{ "cells": [ { "cell_type": "markdown", "id": "6eb75a3d", "metadata": {}, "source": [ "# Failing Sensors\n", "State estimation methods typically assumes input measurements to be perfect, or only polluted by random noise. However, in practical applications, sensors may fail or provide erroneous data due to various reasons such as hardware malfunctions, environmental conditions, or communication issues. This notebook addresses this problem following the approach proposed in [Riva et al., 2025](https://doi.org/10.1051/epjn/2025054).\n", "\n", "Both the GEIM and the PBDW methods are extended to handle failing sensors. Two kind of failures are considered:\n", "- **Hard failures**: the sensor stops providing data altogether.\n", "- **Drift failures**: the sensor provides erroneous data, e.g., biased measurements, given $\\mathbf{y}$ as the true measurement vector (already including \"standard noise\"), the faulty sensor provides $\\mathbf{y}_{\\text{faulty}} = \\mathbf{y} + \\mathcal{N}(\\kappa, \\rho^2)$ where $\\mathcal{N}(\\kappa, \\rho^2)$ is a Gaussian random variable with mean $\\kappa$ and variance $\\rho^2$.\n", "\n", "In this notebook, we are going to consider a MP simulation of a MSFR, during the Unprotected Loss Of Flow (ULOFF) transient." ] }, { "cell_type": "markdown", "id": "b85a946a", "metadata": {}, "source": [ "## Import OpenFOAM case \n", "Using *pyforce* functions we can import directly the OpenFOAM case." ] }, { "cell_type": "code", "execution_count": null, "id": "e0f9f2e1", "metadata": {}, "outputs": [], "source": [ "from pyforce.tools.write_read import ReadFromOF\n", "\n", "of = ReadFromOF('../Datasets/MSFR-ULOFF')\n", "grid = of.mesh()\n", "\n", "# import pyvista as pv\n", "\n", "# pl = pv.Plotter()\n", "# pl.add_mesh(grid, color='lightgrey', show_edges=True)\n", "# pl.add_axes()\n", "# pl.add_bounding_box()\n", "# pl.show(jupyter_backend='pythreejs')" ] }, { "cell_type": "markdown", "id": "b2eeeec9", "metadata": {}, "source": [ "Let us load the temperature field" ] }, { "cell_type": "code", "execution_count": 2, "id": "24294101", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Importing T using pyvista - 100.00%\r" ] } ], "source": [ "field = 'T'\n", "\n", "dataset, times = of.import_field(field)" ] }, { "cell_type": "markdown", "id": "570c6b01", "metadata": {}, "source": [ "Let us scale it to [0,1] range for numerical stability" ] }, { "cell_type": "code", "execution_count": 3, "id": "478a0df6", "metadata": {}, "outputs": [], "source": [ "from pyforce.tools.scalers import MinMaxScaler\n", "\n", "scaler = MinMaxScaler(global_scale=True)\n", "scaler.fit(dataset)\n", "\n", "snapshots = scaler.transform(dataset)" ] }, { "cell_type": "markdown", "id": "72bd9410", "metadata": {}, "source": [ "Let us split the data into train and test" ] }, { "cell_type": "code", "execution_count": 4, "id": "c8eb3610", "metadata": {}, "outputs": [], "source": [ "from pyforce.tools.functions_list import train_test_split\n", "\n", "train_times, test_times, train_snaps, test_snaps = train_test_split(\n", " times, snapshots, test_size=0.2, random_state=42\n", ")\n", "\n", "# Sorting the training snapshots according to time\n", "import numpy as np\n", "_argsort = np.argsort(train_times)\n", "train_times = np.array(train_times)[_argsort]\n", "train_snaps.sort(_argsort)\n", "\n", "# Sorting the testing snapshots according to time\n", "_argsort = np.argsort(test_times)\n", "test_times = np.array(test_times)[_argsort]\n", "test_snaps.sort(_argsort)" ] }, { "cell_type": "markdown", "id": "a1459f66", "metadata": {}, "source": [ "## GEIM\n", "We first test the GEIM method with failing sensors." ] }, { "cell_type": "code", "execution_count": 5, "id": "a0fff2de", "metadata": {}, "outputs": [], "source": [ "geim_on_abs_err = dict()\n", "geim_on_rel_err = dict()\n", "\n", "noise_std = 0.02 # 2% noise\n", "\n", "geim_estimation = dict()" ] }, { "cell_type": "markdown", "id": "5fa9fe24", "metadata": {}, "source": [ "### Offline Phase\n", "At first, the GEIM magic functions and sensors are computed in the offline phase." ] }, { "cell_type": "code", "execution_count": 6, "id": "21aad125", "metadata": {}, "outputs": [], "source": [ "from pyforce.offline.geim import GEIM as GEIMoffline\n", "\n", "geim_off = GEIMoffline(grid, varname=field)" ] }, { "cell_type": "markdown", "id": "78e45982", "metadata": {}, "source": [ "Sensors will be placed everywhere in the domain." ] }, { "cell_type": "code", "execution_count": 7, "id": "6eee9aca", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating Gaussian Sensor Library: 100.000 / 100.00% - 0.000567 s/it\n", "GEIM Iteration 20/20 - MaxAbsErr: 1.0234e-03 - MaxRelErr: 4.1995e-03 \r" ] } ], "source": [ "sens_params = {\n", " 's': 0.025, # spread of the Gaussian kernels - hyperparameter to be tuned according to the physical system\n", " 'xm_list': grid.cell_centers().points[::20].tolist() # optional (sampling every 10 points to speed up the process)\n", "}\n", "\n", "res_geim_offline = geim_off.fit(train_snaps, Mmax = 20, sensor_params=sens_params,\n", " verbose=True)" ] }, { "cell_type": "markdown", "id": "f0f755bd", "metadata": {}, "source": [ "Let us plot the sensors just placed" ] }, { "cell_type": "code", "execution_count": 8, "id": "bbf38bc2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import patches\n", "\n", "fig = geim_off.plot_sensors(M=20, levels=40, fig_length=6, fontsize_sens=10,\n", " color_sens='blue', cmap='Blues', view='xz')\n", "\n", "def get_core_msfr_geometry(ax):\n", "\n", " rect_blanket = patches.Rectangle((1.13, -1.88/2), 0.7, 1.88, linewidth=1, facecolor='white',\n", " edgecolor='black')\n", " ax.add_patch(rect_blanket)\n", "\n", "get_core_msfr_geometry(fig.get_axes()[0])\n", "\n", "ax = fig.get_axes()[0]\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "id": "784f040e", "metadata": {}, "source": [ "### Online Phase: baseline\n", "The baseline is the reconstruction using noisy data, but with all the sensors working. The TR-GEIM version is used." ] }, { "cell_type": "code", "execution_count": 9, "id": "7a275704", "metadata": {}, "outputs": [], "source": [ "from pyforce.online.geim import GEIM as GEIMonline\n", "\n", "geim_on = GEIMonline(grid, varname=field)\n", "geim_on.set_basis(geim_off.magic_functions)\n", "geim_on.set_magic_sensors(geim_off.magic_sensors.library)\n", "\n", "# Assemble matrix for online phase\n", "geim_on.compute_B_matrix()\n", "\n", "# Regularisation matrix\n", "geim_on.set_tikhonov_matrices(train_snaps=train_snaps)" ] }, { "cell_type": "markdown", "id": "5511fa23", "metadata": {}, "source": [ "Let us compute the errors on the test set" ] }, { "cell_type": "code", "execution_count": 10, "id": "8d759c81", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing errors - T: 20.000 / 20.00 - 0.038041 s/it\n" ] } ], "source": [ "_res = geim_on.compute_errors(test_snaps, noise_std = noise_std,\n", " regularization_params = {'type': 'tikhonov', 'lambda': noise_std**2},\n", " verbose=True)\n", "\n", "geim_on_abs_err['baseline'] = _res[0]\n", "geim_on_rel_err['baseline'] = _res[1]" ] }, { "cell_type": "markdown", "id": "fa718e16", "metadata": {}, "source": [ "Let us also estimate the field using all the available sensors (no failing sensors yet)" ] }, { "cell_type": "code", "execution_count": 11, "id": "89953d35", "metadata": {}, "outputs": [], "source": [ "_measures = geim_on.get_measurements(test_snaps, noise_std=noise_std)\n", "geim_estimation['baseline'] = geim_on.estimate(_measures, \n", " regularization_params = {'type': 'tikhonov', 'lambda': noise_std**2} )" ] }, { "cell_type": "markdown", "id": "566cc760", "metadata": {}, "source": [ "Let us make a plot of the results" ] }, { "cell_type": "code", "execution_count": 12, "id": "36033548", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "from matplotlib import cm\n", "def plot_contour(ax, domain, _snap, \n", " cmap = cm.jet, levels = 20):\n", " snap = _snap\n", "\n", " cont = ax.tricontourf(*domain.T, snap, cmap = cmap, levels = levels)\n", "\n", " # Add Blanket\n", " rect_blanket = patches.Rectangle((1.13, -1.88/2), 0.7, 1.88, linewidth=1, facecolor='white',\n", " edgecolor='black',\n", " zorder=3)\n", "\n", " ax.add_patch(rect_blanket)\n", "\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", "\n", " return cont\n", "\n", "nodes = grid.cell_centers().points[:, [0, 2]] # x-z plane\n", "\n", "from IPython.display import clear_output\n", "for tt in range(0, len(test_times), 10):\n", "\n", " fig, axs = plt.subplots(1, 3, figsize=(6*3,5))\n", "\n", " c = plot_contour(axs[0], nodes, test_snaps[tt],levels = np.linspace(0, 1, 50))\n", " plot_contour(axs[1], nodes, geim_estimation['baseline'][tt], levels = np.linspace(0, 1, 50))\n", "\n", " fig.colorbar(c, ax=axs[0])\n", " fig.colorbar(c, ax=axs[1])\n", "\n", " # Residual\n", " residual = np.abs(test_snaps[tt] - geim_estimation['baseline'][tt])\n", " c = plot_contour(axs[2], nodes, residual, levels = np.linspace(0, np.max(residual), 50), cmap=cm.inferno)\n", " fig.colorbar(c, ax=axs[2])\n", "\n", " # Labels\n", " axs[0].set_title('FOM')\n", " axs[1].set_title('TR-GEIM Baseline')\n", " axs[2].set_title('Residual')\n", "\n", " fig.suptitle(field+' at time = %.2f s' % (test_times[tt]), fontsize=16)\n", "\n", " plt.show()\n", " clear_output(wait=True)\n", " plt.close(fig)" ] }, { "cell_type": "markdown", "id": "dc7675f4", "metadata": {}, "source": [ "### Online Phase: failing sensors\n", "Now, we simulate failing sensors. We consider both hard failures and drift failures.\n", "\n", "The class is initialized as before." ] }, { "cell_type": "code", "execution_count": 13, "id": "448e25c9", "metadata": {}, "outputs": [], "source": [ "from pyforce.online.failure_sens import FailingGEIM\n", "\n", "failing_geim_on = FailingGEIM(grid, varname=field)\n", "\n", "failing_geim_on.set_basis(geim_off.magic_functions)\n", "failing_geim_on.set_magic_sensors(geim_off.magic_sensors.library)\n", "\n", "# Assemble matrix for online phase\n", "failing_geim_on.compute_B_matrix()\n", "\n", "# Regularisation matrix\n", "failing_geim_on.set_tikhonov_matrices(train_snaps=train_snaps)" ] }, { "cell_type": "markdown", "id": "2682026d", "metadata": {}, "source": [ "**Drift failures** are simulated by adding a bias and variance to the measurements of the failed sensors.\n", "\n", "Let us visualize the effect of the drift on measurements" ] }, { "cell_type": "code", "execution_count": 14, "id": "c37bb029", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kappa_drift = 0.4 # 10% drift\n", "rho_drift = 0.05 # 5% variance\n", "\n", "drift_dict = {\n", " 'kappa': kappa_drift,\n", " 'rho': rho_drift,\n", " 'idx_failed': [0,5,10],\n", " 'mu_failure': 100\n", "}\n", "\n", "clean_meas = failing_geim_on.get_measurements(snapshots, noise_std=1e-12)\n", "drifted_meas = failing_geim_on.get_measurements(snapshots, noise_std=1e-12, drift_dict=drift_dict)\n", "\n", "fig, axs = plt.subplots(1, len(drift_dict['idx_failed']), figsize=(5 * len(drift_dict['idx_failed']), 4))\n", "\n", "for i, idx in enumerate(drift_dict['idx_failed']):\n", " axs[i].plot(clean_meas[idx], label='Clean Measurement', color='blue')\n", " axs[i].plot(drifted_meas[idx], label='Drifted Measurement', color='red', linestyle='--')\n", " axs[i].set_title(f'Sensor {idx} Measurements')\n", " axs[i].set_xlabel('Time Step')\n", " axs[i].set_ylabel('Measurement Value')\n", " axs[i].legend()" ] }, { "cell_type": "markdown", "id": "5af4ece5", "metadata": {}, "source": [ "Let us compute the test errors with drift failures on a single sensor. The total number of sensors used is 20 as the number of basis and the influence of the failed index is investigated." ] }, { "cell_type": "code", "execution_count": 15, "id": "b11cb48c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulating drift failure on sensor 20/20\r" ] } ], "source": [ "geim_on_abs_err['drift'] = list()\n", "geim_on_rel_err['drift'] = list()\n", "geim_estimation['drift'] = list()\n", "\n", "snaps_norm = list()\n", "for _snap in test_snaps:\n", " snaps_norm.append(failing_geim_on.calculator.L2_norm(_snap))\n", "\n", "for kk in range(len(failing_geim_on.basis)):\n", "\n", " print(f\"Simulating drift failure on sensor {kk+1}/{len(failing_geim_on.basis)}\", end='\\r')\n", "\n", " drift_dict = {\n", " 'kappa': kappa_drift,\n", " 'rho': rho_drift,\n", " 'idx_failed': [kk],\n", " 'mu_failure': 0\n", " }\n", "\n", " drifted_mea = failing_geim_on.get_measurements(test_snaps, noise_std=noise_std, drift_dict=drift_dict)\n", " geim_estimation['drift'].append(failing_geim_on.estimate( drifted_mea, \n", " regularization_params={'type': 'tikhonov', 'lambda': noise_std**2}))\n", " \n", " _abs_err = list()\n", " _rel_err = list()\n", " for tt in range(len(test_snaps)):\n", " _abs_err.append( \n", " failing_geim_on.calculator.L2_norm(geim_estimation['drift'][-1](tt) - test_snaps(tt))\n", " )\n", " _rel_err.append( \n", " _abs_err[-1] / snaps_norm[tt]\n", " )\n", "\n", " geim_on_abs_err['drift'].append(np.mean(_abs_err))\n", " geim_on_rel_err['drift'].append(np.mean(_rel_err))" ] }, { "cell_type": "markdown", "id": "adc5563e", "metadata": {}, "source": [ "**Hard failures** are simulated by removing the measurements of the failed sensors." ] }, { "cell_type": "code", "execution_count": 16, "id": "772d5b71", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulating hard failure on sensor 20/20\r" ] } ], "source": [ "geim_on_abs_err['hard'] = list()\n", "geim_on_rel_err['hard'] = list()\n", "geim_estimation['hard'] = list()\n", "\n", "snaps_norm = list()\n", "for _snap in test_snaps:\n", " snaps_norm.append(failing_geim_on.calculator.L2_norm(_snap))\n", "\n", "for kk in range(len(failing_geim_on.basis)):\n", "\n", " print(f\"Simulating hard failure on sensor {kk+1}/{len(failing_geim_on.basis)}\", end='\\r')\n", "\n", " hard_failure_dict = {\n", " 'mu_failure': 0,\n", " 'idx_failed': [kk]\n", " }\n", "\n", " # Get measurements\n", " measures = failing_geim_on.get_measurements(test_snaps, noise_std=noise_std)\n", "\n", " # Estimate the state\n", " geim_estimation['hard'].append(\n", " failing_geim_on.estimate( measures, \n", " regularization_params = {'type': 'tikhonov', 'lambda': noise_std**2},\n", " hard_failure_dict=hard_failure_dict)\n", " )\n", "\n", " # Compute errors\n", "\n", " _abs_err = list()\n", " _rel_err = list()\n", " for tt in range(len(test_snaps)):\n", " _abs_err.append( \n", " failing_geim_on.calculator.L2_norm(geim_estimation['hard'][-1](tt) - test_snaps(tt))\n", " )\n", " _rel_err.append( \n", " _abs_err[-1] / snaps_norm[tt]\n", " )\n", "\n", " geim_on_abs_err['hard'].append(np.mean(_abs_err))\n", " geim_on_rel_err['hard'].append(np.mean(_rel_err))" ] }, { "cell_type": "markdown", "id": "5c306826", "metadata": {}, "source": [ "Let us plot the errors obtained with drift failures, with respect to the baseline (no failing sensors)" ] }, { "cell_type": "code", "execution_count": 17, "id": "60252dac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'GEIM with Failing Sensors')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(12,5))\n", "\n", "# Baseline\n", "axs[0].axhline(geim_on_abs_err['baseline'][-1], color='red', linestyle='--', label='Baseline')\n", "axs[1].axhline(geim_on_rel_err['baseline'][-1], color='red', linestyle='--', label='Baseline')\n", "\n", "# Drift failures\n", "for failure in ['drift', 'hard']:\n", " axs[0].plot(geim_on_abs_err[failure], marker='o', label=failure + ' Failures')\n", " axs[1].plot(geim_on_rel_err[failure], marker='o', label=failure + ' Failures')\n", "\n", "for ax in axs:\n", " ax.legend()\n", " ax.grid()\n", " ax.set_xticks(range(0, len(failing_geim_on.basis)+1, 2))\n", " ax.set_xlabel('Failed Sensor Index')\n", " ax.set_yscale('log')\n", "\n", "axs[0].set_ylabel('Mean Absolute Error')\n", "axs[1].set_ylabel('Mean Relative Error')\n", "\n", "fig.suptitle('GEIM with Failing Sensors', fontsize=16)" ] }, { "cell_type": "markdown", "id": "e7a93a23", "metadata": {}, "source": [ "Let us make a plot of the reconstructions" ] }, { "cell_type": "code", "execution_count": 51, "id": "3c888877", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import clear_output\n", "\n", "ncols = len(geim_estimation)+1\n", "nrows = 2\n", "\n", "_idx_failed_to_plot = 0\n", "\n", "for tt in range(0, len(test_times), 10):\n", "\n", " fig, axs = plt.subplots(nrows, ncols, figsize=(6*ncols, 5 * nrows))\n", "\n", " c = plot_contour(axs[0,0], nodes, test_snaps[tt],levels = np.linspace(0, 1, 50))\n", " fig.colorbar(c, ax=axs[0,0])\n", " axs[0,0].set_title('FOM')\n", "\n", " for i, (key, estimation) in enumerate(geim_estimation.items()):\n", "\n", " if key == 'baseline':\n", " _est = estimation\n", " else:\n", " _est = estimation[_idx_failed_to_plot]\n", "\n", " c = plot_contour(axs[0,i+1], nodes, _est[tt], levels = np.linspace(0, 1, 50))\n", " fig.colorbar(c, ax=axs[0, i+1])\n", "\n", " # Residual\n", " residual = np.abs(test_snaps[tt] - _est[tt])\n", " c = plot_contour(axs[1,i+1], nodes, residual, levels = np.linspace(0, np.max(residual), 50), cmap=cm.inferno)\n", " fig.colorbar(c, ax=axs[1,i+1])\n", "\n", " axs[0, i+1].set_title(f'GEIM - {key} Failures')\n", "\n", " fig.suptitle(field+' - Failed Sensor Index: %d at time = %.2f s' % (_idx_failed_to_plot, test_times[tt]), fontsize=16)\n", " axs[1,0].axis('off')\n", "\n", " plt.show()\n", " clear_output(wait=True)\n", " plt.close(fig)" ] }, { "cell_type": "markdown", "id": "41106c5c", "metadata": {}, "source": [ "## PBDW\n", "We now test the PBDW method with failing sensors. We are going to use the POD basis for the background space, and the SGREEDY sensors for the update space." ] }, { "cell_type": "code", "execution_count": 18, "id": "624ea917", "metadata": {}, "outputs": [], "source": [ "pbdw_on_abs_err = dict()\n", "pbdw_on_rel_err = dict()\n", "\n", "pbdw_estimation = dict()" ] }, { "cell_type": "markdown", "id": "4c5ae522", "metadata": {}, "source": [ "### Offline Phase\n", "At first, the POD basis for the background space is computed in the offline phase." ] }, { "cell_type": "code", "execution_count": 19, "id": "db480bb5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing T correlation matrix: 220.000 / 220.00 - 0.005787 s/it\n", "Eigenvalues calculated in 1.286165 seconds.\n" ] } ], "source": [ "from pyforce.offline.pod import POD\n", "\n", "pod_off = POD(grid, varname=field)\n", "pod_off.fit(train_snaps, verbose=True)" ] }, { "cell_type": "markdown", "id": "253c4350", "metadata": {}, "source": [ "Let us plot the singular values decay" ] }, { "cell_type": "code", "execution_count": 20, "id": "9601a70f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/rq/_c546f811656mn_2__gt6l_00000gn/T/ipykernel_2058/311611219.py:1: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " pod_off.plot_eigenvalues().show()\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pod_off.plot_eigenvalues().show()" ] }, { "cell_type": "markdown", "id": "d857a1c2", "metadata": {}, "source": [ "Let us compute the POD modes" ] }, { "cell_type": "code", "execution_count": 21, "id": "7abd9427", "metadata": {}, "outputs": [], "source": [ "pod_off.compute_basis(train_snaps, rank=10)" ] }, { "cell_type": "markdown", "id": "a90a9d3c", "metadata": {}, "source": [ "Let us place the sensors using the SGREED algorithm on the POD basis" ] }, { "cell_type": "code", "execution_count": 22, "id": "3a3c1426", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating Gaussian Sensor Library: 100.000 / 100.00% - 0.000581 s/it\n", "SGREEDY: m = 19, n = 10 | beta_n,m = 0.117150\r" ] } ], "source": [ "from pyforce.offline.sgreedy import SGREEDY\n", "\n", "sens_params = {\n", " 's': 0.025, # spread of the Gaussian kernels - hyperparameter to be tuned according to the physical system\n", " 'xm_list': grid.cell_centers().points[::20].tolist() # optional (sampling every 10 points to speed up the process)\n", "}\n", "\n", "sgreedy_off = SGREEDY(grid, varname=field)\n", "sgreedy_off.fit(pod_off.pod_modes, Mmax=20, verbose=True,\n", " sensor_params=sens_params)" ] }, { "cell_type": "markdown", "id": "1c69549b", "metadata": {}, "source": [ "Let us plot the sensors" ] }, { "cell_type": "code", "execution_count": 23, "id": "dcec5882", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/sriva/miniconda3/envs/pyforce-env/lib/python3.10/site-packages/pyforce/offline/sgreedy.py:267: UserWarning: The following kwargs were not used by contour: 'show_edges'\n", " sc = axs.tricontourf(*nodes.T, _cumulative, cmap=cmap, levels=levels, show_edges=False)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sgreedy_off.plot_sensors(M=20, levels=40, fig_length=6, fontsize_sens=10,\n", " color_sens='blue', cmap='Blues', view='xz')\n", "\n", "get_core_msfr_geometry(fig.get_axes()[0])\n", "\n", "ax = fig.get_axes()[0]\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "id": "b9968273", "metadata": {}, "source": [ "### Online Phase: baseline\n", "The baseline is the reconstruction using noisy data, but with all the sensors working." ] }, { "cell_type": "code", "execution_count": 24, "id": "b1cfbd85", "metadata": {}, "outputs": [], "source": [ "from pyforce.online.pbdw import PBDW as PBDWonline\n", "\n", "pbdw_on = PBDWonline(grid, varname=field)\n", "pbdw_on.set_basis(pod_off.pod_modes)\n", "pbdw_on.set_basis_sensors(sgreedy_off.sensors.library)\n", "\n", "# Assemble matrix for online phase\n", "pbdw_on.compute_matrices()" ] }, { "cell_type": "markdown", "id": "5bd1993f", "metadata": {}, "source": [ "Let us compute the errors on the test set" ] }, { "cell_type": "code", "execution_count": 25, "id": "c410caef", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing errors - T: 11.000 / 11.00 - 0.054644 s/it\n" ] } ], "source": [ "_res = pbdw_on.compute_errors( test_snaps, noise_std = noise_std,\n", " verbose=True)\n", "\n", "pbdw_on_abs_err['baseline'] = _res[0]\n", "pbdw_on_rel_err['baseline'] = _res[1]" ] }, { "cell_type": "markdown", "id": "5b2da671", "metadata": {}, "source": [ "Let us also estimate the field using all the available sensors (no failing sensors yet)" ] }, { "cell_type": "code", "execution_count": 26, "id": "955b84a7", "metadata": {}, "outputs": [], "source": [ "_measures = pbdw_on.get_measurements(test_snaps, noise_std=noise_std)\n", "pbdw_estimation['baseline'] = pbdw_on.estimate(_measures)" ] }, { "cell_type": "markdown", "id": "6b57e0c5", "metadata": {}, "source": [ "Let us make a plot of the results" ] }, { "cell_type": "code", "execution_count": 27, "id": "4e8a3e36", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import clear_output\n", "for tt in range(0, len(test_times), 10):\n", "\n", " fig, axs = plt.subplots(1, 3, figsize=(6*3,5))\n", "\n", " c = plot_contour(axs[0], nodes, test_snaps[tt],levels = np.linspace(0, 1, 50))\n", " plot_contour(axs[1], nodes, pbdw_estimation['baseline'][tt], levels = np.linspace(0, 1, 50))\n", "\n", " fig.colorbar(c, ax=axs[0])\n", " fig.colorbar(c, ax=axs[1])\n", "\n", " # Residual\n", " residual = np.abs(test_snaps[tt] - pbdw_estimation['baseline'][tt])\n", " c = plot_contour(axs[2], nodes, residual, levels = np.linspace(0, np.max(residual), 50), cmap=cm.inferno)\n", " fig.colorbar(c, ax=axs[2])\n", "\n", " # Labels\n", " axs[0].set_title('FOM')\n", " axs[1].set_title('PBDW Baseline')\n", " axs[2].set_title('Residual')\n", "\n", " fig.suptitle(field+' at time = %.2f s' % (test_times[tt]), fontsize=16)\n", "\n", " plt.show()\n", " clear_output(wait=True)\n", " plt.close(fig)" ] }, { "cell_type": "markdown", "id": "8cec3a3d", "metadata": {}, "source": [ "### Online Phase: failing sensors\n", "Now, we simulate failing sensors. We consider both hard failures and drift failures.\n", "\n", "The class is initialized as before." ] }, { "cell_type": "code", "execution_count": 28, "id": "7f2fe8c6", "metadata": {}, "outputs": [], "source": [ "from pyforce.online.failure_sens import FailingPBDW\n", "\n", "failing_pbdw_on = FailingPBDW(grid, varname=field)\n", "\n", "failing_pbdw_on.set_basis(pod_off.pod_modes)\n", "failing_pbdw_on.set_basis_sensors(sgreedy_off.sensors.library)\n", "\n", "# Assemble matrix for online phase\n", "failing_pbdw_on.compute_matrices()" ] }, { "cell_type": "markdown", "id": "2bf70b7e", "metadata": {}, "source": [ "**Drift failures** are simulated by adding a bias and variance to the measurements of the failed sensors.\n", "Let us compute the test errors with drift failures on a single sensor. The total number of sensors used is 20 as the number of basis and the influence of the failed index is investigated." ] }, { "cell_type": "code", "execution_count": 36, "id": "f3358ae8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulating drift failure on sensor 20/20\r" ] } ], "source": [ "pbdw_on_abs_err['drift'] = list()\n", "pbdw_on_rel_err['drift'] = list()\n", "pbdw_estimation['drift'] = list()\n", "\n", "snaps_norm = list()\n", "for _snap in test_snaps:\n", " snaps_norm.append(failing_pbdw_on.calculator.L2_norm(_snap))\n", "\n", "for kk in range(len(failing_pbdw_on.sensors)):\n", "\n", " print(f\"Simulating drift failure on sensor {kk+1}/{len(failing_pbdw_on.sensors)}\", end='\\r')\n", "\n", " drift_dict = {\n", " 'kappa': kappa_drift,\n", " 'rho': rho_drift,\n", " 'idx_failed': [kk],\n", " 'mu_failure': 0\n", " }\n", "\n", " drifted_mea = failing_pbdw_on.get_measurements(test_snaps, noise_std=noise_std, drift_dict=drift_dict)\n", " pbdw_estimation['drift'].append(failing_pbdw_on.estimate( drifted_mea ))\n", " \n", " _abs_err = list()\n", " _rel_err = list()\n", " for tt in range(len(test_snaps)):\n", " _abs_err.append( \n", " failing_pbdw_on.calculator.L2_norm(pbdw_estimation['drift'][-1](tt) - test_snaps(tt))\n", " )\n", " _rel_err.append( \n", " _abs_err[-1] / snaps_norm[tt]\n", " )\n", "\n", " pbdw_on_abs_err['drift'].append(np.mean(_abs_err))\n", " pbdw_on_rel_err['drift'].append(np.mean(_rel_err))" ] }, { "cell_type": "markdown", "id": "dbbf64e4", "metadata": {}, "source": [ "**Hard failures** are simulated by removing the measurements of the failed sensors." ] }, { "cell_type": "code", "execution_count": 37, "id": "0cdc8918", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulating hard failure on sensor 20/20\r" ] } ], "source": [ "pbdw_on_abs_err['hard'] = list()\n", "pbdw_on_rel_err['hard'] = list()\n", "pbdw_estimation['hard'] = list()\n", "\n", "snaps_norm = list()\n", "for _snap in test_snaps:\n", " snaps_norm.append(failing_pbdw_on.calculator.L2_norm(_snap))\n", "\n", "for kk in range(len(failing_pbdw_on.sensors)):\n", "\n", " print(f\"Simulating hard failure on sensor {kk+1}/{len(failing_pbdw_on.sensors)}\", end='\\r')\n", "\n", " hard_failure_dict = {\n", " 'mu_failure': 0,\n", " 'idx_failed': [kk]\n", " }\n", "\n", " # Get measurements\n", " measures = failing_pbdw_on.get_measurements(test_snaps, noise_std=noise_std)\n", "\n", " # Estimate the state\n", " pbdw_estimation['hard'].append(\n", " failing_pbdw_on.estimate( measures, \n", " hard_failure_dict=hard_failure_dict)\n", " )\n", "\n", " # Compute errors\n", "\n", " _abs_err = list()\n", " _rel_err = list()\n", " for tt in range(len(test_snaps)):\n", " _abs_err.append( \n", " failing_pbdw_on.calculator.L2_norm(pbdw_estimation['hard'][-1](tt) - test_snaps(tt))\n", " )\n", " _rel_err.append( \n", " _abs_err[-1] / snaps_norm[tt]\n", " )\n", "\n", " pbdw_on_abs_err['hard'].append(np.mean(_abs_err))\n", " pbdw_on_rel_err['hard'].append(np.mean(_rel_err))" ] }, { "cell_type": "markdown", "id": "75c75644", "metadata": {}, "source": [ "Let us plot the errors obtained with drift failures, with respect to the baseline (no failing sensors)" ] }, { "cell_type": "code", "execution_count": 38, "id": "040a297d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'PBDW with Failing Sensors')" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AOoz+I9MPAAAA6NvWMyWw98AN4PQDAIAOy/uR6QcAAAD0R355fScfQX7gDnD6AQBAB9SYLfXG+MDpBwAAAPSf6S+qgL0HzQOnHwAAdAA7/I5aPmXVZhEIAAAAAIA+9XsYZPqBO8DpBwAAHW0CosKC7MeQ7QcAAAD0RYGtlS8syBrph60H7gCnHwjOOussuueee5q8zcGDBykgIIC2bt1qP7Zq1Srq27cvhYSE0AUXXOCHlRItW7ZMrKOwsFBcnjt3LsXHx/vluQFQu9OfGh1GoYHWjQCi/wAArdr6lStXUlBQEGw9AA7weD5JvT8l3Hqs2KG1DwBXwOlXAWZLLa3JzKOftx4Vf/myGunQoQMdP36c+vTpYz9277330oABAygrK0sY5CeffFJcbg6+HW8qGp4WL17c7H3POOMMsY64uLgWvyYA9Bb5T4gKpYhg6zFE/wFQD7D1ntn6YcOG0dGjR2HrAXCgvNpM1TXW1r3kcAT4gfvYtoZAKRbsOE6zfsmg40WV9mNt4sJp5vnpNKlPG1IL1dXVFBoaSq1bt653PDMzk2655RZq3769x4/Zu3fvRoY/MTGx2fs5W4dcrw8ArZJfZjX6CZEhFBFEVIToPwCqAbbeO1ufnJwsggRyAVsP9FLVFxYcSHEhVue/GEJ+wA2Q6Vd4E3DrF5vrbQKYE0WV4jhf7wvKyspo+vTpFB0dTW3atKFXXnml0W06d+5MTz/9tLhdbGws/d///V+9kj/pfF5eHt1www3iPEf/Z82aRdu2bbNH8/mYK4KDg8XGwvHExvjzzz+nIUOGUExMjDh21VVXUU5Ojsvy/oZcd911jcoP7777blHWKMHnb7/9dnGcNxUTJ04Ux3fs2EGTJ08W702rVq3ommuuoVOnTtnv9/3334sSx4iICEpKSqJx48aJ9xMA1WT6I+sy/Yj+A6A8sPXe2fqG5f0Nga0Hxrb1IRQRLPX0w9aD5oHTL3OfTXl1TZOnimqz+Mtf0Jnzd5Kz4j7p2JPzM8TtmntMPvFzu8sDDzxAf//9N/3888+0cOFC4URv3ry50e3++9//Uv/+/WnLli30+OOPOy3/403C66+/Ls5ffvnldN9994moPl+WjnmKyWQSmxDeUPz0009i08HGXW4+/fRTsfHgXsX33ntPbCzGjh1LAwcOpI0bN9KCBQvo5MmTdNlll4nb8+u58sorxcZn165d4n276KKLPHrvAfAVeaXWjUBiFGf6bSV/iP4DIDuw9bD1ACid6a8f4IetB82D8n4ZqTCZKf2JP2V5LDYtJ4orqe+TC926fcZTEykytPn/ztLSUvr444/piy++oHPOOcduEJ2V7LFRZMMuwQZZgqPvHJnnCD/320mlgBw1l6L6zfHPP/+I20ukp6fT+vXrhaGV6NKlC7355ps0dOhQsXY56d69O7300kv2y88884zYBDz33HP2Y3PmzBGbnr1794rnr6mpEca/U6dO4nrOBACgBpDpB8A/wNb73tZHRkaSXMDWAz06/Yms32M7hlY+4A5w+g0G9+VxT9vw4cPr9daddtppjW7LZXe+hJ9z/vz59sthYWHi76ZNm4T4D0f/CwoKyGKx9ixlZ2d71U/oisGDB9e7zM+3dOnSepsTx/dtwoQJYvPExp9LBPnyJZdcQgkJCbKtCYCWR/9DKNw2tQ/RfwCMidZtfc+ePWV7fth6oFdbH2E9iwA/cAs4/TISERIkovCuYINWUlxCMbExtPFQIV33yYZmH3Pu9UNpWFqiW88tN1FRUeRLuNyuW7du9Y5xzxwbWT59+eWXlJKSIjYAfJk3MO4QGBjYqAyPywibe30c3T///PPpxRdfbHRb7ofkjMeiRYto9erVolTyrbfeokcffZTWrVtHaWlpbr5qAPyn3o/oPwDyA1vvGbD1APjI1putxzCpB7gDevplhMvfuOyuqVNEaJD4O7p7ilDudaVJy8f5er5dc4/JJ3fVbbt27Srm7LLxkuAIO5e0yWXczWbbr5AX7N69WwgGvfDCCzR69GgR7XcU9nEH3jxwT54jjvOGXTFo0CDauXOnEDbiDYrjSdo08Ps8cuRIIWLE/Y/8en/88UcPXyUAvo3+R0o9/Yj+AyA7sPWw9QCoYlKPTcgPAX7gDnD6FSIoMECM6mEamnDpMl/Pt5MTLme78cYbhcDPX3/9JRRsWTiHI+ZywEaU5/iy4WUl3KqqKo/u37FjR2FcObJ+4MABURLIQj+ewP2JLM7z2Wef0b59+2jmzJnidTbHjBkzKD8/Xwj4bNiwQZT5/fnnn3T99deLzQ1vnrgHkB+bMxLz5s2j3Nxc6tWrl0frA8AXFDj2+dkz/Yj+A6AksPXOga0HoIW23jael0GAH7gDnH4F4dm8704bRK3jwusd58t83Feze19++WURWefyNh5DM2rUqEY9b95y8cUX06RJk+jss88WUfivvvrKo/vzfXj0z3fffSfEfjgLwMrCnsDlgaxA/OCDDwpRoJKSEjGOqDnatm0r1H3Z6HMPH/fz8Zif+Ph4sVFi9eLly5fTlClTqEePHvTYY4+JEUg89gcAJak0mams2pp1w0YAAHUBW98Y2HoAvCPfiWhvpclCVTXeV94AYxBQixkkLikuLhZqtUVFRcIIOFJZWSmi3NzfFR5e35A31efHj8mP5RhtN1tqaX1WPuWUVFJqTLjo65M76t+S9akFta/P1Rq9+az4Cu53/P3338Vmhks/1Yba16fWNR4vqqARz/9FwYEBlPHkOHr1qwX03q4g6tUmlv64azSpCTW+f1pbI5dF88xxZ7YJKG/vYev1v0ZX61OLvVf7b5gW1qjW9Y179W/an1NKn18/hE7tWkv3rLV6/hsfG0fJ0VaRTLWg1vfQqLYeQn4qgI3+iK5JSi8DAKD1fv6oUNGLGiH19KPPDwDVAFsPAJCrvJ97+vMDiKLDgqm0qkaI+anN6QfqQn3hUwAAAB5RYBP2SYwMFX/tPf0o7wcAAAB0gcVSW0+9n4kJtxp8BPlBc8Dpd8Ls2bNFjxn3iAEAgFZ6/FjEj5F6+jn6z5sEAAAAAGgbDuRLJj0+wlqOHis5/Qjyg2aA0+9C2TUjI0OougIAgNrJL62q7/TbMv2s2FJaDQV/AAAAQC+tfDFhwRQaHNgg0w9bD5oGTj8AAGic/HLb3N4oa+Q/JJDsGwKU/AEAAADap2FpPxMbbrX7Jcj0g2aA0w8AALqZ2+u4EUD0HwAAANALeaX1W/nqZfrh9INmgNMPAAB6mdtbL/qPjQAAAACgt0y/o9OPAD9wFzj9AACgl0x/vei/teQP5f0AAACA9sm3TepJiHRi6xHgB80Apx8AAHQi7uMs+s+zewEAAACgl0y/1dFnYm3KvbD1oDng9BuQs846i+6++26/PV/nzp3p9ddf98ljL1u2jAICAqiwsFBcnjt3LsXHx/vkuQBQu9NfP/qP8n4AjAxsPQA6tfWOVX1hUnk/bD1oGjj9asBiJspaQfTP99a/fNlAPPnkk8KYNzwtXry42fueccYZdPz4cYqLi/PLWgFQG7W1tU77/OrK+xH9B0AVwNbD1gMgg9OfBCE/4AW2ac5AMTLmEy14iKj4WN2x2LZEk14kSp9KWsFsNgvjHRjoXRypd+/ejQx/YmJis/cLDQ2l1q1bk5xUV1eLxwVAC5RW1ZDJXOuQ6beI8xDyA0BFwNYLYOsBkLeqLzYCAX7gHsj0K70J+HZ6/U0AU3zcepyv9xEWi4UefPBBYWzZkHIE3pFXX32V+vbtS1FRUdShQwe67bbbqLS01H69VFo3f/58Sk9Pp7CwMMrOzqacnBw6//zzKSIigtLS0ujLL790az3BwcFiHY4nNsaff/45DRkyhGJiYqht27Z00003iedwVfLXkOuuu44uuOCCese43JHLHiX4/O233y6OJycn08SJE8XxHTt20OTJkyk6OppatWpF11xzDZ06dcp+v++//168R/xak5KSaNy4cVRWVubW6wVALgpswj4RIUEUERrkRNEXTj8AigJb75Gt52NXX3015ebm2u8HWw9A0+r9JQjwg2aA0y8ntbVE1WVNn0zl1r+VxUR/PMh3cvZA1j+cFeDbNfeYfOLn9oBPP/1UGPl169bRSy+9RE899RQtWrTIfj1H8d98803auXOnuO1ff/0lNg6OlJeX04svvkgfffSRuF1qaqowvIcPH6alS5cKQ/nOO+/Uc9I9xWQy0dNPP03btm2jefPmic3G9ddfT3LDr5E3HqtWraL33ntPbCzGjh1LAwcOpI0bN9KCBQvo5MmTdNlll4nbc5nhlVdeSTfccAPt2rVLbEguuugiUWoNgBLj+hw3AY4lfxD3AUBmYOt9aut/+uknOnTokAhAyA1sPdBdT7+9qg+2HjQNyvvlhI38c22bjLC4LztTa80KvNDBvZv/5xhRaJTbj96vXz+aOXOmON+9e3d6++23hbEfPny4OOYo/sPiPM888wzdcsstwrA7Gmm+3L9/f3F579699Mcff9D69etp6NCh4tjHH39MvXr1anY9//zzj4iyS3BGgR+HDa3jOnjjwQaaMxGOt28p/B7whkiCXy9vAp577jn7sTlz5ohMCL9Ofv6amhph/Dt16iSu50wAZ1WKi4tlWxcAzZFfVuXC6ccYHwB8Amy9T219ly5dhCAgr5FtbWxsLMkFbD3QKiazxR7ET3Qyso9b/WrMFgoOQj4XOAdOv0HhjYAjbdq0qRel5567559/nnbv3i0MGxu9yspKEfGPjIwUt+FouePjcBScS/cGDx5sP9azZ0+3FHZPO+00UT4owSWEzKZNm0Q5Ikf/CwoKhKFlOOPPmwW5cFwzw8/HGQxngYXMzEyaMGECnXPOOcL4c4kgX77kkksgMgSUm9vbwOmXxvjA6QfAuOjB1vfp04fkArYeaL20PzCAKC4ihMzmmnrq/ZLjH+8QEADAETj9chISaY3Cu0BEhktKKDYmhgIPryX68pLmH/Pq74k6neHec3uy1JC6GZ8M98pJRvbgwYN03nnn0a233krPPvus6AVcuXIl3XjjjUL4RtoIcH8b308OeFPRrVu3ese4Z46NLJ+4X5B76XhjcvHFF4t1uAOXLjYsw+OsRUO4/NERju5zvyJXFjSEN01BQUGiRHL16tW0cOFCeuutt+jRRx+lNWvWiHUC4C8KbOV+iZH1v9OxUO8HwDfA1vvU1qekpIi1cZ89bD0AjUX8AgMDyGwb/hEaHCg0fSpMZlEJAKcfuAJOv5ywUWyq7I4NbYjZepuuY63KvSzk47TXL8B6Pd8usE6cyx9wxJ03Ba+88opdoffbb79t9n4c6ecsAd9fKvnbs2ePS+Gd5mAHPy8vj1544QVRasdrWrFihUePwZsHFulxZOvWrY02Qg0ZNGgQ/fDDD6LckTMazuBN0MiRI8XpiSeeEKV/3IvIGyYA/N3Tn+Cypx+ZfgBkBbbep7ae4ZJ/T4CtB0bs53e09+z0F1WYyM1GIWBA0PihFGzceVSPoGEE3XZ50gt+3wQwHIXnCDlHtA8cOCBUdVnwxp2yvUmTJtHNN98sRIN4Q8Bq+5wl8IaOHTuKrIC0Di4J/O9//+vRY3D/P4vzfPbZZ7Rv3z7R29hwY+CMGTNmUH5+vhDw2bBhgyjz+/PPP4WIII8s4tfHPYD82Fx+yCKDrDTMmyEAlMn0O3f6WdwHolMAKARsvVe2nisPPAG2HhhlUk9DW19vbB+C/KAJ4PQrCc/mvewzotg29Y9z1J+PKzS7l8V6eIwPl7txLx2X23HPnzt88sknYrTemDFjhPDN//3f/wmlX2/gyD2PC/ruu+9E/76kPOwJXC74+OOPCzVizkiUlJTQ9OnTm70fvwZW92Wjzz183M/Hgkfcs8gZERYWWr58OU2ZMoV69OhBjz32mMiWcDkiAEpE/xOjG/T025x+s6WWyqttdYAAAP8DW++RreeMv6PYnjvA1gPjVPU1rl6pG9GLdj7gmoBapIBcwqI2LNZSVFTUSD2WhW6ysrLEfNrw8HC3Hk9Se+XHkkrprFeYiQ6tJio9SRTdytrXp0DU3+X6VILa1+dqjd58VnwFZ3V+//13sYFpruxRCdS+PjWu8ZJ3V9PGQwX07tWDaHLfNvb18aY0/cnFVGOppTWPjKU2cd5l4fT+/mlxjVwKzXPGndkmoLy9h63X/xpdrU8t9l7tv2FaWKPa1vfmkn306qK9dOWwDvT8Rf3qre/fX2yhZXty6aVL+tFlQ9RT4K+299Doth49/WqAjX7aaKVXAQDQUU8/96FyyR9XAnD0vw3EpgFQFth6AIAMQn4NkYR7pZF+ADhDfeFTAAAAnvf0OxH3kUr+IOYHAAAA6KCVz4WQH1NcAVsPXAOnHwAANAr36xfajLyz6H+MNLYPTj8AAACgWQrKmwjwQ8gPuAGcfgAA0Cg8nkdSZUmIdCLuEwFxHwAAAEDPI/uk8n7YetAUcPoBAECj5JdVib9xESEUHBToeiOA6D8AAACgu/G8jgF+tPKBpoDT30Iw/AA0Bz4jwFfkS3N7nUT+60f/sREAwBmzZ88WY+J4zFtz4LccNAc+I8DXor3Oe/oR4AfNA6ffS6TRDuXl5UovBaic6mrrD3VQkP9HMwGjqPk6HzUjiftA0RcA58yYMYMyMjJow4YNLm8j/XZLv+UAuELaE6px/BfQLhXVZqo0WZoV7UV5P2gKjOxzEfnnk9lsbnITEB8fTzk5OeJyZGSkGJHV3FxX3jTwHFe1zp3F+uRdI1/Ozc0Vn4/gYHzdgP+EfRiI+wDQcvi3m3/D+becnbnm7I/abZXa16eFNTZcH2f42eHnPSHvDRHkB3KSZ2vlCw0OpMjQxp8t2HrgDvBCXET++VRcXExxca6HW7du3Vr8lRz/5mCjUFFRQREREc0GCJQA6/PNGnlD0LFjR9WuGehzbi+D6D8ALYd/u9u0aUNZWVl06NAhzdsqta9PC2t0tT52+KW9IQByUSC18kWGOv0+SK18qOoDTQGnX4aNQGpqKplMzUfX+DbLly+nM888U5WlX1ifb9YYGhqqykwF0JGwTzQy/QD4Ev4d7969u1sl/mq3VWpfnxbW6Gx9/BcZfuDLfn5nyv2OAX4W8rNYaikwUH2BMqA8cPplgH/k3fmh59vU1NRQeHi4Ko0Y1meMNQL9ZfqdqfkyEPIDQD44eMu/7Vq3A2pfnxbWqPb1AZ0G+KNCmgzwW2qJyqpr7MJ+ADiC9CMAAOg0+g8hPwAAAEDfrXxhwYEUahvbWwx7D1wApx8AAHQ4t5dBeT8AAACgD6c/yUWAn9uNYyPqSvwBcAacfgAA0Gufn+T0V9RgfjQAAACgQ1vPSCX9EO4FrkBPPwBAt5gttbQ+K59ySiopNSachqUlUpCOBG4kRd+kZsR9qs0WqqqxUHgIRKYAAADoC/3b+qbH89af1oNMP3AOnH4AgC5ZsOM4zfolg44XVdqPtYkLp5nnp9OkPm1I61TVmKm0qqbJ6H9UaDDxvofFfbjEH04/AAAAPaF3W+9OTz+Ddj7QHCjvBwDochNw6xeb620CmBNFleI4X6+XLD9nM6QIf0N4bE90mBT9R8kfAAAA/WAEW88UlLuT6bc6/RDuBa6A0w8A0F2ZH0f9nXWwS8f4er6dXiL/LOLjCkT/AQAA6A2j2Hom3xbkbyrTL03rQXk/cAWcfgCAruC+voZRf0fY/PP1fDstUxf5b3oerxT9x0YAAACAXjCKrbdYau32Pika5f3Ae+D0AwB0BQv5yHk7Lff4MdIYH8zuBQAAoBeMYuu5XF+qVoiPDHFDyA+2HjgHTj8AQFewcq+ct1Mr7kT+6/f5IfoPAABAHxjF1kvj+lifJyzYtRgvMv2gOeD0AwB0BY/qaRUb5vL6AJuyL99Oy+SVupfpx+xeAAAAesMott5e1ddMK5/U0w8hP+AKOP0AAF3BavYDO8Y7vU6Su+NRPlqf4euOmm/98n5E/wEAAOgDtuF928Xp39bbnP7E5lr5pAA/bD1wAZx+AICuOJBbSkt25Yjz0rg6idZx4fTutEG6mN3rdk8/hPwAAADojP05JbRsT644n9Cg111Xtt7tAD9sPWgaOP0AAN1QW1tLT/6SQSZzLZ11WgotuW+M/bovbhxGKx8aq4tNgGeZfin6j5I/AAAAOrH18zOoxlJL49Nb0cbHxlOPVtHiunvGddeVra8r73c30w9bD5wDpx8AoBv+3HmSlu/NpdCgQHry/N6UHB1G0gj701rHar7Mz9nc3uac/ro+P0T/AQAAaJ8FO07Qyv2nKDQ4kB4/11rC3ykpSlyXHBOmK1vvdnl/RJ2t56AIAA2B0w8A0AUV1WZ6+tcMcf7/zuxCnZOjhOGPt2W6pcy4Xsgvq3Iv04/yfgAAADqy9c/8tkucv2VMV+qYFFnPKc63idzqBXcz/ZJoL1c6Vposflkb0BZw+gEAumD20v10tLCC2sVH0Iyzu9mPS4ZSUrvXAxzFL7Bl+hPcFvJDyR8AAABt8+6yOlt/65iu9uOSLZR64PWCu618UaFBJBU4QMwPOANOPwBA82SdKqMPlh8Q5x8/L50iQutm2SbZDKWeMv1l1WaqNls8U/RFph8AAICGyc4rp/fstr6Xc1tvy4zrBXdFewMCAiDmB5oETj8AQAeCPjuFE3xmjxSa2LtVveslQ5mno42AtKkJDwmst+lxRpxdyA+bAAAAANrlqV8zqLrGQqO7J9PE3q3rXWev6tORrXd0+pOim3b6GYj5gaaA0w8A0DQLM07S3zbxvllTe4totyOSodRT9F/aBDSX5XcU8uMeP94sAQAAAFpj6e4cWrzrJAUHBtDM853Yeh1W9XmS6Xe09wjyA2fA6QcAaFrQ56lfrOJ9/z4zjdKSreq9jkiGUjKcesA+t9eNyH90mHUTwEDBHwAAgNaoqjHTrF92ivM3jEqjbqnW8XyO2Hv6daTfYzJb7Fn75nr6GbTzgaaA0w8A0CzvLHMu3ueIZCh15fSXuh/5Dw4KtDv+KPkDAACgNT5emUUH88opJSaM7hjrwtZLAX4dZfoLy63OOxc1SK16TQHhXtAUcPoBAJrk4Kkyev/vOkGfyNC6jLbenX531XwlYqWSP0T/AQAAaIjjRRX01pL94vx/pvS0j6ZriFT5xq1sXAWoJ1vPo4d5BLG7mX5U9QFnwOkHAGhTvO8Xq3ifM0EfvTv9nvT4MZKibwmi/wAAADTEc7/vpgqTmYZ2TqALBrRrcmQda/sweWVVpCtb72aAXwqIFFfA1oPGwOkHAGiORRknadmeXAoJCnAq3ufM6deTuI+nmX6I+wAAANAaazLz6Jdtx8T8+SebsfV8nd3el5n0pdzvblWfvbxfH68fyIvzelgAgOKYLbW0PiufckoqKTUmnIalJbpV3qV3uGxvliTeN7oLdUlpLOjjSKLDGB+uEGhq06A59X63y/sh7gMAAGoEtt45NWaLGMfLXD28E/VuG9fsfTgjfqK4Un+Zfner+mDrQRPA6QdAhSzYcVw4tseLKu3H2sSF08zz02lSnzZkZN61ife1jQun210I+jgiOcY8rq682kxRDmr2hnH6beX9iP4DAIB6gK13zedrD9GekyWUEBlC903o4dZ9EqNCdFXZV+ClrUcrH3AGyvsBUOEm4NYvNtfbBDAniirFcb7eyOJ97y2XxPvSXYr3OcK3CQ8J1FVfv+fRf0nIDxsBAABQA7D1rsktqaJXF+4V5x+Y2JPi3bR1iVFh4m++Xsr7yz3t6Ud5P3ANnH4nzJ49m9LT02no0KFKLwUYsMyPo/61Tq6TjvH1fDujwaX5PKeXM/Ys3jepj2vxPpejfHTi9BfYxvh4Hv3HRgAAAJQGtr5pXlqwm0qqaqhvuzi6fGgHt++XGGm1dfk6Ke+3Z/pR3g9kAE6/E2bMmEEZGRm0YcMGpZcCDAb39TWM+jvC5p+v59sZjcW7cmipTbyvOUEfV6N89OD08yaw0B79b35ub/3oPzL9AACgNLD1rtmSXUDfbToizs/6V2+P9A30l+n3NMAPWw9cA6cfABXBQj5y3k4vVJpYvM8q6HPT6C7UtRnxvoZIZfB6cPo5gi8lfyDuAwAA2gO23jkWSy3NtIn3XTK4PQ3qmODR/aWefr1k+qXX4aloL6r6gDPg9AOgIli5V87b6YV3lmXSkYIKIXB0hxvifQ2Rxt3owennKQRSn36IbSZxc0DIDwAA1ANsvXO+3XiYth8popiwYHpoUk+P75+gs5F90utI8NDprzRZqKrG7NO1Ae0Bpx8AFdGvfRyFBjf9tYwKDaL+HZofXaMXDuWV0Xt/Z4rzj53rnnhfQySDKYniaBlJldjdyH/9TD9K/gAAQGl4LJ/UduWKsOBA6poSRUaB29ZeXLBbnL97fA9KibGW6ntCoo5sfb1JPW5W9UU7fKag4A8aAqcfAJXAUdnbvtwshOqaoqzaTJe+t4YO5JaSEWAxI35PRnVLpil93Rfvc5rpL63Wj3K/B06/tLlEyR8AACjPJ6uymnXKqmosdN5bK2n1/lNkBF5dtFeI1PZoFU3TR3Ty6jESdVTVV1FtpgqT2SP9HtY/4CoJBu18oCFw+gFQicPPI3r+3psrxsvdO76HKGV3hC/fdlZXMbN257FisRn4ftMRoWqvVxZnnKS/dud4Jd6n20y/h5H/+uX9iPwDAICSzFmZRc/8tkucn9K3jVNb/+iUXiLLn1NSRVd/vI5e/nM3mcxNJwS0TMaxYvpi7SFxnm29u61rrpx+rhrQ+uQDqaqP9z/RNkfeHWDvgSs8r5MFwA34x5ZVZ1mEhnvSuJTNEwVWI8FZ7BlfbhHOLZfzzbl2KJ3RLZlmnN3N6Xs4fURnuvubLbT2QD7d/902Wrkvl56+oA/F2Eq4dSXe96tV0OeGUWnULdUz8T699vR7OrdX6v9nSqtqqMZsoWAvN1QAAOAIbL3nGf6nfs0Q51mfhgP87Js6ew+vPr0jPfVLBn294TDNXppJazLz6I0rBlKHxEjSE5y4mDl/h3gfzu3Xhs7omuz1Y0nitvxYRRUmj9rgVFvaHxXqUcIDlX3AFXD6gews2HFclGQ7jqPhyPXM89NpUp82iq5NbXDk/o6vNtPiXSeFw/+xzeFn2OiP6JrU6D6t48Lpy5tOp3eX7afXFu+jn7Yeoy2HC+nNKwZS/w7xpBfeXZZJh/MrqHVsON05tnuLHkvaCEhZci0jvQYpkOEOjgEhdvzjPagSAAAAZ8DWe8anqw+K94uZcXZX4fCzMxcUQE5tPevXvHBxPxrZLZn+M+8f2pxdSFPeXEEvXNRPOMd6Yf72E7ThYAFFhASJCoeWwBUC7PRy6wQ7zXpw+t2d0iMBDR/gCqR7gOybAC5Tbzh/9kRRpTjO1wMrnHG96+st9OfOkxQaFEgfTB9Co7q7F+HmgMDtY7vTtzefTu3iI+hQXjld/O5q+mB5phh5o9WM0bqsfNp0KoDmbztG7yzbL44/dl4vivKgtM0ZSdGh9ZTvtYz0GjzJ9LM4JG+oGIj7AABaCmy9Z3y25qB9FN2tZ3Wl+yec5nb29vz+ben3u0bTwI7x4vd7xv820yPztoueb60i2fu1OQH0zG9W8b7bx3ajtvERLX5sKSAulccbSbSXiY2w9fQj0w8aAKcfyPojzlFsZy6ndIyv13qflVwO/93fbKXf/zkhHP73rxlMY3qkePw4gzsl0u93jqbJfVpTjaWWnvt9N103dwPllmhrRi1vEEe9+BdNm7ORPtsXRPd9v4NM5lo6rVU0ndu35RkNKVLO5X783hutp9+x5I/fAwAA8BbYes/4fO0heuJnq8N/85gu9OBE9x1+CS7p//bmEULXh+/61frDdP7bK2n3iWLSGo72/qvMICqsMIlERsfEljv8jgHxPI0L93oj2ls/0w9bD+oDpx/IBvekNYz6O8Lmn6/n2xkZ3gjd9902+nX7cSHQ8s7Vg+jsnqleP15cZIh4jOcu7CtaBJbvzaXJb6wQf7WcMWL2nCylP3eeaPFzcDm7tMdidWAtk29bv8cbAbu4j7ZfPwBAWWDr3efLdYfo8Z92iPM3n9mFHp7U02tBWi5df3BST/rixuFinN3+nFKa+vYq+nzNQc0I+rqy97wvuvOrrbJUiOgm0+9lgF+y9ajqAw2B0w9kgQ3O2gN5bt2WxWqMChu2B77bRj9vPUbBgQH09lWDaFx6qxY/Lm8irhrekX65YxSd1iqGTpVW0fQ56+n5P3bZRwA6ls/zXzVkYZrKGDEBMmWMOIsQbzOEutkIuDnCp6GYH/r8AAAtYX9OiVu3M7KtZ75an02P/mh1+P89Oo0enuy9w+8I9/gvuGs0nX1airDvj/+8k275YpNQrFerrXfH3pNM9l6q7NO6cK83or2OVX0I8IOGQMgPtAh2Ln/cfJS+3pBNmbllbt2H1WmNCPfaP/TDdpq35ahwQt+6ciBN7O3d3HlX9GgVQz/fPpKe/jWDvlyXTe//fUCo/F8yqL3okbdG14Pos30bVSG45EnGyJnQkSdwXxxn+UXJX8vjLIo7/R6L+yDTrwhQNwd6gJ3Lv3afpO82HqGle3Lcuo9RbT3zzYZsemTeP+L8jaPS6D9Tesni8EskRYcJ4d85q7LoxQW7hTbQ9iMr6KphHel/67NVZ+v9ae+lHnjNO/1eiPYyKO9XBrMGbD2cfuDVB3vl/lPCqC3KOCl6r5nw4EBh1CpMzsVlAmzK8/xFMKLD/58f/6HvNx0RPwKstD9Zhl51Z4SHBNGzF/alUd2SRZBh2+FCcWqIJLj07rRBim0G3M0EyZEx4o0AB6a0nOmvqjFTSZU1U58UFebVRgAlf/4D6uZA63DPODv6P245Ws+J4tY0yfY3xMi2nvl2w2F62ObwXz+yMz12rrwOv0RgYADdNLoLDU9LElOADuaV0yuL9qrS1vvT3ktOv9an9Xjd028X8oOt9xcLNGLrUd4P3C4HO1ZYQa8v3ktnvrSUrp2zXojQsdHv3z6Onr+oL214bBy9dnl/YfCdmTd+RP4CqC3y5Y/Wh8d+3iFm7fJLf/Wy/n4Zt8NBhV/vHC02Z07XpQLBJXczQXJkjKTMuJYV/Att/fz8HZJK+Dwu+UP03y9A3Rxo1daz2CeLz019eyVNen0FfbwySzgg3Ed+y5iutOS+MaJSDba+Md9tPEwPzdtO3GJ/3Rmd6Ynz0n3i8DvSt30c/Xz7KIoICVStrWcO+Kka1C7kp2FbzxSUmbzr6bcH+GHr/cECDdl6ZPpBgwhV/XKwsT1biZI+dlj/3psrDJnUH3zRoPZ02ZAOlN421v5YHNHiaHLDiBczuFO8qiJe/nL4WbX3f+uyhZDcK5f1p38NaOe35z9aUOEyGyN3+bynlFfX0A+bDzd5GzkzRtLYPi1H/+vm9oaILI8noLxfPermklbF+PTWhnSMgPps/YT01rQ6M4++3XiYFuw8YdeCYe2Zcb1a0WVD29OZ3VMoOMjqWHZNiXZp65OjQ8XewWhwJd+DP1gd/ukjOon31dcOv0TGsWKqMFlUaet5tOBTv2YIjQN/2Hu9CPnV9fR7pt8TYy/vR6bf15g1Zus9cvrNZjOtWrWK+vXrR/Hx8b5bFfB7hKrhB5aNwy1fbBbZQcdy4BFdkuiKYR1ELzqXkTuDHXv+gEu9LZUmMz30wz+06VAh7ThaRH3axZFRHH7+snPGhO3+y5f0pwsHttdt+bwn7DlRQrf/bzPtyym1H+OfQ8fPofTzKFfGSA/iPt7289fv88NGQE9aFQDIYes5myg5GUzP1jF06ZAOdMGAtqJ/3B1bHxcRQvd/t41OlVaL9r9rRnQmozBv8xF64PttwuGfdnpHmjW1t98cfjXb+r0nrbZ+78lSsQ+a2LsV/bnjpLjOV/ZeDyP7eP9YJ9rrbXk/Avy+Zr3GbL1HTn9QUBBNmDCBdu3aBadfB7ijpMoOP0ft2fhfPqQDdU6Ocuux+Ufb8QO+JjOPftp6jF76cw99dsMw0nvZZOKBPPprbx7NXX1QXPfiRf3oksH+dfg9KZOTlO39Yci4auTJ+TupqsZCqTFh9PoVA0TJecOMUWuZ+6H0IO7jrZovg42A/1DrBhwYE3dsPf+2xIQF0QUD29OlQ9pT33ZxbjmtDW39XeN6iBF1byzZTxcPbk+RocG6tvVJWfl0sqSa7v/emuG/enhHempqH786/B6VxPupul+y9bN+2UmVJgslR4fR65cPoFHdk532P8tp76VyeC1n+lm7p8bWiuGxaC+E/PxGjsZsvce/xn369KEDBw5QWlqab1YEVBOhkrD+UKe06LnuGd9DzKXn2fEcAFBDxMu3ZZOb7Nex3sFlQzsosi4uk+PyTe4tasrWs8rwE+eniwoOX21WuL/sPz/uoF+2HROXz+yRIvQNeDPAcMZozf4cWrhiHU0YPZxGdEuVtRxKD05/gZdqvgz6/PSpVQGAXLb+7asH0ZgeqS16riuGdqCPVhygQ3nl9MmqgzTj7G6k9xYJiSuHdaSn/9XH49Yrf9r6+7/fRntOltBtZ3ej6DDfBGQ4sMx7it+2H7fb+lcu7S80IRwrRHxl7xNtrXzl1WZRaeqqKlXN5NuqFKJCgzxev9TKV1Ztphqzxd6SA+RHa7be40/CM888Q/fffz/9+uuvdPz4cSouLq53AtrB3ciTHGIonZKihEFkXvpzt4gC613EQ4L7r5WCjShHz5mG5jTAYX3HbCWe0+esp/0OJfdy8c+RIjrvrZXC4ec18bziudcNtTv80lqHpyXS4ORa8Vfu/ic9OP3Sd9GbTH+dkB/K+/21AXf1CebjbVSsbm4ymeicc86hffv2Kb0U4EdbLwmFtoSQoEC6d3wPcf69ZZma1lDx1NaP7pasiMPvrq3v2TpaaPy8syyTxv53mdAg4MlCcrIlu4DOfXOFcPhZD+IRm62XHH5/2PuYsGC7gLFW7X1LqvocRX5LbdN+gG/Qmq332OmfMmUKbdu2jaZOnUrt27enhIQEceJyf/4LtIO/I1R3jO1GESFBtCW7kBbvcm/Or9bLJgNUoJgriSty+ZwjfPm9aYNo1cNjxf9NaFAgrdh3iia9vpye/32XLMaCgzufrMqii95dJTI/7eIj6NubRwgFaH9vjvTg9Nt7/Lzp6YeQnyIb8IbIrVXhC0JCQmj79u1KLwNo1Naf368t9WoTK0qU3/s7k4xi65/+Td22/o+7zqQPrhlMnZIiKaekSugvXPjOKtp0qKDFz83Bg/f/zqRL31tDh/MrqH1CBH13ywi6WQFbz9WKWtfw8bafXwq88V6bQZDftwRpzNZ7XNuzdOlS36wEqK4cTO5Zu6mx4WJmLUeZX/5zN43tKW/5thL8/s9xTYh4NFdOd9+E0+jiQe3p6V8zaMnuHHp/+QExl/k/U3rRvwa09arkv7C8mh74fjstyrCK9kxIbyXEDOMUqnywO/3l1SIY4e+eSznIt2XivOrpR5+fIhvwO7/ealdC94VWha+YNm0affzxx/TCCy8ovRSgMVvPTt6Dk06j6z/ZIHRtrhvZmdrERZCW+XXbMV3Y+gm9W9OY01JE68VbS/bRtiNFdPG7q4Vg40OTe3r1/3SqtIru/XabaN9kzu3bhp67qK8QdlQKtvcc2NCq0183qcdzWy9p+FSYzAjy+9HWP/D99nrC52q09R47/WPGjPHNSoBiESouV/NXhIqjvl+uyxZKrj9tOSqEfpSAo/GS4jBnN3iz487r5P6wtQfyaPneU7R8X67bpfBqEPGQyunydjkvp2ORxo+vGypGNHJGgzPzd3+zVYwbfHJq73qjGZtj06F8uuN/W0TbAFcQ/GdKT7r2jM6KOtqS088OGPe6+aqf0T/R/xCvhfw4+8ZZGaXKUI0EG/vUmAw6UlApqmnO6Jrs9m+N0tTU1NCcOXNo8eLFNHjwYIqKqi/i+uqrryq2NqB+W39WjxTxWWc7++aSffT8Rf1IKbyx92VVNTZbn0vL952irFNlurH1YcFBotruokHt6L9/7qHvNh0RQst/7jxJt57Vlf7vzC5u95Gv3HeK7vl2K+WWVFFYcKDYK7Cug9JBdcnea1XMT1q3N5l+Kch/srgKTr8fbf3iXSfp+01HaVLv1mK/q0Zb79Wut7CwUGQAWMWf6d27N91www0UF2eMUWx6jFCxg2ZyKEvzVYSKI79sVF74Yze9tngvnde/jTBA/sSZcmwbF6+XM8Ls2P+9N1eceOPAqvOuxsypXcTDHXi+MjsnH6/Morf+2kfrD+bTeW+toGmnd6L7xp9mz9Q720jx+/He8kx6ZeFecX3npEh6+6pBqhjTyCrS4SGBQkmYnWctOv1S9D8xyvkILXcy/SynUVZdY5/lC3wHBwmPFlp/Z64Z0UlTvwM7duygQYMGifN79+6td53SG3rgva2/79ttIujpa1vPn5GHJp1GF7+7hr7deIRuGt2FuqZEk79x196zrd91vEQE89nR33iwgKrNdbae9+7uVO5r6TvOa33pkv50zemdhcr+xkMF9OqivfTNhsP0yJSeImPP/4/ObL2ltpZeX7xXVG6yTenRKpreunIQndY6htSAVA2n3Uy/qUVOPzR8/M/BU+Xi7+S+rVUrVu7xrnfjxo00ceJEioiIoGHDhtkj/s8++ywtXLjQvkkA2oEV21n0hJ3+qR3NdNk4+ZXTHbl2RGeaszKLjhRU0Ffrsum6kWmKzyrmskc+zpuiEV2TadX+U8Lws6PfsKSPNwxndk8RJXKnpyXRuW+t8FvZpL/gKD+rLl8wsB0999su+u2f4/TZmkNiAsODE08TDiT3Lzq+Nzx+Lyk6VGycGG4LePbCvqpyrrkXnqsPWBCvQ2Ikadbp96Lkj7MwXHXBG9niSjj9/oCrZXhDzMJSKS5mnasVtPLpD3Zyv9t4RLRwDUux0J3nD/OprR/cKZHG9UoVGj6vLtxLs6/27/6wOXv/0iX9KDQ4UFTurdiXK8rBHeG+9DE9UoT6PGfMJ7+hP1vP9G0fJ/rv2b6zns/Rwgq6/X9b6LPOh8T/3yerD9az9SzKx07lgVxr9QOLND9xXjpFhKpHJV+ykdp1+qtalumHho/fOWCrBlIiuOkuHu/G77nnHiHi9+GHH1JwcLC9DPCmm26iu+++m5YvX+6LdQIfwoau3GQRhn9MG98opzvChuGucd3p0R930Ft/7adLh3SgKD84hk0J8UjH7vhqC9WYa+vdhjcF/J6w8edTt9ToepkuqWyyYdZfjSIensLCe7xRu3r/KZo5fyftyymlh+f94/JzxCcOID17QV8x61ltGUEe5cNOvxYVpTkTVafo67nDzv8XXOJ/qrRa9PXz/y3wLZm51vafLg1+M7TGkSNHxF8W7wXaJivPujEdkuJ7W8/cP/E0EWTgwPHNRwqpX/t48gfu2HvuwXWExc84Q3dm92Th6KclRxnG1vPrPL9/WxrXqxW9vzxTCDBylR+fGsKl/HwKDw6k/17Wn87r15bURqJOMv1e9/RDw8evFJZX2z9rXVLqt8KpiUBvMv0PPfSQ3eFn+PyDDz4orgPa3Zi2j4+gYD+N87xsSAdR+s0ZV876q2VWMY+zYWPeNSWKbhiZRnOvH0rbnphAn984XJQndm8V02jz3pRiLh9Xk4iHt5zRLZl+v2u06M1vbksTHxEqtBrU6ORIBlSOMZT+hmcOS4JwLenzY7AR8A8HbL+tXZPVuwlwhcVioaeeekq07XXq1EmceErP008/La4D2sNktlB2nrUEtVW4f1Tme7aOpQsHtBPnX/5zD/kLd+w90yEhgm4+swt9edNw2jpzPM25bqioPuySEm1IW89JmbvH9aBF94wR7XDNZZMnq/Q1a93pr+vp964iT9Lw4ao+4HsybVUvXAnMraRqxeOVxcbGUnZ2NvXs2bPe8cOHD1NMjDp6eYBnSCVaaclc7lzsl+cUs3wnnEZ3frWFPlh+gK4+vZPXjoy7uCuww9H66z1sOWhOMVcP8P9Z33bxzWoY5JZWKa5g7IokSdxHgxsBafPCZfrSOB5PibGV/DkqzALf/7aqOfLvikcffdSu3j9y5EhxbOXKlfTkk09SZWWlaOkD2iI7v5xqLLUUGRpEcaH++w24Z3wP+mX7MTESllvnRnZL9vlzumvvuRLhX7aghDsYwdYz3H7J+jdNwZV9arX1mnf6W6jeL7XvlaC8368B/i4qt/Ue53Uvv/xyuvHGG+mbb74Rjj6fvv76a1Hef+WVV/pmlcA/Jah+zkad17cNpdtm+b67bL/Pn89dgR3OTLREMXdwsn/KJpXA3Y2UGhSMmxL30WKm31HN19sqilhJ3AcbAb+Qaevx46yh1vj000/po48+oltvvZX69esnTrfddpto7Zs7d67SywMtCEJxlZ0/C7FYP+Xq4Z3E+ZcW7BatSmqx994I78HWe347f6N19X6pla/lVX0I8Puzn79LcrS+nP7//ve/dNFFF9H06dOpc+fO4nTdddfRJZdcQi+++KJvVgn8lOn3r9MvzfJlPl1ziI4XVfj0+Vhgp1WsazGtAFtpjhaFePyFLzdS/kAPmf6WVMSgvN9/sGOjlei/M/Lz8xtV9DF8jK8D2kP6PPrb1jMsDMsVBjwX/s+dJ3z+fIM7JTRZng57r29bL2XItZjprzFbqLC8Zer9deX9sPX+4IBGbL1HTr/ZbKa1a9eK8r6CggLaunWrOPEG4LXXXqOwMG2pEwMrB05JH1b/q5mzMB4bXe5VfmPxPp/3M7pSLNeDEI8/4P8r3igFaHQjpeVMvyxOP/r8/Aa3uXAbBWdUOyepeyPgjP79+9Pbb7/d6Dgf4+uAdqv6lNCYYMX3m0al2Xv72bHxZcDtqV93uixPh73Xv63nSUJMQbmJLO7MWlQRhbagPNsOHnPtDQjwK9XKF026cfqDgoJowoQJVFhYSJGRkdS3b19x4vNAu3OkuXdLifJ+x1m+zHebjtg3Jb5w+Gd8uZn255QKxdlkm0HQoxCPL+ENEm+UmAANbqSSNFzyl9/CHj8GGwH/bwJ47BePwNQaL730Es2ZM4fS09NFSx+f+DyX9r/88stKLw+0WL/H/9x0ZhdKiAwRolfzNh/12fO8tmgvfbE2WzhNN45KE86pI7D3+rf18ZEh9ikOWst2S5WI7PAHB3mnrs0jFRno9/ieGrOFDtqmoijhR/lUyK9Pnz504MABSkvz32x14Ic50uHBdofI31hn+baixbtO+mSWL0d5H/humxgbxCJon94wjIZ0ThQCNNyPxuVpHK1Wq/FSG5KCMY9DclRH5o0UbwLUvJHScsmfY0+/t0ize7ER8GPkX+U9fq4YM2YM7d27l2bPnk27d+8Wx7i1j/v627ZV34gu4H7fKZf3H7JOYfQrHHTkMv9nfttFry3eS1MHtJU9IMbTgN78y6oR9MwFfYSWwH+m9IK9N5itDwsOopiwYKEZxfY+vgXBcsWq+iJbbuu1FvDQIkcKKsTkL/Yv1D4K2WOn/5lnnqH7779fjO0ZPHgwRUVFNVL3BxoU8XMynsafPCBm+Z4Us3xvOVJEfdvHyVbmN+uXnfTT1mMUHBggDNjwLlalWTUqzmoFScFYaxspqeRPi05/S+f2Okb/sRHwPVrp8XOGyWSiSZMm0XvvvQeVfh3OkeZM/yGF1jHt9E708cos4UR+sfaQGIUrFz9sOkJP/Zph31NI4oFsl2DvjWXrpXY+dvq1VtknrVdqR/QGVPX5v0U6LTlKaJXpyumfMmWK+Dt16tR6TiI7V3yZ+/6BdlDLHOnTWseIWb7zthyll/7cTZ/fOFyWx31t8T4hEsgf1Vcu609je7aS5XGBNjdSksNcVGESLR88hlBrJX+JDVpTvNoIwOn3n5qvynv8nBESEkLbt29XehnAB3Ok2yo8R5oz+/eM60EP/rCdZi/dT5cN7WD/XWoJizNOisdkuKT/trO6yrBaoFVbLznNPKYyr7TacAF+Sb+Hgx5c7ap2Z1QPVX1dNWDrPf7lX7p0qW9WApT9sKYq/2F1nOW7ev8pOqOFs3xFmd8SqzjgrKm9PZrFC/QJl/hxAIhbWlgdl8WljFXyZ8v0Y4yPYQKq3jJt2jT6+OOP6YUXXlB6KUDmqj6luWhQO3p/eaYIRHy0/ADdO8Gq6+Mt6w7k0Yz/bRb92xcPak+PTumlaOUiUAda1fDJL6sSf1vScisF0nivU1Zd41LEGsgXUNVCVV+wpyV/Tz31lCj56969u+9WBfw/R1oFG1Oe5XvVsI4iM//in3vop65JXhtuxzK/+8b3oOkjOsu8WqDVjEV8RIhQ9GUnWlNOv73kz3vjjUy/f6iqMYsMk1oCqt5QU1MjhPwWL17stJXv1VdfVWxtoCXq0srbehYn4/L7W77YTB+tzKLpZ3Sm5Gjvfot3HC2imz7dSFU1FqEN9OLFfZHVBPUy5Vqb1mPP9LfA6eeKmtCgQKo2W8S0Hjj9vkNLrXwe1bai5E+Hc6Rz1BP9Z24f2906y/dwIS3MOOnVYyzceaJemd/tY7vJvEqgZSQhPK319dvL+yHkp3qy88qJp0RFhQZRqoYCS47s2LGDBg0aRDExMULQb8uWLfYTj+oFGt2YqiDAz0zs3Zr6t4+j8mozvW0T3vPmNV07Z70oYR6elkhvXzXQa7VzoD/sY/u0Zuvtor0tc9TrKvsQ5PdLK1+yOvyopgj0tuQP6GSOdJV1jnSnJHWMXeTM6w0j62b5crmeJ6zOPEW3f7UFZX5AV04/9+TZNwJyCPlVmETQD/i63E9ZgVRvYW2eWbNm0bx580RLX8PTX3/9pfQSgcY1Jvh78eCknuL8l+sO0WFbZYy7HC+qoGs+Xi+yuH3axdJH1w7R5GhM4I9pPSbDjedlIObne0oqTZRbUqWZTL/HPf0o+dPvHGmTyUJq4P/GdKEv1h2i/TmlNG/zEbp0SAe37rf9SCH9+9ONVF1jofHpKPMDzTj9Gurz43J8Kf7VktFD0iagxlJLFSazooJeRlDz1cImwBlBQUE0YcIE2rVrFyUkJCi9HCDDHOlDtjnSamo3GdktmUZ1S6aV+0+JEX6vXjbArftx5nb6x+vpaGGFqFyYe/0wlC+DRkiZcqlH3kjjeZkYVPb5zY9KiQnTxG+Qx5l+I5T88Vzi9PR0Gjp0KOkZtSpOsmMiKe++vnif6I9tjv05JaLMr6zaTCO6JNFbV6LMDzTj9GtI0VeK/HOmPjTY+881t85Io5Yg5ueH/mkNlPu5ok+fPnTgwAGllwFk4LBtjnR4SCC1iQ0nNcG9/cyPW47SnhMlzd6+rKqGrp+7gfbllFLr2HD67MZhXusBAH2TGGX9XOSXayvTbRftbaHTH4sRvf4TSE3WRoAf6v1OmDFjhjgVFxdTXJw88+LV3eOnvo0pC+/NWXlQRPK/XJtNN4yylvw740hBOU37aL0QZ+MewQ9R5geaIFGDir5ybQK4pJY3Avxd4bK01nHqcgB0p9yfqo2NgDOeeeYZuv/+++npp592WtUXGxur2NqAd5/HtORoUf2mpsnK/TvE05S+ren3f06Ilj4u03cFJwBu/nwTbT1cSPGRIfT5jcOofYI6WhOB+tBqpl8+px/l/f4TSI0mLSBrKjQnJ0fOhwN+G+Gjvo0pO+13jbNOiOBZvqVVzrOS3EvDfX0niiupW2o0fXL9MIoOQ8ky0Jeir1w9foxUgobov29grQR7T78KA6ruMmXKFNq2bRtNnTqV2rdvL8r8+RQfH4+Sf42hJuV+Z9w34TRRgbR410nadCjf6W1Yp+eeb7aKVgCuWOKS/u6tYvy+VqC9TH+Bhnr6K01mIW7ZUvX+ekJ+KO/3eStfV5X+tjbEbe8oMjKSDh06RCkpKeLyueeeSx999BG1adNGXD558iS1bdtWCAABrQn7qPPDeung9vTh8gNinR+vyKLbxtQfu1dUYRIl/VmnyqhdfISI+rc0Mgr0jxYVfeXq8auv6IuNgK8CNPzbxKRppOTPqFV9htuYqvTzyC2GbO+/3nCYXvxjD31z8+mNAmmP/fSPqAbgMWQfXDOEBnSIV2y9QBtIorecNOIqkbDgIM3Y+uDAAIppYQJLyvRzVR/wDWptk3aF25+oysrKemrPy5cvp4qKinq3gRq0duAfQEktV60fVu7Jv3dCD7r9f1vog+WZ1D0lgjadCqCkrHwa0DGJbvp0A2UcL6bk6FD64qbh1CYuQuklAw2gzUy/SbZMv73kDxsBnwZTORAZEar+TaYrxowZo/QSgExk5qhPxK8hXNk3b8tRWn8wn/7anUNhQWS39ysy8+mr9YeJ5UjeuGIAjeqerPRygQZgDRyuIOEqEc72t44L0k5VX1Roiye/1E3rQYDfV1OVslSePPVpeb8WRxMZfY40l8KreY70lD5tqENihBDou+2rbfTZviCaNmcjDX5mEW04WCB+1D69YZimM2rAvyTZS/604/RL0X+pSqEloM/PT1opGtkENOSll16qF9BftWoVVVXV9cSWlJTQbbfdptDqQIumSai43YSD9tedYa3m4759tvOSvX//b6ug5HMX9qXJfa3VpQA0B+tX1I3t04a9l1oRWjKaVyLWpt6PAL9vOFpYQVU1FlF9pBVtEcibk9HnSEepOlizMOMEHc6vX1HC8BeNufnMLtS7rX7FFoH8JNjFfao1U52UZ5s0IEumH31+flLu16bT/8gjjwjHXmLy5Ml09OhR++Xy8nJ6//33FVod8BRuNTll+/1IU3kgqoetEoFHijqDxfsA8E7MTxtOf55NdFCWVj5U9fmlqq9TUqR9KpJunH52DB2dw4aXgbbQwpgJLsma9UtGk7f5cl22uB0Anmb6q80WUUGirZ7+lm96IeTnn99WNZdSN0XDQJhWAmOg6cqTVrFhqha5ZTv+yqK9Lq/n3SbvB2DvgVcjejUyrUeqQIR+j/o5oMGqPrctABv+Hj162B390tJSGjhwIAUGWuMG2BhoCy2MmViflU/HiyqbvA1fz7cb0TXJb+sC2ob7rHledaXJQvml1areCPtCvb+uvB8bAd9m+tX72wqMg1Y+j83Ze95hwt4Dr53+Um2M7csvt+n3yBjgh5Cfcf2ohri92/3kk0/cvSnQUo+fiiNUOSWVst4OAMdsP/djcfS/Y1KkMdX7sRGQHZPZQtk2gVQ1/7YCI1aeqPvzCHsPfIG9p9/mTGsm0y+raC8C/EatmPba6b/22mvdvSlQOVyVoYUxE6kx4bLeDgAJjqILp9/WP6clRd+WAiE/38EOP/cjR4QEUetY7f4u8Tje6Ghbf3VNDc2dO5eSk62K6Y79/kD9aCXTD3sPfEGSzWZqRbhXakNIkLW83yT2/WjJlhddZ/qB/uZI8/dfzar3w9ISqU1cOJ0oqhSlfQ3hn6/WceHidgB4QqKtr18ahaf27HGJLVIvbWDkUPSVHhPIvwng31VWjtYiHTt2pA8//NB+uXXr1vT55583ug3QBlqo6mNg74EvkJxnrQj5ydrTbwvwcyC6wmSmyFC4fHJRVlVDJ4qtVUddVf7b6gg+AQZW7m8bF0HhIeqdW8pqmDPPT6dbv9gsDL7jRkDaTvP1WlHNBOoh0aYCrYVMv7QJ4I+5ZMRlmd2L8n6fCftoVcSPOXjwoNJLADLBoncH88pVX9XHwN4Dn/b0a8Tpz5fR6Y8MDRLfF/4d4CA/nH75yLIp93MiJl6GVgx/gZF9BkRLipOT+rShd6cNEhF+R/gyH+frAdBzpt9e7hcZKkv2GEJ+vkOLPX5AvxwtqKDqGguFBQdS2/gIUjuw90ButOr0yyHay+X89iA/2vl8Y+s14Ec5grCPgWdLqj3yL8GGfnx6a1qzP4cWrlhHE0YPpxHdUhHxBzLM7q0yVD8/AyE/f/T4aWsjAPS9MeV2E63YS9h74BshP/U7/dx3L6dorxTkLyw3wd4bVCtFtkx/dXU17dmzR4j8AI2WoGpoY8oGf3haIg1OrhV/sQEARsn0F9jWKIear2NPP2cAK01mWR4TaDOgCvSNVrNRsPdALpKi64T81D5avLSqhkzmWtky/fXF/OCr+cLWa+231WOnv7y8nG688UaKjIyk3r17U3Z2tjh+xx130AsvvOCLNQKZ0aLiJACGzfTLHPmPDg0WIp4MxPzko7C82l6VoWaBVGDAjanGslEAyIXkPLOYndpH10kBfp7+EhEqj95WTJg0tk/9CQ5ttklHk66d/kceeYS2bdtGy5Yto/Dwur6rcePG0TfffCP3+oDMcHbvEOZIA4MjZfoLNDC7N79U3vJ+1gWIDkOJv68EUnlUX5Tt/QVASbSk3wOAL2Cx6iibA632sX1yB/jrt/OpO+ChJSyWurHnWvtt9djp/+mnn+jtt9+mUaNG1Zv5yFn/zMxMudcHfDBHmpU8WdVTy3OkAZAj059Xqv5Mf12PX8uV+xuL+cHpl1+5X1ubgKZgm/7YY4/RlVdeSTk5OeLYH3/8QTt37lR6aU658MILKSEhgS655BKll6KqQBTaTYCRkQLmeWp3+m2Vh7I6/bD1snOiuFKMQAwODKCOiZGka6c/NzeXUlNTGx0vKyurFwQA6o/84/8LGD3Tz9Fvk9lCRlHzbdjXj+i//A6WXkqp//77b+rbty+tW7eO5s2bR6WlVtvBlX4zZ84kNXLXXXfRZ599pvQyVEFJpYlyS6o0mY0CQE4kJ1r1mX5beb9cVX31bT2cfrmQsvzs8IcEaWsInserHTJkCP3222/2y5Lj+NFHH9GIESPkXR2QHfT4AUAUFxFi72uXMulqRW41XybWNsaHHQMgD3orpX744YfpmWeeoUWLFlFoaN1nb+zYsbR27VpSI2eddRbFxMQovQxVbUxTYsIoxpbtA8DQY/vUbuttQYnESPmr+qDfIx8HTmmzn98rp/+5556j//znP3TrrbcK5f433niDJkyYQJ988gk9++yzvlklkA29bUwB8AZWg5Yy55J4jlFG9jGSEwBFX1+o+WpvI+CMf/75R5TLN4Qr/U6dOuXx4y1fvpzOP/98atu2rUgWcKtgQ2bPnk2dO3cWekHDhw+n9evXe71+o2PfmEJUEhgcafKNZEvVihSUkNfWS+r96t7naDGg2lWDfpTHTj/38m/dulU4/Fz6t3DhQrEJWLNmDQ0ePNg3qwTyl6DqZGMKgLck2KLpeSpX8Jei/0k+EffBRkAOaswWOpQnVVFpbyPgjPj4eDp+/Hij41u2bKF27dp5/HjcAti/f3/h2DuDhYDvvfde0TqwefNmcduJEyfatQSYAQMGUJ8+fRqdjh075vF69A6m9ACgrfL+ukw/WvnUTKaGk6deSQx37dqVPvzwQ/lXA/yX6dfJxhQAb0mKChNBMDVn+nmucJ4vevoh7iMrRwoqxHzlsOBAahcfQXrgiiuuoIceeoi+++47kZm3WCy0atUquv/++2n69OkeP97kyZPFyRWvvvoq/fvf/6brr79eXH7vvfdEK+GcOXNEqwHDCQe5qKqqEieJ4uJi8ddkMolTS5Du39LHaQn7TpaIv2lJEY3WoYb1NYfa14j1aWeNceFW9f7ckkqPnsvf76EkLBwXEeTWc7qzvqgQax9jUXm1Ip8FtX8OTV6sT/KjOiaE+/x1yf34Hjv9QUFBIvrfUMwvLy9PHDObzXKuD8gcRZRGlGkxQgWAnCTY1PAlxVw1wgqxVTUWH4zxgbiPL0qp05KjxEhEPcCtfDNmzKAOHToIu56eni7+XnXVVULRX06qq6tp06ZNYiSwRGBgoBgFzFWEvuD555+nWbNmNTrO1YuRkfIoMrMeglJsy2JHJ4BOZWXQ74U7Vbc+d1H7GrE+9a/xyEn+TQ6iPQeP0O+/Z6v2Pdx/xPqdzdq9g37P/UeW9e0v4n+D6UReIf3++++kFGr/HC5yc33VZqJjhdb/pwNb11COjwfZlJdbR6wr5vRz5skZHDF3FPsB6t2Yto0Lp8hQzJEGxkZS8JcUc9WI1IMYGhwoxmzKL+SHkj85yMzR32g0tudc0ff444/Tjh07hHr/wIEDqXv37rI/F2sEcEChVatW9Y7z5d27d7v9OBwk4OkC3ErQvn17UaXgSmCYAwzcTuCY6ecAB2sUxcbGtjg7w5vI8ePHU0hIiCJzpB/csITP0WWTx1CnBmOllF6fO6h9jVifdtYYkpFD3xzYSiHRCTRlynDVrU/ijX0riUrK6ZxRw2l4WqIs68s4XkxvZawlS1AYTZlylg9W3fI1KonJw/XtPlFCtevXUFxEMF06dbzPp6BxQl1O3Pb83nzzTfGXXyAr9UdH121u2FizSE/Pnj1lXRyQF/TzA1BHogYy/VLrAff4yWlcUN7vKzVf/VRQrVy5Umj4dOzYUZy0wOLFi92+bVhYmDg1hDd+cm1O5XwsTzicXy4qhEKDAiktJVYIl6ppfZ6g9jVifepfY0qcteWKK129eR5/vYdSJW5qXKRHz9fU+hKjI+w9/Up+DtT+OQxxc32HCirtfpQ/Et1yv2duO/2vvfaaPdPPvXZc5i/BL5wVd/k4UC9aFp8AwGeZfpuhVbOar5yl/fWF/JDplzegqp/fVh7Nx4J9V155JU2bNk2U9/uK5ORksac4efJkveN8uXXr1j57Xr1PkuiUFOnS4QfAcCP7VCzkZ7bUUqEtCC+rfo+tlY+DgFU1ZgoLlq9i0NACqcnaTJ66rd6flZUlTmPGjBHlc9JlPu3Zs4f+/PNPMWIHaOHDqp+NKQB6zvRLa5Pd6UemX1a0vhFwBivi33ffffT3338LhXxWzn/55ZfpyJEjsj8XJw54+s+SJVySboWFA/myq/J84JrMnFLdtZsA4C2SGj63s1XbNHLURlGFiaTu6XjbZCE5iAkLJqlIEO18LUfrY889Htm3dOlSSkhI8M1qgF8+rF1TsREAQBs9/bbIv+yZfgj5yblZO2VTXdbqRsBV9v32228Xiv2ZmZl06aWX0qeffiqq+rgKwFNYE4DV9yUFfk4Y8PnsbKuwFvfXs4YAP8euXbvo1ltvFb35kpo/MHa7CQDeEhcRQlLBS6Gtek6tAX5ea0iQx66ZS1hYNtqm4YUgv3xVVFoNqHqs5nbDDTc0eT2P1wHqnCOdnW9VgURPPwB10X81Z/rr5vaG+CTTj8i/fMHU1JgwirG9r3ojLS1NjM3r37+/EPbj7L+nbNy4kc4++2z7ZUlE79prr6W5c+fS5ZdfTrm5ufTEE0/QiRMnRGXBggULGon7AQ8qT2DrARCOL5fM8/hbbplLjQ0ntQb45a7qk4L8JVU1aOdrIdzeLv22dtVoQNVjp7+goKCR8iEr+xYWFnoV/Qf+4bBtjnR4SCC1UeEPHgD+JjE61C6Wxz/mvlZhbUlPv9yZ/hiben95tZlMZousmQXjOlja3AQ0B2f6v/zyS/r++++psrKS/vWvf4lxd55y1llnuZz+I8GVBXwCLUPvn0kAPIVtqHD6S9Wa6bfZepkD/I72Hpn+lpFbUkWlVTWiaqRjkjxjXVXv9P/444+NjnHvHZfide3aVa51AR/1+KUlR+tmjjQAcmT6q80W8UOuxiytPdPvI6dfyvb7IrtgvFJqfWVVeaTd119/LXr7eZzRG2+8IRx+uWbYA9/Av2Uniq0K0111pDEBgCxifiot7y/wkWgvg3Y+eQV7OyRGalYQUZb0TmBgoCjVkxT+gfpAjx8A9YkIDaKIkKB6o/HUBmcmfLERCA4KpKhQ62tH9L9l6FUglcfwPvDAA3T06FH69ddfhYo/HH71k2X7PCZHh1KcD7KGAGi7nU/tmX4fOP22ID/a+WTyozRs6z3O9LuChX5qavCBUit1fSiI/AMgwc700cIKyiurUmW5Vl1Pv2+i/2XVZkT/W4hef1u5rB9oj7qNqb4+jwC0BKlFTq1Ov93W29oO5QTTeuThgA60Ujx2+iXxHQnu0Tt+/Dj99ttvQpAHqBOti08A4EunXyqtUxsFPurplzYCx4sqEf1v4WzlrDz9OP3z58+nyZMnU0hIiDjfFFOnTvXbuoDnJaio6gOgjiSbDZWca7WR7+MAP4MAf8vI1Pi4Pq+c/i1btjQq7U9JSaFXXnmlWWV/oByI/gPQGMmZzlOhuI/FUksF5b5T9IW4T8s5WlAh5j6HBgdSu4QI0joXXHCBUM5PTU0V513Bopdms9mvawPGmCMNgE9tvVqdfp8G+CVbjwC/PK180cZx+pcuXeqblQCfUVTOc6StPyhp2AgA0Dj6r8JMP2fgOZPMxPugNxfR/5aTaQumdk6KpCAdCKSyKK+z80B7mX49VJ4AYARb7+tWPkmkuAS23muqasx0pKBc8xXTmNNkoI1pq9gwig6TTcYBAM0jieZIM3LVGPmPCQv2iVIsov8tRw+Rf1d89tlnVFVV1eh4dXW1uA6QKquDsnQ6TQIAvVb1+TzTH2Gz9Wjl85pDeeXEORjej6XEhJFWccsDHDhwoNszrDdv3tzSNQGZ0avQFAAtJckmmpNf1ti5URppTb7YBDhm+hH99x49l1Jff/31NGnSJFHq70hJSYm4bvr06aQHZs+eLU56aFc4XlxJlSYLhQQFUAcdtJsAYJxMv+9a+SDkJ6+tD3DTH9as099Ubx9QP3remAKg20y/bU2+cvrtPf2I/nuNngOqLNLrbHNz5MgRiouLI70wY8YMcSouLtb865JsfcfESDGWEwBA9ewoO9euftuULB0vrarxndOPVj4ZBVKjScu45fTPnDnT9ysBPkPPJagAtATJwKox01/X4+ebWduI/ssokKqjgKpU2cenc845h4KD67YJnA3PysoSFQBAfehhpBQAvkDqla82W4SDLfW5qynLz7owUtudLwL8mNQjhx+lbVvv9adr06ZNtGvXLnG+d+/eYqMA1IkexkwA4EunX1LJN0qPH4Pof8vgtoiTxVW6c7Kkyr6tW7fSxIkTKTq67rWFhoZS586d6eKLL1ZwhaA5W6/HyhMAWkJEaBBFhARRhcksnGw1Of3SuD6uPPRFBQIC/HIG+KPJUE5/Tk4OXXHFFbRs2TKKj48XxwoLC+nss8+mr7/+WozvA+qB1b9ZgILBRgAA505/XqmaM/0+cvrtGwFE/70h65Q18p8cHUpxtgCKHpAq+9i5v/zyyyk8PFzpJQGPM/0I8APgzN4fLaygvLIq6pgUSWpB0hlIjPJRVZ/NPpVVm6nGbEHrj4dwO4hefls9/p+/4447hJDPzp07KT8/X5x27Ngh+uHuvPNO36wSeA2PmOByprDgQGobD2EfAJw5/dzXbjKra0SZNE840SY26DtFX0T/vUHvbVPXXnstHH6N9vRreaQUAL6v7FOXmJ9jpt8XSOX9DEr8vduLFVWYiIsw0oxW3r9gwQJavHgx9erVy34sPT1dqN9OmDBB7vUBmTam/EHVwxxpAOSEM7T8teBRLLwRSI0JN0ymv252LzYB3qB3gVTu33/ttdfo22+/pezsbDGqzxEO+AP1UF5dQ8eKKnUdiAKgJUitcmoT7q3L9PvG1ocEBVJkaBCVV5uFvfdVy6De/ai2cREUHiL/+GRVZ/otFguFhDQuQeFjfB1QF+jnB8A1HAiLtznVkpiOYXr6JfV+9Pl5RaatvF+vbVOzZs2iV199VZT4FxUV0b333ksXXXQRBQYG0pNPPqn08oCLjWlCZAg29QA4QRLFVZtwb16pb53++tN6YO+NHOD32OkfO3Ys3XXXXXTs2DH7saNHj9I999wjlH6BSsdMIPIPQNN9/SrbCNgz/T4W8iupqhHaH8AzMnP0sxFwxpdffkkffvgh3XfffULB/8orr6SPPvqInnjiCVq7dq3SywMNOKDzIBQALSUxKsyQmX4GYn7eo6ffVo+d/rffflv077PIT9euXcUpLS1NHHvrrbd8s0rgNXqKUAHgCxLVmun3Y59fKUr8PcJiqaWDefoej3bixAnq27evOM8K/pztZ8477zz67bffFF4daAhsPQBNIwnlqS3T72tbz2Baj/foSSvF457+Dh060ObNm0Vf/+7du8Ux7u8fN26cL9YHWoieIlQA+AIpuq6mjQCLCrK4IJPko+h/WHAQhYcEUqWJn8tEcbbSR9A8x4oqxPsWEhRAHRL0KZDavn17On78OHXs2FEE9xcuXEiDBg2iDRs2UFiYNWMG1EOdujRsPQDOMHamXyrvR4DfyL+tHjv9DM+RHD9+vDhJI/uAOudI55ZIc6S1H6ECwCjiPtImgEUGpQi9r8T8Kk1ViP57uQnomBip2/FHF154IS1ZsoSGDx8upvZMmzaNPv74YyHqx+18QKVzpDWuLg2ArzP96lPvt9pfX2pxSMK9KO/3PAGTnV+uGz/KY6f/xRdftM/vZS677DL64YcfqHXr1vT7779T//79fbFO0IKNaUpMmP0LDwCoT5IKM/1SqwGLDPpy6gZH/zkwWFyB6L935X7aj/y74oUXXrCfZ3vPGf81a9ZQ9+7d6fzzz1d0bcD1HOmuqfr9TALQEqTyeamcXm36Pb6q6qs/ohe23hPY4a+x1IrpB61j1TPdyVs8TlG89957osSfWbRokTj98ccfNHnyZHrggQd8sUbQUuV+RP4BaD7TX25SYY+fb4N16PNrWduUHsr93GXEiBFCwR8Ov/o4UVwpxnEFBwaI6hMAQGOSotXn9HPAzm7vIeSnWsHetOQoUeVuuEw/i/tITv+vv/4qMv0TJkwQ2X8uAwTqQU99KAAYKtPvhx4/x40Az+4F7qPXUajz5893+7ZTp0716VqAd+0mPJMbAOA6019UYRJl22r4rpRVm6nabKknKuwLEOD3Dr0F+D12+hMSEujw4cPC8V+wYAE988wz9miV2Wz2xRpBC3v89KA4CYCRevr9oeZbbyOA6L9H2EupdfbbesEFF7h1O854wN6rByj3A9A83C7HydraWqLCcpNofVVLaT+L6kaEBvnseaRpPQjwe/nbqpOKaY+d/osuuoiuuuoq0deXl5cnyvqZLVu2ULdu3XyxRtDijak+IlQAGCXTLzn9UjmirzcCiP67T3l1DR0vqhTnuyTr67fVYrFmnIC2yERVHwDNwvo48REhVFBuEtV0anD6JVvvyyw/g/J+76irmNaH0+9xbctrr71Gt99+O6Wnp4t+fp7fy/Bon9tuu80XawReYLbUUtYpfX1YAfBlpp/F87hiyVCZfvtGANF/TzcBrLfgyx5MNVFZaQ1y6JHZs2eL/czQoUNJ6+0meqs8AUBupN/svFJ19PXn21r5fG1L6sr7YeuNPPbc40x/SEgI3X///Y2OY4SPujhWWEFVNRYKDQqk9gkQ9gHAFVKEnfvqSqtqVDHpwm89/XZFX0T/jboJcAWX7z/33HNCvPfkyZO0d+9e6tKlCz3++ONCw+fGG28kPTBjxgxxKi4upri4ONIi0O8BwP3KPv6+qGVsn1Te73v9HputR6bfbQrLq+0JGL0kT71SsdizZ4/I9p9zzjnixOf5mF7QU+S/U1KkT0d+AaB1uI8uIiSo3qg8o2X6S+D0u41R+qefffZZmjt3Lr300ksUGlr3OezTpw999NFHiq4N1FFpMtOxogpd9Z0C4Cskm5qnEgX/fD85/VIyA7be87apNnHhFBnqcY5cH07/Dz/8IIz+pk2bqH///uK0efNmcYyv0wMc9c/IyKANGzaQVkE/PwDuIxncPJX09fsr02/v6Ud5v9sYpX/6s88+ow8++ICuvvpqCgqqE5him797925F1wbq4DY+7kqKiwjx+e8FAFpH0smRMuzGEe21CflV1ZDFoo42RrVzQIcBfo9DFw8++CA98sgj9NRTT9U7PnPmTHHdxRdfLOf6QAuV+/X0YQXAV/Bm+WhhhYpK/kx+Ku/HGB+jq/m64ujRo07FeVnsz2TC50WN4yP1MEcaAF8iOdeSs2208bwcICytrrFfBm6M69ORYK/HmX4W7Js+fXqj49OmTRPXAXWAHj8AtCvuI1Uc+GsjAKffPVjosU4gVd+/rdzitmLFikbHv//+exo4cKAiawKNQVUfAO4j2dR8tWX6fWzrw0OCKDTY6vKhr989MnP0lzz1ONN/1llniY1AwwzAypUrafTo0XKuDcgU/QcAuDe2Tw2Z/opqM1WaLH7ZCMRJQn4o73eLE8WVVF5tpuDAAKGXomeeeOIJuvbaa0XGn7P78+bNE9o9XPb/66+/Kr08oOMSVAB87fSrwdbXq+rzcXm/JOZ3qrSaSqDg71mmX0cBVbec/vnz59vPT506lR566CHR03/66aeLY2vXrqXvvvuOZs2a5buVArdhBfKTxdZMYVcdlaUAYARxH2mED0/eiAqt66X2tZAfZ7FRHuxeVrVjYiSFBHmlg6sZ/vWvf9Evv/wiWvmioqJEEGDQoEHi2Pjx45VeHtBxCSoAvsKoVX2SvWenH5n+5qkxW+hQnvTbGmUsp/+CCy5odOydd94Rp4YCeLfccot8qwNekWXbmCZHh1JcJPp2ANCSuI+0hoSoEJ874ZKiL+v6lFWbKTpMHwq1vsJoFVRcvbdo0aJGxzdu3EhDhgxRZE2gDg7U1ZX3G+MzCYBeqvqYgnL/6PcwMXYNH2T6m+NIQQWZzLUUFhxI7eIjSC+4larg0j53TjzXF6hIxA+RfwA0J+5TN8InzOfPFR4SSCFB1sACov/NYyStlNLSUqqosI6Ck9i6dSudf/75NHz4cMXWBerIKakSlX08lbejzttNAJC7qo+DZkpittSKWfBiXVEhfinvZ2Dr3fej0pKjKFBHY89lq08sLCykt99+W66HAy1Aj+ITABhF3KfO6ff9JoArCSDm50WmX0flfg05fPgwjRgxguLi4sTp3nvvpfLyciHgy84+l/qvXr1a6WUCh88jt5uEBfu2FQgAPdn66hqL0GdREna+pel5vh7Z17CdDxhTILXFTv+SJUvoqquuojZt2oixfUB5Mu3iE/rdmAKgd6ffH5uAemP7IObXLEbI9D/wwANUWVlJb7zxBo0aNUr8HTNmDMXGxlJmZiZ9/fXXyPSrBCN8HgGQk8jQIFGyrQZ7L+n3xIQH+0UjJlYS7kV5f7Nk5urTjwr0NhPA4j5paWk0YcIEkS368ccf6cSJE/KvEHiMXiNUABjB6ffX3N6GJX+I/jdNpclMx4oqdN8/vXz5cnr33Xfp9ttvFw4+l8BeffXVopKvffv2Si8POHP6dVx5AoCcsL+iFnsv6fdIOgO+xl7Vh/J+w05FcdvpN5lMQqF/4sSJdNppp4nevpdffpkCAwPp0UcfpUmTJlFICETjlMZi4TnS0ocVTj8A7iBtAjgCbjJbx+UZJdMvifmhvL9psk6VEbeAxkWE+C0gowQnT54UAX0mNTWVIiMjafLkyUovCzSl3wNbD4Db2J1+hcX8pGlBvh7N26iqD7besFNR3JZqbteuHfXs2ZOmTZsmov8JCQni+JVXXunL9QEPOV5cKWZ8szhXhwT9KE4C4EvYkWOtFu6v40x7aky4cTL9UskfyvvdVu7X+2hDDuY7ng8N1W+QQw+fST1XngDgM6e/VB2Z/sRIf1f1wdY3BQdFckuqdJnpd9vpr6mpERsdPgUFQTBG7SJ+LOwTrPM50gDIRVBgAMVHhoosO5+UdPrrhPxQ8qfOUmp9Rf4bwuX8PXr0sAc2WMV/4MCB9QIBTH5+vkIrBFK7CY+VYpDpB8B9pCo6pcf2SZUG/sr0o6rPM1ufEhNmf88M5/QfO3aMfvjhB/r444/prrvuEuV+nPXXe8ZDu30o2AQA4AnsZEtOv5L43em3lfyVVCH6b8Qev4Z88sknSi8BuMGhvHLRbsIiYMnRqMQAwF3U1tOPqj6V2vpk/dl6t53+8PBwIebDJ1bw5Y3BnXfeKSoAnn32Wbruuuto7NixqAJQSR8KRPwA8AypxE7pjUB+mcm/Pf1hmN3rDkb5bb322muVXgLwMMCP5AsA2nP6/W3rMZ7XPfQ8FcWr+u+uXbvSM888Q4cOHaLffvuNqqqq6LzzzqNWrVrJv0Lg5YdVfxEqAPyxEZCi70qVVvu/px8bAXf+X+qmouC3Faion1+H2SgAjOD0S7beb+r99vG8sPXuCKTq0da7nel3Bvf4cZk/n3Jzc+nzzz+Xb2WgRdF/PX5YAfAlUl+dpKirBDw9wMxqgmI9/uklQ8lf87CoT2lVjRB77JgUqfRygIzMnj1bnMxmM2kJexAqVX/ZKACM4PT7W72fW4EkIT8OZKNCyHhjz2VTektJSaF7771XrocDXlBeXUPHiioNITYFgNwkqSDTLz13dFgwhQX7p1UKJX/Ns98WTO2QGOm3/xfgH2bMmEEZGRm0YcMG0hKZ9pFSCPAD4AlSOb3SI/vqevpD/Grrayy1VGHSVpDTv2PPy3RbMQ15dx1GpxIiQ/wWOQRAL6gh018X+fefYqxdyA9jfNxQ7tffJgBotd0Eor0AeENStPIBfsfn91dPf2RokJhUxKCyzzlHCyuoqsZCoUGB1D5Bf1V9cPp1hFGEpgDwaaZfwei/v+f2Opb8oc/PmMI+QHucKq0WQTquzu2EdhMAPEJysgsrTPZ2On9TXWOxT8zxl34Pl/PHSvYelX1NaqXw76oUINETLerpB+rCKCOlAPBppr+02jBzexuW96PPrzlhH+M4/dzjPnfuXFqyZAnl5OSQxWKpd/1ff/2l2NqMjrQxbZ8QQeEhaDcBwBO4GpbhkZeF5dWUFB3m9zXw8zLsWEo22B/w3PmCchOVwOk3pBg6nH4dgWwUAN5j1Ey/VN5vMtdSpclCEaFwIoy2EXDGXXfdJZz+c889l/r06YNgkIrQs9AUAL4mOCiQ4iJCqKjCJMT8lHD67QH+yBAK9GNGGcK97gX49epHeez0I/qv/ug/+k4B8Bwpu86bAKUy3kpk+qNCg4QqPVc5crYfTn99Kk1mOlxQbjin/+uvv6Zvv/2WpkyZovRSgKuqPgj2AuAVXFIvOf1KkF/q335+CQj3Glu/x2OnH9F/dcJOSp3iJDYCAHiKlF3njDePZ+MyOOXUfP23ERB9fhEhVGgr+WsVG+6359YCh/LKRRloTFgwpSiQEVKK0NBQ6tatm9LLAE3o9xgpCAWAnLCN5T2zUpV9SgT46zn90PAxZMW0x04/ov/q5ERxJZVXmyk4MADCPgB4AWe4I0KCxCgbjv4r4fTnK+D0S2J+7PQXoeSvSa0UIwW577vvPnrjjTfo7bffNtTr1gLQ7wGgZUgZdqWm9SjRyldPuBfTehpRVlUjfCmmq05/Wz12+hH9V3d0qmNiJIUEYSgDAN7AzjaPbGHnu1NSlGJOvzIlfxUo+XOCUaeirFy5kpYuXUp//PEH9e7dm0JC6gfB5s2bp9jajExVjZmy88sN+ZkEQHYNH6XK+8tMymT6bRo+sPWNkaql+bMR7+c9mGqdfkT/1Qki/wDI6/QrAavqSuvwJyj5c0MrxWC/rfHx8XThhRcqvQzQgOy8cqG/ER0WTKkxxmk3AcAn03oUs/XV9YIP/rf1yPQb0dZ77PQj+q9OMnXehwKAP5CcbcXEfezl/f5tLZAUfXn2NzBWj58rPvnkE6WXAJq09cZqNwFATiQbq1SmXwo2+D/TL5X3I8DvWsRPv7beY6cf0X91AuV+ALTt9NeYLUJN2LoO/2bwoOjrWiDVCNF/oMGRUrD1AHiNZGPzbdV1yon2+jfAL2kVIcDfGCPYeo+dfkT/VT63N1W/ESoA/Ob0K6DoK5X2c/KOZwgrsRFAyV/jbAxvjvj/pLMCGg9K8/333wvh3uzsbKqurv+d2Lx5s2LrMjKZOcasPAFATiRnO7+sSpHnV06/x5bpRyufIav6oPimkznSx4oqxHlE/wGQwem3zdBVoscvPiKEggL9W7aLkr+mRfzaxUdQeEgQGYk333yTrr/+emrVqhVt2bKFhg0bRklJSXTgwAGaPHmy0ssjo2f6IeIHQMsz/QU2QT2l7L3f9Xsg5OcUi8Vx7Ll+/SiPM/0Mov/qgj+oPEeas4P+/gEBQE9I3x8lZvfaI/8KfIch5OecrFPGVUl/55136IMPPqArr7yS5s6dSw8++CB16dKFnnjiCcrPz1d6eYZtN6nLRul3YwqAr5FG5eUpkOnn77Gyk3pQ1deQkyVVYlwzjz3nKWh6xeNMP6L/6u5DgbAPANqc3avU3F7H6D/6/OpjhMi/Kziof8YZZ4jzERERVFJSIs5fc8019NVXXym8OmPCjgLrfrCZT0NVHwBek2Ar7680Waii2uzX52bnsqrGIs4nRfvX3sfYyvtLkOl3WtWn97Hngd5G/9966y0KDQ0V0f9FixbRnXfeSUVFRb5ZJSCjK04C4A8kA6yEoq+kI6BEpl/aCKDkz/lGQM89fq5o3bq1PaPfsWNHWrt2rTiflZUlMlVAuc9j2zjjtZsAICc88jLU5tz5W8Mnz9Y+GBYcSBF+/h5LAX4OOnBrMGgY4Ne3rffY6Uf0X30csGX6u6Yi8g+A1jP9/p7by6C83zkHcm3l/QbMqo4dO5bmz58vznN13z333EPjx4+nyy+/HBN8FCIzR//q0gD4A66KlbL9/tbwcezn93d1bkxYsKgUYlDZV8cBeyufvn9bg72N/nfq1Mke/e/fvz+i/2rIRiHTD0CLkBxuNoYms8WvZV5Kze2tL+SHTYAEV18eKawwRPTfGVzRZ7FYS1BnzJgh2vhWr15NU6dOpZtvvlnp5Rna1htRYwIAX4j5nSyu8numX6l+fiYwMEBUOfAehyv7UmL8Ox5YrWQZpJUv2Nvo/8CBA+3Rfxb227hxI1100UW+WSVwS9hH7xEqAHwNi2GycL6l1pp5T40NN0ZPPzL9jThVSWS21FJUaBC1ijXexigwMFCcJK644gpxAiqo6oOtB0CzY/uUUu53tPfC6Ye9N1x5v8dOP6L/6iKnpIpKq2qEo9IxSb+KkwD4KwrO0XfOunP0359Of365ScFMf12fX1WNmcKC0S+cUxlg3wQYVSB1xYoV9P7771NmZqYI7rdr144+//xzSktLo1GjRim9PMNhhDnSAPh7bF++n8f2Sc+nhK2vL+aHyj6GdRyPFlYaYuy5x7WrHPkPDq6LFXDknxX977jjDiHsB5RR7u+QGImNOgAyIBliv/f5SZl+W/bBn3C5nwQ2AlZyrJX9ui/3c8UPP/xAEydOFNo9PKmnqsqaDWPB3ueee470wuzZsyk9PZ2GDh1KaobbjbLzyw39mQRAThIjQxQR7lVSv8cxyA/hXiu5Vn/fEGPPA72N/k+bNo1GjBhBR48eFcc4+r9y5Uq51weaoa60H5F/AORA+tFXqs9Pyj74k6DAACHww6Dkz0pORYChtVKeeeYZeu+99+jDDz+kkJC6QNTIkSNp8+bNpBe4YjEjI4M2bNhAauZQXjnVWGopMjSIWvuxAgkAvQf4/S3ca9fvUaCVr347HwL89Wy9Acaee+z0GyX6r71xfYj8AyAHUk+95IT73emPVDr6j40Ac9JhI2BE9uzZQ2eeeWaj43FxcVRYWKjImoyM1M9vhI0pAP5AyrQrlelXoqqvvnAvAvxMji3Tb4QAv8dOv1Gi/1rhwClpI6D/DysA/iAx2v9Of0W1mSpsM3OlMUJK9fkh099gI2BQp58n9ezfv7/Rca7o69KliyJrMjKY0gOAj1r5/B3gt1URKtXTL2X6S+D0Gy7A77HTj+i/Onv6jfBhBUCvmX5JzTckyDpOR8lMP3r6rf/35TXGLu//97//TXfddRetW7dOZJaPHTtGX375Jd1///106623Kr08Q2f6AQDabeVTclIPE2sP8MPWO5b3G6FNOtjb6H/nzp3rHUf03/9Umsx0pECaI42NAACybgT86PQ7zu1VqnTXvhFA9N8+vqdtXDhFhBpTIPXhhx8Wk3rOOeccKi8vF8H+sLAw4fSzcC/wL5lQ7gfAJ7be7+X90sg+W1Whv4GQX/2x51JVnxFGoQZ7G/2fM2eOPfq/Zs0asRF4/PHHfbNK4FLYp7bWWpabEm28OdIA6MXpV3pub31xH2wEDpyyqqSnGVgrhe37o48+Sg888IAI9JeWlgqV++hoOJ2KZvoN/JkEQE6kTDvbX4ulVozs9TX8PAW28bzKZfph6yVyS6upyhxgmLHnHjv9iP6rsdzPuHOkAdBTpl9Rpx/Rf4HZUksr958S5yNDA8Vlnm5gVHgULzv7QDk4Eyk5CqjqA0AepJ56Sy1RUYXJLz32bF/ZpjDxCjn9kn6P0Vv5zJZa+u2f4+J8cnQoBQd6NdBO304/ov/qE/bpisg/APoo71c004+NwIIdx2nWLxl0vMha77doVy6NevEvmnl+Ok3q04aMwA033ODW7bjaD/hXsJfbTSJDldH8AEBvhAQFCgeYbR6P0fOH/ZVsPY/IDQ1WxslEgJ8a2fqckmpD2HqvrQei/8pHqNZm5onzwUEBhs9GASB7n195tej38kcVjdLCPvU2AgYt+eNNwK1fbCZrDqaOE0WV4vi70wbpejMgMXfuXOrUqRMNHDhQfP6BsrBtX7jzpP23CbYeAHnH9rHTL7XY+RrpeZQN8Eu23pgB/gUGtvVuO/2I/qs3QvXtxiO0Yt8p3UeoAPCn028y11JJVY3dQOp5hE+9kX0GzPSzI8W/qc5cXD7GLhZfPz69te4dLlbm/+qrrygrK4uuv/56mjZtGiUmJiq9LEPS0NbvOFZsiGwUAP6Cbe7BvHK/Vfbll5mUd/ojjCvaaza4rQ/0JPq/dOlSMZavoKDA5Qn4J0IlbQIaRqj4egCA94SHBFGkTbHdX6q+BbaNQGKk7wMMrjCyuM/6rPxGv6kNNwN8Pd9O78yePZuOHz9ODz74IP3yyy/UoUMHuuyyy+jPP/9E5t+PwNYDoL8RvdKegisMlCLGZuvLq81UY7aQkVhvcFvvdqYf0X/lMXqECgB/waPzyqsrRJ9fp6Qo/wn5KTiFw8h9fjkllbLeTuuwOO+VV14pTocOHRJB/9tuu41qampo586d0PDxMbD1AOhTw4f3FNIeQ+mqPoZbG5SsOvA3OQa39W5n+hH9Vx6jR6gA8BdJtvm5/sr056uhp98W/TeikF9qTList9MTgYGBQteC7bzZbFZ6OYYAth4AfTr9deN5QxQVMJSqGY0W5E81uK0P9Cb6v2jRIsrIyKDevXuL6H/nzp2Fij/wLUaPUAHgL6QovBSV919Pf4jyPf0GLO8flpZIbeLCRQbVGXycr+fbGYGqqipR2Td+/Hjq0aMH/fPPP/T2229TdnY2svx+ALYeAD8L9/o5wK90dt2oYn7DDG7rvZ4Xgei//zF6hAoAf5Hkx40A/4ba1fsVFfexbgLKDNjnxyXSLI7mrGZN2hzw9UYopeZAfps2beiFF16g8847jw4fPkzfffcdTZkyRdh94Htg6wHwD5LzLQXejTCpxzHIX2KwTH+QzdaTQW19sKfR/3nz5gmF/pUrV4oNAUf/J02ahM2AHyNULOTjanPaWscRKgD8vhHwg9PPEwJqLNZvNPr8lIPV0C8Z1I6+33y03nH+TTWSWvp7771HHTt2pC5dutDff/8tTs7gvQDwDbD1AOhTyE8Nk3qMruEzqU8benJqb5o5f6fhbH2wJ9H/r7/+WvTy8/g+Lv1LTk727eqA0wjVLV9sNmSECgA99vlJkX/usePJAUr3+bGiL28ElN6UKMEp2//FlUPbU0jhIZowejiN6JZqqN/U6dOniyo+oLytZ5X+hsDWAyAfidHGU+9nYu3tfMYq75eQfjp7tY6moTFFhrH1bjv9iP6rA45AzTi7K81emmm4CBUAenT681RQ2u/Y58dOvxHF/KpqzLTugFUY7cqhHShry0Eanpao+01AQ1ipHygP2/JXLutP9367rd5x2HoAtJvpt6v3K+30GzjTz6zYd0r8ndynNXUqKzSMrXfb6Uf0Xz1wRo4Z3S2ZLhnSXvT1DTPIBxYAvzr9fujzU0M/v2OJ/4liY4r5bT5USBUmMyVHh9JpraIpS+kFAcPTOtbas8+fycfPS4etB8BHmX4OdleazD6ttjOZLfaAulp6+osNGOCvMVtoTWaeOD+yaxId2U6GwW2nH9F/9bDtcKH4Oy69Ff1rQDullwOA7vBnpt+u5qvwJsDo0f+V+3PF35HdkikQThVQAVuPWG398LQk2HoAfEBMWDAFBwYIXR22xW3jI3w+ro/Ni2RrlVfvN56t33akSGgpxUWEUO+2sYZy+qG+pzFY6Xv7kSJxvl/7OKWXA4Au8WtPv31urwqcfgP3+a3cb438j+oGrRqgDrYfttr6/h1g6wHwBVzB7C/h3oIyq4MdHxmqeLWOoQP8+6yl/SO7JSn+/+Bv4PRrjCMFFaInKCQogHq1iVV6OQDoEqn0jkvxuCTPl+TbNgLI9CtHUbmJ/rFlVUd3T1F6OQAIttk+k/3bxyu9FAD0P6LXx+18UlBBHQH+EAMH+HPF31HdjGfr4fRrdBPADr+SSt8A6Bku+5ICwFLPvc/VfG29harYCBisz2915iniqYndUqOFUBoASnOyuJKOF1WK36E+7ZDpB8BXSAF3X2f67U6/KgL8wYYM8JdW1dCWbCnAb7yqPjj9GgOl/QD4Hu7ptm8EfBz9t6v5qmAjYBf3MVif34r91nI/lPYDtWn3dE+Noagwt+WXAAAqHdsn7SUSopTt52dibAF+o03qWZuZJ/QbOiVFUofESDIacPo1xlbbRgDlfgD4qa+/1HcbAbOllrLzy8T53JJKcVlJjFreL/X4GTHyD9Qd4Ec/PwDaH9vHtn27bf/OLYOK23qDBvhXGjzAD6dfQ/CPxI6j0kYATj8AvsQu7uOjTP+CHcdp1It/0d6TpeLya4v3ict8XCmM2OeXnVdO2fnlQsF5eJckpZcD/Mzs2bMpPT2dhg4dSqrs54etB8Cn+FrIT7L13206Ii7/tTtXeVtv0AD/in25hg7ww+nXEPtzSsUs0ajQIOqaEq30cgAwhLiPLzYCbOxv/WKz6Nl15ERRpTiu1GZA6vMrMdBGYIVN1GdQxwSKRhm14ZgxYwZlZGTQhg0bSC1YLLX28n5U9QGgXSE/1dp6W4Cfe9z598YIHC+qoMzcMqGTMqIrnH6gcqRNQN/2cYYbMwGAXqL/XLEz65cMcmZmpWN8vRLlf0YU8pNK+0cZNPIP1MfBvDLxHQwLDqTTWscovRwADGHr80qNY+sl/Z7aWqLSamPY+xU2W9+vfbwQazYicPo1xFaM7wFA85n+9Vn5jaL+jrD55+v5dv7GaEJ+vNlanZknzsPpB2or7e/dNpZCgrBNA0CLmX4123qe/hUaHGgoe78S2j1w+rXEdvT4AaD5MT45JZWy3k5OjNbn98/RIiqqMIlgRz+MRQMqYdthaPcA4C+MaOuNpuHDLQyrDC7ix8Dp1wiVJjPtPl4izmMjAIDvSfLRGJ/UmHBZbycnRuvzW2kT9TmjaxIFI6MKVJbpHwBbD4DfJvUUlJtktXtqtvWOGj5GCPLvOlEsxiNHhgbRwI4JZFSwy9EIO48Vi9mSydGh1DZOmR8IAIyEr6L/w9ISqU1cOLlS5eDjfD3fzt8Yrc9P6vEb1T1F6aUAIKiusQh7z6CVDwDfkxAVYm/3knNuvZptPRNjC/LL+ZrVXtp/epcke1uDETHuK9dqaX/7eAoIgIgfAP6K/svt9LMI58zz052K+0jfbL5eCbFOI/X5lVXV0ObsAjJ6uR9QF3tOlAjHn4WmOiVFKr0cAHRPWHCQfXJLXlmV7LbeGUrbeibWQBo+K1HaL4DTrxHs43tQ7geAn0v+qqmWU98yMqlPGxrXK7XR8dZx4fTutEHieqUwSp8fiyeZzLXULj6COsO5Aior7e/XPg4BfgAUsPdywrb8vgk91GnrDaLhw+3RkljiaAOL+DEYSqwRth0psm8EAAD+2wSwY1hSVWN3huWAgwh7T5aK8/eM606dk6NEXx+X+Sk9jpP7/E6VVul+IyCV9vMmAM4VUFuAH/38APh3bF92frnsY/scR+BylvnSIe3VY+sNEuDfeLCAqmos1Co2jLqlRpORgdOvAYrKTZR1qkycR48fAP4rdWfRl/JqMxWUVcvq9O85WSI2GDyH+99ndqHIUPX8FNdtBPTt9K/cbxXxw6g+oMZMP2w9AP4jMTLEJ5l+DvD/ufOEOH/V8I40pa9ymX1X5f0leg/wS7a+W4rhA/wo79cA249aNwHc38fRSACAf7P9rPoqJwt3nrRnmdXk8DuW/OlZ3CenuFJUWrD9H9kVTj9QBzw1Y1+OtQKoXwdU9QHgLxKjwsTf/DJ5HWD+Ph/KKxdaOWf2UJdgrFHK+yURv9EI8MPp1wLb7aX9iPwDoEifn8xOvxT5n5DemtSGpOCv542AJOrTp20cAqlANew4WiQmZ/CEHqXGeAFgRBJtCv75Mgr5MQtttp5L+yWxQLVQJ+Sn3wB/XmmVfRrKSIOL+DFw+jXAVknED/38AGg+03+koFwYIW7nO8eJmJ/SGKHPT4r8o7QfqAkI9gKgr0z/ogxrVd+E9FakNoyQ6V+VmSf+9mwdQykx1v9jIwOnXwNgIwCAMiRGyp/plzYBQzonUlK0+owQC/npeSPAPZZSpn80Iv9Ajf38sPUAaD7Tf7yoQohwcxvZOb1aqbaqT8+tfCv3Wfv5UdpvBU6/yjlRVEk5JVVC5bN321illwOAITP9+TI6/XWl/erbBDhm+vUq7sO9/PybGh4SSIM7Jyi9HADsbDtsbeWDiB8A/iXBFuDPL5fP7i22BfgHdUxQZZbZXtWn5wC/vapPXXoKSgGnXyOl/T1axahO8AsAvZMgs9PPFQPSvNiJvdXXz1+v5E+n5f0rbJH/YWlJFBYcpPRyABDkllTR0cIKkRXsi1Y+APxKUrT8VX0LVVzaX9/W69PpP3CqjI4VVVJoUCAN65yo9HJUAZx+zYzvwSYAAK1n+pfsziFLLVGvNrHUITGS1Ihd3Een0X+U9gM1st1m67ulRKtO8AsAw2T6ZbL1RRUmWmPrJ5+g1gC/PdNfI7LiekPK8g/pnEARoQjwM3D6NbIRQI8fAAo6/TLN7lV7ab/eS/6qasy07oC10gIifkBNQLsHAOVIsgn58dhMthMtZdmeHKqx1FK31GhKS44iNSL19JsttVRe3fLXrDZWQLC3EXD6VYzFUkvb0eMHgC4y/RXVZntpuVpL++sJ+emwvH/zoUKqMJkpOTpMqPkCoBa22kbzwukHQBkHmLWzmAIZFPzVXtrPRIYG2V+z3sT8TGYLrT1grbQY3Q39/BJw+lXej1JSVSMEp3q0ilZ6OQAYDjmd/uX7cqnSZKH2CRHUq416HU49C/mt3G8NuozqlkQB3DwNgArg0lp7VR9a+QDwO4GBAZQQGSKLvedKgWW7c1Rd2s+wDdRrOx9XTnHVBv+fQgS9Djj9KkbaBPRpG0fBQfivAkCpkX0cBa+uschU2t9a1Q5n3exe/fX5QckXqJHs/HIqLDcJwamerbFBBUDJIH9BC9v5uJe/rNpMrWLDqF87dQfx9CrmJ5X2n9EtWQR0gBV4kioGPX4AKEtcRAhJ9qKwBRuBGrOFluyyRv4n9lZvuZ+e+/z4/2/7UWsJ9SiI+AEVTulJbxtLocHYlgGgpJhfXgsz/VJp/7herVTvcOpVwweCvc6BddFAj18/lPsBoGDJX8s3AusP5gs1X84kDO6k7tnwESFBFGzbqOhpI7A6M4+4cKF7ajS1jgtXejkA2Nlm0+4ZgAA/AJoe28daXIukfn4Vl/Y3DPLrqaef9y1SIBUifvWB069SuJR417FicR4bAQBUUPLXgo3Awp3WTcA5PVNV36oj+vzsJX81uiv3G4nIP1DpaF4E+AFQDjkC/FuPFFJuSRXFhAXTiC5JpHbsmX4dlfevzcwTlYo8NaF9gjpHIyuFunefBmb3iWKqNlsoPjKEOqp0njcARiAhqmUbAe6LX2jr51ezar8jkriPnsT8JBG/0Yj8A5WpTO88BuV+AJQmSYYAv5TlP6tnqiZadezTenSU6ZdK+9HG1xj1fyIN3s/fr328qkW/ADDMRsDLnv4dR4vpWFGlKJvXSqlZjM76/LLzyulwfoVoWxiugewLMA57T5aIqR5cZpuWpM553gAYKcCf3wL9HinAP17Fo/r0numvE+zVxn7Ln8DpVynbbP38A1DuB4A6Mv2l3m0EFmZYNwFjeqRQeEgQaQF79F8n5f0rbFn+QR0TKDrM+toAUFM/f//28aoX/QLAECN6vbT1mbmllJlbRiFBAXTWaSkaC/Drw9YfLawQ486DAgNoRFcE+A3n9B8+fJjOOussSk9Pp379+tF3331HWgDK/QDoI9Mv9fNP7KONyL8eFX0R+Qfqt/UI8AOg5ZF9Umn/iK7JdhuqnfJ+vdh6a4C/f/s4zfwf+BPdpzyCg4Pp9ddfpwEDBtCJEydo8ODBNGXKFIqKUm8ZXWlVDe3PLbWX9wMAtCnuc/BUGe05WSKizmNP06DTr4OSPxb0YeV+Bk4/UK+IH2w9AFoW8pNK+ydopLRfb7beUbB3VHdtVFr4G907/W3atBEnpnXr1pScnEz5+fmqdvr/OVIkRku1i4+glJgwpZcDgKFpyRgfqbT/9C6JFBepnaizFP3Xwxiff44WiXGJ3DPdrx2yqUA9lFfXiJ5+BlN6AFCPrWcBXk/IKa6kLbaqHa308zP2ST06sPUWhwA/BHtVWt6/fPlyOv/886lt27ZCsO6nn35qdJvZs2dT586dKTw8nIYPH07r16/36rk2bdpEZrOZOnToQGoG43sAUF/0P98bp18q7deIar8ehfykcr8zuiapflwiMBYs8mmpJWodG06tYsOVXg4Ahkay9TWWWiqp8swJXrwrRyTruCVXS99lDobrZVJPxvFisU+LCg1CENUFiu+AysrKqH///sKxd8Y333xD9957L82cOZM2b94sbjtx4kTKycmx34ZL9/v06dPodOzYMfttOLs/ffp0+uCDD0jtbLc5/ejnB0BF4j4eOv08q3dTdoHmIv+OI/v0IOSHcj/QFLz3YM2foUOH+v250c8PgHpgod3I0CCvxPwWZWivtL9+eb9+bP3pXZIoBAF+dZb3T548WZxc8eqrr9K///1vuv7668Xl9957j3777TeaM2cOPfzww+LY1q1bm3yOqqoquuCCC8TtzzjjjCZvxyeJ4uJi8ddkMolTS5Eeo7nH2ppt3Qj0aRMty/PKvT6lUPv6tLBGrM9zYsMC7eI+1dXVVFNT49Ya/9xxTET++7WLpeTIYL+9Jjnew6hQ62suLK+Wfd3+/D8uq6qhzbbAy4jO8W4/pxo/h46odV1aZMaMGeLE9j4uzr/O91b08wOguiB/eXWFGNvXLs4a8HdHh2vVfmtZ+cTeGnP6dSTkt9I2pQfaPSp2+puCN9hckv/II4/YjwUGBtK4ceNozZo1bj0G9+Vcd911NHbsWLrmmmuavO3zzz9Ps2bNanR84cKFFBkZSXKxaNEil9cVVxMdKwqmAKqlozvW0u+7yO80tT41oPb1aWGNWJ/7VJv532AymWtp3i9/kM1GNrvG/+1ixzmQOgQW0O+//05aeg/35vPosCA6cvKUz9buj//jnQUBZDIHUWJYLe1Yu4x2Bmj3c+hIeXm50ksAMlb1oRQVAPU4/UcKKjzK9P+9J5eqzRZKS46irinRpCWknv7qGgtVmsyaGSvcEF77hoPWAD/6+TXq9J86dUr04LdqVT9yxpd3797t1mOsWrVKtAjwuD5JL+Dzzz+nvn37NrotBxe4lUCCI//c/z9hwgSKjY2VJTvDm8jx48dTSIhzUa+/9uQSbdoifjguOn9ki59T7vUpidrXp4U1Yn3eMXPrEiqvNtOQkWdR29iQZtfIAnj3r1/KYUeaccFo6p4aran3MOVgAX24ZwMFhkXRlCmjVLc+d9nyO9uJbBrftz2de25vVa7RG/LyrFkloF3ySqvocH6FON8X+j0AqKudz4OxfQsdSvtZm0xLRIcGEy+ZqxJ536JVp399Vr4IXLA+itYCL/5E1U6/HIwaNYosFotbtw0LCxOnhvCmT86NX1OPt/OYTcm3Y4Jim025X6/R1qeFNWJ93pX8FVdbqJNtXU2tcfWuXFEZ0CU5inq1jVdkI9CS9zAh2ipExGJGvvp/8Mf/8eoD+eLvmT1aefVcavscSqhxTcAzth8pEn+7pkRhnjQAKiEx0rNpPSazhf7abdUYm6Cx0n4mMDCAosOChcPPJf5anRi2cr+k3ZOsucCLP1G10gGP1wsKCqKTJ60K2BJ8mcfv6ZGtto1Af0T+AVBf9N/Nkj9JtX98b+1F/uuN8amo8Xh0kVo4WVxJe0+WiiwGK/cDoCa2SiJ+6OcHQDUkeCjcu+5AvnCYk6PDaECHBNIidWJ+Js2L+KG0X8NOf2hoKA0ePJiWLFliP8ZZe748YsQI0hu8uYZyPwDaLvnjErOlUuQ/XZvBSUm9n/sUq2rcq5RSGyttm4C+7eLsGzkA1AJsPQDan9YjlfaP65VKQYHaC/DXC/JXalPBnycl7TpuFV4f2Q1Ov6rL+0tLS2n//v32y1lZWUKNPzExkTp27Ch67K+99loaMmQIDRs2jF5//XUx5k9S89cT2fnlVFhuotCgQOrZuuUaAgAAeUv+3NkIrDmQJ8riuUxuoEY39FGhwcT7F54hziV/Wuzzs5f7YRMAVBjg3yZV9Wn0NwIAozv9/D1elHFSs6X9EjH2Eb3azPSvzrTa+l5tYkXFBVCx079x40Y6++yz7ZclIT129OfOnUuXX3455ebm0hNPPEEnTpygAQMG0IIFCxqJ++mp3K9X21gKDVZ1EQYAhtwIuNPnt3CnNfI/Pr2V6JfTIrzumPAQKqowiRL/1BjSFLwZc+zxA0BNCHXwsmoKCQqgXm009uUCQMd4UtW342gxHS+qpMjQIDqjq3btjFTez20KWgSl/Rpy+s8666xme0Zvv/12cTKKsM8A9PMDoCqk8vC8Zpx+i8Uh8p+u7cAkR/+F06/B+b17TpaIkr/wkEAa3EmbfZZAv0gB/vQ2sRQWrL0qGgD0ikcBfltp/1mnpWiyGk4i1jaHWIu2XgT4bU4/qvqaB+lkFbFNEvZBuR8AqiLJzY3A1iOFlFNSRTFhwZqO/Gtd3EfaBAxLS4JTBVRr6/tBxA8AVZEQ6V6Av55gr8YD/Fq29Zm5pXSiuFJURw9LS1R6OaoHTr9KqDFbaMcxa6YfGwEAtJnplzYBZ/VM1XyLTl30X3slf1Jp/2hE/oGKq/oQ4AdAnQF+LnXncXyuOJRXJirKWLxv7Glad/q1m+mXSvuHdk7QdLWFv9D2rlRH8GipSpNFZAh5tjcAQIWZ/ib6/LjMTOrn13ppf/0+P21tBKpqzGKMEoN+fqDGAP8/R22tfB3QygeAmoiLCBEitkxBuWvbJ7Xxnd4lkeIirbZSq0jq/Vrs6a8r7U9ReimaAE6/SthmG9/Tt32cZsW/AND97N7S6ibLzA6cKhPTN7jHT+uwkB/DQn5aYvOhQqowmYWKb8/WEEkD6mJfTqn4fEaLAH+00ssBADjA+2+pxL+pdj6pqk+rY3n1UN7PlRhrD+SJ8xDxcw84/SoBM3sB0EDJX1UNVbuYW/+nbRNwRrcku8OsZbQq7rNyf674O6pbEgUEIIAK1NnP37cdAvwAqDnI7yrTf6q0ijYeslaTjdNDVZ9GW/m2ZBdSWbVZiC+yKCpoHjj9KmHrYVuPH/r5AVBlJJx795oq8a8r7dd+5F/L0X97uV937VdbAP2xDf38AKiaRFumn8dqOuOvXTlkqSXq0y6W2sVHkNbRrq23BvjP6JqEAKqbwOlXARXVZtp7skSc748ePwBUWvIX4jL6f7yoQmzmObE8Lj2V9IAW+/wKy6tpu61fGuN7gJoz/ejnB0DlY/tcBfjtY3n1EeCXKhO1ZOuZFZJgL0r73QZOvxNmz55N6enpNHToUL88385jRWS21FJqTBi1jg33y3MCADwjoYno/2LbJmBQxwRKjdHHd1iLir6rM/Ootpaoe2o0tY7Tx/8D0FeAnxW/GWT6AVC5hk9ZY9tXXl1DK2wZ5gm9tV/ar9VWvqIKkz2Aiqo+94HT74QZM2ZQRkYGbdiwwS/Pt9X2weVNAHpQAVB79N/ksp9fD6r9jYX8TJob3wPVfqBGpAB/CgL8AGhyWs/yvaeoqsZCHRIj6LRW+hCKlcr7y6vNTY4pVBNrMvNEiwVPO9NDi4W/gNOvph6/9ij3A0DtTn/DTH9RucmuIDuhtz7K/bQq7iOJ+KHcD6jb1iPAD4AWM/2LHEr79fIdjrFV9WmpxN8u2Atb7xFw+lUAlPsB0G6f39I9OVRjqaUeraIpLTmK9ILWxH0O5ZXR4fwKCgkKoOFpSUovB4BGoJ8fAPWTGBXi1NbXmC20ZLf+qvqCgwIpMjRInC/RSIm/XbAX2j0eAadfYXgO6KG8cnG+Xzs4/QCoP9Nf3yj+qTPVfok4jQn5SaX9AzsmUFRYXeYCALWwDQF+AFRPYlSY+JvfoJVvw8ECKiw3ib3A4E4JpCfqgvzqt/eH88vpYF65mKh0elcE+D0BOyOVbAI4QxhnUwcHAKg8029r5as0menvvdYys4k6Ku133ARUmMxUXWOh0OBATUT+RyPyD1QIAvwKYjETHVpNVHqSKLoVUacziAKtmU0AXI3s4++sIwszrAH+sT1TRXZcT3A734libYj5rbSp9g/oEG/fpwD3gNOvMNvRz68M2ASAlvT0x9Q5mix+0yYuXMzs1RPR9fr8TJQUbc1+qBEWR1udCRE/oF4Q4FeIjPlECx4iKj5Wdyy2LdGkF4nSpyq5MqBSEqNttr68WkyDYWprax36+fVT2q/Fdj6U9nsPnH6V9Pih3M+PYBOgTixmCji0ktrlr6GAQ7FEXc5UVSDGmXq/FPnnTYBeRH0kuHQuOiyYSqtqhJifWp1+dvj/t+6QWGNkSCD1bosAKlAfCPArZOu/nc4uW/3jxcetxy/7DDZfKVRs76VMv8lcS1Vm67Fdx0voSEEFhYcE0mgdjoiTxPzU3M7Htp5Fk1lHiTkDpf0eA6dfQThyKEX/+7WH0+8XsAlQdSAmuPgYDeHLh95VXSAmIbK+ej8boMW7cnRZ2i8RG25z+lUa/V+w4zjN+iWDjhdVisvlJguNeXkpzTw/nSb1aaP08gCwgwC/AtV8HNxvaOsFfCyAaMHDRD3PVY2zaRhUbu8jQoOEc19pslBpTf0A/5ndU8T1eiPWpuGj1vL+hraeuevrrfTkVNh6T9BXU4rGOFZUSadKqyk4MIB6t9VXabA2NwH8y/Kw9XbA/4EYx8oLx0AMX68CkqLrMv1c8rcpu0AEAFjwbmhaIukRaSOgxug/bwJu/WJzvU0Ac6KoUhzn6wFQW4AfTr+f4Pa9hjalHrVExUettwP+Qyv23ibmJ+n2LtxpLe0fr8PSfrWX97uy9SeLYes9BU6/CiL/PdvEUHiI/iKHmt0E/P0iUYn1B977crWVCB7oLBAjZfp5PF+FmWjxLquA3zk9UylEZ6I+jTYCKov+c5UFR/2b+NSI6/l2ACjN0cIKe4A/vQ0C/H6B9XrcIXe3r1cCtGjvbWP7SmsCxPc343gxBQYQndNLp05/hLXwm9vk1ARsvbzoc6eqMacfpf0q2wSw0/9KD6K3BhP9fDvR1q+ICg5xusb1fTg6/XofCv7iAhpy6F3xly+rJWqtWjSUjeHAXJStrK/URLTIVto/Qael/Y59fmqL/q/Pym8U9XeEv6l8Pd8OALX08yPA70dYoNcdfr+faPZwoj8eJtqzgKiqtPn7IMCve3uf6JDpl9r4hnZOtGv76I0YlWb6YevlBT39CiKV+w2A06+uTUBCGlHBQaK8/dbTls+tx2PbW1X+O40g6jSSKLkHEYu3QSfAe4qOyhuw8TEJUaFUVl1B+4oDhKhPWHAgndlDvwqyaurzq6g20/qD+bRiby79ur2pjWMdOSWuNwsA+L2fH7bef7CtDoshqipxfZvAECKLyZrt59O6d4kCg4naDyPqejZRl7OJ2g4kCgrWTD+6aik8TLTmbc3Y+0TbhA3u6Zecfr2W9tev6qtRRTtU1qkyWr43l77ddMSt+8DWuwecfoXgUpR/bNH/fh2g5usXOpxOFBxBVFPh4gYBVuN9xybrRuHwOqJDq6xR52NbiIqPEP3zrfXERCYTdTydKGsFxIK82QBsmku04SP3bh+dSmogKSpUOPtrTlqLpM7skUKRofr9GWUhP6a4oka23711Wfm06VQAJWXl04huqWJKgCvDv/tECa3Yl0vL954SDn91jcWj50uNCZdl3QC0hK0Q8fM/W75owuG3/eZcMoeo8yiirOVEB5YSZS4lKjxElL3aelr6LFFYHFHaaGsQwGIh+uNBBPjdhasjs9cQrX2XaPevRLUWeRM0Pg7wMzkVAbThlPX7OyFdv1V9deX98gX4PbH3PBZ4dWaecPSX78ulw/mu9unOga13D/3uVlXOgdxSKqs2U2RoEHVPtQ39Br41Pgv/07TDz0x6weqcR8QT9ZhoPTHVZURHNloDABwIOLKBqPyU1ZA1/cR15Wq8cTAyvGE68BfRho+J9i6o2wAEBDa/GVjxKlF8J6KETqQk8bbo/+Ey6+dlXC91BCN8L+Rnkll9N4g+27eR2sSF11Pazy2polX7Twmjv2LfKXHZEb49qyeP7JZEz/62i3JKqpyG2/h/p3VcOA3TqcAi0FiA/6g0rg9Ov1/Y8wfRr3dbz/eaSnR0o5MRvS/UOei9L7CemPysugBA1t9ElUVWO9+krUeAvx6mSqId3xOte4/oxD91xzuPJjq5k6iiwEWixMbGOUQpPYmiUxQN8DNb8wLEd7hn6xjqmBRJekVuIb/m7L3FUks7jxULW//33lzafKhA6CVJhAQFiHaKUd2Tac7KLMorrYatlwE4/QpH/vu0i3MZ+QIy8vdLROs/sP5EnH4rUcZPTW8CGhIaRdRljPXE1FRbs/9s1HbO00S5mmKU5xNt/dLq7Bdk1d8ADL3JGpD5/nrbQcefdf5e1FrLLXkT9s4IonEziYb+myjQ/3IkbMQa9o29snCvUO/X68gYe09/C0v+JPXdhkablfZv+WIzTUhvJSooWCzJkYiQIDq9S6KYi8xtFF1ToimAW2r4KxkcKB7T9imxI/2a8uYCv61AaTJzS6ncFuDvlhqt9HL0z+H1RN9dbw0kD5hG9K+3rec58M52mLPIXPrvyjFPTLOehtxg7dU/ttUarN75M9FJBwe2EQjwiz0V2/lNnxCV51mPcXVlv8uIht9C1CrdoR3S2S+3LXjCe6oDy4gmPU/U73JrG6WfibMF+CvMtgC/jkv7HW29HJN6XNn74zZ7P6xzAmXmllGebfyxROekSBrTg219Cp3eJYmiwqxr6pIcBVsvE3D6FcI+vqc9Svt9zvoPiZY9Zz0/5WWiYf8mmvCM+5sAZwSHEnUcTmSuds/pV0G5muzwhsjVe8iO/NHN1vL9HT8QmW0Z27BYogFXWTdUKafVPRbfj1V9nQViUtOJ5t9hLbfk0sod84imvkWU0sNvL9WVEeNMNB9/d9ogXTr+ckT/3VHfXZhRFxRjdXM2+md2T6bBnRMoLNj595Lfb37fG87ubd2gegAANQT4+yLA73ty9xL97zJrRV/3CUTnv251GAOCvHPE2S61H2w9sdbPDzcaM8DfnK3nykdOgGT8TGSxOY1xHaxB/UHTiSIdsrCcWOE2CFf2Pr4D0c93WAMsP95M9M93ROe9RhTf0a/2ngP6jny9Ppv6tI3VrV2RS7+nKXsvsf4gV3qQEEY+o1uysPdjuqe4rKSArZcPOP1OmD17tjiZzWafq/mix8/H/PM90e8PWM+Pedjq8DNssOSIxrPxY2PFPX2ufua4fD3/gFX8T4EMtU+wiRk1MtrjnrJuuNjZP76t7rrW/awbgL6XWKsmGsIbgZ7nUs2B5bR1xZ80YPRECu5yZt3G4rrfiDZ+TLT4SaLDa4neG0k05iGikXcRBVmNla9ozmnlbTxfPz69tfKb+nqq0rFEju+hQhuB5tR3JWac3ZWuOyONUmKsqsnuwMae33d+Dhby4b4+LvNT/P8BgAYifgNg630L2+AvLraWjrcbTHTpXHltg7uB+ybV6XVk6zlxYq6xih9y1aME73M4q3/alPoCiJ7Y+/9bSrT6TaJlLxLtX0w0+3Rbld9NPm+dcBXg5/JyVQX45bb1tgB/aVWNKL0P9NKGumvvHz+vF11zemdRsecOsPXyAKffCTNmzBCn4uJiiouTPxNfZTLTLlsZK3r8fMj+JUQ/3mJ1zbgk/KyH5X8O/pFl1V6n5Wo2uLTwlzutJW+TXybqMJQ0jctpBceI5t1UdzkojKjPRVZDzZuw5kr0AoOottMoOrqzmPp3GlXfgHGwhAM2PSZZezV5I/DX09Y2jX/NJmrTn9QwMmZE1yRSDB+oSksbAW9L/mrMFvpzJwfEmqdHqxiPHH4JNvqKvu8AuFHVh9G8PoT77r+8hKgomyixK9FV3zoPLvs6wM8setyqBTD+KaJWvUm3tv77G+rb+n6XEg27mahNP/ceuyl7z8Ga0fdZ9RhEld8aa5UfJ3G4yi+1Jxk6wO8DWy+V93PhRklVjWhb9BTW/vlmQ7Zbt02ODnPb4ZeArW85Okk7aotdJ0rIZK4V8z7bJ0QovRx9cngD0TfTrON4el9ENPkl3/WFSeVqsQ2iv7HtiC6ZSzThWaLQGGs0/ONxRD/eSlRyUrtlfhz1b2rTw6WU42YR3buL6ML3iNoPke+959K/q78nuvB9oogEq0jQB2cTLZ5lFQ/yAe6OglF0ZIy0OWuYZZJUpfn6lij6eljeX1BWTe8s20+jX1pKc1cfcus+UN8FeoMD/LuPWxXk+2NKj2+oqSL6+mqikzuIolKJrplHFJXsuwC/oKE948sB1pYC1qDhoPR7o4h+nqHdzL9btj6Q6OxHie7NsAXf3XT43SW5O9F1vxOd+4p1D3VkPdH7o60VAKyrZMSZ8D6y9eEhQWIEsTf2nrV5nv9jF53x/F/001b3Pu+w98oAp18B/jkqZfnj7KJUQEZydhP971IiUzlR17FWB9HXZfXs+N+9g2qm/UQbO90q/tLd/xD1uZDojNutYwBZVIjZ9j+itwYTrXrTJ4bLp3BfX3ObmFqzNbMf5aOILH9n+l9BNGM9Ue8Lrc+38lXrJit7beONC49U5AwB/+XLHuKucVLMiDW5ObMdY1VpL157jIeze3efKKaHf9hOpz+/hF5asEdskHjecXSY67JD/gVkVV+o7wK9kXGiRChSJ0eHUrt4BPh9MhGG+74PrrA6hdO+J0ro7Lvncxngb2s9fvV3VruU/i9rhR+PDXxzENFfzzQxPlDLtt5C1HGEb4IsErx342rBGWutlX6so8QaTR+MsU5UktHWqz7A70Nb72jv3a3s23OihO77dhuNfukvev/vA6JCoEtypKgScOXZwN4rC8r7FUCV/fwy9wcpRmE20ecX2vr6hhBd/oVVdM8fNFWuFtOK6ILZVgG7Px4gOrrJWga4+VNr9qD7OFI1bERESf0z7t3eH2JG0anWvs0+lxD9di9R3j6iOZOsbQDnPGEdueRULMizEjg2TmykOJqtypExzW7OvFeVZqEdqc9v5b5cGtE1uVFZI5dELtl1kj5ZdZDWHLApNvMUrLaxdP3INDqvXxtatidH9EPaVmMH6rvAELa+fbx6Avx6sfVch/znf4h2/kgUGEJ0+ec+bfNyux89qas1AMBTBBY+RnR4HdHyl4k2zbW2GA661uc6NC2G7QkL87mDv4QL49oTXfm1VRj4j4eIcjKIPhpnncbUdhDR4idabOtVH+D3oa2XKvtOlVY1qeFTW1tLazLz6P3lB8SoPQne//zf6C40tmcqLcw4AbV9lQKnXwG2q21mrw/6g5pUe/UVZaesDn/JMaLk06xRd7n7+loKqwDfuJho21dEi2cS5e0n+vJiq+jNxGeJErso+x42hNsQtnxGtOlToqLD7t/Pn9MKep1H1HmkdYPFmRUezcgbA2lkkLMSON6UufnZZuPERkq1RszdTZeHmzMWNHpyfob98rSP19ebs1tUYaLvNh6mT9ccpMP5FeI2/B5M7N1KOPtDOiXYHR2o7wIjsv1IsboC/Hqx9QwLvbGIHHPBu0Rdzya/0VSAX6LDMKIb/iTa/SvRoplE+ZlEv91HtPY9ovGzrDZfCgSpwdZzEIV759l+7vqlToVfTbae3y8WA+5yNtGfjxBt/4Zo7TvOb+uFrVd9gN9Htl4ixjYib3HGSfFxcBTKY32e33ecoA+WZ9IOW7UyXzWpT2v69+guNLBjgv1xYO/VC5x+P1NRQ3TgVLk4308N4/pcCrV4/oNZ7zFlyLB6BJfOsXIvO9E8KuaaH+uPiVETXK428Gqrs/r3S9aI+p7frZn0M+4gGnUvUeZf/n8PHUsmDy4n2jiHaPdvdcafe+j7X0m043uiUo7wujCLvE7etPgTXhv3FHLWn4V/XAYobHI8XALX81y3N1aqNmLubrpCnI/D8UTB+IRtzi7P0t1wMF/MH2fiI0PoiqEd6ZoRnVyWMUvqu2v259DCFetowujhNKJbKiL+QPcBfth6mdn2NdGiJ6znWTOHReTUCDupvc63lqVzpn/Z89aKtK+vIup4hlUBnzOzStl6xlRhHYu37gPrmDwJXl/uLqKKQnXZeoZbBy/6wKrXxO8lt/jJYOtVH+B319aHxXj80GzzWW+M+WhlljhxAOShST2poLyaPl6ZRUcKrMH98JBAumxIB7pxVBp1SnKeWIO9Vydw+v1Mdpn1A98hMYKSoj1XqvZvf5DnzpFPNhbNwQJu/MN/fCtRZJLV4Y9rR6onPM6a3ec5tvw+s6O/4hWiDXOIKq1zTGV9D5sr6yzPJ9r6JdHGT6xZCYkOp1vbErhPMSTc2sPndFqB7cecZ+0qVS7K2Z5zX7VqOshcAqdaI8aCkSye6HTj48BPtxFNeJpowNVNalw0p2DMSGV9PVpFi6z+BQPaUYStFaAp+L0anpZIebtqxV/F3zsAfER5DdHBvHJ1VPXpxdZLU3lYII8ZcbtVM0ftcDk/t531u5xo1etEa2YTZa8m+mis89v72tYzBYeso3W3fG5th2SCI4j6XWZda+u+Dv/HKrT1DFdyNmn3PLf1qg7w894rNJqourTp2/1yN9GUl4h6nueWiLKrID+//ru/2Wq/nBQVStNHdBbBfRYib44gstDpgRkUHriaBgTGUBCx9oMGW4l0BJx+P5Nt+66qYnyPu/1BXJLGvXLhsURhcba/MURhsdbz/CPEPyy+2Fg0Bz8nj4nLWm5dByu7s+Krlkg5jWjaPGu2/4+HrWOHnNKC99BlWecL1ugxZ/V3/kRkrrLenkWRWCxvyPWNxw5JYkZOsxMv+Cc70RRV1tIzX5TAqc5p5Y3bZ/9y2Pg425zVEsV2ICo+TDT/dusmjwMjrfu0aM7uY1N60Y2j0zzrVdZLPzHQDbNnzxYns9k78StXZJdavxedkiIpwY0NsipsPYvO8YQUDp5zpZz4K50SiSJsx8Lj/W/rGZ6A88011uozruoa/zRpCt4vsd7MkButI2e5zc9vtv5Fa9UBjxPkrP7eP6xCfEx8R+tY44HT6ldIqt3W+6jcXZUBfq6358+MS4ffZusjU6wtrjy9iitMeHJVQievgvwS/LqfnJpOlw7uIFT+FWslAi0GTr+fkTYCA9Tg9J/Y7t7teL58U/DYFg4C8KzWshyfiYw0frhaol/vsfafBYUSXfElUbtBpEnYcWLjHhxO9MVFzb+HCx8n6jjctgmzbca4xJ0z8Z7M2hXHHeDgDm9I+lxMFBbdrJiR4n2ILSmB82cvoq8c/rnn1c2mHnkn0d8vOt+cnTbZ2kay9HmrsNT7Z1oFkFhYqkEpoLvKxCmxYZ45/NgEABUyY8YMcSouLqa4uDjZA/yKZ/m59Y3L4d2h8KD11GJktvVM/gGiL3kqTxlR2hhrH7+vp/L4Cq5E5Iorl06/w3v4061WfYCYttapAfyX1fKd2domqy+usd6XHUIJ7o0ffrNt1KAL221QW6+qAD/vdbmdhXUsmIHXEGUucW7ru42zVoyueoNo7wKiA38TjXnQWhXjRNTanSA/Bwa6pcR45vArUQUEmgVOv585ZHP6FRP2qS4n2jWfaPPnRIdWuncfHnvHZV+cQa0ssv0ttv7liDtHi/m4u+xbVFc50JIM4dJnrer3HHS4+COiLmeR5pHK7Jpj7WzryVnftggEJFiDAOEJRPsXNT1rl+ENCI/F8SRowkZfrg2dnPCGhA0gGxhXrzsqRZleRLkoOGhz+A8TJXUjuvZX64Zw4DWuVaVZL4J7IDl7xL8Ba94m2jGPaNLz1tYNmwPvEwVjbAKAQW29Yv38x7ZaA/Y8wqy5cmAJzpzzbye3erEQar1TPlFFvlUwV6oIa469fxK1Hdh0ANkdWEPm84uIynKtZef+nMrjK9zNPrNYHZ8cCQy2OrIxbWyBgDbWy6vfbnqcGzv8IVFWTSHO7Kf00L+t54QQ20itwg4/ixSzvWam/NfafmExu7b15zxubdPgKl0eZ7lklvUzxBV+LHrsyzGFSlT8AreB0+9HThZXUlF1gFC87NPOA4dXjh8NLovjst5/fiCqcnDQOTvv0oDbhFq4ZN7Zl5Mfl0VgpCAAl9j/fl/z61n9BtGat4jaDCDqPIqo82iijqe7DgI4yxBya4FUxn3ea1anRQ+4G5FuP8wa7OBNmNiMFfx/e2cC3lS1tf/VQlso0DLPg4DMoyAoiHARvSDIKIIDk/hxr4CC1+HP/Xs/RFFBEHAArggiCsJVUaiCCCgzCoKCA4PIJIKACBda5pZ2f8+7d9OmaZKmbZqcnLy/5wkhye7Jyjln73cPa69lXLxTLplH0rHcfS8C9IWql4QruFexeux2L2I66MRum2NWOaySSstX/nvYDPhxjZ0H/L5ElcYKE1JbYeJtxZNm8mDxYLM60PVlnT3C7xGM2QkgYQbSWmV49QVygv/qBZO5BIN9aL6D0tcbLzydK95LULY2I3Oug9B9BJ1d2Ddne6Dz8DCqdpPI9beJ1O4kUrFpziv0zpP8B6JENk4SOXvYuKE/8HHuFgxCXevrpkf5x4Adg1tcRyy2wAsAj99z+b1954nU6yxho/WpySJvdTK6V6WlhGRaSkeGgm5TzeKML1qPbaODl5nB/qp/ifz5s8g7Xc0Czx3jjbdIQUzyF3BaQZI/OOgPID+lp7moU764xEbn89T7kuIFg8EfPzSD/T92Zb4P4YR7UPP7RX7f4eTinctALRCi6FjzKFHR5KfdPNX7rCtWoouVNy6Ex3eYB1yWEIisstMkADoJEHZPK4SOAT/29bUcIrYhx5nr9M7Z0JVZrwvEAd4WGPzriYD0ZwQH9OpCGOBcu4HC015EuDeWrGpyKOOzo1tFekzPU7TboAAX13e6pw/464gMWW7qXm6pc4fIiK0im6aZwFLoxM+8WeTWJ6RQu8cyIhgjEE+ryJ+lvJyTU1JStqfVlzSJ9D2CcWqKSaPITgAJI04mXZWklAhdRxpVji94rT/5kwnACr1PPp+5wtmgh4nLUuMWsw3OH0HZoPvw/stphRUrytj/j+1H8CrEY814kdiyJuAqjoGHa/vlbpIfIGbPgKUiJUJ8W1Zutf7e97Jel9RrZuCPv8NEwPmTpn1Fuj08csJxf9gFj3EHqoi0HWWCFSJjwtt3itw1zcQtCAXQp8NkOCbNHItbCKicG1BXEZsJ2zew2o8MEgjWjPhRGPg3H+C/SX7ch4c3Ge9bX7BbnzNE4KA/QGBPzOe7Tur/V4grol/neY+QtzQ5iNZ5eL1x30d+WMxyOlb0EcSlxUCR69pnzrTHV/VfoBavs67pv7X3m+aYicdEfv3KuB79utnM4v/+nXlgLxImAbAF4PQv3l3TIXLoFNllhdCXc+iuc4bGvWhJ85Came/D7c+XQX+o72/PzV5EeEhASOEyt3upyB+7RfotEClfXyzNmYMi72LA/7tI2bpmhT8/HeCooiK3/ctElIaHzqH1Iusn6JWBLt2myJKOp6XyluekgpzJ+JM/pIwcbzNObvAUwRhuuMe2mUmVY9vNaiM8T8K5E2CFHNwkYEDbP/rOLL9WiS8i0YXzse/cm9bDOwftF1b1UdccIL4HJsIxqZ++muf3oGw+af0sc0y0W5h8xgPegJdOmxRxeIDyjdK9AG4zk9UfP+Re87FF4dQekbIh7KrtD60vVNhcMzzEaeUaA65378r5e8NJ63HuUA+W/t0MdJH1AZrUeaK1t4dgwL/iKZHtc8zr7q/lb3ELcZ9wDKzyIw4WFgGR2njnQil017S8TfJjURH9d9Rp3Hun9+XOJjveh2nW13oO+gMA0mE4p//YuP+0tJu0Nm/pP3IK1IJZdIiqA+x/u2GQSJO+nvPWpzeYHvcH5QZfOxaYbGjW3zyAu0kAeAHkhB1XCP3ZOfN1NSGU97fnZS8igthVbiGyeIiZWJpzm0iP1009sSLoOMOlHys7ZdPd9vy14oVO9MAEkd1LRFY+bdI1LugtN7i5Y8rLf6XCltEi1UqJ1OtqOg8YcOhB/jazXcDdih+Cb4VjJyBYecyJJbT+t7OXC0DrEYB1oEjhWJFrlzL3eGPCHyuB8JTz5D4fDK2HByAe2Id8Ldm0FwhChkkAxB04tds8vp6ewxfacBsQtb7gtR4eo/0Ximx82UxqY+UfE/33vGtNr5G0NLP17tu55prBExGLdf4AASH/tiE9qO8E4+n4ZnvpcvMISWhfTSpue8nzJD88SdHXdgzy//jJ5eARIpWaGq8ibCnApICnBTt4YdjtPtwTGlrPQX8B4yn/JVxp8D7ygfrcGchxbyxm306LRMeJNOtnXPjhMu8LOe0Pyg15ifbqOglw7qjI5lfSG74wXCH0V8TcvK4mhAPIfvD3jWZlCWmM8PzbVpHOL4oUjhFLDvjL1TcD/uLl/fsd8BRBxgasHq59QWTbbPO2azHH/YNzBW+ca5ezldA2Vmtl4k6gk1GqlsjrTXMIthRjPHvsBIMXhhWB0/p0MOCPr27c9+Gy7GubEEytx+oqAonhgdR1F8+IHFpnJgD2fW62pIXbNiBqfcGDSbC/jDGD0iV/Mx6iszuYgJBV9SYS6wz4P3s8PWNWhEjPmSbooj+Bp0jbR0Qa9UoP6rtMb7Ft5naS/4xU2DJK5OdXRM4dyUzxmFGgoZlkrNne3LOOhcXqbbzHWcCCgZ3uwz2ho/Uhmu8kNPCW/9LxHj5HOf8EyEin3zwT8MPXAX9Bzrpi5RTPua3gyBXcqLdvZe24QuiPc+i6muAI9uY8C2mhxigoFC8nMnCpyK1Pmtdwp5t3p5l0sgKnD4i8061gB/zOFIk3+4BzAtuGMOCPiTfBuf7y/0UGLBH55xGRkVszVycQTKhwlOmMajxsaUIw0UX9TEDQYJMlU8hmMwDLwzFynKBFhysvxyaWI2haj0HBrY8XbJtQkDpVrIz5u17/NvnEfcGOk/zU+sCA1LXD1prtcedPGK3fMV8sM+Bf/ljmgB8pKf094HddaMOkR///mAl8t5P86cDzFgN+vXXoQZG+b4s8uV9kxBaRrpNFGtyV1ZPY030Irz9HPwvxBYJNWvhpPVf6C5Cc8l/idsDnKNemdhnvB0OU/N0Jvn3x5XNiC8LdXc2f+NOt027gHCDFDValsQqAuBLIY480kNd3Cv6A/8JJkXIN0gf85Qr+e33tVCMQUJtHfcuV7S3YEqIRb37VrL4s6CUy4GOTbjIYuAsilhsXPbS92B7x8woGLwwj/Kv1V3zXegR0swu+BiS16yS/v6DWe6dsHZH/WSOSMNzEvcLeduzzRxsfrH3+GPAvG2WCbiPmUK9ZmV6vBU2REibzU070fUeksY8LcZ7uQ2gdshFse1Nk2WiThcKRjSDUtN5x3ZAtJYS0noP+AsQv+S//2GOiYf7wvsiVc+ElinRX8y/+dOu0I3U7i/x9g7nfTvwg8t7dZgW7/VO+DWz9yen9xqUfA3640GHA7xyUqyDxtf1ATITcnBdvnVEE8VrQ20y4IFghYgwE6vfm1kXPMbA/c8hkU8D/8YxtGF7dk8Nk1TIM8YvW/7kvPbr2ovDTesBJfv9BrfcO9vkjeO+mqSLrXhT59u30gL7z85YNJz9gBRgTD4iqjwF/79kiTe8J3Pf7qkG+TAzkdB9ia8Gdk0wMkq0zRT57wvx+pE62sjt+aopJlYy0hwhYiLZa//+Amy2O1tZ6DvrdMHPmTP1ITc2fO0ae818mXzJReTHYP/pN5vtx1USunjO5eMNFFP0Z6IaQnCh1ncjQ1cYdC252CPyDOthnjnFFzeIOFidSECsof/5iojBDJBDZevCngR0AF2Tn21NnFFuRhnwmMr+nST8GD4dBnwSuA+aLix7iGHxaTOTKWe/HKl7RpCpDcLJwGrSFMXnWeqzq7/3UpNv77evM9+OqilxNDC+t5yQ/CSSYsO7wlNnn//Ewo/NvYp//AuP1Fwith+4gowAyLGHAj35GoIMJ+6pB/tIqxA9C3CRMACBT1+f/z6z4txkpltH6ZaPNwg9SPWKAjwn9tBT3x8MEBuwPEa3noN8NI0eO1I+kpCSJj897jl3n/JcRkiatnVJhbEurL0ois+a/RGf3u3dNrl0IPsBem/pdRVoMMbltf/4s/ESR7mokkEQVEen+qki1m0x6G0SaRtCfGx8S2T47f+5gOaV4wWARLu54XaGxyCAM+HNwB7ZL57tCQ5EHV4i828PMos/raiY8sPewoPFlDzXiGDhSoGJgX7qWSJla5hl7HfVzLZGY4ua6vtqYq5ZhQq613rGqj87+5bOZWl+3iwnMB8+XcNV6TvKTQHv4/W2dyPv3Z+oOAmPuX1WwWo/+xaePmEj3qPvYTti4j4SFhw0G/rc/ZwbM8LaAyz9W09s9JpbQ+sv/Fdk0JXs8gnJ1TWylsunPiFmECdrpzUNG6znoL0CQ1xKpehIWzZJnouZL5YhM18/jqrSMTxkkd985UAp9v8B0AODa6qBkDZGWg01eTefVrnAVRbqrkUDT/D6T8hLpseC+vebZ7GXyE53VXYoXzPYjYE6FJmalO9AD/mC3M9hviYH//B7GbR6BlrC1AR4YBYkvQdNAp3Eirf9mBvbe4KplWOGL1vfp+qAU2rU4+6p+fDWRFoPMQEPnXg9zreckPwk0SCn5P1+aff6IZq+D6RWw1kcVNbG6MOBHYDxE0w8GwdIqDPxvGysSGSWy4SWRL8eZFfP26UGVC4oLPrrZIysBAj8iRbIe3FfxvJ0xhLSeg35fuHhRpJCbC4b3ihTJWs6FLimbpXP0a6JcZoAqRvxX3oh+VSKWzxK5lr7PDzd/nS4izQeK1Lsj8wa7dElEOf19jU4iw74ROfaNCeRTpnpmihfXsq6VLDY28/XlyyYQhYOUFCl05Yr5HVFRIsWKeS7rinNZHMPb1ojclIW9sBtcvZrVvhzKyjUvLjdFi2ae3+Rk/dv9Utb5PsmpLO4dR3mUQ3lPxMSIFC6c+7I4BzgXnq5xdHTmuXQt64pzWVwzHMcTjmPntmxamvdr7FJW35eewDnAuQCoE6gbuS1boqbI/ctEZrXMrKdZQF2LEPl8jEi1v2Rv2D21Eb+sEPlkWPaZYUdKnDYjcIO4bVM0uB9xXzpwrveu19i13vvaRqBjU+M2E2Dv4h8ixSqIVL3J/EaHXXlsIyJx/3q6xjHlRR783Oztx2TL211E+n1oVtPdkZt671oWdenwWpE148UnyjYRuRYhcu1izm0E2umec0TWjBW5gFUAN4O2vLYRnu4LEjS9z1nr54ikpP8NOvq1bxdpNlCkVkeRYsXd188sWo8VwooidTtmtjN51XvXNgJYSe8xyV+xlZyMPSWq7A0il69YT+/xvvNvsZreu7vG1HsvZSNF7pwpcnC9SPL53Gu9pzbCk9ZjwA/g1o4Bv7c23ZPeu7vGedF7xwQjXO2R1cBBiUoit4037RC+oyD0vvUocy4RW2Ht8yLJV0XaeFnxz6/e//GL+MRNo0WqO63OO997rm2EJ63H+es8MXOSKC9thL+1XhGPJCYmoqaoRFNlsj+6ds36B7GxWT+PEKUeK67UMyWUGhfn+fFIMaXaRisVG2H+7sYbsx63Rg33349Hw4ZZy+K1p7I4jjP4Hk9ly5bNWrZDB89l8budwXnxVNb1luvb13vZCxcyiqYOHOi97KlTmccdMcJ72cOHM8s++aT3srt2ZZYdN85r2ZSvv1YJCQkqOTlZqcmTvR933brM486Y4b3s8uWZZefN8172ww8zy+L/3sriWA7wHd7KwkYHsN1bWfx2B9u2eS+Lc5pO8s6d3sviWjnANfRWFveAA9wb3soOHpxZFvdclnpTyHv9dTweL67U34spNSRWqXuLKtW7qFLD6yq1+hmlNrys1NY3lbqxmFL1Cyv1pLd2IV6pqQ2UKlfGs70h3Eagbpxo2dL79QBJJ5Sa0dqckyeKK1UuMsc2Ql9HX9uIR+9TakBs5nkfW8LzNXkmzrTlEXloIyLS76HGhc3zN1syy+axjYAmaW1KTMx6DUhw9N5XrR9dXKn20UqViLBFXQ53vV//8stG6wH1PvT13letH1HMaMc9RZXqUUSpzjFKdYhR6sFmSn03X6ndCUodWKtU7VjTL/DWLkDrU6+ZOujJ3oC1ES2zalVEAPV+49TMc/KXGM9l86r3o/sq9aCT3nvrf42t5FnrvbURrlqP16gPDvLQRvhb67nSX5BULyQS70N062VXRI5YI4cjIcSFEhE+losUKeH65kmRr17NfNkNs7hOs/DeUrxUKizyp4Qv2NaE4H7jm4sUPy8yJFZkwSWRk15WF3zh/EmRtS+IlPpMpHRhkWtKZFuyyB+pIr2KGvl1rA5o0l32Vl5xv2UvJ/A3zu17ek5kEoZa/8llkV+p9YSEtNaXKyTiNnvuYbNP38EAH4ZYjnRuliAieGORWx83e/y/GCvSIUYEMrnGiyeKryArw5fPiZRcLVKysEiKEtl/TaRBYQ9ajxX5tiLq4/xrvQWJwMg/2EZYFUcgv8TjxyUuLi737v17l4os9yEi5V0zRRr09s1115W8uu66cc9JSUmRVatWSefOnSXKgu79KRcuyKrPPsu0z4Lu/SmFCsmKVauka9euEoXrYCV3P3fX2GLufilXr8qqhATP1zjQ7v0A+28/8CGi7u0TREpeZ1wDryaZyNtw5029lP76vMjFsyKJv4mc+zX37YIzXtqIbNfYj21ENvLQRsC+lQkJ0uWOO9xfY9fjnjsp8sG9Iid2isTEifRdZNIF5rbeIyvKD3NFvno90826XneR9k+bGCoArpjZ3PGriNz+gkjtzv5pT5zrfR5dgs+cOSNla9SQxMRE99pEAqv3edX6IOl9tjYCUO9zVRbncMXatdK1e3djn8Xc+91eY+q997K+an27MekZNpJc9P680ZYreJ1k9vD7kn7z7rkite70/LmHNsLtNQ51vd/0msiaZ8z/Wz0s0mFs1oG5r/U+8ajI1mkmMDpG45hsb3q/SNt/mG1SnrQeW++u7+K/Lb/51Ht/az1X+n0BN6TzTemtnDNl0juSOYFy3o7vXClzIjdlnRsRkJIiqbjpYItr5XQt6w3njpE/y8bEeLbPTdmMRj0nICoOYclvWecKnZvj4vfk9JvyUhbi5ugQpNvn8Ry6lvUGGiZf6kRuy0ZG+n6N0ej6elyIRF7L1rvNt+i2bR/2LVjL4U0mJV9+2wVP9d7bNXYtmxO5qfe5KJuGeuHLNQYlK5oo/ov6mfgCi+8Vuf9Dketu8a3eI2ryD++b/YKO/YpVW4n89UWR6jdlLXvDPSLN+uQviJg/2xNP9d5bp5oEXu/9pfWB0vuc2gjqfc5lofXOsR+spvc5XWPqffayvmr9bWP8q/WI5u+rvc71Pqdr7Fw2VPT+1tEiMbEiK54U2T5LJDJCpMtElxV5L/X+4mmRjVNEvp2bmW2nYS8TNLDs9b5rfUFoeF7aCD9rvQ/+aCTfqTAcLiNuG5AqlknlQAjxEt1W41qX8xCdle1C7ikSJzLgY5Ga7UWSL4i8d7fIwXWZg3p0rn76yDzjtYNDG0y6xU9GmAF/yeomUvJDX2Qf8LtmCindRj9bJeousTCs04SEPtR6a9B6mMhdr5j/f/OGyIqnjLeCN62HJ+X6l0Rea2b+BgP+mh1Ehq0T6fdu1gF/GGs9V/oLEqZtIsQe+DN9FtuFvBFdzKzw47ztXy2yqL9I20dMrnPXa9J2tMihdSK/rDTvxcSLtH9CpPXfRaJysdpIiC+wThNiD6j11uDGoWaP/6ejRLbPETlzQOT0vuzXBB57F/8U2TBZ5NJp836l5iK3PytSu2PQzLcqHPQXNOGaa5cQu+HP/NFsF/IGchv3f0/ko6EiPy8X2TQ1exmcT5xXgH18rR4S6fBPkWJlAm4uCSNYpwmxB9R6a9BikBn4Jww3k/iu4Hx+9GDm69K1jBs/3Pkde+5JFjjoDwT+bEAIIcHD4Q62O0ma5dcdLL1d0JF7LyAHdwXj5sd2wTuFY0zgo0nXiVzzFtipiMjfNoiUrx9I60g4Q60nxB5Q661B0/4iq54WuXzWc5mISJE7J4u0HCJSyMf4F2EKB/2h2IAQQuwB2oGatwbbitDj2HbvA35w7Ypx+xMO+kkAodYTQlyh1ucNTJR4G/ADlSZSrj4H/D5A/wdCCCGhBVZL/FmOEEIIIdaCWu9XOOgnhBASWsA90p/lCCGEEGItqPV+hYN+QgghoQVTIRFCCCH2hlrvVzjoJ4QQEt75lAkhhBBiLaj1foWDfkIIIaGHIxVSXKWs72NVAO8zFRIhhBAS2lDr/Qaj9xNCCAlNmAqJEEIIsTfUer/AQT8hhJDQhamQCCGEEHtDrc83dO8nhBBCCCGEEEJsCgf9hBBCCCGEEEKITeGg3w0zZ86Uhg0bSqtWrYJtCiGEEEIIIYQQkmc46HfDyJEjZc+ePbJ9+/Zgm0IIIYQQQgghhOQZDvoJIYQQQgghhBCbwkE/IYQQQgghhBBiUzjoJ4QQQgghhBBCbAoH/YQQQgghhBBCiE3hoJ8QQgghhBBCCLEpHPQTQgghhBBCCCE2pXCwDbAySin9nJSU5JfjpaSkyKVLl/TxoqKixGrQPvvbSPvsbyPts7+N58+fz6JRxFp6b/X7x+r2hYKNtM/+NtI++9uYEmZaz0G/Dye7WrVqwTaFEEIIycKZM2ckPj4+2GbYAuo9IYQQO2t9hOJSgUfS0tLk+PHjUqJECYmIiMj38TCThA7F0aNHJS4uTqwG7bO/jbTP/jbSPvvbmJiYKNWrV5ezZ89KyZIlg22OLfCn3lv9/rG6faFgI+2zv420z/42JoWZ1nOl3wuRkZFStWpVvx8XN5YVby4HtM/+NtI++9tI++xvIzSKWFfvrX7/WN2+ULCR9tnfRtpnfxvjwkTr2WMghBBCCCGEEEJsCgf9hBBCCCGEEEKITeGgP4DExMTIuHHj9LMVoX32t5H22d9G2md/G61uX7hj9etjdftCwUbaZ38baZ/9bYwJM/sYyI8QQgghhBBCCLEpXOknhBBCCCGEEEJsCgf9hBBCCCGEEEKITeGgnxBCCCGEEEIIsSkc9BNCCCGEEEIIITaFg/4AMXPmTLnuuuukSJEictNNN8m2bdvEKkycOFFatWolJUqUkPLly0uvXr1k3759YlVeeukliYiIkMcee0yswu+//y4DBgyQMmXKSNGiRaVJkyby7bffilVITU2VsWPHSs2aNbV9tWvXlueff16CFcdz48aN0r17d6lcubK+lgkJCVk+h13PPPOMVKpUSdt7++23y/79+y1hX0pKiowZM0Zf42LFiukygwYNkuPHjwfMvpxsdOXhhx/WZV599VVL2bd3717p0aOHxMfH63OJdui3336zhH0XLlyQRx55RKpWrarvwYYNG8qsWbPESu3ylStXZOTIkbrdKV68uNx9993yxx9/BMxGkh1qvb213up6T623n95T6wvexgthovcc9AeADz74QB5//HGddmHHjh3SrFkz6dy5s5w6dUqswIYNG/SNtHXrVvniiy90I/fXv/5VLl68GGzTsrF9+3Z58803pWnTpmIVzp49K7fccotERUXJ559/Lnv27JGpU6dKqVKlxCpMmjRJ3njjDZkxY4ZufPF68uTJMn369KDYg3sL9QAdZHfAttdff103ut98840WCdQZNHrBtu/SpUu6HqNjheclS5boxhmCZqVz6GDp0qW6bkPsrGTfwYMHpV27dlK/fn1Zv369/Pjjj/qcYrBkBfvQZq9cuVLee+89XWcw8ECn4NNPP7VMu/yPf/xDli1bJosXL9bl0RHt06dPQOwj2aHW21vrQ0HvqfX203tqfcHb+Hi46D1S9pGCpXXr1mrkyJEZr1NTU1XlypXVxIkTlRU5deoUpoTVhg0blJU4f/68qlOnjvriiy9Uhw4d1OjRo5UVGDNmjGrXrp2yMt26dVNDhw7N8l6fPn3UAw88oIIN7rWlS5dmvE5LS1MVK1ZUL7/8csZ7586dUzExMeo///lP0O1zx7Zt23S5I0eOqGDgycZjx46pKlWqqF27dqkaNWqoV155xTL29e/fXw0YMEBZAXf2NWrUSI0fPz7Ley1atFD/+te/lBXaZdSJqKgotXjx4owye/fu1WW2bNkSFBvDHWq9vbU+FPSeWu9fG62m99T6/CNhrPdc6S9gkpOT5bvvvtMuSw4iIyP16y1btogVSUxM1M+lS5cWK4FZsG7dumU5l1YAM4E33nij3HPPPdot54YbbpA5c+aIlWjbtq2sWbNGfvnlF/36hx9+kM2bN8udd94pVuPw4cNy8uTJLNcZLmFwlbVynYHLWMmSJcUqpKWlycCBA+Wpp56SRo0aiZWAbZ999pnUrVtXr+qg3uD6enNbDEadQd2GKy/6CevWrdP1B7PvVmiXoStYDXCuJ1hJqV69umXriZ2h1ttf60NB76n14af31Pr80zZM9J6D/gLm9OnTeo9VhQoVsryP12jsrAYqKNxa4L7WuHFjsQrvv/++dq3CvhercejQIe1OV6dOHVm1apUMHz5cRo0aJe+++65YhX/+859y77336kYCbonoqOA6P/DAA2I1HPUiVOoM3BCx5+++++6TuLg4sQpw6yxcuLC+F60G3J2xhw57drt06SKrV6+W3r17a1c1uK1ZAbjDYl8f9vhFR0drO+Ea2L59e0u0y6gLsMu142nVemJ3qPX21/pQ0HtqffjpPbU+/0wPE70v7HdrSUiDGfZdu3bpmWGrcPToURk9erTe5xLIPUC5qaCY+Z8wYYJ+DZHFOcQetcGDB4sV+PDDD2XhwoWyaNEiPRP8/fff60YFe7+sYmMogpnXfv366ZlhdAStAmaFX3vtNd15xoqEFesM6Nmzp96nBpo3by5ff/21rjcdOnSwRCcA++sw+1+jRg0dCAjtI+pMoFcgrdguk9DGiveU1bU+FPSeWh9eek+t9w/Tw0TvudJfwJQtW1YKFSqULcIiXlesWFGsBIJWLF++XLu1YLbLKqBRw2xhixYt9GwmHpghRPAX/B+rK8EEUWcxQ+hMgwYNAhqZNCfg9uVYAUAUWriCoQG24mqKo15Yvc44OgBHjhzRnVSrzPqDTZs26ToD1y9HnYGdTzzxhI4sboV2ETZZtd5cvnxZnn76aZk2bZqO+ItgYmgf+/fvL1OmTLFEu4y6AJfyc+fOWbqehAvUevtrfSjoPbU+vPSeWp9/LoeR3nPQX8DAHaNly5Z6j5XzzBdet2nTRqwAZi1xoyHy59q1a3WqFyvRqVMn+emnn/SMteOBmXa4q+H/6GgFE7jguKbWwF4gzBZaBUSgxf5SZ3DeHLOwVgL3Hxox5zqTlJSkI/tapc44OgBILfTll1/qFCpWAh09RMh1rjOYsUaHEC6pVmgXkZ7GqvUG1xePYNaZnNpl6Arcd53rCc4nOlJWqSfhBLXe/lofCnpPrQ8vvafW55+UMNJ7uvcHAKSCgFsVxKt169Y6fybSMDz44INiBeBKAlewTz75ROeIdOwPQUAV5KsMNrDJdc8h0rqg4bXCXkTMoiMICNz9IAzIyzx79mz9sAqYvXzxxRf1bDBc/nbu3KlnNYcOHRoUe7DH68CBA1kC+kCsELQENsId8YUXXtD7JtH4Ib0LhAy5S4NtH1Z6+vbtq93pMCOL1SdHncHnEDkrnEPXjgkEAx2sevXqWcI+dEowk449cx07dtTpcpCOBil9rGAf3A5hI9pAdE6w4jh//nxdb6zQLuP5oYce0voCm7Hy9Oijj+oOwM033xwQG0lWqPX21vpQ0Htqvf30nlpf8DZ2CBe9L5BcAyQb06dPV9WrV1fR0dE6rc/WrVuVVcBt4O4xb948ZVWslsZn2bJlqnHjxjrVTP369dXs2bOVlUhKStLnC/dgkSJFVK1atXQqkqtXrwbFnnXr1rm95wYPHpyRymfs2LGqQoUK+px26tRJ7du3zxL2HT582GOdwd9ZwUZ3BDqNjy/2zZ07V11//fX6nmzWrJlKSEiwjH0nTpxQQ4YM0SnXYF+9evXU1KlT9b1plXb58uXLasSIEapUqVIqNjZW9e7dW9tNgge13t5ab3W9p9bbT++p9QVv44kw0fuI9C8jhBBCCCGEEEKIzeCefkIIIYQQQgghxKZw0E8IIYQQQgghhNgUDvoJIYQQQgghhBCbwkE/IYQQQgghhBBiUzjoJ4QQQgghhBBCbAoH/YQQQgghhBBCiE3hoJ8QQgghhBBCCLEpHPQTYmHeeecdKVmyZMbrZ599Vpo3b56vY/76668SEREh33//vR8sDN9rQQghhPgL6r11oN4TO8JBPyEFzJAhQ7Touj4OHDiQ49/2799ffvnlFwk0hw8flvvvv18qV64sRYoUkapVq0rPnj3l559/llAE5zshISHYZhBCCLEx1PvgQ70nxD2FPbxPCPEjXbp0kXnz5mV5r1y5cjn+XdGiRfUjkKSkpMgdd9wh9erVkyVLlkilSpXk2LFj8vnnn8u5c+fEqiilJDU1VQoXZrNGCCEkOFDvCx7qPSG5hyv9hASAmJgYqVixYpZHoUKFZNq0adKkSRMpVqyYVKtWTUaMGCEXLlzIlYvZW2+9JQ0aNNAz9PXr15d///vfWT7ftm2b3HDDDfrzG2+8UXbu3On1eLt375aDBw/q49x8881So0YNueWWW+SFF17Qrx0cPXpU+vXrp+0rXbq0XhmAK6HzikevXr1kypQpuiNRpkwZGTlypO5kOMB31KlTR9tWoUIF6du3b8ZnV69elVGjRkn58uX15+3atZPt27dnfL5+/Xo9o4/OScuWLfU53rx5s8/ujujgdOzYUWJjY6VZs2ayZcuWLOVw7qtXr64/7927t5w5cybbsT755BNp0aKFtq9WrVry3HPPybVr1/Rn48eP1ysnzn/XrVs3/Z1paWk52kkIIST0oN5T7wH1nlgORQgpUAYPHqx69uzp9rNXXnlFrV27Vh0+fFitWbNG1atXTw0fPjzj83nz5qn4+PiM1+PGjVPNmjXLeP3ee++pSpUqqY8//lgdOnRIP5cuXVq98847+vPz58+rcuXKqfvvv1/t2rVLLVu2TNWqVUuh6u/cudOtTceOHVORkZFqypQp6tq1a27LJCcnqwYNGqihQ4eqH3/8Ue3Zs0d/B+y/evVqxu+Oi4tTDz/8sNq7d6/+7tjYWDV79mz9+fbt21WhQoXUokWL1K+//qp27NihXnvttYzvGDVqlKpcubJasWKF2r17tz5eqVKl1JkzZ/Tn69at07+jadOmavXq1erAgQMZn7mCckuXLtX/x7nG6/r166vly5erffv2qb59+6oaNWqolJQUXWbr1q36HEyaNEl/DrtKliyZ5Vps3LhR/z6c64MHD2obrrvuOvXss8/qz3Hu2rRpo3r16qVfz5gxQx/jyJEjbm0khBAS2lDvqfeAek+sCAf9hBQwEC+IXbFixTIeEB13LF68WJUpU8bnTkDt2rW1iDrz/PPPa/EBb775pj7e5cuXMz5/4403vHYCHIIFwS5RooTq2LGjGj9+vBY6BwsWLNCCn5aWlvEexL9o0aJq1apVGb8bwurckbjnnntU//799f/RYYGIJiUlZfv+CxcuqKioKLVw4cIsHQ90CiZPnpylE5CQkKBywl0n4K233sr4HJ0MvIfOCrjvvvtU165dsxwDdjtfi06dOqkJEyZkKYPzgk6ZA5wznMMxY8boc+P8ewghhNgL6j31nnpPrArd+wkJAHDxQvRcx+P111/X73/55ZfSqVMnqVKlipQoUUIGDhyo3cMuXbqU4zEvXryo3fIeeughKV68eMYDbnl4H+zdu1eaNm2q3dEctGnTJsdjwy3v5MmTsnDhQl1+8eLF0qhRI/niiy/05z/88IMOTASbHd8Ll78rV65kfDfA38Ct0QHc/k6dOqX/j32EcCWEmxx+N77L8btxDLgFws3QQVRUlLRu3Vr/JmfgwpgXcF6c7QIO2/AdN910U5byrucN5wAufc7nftiwYXLixImM34HfBnfHSZMmSY8ePXSwJEIIIfaFem+g3lPvibVgBAxCAgD28F1//fXZ9prdddddMnz4cHnxxRe1iGKPGkQ9OTlZ7y3zhmMv4Jw5c7IJlrPw5hUIfPfu3fUDHYvOnTvrZ4g3vhv76iDcrjgHLIJwO4O9dY79bTj+jh079F691atXyzPPPKNTFDnv4/P13OYFZ9tgF8jN3jucA+zp69OnT7bPnDtdGzdu1NcD1xv7/xh4iBBC7Av13kC9p94Ta8GVfkKCxHfffadFZ+rUqTpgTt26deX48eM+/z0C4SBwzKFDh3QHw/lRs2ZNXQYBf3788Uc9I+9g69atubYVIomgQVhtAAhms3//fh10x/W74+PjfT4uBPH222+XyZMnazshlGvXrpXatWtLdHS0fPXVVxllsRKADkLDhg2loMF5++abb7K853recA727duX7ffjERlpmtYPPvhABxBCR+e3336T559/vsBtJ4QQYi2o99R7QoINB/2EBAmIBYRt+vTpWsgXLFggs2bNytUxMPM8ceJE7T6I/L4//fSTThWEKMEA7mUQcLih7dmzR1asWKHdz7wBd0RE5v3oo4/038Ctb+7cufL222/r98EDDzwgZcuW1a83bdqk8/xC6BB9F+l+fGH58uXabnzfkSNHZP78+bpThNRBmM3HishTTz0lK1eu1HbgN8CNDisjBQ1+B74X5wqdnRkzZujXzmClAjbjGiACMlwE33//ffnf//1f/TnOA34DXP0QiRjXZcKECXnqhBFCCAldqPfUe0KCTrCDChASztF8p02bpgPBIOhL586d1fz583WAmbNnz/oU2AcgWEzz5s1VdHS0jnbbvn17tWTJkozPt2zZov8Gn6McAup4C+zz559/6ki6jRs3VsWLF9eBaZo0aaKj+6ampmaUO3HihBo0aJAqW7asiomJ0VGChw0bphITEz3+7tGjR6sOHTro/2/atEn/Hzbj9yMq7wcffJBRFsGIHn300Yzj33LLLWrbtm0ZnzsC+zjOVW4D+zj/fhwD7+GYDubOnauqVq2qbevevbv+/c7XAqxcuVK1bdtWl0GQotatW+toxQh4hMA/uKbOwY/wexCMCVGWCSGE2AvqfSbUe+o9sRYR+CfYEw+EEEIIIYQQQgjxP3TvJ4QQQgghhBBCbAoH/YQQQgghhBBCiE3hoJ8QQgghhBBCCLEpHPQTQgghhBBCCCE2hYN+QgghhBBCCCHEpnDQTwghhBBCCCGE2BQO+gkhhBBCCCGEEJvCQT8hhBBCCCGEEGJTOOgnhBBCCCGEEEJsCgf9hBBCCCGEEEKITeGgnxBCCCGEEEIIsSkc9BNCCCGEEEIIIWJP/g+3tTKgEdslyQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(12,5))\n", "\n", "# Baseline\n", "axs[0].axhline(pbdw_on_abs_err['baseline'][-1], color='red', linestyle='--', label='Baseline')\n", "axs[1].axhline(pbdw_on_rel_err['baseline'][-1], color='red', linestyle='--', label='Baseline')\n", "\n", "# Drift failures\n", "for failure in ['drift', 'hard']:\n", " axs[0].plot(pbdw_on_abs_err[failure], marker='o', label=failure + ' Failures')\n", " axs[1].plot(pbdw_on_rel_err[failure], marker='o', label=failure + ' Failures')\n", "\n", "for ax in axs:\n", " ax.legend()\n", " ax.grid()\n", " ax.set_xticks(range(0, len(failing_geim_on.basis)+1, 2))\n", " ax.set_xlabel('Failed Sensor Index')\n", " ax.set_yscale('log')\n", "\n", "axs[0].set_ylabel('Mean Absolute Error')\n", "axs[1].set_ylabel('Mean Relative Error')\n", "\n", "fig.suptitle('PBDW with Failing Sensors', fontsize=16)" ] }, { "cell_type": "markdown", "id": "3406e46b", "metadata": {}, "source": [ "Let us plot the reconstructions" ] }, { "cell_type": "code", "execution_count": 52, "id": "1d34b0da", "metadata": {}, "outputs": [ { "data": { "image/png": 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AYmh4rfdKdu01pGNqn/RO6JepnUPSlRLpTraZoMa596w7mNXP683uk2k/1s/Va8/JRuxLW499Rfy+Rhhv/msZcFc7s7kVWxo3ek/aIAE3P5/o0JZHum/r/fffX3DRVj/W9sBe9H7n8UpXqdrjdRav3rSVsZMWt/aCsBfdm1Zvds+f973vfeb/epHYWrRokWntpLOL1cDAgOfr2K+jVaQ32F3GNtlEutZYUDAmd0k7f98AoIVtsskm8txzz5kJUvZ2wAEHyAc/+EHzZ3drR21/rO8Lttpqq4adcytyB7MaGumtpyN3AV7v18+b/VUdAWUlAWs99q6NCme9Gnaw10zMtZs6XYepRi1WP9u/a42+vsQetM1RJ1di+fLlZiKVDVztilldEavnoJ2o3J0s/NTJfrFyFgCAOJryXsksflmS3e9Ip7kIvKJ3UIk30DaYdYdE+rF7ZV8tV882ciVtNW2OzariEIumsNocBy1Cqp29XO57EDSIaNZVs168/q5FdQUtq2frZ/bs2aYt8Pbbby877rijXHnllWYP2COOOMJ8/rDDDpM111xTLrjgAvPxV7/6Vdljjz3ksssuMytjb775ZnniiSfk2muvNZ/XWcj6+ZNPPlm6u7tNgfiXv/xFrr/+ern88svz++ToqhwtOnWW73//+1+58MILzfH77befOUZnEB944IHm9fS59XlPPfVUc6FZLyorff0rrrhCzjvvvHxbY121q6+5zTbbSKtIds+QTM8kSXWP5sdkDWcBAPGiF2mdq2def/11E6JOmzZN1llnHTMOzpkzx4yplt1LVh/77rvvmo/1gq6uqNELuptvvvm4VTrKfb9eDL711lvN+I76rZp1B7MTOwr3NwyrVm32QNZr9aGzTqWtcfl62n1/FGuxWqygjcoqWlbQxr9OHh4elhdffDH/Zx2vdUyeOHGibLjhhub+r3/966abhdarc+fONfvd6uRirWWdwaxOQtaOUPqx3pTWzXqsnzrZL8JZAADiaMkLkuxfJqODnTI01CnpsWBXgXU1j5WWkVxgmxRJJxpTNDYipA3yxtvuk2MD2mKFUtA382G0OW50i+NqtFIwW69Wx2HuQUtAWx+HHHKIuZire7XqHq5bb7213HPPPTJ9eu7ioLZGcq5O3XXXXeWmm26SM844wwSh2pL4tttuK7jIq4GtFoi6Z53O4tXi81vf+pYce+yx5vN6sVhbJ2qBu3jxYvNau+++uzz88MOy+uqr559HLz6fdNJJJoTVc9DQV8/NtnX60Ic+ZM5F2xrrraenx8xk1mM06G0VmcH5khxYJtnBtvyYnPaeMwUAiDCd7OS8sKoXhpVeHL7uuuvMHu3uloXOyUhPPvmkGRd13NV2xkHo2K0dLOwFYtSfncBqQzK75c/IisDHft45addPe+NmCGbdNYEzpLOBmLOmtfUpLY1zKpnkHdVajIAWUa2T586dWzAm65Y+etMa9oEHHjD36aRkHWcXLlxowtbddttN/v73v5s/q6eeespsz6NsoOucsLXeeuv5qpP9SmR15AcAALGgM7Z0f793/7i5TH3rX9L/7Ax55en3yt/nrCMvLe2QF/rSMic11xSAzjfy+sbevXLWBrQaztqgaFFifsG+O6qWK2dLqUdQ6/XGu1RR6Zzx6/z+2HOt5o18tatogwS0pYrkUrOaw1w1W69gttbthKtVq5DWb0Bb7mJRJRcE3MV6rf4NyWYzMjQ6R5YuXRrKPnL239d5T+0tk3rbK3uOvhGZue29oZ0TYjQmL/iP9D86LT8mP72oQ14Y6JM5qTdk2eh8GRieZx7DBR8AzSh3aXEkUmOyeR7G5ZZif29mTdhbkon2wCtntY2xc0ugYp9310VeNVAzBLLlaoJy1wu8auhWE0bnrSgGtLVsVR1m7VjpNaVavF/X6z1Tu1eGfc5/W8J+Pcbk+GDlLAAAcfTIv2XJf9eV//57XfnP4lVlyUibLBnOBa3OQrJUIWSPtcJabRen1bRebY6d7YbtqlSvAiHswKnaNseNXkEbxWC2lVsd+11BS3vj8ZKDyySZqqxMSg6Ohn4+iL7Mn+bIkoUz5d3/zjRj8vx0uywZyZi/2/r3x44XBLMAUL8xOfd4xmX4p+O17ZZUqs5yB27NFsT65dwKqdgWOq0azIa5HVKr1WP296fRq2gxHmNy+AhnAQCIoTf+uo2k+1eV+csny+t9E2XeQFIWjYyaC8HO4tAZ0Jr7E/qOqHwoVKtZkFEOaYtdNLev6xXSOs8pjIvuYexD24gC028wW+9QNuqrZmvd6jjMFscAivvXI1tLemAVmdffK68vnyDzBhIyZ2S5DKT6ZGg0OuMpAABw1Tepwtpu+XBhONTqwU65UNBea1jZ4ri1g9kwQ9moB7S1am8chTbHtDdGvRDOAgAQQ4+8sYFItsesztGLwLpCZ64sNm2Jvdh9cfIBrUoWrpZ1t0KOmlqHtM5VtF4haanXDfONezUBbbWrZ4sV0NUGs6yUbdwqWj8BLatnger87T+zJCFdMm+wTeYPiswZSsvC1LvyzuhrXNgFACDinDWQjtnOcdu5zU0rhY1B3/u30vemnqFs1BHQAtUhnAUAIIb+sahbMtkOE8ouHBmSxcm+fABjWxq7V88WBLQaxiYK30S795pt5ZC2WEDrVqs367VcQVtqv9kghWbUQ9m4rJqtxypaVtACtfX4wnYZyyZl4UjajMeLUrn928PakxwAANSGnYRow0V3GOTeN7XZQzgmZAZXr9+JVp0wS0CLZkY4CwBADL20fEhGE8MmwNG2ic5Vr17hqjOgLcXrsWG9GY5TSOu1F229VRrQVrp61mu2cyXBbBRWycY1mK3lKtpyAS2rZ4HKvTiyUIZ0W4FUbizWVsYEswAAxDOgLfhcC4SyvMevXDP/XkRl9WyjA1qglghnAQCIoXmpeZJMtOfDFD+rXu3nirUcKvVY52rLqAW1tXyD3eiZkvXag9ZvMFsslI1CINssoWwtV9GyghaojfnymoyMpgvGSIJZAADiw9Y+XiFtMwZwBLLVa8bfiyhrVEDb6GtCaG6EswAAxFBaBmQkO5j/OMhMxWpnNXq1xW10YFvrVbStENCW4xXMEsrGdy9aL6yeBSrTP/yOJBLJgjGIizgAAERLqfe5rRC48T4+PM38exLV1bOKFbRoNoSzAADE0FB2uYxkah/WVBrYNiqsrVVI2ywBrVew7mfVrDuY9Qpl/QakYYaMzR7K1mIVLatny0sO9kkymarwsWOhnw+iT8e8RCJh/kwoCwDRGJNzj2dcbtWJzEkueRsEsuEjmG2sRgS0jb4eFBWMyeFjpAIAIIaGx/olkaj8TVGzh7W1CGlbpsWxo9gsFcpWGoy2UqAax1W05VbPAvD+9zkhuXAWAACgUQhja4tgtvGrZxUraNEsCGcBAEDThrVhh7Q2HG1USBt2QFtqPyVnMOteKWsD1i5pL/saaRkJ4UwR5iraalbP0toYAAAAiA7em0eT17ZATIKNXkALNBLhLAAAaGhYW4831LUIaePW1sarpXHQYNYdynYni7+VHMyMFhyrCGrjuRctAAAAgOggkI3uqlmvUNb9uWYNaeu5ejasgNbv6tk4XgNC9BHOAgCAlglqwwxpG/XmPKzVs85Vs+WCWWcrYg1bbSjbk0p6PvfAWKYguCWorR3nzyZIUMveswAAAEA8EMbGQ6lg1n1cswa0cUR7YzQK4SwAAGi5oDaskLbRbY7DamfsJ5h1rpbVULYrmQtmuxxbH6fHVjxPMinpTGZcUGtDWufzEdKGp9h+vkFX15a7WEBrYwAAAKC2eL8NlMf+s4gzwlkAAGKoIzVBkglHKlZGPVvLxGmf2jBD2noGtEFXz5ZqaezVnskrmHWulp3SvjKYtYGs+2Mb0OrxGtCa5ysR0iqC2vruUcvqWQAAACAaCGNbY9Vss/9+1Lu1cT0DWlobI2yEswAAtIBiKyXjFOTagDGqIW1UVtHar6XSdsZ+glkNYfW2bKxP+jKD+ecYymWwMrwioB3OZhyrarMF55HOOlJdD8MEtRVpky6ZnJw67n4NvouFtACA+MtmdZwtHGvRaAlJJBKNPgkAERaXwC0qglyrCHINJOxgdiQzKJnscMF9Q7Kybg5iJBvN6zOljDmuEdSLe/HCqOsc9DpJMrFyYni9ttYCSiGcBQAAvouYKAS3tWx9HFZI2+iANii/wayuhnUGszcs/LkMjxUWnWistmS7bNv+SelKFq6WdraR1p+vDWgrXT3bzK2Nk/19kpRkhY9dOSEBAOoZzCaTY5JZsaUAoiGZTEomkyKgbdCYnHs8fycQLc36/jlMYV1zcD5PrYNa3RLG1tQazM4ZelDGxphsHCWjmQXSnlxdOtqmlFwEQHvj4hiTw0c4CwAAfCtW1DQqtK1VUFttSFuPgNZva+NiLY292hk7OdsNO4NZazAzaILZG2+8UTbddNMgp44aeemll+Rzn/uc9EufdMnEfLBeIDM+oAUAxF3WBLOMydEbk8VcxCScBVpVK4WxUZjIXe7c6rGaVlfMajDLmBy9MTmbzJjrRl7XSJytkQloUS+EswAAoGpeRU4j9hkJO6itJqSNSpvjcj+nYqtmzZ+TbSaYdetuy0pXJtc6UQvObbfdtoZnjaAmJbpklfYOE6g76R7A5u3/ioC2mfYZAgAwJgNAozVbGNts7+n166lVQOtcPasYk6PJXjdy/x7o70ZYe9cCfhHOAgCAmvB6sxvXoLbakDZKAW2pVbNe7YzNx452xs7Vs4imVTtTMqWtcKVz2mzxmwtrBzMrVkZncvvPVtraGAAAAGhlzRDGNlsA28iAFtHWluzO/+yd10T07zETjNEIhLMAAKCpw1r3HiLVPVdvrFbROkNqP6tmi7UzRrys1pWVGR1Z6UrlVjenxxIyOJowAe2S4aQJ3gczo40+TQAAACA2CGKbR60CWl09OyyDoT8vwjEhtap0JHoLVjjrz0yDWvv3266epbUx6oFwFgAAtERYG9Zq2mZrdWy52xk7OVfNmpbGqax0JHPBH6JnYltGZnStbFucNiufk7J4KLeatieTNKtnq+UsYgEAAIBm0QzvcQliww1ozerKIh2oEA+d0i1TszMK70w4/p/i7w3qi3AWAIAY6kxMlGSiramKynqGtWGspo1CSKuPt8/lly0o/ayaRTxNah+RqZ1D+Y/TYylZPNQh3W26ejYhNdxuFgAAAIiNONXLpRAoVYaAtrV0ZXsKJqYH3eInipPsEW+EswAANLEghUPUClNnkVSrYjOM1bRRCGnLKVdwFls1a/eaRTx1pcZMMOtFf87pjHdKq62dWllisF8SicomJyTCWJIMAACqHpNzj2dcbkVD2eWS1CVwTYwwNjzsQdtaCq59ZLpMQAt/GJPDRzgLAAB8BbmNDG/rsaq22tW0sQhpK1w1a1sa5/6cla4kb6rjwCuY1X1nlXPPWb8zhQEAAADUH2FsdAJae12EFbTNjf1mUQ+EswAAwBev4qNRgW0tV9WGEdJW+kZeQ9qwAlrnquCwVs3qfrOIvqGxVEEwOziqq2STMjhqN9QBAAAAEGUEslKyLvdb7/pFi+Pml04MjFsp65yozN851BubiQEAgIppMeK+1f0cUhMKbmHRYq/Sgk8DWnurJKANuo+s83X9cq6aLbjfY9Wsl44kQW1U9Y3m9pi1tyUjbbJ4KGlWzeptYCwjaRnxbOHU6i2NG+Xqq6+W9dZbT7q6umSnnXaSxx57rOTxt956q2yyySbm+C222ELuvvvugs8nEgnP2yWXXDLuuYaGhmTrrbc2n3/mmWfy97/yyivywQ9+UKZPn25eZ/3115czzjhDRkYK22FfeeWVsvHGG0t3d7esvfbactJJJ0k6TXswAED8PPjgg/Kxj31M1lhjDTMu3nbbbWUf88ADD8i2224rnZ2dsuGGG8p1111X8PkLLrhAdthhB+nt7ZXVV19dDjroIDPGOum4edxxx8kqq6wiEydOlIMPPljefvvt0L8+RJ+GQ/YW1yA17FvQ16pG0O971LaGQmlDMmjCWOdN61+92Z9lsd8h9puNfp38wgsvmPFTj9cxXOtUt+9///uy5ZZbyqRJk8xtl112kd///vcFx3zgAx8YV0cfe+yx455Lx3t9Lj03Hd91HA+KcBYAADRVYBt2UGtD2mqD2qAqDWjd7PfB3dLYydnS2Hyc9BfQIpoWpJMyb7Bt5W0gKUuGReanM7JoZJSWxhFzyy23yOzZs+Xss8+Wp556SrbaaivZe++95Z133vE8/uGHH5ZDDz1UjjzySHn66afNRV69Pf/88/lj5s2bV3D7yU9+YopKLVbd/vd//9dchHZrb2+Xww47TP7whz+Yi8ha3P7whz8052nddNNNcsopp5j7XnrpJfnxj39svp7TTjsttO8PAAD10t/fb8ZhvRjsx+uvvy7777+/mcykE5xOPPFEOeqoo+Tee+/NH/OXv/zFXLD9+9//Lvfdd5+Z5LTXXnuZ17J0YtMdd9xhJl/p8XPnzpVPfOITNfkaEd0wNoqBbFhBaj1Vez5BfxYa6hHSxsNINhfEOm/256c/c/s74+6ERjAbjzp5YGDATCi+8MILZcaMGZ7HrLXWWubzTz75pDzxxBPyoQ99SA488EAT7DodffTRBfX0xRdfXPD5yy+/XE4//XRTC+tj//jHP5pzC4q2xgAAoObcAW29ipew2x9X0/LYGdD6bXscZpvjIC2NFS2N42vhcEbaXT+udCZjVsxqMGtXzbqDWVbNNoYWdlr8HXHEEebja665Ru666y4TqGqx5/ad73xH9tlnHzn55JPNx+eff7652HvVVVeZxyp3Mfq73/3OXDjWYtVJZwlr+PrrX/963IxhPdZ5/LrrrmtWB/31r38tCIrf9773yWc+8xnzsc5S1uD40UcfDeE7AwBAfe27777m5peOu7NmzZLLLrvMfLzpppvKQw89JFdccUX+Iu0999wzbqWNrrDRC8O77767LF261Exu0glPepFY/fSnPzXPpYHuzjvvHOrXiMaLWggblVC11l9b0MnWtDluPsOZQRkbne/5uWLBLOJTJ++www7mprw+r7Q7htO3vvUts5pWx9v3vve9+ft7enqKBryLFy82HaV0UtWHP/zh/P26ijYoVs4CAIC6a8TK2jBX1FazkjboatqwVtCG0dK4K5WVrmRGulIZ6UxmQj8vhGPJ6KjMGUoX3BaODMvizGCo7YyZIV7csmXLCm7aOtjL8PCwuTi755575u9LJpPm40ceecTzMXq/83ilF4CLHa9tEbWI1ZW27vu12L3hhhtM8VnOq6++ai4w77HHHvn7dt11V3P+tr3Uv//9b9Nieb/99iv7fAAARG1cDiromKw0jFXTpk0z/9dxVFfTOp9Hty5YZ511Sj4P4icKq2Ojutq1Hir5WqPwM0N4RjODJVd9ewWzrJptzJg8XEGdHNTY2JjcfPPNppOFtjd2+vnPfy6rrrqqbL755nLqqaeaVbmWTozOZDIyZ84cM5FKV+N+6lOfkrfeeivwObByFgCAGOqSHkm6WtGWE+VVcc6AtupZ16kAAMGwSURBVB6BT1grap0BbTWracOenVksOPbT0njc52lpHDt9iX4ZTXYWrIx2BrKsmC1jQL9XiQofm1uyrHuvOmkrpnPOOWfc4QsWLDBFoe7r6qQfv/zyy54vMX/+fM/j9X4vP/vZz8w+d872iNlsVr7whS+YvXO23357eeONN4p+SRrAahspLZqPOeYYOe+88/Kf0xWz+jXstttu5jlHR0fNc9LWGADQ8DG5gnE5qGJjsl5sHhwcNPuxO+nFXG19rF0n9IKvfY6Ojg6ZMmWK77Ed8dHoYK+Vwtcg349KVtGqchO99VpGFf9iocZGx/olkfA/OYdgtnFj8oIK6mS/nnvuORPG6n7vus/7b3/7W9lss80KalztGqVb/zz77LPyjW98w2zz85vf/CY/IVnH829/+9umq9XkyZPNStqPfOQj5ngd0/0inAUAoEV4BXNuUQhp6t0COeygthYhbaXtjd37zfrh3m9W0dI4XtKJAckm2mUg1ReLv/PNSGfNTpo0Kf9xZ2dnw85F2z599rOfla6ulWH9d7/7Xenr6zOzgP3s9aPH/uMf/zCtlC+99FKzT63SNsdalH7ve9+TnXbayayu/epXv2paLZ955pk1/boAAIjbuKx7z+oe8dr6GM2tkaEsgWxjQ1rd1xTRlMmmJZUo/zMnlG3uMXnjjTc2+8RrJ4tf/epXcvjhh5v93m1AqxOSrS222EJmzpxp2he/9tprssEGG5hgVjte/N///Z/ZQ1794he/MG2Q//znPwfae5ZwFgAA+ApwGxXi1HNVbRhBbTWraTWkrdceJ0H2m0W8DMmgdMrkksdU+/e51N/FRq8QiAItNp0FZzHaKimVSpkWw076cbE9bvR+v8fr/rA6y1cDVqc//elPph2UuxDWVbQa5OpqW8vObNZiVWcva7H6ta99zZy3BrCf//zn5aijjsoXr9oWSo85/fTTTespAADiMi4HVWxM1tdyr5r9yle+Infeeac8+OCDpgWi8zm0feOSJUsKVs+Wei+A6GrE++BmCGMrqYH9bhPUyJW0iB6C13iMyatWUCf7pStbN9xwQ/Pn7bbbTh5//HGzAvYHP/iB5/E6CVnpRGQNZzWsVc7Vtquttpo55zfffDPQuVAtAwAA38Gt+9bMe9WGsT+t3Zs2yB61xfajrcXes0HY/WYRDxq+lrohGrQw1ILw/vvvz9+nM3H1Y/e+N5be7zze7nvjdfyPf/xj8/xbbbVVwf06y1dXwuqMYb3pPrFKQ9xvfetbRc/XzhLW/yvde8cdwGoRrbTNMQAAzczPmKzjoQaz2jZRJ0fNmjWr4Hgdp9vb2wueRydW6QXeYu8FED2N2Js0qnvGatAa9BbW61R+zpXtwcukVCA6dXKl9HlL7UWv9bKyoaxuTWDHamvRokWmFbO2Qw6ClbMAAKBi7oC23qFPPVogh9X2OIw9amupJ5X0tXq2K5WR7rZR6UyN1efEEDn12Be6lcyePdu0UtJVqzvuuKNceeWVZvXpEUccYT5/2GGHyZprrikXXHCB+VjbBu+xxx5y2WWXyf777y8333yzPPHEE3LttdcWPK/ud3frrbea49zWWWedgo91rx2lM4Htap6f//zn5mKxrobVFbb6GtoG+ZBDDjH3q4997GNy+eWXyzbbbJNva6yrafV+G9ICABAXy5cvN2OZ9frrr5uLstOmTTNjp46Dc+bMkeuvv958XvdZv+qqq0y7/y9+8YsmfP3lL38pd911V0Er45tuukl+97vfmT3g7T6yukedrq7V/x955JHm/YC+jq4mOv74483F55133rkB3wUEVc+ArpE1ZL06PIV1jpWurHV/j8tNsmYVLRCNOnl4eFhefPHF/J91vNYxXGtdu1JWx/F9993XjOm6dY+Oz7pVz7333ms+r62L9b799ttPVlllFbOH7EknnSS77767bLnlluaY97znPXLggQeaulxrcB239Xk32WQT+eAHPxjoayScBQAATRnWxiWoLVZg16rFcU82wP6zZCtwIZgNn4ad7777rpx11lnmgu3WW28t99xzj0yfPt18XlfOOFen7rrrrqZgPOOMM+S0006TjTbaSG677TbZfPPNC55XQ1tdrXPooYdWdF5tbW1y0UUXyT//+U/zPDoLWFf+aHFq6TkkEgnzfy1+tZ2TBrOlVt8CABBVOhHJeWFVLwwrvTh83XXXybx58wpaFuoqWA1idWzUlog6welHP/pRwX5z3//+983/P/CBDxS81k9/+lP5whe+YP58xRVXmLH+4IMPNqt39PG6nzuirZlD2TgEsfUIat3f+1JBrf4+ENACjauT586dayYNW5deeqm56cRmDWDVO++8Y0JdHc91cpQGrhrMfuQjH8mv2P3jH/+YD4J1ix8dm7XeddJJWjr262RpPQd9DT03O4nZr0SWflMAAMSGroTSNxCzJuwtyUSwQT8KGtlOtdahUrXFebGC210Yu/dIcbY7tkWnLRptcWhDaw3PbThr95ztknaz56xdOduVTJpQ1t7MsW3ZfFtju3L2P4ML5Jtv3CZPPvmkbLvttlV97QjHU089ZVr/rNa9vXSEsAdTpX+H3H8XanUxKZvNyNDoHFm6dGko+8jZf18X/WSiTOpJVPYcA1mZ9sXloZ0Tos3+zoi0m5AaaBT991BklDE5gmOyrolIJJp/R7HcpcWRSI3J5nkYl1uK/b2Z1rONJBO1nWVar2C2HqFsMwSx9d6rtlhIq/X36Fi/LEm/xJgcIVEYk/W6zdTu3OpN+29IrpV2X+j74DImxwcrZwEAQENW1jZbC2SvWbJBinYt8KLW6tgGs4iXkWy/dEi44WxLrZhND4tUGrSl+fsCAEAkxmTzeMZlxDOYrXVd2GqBbKmvvZKwVn8+XgGt/m6MZQarOj8gshiTQ0c4CwAAWi6orUcLZK/Atlwh7xXQlmtvrLMsnatnyxlI9BVtbayrZj3vT/EmOm70d9o9IaGa5wIAAAAQ31C2lQPZSr8vpYJb+7MqtyctABRDOAsAQAx1Z3slJZW1NdZwLqpBbaPaHtd6Va07rC0V0pZbQatBbNhtbwAvhLIAAABAvIPZqISytahhg0xSrtW+tcVW0QJAOYSzAAC0mGKrJqMQ3DZ6NW29WyAXC2ndAW251bPFCkR9fq92y5XQ/WYRL/b3tpIVtASzAAAAQHyD2UaEsvWeROx+vVqGtfb76RXSEtACqAThLAAAKBncNiqwjUpQWyrcqjbA0uA0zD2LtGD0KhbDanHblcpId9to1c+D+vL78yeQBQAAAOKtXqFsFLs5FTunMEPbYjU3AS2AoAhnAQBAoMC2EWFto9seF1Mq8PIbdBVbRVtq9ay7tbHffWf1+2e/l4PJtHRnuqQSXakx6UyNVfRYNAbBKwAAAFC98CfYLo9FMBvFMLbW516sxi62ilZ/lpnscEWvBaD1JBt9AgAAIH5hrb3VmwaL9hZ1Gtw6b2WP92g/XMnMW1so2iI/yIWDdIbWxQAAAAAQN7UIZjXUtLdWVO5rj8p+vgDiiZWzAACgYs6Att4raqPU9tgPG9CWWsHoNQvbuYK2mtWzzta2+rNqRLgOxEGmX6TSeQqZwbDPBgCA1lXNmGwez7iMmKyerVbYIWGrhrHlvh9e9XaxNsdAs2FMDh8rZwEAQCgatZo2zitq/a6gdXIWfuXaLAVpkTUwxqpZAAAAAPCjXN0Wx2C2lVfJVvP9YQUtgEoQzgIAgKYJad1BbdQD22IhrbvQd7c3LhbQFiuknbO647DKGAAAAACiLioBbbUIZYMhoAUQBtoaAwCAmtCAtt6tjovxG9CWCy79PE8l4acGtO52x+5WWc72xqXY9sa2vZI+xoa7ztbGToOZUelO8rYQAAAAACoJaCttc+y3zvNCINg4XtsK6c8jmx1t2DkBiBeuwgEAgJqxK2ijEtKWE8Yq22LPUS609dqT1l3o+91/1os+h3tm92AyLZLRc2738ZUBAAAAQLR1JiZKMjH+krd7Mmyz70PrFytmww1oAcAv2hoDAICaa2Sb46jw22a5XJtjZ4vjcu2NS82kjktgjniJ4wUpAAAAND+7pYzzFpU2x+5tbPw/jjq7Elo7+7n5QUtoBFGLf3cQX4SzAAAAEQtqwwxolbtNFvvOAgAAAGh1tQhrtW6rJKStNKCtRquFikFC16DHt9r3EkD1aGsMAADQQDagdQemxdocB21xbPeetYrtOwtUq1lWzWbTbZKVRIWPzYrIcOjnBABAK6pmTM49nnEZwTjrpGrbIFfS5riS/WedtWBQfrbHaQbVth62jy/3vdLPJ6SjqtcCoooxOXysnAUAAIgAv6to/aygtdzFY7OEZ4gefrcAAADQTMJYUVvJKtpKVtDS3ri4MPeE9fNcmWw6tNcD0NxYOQsAANCgvXXd+76WWkUbZAWt1wxoPaYRrbLQ/AhmAQAA0My8uhrVchVtPVfQNvPq2XJhaqlQu9j3spm/XwDqi5WzAACg5twhZLMFsvbmpTvT5XlzPtbPKtpqVtBW2uYKKIdgFgAAAK2impW0QVfRao0XdHJtpStow1xdGhWlvib9PpX7XpU6JujetQDghZWzAACgppo1mC21StaGr6pL2lfen2yTwcxo7v5Mu6RlRAaT6fxzOb9XGtBWuoLWOaNXb+7C0TyHbhWSWDFVL5O79aTYHwf+EcwCAAAgarqkR5KOGsxdUzV6JW2tV9GygjbcANse7/U9bZXvGYDaIJwFAAA104zBbLnWxTaY1VBWw9ieVFK6ks5mJW2SzmRkYCxjAlF3SOsnoHVeCPAKaEsV5HpssRnb5pyMpHSlyn4r0KIIZQEAABAXXl2JwgptKw1pbT3m9301AW0wxVa1VrM3b7HvabN8zwDUH+EsAACoiVYNZt2h7JQOGRd0pseS5rZkJJkPafVWLKA1jymxirbY7GtnoWgLSb+tsdJj9k8J+2y5r5F3jy2NYBYAAADNGNpWE9ZWE9JGLaBtVtUEs+7ncH9fbRhMSAsgCC6vAQCA2Aez7kK62OzoWnIGs9Pa20wgq8HszO5R6UplpLst1854cLRtRTCbkq6hpCwZTsqiESkZ0Nqvyc8Fg6BFe1B6/l2pMRkaY2ltK2mlUDYz2CmZbKKyx6az+i9g6OcEAEArqmZMNo9nXEadw9pKQtqgAa3yW+9VEtDWcyWo1wrXal/b6zlLBbPFJi+X+h6XWkWblVHJZGtXjwONwpgcPsJZAAAQu1C2XKFci7DW7x6zZsVsSmRmT1ZmdI3I1M4hmTmhTzrbNIEVGRptl8GRDpk/2CNdqS7pSumK1LaKAtpSq2edBaPXvrPVSBPMRtpwZlB04XOx9tV+tVIgCwAAADgV62Dkh7NOa3Sb46gGtMXq03qtQi3XUapcEM7KZADVIpwFAACxCGaraTOlj631alq7ata2Mp7SPiYzewZk3akLZNVpi6S9MxfOjgy1y7K+XuleNlm6zAzeCWb1bE8mKYMZP69TPKAFnNwXd0qFtQSxAAAAwHjOOjJITVqPVbRxDWidwax7VWvYgafXqlm/W/04j/X6XhdrcwwAfhDOAgCASIay1YSxpZ6vliGtXTU7tTMjM3sGZcbEpSaYXWXdeZLqGjLHjKU7pWdx7lx0Be2U9k6Z0tFhWh1ruJvOjKx8Po/Vs/Zr8Pr+2GLeWajXsy0Voo0AFgAAAM2uO9srQ4l0ZFbTVrKKthUCWntOxc6zktf20y0qSDDrfhyraAGESfvoAQAA+KZhofMWNi10ww5m3c9fSxrOWp3tI9Izqd8Es+3T+sytY2qfdE9dJpN6+6S7fTi/F23RNskl2im7Z2X7oQWlFvt6gUC/F/oz1DbKABrn6quvlvXWW0+6urpkp512kscee6zk8bfeeqtssskm5vgttthC7r777nHHvPTSS3LAAQfI5MmTZcKECbLDDjvIm2++mf/8Bz7wAUkkEgW3Y489tuA59Pj9999fenp6ZPXVV5eTTz5ZRkcL/836+c9/LltttZU5ZubMmfLFL35RFi5cWPX3BACARgg6Jl955ZWy8cYbS3d3t6y99tpy0kknSTq98r11X1+fnHjiibLuuuuaY3bddVd5/PHH858fGRmRb3zjG2Y81/F6jTXWkMMOO0zmzp1b06+z2WkNVewWhqATfoPUaxJwe5Jgq0CDf/1hbo9Tb5V8vaWfb2LR77e+VtivB7S6qwOMyS+88IIcfPDB5nitbXV8dnvwwQflYx/7mBlr9Zjbbrtt3DHLly+Xr3zlK7LWWmuZcXuzzTaTa665Jv/5N954Y1wdbW9apwdBOAsAQAwNugLSet5qwQaytQ5Ona9Xa12pMeloz62CTXUPm/8nukcl2Z1bQRuE10UEPxcEgrSISsuIDGbGB8UAauuWW26R2bNny9lnny1PPfWUCTr33ntveeeddzyPf/jhh+XQQw+VI488Up5++mk56KCDzO3555/PH/Paa6/JbrvtZgLcBx54QJ599lk588wzTVHrdPTRR8u8efPyt4svvjj/ubGxMRPMDg8Pm9f82c9+Jtddd52cddZZ+WP+9re/mQvIei5aDGsxqgWzPi8AAM0+Jt90001yyimnmON1UtSPf/xj8xynnXZa/pijjjpK7rvvPrnhhhvkueeek7322kv23HNPmTNnjvn8wMCAeS0dp/X/v/nNb+SVV14xE6xQG2GFtVqPBQlpNaANEtIS0Iav0lWzQZ6nLcDPDUB4Y7KOp+uvv75ceOGFMmPGDM9j+vv7zfNo6FuMvuY999wjN954oxnbdYKVhrW33367+bxOxHLW0Ho799xzZeLEibLvvvtKEISzAACgYeoZyFbLbzCdHrP/T8nwSLuMDHXI8OJeyQx2ytiiCTKyqFdGBjplaKjTHDc46m+XiWpnefttCTUw5mPjWwChufzyy02YecQRR+Rn5eoq1J/85Ceex3/nO9+RffbZx6xi3XTTTeX888+XbbfdVq666qr8Maeffrrst99+JmzdZpttZIMNNjAXeXX1q5O+jhau9jZp0qT85/7whz/Iiy++aIrSrbfe2hSa+lpayGpgqx555BEzM/mEE06QWbNmmUD4S1/6UtlVRgAANMOYrJOX3ve+98lnPvMZMx5q8KoTqOw4ODg4KL/+9a/NeLz77rvLhhtuKOecc475//e//31zjHa40PD2U5/6lFmBu/POO5sx/cknnyzoeIHaqTaoreUq2loFtJWod0BbbTtldwhd6vuj32evWyO/30CruzzgmKydoi655BL59Kc/LZ2duettblrTfvOb35SPf/zjRV9Xx/bDDz/cdJrSsf2YY44xga4d21OpVEENrbff/va3ZhzXgDYIwlkAANAQjQ5la/H6NthMjyVk8VCnLBvskYULpsng4knSP2dVc1s+bzUZXNYrff0TZF5/r9lr1ga61VwIsEV+kAK+mHQmY87JfV7pDG8dAT+WLVtWcBsa8l4xryGnXnzVFTRWMpk0H2vw6UXvdx6vdAaxPT6Tychdd90l73nPe8z9GshqCyivlk3aknjVVVeVzTffXE499VQz29j5Otpicfr06QWvo1+PrpJVu+yyi7z11lumrXI2m5W3335bfvWrX5lgGACAOI3LlYzJ2qJYH2Mv2P773/82Y6IdB3UrAO1E4e5coW0SH3rooaLnu3TpUtMeccqUKRV/zahMpSFt0FW0QYRR37lV2n43rIDWBq9enZ0q3bu1knMrF8KW+3ypNscA6jsmh0XHdl0lqx0utMb985//LP/85z/NBCwvep7PPPOM6SYVlL+lGgAAAE0SyrrPJUgRratnixXr2ha4W9pMoLl4KCFdqTYTvipdQds7Ifd1Dw13SN9Aj8xfPtkEuEtGUrkgNJMp21ZYX9vvCl4tEnV/WVuoVjrzOBfQJsyfu1JZEybrW8ihMcfmukATGUu3y1i2sokIY0OZfKsjJ23FpCtl3BYsWGAu2joDUKUfv/zyy56vMX/+fM/j9X6lbZ50nxxt56Szgi+66CLTlukTn/iEKSz32GMPc5yu8tH973S/HW17rPvdaRtFbadY6nXs55SuFtKA95BDDjH76+lFaN3Dp1SbKAAA6jEmBx2XKxmTdSzVx2nnCL2Aq+Og7t9u2xr39vaaiUzaeUK7Xehz/eIXvzAXlnX1rBcdT3VM1hW4zo4WqC9b8wXd1kdrSz/1rk6sHcqGv2WQswaslWpqSyd9Dn0urzA2jOcPM/S2xw6Nef9sbUBb6+890EhRH5PD8t3vftesltU9Z9va2kwo/MMf/tB0wPCiWxroGK+hblCEswAAoOVC2Wp4BbSDybR0Z7pMuLrIbDPbJl0pfdM6wbQ37urvla7FY9KVGpX0WJssGe4w7Yznp9tl3kBCloxkaCcMNBFdTeq8oFqsrVIt6MpZdeCBB8pJJ51k/qxtibU9k7aCsuGsFpyWrpCdOXOmfPjDHzb71WobZD+07fFXv/pVsw+trqrV/Xa03bJemNYiFQCAZh6XdV/3b3/72/K9733PdKl49dVXzbioYazuIat0r9kvfvGLsuaaa5pWiLoVgQavutLGbWRkxLRF1KDXtj1G/ELaWgS0Gg4WCwarWT1bzSpVrwC13OpV92PqEcKqsFa3lvs56OsMjS4K5bWAZtXIWtlvOPv3v//drJ7VycwPPvigHHfccWZSs7uDlW5foPvP2zE/KMJZAABiKC0DkqxgGK9Vq6V6BbClitcge/dUs3q2VEArmolkcu1/5w9qu+KkLB7qkamdGelKrmh5nNH7EzI4mpAlw7mVqRrMarCrq2/zzxVy8Q+gfrTY9LPaRVsK64VabQfspB/r3jVe9P5Sx+tz6gxf3ZfHSWfzlmqhqBeVlV5Y1nBWn8+9d6x9XftaF1xwgVk9q4Gs2nLLLWXChAny/ve/36za1cAXAIA4jMuVjMl6Mfbzn/+8HHXUUfnJTv39/WYClO7/rqttdEz9y1/+Yu7X9o06NmrHifXXX98zmP3Pf/4jf/rTn1g1GzFBOhg1egVtPVbPVtpG2D6m1qFsubbN1bSKLreKti3ZLcMVPzvQ/Go1JodBw1btfqF7yO6///75GlfbFl966aXjwlnd0ke3BjrssMMqej02DgMAoIVogVjLWy1osWpvYRwXlmLFuQasC0eGZdHIqAlf5w+KvN6XlNeXt5nbvIGkWS2r9+uKWT0uSDAbdA+kYoWpFpP1+l4B8NbR0SHbbbed3H///QUrX/VjbYPoRe93Hq/uu+++/PH6nDvssINpUeyk++TozN9itOBUNlDV53vuuedMm2Tn62ghbYNfLUT1wrOTFtFKV/0AANDMY3KQcVAnL+kYu3jxYrn33ntNhwt3MPuvf/1L/vjHP8oqq6wS8leHMFSyFy2Kh7TOm9d9XseEsWo2rD18a7EXMIDKx+Qw6HisN6+x3XaoctJuUQcccICsttpqFb0eK2cBAEAkVRMc6mODrKStZPWs1wpa297YBK0ZkTlDo9KdbBP9sMe0OV7xuBUtjO0eszaYrZadeV2q3ZJtXWWLVBOqJ0S6pSuUcwAQzOzZs+Xwww+X7bffXnbccUe58sorzeqaI444wnxeZ+FqK0Rdpaq0XaK2Jr7sssvMbN6bb75ZnnjiCbn22mvzz6krWXVVju6L88EPftDsOXvHHXeY9otKWxdr+6X99tvPXADWPWe1BbIerzOD1V577WVCWF0RdPHFF5t9Zs844wzT0sm2ntL9ZY8++mjTetG2NT7xxBPN16FtnwAAaOYxWcfByy+/XLbZZpt8W2NdTav325BWg1gNajfeeGPzeR2jN9lkk/xz6kXg//mf/5GnnnpK7rzzTrPHnt3bfdq0aeYCNYLpznTKcCrT8BW0dDjyr5rwNSxe1w/KXZOoRbtpAJWNycPDw2bbHfvnOXPmmAnIEydOzO/zvnz5cjMWW6+//ro5RsfbddZZx0xE1lpbx+ru7m4zuVm7X1x//fVmvHfS59GWx3fffbdUinAWAABESlirOYMGtJXyCmiNFdcD0pkR6ZJ2GXRdH3AHskFaGVdK20cVK3ydbZl7Ut4XgbQdc1dS/5+UoQwNWIAwaIj67rvvmn1b9WKs7g+rYer06dPN5998882Cmbu77rqrCVY1KNWWSxtttJHcdtttsvnmm+eP+fjHP272l9VC9YQTTjAXhH/961/LbrvtZj6vF3p1ZY4tcNdee205+OCDzXNaelFZLxJ/+ctfNrOTdcWPFsfnnXde/pgvfOEL0tfXJ1dddZV87WtfkylTpsiHPvQhueiii+r03QMAoHFjso6biUTC/F8vAuvKGQ1mv/Wtb+WPWbp0qZx66qny3//+11z81fFWP9/e3m4+r4/Tfe2Uvp7Tn//8Z/nABz5Qp6++ueiE2XrWWdWoRWvjZlRsn9swVrsWu25g7y+5vVKZNscA6jMmz50710yWsrQNsd40bLWTlHVSs05edgbASuvc6667zvxZJz/ruP3Zz35WFi1aZAJaHbePPfbYgvP7yU9+ImuttZaZ1FypRJZ+UwAAxIbuUzR58mSZ1rONJBO52diqHiFkLdWyGA3yvalmT95iba6cFwa8VHKxwD1b2zkj234vbXGo+w3pallbyGpRq62OdeWsFpL6/dGvW89fz1WDZF3tqyt9u5JJ6UpJ/tbdlpWuVNbsn/vfoXfl/+bcKk8++aRsu+22gb8GhE9XXGjrn56O9SSV7JaoqNWeV9lsRoZG55iLnmHsy2b/fZ07e3WZ1FnZ5INlQxlZ4/J3QjsnRJv9nRFpNxfngUbRfw9FRhmTIzgm65qIRKL5J7TlLi2ORGpMNs/DuNxS7O/Ndl2flVRi/GTTMEPaIPvP+lk966ceDhL++X3/bbsqxUWpcNY5Cdm5tY+zrbFXOBvkeoGfn9PoWL8sSb/EmBwhURiT9fdzaveG+ckY+vfZfa0mLIzJ8cHKWQAAmkCl4WatQt0ozfwNsoK20vbGXito4zJTG0ChsXSnjGUrKzrHhmrTQg8AgFZUzZhsHs+4DAediEpt1vyKBbNhXA9hlTNaGWNy+AhnAQBoYa1SWNQzoC21irZWex352c8ojDZQTsMZVomhkM78LXcBBAAAAED8utbEnXvVbKUT1f20OgYAPwhnAQBASwga0KpqQ9p6BLX1kh7T/9pAtvnb8yEYLgIBAAAACLq6NUi75WITjp0tjeul2LUFdroA4BfhLAAAaBlBAtowQtp6rqYtV/xWsp9QOpPJB7G656wzoGXlLCyCWQAAAADVBLLuY2u5H24ttney1wwSMhr6c6M51GpbMcQX4SwAADE0PNYviUSqqjY+jTQ01t+w87Tth5o1pLX74Oj3sdT3uZTBjBaUbdKTygWzuVDWKSHpMcJZEMwCAAAgHhqx32y5rWda5b15kGC2FgFtkGsMzpq/1M/PfW3A1vmJ7EhF5wig9RDOAgDQIsoFdbUIRSsJByt5TCXnHnQVbZghbaNbHRcUuZrxJ1bcNIvN6NfXbj41MKYrZ3PSen8yaYJaXUXbx4TglhfViz8AAABArYJZ5xY2CD+UDe+1J3reX+wagFeN7xXUFgtluzNd5v+ZbEcVZw2glRDOAgAA36GoVwha6erMMDnPIUhQW8kq2rBC2noWpc4QTffo8bMnj66e7U62FQS09s89maQsd9yP1kMwCwAAgChrxErZSlbN2pq05DE1qLlr2TY4rGC21u2Ng9T0pUJZO7lZjTj+DAClEM4CAADfohDE1iKorWQVbTUhbRRWz5aSlhFTYObaGxferwYz7dLn+hxaR7MHs6ODHTIylqrsscPjeoADAIAGjMnm8YzLLWkwOSSpRG0mkkZ51WyU3qPXcsWsTjTWCceN3PPTHczqpGZzfyopqbE2kaFQXgaIFMbk8BHOAgAQQyNmz9ncfqCVtPJpFTao9RPSVrqK1j0r2m9QW01AW+lFgSCFrA1inTPPna87JEsrOgfEW5Qu+gAAAAD1EqQGC3PVbNyEHcxWu3q21LWAajphOYNZDWXN8yWT0pEpf50GABThLAAALRikRCW09RP0hHGuGtIGWUVbzazaIKtpbYEfxipafT2/FwFK0RDW7pfjvE/PVZ/frjIelsGqXwvxQSgLAACAVlWLFbN+g9k4dK+Ko0qD2WK1uwazABAE4SwAAC2oUaFtJQGP12MqOc8gq2jDCmmDrKK1atXu2M+MY6/VvF57Nen3ZjTLRYJWQTALAACAVhU0mA1jwmzQYDbo+/Va7eNaq3bGflfP1rKdMgCEjXAWAACEHoSWer4wOJ836PnVM6QNEtD6DWr9XBzQczUrXFMTfBf0znN1rp7V/9uA1nw+kTs+seL/aG4EswAAAGhFlayWDbOdcdxWzEY9GA1rv1kACAvhLAAAMQ1MEo50rJaFUNTDmUqD2iCtjqsJaYO0Oa5H+yyrYOZxqvTXZYLaFV2aeiR33GC2Q96t2dmh0aL+9x4AAACohUprsEbtMxuVVbNBFavd/Xw9yUSPZLIDgZ/bKlWbOydIu38XinW5GhjLlHw9APBCOAsAQBMoV2BFfRZrWGwh5zekDbqK1l1MBwlqK1lFGxb9fjiLXC1ktaANwrkPbZe0S1t2KNRzRDQQygIAAKDVVDspNuxgtlbtjGsl6PWGUvW6u3Z1vkbQYDlIne8VvJYKalVaRkQyIt3JtnxAu2xsLNA5AmhdhLMAALQAryKmmQPbeoS0laymdRbtjQpqgwSxGsIW3J9c+dZxJJuq+3mhtqJycafRRoc6ZbTC3+/RYS7GAAAQhTHZPJ5xGXXoTBSnYDYKq2b91Oj2mFrUJ151eLEVsaWOsVsB2YDWSmf5dwfNiTE5fISzAAC0KHdhFoWwtlSxWMn5RTWkrbbdcTXKtYBy7znrDmV7UknpSiZFEoSzzYBAFgAAAM1kMNEnyUThJNNa8BvKKoLZ4NsQhalUne4nmC2mIKBdYdjxZwAohXAWAACMK9bqFdQGKRCrOb84hLRhBLX6ePt8eg56Pvo12K+nklZQNpjVUNa8RjIpXSmRjmxVp4oGI5QFAAAAahvKKoLZyoNZd4vjSurZWtOA1nJOcAaAcghnAQCIIV35mJCE+XPQvUMbvao2jGKq0qBWC7sgRWE9Q9pGrqZ1t/oqNnvYrJhFLBHGAgAAAPULZVslmPVTj1ezYrbYHrRhqGbVbLGgdig7HOpzAmhehLMAAMRcqRa1YQW31Ya1tSwI7XP7Paegq2htsRw0oHUX40FX04Yd0BYravP3aZfiRLT3woU/o5lBybDXEQAAAFC3ILYVg9m4odZFo0RhGzFED+EsAAAtFNzWKqyNglqHtJWuoi1WnJcLa2sR0Lp/N0bGKBIAAAAANLcwwtawQ1m/wWzcQ9lG7TNb71WzABAU4SwAAC0a1taiHXIUaCFaj1bH1QS1flfVVhLQOvedLUZ/9qVWXDsNZkbz+84CAAAAQJSlZUCSDbjkHXYoW0kwG6VQNghnXe31vfHqAhWkpgUaqVmvvaF6XGkDAKBFNXNQW8kq2kpm9IYd1HqFtNWsoNXn0+fWc7Pnqt8Tv0V7WkakS9pXfpzJsO8smt7IcIeMZFOVPVaXowMAgIaPyebxjMuIUCCbfwzBbMka2t5X7PsUpJ4Nur0QgOIYk8NHOAsAAJo2qA2yiraSvWidihWPQUJbE6SGHNBWYiDRJ5IU6c50rbxvLCM9qVwwmx4TGeZ9NQAAAIAWUkkYW+tgNsqhbKnaulyd7JxgXIlKJ087a2BrMJmu+DzQ2prp+hrCRzgLAAA8g9pmeRNZ6zbH5ZQqKL0KxlKraKttbezVDqrgPHUSZCL3eAAAAACIm6HsckmawiY6goSMzRLMhh2clqplw9pv1iuYdd5PSIsgmuWaGmqHvnQAAKBoSNsse7ho0RqkcNWiL6zCr1yR7rdQL7ePbCX055v73iwvu+9s/jwymdDPA2h1V199tay33nrS1dUlO+20kzz22GMlj7/11ltlk002McdvscUWcvfddxd8/gtf+IIkEomC2z777FNwjL6e+5gLL7ww//lzzjln3Of1NmHCyotpIyMjct5558kGG2xgzmWrrbaSe+65J7TvCwAAUR6TP/CBD3iOlfvvv3/BcS+99JIccMABMnnyZDOO7rDDDvLmm2+WfJ5jjz22pl8n6iNIvRekBg1a38Y1mK00xPVSbgJysWDWfYyf4wCC2fqPyS+88IIcfPDB+Tr3yiuvrOg5r732WjMuT5o0yTzPkiVLCj7/wAMPeI79env88ccDfX2EswAAwFdI2wxBbdAC1hbItQ5qvYr2altmWcVW4PopFnRmsO4762xtDCBct9xyi8yePVvOPvtseeqpp0zAuffee8s777zjefzDDz8shx56qBx55JHy9NNPy0EHHWRuzz//fMFxGsbOmzcvf/vFL34x7rk0WHUec/zxx+c/9/Wvf73gc3rbbLPN5JOf/GT+mDPOOEN+8IMfyHe/+1158cUXzYXkj3/84+a8AABo9jH5N7/5TcE4qWNxKpUqGCtfe+012W233cykKr2g++yzz8qZZ55pLgo7HX300QXPdfHFF9f860Xt6rogoWyzrpYNsxtV1NiQlqAWiM6YPDAwIOuvv76ZcDxjxoyKn1OfR2vp0047zfM5dt1113F18lFHHSWzZs2S7bffPtDXSDgLAAB8q1dI6wyEw37NSovZSoNa5+PKPb5WAa171rGfNs9m39kSq2eHswS1QBguv/xyc0H2iCOOMOHnNddcIz09PfKTn/zE8/jvfOc7plg8+eSTZdNNN5Xzzz9ftt12W7nqqqsKjuvs7DRFqb1NnTp13HP19vYWHONcFTtx4sSCz7399tsmgNVQ2LrhhhtM0brffvuZQvjLX/6y+fNll10W6vcIAIAojsnTpk0rGCvvu+8+c7wznD399NPN2Khh6zbbbGO6Tegq2tVXX73gufRxzufSFTuIVxBbyf6orbJatpqVsJXuHRtENSGrM6jVW2e2I9RzQ/ywarYxY/IOO+wgl1xyiXz60582tXClz3niiSfKKaecIjvvvLPnc3R0dBSM16ussor87ne/M8+pq2eDIJwFAACRCGnLBbFhBrXVFrZegWuxW7nHu5Uq6oO0Nq5031gNhN2vw+pZIJhly5YV3IaGhjyPGx4elieffFL23HPP/H3JZNJ8/Mgjj3g+Ru93Hq90tq/7eF2doxd+N954YxOaLly4cNxz6axiLSb1YrEWsqOjKydhuP3oRz+S97znPfL+978/f59+Xe6VP93d3fLQQw8VfR4AAKI4LlcyJrv9+Mc/NheF7WSnTCYjd911lxk/dazWcVlbKN52223jHvvzn/9cVl11Vdl8883l1FNPNSt3UJlhj9C0FrdqNCqU9ZoE3SxdsoAoIJiNzphcj+dUt99+u6m1NZwNinAWAABULIxirpLHhxnSNppXYe4s9sNcPVusvZTdd9brIoO2NvZaPQs0q5GhNhkZaq/w1maeY+211zb7ytnbBRdc4PlaCxYskLGxMZk+fXrB/frx/PnzPR+j95c7XlfWXn/99XL//ffLRRddJH/5y19k3333Na9lnXDCCXLzzTfLn//8Z/nSl74k3/72t+V///d/PV8znU6bi8bOVbNKLzTr7ON//etf5gK0rhiyLR4BAGjsmBxsXK5kTHbSPeu0rbG2NrS0TeLy5cvNZCgdm//whz+Y9v+f+MQnzNhsfeYzn5Ebb7zRjMkazGpnis997nNVfvcQRUE7MVVTrwYNYGsd0hZbAavb8LhvQBw1ezAbpzHZSy2e007M0rp4rbXWCvzY3HcEAACgSs5Crtyb0rCKPvs81bwJtgWvn1a/taRFeq325dECV0NeLYidAax+3/R7WOz7p62Ne7K9+dWzXdKeu38sI+mxbE3OFWgGb731VkE7wmJtlWpFV+1YW2yxhWy55ZamjaKupv3whz9s7te9diz9vLZn0pBWi2P3+f72t7+Vvr4+Ofzww8e1WNa2ULqPnrZw0tfQGcPFWk0BANCs47JenNUxd8cdd8zfpxOX1IEHHignnXSS+fPWW29t9o/XVop77LGHue+YY47JP0afY+bMmWa81v1qdWxFfAXdEiesULYapepDv/zWtcWCWFu/1gP7xgKtVSuH6b///a/ce++98stf/rKixxPOAgCA0NW7LVIUQ1q/BbXz9ZwBrYaodnaxCVZXFK7acthvy2I9rlgrZH3dUudY7HV09Wx3kreQQClabPrZK07bF6ZSKbOfq5N+rPvXeLH7v/o9Xul+sPpar776aj6cddM2i9rW+I033jCtkN0tjT/60Y+Om2W82mqrmdaMurJWWzmtscYaZn8efT0AAOI0LlcyJlv9/f2mG8V555037jnb2trMvnZOumd8qS0AdExWOm4TzgY3MtYviUQ8m0VWGsrWYsuhWq8CrGSFrNbKlQbeQC01+6rZOI3J9XzOn/70p2abIN1LvhLxHKkAAABq1IrJ7ukTpDB2PqbSx678uLHFptlDyTVL2bY2tnvPakCbzq5sjwqgMrpadbvttjPth52rbPTjXXbZxfMxer/zeKXthIsdb2f0aniqK3GKeeaZZ8yeO7ofntPrr79u2iy6Wxo76b6za665pgl3f/3rX5sVQgAANPuYbN16661mzzx3K2J9zh122EFeeeWVgvv/+c9/yrrrrltyTFalxm00l0r3la1lK+Iwn7dYS2O/4W0ljy/GdoYCwkIwG60xuV7Pmc1mTTh72GGHSXt7rstcUCx7AAAATSeMlbS12JO21Hnpa7lX7TpXz1bL2RrKa8bxypXDE4u2NgYQPm0vrO2Ct99+e9MK8corrzQrcLQ9sNJiT4NPuxfPV7/6VdMG8bLLLpP999/frNR54okn5NprrzWf173tzj33XDn44IPNDGBtiah7yW644YZmLxz1yCOPyKOPPiof/OAHpbe313ys7Rb1ovLUqVMLzk9bFOvFYd2z1k2fY86cOaZFo/7/nHPOMQVusb1rAQBopjHZ2dL4oIMOMqtn3E4++WQ55JBDZPfddzfj7j333CN33HGH2WpA6Th90003yX777Wce/+yzz5oxWY/XbQcQnNY5ut2C1ejta+KwUrbemnlf2Y4VWwGhNRDMRmdMHh4elhdffDH/Z61PdbLTxIkTTS3s5zmV7j+rN+1eoZ577jlTM6+zzjoybdq0/HF/+tOfzERm517zQRHOAgCAplWPdkzlXr/c/c7zswFtJfvP2gBVw9RSrY2D7DvrbG2sq2d1Px7n3rMAqqcXbN99910566yzTBGoQadeuLUthN98802zotXaddddzUXcM844Q0477TTZaKONTGvhzTff3HxeWzXphd2f/exnsmTJEtNqeK+99pLzzz8/v5+P/l9DXQ1TdaXPrFmzzIVg5z60SoPW6667Tr7whS+Y53XTdsZ6Hv/+979N0asXlm+44QaZMmVKjb9rAAA0fkxWuipWWxT/4Q9/8HzOj3/842Z/Wb14fMIJJ5itA7TLxG677ZZfyfPHP/4xf4F47bXXNhOsdHxFOMKecFtN2FvtuTRi+6BmC59qNfnY1si5XlNoBc32dyPuY/LcuXNlm222yX986aWXmptObLYToso9p9IxWyc7WzpZSukqWa2LnROztDbfZJNNKv4aE1ldfwsAAGJh2bJlMnnyZC0JC2YDIzpvnCspmJ3nZot9ZzhrV8/aGcZee8E6C0x3QGvDWbtyVsNZu3JWLxDYoltf276uvqa+nn0t+/wa0Kr+zAJ5YegOefLJJ2XbbbcN/DUjfE899ZRp09PRNl2SiY6GnIPXpIJaterOZjMyNDpHli5d6mt/V7//vv7jY9tLb3tlc1j7RkZlqzueCO2cEG2MyYgK/fdQZJQxOYJjsq6JiOvel0HkLi2ORGpMVozLrcX+3iQTk5tuXG7kStlydbRXWO2uCZzdoIKsmnVut2MnGGttYUNud2cqdz1brIZ21s62vq2E16TlvswCeXroN4zJTT4mB72+pL+bq3RumP+9ttdk7PWYMDEmxwcrZwEAQNk3lnFvmxRmq+Nyz1/pY+15VbJ61j3zVz92B7RuXq2Nc69f+Lp29aydYWxX0ALNanioU4YylZVJwyPjV5cCAID6j8nm8YzLLUlrq4SMD2crqQOL1Xj1mPjbDDV42PvFWrl6OdwV0UHQSQqtiDE5fISzAAC0MOcM09z/V4ZyzpWV9rhmKBCLtRSu9rnq2TLK2W7YD9va2LnvrNfrj4wVznzWY71mNmtAO5Qd9v36AAAAANBI1XY4KvV8YYa1Uau5g7Y2Dro9Tyml6tdGIZgF7YwRFsJZAABalH1D2dMxs6CNrTWUsi1wcyssbUgbtWKxGu6vpVYriP0W9bbwrWbvWT+rZ4vtO+ukn7eznN2rZwEAAACgWXm1yXXKTWTOrd7UOqqaLk3NVF+XE6Slcb0E6QxFMAuCWYSJcBYAgCZ7Y+inuHMGsxrATU7MyIVu2dyeK1qgiMwwYVy6rV+WyXxzfDMGtE5hfl1+37T7+X7aoLTYStawW0I5Q2H7mgS0AAAAAJqd1mc2lLUTmJ1di7Qu0ivqWictH9baKXe/M6SFf+6OUOb7C0QQwSzCRjgLAECTvTH024LYGcyuMraaTE12S08qKWK2gZggA2MZGRzrlTmpuSJtMwoCWgT/2TjbBVv2e+n8mblXz1bDuXrWq7Wxe99Zd2tjdyjsDGiHElx4AAAAANCcq2Wdk5h1ArNdNZmWETOZeSAxQaQj12lqYHieNLOgrY0bqZruU6Wwara1VfP7X+11HTQvwlkAAGLO+UbPT3BqZwIrZzA7rb1NulJibio9lpQlI0mRkTVMQDu0osVts6+erUco6/U55/fVWfzWqrh0c/9Mi71u0P1uAQAAAKBetK7JymCg4y13MKu1soZyq7R3OB7RIQtH2qVbuszE5qWp+TJiuhG1VoviMNSzrqxHHdudbJOR7IoLKmgacZmYgPghnAUAoIneHHq1qC1GC06dBazFpgazM7pFutuy+c8Pjib0lWRgrM0cl070y5D0B3qNVv6ZeIWyxULWXBCaO95Z1DtXzzr3gA2Dc99Z98/U63WdLZW1sB0OcMEDAFD9uMIFXwAAahemeK2Ytd2lprQnXUdrQCsr6+RUrq4ioI2OUlsDubfq8bPvrK6YZvVs66k2mLXXVeox4R7xQzgLAEALMkVnYsUes8ncilkNZrtSK8NZtWQ4YYrR7pHcrGBUtlrW6424M2h1BqXOoj6MGZrO1sZ+eK3adRa25nxD3vcWAFCIGfoAANSP18RaDet62pPSlUzmu0tZXWNJU0enNdBL5eo553YxyAlzcnHU6e8Dmgvvx1Fr/KsBAEAMaYCW0j1uXFjRGq3Vsu5Q1hanXuFmZ1tuL9hcUJvbC1Z/nvZnap/Lvf9rEOX2nXW2NrarZ90BrT2H0ezKMBloJkMjHdKeraxMGhp1r6oAAACNGJPN4xmXEcJ+kDaYXbn9j+vzMkGGZGUd3qxbAEV539kwzs3P6lm0jjB+173+bXH/exEnjMnhI5wFACDmvALZcsWgBm5DKX3cjHyBmWtjvJL9eGAsYwoVVB7MukNZfUNu2yjZAjD3PZ5hVrnqvkX1CNuLtTZ2F7fOgNb59QAAWu8CKAAAUaZ1SyIRPASw9ZtzIq3Wwrpy1skdzurkV5TnnqBcz/1mLecEZ3drY0VAi1oGs4Ab4SwAAE124TbILF0tSBaPdUlPZoIsGU5KeixRUHQuGcnIYGZUBlJ9+ZWWGuA140zgWrUxdgazthDUIlCLPt3DSFbU+lOl23yvu6VLepK9sqgtF9AODM/LP1el+84GbW3stfesDWjteYxl2HMWAGqplcdaAAAaReversQEE9R1ZdolndGCLVlQJ6czuTrZTmJ2blHjrBkZy5tLsX1naWncPJgciXriXw4AAGKskmIv95heU0Cm2/plYUqka6RdBsbazP6yllkxmxmVxck+M8NUj2/1fXTKBbNeoaw7mF1lbDVT0GkBN609t9+vlR7TfYs6ZOFIu6n/dXXziGNFq9fetcVm/Qbh1drYhv/ugLbUeQAAAABA3JnVsAkxE2cXjuTCtx4T0q6skzWoc0+AdXYjUoS09eWsXZ3s1kBurJ5FLYJZVs3CL8JZAABakC0Yl8l8kbYZMic1N7eac6SroCjRFbNamC4bnZ/fA7UVC8tib9L9BrOWfo+dweyUjtzeRd1t2XwraV3BLNIh6ZEu6Uz1ylCqP9T2xl77zjq/HudreQW0Sn8XMtnh0M4JAIAojvmt+J4HAOKuPTVBEgnHDFgP7knH7smnpk5KaE3cK4OSlnSmSxZnpLBWTqyYxOyqqRq9Gq/eY1exQLQeiu3v69yWx915ytnaWBHQQhHMohEIZwEAaEFawIys2CtHA9qh1ARJJ/pFXDWsFpp2xWyt9z+NczDr5BXM2j1mtcAzs65TyXwwO7VzZZXfldKQVttLJ02Iq49b5vEaxWb+VrvvbKki1/nzp+AAALTCmF/soi8AIN5KdQJyBnqLEvNNTaaTlr32mXXWy60wyajY1kqVcIekteasof28drGAtlhrY0RfMtElWRk/yZxWxmgUwlkAAFo8oNXQbWTFCk03W2TaYK6VLlCWeoNeao9Zr2DWrSuZa4mlK2a7kivDWd3PyNyXSuRC3GyvuTAwkJ+RPLFmBa2ztbGT/Zk7vx96LtnsaCivi+YWpQtVAAAAgF/5FbGJ4p9zT3L16kbUSLRV9qfYNkGsoG0umWxaEolkzUJZJrEjKMJZAABamLNtbakCstWKuUqDWTvD2r2q1RZ61c6wtUGXuzWTH3oO7j2RvNiLCe7VQl4hLdCMhkfaZDhb2d/VYeYsALEW5oogAI0dk83jGZdRIRu6mi5DHm2LvUJZr5oxSiFtI2p65ypkP92f7IrkepyDn/bGioC2uVbOJhJtNXm/1wrBLGNy+AhnAQBoca0WvJZS7g160GDWWewVK+h0tayT7jubXtFy2oSpue1oa8Jr39lyRbz9OJt1bLoEAECTsBfseH8EAPHUkZogSY89Z8sFql78PKZUpxhn/djooLZeq2jtfq9+lOsE5Wc/X6+J57kJx+XPwyugVeX2oHW3Nh7MjJrOV4gHJuIhKgqvBgIAALTom/MwglknW+R5zb5NZzImgF08lJDFQ8mC25Lh3OcXZwYDXUTwsyrWfW7u87dfUyvM+gQAoBiCWQBoPlrzeN2q5TeI1BorCnVWtcFU2GOkBqT2VivOmtod+Hq9bpDaGvFqa1wLUfh7jXhiSgcAAGhpfopTv8FsqX1m7QxbMQtO28y+sxrQdjkmdevHGswuHBk2s3NLFah+2kKFgdVD8dOW7JZMdsXyawAAAABFeQW0QVfZ2vqw1CralccW1nCNWFHbKjVesdWz7lraawWvu81xudWziEdb47ARzKIahLMAAKBlVRLMFuMVzHqtmrUWjYxKTyopaUd34IGxjGmJtDjZJ4sS803RWK7AL9cKqlJ279lWKt4BAAAAwBnYBglqg4S0QevNsEPcMGs820o4KrzOx7n3bFgBrROtjVtPpb/zZnupGq4UR3zwLwYAAE0cMBKohR/Mlttn1nIWce4ZtrnVs1rAFT5GP6cFnxaBWixqAamFpd0/pxx38RiEfi36evr1BbmYAAAAAADNqpKgtpKQtvxz9oYe2FYa0PqtT6vp/uRsP+z3++51Xs7Vs34CWuXeh7ZYQOu19yxaQ5QmIyC+CGcBAIghLTgSiUTJN4VaqNnChJC2dsFsuX1mvWbW2iLOBLUONpi1RWGxYt5dVPpRzb459vfH+X3LyqhksoS4qA+vC0/ZbLYh5wIAAIDWZGuwRoa0hc/fW3VQ22pdksoFtF6raMsFtMqGtGm2l2lq1YSyteh4hngjnAUAIMZvCm2x5w7qnCsgbUjbSgVXPd9wu9sZlwtmLWcwq8WdssGsXTUbZN+cSlfPmpY6jlnJXmwo6/ydG8sMysAw4SxqoxF7b1nDI+0ylK1s/6hhJssDABCJMdk8nnEZLRLS5l6jt+HvoytZrRr0eStpbeyuob3OSZVqc+wV0Cp3SDvsmoCN5sBKWcbkWiCcBQAghrSw0JsWFJMTM8x9zkJhoG1FyJfSkM+GtLnPtXpIW0n7JT+rZt2cwayz1ZHlXjVbycpWW9iWKxyrWTXrDGX167YF6/BYnwzIG1U9L+AUhQtJAAAAQNxD2qDvqyuZzO1uIRzmvrPlJg/7Pa8gAa2fNse2rvYKaVc+x3DF547oCeN3utTkerQ2wlkAAGJoQsfq0p2cItOyM2TqWK90J9ukJ5U0nxsYy8jgmAZ2I7Iw9a4sTc3PP47wQ6puZ+xn1Wy5YNbe7w5oywlS8FYbyLq//kltM8zvW/dY7mvrzyyQd0N7BbQy/l0CAABALdnwNOjWMLUMaaO2irae3bZKrZ51B7N+v6d+eAW0qpJVtMUMJVp7MnwzCHOVLMEsSsldxQUAALHSmZgoa46tJ2vIVNmgp0vWn9Am601Imttmk9rMfWu2T5BVxlYzK2udxUalK0ebQbmv3c+b8CAFfbFg1kupVsRehbK7SLWzesNiC/mejpn5YHZqplemJrvNbVKieMtmNNZoZlDiQH/HCGZzrr76allvvfWkq6tLdtppJ3nsscdKHn/rrbfKJptsYo7fYost5O677y567LHHHmv2KL/yyivHfe6uu+4yr9fd3S1Tp06Vgw46yPM5Fi5cKGuttZZ5niVLlow790033dQ8x8YbbyzXX3+9tDr9N9t9AwA055is4+Jxxx0nM2fOlM7OTnnPe95TMC5///vfly233FImTZpkbrvssov8/ve/z3/+jTfeMOOr103He1RHayZn3eT+OGxBakXbDStKIVOt3rN4fc+9VsdWsmLW65ydtbO73vAKxb1+L9znUqze1vudtyGJRy0Gr25huVs4z1f499vr3wZq4frXycuXL5evfOUrprbV+nWzzTaTa665xvO5stms7LvvvmY8vu222wo+9/jjj8uHP/xhmTJliqmj9957b/nHP/4hQRHOAgAQQ1Oz001AtkZXm8zsycqsiaMya+Kwuc3sHpVZvRmZ0ZXMB7Q66zP35pB9MoKqdNWsM5jVlc3Om2WPKbY3rZ+fWSUFrLOw9PN4/Rr1HPXcp7XnbpPaUoFfF/XRluyu6fOXKiKdFztKrQagEF3plltukdmzZ8vZZ58tTz31lGy11VamuHvnnXc8j3/44Yfl0EMPlSOPPFKefvppE6jq7fnnnx937G9/+1v5+9//Lmussca4z/3617+Wz3/+83LEEUeYQvJvf/ubfOYzn/F8TX0tvbDsphecTz31VDnnnHPkhRdekHPPPddcoL7jjjukVRW7qElACwDNNyYPDw/LRz7yEROw/upXv5JXXnlFfvjDH8qaa66ZP0YvAF944YXy5JNPyhNPPCEf+tCH5MADDzTjplp77bVl3rx5BTcdTydOnGguCqNyNmzLbfGTu7k/567v3LdKmK1gIhTS1vIaQKmVtn5WBmst6rzVildA6yekdZ+XO4i1dbXzaxjJ1i78R/iCBLL276qfG6JZJ8+ePVvuueceufHGG+Wll16SE0880YS1t99++7jn08nNGsy6acC7zz77yDrrrCOPPvqoPPTQQ9Lb22vObWQkWHc8wlkAAGKoO9Np2hhP6RCZ0TUiM3sGZWbPgMzqXSazepfLzO60zOzJyJT2pAkANVyLw+rZRq40CnPVrDuYdfO6r+B19GJAidcqVuiGvXrW/TXZ1tldKZEOstmWWDlrV7c6b8Xu9xu4EswWuvzyy+Xoo482IamdudvT0yM/+clPPI//zne+Y4rBk08+2axYPf/882XbbbeVq666quC4OXPmyPHHHy8///nPpb29cBX/6OiofPWrX5VLLrnErKzVVT762p/61Kc8A1hdFfT1r3993OduuOEG+dKXviSHHHKIrL/++vLpT39ajjnmGLnoooukFZUbt6I69gIAKhuT9f5FixaZFTXve9/7zOqePfbYw1xAtj72sY/JfvvtJxtttJEZb7/1rW+Z4FUnT6lUKiUzZswouOnkKh2T9ThUH8w6BW0lXG1IG0RUAtpq3q+Uep9fyYpl52MKJ4H2BQ6OveqVUiFtwcdFguN8KLsi1NXbcEy6GKH4lla1DFxLdUxD7etkDXAPP/xw+cAHPmDGbK1ddcx2r8h95pln5LLLLvN8rZdfftmM/eedd57pHPXe977XBMhvv/22/Oc//5EgCGcBAIihTg1ck0npbstKd9uoTOkYkqldA9LdPixdqVHpSo1JVzJjQjSzH21M3wA2+kJ2NXvNlgth7efcrY+de9l4cRaUtmgMMss4jAA3PSYyPFb106AFWw63SjC7bNmygtvQ0FDRFTe6kmbPPffM35dMJs3HjzzyiOdj9H7n8Upn6TqPz2QyZlWsFqZaLLrpzGMNb/W1ttlmG9OKUVfnuFffvvjii6bo1FbFeqybfl3aMspJ20NpcRt01jAAAI0clysZk3WljbYp1q4R06dPl80331y+/e1vy9iY9xtlvf/mm2+W/v5+8zgveg56UVhX/iA8hZMMx4dx5QLYSkPaSgLaWoW09Qpondzf6yABbRjtp71W9nrVI14hbbFVtO6VvrVsk41wtaUmjGtfXOsVr3YlfbF/P+q1z3MrjMmP+KiTd911VzN2ay2sbYv//Oc/yz//+U/Za6+98scMDAyYjlLaUlknTLlpILvKKqvIj3/8Y3Oeg4OD5s8aCGvgGwThLAAATaSzjYvhlRSYtVg1W251rJdyIbqfN+7O9kpen/PD3U5ZH7c42ScLR4YlncmY23A24+u50Pi2xkFXtZY7Vn8PvW5+njsOhkbbq7rZFoWTJ0/O3y644ALP11qwYIG5UKsXdJ304/nz53s+Ru8vd7yuXG1ra5MTTjjB8zn+/e9/m/9rO+IzzjhD7rzzTrNXjs4g1lnA5vswNGTaQunqWm3Z5EWL3R/96EemcNbiVts16scazOrXBgBAI8fkIONyJWOyjqfazlgfp/vanXnmmWalzTe/+c2C45577jmzClb3pNWOFboyVlcBebEXePUCMqKnHgGtikJA65fXCtVS6h1mFgto/a6kJXxtXvr3LB+e1ujWTKI+Js/3USd/97vfNeOvbjnQ0dFhVtpqCLv77rvnjznppJPMGKxbEHjRFsYPPPCAaY2sE5N1fNdWybqfvNbgQQS/aggAABpuSFaGsIOjbZIeyw3pgyMd5s/psZSkM0mzwlENJPpEshLbULURswn9FsTFVs3mP7+iFbDTwFgmH+AOZkbzjx9Mpn1/H7RodJ6jztx1XizwE8T6WXGrrzOU6pNFutVGUiQ9kvs6+2nXFOm2xslEh8fFhsrCUb9///S4kbF4B7Nheeutt2TSpEn5j/VibL1oUKotnXR1rNceOXZlrTr99NPl4IMPNn/+6U9/aorUW2+91bQq1r1k9eLw5z73uaKvpRehtdjdeeedTTirxa+2ibr44os9V9oCANBM47KOp6uvvrpce+21pj3xdtttZ1bj6MQmbXHoXGWjq2GXLl1qwlwdK//yl7+MC2h19c1NN91kxldUR0MRZ6jmDCWrDT5tzRWke5ENaYIEffY8g7ZiLv+8vb7em4dVh7vrVvt9KBVcub9P1X4P7NfhNWHbfi+cvyP29ex52/PxOmfn75r+Wav71lsLGR/68+7pmJn/WerfZ9u9zH0NpRb7IOu1ObM3cch/r+OkkbXyd7/7XbOtgK6eXXfddeXBBx803S/WWGMNs+pW7//Tn/5k9qwtRsdq7W6h2xn84he/MCHypZdeKvvvv788/vjjJrD1i3AWAICYWjQyKlOG2qQr1SYy0CNTO3OtQDSYXTzUIYuHcuGsCf8itj+oV6FXamVrowJaPy2NS62a9Qpm7f02oLWPSzsC9yAFdLnCthr2dZcPiwyl+k1I27miaB2W1grb4mR0rF8SiSHXBYa+shcm3ML6O9dqwazSYtNZcBaz6qqrmou5uj+Nk37s1UJJ6f2ljv/rX/8q77zzTsFqVy0Yv/a1r8mVV14pb7zxhmljrJwXhbUo1n1j33zzTfOxFqW60kcvIisNX+05a6h77rnnmsJT9+H5wQ9+YM5Bn1cvUOts4tVWW83396tVRGUcA1A/yUSXJBJt/P2PwbhcyZis457u666Ps3Rik05c0laHuipH6f833HBD82cNcPXirU6k0vHTScdcbad42GGHVfy1onTAaT921k8V7ymb6A0c3rhDYz+cwWZYgU7YAa0e46wv9LndYadXQFvN96VWIa2y5+43pHV+3J5ortWSzdZharWuzWRadsa4CfY6Ub5Hek14akNav3/Hi/3uun9P7PPa41v1vUGtxuQZZepkDVVPO+00071Cg1S15ZZbmslTGq5qOKs18GuvvSZTpkwpeB6d0Pz+97/frJjVSVRaU2u7ZDshWe/TTlS/+93v5NOf/rTv7wXTmQEAiKFFqQUmdJ2fzsi8gaTMT7fL68snrLh1y7zBNpk/mAtwtR2tvgl0vmFs1JtALYJsIWT/7LwvqsqFn8VWzZZSLLh1v67XzO6iQW2AiwPljrWvawvTgeF5snz4bVk49Kq5LR15y/drIRqcf+/LtSIOZ5Z8bfatbSZ6sVYv0t5///0Fq3D042J70en9zuPVfffdlz9e95p99tlnTZFpbzoTWPefvffee80x+poaxr7yyiv559BWxFpk6gxi9etf/1r+8Y9/5J9D2xXb8FdnFzvphWlddasFtO6l99GPfrQlV8626gUWAMVlssW7oiD+Y7Kumnn11VfzHSmU7l2noa0NZr3o8V577GlL4wMOOIAJTiFxthV17icZRjBbzeOrmVgb5t6YtWhxXKlSwaw7kA6jvii3PYu7jvHT6rjSfYlRPx3JbnMdxHSWWxHI2ptyBrPufYVL3YpxHrNsdH7+OXPts6mT610na72rN3edqjWsHcdPOeWUcbW0uuKKK0ynKaWTqPQ5nF2q7MfO9wN+sHIWAIAYWpp9R5KpdkmPrCYDY90ybViH9IR0pXTlrJg9QXV/UA1mFyXmmzeCcX8DWKvVs9UUpV57xHqtmu1yvPnTn437eNvaOH+8rspNeAeozlnJdgayc/Wsu72x31DWq6jwKvrtfWOZQRku+iqIAj9/32vxdyrO/840wuzZs017w+2331523HFHs7q1v79fjjjiCPN5XT2z5ppr5vfi+epXvyp77LGH2dNOZ/xqGKp7veqKVbXKKquYmzs81RnD2lZR6Uxl3fNOWy7qnj8ayGoLRvXJT37S/H+DDTYoeA67h6yuCLIzifUC9GOPPSY77bSTLF68WC6//HJ5/vnn5Wc/+5m0KgJaAG78u9C8Y/KXv/xlueqqq8zYfPzxx8u//vUv+fa3v12w57tuE7DvvvuajhZ9fX1mdY2uvLETpiwNebW9ou5di+p0JibKiAyWDUPDCtIqWUEbhlq1Pa7n6tly6tX61fn1Ffsa/J5/p/hvaYr6Gs4Miu7C8468Zj6ud2thnfCueF/QmDp50qRJ5vM6aVk7QGkNrFsMXH/99aaOVVoze63M1TF81qxZ5s8f+chHzHPohGUd+zWQvfDCC81+sx/84AcDfY2EswAAxNDwWL8sTcyXdKpfBrMzZPFQ17j2uAtT75pZf+5gljeC5RUruvy0NB53v2tWnn7sDmjdga+dyVmpoBcH/LSQmtgxveD7MDzWJwPyRkXnh8Zwr1Dn34JoOOSQQ+Tdd9+Vs846y7RB3HrrreWee+4x+7cqbTPsnN276667mgu7Z5xxhmnLtNFGG8ltt90mm2++eaDX1TBWC0hdaastnjRg1TZO2o7JL22XrMWvrsDVAFiL0YcffljWW2+9QOcCAEAcx2Sd4KQh60knnWRaI+pFYr04/I1vfCN/jG41oBeQ582bJ5MnTzbH6WP04q6TbhOgXSj22muvOn7FzatUYBqF1Y1htvGtJqRtxP6zudctH3J6fT31mATqbn3s3JPWGdA6J0g7rxMMydKanyMqM5oZlExW49mcMFagB/3dpQZvbJ188803m0lTn/3sZ2XRokUmoP3Wt75lJi77tckmm8gdd9xhtvnRVbl6Dttss405N7t9kF+JrN08CAAARN6yZctMUd/ZtqYkEknzZtK0a/IoME3LlLH+cStmG/lmMIz2xZWef7HX9lo5636T7lV02SDVtjTWcNa9atYdzDrZgFb3ntWVszZU15Y6tp2O18/QOSPZnrtXiy4//FwQcLf9sl/70NhS+e/gX+XJJ5+UbbfdNtDrojaeeuop0/onmZho9rerh2J/H+vRqlzLmEx2qSxdutTX/q5+/3393XYHyoQ278kW5fSPjsiBT/4utHNCtNnfGZH2grZWQL1ls/qeYpQxOYJjsq6J0PfszS53aXEkUmOyYlxuLfb3ZuaE90uyTu+FnSpZPRv2PquVrgT0G3r6qcXddUCxTlXFgrFiX0Opc6zlNQ7n11Oq/ra1MnVydMfkjrbpkkwUtpwPMlGg1LGl/u7V+3ocY3J8sHIWAIAYGhp9R1LJCbm9UFK9slzeHvdG0b45ZIZedarZEygI56rnStnivtw5V3IRwDkBQEPpRLa6c0Vzc7c1i5P0aIcks5UVnekxAjoAAKIwJpvHMy4j4sJcQVvNKlq/K2gr4W5vvPJ+/+dYzbkFqUm8rpk4V9Lar8VreyHEU7Dfw+Utvd0PY3L4CGcBAIihzrbVzSx8E86ueMPXqJmkrcq536yzpbGfVbP283b1rNe+s6UKZht8uYvDUiFtRYGsq9DUmcBe++yiNZX7d8XdEgwAAABoVo3ae9aL1oa1CGj9tDf2mqRZLKD1o9w5uc+nmtqj1DYwxWpwZ0Cr3a+In1Dsd5brcnAjnAUAIIYmdKwuyURKRKYXtL1thTd7Ye13E1Sp/WbL6dIf1QrplVuchFpcuwNav4Gs+3ndIa9X22xt5ZzJFrYDQmsJ8ncwzqtoAQAAEC9D2eWSlFSk9pit5+rZKAe09jWiGMx6sc9nX6fUJGkN5k1AL4OhngPigcUSqAThLAAAMTQrs5kMpzK5vUnb+mUopXuTTvQV0nrtmVKv9seNDGn8vrafPUcsu9+s+fOK/Wbdq2adwaz92BnQ6kpb3Xc2KHdhWCygDb4fir/nQGuq9N8HVtECAACgHobH+iWRSOVXM9rQLMriFtBWU3/7CWlrFXQFXb1rz8MZ0nrV4bQ3bj1h7tOM1kU4CwBADM3qnChjZq+HVWThyLAsTvbJorb5skzmmzeJXrNZbUGhBYQzfLOFoC3cRlYEh7yJDM62NC4WzIZRqHv9bN0BbbXGtUmOwQUN1FZY/x6wihYAAAC1NGLC2WRhPRWgninVmrjcc0SptXEtA1q/3axKvfevJACutCaptKXyyhp7ZUjrDmhzx+XaG+uC7dFs+CE7GqOaSQpcT4MfhLMAAMTQeyZnRbIJGRxNyJThLpmbbhPJillBKx0zZWB4XsHxWjjYUNa2qS1oz9uW2x+lcAVudN9Q1qu1sZ/Zr879Zv1yr54NQyX7+LiLjUqLVjSvWvw9YxUtmo3+LicSuR3GojpuAgDQKrSW1XHZWR/5CWj9hKr2mFpMXK3V6tlaCRLQ2uMrVYvVsn67ReUmLq8MaUsFtIiHMFaGl0I9AL8IZwEAiKH1JvRLd2pEFg91yvy0hoNtMjjQKwOpGbI0NV9GzEzXlTNVnUXp5MQM6cn2mpa8zmAxLSOyMPWuebwV5YC2kfT7V4xtaexn1awem84Eb2lcbCZyuRZR5YqQSlokoznV4+89IS2aUaP2RQcAADk9HdNNW2OdsOysf0pNvHUGs8UCUufj49ZZqJHtjat571+L91RBa1x7vA1pvQJa+3k1lmHP2agaNavqh2r2/NQACIpwFgCAGFpn0mJpkx7pSunyyx4ZHO2QVUY6ZPFYryyVleGqs/CZ2DHdBLOrjK0mU5Pd0tOezAeJGhAOjLWJjK1mWvGYgDeE9ritwrnfbJgrZf20xfJqFVVNEe1egcv+Oa2jUcVk1ELa9FhKkhWWSekK9o9G8yGgBYDGj8m5xzMut6LetukyIoOeHaW8QlV3MOtVB9u2tQS01b/n8fPeP6z3Ue5Jy17BbLla14b19vu3cjLzyj1o9c90oWpdrfK+nzE5fISzAADEUEf7iExsy70BXDLcId1tK1fAaoG4XN4uON60M070mhWfulp2WnubTOlwBodJWTKcFBnpNgFtOqUtjnNFyNBouG80w9pzMi4Xv+0KWvv/atoZFyuOg3xPS33PVs76zQW0rJ5tflH6OxS1kBYAAADxZCa5Sn++fvJT0ziDWa+ayyugjVtr46gEtI2oQ9y/A35/jvY4/bmMX0W78uuw36NMdjjkM0cURamORnwRzgIAEEMd7aMi2eB7ndpVnhoU2rCwuy0rIgkT1qYzSVmc0X1UJ8iymIWg9QiGC/bpdelJJVce56OlcTW8fiZh/Iyc4Vgle9gi+uLwd9l9joS1AAAAqBetg5zvR0vtKxq31bNRC2gbxR3MlvsZmp+zK6R1B7TULM0vTr/jiAfCWQAAYmj5QLdpa7w4rS2N22RwNCEi2XFtmZQzYNN9ZmVlhrgimF1J2xzbfWi1+GiF1saVhpDme1lGqZC20lbHjWBmb+vXktAm2vG6+NCKMtm0JJx/0Zu0CM5mC//9AgAAAJw1cZh7pjaTVghonTW+M1R3BrN+g3V7nA1piwW0+v9sdjTUrwONFaXfaTQfwlkAAGLo7f5JkpRuWTzUKfPT7bJkWGThyLAMpPpkaLSwDZKzjdNgMi1TpduEgrlgUEPdHHNfJiNpGTEf17KdUrOye/iWPCZAKFtuv9kggrQ9tjN/i80QBwAAAIAo6ht9WxKJVD58dIZ0fsM4d9DYjB2FahXQNjLQKreCtVQwW6pLlkpLf65dtkdAq1g5G38Esag3wlkAAGLolWWTpCvZIemxhMwbSMjc9KgsTvaZgsHZislZIGgRMZCYIINjvaZ9se4za9mwdmAsYwJc+zy1eoNK25/q+ZmZXOp77LzA4Cyw7fMW+xkNJPqkW8qvGgaAVsRFHQAAGmtgWMPZRL7m0QDN7/6iK/cU7cvXQrZu8pqwWouWxrXed7bWAa1y1pHVvjcqVtNW87zOn1u5UHbccXZ+e8q9D63dczZd8XmhtpqtwxTij3AWAIAY+k9fQjLZpFnpunBkyASzixLzZdno/ILiauUKyNx96bZ+c6yMaDHSISsWyRoazC7ODOZW32b7zGOi3gaqktZJ5YLhXGui6leK1nrf2WKKfW2lZnu7g9qotaQCgCjTfy8Tjk4UAACgcbSWSySS+ZrOBrPFglSv1ZBez+l8rlLPFze1CmhL1afVTDJ2HuOnZvX62XkFsz3Z0j9PnaRsH2NX0RYLaAHAD8JZAABi6OXB5ZJKDJtVrhqmanFgg1l3QWD3PlFDKQ1xtZIRSY8Urn60z7U0O98UGLUuLJph9azdn7dRyn3/vALZUsHzyj1zVga09nfHSIl06errZFqGssNVnTsQVUNjKUmaTZYreywAAGj8mGwfj9bTnppg2hoHCVL9BLR+V9/GUa0DWj8rayu5NlDJpGL7u1AumO3O5K6XaO3rPEZD2lIBre45m8kG+14CccCYHD7CWQAAYmhu6k1JJto89yZ1h2uW3rd8WAPafhPSdnoEd/o8uWA2V0zUevVk1ANa/V4ELcLDXjFbSUsrdyjrdyWw8zhnKy8AAAAAiIOO1ARJJlKBV7c6A1o/x3px1uWtEtCqaiZ2V1tzVtv1yRnM2kDWyXmfBrX54xPiGdBmssMyPEo4C6A8wlkAAGJoKLt83Iw1LSKd+9M4A9qV7Y1zRZMWXRrSujlX3jZzW1t3KKxfc6m2v3Hi/DrcoayfCw1ebZns//XxWoD2SHN8rwAAAAA0l87ExIKJzMEe21s0ZG2WNsZhB7TVrqIt97zFOF/PGdA6r30Ue7xdNVsqmHV2yUqv2A/KuZrWPNYjoAUAvwhnAQCIqcmJGfliQosE225noK3P7C27ss1xrkCxxYptU1useKp3KFvt6ln2Ry0fzPpt6eXVysv5e2JWErc1/0UJAAAAAK2rFYLYWgS0fpUKcv0+TyWBcLGfqzOY9dq6yB3U2usvXgHtWGZQ2AAIgB+EswAAxNDkxOqy5tgaskp7h3Qlkyvu7ZV0JiMLR3pzMzvbcnvMaitjG9CqKAaZUW9vHNdgtlQo69xjR4vJgmMcs371eYdG3za/X5buszOUiN7vEQAAAAA4ax0vtv6Joiisvlw5Ubc27XnD6lrlDGgrnbRdLJjtThbGJoOZ0fwxpQLa0WS/UCkD8INwFgCAGFo/u7as3tklM7pFutuy0pXKmvvTYwlZPNQl89MdIiPrycLUu/n2xc6ANorqHdCWam2sRajXPq1acJUr9GuhXFHsN5gtdu7uoNbO+rWv7WyJrYF/V6L+3wMAAAAAKKdLyteUWv9EOaCN+yraWpyH5T6fSlsqO1saO4NZdyhr2fs1pM2HuJnxLY4BwC/CWQAAYmhGZ0o2npyRmd1pmdIxLF2p3CzOJcOdMm+gW7pSbSL9E2RwLC2T2mbIwrFXJQ4qDWhbpbVxuaLTbzDrLkQLJBz/T3m/thadwzIY+PwBAAAAAPFR61W05V43yPnY6wLO6wrFJl77CWZ7UrZLWc7AWGZ8SOsKaIeZyAzAJ8JZAABiaHKHmGB21qQlsuqkpdLZMSxDwx0yfaRduhavKiITZclwm0wd6ZWBVN+KGa/BZ5M2QpxaHGs7I689aXw9dsXev05a1GnLYA0/df/XaltCuYNZZyjrbN/kfH09Rs/BPGZFQGsLX/0dGhqbyL6zAAAAAODgt35rvb1ovYNRr+cqF6IWO59KV8961cReoaz7fhvSugNaAAiCcBYAgBia0pk1K2Y1mJ3U2yc9k/plZKhDli+bKFMHe2TJcIdM6WiT7vTKoT63d2jzry6NaxBs9gmuYr8h96rZYsFssQK04HPJ3L6y7ueOS8APVCM9lpKEc9l4wMcCAIDGj8n28UCcWhtHYb/ZMAJaPyFrkCC22vMJm4a0XgGt1tFDsrTu5wPUA2Ny+AhnAQCIoa5kxrQy1hWz7Z0j0tY5ZO7v7BySSd0D0tXfmy8aesZ6WyI0DaO1sde+s1ogO9sE+1kR25Xyt2I2ncmYok4LujCVC2ZLrfbVkNgcp5OCdeXsuNWzy82+s6PZaF84AAAAAACEq1Rb4TACVzevWtwZYtuA1q6edV4XcNb35dh2xc5Vs11J7xW0Wse7A1rzHJkuGcxGY/I3gOgjnAUAIIbSmVyRoK2MO4fapX2o06ycNfeNtOdnpGmxEFf1WtXq93W0TZUNPZW2LSq1CrVcSOuXs6VwJYWrM5h1hrLu/XRUftavWjHzV8PZIcm1xgYAAAAAtN6qWbda1oflJkfr58t9v7zqfHdNX0qxYNZ+zh3Qav3s1Q0LAIop/q8MAACIrKGxhCwZ7pS+gR5Z1tcrA8smmJbG+uclgxNkcLTNhIMattn2tHFsSRt0JWy9WhQ7W/46aYHmXB2r/3ffwlRqFrCumvVqZayFozOYNaurV8wOdn/OPk4LWFsg5/ad7ZfhzGC4XwzQwq6++mpZb731pKurS3baaSd57LHHSh5/6623yiabbGKO32KLLeTuu+8u+Pw555xjPj9hwgSZOnWq7LnnnvLoo4/mP//AAw9IIpHwvD3++OPmmHQ6LV/4whfM87e1tclBBx1U9Nw33XRT6e7ulo033liuv/76UL4nAABEfUy+7rrrxo2j+jin3/zmN7LXXnvJKqusYj7/zDPPjHseHXOPO+44c8zEiRPl4IMPlrfffrsmXx9WCrOlcbPvN1strSWD3Pw+pzso9rtKNgw2vC1YaSvt0pnNTZoHEL06Wb300ktywAEHyOTJk029vMMOO8ibb75pPvfGG28UrZP1uS2tmT/84Q/LlClTTL299957yz/+8Q8JinAWAIAYmj8g8vryCfLG0mny1sLV5N9z1pJX560p/3pnprzeN0leX94h89MZM3NTi85G7MPSKNUGtJWG2HaVsjOg9QplaxPSrpy17J4J7Gxl7GzV5AxlnfeZxyTb8itoNeC17ZGdLaxGCWeBUNxyyy0ye/ZsOfvss+Wpp56SrbbayhR377zzjufxDz/8sBx66KFy5JFHytNPP21CU709//zz+WPe8573yFVXXSXPPfecPPTQQ6ag1QvD7777rvn8rrvuKvPmzSu4HXXUUTJr1izZfvvtzTFjY2MmcD3hhBNMuOvl+9//vpx66qkmDH7hhRfk3HPPNReX77jjjpp8rwAAiNKYrCZNmlQwnv7nP/8p+Hx/f7/stttuctFFFxV9jpNOOsmMnXrh9y9/+YvMnTtXPvGJT4T6tQGNECRsrfT5/V4T8LMy2dbDzlWz2g3Lfct/znGcV2cqANGqk1977TUzJmuAqxOWn332WTnzzDPzE6vWXnvtcXWy1rg6cWrfffc1xyxfvlz22WcfWWeddcwEaK23e3t7zbmNjARbPc+/GgAAxND8oTHp6OuU9NhE6UpNMHvQ2nbHi4eS8kZ/RuaM9MvC1LuybHS+xFk92hsXew2vfWc17LZhpaUrlLUYK9VGOu3xKffxuiJXn19nXjuLx6CBsfv8nO2M/eyhk5NrzWTbG6cT/bm9Z+s4GxloBZdffrkcffTRcsQRR5iPr7nmGrnrrrvkJz/5iZxyyinjjv/Od75jisGTTz7ZfHz++efLfffdZ8JYfaz6zGc+M+41fvzjH5viU2f4dnR0yIwZM/Kf1yLyd7/7nRx//PFmVrDSWcQavqq//e1vsmTJknHncsMNN8iXvvQlOeSQQ8zH66+/vplFrBegP/axj4X4XQIAIHpjstJx0zmmun3+85/Pr8bxsnTpUjNG33TTTfKhD33I3PfTn/7UdKX4+9//LjvvvHMIXxlquWq2FVsaVxKc+mkn7LUC2f24YquU7d6zXmxdHxYNaJ0Trm17YwDRrpNPP/102W+//eTiiy/OP26DDTbI/zmVSo0b03/729/Kpz71KRPQqpdfflkWLVok5513nglzlQbIW265pZmgteGGG/r+Glk5CwBADM2TJfLaQFpeWpqVl5Yk5aWlbfL0ojbz5xeXjeaD2aXZ+aYQ0XAvaIvgKIlqe2Nl95XRgNbeFo4Mj7tpsea+2cfpc+getm7VrHi2LY29ZvJqKFssmHW2Zyp4jCPw1d+n0Sa8gACEZdmyZQW3oaEhz+OGh4flySefLFiZmkwmzcePPPKI52P0fvdKVp2lW+x4fY1rr73WtG3S2cZebr/9dlm4cGG+8PVLvy53+0ZdbavtpoLOGgYAoJHjciVjsl1Bs+6665oLtAceeKDpJBGEvqaOmc7X1RU9uiKn1OsiOsEsLY3LcwasWle6b87j3Dev53Le7w6B3a2Nq9neyblKtugxrtWzHY6J0QDqNyY/UqZOzmQyJtzVLlN6/+qrr25aJd92221Fz1XPQbcj0NW4lm7lo9sQ6MQqPc/BwUHzZ51UpR2rgiCcBQAghubLa/Ja6l/y6thCeX7kXXlhoE9eG+ozf3418abMSb0h74y+JsuH3459MFupoAGt83tUrIBzF942UM21j155W5zsG3/LDBYEuObxK/5fq5ZO2tK42KrZUi2aCto4aTtkx96zOuO4nnv5APWme3ZXc1N6gVbDUHu74IILPF9rwYIFpn3w9OnTC+7Xj+fP9+56oPf7Of7OO+80s3s1PL3iiivMrOFVV13V8zm1mNQCda211gr0vdLH/OhHPzJFazablSeeeMJ8rBeZ9WsDAKCRY3KQcbmSMVkv0OoKHu0+ceONN5oLv7p1wH//+1/fX6M+t3a00H3r/L4uSkvLgGcAq/dFbcVsK6yatUGqM4jVicT25v5cmMpdB/GaIF1pcOuutYFmE/UxeX6ZOlnbIeuEqgsvvNCssP3DH/4gH//4x802ArqlgBcbuurYbmkLY22JrOO+TkzWmvuee+6R3//+99LWFqxRMW2NAQCIof7hd2SkLS1DqRVhoaMOGBpducdsMwWzlbQ31uNr9fVrC2ItJr0KOmd7YluQavtpPd4GpjaYtStvw1CsVZTO4HXvn1NsFrBt0bQyoG2TdGbEnLu2NtZCW3+/MtnKC1mg2b311ltmDzqrs7Oz7ufwwQ9+0Mzy1cL2hz/8oWnFpHvi6AxhJ72AfO+998ovf/nLwK+h+/NosastFzWc1eL38MMPN22idGYzAADNPC7vsssu5mbpxVu9iPuDH/zAtFNEY0UxiG0FXpOGnaGsm71Pa2h7nJ+fnda++Xo7NcGE3M7WxuWuBdh6vuC+sQwhK9CktXImk+tep10udK93tfXWW5u9arXt8R577FFwvK6I1S0HtOZ1368rad/3vvfJL37xCxMiX3rppbL//vubLX40sPWLcBYAgBjSgmM00++5/6dz1WezBLPVCBLQOgNg/T7qCtEg+9O494y1heFQql+GUhNMuDktOSO3j6vPGbvun2e5gLrUjGN3MFuqTZNzDx0TJkvaPPeQ0LYLKEeLTWfBWYyuZNV9bd5+++2C+/XjYvvX6f1+jtc9Y3W/G71peLrRRhuZmb+nnnpqwXG6r522ZTrggAMkKC08dcWQXoTWc5g5c6ZpoayziVdbbbXAzwcAQKPG5UrGZLf29nbZZptt5NVXX/V9bvrc2hZR93Z3rp4N8rponGpbGjfjqllfk4dXdGZy1sMalGo9rbTuDBrQBqHPXYuVugAaNybPKFMn63PqytbNNtus4BidVPXQQw+Ne75f/epXMjAwIIcddljB/RrY6j7y2i7ZTkjW+6ZOnWo6aXz6058Wv5gKAgBADGlIp7eh0VzbYufNfq4Zg9lGfk3OwtkWirZ4dP/ZBrP25zMwPC//eD2u3GpbryK92NfuFRzbFbpe/ASz+TbHyWR+5nCx5wNQOW1juN1228n9999fMKNXP3auxHHS+53HK21ZXOx45/O69/PR1a4azmrBqReUK6WP1ZbIWkDffPPN8tGPfpSVswCAph+T3XT1zHPPPWcmK/mlr6njqPN1X3nlFXnzzTd9vy4Q5VWzll2l6lVX2vucK1lrEZ5qnR0kzHVOWAYQ7zq5o6NDdthhBzPGOv3zn/80e8e76cRmncDsnnSsga3WuolEIn+f/diuzvWLlbMAAMRcM4awUVk960WLOecMYGco62xl7PV8+rmuRK7I1IBWi9Biq2btqttqmP1iHS2N8/c7gll3SOtVgOpzOFsbL5fC2YgAKjd79mzTCnj77beXHXfcUa688krp7++XI444wnxeg9M111wzvxfPV7/6VdNy6bLLLjOtkzQM1b1edcWq0sd+61vfMoWkXhzWtsZXX321zJkzRz75yU8WvPaf/vQnef311+Woo47yPLcXX3zRrOZZtGiR9PX1mTbJtv2TLWQfe+wx2WmnnWTx4sVy+eWXy/PPPy8/+9nPavo9AwAgCmPyeeedZ7pTaJcKXfl6ySWXyH/+85+CcVXHUA1a586daz62F4V1JY/edL89bY+orz1t2jSzmuj44483F5P1udG8mn3VbBi8Alo/K2pzHbAK6/JyHbF02yGte81rZDKObX4ANEOdrE4++WQ55JBDZPfddzfbAOlesXfccYfZQ9ZJO2A8+OCDcvfdd4vbRz7yEfM8xx13nBmvNZDVfWx1Va4+ZxCEswAAoOn3nq10/9mgrY1N8aiT51yBpz5WZxFrqFtqxrDX61c7Qzl/bh7Fpdfq2fyes/nPJc3eO7a1sf16hke7JJOtPkAGWp0Wh++++66cddZZZv9WDT61SNT9W5Ve0HWuQtX97LRt0hlnnCGnnXaaaVd82223yeabb24+r6tXX375ZROQajCrLYt1hvBf//pXee973ztuNrA+3yabbOJ5bvvtt5+5yGxpq0a74tauENLiVy8066ofLUZ1z5711luvBt8pAACiNSbrxKSjjz7aHKvtDHWVj46DzpaJt99+e/5CsrLtDs8++2w555xzzJ+vuOIK87wHH3yw6XKx9957y/e+9706fuVoREvjZuOnJg2Du+WxbW1s950tVdcXk5YRU+8CaN46WX384x83+8tqoHvCCSfIxhtvLL/+9a9lt912Eyfdukc7Q+21117iprWzBrrnnnuumUil56B1sp5bkM4ZKpG1lTUAAIi8ZcuWmdnVIu0FLTRaTSXhrOU3oLWvYYs4G87akNU5k9fZfsm2J3YW7Hq8HusVzNqVs1771dpw1nnOXuflPifb1ti5clbDWduu2B3MdretfDs4OJr7vdKANn/LZGThyLAsTvaZ83xn9DXpH3rLhLNPPvmkbLvttr6+p6itp556ylwU1PmXiUTzz/TOlTEjsnTpUl/7u/r99/Wi9b8o3amOip5jcGxYvvHvn4R2Tog2xmRERTarLdRGGZMjhDG58WOyYlxuLfb3ZuaE90sy0RbpcLYZV826w1lntyl33ey156y7K1Up7tWz9mdh62hlt3xy1s/O2tlZN3t1nbKTm0ttB2S7Tmm9bM5/LCPvjM6Xp4d+w5gcIYzJ1WFMrh1WzgIAgJZSyQraUpzBrP24R3pNYWlbGLuLUC38dHauva9Ya+Og3MGsH85g1n5sA9pxx2a6ZCDFDHE0t6FMUhKSrPixAACg8WOyfTyA6K2arbb+da+erYbdbsjSgNW5LVBhV6ni2wHp49TwijofaDaMyeEjnAUAAC0nSEDr1drYve+s1+zfbln5sVdQ6gxoK1Wu1bJz1WzBa6e8g1mvY1Q6s3LfWVt8N99cbwAAAAAoj5bGlQWzOoHZPbnZ+bl6c59PsX1n3QGtM5i1q2bt4wHAL8JZAADQksoFtJXubesOYm1x5+ZVuDlbGjvPI4xi2NnSuJxSq2cBAAAAAJVpppbGfmtRXeVqWxvbEFZD0UYEspVyr5QFgGqxlhgAAMROWG2J/Yavdu/XcsW0DWY1kLU3XbnqvBUTpC2T3W/Wcu+ZY/fLKcW5arYrlc3fWu2CAgAAAACgtq2M3eoZzLrrZy/Orla2RbFzVaznYxx7zQJAUISzAAAAPkNg54rWYkWlDUWLhbHu+3SPG6/C1BkIe4XJ2tK4XEFsWxo7V8y6V8/6DWRp0QQAAACg1VXT0rhZJrmWq0PdWwCFzTmx2f48nN9br1q64tcqEtC6g1mtlzXgHUoMh/baAJob4SwAAGhplbQurmS1a1jn6WfVrBdnKGtXzfoJZp3tmzRI1q9ZQ+pMNl3hVwIAAAAAaBW2pXEj6eTmIJOSnathNYh137yCWVMvJ8Lp8gWg+RHOAgCAllcqoLWrZ92tjauZMV1tMGtXzbqDWcu2Uy63atYvLTq12NQVvvp16+v3dKxV5VcFAAAAAGgmtV41W4qz05XXVkjVtmJ28gpmTb0sg6G9BoDmVnozMgAAgBahAaifvWy14Cs161aLs1L7vVa7H02xYNa53627dXIlq2Z1xay5ZTKyODMoC1PvytLsfBNMr962gQyNLZUBeaOqrwWIonQmWfEc1txjAQBAo8fklY8HwkNL43itmtUa36vzlF9au7tra2coq5zBrOkylW3NnzOaH2Ny+AhnAQAAQqAFmWQkH5J6FXLlCn0t2N372jpXzdpgdnJiRsFqWX1N51635r4Vq2ZtMKv/9xvMDo4mzP81nF04MmyC2XdGXzOvvV5qa5k61it9mQ75r++vDgCA1uzC4WfiFwAAzcAdfNYimPWz36x77C02uVpr6nK8Jlfb1bJKa2U9J1vPD40uCvDVAGhlhLMAAABlVs/qffo5LfScM29NMag5ZsK7sHMHtMVaH7n3rrUtlO3rOoNZLXidq2Xdoawq1c7YHcx2JTOesxg1mF00MiqLk31mxayull1zbA1Zpb1DpnQlZcFohzw9VPZbCgBAS+9d77czBwAAqJzXJGdn7e5saVwuNC7VDcurll82On/c6wNAOYSzAAAAAdnCq9ieNc5irtI2xp575CR6ZVp2RkEwa/eWdXKulrV/tqtm3aGs82Mb0NqWxvp1LErNF8mKCWbX7OySGd0iUzsz0jmUEVla0ZcGAAAAALFCS+NotjP2WjXrnDjlXDXr1dLYdqPyw7YyVl7BrL7WWGZQhiv6SgC0GsJZAACAAKtny9FZtLa1cbmCLnf8yhZIWtR5tWEaP9N3fDDrXB3r/tjdztgdzHp+HZmM+Vr03LSNsq6YtcHslPZR6RsbK/scAABElXtMr2R1q5/3BfY4Vs8CAJqF1q7FJiqX4tltKtFXdVjutWrVdp8qtmrWfS6lanivPWbdwezEjunm/4nEBBmQNyr6mgC0FsJZAACAAEq1Npbkypm3Xq2Q3AWdLUSdwWypi71aSOrzO4NZdyjrXjm78r7CYLYrtTKgTY8li++ju6Jw1dfSkFcf3902Kp0pwlkAQDx5jbPO+whSAQBhacVVs0H2d3XeX2lQ614169XO2GvVrF/OOt6ep14HcK6Yta+RkMLJ2ABQjPeVOAAAgBbmdyVMsULbFm1axNlCzr1i1rlq1gazudm9vdLTMTP/56DcwawJVEsEs86P3StqNQh2fo2Do5pAAwDQ/O8D/L4XAAA0v2paGjerIKFzsWDW6zjnrZpz8Gpn7F41aydWu1fNFttv1jmBGQCqxcpZAACACmig6iz4nMWae98aZzDrXDVr2xkrDWSd7Zb0z/ZzGtwOjU2UdFu/DCZ7pSvTLj2pjnGv7V5F69xntlgwu/KxGbOCVoPcrlQitypX2mVS2wwZkD5JZ1Yxn9d9aQdH22RozGPJLtAEhsYSItnKJiIMZZjAADQTG9AWW0nrd8sDAPUfk83jGZeBWNMQtdxqWmdLY/eYXKqdcbG9ZksFs0ArY0wOH//aAAAA+GQvwrpbG9tVsNra2BZ7XnvP2hW19njbzlhDXg1BbcGYf74V+adtd+w0MGZD1vGtjb3aGbuDWW1N7KSBqwloMyvaF6cSpjCdlp0h8+Rf8upYr0h6FfN66c52WTjM20gAQPw0IkylTTIAtKZmb2ns3ntWJx9X0z648oC2z3OvWeU8H6/VuM6avVgwq/fbCdca6g6kcl/nUMpuT7QiIE7ldjsCAD+4qgYAAFDk4q3fi6nFilBnQJtvdezYa9YWcVrQajBbUCyu2Md2SEPaFccOpfpkIDFBuqVLuh1v49Jj/lbNrvzc+BbLep8JaM2xSZnSkZD0WJsMDvXKolSvzMv+S2RMZKB/qkwbbpNFtDgGALSIUu8JWD0LAM2NlsbBAlrnZGPn5ONac4/HXqtmLa92xn5WzOrxWtdr3Z5O5L5uu0WRRX8pAH4RzgIAAIRcjDpbGztXy3oV+Tqr1wa7Ba2VkivCWS34XKt09fm1tbF9K6ctiL14rZr1CmaL0cB3lfYOSY+sJ3NSb8gimW9aHK85tIb0ZYZ9Pw8AAM2sVEDLqlkAQCvVxLVYPVtpYK7n4Wef2UpaGZvnNfX6yq2IcudGnQzAH8JZAACACi/Aeu07q6tivdol2VA137J4BbN6ts1/0av7zvZIrwl9natnrXEtjh2rZt3BbFdqLHc+K/aPzX0+95zdbbpyNiFdY0mZmuyWwRXtjZeNzTeHDMlSfycNAEALIIQFALRSS+OofX+1RrctjTUo9mpnHFYw62RDaQ1n9ZbN+p8MDaC1eS+zAAAAQEle+8A6Q1cbxLp57ZdjZ/7qY+xNj1u5L22f53PYfW/ccnvGZvPBrHOv2dzHY/lg1n7sZh6fyoW9PamkKWRtgbs0O1+WZxd4vjYAAAAANANaGlcWltrvm62Py+0ZW4rzsc56W9mWwsUmSDm3DnIHsxrKVhvMOmkwDABBsHIWAAAghBUwXu2bnO2Ni4W1zhWxZp/ZFUwwW+RiQLGVuV4qaWfs+TzSborbZSvOdywzWNXzAQAQF6yKBQA0O9PRySd396hatTcuNbG52Hm5V80WC2bddEJywWuPFU5wHvd8dhsiIcAHUBnCWQAA0HT7uzV631lna+NSoawWjwPD83LPkeorCGe16Mytml1ZJLv3trVFpV3hqjfnqlmvYNZrlWwppk3yim1z9WvSc1g+/LZk2EsHTWpwVCSTdPxlDGCo+DUcADF9/0AwC8RzTFaMy2i2lsalAtRigWklzxXkse7XddfGOulYJ/mW2v7HTzDrXDXrrpNtS2OvVbOlgll3IOuknysW0HptVwQ0O8bk8BHOAgAAVHEh1r3vrC0+/dIiUlsxLR/WgNa7TVPuuNxr2Oe2xWVXsrCg1GDWqZpgFgCAVkYwCwCtK0otjf0EqdWErdWwr+usiW1Aa1fPBg1oi7VBdv9MbEtj56QrfT13Pe4OZkuFsn4D2mpaNQOAYs9ZAAAQW2FfNNXn8/OctbhYq4WlrqLNBbLLV/zZBrO5Ata2Z7Kzf21R6Vw1az52rJqtRTAbdFY2AABxYd8LEMwCAKKgUaFrtedpVw8H3X/W6/PuVbNOdtWsbWls2VWzpYJZnejsvAFAPfGvDgAAiLWwLp5W8jw2PPWayVuu6NSgVYtHLSJt+KrnoM9pZwA7z8kWmnamsbOlsVWsnbE7mA0S1KYdh+rXZIvhtmS37+cAUNrVV18t6623nnR1dclOO+0kjz32WMnjb731Vtlkk03M8VtssYXcfffd+c+NjIzIN77xDXP/hAkTZI011pDDDjtM5s6dmz/mgQcekEQi4Xl7/PHH88fde++9svPOO0tvb6+sttpqcvDBB8sbb7wx7tw33XRT6e7ulo033liuv/76UL83QC24x3wCWQCVjMm/+c1vZPvtt5cpU6aYMXfrrbeWG264oeCY5cuXy1e+8hVZa621zFi52WabyTXXXJP//KJFi+T44483Y6h+fp111pETTjhBli5dWtOvE/FYNRuXYNayE42LBbSVrDq1wazzOZwdprw42xnb2llD2fzk5iJhbDUhrT2fNtdWRACiUSerL3zhC+Pq33322UecdFz+7Gc/K5MmTTLj+5FHHmnGcqdf/vKXZszv6emRddddVy655BKpBOEsAACIvUoupjovxIZxMdbPvkJ+ilDn+ThnATu5Wxo7V81a7mBW/29vzvv9StuNZwGE6pZbbpHZs2fL2WefLU899ZRstdVWsvfee8s777zjefzDDz8shx56qCkSn376aTnooIPM7fnnnzefHxgYMM9z5plnmv/rheNXXnlFDjjggPxz7LrrrjJv3ryC21FHHSWzZs0yF5nV66+/LgceeKB86EMfkmeeecYEtQsWLJBPfOIT+ef5/ve/L6eeeqqcc8458sILL8i5554rxx13nNxxxx01/74B1SKQBVDtmDxt2jQ5/fTT5ZFHHpFnn31WjjjiCHPTMdPS57vnnnvkxhtvlJdeeklOPPFEE9befvvt5vM6eUpvl156qRnLr7vuOnO8jvNo7f1m4xbMOnkFtO4VsFob25vz40rYVbPulsZaNzv3mPUbvjqP8dMCeWVrZ/976gKob51saRjrrIN/8YtfFHxeg1mtbe+77z6588475cEHH5Rjjjkm//nf//735phjjz3WPPf3vvc9ueKKK+Sqq66SoBLZbLbwSh4AAIisZcuWyeTJk/Vtv5nhhfGc+82oWl10ta/jDE+9CkLnnjq22HTO/tVi1Tnz13m+7hZNkxMzzPNNzfTKKu0dpmic0pELZ6d2ZvKrZr2C2WLSY6mC/w+Otkl6LClLRlIyOJqQJcMiS0YyMmekXxam3pV3Rl8z5zI61i9L0i/Jk08+Kdtuu21o31dUTguW7bbbTudrSyLR/HMwc2XMiFlZorNaw/r39f9N/5J0Jjsreo6hzJB87+0fBDonnQG8ww475Iu5TCYja6+9tllFc8opp4w7/pBDDpH+/n5TKFq6ulVn7jpX4jjpatgdd9xR/vOf/5gVOW662nbNNdc0r6mhrvrVr35lituhoSFJrrhApaGrBrZ6X3t7uwl53/e+9xXMFP7a174mjz76qDz00EPS7BiTERXZrHbMGGVMjhDG5MaPyZWMy0HHZC/6d3D//feX888/33y8+eabm7Hbjq9Kfzf23Xdf+eY3v1l05c/n/n979wHmVnnlf/xImm4b2xjjsQ3BpgUSeoeFAKEGWMIT2BhCaAshsIGQECBAEloKPbCU0ANkN5TA0v5AyNJZQgstlBBTAgEMtgEXPH1G0v/5vfKrudJczUgazYzK9/M8yoykq6s7g+PXR+c953z72269r6vrTywhvz8308dtZ9FI3ZhVzpYiOVvJidmgYJwcHNMj2XNhw2S0M14eO0swfg7Gyz4WnxKfmtHOWAnWYMI12H0q4/2ywuauRKojlZ8725noc5uWO6NdLrbX9X3eNz99PbqWRLLHevoWsCaXEdbk2liT5+QRJ6tydsmSJXbXXXeFvqc2UanDheJnv2lZG6b22GMP+/DDD11Xqm9961suftZa7V166aV23nnn2fvvv19QXFj9fxoBAEBNKXVFbDHBczCILFWSOXvebDCozK6aTT1XXIVsWHDqg1H9XNXyQQEwkhTABm9KZobp6elxH9zsvPPO6ceUCNV9VeGE0ePB40U7iHMdLwqAFSSqLVMYVe989tlnrtrH0wcYupbrr7/e4vG4O4daNeq9lZgV/VxqGRWkloxqN6WAFQCASlmXi1mTsz8Mf/jhh123iq985Svpx7WRSevsvHnz3DGPPvqovfnmm7brrrvmPJf/4JrEbG22NK6meMv/LGHtjQuJmcNaGmfH+j4xG9wc7ROzQbkSs0M9ly/G/wBjsyY/nWecrBE/K6+8shsncPTRR7s4OHgOxcw+MSs6p95bG5AHi4GVvNVm6EKQnAUAACih4czTyZeCzGBLY/c1UDVbbGJWVbPSlYgOSNBqd3Aw8K2PMEsH1ak7nvpzX8xNrxXt6NXuYn87++yzQ99LbYKV+Jw2bVrG47o/f/780Nfo8UKO7+rqcjNoVQWba4fydddd5wJXzcPz1OL4f//3f+3UU0+1xsZGF6Qq4NR8HU+vufbaa13grA+cn3/+eXdfiVn9bAAAjNWaXOi6XMya7BOp48ePt4aGBlcxq+qZXXbZJf287qsKR2usjlE7Rc3QCyZws69DVbfBFoqoHMOtmq2mxGy2XAnaXEnaQpK3vjI3l+zY2X/vb8UmaMc6kQ+MpnJfk+fnESdrDf7d737nNlOde+659vjjj7tOFnovfw4lboO0UUpjDPx5FANrdJDOoWpebbi68MIL3XNqk1wItmABAAAMg29fNJShkrQ6h86lilm/CzjYokmCu4AzErOx3JWzqe9TbY69rnjufwKqpXEuBJ9Afj744IOMRKiSm2NBSdJvfvObLnGq+bBhlHDVbLxg0lUUfH7nO9+xQw45xCV2ly1bZqeddprtt99+bv6OKnHVolHHqV2U3kPBr45XSyffChkAgGpelydMmOBms7e1tbkPajUfb/XVV7cddtghnZx95plnXPXsaqut5mbXaT67WiNmV/iogkgJXiVzNc8dqAZKOPv2xkrQKrb1caXvDjVYItYfG5b4Do4Y8vGyOk35WbPBdsb9sfPA9/CP+Y3Juq/v9Vrf2njwn9G3WB5v8UTnkMcDtWwsY+X9998//f36669vG2ywga2xxhqumnannXbK6xyKkd955x3ba6+9XLytn+W4445z63ahMTDJWQAAgCIogZrdetgHm9kKrZ7NPm+QAs1gaybf0ji7ajZXYtY/NliCVjRvNv19oi+j34raRUVs4HkBpChAy2eOzkorrWSxWMwWLFiQ8bjut7a2hr5Gj+dzvE/MqrXSI488kvN61LZ4ypQptvfee2c8rqoe7WRWotX77//+b7fTWS2dlJBV+6bf/va3dtVVV7lrmD59ul199dXug+qpU6cO+fMDAFAu63Ixa7Log9g111zTfa+5dppXpyogJWc7OztdB4o777zTJV1FHwQrmXvBBRdkJGe1CUoVPVpDdbwfIYDRNZabUau1ajaYPM2OmfX7Ds6hLeR3FIyZfUvjXAZLzGYflz13VhR/+1E/Q2mINtvoDFcCKtNIrcmtecbJQdpMpfd6++23XXJWxy5cuDDjmL6+Plu0aFH6PNqkrKrbX/3qV26jsuJebc7y5ysE25kBAADKdO5sUHawGWzBpJbGmc/5tsbDS6C69jPLdworwaxAWsG1diQ3JXMnkAHkR+0NNdvVB3Oi1ki6v/XWW4e+Ro8HjxdVsgaP94nZt956yx566CGXfA2jalclZw8++OABHwJ3dHQM2PmrANlfY5Beq3aNev6WW25xu4ipnAUAVPuaHEav8fPztB7rFraeBtdSVcxqBq2uQRW22bPsUP2qMTGruDE7MVtoQjysatZXqXrZm6Ozq2bDErPBlsa5ErZDJXJLHe8DGPk4OayLlGbOapOxP8eSJUvc2B5PG5313ltuueWAtXzmzJnuWm+++Wb32kI3KFM5CwAAUGKF7gDOl1o0ZQu2NB6slfFwdFlvyc4FIJPaH6oV8GabbWZbbLGFXXzxxdbe3m6HHXaYe16JUwV9fhaPWiZtv/32bq6NqnCUDNWsV1Wsij4EVuvhF1980e699143P8fPx9GsHAWPwUDz3XfftSOOOGLAdencF110kZ111lnptsaq/lFLxo033tgdo/k6zz33nAtUFy9ebL/+9a/ttddesxtvvHFUfncAAIzlmqyvOlYtEZWQvf/+++2//uu/0qMEVBmkNfvEE0903Sa0hmq+nebdac0MJma1KUodKnRfN9GHvH5jFKp/3mw1yScpmytBqzh6qApmdbFqrJsW2tK4mMrZYMVsrupZAJUdJ7e1tdmZZ55p++67r6uCVWvik046yXW/0BxZWXfddV0XC7UuvvLKK11sfcwxx7h2yBpH4Ofh3n777a5DRldXl9vsfNttt7n1vVAkZwEAAEaZqmCDO20VVA62WzqY6NUuYD83J0gtjd25Y/GMxGxzfU/6+87e/qTMYLrikYGPLb9e7UxW0JtI5ncuAIObM2eOffLJJ26eq5Koaon4wAMPuPmt8v7772dU3GyzzTZ200032U9/+lOXLF1rrbXsrrvusvXWW889P2/ePFd1IzpX0KOPPpqegSfXXXedO98666wz4Lq++tWvuvdRW2PdWlpa3G5gXZs+YBYlfhX8zp0711XP7rjjjvbUU0/ZrFmzRui3BQBA+azJ+pD4P/7jP1zljdZGradKsOo8nj4cPuWUU+zAAw90bRGVoP3lL39pRx11lHtem6k0LkB8e2RPG6hYU6tftVXNhiVmw0b/5JIrMZurpXFYl6ngrNl8FZuU9del+bf6OftI0gNlGSfHYjF75ZVX3EZiVccq2arNUT//+c8z5t7+/ve/dwlZtTnW+ZXMveSSSzKuTec44YQTXCcqxciaWasEcqEiSZ0BAABUBO2i1gxAs3o35wBjyweFCsSCgaiCMp9QzTX7RslOBZ5+h7UP6nybJn/O8Q3T0jN0psSn2uRos61YX2eTGswmNyZd5eyk+r70vNlgcjaYmM1OzvqZs13xWPprZ1+ddcWjtqQ3Zou7Iy44/airzxYnOm1e7D37rPttm9K4ps2Mz7L2xKf2evf/c+1eNtlkkxL+VlEsfbin1j/afxmJVH9L2VQY02tLly7Na75rvn+/Hr7Sd60h2h+cFaIn0W3XfXpVya4J5Y01GeUimVR71D7W5DLCmjz2a7KwLtcW/+dm+rjtLBqpG/V5s8VWzlZTcna4idkwwXg52NJY8bLeb4W6Vhcrq3J2cmLCgJbGuapmm+uS1tmX+e83n5wd8DWRcDNnOxN9rqtUZ7TLFkXmuz8zbT0L3HXpehS7Kzm7pOsN1uQywpo8PKzJI4fKWQAAgGHywZgCxkJbOClYzQ7ks5O9omAzTPa8WS87MesfC6ue9Qla932iP1jxwaiCz+CHFZrj02uZ8ykBAAAAALWZmA0TTMwONvYnV2I8LOGtlsbaJK1YOXj+XC2NsxOzSspmf++TtL56djitjesjw0tGA6gdJGcBAADGaO5s2Dwdn5gNo6SodgGHPpdVNVsoXzU7GAXAuSqBgWqhD2ISRfYW6gnfKwEAAEZ5TRbWZYwW5s0OPmc2Oy72MWV6dM7y5/NtaZwdMwc3MgerZrMFE7PD0REZXpU1UIlYk0uv+uu4AQAAxjA4D86WLTaYzU6IBtszDUewYjbI7xxW+ya1blLwGfyZ3NzbSAkuAAAAAADG2HBbGhej2qpms3+esHbGimuDsa2/7x8banNzmOD5FKdmPJdnyFps0pakPIDhIDkLAABQhtLza5cHqIO1adK82VLpii9PzOZo45SrvTIAAAAAAGGJS59EVTyZfQs+X0iCNhgrq8tUGJ+gLVXVbC6uzXIRyWUAtYvkLAAAwBjvwPa7irOrZ7N3Gw/cCVxYgOnnzXbF6zKqZ9XSOHvebPp563XVv8Gd0K5VVCyVxAUAAAAAoBBKqPqbT9JmJ2jDqm+9XM/5lsal6DQFACOJ5CwAAMAIC2ttPNjs1uwkbbBaVcHmSAjOm1XVrG4d8UTmTuDYuEEreAEAAAAAtdXSOJ+fa7BxPz7GDEvQDjUCKHvebKmrZjXqJ6gz2pVxvzeeuSG70ZqLfi8AtYXkLAAAQBGikZaSBNrZrY8GCzy9YnYB+6rZfOfNZgefwZ9LCeKGCP+MBAAAAFDb82aZO5opGDf6300+v+NgFW1wI/Ng1bODdZkaCeoqNZZzigFUFz5VAwAAGAGFBunZQafuK3HrA9PcM3Qyd/KGJWOD34e1NFbVrFoaB+fNaodwZ6IvI/BMXU/4dQAAAAAAarNqdqgEra+e7YhkJjUVX/qb5xO0+c5wHSxGLaZqVvFwkDpK+dg4TH2MWbMACjfyW0oAAABqgNoZFRqUKeAcrL1TtmCbplxBppKvTbG+0GrZ/mPyL71V8Nzdl7rGdKI4ZtZQfGcooKx1J8wSRf757uX/FwAAlMWaLKzLwNgmaH1XKJegjWV2jVKHprCROXosu3VwvoLzZgvpNpXdPaqYJLQ2Vyte7ralRZ0LKHesyaVHchYAAGCMKUhVdaoCOgWu2VW0pZrzGlY1mx2U+nmz2W2bfGA9Gu2iAAAAAACVzScvFUv6BK0pDxpJVce6JGxikFmyy491rwuZ71pq2RWzOY8rYIM1AOTCp2sAAABjqNDq2cF2ACvh2hSLZ1TP9j9XF1o1m93SONi6yT1v7eldzy5AXn4NjTmCaAAAAACoBKM9b7bSWxoXkhwNdpXK+LljZt22zLoi7anOTNH8NyPrnIVcQ3a3qaZYckDcO9xEbbamZEtxLwRQc0jOAgAAjCBXERto3+QTnBKctxOsni0mQesTs/33B/4zzydmg7NmM5/PDEKD7aT8dQVbKwMAAAAAqlex1arZr0slVtv62x0HqmiVoC0XwXi4KzFwR7KP4YOJed9lCgAKQXIWAACgCIlkh0UjLUPO1xmMErUK7garnvXJ3MHaCSvR2lzXF5qkDUvMZjy+vGo2OGdHQWhnos8FyUoYpwLraakdzcvn9zRQOQsAwKjx/+bQvz8AABgNpWwjnH0uxczdsXbrjo3rr6ItgBsHVNe/8XkoqpoNq54dat6sOkopNtbIn8Fm4QY3ZANAPkjOAgAAlDDgDLZvCpsfO1iCVruGfWut4QR3A6toMxOy2bNm+49L3RSAKvh0u4KTqV3O/nqaomW0rRkAgBoQ3Aym70nQAkDlqaSWxqWe7Rpct7SOBc8fTNLmGwOn4u7SVqsW0sbYx+zZvyc3R9cWlfS6AFQvkrMAAACjQJWxuXYD+wRtsL1x3ueNR60plhiQlM1OyGY/Fpw1q93CuYJR365J195k9f2ze3rzvkQAAFCkXF06AACopKRs2GPdfaluVHrf3tgEl6SV4AbnQuf6DlY1G0axreJhdYcqZs5scHM2ABSC5CwAAMAICLY2zp47m4tvb1zKqtnCXtvf0lgtm3yr5eCuZD/vdrAAF6hkXYmkxSPF9e3uTfL/CwClQVIWGN6aLKzLGEwhG2KrXamTspJPl4fgWucStMuvQ4laH4cGK47DrlObnJutyZpLlOYYKknrY+TgdQWTyY3JhpJcB1BuWJNLj750AAAAJQw4swPG4E5fBXK+QjbXbNliBVsVh1XNik/aaj6tr7btf03qq1oaB/mgU9c32NxbAABQHH04nX0DAJS3UlR0jrVgQnQsE7O+AtXf/HV19Hyc/t5fZ0blbZ4J9uCM2bCNxq4zVGAjci65YnkAKAbJWQAAgBJL7/hdnthU4J5v4Jir9XGhhkrQuu+j4bse/bzZ9PzbwE5gBawKZhui7HoEAGA4SMQCQG0op3mz2cnOcpDdGjiYqA1SYnawdVNdoPKlmNbfhkrQKj5WZ6nBEvOliuMB1A6SswAAACO4KzgYiCvZWWj1rD9WrYYLqZ7NTsj6m78fVjXrWxpnB51qs9ycaLKWGP90BACgFEjKAgBG02glZPOpmh3sOLUyDt5aGqanE7V+7Sxmzmt29WyQT9LmU0HrNzD732VwBJBiZgDIF5+wAQAAjHB7YyVo821vHLbrNrhLN0xXPDpkgjastXHmOTLfz8/SGfj6QU8PAACGQGIWAFCtVbKFrHE+jh7q+vqTtQOraX386jcZZ8S1fZG8E7TZwitow2NkbWYGgEKRnAUAABjFBK3faTtUgnYwwYBzsARtrtbGuWjebLClsa5ZQbCSxU1Wb03RaLodMm2NAQAYGyR3AQCV1LZ4qDhat/7rLqwFdK6EaVjMXAyf9A3G7v4awxLFDVZfmjcGUPVIzgIAAIxxgtYHeoMla13SVMnTQYJMJWh9kjZYQRtM0up73fR8VyLqdhPrnIXM5wEAAACASuXjsWqZN1tpCdmw+evBJG1Hz8fu91bI787Hy6Wqns3uLOX5jlg+9m+Mjcs5oggABjN43zsAAAAUREFadkWLAky/qzYdYPp8aSTVxjhXYtbtBI6YNVvm/Jr+IDPqKlnDq2gH/lMvnZh1idzlidl4/65g39I4PW82Ns4Fms3ROtfayc/hAapVZzxhvZHiNiv0JdnkAABAOazJwrqMaleuyVgfD2dvXh6s80Nj3bQBj2UnnIOVqsG4uiMyLh0va9NxUywaGjv7WNYnaDVnNixp6+Nj31kqbN5s2M+iblP9RwPVhTW59EjOAgAAjFGCVolPF+ANsXlXydLO6ARrStS7alclVoMzcPRYztfGG6wplsiqpI0OqJr9rLdnQEvj9PycrHyszteYlRAGAAAAgFrgN7KOpXJNzBbaht/HyBqnE6xETZmW8ftOVdMO/Lm76vrj5ZZYg4txFS/7r2FVtErUBhOy/jm/eVkxcrClsW+fHKzm9deszdYAUCiSswAAAKOYoPUBaEaLpuUBo0uEhrTa0uMKCLUbuCNe52a/KmBszvEvuf4gMxqavNXzCj6X9KQCT78jOFg1q2ttaZjujm9ONFlLfSohHNxdDAAASvNvBAAAqiUpm6+wxKxiX5/sTLcKdtWxy1wmw8WryWXLY9ZU6+Pu2LJ09WwwXg5L0IYlan2lbDAxG4yRxb9n9rX7GF4xszRFQt4MAEIwcxYAAGAUZ9AGA2qfoPVBngv4lt+CdD9VPdvldu8qWFTQmKp8DZ+ho+cWd0dz3FKJ2SW9CVvU22eLE53u3L5qNkiBsdozARg5l19+uc2aNcuamppsyy23tOeee27Q42+77TZbZ5113PHrr7++3X///RnP33HHHbbrrrvalClTLBKJ2MsvvzzgHPPnz7eDDjrIWltbbdy4cbbJJpvY//zP/ww47r777nPX1NzcbJMnT7Z99tkn4/n333/f9txzT2tpabGVV17ZTjzxROvrS1UZACj83wgAKmdNvuaaa2y77bZz66NuO++884DjDz30ULcWB2+77757xjF6v+xjzjnnnBH7GVG5qikxO5Qp8aku4Tk5McFm2GRbM/kFmxmfYWvE17LptpatXLeGTWlc0yV223oW2NLk/AHx8oCka8jNb1j2X31XqWCMHKyaraX/BkC1xclnnHGGe17xr1+3n3322Yxj9t57b/vCF77gzjF9+nQXM3/00UcZx/zhD3+wjTbayMXAq622mp1//vlF/XwkZwEAAMokQetv2ffdLandwMtscXRZahdvRrAZGZCYTd0fGHimb72p3cDZQaffgaydwMGWUtp97DXXkXgBSuXWW2+1448/3k4//XR78cUXbcMNN7TddtvNFi5cGHr8U089ZQcccIAdfvjh9tJLL7lkqW6vvfZa+pj29nbbdttt7dxzz835vgcffLDNnTvX7rnnHnv11VftG9/4hn3zm9905/SUrFUwethhh9lf//pX+/Of/2zf+ta30s/H43GXmO3p6XHXdeONN9oNN9xgp512Wsl+P0A1I0ELVPaa/Nhjj7k1+dFHH7Wnn37aVl11Vbc5at68eRnHKRn78ccfp28333zzgHOdddZZGccce+yxI/ZzYvRkdEsa9rlqJynoK2a1SXhKfYOtWF9nM5rqbI2WJpvZ2GRrxqYsT9bOckna8Q3TXBy7KDI/HS97Pmb234clZn1SVhuX/bifjBg5q2rW8/Gyv97mKE1KgXKOk9dee2277LLLXPz75JNPusSv1u1PPvkkfcyOO+7okq+KlRUPv/POO7bffvuln//jH/9oBx54oB111FHu3L/5zW/soosucuctVCSZTNKbDgCACvH555/bxIkT1UTH7ahG5cjVvtC3Qwq2c8pFwd/ESKvbRTyzfpxNqo/apIbUvJyg9CzZwE5hz7docjuKQ4JO7Tr283EV5GpXsnYqKyBubTab3txnkxt77J+dn9ov3rvLXnjhBVdxh7GngGXTTTd1k0sikerfg5kKY3pt6dKltsIKK5Ts79edWo6wukhDUefoS/bYwx3XFnRN2gG8+eabp4O5RCLhPtzVh7Inn3zygOPnzJnjkq/33ntv+rGtttrK7dy98sorM4597733bPbs2S441fNB48ePtyuuuMIlXz1V2iqhe8QRR7jqVwWrZ555pgtwwygw3WuvvdxO4mnTUjPBdA0//vGPXYDb0FDc77FSsCajVIppcRxM7CaT+hC6jzW5jLAmj/2aXMy6XOianE2bllSJo9drE5SvnF2yZIndddddOV+n9fYHP/iBu2H4f26mj9vOopHBk2TZ3YJGauZsqZKz1ZqYHaytsWJen5ydlB6x0/9an1j1naDmxd5z/131eiVtJ0ebXQwb1tI4HScnUklcn8zNFSP3t1Belh5NoBFAPj5XctZV+Uab7fP4J/Z0122syWWENbk21uQ5BcTJ2T/bQw89ZDvttFPoMdrMrCRvd3e31dfXu83Kvb29rkrXu/TSS+28885zXaUKiQur/08jAABABVTQDsXN0om3p9sbux29yxOwwXk5wcRscBdwcCfwUIlZHyAHZ+CGBbUALGeQF7wpkAujilN9cKN2Sl40GnX3VYETRo8HjxftIM51fC7bbLON2428aNEiF+jecsst1tXVZTvssEP6QwxV/uh6Nt54Y9fS6Wtf+1rGzmO9p9pF+cSsvxb9zK+//npB1wOUM30I628jgQpaYOzX5WLW5GwdHR3uA9sVV1xxQIWtWv9/8YtftKOPPto+++yzAa9VG2NtktKaq/aIjAhAtSdmh0pi+1mv2bQxWbfpLUm3eVgVtdq4rISs4tfP++bbZ7FPMtobD5WY1bFDJWY9/Vsge96sMAoIGNs1+ekC42S9x9VXX+2Ss6rKDaNY+fe//72LnZWYFV2vWh4HaQTQhx9+aP/85z+tECRnAQAARslQH74OtrPa7yZWgKh2TQoclWz1wWUwQRvkK2WDSVm1elLAqvNoNo8C2ODub9/SWDuWtQPYy67QBaqR/3Cm2JtoR6+CPH87++yzQ9/r008/dVU2weSm6L5mwobR44Ucn4taNekDZH0Q3NjYaN/97nftzjvvtDXXXNM9/49//CM9l+enP/2p24GsaiAlbxWkDnYt/jmgGo1UghZA6dfkQtblYtbkbOocMWPGjIwPh9XS+He/+509/PDDrjvF448/7jY76b2873//+26TlNojaz3+1a9+ZSeddNIwfnNA5SWe/WZkxbtKjKYSpL3pkT65aBOxKmtdpWyy1cWxinFdzKsNzYH5s8HErM4b7Cg1VGLWV816wRFAwZi5KUY3FVSncl+T5+cZJyuuVRcpJVjVjvjBBx+0lVZaacB6rrm0ipVVDXv33XdnJHzvuOMOt65rk/Obb75pF154oXtOYwkKQSN0AACAMhQM9rz0TNqYueRqU3yGLelVi6dUm6fsBG12C2MZKuAMa6/cEmM/H1CIDz74IKNVk5Kf5eZnP/uZa7OoFk4KRtVuUTNn/+///s9VwyrQlJ/85Ce27777uu+vv/56W2WVVVwLJ314DNQK38Kw0t8DqFWjsS6r8lUJVlXJBitq9t9///T3Wl832GADW2ONNdxxvoWiZup5el5jAbTO6gPrcvw3BEZPbVTN+hh0Qv9mZXVtiijmNetMTrDO7gnWlUi1N9YTwU3DioOVdFXMOrl3gnXEWm1h3zu2qG6+NVuTdcRT6Y+maDSjYlaGipOD1+jXaV1nMF7282bd97Go9QySSAYw9rHyjjvuaC+//LJLAF9zzTUuBn722WddhwvvxBNPdKN9VAmrMT8aVaCkrloWf+c733FzaDXeR5ud9bMcd9xxblOzqnsLQXIWAABgFIV9+OpnvIYJtkpyQepyChq1G7g5PtmW9KRmz4a1Hi4k4JTsFk2+PRNtjYH8KUDLZ46OkqKxWMwWLFiQ8bjut7a2hr5GjxdyfBgFk5rdoxbFX/7yl91jauWkxOzll1/uZvKojbF86UtfygicV199dbd72F/Lc889N+Ba/HNANSmn1sPldC1AtazLxazJ3gUXXOCSs9rwpOTqYLSO6r3efvvtnPPtNGdPbY01O16tkFGbqiExG1yvhtqA5GPi1GzXNuuOtVt3bJx1Rdpd78+uXiVam60rrjmykXR8mlERuzzuFXWHaqob5zY0t8QaMpKyfgOzF4yTM68pc85sNnWaAlAea3JrnnGyKmLVLUo3zaRda6217LrrrrNTTjkl4/11W3vttW3dddd11b7PPPOMbb311i5Bq04Y6nKhqtypU6e6Klq/xheCMggAAIAK+VBVCVN/EwWQixOdoa2agruDwxKz2QGn+F3Avmo3uAs4fc5YwppibAcGSkGVMZtuumk6mBNVrOq+Ar8wejx4vKgVU67jc83Ek+ydvQqAfcWsrkvJ2Llz56af185gfVC82mqrpa/l1VdftYULF2Zci4LtYFIXAIBqXJPlvPPOs5///Of2wAMP2GabbTbk+2gmnWbO+k1QYVTRozU6WMUDVHrMq/vZt2yKS/tvbdbWs8AlWT+2t2xe7D17O/K+vdO9zN7p6LJ/tPe525LehBv348b4RLsyEqz63rdGDsbHvjNUsJWxF+wulZ0gD8bLGZuo1do4Sg0cUIlxciKRCJ17G3xeso9R7Dxz5kx3rTfffLN7HyVqC8HfGgAAAGUguFNYAZ8CwmBr41y7cl0wGW92gabfPRzcRawgsSvROyAxmyvgzCV7zk8jCVqgJNTK8JBDDnEf6G6xxRZ28cUXW3t7ux122GHuebVQUtDnZ/GoZdL222/v5trsueeeroXi888/b1dffXX6nJoJq+rWjz76yN33CVbtGtZtnXXWcTuF1TJR1T6apaO2xgpe1a5JlGA96qij7PTTT3c7hZWQPf/8891z//Zv/+a+7rrrri4Je9BBB7kPp7VzWPNpv/e979GGERghVM0C5bMmq3LmtNNOs5tuuslmzZqVnmunWXa6tbW1uXaIGg+g9VedKzRLVmuwZtbJ008/7dopqs3ihAkT3P0f/vCH9u1vf9vNekflSrforcGq2XzXqrDjfIWq/x3oa0egw9PCrORoU2J5dW0slVi15R2PV6hrdTNo1QlKydj+eDnan0xNmHVal7ufvYk5eI2+nTGAyo2T29vb7Ze//KXtvffeboOU2hqra9S8efPS8a3W47/85S+27bbbujVY67bGAWkcgU/y6nW333677bDDDtbV1eVG/2jsj2bKF4rkLAAAQJm1N/YJ2jC+mjW4u9e1Lk5ErSueCjh9IlXftySi1plItSb2gonZ7Nk5YbNug/QeXfGYdcfpcwyUwpw5c+yTTz5xH+7qQ92NNtrIVd9MmzbNPa8ka7DCdZtttnEfAisJeuqpp7o2TEqsrrfeeulj7rnnnnTQGpx3p0SrZuHU19fb/fffbyeffLL967/+q/vwWB8U33jjjbbHHnukX6dkbF1dnUu+dnZ2ujaLjzzySPrDYu0WVjL36KOPdsGqWkQpgD7rrLNG5XcH1BoSs0B5rclXXHGF9fT02H777ZdxHr/eap185ZVX3PqqOe8zZsxwG5tUaes3MemrPkDW8arKmT17tkvOBufQArW0VuV6fXdfKm51VbWxCdZmqfalwUrWiZFWFy83R5qsKV7vErAt9VE3qza4kVnx8opWZ/O6+wa+T0is7OWK0f0oIADlGyfHYjH7+9//7tZkJVi1QXnzzTd3o338qJ+Wlha744473DquZK6SuLvvvrs7Z3Dzsc5xwgknWDKZdHGw5sgrgVyoSFJnAAAAFeHzzz+3iRMnKixwcw5Q+cJm1/hducFA01fOZrcaVpJ2SnyqCwhnNja5YDM4H3ZJj7k2Tx/ZYlsUme/aQvld3NntjCW4C1k7jZsTTTY52mwzmupsekvSJtXHbXJjj/2z81P7xXt32QsvvGCbbLLJSP16UIAXX3zRtf7R/stIpPqnl6TCmF5bunRpXvNd8/37dZumQ60u0lDUOfqSPfZU1w0luyaUN9ZkjIRcM/kG+7A7mVS7tT7W5DLCmjz2a7KwLtcW/+dm+rjtLBoZvB4prEKyEErgDaVWK2dHaiORXx+zWwsrTnYJ2eVxa2aVbCo21q25rj8F0tkXcXGyWiKrHfK82EfpytnBNjKL38zs39vH4i4RHItaR+JT+1PbLazJZYQ1eXhYk0cOlbMAAABlXEHrKLCMpFobKxkbTNDqe7U2VkumRb11bgdwMDk7qcFcVW1zb1PqPIH3yH7vodooK4idxKZgVLlu67U+/R+uCHHrLfn1AKgtYf8uoGIWtWo4a7KwLiMXJdaKTdDmk5gdDhKzBfx3UOI1kopbfftiVckqBhYlZJti/UnZpujy2bOxqDXXRcw6otYRr3MxtWuNnCV7Pc5OzGZvnAaqGWty6VX/VgEAAIAKDGL7Z+y0ucBTHx5oN69uwZbGnhK0qfbGiQHzYbVzWLuIVQkbTMCGtTP2VbPZss8JAABG/t8FJGYBACi8KjlXYtZ/r+e0qXnF+jqbnOjvVJU6f3+8HayaHSxeBoBCUTkLAABQBvyHr8HducGg0CVpY+2pJKo2K4ZtWIyadfU2WUe82QWZwQpa7SJW9WxjYD5PtrD2yX5+TvBcTTEytQAAjCSSsgCASjLS65bvLJHdZWppbH6q6lUlaL2KYVU2G7WueMQmLx8RqUSsukllS7c8Vkvi5ARbav0jgArtMuXbKXf054ABYFAkZwE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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import clear_output\n", "\n", "ncols = len(pbdw_estimation)+1\n", "nrows = 2\n", "\n", "_idx_failed_to_plot = 0\n", "\n", "for tt in range(0, len(test_times), 10):\n", "\n", " fig, axs = plt.subplots(nrows, ncols, figsize=(6*ncols, 5 * nrows))\n", "\n", " c = plot_contour(axs[0,0], nodes, test_snaps[tt],levels = np.linspace(0, 1, 50))\n", " fig.colorbar(c, ax=axs[0,0])\n", " axs[0,0].set_title('FOM')\n", "\n", " for i, (key, estimation) in enumerate(pbdw_estimation.items()):\n", "\n", " if key == 'baseline':\n", " _est = estimation\n", " else:\n", " _est = estimation[_idx_failed_to_plot]\n", "\n", " c = plot_contour(axs[0,i+1], nodes, _est[tt], levels = np.linspace(0, 1, 50))\n", " fig.colorbar(c, ax=axs[0, i+1])\n", "\n", " # Residual\n", " residual = np.abs(test_snaps[tt] - _est[tt])\n", " c = plot_contour(axs[1,i+1], nodes, residual, levels = np.linspace(0, np.max(residual), 50), cmap=cm.inferno)\n", " fig.colorbar(c, ax=axs[1,i+1])\n", "\n", " axs[0, i+1].set_title(f'PBDW - {key} Failures')\n", "\n", " fig.suptitle(field+' - Failed Sensor Index: %d at time = %.2f s' % (_idx_failed_to_plot, test_times[tt]), fontsize=16)\n", " axs[1,0].axis('off')\n", "\n", " plt.show()\n", " clear_output(wait=True)\n", " plt.close(fig)" ] } ], "metadata": { "kernelspec": { "display_name": "pyforce-env", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.18" } }, "nbformat": 4, "nbformat_minor": 5 }