfffBOXXXYZnnzySfz0pz/FoUOH8Pjjjxs1iICQqvLCCy/gsssuw9NPP41f/OIXGDx4cMwCjmPGjMH69esxY8YMPPHEE/jRj36EZcuWQVEULFq0KOk59uvXD3//+99RXFyMm266CU8++SSWLFmCCy64IOXrHjx4MNauXYtvf/vbeOaZZ/DjH/8YTz31FM4880wUFxcDAIqLi/HWW2/hxhtvxJtvvonrrrsOd999N7Zu3Yo77rgD5eXlCZ/H5XLhySefhMPhwFVXXYVLL70Ub731FlwuF1588UVMmDABS5YswR133IFRo0bhqaeeSvmaYnHKKadg8eLF+OCDD3DFFVfg0ksvjVLphMuOgqkJIn9gPJvRngRBEEQUv/71r/GTn/wEO3fujJm5RhBE7iGDiCAIIodwzjF+/Hj069cPb7zxRldPhyAIHYohIgiCyAFtbW144YUX8MYbb+Cjjz7CP/7xj66eEkEQEZBCRBAEkQN27tyJ4cOHo3fv3vjhD3+IX/7yl109JYIgIiCDiCAIgiCIHk9BZZm9/fbbuOCCC1BVVQXGGFasWJHwmDfffBMnn3wyPB4PRo4ciSeeeCJqzCOPPIJhw4bB6/WitrYW69aty/zkCYIgCILIWwrKIGpra8P48ePxyCOP2Bq/Y8cOzJgxA2eddRY2bdqE66+/Ht///vdNRd+ef/55LFiwALfddhs2btyI8ePHo76+PqpnEkEQBEEQ3ZeCdZkxxvD3v/8dM2fOtBzzs5/9DC+//LKpXcCsWbNw5MgRrFy5EgBQW1uLU045BQ8//DCAUC+l6upqXHvttbj55pttzUXTNOzZswe9evWKW7afIAiC6NlwznHs2DFUVVVFNXjOJD6fD36/PyPncrvd8Hq9GTlXPtOts8waGxujeiLV19fj+uuvBwD4/X5s2LABt9xyi7FfURTU1dWhsbHR8rydnZ3o7Ow01nfv3o0xY8ZkdvIEQRBEt+XLL7/EkCFDsnJun8+H4UNL0bQvdjPmZKmsrMSOHTu6vVHUrQ2ipqYmVFRUmLZVVFSgpaUFHR0dOHz4MFRVjTlGNNqMhahyK/PFxmEoKy0oLyRBEASRQ1paNQw9eafRoicb+P1+NO1T8cWGYSjrld53UssxDUMn7oTf7yeDiIjmlltuwYIFC4z1lpYWVFdXo6xUQVkv6lpNEARBxCcX4RWlvRhKe6X3PBp6ThhItzaIKisr0dzcbNrW3NyMsrIyFBUVweFwwOFwxBxTWVlpeV6PxwOPx5OVORMEQRBEJlC5BjXNKGGVa5mZTAHQrf07U6ZMwapVq0zbGhoaMGXKFAChQLGJEyeaxmiahlWrVhljCIIgCKIQ0cAz8ugpFJRB1Nraik2bNmHTpk0AQmn1mzZtwq5duwCEXFmiizQAXHXVVdi+fTtuuukmfPrpp/jNb36DP//5z/jJT35ijFmwYAH+8Ic/4Mknn8TmzZtx9dVXo62tDXPnzs3ptREEQRAE0XUUlMts/fr1OOuss4x1EcczZ84cPPHEE9i7d69hHAHA8OHD8fLLL+MnP/kJfv3rX2PIkCH44x//iPr6emPMJZdcgv3792PRokVoamrChAkTsHLlyqhAa4IgCIIoJDRoSNfhlf4ZCoeCrUOUT7S0tKC8vByHP6uhoGqCIAjCkpZjKvp8bTuOHj2KsrKy7DyH/p305aeDM5JlVn387qzON18oKJcZQRAEQRBENigolxlBEARBEPbIRFB0TwqqJoOIIAiCILohGjhUMohsQy4zgiAIgiB6PKQQEQRBEEQ3hFxmyUEGEUEQBEF0Q1TOoaaZSJ7u8YUEucwIgiAIgujxkEJEEARBEN0QTX+ke46eAhlEBEEQBNENUTOQZZbu8YUEGUQEQRAE0Q1ROTLQ7T4zcykEKIaIIAiCIIgeDylEBEEQBNENoRii5CCDiCAIgiC6IRoYVLC0z9FTIJcZQRAEQRA9HlKICIIgCKIbovHQI91z9BTIICIIgiCIboiaAZdZuscXEuQyIwiCIAiix0MKEUEQBEF0Q0ghSg4yiAiCIAiiG6JxBo2nmWWW5vGFBLnMCIIgCILo8ZBCRBAEQRDdEHKZJQcZRARBEATRDVGhQE3TEaRmaC6FABlEBEEQBNEN4RmIIeIUQ0QQBEEQBNFzIIWIIAiCILohFEOUHGQQEQRBEEQ3ROUKVJ5mDFEPat1BLjOCIAiCIHo8pBARBEEQRDdEA4OWpu6hoedIRGQQEQRBEEQ3hGKIkoNcZgRBEARB9HhIISIIgiCIbkhmgqrJZUYQBEEQRAETiiFKs7krucwIgiAIgiB6DqQQEQRBEEQ3RMtALzPKMiMIgiAIoqChGKLkKDiX2SOPPIJhw4bB6/WitrYW69atsxx75plngjEW9ZgxY4Yx5oorrojaP3369FxcCkEQBEFkDQ1KRh49hYJSiJ5//nksWLAAy5YtQ21tLZYuXYr6+nps2bIFAwcOjBr/t7/9DX6/31g/ePAgxo8fj4svvtg0bvr06Xj88ceNdY/Hk72LIAiCIAgi7ygo0++BBx7AvHnzMHfuXIwZMwbLli1DcXExHnvssZjj+/bti8rKSuPR0NCA4uLiKIPI4/GYxvXp0ycXl0MQBEEQWUPlLCOPnkLBGER+vx8bNmxAXV2dsU1RFNTV1aGxsdHWOR599FHMmjULJSUlpu1vvvkmBg4ciNGjR+Pqq6/GwYMH456ns7MTLS0tpgdBEARB5BOqHlSd7qOnUDBXeuDAAaiqioqKCtP2iooKNDU1JTx+3bp1+Pjjj/H973/ftH369Ol46qmnsGrVKtxzzz146623cN5550FVVctzLVmyBOXl5cajuro6tYsiCIIgCCIvKKgYonR49NFHMW7cOEyePNm0fdasWcb/x40bhxNPPBEjRozAm2++ibPPPjvmuW655RYsWLDAWG9paSGjiCAIgsgrNK5ASzPLTKMss/yjf//+cDgcaG5uNm1vbm5GZWVl3GPb2trw3HPP4corr0z4PDU1Nejfvz+2bdtmOcbj8aCsrMz0IAiCIIh8glxmyVEwV+p2uzFx4kSsWrXK2KZpGlatWoUpU6bEPXb58uXo7OzE9773vYTP89VXX+HgwYMYNGhQ2nMmCIIgCKIwKBiDCAAWLFiAP/zhD3jyySexefNmXH311Whra8PcuXMBALNnz8Ytt9wSddyjjz6KmTNnol+/fqbtra2tuPHGG/Gvf/0LO3fuxKpVq3DhhRdi5MiRqK+vz8k1EQRBEEQ20JB+ppnW1ReRQwoqhuiSSy7B/v37sWjRIjQ1NWHChAlYuXKlEWi9a9cuKIrZxtuyZQveffddvPrqq1Hnczgc+PDDD/Hkk0/iyJEjqKqqwrnnnovFixdTLSKCIAiioMlEYcWeVJiRcd6DIqayREtLC8rLy3H4sxqU9XJ09XQIgiCIPKXlmIo+X9uOo0ePZi3+VHwn/XbjKSgqTU/36GgN4uqT38vqfPOFglKICIIgCIKwR2Z6mfUchYgMIoIgCILohmhg0JBepel0jy8kyCAiCIIgiG4IKUTJ0XOulCAIgiAIwgJSiAiCIAiiG5KJwoo9qTAjGUQEQRAE0Q3ROIOWZrf6dI8vJHqO6UcQBEEQBGEBKUQEQRAE0Q3RMuAy60mFGXvOlRIEQRBED0J0u0/3kSyPPPIIhg0bBq/Xi9raWqxbty7u+OXLl+P444+H1+vFuHHj8Morr5j2c86xaNEiDBo0CEVFRairq8PWrVtNYz777DNceOGF6N+/P8rKynD66afjjTfeSGreZBARBEEQBJERnn/+eSxYsAC33XYbNm7ciPHjx6O+vh779u2LOX7NmjW49NJLceWVV+L999/HzJkzMXPmTHz88cfGmHvvvRcPPvggli1bhrVr16KkpAT19fXw+XzGmPPPPx/BYBCvv/46NmzYgPHjx+P8889HU1OT7blT644MQK07CIIgCDvksnXH4nXfhDfN1h2+1iBunfy67fnW1tbilFNOwcMPPwwA0DQN1dXVuPbaa3HzzTdHjb/kkkvQ1taGl156ydh26qmnYsKECVi2bBk456iqqsJPf/pT3HDDDQCAo0ePoqKiAk888QRmzZqFAwcOYMCAAXj77bdxxhlnAACOHTuGsrIyNDQ0oK6uzta1kkJEEARBEN2QXLvM/H4/NmzYYDJAFEVBXV0dGhsbYx7T2NgYZbDU19cb43fs2IGmpibTmPLyctTW1hpj+vXrh9GjR+Opp55CW1sbgsEgfve732HgwIGYOHGi7flTUDVBEARBEHFpaWkxrXs8Hng8HtO2AwcOQFVVVFRUmLZXVFTg008/jXnepqammOOFq0ss441hjOG1117DzJkz0atXLyiKgoEDB2LlypXo06eP7WskhYggCIIguiEqABUszUeI6upqlJeXG48lS5Z05aWZ4JzjRz/6EQYOHIh33nkH69atw8yZM3HBBRdg7969ts9DChFBEARBdENSzRKTzwEAX375pSmGSFaHAKB///5wOBxobm42bW9ubkZlZWXM81dWVsYdL5bNzc0YNGiQacyECRMAAK+//jpeeuklHD582Jjjb37zGzQ0NODJJ5+MGbsUC1KICIIgCKIbIpq7pvsAgLKyMtMjlkHkdrsxceJErFq1ytimaRpWrVqFKVOmxJzjlClTTOMBoKGhwRg/fPhwVFZWmsa0tLRg7dq1xpj29nYAoXilSBRFgaZptu8XKUQEQRAEQWSEBQsWYM6cOZg0aRImT56MpUuXoq2tDXPnzgUAzJ49G4MHDzZcbtdddx2mTZuGX/3qV5gxYwaee+45rF+/Hr///e8BhOKDrr/+etx1110YNWoUhg8fjltvvRVVVVWYOXMmgJBR1adPH8yZMweLFi1CUVER/vCHP2DHjh2YMWOG7bmTQUQQBEEQ3RAOBg3p9SLjSR5/ySWXYP/+/Vi0aBGampowYcIErFy50giK3rVrl0nJmTp1Kp599lksXLgQP//5zzFq1CisWLECY8eONcbcdNNNaGtrw/z583HkyBGcfvrpWLlyJbxeL4CQq27lypX4xS9+gW9+85sIBAL4+te/jn/84x8YP3687blTHaIMQHWICIIgCDvksg7RjWtmwFPqSutcna0B3Df15azON1+gGCKCIAiCIHo85DIjCIIgiG6Ixhk0np7LLN3jCwkyiAiCIAiiG6JmoNt9uscXEj3nSgmCIAiCICwghYggCIIguiHkMksOMogIgiAIohuiQYGWpiMo3eMLiZ5zpQRBEARBEBaQQkQQBEEQ3RCVM6hpurzSPb6QIIOIIAiCILohFEOUHGQQEQRBEEQ3hGeg2z1P8/hCoudcKUEQBEEQhAWkEBEEQRBEN0QFg5pmc9d0jy8kyCAiCIIgiG6IxtOPAdJ6UPt3cpkRBEEQBNHjIYWIIAiCILohWgaCqtM9vpAgg4ggCIIguiEaGLQ0Y4DSPb6QKDjT75FHHsGwYcPg9XpRW1uLdevWWY594oknwBgzPbxer2kM5xyLFi3CoEGDUFRUhLq6OmzdujXbl0EQBEEQRB5RUAbR888/jwULFuC2227Dxo0bMX78eNTX12Pfvn2Wx5SVlWHv3r3G44svvjDtv/fee/Hggw9i2bJlWLt2LUpKSlBfXw+fz5ftyyEIgiCIrCEqVaf76CkUlEH0wAMPYN68eZg7dy7GjBmDZcuWobi4GI899pjlMYwxVFZWGo+KigpjH+ccS5cuxcKFC3HhhRfixBNPxFNPPYU9e/ZgxYoVObgigiAIgsgOIoYo3UdPoWCu1O/3Y8OGDairqzO2KYqCuro6NDY2Wh7X2tqKoUOHorq6GhdeeCH+/e9/G/t27NiBpqYm0znLy8tRW1sb95ydnZ1oaWkxPQiCIAiCKFwKxiA6cOAAVFU1KTwAUFFRgaamppjHjB49Go899hj+8Y9/4Omnn4amaZg6dSq++uorADCOS+acALBkyRKUl5cbj+rq6nQujSAIgiAyjgZm9DNL+UFB1d2DKVOmYPbs2ZgwYQKmTZuGv/3tbxgwYAB+97vfpXXeW265BUePHjUeX375ZYZmTBAEQRCZgetZZuk8eA8yiAom7b5///5wOBxobm42bW9ubkZlZaWtc7hcLpx00knYtm0bABjHNTc3Y9CgQaZzTpgwwfI8Ho8HHo8nySsgCIIgiNxB3e6To2AUIrfbjYkTJ2LVqlXGNk3TsGrVKkyZMsXWOVRVxUcffWQYP8OHD0dlZaXpnC0tLVi7dq3tcxIEQRAEUfgUjEIEAAsWLMCcOXMwadIkTJ48GUuXLkVbWxvmzp0LAJg9ezYGDx6MJUuWAADuvPNOnHrqqRg5ciSOHDmC++67D1988QW+//3vAwhloF1//fW46667MGrUKAwfPhy33norqqqqMHPmzK66TIIgCIJIG6pUnRwFZRBdcskl2L9/PxYtWoSmpiZMmDABK1euNIKid+3aBUUJv3iHDx/GvHnz0NTUhD59+mDixIlYs2YNxowZY4y56aab0NbWhvnz5+PIkSM4/fTTsXLlyqgCjgRBEARRSJDLLDkY57wH9bLNDi0tLSgvL8fhz2pQ1svR1dMhCIIg8pSWYyr6fG07jh49irKysuw8h/6ddOGr/w+uEnda5wq0+fGPcx/L6nzzhYJSiAiCIAiCsAf1MksOMogIgiAIohtCLrPk6DnRUgRBEARBEBaQQkQQBEEQ3RBSiJKDDCKCIAiC6IaQQZQc5DIjCIIgCKLHQwoRQRAEQXRDSCFKDjKICIIgCKIbwpF+2nxPKlRIBhFBEARBdENIIUoOMoiI7ovGgb0BoF0Fih3AIBeg9Jw/boIgCMI+ZBAR3ZPtPrDVx8DaNGMTL1HAT+sF1FCfOoIguj+kECUHGURE92O7D+zVo9Hb2zSwV4+CnwsyigiC6PaQQZQclHZPdC80Drb6GABEhRKKdbb6WMidRhAEQRA6pBAR3Yu9AZObTIYBQJsGvjcADE6vCzRBEEQ+QwpRcpBBRHQv2tXMjiMIgihQOGfgaRo06R5fSJBBRHQvih2ZHUcQOUKDtbLZXVEoaoPII8ggIroXg1zgJUoogDrGbg4AJUooBZ8gCKIbo4GlXZgx3eMLCTKIiO6FwsBP6xXKJoM5sFqEUfPTelE9IiJr9ESlJ1VSvVekLNmDYoiSg95VRPejxgt+bnlICYqkRAltz/eUe40Du/3A1o7QkjLiCIIgsg4pRET3pMYLPswTyiYrpErV3a2gZDeqFk7KT/5g97Xo6UoSBVUnBxlERPdFYYWVWt/dCkp2N+OOIAoMcpklR882nwkiX+huBSWFcSfXhNKNO2z3dc284qAl+EcUHj39NRUKUbqPngIZRASRD+gFJa0+ehgQUlr2BnI5q9TobsYdQRA9AnKZEcnTjeJC8obuVFAyT6uF9wRFwA4qt3cfHKz7/15O9J4o9BgkngGXWU9SiMggIpKD4kKyQ3cqKNnFxl2hGj52DZVckYv55LvRZfVeKhRDiQPgaQqxPUnHLYxXlcgPCikupNBS1/WCklaz5AgZngVRULI7GXcEQfQYSCEi7JEgLoQjFBfCh3m63n1WiCpWdyoomaNq4fmuBOWb4pOPJHuP8kVRKhTlSAMDo0rVtsmvV4/IXwol6LeQVCwZuwUl81390o07IFpuNxl3QH5fB0EUOJRllhykEBH2KISg30JSsaxIVFCyUNSvGi/4uXo2WaRx6mXgZ4SMIfbMgaSuI18UoUJVfrQUo0GUPFII8j0gvFCUIyI2ZBAR9jgStDfuaBcaRHazm/b4AcbyN0vOqqBkoRVurPGCcw68cwzMF/oyZj4OvNUC+GOMz9frIIgCReMMjAoz2oYMIiIxn3eAbWhPOIwDYJs7wE8u6RoDw6Y6xRqOgnWGfy3nlcJiVdLArvp1nBtoDuaHsfd5B1hDS/R2f/Q1AObrUId13by7SgFKVcHJNtmcV7bUp0SvYa4VpEjlKJevM+cZyDLLz7dlViCDqKuRvwArnPnzhQaEVImGFlsfW11VX8bAbtZSp/QXni/KRDx3mEexpX7h6QOGGmM6PlfXJd7POzrAPvZZGj5WiOtgewPghdR2hSCIgocMoq4k1hcgA1jE93WXqhcRqkRSdFUckZ3sJsRRWN5uCSkszi7w9ydyh40rsnceXxcaezHezynTnn2VJttKUL4qPvlEsvcoU4pSvilI2YKauyZH93jV851YWUFW2VDy50NXZkclyCyzpKvqy+zsBILc0hhisFYnGELxLezJ/cDqltxmPdlpdbHV3uvfZa0yrN7PqVJMH00EkS6UZZYcpBBlm1gqUDED9Ox0qy+wyPUuy47amZwRZnzd+rpAIbJSWHTs3jUWANhHHcBHHblT5+wEg/s4uIsBgdgGXzyy7sqMY9Ali6hRxDNYgDJbSlC2FKB8yabLBulmW9m95+kqSVbvmUJTjiioOjkK69UF8Mgjj2DYsGHwer2ora3FunXrLMf+4Q9/wBlnnIE+ffqgT58+qKurixp/xRVXgDFmekyfPj0zk7X61dzOwZL4YuuSGj+fd4QMgyQw1Ig1rbmtKZPBL2QTuVLn7LoYA2ne02y5MlNVEi3QTivNr6w/ImMIYy/ZJUHkgoIyiJ5//nksWLAAt912GzZu3Ijx48ejvr4e+/btizn+zTffxKWXXoo33ngDjY2NqK6uxrnnnovdu3ebxk2fPh179+41Hn/605/Sn6wNN0jS5Co25/MOsNfsBVLLdInxluEvZEHO3E1JuBjTusZsuTIz9L7kALRzeoHXeFI6XuVazEeqaOBxH/bPk9y/dFE5z8kjVXJhFKX7mlmR6fdYthFZZuk+egoF5TJ74IEHMG/ePMydOxcAsGzZMrz88st47LHHcPPNN0eNf+aZZ0zrf/zjH/HXv/4Vq1atwuzZs43tHo8HlZWVmZ1sAjdISuQiNieJrLK47OjIXaZZFg3FnGTO+dSoYPpIEsU/yeNibc9EqwxL0nxfisvW6krBR9h3T2bqiyjdL8pMqRjpGBldQSbm62D2Pmky1ZU+0WudqqtNfi/mi2stZNCkG1SdockUAPnxqtnA7/djw4YNqKurM7YpioK6ujo0NjbaOkd7ezsCgQD69u1r2v7mm29i4MCBGD16NK6++mocPHgw7nk6OzvR0tJiekQ/WWa/pLmHZb+xZ6pZZTFgH/uAxsycKyG5MBSzZXTpBmi8z+lkXKsyOemDNsgFXswSmhXx9mvji8BH2sykIwgir0kmtAUAli9fjuOPPx5erxfjxo3DK6+8YtrPOceiRYswaNAgFBUVoa6uDlu3bo06z8svv4za2loUFRWhT58+mDlzZlLzLhiD6MCBA1BVFRUVFabtFRUVaGpqsnWOn/3sZ6iqqjIZVdOnT8dTTz2FVatW4Z577sFbb72F8847D6pq/QW4ZMkSlJeXG4/q6uroQRn+kubjirMfV5Fh1xP7oB34PLk4pJRI0Ck+I2TD6MpW7FMkch+0bKAwaCd4E15DTIPNpbvJppRaHpcpN0WqbpRUXVyZckElct0VwiP79ygzbshMudryxbXWFVlmyYa2rFmzBpdeeimuvPJKvP/++5g5cyZmzpyJjz/+2Bhz77334sEHH8SyZcuwdu1alJSUoL6+Hj5fOL7zr3/9Ky6//HLMnTsXH3zwAVavXo3vfve7Sc2dcV4YgtiePXswePBgrFmzBlOmTDG233TTTXjrrbewdu3auMfffffduPfee/Hmm2/ixBNPtBy3fft2jBgxAq+99hrOPvvsmGM6OzvR2dlprLe0tKC6uhqHP6tBWS/9i1PjYE/tNxXJSwUOAB4GPmdA9g2irR1QVsVQu9KAexn47BzMPSLLLJPPZGQ9XdY/89ew2w/lxcOZPSf0OTsBPr03UOXOzb1/q8VU/dsK9SQvwEL9t3mVC9zG/LraNZaqSyxTLrDuUs8oEzWE7LrYop87vd/+map/5GAKWo5p6Pe1HTh69CjKysoycl6ZlpYWlJeXY8T/3gJHcXo/htR2Hz6/fInt+dbW1uKUU07Bww8/DADQNA3V1dW49tprY4a2XHLJJWhra8NLL71kbDv11FMxYcIELFu2DJxzVFVV4ac//SluuOEGAMDRo0dRUVGBJ554ArNmzUIwGMSwYcNwxx134Morr0z5WgtGIerfvz8cDgeam5tN25ubmxPG/9x///24++678eqrr8Y1hgCgpqYG/fv3x7Zt2yzHeDwelJWVmR5RKAx8VGZ+lfNpZbnJuklCBbH7Ec18PDcB1had4tP5Ksm6uylLbjgGgAUB7PVn/X3Dt3eEDFEbxhAAYIgHfHIptMml4ENil5HINyXIilwpPlHPC14Qj3SuO/P3PD0FKdPKUSEih4lEigKCVEJbGhsbTeMBoL6+3hi/Y8cONDU1mcaUl5ejtrbWGLNx40bs3r0biqLgpJNOwqBBg3DeeeeZVCY7FIxB5Ha7MXHiRKxatcrYpmkaVq1aZVKMZO69914sXrwYK1euxKRJkxI+z1dffYWDBw9i0KBB6U96WHoGEWcAP6csd1Wqbbqekv4Y2N2ZmzT8Gi/4Zf2hXdAH2tll0CaVAB5rg4BHPGLiYdl1N2U59oltyLLLUuNQVreGnivBUA696nq24+AIgjDIpMusurraFCqyZMmSqOdLJbSlqakp7nixjDdm+/btAIDbb78dCxcuxEsvvYQ+ffrgzDPPxKFDh2zfr4LKMluwYAHmzJmDSZMmYfLkyVi6dCna2tqMrLPZs2dj8ODBxgt1zz33YNGiRXj22WcxbNgw4+aVlpaitLQUra2tuOOOO3DRRRehsrISn3/+OW666SaMHDkS9fX16U84QSsJKwxloq4MGJHDQFOFgY/0hmJ/4lGigE8tNXUxj3vaje3gW3y5KXIodYrnJ5eAb2wD+6jd3NDVy8DP6BVy36w+ZqoVxT0sFLOV7Sa1Kb4/7MIAoKEFnLGM3ffIX9Nsrx+KjUxKI4vMor5Qur+Yk/2lnqwLzK7rK9l5xFJRsvE8hYRD/0tItQBjotfKyuVm9Z5I5GqT55mtZrUpE/cXXxLnAPDll1+avCEeT2rlMbKBpoVev1/84he46KKLAACPP/44hgwZguXLl+MHP/iBrfMUlEF0ySWXYP/+/Vi0aBGampowYcIErFy50rAcd+3aBUUJv4F/+9vfwu/349vf/rbpPLfddhtuv/12OBwOfPjhh3jyySdx5MgRVFVV4dxzz8XixYsz82IrDHxqaeyO3/Hoqv5l232WxhAHQn2+xpcYDWc5AOjXlvBjoKsaqCoMmFQaMoxidZEHwId5LPdle278tF6h+4LkYp+SGZ+1Kud2+415GLRp0fWFVK7BwRnY3gBYuwZerIBXOqkoI0Fkiky03tCPtwwPiSCV0JbKysq448WyubnZ5Llpbm7GhAkTAMDYPmbMGGO/x+NBTU0Ndu3alegKDQrKIAKAa665Btdcc03MfW+++aZpfefOnXHPVVRUhH/+858ZmlkMtvvA1rTa/uLiAPjEYuCkklDH+60dufuCtpHxxA4GQy4PMZcRReDbO6F8Hu1LjjoWXdiCBIhSjmzvyzY1XvBzEa1SITPB4ZmqoxTzF7TNfmPaOb1C8UISyvZOONa0wxl53SUKglOLocUpzpgtRShTSpBd5SdVpadg6hVl8U/crpJkV0GyqxwVvGKUZSJDW0TKuwhtsfrenjJlClatWoXrr7/e2NbQ0GCEwgwfPhyVlZVYtWqVYQC1tLRg7dq1uPrqqwEAEydOhMfjwZYtW3D66acDAAKBAHbu3ImhQ4fann/BGUQFQ4LeWrHgIzxAPxfYnw6ae5/lQjGy008r1hfrMA9gwyCKe46eTo3XrFIdVcE+arcMVOZeBn56KfBOK9BpswVMNgK4feGP/3gFIXlV9GvNtnfC0dAafVCbBmdDK4LnIK5RRBQmKucpZ4oRyZOJStPJHp9saMt1112HadOm4Ve/+hVmzJiB5557DuvXr8fvf/97AABjDNdffz3uuusujBo1CsOHD8ett96Kqqoqw+gqKyvDVVddhdtuuw3V1dUYOnQo7rvvPgDAxRdfbHvuZBBlgyTry3AAcAOo8cQ2onLhbrL7hSmPSyUwOFtFDjU9oy3Xrq9MECv2aY8f2OMPvUE8LHRNJeHr4opi3+hO8nVKqKpoHMqaNgDxC0JqU81xWCrXAI3DbRGMLZRE55p2+IeFUvLtKimZUoLsPl8iJSihkpTkN02h5SZp+vXJmkrc607w5yoUl0T3PpGClKpylGysUVcrRpnoVp/s8cmGtkydOhXPPvssFi5ciJ///OcYNWoUVqxYgbFjxxpjbrrpJrS1tWH+/Pk4cuQITj/9dKxcuRJeb/j78L777oPT6cTll1+Ojo4O1NbW4vXXX0efPn1sz71g6hDlM6Lmg1GHKIn6MkYA9TlloaaoFgG2Wa2HA9ies3ZBH7O6o3GwZw4kFRgcdY5MsN0HtvpY7pW1rkb0nYvT9iOZ941do4Lt9sPxYmJjzH9BGXiVObOM7QnA/WLiuLrOC3pBq7LOSsu2AZRtgyfR7JMNulZz/EnuSOFjyJHgUyKREzaRupTI4Ej8/AmOt6luxXOttRzTUDl6V07qEA17bCGUNOsQae0+7Px/d2V1vvlCwaTdFxTJKCCikrDXEbdKdNabpiZIuRdp01HtQ/TAYLtwbxZakAj3pOzyy1W3+nTROLDbH4oZ2+1PrkTBiCLwurKYySRZraNkM6CaxRgXa5vdYwmCSALOMvPoIZDLLBvYdE9oU0oB0ZJjq816MdlyN8XJeEr4xVrjBT+HA4mUCiCU6p7JL+c47skuD+S2QyaUrRFF4DHKBySTrZh0NWabAdU8xrhY2+wcm2iO6brCrBQZSwXJ4vnSVX4SKT35YiYmsttjvcri2q3UJfHpZqXkWLnhDFL8E7frYkvVtZZupexU6YoYokKGDKJskKC+jHBjILI/md0Yj2w3MvWw6BYMHhaqlh3vi3VEUcI0fD6+OPN1lVINBs8HrALvU4kZkwOzsxxDxW2+x3ll9EcMr3QmPJaXMGgxjiUIgsgW9ImTDVJRW+waUdmq9Gvx5cwB+20ZLJQKowhiNopMphoM3tVkQ9lKonxAqv25Ip9LO60Uyqstlu/x4FSLhsQKQ3BqMZwNrZbHBqaWQFPiV5XLdGxQppQgq/NbKT/W57H3uueiCLwd5Jc68i/OId0Tec5RgdcJlCRLKSiBgmMV5Gz1mlkpR4mCsuMpRmn/7SVDBgsz9gTIIMoWFvVlLN0Y6bis0iWTX845ViryRllLlkJWtnR4jQfauWWh9h3SezxhLaEaD/znAK41bWBt4U9cXsJCxlCNG/njHCLSRQWLMoqI7NMVWWaFDBlE2SRZ4yBZIypTZPrLOZeFDrtaWUuVLlK2Mv3rNDjcBQztDdYUtFVt2vRLu8aNzmEuKBHHapVOXRmK31Q14bkjx6epCNlVguwqQFbKj5XSY1cpsjsu0whDx+r6xf5Yf6HibSK/y41jLJQkKwXJKgbJMvbI4pZZKUeZUoyI/IQMomyTrHGQa4UFKFy3E9C1ylo6FKqyFQuFgVe5Uvv9r7AYqfWkJBBExqA/J9uQQZSP5LqVRKF/OWdSWctVccccK1uZVoaSbcgaL8Mr1eyxdBUhu7FBiZSgVBUgq3HWxyc3PlckzN6LkXpqpSpZqUmykiQrSPZjkKQNVnFo0rBMKka5bL1CLrPkIIOIKFy3UySZUNZyWdyxUJWtDKJB67J0ZILoEVBQdVKQQUR0ny/ndJS1TKbA2yUHMWOZUoYyqQiZx0WfN1eKUKaVoEQKUPR4e4qPatUWwuYv90wpSFZB0XKpWEVWhDjgkO6e5WvJZAXGrCTJCpKVchT53Cak81vWPZLfgzZvoV3FiMhPyCAiQnRVQHc+0JXFHbsiZixPocaf3RcVChzQEOAOuJgKH3fCy4LwwwE3VGNJZBqGlKtVms7RMyCDiAjTU7+cuzoFPgsxY/mqDMWcl8ZDmWZtoUwzVDpM77kopaeLFaFUlaBEyo+s+FjGGHGrRqLZdT9aNQ1S5Dsl1Bxm3h6AAgc4AjwUi+jjTiiMw4/Quh8OOHh8JSlKQdJfY7vKkVXMUXSJ/fiKkVVdI5lYipFd9TQjkMssKcggyle6qnN7rgO684FCzrKTyKkhpHEj3V4r1itLW6bbx3aNOXcE4F3TASWiFpFWwtAx1YvAcHPMmmzAZMsAsnKFWRk+iQwZYfgkHKcbOrJhk7xhlJsfMOHOh+ZkC2EICcMnNCI0VhhVhhElGU/y3KMNIM10PjE+XUMpkWst0wYSkZ+QQZSP9NTO7V1FoWfZdQHK9k4417Sb3qOaqahiYpw7AihqaI/azto4ihs60H4OoowiojChwoxdBClESUEGUb7RFcG9PZ1ukGWXS2VI2d4JZ0Nr1HbWxuFuaIX/nFLDKLKal6pqKF0TamhsFbflXd0B31BHlOpkpQxlSxFK1gVmuT+BAiQrPlFqiXxc1Hh7LjPVZjC2w6pTs06Uq0wcJ20X6wFEq0qymiSMpkQKkqE06XO0crUJ5chucLalay1NxSgybT+3LjOWfrf6HpR2Tzmv+USC4F5AD3rOl+ZF3QU9yw6I/jFUUFl2uUDjcK4JqTpW71HXmraE71FHkwqljVs6EBgARzvgfd+fzmwJgiBsQwpRPtHVwb09mQLNsst58HRT4vcoa+NAkz9GBeqwmuNst/d8xRv8CPZV4B8e/qiyGyuUriJkFfOTrBKUSAES50uk+KjcPD48/9i/a63S9W0TVTQx9mumSMHThqqjj49UmmRVyRgToSKFxonCiroypF+jHIMkjrOKPRLKkVVwdjiGKLZihAwpRpG7c6kQcW5dezKZc/QUyCDKJ7pRcG9B0lOz7JKA2TRkWHv8T1FebP/LunS1D4eGltDrQBDJQjFESUEGUT5Bwb1dT3fJstM42N4A0K4BxQq4hWFnVxkyYiFsGjK82Lp1AQAEKhVoJQwsjtsMCLvOit/349jJIi7JjFWsULYVoURKkFUMUNRxCZQfVRpn7E8QUxQelxlDUrH4ZpTT66NUIMaj1CWhKhlZY5LiIitAYhlWjsRrZk85CitCoe3iXlrFGmVLMaI6W/kNGUT5RDcI7iW6Hra9E8rq1qgsRe20UvAaT1rn1iqdcQ0ZDoCX6Cn48VAY2qZ6UNrgs/W8xRsC8PdR0DmcPrIKEVGYkcgxFFSdFPTpkk90lxYaRNaxih1i2zuhvNoSvaNNg/JqC7Rzy8BrPEkrQwZKKLXe3dBq+R71Ty2CyhAz+CDyfP7hLnRMVFG8warkn5lejX50RGSdybFCiQop2s0aS1cRsqsEWSlAWtTxsWOUEhV2DN+HzOTOWMcQ8ZjjDOWIR8cEKbIyJMUdWSlIySpHqoViJOZs1COSYo2SVYys6hiFCzOK4TynzV0ZjyFepXCOngJlmeUbNV7wc8tDSlAkJUpoe7aCezUO7PYDWztCS8pkKzw0DmV1KB3eKgNMWd2a9mur1bjhP6cUvMT8LLyEofOcYqg26xABQMdJHqglLGGYAgPgbONwN5HKUIgIQ6JNS0+hJJKEZ+jRQyCFKB/JdXAvFYIsGOJllTGbWYraXj8QIwMsGYI1TgSHlYVabrRzcL1StR1lCIiI+1EYWqd6UGbTdcbatQhFRZxbnNOsCEHaLscKJasI+fVaOakqQeHjYytAsvKjJYwtMqsh8vXKWGWjJULOIpMLLFrtj96uQWEcbZonSkVKpCAJBSdl5Uhfd+maUHicUH5Cr41VdpqVYgQmXiPp3hiqpLgucRcYOQ7zGDKI8hUR3CtaeHzuy45hRIUgCwJb6fW2M8ASJ/5ajTDNQ2FGar3dDvWRAdBin3+oA9wFMBues0ARS2gI5doAMsZJBo0oNmhl+Bj7o1xosttHWrdK35e3RwWJp2YQRQdESy4yyaiJ2s60KCMpel2MNRsw4hwuFjI5EhlKokGsKh0vG5eyQSQMKqPBLBP3ylwgMipIW2oRAiNoWvp7EKuMW/biywoUQ5QUZBDlM9lWbrqyy3s+01V95NLFdgZYfnnKXU0qFBvGkOoFfJX5NXfCHtS6o4ugtPukIIMoX8mFcpOLQpCFZlzkyn2YhfvCbWYp8jgZYJkqGpeoQ71pf5u95zw20gkt4h6lqgwFeGylR4yTlZtEio7sCpOVIVkx0qLOF1sBMtpUaPLzxk6/N4Ky5f0puspkZBeYoeZIbquo/bqrLDRWUnwsFSOujwsCAPzMaZwr8njZxabpyo7sWpPHh98bUjq8FNxtlbYfVnxgxkbwtVwwlMgfyCDKR3Kl3GS7EGShxSblyn2YrfuiMGinlUJ5tcUyAyw4tTjvDFKt2N582o+j+luFisZZlKuNyAGkECUFGUT5SK5aeGSzEGShxSblyghN8r4k25qD13ignVsWyiaTWpAEpxZDs6hDlEgZsmzSGtVGw74yJI4NVCpQS5hlbzMOQC1haKt0IPLVsVKGApbByVIMD2LH+Pi5U1+PHSNkpQgZx3ExD6c0LwuFiMsKkjn9PqBZxRiZlaXo9PzMKEVRwdGGIhQ7uFqRApAVFlaIwsqQFOysqKZzhpUkh+nc4nhxr2TlR9xzoSw5jPR6fT2hYhS6R1GxSFaKUZLB1wDPbVA1GURJQQZRPpKrFh7ZKgRZiLFJOXIf5uK+8BoP1GFusL0BaO0qeLHuJsvkvdZ4KMOsTQMvVqBWRnelt43CcHSKG31e67RUtg6cmueuViIupBARhQAZRPlIrlp4ZKsQZCE2qc2FEZrEfdEGp/enqTIOVDmR6E88aWVI43C+74Pro04onRGbSxg6pnqhDdezzuLFDCGkDkWe2TfciYN1HL0bA3BGxBSpJQz7TnWjbbgz5SyyqHR3i1ghQ9GJUnjMCk4iRUgeJytAshIk1oOaOaZIrIezyGJvl5UiQVhpiv/3K8ZZGSzRSlDstHpFUo6cilBhuLEtrPSYs8NcIltMihGSlSWXois9kLbripAYb8TwcKHcMGMugH3FSGy3KvQYvrX2YovAWMZaqdiCssySggyifCSXLTxqvODncLB3jgG+iA++dGJaCrFJbS6M0KTuS/79aTq2++F+u91kCAlYG0dxQwfazwECw1N7X3YMd6JjqAOuvRocHRyBIgZfpQJVocyyQkcDs+yFRmQPqlSdHPn3qdudSDWTKI5yI+AjvZlxIWz3ga1pBYswhriXgU8tTT3GpxCb1NoxQotZekZoAd0XWRlybPfD09BuOV64/LxrfPBFtNeIpQyFtkdsi2zBwRgCVXL2FUzrqWaRyXWFrGKFZKXHSuGxUoSMpSYpQlJMkKwMiXnLCpCxLhQiblbAopYWzWqtWnskIqwISUoReMz9YumMiCkSSpDYFqkeAYBTs1KE9Nggsa7fMzlbTcQaGTFG0rqVYuRmIlYoduyQwCobTWA7tohzBHqQ4lJoFNxPr0ceeQTDhg2D1+tFbW0t1q1bF3f88uXLcfzxx8Pr9WLcuHF45ZVXTPs551i0aBEGDRqEoqIi1NXVYevWrelPdLsP7JkDUF48DGVVC5QXD4M9cwDYbq8iL2q84OOLLXezD9rtnyveHF89ag6+BQAfB2toSf38unFh9cOCI5RVlVdNanUjFIgdQ8iAUDnanTHkEbv41LgxjhwA96RpdEWicbA9ASjbOsH2BMKWRQrnca/pABDbOBcwAI42DmeTPSUspwXqiC4lU6n/RJLwDD16CEkrRG+88QbOOuusmPt+97vf4Qc/+EHak7Li+eefx4IFC7Bs2TLU1tZi6dKlqK+vx5YtWzBw4MCo8WvWrMGll16KJUuW4Pzzz8ezzz6LmTNnYuPGjRg7diwA4N5778WDDz6IJ598EsOHD8ett96K+vp6fPLJJ/B6U1RIMpFhpXGwbbENkowE4Goc7K0W43wZPX8um9Rmsp5PjRf8XITuS2eMT4FOnnqGnMbB1sTuMyY/B9/pA1LsSi+atirbO+Fc0x6V2i8yzWxVotZRmoJQbNYKAgClnVsqQ1HzBc9Y5WlZGZKzyKLWJaUnUfaYlRLUqYUMWFkRslSAJAUpKClD4XXzMqwYSdlz0n6xnWdYIWKyQiTFDDkUc5ZZpFJk/F+JrRTJqpLIOhPKkUsaH1aGVNN4ebuoS6Qxc5yUca/011q09BCGm4hJMvaLdXEP9YUcW5So0jWYdWsVoutJ2myfPn06brzxRgQC4dKyBw4cwAUXXICbb745o5OTeeCBBzBv3jzMnTsXY8aMwbJly1BcXIzHHnss5vhf//rXxnxPOOEELF68GCeffDIefvhhACF1aOnSpVi4cCEuvPBCnHjiiXjqqaewZ88erFixIrVJJsgkAkKGRsJf63oArtWfDgNCX3Z77XUKj2JjG1hn7DTnjJw/F01qY6lwT+0HPu9I/ZzDPIAzdrPRpF4/mQSvZ+T5023AqmzvhLOhNVr5a9PgbGiFsj05lYu1JzcXu3WFrAwhovshDInWQCiJojWoLwPU7DWbMITjiFJ+dPVF5JCUFKLZs2ejoaEBzz77LHbs2IErr7wSo0ePxqZNm7IwxRB+vx8bNmzALbfcYmxTFAV1dXVobGyMeUxjYyMWLFhg2lZfX28YOzt27EBTUxPq6uqM/eXl5aitrUVjYyNmzZoV87ydnZ3o7Ax/qbS0tIR3ZirDym4A7k5f8plaGgf7yDoeJKV5xCKbTWotVDjm40BDC/i+IDClV/LnzVaG3E6bzUv187O9AfBUMvA0Duea9vC5pHNzAI41bQgOs/86cJsGDkco2yxYGY6Biq5TpG+PjBuC2SjKljJklUVmFTtkKDyqA4MPHIO7Q0Wr143t/fqCMxZDKQodLytC8nahAPmN7ZIiJClEqrRdrHNDITLHDnEppkgW52TlyApZERLhM7JiFFaIzNtlxcjBNDgVDa0Bd2gZdMPJNLQGPJbKkbzu0kLrHj3bLCC280SKkRRTJJqy6kqOWAolSDWUo6DpHljFFrn1e+PXb1m8LLRUlToi+yRtEE2dOhWbNm3CVVddhZNPPhmapmHx4sW46aabwFj2XugDBw5AVVVUVFSYtldUVODTTz+NeUxTU1PM8U1NTcZ+sc1qTCyWLFmCO+64I/bOTGVY2QysZZ92gE9J0v20NwAWyyWUxjwsEU1qM0kcd5+AfdAOPtAJjChK7tzZyJDb7gP7KEnVymajVoFwlTG9NpAVIeUvVENIi+h4H6/wolrhgMfD4iqK4t3UOtUDLYbubGUIxSPThlAiwyeWa2zUV4dw1sadKOvwG/M6WuTBSyd+De9XDQ6N0yTDRxhIqv68xnbdEFIdMdeFoWO06jAMIpF2b17XJNeZppkNIsM9Lb6AkxUdpRdbGDpMWlcUKahaN24iDSSHZCSJpeEaEwaRZBi5HcJ1ZjaMxGvvkrYLQ0k2kMR2VYn9XjJKNejbhQtNILvSBCK422j5YSPo2k9p93lLSpFun332GdavX48hQ4bA6XRiy5YtaG+3qTh0A2655RYcPXrUeHz55ZfhnZnKJBrkAvcmfiOyAICNbfaeU2DzyzyjAb6ZxI67DwiVEkjW9ZTpTLAIF2py80gtCJUl0fHeLs4vggkNaO4BWs/xwj+8+ySujvrqEP5z9WfoFWEMAUBZRye+u/YjjN1t/aOJMCNXzSZyBAVVJ0XSn1533303brvtNsyfPx/33Xcftm3bhssvvxwnnnginn76aUyZMiUb80T//v3hcDjQ3Nxs2t7c3IzKysqYx1RWVsYdL5bNzc0YNGiQacyECRMs5+LxeODxWPi+M1VDSGHgo7y2lAX2UTv4ySX2VSKbX+Z8XP71vUrG3cd8PHnXVqZrQCVwwVmdn9s8v1CGjOMz1PHecHVpHN44GWYcgOYCDl1WDDiVqOPjXXmiIOquUoY6NReYxnHWxp0xr1u4Hv/zw0/xXsUQ47xCIfLrCo9QhoQCJLYbrjCVYfyRvRh/eC8YOA4rRTjiKkKZ34c+wQ4M6GxHs7sEBx0lOOQqRpOzFzaUDEZQvz6uScqQ4UrTJ6ovZYUokctMdpWJG2BsN9b1pa7qhNejFSOhFjkcZoVING116UqQrByJe+Y2lCT9HupLoQy5uTnoOai7yIRLzXCBSS0/vEooRlIOvrZypcmIoOtwkHXsoGuI47l9lyWRe5I2iH79619jxYoVOO+88wAAY8eOxbp16/Dzn/8cZ555pim2JpO43W5MnDgRq1atwsyZMwEAmqZh1apVuOaaa2IeM2XKFKxatQrXX3+9sa2hocEw2oYPH47KykqsWrXKMIBaWlqwdu1aXH311alNNJMZVsO8gB2DqDPJL347X/oeBpxcYu98uSQZdx+QfAxUpjPkknh+cX7ttNKUDVFe6Uz42vISBi1Ox/tIHE1q3AwzBsARAFz7NASquk9q9ZADLSY3mQwD0Nfnw5nbt+OoqwhlPh88/iD6dbSFvhQZQ7OnBG0uD4o7A+jva4MGBfs9JTji9ODrLftRe+hLeHhyrtFjzIXHBkzCsopToaLr61XZRdWYYRQROSQTCk8PetmSNog++ugj9O/f37TN5XLhvvvuw/nnn5+xicViwYIFmDNnDiZNmoTJkydj6dKlaGtrw9y5cwEAs2fPxuDBg7FkyRIAwHXXXYdp06bhV7/6FWbMmIHnnnsO69evx+9//3sAAGMM119/Pe666y6MGjXKSLuvqqoyjK6UEOnbq49FNdhMqvrzIBe4HruRkGSCq+186U8ryz91CLAdnGyQSgyU1evnZeBnJFm9O5nnL1GgnVYKnmLKPQBAYQhOLYazodXytQ1MDauJiZrH2nWtKe0iNsg6vT60H/rzJk6vDx8rpZlLBRfTVYaMtHl9u09zwW3zui/+9ye2xmWKXjyA6/Y1Yv6+97Cg4nys7HW8oRQZsR5GLJF+kLEMbU9UeViT/+wtlCEIA4eZVRKhEBlKkUODonAEI7Y5pDgjv0NXbkSMkL5uKElCCdKVpKBevdztkEoW6MqRxxFSZJxyEUvxvmfmQHSPrhQlii3SpO1y0HWkEhRa138Q6e81sGBOsympUnVyJG0QycZQJNOmTUtrMom45JJLsH//fixatAhNTU2YMGECVq5caQRF79q1C0pEmf+pU6fi2WefxcKFC/Hzn/8co0aNwooVK4waRABw0003oa2tDfPnz8eRI0dw+umnY+XKlanXIBJkIsNKYeDjisHWJ44RYh91gA9yJ/dlHcvY8rCQMZRPnegFGgfbas8gStq1JVPjBecceOeYUcWb+TiwphWcseSMWhtqnHZOL/Aqd0aMUK3Gg+A5CGWbmeoQMQSmlkCrse9CtOuCs5tqnxQaR0mzitJ2FYFihqMDc9fgtdWbJz32LChCEL9pXoHf+07Bkn51iQ/oYjSNGcHXBJGvMM4tftIRtmlpaUF5eTkOf1aDsl4ZlrE1Dvbk/lBRwDjDjNiTy/on/tKISFmPqQ5lqk5Qptnth/Li4YTDMnIdie7ROWX2M9gSnEs7tyxlVUiOITKhcaApANYe6kivxeh4LytEUQqPxlH6p2NgbbHffyLV/tCloXgzOXbIKqtMA4wWBrHS68t3BlD1Lx/cETWQOosV7KgtRvPQkCvXqhWHVcHFTu4yjYulDIl1xjkWvLIG5b7OvK7DwgH8oWgy/rvPuWFpR9x8WRFK9ZNeEqCMEwpbWTd0uLQu1CAoPKwaOcKqERCRoSbFGDlFdplDxBSZtwslyesMKTJuKVvNrZi3iywzsZSz0kQskVzY0SNtd+sKUFRhSH27aAUimtTK4x3gaDumYsaJ23H06FGUlZUhG4jvpGF3/RJKmj/uNZ8POxf+IqvzzRe6j9O/u6Loik0CQunUNgopZqpwZFdgNx7HlaYxlOAeMQDstRb7BSDjFKlMxxhKiMKgVbmgjvSEUuxTUVcUBt/UkOEnvyMiU+0zqdyU7wxg6OsdcEkFId3tGka/0Yr+X6TZssYGnDG8cOLxof9n/dlShwGY17EOtxxp6OqpxIVH+eGInEBZZknRfXJkuzM1XvBxfnu1bBIZDdkqPJgL7GbH1fcGhqRhZNjIDGMcoQKQdt1nkguVF7NQJlmKhkRcZcgGiWKHwuN46J8HUV3uuQc49o1Qqr2drLLI/bHiKDTOAI2j6l8hg8cqu2vE2mNorvYacSCJlKHweuxYIp+kFIlssY2VVfgv1ycoCaRYrT1HMADz29fiA1RjpfvrEKVxjNqAUgxRwi84ixgiQwHS77usCBmnF9t1NQgODq7wUEybvk3TQxvCipG+3alnhal6bJCuEAV1ZcgtajI5zPFjQYdZEdIcQm2UYoj0i3NLFyn2G/WKmPnHi8hCsyshOCx0RRXcKN5I5B+kEBUKw2yqHUcTGETZKDyYK3xq3BphoQwqBahK05BL4tqTUtNEkcpRRaEq1PkYtC7h2hFAcUMHmGwMAVHbkiWWUVTSrMLdHr/GlLddQ+9m6wywTMA4xze270RpIJDXLjMBA3Bn+8tQ0jSUswUTCpGvcDLjugNpt+3IQFB2IUEKUaEwyBVqoRDny4IDYJs74tckynThwWRJtRnrdh9YQ4vl7pRS4q2wWyUcyFs1zap5qxUxs8M0jqI18dWa0jWdODTUETUgXmsO/dTGeqRhJLvJrHC184gMIHPmT7heUfymrFatN0Z/dQD/9dEn6OPLvmsuk/RHB37U+g5+y84EEB07lHQskRE7ZK6tIxSg8FLfIZQih3k7d3BwRT/cwQGfA9wZVo8AQBUKkRo6xkox0vRaVw69QrUqtzfRlSJRBTysFJkVIlEoUs4+E2hy1wWpV6tcr0iWFqwUWDcLIn5HwwxDlaqTghSiQkFh4GOKEzYHTRhHpGc9WX0mGipLpitUaxxY3wr25H5zM9ZnDgDbE3zxxInpMWB6oHMmgsET3KMo8lFNywCiBlE8tcbRxuFqSu36YxVgDNjMVussdhjuEqv0evHFk4xBNHZ3M/7fexvRu8CMIcH16ps4V8ttKQA7CDee0hl6zRSf/tUjlvp27teLbPp1o7ZTf00D+msU0N2fYj2ouz2DTn3p0reH1tv1dZ/eRsWnukzLDjX0Q0YYw90OiiFKim76LuimlNtUbeJ9QWe68KAdtvvA3mqJXU+pTQvN5VxYGzM2Y3q4N0OqVsQ9soUdRSlKGXOkdI/Tih3SONDkB2vnUIpZzKwzYyg4HHbbe8Qp3JgI2ShqqXCis5hZus04AF+xAwcHhmLEMmkUMc5xwYdbAMQxvLNEJxhUOFGM8I+ZNjjxqTIQY7W98Nj8VuIc+IW6Em/6jzd6nRkxRYmUIumiw1ll+roRM2ReN5YOFnu7U+wPPZROBdzBofhCS/gUwMlDRpGTh4wihwbVr4A5OAKdTihODYGAAw6nhs6AE06HCn/AAZdTRWfQAadDgy/ohNuhwhd0weMIojPohMuhoj3ogtcRhE/V96suuJWgvlTRobpR5PCjU3OGY450pUkWelSrv1l9XKLK1kA4u5LIP8ggKiQy5e7KVOFIO1h0pRcI1wtbfQx8mEW2UlfEPdV4wc/hwGstlj50Y7MvwfNu94GtPmYy6lgmijDaQeNQ9gbg+HcnHF8FQr3vxK4SBv/UIqgWdYnsdrnXipmtLvb6dEzrkahQAAX4orYEo96wLiy5Z2gxejWraBoQer9oRisP4Q4RRpIwjiTXma4GiGBqoQ4MPXAkLTcZB7C+eBD2usoAxrDbUYYjDi/KAp0YFGgBOMMeZxkOoxh9tA4MCh7DHkc51jiGY617KJjKcEpwFyoDrdjHemE9HwqNKXD6NdwfXI4Z2JzQUFMYMAgtOKXzC2wIDgcQNohkw8iSqDR7fV2RtuvrmsO8LlxmQnThQWYca2wzlroRpb9hjKW+HU7hGtPHiaW+32hwq7vWjMa2kotMk11kDvlOhv4GNEUyZMS1yb8N0vCtBHKouFBhxuQgg6iQsFPkD0j8BQ1kpnBkIuy4usS+eLE4XRX3NKIoVJzxNesUfA6ArWkFH+6Nfe+sDMI2DcqrLVlNu1e2++F6uzUqO0zA2jg8De3oPAdQh0e7SIOVDmglLGENIn9lZj3vh4e5sfWsUgxd2w5PhErFWShMZcTmYxix+Rjaix348JT++KK6PCPPW+5LL0r8fwdOwK+O+wYCuhsnqC9VsQzo9ykolvpdDYSWjDGsdQ2Dot9tpu/XmIIFrkvQFPgnrkSjLfXqLOcWwyDKB5gWoTARuSMTLi8yiIi8RGHgU0vBGlqifj0DNr+gpfNlNRg4ycamlgpPphuuJkORM3VjLkE9Iw5AWd0KdVjmMs5EMLWy3Q93Q2vcsWIO7jUd8A8Nuc9MwdgKQ9tUD0obfJZqTcuU1OcuN2+NXD8wzIO91cUobw6gz65OHLe5PeqXalG7itq3muH/hhNfHdfLCK6W3WHh85v3B8VSlzgOuW0W2rRgVa+RCAQdCKoJDKGAMIT0eBrd8BHqnaLvF2KF8L48EKiHT3HjGudbCedyvvNDPNR2LjQoYEKWS9FlZgRHW7jMhEIUDqbWTxfpKhOdK0QnC2HsyYqRCFrWg6uhL7krtEO8RwylyGW+lCglSCydaf59ZVApIpdZ/kI2e6HhdRjFAWNhK7A6VyTrwrIqGaDH9ADRn+FZi3sSpOOu0w3CRK8Vy/RrpXG4VrcazxEPBkBp43BYBEb7h7vQeo4XWomUhVPCcKTOg87hWfxNpTAcrXCh4gvrTDcAmLi+OfylnwZb+/XHIa/XZoWmMBqAve5SbCgdnPYcErFMm4ZDWnHCcX0d7TjJ/UXW52OXOCE1RDbJRMo9KURE3lJIdYSScGElLBmQy7inSNJx19l+rRJ/BScTTK00BaG02x4OANZNXDUOzcPQPtkN1sGhFTFoJQy+CkVXlJIjVgNXVfpdJmKAVDD0bvbDG+f+MAAl7UH029eBXQN7m84nK0JRyhEXAdehcT7uwtNjTsK1GxuhIfavRVkpEzO7e/CZ8OsxSWrApjIklCBZGTLW9Ws0rSt42XUiLi/6l+U9EVQEj8HVzqMVokRvSzlmyGjNIQVNS4qQUGGiYogcuooUAJhQdGTFSBUxQfocJMVIPAkX16KfR8SqybFDdkk6BT4DSlEglxYGucySggyiQqOr6wglQwJXVyQJ44iA3MQ9yaTjrrP9WmVWqLXboT6SWE1cXTsC6LXGB0dEFplawjLeqiMe/b+0F9dT1JEZCWJD5WA8MOF0zNm8Af07oyvDa2BwRHxD7HOXYsngM/Fa71GQG59nizcDo20ZRNWuQzmYjT0UNSL4miDyFDKICo2ujKdJljgp/pbs9MWPa8p23FOM50u5TIHN14pn+LWy26FezIGXMKiV5m8rUaFaRmnjKGvwQZPcZXazyyKRM82MsfrP7QFf+FD9iT2pq63IbShL0bFJUpsHKXbIWNf3rxk4FP8aUI0RBw6hn68Nxf4Ajrq82OMsw0e9KnD8kQPo72/DXkcZNpZWwRd0A2o47kWOfwkHT5tjhgwlyG+OGVL80lJs18d/EBiKppJeqFCOQa4fKOAcuLDXRjy9+zRjHuGWHmbFyMDIHtPVliilSFaIpDggSRkSipHmDD0cwQhFSChE+lvfUIakBrWcm5earBi5TMMhFxG027o8iapjIVJUihxMM97fOYEUoqSgGKJCoyvjaVKhxhsqmGjzO59t9eVfY9k4zVnjNpG18Vppp5Vm/LXSKp3Qiu1/jgVGSCpbggrVAFDW6M/u66RxjFprXZlcwAG0FTuxb0DiuBo7MK7h64eaMbVpFwDg7crh+NuQsVhVMRLvlw9GUHFiY9lgvNr/a1jfa0i4x1UO0aDg7+0TLY0hAGAMqHC3YHzJrtxNLA5yNjuRG6h1R3KQQlSIpBtPk2r7jFTY7gNb02qqfxMP5uN52QrDcNft8QN7/AAYUOVK3DctzmuVyTpEcnZY4LRSuBuia/nEwv2hH2qFE0E99d6pV6i2giFUodrdpMFXlZwfRM4ok/8vKG8OxI0diuRfE6sQZOHK1YladsixQwFdKTp5754oV9l+TzEerJmKd/oPN9pDiPFB0U5CE8qQrloYS3P6vN531DKbTFaGHAFpu77u8HPsdvQFeiW+NwPVFjj1WDZmyHehpfxFF647pP9HKERGwUX9OsW6ETMktodOqLnMypHmDG1TgoAmKUJyjSRjaShCZoVR6qBhbDF+YBh7zO/LeMZjKihG6W1ZojJNKxoN8Gl58mOViIIMokIl1XiaGEUCebYCkxMUZbQkHwLCY7Gz03zvNtq8dzVeqMNcoWyydg0oVtLqdG8HrcYN/zmlcL3dGrcJq0i9967pQOtQJ6AAzGY/McXmOCtUKHBYhGX3+9JegcTNo3tnpA7RxKbduHZTY/Q8Ottx5+bXsOiEOjT0/lraz5MpDqg2rCEAg735EUekBDg0F4PDx6F6GRw+QM1SHgRBpAoZRIVMsvE0cYoEJmyfkSw2izLGJB8CwmXSvXcKC3W4zyFajRudw/rA8VEH3P+yNjBC6f8cSlMQWpXTdoXqoM1xQOzK1KHt4Z/SRnaZBlR8bs8gqtl5DHsGtmBndXnC2CGxX8QOaUbmEnDZJ5sARL9XFYR+/F/zeSNenTAKGlPCqoVoLCopQkbMjp5dJhQiQykS60IxkmKE5Jghh5/rS7Gd4yN/Nfb1K8UAV2vcOKLzB27C859ODtUjCoaMTyYH5sgws/LDFdHA1FzThzv063aat2tBaV0oRiqgugCHTxhHEAWiwwqLXE3bmGKKSpFNl6Zi4ReStwtlSDF6n4VeLEURAVTm4x1K9HkDdgObMgHFECUFGUQ9BRtFAuO2z0iWZIsywkal7Vy6+qTnzem9yyCawsHk2CcLhDIUrHRALWGWjV05Qtlm/krFCKaWiRdMHblf/j8A9G72wx2r710MPJ0qzn7nCzScPgybhwzQnzO2ISSCWcXzCZfZyIMH0c8XHUAuUABU+NtwYksTNpQNMVxnmtxOQpNcZcLg0aR12RAKxl6X0+8VveeDozPkCH1x/8m4cvDblvNmDBjoPYbxRTvw4YEhhp+KqckZRNANImEYKU5hCOn3waVv1w0kzS3aaYRdiaqLwaFy416ohlGm3xtREsDyaozJhc4ppqZvNewoYQCJ2GzphCzKwAmt+/VmsOIbUWxX1NjjLRG2oxEFbt4OAMEcGhjUuiM5KKi6O6BxYLcf2NoRWsb6FrJZJDBjBR1TcHsZIQxrWqOvYbsP7JkDUF48DGVVC5QXD4M9cwDYnoOu5Lm+dxnGruJjjFMY2qeGYpusgsHTqVCdCE+HfUNazGDqxt0pF2fsEyO9Phb9A0kWd8oyu319bY07ddD2LM8kMY5cNvAiiBQhhajQsRsTlOuCjim6vRgQXY8ol66+WHRhMcy0utvraJXOhD3JeAlDMCL1PlShGihe02mqQ6SVMLRMccMnVaiW0+0t5xKncJ5QcDqKkvtYYgBK2wOo2n8MuyvKovYLt5wa1dYhtP2Qx16G2j5HCVSNRbjMzAqR4aUxltJ2Kf1dkZUisd1Qirh5KRQifXmoo8TWvM897mM8+t5kaMIo0fQntjIgdaWHCbVFrDtD7w+hFDFXaJ0FRAq8vq5K+zVAczM4O7mh2lm5xBB/c8SvJqH6mVaBgDje/FvfKAOhyx3GcCYHX+v32kL5TDo9X5awlBy7zIAe5fJKF1KIChlhKMiuKd1QMKknuS7oqNfgSflvsT38oR3PXQXoGVzZTAEvpGKYsVBCXe0Ba8WnY2p07zv/cBcOXVqMI+d70fJND46c78X+WUXZbdcB4PBAN3zFyb93SnypKXSb+wzAAU+RpTGnAWhyl2Jjr6qUzp8tPmqpxmF/4v5rpe4gfnnWS+HMqC5A8dO3cpfAM/ToIZBCVKgkG9eS64KOqRRljEQYFwlikWIqSpnGzr1zIRQNrPG8iyMCALXGjc5zQo1cWYTiw0sYfFOLELAychSGQFXEvgz+urVUixSGLZPLceKbh5N677R6PdC4ElHg0XykrAyFg7AdePz4Sbjhg3eiWnaId94DQ0+HCgfAw8dxudGoiBUSypCIi7FILY9SlOQYI30pK0ZMBKEEgNeav46Lq9fHuy0AgAmVe/DXSx/D258Pw6FWL/qXdmB/SzE+2F2Bj/YMNO4JAEMRMmQXh/63qCtETAQQ6y1K4HLq89JjlIJCKdLnqzmgehQokXFhVq+9iF8yfu2Yl2KaYrZcHx8VO22MZ6bzirpRqrGZS8vYP2qMmKJUA2oilCJf19mlRAJIISpUko1r6YqCjhYFDTmz/tERct9EGGb50Lstzr0D9HsdAJRXjoI9tg9YHyMGKg9Qa9zo+G4ZOi4oQfs3i9B2fglaL+1l1B/KJ/YNLcLGM/vBZ0N14wCOFbuwu7+9VPRYrKuoxpJx03BQcp/td5fg5lHT8UbfESmfO5s0Hhxle6zXyXHu6B2YNXEz6kbvxKWnfIK7Z76Bv3z/z/h5/Tu4fPIHGD+4KStKkqOTrICuoKsKMz7yyCMYNmwYvF4vamtrsW7durjjly9fjuOPPx5erxfjxo3DK6+8YtrPOceiRYswaNAgFBUVoa6uDlu3bo15rs7OTkyYMAGMMWzatCmpeZNCVKikYih0RYPUWPWSfCpYQ4u9Vhj54q6yuncSLAiw9W3gH7WDTyvLbmxTCqgMUAdZ/9lbZo2lqQxZpd2Hzh37d1nz0GI0VxehrDmIyi/bMWJzqHJ1rPfM6pOHhNUA6byyMhQF5zjh8H44VQ0PnHA6/JqCPgEfmhy98EHZILSrbn2YWRkK97ZAzKWROSWnklsUIQwrSFxal5aG8sLx8eEhaPF7UOa21/MtFkVujjNGfgUA+O4pn6C104mlr07EuzuGhp5HKESiSa2xLmKE9IkZPTxEHE4YzeOAwx/5dyMy10Rqv36oSFOXikNCuuVGlpmogG0oQObxxueIrgzJ++WsMzmGSGFmtcsKMd4hjpezzMIDEcxAXKBtMuHySvL4559/HgsWLMCyZctQW1uLpUuXor6+Hlu2bMHAgQOjxq9ZswaXXnoplixZgvPPPx/PPvssZs6ciY0bN2Ls2LEAgHvvvRcPPvggnnzySQwfPhy33nor6uvr8cknn8DrNX/G3nTTTaiqqsIHH3yQ9KWSQVSopGoodEWD1Bj1kjhj9gyzfOrdVuMFP84N/O9+oDOBK6eT5ybgu7ujMBysLMLByiI0DSjByev3o7g93AeirdiFd08egu3VfRJHdMdgUtNXuOyTD9C/M5xBdtjpxa9HTcX75YMzcQVZRYOCv+2YiCtGr8nYOUs9Qfzi/LX44MvP8c9PanCwoxT/3jsgrR5cSqcKzZOnMXZERnnggQcwb948zJ07FwCwbNkyvPzyy3jsscdw8803R43/9a9/jenTp+PGG28EACxevBgNDQ14+OGHsWzZMnDOsXTpUixcuBAXXnghAOCpp55CRUUFVqxYgVmzZhnn+r//+z+8+uqr+Otf/4r/+7//S3ruZBBli2zXzEnHUMh1g9RYRBpmbUGggwNFCuBRzHE46TRXzQbNwbiVnwVGHNfbLeBBDlbCsl6dupBQY3y5yrE/RqFGXRbYfVwv7BlSit7NPlQ2t0PlDuwZWIKdA/qAcxZVkFEgf5GL85/ctBs/fj+6OnWfoA+3bX4dI6oO4TfDphiKkBzzFBbNrBSj2NuZpCQlUpjEExlKkljXVYvnt03Gt2veQ6krc2UfGAMmHHcAE447AADYf6wIy96agNWfD4nIOjMrQkZLEOlcCgDN44Ti14yYH6EEGYULpZgfI1bIUI70dWELS9uN8kOSYsRFY10pO03MQxUxQ/r+QNCe0WY7lii6giQ6c+hOz2QdopYWc29Bj8cDj8fcesjv92PDhg245ZZbjG2KoqCurg6NjdF/awDQ2NiIBQsWmLbV19djxYoVAIAdO3agqakJdXV1xv7y8nLU1taisbHRMIiam5sxb948rFixAsXFqfU2pBiibJCLmjmF1uQ1FgoDOjWwtW1QGluhvG5xr1JtrpoNkohVYgCYj0N5vQWOF4/C8dRBMJsVmHOCxuHYHYD7vQ543/PB+VUgL2OfIqn6qhWnNe7FiR8fxEn/3ocZb+zA7Bc/Qs2Xh5M6D+Mcsze/H/q/xZjv7dmEsw5sS3PG2UeDgv/5sB6cZzTm3UT/0g4snNGI00Z8ldLxSmfIUmEqxRLllAxmmVVXV6O8vNx4LFmyJOrpDhw4AFVVUVFRYdpeUVGBpqammFNsamqKO14s443hnOOKK67AVVddhUmTJiW8LVaQQpRpclkzpytigjJJMveqK1x9sUgjVon5OJSGY9D2BcGnlGZkOlqyDn4d544AvG+3Q4lUu94Hij1A2ze88Gco0Dpe7FCyDN51DKe9vTdqe2lHAOet3o7AaU5sHWKvWOHXDh6IW51azPqG7e/g1ZO+Zu5qLys6Vkj7ZWWIJVjKylA8Y/Xdpq/hL5+dhG9/7f0Ek0oNxkJP/4NvbELj1kponIFbKEJhdVfIOhq41xkyhpwOMFWDoqd5cREPJWXUhWOKmOlUQmxjkoIUVZ9IV56YUJwMsU6uZB27xYcRwiSWIvNPvBhCibL5DapF9FfJpUKUSb788kuUlYXrfMnqUFfy0EMP4dixYyZlKhVIIcokGnJfM6fGC35Zf2gX9IF2dhm0C/qAX9Y//42hVOoLCVffqKLQsivUr0Eu8GKWVpyi8kFHlypFzh0BFDW0x3T9sU6gtMEH93Y/nHuC8GwLwLUn2PXKkcZx8vr9oTlKu8T6Oes+R3XT0XCvrjiMb442rGLRN+jDScf2JDHRruPRj0/DL/9VjzZ/dn7nKgwYWNaBsYMPJH0s8+k9v6TSAWKpyCUG8rS/c8GRQYWorKzM9IhlEPXv3x8OhwPNzc2m7c3NzaisrIw5xcrKyrjjxTLemNdffx2NjY3weDxwOp0YOXIkAGDSpEmYM2dO/HsUARlEmaSpi1o8JGMo2GnzkQsKtR2GwsBPD/1KSuXOMf2hvNNFqfkah3d1uzEXGbGtdFUnyl/qQNnrnej9kg8DnuuAZ0cwxhG5of8+H4rbg3HfL8UBFZe8tRnXvLwOo786AI0zU9yPilCc0cl7d+OcHZ/bf269ZYelS0rO5OHMus5OOigs/t82Y3h379fwnb/+P7y5c0TW3Gd9itrBVRUwHppeg0t/6NtZUH9oWuih1ylKxihSVA5F5WBqSKVRNP0RDD2YeOj7jfUgi/vg4qEq4KoCLag/VAZNZQiqCoKqgkDQgUDQAb+qP4JO+INOBDQHApoDvqATvqATfs1hevhUF3yqCx36o1NzGg+/lrvg8lyn3bvdbkycOBGrVq0ytmmahlWrVmHKlCkxj5kyZYppPAA0NDQY44cPH47KykrTmJaWFqxdu9YY8+CDD+KDDz7Apk2bsGnTJiNt//nnn8cvf/lL2/Mnl1km6ciDmjnxsNvmIxckWzagqxq7xkK4Kt9qAWw2IZVhPg62NwCe4+B2R5MKJUFLLgZEWXtKG0fv1zpxpA5Zr1QdC6/dvy0AvTr8uKhxMzprnfhksDnNl3GOWf/+MKnnPuBKEKCZ4tswKuZaWoYDgLl0nJSqLooTGu0sHLin8Vys3vkpfnra2/C6Mvt5c6jN/FnB9TRyI/3eaNwqgq01cLdTN5iEi0w3jixcZ+Gl7jKTXGnMIsjaeC2C5nUtKo1fT/s3aiKItPwk/57NTe9tfaP6te6ddr9gwQLMmTMHkyZNwuTJk7F06VK0tbUZWWezZ8/G4MGDjRik6667DtOmTcOvfvUrzJgxA8899xzWr1+P3//+9wBC7+vrr78ed911F0aNGmWk3VdVVWHmzJkAgOOOO840h9LSUEjCiBEjMGTIENtzJ4MokxTlSc2cWHR1PzCZZMoG5JMhJxjmAXeXg+/uBHb4oRxJ4UunPfcBpizF5xRZc2XvdGL/UEfOjVGf3b8thOc648PPsLlqgGnfyIMH0ddnz13JATS7S/F+nrXssMu7X9Rgza5huGTMBlx04maUuMNqayoF1TUOHGjx4uOv+iU9F+YPhowiottzySWXYP/+/Vi0aBGampowYcIErFy50giK3rVrFxQl7JyaOnUqnn32WSxcuBA///nPMWrUKKxYscKoQQSEagu1tbVh/vz5OHLkCE4//XSsXLkyqgZRutA7NJNU5lHNnEiSbfORC+yWDdCLOEbRVYYcENNAS4ni3HuslaOpz5kBcHQCJe8HcGxibpWtAwO9aC92oiiO2ywSBqB3RyeGHTiCT/uHVaJyn70ChuJH8dLhpxkB1SzWH0/MJxfR0VKavlw0MNakI5aWSpG0PayO6Oui9YbDAQ0O/OmDk/H8hxPw9f570Le4A4eOuvDJ3n4YM3Af+pV04NyxOzDhuIPR1xc5dx562mWvjw2VMYgYy+S+GZqsEEFXiMIqEjPanEhuM4dIl9dPIRVsVIJmdcwQfoLSurFfqGfm18QIzhbrYuopRpFwh/nmaQ7rmxno5oUZAeCaa67BNddcE3Pfm2++GbXt4osvxsUXX2x5PsYY7rzzTtx55522nn/YsGHgKfiMySDKJAryq2aOIB/6gcnYqS90vBdsTWt4jhF0mSFnobSJOduZhTD2eI4NY8d2PzwbOlPrLRdByb8DOHZSjl2WCsPGSQNiZpnFo5dkAB312suMOeLy4p6aaXirX03YHVLAaFzBR3tCv9C5P6QUffhVSD17/ZPBOP1ru7GgfhNKvLEvdv8xL5atGovVn1UBKQjcpBB1DZmsQ9QToHdopunKVHirOJt86AcWC4t7ZfwA3hA/2CXnhpwNpS0Rxi/R00pza1BoHO41oTTzdJ9V6QTcTRr8Vbl1/e4+rhc+PrET4z48ZPuY1qLw+8IBjh39+uKQ14s+Pl/M+6AhZAxdUjsLrZpFJ/lkbyAzm8uWjUuNJTMdZ2yXUs/DRQz1eBihSkgxRVE55Er09ne3DsGaLYMwrvoAxlfvB2McLR1uHGn34GBrMT7+ql9IKVMAZqTTJ1BTjLIBHNzlCKlDqq62qWZliDm4absRM6S/xbikDFnGDlmpcEZrD/38RhFQfT565UQuYoniX1kUshjBpaB6o30MGAIJ2oAQXUfBGESHDh3CtddeixdffBGKouCiiy7Cr3/9ayN4Ktb42267Da+++ip27dqFAQMGYObMmVi8eDHKy8uNcSyGTvynP/3JVA48abqiZk68OJt86QcWC3GvNrQaBlDSdylXhpwdpS0RHgZtWi/wmtzW8FCaglDaMvdB7Gjvmg/1zWP7oeazoyj2xa9wxAEcLfLgi/69TZbqiXub4FJjH6sh9BouHXUagoozpVYghYzGGT7YNQAffCHFCEm1e1KBBVRwF7XuyDld5DIrVArGILrsssuwd+9eNDQ0IBAIYO7cuZg/fz6effbZmOP37NmDPXv24P7778eYMWPwxRdf4KqrrsKePXvwl7/8xTT28ccfx/Tp04313r17pz/hXLbHSBQwfU5ZfsY2CXb4wDa2p/55mytDLg3Di3sYtHFF4CcXd0l2HMuwAaMWd02GH1cYPhvVFyd9tD/uOAZg/fAqcMag6DEb4/fsxZXrN1gec8zlwcOjp+CdvsMBhNszyA1AjecwboGIT5FihwyFR85wMi+Ns1vGEElPaHk+EUMkjRMxRUKdERlWQuFRM/yDQmrlAVUD9zhD240YIn0umki51++VUIyEEhSQMuqC8j3Wt1uIYXKYFQxlSH9ekYVmqRTZe59z6SNIjiES6xpnCARzZ2mTyyw5CsIg2rx5M1auXIn33nvPKMv90EMP4T/+4z9w//33o6oqOgtk7Nix+Otf/2qsjxgxAr/85S/xve99D8FgEE5n+NJ79+5tWTQq77ETML2mFXxqqf0O87lkuw+soSUlYyjnhlwahpd2Ti/wIV1X2ZVnyIDhALQSBn9l15UwO1Zm7z4eKg27vBjnuOjjf4f+H2OsBsDPFPxrQDVARQEBhAzCsdUH0bfUj0OtXny8p39UPze7sM5gyCgiiDymIN6hjY2N6N27t6lHSV1dHRRFwdq1a/Gtb33L1nmOHj2KsrIykzEEAD/60Y/w/e9/HzU1Nbjqqqswd+7cmK40QWdnJzo7w8GactO7nGI3YNrrAD+nDOydY4AvwuTvyvT1CGMuWbrEkEuQGReXjuz8zFKkX7xWaJVOaCUMrI2nrMSJZ2iZYr9KuEM/KpkWHop+jEOvEROQfn77iuwZY8ciAqiHHziMPnHS7RUAA/wd+PqRfXivLHbdEkvFKEFMEEuwH3JskDzOIe2X6g9ZyiJCGQpKKVlSDJGICeJ6bSCucZw2ei9+eM4nGFAWvmf7W7z47aqxoQaviMjQEnWIjImJLDP9c0nTwN0uQOVgopmrrpKI1hpiqURl0klxVBbqW6K3o7naUPgJjO1GQpyuFOnXwPURmh5JLmKDopcwrWu6Vc0jYoeAkEIUzLQiFw9ymSVFQVSqbmpqwsCB5gJrTqcTffv2tWwYJ3PgwAEsXrwY8+fPN22/88478ec//xkNDQ246KKL8MMf/hAPPfRQ3HMtWbLE1OSuuro6uQvKJDtttoD4oA1sTStYhDHEvQx8amnX1fJJUK06EXx8cW7nHqehbkK6IMXehMLgnxpSTOS52/3M1EoYjtR5uqQwYyT7BhSjrdhpOedQ/JA7FD+kU2Yz3b5vZ4KqlT2A00bvxaL/2oj+vcyfLf16+XDrzPU4bVTyrUyYntmWcfccER+eoUcPoUs/2W6++Wbcc889ccds3rw57edpaWnBjBkzMGbMGNx+++2mfbfeeqvx/5NOOgltbW2477778OMf/9jyfLfccgsWLFhgOn+XGEUaB9tqzyBiu/zRG3085EZjrGuMojSDodk2H3htjrO1LDLjrFLZuyrFPhZqjRsd5wDeNR1gEQHWXBdSYvU2U71A50gXfEMdITdZhu61A5rxqzu8TahJ0lhdDQiIX+EKw3sTKzDtnd2WLuDXTqqBooQ/zVtsptsf9ka42YyMJLMyZDyfrBhZZjjpc7NSgKwUpKisMn2/yC5zxF5GZZfFyCqzQmEcPzznk5jDFBYKC7rqrI/QuLUSXExIdLA3GqWKHhyKaTsLquBuR8goEuqUPmcRKyRXkhbSTXQNJ/GfZApexFCKhILDzdln4awxXT0Tapd+zUbXHePF0ReycuRU9fH68zhzrBARSdGlBtFPf/pTXHHFFXHH1NTUoLKyEvv27TNtDwaDOHToUMLYn2PHjmH69Ono1asX/v73v8Pliv/FVFtbi8WLF6Ozs9Oym6/H48mPTr97AybFJx6xPi6MGKNc1/IRpNM5Hsh97SSBnEV4VAVb35Z/8Vkx4DVudAxzAXuDYO0aeLECtdIBDRzOJhWsTYPSwREsArQSxWQEOQCoKTbIEsZOLD1QuMY0Hl9FU8QXLnfgy+PK8PoZDtRu2IvS9nAF5mNFbjRMGA6f24mxu5rR6nVjS78B+GJAbxz2etE7Trr9QU8xPu0zwAjwDbvIoC95zKXs3pGDq6MMmgTrsiEUHUDMpXXzONmVFrYhYlg4EmOHHDS5yWREg9f/nLAVL2waBY2zsGliuOD0LeKLX2GA06n3NxNz0/dJrQrld4C4NoelMyM5w0jcuug2gsKQ0d+nLrOhI14Uo9ifiBcXrjXZZSYvnaoxTg3mziBisGsqxj9HT6FLDaIBAwZgwIABCcdNmTIFR44cwYYNGzBx4kQAoe62mqahtrbW8riWlhbU19fD4/HghRdesFXme9OmTejTp09+GDyJyEC6eZcaFunE5Ai6qi+clEXI+zoT1J7KoxxuhUGtiv7TD0ZsU8PfBDmaVPJ8UV2OXYPL0GdfJ4o7AjjqLYLXF8A5m3agrCOsiB4p8uDFE0fj72NPwNz170cZriLd/o+jTzGqUvdU+pbaU5yvrtuMb0/egd++Pg5rtttQx4PBkFFE5BaKIUqKgniHnnDCCZg+fTrmzZuHZcuWIRAI4JprrsGsWbOMDLPdu3fj7LPPxlNPPYXJkyejpaUF5557Ltrb2/H000+jpaXFCH4eMGAAHA4HXnzxRTQ3N+PUU0+F1+tFQ0MD/vu//xs33HBDV16ufTKZbt4VhkWcatW26YraSbHoitpTBYhQXVTOTP9PhkgXGlcYmitKAACDdx3DjMboLvblHZ343toP4XM6Yr7HDnmL8NTxJ2PdgGoo4Ma8hKvMSilSdHeOJgf+Gq4tcZys8MC8blFcMFx4Mfb5rZShKJtOVoasXGYKw6F2i2KUMejXy4dbL3wPi/8BrN5aFdUGw/QsLmfIKIq1L9ZUpPWwoiPtMUQ5cXO4aV0W7aKUIcnu55ILTJMdCuJ3jRRArknn0bTYQdeag+VWIeKUdp8MBWEQAcAzzzyDa665BmeffbZRmPHBBx809gcCAWzZsgXt7aGgyI0bN2Lt2rUAgJEjR5rOtWPHDgwbNgwulwuPPPIIfvKTn4BzjpEjR+KBBx7AvHnzcndh6ZAJhUXQVYaFiMl5twVIolaOiM3pstpJschl7SnCBNM4pm3cFfq/vE9fFklfREIZ+t/RJ+G9yiGUbg/g46/6YX+LF/16+RLa8goLfdFfd+4mNG4bFF9ICARDRhFB5DEF8w7t27evZRFGILqZ25lnnpmwudv06dNNBRkLjgwoLHlhWEjVqu1eRz7F5hAhxO/3VGwLRf/57RBtFvRf16rYrr8zRNhJZFp+5f5W9OqQAlJszFUDcPmW97FhUBUUFvo4lNPrDUVIUoqi0+1jxxAZgcFSE9aoGCKr2CKxFL9Z7BZolJu+Wv2tRChGGmf4TcMYLPqvjdB44j8vxoDy4gBuOm8d7n6l1jQNk1LkdIaMIkmiYTEawUYuFSlmJ9z7RihAIk3evD+8LscCyecxj9ek7eJ4I6baJcYx0wHcad4umtiGj9ff05oGNZDD5njkMkuKnu0w7w7UeMHPLQ8ZNUmSV0G/CgNO6QU+wl7sFp9U0nXlAoi8o7gjtS8ZBUB/XweOP3QgsxMqYFZvGYQ7/3YyjnXY/5F05pgm3HL+unAdIZlgN+iQW6gkSqlP9OhBFIxCRMRBKCx7/GD/PAJm94eyC+BnleeXYXF2OfhX+4HO2AUEOQAUM+DkkhxPrGtw6AEhKu+aoOxEhR+NqBwjHkhsN6skcj9LB7ihIlml21vh0H++B/S0fQfT0Jmmy7dPZ0c4ZkiKHZIVoygFSVT1E7fCiCEKLeQCjVHZZImyzRJmo8mKkcVSkKgpK4DGzyrxw3P+Dc7jZukbMAacecJenDriJdz3ysl4d+vgiOKGABMxRIZyot8zPeuXSQqRcaxRlRKm48JFIPXxmllOs1KMxDiWSBlySfuFwqOvK/o3p/FnqbciCStG+vtev16hIHEOaEHSIfIVemW6CwoDhnjAzyyzb9QrAIblWTadwsCnlQGI/nFifMadXtb1ihaRVzQNKEFHGs1Dj3jy6EdBHjC2+hAGlHXaMoYi8bo1LLxwPR649C2Mr95nGI88l24iwkAEVaf76CmQQtTdGFEE3hwAPuxIGIvDOtE16faJsCh+2KVtRgoUxWhSmVmFSfySsnvWWC08HFJbhOixoaVRp0h/VlGgUcQcKVAABfho9ABM/the5fpIjro92NqvPxT9171T0c+rrzsUEdukK0Rivy4FGdlmRjZY7FiiZBWh6KV0HovCjEaBRqEEiR8Pin6f9RpARpPXGPfEbvp9LBgDvj7kCO65+F20djqw9J8T8e6OoeD+gNFOhIUL94SWmsO8XShJmngtRHsQp77ZrChpmvlmGrdelx1VQxkSz2uOLTIUI1k5MmKJxH5m2h6p/JjmYRFbxDUGLZDDBBaKIUoKMoi6I1PLwA8Hwb604Tvrqjo+iaA0diJJNnx9EMZ9th9efzKd04DGquqw24kAABxqzcyPjlKPil9csA5/WX8Ij645KSPnJIhsQQZRd2VCKfDl4cTj8qWOTywojd02dpu8pnu8w4gJSu15Mlmx2iErRgrHO5Orcc67O5PKutxUOQgK04zzCjePUIoCUuVqhyKUotixRFFKkEPfr8pZZ7Lioy+DkLbrr41DPG/s/eHzKabt4gAmmr2KE4h1h/7EemVp5nDg33sG2E6/TwRjwLcnbcOA0nbc+89ToXEGrolYIFkp0pdq6KvJKgtNUXVFyVB2ZGVIV4TccqyRealKio+c5QZpvKhLZKyr5uPtxBbxHCpEVIcoOSiGqLui1yiyei9zIFTDKJ/q+BA9EjkzSUnDvbejujdePm0EWosSv685gENeLz7r2z/l5+uuaJzhN6+eAIZYbS6SJxR0vQd/++HfcVntJ2CBUOM8rjd95Z32mu8SSZJsRpnVo4dAClF3JU6NIiM4OR/S7XsI2YrlSZVESo/IHlOz9GmoMG6qUB21Di1hPSJxL8MxRqHtO6t744vB5ei/vwMjvjqEiVubAcT+G/jb2K/rggmPyioTPyeMGCJ9KdQIRVKGwtlm+rpDqB1CudFVAoeFMiSvW2zX9E9tRe8LZsSx6JlNXDxfUFdRnELOEEqQCGwRcTnSa6ynyK/ZcRwW/8OJq7/5kam/md3Ms1h43RyXT92MiydtwX3/NxGrdw4zYot4ZyeY0zw3IbUw/aKZS7+HIntLjkESypOuDIUVIZH1JWWZGUqReZwcS8RV83jxGkTFFunj4sYW+UmHyFfIIOrOUHByt6HQ0u/Dw8yBxZHp93K6vVX6vWGYJAiuhh6crTAOOIA9A8uwZ2AZvhjQB+e8v93U3+xokQd/Hft1fFRVAaf+LeZkDn0ZOp9wmTm52SBKFFzNHfo8xZegsV2/I6Ktg1jXL1h8yYpAYGG/MGM7M60b48WXt1M3AvSbzIXxIH07M1nyES0/jOBvfV11YM0Xw/CvR4dg7OAD6FPUjkNtXtQO34uLJm9P2SgC9Gy0/3wPb27ejXtfmQSuG2mWrjRhsfDY+0XQNReGkXCpucU1K6alYQAZho4wmMzuzSgDKOo4835jXbzG4q0Z4Upj/tz9CCWXWXKQQdTdoeBkoofz2ZB+2FrVF5X72lDq8+OQpxg7+vdBu0bxaXbQOMOHXw0A12OMPvyiHzbv6YsbZ2yE1526gc4YcNaYPZgy6kUsXzcaf1p3Qp7op90IyjJLCjKIegIUnNzjybf0+9AxTN9mTr+Xg6ut8iDl4GrR5kGcz9jPOaAAuwb2BgB0ak4o4HCJoGn9OJcSeqag/rxOfWmk3zOzUuQUwc6amK9wm4jgZaEMCZVCuLTMKdmGi0tO5ZbdL0I5Em4et+Tecct5/NL9Ev8xmsBKLT1ESnxQf0Lddcb1pVBdoKpYveM4rHloMC499VN8Z/JWeF2pv6+8Lo7LT/sU35m8Bc+tHY3n1o4Ou8JEoLdT8kGJ7aoeK6YKZcesjoX9jJI6pr9Gikt2pZldX2ElyXyvxWvFJMVIk7aLoGtjvwoghwoRGUTJQc5MgiAIImk0zvBM4wn41v/MwJNvj0ZnIL0veo+LY87pn+K5H/4fThvxVYZmSRD2IYWIILoRyabfy8HV8vFWwdXppt8D4aBkEUwdtW6z2atVcLWDm5UilxJSOgK6aqDo+136z/egiEHSr9WIJZJiilyO0HhVBFfLsUQOEc8Sus5wPIl+r+RYIic3rUfFq0jtJMLtKcz3y/L3rdgtxQqJwo3GUqTf6/fJSNd3mhUjQzYRCpKq4E/rv47n1o3Gz2asx7Tj96QVX1Tm9WPhjEYs/scpWLPjuNBzRMUW6TfDiIuSgnnkgo66uqUZMUb6vbOKLTJigoRiJMYLlU+frJVSJNLzpRhxpjKgk2KI8hVSiAiCIIi00TjDkpdOwV0rTkabL/VaO8KYWjB9o2GEEilCafdJQQoRQeSQfEu/T5ZMZZuBc6ONRziuyKzwRGefxc42E4qRUHzEPRaKk0s/k4hJEoqQps8lILLL9BgiETsk5uHWY2tEbFFQk5QiETskxxIZcSlCvdCv3cg4Cs1Pc4qUbPOtkosJyo1KjfYTxgFmpYhLypCoxq04zEuIZUD/fezUVRRRQDCovxKioKOI3xGFIPV4HKa7zN79/DiseaQaN01/D2eOSU0tYgwo9ar4249W4E//+hqef29MqKCjnClnxDWJeyxiiUSglTm2SCw1lzm2SMR1WcYWuaSsM5FlJgozSopQlFIUkUnI7TbfJnIOKUQEQXQJjp7007OHoXGGu1+ahLtWTIIvjbo7bifHnNO34M8/fBGnj6S4omRhnGfk0VMghSjTaBygFHciS6Rbjyhfss0EDnBD2JBjiUS2mLCbEsUSuYXyo8/GjaBpvJF1JrXokBWjoK4YaVIMkVtXkDSHiJ/SFSfdraPqsUMOIzZIxA6JpSgmaG7nIK4vXFqHmdatKkXLCpA4kVCCHELRER3nxXz85npDisguE3WMArqcIa8HYytGTMQWMbOChGAwlI32YBUurd2M75y6DV5Xal+upZ5gqCfaewfxx7fHRXVXZVIzWBFLlDC2SI8pMopYCgVJNccWCUVIE2FUetKuUY9ILIWSJIpnRilKAHJZlJuyzJKCDKJMsrMTbFMbWEQRRE5FEAmC6MFonOGZf43Bn9Z8DTed/35abrRvn/I5qvsew9/ePx4f7+5foI5nIl8hgyiDsNdbAI/0l96mhdpnnAsyioickS/ZZg6zeBH+D2OmqtWh5xCxQonWk4slEgqQKtQxobIxsa5fqyIqYAulSVeMpLpEThFDJClGLkMZ0q+Um5UicenivNxQ+YRqJ5PAapB3G5WmdUVIxPiI5DG9ULdQjsS8Hfr8RAyQoRgFdBXFUIrMS6M5rLGuxxaJ7LOIitcAoAVCbrR3P9uDBedtQok3GP/6Yl0yA04duQ+njtyHI20uPLzqJLy7bYhRHdyILTKKNYmlzbpFUhaa0QpE3AOhAEmxQ5pLykZzmbPRWBcpRJRllhxkEGWYqM8ohD4H2epj4MM85D4jAHTf4OpwtEhsAyoSOYZILtQoXDC2XWca0H+fD652jo4iJ74aUAausKg0fMNAUsQ1iADa0PN5FPP53dK6MCTEcZpk+IQNHlVfml1g4evV3TWGr0xslzF/ZghXmfC8SbHUEV3vzeMchoGkG70OsytN0b/0hXGh6D3QhAGkKGK/bjSIgo3CNSen64s0/mAQPBAEc7vDbrSHq3Dicfux+L/+BbcztW/c3iUB/OKCddi8ewve31WBD77sj4/3VIReD9XCZaZqsbdLrrSoFiAuYUAJ96J+z3TDSBUFGA2DyXx6MZ65AIQ7yGQfcpklBRlEGcTK1GEA0KaF2mdQxWiCyDiVX7Tj6+8dQnF7uK51W7ET6yYOwufVfbpwZgQAMJcTPBBWhDTOsOmLgbjnhZOw8FsbQ2NSdKONGXIUY4YcxWX4DEc73Hiw4SSs3jk0U1MnehBkEOWSiA9rgkiHbAVX59R1JjV8VaRUfbuus6pdrTj5rYNRz1ncHsSZ73wJnAHsOq7McJEJRNq/tQtNKED6duEiE+uSYsSldeNKuXk9KG8XNQaFRcBiu9CMtHkjmNq8lBUh0RzWIeZnKENCEdL3+837DaVLd6EZxwtVRHelQVSmNhQh/YlF8HUgEN4fCIC5XVFutHe3H4fl77Xg4lO2IROUef1YeMFaLH6BY/XWquhWHy5zQUdLV1pQV4pc5sKOQiESapoRfB3U75lYinvoFq40GEvmz53kQi6z5KC0+1xSnHqxMoIgYqBxjFl3BEBsdzUATN6wN7rDO5FbhCESg0ffHou7VkxCmy/93+fCprzunPfDBnZPhgozJgUpRBnE6n3DAaBECaXgE0QOSTa4OlPnTyeWSFgyDp44lqj3vk4UxVFeGYCS9iAq97fiq4Hl+lz0YGtRsDFBkLXGzcG/hjLEZRMsNrJCJKPpX9yanu7PIQVbm4Wj8M21iBUygqil8ZpRkDG07ghI40UIkB7jIoKrjfT8oBRjJIKvo1qA6CqQEXQdBPwBwO02xRWFBoXGrt5xHBp/W42xVc2Yc9q/MWbw0ZTbfzAGlBcH8NvLX8Nv3hiPj77sD65HPxstQBLFFgmVS6TnB8VSDxB3ScHXIuhajyVSXFK6vghVcgEIkEKUr5BClGHk945RVPa0XhRQTRAZxtNhz2VY1JF8RhORQdyJfwxqnOGDXQOw4E9n4i/rhkUFoSfLsIFtuPeSNVh+7ctU1JGwBSlEGYR/swzY1AZE1CEC1SEi4pButlmuCjVmJ5YonIIf2iZig0S2mTiHuaWH6J+gcQWBInu/6QJFipGm74ak+Ih7KP9gEbdEdIfQn99jkT5hKEYWn6rM4qe2GvW0UusNoQQJiUhKr1fEvMVtFM1jpVgiRVKQuFCMhDIkQn5EOr4e62LEFgW46bhwYUddEdJVEkWk4fv1LDTGQsUcvZ5wXJHUaNaILdLjkv749niAOfDtUz5Pq1EsAJR6VPzi/LX4y7r9eHT1hNDzyS1AHELK0V90l8hS019Mp7nwoyJijERBR5dQiPTXTlaOItL1eQ4VIsoySw4yiDLJMA/414tC2WRUqZogss7RChd8xQo87VpMM4UDaC924sDAolxPjYjE6QhXuLbJH98ai093l+Pacz9G75L0ctUZA749eTsGlPtw7//VFmixi9ToSS6vdCGDKNMojFLribwj3UKNqZ4/mVgi47kN5UjfIBKCorLQNEABPq/thTFvHA3V+4o4j3imD07pD+bgcPHYX8iaLEEIZcWiPlHU8VYFNxJ8ugrFSDSXFet6opIROwRJARLZbywqhsis+IjtImbIqFMk9gulyIgl0s8nlCDpfHIdI+N59QkbSpWYn1COFCVUs8jhNBQhIyBKxB1ZbH/38+OwZlk1xg7aj4smb0PtiH1pxRadefweTBr2Av7nnyfj3a2Dw4qQqK0kZZ/BKZYiZijk+mO6YsT1cVw11y3iooilrhyJ+CvNqQDBnmSOFRZkEBEE0SUoSL73WSwODPXik7OAEWuPwdsePmNHsQMfn9IPu48rzcCzEOnAnc5wz7Mk0TjDh1/2x4df9sfpI7/CtdPTU4xKvSoW/ud7WPv5F92/BQjn0RVBUzlHD4EMIoLIA/I1lijTdYkcRhwQh8qFaBE7lkhgp4L1oaFuNFcPQO9mPxztQGexAwcGegGFwW2hDBnNWZl5v4gVSjflxCrtW2xX9OuWlSKj2a0eI6SJ7C6j3pC5/o9RsVqKEWIOSUESsURCERJKUVTskainFFqPykbT10ULEB40K0pGvSJ/WCFS/EFwhyu6ZpGINzKuSVS/Fu8TfakbU+9ur8aa3w7B2Kp9mDJyL751yhemYXaRW4Cs2nwc/vV5Jf69V6907Ypf6RpOfb9TBJjJ9YvMdYvCsUYcPEnXYTpQlllykEFEEESX4GAwjCINIVeZauV+soPCcGSQBwHxzZ3OuYiMormdUPxBaB4XlM6AsUzpXJzhw1398eGu/gioCr5z6o605ta7JICLJn2OiyZ9jiPt7lB/tC+GpXVOojAhg4ggehC5rkvkkFQfWb+KZRRFZZ1JsUPxss5C66ppvNHrzJib6Glmz4WjGXEttoYbyo+sEIl1FjQrQ0wSQ8JL8/WH6xVJ8xGKjhRbJNctErE+xm0yss30pW6faFLskZGNZihD0nY9G80hmsoazxMdW8T8KjSPCyygLyPijExPKtU2gly/SI/deezdE/HZvn5YUJ9as1iZ3sV+/OL8tVj+3kE8+vbYcEFJUdHaae59Bl29i6pfJOoWif5wERWveYquw5SgLLOkIIOIIPKI7uI6sxNkbSfAOnTu2EHWYcNH+IiED8hp3p8iooCjsUjxngpkV5lPNRtO8lK4pIQrTbjQVBH0bbiqzAUUo1xphgsNpnFRafhWQdjS/nC6vZgnM41z+MW48LwUvwbV4wi3DRH1F+T2H+IaZJeanhZvBJKLlhkBhtXbh2LNI4Mxq3YLZtVugceV/jf4xadsw5bdZXh3W3XoeXSDjIsCjsJ1JuYpDCIj+Fp/D8oGUlCDoubOIGKa8XshrXP0FKgwI0EQBJFVNHd2v2o0zvDsv47HzP85H29+MiitOGDGQo+fnb8Rc07/BOOP209tQHoIpBARRA8kkessFwUbIwOsAURI8/GDrBOl48tKkZiL26aLTMYh3wMl9n6HUHZgVoLCyo8mrUtKkbiHSmicX07H16UbZihF+mukK0Wa4V4SBRTFflEEEfrx0PfrlyPy/C0KOzKr4OuA2QVnuNKE0iSawyo8pBB5lYhjzO404RpTmKQYGeu62icKOhqtP/Qn09e5quDulVPwzpZdWHDe+yjxpq4Sul3Ad6dsxXenbEWrz4H/+b8JePfzkGIUla4vFCNVKEJyur5wtTnB1NRip1KCXGZJUTAK0aFDh3DZZZehrKwMvXv3xpVXXonW1ta4x5x55plgjJkeV111lWnMrl27MGPGDBQXF2PgwIG48cYbEcylj5cgCKKbk22FSObdz6rw7Qf/A6//uzIjWeOlXhULZ27ALTPWFZRaJLLM0n30FApGIbrsssuwd+9eNDQ0IBAIYO7cuZg/fz6effbZuMfNmzcPd955p7FeXFxs/F9VVcyYMQOVlZVYs2YN9u7di9mzZ8PlcuG///u/s3YtBJGIXMUS5bpgY2SQdbgzRnpKkdwEVg6mduvj/Lq0kapSJDBimowQI31davURVoTE0qkvYytIfkXEmZiDrkWwsl9JEFukmtP0IcX8GC1AhGIk4nhSLewoN5VVhCKkr0cEbTv8PKQQyUUdjXgkXVFxSHMT63J6vngSKU1fKFCMMXAA97xSi4NtH2ekBQhjwJkn7MHkmpdw/ysnYfVnVeGWHyLoWxRolNaNdH1VBbTO9CaSDFSHKCkKQiHavHkzVq5ciT/+8Y+ora3F6aefjoceegjPPfcc9uzZE/fY4uJiVFZWGo+ysjJj36uvvopPPvkETz/9NCZMmIDzzjsPixcvxiOPPAK/P71S8QRBEEQI1Z2mNZIGf3xrLO5acTKOtCVuMGuHIreKW2euxy8uXIfx1RRf1J0oCIWosbERvXv3xqRJk4xtdXV1UBQFa9euxbe+9S3LY5955hk8/fTTqKysxAUXXIBbb73VUIkaGxsxbtw4VFRUGOPr6+tx9dVX49///jdOOumkmOfs7OxEZ2fYym9paUn3EgkiL8lW1pmDsbip+ACSUIo083hdKXIj9OtdzwrPuFJkzFeRMumMeyIpQkLxsVCIZOXIr8epBPTrMxQj/foU/XkDQXNskSYUIxFbxMzqisj+Ej1uRYsQJmebRbUGEdvN6+GCkfoyRpq+EuAIelk4I80Yy03HcD1WSDFijKQnldPxLWKODBUstNdoATLrlE8x+4wtpkOTRRz3jeOb8I3jm9DhZ3hvewW+PNgLH3w1EB991R9cxAwJxSgyTV/L3Y9tKsyYHAVhEDU1NWHgwIGmbU6nE3379kVTU5Plcd/97ncxdOhQVFVV4cMPP8TPfvYzbNmyBX/729+M80YaQwCM9XjnXbJkCe64445UL4cgCKJHobkYlFx2eY81B87wbONofHGwF64++2MMKPNl5LxFbo5vHN8EoAmXYSt8AYa3t1Tj/S8rcLC9BB/v6d91cckUVJ0UXWoQ3Xzzzbjnnnvijtm8eXPK558/f77x/3HjxmHQoEE4++yz8fnnn2PEiBEpn/eWW27BggULjPWWlhZUV1enfD6CsCJfYokylXUW63kiaxNFjo3en1ulSMT+OPTnEbFKYmkoQdK9Ncbpx/s0s6smURaaUyx1VcFnFHDUFSE9qMch1TGSY4vC2WhJxhZJdYXChRXFcfqqFFskLyPjhBwBDtXDIjLSRI0ioRCZY4uMOUl1i6Jii4x6RSLrLBxDpF9MaCkSZRQVa3Ych8bfV2HskIM4tWY3/uuUnZGHpo3XxXHu2F04d+wuAMCRdhceXnUy3t02BHA5wbUcZpkRSdGlBtFPf/pTXHHFFXHH1NTUoLKyEvv27TNtDwaDOHToECorK20/X21tLQBg27ZtGDFiBCorK7Fu3TrTmObmZgCIe16PxwOPx2P7eQmCiMbBmO3gbKKwUV3CKAIcOYwptsJoGLuzD1RNwcW127P2XL2LA/jF+Wvxl/WH8eja2GEY2YJcZsnRpQbRgAEDMGDAgITjpkyZgiNHjmDDhg2YOHEiAOD111+HpmmGkWOHTZs2AQAGDRpknPeXv/wl9u3bZ7jkGhoaUFZWhjFjxiR5NQSRPfJFKYo+b+ysMztKkQZuMopkpUh8EqvmpC6kqxSp0j206p/mSNZXIFW0jlKO9OftZCHFSM5Cc+mSS6caO/ZIKEdybJFct0iOLRLHq1axRUb8jjm2SNwWTVaGjMar5u3ykkWsOwKA6gm5zVRPREaaiFsSYTXMXHXbISpZC+VHrlcUpQiZVa+oCtcB83gO4NF3xmHL3t649tyP0bske/E93570GbY09cabnw1MPDhTUJZZUhREltkJJ5yA6dOnY968eVi3bh1Wr16Na665BrNmzUJVVRUAYPfu3Tj++OMNxefzzz/H4sWLsWHDBuzcuRMvvPACZs+ejW984xs48cQTAQDnnnsuxowZg8svvxwffPAB/vnPf2LhwoX40Y9+RAoQQeQIh+SrCHec0L8UJXslvF8YDOb1pA0ZIuuooiWYh5mWQbHuVfR13fDXl6pev0j1OvTtYunUl6ETc3d6v+3f3VKFSx8+Bzc8fSqWrBiP97f3zqgdIKpf/+jsDwzXJ5F/FERQNRDKFrvmmmtw9tlnQ1EUXHTRRXjwwQeN/YFAAFu2bEF7ezsAwO1247XXXsPSpUvR1taG6upqXHTRRVi4cKFxjMPhwEsvvYSrr74aU6ZMQUlJCebMmWOqW0QQPRHrXmT2ss6szhOvknXksQpEs9dQzzPRBDZ6P4cKBoUBGg+vh5rExlaKrCpay73PVIvfi0LpUYwlN20PL811hHzQlSEuFB+zghPUzOdLFFtkWbdIFc+rK0m6UhQ0MrTM9YuM2CJD8YkfWxRVtygg1s1LIThFxhYphlIUVoyCHhZSkLwKFD9H0KPAEeDQPEqowrVbgRLkUL0OKH4NmscBxa9C8zjBAho0jwuKPxgyiqIUI31y0nY5C40zBg3AR7tD6s0bnwzB9077DLOnbUUm6VPciRMG7MdrxzJ6WkvIZZYcBWMQ9e3bN24RxmHDhoFHfKBWV1fjrbfeSnjeoUOH4pVXXsnIHAki23R189dE87BbuNER4aaSizZmy4UmgqP9Rn652B8yjBRuNgyE4WKs69caEJUX5Wsynsdm0DU3G1CputKs0vQdmsO0XxGtPwx7J4ErLVGavkWrjliuNCUQUomsijlyo+ikOaDbCL7WM9REir/xlpCKS0atG4aR/aBrwZ/WHo/zTvoS/Xv5MhZwDQC9i9szd7JEUJZZUhSEy4wgCIIoXLTM1ETMKRpn+O1rX9f/n7nzVvdry9zJiIxSMAoRQRBh8iXIOtXCjfGeI3tKUWjh5npwtTFOlyMkF5sooBhej32vhJIT4Ak+Ti2Crg0Fx6KgY6eWXJq+cKU5VKmgY6quNKs0falBqyaNUyRXmeYBuHCv6bvCio/5teXCtWWk6ctFIm0GXYtrM9LzpRYgcVp/AMDq7dVY/IIDV5/1oalukcbDp7AL56FpXjJlO+Yndl5kBHKZJQcZRARBEERW0VzhWKNCY/XWKjRuqcDYIQfRt6QDh9o8+PeuPhgz5DD6lbTj5OEHMO3rTfC64v+4yKTbzTYaT1/eyqQ8lueQQUQQPZiuVIpstfdA9pSicAyRaroGEQwtF3KU0/MdFspQqkHXckHHgB4DJJSqgJhnkrFFinF8dmKLNLNIE/7iFy8IY2AqoHpiB1pHLnmUEiTOoa+LOQjZwthuVquMuC95UpZp+ubWH0ZTVj22iKsKPmqqBFdFjJEaatGhcbyxuRr/84qKcccdxPjjDuKkYQcwprqlawwgGYohSgqKISIIgiCyCo8dh95t0DjDB1/0x/++PQoDy/Og8iSREqQQEUQBk24skaArlKKkGsEisVJkwKX/2FWKxJytCjlK6fl2s9CEwpOo9UeuYous0vSN9H+5BYhQjPTr1OTCjJLKEtV+Q+FQAuG2HaFjYBprvbSZhSa3/pBik5jc+kPOQtMLOBrvFTVBQUdxXj1OSw9Lw7jjDmJAHhlEDBmIIcrITAoDUogIgugSlB71Uduz0Vw9w+/StzR/jCEA4UrV6T6S5JFHHsGwYcPg9XpRW1sb1SJLZvny5Tj++OPh9Xoxbty4qFI4nHMsWrQIgwYNQlFREerq6rB1a7hG1M6dO3HllVdi+PDhKCoqwogRI3DbbbfB70+u8jgpRJlEA7DbD7SrQLEDGORKPhWBIFKgOylFlogf7xZKkWooSvrmBEqRiOER2WbimuzWK0qUhSb2iyay+RZbJNctMhQjppjWgyLGyIgpErFDcmyRfuEi68zI/GJQAgyam8fMQAsNCi0M5QjmdassNPk4o66QUHJEc1h/giy0gPk4oy6RVUFHoUwhEDkNHGorQk/n+eefx4IFC7Bs2TLU1tZi6dKlqK+vx5YtW4wWWZGsWbMGl156KZYsWYLzzz8fzz77LGbOnImNGzdi7NixAIB7770XDz74IJ588kkMHz4ct956K+rr6/HJJ5/A6/Xi008/haZp+N3vfoeRI0fi448/xrx589DW1ob777/f9twZ5ymYf4SJlpYWlJeX48id5SiPKKfLSxTw03oBNd4unB3Rk0jXIBLYLdyYqOeZ1Xzkwo2xziNXsxZjoo+NPV78KYb361/U0lOphkEl9oeWft31JdaNcVwYe6GlMHg0fb9fd61F7efmdRGMHTDWE23Xl7pB1Mld+nrovJ1a6LggNxtEfk0sQ9v9esCwWA+o5vFBVTGNCxpL3VgWBpG0hCqKHOrmgXAz6b424TZT/AxgHIqfiax3IwNNFJYW62K/w9jOTfsdYl2PgJfXlaBufPp1oy8g1vV0+4BqWiKgP6EwiKR1LrYLV1kgYFpnWhD/+6PX0a+Xz/K3cEsnR/ndx3D06FGUlZXFHpQm4jvp9G/eDqczve+fYNCHd1+/3fZ8a2trccopp+Dhhx8GAGiahurqalx77bW4+eabo8ZfcsklaGtrw0svvWRsO/XUUzFhwgQsW7YMnHNUVVXhpz/9KW644QYAwNGjR1FRUYEnnngCs2bNijmP++67D7/97W+xfbv9xr2kEGWSdg3wRPwVtGlgrx4FPxdkFBE5IVNKkf3nS10pMrfqYFHnsIotSqQUhVfNCg4kBcnIGrNZryjZLDS59YfcVLarYouMdSl2SChCASnrTChViq6Yiex5TShGwh4SO4w4G6nCNULGkebmobpEbh4eG6fdR+TSKgvNERVrpCtJusfEKguNGTWYRL0i3YjzC8XIPLFwdpoUc2RkozH89vVxuPXC91KqVZRxMphl1tLSYtrs8Xiien76/X5s2LABt9xyi7FNURTU1dWhsbEx5ukbGxuxYMEC07b6+nqsWLECALBjxw40NTWhrq7O2F9eXo7a2lo0NjZaGkRHjx5F3759bV2igAyiDCK/9xlC7yW2+hj4ME8e/HUQPYVct/hIxTCyW7wxkWFkoJ9Hk46LNoyMA/T9mQm6tmr9IVxdfv3jVnalCdJ1pfn0ctDi/J2QDSGz4SQHXYt1n2QoCQWJSYaTUIzCAcz6/Y9R0JEFFHA3Bw+KsWYDxmj7oWO4zhIGX6cWdG247vRgakVYySLkJMLdp59IvyZzEDYThpC+nQUY1uw4DotfYLj6mx9gQK88iylKg+rqatP6bbfdhttvv9207cCBA1BVFRUVFabtFRUV+PTTT2Oet6mpKeb4pqYmY7/YZjVGZtu2bXjooYeScpcBZBBlHQYAbRr43gAw2N3V0yEIgsg53KWF43R6AKu3VqFx2yDMOuVTzD5jC4CuKczIOAdLMypGHP/ll1+aXGayOpQv7N69G9OnT8fFF1+MefPmJXUsGUS5ol1NPIYg8oyuVIoEyabnR2fFpJaenyjo2m7rj0SuNKEABaSP40TNYq1caSKWSHHoyo8+P8UImhbB2OYmsnLwtQi6jnK9WRR0DKfni2BrodgpIb+aW4sZcB36T2gRdm3pN0F2mSUZdG3d+oObzyu1IVEUs6ssymWmmF1m4fR9/b0QCIID+NOGsdh1tA+uOvMDDOjVgZyjAWl7z/Xjy8rKEsYQ9e/fHw6HA83Nzabtzc3NqKysjHlMZWVl3PFi2dzcjEGDBpnGTJgwwXTcnj17cNZZZ2Hq1Kn4/e9/n/DSZHqOyd7VFHfzymQEQRBWOHIT05aPrN42GHP+OB03/fkMLHlpEhb+tbarp5Q13G43Jk6ciFWrVhnbNE3DqlWrMGXKlJjHTJkyxTQeABoaGozxw4cPR2VlpWlMS0sL1q5dazrn7t27ceaZZ2LixIl4/PHHw0ZtEpBClGU4AJQooRR8gsgxuU7HDz9vYqUoUUq+1bnSLeSYKD3fbtB1otYf9gs6mj+45WaxSccWSTFF4Vgms/KlRMUYWQVj68dZNIsNj9Oz0eTWHwqgBRmgqEagdayAayAcwxzZ9gNIP+g6rBSJ4pGGjBd6GqNgo5SuL+8X60EjSEm/DtHqQ48tcuqvuV7gkXOOjw5WA/s5glpytXHSIZMuM7ssWLAAc+bMwaRJkzB58mQsXboUbW1tmDt3LgBg9uzZGDx4MJYsWQIAuO666zBt2jT86le/wowZM/Dcc89h/fr1hsLDGMP111+Pu+66C6NGjTLS7quqqjBz5kwAYWNo6NChuP/++7F//35jPlbKVCzIIMog8tvGkHVP60UB1QRB9FgUJw8ZRURuyWCWmV0uueQS7N+/H4sWLUJTUxMmTJiAlStXGkHRu3btMqk3U6dOxbPPPouFCxfi5z//OUaNGoUVK1YYNYgA4KabbkJbWxvmz5+PI0eO4PTTT8fKlSvh9YaytxsaGrBt2zZs27YNQ4YMMU8/CYOO6hBlAKpDRBQKua5TFH5e648Zu7WKrM4l1x+Sx1nVLZKPV6XTWNUvsqpbFN6uxN6eoH6ROE4oQ6p+vFgPjxfj9HpCCeoWdWqiXpG83XycqFdkt36RGCey0PxSvaJAMFzHSK5dxPUxRqFDEXCtrytiu1GnSNQyCq2LrHfFom5R9HZuWo+uV2S1rqt6AXMdI6N+kWjxodc7EgqRsRR/J+I9qHEEtU68tntZTuoQfeO0WzNSh+jt1YuzOt98gRSiDMK/0w9aq0qVqgmCICJwODXDKCKIfIUMokyigFLribwmH2OKErX5EFjVK5JbftitVxQmuSw0I5ZHyjazykKzjC0y5quPSzK2yNhuM7bIB3NMkRH7o1nFFlnEGEmxQw5pf7gpLIylqipQXGo4rigYkYEWcc1GFpqo6xMVE2RWiizrE0kJgKI5qzxOxAg5/KJOkb7U5ydiibhLqnQdEC0/9GsVSpFqjh0ySleJ15bzcCXLHMB4Bpq79iAfEhlEBEEQRFZxODSoqgKnU0UwSBm3OSPF5qxR5+ghkEFEED2QTCtFgnSawiaaU6brFaXa+iO8P7UK18k2i3VYKENCCRI912QMRUd6TeRWIeI8nUxXkKLqE0lNYi2y0OQWIJHbg6oCh6IhEHTA6VQjahaF5qQJRcbIAhPykllB0qTK1UaFa6uK1kGL7UL5CZiVIMVpPq/iFDFFYl2fn1CM9HkzUc1brOs1nGIpRBqVpMtbyKlLEEReIQwj2WVEFC5OvQ6R2xWyUJzOkFXgdIfWHW49eNlF1kImYVpmHj0FUogIogeT6WawdmOLYjVzjTWvbNQrMrCILUq3F5rdCtd2m8VGxxaJytaiArVQfERsk1CUJOVIqCpJNouVK1xbKkTSdlEJ26hbxBT4VQfcrqChFKmaAqc7CDWowOFWoQVDsUaaUa9IzF3EAMl1g0ILQ+Ex1vWlVayRvl8Tx4nsNH27oRTJWW5CMVJFFpxQiPT3qyrWpfdMxHs1GMyhhUEus6Qgg4ggiC4xjKxcXnbnlqxhJMhW64+kCzom2SxWdqUJHNJ9Ey6wVJvFChIXdAwtnXobC6fuWhPNYn0RLrSA5oBD0QzbUTynSM3X7RbDhSa7yMIGkVTQUfKsGa40UfNIDq4Wx4l0fLFd/ybUnOagbdGhQ3GZzysMHmEwiXWmiaW+Xbw0WoRBFKCv3XyFXhmCIAgiq7gU1aiDROQQjpwXZixkyCAiCMJAjtvJZXp+Ko1hQ88RPz1fkP2ga0FmXGny6ew2i5XT+gW2m8Xq48IFHfXzCXeSFHQdFM1jLVxpTqbBpzrhcQTD7jQRhCzGKrqbT1eMmC7diDR9UdARIi3eaLoa25VmKEKi727QvJ3JipHkMjMUIxFMLXq5Ssvwdv35hULEzeMiCQZyZxh2ReuOQoaiFgmCIIis4nUEu3oKBJEQUogIgrCkKwo52lWKBJmKLYoiQwUdU48tgj5PoQzFji3KVkFHIwg7QdB1p2YVbB0u2OhXHSh2BuDXzKUErIo5GjFGTFKK9OBlTShFenNVEVQN0RpE3AJZETKaturrou+uSM8X9RSFYiQUJPGSRClC0nZuVooMsTDiJVf9OexeQEHVSUEGEUEQBJFV3A7V6HVG5BCO6OZ9qZyjh0AGEUEQCclHpSjR3OwqRcb4Lootkk8jtwbxG/KGGKeZ1u0WdAwrQHrT1gQFHcXtlLPQjPPqQdIOQ+XRawnFKOjoV53wRsQQRaX06zFEYunXJRw5tkjVFSFVEc1ideVIxBQ5zMqRiAEy4p/0tHmjqaxY6t+EIqZIr1FpFFEUClKUIiRlkxkJgEbvEPN+AFBduVOIKIYoOSiGiCCILkGuck10X9wUQ0QUAKQQEQRhm0wrRQ6m2G73IeiqLDSDZAs6GuOk/1g1i5Wa0rr1wJZsNYu1LOhoVcgxhYKOAc0Bp9MPp64qOTW9ZpE+Bzm2yFCKdOlGqFRBPYbIiC3SFSHRLJbrsT0ixggixkhst1CMRAEkTYoRisouE7daM6/Ly3BBRphgPKe9XfW0+3RjiDIyk4KAfqIRBNGlkFLU/XHploXXEUgwksgoIqg63UcPgRQigiCSJhuVre3EFYWeu2uy0FKucG2syrFFsnyQWoXrZJvFCjJd4Vqc36fXL5IrXDuZik7NCa8jYKpRBISrW8uKkVOKVxLxVIr+3KoutwT1GCKxLpQjroaON+oY6ZWow4qRvt1ouWHOHovKLtOYtK7fPDlWKEbskIBiy/MXMogIgkiZTBpGyQRch547P1xpiYKu8603mnG9Rr84c280gWHQCIMnUUFHyZUWMAo2aghwB5xQDUPIJYo/GoHXZgNIGEh+EWytml1pTn1dGEIBh+5CEwaSamUgCdeYMJDM27lh8Bg3LbSumV8TY93CVRY2jKIDqLXoTdlDQ7SLN5Vz9BAKRqs+dOgQLrvsMpSVlaF379648sor0draajl+586dYIzFfCxfvtwYF2v/c889l4tLIgiC6BG4YpVsJrKOyDJL99FTKBiF6LLLLsPevXvR0NCAQCCAuXPnYv78+Xj22Wdjjq+ursbevXtN237/+9/jvvvuw3nnnWfa/vjjj2P69OnGeu/evTM+f4LozmSy5YccU5RpV5rV3LpPQUd7zWLDzVtl5UwoTGbFKB1XWkBzwMVUyxR9l55m36nqwdaiYaxF8LWISRLKkG3FSNODrPXzGIUeJYUI0tJwnWnyOP3mSIpQWCGKfi9mys1MZJ6CMIg2b96MlStX4r333sOkSZMAAA899BD+4z/+A/fffz+qqqqijnE4HKisrDRt+/vf/47vfOc7KC0tNW3v3bt31FiCIAgiM1Bz1y6CKlUnRUEYRI2Njejdu7dhDAFAXV0dFEXB2rVr8a1vfSvhOTZs2IBNmzbhkUceidr3ox/9CN///vdRU1ODq666CnPnzgVj1r8COzs70dnZaay3tLQkeUUE0b3Jh9iibAddG+O7ebNYhxFj5DQdl0xsUUBzwqMEjTFOERytnytoBFGHlJ9OSRly6rFGogSBqHqdSDEShRyDWmylSChIGhexRUIBEkqSfstkZQiyQqTvFy9hvBiiXCpEZBAlRUEYRE1NTRg4cKBpm9PpRN++fdHU1GTrHI8++ihOOOEETJ061bT9zjvvxDe/+U0UFxfj1VdfxQ9/+EO0trbixz/+seW5lixZgjvuuCP5CyEIguiBuJQgAlpBfN0QPZgufYfefPPNuOeee+KO2bx5c9rP09HRgWeffRa33npr1L7IbSeddBLa2tpw3333xTWIbrnlFixYsMBYb2lpQXV1ddrzJIjuRj4oRYJcZaFZ0uWxRdDnKZQhe7FFfkkZErFFidL0RSB1gDsQ4A64HKqReSaMI0N90hUjp75fzkITMUVBUdjRQjEKinU9JkkoQcJdZ7T+0JUesV3T18V4sS6UI0MhEkqSkXVmVoZgKETm1h0meA6rdpNClBRdahD99Kc/xRVXXBF3TE1NDSorK7Fv3z7T9mAwiEOHDtmK/fnLX/6C9vZ2zJ49O+HY2tpaLF68GJ2dnfB4PDHHeDwey30EQRCEGRcLG0NEDqG0+6ToUoNowIABGDBgQMJxU6ZMwZEjR7BhwwZMnDgRAPD6669D0zTU1tYmPP7RRx/Ff/7nf9p6rk2bNqFPnz5k8BBEBimkLDRBocYWhedrft5MxRbZrVukigKReh0iB9OiM9GMBrRCOdKXQjGSlCErxcitZ5f5deXJbezXY4f0uQglSczNrffqMGKKhFLEpdgiSUHikhJkLGHeHgs1hwoRNXdNjoJw6p5wwgmYPn065s2bh2XLliEQCOCaa67BrFmzjAyz3bt34+yzz8ZTTz2FyZMnG8du27YNb7/9Nl555ZWo87744otobm7GqaeeCq/Xi4aGhv/f3r3HRVXn/wN/nZnhNuhACHLxjlcs7z6WoDJLQspHGpqasVlpXio3syz1m4ramrtJWVhbmgnp6mqUupamP5JUNCJlZbWLJIhSCrJm3ERuM+/fH3AOnDMzMCPDzOC8nz3mQXMun3nPYYC378/7nIM33ngDCxcutNt7Y4yxWx1XiFh70C4SIgDYtm0b5s2bhzFjxkClUmHSpElITEyU1tfW1iInJweVlZWy/TZv3oyuXbsiOjraaEw3Nze8//77WLBgAYgIffr0wdtvv41Zs2bdXJB5VUCAGxDsBqjseTlSxtoXFVQ2ve0H4Py9Rfa+WazBTIuSrXqLROZ6i2oaKkhqobFCJI7h1lAlqSVNw1d5ZcjSilGtSqwANVSKGio+YkVI3K5GqiTpG46NoNhOfvaZuFys9Ei9RYqeIQMUvUXKniIT9Ho73s+Ne4isIhC50LttI2VlZfDx8UHp4o7QeQggbxXoro5AqKejQ2PMqdnyFGRLEyLjGJr/FdhSjMopNHPj6s28jtF2ioTI3P566Y+yuF6RkJF8ufhV/KPduFxlenlDUiBOjUnTSA3raxqSGUPD/mJCZCDF84b1taSGCoQqcoO7UIcqgxtUAqHa4NaYACm/GkwvlxIikidE4vbmEqI6RWLjkISosho/Tl2L0tJS6HQ68xu2gvg3Kar3i9CoW9f+Uaevxtd577RpvM6i3VSI2pXrBgj/rxQUDU6KGGtGW1SKRM7WW9TWN4uVKkPS+tb1Fkk3fzXTWyTdswyN9ywDAEPD90G8DpGYINXf00wDT6EWBgjwVNWihjTwUNVK27pR45lpgAUVIykJa6g4qRQJk0rsFTKdKIkJjblESXpulBAJsv0Nip4hZQ9R0/V1tXasEDGrcELUBgTU/w4RjpeDenrw9BljzbBlw3VTtr6gY+N2rjKV1vwtQBrvZi9vsjbVfK2HCp6CoTH5InlM7kJ9QiNWnVpKkKTqlaJy5CY2dKvqx1MmRgZpP/lz4wRInjAZqIWvRtU587/z6+qqza6zOZ4ys0q7ublreyMAEK4bgEL+1wBjzLWpbZTkMmtRY1J0s48W/oFwK+EKUVur5Ls8M2YNW17MEbB+Kq21TdeNr9s+ptKsvQWItc3X9U3VGqihlxIjfcP3xNKKkbIJW5y2q1X0LSmn1vSKpmu9ogKk7KtSbmdQnn5vVDFSVDeVU2UmLgJU68b/SHZWnBC1NS2fasoYc21uQp2UzDA74ikzq/AntI0QAHir6k/BZ4xZzdaVIpGjbhYrcpbeImtvAaIWe4nMVIyUN4GVmq+JYIAAtVAjVYbE5KililHT238Axj1F4nplhUjf0Lcp3iJErNRIvUcqsbIkfm/Fz4TpCpCykmRQnHEn0jfTOySq0dS0uI3NGGww5WXUdHbr4h6iNiBdrfSujtxQzRhzeSoX6kNh7RdXiNoCX4eIMZtxtrPQGuNo371FjUyfjabsIWqsJIn7yc9Gk5Y39P80PRtNDwFqGPcX6aXvQeNtPpouFysx5ipFymsiib1G0rWVhDrZfo2VHvnrKitIjddkUvYQKfvRTJ92Lx0hMq451KjteWFGQ/2jtWO4CE6IbMhwb0cY+ErVjDEmowYZXTiS2QH3EFmFEyJb6u0JdOQmasbakqPPQmuMo330FhltYKa3qC3PRtNT/VKjizuaOCMNaFKpEeS9PWqxP0mxXKwgmav4NFaI5JUno4qR0fWETFeSRPoWzjIzpVpjxwoR9xBZhXuIGGOMtSkx0fEU+JRz5ry4QsQYa5e4t6heS71FjZUnkZneIpGFZ6NZUzEykAB1QxXHU6g1vo8a5BWaxuUNz82chabsNVJWjsQKk7LnSC9VhExXeJSVJJGyoqRkybSgxp4VIp4yswpXiBhjtwRlgtRaYmKknFJrOY7m/yiKcZqLV0xklFNq4rjK8cUESa1YLyUoivHEV1WZ2V9MgNwE5XbUsLwhwRLkyxvXG2Rf3aGHp9hoLci3cW9Iktwa1rs1nNrfuFwvW+4p1J+y7qmqbXheq3hev95bVX97DG3D18bnNSaXi+OI65X7axX7d1BXmVzfUVUl287cV7shtP5K1a6TD3FCxBi7dXBS5JxJUf3/6xv2cfWkiKcNnRVPmTHGbimuOpUmbW+r5mvpafOn66sVSZPYg9t0Sk0PASqQNOUlsvS2INIFGC2cWpPGN9OcrdzOYGYKTXmhRePT7i1LlJs2Y6sabjxrFzxlZhVOiBhjjLUpPu3eQQwGoLX/IDDwdYgYY+yW4Oqn6Uvbt3RhR5GZilFjc7VlFSNTTdjKizyauwikeCzEabXGZmcLK0dG6y2rIDUuFy9RIL4X0xUlczmecnsZgW/47aw4IWKMMcZuRTxlZhVOiBhjLqG99hY1bmfbipFSW1aMzFaEpLHksbfUa2SuciTeSlt5Or80jlHVzMwFF8000evNVIaUr9McQWXHChEnRFbhs8wYY4y1KbUrnbvN2i2uEDHGXFJ76S1q3K51Z6OJ7FUxEm9ipG9yaxDlbUGk24WYODPN1HswVzlSVoYaE7CGW3pAsZ2ZHiRpXDPHxlxvkLLC1By9PXuI+NYdVuGEiDHGGLsFERlArbxbfWv3b084IWKMuTRX6S1Svo611y+ytmLU+LTJejM3klWemWZt5Uh6D2R6O2UFSdmDZK6SJFJWlETW9A5JY9mzQkTU+goP9xAxxhhjtuUuyKfXGHMmXCFijLEmnK23SOQsZ6MZbW9lxchdEKAHQS2Y7jOqH1uMvWF9S5UjM2erKZnrQRIpK0nScqOKkjSCyddRatqT1PR2Jm2ObNBD5EIVIk6IGGPMhLaeShM5e4Ik7Wdp43CLtwYxsZGgfC0xNjTEZlmiJO2vTHwUCZPI0sTJXNiWXn276RRcnT0TIoMBaO3ruVAPEU+ZMcYYY8zlcYWIMcYsYOupNJG1zdeN8Vh3ur7oZitGjftbdmsQialhzDZ6K1hYOWqMrWE7xWua+5e/uUqQcirNHHPHqDk8Zea8OCFijDHGbkFkMIBamYDxafeMMcZMaq+9RY3b2+a0feXrWVwxAszeFNXSypHRbUPE5VLM8u2VPUjKcRpjNt2TpKRs6raGu40rjMx2OCFijDHGbkU8ZWYVTogYY6wV2rq3SNTeK0ZAC1UjwOLKkfK1ra0gSfGYqSQptVRZsoZGsGOCYSCjPiyruVBCxGeZMcYYY8zlcYWIMcZsoK16i0TOWjFqjMd89aeliz7edOVIZGUFSWTcQ2R6HGVlSUlZaWqOXasQRDD/7q0ZwzVwQsQYY6xNqSDAAJK+MvsgA4FaOWVGLpQQtZsps9WrVyMyMhJarRa+vr4W7UNEWL58OYKDg+Hl5YWoqCicO3dOts21a9cQFxcHnU4HX19fzJw5ExUVFW3wDhhjrkSl+M/W1IJK9rA8LkH2aHl7y96HWhBkD1Ovq3x9aV8IzT6UMSsfytdWPtwaHiqg2YcbBNmjpbjEh7tg3cNuyGCbh4toNwlRTU0NJk+ejGeffdbifd58800kJibiww8/RGZmJry9vTF27FhUVVVJ28TFxeHHH39EamoqvvzySxw9ehSzZ89ui7fAGGOsiaZJUtOvShbfNoSxVmg3U2YrV64EACQnJ1u0PRHhnXfewdKlSzFhwgQAwJYtWxAYGIg9e/bgsccew88//4wDBw7gxIkTGDlyJABg/fr1eOihh5CQkICQkJA2eS+MMdfTXnqMRJbeK61x+5Z7jZRnqDV9/aZfTb32TZ21pmRlXtV4XSPbTRvZswrBU2bWaTcVImvl5+ejqKgIUVFR0jIfHx+Eh4cjIyMDAJCRkQFfX18pGQKAqKgoqFQqZGZmmh27uroaZWVlsgdjjFmjrabSRDc7pSZq7dSaqffX0tSWudc2F4ulU1qWjnuzU3LWPuyGp8ys0m4qRNYqKioCAAQGBsqWBwYGSuuKiorQuXNn2XqNRgM/Pz9pG1PWrFkjVayaKqtwnQ8OY8w27NVkbO290pRuNk5rKmGWVmKsjaW1x9iW36Pyhr8T9qi81KG21ddlrEOtbYJpBxyaEC1evBh///vfm93m559/xoABA+wUkWWWLFmCl156SXp+6dIlDBw4ED2GX3BcUIwxxtqN8vJy+Pj4tMnY7u7uCAoKwrGi/TYZLygoCO7u7jYZy5k5NCF6+eWX8dRTTzW7TWho6E2NHRQUBAC4cuUKgoODpeVXrlzB0KFDpW2Ki4tl+9XV1eHatWvS/qZ4eHjAw8NDet6hQwf8+uuv6NixIwRBQFlZGbp164Zff/0VOp3upuK3N47ZPjhm+2hvMbe3eAGO+WYREcrLy9u0R9XT0xP5+fmoqamxyXju7u7w9PS0yVjOzKEJUUBAAAICAtpk7F69eiEoKAiHDh2SEqCysjJkZmZKZ6pFRESgpKQEWVlZGDFiBAAgLS0NBoMB4eHhFr+WSqVC165djZbrdLp284tCxDHbB8dsH+0t5vYWL8Ax34y2qgw15enp6RJJjC21m6bqgoICZGdno6CgAHq9HtnZ2cjOzpZdM2jAgAHYvXs3AEAQBLz44ov461//ir179+LMmTOYPn06QkJC8MgjjwAAwsLCEBMTg1mzZuH777/H8ePHMW/ePDz22GN8hhljjDHmQtpNU/Xy5cvxySefSM+HDRsGAPjmm28wevRoAEBOTg5KS0ulbV599VVcv34ds2fPRklJCe6++24cOHBAljVv27YN8+bNw5gxY6BSqTBp0iQkJiba500xxhhjzCm0m4QoOTm5xWsQKbv2BUHAqlWrsGrVKrP7+Pn5Yfv27bYIUeLh4YH4+HhZn5Gz45jtg2O2j/YWc3uLF+CY2a1HIFe66hJjjDHGmAntpoeIMcYYY6ytcELEGGOMMZfHCRFjjDHGXB4nRIwxxhhzeZwQ3aS//e1v0rWOlIgIDz74IARBwJ49e2TrCgoKMG7cOGi1WnTu3BmvvPIK6urqHBbz6NGjIQiC7DF37lynjhmovzHv/fffD29vb+h0OowaNQo3btyQ1l+7dg1xcXHQ6XTw9fXFzJkzZdessle8Fy5cMDq+4iMlJUXaz9mOcVFREZ544gkEBQXB29sbw4cPx+effy7bz1HH2FzMeXl5iI2NRUBAAHQ6HaZMmYIrV644LOYVK1YYfc+b3oaoqqoKzz//PDp16oQOHTpg0qRJRvHa+3PRUswbN27E6NGjodPpIAgCSkpKjMaw9+eiuZivXbuGv/zlL+jfvz+8vLzQvXt3vPDCC7LLswCO/fljzqPdnHbvTE6cOIENGzZg8ODBJte/8847EEzc0Viv12PcuHEICgrCt99+i8LCQkyfPh1ubm544403HBbzrFmzZJcm0Gq1Th1zRkYGYmJisGTJEqxfvx4ajQb//e9/oVI15vdxcXEoLCxEamoqamtr8fTTT2P27Nk2v8RCS/F269YNhYWFsu02btyItWvX4sEHHwTgnMd4+vTpKCkpwd69e+Hv74/t27djypQpOHnypHQNMEccY3MxX79+HdHR0RgyZAjS0tIAAMuWLcPDDz+M7777Tvps2Dvm22+/HV9//bX0XKNp/JW7YMEC7Nu3DykpKfDx8cG8efMwceJEHD9+HIDjPhfNxVxZWYmYmBjp588UR3wuzMV8+fJlXL58GQkJCRg4cCAuXryIuXPn4vLly/jss88AOPbnjzkZYlYpLy+nvn37UmpqKt177700f/582fpTp05Rly5dqLCwkADQ7t27pXX79+8nlUpFRUVF0rIPPviAdDodVVdXOyRmU++hKWeMOTw8nJYuXWp2359++okA0IkTJ6RlX331FQmCQJcuXbJ7vEpDhw6lGTNmSM+d8Rh7e3vTli1bZNv7+fnRRx99RESOOcbNxXzw4EFSqVRUWloqbVtSUkKCIFBqaqpDYo6Pj6chQ4aYXFdSUkJubm6UkpIiLfv5558JAGVkZBCRYz4XzcXc1DfffEMA6I8//pAtd8TnwtKYRZ9++im5u7tTbW0tETnu5485H54ys9Lzzz+PcePGISoqymhdZWUlHn/8cbz//vsmbw6bkZGBQYMGITAwUFo2duxYlJWV4ccff3RIzED91br9/f1xxx13YMmSJaisrHTamIuLi5GZmYnOnTsjMjISgYGBuPfee3Hs2DFZzL6+vhg5cqS0LCoqCiqVCpmZmXaNVykrKwvZ2dmYOXOmLF5nOsYAEBkZiZ07d+LatWswGAzYsWMHqqqqpKvCO+IYNxdzdXU1BEGQXXDP09MTKpVK+mw4IuZz584hJCQEoaGhiIuLQ0FBAYD6z0Ftba3sfQwYMADdu3dHRkaGFK8jPhfmYraEoz4X1sRcWloKnU4nVZEcdZyZ8+EpMyvs2LED//nPf3DixAmT6xcsWIDIyEhMmDDB5PqioiLZDx0A6XlRUZFtg23QUsyPP/44evTogZCQEJw+fRqLFi1CTk4Odu3a5ZQxnz9/HkB930BCQgKGDh2KLVu2YMyYMfjhhx/Qt29fFBUVoXPnzrL9NBoN/Pz82iTmlo5xUx9//DHCwsIQGRkpLXO2YwwAn376KaZOnYpOnTpBo9FAq9Vi9+7d6NOnjxSXPY9xSzHfeeed8Pb2xqJFi/DGG2+AiLB48WLo9XppytLeMYeHhyM5ORn9+/dHYWEhVq5ciXvuuQc//PADioqK4O7uDl9fX9k+gYGBUiyO+Fw0F3PHjh1b3N8RnwtrYr569Spef/11zJ49WxazvY8zc06cEFno119/xfz585GammryDsJ79+5FWloaTp065YDoTGspZgCyXwyDBg1CcHAwxowZg7y8PPTu3dteoUpaitlgMAAA5syZg6effhpA/X3tDh06hM2bN2PNmjVOFW9TN27cwPbt27Fs2TI7RWeaJTEvW7YMJSUl+Prrr+Hv7489e/ZgypQpSE9Px6BBg+wcccsxBwQEICUlBc8++ywSExOhUqkwbdo0DB8+XNZbZk9ijxgADB48GOHh4ejRowc+/fRTeHl5OSSmljQXc9OqpjOxNOaysjKMGzcOAwcOxIoVKxwQKXN2PGVmoaysLBQXF2P48OHQaDTQaDQ4cuQIEhMTodFokJqairy8PPj6+krrAWDSpEnSNENQUJDRWSTic1NTbG0ds16vN9onPDwcAJCbm+uUMYv/chs4cKBsv7CwMKlMHhQUhOLiYtn6uro6XLt2zeYxW3OMP/vsM1RWVmL69OmyMZztGOfl5eG9997D5s2bMWbMGAwZMgTx8fEYOXIk3n//fSkuex1jS2LW6/WIjo5GXl4eiouLcfXqVWzduhWXLl1CaGioQ2JW8vX1Rb9+/ZCbm4ugoCDU1NQYnaV15coVKRZ7fy5aitkSjj7GgOmYy8vLERMTg44dO2L37t1wc3OTxezo48ycAydEFhozZgzOnDmD7Oxs6TFy5EjExcUhOzsbr732Gk6fPi1bDwDr1q1DUlISACAiIgJnzpyR/cJITU2FTqcz+gNvj5jVarXRPmLcwcHBThlzaGgoQkJCkJOTI9vvl19+QY8ePaSYS0pKkJWVJa1PS0uDwWCQEj57xdv0GH/88ccYP348AgICZGM42zEWe8iUlRW1Wi1V6Ox5jC2Juelx9vf3h6+vL9LS0lBcXIzx48c7JGaliooK5OXlITg4GCNGjICbmxsOHTokrc/JyUFBQQEiIiKkeO35uWgpZks4+hgDxjGXlZUhOjoa7u7u2Lt3r1GF0RmOM3MSju7qbs9aOpsIirPM6urq6I477qDo6GjKzs6mAwcOUEBAAC1ZsqTtg23QNObc3FxatWoVnTx5kvLz8+nf//43hYaG0qhRo5w2ZiKidevWkU6no5SUFDp37hwtXbqUPD09KTc3V9omJiaGhg0bRpmZmXTs2DHq27cvTZs2zSHxEhGdO3eOBEGgr776ymh7ZzvGNTU11KdPH7rnnnsoMzOTcnNzKSEhgQRBoH379kn7OPIYK2MmItq8eTNlZGRQbm4ubd26lfz8/Oill16S7WPPmF9++WU6fPgw5efn0/HjxykqKor8/f2puLiYiIjmzp1L3bt3p7S0NDp58iRFRERQRESEtL8jPhctxVxYWEinTp2ijz76iADQ0aNH6dSpU/T7779LY9j7c9FczKWlpRQeHk6DBg2i3NxcKiwslB51dXVE5Bw/f8w5cELUCtYmREREFy5coAcffJC8vLzI39+fXn75Zen0T3toGnNBQQGNGjWK/Pz8yMPDg/r06UOvvPKK7NRlZ4tZtGbNGuratStptVqKiIig9PR02frff/+dpk2bRh06dCCdTkdPP/00lZeXOyzeJUuWULdu3Uiv15vcx9mO8S+//EITJ06kzp07k1arpcGDBxudhu/IY2wq5kWLFlFgYCC5ublR37596a233iKDweCwmKdOnUrBwcHk7u5OXbp0oalTp8qS9hs3btBzzz1Ht912G2m1WoqNjaXCwkLZGPb+XLQUc3x8PAEweiQlJUnb2Ptz0VzM4uUBTD3y8/OlMRz988ecg0BE5IjKFGOMMcaYs+AeIsYYY4y5PE6IGGOMMebyOCFijDHGmMvjhIgxxhhjLo8TIsYYY4y5PE6IGGOMMebyOCFijDHGmMvjhIgx1qzDhw9DEASj+24567is7axevRqRkZHQarXw9fW1aB9BEEw+1q5dCwC4cOECZs6ciV69esHLywu9e/dGfHw8ampqZOMQERISEtCvXz94eHigS5cuWL16tbR+165deOCBBxAQEACdToeIiAgcPHhQNsaKFSuM4hgwYIBsm7y8PMTGxkrjTJkyxeheZy2pra3FqlWr0Lt3b3h6emLIkCE4cOCAVWMw++OEiDHWrMjISBQWFsLHx+emxxg9ejRefPFFm4/LbG/06NFITk42ua6mpgaTJ0/Gs88+a/F4hYWFssfmzZshCAImTZoEADh79iwMBgM2bNiAH3/8EevWrcOHH36I//u//5ONM3/+fGzatAkJCQk4e/Ys9u7diz/96U/S+qNHj+KBBx7A/v37kZWVhfvuuw8PP/wwTp06JRvn9ttvl8Vz7Ngxad3169cRHR0NQRCQlpaG48ePo6amBg8//LB0Hz9LLF26FBs2bMD69evx008/Ye7cuYiNjTWKhTkZB18pmzHmAlq6zQ1zHvfee6/sVhymJCUlkY+Pz02NP2HCBLr//vub3ebNN9+kXr16Sc9/+ukn0mg0dPbsWatea+DAgbRy5UrpeXx8PA0ZMsTs9gcPHiSVSiW7fVFJSQkJgkCpqanSsoKCApo8eTL5+PjQbbfdRuPHj5fdCiQ4OJjee+892dgTJ06kuLg4q+Jn9sUVIsZuYT179sQ777wjWzZ06FCsWLFCei4IAjZt2oTY2FhotVr07dsXe/fuldYrp7ZmzJiBwYMHo7q6GkB91WDYsGGYPn26yRieeuopHDlyBO+++640TXHhwgWjcZOTk+Hr64svv/wS/fv3h1arxaOPPorKykp88skn6NmzJ2677Ta88MIL0Ov10vjV1dVYuHAhunTpAm9vb4SHh+Pw4cOtPnbM9q5cuYJ9+/Zh5syZzW5XWloKPz8/6fkXX3yB0NBQfPnll+jVqxd69uyJZ555BteuXTM7hsFgQHl5uWwcADh37hxCQkIQGhqKuLg4FBQUSOuqq6shCAI8PDykZZ6enlCpVFIlqba2FmPHjkXHjh2Rnp6O48ePo0OHDoiJiZGm+aqrq+Hp6Sl7XS8vL1k1ijkfTogYY1i5ciWmTJmC06dP46GHHkJcXJzZPzaJiYm4fv06Fi9eDAB47bXXUFJSgvfee8/k9u+++y4iIiIwa9YsaZqiW7duJretrKxEYmIiduzYgQMHDuDw4cOIjY3F/v37sX//fmzduhUbNmzAZ599Ju0zb948ZGRkYMeOHTh9+jQmT56MmJgYnDt3rpVHhdnaJ598go4dO2LixIlmt8nNzcX69esxZ84cadn58+dx8eJFpKSkYMuWLUhOTkZWVhYeffRRs+MkJCSgoqICU6ZMkZaFh4cjOTkZBw4cwAcffID8/Hzcc889KC8vBwDceeed8Pb2xqJFi1BZWYnr169j4cKF0Ov1KCwsBADs3LkTBoMBmzZtwqBBgxAWFoakpCQUFBRIifjYsWPx9ttv49y5czAYDEhNTcWuXbukMZiTcnSJijHWdnr06EHr1q2TLRsyZAjFx8dLzwHQ0qVLpecVFRUEgL766isiarxj+B9//CFt8+2335KbmxstW7aMNBoNpaenNxuHqSkz5bhJSUkEQHZ39Tlz5pBWq5XdLX3s2LE0Z84cIiK6ePEiqdVqunTpkmzsMWPG0JIlS5qNidVbvXo1eXt7Sw+VSkUeHh6yZRcvXpTtc7NTZv3796d58+aZXf/bb79R7969aebMmbLls2bNIgCUk5MjLcvKyiIAJqfRtm3bRlqtVjbNZcoff/xBOp2ONm3aJC07ePAghYaGkiAIpFar6c9//jMNHz6c5s6dS0RECxcuJLVaLTs+3t7eJAgC/eMf/yAiouLiYpowYQKpVCpSq9XUr18/eu6558jT07Plg8QcRuPAXIwx5iQGDx4s/b+3tzd0Oh2Ki4vNbh8REYGFCxfi9ddfx6JFi3D33XfbJA6tVovevXtLzwMDA9GzZ0906NBBtkyM7cyZM9Dr9ejXr59snOrqanTq1MkmMd3q5s6dK6uixMXFYdKkSbIqTkhISKtfJz09HTk5Odi5c6fJ9ZcvX8Z9992HyMhIbNy4UbYuODgYGo1G9n0OCwsDABQUFKB///7S8h07duCZZ55BSkoKoqKimo3J19cX/fr1Q25urrQsOjoaeXl5uHr1KjQaDXx9fREUFITQ0FAAQEVFBUaMGIFt27YZjRcQECB93bNnD6qqqvD7778jJCQEixcvlsZgzokTIsZuYSqVCkQkW1ZbW2u0nZubm+y5IAjNnlVjMBhw/PhxqNVq2R+T1jIVR3OxVVRUQK1WIysrC2q1WrZd0ySKmefn5yfrs/Hy8kLnzp3Rp08fm77Oxx9/jBEjRmDIkCFG6y5duoT77rsPI0aMQFJSElQqeTfHXXfdhbq6OuTl5UkJ8y+//AIA6NGjh7Tdv/71L8yYMQM7duzAuHHjWoypoqICeXl5eOKJJ4zW+fv7AwDS0tJQXFyM8ePHAwCGDx+OnTt3onPnztDpdM2O7+npiS5duqC2thaff/65LPFkzod7iBi7hQUEBMj6FsrKypCfn9/qcdeuXYuzZ8/iyJEjOHDgAJKSkprd3t3dXdYIbSvDhg2DXq9HcXEx+vTpI3sEBQXZ/PVcXUFBAbKzs1FQUAC9Xo/s7GxkZ2ejoqJC2mbAgAHYvXu3bL+ysjKkpKTgmWeeMRrz0qVLGD16NLp3746EhAT873//Q1FREYqKiqRtoqKiMHz4cMyYMQOnTp1CVlYW5syZgwceeECqGm3fvh3Tp0/HW2+9hfDwcGmM0tJSaZyFCxfiyJEjuHDhAr799lvExsZCrVZj2rRp0jZJSUn47rvvkJeXh3/+85+YPHkyFixYIFWh4uLi4O/vjwkTJiA9PR35+fk4fPgwXnjhBfz2228AgMzMTOzatQvnz59Heno6YmJiYDAY8Oqrr9rgu8DaCidEjN3C7r//fmzduhXp6ek4c+YMnnzySaNKirVOnTqF5cuXY9OmTbjrrrvw9ttvY/78+Th//rzZfXr27InMzExcuHABV69eteqaLs3p168f4uLiMH36dOzatQv5+fn4/vvvsWbNGuzbt88mr8EaLV++HMOGDUN8fDwqKiowbNgwDBs2DCdPnpS2ycnJkSUhQP00FhHJEg9RamoqcnNzcejQIXTt2hXBwcHSQ6RSqfDFF1/A398fo0aNwrhx4xAWFoYdO3ZI22zcuBF1dXV4/vnnZWPMnz9f2ua3337DtGnT0L9/f0yZMgWdOnXCd999J011ifE/8sgjCAsLw6pVq/Daa68hISFBWq/VanH06FF0794dEydORFhYGGbOnImqqiqpYlRVVYWlS5di4MCBiI2NRZcuXXDs2DGLL2bJHMTRTUyMsbZTWlpKU6dOJZ1OR926daPk5GSTTdW7d++W7efj4yNdi6Zp8/ONGzdo4MCBNHv2bNn248ePp8jISKqrqzMZR05ODt15553k5eVFACg/P99kU7WyUdfUdWOefPJJmjBhgvS8pqaGli9fTj179iQ3NzcKDg6m2NhYOn36tKWHiTHGSCBSNBgwxhhjjLkYnjJjjDHGmMvjhIgxxhhjLo8TIsYYY4y5PE6IGGOMMebyOCFijDHGmMvjhIgxxhhjLo8TIsYYY4y5PE6IGGOMMebyOCFijDHGmMvjhIgxxhhjLo8TIsYYY4y5PE6IGGOMMeby/j+tCz2ns+ARAgAAAABJRU5ErkJggg==", - "text/plain": "
" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": "
" - }, - "metadata": {}, - "output_type": "display_data" } - ], + }, + "outputs": [], "source": [ "# plot model\n", "\n", @@ -262,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-09-13T20:33:34.177979700Z", @@ -275,48 +232,28 @@ "shell.execute_reply": "2024-09-13T15:55:40.932014Z" } }, - "outputs": [ - { - "data": { - "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
xytimexopt_runtimexopt_error
0-0.8030870.6520071.726259e+090.001013False
1-0.6030870.4859681.726259e+090.000189False
2-0.4030870.2801311.726259e+090.000138False
3-0.2030870.1330611.726259e+090.000263False
4-0.0030870.0369651.726259e+090.000137False
..................
296-0.5317720.0004801.726260e+090.000169False
297-0.5698670.0001401.726260e+090.000168False
298-0.5709310.0000711.726260e+090.000153False
299-0.5825770.0002531.726260e+090.000154False
300-0.5679160.0000151.726260e+090.000166False
\n

301 rows × 5 columns

\n
", - "text/plain": " x y time xopt_runtime xopt_error\n0 -0.803087 0.652007 1.726259e+09 0.001013 False\n1 -0.603087 0.485968 1.726259e+09 0.000189 False\n2 -0.403087 0.280131 1.726259e+09 0.000138 False\n3 -0.203087 0.133061 1.726259e+09 0.000263 False\n4 -0.003087 0.036965 1.726259e+09 0.000137 False\n.. ... ... ... ... ...\n296 -0.531772 0.000480 1.726260e+09 0.000169 False\n297 -0.569867 0.000140 1.726260e+09 0.000168 False\n298 -0.570931 0.000071 1.726260e+09 0.000153 False\n299 -0.582577 0.000253 1.726260e+09 0.000154 False\n300 -0.567916 0.000015 1.726260e+09 0.000166 False\n\n[301 rows x 5 columns]" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "X.data" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-09-13T20:33:34.206980500Z", "start_time": "2024-09-13T20:33:34.167008100Z" - }, - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": "[('models.0.likelihood.noise_covar.raw_noise',\n Parameter containing:\n tensor([-49.5976], dtype=torch.float64, requires_grad=True)),\n ('models.0.mean_module.raw_constant',\n Parameter containing:\n tensor(8.1919, dtype=torch.float64, requires_grad=True)),\n ('models.0.covar_module.raw_outputscale',\n Parameter containing:\n tensor(33.6653, dtype=torch.float64, requires_grad=True)),\n ('models.0.covar_module.base_kernel.raw_lengthscale',\n Parameter containing:\n tensor([[-2.1513, -0.6404]], dtype=torch.float64, requires_grad=True))]" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" } - ], + }, + "outputs": [], "source": [ "list(model.named_parameters())" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-09-13T20:33:35.070981200Z", @@ -329,31 +266,7 @@ "shell.execute_reply": "2024-09-13T15:55:42.111804Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "87.98955512046814\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": "
" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": "
" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# plot the acquisition function\n", "# note that target time is only updated during the generate call\n", From f2cbd871afc04d0c9f35b98e10cc97bf4edc4bfb Mon Sep 17 00:00:00 2001 From: Ryan Roussel Date: Mon, 16 Sep 2024 16:40:15 -0500 Subject: [PATCH 7/9] Update time_dependent_bo.ipynb --- .../time_dependent_bo.ipynb | 255 +++++++++--------- 1 file changed, 134 insertions(+), 121 deletions(-) diff --git a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb index 885ebd6f..8d34e44b 100644 --- a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb +++ b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb @@ -9,7 +9,7 @@ } }, "source": [ - "## Time dependent Bayesian Optimization\n", + "# Time dependent Bayesian Optimization\n", "\n", "In this example we demonstrate time dependent optimization. In this case we are not\n", "only interested in finding an optimum point in input space, but also maintain the\n", @@ -20,11 +20,11 @@ "cell_type": "code", "execution_count": 1, "metadata": { + "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-13T20:30:39.123472900Z", - "start_time": "2024-09-13T20:30:35.295829600Z" - }, - "collapsed": false + "end_time": "2024-09-16T21:31:57.075774800Z", + "start_time": "2024-09-16T21:31:53.334610500Z" + } }, "outputs": [], "source": [ @@ -34,6 +34,7 @@ "import warnings\n", "import torch\n", "from matplotlib import pyplot as plt\n", + "from tqdm import trange\n", "from xopt.generators.bayesian import TDUpperConfidenceBoundGenerator\n", "from xopt.vocs import VOCS\n", "from xopt.evaluator import Evaluator\n", @@ -54,74 +55,87 @@ } }, "source": [ - "### Time dependent test problem\n", + "## Time dependent test problem\n", "Optimization is carried out over a single variable `x`. The test function is a simple\n", - " quadratic, with a minimum location that drifts in the positive `x` direction over\n", - " (real) time." + " quadratic, with a minimum location that drifts and changes as a function of time `t`." ] }, + { + "cell_type": "markdown", + "source": [ + "Define test functions" + ], + "metadata": { + "collapsed": false + } + }, { "cell_type": "code", "execution_count": 2, "metadata": { - "ExecuteTime": { - "end_time": "2024-09-13T20:30:39.181501800Z", - "start_time": "2024-09-13T20:30:39.129472200Z" - }, "execution": { "iopub.execute_input": "2024-09-13T15:55:17.650035Z", "iopub.status.busy": "2024-09-13T15:55:17.649856Z", "iopub.status.idle": "2024-09-13T15:55:17.659060Z", "shell.execute_reply": "2024-09-13T15:55:17.658810Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "variables={'x': [-1.0, 1.0]} constraints={} objectives={'y': 'MINIMIZE'} constants={} observables=[]\n" - ] }, - { - "data": { - "text/plain": "\n Xopt\n________________________________\nVersion: 0.0.0\nData size: 0\nConfig as YAML:\ndump_file: null\nevaluator:\n function: __main__.f\n function_kwargs: {}\n max_workers: 1\n vectorized: false\ngenerator:\n added_time: 0.1\n beta: 0.01\n computation_time: null\n custom_objective: null\n fixed_features: null\n forgetting_time: 20.0\n gp_constructor:\n covar_modules: {}\n custom_noise_prior: null\n mean_modules: {}\n name: time_dependent\n trainable_mean_keys: []\n transform_inputs: true\n use_low_noise_prior: true\n log_transform_acquisition_function: false\n max_travel_distances:\n - 0.1\n memory_length: null\n model: null\n n_candidates: 1\n n_interpolate_points: null\n n_monte_carlo_samples: 128\n name: time_dependent_upper_confidence_bound\n numerical_optimizer:\n max_iter: 2000\n max_time: null\n n_restarts: 20\n name: LBFGS\n target_prediction_time: null\n turbo_controller: null\n use_cuda: false\nmax_evaluations: null\nserialize_inline: false\nserialize_torch: false\nstrict: true\nvocs:\n constants: {}\n constraints: {}\n objectives:\n y: MINIMIZE\n observables: []\n variables:\n x:\n - -1.0\n - 1.0\n" - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" + "ExecuteTime": { + "end_time": "2024-09-16T21:31:57.090908600Z", + "start_time": "2024-09-16T21:31:57.080765400Z" } - ], + }, + "outputs": [], "source": [ - "# test evaluate function and vocs\n", + "# location of time dependent minimum\n", "def k(t_):\n", " return torch.where(\n", " t_ < 50, 0.25 * torch.sin(t_ * 6 / 10.0) + 0.1e-2 * t_, -1.5e-2 * (t_ - 50.0)\n", " )\n", "\n", - "\n", + "# define function in time and position space\n", "def g(x_, t_):\n", - " # make a test function that has a sharp change at t_ = 50\n", " return (x_ - k(t_)) ** 2\n", "\n", "\n", "start_time = time.time()\n", "\n", - "\n", + "# create callable function for Xopt\n", "def f(inputs):\n", " x_ = inputs[\"x\"]\n", " current_time = time.time()\n", " t_ = current_time - start_time\n", " y_ = g(x_, torch.tensor(t_))\n", "\n", - " return {\"y\": float(y_), \"time\": float(current_time)}\n", - "\n", - "\n", + " return {\"y\": float(y_), \"time\": float(current_time)}" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Define Xopt objects including optimization algorithm" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 3, + "outputs": [ + { + "data": { + "text/plain": "\n Xopt\n________________________________\nVersion: 0.0.0\nData size: 0\nConfig as YAML:\ndump_file: null\nevaluator:\n function: __main__.f\n function_kwargs: {}\n max_workers: 1\n vectorized: false\ngenerator:\n added_time: 0.1\n beta: 0.01\n computation_time: null\n custom_objective: null\n fixed_features: null\n forgetting_time: 20.0\n gp_constructor:\n covar_modules: {}\n custom_noise_prior: null\n mean_modules: {}\n name: time_dependent\n trainable_mean_keys: []\n transform_inputs: true\n use_low_noise_prior: true\n log_transform_acquisition_function: false\n max_travel_distances:\n - 0.1\n memory_length: null\n model: null\n n_candidates: 1\n n_interpolate_points: null\n n_monte_carlo_samples: 128\n name: time_dependent_upper_confidence_bound\n numerical_optimizer:\n max_iter: 2000\n max_time: null\n n_restarts: 20\n name: LBFGS\n target_prediction_time: null\n turbo_controller: null\n use_cuda: false\nmax_evaluations: null\nserialize_inline: false\nserialize_torch: false\nstrict: true\nvocs:\n constants: {}\n constraints: {}\n objectives:\n y: MINIMIZE\n observables: []\n variables:\n x:\n - -1.0\n - 1.0\n" + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ "variables = {\"x\": [-1, 1]}\n", "objectives = {\"y\": \"MINIMIZE\"}\n", "\n", "vocs = VOCS(variables=variables, objectives=objectives)\n", - "print(vocs)\n", "\n", "evaluator = Evaluator(function=f)\n", "generator = TDUpperConfidenceBoundGenerator(\n", @@ -136,28 +150,52 @@ "\n", "X = Xopt(evaluator=evaluator, generator=generator, vocs=vocs)\n", "X" - ] + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-09-16T21:31:57.121919300Z", + "start_time": "2024-09-16T21:31:57.094948800Z" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## Run optimization" + ], + "metadata": { + "collapsed": false + } }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { - "ExecuteTime": { - "end_time": "2024-09-13T20:32:07.380031400Z", - "start_time": "2024-09-13T20:30:39.156497700Z" - }, "execution": { "iopub.execute_input": "2024-09-13T15:55:17.679779Z", "iopub.status.busy": "2024-09-13T15:55:17.679658Z", "iopub.status.idle": "2024-09-13T15:55:40.915698Z", "shell.execute_reply": "2024-09-13T15:55:40.914547Z" + }, + "ExecuteTime": { + "end_time": "2024-09-16T21:33:35.361570200Z", + "start_time": "2024-09-16T21:31:57.124948500Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 300/300 [01:38<00:00, 3.05it/s]\n" + ] + } + ], "source": [ "X.random_evaluate(1)\n", "\n", - "for _ in range(300):\n", + "for _ in trange(300):\n", " # note that in this example we can ignore warnings if computation time is greater\n", " # than added time\n", " with warnings.catch_warnings():\n", @@ -166,53 +204,59 @@ " time.sleep(0.1)" ] }, + { + "cell_type": "markdown", + "source": [ + "## Visualize GP model of objective function and plot trajectory" + ], + "metadata": { + "collapsed": false + } + }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "metadata": { + "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-13T20:33:34.148978800Z", - "start_time": "2024-09-13T20:32:07.388032300Z" - }, - "collapsed": false + "end_time": "2024-09-16T21:38:43.099459700Z", + "start_time": "2024-09-16T21:38:19.252767200Z" + } }, "outputs": [ { "data": { - "image/png": "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", - "text/plain": "
" + "text/plain": "
", + "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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", - "text/plain": "
" + "text/plain": "
", + "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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", - "text/plain": "
" + "text/plain": "
", + "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ - "# plot model\n", - "\n", "data = X.data\n", "\n", "xbounds = generator.vocs.bounds\n", "tbounds = [data[\"time\"].min(), data[\"time\"].max()]\n", "\n", - "\n", "model = X.generator.model\n", - "n = 200\n", + "n = 100\n", "t = torch.linspace(*tbounds, n, dtype=torch.double)\n", "x = torch.linspace(*xbounds.flatten(), n, dtype=torch.double)\n", "tt, xx = torch.meshgrid(t, x)\n", @@ -261,72 +305,27 @@ ] }, { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2024-09-13T20:33:34.177979700Z", - "start_time": "2024-09-13T20:33:34.153978800Z" - }, - "execution": { - "iopub.execute_input": "2024-09-13T15:55:40.920087Z", - "iopub.status.busy": "2024-09-13T15:55:40.919502Z", - "iopub.status.idle": "2024-09-13T15:55:40.932446Z", - "shell.execute_reply": "2024-09-13T15:55:40.932014Z" - } - }, - "outputs": [ - { - "data": { - "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
xytimexopt_runtimexopt_error
0-0.8030870.6520071.726259e+090.001013False
1-0.6030870.4859681.726259e+090.000189False
2-0.4030870.2801311.726259e+090.000138False
3-0.2030870.1330611.726259e+090.000263False
4-0.0030870.0369651.726259e+090.000137False
..................
296-0.5317720.0004801.726260e+090.000169False
297-0.5698670.0001401.726260e+090.000168False
298-0.5709310.0000711.726260e+090.000153False
299-0.5825770.0002531.726260e+090.000154False
300-0.5679160.0000151.726260e+090.000166False
\n

301 rows × 5 columns

\n
", - "text/plain": " x y time xopt_runtime xopt_error\n0 -0.803087 0.652007 1.726259e+09 0.001013 False\n1 -0.603087 0.485968 1.726259e+09 0.000189 False\n2 -0.403087 0.280131 1.726259e+09 0.000138 False\n3 -0.203087 0.133061 1.726259e+09 0.000263 False\n4 -0.003087 0.036965 1.726259e+09 0.000137 False\n.. ... ... ... ... ...\n296 -0.531772 0.000480 1.726260e+09 0.000169 False\n297 -0.569867 0.000140 1.726260e+09 0.000168 False\n298 -0.570931 0.000071 1.726260e+09 0.000153 False\n299 -0.582577 0.000253 1.726260e+09 0.000154 False\n300 -0.567916 0.000015 1.726260e+09 0.000166 False\n\n[301 rows x 5 columns]" - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "cell_type": "markdown", "source": [ - "X.data" - ] - }, - { - "cell_type": "code", - "execution_count": 6, + "## plot the acquisition function" + ], "metadata": { - "ExecuteTime": { - "end_time": "2024-09-13T20:33:34.206980500Z", - "start_time": "2024-09-13T20:33:34.167008100Z" - }, "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": "[('models.0.likelihood.noise_covar.raw_noise',\n Parameter containing:\n tensor([-49.5976], dtype=torch.float64, requires_grad=True)),\n ('models.0.mean_module.raw_constant',\n Parameter containing:\n tensor(8.1919, dtype=torch.float64, requires_grad=True)),\n ('models.0.covar_module.raw_outputscale',\n Parameter containing:\n tensor(33.6653, dtype=torch.float64, requires_grad=True)),\n ('models.0.covar_module.base_kernel.raw_lengthscale',\n Parameter containing:\n tensor([[-2.1513, -0.6404]], dtype=torch.float64, requires_grad=True))]" - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(model.named_parameters())" - ] + } }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": { - "ExecuteTime": { - "end_time": "2024-09-13T20:33:35.070981200Z", - "start_time": "2024-09-13T20:33:34.183983300Z" - }, "execution": { "iopub.execute_input": "2024-09-13T15:55:41.794609Z", "iopub.status.busy": "2024-09-13T15:55:41.794517Z", "iopub.status.idle": "2024-09-13T15:55:42.112062Z", "shell.execute_reply": "2024-09-13T15:55:42.111804Z" + }, + "ExecuteTime": { + "end_time": "2024-09-16T21:38:43.580419300Z", + "start_time": "2024-09-16T21:38:43.103448700Z" } }, "outputs": [ @@ -334,28 +333,27 @@ "name": "stdout", "output_type": "stream", "text": [ - "87.98955512046814\n" + "97.98880386352539\n" ] }, { "data": { - "image/png": "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", - "text/plain": "
" + "text/plain": "
", + "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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", - "text/plain": "
" + "text/plain": "
", + "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ - "# plot the acquisition function\n", "# note that target time is only updated during the generate call\n", "target_time = X.generator.target_prediction_time\n", "print(target_time - start_time)\n", @@ -368,11 +366,26 @@ "\n", " fig, ax = plt.subplots()\n", " c = ax.pcolor(tt, xx, full_acq.reshape(n, n))\n", + " ax.set_xlabel(\"unix time\")\n", + " ax.set_ylabel(\"x\")\n", + " ax.set_title(\"acquisition function\")\n", " fig.colorbar(c)\n", "\n", " fi2, ax2 = plt.subplots()\n", - " ax2.plot(x.flatten(), fixed_acq.flatten())" + " ax2.plot(x.flatten(), fixed_acq.flatten())\n", + " ax2.set_xlabel(\"x\")\n", + " ax2.set_ylabel(\"acquisition function\")\n", + " ax2.set_title(\"acquisition function at last time step\")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false + } } ], "metadata": { From 0b6030bc07e2c4029813ce5c5a61789dc250a6f6 Mon Sep 17 00:00:00 2001 From: Ryan Roussel Date: Mon, 16 Sep 2024 16:42:31 -0500 Subject: [PATCH 8/9] Update time_dependent_bo.ipynb --- .../time_dependent_bo.ipynb | 109 ++---------------- 1 file changed, 9 insertions(+), 100 deletions(-) diff --git a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb index 540fda3f..e04dbc0b 100644 --- a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb +++ b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb @@ -20,11 +20,7 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-09-13T20:30:39.123472900Z", - "start_time": "2024-09-13T20:30:35.295829600Z" - } + "collapsed": false }, "outputs": [], "source": [ @@ -78,10 +74,6 @@ "iopub.status.busy": "2024-09-13T15:55:17.649856Z", "iopub.status.idle": "2024-09-13T15:55:17.659060Z", "shell.execute_reply": "2024-09-13T15:55:17.658810Z" - }, - "ExecuteTime": { - "end_time": "2024-09-16T21:31:57.090908600Z", - "start_time": "2024-09-16T21:31:57.080765400Z" } }, "outputs": [], @@ -120,17 +112,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "outputs": [ - { - "data": { - "text/plain": "\n Xopt\n________________________________\nVersion: 0.0.0\nData size: 0\nConfig as YAML:\ndump_file: null\nevaluator:\n function: __main__.f\n function_kwargs: {}\n max_workers: 1\n vectorized: false\ngenerator:\n added_time: 0.1\n beta: 0.01\n computation_time: null\n custom_objective: null\n fixed_features: null\n forgetting_time: 20.0\n gp_constructor:\n covar_modules: {}\n custom_noise_prior: null\n mean_modules: {}\n name: time_dependent\n trainable_mean_keys: []\n transform_inputs: true\n use_low_noise_prior: true\n log_transform_acquisition_function: false\n max_travel_distances:\n - 0.1\n memory_length: null\n model: null\n n_candidates: 1\n n_interpolate_points: null\n n_monte_carlo_samples: 128\n name: time_dependent_upper_confidence_bound\n numerical_optimizer:\n max_iter: 2000\n max_time: null\n n_restarts: 20\n name: LBFGS\n target_prediction_time: null\n turbo_controller: null\n use_cuda: false\nmax_evaluations: null\nserialize_inline: false\nserialize_torch: false\nstrict: true\nvocs:\n constants: {}\n constraints: {}\n objectives:\n y: MINIMIZE\n observables: []\n variables:\n x:\n - -1.0\n - 1.0\n" - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "outputs": [], "source": [ "variables = {\"x\": [-1, 1]}\n", "objectives = {\"y\": \"MINIMIZE\"}\n", @@ -152,11 +135,7 @@ "X" ], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-09-16T21:31:57.121919300Z", - "start_time": "2024-09-16T21:31:57.094948800Z" - } + "collapsed": false } }, { @@ -177,21 +156,9 @@ "iopub.status.busy": "2024-09-13T15:55:17.679658Z", "iopub.status.idle": "2024-09-13T15:55:40.915698Z", "shell.execute_reply": "2024-09-13T15:55:40.914547Z" - }, - "ExecuteTime": { - "end_time": "2024-09-16T21:33:35.361570200Z", - "start_time": "2024-09-16T21:31:57.124948500Z" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 300/300 [01:38<00:00, 3.05it/s]\n" - ] - } - ], + "outputs": [], "source": [ "X.random_evaluate(1)\n", "\n", @@ -215,39 +182,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-09-16T21:38:43.099459700Z", - "start_time": "2024-09-16T21:38:19.252767200Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } + "collapsed": false }, "outputs": [], "source": [ @@ -316,44 +253,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "execution": { "iopub.execute_input": "2024-09-13T15:55:41.794609Z", "iopub.status.busy": "2024-09-13T15:55:41.794517Z", "iopub.status.idle": "2024-09-13T15:55:42.112062Z", "shell.execute_reply": "2024-09-13T15:55:42.111804Z" - }, - "ExecuteTime": { - "end_time": "2024-09-16T21:38:43.580419300Z", - "start_time": "2024-09-16T21:38:43.103448700Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "97.98880386352539\n" - ] - }, - { - "data": { - "text/plain": "
", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAHHCAYAAABwaWYjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABy4UlEQVR4nO3deVxU5f4H8M8sMGwCosCAG26JlFuYiFmZkqDW1aKblqUSaYu0qFnaNbWsuKaZLd6sm2vpteymN81Qcr0puVCWmVF2NVQcUAkQkG3m+f3hjyPnzDDDODPAjJ/363Ve8ZzznGfOOZB8eZ7veR6VEEKAiIiIiBpM3dQXQERERORuGEARERER2YkBFBEREZGdGEARERER2YkBFBEREZGdGEARERER2YkBFBEREZGdGEARERER2YkBFBEREZGdGEARubGTJ09CpVJh5cqVdp03aNAgDBo0qEF1J0yYgKioKLuvzRny8/Nx7733olWrVlCpVFi8eHGTXIctTfmMiKhpMIAiIuTl5WHu3Lk4fPhwU1+KzJQpU7B161bMnDkTH330EZKSkprsWprrMyKipqHiWnhE7ksIgcrKSnh5eUGj0TT4vKqqKgCAt7c3AODQoUO46aabsGLFCkyYMEFWt7q6GiaTCTqdzmnX3VB6vR4JCQn4+OOPG/2zlZrrMyKipqFt6gsgoqunUqng4+Nj93m1gVNDeHl52d2+sxQUFCA4OLjJPr+hmvIZEVHT4BAekRV//PEHnnjiCXTr1g2+vr5o1aoV/vrXv+LkyZNmdYuKijBlyhRERUVBp9Ohbdu2GDduHM6fPy/VOX36NEaNGgV/f3+EhYVJQ1QqlQq7du2S6kVFRZn1cgDmuUuWcqAMBgNSUlLQtm1b6HQ6REREYOTIkbJrrtvOrl27cNNNNwEAUlJSoFKpZG1ayu8pKyvDtGnT0K5dO+h0OnTr1g0LFy6EskNbpVIhLS0NGzduxA033ACdTofrr78eGRkZ9T5zAFi5ciVUKhWEEFiyZIl0TQAwd+5c6WtL59S9z6ioKNx555345ptv0K9fP/j4+KBTp05YvXq12fnWvn/N8RkRUdNiDxSRFQcPHsS+ffswZswYtG3bFidPnsR7772HQYMG4eeff4afnx8AoLS0FLfccguOHTuGhx9+GDfeeCPOnz+PL774AqdPn0br1q1x6dIlDBkyBLm5uXjqqacQGRmJjz76CDt27HDqNScnJ+Po0aN48sknERUVhYKCAmRmZiI3N9dionP37t3x8ssvY/bs2Zg0aRJuueUWAMCAAQMsti+EwF/+8hfs3LkTqamp6N27N7Zu3Yrp06fjzJkzePPNN2X1v/nmG3z++ed44okn0KJFC7z99ttITk5Gbm4uWrVqZfEzbr31Vnz00Ud46KGHcMcdd2DcuHFX/TyOHz+Oe++9F6mpqRg/fjyWL1+OCRMmIDY2Ftdffz0A29+/5viMiKiJCSKqV3l5udm+rKwsAUCsXr1a2jd79mwBQHz++edm9U0mkxBCiMWLFwsA4tNPP5WOlZWViS5duggAYufOndL+Dh06iPHjx5u1ddttt4nbbrtNKp84cUIAECtWrBBCCPHnn38KAGLBggVW70vZzsGDB2Xt1DV+/HjRoUMHqbxx40YBQLzyyiuyevfee69QqVTi+PHj0j4AwtvbW7bvhx9+EADEO++8Y/Uaa8+fPHmybN+cOXOEpX+6VqxYIQCIEydOSPs6dOggAIg9e/ZI+woKCoROpxPTpk2T9jXk+9dcnxERNQ0O4RFZ4evrK31dXV2NCxcuoEuXLggODsZ3330nHfv3v/+NXr164e677zZro3a4acuWLYiIiMC9994rHfPz88OkSZOcer3e3t7YtWsX/vzzT6e1W9eWLVug0Wjw1FNPyfZPmzYNQgh89dVXsv0JCQno3LmzVO7ZsycCAwPxv//9zyXXpxQTEyP1GAFAaGgounXrJvv8hnz/7OFuz4iI7McAisiKS5cuYfbs2VIeS+vWrREaGoqioiIUFxdL9X7//XfccMMNVtv6448/0KVLF7NfyN26dXPa9ep0OsyfPx9fffUVwsPDceutt+L111+HwWBw2mf88ccfiIyMRIsWLWT7u3fvLh2vq3379mZttGzZ0mUBnlJDPr8h3z97uNszIiL7MYAisuLJJ5/Eq6++ivvuuw+ffvoptm3bhszMTLRq1Qomk8lln1tfr4fRaLR57jPPPINff/0V6enp8PHxwYsvvoju3bvj+++/d/ZlNkh90yuIq5xBxd5n4+zPdwV3uEYikmMARWTFZ599hvHjx+ONN97AvffeizvuuAMDBw5EUVGRrF7nzp3x008/WW2rQ4cO+P33381+Kebk5JjVbdmypdlnAOY9F/Xp3Lkzpk2bhm3btuGnn35CVVUV3njjjXrr2zNM1aFDB+Tl5eHixYuy/b/88ot03JVatmwJAGbPp6HPxpKGfP/c6RkRkesxgCKyQqPRmAU877zzjllvR3JyMn744Qds2LDBrI3a84cPH468vDx89tln0rHy8nJ88MEHZud07twZ3377rTThJQBs3rwZp06dsnq95eXlqKioMGurRYsWqKysrPc8f39/AOZBiSXDhw+H0WjEu+++K9v/5ptvQqVSYdiwYTbbcERtrtCePXukfWVlZVi1atVVt9mQ7587PSMicj1OY0BkxZ133omPPvoIQUFBiImJQVZWFr7++muzV8unT5+Ozz77DH/961/x8MMPIzY2FoWFhfjiiy+wdOlS9OrVCxMnTsS7776LcePGITs7GxEREfjoo4+kqRDqeuSRR/DZZ58hKSkJ9913H37//Xd8/PHHskRjS3799VcMGTIE9913H2JiYqDVarFhwwbk5+djzJgx9Z7XuXNnBAcHY+nSpWjRogX8/f0RFxeHjh07mtW96667cPvtt+Nvf/sbTp48iV69emHbtm34z3/+g2eeecbmNTpq6NChaN++PVJTUzF9+nRoNBosX74coaGhyM3Nvao2G/L9c6dnRESNoMne/yNyA3/++adISUkRrVu3FgEBASIxMVH88ssvFqcZuHDhgkhLSxNt2rQR3t7eom3btmL8+PHi/PnzUp0//vhD/OUvfxF+fn6idevW4umnnxYZGRlm0xgIIcQbb7wh2rRpI3Q6nbj55pvFoUOHbE5jcP78eTF58mQRHR0t/P39RVBQkIiLi5NNnSCE+TQGQgjxn//8R8TExAitVitrU/mKvhBCXLx4UUyZMkVERkYKLy8v0bVrV7FgwQLplf9asDANgRD1T9OgVN/52dnZIi4uTnh7e4v27duLRYsW1TuNwYgRI8zOt3T/Dfn+NcdnRERNg2vhETWxXbt24fbbb8fOnTtls4wTEVHzxRwoIiIiIjsxgCIiIiKyEwMoIiIiIjsxB4qIiIjITuyBIiIiIrKTWwVQe/bswV133YXIyEioVCps3LjR5jm7du3CjTfeCJ1Ohy5dumDlypVmdZYsWYKoqCj4+PggLi4OBw4ccP7FExERkcdwq4k0y8rK0KtXLzz88MO45557bNY/ceIERowYgcceewxr1qzB9u3b8cgjjyAiIgKJiYkAgE8++QRTp07F0qVLERcXh8WLFyMxMRE5OTkICwtr0HWZTCbk5eWhRYsWV7VyOxERXRuEELh48SIiIyOhVruuD6OiokK2koEjvL294ePj45S2PEqTzkLlAABiw4YNVus899xz4vrrr5ftGz16tEhMTJTK/fr1k01iZzQaRWRkpEhPT2/wtZw6dUoA4MaNGzdu3Bq0nTp1qsG/Y+x16dIloQ/TOO1a9Xq9uHTpksuu1125VQ+UvbKyspCQkCDbl5iYiGeeeQYAUFVVhezsbMycOVM6rlarkZCQgKysrHrbrayslK0rJv4/D7/dS7OgZpRORET1MFVU4NScV9CiRQuXfUZVVRUMBUb8kR2FwBaO9XKVXDShQ+xJVFVVsRdKwaMDKIPBgPDwcNm+8PBwlJSU4NKlS/jzzz9hNBot1qldNd2S9PR0vPTSS2b71T4+DKCIiMimxkj3CGihQkALxz7HBKal1Metksibi5kzZ6K4uFjaTp061dSXREREJGMUJqdsZJlH90Dp9Xrk5+fL9uXn5yMwMBC+vr7QaDTQaDQW6+j1+nrb1el00Ol0LrlmIiIiZzBBwAThcBtkmUf3QMXHx2P79u2yfZmZmYiPjwdw+c2C2NhYWR2TyYTt27dLdYiIiIiU3KoHqrS0FMePH5fKJ06cwOHDhxESEoL27dtj5syZOHPmDFavXg0AeOyxx/Duu+/iueeew8MPP4wdO3bg008/xZdffim1MXXqVIwfPx59+/ZFv379sHjxYpSVlSElJaXR74+IiMhZTDDB0QE4x1vwXG4VQB06dAi33367VJ46dSoAYPz48Vi5ciXOnj2L3Nxc6XjHjh3x5ZdfYsqUKXjrrbfQtm1bfPjhh9IcUAAwevRonDt3DrNnz4bBYEDv3r2RkZFhllhORETkToxCwOjgam2Onu/JuBaeE5SUlCAoKAgd5r/Ct/CIiKhepooK/PH8LBQXFyMwMNAln1H7O+nUL22cMo1Bu+gzLr1ed+VWPVBERETUMEwidy0GUERERB7IBAEjAyiX8ei38IiIiIhcgT1QREREHohDeK7FAIqIiMgD8S081+IQHhEREZGd2ANFRETkgUz/vznaBlnGAIqIiMgDGZ3wFp6j53syBlBEREQeyCgub462QZYxB4qIiIjITuyBIiIi8kDMgXItBlBEREQeyAQVjFA53AZZxiE8IiIiIjuxB4qIiMgDmcTlzdE2yDIGUERERB7I6IQhPEfP92QcwiMiIiKyE3ugiIiIPBB7oFyLARQREZEHMgkVTMLBt/AcPN+TcQiPiIiIyE7sgSIiIvJAHMJzLQZQREREHsgINYwODjQZnXQtnogBFBERkQcSTsiBEsyBqhdzoIiIiIjsxB4oIiIiD8QcKNdiAEVEROSBjEINo3AwB4pLudSLQ3hEREREdmIPFBERkQcyQQWTg/0kJrALqj4MoIiIiDwQc6Bci0N4RERERHZiDxQREZEHck4SOYfw6sMAioiIyANdzoFycDFhDuHVi0N4RERERHZiDxQREZEHMjlhLTy+hVc/BlBEREQeiDlQruV2Q3hLlixBVFQUfHx8EBcXhwMHDtRbd9CgQVCpVGbbiBEjpDoTJkwwO56UlNQYt0JEROQyJqidspFlbtUD9cknn2Dq1KlYunQp4uLisHjxYiQmJiInJwdhYWFm9T///HNUVVVJ5QsXLqBXr17461//KquXlJSEFStWSGWdTue6myAiIiK351ah5aJFizBx4kSkpKQgJiYGS5cuhZ+fH5YvX26xfkhICPR6vbRlZmbCz8/PLIDS6XSyei1btmyM2yEiInIZo1A5ZSPL3CaAqqqqQnZ2NhISEqR9arUaCQkJyMrKalAby5Ytw5gxY+Dv7y/bv2vXLoSFhaFbt254/PHHceHCBadeOxERUWMz/n8SuaMbWeY2Q3jnz5+H0WhEeHi4bH94eDh++eUXm+cfOHAAP/30E5YtWybbn5SUhHvuuQcdO3bE77//jhdeeAHDhg1DVlYWNBqNxbYqKytRWVkplUtKSq7ijoiIiMhdXTOh5bJly9CjRw/069dPtn/MmDH4y1/+gh49emDUqFHYvHkzDh48iF27dtXbVnp6OoKCgqStXbt2Lr56IiIi+5iE2imbvex52QsA1q9fj+joaPj4+KBHjx7YsmWL7LgQArNnz0ZERAR8fX2RkJCA3377TVansLAQY8eORWBgIIKDg5GamorS0lK7r90ebhNAtW7dGhqNBvn5+bL9+fn50Ov1Vs8tKyvDunXrkJqaavNzOnXqhNatW+P48eP11pk5cyaKi4ul7dSpUw27CSIiokbSFEN4tS97zZkzB9999x169eqFxMREFBQUWKy/b98+3H///UhNTcX333+PUaNGYdSoUfjpp5+kOq+//jrefvttLF26FPv374e/vz8SExNRUVEh1Rk7diyOHj2KzMxMbN68GXv27MGkSZOu7sE1kNsEUN7e3oiNjcX27dulfSaTCdu3b0d8fLzVc9evX4/Kyko8+OCDNj/n9OnTuHDhAiIiIuqto9PpEBgYKNuIiIiudfa+7PXWW28hKSkJ06dPR/fu3TFv3jzceOONePfddwFc7n1avHgxZs2ahZEjR6Jnz55YvXo18vLysHHjRgDAsWPHkJGRgQ8//BBxcXEYOHAg3nnnHaxbtw55eXkuu1e3CaAAYOrUqfjnP/+JVatW4dixY3j88cdRVlaGlJQUAMC4ceMwc+ZMs/OWLVuGUaNGoVWrVrL9paWlmD59Or799lucPHkS27dvx8iRI9GlSxckJiY2yj0RERG5ggmOv4lnsuPzruZlr6ysLFl9AEhMTJTqnzhxAgaDQVYnKCgIcXFxUp2srCwEBwejb9++Up2EhASo1Wrs37/fjjuwj9skkQPA6NGjce7cOcyePRsGgwG9e/dGRkaGlFiem5sLtVoeE+bk5OCbb77Btm3bzNrTaDT48ccfsWrVKhQVFSEyMhJDhw7FvHnzOBcUERG5NWdMhFl7vvJlKZ1OZ/Z78mpe9jIYDBbrGwwG6XjtPmt1lHNBarVahISESHVcwa0CKABIS0tDWlqaxWOWEr+7desGUc9U9L6+vti6daszL4+IiMjjKF+WmjNnDubOnds0F9NMuF0ARURERLY5Zy28y+efOnVKlu9raZTmal720uv1VuvX/jc/P1+Wm5yfn4/evXtLdZRJ6jU1NSgsLLT5kpkj3CoHioiIiBrGBJVTNgBmL05ZCqCu5mWv+Ph4WX0AyMzMlOp37NgRer1eVqekpAT79++X6sTHx6OoqAjZ2dlSnR07dsBkMiEuLu4qn55t7IEiIiLyQM7sgWqoqVOnYvz48ejbty/69euHxYsXm73s1aZNG6SnpwMAnn76adx222144403MGLECKxbtw6HDh3CBx98AABQqVR45pln8Morr6Br167o2LEjXnzxRURGRmLUqFEAgO7duyMpKQkTJ07E0qVLUV1djbS0NIwZMwaRkZEO3b81DKCIiIjIKex92WvAgAFYu3YtZs2ahRdeeAFdu3bFxo0bccMNN0h1nnvuOZSVlWHSpEkoKirCwIEDkZGRAR8fH6nOmjVrkJaWhiFDhkCtViM5ORlvv/22S+9VJerLsKYGKykpQVBQEDrMfwXqOt9QIiKiukwVFfjj+VkoLi522RyCtb+TFh4aCN8Ax/pJLpXW4Nm+37j0et0Ve6CIiIg8kEmoYBIqh9sgy5hETkRERGQn9kARERF5INNVrGVnqQ2yjAEUERGRBzIJNUwOvoXn6PmejE+GiIiIyE7sgSIiIvJARqhghGNJ4I6e78kYQBEREXkgDuG5Fp8MERERkZ3YA0VEROSBjHB8CM7onEvxSAygiIiIPBCH8FyLARQREZEHaorFhK8lfDJEREREdmIPFBERkQcSUMHkYA6U4DQG9WIARURE5IE4hOdafDJEREREdmIPFBERkQcyCRVMwrEhOEfP92QMoIiIiDyQEWoYHRxocvR8T8YnQ0RERGQn9kARERF5IA7huRYDKCIiIg9kghomBweaHD3fk/HJEBEREdmJPVBEREQeyChUMDo4BOfo+Z6MARQREZEHYg6UazGAIiIi8kBCqGFycCZxwZnI68UnQ0RERGQn9kARERF5ICNUMDq4GLCj53syBlBEREQeyCQcz2EyCSddjAfiEB4RERGRndgDRURE5IFMTkgid/R8T8YAioiIyAOZoILJwRwmR8/3ZG4XWi5ZsgRRUVHw8fFBXFwcDhw4UG/dlStXQqVSyTYfHx9ZHSEEZs+ejYiICPj6+iIhIQG//fabq2+DiIiI3JhbBVCffPIJpk6dijlz5uC7775Dr169kJiYiIKCgnrPCQwMxNmzZ6Xtjz/+kB1//fXX8fbbb2Pp0qXYv38//P39kZiYiIqKClffDhERkcvUzkTu6EaWuVUAtWjRIkycOBEpKSmIiYnB0qVL4efnh+XLl9d7jkqlgl6vl7bw8HDpmBACixcvxqxZszBy5Ej07NkTq1evRl5eHjZu3NgId0REROQatTlQjm5kmds8maqqKmRnZyMhIUHap1arkZCQgKysrHrPKy0tRYcOHdCuXTuMHDkSR48elY6dOHECBoNB1mZQUBDi4uKstllZWYmSkhLZRkRERNcOtwmgzp8/D6PRKOtBAoDw8HAYDAaL53Tr1g3Lly/Hf/7zH3z88ccwmUwYMGAATp8+DQDSefa0CQDp6ekICgqStnbt2jlya0RERE5ngkpaD++qNyaR18ttAqirER8fj3HjxqF379647bbb8PnnnyM0NBTvv/++Q+3OnDkTxcXF0nbq1CknXTEREZFziP9/C8+RTTCAqpfbTGPQunVraDQa5Ofny/bn5+dDr9c3qA0vLy/06dMHx48fBwDpvPz8fERERMja7N27d73t6HQ66HQ6O++AiIio8dT2IjnaBlnmNj1Q3t7eiI2Nxfbt26V9JpMJ27dvR3x8fIPaMBqNOHLkiBQsdezYEXq9XtZmSUkJ9u/f3+A2iYiI6NrjNj1QADB16lSMHz8effv2Rb9+/bB48WKUlZUhJSUFADBu3Di0adMG6enpAICXX34Z/fv3R5cuXVBUVIQFCxbgjz/+wCOPPALg8ht6zzzzDF555RV07doVHTt2xIsvvojIyEiMGjWqqW6TiIjIYZyJ3LXcKoAaPXo0zp07h9mzZ8NgMKB3797IyMiQksBzc3OhVl/5Zv/555+YOHEiDAYDWrZsidjYWOzbtw8xMTFSneeeew5lZWWYNGkSioqKMHDgQGRkZJhNuElEROROOITnWiohBNdadlBJSQmCgoLQYf4rUDPwIiKiepgqKvDH87NQXFyMwMBAl3xG7e+kkdsehpe/t0NtVZdV4T9Dl7v0et2VW/VAERERUcNwLTzXYgBFRETkgTiE51rMDiMiIiKyE3ugiIiIPBB7oFyLARQREZEHYgDlWhzCIyIiIrITe6CIiIg8EHugXIsBFBERkQcScHwaAk4UWT8GUERERB6IPVCuxRwoIiIiIjsxgCIiIvJAtT1Qjm6uUlhYiLFjxyIwMBDBwcFITU1FaWmp1XMqKiowefJktGrVCgEBAUhOTkZ+fr6sTm5uLkaMGAE/Pz+EhYVh+vTpqKmpkY5//vnnuOOOOxAaGorAwEDEx8dj69atdl8/AygiIiIP1NwDqLFjx+Lo0aPIzMzE5s2bsWfPHkyaNMnqOVOmTMGmTZuwfv167N69G3l5ebjnnnuk40ajESNGjEBVVRX27duHVatWYeXKlZg9e7ZUZ8+ePbjjjjuwZcsWZGdn4/bbb8ddd92F77//3q7r52LCTsDFhImIqCEaczHhWzc9Aa2/zqG2asoqseeufzj9eo8dO4aYmBgcPHgQffv2BQBkZGRg+PDhOH36NCIjI83OKS4uRmhoKNauXYt7770XAPDLL7+ge/fuyMrKQv/+/fHVV1/hzjvvRF5eHsLDwwEAS5cuxfPPP49z587B29vy4srXX389Ro8eLQu0bGEPFBERkQdyZg9USUmJbKusrHTo2rKyshAcHCwFTwCQkJAAtVqN/fv3WzwnOzsb1dXVSEhIkPZFR0ejffv2yMrKktrt0aOHFDwBQGJiIkpKSnD06FHLz8lkwsWLFxESEmLXPTCAIiIi8kBCqJyyAUC7du0QFBQkbenp6Q5dm8FgQFhYmGyfVqtFSEgIDAZDved4e3sjODhYtj88PFw6x2AwyIKn2uO1xyxZuHAhSktLcd9999l1D5zGgIiIiKw6deqUbAhPp7M8NDhjxgzMnz/falvHjh1z6rU5Yu3atXjppZfwn//8xyygs4UBFBERkQcyQeXwRJq15wcGBjYoB2ratGmYMGGC1TqdOnWCXq9HQUGBbH9NTQ0KCwuh1+stnqfX61FVVYWioiJZL1R+fr50jl6vx4EDB2Tn1b6lp2x33bp1eOSRR7B+/XrZsGBDMYAiIiLyQE0xkWZoaChCQ0Nt1ouPj0dRURGys7MRGxsLANixYwdMJhPi4uIsnhMbGwsvLy9s374dycnJAICcnBzk5uYiPj5eavfVV19FQUGB1KOUmZmJwMBAxMTESG3961//wsMPP4x169ZhxIgRdt1jLeZAERERUaPq3r07kpKSMHHiRBw4cAB79+5FWloaxowZI72Bd+bMGURHR0s9SkFBQUhNTcXUqVOxc+dOZGdnIyUlBfHx8ejfvz8AYOjQoYiJicFDDz2EH374AVu3bsWsWbMwefJkadhx7dq1GDduHN544w3ExcXBYDDAYDCguLjYrntgAEVEROSBnJlE7gpr1qxBdHQ0hgwZguHDh2PgwIH44IMPpOPV1dXIyclBeXm5tO/NN9/EnXfeieTkZNx6663Q6/X4/PPPpeMajQabN2+GRqNBfHw8HnzwQYwbNw4vv/yyVOeDDz5ATU0NJk+ejIiICGl7+umn7bp+zgPlBJwHioiIGqIx54Hq+/kzTpkH6tA9i116ve6KOVBEREQeyBk9SK7sgXJ3HMIjIiIishN7oIiIiDyQcMJbeOyBqh8DKCIiIg8kADia5cwk6fpxCI+IiIjITuyBIiIi8kAmqKBy0kzkZI4BFBERkQfiW3iuxSE8IiIiIjuxB4qIiMgDmYQKqkZeC+9awgCKiIjIAwnhhLfw+BpevTiER0RERGQn9kARERF5ICaRuxYDKCIiIg/EAMq1GEARERF5ICaRu5bb5UAtWbIEUVFR8PHxQVxcHA4cOFBv3X/+85+45ZZb0LJlS7Rs2RIJCQlm9SdMmACVSiXbkpKSXH0bRERE5MbcKoD65JNPMHXqVMyZMwffffcdevXqhcTERBQUFFisv2vXLtx///3YuXMnsrKy0K5dOwwdOhRnzpyR1UtKSsLZs2el7V//+ldj3A4REZHL1L6F5+hGlrlVALVo0SJMnDgRKSkpiImJwdKlS+Hn54fly5dbrL9mzRo88cQT6N27N6Kjo/Hhhx/CZDJh+/btsno6nQ56vV7aWrZs2Ri3Q0RE5DKXAyCVg1tT30Xz5TYBVFVVFbKzs5GQkCDtU6vVSEhIQFZWVoPaKC8vR3V1NUJCQmT7d+3ahbCwMHTr1g2PP/44Lly4YLWdyspKlJSUyDYiIiK6drhNAHX+/HkYjUaEh4fL9oeHh8NgMDSojeeffx6RkZGyICwpKQmrV6/G9u3bMX/+fOzevRvDhg2D0Wist5309HQEBQVJW7t27a7upoiIiFzE8d4nx9/i82TXzFt4f//737Fu3Trs2rULPj4+0v4xY8ZIX/fo0QM9e/ZE586dsWvXLgwZMsRiWzNnzsTUqVOlcklJCYMoIiJqVsT/b462QZa5TQ9U69atodFokJ+fL9ufn58PvV5v9dyFCxfi73//O7Zt24aePXtardupUye0bt0ax48fr7eOTqdDYGCgbCMiIqJrh9sEUN7e3oiNjZUlgNcmhMfHx9d73uuvv4558+YhIyMDffv2tfk5p0+fxoULFxAREeGU6yYiImoKHMJzLbcJoABg6tSp+Oc//4lVq1bh2LFjePzxx1FWVoaUlBQAwLhx4zBz5kyp/vz58/Hiiy9i+fLliIqKgsFggMFgQGlpKQCgtLQU06dPx7fffouTJ09i+/btGDlyJLp06YLExMQmuUciIiKnEE7ayCK3yoEaPXo0zp07h9mzZ8NgMKB3797IyMiQEstzc3OhVl+JCd977z1UVVXh3nvvlbUzZ84czJ07FxqNBj/++CNWrVqFoqIiREZGYujQoZg3bx50Ol2j3hsREZFTOaMHiT1Q9XKrAAoA0tLSkJaWZvHYrl27ZOWTJ09abcvX1xdbt2510pURERHRtcLtAigiIiKyzRkziXMizfoxgCIiIvJAzkgCZxJ5/dwqiZyIiIioOWAPFBERkScSKseTwNkDVS8GUERERB6IOVCuxSE8IiIiIjuxB4qIiMgTcTE8l2IARURE5IH4Fp5rcQiPiIiIyE7sgSIiIvJUHIJzGQZQRETUvDS3YSOVe0YhHMJzLQZQREREnohJ5C7FHCgiIiIiO7EHioiIGpdQyYfFlGVyEtX/b462QZYwgCIiIsfZmyujrN+cc22ceW2NeZ8cwnMpDuERERER2Yk9UERERJ6IPVAuxQCKiIjMNechNWoYoXL8+8ifg3pxCI+IiIjITuyBIiIi8kBCXN4cbYMsYwBFRETkiZgD5VIMoIiIrkXMbSFyCAMoIiIiT8QkcpdiAEVEROSBVMLxCd45QXz9GEARERF5IuZAuRSnMSAiuhbUDuc4Y1jH4Wtx842corCwEGPHjkVgYCCCg4ORmpqK0tJSq+dUVFRg8uTJaNWqFQICApCcnIz8/HxZndzcXIwYMQJ+fn4ICwvD9OnTUVNTY7G9vXv3QqvVonfv3nZfPwMoIiIiT6QMmq92c5GxY8fi6NGjyMzMxObNm7Fnzx5MmjTJ6jlTpkzBpk2bsH79euzevRt5eXm45557pONGoxEjRoxAVVUV9u3bh1WrVmHlypWYPXu2WVtFRUUYN24chgwZclXXzwCKiIjIEzXjHrdjx44hIyMDH374IeLi4jBw4EC88847WLduHfLy8iyeU1xcjGXLlmHRokUYPHgwYmNjsWLFCuzbtw/ffvstAGDbtm34+eef8fHHH6N3794YNmwY5s2bhyVLlqCqqkrW3mOPPYYHHngA8fHxV3UPDKCIiDxRYw/ZXUtDYM0wIHG1kpIS2VZZWelQe1lZWQgODkbfvn2lfQkJCVCr1di/f7/Fc7Kzs1FdXY2EhARpX3R0NNq3b4+srCyp3R49eiA8PFyqk5iYiJKSEhw9elTat2LFCvzvf//DnDlzrvoeGEARERF5Iif2QLVr1w5BQUHSlp6e7tClGQwGhIWFyfZptVqEhITAYDDUe463tzeCg4Nl+8PDw6VzDAaDLHiqPV57DAB+++03zJgxAx9//DG02qt/l45v4REREXkiJ76Fd+rUKQQGBkq7dTqdxeozZszA/PnzrTZ57NgxBy/q6hmNRjzwwAN46aWXcN111znUFgMoIiIisiowMFAWQNVn2rRpmDBhgtU6nTp1gl6vR0FBgWx/TU0NCgsLodfrLZ6n1+tRVVWFoqIiWS9Ufn6+dI5er8eBAwdk59W+pafX63Hx4kUcOnQI33//PdLS0gAAJpMJQghotVps27YNgwcPtnmfAAMoIiLP4Oo8J2fm7rhpHlC9mutk3U0wE3loaChCQ0Nt1ouPj0dRURGys7MRGxsLANixYwdMJhPi4uIsnhMbGwsvLy9s374dycnJAICcnBzk5uZKieDx8fF49dVXUVBQIA0RZmZmIjAwEDExMfDy8sKRI0dk7f7jH//Ajh078Nlnn6Fjx44NvlcGUERERB6oOc9E3r17dyQlJWHixIlYunQpqqurkZaWhjFjxiAyMhIAcObMGQwZMgSrV69Gv379EBQUhNTUVEydOhUhISEIDAzEk08+ifj4ePTv3x8AMHToUMTExOChhx7C66+/DoPBgFmzZmHy5MnSsOMNN9wgu5awsDD4+PiY7beFARQRERE1ujVr1iAtLQ1DhgyBWq1GcnIy3n77bel4dXU1cnJyUF5eLu178803pbqVlZVITEzEP/7xD+m4RqPB5s2b8fjjjyM+Ph7+/v4YP348Xn75Zadfv9u9hbdkyRJERUXBx8cHcXFxZmOdSuvXr0d0dDR8fHzQo0cPbNmyRXZcCIHZs2cjIiICvr6+SEhIwG+//ebKWyAiInK9ZjwPFACEhIRg7dq1uHjxIoqLi7F8+XIEBARIx6OioiCEwKBBg6R9Pj4+WLJkCQoLC1FWVobPP//cLGeqQ4cO2LJlC8rLy3Hu3DksXLjQ6tt2c+fOxeHDh+2+frsDqJ07d9Z77P3337f7AuzxySefYOrUqZgzZw6+++479OrVC4mJiWaJaLX27duH+++/H6mpqfj+++8xatQojBo1Cj/99JNU5/XXX8fbb7+NpUuXYv/+/fD390diYiIqKipcei9E1LicNSlzc1gJxSUc/SXqwC/k2qGm5ro59d49Lf/rGmZ3AJWUlITp06ejurpa2nf+/HncddddmDFjhlMvTmnRokWYOHEiUlJSEBMTg6VLl8LPzw/Lly+3WP+tt96Srrd79+6YN28ebrzxRrz77rsALvc+LV68GLNmzcLIkSPRs2dPrF69Gnl5edi4caNL74WIiMiVVHBCANnUN9GMXVUP1IYNG3DTTTfh559/xpdffokbbrgBJSUlV9UF1lBVVVXIzs6WzUCqVquRkJAgzUCqlJWVJasPXJ6RtLb+iRMnYDAYZHWCgoIQFxdXb5sAUFlZaTYrKxEREV077A6gBgwYgMOHD+OGG27AjTfeiLvvvhtTpkzBrl270KFDB1dcI4DLvVxGo9HiDKPWZi21Vr/2v/a0CQDp6emyGVnbtWtn9/0QkX2a25BbU3++w5w9RKdg1xBZM98afUjQWThe7VJXlUT+66+/4tChQ2jbti20Wq1ZlrynmzlzJoqLi6Xt1KlTTX1JREREcs4KIskiuwOov//974iPj8cdd9yBn376CQcOHMD333+Pnj17Wh32clTr1q2h0WikGUVr1Z2BVEmv11utX/tfe9oELk9hXzsra0NnZyUiIiLPYXcA9dZbb2Hjxo145513pImnDhw4gHvuuUf2qqGzeXt7IzY2Ftu3b5f2mUwmbN++XZqBVCk+Pl5WH7g8I2lt/Y4dO0Kv18vqlJSUYP/+/fW2SURE5BbYA+VSdk+keeTIEbRu3Vq2z8vLCwsWLMCdd97ptAuzZOrUqRg/fjz69u2Lfv36YfHixSgrK0NKSgoAYNy4cWjTpo20SvTTTz+N2267DW+88QZGjBiBdevW4dChQ/jggw8AACqVCs888wxeeeUVdO3aFR07dsSLL76IyMhIjBo1yqX3QnStu9ZSK2zdr8tzY2y1b+O43ddnrb6D9+ros7L7Z0/5eY787DZiQNKcZyL3BHYHUMrgqa7bbrvNoYuxZfTo0Th37hxmz54Ng8GA3r17IyMjQ0oCz83NhVp9pVNtwIABWLt2LWbNmoUXXngBXbt2xcaNG2XTtT/33HMoKyvDpEmTUFRUhIEDByIjIwM+Pj4uvRciIiJyXyohBONLB5WUlCAoKAgd5r8CNQMvoga51nqgbHH4L31bD5Q9UFc+3tGfPQfON1VU4OSsv6G4uNhl+bO1v5OiXnnV4d9JjXG97opr4REREXkiZ+QwsYulXgygiKjRsNepfspn09S5JzY/X3ncSn3bbdn5g2Hvs3H02SpPsHG+1dthQOIxGEARERF5ICaRuxYDKCIiIk/kjJnE2W1cr6uaiZyIiKihzH4Hm+Q7VCZYLxttHLf3fBvteQzOA+VS7IEiIqfhH6vO4/KcKEV7Zu3bmQNlfn6dG7DUVnMKolTWgyihsjWJl6JoNm+UqP8YuS0GUERERB6IOVCuxQCKiIhcSwUOBTUFTmPgUgygiKjBOETXdBp9mgN7huhs1XfycKHT2RqhU96qsr6tOUzrNmDi/0SeggEUERGRJ3LCEB57oOrHAIqIiMgTcQjPpTiNARERuRZHrcgDsQeKiOrl0TlPzf3e7FwuRKU8wcY3z1Yekq2cJ7PX/pXnm6wcc3SKBAfZ/Lm297gd5Uadc4o9UC7FAIqIiMgDcRoD1+IQHhEREZGdGEAREZFrKYcbjZarEbkTDuERkcStc548bM1Us8tp5HmfbOU8meXyKI/Xac9S3k/dIMpWPpXZuXY+C/N8MWWD1uubnaDserAnZ6oxg0fmQLkUAygiIiIPxBwo1+IQHhERuZTgbxryQOyBIrqGNbdhK7vYee22X123809tZz87W7MQKIfUlPUV1Z0+rYFyiE45FKWsb2WIzuZwoL1TLCir2zlkZ3MIT239uFmAaGWIr1GnMQA4BOdCDKCIiIg8EXOgXIodq0RERER2Yg8UERG5lFA3wdAVMYncxRhAEV1D3CrnqbFznBxd3sPR+jaXNxHWilCZ5B9olhNl5/WYPS4beUrqGsX5RstfWyxbmQLB0mfZmwNl87iNnCZlWWXjuLWcKC7l4jk4hEdERERkJ/ZAEREReSAO4bkWAygiInIpoeHyLU2CQ3guxQCKiJoHe/NWzM53co6TWdnB9u1l6xeXWc6T/ARlTpTy+oUiKcrsdm3kJZnlMSlyoOrmRJkdc3JOlC1mOUl25jwJjaKsPF953Mr5QvEsyH0xgCIiIvJE7IFyKQZQRETkUkJr3gtFrsccKNdiAEXkwZr1tAWNPWRn7xCdreU9bF2Pjfq2phVQTlNg1hOgfLXeqBjSM1vrRTFkZ++0BophNeW0BWblastfWywbFcOP9g7pKdg7TYFJo3h2yiE5RdmkPK64PrMhvDrHheLeXYo9UC7FaQyIiIiI7MQeKCIiIk/EHiiXYgBFREQuZfIyH7Yj12MOlGu5TQBVWFiIJ598Eps2bYJarUZycjLeeustBAQE1Ft/zpw52LZtG3JzcxEaGopRo0Zh3rx5CAoKkuqpLCQC/Otf/8KYMWNcdi9ErtKsc54Aq3lBzs4xsjfnyfxVd+ufZ/ZPh63rM7te67+ZzG9PscekvH5FjpMyJ8rqpwHCaCspS3E1NnKiNFV1vq4U9R67fK78uDLYUpmU+VzWLhQWcp7kO0yK33xmOU5a62WV1nrOlNn5da6XyfSew20CqLFjx+Ls2bPIzMxEdXU1UlJSMGnSJKxdu9Zi/by8POTl5WHhwoWIiYnBH3/8gcceewx5eXn47LPPZHVXrFiBpKQkqRwcHOzKWyEiInI9DuG5lFsEUMeOHUNGRgYOHjyIvn37AgDeeecdDB8+HAsXLkRkZKTZOTfccAP+/e9/S+XOnTvj1VdfxYMPPoiamhpotVduPTg4GHq93vU3QkRE1Eg4hOdabvEWXlZWFoKDg6XgCQASEhKgVquxf//+BrdTXFyMwMBAWfAEAJMnT0br1q3Rr18/LF++HMLs/WEicrZmP9xITmPU8ZtNnscteqAMBgPCwsJk+7RaLUJCQmAwGBrUxvnz5zFv3jxMmjRJtv/ll1/G4MGD4efnh23btuGJJ55AaWkpnnrqqXrbqqysRGVlpVQuKSmx426IriGOzPVkb06Ro/M6qRVzEdk4buvzVMqyrfPtJJRLtSjLarMbkJ+vTCtSzoVkax4rW0u51Mlz8rqkyIGqkCdQaaoUOVBV8uPKeaKgyL9SdgUol6kxuzdFDpPRS5kjpSh7K4/Lr0d5vtmwV52yaMw1ATmE51JNGkDNmDED8+fPt1rn2LFjDn9OSUkJRowYgZiYGMydO1d27MUXX5S+7tOnD8rKyrBgwQKrAVR6ejpeeuklh6+LiIjIZRhAuVSTDuFNmzYNx44ds7p16tQJer0eBQUFsnNrampQWFhoM3fp4sWLSEpKQosWLbBhwwZ4eXlZrR8XF4fTp0/LepiUZs6cieLiYmk7depUw2+aiOgaU+3LITwyV1hYiLFjxyIwMBDBwcFITU1FaWmp1XMqKiowefJktGrVCgEBAUhOTkZ+fr6sTm5uLkaMGAE/Pz+EhYVh+vTpqKmRd5FWVlbib3/7Gzp06ACdToeoqCgsX77crutv0h6o0NBQhIaG2qwXHx+PoqIiZGdnIzY2FgCwY8cOmEwmxMXF1XteSUkJEhMTodPp8MUXX8DHx8fmZx0+fBgtW7aETqert45Op7N6nKixeFQekbOzXe0dslMOsdmY1kBZ31ZZbTZEaGuaBOvPQyhuyGRUluU3YDIb5lIM6SmGyYTyt0OV9WEq82kMrlTwLpWPuWnLFUN4l+Qnmw3hVSvGvZTjj7aG7DSKZ+Etn3dA7a08Li8bFc/W6G39WZh9a+t+rxpxPiwVHB4pdvh8a+x9ux4ApkyZgi+//BLr169HUFAQ0tLScM8992Dv3r0AAKPRiBEjRkCv12Pfvn04e/Ysxo0bBy8vL7z22mtSO/fddx/y8/OxbNkydOnSBWfPnoXJpBwbts4tcqC6d++OpKQkTJw4EUuXLkV1dTXS0tIwZswY6Q28M2fOYMiQIVi9ejX69euHkpISDB06FOXl5fj4449RUlIi5SqFhoZCo9Fg06ZNyM/PR//+/eHj44PMzEy89tprePbZZ5vydomIiBzXjIfwrubt+uLiYixbtgxr167F4MGDAVyehqh79+749ttv0b9/f2zbtg0///wzvv76a4SHh6N3796YN28enn/+ecydOxfe3t7IyMjA7t278b///Q8hISEAgKioKLvvwS3ewgOANWvWIDo6GkOGDMHw4cMxcOBAfPDBB9Lx6upq5OTkoLy8HADw3XffYf/+/Thy5Ai6dOmCiIgIaasdcvPy8sKSJUsQHx+P3r174/3338eiRYswZ86cJrlHIiIiZ6mdxsDRDYDUCVG7WUtzaYirebs+Ozsb1dXVSEhIkPZFR0ejffv2yMrKktrt0aMHwsPDpTqJiYkoKSnB0aNHAQBffPEF+vbti9dffx1t2rTBddddh2effRaXLl2y6x7cogcKAEJCQqx260VFRcmmHxg0aJDN6QiSkpJkE2gSEZHzVQWozYbxyL20a9dOVp4zZ47ZS1n2uJq36w0GA7y9vc0muw4PD5fOMRgMsuCp9njtMQD43//+h2+++QY+Pj7YsGEDzp8/jyeeeAIXLlzAihUrGnwPbhNAEZEbcGTaAltt2Vl2ds6TWiMPABQpRGbHzcrK9hSfr1GbrB63xaSYxqC6Rp7nU6OVt1+tkv/zr/x702SUn2++1I2iqDhfU10nB6pYnsOkLZMnAmnK5Gu7qC8pEoWqFQlWNnKgoFbkd+nk96r2lpdNiuNGH8WvRqMygczW4I3yh+/K9Ypq+76vDnHiEN6pU6cQGBgo7a4vD7ix3q53hMlkgkqlwpo1a6Sl3RYtWoR7770X//jHP+Dr69ugdhhAEREReSonxWuBgYGyAKo+06ZNw4QJE6zWudq36/V6PaqqqlBUVCTrhcrPz5fO0ev1OHDggOy82rf0autERESgTZs2snVxu3fvDiEETp8+ja5du9q8T8CNcqCIiIioeQsNDUV0dLTVzdvbW/Z2fS1bb9fHxsbCy8sL27dvl/bl5OQgNzcX8fHxAC6/tX/kyBFZcJaZmYnAwEDExMQAAG6++Wbk5eXJpkz49ddfoVar0bZt2wbfKwMoIiJyqaogje1K5HTOTCJ3trpv1x84cAB79+61+HZ9dHS01KMUFBSE1NRUTJ06FTt37kR2djZSUlIQHx+P/v37AwCGDh2KmJgYPPTQQ/jhhx+wdetWzJo1C5MnT5aGHR944AG0atUKKSkp+Pnnn7Fnzx5Mnz4dDz/8cIOH7wAO4RFRU3HyUi1mOU9mS6sojtub86RR5Cwpc5wUOUteWnnej7K+l1qRF6Q4rsyJ0qqsJ2GbFA+oWpHDdKlaPonwJcXnVankx5XzShmr5O1pFC8sKZ9/3aVedH/Kc5g05fIcJ/XFCvnJ5YrGK+U5UkIovjfKhDRv+b2oqhRlH0X+jnKpGDOKX5VmP2tqG8ev7BCKdC6XasbTGACX365PS0vDkCFDoFarkZycjLfffls6rny7HgDefPNNqW5lZSUSExPxj3/8Qzqu0WiwefNmPP7444iPj4e/vz/Gjx+Pl19+WaoTEBCAzMxMPPnkk+jbty9atWqF++67D6+88opd188AioiIiBqdvW/XA4CPjw+WLFmCJUuW1Htehw4dsGXLFqufHR0djczMTPsuWIEBFBERkQdyxhCcq4bwPAFzoIiIyKUqW8r/Vlcpl2a5pBjCI+cQTtrIIvZAEbmRZrf2nTPnfXL0s83WqlMcN5tXydZadvLa9uY8eXvJk128NfLjOo38uE6rqK/IkVKer7bxm61GMVdReY08D6jUW54HVKSRJ8+WQ85Yo8iJqlSsH1cmry/qpEz55psvAGctiBJl8k8XihmihUnxvdLI87NUyhwoX+vroKqVCXJma+kpylpFuUaRj6dWHK/zqEyK2yb3xQCKiIjIA3EIz7U4hEdERC51KdzLdiVyPg7huRR7oIio8djz56y90xbY+izla/Y2lnZRqZVLt1gfsjMbwlMMuflo5cNYfjbL8lf3fTXysk4tH/JTLhVjUjygSpP8n/viavmQnZ+XvP0CTYC8vlAuFeMtK2vL5cdrfK6U/c/WwORd5+915ZCZ4k0rUS1/FiazpVzk3xthVAxvKobQUCM/X1WjGEczKqaIUExroFKWa2yUtYqyqe7X7rmUC5ljDxQRERGRndgDRURE5IGYA+Va7IEiIiKXKovg3+pNgjlQLsWfaiJqGraWanG0PTM2cqIUZeU0BcocI7VyqRVFWTlNgTLHKUCRc9TCSz4XUgutvBygqZS3pyj7qJQ5UfLrMSmmNbholL/af867hawc6C1v/6RiGocLkNevrJbnRGkqrzzQgDMmVAVemWrA66J8CgVtuTwfS61YukWZIwVFzhPMpjGQX4tKq/hVp5XXF4qychoD8x8OWKf8UTNa/prcGwMoIiIiD6QSAipl8HkVbZBlDKCIiIg8Ed/CcynmQBERkUuVtuGvGvI87IEiIvdgb46UjRwrldk8UdZzpJQ5URqzsjxHyEtjY14ojTwnyl+R0xSklS9fEqRRluXLnbRQHPdRydvXKHKiKkzyyS2LvP1lZb0uWFYO9JK3/6s2TFbOU8vrl+NKnpP/GRXKIq4EUSqjPAfKVx0oK2t18l9N6jL5nFSoNl8aRt6AIqfJS36vQtG+0MmPmxTHTV7yAFC5VAuU5WaCb+G5FgMoIiIiT8QhPJdivyoREblUWRv+FibPwx4oInJPirEF5Zvmdjdn1p71aQyUx5VDeMr6WsUQmpdaPqSnXJpFp5YPUymH6II1ZbJyK0W5hVo+DYKPjffnK4R82CvK+5ys3Na7UFaO1BXLyj/6tJGVc3RXhvhqTvvjYtSV52H0kn9WVQv5NAY+f8qnIfAqUyzVUikvK5daMaP44RAa62WTVm39uJeN9ppJ1wSH8FyLARQREZEn4hCeSzGAIiIi8kDsgXKtZtLRSEREnkrbtsx2JSI3wx4oInJPQpF3opgx2d6UKCGsn2GycdzW+fbSKMZOvBQ5TD6KHCnltAUtFDlVLRSX56NSvOqv+LxqlMrKUdoSWbmTV4Gs3F53QVYO9+0ofX0ovx3Q9cryLH+2UCwDc04+jYB3kfxXk1eZvKy9pMg/U6z8oq5R/Cwo0r8U6WjmS8XYosypsjFlRt2cqEbNj+IQnksxgCIiIvJQHIJzHQ7hEREREdmJARQREblU3/BTTX0J1yYhnLORRRzCIyL3oPx33FbKkbK+oqzMWVIpKiiPK3+PGE3yvz+VOVI1iuM1iuQXo6J+tWIeJttl+T/fRsUDMSmuV6NYbsRLJb8eX5V8eRWllop5roIU80wFqv8nK7fQXDl+sLQjbm/zm1T+yT9CVvd0SLCsXFbsIyurLipyoMrk166RXwo0FfJ7NcuRMsuZUpaF1ePKHCp7cqoaMweKb+G5FnugiIiIiOzEAIqIiFzqpoATTX0J1ybhpI0s4hAeETUe2bCVreU37G3bVgXlu+XKMT3FkJ1JuTyHYohMcVw5pKcsVxnlQ3AVRvmr+5cU40TlavlyJhfV8uVOdIppC7xUNYqyYmkZk41xKwUtlNMcyGkUz1M5bUIb7Z/S1yerW6O3f65UDtBUyurm+oXIynktA2Xlc2UBsnJpmXy4saJM/qxUZfJr15RbH/LTylfJgbrSxhCg/NFDU62cNkF+vmzVHkfXHLKDymRhePEq2iDL2ANFREREZCe3CaAKCwsxduxYBAYGIjg4GKmpqSgtLbV6zqBBg6BSqWTbY489JquTm5uLESNGwM/PD2FhYZg+fTpqaqz/ZUZERNTscQjPpdxmCG/s2LE4e/YsMjMzUV1djZSUFEyaNAlr1661et7EiRPx8ssvS2U/Pz/pa6PRiBEjRkCv12Pfvn04e/Ysxo0bBy8vL7z22msuuxciomtJlNd5nKxu3dSXcc3hW3iu5RYB1LFjx5CRkYGDBw+ib9++AIB33nkHw4cPx8KFCxEZGVnvuX5+ftDr9RaPbdu2DT///DO+/vprhIeHo3fv3pg3bx6ef/55zJ07F97e3hbPI2oqyn/MnLx6iP3snVrAkbYVjasUOUxmz0K5Q1nfLOdJftyksp7jpFbUV+Y4adRaRVmeTKKtkf/7olZ8c5VlJeW0BcppDZTlcnW5rHxRMQ2Bv1lOlTzxRzlcUa34/HJT/b9Oikx+CNZc+fwuPvmy4yFa+Vp5ET7yHKh8f/nSLwWX5OVz5fIcqaIyeb5YVan8WdeUKqaAUEyLoMyJMskfHbTyFC5AkR+nrlLkRNUtNub/s86Yx4nzQNXLLYbwsrKyEBwcLAVPAJCQkAC1Wo39+/dbPXfNmjVo3bo1brjhBsycORPl5Vf+T8jKykKPHj0QHh4u7UtMTERJSQmOHj1ab5uVlZUoKSmRbURERHTtcIseKIPBgLCwMNk+rVaLkJAQGAyGes974IEH0KFDB0RGRuLHH3/E888/j5ycHHz++edSu3WDJwBS2Vq76enpeOmll672doiIiFyOQ3iu1aQB1IwZMzB//nyrdY4dO3bV7U+aNEn6ukePHoiIiMCQIUPw+++/o3Pnzlfd7syZMzF16lSpXFJSgnbt2l11e0REnixYXY4ik5/tiuRczkgCZwBVryYNoKZNm4YJEyZYrdOpUyfo9XoUFBTI9tfU1KCwsLDe/CZL4uLiAADHjx9H586dodfrceDAAVmd/PzLY/PW2tXpdNDprC97QEQuztkyW6pFufSKlTwUS/UV8zopc1VMirl9alTWMyBs5TApKZeCMV8aRp5jVSnk80iVa+T/Jl00yZdDaaHMeVLLE3l81NbnldLA+oRARkVGSN0cLOWyNX6Kz1ZrTVaPK3OkWnnLk5KCdfKkpTxveQ7VeS95jlSZl/xZ1WjlOVJCK78X5RxgNvOYTMp5oK78LDTmUi7kWk0aQIWGhiI0NNRmvfj4eBQVFSE7OxuxsbEAgB07dsBkMklBUUMcPnwYABARESG1++qrr6KgoEAaIszMzERgYCBiYmLsvBsiIqLmg0N4ruUWsXD37t2RlJSEiRMn4sCBA9i7dy/S0tIwZswY6Q28M2fOIDo6WupR+v333zFv3jxkZ2fj5MmT+OKLLzBu3Djceuut6NmzJwBg6NChiImJwUMPPYQffvgBW7duxaxZszB58mT2MBERkXurfQvP0Y0scosACrj8Nl10dDSGDBmC4cOHY+DAgfjggw+k49XV1cjJyZHesvP29sbXX3+NoUOHIjo6GtOmTUNycjI2bdoknaPRaLB582ZoNBrEx8fjwQcfxLhx42TzRhGRi5hNM6A8bqusnNbAGRdFrqBRfHMqTF5WjyuH8FprL8rK7XQXZOUoX3mZqDG4xVt4ABASEmJ10syoqChZzkO7du2we/dum+126NABW7Zscco1EpGd6gZBKiEPklRoQFl+ft3fw2Zr2Sk+WqXYI2wktpgUf28qlzQzX79A/s+rMqdJOQ9VtSLHqcpkfe28MqM8b6dEI895uqDxl5V9NfIcJ2XOk84sB8potazMiVLmfNU9bt5WjSyI0qiELIgyCpUsiKoWWlkQddHkIwuiCqoCZUGUt2JdPm+N/PPzNfJ5pC4quhJqNPJnLVTKdQGtB/+K24WpzuWYrC8x6FQcwnMttwmgiIiIyA58C8+l3GYIj4iI3FO1aMRuF6JGwh4oIjfmbku7yIbYbF2rvX/5KodRlIeVz0oxxGdW38bHKV/bN2tfOS2ByXq5WrFUTFWN/J/nS1r5sFKpRj6E56OxPmylHNbSquRDcDqN8rhy2E2xFI3a+hCfrs7n+WnkOU1+avkyMcopFZRtKYcbNYpr0XjbGE5UlJX3XqC4lyKNfM6qKrVyWS/590alnLZAMZ6rrr5yXDmU60ocwnMtBlBERESeyCQub462QRYxgCIiIvJEzIFyKeZAERGRS5UbOa8eeR72QBGR61jJiTLL37KWMGWpLSXlUixqxVIuymkNbExDZZ4TZX2pGLNpExRDH0IjP25U5DxV18gTrbUaeZ5OhSInSqOWH/dSlM2PG60e1yrLZjlP1ss+imkS6k6b4KuuRlH1lbyiQK186ZUArXyZmSCN/LitHKkgTbnV48ocKn9FTlaAlzwn64yXPInpnEa+FEwF5FNGVJvk35u6OU+Xy1e+Vsxw4FIqOCEHyilX4pkYQBEREXkiZ8wkzpnI68UhPCIiIiI7MYAiIiKXuqRYuuV0RcsmupJrS+00Bo5uZBmH8Ig8SLObF8oOLs+JUhbVNnKYlPNKKT9P8eenct4noyIHymRUzDul+HyjWt5gjTKHS1FWznWkVuQkKZeaUeY8qZRzJSnaN5trSXlc0Z63Yh4pH22deaC01fizzrEAbaUsiAr2kucwlWvlSech2jJZuYUiR0qnkuc4KdfSi/CynjPVUvH5flpFzpUifywPcpVGX1m5uloxT1TdHKjG7LZo5m/hFRYW4sknn8SmTZugVquRnJyMt956CwEBAfWeU1FRgWnTpmHdunWorKxEYmIi/vGPfyA8PFyqk5ubi8cffxw7d+5EQEAAxo8fj/T0dGi1V74va9asweuvv47ffvsNQUFBGDZsGBYsWIBWrVo1+PrZA0VERESNbuzYsTh69CgyMzOxefNm7NmzB5MmTbJ6zpQpU7Bp0yasX78eu3fvRl5eHu655x7puNFoxIgRI1BVVYV9+/Zh1apVWLlyJWbPni3V2bt3L8aNG4fU1FQcPXoU69evx4EDBzBx4kS7rp8BFBERuVR5jZftSuR0KiGcsrnCsWPHkJGRgQ8//BBxcXEYOHAg3nnnHaxbtw55eco+vsuKi4uxbNkyLFq0CIMHD0ZsbCxWrFiBffv24dtvvwUAbNu2DT///DM+/vhj9O7dG8OGDcO8efOwZMkSVFVdftsyKysLUVFReOqpp9CxY0cMHDgQjz76KA4cOGDXPXAIj8iDNbshvbrXY+NanD6kp6RcykXZnsr6kB7kI1hQKf8cVU6TYDaNgvW1Z0wq60N4Zo9D+TxtJK8o71d5vvLzlPWVQ4jKaRe8tFeGvXTaGhThyjCXj1Y+5FboJV86JdBbPq3BBS9/+XHFtActNPJygKKsnAZBWV85zYFyGgTlUjDK4dozRuWUFIqfrTpTVBgbM5Y0wezn9KracIGsrCwEBwejb9++0r6EhASo1Wrs378fd999t9k52dnZqK6uRkJCgrQvOjoa7du3R1ZWFvr374+srCz06NFDNqSXmJiIxx9/HEePHkWfPn0QHx+PF154AVu2bMGwYcNQUFCAzz77DMOHD7frHtgDRURERFaVlJTItsrKStsnWWEwGBAWFibbp9VqERISAoPBUO853t7eCA4Olu0PDw+XzjEYDLLgqfZ47TEAuPnmm7FmzRqMHj0a3t7e0Ov1CAoKwpIlS+y6BwZQREREHsiZQ3jt2rVDUFCQtKWnp1v8zBkzZkClUlndfvnll8Z8DGZ+/vlnPP3005g9ezays7ORkZGBkydP4rHHHrOrHQ7hERGRS1XWaKHT1tiuSM7lxLfwTp06hcDAQGm3Tmd5eZ5p06ZhwoQJVpvs1KkT9Ho9CgoKZPtrampQWFgIvV5v8Ty9Xo+qqioUFRXJeqHy8/Olc/R6vVkuU35+vnQMANLT03HzzTdj+vTpAICePXvC398ft9xyC1555RVERERYvf5aDKCIqGnY+ofdZsqTrYQuGzlSZjlDNqY9MMspUiYtKT7OrD3rOVbK6spPs5UzZTeb59vKubKeo6XSXClrNCaUQicr1+WtWDrF16wsX2pFufSKMmcqRDEtQaj3RVm5tZe8rMyRCvcqlpXVKuuJQCbFw8lTPLqqOku/mC414mIuTpyJPDAwUBZA1Sc0NBShoaE268XHx6OoqAjZ2dmIjY0FAOzYsQMmkwlxcXEWz4mNjYWXlxe2b9+O5ORkAEBOTg5yc3MRHx8vtfvqq6+ioKBAGiLMzMxEYGAgYmJiAADl5eWyKQ0AQKPR/P/tNvx5cQiPiIiIGlX37t2RlJSEiRMn4sCBA9i7dy/S0tIwZswYREZGAgDOnDmD6OhoqUcpKCgIqampmDp1Knbu3Ins7GykpKQgPj4e/fv3BwAMHToUMTExeOihh/DDDz9g69atmDVrFiZPniz1mt111134/PPP8d577+F///sf9u7di6eeegr9+vWTPrsh2ANFRETkgZwxk7grZyJfs2YN0tLSMGTIEGkizbfffls6Xl1djZycHJSXX+lRfPPNN6W6dSfSrKXRaLB582Y8/vjjiI+Ph7+/P8aPH4+XX35ZqjNhwgRcvHgR7777LqZNm4bg4GAMHjwY8+fPt+v6VcKe/iqyqKSkBEFBQegw/xWofXxsn0DURJp8GgN72LhWm/di619+syE8W2X72jO7PhtDcGbTEJi1775DeIB82K65D+FVC42sfK6mhaz8e7n87bFfi+VDVnkXgmTlmgt1h/AqcGraiyguLm7QkNjVqP2ddFv8LGi1jv1OqqmpwO6sV1x6ve6KPVBE15BmNy+UNTZSjmzFM07PkTK7APsO230Dts53lIPffHtytIRaoG5IpJwz65Ii2CpRBFgaxVIsXoqyn488oAr2kS/1oveTzzNV6iNPgI7wluc8KZd6CdeWyD/fX/753mp5wKdc+uWMNlj62lguD/bIfTGAIiIi8kAq0+XN0TbIMgZQRETkUiqTCkI5kzq5nhPfwiNzDKCIrmFuPaSn5OwhPrMhPQeXjjHj4MO28c0yu39bKVzmY3LWz7ejPZs/V4ohPWWwVaM4XuMt7xa5pJPn+ZT4+srKf/rLh/AKA+TlIsUQX1ufP2Vl5bQGoVp5DpWPn3wpGD+NvBysuzJsV11WheMgT8AAioiIyBM5cSJNMscAioiIyAPVXYrFkTbIMk6kSURELuXKuYSImgp7oIhIYjNvyJ1zpBTsvhVX37y91+9gzpLy7Sqzt60U7dmsrzxe9/OUn23zXuWfLZQ5Uhr5DqO3ImdKJ//VdsHfW1YuCZDnTBW0CJCVzwbI5zuK8i+Uldv5yMsh2lJZuauPQVZuVWfeqQptNTahkTCJ3KUYQBEREXkiAbPA9qraIIsYQBEREXkg5kC5FnOgiIjItZrz0C/RVWIPFBE1mFvNG2VLE/9hbTMPyN6cJuVxs5wlB3OalGVjw4/brGuWfwXrFH/6m7TyezN5y8vGi/ITavzlv/rOl8pzpC4GyXOkioPl5dJAef0ufudkZeW8UZFeRdLXlxTr/LmUgBNyoJxyJR6JARQREZEnYhK5S3EIj4iIXEpomvoKiJzPbXqgCgsL8eSTT2LTpk1Qq9VITk7GW2+9hYCAAIv1T548iY4dO1o89umnn+Kvf/0rAEClMh+D+Ne//oUxY8Y47+KJPJRbT3vgZHYPyZkdt162tTSL+RCcfUN2NofobJTVNfUfV9vZlqNDekYvedkkH3GDpkL+bKor5SdUVcsbPGuy/r3TKL45RsW8C63rTGNwydSI0aQJjuefcTHherlNADV27FicPXsWmZmZqK6uRkpKCiZNmoS1a9darN+uXTucPXtWtu+DDz7AggULMGzYMNn+FStWICkpSSoHBwc7/fqJiIgaE9/Ccy23CKCOHTuGjIwMHDx4EH379gUAvPPOOxg+fDgWLlyIyMhIs3M0Gg30er1s34YNG3DfffeZ9VoFBweb1SUiIiKqj1vkQGVlZSE4OFgKngAgISEBarUa+/fvb1Ab2dnZOHz4MFJTU82OTZ48Ga1bt0a/fv2wfPlyCBsRd2VlJUpKSmQbERFZ1pijVlRHbRK5oxtZ5BY9UAaDAWFhYbJ9Wq0WISEhMBgM9Zwlt2zZMnTv3h0DBgyQ7X/55ZcxePBg+Pn5Ydu2bXjiiSdQWlqKp556qt620tPT8dJLL9l/I0TXGEfWQHN1/pTT12ezN8fJxnGb0xKYHW/inCdFuW7ek+268puxmROlpHj06ip52VRt/dkoCbW8b6FKK0+iKtC0kJW9FEleRsXPQqXpyq/ayspq6x/uTHwLz6WatAdqxowZUKlUVrdffvnF4c+5dOkS1q5da7H36cUXX8TNN9+MPn364Pnnn8dzzz2HBQsWWG1v5syZKC4ulrZTp045fI1ERETkPpq0B2ratGmYMGGC1TqdOnWCXq9HQUGBbH9NTQ0KCwsblLv02Wefoby8HOPGjbNZNy4uDvPmzUNlZSV0Op3FOjqdrt5jREREzQJ7oFyqSQOo0NBQhIaG2qwXHx+PoqIiZGdnIzY2FgCwY8cOmEwmxMXF2Tx/2bJl+Mtf/tKgzzp8+DBatmzJAImIyElMWvNhPGoEnMbApdwiB6p79+5ISkrCxIkTsXTpUlRXVyMtLQ1jxoyR3sA7c+YMhgwZgtWrV6Nfv37SucePH8eePXuwZcsWs3Y3bdqE/Px89O/fHz4+PsjMzMRrr72GZ599ttHujYgsc3qOkqPsTcqyMW+Tks15nsyOq6wet9WevfNO2cyhslLfLAfKRv6V2bxRZvNCKT/MxrI3iotTa+T1NRXy6lovxdIwOnkWfIW3PCfqnJf8zW614vOq6uRAVVcoErRciNMYuJZbBFAAsGbNGqSlpWHIkCHSRJpvv/22dLy6uho5OTkoLy+Xnbd8+XK0bdsWQ4cONWvTy8sLS5YswZQpUyCEQJcuXbBo0SJMnDjR5fdDRERE7sttAqiQkJB6J80EgKioKIvTD7z22mt47bXXLJ6TlJQkm0CTiIjIYzAHyqXcJoAiIiL3xByoJmISjo+FmxhA1YcBFBGRJY7mPNlgd46Src+zN6fJ3pwpB9gMnpQpTMpHr1IWHcuMtpnfpczJqpJ/nrFCnhNVVi5/6eicWv4BNaYrMwbVlFXacaXUnDGAIiIi8kQcwnMpBlBERORSHMJrKs5YioUBVH0YQBHRtcnRtWLsHWJzlJPXtrE5TGbjuPJ8s5kE6qxzoa6Rl6FYG8/m73hl22bTFNT/2ZfLKqvHzT5OOaRXo5gyolLegLFC/qu0TC0f0qt7vcZLXBjQUzCAIiIi8kQcwnMpBlBERESeyCTgcFco38KrV5MuJkxERJ7PxD/VyQPxx5qIqBE0+tI0tnKWbOUR2ciBUv75bW2kR1UDmOqk/ij/cjcpGjdfukXRnuLDhMp6jpNQ/KYTyhwsZX3lszKb5kDxeYqcqGq1/APrro9hutSIPwjCdHlztA2yiAEUERGRJ2IOlEsxgCIiIvJEzIFyKeZAERGRSymH0Ig8AX+sieja4Op5n1zNVtKS8vZsVLdVVuYFKT9e2bwyU6bu6SqTPIgyKdtW/ilvc5kZ6/dultOkyHlSJrUrj9tcKUZ5s4p5okS1WnH4ygeYqhpxHigO4bkUAygiIiJPJOCEAMopV+KROIRHREQuZWvmbyJ3xB4oIqJGYHMaASe3b3OEz8a0BMrD1oboAAtDenUaUBnlw2Rmy8TYGC609ayU92Lr3pRDeGZDeraWelFen2JaAyiG8Opej6jmEJ6nYABFRETkiUwmmIe+V9MGWcKOVSIiIiI7sQeKiIhcSmguD+NRI+MQnksxgCIiaghb0wQ4u30bH6eyNU+BMi9IWVv5qr+NJCdbOVFmeU11y0KeV2R7qRbrx83YmQNltpSLrWkMbHzvzaZ4UAaLdac5qLE1R4ITMYByKQ7hEREREdmJPVBERESeiEu5uBQDKCIici0VOCFjExDCBGE2Nmt/G2QZAygiIlewkTdj97xQtnKaFHuEWn6CMu/I0Zwos/uzcr7ZvdnIgTJ7FHY+G5tLu9iZE2VzFSBh41nX1Ck0dg6Uoz1IzIGqF3OgiIiIiOzEHigiInIpoXL+zOvUAMIJOVDsgaoXe6CIiJojlWKzQajkG1RCtgk1rG/K89Xyzeb5yk1zZYOibNIqNi/FZuu4rfo2trrXIjS278Xm90LY2Ewq+dZYTCbnbC5SWFiIsWPHIjAwEMHBwUhNTUVpaanVcyoqKjB58mS0atUKAQEBSE5ORn5+vqzOU089hdjYWOh0OvTu3dtiOz/++CNuueUW+Pj4oF27dnj99dftvn4GUERERNToxo4di6NHjyIzMxObN2/Gnj17MGnSJKvnTJkyBZs2bcL69euxe/du5OXl4Z577jGr9/DDD2P06NEW2ygpKcHQoUPRoUMHZGdnY8GCBZg7dy4++OADu66fQ3hERESeqBkP4R07dgwZGRk4ePAg+vbtCwB45513MHz4cCxcuBCRkZFm5xQXF2PZsmVYu3YtBg8eDABYsWIFunfvjm+//Rb9+/cHALz99tsAgHPnzuHHH380a2fNmjWoqqrC8uXL4e3tjeuvvx6HDx/GokWLbAZwdbEHioiIXMrmW2zkEsJkcsoGXO61qbtVVlY6dG1ZWVkIDg6WgicASEhIgFqtxv79+y2ek52djerqaiQkJEj7oqOj0b59e2RlZdn12bfeeiu8vb2lfYmJicjJycGff/7Z4HYYQBERXQ07c5Rs1TfLQbJ1vr3tKXKilOfbm+NkT46UWfvKHCTlpnVws5XjZOu44tkJtZBttp692aNWbO6oXbt2CAoKkrb09HSH2jMYDAgLC5Pt02q1CAkJgcFgqPccb29vBAcHy/aHh4fXe0597YSHh5u1UXusoTiER0RE5ImcOIR36tQpBAYGSrt1Op3F6jNmzMD8+fOtNnns2DHHrqmZYABFRETkiUxO6PL6/wAqMDBQFkDVZ9q0aZgwYYLVOp06dYJer0dBQYFsf01NDQoLC6HX6y2ep9frUVVVhaKiIlkvVH5+fr3n1NeO8s292rI97TCAIiIil+I8UNeO0NBQhIaG2qwXHx+PoqIiZGdnIzY2FgCwY8cOmEwmxMXFWTwnNjYWXl5e2L59O5KTkwEAOTk5yM3NRXx8fIOvMT4+Hn/7299QXV0NLy8vAEBmZia6deuGli1bNrgd5kAR0bXB1YkozS0nSpnjZCsnSi3fHJn3Sbkp54Gydx4mRz77aj5P+Szs/t6afTMVW2MRAhAmBzfXXHD37t2RlJSEiRMn4sCBA9i7dy/S0tIwZswY6Q28M2fOIDo6GgcOHAAABAUFITU1FVOnTsXOnTuRnZ2NlJQUxMfHS2/gAcDx48dx+PBhGAwGXLp0CYcPH8bhw4dRVVUFAHjggQfg7e2N1NRUHD16FJ988gneeustTJ061a57cJsA6tVXX8WAAQPg5+dnlkBWHyEEZs+ejYiICPj6+iIhIQG//fabrM7VTORFRETU3AmTcMrmKmvWrEF0dDSGDBmC4cOHY+DAgbK5mKqrq5GTk4Py8nJp35tvvok777wTycnJuPXWW6HX6/H555/L2n3kkUfQp08fvP/++/j111/Rp08f9OnTB3l5eQAuB2Lbtm3DiRMnEBsbi2nTpmH27Nl2TWEAACoh3GOe9jlz5iA4OBinT5/GsmXLUFRUZPOc+fPnIz09HatWrULHjh3x4osv4siRI/j555/h4+MDABg2bBjOnj2L999/H9XV1UhJScFNN92EtWvXNvjaSkpKEBQUhA7zX4H6/9slombO1e/W2/svq436NjvN7Dxuuz3rqxfbcz0OX7stNr6VZt9q5a2ZLYysXJjZxvnK48rz69Q3XapA7vOzUFxc3KCcoqtR+zvpds090Kq8HGqrRlRjp/Fzl16vu3KbHKiXXnoJALBy5coG1RdCYPHixZg1axZGjhwJAFi9ejXCw8OxceNGjBkz5qom8iIiIvsoc6CEGlDVWSFEaACVseFloubAbYbw7HXixAkYDAbZhFtBQUGIi4uTJty6mom8AKCystJsUjEiIhkX50SZ5zTZt9luz7k5UibNlQ1Q5BxBkTNlo2wrp6nuZ5muIufJ1rO1mZ/WTDT3ITx357EBVO1kWJYmy6o9djUTeQFAenq6bEKxdu3aOfnqiYiIHORwAvn/b2RRkw7hNXTCrejo6Ea6ooaZOXOmLFu/uLgY7du3h6miogmviojs0thdB07OiVKyO8/I4ZwrW4lHDrTtIJvfWrOcqPpzlgCYdTXYyqkyy4Gq83Xt74nGSD+uQbXD+WU1qHbOxXigJg2gGjrh1tWonQwrPz8fERER0v78/Hz07t1bqmPvRF7A5RlY687CWjuEd2rOK1d1rUREdG25ePEigoKCXNK2t7c39Ho9vjFscUp7er1etm4cXdakAVRDJ9y6Gh07doRer8f27dulgKmkpAT79+/H448/DuDqJvKyJDIyEqdOnUKLFi2gUjXsr9qSkhK0a9fObHp8ahg+P8fw+TmGz88x1/LzE0Lg4sWLLn1JycfHBydOnJDmPXKUt7e39OY6XeE2b+Hl5uaisLAQubm5MBqNOHz4MACgS5cuCAgIAHB5Veb09HTcfffdUKlUeOaZZ/DKK6+ga9eu0jQGkZGRGDVqFAD5RF5Lly5FdXW12UReDaFWq9G2bduruq+GTo9PlvH5OYbPzzF8fo65Vp+fq3qe6vLx8WHQ42JuE0DNnj0bq1atksp9+vQBAOzcuRODBg0CcHlK9+LiYqnOc889h7KyMkyaNAlFRUUYOHAgMjIyZD9Ua9asQVpaGoYMGQK1Wo3k5GS8/fbbjXNTRERE5JbcZiJNT1M70RknJ7s6fH6O4fNzDJ+fY/j8yBN47DQGzZ1Op8OcOXNkyejUcHx+juHzcwyfn2P4/MgTsAeKiIiIyE7sgSIiIiKyEwMoIiIiIjsxgCIiIiKyEwMoIiIiIjsxgHKi9957Dz179pQmh4uPj8dXX30FACgsLMSTTz6Jbt26wdfXF+3bt8dTTz0lm7cKuDxh6IgRI+Dn54ewsDBMnz4dNTU1TXE7jc7a86tLCIFhw4ZBpVJh48aNsmN8ftafX1ZWFgYPHgx/f38EBgbi1ltvxaVLl6TjhYWFGDt2LAIDAxEcHIzU1FSUlpY29q00CVvPz2Aw4KGHHoJer4e/vz9uvPFG/Pvf/5a1cS0/P6W///3v0oTGtSoqKjB58mS0atUKAQEBSE5ORn5+vuy8a/n/YXIvbjORpjto27Yt/v73v6Nr164QQmDVqlUYOXIkvv/+ewghkJeXh4ULFyImJgZ//PEHHnvsMeTl5eGzzz4DABiNRowYMQJ6vR779u3D2bNnMW7cOHh5eeG1115r4rtzPWvP7/rrr5fqLV682OKSOXx+1p9fVlYWkpKSMHPmTLzzzjvQarX44YcfoFZf+Ttq7NixOHv2LDIzM1FdXY2UlBRMmjQJa9eubcI7axy2nt+4ceNQVFSEL774Aq1bt8batWtx33334dChQ9LEvtfy86vr4MGDeP/999GzZ0/Z/ilTpuDLL7/E+vXrERQUhLS0NNxzzz3Yu3cvAP4/TG5GkEu1bNlSfPjhhxaPffrpp8Lb21tUV1cLIYTYsmWLUKvVwmAwSHXee+89ERgYKCorKxvlepsb5fP7/vvvRZs2bcTZs2cFALFhwwbpGJ+fubrPLy4uTsyaNaveuj///LMAIA4ePCjt++qrr4RKpRJnzpxx+bU2R3Wfn7+/v1i9erXseEhIiPjnP/8phODzq3Xx4kXRtWtXkZmZKW677Tbx9NNPCyGEKCoqEl5eXmL9+vVS3WPHjgkAIisrSwjB/4fJvXAIz0WMRiPWrVuHsrIyxMfHW6xTOwuvVnu5IzArKws9evRAeHi4VCcxMRElJSU4evRoo1x3c2Hp+ZWXl+OBBx7AkiVLoNfrzc7h87tC+fwKCgqwf/9+hIWFYcCAAQgPD8dtt92Gb775RjonKysLwcHB6Nu3r7QvISEBarUa+/fvb4rbaDKWfv4GDBiATz75BIWFhTCZTFi3bh0qKiqkpaT4/C6bPHkyRowYgYSEBNn+7OxsVFdXy/ZHR0ejffv2yMrKAsD/h8m9cAjPyY4cOYL4+HhUVFQgICAAGzZsQExMjFm98+fPY968eZg0aZK0z2AwyP7hACCVDQaDay+8mbD2/KZMmYIBAwZg5MiRFs/l86v/+X377bcAgLlz52LhwoXo3bs3Vq9ejSFDhuCnn35C165dYTAYEBYWJmtPq9UiJCTkmn9+APDpp59i9OjRaNWqFbRaLfz8/LBhwwZ06dIFAPj8AKxbtw7fffcdDh48aHbMYDDA29sbwcHBsv3h4eHS8+H/w+ROGEA5Wbdu3XD48GEUFxfjs88+w/jx47F7925ZEFVSUoIRI0YgJiYGc+fObbqLbYbqe37Hjx/Hjh078P333zf1JTZr9T0/k8kEAHj00UeRkpIC4PKC3Nu3b8fy5cuRnp7elJfdbFj7//fFF19EUVERvv76a7Ru3RobN27Efffdh//+97/o0aNHU196kzt16hSefvppZGZmyhZsJ/JUDKCczNvbW/qLNDY2FgcPHsRbb72F999/HwBw8eJFJCUloUWLFtiwYQO8vLykc/V6PQ4cOCBrr/YNFUtDVp6ovufn6+uL33//3eyv1+TkZNxyyy3YtWsXnx/qf34zZswAALPe0O7duyM3NxfA5WdUUFAgO15TU4PCwsJr/vk999xzePfdd/HTTz9JLzT06tUL//3vf7FkyRIsXbr0mn9+2dnZKCgowI033ijtMxqN2LNnD959911s3boVVVVVKCoqkv1/nJ+fLz0f/j9M7oQ5UC5mMplQWVkJ4HLP09ChQ+Ht7Y0vvvjC7K+0+Ph4HDlyRPaPcGZmJgIDAy0OA14Lap/fjBkz8OOPP+Lw4cPSBgBvvvkmVqxYAYDPz5La5xcVFYXIyEjk5OTIjv/666/o0KEDgMvPr6ioCNnZ2dLxHTt2wGQyIS4urlGvu7mofX7l5eUAIHtjEQA0Go3Uu3etP78hQ4bgyJEjsv9H+/bti7Fjx0pfe3l5Yfv27dI5OTk5yM3NlfLM+P8wuZWmzmL3JDNmzBC7d+8WJ06cED/++KOYMWOGUKlUYtu2baK4uFjExcWJHj16iOPHj4uzZ89KW01NjRBCiJqaGnHDDTeIoUOHisOHD4uMjAwRGhoqZs6c2cR31jisPT9LoHgLj8/P+vN78803RWBgoFi/fr347bffxKxZs4SPj484fvy41EZSUpLo06eP2L9/v/jmm29E165dxf33399Ut9SorD2/qqoq0aVLF3HLLbeI/fv3i+PHj4uFCxcKlUolvvzyS6mNa/n5WVL3LTwhhHjsscdE+/btxY4dO8ShQ4dEfHy8iI+Pl45f6/8Pk3thAOVEDz/8sOjQoYPw9vYWoaGhYsiQIdIvr507dwoAFrcTJ05IbZw8eVIMGzZM+Pr6itatW4tp06ZJ0xx4OmvPzxJlACUEn5+t55eeni7atm0r/Pz8RHx8vPjvf/8rO37hwgVx//33i4CAABEYGChSUlLExYsXG/M2moyt5/frr7+Ke+65R4SFhQk/Pz/Rs2dPs2kNruXnZ4kygLp06ZJ44oknRMuWLYWfn5+4++67xdmzZ2XnXMv/D5N7UQkhRNP1fxERERG5H+ZAEREREdmJARQRERGRnRhAEREREdmJARQRERGRnRhAEREREdmJARQRERGRnRhAEREREdmJARQRWbVr1y6oVCoUFRW5RbvkOq+++ioGDBgAPz8/s3Up66NSqSxuCxYsAACcPHkSqamp6NixI3x9fdG5c2fMmTMHVVVVsnaEEFi4cCGuu+466HQ6tGnTBq+++qp0vPbnSbkZDAapTnp6Om666Sa0aNECYWFhGDVqlGx5o8LCQjz55JPo1q0bfH190b59ezz11FMoLi626zldvHgRzzzzDDp06ABfX18MGDAABw8etKsNav4YQBGRVQMGDMDZs2cRFBR01W0MGjQIzzzzjNPbJecbNGgQVq5cafFYVVUV/vrXv+Lxxx9vcHtnz56VbcuXL4dKpUJycjIA4JdffoHJZML777+Po0eP4s0338TSpUvxwgsvyNp5+umn8eGHH2LhwoX45Zdf8MUXX6Bfv35mn5eTkyP7vLCwMOnY7t27MXnyZHz77bfIzMxEdXU1hg4dirKyMgBAXl4e8vLysHDhQvz0009YuXIlMjIykJqa2uD7BYBHHnkEmZmZ+Oijj3DkyBEMHToUCQkJOHPmjF3tUDPXxDOhE9E1QLmkBzVft912m1ixYoXVOitWrBBBQUFX1f7IkSPF4MGDrdZ5/fXXRceOHaXyzz//LLRarfjll1/qPad2uaw///yzwddSUFAgAIjdu3fXW+fTTz8V3t7esuVkjhw5IpKSkoS/v78ICwsTDz74oDh37pwQQojy8nKh0WjE5s2bZe3ceOON4m9/+1uDr42aP/ZAEXmwqKgoLF68WLavd+/emDt3rlRWqVT48MMPcffdd8PPzw9du3bFF198IR1XDrU9/PDD6NmzJyorKwFc7pXo06cPxo0bZ/EaJkyYgN27d+Ott96ShlVOnjxp1u7KlSsRHByMzZs3o1u3bvDz88O9996L8vJyrFq1ClFRUWjZsiWeeuopGI1Gqf3Kyko8++yzaNOmDfz9/REXF4ddu3Y5/OzI+fLz8/Hll1/a7NEpLi5GSEiIVN60aRM6deqEzZs3o2PHjoiKisIjjzyCwsJCs3N79+6NiIgI3HHHHdi7d6/NzwEg+yxLdQIDA6HVagEARUVFGDx4MPr06YNDhw4hIyMD+fn5uO+++wAANTU1MBqN8PHxkbXj6+uLb775xur1kJtp6giOiFynQ4cO4s0335Tt69Wrl5gzZ45UBiDatm0r1q5dK3777Tfx1FNPiYCAAHHhwgUhhPlf9hcvXhSdOnUSzzzzjBBCiGeffVZERUWJ4uJii9dQVFQk4uPjxcSJE8XZs2fF2bNnRU1NjVm7K1asEF5eXuKOO+4Q3333ndi9e7do1aqVGDp0qLjvvvvE0aNHxaZNm4S3t7dYt26d1P4jjzwiBgwYIPbs2SOOHz8uFixYIHQ6nfj111+d8xCvMa7sgZo/f75o2bKluHTpUr11fvvtNxEYGCg++OADad+jjz4qdDqdiIuLE3v27BE7d+4UvXv3FrfffrtU55dffhFLly4Vhw4dEnv37hUpKSlCq9WK7Oxsi59jNBrFiBEjxM0331zvtZw7d060b99evPDCC9K+efPmiaFDh8rqnTp1SgAQOTk5Qggh4uPjxW233SbOnDkjampqxEcffSTUarW47rrrrD8gcisMoIg8WEMDqFmzZknl0tJSAUB89dVXQgjLQyP79u0TXl5e4sUXXxRarVb897//tXodlobwLAVQAMTx48elOo8++qjw8/MTFy9elPYlJiaKRx99VAghxB9//CE0Go04c+aMrO0hQ4aImTNnWr0muuzVV18V/v7+0qZWq4VOp5Pt++OPP2TnXG0A1a1bN5GWllbv8dOnT4vOnTuL1NRU2f6JEyfKAhQhhMjOzhYArA7r3XrrreLBBx+0eOyxxx4THTp0EKdOnbJ4vLi4WPTr108kJSWJqqoqaf+9994rvLy8ZM/H399fABBbtmwRQghx/PhxceuttwoAQqPRiJtuukmMHTtWREdH13ut5H60TdLtRUTNSs+ePaWv/f39ERgYiIKCgnrrx8fH49lnn8W8efPw/PPPY+DAgU65Dj8/P3Tu3Fkqh4eHIyoqCgEBAbJ9tdd25MgRGI1GXHfddbJ2Kisr0apVK6dck6d77LHHpOEnABg7diySk5Nxzz33SPsiIyMd/pz//ve/yMnJwSeffGLxeF5eHm6//XYMGDAAH3zwgexYREQEtFqt7PvcvXt3AEBubi66detmsc1+/fpZHDZLS0vD5s2bsWfPHrRt29bs+MWLF5GUlIQWLVpgw4YN8PLyko6Vlpbirrvuwvz5883Oi4iIAAB07twZu3fvRllZGUpKShAREYHRo0ejU6dOFq+T3BMDKCIPplarIYSQ7auurjarV/cXBHA5L8pkMtXbrslkwt69e6HRaHD8+HHnXGw912Ht2kpLS6HRaJCdnQ2NRiOrVzfoovqFhITIcoB8fX0RFhaGLl26OPVzli1bhtjYWPTq1cvs2JkzZ3D77bcjNjYWK1asgFotT8+9+eabUVNTg99//10KsH/99VcAQIcOHer9zMOHD0tBDXB5KoQnn3wSGzZswK5du9CxY0ezc0pKSpCYmAidTocvvvjCLJfpxhtvxL///W9ERUVJeVH18ff3h7+/P/78809s3boVr7/+utX65F6YRE7kwUJDQ3H27FmpXFJSghMnTjjc7oIFC/DLL79g9+7dyMjIwIoVK6zW9/b2liV+O0ufPn1gNBpRUFCALl26yDa9Xu/0z7vW5ebm4vDhw8jNzYXRaMThw4dx+PBhlJaWSnWio6OxYcMG2XklJSVYv349HnnkEbM2z5w5g0GDBqF9+/ZYuHAhzp07B4PBIJu/KSEhATfeeCMefvhhfP/998jOzsajjz6KO+64Q+qVWrx4Mf7zn//g+PHj+Omnn/DMM89gx44dmDx5stTO5MmT8fHHH2Pt2rVo0aKF9DmXLl2SrrN2WoNly5ahpKREqlP78zt58mQUFhbi/vvvx8GDB/H7779j69atSElJkeps3boVGRkZOHHiBDIzM3H77bcjOjoaKSkpTvpOUHPAHigiDzZ48GCsXLkSd911F4KDgzF79myznhp7ff/995g9ezY+++wz3HzzzVi0aBGefvpp3HbbbfUOUURFRWH//v04efIkAgICrL71ZI/rrrsOY8eOxbhx4/DGG2+gT58+OHfuHLZv346ePXtixIgRTvkcumz27NlYtWqVVO7Tpw8AYOfOnRg0aBCAy/MwKSeeXLduHYQQuP/++83azMzMxPHjx3H8+HGz4bTa3lO1Wo1NmzbhySefxK233gp/f38MGzYMb7zxhlS3qqoK06ZNw5kzZ+Dn54eePXvi66+/xu233y7Vee+99wBAutZaK1aswIQJE/Ddd99h//79AGDWA3fixAlERUUhMjISe/fuxfPPP4+hQ4eisrISHTp0QFJSktRzVlxcjJkzZ+L06dMICQlBcnIyXn31VbPeVHJzTZuCRUSuVFxcLEaPHi0CAwNFu3btxMqVKy0mkW/YsEF2XlBQkPQmVt1k70uXLomYmBgxadIkWf2//OUvYsCAAaKmpsbideTk5Ij+/fsLX19fAUCcOHHCYhK5MjF5zpw5olevXrJ948ePFyNHjpTKVVVVYvbs2SIqKkp4eXmJiIgIcffdd4sff/yxoY+JiMhuKiEUCRJEREREZBVzoIiIiIjsxACKiIiIyE4MoIiIiIjsxACKiIiIyE4MoIiIiIjsxACKiIiIyE4MoIiIiIjsxACKiIiIyE4MoIiIiIjsxACKiIiIyE4MoIiIiIjsxACKiIiIyE7/B3W5Hdy03/43AAAAAElFTkSuQmCC" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# note that target time is only updated during the generate call\n", "target_time = X.generator.target_prediction_time\n", From 85efa1086beff405dbc38897aefb1a38be2d86d3 Mon Sep 17 00:00:00 2001 From: Ryan Roussel Date: Mon, 16 Sep 2024 17:19:16 -0500 Subject: [PATCH 9/9] updates to time dependent bo example --- .../time_dependent_bo.ipynb | 62 +++++++++---------- 1 file changed, 28 insertions(+), 34 deletions(-) diff --git a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb index e04dbc0b..4c78f8a3 100644 --- a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb +++ b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb @@ -19,9 +19,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# set values if testing\n", @@ -58,12 +56,12 @@ }, { "cell_type": "markdown", - "source": [ - "Define test functions" - ], "metadata": { "collapsed": false - } + }, + "source": [ + "Define test functions" + ] }, { "cell_type": "code", @@ -84,6 +82,7 @@ " t_ < 50, 0.25 * torch.sin(t_ * 6 / 10.0) + 0.1e-2 * t_, -1.5e-2 * (t_ - 50.0)\n", " )\n", "\n", + "\n", "# define function in time and position space\n", "def g(x_, t_):\n", " return (x_ - k(t_)) ** 2\n", @@ -91,6 +90,7 @@ "\n", "start_time = time.time()\n", "\n", + "\n", "# create callable function for Xopt\n", "def f(inputs):\n", " x_ = inputs[\"x\"]\n", @@ -103,16 +103,17 @@ }, { "cell_type": "markdown", - "source": [ - "## Define Xopt objects including optimization algorithm" - ], "metadata": { "collapsed": false - } + }, + "source": [ + "## Define Xopt objects including optimization algorithm" + ] }, { "cell_type": "code", "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "variables = {\"x\": [-1, 1]}\n", @@ -133,19 +134,16 @@ "\n", "X = Xopt(evaluator=evaluator, generator=generator, vocs=vocs)\n", "X" - ], - "metadata": { - "collapsed": false - } + ] }, { "cell_type": "markdown", - "source": [ - "## Run optimization" - ], "metadata": { "collapsed": false - } + }, + "source": [ + "## Run optimization" + ] }, { "cell_type": "code", @@ -173,19 +171,17 @@ }, { "cell_type": "markdown", - "source": [ - "## Visualize GP model of objective function and plot trajectory" - ], "metadata": { "collapsed": false - } + }, + "source": [ + "## Visualize GP model of objective function and plot trajectory" + ] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "data = X.data\n", @@ -244,12 +240,12 @@ }, { "cell_type": "markdown", - "source": [ - "## plot the acquisition function" - ], "metadata": { "collapsed": false - } + }, + "source": [ + "## plot the acquisition function" + ] }, { "cell_type": "code", @@ -291,11 +287,9 @@ { "cell_type": "code", "execution_count": null, + "metadata": {}, "outputs": [], - "source": [], - "metadata": { - "collapsed": false - } + "source": [] } ], "metadata": {