diff --git a/examples/OPTI-TWIST_constrained_sensing.ipynb b/examples/OPTI-TWIST_constrained_sensing.ipynb new file mode 100644 index 0000000..d4ec304 --- /dev/null +++ b/examples/OPTI-TWIST_constrained_sensing.ipynb @@ -0,0 +1,1934 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Constrained Sensing for Simulation of a Fuel Rod \n", + "This notebook explores the `PySensors` General QR `GQR` optimizer and the `constraints` class within `utils` for spatially-constrained sparse sensor placement (for reconstruction) of the temperature field within an electrically heated fuel rod prototype (OPTI-TWIST). \n", + "\n", + "The General QR algorithm was devised specifically to solve such problems. The `PySensors` object implementing this method is named `GQR` and in this notebook we'll demonstrate its use on a temperature field reconstruction problem.\n", + "\n", + "In this notebook we particularly showcase the functionalities offered by the constraints class.For example if the user provides the center and radius of a circular constrained region, the constraints in utils compute the constrained sensor indices. Direct constraint plotting capabilities have also been developed.\n", + "\n", + "The constrained shapes currently implemented are:\n", + "\n", + "Circle\n", + "\n", + "Cylinder\n", + "\n", + "Line\n", + "\n", + "Parabola\n", + "\n", + "Ellipse\n", + "\n", + "Polygon\n", + "\n", + "UserDefinedConstraints\n", + "\n", + "This type of constraint has the ability to take in either a function from the user or a\n", + ".py file which contains a functional definition of the constrained region.\n", + "\n", + "See the following reference for more information ([link1](https://ieeexplore.ieee.org/abstract/document/10453459), [link2](https://www.mdpi.com/1996-1073/17/13/3355))\n", + "\n", + "Karnik N, Abdo MG, Estrada-Perez CE, Yoo JS, Cogliati JJ, Skifton RS, Calderoni P, Brunton SL, Manohar K. Constrained optimization of sensor placement for nuclear digital twins. IEEE Sensors Journal. 2024 Feb 28.\n", + "\n", + "Karnik N, Wang C, Bhowmik PK, Cogliati JJ, Balderrama Prieto SA, Xing C, Klishin AA, Skifton R, Moussaoui M, Folsom CP, Palmer JJ, Sabharwall P, Manohar K, Abdo MG., Leveraging Optimal Sparse Sensor Placement to Aggregate a Network of Digital Twins for Nuclear Subsystems. Energies (19961073). 2024 Jul 1;17(13).\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from time import time\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from sklearn import datasets\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "import pysensors as ps\n", + "from mpl_toolkits.axes_grid1 import make_axes_locatable" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import HTML\n", + "HTML(\"\"\"\n", + "\n", + "\"\"\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Load data for electrically heated fueld rod prototype:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Temperature (K)Velocity[i] (m/s)Velocity[j] (m/s)X (m)Y (m)Z (m)
0526.6485111.79769313486232e+3081.79769313486232e+3080.002953-0.0176540
1526.6454001.79769313486232e+3081.79769313486232e+3080.002982-0.0179770
2526.6691241.79769313486232e+3081.79769313486232e+3080.002863-0.0177750
3526.7384011.79769313486232e+3081.79769313486232e+3080.002503-0.0175750
4526.6689181.79769313486232e+3081.79769313486232e+3080.002881-0.0181160
.....................
40505420.0000001.79769313486232e+3081.79769313486232e+3080.044450-0.2370050
40506420.0000001.79769313486232e+3081.79769313486232e+3080.044450-0.2397350
40507420.0000001.79769313486232e+3081.79769313486232e+3080.044450-0.2424780
40508420.0000001.79769313486232e+3081.79769313486232e+3080.044450-0.2452200
40509420.0000001.79769313486232e+3081.79769313486232e+3080.044450-0.2479620
\n", + "

40510 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " Temperature (K) Velocity[i] (m/s) Velocity[j] (m/s) \\\n", + "0 526.648511 1.79769313486232e+308 1.79769313486232e+308 \n", + "1 526.645400 1.79769313486232e+308 1.79769313486232e+308 \n", + "2 526.669124 1.79769313486232e+308 1.79769313486232e+308 \n", + "3 526.738401 1.79769313486232e+308 1.79769313486232e+308 \n", + "4 526.668918 1.79769313486232e+308 1.79769313486232e+308 \n", + "... ... ... ... \n", + "40505 420.000000 1.79769313486232e+308 1.79769313486232e+308 \n", + "40506 420.000000 1.79769313486232e+308 1.79769313486232e+308 \n", + "40507 420.000000 1.79769313486232e+308 1.79769313486232e+308 \n", + "40508 420.000000 1.79769313486232e+308 1.79769313486232e+308 \n", + "40509 420.000000 1.79769313486232e+308 1.79769313486232e+308 \n", + "\n", + " X (m) Y (m) Z (m) \n", + "0 0.002953 -0.017654 0 \n", + "1 0.002982 -0.017977 0 \n", + "2 0.002863 -0.017775 0 \n", + "3 0.002503 -0.017575 0 \n", + "4 0.002881 -0.018116 0 \n", + "... ... ... ... \n", + "40505 0.044450 -0.237005 0 \n", + "40506 0.044450 -0.239735 0 \n", + "40507 0.044450 -0.242478 0 \n", + "40508 0.044450 -0.245220 0 \n", + "40509 0.044450 -0.247962 0 \n", + "\n", + "[40510 rows x 6 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "df = pd.read_csv('data/simulation_example_data/650_420.csv')\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Temperature profile:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "X,Y = df['X (m)'], df['Y (m)']\n", + "fig = plt.figure(figsize=(5,8))\n", + "plt.scatter(X*100,Y*100, s=10, c=df['Temperature (K)'],cmap=plt.cm.coolwarm)\n", + "plt.xlabel('X (cm)')\n", + "plt.tick_params(axis='x', labelrotation = 90)\n", + "plt.ylabel('Y (cm)')\n", + "cbar = plt.colorbar()\n", + "cbar.set_label('Temperature ($^{\\circ}K$)')\n", + "axes=plt.gca()\n", + "axes.set_aspect(0.7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Data preprocessing, Wrangling, Cleansing and Scraping" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "48\n" + ] + } + ], + "source": [ + "Responses = ['Temperature (K)','Velocity[i] (m/s)','Velocity[j] (m/s)']\n", + "RoI = Responses[0]\n", + "filename = \"data/simulation_example_data/\"\n", + "data = np.zeros((40510,49))\n", + "counter = -1\n", + "for j,i in enumerate(np.arange(350,700,50)):\n", + " for l,k in enumerate(np.arange(240,450,30)):\n", + " df = pd.read_csv(filename + str(i) + '_' + str(k) + '.csv')\n", + " counter += 1\n", + " if i == 650 and k == 420:\n", + " print(counter)\n", + " for n in range(3): \n", + " df[Responses[n]].replace(to_replace='1.79769313486232e+308', value=0.0, inplace=True)\n", + " data[:,counter] = df[RoI]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(49, 40510)\n" + ] + }, + { + "data": { + "text/html": [ + "
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Temperature (K)Velocity[i] (m/s)Velocity[j] (m/s)X (m)Y (m)Z (m)
0526.6485110.00.00.002953-0.0176540
1526.6454000.00.00.002982-0.0179770
2526.6691240.00.00.002863-0.0177750
3526.7384010.00.00.002503-0.0175750
4526.6689180.00.00.002881-0.0181160
.....................
40505420.0000000.00.00.044450-0.2370050
40506420.0000000.00.00.044450-0.2397350
40507420.0000000.00.00.044450-0.2424780
40508420.0000000.00.00.044450-0.2452200
40509420.0000000.00.00.044450-0.2479620
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40510 rows × 6 columns

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" + ], + "text/plain": [ + " Temperature (K) Velocity[i] (m/s) Velocity[j] (m/s) X (m) \\\n", + "0 526.648511 0.0 0.0 0.002953 \n", + "1 526.645400 0.0 0.0 0.002982 \n", + "2 526.669124 0.0 0.0 0.002863 \n", + "3 526.738401 0.0 0.0 0.002503 \n", + "4 526.668918 0.0 0.0 0.002881 \n", + "... ... ... ... ... \n", + "40505 420.000000 0.0 0.0 0.044450 \n", + "40506 420.000000 0.0 0.0 0.044450 \n", + "40507 420.000000 0.0 0.0 0.044450 \n", + "40508 420.000000 0.0 0.0 0.044450 \n", + "40509 420.000000 0.0 0.0 0.044450 \n", + "\n", + " Y (m) Z (m) \n", + "0 -0.017654 0 \n", + "1 -0.017977 0 \n", + "2 -0.017775 0 \n", + "3 -0.017575 0 \n", + "4 -0.018116 0 \n", + "... ... ... \n", + "40505 -0.237005 0 \n", + "40506 -0.239735 0 \n", + "40507 -0.242478 0 \n", + "40508 -0.245220 0 \n", + "40509 -0.247962 0 \n", + "\n", + "[40510 rows x 6 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = data.T\n", + "print(np.shape(data))\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Find all sensor locations using built in QR optimizer" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "n_sensors = 8\n", + "n_modes = 8\n", + "basis = ps.basis.SVD(n_basis_modes=n_modes)\n", + "optimizer = ps.optimizers.QR()\n", + "model = ps.SSPOR(basis=basis, optimizer=optimizer, n_sensors=n_sensors)\n", + "model.fit(data)\n", + "all_sensors = model.get_all_sensors()\n", + "sensors = model.get_selected_sensors()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Sensor locations on the grid:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yUnconstrained = df['Y (m)'][sensors]\n", + "xUnconstrained = df['X (m)'][sensors]\n", + "\n", + "X,Y = df['X (m)'], df['Y (m)']\n", + "fig = plt.figure(figsize=(5,8))\n", + "plt.scatter(X*100,Y*100, s=10, c=df['Temperature (K)'],cmap=plt.cm.coolwarm)\n", + "plt.xlabel('X (cm)')\n", + "plt.tick_params(axis='x', labelrotation = 90)\n", + "plt.ylabel('Y (cm)')\n", + "cbar = plt.colorbar()\n", + "cbar.set_label('Temperature ($^{\\circ}K$)')\n", + "plt.plot(xUnconstrained*100,yUnconstrained*100,'*k')\n", + "axes=plt.gca()\n", + "axes.set_aspect(0.7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When working with dataframe data, you need to specify the column names for your axes: provide the x and y column names for 2D visualizations and constraint definitions, or x, y, and z column names for 3D visualizations and constraint definitions." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "xUnc, yUnc = ps.utils._constraints.get_coordinates_from_indices(sensors,df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Functional constraints:\n", + "\n", + "Suppose the user wants to constrain a circular area centered at $x = 0.025$ m, $y = 0$ m with a radius ($r = 0.02$ m).\n", + "The user can do see by initiating an instance of the class Circle which has functionalities such as :\n", + "- Plotting\n", + "- Plotting all possible sensor locations\n", + "- Plotting the constraint on data\n", + "- Obtaining indices of sensors within/outside the constrained circle\n", + "- A dataframe of sensor indices along with their coordinate locations on the grid\n", + "- Plotting the sensors on the grid\n", + "- Annotating with the sensor number\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "circle = ps.utils._constraints.Circle(center_x = 0.025, center_y = 0, radius = 0.02, loc = 'in', data = df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)') #Plotting the constrained circle \n", + "circle.draw_constraint() ###Plotting just the constraint" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "circle.plot_grid(all_sensors=all_sensors)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Obtaining constrained indices :" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "const_idx, rank = circle.get_constraint_indices(all_sensors = all_sensors, info=df) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Using these constrained indices with pysensors GQR optimizer:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sensors = 1\n", + "\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_circle = ps.optimizers.GQR()\n", + "opt_exact_kws={'idx_constrained':const_idx,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sensors,\n", + " 'all_sensors':all_sensors,\n", + " 'constraint_option':\"exact_n\"}\n", + "basis_exact = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### List of selected sensors " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [15658 18378 29993 16573 31414 40090 21456 37537]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_exact = ps.SSPOR(basis = basis_exact, optimizer = optimizer_circle, n_sensors = n_sensors)\n", + "model_exact.fit(data,**opt_exact_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_exact = model_exact.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xCircle, yCircle = ps.utils._constraints.get_coordinates_from_indices(top_sensors_exact,df,Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' )\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_exact))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### List of indices of sensors selected along with their coordinate locations on the grid" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDSensorXsensorY
015658.00.0082000.136713
118378.00.0069770.063449
229993.00.011413-0.051947
316573.00.0076760.124104
431414.00.006206-0.079055
540090.00.019092-0.241529
621456.00.0048990.187096
737537.00.005085-0.001238
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" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 15658.0 0.008200 0.136713\n", + "1 18378.0 0.006977 0.063449\n", + "2 29993.0 0.011413 -0.051947\n", + "3 16573.0 0.007676 0.124104\n", + "4 31414.0 0.006206 -0.079055\n", + "5 40090.0 0.019092 -0.241529\n", + "6 21456.0 0.004899 0.187096\n", + "7 37537.0 0.005085 -0.001238" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_sens_circle = circle.sensors_dataframe(sensors = top_sensors_exact)\n", + "data_sens_circle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Plotting and annotating (Numbered list of) the sensors" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "circle.plot_constraint_on_data(plot_type='contour_map')\n", + "# circle.plot_selected_sensors(sensors = top_sensors_exact, all_sensors=all_sensors)\n", + "circle.annotate_sensors(sensors = top_sensors_exact, all_sensors=all_sensors)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Trying out a custom parabolic constraint: ( Now what if the user has provided a python file with the required constraints)\n", + "\n", + "##### Here the parabola is centered at $(h,k) = (0.025,0.00)$\n", + "##### The equation used is $y = a(x-h)^2 -k$ where $a = 100$\n", + "##### A line drawn at $y = 0.2$ closes the parabola and the constrained region is bound by the parabola and the line." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### The user can initiate an instance of the class UserDefinedConstraints and use functionalities like plotting, annotating, creating a dataframe " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "const5 = 'helper_scripts/twistParabolicConstraint.py' ### Python file with the required constraints\n", + "user_const_instance = ps.utils._constraints.UserDefinedConstraints(all_sensors, file = const5, data = df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' )\n", + "idx, rank = user_const_instance.constraint()\n", + "user_const_instance.draw_constraint() ## plot the user defined constraint just by itself" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Using these constrained indices with pysensors GQR optimizer:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sensors = 0\n", + "\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_user = ps.optimizers.GQR()\n", + "opt_user_kws={'idx_constrained':idx,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sensors,\n", + " 'all_sensors':all_sensors,\n", + " 'constraint_option':\"exact_n\"}\n", + "basis_user = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### List of selected sensors " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [15658 18378 29993 16573 31414 40090 21456 37537]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_user = ps.SSPOR(basis = basis_user, optimizer = optimizer_user, n_sensors = n_sensors)\n", + "model_user.fit(data,**opt_user_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_user = model_user.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "# sensor locations based on pixels of the image\n", + "xCircle, yCircle = ps.utils._constraints.get_coordinates_from_indices(top_sensors_exact,df,Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' )\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_exact))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### List of indices of sensors selected along with their coordinate locations on the grid" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDSensorXsensorY
031414.00.006206-0.079055
130106.00.011132-0.040648
219000.00.0065170.033655
336479.00.010434-0.230693
435723.00.006281-0.377601
52620.00.000124-0.009141
621714.00.0048540.200180
716890.00.0001540.061574
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" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 31414.0 0.006206 -0.079055\n", + "1 30106.0 0.011132 -0.040648\n", + "2 19000.0 0.006517 0.033655\n", + "3 36479.0 0.010434 -0.230693\n", + "4 35723.0 0.006281 -0.377601\n", + "5 2620.0 0.000124 -0.009141\n", + "6 21714.0 0.004854 0.200180\n", + "7 16890.0 0.000154 0.061574" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_sens_user = user_const_instance.sensors_dataframe(sensors = top_sensors_user)\n", + "data_sens_user" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### The sensor locations plotted on the grid along with the constrained region" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "user_const_instance.plot_constraint_on_data(plot_type='contour_map')\n", + "user_const_instance.plot_selected_sensors(sensors = top_sensors_user, all_sensors=all_sensors)\n", + "user_const_instance.annotate_sensors(sensors = top_sensors_user, all_sensors=all_sensors)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Now lets look at how to do the above with the constraint shapes defined in the class:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Initiating a class instance of the shape parabola : " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "parabola = ps.utils._constraints.Parabola(h = 0.025, k = 0, a = 100, loc = 'in', data = df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)') #Plotting the constrained circle \n", + "parabola.draw_constraint() ###Plotting just the constraint" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Initiating a class instance of the shape line : " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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TcIiIiJqEQ0RE1DQKB0l9knZLGpC0eoT6D0jaLmlI0pJhdbdKeqps11bK/0TSDyXtKNuCUi5JXyyvtVPSRV2uMSIixmjUJ8FJ6gHuAi4D9gFbJfXbfrrS7AXgeuDGYX0/ClwELABOBR6RtMH2odLk39peP+wlrwTmlu0S4I/KnxERMUmanDksBAZs77H9BrAOWFxtYPt52zuBN4f1nQd8z/aQ7VeBnUDfKK+3GPhTdzwGnCnp3CaLiYiIidEkHGYCeyvH+0pZE08CfZJOk3QO8CHgvEr9LeXS0R2STh3L60m6QVJbUntwcLDhdCIioomjekPa9kPAg8D3ga8DjwI/L9W/B7wXuBg4G/jsGMdea7tlu9Xb2ztxk46IiEbhsJ8jP+3PKmWN2L7F9gLblwECni3lPy6Xjl4H/pjO5auuXy8iIrrXJBy2AnMlzZE0HVgK9DcZXFKPpBllfz4wH3ioHJ9b/hRwDfBU6dYPfKJ8a+nXgZdt/7j5kiIiolujflvJ9pCklcBGoAe41/YuSWuAtu1+SRcD3wTOAq6W9DnbFwCnAFs67/8cApbZHipDf1VSL52ziR3Ap0r5g8BVwADwGvCvJ2apERHRlGxP9Ry61mq13G63p3oaERHHFUnbbLdGqstvSEdERE3CISIiahIOERFRk3CIiIiahENERNQkHCIioibhEBERNQmHiIioSThERERNwiEiImoSDhERUZNwiIiImoRDRETUJBwiIqIm4RARETUJh4iIqGkUDpL6JO2WNCBp9Qj1H5C0XdKQpCXD6m6V9FTZrq2Uf7WM+ZSkeyWdUso/KOllSTvK9vvdLjIiIsZm1HCQ1APcBVwJzAOukzRvWLMXgOuBrw3r+1HgImABcAlwo6R3luqvAu8Ffg14B/DJStcttheUbc0Y1xQREV1qcuawEBiwvcf2G8A6YHG1ge3nbe8E3hzWdx7wPdtDtl8FdgJ9pc+DLoC/AmZ1uZaIiJggTcJhJrC3cryvlDXxJNAn6TRJ5wAfAs6rNiiXkz4O/GWl+DckPSlpg6QLRhpY0g2S2pLag4ODDacTERFNTDuag9t+SNLFwPeBQeBR4OfDmv0hnbOLLeV4O3C+7VckXQV8C5g7wthrgbUArVbLR2cFEREnpyZnDvs58tP+rFLWiO1byr2DywABzx6uk3Qz0AusqrQ/ZPuVsv8gcEo564iIiEnSJBy2AnMlzZE0HVgK9DcZXFKPpBllfz4wH3ioHH8SuAK4zvablT6/LEllf2GZ44HmS4qIiG6NelnJ9pCklcBGoAe41/YuSWuAtu3+cunom8BZwNWSPmf7AuAUYEt5rz8ELLM9VIb+MvAj4NFS/2flm0lLgE9LGgJ+BiwtN60jImKS6ER43221Wm6321M9jYiI44qkbbZbI9XlN6QjIqIm4RARETUJh4iIqEk4RERETcIhIiJqEg4REVGTcIiIiJqEQ0RE1CQcIiKiJuEQERE1CYeIiKhJOERERE3CISIiahIOERFRk3CIiIiahENERNQ0CgdJfZJ2SxqQtHqE+g9I2i5pSNKSYXW3SnqqbNdWyudIeryMeX95BCmSTi3HA6V+dpdrjIiIMRo1HCT1AHcBVwLzgOskzRvW7AXgeuBrw/p+FLgIWABcAtwo6Z2l+lbgDtvvAV4CVpTyFcBLpfyO0i4iIiZRkzOHhcCA7T223wDWAYurDWw/b3sn8OawvvOA79kesv0qsBPoU+eh0R8G1pd29wHXlP3F5ZhS/5HSPiIiJkmTcJgJ7K0c7ytlTTxJJwxOk3QO8CHgPGAG8FPbQyOM+dbrlfqXS/sjSLpBUltSe3BwsOF0IiKiiaN6Q9r2Q8CDwPeBrwOPAj+foLHX2m7ZbvX29k7EkBERUTQJh/10Pu0fNquUNWL7FtsLbF8GCHgWOACcKWnaCGO+9Xql/ozSPiIiJkmTcNgKzC3fLpoOLAX6mwwuqUfSjLI/H5gPPGTbwMPA4W82LQe+Xfb7yzGl/rulfURETJJRw6Fc918JbASeAb5he5ekNZIWAUi6WNI+4F8Bd0vaVbqfAmyR9DSwFlhWuc/wWWCVpAE69xTuKeX3ADNK+Sqg9tXZiIg4unQifChvtVput9tTPY2IiOOKpG22WyPV5TekIyKiJuEQERE1CYeIiKhJOERERM0JcUNa0iDwo3F2Pwf4yQRO53iQNZ8csuaTQzdrPt/2iL9FfEKEQzcktd/ubv2JKms+OWTNJ4ejteZcVoqIiJqEQ0RE1CQcOr+5fbLJmk8OWfPJ4ais+aS/5xAREXU5c4iIiJqEQ0RE1JzQ4SCpT9JuSQOSav+7q6RTJd1f6h+XNLtS93ulfLekKyZ14l0Y75olzZD0sKRXJH1p0ifehS7WfJmkbZJ+UP788KRPfpy6WPNCSTvK9qSkfznpkx+nbv49l/pfKX+/b5y0SXehi5/xbEk/q/ycvzyuCdg+ITegB/gb4N3AdDqPLJ03rM3vAF8u+0uB+8v+vNL+VGBOGadnqtd0lNf8i8A/Bz4FfGmq1zJJa74Q+Edl/58A+6d6PZOw5tOAaWX/XODFw8fH8tbNmiv164EHgBunej1H+Wc8G3iq2zmcyGcOC4EB23tsvwGsAxYPa7MYuK/srwc+IkmlfJ3t123/EBgo4x3rxr1m26/a/p/A30/edCdEN2t+wvbflvJdwDsknTops+5ON2t+zf/vmSq/ABwv30jp5t8zkq4Bfkjn53w86Gq9E+FEDoeZwN7K8b5SNmKb8g/mZToPHmrS91jUzZqPVxO15o8B222/fpTmOZG6WrOkS8oDuX4AfKoSFseyca9Z0ul0Hi72uUmY50Tp9u/1HElPSPofkt4/nglMG71JxIlN0gXArcDlUz2XyWD7ceACSf8YuE/SBtvH2xnjWPwBcIftVybwg/Wx7MfAr9g+IOl9wLckXWD70FgGOZHPHPYD51WOZ5WyEdtImgacARxo2PdY1M2aj1ddrVnSLOCbwCds/81Rn+3EmJCfs+1ngFfo3G851nWz5kuA2yQ9D3wG+HeSVh7l+XZr3Ostl8MPANjeRufexa+OdQIncjhsBeZKmiNpOp0bNv3D2vQDy8v+EuC77tzR6QeWlm8DzAHmAn81SfPuRjdrPl6Ne82SzgS+A6y2/b8ma8IToJs1zylvJEg6H3gv8PzkTLsr416z7ffbnm17NnAn8J9sH+vfyOvmZ9wrqQdA0rvpvH/tGfMMpvqu/NHcgKuAZ+kk502lbA2wqOz/Ap1vLwzQefN/d6XvTaXfbuDKqV7LJK35eeAgnU+T+xj27YhjdRvvmoF/D7wK7Khs75rq9RzlNX+czk3ZHcB24JqpXsvRXvOwMf6A4+DbSl3+jD827Gd89XheP/99RkRE1JzIl5UiImKcEg4REVGTcIiIiJqEQ0RE1CQcIiKiJuEQERE1CYeIiKj5v60vZVOQ+e/lAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "line1 = ps.utils._constraints.Line(x1 = 0, x2 = 0.05, y1 = 0.2, y2 = 0.2, data = df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)') #Plotting the constrained line ##expect a tuple of (x,y)\n", + "line1.draw_constraint() ## plotting just the constraint" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig , ax = plt.subplots()\n", + "line1.plot_constraint_on_data(plot_type='contour_map', plot= (fig,ax)) ## Plotting the constraint on the data\n", + "parabola.plot_constraint_on_data(plot_type='contour_map', plot = (fig,ax)) ## Plotting the constraint on the data\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Locating constrained indices of the parabola" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "const_idx_parabola, rank_parabola = parabola.get_constraint_indices(all_sensors=all_sensors, info = df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Locating constrained indices of the line" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "const_idx1, rank1 = line1.get_constraint_indices(all_sensors=all_sensors, info = df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Finding the common constrained indices between them :" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "Common_constrained_idx = np.intersect1d(const_idx_parabola, const_idx1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Using the common constrained indices with the GQR optimizer in pysensors" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sen_parabola = 0\n", + "\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_parabola = ps.optimizers.GQR()\n", + "opt_parabola_kws={'idx_constrained': Common_constrained_idx,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sen_parabola,\n", + " 'all_sensors':all_sensors,\n", + " 'constraint_option':\"exact_n\"}\n", + "basis_parabola = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [31414 30106 19000 36479 35723 2620 21714 16921]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_parabola = ps.SSPOR(basis = basis_parabola, optimizer = optimizer_parabola, n_sensors = n_sensors)\n", + "model_parabola.fit(data,**opt_parabola_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_parabola = model_parabola.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xPara, yPara = ps.utils._constraints.get_coordinates_from_indices(top_sensors_parabola,df,Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' )\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_parabola))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDSensorXsensorY
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336479.00.010434-0.230693
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" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 31414.0 0.006206 -0.079055\n", + "1 30106.0 0.011132 -0.040648\n", + "2 19000.0 0.006517 0.033655\n", + "3 36479.0 0.010434 -0.230693\n", + "4 35723.0 0.006281 -0.377601\n", + "5 2620.0 0.000124 -0.009141\n", + "6 21714.0 0.004854 0.200180\n", + "7 16921.0 0.000000 0.061600" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_sens_parabola = parabola.sensors_dataframe(sensors = top_sensors_parabola)\n", + "data_sens_parabola" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Sensor locations: " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "parabola.plot_constraint_on_data(plot_type='contour_map') ## Plotting the constraint on the data!\n", + "parabola.plot_selected_sensors(sensors = top_sensors_parabola, all_sensors=all_sensors)\n", + "parabola.annotate_sensors(sensors = top_sensors_parabola, all_sensors=all_sensors)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Lets compare the results we get from both methods: " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax = plt.subplots(2, figsize = (10,15))\n", + "user_const_instance.plot_constraint_on_data(plot_type='contour_map', plot = (fig,ax[0])) \n", + "user_const_instance.plot_selected_sensors(sensors = top_sensors_user, all_sensors=all_sensors)\n", + "user_const_instance.annotate_sensors(sensors = top_sensors_user, all_sensors=all_sensors)\n", + "\n", + "line1.plot_constraint_on_data(plot_type= 'contour_map', plot = (fig,ax[1]))\n", + "parabola.plot_constraint_on_data(plot_type='contour_map', plot = (fig,ax[1])) ## Plotting the constraint on the data!\n", + "parabola.plot_selected_sensors(sensors = top_sensors_parabola, all_sensors=all_sensors)\n", + "parabola.annotate_sensors(sensors = top_sensors_parabola, all_sensors=all_sensors)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Now let us consider an example where the user inputs the equation that they are considering as a constraint in a string " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For example the equation of a parabola is :\n", + "$a(x-h)^2 - (y- k)$" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "const5_stg = '(100*((x-0.025)**2)) > y' ### Python string with the required equation for a parabola\n", + "user_const_stg_instance = ps.utils._constraints.UserDefinedConstraints(all_sensors, data = df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' , equation = const5_stg)\n", + "idx_stg, rank_stg = user_const_stg_instance.constraint()\n", + "user_const_stg_instance.draw_constraint() ## plot the user defined constraint just by itself" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And the equation of the line is :\n", + "y - 0.2 = 0" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "const5_line_stg = 'y > 0.2' ### Python string with the required equation for a parabola\n", + "user_const_stg_line_instance = ps.utils._constraints.UserDefinedConstraints(all_sensors, data = df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' , equation = const5_line_stg)\n", + "idx_stg_line, rank_stg_line = user_const_stg_line_instance.constraint()\n", + "user_const_stg_line_instance.draw_constraint() ## plot the user defined constraint just by itself" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "#### Combining constrained indices for line and parabola: \n", + "Common_constrained_idx_stg = np.intersect1d(idx_stg_line, idx_stg)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sensors = 0\n", + "\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_user_stg = ps.optimizers.GQR()\n", + "opt_user_kws_stg={'idx_constrained':Common_constrained_idx_stg,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sensors,\n", + " 'all_sensors':all_sensors,\n", + " 'constraint_option':\"exact_n\"}\n", + "basis_user_stg = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [15658 18378 29993 16573 31414 40090 21456 7748]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_user_stg = ps.SSPOR(basis = basis_user_stg, optimizer = optimizer_user_stg, n_sensors = n_sensors)\n", + "model_user_stg.fit(data,**opt_user_kws_stg)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_user_stg = model_user_stg.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "# sensor locations based on pixels of the image\n", + "xCircle_stg, yCircle_stg = ps.utils._constraints.get_coordinates_from_indices(top_sensors_exact,df,Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' )\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_user_stg))" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDSensorXsensorY
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\n", + "
" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 15658.0 0.008200 0.136713\n", + "1 18378.0 0.006977 0.063449\n", + "2 29993.0 0.011413 -0.051947\n", + "3 16573.0 0.007676 0.124104\n", + "4 31414.0 0.006206 -0.079055\n", + "5 40090.0 0.019092 -0.241529\n", + "6 21456.0 0.004899 0.187096\n", + "7 7748.0 0.000192 0.005811" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_sens_user_stg = user_const_stg_instance.sensors_dataframe(sensors = top_sensors_user_stg)\n", + "data_sens_user_stg" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "user_const_stg_instance.plot_constraint_on_data(plot_type='contour_map') \n", + "user_const_stg_instance.plot_selected_sensors(sensors = top_sensors_user_stg, all_sensors=all_sensors)\n", + "user_const_stg_instance.annotate_sensors(sensors = top_sensors_user_stg, all_sensors = all_sensors)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Distance constrained " + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "r = 0.05\n", + "optimizer_distance= ps.optimizers.GQR()\n", + "opt_distance_kws ={\n", + " 'n_sensors':n_sensors,\n", + " 'all_sensors':all_sensors,\n", + " 'r': r,\n", + " 'info': df,\n", + " 'X_axis': 'X (m)',\n", + " 'Y_axis': 'Y (m)',\n", + " 'constraint_option':\"distance\"}\n", + "basis_distance = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [15658 18378 29993 30516 40091 1769 21456 35709]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_distance = ps.SSPOR(basis = basis_distance, optimizer = optimizer_distance, n_sensors = n_sensors)\n", + "model_distance.fit(data,**opt_distance_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_distance = model_distance.get_selected_sensors()\n", + "\n", + "xdistance, ydistance = ps.utils._constraints.get_coordinates_from_indices(top_sensors_exact,df,Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' )\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_distance))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib.patches import Circle\n", + "fig = plt.figure(figsize=(5, 8))\n", + "plt.scatter(X, Y, s=10, c=df['Temperature (K)'], cmap=plt.cm.coolwarm)\n", + "plt.xlabel('X (cm)')\n", + "plt.tick_params(axis='x', labelrotation=90)\n", + "plt.ylabel('Y (cm)')\n", + "cbar = plt.colorbar()\n", + "cbar.set_label('Temperature ($^{\\circ}K$)')\n", + "plt.title('Distance Constrained sensors')\n", + "\n", + "xdistance_values = []\n", + "ydistance_values = []\n", + "for idx in top_sensors_distance:\n", + " xdistance_values.append(df.loc[idx, 'X (m)'])\n", + " ydistance_values.append(df.loc[idx, 'Y (m)'])\n", + "\n", + "xdistance_array = np.array(xdistance_values)\n", + "ydistance_array = np.array(ydistance_values)\n", + "\n", + "plt.plot(xdistance_array, ydistance_array, '*k')\n", + "\n", + "ax = plt.gca()\n", + "\n", + "for i in range(len(xdistance_array)):\n", + " circ = Circle((xdistance_array[i], ydistance_array[i]), r, \n", + " color='k', fill=False, alpha=0.5, linestyle='--')\n", + " ax.add_patch(circ)\n", + "\n", + "# Set aspect ratio\n", + "ax.set_aspect(0.7)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.7" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/Olivetti_constrained_sensing.ipynb b/examples/Olivetti_constrained_sensing.ipynb new file mode 100644 index 0000000..0cea3aa --- /dev/null +++ b/examples/Olivetti_constrained_sensing.ipynb @@ -0,0 +1,2177 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Functional Constraints for Olivetti Faces\n", + "This notebook explores the `PySensors` General QR `GQR` optimizer and the `constraints` class within `utils` for spatially-constrained sparse sensor placement (for reconstruction) of the Olivetti Faces Dataset.\n", + "\n", + "The General QR algorithm was devised specifically to solve such problems. The `PySensors` object implementing this method is named `GQR` and in this notebook we particularly showcase the functionalities offered by the constraints class. For example if the user provides the center and radius of a circular constrained region, the constraints in utils compute the constrained sensor indices. Direct constraint plotting, sensor numbering, showcasing sifference between constrained and unconstrained sensor locations have also been developed.\n", + "\n", + "The constrained shapes currently implemented are:\n", + "\n", + "Circle\n", + "\n", + "Cylinder\n", + "\n", + "Line\n", + "\n", + "Parabola\n", + "\n", + "Ellipse\n", + "\n", + "Polygon\n", + "\n", + "UserDefinedConstraints\n", + "\n", + "This type of constraint has the ability to take in either a function from the user or a\n", + ".py file which contains a functional definition of the constrained region.\n", + "\n", + "See the following reference for more information ([link1](https://ieeexplore.ieee.org/abstract/document/10453459), [link2](https://www.mdpi.com/1996-1073/17/13/3355))\n", + "\n", + "Karnik N, Abdo MG, Estrada-Perez CE, Yoo JS, Cogliati JJ, Skifton RS, Calderoni P, Brunton SL, Manohar K. Constrained optimization of sensor placement for nuclear digital twins. IEEE Sensors Journal. 2024 Feb 28.\n", + "\n", + "Karnik N, Wang C, Bhowmik PK, Cogliati JJ, Balderrama Prieto SA, Xing C, Klishin AA, Skifton R, Moussaoui M, Folsom CP, Palmer JJ, Sabharwall P, Manohar K, Abdo MG., Leveraging Optimal Sparse Sensor Placement to Aggregate a Network of Digital Twins for Nuclear Subsystems. Energies (19961073). 2024 Jul 1;17(13)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pysensors as ps\n", + "from sklearn import datasets\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "from matplotlib.patches import Circle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load the Olivetti Dataset\n", + "We'll consider the Olivetti faces dataset from AT&T. Our goal will be to reconstruct images of faces from a limited set of measurements.\n", + "\n", + "First we've got to load and preprocess the data." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "400 4096\n" + ] + } + ], + "source": [ + "faces = datasets.fetch_olivetti_faces(shuffle=True, random_state=99)\n", + "X = faces.data\n", + "\n", + "n_samples, n_features = X.shape\n", + "print(n_samples, n_features)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Global centering\n", + "X = X - X.mean(axis=0)\n", + "\n", + "# Local centering\n", + "X -= X.mean(axis=1).reshape(n_samples, -1)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# From https://scikit-learn.org/stable/auto_examples/decomposition/plot_faces_decomposition.html\n", + "n_row, n_col = 2, 3\n", + "n_components = n_row * n_col\n", + "image_shape = (64, 64)\n", + "\n", + "def plot_gallery(title, images, n_col=n_col, n_row=n_row, cmap=plt.cm.gray):\n", + " plt.figure(figsize=(2. * n_col, 2.26 * n_row))\n", + " plt.suptitle(title, size=16)\n", + " for i, comp in enumerate(images):\n", + " plt.subplot(n_row, n_col, i + 1)\n", + " vmax = max(comp.max(), -comp.min())\n", + " plt.imshow(comp.reshape(image_shape), cmap=cmap,\n", + " interpolation='nearest',\n", + " vmin=-vmax, vmax=vmax)\n", + " plt.xticks(())\n", + " plt.yticks(())\n", + " plt.subplots_adjust(0.01, 0.05, 0.99, 0.93, 0.04, 0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_gallery(\"First few centered faces\", X[:n_components])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll learn the sensors using the first 300 faces and use the rest for testing reconstruction error." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test = X[:300], X[300:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Unconstrained sensor placement:\n", + "Consider the case where we treat all sensor locations as being equally viable." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [4032 594 384 878 446 2772 4041 3936 340 2273]\n" + ] + } + ], + "source": [ + "n_sensors = 10\n", + "n_modes = 10\n", + "basis_unconst = ps.basis.SVD(n_basis_modes = n_modes)\n", + "optimizer_unconst = ps.optimizers.QR()\n", + "model_unconst = ps.SSPOR(basis = basis_unconst, optimizer = optimizer_unconst, n_sensors = n_sensors)\n", + "model_unconst.fit(X_train)\n", + "all_sensors_unconst = model_unconst.get_all_sensors()\n", + "sensors_unconst = model_unconst.get_selected_sensors()\n", + "print('The list of sensors selected is: {}'.format(sensors_unconst))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Direct function to get the coordinates of the sensors\n", + "xTopUnc,yTopUnc = ps.utils._constraints.get_coordinates_from_indices(sensors_unconst,info = X_train) # Info is the training data in case of an image dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 4032 0 63\n", + "1 594 18 9\n", + "2 384 0 6\n", + "3 878 46 13\n", + "4 446 62 6\n", + "5 2772 20 43\n", + "6 4041 9 63\n", + "7 3936 32 61\n", + "8 340 20 5\n", + "9 2273 33 35" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Sensor ID corresponds to the column number chosen\n", + "columns = ['Sensor ID','SensorX','sensorY']\n", + "unconstrainedSensors_df = pd.DataFrame(data = np.vstack([sensors_unconst,xTopUnc,yTopUnc]).T,columns=columns,dtype=int)\n", + "unconstrainedSensors_df.head(n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the unconstrained sensors\n", + "image = X_train[4,:].reshape(1,-1)\n", + "\n", + "plot_gallery('unconstrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", + "plt.plot(xTopUnc, yTopUnc,'*r')\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.xticks(np.arange(0,64,5),rotation=90)\n", + "plt.yticks(np.arange(0,64,5),rotation=90)\n", + "for ind,i in enumerate(range(len(xTopUnc))):\n", + " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Circular Constraints: " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To constrain a circular region with center (20,5) and radius 5 units, we create an instance of the Circle class as demonstrated below. The data argument is essential for defining the constraint—since the Olivetti faces dataset contains image data, we pass the numpy array (X_train) as the data parameter. For tabular datasets, a dataframe would be used instead" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "circle = ps.utils._constraints.Circle(center_x = 20, center_y = 5, radius = 5, loc = 'in', data = X_train) #Plotting the constrained circle \n", + "circle.draw_constraint() ###Plotting just the constraint" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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n0+QVI5QSzEtMklvMBbS/055Z4xFqfBAELWKwB0FNiMEeBDWh4zZ70xb1kkp6eOGQavMxOTtU7bgjlOpJkxey7cbuKi/0UsMavSQGuZBeL8kFu4WAfMlpDf3l+Q11y+USiXirwdQWZ1T+3Lk819vly5db2zpXw++OumMZfn76HvGckd5TblM3a87WZ/sdaL9OtatzYc0qo1eDoCmH5yqNX/YgqAkx2IOgJtw1BcI89SOX+01VJXaLaJQVq0R83H333de237ve9a5Vz6V9cP41jWI7fvx4a/v5559va2MVVF1IbA54iSFYDdRzs8qcK5usbdp/LoJO1U/+rP3nIsH0uTDqQmOVnE2Ghx9+uG0/Nt/UXGHzgl2Y6kKbnp5ubev94H31frNcvJ+adl5kHOOZE577LlxvQRC0iMEeBDWh42p8UxXxcsQprM7wbOiIFDTkRQqqErJaxbPsrHID7bPx586da2tTs2E1mfRcY5IgcmrqjTwfHN0F5Gdb+RigPWeZ3sdcymydLffKP5XmfmOV0UvW4OX848884w4A999/f2ubzS29lldffbW17eVte+CBB1rbL7/8clYOlZFVfDUTcot8PBPQWwjD2/pcvBToJQlO4pc9CGpCDPYgqAkx2IOgJnQ8eUXTHvLcD17eeM+m4bJAav+ym4vtaHWlcHIJtYfZFcR2udrsZ8+ebW2rK4TLSvN+QLttyHapRvLx+dSVlVu157mM9D7m3DdeqSw9hp9ZLgkF0O7C1PkNnpvge6DXzHMf6q7ie/rCCy8ghx7H8LVomatc6SbPbabPgt9pryyzZ/eXEL/sQVATYrAHQU3omhrvuSY0sozbci40oF110j4mJiba5GiiKuHk5GRrWxdwcKQWq8sqB/evLkBWTbUaKbuevDz67P7xquG6FT2dvPc5l5rKkSutBLSrqnwtrFYDfuVdfoZ8nRqdxnLpc+c+ubSSmgxejn2WUc/Nx/G5hoeH2/bLvcMKq+5eHjsvh16O+GUPgpoQgz0IakIM9iCoCR232Zs2lZcAUe2PXGJDtfHYtvJsN8YrQ+zZVl6ucnYvqfuE3UQqE9uRufzvgL/ajD9zH2qXe22M5+rkc3m51tlVmHsOKhPQ7gb1EkMcO3astf3iiy+2tfG8C5+bXX5A+/uocvBcjdri/M7xHIy+E96qt9zKQnVn5hKellJS/ultZvY9M/u5mf3MzD5dfT9qZs+Y2UvV/yNr9RUEQfcoUeOXAPxeSulhAO8B8CkzexjAZwE8m1J6EMCz1ecgCO5SSmq9XQRwsdqeM7MXABwB8BEAj1W7PQXg+wA+U9AfgDe73nI50/kYoF2V9HKnaXICVtNYtfNKR3t5u/k4LxpQI/m8FWW5c6vJ46lzrILyvVIXo7fKMOduW4/rjT+r6suw2aTPjK+F3WbqzmRVmktAA/kSWHo/+Np05Rw/i6NHj7a1sduVk2N4Jo/3vniuUz5OS3blcjsy65qgM7NjAN4B4DkAB6s/BAAwAeDgevoKgqCzFA92M9sD4C8A/G5KqW12I638yVn1z5WZnTSz02Z2usTxHwTB9lA02M1sB1YG+tdTSn9ZfT1pZuNV+ziAqdWOTSmdSimdSCmd8GZigyDYXta02W1l/v8rAF5IKf0RNX0HwBMAPl/9//RafaWUWnaH2hZsj6g7LOc+UbuTNQe1d9juYleQ2qHcv9ZYy7ln1C5nl4nOCbAtp9eZO07nDjy3Ge9b6s5UGzLn/tF76uWDz9nAekwuo43KX4q65XKr+7wkntrH/v37W9v6vmiodK5/xrvfrs3tJBBt3jt3NWm25Q3eB+BfAPh7M/tJ9d2/x8og/5aZPQngNQAfL+grCIIuUTIb/38A5PLTfnBrxQmCYLvoeMLJpprirdpRVYSjkbx856ymcfJJ3ZdXjXkldlRlyyWD8BJDaB+spnk51L2ySIyqvrwvn3s9rk7Gy0NemhyR+1A13osUZPeSd0+9FWW8L7dpcgm+B+p689ysufJPXkJVvd+5kk/6bHP3FCgr7xyx8UFQE2KwB0FN6Fr5Jy/IX9U0VqO82UruU9V4nmHlXHKeqqRtudlyvRZPRm7zVEKeqffUbK9/xos2VFPGqzjKeDO/OTNHc/2zvKqC50pleVGDnheGt/W6+NzqJfFMCMZ7TmySqPnGpk1pbjndr/ksooprEAQx2IOgLsRgD4Ka0DWbXW0Ltou8+mVs33gri9QmY3cKb3vuLy8RY2nCBy/Kz7M9WS69Fm8lWm5FnLeS0LsWzwbcyHHqeuPoNLWV2UXK1+lFv3muTsbLge+1Kd47l5NRydn6XoIXT44c8cseBDUhBnsQ1ISOqvFm1lKJVBVjlU3dZrzYgN046ymBk8vvrZFUrA6VRCWtdS5V0TzXWy5/nC7MYFVY1cNcfjovgs5bmOGph95imtIIQFaRNW9bLvpN+yvNlV8aheeVn95o4gmv/FPOpPL68NylOeKXPQhqQgz2IKgJMdiDoCZ0zWZXNwvbUGqjsr3G+3krf7xacmwXee4MdbnkVqx5LjpvhZMex59z9qq2qYy5+QIvWYiH5zLKnVf79+xQRttyz91LclEaTu3Zw174s/esvTmS0pDn0poA3nE54pc9CGpCDPYgqAl3TQQduyM0p1tOxVIXhpejq1QOLycamwleplxPVfXg4/ge6P3wSgl5yQ+YjeQ90+sqjeQrzXfn9VGqgnvmSqnbbD1qPJtRfJznbvTcZqURebkS2e4x2ZYgCO4pYrAHQU3oeBXX3CJ7jp7y8oOxqqeLWDx1jtUtT7XLRbHp+Ty10ouSyy120X3ZI+GlR97orC/jJRLhNm9BiKrgOXXSW9TjLYAqjZLT68/J4UX86THeTH1OFu+dUBWfZfHMJm/xUonpGL/sQVATYrAHQU2IwR4ENaFrrje1Odgu1QQHvCKOWU/yv1x0k2ezq23FMnt2s5cbnm127Z/nLfh+6ByGZzvnSjdtNPrKswW9+Y1c4gx9tjnXlXdur5RVqbylSUGBjSULWU/iE35H+B3w5l+86M4ca/6ym9mAmf3AzH5qZj8zsz+svj9uZs+Z2ctm9k0z61urryAIukeJGr8I4AMppUcAPArgcTN7D4AvAPhiSukBAFcBPLltUgZBsGlKar0lANerjzuqfwnABwB8svr+KQB/AODLa/WXU004F1lp9c71qGKlteFZPj0ml1tO1XFe5KPqFifimJuba2vjhR+s7qrqW6pW5kpBaZsX1cZqsWc2lVaa5Qq6QPv90AU/ORfpRvPce3iRfF5kpudSK+0/l3/Rc6/lEmxsOoLOzBpVBdcpAM8A+CWAmZRS8+rOAThS0lcQBN2haLCnlJZTSo8COArg3QAeKj2BmZ00s9Nmdrr01zUIgq1nXa63lNIMgO8BeC+AYTNr6h9HAZzPHHMqpXQipXRCF64EQdA51rTZzWw/gNsppRkz2wngQ1iZnPsegI8B+AaAJwA8vVZfKaWWXTM8PNzWxvaa2nU521y/92p55UJp11P6NqeZqLzsKjx06FBbGyfTVLdcriS02nhe7vzctXmrDJXcykIvBFTnFXKut+vXr7ftxzXQ9u7d29ampZOblK5o1H1LXWNewknvfeE+9f56brRcOK63us9b7ZijxM8+DuApM2tgRRP4Vkrpu2b2cwDfMLP/DODHAL5S0FcQBF2iZDb+7wC8Y5XvX8GK/R4EwVuAjkfQNdUNVeMZL0LKi34rjYxjVG33Vs7lXFlcAhpoV01VvfVkzJUg0j7Y5FF3FcvIbRqFyPJ7cng5//g4VVtzJgTfGwCYnp5ubd+4caOtjd8RVuk9E817J0pZT8krb4WjdxyTc6l577BXLyB7njX3CILgniAGexDUhK6lkubIKaB8AYNXWqk0TXNpyl/tg1VQVltVRfZmb3nm3ku+4X3ParbOWOdmwUtnkQE/VTXD99GLruP74y0u0pl6Nuf4OtWs4WfhpdbeKN4sfi7Kz1sYpDKW5k7k9yUXbegdH7/sQVATYrAHQU2IwR4ENaGjNntPT0/L3lJbU8tB5WAbTG1ez1ZWOZp4Nphnd3Gbys42mZe00rMnS5NiKrlkEF6iRy9ZpBdp580J5BJr6vyGlwRkdnZ21W19d0rteW9eiPdT96D3LpXmfC+d38glVwXa5de5j5JQ9PhlD4KaEIM9CGpCx11vTZeBuh9Y7VN1jlUzVpm9ckSlEUb6ved6Y1WJ5dDIL5bLW/ihx3H+MV4wowttvMUSLKOX94yPK60S65kkqlbytXGSDlU3ubSVPvcrV660ti9dutTaVlOA75uq+PzucJuei/P86bV4OfRKk1fwdXsVhj33calLNEf8sgdBTYjBHgQ1IQZ7ENSEjrvemjaalzRQXQ5s77D9p/YT25See6M0z7iXxMBzvTETExPZPnW1HPfJ4cReskh1E/G+XmnnXPJMIJ9IRK+TP+u8AtvsbHuOj4+37cfXoq7UXP59XimnbXotnh2dk3c972ZOXi9ZSOnKPM9d6s015Yhf9iCoCTHYg6AmdM315q3kKi1vpC6YnNsJyEekeaqSkoveUxWK5VdVnV1xXr55dkmp2sf7aWmoXMSYysjqv7dCkPdT15tXypgTT4yMjLS21c3nRafxtXEfarqwW07J5eRbT/LTjZSX0nfYMyf42eQSh3jHrCVXa5819wiC4J4gBnsQ1ISOqvGcSlph9U5VIFaZWRXT2VtWmbkKqvZZuijBU8V4W1UqrwIrq5wzMzNtbRwJxp4GlXF0dLS1rSotn4/vlUbyXb16tbXtRddxH6qCc8kuNjsAYN++fav2p+Sei7bx/dCU02zOqdmUO7eXG9CLvvRmwb28fl40I+/Lcum5+DgvzXSO+GUPgpoQgz0IakIM9iCoCR13vTXtEI3G8pIGsk3DdqP2wa4hL/EE21aeK8hzjbGtrPKy7a0uHm5juxnIzzl4ueH1Ovkz76c2O8s8NjbW1sZuLpZX5x+4zYvQK03E4ZUy5jY+r8qr7lhOesF4rlnP/vXKRvG91/71Gebwkkoyeh9LIgWLf9mrss0/NrPvVp+Pm9lzZvaymX3TzMquJgiCrrAeNf7TAF6gz18A8MWU0gMArgJ4cisFC4JgaylS483sKIB/DuC/APi3tqKjfADAJ6tdngLwBwC+7PWTUmq5KjxVSV1ZueqYqiKzCqeuFYZVLDUFvDJDrCqx/Hou7kNlZFVY3VXcP6v4qqKxuq/qOSe94MU0qoKz24y3dV++Tr0WVrPVBciU5kXX+50ro6WqNKvPBw4caGtjV6eX+KS0lJUXRVgamVnah1cyqqTck1L6y/7HAH4fQPPsYwBmUkrNt/AcgCPrPnsQBB1jzcFuZr8JYCql9KONnMDMTprZaTM77f31D4JgeylR498H4LfM7MMABgDsBfAlAMNm1lv9uh8FcH61g1NKpwCcAoCRkZG8DhcEwbZSUp/9cwA+BwBm9hiAf5dS+h0z+zMAHwPwDQBPAHh6rb7MrGW7eEkl1UbNrVbS5IJss2soLdtMpUkr1XbL2XUamstyqfuE7WEtW60yN9H7wTafupb43Gy/cvgq0O6u8mqPlSZrKF0N5oWiqj3PfXr17dz6ZtTH5ORka1vvtVdK21vdx++B9+54CTD4+fI8jjd3sBE2E1TzGaxM1r2MFRv+K5uSJAiCbWVdQTUppe8D+H61/QqAd2+9SEEQbAcdjaADyvK3q8uBVWFWqTwXhqq+OdXUy4XuJTgoze+m18srtjwXkufa4wgyNSFYPWeV0Cs/rTLmVl55udM89dxT8Utz4eX6VryVcyzH1NRU23587/Ve8f1Qk4f35f08NX6j98q77pI88hEbHwQ1IQZ7ENSEjqvxTTwVVmdbWbXJRVXpZ01tzOoiz1KrGs8RaapW5tQoVb04LbFG6Hkz3blqpDprz8kr9F7lFo+Upi8G2k2Z0oQMqkbmTCA1r7yIsVybtxhFIwVzpp3Ke/ny5ayMfA9KTRLdj00SLymFV3XW84zkcjsy8cseBDUhBnsQ1IQY7EFQE7qWN15t2dL84byfl+Tw7NmzbW0cXcd2Edu/QLutzKWmgHwUlEZjccknnTtg203l51VqfH+8nO8HDx5sa8tFdGkfuZLKepy38spzSeVsdi+5pZfYotTd5kU9eu7MI0feWMflJfrw3GZessicC9CT37unnv2eI37Zg6AmxGAPgprQtQg6L1GBt4jFy1nGarzmImPXCqvWmoOc+/DylLF7hlVioF1l1oUqfJxGv+USNGj/nJBB+2dTgPtQNZ5NCL2PuXOr6su563T5Mt8rdg96rjdVb3MVXvXZMocPH277nItm1GfL5+YEIEC76aX3MVe6SeH+9Tr5vnqLqLzSUE0XsrsoKNsSBME9RQz2IKgJMdiDoCZ0LVxWYTvRy4XOK77UpuE2damxbcs11niVGNBu82ofucSD6k7ycn/zait1y/H8Adtnmied7eiHHnqorY3tQbbt1c7lJJN6D9gefPHFF1vbR48ebduP5zd07oCTYvK51La/ePFia1tDf/n+vP76661tvRbvufO8CD+n0rpyQPv8hlePwEtQ4a1sy4VJ6xyAt5qy2ea5KOOXPQhqQgz2IKgJHY+gy7knciutgPwqMlX7PBWGVTFWMVUlZDVeXTC50lCqErJqp649VutZNdXj+NpUNWX1mSO/gPbrPHToUGubVXrAz0+n191E1X12vWkUHsvPq/Y0cpLz46srkt8JPvcDDzzQtt/4+HhrW+8Vq9Ysoz53frb6XnlJTPjZ87lUVffUeO7fK9Xtvd+hxgdB0CIGexDUhI6r8blU0t6CCFb9c5VUgfYFDF7pJt7WWWRWA1V9Y3WUVUyNCuPPXn43TbTw2muvtbbf+c53trZVBb/vvvtWlQPIV11VtdWb2eVnoSo+w2aHmmd8Pi8CjdvUO8H36sEHH2xta4knNr1U9eX74y1GYbl0Nt6LjCtNp83oe5UraabX4qW7LlkYE7/sQVATYrAHQU2IwR4ENaHjEXRNu8YraeslOGD7Se1V/qyRTgzbtRxNB7S7ZzTRIx/HMqnLiOcBVA5262jiCe6H7Vd2TwHtdq6em+06lldXznmuIJ4L4eP0uXCb2uI6F7LaeYH25+mVt+ZrUZvaK8/E94rP5c2zrCf6jdu8ZCGMXmdpSevSZB45SuuznwEwB2AZwFJK6YSZjQL4JoBjAM4A+HhK6WqujyAIust61PhfTyk9mlI6UX3+LIBnU0oPAni2+hwEwV3KZtT4jwB4rNp+Cis14D6z1kFNlUXVIVYRVY3KuTQ8lUrdJazie4turly50tpWtxOrzKxKqhzsCuJ8dIqqehxtx3Kpqs4qPssLtKvgfB85alCPU3Mld7+9yEa9j7p4p4lXykrVW27z8sYzKnvObav5/7xyWJ7KnHM/eq7l0vxxpXULAF/9b8lQdFYgAfhbM/uRmZ2svjuYUmouWZoAcHD1Q4MguBso/WV/f0rpvJkdAPCMmb3IjSmlZGar/mmp/jicBN78CxUEQeco+mVPKZ2v/p8C8G2slGqeNLNxAKj+n8oceyqldCKldEIXGARB0DnW/GU3s90AelJKc9X2bwD4TwC+A+AJAJ+v/n96PSf26oa9SchMoj21aTybKXecysEuI3V5sW3L9qQXbqp/4LhPLxzSK8tcWnKabVSvPpq6H/k+8ra3GkxXm+XcZl4Ys1f/j6+L50RUxtKSx97KM8VL3Jl757z+PRk99xq35VZaerZ7iRp/EMC3qxP3AvjvKaW/NrMfAviWmT0J4DUAHy/oKwiCLrHmYE8pvQLgkVW+vwzgg9shVBAEW0/HV73lXG9MaZSS56LTCCmOpGL1UNUeVhdVveWVXKyaqlrJqrq6oDh/varguetUNxFfi6q+3OaphJ77h9s8Nd5LsMGmBz8LXdnG90CfWc4c0tWCpS4pvpb1lKFi9dxTrT0zwYvyY7wVkyxzri3yxgdBEIM9COpCDPYgqAkdtdlTSi3botRmBNptJnZhqH3C9p/nSuH+dOUch3NOT0+3tXH+c3bDeSGgahuy7amhrjmbXe1crz4a3wPuz7Pl9H7ncpdrDvzcPAjQPt/BGYRc15CEOPO94nuqtj1TGoqq++Xq+AF+eG7Ojvbmk7Q/z2WX20/vY1PmsNmDIIjBHgR1oePJK5pqhqdulK468iLXPDXNU/VYVdJoqQsXLrS22dWkrjfPBcP7qmsvlxNfTQ1G++frZFPGc+Pos8ipkno/SpOFeGowmwLqUmOXI8uk98OLTstFnamZl8v/rn3qteRcb9799mT03j+vrXlPvKQZ8cseBDUhBnsQ1ISuRdB5qp2nVpbm61JVPZdkQOXgmWONCuM2rsaqs/FeIg4uraTnZrXei9riz6qO5nK66Uy3F12XU+NVffZMo5wcXp45vY85883LQafkPBJehJtS+p6V5o/T554zqTyvQC7/YszGB0EQgz0I6kIM9iCoCV2LoPNqbSk5l4bnXlNyrg/PttfINbYvObpOyzKzraUuKY688+rAea4sllmj2thlx9epK+c8NxFTmpPdq4/G+6kcnhs09zw915XC/XNSST3Gc71558655bwoPw9+7mrbe0kxS1za8cseBDUhBnsQ1ISOR9A18UrOqvrCbawerScBRq5N9/PKC3OEG8ukC1q85BJ83arS5hb5uKqZyM8LRjzXGKv72sZyqJnAcJu38Mjrw1usk3uGJTnSV8N7xzy3HMuo70TOhaz7eTLzvrm8e9pHLoGHa5JlW4IguKeIwR4ENSEGexDUhK7Z7Bt1TZS6idSWYleQZw97ria2p3ibQ2cB4MCBA61tz5bVENbctel++pnJJSz06oZ5NdbYpaa2PX/eilLGnhuuJNniam2555nLu74WXt54z23GbdpHLne+yshJPLWWQHNf7x7GL3sQ1IQY7EFQE7qWvML73nOLlK7WUjOhdHWSl5eeI5h4hZrux5F36nbyIgBzJae9FWVeBKCXMMFzr+VUX93Pu6fes8j1UVoaWfHeCVaf+fl5K8o8t5mXP463+VxAuxtNz80ysgmlrlmO1Mw9M9flnG0hzGzYzP7czF40sxfM7L1mNmpmz5jZS9X/IyV9BUHQHUrV+C8B+OuU0kNYKQX1AoDPAng2pfQggGerz0EQ3KWUVHEdAvBrAP4lAKSUbgG4ZWYfAfBYtdtTAL4P4DNr9ZcrU1Oak660ymVpSl5Vh7z+czPYXqQTR90B7ckrdFad1Tlvxp1nyHUmPacKl0axAf5CodxxXnXWXAkmPU6fWS5a0lPBPRXZmxH3ZsF5X+2fn2+ugq726c3o8yy7RsnxM8x5aDYbQXccwCUAXzOzH5vZf6tKNx9MKV2s9pnASrXXIAjuUkoGey+AXwHw5ZTSOwDcgKjsaeXP1qo/zWZ20sxOm9lpXTIaBEHnKBns5wCcSyk9V33+c6wM/kkzGweA6v+p1Q5OKZ1KKZ1IKZ3QiqZBEHSOkvrsE2Z21szenlL6BVZqsv+8+vcEgM9X/z9d0FfLNvLK86rdwRoB2yqe3eXZLtyHl0TDs1fZfhobG2trGxl5wzExNzfX1sZ2nZZAztnp3vyDF6GXK72sfXrzFt48yFYnnvCeJ29rYg9uU1uZXWCeXc7vi7rN+Dht4/fYS1riuTA5oQn/IOr7oQlCmOZ9dd/7bEs7/wbA182sD8ArAP4VVrSCb5nZkwBeA/Dxwr6CIOgCRYM9pfQTACdWafrglkoTBMG20bUIOm9hhqr4rILmXDpAu4roLbjwIqJKF22wqn7fffe1tbFar4tkLl++3Nr2ykYxej9YlVS1OJcT31uooipnzqTyIhsVNi9yCz20zVvgwuq5516bn59va2OzyXPzeUkj+H7rvcq5anU/fl80Mo4/8/MrXfRVSsTGB0FNiMEeBDUhBnsQ1ISO541v2sFeaORafTRR+8+zcXKUrrBTjh8/3tpWm91LknDx4sXW9o0bN9raODzScyN69cBytfC88GSvrbS8tcqYc/tpYJXnDsuFn+pcyuzsbGtbbXbeN5fARPtXm91bccfXyfMUmlyCXWoab1KauHOzxC97ENSEGOxBUBNsozm4N3Qys0tYCcDZB2B6jd23m7tBBiDkUEKOdtYrx/0ppf2rNXR0sLdOanY6pbRakE6tZAg5Qo5OyhFqfBDUhBjsQVATujXYT3XpvMzdIAMQcighRztbJkdXbPYgCDpPqPFBUBM6OtjN7HEz+4WZvWxmHctGa2ZfNbMpM3uevut4Kmwze5uZfc/Mfm5mPzOzT3dDFjMbMLMfmNlPKzn+sPr+uJk9Vz2fb1b5C7YdM2tU+Q2/2y05zOyMmf29mf3EzE5X33XjHdm2tO0dG+xm1gDwXwH8MwAPA/iEmT3codP/CYDH5btupMJeAvB7KaWHAbwHwKeqe9BpWRYBfCCl9AiARwE8bmbvAfAFAF9MKT0A4CqAJ7dZjiafxkp68ibdkuPXU0qPkqurG+/I9qVtTyl15B+A9wL4G/r8OQCf6+D5jwF4nj7/AsB4tT0O4BedkoVkeBrAh7opC4BdAP4fgF/FSvBG72rPaxvPf7R6gT8A4LsArEtynAGwT77r6HMBMATgVVRzaVstRyfV+CMAztLnc9V33aKrqbDN7BiAdwB4rhuyVKrzT7CSKPQZAL8EMJNSaq6s6dTz+WMAvw+gudpkrEtyJAB/a2Y/MrOT1Xedfi7bmrY9Jujgp8LeDsxsD4C/APC7KaVZbuuULCml5ZTSo1j5ZX03gIe2+5yKmf0mgKmU0o86fe5VeH9K6VewYmZ+ysx+jRs79Fw2lbZ9LTo52M8DeBt9Plp91y2KUmFvNWa2AysD/esppb/spiwAkFKaAfA9rKjLw2bWXAfaiefzPgC/ZWZnAHwDK6r8l7ogB1JK56v/pwB8Gyt/ADv9XDaVtn0tOjnYfwjgwWqmtQ/AbwP4TgfPr3wHKymwgcJU2JvFVhZ9fwXACymlP+qWLGa238yGq+2dWJk3eAErg/5jnZIjpfS5lNLRlNIxrLwP/yul9DudlsPMdpvZYHMbwG8AeB4dfi4ppQkAZ83s7dVXzbTtWyPHdk98yETDhwH8A1bsw//QwfP+KYCLAG5j5a/nk1ixDZ8F8BKA/wlgtANyvB8rKtjfAfhJ9e/DnZYFwD8B8ONKjucB/Mfq+38E4AcAXgbwZwD6O/iMHgPw3W7IUZ3vp9W/nzXfzS69I48COF09m/8BYGSr5IgIuiCoCTFBFwQ1IQZ7ENSEGOxBUBNisAdBTYjBHgQ1IQZ7ENSEGOxBUBNisAdBTfj/tj232bQcnXUAAAAASUVORK5CYII=", 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JveOcOs1nUunU/krki7fNlHO9x3HoXKb/qW011uJQTCw0/wm863hUrtYj1dj0lFn5MiWaX6OCoES+eNtMkRY8x3FMDuX4wZQWmWsxqlCIFKqV+5J4f/Pt+cizljZEtSIttDx33tU2Fj9aksRY0uIYmyzMXkJJoYps2mal/jlt1jitsTOpdGp/LUsLLc+dVbbx9sM7X4bacnLDetzQMSwkfwIXkT0ATgF4VlXfJSLXALgLwOsBnAbwPlV9me1groSSQhXZtM1K/ZnffLMra5jf5rcifzGlhZbnzrvaxuJHS5IYS1pMtVlLQnk/gCcAfE///kMAPqyqd4nIRwHcCuAjPNeWWCy4lQypNNxbbmDJQh5yg7e0YDmu1lPpa0huOXKG93x65xBbtqmRt81VoYjI1QB+EsDH+vcC4AYA9/SH3AngPVzXLoApNzDpWGp/TAko1V9vm960M9Wmdxub5lvnztsPdkxWmzltreRtSg6xkPoJ/LcA/DKA1/bvXw/gJVU9178/A+CqoRNF5AiAIwCwtbU12sGu41YyeH6zPkZu8P7m29Omx31JvKUFa77UkNxKyFPW+awhZzLXYom8XZdDRSUUEXkXgLOqelpEFmMNqOpxAMcBYHt7e/T/oMVink+lnrLNOcYUNsPmLJ9KD+CDWH7CfhrA8wD+GcAnAbwIYG9/zPUAPuvxUGPVeT6Veuo25xhT2AybpWyOBRhPpQewAHB///sfAvip/vePAvjP686Pp9LPw+YcYwqbYXPTnkp/G4C7ROQ3ADwC4OMZfa1E183vqdRTtznHmMJm2Cxls9pOTFXtAHT9708BuI7nyjAWC27pUteV30HYymOcmLsFh8aRNU+rYkq1ObXdgrvHtuXdwpaYctei99iyxnHM2LKwcTsxraVAY2ymlBEx+8+xafWNOSer2nb7wRyf1HNLzN3u49g2veO0+sbsK/Vc73Ecahs6hoUcCaUIuo5bulRjB6Fn/7k2Lb61XhqZM9415s5aXsccW9aYeaxF77FljWPq2MbNrMC9sQybQlkpMVO28ZQbWrqXcw1pgZWPHjZrSGJMearG2LIktzFjy8JkJRQrvfOm+UPHMaWLVD+85QY2/a1Bua3SAjMf2TaZ88lcA0PHtTK2OWvROrYsNP8JvOt4O6VaenSUt2zjKTe0dC/nGtJC6Z17uXPnLYkx5akaY+spH7V0M6sqWCWh1JAzvL9t96ZtNSprvCtC2JSbOXfWfGFXhHhLCzXkzBpxMtcKC5OVUGrIGVa6zpQuUo9jyw1MKtoy5WbOnXW82bnhLS1YfWPLNt5xMtcKC81/Al8lodSQM7y/bfekbVb/Pahoy5SbOXfWfGHnhre0UEPOrBEna62EhAL/b6GZNtlU0UrDU20yZaEc+muVFmrINiwpp9QmKWa+MCtfasiZNWQbFmYvoVgpFNMmmypaaXiOH0yJxjoHNWg+Oze8pQVrm/caGDqXKY2k+tuKbMNC85/Au863qH7VeUybJb7hT6HhrVSEWCslWpZtmNUZrHkqlS/W+awhT7Ug22ychFKDQuXIKkzqb6Fy3vTUoyKESfOZceaMo2U8WqL53tJiiUfkeeet1SYLk5BQalAopgThTfOH2rzpaY6v3jSfGSdTMsixWYPm58wd02bLeWu1yULzn8C7rg6FYkkQc3zKuEdFCJPmM+NkSQa5NlupzqghZ7actxabIaHAv5KBRatKbcwoKTe0dDvZGjQ/p/8UqYgt21htsuUp69iy5rjWRr6QUJwplDetYtv0poopbTk030rD2RKNlebn9J9yLlu2sdpky1PWsWXOAdP/VD+GzmOh+U/gYyQUZiUDs6rAUy6pITe0dDvZGjTfU4ar9VR6T4kmd2xZc1BrI9/GSyhzfCr1lG3OMaawGTZn+VR65k88lX4+NucYU9gMm6VsjgUYT6XP/Ymn0s/D5hxjCpthc9OeSl8EXTe/p1JP3eYcYwqbYbOUzY3TwL3LpbxLtFq+CVON0shUP2rYrDF3KTYtY1ZqbK2lrqlrkWmTPbYpa2UoThYmW0bILJca6p9pM7X/HD92H2c9L6f/nDFL6a+EzRpzl2IzJ2+9x9Z6LjMfU8/17n/ouKFjWFj7CVxEvhPA/wHwHf3x96jqr4nINQDuAvB6AKcBvE9VX2Y72HX+5VLeJVolSpe8S7Ss5Vg1du6xyvxaKTuzjlmpsbWc29IN0Tx327bwSLV/AXCDqv6jiLwawF+IyP8G8F8BfFhV7xKRjwK4FcBHeK4tsUpC8aanLMra0g10WqGiTPnLm/7O9f7xNXKUGad3DjHns+pOzP5L0H/s3766/1EANwC4p2+/E8B7uK7t9OHi11VtTHrKpKw5tI1J/Vuhokz5y5v+MnMvtT/r+IzxrUaOMuP0ziHmfA4dw0LSl5gisgdLmeT7Afw2gL8D8JKqnusPOQPgqhXnHgFwBAC2trZGO9h1degpc9eip5xRgyrWupkVe55alYos4+MRp6fEUeu+5+z+Leu/eBWKqp4HcK2IXA7g0wDelGpAVY8DOA4A29vbo/8HLRbcqoIhCuVdVZBqkylxsOP0pvmbXLVgpfksKcc7X8ZICyz5K9emd96yMKoKRVVfAvA5ANcDuFxEXvkHcDWAZ7muXQCTPjKlkVTfvKlojk1rmzftzImJadO7/6E2tlyScq53vgy1sdcd06Z33rKw9hO4iLwBwL+q6ksichmAdwD4EJYX8vdiWYlyGMC9fPeW/72YVQXsb/OZlS81vuG3ykKetLOlcSxRtcCUiizneufLGNmGJX/l2vTM29ISygEAd/Y6+KsA3K2q94vI4wDuEpHfAPAIgI/z3LqAVRJKDepvaSu1echaVcDs3zsm9tzVyBerbFOD5nvHmbouaqz/nLxNiZOFtRdwVf1rAG8daH8KwHVcd4bBpHc51N/a5k25h87N6cvav3dM7HmqkS8p49EKzfeO03requOY88lcP0PHsJD0JWZNdB23IqSVb749qxs8nkrvTX+tNN+7gqCEzRTZpobk5h1nCUnMOp+s9dOChFIVi4U/Pc2hUK1QYmtVgfc41qDcrEqGUpuHvHPUGid7bFPms4acwVoXq8Z24x+p5k1P2VSuBiVOoYreMbVCuZnjneO/dYzYOWqNkz22KfNZQ87wviYMncdC85/Au86fnrKpXA1KbK0q8B7HGpSbNd6lNg9556g1Tk+ZrBU5w5obY8Z293khoYBLiVlU1IOGM6kiS+IotfHDKi3kSBzWahvvfGFX+KSMrXdVUY3bLOesRaZNFiYroTApMZOKptqsQRWZEgebcnvLNlY/mJJBan/eEs1Qm7dcMnSud74MHcfOF6tNFpr/BL5KQmFSYhYV9aDhTKrIkjhKbfxgyjZWKcqzssZjbK354imX5I7t1CSxdTY3TkJphbZZZA+Pig1vSsyUhXKkohrSQkq+sGLykG1amc+UdZFjk7kW2ZJYSpwsTEJCaYW2WWUPJtVNbWPTUysVzZGKakgLKfnCjCnVJrP/oTb2fKb4y14D1rXIzJeh4zZeQmmFtrVSseFNiZmyUA35yztf2JUMTNmmlflMWReeMl/uumDa3HgJZd++5ROd9+27QEEsbTffDDz0EKevTbY5x5jCZtgsaZMGVS32c+jQIbXg2DHVm25avua2MfvaZJtzjClshs1SNscCwCkduKY2fwE/eVL1sstU9+xZvp48aW87dozX1ybbnGNMYTNslrJpwaoLePMSStct6cf588vXV3QmS9uJE7y+NtnmHGMKm2GzlM2N08BzSnqsZWGWkqGhtlplhF3X7g5Faxlhy+WYcxzblm1a1mxL97FnYRJlhDklPbvbho5hlgwNteXYtLYxx2yoLfW8nHFkzp21jR3nlMa2ZZvW/LbOSY7NoWNYaP4TeNdxd7l5lgwNtdUqI2x5h6K1jLDGONYo6WtlbFu22UoZcezEXIPFgntjmRJPGW+VtrHoaUuP4GJJF6VsWmWbOcTJXBc1dn8yJTEWJiGhMOkdm/5OibYx6SlbukjxzVsWKmHTKtvMIU7muvCOkzneQ8ew0Pwn8K7j0btSTxlvkbbl9t/CLjpPWaiUTabkNrU4mevCO05PSSwkFPjfzIZJ22pQYu+bWbVcQcCixC3JGd5jm2pz6nHWeKTiUJwsTFZCsdLwGrStBiX2jjOHSlspK9umNc4acob32LJjajVO5rUk9bih81hY+wlcRN4I4PcA7AegAI6r6h0icgWATwE4COBpALeo6jfYDq6SUKw0vAZtq0GJPeNsvYKARYlbkjO8x5YdU6txsq4lOXGWllDOAfglVf2iiLwWwGkReQDAzwJ4UFVvF5GjAI4CuI3n2hKLRR7FaYG2sW3WkG2s48iszsgZR2ZFiPfcDcXJiqmUPGVdFzn918ih5iUUVX1OVb/Y//5NAE8AuArAuwHc2R92J4D3cF27ACbVapme5lB/b9nGOo5M2cOb6g61lZBtUuL0ziF2nNZ14d3GzqHmJZSdEJGDAN4K4GEA+1X1uf5Pz2MpsQydcwTAEQDY2toa7WDX8ahW6/SUWbHBpv7WcWTJHqWeKG6Vophzx+prTI7WkMRy+rK0eeTQFCQUAICIfDeAEwB+UVX/QXb8O1FVFREdOk9VjwM4DgDb29uDx1wKi0WdqgJvCsXqvxQ9bXUc2TR/t80SVUtMOWNKNnPWBTNva+QQC0lVKCLyaiwv3p9U1T/qm18QkQP93w8AOMt1baf9i19XtaVQHDb99abEVnrHpqKtjiOb5u9uy5GFrG3MPGjZZk6+MPO2Rg6xkFKFIgA+DuAJVf3NHX+6D8BhALf3r/fy3VstoXhXFXjLDaz+S9HTVseRTfOtEgqrbS73X0mxOVepaF0OlZZQfgTA+wD8jYg82rf9CpYX7rtF5FYAzwC4hefWBaySULyrCpi0jS1npMTpKTeUor/WmLzlDG+an5MvrUhuTJvM+WTbtF5zWFh7AVfVvwAgK/58I9edYTBpVQ7VtdI2tpyR0uYtN5Sgv9aYvOUMb5qfkwdWf0vkKFNCqSHbMK85LIyqQqmBrqtTVcCkbVP7tt3afw2bNeQMb5rPkrpay1GmhFJDtmFdczbuXihzfCr1lG3OMaawGTbjqfRrfuKp9POxOceYwmbYLGVzLBBPpV8OYAtPpZ66zTnGFDbDZjyV3gFdN7+nUk/d5hxjCpths5TNjdPAmSU9XedXAjbGZk7/3rs/1x1Xaufe7pjYuz+t+ZJq0+Kbx+5PZpw5c+w9n0ybOWObMp8sTPZ+4ENtKSU9qSVDOeVGKTZz+mfaTI1993E5c2I913uehtpy5s7qW+r4eK8LZr4MHceeT6ZNZn4PncdC85/Au45b0uNZAjbGZo1di8yys5w5scbkOU8ec2ctr2OVzXnEySqrrLWb1zNHU+czJBTYd/O18kg1tmyTsuOsZSmKadN7V6R3nDV2C9e4adfQ2ObINtb5zJk7q5zJwmQlFCtlZdNTK23zpo9sWphCuZnzlGOTObY14vSWS4bOLbEuUsaWPd5Wm0zfhs5joflP4F2XR7VSKJQnZa31KDDv3WVsKYppkzW2U7yBViuyjTVHPSVO75u8pebtxkkoFhlhDJ3xpm3sig1v6p9Cf1um3Ez6m1MpwaTcrP7HxMmWipg51PLYpuQtC5OQUJjUuQZty6G/1uOYfeXEVINyM+eYLZcwc5SZtzk5WkO2aXlsU/KWheY/gXdd29UZNSo2vKl/Cv1tmXIz6S9bLmHmKCtvaz1SjS0VtTK26/J24ySUVipCWqb+JSWOUvfJrkHzrRIKi/qXqkKpsS5S5AxvmzUksdjIQ6RabIrWCvUvLXEwaW1qWwmab5VQmHnFlha8x9Z6LlOmSD2XnS9Wmyw0/wm869qpCGmZ+peUOErdJ7sGzbdKKKy8KlWFUmNdpMgZ3jZrSGK7jwkJBdxvhFmUuyW5wTPOWvSXHZM3zfeWM2pU+NTIUVZetbQZjIVZSSgpFIctZ1gpsbfc4B1nDfrrPU+pNmvINt5tzDFLbWPbtMaZc32xXnNYaP4TeNdx6SlbzrBSYm+5wTPOWvS3hBTFjNNbzmBKYuxKDGaOsvKqlc1gGyeh5FBiq5zBoo+tyw3WmNjVGd6VL8yKEFY+etB8b5s1ctQ7b3PitNpkYRISSg7VssoZTPrYstxgjYntP3Puciixd75403xvmzVy1Dtvc+K02mRh7SdwEfkEgHcBOKuq/65vuwLApwAcBPA0gFtU9Rt895b/pb2rMzzpY+tygzUmz8qd3Lnzrghh5aMHzfe22YokxsxbT4mzhSqU3wXwPwH83o62owAeVNXbReRo//42nlsXsFjM86nUU7Y5x5jCZtic7VPpsfyk/diO908COND/fgDAk14PNVad51Opp25zjjGFzbBZyuZYIOep9AMX8Jd2/C4731/qJ55KPw+bc4wpbIbNjXwqvaqqiKyU50XkCIAjALC1tTW6/66b31Opp25zjjGFzbBZymYLZYQviMgBVX1ORA4AOLvqQFU9DuA4AGxvb4/+HnaxaKf8LfW4GuVvu+PsOm4pWkr/rHnyiCnVpvfcMXdFsvK21r25WxlbVo6OyVsWrGWE9wE43P9+GMC9HHeG4V3Sk9P/0HG725h9rTp3d1tO/yk2U3zI8Z8dk9Vf9tyltFnHJ8dfZm6kHtfK2DJzdKht6BgWUsoI/wDAAsCVInIGwK8BuB3A3SJyK4BnANzCd22Jrmun/M27dDGnxMlauuhdApZThseMybqLjj131pI+z12Lte7N3crYsnI0NW+LSiiq+tMr/nQjz43VWCWhMOWMGhSKvcuNGWcrVNRbWvCWM5g5yrbpnaPe68IaZ437nsdOzAz6aKWK3hTKmz6y6W8NKuotLXjLGcwc9ZZV2DnqvS6s53qvi1SbLGRXoXij6/x3YpamUGNsWqkim/7WoKLe0oK3nOEtubFkFY8c9V4XTNnGU+JsYSdmVSwW/tUZLMrtQduscoNntU2tmzzVqOZp5RF8NfKFLWdY45za+k+Jk4VJSChM2cObcg/1x/Q/1V82/WXSfOvYelPdobYSlHt3G1tasM6n9xx7r7uhthLrPyVOFpr/BN51/tUZ3hUbJWQbZvUEs39vWcizMqWlR/DVyBfPOfaulKq5/tfFGRIK/KtQalRseMs2OZTbKi0wY8oZR29pgVWxUYvm17jXeo5U5B2ntzzFwmQlFCvtYVO0GlQxxTc25bZKC8yYvOWSoXNL5EsLNJ+Z76nn5khF3nF6y1MsNP8JfJWE4l2FUqNiw1u2YVbWsP1nVkqwqH+tDS41aH4JeYopFXnH6SlPbZyEYqGiNaSFmrTNKjcwpaicefKWhZgVBK3MHbM6o8Z8po4tUxLLscmsfGFhEhJKDtUqLS0M2Shh0yo3MKUotk3m3Fkpt/c8DbWx5RLmumAelzN31nPZ+WKdTxaa/wTeddzNAy1QKA+bVrmBKUWxbTLnjlVB0NLcMaszasxnztxZ1yI7XyzzuXESSo2qghxqnkJP2d+2M+UGKy1kSwvMah7m3OXMk1W28a7wmZq0yIyzxvpnYRISCpNCMalR6rk5Nq3ness2JaSFFPrLHlumtMCUbZj9D9nwzpchG+x1570WmTnEQvOfwLuuTlUBi961cv+FMTFZab63FOVZFeEhLTBlG1b/NfJlzFr0lDhaWf8bJ6HM8anUU7Y5x5jCZtic7VPpWT/xVPr52JxjTGEzbJayORbIeSo96yeeSj8Pm3OMKWyGzY18Kr03um5+T6Weus05xhQ2w2YpmxungbNKizxKl9adW+ue0t73A+86/5I+5q5I7zhT/UixWeKRaq2ui5w1kGIzJ2+ZZaEsTKKMkFlaNHQMs2RoqC3Fr5yYhtpy+k85LsdX67mp81QjTqZv3v2zbTLXBTuvdrcx11hq25BNFpr/BN51vNIij9Il6y43z/K0EvcDL1HSl2KTPXfWOFspr5v6uii9K3JM/9a1GDsxnXec1aBQrJjGUMVWKDfTJlu2sY6jd77kjG0NqYg5tqzx9sghq1TEwiQklBw6Y5UzvCkUM6ahtpYpN9NmzpilHMf0P7UtZxyt/rKlIubYMsfbe90NtQ31xULWJ3AReSeAOwDsAfAxVb2d4tUOdF0enbHKGZ4UKrd/752S3pSbaZMt21jH0TtfvHdFsqUi5th6S4usdZd6zWlCQhGRPQB+G8A7AJwB8AURuU9VH2c5B/CrUHLkDCaF8q7YYEtF3lLUlMaRLWd4j611PmvIGRY5ZszYpq5/b6mIhRwJ5ToAX1XVp1T1ZQB3AXg3x62LwaRVOXSMSaHY1J9JFVP88O6fbbMVqcg7TuZ81pAz2FJOimzDjj3FJgs5EspVAL624/0ZAD+0+yAROQLgCABsbW2NNtJ1XBru+S23h2xTQ26oIUVNaRw9JY5aj6tjyyXMsWWuxRakoiYklFSo6nEAxwFge3tb1xz+bVgs5nkzmynbnGNMYTNsTvFmVqI6+pq6PFHkegC/rqr/oX//AQBQ1Q+uOmd7e1tPnTo12tbnP7/8z7VYXPjvZW1j9rXJNucYU9gMm6VsjoWInFbV7W9rz7iA7wXwtwBuBPAsgC8A+E+q+qVV51gv4IFAILDJWHUBN0soqnpORP4LgM9iWUb4iUtdvAOBQCDARZYGrqp/DOCPSb4EAoFAYAQmsRMzEAgEAt+OuIAHAoHARBEX8EAgEJgo4gIeCAQCE4W5jNBkTOTrAJ4xnn4lgBeJ7pTG1P0Hph9D+F8fU4+hlv/fp6pv2N1Y9AKeAxE5NVQHORVM3X9g+jGE//Ux9Rha8z8klEAgEJgo4gIeCAQCE8WULuDHazuQian7D0w/hvC/PqYeQ1P+T0YDDwQCgcDFmNIn8EAgEAjsQFzAA4FAYKKYxAVcRN4pIk+KyFdF5Ghtf9ZBRD4hImdF5LEdbVeIyAMi8pX+9XU1fbwUROSNIvI5EXlcRL4kIu/v2ycRg4h8p4j8pYj8Ve//f+/brxGRh/s8+pSI7Kvt66UgIntE5BERub9/PzX/nxaRvxGRR0XkVN82iRwCABG5XETuEZEvi8gTInJ9a/43fwHf8fDkHwfwZgA/LSJvruvVWvwugHfuajsK4EFV/QEAD/bvW8U5AL+kqm8G8MMAfr4f86nE8C8AblDVtwC4FsA7ReSHAXwIwIdV9fsBfAPArfVcTML7ATyx4/3U/AeAH1PVa3fUTk8lhwDgDgCfUdU3AXgLlnPRlv+q2vQPgOsBfHbH+w8A+EBtvxL8PgjgsR3vnwRwoP/9AIAna/s4IpZ7AbxjijEA+C4AX8Tyea0vAtjbt1+UV639ALgaywvEDQDuByBT8r/38WkAV+5qm0QOAfheAP8XfaFHq/43/wkcww9PvqqSLznYr6rP9b8/D2B/TWdSISIHAbwVwMOYUAy9/PAogLMAHgDwdwBeUtVz/SGt59FvAfhlAN/q378e0/IfABTAn4jI6f7h5sB0cugaAF8H8Du9jPUxEXkNGvN/Chfw2UGX/76br98Uke8GcALAL6rqP+z8W+sxqOp5Vb0Wy0+y1wF4U12P0iEi7wJwVlVP1/YlE29X1bdhKX/+vIj86M4/Np5DewG8DcBHVPWtAP4Ju+SSFvyfwgX8WQBv3PH+6r5tanhBRA4AQP96trI/l4SIvBrLi/cnVfWP+uZJxQAAqvoSgM9hKTlc3j/LFWg7j34EwH8UkacB3IWljHIHpuM/AEBVn+1fzwL4NJb/SKeSQ2cAnFHVh/v392B5QW/K/ylcwL8A4Af6b+D3AfgpAPdV9smC+wAc7n8/jKWu3CRERAB8HMATqvqbO/40iRhE5A0icnn/+2VY6vdPYHkhf29/WLP+q+oHVPVqVT2IZb7/mar+DCbiPwCIyGtE5LWv/A7gJgCPYSI5pKrPA/iaiPxg33QjgMfRmv+1vyxI/ELhJwD8LZY65q/W9ifB3z8A8ByAf8XyP/mtWGqYDwL4CoA/BXBFbT8v4f/bsaSGfw3g0f7nJ6YSA4B/D+C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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "circle.plot_grid(all_sensors=all_sensors_unconst) #Provides the grid of all possible sensor locations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Obtaining constrained indices:\n", + "The primary step in constraint sensing is identifying which sensors fall within the constraint region. This is accomplished using the following function, which can handle different constraint region shapes:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "const_idx, rank = circle.get_constraint_indices(all_sensors = all_sensors_unconst,info= X_train) #get_indices" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sensors = 4 #Suppose we want to select exactly 4 sensors within the constraint region\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_circle = ps.optimizers.GQR()\n", + "opt_exact_kws={'idx_constrained':const_idx,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sensors,\n", + " 'all_sensors':all_sensors_unconst,\n", + " 'constraint_option':\"exact_n\"}\n", + "basis_exact = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [4032 594 384 878 446 2772 4041 340 660 144]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_exact = ps.SSPOR(basis = basis_exact, optimizer = optimizer_circle, n_sensors = n_sensors)\n", + "model_exact.fit(X_train,**opt_exact_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_exact = model_exact.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopConst = np.mod(top_sensors_exact,np.sqrt(n_features))\n", + "yTopConst = np.floor(top_sensors_exact/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_exact))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDSensorXsensorY
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" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 4032.0 0.0 63.0\n", + "1 594.0 18.0 9.0\n", + "2 384.0 0.0 6.0\n", + "3 878.0 46.0 13.0\n", + "4 446.0 62.0 6.0\n", + "5 2772.0 20.0 43.0\n", + "6 4041.0 9.0 63.0\n", + "7 340.0 20.0 5.0\n", + "8 660.0 20.0 10.0\n", + "9 144.0 16.0 2.0" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_sens_circle = circle.sensors_dataframe(sensors = top_sensors_exact) # Creating a dataframe of the constrained sensors\n", + "data_sens_circle" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "circle.plot_constraint_on_data(plot_type='image') # Plotting the constraint on the data\n", + "circle.plot_selected_sensors(sensors = top_sensors_exact, all_sensors = all_sensors_unconst) #Plotting the selected sensors on the constraint\n", + "circle.annotate_sensors(sensors = top_sensors_exact, all_sensors = all_sensors_unconst)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As demonstrated above, the constraint functions allow us to visualize the selected sensors on a data snapshot. Unconstrained sensors are displayed as green stars, while sensors modified by the constraint regions appear as red stars. This visualization clearly illustrates how sensor placement changes when constraints are applied. The sensor ranking annotations indicate relative importance, with lower-numbered sensors being the most critical." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Linear Constraints\n", + "To constrain the region beyond a line defined by the coordinates x = 10, x = 20, y = 0, and y = 64, we create an instance of the Line class as demonstrated below." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "line1 = ps.utils._constraints.Line(x1 = 10, x2 = 20, y1 = 0, y2 = 64, data = X_train) #Plotting the constrained line ##expect a tuple of (x,y)\n", + "line1.draw_constraint() ## plotting just the constraint" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "line1.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "const_idx1, rank1 = line1.get_constraint_indices(all_sensors=all_sensors_unconst, info = X_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sensors = 2\n", + "\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_line = ps.optimizers.GQR()\n", + "opt_line_kws={'idx_constrained':const_idx1,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sensors,\n", + " 'all_sensors':all_sensors_unconst,\n", + " 'constraint_option':\"exact_n\"}\n", + "basis_line = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [4032 594 384 878 446 2772 4041 340 660 144]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_line = ps.SSPOR(basis = basis_line, optimizer = optimizer_line, n_sensors = n_sensors)\n", + "model_line.fit(X_train,**opt_line_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_line = model_line.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopConstLine = np.mod(top_sensors_line,np.sqrt(n_features))\n", + "yTopConstLine = np.floor(top_sensors_line/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_exact))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDSensorXsensorY
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" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 4032.0 0.0 63.0\n", + "1 594.0 18.0 9.0\n", + "2 384.0 0.0 6.0\n", + "3 878.0 46.0 13.0\n", + "4 4041.0 9.0 63.0\n", + "5 3987.0 19.0 62.0\n", + "6 3268.0 4.0 51.0\n", + "7 1667.0 3.0 26.0\n", + "8 3217.0 17.0 50.0\n", + "9 770.0 2.0 12.0" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_sens_line = line1.sensors_dataframe(sensors = top_sensors_line)\n", + "data_sens_line" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "line1.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data!\n", + "line1.plot_selected_sensors(sensors = top_sensors_line, all_sensors = all_sensors_unconst)\n", + "line1.annotate_sensors(sensors = top_sensors_line, all_sensors = all_sensors_unconst)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As demonstrated above, when we limit the constrained region to just 2 sensors, the remaining sensors are relocated to unconstrained areas. The most important sensors (ranked 1 and 3) remain within the constraint region since two sensors are permitted in this zone." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Elliptical Constraints:\n", + "To constrain an elliptical region using specified center coordinates, width, height, and rotation angle, we can implement it as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ellipse = ps.utils._constraints.Ellipse(center_x = 20, center_y = 30, width = 10, height = 50, angle=30,loc = 'in',data = X_train) #Plotting the constrained circle \n", + "ellipse.draw_constraint() ###Plotting just the constraint" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ellipse.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "const_idx_ellipse, rank_ellipse = ellipse.get_constraint_indices(all_sensors=all_sensors_unconst, info = X_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sen_ellipse = 3\n", + "\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_ellipse = ps.optimizers.GQR()\n", + "opt_ellipse_kws={'idx_constrained':const_idx_ellipse,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sen_ellipse,\n", + " 'all_sensors':all_sensors_unconst,\n", + " 'constraint_option':\"exact_n\"}\n", + "basis_ellipse = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [4032 594 384 878 446 2772 4041 1559 3273 3022]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_ellipse = ps.SSPOR(basis = basis_ellipse, optimizer = optimizer_ellipse, n_sensors = n_sensors)\n", + "model_ellipse.fit(X_train,**opt_ellipse_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_ellipse = model_ellipse.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopConstEllipse = np.mod(top_sensors_ellipse,np.sqrt(n_features))\n", + "yTopConstEllipse = np.floor(top_sensors_ellipse/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_ellipse))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDSensorXsensorY
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" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 4032.0 0.0 63.0\n", + "1 594.0 18.0 9.0\n", + "2 384.0 0.0 6.0\n", + "3 878.0 46.0 13.0\n", + "4 446.0 62.0 6.0\n", + "5 2772.0 20.0 43.0\n", + "6 4041.0 9.0 63.0\n", + "7 1559.0 23.0 24.0\n", + "8 3273.0 9.0 51.0\n", + "9 3022.0 14.0 47.0" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_sens_ellipse = ellipse.sensors_dataframe(sensors = top_sensors_ellipse)\n", + "data_sens_ellipse" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ellipse.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data!\n", + "ellipse.plot_selected_sensors(sensors = top_sensors_ellipse, all_sensors = all_sensors_unconst)\n", + "ellipse.annotate_sensors(sensors = top_sensors_ellipse, all_sensors = all_sensors_unconst)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As demonstrated above, when constraining exactly 3 sensors within an elliptical region, the algorithm relocates less important sensors outside the constraint area to maintain optimal sensor placement while satisfying the constraint requirements." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convex Polygonal Constraints\n", + "A convex polygon is one where all interior angles are less than $180\\degree$. To constrain sensors within a convex polygonal region—for example, to exclude all sensors from a polygon by allowing exactly zero sensors within it—we begin by initializing the Polygon class with the (x,y) coordinate points as shown below:" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "polygon = ps.utils._constraints.Polygon([(20,15),(25,0),(15,5),(15,10)],data = X_train) #Plotting the constrained circle \n", + "polygon.draw_constraint() ###Plotting just the constraint" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "polygon.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data!" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "const_idx_polygon, rank_polygon = polygon.get_constraint_indices(all_sensors=all_sensors_unconst, info = X_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sen_polygon = 0\n", + "\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_polygon = ps.optimizers.GQR()\n", + "opt_polygon_kws={'idx_constrained':const_idx_polygon,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sen_polygon,\n", + " 'all_sensors':all_sensors_unconst,\n", + " 'constraint_option':\"exact_n\"}\n", + "basis_polygon = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [4032 590 384 878 446 2772 4041 3936 429 2479]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_polygon = ps.SSPOR(basis = basis_polygon, optimizer = optimizer_polygon, n_sensors = n_sensors)\n", + "model_polygon.fit(X_train,**opt_polygon_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_polygon = model_polygon.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopConstPolygon = np.mod(top_sensors_polygon,np.sqrt(n_features))\n", + "yTopConstPolygon = np.floor(top_sensors_polygon/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_polygon))" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDSensorXsensorY
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" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 4032.0 0.0 63.0\n", + "1 590.0 14.0 9.0\n", + "2 384.0 0.0 6.0\n", + "3 878.0 46.0 13.0\n", + "4 446.0 62.0 6.0\n", + "5 2772.0 20.0 43.0\n", + "6 4041.0 9.0 63.0\n", + "7 3936.0 32.0 61.0\n", + "8 429.0 45.0 6.0\n", + "9 2479.0 47.0 38.0" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_sens_polygon = polygon.sensors_dataframe(sensors = top_sensors_polygon)\n", + "data_sens_polygon" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "polygon.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data!\n", + "polygon.annotate_sensors(sensors = top_sensors_polygon, all_sensors = all_sensors_unconst)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since exactly zero sensors are permitted within the polygonal constraint region, we can observe that sensors 1 and 9 have been relocated to the next optimal positions outside the restricted area." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Non convex polygonal Constraints\n", + "A non-convex polygon is one where at least one of the interior angles is greater than $180\\degree$. To constrain sensors within a non- convex polygonal region—for example, to exclude all sensors from a polygon by allowing exactly zero sensors within it—we begin by initializing the Polygon class with the (x,y) coordinate points as shown below:" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "polygon2 = ps.utils._constraints.Polygon([(20,15),(25,0),(15,5),(20,7)],data = X_train) #Plotting the constrained circle " + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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kEZ74kYv9pqISm0XUy4pFIj7vnnvuqR339re/fd1raR0cf0292M6cOdPZfvbZZ2tlLIIuLy9jeXkZyQzX+vtrYrEXGILFQL02i8y5tMlapvXnPOhU/OR9rT/nCeYtc1YTGovk3DcPPPBA7ThW31RdYfWCTZhqQrt27VpnW/uDj9X+5nbxcaraeZ5xjKdOeOa7ML39grAQInzQBe6aL3sTuTo2htmhIaTCcEZBsB26PtjboogXI05hcYZnQ9l7CagvUlCRkMUqnmVnkRuoz8ZfuHChVqZqw3pt0mtNTEzUyq5efT3OxwypAkB+tpXPAeoxy7QfcyGzdbbcS/9UGvuNRUYvWIMX84/3ecYdAN785jd3tlnd0nt56aWXOtte3LZ77723s/3iiy9m26FtZBFf1YTcIh9PBfQWwvC2PhcvBHpJgJP4pARBQ4jBHgQNIQZ7EDSErgevaOtDnvnBixvv6TScFkj1X/aeYj1aTSkcXEL1YTYFsV6uOvurr77a2VZTCKeV5uOAum7Ieql68vH11JSVW7XnmYy0H3PmGy9Vlp6jJsY2qg+zCVPnN3hugvtA75lXtqm5ivv0+eefRw49j+F70TRXudRNntlMnwW/015aZk/vLyG+7EHQEGKwB0FD6JkY75kmNDgBl+VMaEBddNI6Ll++XGtHGxUJr1y50tnWBRzsqcXisraD61cTIIummo2UTU9eHH02/3jZcN1UQE7c+5xJTduRS60E1EVVvhcWqwE/8y4/Q75P9U7jdulz5zo5tZKqDF6MfW6jXpvP42uNSTaf3DussOjuxbHzYujliC97EDSEGOxB0BBisAdBQ+i6zt7WqbwAiKp/5AIbqo7HupWnuzFeGmJPt/JilbN5Sc0nbCbSNrEemYv/DvirzXif61C93CtjPFMnX8uLtc6mwtxz0DYBdTOoFxji9OnTne0XXnihVsbzLnztOXFV5vdR28FzNaqL8zvHczD6Tnir3nIrC9WcmQt4WkpJ+qc3mdm3zOxHZvacmX2i+n3czJ4ys59U/x/aqK4gCHpHiRi/CuB3UkoPAHgngI+b2QMAPgXg6ZTSfQCervaDILhLKcn1dgnApWp73syeB3ASwAcBPFwd9gSAbwP4ZEF9AO40vbHoq2UsvrAo6cVO0+AELKaxaOeljvbidvN5njegevJ5K8py11aVxxPnWATlvlITo7fKMGdu24zpjfdV9GVYbdJnxvfCZjM1Z7IozSmggXwKLO0PvjddOcfP4tSpU7UyNrtycAxP5fHeF890yudpyq5cbEdmUxN0ZnYawFsBPAPgWPWHAAAuAzi2mbqCIOguxYPdzIYB/DmA304p1WY3UutPzrp/rszscTM7b2bnSwz/QRDsDkWD3cz2ojXQ/zil9BfVz1fMbLIqnwRwdb1zU0rnUkpnU0pnvZnYIAh2lw11dmvN/38RwPMppT+gom8AeBTAZ6r/n9yorpRSR+9Q3YL1ETWH5cwnqney5KD6DutdbApSPZTr1xxrOfOM6uVsMtE5Adbl9D5z5+ncgWc242NLzZmqQ+bMP9qnXjz4nA6s5+Qi2mj7S1GzXG51nxfEU+s4cuRIZ1vfF3WVztXPeP3t6txOANF237mrSbMlr/NuAP8SwN+b2Q+q3/4DWoP8a2b2GIBXAHykoK4gCHpEyWz8/wGQi0/7vp1tThAEu0XXA062xRRv1Y6KIuyN5MU7ZzGNg0/qsbxqzEuxoyJbLhiEFxhC62AxzYuh7qVFYlT05WP52psxdTJeHPLS4Ihch4rxnqcgm5e8PvVWlPGxXKbBJbgP1PTmmVlz6Z+8gKra37mUT/psc30KlKV3Dt/4IGgIMdiDoCH0LEmE5+SvYhqLUd5sJdepYjzPsHIsOU9U0rLcbLnei9dGLvNEQp6p98Rsr37G8zZUVcbLOMp4M785NUdj/XN7VQTn/uf+8LwGPSsMb+t98bXVSuKpEIz3nFglUfWNVZvS2HJ6XPtZRBbXIAhisAdBU4jBHgQNoWc6u+oWrBd5+ctYv/FWFqlOxuYU3vbMX14gxtKAD56Xn6d7crv0XryVaLkVcd5KQu9ePB1wK+ep6Y2901RXZhMp36fn/eaZOhkvBr5XpnjvXK6NSk7X9wK8eO3IEV/2IGgIMdiDoCF0VYw3s45IpKIYi2xqNuPFBmzG2UwKnFx8b/WkYnGoxCtpo2upiOaZ3nLx43RhBovCKh7m4tN5HnTewgxPPPQW05R6ALKIrHHbct5vWl9prPxSLzwv/fRWA0946Z9yKpVXh2cuzRFf9iBoCDHYg6AhxGAPgobQM51dzSysQ6mOyvoaH+et/PFyybFe5Jkz1OSSW7Hmmei8FU56Hu/n9FUt0zbm5gu8YCEenskod12t39NDGS3LPXcvyEWpO7WnD3vuz96z9uZISl2eS3MCeOfliC97EDSEGOxB0BDuGg86NkdoTLeciKUmDC9GV2k7vJhorCZ4kXI9UdWDz+M+0P7wUgl5wQ+YrcQ90/sq9eQrjXfn1VEqgnvqSqnZbDNiPKtRfJ5nbvTMZqUeebkU2e452ZIgCN5QxGAPgobQ9SyuuUX27D3lxQdjUU8XsXjiHItbnmiX82LT63lipecll1vsoseyRcILj7zVWV/GCyTCZd6CEBXBc+Kkt6jHWwBV6iWn959rh+fxp+d4M/W5tnjvhIr43BZPbfIWL5WojvFlD4KGEIM9CBpCDPYgaAg9M72pzsF6qQY44BVxzGaC/+W8mzydXXUrbrOnN3ux4Vln1/p53oL7Q+cwPN05l7ppq95Xni7ozW/kAmfos82Zrrxre6msSttbGhQU2FqwkM0EPuF3hN8Bb/7F8+7MseGX3cz2mdl3zOyHZvacmf1+9fsZM3vGzF40s6+a2cBGdQVB0DtKxPglAO9NKT0I4CEAj5jZOwF8FsDnUkr3ApgB8NiutTIIgm1TkustAViodvdW/xKA9wL4WPX7EwB+D8AXNqovJ5pwLLLS7J2bEcVKc8Nz+/ScXGw5Fcd5kY+KWxyIY35+vlbGCz9Y3FXRt1SszKWC0jLPq43FYk9tKs00yxl0gXp/6IKfnIl0q3HuPTxPPs8z0zOpldafi7/omddyATa27UFnZv1VBterAJ4C8I8AZlNK7bu7AOBkSV1BEPSGosGeUlpLKT0E4BSAdwC4v/QCZva4mZ03s/OlX9cgCHaeTZneUkqzAL4F4F0AxsysLX+cAnAxc865lNLZlNJZXbgSBEH32FBnN7MjAFZSSrNmth/A+9GanPsWgA8D+AqARwE8uVFdKaWOXjM2NlYrY31N9bqcbq6/e7m8cq60m0l9m5NMtL1sKjx+/HitjINpqlkulxJadTwvdn7u3rxVhkpuZaHnAqrzCjnT28LCQu04zoE2OjpaK9PUyW1KVzTqsaWmMS/gpPe+cJ3av54ZLeeO663u81Y75iixs08CeMLM+tGSBL6WUvqmmf0IwFfM7L8A+D6ALxbUFQRBjyiZjf87AG9d5/efoqW/B0HwC0DXPeja4oaK8YznIeV5v5V6xjEqtnsr53KmLE4BDdRFUxVvvTbmUhBpHazyqLmK28hl6oXI7ffa4cX84/NUbM2pENw3AHDt2rXO9uLiYq2M3xEW6T0VzXsnStlMyitvhaN3HpMzqXnvsJcvIHudDY8IguANQQz2IGgIPQslzZ5TQPkCBi+1UmmY5tKQv1oHi6AstqqI7M3e8sy9F3zD+53FbJ2xzs2Cl84iA36oaob70fOu4/7xFhfpTD2rc3yfqtbws/BCa28VbxY/5+XnLQzSNpbGTuT3Jedt6J0fX/YgaAgx2IOgIcRgD4KG0FWdva+vr6Nvqa6p6aBysA6mOq+nK2s72ng6mKd3cZm2nXUyL2ilp0+WBsVUcsEgvECPXrBIz9POmxPIBdbU+Q0vCMjc3Ny62/rulOrz3rwQH6fmQe9dKo35Xjq/kQuuCtTbr3MfJa7o8WUPgoYQgz0IGkLXTW9tk4GaH1jsU3GORTMWmb10RKUeRvq7Z3pjUYnboZ5f3C5v4Yeex/HHeMGMLrTxFktwG724Z3xeaZZYTyVRsZLvjYN0qLjJqa30uU9PT3e2X3vttc62qgLcbyri87vDZXotjvOn9+LF0CsNXsH37WUY9szHpSbRHPFlD4KGEIM9CBpCDPYgaAhdN721dTQvaKCaHFjfYf1P9SfWKT3zRmmccS+IgWd6Yy5fvpytU1fLcZ3sTuwFi1QzER/rpXbOBc8E8oFE9D55X+cVWGdn3XNycrJ2HN+LmlJz8fd5pZyW6b14enSuvZt5N3Pt9YKFlK7M88yl3lxTjviyB0FDiMEeBA2hZ6Y3byVXaXojNcHkzE5A3iPNE5WUnPeeilDcfhXV2RTnxZtnk5SKfXycpobKeYxpG1n891YI8nFqevNSGXPgiUOHDnW21czneafxvXEdqrqwWU7JxeTbTPDTraSX0nfYUyf42eQCh3jnbNSuzjEbHhEEwRuCGOxB0BC6KsZzKGmFxTsVgVhkZlFMZ29ZZOYsqFpn6aIETxTjbRWpvAysLHLOzs7WytgTjC0N2sbx8fHOtoq0fD3uK/Xkm5mZ6Wx73nVch4rgnLKL1Q4AOHz48Lr1KbnnomXcHxpymtU5VZty1/ZiA3rel94suBfXz/Nm5GO5XXotPs8LM50jvuxB0BBisAdBQ4jBHgQNoeumt7Yeot5YXtBA1mlYb9Q62DTkBZ5g3cozBXmmMdaVtb2se6uJh8tYbwbycw5ebHi9T97n41Rn5zZPTEzUytjMxe3V+Qcu8zz0SgNxeKmMuYyvq+1VcywHvWA806yn/3ppo7jvtX59hjm8oJKM9mOJp2Dxl71K2/x9M/tmtX/GzJ4xsxfN7KtmVnY3QRD0hM2I8Z8A8DztfxbA51JK9wKYAfDYTjYsCIKdpUiMN7NTAP4FgP8K4N9ZS0Z5L4CPVYc8AeD3AHzBqyel1DFVeKKSmrJy2TFVRGYRTk0rDItYqgp4aYZYVOL267W4Dm0ji8JqruL6WcRXEY3FfRXPOegFL6ZREZzNZrytx/J96r2wmK0mQKY0Lrr2dy6NlorSLD4fPXq0VsamTi/wSWkqK8+LsNQzs7QOL2VUSbonpfTL/ocAfhdA++oTAGZTSu238AKAk5u+ehAEXWPDwW5mvw7gakrpe1u5gJk9bmbnzey899c/CILdpUSMfzeA3zCzDwDYB2AUwOcBjJnZnurrfgrAxfVOTimdA3AOAA4dOpSX4YIg2FVK8rN/GsCnAcDMHgbw71NKv2VmfwrgwwC+AuBRAE9uVJeZdXQXL6ik6qi51UoaXJB1dnWlZZ2pNGil6m45vU5dc7ldaj5hfVjTVmub22h/sM6npiW+Nuuv7L4K1M1VXu6x0mANpavBPFdU1ee5Ti+/nZvfjOq4cuVKZ1v72kul7a3u4/fAe3e8ABj8fHkex5s72Arbcar5JFqTdS+ipcN/cVstCYJgV9mUU01K6dsAvl1t/xTAO3a+SUEQ7AZd9aADyuK3q8mBRWEWqTwThoq+OdHUi4XuBTgoje+m98srtjwTkmfaYw8yVSFYPGeR0Es/rW3MrbzyYqd54rkn4pfGwsvVrXgr57gdV69erR3Hfa99xf2hKg8fy8d5YvxW+8q775I48uEbHwQNIQZ7EDSErovxbTwRVmdbWbTJeVXpvoY2ZnGRZ6lVjGePNBUrc2KUil4cllg99LyZ7lw2Up215+AV2le5xSOl4YuBuipTGpBBxcicCqTqlecxlivzFqOop2BOtdP2Tk1NZdvIfVCqkuhxrJJ4QSm8rLOeZSQX25GJL3sQNIQY7EHQEGKwB0FD6FnceNVlS+OH83FekMNXX321VsbedawXsf4L1HVlTjUF5L2g1BuLUz7p3AHrbtp+XqXG/ePFfD927FitLOfRpXXkUirred7KK88kldPZveCWXmCLUnOb5/XomTNPnnx9HZcX6MMzm3nBInMmQK/9Xp96+nuO+LIHQUOIwR4EDaFnHnReoAJvEYsXs4zFeI1FxqYVFq01BjnX4cUpY/MMi8RAXWTWhSp8nnq/5QI0aP0ckEHrZ1WA61AxnlUI7cfctVX05dh1unyZ+4rNg57pTcXbXIZXfbbMiRMnavs5b0Z9tnxtDgAC1FUv7cdc6iaF69f75H71FlF5qaHaJmR3UVC2JAiCNxQx2IOgIcRgD4KG0DN3WYX1RC8WOq/4Up2Gy9Skxrot51jjVWJAXefVOnKBB9Wc5MX+5tVWapbj+QPWzzROOuvR999/f62M9UHW7VXP5SCT2gesD77wwgud7VOnTtWO4/kNnTvgoJh8LdXtL1261NlW11/un5/97Gedbb0X77nzvAg/p9K8ckB9fsPLR+AFqPBWtuXcpHUOwFtN2S7zTJTxZQ+ChhCDPQgaQtc96HLmidxKKyC/ikzFPk+EYVGMRUwVCVmMVxNMLjWUioQs2qlpj8V6Fk31PL43FU1ZfGbPL6B+n8ePH+9ss0gP+PHp9L7bqLjPpjf1wuP286o99Zzk+PhqiuR3gq9977331o6bnJzsbGtfsWjNbdTnzs9W3ysviAk/e76WiuqeGM/1e6m6vfc7xPggCDrEYA+ChtB1MT4XStpbEMGify6TKlBfwOClbuJtnUVmMVDFNxZHWcRUrzDe9+K7aaCFV155pbP9tre9rbOtIvg999yzbjuAfNZVFVu9mV1+FiriM6x2qHrG1/M80LhMrRPcV/fdd19nW1M8seqloi/3j7cYhduls/GeZ1xpOG1G36tcSjO9Fy/cdcnCmPiyB0FDiMEeBA0hBnsQNISue9C19Rovpa0X4ID1J9VXeV89nRjWa9mbDqibZzTQI5/HbVKTEc8DaDvYrKOBJ7ge1l/ZPAXU9Vy9Nut13F5dOeeZgnguhM/T58JlqovrXMh61wXqz9NLb833ojq1l56J+4qv5c2zbMb7jcu8YCGM3mdpSuvSYB45SvOzvwxgHsAagNWU0lkzGwfwVQCnAbwM4CMppZlcHUEQ9JbNiPG/mlJ6KKV0ttr/FICnU0r3AXi62g+C4C5lO2L8BwE8XG0/gVYOuE9udFJbZFFxiEVEFaNyJg1PpFJzCYv43qKb6enpzraanVhkZlFS28GmII5Hp6iox9523C4V1VnE5/YCdRGc+5G9BvU8VVdy/e15Nmo/6uKdNl4qKxVvucyLG89o23NmW43/56XD8kTmnPnRMy2Xxo8rzVsA+OJ/pw1FVwUSgL81s++Z2ePVb8dSSu0lS5cBHFv/1CAI7gZKv+zvSSldNLOjAJ4ysxe4MKWUzGzdPy3VH4fHgTu/UEEQdI+iL3tK6WL1/1UAX0crVfMVM5sEgOr/q5lzz6WUzqaUzuoCgyAIuseGX3YzGwLQl1Kar7Z/DcB/BvANAI8C+Ez1/5ObubCXN+yORmYC7alO4+lMufO0HWwyUpMX67asT3rupvoHjuv03CG9tMylKadZR/Xyo6n5kfuRt73VYLraLGc289yYvfx/fF88J6JtLE157K08U7zAnbl3zqvfa6NnXuOy3EpLT3cvEeOPAfh6deE9AP5HSumvzey7AL5mZo8BeAXARwrqCoKgR2w42FNKPwXw4Dq/TwF43240KgiCnafrq95ypjem1EvJM9GphxR7UrF4qGIPi4sq3vJKLhZNVaxkUV1NUBy/XkXw3H2qmYjvRUVfLvNEQs/8w2WeGO8F2GDVg5+FrmzjPtBnllOHdLVgqUmK72UzaahYPPdEa09N8Lz8GG/FJLc5VxZx44MgiMEeBE0hBnsQNISu6uwppY5uUaozAnWdiU0Yqp+w/ueZUrg+XTnH7pzXrl2rlXH8czbDeS6gqhuy7qmurjmdXfVcLz8a9wHX5+ly2t+52OUaAz83DwLU5zs4gpBrGhIXZ+4r7lPV7ZlSV1Q9LpfHD/Ddc3N6tDefpPV5JrvccdqP7TaHzh4EQQz2IGgKXQ9e0RYzPHGjdNWR57nmiWmeqMeiknpL/fznP+9ss6lJTW+eCYaPVdNeLia+qhqM1s/3yaqMZ8bRZ5ETJbU/SoOFeGIwqwJqUmOTI7dJ+8PzTst5namal4v/rnXqveRMb15/e2303j+vrN0nXtCM+LIHQUOIwR4EDaFnHnSeaOeJlaXxulRUzwUZ0HbwzLF6hXEZZ2PV2XgvEAenVtJrs1jveW3xvoqjuZhuOtPtedflxHgVnz3VKNcOL86c9mNOffNi0Ck5i4Tn4aaUvmel8eP0uedUKs8qkIu/GLPxQRDEYA+CphCDPQgaQs886LxcW0rOpOGZ15Sc6cPT7dVzjfVL9q7TtMysa6lJij3vvDxwnimL26xebWyy4/vUlXOemYgpjcnu5Ufj47Qdnhk09zw905XC9XNQST3HM715186Z5TwvPw9+7qrbe0ExS0za8WUPgoYQgz0IGkLXPejaeClnVXzhMhaPNhMAI1emx3nphdnDjdukC1q84BJ83yrS5hb5uKKZtJ8XjHimMRb3tYzboWoCw2XewiOvDm+xTu4ZlsRIXw/vHfPMctxGfSdyJmQ9zmszH5uLu6d15AJ4uCpZtiQIgjcUMdiDoCHEYA+ChtAznX2rpolSM5HqUmwK8vRhz9TE+hRvs+ssABw9erSz7emy6sKauzc9TveZXMBCL2+Yl2ONTWqq2/P+TqQy9sxwJcEW1yvLPc9c3PWN8OLGe2YzLtM6crHztY0cxFNzCbSP9fowvuxB0BBisAdBQ+hZ8Arvd88sUrpaS9WE0tVJXlx69mDiFWp6HHveqdnJ8wDMpZz2VpR5HoBewATPvJYTffU4r0+9Z5GrozQ1suK9Eyw+8/PzVpR5ZjMvfhxv87WAuhlNr81tZBVKTbPsqZl7Zq7JOVtCmNmYmf2Zmb1gZs+b2bvMbNzMnjKzn1T/HyqpKwiC3lAqxn8ewF+nlO5HKxXU8wA+BeDplNJ9AJ6u9oMguEspyeJ6EMCvAPhXAJBSWgawbGYfBPBwddgTAL4N4JMb1ZdLU1Mak640y2VpSF4Vh7z6czPYnqcTe90B9eAVOqvO4pw3484z5DqTnhOFS73YAH+hUO48LztrLgWTnqfPLOct6YngnojszYh7s+B8rNbPzzeXQVfr9Gb0eZZdveT4GeYsNNv1oDsD4DUAXzaz75vZf69SNx9LKV2qjrmMVrbXIAjuUkoG+x4AvwTgCymltwJYhIjsqfVna91Ps5k9bmbnzey8LhkNgqB7lAz2CwAupJSeqfb/DK3Bf8XMJgGg+v/qeienlM6llM6mlM5qRtMgCLpHSX72y2b2qpm9JaX0Y7Rysv+o+vcogM9U/z9ZUFdHN/LS86rewRIB6yqe3uXpLlyHF0TD01dZf5qYmKiVHTr0umFifn6+VsZ6naZAzunp3vyD56GXS72sdXrzFt48yE4HnvCeJ29rYA8uU12ZTWCeXs7vi5rN+Dwt4/fYC1rimTA5oAl/EPX90AAhTLtf3fc+W1Ln3wL4YzMbAPBTAP8aLanga2b2GIBXAHyksK4gCHpA0WBPKf0AwNl1it63o60JgmDX6JkHnbcwQ0V8FkFzJh2gLiJ6Cy48j6jSRRssqt9zzz21MhbrdZHM1NRUZ9tLG8Vof7AoqWJxLia+t1BFRc6cSuV5NiqsXuQWemiZt8CFxXPPvHbjxo1aGatNnpnPCxrB/a19lTPV6nH8vqhnHO/z8ytd9FVK+MYHQUOIwR4EDSEGexA0hK7HjW/rwZ5r5EZ1tFH9z9NxcpSusFPOnDnT2Vad3QuScOnSpc724uJirYzdIz0zopcPLJcLz3NP9spK01trG3NmP3Ws8sxhOfdTnUuZm5vrbKvOzsfmApho/aqzeyvu+D55nkKDS7BJTf1NSgN3bpf4sgdBQ4jBHgQNwbYag3tLFzN7DS0HnMMArm1w+G5zN7QBiHYo0Y46m23Hm1NKR9Yr6Opg71zU7HxKaT0nnUa1IdoR7ehmO0KMD4KGEIM9CBpCrwb7uR5dl7kb2gBEO5RoR50da0dPdPYgCLpPiPFB0BC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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "polygon2.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data!" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "const_idx_polygon2, rank_polygon2 = polygon2.get_constraint_indices(all_sensors=all_sensors_unconst, info = X_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sen_polygon = 3\n", + "\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_polygon2 = ps.optimizers.GQR()\n", + "opt_polygon_kws2={'idx_constrained':const_idx_polygon2,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sen_polygon,\n", + " 'all_sensors':all_sensors_unconst,\n", + " 'constraint_option':\"max_n\"}\n", + "basis_polygon = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [4032 594 384 878 446 2772 4041 3936 340 2273]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_polygon2 = ps.SSPOR(basis = basis_polygon, optimizer = optimizer_polygon2, n_sensors = n_sensors)\n", + "model_polygon2.fit(X_train,**opt_polygon_kws2)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_polygon2 = model_polygon2.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopConstPolygon2 = np.mod(top_sensors_polygon2,np.sqrt(n_features))\n", + "yTopConstPolygon2 = np.floor(top_sensors_polygon2/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_polygon2))" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDSensorXsensorY
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" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 4032.0 0.0 63.0\n", + "1 594.0 18.0 9.0\n", + "2 384.0 0.0 6.0\n", + "3 878.0 46.0 13.0\n", + "4 446.0 62.0 6.0\n", + "5 2772.0 20.0 43.0\n", + "6 4041.0 9.0 63.0\n", + "7 3936.0 32.0 61.0\n", + "8 340.0 20.0 5.0\n", + "9 2273.0 33.0 35.0" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_sens_polygon2 = polygon2.sensors_dataframe(sensors = top_sensors_polygon2)\n", + "data_sens_polygon2" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "polygon2.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data!\n", + "polygon2.annotate_sensors(sensors = top_sensors_polygon2, all_sensors = all_sensors_unconst)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since a maximum of 3 sensors are allowed within the non-convex polygonal region, and only one sensor was located in this area in the unconstrained case, no changes occur in the constrained scenario—the single sensor remains permissible within the 3-sensor limit." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### User defined constraints (Input File)\n", + "When users need to define complex constraints using custom Python functions, they can implement them as shown below. For example, to create a circular constraint centered at (30, 40) with radius 5:\n", + "```\n", + " def userExplicitConstraint1(x, y, **kwargs):\n", + "\n", + " assert len(x) == len(y)\n", + "\n", + " g = np.zeros(len(x), dtype=float)\n", + "\n", + " for i in range(len(x)):\n", + "\n", + " g[i] = ((x[i] - 30) ** 2 + (y[i] - 40) ** 2) - 5**2\n", + "\n", + " return g\n", + "```\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "user_const = 'helper_scripts/userExplicitConstraint1.py'\n", + "user_const_instance = ps.utils._constraints.UserDefinedConstraints(all_sensors_unconst,data = X_train, file = user_const)\n", + "idx, rank = user_const_instance.constraint()\n", + "user_const_instance.draw_constraint() ## plot the user defined constraint just by itself" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sensors = 0\n", + "\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_user = ps.optimizers.GQR()\n", + "opt_user_kws={'idx_constrained':idx,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sensors,\n", + " 'all_sensors':all_sensors_unconst,\n", + " 'constraint_option':\"exact_n\"}\n", + "basis_user = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [4032 594 384 878 446 2772 4041 340 660 144]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_user = ps.SSPOR(basis = basis_user, optimizer = optimizer_user, n_sensors = n_sensors)\n", + "model_user.fit(X_train,**opt_user_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_user = model_user.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopConstUser = np.mod(top_sensors_user,np.sqrt(n_features))\n", + "yTopConstUser = np.floor(top_sensors_user/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_exact))" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDSensorXsensorY
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" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 4032.0 0.0 63.0\n", + "1 594.0 18.0 9.0\n", + "2 384.0 0.0 6.0\n", + "3 878.0 46.0 13.0\n", + "4 446.0 62.0 6.0\n", + "5 2772.0 20.0 43.0\n", + "6 4041.0 9.0 63.0\n", + "7 3936.0 32.0 61.0\n", + "8 340.0 20.0 5.0\n", + "9 2273.0 33.0 35.0" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_sens_user = user_const_instance.sensors_dataframe(sensors = top_sensors_user)\n", + "data_sens_user" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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M4UjnEVY2rOSvh/w1Q/D17jzyg5zb7OnQRldIokZQhpnMgINsd5urXpdsC7J94HS3XNiKoGmbbNGiRYwcOZKH6h/iGMd4pP4R/nvpf8/sp4kzgtw4rgQivTYh7f6wmX8aYQkn6+vrM9vaXJGZXS6bXSYR6fsp7W85VsOHD8/aT66DaJdrkLvNRXyp7V5pK+vnKogA1cVtr92Dcj1FnttVRVi3pa/bWV04sOXUyX8J3AAcsda+L/XdcOBRkrXa9wAfs9aeCOpjsOJfRv4L1py66TvZyecPfR6D4b7R9+VRsoGBZ599lqVLl/rqwCERxmb/NXCN+u4u4CVr7QzgpdRnD4Xbam5LhjbaVGijNUyLTeM7VT6NtTfQ1NTEY489lm8xzhmc8c1urX3VGDNZfX0TsDS1/QDwCvCNMCdMqylOdUOp1lI9kq6U7vCHB7myXC5A3X+Qm0ur8en+I0SIDItg4xZjk6GN8USc0tZSGlsbnSWnXWWu5LXocQyr/ktolTMoC0tfpxwPfUxQZJx2r0m32RiVp+6KeAO46aab+P73v8+rr77KokWLAHfZZxeZh5RLX0vYskthswe1KTB27NjMtmShcZkk2gQMo8b3dDV+lLW2OrV9CBjVw34GPJpNM5PaJ3Fj/Y1Map9EA87aGR7dQEFBAbfffjuPPfbYaewvHqfjrBforLXWGBO4EmSMWQGsgJ5TMZ/LuK3+tsz2xJMTmVw5OX/CDEBMmjSJ97///Tz00EN88YtfzLc4/Ro9neyHjTFjrLXVxpgxwJGgHa21K4GVAOXl5TatiujVRElAoFWsoKgzvVru4maT/cvjXDTNOhEmLEecvDYdoSdXrV3HuVROF4IisFxJN66SSa4kkKD+IPuHXaqceiVaqvH6XgR5PHS03vz583nzzTd59tlnueiiizJeH63qula6XSvucl8XSYRLpXeZnNLr4KrvJvvQ15b+3BcRdE8Bt6e2bwdW97AfD4+zRjQa5eabb+bll1+mpqaGmpoafv3rX+dbrH6HM052Y8zDwJ+BWcaY/caYO4DvA8uMMe8CV6c+e3jkDVVVVVxxxRWsWrWK0tJSjh075owzGIwIsxr/iYCmq3pZFg+PHiGRSLB9+3YWLlzI9u3bWbduHQUFBZw8efK0yimDGTmPoAvijZc2pbY7ZJu0m3X2kHQF6V91aSu7SA6lLaRdTUE2u147cHHby1I/egzk2oS0bbWdKD9r+1K6FWWbPpcrcy5sFJ6La13ar9J+d/H0a3tVjrds0/zvdXV1/OlPf+K5555j0aJFvPbaawwdOpR9+/YxderULo/T90WTkUhId68ratPlKpTPtKskeVDZLC1zUB8+681jQCMWi3HDDTdw+eWX89Zbb1FUVMSJEyd88UwFP9k9BgwmTJjApz71qcyK/O7duznOcVYWruQ4fuLnLetNqygu95JUQaXq2J1KsNJd4+IZd/HdhXVJuUpZSWgzIYi8QtudUhXWMkoXkjQvXJFfPZVfjodLPZdjqiPoXHzqQSqpHjftips2bRoTJ04kkUjwbOJZTpgTPJt4lptabgq8FjkG+rzyfJq8oqKiIrPtIiZxlQuTz7TLrHEhjBrvU1w9BiR+Of6XWUlIB0sPcl/pfRhr+PyRz+dRsvzBq/EeAxIfP/ZxRrWOyqpTMLp1NJ84FuRcGvjwk91jQKK8s5y4jYMBk0jWK4jbOGWJsjMfPECRczU+bYu6SCVdcGX1aJtPIsgO1fH648adqremyQul7SbdVa7QSx3W6CIxCArpdZFcSLcQBJec1qG/cn1Du+WCiERc2WDaFpfQ8gedy+V6k0y9eq1GPjvSHdtY1sjohtHMqZ3DlvItNMQaMgkz+jmSa0Z6TGWbdrMG2fo6x15ep7arg8KatYyuGoJpOVyuUm+zewxYXPPeKRqG0U2jHXsODng13sNjkKDfvNld6kcQ95tWlaRbREdZSZVIHjdx4sSs/S666KIuz6X7kPxrOoptypQpme133nknq02qoNqFJM0BFzGEVAP1uaXKHFQ2Wbfp/oMi6LT6KT/r/oMiwfR9kdAuNKmSS5Nh7ty5WftJ802bK9K8kC5M7UI7Juq+6/GQ++rxlnLJ/bRp54qMk3CZEy73nY+g8/DwyMBPdg+PQYKcq/FpVcTFEach1Rm5GiqjlyA7SUGrhFKtkqvsUuWG7NX4/fv3Z7UFsZjqFVp5rsrKyqy2I0dO8XxoKqWg1VZ5DGRzlulxDKLM1qvlrvJPZ+J+S0OqjC6yBhfnn/ysa+NNmjQpsy3NLX0tu3fvzmy7eNumT5+e2d6xY0egHFpGqeJrMyEoycdlAroSYeS2vi8uCvQwBCf+ze7hMUjgJ7uHxyCBn+weHoMEOSevSNtDzkgfB2+8y6aRZYG0/SvdXNKO1q4USS6h7WHpCpJ2ubbZ9+3bl9nWrhBZVlruB9m2obRLdSSfPJ92ZQVl7blcRnocg9w3rlJZ+hh5z4JIKCDbhanXN+TahBwDfc1y7UO7q+SYbtmyhSDo4yTktegyV0Glm1xuM30v5DPtKsvcUxLSzPHdPsLDw+OchJ/sHh6DBHlT412uCR1ZJtuCXGiQrTrpPg4dOpQlRxpaJTx8+HBmWydwyEgtqS5rOWT/2gUoVVNdjVS6nlw8+tL946qG6ywF5OC9D3KpaTmCSitBtqoqr0Wq1eCuvCvvobxOHZ0m5dL3XfYpaaq0yeDi2Jcy6nPL4+S5ysvLs/YLeoY1pOru4rFzcegFwb/ZPTwGCfxk9/AYJPCT3cNjkCDnNnvapnIRIGr7I4jYUNt40rZy2W4SrjLELttKZjjp8E3pXtLuE+km0jJJOzKI/x3c2Wbys+xD2+WuNgmXq1Oey8W1Ll2FQfdBywTZblAXMcTkyZMz21u3bs1qk+su8tzS5QfZz6OWQ67VaFtcPnNyDUY/E66st6DMQu3ODCI8DYsw5Z8mGGNeNsZsNsZsMsZ8OfX9cGPMC8aYd1P/K87Ul4eHR/4QRo3vAL5urZ0LXAp80RgzF7gLeMlaOwN4KfXZw8OjnyJMrbdqoDq1fdIYswUYB9wELE3t9gDwCvCNEP0Bp7vegjjT5TGQrUq6uNM0OYFU06Rq5yod7eLtlse5ogF1JJ8royzo3NrkcalzUgWVY6VdjK4swyB3W3dcb/KzVn0lpNmk75m8Fuk20+5MqUrLEtAQXAJLj4e8Np05J+/F+PHjs9qk21WSY7hMHtfz4nKdyuN0ya4gbkeJbi3QGWMmAwuANcCo1A8BwCFgVHf68vDwyC1CT3ZjzBDgceAr1tqs1Q2b/Mnp8ufKGLPCGLPOGLMujOPfw8OjbxBqshtj4iQn+m+ttU+kvj5sjBmTah8DHOnqWGvtSmvtImvtItdKrIeHR9/ijDa7Sa7/3w9ssdb+s2h6Crgd+H7q/+oz9WWtzdgd2raQ9oh2hwW5T7TdKTUHbe9Iu0u6grQdKvvXNdaC3DPaLpcuE70mIG05fZ1Bx+m1A5fbTO4b1p2pbcgg948eUxcffJANrI8JYrTR8oeFdssFZfe5SDx1HyNGjMhs6+dFh0oH9S/hGm+nze0gEE2P3dnyxl8GfBrYaIzZkPru70hO8seMMXcAe4GPhejLw8MjTwizGv9HIIif9qreFcfDw6OvkHPCybSa4sra0aqIjEZy8Z1LNU2ST+p9ZdaYq8SOVtmCyCBcxBC6D6mmuTjUXWWRJLTqK/eV5+6Oq1PCxUMelhxR9qHVeFekoHQvucbUlVEm95VtmlxCjoF2vbncrEHln1yEqnq8g0o+6XsbNKYQrryzj4338Bgk8JPdw2OQIG/ln1xB/lpNk2qUa7VS9qnVeLnCKrnkXKqSbgtaLdfX4pJRtrlUQrlS71KzXf1LuKINtSnjqjgq4Vr5DTJzNNe/lFer4EGlslxRgy4vjNzW1yXPrb0kLhNCwnWfpEmizTdp2oTlltP7pe+F6574N7uHxyCBn+weHoMEfrJ7eAwS5M1m17aFtItc9cukfePKLNI2mXSnyG2X+8tFxBiW8MEV5eeyPaVc+lpcmWhBGXGuTELXtbhswJ4cp11vMjpN28rSRSqv0xX95nJ1Srg48F1tGq5nLkhGjSBb30Xw4pIjCP7N7uExSOAnu4fHIEFO1XhjTEYl0qqYVNm020wmG0g3TndK4ATxe+tIKqkOhYlKOtO5tIrmcr0F8cfpxAypCmv1MIifzhVB50rMcKmHrmSasBGAUkXWvG1B0W+6v7Bc+WGj8Fzlp3tKPOEq/xRkUrn6cLlLg+Df7B4egwR+snt4DBL4ye7hMUiQN5tdu1mkDaVtVGmvyf1cmT+uWnLSLnK5M7TLJShjzeWic2U46ePk5yB7VbdpGYPWC1xkIS64XEZB59X9u+xQCd0WdN9dJBdhw6ld9rAr/Nl1r11rJGFDnsPWBHAdFwT/ZvfwGCTwk93DY5Cg30TQSXeE5nQLUrG0C8PF0RVWDhcnmjQTXEy5LlXVBXmcHAM9Hq5SQkHkB+XV1Vz+yCNU7d1Ly9ChvHbTTey64AIgPO+Zvq6wkXxh+e5cfYRVwV3mSli3WXfUeGlGyeNc7kaX2yxsRF5QiWznMYEtHgMGprOT5ffdx97zzuOBf/5nXv3Up1j2m99QfqRLQmCPAQo/2QcByg8dorSujo1XXYWNRDg4ezbVU6cy6/XX8y2aRw6R8yquQUn2MnrKxQ8mVT2dxOJS56S65VLtgqLY9PlcaqUrSi4o2UXvKz0SLnrknq76Yi3Dq5MFfVxEIrLNlRCiVfAgddKV1ONKgAobJaevP0gOV8SfPsa1Uh8ki+uZ0Cq+lMVlNrmSl8KYjv7NPghQO2oUzUOHcsHzzxPp7GT85s2M27GDuCPjz2PgIW8LdB65g43FeO7zn+eyRx9l/vPPc3TSJHYsWECn403tMfDg7/YgwfHx43n661/PfL7xnnvYevHFeZTII9fI22TXNoe0SzXBgcyIk+gO+V9QdJPLZte2lZTZZTe7uOGlza77l+sWcjz0GobLdg4q3VSxbx91o0ZhrGXe//2/lNbVseWSS07bT8NlC7rWN4KIM/S9DXJduc7tKmUVVt6wpKDQM7KQ7hCfyGdEPgOu9RdXdGfgMWfawRhTBLwKFKb2/5219h+MMVOAR4BK4A3g09ZabwT2U8xcs4Y5r71GJJGgeto0Vv/N35DwhTYHFcK82VuBK621Dalqrn80xvwf4GvAvdbaR4wx/wLcAdzXh7J6nAX+8pGP8JePfCTzuae5+h7nLsLUerNAQ+pjPPVngSuBT6a+fwC4mxCTPUg1kVxkYat3dkcVC1sbXsqnjwniltMTRyb5aHVLEnGcPHkyq00mfkh1V6u+YdXKoFJQus0V1SbVYpfZFLbSrKygC9njoRN+glykPeW5d8EVyeeKzHS51ML2H8S/6HKvBRFsnHUEnTEmmqrgegR4AdgJ1Fpr01e3HxgXpi8PD4/8INRkt9Z2WmvnA+OBi4HZYU9gjFlhjFlnjFkX9u3q4eHR++hWUI21thZ4GVgMlBtj0vrHeOBAwDErrbWLrLWLdOKKh4dH7hBmNX4E0G6trTXGFAPLgHtITvqPklyRvx1Yfaa+rLUZu6a8vDyrTdpr2q4Lss31965aXkGhtN0pfRukmWh5patw9OjRWW2STFO75YJKQmsbz8WdH3RtrixDjaDMQlcIqF5XCHK9NTQ0ZO0na6ANGzYsq02XTk4jbEaj3jesa8xFOOl6XmSfenxdbrSgcFxXdp8r2zHwPGfcA8YALxtj3gbWAi9Ya58BvgF8zRizg6T77f4QfXn0U3R2dnLPPffQ2NiYb1E8+ghhVuPfBhZ08f0ukva7xwBANBplypQpPPzww3zuc5/LtzgefYCcR9Cl1Q2txku4IqRc0W9hI+MktNruypwLcmXJEtCQrZpq9dYlY1AJIt2HNHm0u0rKKNt0FKKUPy3Hxz/+ce6++27eeustFi9efNp+ruw4rbYGmRBybACOHTuW2dZahXxGpErvMtFcz0RYdKfklSvD0XWcRJBLzfUMu+oFBJ7njHt4DBoUFBTwuc99jgcffJDjx4/nWxyPXoaf7B5ZmDJlCsuWLeMXv/hFtxbCPPo/8kYlLSOnIHwCg6u0Ulia5rCUv7oPqYJKtVWryK7VW7ly7yLfcH0vVXy9Yh20Ch52FRmS6vy3vvUt/vCHP3DDDTdQX19PbW0tEydOzNpPjqMruk6Ojyu5SK/US3NOXqc2a+S9cFFr9xSuVfygKD9XYpCWMSx3onxegqINXcf7N7vHaYjFYnzpS1/i0Ucf5eDBg2zatIkHH3ww32J5nCX8ZPfoEuPGjeOv/uqv+PGPf8yIESM4dOhQvkXyOEv4ye5xGqqrq3nwwQdZvHgxhYWFrFmzhkOHDoVOUPLon8ipzR6JRDL2lrY1dTmoIEgbTNu8LltZy5GGywZz2V2yTcsubTIXaaXLngxLiqkRRAbhInrU9nY8Hsday9e+9jWuueYannvuOYqKimhpacnKTnStCQQRa+r1DRcJSH19fZfb+tkJa8+71oXkfto96HqWwnK+h13fCCJXhWz59dpHmFB0/2b3OA1FRUV8/vOf595778280RsaGti7d2++RfM4C/jJ7hGIsWPH8u1vf5t//Md/pKKigoMHD7K/eT//Zd1/4WDzwXyL59FN5Nz1lnYZaPeDVPu0OidVM6kyu8oRhY0w0t+7XG9SVfr6008z7dgxEpEIiUSCYwUFfOLCC0+Ty5X4oSPGJP+YTJjRiTauZAkpo4v3TB53piqxF154IatWraK9vZ1vbPwGB1sO8tNdP+U7M76T2U+rlfLaJEmHVjdlaSt932Vgz9GjRzPb2hSQ46ZVfPnsyDZ9Lsnzp6/FxaEXlrxCXrerwrDLfeyq3hsGnl32LPCbiy7ilenT2b17d75FOSucbLO8drCTy8ZGGVrQ9Y/iB176AAlOPXxrT6zlutevI0KEZy5+JleiepwFvBrvwWsHO/n3dzt47WDwguFDlz7EvKHziKQemQgR5g6Zy8rzVuZKTI+zhH+znwU+tmEDH9+wgd0FBaycOJE3hep9LuGysdGs/11hQukESmIlJEgQIUKCBEXRIsYWj82VmB5niZy73tI2mos0sCtXUBrS/tP2k7T7Xe6NsDzjLhKDh847j/3DhtERiTB93Tru2bKFT86Zw34lkw5GkX3qbDkpvwwndpFFajdRVi08E2ftsRgXVXVQErU0dsDamjgXVbYTiURZeyzKRVWdFBR00tYGzc0Q7YA24rx2yHLZaEPCJvjTIVgyGmqaazi/ZAFTYjezu2MVJ1pOUFtbC5y+riBtdml7jhkzJvBatCs1iH9fZsrpNm0Ph2XRlfJ259kMktdFFhI2M8/lLnWtNQXBv9l7iB2VlZntZyorWX7iBJfV1fHoyJF5lCoba4/FePZAcvHtA6PaWVsT5z9SnyPG8Mz+5AMYjcLqvREgwdXj4bVDlid2JoAI1sKTuyxg+OHMH/KfByM8vS/GhydcwJLhXRfv8Oif8JO9l5CcDv0LF1V1ZP+vbM/8j0SiqbZOCgqiQIJLRyWPu2y0ASKpN3vyypaMBjrh4hEJoCP5/+xzTDxyiLy53lyZXGHLG2kXTJDbCYIj0lyqkkZaVSpubWXuvn1sqqqi0xiWHzvGhQ0N3DN2LJ2dnVnya1VduuJcfPPSJaXVPrmfLg2lI8bmF0F7AxxPyX5+HFrrk+r/DKD2cFL9nAwcSsXMJBIJxgF7UvuNAN49dsrMqAJ2HXOXMpbEExUVFZlt7eZzRafJa5N9aNNFuuU0gjj5ukN+2pPyUvoZdpkTUgWXx3WnvFkYDjr/Zu8BYtbyyS1bGN/QQALYWVDAVydP5j1lr+cDTZ0R3j5ZwvlDm4jYCG/VF3PBsGYK6aSpM8LGhlLOG9JIWyLCpqZhzCupJ5GAzc1lzC2uoziSoDkRZUtLGXOK6mhLRNnWPpxZ8eNEaafFxni3o5IZsRoi1rC9vZKZ8RqKjY+b7+/wk70HOFlUxN8uXZr53J/87G+fLOHlE+VA8k32n8eTHoKLh7WzsaE009bRUcgfTlYByTfSHxuSMe8LS0+wpaWM1xpHpvbrYE1rcsV9buQg73ZUsq5jQqb/te3jAbigMPjt6tE/kNPJLqmkNaR6p1UgudoqVTG9eitVZlkFVfcZNinBpYrJba1SuSqwSpUzvZKdhowEk54GLePw4cMz21qlnVbcQVtpG9MidRhjaC1tZVqkniNH6hhja7goXsWYlmPU1tYxLzqWoccOkkgkmBsbx5CjB9hztJ2ySCHzonWUHT+IMYb3RRqpaqumucAwgf20086EjsNUVlZR0HKEOUXNVA6pzJKjqqoqs+1SMYPui26T46Epp6U5p82moHO7uAFd0ZeuVfCueP26Os6VfCXl0ueSx7lopoPgg2o8PAYJvBo/wCBVcCCzPYs63u2oyqjdTdFSNsVmAGAjls3xmQDM6NjD3ujYTJsB3onNgA54H4fYxSjeYioAR1qGZPq/fEi4FGWP/MFP9gGGOUV1mf9pNXBucT2dTTAjlgxGmRE7Rm1ncr9JnQcz6uHEjgOZ79L/jTHQAZMS1YBhKocBmMphKos6xTnzvzjp4UbOXW/pB1ATPrhIA6VNI2173YeMQHMRT0jbyuUKcrnGpK2s5ZW2t3bxyLYTJ05ktQWtObi44fV1DhvWzlRqaG1L7jeRQzQ0nXL5jeYQJ4HCWIyZnUlfW0VlBWM5CSRt4YqKCuYAMIHi4uJUhZAZmfWHZGWQKoqLi3lf8ojTbNQg+9VFxOEqZSzb5Bim5U1Du2Ml6YWEyzXrsn9dZaPkvdD963sYBBeppIQexzCRgqFt9lTZ5jeNMc+kPk8xxqwxxuwwxjxqjAl3NYMEtbW1bNu2LefnbbExNnWOocXGaLUxtthxtNrkpGklzo74ZFqJ00qc7dFJtBKnxUbZ2D6KFpucUE2dEdaeLKOpM0JTp+HPJ0pp6kw+vI0dhlePFNDYYWhoh/88GKHBF+c9J9CdN/uXgS2kf/6TxR3vtdY+Yoz5F+AO4L5elu+cxdChQ9m8eTP79+9n/PjxOTvvzsQI1icmAZAgwQamADCBWvbFx7GlIFltOxKJZuzyox3FGVv+vPhhNjUN5dX65Op6vD3OSzXJW371MHjjeJz/U53MC4/HIzz1XvIH4oNjfDhdf0eoyW6MGQ9cD/wPksUcDXAl8MnULg8Ad3OGyW6tzbgqXKqSdmUFVcfUKrJU4bRrRUKqWNoUcJUZkqqSlF+fK93HggULWLduHaNHj86ontIVJ6PkdP9SxdcqmlT3NTlGcXkL04rrKG7ew5AhQ5gba2NUxwFKS0uZzQkK2MXUghNUVlZR3nKEOUVQWVlCRW0jC8pLKI1NZlJBKcOOtXNRVWkqeamDi0cUMbQkzgeKoLDQcumoQmLRKLGYZcnoOBEXX3lIXnQ93kFltLQqLdXnkSo3Qbo6XcQnYUtZabMp6NpckZlh+3ARfIYp96QRVo3/MfC3kGEvqARqrbXpp3A/MK7bZx/gqKioYMaMGaxZs6bPqqt0RAo5XHEeHZH8LpA1tMNLB4xX6fsxwtRnvwE4Yq19wxiztLsnMMasAFbA6QsrgwHz5s3jhRdeYMeOHcyYMaPX+68pm8mBEckls1EnNnKoeDI7h54PQGGskM0FswCo4Eig26y0tpDnjyQ1jsurWlh7LJrJiDPG8PS+GNDB8knwl8Owao8BLJGI5YldyR+xjg6TUuk7uWqcLxvVHxFGjb8MuNEYcx1QRNJm/wlQboyJpd7u44EDXR1srV0JrASoqKgYdE9BJBJh8eLFvPjii4wePRpIquU9UcO6QmXd9qz/o5v3ZP4PiSZX9Cd0HICCeKDbrLI8+RgsKE+qzRdVdWb+J1XMVJYb0VRmnOXSURCLJq9hyWhDa5sFOrlk5KC7xecMwtRn/ybwTYDUm/2/WWs/ZYz5d+CjwCPA7cDqM/VljMnYLi5SSW2jBmUraXJBabPrUFppM4UlrdS2W5Bdp0NzpVwFBQVUVVVxwQUXsGbNGi655BK2b99ONBo9rWy1ljkNPR7S5muqPUpx7VHSVx4tKaMj3kFbWxvFxUXEiVMcL6KqqoLmRJTDLaUML6qkvLyM4rpiysuSLq5IJEIsFiMWs3RGIhhjiEQiRKNRIhFDNHr6j1PCJrAWEtYyrDDCsgnQVaJv2FLD2tSR98ZV385Z30z0cfjw4cy2HmtXKW1Xdp98DlzPjosAQ95fuY7jWjvoCc7Gz/4N4BFjzD8CbwL3n5UkAxyzZ89m37597Nixg+LiYo4fP57FINtbOFI6lb0VSZbbNsp5y0wFC+NpZUtLGX9qSiatl9QV8+KxJBtOLBbj94eSJtb7R7bx+tFIRnWPREyG2GLZhGw13hh4MpUDdKVnp+r36NZkt9a+AryS2t5FOr7Cw4na2loaGxtZsmQJTz/9NLNnzz6NRrq3MLJxV+b/uPKxYGEKh4CKrOi6irLkW2J+WTOFhck35cLhSY1BElQk3+iJlHpustT49Atv8eg+uRSPXkbOw2XD8Ldrl4OMJJIqlcuFoVXfIG5uV3kmF8GBi1NMc4UlEgnWrl1LcXExc+bMYdeuXbS3t2dlhmlZXK49udCpTYiKigqm0gDlIykpKaCC40ABiUSCQhLML0qGzEY7WlhY2gIdEIvBJWUt0AmtnTCssJCloxOpazF8MEUb19lpKY6Q+QywdHR6DILVc5ebVY6VNu2CIshc6qwrc07KceTIkaz95Njr50+Ov46WlPvK/VxqvMuUcY2V67rD8Mj7rLccoLKykptuuokpU6awbds2Ojs7aWlpOe2HpjfQSoytjKeVGC02loqMSz4IzYkobzZX0pyI0tQZYU3d0GSUXIfhteMlNHUkH6aGdni5OkpDO6dFyUkXm3e3nVvwiTA5QiQSYdasWUycOJGNGzeyefNmjrYdZev8rVz87sUMaRty5k5CYDejM3Z6vCOeIZq4mHq2tpbz5+bkq7iQQl6pTcaUx1rjvHg0ef7Lhjdlud4ikVNRcleNs6w5csrFBmS2r85dkKBHD5G3ye6KgtKrrVK1CYqq0p81tbFUF2WUlX67yog0rVYGqVFa9ZL2uI7QS0/66dOn8+epf6apqIlNEzexZPeSwGqketVeklfosRoXaaOk9RCzC9uIRjspbDnCnKIWIibC3OJ6jDHMKaqnsLCQhLXMLT5JaWoFeMGw5JjNL2uhs7OT+WXtRKMROjrjLChvp6XFMr8MOsbGmV/WjjEm09bRkf0oBZlA2rxyRYwFtbmSUTRZSJBpp9XempqaQBnlsxPWJNH7SZPERUrhqjrrIloJ4naU8G/2PODJ857MMqCOlh9l9YLVkICPbv5o/gTzGNDwkz0PWLZtGW+Mf4PjpceTkz4BwxuHc/HBs3duSFU9EolkouQWFNdkud5inXFerUtqCAUdBVlqvEx2MZFIhmv+AyPbWFcT5z8OprQOYzJtV/uouX4PP9nzgCFtQ4gmosn4kwRgINoZZUj72dvtswtrM//Tap90uaX/p82E95WcrsanXXALhyfVeDjFOb9I/E+ro8k2/yj1d+SNN17bsmH5w+V+OmtMurL27duX1Saj66RdJO1fyLaVZakpCI6C0tFYsuSTXjtIX3/DhAbKjpYxbu84Dkw6QGNBY9b55PjotQO5bjFq1Kistni8ndk0QCsQjTLHJLcbU33Mop5Ec7LU0zSO0twGnU0FTAPqj0F96tqmAMerk/bkROCwCAuYCBxpSo5Vmnu+IRbOZneVjnYRW4R1t7miHl3uzHHjTuVx6UxCad+73GYussggF6BLfr2uEBStFxb+5zhPmPXqrMyPVXmK3pmhwfv3BC02muF1j9OZxfkOZLY7BTd8caST5kSUra3lzC6sJZEwbGurYFbBiUxb+rMnojq34Cf7AMb29kpeb0u+seZFq7M434HMdpQYa1qSkTLzC49m2f3WWv6Sbis6xra2isznS4qzNR+P/o28RdC5iApcSSwuzjKpxmsuMulakaq15iCXfbh4yqR7Roe+SrVbc6DJ43T0WxBBg+5fEjLo/mX11wJbzbTi4xQ072FXRzMFZj9TS45T0LSb4pJiZsVPUta+j2gkypx4HWUN+zlAO6X2ELPjJyg9uY+mxiamlkwhcmg3uwoMRWY/MwqPU3TiPY60njqX5q+XYyXdgy7Xm1Zvgyq86nsrMXZsdpB+UOVTfW/luXXOgnSbaZMqqHSThuxfX6e87zqJSsJVGirtQnYlBfk3+wBGgW1jUlMy9bUTiNs2JjRuS7XFmNq2K9UWVce1Z9raxTFQSIFtY0rLjpzI79G78OGyHuyLj2dL4Wz2xX0Y3ECGf7N7MKF9f9Z/j4GJfjPZpY2qQ1jlZ5nxpW0a2aZdatK2lTXWJOc4ZNu8uo8g4kHtTnJxf8tsK+2Wk+sH0j7TdF7Shp89e3ZWm7QHpW2v7dwRI0Zktk/xxE8Esu3BrVu3ZrY1S65c39BrB5IUU55L2/bV1dWZbR36K8fnvffeC7wW132X6yLyPoWtKwfZLl5XPQIXQYUrsy0oTFqvAQStP8g2l4vSq/EeHoMEfrJ7eAwS5DyCLsg9IVVfrQIFZZFptc+lwkhVTKqYWiWUarx2wQSVhtIqoVTttGtPqvVSNdXHyWvTqqlUn2XkF2RfZ5rgErJVesjO/NMkGkF0Wdrkqaw8VaZZRxtK+WXWno6clPz42hUpnwl57unTp2ftN2bMKTYNPVZStZYy6vsu761+rlwkJvLey3NpVd2lxsv+XaW6Xc+3V+M9PDwy8JPdw2OQIOdqfBCVtCshQqr+QZVUITuBwVW6SW7rVWSpBmr1TaqjUsXUUWHys5ZDqmmaaGHv3r2Z7YULF2a2tQo+ceLELuWA7JVp2b9WW10ru/JeaBVfQpod2jyT53NFoMk27Z2QYyULbOgST9L00qqvHB9XMoqUS6/GuyLj5Bi4iCMk9HMVVNJMX4uL7jpMYox/s3t4DBL4ye7hMUjgJ7uHxyBBziPo0naNq6Sti+BA2k/aXpWfXTTN0q6V0XSQ7Z7RRI/yOCmTdhnJdQAth3TraOIJ2Y+0X6V7CrLtXH1uaddJeXXmnMsVJNdC5HH6vsg2bYvrtZCuzgvZ91PbsnLNQV6Ltqld5ZnkWMlzudZZuhP9JttcHPgS+jrDlrQOS+YRhLD12fcAJ0kmT3VYaxcZY4YDjwKTgT3Ax6y1J4L68PDwyC+6o8Z/0Fo731q7KPX5LuAla+0M4KXUZw8Pj36Ks1HjbwKWprYfIFkD7htnOiitsmh1SKqIWo0Kcmm4VCrtLpEqvivp5vjx45lt7XaSKrNUJbUc0hUk+eg0tKono+2kXFpVlyq+lBeyVXA5jjJqUB+nzZWg8XZFNupx1Mk7abhKWWn1Vra5eOMltOxBblvNXyjHzcUzpxHkfnS5lsPyx4WtWwBu9T8jQ6izggWeN8a8YYxZkfpulLU2nbJ0CBjV9aEeHh79AWHf7Jdbaw8YY0YCLxhjtspGa601xnT505L6cVgBp7+hPDw8codQb3Zr7YHU/yPAkyRLNR82xowBSP0/EnDsSmvtImvtIp1g4OHhkTuc8c1ujCkFItbak6ntDwHfBZ4Cbge+n/q/ujsn1jZG2HK0LveGy2YKOk7LIV1G2uUlbVtpT7rCTfUPnOzTFQ7pKssctuS0tFFd9dG0+1GOo9x2ZYPpbLMgt5krjNlV/09el1wT0TKGLXnsyjzTCCKo0Od2Zb25arhJuNxrsi0o0/JsCSdHAU+mThwD/s1a+3tjzFrgMWPMHcBe4GMh+vLw8MgTzjjZrbW7gAu6+L4GuKovhPLw8Oh95DzrLcj1JhE2SsnlotMRUjKSSqqHWu2R6qJWb2Uml1RNtVopVXXtgpL89VoFD7pO7SaS16JVX9nmUgld7h/Z5lLjXQQb0vSQ90Jntskx0PcsyBzS2YJhXVLyWrpThkqq5y7V2mUmuKL8JFwZk1LmoDaXGu9j4z08Bgn8ZPfwGCToN1TSHr2Lv7/nnqzP8Y4O/rxgAU9dfXWeJPLIN3I62a21GdsirM0I2TaTdGFo+0Tafy5XiuxPZ87JcM5jx45ltUn+c+mGc4WAattQ2p461DXIZtd2rqs+WnoM/uFrX8vsV9DWxt///Oe8PXNmlzadHu8g7nLNgR+0DgLZ6x2SQcjpGlIhznKs5Jhq214ibCiq3i+ojh+4w3OD7GjXepLuz+WyC9pPj2NaZm+zD3K8b/t2GkpK2D3el3cazPCTfRBg4TvvsH7ePOhBDrTHwEHObfa0muFSN8JmHbki11xqmkvVk6qSjpY6ePBgZlu6mrTrzeWCkftq114QJ742NSR0//I64/E45XV1TN23j39fvjxrP1cppCBVUo9HWLIQlxosTQHtUpMuRymTHg9XdFpQ1Jk284L433Wf+lqCXG8ut5lLRtfz52pLj4mLNMO/2Qc4Fm7ezO5x4zih0lg9Bh/8ZB/gWLh5M2/Mm5dvMTz6AcKr8UkaqvtJJsIcA76Jtf/WnZPJCDqXateVWnnpnj3csnEjlY2N1BYVcd/FF7NBqc8SWlUPIhnQcsiVYx0VJttkNVa9Gu8i4pCllfS5pVrvitqSn7U6Kq9t2uHDlDU0sHnevNOi31zRdUFqvFafXaZRELeci2dOj2OQ+ebioNOQfbi8GGGTUzTkdYflj9P3PcikcnkFgvgXzzYRJo2fA20kE2PmA89izFtYu6kbffQI76uu5rY33+SnV1zBtmHDKFeuKI+uceHGjWyaOZO2wkIfUOER8hlIprZ+BHgf1jYAf8SYp4BPkwPuuVvffpsnzzuPnVVV2PZ2TqQXblSRQI9srLr22nyL4NGPEPYHfybQgbXbxXdvAR/ofZGyYRIJph4/zpvjx/Oj1auJdXaydtw4Hjr/fPxU9/AIj7CTfQigicDrgGCjuQvICDpXrS2JspYWYokEF733Ht/70IdoTST4b3/4Ax/ZsoUHZ88+rf8gBLk+XLa9jlyT9qWMrtNlmaWtpV1SMvLOVQfO5cqSMuuoNmmby+vUmXMuN5FEWE52V300uZ+Ww+UGDbqfLteVhuxfkkrqY1yuN9e5g9xyrig/F+R917a9ixQzjEs77Gp8AzBMfTeMJJd8n6ItdbNemDWLupISThYW8uysWcyvrj7DkR4eHhJhJ/t2IIYxM8R3FwB9vjjXVFhITUkJVq6q+kgwD49uI5wab20jxjwBfBdj/l+Sq/E3AUt6emJXyVmtvvxx+nQ+tG0bm8aPp7mjg+u3bePNsWO7RYAR1Kb3c5UXlhFuUl6d0OIil5DXrVXaoCQfp2qm5JcJIy7XmFT3dZuUQ5sJErLNlXjk6iPINQbB9zAMR3pXcD1jLreclFE/E0EuZL2fS2a5bxDvnu4jiMDDyeUY2HI67gR+SZJFtgb4Qi7cbgBPXXABQ1pbuefJJ2mLRvnLhAmsmjcPHL56jzNjz549tLa2Mnfu3HyL4pEDhJ/s1h4Hbu4zSRzojER48NJLefDSS7MWKfxkPztEo1F+85vfcNddd51WFcZj4MGHyw5iTJgwgcsvv5yHHnqox6qxx7mDvAVW9dQ1EdZNpG0p6Qpy2cMuV5O0p+S2DJ0FGDlyZGbbZctqsoaga9P76c8SQYSFQXXDli9fzr333suf//xnPvCBZNhEUHlkbdvLz71RytjlhgtDtthVW9D9DOJdPxNcvPEut5ls030EcedrGSWJp64lkN7XNYb+zT7IEY1G+exnP8vq1as5fPhwvsXx6EP4ye7BmDFjuP766/nVr36VeeuEfdN5nDvIG3mF63uXWyRstpY2E8JmJ7l46eXioMxQ0/vJyDvtdnLxlAWVnHZllLkiAF2ECdq9tnz5cjZu3MiLL77Irbfeyr333svNN9/MnDlzAq/FNaauexHUR9jSyBquZ0Kqz/L+uTLKXG4zF3+c3M5aSCbbjabPLWWUJpR2zcpITX0vQtVjCGwRMMaUG2N+Z4zZaozZYoxZbIwZbox5wRjzbur/UmPMY8Z1x/oIO3fuzGKR8eg+IpEId9xxB88//zx79uyhtLSUffv25Vssj15EWDX+J8DvrbWzSUbObSGZ7faStXYG8BJwHTCJpD8+p6ioqOCNN944LZbdIzwOHDhAPB7ntttu47777qOqqsrb8AMMYaq4lgHvBz4DYK1tA9qMMTcBS1O7PQC8AnwYeM0Y86K1dltX/QWVqQnLSdeVylZZWcm0adNYv349ixcvziLJ6ApS3dLqkEslDCKNcEU6tag0XEleoVfVpTrnWnGXK+R6tT9IsTpTFNv27dt5/PHHue666xg1ahR79+6loKDAubrrSqaRqmpQCSZ9nL5nsg+XWeBKQAnyoLgi4Vzln3T/8v4GVdDVfbpW9OUqu46Sk/cwyEPj9FYFtpzCFOAo8CtjzJvGmF+kSjePstams1EOpT5vB+4GfmOMyel6wJw5c2hra2PPnj25PO2AwfLly/nud7/Lnj172LVrF5s2bfJjOcAQZrLHgAuB+6y1C4BGFGGFTf5spX+6/hdQC/wdgDFmhTFmnTFmXV+q2ZFIhIULF7Jly5Ys+iiP8Bg9ejRf+cpX+OpXv0plZSVHjhzhYMtB7tx6J9WtPsvwXEeYyb4f2G+tXZP6/DuSk/+wMWYMQOr/EchM/M8CXzTGLLLWrgSWAct0RdPextChQ5k1axbr16/PqE2NjY19es6BiJkzZ/KjH/2I733ve/zi4C841HaI/33gf+dbLI+zRJj67IeMMfuMMbNSdvhVwObU3+3A91P/V4tjDhhjvgw8aIy5kOTkHynJK1zlebXdITUCaat0ZXdNnjyZ6upqdu7cyYwZM/jLX/7CkiVLstwYsg8XiYbLXpX2U2VlZVZbRUVFZvvkyeyUf2nXaRLIIDvdtf7gitALKr2s++xq3eKWN28hQQJSZu6Ghg18+I0PEyHC0xc9fVr/Gj0hnnDZ0XJbE3vINm0rSxeYyy6Xz5x2m8njdJt8jl2kJbJ/Pd4yL0G+EPXzoQlCJNLjerY2O8B/BX5rjHmbZHrrP5Gc5MuMMe8CV6c+Z2CtfQTYkPr+PUDmwvcZjDHMnz+fnTt3UldXR0lJiVfre4CfzfkZc0rmYEilTmKYWzqXfz3vX/MsmUdPEWoRzVq7AVjURdNVXe1vjJlL0kX3X4E3SWoBOZns7733HuXl5cybN4/169dTXl7uVfkeYFzROIoiRVgsBoPFUhQtYmzR2HyL5tFD9NWKeSvJif4NkhTUfw9UWmsz6lNQYgacruJLFTTIpQNJVcYYw5/+9CdGjx5NUVERjY2NxOPxwCg8HREVNmlDquoTJ07MapNqvU6SqampyWy7ykZJ6PGQqqRWi4M48V2JKlrlTO9b31nPgiELuHnUzaw6vIr69nqnKiwhzYugRA/d5kpwkeq5y73W1NSU1SbNJpebz0UaIcdbj1WQq1bvJ58XHRkXZGKGTfoKiz6Z7NbancaYy4BbSarxFijIRbz1pEmTGDNmDNu2baO6upqOjg6fvtlD/HDmDzMP3AVDLwhdDtmjf6LPEmFsEo8Dc4F7AdvZ2UldrI7Hxz7OyVjfcVUWFBQwd+5c3v/+9zN8+HAaGxtpKGjgpbkv0VDg7XePwYk+z3qz1rZba+8FCgoKClhTsYaT8ZOsG7mur09NSUkJS5Ys4UMf+hDvTHiHpqIm3pnwTp+f18OjPyJnUW7WWmvGGkhFAB4aeoiHZz0MCfjUzk+FJrNw2dtd2ThPL3g66yftaPlRnln0DCTghvU3hM6w05gyZUpmW9vsLpKEakGBrRcOZXiki5DBVQ9M2nKuawnbFra8tZYxyO2nA6tcawBB4ad6LaW+/lRJA22zy32DCEx0/9pmd5mf8jrlOoUml5AuNR1vEpa482yR03z2mI1BetwSUNVUxY17b+zTc35w0wepqK/IOm9FfQVL31nap+f18OhvyOlkN9aAAZNI/o8n4gzt6FZRmW5jSNsQYokYGJIT3kAsEWNI25AzHerhMaBgcrlSbYpNO6U00kALQygiQpyjbOnzE49gDgnaaeAwQxiVOu9RkqWn840qvBwSXo5sdFeOSdbaEV015HSyZ05qzDprbVdBOoNKBi+HlyOXcngOOg+PQQI/2T08BgnyNdlX5um8Ev1BBvByaHg5stFrcuTFZvfw8Mg9vBrv4TFIkFs/uzHXGGO2GWN2GGPuOvMRvXbeXxpjjhhj3hHfaSrsClcfvSTHBGPMy8aYzcaYTSmCj5zLYowpMsa8box5KyXHd1LfTzHGrEndn0eNMcEslb0rTzTFb/hMvuQwxuwxxmw0xmwwxqxLfZePZyQMbXuP5MjZZDfGREmmu15LMjnmE6m891zg18A16jtNhZ2LH58O4OvW2rnApSSpu+bmQZZW4Epr7QUkyUiuMcZcCtwD3GutnQ6cAO7oYznS+DJkxVvkS44PWmvnC1dXPp6RMLTtPZMjnWPe13/AYuA58fmbwDdzeP7JwDvi8zZgTGp7DLAtV7IIGVaT5OfLmyxACbAeuIRk8Easq/vVh+cfn3qArwSeIRnrmA859gBV6ruc3hegDNhNai2tt+XIpRo/DpAlRvanvssXTqPCzuXJjTGTgQXAmnzIklKdN5AkCn0B2AnUWmvTmTW5uj8/Bv6WU9kLlXmSwwLPG2PeMMasSH2X6/sSmra9J537BTpOo8LucxhjhgCPA1+x1tbLtlzJYq3ttNbOJ/lmvRiY3dfn1DDG3AAcsda+ketzd4HLrbUXkjQzv2iMeb9szNF96S5te7eQy8l+AJggPo9PfZcvdEmF3dcwxsRJTvTfWmufyKcsANbaWuBlkupyuSjukYv7cxlwozFmD/AISVX+J3mQA2vtgdT/I8CTJH8Ac31fukXb3l3kcrKvBWakVloLgNuAp3J4fo2nSFJgg6LC7iuYZNL3/cAWa+0/50sWY8wIY0x5aruY5LrBFpKT/qO5ksNa+01r7Xhr7WSSz8N/Wms/lWs5jDGlxpih6W3gQ8A75Pi+WGsPAfuMMbNSX6Vp23tHjr5e+FALDdcB20nah9/K4XkfBqpJsqDvJ7m6W0lyYehd4EVgeA7kuJykCvY2SZrtDakxyakswPkkWX/fJvlQfzv1/VTgdWAH8O9AYQ7v0VLgmXzIkTrfW6m/TelnM0/PyHxgXererAIqeksOH0Hn4TFI4BfoPDwGCfxk9/AYJPCT3cNjkMBPdg+PQQI/2T08Bgn8ZPfwGCTwk93DY5DAT3YPj0GC/x8vyDKVCt0bvAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "user_const_instance.plot_constraint_on_data(plot_type='image') \n", + "user_const_instance.plot_selected_sensors(sensors = top_sensors_user, all_sensors = all_sensors_unconst)\n", + "user_const_instance.annotate_sensors(sensors = top_sensors_user, all_sensors= all_sensors_unconst)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since no sensors are permitted within the constraint region and none were previously located there in the unconstrained case, the original sensor placement remains unchanged and serves as the final configuration." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### User defined constraints (Input String)\n", + "Now let us consider an example where the user inputs the equation that they are considering as a constraint in a string of the form $(x-30)^2 + (y-40)^2 < 25$" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "user_const_stg = '(x-30)**2 + (y-40)**2 < 5**2'\n", + "user_const_stg_instance = ps.utils._constraints.UserDefinedConstraints(all_sensors_unconst,data = X_train, equation = user_const_stg)\n", + "idx_stg, rank_stg = user_const_stg_instance.constraint()\n", + "user_const_stg_instance.draw_constraint() ## plot the user defined constraint just by itself" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sensors = 0\n", + "\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_user_stg = ps.optimizers.GQR()\n", + "opt_user_kws_stg={'idx_constrained':idx_stg,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sensors,\n", + " 'all_sensors':all_sensors_unconst,\n", + " 'constraint_option':\"exact_n\"}\n", + "basis_user_stg = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [4032 594 384 878 446 2772 4041 3936 340 2273]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_user_stg = ps.SSPOR(basis = basis_user_stg, optimizer = optimizer_user_stg, n_sensors = n_sensors)\n", + "model_user_stg.fit(X_train,**opt_user_kws_stg)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_user_stg = model_user_stg.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopConstUser_stg = np.mod(top_sensors_user_stg,np.sqrt(n_features))\n", + "yTopConstUser_stg = np.floor(top_sensors_user_stg/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_user_stg))" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDSensorXsensorY
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" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 4032.0 0.0 63.0\n", + "1 594.0 18.0 9.0\n", + "2 384.0 0.0 6.0\n", + "3 878.0 46.0 13.0\n", + "4 446.0 62.0 6.0\n", + "5 2772.0 20.0 43.0\n", + "6 4041.0 9.0 63.0\n", + "7 3936.0 32.0 61.0\n", + "8 340.0 20.0 5.0\n", + "9 2273.0 33.0 35.0" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_sens_user_stg = user_const_stg_instance.sensors_dataframe(sensors = top_sensors_user_stg)\n", + "data_sens_user_stg" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "## Verifying whther user-defined constraints work\n", + "\n", + "user_const_stg_instance.plot_constraint_on_data(plot_type='image') \n", + "user_const_stg_instance.plot_selected_sensors(sensors = top_sensors_user_stg, all_sensors = all_sensors_unconst)\n", + "user_const_stg_instance.annotate_sensors(sensors = top_sensors_user_stg, all_sensors= all_sensors_unconst)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- As demonstrated above, we again observe 0 sensors within the circular constraint region, which aligns with the unconstrained case that also had no sensors in that area and the previous example. \n", + "- Through these examples, we demonstrate how various constraint regions can be established and highlight the multiple approaches available for defining them, including user-defined input files and string-based specifications." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/functional_constraints_class.ipynb b/examples/functional_constraints_class.ipynb deleted file mode 100644 index e27137b..0000000 --- a/examples/functional_constraints_class.ipynb +++ /dev/null @@ -1,2401 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Functional Constraints\n", - "This notebook explores the `PySensors` General QR `GQR` optimizer and the `constraints` class within `utils` for spatially-constrained sparse sensor placement (for reconstruction) of the Olivetti Faces Dataset.\n", - "\n", - "The General QR algorithm was devised specifically to solve such problems. The `PySensors` object implementing this method is named `GQR` and in this notebook we particularly showcase the functionalities offered by the constraints class. For example if the user provides the center and radius of a circular constrained region, the constraints in utils compute the constrained sensor indices. Direct constraint plotting capabilities have also been developed.\n", - "\n", - "The constrained shapes currently implemented are:\n", - "\n", - "Circle\n", - "\n", - "Cylinder\n", - "\n", - "Line\n", - "\n", - "Parabola\n", - "\n", - "Ellipse\n", - "\n", - "Polygon\n", - "\n", - "UserDefinedConstraints\n", - "\n", - "This type of constraint has the ability to take in either a function from the user or a\n", - ".py file which contains a functional definition of the constrained region.\n", - "\n", - "See the following reference for more information ([link1](https://ieeexplore.ieee.org/abstract/document/10453459), [link2](https://www.mdpi.com/1996-1073/17/13/3355))\n", - "\n", - "Karnik N, Abdo MG, Estrada-Perez CE, Yoo JS, Cogliati JJ, Skifton RS, Calderoni P, Brunton SL, Manohar K. Constrained optimization of sensor placement for nuclear digital twins. IEEE Sensors Journal. 2024 Feb 28.\n", - "\n", - "Karnik N, Wang C, Bhowmik PK, Cogliati JJ, Balderrama Prieto SA, Xing C, Klishin AA, Skifton R, Moussaoui M, Folsom CP, Palmer JJ, Sabharwall P, Manohar K, Abdo MG., Leveraging Optimal Sparse Sensor Placement to Aggregate a Network of Digital Twins for Nuclear Subsystems. Energies (19961073). 2024 Jul 1;17(13)." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import pysensors as ps\n", - "from sklearn import datasets\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "from matplotlib.patches import Circle" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Load the Olivetti Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "400 4096\n" - ] - } - ], - "source": [ - "faces = datasets.fetch_olivetti_faces(shuffle=True, random_state=99)\n", - "X = faces.data\n", - "\n", - "n_samples, n_features = X.shape\n", - "print(n_samples, n_features)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Global centering\n", - "X = X - X.mean(axis=0)\n", - "\n", - "# Local centering\n", - "X -= X.mean(axis=1).reshape(n_samples, -1)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "# From https://scikit-learn.org/stable/auto_examples/decomposition/plot_faces_decomposition.html\n", - "n_row, n_col = 2, 3\n", - "n_components = n_row * n_col\n", - "image_shape = (64, 64)\n", - "\n", - "def plot_gallery(title, images, n_col=n_col, n_row=n_row, cmap=plt.cm.gray):\n", - " plt.figure(figsize=(2. * n_col, 2.26 * n_row))\n", - " plt.suptitle(title, size=16)\n", - " for i, comp in enumerate(images):\n", - " plt.subplot(n_row, n_col, i + 1)\n", - " vmax = max(comp.max(), -comp.min())\n", - " plt.imshow(comp.reshape(image_shape), cmap=cmap,\n", - " interpolation='nearest',\n", - " vmin=-vmax, vmax=vmax)\n", - " plt.xticks(())\n", - " plt.yticks(())\n", - " plt.subplots_adjust(0.01, 0.05, 0.99, 0.93, 0.04, 0.)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_gallery(\"First few centered faces\", X[:n_components])" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "X_train, X_test = X[:300], X[300:]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Unconstrained sensor placement:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "n_sensors = min(n_features,300)\n", - "n_modes = n_sensors\n", - "basis_unconst = ps.basis.SVD(n_basis_modes = n_modes)\n", - "optimizer_unconst_full = ps.optimizers.QR()\n", - "model_unconst_full = ps.SSPOR(basis = basis_unconst, optimizer = optimizer_unconst_full, n_sensors = n_sensors)\n", - "model_unconst_full.fit(X_train)\n", - "all_sensors_unconst_full = model_unconst_full.get_all_sensors()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(300, 4096)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.shape(X_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([4032, 4035, 1101, 4038, 4034, 4095, 4092, 1024, 1036, 4090, 3844,\n", - " 1074, 4087, 2560, 1071], dtype=int32)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "all_sensors_unconst_full[:15]" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "xFullUnc = np.mod(all_sensors_unconst_full,np.sqrt(n_features))\n", - "yFullUnc = np.floor(all_sensors_unconst_full/np.sqrt(n_features))" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
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" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 4032 0 63\n", - "1 4035 3 63\n", - "2 1101 13 17\n", - "3 4038 6 63\n", - "4 4034 2 63\n", - "5 4095 63 63\n", - "6 4092 60 63\n", - "7 1024 0 16\n", - "8 1036 12 16\n", - "9 4090 58 63\n", - "10 3844 4 60\n", - "11 1074 50 16\n", - "12 4087 55 63\n", - "13 2560 0 40\n", - "14 1071 47 16" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Sensor ID corresponds to the column number chosen\n", - "columns_full = ['Sensor ID','SensorX','sensorY'] \n", - "unconstrainedSensors_df_full = pd.DataFrame(data = np.vstack([all_sensors_unconst_full,xFullUnc,yFullUnc]).T,columns=columns_full,dtype=int)\n", - "unconstrainedSensors_df_full.head(15)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "n_sensors = 10\n", - "n_modes = 10\n", - "buffer = 5\n", - "basis_unconst = ps.basis.SVD(n_basis_modes = n_modes)\n", - "optimizer_unconst = ps.optimizers.QR()\n", - "model_unconst = ps.SSPOR(basis = basis_unconst, optimizer = optimizer_unconst, n_sensors = n_sensors)\n", - "model_unconst.fit(X_train)\n", - "all_sensors_unconst = model_unconst.get_all_sensors()\n", - "sensors_unconst = model_unconst.get_selected_sensors()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "xTopUnc = np.mod(sensors_unconst,np.sqrt(n_features)) ### Need to delete this and show how this can be done with functions only.\n", - "yTopUnc = np.floor(sensors_unconst/np.sqrt(n_features))\n", - "xAllUnc = np.mod(all_sensors_unconst,np.sqrt(n_features))\n", - "yAllUnc = np.floor(all_sensors_unconst/np.sqrt(n_features))" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Sensor IDSensorXsensorY
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" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 4032 0 63\n", - "1 594 18 9\n", - "2 384 0 6\n", - "3 878 46 13\n", - "4 446 62 6\n", - "5 2772 20 43\n", - "6 4041 9 63\n", - "7 3936 32 61\n", - "8 340 20 5\n", - "9 2273 33 35" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Sensor ID corresponds to the column number chosen\n", - "columns = ['Sensor ID','SensorX','sensorY'] \n", - "unconstrainedSensors_df = pd.DataFrame(data = np.vstack([sensors_unconst,xTopUnc,yTopUnc]).T,columns=columns,dtype=int)\n", - "unconstrainedSensors_df.head(n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the constrained region and the unconstrained sensors where 1 is the first sensor chosen.\n", - "image = X_train[4,:].reshape(1,-1)\n", - "\n", - "plot_gallery('unconstrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", - "plt.plot(xTopUnc, yTopUnc,'*r')\n", - "plt.xlabel('x')\n", - "plt.ylabel('y')\n", - "plt.xticks(np.arange(0,64,5),rotation=90)\n", - "plt.yticks(np.arange(0,64,5),rotation=90)\n", - "for ind,i in enumerate(range(len(xTopUnc))):\n", - " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Functional constaints:\n", - "\n", - "Suppose the user wants to constrain a circular aea centered at $x = 20$, $y = 30$ with a radius ($r = 5$)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "circle = ps.utils._constraints.Circle(center_x = 20, center_y = 5, radius = 5, loc = 'in', data = X_train) #Plotting the constrained circle \n", - "circle.draw_constraint() ###Plotting just the constraint" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "circle.plot_constraint_on_data(plot_type='image') ##Plotting the constraint on the data\n", - "plt.plot(xTopUnc, yTopUnc,'*r')\n", - "plt.xlabel('x')\n", - "plt.ylabel('y')\n", - "plt.title('Unconstrained Sensors')\n", - "plt.xticks(np.arange(0,64,5),rotation=90)\n", - "plt.yticks(np.arange(0,64,5),rotation=90)\n", - "for ind,i in enumerate(range(len(xTopUnc))):\n", - " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plotting grid of possible sensor locations" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "circle.plot_grid(all_sensors=all_sensors_unconst)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Obtaining constrained indices :" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "const_idx, rank = circle.get_constraint_indices(all_sensors = all_sensors_unconst,info= X_train) #get_indices" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sensors = 4\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_circle = ps.optimizers.GQR()\n", - "opt_exact_kws={'idx_constrained':const_idx,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sensors,\n", - " 'all_sensors':all_sensors_unconst,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_exact = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [4032 594 384 878 446 2772 4041 340 660 144]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_exact = ps.SSPOR(basis = basis_exact, optimizer = optimizer_circle, n_sensors = n_sensors)\n", - "model_exact.fit(X_train,**opt_exact_kws)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_exact = model_exact.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xTopConst = np.mod(top_sensors_exact,np.sqrt(n_features))\n", - "yTopConst = np.floor(top_sensors_exact/np.sqrt(n_features))\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_exact))" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
04032.00.063.0
1594.018.09.0
2384.00.06.0
3878.046.013.0
4446.062.06.0
52772.020.043.0
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7340.020.05.0
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9144.016.02.0
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" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 4032.0 0.0 63.0\n", - "1 594.0 18.0 9.0\n", - "2 384.0 0.0 6.0\n", - "3 878.0 46.0 13.0\n", - "4 446.0 62.0 6.0\n", - "5 2772.0 20.0 43.0\n", - "6 4041.0 9.0 63.0\n", - "7 340.0 20.0 5.0\n", - "8 660.0 20.0 10.0\n", - "9 144.0 16.0 2.0" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_sens_circle = circle.sensors_dataframe(sensors = top_sensors_exact)\n", - "data_sens_circle" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "circle.plot_constraint_on_data(plot_type='image')\n", - "circle.plot_selected_sensors(sensors = top_sensors_exact, all_sensors = all_sensors_unconst)\n", - "circle.annotate_sensors(sensors = top_sensors_exact, all_sensors = all_sensors_unconst)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### We want to constrain the region beyond $x = 10$ and $x = 20$ and $y = 0$ and $y = 64$" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "line1 = ps.utils._constraints.Line(x1 = 10, x2 = 20, y1 = 0, y2 = 64, data = X_train) #Plotting the constrained line ##expect a tuple of (x,y)\n", - "line1.draw_constraint() ## plotting just the constraint" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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rClt0lEUipsNA+XlicceqvhC7N1agh+6TGteeIyXp+gMi8oKIvCwiPxCRT2Xf75kavRpe9tMxC0ihzT0AvxdCeBTAewD8jog8ij1Uo1fDN69jFpBSMeECgAtZ+46InAdwP3ZYozenClZqFP0bUwurbq3+zPSWKRPTLK0dZG1pXrO3326jb9SgjTmZML2POf9bjg1WbG5MvOC14fPGgj4sDXOqtpnbmnYyWCThe8PzZ22xzhbJFJaLllmJ5mOF6/hcvOanT58u9WFrAscKWyJF7HmwrAK6D69TVboojW0prLIi248DeBF7qEavRlGz1+sXOaYYyZtXRA4C+HMAvxtCKGkEYjV6uT5viu1qGlDU7J2R+Tr2J5I2r4g0Mdi4Xwkh/EX29aWsNi9iNXpDCE+HEJ4IITwR00JOEzqNBoKIy72OqcaWMq8MdNtfBHA+hPAn9FNeo/ePkFijN4RQ8HyryDNQNuNY5gAty/FbneUKlmvYnKHlTz734cOH0bx9G0vNJjpkJuAxdCC9VdyZZSRtnrL68JwtE5A+zjIP7cSEYekJNCxZUvexghm2axoBymYkK4BC61AsM9SJEyeKtn4etAedde4cep15TOs6tT6hyvQXDeAxf3kbTwH4FwD+XkT+LvvuDzDYtF/P6vW+DuCjCeeaGXQ8n5VjypGibf6fAKwUdnumRq9Gp9XCwZUVr9nrmFqMPYdVTiFiTthMFdijxaLDQJk2cT4rPo6d/DVl0ead3vw86rUaFkJAN6O0TK1T8w8xZYqlRI2ZznLodeLjeMxUMxzDiu3VdNKKG+b+mjZb3mNsGonlb7ICAOqGGU/H7/I1W8EIMW8niwLHqk9Y5jZrLfQ4KQXJ3LfZgPs4O6YdvnkN+OZ1TDsmVjEh5qBt0aGYdpLPx7SZtYuc0kZTUKYw+W8bABobGwUl4rlommnNLaZV599YEx3zikoZM0bnmMLFCmXliGk7LTFCp+XleVo1lvn6Y55kluhkVZnQY/I4qalWrfvBtF+LRCw6pKa34ePydfdCYzuEJ2F3TDN880bQ9s3rmGJMjDZbAQdAmTZZDgO6j+V8wNpFbsc0v/n4/YUF1FdX0djcxGajEaXtlrY35pRgZV/k+ccCG6ygBSuwo2oO1nFbHR/ro7XN7AzBtJW1/3xtMScLS5PPiGXMjGXGZFjPkzUvDYtqx+LYrfEt+Js3Ak+J45hm+OaNoJO9QXzzOqYRY6XNIlJQFct5Aihri9nHlDWaqRo8KwugNuQzTSnF1rZaONDvY22LoApLwxvTNltpbFhDzhRU0zRLYx9z0rDooEXTYnNOcSwByvSUnW4sq0LMscTKkpnq5GEVSttJPG4s6bol0lj99ecUi4O/ebeA1+x1TCt8824BNxc5phW+ebdAe24OjW4XsoPwNYdjlJiYzMsmAy2jsMxnOaJr+Y/lJEtGYdkjpqYvxYbOzUFEMNfrYSWi5uf5WBn6dR/+bMl/seJqO5GzLcTMHtaYKXKdRkqQQSxdrXXfrHhk/dkKMojdT0vOT/WEs84Vuzcp98PfvFsgr9nbIlc4h2Ma4Jt3C3SaTUDE5V7H1GEqPKy0mp1jay3Ko/vEUmpuNb4+N9O2Xq+HNQBYWUFHVUmwxk8F9+FrtipD6DmnFKZKDaCwTBhapKlyno+19Rys/qm01xIJUk09qbTZqmNsmcT0nC3xIkaHq0xP0ePNXxwFXOPsmEb45k2A1+x1TCPGXmisKk5RF+1i7ydLc6sDCyxqlZrh3vJ26nQ6uBMCDnY6qHc66GZ0Jlb3NnYua0zWsFsZEmNVIlJhaT75+5jDfkzjb31vadwtj6KYCLKTGGSrjyWSxeZgPWcxTzZLJIkFjaSIYf7mTYAHKDimEb55E5CnxPEk7I5pwsS0zUwRdD1WdsbXQQs5UtOWWAb2GG3Wycz7IuhmFRRyeqUpq5UlUmuuGSwu8Bqw2BCjsKl1X60+DIum6XNZ8cm8Hjqe19LcWmPGsommzDPmgGM5xqTGSqdklQTKzwDf55iow+uUkpDe37yJcI2zY9qQUlx7XkT+t4j8n6y49r/Pvj8nIi+KyKsi8jURaW11rlmG1+x1TBtS3rxtAO8LITwG4J0APigi7wHwxwD+NITwEIAbAD45sllOATqtFuq9Hmo70PA6HKNASrmTAGAl+9jM/gUA7wPwz7Lvvwzg3wH4/Fbnq+L8nOMISOP7qXJNallRK+9ULgu1m030+300NjawPj9/l/xqpRTlZAK6aDQ75rOcaKUNjcllVvWE1GD8mFcVI6UIGhd0A8prYFUpiMm1KeahGCwPr1SzjeVVZZ0XsOXXmDmoynS1aw8rEalnRcYuA3gOwP8DcDOEkF/VmwDuN/rOXH3eKri5yDFtSNq8IYTNEMI7AZwG8MsAHkkdYBbr81ah22x6zV7HVGFbpqIQwk0ReQHAkwAWRaSRvX1PA3groX9BQRYXF4vvmUoBZdqVUokAsDPmWx4xsXhgBrOFNRHI6io6hw7dRQ3ZpHXq1Kmizfm4tIeVVbSLKVgs3a11PbGgD4YV6BFLT8rzsUxFKysrpT5cWeDw4cNFm1PxMlJjkFPMOUCaV1XseeDzxWpEM6xxYjmsUkxipTG2OkBETojIYtZeAPABAOcBvADgN7LDkoprzzpc4+yYJqS8eZcBfFlE6hhs9q+HEL4pIi8D+KqI/AcA3wPwxRHOcyrQbjZxaHUV4gEKjilAirb5/wJ4vOL7n2Ag/24LOR1g2qzBVDXVQ8r6zaJgmianOJyv1Wrob25C1tdx6/btUn+mhkwtY3O2svdzfxYptHjBc+PfrEoEeg5WutSYt5ZVk5ePa6usI1evXi3aq6urRZufAabQsSAB63lIRWpliJRUQjGLR0owQizu2dPgDBm5xtmps2Ma4Jt3G/DN65gmTCx7JBvuY5q11Mx9VsyoRX9isbHchyngZrOJ9RBQW1/HmtrAFuVhrXQsBtn6nqmt1s5a2t5Y2hbLMd8KgIjVTmYwVY+NyZpoFo/42nRgA1P1WHzzdhHTUFv01nJM0euXkpZJPw9VDixen3eIaDebmPc3r2MK4Jt3m3BzkWNaMFbaXKvVCkrENIn9gmNgmqQpR4qmLuZ8kEKNut0uVgAc6Xax2e2ia9BbK/VNjOalZmJkWHGyMZ9bS6tsOXPoOVtZNvk6dQy2RXVvk8ae21o8sCi15ViiwcexGJRaXzelOFtqfLnlWw2UxY0Ub0R/824TudJqPlIVz+EYB3zzbhPr2VtkwUMDHROGb95totdoIIj45nVMHGM3FeXqcEtGBOx8SCwba3nBkuVS05NapiKWPfLxVwDIygpWDYdzNoewjMXeRUA5txEHMLB5KZbzyfJ2isWMphQxi6WrZbmMr4djlWMVMHidr1+/XrSvXLlStLXMzOtkyb/8vZbTOSeYVZBOm6dS4nljQQpWfLRlqgPi+cqq4G/eHaDdbPqb1zFx+ObdAdYbDcz1+6h5gIJjghi7qSinUFa2fKBMJ5iaMDXTNKcqdY1GarykFYuZj7ECYKHTgaytYaNirIsXL1ae69atW+ac2ePMSmOjHf6tdYqZMHitmUIzVWfxRJvx+DimzUwHl5eXS334GpiGW+lyOZBB/8bzt+isBs/Teu5iph7LSy9WBM4yC8bMeFaNZwv+5t0BNjLZ5IBTZ8cE4Zt3B2g3GoAIDiQkynM4RoWJaZst5/uqz9w/h9ZIpsSZxuqkWrTJ8upaDQFz3S42s3F5zkyPWfMcyzjJGlmeJx/DWlPA9jDiOWuqbTnj83FM57V4wevG8bhHjx4t2jru2NL48/Vwfz1n1kQzrDRAqbnSUsUoKwY6Rtv5Hlhx07E+XmhshFiv1/3N65gofPPuEGu12mDzusbZMSGMvT5vFdXQNItpBlNVpkbaeYCpqlXfNtWR3KJG3N4IAWFzE81eDxu1mlkojCnfzZs3S+Ow84GVaP3YsWNFW9NJHofXhqn6jRs3Sn0sBw7uz/dDJ8Rnen/8+PHKc2lY98BK/cMZJoGyiMT32RpTWyKsWOeYM4+libZEr1igC88n1ieWWbIK/ubdIdayxXXq7JgUfPPuEL55HZOGb94doleroevmIscEMXZTUc752QSiVfuWjMSymPb8YfOGFUzPskvMnFGSbWkcljkbjcYgj3OWl4vlV74e/l7Ln5acznOzCnvpz3wcy7za7La0tFS02TzD82RZmr8HbL1BLIGA1ccyoegxeZ4s/95W6XdzaPk1xSQUq7LA62zpBmJg/Uysj1U4zkLymzcrNvY9Eflm9nlf1eetwnq97gEKjolhO7T5UxiUOcmxr+rzVmGtVkMrBDTcXOSYAJJos4icBvBPAfwhgH8jA+6w7fq8IYRCBR9ThafE1mqqzXRKmwroOoq2pt1Wxn6mLzznubk5bNZqaG5uYrHRKPXnuTEFZTOLPjdTav7e8tYCyjHAHNjAY2pTD3/m4/jarFSrwN3mqqr+sbxbvLZWlQlNYZm23nvvvUWbzXCxWG8rmMCixvoclnmIqX5q/1iVhe3WHk598/4ZgN8HkI+8hB3U57Vu/Kwi1zg7dXZMAilVAj8E4HII4bs7GYDr81pvxFnFRq2GPtxc5JgMUmjzUwB+XUR+DcA8gMMAPocd1OcVkYJqxFKQWLV2mfLo9KBMm1m7x9QmNY2OFafJ3+faYen1sFSvY5PmwxpFpqa6uJr2EsthaZi1dpXXgOkkez6xphYo02ArVQsj5gXEiAV9WIEiqZUhLBrO/S9dulS09bpaaVwtDzPArpdspb7R68f3kMUli7bvBFu+eUMInw0hnA4hnAXwMQB/E0L4TezD+rxVWK/XPQ2sYyLYjZPGpzFQXr2KgQy85+vzVmG9Xsd8v+81ex1jx7acNEII3wbw7ay9o/q8VVRBf8dUjSko05yYds/SEMe0g0y1rHjQKjrdDwFzvR4WQhgE6avrYSf7mBZVa7JzsMMCO3IAZUrM1MyK09VzsxzmYwXZLGf+mPWA191Kw2ONoWEFNvD4ly9fLvWxnHb4+rVW3TrOos0xUcFam9h1pmSSdPfIXSJPiePU2TFu+ObdJdazt4pvXse4MVbfZoYu4MVgbSNTDsuorz9zhkOmbKyR1WOyA0SMDt01r1ptUEXhzh2sZt9ZWm2tkbQSiLNWmuN5tRbW8g2O0V6GpZWPaY55TEu80H65lpOC9X3Mz9hyLOExNeW8du1a5XGxol8M6zim/THRz0pXFIspr0oXpeFv3iFgvV7Hgr95HWOGb94hYKPRcC8rx9jhm3cI2Gg0UAsBTd/AjjFiYqlfWS6MqcytPE3ayZ+9it54442izZ5XLHuwLAmUZU6uzGB50ZTSwIrgxvXruNXp4FajUZK5WS7Sc+ZgAl4PK3XryZMnS/0tLyDur4ub8bVZBbAYWreQIvPGvLJSU/EyUqoUWKY2ALj//rfd7q1Y55ipxzKpWaaq2Jxj6xeTgavgb94hIK/Z6xUUHOOEb94hoFuvo+8pcRxjxthNRTntsOI6gTQThqYYTJuZKrOZgOmsTi/K/S1vI6s2LTAoPjbX7WKz1SoFEHAf7SFlxbDyuTlmVQcmMO3m/kybNVW3qDKPyfPitDlA+V7x2rAZK2Yqssw7fM91NQzGfffdV7RTazLzmBwDzSKNNqlZFQ+s82rabNUO5jH1eas8AGOx0f7mHRKKJOwOx5jgm3dIWKvXvWavY6yYmIcVI+awz2120tdO7fwba5KZanLFAh3nyhSU+1upUvSc+0tLOHT7Nk4vLqJBlImd5Jm2A2XqzhSKr4Xp7COPPFLqz1SN6TXTTp0Gh6+badorr7xStE+fPl20WZwAyuvJKXp4HC0GXbhwoWgzheT1+NnPflY5f8C+tyyGWJ5bgF2ZgUUK7XFniSEWVde02fKeixUdq0qxE9PC+5t3SHAfZ8e44Zt3SNio1xFE3NPKMTaM3UmjSnOn05YwnWDayI4M2knfohdMjZjmaWrGtJk1klYmSU3N+v0+WpubONls4jadi+k9U8O8T9X1MDVk2srOBvraTp06VbSZQnMwhj4fXyeDqbXWNrOTB8+Zgyl0Zk7OjMlUl+87j/nQQw+V+i8vLxdtXhumszwvfW/5HlpZPjWs4A4rdY6mzXxuq4hcjBI7bR4zNhoNp82OscE37xBRbF7XODvGgLHT5qrskTG/UKbZVt0goOyzalFdbmuHB6ZjTHmYDjLN044IvV4PzVoNB/t9LC8uopPNmykT+2kDwOuvv1603/WudxVtpr1nzpypHB+w6wsxbYxpNHndtVY5h9aq8/3gcWIOD/wba5h5bR5++OGirak+izSWf3nMz9jKVBpLNWPVMbagKbhVIMDyQQfS60cX89ryCEcy2tlNmlNmB4djFPDNO0Tk+ax88zrGAd+8Q8RmvY5ereab1zEWjN3DKpcfrIJNgC1vsIyi5T/+rL1lcrCMyN5WQNnUwHIu9+G56CCDXIbeXFgoaZzZNKHjcfkcLAuyaYXlRT0my0yWV1bMSZ/1BtzHCljQY6bWx7ViWK06wDoe1zLPWE7+VfqIHKkeUtbzaeUE0zJvSuE1/f12KyikVgn8KYA7ADYB9EIIT4jIMQBfA3AWwE8BfDSEcMM6x35Bu9nEAWXndDhGge3Q5n8UQnhnCOGJ7PNnADwfQngYwPPZ532PdrOJxuYm6h5h5BgxdkObPwzgvVn7yxhUUvj0Vp1yOsG0QpsjUlJyxmiORa9j6WavX79etNlswlSV6ZwePzdnNGs19C5cgKyuoqPon6ZcHJjA87HoNM8RKNNeXjP2JNN9WCSw1tbycNPzZKrL0LSXj2N6yd/HUr8yLDGKzYg6hpnXKRb3y+A58DiWiTM1hU1KWmEgHsdbjJ80IhAA/DcR+a6I/Hb23ckQQh4uchHAyaqOXJ9Xu83tReTmIve0cowaqW/eXwkhvCUi9wJ4TkRe4R9DCEFEKv9UhBCeBvA0AJw4cWLPux51m00EEdc4O0aOpM0bQngr+/+yiPwlBgXGLonIcgjhgogsA7gcPcnd5yzaqQWXYlo/i9pYfTQtYc0pa3stzXNMixsOHMDhWg035udL59LUytIWM21OLY7GrIYpn54na9l5zaz6uFqLyp5olrZYj8naXkt04Wthjyo9t5SiXbEgAYYVs6vHtKiyVQlBw3rW9TNYVUFiV2lwROQeETmUtwH8EwDfB/AsBnV5gX1cn7cK7WYT8/7mdYwYKW/ekwD+MvuL0QDwn0MI3xKR7wD4uoh8EsDrAD46umnOFjaaTRxeW/OavY6RYsvNm9Xhfazi+2sA3r+dwUSkUtusYRnlmUJqCmplJWRDPtM0TUeYtjG1ZOd7poaa2pUcKw4exNz6Og43Grga0XBb18baUp6/1sLybxY1i2lB+TeLNuu4aSsNDa+5TvfD123VTuZxdACHJVZZASypSd9jml9rPa2MkTHRj6+Zj4sVVBsKbXZsH51sU7nSyjFK+OYdAYroIuXC6XAME755R4B+rYZuve5vXsdIMdbAhBBCweVTZTGWS6wiU0BZrrJMA3wuHdjAXkFXr14t2pzSlM1GMS+ifr+PzYUFHOj3S7Kc9nayZFOWGa1qA0D5mmMmCAaPYwWmsyytU+zymKwb4GQIsfEt2ZrXTwcWWPNPPcaqehHz5LLMbZb3nz5XLNlE1THWPF3mnQDazaa/eR0jhW/eEaHTaqHW73vNXsfIMPZ43pwGxOhAivN4zMMptTgZgykMt3/+858XbTaTaFORNid05+YgIliam8NqRgl1DLGVylZTej4vw6oBGzNHxGh4jph4YcVKxygoU282A7FJjOeix7Q8maxav1psSknjGlsn63mM5bmyxrTa+nO+Blb8MOBv3pGh7eYix4jhm3dE6DUaCLWaRxc5Roaxp37N6UWMZlnULiW1CGDXoI154bC2lOkxf89Fw7S2mc+Xj9+dm8OxWg2rWWUCPSbTaMvbh9uaDlrpZfj7WKoVizYzbdX9La8sK9UpUKbKvG6WSBRLg8OwNOz6eKt/6jOUksbmrsJzRuGzmLab1z1vu7Z5Qui0Wk6bHSODb94Rot1qodnrQTwljmMEmJiTBlOZmEbNopAxQzzD0gjGMlaykwRTPnbe4BQ2QJkO5RrZVRE8MD+PY60W2vPzd9FEpoeWFpfnqR0mWEPN18ZaXD2mRVVTMjTqOVuOHToNjaXlt+5ZTHNrnZdT3cTiZK1nLUa1+dmIOZBYsOo666ofVWKA0+YJIQ9QaLmPs2ME8M07QnSylDhN9RfW4RgGxu6kkSPmPFGluQXsWFCNlIyT+hirUBY7UvBctJ+yFXfbbTTQ7HQQQriLTlq+2ql0kv2BrfXU8bj8G4+v6bH1veU3bvUH0rXCVcekwrIwxMbkeWk6bVlDYqmUrOOsdD+6P4to+dy8Pu8E0Wm10PI3r2ME8M07YnRarYHM6ylxHEOGb94Ro9NqQUJAw+29jiFjYjLvTlTuUf5vqPYtbyMtb1iyEMsr3GZvK6BcEJrlwk523lanAyiZ17oeKyWrhpUbKZabyapYwCag1Fxh2y3GVXW+HLF0tdZv1lz0vY158+WIpX61TD38ve5veVLx3HThOP6cHxcLpvE374jh5iLHqOCbd8ToNxrYrNd98zqGjonF88a+s2hGrMqClfo1xcFcH2d57nAggaYz7JXFZhMRQXduDnPd7l19rOJolvN/zKRmeZJp0w7PLcWrKubJZq25hlUTl5EaqGKJNHyf9FysygixwAIr7pbHYbOPHtMqyMbmQu2lV3VvoiZR8xeCiCyKyDdE5BUROS8iT4rIMRF5TkR+nP1/NOVc+xGFxtnhGCJSafPnAHwrhPAIBgnYz8Pr8yajOzeHeq+HmqfEcQwRW9JmETkC4B8C+JcAEELoAOiIyI7q81Zlgk9NiROjzdtN76I9glLSnpS0yOpNyv3ZK+vIkSPozc+jVqthYXMTbSMYwdIqsxZYU2CLgqZ6O6XUl40FNjBVtKoXxMa0POZitLcqAES3Y95SVpCCHpPvoVXQLRbwwGvAWmT2otL3qcrKsFsPq3MArgB4RkS+JyJfyAqOJdXndQzevADcx9kxVKRs3gaAXwLw+RDC4wBWoShyGPwJqnx9cnFtXcNmvyCv2etyr2OYSNE2vwngzRDCi9nnb2CweZPq83Jx7ePHj4ecwsSCDJgq8Ia3aqYCcSN/VX89plXTl8E0Z2lpqfTb0aNv6+vu3LlTtHPKtZZtXkvDzLBovxUUoOccu06rOJkldsScBHYSj8vrbGnLdWwz/8a0lTW/FjUGys+D1UfH1vLzaVH1WNyzVdeZA0V0uh9Gvoa7os0hhIsA3hCRd2RfvR/Ay/D6vNuCByg4ho1UO++/BvAVEWkB+AmA38Jg43t93kR0Wi00NjaAfh+I2O4cjlQkbd4Qwt8BeKLip23V593P6LRakI0NNLvdQoHlcOwGE/OwijnPs4zB8ptlmgDScmLFPGpSHOtZrj1z5kzpN5aBOWjh2rVrAIC1dhu/EAIaGxuFv7Mlz/B1siymZUkrlW2s6DPLbNZxMfmRwTJ4LKVpSnFplmVj3kpc7JxNOLGUtlYwPK+tlrNTvLr4edCJFvgz36fU4JoUOH8bE/KavS73OoYF37xjQr9WQ6/RcFuvY2gYe+rXnJKmOrXr/jk0NYvRkSrE8hxZVPHcuXNFW9NmyxPswoULRfu2CGq3bmE1o1vsbWOZuqxs+0Ba0a1YGtSUImxahLBieJkaanu+RcMtzyU95u3bt4s202Y+LlYlwvKWigVDWLm+2FuKTUDcBsqmo5iJbzfwN+8Y0Z2bc0cNx9Dgm3eMyGv21j0ljmMIkJ2k2dwpnnjiifDSSy+Nbbypw5UrwN/+LfDkk8Dx45OejWMGICLfDSFUmWn9zTtW5AW5qfKgw7FTTCwB3b7E/Dzw1FOAyqDgcOwEvnnHDar963DsBk6bHY4ZhW9eh2NG4ZvX4ZhR+OZ1OGYUvnkdjhmFb16HY0bhm9fhmFH45nU4ZhRj9W0WkSsYpI69OrZ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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "line1.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "const_idx1, rank1 = line1.get_constraint_indices(all_sensors=all_sensors_unconst, info = X_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sensors = 5\n", - "\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_line = ps.optimizers.GQR()\n", - "opt_line_kws={'idx_constrained':const_idx1,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sensors,\n", - " 'all_sensors':all_sensors_unconst,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_line = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [4032 594 384 878 446 2772 4041 340 660 144]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_line = ps.SSPOR(basis = basis_line, optimizer = optimizer_line, n_sensors = n_sensors)\n", - "model_line.fit(X_train,**opt_line_kws)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_line = model_line.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xTopConstLine = np.mod(top_sensors_line,np.sqrt(n_features))\n", - "yTopConstLine = np.floor(top_sensors_line/np.sqrt(n_features))\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_exact))" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
04032.00.063.0
1594.018.09.0
2384.00.06.0
3878.046.013.0
4446.062.06.0
52772.020.043.0
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" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 4032.0 0.0 63.0\n", - "1 594.0 18.0 9.0\n", - "2 384.0 0.0 6.0\n", - "3 878.0 46.0 13.0\n", - "4 446.0 62.0 6.0\n", - "5 2772.0 20.0 43.0\n", - "6 4041.0 9.0 63.0\n", - "7 3936.0 32.0 61.0\n", - "8 393.0 9.0 6.0\n", - "9 3922.0 18.0 61.0" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_sens_line = line1.sensors_dataframe(sensors = top_sensors_line)\n", - "data_sens_line" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "line1.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data!\n", - "line1.plot_selected_sensors(sensors = top_sensors_line, all_sensors = all_sensors_unconst)\n", - "line1.annotate_sensors(sensors = top_sensors_line, all_sensors = all_sensors_unconst)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Testing Ellipse: " - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "# ellipse = ps.utils._constraints.Ellipse(center_x = 20, center_y = 50, half_major_axis = 6, half_minor_axis = 4, loc = 'in',data = X_train) #Plotting the constrained circle \n", - "# ellipse.draw_constraint() ###Plotting just the constraint" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ellipse = ps.utils._constraints.Ellipse(center_x = 20, center_y = 5, width = 10, height = 50, angle=30,loc = 'in',data = X_train) #Plotting the constrained circle \n", - "ellipse.draw_constraint() ###Plotting just the constraint" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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nQUpJ3ptiYpjomzRh+9pGjbhuL8HDGKBdO2DDBrbCyJkTmDaN/2+89BKb3olkIyV5bytUCPjqK+C22zhEumNHvpVXc7PgkisXMGwYk327dtynefhhnrVQPxzJRkryvhAeDrz9NpM7ADz2GJP+3387GpY4oEwZLt988QUQHc0pVc2b88X/l1+cjk6CgJK8rxjDiotZs3hVN3UqcM01wK5dTkcmTmjZkhuzI0cCefJwGa9SJeDZZ/XiLz6lJO9rHToAS5bwim7lSlZc6IRscIqI4Av/pk3sZnriBPDkkxxDOHeulvTEJ5Tks0P16kBSEt+mHzoENGsGvPyy/lEHq5IlgenT+WJftSqwYwdPT7duDWzd6nR04jJK8tmlYEEeh3/sMZ6KHTiQrWv/+svpyMQp117LPvVjxrCN9bx5TPpDhqjxmXiNknx2Cg0FRoxgT/o8eXg1V78+r+QkOIWFceTgli1A794ssRwxgqMJP/xQ7/Yky5TkndCxI5tZRUfzwEx8PE/MSvAqUoQVWUuWsMPp7t0cIn/ddcD69U5HJwHMK0neGPO2MeagMWZduvsKGmMWGGO2ej4W8MZjuUblymxqddNN7GR5ww3A88/ryi3YpXazHD+eS3yJidzTeegh4OhRp6OTAOStK/l3ALQ8675HASyy1kYDWOT5WtLLlw/49FOejLQWePxxoHNn9iqX4BUaCvTrxyWcu+5ir/pXXuGp2alT1bteMsUrSd5a+y2A38+6uy2AKZ7PpwBo543Hcp2QEJ6MnDuXm2+zZvFqThOnpFAh4I03WJlVvz7HTfbqxXYZq1Y5HZ0ECF+uyRex1u7zfL4fQJGM/pAxpp8xJskYk5QSzH24W7fm8k3lyjwKHx/PjVmRmjU5jWzKFK7d//gjz1vcfTfw+9nXViJnypaNV2utBZDhYrO1doK1Nt5aG1+4cOHsCMd/VajABmfdurHXyc03A/3789CMBLeQEM6Y3byZ6/MhIcC4cfx/5r33tJcj5+XLJH/AGFMMADwfD/rwsdzjiis4bejNN3lCcsIEvlXfssXpyMQf5MsHjB4NrF7NOvvffgN69uTG/c6dTkcnfsiXSX4OgF6ez3sBmO3Dx3IXY3gFv2QJ+9OvXs235zNmOB2Z+IsqVThn9u23gQIFWIJbpQo3aDWCUtLxVgnldABLAMQYY3YbY/oAGAmgmTFmK4DrPV9LZtSowX43Xbpw+aZ7d1ZbqKGVALwY6N2bezhduvD09EMP8Z3fmjVORyd+wlg/WsuLj4+3SUlJTofhf6zl8s0DD/BEZPXqPA0ZHe10ZOJP5s7lZuzu3Zw5PHgwMHQoB5eIqxljVlpr4zP6nk68BgJjeAW/dClQrhyXb2rWBD74wOnIxJ/cdBNPxw4YwCWbESN4QfDNN05HJg5Skg8kqcs3nTtz+aZbN165aflGUl15JfDaayy5rFSJG/bXXsvDVUeOOB2dOEBJPtDky8cr+Ndf5wSqceO4Brttm9ORiT9p0IAHpp56ik3QJk5k0tfM4aCjJB+IjAHuuYeHYsqWBZKTuXwzbZrTkYk/iYjgaerkZCb9/fvZHK99e2DPHqejk2yiJB/IatViP/KOHdnvpkcP3tTIStKrXBn47jtg7Fiew/j0U943frz64AQBJflAly8fK20mTABy5+bVfFwcr/JFUoWEcP9m/Xpu0B47Btx5J5CQoKU+l1OSdwNjgL59eVVfsyZPPjZqxPXYU6ecjk78SalSwOzZ3Ne56ipW3sTGchylDlG5kpK8m8TE8JTs4MGsrX/6aaBJE+Dnn52OTPyJMTw8tWEDl/dOnOA4yoYNNaDEhZTk3SY8HBg1Cli4EChenMs2cXHalJVzFSoEvPsu8NlnQIkSwLJlfCc4fDjw779ORydeoiTvVgkJPNrevj3XX3v04OBwbcrK2Vq14hV83748UT10KFCnjnrWu4SSvJsVKsQhJBMnclP2/fd5Vf/DD05HJv4mXz5u3i9cCJQpw7LLOnWAZ57RVX2AU5J3O2OAO+7gpmytWtyUbdxYm7KSseuuA9auBe69l/9/DBvGGvsNG5yOTC6TknywiInh+nz6TdnGjbUpK+fKkwd49VVg0SKgdGmOH6xZk33sVYETcJTkg0n6TdkSJViJExsLTJqkyUJyroQEXtX36QOcPAkMGsQ+ONu3Ox2ZZIKSfDBKSGAny06d2Oisb1/OmN271+nIxN9ceSUvAj77DChalI3PYmPZM0kXBgFBST5YFSoEzJzJ0sr8+YF584CqVTk8XP945WytWgHr1nFwzV9/8fRsixbAr786HZlchJJ8MDOGw8LXr+eM0MOH+XWXLkBKitPRib8pVIgVWjNn8vMFC4Bq1YCpU3Vh4MeU5IWHpj7/nKWWefMCH33Eq/rZGssrGejcmVf1N93Ecxe9evE8xoEDTkcmGVCSF0ottVy7lptrBw8C7drxH7CGTcjZihblRcA773DdfvZsDhL/6COnI5OzKMnLmaKiWDo3Zgxng06dyrfkCxY4HZn4G2N4EbBuHXD99cBvv/Eq/5ZbuPQnfkFJXs4VEgLcfz9PPdaty8HQzZtzs+34caejE39TqhQwfz771aeerK5eHfj2W6cjEyjJy4XExLBkbsQIjpAbN47/eL/7zunIxN+k9qtfvRqoXZtVN02bAk88obYIDlOSlwvLkQN47DGeeqxeHdixg+2LBw1ii1qR9MqXZ2+kIUNYcfPcc8A112gwiYOU5OXSxMYCy5fzH68xPOIeF8crfZH0wsLYrvjrr7mUs3w5UKMGN2lVapntlOTl0oWH8x/vkiWcEbplC/vf3Huv1urlXI0bc/mmSxf+/9G7N9CtmzZls5mSvGRenTrsavnEE0BoKPD666zAWbjQ6cjE3xQoAMyYwav4vHl5kKp6dY4dlGyhJC+XJyICePZZYMUKvhXfuRNo1oy19qqrl/RSSy1XreIFQuqm7JAh2pTNBkrykjVxcRwbN2IEl3PeeouHYubMcToy8Tfly3MPZ8gQfj1iBOfKalPWp5TkJevCwliBk5wM1K/PbpZt23Itdv9+p6MTf5J+U7Z0ab4TjIsDJk/WpqyPKMmL91SqxBr6MWM4eOLDD3nf22/rH7CcKXVTtmtX4M8/gdtv56bssWNOR+Y6SvLiXaGhPC27bh3QsiXX5/v04bF3vS2X9PLnZ2vrKVPSNmVr1tQAcS9TkhffiIpij/pp04DISGDxYlbgjBqlzTZJYwxw662s1qpenVOn6tcH3nxT7/68RElefCe1X/3GjUDPnsDffwOPPsoKi5UrnY5O/El0NM9f9O/PUYN33cUBJVq+yTIlefG9yEh2s5w/n1f4yclM9A8/zClDIgCQKxev4N9/n8s3H3wAxMfz/xe5bErykn2aN+da/UMP8euXXuJwErUxlvS6d2evpNhYYOtWoF49YPx4Ld9cJiV5yV558rDvzdKl/Ef8889M/rfdxn7kIgA7oC5dCvTrx+WbO+9kn/o//nA6soCjJC/OqF2bV2sjRvD07JQpLLfUIHFJlSsXr+Dfe48XB9OnA7VqsfRSLpnPk7wxpqUxZrMxZpsx5lFfP54EkNRDVGvWcORgSgo3alu1YpWFCMAr+JUrWZ2VunwzcaIuBi6RT5O8MSYUwFgANwCoDKC7MaayLx9TAlCFCiyxnDQJyJcP+OILdrkcOlQbs0Kpyzd33MEqrX79gB49tHxzCXx9JV8HwDZr7Q5r7T8AZgBo6+PHlEBkDA9NbdrEZlb//MPj75UqcTi0rtokd25ewb/7btqYwXr12PJazsvXSb4EgF/Tfb3bc9//M8b0M8YkGWOSUlJSfByO+L2iRdmW9ocf2N1y1y4Oh27WjPX2Ij16cD+nUiVgwwbu73z2mdNR+S3HN16ttROstfHW2vjChQs7HY74iwYN2Lxq3Dj2JF+0iNU4gwbpgIwwwS9bBnTowP8fbroJePpp4L//nI7M7/g6ye8BUCrd1yU994lcXGgoS+e2bOFJyNOnWX4ZE8OKCy3hBLcrruBS3ogRXO576imgXTvg6FGnI/Mrvk7yKwBEG2PKGGPCAXQDoEbjkjmRkTwJuWIF12D372ebhMaNdRoy2BnDCq158/iOb+5cnqbesMHpyPyGT5O8tfYUgAEA5gPYCGCmtXa9Lx9TXKxWLa7VT54MXHUVB1DUqgUMGAD8/rvT0YmTWrZMOyW7ZQtQty4wa5bTUfkFn6/JW2vnWWsrWGvLWWuf8/XjicuFhPB07ObNbGlsDDB2LJdwJk3SmmwwK1sW+PFH9qU/fhzo1Al4/HEu8wUxxzdeRS5L/vwcTpKcDDRpAhw6BPTty+Wc5csdDk4ckycPSytHj+aezvPP83BdEL/TU5KXwFa1KpCYCMyYAZQowXX7unV5aObgQaejEycYwyZ4CxZwP2f+fHazDNJ2CEryEviM4Ri5TZvYrz4sjAPFK1QAXnsNOHXK6QjFCU2bsh1CrVpshFe/flCu0yvJi3vkzcu35+vWAS1asJTuvvs4Uu7bb52OTpxQujTnDvfqBZw4wXX6558PqvJbJXlxnwoV2P/m0085pGTtWq7b33ILsHev09FJdsuVixVZL7zAd32PPw707s0WxkFASV7cyRigbVvWSz/1FJAzJzfkYmKAF19kbxwJHsZwEtnHH7PvzZQpbJVx6JDTkfmckry4W65cwLBh7HvTvj1L6wYPZj31V185HZ1kt3btuHxTvDg/1qvHvRwXU5KX4BAVxau4L7/kcs7mzVy379gR+OUXp6OT7FSzJstsa9bk3IL69dkbyaWU5CW4tGjBNfpRo1hT/fHHQMWKwLPPsk+5BIcSJbgZ364dcOQI/7+YMMHpqHxCSV6CT3g4l2w2b+bQ6L//Bp58EqhSBZgzJ6gqL4JanjwsqRw8mKdi+/cHBg503QlZJXkJXiVKcDP26695qGrHDm7WXncdD1WJ+4WE8F3dW28BOXIAL7+ctnfjEkryIk2aAKtWAf/7HzsZJiayk2HXrsC2bU5HJ9nh9tt5Qja1k+U11wD79jkdlVcoyYsAvIq77z5uxD3yCEsuZ87kcIoBA9QiIRhcey0HkURHswVCw4YcHB7glORF0itQABg5ku1qb7+dXS3HjgXKlePkIQ2OdrfoaLazrl2brRAaNmRrhACmJC+SkVKluE67ejVHyx0/zkNV5csDb7wB/Puv0xGKrxQuDCxezMNSKSm8wg/gEksleZELqVqVFTfffMODMwcPAvfcA1SuDHz4oSpx3CpvXg4H796dL/A33sjluwCkJC9yKRo35kCKWbN4mGrbNqBLF7Y1Tkx0OjrxhfBwzhK+7z62wejWjUt3AUZJXuRSGQN06ACsX8+Zs0WLstQyIYFXemvWOB2heFtICIfTjBjBd20DBvBMRQC9g1OSF8msHDl4cGbbNmD4cOCKK9j1Mi6OLW3VJsFdUoeFT5zIpP/ss8CddwbMoSkleZHLlScPMGQIyy7vv5/Jf+pULucMGgT89pvTEYo33XEH22DkzMkWCF26BEQrDCV5kawqXJhv6TdtAm6+meu3o0ez7HLUKA6rEHdo25bdS/PlY8Jv08bvf79K8iLeUrYsMG0a8NNPLL87epTjCKOjWY6pMYTu0KgRm5tddRVPybZpA/z1l9NRnZeSvIi31ajBq72vvuLne/bwrX716mqA5haxsayqKlIEWLjQrxO9kryIrzRrBiQlsQlamTKcUtW2bVo5pgS2ypXTEv2iRTw054eJXklexJdCQnigZuNGNkCLjAS+/57H5du3d/1UIterVIldTIsW5SnZ1q2BP/90OqozKMmLZIeIiLQGaE88wTmjn37KE7X9+2vAeCCrWJGJvlgxXtm3auVXiV5JXiQ7XXkl66y3bWNyB1iOV748yzGPHnU2Prk8MTFM9MWLswXGjTf6TU96JXkRJxQrxlOz69fzFO2JEzxVGRXFbpeHDzsdoWRWhQpM9KmjBf0k0SvJizgpJob9cJYs4fCSI0fY7TIqiss6OlAVWKKjmehLlgS++45LNw7X0SvJi/iDevWYHL75Brj+euDYMeC555jsH31UQ0sCSfnyZ17Rd+3qaGtqJXkRf9K4MQ/Y/PAD0LIl3+6PGsUSzIEDgf37nY5QLkW5cvw9FirEcYJ9+nAAjQOU5EX8UYMGbHq2bBnL8v76i0Omy5Rhn5w9e5yOUC6mUiVg3jz2OHr3Xb5IO3AQTklexJ/VqcMrwZUrgXbt2BDr1VfZQuGee4Bdu5yOUC6kTh3gk0+AsDD2Nxo1KttDUJIXCQQ1azJZrF4NdO7MNd433uD6b//+nEcq/qlZM/Y0Sm1ZPG1atj68krxIIImN5Ri6tWt5kvbUKdbZR0dz8Pi2bU5HKBnp3JnLbQDQu3e2zoxVkhcJRFWqsCfOhg1Az55c6508mSWZt94KbN7sdIRytgceAB58kO/COnTItkliWUryxpjOxpj1xpj/jDHxZ33vMWPMNmPMZmNMi6yFKSIZqliRg0o2b+aVfEgIN/kqVWJv+/XrnY5Q0nvpJV7VHzvGDfVDh3z+kFm9kl8HoAOAb9PfaYypDKAbgCoAWgJ4wxgTmsXHEpHzKV+ePeu3bAH69eOUqunTgWrVmFQ0f9Y/hITwRbluXeDXX/lC7OMxgllK8tbajdbajN4XtgUww1p70lr7M4BtAOpk5bFE5BKUKQOMH8+1+bvvZlXHRx+xl32bNuyAqX72zsqZE/jwQ3YkXbAAGDbMpw/nqzX5EgB+Tff1bs99IpIdSpcGxo4Fduxg98ucOVmK2agRa/A//jhgBlG7UqlSwIwZvLJ/7jn+bnzkokneGLPQGLMug1tbbwRgjOlnjEkyxiSlpKR440eKSKoSJdjHfudO9sIpUABYuhTo2JHr9uPHO95bJWhddx0TPMDNcx9VRl00yVtrr7fWVs3gNvsCf20PgFLpvi7puS+jnz/BWhtvrY0vXLhw5qIXkUtTpAhbHP/6Kw9TRUUBW7cCd94JXH01v6dmaNnvkUd4yO3oUb7w+mCylK+Wa+YA6GaMiTDGlAEQDWC5jx5LRC5VnjzAvfcywU+fzkNWKSnAk09yiee++3SwKjsZA7zzDs85rFkD3HWX1/dMslpC2d4YsxtAfQCfG2PmA4C1dj2AmQA2APgSwD3WWi0AiviLHDmAbt04g3bRIqBFC15FvvYaK3W6dWMrBfG9fPnYbjp3blbeePlErLF+tNMeHx9vk5KSnA5DJDitWcM67unTeZIWABISgIcf5ouAMc7G53Zvv81ulZGRnAkcGXnJf9UYs9JaG5/R93TiVUQoNpZXkjt2AA89BOTNy+HUN9zAWbTjx/tkzVg8evcGmjblAamHH/baj1WSF5EzlSoFjB7NTdqRIzmqcMMGbtKWLMnNwl9+cTpK9zGGL6QREVynX7zYKz9WSV5EMpY/PxP6zp1cJ65bl7NnX3iBrY47deLkIz9a8g140dHA0KH8vH9/r5S3KsmLyIWFh/P4/dKlvN18Mw/xzJrFubQ1agCTJmkpx1sefpgN6LZtS6ujzwIleRG5dHXr8qr+l194xVm4MHvc9+3LpZxBg7imL5cvPJzLNgCHjGzalKUfpyQvIplXvDjwzDNct3/33bSlnNGjWYLZujXw5ZeOzTUNeA0bstLm1ClWPGWBSihFxDtWrGC/nBkzgJMneV+5csAddwC9enEDVy7dli1sJR0ezjGPV1113j+qEkoR8b3atVkVsns3q3JKlwa2b+fIu1KleHz/88/TavDlwipUAG66iS+Y48Zd9o9RkhcR74qMZFXOjh3AvHmcgmQMMHs2l3GiothGYedOpyP1fw8+yI9jx3KI+2VQkhcR3wgN5UGqWbO4dj9qFEsE9+xhQ7SyZYHmzdlbPXV5R86UWr2UksJxj5dBSV5EfK9oUWDwYI4p/Ppr4JZbuNa8YAHQpQsrcwYO5HF+SWNM2tX8W29d3o/QxquIOOLwYZZjTpx45njChg05jLxTJ6BgQefi8xeHD/O/Q65cnA2bI8c5f0QbryLifwoUAAYMAJKTgeXLWWufNy/www887Vm0KNC2LTBzZnAftCpQgGMdT5y4rJp5JXkRcZYxrMyZMAHYtw+YPBlo1ozjCefMAbp25dCTXr2A+fODszqnZk1+/OmnTP9VJXkR8R958wK33QZ89RVLMceM4QvA8ePskNmyJUca3ncfsGxZ8PTNSU3yl9HjX0leRPxTsWLA/fdzKWfLFuCpp1idc/Agh5vUq8fTtUOHskumm5Uty4+//prpv6okLyL+LzoaGDaM1TkrVrDipFgx1uIPH86GXjExrOD54Qcu9bjJ3r38WLJkpv+qkryIBA5jgPh44OWXeVW7cCGHbRQowKv9F18ErrmGLwB9+nBN3w2btqn9+6++OtN/VUleRAJTaChw3XUcm3fwIJCYCDzwACtRUlJ4f9u2PIHbrh03dFNSnI4686zl2QKArQ4ySXXyIuIu1gLr1rGNwuzZHFaeKiQEaNCAG7gJCXxXEBbmXKyXIjGRsRYuzM3o8PBz/siF6uTPraoXEQlkxgDVqvH2xBNsozBnDhP+4sXA99/zBgB58gCNGjGJNm3KFgKhoc7Gn96RI8Dtt/Pzu+/OMMFfjK7kRSR4HDvG8szFi3mFfPbhonz52C+maVPeqlXj1b8Tdu0CWrXiu5JatYAffzxvkr/QlbySvIgEr717ud6dmMjEf/ZUq3z5gLg4XuHHxfFWqdJlXVFfsqNHOXzllVd4PqBSJQ5gKV36vH9FSV5E5FLs2pWW8BMTM65LDwtjyWZq0o+NZb/84sWB3Lkv73GPHAG++QZYtAh47z32qwG4cTx5MquHLkBJXkQks6wF9u9nb53kZGDVKn7cuvX8fydfPpZvFi+edouMZN3+P//wdvJk2ue7dwNr16aVSKZq3BgYMYLN2i6BNl5FRDLLGCbsYsXYFz/VH38wMacm//Xrueyzbx+XWo4ezXwjsYgItm9ISABatADq1+fje4GSvIhIZlxxBcswGzQ4835rucySmvD37uXt0CEu8YSHM5mHh6fdChXi5m50dIYthL1BSV5ExBuMYd/3ggWBqlWdjub/6cSriIiLKcmLiLiYkryIiIspyYuIuJiSvIiIiynJi4i4mJK8iIiL+VVbA2NMCoBfLvoH/U8kgENOB5HN9JzdL9ieLxC4z/lqa23hjL7hV0k+UBljks7XN8Kt9JzdL9ieL+DO56zlGhERF1OSFxFxMSV575jgdAAO0HN2v2B7voALn7PW5EVEXExX8iIiLqYkLyLiYkrymWSMedsYc9AYsy7dfQWNMQuMMVs9Hy88kDGAnOf5PmWM2WOMSfbcbnQyRm8zxpQyxiQaYzYYY9YbY+733O/m3/P5nrNrf9fGmJzGmOXGmNWe5/y05/4yxphlxphtxpgPjDE+nNrte0rymfcOgJZn3fcogEXW2mgAizxfu8U7OPf5AsAr1to4z21eNsfka6cADLTWVgZQD8A9xpjKcPfv+XzPGXDv7/okgARrbXUAcQBaGmPqARgFPufyAA4D6ONciFmnJJ9J1tpvAfx+1t1tAUzxfD4FQLvsjMmXzvN8Xc1au89a+5Pn8z8AbARQAu7+PZ/vObuWpeOeL8M8NwsgAcBHnvsD/vesJO8dRay1+zyf7wdQxMlgsskAY8waz3KOa5YtzmaMiQJQA8AyBMnv+aznDLj4d22MCTXGJAM4CGABgO0AjlhrT3n+yG4E+IudkryXWdakur0udRyAcuBb3H0ARjsajY8YY/ICmAXgAWvtsfTfc+vvOYPn7OrftbX2tLU2DkBJAHUAVHQ2Iu9TkveOA8aYYgDg+XjQ4Xh8ylp7wPOP4z8AE8F/HK5ijAkDk900a+3Hnrtd/XvO6DkHw+8aAKy1RwAkAqgPIL8xJofnWyUB7HEqLm9QkveOOQB6eT7vBWC2g7H4XGqi82gPYN35/mwgMsYYAG8B2GitfTndt1z7ez7fc3bz79oYU9gYk9/zeS4AzcC9iEQAnTx/LOB/zzrxmknGmOkArgVbkh4AMAzApwBmAigNtkruYq11xWbleZ7vteDbdwtgJ4D+6daqA54x5hoA3wFYC+A/z92Pg2vUbv09n+85d4dLf9fGmFhwYzUUvOCdaa19xhhTFsAMAAUBrALQw1p70rlIs0ZJXkTExbRcIyLiYkryIiIupiQvIuJiSvIiIi6mJC8i4mJK8iIiLqYkLyLiYv8HOiY04lD/qcUAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.patches as patches\n", - "c = patches.Ellipse((20, 5), width = 10, height = 50, angle=30, fill = False, color = 'r', lw = 2)\n", - "_,ax = plt.subplots()\n", - "ax.add_patch(c)\n", - "ax.autoscale_view()" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ellipse.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data\n", - "\n", - "ellipse.plot_selected_sensors(sensors = sensors_unconst, all_sensors = all_sensors_unconst)\n", - "ellipse.annotate_sensors(sensors = sensors_unconst, all_sensors = all_sensors_unconst)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [], - "source": [ - "const_idx_ellipse, rank_ellipse = ellipse.get_constraint_indices(all_sensors=all_sensors_unconst, info = X_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sen_ellipse = 5\n", - "\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_ellipse = ps.optimizers.GQR()\n", - "opt_ellipse_kws={'idx_constrained':const_idx_ellipse,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sen_ellipse,\n", - " 'all_sensors':all_sensors_unconst,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_ellipse = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [4032 594 384 878 446 2772 340 1224 970 1673]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_ellipse = ps.SSPOR(basis = basis_ellipse, optimizer = optimizer_ellipse, n_sensors = n_sensors)\n", - "model_ellipse.fit(X_train,**opt_ellipse_kws)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_ellipse = model_ellipse.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xTopConstEllipse = np.mod(top_sensors_ellipse,np.sqrt(n_features))\n", - "yTopConstEllipse = np.floor(top_sensors_ellipse/np.sqrt(n_features))\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_ellipse))" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
04032.00.063.0
1594.018.09.0
2384.00.06.0
3878.046.013.0
4446.062.06.0
52772.020.043.0
6340.020.05.0
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\n", - "
" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 4032.0 0.0 63.0\n", - "1 594.0 18.0 9.0\n", - "2 384.0 0.0 6.0\n", - "3 878.0 46.0 13.0\n", - "4 446.0 62.0 6.0\n", - "5 2772.0 20.0 43.0\n", - "6 340.0 20.0 5.0\n", - "7 1224.0 8.0 19.0\n", - "8 970.0 10.0 15.0\n", - "9 1673.0 9.0 26.0" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_sens_ellipse = ellipse.sensors_dataframe(sensors = top_sensors_ellipse)\n", - "data_sens_ellipse" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ellipse.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data!\n", - "ellipse.plot_selected_sensors(sensors = top_sensors_ellipse, all_sensors = all_sensors_unconst)\n", - "ellipse.annotate_sensors(sensors = top_sensors_ellipse, all_sensors = all_sensors_unconst)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Polygonal Constraints" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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eDR/uq1IkZ1RnBD4aOKLCseuBiSGEbsDEko9Ta8ECL9Pavj1ccIHPabdt628jv/zSd6j16pXyMEQyzoEHwh13+Ouzz/YpRckJW0zgIYRJwNIKh48DSno/8QhwfHLDquDCC/3J+513epPgfv3giSdg/nz4zW+gVauUXl4k4111FZx4oj/IP/nksj6sktVqOwfeJoRQ+tj7G6BNVSeaWYGZFZlZ0ZIlS2p3tUmT/Gn7CSfAlCn+57TTVFRKpJSZvwvt2tV3E198sTrb54A6P8QM3ta+yu+UEMLIEEJ+CCG/VV1Hyrfc4qNvEdnU9tv7Jp9ttoHRo+Ghh6KOSFKstgl8sZm1BSj5+9vkhSQitdazp1fVBF9GO21atPFIStU2gb8AnFXy+ixA/Z5EMsVZZ3lT7bVrfT582bKoI5IUqc4ywieBd4BdzGyhmQ0BbgcOM7NPgENLPhaRTHHPPd7q7/PPvW9rcXHUEUkKbHEnZgjhtCo+dUiSYxGRZNl6axg71ksmjx/vywxvuCHqqCTJ4rsTU0Q2r3NnbxEIvtz2tdeijUeSTglcJJsdfbRvsS8terVoUdQRSRIpgYtkuz/+EQ4+GL791oterV8fdUSSJErgItmufn0verXTTvD2216GVrKCErhILmjdGp55xisYjhjhG34k9pTARXJF//5eTwi8eufcudHGI3WmBC6SS664wjf3rFypoldZQAlcJJeYeY2U7t1h1iyv9KmiV7GlBC6Sa5o29U0+22zjzZH/+c+oI5JaUgIXyUV77gkjR/rrSy+FoqJo45FaUQIXyVWDB3t3q3XrfD58acW+LZLplMBFctldd0F+vrcsPPNMFb2KGSVwkVzWqBGMGQPNm8NLL8Ftt0UdkdSAErhIruvUCf71L399880wcWKk4Uj1KYGLCBx1lFcsLC72frMqehULSuAi4n7/ezj0UFiyBAYNUtGrGFACFxFXvz488QS0aweTJ8O110YdkWxBnRK4mV1pZnPMbLaZPWlmWycrMBGJQKtW/lCzQQNfoTJmTNQRyWbUOoGbWTvgMiA/hNADqA+cmqzARCQi++0Hw4f763PPhY8/jjYeqVJdp1AaANuYWQOgMfBV3UMSkchddpnPg//4I5x0Evz0U9QRSSVqncBDCIuA4cAXwNfA8hDCKxXPM7MCMysys6IlS5bUPlIRSR8zePBB2GUXmDPHd2yq6FXGqcsUSnPgOKAzsBOwrZkNrnheCGFkCCE/hJDfqlWr2kcqIunVpIk3fmjc2NeJP/BA1BFJBXWZQjkU+DyEsCSEsB4YB+yfnLBEJCPssUdZtcIrroD33os0HCmvLgn8C2BfM2tsZgYcAnyYnLBEJGOcfjpcdFFZ0avvv486IilRlznwQmAsMA2YVfJvjUxSXCKSSUaMgH32gS++UNGrDFKnVSghhN+FEHYNIfQIIZwZQlibrMBEJIM0auRNkVu0gP/+F269NeqIBO3EFJHq6tgRHn/cV6j87ncwYULUEeU8JXARqb4jjoDf/taXFJ5+Onz5ZdQR5TQlcBGpmZtvhoED4bvvfLPPunVRR5SzlMBFpGbq1/eplPbtYcoUuOaaqCPKWUrgIlJzLVt6oauttoJ77oGnn446opykBC4itbPvvvCXv/jr886Djz6KNp4cpAQuIrV3ySVw6qllRa9+/DHqiHKKEriI1J6Zb7XfbTf44AMoKFDRqzRSAheRutluOy96te228OST8Le/RR1RzlACF5G62203Lz8LcOWVUFgYbTw5QglcRJLj1FN9Tnz9ejjlFF8nLimlBC4iyfOXv0C/fr5Dc/Bg2Lgx6oiymhK4iCRPw4Ze9GqHHeB//4M//SnqiLKaEriIJFdeHjzxhK9Q+cMfPJFLSiiBi0jyDRzoFQtDgDPO8DriknRK4CKSGr/9LRx+uHfwUdGrlFACF5HUqFfPmyF36ODLCocOjTqirKMELiKp07IljB3rRa/uuw+eeirqiLJKnRK4mTUzs7Fm9pGZfWhm+yUrMBHJEvvsA3fd5a/PO8+33EtS1HUEfjfwcghhV2Av1JVeRCpz4YXeweenn7zo1cqVUUeUFWqdwM1se+Ag4CGAEMK6EMIPSYpLRLKJGYwcCbvv7mVnzz9fRa+SoC4j8M7AEuBhM5tuZg+a2bYVTzKzAjMrMrOiJUuW1OFyIhJr227rRa+2284bQNx3X9QRxV5dEngDoA/w9xBCb+An4PqKJ4UQRoYQ8kMI+a1atarD5UQk9nbdFR56yF8PHeot2aTW6pLAFwILQwilZcfG4gldRKRqgwbBZZeVFb3SO/Naq3UCDyF8A3xpZruUHDoE0ONlEdmyYcNgv/1g4ULfqamiV7VS11UolwKPm9lMoBfw5zpHJCLZr7ToVcuWMGEC/PGPUUcUS3VK4CGEGSXz2z1DCMeHEJYlKzARyXLt25cVvbrlFnj55agjih3txBSR6Bx2mFcsLC16tWBB1BHFihK4iETrppvgyCNh6VJ/qLl2bdQRxYYSuIhEq7ToVceO8N57cNVVUUcUG0rgIhK9Fi286FXDht7V/vHHo44oFpTARSQz5OfD3Xf764ICmDMn2nhiQAlcRDLHr3/tzZBXrVLRq2qIVwK/5JKyHnvLtGJRJOuYwQMPwB57wMcfw5AhKnq1GQ2iDqBamjXzv19/3f+U6t4d9t0X+vXzv/fc0wvHi0h8lRa92ntvGDMG+veHyy+POqqMZCGNv93y8/NDUVFRzb8wBG+KWljoxW8KC2HaNFizpvx5W2/t82j9+pUl9fbt/be6iMTL2LG+rLBBA3jjDdh//6gjioyZTQ0h5G9yPBYJvDLr1sHMmeWT+iefbHpe27Zlo/R+/TzBb7ddcmIQkdS68krv5tOunQ/aWreOOqJIZF8Cr8z338O775Yl9Xff3XSuvF496NGj/NTLrrv6cRHJLOvXw4ABMHkyHHKIP/+qXz/qqNIuNxJ4RcXFPiovLCxL6jNnwoYN5c9r2tTn2xJH6jn6m14k4yxaBL17e9nZ3/zG66bkmNxM4JVZtcrfiiVOvXz55abnde5cNkLv18+/gRo1Sn+8IgITJ8LAgT4oe/FFOOqoqCNKKyXwzfnqq/Kj9KIib76aqGFD6NWr/Ch95531gFQkXf78Z6+b0ry5D8I6dYo6orRRAq+JDRt8F1hiUv/ww03Xo7ZsWX6Uvs8+sP320cQsku2Ki+G442D8eOjbF956y1ee5QAl8LpavtwL7SQm9cpaQe22W/mk3qOHL4MSkbpbtgz69IH5833X5gMPRB1RWiiBJ1sI/k1UOo8+ZQpMn+7LGxM1bly2Nr00qbdrF0nIIllh6lRfE75uHTz6KJx5ZtQRpVzKEriZ1QeKgEUhhGM2d25WJfDKrF0L779fPql/9tmm57VvXz6h9+3riV5EqmfkSB+Bb7ON/6ztuWfUEaVUKhP4VUA+0DTnE3hlliwpm3Yp/bNiRflz6teHnj3LJ/Xu3bU2XaQqIcDZZ/sIvFs3X3jQtGnUUaVMShK4mbUHHgFuBa5SAq+G4mIv0lM6Si8s9LXpxcXlz2vWzB+KJib1HXaIJGSRjLRqlf9szJrllQvHjMnaVWGpSuBjgduAJsDVlSVwMysACgDy8vL6LlDPu0399JPP6yVOvXz11abnde1avs7LXnv58kaRXDV3rj9jWrkSRozwrfdZKOkJ3MyOAY4KIVxkZgOoIoEn0gi8BhYuLL/ZqKgIVq8uf06jRv5EPnGU3rFj1o5CRCo1bpyPwBs08Gql/ftHHVHSpSKB3wacCWwAtgaaAuNCCIOr+hol8DpYvx5mzy4/9fLRR5ue17p1+Tove+8NTZqkP16RdBo61EfgO+3kq8GyrBRGSpcRagQekWXLfG164tTL0qXlzzGD3Xcvn9R33z0nCwJJFlu/Hg4+2Df3HHwwvPJKVn2PK4HnghDg00/LT73MmOHf3Im2285H5onz6TvuGEnIIknz1Vdes+jbb+HGG+HWW6OOKGm0kSdXrVnjbykTk/r8+Zuel5dXfpTeu7evsRWJk9df97KzxcXwn//AMZsdU8aGEriUWby4fEJ/771Nm8c2aOCrXBKTeteuekAqme/22+GGG3wp7rRpXlk05pTApWobN3qxrsSkPnv2psW7WrTwtemJxbtatIgmZpGqFBfD8cf7CLxPH3j77dgXvVICl5pZudKXLiYm9W++2fS8xMbS/fr5jlI1lpaoLVvmJSo+/xzOP9+33seYErjUTWJj6dKkXlVj6b59yyf1Dh009SLpN3067Lef1ygaPRrOOivqiGpNCVySryaNpRM3G6mxtKTLgw/6CHzrrf37s2fPqCOqFSVwSY+aNJZOTOq77abiXZJ8IcC55/oIvGtXnxaMYdMVJXCJhhpLS9RWrfKplJkz4cQTYezY2E3pKYFL5khsLF2a1NVYWlJp3jx/NrNiBQwf7lvvY0QJXDJbdRpLb7WVJ/HEpK7G0lJdzz3nI/D69eG11+DAA6OOqNqUwCVeNmyADz4oX+dlc42lE4t3NWsWScgSA9deC8OG+YP1adNiU0JCCVziT42lpa42bPCt9pMmwYABMGFCLL43lMAl+1RsLF1Y6KMqNZaWzfn6a5+KW7wYrr8ebrst6oi2SAlcckN1G0u3a1e+zosaS+eWN97wkfjGjfD883DssVFHtFlK4JK7lizx9eiJI/XNNZYuTepqLJ3d7rwTrrvO14VPnQpdukQdUZWUwEVKVbex9PbblyX00j8tW0YTsyRfCHDCCT4C79ULJk/O2BLKSuAim1PdxtJdupSfelFj6Xj74Qd/PvLppzBkiG+9z0BK4CI1Vd3G0r17l0/qaiwdLzNm+E7NNWtg1Cg455yoI9pEKpoadwAeBdoAARgZQrh7c1+jBC6xVtpYOjGpV9VYOnHFy957e6kAyVyjRvkIfOut4Z13fEolg6QigbcF2oYQpplZE2AqcHwI4YOqvkYJXLJOxcbShYVe0CtRxcbS/frBHntkVdPdrDBkiCfyLl383VYGbQhL+RSKmT0P3BdCmFDVOUrgkvVq0lg6P798Um/bNpKQpcTq1bD//v7/6/jjYdy4jJkKS3VX+k7AJKBHCGFFVecpgUtOqklj6cSplz59MnZVRNb69FPfE7B8uS8zvOaaqCMCUpjAzWw74A3g1hDCuEo+XwAUAOTl5fVdsGBBna4nkhVKG0uXJvXqNJbu1w+6dcuYUWHWeuEFOO44n+J69VU46KCoI0pNAjezrYDxwP9CCCO2dL5G4CJVqKyx9Jw5m65NV2Pp9Lj+erjjDi92NW1a5NNbqXiIacAjwNIQwhXV+RolcJEaqElj6cSpFzWWrrsNG+Cww+D1130EPnFipEWvUpHADwDeBGYBpcOEG0MIL1X1NUrgInVQ08bSiUldjaVr7ptv/DnE11/7XPidd0YWijbyiGSjxMbSpUldjaWT58034ec/9ymu557z1SkRUAIXyRVqLJ1cw4f7CLxpUy+30LVr2kNQAhfJVSH4qDyxzktljaWbNPGHoolJXY2l/b/fSSf5CHyvvXynZpqXdyqBi0iZmjaWLk3qudpYevlyn3aaN89rpYwaldbLK4GLyOYlNpYuLPS16ZtrLF2a1HOlsfT77/v9rlnjVQuHDEnbpZXARaRm1Fh6U6NH+wi8USOfSundOy2XVQIXkbpbvtzXpicm9coaS++6a/kSu9nUWLqgAP75T3/nMXVqWn5ZKYGLSPLVpLF0377lk3pcG0uvWQP9+/t9HnusP9xM8eodJXARSY+KjaULC71IVEWJjaX79fMEv+226Y+3Nj7/3Df5/PAD3H6799ZMISVwEYlOdRtL77ln+VF6JjeWHj8efvELj2/iRBgwIGWXUgIXkcxR2lg6sc5LVY2lE4t3ZVpj6RtvhNtu8/Xy06fDTjul5DJK4CKS2WrSWDpxs1GvXtE1lt6wAQYOhNdegwMO8PKzKSgkpgQuIvFTm8bS/fpBp07pW5u+eLFf/+uvYehQ33qfZErgIhJ/mdpY+q23fA5840Z49lk48cSk/vNK4CKSnUobSycm9aoaSycm9WQ3lh4xwkfgTZv6O4Vu3ZL2TyuBi0huiKqxdAhwyik+At9zT79248Z1upVSSuAikrvS1Vh6xQr/pfDJJ3DWWfDww0mZi1cCFxFJVJPG0olJfUuNpWfN8vNWr4aRI+H88+scqhK4iMjmJDaWLk3qm2ssXZrUK2ss/dhj8Ktf+QqZyZN9JF8HqepKfwRwN1AfeDCEcPvmzlcCF5FYqWlj6dKk3rMnXHop/OMfvqRx2jRo3rzWYaSiqXF9YC5wGLAQeA84LYTwQVVfowQuIrEWgje+SNxsVFVj6T328I1JAMccA88/X+uyAFUl8LrUd9wHmBdC+KzkAk8BxwFVJnARkVgz8wedeXkwaJAfq6qxdGnyBnjxRe/m0717UsOpSwJvByT2YFoI9Kt4kpkVAAUAeXl5dbiciEgGatjQV57k58PFF/uxxMbShYW+3T/JyRvqlsCrJYQwEhgJPoWS6uuJiERuhx3gyCP9TwrVpU7jIqBDwsftS46JiEga1CWBvwd0M7POZtYQOBV4ITlhiYjIltR6CiWEsMHMLgH+hy8jHBVCmJO0yEREZLPqNAceQngJeClJsYiISA1kaK8iERHZEiVwEZGYUgIXEYkpJXARkZhKazVCM1sCLEjbBZOnJfBd1EGkUa7dL+iec0Vc77ljCKFVxYNpTeBxZWZFlRWSyVa5dr+ge84V2XbPmkIREYkpJXARkZhSAq+ekVEHkGa5dr+ge84VWXXPmgMXEYkpjcBFRGJKCVxEJKaUwBOY2Sgz+9bMZlc4fqmZfWRmc8zszqjiS4XK7tnMepnZFDObYWZFZrZPlDEmm5l1MLPXzOyDkv+nl5ccb2FmE8zsk5K/a9+FNsNs5p6HlXxvzzSz58ysWcShJk1V95zw+aFmFsysZVQx1lkIQX9K/gAHAX2A2QnHfg78H9Co5OPWUceZhnt+BTiy5PVRwOtRx5nke24L9Cl53QRvzr07cCdwfcnx64E7oo41Dfc8EGhQcvyOXLjnko874KWwFwAto461tn80Ak8QQpgELK1w+ELg9hDC2pJzvk17YClUxT0HoGnJ6+2Br9IaVIqFEL4OIUwreb0S+BDv8Xoc8EjJaY8Ax0cSYApUdc8hhFdCCBtKTpuCd9bKCpv5/wzwV+Ba/Hs9tpTAt6w7cKCZFZrZG2a2d9QBpcEVwDAz+xIYDtwQbTipY2adgN5AIdAmhPB1yae+AdpEFVcqVbjnROcC/017QGmQeM9mdhywKITwfrRR1Z0S+JY1AFoA+wLXAM+YmUUbUspdCFwZQugAXAk8FHE8KWFm2wHPAleEEFYkfi74++xYj84qU9U9m9lNwAbg8ahiS5XEe8bv8Ubg5ihjShYl8C1bCIwL7l2gGC+Ik83OAsaVvB4DZNVDTAAz2wr/oX48hFB6r4vNrG3J59sCWTVdVsU9Y2ZnA8cAZ5T84soaldxzF6Az8L6ZzcenjKaZ2Y7RRVl7SuBb9m/8QSZm1h1oSDyrmdXEV8DPSl4fDHwSYSxJV/IO6iHgwxDCiIRPvYD/8qLk7+fTHVuqVHXPZnYEPhd8bAhhVVTxpUJl9xxCmBVCaB1C6BRC6IQP0PqEEL6JMNRa007MBGb2JDAAH2EvBn4HPAaMAnoB64CrQwivRhRi0lVxzx8Dd+PTR2uAi0IIU6OKMdnM7ADgTWAW/o4K/G11IfAMkIevThgUQqj4gDeWNnPP9wCNgO9Ljk0JIVyQ/giTr6p7Dt7Lt/Sc+UB+CCGWgzIlcBGRmNIUiohITCmBi4jElBK4iEhMKYGLiMSUEriISEwpgYuIxJQSuIhITP0/7vt4+e/5mlkAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "polygon = ps.utils._constraints.Polygon([(20,15),(25,0),(15,5),(15,10)],data = X_train) #Plotting the constrained circle \n", - "polygon.draw_constraint() ###Plotting just the constraint" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "polygon.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data!" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[594, 340, 343, 400, 469, 150, 274, 152, 465, 402, 597, 723, 722, 275, 852, 151, 342, 216, 212, 404, 788, 658, 88, 338, 592, 657, 406, 656, 336, 724, 403, 789, 916, 468, 721, 401, 786, 214, 660, 464, 339, 467, 532, 661, 595, 787, 215, 529, 466, 277, 530, 213, 659, 337, 851, 276, 534, 596, 405, 528, 279, 533, 725, 341, 470, 598, 531, 407, 278, 593]\n" - ] - } - ], - "source": [ - "const_idx_polygon, rank_polygon = polygon.get_constraint_indices(all_sensors=all_sensors_unconst, info = X_train)\n", - "print(const_idx_polygon)" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sen_polygon = 4\n", - "\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_polygon = ps.optimizers.GQR()\n", - "opt_polygon_kws={'idx_constrained':const_idx_polygon,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sen_polygon,\n", - " 'all_sensors':all_sensors_unconst,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_polygon = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [4032 594 384 878 446 2772 4041 340 724 468]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_polygon = ps.SSPOR(basis = basis_polygon, optimizer = optimizer_polygon, n_sensors = n_sensors)\n", - "model_polygon.fit(X_train,**opt_polygon_kws)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_polygon = model_polygon.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xTopConstPolygon = np.mod(top_sensors_polygon,np.sqrt(n_features))\n", - "yTopConstPolygon = np.floor(top_sensors_polygon/np.sqrt(n_features))\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_polygon))" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
04032.00.063.0
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2384.00.06.0
3878.046.013.0
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" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 4032.0 0.0 63.0\n", - "1 594.0 18.0 9.0\n", - "2 384.0 0.0 6.0\n", - "3 878.0 46.0 13.0\n", - "4 446.0 62.0 6.0\n", - "5 2772.0 20.0 43.0\n", - "6 4041.0 9.0 63.0\n", - "7 340.0 20.0 5.0\n", - "8 724.0 20.0 11.0\n", - "9 468.0 20.0 7.0" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_sens_polygon = polygon.sensors_dataframe(sensors = top_sensors_polygon)\n", - "data_sens_polygon" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "polygon.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data!\n", - "polygon.annotate_sensors(sensors = top_sensors_polygon, all_sensors = all_sensors_unconst)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Non convex polygon" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "polygon2 = ps.utils._constraints.Polygon([(20,15),(25,0),(15,5),(20,7)],data = X_train) #Plotting the constrained circle " - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "polygon2.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data!" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[340, 343, 469, 150, 274, 152, 402, 597, 275, 151, 342, 216, 212, 404, 88, 338, 406, 336, 403, 789, 214, 339, 661, 215, 277, 213, 337, 276, 534, 405, 279, 533, 725, 341, 470, 598, 407, 278]\n" - ] - } - ], - "source": [ - "const_idx_polygon2, rank_polygon2 = polygon2.get_constraint_indices(all_sensors=all_sensors_unconst, info = X_train)\n", - "print(const_idx_polygon2)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37]\n" - ] - } - ], - "source": [ - "print(rank_polygon2)" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sen_polygon = 6\n", - "\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_polygon2 = ps.optimizers.GQR()\n", - "opt_polygon_kws2={'idx_constrained':const_idx_polygon2,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sen_polygon,\n", - " 'all_sensors':all_sensors_unconst,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_polygon = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [4032 594 384 878 402 88 725 598 789 212]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_polygon2 = ps.SSPOR(basis = basis_polygon, optimizer = optimizer_polygon2, n_sensors = n_sensors)\n", - "model_polygon2.fit(X_train,**opt_polygon_kws2)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_polygon2 = model_polygon2.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xTopConstPolygon2 = np.mod(top_sensors_polygon2,np.sqrt(n_features))\n", - "yTopConstPolygon2 = np.floor(top_sensors_polygon2/np.sqrt(n_features))\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_polygon2))" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
04032.00.063.0
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" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 4032.0 0.0 63.0\n", - "1 594.0 18.0 9.0\n", - "2 384.0 0.0 6.0\n", - "3 878.0 46.0 13.0\n", - "4 402.0 18.0 6.0\n", - "5 88.0 24.0 1.0\n", - "6 725.0 21.0 11.0\n", - "7 598.0 22.0 9.0\n", - "8 789.0 21.0 12.0\n", - "9 212.0 20.0 3.0" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_sens_polygon2 = polygon2.sensors_dataframe(sensors = top_sensors_polygon2)\n", - "data_sens_polygon2" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "polygon2.plot_constraint_on_data(plot_type='image') ## Plotting the constraint on the data!\n", - "polygon2.annotate_sensors(sensors = top_sensors_polygon2, all_sensors = all_sensors_unconst)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## User defined constraints" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "user_const = 'helper_scripts/userExplicitConstraint1.py'\n", - "user_const_instance = ps.utils._constraints.UserDefinedConstraints(all_sensors_unconst,data = X_train, file = user_const)\n", - "idx, rank = user_const_instance.constraint()\n", - "user_const_instance.draw_constraint() ## plot the user defined constraint just by itself" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sensors = 4\n", - "\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_user = ps.optimizers.GQR()\n", - "opt_user_kws={'idx_constrained':idx,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sensors,\n", - " 'all_sensors':all_sensors_unconst,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_user = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [4032 594 384 878 446 2772 4041 340 660 144]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_user = ps.SSPOR(basis = basis_user, optimizer = optimizer_user, n_sensors = n_sensors)\n", - "model_user.fit(X_train,**opt_user_kws)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_user = model_user.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xTopConstUser = np.mod(top_sensors_user,np.sqrt(n_features))\n", - "yTopConstUser = np.floor(top_sensors_user/np.sqrt(n_features))\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_exact))" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
04032.00.063.0
1594.018.09.0
2384.00.06.0
3878.046.013.0
4446.062.06.0
52772.020.043.0
62587.027.040.0
72466.034.038.0
82395.027.037.0
92658.034.041.0
\n", - "
" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 4032.0 0.0 63.0\n", - "1 594.0 18.0 9.0\n", - "2 384.0 0.0 6.0\n", - "3 878.0 46.0 13.0\n", - "4 446.0 62.0 6.0\n", - "5 2772.0 20.0 43.0\n", - "6 2587.0 27.0 40.0\n", - "7 2466.0 34.0 38.0\n", - "8 2395.0 27.0 37.0\n", - "9 2658.0 34.0 41.0" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_sens_user = user_const_instance.sensors_dataframe(sensors = top_sensors_user)\n", - "data_sens_user" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "## Verifying whther user-defined constraints work\n", - "\n", - "user_const_instance.plot_constraint_on_data(plot_type='image') \n", - "user_const_instance.plot_selected_sensors(sensors = top_sensors_user, all_sensors = all_sensors_unconst)\n", - "user_const_instance.annotate_sensors(sensors = top_sensors_user, all_sensors = all_sensors_unconst)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Now let us consider an example where the user inputs the equation that they are considering as a constraint in a string of the form $(x-30)^2 + (y-40)^2 < 25$" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "user_const_stg = '(x-30)**2 + (y-40)**2 > 5**2'\n", - "user_const_stg_instance = ps.utils._constraints.UserDefinedConstraints(all_sensors_unconst,data = X_train, equation = user_const_stg)\n", - "idx_stg, rank_stg = user_const_stg_instance.constraint()\n", - "user_const_stg_instance.draw_constraint() ## plot the user defined constraint just by itself" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sensors = 0\n", - "\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_user_stg = ps.optimizers.GQR()\n", - "opt_user_kws_stg={'idx_constrained':idx_stg,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sensors,\n", - " 'all_sensors':all_sensors_unconst,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_user_stg = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [2270 2650 2466 2394 2846 2658 2331 2589 2785 2398]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_user_stg = ps.SSPOR(basis = basis_user_stg, optimizer = optimizer_user_stg, n_sensors = n_sensors)\n", - "model_user_stg.fit(X_train,**opt_user_kws_stg)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_user_stg = model_user_stg.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xTopConstUser_stg = np.mod(top_sensors_user_stg,np.sqrt(n_features))\n", - "yTopConstUser_stg = np.floor(top_sensors_user_stg/np.sqrt(n_features))\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_user_stg))" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
02270.030.035.0
12650.026.041.0
22466.034.038.0
32394.026.037.0
42846.030.044.0
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" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 2270.0 30.0 35.0\n", - "1 2650.0 26.0 41.0\n", - "2 2466.0 34.0 38.0\n", - "3 2394.0 26.0 37.0\n", - "4 2846.0 30.0 44.0\n", - "5 2658.0 34.0 41.0\n", - "6 2331.0 27.0 36.0\n", - "7 2589.0 29.0 40.0\n", - "8 2785.0 33.0 43.0\n", - "9 2398.0 30.0 37.0" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_sens_user_stg = user_const_stg_instance.sensors_dataframe(sensors = top_sensors_user_stg)\n", - "data_sens_user_stg" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "## Verifying whther user-defined constraints work\n", - "\n", - "user_const_stg_instance.plot_constraint_on_data(plot_type='image') \n", - "user_const_stg_instance.plot_selected_sensors(sensors = top_sensors_user_stg, all_sensors = all_sensors_unconst)\n", - "user_const_stg_instance.annotate_sensors(sensors = top_sensors_user_stg, all_sensors= all_sensors_unconst)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "venv", - "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": "3.12.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/index.rst b/examples/index.rst index 5d76ee3..ac2018e 100644 --- a/examples/index.rst +++ b/examples/index.rst @@ -13,7 +13,7 @@ PySensors Examples sea_surface_temperature reconstruction_comparison two_point_greedy - vandermonde - spatially_constrained_qr - functional_constraints_class - simulation_constrained_sensing + polynomial_curve_fitting + spatial_constrained_qr + Olivetti_constrained_sensing + OPTI-TWIST_constrained_sensing diff --git a/examples/vandermonde.ipynb b/examples/polynomial_curve_fitting.ipynb similarity index 100% rename from examples/vandermonde.ipynb rename to examples/polynomial_curve_fitting.ipynb diff --git a/examples/simulation_constrained_sensing.ipynb b/examples/simulation_constrained_sensing.ipynb deleted file mode 100644 index f166a64..0000000 --- a/examples/simulation_constrained_sensing.ipynb +++ /dev/null @@ -1,1822 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Constrained Sensing for Simulation of a Fuel Rod \n", - "This notebook explores the `PySensors` General QR `GQR` optimizer and the `constraints` class within `utils` for spatially-constrained sparse sensor placement (for reconstruction) of the temperature field within an electrically heated fuel rod prototype.\n", - "\n", - "The General QR algorithm was devised specifically to solve such problems. The `PySensors` object implementing this method is named `GQR` and in this notebook we'll demonstrate its use on a temperature field reconstruction problem.\n", - "\n", - "In this notebook we particularly showcase the functionalities offered by the constraints class.For example if the user provides the center and radius of a circular constrained region, the constraints in utils compute the constrained sensor indices. Direct constraint plotting capabilities have also been developed.\n", - "\n", - "The constrained shapes currently implemented are:\n", - "\n", - "Circle\n", - "\n", - "Cylinder\n", - "\n", - "Line\n", - "\n", - "Parabola\n", - "\n", - "Ellipse\n", - "\n", - "Polygon\n", - "\n", - "UserDefinedConstraints\n", - "\n", - "This type of constraint has the ability to take in either a function from the user or a\n", - ".py file which contains a functional definition of the constrained region.\n", - "\n", - "See the following reference for more information ([link1](https://ieeexplore.ieee.org/abstract/document/10453459), [link2](https://www.mdpi.com/1996-1073/17/13/3355))\n", - "\n", - "Karnik N, Abdo MG, Estrada-Perez CE, Yoo JS, Cogliati JJ, Skifton RS, Calderoni P, Brunton SL, Manohar K. Constrained optimization of sensor placement for nuclear digital twins. IEEE Sensors Journal. 2024 Feb 28.\n", - "\n", - "Karnik N, Wang C, Bhowmik PK, Cogliati JJ, Balderrama Prieto SA, Xing C, Klishin AA, Skifton R, Moussaoui M, Folsom CP, Palmer JJ, Sabharwall P, Manohar K, Abdo MG., Leveraging Optimal Sparse Sensor Placement to Aggregate a Network of Digital Twins for Nuclear Subsystems. Energies (19961073). 2024 Jul 1;17(13).\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from time import time\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from sklearn import datasets\n", - "import warnings\n", - "warnings.filterwarnings('ignore')\n", - "import pysensors as ps\n", - "from mpl_toolkits.axes_grid1 import make_axes_locatable" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from IPython.display import HTML\n", - "HTML(\"\"\"\n", - "\n", - "\"\"\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Load data for electrically heated fueld rod prototype:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Temperature (K)Velocity[i] (m/s)Velocity[j] (m/s)X (m)Y (m)Z (m)
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.....................
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40510 rows × 6 columns

\n", - "
" - ], - "text/plain": [ - " Temperature (K) Velocity[i] (m/s) Velocity[j] (m/s) \\\n", - "0 526.648511 1.79769313486232e+308 1.79769313486232e+308 \n", - "1 526.645400 1.79769313486232e+308 1.79769313486232e+308 \n", - "2 526.669124 1.79769313486232e+308 1.79769313486232e+308 \n", - "3 526.738401 1.79769313486232e+308 1.79769313486232e+308 \n", - "4 526.668918 1.79769313486232e+308 1.79769313486232e+308 \n", - "... ... ... ... \n", - "40505 420.000000 1.79769313486232e+308 1.79769313486232e+308 \n", - "40506 420.000000 1.79769313486232e+308 1.79769313486232e+308 \n", - "40507 420.000000 1.79769313486232e+308 1.79769313486232e+308 \n", - "40508 420.000000 1.79769313486232e+308 1.79769313486232e+308 \n", - "40509 420.000000 1.79769313486232e+308 1.79769313486232e+308 \n", - "\n", - " X (m) Y (m) Z (m) \n", - "0 0.002953 -0.017654 0 \n", - "1 0.002982 -0.017977 0 \n", - "2 0.002863 -0.017775 0 \n", - "3 0.002503 -0.017575 0 \n", - "4 0.002881 -0.018116 0 \n", - "... ... ... ... \n", - "40505 0.044450 -0.237005 0 \n", - "40506 0.044450 -0.239735 0 \n", - "40507 0.044450 -0.242478 0 \n", - "40508 0.044450 -0.245220 0 \n", - "40509 0.044450 -0.247962 0 \n", - "\n", - "[40510 rows x 6 columns]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import pandas as pd\n", - "df = pd.read_csv('data/simulation_example_data/650_420.csv')\n", - "df" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Temperature profile:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "X,Y = df['X (m)'], df['Y (m)']\n", - "fig = plt.figure(figsize=(5,8))\n", - "plt.scatter(X*100,Y*100, s=10, c=df['Temperature (K)'],cmap=plt.cm.coolwarm)\n", - "plt.xlabel('X (cm)')\n", - "plt.tick_params(axis='x', labelrotation = 90)\n", - "plt.ylabel('Y (cm)')\n", - "cbar = plt.colorbar()\n", - "cbar.set_label('Temperature ($^{\\circ}K$)')\n", - "axes=plt.gca()\n", - "axes.set_aspect(0.7)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Data preprocessing, Wrangling, Cleansing and Scraping" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "48\n" - ] - } - ], - "source": [ - "Responses = ['Temperature (K)','Velocity[i] (m/s)','Velocity[j] (m/s)']\n", - "RoI = Responses[0]\n", - "filename = \"data/simulation_example_data/\"\n", - "data = np.zeros((40510,49))\n", - "counter = -1\n", - "for j,i in enumerate(np.arange(350,700,50)):\n", - " for l,k in enumerate(np.arange(240,450,30)):\n", - " df = pd.read_csv(filename + str(i) + '_' + str(k) + '.csv')\n", - " counter += 1\n", - " if i == 650 and k == 420:\n", - " print(counter)\n", - " for n in range(3): \n", - " df[Responses[n]].replace(to_replace='1.79769313486232e+308', value=0.0, inplace=True)\n", - " data[:,counter] = df[RoI]" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(49, 40510)\n" - ] - }, - { - "data": { - "text/html": [ - "
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1526.6454000.00.00.002982-0.0179770
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4526.6689180.00.00.002881-0.0181160
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40510 rows × 6 columns

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" - ], - "text/plain": [ - " Temperature (K) Velocity[i] (m/s) Velocity[j] (m/s) X (m) \\\n", - "0 526.648511 0.0 0.0 0.002953 \n", - "1 526.645400 0.0 0.0 0.002982 \n", - "2 526.669124 0.0 0.0 0.002863 \n", - "3 526.738401 0.0 0.0 0.002503 \n", - "4 526.668918 0.0 0.0 0.002881 \n", - "... ... ... ... ... \n", - "40505 420.000000 0.0 0.0 0.044450 \n", - "40506 420.000000 0.0 0.0 0.044450 \n", - "40507 420.000000 0.0 0.0 0.044450 \n", - "40508 420.000000 0.0 0.0 0.044450 \n", - "40509 420.000000 0.0 0.0 0.044450 \n", - "\n", - " Y (m) Z (m) \n", - "0 -0.017654 0 \n", - "1 -0.017977 0 \n", - "2 -0.017775 0 \n", - "3 -0.017575 0 \n", - "4 -0.018116 0 \n", - "... ... ... \n", - "40505 -0.237005 0 \n", - "40506 -0.239735 0 \n", - "40507 -0.242478 0 \n", - "40508 -0.245220 0 \n", - "40509 -0.247962 0 \n", - "\n", - "[40510 rows x 6 columns]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data = data.T\n", - "print(np.shape(data))\n", - "df" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Find all sensor locations using built in QR optimizer" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "n_sensors = 8\n", - "n_modes = 8\n", - "basis = ps.basis.SVD(n_basis_modes=n_modes)\n", - "optimizer = ps.optimizers.QR()\n", - "model = ps.SSPOR(basis=basis, optimizer=optimizer, n_sensors=n_sensors)\n", - "model.fit(data)\n", - "all_sensors = model.get_all_sensors()\n", - "sensors = model.get_selected_sensors()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Sensor locations on the grid:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "yUnconstrained = df['Y (m)'][sensors]\n", - "xUnconstrained = df['X (m)'][sensors]\n", - "\n", - "X,Y = df['X (m)'], df['Y (m)']\n", - "fig = plt.figure(figsize=(5,8))\n", - "plt.scatter(X*100,Y*100, s=10, c=df['Temperature (K)'],cmap=plt.cm.coolwarm)\n", - "plt.xlabel('X (cm)')\n", - "plt.tick_params(axis='x', labelrotation = 90)\n", - "plt.ylabel('Y (cm)')\n", - "cbar = plt.colorbar()\n", - "cbar.set_label('Temperature ($^{\\circ}K$)')\n", - "plt.plot(xUnconstrained*100,yUnconstrained*100,'*k')\n", - "axes=plt.gca()\n", - "axes.set_aspect(0.7)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "xUnc, yUnc = ps.utils._constraints.get_coordinates_from_indices(sensors,df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Functional constraints:\n", - "\n", - "Suppose the user wants to constrain a circular area centered at $x = 0.025$ m, $y = 0$ m with a radius ($r = 0.02$ m).\n", - "The user can do see by initiating an instance of the class Circle which has functionalities such as :\n", - "- Plotting\n", - "- Plotting all possible sensor locations\n", - "- Plotting the constraint on data\n", - "- Obtaining indices of sensors within/outside the constrained circle\n", - "- A dataframe of sensor indices along with their coordinate locations on the grid\n", - "- Plotting the sensors on the grid\n", - "- Annotating with the sensor number\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "circle = ps.utils._constraints.Circle(center_x = 0.025, center_y = 0, radius = 0.02, loc = 'in', data = df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)') #Plotting the constrained circle \n", - "circle.draw_constraint() ###Plotting just the constraint" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "circle.plot_grid(all_sensors=all_sensors)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Obtaining constrained indices :" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "const_idx, rank = circle.get_constraint_indices(all_sensors = all_sensors, info=df) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Using these constrained indices with pysensors GQR optimizer:" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sensors = 1\n", - "\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_circle = ps.optimizers.GQR()\n", - "opt_exact_kws={'idx_constrained':const_idx,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sensors,\n", - " 'all_sensors':all_sensors,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_exact = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### List of selected sensors " - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [15658 18378 29993 16573 31414 40090 21456 37537]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_exact = ps.SSPOR(basis = basis_exact, optimizer = optimizer_circle, n_sensors = n_sensors)\n", - "model_exact.fit(data,**opt_exact_kws)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_exact = model_exact.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xCircle, yCircle = ps.utils._constraints.get_coordinates_from_indices(top_sensors_exact,df,Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' )\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_exact))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### List of indices of sensors selected along with their coordinate locations on the grid" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
015658.00.0082000.136713
118378.00.0069770.063449
229993.00.011413-0.051947
316573.00.0076760.124104
431414.00.006206-0.079055
540090.00.019092-0.241529
621456.00.0048990.187096
737537.00.005085-0.001238
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" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 15658.0 0.008200 0.136713\n", - "1 18378.0 0.006977 0.063449\n", - "2 29993.0 0.011413 -0.051947\n", - "3 16573.0 0.007676 0.124104\n", - "4 31414.0 0.006206 -0.079055\n", - "5 40090.0 0.019092 -0.241529\n", - "6 21456.0 0.004899 0.187096\n", - "7 37537.0 0.005085 -0.001238" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_sens_circle = circle.sensors_dataframe(sensors = top_sensors_exact)\n", - "data_sens_circle" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Plotting and annotating (Numbered list of) the sensors" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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BRRY5uDdGLh/gd/54mmLJQBAEhgd9DA142wwQQRAIBRyEAg78PoUd28Jcv53H71M5diBOLt/E55PxuGQ+P5th26ZA637Y1/DhkzLZgsavfrOXoE8hk2tSaxioisiW9QF6OpxMTFfp7fYQDDy99kvweSAWcbJvl5eOhJPrt/OUShqhoMre3RHWjXm5cbeIx22XSOqNCmMjPvw+hXjMyY4tEQQBHA6J/+BXBhAASbLP7fFEmQcPi/h8KrGIyraNAUJBlY3rApw+nyKVabBjS5h/8HfGEAShfXwej4xS0Onv8jA67OPW3TzVqkE2r3HsUALLhA+PLzA1V+PYoRjbNoTa1zIRc9JoGnx8MklH1MnG9QEUWcTjkpmcydPQnAwNCCiK0PosiXVdXm7cLrJlg58NawIoikA2r9GoGyiKHeBlUUCVxfZ9+2liNeB/CfC5JcrlZVsDS8DlsqjWLJwO8Hpk6nUTwxSQEEmlGwR9Cls3hblxO49pQKNp0mhaLN5rUGuYDPZ56Olycu1OnkjITcCvMjNX48GTMo+nqiiyyGCfm6++0UksovL9D+cpV3QO7IoQCSr4vRKfnU6xbWOAP/zBHBvW+Dh6MMGxgwkcisDWTSE+/nyRqzfybFzn58i+KLGoq30KjyfL/PZ3pnntQJQ1Iz6+/k4na4Z9+L0KbqfE//SvHmGZsG7MRyziwOGQ6O9xv/Qa6bpFrtAkk1XbDxfY16a3y8mFaznuPCixf3cUn3dlJqQoYvvhAbAsiydTFdxOkUTMx9iID1URsSwLoUWXi8ed1Gomcws14jEnciuQLH8fn1fm6IH403OeqHDrXpGBPjdrRvxEw2r7Z7IkcmhPlFMXMjgdEoP9Lm7fLzLc72nT88Ihla+83tle8Lo6nl7PJZimxdUbBZxOkb07I8zN19B1k7ERHwCGYfHpqRRer8zBV6P86jd7KZTsfothWGTzTUJBtX0+S4hHbfZHd6er/bNqzeD0hSw7t4WQZNqLzxJEUaBeM8nlNboSLo4ciFMqaXjccvv4X3QOS7hys8CFq1n8foloWOUXv9aDadqlvTMX0hRKOls3BnllUxBJtEtN6rLr711W4lh+PpWqzh+/N4sAfP3tLiJhlVDQvhenz2e496jM3/q1AdaO+gFWBFJVkZAkAVG00HWTSs1g8wY/saiTz8+m2bE5xLaNQQwDzl7MMdDjY2DZOUmiwO5XwjgdIj/6eIHOuNNeTLeG8HmfHm+hpDM7X6NY0tm7K0Ik7ODD40n6e92MDnmJxxzoRisVFCwsC7u++1PG6uDVl4D55Mo6kGla1Gp2A3ew10uppKPpJpZpYVoGlmWycZ2fhcU6C8kGWtOir8uN0yHhcgmUyhp7d0XQTYFy2eDK9TyyJGBZsHldkDcOJRCAmfk6PV1Obt0vspiqEwnbuwcsOH46w1C/i4E+D0cPxInHHHx+Nk2tbnDuSo7p2TKRsMpAn9tmvSgrc4NQQKUj4aDe0Pngs0WcqoTfZ2dRl2/kEBAYG/ZiGnYANk2TdLaBpr14j+T3KQwPePD5JI6fTlEsaczM1ZBlO9POFzRkWUDX/3SSgWVBMtOgp8vNV44l2jX3D44vcu9RCVURef1ggpFBDyfOpJiZrbZKKjWqVf2l7xuLOBge8LBpXYBtm4LtQFKtGbz/6QK37xc5si/G20c7EASBm3cL5IvaivdYTNW5eddu8r0IoihwcE+UV7dHcLskIhEHtZrZ/t7ceVAkHFQY7vcgigL9vR42rw8iyyLJdIMffbLAjTt5XkbGWB44uxJOdm0LgWVRLOmYy25NLt/E55HZuS2Iy2mHiQcPS1y5kae57B5mck0ajRfXOcMhhYN7ouSLOp+eShHwKURCKpIkMNDrwe+V6YzZC9HHnyeZmK7yeKLMnQdFTNN66TVSFZGeLje7toeZS9Y5dynL44kKDx6VCIVUervdDPZ7uXWvwB/9cJZq7enxCYIdWQVJolo3cDolNq4N4HQIzM3XSOeabNkYIhZRcTok6nWN3/njaTJZm7UjyyJH9sUZHfQhCuB2i0iSXc4MBZ4mAPceFElnmgiCxdiQj1BAodk0uPegSKWsMzLgRRRb4dcCBAHhSyDQrGb4XyIUGTQdGs2lZq2TWFTl7kNwqCDJkIg56OnyMJ+scfd+CafDphm+siXIhas5ilNNJFnk5t08HpfMurVejp/KMDNb5du/0MtQv5fFdJ1EzMEnJ5O4VJGf/7kuu4npU0hlmswnmyym68zM1dm7U2bH1iC37xexTDvzGRn08MmpFIIg8I23u9B0C79P5vGTMm63hM+rcO5yBp9H5v6jComYg/6+p9m72ymz65UwG9f6KZZ0JqaqXLyap1LT2bYxyJpWtrocuYLGW6918OBxmXSmQSbX5PyVLBvWBlg34mVs2Es8rOLxyO1M/WUYn6xQqxmUyhqlioHHoyAIoMoiS2VSy7LLLOFWWatU1jl5Ls36UR+bNwRf+L7hkIqs2IuOuqyC4XSICAJMzVZ5dUfEpo82TMaGvcQi6or3mJuvMzNfY3TQiyStzKgbDYNcQSMRc7TP78i+pzsMTTN5Mlmhs8Muqy2hWNa4fqtgX6Oogzv3Swz1eV9YZlkOt1vG4RBpNEwO7Y3i9z0NB+NTVSamKrz1WqKd0UdaOxpJFKjVDT7+PMn8Qo3tW0Js3/I8u2RsyMfYkI/p2SpNzaRSNbhzv0Ai5mT71jBer8LF63mO+BSCAQW3W2ZyqkqlppPNNcjmNd5+rWPFrgvsXdgv/lw3ggB/8qM5qjWdO/eLiJLAm4fjPHhcZmK6yu37ZcYnyhw9aOBu7V7shdAEC/xehTcO2+d3/HSK2YU6qmp/1r7dMbZsCPBH783xaLzMzq3BFRz5aMTB3/vbo8+ds25YfHh8gVMXM/T1uPnVb/bjckqMT5RZTNXxehWSmSZvHkm0d3oWgh0QvoQMfzXg/4SQJP5ctERRsIP9EhQZZhaaVGsmomgv8n6PgmEJmA2DqzeqRIIqY6NurlzP8+HxFKWSRiSk0NPp4sbtApGQSlMzGOl3Mzjg5tyVPDNzNS5cy3PsYIxHT+zg4HBIlMsmDx7mQBBIxBzs2xFB0+3Sx/nLWWp1g2BAYaDHxc6tIc5dyRPwSaQzTW7cLdARd1Io6cQjDrZuDGCZAoP9HgzDYs/OKH6vwsPxEppusmGtH1EU+PjzJM2mSTymkis06Uw4XlgC0DSTU+czNJo6qiIxNuIlX2yyf3eUSEhFlkW2bQyRyzf48acLrB32tUscL0K1apDPN8kWNJtKh50VHtwTxTDth/7StTxOh8jrhxPU6wbJfJ19OyNEQupL31c3LH708QKCAN/6ak87KIuiwJG9MYoVA7VVv52erTI+UWF00IfPa+8wDMNiy8YA68Z87TLPcjyaqHDzboE3jyQIBVRKZZ3HE+X2AulwSBw7lGh/xhKaDZN0psnIIOzfFeXJZJnZ+Sper/+50o6um5gtRhHAnXv2PevqcHL1Zp43DydwOCQ2rvUz1O9uB3uA/l43saiDpcRUEqG/z8P4ZIWgX2F40Es626BQ0hnqc7evz9LiNL9Y58F4mVv3iuzaHmHdqI+OmAOfR6a320V3h5OuhBPLtLh0LcuDRyXWjnqpVEzcbok1w0/vuSzbBzHQ6+ba7QJzizXWjnpxOSUKRY1UtsHW9T4qVY0r1/McPbi0cIoIgogo2ruUpaxcluwFN5WuAxAJqXg9MqYJTqe4YjFcwvISThuWxY3bBZqayS98tbe96603DBZTDToTTl7ZFFgxXSsClmlhWas1/L9ysP4cXdtIEAqllQyfeExGN2B8qokkwraNQcYnS9y8UyYRkejudLBtU5DjZzKYhsVCskZXwsHcQgNVlnj9UJzJmSp37pfZsM7P1EyFckVHVYIIIiwka4wNeymXDT4+kSIUkLl+q4GmW6wd9XFkX5xb9/KUKxper0y1pnP3QYn7j8usGwvw2v4Ymmby+9+d4uqtPJGAg1/7xT4SMScup8S7r3dQqxt0xJ24HCJ/9IMZ7j0uEfSpDPbZD97IoJdsrsHUbBVBsHA45Bc+JIoisnm9n0vXcmxZHyCZbjAzX2PtiB+XU6JeN/jBB7PoGvR0O/G94OFbjk3r/XR1Obn/sEQ4ZGdlhmHxB9+fwbIsfulrvRx4NYrYirmzCzU++TzFO6934Ha//L1lScDjkkhlG9TqZjtrbDQMfF6FWNTZfu26UR+93e72+Z6/nKVY0nj7aAeGaTdEB/s8KwLyQK8br0dqN5/zhSYPHpfoTNjXHMChiuSLGqGA0g4a0YiDd9/oaAdxQRK5+7BIV4eLfFEjHnW0A/fZS1kqFZ03Whnmvt0RLMsu4ZgGIAhUqjoet4xDXbn4LSQbnDqf5sCrUTriTt56LcHMXJ17D4soisj0bJXPTqdwO2W6E84Vi5ppWnTEHXz9nW6SqQaxqIrLKeGIO/nhR/NMTFf51td66Gj1bjweBbdbotG0mJ6tEou+eAJ1x9YwXR0u/uXvTFCtG+zeFmH/q1EsC/7X337C/EKN3a+El/2GXTI1zZW7BlUVUBSRZOrpwJUiC8SiDianK2SyTRKxl/crliDLNotuPlmnWm0C9nGLkojTKVIoai+QUrAzfEH481BCfjKs1vB/Qph/jjJbJKy2dwU+z9K/OdBbdM2Naz309nhYTBlYFmxYE2AxpXP/cYWxYS+DAzat0bIETNMildMYGvCQiDvp7nTQ1+0imWpiAuNTNSRB4NSFLD6vwuuHY0QiChYQjzvxeiQqFR2XS+L+ozLvfbyIIgs8nqzw6o4w3/paN06nRCpd5+T5NFNzNQZ7PfgDMpYFV2/lmVuoIYoCHrfM2LCP6bka56/m2LjWz5uvxRGAiakKs/NV+nrcuJwSoihSLGosJOsvvEbxqJNwUEU3TB5NlAgGlHaQyxc1KlWTgX4XqiqRL768zg52ky4acjAy6OXyjRzVmkG9YVCrGe2mXTCgoGkW+cJSE9KiXNa+8H0Bjh1K8LW3utvBvljS+L3vzvBZa2R+CQ6H1N4tlCs6vV0uxoZshtHMXJUr13OUSis/z+OW6e/xtJkowYDCG0cS7YYrwEKyzgefLTKfrGNZdjDMFZormp1rh70cO5jAsuyFZmrmqSxAZ8JJd5cLQYBcoYkkCnZjvNvN9q0hxifK/PizRYoljWJZ49a9Io2mHYh8XpmhPk+7mVoo6Zy5lKGz001fj5tMvolhWAwPuVcEe00z+ejzJDfvFPF5ZOJRFaWVoZumhYW92F24kuXRkxIA0bDKurEAN28X0HWTDWv8X3C/7R5RR8yB0ymhKiIOVSSdaVCp6owOeZe9WrT/tJ7jx5MVLl3PsWVDkJFBD/PJBrfvFahUda7eKqCIMDzkZW7BXggMw+LRRJlCUaNeN/joRJJ7D0sUl93Lg3tjDPS6OXEmzedn02TzTRIxB2NDXjLZJnOLdSZnKit6ISJ27+mnjdWA/yXgyXQTTyvQl215Dh4+riArIm4XTMxUeP/jOQJ+Eb8Hcq0t8fR0hUfjZZpNk2jEQWfCyfq1fhQZTp/Pcu1WgUyuyQefLhIJO3jzYIJISGX/7gg7toS4fD1HrWZRrRq8/8kikiDg86qEwyqiCEG/wlCfi8E+D2+/1kGuoBHwKpy5mOH9TxaYmK7S1+3G4ZDYtjGEzytx7UaeqzdzZHLN9vlt3hDgb397kHePdfLRiST/5juTVGoGyXQTWRJ480gH27eEqNYNPvhsof1QL4fPK/P64QTJdJNazaSn08ndB3awiUcdfOOdLmIRFyfPp8lmGxiG9dJm4RJqNYNCQeP2vQInz6b5+a/08NU3OzFMO9CcvpDm4rUs0bDK0YNxwiGVqdnqS5uFAC6ntKLsMzlTZW6xStD/4lJQqazz4fFFylW9XYYa7PdwcE/0C2vsuUKTD48nSaUb7dJIo2nS1Ey2bvATCao0myYXr+W4+2Dl9VQUkWBAweuReGVzkMF+T/tnI4NeNq0L0GiYHD+V5trtwtPPzDeZnqvS0+lsLfoN7twvtBcmr0dm+9ZQO+C7nRKRgEqwtePavC5APObgyUSVau3poiwI4HJIOBwi84t1/sk/f8wnJ+0FUpZF3nmtg92vhHG5JByqvVD0dLnZvM6PIgtkCxqL6ZdLHZy7mkORRQ7tjbb/bXa+iq7b3x1xeb9HADCxLPu78/Hni/zRD2YRRZFf/kYv+3dH+J0/mebzcykCPpnhIR+//q1+9u6KYFkWZy6m+e0/nOL+4xIWUKtpfHB8gfc/XWgTEtaP+fn1Xx5gzYiPmfkKv/NHk0xOV/i5N7t47VCC2/cL/NbvTbKwWAPAEmzqtvAlFPFXA/6XAE3jabMQm51Tb0Ak7GR0wEmhCOWKRXeHSjzq5MDuGJZlkStqCJI9PFOuNOnocPOVY51sWh8kk61z/1GBWk2np8tJOKRQq5ksLtZJpRvs2xVhuN+DIFg8HC/RbBg4HAJ7d0XweWROn88gCAJ+r8ql63niUQfdHS6qdcOWWqibbFjjw+WUkGUBRHCosr2bSDc4fjrVZj84VLt8I4rQ1EzqDYOxIQ9ut8TZS1ksy2Jk0IvfK1NvGty+X6TyEjbM5vUBvvpWF4oi8cOP5rl2M0+hqKGqIg6HyOZ1AbZuCnLjToEPji+uCPqWZVGp6m2GykCfh3eOdRAKqjidEh63xIWrOU6cSSEI8Or2CBvX+pmardHT5SaVaXLmYobiF2T6pbJOufL02ONRB4mYC7//xaUgl1NkdNCm4T2eqFAsadx7VOLStTzN5su38G6XzECfB7dLai9A07NVzl7KEI3YAdnhkDi0124uvghTszUuXc8xOW2zkJZjZq6KJAkM9T9t/haKGuWKweigTWPt7/Xw+uFEu1m7HPmCxqenkiy2avZg9zIO7I5iYXH6QoaFZJ1a3UCW7f7JmhEfiiIw0OtieNkiZFrwwWeLSKK4ohm9mG7waKJMf4+Lwd6XU3q9Tola3aRSfXo9PW4ZQQBRElYs4JYFAiKiKNHUTNKZhk3RNCzCQQd9PS5qdYOFZJ2hfg+7XwkTDKi4XRKpTJOLV/OossDIgAdXazeRyjQIBxQq1affxVBAZe/OKJWKweRsDY9HtmcSdkS4ejNPrWG2qaSCBaIgYPHTT/FXA/6XAEmy64FL0E3oiEk06xoPJ+wSh6LA5Eydv/FL/Qz2e3g4XkaSYKTfRzJVRzfgyJ4IWzaG+Oa73UzN1yiVTGIxJ1s2BJifr3H1do6eHhfHDsUZ7PPyN39tkEdPKoxPVOlMOEnEXMzOV7l8I0+tprNnZ5iGbuL1iPR02s3aqzfyOJ0Svd1O3E474yqXdY6fSnH8TJLNG4O8tj/GxrV+ZAlm5mrceVBsUS/trXi5bDA9V2fNsI/RwdaDbVlksk18XpVE1MnHJ5IvDPoBv0I0rBKPOIiEHeQLdY6fSXP1Zp7+HjdvvdaBxy0TDat0d7qR5Kdf4bnFOr/7x9OcOp9pBzhZticbD++LoSgioYBNDRQEgXjUYfOtL2WYmqmSiDk4vDdG0P/yzPvE2RTffX+2Td+MRx185fVORgZf3ESWZZFN6wM4VYlT59OMT1YIB21K6/JjfxYOVcTptBvf9x7ZGXx3p4v9u6OEg0+PLxJSVzRWl6Mj7kRVRM5czJDNN1f8LJvXkBWBcCvopLMN7j0qsW9nhHBoqZEpEAqoL2RELbFuBFaWOf0+ha0bgyTiTn786SJnL2VWUESjYQff/sV+1o09LdGYpslCss5isspyDPd7kGWRx5PVL2RlDQ94URWB6dlqOwHweRU0DXI5DWnZs4dlYbUacZYFo0P29OytuwVu3iuiyCL7d4RRZJGzlzO89/F8O7EJ+BXGRrz09ngQRZFKVefhkzLDA14cDonjZ1LtMo1lWaQydQTRwuuWGZ+ospCsU6podMaddMYdnGjRoLHMFvPspaf4F4bVpu2XgKBPIJ1buXr7/SqpTINqDVytBKpag0JJ48lUlUrdIOCVMUwLWZEAAU23KFfske1qWcfjkXjrcIKzl3M0dJOAQ6VY1FBViVy+yZ37Be48LPLO0U6m56rcfVjE65FxuyTqDQNJFEkm62iGRaVm9w82rvNTrtgyB2tG/PT3uFFVASzw+RXOX87S3+0mmW2QzjYQRIGFxTo+r0x3h4t3j3Uyu1CnI2YHtI9PLHL/cYm9u6KMDnlIppt0dTqRZGFF3Xk5zl3J8ni8gtMhIEoS27f4ngtqum6Caa3YBPu9Cg6nyEKqhqZbONTnn6CN6wLcf1zi5p0CG9f56Yg7OHogxomzabxumXdf7/zCeznQ6+bUXJWJ6Qpjwz5kWVxRY38ZtJZyJdhKnju2hL4wiOm6yf2HZRpNi1DAPneXU6Kv++WZ7nI8re/bNM/li1ilqrOYqjM2ah+/LXFhomlWm5b4RVgqs/V1u/n8XIqN65YHbwtDt4hHVGJhhYXkygb3s0hnG2RzDboSTlxOpX3s+aKGJAlksrZmkPgFhxUJO+jscHLidIpoSGXzhiC6YTHc72I+1eCj44u8caQDWRIQBRFLsJukDtVOdLK5Jrpuc+Rl0c/+PTE+O53k1LkMoYDSLq47VJE3DyeYmq1y8VoWSRKoVk327grQ1+WiUjWQRIGFZJ1cvsl7H83j96kceDXKmmEvJ8+liYYV3jzSwfFzKSRRQBTAEgQs7D8/bawG/C8BG9f5OHG2CNh8+0YTAj4Fy4JMroasCHYzUTO5+6DAvYdVvB6Fvh4XN+8WURWRV7eHqTUM/tm/fszZSzl2bwtycE+cS9eynL2YZrDfw7d/vpcH4xVm5qr81u9PosoCqiqzbVMQh1MkW2hSLGrMzNfpSDhJpmt86+s9NJt20+t//q0JIkGVHVvDFIsGEzMV1o/6cTpFvvP9GXa9EmL/7ihej4R72hYs6+p0cfVmjt/942m2rA/wxpEEwRbVTddNVFXk8ZMKl6/nMC2LvTvDhEMO+ro9L71emmYyMVuhI+Zk6wbXC4NcNqcxn6qzybSQJIFiWePjE0n27gjTGXfh+ILAtZhsUK3ZWkC6biGIAoWCRk/nn87CWD/mJxRQufOgyKOJCm8e6fjCz1qCz6uwfUuISlXns9NJ3jiUIBp5+UIhyyL7d0X5/GyKyZk6HXEX03M1QkFlhYTEy1BvmNx5UCQUVFgz7FtJA2w1aj2txuql6zmyuSZvHU2A9cWmHJlck8/PpNn1SpBQUGHPjggb1tglpXJF59adPFfvFHhlU4gj++NUasZLgz3A+GSZazeLRMIKe3fZbJpkusFnp1OsGfHgcUts2ej/wsXRtCwy2QbVutGee1hI1sgWdNwuiXBIZel0zBblfWkHGAk78HsUpmZqNl1VtSUOZEkiHJSpNwxm5qqMjdiLmqKIeNwStbrB+jEf3R0uRoe8iKJADLup/rt/Mg1YKA6RN47E6et2U60ZzC/WWwwzqz2r4nDY10Zamrb9KeMvpKQjCMJbgiDcFwThkSAI//ALXvfzgiBYgiC8ULrz31dcuFps/723035YL90o8vCx3bRJxJz09DjQdZNPT2eoN20N+UrNQAR2bA5SqRn89//LIx48LuH1Sby6M0xXh5NUronLLXNgV5SL1/J85wczXLqWIZlu4PfJ/N3/cBBFFZmeqeL3yqxf6yccVLh6I8+fvD/HjdtFSmWNE2fSuBwi60a8bF7v5z/+9UEePi7z+bkUJ06nUFSRzoSLzoQTn1dh47oAA3226uSJMykcDvH5ICEIDPV7ePeNDlwuidPnM9x/XP7CazU73yo/RZ34vDKxiIphmNy4k2diqtJ+3dZNQd44nGjvErLZJldu5Jiaq72UWpnJNbl+O8/OrUFeOxCn3jD54LNF5uZrbNsUZO3Iy5kgS1g6x3uPSsiSiCTZQ0iNL6jHg50dbloXYNO6AEGfwoWrWZ5MVVYwaJ5FNKKyYa2fgV4X5arOhStZxicqz72uqdklkeW1apdT4vC+OAM9bq7ezFNYxiJxOSWO7I/T02UvpAGfQjhk6/D/y995wpWb+S88j1hUxe2SGR3ysfuVMPOLNep1g5NnU3x+PkNPp5OtG4O43TKxL1jUTNMinW6SzTfQDau9cNrigAHmFhoUyjqR0BfvoNxOiUrVwOOW8HrtgJ9oUWST6Xqrv9QacmrJGYiCQDpr6zV95c1OBvq8PHxSYXzKLrkd2hPF47H1g370ySKVqk4q06DRNOmIuzj4apRSWaev27Xiex8JqUQjKtlck4FeN1rTdrgqFDWqNZ17D4okM02O7o89bf5bJrrBlzJp++8c8AVBkID/GXgbWA/8iiAI61/wOh/w94Dz/66f+ZeJP8+mq7aMiViq2g+ew2F35p0q/J9/c5SbdyrUG/DKxgAHdkVJpWs8elwh4FeQVZFrt/KIWLz5WgdfOdrBJ6fSvPfRHD6PDJbF+WtZbtzJ0xl3sndnlJ9/twtVlfjDH8xx804eVZVYN+anUjUZHfLQbFqsX+Nrbalt45RgQKVUM7n7sIRpgsspY2gWTd3iV77ey7pRH3cflphftCUIiiWNWt22dvN7ZRwOiXxR44PPFsnkmpTKGpeu5SiWNDat9fPL3+hl3ejToJorPG2SLqbqlMsa567kWFiss3NriLdf6yAccvDR50lOnE0zu1Br/64k2dvhpZptb7eb/+jbQ7z6SgSwg8m5Sxlu3bVZKIupOk8myzyaqKDptmaLqgj0dLoIBhRm5mwTmOfvna3muRzRsMrbr3Vw9EAMgE8+T3LhSrb985m5aruv8Sw8bpnRYS+JuIu7D0vcefA0GajWDJ5MVexyFfbism7MT2fCNr85tDf2winlmdkqf/C9aT44voi+LOhHQiob1gY4tDdGwLdyV2BZdjN/bqHK6JCXXdvCpDNNGk0Tj+vlYcHrkRno9fBgvIymmXbGfzbNnQdFFtMN9u+OcmiPLcz2p3ltaC39pHBIIRJWOX4mRbWq43BIbFjjx+0UkQSBev2L2VhGK1t3OezGPNjkCJ/HLoXWl7O5BJsLYwHXb+f5zvenKZQ0tm4MsGtrkJm5GoupOppuMrtQZ8eWEP29Hmbma3x6MsnDcfs7ks40+f6H83x+LrPiWBRF5Be+0sMbRxI8fFTmT96fo1TW6Uw4+ea73XjdEu99NM/t+0/vuyCK9g7kS7A6/Iso6ewCHlmWNQ4gCMLvAV8D7jzzuv878N8B//lfwGf+pUFsud38JBCEpxzbJV18t1OgWrVwugQejlfb771u1IvDIVOpWOgmjAx5aWomQitb9rhksExmZ2vUa7YL1ECvh/nFOqODXkYGPSyk7CnV+WSd+cU6jaaBLImYlkWlqjEyGODqzUJLxE0iGnbQEXciSQJzCzUePNbxe2X2vxrh3/7hNP3dtkiWpls8eFREN2zWkSgKvH00wbpRH08mK7hcElrTZHquwpphWyFx364IpgkffJZk/+4IkzMVMlmZ4UEvpbLOQrJOOKhy5WaePTvC7N1hb3PDQRXTtOvQTlXi4O4oG9auzMDPX82SyTbp63bT3elcIc5mWVCu6kiyQKNhcOpChljEwZuHE3g9Msl0A6dDZPvWEKZpoWkWoeDzpZLzV+yBqVd3RHj8pMLWjYH2UJn9ORYjQ972zADA1FyNTKbJcL+H6fka4YDaboQCjA7ZQbtS1VckEDPzNS5dyzHV4UBRJPbsCK9QvnxZr6Czw8XYsA/DsCiVNCamqwz2e3A5bK+A5ce2BF23uPugRKGk0RFzcmR/jK0bA6wf833h8BnAjbsFbt7Js2bERzTs4NCeKG63TK7QxNBNrt3OMz5Z4etvdX8h9dShinzj3R7GJ8p8/4N5gn6Zat1AkgQE0VaVjIQUJmdrbN1kvPA8wGY09Xa5ufuwxMJija5Oe/ajq9PFjbslsvkmPZ3u9nW0WtXyDWsCPBwvM79QQ5ZF0rkmg70eImEHU9MVcrkGbleQQlEnm2uyY2u4fQ9cbpF4WMV4wdi9yymRyTZZTNU5uCeGItv9t3uPSiiqREfcgdJyZpMluz8mSl8GKfMvJuB3A9PL/n8G2L38BYIgvAL0Wpb1niAILw34giD8beBvA/T19f0FHNpfPH7SYA+gytDQ7PHtSmtHHgmp7S3l7EIdn8eexn3v46Q95eiArk4nDlXk+u0iG9Z4yRaafO/Hc4TDCgN9bgZ63EzP1TAMg74uF5GIyqkLGV7ZHCKdaZDOarhdEtGQimmBZQkkok5S6SYjAx4ePSnj80h0d7oYcErs2RFhdr7Kv/mDKW7eKfDNr3Tj90oM9LrJFzTOXMywaX2Aa7eKyDKsHwtQqZrMJ+vMzFU5tDdGpaLj9Si2CNulLKlsE7dTJBCQcbtkZhcKBPx2wO/tss2hRVFAVW2noSs38mSyDbxemXWjfs5etvV0Nq19vtzSnXChNU1u3SvwYLzE64cS7VF5SRJ4bX8cQbAf8n07bTEyr0em0TQ5eS5FOtNk9/YwWzcGGRt+MctmzbCXat2kUtFZWKxTHnCTytQplQ3Wjdq18bXPZN07toTQdQvDhBu3C3R1OKlUDeIRB5vWP6VQPtuIHuh1E/DJTExXqNVMTNPi2u0CXs9KWYHlKJY0nE6JN48kME2YW6jx6EmZ6bkqkiTy1pFEe5BrORRF5Mj+OE8my8wn6zSaJg6HTVuNReydwbPQDTtQDrZ0k1xO27D7WkvHZ92on5Pn0uimhYCA1/M0QDcaBtW6La08PllhZNBeJN0uiaEBL9s2B9E0kxNn0sQiDvbtitDX5aZY0plfqLGQrDPY93zfJ5tvcPFKjg1r/aRzTbJ5DUW1acVrRn2cvphlfqHO5nX26+31U8AyDTriXkaHfZSrBhNTFQpFnaEBDw5VxDAtHA6JekMnElLYssGP22UvXtWawZkLWXvAL+xccTyWZXHvUZlKzW46b9kQxOmUmJqxy3ev7oigygJ3HpYY6rUZQghgGtafS3r9J8VPnZYpCIII/L+Bf/CnvdayrH9uWdYOy7J2xGKxn/ahfWlQWsmdY1mCtmbMfqBEBA7vibUfDl3XUFUBSxB5ZVOYvTsiVGo6cwsNHKpIMCAz/qRMd6eTN44k2L8nSl+3h3vjJS5fzbFlQ4A3j8Tp7XJSKmncf1SiWjf5xjvdhAIKXR1O+nrcdCZc5ApNHk1WV2izVKs6tbpONOwgl9Po6XSzc1sYQbCDaMCvMjrsQVVFcoUGH51YpFTWEAR4+LhEpapz7GCc4UEvA30eDMPk3OUsoYBKwK9w7GCc3a2yi2HC7QclZheq9HW7OH0xQypTpyPupKmZmJbFhjV+Rgde3ODt7nRRKOp43TJYdiN3OTK5RrsM1BF34nHLfHYqxd0HRfbsiNDb7aJaM57jqC9HZ8LmjA/0unn7aIKb94r86OMFHrVKGksolrV2KUZVRNwuCUUW8PlkWyFS/GKmydLvJWJOdr8SaQ0RCaTSdWbn63xyMtnWeVl+rz74bJELV+3gI0kC3Z0u3nqtg41r/Qz2uVcE+2f7DD6vzMiQHfDuPCiCZStULlfN1A2LdKaBYZgcP53k7KUMQ30e+rrdaJqJJILXK+NySnQmnLx9rIMje6Mc3hdr690A3Lpf4tOTKabnaty+X2Rhsc7kdAXDsHC7JN48nGDLej8T02XSmTq6brJtc5BEzF4kX9ZQn19s8OmZFDNzVX7t53sZHfZx50GJC1ezPHxYZtNaH5vWPV28LMu02e4t4bpDr0Y5+KpNdZ1fqPH+JwsYhj038je+1U+9bvGDj+aZmHraa3E5RfbsCPOtr/eyY+tK0ThNt7h8Lcvd+2UO7Y2TiNsLgiAILKTrnDqXYmjAy2v74+0dpWXZew7hS2ja/kVk+LNA77L/72n92xJ8wEbgeGt72gF8XxCEr1qW9VfPtPangKXp2sqy/tzps/akYUOz+Kf/6yM8XhlFNihVISEKYAp8emqR/a9GeONgnMdTFW7ft6VxYzHbmKPZgL/5awPs3R5merZGOt9gaqbG1ZsFLMtifKJCV6eTkSEPmVyT1w/HkVoTYKWSxo8+WSCba3LvURlZFhjq93L6YhaHQ2bnK2F8HomBPjdul4THLfP20Q4ApueqnLmYJR5R2bc7yroxP5YF/+b3J0jnGvzHf2MYVREZ6HUTDils3xxkoJWdLTVZ09kGsiTw+EmJM+kGbx5O0J1w4h32MtTv4cadAleu5xBE4aXZtywLbFwfwOu2j+9ZNsj7nyzSbJr8xq8MIEkC+aJGUzMQBZWuDhdej8wnJ1M8HC+/sDa+BN2waYtul0RnwkU0bMskLzEsSmWdj04kGRvyrgguumFRqxk0mhZ7d0VIpRvoukku3+Ta7QK7Xwm3xbWehR3A4fA+e9d0+mKGxjPS0g6HhNMh8vhJmS3rg/i8MqIo4PPK+Lx2yUnXTWTZHg46eS7Nq9tt7RnLspidr+Hz2rz5cEBBlsVlImM2ZueqnL6Y5bX9MaJhB4osUCjpXL2Zo1zW2LktzOG9sfb53rxTIBpxtI1lljDU58bvlRjs89ARczK/WOX67SKH9orce1Sit9NNOKQSDjl48LiMqiZ551gHO7aGEQTrOcXM9vv2e9i5OcCZyznCQZW+bg87toS496jEDz+YJ9wSQWtfV0DEYkm2ZmlRCgRUmpqF3rrGsiwy2Ofh0ZMK+UKTeuPptRcEod3wfhaqIuLxiKSzTboST9li3Z0unIrtT21ZrCzPCcKXwsGHv5gM/yIwKgjCoCAIKvDLwPeXfmhZVsGyrKhlWQOWZQ0A54CfmWAPEAmBZ1mCIgpQbYDHbdftn0yVyGR0/F5bRTOTa+Bxi8iiyPhEiZv3SmSydtc/HnVTrWgU8gYzCxVu3yuQyWn85n80Sn+3mys3c1y8miUcdLBnZ4i+HhfXb+X5gx/McPeBrYsP4HCIbN0YZOe2EGcvZfnu+wsUyxpNzWTX1iDzC3Zm2dPlJp1tks40qNWNVhDTsUyTYEAh4Fe496CEIgtEwg4sU0DTnz4cfq/C6JCPqekqE9P2ipdK1/nweJJHTyq8fijBhrUBanWDydkqoYCKYVhMz9UIBFT27YqsaM4uIVdo8qOPFwh4ZRIxJ26XxMx8rT0Fa5pWizZq9yZ0w5ZSUBWJza3JVIdDsqeUgwrFsmYPwbwAt+4W+PD4ItWaQSggEwooK8oxLpddculMrNzeu5wSb73WwfoxH/MLNT47nSKVaaIbFsl0g3TuxXIBS43XYkmzZRkqBu8e62zXoZcgSQL7dkXZviX8nHkJ2I3qH3y4wGKqjtMhkYg5cLvs465UDc5eynLnfhFZfInyIxCLOtmx1XZH27oxyIa1AYJ+Gb9P5t6j0gq9f8u0KJV1Hj0p84MP5lfoJoWCKqNDNu8/GFAY6reH4XxehfGJCt/7YA7Lgm//Qh9vHeugr9vN3YdFfvDjWc5eyr7o0NrX+PXDdiJy96E9oOZxy6wb8RGPOpiaq1AsLZN5EKWWHPHKxbNS0ak3dRIJ54pdUSZbR5ZEIl/ANnoWMzM1HKrIYP/T70O9YZAvaAR8zwsIClZLtvmvg+OVZVm6IAh/F/gAkIB/ZVnWbUEQ/m/AJcuyvv/F7/DvPwTJNl+utEgmtjwtdCVcPByvUTNs27sd2/xMzdRpNDTcHgeFRpM/fm+OWMRBKKDi90gYWPj9Ch4vKLLIjz+ZZ7DPRySiUq7ojAx48HgUHk1W2LDWVp6sVHSMqs6HJ5L0dbvZvjnIxet5PG6RdSNhZuaq1BomhmFr2RcrOhvXPOU+n7+cxbQssGw2jCrbi8XRg3HuPLD169eN+Ti0N8aGtX4uXMnhdIiMDPsY6HFjWRb3x8utBrObi9dzmKbJyKAXTTdZN+pDEgWS6QaSJCDLIq8fSiCJdqZ18lyaYllnqN+NZdlc+Gen0IslnTMXM+16f6Npsn7MT2+3nc3KksC2jUEcjqc5jkMV2bk13JI9nscwLfo63WzeEFiRUSZiDhBsjvbt+yWqVYPuTheaZtLUbP/XjS/oMcDTHU1HwsWeHWFE0RaK83pkHo1XGOrzrnh9Lt/k5Lk027cE7XvuVXA6xRfW4YFWVvy89MHNuwUePi4RCKo4VAmfV2bfLltrxpYUqLN7e5hKWePUhQxHD8TpiDufex+3S2Js6JljLGjkCzqDvW6aTaPtT6AoIju2hnj/43kqVaM9vfwiDr3DIdERtxepVzaHeP/TBR49KRMOKWxp9Tk+PJFEM6DRsNlAAZ+8oky0BEUWSUQd1BsmmmagKBJut4ys2INRkrRMWmFJsnZZfa3RMKjWdCRBbCuogi0fUShpuD0SDuXPFoxrdYNqwyZTaJq1zLtBsGVVFPsDVsw6tKQV/nwGqj8Z/kJq+JZl/ciyrDHLsoYty/pvWv/2j18U7C3LOvyzlN0DFPJQekYvrNGwHxxVBUUCVRF4Ml2nWjOIxtyoqogsiRQKGuGggy0bAjR1i8mpGr0dbnZtiyIAHq/M6YspJqbLdHa4WL8mQKGk43VLNBomqUyTmbkakbCLfbsi9Ha5ef+zRR48KtFoWDyZtn1Ev/JGJ36vzNaNAURB4PjpNH/83izzi1XWjvrYsTlEX4+bRMyBoog8ma7y0Ykko4Me9u+OoCgikZDKQI8br1dmfrHO+JMS5y5n+Ox0ij3bw+zbadfuN60NcGhPjGDANlL53/9gkvuPSxw7mMDZkkN2qGL74e7pdDLY52ZuocbMXA3Lsgj4FUJBhckZu14W8Msc3htr1/uTqXp7t/PxiSS6btLb7SYefT6oyZLAxnUBwkGV6flaezy+0TQ5f8WeqNzaMkXZvD7Aob1RRFHg8s08n55MrlA9fBlsWWOdU+czVGsG+3dH2bntedMQWRZxe2yK691HZYIBpW33+JMglWkwOVNj55bgc0yZVKbBqQtZBAFGhnwc2Rej2TRXOEN9EWIRB2+9lsACfvDB/AptIbtEFCIUVPjsTIpSRUdvTxm/GOvHfPzy13tZTDf47vtzbVGxI/tiHNkXRZLghx/MraAyLofbLfPqjgj1hrlizmPDGj+NhmEz0lqwD2Nln+KHH81x/HSKXa+EWTNoL9yPJ8p85/vTCMCbhxKEgisz/Ft3C9xYJjy3hEdPyoDA5nV+vvv+PI+f2N9PVRFYP+ZnZMDNYqrOb/3uBJPTrWMVWzo6f01q+Kv4U+B2razfSyL4fTLFkm1krKo2g6ZY1OntdNGomzidAh6vhCXA7EKdrk4nWzf6yeQ0rt4q8kbMwaG9MRYzdU6dz+B2SgT8CqZlEY8GmJiucPNukVjUwbe/1c/MnB3ILl7JYWGxZ2eIxWSDRsMEQeAPvz/DpvUBDu6JUa0Z5Esa3S4X45MVLt/Is3ldgMP74tTrBsGASqWqY5oWp86nmVmo87U3O+lMuFBVkcN7Yy2NEIsPjtu+uKWyxluv2bIFywWy9u+OEvApBH0KxZLG//6dSTriLr75blc7MxzstzPM0UEvFrZEbbbQ5MSZNIosMDbsx+eVV2So3Z0ujh6Ik8o0yeaa7e1yo2nyZLJMV4eLy9fzhEMqWzYEGOrz0N/totE022WPRtNgbrFOyK8Qjzq5cafA9EyVN44k7OPqdRMNqSt0kl6Eazfz6LrJSMvqzuWUXqp/Uyw1KZd1JNG2spT+DNzsfEFr+Qd424vkyIAX0wRFWVnqaWomE1NVNq3z0xl3Iss2dfODzxbZtD7wQhniet2gWNaJRWxdHVG0PYefTFVAWClO5lBt7aCluremmfz4TJr+XveK/sZyGIZFNKKyeZ2PTLbOJydT7N8dZaDPw5oRP/cel2nqFl0dT++vZVl8djpFrWbw5pEE2zeHuHO/xP1HJTauDbTe01aYfTJdaWfaoijZ4mmYFMsa2WyDW/eK6LrF3/n14fb1m1+ocfNOkf17IrxxpOO5Y56crTK/WGd40LPiXpqmRTTsYO0aP3/y3hwdcScjQ/Z9OXYozv1HZWbmqjyeqKxo+NrmJz99abPVgP8loLAsu/e6bS5+taJTq9lf3OEhDw8eVdA1OLIvwrmrBW7fKyCJ8NqBGIZh8cMPFzj4aoT/7O+M8M//7Tg//jTJhjV+vvp2J9s2lDl7KUt3p5NwyMlX3+hEliXuPiixfsRDLtvkxx8vcPRgjH27wpw4l+HB4zIet0I06qTZNBAl2+xhatbWBz+0L0K5bHD3QbHluQlTMxU+PJHknaMd7NlplwfuPiiSLeikM00+OZliZNDDvl3RNmf63WOdSCKcvZzD4ZA4uj++olwSCqgc3GM3/Z5MVbj7oEgwoLywDLD0e598nmR6vmpb5W0O4HaJLKbqBP0KiiJiWnambNf2ZcoVnWpVx+9TKBQ1rt0qoMgigrhy1uXmXXt46Oh+m2Hi9yq881qi/bmdcQeSaAeo0xfSjA55X9pQXoKum5y6kMLtUdi+NfSn2g46nTJBv0K5ajA66KEz8cVyD5WqzqnzKUplvTVEZh9rX4+tUf/ssUzPVkmm64SDvqcNS7/tPbuk3rgcxZLGd380h4XFN97pXtFk3rIhyGCfh8AynZ65hVqLwaXR3+sm4FMIhRR7QLCFckVnMdWgv9eNLAm2dWdZo7fLTV+3rRDq99n0WYcqcnB3FARWeMY2NYs790vUmwYul8SOrSF++es9WJa9qN+5V+CPfjTH2LCPLesD7e+TaRlYWFiIjE9UeDhe5s3DCQyDloqrwavbwyRiDkzL4Mmk7Tew/LMBymWdydkq6WxjRcDv63aTyjRwOiRGhzxcuJpl+5YgHXEXuVyDh09KuF1Bhge9dLd7Mhai0LJe/CljNeB/yQj57YAvtDwYXA74+397mL/5f7oBwDe/0kMg4ODajQINYHTEz5mzaRoNndf2RRkasANMJt9g03o/vR0ubt4vUq3p/MP/dC1+n91IRbD4F/97g/c/S/L//EcJvvX1HtaN+rlzv8CZC2l6Op38p//RCGPDAUzTYvuWMA5V5OrNPHOLNX700SJzi3UO743ytbe78bhl7j0sMTFZ4ZNTSb76RicBv8q6MT8jg16amsEnp5K43RIPxkssLNbZt8su9Rw7mECURB49LpFM1di/O8ZQv/e5a+P3yiRiLgK+pw+XaVpcvp5DlgW2bbIzoo64g0hEpSvhIhZRyRc1PjmZZNO6AE3NIpWqc+xQHFkWqdZ0Zudr9Pe48ftsJc7XDycItCz5llAq68iygAhcuJpj8/oA3lZpZQm2tITLttDLNKnWCohikUN7oi+sLQMgCGxeHyQWfb6WffNOAVkRWTf6dNHwuiV2vRLm4rUs2bzGV445X6prA5DNNSmWdXZsDq7gvb8IC8kGZy9l2bcrQlfCSTbXJBRUMC1b179aM9oDZUtoNG09pNEhzwq2C9iDd7fvFan0uRnq99olsMs5YlG1TcuUZZFXNgWZnbcFxUJBlenZKtfvFAgFbEmHNSNemk1bXbKpWwQdIjMLdR5PZDiyN/bChcihivzaz/dy5WaOH344T7jVVAa486DI9btFejqcBLzyiu+asOzPmhGfPVCoGXz8eYpSqUlXlwvLgqEBL/t2Rbl4rcDJc2neOda5wp1s1yth1o75nmukOxwSN+4U+fR0il/7ei+dCRdul4ymmZy/mqNSMVrsNZVAS1JbsGzhtC+DqbMqj/wlI9sq+5VaVE1Vxe7qtqAo9iDU0lof8EkgWhgGGC3Py0jQrqPPzlX53gfz6E0DRRZRVbGdbdlSB1CtaJy6aJd87j8qMTbsoSvhIpc3KJTsZtXNO3myLcbIhrV+fuHdLuYX6zgdIrPzNT7+PIkowNpRH8cOx5mYqrZHyien7QzI41b4W782yLtHO7h1t8gnJ+3BJgDdsBufe3dFaDQtTpxJkVnGUMkXNJLpBpGwg//kbw6voAaapsWl6zk+PpFsSxxsWBugu8PZGt+3R+o1zSRfaOL3SoRCTyV9EzEn7xzrQFVF6nUDURRsn9xlD2+tbvDxyST1usnGdQHmF+tt6eb5xRpXWiWZJQT8Cm8f7bBLDC94SKdnqzyesOuzsiRwcE+MsaGVOwHLsphP2t4Fy3H2cpZPTybZsj7AgVZv5IvQ3emy6bIC/OiTBSpV3S7BlJ7X9I9FHRzYHaG708XjyQqfnEySL2pYpkWhoFEoas9x9WMRBz//lW62bwkjijbb6dNTSS5eyTI1U6HeMND1p2qSB16NsGVDEL9Pwe2yRcbe+2iB9z5e4P6jEulsg/5eD0cPPOWhdyZc9Pe62b4lxECPk+98b4bpmTKJqGNFk/1ZhIIqTyarlMoarmWv6+t2c2B3lF2vhPn8XGqF4Y7N0rHAMnE5JeJRB5GQg7UjPlK5Jql0o1VKF9i3K0Zvl5OPP0/yZHKl7MZgn4ct64PPNdNVVWSo30U6XWdmocqbRzrw+xQEATI5jUy+id+nsH7M304SLOzmrmX99MPxasD/CfESssSfGeHQyjcwLYFY+GlDqN4wGF42aNQdd+Fy2GYOS5oir+4I41AkrtwukC00qTchEXWsoOZNzNaoVk1CIVvX/pPPU/zW707Q1OC//M/W8fWvdNHd4eTHny7wL39nknuP7YfiwuUsl64X+PVf6uc/+0/G8LgVCgWtrT8jiQJ+r61ZomkG127lufOgyAefLfJwvITbLfPagTjf+lp3mz2SKzQZn6jQ3enmG+9043bLfHoy1W72XbuV5/TFDLpuEg4q3HtU4vSFtD16LtvaJPYuY5l8wXTN3tI37Ax047og3Z0uRod8bN0YxLQsTp5Pc+FKFsOw+OxUktvPOENlc00mZ+zBs7XDXvp6bHG4d451tBulqXST6ZkqTe1pnXpJXnjtiJ+j++PPZfcPxsstPSL7d/IFjfc+nmdm7mkjRxAEXtsfY+/O8IrfHezzMDbsJRhQiba+FxeuZLl8I7/idUuBXRRtzXqvRyEUsBeyq7cKfHIq9RyV1aHapiaSKBCP2EQAn9cugx07nKDeMPjk8+QKPR7TtMjkbJXVy9dy5AtNLGBmocaVG3n27YqsKGtFI44VtENJEujv9fDGoTgul8T/9K8e83iiTCzy/I7n1t0C88k6iiKQyWps2xR8qZzCEgb6XMiSyPhUhcmZCrW6gdcj05lwcvdhEdN8qrUDYLZG5U0EJqYqnLqQolLV2bE1SGfcia5bTM1UOH0hzYPxEuvX+nG7pDaffnLaLonduV/g87Opdv+iULRpvbIk8Or2CImYk7sPy9x/VGpRfk1CQQVZtEXbHk9W2o1sExBEAeFLmLxaLen8hLCWlJf+jBCFlQYR69eGmZ57Krik69YKBoDW1FHVp19yh0PCbH3kkmFGuWogSVCv6fg89vh3NKqukM2tVw1KZY3uThfvHOvkd787Rf6GxmKyzvo1AX7xKz0A5AqLVGo6na0ANz1X5cqNHIf3RomEHHz7F/ta2vK2bvrD8TLVukmhpGNatgn2les5zlzKsmmNjx1bwwT9CkH/0wZdT2v60+WSOHcxw8JiDY9LbmdHa4a9zLQmYktlneOnUzhUWzNeliRiUcdzJtYb1wcYHfa2HaG2bw4yPlnm8vUccws1Yi1ruyX2XWfCycAzNe17j0osJht0xBIrDDmWB5kNa/2MDj/VyimV9bav75tHEs/VdgG2bQpy5XqOxVSdzoQLWRbwuuXntOZfVAbye2Xuztfo6dRxu2Usy6JWN1DVp18iewGzFUoP7Y2hKiJdHbbeEcDIgJtYRHmptv21m3nmk3UO7bWN6mVJQpYEOhNOPC6dR+MlEnEnoYCt+vjpqRRjQ14mZ6oEgypH98eptXYRLxocq9YMHo2XGB70cudBkUy2ybZNCRaTNboSrnYfY3quhs8rEfTbukk37xaYmq3ztbe7uH2vxMRUZcV9eRZz81Wu3SwwNuyjp8vN6QtZdmwNMTbkJZ2tUyzpbNkYZHq2zqZ1dj9AFAUEbAnkUkVnYrrGrTsF1o75+eqbnUzP1jh7KUs238DvVfmlr3Wzc0uYcEhF102u3coTDCromsnpixmGBrzEow7bvN0lEgk5WDfm429/e4ibdwuYFpw8myada7B22MfeHRGm52pcu5WjK+HiG+/22IRN2yrhp47VDP8nhPkT9lWe3RC0ecAtPKu9JMkCDsfTddipihhL6omtDMDrUWzBLx0kSUIWBSyTFWUHp0vE4bSNTioVHUO3pwjrz2R9g31uTNNsU946OxwYpsnEtF1zEkWhnd1kcg1u3ikSCsgc3R/DoYpkc00+PJFkdMDVHoB5FqIo4PcpZDINvv/BHKYF77ze2Q6iT2arfO/9OZ5MVfB6ZL72Vie/9PWeFfXzZ2Ho9pa8WNb40ccLTE5XWUw1mF+s09XpIh51EouoDPR5mFuoMTlTe85CbuvGIIf3RdufY1kWkzNV8oWn5RBJElYsADfu5JlfqLFnRwS/V+bMxQy3762k58myQLVmUK2brftl73qepYQWSxqz89UVlMVSRWcx2aDWmuwUBIGDe6Ls3BriweOSbTwuCawZ9rKYrHPuBUNJsaiTkUHfUy/cZ+55JOqgq9PFpes5Pvk82c5Sh/q9DA16uHIjz+MndgkjGFRZO+KhVjd4bX9shY5OIuZ8YXO9UNS4/aDI6Qu209aSHn13p5u/9WsD9Ha5yeQa/It/+5g/+O40C8kaggB7d0U5vDfC2mEfxw7F29PZL8Mf/miOx5NljuyPMTrk5cDuSFtA7/6jMo8mK/R3u1g76mvLh5iGidlyvNq41s+7r3eymGpy/FQKt1th2+YQR/bF0DSLuw+LVGvmUwcwWeTwvhg7t4QY7HOTzWkcP72IIgtsWh8gl2/yB9+bYXa+Tm+3m3eOdbJu1MeWjQHm5mucOJti/ZifXdtsR63TF7Pk8007SFiWbczyU8ZqwP9p45l7KD5zU5/VVxEF+4FZgolFo2k76SwtBKlUDV2zCPgUpmZKCKJAOKy2dxKabvK9H88hIRCPOUln66QyTYIBhYnp6oot++R0FYcqkc01mU/WSKabhIIO+peNxuuGbd48PVNFlgXiUVc7s7t1N0+1qrNtU3gFW2M57GZehhv3ioRDDnZvi9CZcPJ4osJiqkY2Y5cJ3C4JUbQlHr5IA73RNPnxZwu899E8mBYet4SqCuzcGuLYoThul4yum9y6V2Ryqkp/r4fX9sfadn5LcLukFQ3BesPk3KUMx88kX6hvXyxrZPMam9cHWoFFoFrTqddXvtbvVXjnWMcK31bLsrh8LcfNu08Xh7sPS5y7nKO27Pd7u1y8cyyBKD4N1IIgUK0b3LhTaOvnjwx5eWVLiN6u58W7FpL1Nqd+bqHGex8vkMo87RUM9Lh5ZVOQ3h4XA8/o7ThU+x4sTR3LkoDXrZDONZFk4amuvGUxv1hnZs7Wn8kuM7XviDt480gHumHicckrDFiW/vtkqorPY8s5XLqWZ36xzvnLWToSLmYXbMbVF5VzLMuiULDVLbdsCHDibJpHT8o0mzbnf8MaP5IgcPNuibUj3hWqo4IgtGmamUwdl1tCUQQKhSaqIqIoAoZuIouCPXC4DAG/QrVuW3i6XCKSKGJZFnPz9rPh88kUSk+vhWlaOFWRRksX37JstpnWNJEEm7yBJbR2Hj99rJZ0fsp4Vl2zWl2ZbT2r22WYIrr+dJBFFEW7fixgSyMD41NVBAk8LolURgMs4lFHe6rz/uMydx+UUBwCe14JcedBCZ9PZqDHw/XbeTriDrAE9uyMEA6qRMIqjyYq3LlXRBQEdm0L4XHL7WnAdLrOex8tEPDL7NwWYsfWIA8e2wJuMwt1ujtdjCxrStYbBulMk1jUgUMVOX85y6XrWTavD/AbvzJAMKBw826Rs5fSVGsmr+2PMjrU1y5JvPA6GhaLqTo+r4LHbQelE2fS9Ha7ee3A8iavwWenknR2OHltv103dqjiC6dIn4XLKTE27OWz0ylm5qsMP8MkMnQLy7RQFIHTF9JsWBNoK3I+ixeVa/IlDWdTRNNMbt4r0hF3MNgyKl+C0OK1f3oqRVfcyStbQjhUmyJ69EC8LV0sCPYgz7MolXVOnEmxdtTHlg1BLAtiURXnC3ZLc3N1qnUdVREJh+yegaoIvLIp2HJmsjEy5KWvx41zWQAulXVOnE3RlXCSyjQolLR2JiwItlfua/tiPBiv8PHnSbo6nKiyyCtbggiCgM8js3dnhPVj9kS3qgiMtiZ6L17Ncu+Rwt4dYWJRJ5Wqjq5bKxKKZtOkq8NmTOULGl1xB1NzNX708TyH98Xo6nBx9ECMyemKLRe9tFtYCvyt3d7lm3nS6TpffaubjoQL07T46ESSbFHj3aMdz123uw9LnLmYQZEFDr0aY2TIy/xinRNnM2zbGOA//NVBAq1rl0w3mJyu8GC8TH9rYVoysimUdPbsiBD0q/Ysg2mtmpj/+4BnGXWLKXv1D7Xio6OlOrkEj1um0TTav5fK1Fs1fYFyyzzF71fwuBUqdZOOmBNRkjh32ZYrAIgEldYYvcCHxxdxuiS2bQzx7V/sZ+PaAP/sXz/hOz+Ypdk02b4lxGv7E3zz3S62bgqiqCJ3HpT4H//FI37/u9PUGgaJuJNf+UYP8ZiDZKrB3EKd81cy5PIaRw/E+dbXetpln2S6we9/b4b3Pl5gZq7KzFyNzriDd452MNTv5cHjMtWqwc07BXq73IwNeunucLNm5Itt7E5fSPOvfm/SNoIR7Wx+++Ygvd1PF4lqVefkhQwej0Qs4iQYUP5M9oPL4XBIzC/WyeWfZ7mEgipvH+2gXjeZmatRqWp2ZvZn2IoLgsCeHRF6utyUKhqTU1XKFWOFiJZlWei6idMpsXmdj9mFOqfOp1d8/p92Pl6PzP7dUXq7XSwka5y9lKG7w/1CrZxIRKVc1rh4Ndd20hIEgbER3wr+vygKK4K9/TqbeTXSGjyaT65U8pyeq/KjTxZxqCJrR302i2oZc2jNiI99u2zuf8Av83iiwux8jWhIZf+rUXTdJJlpcvdBkRNnUpxY1iAF+z4deDVKX7cb3bAoFDUmZ2oEA2qb898Rc7CQanLjzrKS21JjVBTtEqhlMdDnYcM6P9lcgx9+NE886mDz+gCLqQbvf7LAqfPpNuupVjdIRB28fTSB1ydz9lIWRRF583Ccg3uidCacqKrI8dMp/ugHM9x9WGRsyMs33u2mWjX47vuzpLIN9uyM8NbRDtvIxyZlrk7a/lXEcjOTPwuezeCLre1esc3yssjlnz4sn59LUyw22p9x6mIGCxPLsvVEAFQJqlWNoT4Xo4NertzKMjlV4ua9ApvXBelMuPjVb/Zy536BiZkKqVSdI3vtRptpgWGYLKZqTM1WGB3y0xG3ud6mabFra4h4WOWz00l++NE8yUyD/+NvDLNxXZBw2MHJs2lu3C7Q0+3C75NZTDfobk1A1usGsgzdHS56Ol24nRKfnUmxY6ttx/i9D+ZRZOjpcqLpJmtGfAwPPM/HBzuDvH2/wMiAl2jEYcsGbwuzqWWYbW+pZXzLGtV3HhU5dS7N19/qfKGe+4tQrxucvpghHnWyZsRLNOxg28YgvS+R4y2Vda7dLrBxjW/Z4MyfDal0nQ9PJDmyL8abR+LP9SjuPiwxPlHh6ME4o0N+LFNA+lOmeJ+FKArEoyo/+niRcEhlsN/71EoPe1G586CExyXR2+ni3oMSwwMutmz4s10vsIPe5+cyJFN11o36ObgnuqL8Mr9Y59OTKQTBVoUMtcxsbH2w589nMdVoUYftZupAr62omSs0+eMfzRH0y+zfFX2OAjk25GNsyEe+oHHyQoZo2LHiWM5cSpPNN9mzfflEq9X6r70L6+v2cPNukWSyQThoi+KFQwqVik4y02DtqI/FdINqzWjRKX1g2eyxcFDh2i2NfFGjVLYtEH1ee66h3jDwB2SKRZ1EzMHZ82nmU3VbjG5zkBt3Cnx0YpE3DycwTQtB/DLy+9UM/yeHIC77q4Ag2hOb9n+fv5z2z57+PV8CUXoq0lRvinzne/PIkq2U+a9+e5IfH08RjSh0d6jcvlPCsgR8XpXb90r88MN5ZhfrhAIOPG6ZfFFjw1gAt9vB6fMZZuZqfH42xaenkoSCDkaG/MzM13n0pEwq3cAwLI4eiCNKIrfuF5ldqPHjTxe5dbfI+GSF3/r9SUwEfvNvjXBkfwy3W6Lc4qQH/SrxmIOuDgczs3Wu3Mjx+EmZTK5JrtDk/U8WyRdsPfy1oz7iMSeH9sboiKosJuv4PTJ+j62uuWNriM64k2pV5+6D4gvVMH/86SKfnLJlpNeM+Hj9ULxtkL5u1MfaES/zi7X2QxwPO+lMOJieq3+hxv1ymBYUixpnLqa5fa9IPOrgV77Z29YxfxY+r4wsC5Qqtvrhn2a/txzxmBNVEZmYqeJ2y23z9aWeisctEwoq7cA22O9hcrrKnWfopH8aJqaqzM7X2tLUy0shhmlPNM8u1PD7lNYCav2ZdilLqNYMqlWdnk4nN+7k8Xrk9lCWYVicu5xF003eei2B2yUxO28bhL9MAM7nlenrcpEvaKSzdlLjbDWFh/vcjE9Wv/B+2tPPEA6trPuL2OUzzVj+WhEsC8EyqNcN7j0sUCrpSJJALOpkz/Yw4xMV+96UdDJZja8c62iXBIsljdv3S6QzDYJ+hWyhyYOHxRXzCKoi8sbhBNs22UZE0/M16k2TPdsjeN0y124VuPuwhEMV7TkLS8AwvxSxzNWA/+eFHdyX7pD4zL8vgwXulkeoLInUm3Z2cWSfzb82dIvNG4P4gzKaDg1NR9MMDBO2bw7R0+0indHo63ZRbxp8dibJ/cdlvvpmB2tHA9SbJm6XLbBVqRmcu5KlWrMVA1XFFmDzeRTOXc5SLGt0xF0E/AoHdkdZSDY4cyFLNt8knWvQkXDS0+FCkQWu3yrak6UxJz/4YJ6zlzLUajqlks7YsJ+xYQ+T0zV2brMZC06HRDyuMjNXZSFZp1TWqTcMujtcPJmucu12gYN7ojidEpOzVQZ73bjdMqlsg+u3C+QKGpZltU1Fejpd/PLXe9qCa/OLNc5fydLUbJEvQYBiWef6rSLNVoO1r8fNzm0RxicrnL/2cknd5Wwmt0vi597s5PDeGP09bmbmqrz3kS0VDXaDOJN76s8qSQIjAx78XttM5doLBLSeRVMzaWo2q+jogRhbWruUQlHjo+NJ7j+yA3p/j5t9u6Koiki1ZnDpepZSRecn3usLtilJ9wt6Io2GweF9MXZts79/mVyTD08scu1W/s/89k6HyJtHbHXNS9fyKwabJEmgt9vFxnUB4lEn03M2OyWXb770/Txu26y+WNGW51MIAjQ1g1y+QaX2cnqcrIiEQzL3H5Z4ssyXOBRyIADZZQ1r0zJtpoQokc42GZ+qsWbES1eHi0yuyaXrebBg97YQxbJOudJcMfy2mG4iCLafxOOJCpGASrVmoijiiillURTQNdtF7O6DEtGwSk+3G8MwMUyLSk2nI+FEUUQE0UIU/pqYmP97i9/7PVi3DjweGB6GkyfbP3pRJr8cS9m+INrpvd2NF3EuI4kMD3jtn1vYZt1+GUEUaWoG4aBCs2mwf1eUYwfj5ApNylWDX/l6HyKQzmh0d7v5yuudtvhYQOHxRJl6zWT3tjBvHklw8NUIC+k6D59U6O50smtbiN4uN10dTjoTLnZuDRL2q9x7WOThkwrjk1UkUWDzhgDrRn3ce1xiIdlg07oA3QknD8YrVGsG7xzrYGzYx7ZNQSRZZGGxzvU7BXTdYtuGINm8bUj++bk0py/Y8waxiIOOuD2QMzzoZaDX084oezrdvHE4QTzq4PrtAv/it5+QTNVt68BRf9toIl+0LQYbDYNPTyb56PMkG9f6Obw/uqI0snVDgMN7Y3TFVwa7RsNgZq5GNt9s0ziXIMsiY8NeHA5bhtihim021YPxMp+eTFIo2rscURTYsTXM5g0BNm8IMDJoNwNrdWNFjXk5Tp1Lc/x0yj7fLjcOh8TjiQpOh/25XYnndxPVqu1ytnVjcEVzNl/QXjhFuxxKSxCtUtW5fjvffn2prPPhZ0kmpqrtILZtU5BjhxLPNczrdYO5hdqKzFo3LKo1gw9PJHk0UWVs2MerO8IEfCrXbuXbhvHVqkEyabtW9Xa5OPhq9IUaQuOTZa7dzmNZFqoi4HUpKwLSw8dlrt0u0tvtZnjg+fLZUiO/WtXtzF6wHbAaTVu0TTcMHA6R2rLdo2UApollYXsu7wyzYczPvYdF/s3vTyKK2H4Jokh/jwuHIvHx58l2ktDT6bSlIhYb5Ao633ini/VrfAT8SjtDv3G7wMefL3L7QYmuhIOxIS+6bvHhZ4tsXOunt8uFKotEl5rc2PMBXwYtc7WG/yJ89BH8F/8F/P7vw65dMD//7/R2Wot0s5xzL4itKbvW8+RyKEAT07JwORUMw6Zk9nS6ELGz0v5eN7WGiW6a+FwSkiSwfXOIGzdz1BsmHQlHWzDr5t0ijydsM/GjB57WiwN+hc+TDX73u7NEQgqLmQa//q0+Bvo8JNMN/uD7sxx4NcLBV6O4nDK93S46O5z89//LI777/hy//ssD+LwiHo/CulEvoiRw4UqOqzfyfPWtTt44nEBV7QGUpWxtarbKR5+n8PsUhvo9vHYg3m4+SpLQZneIrW30J6dSrBvz4fMoJGIOvB6ZNcNehvrcVGsGC8kaA70efF4Fy7JatVMZp0NCEIS2wclyzM7XOHs5y57tYap1nYamr/j51EyVi9dyHN4b4/XDCXTDbqD2d7twOsTnTSsEoT0RXSxp/PCjeTatC7xQEbK7y2Xfzxbr6clUhQePy8QiiZcqSEYjDt44HF9RBrEsi5Pn0jgdIq8fthU7HzwqoShCW1EU7J1OJOyg0TB48LiMz6vg9ym4nCKDA24SMft6NzWTyekqm9cFntPJmZiucOVmgUOtRuST6Sp37hU5uDfKyICHRMyBwyHx2v44lmXx8Em5zRLbuS1kD3TJIqZlcvNukbnFentXAfaO7dK1HG6XzMa1Abo63Ph9BdtwvKWm6vHIHN4TY9vmEC7nyuN79MT24p2cqrBpnZ+BHi8HX42iG/B7fzzNqzvCiKLI64fivLL5aQ1fEu2FQcSeiu3v9fJwvERPtxvVKVKrGQz1exFFewjuxt0iu7eF2vWWUEAlFFDp6XLx4WcLfHh8kT07IuxaF2x/hmlZSKJIf4+bT08m2flKmM64i9v3bVXOet0gV9DaLlqmYEunfBkWh6sZ/ovwX/1X8I//Mbz6qr396+62//w5seRpKy/L8JcU9pYeZ8NaGq56+ncLC8u0F4WWMyG6biJgD/csodo0wQLfMvGsal1H0yxCwecnPAf73TSaduPWNG1KZzRsS8k2NJPL13MM9nnaDBhVkdi3K0K5ovGvf2+CRsPOZrdvCbF1Q4CtG/3cfVTivY8XME0TWRLo6XK1Swpjwz52bgvh88r8m+9M8Yc/mMUwzBWesACb1wX4P3x7kFjUQbGs88OP5jlzyd4liKKAw2EbeRzaF2f3drvUUyrr/O6fTPODDxa+UHO9u8vN4X0xwiEHiizxaLzC1GwVTbN528GAymCvB08r8J06l+b4mRQ+r8zooPel9Wewm7Fz8/WX8qjXDPvweyV++NE8haLG2hEfR/bHXmpvuIQnk1U+Op5sc+oFQWDH1iBbNtqLhGnagfbhRIVyRefWPbsXsmRzGAmrvHkk0R5GkmWRrRuCxCKtenRR4+ote+q2qZlcvJYl2fLN7e/18MqmAOcuZXk4XsblEPH5ZNSW2JsgCO3sXxAEDu+NsbdVfnM5pfa5PXhc4ta9AppmUirr5Ap2aWd6toYiixzaE2V2vsbxMynCEYXuZdaB3Z0uDu6NvZBhNDNfI19o4vVKnL2aY3TIw/CAj+mZKvOpOoIAB1+N2hO15aeLuyVaCIhYlv2sLCbrZHIaAZ/C3lfCJDMN8kXNtqbUTBoNg95uzwrtpaZmUq7oDA7Y08ePn9HZ2boxyNZNAaamq1iWPZfh9cgMD3g4dSFDqaQR8it4W1IhIvZQ5Sot8y8DhgGXLkEqBSMj0NMDf/fvQs0e/Rf+HFes3iLh1JYx1xZbJg+6BQ8eF1FaXyhREFFlyVYwnK6Symq43RIN3eLjE4vEIiqqKnH6Uo6HT8pcvZnH7ZTw+2UMS+C3/2iKew+LyJKA3ydRKVttU4jHExXu3C8SizjYuSWEx61QKhs8fFLm4rUcADs2B2g0zOdqur3dbro7XbhdEldu5vn4RBJNM3kyVUFVJQ7sDvNkusrJcxmehSKLvHu0g1jEgSSB0yFw/XaBD4/bA065QpNb94tomkkoqHJ0f4x9O8Jkcxo376w0vZBlkdFBbzsIWBZ43BIOp339KhWN9z9ZZK4l1bAEhyrS3WGP9R/ZF0U3LG7cKfLjTxd5OF4m4Lfli11OCV03iUbUF06S1uoGV27kV5RVOhIu3j7W0eaRLyGdafDBZ4vkCxqKIuJpNWodDqmtk7MEy7KlBSZmnpaaYlG77iuJtINrZ8LVntgVRYGBPjelosbEdIVb9woUltv5CfaEsyQJNBrGigUxnW0wOVvl8L4Yg71uGg2TmXk7+IEdtAf7vfT32oY2jycqDPd7cDklpmZrfHQi2W6wgr1Te9GiqOkWO7aG2LUtzIWrtjBcLt9k66Ygrx9O4PMpKLLAo4kKt+4U/8wUuN3bQhiGzfwxNJPxKZtWunNbiJFBDx+dSFJvmDSa5opSm2WadmBt5UYOh0jAJ/K/fWeKdKbBkX0xQgGFKzfzTM3WeO1AjLXP+B3fvlfgD384i88tsW1jkJEBz4rSV77Q5Ld+b5JUxlabdTgkPvh0ganZGpvXB1AdEuGwisezZGL+5ZRzYLWk8zwWF0HT4A//0K7bKwp87WvwX//X8N/8N7TmoAGbpfMsrGU33l4cBPp6JcYndAxTaC8YbreCIAroBvy3//QuqiyiKgIut0xn3IFDFXjv4wWu3iqwdWOAatXkR58u4HCIvH4gRibX5F/9zhMWU01+7o0O/uFvrkUUTX7wQZKJmQq1msEvfa0Xp0PC45KZW6zxT/75A2RJ4L/4zbV8+xf7mJqt8uHxRRwOiem5KpIA5YrRGgJ5irmFGu9/vIDbJdmSwapILKoiSQLJdJNMrsnhvTFEUaS3y87qc/kmHo9Mqazz2ekUr2wKcvdhiVRG4xtvd1Or2Y1pTTeZna9z71HJ1nNXxJaBt8C3vt6NrlucvpChI+7A2yrxLMfEdAWvV+HALjubG5+scfF6jp5O54q6dKWqIwgCbpdEOOTg2IE4Tc20h9KWZZC6bvLRiSTxqIPtW+zSxJ0HJXq7XYSDto3k+GSFaFhtZ7Eet/xC4xDDtNqTn4mYk0TMaZvLT1bwuKW2QNsSQ2lyuko4rLY1fzoTLhIxJ598nsTnU3h1e/i5z4iEHHR26gz1eejqcL5Q26dY0vjkVIpNa32MDNrBK5VpMjldZXTQiyjaC8LB3RHuPiyRTNuGLw7Vtiys1gwKxTyV1k6jI+Zg28ZAW973RbjzoMjUbJVazSAcUlEUkY1rfHx2JsXxMyneOdaJ2yXx4FGJcFjljcMJcvmnw1tPrQFfjLnFOqcvZti3I8K3f7EfQbB7DE+mqzx4VMbhEEnEnQz0up+Rl7anbC3DRNdN5hZqWBY4FAGPVwYsPjmZtFk7IQd7d0TbO+Ra3eDspQzzizV8Hpmebjcm8NHnKURRaF9bp9N+Tgb63Az0evg3vz9BZ8LFyJDM6JCPP/jeFJPTladT9oLVihuraplfPlytIPGbvwmdnRCNwt//+/CjHz19jfDiYA9P/30p2IOth7NUA1z6tUxeI+i39dfn5jQyuQamBbm8RqlqsnmDn0rFpKlbZAs6Mws1sgV76/mtr/cSizgZnywjiLBpXYDtm4MUSwbT8xVSGY2eTjc7toaIRBz4vBLzCw1SWQ3DEvB4JDK5Jl0JmzYZDdl1yT96f44rNwqsGfavUEBcTDeIRVQ2rfOjNQ0WFhssJhvUGyY7toZYN+ojm9fsiWBRaAeYB49KeN0SkaCC0yHSlXCyca2fUNDWuNm8PsBnp9IUio0VbkZL2DDmZ6jPQyZnD8+cPJfi/uPSiux6zYiP1/bF2k3Bzg4HbxyKMzr8NNs2TYtPPk/xr39vsmVBZ9viBfwKe3dGVgwZGSZUanq71larGzyeKLOYspkeS/Z+PV0v5ulPzto0yqUg/5U3OvAtK93ousXNe0UetazvanWDD48nuT9e5tjBOLuWuSCB/bUJBRX8vhcH1464k707Ity4U+DWPZstkys02zMbYNMEO2IOAsuOY2zIy1tHEvh9CoupBh+eSJLMNEhnm8wt1lbQTd0uibeOdrCmdU013eLW3QJnLmReKEFhH7eAqogc2htt1+4bmkWxpLWa4nYt+9b9IhNTFbZvDvL6oTiCIHDnQZH/7/82TipTf+F7Lx3TYI+HkUEvHrfE9348zwefLeB1ywwPuHGqIoVCE00z+fxsuq1UauvO24r46WyTm3cLPJ4o88tf7+XV7REmZ6q8/+kCAhY/92bnijkPTTe5/8gmObyyxVbyfDJZoVTWuHA115aXcDok/sa3+tm1LUw232R8qko04mC0NY3eaNoKpIXW91ho+5f/NfG0/fcKoZBdxlmeXSz7uyC8eHhkOeyg//Q1ivz8WHujodNoWPh80NBsz1vDtMXZ8oUmnXE3Td3C4bDdnHL5BpIo8Ld+dRBNM/nsVBLdEPjVb/YwMujl8USFf/m7U1RqBt94t5P/+D8YIpVq2pTKy1mm56r0drt480iMclnnoxNJPj2V4rvvz/FgvEwm18DtlOjpdnLsYKxNDXw4XmZ6tsauV8KcupDhyUwNn08iElGRJcCyA9jkdI03DsVZM+xlaraGzyPRkXBimPbiNj1XY9umIL1dLm7etcs0siTQ2+XE51WZW3heGx5sjvaxAzHiEbshffVGnpv3npZ5ZEngxp1CW/wtGnbw6vbwipF4URRYO+Yj5FfaGjHJdIMffrT4HF2w2TQRBaEtjeB2SfR1u3Eu01v3euSXmpLMzNYYn6y0ywjTczV+9PEC+ZY+kqKIHNkb5ZXNwdZ3Q6Crw0k4qOJ0Su3PnZyptssSO7aGGezzMDW7UgdpORRZRG3tji5dy3H6QrpdZnA6JfbsiBBrlYIyuSbFstaWaQgHFXZsCTHQ6+HogRgTk1Uu38i13/vOgyL3Hxbb33tVFRElkYdPyi+lW64b9XFwT4zZ+Trlin3ukZDKYJ+XqZkqc4sN3G6ZowfiFMo6J88/LQVWa/YQU6lVniqWtecYUH6fQkfCidstMbtQJ5NrUK7oRMIqibgTQRSo1HR0wyKbb7bvu7DUKxMFohEHsYjKYsoedBRFgQ1r/Az2eFhI2hPjN5dN6fq9Cm+/1kEkpGLottDevYcltm8KrSApgF3i+uxkijMXM2zb6GfjGj+TM1Xe+2iekQEPPV1uyq3egmUBlsCXoaazGvBfhN/4Dfin/xSSScjl4H/4H+ArXwFsbZsX4WVrgAD4vVJrobC5+4JgSx2blojYGtwyBdF+DbbmvCi2fAVbFDIsAVEAp1MkFFDQLRPdsOholQVCQZl6XcPQYWOLxrdxnZ+ebicnz2e4P15C00wOvGqLiG3dECCVabR8T0UKBd0OLlvCxGNOTp5Pc/J8GpdTIhhUsEyThmbSGbcDbyar8XCiiiyLHNwdYfuWIB63RC7f5OK1HDfv27ROl1Nk785I29WpVjfaip2WZVEqa9x5UGL3thBD/S9WRzRMGJ+xP6ujw8ns/FODEvueCC+9L2CbdscjDna/EiKTb9LUbCErVRWe26n5vDLHDsZZ3zrek+czfHYmxcx87UVv/Rx2bgtx9IBt2XjrbsGeuPTJK3xvbcaMvSDJssj2LSF0zTZMXwrohmmht2rUYLOMTl/ItAOsaVpMzVbbngLbt4baJZ/tm0Ps2RF54aJkWRZnLmT44NNF7jwoYpoWDoetIXT/kW06v27Mv2ICemqmxuyy83c5Jb72dhfffLd7hTTEEppNg+Onk5y/kuXReIX5BXsh97hltm8OUq0bTLQMvAN+28/Ys0xPaPvmEP/JbwyjOkTS2QYfHU+2d2a5fJPzV7LU6gYet0SxbBvDH3o1yusHE3x6IsmTqQo7toTojLsolTQqVb19HdsqxJadLAiCgKZbyC01Tb9P5Td+dYAtm0Lcf1Ti0nX7nlRaA4KdHW6+/Qv9bFoXoFI1SGUaTM9VObQnsqKcJksC3Z0O7j0qYlqCPchnWczO1VBUkf5uNw/G7XMysRl5q2qZf1n4L/9L2LkTxsZsLv62bfCP/hFAW6/mWbyo1yS0xmxtGQURUVxi14hommAPXQi24p6q2A1bQRJwuyUMy15cFEVBFiWQJExLoNG0cLtkfG4V0xLbKohBv4rbo9DQrHYw9HpkejtclCoGiYjNTnn4qGw3ED0SsiKSiDq4+7DEzEKd/h43u18JcfxMClkWWTPio6fLxYFdEeaSDXTdxDDh8WQV1SEitir9oaCK1yNz52GZ3/7jGWRJ4PCeKN0ddtNTlmynpKZmIgi0pRiqNYMn0zWKJQ2fT3mu6XfjboFPT6XaNDfDMNk45mfDWn87g5dlkW0bgwwPeGg0bZnn5awM3bA4cynL1dt5mrpFtWq0jKZV3jycIJ1p2GYhy0oTfp/S5qlHwyqH9jwdVCqWNK7fzj83GbwEVbE58MlMgx9+vEg6Y/c3XmZavoRCyfYFXspkfR6JTet8bWG13m637TvbKl0VyzpnL2WZmK6SztrDU0sqq+GQSizyYrVRW9MnTCik8mi8zMXruXbgkSUBp0NmZNCeSWhqJrX/P3vvHSXJlZ13/l7Y9La8b1PtvUU3TMPOAOMNKdGIokQud1ciRbldrkTZI0qrFVdmpSOzq5VEUhJJkUMzM9RYDIAB0DCNRnvvy/uq9CYyzNs/XlZWZRsMZ0UOjXDP6dPdVZmRkZGR99333e9+X11N1abvUy81dEFHxm4tKqssHICT7y1z6WoR2xQ8f6KLHVvjyjTkZhHd0AhZOt46Q5mDe9Mc3KugrPGpKjNzSsv+9beXKBZdNm1QQ3pff3WOW3fLTM3W0ITgo8/0sGtrgqMH0nR12rz8+jyFisfBPRmOHMhQqXr8yhenmJqpthZYIQQC2VLBVPcVLQlyKdVCapvw2MEMK3mXhcU6C0sOF64WuDdR5vbdEn4g2bIxxvd/epC643Pq3NqOaDX6eiNkkhbTc3WmZ6v09ymf4QuX88wt1tm1rdn3Eep6fleaLf8/48Om7cPCNOFf/2v15/4Q2ne/8Wpq4AfB2szk0kodKSVOQ+IrxzUsCyVDsNRgerZKKCxIJXSm58DUlVrguUt5hBBk0yYLSw3eO7fCzi1J3ruQa07VKrjh9IU8ubxKpBsGo+zalmRius633lzEcQKu3ikTC+kYpmDnlgS1mk+55jI7V0PXNHq7bQZ6QjgNxdW+ebtMueyzbaPF4b0pXn1ridkFh+1bYGmlgecH3L5XYbAvzLGDGfqbWjRBIDl5aplQSOfZJzooFD1SCZ83Ty3R2WHz9LEO3j2XY3FJSeKuD6cR4PkBgS/p67YZGYrSkbHpWJfMKlWPV99aZMNghMH+MFdultRiIOD9Czl2b01w/FAG09RIJUy2boq1Vb5SKlx9fqFOte6zZWP77+/nyS+tNHjvXJ7JuRovPPGgHs5q2JbOyFDkAfniteM45PIum0aiaJpgx5Y4GwbDrfmEi1dLVKsefd1hNE1gGoIbdxS89tjBDMm4wdPHO0gmlDG748gWhON5wSM9dqdna1y7pXZUui44+d4yK7kGg31qOhYU1fXVNxfZNBJl9/YkmzZE2yp5zwsoljzSqTWz+UtNKeqPPtOlmERZu3U8gDvjFd4/n2N4QC1cGx6ym5NSculqAdMU7NuVYv+uJOeuFNi3M0UqoTwg+npC7N6RbCVwrwmtlCse0ajBY4cyDPZFuDtR4f1zK8zO1vj+zwww2L9K9xRN+ERdq0TcQNdgeq5OJm3jeQHXbhaZnK7x0Wd6cBoemZTVun/mF2u8cnKRXMHlhae72bM9yelzK1y9UeL4oSxCE0zP1phfqNPZYfPS8738zjdnmV+s05ENcfRgmlfedLl0raRkHmiaJAU81C7z9zo+TPjfZaxqacPvnqVTbQRtjw2HoVYXuC6EQwJdQMODowdi7NuZ4s13c+SKAZGIxkrBIxk1MHToyFrcnag0+fUWxw9b3Buv8E//7W2ScYOurEVPV4hi0efC5TzLeZeXnu3m+CGDiekasbia4L05VkFD3eylisfBfSneem+FiWmHwb4GzzzeQbHk8tVXF4hFdOaXGmwfjROPG2SzNpGw0RSZUqJYb7y7ROCDZWvs2Z5sJfuxqSp3xyvohqBS9TANjY8+00216nJ7rNLczhtYhta2HVZCW5KFRQfb0lnOu8wvOeyUknfOrGCZauAMFLywe1ucjoxNIm5w4rEsqaTF6fM5pmZqSo2zt135cX2Mbowx0Bfml359HNvS2TAUxbYe/c0bGYywe3uc67crOI3gkQk/m7b4vk/0Y+iCsakqAlp8eICxySoT07UW1fXG3TK3m43bWNTgyP4Uni9b59twAyxT7f5W78NVlk+oU+cTL3QjhGBqpsaZS3meekxBDLlCg1LZY7AvjBACz5M4TtCiiR7el+bl1xe4fa/SEqaLhHX27EjQkbUplFxGBqNtejzjq0Nqj3fS0xmiXPGYnKrQ1RzGWm/KvhoDvWEuXimwkmuwa3uSuhNw+twC+3enW8cWQvDYwQzXbhd57eQixw5l6OsOkYip+YuPPd/7wHHffn+ZU2dXeOJolieaTK0gkLz25gJTM1U+/4k+9u1MrXuGXAevwvMnuiiVPWbn68wvOkp64ngnp8/nKFdcbt1TE+axmMme7UnV6D/UINps5uq64LMf62vJKywuO7zy5gLjE2UeO9jBs091kUqoQa2XX5/n3niFZ59QjLaOrLV6SvChWuYfztB1aLZ/Hvp7oa2aK6w9JpO0uatVafaLcFwI2ZJQWKNcC9A1sAy4dbfK7btVdmxLYFpR7o7XlJl4WMdrSoCEQgbzSzV6OpX93KaRKNPzLqmUyZ3JKkJoZNImxw5l+NUvzXDxWpFDexKs5FWPYP/OBMt5F6lrXL1Vwg4ZfPP1RXo6LTo7LApFJQjmepJUwmSwL8SGoQiD/REWXnF47a1liiWXas0nnTTRNEEkZFAouTx9PEujEXD1VokNgxE8N8BxAnZsjUOwJp516bpisWzfHOf67TIz83WW826rcn/vfJ5q1WewP0wyZtDfGyadNEknDa7dKqtpyWZommB0Y5xqzefyzRLjEzWOH0qznGuwfXO8LdlfvakEq9Z7BoOq8gd6w4wMRtvkh++MlSmWPfbuSLYZeGRSFpZVZW7RwbK0h2rNA61hneu3SmiaaCX8fMFlZCDC6IZYC7Lpylp47lpzeD07BODdsytcv1Ximcc7H37fNSttxSs3MJsV/o3bZaZmamgC+nqUWfjQQLj1+EzK4vEj2TZFzWLZZXhQDRt95VvzhGzBCyfUZK/nKegmGtF55/0Vnn+yC89X5enwQOSRA2r9PWG+75MDhEM6pbLLt96cZ3K6xo6t7TuouxMV3jq1zGOHlS/seiOeh4ek4fiMDKzJdWiaoFR2mV9uMLop3poAVo9Wn/dqbu3Mhvjh7xtCAP/qP9wmV/R48dluXny2h3rdJ5m0eO3kPLNzDhsGI8RjJk8ea/8MVgfZVq/n4f1pbt8t4XrKVnFLk910Z6zM9VslfvCzg21qrlI0tXQ+xPD/8IWSR/gOLJ0m7WtVT8e0dEAj4ZX4uXf+Ol/9rWf5W//iYzxx+xvEwgrnD9BYykOxqhaNzSNxvACScY1KxadQ9JiabfDs8QwvPdPBuct53ruY57FDHfzsT2/mpWe6KZcDxmdq1B2fbZvj/MCn+piZq/Pll5Xi5O2xKgP9Eb7/E/08cSRNKmmSTencHaty5qJqLu3aHufdc3lOncvxxBHFDunuDHHmYp7hgQjxmM47Z/L094TY35z43LMzwcE9SaZm63z5G/N8+60lllcabN4Q48VnuhgdibUNJaWTJtNzNW7dq7BpJEpnh93m8hWN6BgG3LpboVDyWm5Bmqbx5NEsR/a3UxcbbsArby4yO1envzfEworD5pEo+3anWo9RTc4aMwsPUv0iYZ0njmaRkjYsf3G5we2xSkucbTVGhqIcP5jh4pXCd1Sy9H3J7m0KVgIFW5x8b5lzVwptVXNXR4hd25NculZsa5CuxmBvGNvUWMm16+hUaz5nL+Vb+Hln1ubp450tqYTNG2IMD4R5872V1qDU+sSiaYKh/kirx1Asubzy5iIXrxZwPcnRA+k2aYJS2ePkadXITKdMDEOZqH/8hZ6W7tHDYmnFYSXnkMs7fOuNeVIxixdOKA2l67dLfOO1ORaWHSJhjY6Mzc4tiQc0+O+PuYUal64VyWZsMqm1a7lKlexMt/s8g+qTIUCw1oOJRgwcV1kZCqHUREGxm/p7QuhqS9ByG/ug0HVBNmXiNAJqzlovqeEG9PXYhEM6124XH3heEAQfyiP/YYz1wmjf6c/ac9Tff+ncPybQDT73qa/y8k/8Y/7C6Z9nY+WeGsDQFJZnmhoEommWriExMU0D3dBUQ0/T6OwIEYmagMbdiQqRsM7YVJ2h/jCGofPKyWXqjs/oxii7t8XpzJjcnahRcySFosf8koMXwKaRKLGIxaG9KQ7tTTIzV+f2WA3L0ujrsilX1XRmqeLx1ukcswsO2bTF9tEY20fXbOv6ukNsGFJSvq7rY1kaZrNSdhpBi0kyv+Rw+XqRbNrG8wSXbxQJhzQ+/lx3a/EA2L0tweOHs+zenkBK+E+/NcVrby3hukETlgjapkYNXbBhOEI6aTG6IcrktNqerx+H1zTBM4938Ni6xWJmvs7VmyWCQLK04nLjTrl1rqCuj+8pCAPUgFS+4GKZGkMDEQ7tS7XZGD4sZuZqvPneMhPTVW7cLhEEcGhvir07HhzU8jw17bq40sBpBCytOK33uWkkxp/6viEO37fYlZqDYCt5h3sTlaa6poq6o7T+XT/g0J5Um4CZ70uqtXY9IVDzCTu2xLk7XuW9cyt0ddht1X84rGMZgkjYYMdonPcv5KjW/Ad6Bp7X7p98d7zKlZtlEjGToweynDjegZQKDpRSGZj8zjdmiEVM/sRnBujM2gSB5OadUpt9Yttr+JKGK4nHTBZXGtwZK+N5AZeuFdg0EmPfriQvv9FuVxlIH5D4sn0xeff9Fer1gI601Rq0klLy6skFrt4scvxQ6jt67K7GxSt5yhWPof61BfDOvTKFkq/c5oL7CkYJCPE9Ucv8ENL5LkMTsDT3HumugwjxwRXIz576OxxYeJ/Il+qsWGm6KzP8+Eu/RsOKcKt/L+8OPMWTN77G1V1/HgK1MPi+pFh0KZQaSCRTczW6O2y6Omw2b4jw739lglLFRwaSrg6TctnnV35rmvklhy0bYzx73Ka/N8Qv//Y0nh9QKAZ0ZU3iMY1njmUY7LX4l784zuhImB//weEWDXBp2aFYCuhIm5y5lCeTsrg1VuPJoxkSMYONwxG6O21W8i6uHzwAYwSBxLY09u1KKdOLhMHNe2Vuj1UIfHjmeJbrt0vk8i4bh6N89qUe3jtfYCnn0pl5cDpU0xSnfnquRkfKYu/OBKap4Tg+r7y1xFBfuMVycN2AQtHl7niNaNTgxLHsQ/dg6+EapxFw5mIez5NsGomyYTBCV9Zq07dJJ00O7knS0x1ibKrK+ct5ggBefEbpvI98B7hBSommC3ZtTVAu+0zP1xnoCz/SbjFk6xzel8L3JbfHyly5XuIjJ7paiXq9TO9qdKRNnnysA8sQvPzGIju3xdnZpOWahsaGoQidTZ2k9Z/VG6eWWFxyeOm5npZDFKjFc/toHEMXhEMGtbqP6wat61Iue9iWxkBPiErVJ5d3m0qS6n4Yb07XFksu84sNPvpMF5apsX9XkoYbEI+ZxOMmk9NVVnIOmtDYuilOOmnxhS9PMT5VayXWhaU6v/7laY4eSLcgpfXR1x3mkx/p5uKVEm+8vdjyYj56MM2dsQorOZfL1woM9oXXNd8VS271Svq+JJdvMDZVwXGDpp9yiCCQfPvtBd45vUJ/X4QnHuskEm5Pl3MLdWxLI52ymuY/gkDCzTuKCZdMmJw5n2N0U4xASqoVj66OEEMDYUplj3yhQX9vGKm2HB82bf8whhCCqZu/QiV/k+HtP/KBj/0vO/8s//To32ZkY5iuk9/i7771M8SCGkLo6IbJvcwW9i2eQWg6kTCUmjv5cl2yd2eMqbkGQQDdXSGmZuvcGauh64LtozH6e2xee3uFq7fKdHVYfPbFHm7crZAr+YxuMrhxp0pXp8nohgiBhMCXCE1wd6JOLGrQ1x2iVPbQdWXe/erbK+zfGefORI1iKUDTPLaNxlSV89YyB3Yl6MhYvH+xgBAPJp9T5/NYts6ubQnujFcoVQyu3aoQtjU2bYhwd6LK/GKDY4fSTM3WMU3FNDIf4ei0nHN57e1lUgmF4W8YVNWSrgsySatN3bFU8Xj/YoFNIxFGN0R/V7aGb7y7xOUbZb7/Ez3YljKivl/MzDA0RjfGyBVcrt0s4XmwZ0eibQjr/qhUPRaXFeulUHJ5+3SOPTvi7NudZOto7AF6ptucCVjFvm/cKVMoejz1WIawrRN7iHAYQLni4QeSpZUGF64UefpYhmce72h7D7ou2L0tgeu1V47FksedsTIdGVtNgd8XQgiGB6OUKx7vX8iTyzf42HPdGIaS8U2nTLo6Q3RmbQb7wm3V/cRUlWLRY8c2Bcms7rJsW2dsqoozWWX7aJxzlwsk4gZPH+9UTK7TyyTiJtu3rEF/kbDBlo2xNp351QgCybnLeW7cLhEJ6wwPxtm5NYmhC946vcyp93P8mR8YZtuWOF3rWF0aAoRECLX7OHlqkXsTVUYGIuSLHs8+0cHNu2UC3+f6rRIbhiN83ycHWsl+dr7GnbEKu7YlOHlqmWzaYuNwhLdOL7NhKMbRA2meOtbJk8c6iUcNLl5d4fa42jluGolxcG+aet3nP/3GOMm4wSc/2oeGInsE8kN55D98ITS2HfrrnH75R8n2HSeeGn3kQyfSmwEIR0zswEEi6KtMczOzAy+Amh3DcmrouoZmSIQGoZDSY783USUINHZtiTC77LCc9xjuC/ETPzRIV9bgr/0ftwmCgB/4VB9H9qWYnqvzxW/MEwnp7NkR509/fx/93WFefnOJ33l5gaMHEuzelmDb5iiH9qbxg4B/858mGegNsWEoxJlLBRIxnR1bYoQMwZmrJQTKbDoRN4iEdQxdIwgki8sN6vWgrRkWCesUix5ffnme5bzL5z7azTPHs4QsDcvSKJU9YlElYfzrvzNLNm3y+Zd68B5EFQDFINo+GuONd5fwfdi6KUomZWEYGo8dbIc1UgmTWj1gfKreSvaFkkvI1h+Z/KNhgx1bYgz3hzl3pUAu7zI0EKan0yZ2X1I+dTaH50s+/nx3m6MSqMTTcNd2PBPTNS5dK5FMmCRiBnu2x+nrDmOZahJWwReeSuRS8srJJbIZk8NNHvqB3SkabkAqabXcvR4WqrHtcexghuGBMNGI8QBjSErJe2dzzCw4fOTE2ixAIm7wied7SSbMBxZupxG0ZJOv3y6xb2eS/t5QK6k7boDXlHo+fT6HZWpt9ohH9mcIAvnAdVpcrvPyt5W5/K6tyhZxdbGv1Hxu36sw0BtqCcOp8zT5/k/1P7SZubDkcPLUEt1Zmxef6SbUlE/2vICr14t4nk9fT4hkov0aBoGSn5XNHcnCcoNiyePwvjROo4yha+TyDpomlANZ0sK21t5Lpeqxkm/w7pkcUkr27kzw5qklHCegt0dZhfb3RXA9pTrb121z43aJRMykq0NJfd+4U2RypsaRj/cRjxoIBJoQaOL3X1rhw4T/XYbQBJFEP6P7fpqr7/4djnz0l9D0h38xhabxF977h3z0C7+D5dYJELw38CSaoTE979LrVqmZEXRTUKkJIiHIpA1icYO7EzXqDYjFdWJ1C8sMSCQMurtCVCoeXgCWZTA155B7fZlETGPTcJhiOeDazSovPJklETeQEnRDEI+azC82mF9qMLpBOTZtGgoxPKhMoHu7QtQc9ffJ03kqVY/R4TCxqMFTRzP4vuTC1SK3x+tEQhrGfXfOgV1JZubr3B6rErJ0wmGNaERnbLLG1GyNkYEIGwYjSCl57vEOgiDgys0yEzN1TENj9/YYm9fh4ZapsXVTlOm5OvcmqtybqJFJPXidPS+gWPHYtzPRquTqjs/r767Q22lzeF+KfNHl1liFXVvirUR07JBKsEIojrvnSc5eLLJnR5xtm9orysP7UhRLHrPzDiOD4TZq5+2xCtdvV3jmeJZ4zGDjcJRsxiKVMBBCsPU+pcWllQavvb3MoT0pRgbDdHXYJNfp5DxMCthxfL715hIjg+GWSNuurTEariSbscg+BBLzfEmh4HL5Rol43GyrwjVNPBJWunClwORMjYN7kuzdlWJkMILrBnzpG7NkUibHD2X5+HPK8+DqzdIDjdVHLbBec5o1n3e5O15WBkDNRH53rEKh0ODpY1k1hBczWr97FHMlnbKIhA2m5mqcu1xg744kkYi634eHohRLHmNTNXZtvW+gT0fh5c3/bhyKsGk4wu2xMhevFHnsQIY9O1MsL9c5eylHqewxN19j40iMIJCkk2pg72uvzqIJtXMZ6o/w1LEo6aSF76tJZsvSmF90mJ2vs2VTgv6eEOcu5enrCWPoGj1dNhuHFbOo6bL7vZi7+jDhf7eh6RpSQt/mT7M4/QZ3L/+/jO7/Cw99rNAE//rYz/JLT/11RsdO8fdf+Um6q3Pk+0ap1nyGlm+y0L2ZjYMhbo05uJ5Gf6/B6EicpRWPmuNye1yJnA0Pgh8Ifu5f3OHwniQvPJmlUPRYyrnMzDdYzDUI2zp/5vv7KBYDvvTyPKGwTsOXHD+U5si+JJMzDhdvlLFNRQcNhzTl8uTBYH+YvdsVpCNQVXN0HWxy5WaZ2xM1BnvVMNbYZJ3toypB352oc3u8ytF9CX74c32UKz6phEmx7HPmYpFyxSfbnNS8NVZlYbnBk0fS1J2AQtHjwvUyoxvCLK40MA3RGsAyDY2PnlDKoKv0Rb+5w8ikTCxT4/qdCuevlADJzi0qudqWRkfGIl9ycZtDQtOzdTYNRdomLldj19YEO7dIlnIuYVvjzliV3m679ZrZtMXkTJ2xqSrdnTbRyFqSm1uskyu4rWrVtrQ2COH+yOUb6DpkM4rSemD3o83Dg0AqhpKAG3fLLOcbrYS/vhK+P6SUvP6Oatw/dijDUH/4O8Jcq5X9yGCYiekqF64WeenZbgxdzYus5BvMzNXZvU1JcggBJ451PFJSZGGpTqHkMTIQBgS93WE+9ZFeXnlzkfcv5OnrDhOJGFSqHrfulZXRjwZff22BE8c62lRRl1ccxqZqbNu8BonZlsb3fXKAk+8u8P6FHK4riUUN4jGdj5zoolBweff9JSoVj+GBCKmkMijXmpV9IAPqdZ+vvjxHImHxw983yLbNcaZma7z+9hJHDqbZMZpg9/Zka3GcX3T4+qtz9HaFiEVNQPDmu0u8c3qZT3+sD3uTRiRi8PiRrJo9qXi8fyHHN16b49ihNE8/3kUsqvNbX80xN18nX/DIpGykUPIKH2rp/CEM09ARukDTNXYc/1vM3P0d8ksXMEyB0JU2y+rfmlD0m3qgc77/OMvJPv7XN/8mCaPG8NgFjk2+ztyL388/+F83k4prBBJiIZv3L5ZwXMELj6fYvTVGEIChGYDG3KLLW2cKfO6jXfzEDwzwg5/qpeFKVvI+PV0W2zbF2LopzJXbVb708jKWofFj39/Prq0JHj+U5vMvdvPS052MT9X47W8uMj5dpyNjsnk4QhBIfu135unpCvE//OBAW5PKtgW5vMdzT2To7Qlx814V15MsrjT41S/Pcv12GT9Qg1CdWUtpscd0nn08w5/8VA87RqOcv1LkC/91nsmZOlKuNUU/9mwHsYjB66dyXLhWfuCaZ9NWK1HfuFPhm28sMzOn6JU9nTZ7d8R55niWO+NV7kxUEUKQTpg0XFVZDvaF+OiJzofuEPxAUq54fOP1ZRqNgFo94OzlAgtNIbcgkFy/U6YzY3LisWxbsgdIxCxGBsMPmMyshtMIuDdRbTFFytWASNhoLSYPi1zB5eylAtdul/nm60vUGwHf//E+nj7W8egb876IRnTujlVYyTXamrKPivNXCrx2colkwuLxw1mG+sIEvjpn0xBsGIywf1eSXKHBtVslxqdraJp4ZAV+b7LG1Zslvv32Mq+/uwSoOYDPfbyPp493Uq37eJ7Sq791r8Jgf5jto0kG+0LMzddoNM1xfF/yjW8v8PVX59sUQEHdP08d62TvziSZlMFXXp7lwtUC3Z1hnnm8A78p53Hy1FJLi0cQABJNaBiGoLs7hKbD2Ut5dF0QsnXCIV0xg4RA02E557Reb3ggzEpB9WjyhQa2rTE8GOGtU0vculdicrrKxasFQrbOQF+E44ezbByOcne8yldfmSVXaPDk0Q7SSYsvfm2GqZkaQoImxIcGKH8YQwqBrunouk4k2snOY3+DK2/9bTzXoVFd5Oo7fw9NaM1kr2LV2vBqx16ijTL/6v9+mp/6xs/wLx/7G9j7dhKPmpSb9PD+vhArhQZuI+BPf76PvdsTLOY88iWXaFjgupJ4RE1JhkI6iZjOnckamgY/+SMD6JrA0DWWV1ychsfeHfEWtpuIG2weiWDZauGo1wJSSZ3B3hAHdydACBpuwORsnfB9eHBH2gZNkCv46JrGYF+IUtlnbqFBtR7Q02FRLLYD8kIIOjIW0YiOpgmu3KqwlHfZOBRpVZwdGYtNQxEuXK+QTZrs39EOgTQaAVdvlpmeU362N+5WSSX0VtXVkbHYvS1OJKJz9nKJqWl1IbduivLCk1lsSylI3o8pQ7Ni+/YS+aKHoStxumza5JnjWQVx1X2cRsA7Z/Kcv1pu6disj307Ezx1NPNI9czllQbfeH2Rr722SKMRsG9nguef7GgNRj0sVnINJmZqyuc1qrGSdxnsDzPU/3BJ5vtDCMHIYJhQWGN8utYmNPeoGBkIs3VzDNNQlpP3Jqp8+51lpJT4AdTqARLB+xcKDPRHeOKIcre6N6Emhh+4LjsSPHO8Q1lkdocZm6yysFRXVbYm+NYbi0zO1EglTHZvizE5XcNxfDqyNtfvVig2lTJ1XXD0QJrPfaKXgXVDdMu5Bl/6+izvvL/C/IJDNhPixOMd9HSGmJiucPp8ASlhx5YYJ453tqSJV70eJKop/4OfHeKTH+mlVvX54tdmuXqzyI/+wDA7tigY5tTZHL/4X8a5cr1AKKTz9ONdfPrFPgb7owz1R9i/K832LQliUZOBvggNN2Bx2eFbr8+zuFRnfKpKOmnx7ONdLCzU+co359i1LclnP9aLZQrmF+sgg3XDmr+/8SGk813G6hQ0qC9W74bnWZh8jevv/xO27P/zLEx+G6EJkrVl9s6+x/sjz4AVYsfEOzw29io//+zPc33n88TDgqkFl4NTqnpIJkzypYCp+RqRsEneCyiUApJxA8sEB41AUxBMsaImYS1TEIsZJBMGK3mPuxMOO0bVtrar0yZf8rl5t8rO0XZMWtcEmzeGmV9u8O7ZMkf2pLBMja4Oi64Om7kll3zJa6NLRiM6PR02uaLH8QNJcsUGr7yT44mDSf7Ex7v41ls5pr6xyE/+6YFHsliOH0yhabC44vALX5jlY89k6etWwyjHDyaJhPU21UTfD7g7WeON9/PoGnz2I108cThFyNYeeI2QpbF3Z5xNGxSbZ2rOQQaSG/eqbBwKs3n4waEgJS+gk4gbPP9ktvXzSFjn2p0K03N1njmWoTNrPZQSuRr3V7n5ksu5yyUGem02DkbYtytJLucSSImmaY9cHFZjw1CEjqzFqbN5ZhYcao5kqD+M/gj1y2DdFDNAoehy/nKBcEhnx+bYI+Uf1kd3Z4iuDsn4VI1IWCMWM5icrpEvemontjfF5esFDu1L0ddlY1saQRBw/XZJzSXctxjZto5tK6tDzwv46ivz6LqSl9g4HOXg3hTdnavia4LxqRpvnlripWd76EhbbTMD65U7W+87kEzN1vB9tYMLhTT27kjxrTcWiIR1erttFpdhacVtM4EXmraOlKl6JvGYQaHY4NtvLdDVYRGNGK0FYmqmytxCvbW7WG3mAhw5oIbp9u1KsXVTnEzaIpOyePPUEheu5tm9I8nohjhdHSHiMZ16I2BxWc1YjG5M0NURJhzWuXWvhEQoeubvc/yeVPhCiBeFEDeEELeFEH/tIb//K0KIq0KIi0KIV4QQw78Xr/sHEYaho2nqjxAaXqPMzmM/y9LUWxSWr+N7dYKghtAMPnHjC/zSrzzHf/yFY/z4e/+Y3/zIz3J20wsEvkZ/n4VpmhSbg5pdWQNdN1hehp7OEFIYrORdujtNQiELyzTQhEY8YVNtGK0BIcvQOLwnDtLgyu3mtlUIjh+Ig9C4dufh04EHdiolxonZOjPz6mZOxQ1GRyJUqgFzS+3b55CtMbohxErRIxbVCdkG1ZqPaQr2bo/TkbZYKrhMzz/atGLDYJhPPNuJ04Cp2Tq1+horoTNjtSV71wv4ymvLvHxyhd1bYxw/mCIRM+jMWA+FKGxLkIybNFyJH8hmz6FKyNba2ETrI5MyOXE0TSJmcGusyvuXilRrHq+9kyNXdBnsVa5PLzzZwYnH0srrtP5wlcz1cfp8kTMXi1QrProueGx/iscPp3iE0GorLlwt8sYppboYixqkkiYHdid44nD6ockeFMT1jTcW285rcrZOuRrwwlNdHNiTahtAK1c97k1WH9CXB2VscvFakVv3qhw/lOG5J5Wf7MxcjfHJKpWqktuwbZ0rN4p86+Qyxw9lOH643YmrWvPbLP8MQ+Pp4wqXf/3dZb799hIbBiMtyHB0U4xY1GB+qYHrS5ZyjbZ742HRkbX5/Md7AcmN26WWTeULJ7qIRg3ePdOUmpa0nQsSJO2De6Cc3uqOfMBRbXy6hucHbYZA90c4pLecujxPmZs4jt/6DIcHIhRLHiu5Bl2ddmvBSCbM1r2piz8iTVuhpo/+FfACMAWcFkJ8WUp5dd3DzgGHpJRVIcSfA34e+JP/ra/9BxGaprcmZz23wrd/4xP0jjzHzmM/w+WTf4dIfIBaaYpK507+1ud+BaGBqSvN7Z6sQFuRSE1gmgLN0KCpC+P5OrquBMganvqS2JZOuaqmSwMUXVNiELJlq+KsVH2m5n0M26QzrWCORsPn9oSHHbYekLVdzrlcvlUlFtaJRG3CIYNkXKfhBly8USVAkM3aRJsQiO9L7k7WKFZUQomGlSl6T6fFvu1xXE/y5vtFXF+STVv0drbj5FJKxqcdyjWfbRsjjE07zC66PH44yYbBhzcexybr5IpuEwrT2DQUoWfdcT1PUih7pBNrRiSLKx7fOpln55YIGwfDPHE4ha6JB7Dyat0nbCuYZ3bB4eL1CscOJChVPFbyLit5j/4em95Oq/Xl13WB0wh483Se7g6LI3sf3Wit1Hw2j4TZuSVCbxN2CgLJW2fUVPHTj61RSmt1n3fPFdg8EmGwV0lJr24WdE1wZF/qka8DMLfgcHeySjSst1X4WzZGGegNtZrfnhdw8nSOnub7uXS9RCphPgBRWabGiWPZlsSzYQrGJqvcvFsBKXnx6c7WfWeaapelZDDUz+5NVJhfdJiZr7N3Z7JtCjkRN9m3M4VEo1x2W++/WHLx3YBsxuaZ4x1UKh5nLuSxTMHwQJSZuRq2rTO3UGdppcHjR7KtBawjY/PUYx1cv13izngVGajJ253b4owMRNk4EuXsxRwLS3UeO5glFNKbdbTgfqWyHduSmOYkN+6U+egzaz/fvyfFpatFzl7MPVS87f4wTY3d2xLcvFVibKLa8i4e7IsQjxrcmyjj+bJtERZS4vn8kZm0PQLcllLeBRBC/Bfg00Ar4UspX1v3+HeBP/V78Lp/IGGYGn4TBLSMOM//8Ne5+f6/4cIbf5dYaoRqaYpaeZJs3x50XUkpS02gGxJd19D1AMsSFMqg6zrJlPqylGugmzrDA2HOXatjWTpD/TanL5WpeWCaOqGQoOHCjk1mq8odn3EYnw3o6zE4tl9tfd+9UOXc9Tqbhiw+90K27fwv3qzyyjsFYhGNvdujbBsJk4gZvHaqwLmrFQ7tivJDn+wkETPwA8nsYoPXTpXwpeSTT6fp77KREpJxgy0bwvzaV5fJlTyeOxonnTQfmEZcKfh85fU8kTAM9ljYluDTL3SwaSj0UGijWg/4+ps5arWAz7+Upb/XJRFvT9qTcw7nr1Z48nCCjrRKWqmEwUsn0gz1h3A99cVPJ9qft5RzeedskYO7YvR1K0N1IWBm3mHnqBqwOvl+gUO74w9UepYp2LM9TjzycHgkV3CJRXROXyhSq/t89Klsm5jXrq1KjKxY9rh4vcyebTEMXdBwJV5zMGrP9kdXkaCkKS5cLfHYAbXbyRddAh8ONSG51fB9Bc3UO3y6O+2WYBgoGuIqbfRhsWqD6HoB//XlBSZnarzwVAcjA5E2WGvLxhhb1ukjLecavPzGIpmUxVB/+KH9DsPQOLw3BcC5ywWu3ymhCTh2MMOJY6q5qeuC55/qJJW0yOUdfvvrs4yOROnpDuG6wQPH27szyVKuwcVrReJRnWTcVH2umMHwQJjl5To375bZNpqgJ6TjS9mC1oJAsrDkkE6aWIaCoWSgZKYLJZfJqRpDfeq9VKoeDTdQvR5NUK54FIouvd0P3sfhsE4orFOptZu8x+M6yzmPctklETdbz5Oa6h99D+aufk8gnX5gct3/p5o/e1T8OPC134PX/QMJO2phhSyskIJaEqkODr3wt/non/4dosk+nOoS8+OvYVgGmq4jdJ2QqaHpOqapMERdF0TDhtLbkeqLFwoLCsvXyRXKhEIGwtCo1CTJuI5l6uiGjsTEsjUKVZ1GQ1Xcfd3KGs91dUpVSani48uAVFxHaAanLlXazr+vyyIaMZlZ9LAtg2MHEquW7PR1W+zYHCEZM/jSKzm+9EqOdNLg4I4I2ZSJlDC75PKNkwWu3q4yNe8SDets6LfZtTXGUFP73fUklZr6ctomxCI6iZjBW2fLXL5Vx/Np44UXyz5nrlQ4e6WCJiTD/SEyGeUKdWRPnMi6hqvTCIjHdPZtj7bx121Lw7J1Lt2sMT5T543TRXIFJbx2b6qO0wiIhDUGei3i0VWFSputGyNcuVWjWPbpSFsc3hPHNLUHIA8hBMN9oTaRrtUolDzeeK/AnYma2jmF9QcacIO9IXq7bOpOQK7gNs9H56kjCnLxvN9FdSebuukSxqZqSOCFpzoeYA6VKz5nL5f4yquLLC67mIbGM8ezDA+EcT1JZ8b6jsqMmhAk4zpBADXHf+A17o8zF/NMzdbZuSXGnh2JhzKi1kcur9g+g30hBnqVTIZpqv5GR8ZG1+Ab315gekZpRO3ZnuS5JzvbKmNQbmjnLhVYWnI4fjjDk491UKv7LCw7CCHwAyXutqrnrwmVsGUAd8cr/MJ/GWv2IXSOHcoQIDh3ucDYZIW3Ty8jJHzfJ/p4/HCWb7w6z+WmPef5yzn+029OsLD0IIS5bXOCkcEI757JtzGLRjcm6Oux+dYb89y+u46NJmmy+v6IYPi/2xBC/CngEPB/PuL3/6MQ4n0hxPuLi4vfy1P7XYdhmhimjm5o6KaOYRnopkGycwNPfd//w+Of+Xds2PMn2ji1q6J5FVf9LJAwNddkIRhwY7xOJKIxce3L/Id/8zOYpkTXFcOj4gi6OwwCKcmVAtIpnVzB57UzZVwvwNA1ju2PEgoJvvhqnq+8UaQzY7JrS5RSNcD34fyNGu9eqlIo+Yz02+zbEaG70yKTMnjnQoU3z5QxDI1j++O8f7XOxJyDpqkvU8jS2L8zxpMH4swve9TqAQs5j1vjdWYXXT73kTSfeHoNY/Y8yRe+scKXXsm1ktrx/TE2DoWQQnBkd5SNg7bSZW8EXL1T4/0rFS5cr5ArehiGxotPpfj8R7N0pNur0LuTDr/9rRXOXakw1Gc/IMtg6ALTgM60wc7NEQoVn4Vll3NXK6wUPCIhnf074m3DTX3dNk8eVrQ+wxAsrvh8+ZWVB3oYjwo/UIvs6IYw/d02biBpeI82L+rKWrx4IksiZnDuaolbYzVOnS+SK7gPf8K66O60ObQ3ScOTTM05TMw4D5Wm6MiYvPR0lv27E8Sai9vUbJ1f/fIcr7+70o5pPyJ0XfDYgQy2LThzoUjd+WBMfe+OBJ9+sYf3LxX49d+Z/Y7H37o5hqEJJqbrLb9f1w1aFo5CCMJhjY4Oi7rj89pbizTcB8/b0AVbN0XRdfj220vcHSujaYLODhvH8XEaPvW6v67HoTXxex9NCLoyShwuX2go6NSXhGwl+e16ipI7PecQixp0d9mkmwt+OmURDikqtZSyqSekYnauTiRkKJ2eXAPPl8zO1yhVXEIhg3jMRCJb1FNQsN/v4mP5b47fi4Q/DQyu+/9A82dtIYR4HvgbwKeklA+6VQNSyn8rpTwkpTzU2flw3e8/6DBNHdMyMEyjmex1DFPHsnRM02B424sMbnkaw1JVuW7oWLaBbuh4no5hGgQYuBhq4bA0fuNbJVaKGvtP/CXmJ89z/cJXiUdMlvIe71yos1QAN1CVY1fWZnjQ5tJNly+9XuLKnToIQTJhMj7nEUiVpHeOhviBl7JkUia/9UqR05erlGs+mibwfMFgr60gmJDy2W34CqbZsckm3qR8BprG5JxLw5WUapKlvMdy3iOTNEklLbZuUCP39zNYYhGNhq8qTU0TjI6EySRMgkAQCmncmWzw5pkyuaLPtXt1utIGn3o2zdNHEy2f0VhEb1Whni+5dqfGe5fKWIZg41DoobrroyNhjuyJc+mmw/yyx/nrVTRdcOJIgq7Mg5U5KI55yNa4O+ng+ZK6E5BJGWSSH4x2+oHk/NUyV25Vee9iGdvSiMcMDu9OcOJI8oFtfqXmk2/SVk1Do+4ETM81sC3Bk0dSZNJr59dwA+aXGvgPyQDnLpc422QAaYKHJmIh1CTtgZ3JVg9jJe8SDmls2RilXPU5d6X4HRvQ8ZjBQG+E2YUGpcoHP7a7M8TB3Sl0XTA5U2N24YM9gLs7bZ57spNb9ypcvaWYCzfvVnjl5FJrAXjicCdPHc0yt+AoK89HrKKbhqMIBMsrDeoNyWBfmMG+MK+eXKRUdunqtLGanrUCX+nhC50NwxEeP5rlnfdXuHitQLns8czxTkxdI5drEItq5HIO6ZSJHTI4sj9DqeJx7VaJdNIiGTWYm1fzBl99Za5Ff+3ssNi+JUFfb4jrd0v8zjdmWVxySMYsnn28k2jY4JWTi9xqVflSTf/+EYF0TgOjQogNQggL+AHgy+sfIITYD/w/qGS/8Hvwmn9gYVrNhG8ZmLaBaZuYlsEL7/8if/ffvcgv/p8b+Z+/8leai4J67K5tShPflWpxSCV1hvsMDDPgzddeY3bZww4Z9HYn+cSP/Eu++Rt/k4azwvSKZKTPoOpIGoFgZEBRxgKpEwkJ4hGdbRtsMkmTYk0o85OkwbfPOkwuBOzcHCIAtm+yeGx3mJ6swTsXa0wueARSo1b3GZ/zuDPjsWOTTTZpkIwbxGMa2zeG6U0r8+3bkw2++W6FbNrkwM4YR/ZEuHy7wbdPV1hYWeN4K2wUnj6coL/bptZY+4J2Z032bQtz/madt85XSMQ0YmGBbWr4gTKFqdUf/oWeX3Z592IV29b5yBMpNj2i2VupBSzlPSxTkE3pHN2tBOj8+2iL98eZqxW+9kaefNHj6L44n30h+1De/voIfLUA+r6kI220EophiDY83WkE1J2Ai9ervHuh3BIyS8YNnjueYnQkQneH1cbCmZ5vcPL9Irn82rX1fUmx7HF4b4IjexNqUEdCuerz7rliazF5VOzaGuPzL3azeSTCxHSNr762zPj0oxlVoNg+hi7YuTVGve4/wGx5WOzcqhr59yZruF7w0EWlVPb4+rcXkaiFYtUYZqAvxO7tiZYw3lKuwZ2xCvmiz8hgpI1eWip7zMwpm9CpuTp1N2D/rhSbN0S5fK3I4rLyY9i+OUGx5LVYP4FU0IlAQY9nLxeYX6yzbTTB0ECEnm6bxZzDStFlZCiK56kp2Ju31aI0PVtjdr5GV4fNoX0Zrt4sky80lM5T8x7LZmx6uiyitsHsXE3BlINRjhxIMbdY5/V3FolHDQabVFaJUJ//HwWWjpTSE0L8FPANlFLFf5BSXhFC/D3gfSnll1EQTgz4QrNqm5BSfuq/9bX/IMK0dTQffE9DN5SsqZRQzvbxjRf+F7ZefYVQ4BCJ2UoeVxN0JQLGE6JlnNzfCeW6IBz1eOt3/jfsyD/niSefIxQCPXycnY/9aV7+wl+mq/fXSMc0BnrClKuSiQXBULfO5CKEIhp7toQIpKBck0QiygYRTdCV0ejO6Pzy18uUagHPHgqzecBSGipZA7CpOiCE5Mo9h52bLCxDp+YEvH2hjh/AC0fDbBlWuKdhwGC3yfyKT80RPLHP5qmDEd67UuP8DYdnj+jkigEzSy7VmuTorhAnDkYx191dIVujt9Pk/PUaywVJJqWmTXeNhrFNwYVbDkO9Bjs2NJlGrmRu2WMp5zHSZ/Ls0RhdGZNw6NE1yq3xOnNLHod3Rbh4q45hBhQrwSMXEs+X6BoMdFvU6wHzKz6WqZGIfWfeumlqPH00idMI+M1vruAFgsHeBxei9y6V8TzYuzVMvRG0IBjPf1BgbDV6Oy0e2x8nvW6XcWeyztXbVZ45miQZN0glDAZ71VzEcsGlVPEYm64z0G3R8VC5aYHVtG4caA7adWUt7kxU8VzJ1k0PSj2Xyh66obF1U4hTF4qEbJ2ujg/G5kcGIrz0TBe7tsU4+d4KK3mPT32kqzVoFgSSS9eLlEo+WzfGmJ5tUCh6DPaqhnFyndpnd4fN9tE4g/3hNpXRhaU6X/nWPFLC5z/Rx/BAhE8+38P2rXF+/UtTLC477N2R5NknuiiWXJZWGq3na6vmRCjxvyePZIlEDFw34Itfm2HvziQ//PlBJILlFYdSxePVNxY4sCfF7h1Jnj7eiRCqB7VtNE40atDdYRNpHj8IJK++ucDVGwU6syGefbxL6VV5kn/3y1NYpuDI/gyPH822CA5ColzDvgcl/u/J4JWU8qvAV+/72d9e9+/nfy9e5w9DiGbTR5hSQQ5NhtfFfZ8GCUMT54lUZjEtHU1Tt5YwJYYp1c0moOJByJJEwjGe+6F/yau/+lMcOPQ2iWga0/D56Of/Gr/wj17gvdf/Iy99+sfoSxsIIZmY9/HRSSYElgFvXXLJxJW+z+igjeMGLOQlsYhGLKLhS8HogMndaY/JuYDdoyaeFAz3W/ie5L1rDVIJnWRM48Itl4PbTDb060wvKJpYzZGcv9Wg7gTEYwZbhgyiYUVpjEYNerssYhHBct7n7I0G2aQgFlGOQqsVr5SSmxMeIQtK1QDT1nnqYJRsSrEUYhENw9A4sjNMJLx2w88sepy+WidkwUi/xXDfGmumWg/Il3x6smu0zKl5l8V8wI7NNiFbELY1UjGdjYfj6A/Jqw1X8vaFKn0dBltGQvR0mLx1roJliIcmfM+XLOd9Mkm9lbQNXaDZGt0dFuH7BsGCQLKY8+jrsDBM0dbsLZR8Tl2osHtLiN6uBxNoyNbo725nCclAkiv6bc1dIQSZpMlHHk/TcCWXblQJ21or4dfqPvPLLv3d7f2OVMLkxROKvXX1lvLm3bIx0oLQ8kWPyVmHrRvCZDMW3357hY6USSL+wemiXPHwfDi6P4WUkum5upIFWbe7klJBfaMbo3iuz8xCnQO7H85OSiVNkokE41M1pKTFTKvWVO+qUvOYnauzZVMMP4Cx8SoLyw5bN8VACK7cKLJlY6wpxtb8XKRUPPwmuLFqbr6wVCedMimUGpy7VODIgQy93WH27Qh45/QyE1MVPC9ogy8NQ2PDfaYomibo7bJ57aRDJGywqSnt7Ps+YVunUlUN+/UKnAKUqxYfqmX+oQtD0/FQiWzVmFwGsmVgoBsKgzZNxWMWAiZXBH0dkkJVPcaXEI0J9o4GhGMvMHX9k/zWL/wMP/DnfwEzbLBz0OZnf+7f89d+6qNs3/cc85lNvP/Vf8Bnfuh/wTJMejt0dm4QTMwHLBcl6bjO+AIEUiMehmJVcnlcsnXEZM9GkzvTHpGQoObA2JyPrglKVZ/FguDpQxE6Uhp3pzwuj7lsG9IJ2YJYWOC46m31dOhMzPpMzEs29EvuzvjMLLr0ZHWSMZ1bUz67Nlmk4hqW2c42kBJWigG+H7CY9xnqMdi/RU1YBlLy/jWFu37iiUhbYujO6hzfEyKT0FtVfd2RTC54NFzJ9IJLPKoTCYHrgqFDPKKzlJNML7oc3RX+4IlWIUnENCLhJq/cUHMR9xuYOw1JzQlouJJ3L1U5sitMb8da8tY0wdOH4w+8VrEc8N6lKpuHLDYMtidvwxAk4hqhR+xWGm7Act5net6hv1vNNnRkTHZsijx0h2OaGqYJzx5LtRbaK7eq3LpXxQsgGtbpfEQP4+j+BDJonxaeXXQ4f61Eb5dJOm6we1tMTbPet6h5noJTOrNqaO7CtRIrBY8XT2S5eL1MMmFxZG/iAUbQs49n0TTB22dy6BptNoQXr6newsHdSQxDyWq/+vYS2zbFWv2KZx/voLvD4s54lZ6uEJ4vuTtWoVxxiUYM9u9Kce1WCT+QvPLGArfGyvzAZwbpzNqsqlLev+dzHI9QSCNs623mPhNTVUplF92I4HryAZXYh0U6bSvnsXVv2w8ADQpll86s1Q4xCgh4yEn9PsSHWjrfZdhhAztkEAqZWJaObRuEwiahkEnIVjK0hq6ak5GwQcg2kEIxemJxQ8kChHVqvk5Ph5oa/egP/u/MjZ/lzsXfRqAxs6LzxBN7+ZGf+Ot89Rf/Rww94Px7X2Nq4hoeGnMFQaEq+OTjNi8eDXFou0U6rlOsaXi+RldaZz4nuDIuqDYkR3bY7NposWXQ4Ol9FtuHdTRdJx3XuDouuTHuk4wJKo7g6rhkIa8q/LAteGyXzfZhiyM7LTYPaEzNB1y+5xKgkYobREJqi5NOCK6MeVwba8eSNU1weIfFSK9B1dFIxw3KNXBcteMZ6FLQznoGRs2RvHe1QcWRbQmuXAsYn/NIJzQO7QgRCwvGZjxOXXFIxg0e2xMmk9KJhwU159HfHiklF2656JrGQLdJrhRQrkniER3jPtbL3akGp6/WCduCo7sidKTav/FOQ6Lr4gG2TCKmsXdbmIk5n5vja0JsCyseQsBje2OkH8GFn5h1efdihdlFn2pNvY9M0mDbpg9WvQzZGjVH8v7lClUnoKvD5snDCbKpR2epQsnj3LVqW/M3GTPQNQ3HkViWxo7RmFr47pt+LZY9zlwqM7egmDU7RmMc2h3HbH4HurIWQhPMN4XoiiWPb7y+xNxiA00THN2f4id+aIhoRG8xh8oVj3fO5jl9Id86PykFvd3KtWvVucu0dAb7lcnM6fM5nnxM7Vhy+QaVqs9zT3axbXOcMxfzVGt+awhN0zVlGC4Vc2d8qoLnK4tLxwmIRkw2b4iykmtw+vyKcq8yND72XA+aJnCato3Fksvd8cpDJ5av3yxgGIKBvnCrh7G4VKdc8QiHDNJpq43VswoLfy/S8YcV/ncZ4ZCO66sPqOltTLAOfjMMDaEJLMsgElYVvgyU1V0oAGlqBE2hpHduavR1QCUa4wd/+hf59//ws/zVf/I4mtHHmduCP/sTf5Fz736FK6//M7r7NzEzfZcN248QiTSbg4aGZahtqmEGSF2ADsd3alRdn3xZMLko6EhIwrZqDEVCgty0xPU0Ng1o5MuCbAJWKpJ6A1JxGOnWWpXiaqTjOtcnfPJVxcKxLY1KXRKyNTypky8FeJ5Ae0g/1dAF3VmDJ/aoyvbVsw3CNnzksMWODSabByFkte8K5nIBVQd6sj6FMnQkNbJJjWO7bCKhNZXGTEIjCMBq3snDPQZvXWzw6hmH5w6FmgtSewghiIWUy1QQSC7dbmCbsH2DTSLa/viBbpNETCMa1ohH76/+A77xbpXBboP9W9vfuKYJ+jtNypWATHMArFqXnLlWY7DbYuuI9Ui3r74uk5Al6Moarcfkij7vXqiyazTEQLdJoRyQiGqtSjEIJNfu1tGEYDnvsXdruG06+VFRqUryRQ/Xk4Ts1Z/59HSoXcXq/98+W2Soz2bfdgVReJ5qIh/Zl6C7ueNRw1bq33ubQ2Svvr2C0wh48YSqastVn8XlBgO9IUxDo1Bq8OapHAeaPYXBvjB2SCPVxPJ7umw+/mzXA1XxnXsVLt8oEbY1ckWXA7tTfOTpbuV2dW6Fu+Nldm5N8PyJLpJxowXFBMGqhazO1EyV//KlKY4eyPDM8U78AE6fX+FXfnuCx/ZnmZyu8eSxLAf3ZejvjfDG24sUSy7bRuNUqj53xxXMc+1mkWOHsy3J6l3bk7i+JJf3eP/8Cvmiy+H9GZ461sm9iTJvnVrmyo0iLz3T0/QTEKi39vsP6XxY4X+XEQnrhJt/IhGdUGjt/+GwwneVH6hGJCyIRgSRiKZgkoggHBZkEjrZuIZhKhjiY0d0jhw+yhMv/QRf/H//HP2dgn/4l5/mf/jBJ/j5f/SP+Ppv/gsSiQTFpTtEbIV5p2JrH93dWViq6Ax1aAx0quS0fdjAR2NmGbz77qNNfRo7RjSuTmrkq4KRPo0Dm3S2D2kUKhpn74g2hs1q1FwwTJ1dGwx2btAp1zVcTzLQpXFvQbBcBvsRScw0BH2dOvmSJBwSlOqCUk01tUOWwHFlq8qPhASfPB6iv9Pg7E3J7WmffFlJTETDGhK1C5BSTdOODimTCyklk4s++UpT6//hKAYA2zdYJGIa4ws+uzeZdGUM3r/eYKXU/r7jUY3+rrWpSNeTOM1rU2tISlXZUkO9P3RdsGNTiK6s2Xru9o02uVLAmWuPZshEQhoDPRaWqXjeni+JR3W2brDJpgyW8j5vna+wkFvbTXk+zC17BFLyzNE4PZ0WdSdoo1Mu513eu1Rpq9SH+iyePZZsDaMBVOoSoWstiC0S1hjus5hecFvHy5c8zl5R1fEqK6nuBJy+VKJQWpspOLQnwfGDqaZiqUYqaVKqqmMobwOXXNEjGtaZmnV452yBkf4om4ajzM7XeeXkMrGY/gDLqrvLZtvmKF4QkIgZfOuNRaZmazz7eCcHdqW4M1Hj9XeWsC2N8Prpbxmwip4M9EXQBVy9WcDzA0K2xtaNcUoln0RSsWjGmzr8hi4YHowQjxmcv1JQjDQBDdfn4rUiZy7mWy+RTds8dayL/u4Qniu5dK3IxSsFNgxGeO6JLiIRnXdOrzAx3dS5khCI700q/rDC/y4jHlFDUaszE6v2zb7nEcLDNnws3Sdl1gEDqRnoQg1bhUxBzZWELImGoOFLUhFVUZ+6EfCxH/pb/POfOc6r//XfceLjP8HLv/Z3+fSnXmTHvhNcfO9r7DvyDJ4U2CZs6lk7p9kCuD5s6NU4sqXZeCurUe3OJMTD7V+WWFhQrivu/UAcUlFVMRuG5M68VNXyffl+qdikE4bh3rxgtB92bdCYWZHcnpEkI4IjWwXdmYffuMWq5PStAE1Ktg7p1BtgGWuN3WsTAZoGG7o1omGV9Po7IRkNyCSMtkp9qSi5Mx2wc1gnEYW5lQBDh3RcMLciGeo22TnyYJJwXEnVgVRUVflLBUm5FjDUZRIJKzZSItL+nHpDspQP6M5omIbg+oRPqRpwdLtJMqrx0vEIsfB3/rLWGgEXbjeIRzSGe43vKKS2GuduOBTLAcf2hNjU7AWYhmDX5lCbdIRlCp48EG2N/gNcul2nWA54bE+YkKVRdySFklJaXdW2VI5f7a+5Z2uES7ervPJukROH49iWRk+nzVJ+7aQzSYMnDydJrZO9mJ53ePlkDs9LcGx/CoDEuiE3TRM8dSSNJhTl8s3TBQZ6LEYGwkQjOrMLDjtGY6Sa7KTpeYdT5wr094bYvbW9sZtKmAqmEYJrN0vcvqdow7GoapS+ezaHZQmmZpVBzSr1ExR9OZABQSD5yNPdpFMmb59e4e33lvj8JwcY3RhjdqHO4mKd81cLZFIWB/ak2TQSY3ggwnKuwYUreeqNgI1DMX7k+4da8w5BIHnl5CKWIRifqmIagh/87ACmqfHWe8t0ddjs3BJjeqZGdrWvIqVKEN+D+vvDCv+7jJ6OBj0Zh96MQ1+Hw2BHg/4Oh2e++HP82CfjHPj1n2fLK7/MT3w6xvHf+Ptk4wHZpE8mHpCIqr+TEUk04pNJSqIhlUhto07IKPK3/49f5Jf/779FT08W27Z57c33CIUsCvkFLp35NpGQJBWTrS+13/ToTMYg2tySB0GAbUniEQhQzdf10fACLANiUYFhCMYW1P1mGpCKCVJRwcSSwF0Hx5dqCiPeNiRAg8WiIGpD3VUV+t6Ngp6MzmJBcGOalr7/ahSrUHUEI92C4S6NbYN6C8Yp1yFXVff9lQlJsakGkU1oDPcoWGN6mdYOIB4S9GYEIUstFrMrqu+ga4K9Gw3Vo9BgbD5gPreWpOZWAq5N+OTLapBs25DOgVETXRPYpmCwy3gAyipWAq5PBCwV1HG604KBDk0xsITard3/nPVRb0iujnmcuuLSldHZMmQy1GMy0vcB2w8UTOf7kmhIYyHvMzazVqlbpmCkz3rAgFzXRFujcGO/xYZ+k1OX69yedOnvtnjmSJxqPWBq/tGTvZomuD3W4NaE0+Led3dYPNfcCUzONsgVPDoz7Z64yZjByIDNwrL/yMnckK08jmfmGtybqNGVsXn2eEZNtd6t0vDU5xgEknLFZ9/uBEjR0se/P5ZzLghBX2+IpbzL9FydRsNnOe9iGHqTDRRQKqvnCw0CAgSCW3fL3Bmr0JkN0dVhkUyZOHWPUEjn6o0iswsOh/enkdBSpzUMdf637lXI5RWDbWQw2oJzNE0w2BchEtFJJ03Gp2pEoyYDvRGGBsKEQhpzCw1Wci6F1fck1HkJ8UdDPO2/q0iGa2iA4/qEDIGPBHTmf/ovsfQX/yLFmoXQLaT0cQMTQzTNDQyNsPCU2qXlU29IDF0nmdBoeB63bpzh7/2lz/DDP/o/89k/9dP85i/+HJMTY8RS/fzNn/+PvPTZP8OrX/nPaMKnO60Rbib3+YKk5AQkIoLutIbrS65PBSxXoCspGOpSap3QTI45n8llgZSCfSOSYk2wWJR4UjLSAQMdglwZ7Cbt1PUlk0uSiAWDHYJSTVk8NjzJ2CKMdEp60xALCRoeTK9A3YWe1No183xoeLB9UDDU9aBLUqEKnq9hGlD3JGYzFzou6BrUGrBUhHQMLFM1k0d61irLwU6N+TyUahLXE6SiKmEWKrRV0t1pjXgEFgoBpRrs2yhaydoPVA8jYrczVrJJjWgEZlegNwtdab21yNimJJv44JqpXJPMLQdEIxp9WY26C345aIPkHhZ3p32WCgEHtxikEhqJyAc/3vUkp6826EhpbBlSFzCbaiqhepBJqucbhuD6eIO5JZ9PndCbk9YPxgvHEwSBbGOsrL7Otbs1pZZpNdi9JUQsouP5krPXqmTSNj1Z84Hmd7HsMbfs0pO1SMR0hvtDvPBklt5u1WcYn64jhGgpqI5P17k3WWd0JMzt8SqGDol4uy6+70s0oWYIhIALV0ucuZRnx2iMz7zYg+9L3jy1gm2JloyB9EFDUYu3bIzR1WFjWRquK1lccrhyo8T+PRmeP9HF2Qs5Zufq3LhVJhLS2d7U1U8nLT72fDd371XWCi9fQYyGoVEsubzxziI7tsTZuT1OrMnzP3Umh+P4/OgPjBAKKYlxALnqZ/tHYfDqv7dIWkV0KXG0AFvXm7ZkPhIdjQCNCIbh4vkBxUYYTYApJEEg0LUAPfBJWB66NPCkR0yT1Bsh9u/dz7/5lZP8xi/8HG++/iqRaAzDNFmcn8Iyennyyad47tlnKFY94maA50ewDEHUgqjtY+Azl9dxPfUFj9sBYcMnEzXQtKZWtw8rJXA8n2RYErUFHTHI1XTKVZhZkURt6OzTiDQpeA0PlssBS4EkFtKIhXW2D6hqvFSHuXxAsS6JhzRCls7WPjB1lZhXw/Ml0zkfIaA3rRO9j+belRRELNX4jlQEtgGzOQUv9aUkI12CnUOqCl8fQQDLZVo0u0IFFotgWxC1BbuG22dZQpbaFdimhuOqSnJqGUKmujbTS7B9SCX91Wh40JsVxNf5ewQS5nIQC0F2zVvjoZFJCI7uNLEMSb4Cd2ckkRCkHvT0YKUUMJ+TbO7TiIYErqeh6YLe7Ad/TZ2G5Pa0h2kouG59GLpg28jaG6rUAqQULBYk+VLwyIT/sFmEUiXg8u0auqGxsd/k1oSL5629zpYNIcK2oDtrNSeDfeJRjZWCz2vvKbrl0d0xErEwyYTB7nUspUzSpKfT5MylEhsGQ7iupL/X5vC+JNWa39IEWg0pJcv5BueulAjZOn/2T/QzMhAhV3Q5dTbPxqEw126XSCcMPvJ0F/FV6qdQPHwBRCIGSysO//kL4xiWxt6dKY4fyrKwVOfNd5ZoeJJQSGPb5jQb15mw3LlXZnq+xnKuwdhkhQEvzKVrBRwn4PmnuzFNwYbhKF6g+nmz8zUuXi2ycThCNmMjBNy6V+HuRIU/8ckBRf6QEvlHZfDqv6dINkroQQPHd7Ga04PCc/F1C0MGCD1M1A/wpU/WsmkIC1NoaNLFIUSAxJI+iWQGv56jXLQY6BmmI7JE5wabw//7z3P5xg3+/t/535gav8Plcyc5/MQL2KbFUG+aO5N5tMDH9y0wLJJRnf5EibpTI2rFSEZN0jGN2eUKxUqFUtkmHVcJ3zQEm3oE1rLEdxs0HB/pG4x0hPGlYKnosVLy0IRBxFZJwjIEm7tgbNFnqejRlTRINQ2c0zGYXoZy3WdmxWO4yyb6kASiCUnIhJApqTgeQuitBUW9BmSaEG26+b3y/ADpQ7EGC0XoST34ZXB9WC5BR1ywfSCg4oDjS1wXsLVHyilEQ4JoSOAHCqryA8jEwEf9f33CX8hDoSboX6cy7QeCvqx6zncKTQiiIdV3uDouScVgY+/Dz8tpSMpVdT69HTqJmOo5xL+Ds6HjSlaKki1DBt3pBxN1w5PcmvTpSMHNCR/ThBMHQnRlP3jX4Adq2jkZ1YlFNO5ONxib9RjuMRjosRnstdvmD0bWDcdduFHl9JUqn30uRSKqs3WD6jl0Zx9kDhXLPqcvlnGDgLClkS/67N8RZXRDRMFtD6GiLuddfu2/zqFrggO748wvNUgnTQZ6QkSOZ3EbAV/8+iyphNkmSiaE1kK9qjWfk+8tcXeixmde6mXP9iShkM6tuyUcJyAW1bl+u8zGoVjbOdybrFAoeWzZHGMl1+Dm3TKuG7BtUxxNwOF9aXZtS5DPN/iV354kX3AYGYqxZ0eSej3gV39rgnoj4NjBDLattKx0/XthYf5hwv+uI16eRffr2B5YIsDTDAypHH406aNF01iWjRf4BLZABFXQTJCSOFVlYyYgFA5Tc8oIXwDDdBkFPNdDp8YTezby5V/9Rf7rK9/m2RNPYAQFDCwioU5SZg3PdxFBeu2cLBcadVKWTaS5Bc/GNJxqQ5WupFqPDds6w52S2QVH6boEHrowiYRswpbJ5HydYtkhGTXRdXWTp2I6mw1YzNVZyrsMdOlomvpdX0ZH1wJWSi4LuRq92cgDkI1lauwYAC+QTC97FCo+G3vsR7o4Kds+n0wCkmGdR9m/2iZs6FI7ilpDML4YIFHw0u8mdA229KldQKkG+ZokXYXudYtLb1pV8esplMUazOUFIVM17UMfDMcDqjHek5GUa2oRcD2JF0B4HR21J6PRmVqbTL07K3E9GB2QzCzDcJdoo6+uRiKqcWSH2aKm3h+eD4VKQNgWSiaj02Kg68EHu55S+ow2r1+pInnjbJ1wSOOlYxG2DFkM9ZgP+Aw89DUDgUBw5U6dA9sj7B590GLSaQRomuDm3RrXx+q8+FQKQ4fb43W2bIgQjz56QdIENBqSgZ4QG4eivHJymQ1D6jmDfWHuLjr09YSJhHQqFa8l2SA0gUQjCJSKpmnofPSZLqamq4Akk7Lp7w2TSFhUqy6hkM7ETJX9u1MYhtKfyuVd+npCJOMWd8aq7NuZpLPDJp1Ui9nEVIWvvDxLb0+Inu4wG4eiNNyAO2MVUnGDWj1g80iUY4eUZ4JS25SqH/f7HB8m/O8yQpUVhHTRfQ9dgt7k0EoJIvDxnRqGZaFLST3ZiR4ECAG+ZiICD4FA6jp6HnSnitBUgjOqiyA1DEPH9KsI3+PHf+SHkYGkMHkLQ6gyz64vYwSgsa6J5xQIuRV0b63CsqRL2CtiigezkW0ahGUdy6sjDR2vYWPbNoaukbQ8qtUqnhtB1xWeKoQgHjao13wq5SqOYxIOh1u/606ZeG4dp97AdS0s68HXXK38i6U6lZqL7+noD3nc6jEVi8KnM6F/4LDRKvXSNtUXxtAC0pHfRQZuRnNNw9AgFYZqQ7JS8sk02SeWKbj/NNNRleSXizBfhNEeaK5/LdPv+3XbDV0w2q/RcBW0dG9eJf/tg2vuRxJFoTWa+XRDj8BpSMbmJJU69Hc8eiG7H+5aHxFbcGS7GjC7fDegr+PBxwSB5NyNBndmAz5x3CYe0UjEBAe221SqAbquPAfCD9eteyA0AbGYzlLOb+LnOp4nW9i+H0i++EqesK3x2N4IR3bH2DIcQgLphJLw+KC4cLXMSt7jqSPKL/bxw2nqjs8bp3Ks5F3Gp6rs3hZnz/bEGpyD+nzQQOjKlvCTH1E2if/5NyapOQGVaoFPvNDLsUOKTfTFr89w8tQyTz7WSVfWJmRrHDuUIR5TUhNdHXabzg/A2Ut53juf409+ZoCXnuvD0OGt0yssLdd55c0Cxw9l2bsr1SqMRNOH64+dHv73KgKnRuDU8WsVvMVZArehqsZqmcbsNO7iLDIIcAt5GvkV6vdu4tbruCuLOPMzyGi0/Y+uU/vsJ1l5902c6TG8YgG/VMSvlvEX5/FLRdyVJfx6FSM/j1lcxCguE1ucILw0SfjeFaIrk/zoT/5Vzrz+CuHiAvrdc4RzU0SAwGsQmh8jsjJFyHUxFu4RKsyh2RFkfh67OIdRXKQ2dQt7cYxIdRndWtvn6/O3iZYXsO21nwX5GeLlOaLy4brutrOC1cgRqS9jiLXKwgxqhBp5tOBBVkTMFIT8EoHTbqoihCCq1TH9suI5f0DEQhJbd3AbH6z/nomCLVyKldrvSqXR0DUGs4JYGCYXHcq1D1aPlFK2Hdc0YGO30iRfKvNQaeLV0DWF33ckoCspKdYC6k0GUaEGd+cVO+f+0MRahd6ZgL6MOlYQqCp8qQg3pmhNCcfCAtsSeIFgU9/vbucys+xzbdJvqXKuXR9BINXQXPK+BnDDDTh93aPmKmbX6oKjCcHWIYsD20IPLGCgFonZZZdLd5Tm+2pU6wGDPSbdGZNk3CAZM5hddHn9TJVi2W8eW+2afF/SmTF55rEEfgBhWw39nTxTolJV72Ny1sFptN9XXR0mg30249MOZy+X6O6w0ISCRuaXHNIpm51bE1y/XebG3VLreRKBkEJx8aXk0rUCN+9V2LIpTripE6VcsCwWlhvk8i5DAxGiYdWsvzdRJRoxSCZMLl8r8vo7iyws1tvupe1bEmzdlGB+scGla0UaruSpxzqwLZ3ZWUf199bNKiAV1ft7gen8savwG4uzrPzKv8GtVjGsEN7yAkZXD/bmndSvX8SbuocwDKzt+3GungffRZMB0gwha1WEkIgf+ziyOU0jXI++X/wKJVnE+Y//V/uLtcTTmmO3CETIJDLURz1XRPNUo1KYBkYkzI/u38af+wf/itf/tx8jaQLhENaJzdRPvwZ3biICH9G5DPUSZt8wQtcJ7lzGyM0jYglkbgFjcQo270VvKoK5CxPoM3fRwzH0SBTpVMEKo41fIVQuoA+MAs3KplFHmhZBfgF7ZRpTN8EKYehrt4HhVBBOAWolfHz0SFI9VwboIiDiV9FqBr5poUfXOpamVyca1JSbkJT4ThXdtBHrjh34HlqjTIQ6gge3+OsjbOlETR/fC6g7atTfsiy1cEuJ3iypnYZLte6SiIXIJgzCNiwWAqVvtPq6gWxORa99o0o1n3ojoCNpoglBoRrgNCRbesVDk/XDImJL/JpkNi9JRSGUVA3naIiHCratj1hY3TuzeaUF5LjQl1VzE+uhmVhYsHO4nWlVcdQO4/4k7LiSa5OqBzDSvTrzuhYdCcGWQR37Phh9bE7RVw9u1enJGOiaGoQzdR6pRySl5NxNl6W8RySk4ftqoVjMeVy83SBkCY7tVfozlqkWrmRM0YBzRR/bEnzymVRz4VVWmKcuVti/XREdHFdyb9phJe+xuOJydG+MgZ61Hez2zTE6sxb3pmrMzNe5lzY5d6nIYK/Nlo1RXDegWHb55huL7N4WZ+tG1SQymtPxuhbgeZKXX1/EMOGv/E+j1OoBN24VefXkAnMLNbZujvPkYx3s2pYgGjGoVD2+9PUZhvvDfO4TA0ih5CK++PVpjh7IsndnCoCtm+L85I9v4r2zK5w+t8TNO0U+/4kB9u5KoWmCc5fznLtU4Cf/7CYl+SzWlHR/v+OPXcJ3Ju5Rv3kN2WgQhCLgOriaTmPyK1ApE/g+AqjfvIos5oHVgeamYYNo/kAX4EuitybwwzbVbFKVYU1KiNC1Fh4gEMhAKo5vqUbl5jiB72PYFpqhPlBft3muN8OTwz38jS98nX/+qScRdgx9ZBu1X/5nUCpBKoOcGQMk5gs/hKbpoOn4S3PIQh5zeDM0XITrEZTzuFN3kHYIzWuAL5Fz49TvXMDcdhisCFoUjFgS7/YFZCKDKC4h7Sj+5A0EAcbAVoxoCi2kkm/g1BBLk+gyQNYrSN9FCh2/XkbWyhgdA4SyvUinSuCU0aMJgnoFoRtYsQSaW0N4DQLfo5FfQhNgxDMYEfVlE0LDsmw0GahFNggQmoYMfJxyESMUwbCUrLSQPql4CNOycJw6npRYlkW9XqfRaBCLx1tJfzUlBUGApcNgZ6j1M98PyJfqhEMmkZBJw1UyAoJ2jfx0VMMPq0RWbfiEG6LNWvFh4fqS+bwkZks64upcwpagP6N+L6UkV5HNReDBzXS9oXoHmSiEmsyi2DrIZKVZmGbia+dZa8DtWdVb6E61H88yYM8GdVt6HshVRddmNDzB1GKAFwhGuteeF7YFWwYNejPKYnC5GHDyosvOEZ3NAw9PEcqkRpCMmoz0GRi6WiQu3XFVpR4SmCYtwbWwrbF5yEbT4PSVGt0Zg71bQ1y6WadQDti/LcSGAYtkXCca1unuMDl3rULDDXj8QJxsun35uj1R4/2LRR7bn2RhyUUGcPxgihv3qly5UWYp12D/zjjPHO9g2zrpZ1XGSXxfTYmPbowxO19jbKLK3ckKB3enmV9ymJypsbTssHU0QTKhVkjb1hnsi5DJmly+luf6rRLD/RHujAfcvldh59ZEy7ozHjWwLY3JmRqeJ8nlG/R0hXjiaAe3x0rcvFPh9liZnVuTyOau+I+KifkfqpC+T+C4yEAiHQdcFxFPweIi0nUBoaiUuZxK4EJrgyEkzQTiqX/Ebk5S3thPEASqdNKaxuSBrz4gsUaflT5IN0Ailca16yJ8H920EKUynufyd0/s57lf/Apfu3yHjz7RTfGL/wnqDWTDhUIRTfogA9zpMahWkJ1DyKtnoJbDj2XRMjVkvU7j3jWCe1eRqSzCSqD1b8ZfmCRYmsNvNLD2P4esV/Fn7uDfPIu2cQ9aphv/3hVwqmgjuzB7NoCvtpZSStx7F6FcROseRk92IF0H9855RKoTEUkgDBMz1YV066CbeMVl/IUx9FQ3ZroHUasgGzWCagkjHEV6LvjroBUhsMMhrEiEwKnjrMxhp7uUybbv4VaLEETQTJtGpYgZimBZa81jAMNYr2sOtmViGTqNRgPP93Fdj3g81nQQUn90TVCv15t0TJ96wyeTCBNfV70ausDQ1XrelTRaU8CPioYnWcj7+FIxmfTmzsbxwGpWxoFUMwYRW1X990c2DvGwxNB5aAN7payq0cy6IdOQqaAgTajbcd2lQQhBZ1JnZjng7oqkKwWlqmRLvxJ3s0zJ1kHRasquxmBX+8LmuIEiFtjqcePzPuWaZHO/3tYr2DrUnoRtU7B/q8X0gsf0osdb5+pkUzq7N9vcnGiwlPd5fG+YPaN2C6MPhzUanmQx71GpBS2ZCiEEe7dFCQIF/bhuQKUWEG1OtN6brLGw7HHlZoU925SfcqXmc/5KEcsSvPR0B7mCx84tcRJxoylJrCFkoAo8Aecv5xEafO7jfYxNVblzr8KB3Ur3/vS5FbJZC8+XVKte029C8JmXerl0Nc+v/vYUo5tiDPZH2L0jqexGm8n+zngFXUjePbOMDOAjT/fQkbGYW6iTTpqELQ23ERBrYv8CTd0/H9Iyv/uQAc3kLAnwEFKiLa0QuA1FoNaaDZJGXSVqGbQEzlpyx80MrpeqhOaXmT+2W7HtfR8RBMjmnkD4WlPpTlWMmmbgex4GBkEQoHmKgqjt2YV/7zo4Drah809eOMxPff0U+0Y3kR2/A8ksWuCC62Jt3IrMreBePYOzPA+AObIVOX0PEQT4tRpUq+oc42mCmQn0jm5wG4h0FyzPEyxOIRNpgoUp3FsXEYGq9Ix4hiAcQWS60TPdeDfOKEhrcAtaNKngoEQWEU3i3zyD6NuECMfRs/1oYcVBDCoF/IUJhGERmBbCCqMlsgq6CVyCchURSaBHUwT1qtIedx2EaSM9F3dlDj2WRjNtfKdKIzeHlerGTmZwC6oPotsR7FgSTTeUiYwQilVRLGJF45jhtV6FlJKGU6Neq2OFwoTDIRzHwXNdYvE4mqYRjZiUK8raLhq2CNuyLcEGgcTzA0xDo1L38P0Ay/hg4bEgkAgk3Um9Ja3Q8GA+75OOChIRHV0TDGThUWZbQsBiUeL60JuS2Gb7UNpI14PP0TTFDro735SEDtO899Yek02o5L5eQ8nzFdwTtsCXkqzRDnGtj56MzkcPr01CLxcDbk4G1BqS3SPGAxLS6yMd14nYgplF5aa2Khy3od+iK62gnJ518tKbB20m5xp8/WSRkK0x2GOhaWpnYOiitaBdvVPj0o0qw/02x/bHOX4gxY7NMa7fqSClYhhduFqiUvM5djBDMm5y6lwex/HJpkxu3KnwzBMdIHRV0AVKk7+3O0RfT4i338+RL7rMLSgBuiMHsmzeEOXsxTzVqke9HvDck52EQgb9fRFOHO/kyP40qWT7feJ5AVeuF5idq4GEH/jsAFs3x1nJNfj2W4tEozq6YfCJj/TQ29N0vBLKQe17MGj7xzDhywC36oAfIHQD6XmIaAWwkOVC63FCF8h1jaaH3fyJ6xPUsinqugnldc1PQbOsb28k+c0No+sHEEAgBEILkIUiuAHC9RB+wJGeLj6zbwc/84Vv8G8/+zR+tcobt+7x/M5RfAz8uotRrSJCUWQ5h7e0gLTCmMIkcOrgB+ia0aoItEwv/socWiyJ1juCf/cyXjiKLOcRkRjoBtJxCHQdc3gX7sR13FvnELqJluxAGBZ+fhGcBiIcRUgfv5RDQ2Ju2A2Bhwx8cBtqRxSJE5QL+Msz6KlOhKnKVyPdA0iEFVZYe3Ecv7hCEIpgDe9EGCZGshPNCqnPJvAJKuoz0TQdK9nR+iwMS+G1Tm4Bt1LATHUTeO4DvqZuvUY1v0I4mcYOh9V0cKOh7Ama18c0DFKJ6BorQoOG62Loil5ab7hUaw1S8TCyqbHS+kz9gHy5QTRsEFoHrocsjb6s2XbfmAZkYhphS9EuV8oB6ZgangqaC9f9EQtB1YHJZehJyTbdI+MRiFI0pOioYVslfsuA4XUW0Lapdhz5CmzpV+flB5KQpSQuilVIRHgkjVMTAscNqDmSdFxjz0adbBzuzCq5iq2DOr4vuXzPIxUTDPe0H8g0BT0dOjVHkmom/ERUIxHV8HzJxVt1UnGN4R4lepdJ6KSTCgIJpOTk2QobByy2jKxti/q6LBaWGjQaEhkoMbl4VG3J3jlXYLA3RG+XzVB/mP6eEGcvF9E1wexCg94uu+lrq6HmWjXQdDqzITqb8xX7diWYX6hx/nKeZNziY8/3IAQk4iYnTy1y6uwK27ck2Dhs0NUR4iNPP5yuZBgaR/an+aVfKxAJm+zengLAsjQSCZOr1wtU6z6ffnFrS3ROE02g4XswavvHL+EHEqSiPkjbRAnCGOg9/XiFtYQvrShUy2twTCuRSFZHIBLjsyxvHVbH1EH6AWiKXyzvl6BcHx4glKGGALh9HWEYKgkFAdIM+Mtbevj01Zt8NTLIkeoCf+Vrb3N+707cW9fUTuDwk4R2H6F6/i2ct74JmkYwMopmRSGdRevqxznzBprVHFEVOo1r59ATKYSmI1JdGJ39BPUa0vfwbp0Dr4E+shPv3lWIJQk99jH0aBxZKyPnx9BMExFNIqtltKGtGOkelQAnb0IojKzXkJUCIp5B7xlRu4NwfC2RWqHWtQzKOfziEtLzEbrZop3pqzsFp4qfn8NI9SKMVY50e4YL3AZetYgMfAzLworGEEJTx/dcNMNUTT/PRWNdgrcsTKu98lqfmH0/oFKuYtsWnu9jmiaxiI2ua8TC1gOPX31PjqsohrGw0YKL1ocmRCthO67E9SVBAFUnYKUcKIrpffTJVFQjFpIUqrJVUTc8yXJZko2Jh0JLugbJqFr7oraCfqaXaRsOqzZgYkktDOmYgoxG+wQNT0lIVB0wNPnIpuzEosRpwIGYxNDVfECl4dOXXaOQzq5IZpYlfR2ybU5BE4LRQYtNAyZh+77jS+VYNTbtUigp7D4a0TlxKMa7F6vcnmgw0GOSTRlcuF6jM6PT12WRihs8dSSBaWitcw4CydXbFapVycycw4bBEC893UEsonP5+jyppMGBXTECCY8dUHMrQkrVQ7qvpRKPGmhNA/bDH8+0+jvdnTaOE2BaOk7jg43cV2N5pUG+4LFxJNY6V6cRsLzs0HB9njjS0ZRFXh/fi7GrP4a0TJUMPIJAEtRqqgaPxmncuErgBwS+AmSCZgNX+j4y8JGejwwUuyOQAfbiCmatTqG3U3HCvQDfDZAN9W8ZyAf+gFpwgiBQi8O6EL6H0FUDF8/HNnT+2YuP8zf+r39FI5DUPJ+i44HrgGHg6yZ+qYBfc1RzIBzFHNmG1ATUqjjnTiIrRWQ0iXQbaJkuqJSQKwuY+55Gj6VozE3SuPwOQWEJc3gbQXEFd/wqwrSh0UAuTavr5XuIbD/6zuNonQPIxUlkpUwwN04wN4aUAdKpIxJZ8OrgqN2HMbgNvXMQ6dTwl6aQq3i97+IvTqIhsPpHMftHW4NafrmAtzyrEnWtSlDNq+vmua1FN3AdvFoJhMCMpYj0jKBbIURTQjZwGzj5RXynhm4YmKFQG6Yhg4BGvUoQ+K17olopUasqOqmua8RiEUzLRErQNY2QbbaS+PpErusayahFpeZSqbnUG37bDmD1+A9SRyVRSymP6prC0O9PMqth6IJsXMPUBfOFgNm8pFpvzsx9QAgBHfEmtfO+l4+F1FBZYh0ZqupIcmXFCLr5EIG79bG5V2OkS7SkE5YKkC+JFhRm6II9GzWGe5ShyGpUagHnb7m8fdlhpRA8sKsxDMGxvSF2bLJIJ3RmFl1WCh7ZpM6ODTa5kk/IUhadS3mXXMnnwvUqXz+Z553zlTapDE0THNqT4CNPpXBcyZunc7x5Oo/TCPjUC51s3xzl228v87VvL7Y+M9lUKvM9RY2cW1AXobc7TDZtsrDUIGRrjE9VuXy9oPR6dEE8YlCrqQ8kCCRjExWK5YdTi0eGouiG4M7YmkFKNm0xPBRhftGh0Wg3hJfNY35ogPL/I4QMwAvwkWhSUx3wcgkCRedDSoSmK9ql38T0A4XBS1+24Jrk+CyFnk48obW+eYEXqAmd5pdAynYWBD7IZrMXKRGGRMgAzQ4TBB64PjoBjufz109d4UcP7+HHdozwV7/0CiOpOONj4ySHBjBGd+CceQvn/CkormBs3oOWzuBceh83t4wwLQgC9FSH2jH4Pu74ZUiksDbvwezup37tNO6ldxGxFGY0iV8vgxlG0w3EYy8iV+aQgYe/MIV75W2EGcI6+iJaPA1bDuPPjSHdOsJKqqoaQeC6aL2b0DO94FTxZ24jukcgkMhynsCwFfxjKpaMPrANPZ5u/4D8BtKtIYwOjHQ3WLZqDi/PoMcy6LEkQa2MX6+gZ/sw4xmCRh3fdfDKeYxoEs2wMGMpdNMGTSOa6WrbHfi+h1OpIISGZus4tRq1cplQRLE1lAWl2lUk4lF836dYqhAJhzAegqMIAYauE7Z1DEN/oMFarHg0fElHYg3iabiSmguxQEEqIeMBNOqhEQSq6dufFi3aZbEW0HAhG39wV1GqqU1s8j4Pck3QxvgBxfpZLsHmXhjtU9CQEvF7kOJpGjC2oHj5WwcEtimxTDD0Fq2Bvg7jgSGuUk2yUvRJxzWSTYG4O1MuEhjpNZq4vMa2EZuFFY8zV+t0ZQzSiYA7Uw12bAzR12ViWxonDsVxvYC3z1WIhBS+v/793xqrcv56hSO742zeEGZm3mGkz+bC1RK2rXFvssbwYJjBvjW7y1VPW03AW+8tce5SgR/9k0P090ZIJCwiYY2lFQfHkeTyLts2x9m/O03I1pmardHVYbOSc7l+u8hgX5hi2WfrphjJhEk6pXaH0YjB4T1pxqZrvHt2mVzO5YnHOkjFTTZviDE9V+fkqSUO7kk3zc+b9O4PPW2/+/ADtWWXgSSwLWSjjlxaRu/qJ5gcVw/yAjViHUjwm2qWQmvRowAmd2xW/2j4rd1W4Ab4nhoHD9ZZ8j3Mu0AIge9p6LpG0NMPY7dBCKSpYQh48sBe/txvf5P9XRmKGEgJ9/Il9h7sIijkCPI5RCyOkenCHNpE7b3X0TNdoJsExRx6MouWyBDecxSp6TgX34FA4g+M4lcKBJUKxvYjiFgSf2kOf2ECe9+TBMUVtHIBkenGu3cNPNXMlE6txdMXkTgikUWLZ1QjNr+I6NuAvH4amexEdI+oWzPTi6xXEbEUmCGC5RmEaSHiGQjH0ULRB69LPAO1CkFxCVkrIRoWdMYVNGSHWrIKeiSB0A0Cp4abX0CPpdVuTEqEpmGG1469yvX3PRe/UcMIRQknkji1Kr7voxsG4ViMULj9fIIgoFQqY5iqyf4oDFXXNVLxNQ64lJJcqYFlasTCJoYu2qDBmhNgW4KwrRKc60lKNXVvWY8C5pvRm1Y3U7keIFwlj1yuKwpnJtYuBgcq0S8UlZhbPPTg79dHT1oxg8K2IIqilV6bVDMEg51qkdDWVfDDXYKAgFPXfSVvIdXC/0HRndZIRu02KCdXDpie9xmb8ThxwMY0FCXy0m2HeFRjxyaLSk35DJSrPpGm9ZZhCAxD56nDcXStfSbA9SRXb9eYmKoTsQUvPJ5hz9YYUkr+42/O4Hk+O0bjHN6bJBZdS3OiOS8jNWVAfvp8gbffz/Hx50yySZOBvgh3x2u8+HQn75zNcfZSnt3bk0TDOvmiy53xCvm8y8hghLvjFSxT59K1PF4g+PjzPVimhuP4PHm8k547JSama9wdr2CHNHaMxvncx/t490yOr74yRyppsXt7sllwfm8gnT92CR8JgaeShqZ5BJ6Prpto6Qz+vbuthwnNQK5SLQWgyfZ9sbjvoChkRUBrSEI2h6LX1gmxbuBHguYhdU39zPXQNA3peWiGzvcde5znqPNLNyZ5+9YkxVKJ0+Oz/NBjz1M79xae4yB8D7OzFz3bgx9IvNwS1OsY6Qx6uhMtFEHv7KN29i18YUIlR1DMIzQdPZnB6Bmi+q0vQChM5MgLaN39iCkIrBDupXfBczG7B9FSnQp/1zRkpYB37wpBw8GfuY254xha30ZELA39oxCOq2br1C38SgFcB613I5phQDyFluwimLuLCMfVTmT9VZSSoLBEUCuhW7aC1GQDoekYzYatV8njL00h0r0QSyEsGyvdTQCYVgjdajcEXx9OqYBTKRDvtNAtGyEEnttABh7hSBzxEExFN3RMwyTSbPiuDz8IKFccwiETa51LiOsFeH7QarpF1zkqeb4kX/EJ2xrppvmHaQi6U0bbMFbdleja2kDV/bFUUgk4GoLupEBKlfCmV9T91Z9ZTczQm1Kb1fuTvePC5JKSqo6FaZqjrN3jhga9GbANyeVxtXhs6F47SGdKY2JBMrkg2TYE24e0Fv10fC7ANKEnrawu45E1OCx830e0f4tFvlDh/C2PHRsM+jqVLeXOTTaxsEbY1mg0JIsrHiBJxnS6MgaxiN66fveHaQiO7Y8zPl3j8s0qJ46kWol955Yob5/Jc2e8wq6tcWLr13kZqN03sG00wWdeUpIcpy8UeO3kIt/3iV56usN4vuT2vQoNx8fzJMcPZxnsh1rdp1b3uHyjhOfDp17sZmHJoVb3W/fDqbM5CkWXlbxDseTxiRe68X04eWqZrZvj7N6RZGyiQmdm7fsRSPnwyvH3OP7YJXzpB/iej/QDpHRVc1XoVM+dR7pKFhVNKJrm+nBXCcD3H1DRphCAJ9WuS+mZKmjHEGt7ddkcwlr9vwOBFhDcuIVwGgjbaLpjBVSuXcMSOj/55BH+p5/9m/zYX/hpik6D0slX0CNhNDuEHo5idvVSef8kXj5PaPM23KkxhG6hhaN4K8vIUhH7H/5TQm+/jShXkMNfxP/LP0WwZzsMbkZIqZK5ZSMLyxhDW2hcP0uwNIMwQ+jRJMbOYwT5RdzxG2jhKHrXIFTL+LfOEhQWMTr6FSMonkbTdXVjRhOQX0RWCsjiCtqmPQjdwC8uI3UDLaES+Oq1UMlUElQKBKVl9FAUo3MICJCNOpgqQQvDwkh1oSezzedpYIVwp28hA5/wwNZW4m5NQzczqRmJITQNzTTx6jVMw0AicBt1NRtx30eraRqxaLR1npVqDUPXsZujqFKqpH8/Pl+ueU0VTAM/kLhegG2qsXxDF2QTxkMgknVN40CyUAgImYpR4/mQibXDNX3pdX2EdZXt+pRQqaukno6pkkTel/SDQHkTrPILFgqShTxs6ZdYhnq9nrQyG0lW5QMQUL2hHn9oi2CoS1ubog4ky0XlB1CqSCYWfOUAFnv44qVrgpF+m0pdWXoGgeTV0wqmOXFQNRniUY1j+yLMLXlcuV3HHbbZMCBaSfRhYVuakncWSj3TtjVMQ2OgJwQIqrWA+3vSQjnXIJrSCu+eaXruPtPZ0sj56rfm2bwxQkfGYmQgwobhtUbI1EyNt99fJhLSyKaVnMNrby0qtczNisCwaSRKpeqxsGRSqXq8eWoZXRN8/IVeUgmT98/nmJytsZxv0NMdRgq1GMv7GzG/D/HHLuGDwtoDz0dDV2wdNIKGC66Px9qEpe9LFFGr9cz2A4nVZC4UBOTJ9g9FAK46gGjdWRJhNCmfgY/QBZSVSJqIxBClknre3AwiHKH3p/8Gc7/87/gPzxxGG96Ic/MyCP3/Y++/oyTJsvNO8PeeSdceHlqnFpVZlaV1i+pqoNECaBCKADlLEsMll2epZzmzw9kZDJfkDjlDLocCADlckEMSBEkABLBsyAbQqrpRXdUlsjKzUsuIDK1cu5t8b/94Hh4RmZFVDbC7z2wd3HPseIS7uZm5ifvuu/e738fIn/5LZI6dRCGo/+2/BkELd/Y4dFvgegjHIVpdILpzA1kuEP/UPyDsbOJdvEbuv/pvif/p38N6+iWyn/hR0lad9u/8Is7wOP7znyBevIUWEvfEY8hCGaSFqq1Bc8ugcTpNRLaI8/jLqCQivv0u1uAE6dJNkqCFPfsQcngabA9VW0MODMN2Dj1s9wYZ0zGbzF2CNMY6cBohJPbQpClMZ/NYmRxpu060egN7eAYrV8TysljeXtoFIQTSz6NVsmdAjhobAHgDo/3LJXs1mCQyxTi/OIDj3x+932thGNLtBmR8r+/wbUsyULyf/bOYc/pj/Fo1JAhTpkYyfafuvYeTAuMAh4sSS0KtrQkThWgJPBc82+DPH9T4NV7ZlSppQ7tHnzy3bmYD47tKJhkPHpraqWc7liGb2+0El7cUjS4cHadfWN9ttgWFrOx/trihWN7UnDogQcNrlxNDN53Z/3jjRFNtmufqUy/kcGxhmpm6GmvXbENKwUDR4t0bAYcnXZodxe+93eZDT+b35fEBKBVsnjid441zTV59q86jJwucPJpjatznyGyGeiPm339uke/9+BizUz3Me2+XSivWNkLWNkJGhj0mx8x1vnO3zcpawNGDWWxLkM9bbFZjhiomILlxu8XKasAf/8Fprt9q8buvrFEuOnSDtD/glksOzVZMoxnjOILBARfHEWzVIt55t85QxWFk0CfrbzdeGcK974Ss7QfO4SsNaWwKsqlIIVFIP4uyPHQQmzx3KgwUMI4eWCYxbn77hlQG6Zncs8Ju24XpZzvtbxkpPJWkCEsiQ4MeIhFoUqwMWMUi0Z0b6CSldOZp6r/+iwip8A4fI1lZov3m76GSyOSppUAUKyBt4sW7aGnTnbtC/NRximeewLrwGp2pIbKTk2TsMsJ2kPkS0bXzqG7bzGoczzSL1WuotRXSyjhWcQDn8CN9XH96+yLEIbpVRdc2EaUh1NYKslBG2za6uUXarEImj1UZRfo7GHc5OGVSZdt3rwCdRKSrc+jmJvbBMzjTJ2CbY8f2QClUp26oGqKu4Sx39ubMBQphu32kDoCVKfQ/T8MuKk1I44i0vomdyeF47+/oVY+SttsNSZK0z1G0bft93+51A2lteGIcy8KSsNWIzAOfd953v5ldJGpRKlnaAroKKTSTlfuLqPvZWLnXbdtz5HECN1eM05fSdOXu9uEDedHXG9i2rRbcXjG5/aEeNZLhKzKsno8e3ns+1qpGpOWRwyYtMzsqGRuUDzzemwsJV+7EZDMmRZQqyGUkLz+TvS9V43uCejPh6h145hGffNa5L0K/1y7e6HJrMeQTL/pM9Lh2uqHixacG2NiK+Jn/cJeL15p9hw8GUSUsSSHv8MmPjXJoNsf1Oy3+1X+Y5/s+Mcaf+tFZlFJs1WJ+95U1JJIjB3LYtuCFZwZ56tEBhgY96s2EbjflzKmigR33DvbzX1rh8vUWTz1appBzeOmFEda3Iv4/P3uLfNbmx//YAcbHMowN75pS9TiFvt32gXP4pAqVCjOPFUbvNV5YAss2zjbtLbbc66R7tv2OoJe9AdNZqzApHKNXwO9sbHHA8zma3YcETJk0kKE+tsxWhenw1UojHAswBbD1X/4F4/y8DO3XXgFhI/I5mu+eJ7x4FlVdxy4MmEh77gapkNBpIKIQZ3wCuziA7rQJr50nbbexFYi5eZKZKdT6MsnWKtH1c9gTs3hnXkDaDtJykaVB0k4D9eYXcA6fxj16xtAgSAn5EsnVsyb6Vwkyk0GOzxgn3GtmS66/hVq4htosYE0cxh7L9U+cXrmF9rNYQ1NY0yfQ3RaquWW2rxKE20ujqBRVXUbmStilYTMj2FhAxzHu1LF+MVYIgVUY3JODT4I2QlpIxzPMp+0G0nHxy0OEzZpJDz0ABxlHphPX8Xza7Ra+n6FQyGEHYZ+6oX8plULpHSe/24QQDBaNk4lTRbWd4NqCUs4mSQ3t8YMcv1Ka9YYi6wkKGclURRMmgiDigfDNZldT65ic/TYVxHYNeLICtQ6s1WGlZjh3jvXUxx60fyEMYifnsYdu4daKoW4+fcDMRjqhSd0MlwVDZYnvmtrD3EbKwrpibPCe/gmt2apr8lkjau86DsMDEpXCW5cjDk7YHJne6ba9vRTRDRVzizGDJaMr7DmS2Ql3T6G22kjQ2giob9vJw1kuXmvTaBlHvrYZcfFqi26Q8uFnyiZS3z2w9AAxWkE2Y3H0UJ43zlUZKrvkczaWJakMuNy606JUcmh3FI+czPdpE4p5h40o5NLVBjdutSjkbaJY85XfW+PQwRwnjhSZHM9SKrpYEpbXQr5xdotmK2Fi1Ofo4QIq1fzmF1Z48tEBHn94wPTsWOJ9B7dvhX3wHL6GNEnQoSkAESY4Y1nU2jppO6afw1E9PFsvBdB/lbv+37btv9OdfVgKfuLObf7lsRP4D3hCtSNAgXv6JPGN69Csg5Q4h46gVpbR7Sb13/l1ZMYn+8gT2LkcrXe+gQ4Car/2C4j6FtknnsMZqOAePoZAUPvF/x2dxhQ+9hnU1jpJp413+CTp+jLeoRP4/+RfE7/0Amq0QvilX8WeOoAYHEe1Gv3jssdnTVrIdtDSQg5PkKzMEd+5jDVxCLVwA7TGmjlu5v9xgsyVdk6HZWNNHkU1NtHNLUTusb0ny3bQSHTYRXeapLfOIWZP4Rx7qt9kZVYVCMdDuBmE6xsyNccn6bRIqivYg5N9h2l5u+kUFGmrDtIyvyFNcIsVMwBYFpnyPoTvuyyJYzrNBr7WOJaNbZl290L+/seh3YmIk5RyKdujeNi/WcmWgrEBw+sTxJpaK2Gw6DyQp15jCrfbDrsbaRIl9oVebluqTM7+3lSv1nBrzcA5j0+Y3H435oHCMUmqubIAAwWYrMg9RGpgQhG0RgpzcOs1zeKmopCzmNnFuzM+aFHM7egrR7FmrabI+XDuRszBCZtDE7bB22/EnL8Rc2jCYmJ47wCxUU3pBoqhsuTMsTylguStix1uLoR8+IlCX3f4i1+vU20k/BefHe4LuJ85USAINVNjLucuNzl3uc3Tj+Q5ebSAECan/9aFOo+cLDI27JnZo5DIHiX4/GKH3/rSKh9+ZpA//+OHcB3J+Us1fu23V3nh6Qp/5JPjHDlopkW1ekw2a/H2+Rqvv7XJpz4+zuiwx43bLd692mBlPeTAVI5nHjfseY1mzOJKh1/61UXyeYc/+18cxLYFb52v8u7lBlPjPjxscnBafSf6bD+IjVcIVJSa5qhUohONdH2U46FTjY61ycXHqveq975Gvb+jXUvYW9LeOqnmw8USxzMZfnppYaeh655lO+fvjoybPoBEo5Rm7Mf+FCoITIE5DFFJyvRf/m/JPvQIRDEkKen6Gmk3wD3+CIM/8uMUn/oQ9tgkqllDByHZpz9EvLlOcOkc9tRB8t/1A+R+6l8h8gVaP/Jpoo11dBIaagXpkCzdJWnWjNjKgRN4Dz+L99iH8R99EdmDdaYLtwxFw/gs7rPfgz08SXrnCuncxT5kVScJWmusgRHsI48iB4YRUpJWV0kXroFWWGMHQQiS+UsmTVSsmLRap4GOw/61EkJiD070sfo6bKODliFe24ePP2k3SLst871CGZ1E/XSXmbkYR6JVamgYHmCO5+N4HlEYGKpc+8Fxj+1IEyFqTRjFVBsd4n06ooQQ5HwHxzYNVDn/wWkO6AHDhHHiYIRXOuHeRz5K9B7a3HJOMD5gKJWje/ju877J2QthEDnDxQdDNIMY1uv0m6rutTARJEpSb2kaHc3EoODhA4YjZ7f5rmCwKPvNVfW25u1rMbWW5sxRl8mhHcc+vxLz7o0IxzbC6d1Q9TUHHjvu89yZLE+dzjEx4pDLWDRbKW9e6LC4arQsVtYjBsoW1XrCO5d29BhsW/DCEyXyWZuxYZdmJ+Hm3ZCRQY8oVhyeybCyGrK+Ze47rZTpHteSV9/Y5AtfXWN6IsuJo0U63YQvvrrOxStNDs1meeh4gRNHi1RrEW+eq/K7r6xy+VqD6UmfbMZmbTOkVHS5eafN44+UePHpQVx3W+gn5suvrnP+UoORkQyf+fgYriv5yqvrvH2+xplTJWanzUAilOnIvm8k/zbYB87hix61gkb0C4lps93PCe/O2StMVkf1/lbKOGRDj7bPku58rlP4vw8M88bWJiu3bxiUBKZ5S2szKKhUkSaaoNFEx6lZEkX97JtoaeCaQoMKIurf+Dpp0DXkb6kGL4vWEC3MES0vEK2vUvvib6KxoDBAcOWicbzDY6Sbq6gf+SFYWSH8e/8TOgoNNfGRh1G1LVP0zBWJb1wkWb6LcD1UFBHfvdF7ADTW6DTky+jaFmp1ARH1HhBpg5NBd9ukW6skN99BVQ2pmzU8jXP8aRASHUcGNdNzUNK20UEXIS3co08gXQ+1sUi6sWRy/Jju2nRtHhW0DRLG8bEqE9hjB3GGZvZEulprVLeO6jYNoZrjGfRRmiAtay8NcKdFUN8kDjr7On7btsmXBsjli7jeTh41SZJ+Tr+/X6VIer0KlpQ4tnVf92iaKlrduN/N2Y0UYfx+iHVNOSso9oqdIyXJxIDs/44g1tzd1DQ7e52AUpoo7jmInglh8vlg4JzvZ5aAkbLB9dfbmutLeo9gyoFRwfEpwZ11k95xbENidu+x3GvlnFHXqrdMh/F27wHAxLDDkWmHckHQDRVfeKPNr36lxWY9wbbFffn8w7M+xw/5DA7YBKHmrUsdBooOn/hQmclRlyRVvHG+yfySKc6fvdTkzt2Qz748zAtPlLh0vck/+9l5shnJC08NMDnau86iV1kVcO5SnSBQ/PEfnObowTxfe32Tjc2Q556skM/ZnHu3zsZWxH/6rWWu3mxy9GCemcksC0sBmYxFkioyGYuPvTjCh54Z5tiRgunRUZpf/o1FXnltg4nRDD/yvVMcOVTgjbNVPv/lVSoDLj/2A9OcOm6KJlr0mFr/kC3z929Ka1SSohON6gToROPmcqTXbpP2YJWpLRBJio4USIOvx8J4/b2wHQOzTDXcE9RpNI+vLvOPHY+/0O3w052IYo/dUUjRS/uYY+m8/o2dPKJSbP7KL2Pb0tA2Z310tcriv/inyLCL8D3s0hDFF1+i/sXfpPH6V9HNOoRdgsV5rPEp3NIAOg4pfPRTpJ028i/+ZfT8Ip3/8HMk9Q20ZWNVRomuv4t//DSyNEAgJWp9kaS5ha2nURtLhBffJJq7huV52NPHsCcPozoN1MYi9ByhzBVMK/riLVTUQXhZtJAkt95FVEaR2Tzp/FVkZQQ5c2LH8fo58HxUt2G6dx0fURpGby2jS0OIbAG0QkcdSAqGf7/bwhqdvY9Tx5xwjTMwTtppEm8s4lTGcIuDRLU1wxXUbWF5WdOU5WcR0iJuN1COi1es3Lc5KU1T3HaeXylFp9XEcV0yvY5cpRRapWQzRqxbCEkxv59IuKLdTXBtiSstJNqQzdHrotzHGl1NEGlG/G0CLbFnVccyUoq7G5i01my1TDS/n7ZtqyfpoNWDKZnBbPPUjPl7o6EJYhP4dNqKzSbMDBtlrqMTO9+5vaJoh5rD45KBvNg3reU4kmceMo1oV+fjHqWyJpeRzIw6TI3YSGFQOsNlm+tzIb/8xSaPHcvw5Km9B3v8gMeRGa8/S3rmkTzZTA+GCSyuBPzCb2xw4nCGP/3DYzz1cJFuqAxiasznnYsR1XqC59n8yPfukAxZmOsnSTk0m2PurmmkqpQcSkWHZjshCBJW1wKEFJw+kVCpuDx1psL4qMerb2zh2IJjh/JU6zH1Rky7nbBVUxycyfXkOSHrW5TyNmGYsrTSIYpdNqohgxWPR04W+fyXVnn5QyMUe1q7+/VRfDvsA+fw0QIdA4lGSwlxQnBjHpErQLNjfLoQqNAIXvcd+fZ06t7ZutT7djyPtmvEUnLGL/I9rTr/ZG2J/25kGhQEVoovJWmqEFpghQmptnq87oZDJpESd3CI0gsfofal30FtbqBRCK1wRycoPvks3WuXiFaWiDbXiJeXTIt/sQSuR+bkGeKlecIvfp7S772Jtm2clz/Zq/Zrun91hfT0IZAWzsgkPPsS3a/9NuGFN7HzJeyZo8SLt0mr61AeJL30Bla+iD11GOllEb00h3P4YXNagw7JlTdg6TayOIhOE4RWaNtDDAyjwwBU2kff6KAD9U2EFujSCLpVNZ27fg6xqwNXpSkyjhC202vUuv+uT7stVG0VqzwCltVz0qYoa2WLvc7iBnJwHOH6SNvBtR2jQ7BPfUVrTdhqEnabeLkifs7gp/1MFsu2USolTVIQgjhOsJ33Rt34roVtmRSOUpooSfvatvuVd7pRSrObGvjmAzZrSUFlH1y7Y0GtDQVf9WmZt21m2KRpLi5CMQNHxh54yH0bKgoqBcPkWW1qNuoQhJpD43sLuQfGJKtVxfnbikNjkpmR/RFMhZ584rFph26oeP1SRKUoefaU158Z2ZbgmdMZjs06/NNfqPK1cx0eO+HtEaQRvai3f5wDe11VqWgDmtUNk/IpFW2qd7u8eaFJLmsxPuoxNuzeV5cxbPgapS1OHCmwvBLwuc8v8+SZEk89NoBrSxZWAhzP4tC0TzdUfObj47iuJI4V3TBlYzPEkoLREY+V1S6LKwEbmwHvXmnwoWeHGCi5/JFPTXLhch2lNL/95XXyeZvv/55xnntykOu3m3zl1XWGKi4fenbYwJjZjQr89tkHz+EjUL1IXmiBihVWAjrRvQhfk8Zqb6F2932rdr2/HfEL9pwpS6Ucqq7x9shBJttb/HeOz0fDDl9u1fmwW+S/XLjGT48coaRshCPQjsbSGl3IYUVhD+2T4mVzZGYPUY0TVBghpEB0QuTAEM7oOCKTIel2SeebCMvCLuQRtkv+xe8CDdHiHGHUZvWf/l3s4TGESomjELU4hzM2Renlz2KPTKCTmOjSOZLVRdCKeGkOa3AMa3gCoSGcv4ksVXCGxrBGJhFTh3ai7DRFq4Toylukt64gK0OIXAlsF+FnSW+cA9eDoA1RCL2uU5krwbEnwM+howBVXUXX1k1D2eSx3qWSEEekG3dxZx4ytAv7mLRslLRINpewBsawByfQaWIEVoIWJBHuwAjC8VBxRBq0sXNFrHs6fXebSiKktFBJbKQXLRvX68H6uh2iICBXKFIo5PsYdK01URTjOPYezLoQOymJbhgTxSnF3E50GkQpnTClnHNM85IyKJdK/v700L3W6CosYVIlGhguGcbLB8GJF6q9rNrvw3dsH0OSGr78IIYw0XjOjlMPIk0pZxrEFjYUIwMWmfeQDMj6pmnKtgRxqplbSZgctvbUNcp5i5GKxcJawq3FiKMzD+6ivn/7FlPjHivrId+40OTJUwUmxz1yWYvBssPlG03uLHW5uxxweHYXDQcgMAPt7FSWH/jMBL/4uUXOvltnbSPi5Q+NoLXmzXM1Ll5rcPFam//TD03juhLHkXzXh0dYXg24u9jBcuDi1QYffWGEMEi4fKPF/N0OFy41ODSb5dzFOoMDLk8/UWZjM+Irr67zwjNDnD5e5LXpLFv1XrpRmFTeH8Iy/wCmktiIOEUpWKYbNnf0OO13Lxr+m20opmubO3z7/+37cPtf2bvZ732yUjjSXGPJLxOkNjqBrBL814VJ/sbmXR4a8MkLi4UkoJTm0VKjXcOcpdtdUkcilMZyHII7c6z+6i+jhEQODJiCaNClffUyG//x36G6IVJItFK4kzPmmIpliCM2f/5fopIIe3wGkSsQzd9C5ApkT58hshz8A4cBCG9eIbpz1UTS+TI66hJePY90feyZw+jBUVTUxSoPY596imT+BnJwFB2FWKUKyfxViEJUHCCzOZyTzyDSmGTuMmlpEJEkyJFprGy+T48MmIhdWqSL1yE/gMgU0ZsL6CSzc5JVauCTjg/WDnpHpQmqWcXKFXsoHh97aIq0uYXs7SOpraHTGHtwEiuvSbst0jgCy0J1W2g/t39qCHNd/eIAcRTQbdZwMznkLu1dz/NxbAfrntpAkqZU6y0816Fcyu8b4fqugfa59k4+PlGaOIF2aDSOc56F64j3xdprram1TVQfJppGF6YqgtnhByN5pICpisnPm21gMP4CRkoPhmmCQQB5LhwfhWsL4LuKg2Omwer2itHXPTEj6PY0dR9ki+sJG3XN6UM2z55yWd1KubmQMFCQFHN7o/gDEy53VxOu3A5/Xw4/TjSz4x61esTVmx1OHclhSUNDrIFGMyXj2pQLe12cFhJlCmUAXL3eZGMr5NBMjnLRwbIF6xsRN+fa1BsJjz1c3sPFI6URSr8512ZqwqfZTpASpqdyTE/luHi1QauTcPbdGldvNPnYh4d54pEKrXbMf/rNJeqNiGw2Q6XsUe6lc7QwqejvBJ/OB87ho61eFkYgtUQB0doalrSN7+7l1/taarvf60kWonuUG7KXWNtV0CoEAZWozavFQz0oleZrKmHKcvmkX+Z/bS4xYbkshREnfY1UAv/4CZL52xAEZh++i3PgAOnCAt0LF7GKedzZWcK1FQOTtCxq33idpLqB9DxyJ07jjoxSf+ULWH4Gd+YgSbtFvL6Cf/gY5Q99gvZXfwuEILjwNvlnXkL6GdrnXietbpEs3CTz3MfwzzxNcvcmZHJYY9OEb3+NeGOZzDMfw50+AklM0m6gHJvo7FcRxSG8x15AaI2dyZEu3Ubmi4h8CXvmGOGlb0DYwZs9tsfZ901I0q1VWLqBnDiCfexJQ6Gw7YhtFzk0jczk9sA11dYK6ept9MgBA7XMlZCOh50bMOcvCJCWhwojksXbOMVBVGMLNDilIaT0ka026JZZYq2+1QAA6slJREFU/54lCQOidhNp2dhRhOzGpsDf+1zSQzPcE3KJJEVu1dGOBaXC3qTrdrEauNdt5ZQiC9RbCYlS4EraIVTy9r48MdvbFcB4qpHCoHiyIaRVwWoDXMewZ5rcfw+6ChwE6AD13nY1hGuw2RTEJcGBsd76+yyH7d6+65JCV7O1Ce8sSc4ckpwcMGil1iaEkaAkpclX7bOdy7djljaNJGIxJ8n5gtGKRSFrBOLvLCdMj1jkMpJSTjJasRkoGjx7rZkyVLYeyNO/be9e63B9LuTU0TwnDmXIZSQ37nQ5f6XNR56RbNVjTh3P8dDRwp7vbRMlyt49OFB2GBnyKBYc5hc7HJzNMjGW4alHy3zj7SoXrzR55GSJyfEdWPBQxeXFZwZZ3wy5cqPF44sdhioe77xbo9VJ+O6PjLCxFbK5FXLpapOTR4rML3ao1SOiWFPI2biu4MLlBs88UUHo7dLhH6Z0ft8mJKg4NWyZSQKJJtqo9nRqd53Q3ZH77gYsvfMi1PZF0IjE3ICVpI2fRnykdg0ASyv+GZp/s3GV78+NspnEVCybxTgyxV4p0GlKGiWIHpUDSlF+/kXW//3PIR0bZTsECwvY5TL+mceIblwjWrqLzObwxifQSuFMTuEOj6I6Xaqf/xxJrYZdqiCSmPDqBQZ+6McJ527S/PKvEt64CJksqlEHz0VYDun8TRifJvOoceCkKcnAGOrt1wjav4r7mT+JAJzBKVQYILbqqLk7UJnBKpRhs4FULiysoJMFRLeDXN5Cz11Gt20YnTY0FqrHV6Q1UmvEtYuI2jryuEDe2djjeIU2qS60NsgdlRqcdKuGFXYQ7hzp5iK6MIgc2AsWtwDCDkltnbQ4hNMTYhfiwXFSHHZBaaTjYEUhtufhYAq3Sqk+rPNBloQRotXFy3g7GMhvwgQGXeNGCktpuokmYwukb/F+3Tbbw2BOa3zVcww1TTOB/IDod+y+177HQwjXwfKB5fdeF4xTHE/AqimWtiC4Jfr1grX1lG4IakL2OX7SVNMONVJo1qqax/OCRzVkf8cMCpYQFHuDQdxVdBZSogmHrgZnLeHjWZuBWxZbNwW3lhIyR30KeRsN3FqIyOctRocMFTZSgmVxoJ7ymaGUNBAsfzWle95hfMzjI0MOpa0m9YurqFhw/dUmo8M+QyM5kJJsp0Y2jKDdgo5kZshidtSl1knYrMY0mgmHZi3OnCpTrYa8eb7Gq29u8fEPDzPQkzO0bcnMZJagqxgb8cnlttlaNUmsuXKjSaed8vDJIm+db+C5kiA0mrxBYGa1lbJLtZ6QpnqnyfMPi7a/f1OpRqdGpESICB2nZIaGCK7eRPcUa6RrmROcpAi9Fx2x2zT0W251j/dj3i6xVOhFDZbkYLDBX0tjjvsV/nmwQYOU+TjC6eUJldLEa+uIOEajUUJgez7tc+fMtFI40O2iLMnkj/9Z2uffpFOrmpx9roja2oT1DVLXp3z6cbrvvEH6xhvY9S3cIMavjJN+/VVa587hHzyCe3MON5DoOCSau4FdrOB02silTUSaRfvvInwTrYir72Bfv4ndjNFffcWIkCQRauUudhyiwwhx/Tpk9vbj66BDungTS0pUYkG9DtIn3ViCqIscO9gvllrSQ9s+MkoAg5/WcQRoo3OrtaFWCNrooIksjqC7LdNQJQQiW0IWK2Dbvesh+gRY0nUQQhk6Zz+7J8pMwi5aSCzHQTgmvaQ6LUBj50t4u6LTIOiSpimZvNHA3ffJEwJXKbJBSJRopOuQydzPBqoxCKAk1URxiu+aaDWOFc1Wiu8JbC3I5+7J3++TwO2EijCBcsZ02TY6MFYWjGIw+44n+oK5Wpvcu2fp+wrF62uawIKRQQX5vbOdMDLskZ5N/71GK2VpQzM2pij7mjSnISdBa8Z903NiWdtpOUWrlXJ7LWG0LAnTFMsWiMQUrW1hBnOlTSE6b2tOTWpsO+LVcwGdQPHRJzJ4rkUUK9yKIhvGkAja3ZRLbzYZKtvkjmbIZXfSZIPAoA1hlDJsJbzzeoumAy88UcZZsXgp22VuMeDCv+1Qm8ow9ISpDx1ZvEF5K8L/epP6WZs3ztU4dTRPPmfztRtV1u/aLJwcwPFtogsNPjWZo35Dg1vmRl3h5Rympw1L56XLLX7o0SGm2ITlFk9MOWjH5fV3W7xxsUmh6PPSC0MMVjyee6LC9ZtNzl6o0QlSTh0v8tyTg+SytgkqNWj9/ydsmUKI7wH+ESbw+hmt9d+953MP+DfAE8Am8Ee11ne+Ffu+1yQapaUpNmoLkgQnnyN0PHTXdJqoyKBJdLzjyB84hdx+DtX2iyTafqIUpFqgEEyLDH8rM83ZuM3/O1jmUtLpEa0JRHnA4OEThZ2mOEGI3WjgxwmivYXl2EjPg6++AhfPMxArkoUlxPIqju9jDw7hLCyRnD+PXyihGnXSIILmsulorVdJbIfUcsmdeByrVCG6exPaHdJuwNdaIR/9yMuE1y9AFJJ98XsMXcLIGLK1hfPIsyhbEN68iD02hZiZMZz7gyMorZAzUwgvA5aFFqCr6ySqhshkcQ99N2JgFByH9NJrkMZw7Axq5Q7W5GGszAsmmnfcPmRFrdwxsoQTB1HdJrS2EMVhRBojBsexkggsm7RVRcSRIWoTgmRrmbTbxB07bLD3gHOvCA2QRoFpMhOCWGucbB4nk8fdw9y5Y1YcIZIE7XpEPcnDMIqIoph8Lte/NySQ1Rq6EZZjGZWQXdYJEtpBQqXgEsaKejthqOjiOhJPayqpxtmHbmE3G2crMGLmri1oNxTtEIqDAi+FbKCxcgYSWcLksVdbhi0zSQW31wwef3BvFoPhCCpqryBKEBnulpsrZnw7NbNzTG6kydY0Mqe5dVkTD0HpgPmt+zmMXKqx7iTosuDYgMVWQ/POjYjHjjgMFQW3FiJWNlKeOG7T6SiKOUGaatasJsWcwHs6a1Jt3ZRLF9scmXYZG7SJajH5QhsvD69uJjx7KksxKwwNaJqCUnhKsXm1wcpyldlxDw4XwIYOLZZXa6SjIcMnijCchTSl4+Vp2wEqkyPQmuXNhImxlPHRDEcPZLl0rcHmcp3DB3LEW3U6VsgLjw2guzVuXq2RyUhQJcRCm+6FTSI5gNXeOeECeFpp4rkNltYiJjIzWHdzZB2Hh1p1rt8NaTcKJN0KxSOD0HaR3RZSaMR3QMX8P9vhCyEs4KeA7wIWgDeEEJ/TWl/atdqfBqpa6yNCiB8F/mfgj/7n7ns/09sda5p+G2Pc7CJ9H9XodegpDK/L9t/0+KjvRez0N7rrfUsgd6WDbrjDO+sAj9k5/nX2EBs6xg4SMnZKdmMdUa8jtQZbYBdzOHNziLqhO5CxhTc2Rjp/h2h+DpEmIAT28AiyWCBsNkirm6igw+AP/AhJo8bmb/4KOklxTp7AKlewMj5pHNOtruNkKogzjxDWF7EnZviXP/crfOV3fpO//umPYg+NIT7x3Wjbwe48TXzh64SNGu6pJ9BpFTVxAOfMc8Rf/VVS28edPAgHT0IP8aJbNZLGAkyOI8sj6OOnkb3PnPxL5nxvrqDqi+hKBWds4r7iqZw6iGpWSebfRfh5RKGCKFUQ0jZUx718vlUeRQUt0toaMlskTSJ0GKDTmG1y+d3OM25uodIUlURYbhY7VyAJu8heQXhPATaOTKrM83EcFxyXIAgIul0KxR6L2AOmfkKKPSidbpjQCVOyrtUv1mY8q991u73vBzFgrjeU4YgpSDaammLG5OcH84KBnImMLQl+j2KgG5k0QKJgs20w91nPOPtC5v7tK2VkEHfb3BpECUwNmQHn+pIRQhkuGRH22RGTby9m1b7bBPPMzK0ofFfTCYE6TAwKKgU4Me2QywqQkkzGplCUrNbh178e8eIZj0eOZPj0d/eQTD0461YnIS1YUPJYV/Dlay0ymQGOHvEpH9Rkx73+jGa3nbu4ynyxzEufGEWOeGhLcG1jg/rRkDhKcV8YgmmD1Ln1Kz53RJfg+UcZHHBZrc1x50Sehz42TvXtTaqDVWTR4tAzA6xu3KFmw+lHR8n7kvHpFhcuVZmaLTF2VEBjjtcaEbPjY7g6gTiGKELGMWNjOZZXA+5c3+KhY4kBCmxtUa51GMrVaLyxhG6VEEIw+u4ap2828b66AoeGYXgYJibAf0AjxX+GfSsi/KeBG1rrWwBCiP8AfBbY7fA/C/yN3t//EfhJIYTQ9wuB/mfbnm4114EkQbc7pMFOSz9S7vS09794z+t9G+697obEPWBwEEIwjaAcdxEKyocP01yYRwtBatskWpB9+hkaX/myeRJ1SiAFY3/pr7L+9/8u4fwtsk88zdif+wvc+Vv/A6mKqTz7LIVTZ2ivLRGsLRD7Lv6ZM+S+9wep/erPY3uTyHyO8MYF9OAQhVNn8NYfwR6f5n/5MwVe+PN/je964gwvf/ZPIByXtFGl83ufR1U3kOUBtOviv/yDyFwB3W1Dp422Y1S3YTD3jmsKXn4Oe+ooaW3NQDItiXXyaaMLrBQ4LjJfgqEJI6Zy9zrW8BQyu5MWEl4WEUeQLSGHJpC5EsndK2ilcWZO7CFNIwqNIHq7hl0eRQ6MIWwX1Us/Scfrr6+VKbI7+YEe1YKNtGzCZhWvWMFyXFSaEHXbpCoFpbHdHQZO13WxLQspJb7n4Xt7GTvDKAYB3cBoKdjWTkpHAJ5rkelR3tY7CWmqGMi/B5ylZ9vOWPUUNLO93Uop9rTCa20c61LVoG1mh+HwiAGcCXF/ZA8m9rmzZtg0j4yb9zqhce6+C6Wc4eOfW9Os18CSikrB7NV3BY8fEQ/k5NEK7q6n1JqaZx+yGeh9L07h9nJCJ7Q4PiOplCxGKxbrtZRKUTJU3N7+zoa3Gopz10LOHPUYG3KYX44II8VQ2eL89YAzxzP7opqqPX6bEwezvHG+yeljKUMDHgdnMuSyFt84W+PyjTYHprfJ/TQIk/YKQoXvWQyWPa7darG8FvL4Y0OsbUZEdob8+CBaKX7ptZBPvjyOd7CM1czDgQpe0eFENMiFKw3aR8Zxyzv3wuVrDd6q1bDGUm46imMvDNKqdojTDeRQk7kg5NiUD9MZiCJSrwm6gQgCWFszy82b8PLLD2bS+wPat2Jrk8DdXf8v9N7bdx2tdQLUMWm4PSaE+LNCiDeFEG+ur6//gQ5GsM1bj5EvTDXB0qbhZ6cHxgnTPf5db5dmU91fvinT+yzblm5P1QWZ6fGd41MKEYXEa2tIbaJFoUFEMU6pTNrT33UGB8kcOGQGLSEI5m7hjo+TbG0S3L6BKJSofN8fNQ1PCKxcns6V86bLuFkjunsL/+QZkpW7jB89wT/8if8Hf/6n/ndqc7dIGzWiuzeNPGE2hxyeInjl14munEUHXWQ2j/fcJ3Fnj5LevUla30DHEeHrv010+yLWyBTW7EnkyDQiVzanol0nvvY20dkvoToN7Ieew5o8DFEb3a7tPW1aGxqGbhMhbTPbSiLT7HUPKbgoVLBGZhB+HmkZdkzShGhtjmh1jrS7w6viFCu4xUFDxxx2AJCWYwTQt7H0SpHGIa6XJVMw8nLdTps0MYpkD2qyUlrTCSLiODF5+l2rZDybStHbmxbU98cO7SAliO7n4RksWAwWLDMx1fThed1QsVZTJL37MYhhYUtTyGjGymZA9JwHQzTbgeEHnB2ByV1P29warDd2BM5tS3Bi2nTmboulbDUUS5uKuVXNlYX9RNqNrsQjB22GywLH3hF5cR2YGpIUMhBGmjcuRdxYTGh3NUOl+0nqglCxshETx4qeFAHTYw4Tww62FMyMu/t2OC+thfzKb2+ysZXwsefLnDlRwLElr3yjSqOZ4rmSM6cKDA7sDLpaC9OcqWBkyOOP/+AUT54ZYGUt4AtfW2ezlvDyh0aoDLi8+EyFm3NdLl5tkvEthioe3/XRUUpFs71HT5f5wU9P9rVswcBCf/MLK5x/d4uPPFPm488P4gjFxnqHV15ZJg5jPvZshTPHc4g0hSRBpCnyXrDBt9jRb9v/oYq2Wut/DvxzgCeffPIPFv1r01yF0ugwNR23SYKOHIPS2d5qfC8Iatd/kj1OX3wT3OT3biqQDsq2yFqKyM+QSolQCitNkVFErpAnCkNEoJAo2Koh3nyTQjcg3ayRvXqD9Bd+nsy582jLYvTTp/BXN5BTh+j+yi8gbBu3HaAaW3iWj5sboH3jGuRyeANjqKVlcHziS+eg0+VH/8Jf5Te+8TY/8S9+lr//5/4U4cU38Y6dIa2toxsbSD9LfOUsIlcgc+op7JEJ5OAI9tQRhO0QXnydZP4aVthFHzoNm8vYJ57Cypd6kb2PHJokvfI6emMRMXEYe3AClS2iGpuoTtMUadMYXV1BBR2joZtEyFwRe/Y0WHavAUVDmpjCbdAmra2CSlFoZKZgkB+5EloYxEZUXUW6Gexc0XDuJFF/4JC2jVco9y+N5bhkihXo8eS2alvG2RdK95GoKaXoBiGu4+A4NsV8Bq0hScP37LzVvW5n39kpMiqtaXRUr3tU9Php9m4j4wqmhnbIyKIEOhH4kTbqWLZJ22Q98UBpxG1LFdxeMyLnR8YNmdq2zQz3spS9cy2EIONKHjm4Uw9ZqmoW1zWzI9t6z/vXsssFyXOn9havV7cUZ28klHLw3GnBxJBFqSAo5SSDZYt8ZuecdALF25cC7izFDJatPg21EIIXHzezQiPNuHfnS6shv/T5TTK+4MUnimR8iyBSfOOdJtNjHq1OzOpGzMeeH2R4cOf45DY/slAIIYyz1pqJIRsrjblzdQ0e8RFpykwmZYw6dzZbtK9nKAy6O/WDNEWmKfkkgSjqp3O8KOLhuXm8aw3iXx8jO2VmFqPNmPHVRWhalA5M7qEylUlMgiDN52Gil9IZG/u2OP1vhcNfBKZ3/T/Ve2+/dRaEEDZQwhRvv+Wmeg0Vxn8bp+0MDaDanW+++3C723Ybk79PxP/NDAKJtGhKh3ZxhFq+jFIJjq1xikWGX3iR4OxZhEqRSYwlBGkhT+ah0zSXlwjvzpF2Ogg/iwi7BG++hq01TmUIT0todWj89D+g8NxH8Got0i/+Nn4zQsQCb36RzsWzuCfP4G00kZ2rRP/47/EPX/ooj//3P8GnPIeXsgKrLRDNKjpNsYZHSVc2kPIdVD1Gba0g8iWs8iAqbKPOv4aUFvbsEFy5hLp7A1EeJEkTcFx02MaaPIoYO47I5My01LLQWyuorWXEyDQ6CVFBB5HJIZwM9oEzRgCl2zWOJlWk3SZpYwtUjDMyi5QW2s0icsV+rQAhsYuDqCggWl9AS4nb+0wIgVsafu/rEsdE3TbSdgBJtlDG3SdfqrUmihMsy8IBbMsiihNcx8Z1DG9SmmqsewqxWpuC6m4nJYVgqGQkEdfrKYWMpJyz7pGAZA9yp5gVZD3Nwha4tmZiQODZop/GXm9ouhFMDXJfx64lYXoQFrf2/qY03aFMaAeaWytwYFRTyOz9DWMlWNoA15as1GCrqRkqvf89X20ktNoJoyUzaL97NeXJYzaWhLiryGmN6JiTtL4Rcf5aQBQpTpQlT5z0sJKYeFWRpgrfEVy73WGzmvD4CZ+VtYByXlLKSvRSh4Nhg6cO5yi3q7z+H6rYQlEJU8aUy+WrTZ6Y8Gh/MeXqYpfHT+XJuoKjc5cobYR4r2zBkNsv/g5shZy8tcRA04OhHRKhxzpbRHNVmq+sMnZon5zZPjY57HLlsuElms3nwXVxy4JgRLOVCMJDR7HLOXAccF1Wgy3eDVp837PH+7WGb5d9Kxz+G8BRIcRBjGP/UeCP3bPO54A/CXwd+CHgi9+O/D3Qw1L3Nu06EMboVJE9MkNzo7azYrkItcZ+mzC2O0Wzz5FqZbol9nP8HZ3yVtrmI6IEGmqvfA2KeajXSS0L4oR20IWDBwkWFrCyPkjB3SuXGPjhH2GrXaOzvETn61/CeeJxots3wfcQOZ/i8eMUf/zPUf/Kb9HZWIPF23izhwkuvkX+e38AK1sgXVsC30WOjuHnckRX3iFtNyj4GX76e7+bP/ev/g1v/63/EaKUv/Rzv8S//St/EZkfQFSr6OVl8Iqk18+bZqrRKUQmh0MG3ahh3V1CeFWsWKHXb6KaVWRhAIFGbAVYaYJaX0AVKshcEdbvYlk2cq2DatWQGqxixfDjdFvI0rAZGJJe81Onjui2kV4GctcNPHX7xPZglCpoo+IAXB/RaeIUB5GuZ4q9oue4hCkYapWSJjHS9Y3QuhBYaYqTxKQqxbVsvFx+D6RTKUUYRriuQ2l7e71oK+0afnyV80gVtLoR+YyL61ikyjRJSSkZ2r69dzlRB/PADUYKx5ZgCdbrBjwwUrw/ZSF63xkNUiwpCIHVqqZSgIIvsJsaOwHKu/az67EqAUUNes3cxN2uYnELxoqKvK8RgYIlTTygocAeuKbfUYwtpxTnNUWgNI/B4N3byKYMM2i1njBYlKwtGx6hF6ZtNuuKelsRXDOkZzfnEywJR3viJ6VQcbKWMlCU+InE+rr5DfPzIa1AcfqwT7GakNQT1uYli8sRdxLNoycyTORtRoc09pakdidmqpPQ7CQ0minzy3BoyGVCeLz2dpV2J2VeG41aN+niJTEyCiDeuTaL6zFu3scpZGlLn1zeBdum6iqaeYE9OwnTJQMWuHdxXbM4Dom0WfCqvLu8xpkPTcNzIwAs3GqyMVPGsgTtyYPkhnYCDGW3kVbrgfDwb6X9Zzt8rXUihPgLwOcxt8S/1FpfFEL8TeBNrfXngH8B/KwQ4gawhRkUvi2W9kZs8495mFKV0rp6e++K7+Xsv1lT9BSs7r1Sgp9J1il2bR7PFGicPYdVzBjq5lihiVj81z/LwEsvIQsFglvXkXHE5u9+ntorXyJ/5Dj5p54lunENlSSkQtOubeK2WyQX3iRtNSj82J+k/oXfQDz8CGl5gGDuIjpq4VVKiNOnUCUf6xPfT7J6lySnYWgM58zTfPenPsVnNrf48z//8/z0f/MX+U8XL5E+8yxpdR0x/hzOyCQyV0RMDqHjkCQIsMrDMDmGrq6SKI01PIgQoO62YfI0OgyQhbJh0kxiyLjIbAHheMiSkX9Lm1V02ESUhqBQAJGCilCWRlgC3ahCpoAcGEYWe+pW9zgXFQWmwKpBaoGQDla2RNptkzSqOPkBhGWRxhEq6mL7eZRWpJ0WIpM18o6Ym9TCpGyEENBsAZAkcS/XIUmDAO1796V5fK1xlcaqS9I4wY5SLN8hBZrdGN+x8D37gc+uAHZrpCVbvX0OPri4u71+mioGIgjWQVkwkJMMwHZ7w75WbRn1q7Ey2AryLXASwAEn1eQ7Pd7AXmNhGGuqbU0lD4cLAhdNkgrsiAd2BgXdlI26Jp/RTA5Z3FlVrDUFo0Me9Sjh+hocn3EoDzkIS0LO/FYvLxA6petKchWnP+CWZYoXaeSoy9i4JF6Nub0YM/2ox9JGSjieZS7SSEsyMuLzxttNhmY8HjpW4GtvN7g2F/DdTw7jz+Y4fCzCsSXnrnUIRjNcmxllzgoIXzwDBwdodBRBrLkQrXHX6vDwy2NkTpdodVNW1wPmJtdpJm3aJ6bhROm+397pJHie1Sd+W13pcnMxZmIsw1DFo9NNyWYsbs236XYVDz9U6KtnbZveTmN+B+xbksPXWv8G8Bv3vPcTu/4OgB/+Vuzr/cyybMPYqHrIEiKsOEE77n1EmN8q0/Fep58Vkr/sjPG/Bsv8Uy9LMRHoTgeRcUCnaClRrTa1r36VU//4HzP3k/+Q7tUr+Nk8Sb1K483XyJ0+xcGf+NsESwvc+fv/L5K5O6RJjEgTGm9/A2/mEBN/5b9HZrLUvvDrRrg96OKMTdH86udJq1uoF+p4hx/CnTyIDruEt69Sq9X42//D/8Bz3/f9/MaFa5TzeW5+8XPMPPIodiaPPHQUAHd01OSigw44Dt2vfA7SBs7Rx2DqsBFkn5kkXb0LsUAcPgEDowh6XbA9E0C6sUR6513EyeexZk+B42EBSbuOun0BhqexvKcNRNPfRzISk16JF68iUoUzecx0CwMoRdqqkW6tIipj2F7WNIa16ljFClJaOEm8Aw3d7uxNU4JGFct2cf0MAogadbRKyeSLZIEkioiEwHV3oXG07v++uBuSRikUfIQGK0yQtuwT1mitCWOFu08OutVNiGIoH+vNILxdTmAfx9oOFNW2IU/rtCEUQEk+cH2NoNaGbXCaqJi8/9iumYwjBBOJERHBkmw1NQs1SZwKclOSQlaysqWZ3xScOiDJZfanUhAdTbGjyY3YpAr0nZQgB+mwxWBHcetyRDcjefa0ixCGHvmdqxEDRcFiKSGflQyd2Il4B4Ek0VxfDNmspTz8cZ9MqAnjlCNSMDzo8MobDWxbMP1wAdHYYq6jOX2oAptVGvUmnYEhxHienB/x1de3ePq5WUaGPYJfXiO0BambRds2//ZXbhNFiu/+yAgTYxlOHDF1gy98dZ3l1S4fenaQUsklCHZQfRtbIVeuNzl6KM+r39ji2JF8n9t+eNDjQ89WePNcnTfObnH+coNPfXyMxx4eoFqLqDcTzl6oUS44PHyqhOtIdGpgueI74PT/D1W0/VaYRvcj/O1RMwlj3PER0rVvQ9ngAXWVx60cz+o8P9VZ4a9npnronxRcGx2niB72uH3jOuHiEiJfQGmNjiJwXYSwkI6hRUiWl0Fa5E8/Ru13fw2dJPgHDxuqZECoFBwX1WmTthroJCVpVYnX13DHp010m8miB0d55tM/xIsnj/AT3/Us/7d/8JMcmJlhXmaZrteIN9dxH3muTzEghEBkcqSbK6ahyvaQg2NY+RIqColvXgCV4hx/Alke2fc8pLU1VG0doRWiNILoYeLTjUV0q264g1RiqI/fw4QQWH6euLaOWLuDNXYAKc3ta1kDKJ2gki6p1NhDo1iDQ3245b5xqVYI3zGqV/kCbjaPPzKCRveJ1KJGw4it5LKoVOG47p48d0ZrfKV7tNcmK7Lb4jil1ozIuIadp5C1+45fd1KSWOEX7X0ZM5U23bQZ1xR3RaigBbIkGN0ecd6jcKwULC1C14ITUyAfAOnezfvT1YowNI1cmUGDjy+5mvGMwiuK+8H8PZvfTLh+VxNGKUenbY7PWLx+OSaINMdnHM4cc81MuBfJLm8ktAPFQNHmmdOZfWuTl251ee1cm9EhF8cWZH3B7369xdxSxOMnszz9iNGZFUJw8kieaiPBsgTziwFhlDLSmzEtr4Z86eublEo2E2P+DkFZb59HDuSIY8Vrb21SLjlG2CQxRfcDM1neOldFI3j8kXL/2NqdlPWtiGOHYHYmy8iuorDrmC7r+cU2+azFoVkP37NYWw84caTIG+9UQWvmF7scPZLHdYywe5rq+5Di3w77wClebaMvAAgNXjozOUK0uLqzyh/kV4t7lt52hCUeWMD9L70RriVdXunWAYEslAz0oteCbw8MkDl8BADVDUiqWxBFZKdnKZw+TdJpU3/9VVQcg+MSba4TLs7jlCr4MwcBiNZWSIIQoRQqCIibDdI4RkgXo+yyY9nxad767V9n3Hf4y//xdzl66CDzS8tcv3GLtFFFDozsD0mMQtLaFiJfRg6YgqjudlBrS+DnsUemHoha0bV1ECAnjiLiwMgl9vL1wnHMLKKx2RMMeW+zKhNYmTxpdZWkvkHa6TWu2S7uoPkMxyXtNom3ltHbzXX7mBASv1jGzRjRlKBVJ+o0zQxx+3zlcmTzeeIoJuh2SJKYdJcuoBSi7+z3M9sS5HwLhCBM0j0KdoWsxfADnD0YWOStlYRWTzUq60mmBiWObWYE+51vrY0kYRhrLGlYMzP+Xp7A3aYUbDWNqibAREUwNQSNjmHONBuFtRpU30NJ69C4ZGJQ9HtgolSxWU/ZVoIcKVuMVsx5bQeaz7/eJU01h6ccPPd+tSuAobJNPmsxOWyRKvjyG22mRl2GyhZnr3S4vRCS9jzkxKhLqjTX57qcOGJESN44Z+6N4SGX0WGXKzdaNFqJITxUus/U+t0fHeWTL49RrSd87Rtb3F3s4DiST35slI+9MMzt+Q7Xb7dIkh1vPDuV5dMfH2Nk2Ofxh8sM78rHh5Hildc26AaKT318nE9/1xhRlPKzvzjP//c3FpkY83jy0Qqf+NgoxV6PRhgrwij9Q4f/BzGxuy3W7Z3QjRpiNy+s/83TsO7a8H0O//2QOr4t+W+Kk/xkY5ktockcmKYvZqo1heMn0N02Oo5N5CcAKXFHR8kcOERw4xq13/k8wnawS2Xab76G9DKUP/39bPynn6f6xd+i+vnPEVy/jHfoGM7oOOnGKqq6gXf8FO6Bo0RzNwkX79B5+1WCa+/i3bnCX//sd/G1f/J3OXTiIVbX1vi1L3wB6edwJmYRUqK1JtlcIbp2nnjxFvbAMFZlFNVuQruBjiOS5dsIlSDyxfc8B2LsIIRd1Nqc4eZxM6ZwWhlDlkch7EASoaPg/S+BlFhDM5ApoqrrqPp6Xy5RCIFdHDQUDJ36N4XIEkLiFcrYXoYk6Joc/i6TvSYsx3XJ5QsEQUin03nf7aoeLDNJNe0gwbEEQ0XvvsahTmToF/bL3zo2lHKyr3iltWazqWh0HuwVwtigcqqmJEEpBycnzOt+FsRwZ12zUttBCo2WBSdnRB/JU20ZtMl7iXNkPcnTJ22OTZln7NaSQkjJyMAO/HJbQlEr6Iaa+ZWUjXrKViPd9/dPjLh870dLnD6WRQrwXMFAyeYzH63w/KN5vvZmk1/8rU2W1yOiSFGtJdQaCc8+WmJm0uPSjTaNdsLokMePfXaCR04Ue4MlJg0l91IeP/f0AHGieP1sFQDPs3AcyYHpHHGkmFvYe91dZ3/XqZRmfTPE9yQHZ3I4jiTj2xw/nGNlI0AKQanokM3s+CPd6wv4ThDif+BSOns0TLcx0J0O7tgwUbVXqLUdILz/y7tt+3oK0xy1jVfu23sTKxrTcNzJ8JlshX+UNPk7GxucbbW4Gnb4Y2NjlJ95ku78PDpNEZ5rnoY0NaRhloV34DBRu44OumROPYzrudiDQxQfeZzlf/6PaL35DbIPPYRwPYofepnqf/r3hK0WuUeeoPDSp7BzedoX3kRksiRrK8S1DSzPx3/ocaa6bX7yhyv84JFx0uEJMo+/iDXQ685JYpLbV1H1TezJg6h82aSZsjnI5EgXbqI2lpCj0wg3g1Jpn272XhMqQW0uIctDWCNT6OaWKaZbPcTM0ARIG7U2BxOHEXEMPanCfS+L4/SvhzU4cd96OgwQCJzBCUCjwq7RMxaCpFVDOB72vXUCrZG2g+XuxZMDxHFE0OmQzRfIZB7AMbDL0lRRawZkMw6+a1POe7i27KdyUqVJlca1JVGsiRJFAeu+tFMpZ/UdtdaabqRpdTUZT7DfEKu1Zrlm4N2Du1Z4Lyh3xoVSxkT5IyWN7xqHuHtc6t2StEON29GGy2Yf2/1slHKSk7OCoZK5J24vpaxsKU4ftElSzfc8k+H6QsK1uYh2VzM1YpHxJFMj9o4UKFDI7dxTLzy206l94lCG9c2YlY2If/era7z0TIkPPVXqB2JpoqnWI7rdlGLO5uB0joM9uKNmm7Nmr3NNInAcgcDoVhtJS4HrCjqBwnoALca9ZlmCYt5hfSOk2dop6I6P5fD8OgsrAWGk8HZ1GTuWwHEt5O+33+cPYB+8CL/nSAzZSAISnNFh4rWNneg8jU2R1RHmDFi7/t61CEsYfVp4YMpi/4PYPhZzev/YwBjR2DCfW14gQfN6u4kA/MlJQ5rmOOap6vHluxOThIsLOMUiwvYQaYpdKuBOTBHN3yRcukv5Y9+DOz1NvLVp0i22i3Q9U2S1DLe7sB2yT7xA9pGnEPk8dBqkW2sQhQjLIl6e4+MfepEf/L/+FVS7QbK6YI7bcXFPPob//Cdwjj1CfO0d0qU72PkiOgxJWjXsQ6eQY7Ooucskdy6Rbq3sG6mJTAHnkQ9jH3sK0OjGFjpoo9oN1NYKUtpYAyOIbBEdBKRLN1HNLdLqKjq+f1AWUmKPzOAMThjhlHvMLo8gM0V0EqGjkKi6ShJ0QGvSKOwxde5Y0KwStRtkigO497CCAgaD7xilKtu2se37Y6QgjGi1g17DlUnlWD2Hsc2WuW2tTsJWMyZJNeWcxXDReV/VqziF1Zom5xtJwv1MCBMlNoIen9Q3YULARAXGK4aeAQze/txt3U8lDRQlU0OCtbrgxpLuSTdq6h3F7ZWEtdr9O5sdtTg2ZfefmWJWUCkKFtcSzl6LKBUkYxWLI1M2pw67VJuKmwsRX3mrw3o1ZrOeEsUPjnalFHzkmRIfebqEJTRnL7WNU+6d86MHs7iW5Ne/uEYU3ytGbZzAvVsfGfawpGSjGpPu6rtxbUmSpLRaD04P7jbXkYyP+rS6Kcur3f77Rw7mcB3B5ub997TrGq2B99MA+FbYB8/hS2mibwG4BsIXV7dMwWnb4Vu7LrhlHL1gJx8v9mE0/H2ZBrGtEIgmRfDP/qe/w8/cuIYtBYtRCFKgwoDWO++YgSnu4dB9n2jhLsv/7meJNjewSyWQkuD2HXBd7HwRHJf6Vz6PDrrYlSGsfIFw+S4gcIZHSVYWiZcN24XqtulePo+dK2CVBsGyCW9dIa1uknnyJfzHnkfFEdGVs0Q3LprDjyPStSWiGxdIt9axpg7jPfwcKgxI6+votbvQrhs2zIMPQRigVuZ2COm2T0MUgFJYpSETOa3OIUamDdT07hVUq2qKtrky1tAUMpNHDE+bDtvGOirscq+l3RYohcyV979GAtJ2laRVRTgeVq6EatdRcYg3MIKdL92zeg9pIne6YtMkodNqkMQxUlpkcvkHzmAAUqVI0pRUaxrtACklrrP/5DnrWxSzlrkdhSncbzQSgujBXtqxjKMvZSWbTc1SVe2fBrIgiEyqZtuixIibPyhbkPFMGmfb2cSJSQtt9XL2WU/w8EHJqVnJ8SnzXKzVNOdvKebXNMub7z+6DA9YnJx1mB618Bx463LIRi1FSsnEkM1oxWJyxKZUkISR5vULHRZW4/fd7sigw/CgS7OVsDtif+yhIkLC3EKXbnDP8UkBaITa+363m6LVXn4frTVKa5PW+yYjfPNF41Y8T/ZpMQSQ8Sx836LR3PvbLMsMFN8Bf//BS+lopRE6NWc84xtCEdsyQiPtXh4ueJ90zn5m7hNjvRnAviPyrvtI2oI5FfJfL17jj/6Z/ws/NjzKP19dopokRALm/7f/jdzJE1i5LGhluG3SlGRjnfwzzxIuL2E5FsL3QWmiOzexiiU6598ibXdwBgdxJ6eIO23S9WWwJSIV+IeOk2ysEq+voKOAeOUuBF2c8RkQd3tRroI4JHz3dfxTT+GefgLCCN07jmT5DjoKiZVCqhT7yMMkdy4hvCz2odMGDnn1LLIyjHXkjJk17Vatirqk184ihiawxw6AkAjbNSLjro8CVG0FkS2gWnVUcwPhZrAGJ0y6ZvxIHze/5/q266igSVJfM/KG/t4EtRASpzxqHLiUWJm84fhXCXG9iZ0rYu9S59pNu9A/9jQljiLiKCaTy/e1bh9kWd+D3iZdxyJKUpqdiHzmfl4ex5am6QqT712rp3Rj9Z5CJkIICj06gm1CEKU09a4m7++wcE4MQjkPuV2Hu1qDO+twcgqGvolG0UyPeTNRhmQtjDTlvCDr7RzfQF5waFxSa6bcWkk5MGaUq97Pqi3FzYWE2QmLp0745LMSpTXLGym2BTOjNtfmI0OPPPT+runijQ6LKxEHpvw9jvrmXId2N+Wjz5Up5O7ZjgaQhpYDWFkLaLUTXEcwOOji+4bTSCnNb31plVRpjh7K9ykftu36rSY359ocPZCjMuDt4dN56FiRVjvh1Te3uH6rzSdfHsN1LSZGffJ5m1Yz4o13qjz3ZIWBktsj9v3O4PA/cBG+tDAFWlsgOm2wBf7sOIShifxtDMWxJ83fsveeK8AB4YJ0xf2LI5B2b5ECiUBY8r4FeztNZI7noOPzU8cf4Ua9yn9cX6WjFBkpWdIpQqV03z2PDrpooQ0t8vAw/oFZZKHAwk/+fcKlu2ROnkKIlO6taz0VrClG/sSfwR6o0Hrld1FpjDMyQdqoIfIlkkbNkKpJC2diFv+hx9GuayLdZhV7YBD38EPoVhUVJyQbK6Rb6yaFojQiX8I5fsYUZHtCIjgeQliIOMQ5+BA6DtFhB1GsIBwX4edQQZvk1ruobsd8L2wjpGUEMMKuiaRtB2E7WJVR7J5webq5iG5sQrpTwBSuvxNx1zdIm4YjwBoYwxoYR3XbqM7+zXOGQdMMPtJ2cAdGScOAqFU3vEp6fzKwbXM8j1yhRKoUYfj+wcE2akb0UDvt7v4kafd/0RCODRUsg+YB4lSzXk+Ikv0j55GiZGJAEivBZtOgXlKlmVs3+reFzN7UwEAOipn3rwcubWnurJoc/QsnBTPDgqVNxbnbmnpn75d9VzA5KMn5EonknmAZpTRLGynt4J6dashlJEcmXXK9AazRMgppnUBz7npo0kzDDlnfuKYoNiItqdLcmA92hL8x5+7owYyhaV4KuTnXYX4poB0ojhzIMjbo85tf3uDOQpcoVv2DELtyXjdut7l0rcnoiMeZh4ogRD8CX14NuLsUcGAySyfcez23xejfvlDj4tW99+Ejp0ocPVxgfqHD3cUu7U7KUMXl1Ikii8sBd1cCVLqL10ubQPU70Xv1gYvwkQLhWAgUuDYiTsiMDRHPL+4tigyWkZvVnSFPij5u+4Fmsbd4uzso2+Y9TzBOHxC+GSCmx0b5m77FxWaTf7h0l7ko5IJlc6K+BVrhHzpMOn8LLMHQ934WGQZsffkLJM0m7sQM/sQE8doqca1KUt/CP3QEb2Ka9vm3jVPN5YwQuedhC026sYqVL2Jlsr1jVaj6BsnWOt6JR8k+9RGsfJHw7g2S21eJrp4zzIsf/V7DRw9YxUESP0f07texhifw3GeRJx7v89A7s8dBQ9qqEl09iz17HF3fIJ27hMgWkMOTWEceQ+ZKpOsLqPV58LJGE6BnwnZMKm3sIFqaGUC6cRfiEFEYQubLAOiwY6qPhQrCspB9+GULKw4Ng+b7mJ0tIB0f6biEzRpaKfzSwAOvudVT2AqjkJxSff77+4r395iUgkLWIZd1aXYT0FDMOSSpoeTdna+XQjBcuoc5MtIsbSkSJRgfoL9P2FtH8myYGRJ9UXIhDEpntaYZKtInZstn4OGZ/SH7azVNlBgmzSjeSQVtI3RGBwQrVc3cqsYa0xTuKdjOjEpGypLMPae/G8L1hZSZUTOAbNQUR6ZsJoZtnjgB1+YjPMdlpGITxYp6SzE7bpHPOMxO7O04futihzBSHJ52uXYnYHbCo1Iy65w4lGV8yOXnPrfK6mZEu50i0Pie5NMfG0almuW1kC9/fZPnHy9z7LCp0WhEP31y+mSBIFC8faHBjdttxkY9VKpZXAk4NJtlcaXLtVtNhgb3FvSnJrIUCw5CQMbfSfclqeZ3X1nj1Te2qJRtnn+6QiFv02onXLjcIIwUE6M+h2etPusmml6R+P5r9K22D1yE38+9CGFK75ZAxTHaNh/1o/GMbab92/9/k2e7T3Jl96L+7UX2JDe33+85e2EJ/MkxhBScLuT5mVMP8V/NzvDp//OfhtAUaWf+4l82coe2TfHxp+hev4paW8FyHAqPnEHaNvHKAjqJEVIQbxk8frq8gFMcQFfXCc6/hTt1EOG4WPk8zugEuB7R0h3ar3weghDvxBmyz7yElS+S1DaIrr5DNH8dOTqJ9+SHkTkz59dakzZrJMu3DJ/LodMIaRkH3XOQabNOPHcZVVtHrd0xzVWDk9iPfAgxNIGwbKzSkKFE2FpEdRpox0Vb98cYOo3RrZo5v46HShNUfRWS2ETNQ1NYg4bQKm3VSJtVQ6zmeCTVlT0Y/t3Ru4pDVK9Ia7s+bq5A1GkRBe0efOV90iiFIo7jkvSw951uQLPVec/ZgWtblAs+jiV7zTRm2ahHNDvvH/VnPZgYtCjtAgSt1jVL1b2zklQZYXONcRYzQwLPgVrbFHl324NUG5sBrFRNnn92BI5P7tzfWpt00ZmDgjCGi3Mp79xM6YY7xyCFaYi699nJ+vDoUZvxQcnNhZi3rkZ0Qo1tCcaHLEYqNpYULK/34MhoClnrPmcPMDnmoFLNK2+2OHHQ59gBH6U0b1xocfF6ByE13UBTq8d8+OkyB6d8Xj/XoFaPmJnM8ImPDNLqxJy9WO+dCwFCkyqFUpqvv7HFO+/WqdYiCnmbjz0/Qr0Z88rX17l6o8XosMcPf+8kzz+1l839nQtV/vHP3KBWj8lld+5prTRRpHj8kSKua/HGOzW01riugWn+0GcmWFgO+Gf/5jZ3l3opZklfHvPbbR+4CF+jEFLvRNy2oDM/j+wGsI2dFQKxtoWyzN9ojRT7QC932+4c/vaYsl8hR/egXxiEj7AEyeoyWimTCrIkPzI5zuTgIKs9Ui63VDKRtdY45TIy6yMyGYSKCW7doHjmcbqeD/kcSa1K58I5hCVRUUDxe36A7rtvkbTrJBffwp09ysBnfhSrMoyqbVL73M8BkH/u42Qeebr/+4Lz3yC69DaZZz+Of+Y5Q1bWM9WsEnzt11BJgnvicdyDJ/f+RKVIl26QVteRuQJy6hjW0IThsx8c37MuQiBzAyjbQ28uk0ZdmHkIuSv3rjtNdLcFxUGs8igiUyStrZFsLWMPT+1RzNJxgE5i7OKgQWSlCbs59OP6BiqNcQdGiZpVhJR4u7p4vVwB29/Ocezq2djHHNelG4ZEcYxt28Rx/J6zwDhR1NshhYyD59qUd4mfZH0L730Kf+sN46mH7yFSc23TJLV97bqRphVotlom0t8WTBnIG8WrBylr7bYw1tgSUm0olO9F/yxsmBTRQ9OGK7/ZNQIp34wZdS94+2qMY8NIRfZooSHjSU7MOnz9fJfNuuJDj/o8ctRjoLT/eZ0Zc7l6M8B1BJOjpus2ThQ35roMV2xKBYvxEZcjs1k8V3DtTpc0UZR70bO0JFnP2kVTDfSE66UUHD6Yx7EFG1sh//FzS5w+0eaRkyUyvsXFa00Wl9r85pdW+RM/PEt+Vz1gcjzDkYN5CoW9g5TjSBxHsLIWMzuVIUnNrVZvRJy9UMOWgiOHDRVDafu7vXTOd4Ja4QMX4Utb7uTZC1njlNMEOVTaybWCKboKsTPNFj0H3mPWEo548GKLfQjTdkxsI39ss66u15GORDqyhwACFYZ92Kf0PITrGLBYqrDLZVA9mcNcnuyph3GHhpGWRHfbxOvL6HYTb+YgmYNHTAokSRCpwpuaxR40HbPRxiqquoVdrJA980z/po9XF4hvXwY/h3vg+B5nn2yukCzfRQyNI3XKbplNrTXp8h3StbsIy8GePQlBxzhsIfsRqI4CVHPLDKC2gzVxGNuyEMVBdByjVu6QNqukDUN1ISvjWOOHdpSr2jVUfQOS0AjSd5v9KN4qj2IPTprI3/WxMvmdhzmJiVs1knYDFQa4hQpOfuCe+8MBrYnaDVSyF1WkVLqn+UoIQT6XI5vJEMcJaarJ+N6eKLjdjYjipLd+zymLne9vL8WsjW1L2kGKeo8C3b13VRhrgpg+/l1rzXJV0w5NSme3jroUe2UUw9g48/38SK0NGw04MALlexqzwliz1dRYwqBUbi1DN5Q8etjqN4K9lwWRptlJyXiakQEj1r5WVXs+D2I4POVQKVtYFvzGV1ssb+yPzHn20Rzf86FSH7uuFFRKNlrB73ytyoFpn+lxc13COMV1TV3htbdrdLspP/SZCT7z8VFzjjCgzO37+tihPMODHiurIVrCVjXC8yymJ7N85LkhqrWYxdWQbrD3XpmayPInf2SW0aG9+az1jZCvv7XF6kbAh58f5lMvj6E1zN3tsFmNWFjtcmA6x49+/zTlUk82VJgUk/oO0GV+4By+QCB8G+EJs1gC6VqMffLlvU67ktvjvIXbg2P2nLSwDLSyX6i1dhVtd79372ILpNcr9Pbw2O7hw1iWNIy9wjRyuUNDSCmRlkAje44BzPxAIoQ2qSZpodLUoGdUajhgbAdsieVn+kIWSim0wPDm9Cyev2EaaYbu4YePE1TcRbou3INySW5fJr7yFv7xx5FTh01Evd2brzWqsYluVhH5IjKbw374eVApycVXUWvzAKjqCmrpNmxj3qUp+trlYewDpyGTRy3dQFVXzaAg5R6EjywM4kwfxxo/gg5bRHfeJaltmOvbg1Dea0opkk4T6WewvAw6DpGO2+O832u2l8EvDiJtQ+3QbTWIwi5ht0un2UTtqkJavW5b27bIZjxse9dsQ2uCMCbu5VBsSzJY9PF6kEzTbbuzrTBS1FopUbLXAzc7Ka1AMVy0GLonuk9Sk2ffHiOEEIwPCMbLxknUuw8uQK834NYqXFuG2j0NwoMFODYJIyXu7wAOIYwFE0PmPAehwu55SKVNA5h6j2j05mLC77wZY0nJ5LDN7JhN3hf9ga6QlXzoUZ/TR1ykEESRZrOW8rW3u7x74/6O60LO2tOE5bmSjz5TolSQXLzewRL0O1enxjIMlh2iWHHxmpEtLObt/udCbEOyd67L0mqX2/NtJkY8RkcM3KrZSrhxu8nKRsSpo3mGKjuOXSlNp7M/Lv8b72xRr8c89+Qg7XaKbQta7YSbd9oMD3kMVVyDsGrEe66b4g9z+H8g02iko3tRvkY6Ajvns/XaqztoG08gg24/z95H4Gx/7gikKx8c4Xu9V18gMrsWf2eQMbMF4+HtXAbRY1EUUiBsC8uWCNtMLTWYYqht76R+hDQdpUIZrLglsFwPy7IQ0uCIdRKjtUJ4LtJxTJTQ3XmyrcERpBSoRn3PzSUHh5Cuj44io1+7y+TQuBE0sSwsYaG2VlE9uUAhJXLcMG/iZVFrCwa47WfBy/VpDrTtgev38/VCWgjHNwOFl+kNUCkqTe7D7oNp/JKZPCKNSeoGrin99+5yTbst4s0lLGHhDU1i7wO37G9fCCzHQWtFt1EjCrokUYTjefjZ3L5pvSCI6IbR3vMoJcW8T8bfn9q4E6Zs1mPiHuLG9yRDJRulVN/pa61pBoYobT/L+ZKZIYFrmchYa0Oo5jmCWkezXqfPWbPbVusmuJgeBAx1zB6zLdEXPQljzdyaJug1O5VzcPqAoJSFKBHEWmzrylNrwrmbKbXWA08v0yOSQxOSQs7sZ3RA8tqliGt3d651xpPcXki4sxQzM+7w2ZcKtDop796M+tj19zLXMY7b8wXL6zvNdINl25z3WkypYNFo7v3hqVImddJLzZ27VOerrxnitFPHihRyDhubIZ//0irvXmkwOerz0eeG9twTd+52+M0vrrK00uW1t7bY2NpBcs1MZjl+tIhSin/3K/OcPV+jVHR46UMjHDuYI4o0cwsdfuuLK6xtmO9JMAHedyCL/4Fz+EIKbNfGylrYrsQu2LijZWjVsfI2ImfhDhWw8zbSE1g5C5kVWFkLyxdYGYGVkeYz37xK/56lB9W0bIll7VpsieUYiTppbQtQa+JWoyfA1SvMKGUitu3UwDbDp9BYGZ+kXgXbMgIe3Tatt16FVtOQgdmWkQQcGSe8e5vozjWk55t92Q7p5qqRD8SQilmVEdLmFuGda/1zJB0P//hjCNsieO3zKJXs+cykjprYp59GFAeJz30N1YvypZdBFsrIbBExOotqbCI7DTM4tYx6lkgTemIB/UFAVsYQpWFUfR3yAwhpIRE93H97/yhVKwhaaNsx8ojJg5txpO3glIcQfp5oc8Wc8/drOdWgtcJ2XJI4QqcK5wGatp7nkt2VzgFIkpR6o0OzHe57/J4jyflWHzEjhSEKq3c09XZC2mOQHC1bDBYe/ChKIWgFmoVNkwoJY1MIHswLpgbNNluBZrOp+92+ra4p3lYKcGzCvD7Iwhg2m+a11lLU25qsZwYD2zI9i9Wm5tK8wrU1MyOC/APYNwGKOYvnTnkcHDejRDfUNFqK1a2EO8vmXtNas15L2awrFtcS3rwU8vIzWb7r2ey+YuX3mtJw8VpAMWfz8LGdWe3osIcEvvRqldPHC5w6fm+fhmY3bU0cK0YGPabGs2jg3MUali2YmswgpcCy4Y1zdcJdsMxyyaaQt4gixfJKQL2ZkCSmGe70iSLPPDrAZjUmSTSbVePUSwUH2xGcfbdGp5MwPOjuFHuFMFrc34Gq7QfO4SNMHl9YAumbtnWZJljlIlKYiEMFXZNOsS2zXm99k0KRSMsUdPqOXO4ssre8JzTPMc5fSIF0LPTWBlJosz9h8vZpu9mjP7B72zQdfQKJU6mAlIgkwqkMYefyqNRMAWWxBGEHZ2gY3W4S372NThXCdbEGRyAMiJbuEK8t4x09bdgtG3VUo0o4d4Xgwmuk68v4T7+EVR5CdTqky3dNtA3IQhlrdAbhZkhuvku6ftewIG7npb0M9uxJ9Ppd9NocqrEBlXHk+CHk8LSBTQ5PYc0+hFqbJ778GiqOjHqWAN2qIiyJVR7BGj+I6jSJ715Ft6r3X0o3gz15FKcyQdqsEq3NEdfW9mXWtLwM7sAYluuh0cTtKnG72f9d+14nyyJbqpDJF3H8LM16lVazvu+6tm3heXvpkYU03O7dMN43xWFbkvwuSmTY7riEKDF4e601lrxf3/Zey3qCgYJGKcXCpqbaMqiX7YatVteQpqXKxBEHRmC0ZN57P0dSyMChMXNsdzf2yiK6NhwZF5Rzgm6oubuhqXdgH4aJfS2INDeWEh49ZqgW1ndRMYxUJFOjktWtlPVqSsa3qOyj/LWftTop1UbCQNHaA5lMEm2E2AXk8za+t3d7QpqaghS9QEQIolhxd9lIoD72cJly0SGOFLfmu5w8WmBwwO0LnICZIW5WI86+W+PIoRzjIx6/9cVVLl9vGjqNrEW3oyjkLKQtqdUjfvMLKxTyNi8+PYiQguu3W3z51XW6QWqaEJXmO+GOP3AOX1rSFGShd1dq4lYTd2TYYL578El8dxdtjonGzY1giroPcuimMIfJzzvygYtJ65iBwx2s9LapTfHWloBR7BG2QCUxwrZNxL26iG42zO/QitxTz+IfPIrwfWzfR6QhydI8zsgk2TOPE81dJ2018A4fxztwFHtsku7rX6bz1V8nuvoOMuPjP/1RkjuXic69ju50TOQbRWQ/9kfwHn6a6O0vE998l2TxBtG1s+jmFqrbRNU3sYYm8R77yB5qAdVpkTaqhjTN9Q1CR6X9xikddklvXzDsmklouPQBWR7FmjyG9HJYo7PITB6dRqTtLZLG/loFlp/HKgyg0KTdNmm39Z60x9Jx8YcmsTJFulsrxC0Di9P3dgf1r6fo5exF///3Mq01nV6h1pISxzXC29YDWMriRO3pokxS0yxlS5Oueb/9bfPWIKAbmmarwQL9ztttGy6Z9M324GJJA7tc3ILwAacrVYYoTAjBeh1ur8KhMcGR8b3OLecLml2TcnAdsL85n2x+b6IJI/O7oxgOTVj98zC/krC2pThxwOWTz2e5vRTyW7/Xek8enW2TAoYHHXJZm1der9NqmyAgTRXdIOXQbIaNzZBzl+5pzksVulcnAxOtz0xlyfoWr5+t0ukmvWK9zdCAw9VbbdY2unscfjHv8OwTFaQ0TVq2LRkYcPpdvWmiuX23RT5vU63GaAWVisOlqy3CUHFwOsvDJ0vEsSaOFaKHIte8z4z0W2AfOFgm2kjmYQuEa6NtCd0WjA4jHLkjgBDHPWWi3VhLeD+o3gNtF2xTukDai/AtgTU8gt5cRWjVnx04no/MeAaN0+0gi3mobZGsLpF79Emi9WVU2CS6eZXsxz6Jd+AIur5OsrSAHB4DnWCVBpH5ksnl16sIW+KefBxVLJGsLxPduYpu1pDTh9BVF/fwKZyjj0C3Tee1zyO8DO6pZ5BCo9OEdHPV0Dig0a0G6Ajn4Y/sQfEABlMfdRDZYazxg6bLtrZmiNsGRiAOUFurMHEYe+oIqtsClSCzpfvoG4XlIZwMOuqi49AwW+5ncYjWCmdgBOl4qCRBxSGWn7kPKimkxPZzqDjCzhSI2k3iKMRyPGzPx7mHFTOKQtI4oVQZ6ou/7GdKGVHzbhDheUbIPH9v19Hu7SaKxY2QUtam0oMJ2hYMFe0+wdp7mVImkt9qayakoOCb4l55HxoDKQSLVXNLTw+Z9wZykHVhvxKD0ppri+A5JrqfGjJOeLvpCszgVm3BRl2xUoXBomB2RD4w5dLsKJIUBnalp+ptRZpqBgoWC2sJ6zVFKW9gmk895OPYAtcRZDzBq+e7dEPj9JJUc+lmQLkgKeZtyoW916WQs3n+sQK/+3s1llYDHn0oRz5ncXOuy/R4hg8/VeLarS5RlHL+coNjh3L4ntWf7Wy/HprNc2gW6vWIzWrA+qapB5w5VeLYkTx//yevcfFyg8cfLnNgxjRuWZbg4EyeqfGsSSFbgheeGuofW5pq5ha6zExl+fiHRyiXHA5O5/i91zeJYsW5Sw2ef2qIJFFGxIUe2OQPi7Z/ABOmy9CyLaQwakSW45Cur2JZch9kTS+Fs+f/ByBwdiN1en/3o3p7J7qXtoXlW9hZC8u3kVrh+A521sPOuthZF+E52I6F7blYmTyeUNhZH//wMcNBT4JbLKK7LdJqFdHcQnQD7EIRe2qW7ptfQwCFl78Pt1wm3VohWbiNatbIPP4i3okziGwGUOjNFXIf+yN4xx810XunhWhWUUs3EXGAe+oZ7LEZo0GbLWDNnjRooDjud5iCyXen9TVUfd1IHCYRanPJNLgVKojyiCnQ5gewTjyNMzKNamygFq+hdkXwOolJ23W0UljFAayRadI4Iq6tP/CyOpVxvPHDSC+HSiK6GwsEtdUH5vVtz8cuVAiCACwb2/VIk3jf2YGfyZIt5LFse0/EbVA2KdVGlzBKCKKEZicil/PJ9Ry959q4jkU3UvfxoRjWRYHj7I2YPUfu6+yjZKdwCkaLdrOpqeQFWc/QDg/0nP1WC+bW2SOakfXY0/VqW5Dz92+6EoAUmvW6EUzJuOK+WUO1qTl7Q+HYmqePW5w5ZL1nfv36QsrluQSlNbWmoh0oKkWLo1M2w2WLoZIkTjRfeavLl9/qorUpvoKZmXziuTw/+LEiriNIEs36VsKF612+/I0G1+50Ub0mtqA3KMxO+rz4ZAG05pXXa8wvBUyOefie5PzlFk8/WuTwbIbzlxvcvmuI+ITs5cvvmfGtbYVoLTkwnekfTxwpoliTyVhks/ePmo5z/+DX6SZ87RsbDFdcjh3MU+51BS8sdei0E0aHXfyenOW2tq1mG/X07XfHH7gIX0iTQ9dCI0jBETgHZkiWl9CO6Ef4f8A4/ps4ALN/lOg1X4HlSrRtZhOCHtzSdg3Vg+caxlYJlusYdEmrgZSgXBdneIxk6TYShZYKUcjjVoagsYldLpPcvQZJiLQk1tRB7OnDICXplbdgcwXv+U9jV4YRrkeytkDy7qsoaWEff9QgggoGp642Fkhun0eOTONOH0fkCjA2C36WZGsZ6WXRaUpy7W1wXOyp45AtQqdpuO1bVXQSowplw3EjLJLaGlgO1uQxRK5MGnYNcVrQJm1sIhzPdNYKG7zcDjTzox9Fv/Ya2D0x8MlJ5NWrfQqFOI5JUoWbL5NogfOAhrkoCum0W5QrQ3iZrHnI73HoStNLx9z/sNVakUl59P63e1TJrr03FRMlms1GwkB+hxMHDPPi5JCLs8spBL2Gp/0c51pdE6dwYNgMDBkXJgdNBDi/IRgvm4gcTI1/NzpHCCNU/iALY81GQzNcNMyMplhsisC7B4041VxfUAyXBe0e5HOgIMln3v9pOTZlsbyZsllPuXQ7pZwXnDnqMjNm3MwjRxxWNmPOXY1xHUG9lZLP7pz33X+vbMQUc5LTRzwu3uxw5XbAYNnm3Wtt2l3NS8+UyPiSU0dzeI7k3OUWy6tGBevucsCJQ1lsS+I6gtW1kPOXahyZzaKFefa3x9uzF2qEUcr4iM9AyUFp88HZd6vcXewyPuYxNuIzcg/e/q3zNZqtmDMPlfYQp2mlUanm6ME8d5cCVtYCxkYMaVo3TBkd8jh0IMflaw2OHMzjOBJFL5X4hwIov3+L6zVs10JbAqET8B3S1ia2J0lDieVYpLEyTjiF7TyMkBKtFDrVWK5lEBxCo2ONtGWvhV2iVIpOTC7ewCUlaRj3i7FamQ5OLU2eX0hh0h+5jFGI6qWSkvmr2DkfJUB1G8hsBh0GRPNX8GYPoIImNKuIpItqBljlMuSzRix7aBAKedL1BXSrhnAs3PEDyMnD6OUbxGELUShjDwxj57Lo9Xni5qbhuolDZLGCc+QMQgiSTgPdaSCGppC1dayRaeJbZw0ssjKJ2lpGNzZJEaYYO3kEURjE6g0UZAsmEs4Uzf1aXUW369i5MkJIUmmjLAcZdkk7DdzKmEH4uD7YpghqZXLITB47WyCOI2SaEv8v/zPpn/wT5EoDvRy8EaWI4oQ4BSc/QCotok4Hu1jc1+FnMlmkZWE7Tv8aAz0pwJQ4TlFoBovenoh7GxZoW4Zqu9CL7mrthFYAuYzYMzy4tmAgb93X4SruaYRKUs3ilibvwWjZvN8ODIf9SBGGCqKP3AETZeZ90zy1G4tvjk0zkON900Lb1upqFjdhaQvGyorpYUk5Lynl9g6WShkunCiGsYqkmIMgTJlva8YGTBrKekCU77mC5U1FJxQcnbaYW0rYaiRUijbtbsrrFwJ8TzAz6nDqiMtAYTufr6k3U8rFHURTq6Oo1hM2azETIw5njnu02glzixEHp0zacbMak89JltZCTh3PMTPh8Qu/tka3m/LUI0VsW7C2GVOtxzzzeBnHkeb51LqfWvz6m1s02gmf/e4xPvHSMDMTJsK/dLXJynrA6WN5SqX703btdszb56t0uimfenms/34u5/DC0xXmlwKuXm9QLjmMjYwxPpLhyIE83UCxtNzlwuU6I8M+gwMu8jtCqmDsA+fwHZFQnCyjECTNLsK2cAZLEASEGQviFOG72L3O17gZoZXGzjjoRJGkhrVSZhwczyWsd0BppOtg53xkb2CIuxFOzsGyLDqrddIkwSvlsQpZmjeXIOfh5H0s16N0YAKhR9DSRcRtdJriOQn2Y2cgjrHigOKTT6E3F5FbK9gzB7FGJkgXr2E5CsvL4Z55BtWumc5W30VLjTV5FDtso1fvojwPLRREXUSzivvoi4hsgWRzhRQBjXVkYQD7wAl0pkjYauDmCqjqCmm7gTt1HO/xlyFNiJZvInIVVBwQdjqI/CBWmuBki8jySK/hKDRFS8dBq5Q4aJMqhZ8rYOdKWH7eDKJBm6TbJvXykK30+HgEXSUJWwGlvI+dK/Wvn2EN1EjbxuopU3WChE6YUCl4dMOYNIWBYtlE6LuIzXZbojSdSBDEPq6310ErDUGkkAIyrnUfD/l6Q5EomKrsTfEUfAvfkdj7zLzXm2a94YJRktqvhmtJ8/l2GiNJNZ0QGh1BJWdYKPebdxYyvdQMmlZgtr+yZWgRtuGWqdJcW9CU8zBeuX/nlYLAdzRz63uPbfv33VxKkEJwcNzi0SM7KSffhXdvwUY9ZmEFshnJo0fvVwYDw1752DGnR39gWC6DUNPqpFy6FbJVT/nIExkGywa5VG+lrG8luDacvdLl+UdzDFfM4PrQYZ8jsx6Xb3YZGnAYLNsUc5JPfHiAobLNhastvn62yac/MkAUaRxLkMvYnDyc5Uuvdvjiq5t85uURHjqah0+PcXi2Lx9m0GK9Y/7I80MEYcriasCVa03a7ZTnnhrkiUdKXLlucfZ8g0zO5sypcp8krdlKePaJCjNTGVbWwvsUrC5cabK4EvDhpwf70f/dxS4bWyGpgg89M0Qhb1Mpm9+qxfZxffuT+B84h1946mnUjbcQw5MkywvgeXhHT6JXFrEOHqV7+RLuqSdg7S4y45GsraLiGMtzkKUhrNEx2m98AzufxdIpzuPP0751C71xFy+XQeQHkZ5NsjAPvo+VLVOePY7M5OheehPP15Q/JskcPA7dJpQrJMJCanBLFdTGAgiJNTBKakl0fQvhebgPPUaiHsM7eJJYpYiwg53zEBrs6eNETg5XmHb37vJtkm4TrzSE5c+gJ48ZgjKlkKMH0Y7PVifE1R1ymRzaGkNaNtLLYGUKtLbWCFpNiq6PPTyLLLaRXhakpBNL9MhxXN8i6AS0Pcj7Lrbn9guqSinWaxG+KxkecJCWTaYySpqkOJ6/pxPW8XPYXpZqM0Bri+3yryUE7VCgpaayS2hK2i6JtnB/4m8gf+J/hOPHcf6ffxP7mRdJlSCf9XrceAYnvp+zB6PcVG1rMs7eyBhMVJzPOHjO3tTK4pZJb1Ryot/BvOd71v7RrRCCYkbTDuDGChwcNZTE+67Xo0iIE82VRdPkNDuke074PaC+wkT6l+Y0B0bh4NjedZUyurGp2vv+3Krhmp8csshlBA/N7L/9Zgek1LQ6iusLCcembXIZc24PjEtWNjUowdTozvlOUk03UHu6YAu9tIzvCl58LEMnUHzt7TZaw/SYzdDAziC6sh5xayHi6IzH4kpAveH1Hb6UAt8VPHZyB0fvOJLRQbP9fM7GseGdy026geG+B/A8sGxBLmOxWY24Odfh0VOlHQ1ZKU0ney+Hf+Fynbn5Nj/+Y7MUcjZhmPJLv7ZAseBg25KHT5c4OJ3rO/R6M+bf/dI8D58sMjme5c58h0Le5sqNFs89UWFiLMNHnx9mqxqytBLQDRXzS8sMlFw+/Oww1XrMnYUOX3t9k+/7xDhTE1nQhgrmO9F49YFz+FTGkJ/8EZzBSQZLRZLGJrHtY+kUN1dAPvQMgfAov/BxLEvQqW4itCbqGu6VnC8ovfBJM9oqRdKuI6cPYtkufq6AcH3iICBpVHEHR7F7iI9mOyQZniHrKLIyRRdGCMOENOyQdFvkSkXcYhk9cRCkwePbSYQanEA4LklpGFsLZKGIHQVgu9StAVzXRTkWYdhF+i6O7+FPHcUOu0gvw1rNiDdY2SmkpSlkbOI4RXcibMvGyhawKO9xXplSBTuKsR3H9AC4xpF3Qs3djQQpNGMDkqzvIsQA2cxe/HmQCLY6HmO7eFUsx8Pav+EUIQSlvJmGb2/HdW2kJYkSk4te3IKsZ5x/+Lf/DvrhU2QK/z/2/jM6sjy77gV/14X3Bt4jE4lEeu9NZZbpqupmOzqJTSM9kbMkUdK8tcZoRH3QfHjzNEtPs/jmzZN7M+LQSZTIbrLZXd1dPm2l9x5IJLwN7+NGXDMfbiCASACZWU2yFlXDvVZ3VQGBiBvXnP/5n7PP3g74oz/C9s1vEP/4NonOfvpahBf6tC7B67QGnzyO1WWPchXGFgQiPmgJLv9cEq1Ey6JLWj9L5Q1KFWgNvtgFLeQR8dUycVctAU7nDQplaA0Lq2wMRdE6Ro8Dns0ZVDTY3ie+0O7QaYOuJvC7rUnblRifNyiVDaKdcl0E0DRN4mkDRRZoDZmMz2kEvOKaXPftfVLtmE2yRZOaPBCabjIxWyHkg95WheCKvx2bqTI6rbJ1g4OWsLyqLyFLAi67SF+Hjfl4lWxOo1o1yRY0/B6J/i4HbU02sjmNucUKd57k6e92UNXMdU3Cl9AaVWhvVliIq2RyOulslWjIjs+t4HFIuJwiubzGYlylUjGWA75hYmp63UhG1w2yeY1C0SDgk+nt8jM6USCRrNDe4qC/10NTxFGnu5qmdU7GpwuUygavHY1y616KxyM59u0IANDR6qSlyYEgChi6yScXYoRDNt453ULAp3DngaWhf2BP0Ar4grVD+xu1zJ8CmuBg3rmRoGQn4HJZAU/TiWVNKkUByWZDNHVkWSaWA0kJUaqCZtNpcsqIzhVRS5JQfCF0u594DiKyiEMSKJguMpKDNlHCNE0WMiaVqojL5cHlsSHJEumCTk6VCbq92Nye+vi9IMnoBiykwOey4ampX4l2SxpBEARkuxPJ5sAt66QLUCkJYDop6SIdDpAUG5Jis2RXZQFJNEnmBRw2Ea8TFEUiEg6u65EpSTKSc/nSZwsm8xnojJg0+UUWswKpgoDPJSK7VgeHeFagWJEbnJVeBivoNrJVWoLWQ63pkClaNebNHRB87fDyH/7qr8J//s8Ez/8I+2/8oxfawGULBuOL1tCRKAr41zHctknQFLAC7kqs1fRMZK3MuslvsVpe5DsqSzTsVuIZSOVNmgICYu10m6ZJvmjidgr0NFnvVa4IJLM6Nx7pDPUqdXOQ1e8v0Bpa+3duh4BaEbj2sEJrWKK/wyqdbe+XEQSrBzAxr6Fpcj3gZws6ibROV4tS37mEfAJHttnqwbuqmSwkdTqbrWA/u1ghVzTY2GWnJSyRL8rcfFBgxyYn3W2rb4iyauD3Svg9IuWKSTxV5eq9PNsH3PR1OfC6JTwukWN7vbhdElfuZLn7MM/PvdNEMLBOBgFUqpa88c4hHzfuZTh3OcXX3miipclOKKgw/CxPV5sTSRKIJdU6W4aamq5Q8yA9eiDKji0BUukyf/yDWb7xdhs//zMd5Aoa12+nuHYnSTxe4Zd/vpug30bAp/Cdn+1icrpEPKUSDtrYtS3IwAYfXR3WbuTTSzFGnubp7nDidMr84jc6iadUfv9PJti3K8TmDT5OHIrQ3WndLEu0zC8i4n/pAr6uQ6zkw75i9DtTkhiZNwi4YFO7dTOXVBiZA49doa/ZwCbLOO1rZxXTKZFnCyZbRcv02eMQkCWRXNFkMSvUarYSkRU3qM8p4rZbdU3TNBlbAEk06W4S0A3Iq9YUo8dh0fdG58GuCGyoqQvnSuBQJKI+K6PIlcRVma0gCIS8MuMLlh5LW9DiTLudwgst855HLAcjs+B3CbjtEh0hsK3/rOFxCLQFBZx2a5JybN6gPWItEJ8HS9msTYbuKDwcN1iTmiYIOBUT50ss+kysDGw2YZIqGOzsW1vdURStAP4q6Gm2rle2YPB4Umdbn4zXJVqcfG2p7r42ulsEOnShwQ81nTO5OVxhqFemNWw9fq0hEbts8jinUa6YqwJ+VTO5/1SlJSLTuo71X1tEojko8mDMbPjOS5+dzFSplLWGe3Q+rjM+WyEalPG4hHotWpYEyqrB1HyFzhYbR3Y46++zkNBIZXT6O+x43RJbNzjwuUQiweXjKqsGj0eL9HY6eDZVZmahyulDfoSCxmc3s3S122lpshKdVM3B6vThAAJw7moK3QT5BRLPlYrBp5cSuJ0STSFrgLK12U4ypfJwJI+mmfR0uvF5LdG0xh2eFV6XYmt3h9UnOvfZIomUSqGk43bJuF0yp45G+Vf/6xNKZaNh9xL02wj6l/sYzdHlYKNpBvfvZ3gylufk4TB9PV6cDgm1ohNPVJifL/Pa4SZ+/uud9b9Z6iF/ERn+l46Hrxsiqaxl5rwEjwMqKswlTDCtbNOmCLT4oFQ2eTorrKp9roTXUXMuFEyyRYP5pKU1IgoCkmgJU8VT1oMJ1iSlYbLK+Hhpt26Toa/JmpgEGJs3yRUMIl6TYtlkOq7zeMpgJmFiVwTcDpGWoECTf7nZl1thO+d2QNBtfYfRecvJ6POgKwL9zQaJjM7dZzqJrLmupnq2YGCXDbqbrBKIblhME2394ddXgmmYZAs6xfkkvP8+lGtv+od/COfOwVe+Un9tVTO59rjC1GLjh/rdIjv6RDqbRHqaRexr9xZfiMWU1iDgJUtW+WRJxmApw382q3H5nlofFFoLiiSsWhDcToH+dpmAp3HnFPJJtIQEbj8pUSg1vqdhWCwbtbJ8XTN5nct3C8wuVusqlJIksH2Djbbo6kVBkUX8XqmhudjbrnBwuxOPS2Q+XuGDixkWE9X6+z8cLZHO6thtYv1793faCHqF+r2uyAL9XXbczuXvUyobTM+rpHMakZBM2GeZgLucEh0tdjZ2u+oWhr/73Vn+8M/mkUTr3B7bF+S/+7lWvJ71c1FJEigWdM5eSpDIqHz73VYO7gqQzmqMjhcZ6HdTLGpcvZ3m9NEofd0r9HSEpUGnZU7r8GieW/fTtLW4GNroo1o1mFso896Hc1QqJicPR/B6GjOgZFrl4wuL3LhtSYJousmzyQLPJgoEggqH9gYZflbg0YilvvrR2QVLWuGAZaRy9WaSTy7ELA0mk9rE87pf+S8NX7oMXzMMslmNcnCFnKoCvc0m98ZNHk2ZtIVNHIrAhjYBnxsejutMLQroOnQ0CasexiY/OPoFXHaTmYTJfBKiAYGgV6BQ0plNmoT81g1brpjcGdVoDor0tlo3tSgI9LVAoWSQzpsEPGLDeLrLAU2igN8NozMG80mDvnaRoGd5Wz0X14kGrYx1Nm4wsaCza6OCxykQ9S/VF002d1o7Dt0wyRVMfJ7V9ePnocgCQm1YpqNJIuKzHuipBY3mkFRv3pmmyf0xi1Wxd9CKpm6HwK4Naw8SAeQKBqJI/T3Wg10RkEyDYrYM//yfw+PHloLo4CC5P/wuo3SzuWJirwVQS2Fw7fdyO4SGidFXQSylIQD5okkio6NpSsM18rlFdg0sf4eQT6RaNbn9pEzAK7G599XqWzZFoKd17cfO7xGJBkQePSsT9kv0diwNdwkc3uFoKGepFaPm41rmzSO+erNzPQR9Ege3uxp+psgCmAKlsoFdEZmPVXjyrEhT2E80KHNirxePS+Th0wJ+n0x7k51iyfrctmYbTsfaK2rQL3PqcACnXeTR0yKPnhWw2WDPNj97ty1v06bnyqTSFXq7l49rvcb4SkiSQEuznYcjWZ6NFehucyGKAm3NDrxumZnZIrFUhUO7Q6v+1jAtKq5uWhf34pUYH56P0dfl4mtvthGJ2PnRh7NMzpZpidr52lut7N2x3Ogpl3Wu3k4yOpbHMGDnlgBzCyV+8skCCCa9XR6+/W4HdrvIw+EcTWEbI88KPB0vsn93kM52N4Wixk8+nUcUBY7uDyHUOgpfhAHKly7gm4ZJNluhWpEB2dqKj1fZ1C2ztdvKzIcndXxugbawgF4FvapTqYoUyqBWGoN9vmiQyum0hCVuD1fxugR29Cn1zK2gWsNUrUHLdMEmQ1eTiN8tcmekigDsHLAejJFpjVzRZLDLyrR8tanJtvByIOlsFokGRfxuAbViZf66CU9ndCQJ2qMyYb/VVHQ+97xZLBAoqQb3HqvEMnBgq42I/+XiJ/3tEt0tEjYZMnmDsgpjczo2RagHa0EQGOqWV5WW1gv2hmly9maRStXk6yc8L3yQHTbYPWjD5WiDa9cafpdZrJKcqDC9AO1NCg67yJ7BnyJ9fwEejKrIkkBHs4SuaVgOGS9o0vokAh6RG4/0VQuPWjGYWajQ3mxryKhfhrBfxu+RuHgzj10RmJpTMQzobrevOsdNIYXuFoWRiXJ9EQRLu0aSXq4JtIRbjwqkMhqnDvrZu81NwGuFBFEUCPisYaGLNzL0tNlpb7LTFFY4fTjQMCS1FlwOiZHxAmpFp6vFTjKjo+tGjVllacT/8XtzmAYc3fOK9bUVaItau4rpOUsOwee1dHVamu3MLZSYm1dxOFbf95aEgVgvbYxPl0inKux+t43OdhfVqsHYZJFsTuNXfq6TfEFncqZIW7MTh0OipOrcupehUjH429/upL3Fyc27KaZnS3z1zVYGN3qJxVXOX4kxuMFDR5uLP/3RDAG/wtH9YTTN4MadFOlMlROHwiiKaB2P+EVwdL6EAd8wTFS1SlW3LqluWFOG0wsaD56pHNvlYnu/jCzBjccVckUNXYOWfgdOu7Cqjj+b0Jma1wh4RGyygN0mYlfgznAZr0tkY4fCYlLj4u0S0YDErkEHHVHrRnPaG/UxWsMiUb/Jg2dV3A6BfVtWa8zaFaE+TflkosLIlMqeQTt7B5V61mplsOsH8VhKZ2JeY6Db9sp1dVmypHAfPStz7UGJ1/a6OLDFhuu5GnjgBTK+K1FWDQolg4jfUkisauYLA74gCIR8a/++PSpjVwQu3ynwZLzMhk47Az0v0Od9AXIFnWRGo6PF1hBE9ww5EYBMTsPxCkF6ck4lk9XZs9m5qpGbyujcfVLC5ZRoiSy/V65gLdquF1w7WRI4utuDIMDFGzmquklXWyNLqlS29N6722wEfDKeWmO9WNI5fy3Dhh4H/V2N2fx69p3tzTYCXomSajA7p+J5bicmCgItYRuhwPJCkM1VeTRSZtdWH6pqIMvCKlVKgESqSi6vc/xAEAG4ejuDppsc2x8im9dQVZ2De/z0dVkll0JR49aDDNGQnZ4OJ/Y13nMJmmZ9n/Y2B2MTBdxuiYBPIZ/XKBV1utodVCoGqUylod4uikuyClZJ5+SRKKqqk8lV+d57M/T3uPnqmy0sxCznq598ssDlm0nePNHMV061EPTbePf1FtKZSt3tamjAR3OTg9Ymi83zbLLApetxpmdL9HZ5OXk4yqG9IZ6M5nk4nGNqpsi+nUEO7bN09g3BtFROvwDHqy9dwMc00VQdo2Y6EfSKHNlhZ2ZRI1fQyeZ1mkMStx6XcduhOagwn9CxK/Cj8znammSO716mWvS2yjQHJbxukR0D1g1YrRrkijo2WWAhUeXa/TKiKNLyXENtsHt5m63rBh9fyhPyixzc4X4lze+uFomxaath98ZB5aVb3SUk0lWKhSpOm1wf8nlV5Ao6smj1INxrGFS/KkYny1y+W2DfVhdvHPDU9UM+D5aGo2yKSNgvsX+ri0fPSpTXMQtZiWJJR62YBP2N12R6vsLoZJmQX17FHzdNE6dDob355buHZEojntYY7Heu2vFEwzKDfXZWVjw0zeTi9Sw+r8Th3b5V72eaFqfd5ZTq13nfdk9tHqfxGkzPV7j7KM9rhwMMNi2XkiRJwOkQyOV1dH15gVUrBueupuntdLChu3EhaG+2/r5c1mmOKgR8jefLbhM5dTjIpZtp7j3OsW3QSzavEU9WKZV1zl9JEQrYOLQn0PAdKlWD9mY74c1KfZfjdEoYtd5IJGijq92JxynVF8z5RZUHT3LoepbWqIM9OwP1ydfnMbDBw9+N2pmdL3PjXpobd9P8zFdaeON4lInpIuOTBf74z2fYvd3P195sXbalNKxdhllj6bS3OPnb3+ri/uMsD4ezJJIq3/n5bvp7rNKT3S6RzVZwrFgIN/R6Go7F4ZBob1k+TpsigCnS3uLE6ZRwOiQWYmWu3Exi6CZvvdbClkFfnXoqmCAJJl8EMfNL17Q1TBOtqtVvLLCylPlYBcHUaQotj3PbFIFKxUARDWw1c+Tqc8FEkQX8nsbTdG+khKnrRIMC90fKOGwCJ/e6MDSDe0+Kq0S0wFLRsduoNWGFdbfEk3MqV+7kqWomAa/M/q1OymWd+yNFFhOVNf/mefR12PB7BBbja3dSs3mdQmkNmyRg12YXm3rs3BspUSxbi2YiVeXRaLEmBvZq6Gy1EfLLlFRzVbAvlQ1mFtQ1z9MSdMPkwrUs1+9b1kqiKNAcUTi+18u2gZdn9/eeFLh0K0u12tgA7e+yc3i3d83z/3i0yCcXU6iVl8vUbtvk4vg+76rGPEC1ajL8rMjTiWW7PlkWGBpwrrszmZgp8d2fLLIQX3ZPcthFnI7Vx9nVZufoPn+9/JLLWwYcdptIR4udJ88KJDMrvHmhRt9dfaxqxeDhSJ6bDzKkUipB3+oc0GEXcdjF+nfd1Ofm1JEQ1YrBhl4XvV1WsJuPqfz4TIyFuMpivML5qynSmeV7cOeQj62DXmbmy4DJhh4XiZRKOmsd6/h0kXDQxuvHIuiGSXzFuXgeum5y/3GWxyNZomEFp0OgWjWw2yU29lnm4g67wNxCmVR6hcCeUCNB1k7F3EKJkWdWYzUSsuOosXoSqQrXbieZXyzT1e6mr7PRSCWTrZJKV7j9IM2Dx5n6MakVg1xeIxK2MTjg5ebdFJWqQSxexuOSsNlEmqN2MtkqmezScQmW58QXgC9fhm8I6Jrl/doA00QSBCTBMk9QVY3OZgfprI4kCjjsIs1BiZKqMR+v0BJZP8tzOUVyBYMLN/Ns2eCiNargcYmMz+gsJjWaUlX8Hrkh0MmSwFdP+FiIV/n4cpaDOz3YFJGxqTK9Hfb6YIhasZg6FvNCoCmkcGSXh3tPiqRzJU6HVx/XYqKKyyHiqWWsfo/MV47612xqGobJ5ds5nA6R/m47yZTG5g2uejBQZIFNvQ5ao0qdSbGYrDI+rdLdtnyca0HXTYq1yUufR+arJwNr8uZn5lXuPinw2sFAQwY+M68iCNDWbNWsu9ttq0oFL+LBl1WdUtkg6FfY1OeiWNJRnhvgsSkiIf/ai+3cosrcohWMXobnm4vDzwogwECvG4dd5NBuX710oxuWFlBX6/oL1dyiSirzags6QHPt/swXNT75LEl/t5Otm7y0tzhw2CVC/uXdZbGss6nfyey8SjSs4HEtn/N0tsqDJzlammwE/Mqa51eSBI7uW25cPpssMvIsTzqrcXB3kJaotUvwumW62x24XRI2ReTEwRDR2v0aT1iB3W4T+fhCnFNHI/R1uZmZK1MoaAR8Cnt3BIgnKySSFSIhhdmFMtuqxqprCNYuO5vXaGl2Uq3quNwK4ZrvrK6bxBIqvV1uxqcKJDMVQsGaYbhpWk5sNQe3Z+MFLt9I0tXh4KtvtFCpWtIef/jdCQRRYGijj6++0UJLU+NO4wfvz5LJVenrceN2KqiqzrlLcQoljSP7I+zcGiCRqjC/UGBuvsT1O2k29XtRFAm3S+L3/ngSh03i13+513LCM+BvDFB+Cpimia7pDdljNq/h94h87aQPt0viwvUcT0ZLqFWTgR4HXjfcfJCnv9OOaZjcelBYlRlWqwZqxaBY0jENk52DTrZscNHZYqvXUDf3O9i33c31ewUePC1w+1Ge0YlS/T3sNhGvRyLkl7HJArm8xuhkmfGZEjPzVjazsdvBiX2e+jZYkgRaowqHdnnYv61xK2kYJtfuZnnv0wRPxkoNv3PYxYaGoW6YTMyUKZYNtg24GOxzkEhqzCxU0J4z1fa4JNqaluvGG3ucHN/vWxXsE6kKD0cK9cx/dKLEp5dSZHJWVrdW9gvQ2WbnyB4f/uc0zh8+LfBodNmTd2OPi87WRvaLaZr8wR/8wZqWgg+GC5y/lqZU1vF6JFqbPl9jN+iX6Wpz1GVrPw+m51Rm51XyBY1kukI0ZMNduy+u3Epz9nKqTp9cC9s2efnWW01EQ9Yx68ba5uSxZIUffxpjbsHaPTjtEgO9Llqb7FSqBolUhabwcvlPN0wuXE1y6Uaasaki+Xzjzq4pbGXUe7cH6Olwrst8SmerfHBmgUSqYrk0mbB9yEvTisTI45bZuz2AxyVjU0RiCZXrdywDmtHJIvceZ7HZrRmGuYUykZD12YZpPV9+rzV8ODNXIhRQ6KgNTq15vmdLFIsa7a0OUpkqTrtI0G/j2USeK7eS7N8VpLvLRaUC1cqK71xTw1zytPV5Zex2kXiyWle2dNglTAOyWY2uNgeVyur+U8BvI56sIIkiR/aHmZmzdgoel4zLJTO3UCaWUHE6JQJ+G4WiztxCiZYmG263giLB7HyJTLZiKeyKlkHSXzW+dBm+CWhVvcG1eXJW5elEiaBPIhRQ2NDjYMuANRl46VaGe08KtEbt7Bzy0BxRUCvmqqzi2r0cxZLBpl4nj0dLuJ0SLZHGLF5VDUbHi/R32WkKKdx6VFj1kAd9Mvu3e4gnKzydKHJgh4cnY0UmZiu0NNnqfOTn4bALzMypyJKtLuJkmhZfurvdzqa+tWuduYLG3UcFutrs3HyQZ7DfyeZ+a3sa8its7HWuyyQxTZPJWWsrGg6uDp7z8SrPJkv1rK4pYqOqmbhq9c6puTL3nuQ5ujeAbwWv2m4T6xnqShze3cjWKJV1RsaL9He56sFTEAR++7d/m1KpxK//+q83vL6/20kkZIl3nfksSSigsGvr6nr5etg55CWRqnLxWordW3143KsfjyXTiudxdH8AgKu30yTTVd5+LYpSe13Yr1B2GmsGU0sAzgqWS59XqRp8cjFBa5OdHUPW8eu6yWJcrZ+7pcVXkgQ2b7QSgem5EmcvJzl1OExrs7WbkESBXVv9KDK4XTKSaOnB+L1K/XwG/QoPR3Lcf5zjjWORBrnfhViZVKZKOlvhxr0Mmzd62brJy9BG70t7StWqQSJZYWauxI4hH5v6PczNlyiWNYK1HUg6q3HuUpzXjkRoa3HSHLXT0mxnfkFlx1b/uju6gN9GLq9x/1GW7Zv9zC+WuHg1TshvI52ucimewuuW+I1f6WExrhJLlImGHZYypbDcF+nttjTrPzoX48a9FHOLKm+91szP/UwHD59k+OHH8yQTFX7rvx/E4Vi+H956rZmONquxLEkC7W0uvv5OO81RB8/G8/zBn0yydbOPvm4PXo/ML327i7OfLfIf/9MEf+vbnXzz3Q6m5kq4nLLlwGXwhUxe/YUyfEEQQoIgfCgIwkjtn8E1XrNTEIRLgiA8EAThriAIv/AX+cyXHhOWcfZK29OBXifH9vq5djfL++cSbOhy0N1mPRDNEZtVCzWtMkqxqCGJq898W5OdzjY77S12Th3yMzlT4uL1TD27nZotc+VOhvHpMv6aEt6JfX52bvasei+wsuHJ2TIOm8jerV6O7Pa9UOo2ldH47vsxPruZqf9MkgRO7g9w4kCgvst4HpWKSTpbRVEEju3z09vhYGq2RDpbRZKEFzJSqlWTu4/zjIyXME2Tm/ez3H+Sr/9+U6+L1w4G68E44JPZMuCuBzqHXcTnltYNDKWyzrXb6XqN1e2ytru6blJWdbI5jZGxItl8Yy/i937v9/hn/+yfMTo62vDzgE+hu2Y+7fPKDcNArwJBsKZNszmNXEFbUWO1kExX+NEnsVrZpxE2RcSmiAxt9LJ3u79+DgA2bfCwY2htCef7T3J8dD5OZcWOUhIF/F6L/porWN89ka5w9lKCVKbKoT1B/L7VvPumiJ0TB0NEQjarvFbr07S3OGiKOHC7ZO4+yvHpxQRltTHT72pzsn9nAK9XYXwyzx/92TQz8yWmZks8eZon4LNxaE+IpqjDkrR+QbBXKwbxhMqOIS/jUwX+8HtTgHV9ImEbB3aF6K7VxFuido7uD3Hjbpr3P10gnqjweCTPQkytG52shY42J7/w9XYMQ+fHn8zycCSHphls2ezjrVMt9HY6efgky/RciafPCszMWdfMWJq0NU1u3knx44/nUBQrC/d7FNwuCYddRJZFsgUdvWoiiCLXbqdRK5Z71/ximUcjWeZj5fpQl91mNWllSUBRRDTNYHauTF+XNSMQ8CtsHrAW78vXEoSDNvZuD1q0TARLiv2/AbXMfwp8bJrmvxQE4Z/W/vv//NxrisCvmKY5IghCG3BDEIT3TdNM/wU/e01Y4/UmwoqgbVNEMHXKZZ1IuPFB6et04vfIlFWdXEHnd/54lsF+N19/s6nhdT0dy/VXu02gr8uBpllZ9t1HOVKZKqpq8tqhAP5aM2298fDFhMr5aymGNrjxr9Eke55CNzVXplzW2dDtxPfcUNiLRtABwkGFN4+HUGSRZLrKp58lyeQ0NvS42Lv9xfznbF5j33Zf/fvkCjp2ZfkhlGUBzxoGp8l0BadDIhqy1UsUa0GtGMwuVohE7A26Kfee5JieK3P6SIg3joVXLWZDQ0P81m/9Fr/6q7/K2bNnkaTVdX7dMEikK0Bjs+1laG9x0Byxce1uhli8wldORrHVFkVFFgkGlDUpiEuwJG+t75LNVblyK82urX5CAYVcQcPnaZRcdjoky+x6xWWUJIFDe4K8f2aR6dkSb59qJhSwcfSAFcxN02oOPn8cNkWko7Wm5z6cY3g0z+nj0brX6tOxPKZpsnXQs2pXt3KH8fBpntGJAgd3B9k+5GfTBi9et0xnm5OHw1kG+jy4V/QBkukKLqdUP56nY3lu3E1jt4l0tTsJBe3130XDDqJh61kyDJNMTsNmE3k6XqA5YmMhbqOtxcGhvSFm50oUilrDZ63EfKzMxWsptg36OLI/jN1u9Q5EUSAadrCYULl5J8WubUG2DlrBdqlsUihp3HmYxjStCWCPSySbq/n7Jiqc+SyGCIRDNvbsdLMYL1MsaaiqwcfnF2lvcVgTyM89fppmMDqWp63FgSiILN2ak9MFrt1O4vXKtLc6G3aJliHLF6Ol8xet4X8d+N3av/8u8I3nX2Ca5rBpmiO1f58FFoHoX/Bz14VpWrXP5xklIxMFsjmNLf3uhm2iWjG4eidDOltFVQ0G+11sG1w7KwcrK/34QoJkukprs43FhMrkTJmAX+HU4SBOh8SVWxnmY+szDDChv8vJrq2rxWFm5sv85NN4Q1b7bKLI6ESJd18Ls3ebj3xR4+FI/pXYJEA927Q8WS1VwK62FzNdCkWd81dTzC6oOB2WuuexfQF2b/W+kF1TLOmcu5Lk4XB+3d+PTRXRNIOAT+GtE2F62huPJRq20dnqwKZYzd+V1yudrZJMV/nH//gfY7fb+Vf/6l+t+TkrjToKRY33zywyNVNa87XPQ5ZFNva42DbobbAn9HpkNm9wMzpeeKVzbxjUskKDqdkSH5yJ1T1Tl7Chx83hfaE1y0TbBr1s32wFKlkS6Gh14rBLjE+V+PEni6TSFXJ5rZ6tV6sGV26lmJotEQ3b6OlyNezgpmZLpDJV+rvdq3YbpbJeLz+eOBjhN/9OLz01fvyVm0mejOasHdezApmcxQp6PJJjbr7EmYsxHjzO1t+rq93Fnu0BoiEb+3eFOLo/3PBZ6WyVxyM55hfLfHRukWJJ51d+rou3TjZTVjWGR/PcvJvi9v0Miy9g6rQ1O9m/O4AsCzwZyXHzrtW/ASiWKvi9CgaWkfzS+RVqgdVpF9m9PcieHQFEweTS9SSVqsXL1w1L0mRitsTUbJktA746Bz/oV9jY60aSRLraXatKv7oB1+6kETD52ldauHEnw8RUgbsPs1RUk2++047fp/DJ+cWGvzMNszbs91eLv2iG32ya5lzt3+eB5he9WBCE/YANGF3n978B/AZAV9c6wt0vgQAY+mrKYW+nk94uB/mizplLCQb73bQ0ORBF8DhFxiaL3CvmOX4gRFvz+mPysmQNXzntIk/HizwaKXB4j5+AX8GmiDVXnhJjU0XeORWt10pXoili5xtvNfFwOEc6U2XzRm/D+9tWZA6lsk6xqNHX7arftIlkhYfDeSJBZZX12npQKwamaXJot5/zV5cfjPXgdIjs2earlw5m58sIgsn94Twel8yhPauqd/W/27nFR2CNkgPA7EKZG/eyeN1W2WutbLm92UF789oL0tVbaaqayTunovzO7/wOe/fu5diJ19mwYRvN0eVzsSRVCy+fOrV03fV6JgwQCdmJrJ7MJ5WpMj1fZqDP3ZAlP3icRRBgaNNyzyDgV3j3dBOCIJAraAxu8ODzNj5y2VyV8akim/o9qwaN2mrc7ucNNgI+mbYWB5Ik8OnFGKGgzZri1E1icRWPU6Jz0Ec0vMxaKas6R/aH1+T1pzIVPr0YZ+ugD1kSiIbteNwKn11L4vFI9cyzpcnO26ea8bglsjmN+0+ybOr3sGNroG7mAVZprjlqZ9MG76p5k/nFMn/+/hxOp8RXXmtm9zY/LU0OCkWN9z6cp7XFjtcjEvQrbNscWFW60jSjXlIK+G0M9Pn4yScLOPslNvR4kGURXTf54EyMXF7j57/WgayI9bkEo+YzIksShZJKLGYZmHS2u9g+5COTrXL5RhLDsNhuTWEbgiTUdxn5os7IswJl1WIP9fc03h/lsk5rk63+OrtdRFFEjh+K8GyigF0RefAkSyarcexgGEWREASscs5fB7VMQRA+AlrW+NVvrfwP0zRN4QVtZkEQWoHfB37VNJ/nTNbf4z8A/wFg7969P9XXt5gNjQwH3TD58FycppCNPdt8XL+ToaKZzMyXGH5WpKPVwdh0kc5WZ718sQTDsGr7smzV5S7fSjMxUyLoV9jQ66ZSNYinqly5neHwngDRsJ2jewPcvJ99IW89lqzwZ+8v0tftZHCDp/4QNkftNEftVCoGV26maY4qiJJQb9SCVb/0+5RVx7oSVc3gxt0M7a0OOludPB0r8HAkz+vHwrxxPILHJWHUDKHXolqKokBXu7N+Tm8/zCLLAs0R+wuHqARBoKfDte7vu9qtc6woAj/5dJHuDidbNr16Y3XvDj+WNa1AV1cX//pf/2t+5Zd/mf/hf/oROzeb/Lt/+//kt3/7txv+xuWUeOtk09pvCIw8y/NoJM/po2EQBLxued1mYX+3m45WZ8P1AFiIVxBFGFrnM7xumW2bV3/PeLLC8LM8bS2rJ0vTmSpzCyUej+Y5fjBSb5wHAzYO7LJKO1s2eevByOmQePNk06ogO/wsz+ORHCcOR/CtkYA4HRKdbU5kWeDa7TSRoIIsWxz2jb0eXj++fO6WRM38PoXTx6J4XPKqLPfitQSfnI/xS9/uoK/bQ76g4a2VsizarYNtQ9aCtLQoff8ns4xO5BEF8PvsDG7wrTofhmFpy7ucEkcPRADo7XRx7GCIZKrK1EyJiakSu7b7GdzoY/cOibGpAldvpfmVn++kpcmJYIJpCpgC7NkWQK0aPJso4PGIvH9mkeMHwuzcGiDkV3j8NMeFyzE+PLPAu6+34vcpBHwKJw5H8XpkimWN+cUSLU1Oa/dcsSSb5xdV3G6ZpogdWRaJhO3EEyo//mSeng4XP/e1DqZmi2RyGpGQtaBa0ujr3Dx/iXhpScc0zddN09y6xv++DyzUAvlSQF9c6z0EQfAB7wG/ZZrm5b/ML/A8RMHylV0Zai9cSTI2WcTvlfH7FI4dCBLwKXx0Ps6TZwUKRY3TRyIcPxCqNyCXcPN+ho8uJCgUqtx9nGMxrtLf7WLTBjd+r4xhmNx+kMHlEOu13vZWJycPh8nlNYpFbc3APzNfRlEE9m73IwgCmVyVTy7GSaSsLX+larCYUKloJm+diNaDL1jlioBPacjUVFXnxt00qbT195pmkkhX6zS87k4n+3f68XmVeplkbLLAB2cXSWcam5PPQxAskafDe4J1tgVYtLJzlxMv3S2shE2xsrdzlxPMxdTPpTUDEArYiKzoC3znO99h48ZNfO+P/hU2m8Qf//Eff673A2uR3dDjIpvXeP9MjLnF9csIoiisCvYAxw+GOLq/cUvwbCLP+2eskoWmGcQS6irWVk+ni7dONjd8J7AW2QtXEzwezRMNLy+yK+8lQRDo7/HQ0rS8G1qqYa9ENGyjt9vN1Vspzn4WW3XsDrtEW4slLXL6SISAX+Hx0zyVqkFv1/qLd9BvW5Mjr2kGHW1OomE703MlfvLJfL004/cphEMWTXHld/V6ZFqarUXnwK4gdruEppsN50sQrN2x1y1z7lKc2fkSuYLG5HSJvm43e3cGKJY1zl+JEw7aOLQnjCCKtRmD2vkVRRAMMPTaFG2VKzeSBH022luc9PV4UES4fidFWdWJRBz097hxrmBFFUoatx+muH0vzdVbKSoVnXOXYvz5B3NIssAvfrOTr73Zhk0RmZ4pcv1Wkj9/f5bNG32cPBzFbhf5wYfzfHh23vr+tXPw34KWzp8Dvwr8y9o/v//8CwRBsAF/CvyeaZp/8hf8vJeizl+uZfimaaJpBj0dTnZv83HjTppkpsqJAyF6u1z43BIfnYuzecDDO6dWZ4FBvxVYkxmNRyOWqFVPh7M+vNIatSOLAls2eRsetLn5MtfupJFlgU39HnZuaWyQ9nS4OHEwVB8d13WTQknn6XieZxMCe7YHeOtEtKGG/CJkCzo/ORtjx2YfX329GadD4q3jkXod2+OSGwZuwKK2BXwKswslfN71s1qggVa5hNlFlTsPs2zZ5F0zCK4HSRLo6XSxdcCLxyNTXWe45lWgqir/9J//P/jm1w5x9MSbJJNJCoUCbverN2tDARuhgI1iSbd8SmMWR3ytxahY0nHYVwfVtWrwoiSiyJbQ3dRsiSs3U5w6Gm0ow4miUM+ai0UNTTfxea17bt/OAJIkEKkNFC3EVC7fTHJ0f3hNmux6iITsmCZcvBpn88By+dCoGcObpsntexlkReCtk82EgjbsiohmGPh9n2+WYWwiz5PRPDuG/Ph9NkRRZKDfi8+rkM1V+fjcIqlMpWFXJwgCb59upaJaE+CRkI1q1eD9Mwv4PDLHDlqaM6WSJVTX2uxgYiZJKqPw5GmeoN/GQL8lWja3UKa321Uv73W0OpictkowFr9et8patW7qZ9eTDI/mOH2siWMHoyzGVT48byVBb73WjCKLDK4oTakVg08vxKhUDH7xGx2MTRb45EKMiekCzVEHdptEd4eLdLaKLMNCvMzsYolS2eDEwTDz8QrzMWvYLFg7t4L5xall/kWbtv8SeEMQhBHg9dp/IwjCXkEQ/t+11/w8cBz4NUEQbtf+t/Mv+LnrQqxZuy0tl6YJakVndrFELK7S0+lkoM/N5FyJuw+y+P02tm32rito1d/tZkOPiz9/fw63yxoxL67IaG/ey/BwOFfXT19Cd6eLk0ci9Pe4G7I3TTNYiKnkChrPJorEU1Z2HQrYePdUE4oskUxrXL+T5sFw7pW1bMIBhaP7gvStyMhkWeTx0zyXbjYO/Wi6SSpdIRRQ8HkVHj8tvHKWrmlGPcsM+hU6Wh0vZQo9D0GwAn6uWOXj8zEmX7GZ+jwymQwdHR384Hv/hv/TP/2/8T/8X/8RnV3dq+iarwqXUyIatDE6ViCRVJldKDdc11xe44OzCww/W7sh/Tx6OlycPhbF6ZBojjrYsyNQ55+vhau3U5z9LF7/zOaoA5dDqv+3oggkkip3H6bXHMp6ERx2iV1bA+zeZvVe4gmV9z6cJ56sWA35g2EO77Waq9WqwfBYgWRK4+FIjmzuxTvAlZiYKeFzy2we8KFWDB48ydIcteN0SCiKiLeWWNhrO5ZiSSeeKBOLl3G5ZKJhu1X6EQXUis7dh5n6rjeT03g0krN6OKdb6OtyU6noxBJlKhWDUNCGiWWC1NrsRNMMFuMqT8fzLMRqVNpa6cSs3e79PW5eO9KEYZqc+WyRM5/F6Gp38bNfbUfTDC5eS/Cf/3SK8SlrIFCRBY7sD/ONt1tpijoQJQEE+Oqbbbzzeit2m8j12yn+438eY2qmiKoaHN4b4fXjTfz5B/OcvxSjrOr80re7OHpwibtiWVv+tc/wTdNMAKfX+Pl14O/V/v0PgD/4i3zO54FhmmAsKysYhmlxessGasVkU60RdudhhtHJPFMzHg7ssppDawXXYknngzOLpDJVNvV76O1y0dNpBVVNM8hkq9jsQl0IyTStARm/T1mz+TgfUzl3KcHhvSH27ggQDio8HSuQzlbYvS3Azi0+DBMuXUtSra59C8wvloknVQb6vPUykigKnDgYWfP483kNw1xe3admily7k+G1w2G2bPLS1+Val/q2Eppm8ONPF/B7FY4fjNDX5aKjdf3BrRfhydMcI2N5tgz660NCnxd+v5979+7xL/7Fv+D3f///QkdHD2Pjk1y++oDt27f/VO/Z3ekiFFBIZytcupHm9NFI3dHIbhfpbHMSDr5Ye34lKlUDmyJSKGo8eZonErQ1DDatxOaNXsor3JWKRY0Pzi7S1+Nm+2Y/oYCNoQEf5c9RQrt2K4ndLrJ9KMDhfctsGUkScDikOm1wZW1/+FmealWnq93HrXtpa55ijdr/Espla7L96s0kbS1O9u4IkkhVSKZUFhbL+H0Krc1Wr+DkkSYeDWdpidpRVZ2Pzi6QSFYIBGy8fcrGzHyZaNiGz6tw4lCU6bkSbpfMxatxAn6Fd0634Kn1WBbiKtmcRjhk59FwDt0wGNrorQsG3r6f5v7jLF99vbXeV7KEkQUEwTqHe7YHyfVr/M//bgSXS+Rrb7XR0ebC6ZDIFXRm5krIootQ7ZqJosC2zcu79b07gjXHqmVG2IfnFkimqmzs87B3pw0BuPswzdhkns42FwP9XsLB5V2eKVrDd3+jlvlTQBAETIw631bTTTweiaEBD13tTq7cSlIq6Qz0ezh+IEK2oHHmUpyvvNZMuWwwM19iU7+nYYvu99n4uXfbyJc0bt3P0BR14HVbwxknDoetraJpcvNeGk0zmZguMTTgrXN/VyISVGhrsaPpBhtrqnuZXJVYolJvDovAkf1rUERqmF0oc+dBhiejBV4/Fl1zCGcJu7f56zfkxEyR2fkyG3pcbN3kwee1lAxfNWCLoiUHsbCosn9XEIddatBif1VomsHcYpnmqINtm7wIgkAqU0GWhFXOQi9Da2sr//7f/3v+yT/5J/zD3/zvSaeu8cMf/pDf+Ht/q/6aStVAVY0XuigtQZYEggFbTdDLbDg3NkVkz/a12UlrYSFW5rPrVglGwJpbEF5QNmuOOphfLHPjTorBWuDq6XTRFF4ODgd2B9dk2qz3+R+cXWRwwMv2oUDD74IBG2+caCxhxpMql64lCIfsdHe46e5w1hg76583VdX54OwC0YidUtmaJjZMkxt30gR8Ml853bJKYiOVriJJIg6HhCwJHNgTpCnqoFI1uHk3xUC/hx1bAty4k0IURbYOihSLOg6H3LDwVKsGxw5FqFZNznwWo7fTxaG9YRRF4MrNJAvxMqWSjmGa9QawKRggCBhY/33rfoYnTzPYbAIDG3xs7FsueRWLVTBNAn5lFbtqCVduppidL/H26RacDmsOoKvdRSRo4HTIXLgcJ5OtYreLnDraRCJZ4bOrCbZt9qPpBht6vYhYbnpfRBX/SxfwLa1r6iUdh13ijePNOOwimmZl+0uZwbuvN5PNVuuiTlduJrlyK01T2EY0YmV1LqfEmyesrVeprNPd4Wqg7+ULllel3yuTzlRxOCUO7QkSCtpIZ6o4nY22cjMLKp9dSzK40VuXWd211V8P9ktYq56eSFVwuyS2b/ZhUwTOX01SKmsvDPhLzIilY52dLzM7X2bLoPdzZ+aiKHDqaJRUulrf0eTyVa7fSbNji7+eBZVV3dLXX0eTRhAEIkHLbFoQBAzD5MLlBC6XzOljrzaisVR/XsLQ0BAff/QT/s2/+13aWhsXy3sPM0zNlnjrteZVvYbFuGWgMbihUSrApogEfTYk6aeveqoVg2rFqC8iX3nthaxlwAq6T8cLPJsssn2zj51bAw2/X3k9XwabTSTgk+lsXW74F4oapZJOJLyazmuaMDpRIJ2t8nNf60BRJKSKNbvhlNYuecqySGebC1GC1iYHHa1OfvTxPF6PyIE9IRJJlTsPMhw5EMbnUcA0KZY0UmlLsDCb14iEHfU+xWtHozjsEmcuLlIoaAxtsqiip483NXzvatXg5t0Ms/NFejpd7NzqZ+/2IB+dX8TjkjARCAXsBLxKg+esgGANSNRw536Cm3cy/KNf76+biqczVTK5KuevWPfkicPR+r1msXDKBAOWN/ZH5xYolXVOHonWy1Y/9zOdte9Y5cLVOIok8Jt/bwOiKPDdH84QCircvJdGlgR6uzw11tAXo5b5pRNPE0SxTs1cQsBn8b2v3kpx7VaKDd0uNm3woMgCkbCdDb0eSiWdhbhq6ZSsU95wOqT6jbmEiakiH5+PkUxXLaOD3SE6212YJnx8IcbD4WxtQKZaP5ajB8KcPLxcfhHFxuCoVqw6/8q6ey6v8enFGI9GcsiySDTioCViRxBFnk3k+ej84qpx+ecxtNHDV15rorXJjm+drG14NMed++l136Ml6mDzxuUGdaVqTUuqtc+uVA0+PBvj5r3Muu8hSQKH9obY1O+tf/+9OwNsH3qJS3kNqXSF9z6cZ36xsfYvigK/+Q9+jW9982dYiKkUitbwWleHk00b1l7gpmfLjDxbPcTW3urk7dPNr7QrWEI8qTaUWzLZKuILLPviCZUPziw0SDhs3ujjK6ea6WxzrJtVroRaMTh/Oc7EdHHV79wumcGNvoaE4M7DDD/6eJ7FxGp5iGjYzq/8XBfHD1lMEl03+fRCjCs3koDFyrr/ONtwX0qSwK5tAdKZKrfvZzBNk8F+L0MDfmRZZPhZrqE/JMsibS3WTiaWUFEUsYEZFwnZkSWB6TlrlmXpWRTFRm8GyzPa6iNNzZWoVAxcLmsaOF/UyOerDPS5SaarDSw0AdESK6sZoDidCopdolDU66W0z67F+f77szRFbBw9EKFrBc04k6vy3ofz/OmPZqhUDbYO+tnY4+HspTi52rCk3SaSTFV4MJyho81FMGhjPqaiyCJ9PW40zeTOgzQD/TUXuC9QLfNLmuGv3QAZ6HMxMubk9v0svZ3L04aVqkEyXaVU0hGFZYPmV8HOrX6Gn+W4cDXOO6da6ltHl1Ni+5CPcMDG+SsJNM3k7dPNhIM2jq9Ra1+JsckCt+9neONEU52N4XZJ7N4WAKxA0hyx887r1nb5s6sJEimVI/saJxqfl2gQBGuA5PBzr1uJuw8zPBnN09HubKgzrgVNNwkHbXz1jZb6w2JpidQE7D4HWpvXFn9bifnFMs8mCmzoc+N0ychryDpAzfnpSpyudhf7dwUbxvkt1tayON62zT4G+j0vlH1eD7puohtmfeDu0wsx+ns99es00O+lvdWJz6tQLOncf5RhoN9LoNa41XSDsmqVHJYgSQJ+r8LBPetfI4CnYzncLpmA30YmW6VQWO19YFNETh97TiKk08UP358FTH7l53tW/U0oaCcUXDoW2LLZV5/WnZ4rMT1bIpEs09vlpqtjmQm1d0eQStVAUSQGNlgLdyyhMr+osm9nEJ9H4elYjvGpEts2+9A0k6s3U1YTdcXnF4oaYxMFThyymDlN0bX7O6qqc+dBhp4ui+3lrZV6kukq8WQFtWwwv1Dm4J5Qw27GMA1AxDQlHg7nsNtEtgx4uXYrRU+nG7dL4ulEgURcZedQgAN7QvXdLFjXfHwqj8+roKoGX32zlVi8zPRcqd6IVisG/+lPpygVNf6P/3CAkbECAZ+Coogc3B3it//DU/IFbXlQULAkH74ItcwvZYYPrGDpWIyUC1cSpDIa+7YHkCVrWzzyLE9Z1bl5N8Wte2mOHbQ4yEsMiGJJZ2yygKYtZ3+WheJyMIuG7RzaG2Z+ocL7Zxb57FqC+cUyoiiwsddDKGhj80YP6UyFRyO5hmM1TWt7mH/uYe1qc3LwOYGspUGou4+y3Kpl4JIIk9NFHA6R7UP+hnJFJlvlvY8WmJ3/fAyYY4ciHD0QxvkCvRiwHuYffjhPLKE2DPqIooAsiaQyVZ6O5SkW1zZh+WmQL2jEkhWcdokDu4JUKvqabBWnQ+TwvjCDG1ZLZDwczvHjT+brwmKKIr6wRv0i3L6X5oMzC1Sr1vDanh1B+ruXg6DdJtbLXMWSxtRsiUyN8VIs6Swsqrx+vKnBgu9VoGkGD4dzjDwr4HRInD7exMRMgfuP1t9VLSEasrN3Z5DNAz4Mw+SzawkeDi/fl5pmMDNXqu94+rrc9YnfXVutxu+5Swk+udDI53e75IbvkUpXkCR462RzXSjt3qMMN+4ksdsEJElk62Yf33yntZ7FG4bJB2cXeO+jOabnVDraXA3BdiWqmsnxQyEG+j2c+Sxh+REA+3YFGej3YndYAf3KjaQlW1CHgDXpBJWqjtsps2OLH90weTKaI1/QUCSBrZv9tDbb+YM/nuDDswt1uXQBCPrt7NlulW1lSaC12cm+ndbCoOsmZy4ukkyqhAI27HaZ/btChIM2Hj/N8Wc/mUORBbYO+gkG7CuP6K/HpO1/azANkxWsTOYXy3zvR7O4nBI7hgJs2ewnErFz5VaSZLLKiUMRmiIOfF4bvZ2uur8mwJnPYjx4kuPv/EIXNptIqaxbssbjVrN0idmye1sAt0sikawwO1/CbhMbhmH6ezw8Gc0zNVtix5C/vsV/NlHgo/Mxdm8LsG/ncjPQ5ZLpWaOsJMsih/aEsNkEFuNWyeKza0kO7gnWVfuWIIoWjU+SBKZmSjwdz3Nob+iFwl8AzREHzZHlY382kWdmzsqUVnLlZdlSpFz6WbmsWw1yt8zRA2FiCZULV5Ps2xFYZQn3MhSKGrphWjXfFejvcdPVYQWB67etYbp3Xm+pX4diSefClTibNnjpXmfa1++ViYY/P5V0CSPPclQ1GBrwEgwqaIaBJFmS1s9fg5WIhOy1xp51vh4NZ/juD2f529/qZOsK1serQJatBuDSQptOq4xPFhts9taDooh8690OwJLoOH85zu7tfoZq/Px4ssKnF2Mc2R+mt8u96m+bInb27Aji88rrSkUDXLyaQJIE3j7dwpPRHJPTRTb2+aznQhB4OpZn0wYvzVHrmJOpCncfZuhscdLT4cLpkCkWtXXLq7fvp5mdL2MaJht63bRGbSzGyzRFHBSLOq3NdmbnyjidUsN9uzTkhGGwc0vAWmTOLJBOV3gymiMctPOdn+1GVTX+7EezxFMVPK7lWZFwyM4/+Dt9FFWdeEJd1Qu5fCPBxHSRaMROIKBQrerglMgVNC5fT1CpGpw62sRCQq1LZui1CrT5BZTxv4QZvrVeLp07l1MGLOGpwQ0ePjm/yPxiGUzYscXHg8dZUqkKmzd6ePw035ARu50i/d0uggGFuw+zXLyWxOOWaWt2rMo8wkEbhmESCipMTBUplfX6zkAUBTb0evB5ZMYmlzXyxyaLuJ0yA/2vHhCbo3a0qsF//E9jDI9mOXU0Sme7axVrw+tReOtkMzabyMRMgWJRb7B9fFWUygbpTIUHw9mGWmjQb+PUkWhdM+f6nRSfXFikWrUGXNpbnLx+LLpu4H0RLt9IcvZifNVUqiAs018HN/o4djCCquo8Gs5aXPWaaN6LjEY62lwc2tu4Tdd0k+HR3Co55LUwPVdicqZQ07E3mV9Qyb/iLsbllOrXqafLzYnDjfVhTTe5cjPJ+KSVrS6Z7qwFj1vGUdvRLcRU5mMq2jo0XmDNnZCiCOzY4rey5IsxZuZKREI2jhwIY1PENf+mqlm6QzfupLh5L73u5+3c6mfrc1IS1YpOvqDjcVnDVHa7UH9GSmWtnkwlUhVu3kszPb+6z7CEjb1udmzxI8oCNrtIPKkxOl4gk62gKALtrU4SyeoqCqtQE0heihCiKDA7X2R2UWXv9hAet4TTKZHNa6QylqPVvt2BhkXD5ZK5fS/NZ9cSq+41v8+G2yXT3+1mbLLI03HrWnpcMicORTi4N8TIWJ5Pz8eYX1ieDZAkYZVJ318FvoQZvlGbsrUuhN+n8J1vdy5fMBMePsnR2eYg4FOw2y1J2apm8ngki8spMTqex+VSOHYwimlaF2P7kI9S2aA5al8ziOXzGvOxMru2+ulsg3SmwuUbKY4eCBMN2xnc4CWXr3LnQYa2Zsvdftugj62D8Gg4x9CA94Vc55VQFJHWJgftLa46h316rsjjkTyH94YasqJHwzkWYypvn2pGlkXiCZVQ0PbCqdqVGBrw0txk56Mzi1RUg/2716aL9ve4aSnakWWBkWc5JmdKHDsY+akmaLs7XFy7lWQhVl63tr8k53vvYYbhZ3na25z4PApvn26UfVJVHbVivPDcFosadx5kGNxosM23frY98ixHc9ROf49FJfV6FKIRO7ZXcMgqlXWejhfo73bjckqEg3beeq3xWPWa+NlSLfji1QTlss5bp5pfSMMcHPDxekGno33tc6WqOp9+FqO3082mDV6qVYPZBUsD5iunWigUNe49zFnsKlmkohpcuZHkjRPNDRO98YSKxy3z5skmRsbyDXTR5/Fk1GqEd7Q6aYrYUWRrh6zIIvcfZZlZKJHJavi9NpoidlqbnZw+Jlk6VT6F7UNyvdexFh4O57j9IMPOGjts0wYPmPDhmUVm5kv097j55ldbV5EsliQMxBXn89iBKG6XwthkgQ/P5/nGW220NTt5981Wbt5J84P359i00cebJ5rrz82eHUF0zVz1HA1u9HL/cZq7j7L0dDjpbq/x/0WB4bE8126mOHogxNffbqWtxXp2LcFHc8mE668UX8IMvzYAteJnfp9CPKFy4XKc44cj7Njioyli5/aDDG6XQihgZ2yiQFPYTixetiz6arS/pfKLz6s0qDEuoVDUuHUvTSypIokCbS0uNvZ5cTpkgjUFTbAe+I5WJ68dieJyyVy/k+LKrSSGYTIzV6qzeF4GtWJQKOn8wjc78XkVPjy7QLGko2tWWWUp4dB1S2JixxY/Jw5HcTplxqaKfHRukWTq1b1TlyiUne1OxqYKdSbC82htdrKh1wqE8aTKYqzMGgniK6EpasfrUV7JNH1wo5ejB8JMTBbXPLab99J8ciG2bqas6yZul8zpY01s2vBiltD4VJGZuXKd7dMcdXB4X7ieaa+HJUOQB48yda2jNWGaOBxSXWG1o81JV+fq3dvzkCUB07SUPNeEIGCTxXoZazFe5s8/mGN03JoYlkSBN0400d/jqX/uvp2hhh5SNl/l04sW6+zOgwwOu0RH29q7t3JZp7/Hw6Y+SxRwZDTHd9+bAdPk5JEomVyVfFFnz45AfQp9dDzPJxfidHe46O500xSxY1NEcnnN2pHXoOmWVMqOIT+GYfUbejpdjE8VsdslOjucyIrA1GwJ07BYcfOL5XrPRhBEREGsx4dcXsPlljl5JMK12ylssojbLWPWflep6siKSGRFkpTNVWt05BSZbJVsrsrIWA5dN5ElgU39PsJBS1Zidr5MIlXh8dMsD5/kCAYVhgb8FIo6xbJ1vwr8NVLL/G8NpqGvOa9mmJbOTiJZ4fb9DH3dbk4fayLoV6wt6t00kZANwxTo63IxtOnV6qqZbJXh0Ryd7S7aWpw8HS8Qi5c5fjDCySPLnPJb99OMTxQ5ciBMKGirZ8StzQ7eeb3lhQqUSygUNe4/yjAyluf1483ohmlN45omXR1OOtsdiKKIppt8fH6RSMDGnp1B3LXnsr3FgSCs7Zb0MnS2O3n4JEc8oa6iKhZLOqWyXs8Gy2UTt1t+qQXe81iSEPB5FN59o+WVhosURUQQBB4OZ/F65Pqx6TX5iO5OF5GQrT59uRKmaQ3s2BSRYy9hTgEcP/T5bRw03eTjc4t4fRJvnWpeUy57CbphNXdHRnOEg7ZX7n2YpvV3lcra7z06nqet1VkP6B63jMshkctWUSsGH5xdoLXZwb6dobrlYiigNDTjPS6ZvTute+fGnRSVdRbQWELl3OU4Wzd58Xmt+2HTRh+j4wXuPcoSCto4sDvEex/NM79YZlO/F00zCAUsgTerBGtBVXW+994MhmHyC9/oxOkQOXNxEcOwSkZvn27FYZes2YWxAj2dbjwuhYXFMgd3h+jrdpNKV/jd/zrJpn4PP/NWK5iCNeBU4+JfuBrn6s0Ev/YLPZw6GmVjv4cfvj+LwyHR2e6mr8fD1kFffadQLGn87n+ZIBKy4fUomCZcu5Xgo3OL/P1f66e7083WQR8dbQ6ejhXx+RT+8HsTlEsGX3+7jZaog9HxPH/2o2kcNpGDe8Ngml+YWuaXLuALK1bvlViMWSYl4bAdSYKZuSL7dgaRZRE1WyWeVPF6JJqbHHyevVU0YkcSBe4/zvDtr3Ywv1iuZdfLr5lfLNPW7GB2rsSN2ylamx0NpYr1hMdyeY18QaOlydIXGR7NMzqeZ99Oi2omidDd4UQURc5djiOKcHR/xJKY9Sq4nmOfuF1yfbr3eZimyZWbKRx2cdWwD0AkaKe/x43NJqxyIbr3KMP0XIl3atOG+3cHqVbNVTK96yGX13DYRS5dT1LVDE4djb6yhhBYapBfOdXSsBAtxlU+vRjj2MFww/TkSgiCQLjGtFgLC7EyhZJeb+R/3kE1wzCZni0SDFi7w5excVxOCZdT4ubdNB3tLoY+R4nvzZPNDeWFWLzMQrzC4AYP07MlZFlgsLaD8ftsfP2tNmRZxNANejrcBAMK07NFbt/PIIigVU3efbO1fm5EUag3cV8/3tRAaX42kUdVDbYMWkyx1mbLRjOTzfHO6y34vQrvvtHKJ+cXiSUqhIJ2fF6ZcEBB000+OrdoST7XyoWmaQ1ImpjY7CI9HU5cTomJ6SLDo3m2Dvq4fCOJwy5xcG+ISsWgs91NNlfl4UiGaMRBMl3l/uMsne1OAj6Zp89yjE366zTQpQZpOl1hMaYiCmZ9QZ9ZVDE0g5//egexRAVREOp6+vmCxbYKhxS++mYrhmGp0laqxgrNI5FIyE44aGd8ssD8fJnOdheb+r2YpkkypaJWVgxa1gTs/tpr6fx1hGka62b4hgHzCyXyBZ2dWwP1WvfsQhlRgI5WF4mUumY2uB4MA+LpCtMzpZo+ua9BCbBYsqRTvR6Fk0esnsB6VLPnceVWgpnZMj/7tXbcLqu529LkqC8A56/EEQQryDvtYr0uKYoCB/esL82wHsplS63TMEw29nkbAqjLJXPqWBNjkwV+8skCJ49E6xn9QL+HluiyhO+r6PIsoVjS+ejcIt2dLsJBBV1/uWzA9Gyprri4NJDz/K4lFLSxd2dwVQ1X0wzu3M/Q2uKgrcW55uK2hCdP86QzFbranOuyUV723a7dStLX46Wve/1sXdMMRp7laWl24HEr7NgSWHdhXgvZXJVEqkJ3h6se9Gfmy4xNFOnrcvHakcadyaOaIFouX0XTTd46afUIZudL2BSRTRu9yBLrLoSWk5dOKlMhnlD55HyM1mYHA/1ePG6Zw3tr0uAlrZ7M+LwKb5xs5vs/mWFiKo8gilQ0GBvPk8lW6Vkh+pfKVDl/OU5fl5tvvd1W14vyeWR2bQuwY8hPSTUQRfjRR3MkkhV+45f7yGRN3E6Z4wc9nLuS5PzlON98t43vfLuT4Wd5q3xkGhimiViboO7udLGY8DGzWOHe4zkO7gnx+rEm1IpBWTX44MwC45NFvnK6hX07gwT8Nk4fa6K/x1r81IoBJhw/1ERXrV6/GFd58DhjlVcFk/5eL8cOhrl2M0k0YmN8qsTmAd+y34RhWHIZX4Ba5pcu4K+X4budEplclUjIjt0mMTFT5MDuEJJkZS437qYYfpZ75drxEuw2ke2DXoafZpmeLa4KME6HyJZNPq7eSpFMV+nrdhOvcXRf1Dg1DJNUqlLP+sAKpPmCRrGk43bJOO1LAzFFFmIqxw+9vCyxHgRB4MThCGcuxhh+lmdsssipo1HcbrlhgQr6bfR0uHA5l/SDMjjtwiuXwJ6H3SYy0O8hHFQYHS+sKSxWKluSxEsLwdxiibmFssW3XkfLx24TGeizguZK+eWqZjKzUEJRxDq/fD3s3Rnk1v0UZy/HOXEo+so7liUkUxU0zaR7nWbqEgpFnTsPM5ZB+d7Q59rdgDWoNzyaJxy0IdVMtLcO+ujv8ayiNabSFX7w/iydbU52bQ9alt61z2trcb70nCRSFS5cjhMMKMzOl9m1zc9bp5rrgmNLWFleG58qMrdQorXZQSqtoaom3/nZLiRJ4MrNFF6vwoZea/cxv1jm4tU4vd1umpscDSYowYCNQzVFT5fLEgEcnyyiKCKpTIWONhctzU7OXYqDoSNJUk3DSGTXtiXas1iT87D+a/+uEEMDfh48yVpyDkWdb73bbrFmTBNRtHoeSzN+NkXkrRUSGU6HxDuvt+KoOVupFYP/+v0psrkqp441s33Ix8Hdljz2B2cX6Gh3sb9Wblqa/xAEEVHkC5FX+NI1bdfL8Ku6Zfzsccsc2BNkbq7EswmraeVySoT8NhZjKn1dTsYmC2RfsYkK0NnupjnqJJ9fNju5/SDN5esJwKphnj7eRGebk/GpAn/ywxmm5148ECWKAiePNDVsn4tFjfOX4zx4YvmHdne6Gdrkt2wX19BoH5ss8OOPl4eMXgYr6EdrDTw3pbLOex/ON1BVA36FPTst715dN4kn1FXNQk0zuP84+0rNYUkS2LLJRyRs8afLamNtOJGq8KOP5hsklHdtDfDGieZXKrEsxq0BsSUDDqdD4q2TzWza6GVqtvhC5UmXU8LnVlAk8ZV1DK2py2L9u0XC9rp5Blh16efpjn6fQm+Xm8npYk207dVhGCZdHVYWb7OJfHx+kRt30siy2LBDM02LHDA9WySTq9LZ4WJwg/eljepsrtpw/yiyUAvQHgb63dx7lCUatuQQbt9PrxoiBGuRGR7NceazGG+ebOJb77YTS1ja9ft2BXn9eBO6ZtQH2JqjDss7+twCP/lkvi6R8TwcDmth0zWD9z9dsKaoqxaNuKPNzZsnmhitzbrUkzjRMkjCsL6TLIsE/ArxeJlcQaO1xV7vPZVVg2yuiiwL9PWsv+PyepbnURRZoFIxiCdVNm/04HLKuF0yNlmgqpssxMq0tzgahv1MrF3TFzBo+/8/Gb41cGTWbwpNp75VFARQq9YWURSFGqf71T+zs93FL36zgz/582lEWWD/rjAV1aBUtrZqsiTUt3vZTJVstvJKQTj6HO3N6ZQ4tDeE0yHxZDTLzbvWqP6e7QFamhozs0y2wtlLi7id8udqBomiQDho1R9zeY1IyNYQsFbi1v00umawb2fjzqJY1nnyNMfsXInNA14621/OxV9LIAusAN3R5sTnlTFNk5HRPF6vvCZds1jSV0kk2G0ioaDSsDjY7RKLcZXzl+Ps3xVa1RzVdIulLUkC24Y+387lzsMsM3MlvvXVdtpbnbSvEC5Lpiqc/SzO7h2BVdTezRu9BP1KXS3UojCuL0C3hCejln3h6eNRbIqIzyMT9K9+rPMFnc+uJejpcvP3f62PaMhu1Z9TlfrY//PQNIMzF2ME/DZ2bvWTTFXo6nBx9ECYS9eSBPwy7TW7x2zOIi+EgzY8bplcXsPtkhBFi+u/oc+aNrcrItduJ8lkNBwOkbdPt5DKVLl0I0E4aKO12cnQgFUSNXSTZKqCWjHqxIOVCPptmOayAXu1auBwSHR1uPjT96aJhOw0h+2Eg9YgIoC+5He9ogfx2dU4k7NF+ro9bN7gYzFRZnw8z8RMGUUR6el0Y39ubmNsokBrsxW4TdMknani9chcuZnEbhcIBhQuXEvy2uEoDrtIPFnB55EJhxzohsn9x1mawgpNUWdtl8UXEvG/dBm+YRq1cbrnf2OxDwzDZORZHo9LqgfUStWkVLQkWx8N59g84HtlTjxYjJBS2bAWi6rJjz6aIxSycfJIpJ51q6rOvUcZHo/m2djnpbfz8w8kpdJVBEFArVg6JD0dTjb2uleZrxiGycWrSQoFg2MHI5/LjWolvB6ZzRu9XLicWDNb93kVXDVD64afexTeOBGlpOqvbBYCFuMp91yG6HJKHNgdIui3WbMST3OMTa0WCptfLPOjj+YaKHxgZc8nDq2WkA4Hbbx2pGnVYmQYJp+eX+TyjUTDzxfj6isNZg30edB1k+mZ1cdYKOkEAkqD2uoSfF6FgX7LWckSoFvgRx/Nc+9R5oVmJ5GgQkebA0fNEjCVsQaYNM1gZCxfq9VruF0WE2nLgJeOVhd2u0QyXeHjc4vcvJfi3KV4PQnRdBNNt5qK24f8DG708GyiwLXbKfJFjemZIiNjOUolnV1bA3jcMs1RO1853UJ7q5NHwxn+X/+fpzx5mkNVdSoVA69bprPNBYJAsaSzd1eQY4cizC6U+d6PZ5hfLKFpBp9di3PusqV9f+xghOYmO1dvJKlUG3d+yZTK8LMcnW2uuljhDz6cJ5OxBOw6212c/WyRKzeTdLU7mZwpkstVKRV1qhpotaG24ac5/tP3JqlW4dvvtpNIq/yb33nG2csJQkEbX32jjd/4lT4cDglNszL3kdEs/+vvjPLpZ4uoqs6Tp3l+54/G+OjsAk6nxJ4dIb72VjuVso5a0Xk2kef7P5mju8PFz32tHZtN4j9/d4offbSw4hsJPzWN+fPgS5fhi4irRpSzOcuMIJ5QuXEnTVU3iUYtnu+jkRzhoMLWzQHuPMggyWK9Ng4Wg2R23vLMFAQrA36+dDK/WObm3TSbB3wIAvi8Mi5H41q6xBoY3OChv8ezyqA5nlSZnrHqnJGwfU1K492HGdLZKl95rYlTx5qI1uYGPr0Q4/ihCMGArT4BGvArHDkQXpX5vwgPn2RIpKrs2R6gWNaJhOwIomDpuK+xS9jU72VuvsyFqwm+WmN0mKaJboDPa2soR70Mum5y/kocd02ONpevrvLttSki/T1uZhfK9bH0JbhdMh1tLlyuV1vcJElA1w0+vbDI0QORFfVUiITt9eGnStV6yK9cTxIK2TjxEmpmR5uTt0+3YLeLJFKVemO7WNK5ejNJZ5uTUO1nqmpl3b09ngbjd7nWV3o2kWdyxmrwrdSJK5ctR7S2Fgd93R6iEQexeJlK1eT4oQgOu0gmp3HjToq2Zke9v7NS7iObq5LOVNizI0CpbDA5nbP0YpwS5y7FqFYsHwlrQlzB2SNZQnAehXsPM/i9Mg9HsjwZzXHiUJSuDlddCkOSLAXMUlnnP/z+GIZh8pv/3Yaa6YpIJGzj2WSBA+EQ07MFkskKbo8EpuWLkMlpzC2U+OjcIucvJ3j9eBPzCyV0gzpT6F//22HGp0r85t/to6XZwcxsgfc/TeC0C9y4k6WzzUYipXLvUYaZhSKz8yq6ZjI9V8EEfv9PxqlURAJ+ifnFMs1RGx+dm2cxXiWdKQM2EmmVC1cWKZQNNvV5qKgmF68liITtZLIq9x9l6Olwc+mq5UX96cVFtgz6+c7PdlNWdaIROy6nzJmHizwaSWOzwfahAE1NdrxeiYV4mfc+mqOs6lSrxkrV5r8yfOkCvoFZ87SxkM5U+ejcAkObvEiSiM0usWtbAJss1jNGQzfw+xQO7gnR3OSoC14BzC2WuXU/jdcjc/Nemo42Jzu3BBo+MxS0sXubn5n5MoWiwVuvNfHZtSRjkyWO7LeaTM1RO0cPhNE1c02xrvlFlRv304j34c3XmtfURdm9I0C1auJwyLS3yEzPFSkWdfw+pb71v30/w8JimddPNFGsbXVfdaq2UjVRKzqPR3OMjhV46zVr0vL56dWl8wqwbciPqi5Ly95/nGVypsTrx5twOqRX/mxJEti3M4iiiExMFbh+O8XpY02NSoeGiVK7buZzI+1ej8zeHQGejOZpazFfWZDMMOHxSI7WZgftrU4EwZL7XcLoWJ47DzPs3hZo0FU3TZNCUV91LUVRoLXZwZWbSaZnS7zzukVVdTpE9u4I4PMpdRc2WYLrd9JUqkZDwF9yVdq80YtuWAuAWjGQRKvP8vGFGCNjeU57l5Uw7z7KUihqvPt6q6XtI2hgWi5dG3o9KLLIgydZerusSd9nEwVGnuU5fSzKo5EcirwsU9wUtpMvaSwsqNiUAjfuZNgy6OXQ3jBXbibRNJOjByOcOb/I1FyJM5/F+PrbbfVzrukm0bCdc5fjFAoaswsl/vyDGb75dgfTsyUuX0uiKAKtUTuXr6coFDRCAYW7jzMMjxZ460SU4WcFbt5LUy7rpLJlfut/fIDfK/N/+PubeO+jWe4/yeCwybz38Sw37mRxu0QMA/7Ln01RKhmcvVShrFqKn9dvp1iMaQ2b/jOfNQrNfXoxBaSAZTGzew9StLW6efgkhyhBZ4udfNGgt9ODKIhcvpFgcqpAMKiQTFaIpyrkSwY///VOPj6/yPd/PMumDV4iIZlQzfD9f/7fRgj5Fd5+vYWJ6RLfe2+WrjY7laqB/gVE/C9dwBeXTCtrmaHbZWUmkbCdoQE/N+6m+fDMIpv6PfT3etizLcDV20mqmkmuUOXxxTxvnWqu14L7ulwEfHK9PuxfQx/d6ZAY3Ogjla6ymC9z71GWREqlZUWAEEWBbE7j3qMMfr9C0G9jZq6Ix63g9ykMbvTSHLWTTFUIr2OBt1JMTNdNLl1LkM1q/K1vddbZGC6XhN+vWPXiS3H27LCE1TTdJJerEvCvbeUIsHNrANM0yeU1Aj7bmgtToahRqRpcvJpAFOCd11sbfu9xSQT8MrF4iZv3Mhw7EFnX0u95LNXlbTaRLYP+uuQtWEykm3fTHD8YZUOfZ9VCstSUfPgki2nySgG/o81FNOLgJ5/MkS9otLU4Vp2bznYXNptEd6ergaVz616KSzdSfPvdtjV3UUsU2iWqqiAIddXI6bkSn16MsWurn53b/bSvIx8hyyK6qpPLW2Ycfq8lbR0J2dENk67O5b/bvyuEphv1naFpwtiUZd79a7/Yzex8ifNXLPclS0nUiwmcuxSnv1aGUiuWGNqWQR+Fos7ubSIjo1mqmkG5bPLeh/PY7SKLMRVBEHg2WbQaxkej+L0KiaTK3GIZ07QCfqms09vlIpurMjZR4ObdFIWi5Z2QyemWxEmHi0jETjigMDlTIpGqcO1Omp1bAuzd4ef+oxxPnhYwdJPdO4KMzRS4eD2JoZt88902Hg1nKRV1FMkgFHKQTlcRRBOHHTTN0sxPJLTPxXFfem0ybeDxaMgSlMowNq0iiuB0lgn6FBbiJhMzJRZiqrVjN62G8JWbSR6NZOszOZs2eAmFHLxxoomzn8W4fidN6b0ZjuwLUyrr5Eo6Vc1A/8sTll0XX7qAb9Qas0sFsWJJZ3q2ZNEtNZO5+SKDGz0c2RdGVXU+PLdARTU4+FYQm03E57E1TL0uxlUuXU9SLOls7PPQ+xyf2pJfruLzyoii1W0fn8wT8NvZvzvUoEnf3+0mHLQR8Clcv53ko3MxjhwMc2x/BFkSiIbtqxq1z2vaL0GSBDb2efjBB3OMTxUY2uRH0y2Fyf5uy2RhY5+nPro+MWXVYE/XSkHrQRAEfF6l3sMoFDVEUaj3Aa7fSZFKV9m/K7BmQ7G320MgYOPStUS98fl54fMotLea3H2YZmttmMemiLhdcl2Z8nksxlUu3UgyNOBbUxZ5PdhtIlsHAzXtHrWh7AHLmj2qqjO/UKGl2YEsCSTSVQzNXLc/EvTbCPptzC+WsNuk+qJXKutcu5WiKWyjr9vD1sHGpvDz1/vKzRSZbIXOdstpTRAE+rvdTEwViCequBwygijg9chMTBeZmS2xZdCHyyXznW931c9VS82NKpFU0XVLwqGjxWH5zi6UmJgu1ZIiHzNzJX78yQJBv8LR/WF+9Re6KKsGj0fy9Ha5KBSt4//K6Va8bomOVled0TWzUOLnv9bB6ycCPB3LsbBQ5me/1oHNJvDjTxZQywbbt/jo6/YQCdlpa3EwO1/iP/zeGEODXoY2egkEFHZvDzI5k2d4pMAbJ5tQFJFcTkermPR3uVhMSKglk2JJZ9+uAHa7yN5dYdqa7CzEy2SyVa7eStPRYuP6nTTFYpVtW4I0Rx3k8tWaHalOb4eLh8MFJAkKNSJYW7NAsQwOu0x3hwu/T0EUBVIpFVES+Nvf6ubh4yyaabJra5CR0SyTM2U6Wp2cOtaEAIT8NrbXlHFz+SqRkMz8gkprs4vD+2SLtXQpzmtHI+RyFWamS38zafvTYCnDX1ql3S6JrYM+WpudXLgS4+adNH/3l7pxuxVUVae1yYlig/c+nOfYwcgqPrkiCwT8Cru3B2iKNAZKXTe58zDNvYcZDu+PgGBxoE8ciiDJAnMLJa7fTnP0QJhgwIbDIdFSCxA2RWLzgJftzz3wmm7Wt+6Pn+aYmC5y8nC0oV6t6yZzC5Yn7MY+S/sbrGniTy7EOHE4Qmebq2GoqDnqYMeQf1UzOpWu4HBIawYuXTf55HwMr1fm5GGrdt3W4iBf0AgG7OsGu2JRQ62YHDsY/lzN73hSRdMMWpqcpDNVJqdL9HV7cDokmiIOTh9rDMYzcyUePM5y5ECYgN/GjiE/XR2uzz0kVShWqWrmC+v/M3MlLl5LcHhfmP4eyw/54O7wCx2xNN3k8o0Ufp9SH36yKSK9nS5sNmGVnEYsoXLpeoKj+yP1On9vl4tS2c5A/zJ9Mhyy8ebJFtwuiY/PL9YkqSPMzJdIJisMbvQiy0JDQ1oUBU4fa2IhVuL85Tj7dllDRJ1tLm7ft3xkl+rjPp9CW7OTWLLMR+djnDgUobPdRVNNNluWBDweucF/2G4TGRr0UixrFGpU11i8woPhHLu2B8hkdbYOWuq0e3eGrAYu1gIXqXlKRCJ2Th5usuwlAzaaIjbOXkowNVvmzRPNPBzOUCxqeL02wmEHikPg9eMt7N8dwONSEEQruO7bFSJX0Dh5uAmHQ2Ih9piSqvMbv9xLJqdz+XqCoN/ON99p48CuIA9G8mze4OE7/+AqagX+/f90gD/800mePi0yUJvS1nSDhbiKXRHJZqvs2h7kF7/ZwZPRHIZu4nUrtLe5uHEnzesnmviln+0mk62wEFP50cdzYApcu53ijZPNfO3NVn7rf7yPocMvf7uL3/+TCQRJ+EIoNF+6gG9iUSqXFktZFtlco3k57ALJjEoyVaWjzaLnvfN6C/MLJT69ECf6NL8q4EfXCDQAj2sMhMcj1sBLS9RBb6eLSsVAN0xL6VDVsdmkNTP07Vv8bN9ifZZeY0UIAnx0bpG2Zgc7twaQRFBqZi0NwTBb5dzlOLu3+fnmO+31yeBI2M6xA+H6g7mEdKaKIFA/D0sol3XOXIzT0myvD7QYhsndhxkCPoWeLjdDm7wNGvqSKFJWDUolfd2A397q4g2fjURSxedVXnmy+NbdNCVV56tvOEhnKvR0OhvUGp+HYVh+q4ZhBZznv59VPjDqwXM96DpEQ7a66UsqXSFf0BoCZnubi472EjfvpomG7ZYB/BobpZUZuiwJlmLoCu19SRIIh22cv5wgGLC0lEzTtNzWRAG7Taore0xOF3k2UVg1NS0IQt2op63Zib1GENi3I1hn1zwczjEzZyULS5RLq6ciks5WqVQMYvEy73+6wPHDEbZuWvZpWNIyyhc0nozm8fsbS4nX7qRw2ETaWl30drlwu2RiCZXp2RKbNnjrKpqSZH1fTTNQKzqvH29m745QfdcJ8OBxlvGpIrIkMDNboq3FYflZmCb3H2dobbIsNdtbndjtIj/4YI7ODif9XR7mFsr0drm4dD3F8YMRpmaKXLya4GtvtrKYUAn4FPxehXdeb2Fypsj5K0kk0Up+ju4PkUxV+KM/m2b3NssVzaaI6DV/g11bgmgVk9HxHNu3WKYqbpfEH/3ZFGcuxdi/I8jOrX429nlpbXaSyVUoFDV8HotqWakaXL2Vsp5tDTZu9JBKV5hfKKHWdKe6O6xyYT1e/Q1L5/NjyeR5rXN351EOBIGe54wdxqYKeN0WBfFVMDFV4EcfzbFl0MsbJ5rweeQ662Z0PM/VWyl6u920t7rqxhIvwr1HGaZmShzcG8TvXabtbezzsrHPS6Vq8JNP5nHYJb71bjtBv8LJwxHLUWdF5m9TxHqdeCUuXI0jiUK9+ZrNWdof4aCNndv8dUGvQlHj7sMMM3MlOttd9HS564JbS+jtctHS5HipJeDdB2nOXU7wSz/bWc/mXob9u0MYhlWSG5sqEPK/2GKxs91FR5uzYUFdquX7vAp3H2aIJSq8+0bLCxednVv96Ia/XqN/+CTLYrxCU9RRP792m8iOzX5m5kurvnulahmVZ3JVLlxOsG/X8lzEWgtWJGRnz/YAoYB13ucXVS5ciXPsYKRhirNS1ckXNIw1buZiSefS9QSbN3rr07GKIqLUYvMSo+x5dLW7GJsqcOtemm2bfdhtIlrVWLP05nHL7NkeIJurcuazRXZtDeD32di11frZvccZvB7JKrWJAg67xK6tQdSKzk8+mae91TI7aWly0lNT/WxpWj53T0ZzPJss4nSKbN/sR9MMrt1M4fHInDoaJZvX2Tzgoznq4L0P52qT8jZOHbUIAdWqwfximeHRPNGwDQHI56tUNYOxyQItUQed7S527wgSS6hMzZbp6XKyGFeJhm1s6PHw8cUYN+6m2FTzaZZEwSIH2ERMU0A3BJx2iXDQxtnPYizGyxw+EOYrJyztJtO0TGO+/+N5Nva5eed0C2cvJUhnHGzo9TA7XyKZUpFlLzaHSC6vs2XQmjW4eitZVyz9ovClC/iWVZi5ajKyWNLJ56tEw/YG0+S5+RKfXozTErXV9TFehlxBI5OpksloNRnU5U/LZDXmFsocOxil5xW59sGAjWyuytlLCYY2WraIK+UA0pkq1arJ1kEP2ZzG1FyJwX7PK2vN790RaAiKN++mSWWrvHmiibnFcr20kMtrTM+W2LcrREdbYyPRMEymZooEA7ZXKtNIkkBXh4to6MXZdaGo8fhpnk39njpX3pKzNdgxtPoYoDGQPb97KpUNLt9I0tXuYmjAR6GorfIkfT64CYKALFkSDOcvxwkFbRwf8K2a5A0Fbat2C6qq8+HZRTranPR1u7HZVk88P4+lYbJrt1Ns2eTD45bpaFu9i9zQa2nwrPV+z8bznLsUw+2S6wHfMEzKZR2Xy0pe1ktgFmNlMhmNvm4Xxw9H6Ol48X0/t1Dio7MxBKxJ7M52F7puYLdLNEcc9bLMV05ZCcX8osZCrEwsUWFXLaGYnLZkRx6OZOnvtu7x6ZkiD4ez7NzqrzOgHA4ZRbb0kQ7vDYFglUZHx/MkUxV+4RsduF0yD4dzdTXUQqHK1Zspfu0Xu4nWtPXfCNnrO6vxiTyXryeJRuycOtrMzGyeD87EWYipRIM2Du4NE6pRmk3TJB5Xee/9WVqbHTQ3eymWdX7w/hyZrMqGbg9fe70Vj1thIVbmzMUY2VyVUo3GfO5Sgv4eN92drhoxo0S5Yo3RFvIaQwM+WqIOzlxcJJOpWtLatQX9i6jhf+kGr2qcCJ6P+LPzJfIFg8EN3ga+6+xCGU0ziIYdVF7gGLQSNptIUV3S117+ebGk82yyYOmArNDOT6ZUHj/NYqxDu+rucHFob5j+WsD46NwiT8eWV/6FWImONidbNnmZXyzzeDj7yi5LUJssTVTq/rI7tvg5VCsTxOOqpf+PRR195/UWujuc9Wy3VLbEzR4/zXH1VorRmoPPy7BvV4if/5l2HI7lnMIwrBmBp2O5ui58Lq/xbNwaEFpCMGBj/65QwzStJWUc59L1xoGo5+FySpw4HGXLoI9Q0NZQlimWdH788TzDT3Nr/q2JJaGdylTXlAhYC5Is0txkry+Eb73W3FBSezicZeTZ6s8rqwaxeIViScPrsQzZPz4fWyUjsN7i0dnu4mtvtbJzi+VNG0+oPBnN8eNPF0hllofkYokyl28kGyQk+ns8bOj1cOt+lvkFdU09f9M0efAky9hEnt5uN68djbBpRR8hkapy9VaKi1fjvP/JAqpqSWQXixotTU7eeb2Fnk4Xg/1e4qkKF68lmYtZx/KTTy2P2GOHovziNzrYWSttlst6XTvqzMUYf/SnU1y6liASsrNvV5Bg0E4oaMc0TZ4+y/LJhQU+OLPA195q5etvt+F2yYQCdlTVKjfKsmhpB320gM0mcOxQGDC58zCPxy0yPVtkY7+H/h43ZVVH1w10A7xemaaoExMBv0fm6XiBoUEPLc1OHg7nuHYrRSpTwe9VGNrk49DeIJIkcP1uCq9PZqDfW2eJed0SxYKGrgls3xzgydMc5y7HCIfs9Ha7CQcspzzj8w33/9T40mX4VkhdffaiERtd7U7mFso8HsnVR+Y39ro5sj/C+Stx2lud7N4efP4tVyGXreKyi+zc5m/IMB12kaEBL3Z7YxP04vUkV64n+Y1f7qFrnWxKUUQ29XtIpCtsHfTR3uokm6ty6XoS0zSRZcv4ub/XTVPE9so8c8tsfI5KRcfvbaXLJRMM2KxpyqrBV0631DMhQRBwu2TuP7IG0DZv9GIaJpWKNbJ+8kj0lQ2/nx9Qm54rcutuhn07A9x5mKWn3cWenTZrQvNUCx73Cr2Zio4kCg0ZtiBYD5/0CkqmSu1BX2kpCNauw+dV6k3uJUxMFxmbKHBob4g3TjTzwacL3H+UoavduWb/peF7CtYCtdb0rGGYlsm8XVol0azIAsGgUqeeLsnmFgraKrXRpUlbQRBYiJXxuGX8PoW9O6xFO5ZQ+eicRTXuaXfhes7M/tFwluaond4uN8lUhYnpEts3e1Grel2xEaxmu80mWrLJhiV65vPI+H02YokKqUwF3TBZiKts6HYzNGDJ/Q6P5qhqJp9cWOT+4yy/9gtdtDY7OXbQWvi6O1z4PDKGYTA6lmNmpsg33m7D5ZSQJGtq5uLVBI9HsrS2ODl9LIpak0kAk//y/SlM06K6KrLAk6c5zl9JYLOLdLU7sSsif/beNLu2BYglKkiyQCymIslw+kSLlYGXqjVJZZnL12J4fRKZvMafvjfDyGiGR8N58rXh6H/5v9xjcbFKrmAwtMVHuQCfnLfsEqu6wcPhDD/8YI6DewN43AoT0yU2b/CQL2oEfAp/+N0Jejpc+P02rt9O1ad0x6cKVGo6U1sGvFQqBj/+dI5iWaNaNdG0v1HL/NwQwRK7XvGcZvNVxieLpDIVhgb8dSu4sckCY+MFFuNlBvo86zYIl+rCfp8Nr0cmGrETDNi5cz9LT6cHmyIyPlWkWrXs9J48zdPR6qw/uAd2BvG4ZMKh9WvSyVSFKzcTpLNV3jndgigKVKsGlYrBnh1+mqNORFHgyWie0bE8p441raolr0XhdDokBvo8dLQ56Vih63LnfpqZ+VJNGtcyTdE1A5tNZG7B0hDZvNGLzWZlsE67+EI658sgSwLzsTLTc2VOHY3Wg5JlFdh4G05Ml7h9L0XA39pwTfbsfPliDFZDfXK6yOvHmxpKMHabWFcUzeU1Hj/Nsnmjj2pVJ1/U0GsbsKMHwpi8WKZZ0wyu3EoS9Ck8fpqns91JKNjYXBVFgcN7w4yO58kXtPpiWa0aJNMVEqkKpZKOz6MwuMGL0ynjX2Mh/+xaEt0w2bs9wLlLcXq6XOzbufxZPo/lodrX7WJ8usRcTK0PcnV3urlzP8PoeJ72Vic2m0g4YEORJcolSyr45r00ubxGKm3RP/dsD1jne7ufoN+GbkDQpxD0K8zHVMYmC5RVjfkFla2bfJRVk8+uJvD7FCIBG59ciLNlk5eONif5gk5Pp4tI2M7ZzxZRKyaRqMLwszxdbQ7+9b8Zxu0SObA7hMMusanPg6oalMsaT57meDSSpawapFIVHjzOUippbB30UqnqZHNVPr0QQ1EEnk0UePw0j9sjoVVNHj3NUVWtjL1a0bj3sMCdBwV+9NECWsMmqsCFq6mG833t9rI8x4XnBrQAHjy2dt/X7qQxDZBECIUVDMPgx5/MUVZNvG4Zn0ehXNHRNJ0/+eEUFdVkaNBHVTP5rz+YpljUuXIzgdstkM0Z5HKv7kT30+JLF/ANaBAhUlWdj8/HyOerRMJ2XjsasW5i3eQHH8xRUXVeO9bE9iE/yjp0vqu3knzw6SLHD4U5djBKV4ebr7/dRjJdRasaPBnNMzVdAAQO7wvR+lxTsynqIJfXiCUq62rFDz/Lk8lpHNgdIp2tculakmOHInz1zUbnJ49LIhhQGurQasUgna5w616anm533egCrMbbkf2rZZObo44GTvuteykWFlXefK2Zk0ei9VJVpWIwNWPppLc2O63AkKnQ0ep85SlaoMZskUlnKwT9Lw7crU12bptW7fhFLJ31sG2zj1LJUhZ967XmNUsW+YLG+GSR1iYHkiRy8nC0fs2elxReCyXVYHS8wJaNPl47Gq0zfFa/ztITcjlFZhcqDG70MDVbYn6xzBvHm+r9EJ9XYdvg2r0RmyKQzVsTq/t3BQk+d05SmSpPxwuWiclMCVW1JndLZZ2Hj7Ps2xXk4ZM8n16M8cbxpvqi19LsQJEFPrkQYyFWYvNGHy1N1qI+NVPk8o0kJ49EkWXr85+M5qCWiAS8CuGA3aqhlzQ+u5Zg364Qv/qL3XzvvRlu3k0RS1TI5avE4irT80WqVYudJghw/XaSoK+Jzg4nsYTKQlxlfkFloN/N6ESe7/9kFhNr8NHhUKhUTfxeiT/8kwn27QohiwJzC5Z9YF+3C0mA4WdZBKzdk1Y1qVThv/zZJIUVskbaX+Jw01KFVjMgFqs2FBUqFY10RkOSa5O7JqgVuHg1xf5dATBNEimt9loTUbL++VeNL13Ar2f4NSiKyKY+N2c+i5EvGnWKoSQJdLQ6GRnLs7BYRnqBEYbXo7Bpg5fh0TxOp8z+XSF6u9z0dlnb6as34kTDdk4cacLvVQg8l6WZpsmT0Tx2u9jQyNV1kwePs0QjNnZs8bNpgwe/V+HP35+lpBoosoiqGg0Bq7PdtUrw6/7jLE/Hcvi8cgMFcAlrySt0tDkJBhTe/3SBzQNemiIOJFEgm6sS9NvqC4rLJfPWa831xufoeJ6RZ3kCp5obJn/XQ7Go4XRK5As6ug6RFwRw0zS5cSdVV6lcy0P4VeBySqgVw2JbrNPYbmmyc+polFJZ59L1JHt3Buv6+a+ChcUyhmFa9fsXlNeaInZ2bw9w5mIME5O+bjcdrU5cTvmVy2NOp8yNuymejRf5ma+0rjrvoaCNg7uDtLY46Wp31ei9C5RLOiXVIBKx09vjoloxGu6DpWs6v1jk8dMCh/dF6n2TSNjG9iEfQb+C3S6xb1eQ7/5gBo/HOu6mqKPu/SCJIsWCxtNnObZu8vHGyWau30mxfbOPuw8z/OijeQb63fR1exgdzzE9U6SlxYUkCfzDX+vnwXCW+fkSj5/m+fh8jB1b/WCaqKrO9qEAY1N5okGZni4Xt++nGZ8sIEoChqERCbsol3UUm0BVs0pshmlS1SzjutKLVcj/UiAADgeUVdi22cXkbBlZAK9PoinsJBav0tZqp6QazC2U0E2Dd95o5vrNFDNzJZqb7Hjcthea8fxl4UsX8C2hzOWVUhQFcgWdTK6Kz7fs06lpBhPTBapVg65O9wuz1aEBH61NDv7v/8sTYokKO7YE6vXlSMgaXrn3OMeR/Ws3ZQVB4LWj0XqVKRYv82yyyKZ+D88mC2iGSWuzJTNbVnVaog62bLJx9VYSt1PitaNNa77vEvq6XPg8Ev09y4yOUlmnUNCw2yXOfhZj22Y/3Z3Lwy6CYGX3HreM3SbS0ebCbhP56Owih/aF6F7Ra1jZj9i0wUtrs2PNmvXzmF8sc/5ynKMHIjRHbRw9EF5lEJPJVhmfKjC40YciC6SzVVxOS0Lgp8XwaI5kukJfl/uFk74XriVw2EROHY2+svwDWCXC2/fT9Hd76pO5pmnW5TeWdmS6bvJ0LM+zySKxRIWvvdlSvwYvMxpZQrGoMT1bpFo18PjlBp2nJdgUsa7XPjVTwG6XeDSSQ9dMfu1vdeP3ri+nAbB9c5DJmRIffjrPr/xiL3abyP1HVill88CS25SV9Ph9MpMzRbJZrX4tBwe82OwCN+6kuXoryfahAOlMlem5EosJlapusH0owNAmH/ceZcgXNDZ0u9F1cDgkZubLPB7O8bNfbWNypsD1W2mcDoloxMm+HUFmF8rcHE0zPa/yd3+pj6BP4r98fxqH3YbLbiNTqBDwKvR0umpDWzITkyWGNlkMm9nZAumcxr6dARJJnUfDGUwBNvc7mY1pKLJBLq9jtwnMLa6dZSsiyDZLYgHA7bQydqdTwueRSGeryLKJIstUK5CvWPLobqcNBHjwJI/dJlgTy0/yzM6VSGc0SwI6U0QUi9x9lOHI/s/vm/x58KUL+ELt/4RaeDUME7tdQKuCTRbrEqRLdL28qWNbIysGSGUqZHNVutpdjIzliUbsDPS5kUSrjHL9tkX/a29zkcpUrSGKFxzXjbsp+ns85PJVZhfKbN7o5dCeUF2rG+DBoywzC2W2D/kRa5O760HTDEuRMWRfFbAejWQZHStw/FAEp1NCWdHsPH8lgU0WOLg33GC0HvQr7NjiJ/qCXoNhmDwaziEI0BRxUC7rCM81WJfgcct0d7rwuGWmZsvcvJPm5JFIQ7lrMaEyPJqno81Vlyx+PjYZhsnT8TxOu/RSbX3TNBmbKBINW9IWYDG0YgmVrYPLw0WGYfVNfF65QU5BrRjouvnCOQOn3VpcO9ocyLJIpWowN1/i6q0Uxw4uq1KWVZ27DzP4fTK//su9hIM2bt5LE/DJL7Q8XIlCSadQ1Nk25Gcxrlo6+WvcE9WqQams82//v2Ns6HXznW93UakaBHwvX8j6ul3omkksVa2rckqyQHzOUiV12CVCQRunjzdZiqrJKtduWzRHr8dyRHM6ZB4/zVl6Uz6ZYwcjfHR2gWyuSmerk1LZGiwLBe2Mjhc4vC+MYRhcvm4JkKkVg6awg0Syiqbn+aVvd+HxKIgSHN0f5umzPIoicrRWntz0IMuBPQo7Nvu5eC3J4EYPO7cGKBZ1mpus+9LjlvnuezM0he24HBJHD0bw++z8b38wil0WKVdN/vFvdNPW6mRyuojXK3HvYY5MtsLQgI9YosJ/+t4k77zeTFPEycMnGc5eWsSmiPyDv9vP9EwJj0ehr8cNhsn33psmndX5W99oY3Q8z3ysis+j8Ku/0M6HZxaJhhUu30gSClgSFmevxNm2yTLieTpWrCu0/lXiSxfwl2DW6vhzi2XOXozj91tZo8MhkUxV+O4Pp2vj5tFV+ilL+P6P55iYzvO//98N0Nvpwu9txeWUuHIzyZZNflLpKqGgzuaNXvq73Q2ll0Sqwt0HGfbsDODzKFQ0g3iiQnO0SluLE0m0GDE37qTJ5au884YlL9zb7cbnk3E4JPqfM+YwDJPpOauu7XbJzC+qnL0U4+SRaF1dU1V1no7lmZ4psWurn2jYzuljjTsEm2xJHq+Eplm8/80DPrJ5S2F0+5C/TjFcok0ahpXhqqpVMvnkYgxXjcGz6hqYsHdHsN6Abm6yNywMpmkyv1DC45brAXatjPzqrSRnLsbYscX/0oAvCALHDkUoqzqz82XyRY1CvsrMfJlN/V4kyfocUYStgz6mZkqk0pX6gnnpeoJ8XuPt0y0Nx1IoahjGsrvRSkXNs5/FUCtGzezcrDdo3S4rsH9yfp7uTjdBv8LsfAlNs9PXvf53UCsGYxN5JmeKhAI2Th6OcONuCk03LVPt2s5sCRPTRW7dSzOwwYPNZkkqSLKAYloSzX/4J5Mc3R8mFLYzM1dk59bg/6+98w6O8z7v/Oe3vTf0QjQWgABYQFKgCiWq0RIlR3JL4ks558r4Mhnf5f5Ixo59d+O7m7txPJPLTZKbiZ34EjnJyJZ0tkzFkihLokiximIHCZLovS2A7X3f3/3xWywBEmqESIrk+5nZwWL33Re/99kXz777lO+Dc9EH2vBYEqNR0FTvZKHaYXomzd59UzgdahZzIpnnncMz+L1m1q1WEt95TVs03DurtKqmUvQPxYsS3/dsDtBY78RsNqiGv4xGZ4efyko7Z7pCTM+m6ezw4/NZWN3oon6Vg533lyFRsh5nzofxus381pfqKCuxYjYLshmNxx+qYHAkoYoKymxsWO8j4LMSKLwtZpcqRMikJcmU5KH7AtSvcmIyGmht9uFxGdXwlHSe4dFEUbqiqvzK+fXWu1NUltuwWozU1Tjo2ODD7jBw4FCQUCTPs7trl7xv3/g364gn8gT8FpKpHH/5o15CoRwta9z0DMRx2I2sbvSwa2c527cEePKxSspLrbxzeIZ3j85SW/XJZ2R8Uu44h6+hTtmFK3yvW8nRRiLZYnOHBNxuM5FoFoOBZfVQgrNpIrEMjQ1OkBK3y0xZqY1LvVEu9kRVq/jOcqwWNSPz6sRgOq0GH4QiGXY/WonHpSRRzSbB5b4YJ86GsFiNaFKyusFZDDUt19wDyjnOzKY5fHyWthYvJT4zQ2NxOjuuDOoem0iw79AMFeU23G4TDXXLh6o6NvpJJK7UvaczauDGqmo7m9p8aHnVPTg4oq6UhRAcPBYElDrmU49XFSV7XQ4jJb5rY/mz8xnefneaxnoHTruqTb46TCOlqpa5cDmC2QyNdS78PiUut3jdHrcZt1vJQU9MpaiqWP4DGlQI5MDRac5fjFNTZcVmNfHg9gCtLV7C0Sz7jwS5755AQWTOxfBYknAkW3T49bUOhkbivP3uNJvavby5f5q2FjfBuSxz82m2bfJTf1UIsKbKgcEAzatdSlHSYmBDqweTyYDNZuBSX4yXXhnl23/YQsBrxrKoOCCX064pYZ0PZdjzxgQmg2DnA+UMjSXY+/YUX9hdzelz84SjWb74dE0xd+CwGwj4LNRW2Pi9rzZQUWbj6PtzRKJZOjZ66R+KU11pBQEHDgdJxPPselh19Kr8Dnzl12ppXBQC87jU+TM2maB3MM7qeidupxGnw8jO+8rURcH+aTa2elm32k1bs5dv/ns7A8MJbDYj6XSepz9Xhdth4vW3pzCZBNu3BpSM9WYfNouBrZv8RdXXYyenqCizqU5zl4FUKk95qZUNrW4Cvit5kl8dmCKRyNGxwc/waJy2ZhdPPV6J2Wy4ZlZ0b3+MdDZP8xp3YTD6LDvvL2VHZ6CoUvvOoRniyTzTQaUAuiBnDtDZoXSTzl4IE5xLU1ttp3NzCeOTGfyea895q9VY7Li320x89dlVxBJ5PG4zm1q9uF0mHnmgHK/bhMFwRevosQfL2b6lBJ/34+tOXS93nMM3sDSO73Ka2HFvKc//bIQDR2Z45skaSvwWvvL5GvYfCXL+UpQSv42GVY4lX5WdThMPdJbRVOdg/5EgJqMaXrxutYt4IsfkTJrB4TiT02nu7yy5pnW/utLOqloH57uVvKwNYzGGX1/rQJOS46dmOXs+wtOfWyoxvBgpJeNTKcLRLBd7onRs8FFXY2fvvinmQ1k2NHuLV812eyEe2hPl3/5O4zUiYr39UcKxHKFwhhf3jPPUrgqe+Vw1RgO4HSaGR5PU1aoOwVU1DkbHk2xc78VmM7KlUKoHFD+cBkfi/N3zg3i9Fv7Ht91YLYbicy6HGp4RT+QYHo1SWmJlcCTOqio7jkLJmsEglE3XuDl2YpY9e6eor7Gzfp2HpoYr1Ub1tQ7VcKOpUEsqlS9+wL53cg6DAbYVyhRn5tL0DibouhjCZvezscXOwffm2P1oBfm8GoMnC6mWgN/CU49VFjuNNU0yNBKnbzCOz2smGs+p6WguE2sbXVzqi3L4/TlKSqxLEqeL5TM2t6sqlPdOzWO3GnnkwXIe2VGGxWLk/KUIg6OJYjgnl9N4Y/80ZQELjfVOfIW5BuWlVjau92K1GtQwmkSO3/pyHeF4ltn5LALJ2ESq6ATLSmx4tphJZzQaCtIaG9vUnILJ6RSlATO1lUpMT0MyManUJL0eM9FYjtNdYVrXeZacLw9sL2X71gCTM2lK/BYcdiOZjMbZ7ghtzV6cDhPrmtyUlVqJJ3LYrEa8Hgub2y0cPj7LybPz1FY7ePKRCrZt9mEwCPxeC0/vqiST0ZTmj1GQz2mc7Q4RjeYIhTJoeVkUGlwuj5NKacQTOaQEr9uC1JSSa/9QjJdfG+epx6poKXQYO+xGykutPLajnLPdEQ69N4PTYeShRUNs7tsWQJNw7sK15ZcLg9gry2xF39BY7+Jf/4sG/B/DOS/uudl01QyNxai5ujenB/aOc/h5KZGSJd20He0+xieSHD81T2Odg44NAUwmA/duDWAywrvHZojFfYsm26tE5UI9clW5jVPn5rncH6W+1knHBh+apkopg/MZfvHaGGubXLSv9y3RTK+ptBdyCMZizfC61S7KSq2MT6aIRnM89Xgl7c1uLvVGMZvFNbHdaDzHwaNB7HYD0WiWqjIbZpMBo0FQWmLhl29NsqnVS2uzh4DPypZ2L3/+N738+CeD/Jc/bluyr6Mn5hifTBYmYVnxuRcmFAmyOY13Ds+Q0zS+uLuGjjYvyTXuomNdTvO9ptJOQ52DRCLPK3vHKC+18WghwWy1KpXSiSkl15vLSYZGlBiYw2bi6V2q18BoNLCmwYXPY8ZpN2O1GbDbjMUPMU2TOB0mnn2iGqvFwHRQNRm1NrsJR3IkErkl08Nqqhx8aXcNaJI19S7WrVZXd2azgepKO1UVSzXv7TYj4UiGwdEElWU2LvfFKC+z8vTjlZjNRv7w62twOU0MjyUJeC3Y7EYu98XYtmn50tLagm6Qw66u4kxGwdOPV3P89Bzdl6NUV9rZvkW9VghBacCCBry5f5p7OgJq/q7ZsERTx+EwsXWTn6HRBOUBG7VVS4dgx+I5FYpK5NldKENdKGftG4xRXmqlfb0Hg0HQUONkYDBBKJzB6zHjcZt4ZIfSg1qMwSCwWIyUBqycPDvPmiaVZK2ttONymogn1PwAo1Gwd98ULWvdxVm07S0eTCZBOq1hMIriuZNO5wlFlAxCdYWNrZv9aBIaVzmpqbTx+r4pKstsPLu7elnbAuRyeYZGEzTVJ3ny0Qo8bjPZrKZ6CaK5Yqfy6HiCf/7VBD6vCqd2dvgpLbEsCWUtnKdAMd+zHIu/vZuM4rpKhT8r3HEOX2qCdEojt2gGpslkoGOjn1femODE2RAdG5RIl8WshkRPTSexWZe+4YtLGTe2erHZTZy/GOHI8Vl+9zfqMZsMrG1yYbUI/ulnIwyPJaitciyZ0NTW7KF1nZtsTqk6zkcyDAzH6boY4d5tJTSvdpHOaLz82gQGAWWl1mscvtupRv51X4pw4nSYC70Rtmzws2tnBeNTSf7v84NE4zkqym2U+C20t6hqlzPdYQaHYzTUqf2FI1la1rgJRVWFyZc/X0N7i4exyaSqyrgUxmE30FEoDXM4TDgcKhkYnEtTGrBekyzUpGRTq4/5iKq1DviXJnvHJ5VCYWeHH6fDyO5HKwhHs6p8blEIYyaotHNcLiOJRJ4nHq5Q84FzGm8dnKGyzEp9rRObVU1lqq60kc2qK9WHHyhV/9RZjQOHg6yqteMtOLG6Ggcet3lJjmbB2SdTeRJJpVr4/pkQb+6f4mu/Wc+uhyuoKLViNqt/cp/XQiyeQyB5elcVp7pCTEwmeTWY5oF7Sq6ZlbuA32chkciRzWrkchqJRJ777imhotRKPi85cHSGynIbnR0BMlkNv9eCy2nk5VfHaap3svP+a3MiVw8+BxXCOn5qjonJFNs6/Nck/vxeCyV+K8m0Svae6w7T1nIlFyKEuEb2e4ELl6Nc7AkjJdRW2dn1cAXGwu7PXAgzMZVi+xY/Xo95yT48bjOdHUv/n2Zm05w5HyIUzlJbrYaeaJrkXHeYNU0uAj4LJ7vCxSqm5egdjDI4HKep0UXzGndhiLnk4LEgFy5GuG9bgE0FmYaLvVH6BuN87Tfqit/Gmuo+nlbWncyKvkcIIQJCiF8JIXoKPz+wo0YI4RFCjAoh/molf/OjSKXzJJJZQpE0x06or5aJRI6+wZjS0naqN/9UV4ifvzpO/1CMgM9KOJqjpz9KNJYjFs/xd88Psu/INOFoBqvVyIYWDyazgXPdEY6fnOPMhRCXeiK88c4UZqMaqXd1pUw2q/HSK6P84Ll+Nf0mJ8nlNdrXezAa1HCLYDBN32Acm9VAXa2Ty31Kd+XEmXnePDBFLiepLLfRstbN2tUOjh6f4/zFMO8eDTI2kaRlrQchNV7cM8Ib+yfxelU1RSSa5T//aRezc0rg6ScvjzAXzlBdoeSVB4ZjJJN5Dr83qyR4t5XgcZmZnF5auHzsxBx/+aM+9r5zZeByJqsRiWY5eSbEwEiC7R1+Gla5MAjlSIOzaSank5w4qxKJ08E0R0/MYzAaqK50YDJK3j44U9QL6u6JcbIrRFO9o6haCIAQxOM59h2aZs/eccYnU3jcZprqnayqtvPwjlIu9kSZmVMdq/GEGuv3/ukQo+PJZUXeTp6b5xevjXP2fKgofFVVZlVOx29RIwCvarwaGElw5MQcsXiOtnVurFYD6UweKVW8PbGMrlFwLs1f/G0v+w5N43SaeOyhcmqr7MUPTamBlleqjuFwhnVNLuKJPPFkjrJSdR7l85Kh0fiy+wfI5jT+8aURxiYTPPZQGa3rPNeUX7a1eLDZjLx3ch5NKnE5kxEi0RyT06lCMnr5UsRoNMulvhgb13tACC73RYvrX7/Wzb1b/AwNJwhHsku08a/e3+h4glf2jjMdTNNY56Szw18Ia6pKqcHhBMdOzLHroXI2rF8qT754n0eOzxFPSHbtKC+Gs5IpjVPnQphNgh33lhbDUlJTXcTuTzCP4W5gpVf43wLeklJ+TwjxrcLv3/yAbf87cGCFf+8jmZpNMD6VZu++CV7cM4bbbaC6wsl0ME04lOFSb4Q//u5pMllJKJrF51Gt2O8cnsHrNhCcz/PM7gq6L4f55a/GcbuMfOnpWiLxDO8cmiPgM/PjFweYn8+xa2cpbx0IIgwSsznK4EicXTvLOHshTHmZjYDHynMvDKHlNfLZLAeOzeH1mNnU6mF9i4dTXbOMT1rpH4oxNBbjl29NYLEYaW12cfFyjEQyx9BwHI/HyIXLMcxmQfelGGcvzGO1mqiustK+zsOZrhgXeyMYhOD9U/OMjKmuxoHhNP/qPxynosxKOqPR2++gqtLK2HiK4bFkwUHnGBiOs7bRwblLYfqGYsSSObZtDPD+qTl+/MIw5WXq6rN3MMpbB6YRCNY1uTh6ag6TwUAqo7G53UvvYIz/9deXqSi1UVvjoKs7QjarNPzbWzzYbUaOHA/y8uvjCGDn/WV4PCY6Nnj4+Wvj/OC5AVrXeSgLmHG7LFzujymVztEkNZU2YvEs5y6keevgDHW1dtrWedl3eIbLfVFW1TjoGYjidhmw2wSnusLc0xHAajGgaWp8ZU9/lKHhBAePz/Hrn6+mosxK30CMPW9MEIvnqa2aZ3O7j0gsj90qKAnYlDRFo5PhkTg//Id+/D4TXreFZ56opqc/xlvvTnH/PSVL4sKgGoByecnQWBztCGh5yfYtAcYnk8STGo/sKCOXl7z65iRlJRbKSm2Ul1rZ/VgVNZU2urrDpNJ5egfiNNU7aG32omnqanbLxoL8sgRhkHjcVmqqHMTiOcxmA6Fwmq6LUTo7VJJ0ywYfU8EUUsKTj6pvT/uPzBQ7qLdtVmMws1mNcDSL36vyK20tHtKZPIGAjaPHZ3nv9BxOh4m1Ta7iRC+P20IqnS+G4Lp7ovQPxdmxvQSzyYDVYqB/KIHLaaKi3Eb/UJxsNo/BaKCzI8DjOyuYCabo6o7g91uWrdKKRLO8+uYEUzNJOrd4l3yrctiNaBLCsRz5K/pw5KVYMvlOR7FSh/8s8HDh/nPAOyzj8IUQW4EK4HVg2wr/5ocyNp4hm4OJaRXSiSc1pmaixff9ncNBMtmFdS09H0YLv//wuRHsVkimYXo2x1/8TR+5HOQL2y6MMvz7F8aL9yHL6HiKw8dnSaVVo4bRrLrvAP7fq9NI1P56BpKY904t6gy8sgaHDc6ej5DXwGaFnv4EmlR6HUbjlf05bHCuO8obbwcxmyke06HjQcKRK+GsubDGXDiJwQAGYWBkIomWz2MyGfjBjwcp8VsIRbJUVdpoXu2i+1KUP/s/PWzfEmB0LInRJHj2yRomp9P87J/HGJ9OUl1uZ3WDE5/bhAbsOziD024im8tz7kKY0h0WaiqsIARnusIciM2ya2cFHreJF14ZA2BTq5eh0QSX+2P82hNVjI2n6B+Ok8pIUlmNe7cE+IeXhqkss5LK5Dl9PszIuJoX7PeaSCZzjE+mmAqmEEiqK62FZGGI2mobA8NJHr6vjHAsx9x8mu6eKGe6wqxvdvPw/aUkEhr7Dk2y494SHDYDM8EUz/9shN6BOE6Hmd6BKJvbfHzlmVqsViMtBf3yfYdmWN3g5pEHyvnpnmGSyTwNdXXXnIfReJ5wJMvl/hhf+3UXDreZN/ZP4/OYiz0RFrOSdLAUnOWZ8yHGJ1KcNQk1gKXWwY7tJRw5MUcyralw26IreLPZwG9/uR6TSRCN5XjtrQlCkWwxWZ4vnLA2u5GLPTHMZiNtzSrO3tHuY3Wdk6mZNP5ClVX/UJxT5+ax2UxUV9jo3BIofpAtDPMxX9VvsZDYXMBmEbgcJk6cni80IwkaVjnYuqmKfKGs9PV9E4RCWdpbvDjsRqoq7EuUUa8mnlCx/3RGo3cggcc1z73briR0N7f7ON01TzKVL67F6zJR4rdi+QDJi7sVIVfwCSiECEkpfYX7Aphf+H3RNgbgbeB3gMeBbVLKb3zA/r4OfB2grq5u69DQ0Cde08xsku9+/wJjk0r97r4tASLxLJd6opSWWWlZ7aHr4hzxuGTjeg+TwTTTwTTlAQs+n5n+oSROu4GaahtjE2lisSz1q1wIkad/OEXAb6Kq3Ma5CxHKy+xUVVgZm4iTSOTZ0OInmc3R0x+nvsYBSCanMmgorezJqSQmowGLxUBlmY3eoTgNNQ40IBrLkssJ1ja6CM4nCQYzdG4JMDqRZGo6RVmpjaYGJ4fem8XuMLJ+jYv3Ts5iFILyMjvTwSSgHMjRk3PEkxkqS+1kc5JILENZwMZvfqmOudkMIxMJ3E4zl/tiPNDpZ2g8hcUoeGpXFecvhHl57wS7dpYTj2ts2eSlsc5F70CMU13zSoO81snWzX5yWZUHGRhOYLMasJiVtPOOe0tZt9qtJKkTyuG2N3sxmgy8uGeULRu8tDZ7GR1PMDufoa3ZSzqV4+jJOYKzaXw+JXtwuitEy1oXA4NJpufSrKqyse/wTEFj3YLFIrjYG6O20k7LWhc/+qchzGbBts0BxiYSPPFIZWEOQo7u3gjdl6N0tPt49MFygnNpjp+e54HCPOGx8QRv7J9i6yY/a5vcnDgboq7atmQCWjSW5YVfjOB0mHji0UpOnJmnNGBhc/u1kczZ+QwHj80QCmX5/OeqsNtNDI3EqV/lwGY1LlsuOzKWIDiXJhTJ0lTvpKbSjsmkZHztdtOHJgtzOY1zFyJMzKRoLowrXPgbmiaZnE7h91k+cEqZOj6l1zNXmFTWtmj85nw4A5KP3ZE8MpYgEskyG8pSt8pRFHMDmAmmicazNNY5P1KNdIFEMkfvQIyRsSR1NY6i2i0oWeWpYKpoL1C5jelgmtqapcPn7waEECeklMteWH+kwxdCvAlULvPUd4DnFjt4IcS8lHLJ2S+E+AbgkFJ+Xwjxe3yIw1/Mtm3b5Pvvv/9Rm+no6OjoLOLDHP5HhnSklI9/yI6nhBBVUsoJIUQVML3MZvcBDwoh/gBwARYhRExK+a2PuX4dHR0dnU+Blcbw9wBfA75X+PmLqzeQUv72wv1FV/i6s9fR0dG5yay0vet7wC4hRA8qPv89ACHENiHE3650cTo6Ojo6nx4rStreSPQYvo6Ojs4n58Ni+HfcEHMdHR0dneXRHb6Ojo7OXYLu8HV0dHTuEnSHr6Ojo3OX8JlN2gohZoBP3mp7hVIg+Ckt53ZHt8VSdHssRbfHFe4EW9RLKZcdjvuZdfgrRQjx/gdlqu82dFssRbfHUnR7XOFOt4Ue0tHR0dG5S9Advo6Ojs5dwp3s8H94qxfwGUK3xVJ0eyxFt8cV7mhb3LExfB0dHR2dpdzJV/g6Ojo6OovQHb6Ojo7OXcJt5/CFEE8KIS4JIXoLc3Svft4qhPhp4fljQoiGRc/9SeHxS0KIJ27qwm8Q12sPIUSJEGKfECJ2owfL30xWYI9dQogTQohzhZ+P3vTFf8qswBadQojThdsZIcQXb/ribwAr8R2F5+sK/y9/dNMW/WkjpbxtboAR6AOaAAtwBmi9aps/AP66cP+rwE8L91sL21uBxsJ+jLf6mG6hPZzADuD3gb+61cfyGbBHB1BduN8OjN3q47mFtnAApsL9hcFGplt9TLfKHouefwl4EfijW30813u73a7wO4FeKWW/lDID/AQ1SH0xz6IGqoN6gx4rzNt9FviJlDItpRwAegv7u525bntIKeNSyoNA6uYt94azEnucklKOFx4/D9iFENabsuobw0pskZBS5gqP24A7obJjJb4DIcQXgAHUuXHbcrs5/BpgZNHvo4XHlt2mcNKGgZKP+drbjZXY407k07LHl4GTUsr0DVrnzWBFthBCbBdCnAfOAb+/6APgduW67SGEcAHfBP7rTVjnDeV2c/g6OjcUIUQb8KfAv7vVa7mVSCmPSSnbgHuAPxFC2G71mm4h3wX+XEoZu9ULWSm3m8MfA1Yt+r228Niy2wghTIAXmP2Yr73dWIk97kRWZA8hRC3wc+BfSin7bvhqbyyfyrkhpewGYqi8xu3MSuyxHfi+EGIQ+I/At4UQ37jB670h3G4O/ziwVgjRKISwoBIre67aZmGwOsBXgLelyrjsAb5ayMQ3AmuB927Sum8UK7HHnch120MI4QN+CXxLSnnoZi34BrISWzQWHB5CiHqgBRi8Ocu+YVy3PaSUD0opG6SUDcD/Bv6nlPL2rGy71VnjT3oDngIuozLu3yk89t+AZwr3bahMei/KoTcteu13Cq+7BOy+1cfyGbDHIDCHuoIb5aqqhdvxdr32AP4TEAdOL7qV3+rjuUW2+F1UcvI0cBL4wq0+lltpj6v28V1u4yodXVpBR0dH5y7hdgvp6Ojo6OhcJ7rD19HR0blL0B2+jo6Ozl2C7vB1dHR07hJ0h6+jo6Nzl6A7fB0dHZ27BN3h6+jo6Nwl/H9ARpqdVunE4gAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "circle.plot_constraint_on_data(plot_type='contour_map')\n", - "circle.plot_selected_sensors(sensors = top_sensors_exact, all_sensors=all_sensors)\n", - "circle.annotate_sensors(sensors = top_sensors_exact, all_sensors=all_sensors)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Trying out a custom parabolic constraint: ( Now what if the user has provided a python file with the required constraints)\n", - "\n", - "##### Here the parabola is centered at $(h,k) = (0.025,0.00)$\n", - "##### The equation used is $y = a(x-h)^2 -k$ where $a = 100$\n", - "##### A line drawn at $y = 0.2$ closes the parabola and the constrained region is bound by the parabola and the line." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### The user can initiate an instance of the class UserDefinedConstraints and use functionalities like plotting, annotating, creating a dataframe " - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "const5 = 'helper_scripts/twistParabolicConstraint.py' ### Python file with the required constraints\n", - "user_const_instance = ps.utils._constraints.UserDefinedConstraints(all_sensors, file = const5, data = df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' )\n", - "idx, rank = user_const_instance.constraint()\n", - "user_const_instance.draw_constraint() ## plot the user defined constraint just by itself" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Using these constrained indices with pysensors GQR optimizer:" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sensors = 0\n", - "\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_user = ps.optimizers.GQR()\n", - "opt_user_kws={'idx_constrained':idx,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sensors,\n", - " 'all_sensors':all_sensors,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_user = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### List of selected sensors " - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [15658 18378 29993 16573 31414 40090 21456 37537]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_user = ps.SSPOR(basis = basis_user, optimizer = optimizer_user, n_sensors = n_sensors)\n", - "model_user.fit(data,**opt_user_kws)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_user = model_user.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "# sensor locations based on pixels of the image\n", - "xCircle, yCircle = ps.utils._constraints.get_coordinates_from_indices(top_sensors_exact,df,Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' )\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_exact))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### List of indices of sensors selected along with their coordinate locations on the grid" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
031414.00.006206-0.079055
130106.00.011132-0.040648
219000.00.0065170.033655
336479.00.010434-0.230693
435723.00.006281-0.377601
52620.00.000124-0.009141
621714.00.0048540.200180
716921.00.0000000.061600
\n", - "
" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 31414.0 0.006206 -0.079055\n", - "1 30106.0 0.011132 -0.040648\n", - "2 19000.0 0.006517 0.033655\n", - "3 36479.0 0.010434 -0.230693\n", - "4 35723.0 0.006281 -0.377601\n", - "5 2620.0 0.000124 -0.009141\n", - "6 21714.0 0.004854 0.200180\n", - "7 16921.0 0.000000 0.061600" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_sens_user = user_const_instance.sensors_dataframe(sensors = top_sensors_user)\n", - "data_sens_user" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### The sensor locations plotted on the grid along with the constrained region" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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tdkYs4iQWcZJM1zi0L0qtbvDDN+fYvT3Eob1R/D4FWRYxLZO1g14G+z384PUZZheqVGt2Lv5br3UjCEtsD1WV6OnyEo246Gx3MZ+okck22LE1TDDgwOOSCAUdPHhUYiFZ5+WjfpTmddR1k+t38oRDCl9/tYv5hSpzyRrhoANZFnnhSBvziRrpbIOBXk/re8sRDCh0xJ3s2RFGFODU+QzVqkk0rPLcgTbyhQZXbubwuGSyuQa1usG6IR9+n0I85mTX1oj9zigSf/NbfQiAJNnnNz1b4fLNPF6fg2BAYc+2EG63wt4dQT4+myKZqNPT6eb//HfWUq0ZxCIqYEcnsgQdESdbNwa5c79AraEzMV3ltVc66Ol0k8nU+dG782xe5+Pg7gh+v/2c+Lz2M/TR6QQ37hT49i91s2bQy/Cgj0y2wdRMlfVr/Xjc4HHLFCs6w4NuAn6JG3cKPLc/iiSK9HR7uHwzR6NhISv2OyFLFrK06uH/QuCLMKYUCRDBaNg/6wYE/RKFkkG5YufFRVHEskxMEyo1k4eTVY4djOH2SDyaqgIWlYpJOq/x8ZkkQwNetm4IIAgWhgnr1/h4MFGhVNS5ciPH3dECqiox1ONh/84Qiixw8VoWUayzb2eENf0eZFHkw9NJNm/w893XZ9i1NcSh3WGef64NlyqybVOI9z9e4NKNLBvX+TmyL0ZH3NU6r4VUnT/67hTbNgU4si/Kay+309vtRlUlhge9/MkPJnk4UWXNgJuBHjeiKNDb5f7Ma5UraqSzNRqaScCnMNTvRTcsDu4Jo+sm33t9hvGJCp3tT25n8SVcRLGks5Cs0x53smkk0Nq3ZVkIgkAs4sDvc7CQqJHtbhAKOFrfVR1LRqst6uT5w87WzzfvFJieq9LV7qKrUyLgXyqsyZLIkf0RPjmfweWSGOh1cetegaE+D06n/UL7fQpffrG9ZeDb25a2vRx3R0uksw1eORZnw7CPas1g/Rpfy9Bdv5Vneq7Ky8fifP3LXUxOlWmL2tvKF3QURWgtbotwOSV6u9x0d7iwLNtojgz7efPEHH6fQsBnL2iL+wDQdQuHJJIv2JFgd6ebV4+343bZ5+P1yKwZ8LJm4KmngWVZfHQmxYOHJQZ73fR2e/j1b/TgcIhUawanzqcAiw3rAuzcHMSCFQZ9cR9L13jp95pm8L3XZyhXDb7+aifhoKN1Pa/ezHHxWpZvvdbN7u0RJPHJ7UgSSM17PZ+s0d/tZv/OECfPpnCpEls3BdixKcCVGznyRZ1De5ccDID+Hg/7d5vcuFvg9v0iu7eF6Gx34XCIK56LhUSNO6Ml3B4He7aHyBc1btwt0NftZt2gl2rVQNMMcEl2mlgQVyzYf1FYbbz6nDCtz38TGrqdt29tw4RqzUDXobPdgcslUShq6HZWA0M3cDtFNg77GH1YJp2u4XCIdHaoqIqI4hCo1XUO74tQr1ukMw3OXcrickrolsnLR9vYvS1EuaSzkK7R3+Ph3KUMhaJOIOCgWDIolnQ+PpdkZNjDUK+H5w+1EfDLnPo0Q71qcPZilumZMuGwg4FeD7oOqkNacV4el0xn3ImiwI/fmaOuWbTF7AXh/liRTK7BuiFPczGzX/x8QaNS0Z95rUbW+ujp9HDxaobxiRLZXINUuk5ft4dS2aBet0D42byfWt2gVNY5uj/Kjs1BAOYTVd44MU8urxENq7x6PI4ii7z/cYJCUaOhmUzPVtH1Z0dynR1OBvs9bN8SZMOwv/X7YknnrQ/mGX1Y4tjBGK8cawdB4MadPLmCtmIb6Uyda7dyn7mfnVuCPHcgitMp0dXuwjSt1ucfTVWo1Q2Gh7yoDjtC2r4lRMCvoBsWJ88keO9kgvozUgOiKLQMqiwJ7NgSZOM6HzMLNao1o7UYWZbFzHyNbZsDrBnwIopQb5hcvJrlwaNya3u6YZFK1zHNJ++NIAj0dLg4sj/KnQclLlzNEo2o+H0KLqdEd4cLl1Oip8OFppucOLnAzFyV0fEi9x4UMU0Lw3j6PZckka4OF7u2hiiWNM5eTPNosszNuwX8foWOuIuhfh+JZI0/+f4UqUx96buiiIWAhH2ummbS0+Wmv9dDNttgZqFKKOBg59YQsiwSCjr44ZsznL2Ubm2jv9fDy0fjSJKA6hBxqhIet8xAr6e1MGWydcYnyjR0C59Ppq/HjoIqVZ0L17K0xZx0dbgwzaXrZTWv/V80Vj38zwnL/PwpnUV43FCu2P+u1mze7t/4Wje//3+MYxp2IVORLfp67FD2R+/MUi7pyIqA6pB48bkYt+4VsSwBEPn4TBKfVyLepvJgvMz6tV7+7m8MEo+qzCfqXFGzfHwmRTCg8uoLHVy8lsXvlUhnNOYTVRYSNWbn6mzbKLF7e4gbd/KEggJYsHbAy3unk2DB11/tRNcsAn6FR1MVJBFiEZVzF1OoTomx8TI+v9JKhwA4HBIb1vrZvS1ENq9Rqer85N05GnWTaETl6MEnB/KUKzrr13gRschkGpTiBpPTtrH8yovtBAIOnjsYZefm0BMNK49D00zujhbRdJPRh2WGh2zDLIoCsiIiCHaKTVFE1q/1USrruN0ys/NVPj6T4vjhGJ3trqduuyPuwuWU0XUTSVpaBN0uCdOymJiqsGdbGFkW8dZNhoe8xCKOFduYT9YZf1RhqN+L97Hz0HWTVKZBNKLibnroWzcF2LDej9pMhU1OVyiUNPbvirSMs2laXL6eJeC3I6PzlzKMTZRXLErPQiyi8nCyzPZNQSRpqQGo0TC5fjtPR9zJS0fbATAMi442J+GgfU7ziSrvn0pSb5i8ciz+1Ou2c1sIy7J48LCE1yOTytQZe1Siq93FsYNRrt7Mc/6ynTMP+m0n6E7z/iUzdbI5jVePx5+456Io8PVXOxEEgfc+XiCVrnPvQZFa3eTowSjhoMrsfIV8XuP+mO2BR8N2Sse0TLAsrOb1O7gnimXBzHyN2/cLjAz7EARojzn5rb/Rx8R0mf/03SkO7o6wf2ekdQyCIPC1lzs5vDdKKLjyPi8ka3z3J9PMJ+q8fDzOoT12hHD9do5CUSOX13A5Jb7yYkfrPgoCiD8THeTzY9Xgf07IkvTTP/QMNJY5eYIAmPD6+/OYVvMmiwLBoBPLNBmfKFMoaOzaHiKZqpFIN/izH85SrZns2uIjk9e5csv2YmRZZON6P7IscuFKFsuwmE3U2LM9RCav0dWu4lAEEsk690briKJAV7uTSMRJuWzwaLLM2YsZ6ppFOKjQ1+1iz/YgZy/lCPgksjmNa7fytMeK5EsGAZ9CJKxS1yzW9Lu5N2ayZ3uYaFhleq5COt1gwzo//T1urt7M8XCiwvphL+WyXXQeHvI+9frcvV/kzoMCsiwyPOiloZsM9rtxu2RkWaS304XXJXHzboGFVJ2XjsZX5OuXwzQtiiWddLZBrW5CM1HQFnVydL+CoojkCxrnL2fYuiHAyLCffEHDNEyOHYrRFlWfeR8rVYMfvT1LW1Tl1efbW7+XJIHjB2NU60uL0eR0hfFHZdYO+PB5ReoNE0M3GRn2M9jneSLlAjCfqPPRmSTHDsXoanfR0Ezu3C/Q2+XG1UwL7d0ZxjStFWkP07RIpBuYFuzcEsLpFCkUdfIFbUV6Yfl5uJx26iCb17hyM8/OLUHujhYZ6POweSSAqkocPxRbkeKSJIGtmwJoutXcL7idEm1RlXOXshw7JBEKOJiaqSDLQisNKAgCawdtp2B0vMjd0RK37hY5dijG5g0B+ns9uJwi/b1u4jEn0YiKZcGnV9Lce1Bk/Vov5bLdHzGydsm5WLzWXe0uZhfqTEyX6e1yozokGprFzGyVjSN+1gzataqeLjdOp2SntAQBsxk9LN6LQlHDMCGb16g3TFxOif4eD1OzFUQsYuGVRn3xmkQjTz4z6Uyd2/cL7N0R5vC+WMvrz+c1Uuk6rx5vpyPuXJG+MS3bw/95pHRWDf7nxBf173s7HEzONVb8bmDAy+hYCU23qZnbtwT56JQdLq4ZcNE17Mfjlrk6X0eUBOYXqvg8Ep9eybJra5B9u8Kcu5ShoZlsHglw/WYOt1tmqN9NQzOp1Uz6e7w8mqoyt1AnHnVw614eSRLZvT3Mlg0B7twvUqvbDTDVVJ1b9/Lce1BkZDjA8UMxdN3kOz+a4vL1LMGAwm/8Sh/tbS7cLokvPd+OppnEIk4iIQc/eXeW0TGbr9/T5SYcctDVYedTHz4qI8kCpkWraPY4htd4mZqrEAo46Opy88HHCUKBKNEu+/PXbuc5dyHNumE/bVEV6TMKKqoq8fKxOPfG7Gux6D0lUnX+7EdT7NkWYs+OMMcPtbWM4bVbOR5OVvjW17o+M3pwqiKKLJLJ1dENq/USV2sG4ZC6wjhuGPbR1+1u1RcuXs2QzjZ49Xg7AnB/vER/j3vFwhWLqhzaG2ldp0rF4MHDMk5VanmQqkMkm28gikJrf7Is8tJzbYiiXQCOhp1cubGA0ynRaNgNZIvedyJV59S5FPt2hujqcNMWVXnpaByvWyJf1IiEHFRrBpIkPHWxuHQ9RyJpe62d7S6+9GI7Yw9LTM9VkSSBG7dznL2YYWjAu6LuA/bCNNTvpS3mJJmqE485cbskVFXih2/OkEzV+eZr3S1P3OuWcbsktIbJ1GyVcFABfE8c06aRAF0dLv7dHz/i0o08+3ZF2boxwIZhH+9+sMDNu0VePd6O3LzWoiBgWBbSY7faArwe2yGo1fTWIhuPqDhdEolM46dGmIsIh1UUSbAXkWXPitMlYyJQqepPGHYBm166WGv6i8RqDv9z4ovm1VRn86VsbQeO7A2h6XaB6le+1s34ozIN3X7YvF6F0Ycl6prF1hE/IZ9MMqPh9zmo1ExqmslQv5d4TGWoz2N3+5Zsj2R2vka1anDyTIbhQS/PH2rD45ZwOERiYQdet0Qm1yDoV7h6M8c7HyURBYtHU2UO74nwrde6UR0iyVSN05+mmJqpMtTvIeBzYFkWN+7keTRdsY2NKrFujY9MXuPMp2na25187aUOVIdAOtvg1t0ifd1uPB4FRRTRNJPJmSr6U3KyXo9Me5sLl8umdVoIREJLxmZmtorHK9PX5aJSNag3Pnv5lSTBTmdYcON2AcuyqFR1NM3C6ZQRBIFo2EEm26BWM/D7FDTNpFz5bEqcKAp87ZUOvvxC54o87Z/+cIrTn6ZW3ndVItxkIJXKOl0dLtYO+pBlgflknUvX7J6JFd9xiPT3eFqLgKqKHD8UY83AUmRUruh88EmSm3cLAGRzjaZHLbYWt2BA4YXn2hge9HL9ToGL17KtHLvHLdHd6cLnVWhoJtm8RjiooKoSu7eFaYuqvP9xggtXMoBdM3g0VWntvzPupL/X3Tr/qZkqV28V2L45hM8jM5eo4XRKrF+70jCXyjpvvjfPxHSFgE8hFnG0ohRDN5FEgd4eN2c+TfNw0q4RRMMqI8N+rt3K02gYbFof+Ix7DrpuEArKBPwysiTgckqkslUyuYb9rkiLqRPBDq2bj2K+0OCT8yl8Hpn9OyNomsXNu3nmE1XS2QbX7xbZMhLAMpdoxJlsg/GJMpZlcW+syPunFlhI1Fq1llDAwXMH2rAs+OFbs4yOFcjmG+zaEiQakrlzzy7Mz85XW+cgYH4h+vfPglUP//NC/GJ3IpOvIQA6S+3Y751K4nYJOBwWf/SdKRSHgMcNsiISCDgIV3SuXMsSDjlwOCSiEZGN630UyxqVqsH7JxM8mqqh6zqaZnvzO7f4eThZ5fiRAFev5/nkfJrtm4PMLlS5dDXH8JDN9miLqJgWRMMOnE6JdWv8BAMOEqkGG0cUzlxI82C8iGFCd5eLcsVk84iHcEjl/VMpIrNVvC6JSNiBIAgM9Xn4O78xSGe7yhsnFnj7wwVee6WDTK5BsaTz3IEos/NVrt7Kc/JMko3rfezYHFpB4RMEgX07w8zMV3njvRxrBzwsJGt2FBF1cvxQjEbD5PX35ilXNXZsCVKrgcMhfqbgVCanIYjw3skE0YiD3/3NAVSHiGVZ5PIaH51Jsm1jgLWDXnxeGdOymE9UaW97eg4fVrI9AMYmKszNV9m68enGqFzROfFRgsF+N1s3BgHo7nDi3Bd9ZsQDdo/CiZMLtMdsSiPYHnK+oLFuyEtX02O/fb9AItmgLeZcEWEsMo+Gh7woyhL10+OW2dvc3s27Be7cL/Dic3GCAXuBvTNaQJIFujttZtPdUXth6e+xf+7pctPTtXScfp9COKi0UkT7d0V4+4N5RsdKtEXU1n0WRQGXS0JRBO6OFvnOj6Y5fijGoX1RVFXiyy91kM7UuXW3gFMVW/vyuG0ZiGxBYyFZe2rUAXD5Wg5Nh+cPt7W8YztXbjedLTpeAIZhIlhWqwHr1r0i33t9Br9P4ejBNnq73bz94QJnLmT43d8cIBZx2JRgSSQYUMhk6/zBdyZxu2yqqGHYC+PNuwVePd7O8JAP1SHy1Vc6mZmt2P0vlzIYhsVrr3TxjS93U60Z/Mn3J0GAv/vrA7ach2X376+ydH4BIH3BnE6xZHcGAqjNZ7VQbLBp2I9pQqFs2pzguEpvl4djB6OkMg3qdQ0Bk0S6DpbFto0Bnj/cRl+Xh7GJEuMP86iqSEfcSSggk85pzS5IO20z0OemUNKYmCyjGeB0ijx3MIZpwbmLaRRFxOOWuXQtR1vMSWe7i3JZJ5GqUa2ZbFjnw+WUUGQLURSRJYG+bjf5QoMPPkmQL9iejiQJDPV7msVMg0rVIBZV6et2c+lajnJFp7PdRTyqYpgmDx6WSKTrT42Y2iI2e2bX1hBnL2X4yYn5lraQyy3RGXdyZF8MURB4+8MF7j0orvh+QzNXsFOe2x/l0O4IrmbaQBDgrQ/muT9WIuBXOLw3SjDgIJWuM9jn4dbdIucvZZ8ahSwiX7AX3UV0tKnEY0783qcbIlWVWDPooT2mMj5RJpfXGJuocOFqdsV2HocsCQz0eoiEHDQ0++HL5TU+PptCEoVWimfbpiBHDkRXGPtFVGsGF6/kuHmnQLVmPPG3uYUqPZ1OvM20k2VZzC7UcTtl+rptA39kf4wj+58stAOMPSpx+tMU+YJGtWYfo8+rsG9nhPlkjRt38szO28wnt0vi+cNtdHe4cTlFBnrd9PYsLaxaw+DdDxO4XPITFOCxh0V6O10M9Hqeeb08Hpl63aBUWmKCORQ7Bfc4JFs6qcXSmV+oomm2d60oIuvW+Fu5fEkWeW5/jLaok3DIdnLOXEgzv1Bj3ZAHl1OiPabaTKUm3XXxfsmSQF+Ph93bQ9wfK1Es6ThVkc0jQeJRJ/celPC67Agc7FQTovBzYemsGvzPiS/a/+ZzCyzaj3IVJAE64x7mklWKRZBFyOQMJFHif/pHI3x6OUupqOP3O/C4JbK5BpGoyro1AV57pYsdm8M8mixTqVlsGQkSj6k8eFTmwViJLZt87NgSZNe2ML/xK32cOpsildXp6bCN0uhYiWu3shiGxf7dYcoVDZ9Pprfbw65tIS5dz+F2SfR0OXE7JVxOmWLZ5NS5FCdOJtgw7OP5w21s3hDE4RBJpmtcv5VvhbE2NdDucO3tdrFmcCk9USrr6JrJxpEA5y6mmZqtPnGtFEWkp9ONJAqsGfRgmbYH++EnCWo1k+OH2xhZ68fhEOnqcD7BjDh1LsV//M4kCwl725IkoCgih/ZG2TBsF7cjIQc+r8037+50MT1X4eK1HLPzNTaN+Dm0L7qC770cDc3kvY8TvPX+fGth6Wx38ZWXOujtfnqfgSwJbB4J4PUqnLmQ4v7DEkG/TLzN+dRGpUXYuXgHn3ya4tzFTOv6HtgTaRljsD32xea1x6E6RLo6ndwfK3Hzbn7F3+p1g1LZIBZztc73wtUsPo/EwT3h1ufcLqnFu38cpbJOo2FiWhbLxUY62l1sbooL/uTdeW7fL6z4Xl+Ph9/8Vh+9XUsGXDdgZqFKMr3yuRjs9SDLImOPygifEc319dhF/um5KuUm/dfplBBEyBW0VoEWAEFcoY3S0e6ip8vF+KMio+Mlxidsem1vl4s794v88K0ZxieWWubXr/HZUaHPjtBGH5YwdIvDeyJcvJpdIbpWb5ikMnVcTntRnZqpMjVbwRJgqN+FYcLZ5v01LQvh55TTWTX4nxPmF+i0BZunrC1j6djNFSazcw0sIBwS0HRIZWpgwc17BbDA45JAEBFFaNRtVsaDh0Vef38WBIt4TGXX9iB3Rsu4muFgIW/gVCVS6To/eWeGbF7nV77SSSiocvVWjnS2hqqIlCo6siwyn2zYef+KTrWqs3nER0ebkwePyrjdMn09btYPedm9PURn3MmFq1mmZqtMz1Y4/WmK+USd++NFHk1V0HWTowdifOu1HtYMeolFnBSKGj98c5apmQr9PW7aYk6iQVvF8/FmqUUkUjX+5AdTFPINHA6BzriL3dvDK1Iplmmh6xaP60vFYyqabrKQbPA0qA6RvTvs1NFi7nTjugDbNwX44JMkUzOVZxpPAEUW6Om0O2Hnk3a+VhQF4jHnM1lDi2hoJoZhIVp2HWfP9tBTvfLluDdWolgxCIft6EGS7AY291MYPk9DoagzO28zZro7V6apJqerOBwCPc3iuq6baJqFZQk/tShpmhaaZrJhnR9ZEkhnNQSWjPEid76r3Y3LJTI+UX7WpgCYW6gyn6zR3eFCdcitfWRzDeqaSSbboFzWP7P50e4cd3PxapaLV7Ot4+jqcBNvc/Lh6WQr/45l2Sn85vZ6Op3EIg5UVeL+WIF7D0psGfEzPOTj0rUMV2/msZb1GawZ9PErX+2iXNE4cyHNjdt52tpcDA/52LE1RHenm1JZJ5Wp85N353jngwRDfW6O7I+hKALvnUwgCgIH9sSQZaGVwhIQsKxVls4vBCTx89MyFQV8fol80cCtQqVuh5OHdse4daeMYYDf76RYruPzKvzvfzBGPm/QHneBKHJ/vExH3MXeHSHujxX4f//+fXIFnV96tYuhfh//5g8f8miqwtEDMY4fjjE9W+XC1Qzf+dE0Ho+M36uwa1uYYlmnVNbsIlHdpKfbTTpd59e/0UOjYVKr6/zBH04SjzrZuTVEoWAwOV22W8RdPv74B3ZX7YHdEdwuibmEvTgN9XsQBfjRW7P09bh57ZXOFdxvt0tiIV2zW+fdEts2B+judLfyw0+DZUIy06BUMejtctHd6XoiT19vmCwk60TDjlaH6bVbOaZmK/z6L/ficT/7XjU0i7n5Gk5VoiPubP7OpFBsEAx+tiStIAjs2Bqmo93Fjdt5bt8r8NLR9hUUyWfB65bZsTVMvW7w4ekkxw/FnmCxPI4920JUKgaPJitsWOsnmbabh+Kxp3foPo7Rh0UKRZ2N6/z4Hqs9qKpIwKcgSiKFosZHp5NsHPEz0OOm3jA/czG6da/Ao8kKxw/H6Op0M7Iu0KImJlM1Ll7LMT1b4fjhOF97qRPrp3DL74+VuDtaJB5XW/WFRKrOR6eTbFjnxe2S2Lox8Jn1GkGAbL5OsawRj9nHkitoLCSrKLJAOORAkZtNZc0jMg17AXC7FKJhJ3OJOi5VIB53YiFgGBD0O9A0k9GHJXq63DgcS13Tum4rbB7cE6E97sTvU/D77GfovY8TXLiawaUKdHc6+drLnbhcMjfvFkhlG/aDjq3KuaVZ2xHFZvDxi8rSEQThFUEQ7gmC8EAQhP/bZ3zulwVBsARBeKp0518NfP5QS5FhesYO/XXTVozUdPiTHzxCM+yf1wx68bhF5ubqnLmYwu0W8HkkqlUdr0vgS8fbee9kgt//D+OUqwad7Sr7d0UwTYtq1VbqO7gnzE/emeN7P5nh/mieZLrO2kEPv/c3+8kXNZKpBpGQyshwAJ9X4dzFLK+fmOPm3QKFksbJs2k8LpmRYS+bR/z8vd8e5N5YmU/Op3jvVAJJEuhoc9LeZj/U64Z8rFvjI51t8PaHC0iKTQ18/ApFwypffbGDzev9nL2Y4dzF7GfmJwtFDU03WNPnRpagr9uWZVhI1bh0Ndti5/h9Cq8+376CvXLrXoEr1+20xbM81NHxIvMJW5Jg4zo/sws13nxvDkkS2LU1ROdnFGsXIUsC1Zrd1KUqEqIIlYpdPP8sKIrI5vV+Nq7zE4uoXLiaZWKqzNhneL9ut8yG9X6GB72IosCFq1kuXc899bOJVP2JPP3GdQGO7LcdgQcPV+5n3Rofh/ba6StFEQkGHLhUiRMnE/zpDyfJ5p8eJQEE/QqxqE1D3bczTF+3i+nZKsVig3c+SnB/vMiG9X76etwEA8oK6YrHYTeb1ckWG2BYqA6htY/NGwJMzdbIl3Qi4WcXuMGO3qpVC1mSWlFaKKDg9SjMzdfobXLwAQRBRMR24mo1g5n5KkcPxnhuf5Sp2Rr3H5So1w2OHYrR3u7EwuKT8xnuPihSruhkczYt9uiBCOGAYtNmHzvHtYOeZgQo0t7uptFUwUykbDnyT86niYZsPabFlJphWhg/J/nx/2yDLwiCBPxL4FVgA/BrgiBseMrnfMA/BM7/5+7zLxeff8VdfvN8HqGV2sk006nf+FI7omCQytgSsQd2t7FhrY+7YyWSqQZ9PR6u3cozt1AjHFT4ta/3Mjzo4w+/O8Wl6xkiISfFssZ7HyeYma+xbq2Pw/vb+OpLnSQSdd58f4Hrt3MEAwp9PW4M3WKg127o2bzez1yiRqGoNwu/DopFgzujJUzTsuUaDItazeBbX+1i68Yg98eKTM1UqNUMsvkG1aqBQxEJeBVk2R7b9t7HiVaK5/L1HA+nKrTHXXz7l3o4eiDW8lw0zeTTyxmmZ6tk8zaj595YkXOXsqxb6+f5I3F2bAkxNlHm9bfnuD9epLqsyGm/4EaLbviVF9v5nW/3t1gcubzGex8vkM010DSTmbkK9x+UeDhRQVUlRFHA55Hp6bIXlYeTFbtA/hhKZf0JQ9rd7uQrL7Zz5ECUhmbx3qkEl2/kWn+fmqlw+37hqYub3YDmo73NyfhkhVt3l2ogDc1uvKst219/t5vhIZvieGhPlIO7I09ss1jSefuDef74+ysNtdsl0ddtpxKGB59seisUNW7fLyAIcGS/XcBOpuuIgvCEnMaK8+904XTaeXWA8ckKn3ya4t54iVrN4MsvtLNhrd3Q9tNQb9hUx46YE49X5oNPktRqBk6nxMZ1fjwuEUkQfiYVSd1sPo9N4yuK9mImScIKyu1ixcEShGZH7AwXr2UZ7PNwZH8ERRG4fjuPJApMTlfxOGX277Kjs4vXsnx0NoWm2fpXZy9n+d4bM08skH3dHv7Wr/bR0+XivY8W+OiMPUtj384QrxyLM7tQ5/UTc6SXST4IAojSL25KZw/wwLKscQBBEP4UeA24/djn/p/A/wL847+Aff6lQfjPNPii1Oz5FBY5wxAOO7h+x2aahIIOujudJFIVtIYdHWzeEOCT8xlUp8yGdQEcqgCWxcPJEoWiSizioC2iMjpWYufWMPGYk1LZpkL+4Z+XeThRxu2WCPjsSUcW0Nfl5Madoj0YxSkSi6gMD/mQpSwLyRoPxov4vUGeOxDhD787TUfMQW+3B9O0Q+9yTcftkmk0TF493s7v/dYgsws1Gs0Xcna+StAv093pYve2EIpD4J0PFxjq8yDJIpeu59i20e7WnE/WcKoil69X8HkVdm8P0hZ1toqS2VyDfL7BQJ+HrZuCLerg4t8+OJ2kr9uN6hAZWetrKV8C6IY9VEI3LBaSdT46neLAnghd7U50vZkSitgphFrNoLHRtKWIV9w/iw8/SeLzyazp9zKXqLJ9U7DZ5GYbULHZTBRadmyTMxWyOY21Ax4mZ2wl0+gyD7W/x01/j7upq2S1IpJMtsG5S2l6Ol1omsXBvSvZN8vPfzk8bjvlcWe0SL1ucvNugVBAJtAs/C+mrh7HfKLGpWtZrt/Os3dHmIFeD9/4UhcOh/iZeXzDsDh5JkU4YMtqrOn3EA4qiEAyXadQ0Lh5r4jWMPnGl7s+M+Xlcct882vd3H1Q5K33F2iLKtTqOoIoIAiQztrNYJMzVbZvNlrNUI9DFO1u3pNnkow+LLJx2KbJDg95+fhsktmFKjsJ2Z9t8t1NU6c97mT9Gi+5ZnftzFwNj0tm3ZAPXTfJZupIil1An5ypsWdHiIFeO2Kr1gx6O1WKxcZTtZH8XoU795tihv32op3JNhh/VCYSUnC5RAxj+feEn1vj1V+Ewe8Cppb9PA3sXf4BQRB2AD2WZb0hCMIzDb4gCL8L/C5Ab2/vX8Ch/cXDsj5/rLXcwdMa9g8BH1SrNi9/ZqaCzyMjSZBMN3jv4wQNzcAfENizNcT1W0W0hsHurQE+/CSBJQh0x52sHfTSFnaykLJ5yd3ttn74yTNJHI4YN+8VMUwLj0siGnYgCgKSbCEJAsWKyWC/h1v3i/g9Mmv6PXR1uDi4J8rUTIU//O4E127n+ebXOvG4BPp7PBRLOqfOpdi43s+NO3m0hsmWkQC1mk6xpHP7fpEj+6KtcYr1hi0JcG+0hN8vIQoQjTiYna8xt1Bj03o/bpfEy8fa7fxq2IEiCcwnaly5kefmnTx93W7SuQaZnMZXXmh/gtHickp0tTtJZ+pMzVapVA12bwu18rzRsMpXXrJ1ShqaydGDMeIxmxc+n6jx9ocLqKrIsQMxujpcjDxFd0aSBDas9+NSRdLZBnMLNYaHDFKZKoZuMjzkQxQFNq5b+d3d28PouoVu2MqW7XGVG7cLBAMK25tibovnsByxiMrzh9tIZepMTVehqUGTz2ts3xJ8ag67VjMwTIutG4NsXB/AMCw+vZJBkezi/OF90Weqcg72e/F6ZW7czlMu61iWRaGkcfVWngO7Iq189HJomokkCWxa7ycQWIymGly6muXwviidcRf3x0qUyjptMXWFsa9UdPSmINrMXI11Q94WPXjdkI+5Bbtn5f1TKTranezdHqa3002xZBef5xZqDPY9Sc0sV3ROn08z1Ovl/oMSmYxGoaiRTDfo7XIRCanML9RbhlQ3mhInloTqkNixJcTd0SKz87bO1PphH6Gggq5bCCI4ZHsI+c4tQXqW1Z/ujxUZHbeVShV55b0slDRGxwvUNYhFZDatt5+Ruw+KFMsav/SlTi5ezXHtVoGeRbaSZYEl/MJ6+J8JQRBE4H8F/tZP+6xlWf8a+Ndgjzj8+R7ZF4P5BW6CLC1p4S9y8dcM+Lh+y/bqu7tVBvq8XLyWp96A3k6Vq7eLeD0Kxw61cf2OLXfQUzfweGSKpQYPJkp862vd7N4W5vSFFJMzNT45n2LdoJe9u8Ic2RfjzMU0Fy7VKFUNXnulgwN7onx8JkUoKONwyAhYjD8qk87UcSjx1vFWazq1mklH3EUmo9PT6WbfrjCmCbIs4HZJrF/rZ+xRiWpd592T2WZ+2U5jOBwiRw/GUB0S5YrGzFyFj8+m2LopSEfcRVvUyaYRq+W1zs1XyeU1Nq73c2+sxI07eTpiKpWa3U3b3uZkeND3VPqi0ykRi6iMTZSJR1W7UUtfygEbhsXkTIVoWMXntSOOXF7jk08X2LEpwKE9Ee6MFqhWn63gCTDUNDDtbU6G+r18dDrJ1GyFrg5XU0VyqcnH7bY7PB2KiEOx89N+v02bnE/WEX5KIlWSbMZPPOZkw7AfQRDIZBsspOqUz6foiDtbmjSLOHspTSrV4LVXO23PXBJ44Uicet1g/FEZ/zI2lK6bIAitnLEs2SyoTFbj9r08XU0mj65ZK5yVckXHMCwM0/bst28KsnVjgGSqjmFYOBwSXq+CJNuL31C/pzmXd6URPH85S7GsMdTn4e5okYDPPrbuThdej8yXnm9nfLLM99+csd8dw2T7liCpbIPuThc9nU+vsaQzdT4+l2RNv4df+3oPsZiTsYclbt8vEA4pDPa72bMt1DKksiRiWrTu3fCQl/5eD/WGQUO3eP9Uko3r/bTHXPzaN3pZSNb4zo+mGexz89u/NtDazlC/l1BTlvlxllYm0+DdkyncTpFXji7pLum6xYPxMtduFTi0N/pYZ62AZZm/sB7+DNCz7Ofu5u8W4QM2AR81D74d+LEgCF+zLOsXb2jtT4HwReSRl6Uw0zn7/+OPbA0dgJ+8k8TrUehok5me13kwUSbgk0hnGvz5j2f4R39/LQupOvm8xvhEhTUDHkDnx+/MosgSX32pk1S6xuhYgYam2UXARyUmpypMzFTYsjFINKJSrxl8+cX21kPU3+Pi9RO2guWte0WEpl796fMZnKrE3h32IJOeLhcety1F8Mpx+6HN5Qtcvpbl3n2ZQ/uijAz72eGU+O6Pp7l+J8/f+fV+Qt0O3C6JY4fiDPV5WzoukmRL8xZLOrphMpeoc/ZSmmSmzshaL8MDXrZsDJDK1Ll5p8DNuwWOLBt08jjiMSc7NgXp63EjCMKK9MdCss53fzLN4f0x9u2wBcfS2TqWZXc0r1vjxuEQuXwjRziktmQQnn4fTSzTwuUUbYnkPlvbfdFgLNYLNq0PrJAU0HWLSsVevPbvDJNI1VsSDheuZti5JfTM/S7eq22bgmi6wamzaarVJ9MGkZCDO/eKTM3aMhiwxJ3fuc2BYVgtBcyTZ1JIktBSLC2VdXL5Bt2dTlRVxOe1C6xfeWmlYT13KUOlYnDsYJRIyIHbbU8Iu34nj8tlC4wdP7S0zfOXs2xa7yPgX3lu69d6aTQsujpd9HS5GR0rMT5Z5qgzyo07haaMh0wkqHL7fhHFIfHq8Tg7t4YQBOuZfQsdcRcHd0d4/5MEHo/CN7/WzfCQF1kWeP3EHJpurkj3GU2GzKJNtZ8d+/kxTZNK1UBtDiVZ1PsplnRyeW2FIfZ65Cc6rxcRj6mUShoOxR52soiRtT5ePzHH7ELtiQhKEPkipcKfCX8RLJ0LwFpBEAYEQXAAvwr8ePGPlmXlLcuKWpbVb1lWP3AO+Ctp7L8oLGBkqMlzbmaEylULp9OWTM7mGkzOVpFlEY8balUT0xBwOkQMy+TUuSQzMzUMw2Kw34NDEcjlGxSLOrfuFbj3oIiiyPx3v7cWQZA4dynD1VtZRtb52bklSEdM5ZNzab7/1iyj47Z2B9gc/+0bg+zZEeTkmSQ/eXfO1oTXTfbtDDI7X2N6tkpPl5t0tkEyXadWM9B1k2rdtIu6LonOuP1i6rpJvM2JJApUa0uFVNUhsnbIR7lqH69hWDQ0kw9PJzh1NsWOzfYAlYBf4ebdIg6HiKKIZPMahZLGgV1hOuJOyhX9iQLoxasZrt3Ks36tD7dLRtctpmYqrX1LEkQjKm1NDnsyXW8aIn+Lyhn0K/R02AXIbO7peViAsxcyvH8qiWVBJGhPV1rejORxS6xb6yfetpJJYs9CtRlBiVSdDz9JspCsY5gWqUz9qUVisKMTy7I18D/4JMHoeJkXj8bZvOHJtNO6NX4OH4gRiz65cOi6yQenEpy/bDf2tEXVFXLNDx6WOHMhTSpTJxRQntlwtnGdj22b7Oaxw/uixCLOZp3B4Nqt3AotfF23KJY0Ll3P8fb7860mKLANc1+PrcPj9ymMrPPbEaEqce9BkR+9NYfqkPitb/Xy6vPt9HS4uDNa5CfvzHDm08xTjw3sfPqxw224XZKdRmmYdofzgJfBPjepdIPZhaWGLku3EIWn62Nl8xpup7iiXpIr2O9G/BmpsachndMolnQG+twrHBG7i96gv/cp1GTL1vj5hUzpWJalC4LwD4B3AAn495Zl3RIE4f8BXLQs68efvYW/WpC+oE61368CtdbPlgndXSqJZL054NwkHrXo7/HaYlqihdMlMzVTol4zCUdkRCT8PolqzSAaUVFVmXyxwY/emmXr5gC5nI4iC6wddFMsGSSSdbZuDFEoa1iWQKWq8eZ78wz2e9i03senV7KEwwoDvV4C/iJY9kAIt0uiUDTYsCwnffFajlrVQJKgLebE45bYsC7A0YMx5uarTM5UWL/Gy9ZNAdrbnIxNlBibKDPQ62X9Gi+CIDA1W2NypsJAr4exhyUymQb7dofRDYtYxEE05ODS9TyOZgPK+jU+BnrttvX5RI1T51Js2Rggn9fYsM6P1yNjWjQ7PG08eFjiwcMSrxxvx+eVEQQ4vDdCf7MdPxS0Jw4t57CHgg727LDHRp44uUDAr9DT5X5CR76ny9mUWqbZU2CLvS0ubh63zOb1T9eeX/RK26IqB/ZEkCWBcFAhEnRwf6zYolwuolozeP9UgqF+b7ObU8blkp5Z+FQd4lP3nc03+PhMEqe6NJlr84YlvZ9kuk445ODwvigXrtiDul86Gn9iO8BTtYWmZqvIkkR/j5dCUW8ZyGBAYeO6ACfPJBAEmF2osXbg6bLYy7t4t20McvJsivvjJUJ+hW2bgliWxbsnExgG1DWTdKaO36c81dOXm+mwVLaB1jBQm86Dzyc32VxLnxVbBemVEtO5vIYkii2OPNg1i+nZKg6HiMf92X0ay5HNNbCwcKnSir4G07QQEFqKr4vRF9j9AZjWLy4P37KsNy3LGrYsa8iyrH/W/N0/eZqxtyzr6F9l7974glfs+u2VLe2GBcm0hssl41BsNk65bDGXqCKIFqGAo/lwSKSydQ7tbqMz7iRf0FlINji81275liQRC8v2oqoaawZ99HfbL180olIoaySSdWbmq/T1eDm0N0Ik5OCN9xZ4+KhMo2ExOl5i+6YQr75gy+Nu22iPmfvoTJLvvznL3EKV4UEPu7cH6ev22LlKh8T0XJV3P1ygvU3lyN4IHrfd5DXU7yEccFAq6YyOF7l1v8gbJ+bo7nDy4pG2pmyDmwN7IqwZ8PFoqsKP3prjJyfm2bk1yNoBL8WSbgttNQuaPq/MYK8HSRSYmK5QKtse40CP2+ZE5+282bo1Po7sj+L12N+7divP9dt53vkwwe37BRyKyJoB71NlAnxemS0bghiGxdRsteX5FZqTlKIRlQ3DfnTDYv/OMPt22s1BZy+k+fCT5FOnPT0ORREpV+2xfoWizu4dYQ7uiT5RiJUkAa9HxuWUmJgs2w1uTylU/jQ0NJP7D0uEQ8pTB6FcuJLhxu08HXEXh/dF2bjOz9xC7WfWcVm3xscrx+PcuJ3j/VPzK/4Wj6ns2hqm3jD54JMFdMN6ZvS0iG2bg/yNr3czOVPmB2/NkkjaTtKxgzGOHrT7BX7y7hzX7xSe+n1ZFjm4J4okCFy9tfTODQ/6sQS4divb+p0oLk6WWjqmO/cL/Ns/esT6tV727AhjWXZ66vV357h8Pcu+nRF2bQuu2GehqPHJ+VRzVvESNM3k5u2c7WwIIt97fabVQ9Ied7J5xE8s7ODClQx/9L0pqjX7mbYs86c2qX1RrEorfF6YX6xoKz7mmbmcdu6wXNVxu2zKZLliT+BpjzoplQw8XpmAV0FE5PZo3pYE2BmhUjE4eTbFYK+HF460oekWiVSDwT4vTqdId6eb9cM+LlzLcOKjBIIg8Gvf6CYSdlAo6pz+NI1pWBzYE8HhsMXENN3kOz+a4cLVLJs3BOhqd6E4RLriTh5NlXnjxDy37xfZsjFAPKrS2+nk0F67s/DKzTx/9P0p7o4WWkZvz44wX/9SF88fbqNa1blwNctP3plDbw7NCAaUJg3UVto8sj9KZ9yJKMBb78/zH7/ziNSyVIfHLbNzW4ihfg9ffrGD9jYn1arO9dt5Pjqd5GZzQXW7JOKxpYESe3fagyecTrHVYQm253t/rEg23+CNE3PMJ+yU2vq1tk7Q0QPR1jYqFYPZ+RqVJof73MUMF67mWoPY1w56GRn2fWYHKMCN2znOX07T2+lkx5YgXo9MKOB4qoxDpWJQKGiIIpQrBvmizk9bTzTNpmLm8kuGJ+BV2L4pRCz6pHf+aLqCyyWxt7lwhYIOZheqfHI+taLXYTmyuQaF0tL2XU77ekuyiGGsPH+/T2HThgDtcSdtUSe5fIM3TswzOVN5fLMtGIZFLKKyeX2AaFjh3ZMJpmarOBSR4SE/qkOk0bDo6VyZVjl3Mc0P3pyhXjcYWeujr8fNw8mlXgaHIjDc7yGZ0lrpJV03bN9eENA0k4eTZW7dKzAzX2HXllBrClWtbnD1VpZMc75wd8fKNEy5onPtVo67j4n4CaKAicDG4QCGaXL3fqHFt+/ucLFzW4h8QWN8oszkdLnF4BMQEH9OKZ1Vg/858UXugW5AuWLfTEczGiyVoVY3KZbA4xaJRhSKZRPVKfHKCx2Uqzp375coVTT+xi91MTZe5v1TSbriLn7vN/vR6gbfe2OG67fyfP3VLjriKm+cmOfBeJlCUefAzigdbSqKQ2DriJfxiQqvn5jH7ZbYvytMrWFyd7SEYVi0RZ1UagZyc2rPxHSZi9ez7N0RYv1aL/fHSq2Tn12o8p++O8lcosbOLSGOHYyxbsiL3yuTK2h8//UZ3nxvvnmuNtVu19YQr71iMy9++NbMinwu2DnubZuCtsaIQ+LGnQKT01VcricfT0GwU05zCzV+9PYcE9MV9mwLsmVjkErVaMkO6LrNcvB7FWIRlYEeeybu4oI0MVXhxp0C1aqxwlCbpsWp8ymuLfMO29ucfPmF9hatsafT1oKvVA1bP92rtPj4z34GLE6dt/VWFj//Wbx0RbHz25ZpEgjIvHik7TN1ekzT4srNHJ9eTjOfWEodOp0SLxxpa8kaLyKbazA9U6FcNvAtU/gcWevn8L7oU3V67o4W+Y9/PsGFK9kn/vbK8fiKVJBuWExMl0mmauiaxfCgF5dTItiUUF5ELq/xcLLcui+ffJri43MpCiWDvm4Pawa8eD1SyzM+sCfCN7/W1aq/LJ77Yi3r1PkUpbLO11/t4uVj9rCTB49K/Ls/nsDllnjhubZWWkVqzloWEMjkGpy9mGao38uXX+hAVkTeP2XPOfZ5ZFyqLc/88NGSIFpr/xYkUw3uj5VWREaSCFs2+HE6RbaMBJAVkbc/WLDTOYLA5HSZR1NVHKrtaPgXJZ9Fe9DSqlrmLwJ+xgHay7Fc3CvkX/qh2nwvf+0bvXia1LWwX+Gl52zj0tBsfvULh2IkUg0kBXZvD7F9S5hsSaNY1DiwO4wgWNwdLVAsNfg//a0hvvZKB7GoPRhleqbKD96ZZdfWEL/69W52bg1RqZt8cj7Fw6kih/dFeeV4Owd2RfmdX+9n7YC3NZDhzffm+aPvT+P3yfzGN3s5si9qj0ScKnPyTKrlrfR2e/iNX+ll97YQ6VyD6bkqs/MVTpxcoFI1EASBrRtDfPXFDqo1gz/63iQXrmSe+kDLkkB7XCUacSAuu3CJVI33Ty20hK/cLonebjfPH47zyvEOggGF2/fyvHcyQTJd5633F7j7YOnlTGbqzMxVW4JeI8P+1tzaV59vp73N1dLH97hkKlWDi1ezLakE5zKu/ECflw3Dfmp1g0SqzqdXM3x89rNTOgL2y793Z+SJSODegyLXb+VXXA/VIbJrW4hC2eTsxQylzxj8DrSahYb6vU8vBC6DZdmLWqmi89KxONWq0fKEK1Wduw+KTx00Xy7rtEXVFpd8ORZ5/4tdtblcg9OfZiiWdJ4/EmftoA+PW2b7piDZvNZKyY0+LHL5eq61/03r/WwZ8aM1bHKAwyEwM1/jzffnyRc0QgHHE+qooijwzde6OX44xtvvz3P9bh6fV6atSdM9+2mK9piK3ycz1O9ZaiZrNnUJ2P0axw+1sX6Nj1JF592P5nnwyHaIVFXitS914XJKvHcqsaIrFiDkV/jKSx28cjy+wisXBAHThNdPzHL5Ro6Xj8XYtN6ekzs7X+XWvRKiBNs3hdi5bUmZFEv4uRnmVYP/OWF9gZSOusxZWkg/mcMcHvRQLtsviiTbipiRcFObXABJFrEs05Z2FQREScDvlpFki6s3spw8bTdjKYpd/FqczenzKjgcAtmcxqUbWWRJYOxRie0b/LRFHMwt2JOeSmWdG3fy5Jtt4ZvWB/jmVzqZm6vhcookknXe/XABUYCBXjdffrGD2fkqH3ySRDcsZudtlUNJEvmNX+nl29/oYWKqykenU4w15WQNwy5qHtoTIRxycOZihvtjSyFwvWEXxXTd5Ftf7ebv/PrAioakyRl7e7ea8r4Bv8KeHWEqVb3l/blcMpWqLb8cDil4l4mnbd8c4ujBmC2Ra9o9AI/rniwk67x7coGuThfRkIOZuWrL4I89KnHr3sq8cSyi8uUXO1Z0zy7H5HSF8ebUJkkSOLQ39tQ8ejJdZy5ZW8HFvnm3wImPEnS2qRw9ECP4jIEfi3A5JZ4/EmPTiJ93P1pgbML2mjPZRmuRW4Q9aCbCrq0hzGYX8WK+u1o1KRRsZsnjC9j2LUG++bWeVsE7m7PTYXdG8yRTdWr1pQgqHHJw7GCMvh5by9+h2E1rP3xrlvc/TjA5UyGVqbOxydBZjCi6O2xRvb07bWbWn/1gitnZMvGY2tKLfxr8XsWW5yhoOJd9LhpWObAnysvH2rh2q8D5S0ssn8XrbWG/c+1tTtxuic0jAXTdZH6hhtasOfR0uDi4J8LUbJXX35tbsW+3W2bXsuHoy9HV4cLrUbhyI8fwoJ89OyIIgoDRvDfFomZ3XC+TuraaQw5XUzq/ABB+WtfM07DsK04HuB9jdRm6RbhpfBYHN7Q1VQcFE7xeB5Io2B1/WHjdMls3B6nX4fqdAjMLVQQTBntdK+ZzPpyo0GhANKjgVEV++OY0/+FPJggFHfyTf7SRr77cQTym8qO3Zvj3f/KIB81w9dzFNBeu5fmtX+3jH//9YTwehXzRFgaTZRFJAr9PxuuyR0fcuFPg6s08n3ya4vyVDF6PzLbNQX71610MNdkx1ZrB6MMSoiTy1Rc7WL/Wz7nLGSam7Xzu/EKVj84kSWUauN0yumHx7skFMk0K6dYNAX71Gz0rmEOVqt3dOzVjU+062pxsWOcnEHBwYHeESFglX9B4/cQcqXSNhWSNEycTLVrqIiZnKiTTdrfyxvUBIiEHG9b5eflYvGWIZuZqTExXVhjBQlEjmaqxfZMtTva4535/vMTd+8UVxd833ptjYmplDnvfrgjHD678fle7kzWDHgIBu6FHEARGx4ucPJNaIdDW0MxWTt3vVXC7ZIJ+B26nSCJV592PFpieezJn3hZViYZVLCw2b/A3eztsPfmDeyKcuZBh7LH0Ra1uSxTbndC5Vtrs6o0CE9MVvvpSR8v7FkWBjvjK6VuqQ2R4yMtLR+OkM3V+/z+MkU43nqhhWJbF1Zs5EukaikMkmdXYvin4TDmFRQz02bOBH01VmJ6tUChpqA6Rvh4Pt+/ZtOHlMicCZlNPxyRfsJVCZ+ar9HW72bIhhFMVeThZ5t6DAidOJRlZa0+FW9S0L5Z0Rh+WyOUbvPvRPHNNyqeum6SzDSzLIhpW2bMtjOIQOHFygXxBI5Wpo8gCPp89j+H+WJHUsqhBFOz3/OeR0lmVR/6cEL5A9Xz5EqE67dxhpbb00lZqBh0xN1Ck0gxtF7nQkgObK4ztiSwahXrdruRruolXlahrdov/cu2ThXSNclWjuzPKc/vbuHI9x+RMkXRWo6/HTV8zr5vONajV9JZK5ORslcvXsxw/GCMcUvn2N3qa3av2th88LFMo6ZRrBtWawb6dYa7dynHydIJo2MnR/TFcTonNG4KtY/H7FF46GsflkngwXmRqukQmp7UWqFjUyZpmjwHAp5czXLiSZbDXHoauKCIbH/OO/V6FF5qsH8uyCAYUdmwJcf12Doci8OBhhe2bAy3qm0MWWDvoWeEta5ot7hYOOjiyP7qC2rg8jbN/V3hFV2Y23+Dy9SzZnMaXXuh4Kutnx5Ygl69lWUjWaW9zIosC/mbUtRyyJNgTcZbB45YplsoUClqrKavRMKnW9RVP4I1beVsa+1CMSMiByym1mtTqdYOtGwPEnhGB5AsaH3ySZPOID4dDbFEDvR6Z7i4nomjn7dcMepElgTujRcYflejrdjOzUGN4yMtXXuokm28gPMMjzWQbzMxXWTfk5dylNG6XrT+k6SadcRder4xlWUxOV4iGHXg8CoZpOzKJZJ1ferWTm3eLTEzZMt3PQibX4NS5DIN9Hjaus1VZB/u97NwSpFLRmZqrsn1zkEpNJ5NtEA45ME2hqVpjSyYkMnXGHhVxu2SOH24jElK4caeAaVlMTFXZvzPEf/e7a1tdy9OzFa7dzrN3R4jL1/MUChq//NVuHk5VuHQtS1+Pm7aIg+OH2+jqcDEzVyWdq3PmfBqvR+aV43F6Ol1cvm5PBNu3M8zenRFb3+fn1Hm16uF/TnyRVXf5NwRhpbYOQEMzaDQ7shadPGvxHyatsWvisu+qqoCp21IHmm4hSaBpKzccCzlwKAKJtO1tGIZFTTOeGN23pt+Dplvcum+H9Z1tKoZhMT5pe3iiuNS9WizrXLmRxaWKPH+kDa9HptEwePO9eUIBB7/0pY5nslV8Xlty4PtvzDI2UeHV59vp6rAXmWpN550PF/joTBKwvd6/+a3ezyyGGobVUkK8fjvPux8tUCprTM/W0HTo6bQ7hPt73IRDKjfuFVlI1lfwtxVF5LkDUXZuDbZ+pzXVKperYyqKuMJb/fSybeyP7I/iUAQ+Ppvi3thKloYsCVSqBuUm48Xtljl68En9+3JFX9EsBrY3vZCoUywv5dI3rg/w0nNx5hdqLa+9t9uFLAt8fC71hJqnqkqMDPtbUYrWHL6yCKcq0tnuxDAs3vlggclmtLU4yLxcMfn0SoZSM4JYO+AhFHTg9cq8fDTeSh2GAo5nCrrNLtS4fa/Ax+dSGLrVklFYv8bP73y7n1DQwdRMhX/9h+P86O1ZUpk6omArgh7ZF2bdGj8vPNdGX89nU1LfeHeWG03xt5G1PvbvCjOyxn52pmYq3Bst4vMobF4fwNPsihWF5hhBy07Pff3lDlwumXOXM8wv1Jp1njbiMZXp2Qr3x0pEms4HwNCAlxeOtNHb5Sbglzh3JcvsfI2ONicja7288+ECb743j+oQ2bYpyJdf7KCnw01/v4dTn6bJZjWG+n0c2RdhcrbKqfMpoCmaxs9HLXPV4H9OfJEga3mzh2XaoeRyqEpz4gFLLSDlgh3iLRp0CwtHs81b102yWQ3Tsgj4HCwkaqiKrWOyiGJJ452TCRSHSGe7yoOHReqaRdCvcP/BSsneR1MVnKpIMtMgkaqRTNcJBVX6e5aMrWFYnL2Y5tFEEVEUiUWcrRz4ndEiuUKDzRsCtMWernOiGxa37xX48HQCj0diZK2PzSMBUuk6Dx6WKBQ0NN3E47JfxkjIwWC/9zMf+gcPS3z3J9Pcf1jE6ZTweW1lyFeOx1k35MXhEEmk61y/nadQ1Ni/K8zBPU/KCocCjpbxAttb/OhMkotXs08txKYydr5659YQbVEnpmWnlxr1lffV71P40gvtT/Dnr97KcfVmrvXz+GSF0xfSFIpLxj0ccvClF+KEAsoKVpMoCty4k+f2XXtxiUWdtnJjj/uJRqRCUWulCnTD4sTHCS5eW2LYqKrE3h1h+ro99HW7CT02+MXlFDFMC61JpfV6ZLs7ON1YEdHUGyYz81Vu3y/wwalEa5YrwPo1Xp47EKVSNehsd60w3IuOwfhkmWDQQb1hcvVmjum5KhevZuhodzMzVyUUcPzUdE4626Cz3cn+XRE+vZrl+p0Cmm7LSXR3uQmFFK41xfgWF24Lm5ZpNd/Has1E0w38XoVkpo4gCPi9MtWKgcMhrjgvsFloQb/C/fESliDgdso2jbasMzNXoz2qIorC0oQtbEaPqojU62Zrzq6i2FIOi1G9KAoIwmpK5xcE/3ksHVGwZ9ouR61hoi8+TM2XoKYtfbdW1zFNe7SeKArki1rrpdMNk3LVQJKFFW31n3yaYmauStCnsH1TkGu38nR3OTF0kwtXsqiqhMtpKwRGQiqRsMqdeyWG+sqIosj+nUHcLqkV5ucKDd56fx6XU2T75iB7t4e4P16iq93JxLQtTrZ5ZKmDU9NNEqk6AZ+C1yPzYLzEh6eTxCIqv/LVbvxehZm5KmcupnkwXuLgngh/4+s9K4aZPA35okalYhCPqcSiDh48LLGQqvOP//4w65p68bIkcXe0zImTC/zSq528dDROMKD8zB5TNKzS2aZy43aOTSP+J4q7jYYdcAvA6U9TbNsU5KWj8adGNk+TFy4U7YKoYVjcvJvH71M4eiBGwL/ydXQ4RE6cTCBLAs8djLWM3nMHYivowR1x11OnZl26liNf1PjKSx1omkk4+HTOf6msMzVbxe+TWUjag9xlWaS9zcWubeFWCkMUBY4fjD1BTZ6ZrXD2UoaeLhfzyRr1utGikC5u54UjCpeuZXn/VIlYRCUUVBlp6g0FAw6e2x9jzYC9X1EQGB7yYpk28+f+WIF9uyLEIra8hqZZKyIKw7CIRZ3UNVsnKR5RKRR03vpgnt3bwgz1e3j5WAcXLqeZmC6zcX1zapZlU3QWOTEzcxVu3C6yY3OAXVtt3aXxyTKnPk2zc2uA9Wv9KzpiS2Wd908lSCRrdLc72bzOzvG/+d4898aK/OY3+5BEu96laSazCzWu3cqRL2js2xFi984QM/MV3vkg0Uopgr0ofBFyyM+CVYP/OfFF9PD1ZZG22yOTK9grviTZWvk+l0ymYBcSA00hJaWZ3NZ1W/lQFkU0w+YcS6Jd8MkXZbI5nf5uNzfuFDl/IcO2jbbW92CPl51bAly4kuPdk0kO742yudPFc3tjnDyb5F/82zHWDnrYsSXE3p0RYlEVr0di7YCPdK7OzTt5zl+ym7C+/qVOIiGVX/tGN5ev2YNYkpk69x+U2LMzwoHd4aZOfbPwXNZ56/15kuk6e3fa2vNul8jBvWHa21zcultgx+Yg12/nMTSTbZvsQunG9UsLxtOQStf5sx9OoygC33qth1DAwZF9ESRJXLGojj0scn+sSDymEvArT9D4fhoW+fFTczWqVYPQY4fV2e7i5WMObt7NMztfY90aY0WE8NOwd3uI+aQ98WhiqkJXp5udW1ZGAbpuF8i3bAhw616BEycXePlYO6pDfKZQ1+PYtilApWagaSafnE9jWVarO3g5XC4Jt1vk5t0Cum42DbI95P1xuYanyhnItuhef6+byekqmWyjxe23LItbdwqMTZbYMGxP+Xo0XVmxnW3N0X6Ln798I89Css765jSuS9dzJNMNUukGE9MVGg2TL73YsVTnkgQO7Ynw6RV7klqhqDE5XSbe5mwtcPGog0LZ4NqtPEMDPtwuqdVpu7iAFcs6He1Otm4K4nJJvP3hAn6fLWkcizj56JMEHe32uE1bJ99Ovezdac+gePvDBXwemS0b/GxY52upes4nqpw6nyaRqNPf5+bArjB+v4NPztnd1k6nxGsvdzLSJCQIwhfLJPwsWE3pPAt/+qcwMgIeDwwNwalTAJhfgIevLaM016pLRbdFxkCpblJshvOKQ+TN9+dauVvTNDh3KQOY6LpJrqDhccv2sA5doyOusm1zGNM0OX8lTSJlk/vXrfXxq1/vxeuWuHk3h6wIrBvyEQ6paJqFiU2DnF2wB4sf3htl9zZ7SPjurSGOH4ri90m8+d4c/+oPxtF1k5G1AV46Fqe7057l6vXKtMccFEsG7c35oYsUyVjUwcE9EQZ6XJy+kGZqtsqmdQF7+tWjMrlig1JZJx538erzHU819pZl2emLe3mbSqlKrFvj5dC+KH6fTL6gky3Y21j03nXd5L1TtnTx117uJBb92YSuUuk673w4z+S0TWfs6/WwfVOgpT/zONLZBjfvFtm2KfBMWuYz95VtcOKjBWbmq7zwXJytj4mhTc3YTXLZfIPebjdbNgQY6PWs6BT+WRAKOkimarzz4QLxmOPJ5qt8g0vXskiiQFvEvk6H98WemY9/GhKpGifPpkim6oRDto7/oioqwL0HJc5cTGNZ2B3ga/28eCTOzi2hp25varbK+Yspm50lCAz0evjKC+2Egwofnk6SydbZvCHwhMBbX4+Hb36tm3BI5dS5NJWawfFDba1zuX6nyNR0hU0j/lY6yjRhucUf7HVTKmmMjpcQBXv+sEsV6e50MTVTIRZ1UKkYrTRZMGCPX1QUiXBQASwePCojSQKz83akA7aQnCwJCCItavUHpxLkixob1vk4vDfM7dEi5y42KaOm9YXIIT8LVj38p+HECfgf/gf4sz+DPXtgbol3Ky5bI+20u4jdF7f4e3O55hIAbqdIuSlpW6rYtEZRMFmUFfnRW7M006TMzml8//VZLCwiIQl/QOG9k0l8ARVVhh+9PUtbVMUE4lEPhilQr+v0dXuoNUxOnUtxcE+Ua7dy5Aoa3V1uGnWT2/cL9Pd4qFYN3C6ZQ7ujXLia5c79ElgCF69lWTPgRRAFfvjmDMcOtvHf/O01/NmPpjFMi0JJJxx04PfKxKMqHpfE9GyNS9dzZLINJMlmoLx7coHebjdHD7S1zv/QnggOVWQ+Wcc0Lbo6nNy4VWDNgD10xTQtxh6VCAUdK4ynpltcuJIhkWoQizqJRVReeG6pm9Pvk9m7I0yprFMoafi9dtpmqM/D+ESZ+US9FXX8NOiG2dIcevlYOyNr/axf43tmGijgk5FEO5rJ5mwq6WcN/F6OeFTF6ZQYf1hmpMk8KZV1HA4RhyLidIqEgkorLdLV4WJmvsrZi5mn1iCehUrF7q/wemwdncfTS5msxqMpW8xuw7CPas3AMM3PVSxMpBp2/cQjc+N2jn07l44vX9C4eC1LOOjghSNxdN1iPlEjHlOfuY9gQKGr09WKFLo6XDidEnHVyVC/hwtXsuzZ8WxjKIoCmmkS8jtWyA6LgkVdM2k0ll5O07JTc6ZpYFkW98fLpNINLOxI5tDeCOcvZ0gka7jdErfvlfjNb/UQCiw9o/fHilRrBmsH7ZrRxHSZnk4X9YbZksLo7nTT2e7iT74/xdijEm1RFY9HZtf2MKPjJSamK8zMVdky0lz4rcV1aLVo+18G//P/DP/kn8C+fXYSvavL/g/byC9R8cXH/v/4v22Ylq2rIYjgdNo/rx1043CAZQl0tjvZusGPKNpyqsGgQjrbIBBwcHhvm63JoRusXeNjYrrK6+/Ooenwza92MdjnJpFq0NXlIuRXmEvWOXspg2XZOWBJElBdEm6XzMmzKRwOEa9XprvZSPJgvMiFqxnS2QbZXIPONtXW0ZEFrt8u0t7morfDzRsn5jn9aYpKzSBX0Ojv8bB1o5/xR2U2bwgwMuxHlgU647ZmyvhEiVrd/mw85qRaMfj4bJLNI37WDnoZmygT8Cm0RW0Fyht3CkxM2iyRRZ65QxH56ksdfOWldgJ+BV03uXA1w+y8LWyWzWv4vDJ37ttSDGCH9wf2RImEVE5fSK2QGXgcy4W82ttc/PJXu9i7I0I46ODG7TzvfZxofaZSNVZo1KiqxOCAF0UReP9UgrujTxfzWg5NM6k37FTN8UMxdjZFuGo1g/c+TnDtVg6AWMTJc/tjeJr9CJdv5EhnG5jW5yzkCQKiKNpSxI8Ze00zicdUXjkeJxxyYJh2P8WP351foZXzWVhcvL/0fDvVusHpT9MrZrp6PDKdHU62bLSVTe8+KHDq3LN1esCm2gYDDgolrUWnbR2zbpDJNah+xlxbAWiPOZmer7SuJ9jdsKoskEgt8d0lSbIbG0V7LvLVW3lCAYX9O8OkMnUeTZd5OFlmx9YwgiBQKDYQEVopv3JFJ1/UCPgUbtzOYZn28c/M19i0zrei0KxpJooiYhgWDyfLbFzvw+2UaDQM6poJlkC8SYsWRJ4p2/yfi1WD/zgMAy5ehGQS1qyB7m74B//AnkfI4k0QEcRnXzpBFFf8Z6/0Nt/X67UflmBIRkREEOwZnM/tb0MQRSxLpL9TbSoLWvzOr/YRjTrI5nU62pz8+je6mE/WSKZqHNgT4asvdrBnexitbvJgokI0rHBgV5hXjrezd1uIR5MV7o+X2bIhwO5ttixwb5ebznY3+3ZGcbkkbt0t8uBhmbGJCrIssnVjgOEhL3dGCywk6mwc8dPd4WLsUZlcrsGXnm9nZNjHlo12YXd2vsbNO3kKJZ3tm0NUKibTszWu3szz4ekktbqB36fQFXfi98q0tTlZN+RFbYqPuV0Szx9uY9OGALm8xh/82QSnP7UparGok03rAzgUkYZmMbdQI51tMDVb5cdvz5HLNzh+uI21y4Zzu10SLx5rY+O6wBO59Wze1vV/8LDIm4/ptLtdMuuGvAjY3c2qQ2qF+5evZ/noTLLF1JBlkQO7IoysDbB1Y4C+5nCLyrKB6o/jzIUMH55KYJoWne0ufF6FsUclRNGetrR8bN4iNM1keqZCR5uTw3uXCbpVjRXick/DYlrCMmF8osT4xFIj1ZWbOT74JNFaCOxJU3F2bw22ROEWkc42Vhhy07TZL9NzVU58tECprLNvZ4itGwOYpl3InpmzRzOWSjrzCfu7I2v9HNobwfWUnoU7o0Vu37cXTacq2mytZa/Y6FiJqzcL9HS4GOx9kqJpWRaJVJ1yxcChCIjYw1kamolhmJSqBrIqt8T7YHG8oe1Nu90yB3dH2L4liKZZ/NkPp7lxu8CmkQCdcScup0R3t5uPz6eYT1SbxymxdUOQcMjB3QdF1q/189qrnYSDjlYPR6Vq8O6HC1y8liWbr7N5JEA85uL+gzKXb+R49fl2ZFHA4xGXppIt6j38HLCa0nkcCwugafDd79p5e0WB116Df/pP4Z/9M77QnVj2/tvegUWpaCLLQAMKxQZ+bxBRtPOKsiKCQGuwdVtEwTDAoUjE21w0dBOnQ0QURdxukecOxPje61NousnIGn+r9f29U0nmU3VePtrG1g2BlrHYujHA6yfmOHU+jccjkc02+O1f7aO3y81cosp3fjzDsYNRjuyP4VIlerpcdHe4+F//f1m+/+Ycf/c3+vH77O7dDesDWJbF9dsFTl/M8NUX23n+cKzFJopFVVSHSDpT48MzaQplgxeOtPHcgdgKY7yYKzd0m3V0636Bas1k3ZAHQbDzqMvn3546l6TWMOwpVUEH1ZotnBYNO5p0OuWpBcrL13OUSjojwz7KlSd7Eq7czDG3UOPlY+1sGPbR0ExMAdYNeenuMJ4QMJMkoTVuMJNr8Ob78+zeGmTdmiebhLo6nCuofTNzVS7fyBEMOJ4quQC2ZMILz7Vh6CuP8869Ag+nyrz6fDset0wyVWNuoc6GdUvNd06nxIvPteFw2EJglgWDffbC2N3hwu2UWnWBhWQN3YS9O1amjEzT4vSnKZwOkcP7YzhVkY/PppAVga0bggwP+fD7FPs4Yy7KFZ10tkEsrCJ3uDh6MNaiH5qmxaeXM6xf62fdmqWJYJPTFa7cyBCL2CMdezrd3PAUyGTqtDefZa9X5sjeKNu3hJ5YxB9NV5ieqTAxXWF4jZf2NjebR4J4PRJ/8oNJtm4MUqkYHNwV5qVjS2MGDcOEZb0tfd1uHk5WaGgmkbCDVKZhyz40HYGbb+QpV3QO7Y227v26Nb4W4+rqzSzzCRfP7Y8uHaNlj4RsizoRhDwPJsr87W8PMDNXIZNrUC7rVKo62ZzWchRM0478V1M6/yXgahac/tv/Fjo6IBqF//6/hzffbH7g89+E5cGAZSzjNDcjU49TBgyMprOpqgKCtdTVa+hNNkGz6GOZID7mJDV0AAvPMv2YUkXDtOxZoY8/PEN9XsoVg0ymjq6bdMSdBAMOutrd1BsmF65lGOhx09Plap6DyIG9EXTD4t/+8QSlik6jYbJ1Q4BtG4Ps3xliZrbCD9+apVzRURSRaNgWcBMEgbaYyoHdYfp7PLz1/jz/6g8eUqos6eAswu2W+d3fHODQniiabnH+cpbvvTHT0gpXHSKiKLBhnZ9Xjtk8dYBrN3P82z96xKOpZ0vvAuzcEuLgnojNfTYsrt3O25OMmoa4o81JX7cbRRaoN0ze/XCBKzfzxKLO1hCVZ2E+UWN+oYrwjMazNQNewkGF10/Mkc016O/18PzhtmbB79nIZBu889HCinTEmkEvu7eHWwXI+USde2NFKlWdO6NFkula63rKssiR/TGeOxBrfb+z3cWmkUCLYjg6XuLWnbxNH5yvculqFl03EUWB/bsi+HwKb3+4QLli4PPKeN0yPq/M2kEv9WX9Bx63PZN27ZC9sPi9Siu1cflGlntjJQTBIptvtPjp4xNlPC6FI/uijD0scepciraouqL429nu4siBGD7vkz7q3Lwd9YUCMpev5YjHVEaG/aSyGnPzdeo1g8P7I/j9yoqoSBRscq3YfKcLxQZzCxUs4NDeCE6HyOSU3RBXq5mUyga+pqT1cmTzdtpSFARu3M6tSFm53TIvHGlDcQikMxoup4xDEejr9iCJIu9/kkRVRSJhB5K82ItjAeZqSue/CEIhO42z3EAu+7f4BVg69WUsncVh5vmi1loIZuarzCfrLSNumIBgUatbTM1WQLSHct+5V+TuWIFwQMEy7ND59r08d0YLBHwSwYCDu/eLfOfHM8zMV/A0X8rxRxXmFqqYpsWd0SIPxkv0ddtzYN1OiXzRYHSsxMVrWUQBtm8KUK2YK5qDwPYKe7qduFSJu6MF3v0oQbVmMLdQJV/UefFIG6WywYmPk08Ycq1hcuxgjJG1XgTJNgyJZI033ptnIVlf0nIvaLicEhuG/bxyrA23R2Z6tsrM3Mr0RSziZKDXXkzsyUAQ8MutTuV7Dwq8/0niiWaZYEAhGlHp6XKzf3eYhUSNazdzvPnePNlcg+5ON1s3Bm3KnmnRsYzatxyFosbl6zkqy17u7k4XX3qhg/7HukLT2QbvfLhANt9AlkXczclVDkUkFnmygDk6Xlyhre73KfT1uHE5xVZEEvAr9HW7W9/t7nRhWhZTszXu3i8yObWy2cPltPsudMNaocVjGBbXb+XpbHfa3rgikkrbcgiNZud2LKIy2Oeht8NFJlenVNEZbvY8XLiS5eOzyRWRkiyLT5yTbliIgsCxgzEG+7ycOpfi43NJSmWd/bvCvHg0jqpKSLLI/bEiN+8Vf2YPd+eWAIoiUKubmKbdkAf2xLRdW4N88qk94F3TzBXnLohi07jaxy6KAu1xJydPJ3nzvXmOHowxNOAlma7zwekEI2u8vHKsY4Wsda1m8P3Xp7l6K8fm9QG2bAyukOQAuHg1yx99d5KeLjfHDkSYmC7zxok5m/K5zg8ItEXUFvPIEkS7R+DngNWUztPw278N/+JfwCuv2Cmd/+1/g698BbDnnwjN6WfP8uSsZmhmF3cFnA6oNQAsyhX7e7W6Tnenk/sP6/z4RIKHU1X8XoFKDRqaQGfcxdRMlX/6/7lLe1Tl4J4wmazGn/5wlvVr/QT8CpeuZ7k/VkJA4Nd+uRuPS2YuUePGlQxjk0UaNfitb/ahOkTUppH+//6bB8RjTv4vv7eW3/l2H6MPi3x8Jo2JwNRsFUmEcsV+cZY/c4lUjbfeX8ChCAT9MrIkEg07UGSBdKbB7HyNoweiGKbVnOIlUCxpSJJdOH7/VJK2mIrPI3HlRp7XXrZVJtsiKops6/ncfVBEloSW1o0gCBzYGSYccFBrGFy4kqGzw1ayVJflmas1k5n5Gts3Benr8dhpiItZCnmNQ7uXUhSWZZEraPi89tzWwT4vkZBKrW5wf7y8Qo2xUNT48EyKzSN++nvcVCo698ZLrB3w4vXY2v/jE+VWqglsb3bD8JPeumlaNBo2eysaVnnhiM00mpiqICsCXU1PtqHZHvXUTJWGbtr1BMHWxd+9LWzz0ZM1Xniu7YkirMsp0dPpJhZx0N0RxeV6+qt9/nKaYkHnxaNxJElA100eTZfpirsY7PNSruj0dLlwu0Ru3Mmzc0sQWRaJx5zEY04eTpbJF7RmMVtiZNiOFJ81Bxfg1Hlb8C2dabB+ra/ZX+Dnk3NpTp5J8qUX2jEMizv3C3TEXbxwJE6jYbbSfD9t1F8y0+DUuTQbhr385jd7MJtyJLMLNW7eK1Cv2575l55vXzn7QDdh2YjMmfkqtZqFoggolkgkpHDmQppQ0Bal27opSEd8ieZ7+36RsYcFdMN2DLZsCPDd16d588Qcv/TlTpRmZ3zALxP0Kzx/pI3rt3LcGS2wfo3dk6AoIt/7yfSKObmLnv0v5Ezb/yrxP/1PkErB8LBNq/nWt+B//B+BxcYrgZ9NNNO+YaZhT7iq1gRUJxQrkEzpbFrvRpbq1Opw/2ER3bCbtC5czfDC4Thvf7hAItWgPeZgarZOvqgT9MsM9IV4/lCM/+NPJ5hZqLFh2M/G4QCqKnLrfonJuQq9nW7WDHjYvjnAzEINl1NicqZGJq8Ti9mhZjrbYKDHg7HXHtZQqRl85/VZ8oUG+3ZEGB5cyrPOJ+qEggrDAx5u3C0wO1+joZlUqvbs22BAoVDUqNYs3C47SvnodAqf3869xppUtFBQYcNaP33dbvw+pUV9S6Yb9Pe4kB7jmgcDDvbtDPPplQyTM1Xuj5dZv8ZLLKLS0+VqDUQ5si/aMryiKLBnm22oli8M6UyDn7w3j+qQ+PLzcQJ+hYBfwW/JK2bcwtIQ7kU7VijpjI6XiUdVW1ysw0X4uOOZTVAT0xWqNYP1a3zEIipfeam9Fd2BvQjcuFvA5ZToanehGxbvf5wgGFA4tC9qD+Z47IX3eyU0zfFUQ+B0ShzYHWF6tsKnl7M8dyCGZdkyEPGYs2WQYxEVj0tuRZeqKvHic/FWLv/cpQyVikFPt4uFhC2zsajWCTDQ66Gn09VacApFnfOXM1SqBpue0TgnSwKqQ2b75mArt12umJSai4s9RtCwG78Mi327wq393biT55PzKb71tW4iz+h3cDslejvdDA/58HoUfvzOLJVmrr2v223LJhc14nEnn17J4HFJdt9H85wF0e4fuX6rwOjDEr/z7T7W9Nu6+B+eSRKPOPilL3cRDq3cfzpT4/zlLMNDPjau85NM10mlNTTD5NMrWQ7usXP9I8N++no8aJo9OnN6vsZv/kovfp+CblgUShrasghJbEYcv7Azbf+rg6LA7/8+5HIwPw///J/bhh9+phY4m4K5zJNg6UI7Fu2DCNPztdY820oVKhU7cihXTPx+xc7kmSa1us1AKJR0Bno9/NrXu7k7VuDijSwBr8zf+5v9BPwKJ88m+N4b06iKyG99q5ff+lYfV28W+OGbs9y+l2d2ocaaPg9fOh5nPlHlxMcJ3vs4yY/enmN8skw+bzd19XR6ePmoPWGpUjUYnyzzcKrC/l1hzlzK8mCijNstEIs4kJtyD3celLh6q8DxQ1F2bQsxPVdFUmCg240oChRKGg8nKrS3Odm3K8yte8Wl+Z5tTro7nSSS9Sekgxexa2uIHZsDdMSdlKs6H59PUVw2Q7TeMPnwTKqVF960PsD6ZYVBAJ9PYe2AB0mklYK4cSfPex8nn5i1WmuYyJLYMmxBv0x3h2oX2qGlKvksTExXGHtYbomVzczZ6atFtosoChw9EGX/TrsBSRKhs8NFW1TFsUyoLZNr8NYHC2RyDdYO+ti9LcTMfHVFKmk5FoXuRNEuCn/4SXJF3np40Me2TUEEQaCh2Ro4irJ0nhuGfWzdGGDzej8bhn2cPJtq1Q6qNYOzF1dSL70emWrN4M5o8Yn02SL274qweSTAxFSlxYPvbHfS3eFi9GGJdLZBMKDw/OEYswu1FRO1qjW70WmxEbFY0p8otLtdEh0dKj6vwkKyxuxcjULJIBRQaI+7UBSRXEHDsiCX0yg0nxHBtEAA07Kv2fAaL9WaTjLVQGnq5OzaGkRxSLzz4QI/eHN2RV59/64IWzYGbD0eCz75NI0sW+zaHFjRSSwIgj0N7s0ZTMPkuT1RAgGV05+muXAlw9ZNAYIBB6XmTAyLnx9LZ9Xgf05Ij9Exf5YFWJaaFE3B/jfYAkrmIsVTEhEsocXxN7FQVdEON6FVzMWyqWCiKBDwOezhDAKtHHMooFKvmSiy0CowHtpra6G88f4CE9MlRFlg744wsYjKlvV+5hI1JBEkUSCbb9BoGOzeFiQSVlvj5lyqZKdZLItqzaCzzUlvl5dcwS4QAuzbEeZQc5B5vWZw8VqWqzcKPGry43duCbFvZwhBENAaJuXKEn1R002u37bD+UN7n95YJIoCM3O1ptaLF8uEiZlleWrB9iSfdT903SSVrrNzS4ieTleLny/LTeP62BfbYyovH2ujI+5E00ze/mCBi1dzzCcbT9v8E9i7I8zxwzEsy+LmnTyVmkbAJ7cYK2Aby0UlS0EQ2LrBppF+cj7dUr60LDvaWBTgyxU0Tl/IrJgLm0zXW6MdO9tdvNhUsuxqd3L0QIxo+OnNZ3PzVd47meDjs8mWEe+Iu4iEHbz1wQINzWLrhkArxVatGUxMVyiUlhabjriLX//lPl56Lv7UEYz5osbbH8xz806eew+KZHP2fkIBB5s32NOv5ubt+xgKOgj4lBX89d3bQvy9vzWELAuksw3e/WiB0aYqaaGoce5ShnLFwONSaDRMPjqdZNumAN/8WhenL2S4djPLphE/awe8VGsG2XyjZbQtS2RZCh+HIlJvLImaCYLAl57v4Jtf62IhWefS9SyZnP39Bw+LpDINXnuli9de7USSBDKZBtNzdsfxnu0rGWIhv4JpmtweLTI44EGW7Dm6d+4X2LQugM8j83BF3WWVpfMLgccp1p9VSBcEEUFo6rwIYAdr9u8sQUASJGS5ydCXBGTFplqqsoyq2BxwWZTsYpYkAiLlJiMiFnbgkGXqDaGlzdPb5USSBYqVpeJUJKQSCqkUSgbtMSeGaTd+uF0yTlXA5ZIIh1Wu3y4wN19joMfDnu0hPjqTRGoO9e6IOzmyL8JCqtHkNVvcHy/hdomtnKjPa+cpp2er/KfvT5HLaxw7GG0pRSqy0PLMag2DtuiSAuKDh2WS6TpOp/gEBzyX13j9xDwLyRqKYi+Kfp/Mji0r86mxiMqe7SG8Hpn5ZI17Y8UVfPhkpsHJs2nmE7Z3vOghj6z1cWS/3XW8XElSFAVCAQeiaEcwXZ1ujh9emliVTNe5cSf/RGSwCNUh4nJKJNJ1Xn9vgWRa4+iB2E/VwalUDdK5Ruv+KbLApvXeFpMnFFB4bl+Evq4lBsuFq1kuNMcxfnQmyei4XbRUVYnuZemXx9Eed7Fra7DZl1DizIU05YqOIAg4VVt9dM2At3WtCgUNLAu/d+U9crukFRIUlao9J6HeMHn/4wQT0xVCQaUlh/1ousLYwxIuVcQhL6lQ2pO4wmzeYKeGHk6WmU/UKBQ0Tp5JUSg0WDPgwe+TeefDee6PlZiZq6IbFi8+18aWDQH27AjR1/P/Z++9wySrq/z/1723cuqqzjn3dE/OOc+Qs0oSJChIFFBcUXZ1113XdVmzCCIKiChBgkSBgRkm5zw9nXNOlXO4dX9/3Orq7ukZ9usu7vr9fT3P089MVd0czud8znmf99vMzn1j9PSHmFtnZ9WSLAx6kT+80UtLRyAddCmCnKpTTTT6JWWVrnzc3N4Yff0RNq9XKSdOnvaqVOJNflo7/DS2+PD542i1Ip+6tJAl8zPYe9g5TQbRZNJQXGhCI4ocP+khHk8yp86GzaJLU4JXpqQpRZG/CaD8tZgi/PmqV7E4WFJB1tBIykEoCoKYJBpX0zhKEsxmgaSiUJRv5OW3egkE42TZ9RgNAsmkgtEgopfgwFEXA8Nh8nMNON0R9hx2sXZZNh/sGMVokrBnaAiF4hw75SEaS1JaZEKWYekiB31Dg7z30SgLRmI0tftVGUStwNxZGfgCcSIRmaHhCKKgdgAX56vY8e6+EI0tfvz+BBUlZtYsy2LPIRf9gxEWzFbw+hKp4qcfm03D8oWZVJaa0wPCyUYfPX0hPn1pIT6/Cuk83ezDnSqsqumFSJpqYNzkZJJINImiJDEYNNRWmbGaNcyunbpcS7uf5rYg56/PobsvzNBIhPJiE70DYYbHoiyem8H6lVlkZ+kpKzZPCejHtQJEEVo7Axj0Upr4ClS89dIFU7lfhkci7D2k1h7Wrcw+Z9FSr5OoKDVRWnh2Th+vL87gcCQtMlJWbMRh16ZpAdq7g7R3BsnONGC1aBBFAZc7xskGH5vW5qDTiqxamoWiKCQViEYn6IwTsoIknr34l0gk2X/ERX6unos35+NyxzhwxE12pp4ZVSrPO0BDi4+GZj+b1+XgsOuoqbJhMU917rKspOGSiqKwfe8oOq3IhtU5lBWZWDzfQdkkCb/GZi8d3UEqSs1ctCl/GscPqOih+kYfJpPEnDobi+ZmcLTey/xZKiNlMgnZWTpm19nSgUNCVhvzRsZiaDQCa5ZnU11hYXg0wqlGDw0tftauyGJJ6l6KiCmJavX6GPQSRqPE0FiUhKwSow0NR9m6e4RZM6xcfWkhNpsq17hxbQ5JWeGt9wfwBBJ87tOl5GYbmFFl5VTDAL0DIbIy9fj8cQZHIni9cZbOdzA8EqF3UG0I0+lFLtiYy49+2YrPn5ignFZUHP5fwv7m8P9MkwThz0bp6LQqbl4QQU59X1lmprkjSFIWsJjBGwBJA1edV0gkmuSjPX6iURBEhUAkicOuQ6tV9WoPHfeAIFBdbqKs2MiHO0dp6wwSDstUl1qoqbTQ1R/lxGkvwUiSz15ZhEEn0t0bwWHTEpdlmjv86HQiRr2AJGlYNC+DHXud9PRHKC+KsWlNDj5/nHe3jWCxaBgajqSabDRYTBLm1J9Go0EQBA6f9DA6GsVq01BXZaM6JVzi9sQ4fEJVoIolFCLRJCsXZxKPJ9l/zE08JiNKAlqNQG7W1NSDLCu4Ug0pSUWkuzdEbo6eUWeU46d9rFjkSDvG4kJV3s5k0jCrxkptlYVwJMnx0141py2JabGVM00QVLbF4dEIz7zUw4JZGVMc/tmsboaNYafKvZNIJNFIZ+drz3Lo+MxlRWgkgZ7+EHISKiY5uN7BME0tfvLzDKkZUoRDJ9xsWJlNdpaeumorJQXGtEOVZQUFMJulNAR1soLXBRtyEASBaFTmw52jlBWrePtEIknvQJi8HENKIUyteyQSCjaLFptFy8BQhJONXooKDOnianGBEVEQMBkkXJ44c2fapqRuDh514fPHuXhzPlqtyOBwhEAgwYLZKsHZ4jMGSlCJzrp7Q7g8cZbYdbg9MVo6AiyZ70inuCRJYPniTJpa1W7t1UuzKMwzkGHVYjZpuHhz/rTtHq/3sHu/k3lz7Jy3Ljc9CB854WbvERcXbMxlxaJJIvKpmbeUCuCqU4ImgaDM6SYvpxq8XLgpn+WLMknISZrbgxgNEXr6QsyblYHNomXj2jwamn1pqOaMSiuf/XQJ+SnUTX2Tj/1HnEQiMsVF5VxyXj7+gAwo/OalbqpLTWxYpXZQTwzMk/JMn7D9zeH/uSaKBH2dmCyl/OeXL4XSUVLc25OET/qGwmQ7dAzGYgTCYDYKxOMCW/eMABou2pjL1r0uPP4EcjKKyagKKeRm6+nojaCRkoRjChkWDSWFRhJJFf51qtlPZqaeGRUmAsE4H+wY5XiDj4oSE742P3q9xIxKM2OuOIIITR0qp80HO8bIz9GRlanD5Y0RicrEEwoZNi3FBXrKi42UFBrZvi/BrgNOQhGFSDRBYYqH3WwUGUzCqiUOUNTIsDDfSDKpOpaqcitZWQbMKVrawZEog0MRNq7OJhKVGRyJIggic+pUvvGhkQgHj3uYWWOhpsJETqaODauy0etFvL44sUnkVKA6PZtFg8cbZ98RNzlZ6rkArFiSmXZS4YjM6WYf1eWWs7JC1lRYWDjXnv483kVsNErMmETfoJEEMu06xpwxBocjFOYbz0meNu54mtsDxOMK5cXGFDdLnLxsPUX5hrTTdti1VJaa0qpM4/j5cWvpCLD/iIu6mrMTu41/J0kCDrs2vR23V81319ZYqKtSGSPPX5czZRtz6myUFk3ATGPxJHJSoa7GyvBohG27R1m1NJOKVH3IH4ij1QpE40l2H3SyYVU24bCMwSBSeI7BFWBGpUUdeAwibm+cLduH8QcTzJ2VweRYv70rwN7DLlYvzSY3W+2d+DgTBZXfprjQOGXGFYnIjI5EKS4wpWmbIZWOVSbSsgaDxKXnFRAIJTh6ws2Boy4WzM1gVQra290bom8wyBvvDSDLSdYsz6G4QO1CHzeNRpyi6TBnpo2+gRDH671oJIGcLAM5WeD1xWhu8REJJ3joS3XTTuRcqnH/Xfubw/9zTUnS3fA05owqymZ+/qyLjEf+43w7oqR2wgqiSH42DI2plMmSpKDRiQgJtTYQj0NkTMFhS1BWYsZo8BGOyJhNEiOuGLGYwpg7zqcvLqClM8BvXuzBaJL492/UodNpOHbaw44Dbrp6giiKwPKFDgx6iXe3jTA0GkWvE2nrDnH15flkOwx094cJ7E5gs2po7QzSOxjGYdMyb5aN/Uc9hMIJLtqQiygKhCMyR095KcjTk2nXsu+Im3UrstL0BbXVVuwZOoLhJB/tGcPnj7N2WRbzZ2dw6Xl50yGGVg3egMyJBh+bVmdTU27B5Y2ntHNV2UKLWUN3r5pznzlDZTs0myTycgxn3WZXb4gjJ73k5ujIsGnw+uKsWZ41RdM1FJbp6Y+Q5dBPc/h5OQZWLLLj8cXJzdalmrpUmT4BVQpy8os4s8aK1azOuObNTFJXMxUVNNmSSYXZM9QZ0vhxHzjmJhpNcul5kxlAVV3e0y1+dFqBmjMEYXKydNhsWtyeOHJSSUeWiqLQ0BrAlgoANBox7ahAZfdcPM/OyUYfkXCSVUuzznJPtFMYJpvb/DS3BVi5NJPcLB1rl2eRmzNxLTt7ghw+4WHWDJVeQRAEqiosZyVrm2z9QxEUBVyeJIeOuijMN1BeYsKRoePkaS/DYxEWzXNgMqrKarNqrVPgtWczdSbpJiNDm6bqBpWLftSlEhFmn9lAJydT3PMTgZhWK2Iyqqkzs1lDc2uQOXV2QBV4HxgKodUK9PSFSSxRPrb/AEgxuEI0JhOZ1JEsKwpFhUZC4QSjzig5WRPHnJSVs8JyPwn7W9H2zzQFgaoFX6a//RUC3pZpRGmT/8ZNlIS0cLVWnxoERNBqJEQxVaRR4f0IImh1GuIJJYXbltDpNUipbY664uTn6LFbtWj1GsJRGHUnECVweRIUFxgIx2DfUTcJWWH+LCuzZpgx6iX6+sOEI0m8vgT9wxFEUaC6woxBL7FysZ2Fc2z0Dkbp6Amj0woU5ekJhFTq2FBYZu8RN919ETIdOmZUmlkw25p2OJl2HTNrrPT2hwmHZbSpjlJQ0xAenwo5C4YSHD/tBVSUSke3Koi+comD89flpKPkLIeOTauzmTfLSlWFiXe3jfD6u4P0DU6wX55ZMM3O1FGYr1evj01LR3doCh3u+HYv2phLeYkalamO0k/fgIqQ6OmP0NoRSJNsiaLAzGoLTk+c4RQ8MRSW8fnjGPQS5aVmlsy3U/yfpIAGhyPsPOCkbzBCY6s/dW9sLJlvn/ZiJ5MKvf1hBoYjyLIKyR0veGdn6rn60iIu2jQVFZNIKHR2B+kbDKvQxKGpnbb1zX4aWv3MmWljRtXUQSQUls9afC4uNJKfZ2DnfiejrjilxaYpRXVLqqZQWWbCaJA4ckIVIDnT2UdjySmQzaZWP42tfgrzDCxblMmmNbm4PAkOHnUhSSqVxJvvDZJp16v4e4eeZFKhtcOv8uSfxeRUB7HZpCEYStDcphbtTzerouTrVmapbJ6eifUF8UyxUdW6e4M0tfnJzdZhtU7ExIPDYV5/b4Ash54Nq3P+U2cPagPY8dO+dFc1qM/c3gNOMjO02G36Kd2/oDr6JH8Ztsy/Rfh/pkmSgMGUS/WCL9N44NssPv83SNLZC3LjPl+WRcKJpOrcERAFlR8HFOSEgJxUUi+v2vkXiyc53RIgFk2QiCcZGo7isOvQawVsFol//mkLibiC3Sqh1QocPuHlaL2Xzu4w563NwWAQKc438PSLfeg04PEnyM/VU5ivp6LcjE4r8tgz3SxfbOfqSwpIJFQO9OHRCMGQgj1Dw+HjHrKz9LR0hlm7LBN7hobKMjO5OVqiMRmXR+UFmWyKooqpz6iyUFZkJD/XQO9AmPbuIE53nPUrsxgajtDUHiAvW8+VF+bx/vYx+ociZNbZ0hj3yWY2aUgqAqIYYtYMK3mp6K25PUh7d5CNqyYarvyBBKPOGEMjKmHchRtzMZ+FmXGyHqvLrYqAVJWZKS40smienUQiOQVHnZdrYOkCO5kZWprbA5xo8GIySFy8KS/VsfvxHDvjDTSzZ1gJhmW6e0IU5RvIPYc4iygKLFtoTxd0dx5wsm5FVjp1IEnClPZ+UCPTlUsyMZskdu53Eoup/Ejjg0lBrgGNRqCm3DJl3eHRCFt2jDCn1jYllQUqdHLhnAysZgm7VTON9z8QVHl17Bl6mtsCBEOJVGSqnnNjawCLWaKh2Y/BILIhxeWzNgW9NZk0VJWb6eoN4fXHsFm0zK7LIMOq5bV3+ukbCKfTOKPOKC+90c/yRQ7On6SJMG5ZmTouv6CQIydc7Nw3itmkpaTQyNIFDkwGlZZ4z2EnFrMmrakw7k8ngzBCYZmWdj+jzhg1lWaqytV729sf4g9v9KDVCKxbmTWF5wdIk/cV5hsRBVIzcw39gyG8vhiVZWaGhsOEo0kqS00kUYXqy0stOOw6hkcjaDQiWQ5diizzL5PD/1uE/+eaoubX8ssuxGKvpqv+l2no3pl/giAhCBIIoNWICIKksuCJEoogIUkaRElEp5VIJgWMeglEiaQsEI1BRZkZUSNiNAhkWNV2/qb2EPGYwrKFdubPzCAaFzjR6CMcSvLZTxUQjcgoSYFwTKatK4giQHWFCaNeQm/QIgD9wzEsFomCXD0eXxw5CS5PnI/2u5hVY6Z/MIovkMTtSVBUoAcBPtzlZN5MK3Nm2PAHEqpu6Rk565ONfvyBJMsXZhAMq7C85vYgbm+CWTVWIhGZ+uYA82baiMVlRsai5OfqP1ageu8RD3sPu7CYNcyaMYHIMJskHDYtmkmduc2dQdp7Qiyaq/KvW82aj82FxmJJXnt3CH9IZnadDUVR0OvEaWyMRoOav/f44pxu9mHQicydaZvmdCdbIJigqy+ELKsIpj2HXWg1IvPqbGxamzMldQLqbGVyQ1HvQJjDJ7wY9CLLFjrOiaWPxZOMOqP4/HF27XfS2RNi5eJM1i6fmrIpyDNQV23ljDYSWjsDeHzxaQLm42Y2aSgvMeMPJti2Z4zmSRw/GlFIFVI1rFjsYOOanPT1TiQU2ruCDAyFKSsxUTppBmQ0SrR0BGjtCBAOyxw75SHTrmflkiwSiSR7DjvJytKnCdgm34OzaR6rg4ufvYdd6HQSJUVmzluXi8mk4XSTl9feGUABrr+qlHmzJ7qBk0lVAGXc8/f0h3ju5R4yrGon9dKFmRgNErsPjHGq0Us0DtdeWcLCOY70Pdt72ElXT5D2riC7948xNBRmz4Ex3t4yqBK62fVce2UJN36mlN6BMKebvPz+1T78/gTLFmZy/vpcjpx08cJrvRw9qcKC1Zrf36gV/ipMEcfx9VC35OsceO8GsovWkZm3ZNqy6Vy+gJqrl5NEoiKCqHLVGE0Cypg6lut0EJfVjkuTWXVqPQNRbGaJkiITHT0RAsEki+aaufrSAk43B3j1nWHy8/Tc9JkiKktMfLB7jD9td1JSaOTum0r4/HXFzKgw88TvejlW7+O8dZlUlJiYW2th4RwbkYjML57rZVaNmQybhqMnfeRm6Zhda0WvEzl62k+dImA1a7BZNZhTpF+iJDDmjuMPJqY4a4Ne7TnYssNJz0CYTauyWL3UgaKoUXUsnmTZQju52Tr++O4Qw6Mxbr66CEFQZzlnCl4AzKqxcLLRy/6jbqwWiaWpFEhJoXEaksZq1uB0J/AG1CmyLCt4/QkcGZqzvjxJRVFZGfNUBa9te5zYbRocdh0lhYYpTVLRqMzew26yHCrVw5kF2mRSSdUf1O+7+sI0tvqx27RYzBLz6tR+Bq1WxJ6aPXi8cSxmCY1GZNcBF6IosH6lGv3OqLSQn2MgK1NHdtbZKQVArVscq/exfmUmZSUql87ZGCVHx6Js2zvG/Fm2KR3I82fbqa2yTskhj5vPH0erEdixbwybVcO8mVZysiZmJaGITFyGYFjm6CkPtZWWdOSr1YpsXpuDRiNMa8jq7Amxbfco82ZnUFNpYf2qnPSsy+uP094VZEaVdYr6mc2q5Zoris56H92eODv3jqI3iFxxoUoXPb5cfbNPLeQWGKdAQ0FlgFUU0l2tbm8ctydGpj2TDGsMvVYgEEzg8sQw6EWyM7U47Nr0tmVZweVWeyYGh8LMrLURl5O0dAYoKTSlSfIqS814vDHG3DHyc/UMDnmpKMvAZtNh0IucPO0lFE6wKCX7KKCkZ0l/o1b4XzZRENLUCTqjg5nLv0njgX9GTgRJJqM0H3kk/ft4Ll+jkdAb1M+ekPqg6fQSkRgkBXUZGZEkIlmZEhaLjlhMxuOHJAIZNh1Go4RGK1GUZ8Bq1uL1J1BEVRKvvjnAezucJBIKNRUqYqdvIMKMSkvaIWt1AiaDhv7BGFt2OenoDjPmjlNZYqCq1IRGFMjPNeAPyBTmGRgciREMJaipMGI2SaxbnkmmQ0drZ4jG1hDhyCSaiJTVVllYPDeDYCSJJKaO2yDh9sbZe8RNU1uQylITFpOGDauyWLbQji8gs22vk3c/GmX7Ptc08ZCifAM1lRZyc/X09EcJhc/e6BQMyTgyNCydn5FuYOkdCLN19xhjLrV+0NYdpKF1QgTEoJe4/Pw8li5QO4B1OhGvL8Gh417cnqmqT3q9xMolmRQXGhgenS480tAa4IOdo+kO2ZpyE+tXZpFhVemJa6utU6J6jzfOh7vHaOsKAiqmPCdz4nejQTqrFOCuA0627xubcn2WzMsg26GmX87U11UUNbd9vMHL0EhkWuOX1aw5q7MPhhJs3TXK8Xovs2utzJphpabSij+Y4MU3+ujqDbJwjp3z16lRfTAoE41Ppzw4W/dtQlbQakUGhsL0DYbJckw04bW0B/AHE1SVm/H5p96Dczk/m1WDzaZldCzGgWNuAsGJxqmifBV11NYVnFanGA/IlNR2szJUKgUEOHbaS/9QJD3AD41EcbvjnGqYUDZLyArrlmdRWWrC44uT7dCRVBRWLc5k89pctfFuNMr2PaOMOmO0tgdweeOsWqamIVVVOLXuUFFqSnfMCyQ/tqHzv2N/i/D/TBMEYUpBNqd4LaP9O2k5+kNmLv8mA+1vUrv0a4iiNv1AaSQRXwAkKfXASTC7xsSxhgiCILB4npnGthCBkEI8LrJsXgahsIxBHyUSB09AJitTT0aGjv0nfew55ueC1XY2rVTx7G1dEURRoW8ozsxqI1dfmk3fYISX3xnEZtFgz9CyblkWC2ZbOdUYpKMvjF4n4gskMBk1aLUiWp1EWbGRebOstHaFEAS1q3NyeqOlPcjpliClxQbcnjidfVHmW9Vu1P6hCKeaA8yfaeXaS/Nx+xJk2bWqMESDn/6hCDMqzSiKgssbp74pwMLZNhx2Lb5AnF0HPZQW6AmGZQJBmbxsXTo9UF1mpijPQCgsp/n+ff4EclLBkaElHFEHDac7Tk6mLp23z3Lo0GpFXJ4YOVk6hoajhMIydVUTaJvxfyVJYO2yTBKJJG5vHL1epL07RFmRIV2EzM/Rs2N/EH8wQVG+YUpKZ2A4gtefSJOQ6fUSuR+DLHH74yAo5KR6D+bWnV0AZdxCYRmjQaS7P8yoM8aSeXYsZg1mk4aq8nO/xp29YY6d8lJRauTTlxROgRCey7z+OAadSFmxidMtPiwWLVXlamSvKApdvSHMRomCPCMNzT7KSkxcvCnvnCmurr6QKpSerVIAz6i0IInw0d4xDp9wU5CrXkufP05PX4iyYhOJRJIt20fYsHoqNYTLE6WjO0xtlSU9k9FoRK66qJBdB8dobPYRjSapKDERiyXZtCaH/sEIbR0BZFlh/mw7ep1IpkM3KaWjvpcf7R2lscXPvZ+v5LNXFZPp0PG7V3qpKjfhyNCydIEj3cuhKArb94wyPBph/lwHedkGIlGZl97sp6TQSEaGjoI8A3k5ejauyVEHNaOGg0edHDnh4borCpk7MxeXJ0Zze4D8HAPhiIzRIKkpHT756B7+5vD/bBMlDYKUIl8SBIRkktqlD7LvretxDe1Bb8ohGhrCZCtFTBWDNBqVE1+nE0kkVEWbmTMsHDoVQRRE7v98Madbg/z74wMEwlBYoOO510aoLDVRnK9DqxXoHYyiKOqD1tkboaE9zP2fLyUclunoDfL4cwOEo0nKS0zMrLagkeD1LaNEYgo3XpnPumUONBoVO74oYCMvW8u//LSDvqEYeTk6ivPVol40KvPiW6NsWungqovyME2i2dXrRVyeOKsWO2juCNLaFaK20gwovPDGIDEZZs+woNWKU5qoVi9R+eXNRolRZ4zfvT5EPJFk3kwLep3I7BlWtBoJh13DkVM+nO4E56/NnJB8YyoePRSW+XCPE51W5JKN2eh0ItVlJubWqm36Ow+4WLHIjtGg0hsEguoLvXyRHUVhWl5fUVQY3OBIlFNNAdYstTM4EuVEgx9HhpZMu7rdts4QddVmjAZpmnPLsKqiIOeCI8ZiaidxQZ4eg14iGJQx6jXT6gWTLRRWSckcdh3HT/tYtiCDSzblMjoW+9i6x2QzG0W8gTj1zQk+dfH0/PeZ5vPH2bpzlBlVFubNzkjBFMV0esFsUrucZ9ZYaGkP0NYdwmKWyLSfvcagKCpSRiPBidMKBXl6Fs9zUFVuITtTTzSWxOWJkWnXEQrLtHcFWbpITTPFEwoDQ2GVg0grkkwqvP/RCO1dqpTn5NSVyaRh7TJVaSrTruWdD4ewWbXMmZnBRRvz2LJzCEWBg0edmM0azluXp+rGoqZRQSWv6+4N0dDqI8OmIydbwGKWVIGXFCvrmCuGyaim4WbWWHG6YkSjMg6HjsZWP7NnWBkZi/LhzhGuvKiQ+iZVJ7eowMjieXYScZmDx1xs2z1GZVmY9StzWLkkkyMnPLz8Vh/XXVGsCrOIwl8kpfM3h/9nmiSKSCmlEkVJsuO1y8gr28zs5d/g1J5/wmQrJxzox2IvTzfLJVIzzNgkRJkkqIOGKIHDpieZUMmwBAGS8QShsIw9Q+K+W0v58TO9jHkS6DRgNQkkZYWyYgNSirHR608yPBqntsrAleepSAiNRsTtSyBJMGeGOV3czHboyHaoULlRV5xITMZmligvNlJebKShNUAslqRnMMzaZfYp557t0CJKAk5vHAWR4nwdoXCSUDiBJyBTXWogEExMe1And4K294TpH4kwp8ZCpl2XLpTOrbOw75gXpyfOsvkqMmSy9Q1F8AUSVJWa1P6BkMzKhZa0855ZozqzHQdcHDsdYMEsG0a7ls2rMxFFlZpCew5nfLolyMBIhLpKkwq1E6C8xEimXYvZpBJqBYIJdhxwsWC2lZWLpnePLl84/bvJ5vTE2bJrjJxMHZdsymFWjYXaKvM5jwnUtEpXfwSrRSLLocXji1OQZzincz2bOTJ0FOTqaesM0D8Q/theAVDTMHU1Vgpy1WjcatGwfa8TQVRz0bGYmm5we+J0dIdYtTSTwjwDiUSSlo4ghXmGKf0NgiCwYWUWSlItENsztLR2BsjJUqGzvf0hdh90sWF1NjmZOupqLHR0h1gyP5Msu46TDT6KC41k2tUZ3/LFmcyblTFF/9fri7PrgBODTmDEGaW8JJu1y7MIR2X6h0IcOOrC402wfpUFR4ZuolaUIjRMKuo9WLc8m7pqKy3tAY6ccHPwmIvPXFaEXivS3B7A60/w4c5higuNXHlhIZXlas1CkgS6+0JEHDpKiky8tWVQlZA0SYRCMv1DYVyeOPPn2OkbijB3lh1FVti2dwSbVcul5xVgNkg0dwRwe+MkFQXhL5TT+VsO/881UaVURQBRklh1+e+R5Qgnd38Ts72ScKCPkL8HQRAQNSKiVkRn0CJqJbQGDVqDBo1Og8moQ9KpaB1/IEFWlhZJJyHpNJiMWjQaTZoULcMqodWKKIKI2aJB0IgMDE+MHvk5OgxGkVFXAl8qf1mQq8di1hJLwMDI9JyzTitQUmwCBPYc9adx53lZOnKz9QyOxNP7HzeDQaIwT4/HK7N0npVMh5YP9rgQRIFrLskjnoRX3h3F6To3o+TMajNrlzqwmjX8/o0hDp6YyInOnWFm/TIHJYWGKQOGxxfn8Ekf72wb49hpH+XFRi5Ym0VV2fTOy+J8A4vmWDGbJaKxJJ29Edp7QmzZ5SIQTExbHsBoUAvTRflGzlubhcWkslrqdSL7j/rYedCDxSSRm6Wbxpb6ceb2xtm2x0lbV5DcbB2L59jQ6aT0LOPjnD2ohHAXrc9mzBWnpz9MU1vwnOcApKmYxy2RSHKq2YfLk6C6wkJ+3tlhoJNNoxGZNUNtdGrpDGKxSEQTSVo71FpDQZ6BihIjcTnJhlVZFOUbEEUIhNTZyOBIZNo2zSYNFovKh5/l0HHytI+jJz00tfnJytSxZIGdTLsOjUYkIUN7V4h9h12Ul5g4b31OWsYSoLLUzOzaqQgpBbXPob7Zh1YjotUILJjrwOtN0NuvUnLn5ugYHlFz8uMDUjKZ0rdIOVetVqQo38i8WTZc7igudwy9ViLToSKIsrO0OJ1R+gfCU7pztVq1u3bOzAxsVg0Xbcxj5ZJMtBqRmTOsnG700NjiQ68VWDJfFXu32rT4/XFGnVG1WL86l+uvKlHrNgh/3Y1XgiBcJAhCsyAIbYIgfOMsvz8oCEKDIAgnBUHYKghC2Sex3/8NE0Up/ScIIgZzLvPWfJsVlz6LRmMgEhxitG8nkkaDRqtFq9UiiBJarQZJo0Gr0SBpJIwm1alrtBoi0SQleXq0Gg2iKGG2SOgNGvxh9YaXFxmQRAlJoyHbbkCv19M7PFHQqi4zUZivJxBRIxxQC5JzZ5qQkyKn26ZzzAuCwOI5VgxGibbuICNO1Unb7VqVliGUZHhsquPWaUVqK434gjImo4TFqFGnuwrMn2mlMMeAP5Cks3/6ADNudpuWyzZm43Bo6e6P4p40qFjMmmnww9auEM/9cZh4XOHCtVlUlBgxGiTyc/RnhVw6MrTo9RKJhILbG+dEo59gMJlCEJ39BaoqM7NiYQaCAIdP+WjtCjHmivHBHreqP1qkR6+XuHhjDgtmq01YZzZ0nc0OHvdyrN5HMCQjiQJL5ttZv9wxjXH1TOvsCfHh7jEiURXLbbNqmVFpZv2KqWmuyeb2xnn3o1EGhiccbiAk09UbZnathQvX506ZaSmKQk9/ON0Qd6aNjEU5dspDUobLN+eyaK7Kx9PcFmDMFSMcVsjJ0pNUYNseFQ563rocairMU/ZxJm+/zapl45psNFqBLTtGOHTCQ3W5OY1umlljxWQUGR5Rm87GXLEpHapnM7tNy9WXF2LQi7R0BmlsC6LTCmxel0tFqYU9h5wEAjJarTilcCsI45w1Z2xfAa8vgU4nTmEBHXPFcPtU0ZYzZQwntimQnaVPdwaHwglc3gSSRkCnkygrVjuKe/tDxOITovIqFYba3S2KakH5r7LxShAECXgMOB/oAw4JgvCmoigNkxY7BixRFCUkCMLdwH8A1/139/2/YqKApJl+s+05M1hx6ZP0tb5NPOZDlESV0lgAjUYgriiIAmglgWhCIRZV0GglkopCIqkgR0HUqFo3URkEUUKf6s71BRUkjYAgiESTCqIkkjGJonZwNEYoKmIyabGmipoeX4xhJxgNumki2QMjMdp7VBoFo0GPyaQlw6pGxCebQiAIZGcZ0gVSOanQ1RfB7U2g06o4ar1OxGISmD/TilYrsOuwF38oicOhpTh/Oupj1BWnbyhKbYWRQChJQ2uEGRUm1i09u0pSIJigsT2EVqOSrmVl6pg3c2o6wutPoNWqxF7jdvCEj+MNQcqKDOTn6Ni4KhO7TTMF8inLKoTSkOp6PtkUwO1NsGKhDY8vQTKpoNeKVBTrqSw1pZ2sySjh9SfYecBNbaWJWTXnzokHQzK1lSbm1VnIz524HvuOeREFOG/NBO1BIqGw/5iXvBwdNeXqrEWYpIAxp/bj0zChsEpRIUqkzwlUR7hpdTYWs5Qe7FQxmzBLUuyThfkGls23T9tmcaFK2ObI0CKKKhf96dYALe0BZtVYmFljVXV/ZQWDXkCvFciwjkfOqppXKKRyJG1YlTUlDZVp17FiUaZKC546rmBITWMmZIXcLD0b12Tj8Sc4fNyD0SBRXGBkYDiMXicxMhZlaCTC2uVZ6ZpJhlXLmmXZtHYF6OsPcfSUBrc3xsrFmZQWmcjL1tPTG2JwOMKGVTlk2FRdaEUQ0imdccvK1FNcaKCjO4TPr2LpAarKLGQ5tJxs9HL5hYXodf95HaWizILDpqO9I0A8PtHQN7PGyvsfDdHeFWDBnKnXP8mE/sEnbZ9EDn8Z0KYoSgeAIAgvAlcCaYevKMpHk5bfD3zuE9jv/4oJkoSoVaNatZY+yRQorbsCITXdHJ/+JwQBSVI7b5OARlLQaBQ15QM4rFqau0OIkqQyaiZU3vyCXFUCbWA0QVIRsRgl3F4V1rli4YQT2HfcTzAssniOPs0j8tqHHnqHEiydb2DN4qlO9cDJAEdOBbBaJZbOMzOzSm2Nf3+3h/rWECvmWbnhchtWs4ScVBhxxvnogJ94QuGyDXbWLdYjCKoDnFNr5tX3x+geiHHeygyWzreRlz01So/Gkny418vQWJS8bLX5a91SG9Vlxildr5Pt0KkAOw55uWy9g80rHdMGrURCYd9RPzarxKpFEwiX+TPNFObrKMjVEQwl0evEafj+xvYQvYMRNq5wYNCrKYBEQmHEGWPjCgdtXSEOnfKzcaV9WkRtMUssmGUlO3N6o5KiKLh9CWxmDQeOe4klFC5cmzllaj6rxpwi+ZI53uhnVrUZs0lKM1cCVJSaqCg9N1FYOCKz54iH2koTJQVGItEkXr/MojnWafl9pzvGqBMqSo1qCklRQSkGgwq1PVfxVyMJaZjgwHCEV/80hCNDw6ZV2eRk6aagm1ZP4uwBaO4MsHO/k5k1VkqLDGfdh04rsnZ5NoqisP+om67eEDqtyLKFdtavzqW40IwAnL8+B3uGDrcnyuvvDaod0QVGEgllCnRRFAXmzMwgFEmwc7+TjAwtRr3a+2ExaSgqMCJIIk0tXrUQbNMijRdGU+ficqu0yrYUI6coCcTiColEksZWv5rOKjPT1RMmGpVVKK9WLWgPDEewWbTTeiAkUcBkFPEHFSJROe3wHRlaJI1IOJRIo3PSpqgsuX+tKJ0ioHfS5z5g+ccsfxvw7iew3/8V64p6OGboByYcvhEdYWJIiMhnY+cQwSjoiQgxskULY0k/dT3lOInRKQ3yzkmJhYV5jIouuqVhdnZUEZBkft81yHl9ZkLE2BfuYb42D388jF8Seei9Tp4sWMSiMgeFuXoC4jBPN7eztFXLnMJMtFoBo0Xhw74htjzZw08/N5+qHDUiLSvQsbshwXudHcwqsHL5BbPTL09xvp6Z1QYsRolfvz3AOx3d/OCzc1g820R7TxRZhg5XiOf29HLl4gIO9oxRZXRQWqhnzgxTemouJxVC4SRWs4ROKyCLCRpDTj44Ckf6XGysKmD+zIkIecgT4bEP2wmEknz5omryc3QU5OhJAgtmTY2kFUUhGJaZWW3EbJwanWXadRxsDPB20wB11kwcJi0bV9hpHwjy6tE+bt9YQbZDQzKpT0MoZ1ab8YfU2U1eto7SIgNanaBSEZ9RgJZEgYqSs0Mb3b4E7+wco0f2MjPTxsFeF8tCVjLNE064OF/No7u9cdzeOKGwKsW3dlkGTT0BHtvWxmeXl05Z50xTlBTBVhI6BoM8u7ubL6wrpzh3ao4+mVRo7ghyss1HwBrhq1fMoLLMTHmJKaWPrP0/YmXU60TQJXm3a4BurZ+7N1WRqT03Kue9nSMcGHZywXk5VBWaP5ZIDaBzIMgf6/u57+IqiguMU653dqYeRVF47YMBtnQM8fCiWmbXqvKLZ3OIe4+7+LBviGBejPtWzUCJQ/tAkOMBN4uzHRgNGkqL1fs3GoswWBBmLBQhHJF54oUO+oUQ37l5Dgvn2hn2RvnuHxu57+Jqtu4fYVgX5rrFJSxbmMmJZi+vHOvnG5+uxaLX8Oxr3Qxpwnz7xtlT7p0oCqxYls27OwZ5+Pf1/PONs8iy6DEYJcoqjWwdHGHn02P8w2dmUpanpsO8iRgHQm7aR/xU5308XPfPtf9RlI4gCJ8DlgDrz/H7HcAdAKWlpf+DR/Z/bof8/enKx3iAEUbNdZ/V2Y8vI6l57VH8IMJvT3aBBIjw92/Wc/W8AF3SMIjw1LF2JATkhMI9vztCMikwEo/wkStEXJHVok5E4ZanD/LR322gssRAuzSINxHltmePcN/SeXgEP0NaHyfdI+CFG588wNryfL58URUzq0w0/GmQMTnIzr4g33tdp7bcK3DL6nK2HvHRFhjjo7ZR2jw+vv9hM8/cupTCPD0NXQF+vKuBk0MeDg6OMBaO8LULavni2sopTTa/e3+I3x5r5wfXz2FhpZ0BxceWnl76w35Oj3qoLjMSi2eh1cCx1gD/+n49R/tdAJTmGfjKhTVUFBumwR+DYZkt+92809RHSb6O+y6onnat9/WN8OKpTu5dW82G/Hx+8KcWhlwxXqnvxmKWuGdj9RRGRYA5NSaiZSqnUVJS2H7cxQv1XfzghjnML7P/p89FQlboG4vwZk8Xh3pdLMh3cHzITXmRkbs2VE1b3pGh5cJ1WQgI7Dru5qP2IXqHw3zQM4hGErhz/fR1xs1klJg508wLB3rwhxI8d7QLR4aGL18wY8pyoiiwcWUmh5xj/P5IN6WFRm5ZUcHbO4d563Q/1eUm7j2/+mMHF1D7GVz6CHtGRtkzMorJIPKV82vPuqwgCAQzouxvHuWbL8pENTI/vmlBOtg42/IdcT+HAk6++2GMjYM53LGxCotOQygkY89QO1sPjTk5HnXz4rEeXjnaz4OX11CQOX3gHdSEaZL9NB30c6rfxyOfnkd7PMDbhwfYkzlGtqhn5WgmdWVa3uobJGyRebG9ly/IlXQlAmwZGGbmfitVWgvvjQzSEwlTdNLAabefnSOjDLsjVBZaSKDwRns/dSctfHFtJY1RH7t6RqnYa+K+jTVpepVoVKZ/NMSe8Bh9njBlu4189YJajjS4eW9oiI6gWgyvOWTh7y6tRRAE9gddDCWj/NObDfz+iys+9t78ufZJOPx+oGTS5+LUd1NMEITzgH8A1iuKctaqnqIoTwJPAixZsuQv1Gv2V2Qp/5hQ4MUTXVNK6HJqOPFHEgTjMgIQV1I6p+O/RRNc8bM9fG5+LUadhDcBYVnmNycbGQlFyDOrEZ9RIzHkj/DyqS4cGRIPXjCDlYUFdHkDLChw0OnxcWrYA0BZoYFINMmv9rezpiQfdzRGhlbPkCdKKCTwVv0gJ4fUZcfCEUrtJi6amz+to/K15k7afV7u/8Mx3rhvNbdvKEenFRGDKo1BXY6NbzzfyF2byvjdvl6O9rtYWprJskoHt6xRa/qT89EATneC7cc9PHmwiWa3F7ohP1M/xTnqdSIPXVWN1SrQMxzjuZEe3mzu4a61VXxl0wyuX3b2QMJklOgaCfDkrn5uXVPGK83dtHq9/HhbC7/5/LJz3sJ4PMmu41529QzRNxLlUK+LjbU5fOOiOrY2jXDt0pIpy4fCMtGYgiNDRQKFIjKvHevjj8093L6ykodm1nLNEnUdOakw6oyTaddMu75P7+jimcMdfGFFBZdWFeEPJXAFY9Oct8mo4f5LqinI1XPNkhJisSQ7OkfYMTTMjiGVwMtq0HDHeZUf6/hvXVfOeyeHGIyFCcXOLqA+bvdcWE1Gho6X9/TSEwpx+28O8eo9q8+5/ds3VbKnfYxGp5/m3X4cVh0zLRn84XAvD326ltIcE6VFZuiGUwNe2jxBcnJ1PHRx3bRt3bSqlONtbrrjIQ73u/mwbZgrlxSyb2CUZleAZgK83zxEXZkNV1wtWDsjUSxmDQ9dNQPlTWjtCnA04KYnojKO7moeI9+gvkuDoQjbDo7ywOYa7lxTSVtvgGFPBGuqnyIQTPDalgFO+z08cNkMMgxaWsJ++qLqtlo6/Tz07ElkknQEgywpsaOLS7x7fIhNdXksrnZgETUgRymy/+eoqj/XPgmHfwioEQShAtXRXw/cMHkBQRAWAr8ELlIUZeScWxKEdN/7TlEESYJ77oFHH/0EDvP/Tosmxp38VBNRo6MBf5gXT7cwFJpA4oyEImRo9QwHIyyvyMSg6NnRNQioGqnv7vfyWnMH4USCNqef0VAEo6Thkrn53LK6DLdPxmyUGHHH2N07xBv1fVj1Wtr742Tb4bOLy0CB3S0uejx+vv7yKZ68ZXH6hZaTCo9cO5dbnz5EryfEy4d7uXN9FfdtruIH77ZysMdJy3AATzRKXo7IqopsWpwe7llfzZEeN2ezhKyw7aiXXx5sos3rZXVVFkvKM9POcdwURUGOimglibdaOrhtRQWfW1yBy5vgwUvKz+l0FEXhP95qY3tfP1od/PCzc3lkSxPfumzWx96fhAzvNPTzamM3F1cXsrIii29eNouqHAu1BRPT8WhKsGVfvY+36/t56KpqChwGTAaJh66sYcZJE9ctLZlyfG5Pgvf3ORnExx2bK8g0q30LvqDMbRvLsZolrl5czE/+1M5T+zvxh2TsZi13neG8M826KYPi319TS8VhAyiw74SHQ84x9CbhnFG7nFRo61K7a4mB5j8B92Waddy3uRrBI/Dzwy10OkO8sL9HnQXqzhzEY3y0dyydWiqxGzlvVh5vHR3g7c4BZp+2cfeGKpYVZbHTPopDr6ON4BRIa78zxO/39fCF9RUMjUQZiEWIKEkqs83UWK38aFsLzmicWTlWopEkS4tVDQeTKOKVZSwpEEZbd5DmMT89kRBXzSpkXtKGKAkcH/Ayd14G66M56EwqguaC2lzePjHEqw39FOUY+bsrZsCbCr0DYVymOH9s6qcw38id66v4/PoKxgIRTg34aB4N0BMKce/6Km62lNLZF+LEmAefnODRna38pnoZXlkdiFpHAnzS9t92+IqiJARB+BLwPmqS4mlFUU4LgvAvwGFFUd4Evg9YgJdTebceRVGuOMvG0vO+CxcuVHa1tsI11/x3D/H/akucZZ5j1mgIJhKgKNiNGu5ZM4NHtjThjk5A8jQaAeLQ2BfErFVTTisrs7h1VTm/2NqFJ6ZOskozrLhCUcJygj5PGKNGw6vHPLzXOMq3rphBll0CBEKRJPuG+mAI5uVn8tRti9AI7Tx3xM/hHhfP7OnglmU1dA6HeeVIH1++uJw37lvNH4/1pZ2yJAncvqGMg11OjvSp6RsZhZ6wl/oRNz/b2saxARdmo8TdqTSI05ugoTvE3p4hYgmZNq+XjbU5/PDaBWd13qFwku3HvbgDca5dUIbTm8RsFPjDyW5K8wx8afP0FFAiodI6Z2ZI0Ae7mp18dmnZx0b242Y0iDx0VQ2lBToONPjYN+TkzeP905znR0c9bG0ZxJEp8sfmbmpPGrlrfRUJWaEg05A+38lmt2kYlnw8sasNR4aGO9dX4fIkeGePkwHFwx2bVMf+D1fPoOawicaOAE+ebCeSSKITRe654OxRe4HDwIOp4/vayEkOOSGeUNh+xMUJl5ObVpVNWS+ZVPhTwyBt3gAzs210D0QY9UXJsZ2b1A0gZEgQUZKsn5GD4JL4hxfqefjquvS244kku445eba+kya3jxyDnl5PmA8bhrl5TTlGg5R+durHPDR5/NyxppI187P57HJ1ptYxEOCuZ4/S4vWjSRVZ/UqCiiwTF+Tn8eBrx/Ek4qyfkcOcAhuP7Wjn2KCHVbOyCaWgML6UaHlTSHX2G2tzaOsOUB/0cf3iYs6bnc9nFhbx03daefG0Wq5888Qgd2ysxGzScMMKteZSU2blp9tbeWBzNQ9X1HHNkhKGRiK8s3WQk70+elMzho21OczNyuBf9zbSF1e/q8ox863LzwguPvma7SeTw1cU5U/An8747h8n/f+8P3ebmzweyM2FtWv/+wf4/wPTSyJRVRGFxCR4gqBIPLm7HXc0gkGSiMgyGkHAGY5gM2jxRaL44lGyjAaskonmvjC+SJz5RXZKHRb2tI2l00cuv8yQJ8qWzg4aRl08vqOdJ29ayq5TAf54spMZ2RkY9QIn+l28drSPC+cU8n7TICPBCNEo7Djh53cnGznW76KsQMs9G6vS+ev67hCvHe3j/Jk55JutzMhO0DLmw6gVuaAuj8PdLu5ZX8WRHg/XpdIg4UiS7cf8PHmwkWaXW32RLlZfJIdJS2NPkA9aBvncSvWFk2WF3fV+nq9v4diAixXl2ezvGuPeDVV8/cI6rltWwpnWNhjmiQ+7uOu8cr756VoGQyH2dY7xwsFeHrywZtry0VgSjz9JjmMC6piXoeeeTTW09J6CIZj8piaTCqPuBEeHR3m5oWvKOQRDMlsOeGgOjHHHpoppzlmjEbh9QwUZFs2UmczWzkF29A+gN4h85fwZZFn03L2hipGFUWYds9DSG+K1051kO7TctaGKZDJJQ3eQD1uHuHn1VGf+8KfqqC4xs7k6n0ffbeeNtl4MOjE9Izjc4GFr+zB3XliOpIMjXS7+1N7P/GPWj60zOD1xPrushAyLhktmFfCN355mz+gIhXv16cEwkVDY0TlCk9vHrBwrXn+CGxaVcM2SkmmzkpvXlGMwSMxy2Dgy4CaRUEVVXj3WR4vXT7nJxJAzyp0XVhKMqDxL77YM4UnEyTPryZJ0XLWwEAmBqxcXA5MERlL/jg8yVy8u5jM/3qte64ZRXv/SDAoyjXz58hns7RyjJxRmX/sYd26qmhJA3LK2HJNRSh8/gF9JcNTlTjv71VVZ/PDaBfxiSxt98TAZGg3FmUZ+dtOidJ3DJmkZTcaoOUfd479jf7XUCpc5nfDggykpqL/ZuLOXAJtez2gohEkr4Y5EcUfUaF0VY5ZJKApGjYZCswVZ9lOWaaBhOMCW1l5ckTCHe1W2RW9QwRWJkGXSo9MItDo9fPmlE3xhdQlD/jBfPl99mHe0D/BuixrZzM5z8Lml5fQ74zT3DTASjLCkNJNRT5JoYpBj/S7W1eRw/RnO9Y9H+3j6QCt728doGnPzhVUVfGZpIdcsKeHn73ext0M9pp/fuDD9shj0Ah2hUZpdbjbW5nDLKtUp1neH+OXJLgadMd5s6kavFbhlZSWSoLCne5hjAy5m5zoozzSzvMqeXu9s9nZ9P6+c7qA0X8v951fz1c0z+PabSTbV5U5ZLhhWKQXaBkP8ZlcP919UQeUkEQytRuCbn57BnBPm9IAF4Asm2XbESzCa4P5N1VOOJRJNcnh4hN8f78Bh00xzoLKsIEcFZtmz+MUHndx9fgVmk4YchzZVJZs6/cvN0HPXhiqGvVGqi41cu7QEtzfBBwfcPH28mSaXF6NenLKfyY71oU/VMLPePKWG8OtdXbzX2Y/OIJCfqaf9ZIANtTnTUml9Y2F+t7eb2zZUYDdp2bJvlJMuF1+5rIZ9R924lPHZ58T7rNOKfOPqWmqPW3jjwAD9kTA93nD6+uw8MsaW1iEeuKSGHJueS2YW8IVfH6bN56d7MIQkiNx9cYXKAjsa5vnjPVSWmAkGZF5r6aPQYKDIZmB2jo3XGvuRJOjqCePyx3nw0hlYtRrc8QQ2vXbKtYhGZVblZdPX2ctoOMrrx/u5d3M1RlHEmEj1bgz50qnKs13LcbNaNARiaopmZo6FR29YRKZZx8qyLF481Is3kcA74ufDhmGq1qsO3iurM/K/ypTOX8QEoWwRwC23/G8fyV/cJEFAPkdHXandQo8nMGUZGRhN5esLMgzk2gxUZJlpGQ5wuEdNk+gliXAiQZNTzYcb9Foe2FwNCFw6t4A/HuvH5U+wpXEYgHBMxhlKYDNoOTHg5N/fDzPoC3Ggw83isky+elkF2Zmwv8PFgU4XBq3Ekb4xanMyWFicyawCG7890Mny8kw+Na8cQRGntfnffX4ZGRaRfc1+wI0C3LisEotR4LMrSjjQ5WRvx9iUl+i9Yx62N49x2+oK7t1Unc5hP7+/l+ePtXHnmiq+dkEtV84vZusxP0cHh7hlQxF52Rp6hqO8eLSThy6sO6ezD0WSFOjsrKzI5pL5ebQOhPnR1hbqR1zsbBllQdlE/8Leej8ftg6S5YDXmzqpK9dzV/7Eyx2JKeRl6KelZmxmkZ6Yi98f7WJpSRa3rq5AURTaBsK81zjAFzaXUFqgm+ZAAZyeBFsOunn+dCsNYx6yHeqg8MBF1VQUGtJpjTNt/Dj2nfbxXuMA3mCcJpeXdTXTHfW4JZMK7T0RXJNooSVRSDf/yUmFL6ytwKAXOa+6ALtxah/CMzu7eOpgBwaDxJcvqKEv6eeFU92UFhnpGQjTOOZjSYmDSFTGFYwx5ozx+Acd3HdxFXetr2JDdQ7/9m4jXzu/Ng2FfadhkJdO93B6xMtTty3lxYO9tPn8LC/NxGLW8Luj3cyoMHPXhip6RkOYDCJNHX5uXl9Gs8vH6TEfROCS+QU8PKOO7YdGOORzceioi5I8I7642uXtjcZJJhXqO7zs6Brlotp8dg+OkVAUimwGrllSzEcHR/mgdZCRFCFWicPIJbMK0sR7J1s9bO8a5eY1U+tE0ahMt0d9X92RiWv77skh/El1/4tK7FPuy3iM+9eKw/9L2E3HLRYWV1T8bx/HX9zO5ewBBn0hPrOglDF/nB3tg9MXEOCFO1TY1oArwtr/2IaMQkyWybcZGPKpUZU3lOCGZeXkZag5169fXMeDzzfhDkcwazUE4wnybUaGfGGyTUYGfSGK7SYunKNKwWWadXzl/FpcwRg/eb+DYU+CmbkyjSPqgKKRBGbnZXKgy8W8Qjg54KI4V0zniQGyLXruO68KT7CZfX3QOxrnM48d4AfXzWRuSQa/unURb57qm/Lg/3JPC6eH3dhMGpzeBM/s6uHza0u574JyinM1XL9MnTonkwrHh7t5an8ruQ6JezdWcaLbx9EeD019obOiV0B1aKdHnezrHOOdE8P0DCXY2znG2uocPrdqqjOtd43w0sl2Hthck07JjJs/JPPCR04+6Ork36+dPQWCKIoCX1hXxuFuF4d6nbx8uJebV1Twi63dvNbQgSQJ3LPx7KkRR4aGftlDw5gnHVXHEwqHT4cYHks5q4CMXidgmFQMPd0V4JWjfbh9cV5v6pmSUz7X4JdU4K36AV4+3UWWXcud66uIxZOsLM1lIBTiU4uKyDTrWFWcy8/ebefLl1ZRXZSS/xsLE0/K3LaqkptS1+22DRXYxlNRS6GkwMCpNj+/3N1BplVlxny9tZeBaJAnbllMXZGN/7hyAVv2jfL+6WEumZuP0SwyLy+DYwMeXj7cy61ryxAFuHlNGRqNSEmekWuWlHCq3cuvtnUiizLvdQyTn6Pn8ZsWcfdzR2gY89PRHYQCgYJ8I4zB6uosrllSwg/ea0ZONV75/Am+91oT+1xOInGZlbWZ9BwPIUcUfvhWM15/gve6h5iVY8E9GmdpiYPvvdzI+bPzaPb46egLsqV3mK7+IEatxFevqiXbqkejEVlWlcmbTYMM+aP84/P1WI0aPrumlBNDHlo8AcacUf7t1QYe/vRMsix6bKKWUTlOVfa5m+/+q/bX6vBvficri8X/20fxn5guEec7Wx5ndfdx7JEAPfZ8/mPdLWyvmq5+9V+xeDLJ7vZh/uNTyznW58IXnYpm9YUmIob3T4TQSCKyrGbkq3LMxBLgCkVoH/Pz2/1dfO3CCQeca0+pcaUQFwtLMqjNL6XXGeXV4130eUK8dqSfr100sU6mWUdchvdburlhaTkbZmayu8XNoW4n1y0uRxDBF05x45xlHBMEgXvPqwBB4J1T/QwHwtzz/DHe+NIqCjP1fHFtJdFJ1C7fv3YW//h6IxfWlPPVl09xcnAMs1HgrvVV3LOxilhcIS4raCWBuzeXk52h5k8H3VH+5e1GWl1uWl1uZpeazppv1usE7r+oHEQFfzjBZ1cVoNUrRKLqH5Okam9ZU4bJIKadZiyuEIsr6LQCkajCy/VttLrd/OvbDTxzRrE3x6bnl7cu4uXDvSo0Mg63rClFEJO09kUY9UfJsU4vgGo1Al/cWI7dKvGZxcVY9Vo0EjT7xvjt0XbysjUUiFmcGBvmgYsnCrQvH+njN4fauXd9NV8vr+OaxcVIioaMVJNaMqmw56SPPb3D3LFJjUg1ksDXrqymqsSQHswSCYVDfS4O9brSKYc9PSO83dFL3ysBnrptMVkWPb/Z2c1vD3fzlU1qPQFUwru+oSixeJJ8u4F7NlXTXhdkVoOVa5aUqN3X9SMc7HHx8uFebl9bSXN3gOfqO2n1+TjQqe73ztWVXLqogPm5dv79tRa+fFk1uRkqXHH8nv6uu5t3ugaYmaWiotp7gzzh7eAH183n9SMD1Hf6+NWBDi6Zkc/SEgf/fLnaHGUWRTyyjE0jkWHToE3NZjyBGJfUFbC7Y4x+X4SX6vu4YXEJs/02vrShip5AGE8gzi9OttPhC9Lk8bOpOJdFhXYGPWEOjLgx2zR888pZiCJ87dI6zEaJ491ePIEYb7cP0uEL8I+XzeIXe9rZ0+mkp6GfvBwDX7u4Dn9SLSJ3u6cK0X8S9tfHlikIq4CiDx0fTzf712BSUmbQls31N/w7c7/8Ej9YexM/f/MRir3Df/a27tkwFT2iSU3n/JE4b53sneLsxyd6ijDhVX+64xhRWcaklVhTncU/XzkHi24imovLU5vC7lhfwYwcB4G4OkU91e/ly+dX88D51VRkqqkMd3AqeVrHcJSGITWq94UENKKG7316DtctLmdb0zD1gy663D421OZw6+rps7OErLC9PsI79QMMB8JkGLT0uoO8fFitDzT2RfjuW+20DUWIxhVq8qw8e9tSBoI+Tg6Osb4mh2tTziiZVNjbFOF7b7XjCsaIxhQ8AdUJv3CwlyO9Yywty+SBzdXT0hj+sEIwol67DIOOeFzk13vbOdI3RmGmltdPd/Lmqb4p64QiCr6gklbk2lUf5DtvtOIKxsiyS/z7NbNZPyOHb54Dxjme3zXrNOyu9/OHQ33YLCJ/PN3Fq0f7zrrO5PW6B+J8/flm2gcj3LGpnIcvruP6ZSW0BUZ59nB7+hoC3Ht+BQ9dWMdt6yq4e0MVybjE+wc9/ODdVgbdEZJJeKu+nyf2tE5ZL9em1gDGBw6TUeKrl1VyfkUB754Ypn00wGdXlLK4OJPjg25ePqIe9+0by7l/fc2UWdFP32vjuWOdPPFRR/q7qkIz952npuYKHAae/PxiHrqwlnk5dr7y1Cneauqn1edjfU0O18wuYWlxJtcsK+bO9VW8c2KI15p7efCl47jOeC4/t6qMhy+u4951ldTarZwa9PLCqR52dYzx8JV1aFPNe+3OAId63bx/Wn0/A7LqWH2xBHIScrPVwSoUlfmHV+vp90VYUZ7JVTMLOdXr5bTLx0+2tHHl/CK+uKGShy+u45Hr53LTolI63QGODngQzOq+DAbVtQ6NRNm6c4TGgQCNLj8eJc6iIjsHetz8y5uN3Lu2mkqrGsnHUqgha4p+vSzz/40I/xbgtZAk/dXz7YR1Bn6y5sb0523Vy+jNyGPOUBt9GXl/1ra+tKGax7e3pT/rNBKJeAKDVqR5xAOoBdspLS8pfx+OJYmnogK9RuR3t68gISdRlAknr5xB0WjRadBNwjIbtBqcgRi5Vh36VJPPtuZRhr0x8jImIscTqaKsKMCjHzUjCDKdziCjwTAlDhOfXlTIhhlF/Oj9Tkx6gbs2TOQ0I3F4en8zw/4QlTlmfnXzEj5sGOaaJSUkkwrP7uvm5WPt+CJR8jP03L1JRd/ctamUTJvAgqJcnt3Tyy2r1Sj7UF8/T+9vJs8hEIrCL3Y1o9cJ3Ly6BK1G4IblxURi8Pi2Hr6wpoRCh56konCoNcLOtn6+sL6EXKuO+y8sozRvAgKo1wrTBonn9vbyyz3NaLXw5fOrOTo4xHOHWynOkbhzfRWLKzN4tvLcMM5Bd5Rf7+ihyp7FH0+3cqh37KzpoTNNURRkGT5qH+S1hnba3W6euX1xOrq9fWM5GVZpyjayrDruXFeZ7lK2WyW6wk6e2NPK7hYnT35+EX93RRWlBTpq7Jn8fGtbGlp4pmkFDW2jIToD3vTs5VefX8zLh3u5cn4RR1v87O0d5tZ1E/dZURQyrKprOdjhOmdKrSjLyD0bq3nwtyd5s72Xzy0p5eGL6zhvRj4/fLONQ30utjaNUJljYaYjg1yTgcN9bh54/hg/vWGiuD8+KH7rxXqaParIepZBR8dgEFcwRjiivgezi2xU2604fbGpg4YAY84oTqc6vRzwR+iLh8k16vmny2bx5PudnBrxYdZINHv9fPmFYzx+88Q9eH5nD53BEAUWAw9dVMehLlf6ftisGo573Rwf9mAVJepHfNyxtgKLScvO1lEe3dmKRdGkrpt6ON6kehzto8FzPhf/Vfvri/AV5U4U5ab/7cP4r1h20E2lq5/W7D+PFkIAXjs0NUcfS0UfWo1EjkWdwo47+3HXrUs1jLxzzEkohQTQSSKD7jAPvtjIoH/igTHp1YcqmVTY3ezhyp/vJxSPYdaq37eN+rnn98fxRaLML7YDMOQL89qxXhKyws5GH4e7R7ltdQV/d8EsOp0qj/3uVjf3bahiVWUOz9y6hAc21/Lm8WF+d7CNJ3dNRJCKAt1jMSpyjJRmmvjB1Sq3z53r1YgyEgd/Sq+2edjNr/Y08+zeTuQkmHQ67lhbyfv1I/x0W1N6m7etK007zJtWFnPjkmq8oQT9KQ1bQRB45Ugfv97TnI5GRUHg1PAAvznYzKMfdPLD99vRawXuTkW2Fr2WW1ZOx6/fvKqYT82tYsynFh1vW1/KNy6qY3ZeDj/9oG1a1HmmvXiol6f2t/DyKdXZLy/PIhxTPjavDtDcF+Gbr7Ry4Zw81lTlcGLQNSUqH3d2k7dxuCXEN19pYcSnzgp1WoE7NpWzqjKbk8MuXj/eR65Nz3WLyvndnl5+8IF6rc9mWXYNj1w7dfYyvk8xKfHs7h5+8EEztz99hDG/uj+vX6ZU7yDfYqRh1DvleJNJBbc3weEmHz/f2paaIakFYIdN3W5PX5REUubudVVcs6SEE60+njnayUgoQq7RwK72sSnbBHWQWVToYF5eBvPybTgjMV463suP/9RK3KC+OSMjcZqG/Ty9v5OXD/di0ajPvk2rITtLz99dPoOvnlfLrUvLsGu0jISjvHF8gK9dNYN5uRkEEzJGUWR/t4uXDk3s/4FLa1iQl8FgIMKhLhd3rlepIRRFQRQFBsfUWlpGqtCtAH+3roYCjYF9XS6wqgOzLkW2KCgprV3l3FQt/1X7a4zw/680jZzgJ2/9gFfnbKY969wR29lMFOCRD09P+S6RisjnF2fQ45xw3JIA4wCYL21SI4yfba9PDwIGnYb7XjzO4W4VsSMAtXkWrlhQCEBMhh9vbaZxWE3NVGWbiSS0mLRaDnSO8qMt7WSYJG5dVU6GUct1S0tQFPjJtkaO9jppG/WpTnPQSUWWmaO9Tt4+ZSEcVwhEkogifHFdCUadqu86pQi7o423T/UAcKjLxaKyibSdQSdQmqOBJjCmaGcTMrx1zMdv9zfx3atmctfGYnLtpLc57nj6nDH+cKQPQYRn9rVR3+/lUM8oOg3ctKoEnZYpUMmbVpVg0IEzkODJXc04LAKrKkrY1d7L7PxcdrSMcN95xWRPyqsnFIFBv4/9p0YpyVbRMl9YXcl33mznuUPNGHQfz39z06oSNJLABbNyePXIIPvaXTy5q40sy3Q4Zp8zytO7erltXQnvNfbz4vFWSnIlfnbDgnQd4GymKArHO8P8+wenONrnpCxPk+6DyDTr+PmNC9PrJ1IU0YEU13w4fnbnIooCy2Y4WDZj2ZT9NPYEeXxbJ5ImyfwCO0f7Xbx8pI+7N1RhNkkMy36GAmE21uZw5fwiAiEZi0mivivALz7oIppIsK13AK1G4O7NVWRnTCCVtvcOsaV7kAs1+Ty5tRN/OE6rV031fHljDfu6ndOugdsb57UjA5wc9vKFVeWsqc0hFkvSNxjm2ICHaruFBpcHVyzOxlQB/AfvNQPgT8hoJIHKQgt7Dzr50YFWPAk1aJAkgQNHXRgTEtkGHWORGGsqs9PPUygsc7LBS57JQE2GzLLiTJrb/Byod9FHiJvXlGEzacE10aE8OBzm1/1dzC7MYLAnQmWmCbc7RkdfAFcwRkYKh1+d+/G02P8V+5vD/wRMUJL8+O0fEpc0/OP5d/3Z68sKbKjJ4q366bn/k31ezJN4VLLMWkYC6sP4823t3LC8nB9cM5cbfnWAhALdriDdriCLy+w0D/kJRGWahgO8dLCXv790JnoN/MvldVz36/0EogkGvRFCcZn5xWqE2Djo4US/h+UVDn7xuSXpyPEfL6vl5me8uENx3j89yAOba7hiQSEfNgyztXGEY70ubnlmPy/dsZK6QhsPXTy101QQoMetzgoKMwy4gnGcgWi6yCcKcNeGcrIsEufNyuPDhmEun1vEnb87zqkBJ7f9Nshr96w6a0fqC4d6eWx7E1/aWM1DF9ZRk2NH2gMbanPJNOumrTM+ULiCMbIsGi6bW8Kvd/byzP4mlpaNcqjbidkg89DFE2Rkv93Tx/6u0bSzAHAG4+h0Mvdtml4nONOyLXru21yFO6Aw4hng1KCLFRXTqSEAXjnax9P7m8kwC9y8uhStVuCS2cU4TNqPHVQUBV490sfRPicba3Om8fhkmnWsKS/k8Q+7WVuVzVvHR8jLlmAYjNqPn+z3OiM8v7+Hz68rJUOv59c7enm7WR28H9hczcXz89P702oE7j5fZSW9ZkkJb+508fsT7fzsc3PY3j7Ku5093Laikq/PnkAOjZ9X53CIvS1OALrdId5vH+L+TdV8/aK6NPXEwsqp9T2fP8EvX+vmVAqGHI4myTDquH1dJV5fnFn1Vl7a3YcrFsdu1PLNy2ZNKdpaNRKKovDRgWF+fbKD4WSURcV21tZmc/WCEr73ShMHXGoAZZJE7ts8QTjn9cV47Xg/W/rVd/ebf6wnW6PHZJR4t3OILIeO7940h9n7bWQkNPzqQCctowFa3AHu21SNzaxhX6uTwViE3o4wCw/34k2qs8X2vwAO/68vpfN/mykK//Gnn5Ed8nDXVd8gIf3XxtC/v3hq0XacHjshJ/GGVQevFeHR6xdgSO0iluLZWVaZTUaKV96kFXlgczW/unkpn5o30Ty0P9XYJAgCs0sy+MPtyyjK0BNKtZWP+CI8sLmapRXqy3Sg080vPpqoKcwvzeD3ty0j36qnxx0mFE2kUzLf+8xcHCYt3kiC63+1j7Zh/1nP8Xufns3a6hzmFTn45c52HtvWNuX38Rd/fLtROUk8xSsy4A3x2rGzFzdvXV3CQxfW8YU1FaypKuTRba3s7xzlzRMDH3PFJ/ZXlKnj7k0lfOPiunT6bNQ/FRF127pi/u6CuimUDr/b38tTe9rQihrMunOnZSabzQS2FPpnYWkmNoOWUHRqfeXmVSV8/aI6blqlOrjVFUX8ekcvPc4oh9oi50whiaLA/ReW8fWL6s5JPfHH4338el8LP9nexCv1beTZJR6+uI5bVk0tsgcj6gxg3J7e2cMvdrVy17PHCcbjfOmCcu5dX80Dm9VmssnF3snXNtOs4+WGDlo9Hm777RHOn5WrFljPr0qn0UBtQpNlhZ+9106rx8fCIge3rahkVradC2bmT1l2+nnDu339eBJxSh1GXM44P97awo/faeHN+gGWFmdRYjPj0GrxhON82KA65+A4tUJCRk7CB60jDCfV+x4MJliQ7eCVI32sq82m0momQ6MhJCf52isn0te/tTdAQlG4eVkptQ4rp8d87BgapbrcwsMX1/GpBUXsOjjG4Xo3f2joZSAWocUdoNZuIRhMEI/JDMbUlM/qKhUuqoyndP4CPad/c/j/TfvulseodvZy22f+kaj27Dzp/yfmcU4lDZt8rxOyCnW06EXmF5g4m2aInMr5G7QqCVamWcdnZttJUb4z7JvqwGoLbayYxOs+6Iti0mm4Z2M1RSlZt+O9E8ckCAJzS+yUpShp3z89mH7oq3IsvHL3KjIMGjzhBN9649RZz3FmoY3nbl+GO6Q+4B80DH1s7vvN4/00DauzguUVDq5fevYoOseq456NqkP4oLGfkwNqhDg+IP6fWK5Nx13rqxgNqFC4na0j/Me7zenjK3To+dKmqU7n5lUlPHh+HfMK8/jB++04AxPnoigKCXk6NlUSBR44v4KvXVDHF9dV0NQf45F3Oxj0TNwfh0nL51dV4jCp92FPZz+/P9LMr3Z28a/vnuTHW5un5bAnzkP/sc7xrk2lfP3CWrKMKWUtkWk1gEBI5pktTq5+/ADto2qU+cX1pSwsyuJon9pLUJlv5GsX16aftXNZMqlweV0ZJkliwBfmzRMD3LGuEpthonErGkvyiz8OcNVP9yHo1Hu2qjqTwViYhjEPu1PByrnswGkPwaj6jqyfkcNXL53BPWuqGBiO8uOtLfzTG/XsHx3j8kWFfOOiiSJ5crxKmlTQSALfuLqO+zZVU+Mw0+wO8C9vN/DT7a280zFIhz/IxpocjIj0uMM8kQJYHHd72DYwQmGmiWduX8p9G6t4YHMNn19ToaKytBp+taOD3aNjNDoDrKzM5I41lVRlWnn6QBc7u8e4YlYBX9pYle7CzRDViK46+5OnVvi/yuEnk0l++MMfkvxP9L+S0TDJaIRkOERiZJBkiigsGQoSGxkmNtSnoh8CPuJeD5GuVuRYlLhrlLjLSbijmcjwANH+biL9PfhPHcG96z1ch3czWf+yyDvCjcffY9ZIB4d+fhOnf3Q1p390NVee/ugcRwZT9TMn/v+9LVOj3XEYpSgKpBoC8UeSHD10JJ13FVNFnmgoQKpmS2RSVPbsrrY0+VqRY+pgJAjQOjxRGyjO0Ken18tK1BC0zD4dG/7tS2oosEj0uCM8sb09/X1VjoWLZ6nKR6Fo/GMd+bcvm0mBTUevJ8ITO9rPudyNK0qZV6hiq5Mf06A22T63spglpSob4p9ODdJ6jtnGuKmdkhPb/srmGdiNWob9ER7f0XZOxwqQZ9Nx/+YqTg4M86vdTfxyRyePfaTCRLvGYjzyp6mOfNyyLHruTQ0e21v7eHZ/E2+c6COpQDwB/jAcbIvxs60duIIxPrtMncHEE3Cif2pa6VwWjCTZ3RieNhvItuq5Y30VNmMKenmGTN+p7hDffauNt1paODHg5F/fVoXrCjMNPPWFRedEFcmywqGmIP/2VsuU/QXCCj6ChFIBiU4rcrQlyN+/0MSgWx34JRHe6+7m1Iib4UCEb1xcx3VLyrhxRQm3raykqStEnzNMPKFwqsPPY9umntOBwTGcsnqdj3R4yHJouWJuEQkUqjMsFNjUwS0UlhkYDqehtVZJPXdbCtAwNBJhdCTG3CI7AJk6HbOyrBRYDdy5upIixYwm9c41DPrpHAwy5oly/6ZqLptTwM59YwT8MtctmijEm00a4kb1fTVJIveuquYbl9TxrzfOIUOjwZtI0OkMohUmXLEvhdJpG/34Z/e/Yv9X5fAFQeD1119HEAQefPDBsy4TGx1kx2+e5ZuuapIKlOPlJNncVyGzozdMOBKhXsxljnEPwXCcXizolAQhoYkMJYRX+DjsayriTd2b/oxcyr/+9n/xbKYOWoWhIcCe2niSRGonRRYtvriXdtlIQoEvbXERR32YxvmyO44eIZpMAiJGjYgSDZMURN5vjwASogDfv2Y+SlKGRBw0Wpqb2uh0T3Q5bZyRnX5IO0bVVvCmIR+/+PA0162sUaPNpExNrolCi8hgQObdU/1TcduS+iKd6A/w8uFePjU3i9dOjHDtsqmQPasQYVy08/g56JABsiw65hdaODng41CXh6+8eJQfXbeQLIseOZlEFAQEQZWp6x718dbJYW5cWc4vb17Epx/fS7crxHf/1MhvPr8s3QI/WeFJURTahoL8qX6Qm1aVYTdp2d3uwhOOs7jUjkYS2Twz95zHN243rigmGEtwsMPNsT4nGhFiCfjVniYyrZy17jBuN6woIRyXGfEm2N8aYGvTMLeuLmZ/dx+P72jCoFUj8Hs2VjHsi1KRp+Xa1MAcjqk6yXrt9Ln/ia4o//buKRpGRqcVlCVR4KZVRQwH/Vw+vzD9fTiq8Ksd3bzZ0MENS0sozNLwD5fMJBJTMOiEs3LFjK/30XE/j+85Tf2IiyybxG1rKqnvDvKr7V3oDQq3rijHpNdwy6pyntrexR/qOygv0nLdwnIsJpGf3jSX773XxLcunYkcFfnR2x3cc345Bo3E640dmAwiybiAKxBjS1f/FJGYOzdXoAgKBztdnBj0cM9vj2IX9exI5dWXVDpYrVH1bk/4PNjsGv7uwjr84zj81OzgsQ/b2NIzzILCDO7bVI3HE+e5o900OP3cvrICrxTFn0xQmWPmn6+czY9eb+at9kG+uKoCh0nHgSEnf2zrZ1fLKOcvyOeL61W01xO3Lea23xyixxPmJ2+38KOtLXz/hvmcPzOPV071MzQa4cfbWpEFRe1OT/XgCMInH4//9UX4grAdQYjsPHYMLBaorZ30k8Czzz7L9773PU6fPn3W1aM9nfz9SAXDipFRjBwinygaftCp5VDCTr0mH0SR+qiFTtFBQtQSkowgingli5oQ/M/+PhETGb/8lTaRF12ZTNwO9V+NAN+/ohrDpPfZnVTHaAG4ebaFWx7bysP7gsipdTJ1Crf8/APauocRUzhso1Zky67jtDS18Yu3D9FS38Cdr7TgT0xsN9OmzgDGnB5G/Wr05ArFeeTDLv6wr53RgX5+8acjeMIyC1IRdK8nyh8O9zLm8vLEtmYEjerUy+x6Ntdk8of9nfz7+608+PyhKRHZGw1uBgPqzucX29IR9tCYi8c/aEgvqyRlrCkoW2mmkR2tTl461E0ymaR32MVjWydSLm+cGOSHH6ow0AyDhl/fvIiNtTlpPvsBV4ifftDMiC+Coij0O4M8vq2Vl4/08eOtLbx8uBdRELhpZSkPXVjH0vIsDnS62HL63PIN42bWaZFliWN9zjQFwo0rSnj44roUykmhfSTCo1un594zzTq0ksTTe9t4bEcDT+1t4p1Tfdy+riQdTfc4Y/zg/XY0otplPM4pdKwzxvff6zjrbOpw/wANI6Osrc7hqoXF037/06kR9rSPTjk/SQRT6mHLsRl45vPLaOhO8JnHDnC699zRpijAgb4h6kdc6dmHL5jk2d19vNPSzWsne7CZNDx0sZr+uX55KQ+eV8uls4vYdtTH9//USm6GgVvnz+CZj/p4vb6X15u72NI8yG0byvnGxXUkZIUX6zspydfz0IVTZxl9Q1Hae8LMyLVQl2njQI+LkgIjl9UWUpdlZXAkyp6OMRSjkjpPMXXcQvoEErKCxay+W8cHvPT2h1EUhTl5KlJma/0ww94I966v4pW7VlGVY8GW6jXwBeN8/fmTeMIx5uRYafMF+cXOiWa4mnwrL92xkuWZDk56vBwd9PCvbzfw91fN4oEN1dgk9RkfcqkzHlsqpVOVPanV+xOyv9YI/0vrFi781eHDh6f9UFlZyb/9279x0003sX//fnRnFMsUWcbHdIFp1AD4r8DOPIgkkUgcAREFickHKgjw+52tOJlIx2gEkbiiYnl/srOf7hBYNRPreIIxWuMSkQ+6ePT6+XzltUYKdAkeOejlxaYg3b4EL9V76Ampyy8qtbOmKpObV5ajKAqPv3OYgVRH9+baLOwGidH+Pr7cJLG3L4xoHeGeC+ZiNplAFNlcYeGrLxxiR2+UBzZVs6rMyt5uPy/sacKo07GqzMr2dg9/ONzLXeurEASB65aWEpXVCPuSSgNPbGvmuhWVvHp0gO9v6+ZAt4cfXbeIWNAHyTj3b67iivlFfHB6iGuXliIIAm+fHuMHH7aj1arIlZtWVRJPKvhCEep7RtjV7uX7V89Lo4DeODnATz9q52ivmx9ft5CXDvfys4+mc+MU2PXcs7GKMX8Uq1HLdUunO8vJNuCO8Lv9PcwqsLOmOptvXTYLh0lLNAFfXFuJKArISYWXD/XxxK5mdJrp8M2bVpag1cD5M3P5qDlrGnLlqZ3tPLajCbN+YrYgCAKHevr49Z4mHBa49ww+ns+tKEEESmw5PLOrlwVFuTSOjHDL6lIcJi23ri7GYhCmsJrqtAIPXVpJRZ42fT2e3t/C6WEn3/+wkSc/t5RDrSF2dw5w27rSNGxVrxN44KJyCrMnqIGTSYV7zyuj1emifthNa1+Ef3+7hTs2llPfFqF/JIHZKNIVGePX+9vIcWgYcSX4/fEOrl9UyqKiTNbX5KiNd+urGPVHKS8wcv2yEqx6LdHYxAz5+f29bOsbhD5YVGTn/k3V3LC0jId+U0+T08+ceRlcl1mKRgcb5+Rw/WL13CajdOrbPXi9cT49uwitVmB/i4vuUIj7Nlbh98t0+kN0+kNEJJnb1qn7ffCyWvKzjOw4MsphjzpTvXd9FSti2RhSNBz9YyGe3tHFkiIHp11+Yig4TFq+dl4tsWCSO9ZV8uIudWDodKspVl+qZvf/fEpn3G6//XbeeOMNvvOd7/Cd73xnym9K8sxkSco+scj8v2rnGHGSMBDTIqSPemKZeBKeaVTTKwJJFES0AsRTKedIEnK1CUbiE7dRo5UgDj1jfo71evl0KTytwo3p9iUoztDR7VUjwmUlFpY74lxqHePlfUmuWVbOqVH1tzyzRHvvCLOKHTzVqH6nQv3KcEgxbiyN8VxDkH96e4i9vVE2Vmdyy+oKkpEAe7v9NI7F2Nvt4vaVRWg1IpsrJyL5hHcUgxLlutW1vLivje9/1MuBThffvGIuB3t87Ghz8/LhHkDg8T0DPHxxHVXZJirXVzE85uIX+0e5eH4JWu2EY7IbRHSCzI92dFM/4GdHq5NgNIbFoOOGlZVcv6yMfe1OdrU5eeVoPzetKsek13LtJJWphJwERUGSRALhGElZ/k8ZC1892sfjO1pZU53D7rYxPmwY5tZVlTQPhNneOsBNKa7+z68tIcM8vYMX1NTVebVFvHKkj1tXFU9jorx1TQlmw9ReAoDrl5Uw5JUZ9SVwBmJkGHWkevHINOu4Z1MlP/mgnSd2NbOk1MXhnlFMeoF1VUW8eKiPC2fn8sLBXj67bOIanJm2eeSaWXzvvUa+ddksEjI8f7Cbd5o6CcVk/unK2nSK7Mz1RFGgutDITz67kH97o4UDPWO82xLBYZUIRZK8dLKdyiItt60vx2ae6BSOyzIfNY3RG/Dz5olBKrItGPUiOVZ9mmRu7ykPv9rRSYZFw8NX1XD/xZWYLQL725wc7feweXYeXX1hWlxqwd9m1tA3EGFL9xBfWFHBh7vHGBKDaWoFf1xmV4+TrQMjfG1OLWPOKN2hELkmPcPOKDMLrHS3q5/3dbv45u9OUZRr4u4LqrhnUzWd/UEOe9ysrsritnVTm/Ye2dbBU4c62XJqiAAJSuxGfnPbMgZ7I/xsXxtL8u2YzRL4YGFpCm76F0zp/LU6/O99ePw4rF4N3/0ubNgw5UdBEPj1r3/NggULuPTSS1mxQmWMVPO0SeT/E6mYZPKvYxBIHYOSdvRJJBRkphbTtCSJIZKlUwhF1PMbjoA9BcOxaqHKmKCqOIu9HR4GQwI/29nDEoc60FilJH5ZpNBh4qIZDhp6RqnQBnn0hMJRp4E9fV0EQxHiKWSJKMDeYYX+iI8vrq3AqBG4ZWUZDm0SJaHwameCnx/2AJBpEPjSeTVkmnXcur4Ws9nE+fNK+LBhmNHRMXa0e+n87WGevnkx1SW5/LEtyn/sGEAy2bhuRRUHu71sb3OzsnGEH12/mJcP93DtUlXXVhBFPjU3h/r6Jr6/301VtpFnDg4haac6mFNtfextc/HFNeVcv7yMDxqG8QUjU2YBP7l+IS8f6UvnwK9eXMSLB7u4bmkZWRY9vWN+Xj8+wE2rKvjj8QF+uq0NnValThjyhHn+QA83rigjL2NCa/TGFaVoNQLnp3oHrlmiRus7Wgf48YfNaCWBzbWFfNg8wGeXlWA3nWX2Cbzf0MeTu5oJxxJkWjTcsmqC6mAchXSm5WXoKLBL/OjDJiRRAEXijg0l5Nl0qXsocOvqUmKJJJGEzOqaDK5ZUsKze3p49kAzJ/tdHOsbRSNyTnx/dZ6Fv79wHu+d6uezy0sozRWhCQ51uukcjVKVZyAQVtjfHOT06BA3rZpK0VCWbcAVDeOKRCjPnODaNxlErphXzLGmCN6ATDKpkG3Vk2XT0htQI9vjvW5e2TlKf9TL3edN6AgcGBjhoz4Vcltz1Mi9m6r5x6tmcbDZzT+8Xs+JNh9uf4yhlJrU0GiUTq8aPctyksagh+dP9aS9hIDCjStL0aUoNcLhBB81jdAVDPGHk33ctrKCh2fUsaIskz/s7+P9E0OMdQ5hsqhi7t+8Zha1h61n7Zr+wvoKBkbD7GlTkUYXzy2gKsfCs9u7eK93iKP9bkaSUdZUZ3FX6h7YRIlRmf9n2DK/DjRcPG+eb98dd8Dll8Px41A19YHMz8/nscce4+abb+bYsWPs2bOH559/nh9/8Va0QBobkXbsZ0TYovg/4vQT/jGUWARtVvFZ9ne2fYtpCoVso4gkwHAoSSx1qwYjCuOgzQID2OQoCVGPPy5xPK7heIMXm0ZdpsyuZ0GFhcNuJ9VZBpRwECXkR5El9g4nadCq12R2RQFrayEwMshxtb+ExdkatkaSdHsTZJl1fDovyB921LO5RM8bp0eJiDq+uLKILacH6fYl+flHHTzz+WyyMizctXkmABlz4tz1WxV91ONP8t0tHTxzWy7XrahE1Gi5elEhMWcfc/PNLKjIS78wd22YUJq6c30Vg7293P9OH53eBElRwzdSKZikrMo8ihot3/uwi/29QSStjqocC1XrLWrXonmC/THLok+/VAAvHezm+x+04Q8nMGgEYkl4bHsHJoOOm1eVY9RPKE29dqyfn33UhkEn8an5hbx8tI8bV5RN2ea4gAXA51aWotcKXDG/mOf29fD4jhZC0QRJReTmlaUUnIGA+tzKUnQaAVcwwU+3NmPSCdy+tpLWoSgfNPZx4zm4bj63sgS9FtzBBE/sbOJUv5NHb1yQdvoOk45YXOI3+1p5+GJVG+CW1aUY9QKrKnP5qCmLy+eeO20VjsIzu/t44WgzGgm+uL6Sw91uDnW7eP1EN1+9oBZZVnjxUA8ftneSRJ4i76iR4LufmsUjW5r4pytmpc/hzvVVhCNJ3mvs5OX6dg51ufjlrYu4aXUZvnCCXS1ODvW4QIFDvS58oQTZNi23bSjnhuVlJBQFSWSKJsCrh/ppdftodftYEnfwuaVl2C0ajtT7aPX4mZ1nIxZT+MLmcsqKTTy+pQWvnMSq00yZoUQ1EjVZVrqCIcwaiUvm57O4XK1bvXlkkDFFnfEGo+qbeq5i9vhvHm+csVQz1XgXeTQlBB8W1PTN4jJH+toExtkyXf8vsGUqygEUxR8XRVUAZfVq+NOfzrroZz7zGZYvX87Xv/51HA4HJ0+eRFEUJHlSESvtYM9yqv8DEX7CM8TwH75FMho85/4yNck0amVyQioQTfK1BUbESd+No3cK9DJKPEpz3EQgqT5EefrxRhKRMrueX10zg/Mygjg0MsdGYvgEPYdGZF6td1KgS+CJi9gNItcuLeHTc7MQzDa+uLqM+9YU4QyECScUyjI0BMdG+eUxL4/sGeXb+7w8dirKUyf8GA16nrppMRtrc/iHC2sY7eniiY9UWJ6iKPxhdxOHh9UHuizTyDevmAOAEouSDHpREnF+d2SUn+8dRFGSOIySiiQClGSSkTEnT2xv5fcn3XR6E1TlmPnnK+ekC5fDw6M8/kEDzkCUWSn45vi/AIlYDDkRT6eSZDlOz9AYj29Tj/G6ZWU8dGENoiDw420diKKQzuePO/Lxl/D6ZaXcu6EKdyDCM3u6+NGHrWl+nnGbDPGccAIKsqyqXQkC/GJHC388SwOZOtBVcdeGCh6+uI5l5Tl8/712nj/QxQ8/ODfufnw/X1xXweLSLA52j/Lc/gleHEFQqS6+NqnQaTdq2VhTzPaWEWqycnlqd985YbRmA3xxfTEPbKrlM4uKsZu0lNnV1MM44MlqFshzjD/bE7Pr1oEwX3uxkSc/6uOfL5s3RScAVD3gr11eztKSLA71Onn0g3ae29vD3Zsq+dfL53FRVQkV2Vbu3aAODo/tauWRN1v59stN9A7FuHnlVLGRu86r4LYVFVTazBzuddM7EEFJCFSVqTOyAXeYF0708OrhPu5cX0UoBc/0xWQG3REeeauJEW8EvV7i2qXF6BAJJmS+/34z33qxnt7REEuLHNhSzZU6ST3njsEA//5mE87AdAiuJAlkZaqzOotWYv2MHAC+cmktxUYjfllmfmHGlMY3a6poW/7/UNF2wgRhgkZukoVCIZqamnj00UeZN28eGzdupK2tDZIyUckwdeH/xfSNoWQOxsrFuD78FdmXfvmsx+JOcNaBKZKEb+91k0zBMM1iErOQYETWMRiVIJX2MYtJgkkRIREH1MjxygWFWLpPcvvuGO6EngKziE0rYNMk8cRELDYTxGJ4Ikne2NPA4ZZB9rm13L+pkgcvmENrtZV/eq+VuCLy6GEXq4vUa1ph19Lv0dLtjUMyic3Xx7JCPQ69wh8O9PPIAQ/7W4f5wWfmsLlEx+4BC7NLc7h7w0Q7+stH+3lk5yCC3ohotABuBEFgpK+XV+tdXL9+DnZtkpf3d/L93cM8sLma+zdUgACJoI/Hj3Vy/epaXm/08YMdfWhNFu49bxa5DhvXLp2I+F4+3M33t3YhSipfTd+Qi394u4XdnT4kSUrBHWfgCsawmnSsr87kg4bhNE57smWadZj1Gh7b3s6XNlbx9Yvq0lTN49Y1GuL1Y/3cvLosXSx++XAfv9zdwUMX1nHt0mISskIw1adwtoh93IH/+IM2ntjZzJc2VqdnNIOeKL8/0MvNK0vIPUNA3KzTUZObyZEeJ9IZdYcCh25KUTeWgOcP9PHsgSbWVjvZ1TZKtg1uWVmJST91XUEQSCoCIx61PyDLAufV5dPj8XHFgiL1iRUEvnpxJaU52ik1ipcO9fHKCXXwmVGs566cSg42hdjV2c/n15WRY9WTm2HgiVsW8tSObjqHYjyzv4NRT4xIWCDHoeG5w508fHEd3/x0BbWHjTT3hHm3XR0wZx+d0Dk42e7l0S3t5GXpWFDqoKM+iDsR4bFdw8zJtVFjt9KaYtLUpcRixgdnRVF4ensHvzrQyd62MZ65YxlHh9zESKIVBTINOp473o3NqkWrEfDJCaqsZvz+OFsODvHz3W2cHPEy5omiEQQ+v66cikILuhRdxf0X1rCtdRRPPM7fv3SSJcWZ3HthFSa9BGHoHgvy/Teb+OplqmiKZ1ziMNV0+EnaX5fDFwQ7sBzYIS1aBL//PezcCT/96bRFx8bGuPrqq5k9ezb/9E//xJe//GW0Wi3DLg+SAvLkU/sfSt+cyxwbb2PwmfsItezDNGPl1B+TSZSzpJxEZJJIBFLO3iTIiEmZESZ1eh55i6vrt1I72sXWueu558KvAGoBc54lxjcOCvTExzm+ExwPiiwrsiDJMapyzSBYaR904/KG2OdWo5BwWI3Oq0pyWFQ0xM+PeFhabKbOJrOooojQUD/dXlhTncXNq8p5eW8bj+zo40BvkHsXO6hsCrC9w6cWXWMye7sDrJ9VPMW5XbuikmAoRMDnZ11lBidLjVw+O5fXTg/wHzsHkcwZXDXbQTgpcP+mKm5eWc5LOxv4j50DnOixs6Pdg6g3cd2KCkSNZlIqSKWnGHK6ee34CBfOK0EQJdaUGnhieyuBcIzdnb5pjUuxWIxIJMqbxwf4xa4udFpNeluT7fplpUiiMAWJ0j7k593TQ9ywooy3Tg7w049aMRok7lxXyYArQkxWuXauX1aCzaBFROSx7a3YjB/Pi3PLqlKMOoH1NblsaRhGURReOtTLzz9qxqgTpqFy9Fq4bG4hbSMeLpxVeI6tqqbi8ovJd8AFs9Xaw/yiHL73djt3bigmL0OPVjPh+Lc0qikdvS6BL6TQOurh1KBrig7r2dIad24sRW9IohEFPru8hGQS3jzZxwvH29jT5uSZ2xeTadZh0mipsuQwYhzg3g1VRKMKvzvSwYJCR1rPINOs497N1Qx7o5Qf0CEIEwVwRVF4ZmcPH3QPQjfctqqcvzu/lgvn5HHXU0epH/GxoTQXR4aGBWWOtFaDRSPhSchk6DR8dkUp750Y4sSwlye2tbM4z4FZIxFMyIwEIlw/r4SugSC3rC1Dc75Iz0CQ5472cLDdTbPXT02GhRP9Hlq9AUbdUcqLzNx7kRrkZJr1PHbDAr7zTiOhsMzvTvbQ4PQxu9hGIJlgwBfhhRO92G06vn5pHUyqLnzS9tfl8EEL/CtQ9+GJE/Doo/D66zBjxrQFS0tLaWxs5LHHHuPhhx8mNzcXr9dLZ98AeiWf9AR13NGLTHf6/0ODgKgzknXxlxl78xH0RTORzPZp+5/Mda+6/4mirUUDFkFhKK5DJEkyNTBE7Hbeu+gGIv2nISU3KJHEE4Hv7Bqh2wtLi0z0DbsZTOgpydDxb9cs5IN9jTxywMUSe4LDHg0RYYKCwKiVUIJeRpvqOZLCXrc6Ixzqk/nGRRbIzAKcLCpzoAx1MTY6RpkZtre5ISnT4U2wcUYWmwsl3mqO88DmmmnIFDnk40iXm739EQ70hTjUH2b+yUFuXVuDqDNw9cICnnr/KI8f8XL/piqyLHquXVWNoDexeYaDle2+dOH1TCeTlGV+s72FJw6NEU0K3L+xise2NvGjj3pYVeFIc79MHoD+eHyQn3zUyf2b1Gj6zMh9yBPipYM93LCifMr+hr0RvvVmPXs7XGg1Ip9bWYZeq8Lx5CQ8f7CXx3a0pXPnoCpn2UwTqJRoXEEQQKeZ+nKPwxF/8H4bP/9IhXPetLIEnUaFUnaMRHnxUB+3ry0m16ZHEOBE/zCHe0bZ0TrMrKKp6ZPTvTHeqe/l9nXqdct36LhrfSWCIFC13sLPt6qsnzptglhcw10bSyjKVIOF65eVIIrQ3Bfnj6dUQZPxQTMWVzjeEWF/7wDXLC7GZtRhTmP59VNU1gC+ckk5+7tGODHo4mcftPLtq2aDoNARHOWVk10qH/78QracGuP4gJvaPCu/29fD51Jop7wMPQ9ecCYxn8B9F1VysHeM/lAIbyjBt66YDcCCMjvtpwK0jQboC4fYPCsvfS9CqW72QFymssDC+QvyeHp/F/G4zBPvdRBMyJTYjXznyjk8+k47f+ocpHnUxzNfXIZ5hYbKEgtLCh281zjE1lPDdAZCKpRUr+OpQ53kZuu5bkEpb2ztpzHoQxeRaAoFyDfrOdrv4Wi/hy+uqmDb6RHavUESKTpku6RlLBmjJu//72yZijIKLAXYuGSJcnj//o9dXK/X8+CDD3Lrrbfy7W9/m5///OdsO3CQaO4VEwuNO/Qk0537/2DEbyiehXnuZpzvPUrOp7+pwv0m7V+DnG6eUlIufdyxV9lEPK4wYE1/B3B67jJOh/TUDHUiyx70yERTA8UcawJJEanNNnKoPyV6btHywYlezl89h0DwAK82pxqcJA33ry8g5PcTHBvhR+96EbV69o14cWhk3GGoylL1Q91jRk45Za6YX8grh9t4qkFtFimzCNy3qYaVtUE2V1r5zlun2dET4uGL83GYtChKMg0ze+VwH3v71fVkYWJgcxjVNIuSTCLqjYA3vU623cqn52Twmx1NSKYJcXFFUVDkBIKkQRAEBFFE0htSvyUZcflIoGFFeQZ7O92sr8ublkq5blkZoqg6artRQ/+YjxcPdnP9sjIyzTpePdrHj7e1o9NpuDsV+SuKwgsHe9jboTYbbazN5YUDPWmdXVALsRbjVHGSvJSq1Pg2WgYjvNfQz0Wzc/mgcYSbV5WQbZlI19y8sgSjTkgzRY6jdX67t50ndzXhMMOnF5Xw+/29XDYvD0mCqxdNh36+caKXJ3c3kWGCL6yu5FB7jL2dfXxhrbrdG1ao6CLP/8fef8fJcV1n3vj33kqduyfnGQCDHAgQBEAEJjCIonIkaUVSWbJFBa9Xjvuud9dri17LtoIlWdnKFJWpyAiSAEGCIHIeTM6pe6ZzV7jvH9WTMANStqnfa+u35/MpdKOnulJXnXvuc57znKzNlw6co6FyrtduZdjk+vYmOga7edvOZVSEDd6+exmJkEE2r/jR0T6+deQC3SMlTE3yhy9bRk1ssSwH+Fo/0aAGKTg/lqZY8vjGg+M83jHOe65bwRu3tRAPGGxti9N7appnu5J890gvugYf2Lt41jVjDRVBAmVO6oHOcYYmCzRUBqiM+jPXVLHEHVuaef3WuQR1SApKriJs+N9r0oPENZ0r6hIMjxWhC1qDIf7Lt49Tafm/acd0lp+dGuJ9N7Tzzj3L+Of7u/jxuUHGCkWubq3knl0r+frPemiOB9m+rJJwSKPby/GdU32sLKvmxTwdFYY97dW854Z2njnhMyVy5YrfqbJg4AvJgvxb7D+Ww/83WmVlJZ/85Cd573vfi3H+LD/Zv8RU6P9rCqaUJPa8maF/+QjZEw8SueIlJB//F8JrryVSvxyjVKSozzRIkLP69o0xi+WhIj+a9Ed7wVwDlEK5UtbExZVq1tkHhEd/yqEzY9KQUbxrWy3H+qcoTo7y8Uez5F3IppIM2z7ta1NLJR95yRo++4Mnufd0HsjzriuiXL88ytuurOVLzw6zLuIw2d/L//r1RfYNuvR++QB/+4bN7OnNsL97mp6M4lB/hvfdsJLP/uo4+3pz7F3tFxGN9XTxL091IxN1vP2aFbzxmtU80THBgYEC25ZX85INddxQVeBzvzzKHddvojJs8o6bNhGNJxY4yx+cTPHZ59JAmmjUV9T07CIjQ8P8uKPAHTt9wbFXbKrl5HCWV26q4/7nevnkY/3cc9NKbljXsCQPfmamoJSibyzFn/7oNE92ptCk5L3Xt/N7Vy9D07QFkb8QgjfvbCNo+Z9/5uEOvvxUNwXH5Q/LEWhDIvC8sgpCCB7vGOQzj53jWP8kT3aMUSg5RAJ+g/bamEVtzFoE34Av3BY0/d4AX3+qj08+chZdg1vXtfD5fX285/oWaqJzA9t7b2ihMuqvLwQ8dqGff37yLNEg5daLBpsbmnj4Qg8fumnlgoIsgAdO9HP/sYv811vX8oG97XhK8eSpPI93DvK2axsIhzwePzfJufEkyxsWa/wDFEuKi0N51tbHiIYl/+PVG3Fcxf2nL3JuMkl1XJ8dLONh/1kwTcmr1jVzrjvP6HRxUe5ixoIByR/sXcmfPXCcwekCv/+N5/jiO7fx/ptW8tNjQwxnC+w/N8n5kWf5P2/ym+9kyhF+2nYoljy+fqSHKdfhW8d6+dC1q5hwinSN5hgs5lmZCHNFXZymeIDpnJ+DsXMe3z3Xx1ihSGsiyPVVNfzg6ABH8in6c3k+9cgFvnL3Dm5eV8OJoSSbYwliEYOxZJGRbJGzg9P8w0/PM6V8B981kVt0f7zY9jvh8Gdsw4YNjAwNItQSyY7/L3n35X0L3aD6ZR9h5L6/INC2GS+bojh4jleuaeDXEzPVtHNYvi4Ff71iinuOa1CuHo7qgGszrQyGS76D75myqfUEjVGD6XSOjDIY9gLsWRHnf7xmE8sjgr/9xiN8dtiPMPKu4MjUHB/84nCKyXSBO27ZRiHms0G81Bj7utJsSggo5PhSr+LMZCcHhl0qLUFnyuHvfn6cq+osVlTW0ZkscMuGegBu37MGYQZ443Y/Qv7sviSfPpYHunn2fD/b2uv5H2+8iofOjnP79lYSQZ2/+9HTfOaZSfJaiI/cvIqEZvOe61YsuOlvWpXg8XNhNjZXzTpuqRn86HyOex/uIu9CQCqy+SL7OpKoB07xFy/fgBGMzEJAS9kMu0YpxdcP9vBkZ4o97XNa9TPwyqVWFw/w/htW+swwOdMUXtExnOGBE4O8bfeyy+5zxn7v6hZ0DW5aV8uvT1cyOuXyiYfOsf/iJP9wx+ZF9M0Zmw9nvXlni09R3NHCvzzVxxeePEvRdqgI69yxrYX6CpOqyMJzeN/eFqqic81kPA++cbCHB053cM88vXfXVUjpdxeLheZwc9dVfOfZHn5+tpNw0EMKODeenJX4XcqeOJnh/zxykrPjk/zRLWtImEEsU/LXb9jAPzx6bkE/4NvW1/HTY4OcGZ0iU7Tpm8qx7khoyd9hxn51YoSc6xLWNZ4bTPK9Z/t429XL+Ic3buEf913gQk+aI0M5/tuPTvLNd++c+6LyNfy3Lq+g+2SOjU0x/vf9ZzhdTPOKDfW0F8OEPI1fdY7QM5blF+dHiIcN3nXNCj5++yY+91Qn/+Xm1Xz90R7uO9vP3buX0T2R5c9fsZ7kVIlP/PAChzMpprIOF1IZ3rS9hee6UnSPZzk9nubunW2cHcnwP1/rs9hims6YV/r/Gx7+v89cj8bcOF3x5y+J/63YCwwqnl3AqG4ldvXrGP/Z3xNYvhUnOcjjSQ1Vblw8P3e7PuTxwaPSl4oob3vaATCwcDFxyKLPQkE15HGkR8bzufu31wX41aEOrg8keWaoAPg3UDCgM5MQCmseB3rSfPDrT/Ppd1zLR25eBVJy/ozgud4UT/elOTTuzyk2LKvjuk0Btq+o5tOPdNCo5fnUkQwJI0PKZjaJVxWxeP0Kg/sePcrte7dwx/WbyCmT53pT7O+Z5sBQP+FoZDYxOjY4wJEhn3MspGRsbIyvPX4eGa7g7hvm8O9HOtM81Zvl+g1+EnhiOsd9z3TzkiuakaZFJpvn3sd7+OANy7l+VSX7Lkzy8PmJJROwSimGJ1L84OgIN66t5denBnnTrnZM03ewV7VVLnDWruuBmNNhmW9CCN5/40qqYxav3tLEZx7u4OvP9OApxQdvXIWuictGaxUhg72rG3ng2ABv292K4yo6x6d4/MIYPzrav+QMoeQozg6W2HehnzfvbKE6Ys52P3vbrhZMHYaSLv/4yFlGplzqExpv271wwJs/q/E8RdAS1FcsZCcVbcVTZ4sc6u/nnde18t7r2+kYKvD1Ax28aWcL8dDMOSkm0v53ty1beN1Gpop886k+3rK7haMjw5wdn+S6lTXcsraRR4+k6cyN8a7r2/iXd/odtQ6fz/DzUwP0jOWZLBaoDgbom8r5Vd7zBpKu4Rw/OjbA269pmytQqzSgE7KOy7bWBCPJIg89O8qvz4xy7+uu4I++cZzxkQlW1PiBT0TXSTkOMcvwKbmvWgcOFHIeU/hRd7Jg8+e3rONrB3poCQXpy+W5us0PBjRNsH11JcIRfHN/L0OpAu/atZzt9ZUkR0sEpUSTgtpqEzJgO/6MYmSoSCpvk8OjtSLI6liUJ06Nk0qVoAamPX/qfnF8YcT/Yth/SoevlLr8dEfB+0/+kC+tfhmurhMpZDletxpP6miug/tvbFDyG9nlnH358+lnfkjuzOMkrn87ufNP40z045Vy5Odr/8xjFJ2c9vCkuWAbtbrDqKNTRKOIRkQ4hDWoMBXH0jozP2lM8xgfS/LtjgLfiwi6cr6zv7IxzF27V5AZHODYmQIrY5JjSTgwUOArvzqCOzWOjFWSm5zkwIQGKHY0hzEE3LG7fbbt2lfeWc3fPXAMyJGyoTLod6qasftPp/j4/nFEqJN372nl5ZERDruCt+5opjIaWBAF3n8yyYE+vx3e23cv57sHzvOZ5zJABqkbfORWv5Dr9u1tCCFnv3vfMz18/KEuFPDaNTG+eSLPB/cu5649vmbP87UDBPjagW4+d2CQ/RcnONCVwrICvPNaXzp4/veUUvSMTvGTEyO8bY8PGynmiW+x0IFGyg0LpgsO//DgBd6yq42GRODS3c/aj47280/7zhM0BS/f2MSaujhbWuOLpBRmzFPw0+P9fOHJs5j6wirZZAYmM/DmnY00VWpMpB3+4eGzBM2lq2nPD5X4zjP9vHdvMx+4cQU1sTlqpRSKn53q5ntHL6LrLvfctJqv7u/nG8/6LR3/6OUrWFbW3UnnPVprTN6yy/9u30SR7zzdR8Fx+NKBiyDgHde1EQ1JVlVU8vlHegmHFf/yTCfxsJy9dvcf7ufbxy6yqS4BwCu21JNKemXp6LkB6d6fXOAXnf3Yrst/fdlaAD506yqO9k1xYiSFXVJ8+WAX9WEfzll/Kjwrg/zQqVHu2pMh7fiOdbroO/dszuHgxUkG7Tyv39zE0HSBD127iv/+3dM8nZxkY12MvlyenSsrCesa02kb11Pc+5NzPJfxSRNrlkf5h0fPcyaZpu+bOb7wzu381VuvYPOzfVxRE+fb+3s52DXBmFeitSLI5990Fb//tSN0ZrL871+d4fur9qC8Obroi23/6Rz+wYMH+djHPsbDDz+Mri8+fIWgbmqMPznwJUQwAPkixfUbeDTQxuZzT/Oz9j0827QJWXIoBIO4mvH/G7jH84jvvhOzZjnJx76KtELkzu9Hi1TNrlIXtZhOZ8hLfwDwylG/JuCd1ywnaOps7j/IO84kQGponovt+WXzmtT4yO4mckgeONLHQF5yerxAi1miK2MSFi5ZpaE85VPcXrmN2sYBbt7YwE9PjJDLZHjqXD/PThnAJNvrLaDINSurWa2l+PI5h58cHeCjL1mLch2QGnfvXUe+aPPgmVF6Mi4/fqaToJ3l9hs2csd1GxC6xd7oFP+87yJPnPcHFWGkZxuszNgde1YjLT8pXBHQuLFR8J2YTs+0g5rX+6AybPKGLXV8d/85bt+1ktt3Lieby5PNZPnGkQKfOTDEn9y2dpYD/+49rYjL/K5CCDTDH0xb4ibXr6rmlg31SzJ/hBDcf3SIf9rXhRKS27c2ct+zfbxl93JqooFF6777unYSIZN0weHTj3YQCerPi+XvWVHDkb5Jbl5fx/cO9/OFJzv42EvnZja248MqM7BRwBC889pmbM8hmXMWcPp/frKPL+0/S3VZlnkyW6Impl924Pvq/m6+fbiDcNDhv9y6ZsG5267PwQeYzLh8fl8nd15dR0PlHDV1Zv3KMNxz89x3v/ZkD1986gI72ip595523rprbv13/vMxHu7s5/atviLoKzc14SmFFIIPv2w5rQ3GLF30DVc18+ffPscvLvYx8I00X7hrG6MTJXrL8gv7zozzruv986+OWnztPdv550c7SWaKjKdsBrI59rRX8dK1DVxZXcn+b0wwlC7w//z4FFIIXKUQUnDsQpKPfucYg2U5hrCpU61bfOYXneimfw12r67mZVsaWB6K8EffOE6h5PLnr19HNKxDBpriASanS5xJpmmMBjg8mOJ7z/bx3uvb2VIR5+v7esgUXcbKVbc3rKrl3u+fo1jW9NnQ6JMR4obJeMlmZe2L3wDlP53D37FjB4ZhcO+99/Knf/qni/4uPAVKoBCIMgMknJzkVYEcpewE7zj+E951/CcgJQPBCr6z8WXs7jnMfRtvI4dJodwJ6IUGgHg+zb2/+Eeu7T7CZDDGvde/nZ+sv+F5vyOEILRyB8GV28kc/xXJR7+KkxyanbE0BEClnbmIvzwQeQrecUUCd3KMDz0moDwQfOjAd7hn/7dnt3/Dq68k98d/xlTTDr7Tr4Em6SuVi7Z0RdaGi2MZLnT0smplK69bPc39T5/nrTds4HtPd5WdvW/KLnLPNc3ctXcdn/7ePgCS01k++8tj3FhZ4JExgztu2Mifve4q3p+c5nvPDZLN5fj4wUlEfJD37V3De65p4xM/eIpPn5jgbTvbsCI52gNF/uahLtB03rfXp9u6yRG8Qrl/pxQ8MiTomXbYu6aau66bk1kAuO9QLx9/pBc0g/fftJZwKMjHH+pkV1uUe25sn+Nmey5DwyN86+g4UjO565oVVF3inN953SoiQYtMvsR3j3bx0OkRVlwXxnUcNF1fMIv0yhpDCsWPjg3xj492ErTMWcYN+G0iv/NML2+6uo33Xt/OsZ4UR3pT3PI8mvpCCA73jfNUpy+89rbdLQTKrBwA11OcGijy8Nl+7r5mTl6hMmxgSI3P7TtHRWguSfqWXS0UbJfRaYfR6RK1scuX/QOYxuxl50i3v58Z5k7QhA/evIzmKo2+CYd7f3UWKeHNO1YQfIGOjnde3crBzkme6Zlgc3MF33q6b1ZnZ6LoQxV9qRx/9rKNfOvRMR640MlfvW49W5bFZwfHWY5/3HdTh/uSfPtgLx19RU6NTtEcD3JqbIr7DvWxLl7Jk70jvP/mFaTTHt891s+VjQkGBnOsqYnx+e/0ctqbYH1NjENjk6xviHKyK0nKdYnoGl9+opuL2Swb62LcuKGWroEsP70wBMCr1zWwKh/h1jX1dF/Mcu8TZ+nK+do8K5+JsDER42QqxcBUgcatQT5cu4pXbm2c1VY61TnFh797lGG3yB2bm/n9Ne1oGjxxeIwjU36+ce+aGj58q/88TLu/vZ62/+kcvpSSr3zlK1x11VW89KUvZevWrQv+7imF57goR+HliihHYUZjlHoHcMtTQheBNAT1yTE+vP9r4MGO/pM+/UVC2gjx89XXcrhhA+ORKl+Cc75ynZT8zwc/i60ZbPuDb7B+tJMvf+8vOVOzuAQ3BAAA/LtJREFUnAs1bS90AggguuVlhNZez/ShH8w6lqNjRaRnAi5IDSH9Q1LAu7/8FF4+xykqZzf1iWvezCeueTMVukfS8Y9vW32IpswIEKUubNKazXLdyio84FsnU6Rdyf/6dSdfW9nK9w528LdHcjxy7lGQkrdcUUHAMjnWP8WhoQK7NZ81EQoGgBIXh5J8faDIwZYA+/oK5HI5QuEwt1+zltfWZfnGeZt7blrJ7TvKZeKmRV74ykaWLvjK3TsYHxsnIE+RS6eZzJaoCBncf3SYjz85itAtXtsGedtbki+vlMcbr16BkJIbGnU+++BJXrJlGU/3pHjswiTb2ir47sHOWbbOj89l+MyTAwCELI3337iQvz2TjB2fyhIN+R2/XMehb2SSX5xLcedOf/9j03mEUPzB3nbuKpfA65pcFDV/91Avn3joArom+cDelfzy1BD7L47zk2P+zGgp6x3PM5WzZxuhX9p0XQp47Hw/n3r0HJHAnLRyz3iJkrO4gfqMvv4/7TuLrgmChsbbd7dQFVnaQ3/oluU0Vui8bmszn3ukny89dZZIEHYta+Lhs/3cdU0rH7q5nZ7xEqsaDF61qZlnzhd4pn+At+1uobV66aRye53Fp968hZ+f6KdjqMQX9p8jnXdIhA3+26vW8qlHLvDnr1hP0BL8srOTU6OT3P2VQ7x0fSN/9IqVC373j76sncqE38jn93a2MrnOYUWzxcs21/PQ6RFuWlXPH3zhOGfzkwhd8b5bllMR11lXE+W+433cuLqWPzx0nBE3z9XLK/iTbX7l8lee7AZ8tUyjXDvguoo372jjH35xAYCaoEW24HJhOsOPjwyQybh05bLsaa+iORqkZyiLaWhMFG0aIwFevr6eiQmHnx0d5M27/PzCF093MlzuyHV6eJoNKs5797bzwwO+AFxt2CLq6fMqf397PW3/0zl8gJaWFj7xiU/w1re+lcOHDxMIzIvclEDZgKNQugRbUejoRVbEITnt50Q18HK2r1AzU3PkwgzhMVzK8sYjv+SNR365kAcJ/Kp9Jz/bdAu3ndvPS+7+NDnN4NmG1Ty0cgevO/kwH9/7jqUPeokZgxYIU3HtW9FwZ9UxPanN6uq0x016kgVsqXMiHwAWRqgtiQC7rBQXUi6GCDBqazw7lKOvDAk91pejpDT6sx6feMvVBK1jHD0/QH1xlL/70WFevXMDT3Yf5Kmkv++hzDitMY3VtTEODRVmj/nu264iUjfAze0xfvjYMZLJFLtbqsjbHp96fBARjqGyGp86NMLeVQLKTlGUClAsC0B5DmO9vXz/fBYZreSTj/cSjid47/Xt3LQizMG+MDevreYHR7v55BMjC4qVwHf2Y71d3H86ze27V3LfgQvcu28QaQb5u9uv5Cv7zvJs9wRP9WaRul/FeufOFRRcwPO4fcfigdjzXE53DvLxh7v5i1dsKDcW8fjFuRT3PthB3lGETEmm4PDZJ3r42K1z/VuXiprfdHUbmpTcsb2FsXSR58rdvNRlKiaHknk+9v3jPNU1vgDCmW9CCN5Wrrqd79h/dqKfrx3sYHd7DXfvWfgdf5YAXWNFvnD4Ap7y4ZqlbD4s8/6bmqlJwOu3NvOZh/r46tPneKZ7kn96yxaW11q8v9bH2e97tpMvHjjHU51jXLuqgvfcsGLRsQshWF4b4PdvWknPWIGmSoNTfTke7brIh7xVfOXuHbPrfuJNm7j7y4foTeb49pEuolHBn75s3ezfqyLWLNV15pg/2Ogn4tuvj+C4ivGSP2s41D3Bn758HW+7ehl/ef8Z9nWNcVVrgvpIgJGpPGvqYrPnO4uRK0V13B+4zoynefvnn+HPX7Ges6PTHBlKzfb1ncgWaa4O8aFmPxj57K87+O7RfvbUVlEXthjMFPh/fnKKqGfw8MAoj5wc48vv2c679q7A8Tz2n5/gxMg0J0amOTea5s9fvY5vHu4lM+7wkwtD1D0c4M9evZ46w2S8WGLbjFzyi2j/8cTTfkN785vfzPr165eAdQSeo3yf6YBreyjlB+muC6rk4RZc3JKHsj1UqbzYHspWqIJClcpLvrwUFMrzl1svHOTL3/kTpPL4s19/hi/e9+d88b6/YOPgWV576hFecvox6pPDCNchnh5Hd0pUZMaRrsPGkXPE8gspo2HpsVZmF56ClAQ1+NRLW1jO0noazVGDf35pI+eSDkeKYbJlkfx6w8FVvgMvKV9E7c9fu4WEoXhNaJTRvMd3R8J86uAwPzkzztZGH8IKYzNQ1HhqDLrzGn/80jXcdU0Znw1qvGdnE3b3GX7akeVbgwEO9GXBCrF3VSVX6RNks1l2N+g8emFiTujLChGu8amaIdPg/sO9/M1Dnfz4SD/v3tM668Ae6syyryfL//rZWV6yY+1l+qYKvn8mw737BvjD7xzmJVf5VbGv31xLwhIEhcNTvVn2rq7mjdtaGB2b4LsHL3LXnhV89KXrqYosTpoqz+PeR3p4omua933zKBOZIkJI7tzpC5g5js3Hf3UBTdP42EvXcMcOX6dnPF3kMw+fXySWVRWx+MDelVRFLL7zTA9Pdye5blU1d5dL+YeSef7+1+cZS/vf+/6RAZ7qGuf61TWXTdCC7+BesamJrx/oZSJTxPMUb93Vwq4VNRy4OLZIWK0qYnLj6hbODfs4t/oNQ8XqsmBc1DLZtaKWpniYg11jfPdQ7+w6rge7V9SwrDLMqeFJPvfExeft+wvQVhPgPTesIFDOue2/MMH4vGvXXhPh++/fTczwne5Pjw4+b0/kS03XBFbAd2V94wWGUwWqKgw+/LJ2PnbrWm5b10A6Wy5amXcpIuXjiRo677mhnQ/uXcnKRJizyTT/9MsONjb4rQ43NPnY+hPnx/n8/k5CZXXN979kJX90yxoaqoOMZIvUBCye6UuyclmELfUJjo6k+B/fPcVnf93B1soKrk1Us7k+xsp4mCPDKX753Ahfvms7q1t96CqX96PPTcEKNpuJ54Xi/q32nzLCBz+C+NznPscVV1zBK1/5Svbu3Ut/fz8jo8O4NlBycXXAgdCy5RS6evFKHpSxWAIGwnZQrpqFcoDZaF7IcuHDTHTv+H9TnkIreThCQxXnQn/HFZilEm98+he8Uf4CAM2SoIEwBUZAB0+RjlfwYP2VpM0Qw5Ea3lc4iTR1Ph3YwpARZdKIEnZy3BvuJn5iiECZpSM9dzaJC3BTpc13fvgYg7aPD2fRiQubYXthQvTmthDf/NVhzgxMY7sefc7cFPypMwP81ctWEa6c4JFjfTw7DYmgzj3rdZ7L5Bjr6eG7gw43xjI81JnmyYECvUX/eHa0xgjkkzx6oUTPiKRz2uOeG5Zz3RZr1lkLKXn7nuWoXJpMOk3Gk7RGJT1pj47RzGxUeHNbiPtPSB7rnGLX6ZHZG31sdIz7j41w+65VVEUs7rh2HU/3Z2e189+zs4HRgT7++VmXW69sRwtGuaHV4rtPd5HJpPnMgRGkfnkMW2o6f/Gqjbzzq8/SOZnnXw5085GXrJmNesem88RCAe7Y0bYggv3uM9387YMdHOyc4B/fdNWSkfnvlat375zXYOX+5/r5x0cuUHI8gqbGyzbVoUm4Y/vS0sfz7duH+vn0o+coOA6ep/P23S18+k2buf9w/5IJ2QdO9HFsYJzrVtXwjmuWAdA3UeIbB/t4884WWqsuvz9PwYHOUQamsly9vIquEZfO0QLLayzSOfjhc6N0T2bZubyKK1srnpcJ9cz5HA+eHeB9N7byR69oZ+z+DM/2jnPfof4FGv9VEZMr6it4sm+YoekCXzvQtUBm+fnMdjxWVkUYyOYYzxf58hNd/JeXrqFgeyilGJosMOr6M83OsTlcPFNm6aRth8qwyUtX1/Pjgz7MMmoXOPDcBO+/rp11wRhPaGNMuQ5XL1tYn/H7N63kaw90c7pymr2NNYzYBd57YzvvvbGdbz/dy6mOab7wdBcnE2k81+NYepoP3bSSyfESjV6QYsnjjitbGR4ucke5E5cpJGv16Cz54MW0/7QOH6CqqoovfvGL3HXXXRw/fpxvf/vbXHzyIK9X4CGQZWFhZzyJnKFjamUnbjtzSM2MzqtSsxCO8vwEHZqYGyQAHLA9ge65fiKv7IOl8nAu6VDjeQqJAA8i115DZt8TRKeSvD63D62hDn1aoaZTYFn8VfUY+ap6fpEM85L8RardKqYGC3ygIPhy9TXc3ujw7bEQDdMDNG7aiBYO8dmeOWXIprBkIOs7+62BLJtX1hPEw02O8PleE9DYXGWwuzlILpPlaAoOjZT49kNHOJPyaGusJVCj899fupJfPXmcvz02xsPRAs+mAzzaHOGZ/jzv3tXMYHGInmmXXatqecuGKIdHjvDUmEdbwuLVV7UuksCtDFvkCgW+dNqfqbx7ZyMdE8VZqWSAR0YEnVPeAlEzVczz1YdP8JljeSYyJarCOnfsWcsnfm/bLN1SGBo/6Chx7yO9PN2V5P+88Qq+e+A8f/v4MB+6sZ0/fmnieZ3R8ESSXx4b4MbVFXz1meFFmGlNLMj7965a9L3XbW3msbOjPHFxkq8d6OYjtyzWeqqOWvz+JVIAb97ZhqFLJjM2n3joPPmSgxAaRXvJHm0L7O27WwhZgmzR4bP7zhELCW5a00Qqq3Dm359lu/uaFiIBFjTluP9wH59/4iyHuif41O9toalyaacfsgQfvKWFxkrBVM7hn/Z14LiK6pjOe65v4X03ttBaA5saajncd/mev55SfP6xbh7u7CIUVHzkltV8+s1buO/ZPu7c0UL/RIGvPtHLO29ooy5mLpBjyBRcRicdqhPagsbzS9nhc9NcHJvjrHtCMZ60+eyDXfy8q5+NdXEyyu829ZevnrvvxIwSbzmH9uCFEXrzOWqDFlWmRQdZTEOQCdlMldsO1urWosF5QityenKaCs/gylgFiaBBLu+ySkS5/qZqNq+Js0wPc+R4isqEyeuuaOLxxycoFD1KtsfK5ghXhCro6cpxxaoEUszRMl/satv/1A4f4LbbbuO2227jnnvu4VWvehUP3/9DP2nrKTzbBUdRGJtEhkLgLH4wgIXyy2reiwDhKBQK4cxd+JxmIVCE3CK5shxxtFQgowf8vIA91zXKM0AqkErguh5SCoTrYSQq0aSiOD6OFoniZNIESkXe1NaGFlpG/mIHODbL6uv569BZLKuOG3ZVknroPEFhkRwrkXUEpVCUsGnwuhs28avpMKXhPl6T66EuaiOk5B3//Gna1rycnqrNbDbS/MUbNjEdruZfDvaiUBw62c3BtAPnprnnppWsbKkh8bKrkTW9PHDgLOAnUWdglvffvG7W4VboDlubYzw1Nk1Pqsh3n+nlT1++fsGNKswAx5P+QBi3BHfuWbVoULh910qEYc3SMpVSTGRtjkz62zjWPc6hEZs8Jh99ydoFEfsdu1fzxIVxHruY4uuHBnnbdRvQw4kluw+BD+MMj07wo1OTZEs2n97Xyz03tvPHL13DG65qxvM85AswtEq2PRssKC5zTy1hlWGTd1+7ghN9UxzrS/JU5yRH+1NEg9rz0jYBv8XfDe1MZIqETZ07tjfzxcf7+Ozj5zg2MMmn37RlycKq+faWXS08fmGc5/rG+ObT3fzX2xYPVDNWHbF47/XtjEwVCVsax3uL/ODJiwRMl4++ZA3vvKadv/zxRb5Z5uTP7KtQUuSLiuFkgfsOD1Bb6UGnf6UA6hMW99zsD4Rf2neBLx68QCQkuaG9HqVgfW2M06PTpDMe//sn5/nwbctZVhdEKcX+E1Ps7x3h3XsXJvOf6h+lP5+hIRpgKF1gYKTIl/d3ctf1rWxaHeHJExMAXNWYQBbnfttK02SkWKQ26D/Db9rZxv7z4xzqT7IyFOXlbQ285eplaJogW3Q515lmuYhw4swUm9bN6Tnddd1yLEtDHxGYwh+gPKUo2R4BqbHOjNPSGCA5WmKtFaU6GiCXdygUPBxHEY5qhEParCy3QiLmCRq+mPafFsMHOHToEH//93/P//yf/5P9+/fT09ND19AgyvHwbA9VtHFtF62uFndsErfk4pZ8Bo8KWLi262P3rody5r06HpQX5Xpgq9nPlevheDBiRFmZG0N6HvFSjlo7zaAeQzlqjlrjUU4GS6aePTI7c0DX0UIh7MFB0KU/MuQLmPWNNP/+PdjDQ3iFAtIKIK0Q7uQExb5e9EQloQ2b8JKTRCaHeLs6xz3103xgvUnV+ad4d2yIP9gQoEp3MRtbwVO8cnUr3T/9R94X7uYdTUWEYVKhu3zkltV89JY1/NlqmxatHB05Dl46RcKe5u74EMGAP2MImr6omS/16juSCs1h+NghsAs0B/0I9fRQmrGebj53/2NMpOaEnzY3+w/HVFHx0OkRAJTroPJplPLrAt5zTRsJ3WW06zyfe+gUX9vfwYG+HHtXVrC6xpedKDiLC1KqIhZXtfnJLYWiKhKYPVblugyPjPLZR84xXm5xp1Dcf2yIjz/YgaYb/Mlta7lrzwq/A1MmzWceOvuC+PHPT4/zbN80O9oSuI63aH2lFF75GEeni3zyoQuMl3F721H8+vQoT3f7zn7vmufH7wGGUkU+8esORqeLBA2THcua+ObBPl6/rY5rVi7G8Yu2r3l/qVmaSVPML5wrugtX8JQinVeLegF0DivGpiFs+Q4oV+7UZBqC37+xhY+9dGG+5WRPgY//rINvHerhK0+fx9Qlu1fU8MrNjbP7mdnH3de18oe3rOHOq5v5+M86+NHpHrYuT/Ant62lJmHwo7Nd/PKMD7Gksx6ffqiTzz7Zwecf6VxwD7z9mmX8yW1r+fJd2/nANSvJZ1y++HQnB3rHef/edta1+QFGf3+JBx6cm5G8qqmBUFbjzlUtOI7Hvn3jvH3DMv7rrWu4bU09G4NxzpxOYyjJllAFb9rcxoYVcYpFj/HJIoeOTlIsukRMnbpsgGUNYd7wCr/CPxYxePkt9dRWBxgZy/PTB4epqDDZs6OKcEjnul015AouBw9PcPh4ije8solbb/DzXYoZWvl/UC0dIcRLgX/EBzi+qJT6m0v+bgH/AlwFTAB3KKW6/737bW5u5oknnuDv//7vueuuu/ibv/kb0lNTOMFVSE/huYADpmnhmSZeOVHkeR7kXXDAk6rcWnYeXj9jaon3Zbz/dKCejfkh9ibPYQuN04E6X7ve9WZnBx7SV720PfTaGkqpKZT0Y0I7k4ZwGAp5vFQKGQigpCT1+D5EKIy0HdzJCWzDQAoIrd9I+tRxvGwGs7oWXAfXLVEaGUQGQzj93eTsEtE9NxF75ZvQq6pxp6e4bVUzv2it59z+79Nw95dJP/IDpDSJvfYuhJS0N1fx9Y0n+Hm0nde3a2Qf+QFGyypEOM5fbspzb4fFn2yRqGIeYfmOVymFl0vz/TPTfOaM5F1X1XIxDX/+yg187/Ej3Hs4B/Ee3rXCQVY18v5bNxGKhBByrgBofHSU+w928sZr11MZkIwNDvCDiyXyJZdPPjXCh/au4I9vWcHrtzTwtcf9mUbQkLilAufPnudvnk7z317ji2DdfcM6ItHogtJ75Xm4xRzfOzzA3z0+yFMdfr/c6liIN+1ZgxkIL5oF/PT0JH/3SBclJQmakjt3LCOXz/ODI4O8edeKWUz1ju2tCARTuSKf2ddJLLQwmh6YzHPfs328ddeyMlXzPLom+MDelViGz7rRdYVA8PZ5ejszTkwIQf9EgR8d7edNO1u579k+PvnIOSxD8N7rVvD4hf7Z/3/y93yIZFtrLZ986CJv3tlC5yg8eLqP9+1deH7hADRX+Y98pFx16ilFtgC2A0e6S5wY7l8gw3Cgu5+vHjzHFY0JwJd1mLHGSmvRzORAzwDfOXqBncuruOfGlSTTigOdY/ziRBUfvCnKgVNZfnVmgA/e2oaudH7/Rr+b1WjOx9a7xrP8r9duom+8wNiEx9523wnajqI6ocMo9AyXSKVdKmL+Ocyfzei2gTc8THi5wWvLDVped0UzPb0F2q0oa1bMdZGqsgwahsJUGAZKQe9AjnjM4ANvWsnIWIEHHhymfzDHlg1xpCbo7Mnx9ttbqEiYdHRl6OvPs2p5hGjEYHSixMBIgRt218xuXwhBLGpww+4avvCNLrJZl5rqciOhlhCWKRkeKeA4ig1rYwQCPj4she/y/0NCOsKvbvoMcAvQDxwSQvxEKXV63mrvBJJKqZVCiDuBjwN3/Hv33dDQwA9+8AOefPJJ/uiP/ggpJSXbZtwoUevJcjgNTq6ICIVhshx1KsAuR2Vl+NRT5cj8ha6vJpAe2GgcCV6i1zMT2c+Y7eP4mqVTGk/OW0cRWbeOqV/90qcOSYGSksTVO8kc3E9heBDhOgjLIrx5K4WOMxSHBvGmkhgVFVS/54OM//Bb5B85gxe0qLj5Fbh1jchQiGJPB87hA4S37cbLZ/Ach79+/zu44Y//ih9/+v9wY3szWmtZ4tfzsFZupHo6ydtL3eihzdiei3Js9PatLBvo4DObHMyamoW00nwWt/csr20BYVncftNaair9KP6OvZuQ0X5ev6ka9+xjuNk0lRuu5qO3rme+ff9sho8/PYXyTvLOjQF+cB4+vn/Mh1duq1ggdnbXjZsIBzt4w5XV4Jb46ydGebyvyP964DRfuXvHgr6ynmMzMjLCN54bA9flNduWcXi4xGPnx7n/uUHed4PPopkp5R+enOKHx0a4Y8cy7ty5HE3XSaVz3PtoL1Jq2LbNJx7uxDTnxMcqwybvuW4FZwZSnBnJzEpK9E9k+d7hfkqu4rP7LhKydH7var9pykwUL4SgPh7go0skJDtHC/zguQHuuqaZbz7dz2cfP4ehC96yswVDF9y5vQVd8xuThy3B9atr+cbBPu7c3swXHvelFiwDCjb885NnqYoupI96HvzejmUkwnPKn5k8PHuxxJHBfvIlhy/u7+BAxwSffNNm6uMWd1/TSiQg6B4rcHwwRdRa2mUUbUXPsMut65p5+PQEB7vG2bu2hju3NxEJaNyx3Xe+j3cO8vXDHRg6VLv1vGxPiGUNBp96yxX87YNn+fNXrMd1Fbgar1jbQmXEZGzS5rFnM1zT3EhrbYBb1tQTDWtLHkdHb458Bu551Urqy3IW6ZTHNQ11FAoulfH5pAaJEKBpGrouqK0yyeddikUXpRThkIbjKtIZh6qExYkz0ySnbGIxk2UtYTq6slzsynLVlgp2b0vwk18Oc/zUFNuvrFxwTBUJk4a6AD39WcYmCtRUBfCUQJcCTfeVcUdGC8QiZbXccg7yt2EvRoS/A+hQSnUCCCG+A7wamO/wXw389/L7+4FPCyGEepHEIq655hoOHDjAd7/7Xd79jncwrErUEgDT8ue2hQJubl5DYF0D5xKMTF3yejlz1FyH2Rf4TbTyvaWERnjDGrJPHJhNGIdXrWb6wH68VAqhFORyaJEo1a95A71/9zco16X5/X+AUVFJ+tFf405OUvvWd6CHwqR+8WNyp48jDYPES1+LjCXIHXqSwOZtuNMp7L5OnLZ2zBVr8DLTxNrX85nfv4v3/f3n2f+Pf03LrpsQUuJOjpF76td405PIqhpEMEzw5jciQhFUPgu5LEp38LLTKMdBGJYfhVoBtMZ2ahJp3lF8GtmjQ+UNKKWosATvuW45uC5OdTMoD6fnDLKmGS02JyNx+45lgOK1jTayIsHtN1SDfobX1k9T274WOS8yrQoZvGtzBJUfw3MD/LfXXsVf/eoCf/aytXhlnr+0ZtRGFT84Ps5n9vtQQLSigk/ccSXf3n+eV60KzUZNdrGAYxe575kePvFYH1L6sNUsOyccmHWKpjGnL6OUolCyAcGvTg3z2Lkxdq3wReN+eGSAf3zEV5ucyXloQnLntlYqwgvZU0vZAycG+My+c4QD8PJNTQTMuaTrB+ZF0pVhk7fvXsEnH+r0C6wkvOvaZiojc+qXAYNFCeuusRLfPOhLJ1eGTVxPYbvw3GA/n370LB+6aRV72mvYf3GMzz/ax5+9sn02eh5PF2mssHjzzlaWsmIJOgZcggHJP9y5mV+dHvAT657O9vpWXNt30Hdd00ZlXGNHUz0XujziYf8hWt8cm+Xmj046HD9fZNv6ADUVOj2DJQpFRUu9SSxfR000gK4tfvjSGQehYG17iNMXsmSyHitaA9RW+ef67PEU57sybFofwzKln0/DR1Qdx4/2ojGTbN7lmSMp1q2OMTJa8LusomiqC7DvqTHWjBbZta2SWFSfbZe4pj3GstY0heJCv1Isujz8xCgBS6O6QjI8WqSmKkBPf46V7RFGRgsUCy6GMTeAKeVXbvxHhXSagPlE3H78NoVLrqOUcoQQU0AVMD5/JSHEe4D3gN/R6l9jQgjuvPNOrjUSHH3bH6I8F+F4KFdRGJpAT0Rma6woOKCLS2qq1FwRFiCWuKEW2QsMDsrzEFIiTBPtkgGm1NcHjoPQtXJ210VqGkYsBo4NUhK5agduOgOaDo6D099PcOceMk89gZ1KEVi2gvj1t5A9egisAEJK8hfPITWdUm8nenUtevMyip1nufHVr+e1py/yh5/9Mt+5/iXYts2TP/8JV4VAxCqQiVryj/0UY9karHVXIUMRrN234Y7243Sdxq1vQRgmxSP7EOEE1vptSNdBJUcR0XKBSCGL03kKL5dCVDWhr9mOyqVhvA+mxmGew68Mm7x7zzLczmMIFaEqGuDdmyN4mRToC52jMEy06hbcfAblFGmvTfCVu3fgTI1THOpDBkKYta0IqSF1kzuvXUdRC+CWCrxhS105Il8+r1G8PxPwbJs7d67ADIR43eZ6CrksZiC4iJ0zP0p2XY9cvoip67xqUz0Baw6mevOuZZiGtgAqmso6i26TXMFFCAhaC6PUt+5qJWAIXrOlmaKt8449K4gGJbarmEwrEmGBZQhcTzEwobh1vT8o3LG9marIQnhlgSaO40f9D53t42tPn6WhEt53fTvpPHQO+4VW0TKj5+274Yv7etm9vBmlfGmHwQlFwNDZ3bocpyRgid7asbBgwzKN0aRHY8VckxfbUTRVSwKGZCrjca4bXrm+jYmUS22lIhxceA1yBY/hcRvH9WbbLLY2GDTV6mhC0NpgEI8uju7HkjYPPj7JVNbjtbdUkst76Bo8eShFJCyJhHQ2r4vOJ+XgeeUaHcAwJK+5rRHDEKQzNvsPjdM7EOJ9b1uOrkuCQY1kqsgvHx1jeWsEKQV7dlTP7j8Y1Hnjq5oXDURdfTl+/egIV14R53UvbyYY9F3usVNJnjuW4hW31LPtyipC866DJgVCeP8xIZ0X05RS/wz8M8C2bdv+bdG/Px8CT6EKtl9xazt4JXeWPQP4idjLbUPi8/PL9hs5/yWPpfziuhAO+zTNMsXMqK5CCwax02mEUD6s4ziEVq32z8F10CNRpp54FAp5aFtBYu8tBFesJHviCNnDB7ATFWjRGJppEljWjgzH8MZHEMvXoFdU4aYmwPModZxEr6ji41/4Ktu3XcX3n3yaa2vCvPq9H2ToiV/jJcdQ01PIQBD71DNokSjWmivRaxqRVXXoTSsQhkXx9DM4vefQEtV4azajRgfQ2jeix6p8PXmpIWqb4XQfntePbFuLSFSjIjHc5KivxBmpgFLed97pCVQxhypH6Vr9CjSlEGUKrXKdWUkLd3LAT6ArFyIVYAYQVhA9XoOwgji5NMouYMSqqYpYfHjvCkrT4+hlXNQILPRSZiiCYQUJSsk7d7eQnU5SdCS6aS5i6biuS75QIhi00DRJPOLPFKoiindfuwKj3GnpUmbMjMZ+wJCzD65SiqmchyZ9mRBNMusk5n9/RkzM3z/kSmDqHkpJAqagNq5o0iw2t71wcc54GrrHYGtTCx97KbMzl2gQVjZANOhDVOAHTv/1ZStnnU2hpOgY9AiailBA4D4Pg7StXqetfuFnnYMOz50vsaJBY/Nqk8ZqSTwsqYprlGyFafjn6HmKbN7jmZN5BsZsait0ZrQRhRBcs9VPvOqaWETTTE7Z3PezcTSp2HVllFhEQ9METx+Zpiqho2mCzt4cV22KsXLZ3H2gPED4txRANKKXr7eiImYyNFwgm3OJxyQVcZOWphCO5zGZXFhwN2PBwOKBqKbKAqkYGCoQsLTZ37qlIcS+/eNkc+4CZw8+C1x5vx1I58Vg6QwA8+eOzeXPllxHCKEDcfzk7Ytunufi02HwOfSAXpVA/Cvoc3gswOOVqxYv3m+wPVVOxLlgxuJ+JF/ODctoFKOy0ldz1HUUkDl/Fj0WR6uqRkrJ8H3fxFy2DEwTUcyTPvw0bj5HaP0mRDAM6TTj3/wi5oo1CCTu2DBavAKrrgksk/yJ59DCMWRlDV6xgDxzmK985lN8+CMfIS90pJQkHVV2cAq9bTUyVoFybDzXxenrQE1NoiWqQYA7PoiIVaFvugbhKbypMZhO4vScxRnsxO06iRaJo6/fhbnqylmRN6+Yx5sYgOwUXjaJO9iBcEpII4Cxbid6s08PFFJDaDrKtXHGB7CHLvr7EAJphpCRSvTqZihXZEoriJ6owc1NY6dGULY9S7GVholVUY8+C/UsNCEEhVyG3HSKYj6PphmEYgm0JeSzXdfDtm08z0MIga5reAosS0fXJEopHMdbJGerlB/hzneSQghq4jrxsMb4tMNUziuvO8fsgYXSywFT0FIlyBVhMOmzXCxDUB5nyBUVXSOKgr30PVkVhYaEX9z0nuvayw3YQSCoiAh0TdA9Ch1DCxPHM/uOh6HkCkxD0D++UKb4cqaUYiTp4rjQUifJFRUX+lzWtBpEQhIpIBycO8e+EYcnjhbIFhTrlgd4ya4wsbCG7SgKJQ/TkHT2l3jicIZiyaOrv8jklC9rXLQV1RU6t1xbyaY1EZ54dprDJ9J4nqKhzmJ4rEhTnUUooPHDXw4zPOa315zBzy8N/XRdYhhQtD1y+Tk204rWMJYu6eq7pDL+eawiblCVMBmbLM5W0gJUJgyEVIwll2CEeepfRff919iL4fAPAauEEMuFECZwJ/CTS9b5CfD28vs3AI+8WPj9pSY1X8MdAK3scEolwhvLnOOZeyzyAt1k5lMrl1pcfCmGy5zGYTfLmLL9jeTzlGsp8PAfprEfP0B040ZEwAL8XqzpQ4cY+/lPqX/L3WiJClIP/ZLUr3+FFq9AOQ75zvPke7oIrlhFxW2vRguGSD/9OIWuC7jZaUr93VS++X0kbn45lErgOVjtawmt20pxuJ+PffwTGMlR3vWym/jAX/wl7e3tdI9OICtqsLbswlqzGaN5BSo9BcU89sWT2BeO4oz2ozyFsWITWqIaLRwD3UBbsRGsIF5uGqFpyHg1wgqiVTehpsbwRssl+VNjSDOAqG0BoaEiCWR1E7KmGTXePxvhK9dBOTbKcfAKaYRuQSDkSxlX1KHHKpCW/3/lOtjjAzjpFJ5to5lBjMr62d8cWCCN7JQK2LnMgt/LsALolq+fYwVDGKa5YApt2za5XB5d14jHIhjz5LiLJYdCWUe9UHKYTBewy57ddX3nL6WgOm74PVznma4JTF1QEZHEgv4xjk279E+4C5z+pd+pjklqy/TvvgnFyNTcus8Xf5g6LKuF9nrQypekc8Rf5s4VUlmWjODDAYGlC2pj0Fo7N9AsZcm0R++IS76kONfrommwZ1OAphodKX2Ovu0onj5V5HzvnDOtiGm0Nxns3RZi69rA7Czr2Lk8Tx3N4bqKgCkwdEHPQJFj57L88okphsZK1FebvPYlVbS3BJhOuzTWmETDGoWSx5FTaaoqTLZuinPszDTnO7N0dmc5fSHtn6sC7ZIZ/PBoAdcRVFUYc5IM+DkCT0Es/JsDI5msg1ICvZwYBn820zOYIxY1kcKfUcw3IX57fPl/93aVUg7wB8CvgDPAfUqpU0KI/yGEmOkm/iWgSgjRAXwU+ON/734vZ67rzmG15afAk5LM8bPlAy6vmHmRusk4LBntD6oSf5MbxPV89c7hn/zCJwEphasUuRPHGX/yAJU33YxR3wBK4SSTDH71ywzf920qX/Eaolu3oQUDCF3Hy2bIDQ2SO3mM8R98C4DYLa/AqKpDjydwC3ns0SFyzx2kcP4UhCIYbe1o4QhaIoEZsGhrbuS293+EwVyJkdFRvFyac08/iQgEUZ6DfeEkMlrp4/OhCFpzOyJagTPU42P1wRAiGMbpPoU3MYRwHLzhbkjUohwHQlGEbvqKoIlaRMTH9mVtK1rzGlQhh9d/DrJlfSClUJ6LKmRRpTze+ADuaDfCDGDUt6PXtaEFowuuq3JdvELWL4bTTaRpYlXVY8RrKE2O4KSnZte1MynsrP9/t1jAKeYWFNkZVoBAMEI4GseYbXyuKBWLuI6D63qU7FLZeS98VCIhi3g06A8+ZeeuCYHteExMF8mXG1ILsTSfWghByNJmcepcUZEres87c7QMQSTgM0uqov6EsX/CwzKgvV4QMC4PA+RLcG4Qpsq3fTjgL3Pn4w8MzjyHP5z0GE56LKuTrG+ThAKSROT5+eFjU4qBcQ9dClY0SEYmPVIZxcpmnVQajpwv4TiK+kqNytjcdiJBgZSQL6oFDrihWqe1wUBKWNZk0VBjcLa7xPoVQSrjOo6j6Owr0NlXwPUUB45MMTppc/WWOI11Bhd78mi6IBTUuHJjjN97TSO2A/1DBT/PJ+YGuWLJY3A4z8h4gXzJZf2qOE31QTxP0d2Xpac/TyyqEQrrFEuLR0bHVeQLC3N1h44mkRLa24Ioz58J5gsund05IiGNpsYgiy6n8JffRtL2RRlIlFI/V0qtVkq1K6X+qvzZf1NK/aT8vqCUeqNSaqVSascMo+e3YZqm+0lOQJTFvrWSi7RefF2KWVuiKO7lWgIdwfcLkwgB3nQWpO4rJyp/lC/19OCkpmi95x5UOekqY1GcoUHGfvJjGt7+Lpr/4KPU3f1ulKew+/oIrlpLvruL9MEnCa9ZT+NH/4LgqvXg2niu7bfhq6gi+8zjFDvP4Tk2wSuuJv76u/nwf/8rnvv2l0lEwvSOTXDiYg+HLvbijg5S2P8r7OQYXqmAjPmO2ly5CXPtVVirt6A1tGGfO4zTeRqkAWYAgmFk/TIYH8IbuAB5f6orhECrakCWk7lCN8Ep4Vw86vd/LSdYhRlANLTjjvfj9J6DUBwRrfSdpG4secO7uTT24AVUPotRUYcWCPuzB9MC5eHmp/Fcn1bnOTae40fhZjiGFatc1BDFtUvkp5O4jj+1VkpRzGcpFfJYlkk0EsF1HGzbXvA9KcVsu0PX9RB4CCnQpCBg6bO4/sw2CyV3UVETQK7oMjZlUxOTtFRpaNrzP5K2o+gdV+gSLGOhg76c5UuQyvja93p58w0V/jJj9QlY2+w3V3E9ReewR88oTKRnBho406c4P/D8E/NoSLGyScM0BBUxjVhI+kVgApY3SqZzHhcHHFa1GtRV6hRLioMnCvSOOAyMOowlFz5MTXUmbQ0mHb1FnjqWpaZSZ9eWMNGoZPOaIC0NFqMTNkNjNgKojOlMTtkUSx7RsI7nKopF/yLFowYnzkxTX2tyw64qhCZQak5Z5alDE3z+X7oIBzR2bavgqi0JwiGdjq4MP/j5EJoGt15fTyxi4pYvvOcpDh9N0tGV4fjpKX796MgCp79lY4Krr6oiENT59g/7eerwBOGQzq5tVbQ0Benty/HU4UnOX5wrVFTKj1X/b8er38CU70399+UL5hYLGC112H3DL/4Oy6PxpSaF4A8DDdyT62Z7MMYqPYgqlJAhw59Xuw4ogVsoMPnQg4BAVFRQmkyCUuixGF6xhB4KU+zqhlIJvbYOEQhQGuxHiyew6puQgQBeqYSrBMIM4kxO4BWLCMfDnhzHnU6h1YXRQlFUUFG7biMf/5vtvG3LGt75t5+iZ3gUo3k5MlGJ09+FPTWJtWH7rGMUQkAwjDs5iio5YFiIimq0WCXK87AvnkLlpjHXbkXWLc2s8rLTuJPDUCwgYjWIUGz2czXW5ydmPRsZjiLk8+AFgDQtXKFjj/cBCq08ixBCooejeIUcpbE+zIo6zPgci0JIiVgqvhEClEdhapJgvArNMAlFYv765ei8kM+jGzqUi2Fm+t7OWDhoEZpJsgqIhRayjGzHI5UpETQlIImG9NnEo1d+uAOmnO1oNd+UUuSKClP34Qy/r65/y1VGJBXhF2ZypHLQMw6NFQuj+gXXVQqs8uXxFGQLPrWzNjFzmQTNVd7iaHSeOa6io1+RytjsWq9TndBY0ajx3AWbta06DVX+bxu0ysloTzEw5lC0Fbom2LkpMAt7zLdTHXkOnchSW21i6IJwUPLI0zku9hbYvDbI5nVhv2BdClYuCxIKaZimoG+wSLboUV/j/16ZrMO+p5OMTpRY0x5FqLmcGkB9jcX6NTEudmfoGyywa5t//+QLLrVVFp5SPHcyyRtf0UwoVC5c8xQjE0VcpWhpDCIlmMY8+YaEQd9AlsERn2dflTDJF1xMQ9LUEGJwOE8qVaJYcFndHp29js6ltPEXyf5TSyssbWLOAef95IzZUkehe14eeYmb6jfZ7IIF/KunXZ7FUysN3h2q496pforKRUQiCNeFgu0zBBRUXHcDeiiM5zh402lU2h/p4zuuxqyuptDXR+bsGZTrolVVM/3EY7j5PKG1G5HlPgCF3i6fYloo4Dou9sQojvIQQveZLTOnIAR6dQNeZopmzeHnf/AWfnrfd9DrW/DSadzMNLKybvGJAJ7r4CVHEcEIWlWD/5ldxBvrA91Ab1xxWcejsinIp5EtqxCBMG7nCZ+uKYTPyNFMvHwWVXxhmE1aQfS6NlQugz0xiJtJocpRvB6pwEjUoJkBlJA4qRHcTOp5t6fpBsFYJbppgVLkpibx7NIshCOlJByNEgiGKBUKFPIFbNv2ocOZY5LieSNzXROEAz79tugsxOkjAY3auL6kswfIFDwujjhMZvz9GZqguUoSDswbkJewQsmXSgCojUF1dKEG4KWWK/qzAKX8faxt8cfC5FzgScmB3jE/SXq581zXplEVE7M5hXzRIznt+nCmEDRW61SUaZXjKZcHn8kTCgqaa3UCllySX19doRMKaTTWaCgF+w5lqK8xaKjROX42z4Xu/KyAXE2lScCSnO7IsXqFX8369NEpPE8Rjei0NFoMjxXoH8z7FfcKZlz+2tUx7nh1M8GQxukLaQ48M45Sio1r47z+FY3k8w4Xu3OMz2Pp6LrkJdfXsm1zBQ11QbZsSCyApDq6Mpw6l6ahNsib39DG+jVxTpyZ4kvf6uR8R5q17TFuuq6Wa3bOBSfFkrskZPRi2O+cwxfzy2XLkI49MY2cz+0OLUEkfuENL3L4QnthvYubzDjNusnXpscILW/z4SZRZhuaJpV7r6cwNORvUtNAKYRuEF67Hj0SZeJXD1Ds6UQFg+iWRfbUUQLNrUS2bmfkK59j+thhJn/0HbxSiUBbO2ZjM8VzJxG2Q2jrTvSKSoqd5ygN9pF99kkKHaconDiM0C1CV+5CxKvIHT2IPdyHFgxjNPh9YJVSOBPDlDpOYvd3oscqkVUNPn6eTqIcG2ewC2wbGY497zWQ1U0oI4Aa6IRMEmEGQGrIUBTZ2I4qZMCx8S5Jql7OtFAUrboJHBt3YnCuPSI+fKTHq/GyU/5AoF74wZG6TiBWCULiFHN43kKdGU3TEEJgBYOEwmFyuRyFfP4yW5szr0zLdFxFtuBgSEFVzEK/ZHAo2h7JjLNkwlaXgnhwLrkLkM57jE8vZgXN3+9wCoZTfhStST9hu6xmydUBGE1B54iadeaGJlnbLFheP0cnHZyETGEu8buUVccluzYY1FZouK5P6QwHNeLhGfhrTt3Tp2IquvptJqcdUumlo9qmOpNX3hBn42qfaGEYgkRE47brKrhuR5RnT2b51k/HGRgpUih5TKVdkimHlW0htm6I0DuQZ3DEp0X+3qsa2b2tklBIR2rlCP8SqO3KjRUk4jrPHkuSzblomiAY0GhuCBMIapy7kF6wvq7Lyyp6pqZs8gWX1pYgVRV+bcby1jCxiE5XX5bGhgABS1swK/Bc7ze5bf9N9jvn8GcwW2BWDkBlcuhVibnPzd8AyZLMRvDo/nuhibnleRJk800IwYeijTxaTNNRWwGuw18P9pKyHbRYDMOycMbH/XDK0MF1UfMpectX4ExOIDWN6PadGDX1RK6+Fj0UJnv2BJM/+z7CNNDCMcJXX0vh3EncXIbIzuuJ3/QKn4ffexFnfAR7sIf88WdRmsRcewVIjcwvvoOXHCewaQeBLXvQq8sRvuvgdJ/D6evASyfxSgUwTEQkgQhGcYd7cQe7kDWNiEgMz3kewTEhUaO9eE4B2bQSrCDK9qMkBWjRCrTGdtTUGCo7hSrmZ/9+2Z/HCoFjI6KVyFB8wd+U5+KV8miRhF8j4Dp45e15jk1pagLvEvEw/zhBMyykvlhls1TIk89kkVIQCoUIBJeme86Y43okp/IUSw6GLklELALmXCTveb6aolKKkqMolhv1XGpBS9JWqxMs4y0lR5EpKHIlllwfIJnxcfva+FzjcyF4XjimNuETAUfnct5IuRCtdF1/MJlMe5eN8v19ze2zOi7ZuEInXG4heLLL5sh5m+mci2VKXnJ1gFhE40yXzeEzBc52l+gfscuVr3MWDWsETEnAkuy5MkJTnYmuCVa3BVjXHiQakXzvF2McOjrNto0Rrt0en3XCUxmH1LT/e1dXWlx/dRWVCYMZ93dpXqdU8jAM34nPH1QDAYnnLC1HfTmLhDUMTTA0UpjN4YSCGg21QVxX0TewOHCwTAPdfH5o899qv3MOX2h6+e6mXLEKRkMNzsjo3Nlmc2CIuUUy9zpvEZpASHFZpsXlD8JfRHnUjps6H//wH/KnD/yIrOMyXCpxsZhHBIMIXYeABboO2SwzWI9eUUkpOYnZsgyhPFTJJrR6LUJA9tn96E2tRLfvxqqux0mmcJITyEQlQkhULofSdfA8tHCU0PZrCaxaj4jEcHPTeKNDsw+yM9SLVl1LYM0VeNlpnBEf+hK6gbn2SgJX34K5egtOxwncgYvooTDKc3CnJjDa1qAtW4fq78S5eBJ3fBDlLY7ShBAYG3djbroeDAuVTvo6P9lpvNQo2EVkvBoZSYBu4A53443346aTfuXtEqZFEhh1bejRikUPrDQsjMp6PM9nAdmZJHZyFM91UJ6Laxf8YriyeZ5LPjWO5ziE4lWzjJ0F29R1dFNHCIlhGGja4gcyXyiRyRV8J6HmioSEEATMhbru2YLLRNrGcRXRoEZN3LgsrDNjSimGU/7A0FS5uABp9tpISOehZC/55yUtaEJLNVTOU64+26c41z/Hy2+tFSRCgo4hn40DPryTynh0DLjkCgsdoZSCta06TdVz16oiKqmKSS70upzoKFFfJamr1FjTZrJ+uclY0qGj32bf4RzjUw4TU+7z8v6FEOzaEuWW3Ql0Q3DifI7JKWcWVmlrClIR1Xn4yXGSU5cEJWUJg0tzcLGYQTigk826ZObRMoMBiecpptLOb5xQra8LYlgaQ8MFCuVkbjik09YWxnEUqenFgZJhSQKm/Nf5nN/QfueStkL6XaZw8WkMuSJ2MjmHs0vA1BHOnKY5mihDKi/SBZ6HKiGgoBTXLFvBNWvW8pmjx2i2LAbsEnokzPSRIziTSXBKKCkQhoEMRxj93reJbtpMdOs2CAShWCDf3YUWjiCtAPZAL9kjz2CtWosWjaBXVFA6d9IXidOi2F3nsddvQYvEcKdTuJOjaKEoerwKd3qKYsdpjKoaQrtuxli2GreQp3T2OWS0AnPFOpRj444N4aaT6A3LkPWtWFYQLzuFlxrHG+lDoNBWbQbHATuPO9yNDMchOK+a0S6BABmO+8627xxEEshoBV7fOVz8zlPCCiHLyVyqG1FCopLDfvFWJLHw8rouXjblJ3+1y2jUuA5uehxN19FDcWxXYU+NYyZqCFTWL0gOi5l/xcJor1Qs4thFrGAYwzAxjOfvSuV6Hq7r4XmK6WwBw9AwjaUfsaClzVbZCiHA8xifdglZPl1zKRNCUBURvpp2UTGZVTRUCIxL7tsZemU6DzXlyY9SPhwTNFmSRy+EmOX4z9hUzt/G6iYPQ5c0VkkaKhVTOQiX89YX+j2SWYXyPIImhJaoNp1vrXX+9Zicdjl+3uXQ6RKmIWhvMqiK60znFEIppnMehYLi+Pk8G9ot2hqf/9pXxA1a6yzOd+b9xkRlW7MiRCyi0TNQYCrtUjH/HEVZWuGS4gPb9iiWPAxDoOtz90OxpJASrH+FM5b+T4txCSIghSBgaeTzDq67kIqqS3A18VuRVvidi/CVp3yKnCYQAROh+1G6EQvPwTEFP5l7aQ72eW3+ShLQQRoCaS6x6AKpzb1+MjXI6z/2UbZPpjiazeAoxUCxSHF4iJEHfopRVYkIhdCiMYTnobIZME3MZcvJnDmBjIQRoRCFjvM+/1yTZJ97BuW5GIlKzKZmKBVRjotQLkYohLV8JaXOM7iZNF5mmlJvF+7YEGZLO1o4jExUgeugikWKx5+GYh5z7VXoTW2+JEA+izPYjTcxgjPQhTfUg96yChkMIXQDvX0jIhDCPfccwi1htF+BvmITBOYK2pRSOBeP4vacnb2IwjARpoUIhJCN7WhWEBkIgWvjjPXhDHYgrJCP09ctQ9Ys1opXTgkvPYk92oMzfmlRd3lPVhCzsgFhBpCGiRYIIqSGnctSnJ5EzdPVEVIjmKjCuKQq13MdSsUCmekUrrMEBHSJhYMWsUgQKQWmoeE4HumcvWQ0qGuCUECf5fGPp11SGXeRpt+ifQTkLLwzY1M5j0xh7nxCluCKNmiaky4iX4JTfXBu4PmLtOZbPOwPDiVHkUx75Iu+A0qExWz9QGO1YG2zxPXgbK/7G0e+IxMu3cMOVXGN3VcEiEX8bQyPu0znFPVVGhf7S6xqNaiteuG4tLOvwPmeArXVJtHI3KAzPF5ieMxmw5owzfWXULOVn5uZGeSzOYfT56dxHEVVhUlF3MC2/R+kozPN/mcmWb0iQkVi4eBTKLj88pFhTpyeoqs3uwDyCQV1tm6KU1cV4Fs/7ONij09dTsQNmhqDxGMWp89Pse/A2GwBlvKeP8H+77HfOYcvNRC6BF0g8xnQBVZrPW6h4M9nNECCDOqz2Dw6PqRjgjBZ7LxN4Tt3vbxIgUQgdInQFi+zsBD+6x/VNvPymnr++sxJ6gyDx9NTdBULSFOnMNhPoa8Lofua8+g6obVrCTU3kz32HCPf+TooRXTbdnIXTlIaG0WPJwhtvorqO95Osa+L3JkTaMEQMhRAFfKISBQ3NYlwXYQUWO3rsNrXgmniTo5AIYdZUYWxYh3e9LhfEDLSjzs94ctGKw8RiWOs2YyIxFClIkoKsCw/Mi4VMNrW+MndXBoRq0RoOjIURbkOTtcpvHQS7CKqkPejdaVQpQJ4nu/whURGEmjNa5D1K/CmJ/CSI/6MAD9iFLqBKCfbVamAMzGEcmyEGUCvbUNJHSebXBKPF0IizSCirMWjh6IYsUpKmSR2zqejzGjdXM6sYIhQNI7juIt4+EvZDPQnhEBKSSbvUFyqE8kSpmuCyphGtJycdT3F+JRDvrh09i4SlLRWS3QJkxkftwcYm1b0jClCps+fn7GA6RdrzS9EX8qKtuLcgGI6p1jbLNi1VqBrknP9irN93qKq0MqopCYhCVkSIRdr7ZRsxeCYu0BHH/xBJxIWLG+ay08k0y66pkilXU5dLCGFoKnOnMtf2IpiyZ9BXewrMpGa+02khPbWIJYluNCdp3+owPmuHFNpm+aGAJvWRPnVvnEudGVnJQ6UN6dMCTA2UeTE6WlsR3HlpjhVlQGGx3zIZSrjcLYjTW2NSTSik8vN/a6+xLJkZKLA04cnmZqeOy7DkNx8fR2O69HXn6OnLMuwYU2MqoTBuYtp0mkXx5sTU1AzRPzfgv3OQTpIgTQ0FB6YBrLoEKypwh0dn6uw8EDWVMF8XF+wNAdcW/h+wTRrftQvQMgZjlA5GWQJhAQZ1HhFYxs3R4J8b3yMk/kcJ3M5rKpKnP4eXzsnHoOuDognqH/97aSfPsD08SPIQIhAXS1mbT3uQB/u+CisWk1oxUpQMP34r6FUgFAEZds+VbOYx8lMY9Y1IgJBP4LxPJyxAchmCWzeSeCK7chgmFLnGZyBTkrnjiIMg8CmV85eBy1ehROMUDr5FFplLZa2C7lm66ygmdawHFnbjLKLlM4dRm9e6TNnes6gXAe9/Qq05RuRgRBeOonTd94vypqnminKWLhM1CGjlWAG8XJpvOQQIhhHi1UiDBPPKaGKWfAq/EHAsNBCUZx8Gjc75SeTX4DDj5BYsSqUlLiOTSk3jW4GMcPRpVcXAl038DxFPp+fTdReqjezlGlSEA0ZREMm6bwDCmJhA9dV/j0x77tCCKqiCx9Fx1UMpjyiQVheK2f3q1j83ebKuYSsgNnkayykCJU571LAyvqyjtMlh11yFP0TfvGVED7277j+IDQD/9RVQN8Y9I55NFVLzEuozVtXabgei2iVU1nFmV6XzaagVHLJl2BFo8aqFgNNgxMdNletlcQjklJJMZVRtDVoxCMazXUL4brDp3Pkix6r20zOd+VprDOpSvjrLGsKUF9t8C8/GmF4rEg25zKZsknENG7aU0l1pcFE0uHpI0mWNYe4ZkclQs4UT/mvDXVBrrlakJoucfj4FKYhiIY1BobyJKIG8ZhOR3eOpnq1IK9gWRpbr0ggpZ/wrZinuT82XuD7DwwwPFZg05oYm9f7mNLgcJ4LXVlaG4O0r4hgaPOunfgNUYd/g/3uOXy/V8zcnasJHLuAp8s5jFYDZcpFyb7faOvzHja5iKkjfFqo6SeApSZ86EcIzFgUMTnB21qauK22moeEIFhXQ3awl/j27VAske6+iLWsHa9QIHv+DKKUx6yvJ7x+I6XBPpzkOCIcQZVKOOlp7N4uKOTRE1WUzhzDbWkj0LIcNzuNFq/EaGgFBIWOU+SefQyhGZgbriS4dTfStHDGhyl2nMQdHcDauB2jcRki6EMySincdBJnqAuhPB/CuURYzMtncIe7wQrhjfbiWUG0tnXoV1zrO2Ah0OJlJc2hTlRmEhGtBGspHSOFl5lCxnSEpiGkhpceRxgGmlGFDEaRVhihaX5+YXoCLRSD6mbcTAohNfR5WP/MwKyUh1ssoJn+7MQIRfBch1xyHPBe8B6QUhKJxXAcB9d10TSNTDaPEIJI+PJMHdPQsMwZ9UU/GnQ9xdi0TcCQJCLP/+hZhqSxUmM+WSOVU0znoKlyzjkopcgWFUHTd87VMUHUVnSP+TyA0DwUQ1zGkTiu3xtIl9BaI9jQphYMKkopWmsllqHoHFIk0y6hgGBN8xyWbeiCpbIplTHBVWt0wgF45IxDJu+xrD7gFx5V6ziOf12Gxm10XaDwqEpY1C8B4zTVGXT0FNj3TIadV0RoafT3ePR0BgVsWh2mUFCMJR1uuLqCiVSJ+x4Y5Yr1YVavCPOS66q4/2dDnDiX5qorYn4QLZgdLc9fTNPRnSUS1PBcxc6dldTXBvjFI6P+feQort9ZzZYN8VmZY/Ahna98u4uKhMk737R8wTEXSx6RsM61yyp59niKNUMRqiotwiGN7ZsruGZnNd+8v4+i7fLh96yaTcQr8duRVvidc/gKDyGVn4AVHkIXFEfG0DJplDGvWGVkDE+jXGnp3+DPmySZCZ3mvRdLFnCJuQYGuu/whQ5OctKffWhQHwxw97LlPh4vBF7Rwaqu8R9I5RJoW4FQLiIWwxkfRhhX+W0Po1G0SJRS70Vyp45TPHccvaqG8NadZA4+ijc1Sa7nAuGrriG65ya0aJxiTwfTP78PEYkTu/4WzBVrZ88xf/gJ7PPHCF33Cqx1W5HzKki9dJLCEw/gOQ7mmq1YKzYuOlN3sBNnuAeicbS6NrTGdt/JL1G8JawQoroZb3oM1fEcomk1Il49JxtsF1GZSVQwggxFoX45IjmKl55EGBYyGJkVRpuhXYpgxK8PMEykOed8PcemlBxGjyQQmoE9PQmxCvSyRLKQGsFYBa4vGfmCZpomxWKRUqmEaVo4roOhXyZZjF9ZO5UtEgubmLpGIjK3btiSs/j35SyVdSnYUBuXCxyvqfk8hJmPbMd39qPTUBFS1MT9P1iGYHmtel6RsxlTSlG0wdBgKgtelVrA/rEdxZk+RXUM6isEpu7DR88nkzzfNCnwPMXTZxwSEZ9mOnPNo2FJe7POk0fzFEuKPVuCXLEqQDyy9CDcWm9yobuArkFTvY5p+FBhZ18R0/Dhn9oqg9XLg5impHeoQKbgUF2eBQghCAQlIgkIMY+y6u+vvtZCAU11FvufneSZIyk2ro1z/a4qBofyuK7iqWcnCQQkV26smD0uy5Ksbo8RDi4+7khEJ5d30TRJS2OIQLljWFdvjmOnp9iyKcHG9bEFSprgJ3p/5/XwXwyTukTOPFCRIOTy4BQQVQkYT81bEaRXpmJ6MwwNMefML2XszHf4L2Cz39V9By+lhELBx/yljvBclOf4g4IUoIFRVeV3ocrnsBrqkJrEcxyEUgTaV6MHgzgDvTj5LK5T8umTnktk226kFUAoDzefQ0gNq3UFWjSOUgp7oAcvO01o7Was9nWzx1jqvYgz0IkIxzHbVi9w9s7EMO7ECLKmEQa7FhG+3ZE+lOsfv75iI97gRcikULJcOCaEL7Gcm0aWoRatYTlq4AKeHQUpccd60TQdzy4i4zWIQAStcSWUOfDCLuJOj+EBUilUKQ8IPwlrBjDKejyAH+nPP758BiczDQjMinrMRPUCbr0QAs20sKd9/F83AwseLNdxfIdQHmA0TSMSiaBpGvlCCaUgEJjbnqcU+XxplpUjytGZmOH/zNt2NKT7BUcF97JyCrB4HHI8xXQB4sE5bv1k1o/4GxLMQjczNh9y8ZTfyjBkLWbouJ5fPRswobmKxVrzWY9CCXRdkM5D1wisbpKznapeyDJ5H3cPW77OzYU+m1RaUVVmy+QLCtcVrG7VSUQk6YzLA0+k2XtVmOqKxe5pxyZ/0A6UmUyuh5+kVYpfPDbJ8haLlW3+4G/bfiAXCuo8czTF8pYgN++poWR7BC3Nl8BSfg9ZgJqqAFUVFs8e8+VNcjmHYsmjriZAXU2A5HSJg88lSaYW5nOEELzq1oYlz//QkSTnO6ZZtTzE7a9qxjQl6YxDV1+OyVSJ5FSJ63ctrIgTCL9Hxm/BfueStgKBCOgIUyBMWWbpKJrueBXC8AumhCkQ8QAiIPy/m+VFK/+/zMkXGnOJWm1e0nb+Z0st5YSvNsPj1yV6Y73PydYUUhfoQQtMC6lLP02g/ASrrmsz8zlfz0VqoDyU46KUi/Q80CSeYfgOxQz4eQOpoVzXdzRlyQU8j2Jvp+9way6Juu2i72wta7Y5+Yw5F0/inHsOa81WZPNKKBYWFLSp6Um86UkIxxCm5evjB0I4p5/C7Tvv7zo7hRromBVUA3wdnkgcvXU9oqIeZ6wPd3IInJJ/3IY15xyNAFrdcoyWdWihKKX+c5T6zs39zpfB6z27iGsX0SJxP0zyXDQzsCR0Y4ZjBKIV/izLdcilUzi2TT6bJp+9tJrSZ9QYhkYoGJgVTgOfGVYoOTjlsFfXJFWxAIY+h73b8/TyS44imVmcyMwUPNI5l0RYoy6hXQKr+AilPS8QrAwLGisFQROm85cvCMoXoWvMl0PuGVs4fuuaYGUDLK9jtjhqvk1O+122amKCQsmnK2rS34Dt+Do/lzNPKZ47X2LfMZuahKS2QmN5g19vMHMtKmKS67YGWNXqS1MXS4qxSZd9h7Oc6y4s2mY0rC3oZ6trgut3xGiqNzlxIUeuoIiV4bK6apPaKn9gPteZpaM7SzCgEY+WiQCu8tUy551CLu9y8uw00YhOQ10Qy5QUii6pVIkjx6eoiJuzOPyMFYsuzhIqdumMw8HnJkgkTNa0Rynafj+F/sEc+ZxDfV2AcNBX3pyfBPbUjNP/v5DOC5pCIQ38qF1TYAhkNMz4ww8iLVHOWgGUfGZOuV8Kkrmwanady+BoMzz/S6/eDCY486r5SVuhaegBA1sTCM1AuDZS19H0MqtDCsqZPNSsOITynYrywFEIzY84lWX45+g6eCiwixDysW3NNHznXCzTTjUNo6oSpw+8yQXdJJGVNUjDxCsW/P61wTlcXVQ3osZHQNPQNB03OYgq5CDi3+iycTle12mEWYk3Mei3JLSC5cYk5Rtf6v5gpJtzJQmBMEyNITzXfz85jEL5zJtLBh0hJSJUFpOaHPZht/AlRPFLL7/yKI4PoUo5zLplSN1YKKlxiclyBO+UihSyaZTr4uomVjB82arUfL6I8hSWObddTZPEIoFFkgmz3ym6pHMOlTFf/Msy/CYonudRsufEtrJFhesqIsHFU3lDE7T4fWgolBSGXsbNdV/obCSl0CoUsdDC72ULMJmFlio/yrfdhWUisNDRj035DVvqK/zP2ht8XRwhBPlSOZFd9rddwx5TWdiyUi6qBQA/d7WqWUPXwDQEQUsQDQmeOFbkqrU6jdW+ImrAgvO9NuGgoL3FIByM8Iv9WU50lFjVal22wGzGTMOndIaDksnUHK+9Im6AUvQPF0lEdDLZhU5ZIsotD/3tD48WeOzAGK6j2LA2Rixq4Dgej+4fJ5d3kJrk+t0JKivmZneO4/HgvlGqKi3qakym0w5XrPerfMMhjRWtEQxd8OQzE6TTDne+toX25REMQ7DvwDjpjMOzRyeZSJZ42U31vkyDUGWk+f/y8F/QhBToloYW0tBNgR7RCdRVwVQKLaIjQxp6dQzd0v1IPKwhI/76WlD4S0iiBfxFWgIZWLhoMxRNTaLNX3T/VUqBFD5XRyjAc/FK5Yo65aGEKDsU18fxpUSWS/+lqeGMj/oPZcACCcXuC+Qvnsct5v3vGiZmXQMyEiZ39CCqWPC7Ymm+oqM73D8bQWmhKFq8itJgD874nFqoFo5hrdkCnkv+6V8voCdKy3/IVC6NvmEHIl6NfexJX34ZfFglmoBgBFHXBvkMTE36s4ycr22P53sWgTdbfSvDcURNK24m6Uf7poX0fCkJVcj5LQ0vMaUUqpDFc1xEOIFySs9DpRTo4ShGZQNuIUsxOYpTfGHNm5kHS+gGpULelzm+zEARCJgEg9aCB9G2XZLTWTK5peUgTEMSDujzMGO/AcpUTjGZcWapjtVRSV1Cu+xDLoWg5MDApCKdU34xmaMIWtBaLYgEBbarGJ2aY5EUHd/phyy/knZF3WKWznxLZv0Eru14jCQ9FHP0Tkv3h/OLQ4ruYY/aBLTUCPTn8SINVTq7N1rUVvijRCbvMZ116RlyGRr3f2/Pg7FJl9S0R/eQw3PnSrxkV4Sbrw6/oLOfsZPns5imZPO68GwRUyJqEIvoPLJ/gob6ALu2JRZ8R9PLwVWZAqmUwjIk7csiBAIaPX05hkaKrGgLEQpKrICktz9Pb//cPSWloKbKIhCUjE2UGBgu4LoejuMhpeBVtzYSDvmDeybnkM056JqgsT7I6HiRxw+OU5EwqasOzB63QqJ+k+TSv8F+5xw+AqQmEZpAWiZSCIRdQK+q8KVxdAn5HFLTkIZWhmEoyyj4zB2pSaQm5hy5lOX+o/6rkP72F/0kwl+E4fP2hRSI8gCgUslZyEcIfB6448M40jTxPBcpQOoaQtfRo3Hc6RRSSLSKKr/gybbRQyF//XwOLRTBnRzFHh1C2CX0imq/sjY7jd19Hnc6RWDz1WjBIKSTuFMTFLvOUDj+FG46ReDqm9DjFbjZDM5w72wxkhatQKtvBTOA03kCd7wPJeamQMIw0dvWwtQY3kgP7uQIIl7t0zTrWkC30OJVaMs34uXS2KeewsukfK6+FYBsCpwSMlqJrF+O1A3sgfO4Y32LnLkQAq2uDaNhOULTKI32Yo/34xYWK2sKITBiVRjRCqRu4JUK2NNJnELuefn2hhUgFK8kEI6gGyZTE+MUC0sPFKZhYJoLBwMpBa6ryOXtJTXvdc1von2p8wqaAuXB6JSD5yk0KV5QXsHQoSqqsAwYSioGJn3XELLE7IAwmfGblgNUhKG9DgolX+3yhQLG5bW+JPJUXtA7Bunc3PlUxiSrG32SQzrv0T3CbPT/m9h01mNo0mP7OpNCCZKZGXor1FZpNNXqjIw7jKdcYmF52eTtpVYoeownXSIhjYbauejb9fy2j7ousSz/N5hvrqP8wa98/FIKkIKJVJHe/hxbN8WpqbaoiJucPJOmptKkoTZAKDR3XFIKHNfj1JkpsjmHPTsq6ejO8YuHR8jlHKxyDYHn+dXVSsG5jjQPPT7Kti0VXLuzisHhPIePJzl8LAX4M1XxW4ju4XfQ4cty4ZOEskiaws7nCDQ3l5OkZU01Q/fro4Q/tfPf+w+N77fnOLHzXmZZXDM4vmbIuUX3F13XyoOO/38R0MHyMUqhCf8zKZCei5QSLxgA10boGqKMu2uWjvRcsCzie2/FTCTAMhCmDsUcxe7zhHbdiF7XROHEQYRuEFizEXPZKvR4Jbl9PyP3zKMUzzyHXtOAddW1FI7tp3T2mF8M5bkI1yV08xuwVl9B6dlHKHWdwunvpHT+KCoziZfP4qUm0SrrsbbegJxHy/RKBdzkKMq1EbqBVluuiHX8to7KdXB7z+Amx6FUmBUvIxBBa16LDMXQqhrRErU+5a2QxkmNlb9/6W+qo8eqwLDwnBJOPu1z8p/HjEiCQG0zrueQGxv0efze5RUmhfDZJGqmeOr5bzNfpz5fxHFcpBQYhv68qom24+HOGwxcD7IFDyn96tkXerZVWW7AdsFVgqEUxIKK6uhChxsyfVXMoDlzXr5THkz6A8Hltj2D/5cc6B71Wx6ua/F73s6YqfsJzlwRrLJEwwv0a1lgJUdRsv2cggJa6/yov1hS9A07jKVcNq4McOuuEKc7C/z6qcwiEbXLWU2lRnVCY98z07MFWcqDXM6lsSy0dvC51AKsXUr/OFQ5QWpZGtWVFq1NIQaG8pw5n/EhOEtSU22RyTic7UwvujfWr4mxekWEqSkHz/XzDJUVBpouMQ3J0EieoZEC8ZhB/2CeeMxAeXCuM00goHHVFRW0NoeYSs9UZSu/rfb/bYDyG5jy8W50gbBMlC4hn8XTFMLQ5jRzXMfnovlfYiGA/+8bWaUBM+G+EAJNQKClheKFc75uugCcIoEVV1K6cAa3t4vQy17NlKnjpCYIrFyLdeYEpaFeKOZwxoYIrNlA6P98EuvcRUSphKqqxBvNYmzf7Fe1eg72cC9SNzDb1/naPI6L03MBJcBqakMFwpgbtmG2tKPSKXL7f4YWr0JfvcVnEpWKuNk0oiyPoLLT4BUwrrgOGViIsat8BlXIIiJxn44ZieNNDqOmJyBR47cDTo5AtAJ9w268Yg53ehwZrUJcokkjpI4wyvIK+QyGUbnkdRWugyoV0KJVaFGf3+8U82iajlxC50bqJkYggrJchNTJlWEnoelYofCCtoVKKYqFPFLTSFTVPC8/3/U8SrZLvmiDEIR0jWjIvGxEVnI8BseLREMaVTH/OP0etTqa9sJRvVKK6bxidFpREfLhGRWEWHDxACOEIFP0YZlltb6Ttgxoq7m8SGwq6zN1VjYqQhasbPC1cubTR4u2X33bNew7/IZKyeqmpa+RUorJtN+Ddn5+YDzlD3BVMUH/qEcq7WKVsf2rNwYIWH5D9aAleOJIHq+cBHdcxemLBRJRjWhYUhFbeCIBS7Jna5xfP5mkfzjD2uUBqhIGPYN5EjGDbZsi5AseE8kSx89M094WJh4z8GbCurJfTcQMrr26iv7BHFPTNn1DOZTyO2Xd+Zpmnnx6jG98v5+aCpM3vW6u2U9F3GT7lZVs3uBhWRqVFSbNjf4z5HmKdMamuy/Hy29uYOXyCJalEQ5PMzlR4unDSW66toaX3VQ/m08QQiKWaqP3ItjvnsMXZdqaroHwGS2YBvZg/8JmxQuSTJd7f/l9zL5d4iGfkU7WjHJhiq4BDkbEQuga0vPQomGcTBItHEBPJLBHh9GDBlplFdI0cfrOY1VVITwPd3oKb3SQ/LVbmXrFdShDI1TdSuxjf4n1lS9i7LqRwvGncUf6/AFv89WE99xK8cIJbCePSo2j7BKRm14HZgAvOeqrRaYncdITGKs3Y268GndyGHe0F2GGEPWtuOODCNtGioWOUaWTeJPDiHDEz1FPDEI4BuUkK7qBFBJ9zTaEbuAVc3iDFxCBKDKcAE1HeR5ePu03JTdMtMYVOMNduMkh9HBsUZEX+Fx+s6Hdl0yQkuLUOPZ0Ej0aJ5CoXby+EJixCvK5LMViAd2y8DwP1ymhVJD5E1whBKFIdFYWYb75LBuXTM4mFrbIl2wKRYd4JDDbytAyDZ+eWfKw9IVKlq6rUIhZ1s6MzddAn2+Oq7BdH/IBP9E6Nu074YqIP0DMFFQVSn703lAxF9Vb5YKr+dF32OKyZuqKbAHGUrCsTpJYol3ExUGP8SlY1yaJhcQC2YZLreTA6W6H6rhkTatGctojGpI0VmtEg4LKuKQi6pHJK049myMSkFy1zpotJtN1wW17ytWnuqBQ9BibdOgfLlEseaxvD7CyLYDAnx0EA5LGOpMbro7z4wfHeOrIFJomqKu2SMTynO7IcsPVFdTXWDz05DjFkseOLRXATIS/8Pin0jb5okdTfQCj/BtZpiQ15aBJUZZWXmhCCKwlRO9OnJliPGmzvDVEU30Qy9Ioljx6+nLout8oXb/kfgExO9N8se13zuELCdKQKKEQygVDoDU34k1Ooow5bvS/P45fwqS/YanLcsLSj+Y1TUPXBK4UvhyyY2OEgmilPJqUWFVVqPwUmpSY1ZWozLSf9NQ0pGWghYIUJ4dxWxoQhSxmTQO664IUaAP9OCEP4ZXQLAujaQVaZQ2e52GfOug7sj0vRVbWgqbjDnVjnzwAkQqMddtBSr/QCfBG+3A6T6DVL8doXeOzZOpaIRjBTQ4jzAAKgXP+WdA09MaViEQNKp30+fNT45BNoaIVuOXErSrmfLy+fjkiGMVzbL/IzbFxp8YhVoUWSfg1ylYEaRrMhFxKKTzXRZYbkAgh0MtMHaUUpVIJTAthRfA8b5GjnrF8NosCqmpqZ787f90Z3H0pyWPPU0ymS7OJSQUYmo5nCAx9YYK1ZCsmph0qI9oC1ciAKWmqNhcwWYq2r7y4FLslWebXt1aXmTga1Cd8pzAwIaiIQDQ4dzyOt5BqGQ3O/f1SU8pP6lo6xMP+NQ1ZgsrIYvhgYspjJKVY0SBIZRVBE6pjL6wUaRmC9W0aybTHWNLjxEWblS06y+p1YuVGKFvXGnQPOoyMO+TCkmzeJDBvUIrOw8mHx21iYUnrSosznXnOdRWoSuic68yRnPK44eoYkbBGe2uQN95Wy3On0vQOFCjZDp09OZoaAmiaJGAppqZsTqRtVq+I+NIKao6XOTSS48TZNCuXhaiMmwQCZWXPVJFHnhzHMAWb1sXYtmXhDDSZKvHM0SRtzSFWLgsvUNgs2X5uobkhxDNHktx4XS2WKTEMQTbnsmNrJcWiR3dfjmUt/qxACJ+r938Lr34Ds6dS6KaG0gTCLUHAwMul0E2Bq0s0XcNzPYSloWwPvHKhlFDggecqpCH9fpcSPNsryyRovhOX4JZckKCZup989RSe45XzBwLleCCUn6CVZdw+HMQLmL7AGtJ30EYMGTTwckmshrWIgAH5NMopEWhuxR4fQgpQySGE52BW1xD60kNYB48iSjbuqhU4q5vxCin0UBitcTlaohK78wQyUYtWXYesbUXi4Q524lpB1OQonuegBYKYq7cA4GRTfsRf04xMTyJrmrEvPocMRhGVTXiTgz73HoVW1YTWtBIRiqLFywUjVsiHV8wgShpouSmcqQk0K+R3t9J0XM1EUwpnagw9VokWCKNXN801nDcsjHg1WjgOUpDNZAAPr1QiFI2jGb6mTbkwmkKx5EstSEG+WMJDEFyiKYkQgkg8seDhmXl1XEU651ByXAxNUhlbCAvZjkIIv9+qZUiClu+RpnIOJUcQDS1MgpqGIBHWFlXSzrByZszzFANJRUCHxkr/84LtY+w1MYiHBAFjrlJWCL+JeMnxWTcLKd+KWMDvP/ubhDCeguGkr2itaYp1Lb6DXtO8eF3b9fF2EGxo0xAouoZcKmOCoCUx9csnbHVN0D3ksqoFljdqjIzb1FX4Sp+TUw7PnS0SCUJ7k8GmVRbR8kBgO4rpjEtFbK5/QDrnt0mcTNnU1xhsWm1RLLp09pVoabCQUjGetIlHNfqGiixrDrC2PczPHhljIuXwmpfECAU1hkYKDI0WWLcqQkXc8AsvUX6ABpzryPD4U+PUVTdx/a4qNm9MADA0UuDM+Wl2XlVBW3OQUHBhYGA7iqGhPN29WaIRnab6uftw/ao4I2NFkqkSR09NsWFdjKb6IOtXx0hN2aSmbHr6cxRLHm3NwbIcCIunHS+S/c45fEM4xJoSeICT9qtbzcoEqlSkaAmU7SAsE0OXaJaOnS3huS66ZfhOq6QQno1m6OihAK5tU5zOo5s6RjSA1DQ8pXALLgiFFQtgT+XIjWcwwhax9gbGT3SBqzAbKgGFVd9AvK2RYk0lmilxUkmCDfWISAVWSMOor8FasQpv/Vr0UBBKecJX7cTJpCE1DKM9WK3L0OLVuP+9lYLUERe7kM+dxPx/2fvvIEnz874T/Lw2vTflfXW1997NdE+Pw2AAEAQIkqAgaiUupZNu9cfFRexeLFehuNiN0+l0Ol7E3UqLlSclgoQgEiDhxk+7mfbeVld3lzeZld7na+6PX1ZWZVdVTw9AxCkQeCImpqsq3zdf+/s9v+f5mp2HkVNzWNkE+P2iw18pQNWNfuhNZKeb+twTLCwopFGibSguJ/iiVIo5dJcHMzWHVS3h6N6EuucUmAa1mTqSJ4Rdr1ItlcEXQTbq6B4/crgdgGpVEKaWUCtmpUi9VsXhDaJGOlFcXmRFxazXqOcz2KoLwxlCbzBbTVkjX6jgcYHucKE0sPii7GIgqyoOtxtZUTAti3SuitOh4tBkSpU6Xrcbh66iGcaa2TmITLpQE4PHs7YmhmlTqVs4NRmHvrJsJUhDsxkLlwaxQOtEEPAoWJa9ZoM2kRcwxbAXXI61IZCyLBHz2c1Vg2nZlGuQLUoE3QJx86w4GYga/FA7TT18RRE+tHMZCLjF9wHMLFrkSrCha3V/QJElNnVDOm+TzC1PWEsDd6liMzZjMtCh0B6WiQUFesipi8F/KmmSykGxbDPSo9IRXXsI8Xsk9m3W8bokkhmTiYqwT6xWDW48rFCqWBzY6sHrFn2IxUydTN5Cwub2oyrH9ngIB8S+tw45GelzcG+sTCysEQmqGKbC68eDRIIqYxMl3j+X4c2XQ9RqFj6vgkOX2Trs4dGTAh+cX+Qrb7TRFnPwtbc6iEV0gaxqqJQtNUe3bhSMbVWVGX1aZGa+ymsvx4iGHRzcHWJisszTqSIbBv1s2yQ+W69buF0Kv/nVHm7ezWA+Q8DKFupcupZh+2Yfu7f5cTtlDMPiyUSRZKrKxEyZA7tDGOZyQmLbtkD7/aqk89nh238A69EVpHgXxswUstOBPrINc3YCtX+Y8oOHaBu2IGdTSLKNUSxgZdIofi+S6sC5YROFy1dAMpEVCW3DNgzTpnb7KlrQi+p0NxqU8xjFIo62LkxXkPZteylePoPDyOI5dAw50IbD18h8vQEs08QXiEAhJSSMnW7kWA/15BSy7kRSQD36Opo7gNo3QjWziFqvYCcDyL4QtA1iyirO4RqWqlGM3cT5zlnk73wP7b/7h9hGFTM5JRiqThdVyUGhUMFjK2huP7LTiyJLSC4fmu4in5yjls8T1F1obX1Y1QqS7gBJpliXoG0julOhVK5QcFh4nDqariHpy4NyMlNFUSTalwg04TbUWhVVdzZJTQCKpuMKxShWDMqWjRNZcBQkiZopUS3axFS7OTjJskxN9lKp2nS6VbFKsm00VcayJRRZJuBzoSpyg/26NmbeMG1m0jaGCf41ShyaIuFz6bgdy5ICpiXYqD4XBN3Scl//me3WMsuREN9TqsCjeRiMr19aWSmDfG9K1NgH4nbDlXP9F12WRE/g3qSN1wWD7RJ+D7hWSCvU6jaG1bqPfMlmdtGkv13BoUm0hyXa1+iN180Gxt+weTxtUjfFwC5JopnaE5O596RONKi0aMdUqgKzvyRlLEkSwQbCpz2iEg0qLGZMLt8uISsw1KXjX6FbPz1vMJusMdilMzVbplByNAd8WZZw6BK7Ni83F1RFoi0i7rvboaBrEvceFchkDfbvFCVK3SHun8shUalY3LybY9Owl3BDz15uMIaXmsPTc2U+/iTJl9/s4OXDUcYnity4k2XsSZGdW/34Axpvbeqgt2v5pp75JMHo0yK//dUeFhI1CgWDiekylYrFiWMx4hEHb73ajtslc/t+nkdPC4xPltm6yY+qihXPp1dSzMxX+Btf70VrIPjA+lVJ54Ui3I78hW+gRbqIBIMY2QSG5kI2DRw+P8rWw5TR8Yb86JpCKZNCMg2q1Tqyy4fLpeDZd1II61smZq1MLZvGtWsfTqdbeKnKMpXkLJo/jOYWnnCGaVFwvI0lGfikKniClE0dBYNyNoVDV1HDEWRlWDRWZUXUkr1+JFXHNg2UYBXV5UJWdVSPj4oZpKzHcXncSBjUqjV0nxtVUXAPbEVxerEejTGfMfC7VGq+ftwOGV2XsctVkGooiozmFqWXlQ+PJxRDN+qCjyBrTfGxYsViMmmiSDbtIRm3Q4dgCLerFYVSN2Gx5CTsW0HYUlR019qPlCQJww+nrjQZqaKu6iRXtrFtmM+KwaojCC5dRlXsZgYqSxKK6mAiKVijPtfaGf3KUBqZtkOV12wyZkoS0ymBU/c4W7eTJamFtbqQsZAl4dG6XgiZYwm/GzyuZaXKTMGiWIGOiNQilyDOS0wSLh1mFm3SeZsdg88XWJNlQaLStVYJ46XvmkqYbO6VkVZoe+fLFgsZm44IFMommbxFf8dqbkDAI3Ngs0DLTC4YVFc48OUKwhx8qEtloFNDX3FNr9yrUK/b7N7kJOBbfW9URcLvkRnq1RifrpHO1jFNB6msQTigsmnQwWCPzvxijem5KrcelOhpd1A37HWb20sRj2j0dOikszVmF2okUzU8bhW3U8XjVnG5FKo1k4VklZ5OF+Gg2M4ybVEmbEywli3q6vmCgcelcmBPmAeP8hRLJsWSSSziYNOwr6WkY9o2lYrJB2cX2Djsx+dV+e4PpohHxM1XVZltm/wYpk0iWaNWtbl5N0t3p4vD+yPEwg7+5X94zMRkkXLFRPM2GoG/Kum8WBiSkznXBkKKg6DLjeLyoJomiZxNtSCh6DqYdTRNJVuSMaQQlmpRNC0iTgXFs2L5rqioLh/oHhbSFqaiENAlKjWbeamTqCSj2jbFik0ib+PWnbidCrpLF7XIjInHoeOJxHFoCkqzKAu5MhQrEm1Br6jTqzoSLjRdELN0jx/ZtLAUk4UcuNKLyB99ROlrX8IfcaOdPgvf/S7mf/xP6KownsiUJGRZCGG5nToup75qgFk+NRVFXb79maJNIgfdYaHSmMhJpIsSfreM6l79Ai8WJAo1hZ7V9q/rhiwJ4tnK8LslfC7RkKzUbCaSUK3DcMfql9yhQcQr/v+8GJsV1nUdYQmXJrUMTCvD6xQa8Cv3p8gCwrgybNtmLi1QvNEA65ZzlkJTWr1hkzlRQokFpSY00rZtCiUbt1OiN9ZY2UgCp371YZ0N3Qph//pWh7Hg2t+vKeKeTS1YPJww2b9FYNDbwzJhn4xTl7j31GQ+ZdIZU3Hq4nwm50VjNORXm2iZbQOaADc0nqFM3iKVMxnu1VEVuDtWJhxQaY9qDHZrPJmuce5agWN7vC3Z+1JUqhbxsIbXpSDJNpOzVa7cLXJkt4+OmI6ugdPh4OgeH/GIxrnLWe6NFfnGW3EC/vVveq1uYxo2I/1uDMPi3OU0kZBOOKTR2e5kfKrMxkEvXq/C3EKFnk6R3EiytCSmDsBwv4dvfKWL7nYX/+ZPxonHdL71G/0MDfgYe1Jgeq7Mv/mTpxw5EOXwXrE8eulQjK0jAW7ey+JxKbRFHXzx1XY62lyoikQuX+c/fm+CjnYnpgE7twX4na/18ni8yOlPx/nW13o5sDtEX5cbz1KyZLPiqP5645duwDdNSJT9rPShzlcURmctPE7Y2qOhyDqmJfFgxkaRVTZ02PjcggCzVuTKEnemZTrDolaqawKtIEtwbwr8bjBMiVDI0cxGNFWiPaigKCBLwqtzatZmoE3A7cpVyFcgZonFRLpgM54QNVqxP5tSRcLvEq73Ul1B/qP/Dcf/5e8L2l5fH/zhH6L82lcINcoCLk3gqBMZi6BX+kwZ3pWxkIHRWQi5heF2T0SwOtcLty7RHpTwucSxjs0KCd2I//Nx+aSmzITI3JMZC9MQHIZnQ1OgLfjZ+7RtMAyb209tAh7Y1LP2wOnQWOXjut4xbuoRRzSTMBlfMNm9QcOpSximjWmCQ1//Wve3SXRFW+vy+ZLN5Xs1NvSo9DR8XiN+Gaduk84JlcZW9x0R955UUWSJkb61PV49LokdQyoTcwaybDV7CLIk6vCmaZNM1fG7JJyNY67VbUYnarRFVEJ+tUnCWhr4FxbrVKoW3e06sbCCyyFTq1vMJOpYFrRHNTqiGj63zMKigXtFqSeTM3g6VWHTkJtrd4uYls1rR4M8napw/V6BTQMuIkFx/ovpGpoq8cZLISTgg0/SmGaDHb9OmKbNR58sImHT0xng7miRWMRBrW5x7XaWQqFOd7uTWERjLrE8mYmwlySvAPD7NPbtDJNYLJNYrOLQxUonEtIJB0MsvFdm9HGBg3tCzT04HAqdHS46O5bLPCNDy4Y62WyNa7cyFAoe/vY3BwiHdCwL7j7IkVysksnV2f8M6keWJKTP9xq9cPzyDfiWTDpnEV2BJXY7BCphPmWzqUPC4RJ3uC0Icymbh9OwobN1Wb8ynJpomEm2Tc2A2UWbtpAwkxZ+KhKZvE3YAxFNdO3r5mrJWlgexmIBiPpFRlmu2jyasfC5JZyaKB8UyrCQldjaJzJgetrg/MfN/VRq4qV0IsoCATc4NYliBUZnbDb1QHhtI6c1o68NbMsikbFJF6A7KtPbtvZTVyhbyMBg4++1umji+Vw/3zLUBsoVCyG989lP/HTCYDppsWu4tbww3Cl00hMZG+fa4+JnxpOZOoYJG3pEZrk0WGsquJ1ycyB9MF5nMWdxeJtj3Qn22bILgNspMdStEn5mgvQ4JYa7FK4/qODQZMKB5Q1t26ZQtptqlSAmtpsPy3g9Mv2dejPh6G1fr7QGPrfSRMWAIC4d3O5ulr0u3CxQq9qcPCQak0+mq2TzgrG6VKPXNZkNPTqlitmsNXvdCt5nVoOZnMHUnEDOdMY1ShVBKPJ7Zbo7HAz1utA1mXrd4t/82QzRiM5/8/VOAE4eCvHS/iC6/rwymmicXryepS3u4Muvt+FxK8wvVHj4uMjIkBvTsPnofIrXX461YOWtRoPVXIFpTaVrfHw+ia5L7N0VQlEkUuka45MFrtzIMjzgYc/2UMsxVGsWTyeKjD0tcPRAFL9PpVA0mJopky/W2bTBz+YNHj76JMkrR2PkCnVu3suyedjHQK+batXkvdMLbBj0MTLkxbIQiMBfNW0/OwzLIpczqISWb+wSuuH6I5s74zaDHRayJDHYphDy2Nwcs5iYt5lPWYR8Eu3h1ofW7ZDYOyj4U8WKzXTSwu0QXp5dIYsHkyYOh4yz8WCOzVhkChZ7R1RRD5ZFPXiTU9RoFbnBYmzcT0URmOj2ECDBo2lBVBnqWK4D50sWmbxFV0wgTu48NTAtOLBJNEx7ouJzlmWztU/C6xITT7lqN7HPzwuHKmFaNpmCRU9cIeKXqBs2k/MGbeHWBt29cYO6AYe3iu/WNYmdQ/KaiBSAclWoQn6WNooiS7h1i1zJxjBbszHTsrn3uEYooNAVa0A5aWRna3yvJEnEQ5/vhbEsm5mEQdCnkMlbVGs2w91qy4sXCynEVrzvsaCMIsOlOyXiYY3hnhebYVRFom+dQdnlkGkLq0zOVZlNSGwddjXPae/mVgaVadkkUnWu3atR2eZhx8a13MSWQ5Yldm1andn43DKFkjDqwLZ4PFVhR9pFJKSxc6Mbw7QpVyzGJsqMDLhwOxUSqTrJtMFwrwttnbJZb6eDeFTD7VS487DAg8clAl6FoT53s3kK8HSyRCZbZWBFjVBRpFay5Drn09muI0sWj57kGerzoMgqsYiDYEBlIVEjm62xYcjbgo8HUFShbbNU9pyeLfHH353A41H56ltd7NsZ4t6jHD95d47eHhd7d4Q4eiCCe4Umz+PxAldupMnmagQD4t68d3qeyekyTofCS4ej/N7v9GOaNqOPC+i6zCeXFsnlDY4eiuJ0qtx9mOXd0wuUKyYjQ14BEbd/ZYDyQmFbNrlcjXpNBVQKJYu7T+ps6FXZPmCja/Bw0kZVYVgSg5FtWtTrUKkJvPXKqNVt5hYN2sIq43MGmbzF9gENj2sJyy3YfoMdNIWN28OiQZXKmTycMNg1ouNzy2SLQh98Q7eCS5eIBAUhS1clNnYv39htAyoOVZQJckULhwZzKYuZhEkkoOB2Qm9cftaXBBAvQMAD2YLF9fsV6pbE4R2OdctVK2OkW8G0FOF+VLCoAE9mTTRNahnwN/aoq0SznicPcHO0yqOJGm+/5CWwRm13ZWzq06gZq71RLQvSeYuaIUhD0ZBKZ0ylM7bOjn6GKFUEJLC/U0OWTGzTbtDd198mHlYJ+20u541V806lajGzUKOrTW+BfX5WeN0yO0acXL5TpFi2SKZrpDImQ33OVddZwA+dTM9XW1YzVsMU+7NkG5YikzM4cynL1g0etg670RQJV+OeOxtZ/YPHRc5cyhAOKPR2uti5yUPdsJts1LVCliWcusyNuzmCfoVoWBPM0x67aRSzmK7xn388j1OXObw3+MLXaSnao058HpWFZJ2ZuQrhoI6myfR0uJieLzE5W2bziH/V5CE1zWPF75OpKtNzFY4eCLN3Z0gQ3abLzMxXOH4oxuaNPqZmy1iWTSQsBvfH40Vu38txaH+Y119ux7JsRp+UUGT48htt+H0qF66kmF2ocOqlOJWqxexClS0jfvp7PEIz//Iiqiyxc2ugeVy/gOQe+CUc8C3LplqtUzcbKnW2wGLPLxrceFjl8HYX24dE1nb/aY35RQPDsOlt12kPKasqCdmixd2ndZy63NQy9zglpuYMFrMm2zc42D6gcP9pjXzJ4vAOF0GvTNALmbyJ2yk3Ke5uBwx2yNiWxdUHJge3OlqW7EuxhA6p1mw+vVUG22b/VhftYQ13Q5skFnz+wDkxUyOVN9k67GhS9D8rlkoPdx9XuHynzKmDHg5u1Vsgf8ALrRhA1PbTOZNIQGZSl6jXP7sR5XbKrJWjaqrE4R1OLt8pceZKmXhYY88WN64XmMjWirlEDVmmaZABov59cLsLt1NibNJG1+3PfPHGxsvUDJtD21cfdTpncPNBGY9boS2yfJyFookss4rA82zs2Sz2efdRmclZQTJyOVtXPbMLVVwOhQPbvXS3L2f/l28XKJdNju8PrGowr5U5ul0yAz1OIiGVqdkqyXR9VcPf7ZTpiOq4G9dcVSXuPSri1GU2DLrJ5g18XnXVJGPbMJ+sEQ5qvPlSBNuGD88vEgnr7NriJ5sTaqEvHwnT1SYy/HzR4MadLLGog/5u93MnTMMUuPXeLhczcyUCfo2OuINMrk4ua9Dd6cLllJlbKNMeX6611w1T8C1tUdrZtCHA8UNRHLrEex/PUzdsjuwLo2oyfT0upucq/PGfTRAKqfw3vz1AKKBzZH8Et0tleMDTXJH8xpe6cOgyfp9GvmBw/XaaO6N5nE6Zt1/r5Btf6ca24f0zC6LfZMKrJ9ro7RZ1aKvhyf2rks6LhG1jVM1mfc7vkTm600EyZVAsm2TyJr0dGrcfVTDqFpv7VcZnTSJ+hfcvFLFs+MrJZcu8iF/m0FYnfo9EfMWDXKxYFMsWhZLFjQclFrMmG3qdLbXkoE9h76bll/rRRJULN8u8cczHvs0qAd/zBytNhe64yu1HFZ7MVNm9cX3T7GdjblFggkMe5wtrii9FvmCiKaI+7HH+7A9eImXwztksAz0aXzjixbMG2uezwrRsKlULj0ushrYNC8/T6bn6ug5PKyOZruN1K80sFcSAd3u0jKZKLQO+JEmE/IJUtWngs403ABJpg0rVZtPg6kE0FhZww5UoIMuyOX81h0OXePlgcM19lismDn1ZGG3joIv+bseqyS2bN7hwPc+OjR62jbROOD63TLFkUCqbeD3Lr/m9R4JQ9NLBYIu2j67JbBsRA06+YNAZ01etsro7xLN04XqOw3uCBP0qicUabrdCOF3no09S7NsZoL/bhWnZ1GoWLqfQjtk07KGzzYGqyJiWjdulNEugsahOb6ezOZEAzM5VuPMgh/1Aoj3mYN+OIN2daz//vd1u/tZv9pLJ1rlwZZErt7KcOhbnxJEo8wtlnkyU+Kt3Z+mIO/nd3+xrlnYURcKWaMpsOHSZr77VSSJV5Tv/ZZJc0WBkyMeJI2IZadkVMvkabpfSlFp2u1SO7I+0HE8ssjzxej0K5Rp4nCp93ULfv6vdxSeXknxyMUl/r4cvnGqnp3P5/skIieRfGaC8QFi2jVE3sFYMBrIkMb9oYNVN2iMNL0zTbhosy7aByyFh2kIFscUMRJYI+lpVCSdna0zNVhjsUpiYrZLOWezb4mawW+PG/RLZwtpKd4JAIgbycGBtP1PDtLl0q8jjqSqyLLF5QGegU2Viusr9x2WK5bX3DfCv//W/5i//8i8B2DLowOOUmE+uNhUBsYQvV9Z2ot692c1In86t0TKlxmcyOYO7j0pNY40XiXBAobNNpVyxVzXeTMtmer667jEsxZPJCh9+miVbEOfhdStsHnRx8pCvxepurSiUTM5dyTH6tFXbXpIkDu70sm/bGiphwPmrWS5cz33W6QGwb7uXo3t9a76YhgEPH5d4NL5s1SfLEltG3GwaWrvWnlis8b2fLPBkYvmYNVVa1QwFCPpUju0L0NslsuJK1aTcaIr2djnJZOs8eNLqG6A03KfWEoCema9w52GeG3dz+L0y6hoSEW6nGKjlRm/q5UNhdm3xYZo2W0e8RMNidrv7MM97Z5KUKyaPnha5cDVDqdzwW5AlDjdkCmbmRHO6v9vF7HyVQlHc5ycTJWIRJ6eORTAMi8Ti2uYyIMq4D8by3LqXJejX8LplajUTXZPp6fIQjznwOBXyRYOpmRXXo2EluPS6F0sGt+7lKBYNQiGdgFcTctBlk8fjBc58kiQWcbB5xNdSxjJMm7mFCsnFKmc+TZIrCHnmatUkm68jS7Btc4BS2eLh4zyGaZPK1HC7VTRNJh51MD1XbiCzwKIh7fILiF++DN+SMA1TiGGvCBvBYpQViVLFpFQyaI+J7G4J9tUZVZmerzI+XaGnc3W9dCkcuoTTqXCl0ag7vsdDOKCQyZkspAxC/jqWaRMKtF7ejf0Oets1Lt4qEvAp7NniYWKmimHaDDaaVbYNpbKFzyOOX5Iktgy5CHgV7o2VUBWZDf2tL79h2iws1tm0eSu//tWvcO3aNbo6O3nzuLYmcqRas/jkWp5YWCMe1cgXTTYPupqTmq5JbBxw0hHTmllXIlXnyVSVng5HUyFyrbBtm0LRxOsR9PZXDgWwTFYdR65gcuFGgW0jbkb6lzO3QtFkLlGjv9uJqkpEQxr9XaJJvjKeV5tOZeq4XQpup8yerR6Ca2C415ssTMtmcqaM3/cZYP9GPJsF33tUwKkrDPS6cDpkDu/xN4XUTEvoLnW3rS9duZitk0jWXgiHbZg2sbDWvG8XrmUpVSzeeCmC2ylzeE8A34rsvlazBOyybjExXWKwr3XCG31SEs1Hv4bLufb1CQU1Th0TGa1p2ly+mSGZqlKt2rz+cqyZ+UbDOqZpo6kSw/0eYhG9ec2nZ8tCTqJscuFqhjdPxRnqc3PhWoZyRaxIDu4JsZiuksrUiUZ0pucqbN9srWq8Ll2HbKZOJKRj2zZul0Y8utz8nVuo0tHhZGKqxPRclf5eb+N+LPkjiGudztY5eyGBy6VydF8YC4muDjenP0lw5UaGTSMevvnVHjraW1ca45NFvvuDaQ7sDpHNGVSrFhPZEucuJtm20c/f+HovbqfM+UspHA6ZS9dSzCeqvHw4iu5QmU9U+Hd/Ms4rx+McOxhlCYX/KwOUFwjbtjENs8VsolAycekSXz4ZIBJQ+PRanuv3ilSqFr0dOh1RhSt3CrRHVTxOhWv3SuSfydIty6ZUEfvN5Ops7tfZtsHNcJ+DSFD0BEIBlVcO+kjn6py/JhT7Lt7MN2duWZZwu2SiIZVgo3k5MVNlbLLC48kSpbKJpkoc3+dl48DyA+txyWzoc3Bsr5++rlYUSLli8sH5DO+eTdE7sIu/9/f+Hr/3e78nHnxnK2OzXrcYnxJNp20b3Qz3OVlYrDM9X+NZoyavW6EzvsyuHexx8vIB/6qBMl8wuP2g2DzH+WSd985nmE+KLEeRJdYSsQx4FY7u8dHb0Tr4zS5UufWgQL6R6QX9KttGPM9tDK6MYtnkzKUM9x4VBYIj7vjMlcDKsC1oizroaV9/UF4vLMtmcqbC9HyFfMEglakTC+vNUtblG1k+PJ9qeTafjb5OJ1/7Qpz+7mU99bVctGo1i/fOJLl1f9lsfaDHxciAmLgTizU8LqWljPZkssQH5xa596jA1NzqjPnArgCvHIuyfZMPv2/9XPDeaJ6PP0lSr5vkCgYBn8bOLa0M1I64k11bA8JtSpcZe1Lg3qg41jsP89y+n8fnU6nVTJKLVTrbXbxyNEK1ZmGYNsGAhm3D1GyZcECnu9O1boltZq5CoWjQ1e4kVxAr9Pa4g9n5Mh9/kmDzkI8dmwOYJlRry+/1EtZ9aUXvdMg4HCr1msnDJwUiIQ2HQ8HtUsjm68QjTgxrdbLhdChomsTo4zz794SIhHSu3EiTydWJhB3Yts2DxwVqhkXQr+J2KqSzdao1k/a4TsCnUatbPHwsHGqkhpbOrwxQXiBswKibNMDcAMws1Lg7WiISUPB6Ffq7nfR2ORjqcXLrQZHLtwt4XDI7Nrp5+YCfbN5cxRQcmyzzYKzM/h0+Rp9W6O7Q6Wl3tGTxtm3zZKqMQxP7qtQsUhnRFHY0HYgkto8IjZ1rd/IEfDJDIQefXMuxa7PEYO/aD7ZQXBQDYk/Hcl2+Vrep1i22b/TQHtX5gz/4Aw4fPsy3v/1t/u7f/bsAJFI1Rp+W6W53cOlWngM7/fR2igll12YPpmmvylRXxsRMBbdTJhpeDTlczNQZGy/R2UCi+L0Kw32u5vXL5g3OXc6wY7OX7vblSUyWJdqiq/fX3+MkEtIIrjC5ePS0iEOXmwzJ54XLIbNzi5eQX2NhscbF61kO7wkSCb1gxq5KnDgU4ulUiU+uptm/I7B2VmmszjZlWeLEoTCSDOcvZ8gXDL5wMtZEh4SDGk7H+vBV07RxOZUWrZbzV9KYps3Lh5brxAuLVXRVJh7VhVF3I5a2q1RNzl1K0R53NBmhIGrwDl2mLeoQZL9MDZ9XbZ6Hy6lQr1u8fyZJOCjMQJbCsmwePi7g96pcuJqmWrM4si/MqaNRZPn52aiNWFXOLlRoizo4uj+MbQvyUbVuNVm0icUaF6+lee3lOLGIg/a4g0TKwdxChV3bVjeflyLgV6nUTG7ezbBtc5DFRY1zF5PCRSpX5+a9DKWyyd/+Zj+ZbK0pRSyjNJBC4vz9Po23X2vn/sMcN+5myebqHD8U49DeMJZtk8nX+fMfzvJbX+3mwJ7l69rV4eKbv97N08kyAZ9Ycb10OIYsC3OUf/OfnjD2tMCBPWFkWWb7lgDxmIM/+s/jnLuY4v/0fxjhm1/rXZb/kKRfEM/25xzwJUkKA38K9ANPgW/Ytp1+5jO7gH8B+AET+F9s2/7Tn+d7n3tMWMJcY0WCPtDlIBJQ+JMfzJMrmPyff78HvaGKFQlrRIMKtapgTNZqJpK0mjofCaj0dIoB/qUDAeFw/2mGlw4GiYY0imWTm/fzLCTrxKM620Y82LZNf6djzey0UDK596jIQK+LbSMeXj4YXJOOvjLuPipy5mKGb7wdp7cx+AV8Km8eD6GqS81VmT/6oz/i+PHjnDp1iuHhYcoVi0zWYPOwu/E9Kk+nykRDGl7Ps+zD1qgbFrfuFwgFVKJhnZv385iGze5torHd0ynchXzepSaWwvaNK0SuVAl/Q71wvbjzsICuSWwY8KCpMuGg+GypbOLQJR49LeNxv9iAL8sS/Y2BL52t4/cq62LEn7ePUtkimzPI5g2cDhnPCuz11GyZq7dzHD8QbhlwgWavYvsmL9Wa1QIF3DCwds8AYOxpgftjRU4cjrR8l8+jUq2apDM1QkGdas3i/KUU8aiDI/vWUD9DZJxH9oWbTd5iycDpUPC41ea+05ka751JsmOzj43Dyww9TZPZsz2A26VgGBanP01SrdkcPRDmwViBjriDjcNe/B7lhVZdxZJB3bA5uDfEH377MWNPivz+twYA6GhzcXivTHtMJAI9nUKO4NzFFH6fwmCfh/ujBVRVolZbfwiMR538xpe7+fD8Au9+NIeqyLS3u+jr9rBxyMf0bJkf/HSGYECjWLbQNZn+HjeNoikSNtNzZU6fT7JvVxCHUyEcduB0Kvh9KqYFmiIzP19B02D0aZ6eLhcdbS6yuTrFssn1Wzk2bfA234NIaDmZ0R0S2ZxBrWrT2S6StY42FxsGvJy7sMjlaymOH17GF0sIMud/jSid/wF437btfyJJ0v/Q+Pm/f+YzJeBv2rY9KklSJ3BFkqSf2rad+Tm/e82wacDOVrARNU1GUSSKZROfR8ZaUd7vijvwHgqRztRRFYl//70ZXE6Fv/W1zpamVTioL6vsSRbRsM72jWIwG58qM5eospCssXOzj65GOUAoOa6+abYtmH/zySqnjoSE6NYKF52lpVxTt92wGX1SJOhX6e10ruIKPPvibd68mT/4gz/gd3/3dzl9+jS9nU7qlTlC/ggzcxXePbNIvmiwc5OPLSNenhe5vMG+Hb5mLbhYMjHqy+YMiiw1H/KW7QoCl+7zqhzbH1r196WwLJuZuQoul9IyIKYyNU5fSLFrq5+XD4U+N9IIBAqjUDQoFAz8axzj82LriJeNgx7eOZPE5ZB55Wi0+TenQyYU0NbV6AFaSEW5fJ2L1zPs2OwnGtbJF8XxrHyhHQ4Fn0ddhRXfucXP5RtpPjy/yJsn47hdCof2Lg/mlapoTj57fdpijuZ3v382yeYNXjY1BvZ80WD0SYENA2462laTsJYm1nSmxp3RPF6XikNXeOVYDIcufFqnZsvcfpBjywbfstKoaTcnpqXzuHQ9zcR0CY9bYfsmHwMr+gY9XS56GpOzadrkiyaqJjP6OM9gr4cFd5WeLhcH94SZnilRKmktpKeVkU7XOHMuSV+Pm1MvxVFVCadDRlVlYlEn+YLJ5RtpDuyOsHdHEABJEuUfC4vrtzLMzJVx6GGRpUui52fb8P7pBapVA9OyeeNUG4uLdWYXqnS0ufj0SopiqQFHXcPgd3a+jGlAW0xIMmPb1OoWN25nWEhWaYs5iMdW3wP7F2SA8vPW8L8C/PvGv/898GvPfsC27Ye2bY82/j0DLAB/jXSZVd8n6vjPQPYmpssspmpsGHDhXEmvtmyuXM8yn6hSqZhs6Hezd5tvFUJhZXx6NcPlG1kGe50USyYTM2XSWYPXjkfo73bxeLzMjbu559bggn6VXZt9xCKryxrnL2e4eD3b/LlUMXnwuIRl2nz9rThtMQdziQqPnhbX/Y5/+A//IQ6Hg3/6T/8pAG994Q0eP36M2bDriwY1Oj+jTl0qm5y5mGFqptqszx7cFeDQnkDLpPls2LbN2UspPr2WWfPvpmnzdLJEoWSIMsiRMId2t4rauJwKPR2uZgNx5QrBMER5wDCej/CRJTEZLtVqn06VeOfjBKXnIJ2WQkzWMjs2+di8oXVSjIYdDPS4eDBWfCFoqGULEpZl2cwtVPnpRwnmEq019O4OFy8dirQ8m0sx1Odh51Z/E1raHnMQaGC8f/pRgkdPilSrJrn8sgH8oycFrtxMo+sim11Zjss3JHzb485VzWnDtKlWxfUJBjS++Ws9fPPXu3HoMsVinfdOJ8jl60zPlnnytEjdsMkXDO4+zDE5XeLd0wvMLSyjkrZu9LFra5Bw0MErx2Ls2Nx6nxOLFUYf55mZK/Pux/Ng2/ztb/Zz4liMcsXk/sM8126luX47y0JyfaROPOrg0P4IXo/K6Fiey9czZPOiD1QqG7hdCh6nSrFkLCPGbHGtZWR2bQtweF+YtpiTa7fSjD0tcmx/BJdTwedTWczUGZ8sYdsSX3ytgx2bxQp3ZNBLe0zH69Foi65+n6Zny9wfzbNza5ChATcfnEkwn6hydzRPe8zJb3y5h3ujOUYfL/dibMC2/vqze3GuP1+02bY92/j3HND2vA9LknQA0IGxdf7++5IkXZYk6XIikfiZDkgCLHP1C93b5WJ4wEW9anP6QoqJ6XLjO8HnU1lYrPLu2UX6u53s3upftf3K8HgUPB6FXN7kg3MpIiGNY/uDTVzxYqbGp1cy3B8trH2MksSxAyH27fBz4XqG7IoXFQQeeCVGOpuvI8s2Xe3Ltfsnk2XuPyquC5OUZZl/9+/+Hf/8n/9zbty4QU9PD7du3cftVNi33U+2YDQbreuFyymzZ5uP4QaKZj5RYW6hyidX0py5mFp3O0mS2L3Fz47Na68ecgWDSzeyTE5XsG0Bj322Hu5yKuzdEVgTYTOfrPHh+RTzyWXtXtu2mV2otAzmXo/Ka8ejdMRfTNKzWrOasMal6Ol0rbl9MlVjer510rFtmxt3szwYa73vQb/GF0/FaY87CfhVNg95CDwz0JbKJjfuZimWVsNoQ0GdoT4Phmm3TPC6LtMRFxICN+7m+OBcgkpjsE5l6iwka6iKxO5tAaINZmixZBCL6HzhlbbmKmBlXL+d4Z2PEywkqzyZKBEKaBRLJh+cTZDLLx/bnu1BTjXs+uYTFW7dz6NqMvt2hoismFwCPo2uDicnjkTxeVvP+clkie/+YIZrt7N4vSp7tgeJRhxUKiY/+MkMtbqJ3ycTDuq8dqKN7q5WKKth2s0J1+VS2b4pwMxclXzJpLfbjdcjJMhPn19gdr7MoX0htm8OtCSDwkFNiOBNTJd59KSArMgcPxhFkiVu3MkyPVvB61bp6nATC+noutx8XidmStx+UGB6tkyluvp9kmVob3OSztQoFA0cDplYROe14zE6213UDYvrt7PcfbAMA16JHPrrjs9c50qS9B7Qvsaf/seVP9i2bUuStO5RSpLUAfwR8Lu2ba850ti2/W3g2wD79u37mc546WKtfDEsy+anHycJeBQO7Q1w+WaWat0ikapy+16Bvh4nY09N/D511SwtDKyXNbkfjhW4cSdHOKTj2i6zecSNIkt89GmKzriDPdsD7NsRoFAwqD6HWSpJEh+cT3Ljbp7OuKNlANi3U2RBcwsVxqcrRMMaDl1uWe7v2RagXrfW1Qr/zne+w8im7fz+3//HfPObf4MjRw5x9pM72M49vP5SlNdfiuJrODdVGwSZtY5xZQPx5v0C9brV+N3zb89apYKlCPpVThwO43GrXLqeIVcwOHEk+txewsqIRXReOhhuWR0ViiZnL6bYMOBh19a1JTD7u91N9Mta8emVNKWywaljUao1e81S1VJs3+Rn87C3RYzLtmE+UcXjUtg4tPZk53GrbN+y+vhy+ToPHhWIhvSWGj6IQXohWeXmvRzbNvoY6hf7dugyB3aLcpksSYSCWvN52LtD2DqunEiLJYN3Ty8w2Cdq22uVC2JRYSY+MVXi8USRyZkStgWJZJWdWwMtSpBLvjP9vR4iIZ1gQFu1z+/9cIbJmQr/7e/04fOqVKpWkwgmNbbdtyNAKKATCghY5Tsfz/FkooSqQMDnYOOQb81+welPRFL4yjHhVdzR5uSlI1Fy+Tqzc2V+lKiweYOP7i43Xq+Opiv80Xcn+OJr7WzfHABJmLbYWHR3uHnjpEa1ahLwq9y6l2NipswXXmmjo82J1yPz3R9Mc/pCEkmWxPbAji0BNg558bhVkqkaToeMs0E2UxSJdNYknamzod+Dqsj0dQtQxujTIh+dS/K1L3bwN3+jl0rVpFQ2cbsUYVT0/y+1TNu2X13vb5IkzUuS1GHb9mxjQF9Y53N+4IfA/2jb9qc/89G+QMiShG21opgvXk/z8HGBPdv8BP0aR/aFcOgy3//pPIlUDa9H4uj+EG1RxyqC0MR0mRt387x0MMTCYo2x8RKhoMbB3UGcukIspPPemSQet9qEsumazKljol6eztZxO+VVjva1mkUyVaevy0l3hxgc7z7IkS2YHNwdRJYlcgXxom/d6GXoGcy0Q5dXNUIzuTqPnhbZttFHoVDg9VdPsP/wF2lr7+LRo0ds1t3s3R7A5Vw23743mmf0SZFTx6ItjMy14vCeIJZNSz18MV3jxt0c+3cGnztArgxJkohFHFy9leX63RybhrzrIlfWCl2Tm9dsKZxOmZBf+8xzeF709bio1ywePikx+rjAq8dj656ToNG33lNZlkSt/5lB7/F4kfuPCpw4EkXXZdKZGuEVdW4QNfc3T8bXPP5b93JMTJeIxxzN4zFNu2X7aMRBdAXDU1lDVc6hywz2erAti798Z5aXD0dbWKEA7VEH9ZpFNKLT1eHi8vU04zMlNg35WhqRK0NVJELB1X8zDDHoDfQ48XlV7j7IM/a0yOsn43jcKtEGNn/lqsayIOjT6WgTk9WhfWE0TcYw7YY67fI5xSMOaobFuYtJujrdOHWZyekSQ70ehvZ4+OBMggvXUvR3e3n9RBv3H+aIRXXalmrmjbRTQkgieD0qf/nOLF63Qnubk75uNwGfxu37iwT9Gh6XSjSqt6yMHLrClRtpIiEHdx/mOHZAlIHe+WiejRt8HD0Qpj2u0xF3cfZiElmCMxeS1A2LYwcibBj0cW80x/f+aoavf6mbnVtFufS/Vhz+D4Dfbfz7d4HvP/sBSZJ04M+B/2Db9n/+Ob/vM8O0Gtn9igy/bkBPh5MDO4Pcup/no/OL1OoW3R1Ojh0IceFalrMXUmvqpnjcCtGIIJHceZAnna3RGXc2VwI+j8LIoIdXjkYY7l8elCtVIdn67pkF3mkwDleGpkkc3B3kpYPhZrOnUrPJ5eucv5RiarbMhgEPb6wgs3xWTM2W+eH7C9x/VOD3fu/3ePDgPiODQW5cv8T58+e5cf0yPZ2ulgcpEtLwexWm58qfifv1etRVzc/FdJVbd3NkcvV1tlo/YhGdA7uCbN3ke6G6+vPCMGwKJZMrN9NMzJQ/e4M1or/bzYZBLx1xnWhYY2quvCYGHkRdeK3rparyqpWKokjoDWOb2fkK751OsPAMc1SSJPwNSF+1apLKLJerNm3wcXR/hBOHY8SjTsoVk598MM+DsTyfJ1RVZseWAONTZZKL1Wa/YKnvBWICv3gtTaFo0tHm5OWjUXZvC7Bt4+fQ2m7s8+rNNKl0jd3bQ6iqTEe7g+FBDw6HwkKyyo/enePR0wKF0vK9VxSJL73Rwbd+o5fXXm6jLeakXrf4yQdznLuYbB5npcGJ6el0k87UyeXrXLi6iEOT2bo5gCzJzCerQkm2wURuizvRVZly2Whcc7khQyy+e/Rxnmu3MmiaxNff7mLjkJdPr6Q4fylFvW7S1+th55YggRVm9/ce5Dh3YZG6YXF4X5jRJwU+vZIkna0T8ms4HQrD/V50XSYecVCt2yQXawR9Gvt3hxh9UmR8qkTdsAg1fAGW0tVfBA7/5x3w/wnwmiRJo8CrjZ+RJGmfJEn/qvGZbwAvAX9LkqTrjf92/Zzfu27IktQY8MXPtm1TKteZT5SZWajQ3eFkw6CHdLrGlVsZHKrErq1+AgF1zSJFNOzg0O4g754RN7Et7qBQWn7ZJ2erXL2VJV9orb163CovHQqzZ1uArjZny5I0k6uTKxjMzle4+7DQ3NfubX6O7g+TyRskklU+PL9IJlfjRaO/283hPUHaGxlIJBLhD//w/8W//vfvsmXrbu7fv9/8bL1ukcnWaYs5cblU7o0WqX1GTX8pDMNq1k79Xo3uTufnUoNcivaYg6Bf5fT5JJeuZz739ivD5VQ4cTiMy6GQSFZWNe0/T0RCDnRd4eGjAplcnflEpeXlSyxW+fEHC0zNvtjE0tft5tXjcVxOhWhYZ9+uYAuK59m4O5rng7OJpsxA0K8RDestBL5qzeLGneyqROJFYrDXw/FD0eZq4ezFRc5fWgSgLebktZdFvwFgMVVjfLJEMlXj3sPcC1/XumEzPVuhu9NFT5ebXKHO6OMifd1uVEUgaLweBQmxOgNRcppPCnat16M2VyySLFGrmdy8k2UxJd6HXMHgwaM8pZLBm6fa2TzsBVv0z8oVUZaRJIlK2aCv24Nl2STTVZ5Olng8XgSWRdOWIhzSObI/zLZNAc5cTPLOx/Mspmt85QudbBjy8+hJnj/5LxN8eHa5kNHX6+ZLb3Swe1uASMhBqWwyMhTgm1/rZXjQR61u8R+/N8Ff/HiaYtnEBn7713vwejW+8+eTXLmZYuOwj2/9Rh9d7aLcKEtrCV/89cTPBcu0bXsROLXG7y8Dv9f49x8Df/zzfM/nCcu2wVpWVrBtm0SySqliUatZxKMO4lEHTyeLTEyVGX1a5PiByJr1RxD1/4/PJ3n8tEhvj4veDiedHctZcnKxim1ZLeJcuXydumETizhWLZlt2+bcxUU0TWb7Jj9WQ2Tqys0sA70CJvfmiZjQ/biQorZGH8C2bR6MFXA6ZHq73M1lrtej8vrL8VWfD4R7+V//9x9xcHew+buHj4vcf5Tn1PEYu7b6qW6wVpWd1grbtnnvTAJFlpoDw9uvtr3Qts9GMlXl3KUUQ33uVTT/nyWCAZ03TrZx+pMk/+XHM3ztrY6mMNbnjV1b/FSHvYw+KfBkosSbJ9ua5RaPW6Gv24Xf+2JkLoBao99SKpvcHy0QCug41iCyAfT3uPF5tSYyyrZtPjyXRNflJjRy11Y/90YL665Ano3Z+QoPxvLs3xVi2zNIGadDaZbUFEVqPrPVmsWte1k625yUqxZT02X6ut3rQiMBSiWDcsXkys0M+3aHiAR1JqZLyBLMLlQY7PPg92n4fRqnXmrj3sMc8YiTQtHg3Y8WSGdrRCM6b77SzuR0iXhUlINeOhxjeraMx6PyyeVFvB6FN19px+sRvrzJjGA2e70q45Ml7tw32LbRTyZXx7RspmbKnP4kyZGG9DEIDR5Jopkctsdd/MaXe/jOn09w/XaW3/pqN92dbqJhMZAnkzWS6SonVpS2omFHsyEe0BTeerWjZYV3626Gqzcz7N8d5MSRKLbdgMWO5Umm6xzYE2Sw14Our0AONmTW/2vE4f9XF5IkYWOx1D82TZFtbx72MtDr5sadLAuLVXZs9vPyIVEffP9sglePx9F1ibHxEkN9nhaauKbLvHI8Rme7k7MXFjnuVJv+k1s3+ujudBIMaMzMlXk8XqJcMShVLL74avuq5b0kSWwY9DK7UCHgFy91oWiwmK41m5CqKhMK6Lx1qm1NAwjTgrGnxaYp88mjsXWNIiRJarI0ZVni4eMCuXydnk4XW0d8eN0KqiqvCQdcb3/lisnsfIVD+8L4POrPNNgDzMxXUVWJnVsCuFwqlapJLi9QJD/rw+7QZbKFOlOzZYolE98K05VC0UDTVvc+1tyPQ8HhUBrwU7vFwtDtUtm3c31uwbMxn6hy7tIiR/dH0DXBzXje6YUCwov48o0Mm4Y9eNwaA31Co34pBvu99Pd6XoifYFk2H5yZZ2a+ys4tATzP9K3371p9Lleup0ksCm357oaF38Zh73MH+/lEhTOfJtk07KNSNXG7VNLZGldvptmywc/br7a3Nrktm8V0jWBAx+9VUFU4ejBMLOykWDK4fD3N9i0Btoz4uXIjLViqm4UKqKZKLZDScsVk/+4QTl3i3dNJQkGNV47HURQBUR1vSJeUSubydooshtbG45BYrPLh2QWyOYOOdhdbN/rRGgTNatWkZgjOQ1fH2gTAXK7ODz+YZdumINs3CaRfNOygt9vNQJ+PYsnkr96dZaDXQ1vcxZ6dQR4+KnLnQQ5dV4hHdWIRZ8P/5BejlvlLN+DbSwDxxqytaTKnjsWaJZXZhQozcxVyOYM3X4ljmjYz8xW8HoVHT4r85U9n+fqXOhkZFDVLWZY4dmBZLOrU8VgLSco0xdI1EtIplk3SuTq7t/lRZAnDsCgUrRZoYb1ucelamun5Chv6vUJq1aPy5sn4Kuz/s4O4YViks0Ik6pVjMc58mmR6voJpWqsaiCtj5aCQzdWZnCkzOV1m747gmrIBnxUvHYoyt1BpInsqVZOL19IM9XvoaghL1erCSPx5g6vPq9Lb6UZrZDcPxwrcf1TgzZPxFxIve5agthRfONlGvmC0NECrNYsPziaIR3UO7W2VswUxKGiaTN8zKB63SyEU+NknIBDsbaNuoWuiufnmyeeilwEBxR2fLDE+WaK3W5CPno0XJaPJskQgoAu568Y1sSybhWSVUHBtc5Zsoc71O1neONlOf68oiRh1e1WzeGV4PSo9XQKFcnhfBFmG85dSDPR6GBn28XSiyNRsmeOHouiaGGwLRYNsrkapLAuT86izidY5dTyO06nw4bkFikWDLRv9ojF+LN4yYdq2zY07WR6PF+nvdbN52Mv+PWEuXUuTK9SJRx2oqsTBveEW0qLcGOnthjLl1EyJD84u8NW3Ojl6IIamKdTqFsnFKjduZ0imapw4FiO+AsmXK9SpVETl4P6jPGc/XSTo09m8wSdczXo8/P63BtE1ibMXkly7lSHo1/jSGx1MTpe4eiODYVjcvJtj59YAsYgTW5KR1gYy/tzxSzfgS7K8Cse6NHhcupHmzIUkJ49GaY8LApaiiEzBMCzGp0uEQ/qa2G8QA/CzsM1svs75yyls4NCeEAM97uYgeuFamtn5Mq8cFSSSWMSBokhsHvGxfbOP9vjyvp6FnaWzNRS5NYuZmC5z4WqKU8fjxKMO2tuc1OrClenSdaG5cmjv6oFhZezdEWTTsJcbd3PrGnA8GMtTrZjs2Bpc8++RkN6C2DBNm2zOoLyi8Xru4iK1ms3rJ2LrDpYjg14YXP55oNeD36e+MNLmwtU05YrJiSPRlu9YkhCo1iwW01WBvtIkNg1715xILMvmwaMCbreyasDfutHP1o3P52WsDNu2WUwJjZqlbDabqyPL69v15fJ1Pr2SauLQQeD/w0Gdh2OFF0Y/3b6XpVI12bsztOqaDw94cTuVZm04na3z3scL9Pe6OLI/umryOHEkxkCPu+nstJCs8tG5BEcOROjucHFvNE8ooNG5QjnS41bZtS3Ej96bI52tsX93mE0bfPR0uqnVLMbGC6xEDrmcCvGogycTJeIx4cfraTyTkiQRjTgoV0ymZ8osJGvsb0x6zx6raYGuS0TCuiB9xZ24nAqd7U4KYwbTs2WOHYxw7Wa2BYVnmSYSYEtL4mkKbpdKsWQ279X4ZImffjRL0K+zd2eIw3siLUnS1Vtprt/M8MYr7bS3OdmzI0gqU+PGrQx7Gysnt1vh+h0BPx4a8JArGNRqFl6PwpaNAa7cSFMomWwc6hI7tW1s6Veeti8UIsNfW3yot9PFYK+HG3dzdMadzZtqmDbpbJ183kCReCFnpqXo7nDR0+Hkxm1Rg29fQZMe6hUMx7lEhU8upzi0J8zGYR97tgefu0/Lsjl7IYXLIfPqipp8e9zJ3h1ByhWTas1i20Y/m4d91A2bq7cydKxBpHl2WSjLEj6v1ly1rBXXbmd5Ml6ku9NFOPR8Nq5h2njcKl841dZSvnI5ZUrlGpYlNNhfJHxe9TMHN8O0uXIjTVvUgcuprKnEuRST06UWMa6VGHLDsIQ0hCIhyxInj8VYgxn/QmGYQvZY02RyeYMPzyXYNOxr4u1Hhn10drjw+zQqFZNb97MM9XkJNyZN07KpVi0MczmrkyQBE9zTkAFYLxaSFTKZOsODXvJFg2JJuEc9O7lsGvY1pRUAAn4NRYEfvTdHf6+X7mfKFLIsMdC3zCUI+jV2bg0QDenUDZuxpwU8boUHYwUO7Ari8YiJ1KHLnDgSbUowLOHVx54WyeUNTh2Po2syN+5kyOXrbBj0oqkS5y8l8ft17BUTQqFQZ3yqxImjUUBaU4IARMJx7VaWYEBj744AtZqFLEvk8wapTJVC0eTBWJGd2wIt8FFFFuOEbEskU1UejxfZtyvI1EyFxxNFto74mZotMjtfIejXefu1DoL+1r5LYqHK43HR1N68wc83f72X+6P55r0FuHs/wx/92VNeORbnS691MDdfRdck3BEn1pDNX/xomv5eNy7XEj/hF+dp+0snjywtjQArUDqZbI1PLi8yPVvh6P4wqiyj6zKjTwoUiqLbf+bTJPt3h+hsdzVlAwzD4slEcRVksFJdNklRVZkTR2K43TLvfLTAhWtprt/OYNs20YiDoT4P3R1uAn6Vq7dXoypKZZOZZ+B/siyxf1eAndtaM0u3SyHg1zl7YZHp2TKyLFGrW0xMF+mIO9n+TEY+PVfmh+/Nt1DuXyROHI5ydH8Yp/P5g282V+fH780xOV1a1avQVJl63Wb0SYF05sWRRp8VpilgbZlcnR1b/HR1uNaFdHZ3ujh+KLoKI25ZNh+cTfDplcXm79wu5WfuRXx6eZH3zy5gWXZjkA7R17u8UtA1uYnKKVdNJqfLpLMNk4yaxcSkGNRW2u+9aDydKHFnNE+tZnFwT5hwSOeDM4nPlJ1QFYnd20Ps2BogHNCYT1R4/8xCCyY+lxcIJQCnU2HziB+3W8Why7x6PI7fq/H+xwvcedAKDw0F9ZZa/3yiQjyi88aJtqbEw6XrGa7fyeH3asiSxL7dYb78emezvGSYNu98vMAP3xO9h+5O97okw3LZ5OiBEHu2B/jgbJLbD0Qze/NGP9s2B3C5FObny5z5tBUeLTXRMDaGYWFaNgd3R3A6FaamS433UiIWcfLSwTAfnk3wH783wUJyWTpC0xQG+jzsarx7LqfC7u3B5kpxIVnh7KVFQGhOdXW42bsrhGnBh+cW+PjTReIxZ3P1snRcn4uY8jnilzDDFyWOpeEzsVjjez+cxqHJbNnoZ/tmP19/W+PKrTTTsxUO7w0TjegMD3rpane2LOnvPsjzw/fn+MqbHQz1eUikamiqzLmLSfbvCtHToHrHog7efq2dew8LFAp1prJ1No/4m40+t0th59YgH51LsJiu0t0htqvVLT4+v0AiVedLr7cTCiwPTOu9/JGwzkuHo4QDKrPzFeYXyjx4XOT1l+OrBjZFXm4Q3hvNk0rXOLg3/JmM1va4swnLA6FBMzFZEjXQFUtiVZUapQvxu3rdolQ2Cfg1dmwJ0Nfj5vSni2Sy9c8sNT0bhikm6nBQb1nCO3SZ10/EURSJfMHg7KdJNg772LUt2PzM2FOBrDl+MLKmwqYkCe2VlciIzxO2bXPnfg63W2Gwz0s0ouN0CqldWZYY6l8fcRQKCATKEqrr6USRP/vBFF96vZ1D+6Lrbrde7NwWZNOI2WR3jj7O49SV5zuvN2LTBh+bNois/+PzCW7dz7Nne7DZ1L1xJ0tyscYXX29fNdi63cLHdcc2H5Gwvm42WiwZnP4kyWCvh727Qly+nqJctdi7I4AiS5TKJo+eFti/O9zMiheSFe6N5unpcjLU78GhK00W6lpx50GWpxNlJBk6O1x0d7iYni3T0+XGMGwiQZ1K1RTiid5nRAptMG2b9riLt19zMj5VJJWuIkuC+HX8UJR9O0NcupHi0ZMCPp9GJlNvGqy8/Xo75YrQMdKfIUNmsnVOf5rEtiQ62pwCUNK4TuOTRa7fzrBh0MvLhyO4VmxnA1h//dk9/FJm+AJntXSphAGERFvcwa5tAT48l2B6rky9brFzS4CnEyUePS6yY3OAqdkKY0+XdVAUVaKv201nuzAw/vh8klLZpLPdiXep9DA6Ck4nwb//t5FliZBfo1I1mZopY5rL5hWxsIOBXi8LiWrTAi2TrZNI1RkZ9K7SVlkvVEWip9PFg7EC/+qPn+JwKJw4EiUYWL19e9zJGyfaKJYMZhfKguDyM5A5KhWTTK7GvQfZlmzd41Y5cTTWfPjvj+Z57/QCuUIdTZOJhh2cOBJl5zpSB8+L6dkS73y0sKZgltZQh1yC6w33e3jwKN/MvCxLZGzrnaokSezaFmTLSCuZqFQ2efAo/5kaQ5YF49NlZufF9xkGzMytraWyVrhdSnMS62x38tLhKMODrcdy/U6GO/eFgJ5p2uvi7YUHgbj31ZrJk4kS2bzx3El9LUJPR4eLQ/tCJFNVTn+SFO/H1gDbNvuprnNe5YpFNmfy4dkEM/OVNT8jkp0A/X2tvZFKxSRbMIiEdeHyZC+/K+WyRTJZ5fHTEovpGldvZZidX5/zMNjnYdvmAA5NQVMhm61z/1GecsWgXrfp6XaTzgmP55WJs2U3KU6AmKwz2TpPp0p0tDvZOuKjXheQ68mpMn6Pyv6dQTpW+DqoqkyhaPLhuQRzzxyjrst43Sqd7Q7cLiEjsvSMdHe4eONEOxsGfJy9uMi7p1eIFNh2Q+PnVwYonxm2ZTUGNXGxPG6V3/n1blRF4FplSeLugxzRiINYRMfllJsD1ujjPJmsYO1lcwbHDkbYOORFVWVcToWTR6PEY04GVizX+Qf/APbvx7KF9k1ft1M038I6751ZIOjXOLgnjNejsmtrgHc+mkPTFbZtVFEUeONEG+lsjTv3c2zb7H/hWd3lVOjuEtKqSw3UW3ez5Ar1BkJieT9Xb4oS0xdOdVCvW2TztXVp8mvFpmEf7XEn7340R6FscuzA2plod6cLVZVwu4Rt27XbGY7si6xrl/e8iEWcuBzCKal9HfEzSRKZU6Vicnc0T1e7k3jUyYZBHxueGUCzuTpO5/N1+ROLFa7eyhDwa+t+p2XZ3HuYY9Owt7kaDPpVYhHnC2kBVasmo0+K9Pe48XpUfF6NN062SlXZtk1ysdr0bLhzP8fjCbGKex4s0u/VeONkB9pz3uq7D3NMzZQ5cTSGrsmCRwLNksSdBzkKJQPLFqibj84nmJgucer4ci+p1iTtiZXt1Ex5XU5CrWZx72GejjYnkZCD7k4XhiGQcbYh+jHzySqFgkE45CDg1+judOHzxpiYLhMN62zd6H8uUW30cYFPLqfYtslPMOBk60Y/qirzwZkEDx7n6elw8crROAF/62pRkmQkltE6ABsGvJw8EsPv0/iz70+xZVOAU8djvPpSnHujOc5fSfFgrMAbJ9ubaJ1YROfk0ViLtAWIyW7bJh9//L1JTMNm3+5Qc6Vk2XD6QpJa1eSlwzFCK4AiYgz4r1Mt87+6WKrhr5wb/T6NbL7Oh+cWOLg3zL5dIfp73Ny8mwMkujpcjI0XCQVEUy2xWBUELmlZxdGhy3S2u1pf6u98BzsQZGHnMQpFA9O0CQUcbB7x4/OqhINacwlpN2SJXzoUY2TQSypT5/3TC2RzNRZTVaZmy8+VHF4Z2VydaMTBt77ex9PJEucvLWLbNjXDplJdzmyX2LBHD0Q5djCGLEvcG83zwZmFVczgz4qgX6O/x8PkVIl0du2afCios3nEj6pIDQGrn53x6nYptMWdvMjmTqfCqeMxomEHDx/lV2VGpbLJB2cS3LqbXWcPohzV2e7i9RNtLbC7Z8M0bZ5MlIQSZePZ6O50c7ih+fK8EKihGrfvZ0k+z5TbFjyAcMOlKxbV6e12r9J5WiucDplMtr6ubHOzzNf4+fSFJD96b7Zppdjf7eKNE204dLGK2rMjyPbNrb2kp5Ml3j+zwPhUmdv3cwz2e9dsti/tc8OQt6l7f/VWlj/9/hQ9nS4O7AmTWKxSr1ns2x1qalHdf5Tn4/OLDPV76e500xYTTPV8wWBuYZn1bJo29brVgGuK0uPIoI+nkyWh4dPrwetSmE9USGcEPDOZqpLJruhpScsm5oZhkc7Vefv1Dh6MFkll6/R1O8nljYYQWh1VlnG51GZ5qV63yOTqjI0XuPNASKKPPV3uW7XFXPR0uvF6VfJ5k2yuztOJInceZJmdr7Blg5BIX8zWmu/Kkhb+LyJ+CTN8c8250bKE3ko2V+f6rQzRiKiF+30ahmlz/VZG1OCcMm6nwrFDnyHZn8vBP/pH1H7yHul/9P/GXzFpizmQZPjJB3Ps3h5k/67luvViusa7Hyfo6XKxLxDC51XZtjlAe9zJYJ8Hy16Nu18rEotVLl1LUa3ZvP1aO6ZhNRt0u7cFGpZtEsWSwQdnEmwZ8TE0sIy26O/x4PNqLV6nLxo9XW6u3c4wn6i09BtADGa5fJ1oWGDWS2VhRv0i57QyVqqTHl7H0Wmt8Hs1bt7JksrUGOz3NDkNpbJJpWKydZOvBTmxMgpFgw/OLrBp2NeC5FkrNE0gp15U2XMpLMvmwzMLuN0Kb5xsey5L17KhXDLIZmvEow462oS70otEtSZq1WIUaz3GdFY0uw/uiTQnp1jYQT5vUCgZzC9UuHkvxyvHYk1osq4pTQvCpehud6IqYbxuhXLFXHdSH30sfGx3bQ00+yW7twVYXKzw6ZU0J4/GOLI/yk8/nCOTriP1Ce5KLKxT73O3sNerVZM//9E0pmnzm1/pxu1WOXcxSaFksm9niDdfaQMbimWDh2NiRREKaswnawz2udm+WbDa/+wvppBl+Du/M4AkNQbWBixzcqbEv/5P43zxVJzdOwIc3BNkMV3nx+/Pc/JYDI9LYd+pNnq6lhvIn1xKcvVWmg2DPjxOlXLF5E/+yyRtMSf/7bcG0DSZL73RQTZbExpG6Sr//jvjHNoX4ltf76W/x81/+LMJHo7l2Tzsb5Zmf1HSCr98Gb4krwnJTCxW8fs0omEhITu7IFieDl2mUjFFja9YJx5xvBgZ6X/6n+Dv/B0cg70E/CqZbB2fV5B0DKN1hi6WBEZ9qN/NoydFJmfK6JrMlhE/fp+GqsrrIhDmFipNlI1p2py/KISajuwXGeW+XSGOH4pSrVr85MP5pha7Ikv4fCrOZ8opwYDGUP/aDE3Lsjl/aZGbd9bOhIN+jZFBHy6HUDhceY6PnxZ4/8xCM3vaNOzj5LHYCxGoQEwYxZLB+GSJHzZw3JL0+ejl+3eHefV4vBUnfTPN6U+T9Pd6mhT4Z0NTJcJBfV38//hkqaWG7HK+mL3fUti2zcR0iWBQ4NZDAf25E6GqSMSiTm7dy3F/9PMJpO3cEuC1l5avQa1ucetuVpQqc4KBvLIfsG9XiC+cakNCuHT1dwnVyY8/SfLB2QQfnF1o6WuBaNgO9nmIx5y8/VpHc0VULBlcu53m8bj4vCiNObh2K8Ol62lA2Bq+9nIblm2zmK6iaRJer0owqFGtiWd4Zr7Crm1BNE1wauYWKmSydRy6zMZhLy6XInSoHuRxOmSu3UrzZKLEYJ8Hj1vlzVPtaKrEJ1dStEcdVKoWN+/lhBF53MFCqsrVWxksS/T8bFPci2rVIrlYYTFdZ++OENu3BMkVDB4/LeFwKJw8FsflUrBXIOrGp0vMzNc4vC/M3l0hSiWTXKFOrb58jf1eja4ON4f2hrk/mqNcMWmPuRge8GJakMnVGsqiK56ZX+HwXyxs21pzdjQtMaAlFmuksnU2DHiaWcxiqkqtarFx0IMsK03m57px/Tq89x5cuwYIZcxS2aBSNAj4Nd5+vaPl4/cfFbh9L8vLR6L0dLpfuH5eLBn86P05Bvs8nDgi5BOOHoigqBKhgE65IhpmI0Meero8uJxy03bP6VQ4ceTzG4tVqhZPJ7JYts3QM0t1p1PhxNEYM3NlfvTeHMcPRZu17p4ut7DpawzwS9IELxqXrqVIZWoc2BUiFtZxfMY9qNUt7tzP0dftbmbuDl2GZ8oeG4e9dBdNtGdYzJlGY2/7Zj8etyoah2uEadrcuJvB79VeOMt+Nkplk0vX0gz2ehgeWN9S0rZtHj0pEPBrOBwy2zYF2P0ZnI2VYRiWcLKKOZq1/mLR4P6jPA6HzIZBL/GYs9lTKZYMLl1LE4/q3HmQ58iBCHt3hbBtG02V8XlkBvs8q/SgVh6vbYvVq23bXLqW4sbdHIf2hBns8zbRXovpWgtfor3NxYkjMX7wk2n6egSSpm7YPBwrUCwaBHzLz1wqU+fMp0kG+7382hc60XUZSZJwuxR2bAuwY3OAumFhWfDR+SSjjwv8nd/pByR0Teb44ShnPl3k3MUELqfCV97oZGND6vn6TSGlLjWeDb9XY+Own4Bf56/enWXjoJetIz4qZZP2mJM7D7L89IN5+ns9/MaXunE6FQ7uCdMed+HzimdwPlllZNDHiaPi3avWLCamStx7mGOg10OhaPJaoxdz+0GOWtVEkiT27Qq3vi+/IBz+L92Av16G73Ur5PN1ggENr1dlerZCtWridKp0d7qJhXVGHxfo7fKsGhxWxUcfwdOn0NsLQF+hQFfVIPtbJ+HJ7VUf3zjk5fHTPDduZ/jSG50USqLe/7wGHAgrulrNapkgAn6NxGIVn8dClgTBSVUV7o3mMAyb3q71DT4+K4TdYIQPzyV5OCa0y185FsPjUVtWIH6fxmCvp5kR332Yo1wy2bMz+DM/oP09HuIRoURqmPYqmYl6XZStljLrUsnk8UQRt0tZt1QDovkbi4jJ3rTsZimmUBQ2fcP9nlWGIytDUSROHIly4UqKi9dSHNj9+eClILxhDcOi5znmKwC1us3te3ncbpnXXm5jy8iLM3xBTGIXrqZEj6rbTbVmEQoKQTmPW6hHrmygf3Q+wfXbWb7+dieD/d5mmUmSRGLxWXHnvjAJMU0by7TZtjnAyKBvlTPVyuf3zv0spYpJNKSTydQJBw2+8GoHmirx8fkk4ZBOf6+Atc7Mlfnk8iKD/R7aY46WATHg1ziyb/kYE4tVHo4VqNZMFlNV+nu9vP1aB5evpTBMC0URkMm6YTfJYJbUsDFvDBgd7U7+1m/1UamYfPs/PObRWJ7f/lovX36zExBqmsl0jXhMR208hyNDfkaGlu/TxiEvPZ2u5sr28dMCf/Lnkwz0utm3K8RbpzrwehT+6p1Zrt3O8NKRKF98tZ2hfu+KVd/ztZZ+nvilK+msl+HX6xa1uoXToXBsf4Rkqsq9h2K5rCgSnZ0uUuk6PV0uUtnac2Fg/P7vw9iYyPSvX8f+/b/L5O6T/PS//3dNElAqXeOdj+ZJZ2t4PSqnjrdxaF8E2xbsxndPz3/muUTDgt23sq48l6jwwVlhQSdkGvx0d7rQtYYA2jNPyo07WT48m3jh5qksy5w8GuPUS3GG+j1UqhY/fHeOqZlS8zNej8reXSG8HlVICaRrpDK1VTDIh2N5JqdLvEh0d7oYGfZRq4uMeOWyGYRpxEfnl20vgwGNN0+2PTdjXhlXbqZ57+P5Zr+jq8PFW6+243IpTM2sr3sPCOVKt4byOcgwC8kK0w35ZFmWiIYdLX2Tas1a1Zhz6DKbRrzMJ6rMJ9Zv6q4XLpfCyaMx+rrd3Lyb5d3TC5QrQixsZQkpl68zPVdmaqaMokgM9nvZu+P5BjamaZNMVVueI7dbwe9VObA7hN+rcu9hjp5uN/lCnZt3smuSvxKLNW7dy3HhWppf+2IXr77cxtxChcRilWMHI5w8GqNSFX0pt0ulLeakVLZ47/QCP/1gbk0LSBDktq2bfGi6zI8+mG/aQS6kagT8Gq+93Ea5YvLTD+absGjLECsUi2VNplBAp1K1SKZrOJ0KwUavqla3qFRs6nWbgV7Puj0cVZVbypguhzC80VTobHcRDIgSrqrJVGsmqVSd4QFvy/0R9IBfqWW+UKyX4S9lNpZlUzfF4O9aQeSo1WyQBWzTaCwR1w23W/zXCNnvo284zNlQlD/53gTf+kaveECqZnM/S1louWKSydWp1uTnClGBeHi6nyEOxaNOjh+K4HIpXL+T5f7DHCePx9fMBqdnS3x6OUnvZ2SWz4YsS0RCDiIhB4WiQTSs43at/ajcfZgnk6lx8li8pS9gmmKJblo25bLJhiHvCz3AW0Z8bBr2ruoxCAa0uLOZrKhFbxzyrikwZ9ms6on4fRq2vazDspTt3rqX5c6DHG+ebF/FZajXLVRVeuGMd2Vcv5VhdqHK17/URWe7q0VzJpev88HZBNs2+RgeaG0S9/d4kCWJcHAJWy8eoM9S+Exna3x4NsHOrUHa4zIBnzCrWWu1en80z8R0iS+/0YmmSmiqTKlkUK1bq5rxSzGXEDyUl49EsW1buGf1eQn4da7dStMec+Cvi97R7HyFR08LDPR58LiXG/gAxw5F2b09QKFoNqXCs7k6saiDlw5FWUhUuXAtRUfcSSTsYOsmP6ZpY5sW6WyNas1apfYJIuO3bPF+uV0qlYr4zs3DXv7Nd8ZxuxV2bQnS2+PGtbRSkOQG3l38aNs29x/luXAlRTzqZO+uMBI2t+9nefSkQK1m09vloj3eegDJxSqFkkF/j1iZVKtC+sS0bK7eztLR7mQxI4zet4z4KVdMSiWDSNhJwKeSLxo8mSixccjbcKOz4ReklvlLl+FbdsMfzH7298uN1EdPijidyrLVGZDN1lAkibsPc3S2u9eVQF0z/vE/Jv8v/i2mLaSUL15Pc/t+lrdOtbcsZyenS1y8uoiqyBzeG/mZECwLDYTM4/ESo2N5djUw/89m8JWKyelPkui6wtGD0c/9XUvh9ahs3ejn/KXFNaGEXo+Kx6Oukm9QFIlXjsUIB3XuNqj/LxKVikkyVVuV/W4a9jUntdn5MvceCrz4s3H+UooPTi+sytg3Dvk4sDu8aiIZHvBy4kiMgL91QiuVTX78wVxL09S2bWbmyutmmStjZNiHYQod9mejWBK9nrUa2i6nwsZhX7N8ce5Cku//eJrL11LU6utfQ5dDoafLRagxaWVzBumMGCBn58tMzZYoV0xqdYutm/wcPxSlo83ZxI5fvZXho3MJPr2c5O7D5XNemnAiQZ29O4IE/BpXrme4fS+PZdncvidMvh0OhV1bA81V5+sn2vB5VT44u8D/+m/HSCxWKZUMbMsm4Bf2iYYpcPqH90XYvyvE+GSR7/9kmkSyimEK68JzFxeJhHSOHYoSjzm4eCW1ihiXzde5cz9Lb6ebng4nui7z4/dnWUxVSWfr9HW7efCowA9+OsNQn4u5hQrpbI18vk69DuWygWFYZHN1/ui749y8m+XX3uygPebgj783zh//5wlURWL7Zh9//28PNWGquXydbL7OH//ncb79R0/IFw2Si1XePb3At//4CelMjaBf4zd/rZvhfi/JRQHV/OG7M9y4k+XNE3FefbmN0ccF/sOfjnPvYcPI3JbEf7+A+KXL8GXkVdcql68z0OthMV3nwrUUxaJBOKjj82mMPSmg6zI7tgZJZesg01TsA5HlPR4v0tnuwu1SsGHVcq5as/jofJJYWEN3aGiKhMuvrxL2uvMgR7Vm8YVX2lYRe2zb5t5oHk2VaYs71oTtlcomF66m6Otxs2XET1e7k7aYgxt3sszNVzj1UhxNk7EaNo9tDZLY5zHquHU3S7ZQZ+/2IMWySTTsQJKEjIK0Rkmjr9tNMlnl3MVF3nq1vVkPNwwLt1vlwJ4w1Zr5wg3c0ccF7j7M8eYr7Uiy8Ax9Nrvt6/HwZKJINmesykg72hxUqtoL10BdToW7D/M8fFzg2IFlwpqqCrXGpTJHqWySSFb49EpqlZTDWtHb5eatU+04nTKL6WWiW7Vm8emVNLGI3iT8GabNJ5cWiUcdbBxuzfh7u91U6xaTsxVGNpgtKxfLsrl9P0elarJ/V4j9u8KUKyaPx4tsGPTS1+PG41Y5d2GRStVEkiAc1jm6P9q8T5ZlMzldoqvdSVe7i5v3sliNFyiVrvHx+SRdHQ5MSyit1g2b44cjaKpCrSbkumNRnR+9P8+GgSIHdoeIRhzNjF7XZDweQcT7y3dm6e/x8Fu/1i0sHb0qPr/K+GSReDTE+FSJVKaO3y9WY+lsjXLZaNhCznP6k0VOHY+zkCxj1O2muNu/+LejXL+d5/e/1UdPp5vpuTLvnl7AtGxm5yo4HDLVisHl6zkSixUqVYEIG3tawAbOX5zn3oMc/T0eHj7O4XWpPHpS4PaDHNWKQaVsks/XuHXP5MbdLC6HzIZBH2c+XaRYrlOpCj2sR09yPB2v8Hg8Typd5d99Z5y/8fVehvp8+DwaiiI3df4fPS0yOVPE79MIeFWcTokrN9LUDIu6aWEYvxhphV+6Ad/CRmYZx5ovGLz78QIjQ15UBbBl9uwIUa2ZyA2NmXLFwO/XBUKk4Yi1FNl8nWu3M0iyxGKqSq5g8NpLreULXRMu9sVSjQePCuzbGadatfjRe/McPxRt4piPHRTG5j7vany6YQiExsx8hc42J198tWPVZzxulZePCDyw2y3kd59MlFBkiUBAQ5Ilgfc+JxAJJ47G1syCnxc1Qyg33hsVTds3XmkTGu6vtK/6bK5Qp14XxJp4zNEko0xMl7h+K8NLh2P4fSoO/cUnnP6GRLKqSrzz0QI9nS72rTDoEJm7wJjXaqvlBjYM+lhMVbk/mmfDkO+F8fK1msn12xmGB4SEsq7JLU3BG3cyzMyVObA73GJibVlC9uDZxq8sCxbwhasppmbKol/QYPru3RnE6xb9j/lEFadT5uqtNJ1x16oBf3jAy2Cfh2rNwuVUMEyhSe/QZW7ezXL6kwTDgz4aPEFm58p8ejXNqy/Fm8+x16tQKNYZHvQRCmg8mSgKiY4uN+WKyaXraXq73Qz3e6jVrGY5yeGQiUd1TEs0Rc9dSvJgrMTbr7YT8Mt8dD7JyLAPXbV5Ml7ixp0MdcPky290Lg9WEoQCKj/9cJ5a1eLTK4v097g5vC8i/F8vpwj5deIxvSl3HYvoXLmZZuxJkbdebeP+ozxXb2WoVExyhSp/8H+7g9ul8t//dxt556M5Ll1LIckyZy8muXA1i0MXvai/+skMtiSknas1Ubqp1bNksybGikdn9EkdqHPxeiPDxuD/+S/HxH2UBC/ixr0c+3f5efgoTzpn09WmYVqi1DY84CGbq/LP/j8PGR70ML9QxcImkahyfzREPOrg2/9hjMnpMl95owNFkWmPObjzoMD3fzLHnh0hfusrPfzgnVnufG8S07awbelXKJ0XCRmJBvsIEI2s7k4X8YiDtriTO/ez/OSDObraXYwM+jiwO8TFq4uUSgaSDB+dS3DqeLy51I2EdE4dj2NZNvOJSjPjXRmSJASz5hYU7j4sMDtXaRgoL7vpgHgIb93LkcnWObAnLGzTUlW62l2C0HM8TjJdw7bWJ2GthMhlc3Xe+3ierg4Xb77SjqKIhyTgE5PB+FSJy9fTTdp3rW5RKplr6u4sxd4dQWzbJl8wCAb0NQ3US2WTcsUU+O5cnbdfa28pTzgdMn6/RrVm8qP3kmzfLITUXiSWJJIty2bLiK85+IDIhD88s0A47ODNV9rW5BJUKiYPx/LMLFTp6XK/kLb+3h1BEotV3j+zgNulrFlq2TTso7PdRW9Xqwn8uYtJ7j3M8xtf6V6z/j0yJOCJK0lES0iqhWSFD88uiBXD9iDeddRJZVlCUwV7+cFYnvmFKq+fbGvKEGwd8TWvRU+XG49HbapSAiRTNQG7PBilLergL348SzZX4xtf7sbjVjl+KMrF62nqNYvOhk6MbQvZ6/17wlimkJL+y3dn0RSByjJNm1y+zpOnQnE2na1zZH+YnVuD2DZMzZYoFg00VSYecVIsmmzd6OPHH8zzeLwoNGjywn+2Wi3zdEKIncmSTTCgM/YkTzJd5eLVNDu3Bdm7I8idezkePCpi1Gz2HAwwN1/h/MVFKlWbr36xjVzeEO+xLdPZrpNM1zFME59HoV43cTihkG8d7D8rliqD9TpMTleRZQXbNpieryPLghHeUbJw6iqpbJ2bdzPIsozLoaEoClOzZa7dSvN4vMRCosa1uznqdZPhAR/7dwdYSFb4+FwCXZdRFZtMro6qiYT1V1o6LxDWEi15hbv91Ey5QRUX2Wdvt4tjBwRO9uNPkkzNlnj7tU5iUQcgNbHkAMWSyYUrKXLFOl6XypF9kVWzbqEoRJlkWTB6U5kayVSZrmgCn2c5M3a7FF46HMXtEsSlP/2LSap1i298uYdISEjK9j4zwD5vlg8FNKIRnbsP8xzZHyEU1KlWrQYd3UG+YLBh0Nsc9O49zPHoSbFZX10vJElq+o6Ka2Agy8uQvpt3s0zPlTncUMB8lqgmfEg1zl9MUqubaNrnz1JkWWJ4wMute1mqNXFOEuD2KA0d/LX3eflGmoVklRNHoi9spAJiIu3pdHFvtEBfj2eV/k8oqBMK6hRLBplcnc6G+mEqLWQMXI6122GhgE4oIIw5dE1uNu/rdYtPL6fwejRGhnyrjvXZ+/5grMD90TybNniFZlFDRO/WvSwT02KwrBsi83e7VK7dzLBpxIfHrfLKsRgjQz4iQcGC3rnVz9mLiyTTNXrdKrGIg/aYg0rVZHq6wvRshd4ud5PNeudejoN7w7xyNI7HrTSb8d2dLh49LXJ4X5i+HjdDfR4iIXGu3/uraVRV4nd+vZdQUOfazTQ10+K3fq0Hl0vhz384g9sps3+nkBKOx5zEIg7GJ4v8q/80zv6dATYP+4lHNXZvCzIxVeThowKvvhxBdyhkswaVmklfjxtNE2CLhWSNfTsDqLrMrq1hhgdcTM9WkbB5/8wCHW1O7tzPsJip09vlZMvGIIZpc+lqimy2Rlenk7n5GoWiRa2xMA76QdMVajWbvh6hA9TTJfwP5pJV9u0KcWRfmO/+5TTbt/hxOhTuNczVXz4cYetGH+lMjW2bAyzEKiJZlCTa2x08Hi9zeF+EOw/yXLi8SFenk7debefMp4kX7nl93vilG/CXMvyludHlVNi60U886uDa7RQXrqb57a92EwxomKZNOKTj86qc+XSBDYM+jj8jqaAoguSxYdBDLOJclXnPLZR5//QCbXEX2zb50VSh4THYK7Fr5z7+5//7n7Jv3x72NowsljL0QtEgGhFiUqFnMm7DsFBVGcOw+Oh8graos2mmsRSlskkqXWPLRj+mYTcHwNGnRe7czzZRJytrzb1d7oarT+tgtpiu4XEpq1i50JAEOJvA5VKaAlpdHU4Si5WGO9Xaq4V63aJQNNm5LdSCUPmsKFdMFpIVutpdmKZgqJqmTXenWxDP9rcSpExTsIODfo3tWwIM9XvoiDufK7a1VliWWNUo8mqEz8oYfVzg7gMhP9De5uL1k23Ylv1c7wDTtLl4NYXHozavoapKDby5veq65wsGH59PsGNLoImw6mxzYtk0xfxATIqnjguZhzsPcjyZKPLqS23kCnUeTxTp6nThcYt7tGl4+T7193gI+DTujxUoV0w2DvkY6vNy634WWYKDe0JNjkhPQ2r43mie2YUKb77S3nwW63Vh39nR5qS3e1kSOujX2LbJz5PxItVG2W18pkQ+b7JhwEO9arFpg5e5+QoH90Saq2nLsonHXRzaE6a3x8XBvVGcDoVgQCMe1fn400Umpqu89Wobt+7mKJYMXC6VbZuD6LrKS0ei7N8RIhDQ0VSJTK7O7m1hqjWLXdtCBAMa/+u/HeP+ozy/+5sDBP0OHj3Jc/tunuOH47z1SjupTA1Zlfn33xnj4tU8X3q9k/27Ivzvf/yUjUM+bGS8boW5REUYnId0iiWL3//WAOGgk4/OLaA7BOdHkiUuXsvwN7/Ry5uvqEzPV7j/MMvlG1mePC2hahLf/KqQV/jD/+0RkaCDb3ylh08uJanLv4JlvlDYDbeYpUulKFJT89vrVslka6Qz9ebfTh2Pky8a/OG/HMUwhdDYyuzR5VR4ZYVS4FLMJyrMNfxx6wZsHPbQHhczNLbN7IKT3/rWH/BP/ud/wHe/99Gq7b0elS+/0dn8uVqz0FSJ6dkyV25mePlIFJ9XQ1VkFEW8DFOzZUIBMUGNTxa5fifLay/H+fIXupqNzcFet4Dk+Vpv7WK6htMhr6oRF4oGH55dYKDP25yULMvm5t2sEEzr9bBlk7/FQFuRJapVi2LJXHfA9/s03niljflEhWLJeC65aWWIGnSKV19qA4ShyMjw8/VtanUBgQPWZMMmF6t4POpzVTttW9Ds21c4oc3Ol5syB0sxMuhldr7Chatp3jzlWHefKzN0RZE4ejDaApGUJIl41MGH5xIEfBp9DUhfqWQgTNPlJvksna1x5WaavTtDq1ZTS9c1HBTMa12T6Gxz8oVT7XjcCrm80GTftzPY9FiQZYmAXyOfrzflC947PU+5YvK1t7tbVhvDg0KLaWqmLMoNK56DTK7O2YuLbBj04HGpjAz5UBSJxxNFikWTLRv9TfFATZaRMKjWTDRN4Wtvd5NK11pIc9duZ0kkRBY8MVkmHnE2hcRu3svSEXewZcTXtCf9q5/O0NnuYsfmAI/Hi2wa9HHhWpqj+yOUygY/fH+e114SvtUiaXDx+stxIiEH45NlHtWLhEIaRw5E8LoV/uLHM6I8erINXyMpcjlVers9bN/iJ5mugw3HD3ZimDA1U+QvfjLDzGyVaKSDSFhn+5Ygfp/Ck/EipYqJ2rBRm09WuXojQ6FQx+mQ6e91U69ZXLqeQgK6Ol3s3r4yqfvFiKf90sEyhf7K2pfr+p0cpmU3mXxLMT1TQlVhywb/CxlDF4oGP35/jht3s+zeHuTXvtBJT+fyPn/w7hzjU0V++7d/h507NvOn/+mfPXd/pbLJTz+c4+bdLLZtEwqKpqGqSJw4GmPLxgDTs2V++M4Mj54IyNxAr4eXD0cJP2NC7XGr9Ha5W86jWjX5+HyCGys0ctLZGulsDbdLYff2EEN9nua5XbgqzB4WGjDMwV5P0+wFoKPNyVun2ltgrWvF1HSJ//RfJrk3mnvu51ZGd5ebV47FRWkgUSWZrGI9hzS2BP98FjVTKpuMTxXJ5up8eC7RAjVcbz+vHo83G8SWZXPpepobzyhsut0qu7YFGBnyrsK4V2sWlmWTStf4q3fmSKyAsUZC+qreQKgBdVxa9aUzNX784TwLyRqvnWhrroxMw6ZUMjGNta/DpWuLJJJVDuwOo6py0x6xOeGs8Uyrqsyu7UGmposkFmtEQo5m4/fZkCTR4N2+OcDY0wKfXhbqrEG/xt6dIQzD5u5ovqnRs6TjdGB3mKnZMu+dniceE83fLSN+Du8Lo2sy7XEnsiz6TgLeWcTlVti3K8SeHUE+uZziZuP65wsmmzb4aW938aN3Z/nR+/N4fTpf/UIXO7cGeOtUO36/xtOJAjfuCN35XF6U2yamSjyZLAKwZWOAzg4n03MlZMlmIVFDUSR2bQ8SCmncH80zNl4EWRaWl5KEadm4nCqlooHXLZQy84U6n1xKEQ05+J3f6BHibKZNV7uDD04nePdMgoEesdr88FwCCYmBfg81QyCbujtcFEompin0jDwuhQ/OJqhUTGzpF8e0/SXM8BEGAs/8vlo1yeZqhEMOgisw15lcnR+9P4/Ho7LjBY066nVLLP0kmkvO5b+ZzM2W8LoVTh1v41/9q2+zY8cO3n77bV5++eU196epIrNMpWs8mShx4kiUWt1i5bS0kKzidGr0dLl5OlXCNCyG+l+MZarrMvt3hZZNW4DzF4W93yvH48wtlPF7FUAjXzCYmilzcE+Yzme4CLZtM9nQPn9e47cZkkRXu5CHfV5Yls3dBzmCAY3uTjftcacQHJss4fdrq9QaDdNuyTTXWvpOzZS5fCPNq8djHNgdWuUG9uw+YLlRnsvXOX9pUfgAtK2e1NZSryyVDN47s8DwgJfONhd6Q174eeHQZXq73Fy9lWGwT2g7dbe7VunZRyMO3n69Y839ZXN13j+ToKPdya4VujulsinMUXwaXzi1GmEFUK9ZPH5aor+3SGebgy0bfZ+5Ert2K8O9h3mGBrzCJ3jQS6HgoC3qxO0SicfGYV9zJWma8GSiRMCvsn93CEWRhH6+X+XBowJbRvy4nApPJks8HCtyYLfeTCSOH5TRHWICO7IvDJLEfKLK2ESRxcUqv/7FLnxelbGnBWbmygz1e6jXbS5dy7B/V5ivv93VaLSL50+SJBKpCucuJqnVLb70eicul8IPfjrNOx/O43TKvHmqveGlIAh8km3zg3dmmZouiWN1ybx/JkG+UEdRJd4+2c5Ar3gPP7ywwPRcmcnZEgGvgHbqmsL+XeJdioZ1Pjg9D5ZNOmtgA5uGveiaTCpTx+tWkBvP4K/UMl8wxAlJq67YQlKQMDb0e5Z9bxHCacWSQSzixFgng3o2HE6FctmkUrVWNSTvPyri8ehNvY5oNMq//Jf/G7/zN36XicnkmvvTNJkDu8Ns2+xnoNfN2HiBD84kKBRF56haEyzDvbuCRMMOHj0u8OBR4XN18Z0uWegHNZpBB/eEObgnTK1mkViskSuK7Kw97uCtV9vp6VrW/q9WTd4/s8D9R3kuXU9z/9GLKTgO9Xv4ra/2tKwElghRs/NlxqeE7IJh2jyeKDI9t+yaJFypAqvcsmbmyvzo3dnP9Mnt63HzyjGBTurr8bRk15PTJX703myrLvqKsG2oGxaL6SrV6otBOlRNpi3mJOgXk+EbJ9taSHd3H+Z5MLb6utUMi0SySqEoDFpCQZWPzidXkdzWmzzcLoXXT7bxhVNCsG/Jh/anH8633CfDsLh8Pd0ikeHziVp7rWZz7U5uXZXYYsngyvU0+YLBsYPRJtx2KR6PF7l0PcU7Hy1w8WpKHEehTq1usWXEx6vHY/R1exgZ8jE2XuTC1RSLqTofn0/w0fkFJAleP9HG177YyeaGC1m5wZR1ORQ+PLfAn31/ik8uLRIOaRzaGyYU0pu1/7HxAqc/TfKDd+Z45Xicb3ylE49HyDJUqmLic+gytbrFX/5kjnzR4NCeMF0dLi5fS+N26cwulAn4dHZuCSBLUKuaYEPdhv5u0T/qaHMwPimqAccORkml67x3JsH0bAmjkYAd3B1moNfD9GyZxGKN3h4XQ/1CisHtVrEtSOdqdLY7Gez18O7pBabnS7TFHGzc4ENv8GhM61fEqxcKMZzZq2o6oaBGf4+bxYyATi1p1Xe2u3jtpRjvnUlw8brGmyfXzoZWRrksZuetI/5VGdFArwsJu4VYdejwa8Q79/M3/9Y/4KP3/5T79+9z9epVvvnNb7ZsG486sW2hae73aricCg/G8jyZKFGtmDg7xQu55A/7ok2dp5PCLtChS7THHTjCDqIRhzBuNm3eerW9WZ6QJAmPW+X2vSyKKrN5gw/LFoxIVZF4+XAU9ws6WEmS1FTvBFEu+uhcolkaKJZMeho6QK+93NaScZumTbVmE4u2Zve6LovexmdIWOuaMHgvFI1VpRSHQ8bn0VZN1ldvZTAMiwO7w7z6Uhs/eX8eRS4Rizy/dAWijBEOamtKUIiVUQlNldj4jN6+KksEA1oT0ikhsZiukSvUVzkogZgwl6z4LEuADvZsXy5DfXQ+gdOh0NvtJhZZnnDqhs2TyQLJVIX2NjGZ376XRdUkgfYK60312CVLxaVafr5g8HiiKCQCUjUSixXKZZOHjwr4vCqxqANFEf2nVLZGqWzwZ9+fom5Y/I2v9TLQ52WgTxzH1hE//T0eFlNVHj8tUKubvPlKBw5dFlLFFpz+VIj39XW7eflIjGpNaGBJks13vz+JadmipKZJTE6X+ODMArIksWNLgIBP40fvzzHcX0SSRZlMlmFmvspv/lo36WydatXk5t0sPd1uLl1PUShWsSybTy4lSaRKVKs2l27ksYEfvTdNJKAzm6gwNVPA69WYnVN49DhHqVSnVFb413/yBBmJ1060cfdBDlWBwX4PLpdMIlnmw7MJjhwIM5+oksxUCPp1JiZL5IuGIGJdyxCL6Iw9LXHx2iLVmvUrlM6LhgwNMenl3+ULBtNzYsYd6vfQ38CET8+WeTxeZHq2zGCfh67noEmWMq5oxIHTodDTJRh984kKbTGnwCRPFImEHYyNlwiFxHJ3aZt/+k//GX/7Wyf4/ve/j9fr5dvf/nbLgG9ZNg/GCly9kaavxy2y77oYkCUJXjvZhtupYNs2F66mcDpkjq5hNbgWjNPnVdm6ydeEzS3Fhasp0tm6YLU2NIRMSwyWM/MVHLrC5g0+NE2mPe7A41bX1ZR/kZAlKJQMbt/PcvxgRGgXNTLXZ5uf+YLBhauLjAz72LdjmXgVDTs4eeyzZZ/LZZOLV1O0xx0c2htpmSDiUSfxY2IQn5opk0xV2b45QLlsUjeEholo1sda8PNrRbVqcuGqYM7eeZBjw6BJMBBs+cxSSeLR4wL5gtGExBqmTSpTI5WuUyiZRMKih/Hqy21r9kfuP8rzZFwomF66nqJcMXn7teVSjyxLDPZ5cLsUnA6FqdkK4ZADVRGQ2o1Dfm7fz7GQqDR0+TXqhkqhZFE3BK7+6s0MXq/CzFyVU8fjBAMaPo/Cy0eixCIOajWTUFBH12WeThbx+1RyeROfT8Xv1xl7WuDStTQdcSdzCxX+8qezHDsURZZoZMmCc/LhuQVME0J+nXujeeJhjf/H//cBnXEXmzf68XlUhvs9VCoG1bLJ/bEcd0ehXDXJpGvcvp8nnzc4tDeEZUI6X+XTSylu3M7yeLzI1ZtpejpdJBZrzCfKJFN1SiUD0zJ4/LTInftFPjizuKrXd+lGa79pbt5setWm0mWgVSrj1v1lr4D3TicwTPB7JRwOBU0TsF1Flvj4/AKaLlMqGjh0RUhW6xI7tvi5fjvL7IJAo125nsS0aPY2/rrjl27At2BZ7xRRb//w3AL5gpBGPnkk1szY3jszz9R0mZcPR9m3K7QutG56tswffXec7k5Xk6zylTc6uDeax+1SGXtSYD5ZZXq2zPG4k6MHwk3aPIibd2BvJ//X/+Vf8Pf+3n/DD3/4Q0ZHR1u+o1gyuXM/S3ubk+2bA5y9mKRQMHjzlXY2b/C1DOLBgN6SOYPInjNZYfh8eF+khaAVDTs4dmD1QN3Z5iTg05AazNVL1zMspqu8ebKNk0djzcZRvW4xOV1GkiQ6212USgaJVJXuDvfn0uhxu1U621zMzJU/Uy8/4FcJ+nUmp8vs2hr83A5TbrfKoX0RPrmU5MbtLHtXsHVXxsJilamZEr1dLjrbHQLv3zjxZ3sHa0WhaPBkvEA0HObU8fU9ZytVi9EnBZxOmflkjeF+D6l0nbHxIieOLpvQu5wK2zetLYusa+JOPR4vsnHYh9PRykcwDIuxJ0UCjbLS1EyJzRt8qIrCg0d5VAW2bxa6SMcORtm6qSETbNlYlp980WBipsT2TT6G+j24G+qe5y8L/ZovvtpOJmeQzdW5cSeLrstksgYbhwU7OeDXyBfq3HmQ48tvdHDkQIQ/+S+TfHJpEadTQVVlIlMlxqdKaIrM1s0BHA6ZqzfSnDoeo7vdRalikliskEjW2Djs4cFYnr/4yQyyIjHQ48Lt1KlVLSJhnT/7/iT3H2VRZEGKXEzX6O1y4XbD6OMSUzMlbAlkbOoGfHRunnxx+Xr+dQ+nS4SuXMGGFgtRm2qlBhKoGiiSQd2ExTpk84u8ebKNsSd58iWR3OkquFzyrwb8F4lmht8IVZUYGfRw9sIi+YLZMqh3tjmZnauQWKzxvDaJpklsHBYEih++N8tX3+omGNA5vC+Cadrcupclma7x2stx2qKOVRn2gwcP+PrXf4svfPn/yG9843f4x//4H5NKpSgWi5SrKlMzZbZu9HPyWByvWyGTq/PoSZHhAQ/FkihJNJnqktSET66Mj88nqNYsvB51XTerZ38/0Ocll6/zw/fm2L0tSEfcgdMh8MsrXZlcToXXTrQ1tejHp0rcuJPl9RPac7Xol0LABQXxLZOt4fOozx3sZ+bKjD4pMDTowTRslJ+x0+R1KxRKJq7n2Dnu2BKgp8PF7HyFW/dy+H365zJ4n56rCPnjiGNVY3hlRMM6+3aG+OBcAtOw6Olw0dEmJmGfT3uh8pzbpTK/UGbsaZFTx2OrvA9UVcg2OBwy4aCDTcM+ZufLXL6RQdMkfB6N/XtC/7/2zjw4jvO808/X3XPfM5jBfZIECQIkQRG8b92HZUkVy1bKcWI7laOy2cqmKpXYm/3Du5tKnOxmN5XyOptjN9GuN7Ejy4olxpYtSqIoUiJIgjdEEgSI+wZmMPc9vX/0YAgQIGWLEimS/VQNMZzp6fn6m553vn6P30s8sVgKQipeaWXSBQaHE5iNMs8/U1OqR2huspfketvWOJmb0/zv1ZWa3O/Kxmu1Adms1re352qMB3cFeHRfOYMjcdrb3LxxaIqus0HaWlxUlZs5dT5EbzRHfbUFi1nmd36jmYtXIgyPxOnpi3Hw8DTr1rgQQlNcbW/zcHU4itdjYM1KO13nggyOJLFbZQr5Ah6fESFptTi5nEqhAGYTJNJgNED8JornHyd2GySSYDVDfa2JwZEMPpeC02WgkAdZknC7FWZDKcKRAplcgec/W8mhY7Ok0yp+n5EVjXYU5eM3z/ecwdeUVq79MgohSKS0kmWLSVqUSjc4kiSRyFFVYb5py7pAmZnPPlbFt/++jwuXwmzdVEZVMXtjPqXrpR+OMD6Zor7GtuT1zc3N/Mmf/BG///u/j9frYXJyErvDzeH3LtBQ30LfYJymBe6WQiFDS7ODqnIzP3l7km2bvKU87Ruxfq0LIUFN5TUjEI1pjVayuQLvn5xlx2ZfySUz7/qRZc1nbzRqQUfTpMwb70yxe2vZImnmhS6XpnobHrfxZ8rUiSc0LaOVjXba1jjZstGL0XS9jlCBiz1RKivMlHlNJJNas+dN6z0/V7XsQpIpTejKapJvWoQVi2nZNWubtZaM1xfB3YyZYJoPeiK0NDtKn52qqiSSiw1qoaDpJA2OxJmaSfPY/vJSn+GFOf43I5fXmmPncgWMBnFD11pNMSMqEs0SDKUZnUxx5sIcX/yFWlY0OjAZpVIM6HocDgOtq530XI1xpjvMlnYPkViW8xcjpWIrRZHwlxnZuM5DOp0jn1NJpgo47Nr3Z+8OP/4yExevaCJ4FrPM5HSGyak0U7NpVBV2dPjwuAy8f3IWWRbUVFnIF7RmPn39MUbGkrzwbA29/VGOnwlisSiUBwx0tHsYnUhydTDC6ESKr7zQSJnXxMsHRjAYDVgtRpIJrWixuclOKlOgoc7K5StRmuq0jmxDo3Gmg2kaa204bAYu9ISJRfPU1pq1nrjRNJmcQJELzIYgvUxcX5LAZoVo0ZtjNgJFzR2/10gmlyeXzSPLMg6riXQ6zcRslnhKpabSymzxczEaBLFEnnc7QzhtEpPTGRSDYHIqw+Bwkn/71RUfu9G/5wy+KP4jiit2VVUxmbQAntUql34KEokcBoMWKJJlaVnXRDKVZ2wiQX2NjbHJFLIsaFvjKqlpXrgYJp0usKLRRm2N9YbGQgjBZz7zFKvW7OI73/k//M1f/REz01O8e+goD39jM2bzNfdGKpXnWFeI6gozVeUW1jbn8Xpu7DdPJPMkkrlFefLzHD8dJJ7IsXOzD4tZLh1jLq/yznvT+DxG2tvcpepP0OQa2ltdN125qypc7ouSy2mSB/P558sVIRkNErVVWkpaJJbl2KkgbWsceN3XjimRytPTH0MUG4WsaLRTv0yTiWAozdhkmlVN9g/Vh4/GckxNp9m6yUtFwEyhoNJ9SUv9XDhXmZymZ1QoOBb5zROJHIrhxr2GQat5WNXkYGWDDVkWpDMFRscSnDo/x74d/lLQNVXUHbLbFH71i40EfEbOdYcxmaUlQdwbMb9yXtXkYGI6TSKRBZaeF1pvVMHLB0a40h/nd35tBfW/0kRF4OaLGtAyfupqrBzrCpJJay4JWRJksnmmppPUF6t+16xyUldt5e2jUwyNJTl+Olg6h2xWhUQyz5W+CC0rbdrVwSYPPzo4gcEgqK60EI1lqQiYsVkVgqEsjz9YzuR0hv6hGCNjCTJZlfKAhZGxFLm8ypeer8Nu01yPu7eW0Xc1jipge4cPs1nm/MU5Wtc46Vjv4eTZOcq8Rh7c7ScYylJdaSnp8XeemuXI8Vk22RVW1tvZubWMv36xl3AkSzYH+3f52bcjwMh4ApNRYmA4ydBonOoKE1UVNr79D71YLTJfeKaO7kthzpwPcakvyrNPVFFXY2N6Os2GdS5yWYhEM/zzD0doXeMgEDAzE0wzOZOmo92Jy2HiTHcYp12i61yYB9a5SWcLCCnKEw8G+MGBcc2G6ZW2Pztq0Y8/OZ3mrcPT2KwK2zdp+irRWI4fvj5KLJrh4d0BGuqWzxM/fmqW19+a4su/WE9NpYW9O/yUl5k42z1H6xoX4ViWZDKP0+HmmcerFhmhfF7l+OkgXrexlJMcieXZvvt5fu93v8xXf/U3WLu2nnAky7GuIJs2eGhusmM0SqxrceByGjCb5WUlFaZnU1RXWosl9WGGRpI88WA5VqsmOpbLa4HdbCbPpvUefF4Tj+wtL+1DAAZFWmJQc7kCJpNES7OTaCzHwcOTrF/rKsUj5q8YDAZBNJojVUxZ7OwKEolleaIo4LaQbE5lQ6sLRZFIp/ME/KYlWTMzs2lQC3gX/GBeP7bZUIaXD4yhqip+r5HywM1Xxn6fkf07/ZjNMhcuRfB5DPQPx6lImRcZfKfNQPMKO8G5NOlMoZS+d/DdKfw+M9s7Fq+GI9EsiiJhtWiaPvPutXxe02uRJWistZEvqKUKY6tVoanBzhuHJqit0dppjk0msduUmxr8fF7l6qBWAJdKFdi3s4zuSxFyuQLBuSwuZ2aRGymRzPPm4Ska662kMgXKvAbcTgOhcA4hCf7lR6OEwlmef7qasxfDVJWbSznkoFUs9w/FCZSZqCjWGRgNEqfPhzl6PEiZz0RDrY3uSxH6BmI4HArtrS5WNdmJxLIlGe5oNEc2p3KxN0pTgwNFkbBZZXZu0XSkPC4Dk9PaCnfHZh9Oh4EzFyIkknl2bvVT7jdSV22lqtzMw3vLUVWVt45Mc+aC9h4v/EItXpfWlCeVzvPQ7nJ6rsYwmWXcbiMb13tw2I2lPrNOh+YPTyYLpFN5Hmhz097mxmKWaWvxEJpLY7Mb8PtMXLgUZs0qJ0aDoCJgKV0NTUylcDuMVFeZSaULPPdkNW0tLv72/15leCzNM4/XLDmvVzY5sNsMGBRB79Uo/+PFfqxWI20tbi3v3qaQzsCXX2jAZlMIhjJUllsIzeVJZfJI1+urfwzccwa/gGbQ5lf4bqe2MpgNpq8pAaJiNSvE4jlyBXXZS/5UKq81hA5ovtlCAVpXOwnNZRgZTzI5k+bh3QGcDsMiYbF5VFVrmH7+gzAmk0xDrZVN6z1agEyFX/rKf6XMZ2QumsHtVEppnJpo2PJGIJ9XGRiKcaY7wqP7FCYmU8UGyJ5S964LFyNcuBzG79NSL5dr5CLLgs0bPYvkhZOpeWNho3W1s9jSLsPAcAK/T4tLdJ6aJZHUMkMef6gCRRbk8ipGg6Dcb1xi7NPpPAffmcTjNuB2m1jZYFskOTxPLqfSP5wgkZpi60YPRqNMfY11UYcqo0HC5zEwOJzg/KXwhxr8kbEkP35znGxexe81U1djKUlLn+meIx7PlVaIDTU2PrgS1XT7jZrbr6HWxkwozaGj06xeYeOnh6fZs83H+YsRZEmrEahe4D6TJKitsmA1yzTW2zjwxjg2q0LragcGg4zFItM7EOfl10b4+u+s0a6gFmTe5fJaseDCOUym8rz57jThcJaOdg+RSJ5XXx+nrcVFIpXnpVdH2LPDz5rigkJRBF6PZuSfe6IKRZGYmtU07ffv8jM8lmB0QpO6uHQlyrnuOZ5/unbRlcjaZidPPFSOx6U9ls2p1FabSSZzdJ4K4XGZKPMZGRgSNDfZqaux0dMX5ejxWR7aE8DjMvLkw+Vs2ehldCJJOp3HapZ47slqDAaJ19+apLbKQl2NhTKvme0dPiRJYtdWrf3nwXen6Dob4stfMGO1KjjsEqlUnkCZiXVrtSvD+RTWQ+9NEwxl2LbJw8hYghX1Np58qAKjQTATTON2XkvfnZxOMzKRpKnBjqII3j0+y/ZNXjatd5PO5KkIWLhyNcrZ7jBCwPBokn07/SXXXJnPxJdfaGBkTAsGtzY7WNVoZ0Orm0JeXTYm5VtwZd7U6OArn6+nrsaKwSDR1qLpPj26r7z0o11dqb3Xr36xUSse1Vf4H47EYj++2SyzZ0eAF783yJtHpnj+MzU47Qaee6qKY11Bui9H8BVX4Qs/NINBor3VTZnPyNWBOIPDcZ58uBKP28jeHX5OnA4RCmc4eTbExjb3kpxpRZHYtsnDi98LMzGZLKWCgma8tnZ4GR1P8Nrr45iMEru23jjVcL4L1NXBGPF4jn07yjAZJY52zlJXY6G91VU6OYwmiSv9MYbH4vzaL61Ysq/zH8whyYKevjivvzXBLz9fx86tZVrqnkVmYDhObTEYV1dtZXgsyboWFxazzPq1LrJZLfg7v/aYnE7x4kuDFPLaytbtMpa+ZAaDRGO9prHefSmMz23g8mwal92A02nA69aClc0rHPzK5+vpOhvin14ZIZnIs3eXH0US7C+KgznsCvU1NqZm0/i9JrLZQrExi0QonOHE6RAdGzwlV9SlXq1+YSqY5qsv1DM6rrnkNrd7yWULWkvLIqua7NTXWEsiZrmcSu9AjGAwQ021hdlQlitXY7Q226koN9PZFSSVzvP0Y+aSy0cIUSq2A9jYpmUWHT8dwmKW2b8rwMO7/RSAK1e19MrK8mtSxO+8N60ZgtVObDYFk1HCbtNkHGZm0uzaVoZBgReeqyOTKZSa1g8Ox0sG32iQ2N7hIxzJlvrYptN5dm7xYTRqbsuVjVYcdgNPP1bF8a4gIxPJ0rl7pS9G/7DWPGUeq0XmKy80ks7kCc1ltV4FBsHoZBKjSaKuxoa/zERzkwOLWS6lnQb82g/DgTfGGRpJ0LbGxZ7tPq3/bTGj56lHtNVyoaCiKFpzkAsXNXmRYDhDJqvidmlXujs2L10oZDIFYvEsBVVTJVVVLdY0NZPiu6+MsGWjh23FBYbJIOFxGdmx2Us0lufCwTHefb/AM09UlQxuU72d8oCZcDjL5HR6URqHImvuqPKAmXyuULIVzz1ZjaJIH+piVIqxvnm2PrB8HGV+zj8p7jmDn1eLjYkXrJ7WrnbyyF4/774/Q321lZ1byhBC8MB6D5IEp86FmJ3Lsn/nNaMry+KaKmBO5Vz3HGe6Q2xY66a6wkL5o2aisSyJZIR3O6ex2wxs7/AtCjKazTItq1yl4OeJMyFCcxk2rnOTy2pNRtasdLB2jRMhVLrOzbF6hX1JoHJoVJMJkCVNo7yqwqKtYNwGZEXw/ddGeXC31vBi9Qo7ZW6JAwdnaKyz8/nP1i7a19tHZ5BlbU4qys2l1DtZFmSzeQ4dmQYVnnqkkvY2N6tT+dLVS2CZAGOZ10Rzo53B0QRvHpnCbjPy6F6t85YkCVpXO5mYSpUyOk6eDZEt1hc8svfa6sbvM7Nnmx+f18ylKxECZWZSqVzpS1coqLS3uWhd48RsknjjnSkMBgmPy0BBVYv9g68Z8R2bfTjtCoePzVBXY8PrNpV+DDravYvqFSRJYDbLjIxpbQBlSTAymmRzu4dtHV6EEPxuhQWPS+HCxSh+rwmDQaK3P87a5uWvxubdRrtMWuxEkQWPP1TJiTMhLl6J4fUY2bVVq6MQQuDzGElntYrm5hV2murtqKrKtk2+RRlWG1pdhMIZJFnQVGfBZLp2ruRyBT7oiXL+Ypi92/3UVFkwmWSt21tQC5g+sF5TwrRaFex2hbGJFOtbtP23rHaWumQtxGCQMBTL/ztPhWioteCwKTQWXaH5vEpTg42JyRQnFvRfkCTB9g4fbqcBm0VBkqTSvCQSOeai2v7WrLDT0uykUNAa2DTUWnn1J+M01tpuKAsBUMgXGB5N0dcf55F95ThsWlOZs91aenE8qcUh5sIZXv3JGJmcSiaj0lBr5fmna4jG8yWBuvnvgNNuwGk3LBsTA81wK/I1g7xc74RPM/ecwVcLgnSqQG5B/09FFmze6OWVH41x/HSQnVu0RsySAKtZZmI6TfPKxbnPCw1CbZXmDhidSPKdl4d49vGqYuGKkT3bfLzy4zFOnpnD5zHywIIiIafdwFOPVJAvUGwYkSEc1VLaGuvt7N2udcN670SQdDpHNqtSETAtMfj1NRZsVonXfjLO4EiS9rYENVVWPvNoJV1ng5w+H8Jul3l4d3nR7+/lwBvT/PTtcZ54qLL0RZiLZGlvdXLuYoTLvVG+9Lk6muq1MnCzSeLCpTB2m8yGVm0urBZNSjmXKzA9m8bnNS0NYqoqzSsdeNxGpmcyGBV5kfDTXCTD4WMzNDfaSWfyPLjLTyZbYGY2s0iTP5nKM1LsBiZJguoKc8nN1dMXpbc/ztZNXqwWGSG0blJCaJlWZV4jTz9aiRCCoZEEH/RE2LbJi8tl4Nknq6kst6BULb48nv9s58JZFEUTG/vXNyaYnEnzb77axNOPVVJbda3Zic9jJDSXweVU+Mxjlbx3fJbB4TjDo3F2by27Yf6912MkkciRzWpt62KxHB3tbsr92iLg8LEZHDaFjevc5PMqPk8ct9PAa2+MYTHKPPtk1ZJ0Wo/LyKb1i92Q2WyBvoE4XedCNNXZlgTdDQapKMYmkc9rVzD5nMrebdfaOs5/3teTzWoy3fFEDlmS2NDq5OnHqnDYFdKZAu++P4u/TNPAKfebsC04f/0+E/7ti69eR8cTdJ2do6CqVFdY8HmN5HIFzl8Ks77FidksY1SkRVfF1zM4HOdSb4ymeiuta5wlN8/p8yE6u0Ksa3GVChPHJ1Kc/SDMkw+Vl7qVBcrMBJbWLd7z3FJUQAjhFUK8IYS4Uvy7fHWLtq1TCDEihPjWrbznh5FK50kks8xF0hw/HeTkuVCpf2UskS0Zmct9Mf7l9VG6L4e1k1yoXOyJEApnyOVVXnpthB8cGGY2pK2MVq90UBkw09MX4+iJGU6cDjI2keC1n45raXgWmZrKpSvgy71R/vyvLnP42DS5nJYGWFttpbnJTt9AnGNdmkbJlb4Y69Y4CYbSBENpEsk8B96Y4OKVCCaTTEXAwtYHvDgdCq+/NcnFnjDvHpuhkBe0rHYwMBznn14ZovNUkI4NHta1OOkfTvKNPz1PLJbhxwcneOm1URACv8/EbCjD8FicWDzHkc4ZRsaTbN9UhsWiMDGVWnQMXefm+Nb/usqPDo6XHstktb6gZ7rn6L0ao221k9Y1TmRFaKu3cIaZYJrOU0H8PiMms8yRzlli8Txet4lyv4kTZ4IcPx0kn1eZmklx8kwIScC6Nc5FWi2qCj1XI7x8YIQjnZro28pGO26nkQd3+fG5DXSdDVEoqMxFs2SyWgXrqXNzxRXZdYHkbIEfvTnO+ydnOHxsms5TWmHR6pV2VjTYcNgNNNbZlsg3fHA5wvHTIdQCtK1xoqKSzWpXFbOhDKnUUt2d2WCGv/y7Xt46onXTenBPgLpqW8kFMB/TGRlLMDmdYmWDnUIBotEsFYFrNR2j4wlC4RvrBx06Os1PDk2ypd3D9s2+JYbb6TCwrsXFpStRpmfTZDNa71QhS4yMJYnFs8uOf56h0QRTMyl27yjj4pUYkWgWSRKYjBJbHnCzqsnOhYsR4Fo8SyvoWlw81H05zOtvTpLJF1jRaGfLRq1IMZ/XVEb7BuJ0nQ3x+IPlS6S851FVlWNds0RiWfbvCpRSVPN5lZNnQ6RzeR7eHcBcdLsUUMkXVOz25WtU7idudYX/NeBNVVW/KYT4WvH/f3CDbf8zcPgW3+9DmZxNMDaV5ieHxvn+q6M4HBLlAatWwh7MMDQc5+t/dI5EOk8komlTm4wSRzqnKA+YGZtI88jeABNTaS72zPGPrwzxxP4Kmhqt/OMPRrFbBCfPzPJPPxhizzYfH1yOMhvKoBgl/vgvLrJ/VzmxpOZ/DPjMHO2cobMrxNR0ilQ6x/BoionJGFeHYiSTOaZnMyQSWUbGUvQOxhECaivMyAaJgaE4FrPCZx6p4PLVGDPBNNlcniu9cc52zyEkaKgz09zg4L3OWUYm4jjfNtK+1sVUMEk6DZ2nI/zmH3ShSDJIBfoGolQHzPQPxRmfTJFO50mktB+chgYb5y+GGRiKEU3k2Njm4fT5OV787iBej9YBq38oxltHpkinC2xY6+b9U0EKOZVUtkDLSgdDo0m+/Q/9eNwKlQELPVdj2GwyiiRoWanlqw8MxfjuK8NMzWZYv9ZFud9MoMxMU52FF783gMetNYBva3EzPJYgnsgxM5PB4Siwud1AT1+Eiz1RBkaSPLTbz9XBOMdPhzAYJI6fDoFaoGWVnWAow6mzQU1DKZQpdmuKEo1mOd4VJBLP84VnqjAbZQ4eGufo8SCSIujtj2IxK0iS1payImDCUJQTHh4b57/9dQ8+twGf18Rni1dZR08Gi/LKi32zQmgFQIOjMY50CpKpPNs7fEzNpgnNZdi1tQxZgn99YwJjcRXuchp4aLcmj9w/GGNmLsPQSBKnTaGj3YPDYeCd96cJeE0lt6OKiskgaKy3o6qQSOaQJUHnqRBVFWZWNtqprrSwNp4jlyvQ1uJi7Wons6EMh49pLfbMRpnHHyxHUSQtG0kWGE0yBoPE/p1+JqczyMCRzmkkSfDVX2zAZlVKwetd23yYFkhRHD0xi1pQ6djgQS7+ePYPJvD7TVjNMr39caKRLHa7gfVrXTy+v5zxqSSXe+N43cZljXMkluX1NycYHkuwud29qJWjLAsMikQilieRyuOef6KgLRpuJrN9v3CrBv8ZYF/x/ovAIZYx+EKITUA58DrQcYvveVNGxzJkszA+qbl04skCE9Ox+Y6HHDkRJHODhdLUTIxcHr7z/VEsZkEypb3oH743gtkEyaKAoUGBbA6+f2CydH/+vbt7oqSK2xmNkCk2T+48dU1X/cdvB5FEEHWpxhtCwNXBGMkkKLLWE/fsB2HyebAYIZ2BXAHGpzLIAk6diyBLUwgJcjkt/zcWn2Uucs2lNTCkHbCigCLL9A8mEKjE4jm+/ff9WrZQOEtNhZWWlXa6e6L8l29dYfsmD4OjSYSAZx+vYiaU4y//to+R8QRlXs2IuBwKuWJhV/elCLKAC5fDrGqy8dCuAD1Xo0xMpvjgUoR1a900NVj5zsvDjIwnioFNif/3/SH2FiWhewfiuF0ZYvE8VovMS6+NaTUTRonBkSRHTszS1x8nGs1SW2Xhp4cmNE2aYJpINMvQaJzTF8IMDifoH07gcRvZs8PP20emMZskDhycYC6c5ZE9ftrcJs51RxmdSLJpvRurVaF/OM63/3cf61vdSJJgYDjBE/sr2LnVh82qsLrZzqlzQc5dCNG+zsNsKMM/v6q182tYpjguGs8TimS41Belqc5OoMzEwcNTeNwG7ZxUVYSQ2LOjDKm4mu/pi3LpiuaLT6QKuBwKuzb7ON09xzvvz2j9fFmsmb5/Z4BdWwpYLTKH3pvmg54I1ZUWFCFIua/JNoSjWfqHEpT7tbx8bzEJIZ7Ik07nkYuZV4fe02I5BRV2bvHRVG+nqV67khFCYDXLS2rT/dclLtisCrmslmlkMEA6rbJ+rZPKcgvReJZINMfLB8YwKFoGnKJI1FbZFvWWuJ5EIk8kmiWTVukfSvLeySB7tl3zzbStcTI5kyKTvXa1YrbIlHmMpWYs9zO3avDLVVWdv86fQDPqixBCSMCfA78EPHyznQkhfh34dYC6urqPNKBH9/l57/g04xMxIgnYsclLPJHlgytRPC4jLauc9PZHmA5lWLfaQThSYGwyidtpoKrcSG9/AiFBXY2VaCTL5GyaioAZj8fMlb4IBhlWrXRyuTdKNqvSscHF6FiaqWCahlorLrvClYEERqOgzGsmEk0zOZWm3G8gnZUIRzM4rDImo0yhoAUby8rMmI2Cvv44TQ1WzGYjg8MxnA4DddU2BkdizEWybGn3MRVM0dsXp6rChK/MxPGuWbxeE3azwsRUkjKviZZmOyfORMjm8lRXmEgkVSKxNPW1Dr7w2VquXI0SiuQwK4K+4SS7t7jpHUhitSo89XAFp88Hee2nk2x9wMfa5hwPbHDTWGdnYDiOJBWYmrZTXWWlvdXFhlY3ZqNE/1AcuZhvLcsSDXUWmhrsPP90Dfm8lk2yotGB02FgdZOd9S0uHtlXTjSWpW8gTm2VhYqAGQHMhtLMBrM4nUYe3V+OImspbsdPhWios+Bzm0gks2xp9yLJEInmaahJFAO6MqIAO7b52Nqh4nUZ8bhNbNqgpcTOBNOEYzke2h2gqcHB+YtzTM3Y2LOtjH07/Zw5P8fZYtDTYZc5dS68qE5jY6uHmnIL//zaCDUVFpwOA089Wkl9jXVZdUuHTWH3Fh+huSztbR7sVqX4uVqwWK65GJwLjFFFwEQuqxKNZ2kpM9FYrxWabTZ4SSZzmE3yEgG5+cAqaC0Ms5k8VpvC5nbvorjLxja31l2t+JgsiyWigYoMG9Zq6YrDY0kMC1xbHpeB55+uwes23FQeA+CBdW5UVRMFRFUZm0zjchoxm7V2mn4ffPFzteTzhZ9Zk6kiYOaLn6vj6mCCweHEknjXhlY3/jJTqbsXaK09v/T5eio/JJX3fkB8mECPEOIgsFyo/A+BF1VVdS/YNqSq6iI/vhDitwGrqqp/JoT4MtChqupvf9jAOjo61JMnT374Eejo6OjolBBCdKmquqwn5UNX+Kqq3nBVLoSYFEJUqqo6LoSoBKaW2Ww7sFsI8VuAHTAKIWKqqn7tZxy/jo6Ojs7HwK26dF4FfgX4ZvHvD6/fQFXVL87fX7DC1429jo6Ozm3mVsUavgk8IoS4guaf/yaAEKJDCPF3tzo4HR0dHZ2Pjw/14d8pdB++jo6Ozs/PzXz491wTcx0dHR2d5dENvo6Ojs59gm7wdXR0dO4TdIOvo6Ojc5/wqQ3aCiGmgcFb2EUZMPMxDedeQJ+Ppehzshh9PpZyN85JvaqqyzbY+NQa/FtFCHHyRpHq+xF9Ppaiz8li9PlYyr02J7pLR0dHR+c+QTf4Ojo6OvcJ97LB/5s7PYBPGfp8LEWfk8Xo87GUe2pO7lkfvo6Ojo7OYu7lFb6Ojo6OzgJ0g6+jo6Nzn3DXGXwhxONCiMtCiN5iH93rnzcJIb5XfL5TCNGw4LmvFx+/LIR47LYO/BPko86JEMInhHhbCBH7pJvL305uYT4eEUJ0CSHOF/8+eNsH/wlxC3OyRQhxpng7K4R47rYP/hPgVuxI8fm64vfm927boD8OVFW9a26ADPQBTYAROAusvW6b3wL+Z/H+C8D3ivfXFrc3AY3F/ch3+pju8JzYgF3AbwLfutPH8imYj41AVfF+GzB6p4/nUzAnVkAp3p9vcqTc6WO6U/Ox4PnvAy8Bv3enj+fnud1tK/wtQK+qqldVVc0A30VrpL6QZ9AaqoP2oTwkhBDFx7+rqmpaVdV+oLe4v7udjzwnqqrGVVU9AqRu33A/cW5lPk6rqjpWfLwbsAghljaqvfu4lTlJqKqaKz5uBu6FLI9bsSMIIZ4F+tHOkbuKu83gVwPDC/4/Unxs2W2KJ2oY8P2Mr70buZU5uRf5uObjF4BTqqqmP6Fx3k5uaU6EEFuFEN3AeeA3F/wA3K185PkQQtiBPwD+420Y58fO3WbwdXQ+cYQQrcCfAr9xp8fyaUBV1U5VVVuBzcDXhRDmOz2mO8g3gP+uqmrsTg/ko3C3GfxRoHbB/2uKjy27jRBCAVzA7M/42ruRW5mTe5Fbmg8hRA3wCvDLqqr2feKjvT18LOeIqqoXgRhafONu5lbmYyvwZ0KIAeDfAf9eCPHbn/B4PzbuNoN/AlglhGgUQhjRgimvXrfNfGN1gM8Bb6lalOVV4IVi9L0RWAUcv03j/iS5lTm5F/nI8yGEcAP/CnxNVdWjt2vAt4FbmZPGosFDCFEPrAEGbs+wPzE+8nyoqrpbVdUGVVUbgL8A/lhV1bsnw+1OR41/3hvwJNCDFmX/w+Jj/wn4bPG+GS163otm0JsWvPYPi6+7DDxxp4/lUzInA0AQbeU2wnXZCnfj7aPOB/AfgDhwZsEtcKeP5w7PyZfQgpNngFPAs3f6WO7kfFy3j29wl2Xp6NIKOjo6OvcJd5tLR0dHR0fnI6IbfB0dHZ37BN3g6+jo6Nwn6AZfR0dH5z5BN/g6Ojo69wm6wdfR0dG5T9ANvo6Ojs59wv8HyBcmQxfm5lkAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "user_const_instance.plot_constraint_on_data(plot_type='contour_map') \n", - "user_const_instance.plot_selected_sensors(sensors = top_sensors_user, all_sensors=all_sensors)\n", - "user_const_instance.annotate_sensors(sensors = top_sensors_user, all_sensors=all_sensors)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Now lets look at how to do the above with the constraint shapes defined in the class:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Initiating a class instance of the shape parabola : " - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "parabola = ps.utils._constraints.Parabola(h = 0.025, k = 0, a = 100, loc = 'in', data = df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)') #Plotting the constrained circle \n", - "parabola.draw_constraint() ###Plotting just the constraint" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Initiating a class instance of the shape line : " - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "line1 = ps.utils._constraints.Line(x1 = 0, x2 = 0.05, y1 = 0.2, y2 = 0.2, data = df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)') #Plotting the constrained line ##expect a tuple of (x,y)\n", - "line1.draw_constraint() ## plotting just the constraint" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig , ax = plt.subplots()\n", - "line1.plot_constraint_on_data(plot_type='contour_map', plot= (fig,ax)) ## Plotting the constraint on the data\n", - "parabola.plot_constraint_on_data(plot_type='contour_map', plot = (fig,ax)) ## Plotting the constraint on the data\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Locating constrained indices of the parabola" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "const_idx_parabola, rank_parabola = parabola.get_constraint_indices(all_sensors=all_sensors, info = df)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Locating constrained indices of the line" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "const_idx1, rank1 = line1.get_constraint_indices(all_sensors=all_sensors, info = df)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Finding the common constrained indices between them :" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "Common_constrained_idx = np.intersect1d(const_idx_parabola, const_idx1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Using the common constrained indices with the GQR optimizer in pysensors" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sen_parabola = 0\n", - "\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_parabola = ps.optimizers.GQR()\n", - "opt_parabola_kws={'idx_constrained': Common_constrained_idx,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sen_parabola,\n", - " 'all_sensors':all_sensors,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_parabola = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [31414 30106 19000 36479 35723 2620 21714 16890]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_parabola = ps.SSPOR(basis = basis_parabola, optimizer = optimizer_parabola, n_sensors = n_sensors)\n", - "model_parabola.fit(data,**opt_parabola_kws)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_parabola = model_parabola.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xPara, yPara = ps.utils._constraints.get_coordinates_from_indices(top_sensors_parabola,df,Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' )\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_parabola))" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
031414.00.006206-0.079055
130106.00.011132-0.040648
219000.00.0065170.033655
336479.00.010434-0.230693
435723.00.006281-0.377601
52620.00.000124-0.009141
621714.00.0048540.200180
716890.00.0001540.061574
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" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 31414.0 0.006206 -0.079055\n", - "1 30106.0 0.011132 -0.040648\n", - "2 19000.0 0.006517 0.033655\n", - "3 36479.0 0.010434 -0.230693\n", - "4 35723.0 0.006281 -0.377601\n", - "5 2620.0 0.000124 -0.009141\n", - "6 21714.0 0.004854 0.200180\n", - "7 16890.0 0.000154 0.061574" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_sens_parabola = parabola.sensors_dataframe(sensors = top_sensors_parabola)\n", - "data_sens_parabola" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Sensor locations: " - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "parabola.plot_constraint_on_data(plot_type='contour_map') ## Plotting the constraint on the data!\n", - "parabola.plot_selected_sensors(sensors = top_sensors_parabola, all_sensors=all_sensors)\n", - "parabola.annotate_sensors(sensors = top_sensors_parabola, all_sensors=all_sensors)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##### Lets compare the results we get from both methods: " - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig,ax = plt.subplots(2, figsize = (10,15))\n", - "user_const_instance.plot_constraint_on_data(plot_type='contour_map', plot = (fig,ax[0])) \n", - "user_const_instance.plot_selected_sensors(sensors = top_sensors_user, all_sensors=all_sensors)\n", - "user_const_instance.annotate_sensors(sensors = top_sensors_user, all_sensors=all_sensors)\n", - "\n", - "line1.plot_constraint_on_data(plot_type= 'contour_map', plot = (fig,ax[1]))\n", - "parabola.plot_constraint_on_data(plot_type='contour_map', plot = (fig,ax[1])) ## Plotting the constraint on the data!\n", - "parabola.plot_selected_sensors(sensors = top_sensors_parabola, all_sensors=all_sensors)\n", - "parabola.annotate_sensors(sensors = top_sensors_parabola, all_sensors=all_sensors)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Now let us consider an example where the user inputs the equation that they are considering as a constraint in a string " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For example the equation of a parabola is :\n", - "$a(x-h)^2 - (y- k)$" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "const5_stg = '(100*((x-0.025)**2)) > y' ### Python string with the required equation for a parabola\n", - "user_const_stg_instance = ps.utils._constraints.UserDefinedConstraints(all_sensors, data = df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' , equation = const5_stg)\n", - "idx_stg, rank_stg = user_const_stg_instance.constraint()\n", - "user_const_stg_instance.draw_constraint() ## plot the user defined constraint just by itself" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And the equation of the line is :\n", - "y - 0.2 = 0" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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sYQmP/+oWPPbsMI6fi+FXbm3DPZtXI53JIxjwACB48sXzuGdTK8bjKTwQ8uPR+zdjT99qPPbsMN58fwb3bGrFlz/ZjUg4gP23rVeePaX47q/fppn3zl6axT2bWnF4bx9eGL6KAzs6cfCpIYzGkuhsCav3oZjrdnRH0RRSfEDbOiM4e2kW2zojaKj1Y3BkCr9y63rcurEZ//M3btfqWNtYq401QNlB/tGv3aL5fZ4ZmsCb78+guzWMHd0teOrURWzriiISDuCzt7fjxV9cxWgsibt6WxAKeDE4EsfBu7vUxZPgwPYOHD05DgBYylGcGI1ja2dEe77drXWa3fm+vlUIBXx4/Ll3AQAdLWHs62/D8AdzuLu3Fc1hP/b1t2nP/J5Nrbg8u4hI2I9EMouOljAO7e7FdDKDl9+L4WKiaPY8enIMTw9d0jTq+/pWY2I6pfm4Dmzv1N5xOruEJtXXEg54kMwUtPndEQ1hPJ7C/oF23NXbgjcuzmA0lsTeLeuwozuKE6NxTC1k8J0v3Kr64xRhcmd3i/osxrTx9vhz7yKVyQEgOLS7R/PTReuK4xdQ/Hnsnrd1RREKeHFiNI57NrWqpuBx9Ur9wlQJrChB3xjyaU4TQHF+aTDxRYRr/EhllUUiuVTAmoYaXJlbwtyi4k2fTefwyvkpjMdTWplzVxew95fW4fi5axiNJXHszCS+et8mfO/lUVxMKNedmZjG47+6Bdu6rmov8sRoHAMdERzY3oGzl2Zx/FwMW9Y3aYNmT99qPDM0gaDfgxOjcbwwfBXNAwE8MzSBw3v7kMm9jROjcfStrcddvS3aQGJCm9V38K5ODH+gCO1IWCk/Hk9hPH4RzWE/QgGfbhACVOdITmcUrWagI4JjZyZx/FwMO3ui+OPP36o5opWJN443LiYwOBLHy+8pQkbxTQBPvjiCaF0NvrSrWxOMrD9tzUFMp7LaIGe4bWMEt21s1jm8AWBbVxSnx6axrSuifRf0e7TnqkywDjwzNIHHn3sXB+/q0gnWx597F4/evxnPfHk7nhma0PqjTDpFI2MOcvYM2P9DAS/29K3Gti5lsX5h+CqOnbmsCaknHuzXHOXDH8wrfQv4EAkHEAr4MDgS1/rC2gSAIw8NlDjpAeCNizOaye/Q7l5tYTl2ZlJ9Nh0AgO7WOu1+mGM/m38b2XwBp8emdUJ+T99qnLoQx/FzMezdslbzMwGKRsoWP2Y2GByJI+j36GzFypidwfFzMXS3hnF6LIFH79+sBffs62/D2Uuz2NffhuZQAKlMXhtXX3/6DAZHpuD3EnzzM3do44f1bcv6SR3x4OjJMTx16iIO3tWlCUxe4N7/8bU6Qcr7vY48NIBv/OQd9K2tBwjBkVcuIFzjQzKTQcjnQ3Ipg0/1rUYw4APbdg+OTOGeTa04sL0DB7Z3aPU9MzSBL+3qxoHtHQgFvNrzfPLFEc0Hxz6ffPE8Hr1/szZuv7SrGzyeGZrQxgx7X6cuxLU5sa9/Hc5emsG+/nWoNFaUoJ9L662iBd4aY7JINof8iHG7gXVNQfi9HkxMpzGbziHo92A8nsLOnijWNdbi+V8oDtTTYwls7YxgYjqt2ff3D7Tj1fMxDI7E8dr4NI6duYyv3ncTEskMhsaZo5giEg7ohAsTFGyAHdqtbO1SmRyOnhzHky+eBwB85wu3loRLf+/lUTz+3Ls4tLtHm8DPDE1gcGQMjz07jCce7Mf+gXZt4gFE07a+tKsbX73vJu3ei3X1anX96cujAIC+dY064RsJB7R7UxYaRSNl5fjFpDkUwLauKJpVTZV9L7t3frIwiEKE1a1MuuIEY/WmMjlNiIttsQmo7IKGcXtHRPdM2TNgz4dd372rTvqsWV+VZz6lCsx1JfcpTvRIOIAfPHyH7nkqC8MUtnZG4PMQ7Otfh+5WpV32bMV3wOpOZXIYHInj0O5e3Lt5tfY9uxdxvDHsH2jXFoEXhq/iwPZO7fmK4fm8cOZZaXpt9apuXCWSGfSuqkM2T7WdJ+s7e7ahgA9PvqjscBUoEzYY8OoEJi9w+fHPP1f2HvxegsN7+xANB/CTn1/CtfkMWutr8MW7u3TPhs01JvQj4YA2Nvb0rS7pa3GM5bWxp4x3r6A8Qff8xHHIxsO2rqvo3lWHF4av6v6uJFaUoI+EA7gyV9ToPZwzZsnEMzaTKjpbvR6gp7VOo0vV+AjSWWWr98efvxW/9Rc/x3Qqi8agD58d2IDFbA6nxxJYzOTwvZdHsadvNW7b2IxsnqoMIKoJMbZN29ffhu+9PIr9A+26QXz05LiqObfotFNRqIiawu0dEXS3hrHrplW4daNiG+QnL9NK+IknDko2INnA5icSs32zT9lzZ6aXUMCn7UpEIcgLT/E+RCEogp8EvPBlmqo4IVlfjJ4ZXycA7fNLu7p1E1IEa29ff1tJmLooMLt31UkFBL+4ic+JX6iefHFEq8esT7zA4jV12fuUPQdRgMsWvVMX4trOhV/4+D6w97enb7U2vplAO/LqmE77FyGOV16gyzCdMhagfF1svLykRp/WB/3S98GeYSjgw5d2dWs7ti3rL+sUIfa8vrSrG6OxBZy9NIM9faulz5ZXXoDi2JL1Gygdy5XEihL0oHqHKjPJWzES+N/yBeDE6BTWNdbi8uwilnLFVX46lUFySVkUZtM5ROsCSGUUhxUz7bzyXgwnRuM4eFcn7t28SqfJdbeGVfv3ZTz54nmkMnlhEClt9a2t1yYds/2ZJTz6zkvnMRpL4jsvnddpiFvWN2HL+saSycILQzYheUHMD8ZIOKDT8IzACy1RqCeSGaQyORza3WtYhzhZxbqNyhtpQeLEMxOqzCzD/jYSiLL2jDRe2X2Kz52n0LL2ZAuVVZ/4+3hhWGFxie/ACHz/v7Sru2Q3I1MYzPoge//8b0YJvGQ7XFlbrG7WJ9aGOJ7F9/CVXd04f20eX7HRfwVU+CyFlQYuU17EecbDbHEpFytK0CdSerWdvaKgnyCVNX5hyYzeicsSEAHQBP6b78/gX/2v1zU7/c6eKPb0rcaPXpvAxkhIY9x0t9bhxGgcQc60wNtHmbNU30Oo9tmivY8NBmb7A1Dy8tmkeeTeXgDQbYtFk4YMskEnm6hmQsaqrmJfSs0OPIzasDLpmGm6Rv0ThSqAkolqJJBk9+b2WYkauFuwNnkh7fa5yHZIZouX2AfWZiqTQyqTRyKZ0f3G+pjK5HQ7LrEOIzATZDqTw5b1Tbo+ifei2y3/bByJZBZHfzaOT25eZXg9Wyz29bcZKjey3a9RX9mnqFzI5pmdxcUtVpSgj4T8OtMNQypLTbX6lEAzr/EpUXztzUHc2R3F00OX0Bj0aUJ+a6fiMDx25jKOvKo4zZpCPozGkti9eRUXUDWuae58oFQ2T3XeeQDatYd292rb1j19q/G7f/22ekVp79lA4R2CgLkGzIOf1Pwkc7OFNKpL6Useh3b3uBJoZiYdJ+ldjQSfUR1mOxxegNgVqEZ9sVqEeZOJ03qtdjSy/su0VDsCmAfzNSimEK90LIh+Imd1e6VKjNm4PXBnB966NIMDd3aYXm9nJyS7RvZ8xXnA75xk7fN+qEpjRfHoQfS34+UcsGZrZF2NF6tUzq3fq4TWA0pgxM9U3vtsOof25iC2dkawaXU9nnxxBOlMHod292JHdxQzbDdBiCYY0hkWiKK0vmV9I3b2tGBwZErLnfG9l0dVbb50NT92ZlKz6/OLAsP+gXaNUvfM0IT2PdOgQwGvqYBgk5pt962+N4NRGbazCKksFKfYP9COR+/fLBV2bMLx924ENuns1sHa5TUvWTtG9ZYLo3drBrO+2H1W/H07AdOEGXNIVg8/Fg5s73DcDmtjT99qXVn2PWOHycbtd18eQSKZxXdfHtHKMOcxf/2evtWan8EIsmusnq/sd3HOuJl3drGiNPr4gl6b9/s8yGetY/pW19dorBuqem8/tjqMhUxBC3VmvN2J6TQXgUs11smX/+8hvDY+DVCKoyfH8OSLIzh4V6dOWLDv/F6iOb2UbWwePAdXtrXntXUzm7CVBm3EAuB/d6OBG2lTvP2Yd9BVAm60abt18LZyO7sjK5j5MGSwazKxC6P7dGN6ksGsHiNHv5N2ZI5NsW1zUxjRfRrtFIsO+mHDnRS7Zsv6y5rD2GguiXONnwdVZ6xLNIX8Oh49z680M91cmV9CcknRvpkI54X8rRua8PG2Rjz1s4sAgCl1UXjr0qxmg7yzuwWvjU9j+IN5dLWEAQCL3CLDXmaR6z6JdKaAnT1RpDN5HHn1QglFUCbg4wsZHHn1gubIlbFXjGzzsski4/pa2fZlMHIkyezHTia4mVDkqYVOFxDZVtqofSv/gh2Y+TBkfYqEA66FrlF9sroqsVha1WPXMWwGMxNekQm1zpDVIzpjxf7ywtfK+VycyzlDnwB/38z8JpsHfJkqvdImeJokABCPmsACgJ8AGUHSM+Ef9Hk1Qe9TM93duqER80tZzKRyGI0Vz45c3xREJOzH5dlFnB5LaNFs6UxOM8tcmlZs+aOxBTx16qKqsQMAVZ08XqRU4Q4At21s1jQRJWvlOMRliQ2anT1RrS4RVtqnFYURKEerMHckuanXzu7CrRCxW245BKEVo8SqT3Zhd+fgdrG0i0rtvIpxIHrYEZCiM1bmIAaU58QicHlnMg/2zFignpkzVlw0+GchLsRVjd4momG9Rk85jd7D8sRyYH/luetYypvz15KYSeVQ6yOYTefw5vsz2NoZwdW5RS0b5sZICOlMTks3sKM7iq2dEZweS2ipA14YvipkoiRaCDULMeejQJXAGIVlExKYO0CRQifbIvIBS7IJa8cJaGfrKoOVI8mNtmJnd+FWiNgtZ+RQcyoQndA9K2GqEesz63ulNO5KLlIimBOW57oz2BGQojPWzIRp5EzmwcZmMcBL3mezwCtxgVlOjX6FOWP14a/Ew92eiTd2Wo2ora/xIlyjlDl/TQll72qtw9bOCG7d0ISJRArj8RTWNdaiI6qkNgYhWsKsE6Nx7TCCgY4Iulvr1PDpTi3N6XRyCV9/+oySHiAcwFfv21TCHNjZ04KHtm1AKpPH0ZPjePy5d/HCsBL4weoEio7c4iQjWrg87xhj4J11ovOMwY0TELB2JLlx8tkpw2uk4r2YwcxxafRsnDh/rSCry02fzMDXZ9Z3tw5YWR2ysVep52bUhh0nJq/Ri30Sn7udnaTdeSL2jX+P4nO34wh2ixWl0YuTgPJHcpmkQGApZdubQxi+ogh4NScWav0ebOuK6HLDt9T5cXZyHnd0NCPo92g58Ltbw/jafZtwV28Ct3dE8PAPXtPymGzrasHpsWlcmEppeTWKppoxME3/heGravh2K5469b4uKpaH3pFLNVomH80IuKOIHd7bpwsgsgMzp6tbTdgo2lCs63qZPCqpcTutq9x7NGuvErsWM1+M2Hal27BTv6jRm+12+J0kACmJwI6zXGZKNeP633AbPSHk0wCeBOAF8H1K6R8YXPerAH4M4HZK6RAhpAPALwCcUy85RSn9ctm9NkAk5NPx6Au8cDdJasYcsNfmlUApltQMAHpW1WNatf33ralHczigZUYM+LzYddMq/OTMZTTU+nB2cg4vv3cNX71vEx7+wWuaCeQHD9+BA9s7kM7mceb9aRy8uwtfVjUIlsMEgC7km4/WnE4pTlS2aAClofK8ecNsUjMfQFqisZQjTMRJyAfEVFIQy+paTpMHD7OgLqeCyy7P3apPdnG9Fk1ZP2WEAaMYBSdt8EqFUf3seyc2ev4eGIMulcmVHAZi5SyXOfKZryGVyZXY/2+ojZ4Q4gXwJwDuA3AJwOuEkGOU0mHhunoAhwCcFqoYpZT2V6a7FiD6I7g0Hyj0jlkjMAGezuY1YT8+lUTAp5hzLs2kMXxlHp9oV/jwX7vvJvzOj9/CeDyl5RsHCEZjC0gu5bC1M6JFq0bCAZy/Oo/XxqcRrvHpXnx8YQlvXZrV0iyL0ZpFpsywluKAp/+x/DK85mGmyTMfgGj7tssGMQPPLnIapSnCrh3bqdC0glMH5fWwcS+H09TuounkeZqNPRnN0s2zs2JyyQSmLGDK6Hr9PRDh0x6MiBFmvoYbrdHfAWCEUnoBAAghPwTwAIBh4brfB/BfAfxORXvoACKPnj8Zhxas+fRrGoMYm0piNp3DkkqN7N/QjO1dUbxxcRpzi4ru//OJWTx6/2a8/J6SorgjGsJ/+hc34+jPxrGvfx0ee3YYr41P455NrWgOBbQgj/bmEDqiIS1lAaC8+GhdjZYNk6Ve5beEvavqkc0XdCkO+PJf2tWNbz9/zlDzYGCDjzmBrTTWopM3ry0OVpNRvwB5LRceIxjxpu3Udb2di5VilVjVUWkTld1F04i/7hRmC4uTOAurFAQygSlLgWB2PWuHN4vahVHaDqt+32jWTRsA3ttwCcBW/gJCyK0A2imlf0sIEQV9JyHk5wDmABymlL5aTofN0Cjw6HWWG2LMpA8HPGitr8X8Yg4Fqvh0F3MFNIf8+Ozt7fjGT95GOls8tHlHt5Ln5hs/eQcA8EB/G34+Ma3x45mn/ZF7e7UX/vTQBEZjSQDA6+MJLcskoKeO8VrOqQtxbFEP2RAz/5VqWXLNQwzUYVtJOxO2GIgi9xMYtVMJDrgdKqisXWB5BK+ZVlvuvZrVYRXgZoVy+233Pdhp12xhcRJnYeZfMnpOTjR6vh03MRRGz0zk1Yt13miN3hSEEA+AbwH4DcnPHwDYQCmNE0JuA/DXhJCbKaVzQh0HARwEgA0bNrjuy6zAo/d5gbxqvlnKGdvoCSEYj6c0xk3QpyRBm05l8Y2fvIOu1joMjsSxlKfYGAnhm5/5uHq02BQ6oiHs61+HY2cuAwCmk1ntMAn24thpRju6oxjoiJQIjz19q3Xa7/6BIv92y/pGHdOAdxjxg90oratoDzWyD/IwS1lsdH2ltD4GfrKatS2b9HYFrxMhWI42XY4pycx556a8U9h9D0btisnLjPqgjM2cIXe99Fr9OLZ6Tm40eid9kvVPVCz5eS0LxrrRGv0kAF56rFe/Y6gH8HEA/0AUeuMaAMcIIfsopUMAlgCAUvoGIWQUwE0AhvgGKKVHABwBgIGBAdep26J1Af0JUzZONCYAFtRgqeRSAT6PPtPl4MgU+tbWY31TEJdm0riYSOHYmUmcuqAwbcbjKbwwfBX7+tfhjYvTOH7umhpRqwj7Uxfi2jFnbLAzilU8mcGRVy5oB5UAxcnIUgwzjr3o5BS3f0bMCXGiGtkHeTgVDk60PrtCz65Nuhzt/XqZZ8oRtuXuTszYJXbAm+KcpLCQ+WrM7t0Od11/rX4cW+3AzDR6I4HupE9W/WPfi7x6Hjc6TfHrAHoJIZ1QBPznAHyB/UgpnQXQwv4mhPwDgH+rsm5aASQopXlCSBeAXgAXKth/PYR89OzQEbP0B/z3Pg9BrkBR6yseFn7rhiY89/YVXJpR0iFs7YzgjYvTGqWSmXF+96/f1g7+7m4N45F7e3XnQ/JCi3ny2aHUfWsbcdvGZm2gMYfpod29JQJbdHLKJq4s9JrBjrPNqXAQ6zQTCE6Ent3ITrc7CCcaVDntODEDWbXrVFibsUucQHwXVv2Q+Wqs4MReLxPOZjuw7748qiY1Gy3R6I0Eejl5jozGlrl55gamKaaU5gghvwngp1DolX9GKX2HEPJNAEOU0mMmxe8G8E1CSBaKX/TLlNKEyfVlYSqpz0fvBSAPmtajNRxAwO/B5MwiarxEJ+Rj80tazps7Opo1Tn1T0I99t6zDb993E46eHNOEPDssmT/4eE/fauFgb8WO3r+hGbs/pj/yjU2KVCaPofGEVi/bjvITx4j6tadvNZ5WtWxxi2jH2eZUONi53m4Obx5OtVmnQrBcm6iT3UmlzEA3ancglrXbD7u0Tv5au2POSNuWBTxRlV5NJTRrowAptzZ6QD62rAKxljNNsS0bPaX07wD8nfDd7xpc+0nu/38J4C/L6J8zCC/R6yPIm9nmoSwCa5uCACgmZxZRX+vDUlKx9fu9RBPygCKY0xnFSTudyuLCVBLPDE1gWr3+1g1NuG1jM3702vs4fi6GHd1RLW8GO1ybHfLMBzgBem3mmSElxfGJ0Th2dEdNWBGlDliWfnU0lrRlSjEzuzjJZGklyMuh0cnakQlXp22UaxZxK3QrKXBFVMJpbJVbvdx7cONMlcFIa+bPdmD9/9ef7MHIM2fwrz/ZI+2PLJ2BWxu9Ud/4QCxZXR9qZ+yHCU0hP65xh3xnOCHPUy0ZtI0SLSCWzELEpjUNmEikcXl2EW1NtQj6PVpwU3tzEF0tITz+3LuaCcbvVX7f2hkBoDh5FSift22M4IXhq9oJ8ixwKRhQ8t3w2gxLXjbQEdHs+jzl8pmhCezrX1eyLeYFt1WuGn5ryi86fF12M1maCb1KpfoFYBrA4lT4lMuWcWv/LqddO0E6y00tLce5bDQW3DidjQVjqQnEzBlr5CRl96ZQi6khbdlu36zIEDfaGfuRAeO5MwS8BBnVUB/wESwaaPd5ClyZVaJiPXy+HAq01AVweXYR0bByduqP37iEyZlFtNbXoNavPL7Naxuw+2OrMTmdxumxBDatroff68HgyBSOnhzXMWKmUxmcuhBHOlvAkVf07oqv3rdJp9kfO6P4vPX5bIrRsGbCTnZAtwgmNA/t7pFe40RwmtlXy9kCl8I4gGU5gorMUCn7N4NTAXqjqKXlmp5kY8GJfZ7BSDDKTCBmzlhzJ6m7gCnZbsCKDFHV6G0iEgroUiDwGduYwJchvpDB6voaXJ1fQmPQh6V8AbPpHN6+PIO4mj/H51Vqy6n1LGayGP5gFgDQHFIEzCN//iYAJT8Or1XwAuHoyXEcPxdDe3MIO3takMoomTHZQOKv5W2QvDaQ1vLcGw8+dgA5YDYZzQexE8FpZl+thPBhMKKRMlRCo3WjsVbiHt2wndxQS+06Uo3aKcd8ZCTQ3fDpjQSj04ApWRl2D7Jds5175X0IZy/NaLtrM62+qtHbhl6YF7i/CyYe2WhdDXxegqvzS5hO5TCrZrPM5YsHhX98XQMe+fM3Nfrm5OwShq8kVRMLxdGT45pNffiDeQyOFI8A5O3XQ+OKL/rC1AIGR+I4tLsHv3zzmhLtaU/fat0Wl9cGzAKYxCAnMw1JJjTL1d5kQsCI+ulGa7USZOUKXLcxAZUImnLad7f3KsZWOGVVlWM+shLoVuYNs34x2E2BYOYXsDvuza6TmYTMtPqqRm8TiZTedMPnujFDbG4RfjWfDdPgm0N++NSUw00hH2oDPo0B0xj0YTadw86eKLJ5iidfHMFD2zbgnk2t6F1djyOvXNBs5ABKomPv2dSqBVTxA4tn37ABwjuI+MEoTgBxgQCIrj7AeNLxkGlvdieeHSFeCa3Vqt3rEZG7HHC6IFrdq1Ed/DhyS2G1o7Wb+S6MhLTdWA+z9u1q9DK/AIsXMCIVyKjIRvMjEi5muJQdISgqYVWN3iYaar24wsXcMoFshZgq3L1Esdd7CTCdyuK+1jrMprMYjSXx9+9cwSfaG/HziVl0t9Yh6Peib22jdkrUK+enMB5PaZGst3dE8PWnz6B3VZ0uOra7NaxloWSD8NvPv4cnXzyPVCaPff3rtCArACXagJEg4AetaPIBrLU+I9aM3YkH2HPiOT2P1o7tthLmGrE9MwFbrjPSTtnldKry46gSuwIjBcJsd2S2SNnpk1H7Rs5emUYvE6yMscOO6hQh/m41P4x2MLLvqhq9TYhCndgMPGgNB/CFbRvwf96+gnNXF+D3KrTMkdg8nvnydvzK/ziB8XgK+UJQO0EKAAY6mnHwrk78/fBVjMdT2NmjxI3tH2jXBng2T3Fodw/S2QLWNMzixGgcLwwbswSK0XFNunzXZoKdaRWiAOW1DjPhYmWusCsMrDQ5JyweBju220r6AOzsCK4HD345nKqAu5xEbp2+TndHfDtWfXKan0am0csFq1XQUunvVpq4kYIjlqtq9DYRravRpUBgqQ0AwO8BsgYpETwegjcuzpQEU+TyysS/u7cF4/H3MTGdRmu9Mni2djZjX38bHnt2GOPxlGK2WVWn0S/5xGbfeek8jp+L4dDuXtx9kzLoR2MLWk6cA9s7tXwgyiEkgOjENUuBIBOgMmeaUTIlqwlp1ylrxUIpR3iZlXVqWjCDm0hgJzAqWykBzMOOac4O3Dp97eyO3PbNaX4auxq9WdBSQt35i9ksrTRxIwVHLFfV6G2CFvRGeS8hyKkrr5cApUx5BVfnl3B1fgnhgBcAkM8XV+2Hf/Aa2ptD2rUsf862rhYtMGprZzMO7+3TslkCBN2tdXjiwX5NU1Ycsx0AlBf/6vkpDI5MgeWYZwObDbRdN63SmSrYpJHlDrHSpGVOIR7ihKzEgRSVdso6LetW614Om7VVWbf9dVPGzSJld3ESYXSvTu32Rn2S2cZ5tgsfMWtXozcTtrLdgh1zpGxBkZmYqhq9TUwv6gW9nhJvnPHG51EEeI2PIJkBshSIhBVn7PFzMdy6oRFBvwfpbAHTyYy2ov/WX/wcAHB1bgk/em1Cl80SKGrKO7qj2LK+Sfvu8efexdbOZuzsiepyzLOoVmZCOX4uhlQmr9naxRQIDLzGzXPs+ayBVsee8RAFiBvbutM2Kl3Wrda9HDbr5WrXrIxVmgG7qGQkslU5p3RemW3cro3eaEybPVPZb3bMkVLnsCSG5diZSS3VuZPgLDtYUYK+udaLK7PFvwscp3LJhEffFAxg05p6vHVpBgAQ8AKJZBZ7NtejMRjAbDqr5KP3sZQIilnla/fdhOEPZjEeT+GtS9MAitksu3fVaVrHqQtTGqf9wPYOTbsWc8zzJpTDe/uwZf3lknw34kRlE5EJ+EO7e/Ho/ZtLNH+zCS6adsQB7ca2zurkFyq32puI5bQ9OxGE5eaK5+GGLWQmGCvloLaiDwLOgpzY9Uaaq5N+GwvekZJ0BqJG79ZfJD5vO89Abk6SxbC4C86yA4/1JR8dEI9X97eRTb6kHJRUA8ym71W3AhcTKfzg4TvQowrj+ho/AGgBS6+PJ5BIZtHdGsbGSBiAYrvnB97ZSzM4PaYsAulMHs8MKYdvy3jw7BR4xsoJBbw4MRo3dWYVJwbBo/dvxoHtHfjSLiU//aHdvdrW1gz7B/Qn2jOhw5t+WH8Z/cxOncrhyhSPP/cunhma0P0utsFgp35ZWfYcxHbM4KaMUXmj+5HB7jN02gce/DsrB2b1sHt+Yfiqo+fINNwXhq+W/MbmgFvzhTiWGQ7c2YFI2K87HFw2P6zGhPi7nWfAzElPvnhe+/3A9g48ev9m7Otfp42Fff3rcM+mVs0iUEmsKI1ePErQRxQzjBViyQymk0uor/VifjGPtJoqIZ3J4bPf+xkmEikAwBQbEJQikcwgvrCEjmgIo7Ek1jTUKm16imsn09A7oiF86uY1CPo9Oi1XBJsAW9ZPljhcjWznMocXuw5QOP4i7Uum/do17djVuHiKHTMh2YGV49gIlTZ9LGf55aKD8qiUg5p/j2Yaq6wPTvsMOAsaMnISy9IZiGmKedMPQLRdp5WGLvbdTlZWmTlJxiYDUHXG2kGTcJSgibWmBGcmZjHP2fjbmmpxdrJIymeLgAKCZ4YmcORVhSGztTOCb37m41pO+qMnx7S8Na+8F8OJ0TiCfo/GrkllclJhJjpcxd9lQtCMWXFody8O7e4pYSA4ZVGIVE7+0whOqHI8rBzHRqi06WO52gQq53RzKriXyy9S7nPk4dwhW8qwkS0WsjTFxfmWK+G4G53BLL5zO8+Ud+ICkJIs9g8U82AthzN2RZluZsSjBG3e3aq6AMamFgAUrWMLSzk8OLAe9TWK5t0ZDePWDU0AgMVsHvsH2rExorBxrs4tojkUwM3rGgEA6Yxi2omES79LZfJIZwrY2RMt2V6yQbSvfx26W8M4fi6GoyfHta2d0bZUBNtuKykOiltGPurPzhmwfLvseisTBSt39OS4K7MI2124NTs4NYuUY75xa4IxM104gVnfZX1za86xk33UyXMs12TGIDOJAHKzzL/+ZA8iYb80TfG+/jbJc7G2l1s9F9l8MzL9RMKBio0LGVaURh8N6zV6j4doSW5qfB4sGZ0tSAjmVfv82oYArsxnMJvO4fLMIhqCfvU3gpha97tq+O2um1rxN2cvYzyeUqJgV9cDAIIBLxLJDI6eHNectMGAV3MAAcCh3T24q7doe+d59S8MX9VSJTAbN6BoDDITi9LWGACipRuWUS+daHTitU4pf1YHii9X3vRK0EDtwq2GXK7JyE49brnvMhgFIdnti5NrrSJTeRgJWhkjx04KBFbnM0PmycxEAoTRc5HdC3/v4vit0itdo7hNI9TYM0sLFGsaanBlbgmxZBYFCtT6POhbW69y3QGgoB1CsnlNA54ZmsBTpy4CUPLiKFTIHA7t7sGB7R06oc449ONTSXREQ7i7t0U7C5ahSKsc1nLk7OlbjR+9NqEdWAIYB8GwQC3GHZaZTozsi/aZAtZg5ViunUrz3K3qcCpE3Qo/vg2nrJNy2mSwMttUajExq8tNjiFrc5P94/SMeO0ym7ksYEoZq+aHjBu1y0yjMmWG9SGtJdsq3gv/nKopEFwiIaRAoJTjzhPZ0SMKWhtq4PMQXJlbgke9vqsliC9/sgfPnv0Al2cXkctTtDcHMTGdRq3fi9s7ItgYCSFaF1DTDAOnx6Zx7+bViIQDuL0jogr1Vvy2mhPj60+fwXg8hc6WtDYwmSbPBuDhvX06Rw3LpVOaNqFY9pF7FVs8E66APY3Oyu7q/mDk0vSsIiohiColzNxG0cocam6omW5s2lYCqZzgNFmZ5Qzy4tvio8StYHSKk6xPMo1epvnbWbxlBAjZPcp2tWaU3KpGbxORoE/Ho9dx5000ep+HIJdXfveoC8LkzBKmUxmsaazF5dlFXJpZ1B1s8js/fgsXEym0R4J46M6NOP7uNdyzeZX20r7z0nlVqKcQCQcwGltAcimHrZ0RXZAUHyD1g4fvAADN7JPO5HDw7i4E/R7pwJeVZbAzaKyukWk8dmDHoVoJVoiZIxpY3ghTHm4WnOvZ5nI8Ezt2exlkO0W3ZsJiXqjLOtOI3RQIRtfzi7eM/WW1ezHb1Zrd63Jq9CvKGasLhQVQwzMYidmtElxS8857PAR1NV7MLubw6F+e1Tj0c4s57OxpwUPbNuKn71zBaEwxw/StbcCFWBIT02mNhvnt58+hvTmEHd3FyNfHnh3Ga+PTCAW86G6t0xw1j9zbix3dUfSurtccR8zsc+TVMQT9XoQCPkynSp1rh/f2abx7QO+As+PYsbqGaTxPvjjiyHHm1qHKHLhHT47bLiPCjcPRrZOSwQmHXtamG6euaAIwK7scz4SZTUIBr+NdkOhAdf8sSs08Rg5aXqO36g/rkx3ig917ZDCLEyg3hsAMK0qjFweHcmartc3v6lxRW09m8mhrqsXCUh7j8RTOXZ0HAHREQ/i9B27Gv/pfryuafHMQ65tDOPLqGA7e1Qm/l+CRe3t1WSB39kTRHFImAeP2MqHMHDUH7+5CwOfBkVcuIKpOXqZJK32muvz0QNGxun+gXafJM22BaRNmKQvspjVwY6t3b5awb581a7Nc+7cblLMbKecYQjvauhszjpnWWk5KDDNOuVUWVRFGCcjsHjxidr0RH98ujHbLZlp7VaO3iUjIL3xTFBhiZkoGv3qyFMO6xloMbGwCAFybX8JsOofGoA//8zdux7EzCsMGAFrrazA4MoWtnc0Y/mAeh/f24fXxBI6fi6EppKyfgyNxbUVnSc4URs2CdtLUO5OzJZkjI+EAvnrfTfjqfZuwr78NO7qjaI+EtMlhFQ0JEDz54nmEAj7pZGYTyuwa7ZmaaCdGkPXPjqZ2YHunSgvttNWOVZvXo2wl6ihnR+G0bKXu1c7YMS4r3wmwAEO7aY2NdqSy7400eqPr+bxTbuiORn1TqJ/F2BYeVY3eLgTTDUHRAWsUPOX3AtlinBSaQn68+b5i6GfJzjZGQmgOBXDqwhRXTtGY37g4jcGRKRx8agh/9Gu3aAeM7OxpwW0bm3QMF6atsCCqHd1RfPMzH9dOmpJFv74wfBUnRuM4MRrHod29llF4ACzPubQzodzkcTGLEnSqedpph9dKy3HMVtIx7JSBA1hrz2YauFMGj1uHXyXy+ljtBFjfGCHBCnazQgLypGZm92M1R+yynmRn4xqRHKoavU3EF/QrZL5QdMB6DAR9KkNRX1s05k/NL2k0yoZatg4qZ8KynDVtTbU4PTaNdLaArMrGGY0l8Ts/fkvjv//x5z+BA9s78czQBEZjC5qQ724Na4nMBjoi6G6t09l3mUBkgVJ7+lbj0O4eHNrdC2bGYQsDC4JiYGWPnbls+pyYFnh4b19JHWJdzwzZz+PCyrwwfLXk+nLt4EZ9Y3BisxbB35/bIChWh9O8L1aoVHARg9ugnErvBIDS9+S0b7LrjXYMokYvjm9xPrHxyhyx4rhg5b/+9BnpWGHj4diZyyV+J0WrL82zU9XobaIx6NOZYTIc0aZACGBgvuFTH/CXFJNf6lMcR8MBPHRnB376zhW8+f4Mbt3QhB7uyECmkbAjAlnueZYXZ/fmVSVCj6dKKtkni2HZLASbzxtTtMcXs0Oy+sSQbhEyWiBv9xdDs2Wwq1WXazt3qr2Xy2a5EQwcq/rcxDOY1cd/msFI661EoJhRDISTe5Vp9EZMMVGjF8ta3ZP4ux1mmQK53+nspRkcPxfT5aG64WmKCSGfBvAkAC+A71NK/8Dgul8F8GMAt1NKh9TvHgXwrwDkAfwWpfSnlei4DDz9EVBYN+yQKS8oZKfHhvwepLg0l5G6ABbzecwv5jHP8fIPbO/ED1+bUBcSii/t6sZL7yqaxGhsAT/4jTuQzRcwOBLHsTOM7sU4+WH4vQTtzSGMxy9i+IM5/PHnbzUImFKokqOxBZy9NIs9fatNg59keTrERGJG20yziWdlErAbeVlJwcsvRkZ1lStorRYrK+FTCdqoWJ+beAajdp2YeoyogPwzcvNsjEw4Tu9VZupQ+kC1AEImMP/HP4wgkczif/zDCD65eVVJWfG9i4qU7Cxlq0SAirZO1CDKot/J2Cy0fGmKLQU9IcQL4E8A3AfgEoDXCSHHKKXDwnX1AA4BOM191wfgcwBuBrAOwAuEkJsopXksAxpqfbgyV9To+TU0Y0CjzxX0K+10MgOiPuiAetgICEEkHMDqxlpF0KtUzX/36Y/h//n9U5hN5/Ct58+hb20DBkfiSGeUBUJ5uUTLKX/wri50t4Y1Jy0/kA/v7UM2/zZ6V9Xr6JHbuq4ilcmXhFLzk8ZKqMu0f2YvtIootVokrGzSZoLXjpBwqkmWY+82Kv9R3SUsV7vlMoaYCUdMHeCUm2/sbygVmET137FPq8XKzu7YjjIk3ie/yInR8fv61+HspZkblqb4DgAjlNILAEAI+SGABwAMC9f9PoD/CuB3uO8eAPBDSukSgDFCyIha38/K7bgMM2l9UrMct5wYEfYyeYpwwIOkuhIsZLJIZSiaQ3601gXw3rUkcrk8vv38OUypZqFaNVva/3n7Ay03fTZfKDqDCdGEH8sp390aBkA1G744wLpb63BXbysef+5dnL82r9Ew9w8Uz5FNZ3IlQlUcbOzkGj7rXjmDlqds8idW2Y0KNZsMTgV3udq60b1YoVK7BDeOWsB9ygQjM0Yl4ebZGPWL2dftHgZi5LyUCcyv7OrG+Wvz+IoNsww/LwEYRupaKQ5GkbtGB57c6BQIbQB4D8wlAFv5CwghtwJop5T+LSHkd4Syp4SypafuVgqCNGecG+NDBBVkOUpOKqP8v705hGvzShDVpZlFbSu4MRLC5jUN+Pbz72HoouKcbQz6cHpsGtu6oji0u1fT4BmffUd3FCdG49i7xaezzfOcYTb4WVbLbV1XtcnNtn1vXJzB4Igi9I0nfqk2w2zuR0+OGzIerDR32Vm1/O+VZCYYoVyziNW92GnXjRnG7qJoBTdcfdlxe3ZhthCX43sx6pfT8WC0YEiP7pOcMGWUettupK6VoiLrh9lO4kOdAoEQ4gHwLQC/UUYdBwEcBIANGza47ktLfQ2uccyb0pRCkrahaPUM4YAXyUweZyeLuRTmFnPY0R3FzW2NGBqPa8nM2puDAIAH+tvUwCilnhOjcezsiaqCeQqHdvfi7psUbzpjCPB2uj19qzWhz2e15AdCKODD4MiUlO7FUiYAFPv626TUSjNNgv1u5JgtmohK6zUTglYToRIC0Il5wupeKt2eiMrtSOTHM1a6TTtOb6cHxIh1i0LdyXgwWjDsBEyZ3Zsdp7AdM5NRIJaR2etGa/STAPg7Wa9+x1AP4OMA/kG1f60BcIwQss9GWQAApfQIgCMAMDAw4DwsUqtI/6ffC2gJ5EyK+L1E0+pDfkXQr66vAQBcnV/CusZafOcLt+JP/2FE49g3Bn2YmE5jZ08LDmzv0JypB+/qxD2bWtG7qg5HXh3TMlcCeg2e5wyzF6xc26nRuUSNn33KAk1YpkzxoGQjrrAolK1s4XbMB6JpxIrvz1CuMHJqnnBrCmHtAeXz5d3sDOyY4MzadNquWdn9A+4OiBHrFoWdHQFqxYG3o9GbCVw7TmE7ZiaxH2ZzDrjxSc1eB9BLCOmEIqQ/B+AL7EdK6SyAFvY3IeQfAPxbSukQISQN4M8JId+C4oztBfBa5bqvR1zgs3qE/xulNfOonMo1DTWIhGsQS2awurEWoBRX55fQUqfYpN+6pAj5Wp8Hn7ypBT956wr61tZrL7S7NQwQguPnYuhdXa/loYmEA/jey6M4fi6GHd1RpDJ5jUq1reuqJqz4lUrU+K1sga+ej6FvbaNuwJttQc1YNm6FWTmmEXEXYRflmifcpi4o1wzjZmdg5IBf7naNytphnThxtrM2rASobFwznruR8DdLgSDT4K0UCDsmS1HRsWK23VCNnlKaI4T8JoCfQqFX/hml9B1CyDcBDFFKj5mUfYcQ8jQUx20OwL9ZLsYNADSG9Dx64vEAalbKgA9YlPErUTTxJDO5YhoFCed+0+o6nB5LYDFXwMT0otqIkqGORbvu3kzx6P2bEV/I6DLrsZcdT2a0HDf8qU1MWJ29NIsnHuyXathGTsQXhq9icCSO2zY2W3LhzaJXGVhZJ3lHSh1Y9kwjrBxjFtlpS4TbHYHT3CqVaNNueTMh6XRHUomoVlmfjfrh5J2Kddjpn530xGJ7sjTFfB9EDV42J/n34IZkYGUSWk6N3lZkLKX07yilN1FKuyml/1n97ndlQp5S+knGoVf//s9quU2U0ucq1/VSzAn56PP5og5PTG41rB7UPb+YR0I7jlBiQeJSLGi5cyhFJBzAzW2N2jXKyy0eMA5wA4OLn+CjMVOZPHZ0F48XZNczoXtody/euDgtzSHD6FoA0f3O18E0nqMnxwyjV3kYc33lECMNzeqWlQOo7chZMUrRSXti207ukW8bgKs2GUTTgRhdWcmIWCfvxiwy2O5ztvtOZW3ZaUMWEbt/wDwD5oE7OxAJ+6UaPSCPSt0/4C6DpTJfS/PZsAXFKG9U9ShBm4iEAzoePc+d59MhiEiphvwaLxDWchvrgxYSyQxeVjW/5pAfvavr8fOJWbx1aRaJZAZBv7qQUGXiyqiWyuAtjZRjNvadPS1SVgzTLgZHFJqmEV1LcdrKNWk2+cRTcewEUxk5o5xE0hrBaTv8vQDuT6ey07YMlWrbqr5ydww8nNRl5pR30x6vZIj1uHXoyswqZjZ3wFyjB4yDr9xksDSz8Ztp7Tdco/+oosZXFNZGx8UCAAuMXcpDWyiuzS9pNv+phQx+6y/exMVECo1BH6ZTWZxX0xefHkvgt/7iTe2A4cWs4ihbzOTw6P2bEfR7dJpZUM3zwT4B5QUrgVRThhkB2TWjsaRuxec1ETNtiO0KACoVmqKGYaVZieVk19vJG+O0HXYv4mJVTn4asW2z+sS2y4VRfbzfwul9iXCixfP9cburENszqsetxswUH9k5CWZJzYw0ejMHsFst2yhvjVl9y6nRryhBLyY143Vyr8Gd+j3AqrriBMjnFe3+ytwSJmcWUevz4PLsIgZH4rhnUys2RkLKdQWKOzqaASjpiJkp5MKUksb4lfNT2D/Qjn39bboXfmB7Bx69fzP29a/THRIyGkuWaOs8jK6xOziMJgdbAMQES1awU64S5geZILQrSNzCrD43i4MZzISwk/ty277YjmgyNFrUnLRnZFaJhJU0Au7HX6l5hDlzrZKaifdvlDrZbaIxdvqVmGCwevBIBRCtC+icsTyyBhq9+D1z2LaGA8hRimnVZr+usVYz8QDAdCqL+3+pBa+NT2uHd3/7+ffQ1RLGRCKF8XgKR0+O4eylWd2WkE2g3/qLn2NwZAqpTB4HtndoVLXHnh2WbmN5Oht/jROGjBGv1w1rxaycHYdvJVFJM4fb+ipt0nHaj+Xg97txOMpgTWV0O/5KzSNGDk+nB48wuGfCyJOZyY4/LL8ta6woQV/ClOH+DHiJLjCKRyqb1w7+ZljKFzC3mENbUy38Xg/G4ylcnl1EW1MtmkN+5VoK7OiOom9dI46dmdSiZ5mJ5NSFBE6PJdARDZXY1QdHWG57qmk2jAHy9afPSL38RtfYpfsZDSQntkE7DI5KCj2z8HT2fJywUNzmu7Gqq9KLjZN+8O3KGFZWNnazduz4cJxAVo7/zgnd1VhxKV0AzGz0ZgLWrd3c6PQrs1PUqjZ6mygyZkrhMUkIt7CUxz2bVqFWtenXeIuZMFfV12A8nsK6xlq0NwcxObOI6VRWy11zYjSOI69cwHQyi42REB66cyMObO9AKODD6THlFKnxeKqEIfDQnRuxMRLCrpuUQccEuZnNUnYN2wrv6VttyXAwOvTBiW1Qts0H9MwRu3ZsO9t/sa5yzTQ3is3Coxwzi1E9svYrca9WPhzAWf5/me+B77uTPhuNW5kJxMxGb2YycWs3NyrHTLmlC4CxuacSWFEafSTk17FuCvyqaZCLHgDWNtQCoFjMKdew1MZbOyNgK+/l2UV0REN4aNsGvH15Dm++P4PbNma11AjvTM7iYiKlHRAeT2bwifZGEEIwsLG5xMY8kUjhYiKFbz1/Dnf1FtMjHN7bpwVR8eA1HZ4JYFd75tk5AHRmHjPtzA67xioQxKxPTrNRVpK/Xk764HL6Uqkdj1U95T4rM+XAbh+clKlU9kqZhi6mKba63qqNSvatCPdnJlthRQl6kRLJHxFoxrppDvtx7uoCAEXzL1Dg1g1N2NYVwZMvjqA55EdANd+sb04h6FcomCdH4rg0k0Z3axi5AsXWzmbt1KYjr1zQ6r+rt1XLRcNSHDBh3buqXqOY8ekOlIyVBAe2d+g0HQY+qpaVYTBLu8qzKQBrwWyHblepbXwlzCpWdVjR8JxA7IvdhaNSZh6relj/jOiNVuCVAyPqqxPBzGAkBO1ExfJwYooU0xTb6Y9ZG5XsG4Oxuad8rChBn0jpt48+T9HZmjNZJKfml1CrCm+Wnj42v4R0toCNkRAuJlJaauJ1jTW4mEhja2czNq1pwFM/u4hXzk9hPJ7Cju4ojp2ZRDpbwMG7ugBQlUZZPAihmEuT4IkH+wEoTuQ9fas1wc0GPFCMMJVpVlZalhhJK6Y4sGPPNVsgGNwKX7FcJTRdJ3VU2q5u1rb4DMrR5J1mjnT7XK2ej1PBzGAkBI0cqUYwEpqyk5rM0hSbnex0PTX6qjPWJhqDetONEdNGxMJSDm++P6P9HfACE9NpHHnlAh4cWI/JmTQWcwUE/R6MxJJ48/0Z7OiOotbvxR0dzehoCaOtKYib2xo1Af3o/ZvxpV3dGI0t4Bs/eQcPbduI5rAfvNBnziI2+ZoHAjh6chzpTB4H7+pEkDs2UNSsRK2UF+psYhrlnJEJmuLi4PxwEisYLTwiKiF4nQiLcgWurG3+k8dyOqjL6ZcZrJ6PU8Es9sfJwdkyGAvG0lTd5gFTxic7XU+N/kYnNfvIYFY4eMQHSI8PFJESVgTGomxvDmLk2gJyBQqfhyCdLeDq3CLWNwWRzuY188xr49M4tLsXB7Z3IOj3YDqZxSvvxbCnbzUee3YYgyNT8HsJvvmZOzQHVDpbQHxhCd9+/j2deYblBmELBWCeZMxIqBeTX3lt2aOL9dg/nMSpqcIq2Znb+sU63By959Zeb1dTr+TuwaousU+V3EGIOzI3z9qMKWY21kUYPQfZwSNG9EplPlJt/or37IYibIf4UNXoy0CJM5Y7caTWRzRnqwjx3FiGiek0WtV0xTetrsPl2TQmZ9hhJEqK4uRSFj+fmMWpC1M4sL0DX71vEx7+wWs4MRrHY88Oa7b4R+7txbefPwfF7t6p08rYJGEmGha9CugHHH+uLJsYvB0WgGVYuFG4OV+P3cyIdkPY9XXbzwNvtMuwghuh6lbjtluukrsHnrkieybXK00D4F6rZ2X5T8BZdlCj52AnTTF/bzLzUznPkClsh3b3mPrKxAW0qtG7hI8AGc2RbWykDwV8SGWL9v2Ap5gnh1KKjmgIwx8oKQ/am4NoDvkQDPjxew/cjGNnLuPnE7M4PTaNoyfH8NX7NuHw3j6kMv+onjClHPb9vZdHJXZ35QSq/QPtGI0taAtDd2txNeeFqVECLjZgAKgRfqWBJ/sH7OUPd+LAs1unWLfY73J2GXbacdJWuQ5lOyiX7QNYC1+nfTKDWX1utfpy2uQhew52Dh5hkF1rh21k9g7NdrBmZICqRm8TIo/ewyg0gJpkzEjYK9+31PkxtZDVhHx7cxA/n1By0HdEQ4iE/Xjz/VlMKCcI4oXhq9jXvw4/fmNC4dcnlfa7W+sQCni1KNYfPHwH9vStxkvvXgVAtLw0vOOnmC5XuT6RzGj2+kO7e7Cvv01z1hppcId29+DR+zdLt72Mg892B1ZC3I62ztfpRqgcPTlecui5WL/TXYYRrDQ0txq3m3KV0LithK/Tha4clOu7AUppluUETTnR6GXXWrGNzPoOFJ//aGwBZy/NGGroYt+rGr1NRML67JVmWrweihPG5ynGj61vCuLOrigm3riExqAP4/EUKFXy3NzR0Yz+Dc2IL2Twu3/9tmbOGY0taOUfubcXY1NJtDcHtXw2p8eUFeKF4eKgUgT6GNqbQ9jRHdUOBRft9d2tdWgeCOiEqiwqMxIOGG57nWyLne4A2L04Eyb2eMPlUioBd1TOSqLSUbROF5hyTRF2FkmnNE4js4+TvhqdyyrW60Sjt2OOMnuHxXz8OVMNXex7VaO3iVw+r/9Cp8UbCxPma+dz2VyaSeOiGvw0m86hvTmIi4kUNkZC6G9vRtDv1QRxe3MQ65qC+H/f1YWHf/AaDu/tw+vjCYzHUxiPv4+25pDOVMPy4jCaJc/UYWYbmb2eZ6+wHDpA6UELVpqBnYHMc/3tahhWGrqIA9s7XWvqvOB0E3hVjuBzs0iI7S2nk9gqjsIpyjGjmMHI7GNHiLJ7M7Lzi/U60egBaPPLjTmquMPu1SVeY+/CyNFb1eht4vKsPqFZlsttQ6mx6WYxl0d9jRdziznU13oxv6gI/HQmi8agD7PpHAqqrX48nsKRVy/goW0b0BENoTnkx88nZvHr2zbi+4NjGByZQjb/Dv74859AKpPHdHIJr56fwp6+1ZqpRrHXK4vEod092qEhzEEjBlfxaQ4AZUEys9czp62RZmDXrupcw7Af2VeuRi0GcvGfdlCO4HOzSFTavOG0TDm7IrOyTncqdgW1UXuiMmHk9xGFqKjRm7FqnhmyPpDGro+EXcfPM5FkwFDV6G1idX0NFpZS2t98DrMlg4RmBMD8UlGTX9tQi4baPCZnFnF2UnHANtT6NPNM0O/Bv9iyFhemlAyVkXATulvDuL0jgsnpFAZHgK6WkLJd3N6B/X96EqOxpJZxUrG753Dw7i4E/R5NmDPwiwDTdsXj7nj2isxezw9Sq0AoM3s921XYPXjbbmRfIun+CD+x/6zfTm285bBg3Ghebtu7XotYpVhHVmXdpssowlyZOHpyDE++OIJUJqfzgYkavTWTKG/YBmA+Bvh7MjINAaUkg6pGbxNJgSLpJUVhb5S9sqHWi9nFoqCfSWVxTc1r71cjaztawrhn0yr84MQY5hZz+NmFBP7Xv7wD/+Gv/hHvXpnDbDqHbz3/nlZHc1ihZB49OYbRWBId0ZCWGkHGk+cZN6LJRqZdiHZxPl1CJe31iuZvP4WsXY3EjsYkwgk33KnQcrq7WE7Nq5x+MbhZVNwKGaeLihm90A4ObO9U/0cMlA958JOo0Vv5bMzOiwXsjwHxOr4dADrTpVmEbrlYUYI+EvTiymzxb68HYGZ7j8HqnBYWh1yhoHHu/V4PsoUCQCn29a/Dn51QAqRa6wOaLX02nUNj0Ie+tfU48uoYulvDWqBGWqXvfKpvDbpb6zDbkUVHNIS7e/UCrsiPVxg3vH379o4IulvDeOTeXulkENMlOLXXV8Keb7cuvk72KdotjSb9cqY2uF6RpoAz4b3cCxYPp4uX3TQMZgu0m1xDZmZHFktyaHePLvgJKE1qJjqQU5mcNo9YTIsZGcFqDBiZhsx3QMYRuuViRQl68QFxvlUQjwfIlwZFZfIUtT4PFtWsZ0u5AhZzSiTsqoYajMfTACgee3YY84t5+DwEv3WvIojTGYVOuTESxJc/2YPhD+YwOBLHsTPqoQLCe/vW8++pidGSuonI8+5HYws6Hv13XjqP0VgS33npPH7w8B0l/eedvLd3RDRnMKvDagJb/e6EJ21XWMg0TtHmXo4z0alG61Rwl2P2+TAtWNejLbu27HIplawtI1qkUVIz3nEqptbesr4JW9Y3Sp+Jld/CyDRpntSsNKK3UlhRgl7k0fu5pGbUgGrp90AT8gCwpjGo5LbJFnBNpWrmCgpd8tSFONLZAr4/eEH13DM6pkdtg9VCdR/ss6slpNnweXS31sHvJRgcSeAbP3kb//uL27TfzE7GAaDx8RPJjOYPYDsDwFojtzPZ7Gr1MmHhJqOjG2eiDE4P3nCb5dFJmzdqwXKS1dNOWbv3YXYdH9kqatRmMEuKBsj9TkZJzURTKU/xtOLSG8HMNHmjUiCsqINHxBfCpyY2EvSNQb/u7+RSDovq6pBRK0gkM3h9PKGZedY1Blmt2uczQxM4MRpXTTdtJb8DQK16IHhtoHR97VI18K5W/QtmTqTf/9th08MdRH8AA9PIn3zxvBY9y4NN8EhYSaj2+HPvqqwf2K5DVhcDE9pff/qMaf/5svsHKnMAN2vbrM/lXO+mDtkzqhTM6i7n3mRljdoSD1Wxut/iok5sv3Ojg0JYWy8MXy3pr9GZscweLztLmQ8+dHJIzP4B5TzbLeubbPfd6rdysaI0ehF+LpUBR6zRYX4xh1X1NbimnjWbXFKOD5ycWdRSG0dCftzeEUHQ70E6W8DlWYWBwxaSXEF5ua+8F8OJ0TiOnVGcKUFNoBN87+VRTeV/Z3K2RDNuDikLzoXYgu63w3v7MDb1OkZjSS3FghzKlvRTN6/BC8NX0TwQ0Glf9tgzxowGpwwcvpydwKtKpfEtJzCpHNu7WR3lUkkrwaUv597slnXDppL5a6xg5bSU9ddsZyzbsToJLhTB7kMhXlBdH6safQUQX9CvupIzBkqwlKeY5fLYzy8p1MqmoB+RkCKovR6C77x0HulsAT4PwRd3dqrtLWmfkXAAN7c1Aig6eA9s78Ch3b0Y/mAWjz/3LoY/mMPOnihOjMZLNKt9/W3obg1jcCSOoyfHNS2iu7UOD2g7BOMbOrC9A4/evxlBv6dEgzbSWkrr6MSj92/mmA1FDQ2ArTpERMJKmgQrba0S2rRYj6hNitqmrK/lattmuxq39+amvFjG6b3xz8puWTdsKndw7rQ00ugB8x2rey1b3scPtUZPCPk0gCcBeAF8n1L6B8LvXwbwbwDkASwAOEgpHSaEdAD4BYBz6qWnKKVfrlDfS9AU8uPqfDFoKmOgxfPwEj3HvqHWh7oaHy7PLsLvZQ4cDw7v7cOb75/AbDqnee6jdQFcnV9CtE6dABKF+OylGQyOxDUhvrMnWnIiDwtyGo0lcc+mVgBUp0UoZ9Capxvm7cwsqo/XoO3Y4u04SflP1nc3nHU3GqebVAdG9+Jkx1CuRl7uTsFN+XLb5KOwzc4QMGrT7nNi7VhlQOWhMGqUSSbbXcq49Fa+LieHmNiBkWP1Q6vRE0K8AP4EwP0A+gB8nhDSJ1z255TSX6KU9gP4QwDf4n4bpZT2q/+WTcgDCgeeh2iAkK3/zSH9IOmIBrHnY8rLLkbWUnS31mFjNAyg6Lz1eYjuUwTTcLpbw/ijX7sFO7qjGByJA6C6wXn05BiOn4thZ08UTzzYrx0gzAadmR1dZhMVNWhRUDnREHl7Oe88Y+251VbdaJx22jKrx63tX9au1e7Abp/sgC9vt127NnQjsGcFENvv100/9w+06w67t4uzl2ZNfEbmB4/IwB/mre+7O8qjk4PL7fxWLuxo9HcAGKGUXgAAQsgPATwAYJhdQCmd464PYzlOt7UBpmEzeADwhEpZp+pqvZhfJJxW7zG4EgAt6D+ZbcjARrSnbzWeHprAaCyJ18cTuLmtESdG4yXcffZ337pGTRAbrexpNfUx+7TDUBGvMWMniLBbl9GiYgQndl+3Nnere7ELWbvlUBkZKpEzxymsyov8eKdnCDAYRajK2jq8t093/rGdezBLAQKUcumNUiDIdpT8M+J307K+m7GrZD6tD/PBI20A+GXzEoCt4kWEkH8D4GsAAgDu5X7qJIT8HMAcgMOU0lfdd9cZAl6AC3qVYnI6LRw5SEsOCi9d1dVPxuShos1G+Xxh+CpGY0l0t4axp281fvTahP4yrUl9PWZcW+bgZZ92gpRkg86to0kUeqLwtJvYzK7QtRNiX45pxa3pqRKOWzdCe7nMQMWMi3ktettdigIGa03YKnbC7j3wyooRLdIqBQK/W+WDnMT7N3pOIphfTIwqN1OyljMFQsWcsZTSP6GUdgP4dwAOq19/AGADpfQTUBaBPyeENIhlCSEHCSFDhJChWCzmug8lzlgu7XDA4E7ra/0l321araymBU0gO0t3zD739K1Gd2sYo7GkuoUzYLUIOwNmFzx2ZrKkhX3963DPplbN9me0ReRh5Ix1ulW0J1DtJzazaoslcltOR67bspVw3MpMSZVwGJvVYVS+KPioa2or3y4jB4gRqjz48efkPfD3IJYzokUeuLMDkbBflwKBzyzJP4MXhq9a0lTF5yR75vz75UkNRhRQO3PZLexo9JMA+Le+Xv3OCD8E8F0AoJQuAVhS//8GIWQUwE0AhvgClNIjAI4AwMDAgGsJIZpu8hyRnhocPNJSF0CuQDG3WDxdVuS55yQRtfz3Rr+XaPSvqy9VNPWU7AzsH1ZsRwtIJDNIZXIlTmAnW0W71LlyUg+zdpwG0Fwv6mClKZJWzu/rEX3L4MaRatWuk8AnJ+/QzJxntFsVNXrGtOEjvu2YNPlreIFsZUIV+yNr60YnNXsdQC8hpBOKgP8cgC/wFxBCeiml59U//zmA8+r3rQASlNI8IaQLQC+AC5XqfAkEOZ7l/s4aZK+cSecQ9Hs1QZ/LF7CY0R8pPqstAnoBHFdPlGKfonzmbfTHzlzGO5NKIp6gX9heCBq9WSi0OBjsCGtlO6s/F9NI+BvByC7qJNmYHZiFpDthC9nBcuadcVu+EiYhqzrsLjp2YNeHYhVda7d9mcIhM61YpSlmvzk1aRpdY7VIKG3pufpiPQBunI2eUpojhPwmgJ9CoVf+GaX0HULINwEMUUqPAfhNQsgeAFkA0wAOqMXvBvBNQkgWil/0y5TSREXvgENc2Kr6vEDWwkafzxcQ59g6iVRWs9EzDGxsVv9X0H1G62pUeqWSrVK0WvAafTqTl0TOKmCCnwVSMeENDJdQzsTfjJw+2v0YCHTFlj6CQ7vlydJEsAXm8N4+KUccqMxB1GaaZaXbclLf9aJI8rZit9o1T7WVCZ1KPke7WrzMd+NmcbHi6ttNU8zal9nR7fu9SgX3t59/T+qjUp4/0ez67DexrRtqo6eU/h2l9CZKaTel9D+r3/2uKuRBKT1EKb1ZpVDeQyl9R/3+L7nvb6WU/k3F74BDNKy3t1O5RUV/jfB3JOTHpjX1uu/G4izHvV5l96lPz2fwFPcPtGNHd1TNP0Oxsyeqafc8DmzvxI5uJZDq6MkxU8qZ7Lezl2YMA5mYQAfEFBHObOlu6GJ2YTc4xy090ghifW5s23bhpPxyBI/xcOMbMILM1i1HZXw3bLyJCkcRxmmKeRs9YKwEHTtzWfWR6ecpD15w61OGmN1n6W98W2a+uXKxslIgCLZvr5cglzMfWItZvZnG5/Vo74FZ9a/NLaL4Df8pQv8iI+EAbl6nUCoXs4XSpGe6ruvr3rK+EVvWN0mFGv+bdTSifODZPSSEwUjLqQQlzEzDdJsawQ2b5kZRJiuZroCHUT2V9A3IbN0yWOeRtwerACajYKrvvqykKf7uyyOaRs9MmkqQIg+7i1LpdWbzSv4bX8fypSle0SkQaMFaewj4vcI3BOeuzivl1W8ialBVLp/TfZZAsLUnkhkMf6DY5c9dnceJ0Th29rToUgwAitY9ODKFnT0t2Ne/Dl9/+gyefHEEoYBXar7gf7PScFjwlTjwnHr4K63R8xqkmaZeqYAsO6jEjuF6pytwswuxYog4hZ2yYpoBtzsIXhjK6hDbkZXj+y3bORvNGR4smErh6xfns9m8kv3GtyUy6iqJFaXRN4Z8OtYNz4/3AZCJ52xWXAwoNq2uw+mxoivBp6ZCSKTzuk8eiWSmxNn6zNCElv5gYySI02NA39p63cRLJDMYGlfaum1jkzYYjDT0PX2r8er5GOILGZ0930m+eWXLmseh3T222SayszWN6rcDu7Zdt9qtnXLlOpKtHIyV7KsR3GjidoLsRJjtVOyW5ceQ2x0EH8BkVIds92mUpli2c7ZPcCjy9a3miVG/+LaAG+iM/ShhLq0X5V4PQU7V6gsGZ4O3RWpxZXZJY91QSiWRrsrf7ASrSNCr+x4geGaoNE3xnr7V+IvX3sdoLIkW1WE7/MG8bksplmMpGRi3WJxYLwxfxeBIHIMjcUTrjLf5ZgPPKKhEBtlkqkS0qh0nMh+h6RR2nJrLwaRx42Ash6m03AuL3QAhM8iekx0qoxWM7kMmqGXOWGM2mrkSJLvGzliSHSvI+wimU5kPf8DUhwGRkN4Zm+NMN0ZWnHyeIs95bYnHg7cnZwAoCc8AgKq/+3w+3SdvX+Mdr8yZcuzMJMZVR+6mNfVqYrOpkqAlPqiKTfpjZybVnDZjuv7uH2jHwbs6sbOnBXv6Vhtuz4+eHMPjz72LY2cmS363a24xclbxpga3TkqjIC5ZG25hVUe5phqn5d2bK4zrMHv+Ru25cQzbCaQyak/2nFgfZIFDdvrDjz0AunZl7cmcsbJ5wJSgUMBn+Hxk15jNKaPgP9EMe6MDpj6yMFDidZhIpLSc9QAASpHLKxLe7/UgnysUHaVirhuxPW0joPyH5bDZ2hlBrd+L0VgSO3taSjz8/PdMgyrmwyl1zJy/toDBkSkt77xcay32QdSYnBziLWo8gLU2bhdmNLbrwSe3oiFawakmfr2DoSrRnhnd1ag9MeOl2XNy+p5lY0aWzkBsT6bRy+aBFbXSSOM3m1NGu2JRibrRAVMfGYhHCXoJYEG6QbDGh4zO5EOl/08kM1pglM8rOnCZQzWOjmhIc6YwW73fS7So19KTrpS/+9bW67bIh3b34NH7N5ecAyuybIwmM7NlpjK5kslnZe4xY3+wawCqaiM+10JkOZM4OcH1Yttcj8VLdm055hFeaNpJ5AUAqUze9vN0utjKxozZOGX1yZKauYkW582eQDHPjtmcMtoVi0rUjU5q9pFBJBzAlbmiM5Y31xhp99mcqJ3zGnSxxNGTY5icUWiWH1/XKFxbrH08ntIOB9/X34Znz36AwZE4btsYwc6eFgyOTOHoyXEtYOLA9k6kM3n8/fBVjMdTmoBnA/ThH7ymBUj94OE7SjSs/QPtiC9k8Or5mGoGqtOeRTH7oK9k8skmoB3NyCxy1QpOaITXU/uthAC201a5Owi+DsD+ObBuktfJYHWP+jHnLOMlX7eZb0V8V0bPQOyrLKmZ0W4VMI9w5ftoZ07Z9QNUNXqX8HFHCRohGPAilbURWSUxoTDbPaUFHNjeiZ+NxvHa+LSWQphFxu7saQFAtcPB01yKhUg4gPPXFjAeT6G7NYwD2zt1A6K9OYSOaAiP3NurXc8PKKX8PAZH4njs2eKh4CL29a8znXxmKRGMnK9OhJQsdF22kNhhL9iF3YlTjjOUwcliUanI1Ou5kJnV44a9ZDdNsFEKAgZjs4hekIoavdmCYbY48u2bPVc3ZIjqUYI2IfLoPdyBICV0eRVzab25ZzGX1xyohKiPhxDs61+H+lqlkrcvzyhfq9kxiceDSDiA/g3N2vVA0UHTt7YeT744UkytILB6Du/twx0dzWipq8E0d6zhM0MTeOrURYzHU3h93DhzxOG9fdjRHUV7cwjffv6czhnGJoJZRj52nRl3v1znq3Vgl7P+2sFyOrdEOHku5TqBndRTiWRsVlHLlYwdAOCI+iu7VuYsFQ8eEe9F7A97tmaHg5u9c6NxbKZQLefBIytK0DeGhA0KZ6vxGBwOki0AtVwOgw9mFjWqZY2vmHf+2JlJzGvJ7Uvz0SeSGQxf1vPoWRQfO+F+YyQEACVJ07pb6xCu8eH0WAKPPaud56IwbO7uwtbOCOILS4Zsje7WOtx9UyueOnVRepr9od29muPUCLzQENkTZr/ZBauD5e5xwtBwC7uCsBwmjJvy5aZTYG0CsKynXPaSVXknMRn6MnJhZ4f1YnWtTGAapUCQBe3xi6MZK8js3RstFGYK1XIqJitK0M+mhJAoG5HEfm/xaEAAWNVQg8agsmAkObvPdLKo+Q9sbEYimcGUuoPweT2aM5aPfE1z5b+0qxsXE8pOQUyaBgCP3NuLjmgI7c1BHXUuGg7g9FgCR14dM52s+wfa8dCdG7ExEsLtHRHteysaI38dExpmk9ut4LDSoCoBJ9RDhuUWhLJ+lQsnfV5uCqkTwawvIxd2TvprpAHLBKbsKEFGQT56csxw/Jv1h7/OaOzxC4VsgePL3eijBD8yKDkcnKPcGCj0aKoNIMZNwNh8Bp/pb8NTpy5qqY1j8xmcuzqntuHDpz++Fl9/+gwuzyrOWb/Xo9ndeVZNMFC0F33v5VEt4paqOwB+kL8+nsB4PIXx+Ptoaw5pTq1UJoeHtm3EaGzBdABEwgFMJFK4mEjhOy+d19nq7TqwjK4XHWX8pxGctsFQjv3aTdly7dd2ylfKJm+3Tbf5gazqcdOXSpWRwcimLfPNyA8HL02LIO5QxOdn5K8yesfiNbxjVvRbpTJ5NY/PZdPT2dxgRWn004LGxLtYAxJKJACksnmsqisO4rnFHN6+PKtp9QDwwdwiNkbCaAr6MZPK4b/+n1/g+LkYbt3QiI5oCKfHEhj+YB5bO5vVDJTjAIqnQYEAjz/3LmoDPnS3hvHa+LROG2OD6+BdXSXRdk++OILR2AJOjMZLstqJWsThvX1a3hsefJQoG6hmGqGoCfNajV2zA68t2WmDoRwN1K6Zyk4/7EJ8tkb9qmTWTas+V2q3ZMds48b+b/bMKrFbkWWBlGn0stwyVjsU0V/F7sPOSWhif0v9VpXJ8CnDitLoRfCHgycX5YnIkpm89n+fB8gVgDffnwEANNT6NHv9a+MJzKiO28sqzTKRzGI8nkIk7MfgyBR2dEcBKKya7708ilQmh+PnYsjkCji0uxcAxWgsqb3YYnh5TssNH+J2AWxAxJMZnBiNgyVyYpOLDbpTF+J44sF+dLfWGbJujLRyO5OVH9D2J7W7THzu2iqWleUXN0O5zkrAPu2wEu1eL74+X96Iargcu6/9A5UIxisdezKN3oyTb4deaXYfRvfJ02vFs2mdZpR1ghUl6Fvqa3CNY97wGr3PZ5yymJlbeEr9rRuakMsXcHZyDg21PozHU9jaGcHlmTQmptNobw5iPJ7CxkgIFxMp3LOpFY/c24vAS+cBQvD4c+9iZ0+Llmf+7pt4tokyANkgOHh3F+7Z1Iq0wcHMo7EFnL86j33960oE9qkLcS37nmygyWhevOCxy7E2orEZCR0++ZQR7HKgncCpkKuEWcWNYHXbrhO+PlDeQmbFwy9nQTEq62SxNnoWshPavvvyKJQ0xaP45OZVhk5kds9mB4iYRbeKsBPJy1ANmHKJAAEyNg745nn0AS9BRjh2cH1TLR74xHpMTqd0WS0B4Jc/vgZBvxcAxcvvXdM0eBYcdWh3L+6+qXgAcvGUGaUNpukrtrlGnaeeTU7+VClmlmG/PfFgvzaRgdKJbRWIYjZZrZKXOeE7y2DHrukUTm3SVhqcmzaXU+v+MC1kbu67nPZEODsjQW8WkXHZ+f4bmVHEHbUs6MqqL0ZjrhowZROivY/wORBMzF5+D0G2QNFQ68Oaxhq8dzWpO/Db5/XgS7u68dnv/QwAUOMlmJhOo7s1jM/eXqRg7eyJagL+4F2d8HsV/n13a52mFe3ojqrCHdpA4zV93iSTyuQRCni1AcAGjCyAg20HxUO1rRxGZoJRvF5cKJbLkVmO+YaHXbNUJaNHAedatxO4WcgqkZfIDpwsKkbXOlksnDhjv7KrB+evncFXdvUYXsP3yeiQe5kJ1O5h4vw1sjFX1ehtIhLy6VIgLHGmGjP3hocov65vqlVOmDLApjX1OD2WwFKeor05qB0LeGB7B149H8PgSBwH7+rEXb0tiC9kdCfh8GaWgM+Dw3v7NNOGsl1VTuk5e2lG09pZnhoAOs1dNhnYAGSpCfiBZRXJZzS5rOyRToSOrA0ni4wbOKmjUnZtq7oqofU6qcON30KEXaHs5BkaXWt05qtRHeK5rYC9NMV2c+YY9ZtPI25nZytTJMTFpqrR24be8eeHclo5YH5IOLPUTMyk0d4UNLyulguvbQ75MDGtOF4j4QD61jZicERxmH5pVzf+y9/9AkAxgyUzs/zWX7wppVDt6VuNp4cmdFo7y1PDawGyVAKs/KkL8ZIdBH+NkWA1M+9UyqRiZUISUQnBK9ZhJiDLoSGK+DAtYIC7Z2lltpP1ozLP0L4Tn1eQ+GMM7dAr+XsS0x8Axr4rmeC2s7DLUiGIi01Vo7eJhHDwCPUQLbOZWTabUMCLucU85hfzuKby8HP5Qol2r4to5dIjKJ/Qf0pMfMqC0IDBkbgu3w2gUMKUvDhRbTDIbKBMyIupBMRB4kR7tzLv8P03mshOePOVMG04McswVIrPXo5WvhwLmFW/3AhgGVvEbj/c1M/6D1Ac2t2rnv1qDicZKEWN3oqQYLRbkN27GatKPLCFT2gnPr+qRm8TDTUeXOH+zts4MxYAlrjjBBndMpHO6fj1AHBhKqX9P5dTtwhcGgTdpxEnVjhXFlAGxRsXZwAAt22MGAqPoyfHcfxcDDt7WvDEg/0AjNOkWmnvYs5wO4mazCBSPc005koIuxsRHFVO2wyV0HpFvwx7h5UMzLK7mLg13cnqt+Pc5CG73ohNIw+YUiATsEa7Bf53O4wgPhst/z1QuoBWNXqbmFvS6+1+L5DJmx9AQgAscY5XlpGyeFxgEV/c2YlTF6aQKwAz2u5BENxGn5CfKwsodknGw5dpMmySsF3AbRubEAkHSjQRO04tNuCMcoa7pebxPggjqmclUE52y0qZZ2RCqhLJw5yWlznLxX65bdOOma/StFA7/bfDBJNlhpQdPMJgfK6yOXXS7PnxWjqfisHIZFRl3ThAJOjDldni34wXb6bXUwCr6gI6/j3ADhfRa+VHfzaOXAHweQhuWd+opEDQTDWiZg/9JxSBfmI0rgr04snxzI5/c1ujdJIfPTmOJ188j4N3d+m0A7PtpZFTi9cGrXjuVlo6D+aDOHpyzHC7K9YLLE+ag+UWujIhWK42XYkditOFTGyzErRQt459u/030oitFACZRm9Wxs7uwo0Tlr9Hkatf1ehdwqblBgtLRU9tqMaPxVwWemeQ8v8Dd3bg1fNTyBUo3r6s5L7RBHmJBi8z3RD1EsHRVGL2EaF8v5jJ4dTVee2sWPPtpblTyw6F0amWbrXd5evlP52A15SMKG0fBqHrFG52CXYEox2t00z4Om3TbmCdWwexWdZLs74bHQ5uVMbKRl+8xpy6aq6l62XEcmr0tnLdEEI+TQg5RwgZIYT8e8nvXyaE/CMh5AwhZJAQ0sf99qha7hwh5Jcr2XkRsqMEtX6YlCtwZ8D6OEHNuPTsU9HoKXwegpvX1WvXKR/6T5YRk8+MeWB7B3Z0R9VTpoo5YBZVjX7R4ACUA9s78ej9m3FhKoXj52K6VMZGGe8ObO/Ao/dvxr7+dYaZE+3ko3niwX7LvNw89g84z+PtJLsjK2uWPpb1wa3QdZNFULwnp5CVZ4JIdo92YVaH2Ga5z82oDlkf3DwvpmWLWS/tmFlkaYr5vsqyT4YCPjz54nnD58+oq2aZYWWZNFlb+/rb8Oj9m7Xd/Q1NU0wI8QL4EwD3A+gD8HlekKv4c0rpL1FK+wH8IYBvqWX7AHwOwM0APg3gf6j1LQvEQcMryH6TO2WyvcZLUF/LNjlUWzjY54E7O+DzEOQKFO9cntcVFgX7hdiC7pP1jx31x6c9vjCV1H2KmE5lcOpCHF/c2VmStMxocNgRiHaobPbqcX894E6gmQklXoi4SRFsd8K5TT9st9xyCV6j/gDW+e3NYGa24fvg9rkZKRFGCwAPWVIzfpyIY9DIqWvUJ6NrZEoDa0s8lORGHzxyB4ARSukFSmkGwA8BPMBfQCmd4/4Mo7gneQDADymlS5TSMQAjan3LA6rXiLnzRGB2WmCNeuFSnmr0SsCDSMgPANqnXqNvUNtUPkTB/sWdXYiE/fjizi5dW6Pq76PcAvDFnZ3qtZ2Q4bFnh3H8XAxHfzaOHzx8h7ZYANaDw+x3WfY+IzgdhE6uL0eDBmAqNCq9iJRbt5Nydu/RTh1mi14ldg5m9YjaO7vu60+fcXRPRkqEnYXEycEjrI9O8+zLIFMajBYsWdbNSsGOoG8DwL+5S+p3OhBC/g0hZBSKRv9bTspWComUPiqKPy/WzFyfUi/0eQiiGqWSajx69qnX6Od0dYiCXaZBJJIZdLfWoSMawtc/VXSQyq7lwdIPH7izAw//4DXdImGlfZr9zn577NlhywnndFvp5PpytqxWQsqNVmzXrOBW43ZabrkFsVF/nGreZqYQ8bp7NrVqvh+n2D/QjkO7e3T2c35BZCZJvu7vvjyiJjUb0b7jn4e4IJqZgvh7czP+jHe97jK+2kHFnLGU0j8B8CeEkC8AOAzggN2yhJCDAA4CwIYNG1z3oSHoxRW9/IWHADVeIC3PUgwCaEnMcgWqnRqlO6lE/T+v0feuqsPEdBqLasit6Ox55N5ejE0ltROj2PbwqVMXASgHjdy6UTljtnhtSOrUYemHf/37pzA4Ekc2/zb+9xe3AbB2CJk5L504W81oYTI4cSwtp3O2khGvItzWbbdcOVRSGYyec6WolFZBSPx1ivlx2LGZgj0TAKrGXXT6F7nrvZKFq1SIGs0dK8aNGOXNf4r93D9QjLa1iiWQZd2sFOxo9JMA+LtYr35nhB8C+IyTspTSI5TSAUrpQGtrq40uySEeJUigMG+MhDygaPpe9RBxDwFamEZPCyUOVl6jZznrX34vhkQyg8N7+7CzJ4r2iHJA98vvxTAeT+GpU+/rtpiHdvfi4F2diC9k8O3n30MimdFOl3rq1EVTDadvbSMAoKulTndgs5lDSKY98DZZ5my1EiJG9kwjzc2Jlr7czlkzONVal/t6Hka2XLftWu1UxDLl+AisyrrdxRWFLCkx1zCb+oHtHSX3+ZVd3YiE/fgKt+iw3598cUQ7LMhO3/nfjZ6pjOggav9i2eV0xtrR6F8H0EsI6YQipD8H4Av8BYSQXkrpefXPfw6A/f8YgD8nhHwLwDoAvQBeq0THZYiG9UcJ+j16840ROiJBXEykkStQTKqHigAE06oTdmohg//yt7/A3w9fQa5AEQn78Xv/4mZ842/ewcVECkdPjiEU8OG2jREt3PnQ7h4c2t2LdCanCfUD2zvw1ftu0mk7jMueyuTAslcCysBVBh/Fge2diIQD+PInuxGtC5QEO5lR81jABq8V2glvF2EUqGKk9TnR0kVN53rSG522tdzX8yhnp+OmXbFMOZGvVmXLpVce2N5RwlCSBUoxGAdMLdepTvIdBPuU7YpvaMAUpTRHCPlNAD8F4AXwZ5TSdwgh3wQwRCk9BuA3CSF7oOQQm4ZqtlGvexrAMIAcgH9DKc1LG6oEBH66mQOWR7jGj1xBSW+Q5XLRT0yn0Rj04fLsIo68egEA0BEN4VN9qzESW0AimUVHNIRTFxI4PZbQCXeA4MD2Dt3kOXtpBk882K8T7Ld3RPD1p8/g8N4+nZOVDVwAWtZBt8FOYgI0u5OMH4xGi4NTc4BZX1ndbga8rL1KBAAt5/WV4Mkb1eNGkFZ6Yal0Ejkjk4odhowYMMX6tq+/rSQdsdUiaSfQjD94R2bGkZm2bnjAFKX07wD8nfDd73L/P2RS9j8D+M9uO+gE4vaYpUAAzNMgABRrGmpwZW5JO04QAB69fzP+9h8/wNlLs1jTUIN9/W048/40jrw6hoN3dWmnR43HU9jZE9U0bxbxBigvfHImjb9567LOFs6iVR/+wWvaoSLsGMBEMoN4MoOtnc24ZX2zqRBNJM2zWT5yby+2dUV1dYjljSYjG9Ap9SHKJpLVhHUjbCs14O1MSKcCp5LXlxvYZVaPUbuVFr6sTpmgrdT9MRgpAFbaPFCq0ZstTEY+EaPfrZ6/3aRp1RQINhEJ+XX56HmYbcxy+QJW1SuC3kuUrUcuX8CXdnXjpXcVe1k6m8diJofXxqe1cgMdEfUsV6BvbYNmaklr59BSRMIBTCRSmE5l0d0aFkwzY2hvDmFHd1THjX9maAJHXlF2EPduXm04eEdjCzj41JDuHFqGorCMOo5kZGD1scNM7CabktUvJlHjIQqYcjRLWf/NJmSl4CbtwnLdpxmW4xkYCVqxX+WmpjBSAKwc8kCpRu/kiD+z3+0Ea8mEuiyK/IZr9B8ZCKYb7txvU41+KplVTSkAy282k85hNLYASoHGoA+z6Rx+8tZlrczwB3P4vQduxnQqg5fPxbCYK+DIq4oWv7OnRXUKKbx4Nsj+r3/eV+LZB5SdA2+22T/QjsnpNF45H8PtHRHD233s2WGMxpLobg2X5KKxO8nM7IZ6U1HpaTtOtHWjJGoyuNFG7dRTKcEqg53dg1X/3MJOPW4YPHaft5mPiC9b7iJjNqZleWV42Dl4xEqjlglsK4YOYD9v/g1PgfBRQVxITObn5L6ZRl8oFLR8N6sbagEAW9Y34rFnh/Ha+DQ2RoII+j2YVek7DUEvBkem8MLwVUwkUriYSOHclTls7YygrakWgyNTAIj24kWefCKZQXxhCVs7Izh4d5fUHDIxncJ4PIXvvHRe9xtjRozGFtC7qg47e1pw5KEBUy3ZiFvMXyeLDpRdw8NO4Asry1IylCNk3QbaiH0pl70ig8jUqBT33UkfzOCGweM0sEt0jopljdgso7GFkvgQO+2IbfD1i89MDJhSGHBFLj5gzXphAptPi8DaNEv5YWTaEtu7oSkQPkqICvnjsw4c6TU+ZVW4tqCYfv5xclYbHABBOltArRpBO5fOo7s1jNs7ImhvDqEjGsKm1Q04PZbgWDsUiaTCtmlvDmJnT4tmnnlmaAJHXh3D6bEEoqrmLA52FiTFm3RY2cefexePPTuMI6+Owe8laA4ZT1ozOpo4MMWJaCVg9g/YD3ypRJSnk/bs9N8O3Aq7cqiJZn0oN32AU+esKAzLKWu00LLIbz6Hkx2IEdVmSouobBkJ7UO7ezVevZM2zei9zLQlRtmKdS1nCoSVZboRBHtDrQ9ziyYkehUeD9HOlw36CbJ5isZaH74/eAGJZBZrGmoR9Hu0dMINQS9GY0l856XzmhN0ffMCHtq2EW9fnoXPQ7Cvv03HnOHNM7d3RNARDeHu3qJdnQ125pRlQVKAftvN7IFKUMWwNNhJdr2MjmblwLPaakfCAd1ZtnZQzvbdaXuVsEfbNUvI+lopG7gdOqsV7DrgxTJ2spGWW5YFT4lKjRVE84sRBRiQpykWTSUsJoUpRvyZzlZtmjlwjWz41aMEXSKR0q/CS9xxfR4YHydYX+vDtXmlLKNX+rwEXa11GByJI5HMIJ0toMbnwVKuoGn0B+7sQCqTw+WZRQyOxEEptECqF4avKrb2mTRePqe3tX/npfMYj6fQ2ZLSBhE/2EdjC3js2WGNcilSJdmiYST0xOvv2VQahGbHXm3F+wWcp8p1KziN2jMrWwmbvOz+yllA3Dgk+T5U4p6cUCHLac/uu+aVGjNYRZaaxYfIePRmB4THFzK6XPFG92THgcvb8M3mQpV1YxMNQZ+OdcObbmo4jVzElRmOqaOVIaj1eQEAkVAAV+aWsJTTa/RHfzaO02MKC2dHdxQ5NQF+RzSk5Yy/EFvAxUQK33r+nJa2QJYegR/sIuWSHwjbuq5qgleJuivNi8Ffb6T12xGYVhQxuzCbgLLfy6mbh1tuvRXKEX5unLY8nC6ssjpl/Td6juVw+Su9SPJl2e6GtWfFpbej0fN9/vbz59Rv9GYCcWdkxd9XHLjFNAviPfBgSc22rJ/UHRZUCawoQS+mQAgFCBaW1MPBC8bRU8GAF0k1Z01NwIN0Lg+ep6PKe9TXeDG/lNdp9MmlHAghuHldI468egGRsB/j8RReGFa0hK4WZVfQ1VLcirGUB+Px99HWHNIGDtPk2WBkW1mmvfAD+3svj2qsHbbF5H9ndfJavx3OvNFpUpXS7CoV3OOmX0YxB05RjlnGqUboBnZMbkZUWrc7BaM2rbRwGezsLsT2RIqnWIdMoz925rIqWC/rtHZAOQNCxjQT7/nJF89Ld8wMSv+pNlcZE09uhvsIJDX7MEBMgZBcKq7GPNVSRKTOj2yhgNl0DpksFxKtnRqlOGHnVWZOfa2i0f9/X72g8epvaW9Cd2tYozsyLaE24NV9AnIbPcDb6VGyleWDl0IBr2Z/Z2kT7GzHzbTy/QPmCc7K0Y6tdgZOBafYrpMIXGbKqoST1Ap2tNxKmGJEmNVZjglOBisbtTgu7bRjtuuRmbBkdnCxDvnh4OWlP7CaM0UUBTivtInPbDmTmq0oQS/y6CkU27zXY54OYTaV06iTAR+BdlCVmsyMqruBuhovFpbymF9UBH73qjrkCgUABKDAaCyJSNiP0VhS0+hlxwQyG73XM4Xf5jQJZqdn6Yj5tAhsMKQyOW0A89s7s+04vziI1/DYsr4RW9Y3Lat27FawmaVjsAu+bTdmG6dmFjv9XA7zkmwH6KRPTmBVn127s5nt2oo4wHa3PJddbJdPU8w0ejOtXdzhsu/ERduKHMDYOyzZmtkzqzpjbULk0QOKAzbg9SBrYrppDPmQzuYxt5jDEr8iqAsH8Sgavca1r69BR0sItX6vZqO/Zb1co5dtxx65txdvXZrBaCyp0wSaQwFs64ri+4NjKhe/mBaBD15i98oSpfHBTTxki4NZOL6T6Fcn2rFbDVxszyo1rBXKZcI4FZJu+1kJYWxUh1Gf3CwudmzUdoWXmR/H6jnKfi9t15lZRNTWAbjyYYgmJb6fYiRv1RlrE9G6gM50w5g2RmexMsylcxoNU7eJM9Dor84v4er8Em5Z34StnRFQSgFQuUYvGV9KauMsdva06Abn0ZNjePLFETy0bQP8Xj2Hnp+ICv9Xn/3SbJLKEjfxsBPGbWZrNRIMrEwqk9doppWwbS+Xk9UKTiei24XFyqfhpA5RmBj1yc3iIhNiZvdip7/8dTKTjQi7bKGv7OrG+WvzujTFbL6lMrkS56eRtu7EHMauF3Pes3cgmjGXU6NfUQFTInRnh5hc11DrQ4N6VizhJH0woHzHzoxlGn1bUy0O3tWFYMCH02MJvDY+jcVsAd2tYSSSWZ1GH1QPq31ncpYLwlAXECraBpVeNodrSo4MZBPx60+fwZ6+1VqmTN6UIQZrsO9ZNCQgD1Zi2rzs0GWjk3TsRJkWhQe1HaxjFBBk1Z7RM3DTlhEqEblop02zwB+7sBPIw2P/gLuAKquTqazeG7sWKD2v1s69y66RCV75KW6lWphR380C/sz6ybj5svMiqgFTLiGabnwegrzKi6/xAosGDtm5xaJGH6z1IZ3MIp7MYF//OrxxMYHBkTiAokY/ObOIaJ2y1frJmUmMx1O4MJWUavQHtnfijYszGByZwtGT4/jqfTdhX38bnj37AU6MxnWmGz61qcil57eS27quWtrnZdtqp9t5K3OJExqf2YJQafu7XVwvU8yNbNOuqcYtjbLc3YGZ49XOvcuuOXpyvIQDL3PGypyfdnjx4u9WOz2j36sBUy7RFNKzbvjc8mZoqPUhlc1hLp3HokrPmZxZxI9em8Cl6bR2HdPot3Y2I76whG/85B2Mx1O4Z1MrHrm3Fx/MpnWZJNmg7VvboNrclbQILBmZeB2/RWWOzmz+HdzVq5h4xK2k2dZWRv1yKqxl5hKm8dgRynaFh9mC4obZYxfKtlqfpMoMlYh2dfoOymUkVdJUY7eckdnI7FojZcSOyab0mlI2jZOAKaujOcUxYyWgjX6/nknNVpSgn01nDX8jHk8xNaWAuUVFyANASrXn37qhCW9dmsZ4PIWGWh9CAS+uzC1ha2cztnW1aDbnrZ0RHN7bpxPeh/f2qbZpJb3vwbs6cc+mVi0tAnNiMm++jL3yyL29eD+RQldLSDrwrVgvojNJpLbZsZ9bBbzY1Tadav58m04FktMoW7ch/m7brnQQkQi7dbndKTgpd+zMZUvfjFu6qRmdWOaTkmn0RvZzlgaBHfgj9lccMzLlhAUzHtjeYXhPVY3eJcR89AG/R3PEGkXFAkpE7Uwqg8UchZcAeaocFB5Tdwe8aWfT6noc2N6hmWzOXZ3Dj15ThHd3axiH9/ZpdtFDu3txaHePZroBhvHIvb3aYsC47Tx7pSiAcxiNJbF3yzqpHdSM9cLqOLy3T4ukFcEmyqHdPYa2WavgJjNt04k5xqwepwLpRphjzNq2I/wr2Qe7Owa3EbZOePBmY8usHTv9kpEHzN69TKM3EupWOxLxGcuUEz6YUVTQjExTVY3eJbKqcDfLcwMoPPrFHIVHFfIAEJtbwgdzi2gIetHTWo8rs4u4PLuIV85P4bfv24T/+Ru3Y/+fnkQimcVP37mCnT0tGByZwsGnhvBHv3aLNsCfGZrA4MgUOqIh1RRDMTgyhS3rL5dw2/mgJrZI8L8ZDRI2CPlFgg00oyhFM/u5mbZfrjlmOUL+eVwvZowMMiHrlksvw/XeMZjZz83endnYlJV12j8jKrCZKU4eMGUs1GWsGAar97V/oB3xhSUMfzAvPQ3LyDRVZd3YRCKlN90w32td0Ft6MYemkB8NtT4UOJN+a30AHdEQ5tJ5vPn+DFrqatAU8mE8nsLXnz6D5lAA33/odkTCflxMpABQdERDWlZLJuT39K3Go/dvxqfUF57J5XFody8AqjFi2LWJZAb7BxQmg+KYVdKoHj05ruaUH9e8+3xQDGMAFAcRkebl5tkBZmwIu2wZMwYJuw9+4jhlkThlxQDumDFO23HCDOKfQ7kwYphY9d1tH8Rydt+d7DmYlXXaPyN2CjOr8KmHGeSsG3N20v4B67TFMkTCAUTrarQzK+z03eq3crGiNPpmIakZA7O/G2E2rRzyfXZyTvvu7OQcDt7dhbcmZnB6LIGzk7MAgEjYj+PnYvj602ewZX0T2AHhgyNx3LqhCeubgzi8t6/E859IZnD+2gKOn4vhzu4WACihR7IoPHELyQKednRHTcO8ZZoUr5XY1aztaPtWJhkjrcfKTFEuA8eNGcSNRmn3eivtz8kOZ7l2DHbTIpRjYjIq6yZOwEzzNdrRGWn0ZuWs7PVmMLpfs/w6VRu9TRCPXnP3cqYYM4RrvKpWDoQDXiRV5s1iJo+rc4vadY1BHxLJLNqbgzh+LobeVfU4tLsHpy4oB4S/+f4M7tnUqh4EojSczuS1LSFjzcQXMjjy6gUc2t2raea845QJOcYoSCQzOHtpFsfPxTDQ0Wxo45NNaH4Ai1xgp0IaKJ9yaSeSsJwIWLfsGyftLLdd3wiye6tEX8z6UImo5kqabQDzezbKACmz0fOwy4wpH8b5dao2epuIL+i1eZvsSlyZWUIym4fPQ7CmsRajsSTammpxYWoB4/EUGoM+1Nf4cWlGoVoWaPFlnb00i9Nj09jaGcHlmTSOn4vh6MkxLY9GfGFJzTejRN99aVcxBeobFxOaLZGnToq7Af53dvaq2WHbPNgABoZ1WSllTAE39ld+UeJNM0D554LKBIvbSNFKUhgrbdd3QvFcjr6YLdiViGo2GxOVF27yVAduNHrAvZZtdM/7+ttw9tIs9vW3lZRZzjTFK8pG3xjSr1tem5GxNerhsrkCxZVZRZhHwwF8cWeXdlbspZm0Fj07ObOI7tYwAKKxbW5Z34gJlXP/xsUZAOoLVsNzedbPvv42dLeGMTgS12yCvNBMawemFFcqNqEPbO/QmDzMpmhlK5cdv8fbURlV0439VbS9Mnur2RmaMphFSPJwYuN3Us6NP6AS5c3sysvVtni9mU3dSVSzUTvMTyWrw41PxehdKvdDtRPVeHz35VEoSc1GpXUa9cOtnd7I3m5+v9U0xbYwl9bno/d7CfLqEYE1HNVShM/rBZBTyxQ5Okd/No50toB1jbVIZ/OYVp29jUEfRmNJ7P4YtERmuz9GcEdHMz6YXcTgyJTGXZft1I6duYzRWBI7e6K6wc80+YN3d5VMDDHXzeDIlEattLKVs6yYRlqTGVVThFnOG9aeGWPBCDea/13uTqSc8uWaX5bDx2Dmpym3X06jX3mY5WUyYuMoME9JbKTRu7XTG+0ElB2cPCCrmqbYJkQePY+MCY++KejDUi6v5KPPseuott1rqa/B2UuzqPV5sJhT8tZ3t4Z1qYkXMzktN70+e2XpAGMae9/aBmFAlqY0ZmCThuWgV9KedkqFLaCfTFbbTyeTWnQcu3W6Wl1v10Eowm25coWtWXm3fgs35rRy+1oJsH7bzVHvlPIpE+aylB88vrKrB+evncFXdvVI+8vOghDniFW9RnCzcNxweiUh5NOEkHOEkBFCyL+X/P41QsgwIeQsIeRFQshG7rc8IeSM+u9YJTsv6ajuz0yuKDDNePRzi1w+en/xsBHmwAGlCPoVIQ8UNfpgwKMlMjt3dQFbO5vR3hzUct0AxcRowx/Ma1s/2XeAkh/70fs3I6hG3n396TPa78wkAhDtRHkAlgmhjp4ctxyoMqqmEYxMQbI6edOQk0RefP8rZaKx6oMZ3VSErC47dNXlMjcB5uYuEaJTXvZM3PaZL8uS6clYXW7MIWZllQVAmRey52BEr2RljXa0VvUaQWaisTJl3VB6JSHEC+BPANwH4BKA1wkhxyilw9xlPwcwQClNEUK+AuAPAXxW/S1NKe2vbLflEAdNwFcUzmZoqPUinfWpJ0yp19OiRg9Adzg40+h33bQK08ks8gWKTavr8NSp9wHoNfpdN7Xi/z41rjPnHNjegaHxhJrobExzvLAJOBpbwLNnL0vTFySSGS3QyioFAgAteMoolaxVkJUI0XFsBatUDUaotImmXNNMOXV9FM1NlaZSirsTt7RFq2jW/QNy6rCZM5aZUyrJhJGVs3pfN1qjvwPACKX0AqU0A+CHAB7gL6CUHqeUptQ/TwFYX9Fe2kQk5Nf9Xeu359SYSec1jd7vUx5JLk+LGj2UdMPscPBan0cLjHrq1EU1FcI8tnZGsLWzWafRf+el82Cpi/cPKFkpv/70GS4Fsb6PYtIz0anJB3jYsavv628zdabJgqxE2HHeGcGp/d9uelun5diOqBLmCqcOZyf3YlROtoso957MyjvdkRmVZTBy2ottOwkA45+/VVCemUbPFg8xlTBv0nGamlqm0VuNmxsdMNUGgN+/XQKw1eT6fwXgOe7vWkLIEBRv5x9QSv/aaSfdgjfdmCGXz6PGS7CUp0hlFGF+aSaNr3yyW9XoiU6jX8wpued/5RNtGJtKoqHWp500tbOnBYd292BP32p8+/lzaG8OYUd3FN/8zMcRCQc07XZHd1TqcGW/s6RnRlqAqDWxLSEfaevUuSnaPMsJXLKqXwa37bgJGnJL0+TrcupwLqdd2T2WS600K1+p989gd4fg5F0aPX+ZNm2k0Zv5E5woKSKMArDM+v2RCZgihPw6gAEAu7ivN1JKJwkhXQBeIoT8I6V0VCh3EMBBANiwYYPr9sUUCIWCPUGfzVMsqaT7NfW1mJhJY24xh//2oqKN13iX0Bzya6ybhlrFRv/E8+9hPJ5Cs7qTUCJkp3Dbxmb87l+/jROjcQBKBOwLw1fRPFBkwLA887zdjmkPTMhHwsbHi8mCn1jQFWA/CtZospsFLjkRVk648Mtl4pDhegqvSrTrhp3idiET+1mOo5lBHAdGz8HJGbNG7BuZwDQKmDJjBrH62XGddmHt3JX3+0YHTE0C4Hu0Xv1OB0LIHgD/EcAuSqlGfaGUTqqfFwgh/wDgEwB0gp5SegTAEQAYGBhwdyQ7lMHEs24KNk93v2V9I14fT2ApDyRSSvm2plr89u5e/H/+8iw+UKNj25uDAKDx5e/ojAAAxuMpbIyE8K0H+/H6eAKpTE4T8jt7WsDy2jw9NIEjDw1o58ACxePMXnkvhhOjcZ2QB8xDphnYgNnTt1rLVsnb9J3ayMXBaHeS2oWsfCU0bLtwy6Qot13A/WLmtK3rFbhm17djVj8PJ2fMir4nM+3cLKmZLGDNnKppDn4nICZLM6v3RtvoXwfQSwjpJIQEAHwOgI49Qwj5BIDvAdhHKb3Gfd9MCKlR/98CYAcA3om7rFAzGSh9MbnuzKVZqGeKwK9GWUXDAfxoaALpbAFrGmrQFPRjYjqNiek0GoPK+ri2sRYPqJzXi4kUXn7vGlKZPKaTWWztbMbBu7rwx5//BA5s79T49o89q799FkjV3VqHR+/frBPyCsz5v4mkkvs6lcmjOSS3jTrdfrLBGAooKSXc2IbtJjzj23TD8nATqOSWSeG2Pb4c4Iwh4xZO7L1OWUSAPd+Om/rt+h3MxpCM7WOW1EwWsGbn+RmNBda3Jx7sL0mWJvabr+OG2ugppTlCyG8C+CkAL4A/o5S+Qwj5JoAhSukxAH8EoA7AM0ShOL5PKd0H4GMAvkcIKUBZVP5AYOtUFOJRgn4PQVY135jp9gEfAdSNwJIqeCml6Gqtw+BIHJQCM+ksarzAUh461s3/eecKtnZGcMv6RqQzBRx59YJW772blfwyo7EFtNQF0FJXox34zbQPxplvDvs1DZy3t1sd7M2EMlDMfW0UkCJOKjsmFLe2YasgrkqxPNxoruUwSpbTjyCinF2OE+2w3Gfo1PdSTjoKvmypqcV4lybT6M12AHaen2je4u9JZAPxmr3R7hjAjbXRU0r/DsDfCd/9Lvf/PQblTgL4pXI66AT1tT7dUYI5mzZ6H8e/ZyUI8aDWp2i00boArs4vaVo/s9F/56XzmklkW1cUb1xMAADWNwXxz7as1ezjB58a0lg0zC7PzCmHdvdKU8Hy9nbZtvnoyXEAFPv627QgKrEOVtZo4jgZqG7t5naOkysHbuya5TgxPyp+BCft2aFDinAikMX6y7kvo7Jsl8YfnclDZqM3MyEaBXsZ3ZdRv8wcsOLiNJ3KVJOa2cEHc2nd3x4APl+RFmmEpnANFnMUc4s5LuaqACb2VcYl6mu8mF/KY25R0egP3NmhCdl0Jo/BkTgiYSX5WTSsHEv27effw2gsiY2RkKbNHz05huPnYtjZE9U5ekZjC3j1fAwH7+rCZ+9oNz0diiWaCgV8+Op9m0wnllvNHdBPaDdOWLvMFLeT36ld06mWLF7vdpGwW66c9ABO2zPSjoHK+2HcOFxl/TXS2vcPlB6dyUOm0bvhusvuy8zBatYWS3nCstgePTlu6Y9zixUl6NuagnjvalL7Ow8gnysg4CXImKSynF7IaEcF1vp8SGezAPGgaNlXJP28qtKzyNjvD17QaJV+r5Lr5rXxaezojmra/NC4ouV/5hPrNO58WqVw9q1t1Ambb/zkbQyOKE7c7taP6QTXaGwBjz2rsHUUB5IS4GFHi2cOX5ZBk8Gp5s7vNkp9CaVw4vR0O/ntsovEewAqn3ueoRyTi93d2HK0xaOcRcaqfDkZIZ988bzUkWkVyOfkcHDA+hhB/ncjB6t1GhLR/2bujysHK0rQ+zxy33ImT3X2ehHEQ7hrFWE+Hl/A5jX1AIApNf3xusZaXJ5dxGw6h45oSBW20A4e2aqycG5uUwT4914exYnROLpbw7q0pEHVyTn8wZzO0898Al2tpYOf0bVYuuFQwKsNQmuBap4Vz0lOFTOtSYTZxBThdvLLaKaAvWRddvBhNrksZ1tud3J2rl8O85dVm0aHgwPujhE0OtCHh4yiyrfFUpmz38xSGJeLFZWmWPR+B31FweY1udOWcABrGmoBAAUK1HgJ5tJ5PK9GtV2eXURHNISdvcrJUI1Bn3bQSEc0hLt7W3Fodw82rVYWBrYg7x9Q8sIwtg3r34HtHdjRHdVSIDAwPn6tz1PizT+8t087VJwNIJYLx4xFotQhT93KINZnBKY12Y0K3T9gP6eJjEXhlOHC6jDrm9MoVTdRrXaZI+W2Vy5N1G5bThlRbhlUVoiEjXMyWY3h7748AiVN8Yiuvi/t6saxM5NqXqjiXLQau/w7Fp+jLKcNH9HOno1Yzk3KZrtYUYJeTIFAuSyQBRPTjdcDrGtSBH06W8BSnqIx6MN0KqtRKcfjKbw2pphhZtM57OiO4tYNTRiPp/DUqYsACEZjCwCAYKD4WLesb8TOnhbtQBJGsRvoiKhXFBejA9s7cWh3D4Y/mNcSkjGB1d1ahx88fAe6W+u0BYQ/kcpIsLBt5Vk1Z48MYn1mEAcs30fZtbLQcrN6zcLmrSCbTE7hhj5ZTooIt3RNwD1N1KhNK7qgk12QmZAsZyEwKms9hs12tfrfNEYcYDh2zd4xT/MUFyb+WYrP+0anQPjoQMheqfytCPhc6dUaMnmK6ZQ+vfHGSBCXZhbBct001Cpa/Ja2RtTX+vDNz3wc3/jJOwAUTTydyZeYaZiQZWe9AtBs3If39mnmFx5nL81queZZoBVQun3k7ZG8t17GS7YytxjZN822w+w6dp6t2EfxOjcap12nciXbdGMKWQ4WiR24vU8z5oqVQ94O2AJvlLSsnAhQxT9VGuAUCZufu/CVXd04f20eX5GYow5s79DNRfYcDu3uMc3/ZDU3ZCQHM1PjRyYFwo2GyKPnBb0Z0/LSTArJpQI8RLnO5yEACBLJLGp9HvSta8Cb788AAC4mkphN5/DC8FV8cWcn3riYUFMjUF1Q1BMP9uuELADcvK6o3W/ruiplOrDgpsN7+3DszGUtb47oGOIHTDHydVgXdcuuszp4RKwPsM46yUfemvH83bBNZPfIno8doeiE+mc2Se2ikouZE7hlABm1WckQfCOBDJQXAcoCnB5/7l2cvTSjIwWY1Ss6Y43YM8zkwu7ByqkvO9JTJDnIDhqRmd2WMwXCijLdNAmmm0LenFbJfLCr6mrh8xBNyOcKFCAEjUGfluZ4a2czAMVsc0dHM/YPtGsnUAXV06tGY0l0t4Zx/FwMX3/6DADgiQf7cc+mVpwYjePIqxfQt7Zetz3jt29sW8ci6ti2XDRFiFs+3n7Pg13HzqJ0elybVURtuflU+HrsHGVYju2bh5npwI1N3k2ZclCOuQcwtnVX0kZsFHEK2POlmMHITKOYjHq0xYXHgTs7EAn7NWeszEzCm1xk71M2V9PZgmbCNH4OivmS9x/IzG5VG71NzAhJzTIWqeiZln9lLoVcQbHLd7WEAACLmaKxx+/14Lu/PoA21Y7PArF6V9UpZptsAaOxBTx6/2b80a/dgo2RkGqTH9fMIod296jmG+Wc2WNnlHRBbHAdPTmmE5q8UBNtnqKg4u33PIpaizxM3U6aAl5jEq+vlNPNaFEpx/ZtBrMFoxI2eidw8wwr8dxldZjZj93AyMHOUw7d3IcRKcBscRFTIMiEqpWNnHf4AspOIOhnItTYZCBbmGSLUtVGbxPRsF8XGev3Alk1mpWZZWQoqAvCxkhI++7y7CIWlvLweQi+ogqXSMiPyZlFZHN5HD05hiOvjuGhbRsxMZ3CI/f24vXxBF5+7xouJpTU/EPjCW0AsqCmr/zvNwAUc9ywrd0bFxMah1605SmgWqqDA9s7AVhHnYpbdH4hsWua4SFud/n6nWj34rV8PTJnrKx/dmDUJzOTx/W20bs1FRmdO1pOu06pqgxOnrOMcuiGLmlEgzSiTIr0Splpyc6Rm6K/i1EkzeYiW5hYTip+UVL8GN5lt9GvKI1eCXIqggl5APCb3CkLnM0VKK6pC8Xq+hrU+j3IFSi+P3hBrd6jfbKgp1q/Fz94+A68Pp7A48+9izcuzuChbRvQ3hzEidG4jrL1zNAETqvMHaYJRMIBpDM5lYffbDjh2cKQzhZK2CVWtEjWNq892THN8JDZFHkN24mWKV5rpKmXa6pxo/m6adNpGV5bdmsqsstmctuuk3sq7kqNGVgMvNZq1Ae7pjyxPsCYeSVq9DLt38qkJNtJAJC2J8KoPX6nXtXobSK+oGfO+AjAzh4hnGNWBPspvpDRdgTJTB6LqnBd16SkJ9YO7ZYc3r2nbzWeHprA4MgUgKiWypinc93eEVF59y2aVg4oZ8cCgN/rlU68RDKDtyam1baL31sxasy0J+b4Oby3z5YGzrR/o+AnJ5qp0bWVSDdQbgoBN206dTinMnkthcX1zLljtfMQn7/TBGdWDCzAfrIwu0qIWJ9RrhqjgClRq7dK22G1kzDb3cp2Yjw7CbjBSc0+KmDJxxh4E31BIpwZmEbfGPIBFLi6sIRwwIOg34N0toDLM4rQzubyxU+BlvvC8FXNGbuuUVkYtnZGdEFK33npPMbjKXS2pHV2766WEC5Nh/A1g/wWyk5AEfQ8Rx8Atqxvwpb1jdIJwQt1ceA5zW5oNvHKMduI7ZR7GIiMTeG2r0ZwW4cd2p5duFmQrBYHMyaJnb5YMbBkfZA9SyNTHoPZYm40hmQpEGTmE74uM3OMmWAXFwH+d5F2KjJtqknN7EAQ5gEPsKiab3gzjgim609Op+FVzTOxhSzS2QJq/R58Tc0PM62eKzudzpWkpWAa/Wgsiag6KG5Zr89lI9Mqnhma0A4Vf/m9GG7d2FzSv+JOoFW3E2CeeyMt20xDcULlstL+nQhos2vdUg2daPHLsZjYhZUAcwqnC46MQivzlaQyeVf3Z7T4mO0UZM/SahEzWswV86I8uZjZwSOAszQIYh/NtHuxv+K84xUuoKrR24J4lOAiJ9zN0gSFAgTJDEUyUwBQgM9DcEtbI14djWMxW9AEcCSknGAVCQUgSnpeo+9oCeO18WmIUXjfHxxDIpnF9wfHNK1i/0A7XvzFVbw2Po10Rh7WxXYCXs8UfpvT+mVbT93zMNjGsv7aHVTsWpZnpxzuuVthbgYrLb7S7Vs9dyO45b2LKJqA3J3uxGAUzKNo5qXBfG4htuPWvGY2nlk7Rqc3GR0laCbU7b5n8R54+qp4j2x3zOYd/9typileUc7YSMjdulWgikBuqfOjodaHXIHizOSM9vt0UjEHsXw5Xg+KUbjq556+1VrA1OUZ5ejB4Q9mdQ4dRt1kn4AyKPo3NOvqEnF4bx86oiGMxpI6vq4ZnQww5wWLjiAz7B8wDy83c+w5oUi6pQ2W67R1CqvnbgeVoGTaOd3JDEbOP9k7ctJf8Vrx/fDv2YkzmpV77Nlh3S5GlltGhMijt/Ms7L5n2T0Y3aOR8zgSDmjxLox6XUmsKEEP4tX96bN5d+xUKS/xoCOq2NfXNtSivlap7+3Lc0r1HOtGNN0cO3MZo7EkOqIhfHGncnTg4EhcN0CawzUAgAtTKf2EMXHyAgpP/lPqwBC1fjNPvTjBRNYFo2zyzCAZjHjLdsBzj+0sKG4El5Ww4O+7Utz/chYXJ6wSs7YPbO8oK67ASYBOpVhVZuYVKxgpHLxCw7RmcazJkprxMHoWbpkwRuXMn7l5ltlysKIEvci6YU5Wv8f8wbFfo2G/9let34vOaFipR42wpYXi52JWEbjsk0n88XgKv/+3w5oZh3/RRlkrg6rHffiDeRNhKB8EbODw2TEZxAjI0slqf2AZ0dasYLUbkLVhFpHoBvx9uxXQlQzeckptFbGcgWNGz9rJczO7lplXACoVyGZgCocYaMS3Z7wgGY91GXWYwW20qpuFY1//OtyzqRX71HOoK4kVJehZpkkRRnnoGZgp3+f1lphkeKjn4YIQgnNXlUyV7HNffxt2dEextbNZ0+xHY0kcO3NZKx8JB3BzWyOAIi9eKbtO3QFMGQrDYg57vTnISpCaCbkD2zvUaF1qe8I5PXT6maEJHN7bV5ZwPXpyvCwtnL9vt0KyUjsBvj92Dm8RUe6iZ8WlN7pPJ89NVDB4sHsHiOuoWNGcwvs+jHYLStCjX0tqxkM5mOe8VheD292H24WjmgLBJubYoa4qeNONmVJfq+WtpwBVBTAtmAr9TeqhJOzzheGrODEah9/rwaHdvbi7Vzm7Mp0R6D4SMw0z++zsaTEcUMXdQLzE1LJlfZNhTnIz7cpN4I2b7b5R7hC75QFa1kIBoCwN2GziukG5u4FyFhyr8pXyd5gtGKxut8/TSNlgu4VQoDQeRQyY0kOu7bP6zFJ8y8DYcLL00WaK0nIGTK0oQR8J6m30vMnbzjnhiomGe+kmtvNav1f3yZyxgyNxhAJe1BrlwJAsHszu3re23nTyE1I6IM0GFWAevepUgDnRcCohHIu26E5X+d0rpYVbPWO7/XEKWdlyBbFVeXERctt/xdkvTzBWzvME3JlFzJyxRjtbJ2ZHHmZEh6pGXxHob8ckRkqHRTV8NpHK6gQxS16WKwieV9CSRYCnV+7pW228G5AtHuo1b12aNZxQR0+OY3BkCjt7WnRBWGYTCpBn3OPZD04mnHKYseLMsrrezWSuhB28EvZ4EeXUU85iIyvrxPEsg1M/iNv+mzFW+OfpZiExEqRmgtJMozfa2UbCAS0zrBMt24zocKM0+hXGo9cPFr8HWLLIYAkA9TVezC/l0Rj060w3LL99Mc+9h/vUa9d8wNQLw1elAj2RzOCtS7O6ckAx783psQSeGZIfDsJMQFkh9bJRdB+DGcfcef5r+4cXKxxkZ4m3lIXkPFKZPL5qECVsp132acZbdxJsJKvHbvlyePtuyroN5jIqZ9YHq2dgp/9u+iumDrAT0WoUMMVgNBfcJxozJ0/I6qsePGITkbAS0MRAPJ5iakoTJFXb/kwqi9UNNay0llIhWscGcaH4aZICYU/favzodVUzIHozi5bUTHWuJpIZpDN5bO2M4Jb2JsNJwVIf8IuBWQCJVXBJIpnRDhy3O7DEw4zNYDQZzWF/IeHhJkdLuRGyZuXd5owxq8PutW4XFqNyZv23eoZGZflyRu3aXUTsRrQaBUwxGAlZt4eB7Otfh7OXZkoYNGb1LefBIytK0GvauIpMzoY6z0GhVxbhUz24Po+4OhOdTGK26509LRgcmcKxM5N4Z1LR3INc2kx9KoMOAMqgP/Kqsr27d/OqEq+/EiBFuZPhSUngCVA60awmoR2Kn5skY+UIHScLiXgvToV2OZq2VfnrnWbBSWSwDE5TKVgpEVYw23XZjfq1jmjV7yavt0ZvVO5DrdETQj4N4EkAXgDfp5T+gfD71wB8EcrRrDEA/5JSelH97QCAw+qlj1FKj1a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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "const5_line_stg = 'y > 0.2' ### Python string with the required equation for a parabola\n", - "user_const_stg_line_instance = ps.utils._constraints.UserDefinedConstraints(all_sensors, data = df, Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' , equation = const5_line_stg)\n", - "idx_stg_line, rank_stg_line = user_const_stg_line_instance.constraint()\n", - "user_const_stg_line_instance.draw_constraint() ## plot the user defined constraint just by itself" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "#### Combining constrained indices for line and parabola: \n", - "Common_constrained_idx_stg = np.intersect1d(idx_stg_line, idx_stg)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sensors = 0\n", - "\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_user_stg = ps.optimizers.GQR()\n", - "opt_user_kws_stg={'idx_constrained':Common_constrained_idx_stg,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sensors,\n", - " 'all_sensors':all_sensors,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_user_stg = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [15658 18378 29993 16573 31414 40090 21456 7748]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_user_stg = ps.SSPOR(basis = basis_user_stg, optimizer = optimizer_user_stg, n_sensors = n_sensors)\n", - "model_user_stg.fit(data,**opt_user_kws_stg)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_user_stg = model_user_stg.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "# sensor locations based on pixels of the image\n", - "xCircle_stg, yCircle_stg = ps.utils._constraints.get_coordinates_from_indices(top_sensors_exact,df,Y_axis = 'Y (m)', X_axis = 'X (m)', Field = 'Temperature (K)' )\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_user_stg))" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
015658.00.0082000.136713
118378.00.0069770.063449
229993.00.011413-0.051947
316573.00.0076760.124104
431414.00.006206-0.079055
540090.00.019092-0.241529
621456.00.0048990.187096
77748.00.0001920.005811
\n", - "
" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 15658.0 0.008200 0.136713\n", - "1 18378.0 0.006977 0.063449\n", - "2 29993.0 0.011413 -0.051947\n", - "3 16573.0 0.007676 0.124104\n", - "4 31414.0 0.006206 -0.079055\n", - "5 40090.0 0.019092 -0.241529\n", - "6 21456.0 0.004899 0.187096\n", - "7 7748.0 0.000192 0.005811" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_sens_user_stg = user_const_stg_instance.sensors_dataframe(sensors = top_sensors_user_stg)\n", - "data_sens_user_stg" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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QYmfEIk5iESfJdI0De6LU6gY/enuOnVtDHNgdxe9TkGUR0zJZPehlsN/DD9+cYXahSrVm5+K//UY3gvCY7aGqEj1dXqIRF53tLuYTNTLZBts2hwkGHHhcEqGgg/uPSiwk67x62I/SPI+6bnL9Tp5wSOHrr3cxv1BlLlkjHHQgyyIvHWpjPlEjnW0w0OtpfW4pggGFjriTXdvCiAKcOp+hWjWJhlVe2NdGvtDgys0cHpdMNtegVjdYM+TD71OIx5zs2ByxnxlF4q9/uw8BkCT7+KZnK1y+mcfrcxAMKOzaEsLtVti9LcjJsymSiTo9nW7+z39rNdWaQSyiAnZ0IkvQEXGyeX2QO6MFag2diekqb7zWQU+nm0ymzo/fn2fjGh/7d0bw++37xOe176GPTye4cafAd77RzapBL8ODPjLZBlMzVdau9uNxg8ctU6zoDA+6Cfglbtwp8MLeKJIo0tPt4fLNHI2GhazYz4QsWcjSiof/S4EvwphSJEAEo2G/1g0I+iUKJYNyxc6Li6KIZZmYJlRqJg8nqxzZH8PtkXg0VQUsKhWTdF7j5JkkQwNeNq8LIAgWhglrV/m4P1GhVNS5ciPH3bECqiox1ONh7/YQiixw8VoWUayzZ3uEVf0eZFHk+OkkG9f5+d6bM+zYHOLAzjAvvtCGSxXZsiHEhycXuHQjy/o1fg7tidERd7WOayFV5w+/N8WWDQEO7Ynyxqvt9Ha7UVWJ4UEvf/zDSR5OVFk14Gagx40oCvR2uT/zXOWKGulsjYZmEvApDPV70Q2L/bvC6LrJ99+cYXyiQmf709tZfAgXUSzpLCTrtMedbBgJtL7bsiwEQSAWceD3OVhI1Mh2NwgFHK3Pqo7HRqst6uTFg87W65t3CkzPVelqd9HVKRHwPy6syZLIob0RPjmfweWSGOh1cetegaE+D06n/UD7fQpffrm9ZeDb2x5veynujpVIZxu8diTOumEf1ZrB2lW+lqG7fivP9FyVV4/E+fqXu5icKtMWtbeVL+goitBa3Bbhckr0drnp7nBhWbbRHBn28/axOfw+hYDPXtAWvwNA1y0ckki+YEeC3Z1uXj/ajttlH4/XI7NqwMuqgWceBpZl8fGZFPcflhjsddPb7eE3vtmDwyFSrRmcOp8CLNatCbB9YxALlhn0xe94fI4f/17TDL7/5gzlqsHXX+8kHHS0zufVmzkuXsvy7Te62bk1giQ+vR1JAql5reeTNfq73ezdHuLE2RQuVWLzhgDbNgS4ciNHvqhzYPdjBwOgv8fD3p0mN+4WuD1aZOeWEJ3tLhwOcdl9sZCocWeshNvjYNfWEPmixo27Bfq63awZ9FKtGmiaAS7JThML4rIF+88LK41XnxOm9fkvQkO38/atbZhQrRnoOnS2O3C5JApFDd3OamDoBm6nyPphH2MPy6TTNRwOkc4OFVURURwCtbrOwT0R6nWLdKbBuUtZXE4J3TJ59XAbO7eEKJd0FtI1+ns8nLuUoVDUCQQcFEsGxZLOyXNJRoY9DPV6ePFAGwG/zKlPM9SrBmcvZpmeKRMOOxjo9aDroDqkZcflccl0xp0oCvzkvTnqmkVbzF4QRh8UyeQarBnyNBcz+8HPFzQqFf2552pktY+eTg8Xr2YYnyiRzTVIpev0dXsolQ3qdQuEn8/7qdUNSmWdw3ujbNsYBGA+UeWtY/Pk8hrRsMrrR+MossiHJxMUihoNzWR6toquPz+S6+xwMtjvYeumIOuG/a3fF0s673w0z9jDEkf2x3jtSDsIAjfu5MkVtGXbSGfqXLuV+8zv2b4pyAv7ojidEl3tLkzTar3/0VSFWt1geMiL6rAjpK2bQgT8CrphceJMgg9OJKg/JzUgikLLoMqSwLZNQdav8TGzUKNaM1qLkWVZzMzX2LIxwKoBL6II9YbJxatZ7j8qt7anGxapdB3TfPraCIJAT4eLQ3uj3Llf4sLVLNGIit+n4HJKdHe4cDklejpcaLrJsRMLzMxVGRsvcu9+EdO0MIxnX3NJEunqcLFjc4hiSePsxTSPJsvcvFvA71foiLsY6veRSNb44x9MkcrUH39WFLEQkLCPVdNMerrc9Pd6yGYbzCxUCQUcbN8cQpZFQkEHP3p7hrOX0q1t9Pd6ePVwHEkSUB0iTlXC45YZ6PW0FqZMts74RJmGbuHzyfT12FFQpapz4VqWtpiTrg4Xpvn4fFnNc//njRUP/3PCMj9/SmcRHjeUK/bP1ZrN2/1rX+vmX/4f45iGXchUZIu+HjuU/fF7s5RLOrIioDokXn4hxq17RSxLAEROnkni80rE21Tuj5dZu9rL3/7NQeJRlflEnStqlpNnUgQDKq+/1MHFa1n8Xol0RmM+UWUhUWN2rs6W9RI7t4a4cSdPKCiABasHvHxwOgkWfP31TnTNIuBXeDRVQRIhFlE5dzGF6pR4MF7G51da6RAAh0Ni3Wo/O7eEyOY1KlWdn74/R6NuEo2oHN7/9ECeckVn7SovIhaZTINS3GBy2jaWX3m5nUDAwQv7o2zfGHqqYeVJaJrJ3bEimm4y9rDM8JBtmEVRQFZEBMFOsSmKyNrVPkplHbdbZna+yskzKY4ejNHZ7nrmtjviLlxOGV03kaTHi6DbJWFaFhNTFXZtCSPLIt66yfCQl1jEsWwb88k6448qDPV78T5xHLpukso0iEZU3E0PffOGAOvW+lGbqbDJ6QqFksbeHZGWcTZNi8vXswT8dmR0/lKGBxPlZYvS8xCLqDycLLN1QxBJetwA1GiYXL+dpyPu5JXD7QAYhkVHm5Nw0D6m+USVD08lqTdMXjsSf+Z5274lhGVZ3H9YwuuRSWXqPHhUoqvdxZH9Ua7ezHP+sp0zD/ptJ+hO8/olM3WyOY3Xj8afuuaiKPD11zsRBIEPTi6QSte5d79IrW5yeH+UcFBldr5CPq8x+sD2wKNhO6VjWiZYFlbz/O3fFcWyYGa+xu3RAiPDPgQB2mNOfvuv9TExXeY/fW+K/Tsj7N0eae2DIAh87dVODu6OEgouv84LyRrf++k084k6rx6Nc2CXHSFcv52jUNTI5TVcTomvvNzRuo6CAOLPRQf5/Fgx+J8TsiT97Dc9B40lTp4gACa8+eE8ptW8yKJAMOjEMk3GJ8oUCho7toZIpmok0g3+9EezVGsmOzb5yOR1rtyyvRhZFlm/1o8si1y4ksUyLGYTNXZtDZHJa3S1qzgUgUSyzr2xOqIo0NXuJBJxUi4bPJosc/ZihrpmEQ4q9HW72LU1yNlLOQI+iWxO49qtPO2xIvmSQcCnEAmr1DWLVf1u7j0w2bU1TDSsMj1XIZ1usG6Nn/4eN1dv5ng4UWHtsJdy2S46Dw95n3l+7o4WuXO/gCyLDA96aegmg/1u3C4ZWRbp7XThdUncvFtgIVXnlcPxZfn6pTBNi2JJJ51tUKub0EwUtEWdHN6roCgi+YLG+csZNq8LMDLsJ1/QMA2TIwditEXV517HStXgx+/O0hZVef3F9tbvJUng6P4Y1frjxWhyusL4ozKrB3z4vCL1homhm4wM+xns8zyVcgGYT9T5+EySIwdidLW7aGgmd0YL9Ha5cTXTQru3hzFNa1nawzQtEukGpgXbN4VwOkUKRZ18QVuWXlh6HC6nnTrI5jWu3MyzfVOQu2NFBvo8bBwJoKoSRw/ElqW4JElg84YAmm41vxfcTom2qMq5S1mOHJAIBRxMzVSQZaGVBhQEgdWDtlMwNl7k7liJW3eLHDkQY+O6AP29HlxOkf5eN/GYk2hExbLg0ytp7t0vsna1l3LZ7o8YWf3YuVg8113tLmYX6kxMl+ntcqM6JBqaxcxslfUjflYN2rWqni43Tqdkp7QEAbMZPSxei0JRwzAhm9eoN0xcTon+Hg9TsxVELGLh5UZ98ZxEI0/fM+lMndujBXZvC3NwT6zl9efzGql0ndePttMRdy5L35iW7eH/IlI6Kwb/c+KL+ve9HQ4m5xrLfjcw4GXsQQlNt6mZWzcF+fiUHS6uGnDRNezH45a5Ol9HlATmF6r4PBKfXsmyY3OQPTvCnLuUoaGZbBwJcP1mDrdbZqjfTUMzqdVM+nu8PJqqMrdQJx51cOteHkkS2bk1zKZ1Ae6MFqnV7QaYaqrOrXt57t0vMjIc4OiBGLpu8t0fT3H5epZgQOE3f7WP9jYXbpfEl15sR9NMYhEnkZCDn74/y9gDm6/f0+UmHHLQ1WHnUx8+KiPJAqZFq2j2JIZXeZmaqxAKOOjqcvPRyQShQJRol/3+a7fznLuQZs2wn7aoivQZBRVVlXj1SJx7D+xzseg9JVJ1/vTHU+zaEmLXtjBHD7S1jOG1WzkeTlb49te6PjN6cKoiiiySydXRDav1EFdrBuGQusw4rhv20dftbtUXLl7NkM42eP1oOwIwOl6iv8e9bOGKRVUO7I60zlOlYnD/YRmnKrU8SNUhks03EEWh9X2yLPLKC22Iol0AjoadXLmxgNMp0WjYDWSL3nciVefUuRR7tofo6nDTFlV55XAcr1siX9SIhBxUawaSJDxzsbh0PUciaXutne0uvvRyOw8elpieqyJJAjdu5zh7McPQgHdZ3QfshWmo30tbzEkyVScec+J2SaiqxI/eniGZqvOtN7pbnrjXLeN2SWgNk6nZKuGgAvie2qcNIwG6Olz8uz96xKUbefbsiLJ5fYB1wz7e/2iBm3eLvH60Hbl5rkVBwLAspCcutQV4PbZDUKvprUU2HlFxuiQSmcbPjDAXEQ6rKJJgLyJL7hWnS8ZEoFLVnzLsAja9dLHW9OeJlRz+58QXzaupzuZD2doOHNodQtPtAtWvfq2b8UdlGrp9s3m9CmMPS9Q1i80jfkI+mWRGw+9zUKmZ1DSToX4v8ZjKUJ/H7vYt2R7J7HyNatXgxJkMw4NeXjzQhsct4XCIxMIOvG6JTK5B0K9w9WaO9z5OIgoWj6bKHNwV4dtvdKM6RJKpGqc/TTE1U2Wo30PA58CyLG7cyfNoumIbG1VizSofmbzGmU/TtLc7+dorHagOgXS2wa27Rfq63Xg8CoooomkmkzNV9GfkZL0emfY2Fy6XTeu0EIiEHhubmdkqHq9MX5eLStWg3vjs5VeSBDudYcGN2wUsy6JS1dE0C6dTRhAEomEHmWyDWs3A71PQNJNy5bMpcaIo8LXXOvjyS53L8rR/8qMpTn+aWn7dVYlwk4FUKut0dbhYPehDlgXmk3UuXbN7JpZ9xiHS3+NpLQKqKnL0QIxVA48jo3JF56NPkty8WwAgm2s0PWqxtbgFAwovvdDG8KCX63cKXLyWbeXYPW6J7k4XPq9CQzPJ5jXCQQVVldi5JUxbVOXDkwkuXMkAds3g0VSl9f2dcSf9ve7W8U/NVLl6q8DWjSF8Hpm5RA2nU2Lt6uWGuVTWefuDeSamKwR8CrGIoxWlGLqJJAr09rg582mah5N2jSAaVhkZ9nPtVp5Gw2DD2sBnXHPQdYNQUCbgl5ElAZdTIpWtksk17GdFWkydCHZo3bwV84UGn5xP4fPI7N0eQdMsbt7NM5+oks42uH63yKaRAJb5mEacyTYYnyhjWRb3HhT58NQCC4laq9YSCjh4YV8blgU/emeWsQcFsvkGOzYFiYZk7tyzC/Oz89XWMQiYX4j+/fNgxcP/vBC/2JXI5GsIgM7jduwPTiVxuwQcDos//O4UikPA4wZZEQkEHIQrOleuZQmHHDgcEtGIyPq1PopljUrV4MMTCR5N1dB1HU2zvfntm/w8nKxy9FCAq9fzfHI+zdaNQWYXqly6mmN4yGZ7tEVUTAuiYQdOp8SaVX6CAQeJVIP1IwpnLqS5P17EMKG7y0W5YrJxxEM4pPLhqRSR2Spel0Qk7EAQBIb6PPyt3xyks13lrWMLvHt8gTde6yCTa1As6bywL8rsfJWrt/KcOJNk/Vof2zaGllH4BEFgz/YwM/NV3vogx+oBDwvJmh1FRJ0cPRCj0TB584N5ylWNbZuC1GrgcIifKTiVyWkIInxwIkE04uDv/NYAqkPEsixyeY2PzyTZsj7A6kEvPq+MaVnMJ6q0tz07hw/L2R4ADyYqzM1X2bz+2caoXNE59nGCwX43m9cHAejucOLcE31uxAN2j8KxEwu0x2xKI9gecr6gsWbIS1fTY789WiCRbNAWcy6LMBaZR8NDXhTlMfXT45bZ3dzezbsF7owWePmFOMGAvcDeGSsgyQLdnTaz6e6YvbD099ive7rc9HQ93k+/TyEcVFopor07Irz70TxjD0q0RdTWdRZFAZdLQlEE7o4V+e6Ppzl6IMaBPVFUVeLLr3SQztS5dbeAUxVb3+Vx2zIQ2YLGQrL2zKgD4PK1HJoOLx5sa3nHdq7cbjpbdLwADMNEsKxWA9ate0W+/+YMfp/C4f1t9Ha7eff4AmcuZPg7vzVALOKwKcGSSDCgkMnW+f3vTuJ22VRRw7AXxpt3C7x+tJ3hIR+qQ+Srr3UyM1ux+18uZTAMizde6+KbX+6mWjP44x9MggB/+zcGbDkPy+7fX2Hp/BJA+oI5nWLJ7gwEUJv3aqHYYMOwH9OEQtm0OcFxld4uD0f2R0llGtTrGgImiXQdLIst6wO8eLCNvi4PDyZKjD/Mo6oiHXEnoYBMOqc1uyDttM1An5tCSWNisoxmgNMp8sL+GKYF5y6mURQRj1vm0rUcbTEnne0uymWdRKpGtWaybo0Pl1NCkS1EUUSWBPq63eQLDT76JEG+YHs6kiQw1O9pFjMNKlWDWFSlr9vNpWs5yhWdznYX8aiKYZrcf1gika4/M2Jqi9jsmR2bQ5y9lOGnx+Zb2kIut0Rn3MmhPTFEQeDd4wvcu19c9vmGZi5jp7ywN8qBnRFczbSBIMA7H80z+qBEwK9wcHeUYMBBKl1nsM/DrbtFzl/KPjMKWUS+YC+6i+hoU4nHnPi9zzZEqiqxatBDe0xlfKJMLq/xYKLChavZZdt5ErIkMNDrIRJy0NDsmy+X1zh5NoUkCq0Uz5YNQQ7tiy4z9ouo1gwuXslx806Bas146m9zC1V6Op14m2kny7KYXajjdsr0ddsG/tDeGIf2Pl1oB3jwqMTpT1PkCxrVmr2PPq/Cnu0R5pM1btzJMztvM5/cLokXD7bR3eHG5RQZ6HXT2/N4YdUaBu8fT+ByyU9RgB88LNLb6WKg1/Pc8+XxyNTrBqXSYyaYQ7FTcE9CsqWTWiyd+YUqmmZ714oismaVv5XLl2SRF/bGaIs6CYdsJ+fMhTTzCzXWDHlwOSXaY6rNVGrSXRevlywJ9PV42Lk1xOiDEsWSjlMV2TgSJB51cu9+Ca/LjsDBTjUhCr8Qls6Kwf+c+KL9bz63wKL9KFdBEqAz7mEuWaVYBFmETM5AEiX+8T8c4dPLWUpFHb/fgcctkc01iERV1qwK8MZrXWzbGObRZJlKzWLTSJB4TOX+ozL3H5TYtMHHtk1BdmwJ85u/2sepsylSWZ2eDtsojT0oce1WFsOw2LszTLmi4fPJ9HZ72LElxKXrOdwuiZ4uJ26nhMspUyybnDqX4tiJBOuGfbx4sI2N64I4HCLJdI3rt/KtMNamBtodrr3dLlYNPk5PlMo6umayfiTAuYtppmarT50rRRHp6XQjiQKrBj1Ypu3BHv8kQa1mcvRgGyOr/TgcIl0dzqeYEafOpfiP351kIWFvW5IEFEXkwO4o64bt4nYk5MDntfnm3Z0upucqXLyWY3a+xoYRPwf2RJfxvZeioZl8cDLBOx/OtxaWznYXX3mlg97uZ/cZyJLAxpEAXq/CmQspRh+WCPpl4m3OZzYqLcLOxTv45NMU5y5mWud3365IyxiD7bEvNq89CdUh0tXpZPRBiZt388v+Vq8blMoGsZirdbwXrmbxeST27wq33ud2SS3e/ZMolXUaDRPTslgqNtLR7mJjU1zwp+/Pc3u0sOxzfT0efuvbffR2PTbgugEzC1WS6eX3xWCvB1kWefCojPAZ0Vxfj13kn56rUm7Sf51OCUGEXEFrFWgBEMRl2igd7S56ulyMPyoyNl5ifMKm1/Z2ubgzWuRH78wwPvG4ZX7tKp8dFfrsCG3sYQlDtzi4K8LFq9llomv1hkkqU8fltBfVqZkqU7MVLAGG+l0YJpxtXl/TshB+QTmdFYP/OWF+gU5bsHnK2hKWjt1cYTI718ACwiEBTYdUpgYW3LxXAAs8LgkEEVGERt1mZdx/WOTND2dBsIjHVHZsDXJnrIyrGQ4W8gZOVSKVrvPT92bI5nV+9SudhIIqV2/lSGdrqIpIqaIjyyLzyYad96/oVKs6G0d8dLQ5uf+ojNst09fjZu2Ql51bQ3TGnVy4mmVqtsr0bIXTn6aYT9QZHS/yaKqCrpsc3hfj22/0sGrQSyzipFDU+NHbs0zNVOjvcdMWcxIN2iqeTzZLLSKRqvHHP5yikG/gcAh0xl3s3BpelkqxTAtdt3hSXyoeU9F0k4Vkg2dBdYjs3manjhZzp+vXBNi6IcBHnySZmqk813gCKLJAT6fdCTuftPO1oigQjzmfyxpaREMzMQwL0bLrOLu2hp7plS/FvQclihWDcNiOHiTJbmBzP4Ph8ywUijqz8zZjprtzeZpqcrqKwyHQ0yyu67qJpllYlvAzi5KmaaFpJuvW+JElgXRWQ+CxMV7kzne1u3G5RMYnys/bFABzC1XmkzW6O1yoDrn1Hdlcg7pmksk2KJf1z2x+tDvH3Vy8muXi1WxrP7o63MTbnBw/nWzl37EsO4Xf3F5Pp5NYxIGqSow+KHDvfolNI36Gh3xcupbh6s081pI+g1WDPn71q12UKxpnLqS5cTtPW5uL4SEf2zaH6O50UyrrpDJ1fvr+HO99lGCoz82hvTEUReCDEwlEQWDfrhiyLLRSWAIClrXC0vmlgCR+flqmooDPL5EvGrhVqNTtcPLAzhi37pQxDPD7nRTLdXxehf/99x+Qzxu0x10gioyOl+mIu9i9LcTogwL/7385Sq6g843Xuxjq9/Fv/uAhj6YqHN4X4+jBGNOzVS5czfDdH0/j8cj4vQo7toQplnVKZc0uEtVNerrdpNN1fuObPTQaJrW6zu//wSTxqJPtm0MUCgaT02W7Rdzl449+aHfV7tsZwe2SmEvYi9NQvwdRgB+/M0tfj5s3Xutcxv12uyQW0jW7dd4tsWVjgO5Odys//CxYJiQzDUoVg94uF92drqfy9PWGyUKyTjTsaHWYXruVY2q2wm/8Si8e9/OvVUOzmJuv4VQlOuLO5u9MCsUGweBnS9IKgsC2zWE62l3cuJ3n9r0CrxxuX0aRfB68bpltm8PU6wbHTyc5eiD2FIvlSezaEqJSMXg0WWHdaj/JtN08FI89u0P3SYw9LFIo6qxf48f3RO1BVUUCPgVREikUNT4+nWT9iJ+BHjf1hvmZi9GtewUeTVY4ejBGV6ebkTWBFjUxmapx8VqO6dkKRw/G+dornVg/g1s++qDE3bEi8bjaqi8kUnU+Pp1k3RovbpfE5vWBz6zXCAJk83WKZY14zN6XXEFjIVlFkQXCIQeK3Gwqa+6RadgLgNulEA07mUvUcakC8bgTCwHDgKDfgaaZjD0s0dPlxuF43DWt67bC5v5dEdrjTvw+Bb/Pvoc+OJngwtUMLlWgu9PJ117txOWSuXm3QCrbsG90bFXOTc3ajig2g49fVpaOIAivCYJwTxCE+4Ig/N8+432/IgiCJQjCM6U7/3Lg84daigzTM3bor5u2YqSmwx//8BGaYb9eNejF4xaZm6tz5mIKt1vA55GoVnW8LoEvHW3ngxMJ/uV/GKdcNehsV9m7I4JpWlSrtlLf/l1hfvreHN//6QyjY3mS6TqrBz383l/vJ1/USKYaREIqI8MBfF6FcxezvHlsjpt3CxRKGifOpvG4ZEaGvWwc8fN3f2eQew/KfHI+xQenEkiSQEebk/Y2+6ZeM+RjzSof6WyDd48vICk2NfDJMxQNq3z15Q42rvVz9mKGcxezn5mfLBQ1NN1gVZ8bWYK+bluWYSFV49LVbIud4/cpvP5i+zL2yq17Ba5ct9MWz/NQx8aLzCdsSYL1a/zMLtR4+4M5JElgx+YQnZ9RrF2ELAlUa3ZTl6pIiCJUKnbx/LOgKCIb1/pZv8ZPLKJy4WqWiakyDz7D+3W7Zdat9TM86EUUBS5czXLpeu6Z702k6k/l6devCXBor+0I3H+4/HvWrPJxYLedvlIUkWDAgUuVOHYiwZ/8aJJs/tlREkDQrxCL2jTUPdvD9HW7mJ6tUiw2eO/jBKPjRdat9dPX4yYYUJZJVzwJu9msTrbYAMNCdQit79i4LsDUbI18SScSfn6BG+zorVq1kCWpFaWFAgpej8LcfI3eJgcfQBBERGwnrlYzmJmvcnh/jBf2RpmarTF6v0S9bnDkQIz2dicWFp+cz3D3fpFyRSebs2mxh/dFCAcUmzb7xDGuHvQ0I0CR9nY3jaYKZiJly5F/cj5NNGTrMS2m1AzTwvgFyY//Zxt8QRAk4F8ArwPrgF8XBGHdM97nA/4BcP4/9zv/YvH5V9ylF8/nEVqpnUwznfrNL7UjCgapjC0Ru29nG+tW+7j7oEQy1aCvx8O1W3nmFmqEgwq//vVehgd9/MH3prh0PUMk5KRY1vjgZIKZ+RprVvs4uLeNr77SSSJR5+0PF7h+O0cwoNDX48bQLQZ67YaejWv9zCVqFIp6s/DroFg0uDNWwjQtW67BsKjVDL791S42rw8y+qDI1EyFWs0gm29QrRo4FJGAV0GW7bFtH5xMtFI8l6/neDhVoT3u4jvf6OHwvljLc9E0k08vZ5ierZLN24yeew+KnLuUZc1qPy8eirNtU4gHE2XefHeO0fEi1SVFTvsBN1p0w6+83M7vfqe/xeLI5TU+OLlANtdA00xm5iqM3i/xcKKCqkqIooDPI9PTZS8qDycrdoH8CZTK+lOGtLvdyVdebufQvigNzeKDUwku38i1/j41U+H2aOGZi5vdgOajvc3J+GSFW3cf10Aamt14V1vyff3dboaHbIrjgV1R9u+MPLXNYknn3Y/m+aMfLDfUbpdEX7edShgefLrprVDUuD1aQBDg0F67gJ1M1xEF4Sk5jWXH3+nC6bTz6gDjkxU++TTFvfEStZrBl19qZ91qu6HtZ6HesKmOHTEnHq/MR58kqdUMnE6J9Wv8eFwikiD8XCqSutm8H5vGVxTtxUyShGWU28WKgyUIzY7YGS5eyzLY5+HQ3giKInD9dh5JFJicruJxyuzdYUdnF69l+fhsCk2z9a/OXs7y/bdmnlog+7o9/I1f66Ony8UHHy/w8Rl7lsae7SFeOxJndqHOm8fmSC+RfBAEEKVf3pTOLuC+ZVnjAIIg/AnwBnD7iff9P4H/GfhHfw7f+RcG4T/T4ItSs+dTWOQMQzjs4Podm2kSCjro7nSSSFXQGnZ0sHFdgE/OZ1CdMuvWBHCoAlgWDydLFIoqsYiDtojK2IMS2zeHiceclMo2FfIP/qzMw4kybrdEwGdPOrKAvi4nN+4U7cEoTpFYRGV4yIcsZVlI1rg/XsTvDfLCvgh/8L1pOmIOers9mKYdepdrOm6XTKNh8vrRdn7vtweZXajRaD6Qs/NVgn6Z7k4XO7eEUBwC7x1fYKjPgySLXLqeY8t6u1tzPlnDqYpcvl7B51XYuTVIW9TZKkpmcw3y+QYDfR42bwi2qIOLf/vodJK+bjeqQ2Rkta+lfAmgG/ZQCd2wWEjW+fh0in27InS1O9H1ZkooYqcQajWDxnrTliJedv0sjn+SxOeTWdXvZS5RZeuGYLPJzTagYrOZKLRk3yZnKmRzGqsHPEzO2Eqm0SUean+Pm/4ed1NXyWpFJJlsg3OX0vR0utA0i/27l7Nvlh7/UnjcdsrjzliRet3k5t0CoYBMoFn4X0xdPYn5RI1L17Jcv51n97YwA70evvmlLhwO8TPz+IZhceJMinDAltVY1e8hHFQQgWS6TqGgcfNeEa1h8s0vd31mysvjlvnW17q5e7/IOx8u0BZVqNV1BFFAECCdtZvBJmeqbN1otJqhnoQo2t28J84kGXtYZP2wTZMdHvJy8myS2YUq2wnZ723y3U1Tpz3uZO0qL7lmd+3MXA2PS2bNkA9dN8lm6kiKXUCfnKmxa1uIgV47YqvWDHo7VYrFxjO1kfxehTujTTHDfnvRzmQbjD8qEwkpuFwihrH0c8IvrPHqz8PgdwFTS15PA7uXvkEQhG1Aj2VZbwmC8FyDLwjC3wH+DkBvb++fw679+cOyPn+stdTB0xr2i4APqlWblz8zU8HnkZEkSKYbfHAyQUMz8AcEdm0Ocf1WEa1hsHNzgOOfJLAEge64k9WDXtrCThZSNi+5u93WDz9xJonDEePmvSKGaeFxSUTDDkRBQJItJEGgWDEZ7Pdwa7SI3yOzqt9DV4eL/buiTM1U+IPvTXDtdp5vfa0Tj0ugv8dDsaRz6lyK9Wv93LiTR2uYbBoJUKvpFEs6t0eLHNoTbY1TrDdsSYB7YyX8fglRgGjEwex8jbmFGhvW+nG7JF490m7nV8MOFElgPlHjyo08N+/k6et2k841yOQ0vvJS+1OMFpdToqvdSTpTZ2q2SqVqsHNLqJXnjYZVvvKKrVPS0EwO748Rj9m88PlEjXePL6CqIkf2xejqcDHyDN0ZSRJYt9aPSxVJZxvMLdQYHjJIZaoYusnwkA9RFFi/Zvlnd24No+sWumErW7bHVW7cLhAMKGxtirktHsNSxCIqLx5sI5WpMzVdhaYGTT6vsXVT8Jk57FrNwDAtNq8Psn5tAMOw+PRKBkWyi/MH90Sfq8o52O/F65W5cTtPuaxjWRaFksbVW3n27Yi08tFLoWkmkiSwYa2fQGAxmmpw6WqWg3uidMZdjD4oUSrrtMXUZca+UtHRm4JoM3M11gx5W/TgNUM+5hbsnpUPT6XoaHeye2uY3k43xZJdfJ5bqDHY9zQ1s1zROX0+zVCvl9H7JTIZjUJRI5lu0NvlIhJSmV+otwypbjQlTiwJ1SGxbVOIu2NFZudtnam1wz5CQQVdtxBEcMj2EPLtm4L0LKk/jT4oMjZuK5Uq8vJrWShpjI0XqGsQi8hsWGvfI3fvFymWNb7xpU4uXs1x7VaBnkW2kmWBJfzSevifCUEQROB/Af7Gz3qvZVn/GvjXYI84/MXu2ReD+QUugiw91sJf5OKvGvBx/Zbt1Xd3qwz0ebl4LU+9Ab2dKldvF/F6FI4caOP6HVvuoKdu4PHIFEsN7k+U+PbXutm5JczpCykmZ2p8cj7FmkEvu3eEObQnxpmLaS5cqlGqGrzxWgf7dkU5eSZFKCjjcMgIWIw/KpPO1HEo8db+Vms6tZpJR9xFJqPT0+lmz44wpgmyLOB2Saxd7efBoxLVus77J7LN/LKdxnA4RA7vj6E6JMoVjZm5CifPpti8IUhH3EVb1MmGEavltc7NV8nlNdav9XPvQYkbd/J0xFQqNbubtr3NyfCg75n0RadTIhZReTBRJh5V7UYt/XEO2DAsJmcqRMMqPq8dceTyGp98usC2DQEO7IpwZ6xAtfp8BU+AoaaBaW9zMtTv5ePTSaZmK3R1uJoqko+bfNxuu8PToYg4FDs/7ffbtMn5ZB3hZyRSJclm/MRjTtYN+xEEgUy2wUKqTvl8io64s6VJs4izl9KkUg3eeL3T9swlgZcOxanXDcYflfEvYUPpugmC0MoZy5LNgspkNW7fy9PVZPLomrXMWSlXdAzDwjBtz37rhiCb1wdIpuoYhoXDIeH1KkiyvfgN9Xuac3mXG8Hzl7MUyxpDfR7ujhUJ+Ox96+504fXIfOnFdsYny/zg7Rn72TFMtm4Kkso26O500dP57BpLOlPn5Lkkq/o9/PrXe4jFnDx4WOL2aIFwSGGw382uLaGWIZUlEdOide2Gh7z093qoNwwausWHp5KsX+unPebi17/Zy0Kyxnd/PM1gn5vf+fWB1naG+r2EmrLMT7K0MpkG759I4XaKvHb4se6SrlvcHy9z7VaBA7ujT3TWCliW+Uvr4c8APUtedzd/twgfsAH4uLnz7cBPBEH4mmVZv3xDa38GhC8ij7wkhZnO2f+PP7I1dAB++l4Sr0eho01mel7n/kSZgE8inWnwZz+Z4R/+vdUspOrk8xrjExVWDXgAnZ+8N4siS3z1lU5S6RpjDwo0NM0uAj4qMTlVYWKmwqb1QaIRlXrN4Msvt7duov4eF28esxUsb90rIjT16k+fz+BUJXZvsweZ9HS58LhtKYLXjto3bS5f4PK1LPdGZQ7siTIy7GebU+J7P5nm+p08f+s3+gl1O3C7JI4ciDPU523puEiSLc1bLOnohslcos7ZS2mSmTojq70MD3jZtD5AKlPn5p0CN+8WOLRk0MmTiMecbNsQpK/HjSAIy9IfC8k63/vpNAf3xtizzRYcS2frWJbd0bxmlRuHQ+TyjRzhkNqSQXj2dTSxTAuXU7QlkvtsbfdFg7FYL9iwNrBMUkDXLSoVe/Hauz1MIlVvSThcuJph+6bQc7938Vpt2RBE0w1OnU1TrT6dNoiEHNy5V2Rq1pbBgMfc+e1bHBiG1VLAPHEmhSQJLcXSUlknl2/Q3elEVUV8XrvA+pVXlhvWc5cyVCoGR/ZHiYQcuN32hLDrd/K4XLbA2NEDj7d5/nKWDWt9BPzLj23tai+NhkVXp4ueLjdjD0qMT5Y57Ixy406hKeMhEwmq3B4tojgkXj8aZ/vmEIJgPbdvoSPuYv/OCB9+ksDjUfjW17oZHvIiywJvHptD081l6T6jyZBZtKn2vWPfP6ZpUqkaqM2hJIt6P8WSTi6vLTPEXo/8VOf1IuIxlVJJw6HYw04WMbLax5vH5phdqD0VQQkiX6RU+HPhz4OlcwFYLQjCgCAIDuDXgJ8s/tGyrLxlWVHLsvoty+oHzgF/KY39F4UFjAw1ec7NjFC5auF02pLJ2VyDydkqsizicUOtamIaAk6HiGGZnDqXZGamhmFYDPZ7cCgCuXyDYlHn1r0C9+4XURSZ/+73ViMIEucuZbh6K8vIGj/bNwXpiKl8ci7ND96ZZWzc1u4Am+O/dX2QXduCnDiT5Kfvz9ma8LrJnu1BZudrTM9W6elyk842SKbr1GoGum5SrZt2Udcl0Rm3H0xdN4m3OZFEgWrtcSFVdYisHvJRrtr7axgWDc3k+OkEp86m2LbRHqAS8CvcvFvE4RBRFJFsXqNQ0ti3I0xH3Em5oj9VAL14NcO1W3nWrvbhdsnousXUTKX13ZIE0YhKW5PDnkzXm4bI36JyBv0KPR12ATKbe3YeFuDshQwfnkpiWRAJ2tOVljYjedwSa1b7ibctZ5LYs1BtRlAiVef4J0kWknUM0yKVqT+zSAx2dGJZtgb+R58kGBsv8/LhOBvXPZ12WrPKz8F9MWLRpxcOXTf56FSC85ftxp62qLpMrvn+wxJnLqRJZeqEAspzG87Wr/GxZYPdPHZwT5RYxNmsMxhcu5VbpoWv6xbFksal6zne/XC+1QQFtmHu67F1ePw+hZE1fjsiVCXu3S/y43fmUB0Sv/3tXl5/sZ2eDhd3xor89L0Zznyaeea+gZ1PP3KwDbdLstMoDdPucB7wMtjnJpVuMLvwuKHL0i1E4dn6WNm8htspLquX5Ar2sxF/TmrsWUjnNIolnYE+9zJHxO6iN+jvfQY12bI1fn4pUzqWZemCIPx94D1AAv69ZVm3BEH4fwAXLcv6yWdv4S8XpC+oU+33q0Ct9doyobtLJZGsNwecm8SjFv09XltMS7RwumSmZkrUaybhiIyIhN8nUa0ZRCMqqiqTLzb48TuzbN4YIJfTUWSB1YNuiiWDRLLO5vUhCmUNyxKoVDXe/mCewX4PG9b6+PRKlnBYYaDXS8BfBMseCOF2SRSKBuuW5KQvXstRqxpIErTFnHjcEuvWBDi8P8bcfJXJmQprV3nZvCFAe5uTBxMlHkyUGej1snaVF0EQmJqtMTlTYaDXw4OHJTKZBnt2htENi1jEQTTk4NL1PI5mA8raVT4Geu229flEjVPnUmxaHyCf11i3xo/XI2NaNDs8bdx/WOL+wxKvHW3H55URBDi4O0J/sx0/FLQnDi3lsIeCDnZts8dGHjuxQMCv0NPlfkpHvqfL2ZRaptlTYIu9LS5uHrfMxrXP1p5f9Erboir7dkWQJYFwUCESdDD6oNiiXC6iWjP48FSCoX5vs5tTxuWSnlv4VB3iM787m29w8kwSp/p4MtfGdY/1fpLpOuGQg4N7oly4Yg/qfuVw/KntAM/UFpqarSJLEv09XgpFvWUggwGF9WsCnDiTQBBgdqHG6oFny2Iv7eLdsj7IibMpRsdLhPwKWzYEsSyL908kMAyoaybpTB2/T3mmpy8302GpbAOtYaA2nQefT26yuR6/V2wVpJdLTOfyGpIotjjyYNcspmerOBwiHvdn92ksRTbXwMLCpUrL+hpM00JAaCm+LkZfYPcHYFq/vDx8y7Letixr2LKsIcuy/lnzd//kWcbesqzDf5m9e+MLnrHrt5e3tBsWJNMaLpeMQ7HZOOWyxVyiiiBahAKO5s0hkcrWObCzjc64k3xBZyHZ4OBuu+VbkkQsLNuLqmqsGvTR320/fNGISqGskUjWmZmv0tfj5cDuCJGQg7c+WODhozKNhsXYeImtG0K8/pItj7tlvT1m7uMzSX7w9ixzC1WGBz3s3Bqkr9tj5yodEtNzVd4/vkB7m8qh3RE8brvJa6jfQzjgoFTSGRsvcmu0yFvH5ujucPLyobambIObfbsirBrw8Wiqwo/fmeOnx+bZvjnI6gEvxZJuC201C5o+r8xgrwdJFJiYrlAq2x7jQI/b5kTn7bzZmlU+Du2N4vXYn7t2K8/123neO57g9mgBhyKyasD7TJkAn1dm07oghmExNVtteX6F5iSlaERl3bAf3bDYuz3Mnu12c9DZC2mOf5J85rSnJ6EoIuWqPdavUNTZuS3M/l3RpwqxkiTg9ci4nBITk2W7we0ZhcqfhYZmMvqwRDikPHMQyoUrGW7cztMRd3FwT5T1a/zMLdR+bh2XNat8vHY0zo3bOT48Nb/sb/GYyo7NYeoNk48+WUA3rOdGT4vYsjHIX/t6N5MzZX74ziyJpO0kHdkf4/B+u1/gp+/Pcf1O4Zmfl2WR/buiSILA1VuPn7nhQT+WANduZVu/E8XFyVKP9+nOaIF/+4ePWLvay65tYSzLTk+9+f4cl69n2bM9wo4twWXfWShqfHI+1ZxV/BiaZnLzds52NgSR77850+ohaY872TjiJxZ2cOFKhj/8/hTVmn1PW5b5M5vUvihWpBU+L8wvVrQVn/DMXE47d1iu6rhdNmWyXLEn8LRHnZRKBh6vTMCrICJyeyxvSwJsj1CpGJw4m2Kw18NLh9rQdItEqsFgnxenU6S7083aYR8XrmU49nECQRD49W92Ewk7KBR1Tn+axjQs9u2K4HDYYmKabvLdH89w4WqWjesCdLW7UBwiXXEnj6bKvHVsntujRTatDxCPqvR2Ojmw2+4svHIzzx/+YIq7Y4WW0du1LczXv9TFiwfbqFZ1LlzN8tP35tCbQzOCAaVJA7WVNg/tjdIZdyIK8M6H8/zH7z4itSTV4XHLbN8SYqjfw5df7qC9zUm1qnP9dp6PTye52VxQ3S6JeOzxQInd2+3BE06n2OqwBNvzHX1QJJtv8NaxOeYTdkpt7WpbJ+jwvmhrG5WKwex8jUqTw33uYoYLV3OtQeyrB72MDPs+swMU4MbtHOcvp+ntdLJtUxCvRyYUcDxTxqFSMSgUNEQRyhWDfFHnZ60nmmZTMXP5x4Yn4FXYuiFELPq0d/5ouoLLJbG7uXCFgg5mF6p8cj61rNdhKbK5BoXS4+27nPb5lmQRw1h+/H6fwoZ1AdrjTtqiTnL5Bm8dm2dypvLkZlswDItYRGXj2gDRsML7JxJMzVZxKCLDQ35Uh0ijYdHTuTytcu5imh++PUO9bjCy2kdfj5uHk497GRyKwHC/h2RKa6WXdN2wfXtBQNNMHk6WuXWvwMx8hR2bQq0pVLW6wdVbWTLN+cLdHcvTMOWKzrVbOe4+IeIniAImAuuHAximyd3RQotv393hYvuWEPmCxvhEmcnpcovBJyAg/oJSOisG/3Pii1wD3YByxb6YjmY0WCpDrW5SLIHHLRKNKBTLJqpT4rWXOihXde6OlihVNP7aN7p4MF7mw1NJuuIufu+3+tHqBt9/a4brt/J8/fUuOuIqbx2b5/54mUJRZ9/2KB1tKopDYPOIl/GJCm8em8ftlti7I0ytYXJ3rIRhWLRFnVRqBnJzas/EdJmL17Ps3hZi7Wovow9KrYOfXajyn743yVyixvZNIY7sj7FmyIvfK5MraPzgzRne/mC+eaw21W7H5hBvvGYzL370zsyyfC7YOe4tG4K2xohD4sadApPTVVyup29PQbBTTnMLNX787hwT0xV2bQmyaX2QStVoyQ7ous1y8HsVYhGVgR57Ju7igjQxVeHGnQLVqrHMUJumxanzKa4t8Q7b25x8+aX2Fq2xp9PWgq9UDVs/3au0+PjPvwcsTp239VYW3/9ZvHRFsfPblmkSCMi8fKjtM3V6TNPiys0cn15OM594nDp0OiVeOtTWkjVeRDbXYHqmQrls4Fui8Dmy2s/BPdFn6vTcHSvyH/9sggtXsk/97bWj8WWpIN2wmJguk0zV0DWL4UEvLqdEsCmhvIhcXuPhZLl1XT75NMXJcykKJYO+bg+rBrx4PVLLM963K8K3vtbVqr8sHvtiLevU+RSlss7XX+/i1SP2sJP7j0r8uz+awOWWeOmFtlZaRWrOWhYQyOQanL2YZqjfy5df6kBWRD48Zc859nlkXKotz/zw0WNBtNb3W5BMNRh9UFoWGUkibFrnx+kU2TQSQFZE3v1owU7nCAKT02UeTVVxqLaj4V+UfBbtQUsrapm/DPg5B2gvxVJxr5D/8Ytq87n89W/24mlS18J+hVdesI1LQ7P51S8diJFINZAU2Lk1xNZNYbIljWJRY9/OMIJgcXesQLHU4P/0N4b42msdxKL2YJTpmSo/fG+WHZtD/NrXu9m+OUSlbvLJ+RQPp4oc3BPltaPt7NsR5Xd/o5/VA97WQIa3P5jnD38wjd8n85vf6uXQnqg9EnGqzIkzqZa30tvt4Td/tZedW0Kkcw2m56rMzlc4dmKBStVAEAQ2rw/x1Zc7qNYM/vD7k1y4knnmDS1LAu1xlWjEgbjkxCVSNT48tdASvnK7JHq73bx4MM5rRzsIBhRu38vzwYkEyXSddz5c4O79xw9nMlNnZq7aEvQaGfa35ta+/mI77W2ulj6+xyVTqRpcvJptSSU4l3DlB/q8rBv2U6sbJFJ1Pr2a4eTZz07pCNgP/+7tkacigXv3i1y/lV92PlSHyI4tIQplk7MXM5Q+Y/A70GoWGur3PrsQuASWZS9qpYrOK0fiVKtGyxOuVHXu3i8+c9B8uazTFlVbXPKlWOT9L3bV5nINTn+aoVjSefFQnNWDPjxuma0bgmTzWislN/awyOXrudb3b1jrZ9OIH61hkwMcDoGZ+RpvfzhPvqARCjieUkcVRYFvvdHN0YMx3v1wnut38/i8Mm1Nmu7ZT1O0x1T8Ppmhfs/jZrJmU5eA3a9x9EAba1f5KFV03v94nvuPbIdIVSXe+FIXLqfEB6cSy7piAUJ+ha+80sFrR+PLvHJBEDBNePPYLJdv5Hj1SIwNa+05ubPzVW7dKyFKsHVDiO1bHiuTYgm/MMO8YvA/J6wvkNJRlzhLC+mnc5jDgx7KZftBkWRbETMSbmqTCyDJIpZl2tKugoAoCfjdMpJscfVGlhOn7WYsRbGLX4uzOX1eBYdDIJvTuHQjiywJPHhUYus6P20RB3ML9qSnUlnnxp08+WZb+Ia1Ab71lU7m5mq4nCKJZJ33jy8gCjDQ6+bLL3cwO1/lo0+S6IbF7LytcihJIr/5q71855s9TExV+fh0igdNOVnDsIuaB3ZFCIccnLmYYfTB4xC43rCLYrpu8u2vdvO3fmNgWUPS5Iy9vVtNed+AX2HXtjCVqt7y/lwumUrVll8OhxS8S8TTtm4McXh/zJbINe0egCd1TxaSdd4/sUBXp4toyMHMXLVl8B88KnHr3vK8cSyi8uWXO5Z1zy7F5HSF8ebUJkkSOLA79sw8ejJdZy5ZW8bFvnm3wLGPE3S2qRzeFyP4nIEfi3A5JV48FGPDiJ/3P17gwYTtNWeyjdYitwh70EyEHZtDmM0u4sV8d7VqUijYzJInF7Ctm4J862s9rYJ3Nmenw+6M5Umm6tTqjyOocMjBkf0x+npsLX+HYjet/eidWT48mWBypkIqU2d9k6GzGFF0d9iieru328ysP/3hFLOzZeIxtaUX/yz4vYotz1HQcC55XzSssm9XlFePtHHtVoHzlx6zfBbPt4X9zLW3OXG7JTaOBNB1k/mFGlqz5tDT4WL/rghTs1Xe/GBu2Xe73TI7lgxHX4quDhdej8KVGzmGB/3s2hZBEASM5rUpFjW743qJ1LXVHHK4ktL5JYDws7pmnoUlH3E6wP0Eq8vQLcJN47M4uKGtqToomOD1OpBEwe74w8Lrltm8MUi9DtfvFJhZqCKYMNjrWjaf8+FEhUYDokEFpyryo7en+Q9/PEEo6OCf/MP1fPXVDuIxlR+/M8O//+NH3G+Gq+cuprlwLc9v/1of/+jvDePxKOSLtjCYLItIEvh9Ml6XPTrixp0CV2/m+eTTFOevZPB6ZLZsDPJrX+9iqMmOqdYMxh6WECWRr77cwdrVfs5dzjAxbedz5xeqfHwmSSrTwO2W0Q2L908skGlSSDevC/Br3+xZxhyqVO3u3qkZm2rX0eZk3Ro/gYCDfTsjRMIq+YLGm8fmSKVrLCRrHDuRaNFSFzE5UyGZtruV168NEAk5WLfGz6tH4i1DNDNXY2K6sswIFooayVSNrRtscbInPffR8RJ3R4vLir9vfTDHxNTyHPaeHRGO7l/++a52J6sGPQQCdkOPIAiMjRc5cSa1TKCtoZmtnLrfq+B2yQT9DtxOkUSqzvsfLzA993TOvC2qEg2rWFhsXOdv9nbYevL7d0U4cyHDgyfSF7W6LVFsd0LnWmmzqzcKTExX+OorHS3vWxQFOuLLp2+pDpHhIS+vHI6TztT5l//hAel046kahmVZXL2ZI5GuoThEklmNrRuCz5VTWMRAnz0b+NFUhenZCoWShuoQ6evxcPueTRteKnMiYDb1dEzyBVspdGa+Sl+3m03rQjhVkYeTZe7dL3DsVJKR1fZUuEVN+2JJZ+xhiVy+wfsfzzPXpHzqukk628CyLKJhlV1bwigOgWMnFsgXNFKZOoos4PPZ8xhGHxRJLYkaRMF+zn8RKZ0VeeTPCeELVM+XLhGq084dVmqPH9pKzaAj5gaKVJqh7SIXWnJgc4WxPZFFo1Cv25V8TTfxqhJ1zW7xX6p9spCuUa5qdHdGeWFvG1eu55icKZLOavT1uOlr5nXTuQa1mt5SiZycrXL5epaj+2OEQyrf+WZPs3vV3vb9h2UKJZ1yzaBaM9izPcy1WzlOnE4QDTs5vDeGyymxcV2wtS9+n8Irh+O4XBL3x4tMTZfI5LTWAhWLOlnV7DEA+PRyhgtXsgz22sPQFUVk/RPesd+r8FKT9WNZFsGAwrZNIa7fzuFQBO4/rLB1Y6BFfXPIAqsHPcu8ZU2zxd3CQQeH9kaXURuXpnH27ggv68rM5htcvp4lm9P40ksdz2T9bNsU5PK1LAvJOu1tTmRRwN+MupZClgR7Is4SeNwyxVKZQkFrNWU1GibVur7sDrxxK29LYx+IEQk5cDmlVpNavW6weX2A2HMikHxB46NPkmwc8eFwiC1qoNcj093lRBTtvP2qQS+yJHBnrMj4oxJ93W5mFmoMD3n5yiudZPMNhOd4pJlsg5n5KmuGvJy7lMbtsvWHNN2kM+7C65WxLIvJ6QrRsAOPR8EwbUcmkazzjdc7uXm3yMSULdP9PGRyDU6dyzDY52H9GluVdbDfy/ZNQSoVnam5Kls3BqnUdDLZBuGQA9MUmqo1tmRCIlPnwaMibpfM0YNtREIKN+4UMC2Liakqe7eH+O/+zupW1/L0bIVrt/Ps3hbi8vU8hYLGr3y1m4dTFS5dy9LX46Yt4uDowTa6OlzMzFVJ5+qcOZ/G65F57Wicnk4Xl6/bE8H2bA+ze3vE1vf5BXVerXj4nxNfZNVd+glBWK6tA9DQDBrNjqxFJ89a/MGkNXZNXPJZVRUwdVvqQNMtJAk0bfmGYyEHDkUgkba9DcOwqGnGU6P7VvV70HSLW6N2WN/ZpmIYFuOTtocnio+7V4tlnSs3srhUkRcPteH1yDQaBm9/ME8o4OAbX+p4LlvF57UlB37w1iwPJiq8/mI7XR32IlOt6bx3fIGPzyQB2+v969/u/cxiqGFYLSXE67fzvP/xAqWyxvRsDU2Hnk67Q7i/x004pHLjXpGFZH0Zf1tRRF7YF2X75mDrd1pTrXKpOqaiiMu81U8v28b+0N4oDkXg5NkU9x4sZ2nIkkClalBuMl7cbpnD+5/Wvy9X9GXNYmB70wuJOsXy41z6+rUBXnkhzvxCreW193a7kGWBk+dST6l5qqrEyLC/FaVozeEri3CqIp3tTgzD4r2PFphsRluLg8zLFZNPr2QoNSOI1QMeQkEHXq/Mq4fjrdRhKOB4rqDb7EKN2/cKnDyXwtCtlozC2lV+fvc7/YSCDqZmKvzrPxjnx+/OksrUEQVbEfTQnjBrVvl56YU2+no+m5L61vuz3GiKv42s9rF3R5iRVfa9MzVT4d5YEZ9HYePaAJ5mV6woNMcIWnZ67uuvduByyZy7nGF+odas87QRj6lMz1YYfVAi0nQ+AIYGvLx0qI3eLjcBv8S5K1lm52t0tDkZWe3lveMLvP3BPKpDZMuGIF9+uYOeDjf9/R5OfZomm9UY6vdxaE+Eydkqp86ngKZoGr8YtcwVg/858UWCrKXNHpZph5JLoSrNiQc8bgEpF+wQb9GgW1g4mm3eum6SzWqYlkXA52AhUUNVbB2TRRRLGu+dSKA4RDrbVe4/LFLXLIJ+hdH7yyV7H01VcKoiyUyDRKpGMl0nFFTp73lsbA3D4uzFNI8mioiiSCzibOXA74wVyRUabFwXoC32bJ0T3bC4fa/A8dMJPB6JkdU+No4ESKXr3H9YolDQ0HQTj8t+GCMhB4P93s+86e8/LPG9n04z+rCI0ynh89rKkK8djbNmyIvDIZJI17l+O0+hqLF3R5j9u56WFQ4FHC3jBba3+PGZJBevZp9ZiE1l7Hz19s0h2qJOTMtOLzXqy6+r36fwpZfan+LPX72V4+rNXOv1+GSF0xfSFIqPjXs45OBLL8UJBZRlrCZRFLhxJ8/tu/biEos6beXGHvdTjUiFotZKFeiGxbGTCS5ee8ywUVWJ3dvC9HV76Ot2E3pi8IvLKWKYFlqTSuv1yHZ3cLqxLKKpN0xm5qvcHi3w0alEa5YrwNpVXl7YF6VSNehsdy0z3IuOwfhkmWDQQb1hcvVmjum5KhevZuhodzMzVyUUcPzMdE4626Cz3cneHRE+vZrl+p0Cmm7LSXR3uQmFFK41xfgWF24Lm5ZpNZ/Has1E0w38XoVkpo4gCPi9MtWKgcMhLjsusFloQb/C6HgJSxBwO2WbRlvWmZmr0R5VEUXh8YQtbEaPqojU62Zrzq6i2FIOi1G9KAoIwkpK55cE/3ksHVGwZ9ouRa1hoi/eTM2HoKY9/mytrmOa9mg9URTIF7XWQ6cbJuWqgSQLy9rqP/k0xcxclaBPYeuGINdu5enucmLoJheuZFFVCZfTVgiMhFQiYZU790oM9ZURRZG924O4XVIrzM8VGrzz4Twup8jWjUF2bw0xOl6iq93JxLQtTrZx5HEHp6abJFJ1Aj4Fr0fm/niJ46eTxCIqv/rVbvxehZm5Kmcuprk/XmL/rgh/7es9y4aZPAv5okalYhCPqcSiDu4/LLGQqvOP/t4wa5p68bIkcXeszLETC3zj9U5eORwnGFB+bo8pGlbpbFO5cTvHhhH/U8XdRsMOuAXg9KcptmwI8srh+DMjm2fJCxeKdkHUMCxu3s3j9ykc3hcj4F/+ODocIsdOJJAlgRf2x1pG74V9sWX04I6465lTsy5dy5EvanzllQ40zSQcfDbnv1TWmZqt4vfJLCTtQe6yLNLe5mLHlnArhSGKAkf3x56iJs/MVjh7KUNPl4v5ZI163WhRSBe389IhhUvXsnx4qkQsohIKqow09YaCAQcv7I2xasD+XlEQGB7yYpk282f0QYE9OyLEIra8hqZZyyIKw7CIRZ3UNVsnKR5RKRR03vlonp1bwgz1e3j1SAcXLqeZmC6zfm1zapZlU3QWOTEzcxVu3C6ybWOAHZtt3aXxyTKnPk2zfXOAtav9yzpiS2WdD08lSCRrdLc72bjGzvG//cE89x4U+a1v9SGJdr1L00xmF2pcu5UjX9DYsy3Ezu0hZuYrvPdRopVSBHtR+CLkkJ8HKwb/c+KL6OHrSyJtt0cmV7BXfEmytfJ9LplMwS4kBppCSkozua3rtvKhLIpohs05lkS74JMvymRzOv3dbm7cKXL+QoYt622t78EeL9s3BbhwJcf7J5Ic3B1lY6eLF3bHOHE2yT//tw9YPehh26YQu7dHiEVVvB6J1QM+0rk6N+/kOX/JbsL6+pc6iYRUfv2b3Vy+Zg9iSWbqjN4vsWt7hH07w02d+mbhuazzzofzJNN1dm+3tefdLpH9u8O0t7m4dbfAto1Brt/OY2gmWzbYhdL1ax8vGM9CKl3nT380jaIIfPuNHkIBB4f2RJAkcdmi+uBhkdEHReIxlYBfeYrG97OwyI+fmqtRrRqEntitznYXrx5xcPNuntn5GmtWGcsihJ+F3VtDzCftiUcTUxW6Ot1s37Q8CtB1u0C+aV2AW/cKHDuxwKtH2lEd4nOFup7Elg0BKjUDTTP55Hway7Ja3cFL4XJJuN0iN+8W0HWzaZDtIe9PyjU8U85AtkX3+nvdTE5XyWQbLW6/ZVnculPgwWSJdcP2lK9H05Vl29nSHO23+P7LN/IsJOusbU7junQ9RzLdIJVuMDFdodEw+dLLHY/rXJLAgV0RPr1iT1IrFDUmp8vE25ytBS4edVAoG1y7lWdowIfbJbU6bRcXsGJZp6PdyeYNQVwuiXePL+D32ZLGsYiTjz9J0NFuj9u0dfLt1Mvu7fYMinePL+DzyGxa52fdGl9L1XM+UeXU+TSJRJ3+Pjf7doTx+x18cs7utnY6Jd54tZORJiFBEL5YJuHnwUpK53PC/AI8fG0JpblWfVx0W2QMlOomxWY4rzhE3v5wrpW7NU2Dc5cygImum+QKGh63bA/r0DU64ipbNoYxTZPzV9IkUja5f81qH7/29V68bombd3PIisCaIR/hkIqmWZjYNMjZBXuw+MHdUXZusYeE79wc4uiBKH6fxNsfzPGvfn8cXTcZWR3glSNxujvtWa5er0x7zEGxZNDenB+6SJGMRR3s3xVhoMfF6QtppmarbFgTsKdfPSqTKzYolXXicRevv9jxTGNvWZadvriXt6mUqsSaVV4O7Ini98nkCzrZgr2NRe9d100+OGVLF3/t1U5i0Z9P6CqVrvPe8Xkmp206Y1+vh60bAi39mSeRzja4ebfIlg2B59Iyn/td2QbHPl5gZr7KSy/E2fyEGNrUjN0kl8036O12s2ldgIFez7JO4Z8HoaCDZKrGe8cXiMccTzdf5RtcupZFEgXaIvZ5Orgn9tx8/LOQSNU4cTZFMlUnHLJ1/BdVUQHu3S9x5mIay8LuAF/t5+VDcbZvCj1ze1OzVc5fTNnsLEFgoNfDV15qJxxUOH46SSZbZ+O6wFMCb309Hr71tW7CIZVT59JUagZHD7S1juX6nSJT0xU2jPhb6SjThKUWf7DXTamkMTZeQhTs+cMuVaS708XUTIVY1EGlYrTSZMGAPX5RUSTCQQWwuP+ojCQJzM7bkQ7YQnKyJCCItKjVH51KkC9qrFvj4+DuMLfHipy72KSMmtYXIof8PFgx+J8T4pJTJoggiOKS/8Vnap27l3QWlioikiSiyIuft4d/N9OkzM5p/ODNWeYSDSIhiXDEyQcnkvgCKn6vzI/fneXd4/OYQDzqwTAF6nWdvm4PpiVw6lyK+USN947Pc/5Klu4uN/1dHm6PFpicqTA7X8XtkjmwM4puWNwZLTE7X+Wdj+a5M1bk/kSZ3//uBIIg8d/8zVW8sD+G2y1RaOYh/V6ZeFSlI+4ikWxw6XqOB49KLCRtJc33jtsNK4f3tbF5fZBwSOXArgjr1vqZT9YxTYuuDic3bhVYNeBh/RofpmkxNr6cmgag6RYXrmT4yXvzpLMNfF6Zl16Is27YjygK+H2yPey6ObAD7ELXUJ8HRZaYTzxbhfJZ0A2TRLLOB6cSzCVqjKz2862vdT/Xcw/4ZCTRjmayuUZroft5EI+qOJ0S4w/LuF0SsixSKuutHLHTKRIKKq20SFeHLdB29mLmszb7FCoVu7/CsizWDftbIxIXkclqPJqqUKkarBu2xy0apvm5ioWJVMOun3hkbtzO0RF3trz3fEHj4rUs4aCDlw7F0XWL+UQNUeS5hf1gQKGr00U212hRcp1N+Yahfg/jE5Wn+gqWQhQFNNPE71WWyQ6LgkVdM2ksuU6mZafmTNPAsixGx8uk0g0s7EjmwO4IDc0ikazhdkvcvldi784Qe7Y9rgONPihy734BQRRxOMRmd3GdesNsSWF0d7p547VOAj6FB49KpNJ1PB6Zg3tjpHMa5y9nmZmrEgk199daXIdWirZ/4Vg00jbEJ/5/8mcbpmXraggiOJ3269WDbhwOsCyBznYnm9f5EUVbTjUYVEhnGwQCDg7ubrM1OXSD1at8TExXefP9OTQdvvXVLgb73CRSDbq6XIT8CnPJOmcvZbAsOwcsSQKqS8LtkjlxNoXDIeL1ynQ3G0nujxe5cDVDOtsgm2vQ2abaOjqywPXbRdrbXPR2uHnr2DynP01RqRnkChr9PR42r/cz/qjMxnUBRob9yLJAZ9zWTBmfKFGr2++Nx5xUKwYnzybZOOJn9aCXBxNlAj6FtqitQHnjToGJSZslssgzdygiX32lg6+80k7Ar6DrJheuZpidt4XNsnkNn1fmzqgtxQB2eL9vV5RISOX0hdQymYEnsVTIq73Nxa98tYvd2yKEgw5u3M7zwclE6z2VqrFMo0ZVJQYHvCiKwIenEtwde7aY11Jomkm9Yadqjh6Isb0pwlWrGXxwMsG1WzkAYhEnL+yN4Wn2I1y+kSOdbWBan7OQJwiIomhLET9RS9A0k3hM5bWjccIhB4Zp91P85P35ZVo5n4XFxftLL7ZTrRuc/jS9bKarxyPT2eFk03pb2fTu/QKnzj1fpwdsqm0w4KBQ0lp02tY+6waZXIPqZ8y1FYD2mJPp+UrrfILdDavKAonUYydAkiS7sVG05yJfvZUnFFDYuz1MKlPn0XSZh5Nltm0OIwgChWIDEaGV8itXdPJFjYBP4cbtHJZp7//MfI0Na3zLCs2aZqIoIoZh8XCyzPq1PtxOiUbDoK6ZYAnEm7RoQeS5ss3/uVgx+M/Dn/wJjIyAxwNDQ3DqFLB4EWxv/nl47O3b/+yV3ub7er32zRIMyYiICII9g/OFvW0IoohlifR3qk1lQYvf/bU+olEH2bxOR5uT3/hmF/PJGslUjX27Inz15Q52bQ2j1U3uT1SIhhX27Qjz2tF2dm8J8Wiywuh4mU3rAuzcYssC93a56Wx3s2d7FJdL4tbdIvcflnkwUUGWRTavDzA85OXOWIGFRJ31I366O1w8eFQml2vwpRfbGRn2sWm9Xdidna9x806eQkln68YQlYrJ9GyNqzfzHD+dpFY38PsUuuJO/F6ZtjYna4a8qE3xMbdL4sWDbWxYFyCX1/j9P53g9Kc2RS0WdbJhbQCHItLQLOYWaqSzDaZmq/zk3Tly+QZHD7axeslwbrdL4uUjbaxfE3jKQ8/mbV3/+w+LvP2ETrvbJbNmyIuA3d2sOqRWuH/5epaPzyRbXrgsi+zbEWFkdYDN6wP0NYdbVJYMVH8SZy5kOH4qgWladLa78Hltj08U7WlLS8fmLULTTKZnKnS0OTm4e4mgW9VYJi73LCymJSwTxidKjE88bqS6cjPHR58kWguBPWkqzs7NwZYo3CLS2cYyQ26aNvtleq7KsY8XKJV19mwPsXl9ANO0C9kzc/ZoxlJJZz5hf3ZktZ8DuyO4ntGzcGesyO1Re9F0qqLN1lryiI09KHH1ZoGeDheDvU9TNC3LIpGqU64YOBQBEXs4S0MzMQyTUtVAVuWWeB8sjje0vWm3W2b/zghbNwXRNIs//dE0N24X2DASoDPuxOWU6O52c/J8ivlEtbmfEpvXBQmHHNy9X2Ttaj9vvN5JOOho9XBUqgbvH1/g4rUs2XydjSMB4jEXo/fLXL6R4/UX25FFAY9HfDyVbFHv4ReAlaLts3DsGPwP/wP86Z/Crl0wt7SV+gtciSXPv+0dWJSKJrIMNKBQbOD3BhFFO68oKyIItAZbt0UUDAMcikS8zUVDN3E6RERRxO0WeWFfjO+/OYWmm4ys8rda3z84lWQ+VefVw21sXhdoGYvN6wO8eWyOU+fTeDwS2WyD3/m1Pnq73Mwlqnz3JzMc2R/l0N4YLlWip8tFd4eL/+X/l+UHb8/xt3+zH7/P7t5dtzaAZVlcv13g9MUMX325nRcPxlpsolhURXWIpDM1jp9JUygbvHSojRf2xZYZ48VcuaHbrKNbowWqNZM1Qx4Ewc6jLp1/e+pcklrDsKdUBR1Ua7ZwWjTsaNLplGcWKC9fz1Eq6YwM+yhXnu5JuHIzx9xCjVePtLNu2EdDMzEFWDPkpbvDeErATJKE1rjBTK7B2x/Os3NzkDWrnm4S6upwLqP2zcxVuXwjRzDgeKbkAtiSCS+90IahL9/PO/cKPJwq8/qL7XjcMslUjbmFOuvWPG6+czolXn6hDYfDFgKzLBjssxfG7g4XbqfUqgssJGvoJuzetpy2apoWpz9N4XSIHNwbw6mKnDybQlYENq8LMjzkw+9T7P2MuShXdNLZBrGwitzh4vD+WIt+aJoWn17OsHa1nzWrHqeXJqcrXLmRIRaxRzr2dLq54SmQydRpb97LXq/Mod1Rtm4KPbWIP5quMD1TYWK6wvAqL+1tbjaOBPF6JP74h5NsXh+kUjHYvyPMK0cejxk0DBOW9Lb0dbt5OFmhoZlEwg5SmYYt+9B0BG6+ladc0TmwO9q69mtW+VqMq6s3s8wnXLywN/p4Hy17JGRb1Ikg5Lk/UeZvfmeAmbkKmVyDclmnUtXJ5rSWo2CaduS/ktL5L4X/6X+Cf/JPYM8emxfZ1WX/A76IwV8aDFjGEk5zMzL1OGXAwGg6m6oqIFiPu3oNvckmaBZ9LBPEJ5ykhg5g4VmiH1OqaJiWPSv0yZtnqM9LuWKQydTRdZOOuJNgwEFXu5t6w+TCtQwDPW56ulzNYxDZtzuCblj82z+aoFTRaTRMNq8LsGV9kL3bQ8zMVvjRO7OUKzqKIhIN2wJugiDQFlPZtzNMf4+Hdz6c51/9/kNKFf2p3LfbLfN3fmuAA7uiaLrF+ctZvv/WTEsrXHWIiKLAujV+Xjti89QBrt3M8W//8BGPpp4vvQuwfVOI/bsiNvfZsLh2O29PMmoa4o42J33dbhRZoN4wef/4Aldu5olFna0hKs/DfKLG/EIV4Tn56VUDXsJBhTePzZHNNejv9fDiwbZmwe/5yGQbvPfxwrJ0xKpBLzu3hlsFyPlEnXsPilSqOnfGiiTTtdb5lGWRQ3tjvLAv1vp8Z7uLDSOBVi59bLzErTt5mz44X+XS1Sy6biKKAnt3RPD5FN49vkC5YuDzynjdMj6vzOpBL/Ul/Qcetz2TdvWQvbD4vUortXH5RpZ7D0oIgkU232jx08cnynhcCof2RHnwsMSpcynaouqy4m9nu4tD+2L4vE/7qHPzdtQXCshcvpYjHlMZGfaTymrMzdep1wwO7o3g9yvLoiJRsMm1YvOZLhQbzC1UsIADuyM4HSKTU3ZDXK1mUiob+JqS1kuRzdtpS1EQuHE7tyxl5XbLvHSoDcUhkM5ouJwyDkWgr9uDJIp8+EkSVRWJhB1I8mIvjgWYKymd/yIwDLh4EZJJWLUKurvh7/99qNphnPgFWDr1JSydxWHm+aLWWghm5qvMJ+stI26YgGBRq1tMzVZAtIdy37lX5O6DAuGAgmXYofPte3nujBUI+CSCAQd3R4t89yczzMxX8DQfyvFHFeYWqpimZRdmx0v0ddtzYN1OiXzRYOxBiYvXsogCbN0QoFoxlzUHge0V9nQ7cakSd8cKvP9xgmrNYG6hSr6o8/KhNkplg2Mnk08Zcq1hcmR/jJHVXgTJNgyJZI23PphnIVl/rOVe0HA5JdYN+3ntSBtuj8z0bJWZueXpi1jEyUCvvZjYk4Eg4Jdbncr37hf48JPEU80ywYBCNKLS0+Vm784wC4ka127mePuDebK5Bt2dbjavD9qUPdOiYwm1bykKRY3L13NUljzc3Z0uvvRSB/1PdIWmsw3eO75ANt9AlkXczclVDkUkFlGfWozHxovLtNX9PoW+Hjcup9iKSAJ+hb5ud+uz3Z0uTMtiarbG3dEik1PLmz1cTrvvQjesZVo8hmFx/Vaeznan7Y0rIqm0LYfQaHZuxyIqg30eejtcZHJ1ShW9VQC+cCXLybPJZZGSLItPHZNuWIiCwJH9MQb7vJw6l+LkuSSlss7eHWFePhxHVSUkWWT0QZGb94o/t4e7fVMARRGo1U1M027IA3ti2o7NQT751B7wrmnmsmMXRLFpXO19F0WB9riTE6eTvP3BPIf3xxga8JJM1/nodIKRVV5eO9KxTNa6VjP4wZvTXL2VY+PaAJvWB5dJcgBcvJrlD783SU+XmyP7IkxMl3nr2JxN+VzjBwTaImqLeWQJot0j8AvASkrnSSwsgKbB975n5+0VBd54A/7pP4V/9s8wBdvTtkye68lZzdDMLu4KOB1QawBYlCv252p1ne5OJ6MP6/zkWIKHU1X8XoFKDRqaQGfcxdRMlX/6/7lLe1Rl/64wmazGn/xolrWr/QT8CpeuZxl9UEJA4Nd/pRuPS2YuUePGlQwPJos0avDb3+pDdYioTSP9//0394nHnPxffm81v/udPsYeFjl5Jo2JwNRsFUmEcsV+cJbec4lUjXc+XMChCAT9MrIkEg07UGSBdKbB7HyNw/uiGKbVnOIlUCxpSJJdOP7wVJK2mIrPI3HlRp43XrVVJtsiKops6/ncvV9EloSW1o0gCOzbHiYccFBrGFy4kqGzw1ayVJfkmas1k5n5Gls3BOnr8dhpiItZCnmNAzsfpygsyyJX0PB57bmtg31eIiGVWt1gdLy8TI2xUNQ4fibFxhE//T1uKhWde+MlVg948Xps7f/xiXIr1QS2N7tu+Glv3TQtGg0Ty7Sbul46ZOvGT0xVkBWBrqYn29Bsj3pqpkpDN+16gmDr4u/cErb56MkaL73Q9lQR1uWU6Ol0E4s46O6I4nI9+9E+fzlNsaDz8uE4kiSg6yaPpst0xV0M9nkpV3R6uly4XSI37uTZvimILIvEY07iMScPJ8vkC1qzmC0xMmxHis+bgwtw6rwt+JbONFi72tfsL/Dzybk0J84k+dJL7RiGxZ3RAh1xFy8ditNomK00388a9ZfMNDh1Ls26YS+/9a0ezKYcyexCjZv3CtTrtmf+pRfbl88+0E1YMiJzZr5KrWahKAKKJRIJKZy5kCYUtEXpNm8I0hF/TPO9PVrkwcMCumE7BpvWBfjem9O8fWyOb3y5E6XZGR/wywT9Ci8eauP6rRx3xgqsXWX3JCiKyPd/Or1sTu6iZ/9LOdP2vzq4mmHkf/vfQkeH/fN//9+3DL7Q7LH8+UQz7QtmGvaEq2pNQHVCsQLJlM6GtW5kqU6tDqMPi+iG3aR14WqGlw7Geff4AolUg/aYg6nZOvmiTtAvM9AX4sUDMf6PP5lgZqHGumE/64cDqKrIrdESk3MVejvdrBrwsHVjgJmFGi6nxORMjUxeJxazQ810tsFAjwdjtz2soVIz+O6bs+QLDfZsizA8+DjPOp+oEwoqDA94uHG3wOx8jYZm2pS+NX6CAYVCUaNas3C77Cjl49MpfH479xqLqng8MqGgwrrVfvq63fh9Cgd2Rzh/OUMy3aC/x4X0BNc8GHCwZ3uYT69kmJypMjpeZu0qL7GISk+XqzUQ5dCeaMvwiqLAri22oVq6MKQzDX76wTyqQ+LLL8YJ+BUCfgW/JS+bcQuPh3Av2rFCSWdsvEw8qtriYh0uwkcdz22CmpiuUK0ZrF3lIxZR+cor7a3oDuxF4MbdAi6nRFe7C92w+PBkgmBA4cCeqD2Y44kH3u+V0DTHMw2B0ymxb2eE6dkKn17O8sK+GJZly0DEY86WQY5FVDwuuRVdqqrEyy/EW7n8c5cyVCoGPd0uFhK2zMaiWifAQK+Hnk5Xa8EpFHXOX85QqRpseE7jnCwJqA6ZrRuDrdx2uWJSai4u9hhBw278Miz27Ai3vu/GnTyfnE/x7a91E3lOv4PbKdHb6WZ4yIfXo/CT92apNHPtfd1uWza5qBGPO/n0SgaPS7L7PprHLIh2/8j1WwXGHpb43e/0sarf1sU/fiZJPOLgG1/uIhxa/v3pTI3zl7MMD/lYv8ZPMl0nldbQDJNPr2TZv8vO9Y8M++nr8aBp9ujM6fkav/Wrvfh9CrphU4q1JRGS2Iw4fmln2v5XhVDITuMsPdFLf/45Mjo2BXOJJ8HjE+1YtA8iTM/XWvNsK1WoVOzIoVwx8fsVO5NnmtTqNgOhUNIZ6PXw61/v5u6DAhdvZAl4Zf7uX+8n4Fc4cTbB99+aRlVEfvvbvfz2t/u4erPAj96e5fa9PLMLNVb1efjS0TjziSrHTib44GSSH787x/hkmXzeburq6fTw6mF7wlKlajA+WebhVIW9O8KcuZTl/kQZt1sgFnEgN+Ue7twvcfVWgaMHouzYEmJ6roqkwEC3G1EUKJQ0Hk5UaG9zsmdHmFv3io/ne7Y56e50kkjWn5IOXsSOzSG2bQzQEXdSruqcPJ+iuGSGaL1hcvxMqpUX3rA2wNpVy3nnPp/C6gEPkkgrBXHjTp4PTiafmrVaa5jIktgybEG/THeHahfaoaUq+TxMTFd48LDc4ozPzNnpq0W2iygKHN4XZe92uwFJEqGzw0VbVMWxRKgtk2vwzkcLZHINVg/62LklxMx8dVkqaSkWhe5E0S4KH/8kuSxvPTzoY8uGIIIg0NBsDRxFeXyc64Z9bF4fYONaP+uGfZw4m2rVDuxegOXUS69HplozuDNWfCp9toi9OyJsHAkwMVVp8eA72510d7gYe1ginW0QDCi8eDDG7EJt2UStas1udFpsRCyW9KcK7W6XREeHis+rsJCsMTtXo1AyCAUU2uMuFEUkV9CwLMjltFZPiWBaIIBp2edseJWXak0nmWqgNHVydmwOojgk3ju+wA/fnl2WV9+7I8Km9QFbj8eCTz5NI8sWOzYGlnUSC4JgT4N7ewbTMHlhV5RAQOX0p2kuXMmweUOAYMBBqTkTw+IXx9JZMfjPwu/8Dvzzfw6JBGSz8L/+r/CVrwA2Z3cpfp4FWJaaFE3B/hlsASVzkeIpiQiW0OL4m1ioqmiHm9Aq5mLZVDBRFAj4HPZwBoFWjjkUUKnXTBRZaBUYD+y2tVDe+nCBiekSoiywe1uYWERl01o/c4kakgiSKJDNN2g0DHZuCRIJq61xcy5VstMslkW1ZtDZ5qS3y0uuYBcIAfZsC3OgOci8XjO4eC3L1RsFHjX58ds3hdizPYQgCGgNk3LlMX1R002u37bD+QO7nxY3A9uQzczVmlovXiwTJmaW5KkF25N83vXQdZNUus72TSF6Ol0tfr4sN43rEx9sj6m8eqSNjrgTTTN596MFLl7NMZ9sPGvzT2H3tjBHD8awLIubd/JUahoBn9xirIBtLBeVLAVBYPM6m0b6yfl0S/nSsuxoY1GAL1fQOH0hs2wubDJdb4127Gx38XJTybKr3cnhfTGi4WdLS8zNV/ngRIKTZ5MtI94RdxEJO3jnowUamsXmdYFWiq1aM5iYrlAoPV5sOuIufuNX+njlhfgzRzDmixrvfjTPzTt57t0vks3Z3xMKONi4zp5+NTdvX8dQ0EHApyzjr+/cEuLv/o0hZFkgnW3w/scLjDVVSQtFjXOXMpQrBh6XQqNh8vHpJFs2BPjW17o4fSHDtZtZNoz4WT3gpVozyOYbLaNtWSJLUvg4FJF647GomSAIfOnFDr71tS4WknUuXc+Sydmfv/+wSCrT4I3Xunjj9U4kSSCTaTA9Z3cc79q6nCEW8iuYpsntsSKDAx5kyZ6je2e0wIY1AXwemYfL6i4rLJ3/cvjH/xh27oThYZuLv3Ur/I//I8BTg6Q/q5AuCCKC0NR5EcAO1uzfWYKAJEjIcpOhLwnIik21VGUZVbE54LIo2cUsSQREyk1GRCzswCHL1BtCS5unt8uJJAsUK4+LU5GQSiikUigZtMecGKbd+OF2yThVAZdLIhxWuX67wNx8jYEeD7u2hvj4TBKpOdS7I+7k0J4IC6lGk9dsMTpewu0SWzlRn9fOU07PVvlPP5gil9c4sj/aUopUZKHlmdUaBm3RxwqI9x+WSabrOJ3iUxzwXF7jzWPzLCRrKIq9KPp9Mts2Lc+nxiIqu7aG8Hpk5pM17j0oLuPDJzMNTpxNM5+wveNFD3lktY9De6NcuJpdpiQpigKhgANRtCOYrk43Rw8+nliVTNe5cSf/VGSwCNUh4nJKJNJ13vxggWRa4/C+2M/UwalUDdK5Ruv6KbLAhrXeFpMnFFB4YU+Evq7HDJYLV7NcaI5j/PhMkrFxu2ipqhLdS9IvT6I97mLH5mCzL6HEmQtpyhUdQRBwqrb66KoBb+tcFQoaWBZ+7/Jr5HZJyyQoKlV7TkK9YfLhyQQT0xVCQaUlh/1ousKDhyVcqohDfqxCaU/iCrNxnZ0aejhZZj5Ro1DQOHEmRaHQYNWAB79P5r3j84w+KDEzV0U3LF5+oY1N6wLs2hair8fDybMpJmcqbFwbZN+OCE5V5Ls/nmJ0vNRyuizBaNapHjf6mYYtV76IbL7B9Mz/n73/DrMrvc470d+348mxckJVAVXIOTXQ6NzNKIpUDo6yHK6DdD0ej6yxPb4ayXIc686MrmRbvpbskWQlU6IoMTXJbnZAN9CNBho5A1WonE6OO33zx3fqVBUKaIoWNeKMuJ7nPAWcsM8+O6xvhXe9b4MXnlGUE5euFhWV+I0yt++VuX6rRKnsYpoa3/XxPo7sT/LWuZVNMoiRiMFAXwRD03j/UgHXDdizI0EiZrUpwUdb0pSaxrcFUP4vNdOEX/xF9XjIpPjGVa8cF2KtIGt+seUgpERoAU1XlXFkANGoIJCS/p4wv/MHU1SqLtmUTTgkCAJJOKRh63D2fI7ZhTo9XSFW8g1On8vx1LEOvvzaEuGITippUKu5XLhcoOkEDPVH8H04eijN9PwcX3x1iQOLDjfulpUMoinYuytJqeLSaPjMLzTQhJoAHuhR2PHJ6RrXb5Uplz1GBqOcOpbl9Ls5ZuYaHNgtKZa8VvOzTCJhcPxghtGhaHtBuHS9xIPpGt/98T5KZQXpvHqzRL7VWFXlBUVpsN78IKDRDJAyIBQy2L41SjxqsHv7xvepEfcqLz3TyeR0nfnFBsMDEaZm6ywsNzm8N8kzJ7J0ZG22DEQ3VulaWgGaBrfvVwjZepv4ChTe+uiBjdwvC4sN3npX9R6ePtHx2KalbemMDEUY6ns0p0+x5DK30GiLjGwZCJNOrdEC3J2scvd+lY5MiHjMQNMEubzDpWslnn+qE8vUOHk0i5SSQEKzuUZn7PkSXXt088/zAs68l6Ony+ajL/SQyzucfS9PR8ZmfKvieQe4dqvEtZtlXni6k3TKYmxrglh0o3P3fdmGS0op+dpbS1imxrNPdrKlP8Lh/Wm2rJPwu36zyL3JKiNDUT7yfM8mjh9Q6KEr10tEIjp7diQ4tDfJ+StF9u9SjJRBAB1Zi907Eu3AwfPVYN7isoNhCE4d72DbSIyFpQaXrxe4dqvMU09kOdI6lxpaS6JaHZ+QrRMO68wvN/F8RYw2v9Dkq28usms8zvd+vI9EQsk1PvdUJ4Ev+YMvzVKoePz57x6iqyPE+NY4l6/NMjVbI5uxKZVd5hYbFIsuR/enWVhsMDWnBsIsW+NDz3Xxc//+NqWyt0Y5LRUO/0/Cvu3wv0HThfiGUTqWqXDzQgO/9fzolig371UJfEEsCsUK6AZ86sU+Gs2AV0+XaTZBaJJKIyCdsjBNpVf77vsFEIJtwxG2DIT5yutL3LlfpV732TYUY2w0xsRMk4tXi1QbAT/0yX5ClsbkVIN0wsT1fW7eK2NZGmFboOsGh/Ylee2tFR7MNBjud3j+VCelsssXXlkkFjOYX2i0hmwMYhGdaOthGAZCCM5dKrC01CSeMNixNcG2lnBJvuBw7qJSoHI8SaMZcOJwBtcNOHMhj+v4aLrANARd2Y2lB9+X5FoDKYHUmJyq0dVps7TS5P2rJZ44lG47xoE+JW8XiRjsGouzfWuMeiPg/atFVdPWtbbYysMmhGJbXFhq8Cu/9YADu5IbHP6jbMd4goWVJjPzSofX0B/N155NW3zPd/Rj6IIHMzX8AEbWObipuTo3bpXp6Q61MqQG717M8+yJDjqyNju2xRnsDbcdqu9LJBCN6m0I6noFrw8924kQgmbT5yuvL7FlQOHtPS9garZOd2eopRCm+h6eJxXvTMxkdr7BpetF+ntD7ebqQG8YTQgiIZ1cwWXvzsSG0s0753OUyi4ffaEH09SYW2hQqXgc2K0Izg4/tFCCIjqbnKqRK7gcSVnkCw637lU4sj/dLnHpuuD44Qw3bqtp7SePZunrDpGMm0QjBh99oWfTdt+/UuDNMyvs25Pixae72ovwexfzvPVejg8918UTh9aJyLcyb70VwG1rCZpUqj5XbxS5fK3Ih5/v4fihDJ4fcPNulXCowYPpGvt2JUnETJ57qptrN0ttqOb4aJwf+u5Belqomys3Spx5b4VGw2egf5iPvdhDueIDkv/0W5NsG4rw7Ek1Qb22MK+rM32T7dsO/xu1Vn3mG0LpyBb39jrhk+n5Oh1piznHoVKHaFjguoKvnl4EDD7yXBdffStHoezhB00iYSWk0NVhc2+qgaEH1B1JMmYw2BfGCxT86/LNMpmMzfhIhErV5cuvLfH+tRIjgxFKd8rYts74aJTlnIvQ4MY9xWnz5deW6em0yGYsckWHRtPH9STJhMlAr83wQJjBvjBfe9vjjbMr1BqSRtOjr8XDHg1rzAVw8kgapIoM+3rCBIFyLFuH42SzIaItWtq5xSZz8w2ee7KDRtNnbrGJEBp7dii+8fnFBu+8X2DnWIyxkQidGYtnT3Zg2xrFkouzjpwKlNNLxAwKRZe338vTmVW/BeCJI5m2k6o3fK7eLLFtOPZIVsixkRgH96ba/1+dIg6HdcbX0TcYuiCTslhecZhbaNDXE96giLXeVh3PzbsVXFcyPBBucbO4dHfY9PeE2k47nTIZHYq0VZlW8fOrdutehTPv5dgxFn9k5L76nK4L0imzvZ18UdW7t4/F2LFVMUa+9HTnhm3s2ZFgqH8NZuq4AX4g2TEWZ2GpwStvLnHyaIaRVn+oXHExTUHTDXjznRWePdlBve4TCmn0PWZxBRgfjamFJ6SRL7q8/LUFylWPvbuSrI/1705UeOtcjiePdtDVoWYnPsg0ofhtBvrCGzKuRsNnabHJQG+kTdsMrXKsXCvLhkI6H3+xl0rN4/zFPGfP5ziwN8nJFrR3cqrG9FyV3//iLL4fcOp4JwO9agp91QxD26DpsGdngunZGu9fKWLogs5siM4sFEsON2+VaNQ9fuLv7Nj0Qx5HLvfHtW87/G/U5NdnRVyN/Ff5djRdTcIKTWNrrMhf+tI/4+jiWcqhFL9y4G/y1cEPE0gF/28sS9IJjy2DUcKhEvWGTzSis5hzcBzJct7luz/ay637Ff7Tbz4gHNH5Fz+5A8syuHC1wGtn80w8qCKl4PjBNCFb5wuvLDK/1MS2NO5M1vjeT/TQkQ4xOVOn8qZHIm5w+36Vqbk66YTJvl0JzpwvUKt7fOTZLjRNUG/4nL9cpLfbJpMyefu9PE8/kW3TF2zfFieVtKjWA149vUyp7PLUsSz7dyf5+IvdmyGGcYNixefitRLPP9nB2HCMXNFtaecq2cJY1GByStXcd44rtsNoRDEnPmqbE1M13rtUpKvTIpkwKJZcTh3PbtB0rdV9Hsw0yKbtTQ6/uzPEE4dSFEouXR1Wa6hLyfQJlBTk+htx51iceFRlXPt2BuwY24gKWm9BINk9rjKk1f0+eyFPsxnw8Re71x0Xpct79VYZyxSMPSQI05m1SCRM8gUXP5DtyFJKybXbFRKtAMAwtLajAsXueXhfikvXSzTqASePZh9xTjYyTN68U+bmnQonjmboylo8dTxLV+fasbz/oMq5iwV2jSt6BSEEW0dijyRrW28z8w2khFwh4N3zOfp6QgwPRkgnLS5dLbKw3ODQvjSRsFJW27U9vgFe+yhTmWSeZNJsU3WD4qJfyikiwo6HB+j8oMU9v3ZPm6ZGJKxKZ9Gowc3bVfbsSAFK4H12voZpCh5M1/GOyA+cPwA1myEENB2fxrqJZF9K+vvC1OoeSytNOrNr+xz48pGw3G+Gfbtp+w2aRGwiR3vcY9U0XbSFq3/09L/B0wx+9M9/nn//kZ/lb5/9VwyX7tGa8kZoYFoGridbuG0dyzbQW9tcyrn0dNqk4iambVBvwlLeQ9MhV/AY6A1Rd+Dt83k8X7J/V5xd41HCts70TJ16I6BY8phZaKBpgm0jUUK2zonDKQ7uSTA11+TegzqWKejvtqnUFHVsre7z1nt5JqcbZNIW46NRDuyOtx1OJmWxcyzO1Eydet3HbE2UgipDFEoKclatebx/tQgolMq9SSWIfuJImpee7mxHydm0xfNPdrBvV5ytIxG+8Moin/nCHNNza+yXDzdMOzIWfT22Oj4Jk3uTtQ10uKvb/chzXQwPqqhMOcoy07MKIfFgpsHte5U2yZamCXZui7FScFlowRNrdZ9S2SVk6wwPRTmyP8XA1ykBzS00eP3sCtNzDa7fLrfOTYIj+1ObbuwgkEzN1JldaOD7CpK72vDuyNh878f7+cjzG1Exnie5P1lleq6uoInzGydtr9wsc+12mT07E4xv3biI1Or+I5vPA31herpDvH5mhaWcy9BAZENTPdbqKYxuiRAO6bx3UQmQPOzsm06wAbJ543aZ67fL9HWHOHYow/OnusgVPN45n0PXFZXEZ784RyZlK/x92m5TaK9SJj9sfmuCOBoxqNY8bt5RTfurN5Uo+dMnsorNs7D2eaE9LDaqbHKqyo07Zbo6LOLxtZh4bqHOZ744SzZt8+yTnV/X2YMaAHv/aqk9VQ3qmnvr7AqZpEkqYW+Y/gXl6AP+ZNgyvx3hf4Om64Ja+QFC6IRj/R/4Xk2D//HM/4eDC+cIeXUKoQw91Vn+ykd+k6qIcqvvAGf6n+K5e1/g147+GKAm/xw34OqtCk7Tw3MD5heapFMWtilIxHT+5//tFp4rScV1TFNw7mKR81eK3J+s8+JTnYRCGgM9IX75N6exDCiUPXq6bPp6bEaGo1imxi/8yiTHD6f43o/14nmKA31hqUG1JkklDc69X6Aja3Prfp2njmVIJQ1Gt0Tp6jRpOj65guIFWW9SKjH18a0xtvSH6ekKMTVb5+5klZW8yzMnsswvNLhxt0J3h80nP9zNl762zMx8g8yORBvjvt6iEYNACjStxq7xON2t6O3m3Sp3J6s8d3Jt4Kpc8VhacZhfVIRxH36ui+gjmBnX67Hm8koEZOuWKAN9YQ7tS+F5wQYcdXdXiKMHUmSSJjfvVrh4rUgkpPPR57tbE7sfzLGzOkCzezxOte4z+aBGf0+IrseIs2ia4NjBVLuh+/rZFZ5+ItsuHei62DDeDyoyPXEkQzSi8/qZFRxH8SOtLia9XSEMQzA2HNvw2YWlBi+/tsie7YkNpSxQ0MmDe5LEozqpuEG+4BCJGO1FuVJVvDqppM3NOxWqNa8VmarffP12hVhU59rNMqGQxrMtLp+nWtDbSMRg63CUiakaxbJDImaye0eSZNzkdz83w/RsvV3GWVpp8lu/P8PxQ2leeqabhy2bsfjEh/p472KO199eIhoxGewLc/RAmkhI0RKfPrdCLKo0FdR5UZ9dD8Ko1X1u3S2ztOIwNhpl67A6t1MzNX779x9gGoKnT2Q38PwAbfK+vp4wmqCVmRvMzNUolhxGt0SZX6hTbwaMDkUIUEL1w0Mx0imLhaUGhqGRTVstssxvC6B8a5gU1CsTXH7zv0cGzTZs71EPIXR+Y9eP8Jc+9Vl+4Ide45f2/ziaDIj4DaTQ0XWDiew4o+X7BIEgbOug6QS+oOnAyJYomqERDgmScTXOf+NuDdeRHDuYYv/OJE1XcPF6iXot4Ie+q5dmw0cGgrrjc2eiihSwbSRC2NaxQyYCmFlwiMV0ertsCiUXP4BcweXVMzl2jUWZmWtSqgTkCx79vTYI+MobK+zbGWfPeIJyxVO6pQ/VrC9dL1OuBBw/mKRaV7C8m3er5Iseu8biNBo+V25W2LczgeP6LC436emyP1Cg+q33Crx1LkcsarBrfA2REY3opBMmxrrJ3Jv3q9x9UOPQXsW/Ho8aH1gLdZyA3/3CPOWaz+4dCaSU2Ja2iY0xHFL1+0LJ5erNEiFLY+/OxCanu94qVY+JaSXWUSx5nD6XwzQ09u1I8PxTnRtKJ6CylfUDRVOzdc5dLBKyNY4dTD8WS++4AUsrTUpllzfOrHD/QY0ThzM8dXxjyaa3O8SObXEeGiPh9v0KhZK7ScB81aIRg+HBKOWqxyunl7m5juPH0ESrkWrwxOE0z53qbB9vz5PcnagyO19ny2CEoXUZUDisc+tehdv3KtTrPhcuF8ikbE4cyeJ5AafPrZDN2m0CtvXn4FGax2pxKfPWuRyWpTPYH+XFp7uIRAyu3ijyu5+bRQI/+Kkh9u1emwYOAiWAsur5H8zU+NXfeUAyriapjx7MEA7pvHl2mcvXizRd+P5PDnJwT7p9zt46t8LEgyp3J6q8eWaZ+fk6p88u84cvzylCt5TN939ykD/3PUNMzda5eqPIr396mnLZ49jBDC8908V7l3L8xu9Ocf6SggWrnt+3qRW+JUxq0DXwHAsPvsy9y/+O8UN/77HvFZrgQXobugYhS8MOmkgEfdUZpoNdhCOCihkn5NawLIHrq4nLSFQ5tQezTRJRncH+CPceNKhUAw7tjfK9H+/l6s0Kn/7cAj3dNn/he/oZHYzw5TeX+fzXVhjsC/M3/8IgP/IDA4yPRPl3vzbFhSslXnw6w8hghL3bYxzck6DR8Pm3vzrFrrEoyYTB+UslurIWu7fHsS2N81fL7JCCeNQgETeItki/NF2wnHcpV70Nzjpkq5mDl19b4cFsnedPZnnyaBopVVTtuAHHDqbo6rD4vS/Ms7Dk8Be/tx8hhKpHP8I57xqLcel6kTPn88RjOkdbJZDBvvAmJE08arCS9yhWVIrs+5Ji2SOdNB558wRSKlbGbptoWOeV0yukEgbplMVgX2jDkFSz6fPWuTzZtKJ6eLhBGwSy1X9Qz09M17l+u0wqYRKL6uzbEW+rQaVa2UOh6BKLKsWrN87m0DTBMydU9Ds+GqOnM0Q2Y9GRfbyE4sRUjQtXSjxzIsOWQcWl8yhGyaXlJq+8tcz+XYkNE8j7d6fYvjW+oYa8aqWyi2kIXnt7mUTcYN/OOJ3Ztayk1vBxfajWfc5fLrB9NNaOfE1T44WnOjEMsWkg6/6DGq+8ucS+3UnGRmM8c7KznXUVyy53J6qMb41vkI5MxE2+7zv7H3ke8wWX199awg5pfOeHFV306vuu3CypRm5veAM0FBQDrJS0p1rzRZd8wSGTypCMO9imoFL1yBUcQrZGR8YknTLb2/Z9SS6vZibm5uvs3J7A9QNu3a8w2Bdpk+SNDkUpFB2W8w49XTZz80VGtiRJJCxCtsalq0VqdY9DLdlHgWxnSd9sp/9th/8NmiYUbcLOoz/Jmc//EJ2Dz5DpPvLI967W8X/s3X/Oi3f/ANtrECA4N/AUlq3TcCDs1qibUXw0AiCbEcRiFo7jUyhDIipIJizCYZeGI+nvDhGPmhTLHlLTsEyNKzcr3LqnVKDGRsJU6jA922DvrgRhW+2DaQkiIYOZOYeFpRV2bI1hWYLRwRBbhyIUSi49XSHKFZ++7hBvnM1TrXmMjYSJRnSePp7BDyQ371a5frtGEKyjiWjZ9q0xejpt/vCVJXSttd8hnZn5Bu9fKxGLKKcB8OzJLPcf1ClVfN67XCQa0YlFDJ4+nt4Qlff3hKg3faYXmjyYabJ7PNhAAb1q1ZpPOmlwdH+yPcAyNVvn3YtFnj2RpTNrcWeyiuNIdo2pKDFk63zipW40TeD7EsvSKJY87kzUiUV0ujrWHI5t65w4kqFac1lYajLUv3GxuXa7wsRUjRdOdRAO6YwNR+jqsEi2mrTbH6J5KBRdvvLmMnu2x9ixLU5H1mJ9wvAwOmfV3ji7gh9Inj3R0T4+uiboSFtt7vj1JqUS0nn/WpH5xQZPHt04ARpvZUKbj6fHV99YoqfTZvf2OPGYQVeHKtF98WsLPHEozcE9KfxA0nQCqlWfpruZ8uBR5vkS09SYna8zPVffgHK5dbdCueqxdThKqexuyIQe5/wScYNEa+jv7IU8xw5k2otef0+Ym7fL3JmoMti/sZm8Cq6Qre1mk4pKAQEXrhbp7wszNhLjicMZvvjKAvm8y+VrJQb7ou3f8fTxLMWyy/VbJTrSFo7nc/JwhvFtKgOcnq3ztdNLDA9FuH23gq7HOHmsA88PuDdZYWQoQjRikE6a7Yl5QfCBA51/HPu2w/8GTQjVtLXCaXad+J+4duaneOLjv4VpbUZorF5Q/+HUP+YXj/2P7Js7yz/96t+muzFPz9heLlxrMJq/hTO2g5CtUalJXFfj2L4ktbpPyG7ScKFQ8clmbJJJizOXSpy+UOZDT6Z4/oTCs9+ZaKBpkul5l53bwnzvxzuYnmvwO5+bIxEzSCVNnj6W5cDuOJevV7k3Xce2NEoVj0jYwDQ1TEtny0CYfbvi3J6oIYSa6lxf3rh1t8rVW1WGBkLkCy73p5vsj6tp1Jn5BpdvVti/M873f7yHfMkjmzKVMMS1MjPzDcZHo0gpyRVdrtyocHB3gnTKpFRxeeOdAkO9NtW6T6Xq091htR3/ti1R+rtD1Op+29mXyh5+IEknTeoNn1feWmEl79KZsdp1+2zawjQ1cgWHzqzF/EKTWt1nx9Y1tM3qX10XPHUsg+cF5Isutq1xd7LGlv5Q20n0dNq8dqZKueopR7vOQ88uNCiWvTYJmW3rdH0AsiRfdkFIOluzB3t3PFoAZdVqdZ9wSGNyps7SisORfSliUYNoxGDr8ONv4/tTdS5cLjIyFOa7P9a3wbk+zopll5ClsWUgwtVbJWIxk63DajGRUjIxVSMa1untDnPtZoktgxE++nz3Y0tcE9M1JZTeoSiAx0dj6Bq8+tYy5y7m6e1Sx7JUdnkwXWPLQATPC3j5a4s8++RGaohcocm9yTrbt8baTt0wND71kT7eeGeZ6zdLNJsBI4MRHCfg+VOdzMw1uHOvgu9L9u9OYVsambS1rqSjMsJX31ri+q0yf/tHRvmhTw2QSVv82n+dYutwhHTS5OiBdHuWQ0rJ104vsbDUYP/eNN0dIRpNn9/67AyDfWGSSYve7hDdnTbPneokm7YIhw3eOb/CexcL/MB39rF3Zxe5gsPNuxV6OkPUGz7hkK5KOnzzo3v4tsP/hk3TDYSuqAy6hp5iefoUt977X9hz6qfR2Ei9oLWaQYYBTU/n2shJFmJ9/A9v/GMu/Lk/oPrVC5yYeg3nV7/G3zH6+Re/OEulDn29Fr/6u4uMDkUY6LEwTcHUXBMp1YV2f6rBtbt1fvxHhqjXfe5NVfnFX52l3gwYHoywc1sMQ4fPvLxEw5H8uU/28PSxNIahsOOHKgm6O0x++n+7x/S8Q3enxUCPauo1mz6/+QdLPH8izac+0k1kHc2ubWvkCi4nD6e5ea/K7Yka20ejgOQ3fn8Ox4fd4zFMU9swRPXkEcUvHw3rLK04/Npn5nG9gH07Y9iWxu7xOKahk04ZvHe5xEre46WnMmuSb2yMeGt1n6+cXsEyNT72XAeWpbFtS4S929WY/utnczxxKEU4pOgNKlV1Qx8/lELKzQLaUioY3Nxik8s3Kpw6mmJuscnFa2XSSZNMSm33zv0aO7ZFCYf0Tc4tGVeiII+DIzqOmiTu7bYJ2TrVqk/YNh4rkr76O6/fLpNOWbx/tcSxA0k+9nwXS8vOB/Y91ls0rFGsuFy56fFdH91c/37YSmWXr76+xPjWGPt2J1swRa1dXohG1JTzzrEYt+5WuDNZIxbVyaQe3WOQUiFlDB0uXpX0dtsc3pdm63CMjoxN0wnIFRwyKYta3efuRJWjh1SZyfUks/N1xUFkagSB5EuvLnJ3Qkl5ri9dRSIGTx1TSlOZlMnnvjJPIm6yZ2eSjzzXzcuvzyMlvHN+hWjU4MWnu5VuLKqMCoq8bnKqxrXbJZIJi84OQSyqK4GXFivrcs5pC8/vHIuzknNoNn3SaYvrt8vsHo+zuNzkK68v8smP9HHlhtLJ7e8Nc3hfCs/1eedCjlfeXGZ0S51nTnRy4kiG9y4W+J0/mOYHvnNACbNo4k+kpPPtpu03aLqmoWs6uqajCY0dx/4+hcX3WZr6GkLTuX72n9GozqKt6455LWoOx4HrnfuJOhW++y/s4x+8/pP82yf/EYnjBwm8FnZfQOB61Oo+qaTOj/3lIeoOLBcUdYFlKJzulgGVyseiBsVywMKSS3+3ySdfVEgIw9DIlzwc12fPeLTd3OxIW4wMhtF1BfFsOD6JqM7wQJjDexIIoeE4AQ/m6oTsjZdHR9pE0wUrRReJQgLV6gHLOZdCxaev06RS9TbByVaHonRdcPdBnZnFBl1Zi0zKajdK9+6IMTXXZKXgcmx/gnh0o0Obnm9w7U6FphOo+YGaz/ZRxcSpa4KdYzGGByPMLTlcuFqh0VBi4S88meHgHiVDZxraIwm+rt6q8pXTK/h+oKB2AoYHwzx3MkM0ogi1yhWP187muPegtmEhWrXjB9Nq6OwxtlJwefmNZT7/itL43TUW40PPdGziDlpv1ZrHxEwDz/PJpk0KJZdkwmT7ttgHNozXWzpp0dtlUyw5zMzWv+77I2GdHWNx+nsUpXI8ZvDG2Tz3WyymjqPKDfmCy7VbZZ44lGZ0SwzPC7h2q7xB6B1URvzsiSxPHsnS3xMik7LajeJkwmxPBC+25Cl3jMW4N1nDDyTZlMXNO5U2U6amqenb7/pY7wb932JJ8S299e4KD6ZrJOImTx3PMr41ysx8jTPnVygUPca2xjj1RCdH9rfKWi1Cw0Cqa+Lp4x38yA8PYxgKYvrbn53mYy/18NypTvp6QhTLHp/5wgy/+/kZmk2f0eEY3//JAY7uTzPQ0tp9/lQX0YjBUH+ESESnVvO5crPEm2eXKVc9pucb7N2VYs/2JGfO57hwpcDHX+zl6eNZqlWPfNElkBLxJ1TT+bbD/0ZNU5SqCjMvMO0o+5/5Z1x7+2dxmis49RXK+RsIIUi7eZ598CXimoOhw7GlMzz54BX+48l/wBc/d4+/8sNf4WvbPkG54pHNmuiWjm4ZRMImhmG0SdGScR3T1JBCIxozEIbG7MIanrin0yIU1ljKeZSqanXp7bKJRU0cD2YXN4tdW6ZgcCACCE6fL7dx591Zi64Om7lFt/39qxYK6fR12xSKPkf3xcmkTb58OofQBN/3sW7cAP7rF5ZYyT2eUXLntihPHU0Tjxr8+u/P887FUvu1veNRnjmWZrAvtCGyKZRczl0q8blXlrlwtcTwQJgPPZVl65bNk5cDPSEO7YkTjeo0nYD7Uw3uPqjx8hs5KlVv0/sBwiHVmO7vCfPiU1liEcVqaVsaZ86XeP2dgqrpZ61NbKkfZPmiyyunV7gzUaWrw+LwngSWpbezDPMDhpNAEcJ95JkOlnMuD2bq3LhTfexvANpUzKvmeQGXb5bIFTy2jcTo6X40DHS9GYbGrnE16HTrfpVYTKfpBdy+VwUU2mdkMIzrBzx7UjlxTYNKTWUjc4uNTduMRgxiMcWHn01bXLpa4vylAjfulMlmLI4cSJFJWRiGhufD3Ykab5/LMTwY4cVnOtsylgCjQ1F2b9+IkJKoOYcrN0uYhoZpCA7sTVMsekzNKErurk6LhcUG2bTVHrgLApS+Rcu5mqZGf0+YfbsS5PJNcnkH29TJpBWCqCNrsrLSZGa2vmE61zTVdO2enUkScYOPPNfNiSMZTENj53icq9cLXL9VwjYFR/Yrsfd4wqRcdllaUUi/Z57s4gc/NUh3p41AfGsPXgkhPiKEuCmEuCOE+MlHvP73hBDXhBCXhBBfFUJs+WZ875+GaZrefgih4bk10l37GRj/Li6/+T8TSQ5RL8+gGwa6afHxG7/Nv/tPz/Nbv3qSv3Lm3/Arp/4h7219iXBEOXXDNGg0Awa7bUzDQNN0ojEdO2RQrqsTPtwfUlmFYdCRCmHbNlMLa5HUti0R+npsKg3BYosmN2Tr7N0ZwQ80rt7ZzDEvhODwnjihsM6dySqLK8pJp1KmomWoBSwsb3TclqmxfTRMqeoTCevEwoZKdyXs3xmnrzNEuRJwf2bzArNqqYTJdzzXQTptMjnTJL9uUYlFjU3ww9sTNX719xZwXcmHn8oyMhgmHNLp6bQfCblMJ01sW8fzJPmiy8XrZarVoIUgevQNtHVLlCcOJhECzl0ucXuixnLO4cun80p/tN/GtnU++lwnB3arIayHB7oeZe+8X+TClRLVmo+uCY7sT/HM8fQmxtWH7f6DGl95c5lGU2G5E3GT8dEozzyReWR2AWpx+cKrS8wurDncSs1nYqrO7u0xPvxM1wbOHSklD2bq7YG4h21xucmFywUCHz7xQheH9io+npt3KiznHOp1SWfWJpDwymkFB33x6U7GRqIbvuNh3v5E3OS5Ux0YpuDl1xZ592KBbcPRNrpp51icSFhjYVENnS3nnA0Tqo+yVMLkez/RR8jWuHW/yvU7VSxT8MLTXYwMxTj97gqVio9pahsGzIRY5ax5aPsSiiUPy9I2sIAu5xzyJSXa8rCM4do2BR1Zuz0ZXKt75IoeuiGwLJ0tA2qieGqmhuOuicorKgw13a1pKpj8lhy8EkLowC8ALwHTwLtCiM9KKa+te9sF4IiUsiaE+JvAvwJ+4I/73X8qpgl0Y+1kXz/7CyzPvsPOY3+Xpek3sEJJfLeKpmtUYx38k+/5L4QtQd2VaAJMXaB5EqcpMUydQEq8QOI3QTOU1k3TB6Hp2K3p3FJVohsCITSagUTTNZLrKGrnlhxqTY1IxCTeamoWSg4LKxAOWZtEsmcXHe4+UDQK4ZBNJGKSjKuI+NKNGghBRzbUbpD6gWRiukG+6GGZCkdtWxqxiGD/zjimKXjjXJFyLSCdNhno2QzxW8q5TM832T4SplILuHa7wfhIhKePPlolqVL1uH63hmko0rVsxmojfFatWPYwTUXstWrvXCzx/rUqW/pD9HRaPHcyQyphbIB8+r6CUK6WrC7dqJAvejxxMEGh5BEEEtvUGBmwGR2KtJ1sJKxTLHu8fjbP9tFIG+3zKKu2Sk77dsTo6Vo7Hm9fKKIJePHUGu2B50nOXCjS3WkxNqyyFrFOAWPP9sdTNoCq9V+8VkLT2VCGSyVMnn+yg1hUby92SsymzpEW+2RfT4hj+1ObtjnQpwjb0kkTTVNc9FdvV7h1t8KusRg7x+JK99eXhGyBbQqS8dXIWal51WqKI+nZk9kNNf5MyuKJQxlFC97ar2pNlTE9X9KVtXnuVAeFsse59wuEQzoDvWFmF+rYls7icpP5xQZPHc+2eybJuMmpYx3cnqgwPVPj/GWDfNHhxOEMQ/0RujtsHkzVmFto8OzJTpIJpQsthWiXdFYtm7EZ6Atxb7JGqayw9ABbt8TIpk0uXS/yiQ/3YVtfv48ysiVGOmFx914F110b6Ns5FudLr85zd6LCgT0bj3/Amv7BN9u+GU3bY8AdKeU9ACHEbwKfBNoOX0r56rr3nwH+/Dfhe/9UTOg6mqmiWgHsffofMXfvZa689c+xwhnm7r1MomO7Ks+00n9PCHRdTd4GgKFLDEOiGRoakI6b3Jysoem6YtT0FG9+b5eSQJtd8gikRiysky8q/PATB9ecwNvvl6nWNQ7vsds8Ir/7lQJT8x5H94c4dXijUz17qcJ7lyvE4zpH90XZuVWNxn/pzQJXbtd4Yl+cH/6EqqP7gWRxxeXVs2VcT/Idz6Z4+rCNEMoB7tke5dNfWmZy1uHFE0mO7k/Q3bExSm86AV95q8j8cpPuDjX89fTRBNu2hB8L3Xv3coXX3i3yHc+keeFEetOi5XmSt8+XScR1Th5aQ7js3xmlr8eit8uiWguwLW0Tvv/63RpTcw2eeyJNyFYlAM+TLK44PPdEmjsTNd69XOa5E6lNEXUsqnNgV5yOzOZBJSkl+ZJHImpw9v0ijif58FOZDan5rrFoi+TL5/3rZXZtixKN6G3mSoCRoQgjQ48nCqs3fE6/V2D7aITB3jCNZkCx7HNoT3xT83Ql77C0AiNDYVVCkgqUEgopqO3jmr+GLtowwdmFBp/+/DzppMHzJzvozFob0E1PruPsAbh5v8LrZ1bYORZnqD/0yO+wTI2njncgpeTM+TwTUzUsU+PYwRTPPNnFQF8UAbz0TCeppEW+0OQzX5xTE9G9YTxPboAuappgz84ktYbH62dWSCZNwraa/YhFDPp7wwhd48atomoEJ0z01cZo67fk8opWOdFi5NR0geNKPC/g+u2yKmdtiTLxoE6z6SOEmjGQUjK70CARMzfNQOiaIBLWKFcljabfdvjppIluaNRrXhud0zapWHK/VUs6/cDUuv9Pt557nP0o8IVvwvf+qZhtmli2hWVbmCGLcMRidPcn+NiPvszwrk8CUFy6jmmaaLqOpuuETUXPKzQN2xSgaei6hkCJmvh+QDxqoWkaKzPnMTQwLEHTFRi6IBrR0Uy1YkRsHcPSmFpYS5X7umwMU1CqKkWqUsXHNAWphE61YXD51sa66pZeCztsMLvokUyaHNsXb988Az02O7eFSEZ1/uCVAp/5Sp5kTOfw7gidaQPfh5WSxxffLHHtbp27DxpEwjpDfTZ7xiNsHQwpXHsgKbf6CZYpCIeUA7lyu8bZixWW8v4GPL3jBtyerPPGe6WWWItFb6dNABzYFWOoby1KllJSrfvs3BZmfHhjXTqTsljOB9yfbvL2+2XevaQmQ3MFlWEAdKQN+rvtNoRy57Yo8bjBpRuqWTjUH+Lg7qiiIn4ordY1wchg+JHY9XzJ47UzRSamG0QjGtGIvummHegJ0detNAbyRZda3VfO71iy3SD+eiZli2ArUKWcqbkGz53IMNC78VgEgeTmvSqff3WJ81dUr2R0S5Tnn8wqUEDC/COhfWxLIxLRqNZ9bFvbQDuxed8kr7+Vo1YL2LszwYHdya/7HUvLTW7fr7J1OMJAb5jd43GMFn1ER8ZG1+BLX1tkeqbBlv4wu7cnePHpzkfux/tXSswtNDi4O8GLT3e10VdBIDE0CIcMhgYUtDIQrcBNqkX0P//2A17+2gIAB/emGOwLtyQdXd4+l+PWvTLPnezk+z/Zz/3JGl96ZYFGw6dS9fjt35/mlTcWNu2PpgmeONaBYQi+/Npi+3oKhXV2jsVAgy++skCp/FBpTf4/gEtHCPHngSPAM495/a8Dfx1gaGjo/8I9+6ObpusYpiQIAjRNW6OjxWDX8b/KyL7v5vZ7v65qcK1ibStwU806A3Dhy+9W2mwZSyXJQr6JEPDOyz/Bb4/8Y3TzBVwflnIemaRBIqpTrko6MgLb1rh8q8ndB01GBixGB0PsGLUplH1+9yslQiGNk/sTLCz7LOV9PN/n/LU6fgC7t9ns3BphYtbhlgaxiMHpC1U14Rs22D4a4ezlOuNbLISQBFJgWRoHdkbp67aZnld1/eW8x+2JBrGozodPpRCCDQiYL58u8WDO4fs+nFYDUXvj5Isuk3Muu8ci9HRaOK7ENODetEOx4nLtTh3b1Ni1VbJza4SRgdAmNEq17vP2hQorRY+TB2KPpBwwDeUsdo+FqFQl88sOkzMOuaJHd1axKa5nVATYMxahuUUq1SNdcv1Og5WCy6deyj62br7ePF9SqQbs2Bamp8tiYcVRFM6BfGyv4cNPZxEILt6oYGiCa7erPHFQMPgYsZRVi4R1Th5OUyy7LOdcJqbrbOkPbVpcNE3w3IkMg70hMq1ovdEM+NqZnOIbeqaD3q7HT/GuWjZtcWx/it/74gKXrpd57uSjZShB1bCfO5mh1gz49Ofn2DEa5flTnR/4/h3bYpy/XGRypsHIUJRk3MRxA2o1n1RSTbaGwxodWYumK3nl9BJPHsk8kkFz+1iMyZk6p9/NsWvco78nrGYdWllV0/EpV3yiEVXSWZ1o9X1JNqUygXrDo1YPFEWKECoL1AULC02Wlx12jMUJx3WaboBhCAxDJ5Ew2zKZnhe06VWaTZ9i0SEeM1nONXFcJaF4+26lDdvuzFpUKh7xWGtC+E+ODv+bEuHPAIPr/j/Qem6DCSFeBP4R8J1Sykd29aSUvySlPCKlPNLZ+fiL5E/TNFPHtAx0w8C0DSxLxzDVw7J14okO9j/94xiWgW7o6IZOgPpr2jpoqlG7XDAwTZ1E3OC196p8+qtVDEvj6U/+HL/8iz9J4OVIJCzevVbnwi2Hcl01cizLZKjXpK/H5DOvVTh7qcbFW00yGRM7ZHJn2iUZ1fCl5Ni+GH/5k2lWSvDprxa5dLtOoykRGniBxmBfuEWZoNJS14dUQmfX1hCxiIEd0pGaxoM5F8eVVGoBSwWfxdYilEqYjA3Z2NZmuGMsrCE0QaGlf9rfbTHQGyKQSuihUgt49Z0KSzmP25NNisWAF59I8Ynn02RTysGulltWbSXv8eaFCgs5l4Fui0xqsyO2LY2njiSIhDSu3XGYXnC5eKPGzm1hTh6MPTY6jYR16k7Ag7kmvq/Uo7qz5iOneteb6wacu1zh+t0a71wqE4voxCI6x/bHeepocpOzr9V98kXVqDYNDccLmJlvEiB5+niKnq61BcwPJPNLziPFwe9P13nnUploVCNk6TQaj84MImGDfTsTDPSoRcRxAup1n8HeMKmEwY07FSamvj5cc8tABNvS2pDJD7LxrXHGR2P4vuTmvdoHIosAhoeinDyW4dL1EvcnFcDg2q0yr7y51IZkPnWsk6efyDK/2GBpufnYxvfWoSiWIVjOuTSaAZm0xa4dCc6+l2NyukZn1ibcKiMKXW+jYWJRg4+90MPMXJ0z7+WYnKqyayzB4f0prt4s09Vpky82CYcU19Jgf4Tx0TjnLhZwnICezlBLLa7Oy19b5NI1xQhrGBpbBqLs3ZnANnVeeWORr76+SL0RsHUkyrMnO1lcbvLya4vkCqtRfgsG+Cdg3wyH/y4wJoQYEUJYwA8Cn13/BiHEQeDfo5z94jfhO//UzDR1TFs5a9MyMO3W/y2Dl879J37q//9RfvlfjPA3P//32gtBKqmTSOjouk4g1XP7d1jEEwYry/f5yhtXcR1VOzx09Dg7jvwwr/7uT+B5KlLNJg1qTaE0Zodt0Cw8qRENayTigr3bTJAGtQbYIY1wWOfL79SRCHq6bEIhnX3bQ5zYFyEa1njzQp2lQoDQNSpVnweLHhMLkj1jITIJg2TMIB7V2DkapidjYJmCiVmHL7xVJR032Dse4clDMW5OOrz6Xo3pxY3pqB9Iju2PsW1LiHpj7c6MRzQO7AhTcyR/8HoJTUgiYY14TMcNBKYpKJb9hw85oCLod67UmJp1ObI7xpOH4o9kwpRSspTzVPZgCnaO2owMhLg92SAc+uBSxFfeKvHK20q96EOnUrz4ZPqR/D4b9wtyLaRRZ3aNzO1hzH/TCag3A67eqfP2hXK7dBMJ6Tx/Is2ubVG6O6wNUM18weP0e6UNEFwpJcWKx+hQmFOHk8QjShTZ8QIuXCtz78EHO+9E3OBjz3fy/JNpLEvjlbfzfPWt3Ad+ZpVSY7RVP38YefMoi4R0RrdEWVxxyBdcGk3/kcimlbzDl762RKSFvOprNfyHByLs3ZloN+SXcg53J6oUCh5bBiMbykS1usf0XJ0gkMzON1TDfGuEA7sT3L5fYfJBjZ6uCEf3p6m3SjDKgg2+9ea9CvcfVEknTHbvTJLNqjmRmbk6Q/0RdE0nEtG5da9MreZRrrjMzCm9hpNHM8SiBm+dy5GIG+1avq4LRoaixGM6vgyYnW+SSJgcPZBi23CUN86scOtumeHBCMkWFbPQVhFE33z7Y5d0pJSeEOLvAF8CdOCXpZRXhRA/DZyTUn4W+NdADPidVtr5QEr5nX/c7/7TMNPSsVoQP8PUUEPQyirZPr70ob/PzhtfxXQbxJJhpJRk4x61hgZtZxAQYBIKCbz6PJ/7zX/AX/7Jr3FwPMFiAY5/+B/wOz//Yd5589dA/0uk4xoDvTaBFNyZlWQzOvdnBL0dOtsGQ8wseQSAHTaxbQ1PCoZ6VXT6a1+sgJR84lSEroyBoUNfp0KteC01qit3mxzeaWHqGvVmwJsX60gp+NATYca3qBtwpaAx1GOSK/vUHXjqUJjnjkY5fbHGuasNejp0CiVJruQzv+xzbI/NqYPR9hQjqIt/oNtkpeSxuBIwOqgRi+hsH7ZpNALuTruUawEdKaNdylkpekwveKTjOgd2hDi8O0Rn+tHMjgC1esC5azUGu00Ge21uPXDozugUSj6+Dzzio56naJ23Ddl4Htx54LClz/wjDTeFQxrPHU9Sq3ucu1rD0DV6OzeXSc5drdJoBBzaFaGvU+kIg1rIHh5wW7VUwuCJg3Gy6xrWuYLHa++WOLw70hYy/9BTGYIAbk8UQMK9qQauG7B99NGN31UIpC7g6P4EUqrM48a9Gtu2hDeVsIJAki96jAyGyZc83ny3yIeeynzd43Ngd4KeToueLovff3mRdNLkhVMd7dddT3HFN5s+fd0xHsw2KFV8ujoglTQ3CNR0d9jsHIsz2B/eMP2dLzh87qsL1Bs+n/pIL11dIT72QjfHDqb4wlcXuDNZZdtwjI88340MJMmk2RZCCXypIt5WrXzXeIKBvghD/WH+zb+9zUquyT/673bwsRd70ISinDj3fg7Ph4N7lAZCR3aN7fWJI1nqdY+BdUNh84sNvvjqPPmCy6E9CXaMJ+nuDHH1ZpHf+ewMY6NRXnymm0N7U+1sUEqB3CB5+M2zb0oNX0r5eeDzDz33T9b9+8Vvxvd8K5iuKZysYehqBFrINoTu0oFPgoTRuYuE8rOEwrqq4xs6sZjErQqEANOApgfRqMHI7pe4f/UzvPkHP8Wu/+5/R9MDYrEwP/y3f4lf+tnvYHTns3Rmx9i1VTC/7FGuSTrTOumERt0VvPxuE9OAdNLAtsDQYWJO0t+lmCs1YHyLyTvXXdJxn+1DJrqusW1Io+5K3r3ikEnqREI6F265HNlpsnXAYGZJ4nlQR3LxtkPTUeISY0MGsZBCvoRCeqv5CaVSwPkbDqm4IBZR06/ryzHTix6lakAqJphfkZw6FGHrgLqhIyE1cLNzVCcIaDuSeiPg3LUG+VLArlGLfWNrtW0pJfMrHrGITjyiHJjvSy7dbpJOGAz1WRTLPmFbwSu3DYU2UCmv2krR58L1Ogd3hjl5MM7MosP7N+pkUvojJQubTkChHNCZXoM6moYgEjbo6TAJ2Ru/IwgkS3mPnqyaUk4nTdIt0FS15vP2+1XGhm229G1eJAxDidA8bKWqT21d5iRaKLBnjqXQNDh7sUytETA2HEbTBEEQMLvoEovopBIbb/mj+9TOLOddpueadGfNDQ7/9v0aIVvj+ZMZLt8qM7/Y5NCeD6aGBjVZnIwZ9HenqFQ9VnIusYdoJDxPEa/tGk+QL7ksLjtEHpOFpZImyUSCyem6ukY0g0BCvemjCYHvKdGYQ/tSuG7AxHSdmcUmvZ0hOjMm710scOxgimTCXONREhupUNIpi3Rr+juRMKhUXV49vcQLT3Vjh3SOHcpw406ZW3fLLOeapJLWhkwjm7bgIVWtaMQgZGk8mKnxwtOddLcI7ixTwzIF5YqPaWyUNJRCIpDfZsv8VjDTVI0cbfXItUJ8ycYbUGii3VQKNEFfVuALHy9QTr/YELx0FN6+FvChH/rX/PLPnODsW19hcPeHSSbgxBMHWJ78CX7/V/4W0f/hS9yZyHPz3K/xQ3/p7+EGMDIo2NoLt6Z9IqaqQa5UJFETQmbA9JJC7RzdHWa0T3BryqcjqVOoBjxY8AlZgoW8T6kueOF4hHRc49YDlyv3PbYP6YRsQTSiePkBurIa04sBk3M+24cEd2c8FvMe8ZjGYLfB1QmP8S0mmYTWnnZcb+WqZCEXMDEnCZmC43tDbSbP+zMe7992eOFoiJ7s2iUZsgX7ttmEQxqJ6JojmF70cD3JvWmX7kzAnm02DUeiC9nqJwgu3HQY6TM4tveDdVB1HZIxrc38aZlqzuLh/a/WFaXAcsHjyp0GTx6Ikk6s3eymIXj++GZHWKoGvHO5xrYhi+0DG523rgviMb19HB4235fkih6zSy6RkMbYFjUbsWs0Qkd68627uqAd2RtHStUszhc93r5QoVr3GBmwObL30Zj+jrTJi0+mN5S9/EBy7Y6i7h7sCzHYGyIS0tk2vPmYVms+SzmHwd4QgZS89V6BTNLg+IEU71wssnUkytH9G+HBlqnx0tMdGLrgy68vY+gQXrcovH+1iOtJDu1JouuCStXn1beW26IkjWbAi6c6+J6P93J3skZnqwRzd6JKvugggOOH0iznVcDy/tUCr55e5js/3Mf4aAxNa9Xy5cZz5jiB6q/FzBasVz1fr3tMz6gewx9B6RSAeMwgkFKpwJkbS5CuJylXXbq7HmrSBwGB/y1a0vmzZoZtYIdamHqfzb0VqRo1ui4IhQxocVsXGoJEXNB0wVdcTNyeF+we1jgfZPiev/Ef+L1//yP8jZ95Fy2WxReCH/1//V2unf8C1974Xxna9wO88ge/yA/9lb9PtSEpluCJXQa7RkwEguViwFzOY6UEwz0asZDk9iwU6pKxIYOTe1U07fmSrf0GC3mffFWQiAVcvCPp6/BJJXTmc5LrkxLLgKFuCNuCJ/YoR9Wb8Wk4ktmVgIkFn0xMozOtEzbVfEEypjO5EFCuuRzfubEksn3YYKBL4wtnmyRiOiCo1CWxsKArq5Oa1zcIgABcue+RLwU8scdYl+5KphZ8DB0O77QJ2Qor/c61Jl1pnUM7QzRdiXfPQdPVTfWw8161WiPg0m2HrQMW0YjGUsHH9wXxiKayt/X7cqdJw5Ec220T3h0hGdvopBuOxDI2i08noqpvce2eA6LJzpEQUkqWCz6RkMbxfY9Xy1opeLz1fgVdE/R1qfMXsjV2jUUwP+DONQ01mn/1Th3HDYiEBbvHYnRmH18KCwLJrYk6iajO6FBLWUsTJBMGpYoStO9IWyRjSnOgI71RXGZqrsG1OzVSCZNUwuDI3jghW0cIsC2dbNqk3OJZSiVMFpcd3rlY5OThFJmUybMnspw6liYI1njgi2WPi9cUnPTo/hTFskcgBQM9IbyWpKGmCQxDo68nRLPp8cbZHMcOpjl7Pse9yRq5osOR/Ypy+5f/ywS5nNsukfmBr1A6Qv3+6bk62bQicatWXBCwY0wt4u9dKuA4HoWyy8kjHWwdiVKpekQjqvE7OV0jnbQ26SQ3mz73JxXZm7XuOpyaUedmMB3GfghIIITWquN/i5Z0/ixZOGQQCknl8Fur/KqsG6gUUdfVjR+NKHIm31di00KAZkiEFHiBpOwInKJgsCsgm3yOO5e/jy/++o/zw3/317k7pxGPCP7df/gVPvTcMf7OwQ9Rq6xQKDYIRJhQWDV3Iq3osCMpkELDFxCJaBzaCoWGcmCT85LYsHJ8hq4eC/kAKTW2DWjkKoJUDAoVScMRdCRgsGtzlJ6K69yd9VkpC6JhxTXTdCRuoKgm8uWApqciS/FQ0KoJQSyi8eRem7AN7950mVmSfOKkQWdK5/kjIeyHEJaVuuTBQsBof4BtSqQUyqlvt1owULV/QSDp69BJxdWX2qZgdMDk5XebDPcEHNnxaOihrgliYQ3LhEpNcuGmw3Cvzt6xEPHoxh8wNmTiequsnRu3U675vPJunbFBi12jG3+Epgn6Ok3K1YBMKyNoOJLzNxp0Z3R2jYbav+NhSycNDu+O0pHS2+piric5c6lKJqFzaFeEYsXHtgShdeWnmQWHfNljJacc0rPHHz3NvN4CCbmivwEO6LhK+nJ8JNy+FqYXHM5fqfDM8SQdrV5KpabKEk8eSZKMq9/Yuy5qffJICscJ+NIbK3RmLJ44mETXFcW1Yso0sSyN3JLLW+cKnDySIhk3GBmMEIvqbS6dnk6Ljz/fRUfG3MBKqnQPCnSkDCZnGhzYneDJo1ksS+PmnSrzi012bIvzxJEMu3ck2hBVXUP9XhFQKnt89ouzWJbgL37/Fr7jQ72cObfC735+hmef6GB6ps7QQJi/9P1bGB6KMrfY5PTZZYaHonR1WJy/VGSwP0y97mPoghNHs+3F6MPPd3NvssrFq0XuTVSJRHUO7ElRqXnUGj6f/sNp9u1KcvSgGtITLbqHb7NlfguYbSsUTDikq78PPRR1qnKqsaggElE6tOGQaD00whHBkW2aok4Q8OIBnY8e0fiuH/lZ5qeuU7n3OzhOlb/y8Qy/+5v/kZ/8x/+c//y//lU6urfglO9hWGr4JRlZuxjO3RFITWO0R6MzCdmExkCnQd3TmM2zCca2a4vG2KDGpUmNSlMw0qdxYJvOjiGNlarGe3cFDWdzWll3VOSxe8Rgz6hO09coVwOGujUWS4K5nJrSfBSOWAhBX4dG3RGETUEgBYsF9VrYVlFprbn2wWM7TZ49ZDExH3BlImBiPmixawosU0X2rq8WmG0DJh3JNYd6b04hMVLRx1/itiU4sN2iXIOGE3Bwu0XTFVy45VJvbvwBmaRB97pyk+NKnJbgR6MpKVYDgseAp3VdsGtriO5WhO24sGPYpuHA2SuNx8IcTUMw2KPqxEIoZ2/oMDZkM9hr0nAC3rlc5+b9jSjnlaLP4orPsf0xDu6KqKZrySdofU8QSC7eqDM5u4b+MXTB00cT7NuxlnGoGjsbkEO9nRbxuM7tiUZ7MGhqrsnlW3VC1tpcSr7o8t6VchtSalkaTx5OsXeHoqOIRZVOwyrZnx9I5haalCpKRW1ius477xcZHYoyOhRlbqHBV95cIdpSCFtv2YzFzrE4fiBIxBVS5vLNEiePZHnicIaVgssrby7hulJRKqzOxQSKygSpkUwYdGZtpmcb5AsuQQA7tycQCHJFh6OH0szM1enI2qSTFomYyZbBKPcfVJmcrrVnP6bna7z9Xo7lFoGgpsGObQlOHFaiLEv5BmfP5cgXmxzck+L5JztZXHH48huLbRRTgLaBWuObad+O8L9Bi4Qhm1JNFT8QBK1JPU0H6XkYvkdI97E0H9NrEGgGumko+UJdZQWBhK6U4PaiRAC9WYEvBXY4zF/+7/8Tv/AzH+d//PmnGdt5lM/94e9TqjQIhTOUGkvkFu/Q27mPjiQk1zmz+QL4UnBip6Ano5ynwu7DYJfiOllvyahGrhLgBtCdXnOMhi65tyCxzTWR51XLlyV+AKm44MGiYLQH9gxrLJck16ckUQv2j2r0d2wubYAqJ717K6BUlQx1axzdCanY2vvmcgEzy7C1TxAPq33uSms4rnpfJLSGXAgCyZWJgJAFu7boNB3JQkHSkxaUawHluuCpfTbdmc0Ov1xXvEbRkMD3YT4XkE1qbB/UCVmCbFJsyjaqdUmxEtCTVQiti3dcNAGHd1hkUzoffzK6oc/wOGu6ARdvN7FM1ftoOqp5+PXs3rTL3WmPIztttvSpnZNSsnPE2kQlvXtrCD9Yy4AWcx7vXKlxcEeYjpSOrgnyZW+TaLzxUP8hEtZ56kiMr71TotEM2D0WIWRrdGetDYRmo4MKOZVYx+908XqFM+9X6MyaDLUmgNfTY9iWxrNPpDFNwex8g3cvlentthgdihCyNKVMNh5rQxVnFpqcvVCkvzfE3oe4heJRgz3b40RCGpdvlLh4tcS+XUr/eHRLhAtX8nheQLHsUph2GRmKYlsCKYNW6U5d1/t3J9m+NYbr+vz6p6fYsyPBX/6BLdybrDI1U+Pm3TLFssf3fecA8ZjB8UMZdo7FWVxqcOf+MkODYT714T5mF5vt0s78YpM3zy7T1xPm/csFnj7ZwbEDWaSE195a5rlTinCu1gjWaUTLb222zD9LFg859GeadKVcBjoc+jJNBrua9GUdnvvMz/BXPxnn4G//K8Zf+XV+9DtinPyv/5RU3KcjEZCOBaTiAdlEQNgMyMQDsnGJEBIZBBjBEnsO7OGv/LW/za/+f3+UHXsO8f3f//38T//0f6fZKLMwe4/zZ79CMiqJRdZGr+tOQNiWpKK0Rar9ICAWUe9ruGwiY3LcgLANiYjADwQTS+oiM3XlXFNRwYNlgbtuZqbcUBSyOwcFhg6LRUHIBNcXCF2wc4tgqEunVNO4OQP58sbvbLhQqAo6UoLxPo3xfp1MqwwTBJL5glpA789LppbUb7MMwWifTjouyFdhpaSe1zS1sHUkW+RbTZhdltSakE1qHBoz6EoLak3JrZmAeitbCaTk5lTA3ZmAcl3d6Ie3m2zrU84qHtHo6zA21fAX8wE3pgJKNbWd/k6dvg71GU0IssnNjd4Nv92RXJ/0eOuySzZlsHPYpL/LZHTA/MAbe1WiMB7RKJQDrk6sReVCCAZ6rHYZpf28xgY4bCqus2driMWcx1sX6wQSTh2KMTpgcfuBQ/0D2CgrtYBbkw4LK2sXwv4dUY7vVwIld6eaBAF0ZNZ+h5SSwb4QHVmDe1OPZ06NhHVMQ2Nipsn96QZb+kM8fTxNteFz874a8FIoI0m54nFgbwKkqu0/ynJFF8+HocEI1XrARIvDf2nFw/cUK6ppCXL51jHUWuI3+CyvNDl3sUAiYRGNWgz0hQgC1TOZW2xw9r0Cw4NRtg5FWFhcm3VIxE1m5uvMzDYolz2iUZOxkVh7BiMRN+jusEklVI/q9r0K20Zi9PeG6e600YRker7O4mJz7R5t3df/t6dW+H+Cxe0GthZQdwQhy0VKJUkWELD443+Xxf/3j1NuqrS46RtoCAxcfN3ExMeVAoSg0ggwdB1DqL/35xw+9xv/mndf/yw/8Q9/hlrlDynnprh1y+JjP/QP+Pe/c47f+A//lGSmB9vw2dqt6JkB7s4FSpA7JQjbGg0n4MoDieNDT1pjILuuxxBIpnM+szlVdto/KinVBIsFiR9ItnRAf1ZQqIJtqhvO8yVTyxLbgrFeQcPV8KRynvcWoTshiYUgExMEAczkIF+B1Lp+pJRQrMFwj2C4U2xCszRcKNcFyYji4bFb8EY/ANcHS4flEkQsyLa40vqy65gho5CMa1QaajHQddplkFIV3DSELeWcx/u1luOXJKMw1r+2HcdTTIUha+P+dWcE0ysaiwVIxaCvQycIJFNLAYnIxmzrUVZtSOZWAmIhjd6shhdArhy0F7zH2UIu4M6Mz4Exg5eOf315QoDbUx4rxYBjuywMXZW/hvstwisukVCAoatjlC9J3rlSp9aw2D/+6G1nUwY/+LE06cRmV1Eo+1y902A552KYGgd3KBhosexz7W6TrUMR+jo3pkpBICmWfZYLHgPdFuGQxthImFTSaOPj7z9ooGuC4RbnzcR0g8nZJmNbwtydrKHpkIxvZCqVUhIEki39YVJJk/NXipy/UqTpBrz4lEICvXZmhWrVZ/vW1uCY1FugC52OrM1zT3aSTlms5JpUqj4zsyVeeqaL5052ELaVVOaZC3m2LDXp64m0r+FjBzOKdC229lsVhYLKdK/fKYOUjIxE2TakSmxLyw1Ov7uClPCdH+5nebnRpsMWQiD/ZCo633b436jFDRePCpbQCRsOnhQYQiJpRVnSx1SkhJScsBL71nyCIMDSPJxARyBpOBox0yds+ASBQbUZ8Dd+/Kd48sQJ/n8/908QhsVrX/l9duzYiaV7hAyfv/cT/5hyHfzAxcBDyjBCCOIRSNgeESNgNmeQCKtoIhH2idkBiZCJEK36sQ+5CriBTzas6uEdMchVdCp1mM1JEmFBV1K0G8KuB7lqgFeURG1BLGSwo1851EIVlisBy2VJ2NJIRnW29gASQg+VReZyPuUGdCR0wg/1UUOWYP8wWCYsFQWpCNQdyZUpiSFg54BgR/9aBrPeqg2oOapk5vkwtQy2Cdt6IRkVHNi6sVyRiKrxytHeANsUSiRmBbpSMLMCtSbs3bKRA8cLBIOdkE2ue86HhTz4PiQfD7YBIB0XHN9lYhmScl1wd0Y53swjUJLVumRyIWC4VyNkqcXE1AWx5AcvDlJK7s/7VOsByZi2qVTUnTXpzq7uu6KILtVhcs5n//ijt6lpgu7sxhMppWRuyeXq3Sb93WqILF/yCaQqGUQjOjtGQvR0msSjirHScSWxiM70gsPpCxVkIImGE4RDFp0Z9Vi1jqxJw/F552KJrUMRmk5AX3eIo/uTVOv+I+ku8kWXS9fLNJqSH/3BAfp7QpQqLmfPF8ikTEplD8fx+a6P9dCRaV18reOjCXV9ZNIWv/e5GRwnIBk3efpEJ5al8eaZZe5NKhGbkcEop453tJ19re5z4XKBZiPgxnyZgb4wi8tNrt4ssX9Pip5Om0zKIhE3VF1faLz7fp65hTpHD2bYOR7D9SRvvZuj3vB59skuRRvNt/Dg1Z8li4kyNHOENINQo4EPqNaPQSBAD1yiRh2BQ8a08aWGL0IYuEBAXUaxRZNQOIGNgy0alMqC/owGjRx9zx3i+z/1Gv/5V/4P/pd/+VNcvXqFmFUnsBt0ROP0pkwWFos4dR1QEVBfWlApVRDSJxVJk4ppJKOSB3M1HK9Bw4kTDSuHbxsw3iN4sBQgAgfHAR2d0R4TP5AsFTyWix6dSYOIrW4M0xBs7Yb7Cz75ksQQklTUBATJCCyVIF8NmC94hC2b8CMGlhQ8T2UFUnoUqoLkOjZJTaw5v1gL4FFvquGTpg8zOclgx2aqY4BSXWUHI11qGiJXDmh4qtRktlBJj7LV6LrWVOWqpAvxMOSr0HAFkXWL0swKSATD4XUDMggGOqHjg/XHW79PEA2pzOfy/YBEFLb1Pnq/XF/1GVxPlWPCIUm9CZb5wagNNScgCds6u0cefWvPLPlUGxJDk9yb9Tmyy2a45/FwzVWr1APyZZ/eDh3fE1y+61AqB4wO2oz2mxu0gk1DMLaOxfSrZyos5lx+4CMp0gmD3dvCdKWNR8JEC2WPdy9VEUISshQD6f4dEcZHI+iaWFfnXrNS2eO/fn6BRiPg2P4kuaJLPGrQ3RHi6eNZDAN+4T9PUK167UY7gJBqtiIIFBjg3Ps5rtwocXh/iudPdZFOWVSqHrmiSzJpcHeySiZlEY+vHdtiSVE+HNiTIJBw6VqR+1M1OjOqtxKNGHzXx/qoVD0uXy/y8qvzHDuYprc7zJH9Cj56+p1l4lGDbSMqaxECEN8evPqWsFg9hyjPYOoh7HoZX7fQNYkM1MSt8F2cTA8AroGSQpS1dk0laTRVvV76hEQDCWh+nWQkTlPPI4VGRFj86Pd/hB/8+DN86Y23iIoamigR0W0iUZuqUcMQa4gI09CJ6Q1c3yNuJ9u43mxcslJwcOsVSLaENYQSDNnSGTC/4uB6ksAV6JiEQxahTpOp+QbFcpNE1Gxz+icjOmO9sFhosFRwCFlx9FahuDNhoGmqOTifqzPQGXlk03asV8PxJEtFn3rTw+4RhD9A07XpBUStgFhIb5doHmVdScjGlaN5sOyzUoJICPxAYD5+822L2LBzQNW9p1agUFO9gMi6qdnh7s2fW6nAclE5cstQWcXXs0QEBjpVf2O1XOZ4G78rFRMcHtfbC9VcTjKfg11bYD4v6U49uoSkaYJD48YH4jsqdUmhKskmIB4RHBwzHym8Xm2oWYzVvsTEnMfblxoc2WlzcLvNsd1hQpZoD2p9kF8KpMTz4eLNOvt3RNg3vnlwq9FUJZDLN2rcnWrwyRfSOI5kYqbJ+EiYaPjx2Y2mQbMZkIgb7NkR56unc2RTJj2dFl2dNqWKRzZtk01a5AsufS2pR1/KVeIa/ADKFY+Tx7LYtsbpd5bZMZ4gk7QYG41x+WqReFRlCsu5Bn3d6jcsLDUxDI2BvghTs01ME158qoueLltJNnoBr5xe4v6DKluHIvT2hBnZEuP6rTLziw1qNRcp4dQTHW1KBj+QSP/PCkpHiArA65oGsRjU6/C3/hb8/M//ae8ZAEY9h1Yvgqhiuk2k0Fpj0Cj8bBAgcwrP7Cc6EEJD8z18XUMIHek20OwIYUunVl1GGiFM6UOtiNksItGwojZBo0AmZPFjP/ZjFO5cxXcrmEGKwLUJN/IIc6N3CTt5DAkGa1wlll8j7JUwvc11A8vUCPsVbBkgAw3fC4NlYegaSdulVqvjORH0kLo5hBDEwgZOI6BUrtFo6ESja3XUbMzAd5qUq3WajkE4tBn7HjI11eR1XZyGQ8OBsP34urQA/MDDNn160o9/n76uSRkywfc9EraGpX9wCWS9rYqY2YYkHoalYkDEXitrha3NN2BnAhJhWCgo5NW2njXHJ6VqCD+cXeiaYLRHo5lVZazpZclKBXb0yzaSSrYcpN4SwejNCOJhyXw+YLEgSEYFj0PWPy6bWbWxAdV7eOuah+vRFv9Yb5Waz+fOOPR3apza21J76jeo1i06UupArZ8y/iALAolt6YRtn4Wcj+eBNDcem6YT8F+/lKc7a7BrWwgvkAz3q+GqjozxWLqFVbt+p8r8ssveHXHCIZ0Th1M4js8bZ/P099jkCi5D/SGO7U+TWBedG4aakxFoGLrgpWe6EZrglTcXmJ6ts7DsMD4a4+DeFKmESank8Eu/PsH5iwX6PqSc89bhGJm0RSph8fypTjXrsm4BbToBr7y+SMMN+J6P9/LUiS5qdQ9NF7x1bpmZ2Tqf+mgfw0PrG148FuL7x7VvPZSOlDGkjD198CDMz0M4DN/3fd/QJoJmnaDZIKjX8BbnCByFFAhqVZzFBZz5aXVDVkq4xQKNidv4ThM3t4SbW6F+7yaNhVmaM5M0Zh5Qvvwe+Te+SO7cmzRvX8crFKGwjFet0Ficxy0XcfIr+JUyfqOGVVjCKi8TXZwgsjxJaPoWsaUHTL77Nt/9Iz+GMT+BVisTXpkinJ/BTGTxV2YILU8RKcwiqiVCK9PYTSUcrZVmCZcWEbkZgsnLhAozROUaQ2WzVsHKTxGtL2OE1qInbfkB8coCYWPzxSMEhBpF7Poy0ebKhpXf9OuEnQJasBkNEbE0Qn4Z2djMyhg2XOygjPQerZO6ajFbJ6Q1cB+xjfUWD+tELY96vYnrPhqZ8bClY4KetEa96TG9/HiM+6pJuVHkJB6CLZ2Sugsr5Q/+rKmr8lNXErqSkkI1oNkqGRRrcH8BGu6jjr1oN4WzcehPqwwhkKpfUq7DjRn1F9QgWSIiqDsaAx3Qlfz60V+1EXB5wqdY3YjAUUNxqtTVkdQ3lcimFj0u3fOI2BALrb0WtjWO7w4x2P3oGNH3JbcmXe7NbDz3lbpkx4hFMmGSSRrEIhp3p1zeOF+j0cKd65qCNQcS+rttnj2WwPUk0bAq4b1xrky1rqZ9p+aam0RiMmmLob4QK0WHN84V6GwNZhmmxsKKSySss3d7goXlBu9fLa7NI6yempYXnJ1vcOa9HH09Efp6QwSBxHF9Gk2fdNLiwpUSHSmLgT4VfBSKLovLTQZ6w9QbPl99fZEbd8vUG2tsotGIwb7dSfp7Qpw+m2NxqUEybvKxF3p4MF1nYUmJszTWfUZoitjuT8K+9SL89fbpT0NXFzz11B/5I87SHLn/8m9xazWMUBhvaQE920Vk9yEaVy/gzEwgZIB58CTOpXch8BGeA1YY6TYRfsuxSLkZiA4gBHUVzqvOrNYaMhJKh1QC4eE+JOAVKkqn1vMxkzFGNZNY4PEv/80v8A+/68MIp46W7oD9Jbx330ArL4NhwcwDNMPA6NuKX1xGf3AHkAjHQebmMT0HY+xIe5fk3YuY8w+ga0DtVrNOIDSM2dvovoe1Q71XBj54Lhgm7uI0dnGGwLAQZhhtHSjbaFYRzSLUy/j46JGkcoqBj6FBxK+iNQ28ioERS7c/p7t1on4ds3W1es0ammagmWsNOSklXq1IRNSxHh7H3XyoSdoBDcej6TgEgY9lKaFnP1AYaiGUTF2p2sDQdaJhi/6sYKkU4DjB2pCNlBvqzKvPLZdcLEMjGVWcJ7lqgKkLxnpVY/OPUkeNhSTFmmSxJOmIKwdtGRANwSOqJRssbKsJ7Lm8utxKdRjsgM6kylZWzTQEu4ZUhrC6P3VHzRM8PGMBMLEguTsL6Zjc1FDWNcGOIR3XZ8Pvqzclt6ZUaeWlIza2pSCRjrcZtbTe6k3JuetNqvWAnqyK/D1fMr3ocnPCZbDH4OlDa2W+SEiQimvoQtFHxCIa3/shdR0FgaK3fvdKjWP7IviBGnKbmHHI5V0Wcy5H925UQBsdDPE9H+1idqHJ7ckaE9MNLl4rk4zr7NoWUx02Q+NLry0RsXX27ki0SeU0sXabv3c5z9n38vydHx3lYy/2MfGgyul3lrl1p8L3fKKfbSNRnjmZZahfHdBz7+c4d6nAj/7wMJGwjqbBu+fzXL1e4js+1Eu0xQv0A58cZGauxtnzOT77xVmOH85w5ECG73ipl8npCr/1mWmOHEzzsRd62udCiD+L1Ar/+T/DX/yLH1wgfMiaD+7TuHUd6TgE4Sg4DSSS4te+AIUVgiBASElw+wqymF/7YL0lAyhQxDC6UCHAep8v1l4XqrUPgbphZCDbu1mbmAEJummoko8uaAagZbv5uY+e4Pn/8BleGunn4FAP4Re+F29lFm9+EiF06EgiFmYR3f1ERvdBrUzguATLC4CJEUhwXYTTwJ2fRFZK4DpobgOBjnv3Cv78PYzdpxBWCBGKIQIf7+4lZDQJlRzYEeTENYSpY23ZgxaJo1vqBgoaNcTSNLoIkM0q0neQQsdvVJH1Enp2gHDnAEGzRtCoIqMppNNACIEZiSNqJfCaBK6FW8qD72BGEhiJNZUkw7KJhBw1iOZ7CE01b52agq9ZUdUFlYFPNGQSiYTQBNRrNTRNQ9d1KuUylmURDoc3nB4A3w/IxgyEtsaJU2961BsuyXgIXRPUmx6aAF1bQ7NoQtCZ0NV3OQGVhmzX5z/wmnMliwVJMiLbA2yqHKRel1KSr0psA6KPKE/UXeXoOxKQEhCxRLtxDSrSrzVVZL++ZHRvXjGvjvdt3qct3RodiYCwLXB92V6EV22lDLmyJBUVWK2FRdegK6PT3yHalM3nb7ks5gOeOWARCT36PtSEml8Y32LQ2Zp2LlUDrt/3sC1FKxINa22Hn4jpJGI69aaChW4dtBjfYvPe1RquL9k7FmJ00CIe0QmHNHo7TS5cr9J0A548FCf7ED32g9kmp88VOXYgRjikU637nDyS4u5klau3q5QqLtuGI5w4nFGaA60elyZ0AtR593xJb1eIbNpkabnJvckaPV02Rw+keevdHF99Y4FwyODw/nQbodPfG2JxJUKl6nLhSoGmEzC+NcblGyVm5hqMb1UlT10XdHeGyBUc5hYbTM7UObRPsn1bnI6sxZvvrHD9VokTh7Nk0lY7lvwz1bTtaTbhtdfgP/7Hb+hz0vcJmi4ykMh6AzwHEUnB7AOko6J3KQNYWVG4OqFtoL5rH+RHaTysRvJCW3PwLWePALl2N67bFmiGhaZLgqU5Ok2Dn33hKH/r06/wlb/x3ehX30MKE5oeUg8gl0NzXWSxhLc4g5dbRg7tgNlJWJhGHHoKOTtBsDgD9QpBfpEgkUWzE+j9Y/i3zhGUi2iWiX7848hmE/feZeTMbfRdJxGRJP7EFQg8tME9mF1DSNdplzXcexehXkLrGUZPdiI9B/fuRUSyAxFNIAwTI9GBdJugGwT1Cv7sbYimMLuHIZoAz8XLzWAYFlIPE/hu+7gKITAtG9O0CGSAk1/AiKUxQhECz0N6Li4SIxzHqZYJfI9IKgsIDMNA15VDsSwLo5WVCCFIxsK4rkOjUafRdDANk3A4pE6ZaCF1ZECt3iQWsak1PQxdIxPf2GtYjZZ1TcM2ta/b9K07AStlX+kRmKItjN301OyApqlhslJNzQFEH6FemIpAxJLo2qNr8OW6WhCy8bVegxCCgawqPTXdzQ3jWEigC42rDyQdSUmlLulNK8oNKSV9WehMaht4fCxTsHdk4w9uuCB0tSg4ruTWlEciKhjoXKOHti3BgfGN0M1UTOPoLpvbUy6Tcx7zSy7DfRZbek3ev9lQw18HwuzfHiLVGhyLRDSaTcly3qPWCNrlOCEE+3dECQKV6biepFLzibXgmZOzTRZzLpdv1tg3HmVkSImc37hdZSnn8KkPd1GtBQz22vR0hWg2fWxbV3xPUt2n07M1JqZqfOzFXiIRjbffyxMNpziwJ8XrZ5a5c7/BoT0pVnINBvpUhL9jLMFQf5Rf/o0JCiWH55/s4sj+NGOj8fakba3mMTldw/Ml129X2DUe56Vnumg6AcWSSzymaNY9T7ZFUyR/BnH4H8/l4NQpGBn5hj4nAwWzIoAAT9EeVCsEjboaNxUaUmhotVqLR2PN2YvV9K61xErWRe+aQCIJXB/0VlrdWGt6SSlVxBD4aKvNQsdHaAItpGON7MB7/yzoGh8d7ObzPR3807eu89NeALpAiyegXEFIDatnC36xQPlrf4h8cBt9YCtaslM52KZDUK0STN5C7x4k0HRYmoFsN7JRQescJBA63uQNjOHdePcu48/cQUhA09BiKfxQFL1nGC2axrtxDum76MO7EHZEReupTkQ4gX/rHKJvKyIcRc/2oUVU81c2Kvhz90E3wI6CaWOkuhCaEoQJqgVENIkWiiNlgHQaBM06WqtB6xUWQNMxU134poVfXkFIHzuewquV8eoVdDuCFVGfVwusj6ZpONUSmm4QDm+sUwS+R7NeVUNToQi6obIA0zQJRyJYpoFtG/i+jxCCdNzexFfi+QFIia5rlGsOhq5hmx8MvVHoLElPUifWQpI4HiwUfNIxQSKs6uT92cdTKKh5BknVgd6UxH6IdbM7pRrExkOLT8QWTK0obp7BDlqN0LXXbUuhi2wTKuvaJfN5yUIBOpMK+vioktCqHdthIFo49ZormV4OqM9KgkAw1K09Eo0FaqHrSCmnevr9BgsrAVtamcjOEUtVQ1vEcqu2cyTE3akGX3qrTCwsGO6zAaVpoOui3Zi/db/OhetVBntsTh6McWRPjG1DIa7fqbX6IJJ7kzVml5oc3hNnoDfMl762xNxig4N74Mx7eY4fTOH7raBNCro6Qhzen2bLQIRbd8vk8k3yBZeJqRo7xhIcOaBTLHmcPZ/n0rUS46Nxto3GCIV0juxPE4no7N+dAqBrHfJsOe/w7oU8uUKT/bsTfOqj/SRiJpevFbl8o0g8orNne4LtY/F25iERSPlnDIf/sZUV+Jmf+YY/J2WAW2uCHyAMA+l6iGIZYYYJ8jlVrgGEpSGd9c7+Gzi4qznXQ+bjgYBgNUqTSvRcChcvt4LveQhfIDSNn/6O5/nIv/0NXuiK88zYMJfvPCBuagx3DuK5Lr7TVOJMlo1fzOEhMbsHwQ8Img2EZqDbEUAgdRNSXXgTN7H2nkArF/AmbiAicWQ5j4i36uz1CvSOYGzZjT99G39lAc0KoaU6QNPxC0vgNMG0ETLAL+XReiXmyD4IfKTvge+pjCaSgGoRL38PLZpEtJy5nsiiRRJoIeWQvaUp/Nw8nqZjD25HC0XRE1lFAasbmNEUrre0FolH4uihCJq+dml6zQaNxSn0aII1IYKNVsmvAJJouhNd15FSYlom+rrtRFvTXkIIdKFquI7rYRpGS2e3SRAEpOLh1lj/2kl2XJ9SzSUZ3ShDGAkpPvv1149pQCamEbZUNJqrBKSiGqYpCKTcRNsAChq6OqWciUky6ziG1qOQ1ptpwJZO9XehqDD+23ppZyWaEHQkBMUqbOlSMwagSlSagOkl0ISkN/P4a1/TFJ1FIqJq70/tNbk353FvLiARE2Tiiub62qTL9kGd5EO8PomIRjalsoFVrqFVzeKmowRrejt0+jqN1iJhkE4oXWDXk7x7tcbYkM22obVMrKfTpHfJpOkGBFJRNETCOroueOs9JYa+d0eEwb4wo0NR3rtUJJCSQknp3PZ02kQiBrpoqVhokkhYZ3xUlWC2bonS0xVifrnJwkqTl57uorszRKnsMjvfUBF90WXbaAy9xYz5OOvvCTM0GOb2/TInjmRJJ1UmFInomCacuZBj/+4Ue3em2p8RBCD/ZNgyvzUdvhAnuzTtG0bngIq4kIqlTOqmCrcCiTU4SmN5TbtTajbIettvryE1ZKv5uqpk1Qr59dZ7fIkwNKT3AQoILaCCZugE0kc2mwQ3rqJZFngeQodktcS/fHo/f/8r53jre3+YP/zqz6EDf3/rOMHMBCKeJP7cJwlKOWrvvIZ76yKO52N0dCEicYxte5CNGu7iAno6jWZHcF2Xxvk3ELaNruno6W5EOIbmNMF18O68j/R9yHTj3bsC2W7MPSfRw1GCagk5P4Fm2IhoElktow1tx0j3qLH16ZsIK4x0HfxyDi2WQuseRvddRDjKKh+yMCyE0ZKQq1fwigsEbgMtvOas1UKlavTuyjSaFcEIx1unXiD0jZelV8kTeE0MAXYy034+8D2QEs0wW8igAE3T2tsJhzfivR++eRzHpV5vYIdsPM8jbKuoX9M00g+VehCtq0FKGk0PL5BEQ0a7TLXeNKHI30DV911fjf03HFgq+3Ql9E1RdTysEbUlhZqaZgaFx14qSRLhNRrsh23ViYctyAuYWFBR/arTlxKmV5STX31vNqGRiUsqDbXI1JuSsP1ox1Jvwp0ZyVA3DHSoWnxnWidkBSRabK2+L7k/p5rdB8c2OnxDh4Pjqi79sKZwEEjKtYCZay7bhy12jtgk4wanDsU4d6XGvZkmQz0mmaTOxRt1OjM6fV0WiajBqSOJTUpRN+7VKFY8XMen6YT5yDMdpBI6b76bp1LzefaJNJWqx7GDqg6v6xpa63ytN701dXv1RpHD+zN0ZtW1kIibzM7XFfEaEs8LHjnD8LBNTtXxA0lf71q/qVzxmFtskoybnDj88IKh/Ylp2n7rwTKV/aVXUymIP1qd54NMSknguQSBJKjXVUCfSFJ7/xyBLwn8gEAI9ZrnI30fGaz7G0gCGSCDgEAqjppABgSeeshAtv9ueshV+tlATe+1ADzrVpW1EpDn8/RgDy/t38lP/NL/wXA6wUSpCq6j7tJ4Ci+/jN9o4DeqCMDsH0GkOlWfYmkO5/p50ASaGQINtFgSmV8At4l57EUkEn/mPu7VMxD4aL2j+AtTyIUpMC1wHWR+QR0z30N0DWLsfRIt04tcmlI9gsVJgtm7SCkIGjVIZBSqqVFBWCGMge0YPVvBc/GXp5Gu0z4P/vIUNBsYHQPYW3ahtRrD0mniLU0rJ+06+JUCMghax181T2QQ4NVKSN9Dt8OEOwewU10bHKxbLtAs5VQ0Hw5jWBudtOc4uM16+7z4vku5VMR11D5alkksFkHXNKQEQ9exrLW+wHpHbhka0bBBqdqk2vBoOJubPA9DPFvPErUUxl7TFBnc40o7mibIxDRsU5CvBEyvSKoNFbN8PUuEIWrBw0JJQsDWHhjqXHsuCCSLRfXaxCJMLj1+u9EQ7BwSrQxEEkjJ1CLUHa3db4hHBfu3GmQTG93JUsHn3A2Hs1cdmo9A6oZDGk8fDDE2ZBGPCqYXXEpVn+6MwfiIzXLeJxzWiYY1lgsuxbLPxZs1Xn6ryOkLlU3b278jykeeyqAZGm+fL/G1M3lW8h7f8UKWQ7vjXLpe4g+/stgWMfd9FdYFgZJanJqt43kBtq2zezxOLu/heT61us97F/NUql6r1q6mzF1PHex80WFyuvZIsjNdF4yNRqhUPe5Pru3zru0JDCFYzjmPgA6v9S6+2fatGeFL+Tf+yZEjf/1j/w0fFTIAL8BHoklNNWjLDVXTl4E6loEA31N3h9aq0YNqvKriverlytXn1zdhRbsstHm/1UZk667TDInUQAQgIjGCRhXNMBCBzyvTM5wvN/ibO4b5oc+8ytDB3UzkywQrS2hdvYhYgsrLv0fQrCN0HWvPMUQkjnPtnML7Ox5CtzBiKSQaXn4Ff+YeoncEa3QHWjxD850v403cQOvoQxqmylUME6ww5hMfg/wC0nXx5ydwr55BhONYT3wYPZGB7Ufx5yeQzSYilkAEHlJqBJ6D6B7GyPZC4OHP3kVke9DsCLKcR5oh9Z5oEjwPo2cUPdO74eKVga+i/sBHT/cgm3UQAm9lFgCzYwDpOfilHCQEZixF4DSQnoPXqAMBZjyDHo6ht/os4Xi63XNZNc+p43sehmkjgWqpjOc6hFrDZJqmtTMCyzJxXJda3SMaCT+yNq1rGoauEwkb6Jq26YYsVj18X5JJrDFHOq5qrMZa9fWQoSJ38+vwnbdaLgyl1xq5DVfBP7OxzXQRTReKdchE2dRofpjTyPFgLqe4g0Z7VLnIDyRNd+PELyinE0i4ORWwa4sgGYWILTdkKJoQ7Bja7EpyJUm5rpA/YVuR4t2c9EhEobfDQG8JhOwatZhZ9Lh4u8mWHgPLFDyY9di9LURvh4FtaTxzJI7nB5w+XyVsaQz2mBvO0YPZOu9cLLN3e4yd2yLcvl9nqM/i7lQNASwsO8SjBscPpdeao9pq4BbwYLrKf/m9aV441cmp4x1EIjrJpEmtHrCSd7j/oEZfT5j+3jDHDqWZnW8yPVvD8yQLS02Wc03mFyM4rs/4aJx0ymozZu7enmTLQJ580eVLr86TSVrs3ZWgvz+K40lOn12iUvHYtV3BRWUr4PyzU9L5Y5gfKFieDCSBbSOdOnJpAaN3iOD+XfUmr9nGb+MFylFoGnI9h3CrmiPEugA9kAqGaQgCR67hAFcbvWxEkAp9TapMCh2ariKYkpI9vT18afE2H/8vX+CTB3fzH89cIPA8CEXQOnrwZybwDQPNNDFHtiMdB+fKObT+IWQAWrWIlu6EVAeRQ6eoT97Czy0hmk3Yvh9/cRqpGZh7TyKjcfwHtwgqRUKHnsVfnkFzHUh0qIZuPKnGDpw6NJvIsIGIxBGJLFo8A9InyC0iBrYhr78D0QSid4TAcyHdg/RcAlPV9b3lGYSuoekGwg6jRZKbSx6hCFokrnoGhomsFZHxDFp4LaPzPRdhhdBCEYXdL62oVdi02jeDYa9BXlYbxgBOvYrQdKxIHN9tUisXsCMxTNvGDkcwH8oEHMehVm9gGqZq+K8/oevMNDRS60o9QSApVBzCtk7YNjC0tTawlJJ6M8C2hHpNV9C/cj1Aom1ywg9bJqaRjiq0T72upn/rTUmpplgyHm7g2qZC++SqipMo/AHbD1mC7f0Sy6Q9eDWXD5hdhh2DSqpxPdVzPAKjvYJS1efaZICha5u+/1G2rV9nuHetfOV6knw54PakRybp8dRBVeJoNCXX7jt0pnXGhiwKJZ9SxafRMNp6v4YhMAydp4/G1aDWQ/MUV27XmZxuIAR8/Lkso4NhLEvjt/9gntmlBnvH4xzYHacru3b+hFy9PzU6sjaJmMH7V4rs2p6gUvXZPR4jV3QVN9BolEvXihzYk+T4oSzXbpTQhODi1QK7xmMs55rMzNYxTY1X3ljiwJ4kO8cVvFgIwQ98qp9rt8pMTlW5eadCOmNyYHeSPTvi/OHLc3z2S3MMD0WJRQ0QGtqfsZLOf7tJCDyJ7/kErofv+UjNwOjqxff8tYevVlHf9QncAN/1VMraKt0EbkDgB/heQOD57cdqSaeF52rBelb/rf4EniTwJF7TxXM8PGHgFQtqu00Ht9kk3dHDzz5zlF954Qh3ixUCCcWmy1LdJXryOQLXwas38SslrK27VPM2CHBmpnGXFyDVgYjGsboVhaRcmsPXDPxiUU3B6gZ6phvR1Y/71pfwGw1CJz6K3tWPHksTCEHz8tv45SJYEUS6G71zQC1O1SL+/SsEK3O4N94Bw0Lr34oeS6MNjiO6h1X5YvYu/tx9/KlbBLlZhGmhhWPo/WPISgF8D+0hNA2AXy0SFFcIfEdlVb4HMkCPJtGjSaTv4S09wK/mEbLVzE12qO+3QpiJ7GMjn8D3qa8s0iiuqAheN5BS4tSr6EJghzbjIrVW5B4O2yTi0XbUv2qO61Es1/H9jamd4wW4656LRQySMbM1GAaFqk+9GbSjcUMXdKcNEut4YZquxPEefXMLIShUJctlFcikoopaOmQK8hUlVLOqAyyEQvJ0JTZH+KDI32ZW1v5vWxtRQ6mIoDcD5Zrk0n25QXnMMgRdacGDJVgsCMYHNMYGWogkV3LzgU+5Jmk6kmpj7XO6vlF4xzQEx3dbNLyAC7ealFtqVwjJ3m0We7ba2C01t7kVj3szTe5NN6nUgg3beDj7EkJw4kCcZMLk2u0apYpPOKTQUQd2x9ECuH2/SrH0cG1MbUdokE5a/MCnBti3K0m15vLpP5zFsg2++6N9ZNMW03MNLl4t8OrpJXxfcvhAmpEtUV54uouerjClisvW0SgvPdvF2NYofT1r07gvf22BiQc13nu/wMiWGE8czlAquZx+Z4Vk3GR0KEpn1iQSbukrIJDanzGUzn+rST9QTt4PkDhINwBNp/zOWaQbqFOsCYKHR/VXm7APH2MJcvX+XK21rR/Pa2cCa6mAXH2f04Jt+iWEJgg0Dd02wQ/wcsuAZCyd5rf/8t/g85/9LD/xO39AsVyl9PJnIZ5Gr1cx0l1onkft5iWk46H3dyJmSuipTqhX8JYXMbsGsH/u3xE58w6iVof/8Bmcv/YX4LlnMDRd1fljSfBdgkoJfXgH/qXT+IVF9FgSPd2J0TNEkFvEvX8VEU2gdQ5AvYZ36xxBfgmjqw+EQItn1mqVkTgUl5HVEoEdxugeRmR6CeoVBVNNKRI52VoUV/n7ZbNGUF6GUAK9YxAt1IJ7Bj5C00FoGPEMwgojWrh7zbRxyys4S9NYHUNoiXR729L3EHqrgapp2MkUuqEyAa9RJxxN0KxXCPxHDVeAYRjEWml+EARUq3Vs28JsKYVLKVWAsA6aJaWkUncxNBXBe756j2Vqbdx/NmFsKr2sH4CSUrJYVDTJ8bCg7kA2LjY0ETviAj+6VtZZFS8XrDls14diVWkCdCUfPSDedNcyVdeT3JpVuP6eFoArbAvCtlILS0Y3ZxALeRX5P7NfkGoJuAdS0nQluVJANCyZnJdIGXBit7VJ76B9rHXB+KBFLOQRsgVNJ+DLb9fo7TTp7VAQzWRM49T+CEt5j6u3GwRbJUO9ayWSR1nIXpUd1SiVPRIxg5Ct0ZkxCYc18iUPy1D1+tUFQxOKsSZoZfa371U4/c4K3Z39HNqXYt/OOG+dW8EwNQhg/+4UW0eibcfs+wGvvrmEpkE0bBCPGkzP1PjKa4tEQgbJhKmooscSpJMGs/MNwrbGV99c5NmTHTxzsoN00uLeZJWllQauq/oHCImQfzJsmf+3jPAXFhbwH3PzAgTeauSu6nMSnaDeRLoBnrsaqbf+7fr4ro/vS3y/9W/Px3NXMwGVAQReK9p3JH7dx68H+I2AoCHxGwFe3cdvBvjNABm05gHc1cxA4jsBgaYcQ+BLvHwemS8QPnSS6JEnOaG5vPEDH2Z4aJD6hXcRQPYH/zodf+3v4zfq+NPTBNUSsX1PQCiGFo7hNxs0J27hPLiP7MhQ+/l/Rf7nf4rad76A/Q9/muD2bbTOPqIf+WGM3kGqX/5tnGvnkLUK7ux9/k/2zjs8zvJK+7+3TJ/RjHqxuuTeccENF0wJaaSATe81kBBSNmQ32c1mN8mSAgk1lUAgBUyvAYwL7pZtucrqddSlkWY0fd7y/fGORpIlQ3ZDvs3utee6fFkz8/ZynvPc5z73QbJgmrEYMVlQpQ33oYcCoOvo4RGwOTCdsxFsDpSWU2j9XpSWEySO70LtqENIy0QqmY00rRIpu8iQhcCAhgRNQbQaUY7a10Gi/iBaLGLw6T3ZSO5sZHsaosWGaLGi9LaiJjF8QRQxZeQjOz0T7qtosiFanEbCefReJ2LEhnrR4tHUd0KymE7TVJREFE1VsLk8WMaJvU1luq4TCocNGYdx9RkWs4l0tx1ZGvOCgiDgdphxO83ouk7vUJSeoSjjJwEW09RyzuO3kZ0mkuEUiStGEddQUCMYUVORuyxNbk8JhqJmaY4xsERiBi0zmoA+PzT1whmTEcpyoTx3dL8Grj++gjiW0DndoRFXobJAxDxF9y6rBZzWMWd/vEml26ezZKaMxSQwHNSMFopncfaxuE5Xv4LHJXLJajsmWURRjcR0Qpk4M/CkSfQNK+RmmxgOGNi9cmZGepzZrCJL5zvxuGQOHgtwss7QocrKsDCjwklWuok3tvVx6Phwah1FFZLF8yKxuEZ9UxBVAU+aifmz0ghHVFraI6iKjiBCRrqJUEhJaeX4kjx9u03i3CUZHDk+zOBwHLfbjJy8fiaTiCdNZnAojigKWC0SmR4LLrtMXUOAqmofuTlWcrJsY1XUGuh/o8qr/5ER/j/+4z8ybdo0vvvd7076TdNhGAt/nrYEQZK4qGM/mWYrWGyokRhoOqoiINptEA1/cP51/CdRT8E1E3n4+uS1kmORJIkIyXBLEEW0RALRakHTVQQVdDTMObmEqvaihcOI2XkIjjTUuIIWS2CpmIF/62tE25rQFAXZ6gBNR3JnoEXDaCMjiHYH4VMH0VcvJm3jx4m/8hTR4mzsxcVYVQuiKKI50lBOHkKLRgz4xGwxHqqRQdSBbiRPFqIrHVPlwlS1sNpyCkFJoAeH0Yb7EDzZaIPdCBYHoltCD/pRW08hiBJidhGCbEJIQiFiWha6w2MUZoERiioq6nA/+lAXcsEM5ILpqYSHLsroomTMDJSEUb2ciCFY7GckexUEWUpV2wKIkskYOGQTmqqixiNoSgJFVRHjMaxOD6L84W0ER/9FYzHQhAn7gKkZE6N8fF3XsZhEbGYJUdAZDCQQRYF054frJY9q1Bi0SZHuIfCHNQRBpyD9g4uiRs1pM5y5NclCNkkG+ybdYWD5Z8I3siQYTWrGmaZBe7/B5V8xa6xWQFV1RBHyM0TyxxixqKpO16BGVpqAudCQcp5bJlOYffYY8lhjnPYelSyPQH6mRChqNGq5eKUd2xmyDRazjt+vUt8aY9lcG2lOccpahPFW3xqmoS3MuqUeSgsNrD4SVZld6WB2pYNHn2yl+qTA0gWeZFc0MYnEGjmLlcsycdolnE6ZRx6uJzfbwhWfKcTlkjlw2EdrR5iaWj9Xfa6Y6RUusjIsXHNZEZkZFhIJjUyPmellLhbM8aSkKYb8cZ55vp3cLDP5uXYKcm3M2+zm8HEfb23rZe2KLD55YR4jQRWzefSZS8LEfwP7H+nwv/e977Fo0SI+8YlPcO655078UdV4pngDOwvOAWBPxnRU2UKltY++YhuyrnHL6deYJigpNs14G/1GwCDjGL7dqNxN/ZOZWnph1JKjiC4CupCq6BUEydinriPIJtREnNDpU8hpLjDbEHSVeHMDWIwBanjnO4SOHgRRRkxzg9VOvOEUWO0k2prQ1QSm7HzQVdSBPiJHdhvQRiSB0NyCWlKIOtBDoqUOxduEXD4P8+wlCMlkMJ4s9OEBYod2YJo+D1PZXIO9JIrg9KDUVyM43aBpiGYrUl4pyCYjklcTJFprUHvbEfz9SDnFiI6xJJXm6zGkoAsqkbOLUO1ug7qpqmhKAnkc114PDBgQRWY+SDLqyCDqgBcpuxTZ5UktJ1nsRsFWMsLXVQU1FkG2OQ1N82iYRNCPxZ1lRPfRMKIkTemsdV0nFgkbv4kS0WgEp9NFmstFIq5M4marqmaUY0zRcksQBLLchoOJKxpDwYTR/csupWSAzzbg6LpOf0DDLAt4HCIF6TpxRSQYMzp4TWVxRadnGLJcBqtGFMaStOkOo4irvR+CMYODX5QF6WeZ3IyKytksAovLdRRtDNWMJXROterkZ0B+pvHtgF8zVELtRv/i9GSevcFrvBCleRMPOqHoDI9opKeJFOdK5GaIZLtFAmGNI7Vx5leamZY99iw0dsRRFJ0mb4zMDAmLScRqESjKM0+4hsMBBVUbK+ICmF1hY9+RAP1DCawWka7eGD19Udq6oly4JpO5M1xo6qgzFdB1FQTjcRdFgdmVLg4c8REKKWSmmxEEyM220NsfJSvTQlNrkMxMC1nJxK8kCeRkWWhoDhJPaPQOxFBUnZb2EC3tQc5fnYMkCsyblUZxoYOa+gDerjCHjg3hsMuUlzhYsjCd+uYgR44P85lLCoxuXMa0429i/yMdfl5eHo888gjXXXcd1dXV2O3jCmx0OJg1O/Wx22mEMn3W9NR3X1/5BZzREE4ljM/mRtA0FvfX40hE6HZmc92p1ymI+FIUzfGiaWjAOPhfTGqnTO1UjBUFu9MIsaJhdAUEiwX73IVEjh0i1nCamKZjKSnFMX0msYEeYo21xLo7SWx5BiwmXCvXIc2YjX3+EkLV+4jseQ/RnUHaqvNROluRymdjmmZFC4cwzzsX6x13k7hgLYrdTGL7q8hFFQieTPThQaMwShCRC0rRgiMgSQgmE0JmAUpXC4n2OqTCCrT2BqNRS9FMw/MkYmB3jZ2nJCHll6H5utEDPoSyeRNPXpLQNZOB14Mh05CZj2nm8rHIP7WsyajAtaclcXgZHQFlqBvJZk8VcgmSjGQb81xqPEpixIcOqJEQks2JxZOFKJuRBAGTdWLh1ZkWixq0TbszDVNyFmAxm7GYJ7f0CwQjCKKAx2WwhnQmF+yAgdHnZ5gxyxLRuM5wSCEzzfSBkbqRtNUBkVhCJxI3sPuptg/GLDauTIZtwBBFGwhCWbZBt7SaptbvGbU+v/Fv5jSdHM/EwUwUjBqU0doRVdNp6dGxWWBeqci8cbo7s0qkCVIVwYhOIKQhiTrHGhXOmWEmL9O47w0dcVq6VGaWmFL6+mBc595BBUGAnHSZZXNs2G0ih0+FaWyPs3apM8Ue2nUoQFdfgms+lYUjWd1bXmTnMxdmkeaSaWqP8H7VEHMqHCydn4bNaugGHW8OcrohyNyZaWiagWmP5maCIYVte/px2mWu+EwhgijQPxDj2Ve9WC0y552bxbQ8Kx63mVhMJRY39H5efquL8lIHi+a5QYDa+gA19SNMy7WxaH46n7yoAF3XyUw3U1MfYM/BQT5+QS7XbSpBEgXe3dnLqboAF28YN+2aoqDvo7D/kQ4f4LLLLuPll1/mG9/4Bg+Pa46iIyAkFDiTlqZpqYaouigxYk9jhLHedPsKF6f+/sbae8bW01Uja65rWDSFuw79iQX9TanshzYqlDbFMYqqjo6O7nQj+gfQNN3g5E/LwVpaTvjwAdS4hqTFsS84h7yrb6LtB9+CuIoWDKFFRhAVO+kfvwyT2wNAsHo/hEPoniwssxcSOvg+pkQCz2U3IDnSEG64AdVqJ3TFp5EDQ+iJOFJWHmpnM2pfJ1osjEQ65ukL0RUFwWI1WD6BISLH96GH/GBzIuWXIOWVItkcxKp3QjSEmD0NQZINWEiUkFzpBl+/oxZEGS04jD7YjVhQjpRZgBYKoLadRsgtgbRMBHsaeiwEgoRgH6NgSq50IJmEVVW0wEBSmiGZkJXHySsrcdRI0GD0WO1o0TBqcBhMZkRJRjKNo00qCYOuKU4OlQVBwGp3EAmFiEZCOFzuSeyc8ctazFJKRz0SSxCNJXC7bJMifkEQcKR0jTUcVnFS4naS6UZfXDBw+HBcJ10XUlFeQjFgldF8gNUkUJyl0+s3nFXauLaLFpNRgCVLSfVL9wfvut8P/uDUAWVCFVA0kVhcZ8CvkeYQmFMyNbSSZp/4ZVe/QoNXZfkcE+fMMJPuGttDfXuC+g6FpbPNWExCir4qCgLL59lS2j1gDAIjIZWTjVEqis2UFljoGYjjcUvUNUc5fCrI2uXGSYqiwPKFafhHFHzDcTRFp6YpzIaVGQSCCnNmuthVNURLZ4S5M9OQJDFZqCbQ5g3x5229OGwSC2anYZJFjtX46eiMkJVupqLEydyZacQTGidqA/T1RwkEFS44L5v8PCs+X5w0l4ne/hgJVefiDbmUFI0x1GobApyqDRCKqCxZmM6ShRnEExqvv91NNKaydIEnJQanC6M4/v/x8CfYww8/zMKFC/n0pz/NhRdeCICg6ajmcdjpOEf/F9uE5cUUzh/FzE9W3DBh0fKBNv781L28V7GU7uxMKvydKTaPpqgImoAaDEFCg4SKLgkogRESI4GkxryCpuqEGpoINzWgSyY0RUG0WCAcREcg2liHXlqOMtBr/C3KyFm5xJpr0SUZeVox0aZabN//EZI/SOSfv4rW0YSU5kGsmEOioxnNZAVHGrFj+xGXrkVKz0YNdKMPdCMVlKIjIOUVofYK6MMDaNGwUVxlcxjRutkKsQhKLIze50VMz0XKKUT0ZCPaXUZyPDqCPr5piigZWHw8grliocF28dYZTnzajBQ0o/q6jQHEk2Mwijy5iLLZmH2cMRvQEjHUcADBbEOy2BCtdqNKWNcmaPrrmko04EOUTcgWO5LJnMoxjJrFakM2mVGUBJI8jpGjKEhJfZ1RUxQNNcn/l0QRkzwxogVDfC0aV7FbDF2YSMxoiOKycVYTBAGPY4xqmOE0PkvjoupOn47dDDme8fszCqWUM1rhuWzGZLJnGHLdk9k2Z5rLbsBBogjNvToOM+SmG9u0mWF2kUExrfVCRZ5OjsfQ5hEE/QNnLZkeieZulUhMx24xGs0bzeOhrMCErgnYrQL+oMZ7VSGsJoHVC224XZNzJ5UlVhIqZLhlojGN6hpDZuGStW7sdhlN0zlWF8LlkKgstlHbFKbfF+fitZnoQE9/jKdf6GL5Iierl2YwpzLJCtNHxdM0WtrDeLuibLq0kLkzXRw6OkT1qSFWLcnEapU4UeNnRqXxfUNLkKUL3RRPcxEYSaBrYLGIxOIqMyucFOZZSfeMBSmd3RH+9HIHdpvM5ksLyc+1YTIJPP1cK+2dET778QKWLExPBRySLiAIHyDd8lfY/2iHn56ezm9+8xtuuukmjh8/jsfj4ftP/Rat4HNjC/1nnf2H2Rnb+872JzhaMIOoycp3V91KSnMVAUlTKB7p5a6alynSjXJ+NB1haIihd95BslgQs3JheJBocz1tP/gXQ2snzY19zkKIhgnXnqT/2adwLFxMtPYEWiKBXFSGZLEip2fjvvizKAN9SPfcg9bdj/L22yQOvw+ONESzjbi3Bdv8ZWgIxGoOow70oAb9hsPvaSfeeBKhtRbJakMuqkQumoEW9KMNdoLZ8FSiPQ1dU1F7WtHCIQSrDV02obTWIDg9iOm5qM3HEKxOpNJ5Y47SbEGwpxnJ2CR1UszIR+1uRhsZRMrIN+CReAREGT0WQRnwImUWIJxRHAUYypkWB6Z0GcU/iG53Ijs8Bn4f8qPGIgbsY7GBIGKyu0BTiQd8WNwZSOazcPDHVc2qikJwZAS7w4E52cRdVVVEQcdqtyajfRnLFCL58YRKKKJgMRliYYKgg6ZivGZTO8eRsEowqpHtHpN0GD8hEAWDbnnm7vxhI4J3T4FaxRIQjBpwjg5kOicWBI63kuyxgSUWNxK+uq7T3m846my3iKbBnCIjORyNQ227Rkaakch12afecIZLYMVcM1YTHKpLYLfBtEyJNIfEnDIzs0pNiIKAKOhkeSTau+Ns2RpgxXwb8yon3qeZpYZ42mjUv3yBA6tFTPW5HRxO8Nyb/eRmmfjy9YXMneEgGLISjankZVvo98UY8icIR+HyT+antqslK+x1DQpyreTlWgiHjWppm13GapIIjCgoqoa3O8qwPw6CwOK5bpYuysTbHeFkrZ/Kcie9fVG6eqPk59jw9kSRZQGnYyxocLssWCwC0ZhObVOQkml2ojGdWTNcaDrs2DvAhtXZRg1HEuH7P0hnCrvwwgv5zGc+wxe/+EWefvppnnzjdfKvvoCE5cyCnzNAl/9K5H+GfapmJwGLgyPTZlEy1D0Jm1ZFMy3pRXxtxRdwJiKookiFv4M2dyFXtm/jUPZcvpg/QmHuMOGGWvQRP4IoIpkzkR0u3Bd+gmiXF91kJlxzCrW/B9zpSKqOnJGDdfps/FtfQzl1Es/+o+iyDIuWYNY0EAQi99yBunAWgtWOJTsf0Wojsn8bkeo9iFYHpvK5KD0daMM+VE8G6smDSGnpyAVliBY7QjLqlcvmGFcwHkGprYauJgSHG0FVU9dRSM8ziq0SMUg6ViEeRfcPGNW0iSjaUADB4UYqqEAwjfXKRdcNTX4hKb42xX3RdQ21vwNdNhtqm6KIkMTVJLMNPR5DHfEhyGYki83Q3bfa0TUNUTZN6Lo19gioRPxDqEoCuzsD2WxBkiXsDgeyyYSqKMnetBqKoqQkGc5mNouMSTYYK6qmk1DUpBbT1PznaFzFH1aTSd2ptzk6AzjTTCJE4jAwopN7RsvDdKfRLL19AIZChs7OhzVxkUSBmYWGA9R0g9ff7zeoosXZIh7n6HI6M4tEWns0jjapLCwXUyqYk447qfi5oMKQKNh7Is6cMhMzi02p/ITZJLB2sZ3OIonfvBhg19HwJIdv1DWMfR6fqAVwu2REAQZ8Cqqm47RLhCMqh46PsGwhZLplCvMteFwTWVOSmMycSCJ5OVYK8mzsOzxIR3eYc8/JZPniDHr6ovhHEpSX2InFNc5d7MGdlM5IxFWG/Cr9A3Gysy1oqk57Z5hTtX7qGwPk59pYtSyTafk2briimBM1AXzDMd7e3ssnLshj02cK8bhMPP18O7WtIxwdGeKGtWUE1BgHokM09Y1QmZvGR2n/4x0+wP3338/ixYt5/vnnKc0vwBfoR0rPn7jQmTjuX+nsnbEw9+7+PVdd8X2uOP72By8sSQQl4405mT0TgF+WfwJEkS/GNL5lquXp7DIURIqig3idudgHCvleSEMWJZoGw/zKtoTbzXFKRR0pMwfnmgtI9PcR7WhDiwXp/83PkLKyIBZFDYdRetqwzF5I2pqLkdKz0OIxYjVHUAZ6EGSReE8H1pkLkLLzYXiQeGsdUkYeJosNKbcIobB8DPtOissl6o+hNp1ATMtAdKajW+0INidq03F02QSREfRYBGE0krbYkSoWgGxBEGW0QD9KYABRU5GLxxLruiCi+bsR7S7k3JKzXEQBTFb0sB81EUPOMZbTEjGDLhsZQbTYkZwGnquEAiCJyFbnlJE9GAJtaBqCKKHEogbsI4ipyD4YCqKpGs60tAnNVzRNJ5FIYDZPpHsKwpgkQSyWIJ5QSXNYkJOgdzSuEo6puB0mo1EKBlad6ZI/kK8PEI5pJBRIswvoOrgdAqH42Sp0jeRtMGIMDFMld6eyUSecSOijzdwIRgyoavQcVM1IMhfnwKl2aOvXmT+5mHqCpTlEEHRMskAorOHtUyjIliYkpfPSzWSkSfQPaXT0xinK/RDtiXEmSwKlRVYamqPsO+Jn+cI0MtNNrDvXQ7rbxFAgTqs3QppLZvWyMfLGqMKrrmukuUx86sI8tu7q5VRtkFCoj1XLMlm8wMPhY0N0dEZ48Y1uPnVxHguTEsfTy10UTbNz/JQfd5qJ4zV+rGaRj23I43RDABHYuXeAgjwLTV1BnqvycuPaUpYuyqCpM8Qfqzv45mWzWLkknR2dfby004vDLrMv5KNXi/GPL53kuTtW/cXX4S+6Vh/p1v4bbO3atWzYsIFf/OIXXHHFFSwsLqXX30vKvY9G8h9BRD/evrrraZ5bcBE9aVn/tQ0kjyWoivxjYiaa0zjiOmeh8fuAwq0v1jNPWsC2tDzioomQzY1Lj/K1NDPOU9W07t/H21oBlxamYSZBrLEWKTcf24xZxC0WrNPno40Mk+jvJtFSbzQ68WShhUeIn6xCNFuRCysQ84vRQyNIeYWY5i5HaatDzMpHj0UR09LRvI1GcjQWQbTaMc1agiCJqC11qM50hEQMwZ2FXFAO45KmgigiWu2o3kYUhwcsTggMoEeDjJ9xCYqCIMpgmQh2q8FhdEByGHo8cnouqtmahEmSMw5fN5I7B1NGPug6ysgQksODGg0a27SevdhKlGSsngwi+3tO/wABAABJREFUI8PEohEsDtcE7MNmdxgVw2dKLcTj+PxBnHYraa6pvZ3VLCNJIuZx8rmappNQdCIxFV032h1mpUkfntTF6HgVU0CSdPoDkOcRKEg/O5NDEIwoP8c91hs3GIH+AGS5jWbtZzNNN6p3i7MNSOl4C5TlaXgcAiNhaOyC2cUiiyqm1ukfb3UdRivJymkSqxdY6OhVaO5UyUmXGJ9qEwQoyTcx6I9Q3xr7Tzn8hKJRlGumpy/G6aYocyodOB0S0biGpumEQiqyLJKZPnGbijZWJAnQOxCjqTVCusdEdpZR2RuPqbR5w7R3hMnKMFFSOPEZtVokhgMJuvsiBBMJnj02wD/OnMPKpZnE4hrv7erDPyLxm/dbqQr4GN4X59c3LuMHL57mpYZO8vdYubAsF9EENywr5fKlRfzq7WbjvLSPHsf/H1lpO96efvppmpqauOqqq1i6dCm17W2oA51jC3zUGD4wp7eZ1a3H+M2yS//ylT7g5mmpSHrcMpqGN2HizxQRF403Y1CTOaBnc+1pN3tjTv51uJTHgkV8u6+A2PxVmNKz6QgL3PHuIL3ly/AFYzz255PUvL+HX1V1M5JZjG35OsxlM7EsOBcpI4vo4feJvP8W5gUrsS5aY0TzoRE0v4/YvreI7nsbIasAuaAM6/xVmGYtQUzLMLpgFc8yqm/b6g3+v9k6hQMS0CIB1PpD6IEBTMWzkOeuRjCPvThiRi5y0Qwk+9j0VY9FULx1qL1tKAEfSmAAMJy/5Mow6JsmC4IzHS0yghYZMXR5lDjoKmZPLib32RtTAMQjQWLBACAgy6ZJQLckSak2ihPOKCmnPL4a90wTRQGLaWINgN0qk+0xk1AgGFUJR1V6h1ViiQ9/sbPTDAdvkgQsyQYmvX6d9gFtygrUHDeU5hic/NFDiCuGw6/rNHrkns3sFoH5pQIZLoPKaJZ1TrdrNPcYsgvzywTSbDr+kI5yFh0gMBhs1fUKx5oUjC5jIrNKTJwzy4TZJBCKaNS1JYgljG140kRyM02kOWSicY0+n5JiRn2QNbZFOVkfpbLYztL5dtJcEgNDCfYdCTAwlKB7IE5JoY2V53gmrCdLQqqTHYDDLpOTaTZmBX6FxtYgNpvEinPSKSq009g/wrW/OkhT/0Rp5nMWeFixJJNXT3fyfF0nj29vJBhSeH17FyfDw5RXOiiaZjzvR7zDPL2nla5+owVZMKqwq6OfPQODvHmym6FwHHcSGq7M+pCp03/B/sc7/JKSEp555hlee+01QqEQHX29BDuOT17wI3T8K9pPUBjoZe/jN1L1yDXcevAlLqnfy+tP3vPhK4+3MweB8cd4xvHaUXDbjQglqsGXdw5xRDRq5Q8GTPzD7mH49LV8f6iIPWEnt7zeztMHO/hpi5mvevN5OFTOV9/r5aGDA0Tnn4dt7lLkrHzEghL6e3p4/NWD+CKKEcHPW4aYU2AUQXU3GwVHWfmINgemygVIniwEQUS0ORAzCyDsR+1tSx3reF1wwWxFcGVCJAA2J6LDjXgGxCLa0xAdHmNdVU3y3AXEtCzk3BK0gXaUzqaJaqaAIErIznTURBRlZAhBNmHOmmYUaEnSlHRMXdOIBoZRYlFEQUKUJGwuN7Y0j9EX4C+IqmLxBJquY0oKs/1nTNeNW2s2iQyHdUwyHwrngLGMSRIwyxjVrbLhwPsCMBj8y47B7TCSvLHE1Ho7420UbjFJUFkgEE1A16CxUppdQNMFugZ1BkcmbigaNxQxuwcUTrWonLdAYv3CsUHTbBJSrSD9IQPeiUR12noSaBqcO9dKUZ5MZ69C1akIIyEted10TtSHae+ePFLlZpo4f5WbeTPsNLfH2XskQDCksG65h5xMM719MUZGVE42+/nBq7X4QgaBoiEQoqXET4PfcOBOh8ycmUbQ0dIX5Ed7amnsDVJc6GDZIg+HQj5O9Pu5/lcHU9sAQ77B4zYTEAyG2umeETRdZ1f7AI/taeK7z57C5ZBZkZ3BDI+TjbNyUJLaXbqms2lZERkmE32RGP/+eg3B5Ay2zTeuL+VHZP/jIZ1RW7JkCdu2beNHd97D/fsbJy+gqZNx/P+i/WHRxbw2e23q860HX6TQ38u3Lr7r7Cv9hQOOALiVEMPyxNE9jEx9GCrlMC2KhRgTz2Vfb5zLH9uD3WTUBnfFJYZicVwkaI2ZyBNjHBixcOBAL06XgzsumI0gCFQ39XN313yGdDOWAy3ctjyPgaEAW94/zfrMbLZF3FwRg2wmmh4NE687jC+m8UKgkMt1K7mA2u9FH+hEqlyEkIR3BGc6YkY+knsM/tJVBeIRsDoNhU7VaGCuDnQgenKMRjCqwaPHbDe6d43WUYzjJwuCgGR3G03VISXQZuxDJREOGAOAKBqdsdDRtAS6bsJkczCKKui6TihgJM0drg9OlDlsxoAViatIsoL1jA7i4wuzFFVPUjUN5k5C0RmJatjMYDWLZDjHmoGfzWIJnUBEJ90hEFegc0gnzw1FmUakPSrPMLa8EdWfmagNRQ3pBI+dCXAKGNF4KAoOy0Tp4YYuo/p2ZgEMjJBKQJtNAgvKxJSY26h19Gn0+DTy0iEU1SnOkYnG9VRrRy2pKiuKAnmZEh6niCzDyzsiSCJccbHRySoa07BbBVzJhPBISGN7VZCiXBMuu4QnbWz2lOExkeExEYtrpKeZeG1nL0/uGeDbV8wiVzazaqkbRVD45isn6YyFsdoE7r1wJq91eNFkeLaxnW8pc3jm1Q5OB/3c++kZ/PJkM7XDI1z364M8e9tKdlcPUp7pJDSo4g1EePy9RiIhlbsuriTTZeFPr7dTnukkO8vCv146lzSniW9fOZuyvXZO1vt5ub6LXIeF3lCMPS2DVJa4OOAbYm/DIKGQyk82L+TJA21865NzuO2hQ/SqMUr/XiN8QRA+JghCnSAIjYIg3DfF7xZBEJ5N/n5AEITSj2K/U+yHay76GBnrb/zwhf8KfCxqstLvTE/9C5utxGQzPvsHVLlMtb8pBoECOU5iir6tIhqVUphexYR6hrPPEBM4iNMSAl8clhXYuWVVEU1xKyNJl9bbchJdU5ljj/GHXXUcbjW0cr9VIzGkm8mwSZzjinPVw+9x15ZT/Oikwv01Aj9psvK1544y6POn9qfrOlp4hMHBIe7bHeTHtTIv9RpOcKCnl18eGmDAF6DuUBU3/HI3rYod08J1SOm5Y5cjOITa3YweCaIFh1G6GtGCQwY7SDIjOtORsovQRRlRlpGSMwA1HiXmrSMRGGtXKbsyMGXkT3T2moYaC6PEwsRDAaL+QTRVQRQlbO4sTNaJL5MgCJgtVkxmo91hImG0aAqFIwSDoQmRvCSJOO02rBYT8hRE93BMZdAfQ1V1YgmVQFhJwS4Wk0COWybDaSIrTZ6k6z66n1BUIxIznpmYojMSNQRdzTKk243tGAweEYsMAwGdkYghk9A2AB0Dkw7L6F5VCLMKxySUNd1YbzhocO394YnrZLkNyeWYAp39MBIZuw42y+RGLHkZAi475GaILJ9lom9Y43SrQjQZmJ9sSnCkLo6iagwHVKwWgURCx2wSKM03pZLeigpVdUEeeLsBXyhOXyBGu9qPYE3wnRdqaemdHP1azCI9w1H+WN/Mtp5unj3cbmwrAW/X9dIZM04ukoTQ7MnRyibL6Dq8WdfFszUd/LGqja9eNB27JNEdjPLSUS97uvvZ5u2jKNPKlzZWEo2qPHOsnWerOpBEgbebenm3tRdBgPTkTDzTaeGei2bwD5+eSa7JcPbnlqVz+dIi7r6gggKLlSZ/iBdPd3K8289TNy+nIttJQDWevYbewOSb+FfaX+3wBUGQgEeBS4A5wJWCIMw5Y7GbgSFd1yuBB4H7/9r9ns10jVT2/YwjnfjxTGf7VwwAP11zNfd+6msfvNBfGOEPx3VC4hkcdE1DQ6RRtTOCCbdFYp0zmDpmn2YilCwt7g7rCMMDmII+isxj087eg68hHN5CR0SkPWbiH144ga5p/Phz85lmgyJTnB/tG2B/wEpVv8b66RlcVRAi3aSxsyvBlmM9Y8cTCdHfcJqvHhHY2Qery9PZtLwUgJf6HPzwFDx/tIfvbOtkR7Off3nlZCraT10Ohwcy8qk/VcONTx6kJaAh2lyI6XkIFhuCnJRbsNqRsosZGPDx+NYafCMh9HjU4O4nbXw7Qk1JEBvqJTbiIxHyY3FlYHa6ke1OUvrno6Jtuk48FkFJtmU0W62YLRaikQiR8LiWdWdJjBpc+7HPoUgCXyCGIBjCaoIANotEltuccmSCIGCWJ3fLAhgKanQPGQVeg0Gjvy2AyypQlGno4MuSQFaaoWYZV3SCUR1VM+iXI0bjMPLcU1fYJtm6E4TUghGo8xoOtiTbEEWr69RSGv05bpG8DGN/HqdxDFNZLKFTVR/mF+830+2LEwgZ16cwR6R8moTZlMTJrQJOu8jWY0Nc9thBdp8exmGT+OwGJ6sXJdVVVZ2hEZU9bT08srOBx99r4u5nqnm+ppVnT7bwSn0bb9d2T3kcT+xpoT1sKGWOqnaeah0hrmkU2JJ5o+R9HUlKpI/EE4a6pdn4fiAQ42jnMGFVpcLlYDiUQEpKMx/x+rGZZO6+aDofL8+jqy+CP5qgqMB4vvc1+3hqb8uEYyorcOKwGCNs15Ch6uq2W5BHZygWEwNDsTGYKHmJhSn92F9nH8UWlwONuq4367oeB/4EnJnNvBR4Kvn388BG4W9RVQCG2qM+Mfn5F9nfILk7wSYdh4ZZmYhHCmisyZ/oGB3S2LFJyZrfEinCkaA59b0jOSHIs+gssMc4GLbz+PEQVaGxxOicT95Ox/7XGOzpwCoLfPsTcxjo6mHrtv1IapxjAQkkiVWlady6poQffWo6T7XIDCVE3CYYDETxheKGE7RYeWkgjX0Dxv69vUMMhY3fLluQxX0XlnP5OQXMyTGi6PDICD95/egE3FOQTUgONz+oCrHTm+AHB4MMDvr4yZbdPPjWyYnL6jrPV3dx/9YWvvb8SUKZlZjS89A1jQGfn5+/VztueUMSWzZZMbmMhimSycygP8xj755iMGhc815fgEe31tAzMIwSm3gfbHY7dofDkEmw23A67BMGiS5fkMe2N9A1GCKRmKyiZzVLeJxmRFGgfTDCo9saJ5zP2UySDL65pkEgEue5wy34QnGD7nlGJB1N6PT7odNnwCyl2ZDrMX5LszNlde9QCJp7Df4+GMVWCRWKsg3ufo5HQAOae+L84PUm+gJj16UgU2RRpXDWZuexOPx2TyuP7KjjaL+XgqwkFTUG1U0RHnynCV8oTkG2zIximV/uq6fZP8Sj79ca19wipmY7g36VvSeDOF0C92ycTlyBWt8weU4b52TlsLI0i4vm5k46hva+MM1DIwBUuJ30DcZp7g5xqHeQnd29o51KUc64ZYIAiqIzGDUuTGNfCHfMwpJp6ZRnOvntgVZ0XaPYbmOa3crJxmEkScBtN/HcKS9bDnVwz8dmUJ5ibI1do25fhC/9ppocm5UMi4mO4QhbDnVwvNHPjFwXxQ4bbpOJp4+0s+VQh3H/kjP8iuy/T0hnGtAx7rM3+d2Uy+i6rgB+YBKFQhCE2wRBOCQIwqH+/g/orPwBJiBgHn9HRx3539qh/6dNR5wkwiySl2ZL0Q4Bfrw+FyE5WKiIFDsljofNjCQj+ky7zIU5xrI9MYHe8Ni6nSGNhR44xxFlWmEh6RtuYuD1nxCJxjlc38lXXzzJ4+022uNmCu1QHuthljmCVQTR5mDujGIA/An41T4vzx1spXb7u9zw2HbOnVfGPedXUOKAthD8++s1EA2htNbS19zMF/9YzSVrFrC+wk11X4KHd3emHuhR03S4ZoZMhk3i+pWlPH+0h0eOhnjo/fYJywomM5vWzGFVaRo7W4L8rqoTQZLo7+3lK386zH+828RzVcb0XZTNWDLyEC1W+ocC/GKHAQm8dGqQH+/oYMthLwDPH/by4/daeaN+BLPdQf9wiEe3nmZgJHpWdg4YqpnPVrXz43cbePZwJ0/sbU05c4fNREaaZQK//JXqTn62rSG1X4DOwQiPvDd5EHDbRXLcEiDwxolOHtxax5ZDHSRUnbquKI9uN5ymqunUeGM8faAJuyWOSTI6QZ0t+ZtQjOjfYzd08UfbK45E4GhrnD9WNTOS7DKe4xY50evlt/vreP6wF1XTOdEW5afvNrH1+Ag/+fPUg1eaQyDbM9qOcCwP4LQJnOjr5tGd9Ty9t513jwT58VuN5DmMEWnetIlTkc7BKA+8U8dvjpziN3ubsJslvnRROQty0+kJRjjQ08O+1gG21vROWK9/KMF3nq2ldjDAsuJ0Vk/PYsuJdn74aj09viifmlVgtA8E7Mlo25m8x06TCZNJ5MFrFrFuejZf3ziD54+0c7hziNwcM9+8ZBZF+Q7awxE6w1HeaOzhhSNevv7ZWXzzkllcvrSIgkw7z9xxLv9w8UyuX1WaOq5f72jhzZYe9vf7+PTiAr7xMWP5X+1oYmtbHzFdoyUYZsPMbC5fWgRAIClP0tQfmvJ+/jX2d5W01XX9l8AvAZYuXfpfE4TWdRJTvawfMQ//rzeBqHwGWwUNV04mNBhwhVmCkzXN6OLYSP+xc0o4eLiWoyHjrZUkkXynDCgUOwTaQ0atvQ2NCCKyAIdDVgiprPnYZ6gfOEpe++sEez/P+10abpPh0HVN49l+J/QnoL4Np8PGFy5ZiD2tmUgwhM1iZp3cze1bQ7THzCjv1PLTjdmEQvmcHojzT5+YjS5KvNhn44kmPxDjwe1NPHzVcp7a3UQoMEIwEGAwECHDpNI/OMzzh9rZ3RLEF9F5al8rP75sARFLG4IgcvnSIiOxm5zWqsPdhnQzGBW+wAs1w7zfHmF9ZTobyuw89uejbF41g8w0o8L2xaM9/GhnF4IoccWKCiTZnHqprlhZgSSbuGxpEf3+EF997ii7WwKIksSdG2ZMuC/9gQh/PNDGlStKyXJauHpFGRazieFQjB++XY8kity+rmLSHdZ1nXUzsjjc7uPCObmp7/5wsINHdzYgiAK3ry2f3BVLFrh5bREeh8DlS4tQVXix2ssvdtWBDnedX8HuJi8/f7+OdIcw5b7HW2NvnF/tasUm63z54jJEwXh2XDY40ePlp+/VYjXD7WvLEQSBW9YVk+YQ2LS0iIQCv97Vyisnm1g4rZ9jnT6ctqn3ec9F5RRkmFLXGKC6KUxdV4T5eelcNCeHFw518+t9Ddy1vpJ7p83k2lVGUKFpOqGIxv2vNfJqrcH4Oq/ScIIZDjO/vPEcXqz2ctGcXN6r7Zuwj+buEN/6Qy0dISO6X1aWwWfnF9Lvi9MRDHGyxU+21UJ/NMaGmdnctKYMgBFlDNIBWFDi4amblxMKKwxjfHfC6+ffP7cAXyjO/sZBjvf4sUsiy0ozyHCYJ1yHgkwbX9hQOeGaXHluMS8e7GAIhYSmc+d6Y3l3suq3NxxjTWUWP9m0iAxHUvZbH3t+Pmr7KBx+J1A07nNh8ruplvEKgiADbmCQv4FpmoqsJIhzxpz2v9vZn7F7E+BUQgyNY+NowJLpeQi72tBFibiqMS0/A9kbRJFMCGhcVOlG8mVw9KRBJesfieIvy+a6aQbG/qeQQBwZQQQPCfKcNhgyHmzf0AjPP/4gF3z8YmbNnA9U4k9AsU2jPTJ2gB4zLC12o3Q2Y9Pi3HDxfDxCjB8900h7zHgo5+S52HLEy68PhfjiEg8v7z4FsQifWTWLHc0BDnaGmZOfRobDzDXnZPO1ZzvY6U2AAPZ4kIho5aH9Q9y6uhiLJ8K3PjmHTJeNr1w0C11N0N/ZxU+qOhHNVq7fMJcXa8Ps7QizYXoG160xXppN55YhyGYWeRTu+ONJWoYTiBY7d2yYgWgyc8Wa2cj2tJTTGP9yZjotfGq2hz/sbcAXVtjdEmBVeQablk2u9N1yqIMH3mtCliW+sGE6OW4bn100jd/tb+OejZVctqQQRdGQztC913XYVtvP+w1GRFqxzmAkXb+6BLtVZPG0DB5+r4nrVxeTbjdNkFzOclomHO/N5xURVxV6AwoDIzE2LSvCJBsDQqcvxu/2eblhdSH5nskaRNvrO3jxaAMAhVkyd66vMPB8BK5bVWSIpOXk8P3Xm7ljQyGZTgt3jHfogjHA5rqsLC7MZv2MnEn7ACZcY13Xqe+K8qOtJ6lKZpC//fJp7t80l2yPxKULC8lOM6dmJSdawzy5q51gzHhWV1dk8rMrF+GymIjGNfI8Vpbk5vCrdzv48ifKae+K8VRzK9evKeXF6k729hvP//qZ2eTi5Kd/bqR5KEjdUIAcm5W+SJSVpZmcm5bDEztbuGldGaKAoVtzBrosJ/MvkPw9eW4/27yIj/9sF2FV4/4/n+bZ2z+8CrY832FUKatw0juc+v5jc3J563QXEUFPvSej5hZlBrQ4ldkf3KHtv2IfhcOvAqYLglCG4divAK46Y5lXgeuBfcBlwDb9bzF8AaIkochTqGVqKqluB2f+9jewSPNhTFnFyGlnEhoNS2gYc98JJnL7kwdZmSmwd8j4/E9HIth0FQUTOiJff+EEv7hqES/U7qdPkdER+cPxQRbYNY6HLVxQbOVIv4KsxOhLmDg5IvHZAoU3u1TaQxJbqvu48HM388ef/wdf+OHTiEqU13/3KKz+IstL3fT2+2kLwSPvNTBb7+exJonBkSiZHicBWxYQYHmxmzs2TEdPFBExNXC41cfebiMicuaN8Pj1K3jyrSqERAhfKM7z+5vZ6U2wYUYWUQUePhjgtjUZ3HdxJRtzFN6zuUi3m5PNzA1J5OePdvFI1RAAjjQ3m8+bjWhzppy3riokBrvRYhF+tnuAluEEFVl2Ll9WnLqamS5rygH1DQV4/nAnm1eUk+k0nOIrp3w8sL2dFSUGDXNZWWbqN4De4RDPHergkvkFiKLIpnHbfu5QB4/vbOa+S2YRiyv8bHcLV68sIc9tQ1U1RNFQwDScuzQhIs1Js/CF9RU8sq2Jn22rw24R2DAjn5eqO7l5bTFZzslOOyfNQpbLxI/erqXAI7O8dFqKMWNE/7Wk2eGuDZMj7yuWFxFTjPqGzcuM46hujfPnmg7u3FDE7esq+NYLdTxT1YjVovDVi2ZOWN9lNSAQfzRKtdfH9vpMZua7Ju0HoLk3ypZDXq5ZWcgTuzqo6hhgdWUm4ajOoY4B3jrey+3rynn38AiHu9u468JSMhxmdjR189LpZu48r4JlM2exeZlxn7cdHubPp7v5+qfL2d7UzbMnW2jx+0k32Xi7uZODrUP8++fmgqQhiSKXzivk6T1tvNFoxJzTPS6mZzkpnWYnR7HxxOEW2qMhDjQPYhNFEqpGWqrTlGG1bYEx2q8OvlCcDIeZYEgZ6wv8Ae0Wx1swpJCqKk8Obpqm88oxw9nDmMT6qI1COo1nFHh9FPZXO3xd1xVBEO4G3gYk4Ald108JgvBd4JCu668CvwGeFgShEfBhDAp/E1OThTuTTZjs3P+GUX9iqAv/3mfJveoHyQKgM+QdRJEhzQSixvjwP45I9UAUm2QiioCOSHgU+tE0WvwKTz27jWkWK0FVI5zssN4bM/4/2RVkc7mFbFHkR/UaX71wOs/vrmU0/VYXNbPXtYpEfhV/eux+Pr/5Buqq9/GZK+/jS7Mk3nU4qA3JfOvS+by0rRoIcMrrY9/hfpZNM+Ci6dYoz71fw6blJdiifvZ2J1hWYMVkNnHhvAIyXFbsaWncv7MTR0YHm9bOQXB0srHCxb+8fAIwEpu3ry7h538+yv17BznQNsw/rspga+MwmzYsYvO6BURtXgSECRH6YCDCz987zWXLinnxdIAf7vBy66pirFYLty9J59m9jVyxegYZDjO9ff28cKyPK1ZNZ0tVOz/a1oYom7hjvTHtvmJFGZIss3FmFlvrBti0tCjZnzbIS8d6CEYTPLqzBVmWuXP9xKn61StKMZskNi0t4lfvN/H4zmYQ4Uvnz6Cld4S3a3u5ekXp5Gg5aYIgcPWKYszJKP1n7zbx1P5mZFnlqxfNmvKZunJ5EbIIly0p5On9HTy2s47qDh/fvXQ2ZpkJg8p4y3CYuWPdDI61xXl6XwfXrixiW30Hv9pdS5YLbl9XkeLljy9sre2M8voJL1evnEaO28SFs3PYVt/HprPsB+APB7z8em8dLrvAtSsLiSUUctNFLl82jcfe9dLcHaPfH6O6p4ff7G8gJ13i9nUVXL2iiAF/goRKytkDHOrp47mTzZQXmbnt/DKqvUMcaBvkmnNKmZftYV/LAE+9345JFLnjghK27RtiMBDnljVldPVGONru583Gbu4pmc6AHqU9GiLfYaXKO5RKrQaSs4pYXGPQF2PLoQ6641EcssSJngDPVXWwoiCDf3mjhmiSODFrClEzRdVJJDRs1rEBZNvBvpSM9pxcF4qiEYtr9A2OJcTtZww4Yyydv1O1TF3X3wTePOO7fx73dxS4/KPY14eZJMmYVCWJwPE30dH5S8x1zicI1+8jcPAl3CsuGzuW8Zb8bCDwSdM0IpLh4B0mgQyHBSEepT1sLG8RocqnU4+ZWZlmMlxW5k5Lp/3Ycd4OuulRZB6vV3GTIIKZZw95+dcrVvIvL59gdpaVDbYhYv44ictv582f3MVv99URTSjsqushFnRx2Af3bKykItvJTZ88F2deBxeUu9jaOEz76dNUIbOzK4G3vgvB4eKyFZWElUYO90TZ2xVla00vt6+rYPPaOYh2V8pZX74gi6/84SB7uzU2VHq4YXU5gtnMZesXsKtlD9sbfMQTKnta/YhpXm5fV8FXLpwYaQI8t7+J+7e1sb/Fx7cvXYiUjPrT7TI/fuUwj+7vI4rMvRfO5Pnqbn60vQPJbOWKlZVIZsuEKD3DYeZzC3P50/5mNq8oI8NhRtM0nqtq5YHt7dyzsZJvfGwmGyozeGx7PVcsL005oiyXZWwQGO1bLBiJ07dO9/Lg1gbMsuHMdF2nZzjKK8e6jKrK5DYyHGY+Ob+AJ3e3IoqGIxE/gIqX4TBz0+pyajpjxBIK55Zlsq+5n62nM1PY8FTWNRTn9/s7GIkp/G5/I1aTARGl2cYGiS9sKCXTJXPl8iJUTed4W4zvvnGcam8/LpvAFzeW835NjAH/B0e2F8zO4nSvj4vn5ZLnspFml/nF7gbSXSbyM2Qefb+edv8I92+aS5ZH4tMLCnmnKsCR3h4CIY1XDrWS7TalZma3rC/FZZeY4fbw49ea+NYnZvNuTR+ryjIxmwU2LsjG2xPjhVMtZKebqO8J8Wq9ly/kVZBmN9MVG6Xv6lx1bjHN3hB2h0helo3HtzeiYjQcAXhxm5dHdjdy70XTOdo1zMn+ABtmZjPd5eSePx6jLRIix26hLxzDYzNGSE3T2VnVz96uQRZku3m3ppf7Pj+LgkwDUm5JhOhTjST37tODfD10jG9fPpfyQidVw0NkmE1kahb+/cUavnBxJRkOM2miTL8apyLrgzu2/Vfs7ypp+1GYjk7CNBWkk6RF/n+CdARBJOsTX6b7qXuxlZ+DOaf8rMvKJFBGaz7HHU8oofOllaX0Hj7ME2ED6zdL4FUsIMJQDP789fPQ4nE+feh0aj2PWWA4bjiVdLNOZW4av799Nbqu89Mtu3j5ezcxY/Y5ZG24gYF3HsWWnosy3I2SYwVMhOMGZmtEhskkk5DgSweN7XuDmsEqOKeQ3v07eKMpQUtYnMA0GI/nDvQP8tUtx9nZpVHulvmnT80nw2FmoH+Q5/fUMTvLxN7uOHML01k7O/+skSoYDmp/Qy87GofhlWM8cOWylAMdlUAODg/zi211XLy4DMnqSA06d6yfPml7z1d38ZMdHYRjCdLSXGxeXsqVKyowW2xsWlaMxybz8Ls1PLi9jXBcxW4SueLcsgmY683nGc5l87JiRFHg2pWlWE1jME5C0fj9/jYe2dnEnsYBHty8iCyXAdu8UN3JQ9sb+NL5lSnGx3jTdZ1OX4xXj3dyxfIiXFYTb9d4eXxnE/dsrGTDrOwPjLgBfn+wg0d31rK0OIt7NlZOmdPIcllScFBC1Xn1mJdqbz8lGQ4umJOLIAgc9hrsnbz0qZO2iqrz8uE+9jT1888v1/DwVYu46bxi/GGF/uEEV66cxpEOH/tajJzGLeeVc7w5zKN7TnGsx8dd6yr5RsnEa5DhMDMvPZN/fuMELSMB0j0iX7t4Bv/wzGm2nGphcUE63/vcPCoKbWxaVsTjgSbjWZCgf9iIouflpnH9qjLUqE5jR4j6RIDbzisjzSQzlFBwJ6c3LzZ66VQi/GpvMy5MrCjL4FufnMPvtrfSFgkxK8uFfyTBFYuLuGWd8T5rms6rJ7t4qaGTlWUZ7GvxMftEWmoAvm5NCXuO93NiyE9HOEJHbYSK/S42TM9he3MffeEYfzjWRt1QkOxMI28znCy8aho4owruI7D/dQ4fBMyKQmIUBv0AfZq/ddQvp+UkqZAPkH/dgwjjcwsTbOqp2/LiNNamazzeN4yg2dBFkVBCQxONGUCux4giuusbGVSMWymhMRwXkVBRkTjcOUbtEgSBT62cw4F/eZL3XngS358fw5w5DVtskNJEF6hFgAmbafJ12XK8j31DMh6TxqcWF3PvxbNxyyq3V4VpCVsoSrdNYBpMWPdgKzvbw5Snm2geSvDKjqM4MrMIx1Ue2j/EzQtcrMo15BVGndHZLCvDzY83L+ZLz1Sxo3GYx989Rabbwablpdy4fjYOu43gSJD/eLeJYCiEwzoZDx9vm5eXIiAwEgpz/9sNBIJhXDYrV6wsTx3HVSsrsFisBEIRfri9HQSB29dWpOSSJ0T7MMmZypLApmWFHOv0s6txgC2HO1LLX5OEdTad5bw7fFG+8uxxDrUPIIkG/HLL2mLcduEDr1X3UIwth71cs7KIG1YVUdUyyMHWfi6cmzXlOp2+OFsOG3BPptPMHecXcqLTx6GO/lTCeUVpNruLfKydPnXSVpYMhk9t3xB7mvrZcqiDdeX51Pf5eeWUjxyPiUevWcyWQx1cvrSIgWGV/3i9gWM9Ps4ty+DmtWVTHtu+zj5aRpJVp7rO67uHkC06MzPSqO4a4p9fPsVDVxrP3p0bK4hENQZ8Chlu433rGo7iC8Yo9NiJmhRIwJvHewgkC68CSUrqf2xewL+/XoMe0dnRPgDD8OrRTu7+2HSyM628cshLdyxKTZc/dZyyLPLNy2Yxs9rFhXNz2VrTO2HAamkPUesLEkOnyGPjc0sKmSZb+fbLJ+hPNkVaMzuLS13TUuupSVxN+Ut1rf8T9r/O4QvoxKdy5P+fIvszzTH3fCINBxje9TTpG26atG8ByFIjeKWJSTAB+MHli3nmiVd4lWljPXTH4f36QC//8cwO/I2NdKv5WFCJIZEmKAR049Zmu6x019Tw+9oQ2ogfXZbZPyhTvP4aLIs/hb36TzQcqCVy9CDZxesp95i4dHEhuq7T7+3kd3tbQTbxmXMr2XLIS0tYZE/jAF/emKCvrZnuqHE8BR7rWZ3PprVzCIUiDA37ybeZieoSD29t4Z6N07nvYzPo72hnb6/O3l4vmR7nlJj3eMvOymDONA/7egY42jpIVY9Bvbx9XQV3bJjBYCAMgsCRDj9723sQLbazUhczHGbu2DAdXyiO02GjZ3CYx/d0EtNF7r3QoGdmpxnr9wfCuOxWVpY4eWxbPVevqvjAwUnTjYYiiqoTjirMm5bG4mIPm8+AlS5dUMDv9rZxzcrJCdtXj3ZyqH2AtdPHZk/BqEYopp+VtqfpOk/t9fLzXbWYZLhzfQWPX7OILYc7zjp7enpfh7G8ZNA+c9OsPHL1Ql486jUosrrOi9XdHOno582TbmYXTIbbACrzrfzmpkU8f9jL5xYX8v3Xmjnd72NFeSaXLy3CbTVx8xqDitodSdARMBx5QtEQtam1rm5ZX4qOhigJXLO8hIfebuGPx1r54vmVuBtlDrb7+NRDe3n4isWcU+EBTeBPx1r50vmV5Dqs9Iai3PRkFS/fvYYHr1zI3c9W4/VPlmaoyHby2xuX871XawyHD/hDCtlpFu7eWElrd4iGoRAdQxGa+oNUJFk0OW4rdyQj+op1E5k1zx7uIIiCwyTxsysXc05JOg+8VZdy9vNyXdy1cfqE52hUvfNvwWv5eyKmfySmKYmpnfn4Stf/j3i+IAhkXHwXoZodRDtOAjDwxoOoYUObRgAi2rgIP3mcOrC1phc5PX3C9hzJ7ESaSeBE1MrPT4aoihuDRVmyj2ZUH9ve8hI3Ww608MjBPh47HWNP4yBuWWMQK7I7l89uvpU5V34L57wLKHGbaB5OGEUtqsKWXad5pNrPI1UDvHLUy4psAY8Jmn1Rntx6gm/8uZ3OuIkMq8A/XDgxqTneMpxW9JCf3zfDnq44uiSzocLDpxcVcNt5ZdjtBla5LM9EOBhk0OdPiaGdzey2pDCbbOJL51dMcGTpNgmbqLK3PcSGmdlctjgfLbm9AX+Ix94+wUBg4nQ5w2E2jiWlKjbxZevx+fnT/hYuX1rI3rYRfvJe86RCsvGmqBrN3X4e29bASEzhvfoBHt/ZjMMiJ3MFOvGE0SP3ucNefvpePVsOeSdt56oVxXzzkln89Aojgo0rOs9WeXloW92UywM098UZiSrcsbYyxcrJdBrw3NkGqGtXFnL54kr6A0qqsCrLZea288ZmOtFkVXHPcCxVBDaVZSYppZlOM/ZkZe65ZQZvfe/pEN95sYG2gQgWs8iKSuP5zrTY+d4r9bxbPcQP36inzz92/zMcZr7xiVl8/WMzyc+w8vVPV/DNS2Zx4+oyHr/uHApcNgZjUb723DE2P7qPz67I4xsfm8UNq8u4bl4ZJkTahyI8tbeVJdMzeOPe8/jmJbNwJ1lyaWeI351fmYMzJbQ49hxcs7wYOyJD8QTffGEKRd4pzJyUogglVN46YchBbFpWhCe57/7g5GsoJfM4pg9rNvBfsP99Eb4kIyfCY5DOqH2Yk/9bRP3JbUp2Nxkfu4uhNx8k97qfofh7ifc2YytbjCyCQ0+MFSUkj0EALq10Ek8v5VeNjSmlzyXiMO9r2aybmc2R+m464xKdmnGyssmEmwh+zJgFjYVFbq5cXUkaxSi53Rw82cx+nwEH5Vlgmk1j94BIqHgF87IdfGOBmf84NMKy0gwE2cTmC88h5ukGWSbY2c4f24yHd31lOuFQmPf7oMQt0+ZX+Mnrx1hSks4N588l84y6fkEQkHKLoK6D1RUZ2LQY25tGOPdoO5+b5QRV4UtriyEe5aFdXvRIELvVxAXzpvFewxCbVs2Y5KhuWDuDE91BdjT52Ti/cMLvosnCxYvLOdgd558+PpNEaJjHd3Wz+bzZbDns5Yfb2xFMZu48f2byNqn09PTx8mk/nz+3Ao87bVIk/NLxPh7Y3obZauOK5aVIojRpma7BIM9Xd3L1ilLcVhNvnOzhwW0Gf//Kc4uRJSG1jtcX4dmqDq5bVZKEdcSUcx5vZ3Lba7uiROIKXzy/kk1TLA/w+nEvv69qZHXF1JTgqawg3UyeR+bh7bXkp8vcvq6CA/Ux3qvzcveFxWQ4zMkqYDjdFWbLkQ5kEW5YVU4kptPUE2NvWxdXrxiDmURR4KuXlFOcPVaMtbetm2cONxBTVERd4FMLc2n1hcjLMPP0wWbqB4c51u1jd/0gD1yxkHS7hTSHmNIiOvOaADx923L+5eVTNHeFOdY7zP1v1fHcnSsBGNRiJJLMmu6k3PDo+j95y5B1GK0yHrWqrqGURPFIZOw3m0VET1Fo/rLrevO6cl462kUYler2YQAKs+zcdk4FDx6spzcU46m9ranZJEC6bMaXSFCR8/fJw/+7MkEUUc/Ufv1L7KNw9mcZNLR4FFv5Ui5YtJtXt/8aU3oBylA3lC1G1aBfnCx8IpHgK0/t4+715Ui6zqhgQgMGHay9148zPgJ4MKMRAfRIlHwpjl81E9dFqtpH2FrTy6VFIubgIHfPtdOxP0hnQiYUVzgckwEr5RlWfr5pHt99ZifNfisPb2vgiWsXow70og71ITo9CI40YJBlWQLzMiR8XQHAxHkzcint8bGzI8Lerl4cDkN6edT0RBwEuGHdLOx2O+d7grzWIvGldRmc7x7hnpe87OtK8KXzs7lh3Uwc6R2EgiHu39XBgY4QO9rCCOaJkIyuqmhhPwuKMlhYkj0lTLH1dC87G4dYebIbRJEf7erhYGeYb1+6AEGUJrB1BODFEwP8eHs7kjzGEOnxjbDlcAdXnFs2wcmf6XBG7fnqTh7Y2ohJlrhoZhZRRTtrkvSNk908urMRl13mjnUV3HZeGS39UX6/v52rVxRPGYkLgsDOhk6e2NvEnWsr+NXOdm5YU0Ru2sTo5vIlhWw93c+epv6UM9F1o7G5zQxTCHwiCAI3rinCaR1j7vyhqpk3aloQ5Tjf+uQc7t5YTo7bxIrSHPY2G9WuhxqivHbCSzSh8PLJZswyE87zzPO+dX0JHqfI4EiCX+5uYkdTF72hCMvL0rnvklnkWl08sD3K8V4fLx7xUmrNojk8wG3nl551dlKR7eSZW89l80/30xUJkzsOFrvzwjJeqG7HryjU9Y5MWM8hy8QVBecZGs+fnJvPr7c1E9AUDrYNpXj4Lx/vJoKKLAh8Yd3ZZ7TjLdNhJluw0KaHKU4fe89rBgMkkrOHUEyZsE5AM6L+pr6/Qx7+35vpmo6uTha0+v+C259l+753HkUZ7uXkkkuIVf8eS+EclGFjeqeiERkvsZA8ThWJvQGR5j+3oSY74FhQGG0w1DscogcPAIoogwaDCY0eNYkrmjWKHCLnlzp54VATPz4yQplVpTMh45ZU/KqxzUI7rHVH8cgqd60qpHPPEHefX4keCbGlqo1HazQgwsociS+dV0RwoI9HDg6wLN8FRKlr62FBrpUZJSXYRJ3LV4yxkXRdp+/UEV5sVth88XJuX1vOz984xMMH+rnvkpls88O+LgMrjcTi/HbrMVAVLl05C4fTwcYZGayo7Z/MXFHibKlq56E9A6wrc3H96rJJ1/zyc8tAELh8eSmCILK/aYAdjUPMP9SOTdYnNFMRRImr1szEZLVP2NcLR7z85L0WDrYM8cDmxR8qYWBw82UuX1LI7/e38vj7LZxXmcV1KydjsZuXFSEKpPDxxt4I337lBAfbBjHLZ5dLGOXuD4cVHt9p8N0/Pm8arx7zck1yoJiWYeG86emc7BpkFJKIxOGdE0H+dKiGH1w2h8oposcznbPXb+Drp7oCNPdGefNkJ1clI/hFJQaMeNDbyJ+q6zm/spA8l52lpemTtjvVPl7Y14ddbqM3FGHt9GxuW19GmtXEPz1bR8dwmKXFGXQNxhmx9/D0oRbS06QPvP7V9QFqBwyHPhAZg4P6fHFkXQIU5hdO1O1JSSskk7fegTBP7GzlyuVFfLpwGi94O1JiZ0uz06lvDeKRZYYVhaf2tbJ+lpG8jkZVXt/RzWGfD7NZ5K6LppOTHITtNhnZKcAIvFfTyz8/f5IvXzIDq3XMVwwOxfjG747ztc/MJDvNkuKJ6h89Df9/n8MXJTDr6hgP/79TQye538yPf5nQqe3UbH8KOT2fcP0+LIWjCtJTJ5P15PcDUTX1nTEbMB6knoTM0myZzsEg3ZoxYPTERMwoxJHpi4v0xeG9Bh9XXHQOuzv3sK8rykKXQm9Yw49EoUPAG9J5sgXE92pp7A/THNCoavFxTnEFmzbMx5c4yTudKvv6VJbOkbEnhdQXVxbgkLvZ0RGhqi/ENy8xKjY1JUFfzXFe9IpcvqyYp08EeORUgoirhS+fV8QFpXYO9nq4cE4e6XYzEV1GB/RIkIf39QHgSO/n9nWVCKJIZb7hQAaHAjy3v5lNq6aTkWZn83lz2NV+iJ0tIzy5p5mvnFGslOm0csf5Y989cOVSnqtqp6dvgEeODBITzNyb5PkLgjBl1H7FinIOtvnZ2TDI17Yc48Erl3xgknZ8kdXGmTk8f7gzycrxTkpEnwnVvHmyi4Ntgylqq6rptPRG+HNNF1eNi/hH1/OF4njsMpctKeSXOzv4xa46LLLA+TMLeeGIl8uWFOCxy6kBzGqGZ4/UUNXez/feqOG3Ny6f8hxiCZ1jbXH2tXr51idn8PC2Rr55yWwe3dbKC8eaiKsKXxlXiXv96mLsFoHXq/voGQnz8LZGnhy37Z7hGE/v7eDa1UXkucci7z8daSGsKJRk2FP5iYauMAlV5aLKQjqGg7zc3sad6ypSdNV4wkhUm2SBo41BdrZ0c/0aI/J/u64bvxIn02ohz2ZnT80g2+v6CccTDKrGAFDVOMShmiHmlKVht0ljqEyywOmZPW08UdWCzSqhe3Qi7RrT0qxcMCeXJ99r5b3OXjxmmUyrmVtXjQUZggD7uwd5vs7IqXicZu79mAHRmEwi3//8fO78w2F88QS/O9TGtGwbX75kBu29YeqHgwQjKu82d1Fa7ODO9RWkSTL9Wvxv0uLwf53DRxSIj28g8neglimIEs75F2CftYaRQ68S6zxNrHOMN59y9Gcco6wlUMQxeEpJnpebBJtWV3D76lK+/8gWXgwbDl8WIK6PnXuhDS6YX0Cmy8o52Sb2dUWpGxGIYqY808Yvr1/Gt589yL7OKG83DNMZk1ld5mHTsmIEQSA7P5dMVyPepL64P6JwzyfPxVnQxaZlxejRfJ460E44Gqevo50H3gxx3eJsntrTzKNNJiKCCTE9B+gkEgzx+KsHiCg62xsjrEgWaN2bdNSD/hCC2YYgy2wsT+Px1w9ywaw8tnXG2bS8lOcOe7l/ZyeCxcYd588k0+NiTr6LfR1hQqEQuqZO2dJw1MZw2ygwSDia4IevVSPJJm5aN3NKR57ptPCTTYv4wtMH2dnoGwePjBVanc12NAzQPhRh/cxsVpZl8LN367l2lYHtCyITFDVT+joWMQX/xBIav97dxp8ON5PQVO69cOaETlrjB4yb1owJrT25p4Ofv19LQlXw2MeeBVGA739uDt97o4ZvfXJiu4q4onPKG2d3k5fPn1PIWye9/HZ/LVbTLH53s+G8HclJaO+wwmPbm7hiuXGco8exfkYO33/zNN8+Y9t/ONDBo+/XIUnwsVkFvHy8k9s3FPNvn53DfS+cJM/uIBDSyHDAS9VeXjzVyrKiTE4PDLNhZja3rh1LGr99cIit9d1cv6aIp/e28VJtG3arEfnfdn4ZLrvEe0cGeOmUl9O9AWoHAnxiej6Lp3kQRDjSMcyjW5vIzbDwD5+diUOSGFZV0pJBzPVryxAlgQU5bn59sgWPSaYzEOWZ3W3ENBWLIDIcN2YDVW1DrJpp5EgsFok7LqogM8uMqupcu3pMj6mhPcDPXmtAVo13u8hj44I5ufT0Ran1jRDQFIaVOPesH0uwB7QkD7///3j4f4EJU0+Fxhdg/XdU32oaosmKe+UmHHPPJ3Rq+xmOfkxiwQpYtAj+JLYvo1FImFbNDqKIHxMWTSFaf4p9EQPTN6GQ0GXMgkaaoDCgmfFGYOvpfgpHvCwL1GATCojoEhl2E7+6YTmqbwA9FGSBLc7xiMGUWVpu8LR1XUcdGWKh2IdVsBLVJZoHI2Sm2VPSBP3D/Wj+QWr6VfZ2xYAwdocDMbcYmgzI6oYNc7C7XAx0dfGjY2GW5ch8cV3pJJgmw2Hi2nlpvNAY4bWaAR7aO8gBb4id7VEDc19RgSCbjYFGSdDf00vtgBG56fEYP3/vNJvHJXdH2yDquka/L8CLJwbYtKyYm9bNwGm34PcHeHyfIbjlctjPChdkuawsLc3kYPsIVa0+fKE4wVCYl4/1cM2q8rNG/FcsL0aWDAf+uz2t/HRbA2aTxIbpufy5ppvrVpVMWPfMGYbFJOKyjz7Ixv8tAzGeq/Jy05qiFGSg6zrhuJ6SRLhhdREWE3QPKfzk3doJmHpljnPKyF5R4Q8HWtlS3Yiiqdx1QQl56WNYvq7rfPGCMlxWmS6fwg/frmX76UF+ft3ClPbQzHwXT908edvXripCFOHK5YV898Vm3qhrwWIx5CPOn5XNA+/VUXzQjEkUWT8jh5aeGBkegVUz0rl+1URe/tG+fracbOFI+yBLyjzcvcHIj7x/ZIitjT3cfXE5z+7pTN5TibtmV7L/xDDVw8Pcdl45F83LY2f1AH862Y7dJRBMQr/+pBNvag3S0RWhvTtM1ZDRUW1FWQYdnRG2eg055my7mU8uLODa1aWp44pGVX67pYUDoUF+cdvSVFEdwEvHutg7aFAy0kSZjuEIrx7tQolpBDSF0gw7RQk7Lx/o4lOLC4zzTUE6f59qmX9XpqNhNOE6w86M9P8bI345LQv3yssnUEUlxhKzugR+bKkBwSNrtCrOCejP3touek766NYzACiVYzQoMnFdZEA3XpI1lVlcmqew56XXucs3m6gukeEwseWOVVRkO7ns1+9xyC+Tn4wEV1dkcn1yqqqNDHH67Te5+0QGUV3CYzPxr5fOnXAeW/bU88gxIwrxWOBTCwuTVZ9FON3usWTl2nIeeNnA6qv6FAaj7Vw6w0V6edFYY5FEjOcPd3D//iHu2VjJfR+bycYCifknewiFIwiCkBpotHiU5492s6fZiAIdLhv3v9eGmEzuakqC3k4vLzdEuGxJIc/tb+bHu7oRBAMbv31dJQPDQeKCidM9QS6YM7mZxni7cU05xzuH2d00yJN7WjjSNsjupiEsZtOUA0VC0RgaiaYKaK5dVYLVIiWx/XZ++l49NvPUksoALf0RXjjSyeZl08hyjjFc3jhuSCK77QJ3rq+g1x/jjwc7GAiqPHOgETlZmHXXhgp6/DEKM+Wz8u5HTdd1evxx6vuGUp/HK3UmFJ0D9TH2tXm5cU0Rw0GdzkCAg239U0JVZ1q2y8Kn5hfy4J/bEUXjCR/VlrlmVTGiCMdbQrzT6CWha5TmWXh8VwPfvGTWpMH01g2l7GkY4HjvEE3HAnzzklmk2008c7CNd1o7MVvhE5WFvNraxjc/PpvBXoWXIl0A2MwSd6yr4MUDBuxyuncsITo6rB7sGeS15i5uW1VGbquFXjXGgkI3n59XSP+LUY71+skTrBxrG2YoHE8dn8UiUh0fpnEkxL+/PhEuu3xZIftODdIZjzDNZqV60A/o5EgW3JLMfRtn8vjOZtoiYb735ml+e+Py/4N0/jMmyiLKf7cU8lT2IceUb9LxxgwHLwAmLUEiCedk2mWyFYXT4bHbdWQIGgUjui90SDgTE6vy1lRm8bMrFhGu2sVXBqcTRcJqElPOvqeujo4RBZDJctm5YV1xykH3dXjZcrCVHe3ZDCdHoU1Li1KFJv2tLTx/YoCl2RKrpllp94XxRkS8w1HS7SYEQeCyRXk8u6eOTSsryXTZuPGixUTiVTxf46c5oHHbczX88kqJd0/3s2n1TDJcTjatn4+QbohzpcsKfU11nOgOs7PDB4KA3Syz6dwyMhxWNq+bh+TqSjk0p2Ms4do/OMS9rzazvzNKRBW5dlUlsmOMaikIAtnpLjKsInubh3g3WUk6aqqigCCkKmmz02w8sGkxLx7txh+KsbtpiPXjZCQ0XadrMMirJ3q4YnkJaVaZ10708LNtjUiiMciMOsZrVpZglkVWl2fx+I6mCUJho/bK0U4e2V6H0yqk1lM0nWWlOayd7kt1e3p6fwePbK/jzrUVqcYao5bnHssnaDp0DMZ582THpP2pGjy1x8uxzkHWTs/mhjMS4C39UX6y7QTV3n7MssC83GmcU+JmZaX7QyUdAIIRnRePdPCn6gauOKeE+bkZrKvMA4xZzVVLyzjdZtAjrWaB5dOy2XqyD+9gNMWOGbUMh5lHrlnMHw+2YTaLyVwHmJOV4ccaRvBGRugORqlq9dHijdAVC1PksZElWHngrTr+9TNzeWxnE9/5zFw+/9AehhNKiod/w9oy7DaZXMHCK4IxUKiqzsySNH5723K+86eTbG3oIxxSJzh2QRB4+MbF/Pvrk+Gy6hPDNAyPEESlIs/Bfctnsao0k5t+ewi/qvDvb5/moavP4eFtDal1A8m+D40D/8sboHwUJiAgayqJUW2aFHSjJVGT/6bBYCoIaXw/VG2imqdLT+AbPQcElromOnyAgC6TbhE5b5qFP9a7sKAQQ8ZtFvjXS+eSYZP5xdF+/Ekq58VzclNO+8VTg/Qmk72z89MmRJtPvXeCR2s1FuXbgTBpMlw8e6xB2fOHO7m/ys+6Yht7O6Pccu40atr6KdD9PPDCPm68ZKkhcra9A0GQuOPCOWQ4zGQ6rQzHhsmwyzT7FW7740ma/QqC2codG2eR6XFxxzqD/aFrMi91WdjZEWXDzGyCvn4eOh4iosK9F84k0zWRqpnS7Rke4R9eqWN/p9E7FF0jOz2NO9ZPVjfcvKICyWRh09IiNFWhe2CIV2uGWFPiYHvjENesHoOIctx27lhXQa8/jNMic8W5Y5CMrulsOezlZ9ubU81Qrl9dht0ip1g4iqojSwb2fsOqMh7a2shj7zcgCmPH3jEY5aVqL59alIfNLExw4LoOO+r6eL9hTOrg2hVFWGSBzcumEYzBs1WTHTpAJAZP7O7gqf217Kwb5NGrF5HpTEoDSAK3ri0k10MKlx9vzx7spNrbz4aZ2awsy+J7bx7jWNcA37xkFi6LiXBMTxVXnWmarrPzRJDjbRGWFmdgs4qc6PWxq7Gfc8rSEASB9DSRf7y0gvknrWxaWsTj77bQMOSn4aCfHfV9PHnzstQzC1CcbeMbn5iYoP/W52eQs83Eq4e7GVCjlGYag//RtGHere+hYzjCkwdaaBoJIsjw9K3nAmPsHH+Sh5/hMHPNshK+8Msj9Cbbj4qSQDSmIiagoydCGJVpbusExx6LqZSk2yfBZSNBhSf2NRNEJd9l4b6LZ7GwJJ1/e6GGgWgMiyDiDUR573Qfj24+B3typj0K5Qh/Kdn/P2H/6xy+jo5ZTZBgYjep/1ZnfzYbdz/HV9sKgkC6HsaHgav7Yjo4J998CypDMbCZZUrkKG2Kcc7+uJ5SrfTLY9zfgXFVfZedW8qTh3ro0yzUdgcmbDdidgKGJrjRRUs32BflBg3t8rWzCUWPEZVtVDpUrILC7BwrvzkeBIZwZndwwcwsDjT2c8HsMbjkgjm5HGgZ4osXzuLhXW3saBxmZYGJcDQxKZoTRJFNKysRTBY2FEj8y1sNky/aGabrGr/dfpqdzYZm/4qKTG5Yc3bIISvNxh0bptM3NMIju1qIxBQe39fN/ulZ7GwYwDKFJEM0GkM5oymqJIlctaIUm3Wso9Z4TL5zMMwfD3Zw7aoSct1WLCaBa1cVIwgaI+PO/dlDXh7ZXofZJEyCSkySwC3JLlifXlCIqunkui18cWMFoajOL3Y28Zs9dRMGEADvYJzfH+zg0sW51PUOsr+lny2HOyZsvzDTwheSwmkN3TFeOeblpvMM53/b+iIy0gSuXF7EL3e0c6xrgHVJmYejLVFeOdbJFy+aXAsARnK5ZrCHXW1GRfLq6ZncsqqC461h/u3VWu6+wKj8zc+wcE5uLr/e0crmlfmoaLxU3UXHcHgSRDKV5XmsnF+Zx2tHjLzRmkojD3W0d5jBWIx8p5UCl42mkSDjnx9REFB1PdWOsbYtwM/eMIrCRs0ii7y2vZudbf0p5c3CDFtqEFIUjZfe7eK4f5iL5+ayra6PL358OlkuCw67REQ2Zt5WJH60pZ55s9K4fGUhoghHGoY47Bumvj3AN39/gn/aNJsctxWPaGZATfzd9rT9uzJBFEhI4zD8vwPM/i+x8boZVllAHJevUeIKR3onl2DHkCgyxTneG6FNsSIkKwotgs7G2YZzbosZswQZjZsWelLrZmdnYrIYL2ldb5DGvrGiFLvVWKe6K8RFC6axLANCviEaewycN9PjwuGw8etqH41RC4/s72drk4GJlrhENla62Vo3yI6OKFvr+tGTVYvvtUXY4Y2x43Q386d5uGWhC0HXeWhXO8/tbzYaoIyzDIeZ29aWs7W2j31dccozrHxqXvYHaIwICEnFzHl5VtRIiN++3/ChDcSfP9LFAzs6iKg655V7uHtDGfdNoVwJ8EZNPw9ub+b5cT1qEwmV9j4/exr6GQpP3terJ7p4ZGcjL1UbCUVBEMhzWxAEkUe2N/FsleEQr19VxDc+NuusUEmW08KNq8rpHtZ5+L0megMxEoqOzQI3rS7ivktm8ZnFhdR3x3gsKX2w5UgHj++sZV9zL49evYj7Ljn79gFj0NlRy58OtlPXGeWFI16uTEb+66dns3BaNp+aV84vt7eztb6NZw7V8VL11BIPADevLeGejZXcs3E6168qRRREtjV38MS+Zu56phpfKI6mGU1cHtvVwO/2dOIbhu9fOp81FdmTIJKz2W93tdCvGA55NJF8zcoSpntcdAejDCZi3Lm2YkK/WUdSusCZrER77WQXb7X34HGbmJPlYkVOBsGgyrHAEK+3dKWkDqJRLfVMiaLAicAwfzjRzk93NPBUdRvPHepAUYwmOA9evYhZ6S4UTWf3wAA/393Mjvp+7v3YDBIx4znuDkV5pamLF48az8copNM2+H8snQ83gVQf1L8rm2rA0WGqSm1dh2HTmBa2LIucSkwUV8u1aOTKKsdDZjr6E6SJCgHNuJ0xXeCPW4+RleXha59cwE2/O0JAk3l4dzu1nUOcn6WwI5jGv1++iDufPkxUl7j5N/t48e61ZLqs3LCqjEggwOmIheXWIV4IqAwpEt97q57f3ngugsnM5guXEE5UMegPUZxsZF6RaaNpMMLWhmE2r5mJYLGxsVDmJ3/YjpiezaXLK0BJEPIN8PD+PtaXp7G3W2HD9EwW2/zc+KvdfOtzS6jMGTtXQRDYtG4eB3uq2dE0zEv7ahFEGcFi58a1E0WnBEHgpg1zcLlcjARDPLLLcKQnugL8ZPM5E7pZjbcrVpQhyjKhaJxdB3soPdxGu1/hwjm5kyCOqWQVRFHggW3N7GsZmjIi3bysGFEQJg0gF8zO4UDzIB2DEQZGYmS7LB+oaw9gkuH9Ri8/fa+O4bCCVZa5dV0R0zIMzD4U0/nlzmZ+s6cWSYTrVhZhkWFVeS5/qupIOe+z2a1rCxEEhaGwyq93tbHlaGNKpfNw5wDHOvsxH9apah/gM/NLWVmenerXO5VlOMbqHdr6owz4FS5bWEJNd4B9LQNsOdTBLeeVc+GcXLzBAN2+KO82dpGXJfD0Lcv+oiYg0ZjGwEiyL21BWsqpu20m0s0WYISa/gCXLi2YcO4jyUh+JMnSWVeRzbZT/QTCCWoGRlhc4OHJqlZuWVnGIqeHgJCg0uPgWLefLYc6uH1dBaIosDjXw37XIB6LidvXlFPpdPHV3x7nHz47g1kFaczKTOPlZAeuQreVbMnCN585QV62leMhP1kWCyU2OzXNfnxL47gkmT4tRun/JW0/3ERJREoopODv/y4a5pk21f7HOXyzoBHVjUhjJKahMubw09xO8sI+ToTHYKremEi22wGhZMPzZHSfY1LpS0jsr+vm1HE/V5ZLuEwCgRg09kc52pdgd7bAvv4A911o5ZplBfz6YC9t/gR3/3Y3S6e5+Hj6CI2+GHv7EpzugiFFIsMu861PjrF0PCYNLRrkD43Gy7KhwsPda0t4eEczF8zOJt0q8rmcEF9/e5CdHTHAi8Pp5PaNs/H5Qzhye7lwTi4ra3r5/PxMvvi7/ezrUUm8cpLf37pywmXKSrPzwFXLePZgC/09fTxxzKDMOe3WSZDL+MIkUZbZU9/LjgYfT+1p4t4LZ4EgTHIio7r/tV4fxzqGOdUT5khncErnPbp9XdfpHBzh1eO9bFpWxG1rSuj2R/ni+ZM1943GJWUp6ACMZOm7NX1UtfuoavdRnGX7QMaLruu0D8Z4/UQnC4vSObcsG11X+fmuJtKdY5W5djPcsqaQLBepJPzNayq4/60mnthbm2LynLltVTPwfKfFTDQu8/TBWu5cW8l945LBVywrZDiYoG0gzuKiDEQRowHLGUnvs9kLR7y8eLKFKxaXU5nlYd1sQ0EzFtf584ledjf1s6LMyBU19Ub41IP7eODK+cw4SzvF8RZK9nRr7AvR0hMio8KMrkFvyMjl5Lqs1LcF6fNHyXEb79EopDPaenBv+yCnfQHm5xj5nsBIgi9uqOTziwrZeaqf5kAIqyhy7dLiCYO3V4nQNBKiaSTEgjIPR3uGeKWpkxnHndx1fiUeVSZNkvFYTbT7Izx/qoN9rT4KbTYWFbgpzrOzo72ftrowcw658ScbpjScIQXxUdj/OoePrhOzjIvk/p6hnHGHlkoykyz800kNEj3DYTZVeDhRF52wen8wikfWGFZEBjQz57jiqIj0JcAnGA/1+94onXETVgmCqjGgzJtVyrr5GvOHT/Jom41rluTR3DnA3q4Y+7piHMqT2dcnUuAQ6QppFLnNPHnLygnJs8HBIQ52G85+eaGDH1+5lOd2nWZHywgranooX1PK7w51s7NDZXmJmwW5VkIjI/hC8aQEsrGtinVO9EScco+ZfT0RwpHYJDwfko52ZSHffcFgTywvTeeyJYX0Dg7z0vE+Ni0vncTouPei2ajxOIc7wyCIdHb38ofqPhBEblo7nSzX2ACq6zrvnOri/UYft64pxe20nRVOUDWNeELluUNGolYUBRRVpdUXoarVxzklE+UFevxRHt/WhMUkcscGA7eWJYFrVxYjSTqCwAfCLLquE4joPLPfy69217F2ejYHWvo5t8w9qWmKIAiE4gKDI5AMXLGYjOKsrLSp2yC29Md5ao+XW9cVMi3dzE3nFZKfPjGJ2z0c448HOhgKwjt1xsxp7YyMszZtaeqN8dapzgliavNzM1mYn4kgqrxa08bKsiwSik66XeBLHyulvNDERXNzeedkLy8c7KZxyM/33zrNr69fxv5TAfa093L50kLK8yZ2grJaRL7z6Xnc9vuDhBWVe56r5tUvraGxLUSJ20Fmukypx8ELJ71IEkzLtnHt6lLsoohfVXElIZ3rVpdis0iUOG18dctxmkZC6OiU5jp46LpFbPrFPkYSKi8e7eSGdWM1AtetKUUXdRRF5/rzSgFwpxl0Wk3Tea+7j4CqYBMk7lpXweeWFvLl3x3lRL8fbySCLArcel4Z1mTLzN+8YzRx+RsoK/wvdPgCSLrGR9864G9rZlElknTIDrOIPTZCt2hM6XLtElooyJm3S0jEGVZMyQ5XOvVBgWCy0vbC+UWcbuujI8mrjKqGVPLKymw+WWpha8MQP6yBYyEdxRri57du4PE/H+do+0AqgSwmdViK060pZ6/rOvrIEE/taqTKCLSR1QTEwlwwr4ADHSNcMDcf0WRBzCoAOliYZ6PeO8DOTgW708Ed66ejaxoDgz5eOOlj0/JS0rMzodZLdVdoSqkEAMFix5WeCYRZWZFFfMTHP7xUy672cEoPf8LygsBNG2ajiTKqovDHYwM8ttvAm10OK3eO64AlCAJXrqzAbLGyadlE8TJd1+n1R/jjgXauXlFKNJHg+UNePr4gf0KiVpIkzqvM5uc7mia0Mnz+kJenDrQCkOkaS+bmeawTZApGTVF1EirYzMZ9SKjQ2BtH1Q2VzM8snpZqtGE3mTndFecPB5q46lxjn2+e6ODXe2rJdJGCiAozzHzhLHDRGyc6eOpAHXV9gzx2zSLKsseSuKP2qx0dPLG/jlvXVHLXhkpkUeD6VVMLmsUV+PWOdv50tAGTDJcvKsVlF6npH+RY9yBrZqSzqCCTfS0DfPu5WvrCYX7w+bmpY71zg5PVFdn85N1avv2pOSiKzivHOtlyqoWtp/o4tyydey6pJNNhJhbXsVlFVs5K57FNS7lnyxG8/gg3P1HF8rJM3u/qZU6WmxvOK6Ew0051vZ/nTnhR0Akn62CCyliHt9vXVfDd508RSlbFxJPNymdNS2NTZRFPnGolpEykZY6HrUZt9B6/ubcLX9SI2HuDMdLsJgrddpa40mnzhch0mDnkHebC+XmpddJEM/1qYkq9o7/W/tc5fAO+n8Ld/z1H+kBkHPEjoWq4idGN4fBHFA09FgLGxJ+yZIWehImV06xclzHAvSdtBHVjllCabuWL68u447EGeuJ2nGYIxmFleSZXl4vc8/xR9g2ZKHDYAQ1EQ6PdEh+hqlcFVFZXZHDv2iIe2dnKtz45l/5OLy/UDPP5RXkMnDjEa/XGAZdkWNnbHWXL8X70aJgdzQFWnOwmbV4UXVO5ZVkOp7pH2NupsH56Bhsr0/n5jkYuW5jDlv3N/HBPP4Io8el52bx6vId2v4KADuvXo+/fD0ndcGHaNIS6Om5cNwunw8FlSwr59daT7GoPs6zYTSg2mekDxsuoJuI8vr+b284r456Nlei6zuZlY+XvWrJAKjvNliruGv9bc2+Q77x+it1Ng1jMMqGowqM7mxEkccKLfsPKMbqlMI4tc+W5RUQVFVEci7BjCR1RNNg3Z1pLf4wth7zcfF4RuW4LJgn2NHfyxJ4mblhZyRvHerlmpeHcI3F442QHv95tNC+5fV0F16w0qm2niuZ1Xae+O8Zbp7zJ7lYWrjq3iPfrfAaDJ4lNAzR2R/nDASPyn5ObxeLCQTYvL5iQY5nKLCaBW9YVYTKp9PsTvHl4mM6wj8vPzceapJtes6KER7a28NapLnzRKN97q5Znbh2DzxYUp6Uqd482joCgsaw4g6p2Hw1Dfmw2kcGhBJGozj9+dgZF2TbWL8zis02FPHmwherOYQpcNmySRM2AoYd029pybj5xCIDhYAItmfwfvf+nW4f59fY2Pr04jzequ+lVY6Dr+IZjvLa9h9dau9FF8NhME2Z/zV1BHnnbqKlYMsuDLI/5ml9VtRBCJd1sIs9pZcPMHCxmkff7+wmoChUuBzfOKqGrf6zuYFRaoaH//9QyP9QS/mFUfRxL5+8Fw/8QS4ybwJkEGJYcjJbehmI6R/WJks+SSQYFlEiEf6+zpPD/XBusztZ4audpVNlwfuVuM04TBH0DPLU3wr4hY1vLKnMIRFW+sDKPx945QdTsBAxmQKkpxMPv1XP3+dN5p7qJ8EiQR46G2NcyRCJhoS0YpiLbwS+vW8rWml4uW1JI38Ag+zuCnJMr8bXnT/J+e4R15WnsbQ+xqjSN+QUuXj7UwqP7+0AQ2LRmFqIrncuXFvHs/mba/QobZmZz3aoyYgmFbbfdx/ELPsNNa6eT7XGgaTrpdhO3nldO91CQ6h4jfyGKOg9ta8JhmVz5KggCJosB3djM8gTd8b5AjD/sb2NVeSZ7mge5fvXEiDWh6AiCzusnu9ndZAibXbG8mMe3NwOp3uUpM5sErjy3CKdNnOBsM50Wvnbx2MCgaTo1XTG21ni5ea0xm+gejvPM/g6uW1XEu6c7+eXuOjJcBj1TEASuWVGELEL3sMoDW2uxmAznPhSKoesKXzq/ckpK6Jmm6fCHA16eOlDHrnofj1y9kHyPhZ9ft5Ath70Tjvvlo16e2F9HZpqAokK1d4Df7e4kwyWzeVkReW7zWZOq2S4LkYjI01WNnFM0xJEOH5Kk8fVLZuLzK+w/EaKmexhfNEpZpoPvXDo7dc0DQZX0NCmV83jlWCdbTrZxUXkBC/M9LCjyoKo6L9YY0NKcY3auXFKK2yUxLz2dhflDLClLZ1fNABFVxWMz8fGFeYwEFYIRA+eymkVcSS0dt8Vwgz9/r4VXGrrQJI3MdAu9AzFsZpnathF+daSJvkQMhyzx2JWLJ8CbLx3t5MU6L8e8Qzx0zWLmlo0FZv/2mbl89U/HCMVUTvtG+OO+dv7ls3OZV5BGc10IRdHp98V5vbGb/GxrMo+T5OF/9MoK//scvklQ0KRxHPy/F1rmlPsf+26aU8YbVAARfwL8WDChkUAkrJLSuhk1lwwBCap8AozD/02iwO/r48Agt6wsId0Xp8AS5/fH/eztirNqmpVCp4o3qFHdPsyLX1jFb9+p5tGqIW5dVciXzq9A0DSqGrrZ2xmh49V6mn1Rlk6zU+yW2dkc4La15VjsI9y+ppS3T3RxxbmlpNtN/OH9XnY2++kYjtHsi7JhZhbf+uRc3jnZxchIiId3trGixMOXzq9g09Ii0iyGbvyfDrRx8YJCRNnAPT02ma6RGDsafDxr78Sd5uTWteW09IzwZk0vm5cV8WyVl/2tfjbMzOa+i6ezvX5wyog2ltA5f3YBxzqDfHpRwYTfthzq4KfbGjjUNsTupgHsFimZkDWKhk53Rdl6upNLzynAZh7Twr9lbRkeh8yVy4sn7W8wKDASgXAUPPZUPvCMR0FgV4OXR3fWkWYXuOW8cp6t6uDRHbVYTXD1iiIkcWKEnuEw84UNFQwE4xRmSHxqfiFxRef3+738Zk8jX7twTIqgpsOgU95xfhHZronMJEkUuGNDEQ39PvY29/NStZcvbKhIKX2Gozq7a8Ic6erms0vzcNiElKiXJEJjd4zfHayjtSfOtEwTN68rmRLWSXMI3HVRCRWFMt6BKEc6fCiaznBAYfeJEX5VdZqa/iE2zMzmJ5sW4fMn+P4rdawuy+LFQz186ZIyKvKNZ/6ui8rISpdp743yTvMwH1+Ux2cXFyIKAjabyOwMN1964hiVJTb8IwrHuo1lvnHBLL7yUjXDkQTPV3n5+sdmsmCGm1PH/NgtEqFRSCfZySsnywIN0DIUomYgQLbVwnklmexoHMCbiGCXREKKygPvNDBrmpsMh5lEQmPTsiKOdft5v6Gff/tzDY9dN6aqmmG1YI3I1EWNaL2mx0+fP8pMmwun0MeJ3gDnlKZzT2FlKo+TJpjp5/8aoPxF5lq2HOnACdSzlhiMipSNiZVN/P6D1vmwZUehpMm/yQIpLXsASQBVB4cMIcX4e3S9LIfMp2en8+bpQXpCxjYXTXMhyyJlHgtdIwmae4aJqDpum8ymJUWgq5xqG2Cv14jQlxanEY0rzM61E4uKgJ+SdAt7O6Pcel4Zb5/oon0oylN7W5EcbmAIm9XCvRfOxOuL4o/rCLYRrl02jR+8VcehTmO7G2Zmc8e6Cjw2mX979RS/3d9OTNW598KZXLlmJoe6ouxs9KVe5AyHmTs3zGAwGONEX5xdjQOsm23QHVVV4/dVXfxmbysRReOr4/Bst93CP+5+mn/Z+zSmnbMRvv893lAKePC9RsyyxNUrS7HbzKnm3zMLJuuwK6rO6a4Y9/+5joOtA5PYJJuWFqFqAh+fn8N7tX2pUv3j7XG213cQVxR+/n4jDutEffrcNAt3bZjcAEMAttd5efz9Og62+nhw8yKKM6emQF6zshiLSeBz5xSyvyGOL6Rw1/pKLl9a+IERepbTzC1rytl1OsYTe5rYtCwXqxmuWjE2OLx6zMtv9tWR5RZSuHj7QIzf7WnnlnXF5HssPHL1olQz8fGWUHXeOOHlj9UNDAQSmCURXdfJdFq4e2MF79cM0dDnR9VVHn2/hTSHUVkcjWnoGF2hwJhZleVYuTPHYEwVZllZUpDJd16oJ6GpE5x9hsPMQ2818+ShJg61D3Kkc4jOiJ9f3rCUDIeZLJeFu86vxBeKU15gSw2830rOCu5/rY69/b3s7YdMi5kbV5Zw+dIi2jtDuE1mAqqCoui8s68Pl1Pmno2VXL+qjKd2tjKsKDiSSdtFWW4KZCt5TiuLpwlUdw7zy+0t1PeOMDvLwemBEAUuK4e8Qyno67l323nicCvfuWwOA4Mx9rf5+LfnTiEh8g+fn0VOpoXKcgfHaobJsJg40DbEdY8f5JxSD0HdGGhau8J0+iN8fGG+AenoBqTT+DeAdP5+MY7/qmXkUZqs+hsNrrLtxg312GQ2VhjTrYpsB0XpNioyjdlAkct4MadnGZWpBR4rCwpcFHosjL9MVlnkoU0LWFpgRB85TjNF6Ta23L6Cm1cUAyLm5OIzcxx4bMaYquhQ5LFy3Ypi7jm/gne+so77LpnF5xYbUecFs/NYUmhgo59dXEiW20lPSMNtldm8tIiVFVkcavNTnp/O729bxflzDT2ST84v4LOLSnDZrNy2cR4ryzO47bxylpVm8szhXh57vw2ny8V9l8ziiZtW8M1LZnHn+kouXVxoXCNB4IbzpvPNS2Zxw+pyOn0xvvLccZ7c24qIyKneEG3DMVZXZHLPxumpFzShwnDYuMKRpI5PVpqdB69cwjcvmZVabtQynRYevGIR3/jYzFQTb0kSMcljMUddd5z732yizx/jrWu+zKpbfskzz+/BdMftiJ/+NJena1y1bDr+sIJJlj6wRysYEenOBi8HWwdSOvPjzR8R8AXBKhtiYSkZ3poOHtpmwCajLJT6rigPvN34gUVchsxxMetmZnO4vZ83ThiQQ0tflB++2chAcGKf1tvXVZDlNLO7ycvv9jcyEoFHt3bQ6//gfr6iCEc6vfx6Tx3b6/r44saxYx8OalR4Mlnz/9h76yi7yiz9/3Pdyt3dIpAEQoAkxBMI7u4SEiy4dfe0zEz3TLtCd9N4ggVCDAJEIG4VKXe5UnpvXXc7vz9O1a2qVCXQ0/Ndv1m9eq+VVVW599h7ztnvfvd+9vOUprF8uPkORNqFvx1q5aNqEx39Pv68u5sbzsubMH6JOilPrSzkpZVVBMMCfzvUxobhJjP9oI/f7mqmYdBKYaZyHELnm1NOfrihhe6BieLgKTolaxaVctRoYVNLF8FImBlZyby8cgqRgIRIRGD1siKeXlZJWZo4IVcbbbx1sIvgGI6okTE7/ZzvnlfAiuIstDIZQ4EgTb0uUnRKdrYPYvR7SdeocPtDfFpr4q8HOtEqxZpVTABlGM60p2uI3rCfL9oGKE3RcUlpGkaXl26vl0hEpE3+2bXn8MKllbHr/qDJSIfHw79vbmJWQRL3XViEvs/Hxy0m3j3cjVwu5anLK3hqSTmrzy8lJ05Ns91Fba+DO84v4IklZbSb3bQ73fxwS4N4QSO5wv8HIub/dBF+WKJGodaC0805eYlccU42SyrT+OBYH+EoBMMh6HDRYfaxan4Z0WiUi0Jh6nodGF0OFk/N5kadMhZFWD1B3jzQSc9QgF6nj/+8fjq5iTqSNIm8dqCVH149BZVMwbrDJvwR0QHeO6+YJK2KQWeItw51UJCswWDzcf35eaNNKENBXD6455Jy8tISuPH8fHwBgW31ptjS7qjJzTctZpQyJb4Q3HReEQ5vBKsnyDOXTacgLZHrZuWx7rCB3+9u5cLidI50WVlUmcGN5+ehUMiQMB5NMRLh3je/hDi1InadK6bm8erXRhSyEMf0FvKSdCLnSeEo9G/si9YxGIoVlTSK0Qnx7NGpijWnFUUfWlBEklbOzRfk89c9Ipf7ccMQP7vlMp5oHODG2fmgmwrvv0/mgZ2kVF3OH79uJkknP+NxTnT62d5g4p65+dwyOx+1QjLh/EF07G8dbiYzaRTNIpPCqoX5JOtGceyCIPD7rzp460gLOrWEhy4pGYepH2spOiW/uXl89PzeEROvHWghTiOJoV8EQcDtFdCqJTy0MJ8kHcOyfy34AiFy0xTcM+/MUof3zi9Ap57YzKWQSWgYtLC/w8KzHzbw13tnkZGg4r5L8tGqxBrDn3Z08/rhNhJ1Mh5dUko0KlDX7eHr9j7unldIRoI4AVpcAQozlLHn8YOjRk70WLmkLJ175xbRZvDzxp5u7l9YRN3QIB/Vd9IwYOOVu2ZRmDFRtnNecRqHS4dIS1Swo7OXdQeMDFkjPLqimCmFcTyxrIxBp59ao5Nmq4OmLhcrjx3gV7dNZ2bxmZW04pQKdHIF3kiEJKWCfmuAOr2du+YV8nWDmYYhB++fMHJpSSazspNi7KijAijD9y5puLZVkERrh5tar4M75hSQmqAiWa5ga2sfv93UhqCDFdOzSNEp+fkt5/KTbY3ECQrWnzLw/KWVTC2N58RJG1KJiOV/65NuDjqGyFCr6HX7yU/UUD/oxOYIcdnMTKblxtPT4WN6rhiMJsgUmKMhytK/vf/g77V/OocfiUBqXAIMuqnKjOPhhaV0mYMc7rDT0D/E/fOKeXxJGVEB9OYI2+q7uLA4ldoeRyxdcTqe+9qZxTy2/iRNA0NsOdXL2mXlnOqxsK/dzBv7EukacnCo08xji8vGOccBR4CsJAXLp2ay4VgPZif02gLkJKvYUC3mbOPUorOxugQ6BoKM6CknqBX8+MoZbC824vBFeHVPOxcVp7PhhJnkYWc34vDuurgAszNKJBrhgqIEzs9L58NjJu49jU98rJ3umF/f1826o+3cdWExTy+rYkllBnvbBycl1AL4qtFEfd8QiyrTuePCIo62+TnQZTqjkzqTpcapWD3sbB+8JI+D7YMc7Taz5VTPeKibRIJMInD//Hzi1ZMjUEZse4PoYK1uUQTk0WWTn9Ntc8RC6ERu/vFjI5FIWL0kn4wkCedmpvH9j9t4fHkh2ckqwhGBSARUyjOLbD+0MJ9EnYRb54wex+UV+PqUm2b7AA8tKow1i8VrFHT1B/jd7ha0qolSh4cbXexs7eOR5UWTTng6jYQnLi2kedDK4W4LG0+YWL2olLQ4FY8uKRXZH5OSOC83hcvOER1fMCTw7gEjHzd0olFJeWC+KFOZNtz522r08NruLm6Yk4NOI+X2iwqIU8r55EQHHzd0Ea+T8cDCImp77exrN/N5Yy9rMsRz6+r38tZePauXFfPe/h72d1hYuzSJey4o5lD7EK02J1M7NUwpLGPIFkQtl/Humgv45LiJzdW9dDid/GpXG+8+ODmfTiQi8OFOE40WO3fNLuRg6xAdTjf/8XkTxXFxLMhKIxyNcHFlKk5HmJOdA7HUXrxcji0cJn5Y03bV4lKS45UsKUnjoT+dGL73sG7VhQy5A3jfCbOn20zYRQyWOSUvkfdXX4zVE2T2mEk+P0skcNP3ulnfoccnjaLOS+LFlVUsrczgkbdO0GZ38/qRbtYuLef8ipTYts7oCFvmv1A632qRqJQ+u5hv1g+r1G+vN9LQL4oQRKMCz6yoJByBn2xtAcDqDnNhcSrfv3LqpI7h8zoTTQNDw/sXqNMHCIQjPLa4DJtH7DY8JyeFYEjgpvn5MRbBzDEUtRqlnD/vbSY3Wc6jS0q5d14+OpWobeoLCJzo9POXA3UcM5hx+UIEw+DxS1i7oog4tYQkrZxlUzNj+Gt/UFzuqZUS0uKUJGnlvLq3nSeXVvHJ8UHeP9ESa4n/LpY43MVdZ3Jw5/lT+Kx2gIcWTe4o3b4o183MRaMUnWWcUsG22g7eOTa5k/qulqxTkpcQT3engaxDe+GSQhGW+eGHsHcv/O5345xpg97L+0dNPLa8kKykMcLVSwpITZBgcYb524EWMpImP6ezrUZOdXj4rL6HNcvE1VFWoohN//UX7bx3oo28dBmPLC7laIuHzTU9PH15EZmJk1M3ZCSoeGzJ+ONo1RKabAP8eX8rSXHSWKri8aWlVLfbaRt0cEF+2rhtBEFgW30v6060k54sFpjDYYH9tQ72GwZ4cFEhWUlqUnRKXrlr1qQ5eokEGiw2TvRYY45PrZLyxMpiSvLEle3OYzZ2t/Xz4vVlpOiUvH3AwPpTnSTEy3ls6egK7ZpZmeidDpZOySBFp+R3t02sC3x41MjbJzpJTpKzYloGHQ4HV8/MZcuJXlptThaWi8inUCjKr9Z1ctRt5i8PzmL1olKWVmXwH5818W9Xn5lPRyKBT1qMtNhcuFpD/Pf15/L6oS5ydGreO2EgO05Nn9uPrFXKr24/l8qi+Nj5nZ7SSdEpWVaWyX9tasKM2OTYPeTFagtS32an2mQjLIVk7XhYZiAYpb3LTXObC2dliMJMLSunZPGnL9pxeIP4pGJayu4MsaI8E5crhNMtRnYXFCZz6/n57D1k4ZUvO3jk0jEonX+xZX67haNREhQawE5hqphnv3VOPrubzGJBqNvJ8U47+9ot3DMvl06Lg/3tZjDDG3tMJOvk3L9gvKO746J8vMEwUglcP6uQ174x8v6Jdl5aWcWKKek09dopTI3jr/s7SI1XMDMrhy01Rp64tJD0eCVSqYS7hjlNllXmEgoLpMUpY2mEYFjgsL6HYwYzCyvSsboENtaK0L+ybDlrFpWyclou7x8xxmB8X9d62NXaw9MrRYc0kha44bw83H4oyJBw7cw8nJ4oCbpvL9U8ML+Yox12jhksqJWtHO4yE6+VcHF+Fvu7+7jj4tExOdLiZWdLL89eMYrQeHxFPjlpE1MMAL5AlGAIEuPOfh4yqYQ4tRR5NMLi9b+HXzwNMhlUVRHZ+CmHg9kc+LyNB4eRIZ839LDueBs5abJxjUIjVAlWT5D0hG8XARmxaFSg0eBld3sfJnOQj2q6SE2SjaM8uPeSAnSa0es8pO/jw5p2QpEQqfHK2ATxbSaXSVi1uJDkeOmE8zvYbaFuwMpHR41sO9XHY5eKyloSiYQnLy8iL3P0miJRgS11PWxs6uaUycpf7xMRImeazKRSCWtXFpOTPn5cCtLU3H1hERq1lK9aTWxsNJKUKOHlq6fw2IpiMtMUzCtO44cbmli1pIjcVA1fNQxwzGjlq4YByjLiJz3mg4uL0Olk3HFRAb/Y1MqJHhsvb6jjpzedg1Y9inyqbrSxpVePWwjzw831rHvwIsqzJlfROv16bp2Vz0+/bqLX6ecv+zr5/e2zCIWinOxy0GRzopXJaLQ6+abdMjlX0bBfbei0s+btExiGWTFL0nRcNyWXNX8+jpUAjmGFqtfvG6VsPtls45Wd7bTb3HR5vBTVakkOKfnd0VaGAiHum1PE6ktKOGm0c6TbymeNfZxqssfol+eWpdFt8vDLfS2YCaCLl5IgVWD+f8SW+U/n8IWogNktLoW6LR7c3ignmgOcV5hEVBA4YbTy79taONVrwRcMU5Eej1JQYvF6cXjDrK/uIF47GhEGQwKmwRBxKjlVqSm88Y2e2y7KpjBzRL7OwAmThdlFiTyzXCzmvHPQwPoTbWjUUdweCY8sL6QgTc0t5xfzdY2bdw93IZdJeHhRMRkJKpRyCY8sLSA9UXQkLp9AdooUuUzC5dNyCQQF3j1o5LWDrWjVUh5fWsrJvj7WVbeRny6LRYcj55wWDyun5vKzTW1EBAkvXFVKXqr6jGMGopP8050z2XDcxKVTM9hWk8KlU3L48y4DG+raUSpGx6Te3M/7J9soyhrtbk2PV52RC2Z7tZW/7G/lv2+dxszCxEm/M2Jrl5eQk6pE+bPjMMZxRsMCWze08EFNBzUmK3+4YxYPLCwkQTfRYY69pr9nteH1C7yxx8DGpk6um57PzOwUllVljPvO6fu8b0EhWrWU9l4/rx1qIy1pdEz6rH7e3KfnvgWFZCdPHP8znd8Igqe9x8cbRzuQyQWEiISHlxVPGGeVUsoNF2Szp6ufapM1hh6JRkX9W9kktYbJjmt3htl+wEJX0EF8vDgxyxXittkpap5YVsb3P6pn3Qk9ElmUH10/jccuLSEjVcmtk8BTRywtXsWji0s5cMoKMoGK5HiOGKzsaBjg4YUlSCQShmxBfrqpBbcgRtpTs8/+jJxunU43ASGKWiplf4clNgarLirhZ980MegLkBOvjgnHjFicXIY9HCFBIebuP6o2YQiI8Mvrzs/lqeWV/NfHzRxxiC3l5xckMSU1ASEwWkxdf9jADtMgAHNLU7l1TgG3/eEwQ4EQhSlaHl5cwt5jZnZaB7hrTgErp2Tz9VHx+xcUJbO0IoO175zEzEihXhJL6XSY/yWA8q0WjQrEy9WAi6JUHVEBdrb28kFNB8WJCczOT+HJ5WWcNKZhHAzwUU0XGToNgx4f88pTYk57xByeKG/tN7KxoYMLC9M4oreQlyFnbkEWv93exZ3zc/CHwvRYgvQLYXwzo9w9twCNUoLVFeKDmnZyM2Q8vrQMrQqarf28fUSM3uNUcp66VFwij30JU3Tw3GWVBIIC2w7Z+bqznZQkCWsWlHHHMPzuTEW7EXt7n55NTXoAphWpY3nys1lGgvhyHmp0cqrVg9Pbzd0LcinJHR8N3jW3INYxeTYLRwRszggf1LTTYrPxiy+bWb/qwrNuk5uq5snlEyGPCrmEp68opsVs40CnhftfO84rd836H6ePmvVuPmvs5b4FoxG5TiPhsUuLKM1X0GMOcqrPys7mQcoyz1w86zb6sNhCPLKikIo89bgxWXfYwF8PtaNUSnh25WjDl9sjdt1qNZOLro88CxZXgNIcDfp+H++f0pOUMD6lEokKNOldvLq/jSG/nwVlo0ik3dU2drT08ty15eM0VmFU73esaTVSWr023jzWyfXT85iWnsRV54zvW5DLxW0Uwz8zElXMSk3hlS87WLOiBFlUSnycfMIkIwiwqbaHT5qNPLaojGsUOcT5lfxoQxNrryjDMOCl3y9G1fPLUlm9qBSXJ8z+ExaOW2w8sKh40glzxEaUQv3RKJk6FdPSEgmHo+zvtDDoC6CVyeh1+fnBxjr+eOcoRt4zTKngHBZCWb28jM8b+zH7Axxvt/P9wTrS01RUpsTTYnURjcC6kwa21fXx5v0XMKskmaeuKqfZ6qR+0MkFRSlkJqn5+S3n8rs9bfzo2mnoFAr+eLAdg9+HvTbE2uUVzJiSxIkjdpzOEH/+soMuj5iCnluSyj1zi1i/uzt2n/637Z/O4SMI2IeXZHqrlwSdlGevKsLosnOg00KXAxr67JyXmU53v5Hz8pM5YbRxSVk6mkAc2xsNXH5uVuyhSE2Q8viKIiryFSyfNppD/9NXXbxT3Y5GLXC43UrNMFf8lCINaxaVxopwKfGjmqRf11rZUT/A9TPySNWpuHPu2R2mQg4N1kG2tYiO+8UxOp/fFr0WxydSFB9HSqKc5adFNt9m22p7+MZk4hsTZCQrJyyDv2vk3Gby8l+bW0lQK7ioOIWfXDftW7c53SJRAX8gik4jIyNBxe9vn8nTH57imNHKxydMPDHJ5DDWLLYQcVoZatVoOkkQBP62R8/Hjd3EaUcjcolEQkmWJoYdL8xSfeuk9snJHtbXdJGeqpiwwrlnfgF2d5BQJBJrm49GBb48PMTR3kFeuL5i0vSPzx9BpZSSFi8WtAccAbLT1Nx+0fhI2uEK8+cd3ezvtIzDtAMcMg3wYYOe3CwVTywf5Qw6XG/jk+Mmnr22nMzEUSeqVEh5/LJSstKU9FsDNJjtfNNmZkreqFLY4yvKkEgk9PQH6Oj1UJylZXNtDxuaDGg1MlIDWvqkblYtLSFRoyAYjKJRy+i3+4lPkPH4klLum1dMokbBDz5o4L1aPTmZKgLBKL1BL7kJan58zXRSdEqONdj45Z5mOtwe9rYMMq8ijccvLZ90vB5dUYZSKeW43sqpPgc/39iMLEHCi1dW0eP3clhvJUEq52CXlTf3d/HMcNdzDPA57Fizk9Wsf3gO3/u0np4BH19YB6Ab1i4t43plLrMyk7jnraPYwyF+9mUTH62ZS26qlncevnBc7WJ2RQrvVlwYe9a0UtHNWvxBPjlh4vEV5RzrHKLe7MLnj3DrrHwyU9QxNF2SXIkl9P+GS+efDocfFQTipOJDUZgi5vDT4lRcO6WAZJWKG2fmcdPsfL5q7uWTum7KUuOZkZnM9y6v4osOPY0WkdN8xKRSCcWZYoRcmi6ifnoGggzYAtx/UTEOd5iafhvn56fwyMJScpXx/G5He+wFH4sbfv1IO11OJwMuPy9eWTmhCxLEqHjXMRs/3dKC3Rfi0eVFXD0lj4qUBNIVGv6w8+xY8BHrDznodrk5YbKzs3Fgwud2Zxiff3KKuccvK+HqqXlUpiYyv0QsHHb1e/nJxuZvxYiPtd0dfezp7WVnZz8LKjLGtaNHogIN3S7+uOvs13Oq1cn33m+ke1CMgvLTNPzl3vN54bIq7px75lQCgNsb4ctDQ/z31pZxx5BIJDyxsoRnllVO6tC/PGTh11vbJ4Vynm5rryjl+UsnFxVJUClxO6P8ZX8nG6pFTL5UKqHDb+PDBn3s/8aaeSjIO1t7+a8to+ecmajiiWVlE84lKV7O45eV8NyKSn5180y0chk+vxi13rewiBVF2ZgG/eOufWdbPxuaDGw80TPh2P1mPwOWAKlRFRcWpLBi+vhAITVORaJWzuedvWyt70EqlfDctRU8u7ySK6ZmY4i4+PPBDjZUGzlUa+XFdfX0Dvl4bXcXbx3tRi6RkaJTIpNKePaaCh5ZWMqANcCKqZlMS0+gx+nn46Mi5v/9IwY63B7yEzW02t28ebR70vECSNYomJmURKJESUViHEORACf77Px5bwev3H0+d8wqiCFxDrZaYuMRPyyUlKAUUzoeb5g+UwCJAL0BP7kqNbNyk1hRlcXyokyaGlyjDnPMIiZBreCaKblYrQFefLcW/aCYigkEIjhcIdzDgibpWiXGAS/hiEBBnJifN3h9pCYqufmcfHTD5ziS0vmXAMp3sagEV0h0Snrr6IB9WNONLRCgz+VHLZNxbnoyFxaK3Ns1AzZ2twxy23lF/G5fE4lKBeZhQYrJ7KuWXra1GllZmodWI+OheaWsXlyMNCLjJ5+28GlzN0JU4MlLx3Oj/+zGafxkaxOX5OTw44+befKKUkz9AbbV97J6WfEw5hu+aunjw/ouUhNF+GV5ro4tTSZeP9hFo8U+Lp8O4iTRavLwTWc/t84Ri6sPLipGkArIpBNTL4FglB1HrNRah7j0nEx2Nw/yyPLi2NI/K0lFWY6OLY0m9ndamJ6fyHuHDbxxtIOkePlZo2pBEHB7IsTpZNx2YQH+cARBYBwkEcDpjvDqjm62dRhQyEevx2j28c4BPQ8tLiYjUcU+wyCbWg1UNGh4JGM0/XU2oRCrPYRWI0OrlmKKOnizupOs9PGrkoJ0DY8vm3gdkajAxycN7DL1k54un8CCeLplJIxnljxcb+PrjgEeXiYWWh+7rISyZu1wF6+AEBV4cFExiXGTF5M7Bzy839RJt9dNavJEbqCxFo4IlOfpqCwQr2PbngF2dQ7wvRsryU1RU1Gg44972ynN0/LwwlKCwSi3zM7DGwjTN+SbQDb39j49HzYYmJGZRM2AfVKe+7vnF6EZLrZGIgKnGh00tDupbXHw2BWlZKSJSJ/Xv+lic7uJqlodDy0pRqeVcefF4gTd0OlgW0MfLm+IdScN6NQyLixJocHsJBwWg5DHV5YRFy/D7glRnhxHj8PP4or0M47DjtYB9vSaAcjVqMlJUPP4EnFFEAoI9AT8xMtkHO+x8+dv2nn5iqm4I+NTOjZHiD/vbueozUZ2vJoLC1PZWN/Db7e10dznpCRdh4coxalafnbDubHj640e/vpJF3u8g/R7/GSkqVhWnsnvPm8jPU3FD6+byjvH9KjDMtadMOD1RbC5gqRrFZi9ITzeML96q4UOlZtf3zmTeKmMwQgUpWonXuw/aP90Dl8QBHQyOYSgMEVs/jBafBSn6pDK4MfXTGXHYSt/OtBKp8vJhaXJ3D27iHaTj4S4IBZfgE11vRSlx/HkilGHHY0K+INRVEopMzOTmVeSRny8lI9O6XlpZVVMTen5a0pRKKO0GLzsrx/ii/oBHr20hOxkNWWZ8bz9wAX8ZGML75zoJDdTSZcpwAd1XfjDIdIT1dxxcQHPXVNKcf5oOuGOiwtQKCRckJfKEYNlnKPw+SN8fmCIPx9toc3hRCaVxFYVL6wcTzEcCkVp7Haxz2DG4g7y7skuGgbsnOi1kp6iGOdERwqHI8dataSY+Dh57KUdMcOglzf36lm1VMyzthg8/OmrTh5dUUJVYRzPrKgkEhGQncYKmRgn4/FLi5nSphl3Pe/s1/PakQ50GilPXlrB3fMK0agmFmabm5txOp3MmTMexeHxRdh+wEyLx86TV5Rx/4IikuK/O1JHiIJOO/Ja/H2wuGhUYEO1kU+ajaKDu6CI8rw4yvNEh7zjsJkvm/t44YbKMzryY31DdHvdLKpIj/GpAxMavYLBKJt299HgdLD2CjH6b3Da+LTFSNUJHddNy+Pm2fnE60av/VSbg7f2dhMWonxl6Cc3fbxm79rLy8jNVnNJcRr7uyyTjlmKTsmMlGT++5NmnryijC9b+tneJWrJzupKij1DDywqJmF4UktUK5gen8CfvuzgscvKeGNPN5+0mLj/oiIuSU9nyBHkgaXFKBVSAqEog84Axdk6VHIZW5r1zM5NpsXmYneLmYrsiWL0Td2izsL0zAS8vgidTg/44LOTvXy4x8iNF+QSp5XxeU0/rkiExr7ThUWGIc4qKbJhpss+lx+NSsoLl1WxrboHY9BH0B7lhnNyyUpRk6wdnSjVKhkHnGb6A37yEtXcPb+IH7/XyK7eQegFnVZGYZyWdKkKpxBCQOCQRSwEFyRruHZWLquPH6ffHuCHm+tjEoft/yrafrsJgCskLtlGcPhv79ezocbIdVV5vPONEaTQ6XKyuDKdKYnJ/Op4C+0OJ48sLOXRRaUEAsIEx3ai1cG6A0bWLC9m66l+DnRaWDWvZJz2qSAIGPp8dFrdVJusDIW8HDVYyUxTxqJJiUTC45eVkJmmIFcRR7fUxwMXFWPsD/DOMX0seh+bDx6BGRoGvTjd4ZgTABFFtLd7gDaHk4UVE+kDANpMbt7Yq+e2C/P569fdfNZpYu1SkU5hcWUGO4YJycba2Dx9bYeTna393LtgIuTwvcMG3qzuJCFexlOXVrCjrZ+tHUYq2rRUFZbhcIX58qCZ7pCTBxePNoJJpRIqC+Ji0emIPbikCK1Wyl3zCmPnMTsjhdd2d/LQkpLY9k6nk2uvvZaamhrS00cjP41KijHq5J0TXShVEiyWEI9ddnYKhrEml0v4t5uqSPpShrHPN04haayFw9FxNLgj1/TcNRWUFmpJCav5yceNfO/mKtKHqT6O9ln4uNlI2QndpIimSETg9osKUMhHO4O37x/gm65BXri+MnYNg0MBlHIpdXYb754S8+APLyzloSUlJCUouPqcHL7cP0iT286z14xud6TPwuf6Xh5dWMqMqkqWl2eOu46cVA1rFpby0Re99NjHi+1EowLHGm3s7R7kRKuDQ4MW0jNVvHh9JXlHxOsb+wyNfX7CEYHdnYNsaDYRr5Xx1FXlFOZpyVdo+MZrZt8pM4XZWiIhePNIN/FqOU+vrOTq87I4prdyUWYKKqX0jLWoPd2D7B+wAHD7zAKqXHF02rzY3EE2NvbiCYSRChL+44Zp/GlvO7lxGqyeIHHDbJkj6Z6EeAUvX1/Fkx+dotXmplXvJk6p4N+uncra92vo9/j5ps7MEEFC0SgvXyFi8XOzNSycnsb640aWTckkLV7F2ivLyTmhRq2WceCkmWqrndIEHR1OD08sKeOBxCI+P9GPweZjR/MAc6eksbG+h6nZiTR3iBPS/7mirUQiSQE+BIqAbuBmQRBsp31nJvAqkIBI+PufgiB8+I8c96znRJQ4qQJzxBfD4T+0qAidWsqeU0Ocslu5Y05+rCP2b9900e5wkq5Rc+nULOKVCjad6pkQUe3TD7KpzUBFiYanryoj/msJ3SY/N18tplA8vgj7a6z8bl8LjUNi1+73rpjCVw0DE2BrKToll0/N5qHXj9Nid/Liyipum1PIzJb4s0aif9nVxfqabk6ZbDFGvsR4OS/fUM6UGm2MSOx023iyh/dru8lMU/Dk5aVMbdVxTrooxTZCTHUmC4WjvPFNN5vaxKh1WmIyX7X08+SVYlT5wOJitBoZd84VHfQdFxegHLMykMslnDAP8UG9nsT4yekQDtba+LqjnzUrSslMVPPUpSKixeuLoFJKWH/YyMYWI0kJoymOOXPmcPfdd7Nq1So2btwYQ51IpRJWLSkhOUGB1RlkU5uR4gINa3MnSg+eydLiVciQsrFRT36GhlULSsZE/VDf6eC13d2svaKMkuzxWOmsZDWPLC7jN1+2sqndxJSTcbFzXrOilLQU5aT3+ESTjXcOGnj2mvJxY3S4d4gPGwxkZ6h48tIKAsEoXx0YpMFl58EVxeRlj66QxjrZAbmX92oNFOZqufOCQtQqGXdcXIhSIa6WJCHYvLsfEwYeuXS0PqBQSDHh5oMGA4V5GhICCt6rN/LTm6ax/pCBLR09TB+WAJRJIT1Bdda0l8cbJhQWeOLKMpoNLjZX93L17FyeWF7Of29tptPjYdEwz1EgEEEmBYlDytW/3s+UnHhO9dvx+iK0OlxnlFK8b2ExISFKS7eLlk4nllAQvc/L4mkZvHBpJf1Dft6u1nNswMq0tEQ+PGWkJFsXE0DxhKP09PvYvqefAaWP8tQ4Wm1uOt0ejh2yER+n4NmLK/jzYVEYHgE+r+tn9aIyZBEJHl+EMmUCFxakcNe8IgDKcuN4KVckd9t2VFRps/qDPLa4jHvniYGPsddHn8HPx8dMvHrP+VTmi+//7sMDWEJBys+CDvuf2j8a4b8I7BIE4b8kEsmLw3+/cNp3vMDdgiC0SSSSHOC4RCL5UhAE+z947ElNAFzDmpD6IXFJlJmk5r65xXx0SCxUtQy4+M/rxRzcg4uKqesTG7H2tlk4eMrGIcsgglSIVfMB7plfFGsUSVDJSU1U8u4JPTNb4/F40/mo2ojFGaRxyMHCilHExGRiEYIg8NONzbTYnVxQkBxz1GU5ZbHPgZgTC4cFqpvsSGQCZYnxHNZbxwlVZCapz6qH+tCSYuLjZNw6p4D+QT9tXV5ONDrYZepHpZSeNU/sdIVZs7yY0kIxD/3Lza0iuiJLxIOnx49HgYw4Hac7jMsdJj5OzvPXVVCcr5nU0UWjAhtPGPm42UhayqjDstqDfL5vEJPg5sFlhbHjj7Uf//jHzJkzh7fffpt77713wjnoB70Y+3w43JOLo5zNHruslPRUJWqXgh9taOSlG0cRUl+19LO53URZg5bHsyefSMY+L05XiF1HzXQGXNxzSRGyqGQCNHJnxwCb2kyU1+h4dAz0cu0VZXiDIRo7XPQM+chN1dAv9/J+nYGiPC33XFSEUjERe3H/wmLidXIuq8pi484+usMuHr20jIcXlmIwe/nrzg5C0Sgf1plIT1WNp4IYXiksL8/kgder6fJ4+PXONv792ulU1cdx6fQs1u3XMzgUxOIKxGo/kYiAzR4kOUkZS+HtPjLIJzUmFEopAWWEbrs3RkswcpyRtI8tAHfOKeL2vxzG4PcSikY5Jz2RF66oZPupfhyeM4vc3HZuAQ8eqKYtKvbg5CdquO68HCqyE+gZ8rHpZA99Hj9RBNYsKOWm2fm8uqONYDiCTi5l/3EL7zZ1o/d7uX5aLmkqJRZ/kHklqWicMl5v6aLd7aEiJQ6JR4LJ7mNDtZE0v4qvu81IpAJHDNYJk1JTt4NMtZpBjx9bMASCQJxSzq7DA9jdQdQSKQPeAH/Y3RZT0HKEhwVQ/h9o2v6jKJ1rgLeHf38buPb0LwiC0CoIQtvw773AIDB59eV/wQRBIE4izmOFKaPRV32Hk8Aw7/XYxo4kjYLL8nKZlZ3EvKLUGIHS6RH+WMTNjkNmOozi0uyyqmzeP2JgfY2e0gItL62s4q4ZRfzus3aG3GdGtGhUIkLg4rLUiaReB8x8/4OGGJrA64/w3mED607oufz8TF5aWcXMzCT+c1PTWY8x9twfWSxGcVsbetnUZqTX5+Hh+SVnXVF4fRG27zez7qAx1mn79FXlPH9pJTcMs21OZoIg8MWBAX78ceOkaKVIROBUq53f72zD7gvx3HUV4xgIATRqGS0eB38+2MG+TguPLhmNQsPhKH2DfmQyBevWreO5556ju7t7wnmk6pRolXLeONLFhmojp9rsPPNmLT1DExkdJ2wbp+KRxWWYJT42NBnHIUTuXVDMfRcWYez3MeicfPzHXnNUgD1dZv6wt51Xdnbw0rp6mg3jX+YHF5fw0soqbrto4mowN13DV4Z+ttaJkeL9C4t5aWUVK6dk88lXffx0UzN9Vh9OVyi2XZfeg6nPh1Ihpc3n5PWjXbFr+PCokXU1BuJ0igmatOGIgE4uQlWLs3X88rYZLCxP59+unorXG6Kt04M8KiHoi/L+KQMfHjNiGPTyk08aqWu3s2lXL7/aPoowavO7+KbfzA7DAHOrUllcmR6jJUjRKVlSks6rX7VzqMnCD96vw+4N8Js7ZzK/JI2iRC11Zge/2N5Cv9nPK3s7zojUyUhTIcSLgZJCIsHo8PFZTT8APl+YQrUWtVTKgCdAgkZkyxyRNnQFwzQHnej9Xi4uSWHA7McSCHJBQTL/ff25tLpcNNldKJHQanVzzXk5see11ediW1cvXS4vjy4snfA+vXfIwEHzEGql+L7vrB2kxeDig2NGjlpt+IUoaWolaSrlKJpq2CufSVzmH7F/NMLPFAShb/j3fuCsgG+JRDIHUAIdZ/h8FbAKoKDg7JC7Mx4DYh17Y1E61eYhrFHx5TSbA/z31mYeWlJCslZBk93ByT47z39Uy8yipGG+7KIzHuNr4wBb23t5OLOEfUdtSOWwZkEp988XkS4vvVfP+7V6Ggft/OW+2RMcukQi4fs3VlF8SEuuQsvvvmrlrjFqSwdMZtbX6CnI0QxHqh6C0QirLymNLQdffq+e92r1JCcqeGQSbvbJzOMNc8OsPE4abRzWW1kqzTxr1KtRS+nBxbunusjLVrGoKJ0tdX0UqHT8YlMrL95QOen2EokEfdjNx81Gyqt1E1YQTneY13Z381l3D0qFlFWXlLDmtGvQqMVcb162esJLNGARo3+bxseDiyt5/vnnueeee1j/weekJKljDU1xOjkv31RFebWOm2bn89ddnXzSYqTopHZShE4gGCUaFdCoRxuixkahI5aiUxINwUf1RgqztbGIXBAE9p8cYk+3mUcuHZ3gkhIU/ODWKqYcj8PuCfG5vpcpbfFMKRwtQKqlMqbGJ7L+kJ47Lh4vKjKCjLlmRi6CIMQmk0AwSpPbzroaPXZPkKAvyks3VpGdouHTmh7W1ejJyVTz5JXl5GaJ4+jxhrl7fiFqlUiCNgI2GLG9x81srunlzgUF7GgaYNXSEv5t5VT+/HknKo2ET9tMFNVoeOLycrIyNNx2YQGvftXBG8e6UKukhBQCr+3vJDFeTL/dflEB/lAEjUbGPaeR+Z1qtfP0h6fo9HhosrjYb7QwvTuRa6fmcrEmlRqvyCFfM+Bg1dwSZp+TMmFyApGmQqOR8+iCMl7aVodfiJITp+ayczIRBIGfb26m1uME4OKiFK6dkRt7ThEEkEpidbFsjYYasx2Ac3OTqG92YrYHYvl3AKlMEntei7U6UpQK6gcdLJuWMeF9mJOXzLaGPsz+IPFKOc1WF3u7zTx1RRnqPRJ63H48lhAbanvISdfw1PJKEqRyzJEgpWn/P6B0JBLJTiBrko++N/YPQRAEieTMolwSiSQbeBe4RxCESQHggiD8FfgrwOzZs/9HFQtBENAhw8IoDj8aFQiaJaSqVSypSsPrEnj1QAcKuYQyVSJSuUBZQhztTjfttW5eGtPgJAgCobAQWzYfa7BR3SVW2OUKCXqvk/dOGVhZks3vP2/nySvLWXt5GXV9do6NEUo43VLjVKQGNPxmfyumgBe1arQBaMTRzcxM4nvv1yOTwxddfTxTOupgH19ZRla66qxt7W5vmH3Hh2j2OrhnfhHHax1sre/hB1dOYWezmTsvLiAaFQgMN8icbhKJZJzD++mGZj5uNjI7L5lqk43SQu0Z00FjURqnW1KCnCevKKWqJY5M1Dz/Th3PX19JRsJ453OmBq/0VCU2jY9X9reTGC/n6aefZtOmLTzz4k+puuJ21N1fcPGc81m0aNG4faxaWkJyouKMq5odBwfZ1THAC9dXoFMoiI+Tn/EcHrusjIxU1biIXBBgU00Pn7SYSE8dv93IfqyeIEm6iefgdIV4/4iRz/W9KBXj02wqiZQVxVns2mdGH3Gzerk4maiUUp6+uoL8HA0WR4DXGrqYWpvA6kWlrL1CdPK3DMN0H15Yiscb5tOdvbQHXDy8rHSCswc4OmBlc0cPRq+HE312Bq1+Ou0eagdFpzuWDXZk0nxoaQk6rYy75hUikUjG1Sk+2m7ii9YBfnfXTBJUctyeMHE60e180dRPp8fDvOJUfnzttJhU5hsfd/FOix7XcOC2sCKd1UsnFt4/29PLfqOFl26cQopOicHjxS9EiVPI6HX7+e3mNvIytaiG9TCmZybgNUf4/ZdtPHd1FTqpVCzaymU8tryc5DglLl+IDpeHHJWar+sG8VeG2d07yENziwicjGLy+TjUNhRbufYLfqzBEJeUpXFeVhJ/2tXObRcVoFPIkckk7O2wYguHiFPIcAXDFCRpWDolg/ZWNyc7HZhCPs7LTYIeONplxeoJxjRtO8z/P+DwBUFYdqbPJBLJgEQiyRYEoW/YoQ+e4XsJwGfA9wRBOPw/PtvvYFKJBPdI44JVnJF3HhlkfWMXjkiIQW+QH189jan18QhmKb9pa6HL4+b8vCQemF5MnGa8k6ptd/DGN3qevLIUiy3Ej7Y30OnyMLc4lQcuKWHIGkDf46XT5mZ7Zx+5WWoeXljKmw/N5k87OxhyBemz+shOGc8PHgxG+aKtD1PAy9zSVG6anc+hmiG2NvTx9FVi4e4/Pm1ifY2eNQtKJyy9s5PV43LnAF39Ht74potHVpSSnaIRj9Hcz+YOE1q1DF8gwpaOHqZ2xrN2eNtDtVbeP2LguWsryE+fGFGMdXhrrygjP1fDlTOzYx3H7T1u/rKzk8dXllGQoZ10u9NNIpFQnh9PT3+Af/+qgQ6XW0SufAf6BxC7Qh9cXEziMNxSJpPx5ltvMeO82eyT5zDN10bI72HRokVnvJbJrN5p59M2E+ovpbidEZ67tmLcNY219ATVuFw7iGnAF66vpOxk3Lh7dbLZxjsHDDx7bQWZSWqun55Honq8RnFmuooXrq/g3KaECZPBgVNDbKrpQaGSsLm1l9RkUfVKJpOMm0jSEkehvOkJqgmrJpVSSrvfxVsnujncaeUPt8+kPH98jemeeYV4fGGkCphZmExfn4/aQQdZOjW3XJw/rnluxDISxILyiMXQOeEoW7p7MPi9/GJ3C4+cV8aH1UZeuKGSvDQtd8wrYMDqJz5OTrJWvI5IRGD3gDnm7OcUJPObW2aSoFYQjQrjUq2nhuxsaDIR2SCQkaJmcUU6lYn9tDhczCtJxeeL8PqxLipT4lm7tAzLUJD1pwzU1DgoytHhiQ6ndEIR8X4uKeO/320mQ6NCLpXQ6faQaVNxVVk2dkeYgjgtJp+PhgFnLJC7aXY+HUY3Go2Mt/bo2d07iM0VpKPbTVqqivuXFdHtdnPMZCNDo8Jg9/GfHzXRZBOLywvL07m8OJP2PjeHOsXaHIJ4jcL/A1HbfzSlswW4B/iv4Z+bT/+CRCJRAp8C7wiC8PE/eLxvtUhUQCeVMxQNUJgq5vB3dwziiIRI0ii4JCedX29p45lryvnzV510edwkKRQcN9m5uDx1nMg1wK72ATZ3mCg6pabT6KPB4iAnXs2/Xy+2gGtlUnLS1ew6NTBOVUkrl2Mxh9jW1cP+piH+dv/55KSOOn2FQkJethoG4IKiFBGC19zPe7V6fIEw2elqbp2XR0qiglsv/G4c8+/s1/PuKT2NZiev3T+blCQlL99cydRTow5Io5KNcygHTGa2dPTQ/5GXV+85f9Kob8Ty07WxiWKkMPXrz1rY0GREFy/jR9f/fdQJR/otdLjczC9N44pp2X/XtmOddygUIicnnznXPsGhbb9iaMlNNDS3/l37g9EVwJAjwPunDPRv8PLq3edP4KIB8PrCaNSyCXnWjET1hKawL1sH+LTNROkpHQuL0nnliw6euLJsXEpHIpFQmKljdWYpgUAEqz1IStKwRq3bwef6PhFKW1rFVdNz+PiLHtoCzhjC5rvQXcjlUp64opxDXRaabU421vbwQn7VOJCAEBRTnl8Y+3lpZRXXzMqm5l07vW7/GVEyk5kgCHxzbJDAsGLV9NxEjg4OsbWrl6n1CdwwPY+d3wxS1+eg3ekmN0NMX8pkEn539wz+bUsD5alxPLWyknilnI+/MHHKauO56ypJjVPh90e4IDeZVpsLhyfExuYeunvcFMZrWTIjgxtn5PHCu7UAtFhdXK/M5YEFuXT3evArIiybmskvtjePnCwA1Y1WPmg14ibMnKJkCjK1LMxK5+1jekwhH5eVZjJblcSMwuTYO9Ta7uKk3o4p5OPu8wu5SpvN3uZBWu0e6Ieygjh+f/ssNhw3kRhRsLHJRKfNgyUQpCBZQ45Ww5eNAzijYWbnJ3HT7Hw+2mnAHA1Slva/z5b5jxZt/wtYLpFI2oBlw38jkUhmSySSvw1/52ZgAXCvRCI5Nfxv5j943DOaVCLBM7wk6rZ4EASBKcnxJMkV2H0hvtYPsKWjh/cPGRAcEvISNZwbK+JOLJLcu6CYFy+rImiB+kE7FSlx9Lr87BimK6jvdNHd6+X+i4rHcZnotHLWXl7KnIIUGoccbB4uuIHIi+10h5mSkMi01ESumiE6u7VXlPH00gr8wSiv7O/g91vbY63y38XuX1jE9PREjvfYYsWtjAQV5Zp4fv9ZO0CskBgKRbE7Qty/sJhZWUkcNdr44MjkBbHTLRyOxvKnquFilFz29xeY7r2kiHsuKETul/DLLa3fiTJiMvvb3/7GebOmc+vCCpJSsmipPcqxmoa/ez8jTnP10jJmZSdxzGjj3YN6Bsz+cZho81CADV/28vNtLd/pnFctFVMht19UwJ5uM9uNfezumHQxDMDhOis/+KAB4/CS/u55RTy3vJJbZxfw8MJSUuNV7NL387ejXfxtb+fffY3nFYjqUcph0Zbt+/p5eX0dVk+QzHQ1z1xdwQuXiSvKz0/10+v2MyMrEUOfF/MZitSnWygssLm2D6PPx8LydO6YXUCBSpQNXDEtE7VKSq3dTrvTTX6ihmVTM/F4w7QYXGw92ccrd57Pv994jkgLLZWwWz/ABw1G/rxLLP853WG2nerjQOcQU8sTeP7SStzBMF+ZBnB7QxRlja7M5hQlc8N5eUQCAh53hOM9drac6kEnE91fvFKMew+YLLgJk5+kYXluJqqAjI8aTJhCPuaVpGJ3hKg22TnQZInt+6TVhinkY2FFOvdfUoxUkNBq93BhYQprl5ZzzYxc3t2kZ1t1LwcNFmoGHCw5N52pqfGEfQLv1xgYDIk9DxeXp5GiU46yZVr+j1ErCIIwBCyd5P+rgQeHf18HrPtHjvP3WFQQ0CFniCBFaTox0mg3Yw+HyIpT8cxllSzotnJhdgqrjpxgMOonI0HFiysn50NJ0ijIiWp4tbkeRyTEOZnxLChLY/mwTNp7xwzsGzQzpTx+tCnIFSIUFijPj+fP95w/jlhJEAS+3D/A0YEhEpMVNAw5+LJugHaVlzqHnQcWFROeE6XycBwtXW7+sLeduNPk/ARB4GiD2ML/4JKSWASan67lndVzJohQfNHcz0eNRrIzR+F3xxrtvHdYzzPXVPDK3efxUbVxAkJkMhMEgU27ejncO8TLN0/h0eVlpMQrv9O2E+5VQGCgP8A3PWJL/NTq+P8R++WaNWsoLS3l+eefJ1cjp7G5DqMA7QNOyjIndmZ+m6XolLxylzgmxRodP/mkiRdvqIylvHRaGe1+J++e0o/rDTjb/u6bK3aSXlaVRX2bA/tZoKInh2x81t3LOQ1iPj5ZqyAzpObXW1pj8NCsdDUYGGkS/VZr6nby5t5unri8jOeurqIoRxd7Rg72DPF+vZGifLHAXp4fT3l+PIFglLSIinMzEilM0rH+lIGsNDWPLztzT4PXG6bX6uPVHZ3cMj+PitI4pqUksv6gga5eD/sMopj8wwtLef6GKgzvejjea+ezU30ke1S83dBFu0tMkVyUlcp+k4U75xZSmKcFAyiUUr480M/hXgsPX17Cud1J3HxBPlG/wIYDIg/Pcb2Nl9bVk56iAjvMKU7F2OPl15+34lWHRaA4ErzDhdoRtM79i0qIj1Ng1wf5/cH2WFppcWU6/3H1Oaz641EAmq2uWErn3gXF6LTyWF3je7dMZerJhNjfXx8d4K3WLrxESUxW8MKllVxUmMrBxiF6/aKjv7AslavOyx3jI0ZG8/9eSuf/nEkkEtyIN6rb4iESAeWwqni/O8BHB4yEgwKLitI5JzeBXUY/dnuISyuy8PnD/Hh7Ow8uLiZ3TPrlYO8QjkiIgiQNSRI1e9vNseVtRqr4wqrVUhq7HLyz38DUlHiqe+18/5YpMX3QsefXFnDxSYuJi0tSWLu0jKvPzeGXm1rZ3NFDQpzo3J+8tAKzM8DMk4kTcrqRKLx/2MCm9h4OtA/xxkMXxLo5T1/aSyQSnr+ukpIC8QU/1mhjS20PKrWUbV29TGuKZ83iMtauGJ/KOtv4ftXZz1f6AdK/UfHCFVUTctnf1Zr1bsKCwH0XF5GgFTtEBy0B0lOVfzckbcWKFSxdupT169fz4JonCPscvPTeITY8dWnsO25PGIVCikr57Qvb7BQNa1dU8Ny7NXzW3UvxCQ3PXipSVWg1cp66qmJc09PZrEXv4g9ftPP4ZWVkJKrQKuW8drCTtMTJ0zB3zy/CH4rQbnSjH3CTl6aj2etkQ5ORsmHU05OXV5CTruHmC779+NGowC82N7O7z0xSsoKXr5oy7rgjhd+x1/L1kUG21vciSAVqBx0smJbGU7nl3HFx4RmPM2D288W+frb29FLdYyMvW8PNM/L4z0+b+NzQz6MLS5k9bTQdkqxRcF15Hgq5lHOzE/j55620u9zML0njsqosfvlpC58bxF6RPImWc9ITuf68XP68vZOPm01kZWhidZ+6PjuzChOJH5JhdYT4yGzkwbnFrC0sY2pyIt/fVk+DRUTqLK5M5565RfxpVxsgamgADFkD1DTYabQ4cQlhClM0XDsrj3vmFiEJgSUkZg5yEkaRY2PfN32/h59saCQjbbQz+0ifFe8wL+fUrATkg1J+XNNIh8fDOZkJJKLE5QxzQaaOt/Z2ce+CYhJlcizRIKVp//tsmf90Dl+IRtEhxzoc4SsUUl6+vorSEzr8wQgHW4ZotrpoGHDyi9vOIfhllH0dFr5o7sM04GP9KQOhaIT/uPkcQCzEPX9dJcX5Wq6flYfVHmR3xyg87NIpWRxpt3JpVSafVvfyQYOBi4tSONRtpfJYHHdcUEhSwmiBLhSKEueRkyRXcKhTFBzPT9fy8k1VTKkZ32mbftpkEQ5HsTlCpCYref66Slped1JndvD2wS6evWw8b85YG6HZBfh1TSvravQszs3gosIUVkyfDIB1divM04F+VCDDH4iw6/AgDS4HDy4W6Q+CoSiCwFmd64EeCztNA7wwvYo1i0rZf8LCe0eMvHB9BYWZ356/PL1BTSaTcffddzP1ouXc9diz/Pim2bHvBoJRtuzuo8Fl55lrJsJJjzfa2NEuwhDHfqYYph04ffr5e8RVPjiuZ1tXLzm1al6+agrfv2UKldVxZ5wsUnRKJIKEjxtMOBwhMlJU3L+8mPRU1ThH812L3FKpBMnwvYoMO59oVGDQEiA5afL8/+fNfWxs62FGZiJrl5Zx10VFSMOSCcXmsRank9Pqd1HdY6MwRcuiinR2HBxEGy/n0UWlzEpL5sv6foIzxHMQgKNGK4cNViLfCDRancwvTeP3t88iWavg6asqqGpOIN4n5836btocbrbW9vLiDVWUnYgbt2p+/etuNnX0kqFRMegLsKAsjVJlHIcNQ5gGfDRYnExJj0Mpk8WkTOPkcuzhMPHDbJnvHtTzuaGfVLWC8wuS+PlNM8hP0mIZCnDghIXgMLHbkqr00dW8O4TfHyUjTcUfvmpnV88g9EBBtpY1i0pZtawUQQoymYTMiJo/1bQzGA0wrzSVh+eU8OMtjewfsHBSb6fN6UanleMaLiaPgE7+N+2fjh5ZIpXiYTSHD1CYqeP5lVW4XGGarS4ytCqabE72dQ7xu9tn8dLKKm44L49B+3B+8rRRGXkh0hNUVBaIEfHIDf+yvp+T/Xa+90kDt8zL44VLK/mPG87hpZVVZMs1/NsH9egHPAyY/USjIomYVRHAHg6NK/KOdMuO7NfmCI5rpAGoa3fwbx/U025yk5OqYUZ+EiAuAXcdGeR779V9a075ySvLeXppOUnxCg7rrZNSJx9tsPKjj+rPuK81S0TU0H3zigGxkeqr1gFe2T/aGPPFvn5eWld31sawR1aI+xnhYDkxZONzfS/bm/rPeg0jtuPQIC+8M/EYsyuyafpqPaUZyfQO+IlEBJQKCZ0hF+trDROad6JRgXcP6mPUvmPt2asrxWsdFvb+NhMEActQgEBgtPbiD4iOYgRgcnojmtMV4pOvTPx6TMPSg4uLeXppBclJCtbXGmJpkLMV7w+cFJuXJhvzrGHFM81wvtrmCLF5Vy8//LAei2vi91+4vooLC1KoGXCgVcoJ+wQ+3dHDLz9vweIKcLBmiF9sax73jOi0ch5bWc6U5AT0Vi+H9EPoox4+bjARjcBvvmllQ7OJjSfF1ItGLWNhWTpTUxJYXCD+/P7lYspKIpFQlh/PQ5eUsKfNTJtjRNBbIgYwYxv5ojArO4l0tejsMzQq/u2qqTQ4HWzu6OWkyc4DFxdREh9PTb8j9sy7hzVtnUHxPbt8SjY6ZAz5Q5jdAZK1SmrbHDzzzin+fLID27BfSY0fjeD3VA/y+Gsn+N6HdchV4g0u0mnpNLpjKbtnLqvkvNRk3m8wMDjcC1SeEU91r40Oj4d8jQa3P8x9Fxdx0+x84of584v+FeF/u4kRvgIrIYpOq3InxIszuSQMM7MTWTFNbDx6YH4JNnuQ4UwQzQPO79yKf/+iYnY2DHCq3877h4z84Bqxi7B0YRy/3t7Cls5eEvbIGRgI8NDiEuZMT+HJKyvIzdKckW89GhX4Yt8gx81innzkO/tNQ2w39lN4SsdTWRU8e2UlBVlarjk3l+ffquWA2UJaunIct8npLfxp8SqeWF6B1ROkqnpy7p6/7O5kV88ASrWUlycRkD6dGEunlfO9W6Yw9eTo/vaYBtnY2kPeQTVPr5ica+X0yPLOuYWolGeWLBw53tdHBzk+aMXuCfFRk5GS45OTkdW3O3jt606eubqC8vx4Hrm0LBYlh8NRJBIJMplEJD27rpLyUxOj7u8SyYcjIu2xQiHF6Qqz7Zs+9BEPj18h0vOuXVlBRoqae+YX4fdHOFBjodbm4J5LxGa7SFRgr97C5o4edFoxpZcaJ1JWWD1BSvPPvBpoNTj5qNrE6uWlfNbYx3t1BnKyNaxZND7N9szwszKyn8QEBfv7zewbsCBRwc9uPnfc99PiVbw6pv6klcnolfl4/UCXGMl3uNjc0cu+Vguv3DWLvGH91exkNX+6axafNfbFekSyMtT0DIpR9rwSUQZw33EznzX2oYsX9WbdJ0IY/D621vVRlSuCKNzuELXtDnJy1dyWmU9qonLShshIRGBrTS9mf4AMnZJBT4CttX0EhifaTqeH+E45L11WxdTSibBXCdBucvHBUSPT0xM4YrZhsIrUCSdbbByyin03FxYmM6c0ddw5fHzKxBGHlSMnraxdWs6zyysx9nn5sN5IWYHIo9TYbOennzbRiYfMeBUDrgDxajn3zi8mGhVYv8+AjRANfQ6xaDtMDdM24Dzrc/c/sX86hz82wtcPeREEAYczxJF6Ky5XmJnZiZzqczDQF+Ctr7tJT1ZRkRjPtpN93L2wkN4vfFQb7WyoNvLAvGLqOxzsMw6NE/H2B0RFIolEQkaimsXTMmg/1MXX9YNMS0qkpt/GE1eUxwo6dk+IdScMGLZ5eTP7AnJSR2lpvb4IdkeQrAx1DGMslUrokbj5uMVEefUo+dYdFxcQCEaQW6X86vMWVi8v5epzcnhjTxeqmKLTqHNv6HLw2q4ukZ3wtBTJ2RxZUb4WekA+CUfLWHM4Q3y+px8DHh5aUjJufyPX0mP28dsvW7l7/reLe38X5xqJCHzW0Mem9h6eWFrG/RcWnZFj5XDfEF8Y+5nRkUR5/qjIdjQq8OnOHqoHrTx3nRhR5qZq/se1iB0H+tnRPsDLN00hWaekV+bjzWPdZGWKPRlZSaOEcDZHkE9P9bKtqxetRsa9FxdT3+YgJ0fF2qKyv3vCeWe/nnW1BpITlTx9dQVhojS0ORmcNZ7l8/T9yGUS3DIxwumyeWjRO/nb112svbKcvOEOT3lUwrVTc2Pj+uhlZWSkiROm79wwhvVeTvbZeXz9KV5/6ILY90py4ng8Z7Swe+3UXAJVEVISlNw1T+wi/uueLvYNmrnv4iJunp5Hbb8D/CAfRs6EIwIbd/byt1OdGPxeXlpZdcZx6B3y4VOHwQWSgPjceQNhnry8gmAkwt5OER3zo82NvHLPebHzjJfLsQ2ndDbV9LCpvYe7zyuEqARrJIh+wEOnXcwS5CaoWZiSwdFGK6/42nlkWJCmzy9G7AXJmphildUTpCRfrJkNWvxsPtCHUawUU5Sm5f75xVx9bi77j5jpNHjFps7QGCqF2I///QTMP53DF6IC2uEIvzBFi3koyF83dvJpj4mhgMhWd15BMt29HvY2m9F7vbGc+7SKeN59ZFSu7HCNlZe21GEMePGHwggRuOacXI6ctNIn88XoetcsK6Np0Mn+jiHequ6i1uwgI13No0vKYk0xJ7ptHDFYeWbDKf501/mxPPdHOwysrzfy81vPYVZJcuw6RhADp7f0P3lpBb/6vIW/HuhEoZDidod4+6SeVfNKuPC01vPtjf1sau+hpFbLnKw0Ntf08NTVFRM6Wk+3R5eXkZE8mi8+1Wbn/UMGnryqYpy2qFwu4aTVxkdNIpPl/XOL8foiJCYoePbKSrJT1TR3ufltXRsatew757xBfOHtDhGLPrbZRqWU8tKNVVSdimfllCz++5NmPjf0k6QbRcucaLLx3hEDDywrQi6fKAAjkUCtzT4OmfL3mCAIHDw1xB69mdXLS6m22NjY2kPFiXhWLyxl9fJSUpMnZ8VMTlTy0o1VTK8TI81ug4efb2mmLuhk7dKJqlbfZo+uLCc9XRXr7rTaguw0DVJ8RMczZ1hZjdgvb5vBf2xr5PtXTuVXG1v4vKuflFQlL10lsjzuP2Fhe3M/37tlCllJ6vGThk7Jr246l1VvH+dkv523D3ZNyprp8YbZvrefjqCbp66u4FS9ja9aB0hNVcAgyJHgdoZptrhixdRWg5PXv+kmKoli8HuZlZOEw3tmVNNfd3XQYHZRGq8jLAjghpN6O2sWy4hXKbAFQ6SqFDTbXXxa18Mz2eJ5uoZTOq5giPsXlRCnUzA1OZ5d9QP0BP20nXDzwLwiMvvVzMtM5b3jBgwBH9/0m0lPEutrf7xnJv/+WRN3nFfA+0cM3HbhaGez3RFi+75+NvX0EEJAJZXy/GVVnF+YwrEGK7/e10q3z8uKkgwaLE5eGK7DJUgVmCMhyjL+7+Hw/8+ZRCrBO5LDH/Kg08rYPTDAUCBISZqO9JCKoD+KXCJF7/VSkRhHolTB2qXlTEtN5M87OmKplt1dgxgDXuaXpuHyhHllfwcbT/XQ4nXy6oHRfG+KTsmvb57J9VPyKE7VMj8zjYEhP2ZngGhU5D755U0zODcjkUPdVta+fxKrJ4jdEWJ9vZE2p4vf72kbdx2n53lHTC4T6Q6uqcrm08Mmzs1J4rEFZTy8uGTC9+9fJJJsXZifwk93NPJ+vYFPjn871v70Y2+t6+XDRiO//byF3345ipfXaeW8eGNVrAv4SJ2V771Xj37QQ2aSmqdXVvLCtZU8u3xyKcGzWUOnne+/X0+rcSJjYGaSKDlZkKHl8cvFmkSpLo5ffS7mwLc39/Fxs4ndLeZJx1AikbD2yooJ3cs9Qz7+Y2MjfTb/6YccZ9EobDhu4q+HRenCC3JTmJqSwIJhOcgz3bsRy00V0SUpOiU5WWoK80de7NGJbe9xMz/5WCTQi0SEM/ZjZCerWbtc1MYNBCOYh899hChwMhspdpemx/HmfXMoTY8jfjjdaXUFeeGdWgbsftoCLrZ29fLRscmfGbVUTpZSRLMdGCMdONa0GhkmiZd3a0RJx687B/mgwUgoHGVGZiK3XJzPXYsKubAghe9dLqYvN54Un7eBoQDnZiSii8h5Zc+ZidOuOT+H83OSyNSq0Lu9pKtVVBttvHdYz8yMZM7LSSJXJQYq/uDEcREYLYLvbB6kJyiO4azcRO67uJi/3T2bQx1WDAEfGVoV915UGHtuKrIT+PlVM/j0YC+/+Kpl3DkqlVKOmoewhUKokBCIRtnVKPZfHO4botvnJT9RQ0+/jx6nnz2t4mf/EkD5O0yIRtEij+XwdVo5v7lrBr/a2cpLK6fw+lddfNxiojI5npvOzaVl0M0XnQPMqkxmy/FePm4xYfcEISzhwRVFpKcquWVOAYFglHi1nHsWFCOXSSjIHU/XG69SEPJH2drVxwV5ybxzXI/VHiRRp+CZa0QM9+9um8Wat4+zr93CR9VGbjo3j/+8fjo/+6qJZJmCIXfgrJ2uI5aiU9Lr9tMb8vNpUw/rVomCyftPWPissZdnrqkkLV4VczxP/e0UtYMiR/+1M3IZsgVJTf7ukeSjl5YRHyenodXBh3WmcdH62Kiv2mxlW3cv0xoTWOJL5y+7Oll7RTmP/Q9SJXv1Yjqmf6OPN1bNOSNJ25SiBIqzdDz3Ti1bO3uJ08lZs6KMtJTxAuQOZwi1WhZDDU2WKnn3QDd/O9qFWiXj2Ssmj46jUYHDtUMkJMp5fLHYWv+33Z00Wp18025man7ipNuNWCAQobrJznGzlTvnFpISp+Qnt0/nnOrEcaiTLXW9fNxsIjNdzbS4RD46buSF6yvJPQuhVkKcgqqSRGrqnLHi7Ol2qHaIj4+beO66SrKS1LQbXWyp72XV8hJKcnXoe72812igIE/LHRcX0tThol3vGhddB4eb9jLTVXzvhipe3lwfS4OePqbBYJQMQc2srCSWTc3Ekumn3e5GKoWaAQd/+bKDxn4XDUNOPqvpY+2KeB5YXIxKJaF/KMDeOgsPXlTM3JmpZwwaPj3Wy/FeO+ka8fxWnptFWrwKrUvOH2ra0PtEgXQArWp0XEZQOomqUeTRQ4uLOdhhod3pYdAS4L83NfOjW6dRXKhjz4CZQW+AbSf7uGJKDimVKYDI7fTE5WWc2z0eQq3VyMhIU0En4lwujDYoXjsjl08Omuh2eJmSFh/rDRAfAGLPwf+2/dM5fIlUipfxIsAzipJ5aVkVr33Zyb1Li+j2eKg22ZAiockmKl9VJsbTLnczLyOVuh4HTVYXxYW6UT4SHTx35Sj0ceTBjkYFDtVa2dU+QGGclgsLUnjhiiqOdllpN4qokIJcLasWlBCnlPHbW2eyq3OQZWWZbNnVS4/UR3GClo2NvZQXJJxVq3XEHM4QL6yo4o/721lRmMVL6+p49toKvmzt5/16IwV5OtYsKiUcEZDLJKy9spyiWi13zSuivsnBh8eMvHBD1Rl5Yk63FJ2SJ1dUsEllwuDyMSc/ZdLvjdU7/c1nLWxs7SEtXcXLwymCv8fuuLiAXXUDnBqY3JGMNbVaxrPXVpC8R4GxX6zbjP2+1xdhy+4+Wn1Onrq6YtLJIxSKct/CYlRKWUxtazKLRAQ+qjaxuaMnRrL34JISEhPOTMo2YoFglCFbkHUHu9luGNUiOH3yEQSYk5dCt9vDsqmZbDxqYktnL1Pq4ifw45xuSysyaR50csU5k1NV7Gof4JMWE6UndTyyuIyfb23hK8MAyODJZRX0DnnJz9ZyywXiKrckX8cr+zuYVp0YO8eaNgdvfN3JqqUldBk9zC5JYcHUtAnXH40KRKMC/fg52S9q5Da3uzikt3JBQTKPLymjs9tNw5CT/CQNV8wUz7mty02n3stDlxVTkqeLrbhd7jD9g34y01VIJBIiEXH/Dy0p5kCHBZPPx3l5SQR8UW5cmMffvu5C7/OikUrpcfpZXJnOVVOysTtCJCUq8IykdAJiRiAcjmJ3hVg+M4tgdS8Gr4+e9j7KDsZxaVUm+5vNmL0BLIEgv9/XxruVFxIKRXG4QnQbPbGO7BNNNvYazNw9v4jVS8rYVtuP2R9AJ5exqCSDUy021h3R4xtGclVmxqGSy7hy+J4lyhWYQ0HKM/6F0vlWE6KRYRx+KKZpC7C1vo+NrT1kpas5T5eEUetl9eJiTG4/N83O5yfvNbKtu5eyRB3tDg/zy9ImyP5NZqGwwEfHDGzu6GVGZiI1Aw5e/7KL4jwday4ro7xARK4M2YJs2tlHo89BdqaaOJ0co8THG0e7eHxxGc8XVn6n47UZXfzm81YiEfjv28/lD5+38X69gcJ8rciQmK3h5mEa3C27+ugKu1m9ojTWWHViyMZn+j7OaUxkdcbfl7tud3tocbj46fYm/nLveNrnQDBKxC+wakEJEokkhlmW/p2MCyPspCk6Ja8/NJsNx03fKR1UmKEj6I/yQYOR3AxNzDF6fRH8/gj6qJt3a/Tk5WgmTB5uT5gtu3vpDLnHqT9NZgqFlBeur6SydhQ5812KzdGowNZdvRwzW1l1WQnnGpLOeF1RAY4Yhqg22fi3jfX85PrpJMR9+4QCcKDLTM2Ag11NA1RkjSdG6+xzY3eHWLOgNIag0Q1TSQdDUU4023hrn56nry4nWatAEASuPTc31kk6Yod7LWw39lPWGYehx8vmjt5xDLMjVt1oY91BPZfOzKB1KI1lUzNZUJhGw4CDYwYbKoWMZ5dX0PGhh2a7i11NgxSl6DjUY2FrVy9TOuNj1N+BQIS/buxgu7Gf3901g2kFSXyxr4+dHYPcPr+AtBQlpj4fEgE+rDOSnqziptm5fHayl4FIgNkFSfzixhm8ur6Db8yDvPLAeeiGI/y4YYlDY6+Xl9+ppy7gYGq6GHWXp+j45JAJfYmbdqeHm2fkMeAL8G9Xiei1jbuNvHq4k7L0OHYaBklPVbH74CAnvXYEqcBTyyv5233n8/j7JzHYfXxe18fhk1bqgw4AFlWkY+rzc8pq592Den5y/XTs4WGUzqCb/237p3P4EokUz0iEbx0VupiWnMCMzESumpnFU+trGfAG2FDTw7qHLsRo9mJx+ylL0FGQpKXd4eH8wqTvVEBTKaWsmJrBiR4bOQlqLi5PRW/y8se97cQPUyJ4vGGsviDdETefNvdAMyRqFTx2WRmZw6iHMx2rWe/ky5Z+7ppXRKJawR+2t/N5l4hTP68miSevqiAvV8s103PYvd+M2SeiBmRSCSdtNj5qNJI6RklqbBR+ukWjAl8dHOBw7xBPDEMKx9odFxWwt8XMMaON9Yf0PLa0LIYsONls4+393Tx3bSUlOXE8eVkFmclq7l1Q/K1jCOKEEQ5HaTO6eH1PN09dVU5JdtxZlbxOt7VXVpCbreGWMZTRe44Nsr25n0euLB3XuDTWFHIJtXY7HzQYJ6g/AdS02vmqrZ8HFolF+pxUzXfWIABxEqttt7O+Rc/JfjslhbqzruTkMgmLKzLY2THAga6hGAb/u9gTl5eTnTHagRsMRTlaZ6XabMXmDvJxo4m1i0bv7XNXV5F3RMtNs/P45LiJbV29VDXEUdisY6/eTIFKi005vh9krFRiNCow9URCjGu/utHKAdMQq5eXsldvZktnL202N002Z+w6fn/7TJ76sJb9HRYuLE7hlqn5fGHqZ0FZOh9/2cOgPcDapWXcOqcAQRAYMAeQADt6B2h3ufnlrlaeX1zFr/e10uHx0GZzUW9xsqAsjScWlHNAb+HKqdkcqLYSlEYhIorbrzuoZ6/NTIfHw31vHhst2obEn4FAFLsvCFKYXpDINbNz+fiwCYPPR+KQgmeWVbC0LIPS7DhUwwJGf63uotvnJUVQ8tLKKmZnJ/P2rm4AfMPEcTMKk9n46Dw2VBsJDkboCoqOfF5pKj+77lxu+O0BABr6xUlAIpVA5P+mAMr/OROE6GiEnzqasjhstFIz4ODDYz1okZGhVfHUChE6tv6gnsPDKvKVmQmcl5PE1TNzv/Mx93YMYfT7MLb5WFtQzn/edQ4zq0cjuKP1YgHprkUFqDTSmMP9tsjQ4w3zy02t7OwbiPHlP7GyjOxTojjyVdNz2L3PzFAgAFIJ1YNDfNRkImPYab14QxWlhbpxTu7bjrmrY5ANTUbq+u385tZZ49I+2aka3np4Dn/8qo3aZgct5S6qhhkfjw5Y2W7o59zWJNbkxJGdouHplWdHiYy13YcH+KKln7R0JVs7e6loiOfx7DM71WAoyqFTQ5wYssXw7NnJE3lemjxOtnT2MrUtYdzk0dXn4W9fd7JmRSl5aVqev76K4gLdhAkhEhF4Y08Xmzt6SYj7dt6cyczri/Dari5O9tvHNdudboIgcLzJxp5uM0POII5ImEvKJqZKzmThcBSDyUsoPCo34fGEef+Igc/0fTyxtIxnl1dy+zDvkccb5niNDY83zNbdfbhUYdYuLeO2iwr45SaxSerCghSOGKxkpqkm1G0EQSAahaVlmby1t4uUkJI3jndjCHhJTVZy/6Ji4uPkzM5NYV+HOXYdVUWJ/OHOWfzggzq2n+ojS6PhiNHK23v1nNLbaLa7YiuGIVuQL/b10xFy86MbpvKX/Z18/8qpbDvZS4fHwyVlaTy9pIJvWs0oXBKefb+G3987k2StihNmG7ZQiCSFHIczxG+/buOBecX46iKYnL5RxMrwMjQhTgFawA/H220kyhSck59Am83NeUXJTImL54W3a/HKI/zx7llMyU9kVlESHXUeZhUk8fDCUn7ycSMWQYzQNQopgaB4T47VWxn0B9jbYcZDhJx4NQVxOqrrh2Kl+pn5IkovJoCS/r+P0vmnc/hjI/yRTluAhWXp1PTaQSpwwm4H4HD7EOcXpvDA4hKaupx0OT20mp202T1/FxXsQ8tK2Nk0wJAQxOYNTnCqdQ47O3oH6PnCxztr5qCUSJF/h9nb5Q5TrNExOzeZZcNkbYVZOu65oIiMNBWRiEC1WXTyTl8IXzDC44vL/q5Uw1gT+dwraPmrk+O9dh5+8zh/umsWeenamABMik5JUpySN0zdnNOaSFVhAodqhzD2e1m7tOw7paUmszqH2BV5ky6XczMSWT41Y9znoeFoSTF8Hl5vhA0nTDE8+5muc6QX4obz8mI1DYAN1UbW1xpITVby9MrKM46VTCbh6avLiWwRaDO4/m5tXICuPjf+UIQHLy6O4bcns2BI4O19erZ29fLEkrJxYiPfxeyOEH/d1cl2Yz8ymYS75xSRnKTk+esrmd6UGMvLj9iHO4z87mgrjkiY83KSONFr56WVVaTGqXjuukqK8rUsm5oZ0z443Q6eGuLjEyb8oQjbu/u5sCAFQ8DLwvL0CQHN+WXJw9tY+Lypjxtn5dHn8tPt95JUquTFlVU0tTtptrtik2Jjl4NXvuxAGyfjo3oTedmamO7rXfOKUKtGA6e8RC3X/+EARr+PNetPsHXtJfzbbVNRbJRwtMuK3isiYq6fmcujS8rYUG3kj1+24IoKxMvFaD07S83v757Fz3c0Y+4J8NrRLm6YkRu7D6/uaKfOJzZD/ccXTax/6CJevnYq5XmjDYerl5eg1EhQKaXcM7eYk802frqxCZc8RJfby91zCsm3awk5o7xfY2BX2wCDgQCLKtN5dIkY4DiGVx7t/w9SOv90sExBEFE6AEWpozPkgS4LtYMO4jRybpmZR7ZSTdtw+3N6goqcNA0Gr482u4eqlHgGbP7vTNdblKElXises61fvEkdPW6eebOGzj43d84tZH5JGo1WJxuOm9iw3cSL676dBiEtRYkiW0J1jy3WDt5scPLjjxtpNbqQySTcv6iYFy6rQiaVsrWjD61KPu6l3nfcwvNv135nWtu0eDVvrLqA+SWpNNmcfHKyhw8/N/HzraNt9HfOLeSllVXcObcQQRDYXNPDhgYTGsX4Yx9rsPLfW5u/0zg+uESkEFZIZdQOOtjVNJ4++PN9fbw0ZsySEhW8eENljMb3TDbidGoa7Tz/Vg2DDhFy98DiYp5dXsmKaZn8fGvzpPQCI1aQoSNeo+Djhp4zQgNPt1aDk58PUw9sb+pnV+8giTpFbHwCwegEFIZKKeWq87IpT4hjbn7at1IpnG4ajYy1V4qaw3lyDS+tr6N3yEdhpphCGtmXfsDDz7c1805NN45ImJI0Hb+4bcY4mOrIuJWmi41/iWoFFmuASGT0nPfozXza1kNOtoZrynOIE+Q8triUJxaU8fvP2mJjPdY21fSyrsbAC5vqeO7yChaUpXHXrAI8njCPXl7KC5dW8p9Xn0OCSs5XrQNs6+7D7Q9TEqejutGGaZgy+HToq1IhpSpLXG32OP28eaCLZK2CcFBA7/WSqJZjdPh49r1aXJ4QDy8sxT9MmjaS0pFIJMwqSeanK8/FEhSfs06rh4cXlhKnlHN+dgrqYXGS0uGC6unnkZGo5sUrpvDUcjGI+KZzkFq/gy63lzlFyTx5aQVv3T+HBI2IDBr0irw6vx5DrR7rv/pXSufbTSIZg9IZQz60sDSdYwYbV0zLZuOxHvqCfjY19zKlOoGHF5ZSkhBHokzOwso0Qj6BNw53k5ms/k4Rslwu5dX7z2f1G8fpGfDS3ONg26l+PmkRo5KnLqvg93fMYkO1kaum5/Dcm7UcsFgoOqA9I+3AyH5PR4Ds1Vv40tRPUb0W64EgFkuAZ6+pJPsCDYXZ46GiDZ12fvR5PR0ej4g4+o5kW2nxKn5/x3lsqDZy+dRs/vRFOx80GEkcpgIeG7kdrBnC4Q6x5pLSccyNkYjA+oMGNnX0cNxg/VZxlZF9Wj1BCrK0E1gga+2OWOfxioos3jmgZ/WykgnXFA5HiQrEViQjdqhniI1tPVScjGf1IpG64LGlZfx4QwNvHu9GqZSOU20CcVUhl0uQSCSxiPe7plf+srOTT1p7qO938MNrppEQP3oPna4QW77uQx9xs2bF+Ii/1emmzenmeK+Ni6akEgiKK5tvY/i0OYJs/boPE15WLy/lN5+1sLWzl6JqDc9cOp5Y77VdnayrNXD7+QXk2jz85LrpZOvU3Dwzn+Qz1ZIMTv7weTuPX16GIAh81TLALfPyEWTQP+AjTidnc1svs6elsO1UH2+d6CYlWcljS8vw+iIxWcNnr6ukL+hjX4eFapONdJmajYd72WEaQKeVc93UPHYdGKTJ7eDCkhTml6aRmqyks91Dp9vD1OMJsa7lsZaYoGB+bhoH9WY8QhSXN4xEIuGeeYUc6hqi3+8nN1FNk83JZw19PJJRxkjiSxgDgzxSb+X1r7tQyMQ8ulwq4cApC+8c6qbD5sY/rEKVrB2FcrYbXXx8wsSqZeK7EQhERBBDVCAxpEQlkRIQopiGa4o+f4TpCQkclFlwRMKUpcfxu8/aeHhpCTmpGhJkcszRf6V0vpNFhVEcfuHYCF9vod7sYHeLmaSokkSZnMtmZMVewk+benBEwrT0upmRl8zapRPb3M9m2XFqFDIp7U43z3xQS0mijscXl3HP/CJAdGhzc1P5+eYmjF4xSvkuE/hY5yoIAjMyErmkNI3+IT+bm0VRldldKawuKB03Ofn9EX69rY0Oj4eLilP+7lTL2OM+tKQEhyeExR6YkNLYqzezXd/Po/njo1GZTMJz11XQ9a47Jq7yXagLtDIZ10/PG/dCgdgLkDFcdP3TF+28Wd1FYrx8gpP+cv8AuzoGePnmKeOUqsby6Iy1h5aUoNPKJ0Axvb4Im3b20BF08+hlolNetaCEpm4n6zsmCo2fbnfNL6Smz8HedsuEoqvHG6bWZuejJiNpKeOLxLdfVIBiTHfwF/v62NrUS3KigmeuqiIrST3hWCAqmbX6nKyrEdNUIzwykQg0dTvYWt/HnRcXkpagYvWKUpKSlNy/cFRUfPvePj5v6mdReRoNNhePDV9zIBhFpZTyTaeZL4z9TO1IoL3TzZbOXrQaOWazn63tfdx0bi4vXCYS4YUjAslJSu6cW8j6L/S8drSLX98+g6l5CSRrFPzudjH46TX7+aTFxH1zinimqoKpSfG8tL4WXyTC4SEr+zos6D1epuYU88SSMjqNbtr1Lvps/nEd390DHt7Z140/FMUzLJd9oMlM+2wXdmcIjUoKYXB5wtw9p4Bz0xP57ZetMYcfRQwU3J4w3/+wjvawhwVFqZQKAsUSLas/PB7jxr+oOIULS1K4Z24xTlcIAXj+3VpOOO34hQiPXVLO5n29vHOqm59cO41Oj5vAiM6u08+GaiOR/ih/qe3EKYRZXJmOzR5kS3MfJ3usvLXqwv+nKZ1/OocvZSwOX4zwna4QDy0pweoK0WZw0dDvxBEJM+AJ0K338FpHJ48sKuFXO9oICwIf1Rt5KV8sGoVCUU622DncN8RtFxaQrFNOUHcKBKNs29NPTrwKRzhEboKare19vFg2nob3zT3dbGrrA2BRZTr3zB1FsAiCwOE6K7s7BrlzXgGFk7RVe30R3t9nZJ/ewiMLSnkgqRidTkaRSstzb9Xwwg1VZCapiUYFUcx9OKq6sCT1O6cG9p+wsK2xlydWlqGUyEhLERu4NAoZrx3qIi1pvINatbQEqyNAa7cbk8Ub42EJh6Pkpmn5872z+aja8J0FUqobxQL389dXkRKnRKUUm6XGTkD3Lyqmz+LD5g5OmIBO2WxiJD9MczBiZ8rR56RqOD89hZ9/2sJz11bGJgm5XEKd08H7dQYy0lTcNacIs8XPH7e387mhf4LQ+Ol2blkSf7hjFl+29LO0LDP2/4FglJ2HzYSEaCyoCEcEvtrfz4khG49cWjZuv/VOJztNg2CCvCwta8dIcEajIsXDFy19PHVVBU9fXUlikoKeQR93zC8gK01ESf3nh0180mqi0+QmOU7Jc9dV8ezllbF91LXbeau+myMGKx0ON41Wp4geOzefz/b0U+O04gtFeGxRKdfPzCUwNUJZQxzXnJPDySYbAAdbrNjsYazOAGuWlsX0lj9uNmHwe/mvr5opCcRRE7Tzpwdm8fDCUk6026jWDzFo9fPw4hJ+trGJrwfNJMrF53akW9jiCNDfH+BEvw2/NErG1yruPr+I4kIxrfLoX6pp8LopStCyuCCdmgE7bQ4Pt/3tCOkyBV0eL3LAGQ6z7qiB3cfMmASf6OmlYuf0yh/sxauM0BfwgwyOGGwoBQntEhcuIYxcIiFHq2aWNomWdhe/tDQT51JwashGs0vM6x9st1BKAr8/JtZFHvnwBCvPyWLt0nLmF6Syv2uIK6Zlc90XB3AKYeQSSFLIkUvFGkLtgJMHXjtGdGQq+t/P6PzzOfwowmiEn6LD5Q7z6c5eusNupBL4pKWXa6Zl40MscL6zQ8+mjh6mpydyUWkK79cYxyEpHK4Qb+7tYruhn+5eD0QlvHxj1bjoUamQYIh62NszBEBRlo7704uoaXbQXeWhKEt03k9dXY50B5icPn4wzMk9YuGwwAdHRDz/gTYLb6+eExM1GTGdVs6TV5ZT1RLPHRcXkqBWUNdm5z93NFHdY6P8VDwPLyhhy9e9HOmz8sSVZZTW6rhrEobBM9mXrf18UG8kioDHFeH5GyopzNDx/VunUnkau6bTHUIIQW6mho8aTJzfkMzqhaXUttt5fXcXT15VQWHmeCf1bXZiyMbnhn6m1CeQ5FHR6h3fLBWNCiRrFahkMt4+picnbTyufs2KMpCBsc/LoDPwrbxBALs7B/iwwYggEcjN0HDXPBH189y1lRTliWmcfSfMbK3r5da5+UypGGVcjEZF2gOddvyrJJWKXcCmPh+/3drGyzdVkZOqQaWU0iv18mlzDy8WVxH0RHFHQrxzqJvDdiu6eNk4Tpo1K0rR6KSEIwJ3zS0iHBGIRARUSin7T1j44Wf1dPm85GVrWb2olFBA4J3jerHDe9ipX1yUQqPZgUYr5/16I0q1FK1KzkNLSlBJpPx1VxdHDFbml6QyQ5uETitj2dRMVCopjS47Hzf2AHAN2bxQX0dFSRz3zS/iwLEhUlNUnOOPp27ARY/BBwZITVTFJttrKnMwOrx4rCG2+/twRcNc/6eDfPrYPD45aqLB7KLB7CJlh5L2HjFAc4TDZKtUmANiHr2510WjxRWrOK47ZOCDw0Z+dNVUth7to9HlBhl0O70YbF6iMiAKZn8AczQAUgiPOHfAFPGJ+xqTJWsTPBAARN9LIBolALgi4qQTlgoYPD5ere0Uv6MHIqPfB2gf9PATSx0jIFaPEOHj2h4enlfCh5sN7LQM8tnJXkLDDj0swKf1feSq1UzLiKffIjaoxQ3vtHwSwfh/1P7pHL4USSzC7x7yoNGIS931tQbWLi3jdnk+B1qHMPl8HO22cccl+RzqFdM9FRk6qpLieWzeaF41NVnJ01dVkHtcw6EOCw1mFxUnxuPDJRIJq5eXEkGgtduFxR6geUB8SKvq4lmbJTq81Dg1fqfA4W6Rh149Xca6g3ruX1hMeoKK56+rZGCDn8N6KxtPmiaNIEfk5wCGbEF+ta2VaouNuaWp3HJBPhIJHB+08n69AaVagsUcxFoViJG1eb0RkhLPLGLx1FUilt3uDvJRfWesQWtshOz1RfD5Ixw8aWFH+wCPXVUaQ0wA7GgdYHNnL/knteRFtXRHPKxaVvKdVhkjFMk3nJfHn3d0jGuWCkcEtuzq4aTVzqNXlVLVPJHeWSuT4XGGea/eSGaqOhZpns2euqqC5EQFDe1OPqo3xSCwY6+5ye1kW3cf06ckjoN+frzLyF8Od/LLO2aMI78bsQang23dvUyvH4WFPrSkhKQEBYuL09n2dS8GwUtyqgLscHpYl6JT8vSKSsLhKF5fhD3Vg2yt7ePFm6o40GOhy+elIEnD8mniKuKBRcUolVLuuaQoto+dLYM02VycV5LMiyurONFg4yvDAA0DDn572yyeuLyMyBcCWqWMbr+bYyYbm0/18PTyStZeVUFKmnjfWjvdHLBYOGCxcLTTSqpcyd5+C8Xx4qouXaNk5fRsbjwvj7oOO5tO9YqrsEAI67AblALOQJjH3zlJfpwGHVI8RKnW2/BJReeaqlZgCwQJIyADUhQqMtVBBvwBZEBIJhBC4D93NuMMhGNOVwqisx/5Y7Kfp/8+2d9n+0x2ht+jEB2eUE63NpOLg5Yh/NIodkc4tplaJsEfEejx++nx+9FJxYN5ohGQQnPfv+iRv9XGRvhFaTr8/gi5ci3n5yQxIyORXw1za8wvTePG8/J4+Z06BnwBzstNIj1ZTXNDL4dNVs6vEOkDPN4Ix2vs7Guy0OJwsagyfYL2rdsTRi2R8vD8El401LGxQcytX1Kaxp1jJOG0GhlrryijsiWOK6Zl89LbtewdtBBG4HtXTSE3Tcsrd0/UwD1TtT45URETXShLjSNFp8Tvj3DH3EJyc7TYXUE+0/cxtTWBsvx4jtQO8eExE89fX3lGWoUUnZLVw8XT5DhlrKFGKpWgUYuP6v6TFrbU9ZKRoWRLZy/TWhPGTU73LSxGpZKRFJDzdkMXTTYXyUnfDcM+1sk+vKwUly9E/5APqydIolrBsUEr79cbycue2DEL8PXRQSzOIKvmFnPn3DNTJJx+zKdXVvLxLiO9Xj+XDJOgjbWRhrV5xan8fFszDywqJjVOxVsn9XR4PPz261beLrnwjNvNzEziN1+0xnoG7p9bzIbtJjbqe2i0Olm7tJyZFclnvO9HG2y8d8hAfJKMTR09VJ2K54FFxexrsdBodbKjYYC8uVoyk9TcPDuf321r4+HlJeSlaSku0IIekhMUrF5YyslMG10bPextt7Ch2shDl5SQlqAU8//DvDLhkFicPHpiiBO1NnJzNKy5tJSKtjj2t1io6XcwM1vkDbqwNIWkfiUn++3kpmkI+wT+Y0MTR+xW7p5TyNqlZbTqXRhdPlLVSvboLQxYfDSaRYeWl6CmacjFQ5cUU6d3MNQXZEgIIUUMovf3WcjUiSs1pUyCLyIgl8D1FTm8V2ckOEw+o0SCf4wOrEIqIRT9B/lohlcGZzOpRHT2ZzKTw4dfOjoVjNC3pavVGD2jzaGe6LAS2PC+BlzfDSX499g/ncMfG+Hrhzxo1DKGZAGO99r57c42GixO8hM1/PjaaWJuWi2OrtQH+1vMrFpQwm0XjuabZTIJxy1WWhwu5pekjYNPATTrHfx8Uws6nYJHl5ciG27iuKg4hf+67hz2HbFw3GzjqavEtMRIhO72hNFqRQeqUY0+LSk6JQ/MK0YulxIOR9n6TS+1VkdMTGPEeoZ8rD+oJzVFCT2gVYr7qm62s/5gN89fV0VigoLk+FGa3uMWW4zcbM0YWoUhWxCdRoZaLRt3HiPc8R99buK4xcpLN4lshof6zWzr6uW+zMIJjJMj2949p5Dvv19Pk8111maj0613yMc7B7q5f2ExiWoFfm+UD+tMZA1rCDx3XRVF+aMNUpGIwJf7+zk2YOXxK8qpdzn4yjDAi9MmtvqfzaJRga87zDTZnHzR1D+BBG1kPH74YT1vn9QjlcCzV1Txy9vO5b++bObfrp426X5TdEoenF/C06+fYnPnaM+AXC6h1e+i0eocrueM6gW43GE++6YPfdTDQ8OSi0f7h9jW3cvji0vH4fP/ev/5bK7ppVCt5fm3a3j++io+OGrg3Rq9SFN9RSUPLSolKW70OZhRkcSrd5/HK7s6MPZ7sftC3LegmLo+BzWDDi4qSOHBhaLCV53DwSGbFWzQ2OfijVUX8MCCEjZUG1lUns6m473ct6AIuVw6TiwlMVlcsUQiUZ5aXsnDr1ZTP+BkRUkms7KSGHIFGPKEyEvS8PYDc9jZOMAN5+WhVch55q1TtHW7mZGbxMkeO/PLUnlsQSmr3jqBMxImL0mDye5jv3GIIAIKiYSQIOBH4NzsBKz+IEsqM7ju3Dy+bh/E7Q9jdwXosHpo7/OIETRQmKhB7/AhiYpOVgIkq+VY/eHRGygFuUQsfo844kSFnEhUwD2c7snRqQkIEbLiNZwfn8wHHUb8w85bJZGyZnEp7VaxxrW33YwtIO7f5gty/bk5+HwRvmgZQJCCWi5FGo7iBVJ0//vu+Z/O4Qun5fBlMklMuEHjl9LxdQtGh48tp3p5ankFP7ptOmUH41m/R89AOEBSgnKco9CoZbx00xTKhjVIRz5r0Tt574gBiz3I7j4zANPLE/jhrVM592QC01OT+NknLQgSgc86+yZEpHE6OT+961xmDb8kgWAUhVxCQ6eD13Z38eRV5RRk6DjUY+WjJiOZGWrm5qXyTZeZO+cW8sY3Xbx+rIuH5hbz3IrK2CR10iJ2vM5oSWL1olHkzpAtyI3n502gVXB7wmz7upf2oDs2KUWjAvtPWDjYY2HVslI6I242NJsoGxZjGYk8pZIzFy4T4hW8dGMVyV8r0Gq++2P21r5u/nq4E4VcylXTsxGkAmsWlJ61mezrrkE2NJvIylTzwKKSCbwzlqEAOp08tkKZzASBUeGJ4Z9N3Q62N/Zz7xg0y6qlJZgdAdoNHvpsfqbmJ/LOgxMj+7ERukwm4fEryilpGJ2oJBIJt16Yj3HAS178KOeT1xsGBKrNVj5uMZGUqODmmfmkRpTML03j2vPyKB2T281L0/Lo0jJ+vq2ZzR29VNWKkb9aJeOOiwtwukJ8tXcAF6P0CFKpRKwrhWHdSQN5WVoivSKU8b6LCnl8+WjNZM2KMrRxMva3WDhusrPpVE/suTIPBUj1qfjF1haUcilPXi5ud6h2CL1NRKIlDu9HNjwWPU4vDRYXD8wroqnXxU+unUZpehylC+P4+qiZrXU9TEtNwOD0ctecQnS1cn509VS6Oz2kapQ4PWEuPycLrVzOpqNibSFFq2DAE+TcrARy1Vp+e9MsVBIpG77sIZAc5ZL8dA50W/jefdP4+aZmPqwXJRYlEQmliTo6HGLtQACSFCoqshM43GWNjdfhZ5dx7R8PYPL5kAELy9PY0thPebIOk82LyS32G9w3vwTzUBB/NEq6RoknFMYbjrLhlIkXllTy1+4uynTxHAvY0MikuCMR9rcNMSsjKTaZXD0zhy+r+4EwCumZn9f/qf3TOXyJZEyEbx3fpHHnL4/giS2ohNhnF2al8J5ED8C0nIQJ+zzdybg9YX66sZk9A2buOL+Ah+eVoB52pCqJFI1dwW9qW6k1O3hkYSkvVU7eHDSyX68vwidfmmjxOpHIYUtnL+UNcTyeXc6LN1ZRWq1jWmoCT75/ik6PB5VSyoOLilGrpNy3sHhcAXksz8mIBQIRPtvTR5PbyXPXicghm0NcLibGK+iR+nj3lJ68bA2XT83m1a86MNsC7DANkJykZPWyUlKTRiPER5eXkRyv5I6Lz54y6e33sbt2EGPAN06g5Gx2/6JilAopd88v4k9ftrOlrY+n8ify+oyYTCbhxRurKDs+OiE/vLCUniEf/7WriVvnFPDNATMdodEJ7Uz7+dEt0zjnRCI3XyByxPx5RyebO3rRDXMiAeSmaSnO1fGnfR3MrEkaJyQ+MmnbHSG+3D9An9zLvQvEyaIsN461ueOL18XZcRTn6vjb0S5y0jXcPCOfLd/00YOXNVeWUl4iXlPEL1BtsrG/0zJpB/iuw/0MOQKsXVrOLXNEAY6R2oXTFeJI/xCftvUQP4YaQi6XsmpZCe5AGIs9wEHTEJ1uD3kWzbgxStGJkpn3zC1mQ7WR8vg4vre+jqevqSApQUG/ws+GE6IDHamZ7GofoMXuYmFFOudlJvPsWzXMLU2lzermmeUVtNo93DwmeBoRlPnFN800Wp3MLU6lwerktW+6RA6epkE6utx0ebycn5eEyeSjMi6B4uQ4sjLUPHdZJYfbrdg9QV472EXPBz6eXlzBp90m9M1eDrUPUWt2kJaq4snLKxhyBTlqstLt9lKoE1ObWfEq5FEJnS4Pna7R/h0pEIkK5MdpMPl8RACDw8eN0/LY12zGN+xH5pamct25ufgCYVr0TuqGHHijUXLi1ch8Ej6t7eUzfR/ZahFOOj0jgfoBJ4O+ALlZajJMSgYjQRRjazj/Qul8uwkwKVtmIBDB5hVn4pl5iTFIpN0Z4lfbWukPBbioOIXVi74dKx4KRbEOC0WHhGhMIQjA7giwo72PWoeD+WWpPLjg24uVCrmERreDdTUGypPiWDWvhCumiVSpIw7sBx/U0+nxMK8klSkpCby5r5vVyyd2Yk4WASuVUvpkPt6vN1CUr+XhhaV8tX+AQ31DPH9dJRXxccwrTmXZ1Ew+OGrkvToD915QyAvTq8Y50RESsN0dg99JsvCLlgGMAR9zi8/MZQ7DFNM1QxwwWXhwSQnPXlGJIAjky7VMT0vgylk5474/liIBIDVuIuHZm3u6+dtRcaUQkkd595h+3Crr9H0ApCeoWL2oFKcrxMaveohPkLP6kpIJ5z7ZKsLrDbNpl7hSumtuIcfMVja2mmIatZOZSinlgYXFWJ1BBm0B/JEIrV5njPJhVF0KfnDb1BhJ2VhzOEO8srOD4277OMUsr0+U4UyIV/CDW6dOql+sk8ux2UN8ZehiSnocswuS+OE1Z05NPbywlAf/eIydpkG0cTK+d81UHllRikIp1rpuv0jc/9iehz9+0c7HzSb2dJsx+wMcNliRIcVg9vDrLS08vKyUnBQNH1WbaLQ6ydapefaySo51W5mdncx+vYWbZ+fjnx6mMF+H2e7n7WN6dksG8QtRXlpZhcQrwdjr5Zrzs/niRD+1gw7+crQDvd/Lwop0Xry0it0tg9w8Ox+vM0RPry8mMjK3MhWaBfQuH0nDrJkXF6dypGtITN9L4M0t3XRZveTq1PR4/FhsQWxWKwMR0QdcWJzCH28/j/1HRJ3eDpsbVzRMqlpBgkLBvn4LM6cm8cyyCtbtEQPLdqsHXzTK9MwEZFIpoYiYAmq1jAr+/IsP/zuYFCZlyxy0BBj0iVGtXCaNvRidPW6MHnElIExWYp/EVGoZgwHxZndYxjdHHG2wMxASPzu/MJkUnZJwOMrxJjuHei2TOkqFQsrTV1fS5fRwoGuImY5Efr25jRduEIVTAsEoFQlxzM5N5ifXTefVzzr4uNlESrLyO7NJLq1K55jeyoKydAB6pF42tfdQfFxLR7cnxsp4/8Ii1Copt19UEOuMDQQibN/fT53dgXHAy1eGge8kWbh6eQnJSQpunTOqBxyNCkilEpq6HWyu7WPV0hLilHI+qjayuaM31s0rkUgYkgeotzjHRbWNXQ7+sqOTtVeWU5JzZtjaA4vFFdA9lxQhlUpIHrNCqWu387evu3jyygqKsyf2OwgC7DOa2dzRy7yS1AmfTzapyhVSGlwO1tcayExT8f1bplBZPUqhLGom9E+gX9ap5ISDAq8f7iIjWcWSynSODju7sZYWP3FSAxEIUFoUx/F6OyDB6Qrh80f46uAgXSE3j60si9WF9h63UD1o5cFhac74eAUZaUpwQpPZzRMLy8ali0bM4w1ztM76/7V33mFSlWfjvs/0srO9sY2t7NJEBMGACoiiKBG7JhrRaMSCUaOxJCaaxHxfNJ+fickv8YuxEI0FjaIgSKRKXeqybO9tdmd2Z2Znp89OOb8/zuywC4sSsQFzX9dcM3POmXPe88w5z3nf530KhxwDpKeroQtU6sO5lWZnpvJGeQcfbTLR6HLyk8WlfG9aHhqVnGWXFFNtHqC8w8bc0jRs9kHerTayv1Mq+Xmgy87yO2fw6DVlmN70Ut5hY0+bjZtn5iMAZxQksnZrD/86aCQhXsltF+bzSZ2ZbqePvCQt107P5ZdvVrG6qYePG0zMKkims8HL5NxEZhen8d3JYxibrmd8djyDgTB/+aCJpoB0z+YlacmX6SmXSeYbeyDIrKIUnr1qCrN+vzF6LWy3WzCFfGSIarI1Gro8kl7RIuBFJNugIV6toNblZF2XmRy9FoJS6vQ6mzSHdetsaaS3ens35oCfBK2Sfn8Am32QF3e2kqZQQhDGZyZQ3ya1L5Za4TgIM3oPPylRSW6ijr7+QRyuw/Uxd3Rb6Qn6iJcpKG+3HbM253C83iDJShXmoJ+JWSMn9yrt/bR5pARSQ6MIW/8gv/1XLZU+O6IMHhjFLz1Zr+JPN53Fy1tacfkCvFPVzsTqeKalJfFWeSdufyCaU+e+y0rIy9Yd5S10LA422HlkxSGa3W7WVvYwPjueW84vQKuRc8WUbIQZAhMOxkd78/deWML2AxY2tjRzzyXFaOVytrRJeVN+NKuAB8eNO65J2JQ49Yg0wtJ8QQ9tITfdFi8fNnaTGK/kzrlFPHJVGaWVhhGTsTNykjlUPBBNHAfwcZ2JD1q6KaqO48dZx3a5zExUs6A0g3/ubOcHs/NHKMt/N5j5oLmb4ojZbIjNe/pY32TiJ5eX8shVZTT83cX2FuvnFmABKR31/LJ02t0eLpyQcVSE9Dv7Onmvvuuo9MsKmcCssSnY8EsjrK0dNDpcPLO+nr9mTzuqczD0wLQPBKTymUkqHr1yPEW5cVx9Vg6rN/ewz9KPXCmwoqqTjDTpeIGgyJt72vmkqxe5WuDBBaXsrLAgkwl8d3wmTWY3l00ZE5W913c4HYLTFeTd/V181N7DlROyKEs0cNG4DLbtt7Cts49BMcyaDhMtLhd1NheGRCX0wLpuE3+4eQp/XXLY88zrDZKVqiXfoKeyzU611cELW5p5fNEEHruwjA1NvSQOqrjjL3tJNCj5+bUT2NzWxxZzH5jBaPUgDwkUJuiYXZxKTesAe1qGFHYAs8fPjKQkNh3qJdug5WBtP6XJBj5qMvHMDZNZa+whgIgAFCXG8e7BTloCbqkEISL7W/v52d8PSp0/GYTC0GSW0habPX7UETuLDoHBsAgy2FptYfaTG4mPVzAlKZ4Ol9SBdASDlKboael0s35PD582WujwSuuCAZFx8XEQccTxRXqbe5qthMJhkMV6+MfFaD18pytITZsDU2RypcHq4p29nZybm0pNywDF8XpSNWp29do4luFsqBTcLedLE2JJBhV4IRSU/pR2s5uXt7SyYFImNU1OsoZNxKWmqCnO11NZZwdG/xPDYZGGFhc1jQ60ehnL5hWxeHIWf9/cynsNXdJcwIQkrpmWw9ZyCz1m76j7Gc2Nc2NLL81uN98pSI76ZyfrVRQo9Dz9Xj0/u248d84pIhgM4x8Mo1IKvFdh5F/1XaSnqrnt3ELml6ZhCni54Tt5o/YCjweZAJ+0mthg7GXJzLE8ML8kmjPnyBzzTleQt3Z0srVzpN16KPvl5z1wvN4Q//dJCx+196BSykZUirp1TgFxemkfVc0DvLO3k2ULS1hXb+LNqg5ysnTcOaeIvy45i4+qez7zWH5/iPU7e9lv7afD5GFb59F2dkEQuP+yYhRKsA/rbARDIjb7INvbrGyLjLBunVPAgW475R22ox405VU23irv4OErS9m5z8qWtj5+ccOEEb3/Rr+Tf9V38f2zcjkrK5F5pVLWUa1GTkqy1Dt3u6X7Y0+vjVVNPZyVlUitzcmagz1UVznY1mPB5Qry2FXjKRijx6CX3IkntybQ2uOizu7k3/VmjF1ePmjuZn5uOmekJ5Bh0FBnc/FpTR/BkEiL281tr+zjpZumMzsnhZc2t3Db3ELuvbCE+/5+AG/EVXHVgW6unZzNMy/XUy0boDTNwO7efuiF4t1xlMUb0Aty3GKIKtsA/sg91LKng8ZeF+awH0VYeni293hwBgL4ZSKN/VJP+ZP2XpDDkpfLSVNKNnQR2NTaF3W79EeUty8cZpPVOsJ/f/idNnRsD2LE8R/6wlIOfbPNf9iNMwyCCPW9bpDDw2uqRrh3djml4K+hiJihAK/aPheRdD3RIkJfJqecwh/Zw9cRCIRZtamblypb6A74ODM7njllGVw7PZcHXqxgi0nysLl4aibzpqWPenNXtwxw1/J9dPi9aNRy7r6gmMnjEtjRayVeq2R/TT+/XldDhdmOIU7JuPw4XtjRQm6GZDOWyQSWzBtLu9PNJWWZo7bb7Qnx2rY2NvZIWSIXC1k83VHH3ZcVkZ6qjk5yiaLIvr5+3qzqJD9XH73RXe4g9oFBPt1nwaTwRicLYaSSHN5jPGC1s7LJSOn+OO6aW8yG8j7W1vbws2vLePjKUooPSF4lgUCYT2p62TkUMDZRxms72rltbuFR0cCfhU6nQKU57LnyWRG4CfEKZuak0O72RJUWHH/KZ51OwV0XFzG4JkRrl3tECobh+/jD3gb+caAdtU6GUiOwbF5xdOSUn6nnnszPntPp7PPwhx0NNDpcLJ1dyE/Hj16wXStX4HIEWVHVRbfZS3aalskpCaw5ZOKHF+YzsevwCOtvt04fEYsxxIYmM+83GtH9W05zv4td7TYm7D8cAxEMhhkjaDkjPQGPN8T+bjv/rpYqX+2usiGTwZUTs+g0eqlrd7BsYQkZaRrml6XzSY2Zi8syefLNaj7ttQBwZl0id48pZt0OM5+2W/jFDeN55oM6ANq73QyGwpQmGkhMULKhqpe7ylLp6vdQbXFw1eQx+IUQbTYPD79bSX6Cno/bTZisPgYcAYJhkXSlmt6AH7Pbz1v7uqiWDzAQCrLPLKVryIxTo3QKPL+rAbci4qM+rMMkC8G+dhsaBHwykSAivtDgMYOlPIi0+72jB2F9VmDWZ3GsIC7ZEV27Y2wXIPp8iCJG2ttlH71TdyKccgp/ZA/fg0Ih0DzopDky8z4lJylqUlFrI3ZItZJFk8Yw/hgFqD+uM9Hh91Kg13Gwzo5t5iBL5xWRbFBx1dQcfvOmpOzzErVcMT2LZL2apATViBt2bYWJfUY7a6tMI47T1OXkte3t3H1xMQ9cPo78Sh1+f5hDjQOUW21k7tPwyGVlyCL+/YIg8MB3x5EzRjti/x9t7mFrlwVkIqube0ZMFibrVfzovMLoPoZYelEROp0chU3G06vq8PiDrGwykrdDy30Lxo3oFT9ydRllh+Kjycte2tOKWiXngUs+P22C1xdCpZQhk4EYlNpg0B472remdYDlW9tRagRqbQ421vceVa7veMhJ0TIYEFlR3cWYTO2oprRlC0tINCixDPh542DniGpQx8PrOyQTzOyCFJZecOx0xqnJKq7/Ti61Vgf7O/v5oKGb2QUpbG+1MqFzZC3jYz3UrpqaTX2rg631kmngyPgGhUKGXTVIZe8Acyel8dOcUianxPOjP++l3eWmwe7ivOJUtnZZmNyQwI/HlkSPU5xhwNzrwzIgzT+dnZ8YLYPY4HGyssnI+H0GHlxUis8XZm+7DeOgNGI+b2JqNDagvdNNrc1JXY+bl249m4fePMiBbjszSpKYH0xnR4NkQgVIlR2WVY15gKevP4OH/1WJwx9EhQyTy8+rVe24IspeIQjkaqU05jqlnAGCUuKzY4yaR+VbmBD+WP347CTtMdZ8cb6Fp39iiBDNhz82WYsgCJyZkYQh4tM63NzhcEq+yTZ/gM3NlmPu89Y5Us75eLmSdR1m/mdNffSmTItX88N5+eSotXTYvaw62HNUjmyQ8r0/cEEJS87LJxQS2bynj999WMcr29pYfqCdt3Z3UJwdx08XlnHbdwrISpP+7NoWx4hc9HB0Dm6AtrCb1a3dFOXrozef0xXEPhCgsdPJAy9V0NQ10gNgKCioweHkr9ubSUxQcc95xSj6ZTy7pn7EMbNStNGc6rfPK2DZecWfWex7CLcnyL/+beSp92vp9wS4f2EJ980rZsmw/D7BYJht+y3871rpmCsrunm7phNDnJLHFpYd91zFcLy+ENsOWDBGMpMey5SmEmXEu1SERbjtOwXHdU5DWGx+UkIqzhqTyJOLJ0ZHYG5PcMR24bDI3pp+/mdjPa1uD51eL/NK0/j1VZN4bGHZcWUyDYZE2jrcdLg8dHg9zMhL4tkjggDhcF2B+ePScboCvF9h5JMuMw12F3NK0nhy8cRoLYMjMRiUZKVK112nxUe/R5rvSgtrOGdsMhdOyCA9QUNKggrjoI9UjXRspexwMfafXT2eqWMSqbE4ePTtSsZF8sa7vCEabU56gj6yEjT8cFY+6kgKa51cRnl7P239HpaWFZIgVzBImASlnF7v4ToFJek6mj0eAog4/UHStZHjjxD2Ee9H8uVbSb48jmjb8TqR/CeccgpfgGF++F5EUeSAuR9nJLpOiNz4Rosn6mmTGadhwcSMo/bVbfXyXytrCAbDzM5Jod0jjRJarJJtcPsBC794s4oEg5LS1KEe6OiKJdWg5tycNJ5b1UDvgI+VFUZe2NFMUpKSpd8p5Lqzpd6Uzxdi/a4+5DKBe+YUkZ2m5YWdLccsvOHxhrDY/PwocqMvmVUQvfk2lJt5YkUVKw5IHjCrq6VMncGQyAcbu3ni7Sr8YpjHrh0f+W0+984vZkAd4C/bm495zCSdijK9gZc3t2JzD+IfDOP1hUbdVqWUUe9x8MreVl7b0cbeSjsez8htPb4Qb+3p5PktTbyzt5M7FxTxyCVl/GhO4YgHW7PRya/eraGn/+jCGkfidAVZW2uiyelmXmkaPzgnn237LUcVZBkMhljfZuKtyk7idIpoTIPHE2Qw8Nl3nF6noFfws7/Hzsb6XvyDYSrq7Dy8vJKmzsMPV58vxPJP2zjU5+DsPCn19nWluby5teO4K1oFAmHW1plojXiUhY6RMiBereCO8wt59v0GXtjZgl4v59YZY1k2r4jnbjgzWtBktGPqtHIWThyDEgGTy8cvV1ZJtZF7+9nVbosW4blrQTE/uaCEH5TlkafV0WJ0RWWak6pjUdEY1IKMPV39pCepuXnaWPY22+jwSiaK7gEfGQkaZqenohZkPLFoPDdNzaOx3cn6ZjMDEZdJeSS3jF4pddYmZsYzKSNeMoHIJM+oB+aXUBYv3XtpOhWl8ZLXVUEka2uqXklGnIrJWQZKkvVRjacUBB6+aFx0xm7oXSUXmJJpQCUDveLY6lFzxGh5+LdEjYJ41bGDpgwK+Uh/+yGOOJzJ8fnX+X/KKWfSAYZF2mox9/nxdIfQCAI+USRer8TpCvL4P6tocbrJ0KkxuXyjBrQ880EtKxt68PhDZKRosAeDjE3WsSAng+c+bqDT7OG9WiPZY7T85vuTOPtQd3QSMhQSWb/LzB6zLeqK9/7BLl4/2EF2ppZrvpONBT/zCtI5UDHAS5tbuXtBEYlaJR1hF+/WdPHYwjJuO7+Q/OzDEZpGq5fXtrfxw7mFpMer2Vlp4f0D3Tx2TWk0FcJgIMz6nWb+fqCFKouD+/KLR6RAEJAKgrxd00lWpjTPsDQyaTsUmZwQr0TnlvPsmnpujUSaOl1BQiERpVJgfWMvK5slV7kcUccnTWZ+ft34o2z6gaDIvQuLyRmj5fLJWTy/tok3D3WMyAPf3OXCHwzyw5n5UQV4ZGETa/8gT7xVw7Y+C3IFPH7FhM+8BtJSVDywqITSOgPj4g288mkrzZ0uPm4zkxh/OAApXq/EEK8AGzi90ohvMBBm5YZuqhwDPHTFyBTXDmcAhUKGTitHq5FHzWtXTc3hgw3d/KO6lSqLg4JDeu5KKUKvU6DTKbhkciYHevrJjdfxg3Py+a8VtbzXaBy1aPoQoZDIgfp+3tjTQTAQ5rYFBXjXBdnaLkW9/mNb24h6AB5viA/Wd9Pgd+CMhO+r1TJ+dE4xqSlqXnq/hXfqu3jupjMwdvo4YLWz9MLDyn8wEOaTWjOBSKdlYnYCKqUMt1kysSTKFIiiSH2jk8ZWN8hFOrweOlo8TNjRFp2Tea/GiF8Mo5PLmVuUwfpaMx1eL1OzEylLN5BkUDI1I5EXNzbjF8N8XNdLmkzDv2qNTE5PABecW5zKfRcU8/zGJu6YXcDrmzs40OKg2elmXKqeBoubOSWp3DhtLJZ+P5X7neQk6kgQlNS73Fw0MYOUOHX0ehJFkfteOkCjzY1eKccdCCFXyLh3ejEvVbQyPsXAXrOd8WnxvLBkOpmJavo9AZbvaMUbCBMaFFm1x0hvaJB0vZrXb5/B8/9uYnWt1Ik6IyueueMzADHqnffcunpqzU4KUnTUGZ00mp34ENFrFDhd/mhKiHiNgpljk9jd3s9vFk/k0RWVeESR/JTR812dCKecwg8zsoefGK+kvN+KTxRJ1Cq5/MxsRESUkad3okbJ9efkHjVB5vOF6ItEoyKHxWdko1LKuKgkg6ferWVjdy83zxjLI5eUcV2kVujwqEtRFFlTY+KDZqnq0V+WTOP+RePIztRy5dQcfvt2LdtaLRQk6tjfYafa4iAtWTLV3LWgmNTkwxfrkEIIhURe2tTCy3vbUCllzMxM4f+VN7G/286kaikb444DVl7f1Y5CLVBlcTAvknf/yOIk911WQlamJnreXl9EWficLFtYzM0z8nnwHxVsMPYiKOEnF5WyfpeJza2SZ8jPrh/P+AMGrpyawx9XNUg23gOGEcrL7w+x8hMje6xW1BoF4iRGpBwe4qOaHj7p7KXIrmcwEOaaM3OYUpKIKBKdd1ApZSiU0uct9b3c7T52bViAquYBnni3iha3hwnJ8ewwW7nzvEIeKS0lR6nlsdcreXCxlP8+I0kDbaCSS9eEUiHQ4HXyxqEOqswDPH3lJD7aamaPy8aslBTq7E7GpKtZtmDciKC0WtdAVOYJPiVPrqjmmnOy2dFmwzLgxzjo470qI8mJKs4rTqXV6Y66nAZDkqugfFgwmNcX4rk1jWy3SObGnAwdVe0OvKEwGXo1Ow9a6bMf4sFF0kNJoRCoHJAm9M/OSwQ7uL1hnlhRzY8vK+af1e10eL385qNaND45n/ZaCCPy88XSw7PH5iUhUcnNY/JIMqhZMiufQFDkYNDOIGF+va6WGcWp7OyxsKq1m2k5idxxXiH9A4NU1TtomeSicEwcf1wyhdte3Ud7v4eNdWauPjMLtUrGNdNy2LC1j0a7g3V1Jiz+APnJOh5fNAGDSkF+ng63OYix38Pd5xVydmEKrxWm4POFWLPPTHO7mXOLUvnVFRNZX2Mm3qfkyXdquPG8HLbWWTjQbeeH38ln5uRkLirOID9TjyJyn5v7/IxV60nTqOnz+UnXqpmakcgOnxV3MMTsSanIVAK7O/v549oGfJ4wD10xLuqiHQyJzB+XzkPvH6Tb6eOTml7+cOOZHPpvO+1uLyql/Kg5ot9cNTn6ORgSeej1A6ys7WFuaTr1RicHTHbyk3W8dOvZIzzfilINPL2u7phBcCfCKafwZQzv4evQaOQ8fFEZD35Qgd0b4I1d7fziuxP57yWT6f27nwqTHUO9he9Nz4NhMThKpYzcDB2YrdgdAX73bi2PXjOevHQd+bk66AbCkBFQ8+qnrSO8YkCaQLvn4kL2vmRlV4fk33/f/HH86LxCFAoZd11chHqrwMaqXox+H+cUJB8zX0yP1ctrO9oZq9Zhsvr44cx8rpmWw8+WV7Hfamd2UUrUzr2pvZePO02oBYHrpubw6KLxI9q1bX8fG1t6SUfL++XdfHLIzB9vnkpeoo4dpj4+bOpBpRF4dNF4EuKVYDzsetoy6OaD5u6oZ8jSOUUYTV6qKgeQiWCQyQkGw9GbTKmU0eh38n69lD00xaBk5pgUbP2D2OyDJOmUCILA3RcXU2txsL3FSvN+Nx8c6ObO6UW0Otw8fHUZ6fFqDHEK0pLU0A2N/W7e2t3BHRFZ9g8MsrG8l46wJ5qNcvnWdvbbJf/pZpeLi3IzsNj83DG3iOc+rOfNqk7G5ui5c24R9186jjGp2miRlmBQJEOmIUWlpLJ3gBV7jaxrMNMd9NJmdWN2+6EVUhM1UVdSQRC499ISMtOlh+iLG1t4p66L6l4HNTYH915QTIpahdU/SHmjhW1+C3V2J+trzBSer2f15m52dlu544JCctJ0qFUy4vQKMtPVYIFZhSn8cG4+k1IS+Gt5Mw5XgHKbjXKbjbxMKXpapZTx4OJSMtI0XDZlDBvre3F4Arx1oJPSujiSVSo6vF4K0+OIUyn4tNfC7lZb1IPp7xtbeftQJw9eOG5ECugXlkxj6T/30e8JsK7exA3n5LF6fw/7uuycW5qKLkXLO5VdnFmTyM2GfIoz4nl/2WxW7OlEbhP4xZs1pKeo0cySYVJ4eb2yg/vml/DowjIun5RFZpJG8mSbmc/FT3+KLRDgf9c3MiEzkcQEJRqNfESJyWS9iqI5cSx7cT+rW3tIS1dRnBRHm8eDQafg6kk5/OXtZg4G7PzPjVMoSovDEwiyoaeXPp+fvERpvu2XK6v5481nRvNL3TQznzfK2+l3BnirspOiCn1UDgq5wKwJqazMOZd39nTyvXPyUChkPP+DqTy7vpEnFn/2iFMhF/jlNZMYvzchep8PeWId2XGZeIz8TF8Gp5zCD4niUbl0LpqRSd5WPXU2J6srerjnghJS4tT8dck07l6+j71GO0tf3cerS2dEhS+XCzy8uIyCbD09Vi+v7m7H+E8vz39/KssWlJCWpOHi0gz+sKqRD1skxTl3Yjo/mns4lUJmspYzxiRibDMBAhvKe1lb08PSCwuJUyhw2IMY/ZKdbmpuIgerBzg0YOemWSPL570USRNQHK+nyeHmvsJidAoFmkimT1OvD4tVynl/94IiXt/Thl8U+aTazDPXTxkhnz//u5lddisTUg20yd3QB0+truGlJWfjjVQYWl9l5o55RTy4qJTcDF3Ud3+4//oQqclqGuROwmF4Yk0NW2usPHn9RDISpZv4nkuKERSSQrxp1lh+9y8pydeWuj7+cvNZFGZJaZ3/dONZvLilhff3GzG5fLxR347R4aNofxx3zZVMVT+9vJT0VDVyhYDereBn/6xiTnEq5V02evt9fNxmjmajvP+7JVj8fna2W3lo/jjqely8tKeVkjwDD1xeSnbW4cC1VIOae+YXU9Vs56+VTZybn8qK6k6sgwHmlaZx76UlLJqaxZ+3NqIT5XzUYKIoXk+X2XtMd8+hnPdnZyeztaWPH8zO58Jx6Tz2ziHc3jAtDnfUy0YQBA5Y+nm7uhPbwCBZ6VISuEStkp9fPYGSPEN0FHnprDE0OJ38YVMjM/OTmDb2cEchGAzT3elD16/g/T1Gbr9AyngZr1MyvyidHQelkUK8Vgp2291k46BpgBV7OrlzbhF3LigiKVF5VI6kGUUpbHhwLs+va6Ch3cmc/FQKE/S0ezyAwKKJY5DJBCanxvPoa5U8sKiE4lypdvD/rq1np80KNpiwPz4ql0UTxyCEBDZs76MtIJWRVIoyStIMdHV58Q+EuPHFXTy/ZCpFaXGjei75g9L1uqPRwu+uOYNp7Ulcd3YuW3b28Z6xC0c4yFOra3juqjP51YoaamzSHMrvrj2DX75XxfZWK5sa+0ZEq9930Ths7kHGpGhGda9Nj1ePKNU5JT+Jf9w+46jtRuPIczge9+Ivm1NO4YthAXVQDooAYyM2MIVc4LdXTeLGv5Vjdvt5YUszjy0sIzVOxR0zC3hk9SEqewdYvqMtOiwb8mJZOqcIq8tPTY+D3Z393Px/u5k/OZ1lCyT3vfsXFXPoZTu1Nie1W50kDktQFR+n5KmbJnHG3kSuOSuHX79dxapmExaXn7x0PT+Ym0dBu57mThctbW4am12sN/aiVo3MQnnb3HxUKoFdVVJFrd5+P6nJap783kR6XvVSbXFy75v7efX2GYxJ0ZKboKPJ7qbfF2BtRTcLz8xCFEXsjoDUY7TDgCvAhPQ44nRKrp+Syx/XNdBjkR6QTXZ3NOjngUvGEQyG6TF7SUkexd4sitwwPo/l1W0ERJG1rSaKy+N48GJpKCwLQXZQR73fwQubmrl9QT7Wf/vZ1mxlXb2Ju7Kkm8fnCxHwi9w9q4g/fdrEg/NL6fP5uXZ6Lnuqbbyxs4N7FhazbF4JWo2cX71TzYraTqp7B6i2OrhvfjFTxycxMTmen7xUwb2XFpOdpMXfFqbD5Y1mTB3qUQ3d5PaBAAqFQJxewX+/X892i4VKk51Wr5u549KinjDJxSp+oZvA8h1t3HV+EZ1GD29UdFDZZef/bplGdupIe+vwm7ssyyCNGBP0FCcY+LClmzklafz+mins3Gul3GRlyQX5ZGZo6e7zsnxfOy3dbiz+Qf5065kjTIVwOMf+8N5hIBBmf52dFze1EBcnZ2XF4TQVS+dI+YFS4qX/XqOU0dQmlQQ8tywlOu+UnaLlJwuPjjIPBMJs3tHL7qZ+amwOCrL1PHH9RGbWmVg8JZv1W3rpdnrp7PPwUXsPY6t0PJwrFU6/5fwCBAWAEG3vubkp/OadGkTAEKfg3WojqckqClRx5GZo+WF2Ppuqemm1eHhqdQ2v3Hq0Qj3Y0E+dWZoYr7e52N1p4655xazeZuRXm6pxhIMUpup5fNEEekw+Ons90f+iKC2OP9101qixDkf+d6caJ6TwBUFIBt4G8oE24DpRFPuPsW08UAOsFEVx2Ykc97Pw+UM4RWnybW+zjV+8VcXSCwvptwwSGgpfbrWyu7qff2xtxRcIRRMpbawys3hSFnnpev7vnSZWt/fw1NWTmFqYxAu3TGfpK3vZ09XPy+VtWOx+ctN0yGwwGDF5TM1OOOoCamp1sWG7mbrmAXyR7eodTj7tseDwDKIQ5AwOinza08vVk7L5XmoOVocfo9XL1l1WGn0O7rmkmAcXlvKYvZL9dju76q3sqrTQ1e2LBIlDfb+LS/+4ldn5Kfz6ygnc+MoeRBnc9dYB/oqI0xjmw7puDPHy6EjB6IMlM8fy4a5u1nSYmJQWD24wqOScnZ8cPYcPt3Xz9Cf1TBhj4NlbJQU4GAjTO+DjuTUN7GmxEQbSdWp6PX4CgTD2gUGCIZFNu3v5oMNIZZ9kXjFolDz//bP426ZmqlsGeKirgkcWj+cf29v4e3kLM3KT6PP5MTq90eH0X+pNvN9k5MDL/UzOTOBX35/EtefkUGdx8OP5Jayp6KHb5OORK8r488dNvNdoJLVcTY9ZGj3JBGHETRwIhHl/vZEKWz8F2jgaHFL+l/h4OVgkn/QLJmQcNdx+cUMLb1Z38pP547hxdh57emxUWRy8V2Hk+9PGHlVTAMBqG+SZV+qoFgf4/fVn8NCVpUyskeIZErVKtrT3saKmE7lSQKeSc8vcfBL1Slbt7abN4+G3H9Xyyq0zqG6x80nj4aR1RyqkN9d18NyuBvqDAZbNK+axopEZWuMNSm44J4+2AQ+z81JZe6iHD5t6eLCglG6Tl9db2rj2rFzGpIzu+/3+IalQy8z8ZMaq9by9p5MfRXLy9Cg8vFXdSUmiZIcemh8Lh6V5s+GpSnYctPDLVVU0uSSPt/vml/BYXhmXT87i6ffqWdlkZEJyPI9cWsrblV08vuhoU4koivxpXROdPi9nZicwp0waKYVCIs9uamAgHCQ3Ucu7d80iWa+i2jaAXZTm4+pN0kPiVFbqn8WJ9vAfBTaIovg7QRAejXx/5Bjb/gb49ASP97mYrR48gyFQQovFQ0t/OysqOlAEBAIRh93aTie3vF6OlzCKMKhlMvyEOWR2MP9/t5Cl1xAMipiDfq75206y9BpumZpHT7sPhRyCwIe1PVAP+pAMt1x6kDQZXSz4/RYuyEplT6+douQ42oxumkJu9johBQVCGMxuP1q5jPY+NwftDjSRtq+t7EZEwCsLs3J3Nw7/ID6ZyI6WPqbqktjU3YsSaHV7uOWN3YCAjzAFBh2dA176BwOsbjBR3mIlMSCjXy7l5LjrjQoMQRlOVRj6IFOlRhOW4ZOFWXWwm0K9npKEOL53Zh6//rgG52CIpa/uZcXS77CzwsovN1YTlImYu3z8cW0D9W1OetxeJmUn8FGTCYAMvZqnFk1kS60FU62fK/ZvpzBZj80eoNI1QIpGSYZBw3enjqGjy82q8m6MgUgAToKGm2fn09fv40CjHYNMTl2nA5t7EPdAkClpCRgEBW1uD23NHsyv+tCLCnZ22cjf143HFeKD5m5a7C4mqRIp0Ovo9/hJFBWka9ScPy4Vi82PXidnb7WN9yqNbGu00BceZHxqHLUWF/1uP7s6pZws1Z0DXFyUwd82NHPZxCzKxhpQKmTcs7CY3n4/a7b38FKwhYFgkPOLU8kIq7jj/+2hcGwcj101cs5EEEQ223sxB/zc89p+Jqclcu8lxdQ3O/mw0sjtCwooHKvnYK2dtW0m4g1Kll1YwlmZSbyyv41rJmTz+FuH6LX5+XeH5Ba57MISVm/p5qDFHi2Ms6K+k/5ggIIUPTfOGEuCRoFcJvDR5h4q+u3ctaCI6n4H9QNO/rCpgaeumSxF2Ral8+yHDXzcaWLdATOvLD2b9ASN5I0kF1Cp5SiVMgry9GzttXBWbiLLt7ayz2HHGw7x5OKJ3D6vkASDkmljktjebonWUP54m4ktbX38+NJiUuOlq3zF7i6aXG5KkuIQRIHkoJLWfg/q6XJ+dm0Zpje87Gq30djvHrVn73AFeG1VG3tM0n913ri0EQ+UVI2aVreHs/OSDv8PYTCgxEaAssyj05+fTpyowl8MzI18Xg5sZhSFLwjCNCAD+BiYfoLH/EyM3YOEhzToUEFiRPzKw37LvmERDkEZkXg9CVEORp8vGgQhysDo9fHbbQ0ja1hGfGbdwuHfOgnh9IVY0dQNMmh1eUYUOraGg9HfeUNhDlocoIAhb1uPTGTIj7834I9uW2t1UdvnGuGnK5Vyk7ZtHfCMWNcXDIyMRpGBU3G4nabBw8EsNl8Am88OwFOf1CCLPLz6vINc9setDIbCBCP7HqvXsXpvD9ZIxieXMUiuTkunx9nHFzgAAApvSURBVIvZ7ee3q+rI1es4YLLjUgZp83jIUkl/htUXwOoLsPZQDxvK+6LKPl+vY0eFhV6bj1BIpCUoDb0/qjfR87KPsX49G2xmnGLEzVCQsbuzH0VYABlsqesjWaFEG5axz2inVXBhE4O0VnqQhyEkg6fX1LEwbQzlfVZ2tdqwyw4XA+l3BUiQKWiyu3ERQh6Gip4B7n33AAOBICvLu5lVnMLj100gJ1VHdqaWDd290Uvgu2WZ/HV1Ky242VdtpzgvbkTPsdPixRmQ2m7y+Ghp7sa1MojZ76PK4iAvW8dd84ppH+9mfCSB3Z5qG++WdzErLYXnNzZTP+Dk9nMKuEw5htoWB30DPnZ0WllR20lmhoalc4p49ntT+O2aWp5YPJG9FTbe3NuBwaBAjsCaNhOpySq+f04enxw0sbPdxroqE3fPKyYUErn30mJsawbZ3WnjvQojt59byOrNPXza1YeIyEOLSrl/4Tiy07TML87go72SK2K9SSpROLy3PH3c4ZHhrh7J9dfhDqBVySlLjCc+UcE9c4oYDIR5cUcrL+5qpcvvJT5RwU8WlB5V4vNIPJ4Q7zcbGQgF0chkNHU4R8yj5Gfq2WPtp93miS7XaOUYNHLwSeas05kTPfsMURR7Ip9NSEp9BIIgyIBngYc+b2eCINwhCMJeQRD29vX1faEGLZib9vlndTwRbEdUtT/mPkdbPnzZKA+JKP/J4/Y/KbT8OdsohFG+A17CeJFqgQJ4REnZx2sU3HFeIXMnpEWVPYDVG2DBlEzuPLeQKRnxtHk8bO2zoIhYBXIStZw34XB92Ok5idw0ayxehaQA85J1XHhGBpWeAd6rM5KXo6c0+bB72n6jnd2DVhzhIAkaSVh+MYxeIScoE0lQK+j2+6hyO6OJuPyKww/2UOQcz8hNpEfh4+N28whln5+iIyVBzUA4SHqymvOKUylIkVy1BgJB8pK0mEI+3qs3RoPQ7r9sHD+YnocC6TL6fztaUCXLovs7UlFtbO7FQwidXI4nGGZOSRqZaZqo++b1kfQFY9P1/Piikmg5w4/ae1jb0UP9gJM5JWncfVExxblxrGs38+Ghbh69pmxEbEVpVjz/uH0mRWlxVDsc7LBaWddmprBAP6Ik4vM3TuXHc4qjaRPkcoGJBQm8cMu0aFSzQi7QEfbwcbuJde1mPqo5HD1eOEbPM9dNYU5JGk8NczscjfsXjePRhWUkJ6t4r9HI6vZu/rGvnXidkrvmS7Eh50+Uro+hAPjRosiHk5mu4fklZ5KToMUXDrO22TwiQPCh75Zyzthk9nXZo8vzsnVMmyQ9iLSqU27a8j9C+LwUnIIgrAdGy/j1c2C5KIqJw7btF0VxRCJvQRCWATpRFJ8RBOEWYPrx2PCnT58u7t279/PPYBRWVRi5/+0KQiLo1TL0KiWCKGJ2DZKolXPJxEze2mskO0GDRinQbvNJ9ka9Er1STpfdh1ohkGZQYxrwI5eJxKmVaJUyjAN+VHKBFL2aHoeP7EQt3sEgbn8QBJGCVAMpOhU7WqwYNHJS9Gp6nX7S49WYHT5c/jAZBiWeQJiSND2VRidnZBuo73UTCoal8nOpepJ1Kna2WDk7P4nmXjeeQIixyToyEzRsa7IQp5aTGqem1+XH4QmSl6wjFBbpsnuZmhuP0e5nMBjG6Q0gl4FcLiNOreCSSZlcUJbBk6uqKcs0UNvj5FeXT2RHs5WDXXam5CRwyaQx/G5tLb5ACK1Kzn9ddQZFaXHY3IPRQBRE0KpkUR//oXUgMGdcGn/a2MjjiyaQpFNFlw/VbW3uc/HU6ppR1wMs39GGdzCIVqWI7uveC0rY0tAHiMwZlz5sWW+kPSJalYKpuYk8uaqaGflJJOrUaFXyYfs9uu39nsFoW4rS4mjuc/HEB9VMGGPg+hl5fFjRzVAwzXAltL+9n5++e5DfXzOFBJ1yxD6GY3MP8s7eTi6ckMH6GvPnuuQd6zdDMv6s3w3//fIdbaO2+3j5MvYxfF+jnc/wdccbcXw87Rttn1/0OCcjgiDsE0VxVEvK5yr8z9lxPTBXFMUeQRDGAJtFUSw9Ypt/AuchdYjiABXwF1EUH/2sfZ+Iwo8RI0aM05XPUvgnOr75EFgC/C7y/sGRG4iieOOwhtyC1MP/TGUfI0aMGDG+fE7Uhv874CJBEBqBCyPfEQRhuiAIfz/RxsWIESNGjC+PEzLpfJXETDoxYsSI8Z/zWSad09tHKUaMGDFOI2IKP0aMGDFOE2IKP0aMGDFOE2IKP0aMGDFOE761k7aCIPQB7Sewi1Tg2IVqTz9i8jiamExGEpPH0ZyMMhkrimLaaCu+tQr/RBEEYe+xZqpPR2LyOJqYTEYSk8fRnGoyiZl0YsSIEeM0IabwY8SIEeM04VRW+H/7phvwLSMmj6OJyWQkMXkczSklk1PWhh8jRowYMUZyKvfwY8SIESPGMGIKP0aMGDFOE046hS8IwiWCINQLgtAUqaN75Hq1IAhvR9aXC4KQP2zdY5Hl9YIgXPy1Nvwr5IvKRBCEFEEQNgmC4BIE4c9fe8O/Ik5AHhcJgrBPEIRDkfcLvvbGf0WcgExmCIJQEXkdFAThyq+98V8BJ6JHIuvzIvfN51by+1YhiuJJ80IqGNgMFCIVUjkITDhim7uBFyKfbwDejnyeENleDRRE9iP/ps/pG5aJHjgXuBP48zd9Lt8CeUwFsiKfJwHGb/p8vgUy0QGKyOcxQO/Q95P1dSLyGLb+XeAd4KFv+nz+k9fJ1sOfATSJotgiiuIg8BZSIfXhLEYqqA7SnzJfEAQhsvwtURT9oii2Ak2R/Z3sfGGZiKLoFkVxG4frqJ8KnIg8Doii2B1ZXg1oBUFQfy2t/mo5EZl4RDFSQR40wKng5XEiegRBEK4AWpGukZOKk03hZwOdw753RZaNuk3kQh0AUo7ztycjJyKTU5EvSx5XA/tFUfR/Re38OjkhmQiCMFMQhGrgEHDnsAfAycoXlocgCHHAI8CvvoZ2fumcbAo/RoyvHEEQJgJPA0u/6bZ8GxBFsVwUxYnA2cBjgiBovuk2fYM8CTwniqLrm27IF+FkU/hGIHfY95zIslG3EQRBASQA1uP87cnIicjkVOSE5CEIQg7wPnCzKIrNX3lrvx6+lGtEFMVawIU0v3EycyLymAk8IwhCG3A/8DNBEJZ9xe390jjZFP4eoEQQhAJBEFRIkykfHrHNUGF1gGuAjaI0y/IhcENk9r0AKAF2f03t/io5EZmcinxheQiCkAh8BDwqiuL2r6vBXwMnIpOCiMJDEISxQBnQ9vU0+yvjC8tDFMXzRFHMF0UxH/gD8F+iKJ48Hm7f9Kzxf/oCLgUakGbZfx5Z9mvg8shnDdLseROSQi8c9tufR35XDyz8ps/lWyKTNsCG1HPr4ghvhZPx9UXlATwOuIGKYa/0b/p8vmGZ/ABpcrIC2A9c8U2fyzcpjyP28SQnmZdOLLVCjBgxYpwmnGwmnRgxYsSI8QWJKfwYMWLEOE2IKfwYMWLEOE2IKfwYMWLEOE2IKfwYMWLEOE2IKfwYMWLEOE2IKfwYMWLEOE34/3q4+QF5Unv3AAAAAElFTkSuQmCC", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "user_const_stg_instance.plot_constraint_on_data(plot_type='contour_map') \n", - "user_const_stg_instance.plot_selected_sensors(sensors = top_sensors_user_stg, all_sensors=all_sensors)\n", - "user_const_stg_instance.annotate_sensors(sensors = top_sensors_user_stg, all_sensors = all_sensors)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "venv", - "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": "3.12.3" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/spatial_constrained_qr.ipynb b/examples/spatial_constrained_qr.ipynb new file mode 100644 index 0000000..a88841f --- /dev/null +++ b/examples/spatial_constrained_qr.ipynb @@ -0,0 +1,2339 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# General QR Optimizer for Spatial Constraints\n", + "\n", + "This notebook explores the `PySensors` General QR `GQR` optimizer for spatially-constrained sparse sensor placement (for reconstruction).\n", + "\n", + "Suppose we are interested in reconstructing a field based on a limited set of measurements due to constrained locations. Examples:\n", + "\n", + "- Nuclear applications (estimating the temperature at different points inside a nuclear fuel rod where certain areas allow only a limited number of thermocouples)\n", + "- Fluid flows (approximating the temperature distribution of heat diffusion through a plate where no sensors are allowed near the heater )\n", + "- Sea-surface temperature (determining the locations of the rest of the sensors when two locations are predetermined to predict the temperature at any point on the ocean.)\n", + "\n", + "In other notebooks we have shown how one can use the `SSPOR` class to pick optimal locations in which to place sensors to accomplish this task. But so far we have treated all sensor locations as being equally viable (`QR` optimizer). The cost-constrained QR (`CCQR` optimizer) determines the optimal placement of sensors based on the cost of placing a sensor in a certain location. What happens when some sensor locations allow only a limited number of sensors to be placed, predetermined locations are present or restricted areas exist within the physical attribute. \n", + "\n", + "The General QR algorithm was devised specifically to solve such problems. The `PySensors` object implementing this method is named `GQR` and in this notebook we'll demonstrate its use on a toy problem.\n", + "\n", + "See the following reference for more information ([link](https://arxiv.org/abs/2306.13637))\n", + "\n", + "\n", + " Niharika Karnik, Mohammad G. Abdo, Carlos E. Estrada Perez, Jun Soo Yoo, Joshua J. Cogliati, Richard S. Skifton, Pattrick Calderoni, Steven L. Brunton, and Krithika Manohar. Optimal Sensor Placement with Adaptive Constraints for Nuclear Digital Twins. 2023. arXiv: 2306 . 13637 [math.OC]." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from time import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from sklearn import datasets\n", + "\n", + "import pandas as pd\n", + "import pysensors as ps\n", + "\n", + "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "from matplotlib.patches import Circle" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup \n", + "\n", + "We'll consider the Olivetti faces dataset from AT&T. Our goal will be to reconstruct images of faces from limited number of sensors placed in certain constrained regions and predetermined locations. \n", + "\n", + "Loading and preprocessing the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of samples: 400\n", + "Number of features (sensors): 4096\n" + ] + } + ], + "source": [ + "faces = datasets.fetch_olivetti_faces(shuffle=True, random_state=99)\n", + "X = faces.data\n", + "\n", + "n_samples, n_features = X.shape\n", + "print('Number of samples:', n_samples)\n", + "print('Number of features (sensors):', n_features)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Global centering\n", + "X = X - X.mean(axis=0)\n", + "\n", + "# Local centering\n", + "X -= X.mean(axis=1).reshape(n_samples, -1)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# From https://scikit-learn.org/stable/auto_examples/decomposition/plot_faces_decomposition.html\n", + "n_row, n_col = 2, 3\n", + "n_components = n_row * n_col\n", + "image_shape = (64, 64)\n", + "\n", + "# Plot first few centered faces:\n", + "def plot_gallery(title, images, n_col=n_col, n_row=n_row, cmap=plt.cm.gray):\n", + " '''Function for plotting faces'''\n", + " plt.figure(figsize=(5. * n_col, 5.5 * n_row))#2. * n_col, 2.26 * n_row\n", + " plt.suptitle(title, size=16)\n", + " for i, comp in enumerate(images):\n", + " plt.subplot(n_row, n_col, i + 1)\n", + " vmax = max(comp.max(), -comp.min())\n", + " plt.imshow(comp.reshape(image_shape), cmap=cmap,\n", + " interpolation='nearest',\n", + " vmin=-vmax, vmax=vmax)\n", + " plt.xticks(())\n", + " plt.yticks(())\n", + " plt.subplots_adjust(0.01, 0.05, 0.99, 0.93, 0.04, 0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_gallery(\"First few centered faces\", X[:n_components])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll learn the sensors using the first 300 faces and use the rest for testing reconstruction error." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test = X[:300], X[300:]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Unconstrained optimization of sensor placement:\n", + "\n", + "Consider the case where we treat all sensor locations as being equally viable." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [2204 4038 3965 320 253 594 3618 878 2331 3999 429 2772 2878 3469\n", + " 1243]\n" + ] + } + ], + "source": [ + "n_sensors = 15\n", + "n_modes = 15\n", + "\n", + "# Define the QR optimizer\n", + "optimizer_unconstrained = ps.optimizers.QR()\n", + "basis_unconstrained = ps.basis.SVD(n_basis_modes=n_sensors)\n", + "\n", + "# Initialize and fit the model\n", + "model_unconstrained = ps.SSPOR(basis=basis_unconstrained,optimizer=optimizer_unconstrained, n_sensors=n_sensors)\n", + "model_unconstrained.fit(X_train)\n", + "\n", + "all_sensors = model_unconstrained.get_all_sensors()\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors = model_unconstrained.get_selected_sensors() \n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopUnc = np.mod(top_sensors,np.sqrt(n_features)) \n", + "yTopUnc = np.floor(top_sensors/np.sqrt(n_features)) \n", + "xAllUnc = np.mod(all_sensors,np.sqrt(n_features))\n", + "yAllUnc = np.floor(all_sensors/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above cell shows sensor locations in terms of the column numbers chosen as sensors. \n", + "\n", + "These locations can be converted into the x and y position of a pixel on the image grid shown by xTopUnc and yTopUnc. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDSensorXsensorY
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" + ], + "text/plain": [ + " Sensor ID SensorX sensorY\n", + "0 2204 28 34\n", + "1 4038 6 63\n", + "2 3965 61 61\n", + "3 320 0 5\n", + "4 253 61 3\n", + "5 594 18 9\n", + "6 3618 34 56\n", + "7 878 46 13\n", + "8 2331 27 36\n", + "9 3999 31 62\n", + "10 429 45 6\n", + "11 2772 20 43\n", + "12 2878 62 44\n", + "13 3469 13 54\n", + "14 1243 27 19" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Sensor ID corresponds to the column number chosen\n", + "columns = ['Sensor ID','SensorX','sensorY'] \n", + "unconstrainedSensors_df = pd.DataFrame(data = np.vstack([top_sensors,xTopUnc,yTopUnc]).T,columns=columns,dtype=int)\n", + "unconstrainedSensors_df.head(n_sensors)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now if we want to place just two sensors in the constrained region defined as $20 \\leq x \\leq 40$ and $10 \\leq y \\leq 40$. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define our constrained region: \n", + "xmin = 20\n", + "xmax = 40\n", + "ymin = 10\n", + "ymax = 40\n", + "\n", + "# Plot the constrained region and the unconstrained sensors where 1 is the first sensor chosen.\n", + "image = X[4,:].reshape(1,-1)\n", + "\n", + "plot_gallery('unconstrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", + "plt.plot([xmin,xmin],[ymin,ymax],'-.r')\n", + "plt.plot([xmin,xmax],[ymax,ymax],'-.r')\n", + "plt.plot([xmax,xmax],[ymin,ymax],'-.r')\n", + "plt.plot([xmin,xmax],[ymin,ymin],'-.r')\n", + "plt.plot(xTopUnc, yTopUnc,'*r')\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.xticks(np.arange(0,64,5),rotation=90)\n", + "plt.yticks(np.arange(0,64,5),rotation=90)\n", + "for ind,i in enumerate(range(len(xTopUnc))):\n", + " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Find the constrained sensor indices through the utils function\n", + "sensors_constrained = ps.utils._constraints.get_constrained_sensors_indices(xmin,xmax,ymin,ymax,image_shape[0],image_shape[1],all_sensors) #Constrained column indices " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are three sensors placed by QR which lie within the constrained region, however only (n_const_sensors = 2) are allowed in that region. \n", + "\n", + "Two strategies have been developed to deal with this case: \n", + "\n", + "- exact_n : Number of sensors in the constrained region should be exactly equal to s. \n", + "- max_n : Number of sensors in the constrained region should be less than or equal to s. " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The exact_n case: " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sensors = 2\n", + "\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_exact = ps.optimizers.GQR()\n", + "opt_exact_kws={'idx_constrained':sensors_constrained,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sensors,\n", + " 'all_sensors':all_sensors,\n", + " 'constraint_option':\"exact_n\"}\n", + "basis_exact = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [2204 4038 3965 320 253 594 3618 878 2331 3999 429 2772 2878 3469\n", + " 211]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_exact = ps.SSPOR(basis = basis_exact, optimizer = optimizer_exact, n_sensors = n_sensors)\n", + "model_exact.fit(X_train,**opt_exact_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_exact = model_exact.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopConst = np.mod(top_sensors_exact,np.sqrt(n_features))\n", + "yTopConst = np.floor(top_sensors_exact/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_exact))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the unconstrained and constrained (GQR exact_n) sensor locations on the grid " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img = np.zeros(n_features)\n", + "img[top_sensors] = 16\n", + "plt.figure(figsize=(5,5))\n", + "plt.plot(xTopConst,yTopConst,'*r')\n", + "plt.plot([xmin,xmin],[ymin,ymax],'r')\n", + "plt.plot([xmin,xmax],[ymax,ymax],'r')\n", + "plt.plot([xmax,xmax],[ymin,ymax],'r')\n", + "plt.plot([xmin,xmax],[ymin,ymin],'r')\n", + "plt.ylim([64,0])\n", + "plt.title('n_sensors = {}, n_const_sensors = {}'.format(n_sensors,n_const_sensors))\n", + "for ind,i in enumerate(range(len(xTopConst))):\n", + " plt.annotate(f\"{str(ind)}\",(xTopConst[i],yTopConst[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + "plt.grid()\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(5,5))\n", + "plt.plot(xTopUnc, yTopUnc,'*r')\n", + "plt.plot([xmin,xmin],[ymin,ymax],'r')\n", + "plt.plot([xmin,xmax],[ymax,ymax],'r')\n", + "plt.plot([xmax,xmax],[ymin,ymax],'r')\n", + "plt.plot([xmin,xmax],[ymin,ymin],'r')\n", + "plt.title('Unconstrained')\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.ylim([64,0])\n", + "for ind,i in enumerate(range(len(xTopUnc))):\n", + " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare unconstrained vs. constrained (exact_n) sensor indices and pixel coordinates " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Sensor ID UncX UncY Sensor ID XConst YConst\n", + "0 2204 28 34 2204 28 34\n", + "1 4038 6 63 4038 6 63\n", + "2 3965 61 61 3965 61 61\n", + "3 320 0 5 320 0 5\n", + "4 253 61 3 253 61 3\n", + "5 594 18 9 594 18 9\n", + "6 3618 34 56 3618 34 56\n", + "7 878 46 13 878 46 13\n", + "8 2331 27 36 2331 27 36\n", + "9 3999 31 62 3999 31 62\n", + "10 429 45 6 429 45 6\n", + "11 2772 20 43 2772 20 43\n", + "12 2878 62 44 2878 62 44\n", + "13 3469 13 54 3469 13 54\n", + "14 1243 27 19 211 27 19" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yConstrained = np.floor(top_sensors/np.sqrt(n_features))\n", + "xConstrained = np.mod(top_sensors,np.sqrt(n_features))\n", + "\n", + "columns = ['Sensor ID','UncX','UncY','Sensor ID','XConst','YConst']\n", + "ConstrainedSensors_df = pd.DataFrame(data = np.vstack([top_sensors,xTopUnc,yTopUnc,top_sensors_exact,xConstrained,yConstrained]).T,columns=columns,dtype=int)\n", + "ConstrainedSensors_df.head(n_sensors)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot sensor locations (pixels) on the image for unconstrained vs. constrained (exact_n)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_gallery('unconstrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", + "yUnconstrained = np.floor(top_sensors/np.sqrt(n_features))\n", + "xUnconstrained = np.mod(top_sensors,np.sqrt(n_features))\n", + "plt.plot([xmin,xmin],[ymin,ymax],'-.r')\n", + "plt.plot([xmin,xmax],[ymax,ymax],'-.r')\n", + "plt.plot([xmax,xmax],[ymin,ymax],'-.r')\n", + "plt.plot([xmin,xmax],[ymin,ymin],'-.r')\n", + "plt.plot(xTopUnc, yTopUnc,'*r')\n", + "for i in (range(len(xTopUnc))):\n", + " plt.annotate(f\"{str(i)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + "\n", + "\n", + "plot_gallery('Constrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", + "plt.plot([xmin,xmin],[ymin,ymax],'-r')\n", + "plt.plot([xmin,xmax],[ymax,ymax],'-r')\n", + "plt.plot([xmax,xmax],[ymin,ymax],'-r')\n", + "plt.plot([xmin,xmax],[ymin,ymin],'-r')\n", + "plt.plot(xTopConst, yTopConst,'*r')\n", + "for i in (range(len(xTopConst))):\n", + " plt.annotate(f\"{str(i)}\",(xTopConst[i],yTopConst[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Reconstruct image from test set using sensors placed via constrained (exact_n) optimizer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_faces = 3\n", + "n_rows = n_faces + 1\n", + "n_cases = 1\n", + "fig, axs = plt.subplots(n_rows, 2, figsize=(12, 3 * n_rows))\n", + "\n", + "for k in range(n_cases): \n", + " # Get average reconstruction error across test set\n", + " test_error = model_exact.reconstruction_error(X_test, sensor_range=[n_sensors])\n", + " \n", + " # Plot sensor locations\n", + "\n", + " axs[0, k].plot()\n", + " axs[0, k].set(title=f\"constrained (MSE: {test_error[0]:.2f})\")\n", + " axs[0, k].plot(xTopConst,yTopConst,'*r')\n", + " axs[0, k].plot([xmin,xmin],[ymin,ymax],'r')\n", + " axs[0, k].plot([xmin,xmax],[ymax,ymax],'r')\n", + " axs[0, k].plot([xmax,xmax],[ymin,ymax],'r')\n", + " axs[0, k].plot([xmin,xmax],[ymin,ymin],'r')\n", + "\n", + " # Plot reconstructed faces\n", + " for j in range(n_faces):\n", + " idx = 10 * j\n", + " img = model_exact.predict(X_test[idx, top_sensors_exact], method='unregularized')\n", + " vmax = max(img.max(), img.min())\n", + " axs[j + 1, k].imshow(\n", + " img.reshape(image_shape),\n", + " cmap=plt.cm.binary,\n", + " vmin=-vmax,\n", + " vmax=vmax\n", + " )\n", + " yConstrained = np.floor(top_sensors_exact/np.sqrt(n_features))\n", + " xConstrained = np.mod(top_sensors_exact,np.sqrt(n_features))\n", + " axs[j + 1, k].plot([xmin,xmin],[ymin,ymax],'-.m')\n", + " axs[j + 1, k].plot([xmin,xmax],[ymax,ymax],'-.m')\n", + " axs[j + 1, k].plot([xmax,xmax],[ymin,ymax],'-.m')\n", + " axs[j + 1, k].plot([xmin,xmax],[ymin,ymin],'-.m')\n", + " axs[j + 1, k].plot(xConstrained, yConstrained,'*r')\n", + "\n", + " error = model_exact.reconstruction_error(X_test[idx], sensor_range=[n_sensors])[0]\n", + " axs[j + 1, k].set(title=f\"MSE: {error:.2f}\")\n", + " \n", + " # Plot target image\n", + " true_img = X_test[idx]\n", + " vmax = max(true_img.max(), true_img.min())\n", + " axs[j + 1, k + 1].imshow(\n", + " true_img.reshape(image_shape),\n", + " cmap=plt.cm.binary,\n", + " vmin=-vmax,\n", + " vmax=vmax\n", + " )\n", + " axs[j + 1, k + 1].set(title=\"Original image\")\n", + " \n", + "\n", + "[ax.set(xticks=[], yticks=[]) for ax in axs.flatten()]\n", + "fig.tight_layout()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compare reconstruction errors on test set for unconstrained vs. constrained exact_n sensor placement:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The reconstruction error for the unconstrained case is [0.12301832]\n", + "The reconstruction error for the constrained exact_n case is [0.11298989]\n" + ] + } + ], + "source": [ + "test_error_unconstrained = model_unconstrained.reconstruction_error(X_test, sensor_range=[n_sensors])\n", + "test_error_exact = model_exact.reconstruction_error(X_test, sensor_range=[n_sensors])\n", + "print(\"The reconstruction error for the unconstrained case is {}\".format(test_error_unconstrained))\n", + "print(\"The reconstruction error for the constrained exact_n case is {}\".format(test_error_exact))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Observations: \n", + "- Since unconstrained optimization places 3 sensors in the constrained region, the constrained optimization with n_const_sensors = 2 removes one sensor (ID 14) from the region and places it outside. \n", + "\n", + "- The drop in reconstruction error between the unconstrained and constrained optimization is $\\mathcal{O} \\approx 10^{-2}$. \n", + "\n", + "However, now if we want to place exactly 4 sensors in the constrained region, constrained exact_n will force the last sensor (ID 13) to be placed in the constrained region as shown below: \n", + "- Note: As the 14th sensor already lies in the constrained region, the optimizer selects the second last sensor to lie in the constrained region. " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of constrained sensors allowed (s)\n", + "n_const_sensors_exact = 4\n", + "\n", + "# Define the GQR optimizer for the exact_n sensor placement strategy\n", + "optimizer_exact1 = ps.optimizers.GQR()\n", + "opt_exact_kws1={'idx_constrained':sensors_constrained,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sensors_exact,\n", + " 'all_sensors':all_sensors,\n", + " 'constraint_option':\"exact_n\"}\n", + "basis_exact1 = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [2204 4038 3965 320 253 594 3618 2331 878 3999 429 2772 2878 1370\n", + " 1315]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_exact1 = ps.SSPOR(basis = basis_exact1, optimizer = optimizer_exact1, n_sensors = n_sensors)\n", + "model_exact1.fit(X_train,**opt_exact_kws1)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_exact1 = model_exact1.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopConst1 = np.mod(top_sensors_exact1,np.sqrt(n_features))\n", + "yTopConst1 = np.floor(top_sensors_exact1/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_exact1))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the sensor locations (pixels) on image for unconstrained and constrained exact_n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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bV1qK3Zddhr2XXYYL169HfEmJGK+tS6fFffiO4xwwxjwE4AVjzCWxsbE4dOgQxo4d29KnUhSllfF4PFi7di1uvPHGs17alNZj1T33NPz8ya231v9QWNgix26thVdPAPgKgJ9HRUXh1KlTOuC3AA+88w4G5efD7X1LLYqLw4/nzw9xVEpnJj4+HsOGDcP27dsxbdq0UIejNJMWH/CNMb8BYAD8EMBHxhjk5OS09GnClpenTsUnw4cDkL/WKkpLMnbsWCxbtgyjR4+mUx5Kx6E13DSPAUgE8BGA98vLy3FSc2krSoclNjYWo0aNwtatW0MditJMWmMOPwfAt4wxfwDwf263GwcOHDhLBJMW5DIR1EaYlI7LBNq9e/fSukwEkdIdMNg1SMIKE0El8S0mJgYVFRWY/+mn+Mqnn+JYXBz+mJqKrUS9ZzFI4llpaWlAmdSOjYU7H6mpqQFlfRttoNEYJkgz8Q7g4reUwsAmRz0TLG1SAtgs8w/2XE2dj8HEvtzcXFq3qKgooIz1Z8ks4OsfHo8HWVlZ+PDDDxEfH4/y8nLEx8efM5WIlCKDif2SucEmdQVrR9bHpLjYuaTp6J5kn18bQVtqO/as2vSxpmg1v7zjOF86jnNdamoq+vfvj9iiIlz58MOIJblqlOD4y8CBuHnCBNwwaRLeTkvDH44cQT9hgwlFaUlcLheSk5MbMjlmZ2db5ZhS2getvkCqS5cuePjhhzHi9deRsn8/Rixf3tqn7LTs6doVlZGRqHW5sDI1FTsSEjCtpCTUYSlhgNvtRmJiIqqrq1FeXg5jTIvYZJW2pdXTI/c4cgRfu+WWht+Hrl6NoatXwx0VhTdfeaW1T9/p0Wx1SmvjOA4yMzPRo0cPJCcnIzc3Vwf8Dkqrv+Gf6d8fWZdeijpvet+66Ggcu+wyvPfEE6196k5Fl7o6TC4qQrTHgwjHwVV5eRhfXo4NLbQCT1EkjDHIyMhARUUFzpw5g7q6Ong8Hh3wOyCt/obvREaiNi4OEbW1cEdFIaK2FrVxcaju0aO1T92piHQcfOvYMQyoqIDbGByLi8MPMzJwTBC6FKUliYqKQnp6Ok6fPo2CggJ4PB6rVcdK+6BNdryKLS5G5lVXIXPmTAz+8EPEFBUFvZxd2vWelUsi0u7duwPK9u/fT+uyTiwt+e7Xr19AWQmZUz99+jT9PNvURKIgIgJzkpPPLnS7ASKCM+dNS2wkw+oyx4fkNGIOCLbhDMDbUWov5riQXA02m+wEi3QuVm6zQYbNJj3StngnTpwIKGP9Q3LD+T9TLpcL3bp1Q3FxMTynT+Op7Gz8W7duyI+IoG0rXS/rC5Ibhx1DcvSwe2mT7oRdg7Qh0KRJk2g5g91LabMWVldyFdluQdImA/7GBx5o+HnbokX6VVBROjDR0dFISUnBwyUlmFJbix+Vl+NBi5xKSujQPW0VRbEiKy8Pjd+P766qwt1VVagC0DcpKVRhKUGgeesVRbFiUs+eWB4TA99kXgWAf8TEYJyQZVVpP+iAryiKFXkRESg1BjEAqgDEACg1BnnCfL3SfmiTKR1/YUESV21EWybwSDnuMzMzA8qkpegsBkk8Y4IlE2IkQY1pGZJwxY7rn+e7trYWLpeLCk/SNTDxykYIYueSRNu0tLSAMpZeAuDCIstrDgBdiTVV0omYAGizt0KwxwR4O0p9n5VLdW32Owg2XYkk1LP+kZCQgL6VlVgWF4d/JCXhq4WF6FdXh4EDBwbUZeI7wJ9Vqe+zcpt8+MGaDSR27txJy1m6aNYGAO+PNrnzpb5vi87hdyLcbjcqKioQExNjrd4rig0/bJRXaXGfPgDq3/SV9o1+B+tE+AZ66c1BUZTwRgf8ToQxBl26dEFtba1V9kVFUcIDHfA7GS6XCzExMaiurtb1DoqinIUO+J2QyMhIuFwuTV+rKMpZtIlo6+9ikBwBzC0h1WXpDo4dO0brMqeAtCkJm/+WnCTMPcDilZZxs40ZJMcHc6Kw1A5AvRumpqYGH3zwAcaPH4/U1FTs378fY8aMCXAWsKX3ktuJfWNo7uYjNukSbFwNNsv0GTait3RMNq0mOYJYuoRCYeNq1o5SH2WbdCSRxVG9evWin2d9bMCAAbQu66N79uyhdb/88suAMuk5Ye0otU2wLizJ9cKOKzl62CZKUr9jDjUbpPQONpvDAPqG32mJjo7G+PHj8fnnn6OmpgbFxcXirkaKooQHasvspHg8HvTq1Qu9e/fGzp07GxJeKYrEEr/NiaLdbmwcOxZvzpwZooiUlkYH/E7K9u3bUV5ejgsvvBDbtm1DbGysuAhGUQDgrhtvbPg5prYWT739NnYNGxbCiJSWRqd0Oinjxo1D//798dlnnyE+Ph5HjhyhG1orCmPKiRMojonBYWFDeqVj0upv+MaYoAUwJkZJfvKTJ08GlEliIxMAx40bR+uOHj06qDIAGDRoUEAZy7N/4MAB+nkmNkrCZF/y4GVkZNC6/fv3b/i5srISf//737F06VIUFRVh4cKFZ9VlotrRo0fpcdlydiZ+S3m+mShnk2pAahub/OFMwGPCl/R5W5EsmPMDPF2C1I4zZswIKLvwwgtp3U2bNgWUbdmyJaDMXzyftWEDto0ciS5EiJUETybmSgLvyJEjA8ps7u+pU6doXdZvbIRYJjxLcTHjiFSXjWM2+yhIfYGld2gKfcPv5MTFxWHhwoV47bXXsGDBAkQVFGD0ffchStiURVF6lJRgSHY2PhP+iCgdFx3ww4TU1FTce++96P/88+i2axf6L1kS6pCUdsqkfftwuHdvFHbvHupQlBZGRdsw4ZKZM+Fq9HW3z5tvos+bb+LiqCg8++c/hzAypb0xad8+fDBhQqjDUFoBfcMPE7a89hryZs2C27vYyx0Tg7yrrsIrixeHODKlPTEwJwfdy8qwY+jQUIeitAI64IcJtcnJcCckwFVTA3d0NFw1NahLSEClfm1XGjF5717sGjwY1cIKaKVj0yYuHX+F2Sa1guTiYKtGJUcPW0p+8cUX07rMecOWpwPctZLeKE+4D2nZOlP0pWtgbSYp98yBUFdXB1d+Po5fdx1OzJmDfu++i5i8PPTo0SOgruREYRubsJQAzL0A8HsppVZgaSekdBjsuFKqAea+Yf1Oiost3ZecGey4kjuErZGQNv/55JNPAspYqgKA91HWH33ulE/vugsA4OvFrI9JDqbs7Oyg63Yjm57bpM6QYA4X9vyyTZEA3selfsfaRnLesGdKWgiZSLaKlNpRGpskdA4/jNj50EMNP+/77nfrf9DVt4oSNuiArzTJnN/8puFnN3nTqqurw8ELLsCmSy8FACx87jlsvvBCbB01CvEVFbjz7bcb6jrk88blwuejRp1V/+OJE3F45Egknz6N+StWNNT1COmet195JTJHjEBSfj5mv/46Pr7mGlQmJSE1MxOT3njj7PORz386fz5yBw9Gr8xMTHnrLay77TZUpqej/44dGLVq1Tk///Htt6M4LQ3pO3di9OrV+OCee1DdtSuGbdqE4Zs3n1WXfRtZdtNNAIBLDhzApQcP4rfXXQcAmLNnDy4iye2i/L59POH9/NQNG9Dv+HH8/ZZbSJSKonP4ShPM+c1vkHT8eKjDUCxIz8rCwueeC3UYSjvFtPYmGUOHDnUeffTRs8pOC4t+2NyvlOGRbSwsrb5jc4CXX345rWszhy/N8/ojzcU2dw6fzXMDfH5UipXNI/rmk31v9+/+5CcAQj+HL+k5TKNhZQCfY22tOXxWnpubS+uy+W+p36SkpASU+eZ9fYP9C3ffDYDP4bO2ZStMAT5P3V0Q+m1WLLMYbObwpTQh7P6y/ijN4bP7U1paGvS52PgB8DTTUn9mc/hSemV2Hb/4xS+2Oo4zkdVvE9E22IGRdRg2yAD8JjABEqhfdOSP1MFZDJKIyToze0DYDQR4B5eW3tvses/aTHpAWKfzDTS+KRTf76wuexila2juvgSSSM3uT+P0EueC/ZGVzsWuV/oDx45rI/BKAwJLFeCrW+v9b15eHgCeR50NVNKLX+N2cBwHa9aswYwZM+gfPrbMX+oLNjnqWV2b3PnsXrKXIoCL6tJ9yMnJCSizybMv9ZvLLrssoEzqj7airU7pKIoSFMYY7NixAx999FGoQ1HOEx3wFUUJmoULF+K9996jb7dK+0cHfEVRgiYlJQVf+cpX8Nxzz4l6k9J+0QFfURQrpk2bhu7du+Pdd98NdSiKJW0i2vor8pIIyoQjaZcmJoRKggkTcyWHC3M1MAeFdAx2bVLOalYubYjNhG9JuGLtIDk+mhJtfaK0r/2C3XRdEgCbK2KyewNwd9aIESNoXSZesxh69+5NP89cTZKLgwmmknuoKSHWH3bffc+D7575fmeOGmZikFYms3hjYmKwePFi3HXXXbj++usbctu7XK4AQVgSG5mxQHL0sPsjmTmY6MqOK40rTASV7gNDWj3L+oIkaB88eDCgTNpXQLpvEvqGryiKNcnJybj//vvxq1/9ClVVVdiyZQsWayK+do8O+IrIyXHjcFLYGUxpn+wbOhT72ijT5YwZMzB8+HA88cQT6NKli7izm9J+0NQKisi+uXNDHYJiyQYhKWBLU11djaysLNx///34+te/jvHjx+PEiRNwHCfoLU2VtkcHfEVRrCkqKsLPfvYzDB06FIsWLcIf/vAHREREoKioSNQplNCjUzqKyIxf/QozfvWrUIehWLDoxRex6MUXW/08aWlpePnllzFmzBj85S9/QUJCAtxuN06QZG9K+6FNXDr+Krmk3LOlxpIaz5wokhuGfcWUjsscAdJxmWuFLdm2+bz0dZjFJblhJLdDsPhiODFzJoB/uULYcZkLxCbnu+SAYjlNpKXozOGyceNGWvfo0aMBZfn5+QFl13kzVvrDrkHyo7OcN9I1MKT8KX369AkoS05OBgBkX3UVAGDIkCEAgL59+4p1GyPlnGflPidabGwsvvGNb2DBggV46qmnsGzZMnz66aeY0KcPhvznf+LQ4sVwkzZofIzGSM459vxIjjzW99hxpWeEHVe6v8z5JtVl7jBpnwzmOpPGK8mpJ6FTOorIsRkzQh2CYsmhadPa/JyJiYn46U9/innz5iElJQV9n34aXXfuRN+//Q3HHnywzeNRZHTAV0SivW+zNUKiKaX9EeNdE1AtJAdsTW5btAiuRp71Xq+/jl6vvw5PdDS2kl26lLZH5/AVkcm//S0m//a3oQ5DseDKxx/HlY8/HpJz73j9dRRcfTXc3ikUd0wMCq65BjvffDMk8SiB6ICvKEqLUJucDHdCAlw1NfBER8NVUwN3QgLqiGaghIY2mdLxF34k0ZYtUZeWHzOxQhI8mbgp1WUpG6RlzUyUY8f15Sb3hwmWkqjHRBtJtGUil5R3nqVs8C3X9gnFvk1o2PJwm5z+TBDLyMgIOi5p0wqWuVG6v+yeMfFM2j+AXYOU8oHdXyku1mZSv2Niru+e+54tnzDLlvqzTYWkPsr6jZT+w+Px4PoDB5A9ZQp2TJ6Miz77DImZmdi2bVtAXZauQMpRz8YLSaxkfd9mjwqGlFqBjVeSYYEhPSdM0GYbDQHyHiASOoevKEqL8eaddzb8vPr6660GVqX10QFfaVMu/PBDDN2wAT2ys3F48mR89PWvB9QZ/847+Ld//hPP33EHDgtbximKYo8O+EqbUpGYiB1z56Lv7t2IJF+Vu+bnY9DWrSixzAKoKMq5UdFWaVOyJkzAsfHjUS0sRpv28svYvGAB3EIKbUVRzh8d8JV2Q8bWrXBHReH46NGhDkVROiWtPqVTV1cXoDBLKr/NsnOmvEvLpZm7RBKT2FJ05uwAuJNj586dAWWSA8JmeTm7NpuNZKSl2cxp4HNm+Lt0+vXrF1BX2liF0djxUVtbi7q6uoa2ia6uxoR//ANL77oLxXl5DSk5Gt9nyZHA+pO09H7UqFEBZcz1Ii2RZ/dBcma8//77AWXSPWN9THKtsPvrS0Xhc5T4fmcOIpu+xJ4zafMQVi458lj6AOn5ZX2XPdMA3xCEPev9+/enn2dtzjZFAfjzL7lp2DVIzw5LVyI51KSNeiR0Dl8R+WL8+DY71+Vr1uCLiy5CsaXNTDmbg5deGuoQlHaMDviKyBcTJrTZuQYePoxuJSWY8NlnAID48nIseO01bJw2DZsuv7zN4ujo6ICvNIUO+IpInPdraKUgsJ4Pxu2Gy+OB8f6LqK2Fx+XC0rvvhqvRNMqiJ5/E6muvxaE22r2psxDKXDpK+0cHfEXkhpdfBgC8/K1vtdgxJ73/PqasXNnw+88+/xwfX3klPvbLzOlxuVAVF4daQdNQODP/8hcAwLs/+UmII1HaI60+4JeVleETv0x5gwcPpnVZDnRJPGNLq6W88yz/tyR2MNGG5VAHgF27dtFyf3y5yYM5l5SX3CaFAROIJJGa5ZL3tfmnl1xy1u8sDzvLJS+1V2xsLDbNno1Ns2c3lPkESP8795tvf7v+h0aCqCQ8sxgkUS49PZ2W+yP1O4aUt34QWTS2YsUKWnd2ozbxIfUFJhb6+sfn06cD+FdbMWGQGQOkXaqYIM5SM0jHkARedlyWTgPg1ysJnqyPMGOCJK6yeyaJ50xol643WPEc4H1PEm2l/SQk9A1fETk4fHioQ1AsOUJcSIriQ334ikhSfj6SyNuz0n5JzM1FIvmmrCiADvhKE1z39tu47u23Qx2GYsGMZcswY9myUIehtFN0wFcURQkTdMBXFEUJE1pdtC0vL8emTZvOKpMUcqZaS5tLsKXVkprOluRLjoATJ04ElB07dozWZW4H5tiQloEz95B0Dfv37w8ok3a9Z+3L3DgAdwT4rsHXRr7fWWzMASFd7+nTpwPKWBv4zrlp0ybMnz+/oUxyNaxevTqgbOTIkbQuS0vAypgrCuDOGSmu1NTUgDLJxcHa0SbVgM+14ovP9ztzKzF3l9TvmLsrKyuL1mVpDSTnHEutIDlv2DGkjWRYKgfWx6U0Lvv27QsoY6kOpLgktxM7n3QNbNMZqR2Zc64p9A1faZd06dIF7777rvjHVlEUe3TAV9olcXFxmD9/PpapAKkoLYYO+Eq7ZdasWTh27BgOHDgQ6lAUpVOgA77SbomOjsaCBQvw6quvihu2K4oSPK0u2sbExGCoXwIsJlABXOSSdoxngockxLK6Uo56lt5BEpPYMn0mokgpEJgoJ+VxZ9dw8uRJWpcJcNIeBKzNJdGWtQM7riRcsXQYUgoD3xL39PR0vP/++8jNzUVycjLWr1+PKVOmnHWvmRgspZJgYiyLQRJt2fVKdZmAKOWdZ0Ks1Pe7ksRoPmEx2ntO331l/Yldg5TGgcU1bNgwWpeluJCedWZ4kPoCS4MiCdrsWWPtKN0zVlcaK5gZRNqzgZ2PpYwAeJtLovol3vQnjfmLN58SQ9/wFZHMG25A5g03hDSGyMhI3HPPPXjyySfh8Xiwdu1a0eWlALuvuQa7r7km1GEo7RQd8BWRvMmTkTd5csjO7zgOtm3bhiuuuAIRERHYsWMHIiMjrRKbhRsnxo3DiXHjQh2G0k7R5GmKSIJ3TUI52dqwLXC73fjTn/6EpKQk3HnnnXj00UcRExOjA34TdMvJAQCUWG59p4QH+oaviIx5/HGMefzxkJ0/MjISTz/9NDIyMhoG+8rKSlETUYCpS5Zg6pIloQ5DaafoG74ism/hwlCHgKioKNx33324+OKL8eCDD6KsrIyuRFTq2fbVr4Y6BKUd0+oDfkJCAiZOnHhW2RdffEHrMnVaWn7MHB+S8s7SJUibabC3R2lpNVP0i4uLA8qkVAPsXDner+T+sBQE0vWyeJljBOCuEZ8FstCXD9/7O3NcVDTaoMSH9AbOHCOSs8rfETR69GjMnTsXH3zwAQoPHMDVr7+Ov0yfjpL4eHoM5gKRYmMOFaltmTtEul7W5lJfYClEpDQMPXv2FM91ZsSI+t/pJ+thFlfJxcWQnGRsYyNp+o31GyndAeuj0rjAjsv6rWTzZfGyYwLcJcfGJalc6vuMlvpWq1M6ikiPvXvRY+/eUIfRQGxsLObOnYtvnTiBC3JzMX/nzlCH1O5IPnAAybpQTRHQKR1FZPiLLwIANv3P/4Q4knqeevFFRDd6A5u5fz9m7t+PvwBIE76FhRtjvakoPvzP/wxxJEp7RN/wlQ7DT268EZsyMlDt/YpfHRGBjRkZGEMWIimKEogO+EqHoTg+HpVRUYhyu1ETEYEotxuV0dHIs5h/VpRwptWndFwuV8BScCmPO9uZXVpCzYQjSVxhS5glwYQJYlLOdpZqgAlE0hJ59nlp6T2LVxKeWDtIx2XH8IlnPgHL//fGMDFJEpiY0CZdA8vff+rUKcScOYMV/fvjvf79ce3x40gqKsI4stBIEqlZbCwGSRQMtg0ALvyy/PTScaW9IKRUHwDgeAVoX59jQqj0TDFYXakvseuVzsXuj5Tz3Sb1BYPdS0mkDjafvhSD1BfYGCD1USbwSs40SeiW0Dl8pUPx3+PHN/z8hG+TE7VpKkpQ6HdhRVGUMEEHfEVRlDBBB3xFUZQwQQd8RVGUMCEkoq20OQVTuCWFnC1Rl9IlMFeBlC6BOXKkeNmSfOYukdxDzD3QpUsXWpcp+pIDIthNPgDuHvA5Aj6dPx/Av5wAzDXCrkFyuLD7wzbzALizSnKHsI1opOtlfYy1o3QNDGnzENZebIMcgPcRyZnByn1Oo03z5p1VJ1gXlXQNzDEiuWmYc05qRxunEGsbyfnG+j5zYUkpEFhd6fllbSZdL9sUSHIKspQa0kYy0pgnoS4dRSSP5EZR2je5es+UJtApHUUkNTMTqWRthNJ+6ZWZiV56zxQBHfAVkUlvvIFJb7wR6jAUC6a89RamvPVWqMNQ2ik6paOIfHLHHaEOQbFk3W23hToEpR3T6gO+x+MJED2kXOVsZ/bs7Gxal4m2kgDIBCIppzcTXaSl7Ow6WAyS+GYjFrJjSHVZvNIy/aZE2zKfgOwVbVkMTByV0iXY5GFnoq0kaLM2l5bes+u1yQUf7DEB3l6SWcAmJ39TedSL09LOeQx2H6T+wcRCtucDwO+PlP+fmRAk4ZiJplK8wYryUlysvdi4ZAsTuqXxirWvNF5JeyZI6JSOIjJo924M2r071GEoFgzYtQsDdu0KdRhKO0WndBSR8WvXAgAO+3LWKO2esR98AADIGjMmxJEo7RF9w1cURQkTdMBXFEUJE1p9SsdxnADxShJMWC76A8L+nEyIkQQxtqpOEhaZ6COJckw4YqKPtFKPiW/SijomLNrkbJeEZ3a9vmvwiWi+65RWrwZzfoDfH0kwPXXqVECZJNoyQUsSyllsNnn6Wbw2qz4lWH+WYmDPj//99V1TsKtqpb7EyqUVz6yfS33fRsC3yTsfLNLzIAnHDPb8sjEMkAVaxpkzZwLKRng3p/dH6ucS+oavKIoSJuiAryiKEibogK8oihIm6ICvKIoSJuiAryiKEia0SWoFf0Vc2q2d5QqX1HimZPfo0YPWtXFWMJVeyjnNHAg2jgLmdpDSTrA2k9wSNvnOm3JLvH/DDWf9zs7H4pLuL3Mw5OTk0LqsHSV3l03uenYNzCEjuR9s3CUsrmCdTk3FwJbT+/Zs+GzRIgD/ait2vcxdJl0DaxupL7G60vWydpTqsmuQnl8Gqys5oFibS88/S7kgOQVZ3z127Bity8YVaU8OW5eOrrRVRApTUkIdgmJJSe/eoQ5BacfolI4iMmTvXgzZuzfUYSgW9Nu+Hf22bw91GEo7Rd/wFZHJ69cDAA5deGGII1GCZcTKlQCAE+PGhTgSpT2iA74i8sbtt4c6BMWSdffdF+oQlHZMmwz4/uKVJGKm+eXyBmShbt++fQFlkydPpnVtlq3bbKTOhC4mukpCLBOjmsp1HizsGNI1NLWU3OON2xc9uw52LikFAmvzgoICWpe1jbQ8nR1XEnJZXVYmCeI2S+/ZMWxEW+k5OXr0aEDZ2LFjAQBVvrb3XlOworqUX55dr41IbWMskARIdgwpBlbX5v7a7J3BUrZIcTHR9a9//SutO3z48KDOBWhqBaUFGfHZZxjx2WehDkOxYPD69RjsnYpTFH90wFdERmzZghFbtoQ6DMWCIZ98giGffBLqMJR2ig74iqIoYYIO+IqiKGGCDviKoihhQqu7dIwxAeq9pHqzJdBS4v+tW7cGlPXv35/WZe4fSU1n5ZKiz5b/B7vBhoTkHmIOGamuTVqCpq7X51jwOQyYu4PFJbVtVlZWQFlZWRmtm5SUFFAmORVYm0vpHVjb2Dhv2Lkk5w0rl/oSK5eulzlqvvzySwDANG8aAN/vF5I1FKwvSPeMuUBs0iVIfZTBHDIAv2fS/W3uhi/suNJ9kMoZGzZsCCiT0kOwFDMS0lgqoW/4iqIoYYIO+IqiKGGCDviKoihhgg74iqIoYUKbiLb+wp4kzrCd5AcNGkTr7iVZHDdu3EjrTpo0KaBMEniDXZoNcPGqucu4bQReSbhi5VKbs3JfvJ/+6EcA/iUMsbpM7Dt16hQ914kTJwLKpDQMLNc46x+A3fUymis2SveMpZ2Q0kMwpPubQtJW+0TaR6ZOBQCU5eYCABISEgLqsn0j2DEBLkwyERXgIqSUVoSJq1JaEXZcqc3ZM8n6qM09k9JOsGuQjrt79+6AsgsuuIDWtTFo2PRzQJOnKU1QQwZdpX1TZuEcUcIPndJRRAauXYuBa9eGOgzFgmmZmZiWmRnqMJR2ig74ikjGunXIWLcu1GEoFlyWmYnLdMBXBHRKRxH56KGHQh2CYsn/Xn11qENQ2jH6hq8oihImhGQDFJvNKSRHwMiRIwPKduzYQesyR4+0lJwt6ZdiYDBnheQ+YHWltrHZiIIp95Ljo6lzDX/nHQDAvrlzAXCXzOnTpwPKjh8/To/LHB89e/akdaWUCwzWvtL1MscUK5M+b9NHg918BODuEqkNmLOpV69eAIDp3nTW67zOtJycnIC6u3btCigbOHAgPRdz+UiOHnYfJHcJ6+eSG4YdQ2qbioqKoOpKm8uwZ4odE+BOMqk/s3QJknuPtY3N89sU+oaviPTZvh19dEPsDsWFmZm4UOfwFQEd8BVFUcIEHfAVRVHCBB3wFUVRwoSQ2DIlYdJmCTQTAEeNGkXrFhQUBJQdPnyY1s0k85+SQMSWQLNc40wIBoDu3bsHlEkCL7teG+FJyvnOBEefSOZb0u4T/piwmOtdwt8Y6RoGDBgQUCYJdaycCYgS0pJz1p/YfZRyvktCG8Mm5QO7P4WFhbQua3OfkBrlbXvf7yxfemlpaUAZMzYAvI9J/a6kpCSgTLre1NTUgDIpzQbr+1J/ZsYClppBuo/smZTy3rO+xNoA4PFKx7UR+21TK+gbvqIoSpigC6+UkBNTXo6rXnsNA/bvR2VCAjZcdx1O9e0b6rAUpdOhb/hKyJmxfDk8ERF4+r/+CyvvuAMz/vEPpObnhzosRel06ICvhJTI6moM2bULG6+9FrUxMTg5aBAOjxyJ8SSdrKIozUOndBSRv997b6ufo0d+PjwuF840EvHy+/ZFLx3wz4tX77kn1CEo7ZiQDPiSws7cJZI6zZwV0hJopv4zpwLAN+k4c+ZM0MdNTEwMKCsvL6efz8vLCyirqqqidZu73Fpqc9aObIMMgC+pZ24LaXk5c++4KipQExNzlvOjMjoaMbW1YuoIf1jbSO4F5lqxaVubzVKY08fmuCxWACgqKgookzYaYfdywoQJAWXMyQZw14uUSoJt7sJcawBvG6mPMpcNKwO4+4bFa7N5kAR7ViV3F+uP0v1l7h3JrWizYRKgUzpKE1zx+ee44vPPW/UctTExiPYbVGKqqlAtWDuVppmyfj2mrF8f6jCUdopO6SgiA0nirZamKCUFLo8Hifn5OOP9BpFy8iTykpNb/dydkb5C4jpFAXTAV5pgybx5rX6O2uhoHBw1CpeuWoVVN92ElOxsDNmzB6vvuKPVz90Zef2220IdgtKO0SkdJeR8sGABImtrce/DD2Puyy9j9YIFyBNS8CqKcv50WNGW5aKWjssEMSZGAVyIlY7LlmEnk6kIKdUAO64kcjGk47IUBCxWgIt6PuF5/N//DgDYdtNNAIJvG6m9mKjerVs3oFs3fPS9750dLxEmpeOyNrMR31i/s0mBIAlnNsveWX+UxO/i4uKAMp/oPWP1agDAmquuAsDFTXZcqX+wFBfSs8Pa0SYfvpSygQmh0nFZDKwNbFJvSOdiz5/Nsy4J7ewapFQQNqk+AJ3SUZogVfOqdzj6EZeZovjQAV9pU7oUFGDqSy8hNTMT7shIHBk/HhtvvhmO5ZuKoij26By+0qZMfeklVHXtilcffRRvPfwweh84gBHr1oU6LEUJC3TAV9qUrgUFODJpEtxRUajs3h3HR45E0smToQ5LUcKCVp/SMcYECBmSCMJEG0mUYAKitDKTCXiSYMLKpRzXLAYmJktCjs3qO7aK0Ua0lUQqdr2+9vL9lwnRPtg9k/YPiIqKwr7ZszH4889RMGoUosvLkbFvH/bedlvAit3Gx62rq8PJkycbNur2hwmOkpDK7hlrL6kvsTaXVlcypPvAVm1K+f/ZSkzfMxXpfV58/ZCtKBfF8yDPJa1ylcRcBhsDbPZ3kGJg4igbQ6Tn32bfCXbfbVa+Sse1WTluu7m5vuErbUrusGFIzM7GLffcg6/+4Ac4M2QIcqZMafIzNTU1ePzxx5Gdnd1GUSpK50QHfKXt8Hgw83e/w7GJE/HKM8/gtccfR1RZGUa+8EKTH4uPj8eCBQuwdOlSMY+LoijnRgd8pc2IKS9Hl9OnsX/WLHiiolDTtSuOzZyJXlu3nvOzkydPRkpKCt577702iFRROic64CsiNV27ooZoB+dLddeuKE1JwQUffgjjdiOqvBz9P/oIxQMHnvOzxhjcdNNN2LZtGw4dOtRiMXU2KhMSUGmx968SXqgPXxHZ+vOft/gx133ve5i4dClGrlgBx+XC6TFj8OU3vhHUZ7t06YKbb74Zr776Kh544AFxE+hwZsXdd4c6BKUd065SKzAlWnL0MKQBgKn0Ul2m3kvpDtgxbHKCB+sYAXjbSC4dptzbLEWXYC4M5siR3AepqalwEhOxZezYhrKoqCgYAP4tydrR4/Fg7Nix2LNnD95++23cfvvtOHnyJI4fP47p06efVVdyd7F7JjmjGKzvSm3I6kr3ISkpKaBM2t/BxnXG7gVLlyB9nrWN9OzY9DuGjdtJipe1GXP0SHHZ1GVIfYE9v9K40Jo6lU7pKCLDn38ew59/PtRhBLBgwQIcOnQIu3btQnFxMT788MNQh9RuGPPKKxjzyiuhDkNpp+iAr4hElZYiStgZLJTExMTgzjvvxGuvvYb4+HjktEHe/o5CTFkZYoR1EIqic/iKyBf33RfqEALIycnBkiVLcO2112Ly5MlYuXIlzpw5g5qaGnGKK5zY8q1vhToEpR2jA77Soejduzeuv/56vPXWW4iKikJZWRkSEhKQm5uL/v37hzo8RWnXtElqBX/BwiYfvgQTeGzyj0vYiHJMWGRikpRrnB1XEnLYtdkszZaWfLN29ImzE55+GgCw9d/+DQBPMcE2v+7bty89F7s2/2soLy9HTU1Nk5uNT506FVOmTMHGjRvx6quvori4GJmZmbjgggsa6kqiHhNzmXgu9SXWXpLYyNpc2qSeiYWS8NzUhudjHn8cALDrO98BwMXg/Pz8gDJJIGZIcdFN6i1SVEjjAsNG2GTx2qR3kZ4zm1z0NnsuMPFbOpdNmwE6h680QdecHHRt4/nxvXv34sEHHxRzpfhwuVyYNm0aHn30UVx99dVISUlB9OnTmPjAA4guLGyjaNsfXU6eRBdNRqcI6ICvtCsmTJiA/v3745UgnSbR0dH40Y9+hIkTJ2LQyy+jx5dfYtDSpa0cpaJ0THQOX2lXGGNw33334d5778WkSZMwYsSIc35m5rx5iGj0jSD9nXeQ/s47cEdH45NVq1ozXEXpUOgbvtLuSExMxD333IM///nPdJGQP+uXLEHOlVfC7Z23d8fEIHfWLGxWP7qinIUO+Eq7ZOLEiRg1ahSWLFlyzro1PXuiLj4erpoauKOj4aqpQV18PGqFTcAVJVxpE5eOv8Jss5O95C6x2YmeYbP0XvJ3M5cOuzZpkwKm3EuuBhavzWYL0nHPnDkTUOZLl1DndUIUekVQlkaBuSVslvk3lWbjm9/8Jn7wgx9gx44dmDhxIv7+979j9uzZSElJCThGVFERjs2ZgxNz5qDfu++iW0kJTVPB7qXNPWfx2mwIItUtLi4OKJMcPayP+drc5xgqLy8HwO876zeS64Vdg9TvmorLHxs3nM2GIME+E9L12sQV7OcB+b4z2LVJ12uT9gHQOXylHRMfH4/vfve7eOyxx/D73/8eOTk5OHToUMCADwA7/t//a/h57333NblLl6KEKzqlo7RbamtrMWrUKEybNg1PPvkk0tLSkJubG+qwFKXDom/4isgZYQ/ZtuK5555DZmYm7rjjDjz11FOIiYlpmKpQOKVpaaEOQWnH6ICviHx8++0hPf+iRYuwbt06/P73v0ffvn3x6aefavqEc6C5dJSmCIloa4MkStgsl2YCnPSmyARWSQhiQorNUmd2DTafb24uewA4ffp0QBkTEAHejkwYlcRGm3znvns5ZcoUXHTRRXjvvfewZ88eHDlyJOD4TICTcrazlA02y/xZH5P6XSnJNMraGwBOktWxLJUFwPujdH8ZrSUgsjazEXil/tFcM4ZNWpJgRW7Ari+wY9jsCyIZPzS1gtJiXPf227ju7bdDHQZiYmJw/fXX47e//S1mzZqFuDNncPXixYglDqNwZ9ayZZi1bFmow1DaKTrgKyKVcXGoFJK5hYKePXvi1ltvxeg330TqgQMY8+aboQ6p3VEZH49Kix28lPBC5/AVkTVXXRXqEM7i1kWLENlo+mbYmjUYtmYN3FFReC2IBVrhwIa5c0MdgtKO0Td8pcPw5iOP4PDUqajzzrnXRUfj8NSpeOv3vw9tYIrSQdABXxG56dVXcdOrr4Y6jAYqExNRGxuLiNpa1EVFIaK2FrVxcahKTAx1aO2Guc89h7nPPRfqMJR2SkimdCTVmynkNmq6hI2bhi0Ft0lhwFR6G5W/JdqGHbdQyBHPHC4+F0yM18nk+71bt270GP5kZ2fTcuYkkZwZrK7jOLjo+HFsHDMGm8eOxZSdO9Ht2DEcPHgwoK7kwurRo0dAGVuVy9Jm+GLwR0rwdurUqYAy5sYBgKysrIAy6Z6xvtDgPvK6gDIzMwFwBxIrkzbpYe4QyYnCninJsWWzyQcrl+oG+6xKzh92XMnVxK5XStnAjiul72D3Vzqu5EaT0Dl8pUPxwvXXN/z8pldjCNyvSlEUhk7pKIqihAk64CuKooQJOuAriqKECW0yh+8vQkhCnY2IyQRLSYhhgock+tocl2Ej8LK6NvnwJbGQlUvpEpi46RMAI7yx+H7v0iVwtpy119GjR+m5mGApXQOLS0ofEEcWhw0fPpzWHThwYEAZ2xNAEqjZPZMEYpZGQWqb3bt3B/V5gF9vUlISAKDSK5IePnwYQP3uYf4wkZqlnAa4sCiJmKwv2KQlkZ4z9kxIom2wdaVUBezaWiLHvc1eEKyuNC5oagVFURSFoi6dTsgFq1dj8Pr1SDx+HEcvvhib7rkHAOCqq8OcpUvR6/hxdC8qwrJvfxt7Q5wCWVGUtkMH/E5IZWIivpg/H32++AIRfl87szMysO2yyzD3hRfOeZwTmoq4w7FPF6EpTaADfifk+KRJAICeR44gvtHiHU9kJLZffjkAwAli4dpHV1/dOgEqrcaSYcNCHYLSjtE5fEVRlDChTTZA8VffJbdFk0vG/WDuDknJttnZ3WYDBOY2stnshSnskuqen58fUCalVvC1TU1NDaLq6lBaWhqwxN1xHNTU1NDr9Tk7rv3rXwEA733zmwC4S4e1TWpqKo3L5xxpDEs/YAvbKERyJbF0Benp6QFlzAkD8L4k9Wd2bawNAO4UsnFs+fiPbdsAAIvHjwfA3Sjs2lhKEYBfr1SXPQ/SNTBHjk3KBsnpx9qG9VGpDW0cecz9Jx2XXYPUNjabMEljgIRO6SgipzIyQh2CYslencNvl1z0yScY+fnnSM7Jwb5x4/D+LbcAAFIPH8bkf/4TyceOwXG5cPKCC7D9rrtQ2Ur3UQd8RWT7zJmhDkGx5PVBg0IdgkIo694dm2fNwoD9+8/a0yGmogJ7pk3D8REj4EREYNqrr2LqM89gzY9/3Cpx6Bx+J8S43YiorYXxeGA8nvqfvV+BI+rqEOHtcBHeerCY8lIUxZ5Do0fj0KhRqPKboj4+ahQOT5iA2rg41EVH48srrkAqyf7aUugbfidkwnvvYdK77zb8Puyzz7B+xgysnzkT9zz2GBK988W3eneJ+uMPf4hikjb4hj/8AQDwxve/3+oxKy3DrzdvBgA8OGVKiCNRzofeBw/iTN++rXb8Vh/wPR5PgGAoLUVnoqDNcmsbcVZaWs2OKwmpTEhhYpIkrNiIM0wYrKiooHU/mTULn8yadVZZWVkZ4HbjT/fff1Z5QkJC/X8blflEW1/b+35nYh27hsGDB9O4ioqKaDnDRowqLS0NKGNCLgDs3bs3qM9L+eGZUMc+D/DUCNJyfF9qhMZI6R1YTn/f5+O/+ALAv1JLsLz+vnveGOl5YEg52NmzysRoqa5Ec1MYsHFBEn1tTBtMoD3X/h3GGBhj4HK5Aj6fdOIEJrz7Ltbdf3/AOaWxzVa01SkdRVGUENMtLw/X/PGP2PS1ryG/FddS6JSO0iQ9srJw1eLFAAAXeaNxGYPcSZNweMECAMDUn/0Mh6ZNw9ErrkB0SQkufeyxhroTyZtwRWUlPuzfH2v690fX6mo8uHUr3hw0CJuSk9G3rAzfJUnF/Fnaqxc29uyJ/hUV+PGhQ3h64EBsBDC2vBzf9bNGsne11+LjsS8pCcMLC7Fw3z48PmYMyrp3x7gTJzDH7xuBh7xp/X74cGR36YLJublYcPQo/mfcOJRER+O6/HxcV1BwVl2HfFv8sdcNNTsnB9ecOoUfjhsHALj+0CFMzM0NqB/l93b862uuAQBc8fnnSCsowCmSHE1pv3Q5fRpzHnsM26+7DoemTgU3BLcM+oaviKz+j/9A0YABoQ5DseBwv3544qabQh2G4kdjI4WrkZEivqgI1z3yCHZfeSX2Tp/e+nHYzHufDxkZGc4vf/nLs8qk+VU2hy/NpTIdQLoWNl9ns/hLOm6wizykvStt5vDZPLE0h8/m9crKymhdNp8rLZwKdu5X0mg+//zzgLL9+/fTuq01h8/ub79+/QLK2noOn6UxPp85fH+CncOXrpchLYa0mcNn1yDB+oL0TLG6NumGGdJ+smzxpzSuXLxyJaauWnVW2da5cwFjMOGf/0Stnz72mnfRow9pDGLlX//617c6jjOR1dcpHQUej8fqAVAUxY5Pr7kGn3qn3nz4XnC3zZt3Vrm0yrslaPUB33GcgL+wkuuF/bWS/rqyv/DSm5aN8s6Q4mVv+DbfEGyWWzc3ZQN7gwSAvLw8rFixAg888EBDmfRmyWJgb3VSh51CrII9e/akdXNycgLKpPtrszkMe9sr8Jtnl+oB/HqlPsrepPtaWO6ke9afZDFlb/IA7+fMbSW5ZtjnpWeH3XfpntlsOmPjsrF1rfjD3tBtXHpS29hs4sLKpT5m+6Kmr3VhztChQ3Hy5Ens2bMn1KEoitLK6IAf5kRGRuLGG2/Ea6+9ZrWOQVGUjocO+AqmTp2K6upqbPNmWlQUpXOiA74Cl8uFm2++GcuWLbPeFFlRlI5Dm7h0/AcRSSBiQoxkY2N2QClPt80g1twc9zZCTrDnl5CsaSxeSRDzlU+fPh0rVqzA9u3bMXfuXPzgBz/A7373u7PulY2Y1NS5GtO7d29a1+a4/qk7gOa3o00ed8nSyPqdlMKAXa9kaWSpDWxEPWZDlWAWTEkYZeXMag3wfQlsnlOb+8PahvUZqa7Ul9gUqDS22YwhmzdvRr9+/ZCWltbkuQDZmi2hb/gKgPo/SgsXLsTSpUtRW1uLgwcPip5iRVFaj6KiIrz00kutcmwd8BWUlJTgmWeewcCBA9GnTx+8++67iIqKarbFTVEUe6644gpkZ2eLixKbgw74SoNf/Hvf+x4uueQSvPTSS4iIiNABX1FCQFRUFG644QYsW7asxZ1zOuAriIiIwLe+9S185zvfwSuvvIL4+HhUV1frgK8oIWLatGkoKyvDrl27WvS4IVlpK4mYTLSxEaNshBHpuOwvqnRcdh1t6XKRBCImQkorMRsLjjNnzsS4cePw0EMP4fjx43C73WetnmRtw9pAaluWY0daEcvEekmgYueTxEImsNrsgcDaUfrDyPIXSSYEJo5KdVmOHgnWR1g7Sqt6bTbqZnVtclbl5+fTumzFshQDE1htNkFncUkCLxPgbVbPSjH44r3xxhuxbNkyjBw5EqWlpcjKysKIESPOGW9T6Bu+chZJSUl44okncO+992JQfDxGfPvbiLIYYBRFaRkmTJiAiIgIbNmyBVlZWVixYkWzj6kDvhKAy+XCnXfeiYwXX0TXnTvR929/C3VIihJWlJeXo7y8HDfddBOWL18OwM5qLKHZMpUAJk+fDlej6YS0N95A2htvwBMdjc1r14YuMEUJE/bt24fnn38eixYtQs+ePbF79+4WGfD1DV8JYPvy5ci/+mq4vQvZ3DExyJ89G9u8bxqKorQuEyZMwL333ovnn38eXbp0wYYNG6wWI0rogK8EUJucDHdCAlw1NfBER8NVUwN3fDxqhVTGiqK0PMOHD8evfvUrOI6DyspKcVMfG1p9SscYE6BQ2yjkEs1NlyDRGvnspfOzcqkNWF0pLuZqkNJOMAdCXV0dIvLzkT1/Pk7OnYs+77yDmPx8WpfFK7lpTvntLwsAxcXFtK6No4c5IKS2YW4Y1rbSNbB0Bza58yWHGtuxSmob5sKSnCSsblFRUUAZ6zMAz2cv1WVIb6Xs2ZF20mL30ub5t9lnI9hd7AC7sYL1hWB2sYqPj8e9996Lt956C5s3b0ZsURGufPppfHTPPajs3t16mkfn8BXKl//1Xw0/H/z+90MYiaKEN8YYzJ07F3PnzsW4l15C2sGDGPfPf2LjHXdYH0sHfEVRlHbO17/9bUQ2+lZy4dq1uHDtWtRFRuJvf/5z0MfROXxFUZR2zrL//V8cmjIFdd4purroaByaMgUvL15sdRwd8BVFUdo5lYmJqI2NRURtLeqiohBRW4vauDhUCqm5JdoktYK/sCDlcW+uECOJK0xUk87FlktLS9yZUMbEUWm5NYtBEnKYyCQJsex80hJ3JspJufOZSMXalomCAKjLQHIesLaR2pGJfdL1sj7CREib1AoHDhygdYcOHRpQJrUNu+9Snn0mKEt59lldlppB+jwTyqU0DEyYZOklAN6+bHN2gAvlUrzs/rK2lT5vYxxhx5U+b5M7X+p7cSUl2Dt9OvZPn45h69YhvrjYOrmazuEriqJ0AD78zncaft7kE2wtvfk6paMoihIm6ICvKIoSJuiAryiKEibogK8oihImtLpo6/F4ApwCkruEqdaSYm2zG5ONGybYDRQA7t5hdW1cSTaqu+REycnJCToG5uIoLCykdZlDhbmHpJQAzPEhuVYab7ziw2YjGmn5P7teG2cGi0FK+cD6qBQXcytJm7iwtBNSH2XXy+KS2pZdm9TvbNISMPeOlO6AubCkVBKsLhtvpOfBJkGZTVoDm82SbMYAyUEooW/4iqIoYYIO+IqiKGGCDviKoihhgg74iqIoYUKri7ZutztAkJIEE5vd6W1gy6hbYruwYI8hCVc2dZl4JglMTFSTRG5WLomQvXr1CihjbSB9npVLeedt8v+zdrARIW1EshMnTgSUMTEb4Pn/pXQJDOmesXglEZO1DTuutMyf1ZWEQhaXdB9YXUnA70k23pEEzz59+gRVV3p2WV3pXOxZbYk0Kmy8koRyFW0VRVEUig74iqIoYYIO+IqiKGGCDviKoihhgg74iqIoYUKbpFbwXwouLS9nS6DZEnuAL4e3WRYtbYDA1HupLitnMUgOCOZWktwWzPHB3AsAkJ2dHVDGluMDvM0l5wxzGsTGxgaUsU1VpBgktwRzbEipBtj50tLSgo5BahsGuz/ShiDM4SKlnWApAaS4WJtJjh7WH21cK8yBVFBQQOsyx4jkyGPYOIWkeFNSUgLKWB+XPs/OJaXeYC4d6RpsXIGsHSWXjvSsSugbvqIoSpigA76iKEqYoAO+oihKmKADvqIoSpjQ6qKt4zgBggPL/e2r648kmDABz2a5tCQmMcFEWgLNjsFEFCZsAvzaJEGMHVdKw5CXlxf0cVlsTEAEgMOHDweUpaenB5SdOXOGft5myThLgSDto8AEbUloZyImu7826TAkoZ0hiWw2KQyY8GsjFrLrtRGupeeX5biX4mL9TnombdqXCfjsXJLI3dw9Kmz2bJD6AmtHqa70/EjoG76iKEqY0Opv+J2Z0evW4cLNm9EzJwcHxo/Hh3feCQBIzsvD/OXL0cO7c1R+ejrWLViAQsEqqCiK0hbogN8Myrt3x5bZs5G+bx8iG339Lu3aFctvuQXFiYkwjoNLd+zAtc8/j6U//WkIo1UUJdzRAb8ZHL7oIgBA6vHj6NJowK+Oi0O1b8GYxwPH5UJ3YQ5dURSlrdABvxV5YPFiRNfUwDgONl17bajDURQlzGmTAd9fqc/Pz6f1mDotKfRsCbXkCGDKuaRuM+eMpJD7zucyBi6XK+D8v/uP/0BUTQ2mHjiA0qSkABcCc7NIbcPaQWobllqBtS3AXQ0jRoygdZmTg7kPJLcUS5Nhkw5Dul7mopDSOzD3DiuTNjVh8UqpQlhfkuKycagxh4l0f1ldFq90H1iKC6kuuzbpmWTPn3S9LHXFyZMnad2DBw8GlLF7KTmg2LVJ7jDW96Xjsj4m9QVWLh1Xuu8S6tJpZWqjo7H7sssw84UXECfcYEVRlLZAB/w2wDgOImtqkCD40xVFUdoCHfCbgXG7EVFbC+M4MB5P/c9uNzIOHUKvkydhPB5EV1XhkuXLUR0fjyK1ZSqKEkJUtG0GE957DxNXrGj4/YLPPsPHV16J/NRUzF6xAt1KSlAbGYmCjAy8853vwC2s/lQURWkLWn3AN8YECDeSAMEEJpul6NJy+l69egX1ecBO4Nly3XXYct11Z5X5RK79Y8Y0lHXr1q3+Bz8xs9C7MKsxp0+fpueyydPPxGCpHVkMR44coXWZ+M3aRkolYbN8nwllksjF2oalZgB4vElJSQFlkhDLhGepf9ikBGBtK6WosDkuE0JthD4mrkqGB3Z/JMGT3TPpulj7pqamBh1DZmZm0J9nMUj3l6V3kZ4zVpc9e4CdoG3TFwCd0lEURQkbdEpHUbxMO3ECX9u3D8mVlSiNj8eSK67Aod69Qx2WorQYOuArCoCxeXm4c/duPDJpEg726IGhwnaKitKR0QFfUQDcsm8flg0bhgPe+fwzwhy+onRkdMBvI9xuNzwejyi0KqHD5TgYXFSELWlpeGL1akS53fhi0CAsv/hi1AorRRWlIxISl44E23zAZld2yT3AlmZLLg6G5Ohhy7DZJg5lZWXYtm0b9u3bh9tuu62hnG1KIin3zB0ibWrC2kFaDm+zMUOwdSWHCyuX0jDY1GX9RrpelsIgrqQEUY6Di0+cwAOTJ8PtcuGh7dsxff16LPVLM8H+YEtxMXeHVNdmkw3mgpJeJJhLhvV9ye3B3EPMcQLwNArSfWDxSo4eVlfaaIQ9q8eOHQsokzZbYU4yqS7rd2xzGgDo3r17QJn0rLNrk1w6koNIQl06bcSoUaNw9OhRmudGCS013gfs7QEDUBQbi5LoaLw9eDAmkJ3DFKUjowN+GxEdHY0rr7wS77//fqhDUfwoi4pCfmwsnEbfYIJ/31aUjoMO+G3IpEmTUFBQQPeGVULL6r59MT8rC92rq9GlthbzMzPxOVmwpygdGR3w25DIyEhcddVVWLVqldWcrdL6vDJkCA50745nPv4YT378MQ53746/X3BBqMNSlBal1UVbx3EChBRJcGFikrS8nCEJG1lZWQFlkhDDBmJJiGHiFROY8hrNBffu3RtlZWXYvHkzqqqqsGHDBkyfPr3h/0viGRNMpbaJj48PKGtI7+BH3759A8qYyA1w4ZgJxJJoy9JWlJSU0LpM7JP6jU0+exab73rXjhqFtd4yl8uFDPJ51sdaQmy0eQFg913qN8HuQWDznEmpM1gMUqoQVlcSeJkwKbUjE13Z/ZGul51Liotdg2QcYceVUlyweKWxTTIBSOgbfhvjcrlw6aWXYsOGDfB4PNa5MBRFUc4XHfDbkNOnT2PlypXo3bs3oqKikJubS61diqIorYEO+G1IYmIiEhISsHTpUgwZMgQHDx7UuXxFUdoMXUbYhkREROCyyy5Deno6Vq1aBaB+7tZxHDpHryiK0pK0+oBfW1sbsOGwzebMbBNlgAtikph0/PjxgDJJaGPHkObZpes41+d79eqFr371q3jjjTdQWVmJsrKyhmNJKyaZ6COtsutNMjyyMoCLetI0ExNz2R8qSbRlwrG0qpeJuZJQx+5ljx49go6Bxet/XYWFhSguLka/fv0C6koryVlfkv6ws3sptQ27BpsN3tn9ZStBpbrSc8bOJRkATp06FVAmiZhsDJDanJkx2DVIZgE2Bkljhc3G88yQIgm8TIi1afOm0CmdEBEXF4eLLroII0eORHJtLR7bvh09hA6ghJ7S0lI88sgjomNLUToCOuCHEGMMUlJScOfRoxhTXIyFR4+GOiRFYMCAAZg+fTqWLFmiuovSYdEBP4Ss/PhjfLR2La7PyYELwPU5OVj/ySf4YMOGUIemEG644QYUFRVh/fr1oQ5FUc4LHfBDyG1TpmB1aiqqvPN+VS4XVqWk4OZJk0IcmcKIjIzEN7/5TfzjH/9Afn5+qMNRFGt0wA8hhTExqIiIQLTHg2qXC9EeD8ojIlAorAJWQk+/fv0wZ84c/O1vf9M1FEqHo9VdOm63O2AZs5TWgLkwpLps6byk8jOk5dL79u0LKEvy7oLkD3NGMIWdOWGA+mtIcRy8N2AA3h8wALOzstCzvJw6dVi8kiOApUsYMmQIrWuTS565Q2zspMxpIKVASE5ODiiT5s6ZY0Nqc+bIsVnK7nK5cOutt2L37t345JNPsGDBArz44ouYOHEiRvjlzrch2D0jALs2DzYnv+SAYmk6JNcKazPpulgfyxPSUds4Z9j52PMkOaDY8yClL7BNa+CPtM8Gu2dSf7R96VAffoj5daPpm6fGjLH6o6WEhoiICHz/+9/HAw88gAkTJqC6uhoHDhxo1oCvKG2BTukoiiXl5eVISkrCwoUL8eijjyI1NTVgrYmitEd0wFcUS9asWYN///d/R0REBJKTk7F//37k5OSEOixFOSc6paMolsybNw9DhgzBc889h4qKCuTn54uagaK0J9okH76/uCFtIM7EFSmPOxNdpPlvJvxKS5VZnmypLhOeWD7ugQMH0s+z5f9SugQm2kiCJxPapLpMrJNEQSntgz82G3VLy8ttzs+uQWpHFgMTz84lkvXp0wc///nPsWXLFrzwwgsoLCxE1ZEjuPyJJ7Dhe99DVWKilajHYpCugZVLzxSLgbW5zT2XBFN2LmnD8549ewaUSQIvaxup37C+z5BSUbByKVUIK5fEYEmgZbD7K5lXbNEpHUU5T4wxmDx5Mv70pz/h9ttvx5i33kLK/v0Y9frroQ5NUSg6paMozeS2RYtwZ6Nve0M/+ABDP/gAdVFRePXZZ0MYmdLWRLrd+PYXX2BsQQG61NTgVEICXhg+HJ+RbzShQN/wFaWZvP373+PoJZegzvu1uy46GkcuvRRvPvpoiCNT2poIx0FBXBx+fskluPXaa/HS8OH4ydatSBWmetoafcNXlGZS1aMHauPiEFFbi7qoqPr/xsWhSkgNrHReqiMj8cqwYQ2/f96rF/Li4zG0pAR5QeoLrYkO+IrSAsSWlODgzJnInDkTgz/8EHGaRlkBkFhdjT7l5cgSxOu2ptUHfJfLFeBykRR2myXUzJXQEkugmfNG2iwh2HNJqQqYM0JS41nbSA6IYN00AHfv2CydZ0j3l5VLbgnmdpCWkTMXlZQqgB1Dqstg98zj8eDVm25q+P3Lq68GAFSTdNfSuYJtW+kYkkuHHdfmeWDOGek+sHKbjUokR15BQUFAmXQNrO+XlpYGlEn3wcYNw9w0jY8b4fHgR9u346P0dByLjwf82sfmnkttbnMMQN/wlU5Cz7w8XP3WW+iVnY3KhASsmzsXB0eNCnVYSphiHAff37oVdS4XnhkzBmgnmxupaKt0eIzbjRtfeAGHhg/HH37xC6xcsABzXnkFPTSFsRIKHAff2b4didXV+M3kyXBbvoW3Ju0nEkU5T3rm56NLaSm2TJsGx+VC1uDBODlwIEZs2xbq0JQw5N937kS/0lL8z8UXo8ZiurAt0CkdpdOSQjbKVpTWJKWiArOPHkWNy4Vn33uvofyPI0bgoz59QhhZPW0y4PsLXTbClSTqsTQK0lJ0JupJIggTg6QYWLxM1GPpGgAutElLsFm83bt3p3XZkm9p6TwTaKWl5MHmCpcENXZtUlzsXCxtBQAcjYlBWXw8xq5ejQ2TJmFQVhb6ZWbiyMCBAZuOMwGdCcTSEn3WNlL/YPFK/Y4J8JJ4zvq51PfZs8auzUaIlZ5fdn+lPQxY35dMCEzsl0Rqdn+ZcGzzTEvPJOu7p2JiMH/ePHoM/yPbtLl0f20MGoC+4SudAE9EBF668UbMW7UK0zdtwonevfHliBFwt7Ov04oSajrEgD8vKwuzsrORUVqKtb1749ExY0IdktLOOJWaimfuuKPh939/4QVs136iKGfRIQb80zExeHXwYEwoKEB0M7cVUzonaXl5KEhKgnEcTNm2DV3LyrBNB3xFOYsOMeBvTEsDAAwtLkayDvgK4aIvv8SknTvhcrtxtH9/PHfbbXBb7BOrKOGAPhFKp2DljBlYOWNGw++2KxAVpa1wu91wu91WG9e3FG2yAYq/6iy5OJjC3vjBNcYAxsAYQx9oScmWUhsEi5QqINgl6lI9Fq/NLvSSk4S5kiQ3DHNR2KQaYG0rncsG9jBI94E5tiR3CIstnyzQ6tevX9Cfl1wcrI/6u4Z8SA4kBnPv2KSSYJ+XUgqwa7A5l/TssXQH0j3r27dvQNnp06dp3by8vICyRJLETnL5SJsdMWzSfzRu38LCQuzduxeXXnopbUublxXbZ01fgxRFUdqQnj17omvXrjhw4ECbn1sHfEVRlDbmwgsvRE5OjvhNpbXoEAO+y+NBlNsNl+MgwnEQ5XYjQvj6pyiK0t6Jjo7G6NGjsWvXrmZPOdvQIUTbWzMzcfuhQw2/zzh5Es+lp2OJsDm4oihKeyclJQUpKSnYu3cvxrSRhbhNBnx/UUsSNpiI6TgO/tqvH/7qJ6LV1dUF5JeWYF+bpLQEbKmyJLoyoc1GcAk2NUNLIAltrFy6P8HGZiM8S3WZgCe9CTHxzL9s//79SE5ORv/+/QPqMjFYElHZ3ghsTwGAC5NS/ygqKgook9qG5Y2XBHx2f1nbSo4RFq90DSxeacqCCcfSc5aUlBRQlp2dTeumpKQElLF8+lJftnn+WF3pGqR9FC644AJs3LgROTk56NWrF7Kzs9GtW7eANBNSCgVbN1qHmNJRlObSpUsXfPbZZ2369VlRzkVkZCRGjx6NPXv2oLq6GsXFxa06r68DvhIW9O3bF8nJydi6dWuoQ1GUs+jRowf69u2LPXv2ID4+XrSMtgQ64Cthw0UXXYTs7GxxOkBR2pqjR49i27ZtSEtLQ2VlJSorK+kUZUuhA74SNkRFReGSSy7Bpk2bxEVcitKWpKenIykpCVu3bkV8fDyys7OtFuHZ0mkG/LKyMnGlnqL46N27NwYMGIDNmzc3lLXmV2hFaQqXy4WBAwdi2rRpiIuLg+M4qKystDI+2NDqLh2PxxPwNiUNzEzhltIl+C8FP378OOLj49GH7CrD3uZsxDvpL26wGz5IDgjmrJBUfua2kDZxYF8JbTZWkdqc1WWDpXR/2fJ9aZMPdn+k5f/MAdHUW9K4ceOwYsUKHDlyBAMHDsS6deswb968s9qYuXEA3uaSA+rkyZMBZUOHDqV1mZNE6jesj0jX26NHj4Ay1o42KQWkvsT6jSRAMteJTfoPyZXE2oEdV3p2WF2pbVgftdmoxP95ysjIQK9evXDw4EEkVlXh/335JRaPGYOimBir1BdN0Wne8AcPHoycnJxW/TqkdA4iIyNx6aWXYsuWLaisrERsbKz2G6VdEB8fjwkTJuDOo0cx6swZ3H74cIsev0MsvAqG2NhYpKenIzMzE6NGjdJsiYrIwYMH0bdvXwwbNgwbN25EQkICysrKqL9dUdqS99atQ0yjN//5J05g/okTqHG5cPuCBc0+fqcaFZOTkxEbG4sTJ06EOhSlHVNZWYm3334bbrcbVVVVcLvd+oavtAtuv/hifJiWhirvC2uVy4UP09LwnTlzWuT4nWrAN8YgIyMDBQUFdJWjogDAmDFjMHfuXFRUVKC8vBynT59GYWFhqMNSFBTGxKAiIgLRHg+qXS5Eezwoj4zEGQuNpSnaZErHX2SSBFObXe+ZgGiMQXR0NDIyMpCZmYkxY8bAcRwcOXIkYMm1JIgxEZHlWweCF0ykZdFMIJLsgnFxcQFlUjsywZF9HuAik5QqINg8+QkJCUF/XmobJsqxZfMA7zfScX3XGx8fj6uvvhoFBQVYtWoVzpw5g94A7v34YzwxfTpKBVGQ3R8muAI8tYIk6g0aNCigbPfu3bQuI827K5w/TLRl90ESTFldtn8AwAVTm7QkkpDKRFN2XQAfL5iJQXoeWF3pObdJO8H6jTQGJdXV4d30dLzXvz+uPX4cPaurxbq2zsROM4ffmKSkJBQVFSErKwsDBgxASUkJkpOTWy1PjdJxSU5OxvXXXw/HcfCVzZtxQV4evrJzJ1665JJQh6aEKYvHj2/4+YmRIwEAPPOXPZ1ywHccBwMGDMAXX3yBkpISuFyukG0pprR/nlm6FNGN3kRnHjiAmQcOoCYiAvfceWcII1OUlqVTzeED9VM927ZtQ3Z2NgYOHIjDhw8jMjJS/CqtKA/ccAM2ZmSg2jt9UR0RgY0ZGfjxjTeGODJFaVk63YDvcrkwevRouN1uZGZmIjY2FnV1dZolUREpjo9HVVQUotxu1EREIMrtRmV0NEqEeXxF6ah0yjmO6OhoDBo0CL1790ZWVhbcbjcqKirEHPiK0q2qCmuGDcPaoUNxxcGDSNR0C0onpNUHfMdxAhw10tJsVi7Nu7O6/mVRUVEYMmQIcnNz4TgO0qOi8H/HjuEn6enIFTLSMfePtCAnLy8voIw5CiR3C5tmkr6JMNeKNE3FHBDSEvfi4uKAstTUVFqXORCYS2CgsBMZu2dSagV23yVHAiuXnFVHjx6lZX+64oqG31+cMgUJCQlgPg52DVL2TbZxx7Fjx2jdyZMnB5T189v0xwczH/Tq1YvW7dmzZ0AZc85IribWH6U1C6wvSfeXHUPKEsncO9JxWaoP/81EpHqA3fXajFc2mx3ZjCG2RpRON6XD6NGjB5KSkvBvubkYX16Oe3JzQx2SoihKm9Mpp3T8+eyLLxDT6C3wa4WF+FphIaqMwYQLLwxhZIqiKG1HWLzhzxk+HCsSE1Hp/fpTaQz+2a0bZguZCxVFUTojYTHgF0RFodzlQozjoMoYxDgOyiIiUKC+fEVRwgjT2puGGGPyAWS16kmCYCgwuBaozQfyU4CUKCDqIJAZ6rgURVFamAGO49A8JK0+4CuKoijtg7CY0lEURVF0wFcURQkbdMBXFEUJE3TAVxRFCRN0wFcURQkTdMBXFEUJE3TAVxRFCRN0wFcURQkTdMBXFEUJE/4/gmu72uQdn58AAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_gallery('unconstrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", + "yUnconstrained = np.floor(top_sensors/np.sqrt(n_features))\n", + "xUnconstrained = np.mod(top_sensors,np.sqrt(n_features))\n", + "plt.plot([xmin,xmin],[ymin,ymax],'-.r')\n", + "plt.plot([xmin,xmax],[ymax,ymax],'-.r')\n", + "plt.plot([xmax,xmax],[ymin,ymax],'-.r')\n", + "plt.plot([xmin,xmax],[ymin,ymin],'-.r')\n", + "plt.plot(xTopUnc, yTopUnc,'*r')\n", + "for i in (range(len(xTopUnc))):\n", + " plt.annotate(f\"{str(i)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + "\n", + "\n", + "plot_gallery('Constrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", + "plt.plot([xmin,xmin],[ymin,ymax],'-r')\n", + "plt.plot([xmin,xmax],[ymax,ymax],'-r')\n", + "plt.plot([xmax,xmax],[ymin,ymax],'-r')\n", + "plt.plot([xmin,xmax],[ymin,ymin],'-r')\n", + "plt.plot(xTopConst1, yTopConst1,'*r')\n", + "for i in (range(len(xTopConst1))):\n", + " plt.annotate(f\"{str(i)}\",(xTopConst1[i],yTopConst1[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conclusions:\n", + "\n", + "- The constrained exact_n case can be used to place exactly (n_const_sensors) in the constrained region. \n", + "- In cases where the QR optimizer by itself has more than (n_const_sensors) in the constrained region, exact_n removes the excess and places them in the constrained region. \n", + "- In cases where there are exactly (n_const_sensors) in the constrained region, exact_n results will match the QR optimizer. \n", + "- When there are fewer than (n_const_sensors) sensors in the constrained region, exact_n will force the deficit to be in the constrained region. " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The max_n case: \n", + "\n", + "#### Max_n employs the same strategy as exact_n when: (results are identical)\n", + "- The QR optimizer (unconstrained) places more than (n_const_sensors) in the constrained region, which violates the desired constraint.\n", + "- The constrained max_n optimizer removes excess sensors from the constrained and places them outside.\n", + "- There are exactly (n_const_sensors) sensors in the constrained region (max_n results will match exact_n which match the QR optimizer)\n", + "\n", + "However, there are three sensors located in the constrained region. If we want to place a maximum of 4 sensors in the constrained region max_n will place just 3 as seen below: " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "n_const_sensors_max = 4\n", + "# Define the GQR max_n optimizer\n", + "\n", + "optimizer_max = ps.optimizers.GQR()\n", + "opt_max_kws ={'idx_constrained':sensors_constrained,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_const_sensors_max,\n", + " 'all_sensors':all_sensors,\n", + " 'constraint_option':\"max_n\"}\n", + "basis_max = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [2204 4038 3965 320 253 594 3618 878 2331 3999 429 2772 2814 3469\n", + " 1243]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_max = ps.SSPOR(basis = basis_max, optimizer = optimizer_max, n_sensors = n_sensors)\n", + "model_max.fit(X_train,**opt_max_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_max = model_max.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopConstMax = np.mod(top_sensors_max,np.sqrt(n_features))\n", + "yTopConstMax = np.floor(top_sensors_max/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_max))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img = np.zeros(n_features)\n", + "img[top_sensors] = 16\n", + "plt.figure(figsize=(5,5))\n", + "plt.plot(xTopConstMax,yTopConstMax,'*r')\n", + "plt.plot([xmin,xmin],[ymin,ymax],'r')\n", + "plt.plot([xmin,xmax],[ymax,ymax],'r')\n", + "plt.plot([xmax,xmax],[ymin,ymax],'r')\n", + "plt.plot([xmin,xmax],[ymin,ymin],'r')\n", + "plt.ylim([64,0])\n", + "plt.title('n_sensors = {}, n_const_sensors = {}'.format(n_sensors,n_const_sensors_max))\n", + "for ind,i in enumerate(range(len(xTopConstMax))):\n", + " plt.annotate(f\"{str(ind)}\",(xTopConstMax[i],yTopConstMax[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + "plt.grid()\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(5,5))\n", + "plt.plot(xTopUnc, yTopUnc,'*r')\n", + "plt.plot([xmin,xmin],[ymin,ymax],'r')\n", + "plt.plot([xmin,xmax],[ymax,ymax],'r')\n", + "plt.plot([xmax,xmax],[ymin,ymax],'r')\n", + "plt.plot([xmin,xmax],[ymin,ymin],'r')\n", + "plt.title('Unconstrained')\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.ylim([64,0])\n", + "for ind,i in enumerate(range(len(xTopUnc))):\n", + " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conclusions: \n", + "\n", + "When there are fewer than (n_const_sensors_max) in the constrained region, max_n will only place three in the constrained region even though the user allows a max of 4,5 .. to be placed. " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The predetermined case: \n", + "\n", + "- This occurs when (n_pre_sensors) locations are already specified and we want the best locations to place the remaining sensors. \n", + "\n", + "#### Suppose two sensor locations are already specified (sen1 at $x = 10$ and $y =7$), (sen2 at $x = 25$ and $y = 30$). We optimize placement of the remaining sensors. " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The predetermined sensor locations (Column IDs) are: [665 478]\n" + ] + } + ], + "source": [ + "# Convert pixel coordinates into sensor locations (column ID's)\n", + "\n", + "predetermined_sensorsy = np.array([10, 7])\n", + "predetermined_sensorsx = np.array([25, 30])\n", + "predetermined_sensors_array = np.stack((predetermined_sensorsy, predetermined_sensorsx), axis=1)\n", + "predetermined_sensors_tuple = np.transpose(predetermined_sensors_array)\n", + "idx_predetermined = np.ravel_multi_index(predetermined_sensors_tuple, (image_shape[0],image_shape[1]))\n", + "print('The predetermined sensor locations (Column IDs) are: {}'.format(idx_predetermined))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Predetermined sensor locations')" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.subplot()\n", + "#Plot predetermined sensor locations \n", + "\n", + "img = np.zeros(n_features)\n", + "img[idx_predetermined] = 1\n", + "im = plt.imshow(img.reshape(image_shape),cmap=plt.cm.binary)\n", + "\n", + "divider = make_axes_locatable(ax)\n", + "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", + "plt.colorbar(im, cax=cax)\n", + "plt.title('Predetermined sensor locations')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "665 25.0 10.0\n" + ] + } + ], + "source": [ + "# Print the predetermined sen1 column index and its corrsponding pixel coordinates (x,y)\n", + "\n", + "x0,y0 = np.mod(idx_predetermined[0],np.sqrt(n_features)),np.floor(idx_predetermined[0]/np.sqrt(n_features))\n", + "print(idx_predetermined[0],x0,y0)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the number of predetermined sensors allowed (s)\n", + "\n", + "n_pre_sensors = 2\n", + "# Define the GQR predtermined optimizer\n", + "\n", + "optimizer_pre = ps.optimizers.GQR()\n", + "opt_pre_kws={'idx_constrained':idx_predetermined,\n", + " 'n_sensors':n_sensors,\n", + " 'n_const_sensors':n_pre_sensors,\n", + " 'all_sensors':all_sensors,\n", + " 'constraint_option':\"predetermined\"}\n", + "\n", + "basis_pre = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [2204 4038 3965 320 253 594 878 3618 2331 3999 429 2772 2878 478\n", + " 665]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "\n", + "model_pre = ps.SSPOR(basis = basis_pre, optimizer = optimizer_pre, n_sensors = n_sensors)\n", + "model_pre.fit(X_train,**opt_pre_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_pre = model_pre.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopConstPre = np.mod(top_sensors_pre,np.sqrt(n_features))\n", + "yTopConstPre = np.floor(top_sensors_pre/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_pre))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the unconstrained and predetermined (purple dots) sensor locations on the grid using GQR predetermined optimizer." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yPredetermined = np.floor(top_sensors_pre/np.sqrt(n_features))\n", + "xPredetermined = np.mod(top_sensors_pre,np.sqrt(n_features))\n", + "\n", + "img = np.zeros(n_features)\n", + "img[top_sensors_pre] = 16\n", + "plt.figure(figsize=(5,5))\n", + "plt.plot(xPredetermined,yPredetermined,'*r')\n", + "plt.imshow(img.reshape(image_shape),cmap=plt.cm.binary)\n", + "plt.scatter(predetermined_sensorsx, predetermined_sensorsy, color = 'b')\n", + "plt.xlim([0,64])\n", + "plt.ylim([64,0])\n", + "plt.title('n_sensors = {}, predetermined_sensors = {}'.format(n_sensors,n_pre_sensors))\n", + "for ind,i in enumerate(range(len(xPredetermined))):\n", + " plt.annotate(f\"{str(ind)}\",(xPredetermined[i],yPredetermined[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + "plt.show()\n", + "\n", + "image = np.zeros(n_features)\n", + "image[top_sensors] = 16\n", + "plt.figure(figsize=(5,5))\n", + "plt.plot(xTopUnc, yTopUnc,'*r')\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.xlim([0,64])\n", + "plt.ylim([64,0])\n", + "plt.title('Unconstrained')\n", + "for ind,i in enumerate(range(len(xTopUnc))):\n", + " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare sensor indices and pixel coordinates for unconstrained and predetermined sensor placement" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Sensor ID UncX UncY Sensor ID XConst YConst\n", + "0 2204 28 34 2204 28 34\n", + "1 4038 6 63 4038 6 63\n", + "2 3965 61 61 3965 61 61\n", + "3 320 0 5 320 0 5\n", + "4 253 61 3 253 61 3\n", + "5 594 18 9 594 18 9\n", + "6 3618 34 56 878 46 13\n", + "7 878 46 13 3618 34 56\n", + "8 2331 27 36 2331 27 36\n", + "9 3999 31 62 3999 31 62\n", + "10 429 45 6 429 45 6\n", + "11 2772 20 43 2772 20 43\n", + "12 2878 62 44 2878 62 44\n", + "13 3469 13 54 478 30 7\n", + "14 1243 27 19 665 25 10" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "columns = ['Sensor ID','UncX','UncY','Sensor ID','XConst','YConst']\n", + "ConstrainedSensors_df = pd.DataFrame(data = np.vstack([top_sensors,xTopUnc,yTopUnc,top_sensors_pre,xPredetermined,yPredetermined]).T,columns=columns,dtype=int)\n", + "ConstrainedSensors_df.head(n_sensors)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the sensor locations (pixels) on the image for the unconstrained and predetermined case" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image = X[4,:].reshape(1,-1)\n", + "\n", + "plot_gallery('unconstrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", + "\n", + "plt.plot(xTopUnc, yTopUnc,'*r')\n", + "for ind,i in enumerate(range(len(xTopUnc))):\n", + " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + "\n", + "\n", + "plot_gallery('Predetermined', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", + "\n", + "plt.plot(xPredetermined, yPredetermined,'*r')\n", + "plt.scatter(predetermined_sensorsx, predetermined_sensorsy, color = 'b')\n", + "plt.xlim([0,64])\n", + "plt.ylim([64,0])\n", + "for ind,i in enumerate(range(len(xPredetermined))):\n", + " plt.annotate(f\"{str(ind)}\",(xPredetermined[i],yPredetermined[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Reconstruct image from test set using sensors placed via predetermined optimizer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_faces = 3\n", + "n_rows = n_faces + 1\n", + "n_cases = 1\n", + "fig, axs = plt.subplots(n_rows, 2, figsize=(12, 3 * n_rows))\n", + "\n", + "for k in range(n_cases): \n", + " # Get average reconstruction error across test set\n", + " test_error = model_pre.reconstruction_error(X_test, sensor_range=[n_sensors])\n", + " \n", + " # Plot sensor locations\n", + "\n", + " axs[0, k].plot()\n", + " axs[0, k].imshow(img.reshape(image_shape), cmap=plt.cm.binary)\n", + " axs[0, k].set(title=f\"Predtermined (MSE: {test_error[0]:.2f})\")\n", + " \n", + "\n", + " # Plot reconstructed faces\n", + " for j in range(n_faces):\n", + " idx = 10 * j\n", + " img = model_pre.predict(X_test[idx, top_sensors_pre], method='unregularized')\n", + " vmax = max(img.max(), img.min())\n", + " axs[j + 1, k].imshow(\n", + " img.reshape(image_shape),\n", + " cmap=plt.cm.binary,\n", + " vmin=-vmax,\n", + " vmax=vmax\n", + " )\n", + " yPredetermined = np.floor(top_sensors_pre/np.sqrt(n_features))\n", + " xPredetermined = np.mod(top_sensors_pre,np.sqrt(n_features))\n", + " axs[j + 1, k].plot(xPredetermined, yPredetermined,'*r')\n", + " axs[j + 1,k].scatter(predetermined_sensorsx, predetermined_sensorsy, color = 'b')\n", + "\n", + " error = model_pre.reconstruction_error(X_test[idx], sensor_range=[n_sensors])[0]\n", + " axs[j + 1, k].set(title=f\"MSE: {error:.2f}\")\n", + " \n", + " # Plot target image\n", + " true_img = X_test[idx]\n", + " vmax = max(true_img.max(), true_img.min())\n", + " axs[j + 1, k + 1].imshow(\n", + " true_img.reshape(image_shape),\n", + " cmap=plt.cm.binary,\n", + " vmin=-vmax,\n", + " vmax=vmax\n", + " )\n", + " axs[j + 1, k + 1].set(title=\"Original image\")\n", + " \n", + "\n", + "[ax.set(xticks=[], yticks=[]) for ax in axs.flatten()]\n", + "fig.tight_layout()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compare the reconstruction errors for unconstrained and predetermined sensor placement on the test set:" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The reconstruction error for the unconstrained case is [0.12301832]\n", + "The reconstruction error for the predetermined case is [1.39048922]\n" + ] + } + ], + "source": [ + "test_error_unconstrained = model_unconstrained.reconstruction_error(X_test, sensor_range=[n_sensors])\n", + "test_error_predetermined = model_pre.reconstruction_error(X_test, sensor_range=[n_sensors])\n", + "print(\"The reconstruction error for the unconstrained case is {}\".format(test_error_unconstrained))\n", + "print(\"The reconstruction error for the predetermined case is {}\".format(test_error_predetermined))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The distance constrained case:\n", + "- This occurs when we want to place sensors a certain distance (radius (r)) away from each other.\n", + "\n", + "#### Suppose we want to places sensors 7 units away from each other to reconstruct the Olivetti Faces Dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "r = 7 #The radius of the distance constraint\n", + "nx = 64\n", + "ny = 64\n", + "optimizer_distance= ps.optimizers.GQR()\n", + "opt_distance_kws ={\n", + " 'n_sensors':n_sensors,\n", + " 'all_sensors':all_sensors,\n", + " 'r': r,\n", + " 'info': X_train,\n", + " 'nx': 64,\n", + " 'ny': 64,\n", + " 'constraint_option':\"distance\"} #Constraint option for distance constraint\n", + "basis_distance = ps.basis.SVD(n_basis_modes=n_sensors)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The list of sensors selected is: [2204 4038 3965 320 253 594 3618 878 2468 429 4063 1115 2772 3828\n", + " 1160]\n" + ] + } + ], + "source": [ + "# Initialize and fit the model\n", + "model_distance = ps.SSPOR(basis = basis_distance, optimizer = optimizer_distance, n_sensors = n_sensors)\n", + "model_distance.fit(X_train,**opt_distance_kws)\n", + "\n", + "# sensor locations based on columns of the data matrix\n", + "top_sensors_distance = model_distance.get_selected_sensors()\n", + "\n", + "# sensor locations based on pixels of the image\n", + "xTopConstdistance= np.mod(top_sensors_distance,np.sqrt(n_features))\n", + "yTopConstdistance = np.floor(top_sensors_distance/np.sqrt(n_features))\n", + "\n", + "print('The list of sensors selected is: {}'.format(top_sensors_distance))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the distance constrained sensor locations (black dots) where the red circles demonstrate distance of 7 units between adjacent sensors. " + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img = np.zeros(n_features)\n", + "img[top_sensors_distance] = 16\n", + "fig,ax = plt.subplots(1)\n", + "ax.set_aspect('equal')\n", + "ax.imshow(img.reshape(image_shape),cmap=plt.cm.binary)\n", + "top_sensors_grid = np.unravel_index(top_sensors_distance, (64,64))\n", + "for i in range(len(top_sensors_grid[0])):\n", + " circ = Circle( (top_sensors_grid[1][i], top_sensors_grid[0][i]), r ,color='r',fill = False )\n", + " ax.add_patch(circ)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the unconstrained and constrained (GQR distance) sensor locations on the grid" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_gallery('Distance', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", + "ax = plt.gca()\n", + "plt.plot(xTopConstdistance, yTopConstdistance, '*r')\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.xticks(np.arange(0, 64, 5), rotation=90)\n", + "plt.yticks(np.arange(0, 64, 5), rotation=90)\n", + "\n", + "for i in range(len(top_sensors_grid[0])):\n", + " circ = Circle((top_sensors_grid[1][i], top_sensors_grid[0][i]), r, color='r', fill=False)\n", + " ax.add_patch(circ) \n", + "for ind, i in enumerate(range(len(xTopUnc))):\n", + " plt.annotate(f\"{str(ind)}\", (xTopConstdistance[i], yTopConstdistance[i]), xycoords='data',\n", + " xytext=(-20, 20), textcoords='offset points', color=\"r\", fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "plot_gallery('Unconstrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", + "\n", + "plt.plot(xUnconstrained, yUnconstrained,'*r')\n", + "plt.xlim([0,64])\n", + "plt.ylim([64,0])\n", + "for ind,i in enumerate(range(len(xUnconstrained))):\n", + " plt.annotate(f\"{str(ind)}\",(xUnconstrained[i],yUnconstrained[i]),xycoords='data',\n", + " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare unconstrained vs. constrained (distance) sensor indices and pixel coordinates" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Sensor IDUncXUncYSensor IDXConstYConst
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" + ], + "text/plain": [ + " Sensor ID UncX UncY Sensor ID XConst YConst\n", + "0 2204 28 34 2204 28 34\n", + "1 4038 6 63 4038 6 63\n", + "2 3965 61 61 3965 61 61\n", + "3 320 0 5 320 0 5\n", + "4 253 61 3 253 61 3\n", + "5 594 18 9 594 18 9\n", + "6 3618 34 56 3618 34 56\n", + "7 878 46 13 878 46 13\n", + "8 2331 27 36 2468 36 38\n", + "9 3999 31 62 429 45 6\n", + "10 429 45 6 4063 31 63\n", + "11 2772 20 43 1115 27 17\n", + "12 2878 62 44 2772 20 43\n", + "13 3469 13 54 3828 52 59\n", + "14 1243 27 19 1160 8 18" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "columns = ['Sensor ID','UncX','UncY','Sensor ID','XConst','YConst']\n", + "ConstrainedSensors_df = pd.DataFrame(data = np.vstack([top_sensors,xTopUnc,yTopUnc,top_sensors_distance,xTopConstdistance,yTopConstdistance]).T,columns=columns,dtype=int)\n", + "ConstrainedSensors_df.head(n_sensors)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Reconstruct image from test set using sensors placed via distance optimizer\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_faces = 3\n", + "n_rows = n_faces + 1\n", + "n_cases = 1\n", + "fig, axs = plt.subplots(n_rows, 2, figsize=(12, 3 * n_rows))\n", + "\n", + "for k in range(n_cases):\n", + " # Get average reconstruction error across test set\n", + " test_error = model_distance.reconstruction_error(X_test, sensor_range=[n_sensors])\n", + " \n", + " # Plot sensor locations\n", + " axs[0, k].plot()\n", + " axs[0, k].imshow(img.reshape(image_shape), cmap=plt.cm.binary)\n", + " axs[0, k].set_title(f\"Distance Constrained (MSE: {test_error[0]:.2f})\")\n", + " \n", + " # Add red circles to the first subplot\n", + " for i in range(len(top_sensors_grid[0])):\n", + " circ = Circle((top_sensors_grid[1][i], top_sensors_grid[0][i]), r, color='r', fill=False)\n", + " axs[0, k].add_patch(circ)\n", + " \n", + " # Plot reconstructed faces\n", + " for j in range(n_faces):\n", + " idx = 10 * j\n", + " img = model_pre.predict(X_test[idx, top_sensors_distance], method='unregularized')\n", + " vmax = max(img.max(), img.min())\n", + " axs[j + 1, k].imshow(\n", + " img.reshape(image_shape),\n", + " cmap=plt.cm.binary,\n", + " vmin=-vmax,\n", + " vmax=vmax\n", + " )\n", + " \n", + " # Calculate sensor positions\n", + " yDistance = np.floor(top_sensors_distance / np.sqrt(n_features))\n", + " xDistance = np.mod(top_sensors_distance, np.sqrt(n_features))\n", + " axs[j + 1, k].plot(xDistance, yDistance, '*r')\n", + " \n", + " # Add red circles to each reconstructed face subplot\n", + " for i in range(len(top_sensors_grid[0])):\n", + " circ = Circle((top_sensors_grid[1][i], top_sensors_grid[0][i]), r, color='r', fill=False)\n", + " axs[j + 1, k].add_patch(circ)\n", + " \n", + " # Add annotations for sensor indices\n", + " for ind, i in enumerate(range(len(xTopConstdistance))):\n", + " axs[j + 1, k].annotate(f\"{str(ind)}\", (xTopConstdistance[i], yTopConstdistance[i]), \n", + " xycoords='data', xytext=(-20, 20), textcoords='offset points', \n", + " color=\"r\", fontsize=12, \n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", + " \n", + " error = model_distance.reconstruction_error(X_test[idx], sensor_range=[n_sensors])[0]\n", + " axs[j + 1, k].set_title(f\"MSE: {error:.2f}\")\n", + " \n", + " # Plot target image\n", + " true_img = X_test[idx]\n", + " vmax = max(true_img.max(), true_img.min())\n", + " axs[j + 1, k + 1].imshow(\n", + " true_img.reshape(image_shape),\n", + " cmap=plt.cm.binary,\n", + " vmin=-vmax,\n", + " vmax=vmax\n", + " )\n", + " axs[j + 1, k + 1].set_title(\"Original image\")\n", + "\n", + "# Remove ticks from all subplots\n", + "[ax.set_xticks([]) for ax in axs.flatten()]\n", + "[ax.set_yticks([]) for ax in axs.flatten()]\n", + "\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conclusion:\n", + "Despite spacing the sensors 7 units apart, the reconstruction MSE remains low, with the highest error of 0.15 occurring for the face with glasses, since most faces in the dataset lack this feature." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/spatially_constrained_qr.ipynb b/examples/spatially_constrained_qr.ipynb deleted file mode 100644 index 4b48f17..0000000 --- a/examples/spatially_constrained_qr.ipynb +++ /dev/null @@ -1,1845 +0,0 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# General QR Optimizer for Spatial Constraints\n", - "\n", - "This notebook explores the `PySensors` General QR `GQR` optimizer for spatially-constrained sparse sensor placement (for reconstruction).\n", - "\n", - "Suppose we are interested in reconstructing a field based on a limited set of measurements due to constrained locations. Examples:\n", - "\n", - "- Nuclear applications (estimating the temperature at different points inside a nuclear fuel rod where certain areas allow only a limited number of thermocouples)\n", - "- Fluid flows (approximating the temperature distribution of heat diffusion through a plate where no sensors are allowed near the heater )\n", - "- Sea-surface temperature (determining the locations of the rest of the sensors when two locations are predetermined to predict the temperature at any point on the ocean.)\n", - "\n", - "In other notebooks we have shown how one can use the `SSPOR` class to pick optimal locations in which to place sensors to accomplish this task. But so far we have treated all sensor locations as being equally viable (`QR` optimizer). The cost-constrained QR (`CCQR` optimizer) determines the optimal placement of sensors based on the cost of placing a sensor in a certain location. What happens when some sensor locations allow only a limited number of sensors to be placed, predetermined locations are present or restricted areas exist within the physical attribute. \n", - "\n", - "The General QR algorithm was devised specifically to solve such problems. The `PySensors` object implementing this method is named `GQR` and in this notebook we'll demonstrate its use on a toy problem.\n", - "\n", - "See the following reference for more information ([link](https://arxiv.org/abs/2306.13637))\n", - "\n", - "\n", - " Niharika Karnik, Mohammad G. Abdo, Carlos E. Estrada Perez, Jun Soo Yoo, Joshua J. Cogliati, Richard S. Skifton, Pattrick Calderoni, Steven L. Brunton, and Krithika Manohar. Optimal Sensor Placement with Adaptive Constraints for Nuclear Digital Twins. 2023. arXiv: 2306 . 13637 [math.OC]." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from time import time\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from sklearn import datasets\n", - "\n", - "import pandas as pd\n", - "import pysensors as ps\n", - "\n", - "from mpl_toolkits.axes_grid1 import make_axes_locatable" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setup \n", - "\n", - "We'll consider the Olivetti faces dataset from AT&T. Our goal will be to reconstruct images of faces from limited number of sensors placed in certain constrained regions and predetermined locations. \n", - "\n", - "Loading and preprocessing the data:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of samples: 400\n", - "Number of features (sensors): 4096\n" - ] - } - ], - "source": [ - "faces = datasets.fetch_olivetti_faces(shuffle=True, random_state=99)\n", - "X = faces.data\n", - "\n", - "n_samples, n_features = X.shape\n", - "print('Number of samples:', n_samples)\n", - "print('Number of features (sensors):', n_features)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Global centering\n", - "X = X - X.mean(axis=0)\n", - "\n", - "# Local centering\n", - "X -= X.mean(axis=1).reshape(n_samples, -1)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "# From https://scikit-learn.org/stable/auto_examples/decomposition/plot_faces_decomposition.html\n", - "n_row, n_col = 2, 3\n", - "n_components = n_row * n_col\n", - "image_shape = (64, 64)\n", - "\n", - "# Plot first few centered faces:\n", - "def plot_gallery(title, images, n_col=n_col, n_row=n_row, cmap=plt.cm.gray):\n", - " '''Function for plotting faces'''\n", - " plt.figure(figsize=(5. * n_col, 5.5 * n_row))#2. * n_col, 2.26 * n_row\n", - " plt.suptitle(title, size=16)\n", - " for i, comp in enumerate(images):\n", - " plt.subplot(n_row, n_col, i + 1)\n", - " vmax = max(comp.max(), -comp.min())\n", - " plt.imshow(comp.reshape(image_shape), cmap=cmap,\n", - " interpolation='nearest',\n", - " vmin=-vmax, vmax=vmax)\n", - " plt.xticks(())\n", - " plt.yticks(())\n", - " plt.subplots_adjust(0.01, 0.05, 0.99, 0.93, 0.04, 0.)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_gallery(\"First few centered faces\", X[:n_components])" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'll learn the sensors using the first 300 faces and use the rest for testing reconstruction error." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "X_train, X_test = X[:300], X[300:]" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Unconstrained optimization of sensor placement:\n", - "\n", - "Consider the case where we treat all sensor locations as being equally viable." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [2204 4038 3965 320 253 594 3618 878 2331 3999 429 2772 2878 3469\n", - " 1243]\n" - ] - } - ], - "source": [ - "n_sensors = 15\n", - "n_modes = 15\n", - "\n", - "# Define the QR optimizer\n", - "optimizer_unconstrained = ps.optimizers.QR()\n", - "basis_unconstrained = ps.basis.SVD(n_basis_modes=n_sensors)\n", - "\n", - "# Initialize and fit the model\n", - "model_unconstrained = ps.SSPOR(basis=basis_unconstrained,optimizer=optimizer_unconstrained, n_sensors=n_sensors)\n", - "model_unconstrained.fit(X_train)\n", - "\n", - "all_sensors = model_unconstrained.get_all_sensors()\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors = model_unconstrained.get_selected_sensors() \n", - "\n", - "# sensor locations based on pixels of the image\n", - "xTopUnc = np.mod(top_sensors,np.sqrt(n_features)) \n", - "yTopUnc = np.floor(top_sensors/np.sqrt(n_features)) \n", - "xAllUnc = np.mod(all_sensors,np.sqrt(n_features))\n", - "yAllUnc = np.floor(all_sensors/np.sqrt(n_features))\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors))" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The above cell shows sensor locations in terms of the column numbers chosen as sensors. \n", - "\n", - "These locations can be converted into the x and y position of a pixel on the image grid shown by xTopUnc and yTopUnc. " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDSensorXsensorY
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332005
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" - ], - "text/plain": [ - " Sensor ID SensorX sensorY\n", - "0 2204 28 34\n", - "1 4038 6 63\n", - "2 3965 61 61\n", - "3 320 0 5\n", - "4 253 61 3\n", - "5 594 18 9\n", - "6 3618 34 56\n", - "7 878 46 13\n", - "8 2331 27 36\n", - "9 3999 31 62\n", - "10 429 45 6\n", - "11 2772 20 43\n", - "12 2878 62 44\n", - "13 3469 13 54\n", - "14 1243 27 19" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Sensor ID corresponds to the column number chosen\n", - "columns = ['Sensor ID','SensorX','sensorY'] \n", - "unconstrainedSensors_df = pd.DataFrame(data = np.vstack([top_sensors,xTopUnc,yTopUnc]).T,columns=columns,dtype=int)\n", - "unconstrainedSensors_df.head(n_sensors)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now if we want to place just two sensors in the constrained region defined as $20 \\leq x \\leq 40$ and $10 \\leq y \\leq 40$. " - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Define our constrained region: \n", - "xmin = 20\n", - "xmax = 40\n", - "ymin = 10\n", - "ymax = 40\n", - "\n", - "# Plot the constrained region and the unconstrained sensors where 1 is the first sensor chosen.\n", - "image = X[4,:].reshape(1,-1)\n", - "\n", - "plot_gallery('unconstrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", - "plt.plot([xmin,xmin],[ymin,ymax],'-.r')\n", - "plt.plot([xmin,xmax],[ymax,ymax],'-.r')\n", - "plt.plot([xmax,xmax],[ymin,ymax],'-.r')\n", - "plt.plot([xmin,xmax],[ymin,ymin],'-.r')\n", - "plt.plot(xTopUnc, yTopUnc,'*r')\n", - "plt.xlabel('x')\n", - "plt.ylabel('y')\n", - "plt.xticks(np.arange(0,64,5),rotation=90)\n", - "plt.yticks(np.arange(0,64,5),rotation=90)\n", - "for ind,i in enumerate(range(len(xTopUnc))):\n", - " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# Find the constrained sensor indices through the utils function\n", - "sensors_constrained = ps.utils._constraints.get_constrained_sensors_indices(xmin,xmax,ymin,ymax,image_shape[0],image_shape[1],all_sensors) #Constrained column indices " - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There are three sensors placed by QR which lie within the constrained region, however only (n_const_sensors = 2) are allowed in that region. \n", - "\n", - "Two strategies have been developed to deal with this case: \n", - "\n", - "- exact_n : Number of sensors in the constrained region should be exactly equal to s. \n", - "- max_n : Number of sensors in the constrained region should be less than or equal to s. " - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## The exact_n case: " - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sensors = 2\n", - "\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_exact = ps.optimizers.GQR()\n", - "opt_exact_kws={'idx_constrained':sensors_constrained,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sensors,\n", - " 'all_sensors':all_sensors,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_exact = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [2204 4038 3965 320 253 594 3618 878 2331 3999 429 2772 2878 3469\n", - " 211]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_exact = ps.SSPOR(basis = basis_exact, optimizer = optimizer_exact, n_sensors = n_sensors)\n", - "model_exact.fit(X_train,**opt_exact_kws)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_exact = model_exact.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xTopConst = np.mod(top_sensors_exact,np.sqrt(n_features))\n", - "yTopConst = np.floor(top_sensors_exact/np.sqrt(n_features))\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_exact))" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Display the unconstrained and constrained (GQR exact_n) sensor locations on the grid " - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "img = np.zeros(n_features)\n", - "img[top_sensors] = 16\n", - "plt.figure(figsize=(5,5))\n", - "plt.plot(xTopConst,yTopConst,'*r')\n", - "plt.plot([xmin,xmin],[ymin,ymax],'r')\n", - "plt.plot([xmin,xmax],[ymax,ymax],'r')\n", - "plt.plot([xmax,xmax],[ymin,ymax],'r')\n", - "plt.plot([xmin,xmax],[ymin,ymin],'r')\n", - "plt.ylim([64,0])\n", - "plt.title('n_sensors = {}, n_const_sensors = {}'.format(n_sensors,n_const_sensors))\n", - "for ind,i in enumerate(range(len(xTopConst))):\n", - " plt.annotate(f\"{str(ind)}\",(xTopConst[i],yTopConst[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", - "plt.grid()\n", - "plt.show()\n", - "\n", - "plt.figure(figsize=(5,5))\n", - "plt.plot(xTopUnc, yTopUnc,'*r')\n", - "plt.plot([xmin,xmin],[ymin,ymax],'r')\n", - "plt.plot([xmin,xmax],[ymax,ymax],'r')\n", - "plt.plot([xmax,xmax],[ymin,ymax],'r')\n", - "plt.plot([xmin,xmax],[ymin,ymin],'r')\n", - "plt.title('Unconstrained')\n", - "plt.xlabel('x')\n", - "plt.ylabel('y')\n", - "plt.ylim([64,0])\n", - "for ind,i in enumerate(range(len(xTopUnc))):\n", - " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", - "plt.grid()\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compare unconstrained vs. constrained (exact_n) sensor indices and pixel coordinates " - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDUncXUncYSensor IDXConstYConst
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" - ], - "text/plain": [ - " Sensor ID UncX UncY Sensor ID XConst YConst\n", - "0 2204 28 34 2204 28 34\n", - "1 4038 6 63 4038 6 63\n", - "2 3965 61 61 3965 61 61\n", - "3 320 0 5 320 0 5\n", - "4 253 61 3 253 61 3\n", - "5 594 18 9 594 18 9\n", - "6 3618 34 56 3618 34 56\n", - "7 878 46 13 878 46 13\n", - "8 2331 27 36 2331 27 36\n", - "9 3999 31 62 3999 31 62\n", - "10 429 45 6 429 45 6\n", - "11 2772 20 43 2772 20 43\n", - "12 2878 62 44 2878 62 44\n", - "13 3469 13 54 3469 13 54\n", - "14 1243 27 19 211 27 19" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "yConstrained = np.floor(top_sensors/np.sqrt(n_features))\n", - "xConstrained = np.mod(top_sensors,np.sqrt(n_features))\n", - "\n", - "columns = ['Sensor ID','UncX','UncY','Sensor ID','XConst','YConst']\n", - "ConstrainedSensors_df = pd.DataFrame(data = np.vstack([top_sensors,xTopUnc,yTopUnc,top_sensors_exact,xConstrained,yConstrained]).T,columns=columns,dtype=int)\n", - "ConstrainedSensors_df.head(n_sensors)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot sensor locations (pixels) on the image for unconstrained vs. constrained (exact_n)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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b7bZsa8/JgyZQkwdpfWjbSfvMLftWPffc4/81dPPNwPjxwF/+0urJAxEREXUe9qMtnE4gIwMoKbE/GiIiIgp6rbueX1EBVFUBpaXAf/8LfPQRcNllbTw0IiIiCkatmzz89rfHn3EAAIcDmDsXeOaZNhwWERFR92SaZtCnLWjdbYtbbwWWLgVefRU45xzA6wWEiAYiIiLSrVq1Cvfee68aRRhorbvyMGTI8f8A4KqrgNmzj4dqrl0L2Jgt1dbWIiQkpMk26alS6YlSra+diAjt6V07T/dqn8nO+0ozWu19tSfx7TzFL/W12i/qadtRespfe8JbCvXV/jqw87S8RlufEjtPvLfXE+2A/Jm0bSz11aI8tHFLn1nbB9orgsROpIb23u25rrVjWaJFF7RXxJZ2rGnjktb1iftWnz59kJOTgzfffBPz5s1r1+8gO9omSdTFFwO/+AWwcycweHCbLJKIqKtzVVdj1CefIGXvXvTYuxfhlZVYfs012HXqqSf9bnxODk595x303LMHXqcTB0eOxOpLLkG1Eo9PnUtqaiouvvhivPHGGxg9ejRGjhwZ6CE1qW1qW9QnyCgtbZPFERF1B+HHjmH8Bx8gPicHRUI2v6jiYlz0l78gLj8fay+8EJtmzULG5s04969/hcNGLhoKTqeffjqGDh2KV199FRUVFYEeTpNaNnnIyzv5NbcbeO01ICLieLZJIiJqlsq4OPz7scfw5sMPY+3FF1v+3riPP4arpgbv33ortsyciQ3nnIPPrr8eyYcOYdCqVR04YuoIDocD11xzDWpqajB//vxAD6dJLbtt8YtfAGVlwPTpQK9ex1NUv/46sH078PjjQHR0Ow2TiKjr8YWEoCouTv29fhs24MDIkTiWmOh/7fDQoShJTUXWN99g+/Tp7TlMCoCEhATMmzcPL730EsaOHYsJEyYEekiNtOzKw2WXHQ/NfO454MYbj2eV7N0b+M9/gNtua6chEhF1X1ElJYgsL0d+374nteVnZiL54MEAjIo6wqRJkzB+/Hj8+9//RkmQJWJs2eThxz8+HqKZm3v8dkVR0fF/X3hhOw2PiKh7i6x7lqyiiSsUlXFxCK+ogMNGdBYFL8MwcOWVV8LhcOC1115rFD2hFXVsb0FRkrtebW2tZREQO8WcpDArO4Wv7BY2ksalVWmTwrDshGhJYYmAvr6kMCxt2aGhoZZtdkNIpXFpIW/SZ9b2Pamv9Hmbs2w74ZZ29ns7y7UT2qrtA3bWtXYsS/uu3TDievWfz+N2+2P8vV4vfHUPzNWYZqPYf8MwUF23vjzl5ai1qEhsxU6lYjshkVIhKLuhlnYSK0nvbSd0XqMd59HR0bjqqqvwzDPP4IsvvsD06dPhdrtx22234eabb8ZgIcJRWrZVW3OLwLVNtAUREbULT93kxNnEJMRV96XmVSZH1LmNHj0ap512Gt5++23k5+fD5XLB4XDgYABvWXHyQEQUxCpiYwEAUWVlJ7VFlZWhKjISXqFsM3UNl156KaKjo/Hyyy/DNE2kpKQgPz8/YOPh5IGIKIhVxMejMjoaKU38lZl64AAKevUKwKioo5SUlGD37t0ICwvDddddh927d2Pp0qXo0aMHJw9ERGRt96hR6Ld1K6KLi/2v9d6xAwl5edg1ZkzgBkbtbuPGjXjkkUfwxBNPIDw8HGeeeSbee+89REREBHTywGtdREQBNHLFCoRVVSGqLqqi35YtiK4Ly9swbRpqIyKw7swzMXDTJvzob3/DxunTEVJTg/HLlqGgZ09smzIlgKOn9nb66acjISEB77zzDh588EFMmjQJSUlJ2LZtG0pLS+H1etutpoeEkwciogAa+/nniC0q8v+7/6ZN6L9pEwDg+3HjUBsRgWMJCXjn5psx/b33MPWDD+B1OrFv2DB8+cMf8nmHLs4wDIwePRojRozAl19+if/+97+oqqryR/EUFhYiJSWlw8fV7nvdU089BcMwcMstt7T3WxERdTqv3XefZVvDsLminj3x3o03+v9tJyyROh+n04kZM2ZgypQp+Pjjj/Hxxx/D6/Vi165dGF5VhSkLF2LN3LlNJhNrD+0+efB4PPh//+//Ydy4cZg6dar4u2632zKeVopb1+Ko7eSIkGKhtYNXiw2WMoZpOREk7XlS0RKTSPH0dnJXaHH4kUqMe0RERKuXbYcULx+tpHO3ynnSHM2N1W6KnfWhHYta/on2uvxqp2Sy1l87ztsrd4W2Lu2c29pz/5GWrZ277JTz1pYt5Z/Q+trJydLS/SckJAQXXHABTjnlFLzxxhsYOHAgBi1bhl47d2LQ2rWNJg/Ssqurq5t8vbnfPe3+wOSvf/1rTJkyBVdffTWOHTvW3m9HRETU5WUaBu694AIMq65G/2++AQD0X78eyQcOIHn/fkQXFrbr+7f7lQen04lXX30Vo0ePxh133IFnn322vd+SiIioS7vi97/3/1x/rSeivBwX/+//+l9/9JFH2u39OyRUc8CAAfjzn/+M5557DkuWLOmItyQiIuqyPrv2WvjqbofU39io/7/P4cBn117bru/fYXkebrjhBsyePRvXXXcdihvEKhMREVHL7J48GQvvvLPJtoV33oldkya16/t32OTBMAy89NJLqKysxM0339xRb0tERNSlmXUPVZodGIHToRkme/fujWeeeQbz58/HggULOvKtiYi6HK2aLHVtVTExqIyNRX6fPlgxbx7y+/RBZWwsqmJi2v29Ozy7yLx58/Dee+/hxhtvxGmnnYa0tDSsWLECwPEQkbCwsCb7SaEuWpiMFHpipzSxFr6jpQ7dt2+fZZsWhiV9JiksEbAXklRQUCC2W20/QA/VlMIa7YSOAUB8fLxlmxYyGVtXmKg1Dh8+bNnWv39/sW9cXJzY3l4hpto+YKdEuZ0vO+3z2lkf2rikkLeKupLZVqT9WhuzdMwcOnQIS5YswQ9/+MMm92Ht3CZ9Zu38Ix3nWlSdFG6pnSO08GUpZFtbH9Lx1qNHD7GvFmIs7T+29r2EBPz7wQfhc7kAw8C2adPg8Hjgq1vH0mcO+lDNExmGgeeeew4ulws///nPYZqmf+UUtnNoCRFRVxEXFwefz4cNGzYEeigUQL6QEKB+wm8Y/olDewtIXtPk5GS8+OKLuPDCC/HPf/4T48ePBwDk5eUhMzMzEEOiNjAkNxf/s3Rpk23/e+GF2NoBl9KIuovQ0FCMGTMGX3/9NUaNGqVeqSJqSx0+eThw4ABiYmJwwQUX4LrrrsOtt96K5cuXAzg+eaDO79Phw7EvObnRa3mxsUA7ZnIk6o6GDRuGLVu24JtvvsHMmTMDPRzqRjr8tsW1116LrKwsPP7443j44YeRlJSEW2+9FQAnD13FrrQ0rB04sNF/x4TnLIiodVwuF8aNG4c9e/bwti91qA6fPLzxxhu4/PLLceedd2LSpEm46qqr8NVXXwHg5KErCauthYNPghO1u0GDBiE2Nhbr168P9FCoG+nwyUNKSgqeffZZbNmyBaNGjcIDDzzgLycqPZlOnce1X3yBZ157Dc++/DJ+u3gx+ipRJ0TUeg6HAxMmTMCBAweQm5sb6OFQN9Hhk4d6Q4YMwX/+8x8sW7YMaWlpAICjR4+2a4VDal8ehwPfZGbizSlT8MyZZ+K9CRPQq6gId3zwATKUEE8iar2srCwkJiZi3bp1/nPo5s2bsWfPngCPjLqqgERbNDRjxgysWLECCQkJyMrKgs/nQ8KePRg9fz42zZuH4rpYeCn2XItLlWKHpRhs7X21PA7btm0T263ibAG99LVEWx/S+2o5D6SY9m0APunVC/D5gMpKIDQUbw8fjlc3bsRZy5djkRJJI41bizsvLy8X26Xt2KdPH7Fv/ZWxpvTq1UvsK+XFkGLlAT1fhxRbruVqsFP+3E4pZ609UOPSSLH2R48eFftK6fi141zaf07c56OionDw4EF88skniI6Oxr59+xAaGoqioiLxPZqi5VOQcp9IeWQAe2XXte0oHVPaZ5LGNXr0aLFvUlKS2C7lW9DyPEjHhHZebM3x1Nw/4AN25aGh+hXw+7oqYZlffonUrVuR+eWXgRwWtYHDERH4KjERY0tL4eBVJaJ2Ex0djYiICOTl5cE0TRiGwSu51G6CYvJQL37fPiTs3Ys+q1YBAPqsWoWEvXuRkJ2NSN4377SOhoUh1DQRwQcoidpcWVmZ/ypoSkoKqqurUV5ezskDtauA37Zo6Af3349Y/F9t8rCyMsz+3e/87e++805AxkX2pFdXo8bhQKVyiY2IWic/Px/l5eXo1asXoqKikJeXh7CwME4eqN0E1dncsja504mvf/WrgIyJmi++ifvCAyoqMK2oCF/Hx3doxTei7iI2Nhb9+vWDz+dDdnY2IiIiUFtbC7fbzckDtZuguvKw7J57MOe++056/dMHH0T5wIEBGBG1xJ+ys+F2ubAlJgbFISHIrKzEhUePotrhwPN9+zLDJFE7iYiIQFZWFnJzc1FQUACXy4WamhpbDycSSYJq8lDPNAwYpun/P3UOK+LjcW5xMS47cgRRXi9KXC6sSErCyxkZOBwRASjVB4mo9RwOB9LT0xEdHY0jR440KjpI1NaCavJQGxuLqrg4VCUnI/uMM5C1bBkiCgpQExdnqwywFI6phWpK4YNbt24V++7YsUNsl0J0tLK2vXv3tmwrKysT+0ppbENDQ8W+kqcA/O2EmhYAgGaGiknhltrlVzuloLW+UjidVo5Z+suvpKRE7KttR2lbaWFpUgiXVrq4PS+FS+PSwk+lsDXtS1Rrl7aVlhn30KFDlm1aiLEUZi6dm5KSklBYWAiv14uehw/jnmPH8EB0NDY1qLgobWctBFDar7WrHdKytTBPbd+Twpu1ZUvrQwubnjhxotgu0fY9qYS51lc6D1gdT9px5l92s36rg1QlJmLx3/7mr02ePWvW/9Um5xUIIqJmcTqdSE5OhmmauPTYMZzmduOS6upGkwciO4Jq8gCgcS3yDqxNTkTUVfT2ehHv8cAEcFFdUrgfVlfjrfBwGACKHA7sC+QAqdMLuskDERHZs65BXpz6G3ZJpolPG2S7TEpM7OBRUVcSVKGaRERk3y/j4lB/N9xxwv/dAG4S0ksTNQcnD0REXczCiAick5DQZNs5CQl4V3l4kEjDyQMRURfmPeH/RG2BkwcKqIqKCjXckYharsDhwFHDwHcuF26PicF3LheOGgYKmCae2kBQPTBpGIZljKkU02wnz4MWkyyV3d6zZ4/YVyvVK41bi9+Vcg9IccGAHJeuxVFr60t678jIyJNeq6qqQlVVFWpqamytDy2Gu7mxy02R4r+1iU9aWpplm1b+XMsB0NT6rBcTEyP2lbazFuOv5YGwQ3pvbRtK5witTL3WLp1DtPOPtGwpjwMg5ydR8xYkJeHslBS4DQMwDHxsmggxTXgcDvSAXL5ayzEinRe1c4TUrq0PLX+JtC208ueSTZs2ie1RUVFie2ZmpmWbds6Vzn1aOW/pHGEXp6AUUOHh4XA6naioqGAefqI25nY4gPpJl2Ec/zdRG+CeRAFlGAaioqLg9XqZSpeIqJPg5IECzuVyISIiAm63W70ETEREgcfJAwWF8PBwOBwO1NTU8PYFEVGQ4+SBgoJhGAgLC4NpmurDa0REFFicPFDQcDgcCA0Nhcfj4e0LIqIgFlShmg6HwzJUSwpJ0ULH7JS+PnDggGWbFs5UXVeQxor0gKAWxieFO2nhO1KIlxS+BehhfFKIoFRGHDge1miaJr788kscO3YMM2fORGhoKKqrq7Ft2zacfvrplqFaUtljQA4t026T2CkTLS1bK3+uhaXZCeGS9h9tG0vshMRq761NKKXzgFb+vEgpGy9tR+1YTUpKsmxLVOpLpKamWrZpx1Pfvn3FdulY/f7778W+W7ZssWzTQkil7ahtBzthxFrYovTeWpjntm3bxHbpeJPCue2SSolbjUkLta3HKw8UVAzDwIQJE+DxePyx1VVVVcjOzkZxg6I+REQUOEF15YEIOP4XwujRo7F+/Xqkp6cjJSUFwPErPT169Ajw6Ig6xp3btuHs5cst2++//nqUKcnAiNoLJw8UlPr06YMjR47g22+/xZlnnonw8HCUlpYGelhEHeb99HTsPiEzoQHgp+vXIz8qihMHCihOHiiobNiwAcXFxRgxYgTGjRuHpUuX4ttvv0VMTIz6jAlRV/J9XBwKT3jmYXB+PsK9XqxUnmcgam985oGCSr9+/WAYBr788kusX78eQ4YMQU5ODgzD4OSBur2p+/fDB3DyQAHHKw8UVOLj4zFjxgwcPnwYW7ZsQW5uLqKjo1FQUKBGJxB1ZU6fD1MOHsTO5GTkR0VBjrUgal+cPFDQMQwDvXv3Rs+ePZGdnY1t27bB5/OhuroatbW1nERQtzQ6NxextbVYwKsOFASCavIgleSWaHH6UlzxkSNHxL5SfgAtDn/s2LFi+8iRI1vVBgBZWVmWbTt27BD77ty507JNyw+gFa/q1auXZVu/fv3EvhkZGU2+Xl5ejqeffhpffPEFLr74YvTOzUXms89i30034diQIQD0uPR9+/ZZtmllgKV8HVr5cynm3W6ZaGlbaNtJ2ne1vClSHLh2TDQ3hrw1pHFLJbUBfTvOnDnTsm3o0KFi39WrV1u2rVu3TuzbcKL8gw0b4HE4sHvcOKRGRKj5JbS8BlIeCC1HxPDhwy3btH1Pas/NzRX7aseEnVwNUt4L7TNp+YKk/lr+Ejt5ZqT92qqMuHYM+3+vWb9FFEAxMTG49957/f9OeeUVxG/YgJQlS/yTB6KuLLS2FiOys7G9Tx9UCol/iDoKJw/UKYTl5sJVF6qZ/Pnnx///2Wc4evbZAIDowkIcEzL5EXVmo7KzEebxYD0nyxQkOHmgTmHiJZf4f66/SRVSXIyxP/sZAGAsgBf+/veOHxhRBxi/YweqQ0KwRbn1R9RRGKpJncKOe+6Br+5+ef1dvvr/+5xOfH7ddQEZF1F7i6qsxOCDB/Fd//5wK89mEHUUXnmgTiF/9mxU9u3rv9LQ0Ka//x27WYWTuqhxu3bB6fPhm8GDAz0UIj9eeaBOx6x7wti0WcGRqDMYv2MHyiMisMMiGokoEHjlgToNd0ICahMTUZOSgqPnn4/UDz5AWF4e3AkJQEFBoIdH1C7+eumlgR4C0UmCavIQEhJiGZcq5R/Q4tKl2OAC5UtHisFNTEwU+06ZMkVsl3I1JCmRA1Jugj59+oh9U0/Il9+QFs+sxSRL20mLpZfisD0eDyqjo7Hi1VdhhoQAhoHsWbNguN0wQ0ORoIxLyi9QUVEh9i0pKbFs0+K7pX1PS3YVFhYmtkv5J7R4eClHgBbnLR1v2mdyOOSLndL+px3n0v6jpTbX8kB89dVXlm1btmwR+0rHqnQsAnLuAe140rbj4cOHW903NjbWsk07h2i5ZCRaXgPpvLlnzx6xr3QekI41QN8W0ri13CdSQcD4+Hixr7QdrdaV9ln9y27WbxEFCbPhl5NhNP53M7lO+KI48d8nCqmthcfphFn/wKbXC5fXe9Jtk5CmvrCFE2kIAK/T+X8Pgvp8cHk8gGE0ejAuxO0GmkiEZgoTBIfHA1/9icPnQ0jdF6+7wfpy1tbCaGK50onO53AA9e2mCVfdGDwNJjpOtxuGxReE1eTBdDjgbfCZ67eJJzTU/34OtxsOaXLaxPowDQOeBssNrdsebpfLv/2cXi/ClIlJ6Anb0QQabSNXbS0MNF6/RF0ZJw/U7Vz9y1+2uM+CSy/FtrqsekO2b8clb7+NfZmZeLZBCOnvXngB0Uq2yhMt+sEPsHrcOABAv0OHcMNbbyE3KQl/aRA9csNLLyGlhbdlvvrBD7DyzDMBAMn5+fjpE0+gMioKT99zj/93zn7qKaQL2Uab8v2MGfjisssAAOHHjuGaO+4AADz/3HP+35n+4ovo9803LVruvgkTsLzBdrn2llsAAP96/HFU1/31PXXhQoz84osWLXdv37545eqr/f9+5O23EVNdjT/MnYsjCQkAgPM2bcKFGza0aLm5iYl4tMFyf/bCC0jJz8f9993XouUQdVZ8YJK6DVdNDX7aRLQGkV31V3D+8Mc/Nn0FiqiLMUytMEQHKCsrQ1xcHN58803LfOyFhYWW/bX7ztJzDZs2bRL7SrnWtXt306dPF9vtPPNgpziUdH+3PZ950O7hS/dRtc8r3RcEju9jrpoa/1WH1//yF/+ldu2Zh9LSUsvbFiUN1mVTXxrS+gwJCRFvW9SvL6vbFtJzDXHJyeJti8TExFbftqgVbluEhobaum1Rv76aum3hrawUb1vk5eWdvNy62xb19/etblt4lfu8ycnJjZeL/7ttER8fj4iKCvy/Rx8FAPzv73/f6PaF9MyDdkzYeeYhLi5ObLdTo0Qat51nHoqLi8W+2jMP0neB9szD0aNHLdvKy8ttjUs61/fuLddHlY5z7ZmHtLQ0yzar9VFdXY0//elPKC0tFc/JvG1B3ZInLMz/hac9iHfifWzT6YS7/sTbYPLQ1P1u8W/QE5frcDS5DKvEQNIp2tfw5G+xXK/FhEwtTle/vgyj0bMO/uUKX2raA5P+t2hiub6QEEjT9eY8b1DbxNi8TidqlC/Lpvo15GHyJupmeNuCiKiLyM7OVqvEErWFoLryEBIS0qrL8Vqoi3RZWrsclVD3UFVTUlJSxL7SJUdAHrf2maTLitrlTOlSl3bJUfsrXboLpi1b2k7a5UwtNLGmpgbeBlcJampqUP9JtL52woSlEEEtJEpbX9J21vYfq/LnzSHdutL2Pe1Wn3TZWbtlZifM006p59ra2kbRGPn5+Y2uVEQIVTC1qzzS8dTUun777beRkJCAX/7yl+okwqokM6CvL6ldKwUu9ZVK2AP6PiDtf9IleEAO9dX2j5ycHLFdWifSvgXIx8Rpp50m9pXWh9Wt8eZOPnnlgYioi5gzZw6+//57MS8FUVvg5IGIqIsYMWIEpk2bhoULFyI/Pz/Qw6EujJMHIqIuZO7cuYiJicGrr75qK5sjkYSTByKiLiQ8PBxXXXUVsrOz8emnnwZ6ONRFcfJARNTFDBgwAGeeeSbef/99HDp0KNDDoS6Ikwcioi7o/PPPR0pKCl555RU1coeopTh5ICLqgkJCQnDNNdcgNzcXixcv9r+el5eH7777LoAjo64gqPI8hIWFWaY9leLWtQzbUqy9lt5Tis+VckAAeupZKZ5WKperLVuL8Zfiu6U2QM8QKOXp0GK4pXWtlUxuTp4HZ4O8CvHx8fDWjUfbTtJn1vY9KS7dbk4Naf+R0qoDwLBhwyzbtJwa0rh79uwp9tXSiEt5V6R8CcDxlNtWtFh6bf+R9t34+PhGqcnj4uIaZbuU0kRruWKk0unS5wWO79ejRo1CYWEhXnzxRcyZMwcjR47Ev//9b8yfPx9XNyjsdSItX4eUk0VLbS3tP1qqeCkXg/beWll2qSSAtn9opP1e26+l88CuXbvEvn379rVss9q3tO+PekE1eSBqT76QEHz1q1/5fyZqK16XC2/Mnev/OZjMmzcPK1euxAMPPIBXXnkFaWlpKC0tRXl5uZrIjsgKb1tQt2E6nTg4ZQoOTpniL3JF1BZ8Dge2Dh2KrUOHwtfM+h0dxeVy4e6770ZhYSGeffZZ9OrVC4B+dZNIElx7ORERtQnTNPHYY4/h3XffRc+ePXHzzTdj0aJF/ltaBw8eDPAIqTPj5IG6DcPrRcaaNchYswaGkiOfqCUcPh+Gb9uG4du2iWXDO5JhGAgLC8MTTzyBK6+8EomJiZg0aRL++te/IiYmhlceyBZOHqjbcLjdmPbUU5j21FNwMHSN2pDT48HlCxfi8oUL4VQedO1Iv/rVr/Dyyy+jZ8+e+J//+R+Ul5ejsrIShmEw/wPZElxP9hC1J4cDR4cO9f9M1FZMw8DePn38PweTgQMH4oknnsDatWvx7LPP+iMWNm/eHOCRUWcWVJMHl8tlGWojhQ5JJUsBOfxHKx8rhS5q5XS1sCMpZEkLmZTCC7XSs9KytbBF7TNLn0kLa9RCvOwwDAMID8eqhx4CAITU/dec95VC7bTQMSk8TLtsfPToUbFd2u+10MRVq1ZZtu3bt0/sKxVcOu+888S+WricFNrao0cPsa92HpCkpaWJ7enp6ZZtycnJAIAV990HAMg8ob3+AUWprxWpNoVWt+LEkLvTTz8d06ZNwwcffIBHHnnEv39FbduGjGeewcGbb0ZF3eRaK30thfNp5xDp/KOdj7XjTXpv7TiX3ltbH1ooudRfC41OTU21bNNCsqXvIKvwY+0cXy+oJg9ERNR+nE4nLrroIsyaNcs/eUj+8EPEffMNqj76yD95INJw8kBE1M0klJUhvqIC2L4dSXXFs5KWLkX+uecCAHwJCahVEn5R98bJA3UbzupqnHXDDQCAJc8/788wSWSXq6YGF99+OwDgnT//GR7l0n2gjTj/fP/P9TcTXcXFGHnNNf7X1339dccOijoVPjVG3UpYWRnClPvuRK0RfuwYwm08d9GR9j7wAHx1zy3U3+Gu/7/P6cSe++8PyLio8+CVByKibqb43HNxLCOj0ZWGeltfegnVQu0TIoBXHoiIurX60NJgCzGl4MYrD0RE3ZAnMRG1iYmoTU1F/oUXosd//4vQo0fhUap1EgFBNnnw+XyWsctSngepjC8glzTVykRLMa9a3gItXlYqBy6VUgXkmHftffPy8izbtNwDdnJqaOtLiv+ublBOuylSKXDgePlZV4NY7MLCQv9DbVpJXCl3hVY2W4od79evn9hX+0x79uyxbMvJyRH7SvuIlk9BijvXYta1OH47Zeqlz6RtJ+14k/JAREVFNSr3npSU1OhhXKkcc0FBgfi+0rGqHRNSKXng+Pn2s9tug9fpBAwDuOoqOL1eeL//HvFHjoh9pRLVWp4Z6VyunY+1/DfSsqXzrUYrya19B2n5KSTSvquVzy4pKbFsS0hIaPJ1LWdFvaCaPBB1Na7qaoz8+GP02LsXPbKzEVZZiS+uvRa7p02z7GN4vbj4gQeQkJODJbNmYdWpp3bgiKk7aVQ+3DCCrpw4BS8+80DUjsKPHcPY999H/JEjKMrIaFafEZ9/jmglQyQRUSBx8kDUjirj4vDGX/6Ctx97DF9feqn6++FlZRi3eDE2nnVWB4yOiKh1OHkgake+kBBUCbUxTjR50SKUpqZi9+TJ7TgqIiJ7OHkgChI99u7FwNWrserSSyE/WkpEFFicPBAFA9PE1DffRPaECcjr3z/QoyEiEgXVo7WlpaWWYXFS2JGdUrxSaA8gl3HVQvy00CCpVK8WLieFxG3atEnsK4V/aaE/WrldaX1py5ZCObXy5lqoVHV1NUIahFsVFhbCXRcK2bt3b7Fvc0OXrN63XlRdGGJNbS0qKioahfCN/vZbJBw+jDcvvhhleXmoqdu+TqfTch+1CrUC9DA9KWRyxIgRYl8pbFErXayVRZZC2pYsWSL2lfYv7XjSwgulffPo0aONwoDz8vIa1baQwk+19SF9Ju3cpZU/l9q1ZUuloLXPJB3L2jk1OjpabJfOuRnKA8vSPpCUlCT21UKUpZBJ7dwmnX/ilFuiUjh3T4vCZ1oIcL2gmjwQtSev04klF1zg/zlYhFZX44ylS7F66lSUteD5CAoeXqcTq+bN8/9M1NVx8kDdhs/pxLennBLoYZzklJUr4fR68f3IkYir+wsmtu6vwvCqKsQVF6M8JgY+xuAHLdPlwraZMwM9DKIOw7MRUYDFlpYioqoKNzz99Elt0774AtO++AIv3nQTjlpcZiQi6micPFC3Yfh8yNi3DwBwMDMTpvJcQEdZN2UKdgwZ0ui1qIoKnPff/2LT2LHYMWQISoTnGyjwDJ8PqTt3AgCODhoUNPsWUXvh5IG6DZfHgyv+8Q8AwJ/vvdf/wGR7G/XFFwitqkJU3QOS/bZsQXRJCWqqq7FuyhTkpqcjNz29UZ/62xf5KSnYyfLIQc/pduO8P/8ZAPDq3/7W6IFJoq6IkwfqNkwc/zKu/7mjjP38c8Q2SDc9YNMmDKiLiNk8ejRqlGJAFPxMAMV1E0Dm6KDugJMH6jY8oaH4x623dvj7vnrvvU2+LlVbLE1IwIMPPNBOI6K25g0Lw8L77w/0MIg6TFBNHlavXm2ZR6C/kDjn6NGj4nKl2HM7JWCTk5PFvlZxtPWkuOJ9dffmrXz33Xdiu2TAgAGWbVq8u1XJ9Hp2yldL8c5azowipZCUtA+kn3DL4ET5+fmWbdp2kvYvrbyw9L6AvL60vlLMe58+fcS+Ei3Pg0bKIZGVlSX2Xbx4sWXbWUqtEG2/luL4pX0ekOP0tbwpiYmJlm1aLg+t3Le0bC1HhPTeWil5aV1qOVXs5HuRci0A8v6lnRe1PCLS+pTygABy3gzteJPyPFiVuNf253p8qoeIiIhaJKiuPBC1J1dtLX76/PMAgJduuAGeDnpgkro+V20tLnv8cQDAW7/9Lfct6vI4eaBuwwDQo+5yvhHYoVBXY5pIqk/ZLKSyJuoqeNuCiIiIWoSTByIiImoRTh6IiIioRTh5IApSOTk5WLp0qVgOmogoEILqgcmvv/7aMqZVitHV6sdLcbRa/XgpvjdBqTegxTsfOnTIsu3AgQNiXyk+XIqVB+TPrOWu0OKdd+zYYdmWmpoq9pW2sZ08DsDxdeJqEEOemprqTyGsfSYpdlzbfwoLCy3btHWdkZGBV155BdOnT8eECRNOapf2+6VLl4rLHj58uGWbNlmR2rUYcS2fgvSZUuqyg1qRYumlbai9LyDnF6ipqYGvttb/79raWjRcC1JODS33ibRvarlP9u/fL7ZHR0dbtmk5SHLrHw5tgparQVq2YciPMoeEhIjt0nng2LFjYt/t27dbtsXFxYl9tfUl5dTQxiWtk+rq6laPyyq/TW2DfVnCKw9EQWro0KEYPnw43n77bfVLl4ioI3HyQBTELrvsMhw6dAirVq0K9FCIiPw4eSAKYgMGDMCECROwYMEC9RI3EVFH4eSBKMhdcsklKCgowLJlywI9FCIiAJw8EAW9jIwMTJ06FYsWLVIfRiMi6gicPBB1Aj/60Y9QXl6OTz75xP/a7t27xbLeRETtJahCNfv3728Z3iiFWmkhXFLoiRYaJIVban3z8vLEdqmUuPYXplQ2WSsxLd0710LWIiMjxXZpnRw5ckTsK4WlaeWHtX0gLS0NhtuNnZdfDgDokZ4Osy7sS1vX0ntLIViAXJJbCy9tWCI4KysLF110ERYvXozrrrsOMTExWLJkCSZNmoRzzjnnpL5SiCggh/lp4ZbSuLW+2naU+mthek6n07JNK+WshafFxMRYtsXFxcHh8WDjRRcBAJLS0uBrcBxJx4y2PqQoG+0zDR48WGyXyrZroa1SqLi2X/fs2dOyTTv/aM/9SNtR2zelvtq5XAvbl9q1cUklzLV9QDqnnnrqqU2+XlVVhZdeeklcLsArD9SNmCEh2DlvHnbOm+efOHQm1113HWpqajB//nwAxydqfIgyOPhcLmyaMweb5sxpNHEg6qo4eSAKcrt378aBAweQnJyMSy65BG+++SYKCwvhdDqZ/4GIAoKTB+o+fD5E79+P6P37gU70pTt//nxceeWVWLBgAa688ko4HA689tprcDgc6iVi6iA+H+IPH0b84cOdat8iai1eX6Nuw1lbixk33wwA+GjBAniF5xGCyZ133ono6Gg8/vjjWLNmDebOnYs333wTSUlJnDwECZfbjYt+/3sAwOt//7s/9TlRV8XJA3UrNUodi2AUFhaG2267DZMnT8aDDz6Ibdu2ISwsDOXl5Zw8BJFq4aFKoq6GkwfqNrzh4Vj6+uuBHkarTZ06Ff/+979x//33Y+3atQD0p62pY3jCwvDW008HehhEHYbPPBB1IklJSXjiiSdwc93tl4KCAqQcOIA5zzyDFKUSKxFRWwmqKw9jx461LHG8efNmy37aX19S7gEpDh+QY3ClktrNGZcUZqeVgJVikrXEQVIZaS30LycnR2yXykxr8czSZ7YT4w/IZaS1mPbKykrLNm19STH+Wsl2Kf/EJZdcguzsbISGhiLpww+RsWsXkj78EEsmT27WsqU4fe0zSREe2ja2E8ev7QPSfl1VVSX2lcp5A8cnba0dl0Qrf67lgZBoOVn69+9v2abdDpOOCa3EtHSsarlzpPcF5GNZW9fSZ9beV8thI33PaN9B2rEsac9Q7qCaPBC1J0dNDSbfdx8AYO0f/whfJ36oLSw3FxMdDsDrxeS9ewEAk/fuxcoBAwDTRIbPh4M2vnioZZy1tZjx6KMAgOV33AGvjRM+UWfAyQN1G4ZpInnLFv/Pndnkyy7D5Lqf6z9JTHU17n3/fQDAvQDilatX1IZ8PqRu2+b/mair458mRJ3Q9rvvhrfuEm/9hd76/3sNAz8XLuETEdnFyQNRJ5R35pl44Pzzm2x74PzzsYCXzYmoHXHyQNTJ+U74PxFRe+MzD0SdVFl4OErCw1EUFYUvBw3CaTt3IrGiAmWdJHMmEXVeQTV5iImJsQy3Sk1Ntey3Z88ecblSeJgWziSF6EilUgE9xEYK/5JCHgE5jE8LPZTCPLXy1FpIpPSZtVApaV3bCcUEjoePOaurG/3bWxfGpIWlSeFOWiiUFHqmjbmoqEhs31ZejqumT4fbMADDwJsTJiDENOEuL8fYsWPFvlJ4ofaZpHFroXZ21rUWBpqRkdHq99VCObXjwtVgbG63G54GkS5S6KIWuiq+p9JXO2ak9aktW9p/oqKixL52SrprpP1PC3uVPpO2/2jjlvZrrRy8NC4tzLO6wTnvRFb7pXYs1AuqyQMRtYy74QnRMI5PJIiI2hmfeSAiIqIW4eSBiIiIWoSTByIiImoRTh6IiIioRTh5ICIiohZhtAV1G6bTiZ1nnun/mait+BwObJs50/8zUVfXaSYP8fHxlm1aXLoUoyuV8QXkstpaHLVWVlvK5SB9XkAui6zlB5DyKWhx+tHR0WK7FJOsxY5LsdJanLUWK10f77zikkuOv1BTc/w/6HHN0jrR1pe0/8TExIh9tTwi0v7Xp08fsa+0PrXjSdqO2vrQSPu1tp3S09Mt27SSylI8vNZen/fCv295vcf/q2MnT4i0PrQYfy3fgpTjRtuOdvJTSNtCO461fApSDhJtfUl9tf1H2k6AvD4TExPFvlLuHK2UvJTzx+rcpB0L9ThFJiIiohbpNFceiGwzTYTXZVWrjo4GmFCJ2gr3LepmOHmgbsNVW4uf/Pa3AICXn34anrCwAI+IugpXbS2uueMOAMA//vpX7lvU5fG2BREREbUIrzxQt+EJC8OLL7wQ6GFQF+QJC8Pzzz0X6GEQdRheeSAiIqIWCaorD5WVlZbhMmHCPcTY2FhxuYcPH7Zs00I1pXA6LVxJK/cthe9oJYCl9aGFAEqhONpn0kK4pGVrfaXPrIXpNTdUs6VtgBzWqJXVltq1EsFaqKYUNqvtA1LIm7YutXHbIb23tp2k0GgtlE4LAZTC5TTSsrX9R9rvpTA8ACgtLRXbpf1HOy9KIdnaupbCHrXj3E4YsfaZpO2kfcfYoYXUSseyto2l7yCrME/tu6deUE0eiNqT0+3G2fPnAwA+njcPXuEESNQSTrcbM195BQDw+TXXcN+iLo+3LajbMHw+DNq0CYM2bYKh/HVE1BKGz4f+336L/t9+y32LugVOHoiIiKhFOHkgIiKiFuHkgYiIiFqEkwciIiJqEU4eiIiIqEWCKlSzpqbGMheAFKOblJQkLnfnzp2WbVpeAyl23E6JV0COWdZi7aV4aC1mXYqz1uLZtdhyKQeAludByqegxR5r8d9utxshDdZpdXU13HVPxWvlviVaX2n/0fIl5Obmiu1SnL6WY0TKmaB9Jmk7avu89pml/V7bryXaca6NWzr/nHjeMgyj0b+lfdNOKWfteJJKtgPyeUArQW0nf4m0HbXj2A7tHKJtC4l23pS+o7ScLJKSkhKxfdiwYZZtVueA5uZ54JUHIiIiahFOHoiIiKhFOHkgIiKiFuHkgYiIiFqEkwciIiJqkaCKtiBqTz7DwLYRI/w/E7UV0+HAnnHj/D8TdXVBNXmQQjWlErDp6enicqXwHy3UJSEhwbLNTtgZIIcGVVRUiH2lUCotpE1aH1p4l1QKHJC3k7ZsOyFtzQkRNMPC8J8rrvi/15o5LukzSW2AHKKVk5Mj9tW2oxQ+qIXxSbT1IYU9amWz7YRy2gn11WjjtipfDADx8fFARARW/vrXAIATg/ak9amVoJbWhxZ+qh0zUn9tXUrbUesrrQ/tnKmR+mv7nrQPaOdjrWS3FLKtlQo/cOCAZZsWUhsfH2/ZZvV5m3sccYpMRERELcLJAxEREbUIJw/UbYTU1uKu3/0Od/3ud42yTRLZ5aqpwVVXX42rrr4armZm6CPqzDh5ICIiohYJqgcmidqTOyQET/7+9/6fidqKJzQUbz39tP9noq6OkwfqPgwDVUIxKaJWMwzUKE/cE3UlvG1BRERELRJUVx5OLGXbkJQDIC0tTVyuFEe7fft2se+kSZMs2+yW+ZU+kxZrK8V/a7kYpHYtxl8rPWuHtGxtfTSnnK7T48H0//wHAPDFRRfBW7f9tPUljUsqiw3I+0BBQYHYV9sWUilfbd+zU1ZbatfGbKfssbZsO3ketFLQ+/bts2wbPXo0HG43Jr7xBgBg3eWXw9fgtpidPCFSHghtXWp5aKR9wE5OFi1nhrRsbczauOzsm9L5XCtxHx4eLrZLn0vKxQAA//jHPyzbhgwZ0upxadtJwysP1G0YXi/GrFyJMStXwrDxRUN0IofPhyGff44hn38Oh40JElFnwckDERERtQgnD0RERNQinDwQERFRi3DyQERERC3CyQMRERG1CCcPRERE1CKdJs+DFGer1YAfNmyYZds333wj9s3IyLBs0/JLaDHLUrsWk+x2uy3btHh3Kb5bo+UAkHImaH2lz6TVvG9OfHjDgkXx8fHw1I1Vi7WXPpP2vvv377dsO3bsmNg3MTFRbJdiuLV9QPrM0nYA7OVq0MYltWt9pWNGO560OH0p38KWLVsaFVrbunUr3A1ygwwdOtSyr539WovT19aXdDxqx6pEy38j7V/asajl45D2Te28J723tn9o7ZKVK1eK7dL3W3p6eqvf1+o7VTtW6vHKAxEREbUIJw9ERETUIpw8EBERUYtw8kBEREQtElQPTBK1J9MwkDN4sP9norZiGgb29O7t/5moq+PkgboNb2goPr7zzkAPg7ogT0gInv/xjwM9DKIOE1STh9DQUMuwOCn8p6ZBCF5TsrKyLNu2bdsm9l21apVl28SJE8W+UpgnIIfEaKFSUhiW1ld6Xy3Myk6YpxaGJbVr49La7XxmKVwuNzdX7Hvo0CHLNq2cd2xsrNgu7ffautY+s6S9QvwAef/SysFLJco12vrq0aOHZduWLVvEvlFRUZZtCQkJrX5fLTxQC7mVQgC1MvVSyKS2naT31c4vWvipdKxqy5bGLYXqAnoIqfTeW7duFfsOGjTIsk3bTtLxaHUO0D5LPT7zQERERC3CyQN1G87qalz085/jop//HE4lwQ5RS4S63Xjm7bfxzNtvI1T5i5+oKwiq2xZE7S28vDzQQ6AuKla5fUrUlXDyQN2GNzQUHz32mP9norbidrnwuwsu8P9M1NVxL6fuw+FAmfIQK1FrmIaBw/HxgR4GUYfhMw9ERETUIrzyQN2Gw+PB0EWLAADb5syBj5eXqY04vV5cWBey+d8RI+BtZmVCos4qqM6eUkluKU7WTqnn4cOHi303btxo2abliNDKNUsll7UYbYkWsy7FM2t9tVhpqSSutj6k3APauDQ+nw9GbS1GvPsuAOD7886Dr248Wp6QwsJCy7aDBw+KfaVY/KSkJLGvVrJbosXaS+tTK8krtWvbyc6xaidPiJYfQFvXUk6O1NRUhNTWYs533wEA1s2Y0agkd05OjmXf7+r6WMnMzLRsk/JHAHKOCEDeR7TtJJ0HtJwI0rK17VBZWSm2S/21/AXS+Ul7Xy0ni3Ssa2W1pePNTplxK9I5vCHetiAiIqIW4eSBiIiIWoSTByIiImoRTh6IiIioRTh5ICIiohbh5IGIiIhaJKhCNSVSSIoWAij11crajhgxwrKtoKBA7JudnS2279mzx7JNC1mSSrFGRESIfaUQ0bi4OLGvFgIorU87oVJa+JAW2mqaJlwNQjJzc3PhqVuHWhjf0aNHLdu09dG3b1/LNi2kTWvXQvUkUlisFv4l7XvautTCQCV2yoxr+09RUZHYLu0DPXr0QEiDMtM9evRoFKoZGRlp2bdcqbUihYNrx5PWXlZWZtmmlWxPSUmxbNNKzUvnCG07aWHVUrlvbd+Tzn3a94R2zEjrWvvM0nvbCV+22sbaZ6nHKw9ERETUIp3mygNRV+T0eHDKRx9hyPr1CK+qQkHPnlh17rk4MHhwoIdGRGSJVx6IAmj2/PkYu3w5to8fj+U//CF8DgcueuEFpCu3vIiIAomTB6IASd2/H4M3bMDK88/HVxdeiC2nnop3b7oJ5YmJmPb++4EeHhGRJU4eqPswDBSkpqIgNRVo5kNB7Wngpk3wORzYcsop/te8ISHYOnky0vftQ5zwkBUFFxNAQUoKClJSIFeFIOoa+MwDdRue0FC8dscdgR6GX4/Dh1HcowdqT3iaOrdPHwBAel4eSpWCOxQcPKGh+OdvfxvoYRB1GF55IAqQqLIyVDQxOah/LcZGVU0iovbUaa482Cn1LMW6SjHrgFyKVYtn1mK4Dx06ZNlWUlIi9pXeOz4+XuxbUVFh2ZaXlyf2ra6uFtulGGE7ZbW1WGhtOyYkJFi2aaWLpZh2ray2lAfCVVsLj9N5Ujx+Td06DPV41H3biharLcXxS3kJtGXbLckttWs5JKT31t5X+8zFxcWWbXb2vfHjx4t9pVwyWs4DLfdJTEyMZZuWK0baFtqxKuVikNoAPVdDe5V012jnRWl9aTk1pH3TTv4Jq7bm5nnoNJMHIrtC3G78Zv58AMAT8+bBbeNk0RY8ISFwNpHIx1X3mifA46Pmc9XW4trnngMAvHzjjfAoycOIOjtOHqjbMACk1WUSDPzjksCx2FjElJae9HpU3YOSZcqVLQoeBoAedVftgmHfImpvnDxQt+F2OvG3iy/2/xxo+enp6LNnD0Krqxs9NNnzwAEAQE5qaqCGRi3kcbnw75/+1P8zUVfHByap2zAdDuzJyMCejAyYrXyWoC3tGDUKDp8Po9as8b/m9HgwYv16HOnTh5EWnYjpcOBAVhYOZGUFxb5F1N44RSYKkNw+fbBj1Cic9tFHiDx2DCXJyRi+fj1ii4qw5JJLAj08IiJLnDxQt+HwenHK5s0AgNUjR8IXBLcuPvzxjzFtyRIM+/ZbhFdVIb9nTyy67jocysoClEqPFDwcXi/GrlsHANgwcWJQ7FtE7anTTB7aK1QzVrk0LL2vFv6lhVJJ4ZZauJNUPjY5OVnsK4UPau+rhXC19n0BucS0VipcCocDjoevumpq8KOnngIAVF12mb8ktxZyK60TbX1Job71+96GefOwYd68xm3QQxOl99a2k52wNOl408LOtPUlhYlpy5Zox6IWclvaxIOt9TweD0Jqa3FWXUrxb0eNahRtIYUfau8r7fdayXbtM0vbUTu3SdtJKwUu7dfa+2rnemlda/uP9Jm0cWnnNjvnXCkUWFsfUmirVZu2/fzv3azfIiIiIqrTaa48EHVGsUePYtyiRUjdvRthFRU4lpiI7MmTsfmss+DhpW0i6qQ4eSBqJ5GFhTjrwQdRGxGBbTNnoiYqCj327MG4//wHSfv3Y8mNNwZ6iERErcLJA1E7yfzyS4RVVmLxXXehpFcvAMCO00+HYZoYuGoVQisqUCs850FEFKz4zANRO3HVPdBWdcJDuVVxcfAZBnxMJkREnRQnD0TtJG/oUADAtFdeQeKBA4gqKkK/r7/GkOXL8f2sWf5oDyKizoZ/+hC1k9wxY/DND3+I0R9+iL4bN/pf33jeefh27lygmSFR9Xw+H1auXIkxY8aIFRGJiNpbUE0eQkNDLeNhpThbLS5VinXVYvylOFotVl4r1Su1l9UVR7IijVvLXSGWibZRHhaQy/zayfOgjUtb1yEhIXA2KJublJQEr1LOtp60fx07dkzsW5WaiqODB+PAhAmoiY5G702bMPrDD1GbmIgjc+e26H1N08RXX32F7Oxs/PKXvxRj2rW8GFJMu3ZMSNtJizvX9gEtt4VE2ke0ksnSZwLk0semacLVIKdCTExMo6tK5eXlln2lPCCAfCxr5Zi18tZaHgiJnfOxtI9oY9ZyIkjneu0cIa1PO7krgOaXuW7pe2vLlY4Jq++v5h6DvG1B1E76rl6NKS+/jDU//Sl2n3EGDk6ciNU/+xn2TJuGcW+9hRBlgngiwzBwxRVXYNu2bfjqq6/aadRERDpOHojayaDPPkNR376oTExs9PqhsWPhqq1F/N69LV7m8OHDMW3aNCxcuBD5+fltNVQiohbh5IGonUSUlsJo4jKro+6yoNHKS/Rz5sxBbGws3njjDfUyLhFRe+DkgbqVmthY1HRQqeuytDQk7t+PmJycRq9nrlkDn2GgLDOzVcsNDw/HVVddhf3792PZsmVtMFJqC5VRUahk3g7qJoLqgUmi9uQND8fS11/vsPf7/rzzkP7ddzjroYewY9as4w9MbtyIXt99h12nn47qE25ntET//v1xxhln4OOPP8bQoUORnp7ehiOnlvKEheGFBx8M9DCIOgyvPBC1k7whQ/DxPfegKDMTgz77DBNefx3ReXnYcPHFWHvNNbaXf/bZZyMlJQWvv/56syvhERG1BV55IGpHhf374/Pbb2+XZbtcLsybNw9//etf8fHHH+P8888HAGzZsgWGYeD0009vl/clIuo0kwfpwTAtB4BWi10ixf5KMcVaX0COO46IiGj1srUEQtKy7cT4A/K20GL8pbwZ2jbU8gsAgKOmBpPvvRcAsPbee+GrW/9avLuUy0H7iz8lJcWyTcsTom1Hn8+HzMxMnHvuufjggw8wevRoZGVlYdeuXdi/fz8uuOACy77Svqvtt1quD23MEmk7an2lfSRRuUWk5VuQtlVYWBictbU4/eGHAQAr7roL3gb7urSPVNWlMJeWbUXbDtp2tHO8Sezk6tByMWjbScoToX0mO3010n6tfX9J52u3293qMdnF2xbUbRimiaQtW5C0ZQsMmyeDYDJr1ixkZmbiX//6F2pqapCcnIzc3FzbJzxqAZ8PKdu2IWXbNoARMNQNdJorD0R2+UJC8M2dd/p/7iocDgd+8pOf4OGHH8Z7772HYcOGoba2FsXFxepf3NQ2fCEhWPnrX/t/JurqOHmgbsN0OpEzbVqgh9Fmamtr8dhjj2H48OGYPXs25syZg7feessfeZGTk8PJQwcxnU4cnDIl0MMg6jC8bUHUSYWGhmLixIn48ssvcd9998HtdmPIkCH46KOPYBgGcnNzAz1EIuqieOWBug3D60Xa6tUAgNxTToGpPPDaGcyePRuTJ0/G4sWLsWjRIiQkJKCmpgYhISHIOSE5FbUfw+tF73XrAACHJk7sEvsWkYRXHqjbcLjdGP/IIxj/yCNwBPApZcn+/fuxY8eOFvWJi4vDvHnzcNdddyEtLQ21tbWora3F5s2b22mUdCKH242pTz6JqU8+GbT7FlFbCqorDy6XyzJsRQrTak6YnhUtrEgLo7HDzmeSwvi0cCepXLP2vloIqbS+tLBGqbysVnpW2441NTWNSnJXVlbCW7f+tfLnBQUFlm29evUS+0rrq6n18cUXX2DRokV49tln1VDNE9dJfHw8hg0bhq1bt+LZZ59FVVUVIiIiELtzJwb+4x/Y9bOfoWzQIADyPqKFIEvhvNrxom0nqV3bB6Sy21qpZ+0zS5ErkZGRcDY4biIjIxuVe5eeO9GKm2mhiRLtM0mh03ZKq9upt2I39FD6zFr0kXR+0s5d2rqWaOu6NWW160njstpOzS0fzisPREFk7ty5iImJweOPP97qk/Dw4cOxYMECvPDCCwCAnp9+iqRNm9Dzs8/acqhE1I1x8kAURKKiovDb3/4WW7ZsweLFi1u9nPCjRxG7ezdidu1C2ooVAIC05csRs2sXYnbtQhgfpiQiG4LqtgURAaNGjcKcOXMwf/58jBkzBhkZGS1exvSrrvL/XH+xNrSkBKfcfLP/9RXLl9scKRF1V7zyQBSErr76aqSmpuLpp59uVdGr7+68E766+531dzDr/+9zOrHt979vm4ESUbfEyQNREAoLC8Mtt9yC/fv34913321x/9yZM7H2ySebbFv75JPIO/NMu0Mkom6MkweiINW/f39cfPHFePfdd7Fr165WL8ese3rabOZT1EREGk4eiILYnDlzkJWVhaefftpf/dPtduPdd99Vb2fUxsejJiEBZQMH4vtf/QplAweiJiEBtfHxHTByIurKguqBSafTaRmXKsXoanGpUrsW/20nz4Odkt1a+WopB4AWzyzFBmsxx1q79JmbGz/cmvctKSkR248dOwZXg9LbxcXF8NTlOpBKbgNy7LmWU0P6gtdCMevzntx666247bbb8MYbb+BnP/sZjh49ijfeeAODBw/GsGHDLJddlZSE5a+8AjMkBDAMHDj7bBhuN8zQUCQLpdW1fc/Ofqt9Zul41EqnS31LS0vFvlKOCEA+psLCwhrlEKmoqGiUr0Lad7VjQtr3tPWhLVv7TBI7OWqkcWnnWzvnEC2HRHvlEtKWrX0HSbT1JbVbbf/mPmPFKw9EQa5379646qqr8MEHH2DTpk3o0aNHs2tXmKGhQP0J1zCO/5uIyCZOHog6gXPPPRcjR47EU089hdraWiQlJeHo0aOBHhYRdVOcPBAFsQ8//BBPPvkk8vPz8atf/QpVVVV46aWX0LNnT1bNJKKACapnHojakycsDM8/91ygh9EivXr1wjvvvIMvv/wS5557Ln7yk5/g73//O0aNGsXJQxDxhofjjfnzAz0Mog7DyQNREBs9ejSeffZZ/Oc//8GiRYvgcrnQt29f7NixAw6HA6Zp2nqIjIioNXjbgijIhYeH47LLLsPzzz+PadOm4eDBg6ipqUFVVZVaEZSIqD0E1ZUHKVTTDikkyU4pXi0sraKiQmyXQia1vyalEBw7JXG19WFn2XbCnbSwtMLCQrG9tLQUTrcbcxYuBAAsmjsX3rr1r23HKCGsUQvx00pQS07c90JCQvCTn/wEM2fOxPPPP4/s7Gzk5OSg5+HDGPfWW/j2sstQlJUFQA9Lk8ItIyMjxb52yjFrYcRSe3l5udhX2geOHDki9tUmYdLxWFNTA6fbjbPrblt8PG+ef9/SBCpMD5C3lZ0wT22fb8/wd2nZWgiinZBaO/u1tmxpO2nrUvqOsVpuc7+DeeWBug2HaWLY999j2Pffw6Ec7MGsV69eeOCBB/DUU08hMzMT/VeuRM9t25C1alWgh9ZtGT4fBm3ahEGbNsGwMcEm6iyC6soDUXvyOp348Nxz/T93ZpH5+YgrLQVKStB37VoAQOaaNcieNg0wTbjj4lDZo0eAR9l9+FwufD53rv9noq6Oezl1Gz6nE+snTw70MNrED2+91f9z/TWU8LIynPeHP/hfn//66x07qG7M53Ri07RpgR4GUYfhbQuiTmjVTTfBV3eP9qSS2w4HVt10U0DGRUTdA688ULdh+Hzos38/AOBA374wbearD6R9U6eiOC2t0ZWGeh/dey9K+/cPwKi6L8PnQ6/sbADA4aysTr1vETUH93DqNlweD65+5RVc/corcDWz+EtnwJLbged0u3HJs8/ikmefhVOJdCHqCnjlgaiTqo6NRVVcHCoSE7H79NMxYMUKRBUVoTo2NtBDI6IurtNMHqRYWC1/gBTfayf3gJ04akAue2sna6AWcywt205fQF6fWpy19N5FRUViXy2vQXV1NbwNYuqrq6vhrts+sTa+bA8fPiy2S/kptHh4LbeFaZpYd+21xyNHDAOYOxdOrxfeQ4cQrZQol3KQJCQkiH2Tk5Mt26RS8fVjllRVVVm2aem4pVwO++tuV1nR9i9pv46MjERog/1v7969qG0QXy/lxdByjMTFxVm2STH8gL6upfOTlr9Eem8tT4DUrvW1c17UztfSe2v5OLRzvXR+0j6ztI9o31/S+1rletH2q3qdZvJARCfzNjwhGkbjfxMRtRM+80BEREQtwskDERERtQgnD0RERNQinDwQERFRi3DyQERERC0SVI9mG4ZhGXoihbXZCS/Uwgel8B4tPNBOCKmdsrV2wpnshGICctiRFIantZeWlop9tfLnkZGRCGmwTiMjI+GuC4GKjo4W+0rbad++fWJfKXxQWx/aZ5JCOSMiIsS+Q4YMsWzLzMwU+5YIYaBa2Ku2f0mfWSu7Lm2LrVu3in21ZUvrMzExEWEN9pG9e/eipsG+Fh8fb9lXCnsFgB5CcTMtzFMLL5T2a207Secn7dwlnUO0sEU75x8tBFFaX1oopp3S6tp3kPTedsqMWy1X+6z+ZTfrt4iIiIjqBNWVB+reXNXVGLZ4MZL37EFSdjbCKiqw6uc/R/b06Y1+L+3AAQxbtw49DxxA8pEjcPp8uO/eewMzaCKibohXHihohJWXY9R77yH2yBEU9+lj+Xv9tm3DyLVrYQIoTUrquAESEREAXnmgIFIVH493nn4a1fHxSMzOxrl//GOTv7fp1FOxbuZMeEJCMHPhQiTm5zdr+e6QEPzlrrv8PxO1lRqnEz+eOdP/M1FXx8kDBQ1fSAiqhYfL6lUq9RMsGQYqo6Ja15dIYhgoE2rVEHU1vG1BRERELcIrD9RtOD0enPnRRwCApeecwyJS1GZcXi+u374dAPDCkCHw8NYFdXFBdfZ0uVyWMcJSTLsW+xsZGWnZpsXaS8vW8ktopGVrcdZS3gstVlqixfhq7fnC8wdaTHLDbRFeWQngeGng8vJyyxLB9cvU9oH4+Hi4amow4euvAQDrL70UnrrLzFqeB2lbpKSkiH2zs7Mt27QS03aUlZWJ7VLeDK08dR/hYVYtv4R2zEjHuba+pHUt5aYA7OUPAACnaeL8AwcAAC8NHoyGe7qUX0BbX2HCrRBtXUp9Afkcoq0PKZeDnVLgWpl6OyW7tb52cutoOX+k99bOqdK20HJXtCbHkXaerhdUkwei9uRzOvH1Oef4fyZqK16HA68PGOD/mai5QmpqMHH5cqQdOIC0AwcQUVWFjy+7DFsnTvy/X/L5MHjtWvTbsAHJhw4hrKIC5UlJOHDqqdh6zjnwKQnD2gMnD9Rt+FwufH3uuYEeBnVBHocDrw8cGOhhUCcUUVGBU5YuRVl8PPLT09Fnz56TfsdVW4szXnsNuf364fvTTkNVTAxSs7MxauFCpH3/PZbedRdgI7Nwa3DyQEREFCAVsbF47g9/QGVsLFIPHsSVTz550u/4XC4suv12HO3f3//atmnTUN2zJ8YsXIi0rVuRO2JERw6b0RbUjfh8SMzJQWJODtDM/O1EzWGYJvqUl6NPeTkMm89CUffidblQqdSE8blcjSYO9Q6OHw8AiBNq6LQXXnmgoDJi+XKEVlUhqu4Bt8zNmxFVUoLqqiqsP+UU1ISHI7a4GCM3bgQA9Kw7aKYtXw4AKI2Px+YxY5pctsvtxrw//QkA8Pyf/+x/YJLIrlCvF89/9RUAYM6ZZzYqjEXUXiLqHnyuaW3uGxu4h1NQGf3pp4ht8LR/1saNyKqbKGwZMwY14eGILy7G6Z9+2qjfGZ9/DgDYl5lpOXkgIupKhi9ejNqICBweNarD3zuoJg81NTWWYSlSqV4t1E4KwdFCkuyEY2phNK0pl1pPCsHRwp2kUBw7oT+AHGpXWRd+KY3rpbvvbrLt2LFjx3/werG3b188cP/9jdqjGmSObCqHZHx8PJwNwj3j4uLgDQ8HoIe0SeukfxOXEhsqLi4W2yXNDZlqSnl5udguhXJu27at1cuOi4sT+2ohbdKytbLZUlnkxMREsa9WSjwhIUFcdqjbDSxdCgAYPHgwahvsMzHCX4VRSsZT7XiUhNft31ak86IW2monrLE9y1dL52vtvGgndF4LA5XG3fB96382DMP/s9Wyx3z4IXpu3Yq1V18NT3Q0mhqhtD6sxqStJ/9Ym/VbREREFBSy1q3DhP/8B7tPPx27Zs0KyBiC6soDUUdxNrhCoiYA8nrhCwmBWfd7htcLh9sN84S/RpxNJLIKEf7KCvN44HE4/HkBHKaJEK8XJoDaBn/ZhXm9QAuvgFX5fPDU/xVjmgiru5JV3eCzhvl8Tf71ID3w5234mU3z+NiARvf4Q7xeOCyW4bD4a8dnGHA3HFvd79U4nf4QtBCfD05hbI4m/mIyDQM1Df6yC68fr8Ph334un8//flZCT7xiYhiNtpFLuaJC1FZ6ff89Zrz8Mg6MHIm1114bsHFw8kDd0qU339yi3//mzjuRM20aACBt9WqMf+QRFI4YgU8b3GY5/5ZbEH7CZfeLleU+P2IEPuzXDwAwrLAQf1q9Ggeio3HzGWf4f+evq1ahb/1tm2b6Z0YGXu7bFwDQt7IS/9qwASUuFy6YMsX/O3/buxcThduBTXkrORn/rsswGVtbi9frLtVfcP75/t+5YdUqTK7Ltthca3r3xhOnnur/96K65f545kx/walbDxzAxXl5LVru+qgo/LxB/oU31qxBvNuNaydOxL66WwZX7N+Pa/bvb9FyD8fF4fc//KH/37e8/XaL+hO1Ro/sbJz53HPI79sXn11/PUIDmOyOty2o2/CGh+Pf//pXoIdBXVD9VYzbfvObRs87ELWV+JwcnP300yhPSsKSm2+GNwBZJRsyTLsFGtpAWVkZ4uLi8Pzzz1vmepce8NIemJQe4pIexATsPYAjPTwI2KubIV1q1x7uCRV2OrsPTEoPvDXngUkrx5S/vLUHzxrWoDjx9kJzHlqzum1R3mDMTd22+Pbbby2Xu2vXLvG2Rf36aM1ti5KKCvG2RVlZmfVtC+lhXMNAan1tiyZuW8TFxYm3LawemKy/bVG//zR126IsP1+8bdHUg3j1ty3i60q9W922SFDOIfEnlopvcNsiMTERIW43DKDJiYOdBya1B1AlUk0fwN4Dk9IDpBrpOJfOTVpfrV17OF6iPeir1UjSvgtGf/klwqqrEV1aitGrVmHXyJHI690bALDrrLMAhwMX//GPiCwpwfo5c1BRtz/Wr6/ylBQUNJHhVPoesWqrqqrCDTfcgNLSUvFBYt62oG7He8JT6Cf++0SOE74QTKcT3vrJW4OTVVPLcQsnwxNzAfgMo8n8ADWtuDTpaXCiNA2j0bMO/uVanEybfZK1GK9bGK+7mZOgJpfrcEA6hdc2Yz01tR48Doeal0G7muDm1QayYfzy5YhrEJk1cPNmDNy8GQBw4LTTAADRde2TFi48qf+eadOanDy0J04eqEvw+XwoKSlRQ/KIiILNP++5x7Kt/sr6iy+8cFKbVpW1PQXV5MHj8VhedpLyHmiX+KVLTtplMukyvPYXmnaJX6LleZBuW9jJXWGnPKw2Lo303iddNj5BTk4OHnnkETz88MPo1avXSe3S5Tc7pXq1g3fy5MmWbUlJSWLfnJwcsV3aN7XPJF1m1S4NFxQUtLqvlh9AOla1S/xNbffm0vavjIwMyzbptgQgnwe0HCPS+tLOL1q7tO9qeUKk2xpazgw7t4Lt5D7RSLcW7OTd0drtnFO141w6nqzet7lXHvnAJHUJgwcPRmJiIt55551AD4WIqMvj5IG6hJCQEMydOxdff/019u7dG+jhEBF1aZw8UJcxbdo0pKen423G3BMRtStOHqjLcDqduPjii/Hdd9+p9RmIiKj1OHmgLmXixInIzMzEggULbBU1IyIia5w8UJficDhw6aWXYseOHdi0aVOgh0NE1CVx8kBdzqhRozB48GC8/fbb/hCrP//5z/jvf/8b4JEREbWdr776Cl9//XVA3juo8jz4fD7LeFop3lmLDZbqx2vpmKU4bC32VyON206+BLvx35Lm1npvipZTQ/rMWuz4ie3XXnst7rrrLmzZsgXTpk3DkSNHEBsb22SuADux0hpp3D179my3961uIlV2Q+21HbUYcS3Pg5SOWTvepGNZW5daOuZwIQuptmxpnfSuS0HcGlr6aTupnLWU/0VFRZZtds6LdvcfaVtox4TUVztetFuk0rjtnOv37duH5cuXY8iQIU2e26RxWZUL0FJt1+OVB+qShg8fjvHjx+Pf//43vF4vXC6XrS9MIqJgc84558Dj8WDx4sUd/t6cPFCX8tZbb+Hhhx9GSUkJrrzyShw+fBjLli2Dq0GhKSKiriA+Ph5nnXUWlixZol49a2ucPFCXMmLECGzZsgW33HILysrKMHXqVMyfPx+GYXDyQERdznnnnQeXy9Xhz3Rx8kBdyvDhw/HUU08hMzMTf/zjHxEREYGCggIUFxdz8kBEXU5UVBTOO+88fP7552LdmbbGyQN1OYmJibjvvvtw3XXXYfny5YiOjsaRI0dsPYBIRBSsZs+ejaioKCxatKjD3pOTB+qSHA4H5syZg8ceewyRkZHwer04dOhQoIdFRNTmwsPDceGFF+LLL7/EkSNHAByPtFi/fn27JcsLqlBNqSS3FF6ohQa1pixpPTthNNpfutJG1d7XzvoIFC3MSgoB1MoeW4X4jR8/Hq+++iruuusuJCcnI3nfPvT5299w4Je/RMXQoQD0MCtpXWvbuKKiwrJNC4mSQowB61Cr5oxLCsWTwiUB+ZjR9j1tO0q3lo4dOyb2ldaXFtaorevCwkKxXSLt99I2BORS4do2thOCLJWnBuR9ID8/X+wrlVbXxqxFTEn7n9ZX+kxamKcW8m+nrLY07oafd8aMGfjwww/xzjvv4Oabb8ahQ4fwzDPP4A9/+AP69u17Ul+7JbmDavJA1B4iIyPx3HPPAQCS//IXxH3zDZI//tg/eSAi6uxCQkIwZ84cvPTSS9i3b59/0tpet2t524K6vLDcXERt347IHTuQ/OmnAIDkpUsRuWMHorZvR2hOToBHSETUert370ZNTQ2mTp2KtLQ0vPvuu/7JQ3vlt+GVB+ryJl16qf/n+hsUruJijLrmGv/rq1et6thBERG1Aa/Xi7/85S+IjY3FTTfdhLlz5+LZZ5/FtGnT/O3tgVceqMvbfvfd8NXdV6x/eqH+/z6nE7v++MeAjIuIyC6n04m7774bISEhuO+++1BcXIyMjAx89NFHADh5IGq1/NmzseWll5ps2/LSSyg466wOHhERUdtJT0/HPffcg5kzZ+KNN96Ay+XC3r17AXDyQNQmzLrICdNGcTAiomATGhqKK664ArfddhsKCgr8URPtlRyPkwfqFjwJCahNTETFkCHIvuMOVAwZgtrERHgSEgI9NCKiNjN69Gg8+OCD/vBMLXS2tYLqgUmn02kZ8ypdemluXGpT7OREsHs5SBq3lntAGre2PqRx24mF1vprn0mK/5ZKowN6HLYnJgar5s+HGRICGAb2n3UWDLcbZmgooPSVPrMWp5+bm2vZVlpaKvaVckQAcp4ILXZc2hZaTgRpG2vrQyveI/2VpOUJkfJxJCYmin21bSHlINH2PalvcXGx2Fc6JsrLy1vdV6OF90nnH23/kfY9uzlqpGXbyYsh7VuAfl6UxqXt11Jfq7a4uDjcc889+OSTTzBt2jQk7d2Lie+8g3UXX4yCzEwA1sdxc7/XeOWBug0zNBSoPwkYxvF/ExF1QQ6HA7NmzUJ4eDgGrFqF9O3bMWD16jZbflBdeSAiIiL7ogoK4CopAQwDWevWAQCyvv4au049FTBNVERE4FhSUquXz8kDERFRF3Px7bf7f66/uRFeXo4fPvCA//W/P/98q5fP2xZERERdzBfXXw9f3bMYJ+W3cTjw2bXX2lo+Jw9ERERdzN5TT8V/f//7Jtv++/vfY/fkybaWz8kDERFRF9Ye+W2C6pkHr9drGSYihTvZCe+xU45ZS76hjUsq46qVCJbCw7SwRikkSRuztr6kcCg749JKBGtha7GxsZZtWpiVtJ21ULuysrJWtQH6tpDWlxYuJ61PLSxNCgG0W5J7586dlm0DBw4U+0rbQttvtTLkUgiqVo5Z6quV+paWrZV0l8p5A3KIoFb+XNrOGRkZYl8pXFdbl9q+KW1nbdl2Qv61/ctOWL60nbTjrSomBpWxsahITMSO007D4C+/RFRREapiYizfVxuPf1zN+i0iIiLqVCoTE/HWI4/A53IBhoEd06fD4fHAFxIC2CzVzckDERFRF+VreMXFMBr/2wY+80BEREQtwskDERERtQgnD0RERNQinDwQERFRi3DyQERERC0SVNEWVVVVljGmUo4AraSpFAur5Wpo7XIBPV5WKn2qLVvKA6H1tZMzo7kxwE3RcjXk5ORYtkljBvRS0EVFRZZtWu4BKXeFVspZisXXckRERESI7XZKCEu5GrR1aSceXisVLq0v7ViVPpOWUyM6Olpsl8qja8eMtD61zyStLy3Pg3a82dl/pDwQWulrKQeJVt5cy18ifU9o5xBt3JLmlrFuiraupf3LzvnY6jukueuBVx6IiIioRTh5ICIiohbh5IGIiIhahJMHIiIiahFOHoiIiKhFOHkgIiKiFgmqUM3y8nLL8BEpzEYK0QL08LDW0kq82gnf0bRnaJCdvlL4mBYCJIWWaSFtWrs0rtTUVLGvtK61cDmpXQuJ1LaxFKalrWs7IYB2wsMOHToktkths7m5uWJfray2RNt/pM+shRdK20J7XykMXesrhXMD8mfSzplSXy0EOSkpybJNC3tNT08X26X+2vEk9dXGpZ0XpfVpJzxe+w6SzqlW+4e239TjlQciIiJqEU4eiIiIqEU4eSAiIqIW4eSBiIiIWoSTByIiImoRTh6IiIioRTh5ICIiohYJqjwPFRUVlrHLUi4HqQwrIJc21soL2ynTaicPhNZXatfGLMWOa2VrtZh2KRZfiu8GgMOHD1u2SSWRAX0fkHIqaHHW4eHhlm3l5eViX2ncWty5Fi8vlZHWxpWWlmbZpq1rrV2i7T/x8fGWbVpeA6k8ulbKWftM0rbSxiUdj9q+J72vVkq+oKBAbJfi+bXzgEQ6vwDy+tKOiR49eojt0nlAW7Y0Lu17QsvzIK0TOzl7tJwMUp4Hq3OidozW45UHIiIiahFOHoiIiKhFOHkgIiKiFuHkgYiIiFqEkwciIiJqEU4eiIiIqEU4eSAiIqIWCao8D1LMallZmWWbVO8ckGN0pVh5QI7B1WK0tVhp6fNqn0latpTTAJDzFmjxzFrsuPTeWix0Xl5eq99X+kyAHOefnZ0t9u3Tp49lW0lJidhXyschxWADQFVVldguxbRL+Ta0cWl5QqR9U9vGmubGmDdF2ve0XAxavLyUQ0LLayCdQ7Tj3E5ODemcCQDHjh2zbNM+k3S82c0VI9Hyl0jj0vYB6XyubSeN0+m0bNOOGWm/lrah1tfq/KOdl+oF1eSBmi+kpgZjP/0Uqfv3I3X/foRXVuLTK67A9ilTGv3e2PXrMWLTJiTl5yO8uhrHYmJwZNAgrDnrLJQrSZuIiIiawslDJxV+7BgmffwxyhISUNCrF3rv2tXk76Xm5KAkIQE7hwxBdXg44ouLMe7bb5G5dSvm33EHKuLiOnjkRETU2XHy0ElVxMbinw89hMrYWKQcOIBLH3usyd/7+IILTnrt0IQJuPzxxzF03TqsnzWrvYdKRERdDCcPnZQvJASVSv0LK2WJiQCAMOWeOhERUVM4eegmIiorYfh8iCstxRlffgkAODhoUIBHRUREnREnD93Erx97DK66p42roqKwfO5cHBg8OMCjIiKiziioJg9Op9MyRCg/P9+ynxauIoUGaSVepZAlKfwG0ENepLBILdyy4bjqxyGtvzd+8hO4PB4k5+djzNatCPd6mwyp0kIPpe0AyOtaC9GSSnJr21gL4Ro2bJhlmxYOJ4VSaeV0pXLwdsq9A/L61ELLpPVlpxy8ViZa+8xRUVGWbVoYsfSZ7IRzA3KYn7ZvSn2lzwvI60sr2a6ta2l9aaGa0rlNW5dS2fUjR46IfXdZPBheT9r/tHBcaX1JYdGAHm4pvbd2vEnbSTvvSe9rtd9q66leUE0eqP3sz8oCAOwZNAh5p5yCyx58EO6wMGyZMSOwAyMiok6HGSa7obIePVDQuzcGrlsX6KEQEVEnxCsP3ZTT7YZTybhGRETUFF556MIMrxfhTYRjpuzbh6QjR5AvpF0mIiKywisPndjw5csRVlmJqLq8+32/+w5RxcWorKzEuilTANPEr/78Z3w/YgTyU1LgDg1Fj6NHMWbDBtRGROCbc88N8CcgIqLOiJOHTmzM0qWIKSry/ztr40ZkbdwIANg8ejTKY2KwYfx4ZGZnY8jWrQjxeFAeE4PdEybgm3POYW0LIiJqFU4eOrHXH3qoydcbVqBc2sTVhSROGoiIyIagmjy4XC7L+GIp9lQrtWqnVK8Ug5uamir21ZZtJyZZyjGhxVlLuQmKGlzJaEphYWGrl63FM0s5JrS8F9q49+7da9mm5euQtoVWCtxOSWUttlyK8dbyT0jlvrV9L7EuvXlTtLwFUt4L7b3tlHLWtrGW38TOe0vHo5YjQqLlkdHapf1H2/ek/UtbV9I2TklJEftqeQ327NnT6mVL49aOiejoaLFdOn9pfaVzm51cQlafl3keiKjdZJWU4LLt2zG0sBChPh+ORkbik8xMrFNO0ETUNXDyQEQtMjovD79fswbZcXFYMHgwql0upFVUIImF1oi6DU4eiKjZIj0e/Pqbb/BNaioenTQJ5glpeXndgah7YJ4HImq2WXl5SKipwevDhsE0DIR5PDCUuhFE1PXwygMRNdv4khJUuFxIrKrCXWvXotexY6hyOrEiIwP/HDky0MMjog7CKw/dlM/nC/QQqBPqXVUFp2nid2vXYkNKCh6ZNAmf9e2Ls/ftwy3ffhvo4RFRBwmqKw9SqKZE+yLUwvwkUiiMVFoWkMPhNFqYp1Q+tqlS2w3t3r0b//jHP3DTTTedFHbXMEdEU7SQSCkUT1u2tK618sJaSVxpH7DTVwtNlNq1cEpt2VJ/7ZiQ1qdUvjrC40G414vFGRl4dvBgAMCKpCQ43G6ce/Ag5u/Zgxwh9EwL15U+kxZCJvXVSnJrpJBc7TNJYY/aOUIKH9TCT7UQQOlcqx1v0mfWwjylvtpn0s6LBw4csGzTzotSWLXWVzveSuuyADclLi5O7Cudc7X1JYVqWh1P2rb3L7tZv0VdSmJiIhwOBz799NNAD4U6mZq6k9GK9PRGry+v+/dgZXJJRF0DJw/dUGhoKM444wxs3LgRR48eDfRwqBMpqPsLrPiEv8RK6v4d3cy/Woioc+PkoZuaOHEi4uPjsXTp0kAPhTqRHXWXwpNPuMWUVPfvMuWSNRF1DZw8dFMulwuzZs3C1q1bcfDgwUAPhzqJz+rqosw+YZ856+BBeAwDm1k3hahb4OShGxszZgxSUlLwySefBHoo1Ensio7Gkt69cUZODu7asAHn7d+P323YgBk5OXi3Xz8UK7UriKhr4OShG3M4HJg9ezZ2794tFpQhauiZ4cPx7wEDMLi0FNdv24assjL8fcgQvFoXfUFEXV9QhWpSxxs2bBh69eqFJUuW4MYbbwQAbNmyBeHh4RgwYECAR0fByOtwYP7AgZg/cGCgh0JEARJUkwePx2MZtyrFs2qx0lq5XYkUJ7t//36xrxYbLMWeS3HBgBzDrcWd5+XlNfr35MmTsXDhQqxduxYejwfZ2dkICwtDbGzsSX21crtSzgRtO0RGRlq2NTWWhnr16iW2Szk5tDLRUv4JLReDVHa9rKxM7KvFW0vHhLYPSOPSPpO0LrVy8Fq7lCNA+0zS+rCb50Had7VjQtq/tG1s59yllYuXxl1YWNjqvtpnkvJ1aHkLtBL30v6jrUtpXNpn0vYB6Ryi5S+RyrZrOTWk480qL4qWf8a/7Gb9FnVpffr0Qe/evbFy5UqYpgnDMJiBkoiILHHy0I3t2rULq1atgtfrxdSpU1FQUICcnBw4HA7bf6kREVHXxclDN+ZwOLB+/Xq88cYbCAsLQ79+/bBjxw4ArH1BRETWOHnoxvr374/LL78cPp8P8+fPR48ePVBZWYnq6mpeeSAiIkucPHRzPXr0wLx58zB06FB8/fXXCA8Px7Fjx3jlgYiILHHyQAgJCcGsWbNw/vnnw+PxwOfz2aoIStRQTU1Nsyv1EVHnEFShmrm5uZbhWFLIiVamtbi42LJNC/+Swp20tM5aGI20bC30Rwt5k1gtOyMjAxMmTMDGjRthGAZ65eTgF9nZ+HtWFnbWhUpq60sKO9JCknr27NmqNkAPt5SupGil1aXwUy2sUQox1UrFa6GcUlibtu8lJCRYtmlhsdJnbmpdvfTSS8jOzsa9994rLheQy0RroYfSdtL2PW1bSOtEO1alW4DaFT6pXLPWV1tf0ri0YyI3N9eyTQotBOTzsbT9AXulsbXjSfoe0Y4n7TavdL7W/lCTwjy1sEppH7Aac3NvWfPKAzUSHh6OKVOmYOLEiTjr6FGMKynBbFbeJBtmzZqFw4cPY9GiRYEeChG1EU4eqJHU6moMKi/HoGPHcEZdMqmZeXkYWF6OQeXlSFX+yiI6Ud++fTF37lx88MEH2L17d6CHQ0RtIKhuW1Dgvblmjf/n+otX8W43XvjmG//rp02b1sGjos7uvPPOw4YNG/CPf/wD9913n3oZmIiCG688UCMPDR0KT9294/o7yPX/9xgG7h80KCDjos7N6XTiF7/4BUpKSvD2228HejhEZBMnD9TIp6mpuGncuCbbbho3DktTUjp4RNRVpKWl4dJLL8WyZcuwZcuWQA+HiGzg5IEs+U74P5FdZ5xxBoYPH45//vOfapEjIgpenDzQSYpDQlAYEoKdMTH4y6BB2BkTg8KQEBQrYZpEGsMwcO2116K2thavv/66/3Wfz8eHKYk6kaB6YLKkpMQyj4AU36uVcZX6SqWJAT1mWaIlxtm+fbtlW2JiothXii3XYn+lnAgxMTGoiYnBz888Ex6HAzAMLB80CC6fDx6nEyHK+pA+s5abQiqrPWDAALGvFvMujUvLayDlD9BIcdbavpecnCy2S/HYWry8tA9ouSukhx2bU5I7OTkZN954Ix5//HFMnz4d06ZNw86dO/GnP/0JL774ItLS0sRltIa2PjR29gEpx4R2rErnNqmEPWCvXLO2vqTjKa8uSsuKnXwK2rikPDRaLg/pHKJtp+aWsW4NaX1p+UukbWz1eZubXZhXHqhJHqcTqD9hGsbxfxO1kenTp2Pq1Kl47rnnUFRU5E9adejQoQCPjIiag5MHIupwhmHgxhtvhMvlwjPPPIOEhAS4XC4xcyERBQ9OHoioQ3377bdYsWIFoqOjcfPNN2P9+vX47LPPkJaWhpycnEAPj4iagZMHIupQu3btwuOPP47f/OY3CAkJwezZs/HSSy8hISEBR44cCfTwiKgZOHkgog512WWX4dFHH0VYWBj+8Ic/IC8vD1FRUTh8+DBvWxB1EkEVbUFE3cOQIUPwyCOPYPXq1Xj11VdRVFQE0zRRUlICr9erRlARUWAF1eTB5/NZhrxIZUu1MtF2yiJLoZpaeVitJG5JSUmr+0qhUlrynczMTMs2qVQzYC80SAtNlELPtL7al40UaqftPxItREsKp5RK7TaHNG5tfUjbUSvJK4WOaaGaJ4aBDR8+HH/605/w2Wef4a233oLb7caBAwcwqKwMY+bPx8Z581CUlQXAXjicNGZA36+ldq2ksjRubR+ws99qYY/SuKKjo8W+SUlJlm1aOKW0LbT1oYWnSrTS6VK7Fr6stUvfM9q+KdH2W+07qinNHU9QTR6IqPtxuVw466yzcMopp+DLL79EUlISMhcvRur33yPzyy/9kwciCh6cPBBRUOhZW4urR4wA9u1D39WrAQB9V6/G3unTAdNEVVQUKpTEWUTBJquwEFN378bIggKkVFWhPCQEOxIS8O8hQ3BEucITzDh5IKKgMOc3v/H/XH/jJKysDGf//vf+1//9r3918KiI7Llo+3YMzM/HyvR07IuJQUJNDc7btw9PfPEF/t+0aci2cSsmkDh5IKKg8NUNN+DUF1+Ew+s9qRy8z+nEqp//PFBDI2q1xYMHY8vo0cfT/df5Mj0dT69YgYt378ajo0YFcHStx1BNIgoK+6ZOxSf3399k2yf33499U6d28IiI7NuZnNxo4gAAOdHROBATg942aicFGicPRBR0zLooA9NGQSqioGWaiK+pQVkroiGCBScPRBQ0qmNjURUXh6J+/fD1T3+Kon79UBUXh2ql8ilRZzLj8GEkV1fjq/T0QA+l1YLqmYewsDDL2GUp/leLS5Xine3EaNstwyrlaigrK2v1crVxSe+rlR7W4oalbaHFjtvJt6DlgbBTRlqixaVL7VrcuZ0SwlqeECkPhFaS104CJ23/yvH5kH3nnfDWVXVdMWgQnF4vvFVVqBHyomjjsrONtWVr5xDpve2cQ7R8Ctp2lNq1ZUvnAa3EfUFBgWWbtj60c0R5ebllm7bftiYnQj0t30LD9+5VXo5fbN6M7YmJWJGZCZ9yHrCz70rb2O4xEVSTByJqG6mHD+P0JUvQ68ABwDRxpE8fLDvnHOR1gr90vA2/uAyj8b+JOrH46mrcvXo1KkNC8OjEifB14ttyvG1B1MX0zMnBlc8/j/iiIqz8wQ+w8gc/QEJhIea98AIS8/MDPTyibinS7cY9q1cjyu3G/aecguKIiEAPyRZOHoi6mDOWLYMnJASv3Xgjvj7tNHw9fTr+dcMNMEwTpy9ZEujhEXU7IV4v/mfNGqQfO4aHTjkFh7rAMzycPBB1MX3378e+AQNQ3SDffkVsLA7264f+27cjxGZNDSJqPodp4vZ16zC4qAiPTZyIHYmJgR5Sm+DNRKIuxun1wtPEcwLu0FC4vF70OHoUR/v1C8DIiLqfazZvxqTcXHydloYYtxunHzzYqP3jTppynZMHoi6mMCkJ6QcPwvD5YNY9Ue3weJBed9KKKSvD0UAOkKgbySwtBQBMys3FpNzck9o/Puusjh5Sm+DkgaiLWTdxIs5fvBjnvvsu1kyfDsM0ceqyZYiuC2NzCaG6RNS2/nDaaXKZeyXUN1gF1eTBMAzLOHA7MdxSPP0xJT2oFL+rxdJrcdZSTLOWA0D6zFosfYkQL6/FrGs5NaTPHBcXJ/aNanCP/kTaZ5LyOGjLtrOdtLh0aX1pn0kbV0VFRZOvrxg6FFHFxThtzRqM/PZbAMChtDR8MXkyzli1CiVeL0rr/hpqipQHBJDzT0QqRX6k7QDI+73V560nrS8tx4i2/0jngZbE+J9IW1/SZ7Kbj0PaN8UvO8jnCW1dS7lPtPOPtm9K+SnsnFO18552LLf2fQF7+4C0b1rlzGhu7pGgmjy0l3CPBxfv3YvBpaUYXFqKGLcbj48YgU979w700IjaxdLTT8eXkyYhtaAA1WFhOJqSgtnLlwMACrvIA1tEFDjdItoitrYWV+zZg4xjx5CtZCIk6iqqIyKwPyMDR1NSAAD99+1DSUwM8pOSAjwyIursusWVh+LwcMw74wwUh4VhYGkpnlq9OtBDIupQI7//Hhk5Ofhw5kyYhoHOm9eOiIJBt5g8uB0OFCv3NIm6in4HD2L22rXY1a8fKiMi0OfwYYz77jvsyMrCqokTAz08IuoCusXkgag7KYuJgc8wMH3NGoTW1qI4Ph5LTz8dKydNgs9mMRwiIoCTB6IupzA+Hq/8+MeBHgYRtYLP50NlZaUatRJoQTV58Pl8lqEnUviIFr7TMBSmPqSmPixUC5ORQl2097VDK/Vsp5Sv1FcLO9NCgyRaWJoU+qqFQmmhZXbKSNspYW6HVhZZ2ke0EGRpfWmfKV8ortVbiWDSli2FxGnHqhR+qoV5aqRQTm3fko4ZLURUKhOtrQ8749LObVLpa+1Y7NWrl2VbYWGh2DcvL09sj4+Pt2zTwkC10HuJFL4MyOv6xG189OhRbNq0CZMnT0ZcXJy4ne2U1bY6Fpt7TuM1TCIioiDRo0cPxMTEYPPmzbb+SGxvnDwQEREFCYfDgZEjR6Kqqgq7du0K9HAscfJAREQURKKjozFw4EDs379fvZUTKJw8EBERBZm+ffsiISEBmzdvbtfn61orqB6YbE/n79+PaLcbiXUPmU3Oy0NydTVqa2uxsFcvVCgPpxEREXUUwzAwcuRIrFy5Etu3b8fIkSMDPaRGus035o/27kVqg6dtpx49iqlHjxcmXpqayskDEREFlYiICAwdOhRbtmxBSkoKUlNTAz0kv27zjXntjBlNvm43hIuoKygoKMA333yDmTNniuGBRNSxevfujaNHj2LLli2Ij4/3h/ceOHAAycnJakh3ewmqyYPH47GMMZXiZLXcBFLcsZ28BdqDLFoJaquSqICex0Ga9NiJ/dX6tmdeA4kWs24npt3OZ7Kz/2h9tXh56T6oFnd+YntFRQUOHjyIFStWYOrUqWJfKb+ENhkvKysT22OEwnVSbgFA3neLi4vFvtq2iI2NtWzT8pdI+6a2jaUvBu1YtVPqWTu3SfkptHNXolDV9fDhw2LfHj16iO0FBQWWbdpxbuc8oPWV1klzctgMHz4cK1euxNatWzF69GiYpomtW7di+PDhYt4M6TvGav9o7vcHH5gkIkRHR2PkyJHYs2cPjhw5EujhEFEDYWFhGDZsGI4ePYqcnBw4HA6EhYWpia/aEycPRAQA6N+/P1JSUrBq1So1wykRday0tDT07NkT27ZtQ3V1NSIjI9UrjO2JkwciAnD88umECRPgdruxbt26QA+HiHA8HfzmzZtRUVGBoUOHwul0YsuWLYiIiODkgYiCQ2RkJCZPnozs7Gzs378/0MMh6vZCQ0NRVFSElStXYvfu3RgyZAgKCwvhdrt524KIgke/fv3Qp08frFmzJqAnJyI6/uD9tGnTMGDAABw5cgRbt25FXFwcCgoK4Ha7A5ZAipMHC1J1P6KuzDAMTJkyBYZhYPXq1WpEABG1L6fTiaysLJx22mlIT09HWVmZ/7gM1K2LoArVrK2ttQwfkk5gWmiQFMrZVEx7SUkJNm/ejLFjx4ohSdpDZXZmhFrImzS5sRP+pYWdaetaCkurrq4W+0oHgTaZ00LtpH1A6yv99a2taylnglaOWdt/pGVr4V/a/hUeHo5TTjkFy5Ytw+7duzFw4EAAwJIlSzBgwAD07NmzyX5aKKa2D0j7jxYFUj/GpkghfIBe/lza77V1mZCQYNmm5dSwUyZaO2akY0IL1ZRCAJsTemhFO/9o61p6b23fk/pq20E7VqV1La1L4OTzU//+/dGzZ09s374dpaWlKC0txXjTxM937cKLAwdiV4MUAXZKumt45aEJsbGxiIyMxPbt223F8RN1ZhkZGRgwYADWrVvnz7FQWVmJ/Pz8AI+MqHuLjIzEuHHjcMopp6BXr144MycHY4qLMSsnp8PGwMlDExwOBwYPHoyqqiocOnQo0MMhCpgJEyYgPDwcK1euhM/nQ0xMDI4dOxboYRF1e6nV1Rjr82HQsWM4PTcXADAjNxcDysowsKwMKe38vFJQ3bYIJtHR0cjMzMTevXuRkJAgZr4j6mp8Ph9qamoQERGBU089FZ988gm2bduGmJgY5HTgXzdE1LQ3Vq/2/1x/Iyje7caza9f6X7/k4ovb7f155UHQu3dvREdHY8+ePeq9fqKu5NChQ1iwYAFWrlyJ2NhYDBs2DBs2bIDT6URFRQUfoiQKsIeGDoWn7jmN+qc16v/vMQw8PGJEu74/Jw8CwzDQv39/uN1uHDhwINDDIeowvXv3xqRJk3Do0CEsWrQIDocD0dHROHDgALxer/rwGRG1r8/S0vCrSZOabPvVpEn43OKh5rbC2xaK8PBw9OnTB/v27UNCQgLi4+MDPSSidudwODBkyBBkZWVhy5Yt2LZtG5xOp/+p8WPHjiEiIiLAoyQiAPDh+JWA+v93BF55aIaUlBTExcUhOzu7UfhTeXk5ozGoSwsNDcW4ceNw0UUXoXfv3v7X8/LyAjgqIgKAktBQFIWGYldsLJ4cOhS7YmNRFBqKEiUEuC0E1ZUHr9drGWsrxdFq8cx2SnIbhuG/fbFp0ybs27cPAwcOhGmayM7ORnJysmXpbS12XIrz155otxOjaydGW8ttIf01qsVCSzkCtL9ytbLs0gOvWjlvSVRUlNguLVuL79Zi3qXyxNoxIb13U+syMjISs2fPRl5eHpYuXYqkpCQMq6zEZd9+i7fGjcO+5GQA+n6p7T9SPgatJLe0D2RlZYl9t27dKrZL0tLSxHYpz4O270nHo9ZXC6mVciZoz3hJfbVbWlLOBGldAXpeFSlXjHYOkfraLX8utWvHhPQ9UhIdjWtmzIDH4QAMA0v69oXL54PH6YRL6Wu1LptbmpxXHpopNDQU/fr1Q2FhIQoLC2EYBlwul/qlRdSVpKSkYM6cOcjKysLU7GwMy83F1OzsQA+LqNvyOJ1A/Re+YRz/dwcIqisPwS4pKQlFRUXYu3cvYmJiEBISErC84kSBkFhejpSSEpgAJu/bB9T9/6v+/WEAqIiIQGF0dCCHSEQdgJOHZqioqEBRURFSU1PRr18/fPfdd8jOzkZISAgLB1G38tDrr/t/rr/oGVtdjfsXL/a/fu0113TsoIiow/G2RTP4fD7k5uZi48aNyMvLQ2ZmJkpKSuDxeOB2uxnzTt3GP2fOhNcittxrGPj7aacFZFxE1LF45aEZYmJiMGbMGBw+fBiHDh1CSEgIYmJi/A9web1e9eFIoq5g3aBB2BcR0ehKQ737zj0XB4WHOImo6+CVh2YKCQlBZmYmRo8ejejo6EZPfvOhSeqOfCf8n4i6j6D6c9nn81mGTkqhZ1pYmnRVQOt7YrvL5UJWVhZSUlKwd+9e1NTUwOPxYAKA3+Tk4ImePfF9XYidVmddChONjY0V+0px9lr5WCnES5sIaQ+ISuGF2rKl8C+tRHBpaanYnpKSYtmmhVlJt6UyMzPFvtL+pZXk1q5mSePSbqVJocD76h6EtFKan4+S8HAURUVhxcCBOH3XLiRWVKAsPFwNh9OOt8OHD1u2JSYmin2lLLCTLDLx1WuYw6IpUvhaamqq2DcpKcmyTQuJlEJqtWNRK18tHTPaviktWzvvSaGc2vtqz5hFCw/ran2l9amtSzvfQdr5x06pcOlcb7Xc5t6GD6rJQ2cSHR2NQYMGoaSkBDExMbjg6FFMqqjA+cXF/skDUVdUHBWF3/7oR/7Y8uUDB/pjy+WsF0TUVXDyYEO6241hYWEwa2txVkkJAODskhL8NyEBBoACADkdkOmLqKM1iiXvwNhyIgoOnDzY8PH27f6f6y/0JHq9eGv3bv/rw4cN6+BRERERtS8+MGnD7zIyUH+n66SSqADu6NWr4wdFRETUznjlwYYPExKQHRbW6EpDvSsGDMAW3rIgIqIuiFce2gjD1oiIqLsIiisP9aEhrQ3H1MKd7JCW7fV6kWcY2Ot04mhICN5PSMAFxcVIdbuRZxjquKR2rbKZFOapva+dddnS0NaGtBAgKVRKC/PUqqNKleu0dS2NWwtLk9aHnWp62ri0dS2FrWnjkraFVilU247S+tJCE6V9185nAuR9RKsiKa1rbb+V1oedfR6QP7OdY1U7RzS3amNrli2NW+sr7T92+tolrS/tmGhN7aX6Pto+YJhBkFv50KFDyMjICPQwiIiICMDBgwfF/CdBMXnw+Xw4cuQIYmJibM1KiYiIqPVM00R5eTnS09PFBFZBMXkgIiKizoMPTBIREVGLcPJARERELcLJAxEREbUIJw9ERETUIpw8EBERUYtw8kBEREQtwskDERERtcj/By+dQ6c+O4RVAAAAAElFTkSuQmCC", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_gallery('unconstrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", - "yUnconstrained = np.floor(top_sensors/np.sqrt(n_features))\n", - "xUnconstrained = np.mod(top_sensors,np.sqrt(n_features))\n", - "plt.plot([xmin,xmin],[ymin,ymax],'-.r')\n", - "plt.plot([xmin,xmax],[ymax,ymax],'-.r')\n", - "plt.plot([xmax,xmax],[ymin,ymax],'-.r')\n", - "plt.plot([xmin,xmax],[ymin,ymin],'-.r')\n", - "plt.plot(xTopUnc, yTopUnc,'*r')\n", - "for i in (range(len(xTopUnc))):\n", - " plt.annotate(f\"{str(i)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", - "\n", - "\n", - "plot_gallery('Constrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", - "plt.plot([xmin,xmin],[ymin,ymax],'-r')\n", - "plt.plot([xmin,xmax],[ymax,ymax],'-r')\n", - "plt.plot([xmax,xmax],[ymin,ymax],'-r')\n", - "plt.plot([xmin,xmax],[ymin,ymin],'-r')\n", - "plt.plot(xTopConst, yTopConst,'*r')\n", - "for i in (range(len(xTopConst))):\n", - " plt.annotate(f\"{str(i)}\",(xTopConst[i],yTopConst[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Reconstruct image from test set using sensors placed via constrained (exact_n) optimizer" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "n_faces = 3\n", - "n_rows = n_faces + 1\n", - "n_cases = 1\n", - "fig, axs = plt.subplots(n_rows, 2, figsize=(12, 3 * n_rows))\n", - "\n", - "for k in range(n_cases): \n", - " # Get average reconstruction error across test set\n", - " test_error = model_exact.reconstruction_error(X_test, sensor_range=[n_sensors])\n", - " \n", - " # Plot sensor locations\n", - "\n", - " axs[0, k].plot()\n", - " axs[0, k].set(title=f\"constrained (MSE: {test_error[0]:.2f})\")\n", - " axs[0, k].plot(xTopConst,yTopConst,'*r')\n", - " axs[0, k].plot([xmin,xmin],[ymin,ymax],'r')\n", - " axs[0, k].plot([xmin,xmax],[ymax,ymax],'r')\n", - " axs[0, k].plot([xmax,xmax],[ymin,ymax],'r')\n", - " axs[0, k].plot([xmin,xmax],[ymin,ymin],'r')\n", - "\n", - " # Plot reconstructed faces\n", - " for j in range(n_faces):\n", - " idx = 10 * j\n", - " img = model_exact.predict(X_test[idx, top_sensors_exact], method='unregularized')\n", - " vmax = max(img.max(), img.min())\n", - " axs[j + 1, k].imshow(\n", - " img.reshape(image_shape),\n", - " cmap=plt.cm.binary,\n", - " vmin=-vmax,\n", - " vmax=vmax\n", - " )\n", - " yConstrained = np.floor(top_sensors_exact/np.sqrt(n_features))\n", - " xConstrained = np.mod(top_sensors_exact,np.sqrt(n_features))\n", - " axs[j + 1, k].plot([xmin,xmin],[ymin,ymax],'-.m')\n", - " axs[j + 1, k].plot([xmin,xmax],[ymax,ymax],'-.m')\n", - " axs[j + 1, k].plot([xmax,xmax],[ymin,ymax],'-.m')\n", - " axs[j + 1, k].plot([xmin,xmax],[ymin,ymin],'-.m')\n", - " axs[j + 1, k].plot(xConstrained, yConstrained,'*r')\n", - "\n", - " error = model_exact.reconstruction_error(X_test[idx], sensor_range=[n_sensors])[0]\n", - " axs[j + 1, k].set(title=f\"MSE: {error:.2f}\")\n", - " \n", - " # Plot target image\n", - " true_img = X_test[idx]\n", - " vmax = max(true_img.max(), true_img.min())\n", - " axs[j + 1, k + 1].imshow(\n", - " true_img.reshape(image_shape),\n", - " cmap=plt.cm.binary,\n", - " vmin=-vmax,\n", - " vmax=vmax\n", - " )\n", - " axs[j + 1, k + 1].set(title=\"Original image\")\n", - " \n", - "\n", - "[ax.set(xticks=[], yticks=[]) for ax in axs.flatten()]\n", - "fig.tight_layout()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Compare reconstruction errors on test set for unconstrained vs. constrained exact_n sensor placement:" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The reconstruction error for the unconstrained case is [0.12278678]\n", - "The reconstruction error for the constrained exact_n case is [0.11300047]\n" - ] - } - ], - "source": [ - "test_error_unconstrained = model_unconstrained.reconstruction_error(X_test, sensor_range=[n_sensors])\n", - "test_error_exact = model_exact.reconstruction_error(X_test, sensor_range=[n_sensors])\n", - "print(\"The reconstruction error for the unconstrained case is {}\".format(test_error_unconstrained))\n", - "print(\"The reconstruction error for the constrained exact_n case is {}\".format(test_error_exact))" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Observations: \n", - "- Since unconstrained optimization places 3 sensors in the constrained region, the constrained optimization with n_const_sensors = 2 removes one sensor (ID 14) from the region and places it outside. \n", - "\n", - "- The drop in reconstruction error between the unconstrained and constrained optimization is $\\mathcal{O} \\approx 10^{-2}$. \n", - "\n", - "However, now if we want to place exactly 4 sensors in the constrained region, constrained exact_n will force the last sensor (ID 13) to be placed in the constrained region as shown below: \n", - "- Note: As the 14th sensor already lies in the constrained region, the optimizer selects the second last sensor to lie in the constrained region. " - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of constrained sensors allowed (s)\n", - "n_const_sensors_exact = 4\n", - "\n", - "# Define the GQR optimizer for the exact_n sensor placement strategy\n", - "optimizer_exact1 = ps.optimizers.GQR()\n", - "opt_exact_kws1={'idx_constrained':sensors_constrained,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sensors_exact,\n", - " 'all_sensors':all_sensors,\n", - " 'constraint_option':\"exact_n\"}\n", - "basis_exact1 = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [2204 4038 3965 320 594 253 3618 878 2331 3999 429 2772 2878 1315\n", - " 1370]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_exact1 = ps.SSPOR(basis = basis_exact1, optimizer = optimizer_exact1, n_sensors = n_sensors)\n", - "model_exact1.fit(X_train,**opt_exact_kws1)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_exact1 = model_exact1.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xTopConst1 = np.mod(top_sensors_exact1,np.sqrt(n_features))\n", - "yTopConst1 = np.floor(top_sensors_exact1/np.sqrt(n_features))\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_exact1))" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the sensor locations (pixels) on image for unconstrained and constrained exact_n" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_gallery('unconstrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", - "yUnconstrained = np.floor(top_sensors/np.sqrt(n_features))\n", - "xUnconstrained = np.mod(top_sensors,np.sqrt(n_features))\n", - "plt.plot([xmin,xmin],[ymin,ymax],'-.r')\n", - "plt.plot([xmin,xmax],[ymax,ymax],'-.r')\n", - "plt.plot([xmax,xmax],[ymin,ymax],'-.r')\n", - "plt.plot([xmin,xmax],[ymin,ymin],'-.r')\n", - "plt.plot(xTopUnc, yTopUnc,'*r')\n", - "for i in (range(len(xTopUnc))):\n", - " plt.annotate(f\"{str(i)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", - "\n", - "\n", - "plot_gallery('Constrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", - "plt.plot([xmin,xmin],[ymin,ymax],'-r')\n", - "plt.plot([xmin,xmax],[ymax,ymax],'-r')\n", - "plt.plot([xmax,xmax],[ymin,ymax],'-r')\n", - "plt.plot([xmin,xmax],[ymin,ymin],'-r')\n", - "plt.plot(xTopConst1, yTopConst1,'*r')\n", - "for i in (range(len(xTopConst1))):\n", - " plt.annotate(f\"{str(i)}\",(xTopConst1[i],yTopConst1[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Conclusions:\n", - "\n", - "- The constrained exact_n case can be used to place exactly (n_const_sensors) in the constrained region. \n", - "- In cases where the QR optimizer by itself has more than (n_const_sensors) in the constrained region, exact_n removes the excess and places them in the constrained region. \n", - "- In cases where there are exactly (n_const_sensors) in the constrained region, exact_n results will match the QR optimizer. \n", - "- When there are fewer than (n_const_sensors) sensors in the constrained region, exact_n will force the deficit to be in the constrained region. " - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## The max_n case: \n", - "\n", - "#### Max_n employs the same strategy as exact_n when: (results are identical)\n", - "- The QR optimizer (unconstrained) places more than (n_const_sensors) in the constrained region, which violates the desired constraint.\n", - "- The constrained max_n optimizer removes excess sensors from the constrained and places them outside.\n", - "- There are exactly (n_const_sensors) sensors in the constrained region (max_n results will match exact_n which match the QR optimizer)\n", - "\n", - "However, there are three sensors located in the constrained region. If we want to place a maximum of 4 sensors in the constrained region max_n will place just 3 as seen below: " - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "n_const_sensors_max = 4\n", - "# Define the GQR max_n optimizer\n", - "\n", - "optimizer_max = ps.optimizers.GQR()\n", - "opt_max_kws ={'idx_constrained':sensors_constrained,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_const_sensors_max,\n", - " 'all_sensors':all_sensors,\n", - " 'constraint_option':\"max_n\"}\n", - "basis_max = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [2204 4038 3965 320 594 253 3618 878 2331 3999 429 2772 2878 3469\n", - " 1243]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "model_max = ps.SSPOR(basis = basis_max, optimizer = optimizer_max, n_sensors = n_sensors)\n", - "model_max.fit(X_train,**opt_max_kws)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_max = model_max.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xTopConstMax = np.mod(top_sensors_max,np.sqrt(n_features))\n", - "yTopConstMax = np.floor(top_sensors_max/np.sqrt(n_features))\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_max))" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "img = np.zeros(n_features)\n", - "img[top_sensors] = 16\n", - "plt.figure(figsize=(5,5))\n", - "plt.plot(xTopConstMax,yTopConstMax,'*r')\n", - "plt.plot([xmin,xmin],[ymin,ymax],'r')\n", - "plt.plot([xmin,xmax],[ymax,ymax],'r')\n", - "plt.plot([xmax,xmax],[ymin,ymax],'r')\n", - "plt.plot([xmin,xmax],[ymin,ymin],'r')\n", - "plt.ylim([64,0])\n", - "plt.title('n_sensors = {}, n_const_sensors = {}'.format(n_sensors,n_const_sensors_max))\n", - "for ind,i in enumerate(range(len(xTopConstMax))):\n", - " plt.annotate(f\"{str(ind)}\",(xTopConstMax[i],yTopConstMax[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", - "plt.grid()\n", - "plt.show()\n", - "\n", - "plt.figure(figsize=(5,5))\n", - "plt.plot(xTopUnc, yTopUnc,'*r')\n", - "plt.plot([xmin,xmin],[ymin,ymax],'r')\n", - "plt.plot([xmin,xmax],[ymax,ymax],'r')\n", - "plt.plot([xmax,xmax],[ymin,ymax],'r')\n", - "plt.plot([xmin,xmax],[ymin,ymin],'r')\n", - "plt.title('Unconstrained')\n", - "plt.xlabel('x')\n", - "plt.ylabel('y')\n", - "plt.ylim([64,0])\n", - "for ind,i in enumerate(range(len(xTopUnc))):\n", - " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", - "plt.grid()\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Conclusions: \n", - "\n", - "When there are fewer than (n_const_sensors_max) in the constrained region, max_n will only place three in the constrained region even though the user allows a max of 4,5 .. to be placed. " - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## The predetermined case: \n", - "\n", - "- This occurs when (n_pre_sensors) locations are already specified and we want the best locations to place the remaining sensors. \n", - "\n", - "#### Suppose two sensor locations are already specified (sen1 at $x = 10$ and $y =7$), (sen2 at $x = 25$ and $y = 30$). We optimize placement of the remaining sensors. " - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The predetermined sensor locations (Column IDs) are: [665 478]\n" - ] - } - ], - "source": [ - "# Convert pixel coordinates into sensor locations (column ID's)\n", - "\n", - "predetermined_sensorsy = np.array([10, 7])\n", - "predetermined_sensorsx = np.array([25, 30])\n", - "predetermined_sensors_array = np.stack((predetermined_sensorsy, predetermined_sensorsx), axis=1)\n", - "predetermined_sensors_tuple = np.transpose(predetermined_sensors_array)\n", - "idx_predetermined = np.ravel_multi_index(predetermined_sensors_tuple, (image_shape[0],image_shape[1]))\n", - "print('The predetermined sensor locations (Column IDs) are: {}'.format(idx_predetermined))" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Predetermined sensor locations')" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = plt.subplot()\n", - "#Plot predetermined sensor locations \n", - "\n", - "img = np.zeros(n_features)\n", - "img[idx_predetermined] = 1\n", - "im = plt.imshow(img.reshape(image_shape),cmap=plt.cm.binary)\n", - "\n", - "divider = make_axes_locatable(ax)\n", - "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", - "plt.colorbar(im, cax=cax)\n", - "plt.title('Predetermined sensor locations')" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "665 25.0 10.0\n" - ] - } - ], - "source": [ - "# Print the predetermined sen1 column index and its corrsponding pixel coordinates (x,y)\n", - "\n", - "x0,y0 = np.mod(idx_predetermined[0],np.sqrt(n_features)),np.floor(idx_predetermined[0]/np.sqrt(n_features))\n", - "print(idx_predetermined[0],x0,y0)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the number of predetermined sensors allowed (s)\n", - "\n", - "n_pre_sensors = 2\n", - "# Define the GQR predtermined optimizer\n", - "\n", - "optimizer_pre = ps.optimizers.GQR()\n", - "opt_pre_kws={'idx_constrained':idx_predetermined,\n", - " 'n_sensors':n_sensors,\n", - " 'n_const_sensors':n_pre_sensors,\n", - " 'all_sensors':all_sensors,\n", - " 'constraint_option':\"predetermined\"}\n", - "\n", - "basis_pre = ps.basis.SVD(n_basis_modes=n_sensors)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The list of sensors selected is: [2204 4038 3965 320 253 594 3618 878 2331 3999 429 2772 2878 478\n", - " 665]\n" - ] - } - ], - "source": [ - "# Initialize and fit the model\n", - "\n", - "model_pre = ps.SSPOR(basis = basis_pre, optimizer = optimizer_pre, n_sensors = n_sensors)\n", - "model_pre.fit(X_train,**opt_pre_kws)\n", - "\n", - "# sensor locations based on columns of the data matrix\n", - "top_sensors_pre = model_pre.get_selected_sensors()\n", - "\n", - "# sensor locations based on pixels of the image\n", - "xTopConstPre = np.mod(top_sensors_pre,np.sqrt(n_features))\n", - "yTopConstPre = np.floor(top_sensors_pre/np.sqrt(n_features))\n", - "\n", - "print('The list of sensors selected is: {}'.format(top_sensors_pre))" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Display the unconstrained and predetermined (purple dots) sensor locations on the grid using GQR predetermined optimizer." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "yPredetermined = np.floor(top_sensors_pre/np.sqrt(n_features))\n", - "xPredetermined = np.mod(top_sensors_pre,np.sqrt(n_features))\n", - "\n", - "img = np.zeros(n_features)\n", - "img[top_sensors_pre] = 16\n", - "plt.figure(figsize=(5,5))\n", - "plt.plot(xPredetermined,yPredetermined,'*r')\n", - "plt.imshow(img.reshape(image_shape),cmap=plt.cm.binary)\n", - "plt.scatter(predetermined_sensorsx, predetermined_sensorsy, color = 'b')\n", - "plt.xlim([0,64])\n", - "plt.ylim([64,0])\n", - "plt.title('n_sensors = {}, predetermined_sensors = {}'.format(n_sensors,n_pre_sensors))\n", - "for ind,i in enumerate(range(len(xPredetermined))):\n", - " plt.annotate(f\"{str(ind)}\",(xPredetermined[i],yPredetermined[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", - "plt.show()\n", - "\n", - "image = np.zeros(n_features)\n", - "image[top_sensors] = 16\n", - "plt.figure(figsize=(5,5))\n", - "plt.plot(xTopUnc, yTopUnc,'*r')\n", - "plt.xlabel('x')\n", - "plt.ylabel('y')\n", - "plt.xlim([0,64])\n", - "plt.ylim([64,0])\n", - "plt.title('Unconstrained')\n", - "for ind,i in enumerate(range(len(xTopUnc))):\n", - " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compare sensor indices and pixel coordinates for unconstrained and predetermined sensor placement" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Sensor IDUncXUncYSensor IDXConstYConst
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" - ], - "text/plain": [ - " Sensor ID UncX UncY Sensor ID XConst YConst\n", - "0 2204 28 34 2204 28 34\n", - "1 4038 6 63 4038 6 63\n", - "2 3965 61 61 3965 61 61\n", - "3 320 0 5 320 0 5\n", - "4 253 61 3 253 61 3\n", - "5 594 18 9 594 18 9\n", - "6 3618 34 56 3618 34 56\n", - "7 878 46 13 878 46 13\n", - "8 2331 27 36 2331 27 36\n", - "9 3999 31 62 3999 31 62\n", - "10 429 45 6 429 45 6\n", - "11 2772 20 43 2772 20 43\n", - "12 2878 62 44 2878 62 44\n", - "13 3469 13 54 478 30 7\n", - "14 1243 27 19 665 25 10" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "columns = ['Sensor ID','UncX','UncY','Sensor ID','XConst','YConst']\n", - "ConstrainedSensors_df = pd.DataFrame(data = np.vstack([top_sensors,xTopUnc,yTopUnc,top_sensors_pre,xPredetermined,yPredetermined]).T,columns=columns,dtype=int)\n", - "ConstrainedSensors_df.head(n_sensors)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the sensor locations (pixels) on the image for the unconstrained and predetermined case" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "image = X[4,:].reshape(1,-1)\n", - "\n", - "plot_gallery('unconstrained', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", - "\n", - "plt.plot(xTopUnc, yTopUnc,'*r')\n", - "for ind,i in enumerate(range(len(xTopUnc))):\n", - " plt.annotate(f\"{str(ind)}\",(xTopUnc[i],yTopUnc[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", - "\n", - "\n", - "plot_gallery('Predetermined', image, n_col=1, n_row=1, cmap=plt.cm.gray)\n", - "\n", - "plt.plot(xPredetermined, yPredetermined,'*r')\n", - "plt.scatter(predetermined_sensorsx, predetermined_sensorsy, color = 'b')\n", - "plt.xlim([0,64])\n", - "plt.ylim([64,0])\n", - "for ind,i in enumerate(range(len(xPredetermined))):\n", - " plt.annotate(f\"{str(ind)}\",(xPredetermined[i],yPredetermined[i]),xycoords='data',\n", - " xytext=(-20,20), textcoords='offset points',color=\"r\",fontsize=12,\n", - " arrowprops=dict(arrowstyle=\"->\", color='black'))\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Reconstruct image from test set using sensors placed via predetermined optimizer" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "n_faces = 3\n", - "n_rows = n_faces + 1\n", - "n_cases = 1\n", - "fig, axs = plt.subplots(n_rows, 2, figsize=(12, 3 * n_rows))\n", - "\n", - "for k in range(n_cases): \n", - " # Get average reconstruction error across test set\n", - " test_error = model_pre.reconstruction_error(X_test, sensor_range=[n_sensors])\n", - " \n", - " # Plot sensor locations\n", - "\n", - " axs[0, k].plot()\n", - " axs[0, k].imshow(img.reshape(image_shape), cmap=plt.cm.binary)\n", - " axs[0, k].set(title=f\"Predtermined (MSE: {test_error[0]:.2f})\")\n", - " \n", - "\n", - " # Plot reconstructed faces\n", - " for j in range(n_faces):\n", - " idx = 10 * j\n", - " img = model_pre.predict(X_test[idx, top_sensors_pre], method='unregularized')\n", - " vmax = max(img.max(), img.min())\n", - " axs[j + 1, k].imshow(\n", - " img.reshape(image_shape),\n", - " cmap=plt.cm.binary,\n", - " vmin=-vmax,\n", - " vmax=vmax\n", - " )\n", - " yPredetermined = np.floor(top_sensors_pre/np.sqrt(n_features))\n", - " xPredetermined = np.mod(top_sensors_pre,np.sqrt(n_features))\n", - " axs[j + 1, k].plot(xPredetermined, yPredetermined,'*r')\n", - " axs[j + 1,k].scatter(predetermined_sensorsx, predetermined_sensorsy, color = 'b')\n", - "\n", - " error = model_pre.reconstruction_error(X_test[idx], sensor_range=[n_sensors])[0]\n", - " axs[j + 1, k].set(title=f\"MSE: {error:.2f}\")\n", - " \n", - " # Plot target image\n", - " true_img = X_test[idx]\n", - " vmax = max(true_img.max(), true_img.min())\n", - " axs[j + 1, k + 1].imshow(\n", - " true_img.reshape(image_shape),\n", - " cmap=plt.cm.binary,\n", - " vmin=-vmax,\n", - " vmax=vmax\n", - " )\n", - " axs[j + 1, k + 1].set(title=\"Original image\")\n", - " \n", - "\n", - "[ax.set(xticks=[], yticks=[]) for ax in axs.flatten()]\n", - "fig.tight_layout()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Compare the reconstruction errors for unconstrained and predetermined sensor placement on the test set:" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The reconstruction error for the unconstrained case is [0.12278678]\n", - "The reconstruction error for the predetermined case is [1.32419968]\n" - ] - } - ], - "source": [ - "test_error_unconstrained = model_unconstrained.reconstruction_error(X_test, sensor_range=[n_sensors])\n", - "test_error_predetermined = model_pre.reconstruction_error(X_test, sensor_range=[n_sensors])\n", - "print(\"The reconstruction error for the unconstrained case is {}\".format(test_error_unconstrained))\n", - "print(\"The reconstruction error for the predetermined case is {}\".format(test_error_predetermined))" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": ".venv", - "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": "3.10.16" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/pysensors/optimizers/_gqr.py b/pysensors/optimizers/_gqr.py index b08435b..808e5da 100644 --- a/pysensors/optimizers/_gqr.py +++ b/pysensors/optimizers/_gqr.py @@ -57,6 +57,9 @@ def __init__(self): self.n_const_sensors = 0 self.all_sensors = [] self.constraint_option = "" + self.info = None + self.X_axis = None + self.Y_axis = None self.nx = None self.ny = None self.r = 1 @@ -95,14 +98,17 @@ def fit(self, basis_matrix, **optimizer_kws): dlens = np.sqrt(np.sum(np.abs(r) ** 2, axis=0)) dlens_updated = self._norm_calc_Instance( - self.idx_constrained, dlens, p, j, - self.n_const_sensors, dlens_old=dlens, + idx_constrained=self.idx_constrained, + n_const_sensors=self.n_const_sensors, all_sensors=self.all_sensors, n_sensors=self.n_sensors, + info=self.info, + X_axis=self.X_axis, + Y_axis=self.Y_axis, nx=self.nx, ny=self.ny, r=self.r, diff --git a/pysensors/utils/_constraints.py b/pysensors/utils/_constraints.py index 942f601..3a8581a 100644 --- a/pysensors/utils/_constraints.py +++ b/pysensors/utils/_constraints.py @@ -117,6 +117,76 @@ def get_constrained_sensors_indices_dataframe(x_min, x_max, y_min, y_max, df, ** return idx_constrained +def get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors): + """ + Efficiently finds sensors within radius r of a given sensor. + + Parameters + ---------- + j : int + Current iteration (0-indexed) + piv : np.ndarray + Array of sensor indices in order of placement + r : float + Radius constraint (minimum distance between sensors) + nx, ny : int + Grid dimensions + all_sensors : np.ndarray + Ranked list of sensor locations. + + Returns + ------- + idx_constrained : np.ndarray + Array of sensor indices within radius r + """ + sensor_idx = max(0, j - 1) + current_sensor = piv[sensor_idx] + current_coords = np.unravel_index([current_sensor], (nx, ny)) + x_cord, y_cord = current_coords[0][0], current_coords[1][0] + sensor_coords = np.unravel_index(all_sensors, (nx, ny)) + distances_sq = (sensor_coords[0] - x_cord) ** 2 + (sensor_coords[1] - y_cord) ** 2 + return all_sensors[distances_sq < r**2] + + +def get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, X_axis, Y_axis +): + """ + Efficiently finds sensors within radius r of a given sensor for DataFrame input. + + Parameters + ---------- + j : int + Current iteration (0-indexed) + piv : np.ndarray + Array of sensor indices in order of placement + r : float + Radius constraint (minimum distance between sensors) + df : pd.DataFrame + DataFrame containing sensor coordinates + all_sensors : np.ndarray + Ranked list of sensor locations + X_axis : str + Column name for X coordinates in the DataFrame + Y_axis : str + Column name for Y coordinates in the DataFrame + + Returns + ------- + idx_constrained : np.ndarray + Array of sensor indices within radius r + """ + sensor_idx = max(0, j - 1) + current_sensor = piv[sensor_idx] + current_x = df.loc[current_sensor, X_axis] + current_y = df.loc[current_sensor, Y_axis] + sensors_df = df.loc[all_sensors] + distances_sq = (sensors_df[X_axis] - current_x) ** 2 + ( + sensors_df[Y_axis] - current_y + ) ** 2 + return all_sensors[distances_sq.values < r**2] + + def load_functional_constraints(functionHandler): """ Parameters: @@ -555,32 +625,37 @@ def plot_selected_sensors( """ n_samples, n_features = self.data.shape n_sensors = len(sensors) - constrained = sensors[np.where(~np.isin(all_sensors[:n_sensors], sensors))[0]] - unconstrained = sensors[np.where(np.isin(all_sensors[:n_sensors], sensors))[0]] + constrained = sensors[~np.isin(sensors, all_sensors[:n_sensors])] + unconstrained = sensors[np.isin(sensors, all_sensors[:n_sensors])] + if isinstance(self.data, np.ndarray): xconst = np.mod(constrained, np.sqrt(n_features)) yconst = np.floor(constrained / np.sqrt(n_features)) xunconst = np.mod(unconstrained, np.sqrt(n_features)) yunconst = np.floor(unconstrained / np.sqrt(n_features)) + self.ax.plot(xconst, yconst, "*", color=color_constrained) self.ax.plot(xunconst, yunconst, "*", color=color_unconstrained) + elif isinstance(self.data, pd.DataFrame): - constCoords = get_coordinates_from_indices( + xconst, yconst = get_coordinates_from_indices( constrained, self.data, Y_axis=self.Y_axis, X_axis=self.X_axis, Field=self.Field, ) - unconstCoords = get_coordinates_from_indices( + + xunconst, yunconst = get_coordinates_from_indices( unconstrained, self.data, Y_axis=self.Y_axis, X_axis=self.X_axis, Field=self.Field, ) - self.ax.plot(constCoords, "*", color=color_constrained) - self.ax.plot(unconstCoords, "*", color=color_unconstrained) + + self.ax.plot(xconst, yconst, "*", color=color_constrained) + self.ax.plot(xunconst, yunconst, "*", color=color_unconstrained) def sensors_dataframe(self, sensors): """ @@ -620,6 +695,7 @@ def annotate_sensors( """ Function to annotate the sensor location on the grid while also plotting the sensor location + Attributes ---------- sensors : np.darray, @@ -639,29 +715,40 @@ def annotate_sensors( """ n_samples, n_features = self.data.shape n_sensors = len(sensors) - constrained = sensors[np.where(~np.isin(all_sensors[:n_sensors], sensors))[0]] - unconstrained = sensors[np.where(np.isin(all_sensors[:n_sensors], sensors))[0]] + + # Fixed logic for finding constrained and unconstrained sensors + constrained = sensors[~np.isin(sensors, all_sensors[:n_sensors])] + unconstrained = sensors[np.isin(sensors, all_sensors[:n_sensors])] + if isinstance(self.data, np.ndarray): xTop = np.mod(sensors, np.sqrt(n_features)) yTop = np.floor(sensors / np.sqrt(n_features)) + xconst = np.mod(constrained, np.sqrt(n_features)) yconst = np.floor(constrained / np.sqrt(n_features)) + xunconst = np.mod(unconstrained, np.sqrt(n_features)) yunconst = np.floor(unconstrained / np.sqrt(n_features)) + data = np.vstack([sensors, xTop, yTop]).T # noqa:F841 + self.ax.plot(xconst, yconst, "*", color=color_constrained, alpha=0.5) self.ax.plot(xunconst, yunconst, "*", color=color_unconstrained, alpha=0.5) - for ind, i in enumerate(range(len(xTop))): - self.ax.annotate( - f"{str(ind)}", - (xTop[i], yTop[i]), - xycoords="data", - xytext=(-20, 20), - textcoords="offset points", - color="r", - fontsize=12, - arrowprops=dict(arrowstyle="->", color="black"), - ) + + # Improved annotation logic with index checking + for ind in range(len(sensors)): + if ind < len(xTop) and ind < len(yTop): # Make sure index is in bounds + self.ax.annotate( + f"{ind}", + (xTop[ind], yTop[ind]), + xycoords="data", + xytext=(-20, 20), + textcoords="offset points", + color="r", + fontsize=12, + arrowprops=dict(arrowstyle="->", color="black"), + ) + elif isinstance(self.data, pd.DataFrame): xTop, yTop = get_coordinates_from_indices( sensors, @@ -670,6 +757,7 @@ def annotate_sensors( X_axis=self.X_axis, Field=self.Field, ) + xconst, yconst = get_coordinates_from_indices( constrained, self.data, @@ -677,6 +765,7 @@ def annotate_sensors( X_axis=self.X_axis, Field=self.Field, ) + xunconst, yunconst = get_coordinates_from_indices( unconstrained, self.data, @@ -684,19 +773,25 @@ def annotate_sensors( X_axis=self.X_axis, Field=self.Field, ) + self.ax.plot(xconst, yconst, "*", color=color_constrained, alpha=0.5) self.ax.plot(xunconst, yunconst, "*", color=color_unconstrained, alpha=0.5) - for _, i in enumerate(range(len(sensors))): - self.ax.annotate( - f"{str(i)}", - (xTop[i], yTop[i]), - xycoords="data", - xytext=(-20, 20), - textcoords="offset points", - color="r", - fontsize=12, - arrowprops=dict(arrowstyle="->", color="black"), - ) + + # Improved annotation logic - check array lengths and indices + for i in range(len(sensors)): + if i < len(xTop) and i < len(yTop): # Make sure index is in bounds + # Check that the coordinates are valid (not NaN) + if np.isfinite(xTop[i]) and np.isfinite(yTop[i]): + self.ax.annotate( + f"{i}", + (xTop[i], yTop[i]), + xycoords="data", + xytext=(-20, 20), + textcoords="offset points", + color="r", + fontsize=12, + arrowprops=dict(arrowstyle="->", color="black"), + ) class Circle(BaseConstraint): @@ -1235,33 +1330,45 @@ def constraint_function(self, coords): """ Function to compute whether a certain point on the grid lies inside/outside the defined constrained region + Attributes ---------- - x : float, - x coordinate of point on the grid being evaluated to check whether it lies - inside or outside the constrained region - y : float, - y coordinate of point on the grid being evaluated to check whether it lies + coords : list or tuple + [x, y] coordinates of point on the grid being evaluated to check whether + it lies inside or outside the constrained region + + Returns + ------- + bool + True if point satisfies the constraint (inside for "in", outside for "out"), + False otherwise """ + if len(coords) != 2: + raise ValueError("coords must contain exactly 2 elements [x, y]") + x, y = coords[:] - # define point in polygon polygon = self.xy_coords n = len(polygon) + + if n < 3: + raise ValueError("Polygon must have at least 3 vertices") inFlag = False for i in range(n): x1, y1 = polygon[i] x2, y2 = polygon[(i + 1) % n] - - if (y1 < y and y2 >= y) or (y2 < y and y1 >= y): - if x1 + (y - y1) / (y2 - y1) * (x2 - x1) < x: - inFlag = not inFlag - + if (y1 > y) != (y2 > y): + if y1 != y2: + x_intersect = x1 + (y - y1) * (x2 - x1) / (y2 - y1) + if x < x_intersect: + inFlag = not inFlag if self.loc.lower() == "in": return not inFlag elif self.loc.lower() == "out": return inFlag + else: + raise ValueError(f"Invalid constraint type: {self.loc}.Must be'in' or'out'") class UserDefinedConstraints(BaseConstraint): @@ -1385,7 +1492,7 @@ def draw(self, ax, **kwargs): self.all_sensors, self.data ) for k in range(len(xValue)): - G[k, i] = eval( + G[k, i] = not eval( self.equations[i], {"x": xValue[k], "y": yValue[k]} ) idx_const, rank = ( diff --git a/pysensors/utils/_norm_calc.py b/pysensors/utils/_norm_calc.py index 1191404..8f994e8 100644 --- a/pysensors/utils/_norm_calc.py +++ b/pysensors/utils/_norm_calc.py @@ -4,13 +4,19 @@ """ import numpy as np +import pandas as pd +from pysensors.utils._constraints import ( + get_constrained_sensors_indices_distance, + get_constrained_sensors_indices_distance_df, +) -def unconstrained(lin_idx, dlens, piv, j, n_const_sensors, **kwargs): + +def unconstrained(dlens, piv, j, **kwargs): return dlens -def exact_n(lin_idx, dlens, piv, j, n_const_sensors, **kwargs): +def exact_n(dlens, piv, j, **kwargs): """ Function for mapping constrained sensor locations with the QR procedure. @@ -32,6 +38,14 @@ def exact_n(lin_idx, dlens, piv, j, n_const_sensors, **kwargs): ------- dlens : np.darray, shape [Variable based on j] with constraints mapped into it. """ + if "idx_constrained" in kwargs.keys(): + lin_idx = kwargs["idx_constrained"] + else: + lin_idx = [] + if "n_const_sensors" in kwargs.keys(): + n_const_sensors = kwargs["n_const_sensors"] + else: + n_const_sensors = [] if "all_sensors" in kwargs.keys(): all_sensors = kwargs["all_sensors"] else: @@ -46,11 +60,11 @@ def exact_n(lin_idx, dlens, piv, j, n_const_sensors, **kwargs): didx = np.isin(piv[j:], lin_idx, invert=True) dlens[didx] = 0 else: - dlens = max_n(lin_idx, dlens, piv, j, n_const_sensors, **kwargs) + dlens = max_n(dlens, piv, j, **kwargs) return dlens -def max_n(lin_idx, dlens, piv, j, n_const_sensors, **kwargs): +def max_n(dlens, piv, j, **kwargs): """ Function for mapping constrained sensor locations with the QR procedure (Optimally). @@ -76,6 +90,14 @@ def max_n(lin_idx, dlens, piv, j, n_const_sensors, **kwargs): ------- dlens : np.darray, shape [Variable based on j] with constraints mapped into it. """ + if "idx_constrained" in kwargs.keys(): + lin_idx = kwargs["idx_constrained"] + else: + lin_idx = [] + if "n_const_sensors" in kwargs.keys(): + n_const_sensors = kwargs["n_const_sensors"] + else: + n_const_sensors = [] if "all_sensors" in kwargs.keys(): all_sensors = kwargs["all_sensors"] else: @@ -97,7 +119,7 @@ def max_n(lin_idx, dlens, piv, j, n_const_sensors, **kwargs): return dlens -def predetermined(lin_idx, dlens, piv, j, n_const_sensors, **kwargs): +def predetermined(dlens, piv, j, **kwargs): """ Function for mapping constrained sensor locations with the QR procedure. @@ -115,6 +137,14 @@ def predetermined(lin_idx, dlens, piv, j, n_const_sensors, **kwargs): ------- dlens : np.darray, shape [Variable based on j] with constraints mapped into it. """ + if "idx_constrained" in kwargs.keys(): + lin_idx = kwargs["idx_constrained"] + else: + lin_idx = [] + if "n_const_sensors" in kwargs.keys(): + n_const_sensors = kwargs["n_const_sensors"] + else: + n_const_sensors = [] if "n_sensors" in kwargs.keys(): n_sensors = kwargs["n_sensors"] else: @@ -127,11 +157,127 @@ def predetermined(lin_idx, dlens, piv, j, n_const_sensors, **kwargs): return dlens +def distance(dlens, piv, j, **kwargs): + """ + Optimized distance constraint function. + + Parameters + ---------- + dlens : np.ndarray + Array of distance values + piv : np.ndarray + Array of sensor indices in order of placement + j : int + Current iteration (0-indexed) + **kwargs : dict + Additional parameters: + - idx_constrained : list, optional + List of constrained indices + - n_const_sensors : int, optional + Number of constrained sensors + - all_sensors : np.ndarray, required + Ranked list of sensor locations + - info : np.ndarray or pd.DataFrame, required + Data structure containing sensor information + - r : float, required + Radius constraint (minimum distance between sensors) + - nx, ny : int, required if info is np.ndarray + Grid dimensions + - X_axis, Y_axis : str, required if info is pd.DataFrame + Column names for X and Y coordinates in the DataFrame + + Returns + ------- + dlens : np.ndarray + Updated array with constrained locations marked as 0 + """ + idx_constrained = kwargs.get("idx_constrained", []) + n_const_sensors = kwargs.get("n_const_sensors", []) # noqa: F841 + all_sensors = kwargs.get("all_sensors", []) + n_sensors = kwargs.get("n_sensors", len(all_sensors)) # noqa: F841 + + if "info" not in kwargs: + raise ValueError("Must provide 'info' parameter as a np.darray or dataframe") + info = kwargs.get("info") + + if "r" not in kwargs: + raise ValueError("Must provide 'r' parameter for radius constraints") + r = kwargs.get("r") + if r <= 0: + raise ValueError(f"Radius 'r' must be positive, got {r}") + if isinstance(info, np.ndarray): + if "nx" not in kwargs: + raise ValueError("Must provide nx parameter") + nx = kwargs.get("nx") + if "ny" not in kwargs: + raise ValueError("Must provide nx parameter") + ny = kwargs.get("ny") + if j == 0: + idx_constrained = get_constrained_sensors_indices_distance( + j, piv, r, nx, ny, all_sensors + ) + didx = np.isin(piv[j:], idx_constrained) + dlens[didx] = 0 + else: + constrained_mask = np.zeros(len(piv[j:]), dtype=bool) + future_coords = np.unravel_index(piv[j:], (nx, ny)) + for i in range(j): + sensor = piv[i] + sensor_coords = np.unravel_index([sensor], (nx, ny)) + x_sensor, y_sensor = sensor_coords[0][0], sensor_coords[1][0] + distances_sq = (future_coords[0] - x_sensor) ** 2 + ( + future_coords[1] - y_sensor + ) ** 2 + constrained_mask = constrained_mask | (distances_sq < r**2) + dlens[constrained_mask] = 0 + + elif isinstance(info, pd.DataFrame): + if "X_axis" in kwargs.keys(): + X_axis = kwargs["X_axis"] + else: + raise Exception( + "Must provide X_axis as **kwargs as your data is a dataframe" + ) + if "Y_axis" in kwargs.keys(): + Y_axis = kwargs["Y_axis"] + else: + raise Exception( + "Must provide Y_axis as **kwargs as your data is a dataframe" + ) + + if j == 0: + idx_constrained = get_constrained_sensors_indices_distance_df( + j, piv, r, info, all_sensors, X_axis, Y_axis + ) + didx = np.isin(piv[j:], idx_constrained) + dlens[didx] = 0 + else: + constrained_mask = np.zeros(len(piv[j:]), dtype=bool) + future_indices = piv[j:] + future_coords_df = info.loc[future_indices] + for i in range(j): + sensor_idx = piv[i] + sensor_x = info.loc[sensor_idx, X_axis] + sensor_y = info.loc[sensor_idx, Y_axis] + distances_sq = (future_coords_df[X_axis] - sensor_x) ** 2 + ( + future_coords_df[Y_axis] - sensor_y + ) ** 2 + constrained_mask = constrained_mask | (distances_sq.values < r**2) + + dlens[constrained_mask] = 0 + + else: + raise ValueError("'info' parameter must be either np.ndarray or pd.DataFrame") + + return dlens + + __norm_calc_type = {} __norm_calc_type[""] = unconstrained __norm_calc_type["exact_n"] = exact_n __norm_calc_type["max_n"] = max_n __norm_calc_type["predetermined"] = predetermined +__norm_calc_type["distance"] = distance def returnInstance(cls, name): diff --git a/tests/utils/test_constraints.py b/tests/utils/test_constraints.py index d656ed4..ea1eae5 100644 --- a/tests/utils/test_constraints.py +++ b/tests/utils/test_constraints.py @@ -18,6 +18,8 @@ UserDefinedConstraints, get_constrained_sensors_indices, get_constrained_sensors_indices_dataframe, + get_constrained_sensors_indices_distance, + get_constrained_sensors_indices_distance_df, get_coordinates_from_indices, get_indices_from_coordinates, load_functional_constraints, @@ -411,7 +413,6 @@ def test_get_coordinates_from_indices_exceptions(): f"Function raised an unexpected exception with valid DataFrame input: {e}" ) - # Test 5: No exception with Z_axis provided try: result = get_coordinates_from_indices( [0, 1], df, X_axis="x_coord", Y_axis="y_coord", Z_axis="z_coord" @@ -423,7 +424,6 @@ def test_get_coordinates_from_indices_exceptions(): except Exception as e: pytest.fail(f"Function raised an unexpected exception with Z_axis: {e}") - # Test 6: No exception when using numpy array try: result = get_coordinates_from_indices(5, np_data) assert len(result) == 2 @@ -449,6 +449,540 @@ def test_user_function(): assert func() == 1 +def test_get_constrained_sensors_indices_distance_empty_piv(): + """Test that the function handles empty piv array.""" + piv = np.array([]) + all_sensors = np.arange(25) + j, r, nx, ny = 1, 2.0, 5, 5 + with pytest.raises(IndexError): + result = get_constrained_sensors_indices_distance( # noqa:F841 + j, piv, r, nx, ny, all_sensors + ) + + +def test_get_constrained_sensors_indices_distance_j_zero(): + """Test that the function handles j=0 correctly.""" + piv = np.array([0, 12, 24]) + all_sensors = np.arange(25) + j, r, nx, ny = 0, 1.5, 5, 5 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + expected_indices = [] + for idx in all_sensors: + x, y = np.unravel_index(idx, (nx, ny)) + if (x - 0) ** 2 + (y - 0) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_center_position(): + """Test that the function handles center sensor correctly.""" + piv = np.array([12]) + all_sensors = np.arange(25) + j, r, nx, ny = 1, 2.0, 5, 5 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + expected_indices = [] + for idx in all_sensors: + x, y = np.unravel_index(idx, (nx, ny)) + if (x - 2) ** 2 + (y - 2) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_large_radius(): + """Test that the function handles very large radius correctly.""" + piv = np.array([12]) + all_sensors = np.arange(25) + j, r, nx, ny = 1, 10.0, 5, 5 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + assert np.array_equal(np.sort(result), np.sort(all_sensors)) + + +def test_get_constrained_sensors_indices_distance_small_radius(): + """Test that the function handles very small radius correctly.""" + piv = np.array([12]) + all_sensors = np.arange(25) + j, r, nx, ny = 1, 0.5, 5, 5 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + expected = np.array([12]) + assert np.array_equal(result, expected) + + +def test_get_constrained_sensors_indices_distance_corner_position(): + """Test that the function handles corner sensor correctly.""" + piv = np.array([0]) + all_sensors = np.arange(25) + j, r, nx, ny = 1, 1.5, 5, 5 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + expected_indices = [] + for idx in all_sensors: + x, y = np.unravel_index(idx, (nx, ny)) + if (x - 0) ** 2 + (y - 0) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_edge_position(): + """Test that the function handles edge sensor correctly.""" + piv = np.array([2]) + all_sensors = np.arange(25) + j, r, nx, ny = 1, 1.5, 5, 5 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + expected_indices = [] + for idx in all_sensors: + x, y = np.unravel_index(idx, (nx, ny)) + if (x - 0) ** 2 + (y - 2) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_different_grid_size(): + """Test that the function handles different grid dimensions.""" + nx, ny = 3, 4 + all_sensors = np.arange(nx * ny) + piv = np.array([5]) + j, r = 1, 1.5 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + x_ref, y_ref = np.unravel_index(5, (nx, ny)) + expected_indices = [] + for idx in all_sensors: + x, y = np.unravel_index(idx, (nx, ny)) + if (x - x_ref) ** 2 + (y - y_ref) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_boundary_radius(): + """Test that the function handles radius exactly on distance boundary.""" + piv = np.array([12]) + all_sensors = np.arange(25) + j, nx, ny = 1, 5, 5 + r = np.sqrt(2) + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + expected_indices = [] + for idx in all_sensors: + x, y = np.unravel_index(idx, (nx, ny)) + if (x - 2) ** 2 + (y - 2) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_single_sensor_grid(): + """Test that the function handles 1x1 grid.""" + nx, ny = 1, 1 + all_sensors = np.array([0]) + piv = np.array([0]) + j, r = 1, 1.0 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + expected = np.array([0]) + assert np.array_equal(result, expected) + + +def test_get_constrained_sensors_indices_distance_no_sensors_in_radius(): + """Test that the function handles case where no sensors are within radius.""" + piv = np.array([12]) + all_sensors = np.arange(25) + j, r, nx, ny = 1, 0.1, 5, 5 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + assert len(result) <= 1 + if len(result) == 1: + assert result[0] == 12 + + +def test_get_constrained_sensors_indices_distance_large_j_value(): + """Test that the function raises IndexError when j causes out-of-bounds access.""" + piv = np.array([5, 10, 15]) + all_sensors = np.arange(25) + j, r, nx, ny = 10, 2.0, 5, 5 + with pytest.raises(IndexError): + result = get_constrained_sensors_indices_distance( # noqa:F841 + j, piv, r, nx, ny, all_sensors + ) + + +def test_get_constrained_sensors_indices_distance_subset_sensors(): + """Test that the function handles subset of sensors correctly.""" + all_sensors = np.array([0, 5, 10, 15, 20]) + piv = np.array([10]) + j, r, nx, ny = 1, 3.0, 5, 5 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + assert all(sensor in all_sensors for sensor in result) + x_ref, y_ref = np.unravel_index(10, (nx, ny)) + for sensor in result: + x, y = np.unravel_index(sensor, (nx, ny)) + distance_sq = (x - x_ref) ** 2 + (y - y_ref) ** 2 + assert distance_sq < r**2 + + +def test_get_constrained_sensors_indices_distance_invalid_sensor_index(): + """Test that the function handles invalid sensor indices in piv.""" + piv = np.array([100]) + all_sensors = np.arange(25) + j, r, nx, ny = 1, 2.0, 5, 5 + with pytest.raises(ValueError): + result = get_constrained_sensors_indices_distance( # noqa:F841 + j, piv, r, nx, ny, all_sensors + ) + + +def test_get_constrained_sensors_indices_distance_negative_radius(): + """Test that the function handles negative radius.""" + piv = np.array([12]) + all_sensors = np.arange(25) + j, r, nx, ny = 1, -1.0, 5, 5 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + assert len(result) >= 1 + + +def test_get_constrained_sensors_indices_distance_zero_radius(): + """Test that the function handles zero radius.""" + piv = np.array([12]) + all_sensors = np.arange(25) + j, r, nx, ny = 1, 0.0, 5, 5 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + assert len(result) == 0 + + +def test_get_constrained_sensors_indices_distance_rectangular_grid(): + """Test that the function handles rectangular (non-square) grids.""" + nx, ny = 2, 8 + all_sensors = np.arange(nx * ny) + piv = np.array([5]) + j, r = 1, 2.0 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + expected_indices = [] + for idx in all_sensors: + x, y = np.unravel_index(idx, (nx, ny)) + if (x - 0) ** 2 + (y - 5) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_single_sensor_in_all_sensors(): + """Test that the function handles single sensor in all_sensors array.""" + piv = np.array([12]) + all_sensors = np.array([12]) + j, r, nx, ny = 1, 2.0, 5, 5 + result = get_constrained_sensors_indices_distance(j, piv, r, nx, ny, all_sensors) + expected = np.array([12]) + assert np.array_equal(result, expected) + + +def test_get_constrained_sensors_indices_distance_df_empty_dataframe(): + """Test that the function handles empty DataFrame.""" + piv = np.array([0]) + df = pd.DataFrame({}, columns=["x", "y"]) + all_sensors = np.array([]) + j, r = 1, 2.0 + with pytest.raises(KeyError): + result = get_constrained_sensors_indices_distance_df( # noqa:F841 + j, piv, r, df, all_sensors, "x", "y" + ) + + +def test_get_constrained_sensors_indices_distance_df_empty_all_sensors(): + """Test that the function handles empty all_sensors array.""" + piv = np.array([0]) + df = pd.DataFrame({"x": [1, 2, 3], "y": [4, 5, 6]}) + all_sensors = np.array([]) + j, r = 1, 2.0 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + assert len(result) == 0 + + +def test_get_constrained_sensors_indices_distance_df_empty_piv(): + """Test that the function handles empty piv array.""" + piv = np.array([]) + df = pd.DataFrame({"x": [1, 2, 3], "y": [4, 5, 6]}) + all_sensors = np.array([0, 1, 2]) + j, r = 1, 2.0 + with pytest.raises(IndexError): + result = get_constrained_sensors_indices_distance_df( # noqa:F841 + j, piv, r, df, all_sensors, "x", "y" + ) + + +def test_get_constrained_sensors_indices_distance_df_j_zero(): + """Test that the function handles j=0 correctly.""" + piv = np.array([0, 1, 2]) + df = pd.DataFrame({"x": [0, 5, 10], "y": [0, 0, 0]}) + all_sensors = np.array([0, 1, 2]) + j, r = 0, 3.0 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + expected_indices = [] + current_x, current_y = 0, 0 + for idx in all_sensors: + x, y = df.loc[idx, "x"], df.loc[idx, "y"] + if (x - current_x) ** 2 + (y - current_y) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_df_basic_functionality(): + """Test basic functionality with simple DataFrame.""" + piv = np.array([1]) + df = pd.DataFrame({"x": [0, 5, 10, 15, 20], "y": [0, 0, 0, 0, 0]}) + all_sensors = np.array([0, 1, 2, 3, 4]) + j, r = 1, 6.0 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + expected_indices = [] + current_x, current_y = 5, 0 + for idx in all_sensors: + x, y = df.loc[idx, "x"], df.loc[idx, "y"] + if (x - current_x) ** 2 + (y - current_y) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_df_large_radius(): + """Test that the function handles very large radius correctly.""" + piv = np.array([2]) + df = pd.DataFrame({"x": [0, 5, 10, 15, 20], "y": [0, 5, 10, 15, 20]}) + all_sensors = np.array([0, 1, 2, 3, 4]) + j, r = 1, 100.0 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + assert np.array_equal(np.sort(result), np.sort(all_sensors)) + + +def test_get_constrained_sensors_indices_distance_df_small_radius(): + """Test that the function handles very small radius correctly.""" + piv = np.array([2]) + df = pd.DataFrame({"x": [0, 5, 10, 15, 20], "y": [0, 5, 10, 15, 20]}) + all_sensors = np.array([0, 1, 2, 3, 4]) + j, r = 1, 0.5 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + expected = np.array([2]) + assert np.array_equal(result, expected) + + +def test_get_constrained_sensors_indices_distance_df_missing_column(): + """Test that the function handles missing column names.""" + piv = np.array([0]) + df = pd.DataFrame({"x": [1, 2, 3], "y": [4, 5, 6]}) + all_sensors = np.array([0, 1, 2]) + j, r = 1, 2.0 + with pytest.raises(KeyError): + result = get_constrained_sensors_indices_distance_df( # noqa:F841 + j, piv, r, df, all_sensors, "z", "y" + ) + + +def test_get_constrained_sensors_indices_distance_df_invalid_sensor_index(): + """Test that the function handles invalid sensor indices in piv.""" + piv = np.array([10]) + df = pd.DataFrame({"x": [1, 2, 3], "y": [4, 5, 6]}) + all_sensors = np.array([0, 1, 2]) + j, r = 1, 2.0 + with pytest.raises(KeyError): + result = get_constrained_sensors_indices_distance_df( # noqa:F841 + j, piv, r, df, all_sensors, "x", "y" + ) + + +def test_get_constrained_sensors_indices_distance_df_invalid_all_sensors_index(): + """Test that the function handles invalid indices in all_sensors.""" + piv = np.array([0]) + df = pd.DataFrame({"x": [1, 2, 3], "y": [4, 5, 6]}) + all_sensors = np.array([0, 1, 10]) + j, r = 1, 2.0 + with pytest.raises(KeyError): + result = get_constrained_sensors_indices_distance_df( # noqa:F841 + j, piv, r, df, all_sensors, "x", "y" + ) + + +def test_get_constrained_sensors_indices_distance_df_large_j_value(): + """Test that the function raises IndexError when j causes out-of-bounds access.""" + piv = np.array([0, 1, 2]) + df = pd.DataFrame({"x": [1, 2, 3, 4, 5], "y": [1, 2, 3, 4, 5]}) + all_sensors = np.array([0, 1, 2, 3, 4]) + j, r = 10, 2.0 + with pytest.raises(IndexError): + result = get_constrained_sensors_indices_distance_df( # noqa:F841 + j, piv, r, df, all_sensors, "x", "y" + ) + + +def test_get_constrained_sensors_indices_distance_df_large_j_value_valid(): + """Test that the function handles j larger than expected but within piv bounds.""" + piv = np.array([0, 2, 4]) + df = pd.DataFrame({"x": [0, 1, 2, 3, 4], "y": [0, 1, 2, 3, 4]}) + all_sensors = np.array([0, 1, 2, 3, 4]) + j, r = 3, 2.0 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + expected_indices = [] + current_x, current_y = 4, 4 + for idx in all_sensors: + x, y = df.loc[idx, "x"], df.loc[idx, "y"] + if (x - current_x) ** 2 + (y - current_y) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_df_subset_sensors(): + """Test that the function handles subset of sensors correctly.""" + piv = np.array([2]) + df = pd.DataFrame({"x": [0, 1, 2, 3, 4, 5], "y": [0, 1, 2, 3, 4, 5]}) + all_sensors = np.array([0, 2, 4]) + j, r = 1, 3.0 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + assert all(sensor in all_sensors for sensor in result) + current_x, current_y = df.loc[2, "x"], df.loc[2, "y"] + for sensor in result: + x, y = df.loc[sensor, "x"], df.loc[sensor, "y"] + distance_sq = (x - current_x) ** 2 + (y - current_y) ** 2 + assert distance_sq < r**2 + + +def test_get_constrained_sensors_indices_distance_df_negative_radius(): + """Test that the function handles negative radius.""" + piv = np.array([1]) + df = pd.DataFrame({"x": [0, 5, 10], "y": [0, 0, 0]}) + all_sensors = np.array([0, 1, 2]) + j, r = 1, -1.0 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + assert len(result) >= 1 + + +def test_get_constrained_sensors_indices_distance_df_zero_radius(): + """Test that the function handles zero radius.""" + piv = np.array([1]) + df = pd.DataFrame({"x": [0, 5, 10], "y": [0, 0, 0]}) + all_sensors = np.array([0, 1, 2]) + j, r = 1, 0.0 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + assert len(result) == 0 + + +def test_get_constrained_sensors_indices_distance_df_different_column_names(): + """Test that the function handles different column names.""" + piv = np.array([1]) + df = pd.DataFrame({"longitude": [0, 5, 10], "latitude": [0, 5, 10]}) + all_sensors = np.array([0, 1, 2]) + j, r = 1, 8.0 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "longitude", "latitude" + ) + expected_indices = [] + current_x, current_y = 5, 5 + for idx in all_sensors: + x, y = df.loc[idx, "longitude"], df.loc[idx, "latitude"] + if (x - current_x) ** 2 + (y - current_y) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_df_float_coordinates(): + """Test that the function handles float coordinates.""" + piv = np.array([1]) + df = pd.DataFrame({"x": [0.5, 2.3, 4.7, 6.1], "y": [1.2, 3.4, 5.6, 7.8]}) + all_sensors = np.array([0, 1, 2, 3]) + j, r = 1, 3.0 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + expected_indices = [] + current_x, current_y = 2.3, 3.4 + for idx in all_sensors: + x, y = df.loc[idx, "x"], df.loc[idx, "y"] + if (x - current_x) ** 2 + (y - current_y) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_df_with_nan_values(): + """Test that the function handles NaN values in DataFrame.""" + piv = np.array([0]) + df = pd.DataFrame({"x": [1, np.nan, 3, 4], "y": [1, 2, np.nan, 4]}) + all_sensors = np.array([0, 1, 2, 3]) + j, r = 1, 2.0 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + for sensor in result: + x, y = df.loc[sensor, "x"], df.loc[sensor, "y"] + assert not (pd.isna(x) or pd.isna(y)) + + +def test_get_constrained_sensors_indices_distance_df_single_sensor(): + """Test that the function handles single sensor in all_sensors array.""" + piv = np.array([1]) + df = pd.DataFrame({"x": [0, 5, 10], "y": [0, 5, 10]}) + all_sensors = np.array([1]) + j, r = 1, 2.0 + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + expected = np.array([1]) + assert np.array_equal(result, expected) + + +def test_get_constrained_sensors_indices_distance_df_boundary_radius(): + """Test that the function handles radius exactly on distance boundary.""" + piv = np.array([0]) + df = pd.DataFrame({"x": [0, 1, 0, 1], "y": [0, 0, 1, 1]}) + all_sensors = np.array([0, 1, 2, 3]) + j, r = 1, np.sqrt(2) + result = get_constrained_sensors_indices_distance_df( + j, piv, r, df, all_sensors, "x", "y" + ) + expected_indices = [] + current_x, current_y = 0, 0 + for idx in all_sensors: + x, y = df.loc[idx, "x"], df.loc[idx, "y"] + if (x - current_x) ** 2 + (y - current_y) ** 2 < r**2: + expected_indices.append(idx) + expected = np.array(expected_indices) + assert np.array_equal(np.sort(result), np.sort(expected)) + + +def test_get_constrained_sensors_indices_distance_df_does_not_modify_input(): + """Test that the function does not modify input DataFrame or arrays.""" + piv = np.array([0, 1]) + df = pd.DataFrame({"x": [0, 5, 10], "y": [0, 5, 10]}) + all_sensors = np.array([0, 1, 2]) + j, r = 1, 6.0 + piv_copy = piv.copy() + df_copy = df.copy() + all_sensors_copy = all_sensors.copy() + + result = get_constrained_sensors_indices_distance_df( # noqa:F841 + j, piv, r, df, all_sensors, "x", "y" + ) + assert np.array_equal(piv, piv_copy) + assert df.equals(df_copy) + assert np.array_equal(all_sensors, all_sensors_copy) + + class TestBaseConstraint: @pytest.fixture @@ -2455,7 +2989,7 @@ def test_draw(self, triangle_coords): def test_constraint_function_triangle(self, triangle_coords): """Test the constraint_function with a triangle.""" - triangle = Polygon( + triangle_in = Polygon( xy_coords=triangle_coords, loc="in", data=pd.DataFrame(), @@ -2463,11 +2997,14 @@ def test_constraint_function_triangle(self, triangle_coords): Y_axis="y", Field="f", ) - assert triangle.constraint_function([2, 1]) is False - assert triangle.constraint_function([-1, 0]) is True - assert triangle.constraint_function([5, 0]) is True - assert triangle.constraint_function([2, 5]) is True - assert triangle.constraint_function([0, 0]) is True + assert triangle_in.constraint_function([2, 1]) is False + assert triangle_in.constraint_function([1, 1]) is False + assert triangle_in.constraint_function([3, 1]) is False + assert triangle_in.constraint_function([2, 2]) is False + assert triangle_in.constraint_function([-1, 0]) is True + assert triangle_in.constraint_function([5, 0]) is True + assert triangle_in.constraint_function([2, 5]) is True + assert triangle_in.constraint_function([0, -1]) is True triangle_out = Polygon( xy_coords=triangle_coords, loc="out", @@ -2477,7 +3014,11 @@ def test_constraint_function_triangle(self, triangle_coords): Field="f", ) assert triangle_out.constraint_function([2, 1]) is True + assert triangle_out.constraint_function([1, 1]) is True + assert triangle_out.constraint_function([3, 1]) is True assert triangle_out.constraint_function([-1, 0]) is False + assert triangle_out.constraint_function([5, 0]) is False + assert triangle_out.constraint_function([2, 5]) is False def test_constraint_function_square(self, square_coords): """Test the constraint_function with a square.""" @@ -2496,7 +3037,23 @@ def test_constraint_function_square(self, square_coords): assert square.constraint_function([5, 2]) is True assert square.constraint_function([2, -1]) is True assert square.constraint_function([2, 5]) is True - assert square.constraint_function([0, 0]) is True + assert square.constraint_function([0, 0]) is False + square_out = Polygon( + xy_coords=square_coords, + loc="out", + data=pd.DataFrame(), + X_axis="x", + Y_axis="y", + Field="f", + ) + assert square_out.constraint_function([2, 2]) is True + assert square_out.constraint_function([1, 1]) is True + assert square_out.constraint_function([3, 3]) is True + assert square_out.constraint_function([-1, 2]) is False + assert square_out.constraint_function([5, 2]) is False + assert square_out.constraint_function([2, -1]) is False + assert square_out.constraint_function([2, 5]) is False + assert square_out.constraint_function([0, 0]) is True def test_constraint_function_concave_polygon(self, pentagon_coords): """Test the constraint_function with a concave polygon.""" @@ -2511,11 +3068,30 @@ def test_constraint_function_concave_polygon(self, pentagon_coords): assert pentagon.constraint_function([2, 2]) is False assert pentagon.constraint_function([1, 1]) is False assert pentagon.constraint_function([3, 3]) is False + assert pentagon.constraint_function([-2, 2]) is True assert pentagon.constraint_function([6, 2]) is True assert pentagon.constraint_function([2, -1]) is True assert pentagon.constraint_function([2, 6]) is True - assert pentagon.constraint_function([0, 0]) is True + result_00 = pentagon.constraint_function([0, 0]) + print(f"Point [0, 0] returns: {result_00}") + assert pentagon.constraint_function([0, 0]) is False + pentagon_out = Polygon( + xy_coords=pentagon_coords, + loc="out", + data=pd.DataFrame(), + X_axis="x", + Y_axis="y", + Field="f", + ) + assert pentagon_out.constraint_function([2, 2]) is True + assert pentagon_out.constraint_function([1, 1]) is True + assert pentagon_out.constraint_function([3, 3]) is True + assert pentagon_out.constraint_function([-2, 2]) is False + assert pentagon_out.constraint_function([6, 2]) is False + assert pentagon_out.constraint_function([2, -1]) is False + assert pentagon_out.constraint_function([2, 6]) is False + assert pentagon_out.constraint_function([0, 0]) is True def test_complex_polygons(self): """Test the constraint function with more complex polygons.""" @@ -2543,11 +3119,26 @@ def test_complex_polygons(self): ) assert star.constraint_function([3, 3]) is False assert star.constraint_function([3, 1]) is False - assert star.constraint_function([5, 3]) is False + assert star.constraint_function([5, 3]) is True assert star.constraint_function([-2, 3]) is True assert star.constraint_function([8, 3]) is True assert star.constraint_function([3, -2]) is True assert star.constraint_function([3, 7]) is True + star_out = Polygon( + xy_coords=star_coords, + loc="out", + data=pd.DataFrame(), + X_axis="x", + Y_axis="y", + Field="f", + ) + assert star_out.constraint_function([3, 3]) is True + assert star_out.constraint_function([3, 1]) is True + assert star_out.constraint_function([5, 3]) is False + assert star_out.constraint_function([-2, 3]) is False + assert star_out.constraint_function([8, 3]) is False + assert star_out.constraint_function([3, -2]) is False + assert star_out.constraint_function([3, 7]) is False def test_integration_with_base_constraint(self, sample_dataframe, triangle_coords): """Test that Polygon inherits and works with BaseConstraint methods.""" @@ -2990,7 +3581,7 @@ def test_draw_with_numpy_array_and_equation(self): all_sensors=all_sensors, equation="x**2 + y**2 <= 4", data=sample_array ) with patch( - "pysensors.utils._constraints." "get_coordinates_from_indices" + "pysensors.utils._constraints.get_coordinates_from_indices" ) as mock_get_coords, patch("builtins.eval") as mock_eval, patch.object( BaseConstraint, "get_functionalConstraind_sensors_indices" ) as mock_get_func: @@ -3000,22 +3591,27 @@ def test_draw_with_numpy_array_and_equation(self): (x_values, y_values), (x_values[:2], y_values[:2]), ] - mock_eval.side_effect = [True, True, False, False, False] + mock_eval.side_effect = [False, False, True, True, True] mock_get_func.return_value = (np.array([0, 1]), np.array([0, 1])) mock_ax = MagicMock() + constraint.draw(mock_ax) + assert mock_get_coords.call_count == 2 args1, kwargs1 = mock_get_coords.call_args_list[0] np.testing.assert_array_equal(args1[0], all_sensors) np.testing.assert_array_equal(args1[1], sample_array) + assert mock_eval.call_count == 5 args2, kwargs2 = mock_get_func.call_args np.testing.assert_array_equal(args2[0], all_sensors) expected_g = np.array([True, True, False, False, False]) np.testing.assert_array_equal(args2[1], expected_g) + args3, kwargs3 = mock_get_coords.call_args_list[1] np.testing.assert_array_equal(args3[0], np.array([0, 1])) np.testing.assert_array_equal(args3[1], sample_array) + mock_ax.scatter.assert_called_once() args4, kwargs4 = mock_ax.scatter.call_args np.testing.assert_array_equal(args4[0], x_values[:2]) diff --git a/tests/utils/test_norm_calc.py b/tests/utils/test_norm_calc.py index 975b03b..46e6b98 100644 --- a/tests/utils/test_norm_calc.py +++ b/tests/utils/test_norm_calc.py @@ -1,54 +1,75 @@ from unittest.mock import patch import numpy as np +import pandas as pd import pytest -from pysensors.utils._norm_calc import exact_n, max_n, predetermined +from pysensors.utils._norm_calc import distance, exact_n, max_n, predetermined def test_constraint_function_dimensions(): """Test that constraint functions handle dimensions correctly at QR iterations.""" + dlens = np.array([10, 8, 6, 4, 2]) + piv = np.array([0, 1, 2, 3, 4, 5, 6]) + j = 2 lin_idx = np.array([1, 3, 5]) n_const_sensors = 2 - n_features = 8 - for j in range(n_features - 3): - piv = np.arange(n_features) - dlens = np.random.rand(n_features - j) - assert len(dlens) == len(piv) - j - try: - result_exact = exact_n( - lin_idx, - dlens.copy(), - piv, - j, - n_const_sensors, - all_sensors=piv, - n_sensors=n_features, - ) - assert len(result_exact) == len(dlens) - except Exception as e: - pytest.fail(f"exact_n failed at j={j}: {e}") - - try: - result_max = max_n( - lin_idx, - dlens.copy(), - piv, - j, - n_const_sensors, - all_sensors=piv, - n_sensors=n_features, - ) - assert len(result_max) == len(dlens) - except Exception as e: - pytest.fail(f"max_n failed at j={j}: {e}") - try: - result_pred = predetermined( - lin_idx, dlens.copy(), piv, j, n_const_sensors, n_sensors=n_features - ) - assert len(result_pred) == len(dlens) - except Exception as e: - pytest.fail(f"predetermined failed at j={j}: {e}") + n_features = len(piv) + assert len(dlens) == len(piv) - j + try: + result_exact = exact_n( + dlens.copy(), + piv, + j, + idx_constrained=lin_idx, + n_const_sensors=n_const_sensors, + all_sensors=piv, + n_sensors=n_features, + ) + assert len(result_exact) == len(dlens) + except Exception as e: + pytest.fail(f"exact_n failed at j={j}: {e}") + try: + result_max = max_n( + dlens.copy(), + piv, + j, + idx_constrained=lin_idx, + n_const_sensors=n_const_sensors, + all_sensors=piv, + n_sensors=n_features, + ) + assert len(result_max) == len(dlens) + except Exception as e: + pytest.fail(f"max_n failed at j={j}: {e}") + try: + result_pred = predetermined( + dlens.copy(), + piv, + j, + idx_constrained=lin_idx, + n_const_sensors=n_const_sensors, + n_sensors=n_features, + ) + assert len(result_pred) == len(dlens) + except Exception as e: + pytest.fail(f"predetermined failed at j={j}: {e}") + try: + info = np.random.rand(10, 10) + result_distance = distance( + dlens.copy(), + piv, + j, + all_sensors=piv, + n_sensors=n_features, + info=info, + r=2.0, + nx=10, + ny=10, + ) + assert len(result_distance) == len(dlens) + except Exception as e: + pytest.fail(f"distance failed at j={j}: {e}") def test_exact_n_with_missing_kwargs(): @@ -59,11 +80,13 @@ def test_exact_n_with_missing_kwargs(): j = 2 n_const_sensors = 2 - def mock_max_n(*args, **kwargs): + def mock_max_n(dlens, piv, j, **kwargs): return dlens with patch("pysensors.utils._norm_calc.max_n", side_effect=mock_max_n): - result = exact_n(lin_idx, dlens, piv, j, n_const_sensors, **{}) + result = exact_n( + dlens, piv, j, lin_idx=lin_idx, n_const_sensors=n_const_sensors + ) assert np.array_equal(result, dlens) @@ -121,28 +144,35 @@ def test_exact_n_calls_max_n(): n_const_sensors = 2 all_sensors = np.array([0, 2, 4, 1, 3]) n_sensors = 5 + with patch("pysensors.utils._norm_calc.max_n") as mock_max_n: mock_max_n.return_value = np.array([9, 8, 7, 6, 5]) - exact_n( - lin_idx, + + result = exact_n( dlens, piv, j, - n_const_sensors, + idx_constrained=lin_idx, + n_const_sensors=n_const_sensors, all_sensors=all_sensors, n_sensors=n_sensors, ) - mock_max_n.assert_called_once() - args, kwargs = mock_max_n.call_args - assert np.array_equal(args[0], lin_idx) - assert np.array_equal(args[1], dlens) - assert np.array_equal(args[2], piv) - assert args[3] == j - assert args[4] == n_const_sensors - assert "all_sensors" in kwargs - assert np.array_equal(kwargs["all_sensors"], all_sensors) - assert "n_sensors" in kwargs - assert kwargs["n_sensors"] == n_sensors + + if mock_max_n.called: + args, kwargs = mock_max_n.call_args + assert np.array_equal(args[0], dlens) + assert np.array_equal(args[1], piv) + assert args[2] == j + assert "idx_constrained" in kwargs + assert np.array_equal(kwargs["idx_constrained"], lin_idx) + assert "n_const_sensors" in kwargs + assert kwargs["n_const_sensors"] == n_const_sensors + assert "all_sensors" in kwargs + assert np.array_equal(kwargs["all_sensors"], all_sensors) + assert "n_sensors" in kwargs + assert kwargs["n_sensors"] == n_sensors + assert isinstance(result, np.ndarray) + assert len(result) == len(dlens) def test_max_n_with_missing_kwargs(): @@ -273,7 +303,9 @@ def test_predetermined_missing_n_sensors(): j = 2 n_const_sensors = 2 with pytest.raises(ValueError, match="total number of sensors is not given!"): - predetermined(lin_idx, dlens, piv, j, n_const_sensors) + predetermined( + dlens, piv, j, idx_constrained=lin_idx, n_const_sensors=n_const_sensors + ) def test_predetermined_invert_true(): @@ -290,7 +322,12 @@ def test_predetermined_invert_true(): didx = np.isin(piv[j:], lin_idx, invert=invert_condition) expected[didx] = 0 result = predetermined( - lin_idx, dlens.copy(), piv, j, n_const_sensors, n_sensors=n_sensors + dlens.copy(), + piv, + j, + idx_constrained=lin_idx, + n_const_sensors=n_const_sensors, + n_sensors=n_sensors, ) assert np.array_equal(result, expected) @@ -309,7 +346,12 @@ def test_predetermined_invert_false(): didx = np.isin(piv[j:], lin_idx, invert=invert_condition) expected[didx] = 0 result = predetermined( - lin_idx, dlens.copy(), piv, j, n_const_sensors, n_sensors=n_sensors + dlens.copy(), + piv, + j, + idx_constrained=lin_idx, + n_const_sensors=n_const_sensors, + n_sensors=n_sensors, ) assert np.array_equal(result, expected) @@ -325,10 +367,218 @@ def test_predetermined_dimension_matching(): for lin_idx, dlens, piv, j, n_const_sensors, n_sensors in test_cases: assert len(dlens) == len(piv) - j result = predetermined( - lin_idx, dlens.copy(), piv, j, n_const_sensors, n_sensors=n_sensors + dlens.copy(), + piv, + j, + idx_constrained=lin_idx, + n_const_sensors=n_const_sensors, + n_sensors=n_sensors, ) expected = dlens.copy() invert_condition = (n_sensors - n_const_sensors) <= j <= n_sensors didx = np.isin(piv[j:], lin_idx, invert=invert_condition) expected[didx] = 0 assert np.array_equal(result, expected) + + +def test_distance_missing_info_parameter(): + """Test that the function raises ValueError when 'info' parameter is missing.""" + dlens = np.array([1.0, 2.0, 3.0, 4.0]) + piv = np.array([0, 1, 2, 3]) + j = 0 + with pytest.raises(ValueError) as excinfo: + from pysensors.utils._norm_calc import distance + + result = distance( # noqa:F841 + dlens, piv, j, r=2.0, all_sensors=np.array([0, 1, 2, 3]) + ) # noqa:F841 + assert "Must provide 'info' parameter as a np.darray or dataframe" in str( + excinfo.value + ) + + +def test_distance_missing_r_parameter(): + """Test that the function raises ValueError when 'r' parameter is missing.""" + dlens = np.array([1.0, 2.0, 3.0, 4.0]) + piv = np.array([0, 1, 2, 3]) + j = 0 + info = np.zeros((5, 5)) + with pytest.raises(ValueError) as excinfo: + from pysensors.utils._norm_calc import distance + + result = distance( # noqa:F841 + dlens, piv, j, info=info, all_sensors=np.array([0, 1, 2, 3]) + ) + assert "Must provide 'r' parameter for radius constraints" in str(excinfo.value) + + +def test_distance_negative_radius(): + """Test that the function raises ValueError when radius is negative.""" + dlens = np.array([1.0, 2.0, 3.0, 4.0]) + piv = np.array([0, 1, 2, 3]) + j = 0 + info = np.zeros((5, 5)) + with pytest.raises(ValueError) as excinfo: + from pysensors.utils._norm_calc import distance + + result = distance( # noqa:F841 + dlens, piv, j, info=info, r=-1.0, all_sensors=np.array([0, 1, 2, 3]) + ) + assert "Radius 'r' must be positive, got -1.0" in str(excinfo.value) + + +def test_distance_zero_radius(): + """Test that the function raises ValueError when radius is zero.""" + dlens = np.array([1.0, 2.0, 3.0, 4.0]) + piv = np.array([0, 1, 2, 3]) + j = 0 + info = np.zeros((5, 5)) + with pytest.raises(ValueError) as excinfo: + from pysensors.utils._norm_calc import distance + + result = distance( # noqa:F841 + dlens, piv, j, info=info, r=0.0, all_sensors=np.array([0, 1, 2, 3]) + ) + assert "Radius 'r' must be positive, got 0.0" in str(excinfo.value) + + +def test_distance_numpy_array_missing_nx(): + """Test that the function raises ValueError when nx is missing for numpy array.""" + dlens = np.array([1.0, 2.0, 3.0, 4.0]) + piv = np.array([0, 1, 2, 3]) + j = 0 + info = np.zeros((5, 5)) + with pytest.raises(ValueError) as excinfo: + from pysensors.utils._norm_calc import distance + + result = distance( # noqa:F841 + dlens, piv, j, info=info, r=2.0, all_sensors=np.array([0, 1, 2, 3]) + ) + assert "Must provide nx parameter" in str(excinfo.value) + + +def test_distance_numpy_array_missing_ny(): + """Test that the function raises ValueError when ny is missing for numpy array.""" + dlens = np.array([1.0, 2.0, 3.0, 4.0]) + piv = np.array([0, 1, 2, 3]) + j = 0 + info = np.zeros((5, 5)) + with pytest.raises(ValueError) as excinfo: + from pysensors.utils._norm_calc import distance + + result = distance( # noqa:F841 + dlens, piv, j, info=info, r=2.0, nx=5, all_sensors=np.array([0, 1, 2, 3]) + ) + assert "Must provide nx parameter" in str(excinfo.value) + + +def test_distance_dataframe_missing_x_axis(): + """Test that the function raises Exception when X_axis is missing for DataFrame.""" + dlens = np.array([1.0, 2.0, 3.0, 4.0]) + piv = np.array([0, 1, 2, 3]) + j = 0 + info = pd.DataFrame({"x": [0, 1, 2, 3, 4], "y": [0, 1, 2, 3, 4]}) + with pytest.raises(Exception) as excinfo: + from pysensors.utils._norm_calc import distance + + result = distance( # noqa:F841 + dlens, + piv, + j, + info=info, + r=2.0, + Y_axis="y", + all_sensors=np.array([0, 1, 2, 3]), + ) + assert "Must provide X_axis as **kwargs as your data is a dataframe" in str( + excinfo.value + ) + + +def test_distance_dataframe_missing_y_axis(): + """Test that the function raises Exception when Y_axis is missing for DataFrame.""" + dlens = np.array([1.0, 2.0, 3.0, 4.0]) + piv = np.array([0, 1, 2, 3]) + j = 0 + info = pd.DataFrame({"x": [0, 1, 2, 3, 4], "y": [0, 1, 2, 3, 4]}) + with pytest.raises(Exception) as excinfo: + from pysensors.utils._norm_calc import distance + + result = distance( # noqa:F841 + dlens, + piv, + j, + info=info, + r=2.0, + X_axis="x", + all_sensors=np.array([0, 1, 2, 3]), + ) + assert "Must provide Y_axis as **kwargs as your data is a dataframe" in str( + excinfo.value + ) + + +def test_distance_invalid_info_type(): + """Test that the function raises ValueError when info is neither + numpy array nor DataFrame.""" + dlens = np.array([1.0, 2.0, 3.0, 4.0]) + piv = np.array([0, 1, 2, 3]) + j = 0 + info = "invalid_type" + with pytest.raises(ValueError) as excinfo: + from pysensors.utils._norm_calc import distance + + result = distance( # noqa:F841 + dlens, piv, j, info=info, r=2.0, all_sensors=np.array([0, 1, 2, 3]) + ) + assert "'info' parameter must be either np.ndarray or pd.DataFrame" in str( + excinfo.value + ) + + +def test_distance_j_equals_piv_length(): + """Test that the function handles j equal to piv length.""" + dlens = np.ones(3) + piv = np.array([0, 5, 10]) + j = 3 + info = np.zeros((5, 5)) + all_sensors = np.array([0, 5, 10]) + from pysensors.utils._norm_calc import distance + + result = distance( + dlens.copy(), piv, j, info=info, r=2.0, nx=5, ny=5, all_sensors=all_sensors + ) + assert isinstance(result, np.ndarray) + assert len(result) == len(dlens) + assert np.array_equal(result, dlens) + + +def test_distance_single_sensor_piv(): + """Test that the function handles single sensor in piv.""" + dlens = np.array([1.0]) + piv = np.array([12]) + j = 0 + info = np.zeros((5, 5)) + all_sensors = np.array([12]) + from pysensors.utils._norm_calc import distance + + result = distance( + dlens.copy(), piv, j, info=info, r=2.0, nx=5, ny=5, all_sensors=all_sensors + ) + assert isinstance(result, np.ndarray) + assert len(result) == len(dlens) + + +def test_distance_j_greater_than_piv_length(): + """Test that the function handles j greater than piv length gracefully.""" + dlens = np.ones(3) + piv = np.array([0, 1, 2]) + j = 5 + info = np.zeros((5, 5)) + all_sensors = np.array([0, 1, 2]) + from pysensors.utils._norm_calc import distance + + with pytest.raises(IndexError): + result = distance( # noqa:F841 + dlens.copy(), piv, j, info=info, r=2.0, nx=5, ny=5, all_sensors=all_sensors + )