{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# 2D example\n", "In this example, we look at how the package can be used to identify a two-dimensional design space. Afterwards, investigation of nominal points can be carried out by identifying acceptable operating regions." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Imports\n", "from dside import DSI\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## The problem\n", "The design space identification technique used here is based on point cloud analysis using alpha shapes. The input into the DSI entity is simply a pandas dataframe containing the system variables and the outputs (key performance indicators - KPIs). Here, we consider an example problem where we will be generating our input and outputs using some simple non-linear constraints." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " SV1 SV2 KPI1 KPI2\n", "0 -10.0 -10.0 100.00 300.00\n", "1 0.0 0.0 0.00 0.00\n", "2 5.0 -5.0 -25.00 25.00\n", "3 -5.0 5.0 -25.00 25.00\n", "4 -2.5 -2.5 6.25 18.75\n" ] } ], "source": [ "# ----- Generate Inputs ----- #\n", "def Sobol_sequence(lbd, ubd, power_no):\n", " \"\"\"\n", " Create 2^power_no of inputs for sampling based on the lists\n", " of lbd (lower bound) and ubd (upper bound).\n", " \"\"\"\n", " from scipy.stats import qmc\n", " sampler = qmc.Sobol(d = len(lbd), scramble = False)\n", " inputs = sampler.random_base2(m = power_no)\n", " inputs = qmc.scale(inputs, lbd, ubd)\n", " return inputs\n", "\n", "# Preparing example dataset\n", "SV1_bounds = [-10, 10]\n", "SV2_bounds = [-10, 10]\n", "\n", "lbd = [SV1_bounds[0], SV2_bounds[0]]\n", "ubd = [SV1_bounds[1], SV2_bounds[1]]\n", "\n", "# Use Sobol sequence to generate inputs\n", "pwr = 10\n", "inputs = Sobol_sequence(lbd, ubd, pwr)\n", "SV1 = inputs[:, 0]\n", "SV2 = inputs[:, 1]\n", "\n", "# ----- Create Outputs and dataframe ----- #\n", "# Create example KPIs\n", "KPI1 = SV1**2 + SV2*SV1 - SV2**2\n", "KPI2 = SV1**2 + SV2*SV1 + SV2**2\n", "\n", "d = np.array([SV1, SV2, KPI1, KPI2]).T\n", "l = ['SV1', 'SV2', 'KPI1', 'KPI2']\n", "data = pd.DataFrame(d, columns = l)\n", "print(data.head(5))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "So we have created a dataframe containing the system variables: SV1 & SV2 with the outputs: KPI1 & KPI2. Let's visualize our data by creating some plots." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fs = 14\n", "fig, ax = plt.subplots(1, 2, figsize = (8, 3))\n", "ax1 = ax[0].scatter(SV1, SV2, c = KPI1, marker = '.')\n", "cbar1 = fig.colorbar(ax1, ax = ax[0])\n", "ax[0].set_title('KPI1', fontsize = fs)\n", "ax[0].set_xlabel('SV1', fontsize = fs)\n", "ax[0].set_ylabel('SV2', fontsize = fs)\n", "ax[0].set_yticks([-10, -5, 0, 5, 10])\n", "\n", "ax2 = ax[1].scatter(SV1, SV2, c = KPI2, marker = '.')\n", "cbar2 = fig.colorbar(ax2, ax = ax[1])\n", "ax[1].set_title('KPI2', fontsize = fs)\n", "ax[1].set_xlabel('SV1', fontsize = fs)\n", "ax[1].set_ylabel('SV2', fontsize = fs)\n", "ax[1].set_yticks([-10, -5, 0, 5, 10])\n", "plt.tight_layout()\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Design Space Identification\n", "As shown from the plots, we can see clearly that the outputs are non-linear with respect to the system variables. However, the design space identification method used in the package allows for the identification of non-convex hulls using alpha shapes. So let's go ahead and identify our design space by first defining some constraints on the KPIs." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bisection search for alpha multiplier (radius)\n", " tol: 1.00e-03 maxiter: 50\n", " lb: 1.00e-30 ub: 5.00e+00\n", " maxvp: 0.00e+00 maxvnum: 0.00\n", "____________________________________________________________________________________________\n", " No iter | alpha multiplier | Violation Flag | Number vio inside | Bisection Gap \n", "____________________________________________________________________________________________\n", " 1 | 2.500e+00 | True | 66 | 2.500e+00 \n", " 2 | 1.250e+00 | True | 66 | 1.250e+00 \n", " 3 | 6.250e-01 | True | 66 | 6.250e-01 \n", " 4 | 3.125e-01 | True | 66 | 3.125e-01 \n", " 5 | 1.562e-01 | True | 66 | 1.562e-01 \n", " 6 | 7.812e-02 | True | 66 | 7.812e-02 \n", " 7 | 3.906e-02 | True | 66 | 3.906e-02 \n", " 8 | 1.953e-02 | True | 66 | 1.953e-02 \n", " 9 | 9.766e-03 | True | 66 | 9.766e-03 \n", " 10 | 4.883e-03 | True | 34 | 4.883e-03 \n", " 11 | 2.441e-03 | False | 0 | 2.441e-03 \n", " 12 | 3.662e-03 | True | 13 | 1.221e-03 \n", " 13 | 3.052e-03 | True | 12 | 6.104e-04 \n", " 14 | 2.747e-03 | True | 5 | 3.052e-04 \n", " 15 | 2.594e-03 | True | 5 | 1.526e-04 \n", " 16 | 2.518e-03 | False | 0 | 7.629e-05 \n", "____________________________________________________________________________________________\n", "[16] Optimal amul: 2.5177e-03 alpha: 2.508e-01\n", "Tol: 1.000e-03 Bisection Gap: 7.629e-05\n", "vnum: 0 maxvnum: 0.00\n", "========================================== Results =========================================\n", "No. satisfied points : 641\n", "No. violated points : 383\n", "No. violated points inside DSp : 0\n", "No. of regions : 1\n", "No. of simplices : 1237\n", "Size of design space : 6.036e-01\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Check for violations inside design space:\n", "Empty DataFrame\n", "Columns: [SV1, SV2, KPI1, KPI2, SatFlag]\n", "Index: []\n" ] } ], "source": [ "# Define our system variable labels\n", "vn = ['SV1', 'SV2']\n", "# Define the KPI constraints as a dictionary\n", "# the keys corresponds to the column of the dataframe\n", "constraints = {'KPI1': [-50, 1e20], 'KPI2': [-1e20, 100]}\n", "\n", "# Initialize the design space entity\n", "ds = DSI(data)\n", "# Apply the constraints separating the satisfied and violated points\n", "ds.screen(constraints)\n", "# Finding the design space (alpha shape)\n", "ds.find_DSp(vn)\n", "# Plot the design space\n", "ds.plot()\n", "plt.show()\n", "\n", "# Check if there are any violated points in the design space\n", "print('Check for violations inside design space:')\n", "print(ds.vindsp)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the alpha shapes can capture the non-convexity of the design space without any violated points inside the design space. Here, we used a bisection search to find the alpha radius value which gives no violation inside our design space. \n", "\n", "We can check the details of the identified design space by calling `ds.report` and also `ds.send_output()` to output a text file with the details." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Design space size: 0.6035819360954163\n" ] } ], "source": [ "# Print out the size of the identified design space\n", "print('Design space size:', ds.report['space_size'])\n", "\n", "# Output the details about the design space as a .txt file\n", "ds.send_output('example_2D_1')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Further Analysis\n", "We can also use the same dataset with different constraints to identify a different design space. This time, lets print out the alpha radius search iterations by giving some options." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bisection search for alpha multiplier (radius)\n", " tol: 1.00e-03 maxiter: 50\n", " lb: 1.00e-30 ub: 5.00e+00\n", " maxvp: 0.00e+00 maxvnum: 0.00\n", "____________________________________________________________________________________________\n", " No iter | alpha multiplier | Violation Flag | Number vio inside | Bisection Gap \n", "____________________________________________________________________________________________\n", " 1 | 2.500e+00 | True | 179 | 2.500e+00 \n", " 2 | 1.250e+00 | True | 179 | 1.250e+00 \n", " 3 | 6.250e-01 | True | 179 | 6.250e-01 \n", " 4 | 3.125e-01 | True | 179 | 3.125e-01 \n", " 5 | 1.562e-01 | True | 179 | 1.562e-01 \n", " 6 | 7.812e-02 | True | 179 | 7.812e-02 \n", " 7 | 3.906e-02 | True | 179 | 3.906e-02 \n", " 8 | 1.953e-02 | True | 179 | 1.953e-02 \n", " 9 | 9.766e-03 | True | 178 | 9.766e-03 \n", " 10 | 4.883e-03 | True | 149 | 4.883e-03 \n", " 11 | 2.441e-03 | True | 67 | 2.441e-03 \n", " 12 | 1.221e-03 | True | 14 | 1.221e-03 \n", " 13 | 6.104e-04 | False | 0 | 6.104e-04 \n", "____________________________________________________________________________________________\n", "[13] Optimal amul: 6.1035e-04 alpha: 6.080e-02\n", "Tol: 1.000e-03 Bisection Gap: 6.104e-04\n", "vnum: 0 maxvnum: 0.00\n", "========================================== Results =========================================\n", "No. satisfied points : 260\n", "No. violated points : 764\n", "No. violated points inside DSp : 0\n", "No. of regions : 2\n", "No. of simplices : 446\n", "Size of design space : 2.167e-01\n" ] }, { "data": { "image/png": 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luKSO0JQgpTleSjiuSiWsS8HSKF0Jp0IpPVBqkCFUr1aRKZoGG5YQskOGdTJSL8wJSiUoZbhoSjzUIvdEyY5IiQ5bqYR1KVgapSvxXimlB0o5V0L1arWLMp/clNQzJeRWu7gTtryKkV0Pw7ZhTlAqQSnDZQuJh3I7VDl5JHJQwvDTJC9rR+lS2qnUSjc+lHKuaEvGBvjlpuRO8ErIzadVQTimjQMQJbsuhu3CnKBUghKGC6DTSBsjt0PVKtplzvDLdVptQV6A/HYqtdKND6VWVNGWjC2EkjvBKyE3+zQ69PPIg7CwKKL1MmwL5gSlcuQ6CCSNtFLhdLkdqlbRE3OG3/C8LC1PTtdD6xELastMqRVVSnT+NOoZTRFKRuqCOUGpHLkOAkkjbdhRHL4ZheNhUbC308k21HI7VJqiJ3I7CyWPmjh8MwrrQl6iZ51cRA+2lQJNMgPo6uSn7X0E390RAP7Ts6Ax5TQ9AoQ2eTFSD8wJSuXQFG43Xq0RHJbYUcg11HI7VJp+I9o6C2OZhUd+ge/uCKw79RI9a8t3hqRCk8wAuuRm7IAFh0Wj+JgLsp1XpXaCZ9DDw4cP4e7ujp49e2Lt2rVaN4cIzAlK5Wi1wsSYuHgOcQn8C1aDw6Ixbe8jTdpKy28E0NNZ6KdU7r/6YvZ++Ksv8PsebUjtMgPokps5PQuPZPJKbXTp0gVbtmzB5s2b4enpyVsuJiYGuXPnRrp06XDmzBkVW6gOdlo3gMEAEkP0x8P+G6G6uTiYlGF5Av91FvtHlQUAtJh9HQF7IhAXr+6OJ/ppsPDIRCcoa6Y0JmW0nvahCf3KtNrFnXDqdqJDr7bMAFM9M4TJK3XRu3dvAMDq1asFy23ZsgWfP3+Gp6cnihQpgrCwMEyfPl2NJqoCiwQxqDgLyHhapUjODHDPkT5pSgzQZgqBht/GHFrvz2Qsr0qumVG3hDPWhbxMcoy0mPahVV6A9jIDTOWWIa0On2MTrzB5pS4aNGgAd3d3HDt2DI8ePULBguajk3onqXfv3kibNi1KlCihZjMVh0WCGEnG+fDNKPjtjsC0vY9Ub0Pt4k7Qmz4dgDolnBA0phz827uicWln+Ld3JbKSKWBPBJrMuGZ19ISG38YcWifaGsurbglnTGrritszqybJzI+AzMRCq7wA7WUGmMptzI8FiMtLjJ7RLK+Ujk6ng5eXFxISErBmzRqzZW7evInz58+jXLlyqFKlCh4+fAidTodevXqZlI2IiEDv3r2RL18+pEuXDvnz50fv3r3x6BHdMmWRIIYk40x6BGcuZ0LJlUzWjsRp6LjMISXRlqTM+HJcSMpMSntplRdAR3I0n56RRIye0Syv1ECvXr3g5+eHtWvXYtKkSdDpkr8LeudIP3XGx507d1C7dm1ERkaiVatWKF26NG7cuIHVq1dj7969OHXqFIoVK6bY95ADc4IYkowz6dC+GomRUgyu1h0XyZ2PScpMDXlJaS+t8gLEJUcrNU1Em55pLa/UToECBdCkSRMcPHgQx44dQ8OGDZPuxcXFYePGjXBwcEC3bt0E6xkwYAAiIyOxfPly9OvXL+n6kiVLMGjQIHh7e+Po0aOKfQ85MCcolWHOuErpUG1xBCfF4Gq9qofkzse2JjMp7dXiXCtDSJ3NRkP+kFTE6JmQfqkhMy2S02mjd+/eOHjwIFavXp3MCdq3bx9evnyJn376CdmyZeP9/KNHjxAcHIxSpUqhb9++ye4NGDAACxcuxLFjx/D48WMUKFBAse8hFeYEpTL4jKtYA2uLIzgpDo0Wh7IaQtJxoVVmfL+llPYqdTyMtZCSF+0OK6mIl5BjqIbMVp98gTq5iVZpFpoTwNu0aYMcOXLgzz//RHR0NJycEvXMMCFaiCtXrgAA6tWrZzKdZmdnh7p16+LWrVu4cuUKc4IY2kPKuGodIeFDrcNO1epUSTouWkdJ+OD7LUm+Y2o5FaTkJVSP1vICyEW8hFBDZlciPqjiBNEc2UubNi26d++OuXPnYvPmzfD29saLFy9w4MABFCxYEI0aNRL8fExMDAAgV65cZu/nyZMnWTnaYE5QKoOUkRYydFoaaVsb8VuCpCOgdZSED77fkqTTqlYUjJS8hOrRWl76din9/pOUGZ9NquCaGWqcIk97ZK93796YO3cu/vjjD3h7e2PDhg2Ii4uDl5cX7OyEF5E7OjoCAF6+fGn2/osXL5KVow3mBKUwLDkgakRwtDTSNIz4xTqBakWv+NDaQKvhoKh10C8peQnVo7W8ANuTGZ9N+qVubty9EyW/sRagdSpaT6lSpVCjRg2cPXsW165dw5o1a5KW0FuiQoUKAICTJ0+C47hkU2Icx+HkyZPJytEGc4JSGJYckJTeqdIw4hfrBGo9stfaQKvhmJOMXKYWeZHK+5GKJVslRm5C0UY1oDV9wJDevXvj7NmzGDhwIMLCwtC4cWO4ulp+rwsWLAgPDw8EBwdj9erVyXKIVqxYgbCwMDRo0IDKfCCAOUEpjtQySgTIrXSTAsmRutYyU2uFDl9dWp8bJdapoVleJFEj70cOYuSmtaNPw+9lic6dO2P48OEIDQ0FYDkh2pClS5eidu3a6Nu3L/bu3YtSpUrh5s2b+Pvvv5EjRw4sXbpUqWbLhjlBKQytlR1QLwGX1Eo30oiVgdYyU2uFjtYRFD7EOjU0ywsgp2daO3uWENM+W4jEaE2WLFnw008/Yc2aNciWLRvatm1r9WeLFy+Oixcvwt/fHwcPHsQ///yDHDlywMvLC76+vlZFlLSCOUEpDNLKLsWgqpWAS6uRFisDGmTGB8nfmFZ5iXVqlOhQScqMlJ5p7exZQkz7bCESQwOrV68WPFDVzc0NHMeZvefq6mrxMFYaYU5QCoOGoyb4IN0JkjLSpCNUYmVAs8xIdoRqrPaRglinRokOlUY9I+XsKbValEV3GCRgThBDEGODGnIrGgF7IiQZNNIjS1JGkNZpGqkYy2xdyEvJHRDJjkaN1T5SoCFKYCyzk7eiELBH2hlfamyDIQal9IsGuTFsH+YEMQQxNqjxHCfZoJEeuUk1gsYj05BbdE7TSMVQZgAQHvkF4ZFfJHVAJDsaOXUZy+zkragUKzMdgAQO1OiZXGidBmUwAOYEMSxgbFDldD60jNyMR6b1SzpBB1A3TSMVQ5ndj/yC8FdfANh2B6SUzGiQF2CqZ3Iccxr0zPB3jUv4L4ckJegXI2XBnCCGIMYGNWAPcOx/0dQmS1qD8cjUTgf4tXfVdJqGpHE3lFnAnoik9tiqvABTmaXR6YjITM5UjVIyAxLldvR/9CYlW8Lwd9UB8CjpBHs7nebToMYyG97QRXJbGCkD5gSlQJQcLdG+MsYajKce6pZwJjZylhr6VypvQqmpEa1lVqeEk+bnUymZS0bblJZYjH9XezsdgsaWI16v2Mimscwc08apcnYYg16YE5QCUdI4a7EyhnSHq2QHIzUpVam8CaWmRtROJldKZnKSiJXMdSEpN2v1h6SeKbW8Xm69xjJT6wBVBr0wJygFYo1xjo+Px6tXr5A7d+5kZ71ogaX2ku5wlcyZkNpZ074nizFCMlMiSkQyqZrU8Q+2IjNr9Yeknsl1WvlkJrdeY5mpdYAqg16YE5QCsWScN23aBG9vb7x//x7FihXDtGnT0L59e82cIUvtpWl1iaUOXmpnrdbRFaQQkhltWw4odfyDrcjMWv0hqWdyBxp8MpNbr7HMfqnrosoBqgx6YU5QCkTIOD98+BBeXl6IjY0FANy5cwcdO3ZEq1atsGjRIhQsqH7ugaXRHU0jbi32PNHCqbDUiQvJjCanFdBmqlFtmQnJy1r9oUnP1JLZp0+fiNTLsF2YE5QCETLOW7ZsSXKADNm7dy+OHTuGyZMnY8iQIbC3J/tqCBlpS6M7mpJEtejgtXimpU5cSGZCnakWERItOne1ZSYkL2v1R60z/6yBJoeMkbJhTlAq4/jx47z3Pn78iBEjRmDjxo1YsWIFKleuTOy5ckbGfB2uUsaZxKiaJLbWiQt1ulpEtbRwotWWmZC8rJ1CUuvMPz2HDh3CggULcOXKFdSrVw8+Pj4oW7YsALoGPoyUDXOCUhGxsbE4deqUxXKXLl1CtWrVMHToUAQEBCBLliyyn63EyFgp40xiVE0SW+vEhTpdpSIkciKNSqC2zJR0ukjL7MWLFxgxYgS2bNmSdG3r1q3YuXMnRo0ahYkTJyJjxoyab/jISB0wJ0gANzc3REREmL1Xr149wagKjVy8eNHqOfCEhATMnz8fu3btwqJFi9C6dWtZz1bCSCvVoZIYVZPE0jOlRsSUWjUlhFKdNW3J2GpHL2nc9sGYhIQErFq1CmPHjkVUVJTJ/bi4OAQGBmLbtm1YunQpmjZtKqvdDIY1MCfIAk5OThg+fLjJdTc3N9XbIhcpTtvjx4/Rpk0btG/fHr///jvy5ctntpycRFqp0LoXidpIdQCUWjUlhFKdNW3J2HyQ3vFYr2dabPsgxqG7efMm+vfvj9DQUIvPe/DgAZo1awZPT0/MmzcPuXLlIvdlGCY8fPgQ7u7uya5lyJABzs7OKFmyJGrVqoWePXuicOHCJp998+YNZs2ahb179+LBgwcAgBw5cqBIkSKoW7cuBgwYQL38mBNkAWdnZ/j5+WndDCKYc4LSpUuHv//+G8OHD8etW7d4P7t7924cPnwYU6dOxcCBA5EmTZpk9+Uk0krFUocqddRta/kIUh0ALRwHofdATpTEVhxX0jseA8pHvOTkCn3+/BlTpkzBzJkzERcXJ+q5W7ZswYEDBzBz5kz07t0bdnZ2Ur8CwwoKFy6Mbt26AQC+fv2KV69e4fz585g8eTKmTZuGMWPGYOrUqUlbqTx58gQ1a9bE48ePUaFCBXh5ecHZ2RnPnz/H6dOn4efnh1q1ajEniEEHfPlA1atXR9OmTXHlyhXMnDkTUyb741tsvNk63r9/j6FDh2Ljxo1Yvnw5KlSokHSPtg4VkN5hKOGwKbnCRqoDQJvjIKeDt5XjXEjveKxlxMtSW44cOQJvb2/cu3dP8jOioqLQr18/rF+/HsuXL0epUqXMlqNpXyZbpUiRImYH/KdOnUL37t0xffp0pEmTBpMnTwYA+Pr64vHjxwgICMDEiRNNPnf9+nU4Ozsr3Gr5MNfaAl+/fsXatWsxbdo0LFq0COfOndO6SUnExXMI2BOBJjOuIWBPBOLiOd6yfPlA9evXBwA4ODhg4sSJuHb1Kjwqu5uUM+T8+fOoUqUKRo8ejY8fPwJINOZ6k0NDhwrQ1WHoO/jDN6PguzsCTWZeE5SXGHxaFYRfe1c0Lu0Mv/auVjsAUj+nFHLkpXdcg8aWS9pUTy7GMis+5oJFPbOE3N+cJj3ja0tkZCS6d++Oxo0bW3SAPD09ERwcjJo1awqWO3XqFCpUqICJEyfiy5cvJvfN6Zc1dpFhmdq1a+PgwYNwcHDAzJkz8fjxYwDAmTNnAABDhgwx+7myZcuiQIECya7pdDrUr18fT548gaenJ1xcXJAxY0bUqlULR44cUfaL8MAiQRZ48eIFvLy8kl2rWrUqtmzZYnaOVM/Xr1/x9evXpL9jYmKIt81w5Hz4ZhTWhbxEzzq5zI6C+PKB9E6QnuIlS+PohftYv349Ro4ciTdv3pj9XHx8PGbPno0dO3ZgyZIl8GnVHABdU0g0RToMO3gACA6LRpOZ15KdrE3qBHKlP6cUNMkLMJVZeOQX+O6OwPGwKASNKSdJXqR3PNZSz4zbMr5lAaxevRqjR4/G27dvBT/r7u6OJUuWoFmzZgCAkJAQrFy5EmPHjkV0tHnnNzY2FlOmTMHWrVuxbNkyNGzYMOmeOf0CEu2iFHkdOXIEa9asQXh4uNWfUZtChQrBy8sLjRo1UvxZxYsXx08//YQNGzZgz549GDJkCLJnzw4gccPdatWqWV3Xu3fvUKtWLeTIkQN9+vRBZGQktm3bhmbNmmHnzp1o27atQt+CB47Bi5+fH3f06FHu5cuX3MePH7nLly9z3bt35wBwrq6uXExMDO9nfX19OSQOaJP9i46OJta+xoFXOXQ/keyfrvsJzv/PhyZlmzZtatKWdOnScR8/fuStPzIykuvZs6fZ72H8r1OnTtyzZ8+IfTcSxMYlcP5/PuQaB17l/P98yMXGJWjWFv8/H5rIypLMUhu0yEvfjkIjz/HKjMkrOWFhYVzdunUt2ok0adJwY8eO5bU7z58/5zp37myVzenevTv36tUrjuM4btKuB7yyEpLXx48fuYsXLyZrz+HDhzl7e3ur2qD1P3t7e+7IkSOyZPfgwQMOANe0aVPBcn/88UfS785xHPf7779zALicOXNykyZN4oKDgy32b/p2d+nShUtI+E+/r169yqVLl47LkSMH9+nTJ8E6zMnMHNHR0Vb1uWw6TABfX180aNAAOXPmRMaMGVGhQgWsX78e3bt3R0REBFauXMn72fHjxyM6Ojrpnz6ESBLDcLQec9MIQvlAGTNm5K3fxcUFa9euxdGjR1G0aFHBtuzYsQMlSpTA0qVLkZCQYO1XUBT9gYu1izvh1O1oTNv7SPXQuH7K8uStKLi5OJgto/VUHS0oMaUlBX2ENfxV4rRL1kymAXMmr0Tevn2L4cOHo2zZsjh58qRg2erVq+PSpUsIDAzktTu5c+fG1q1bsX//fosrcDds2IASJUpgzZo1ACes12LktWbNGtFJ3FoRFxeH1atXq/KsvHnzAgBev34NABg8eDBGjx6NqKgoBAQEwMPDA87OzihdujTGjRuH58+fm60nTZo0mDZtWrKzKsuVK4fu3bsjMjIS+/fvV/7LGMCcIAn0798fAASXezo4OMDR0THZP9Lo8wsK5UyfdM3cNMK///6blLtjiPFUGB8NGjTAtWvXMHHiRKRNm5a3XExMDAYOHIhatWri+vXrVtWtNIa5An67IzBt7yNNnn/0f9GIeP0VHiWd0Li0MzxKapvbISafTE1oaJfx1Epl18zwKPmffGiYqtOab9++Yd68eShcuDAWLFgg6DQ4Ojpi8eLFCA0NRbly5ayqv3nz5rhx4wbGjBljshLVkLdv3+KXX37BwtE/AdH/6bax45ra5aUEOp0OM2fOxNOnT7Fu3Tp4e3ujSpUquHXrFmbMmIFSpUqZzaEtWLAgXF1Np4Tr1KkDALh8+bLibTeEOUEScHFxAQCzjoWa6EfOt2dUhb9AsqW1+UBCpE+fHgEBAbh69WrSy8rH2bPnUKlSJYwbN07zAwq1To42fr69nQ5BY8shaEw5oknJYp0HrZ1DPmhol3HCb50STggaU05Qx6QgRmY0OIcAwHEcdu/ejVKlSmHEiBFmNz00pGPHjggLCzO7rYYlMmXKhBkzZuDff/+1mHPy7sFFYN8vwNU1QPw3DG2cN0le/iLl5eXlRfzsRKWwt7fHL7/8osqznj17BiBxHyBDXFxc0KNHDyxZsgTnz5/H06dP0aFDh6SVfcbwLZnXX+fLCVMK25A0Zei9W1o2TLSUbMm3P1CNGjXMfyAhDrgwDXh6CshXG6jqA9glviolS5bE8ePHsWbNGowePRrv3r0zW0VcXBxmzJiB7du3a7r7q9bJtnzPJ52ULHZ5udbOIR9S2kV6ebS55GMlksjFyIyGHbEvXLiAkSNHIiQkxGLZgrmdsHjlRrRs2dL0poB9MUf58uVx+vRpLFu2DOPHj8f79+/NF0yIBa6thcubk6jb+w80aFDfym+WnEaNGuHgwYNYvXo19YnRv/zyS7IEcSXR9yNVq1YVLJc7d25s2LAB+/btw7Vr1/DmzZukJGoAePnypdnP6a87Oalro5kTxMOtW7dQsGBBk7nrW7duYezYsQCALl26aNE0UUjKB7owDTjrB4ADHn9ftlh9UtJtOzs79O7dG61atcKIESOwadMm3ufrd3/t0KEDfvzxR1SsWBGlSpVCunTpZHwrU/g6QimraUh2qmqt5hHrPGjtHPIhpV2kHQS1Vs2JkZmWTuvDhw8xYcIEQT3XY59Gh6E/1YD/sv3I7OhsvpAF+2KONGnSYNCgQWjXrh2GDh2KXbt28ZZ9/TQcDRt6wMvLC7NmzUrWAVtLw4YNVXMubIE7d+5g+/btcHBwQLt27SyWd3BwQNq0aZOtkNbz6NEjREREmEyJ6Z3rihUrkmm0lTAniIetW7di7ty5qFu3LlxdXZEpUybcuXMH+/fvR2xsLMaPH4+6detq3UyLSMoHenoKMDS5T80fupozZ05s3LgRPbp1hXefrgh/aj4qBAC7du1KMlxp06ZF6dKlUbFixaR/5cuXl3VQK19HKKVDI9mpqtWhinUetF5qTdJppTWqZQkxMtPCaX3z5k3S/mjfvn2zWL5NmzaYOXMmihUrJlzQSvtijrx582Lnzp3Yu3cvBg8ejEeP+KdL16xZg71792Lu3Lno1q1bskRchvWEhoaiW7du+Pr1K3x9fZOOTpozZw5+/PFHlChRwuQzixYtwocPH1CiRAkTJzQ+Ph4+Pj7YuHFjkkyuXbuGDRs2IEeOHGjRooXyX8oA5gTx4OHhgbCwMFy+fBkhISH49OkTXFxc0KJFCwwcOBBNmjTRuolWwZsPVLcOcC7AfEg6X+3vI7TvJjdfbcFnNGnWHDfuPsXkyZMxa9YsiysrYmNjceXKFVy5ciVxZQcSk+yKFCmCihUrokKFCknOkbVbrpPsCG2xUxXrPKh9wKcxJJ1WWqNalhAjM6WOiDHH58+f8fvvv2P69OlW5WdUrFgRc+fOtT7HUKR9MUerVq3g4eEBX19fzJ8/n3dF6uvXr9GjRw+sW7cOS5cutbjKNTVz7969pB2jv337lnRsxvXr15EmTRpMmDABvr6+SeU3bNiAUaNGoWzZsqhevTpy5syJqKgonD17FpcuXUKGDBmwdOlSk+eUK1cOp06dQtWqVdGoUaOkfYLi4uKwYsUKZMiQQa2vnIjgAnoGMazds4A0vPsDHf+N4+brOG4+Ev971v+/D8XHJv69q3Hif+NjrX7e9evXuZo1axLbByNPnjxcixYtuN9++43buXMnd+/evWT7S+jx//MhpyO07w5fXVruY6PWs0n+jkIY73HVOPCq5Lpo2V/IHLYkt4SEBG7t2rVc/vz5rdLNvHnzcmvXruXi4+PFPUiGfTHHv//+y1WuXNliex0cHLgpU6ZwX79+TfqstXvOpGT0+wQZ/suQIQOXJ08ezsPDg5s4cSJ37949k89dunSJ8/f35+rVq8cVKFCAS5cuHZchQwauRIkSnLe3N3fnzh2TzwDg6tWrxz1+/Jjr3Lkzly1bNi59+vTcDz/8wAUFBVnVXtL7BLFIUApGMB/ozXnwhqTt7C3O0fNRpkwZq3Z/tZbnz5/j+fPnyfaOcHJyQo0aNVCnTh3UqVMHVatWJTq9w1eXlsmpaj1brSgYyeiNUoeyksCW5Na3T2/8sXqNxXIZ0wFje3pg5Ly9yJQpk+jn8NoXkQnTeipVqoRz585h8eLF+O233/Dhwwez5b5+/ZqU27RixQrUri0+ApUScXNzA2dhnyVz6KP1kyaJ7yvy58+PrVu3iv6cEjAnKAUjmA+Uz152SJoPOzs79O/fH61bt8bUKZOxe/tGPH/Ns6JDAtHR0Th06BAOHToEIHGlW5UqVVCnTh0MrV0btWrVktXR8XWqWk6T0eCciHUohMqrlZOk9aoqGuRmDVevXrXoANnZ6dC7QV74DfsZeVsEWuWgiEJCwrSeNGnSYOjQoWjXrh2GDBmCv/76i7dsWFgY6tSpg759+yIgIEB+uxk2DXOCUjCC+wNV/Z7UbTjqIkyePHmwaPESLFq8BC9fvsTly5dx5coVXL58GZcvX8bdu3eJPOfbt284ffo0Tp8+jRkzZkCn06FMmTKoXbs26tSpg9q1a5sc5CcFLXNP1Hq2kHMi1qEQKk/jCiwl0Fpu1jquT548Eay/devWmD59Ou8p7kSQkTCtp0CBAtizZw/27NmDwYMH4+nTp7xlV65cifBbVzBjnmneCiP1wJygFIzg/kAyprykkCtXLjRr1izpwEScC8D74764+gy4/AS4/K0irjwFbty4gdjYWFnP4jgO169fx/Xr15MS81xdXZMcojp16qBkyZKiV4vI7WisxVx9akVOhJwTsQ6F1g4IoLwTYkn2WsvNWseVb0WXu7s71q9fr87UEYGEaT1t27ZFgwYNMHHiRCxcuJB3uufJK/IHWzNsC+YEpWD+97//mVzL6Zwe6dOnN1NaZZ6eQpb0QO1Cif9QwAVoH4Rv377hf//7X1K0SB894pvnt5aIiAhERERg48aNABLzinQ6XZKRL1OmjMU65HY01sJXn9Ynvot1KGhYtWXOCSHptFqSvVoRLz6sdUSLFCmCvHnzJu0KrCd9+vTq5c7oo9F80WmROUOOjo5YsGABunXrhn79+uHKlSvKtZ1hFVJyj5SGOUEpmIIFC5oc3PrkVQz++ecftGrVSqNWfYdn1JcuXTpUqFABFSpUgJeXFwAgISEB4eHhuPzvRVzavxihF27g/P0P+PpN+iGH+oTty5cvo2zZsqhZ8wccOXJU0vJM0hEPGiIo5hAb1SAdBZHivJhzQgL2RBBzWmmVlR5rHVGdTof69etj8+bNya6HhYXhxYsXyJ07t7QGiHFcLEWnJeYMVa1aFRcuXMCCBQswadIkzY/yYdAFc4JSMP369TN7yOv06dPRsmVL8ZuHSVy9YRZLoz4D7OzsUKRIERQpUgSdOv8MIHGlx8WLFxESEoKQkBCEhobKWol2+vQZlClTBsuWLUPjxo1FfZZ0xINUfaSn6cRGNbQ+GoQPko4LSdkrsZJNjCPq4eFh4gQBwIkTJ9C5c2dpDZCR7GyCjJwhe3t7jBw5Eu3bt0f58uX5j95gpDqYE5SC8fT0xIQJE0yiQWfOnMGpU6csHoRqAkmDJjMnycHBAbVq1UKtWrUwbtw4JCQk4MaNGwgJCcGpU6cQEhIimBRpjvDwcDRp0gTt65dE4LJdKFq8pFWfIx3xIFWf1iujSGPsvITcikbAngjRTgNJx4Wk7JWQlxhHlG+zw+DgYOlOkInjEsK/SaslCOQMubu7Y8CAAZg1a5bozzJSJswJSsGkTZsWo0aNwrBhw0zuBQYGWucEGUZ/ou9D7uoNpbCzs0O5cuVQrlw5DBo0CBzHISIiIilSdOrUKYSFhVlV1+7jYfi7dBl4DxyESZMmwcXFRbA86YiHnPoMown3I79QPVUjFmPnJZ7jJDkNJB0XubKnSV6FCxdG/vz5TVaK8a0ytQpjx4WLlz6QEhE9FmL48OFYsGBBsqNAaMxVYZiHtKyYE5TC6d27NwICAvDmzZtk1/fv349r166hXLlywhUYRn+SIWP1BslpNR50Oh3c3Nzg5uaG7t27AwAiIyMRGhqKU6dOYc6cOYKfj4tPwMKFC7Fu3Tr89ttvGDp0KB0J5RYwjCYYQuNUjViMnZeTt6IkOQ1aJysbopS8pKDPC9IvHtBz+/ZtPHv2DHnz5hVfqbHj8uQkJA+kCK1ozZs3L3r27ImVK1fi3bt3ABK32ZC08SNDdfTOq709mT7DjkgtDGrJlCkThg4davbejBkzLFeQLJwNwLEQUKAxUMNP+t5Cesfq8eHE/16YZv1nE+ISw+m7myT+N8H65OgcOXKgbdu2mD17NjiOw8WLF1G5cmXBz8TExGDs2LEoXrw4Nm3axHtGES0YThkBQKEc6dG4tDP82rsSmao5fDMKfrsjMG0v/8GVSqF3XoLGlsOktq6oW8IZejfMls4MM0QJecXFcwjYE4EmM64hYE8E4uKtHzl7eHiYvX4i+JiktiQ5Lu2DEv+bvy5gKDWCm7SKYfTo0bCzs8OrV68QHh6O169fs2iQDcBxHF6/fo0MGTIgXbp0ROpkkaBUwODBgzFz5kyT3aO3bt2KyZMno1ChQvwfNg5nl+opfzQmZ1M0gnlJlStXxvnz57F8+XKMHz9eMLH60aNH6NatG+bNm4fZs2dbdVikFtET4ymjnnVyEYl6SE0mVvI3oGH1mVyUkJec3KIqVaqYvX5i1wJ4du0mq10AiE1pJSExqly0aFF07NgR27dvx4oVKzB9+nTcu3cPLi4uSJcuHTtxnjI4jsO3b9/w+vVrxMTEwN3dnVjdzAlKBWTLlg39+/fH3Llzk11PSEjAnDlzsHjxYv4PkzZagLwERwK7yhpiZ2cHb29vdOrUCQEBAVi6dCni4vijS//++y88PDzQqlUrzJgxAyVL8idPW+qMtF4NJAapycRKJmdrsfqMtMyUkJdUhzU2NhYjRowwe+/dy8dmr4uG9CatMgZFY8eOxfbt23HkSOLn+vXrJzwgZGhOhgwZ4O7ujmzZshGrkzlBKQRLxvnXX3/FwoULTXZjXr16NSZNmoRcuXKZr1iq0RIaoclxrAjuKmuIi4sLfv/9dwwZMgTjxo3D7t27Bcvv3bsX+/fvR9++feHn52f297PUGWm9GkgMUjtr2vfRMcSatpKWmRLykuKwchyHoUOH4ujRo2bv16peiWgbiWHNoIjHFlWqVAlNmjRBUFAQjhw5giNHjiBHjhzImjUrxo8fj59++smkqrh4DqtPvsCViA+o4JoZv9TNLcoJ5vu83HpXBD/H8mPPk2Tev0Ee9PPIY/Xn1UJOO+3t7YlNgSWrl3iNDE2wZJzz58+P7t27Y/Xq1ck+9+XLF/z++++YOnUq2QYJjdDkjAaFHCgCCddFixbFrl27cOrUKYwaNQrnzp3jLRsfH49ly5Zh48aNGDt2LIYPH47MmTMn3bfUGdHkIFhyoqV21jTsGm0t1rSVJpkB5I5YWbx4MZYtW2b2XtVS+dBvynai7SaGNYMiAVs0btw4BAUFJRWNjIxEZGQk/P390a1bN7PJt8N/LCy5uYkbdT4FB2D92WjExNon6ZWcegc3K4SYWPskmQ9uVjDJudJ6QYMh+298xK3IhGR/D/8xo2btAZgTlGKwxjiPHj0aa9asMUkAXLx4McaOHQtHR0dyDSI8bZWEkANFMF+odu3aOHPmDHbs2IFx48bhwYMHvGU/fPiAiRMnInDaZLRu0x5dunZFkyZNLHZGNDkISk1bWfoNaDLS1jgPNMkMIHPESlBQkNltNAAgX758+OvIBaTPmFmVVZ2isSaqLGCL6tevj2rVquH8+fPJPvLw4UNs374dXbp0IdpcpZxotY70sQYhnaZNfwDmBKUYhF6u/17KbyhRvSnCzh5M9tno6GgsW7YMY8aMIdcghaatBCHseOl0Ovz0009o06YNlixZgsmTJyctqTXHx8/fsGXrVmzZuhVZs2ZFx44d4enpid9G1UWaNGlMyqt1uKY1qG2c9dBkpK2JdtEkM3075Mjt1q1b+Omnn8yuesyYMSP27t2LPHm+T1eQ3CzVWiw5XtZElQVskU6nw7hx49C+fXuTjwUGBsLT05NokrTaToAWkUshnaZNfwDmBKUYhF6uZHuRZG0L4KDJ5+fNm0d2LxwlEqotoZDj5eDggF9//RW9evXC1KlTsXDhwmQbrZnj3bt3WLlyJVauXIk8efKgc+fO8PT0RNWqVZOMKl+nq2R0hK9urUZotBlpSwg5SjSsLhMjtzdv3qBly5a8qyI3bNiAihUr/ndBqeiuECQcLz5b9N3BahMfguKuLrgd8TrZx65fv44DBw6gRYsWsr6CIWo7AVrotZBO07RHlx7mBKUQhF6uZHuRuJREtsLV8PZ+8vDvixcvsH79evTr18/6hwqN0kivArEGhR2vrFmzYvbs2Rg0aBB8fHywdetWqz73/PlzzJ8/H/Pnz0fhwoXh6ekJT09PlCpVymx5JaMjfHVrNUKjzUjLQSm5CTlXUuX27ds3dOzYEffv3zd7f8qUKabREUuDDCWmy0g4Xny26LuDZQcOY2sCv0SYFgkMDJTkBMmJNpJEC72mccpLCOYEpQKMX8qW3YZgvX93k3IzZ85E7969zU7dmEWL8LgQQo6XHANt9Fn3qj7YsmULfv31V4waNRIhIdYb5vv372PKlCmYMmUKypUrhy5duuDnn3+Gq+t/hlHJ6Ahf3VqN0ISMtFKRFaWMtBbOlRS5cRyHwYMH8x6H0aVLF/j4mBlAWBpkKGEPlJxWN3CwulYGJh5ywNO3X5MV0R/OXKtWLVFV03JunxaRSxqnvIRgTlAqwPilHN+yNm7snYdLly4lK3f//n3s2rXL7NJQs2gRHpeKHAPN89lq1arhxImTuHTpErZs2YKtW7eKOrT12rVruHbtGsaNG4eaNWvC09MTnTp1UnQkRdsoTchIS+1ILBl32vZSsgRp5+r333/HypUrzd6rXr06/vjjD/N5MJaiu3LtgbmBipLRXQMHK529DiO718eIBYdMik0Y2g1/Hf0Xjs7W701D2ypCc8h11GiJdsmFOUGpAHMv5bhx48w6O4GB09GpUyfrkgG1SH6WihwDLfBZnU6HypUro3Llypg5cyZOnTqFLVu2YMeOHSbntQlx+vRpnD59GsOGDUODBg3RpmQTRGX/AR7l8xNdUWVLozSpHYkl4672XkpyR9wknauDBw/ybohYoEAB7NmzR3peoFx7wDdQUSq6bORg9fUaisnrC5ksfjh+6SFKFXPHwuVr0a5dO6uqpm2wYQ65jhot0S65MCcoldK+fXsULVoUd+/eTXb98uUr+Pfff3m3z0+GEqM0pZbhyjHQVn7Wzs4OdevWRd26dfH777/jyJEj2Lx5M/bs2YMPHz5Y9aiEhAQcOXIYOHIYDg4OyNqiBf6M9UTLli2RIUMGAMol9kqFtmkrrUbhSi1TJuW4fvjwAV5eXmZXgmXKlAl79+5F7ty5JdUNQL49UDuybBTZygxgyJAhCAgIMG1aZAzat2+PNm3aYOHChShQoIBg1SQHG7Tplx5biHZZA3OCUilp0qTB6NGjzSZCr1mzxjonSInk52SjwcPAk+NAuyD5jpAcAy3hs2nTpkXz5s3RvHlzfPr0Cf/88w+2bNmCf/75x+LKMj1fv37Fn3/+iT///BOZM2dG27Zt0aVLF5z8X06qjM+0vY/guzsxq/TwzSgcD4tC0Jhymh0BQtsoXG5nQcpxXbBgAV68eGFyXacDNk5qhfJlS8t7gFx7QEFkeciQIViwYAHvirm//voLR48exZQpUzB48GDe/EmSgw1DJ1qvX/Z2OtkOkVxHjTY9k4qOY0fnqkJMTAycnJwQHR1NdlNCGXz69Am5c2TD+0/JkwGdnZ3x/PlzcsvlxbC7SaLzY4hjocSDW2nYnE0m0dHR+PPPP7F582YcPXpU0qn0GbNkxac8dQC3RkDOsvDv4K5pGLrJjGs4/D3CocejpBMRR0gKNG3ACOh3CY5I6iz82ovbzJAEb968QaFChRATE2NyL7AlMLYRtNczSjZjPH78OJo3b44vX74IlqtcuTJWrFiBSpWUPVLEnH7pYXrGj7V9LnOCVIJGJwgA+vXtg5Wr/jC5vmXLFvz888/qNURvAP+3DogJN1NAB9Tw03b1GWFevnyJHTt2YMuWLTh9+rSkOhyz50HvHp7w9PwZVapUUfX0a70RXHfqJcJfmXYY/hp09jSidWcRGxuL/v37Y82aNSb36hUGggcnRoMSSXl6JoW7d+/C29ub9yw1PXZ2dhg2bBgCAgKSHZlDAkv6pYfpmXms7XPtVGwTg0K8fult9voaozPGFEc/DWbWAQKoX30mgVy5cmHw4MEIDQ3FgwcPEBgYiHLlyomqI+bNc8ybNxfVqlVD4cKFMW7cOFy6dMnkaBQl0Ifp+Qy01tN0tKCfGtk/qiwAoMXs6wjYE4G4eOVldObMGVSqVMmsAwQAga0MHSAgJeqZFIoWLYrDhw9j/fr1cHFx4S2XkJCAefPmoVSpUti7dy/RNhjrV6Ec6eFR0nTKiemZPJgTlMqpUaMGihcvbnL98JEjuH37tnoNSZYUicTQvGMhgwKUrz6TiZubG8aOHYurV6/i5s2bmDBhAgoXFneg4oMHDzBjxgxUrlwZxYoVw2+//YarV68q5hAl24QTQNZMyacutMgRiIvnELAnAk1mXFPN0bAWfad2+GYU/HZHYNreR4o9KyoqCt7e3qhVqxZu3LhhtkzbusVR42d/7fUsIQ44F5A4FX4uIPFvCtBx8ehe7AFuzS6NX1pVFCz7+PFjtG7dGh06dBC1TYYQxvpVOGd6BI0pZ+IIMT2TB3OCUjk6nQ5eXl4m1zmOg7+/v3oNyVcbiRkTSPxvqZ5Az9tADX+gQOPEED2p1WfWGlyNjHOpUqUwefJk3L17F+fPn8evv/6KvHnziqrj3r17mDZtGipUqICSJUti0qRJvJ2hVGoXdzKUGIY2zgv/9q5oXNoZ/u1diS2/F2Nw1XQ0xKLGahqO47B9+3aULFkSy5Yt43WA09gBU9tnS5z2UkLPxKCPAj8+nPjfC9PUfT4f39uVPeoE/mh4BceXeJkdMBqye/dulCxZEosXL0Z8fLysxxvrV+3iTrBPo0PQmHJE9UyKQ0OznomF5QSpBK05QUDikRmuBfPjW2xypdXpdLh+/TpKlzZaNaJEAqNaSZHnAv5bfWYp/0FMWYWJj49HSEgINm/ejJ07dwoe5CpE2bJlMWLECHTt2hVp06aV1Sa1cl3EJBYbJ5E2Lu2MoLHiphiVQukE6YcPH2LQoEHYv3+/YDmdDljrCfQY6k/+fZaix8aLIQo0BtoHkW2XFMy06+uPexEYGIhp06ZZXOVZrVQ+rNj4F8pXrCzp8TTqlx6a9UwPywliWE3u3LnRv/8Ak+u80SAlRm765bXtgxL/q9SqEDF7kWi9I7ZBJCrNxamoX7c2VqxYgRcvXmDv3r3o4vkzMmdMJ6rK69evw8vLC0WLFsWSJUssroARQp/rEjS2HCa1dVUs2VdMBMXc6FlNhEbVPq0Kwu/7CN7PihG8tSP02NhYzJo1C6VKlbLoAJUrkgunp1VNdICUiPhIsQ3GUWBapr3NtMvBwQG+vr64du0a6tevL/jx8/97ispVq2HMmDH4+PGj6MfTqF96tNYzktj2emOG1VgaVYwb74OVq/4w6RR37NiBq1evonz58v9d1No5kIOYvUi03reEZwfddOnSoWXLlmjZsiU+f/6MAwcOYNu2bdi3bx8+ffpkVdUREREYNGgQJk+ejJEjR6J///7IkiWLYl9FDmL2I9HiLDJDSJ7zZc0mi+fOnUP//v1x9epVwboyZMgAPz8//Prrr7IjgIJIsQ0WTnlXPDrM9xyB/cGKFy+OY8eOYd26dRg5ciTevn1rtur4+ATMmjULO3bswJIlS9C8eXPy7ZeJlP1+bGnneYtwDFWIjo7mAHDR0dGaPN//z4ecrvsJDt1PcLruJzj/Px+alPn11185JFqwZP/atm2bvOBZf46br+O4+Uj871l/lb4FAeJjE9u7q3Hif+NjpZcVU5cUdjX+/ht//7ersWDxDx8+cNu3b+c6dOjApU+f3qws+f5lzZqV8/Pz46Kiosh+ByuIjUvg/P98yDUOvMr5//mQi41LEHXfWqzRAbk0DrzK4fsz0P0E1zjwqiJ1RUdHc4MGDeJ0Op1F2TZr1owLDw8n8fX+g+/dJ2kb1LIzMp/z6tUrrnv37lbpWefOnbnnz58r8z0kQkq/SNVDCmv7XBYJSiVYE/IcO3Ysli9fbhJN2LNnD/79919Urvx9blvJQw1JIDSCFLOrraWySpyabYjISFSmTJnQqVMndOrUCR8+fMDevXuxfft2HDhwAF+/fhX87Lt37+Dn54elv8/GgkXL8dPPnqrtOaTWWV9qJCaT3EXXXF1v377FkiVL8PvvvyMyMlLw87ly5cKCBQvw008/kZcl37tP0jaoFXGW+ZwcOXJg/fr16NmzJwYMGIB79+7xlt22bRsOHjyI33//HT169JDeZpEIRUFJ6ZetniXGnKAUBt/Lbo1x1u9bM3PmTJN7vr6+2LdvX+IfQs4BDbu+Ku2c6FHaSMvoUDJnzgxPT094enoiJiYGu3fuwOypPrgZ/krwcy/ffsDPXbpi7foNWLJkCdzd3eV8A6tQ6wwiNbb5JzlNYFhX6awxiDw2BwW7rbYqv6R///4IDAyEs7Oz5OcLwvfukzxKR63paELPadiwIa5fv46pU6dixowZiI2NNVsuOjoaPXv2xL8XL2DO3Hmwt1fePqrhoNjqWWLMCUph8L3s1hrn0aNHY8mSJSYHfv7zzz84d+4cqlevLtwAtRwQIdQaQZIwnqSiVgI4Ojqi1y+90aOXF/bu3YupU6fiwoULgp85ePAgSpcurUoeiVpnEKlxqCXJM6Ps0+jQ2u0dbu+YhYXbtlm15Lp06dJYsWIFatasSaQNvKjhoJCMKgnpGcHnpE+fHpMnT4anpyf69euH0NBQ3rK/L1yE/4XdwrZt25AtWzbJz7QGraOgWu+aLohK03OpHrVygkjkJPz2229m57ObNGli+cMi81gUQa1cAr68CDG5QhrkVyUkJHBBQUFcvXr1rMpjKFeuHHf27FlZzxTKF6Ahl0BsG5TML0pISOAOHz7MNW7c2OqcrvTp7Lhp06ZxX79+JdYOQZTOhyP9bA30LD4+nluxYgXn7OwsKLvChQtzN2/eVLQtauTDCemQGs83huUEpVJIjKpHjBiBhQsXmhy2GBQUhFOnTqF2bY1XVFmaclMrZ4kvUiMmGqbBSjudTofGjRujcePGCA0NhZ+vL44InJF07do1/PDDDxg4cCCmTp0KJyfx7xTJVVNKIHa6QImRdVxcHHbs2IFZs2bh8uXLVn+ucXFg6dQhKNxhvOw2JEOFKKUkpESbNdAzOzs79O3bF61bt8aIESOwefNms+Xu37+PGjVqYPPmzWjZsqWsZ/JFXNRYzSWkxzRPlbF9glIYYvciMUe2bNnw66+/mr03adIk4WMYqvokbirIt/ssiV2YLe1FotaeQ3yIMbga75FSq1YtBB0+jK1btyJXrly85TiOw+LFi1GyZEns3LlT9FEcNBtBQHz7SO6T8uXLFyxcuBBFixZFly5drHaAmtUogqN+lXForR8Kt5udeJHkLue07uQsxaHRUM9y5cqFTZs2YfPGDUjvYN4WvX//Hq1atUK3rl0QEREh+Vl8OzmrtecQHzTvK8QiQSkMUqPq4cOHY8GCBYiKikp2PTg4GPXr18Py5StQokQJ0w+qsaKK9n2KxETDlIpaiUhQ1+l06Ny5M5o2bYpx48Zh+fLlvNU+f/4cnTp1QsuWLbF48WIULGidk61W3o9UxLaP1Mj67du3aNDAA1evXrOqvL29PTw9PTFq1Cjzh+2SzMmjVc+kRJtJ65mEBSCeXbuhaPESaNu2Le/5Yps2b8HOXbsxdOhQ+Pj4iE5sp3WwQfW+QopPzDE4jtN+nyApTJkyhXceO126dNyUKVO4hASR+RskcoZIzu8rkdugZb6EHhm/UWhoKFe6dGmLeSiZMmXi5syZw8XGWv5+tO9FolVe0vjx463K+cmcOTM3YsQI7tGjR8IVkszJo1XPbFy/nj17xtWoUcOizLNly8bNmzdPVJ4XqdwbGvL05GJtn8vODlMJms8O4+P9+/dwc3Pj3Q0VAPx8J8HXT8RBqyTO4yK5DJ+i88GIYnzukWMhwKmw1b/Xt2/fMGfOHAT4T8KXr8JTKhUrVsSKFStQpUoVEi0XROnzt9SmWLFiuHv3Lu/9XLlyYdiwYRgwYACyZs1quUKS7zPTM35k6teXL1/g7e2NtWvXWnxUoUKFMH36dHTq1Mnifk+kVmGlBD2zts9lTpBK2KITBCRulNihQ3skJJh/TezT2OF/YbdQtGhR6yqkYR8hwzZE3wdiwv+7R8vhjXJJ1ukYIq4Dun/3Nry7/YjD5+8LlrOzs8OQIUMwefJkRY/fsIWDG63l/v37KFKkiNl7xXIAoxsA3QZOQPq6k62vlAb9MteWlKZnBPSL4zgsWrgA48aOwacv5vcUMqR69eqYPXu28MIUGRg6UPcjvyD81X9HKNminrEDVBlEaNu2Lfb9/TcK5DKfIxEXn4Bx48ZZX6HWSctA8oRPQ8NM0+GNcjFMUHcsZHBDXG5H4aLFcejsXWzatAk5cuTgLZeQkIAFCxagVKlS+Ouvv6S32wyGB4nGGTjjJHKLrD2kVAkOHTpk9vq0H4Gw8UCfH4D0r8+Jq5QG/dKjlJ6RTP6WCgH90ul0GDJ0OO6FR6Bv376wsxPujs+dO4c6deqgXbt2uH37tvS282CYVG3oANm6nlmCOUEpGFIvXvMfW+J/955gxIgRsLMzDa3u3r1bcFMw6kiW8IlEI8a3mk0Mco0zSeNu2BmW6gk5K2N0Oh26dOmCW7duoU+fPoJlnzx5grZt26Jdu3Z48uSJtLYbYWicj4dFw6Okk6zVj3x1G66msQa5+nXw4EGTazqdDn1+ABL7Qxt3ypXSMxpWrRHUrzx58mDFihW4du0afvzxR4vl9+zZg9KlS2PQoEF49Up4B3gxGCZVA0ChHOmp0DOlUXSYEBMTg6ioKKtXkDDIQnKr9MyZM2POnDmI/fYVCxctNrk/cuRInDlzRvwZRVqE741Xl5TqSSY/Qe7KHKV22ya0MiZbtmxYuXIlunfvjv79++PWrVu8Zffs2YMjR45g6tSpGDRoENKkSSPpmYDpihd7Ox2x0Lyc1TRy9Ovr1684duyYyfXKlSshR6PWmq4WJIZSeiZ11ZpSvwEh/SpdujT27duH4OBgjBo1Epcu8W+VEB8fjyVLlmDDhg0YP348Ro0aJXtXd+MVkj3r5CKWB0TrqjVAQiTozp07aNWqFRwdHZEtWzZ4enryJvbNmzdPlbOHGOZR4sWb5Otndn713Llz2LFjh/gKrRnVkQ5/W9rLSCpylxQrtSSZ5BRJQhzqOhzHFb98COjnAQcHB96iHz58wLBhw1CjRg1Rm/8Zo+QeI3LqlqNfoaGhZs8Aa9asuTLTWVpET5TSM6l7/ij1GxCegvTw8MCFRa2xsRtQ0EIu/Pv37+Hj44PGjRvJjgqR2GOOjxSzT9CzZ89Qp04dREZGIkOGDLCzs8O2bduwd+9erFy5Ep6enkq1kyEBJfZmcXFxgY+Pj9k8oPHjx6NNmzaCHaMJ1nT8pCMkSu12K3e3bLUOjJTDd1k4gMPEUjp03jAYA5beQHBwMO9HLl68iKpVq2L48OHw9/dHpkyZRD1S7h4jQitm5NQtR7/MTYUBQLNmzayuQxRCeqZUhESqnim1Izyt+x6Zwe75aXStAnQoDywMAaYesUf0J/7B34kTJ1G5cmXs3r0bVatWlfRMJXduTzH7BA0cOJDT6XTczJkzufj4eC4hIYHbtm0blytXLi5NmjTcypUrk5X38/Pj7OzsRK3tT6losU+QUns9fPr0iStYsKDZvS3mzp0rrjJr9tug4TwyQ0icGaZmvSQxI4uEhARu3bp1XPbs2S3ufVKwYEFu3759qjZZqXOL5JyHVrZsWZPfxsnJyao9lyQhpGcanKsliFLtoe17CmHU1teHxnLDhg3j0qZNK6hfDg4O3B9//KFqU2ndU8jaPleUE1SoUCGuXr16JtcfPXrElSlThkuTJg23bNmypOvMCfoPWjZLJPXCbtiwwawSZs2alXv79q31FVnTwdNmvNRujxbfn08uAm2JjIzkevXqZdXmf506deKePn2q/PfgyBwqLBYhx+vJkydmf5OOHTvKe6iQLgndo22QoVR7LNkamgYbPG25d+8e16lTJ4v65e3trdphulocjmoNihyg+vTpU3Ts2NHkeoECBXDixAk0aNAAAwcOREJCAry9vcVUzVAJUsnSXbp0wbx583Dp0qVk19+9e4epU6di9uzZ/12UexCjWgeiWovaYXUtwvh8U5ACsnBxccGaNWvQo0cP9O/ZCXcfv+GtfseOHTh06BCmT5+OAQMGWFweLActjuwQyhfiWxoveypMaNpYSM8sTcOqnVSt1LSwGkf6iIXvt+Vpa+HChbF9+3acPnUSnp1a49EL83loS5cuxdWrV7Fz507kyZNH0a9Ac9KzNYh6k52cnPD161ez97Jly4Zjx46hQYMGGDx4MBISEog0kEEWUi+snZ0dZs+ejQYNGpjcW7hwIQYNGvRfUrxc4yJkvGhY9aJ07o4WuUJ8jpcVTquHhweu3XqIaUNaInD9ScTGcWbLxcTEYNCgQdiwYQNWrFiBsmXLkmu/AVrkIwg5Xnz5QE2bNpX3UKnOsqVBhtrOgVaDHpoGGxaoWbsu/r1+Dz///DOOHj1qtszp06dRo1JJHD1xFkWKmTnnUSR8uXW0nwtoCVG9RaFChXDuHP/mXYaO0NChQ80fsMnQFKEXVuyW6x4eHmjZsiX27duX7Pq3b9/g4+ODLVu2JF5Q0rgoZaCFnCu1jbQWnYJMxyt9xswI+OM4PEeFoX///ggJCeEte/bsWVSqVAkjR47EpEmTkDFjRklN5nt/lUz45IPP8YqLi8Phw4dNypcpUwb58+eX91CpMrPk2Cqhv3Kjw0pA02DDClxcXHDw4EH4+Phg1qxZZss8ehGNurWq4ciJsyhVqpSspvLNIlCd9GwNYubYJkyYwNnZ2XH3798XLPfmzRuuQoUKnE6ns/mcoPPnz3PNmzfnnJycuIwZM3LVq1fntm3bJroeW8gJkjK3+7///Y9LkyaN2Xnps2fPJhZSMqdFqfwB2vKQzKFkDgPBuuPj47lVq1ZxWbNmtZjL4O7uzh08eFDSc2jNTTDk1KlTZr93165dratAat6PHJTQBRr1S4uFCYR+h61bt3IZM2bk1SsXFxfu33//ldVULXLr5KBITlDHjh1x5MgRHDhwAIMGDeItp48ItWvXDhEREWIeQRXBwcFo2rQp0qdPj59//hlZsmTBrl270LlzZzx+/BgjR47UuomiERoVS5kqK1myJPr27Ytly5aZ3Pv11+EICTmFNEpGMpQavdnCcloSUTCROQlSsLOzQ+/evdGqVSuM6NEYmw5d4y374MEDNGvWDD///DPmzZuH3LlzW/0cW8hNuHDhgtnrmzZtwocPH7Bw4UIUKFBAoAKJeT9yUEJ/adQvvt9Pjp4ptdzfiM6dO6NUqVJo27YtwsPDTe6/fv0aDRo0wIEDB/DDDz9IeoatT3vxopJTZnPExsZyhQsX5hwcHLjLly8nXY+KiuKKFSvGpUuXjnv40PqRJi2RICGkjqRfvHjBZc6c2ewIZOrUqco2WqnRG40jVWNIRMHU/p7xsVzQgh5c4dwZLEaFnJ2dueXLl3Px8fFWVW0LkaAlS5YIfufMmTNz8+fP5+Li4sxXQNtKLql6Zgv6pUfOb67y93zz5g1XvXo13vcrU6ZMXFDQEUkrhGldCs+HIkvkt2zZotqyO605dOgQB4Dz8vIyubd27VoOAOfvb/0LbQtOkJyXfPLkyWaVzt7enjt37pyCreZBrvEhHQJXIqROwsBq1Kl++vSJ8/Hx4ezt7S06Q7Vq1eJu3LhhsU6SRlopg//69Wsuf05Hi9+5SpUq5qcvaHMepLZHqSkm2vRMA/2KiYnh6tWrx/tu2adNx8EjkIrBgpKOlSJOkE6n47Jnz84NHTqUu3LliqwG0s748eM5ANyWLVtM7j1//pwDwDVo0MDq+pRwgmjyzD9+/Mi55XE2q3SFCxfmYmJi1G0QbSPmZIYUHLe6kHwjTcLga9ypXr9+natZs6ZFpyBt2rTcb7/9xn369EmVdhlGldD9BFdoxDliOvYw/B7XoIq7xe9sZ2fHjRgxgnv//v1/H6ZpLxuOo1TPDNqz00PbAYxG+vXx40euWbNm/O+XnT2Huv6a5/YoGb21ts8VtTmHp6cnPn/+jIULF6JSpUqoWrUqli1bhuho+ube5aI/D61o0aIm93Lnzo3MmTPznpkGJB6QGBMTk+wfaQxP5vXdHYHiYy7IOi1eDhkzZsTGbXvMnjJ///59DB06VN0GST1fSCmMT9SOCQfO+gLriks/D43EmUVKne9kJWXKlEFISAiWLVsGp8zpecvFxsZi6tSpKFeuHO+SYJIYn6gdHvmF2OnXru6FceT8faxbtw7Zs2fnLZeQkIC5c+cmHawJgPg5VbKhUs8MeBIM/NlE3nmDcn5zjfQrY8aM2LNnD9q3b2++QEIcEOIP3D+oaW4PDXl8opygTZs24fnz51i8eDEqVaqEf//9F4MGDULevHnRvXt3HD9+XKFmqo/esXNyMv+CODo6Cjp/06dPh5OTU9I/wWRHiShpqKVQq049TJxoPmFw7dq12L59u3qN0bhzT0J/+Gv0ffP3Y8LVO9DSHBR0qnZ2domn0t++i86NygiWvXfvHho1aoQePXogMjJSsTYZHviohwOwLuQlkUGGTqdDjx49cOvWLfTq1Uuw7KNHj9CqVSt07NgRz549k/1sotiCnj0JTpX65eDggG3btqFbt27mC3AJwOnpyPb0H9XapCcunkPAngjcj/ySdE2rZGvR27Q6OjrC29sbFy5cwPXr1zFs2DBkzpwZmzZtQsOGDVGkSBFMmzYNT58+VaK9NsP48eMRHR2d9O/x48fEn8FnqLVcFTNhwgTUrFnT7L1+/frh0SOVHDQKOncA/60sifm+YsPB3LHQlKyO0ZjcefNj66HL2D+3G9xy8keFAGDDhg0oUaIE1qxZA44jF/nUG+eTt6JQv6QTCuVI3o7wyC9EBxn6XbaDg4NRrFgxwbK7du1CiRIlsHjxYsTHxxNrgyzs7BMdn3y1E9/hC9PkRV2kYqxnxqRS/bK3t8e6devQr18/3jJDBg/CqhXLVWzVf7MY4a8SnaBCOdITP7neWmTtVV+6dGnMnTsXT58+xc6dO9G8eXNERERgwoQJcHNzw48//ojdu3eTaquq6CNAfNGemJgY3igRkOiFOzo6JvtHGp9WBeHX3hWFDDoMrbxpfefRYs7/UK3HDLPfNzo6Gt26dVPPgOtHh7ubSJ9ykovxNFjOykANf8CxkEEhDaYRaPhtzHFhGprbbcKNkV8wpgGQJg2/iXr79i1++eUXeHh44Pbt20QerzfOR/8XjeNh0eheK2cy/QKUGWTUr18f165dg6+vL9KlS8db7v379xg8eDBq1aqJq1evEm+HJPQOyOPD2kU1jfXMeLCh9TSdhtjZ2WHZsmX49ddfecsMGToYz58/V61NxrMYhXOmx6S2roKb8yoFkQN77O3t0b59e+zbtw+PHz9GYGAgChcujAMHDuCnn34i8QjV0ecCmcv7efHiBT58+GA2X0hN9Hv+3J5RFf7tXdG4tDMRb1rv0DSZcc3qHCPD/KQFoQlo/EuA2XIhISEIDAyU1T6rocE4m+RM1EmMTPW8negMaTWNQMNvY47vnVkmB2BGa+DfmdVQrVo1wY+cOHEC5cqVg5+fH++xPtZinKNw+m4MetbOZShBxQYZDg4O8PPzw9WrV1GvXj3BsufOnUflypUxZswYfPz4UZH2WA0Ne/4Y61mFIQb65U9Gv8QMHCgbZOh0OsyZMwcTJ040e//L1zj17DKSz2JovecQ8VML3717h1evXiEqKgoAiIaq1URvhIKCgkzu6Q9AtGSo1ELvDAWNLUfEmzZ0aKzNMTLuPGJye6Br165my/r6+goev0IMKcaZtPHiy5kgOV0npc00dFzmMOrMytdqjtOnT2PRokXIkiUL78e+ffsGf39/VK1aVdaI1pxx1kdcSQ0y9PANNkqUKIHg4GCsXr0a2bJl4/18fHw8Zs2ahTJlyvCeR6YKNCRHG+tZtYnkp8PFDBwoHGTodDoEBARgxowZZu8vW7YMT548MbkuZVBsCaV0ShIklqK9f/+eW7FiBVejRg3Ozs6O0+l0XKZMmbiePXtyJ0+eJPEI1YmNjeUKFSokuFnigwcPrK7PFvYJ0iNle3RzSx2joqI4Nzc3s0s0CxUqpPyyeSnLU2nbh8UabPF7Stjk8unTp1yHDh0sLi3v/NNPkpul5rYT1iwPfvXqFde9e3eL3xkAlz17dlEbuIqC1HEdtC3xF4OY7QBo2zrAiJ87dzb7Dnl7e5uUtYVNSM2hyLEZxpw4cQKrV6/Grl278PnzZ3Ach6pVq6J3797w9PQUHLnRjr29PVatWoWmTZuibt26yY7NiIiIwOzZs+Hm5qZ1MxVByvbo5g7Rs0+jw6ZNm1C3bl2TPKDw8HAMGTIEa9euJdNoc9vTS9mSntYIiRBS2sz321ja5p8UfEcRCBz9kDdvXuzcuRN79+7FoEGDeBcbnD1pGr21FjUPW7VmeXCOHDmwfv169OjWFQN6d8H9J29563vz5g3c3Nww4tfhmDV7DuzsCAb6SR3XofaJ9CQRc0SPFoexGmJBj/38/bF9xw4kJCQk+9iqVaswduxYuLr+pwM0LGNXEtHW7enTp1i7di3Wrl2L8PBwcByH7Nmzo2/fvujduzfKlBFe4mpLeHh44NSpU/D19cW2bdsQGxuLsmXLYsaMGejcubPWzVMMKacCm+s84uI5HHmVD64e/RB+ZKnJZ9atW4fmzZuT+S35jKtYA6u18RKCz7BJabMS5ySJQYaz2apVK3h4eGDixImYP3++yf3cWeiZguc72R4QN9ho1KQprt95gqlTp2LGjBmIi+Of8pw7bz7OnjuP5cuXk7PHpAYHtjjI0CNmUGWprNKDDQt6XLx4cXTr1g3r169P9jH9flwrVqxIupZizwz7jqhfvXnz5jhy5Aji4+Oh0+nQqFEj9O7dG23bthVc0WDLVKtWDQcOHNC6GcQRMs6kRsP63CIuV0cgxykg8rpJmf79+6NGjRrJRh6SIGVclTzsVS58ho1km9XqpGQ6m5kzZ0aPHj3MOkH1qtMzEEvSAQBHbkYBQJJuiR1sZMiQAVOmTIGnpyf69euH06dP85Y9ffo0KlasiDFjxmDChAnIkCGDvC9CanBgqR61IpFCkDhU2FJZpQcbVujxxIkTsWnTJpMo/Zo1azBu3DgUKpS4glXKoNiWEPV2HTp0CAULFoSXlxe8vLxQsGDK+jFSE0LGmRRJYVQ7e6D2b7Df3wdxXz8kKxMdHY3u3bsjODgYadKkkf4wUkZayHhpbaD5DBvJ08PVioQRcNz4Nmet13ls0v8LOftqIDSVIHWwUbp0aYSEhGDVqlXo378/b7m4uDhMmzYN27Ztw9KlS9G4cWPRz0qClKNtqR4apsvUaAOpwYaM6HCRIkXQs2dPrF69Otn1uLg4TJ48GWvWrAEg/J5qrV8kEO0ENWrUCDqd+S8ZFxeH69cTR/tlypRB2rRp5beQoQhqzPMmC6NmzoO2g6Zi59xhJuVCQkIwdMhgzJu/QDiiKOSEqBHB0dpAq+GgkP4dSYyqeThx4oTJNTs7O9Su+9+qTTWcfSGUmkqws7NDv3790Lp1a+TJk0ew7P3799GkSRN07doVc+fORc6cOc0XFNIvUo62pXpomC5Tow2kdFlmdHjChAlYv369yfTq+vXr4ePjY3EbGK31iwSinKDChQtjzZo1qF27tsnupvv27UPv3r3x+vVrAEDWrFmxZMkSm90nKKWjxjyvaRi1DjJEXsSGDRtMyi5Zugxnz53Hpk2bUKJECfMVkkrOlIrWBloNR490JEwhxzEhIQEnT540uV6pUqVkG3Wq4ewLjYaVnkrInTs3OI7Djh070K1bN3z79o237KZNm7B//37MmjULv/zyi+lgVmsnH6AjJ0/rwYYYPZMZHXZ3d0fv3r2xfHnyHaMTEhLg7++PjRs3Cn4+JSRNi3KCVq1ahRkzZiA8PPnW5Pfu3cNPP/2EL1++wNXVFZkyZUJYWBi6du2KokWLomLFikQbzbAePgOtxjyvuTDqokWLEBoaavIOAcClS5dQqVIlzJkzBwMGDDA10lo7IWoYRzVG41KR0kkqJLPr16/j3bt3Jtfr16+f7G81nH2h0bBaq806deqEH3/8EQEBAZg9ezbvruzv3r1Dnz59sH79eixbtgwlS5b876bW+gWo4+hbcjK0HmyI0TMCNsnHxwdr1qwxcaA3b96M3377Lfk7YkRKSJoW5QSdOnUKFSpUMEliXbBgAb58+YJBgwZh4cKFAJB0gu2iRYvwxx9/kGsxQxR8BlrNpcCGODo6YtOmTahduxbi4xNM7n/+/BkDBw7E/v378ccffyQP3Ws9SlRjWTkNo3E+pHSSCsmMNx/IaANTPmefZC4DLaPhjBkzIjAwEF26dEH//v1x9uxZ3rInT55E+fLlMX78eIwfPx7p06fXXr8AdXLyLOmY1oMNMXpGwGErWLAg+vbti8WLFye7znEcfH19BQ++tjSYtoWcIVFv0IMHD9CyZUuT6wcPHkS6dOkwbdp/u2K2bdsWderUQUhIiPxWMiRDi4E2pEaNGli7ejV69+mNb7HmR6z79u1D2bJlsWbNGrRo0SLxolr5KnyosaychtE4H1I6SZIyM5DXiT+fmNy2s7ND7drJ28Tn7JPMZaBtNFyuXDmEhoZi+fLlGDf6V8R8NH+USGxsLAICArB161YsW7YMHvUUioCo5bxYC806BojTM0IOm4+PD1atWmVy7MyOHTvQrm1bLFy0CPnz5zf5nKXBtC3kDInaTSsyMhIuLi7Jrr19+xb3799H9erVTTZHrFixYqo/TV5rSJ7RQnL79G49euL8hX9RqlQp3jKvXr3Cjz/+iMGDB+Pz58/kT4YntbU9SaNK8ggCtY4AEYKkzL7LKyHiME5cCDO5XaFCBTg7O1tVFcnBAakjAEjql52dHby9vRF26w46NSwtWPbOnTto0KABev3SB68LDyR71ARAn57RrGOAND2TSd68eeHt7W323p6//kLJkiWT7R1kLTQOwo0R9ZanTZsWb968SXbt33//BQBUqVLFpHymTJlkNI1BApK5P6S9+vLly+PixYsYO3Zs0jSqORYvXoxjx45h8+bNqFChguTnmWBsVP+3TtpoleQ0AsnICempNQqmCTiOw65rwNtPpreN84GEIBm9Ib6vFsiNmvPmL4jtR25g3759GDRoEB494j8HcN26ddi3bx/mzJmDHj168K4CFg1tekazjgGa6dnYsWOxfPnyxAGnER8+fED//v2REBeLAQMHWV0nbVFSc4hygooVK4ajR48muxYUFASdToeaNWualH/27JnF5ZsMZZFjoI3nc0NukffqM2TIgN9//x0tWrRAr1698PLlS7PlwsLCUK1aNUybNg0jRowgcyRAMqMKICY88Z9YY0bSqMo1gIZTD9H3QXXYXwQJCQnYe98F0xYB53n6cTEHGtO4AZySo+aWLVvCw8MDvr6+mD9/Pm/i9Js3b9CrVy+sW7cOy5YtM1kFLAna9EyOjhlP7T0NQUrRsdy5c+P3339H3759ecuMHj0C7Tp0RK5cuayqk0Y9M0bHcdYf8z5t2jRMmDAB/fr1w8CBA3Hnzh307t0bQKLDYxz5KVasGAoVKqTtCceUEBMTAycnJ0RHRydbwkszAXsikkamOgD1SzrheFh00t9+7V2JOVg+rQri3dvX6NOnD/7++2/BzzZo0ADr1q0zO0ctCmOHIcZgxVqBxonTArbGuYD/RqbJ0CWG1kkZf5U2ioyLi8P27dsxffp03Lhxg7ecTqfDmzdvkDVrVsXbRApjHYhP4DB5zyPF9EufkHr58mX0798fFy5cEKzDwcEB48aNQ79+/ZA3b15J7QCQsvQsmX7pgPz1gSfH//tbjo5RwuaNGzBsyAC8jjITbgUwYMAALF1qegwSbVjb54pygj59+oQffvgB169fTwqVchyHuXPnYvjw4cnKXrx4EdWqVcOsWbMwcuRIad8iBWGLTlCTGddw+HtYHgAalnJC3RLORDL9jR0svcHnOA4rVqzAr7/+ajYsq8fZ2Rm+vr7o37+//CMBAFPjZqvGbHeTxNwLPY6FAKfC8h0XOb+PBAfq27dvWL9+PQIDA3H//n2Lj2hcPhuCrryxWI4mjHVgUtuCsLPTKapfeuLj47FkyRL4+Pjgw4cPgnXpdDrUqlUTnTr9hA4dOiBfvnyS2gTA9vXMWL/yNwTy15U/OCAxyCA4UHn9+jXGjBmTtGu0IWnSpMG1a9cE8zlpwNo+V9QvlDFjRoSGhmLevHk4e/YssmfPjk6dOqFVq1YmZS9duoQ2bdqgdevW4lvPoALj+dy6JZyJZfbzhf51Oh369++P+vXro2vXrkk5Z8ZERUXh119/RWBgIMaMGYMBAwYgY8aM0hukxN4gWkRPjPMmSvUk08nISUoVkTfx6dMnrFq1CrNmzcKTJ6YrwMzhlg2YP87T+vZQgrEOnL4bg6Cx5RSp23hqLU2aNBgyZAjatWuHoUOH4s8//+Sti+M4nDoVilOnQjF8+HDUrFkTnTp1QseOHcU7RDSfzWcNxvqVvy4Z/SKRW0QwP8nFxQWrV6/Gl8+fsWXr1mT34uPjMXbsWOzdu1d0vTQumRcVCWJIR+lIkBIvl5IvrKWRKpAYDfDz80NgYCAsvaY5c+bE6NGj4e3tTU9CvhajXqUcLznfxXj0bGYKJDo6GkuWLMG8efMQGRlpVbW5smXGyB/zYECvTshS35/I91TTSFujA2rV/ddff2Hw4MFWO556DB0i2dPTYrHmXSetD0rplxU6okodRjx8+BDFixc3uxP5sWPH4OHhIao+Jd95Y6zuczmGKkRHR3MAuOjoaEXq9//zIafrfoJD9xOcrvsJzv/Ph4o8hxSxcQmc/58PucaBVzn/Px9ysXEJvGVPnDjBFSxYkENiDyz4z8XFhQsMDOTev3+v4rfhYVdjjpuP//7tavzfvfhYjjvrn3jtrH/i31oj1CY57T3rz3Hzdd9/B13i39+JjIzkJkyYwDk5OVklXwBcwYIFuUWLFnGfPn0i+OUTsaRHYt5bS8itS+jzUuqOiYnhhg0bxtnZ2VktC8N/P/zwAzd37lzu0aNHon8LSQi8V6LK0ACJdir0XUeNGmVW3pUqVeLi4+NF1dU48CqH7/qF7ie4xoFXibTRHNb2uSwSpBJKR4KM83cal3YmFlqXAukRdVRUFAYNGoTNmzdbVd7FxQW7du1C3bp1JT9TNkLRExpzI5RqE8/oeefOnejbty+ioqKsqqZYsWIYP348unbtqtjhzJb0SM2RrCWUakvithVjcOxYsOQ6atSokRQhKlhQoRVB1kQ+FIiOyIIvkkRZTpAh7969Q5EiRfD27VuTexs2bEC3bt2srovGSJDyyzsYqkDbfgyk9zxxdnbGpk2b0KNbV/iN6Y+zN4TD9q9fv0aTxg1x/tw5lKtQSfJzZSGU/0DjrrVKtcloSfLXr18xevQIwb2hDClfvjx8fHzQoUMHpEmThkybeLCkRzRt/qZUW6pUqYKjR4/hyZMn2LVrF3bs2IHQ0FBRdZw9exZnz57FyJEjUb169SSHyPjIJavg69yt2TeIhqNADOHL2yGxN5C5Ogg4RlmzZsXEiRPx66+/mtzT66W1i1NoXDLPnKAUAm0vl1IGumnzFmjS7BGOHDkCf39/QeP89VscvHu0RciVh2T2FTKH1ANPLRlnGpKqFegwHjx4gM6dO1tcng0AP/zwA3777Te0aNGC3MZ9kHfqO02DDaXbkj9/fgwbNgzDhg3D06dPsWvXLvjOW4uoh1dgugUDP+fOncO5c+cwatQoVKtWLckhcnNzs64CPsfBmiRr2hKx1R78EEqWHjhwIBYtWmSyUvPx48f4/fffMXbs2KRrQvql1ZmVQrDpMJXQcom8UsmeQvWqEfbkOA7Hjh2Dv7+/4Bl1q1atStrPijhSp5AsOTkpKan6O3///Td69uxpcfqrUaNG8PHxQf369Yk6P3rkvJtC77zaK1+0WGkTsCcCvhv/BR6dACKOQxd53eKiBT6qVq2KTp06oVOnTsIOkZJTWmoPNtTWa4K/3c6dO9GpUyeT646Ojrh37x5y5MgBgJ4pYzYdxkhCqUPshOpVIzKl0+nQsGFDNGzYEMePH8eECRPMRobGjBmDNm3amJx7RwSpIztL4W8lRoyWDL5C2/XHxsbCx8cHs2fPFizXslYxTJi1GtV/qEW8DYbIiVIKjWSV0jM+Z0eLUfV/el0EtYuPQK/K9vj7rz+xY8cOhISEiHKILly4gAsXLmDMmDGoUqVKkkPk7u6evKCSEUoljr0Q0jO1I1NCv51IB7BDhw744YcfcObMmWTXY2JiEBAQkDS9TdOUsTUwJygVoNRLKVSv2ga6fv36CAoKQunSpfHw4cNk996+fYuxY0bjj/7u5Ed8ShloJepVwuBb4PHjx/j5559x+vRp3jIZMmTA0qVL0bNnz2TXpUY6LH1OqWkkpfSMppO4zen14MGDMcB7EMavu4h9f/+JL/eOIeJ/50U5RBcvXkw6R7BKlSrw9PRE586dE/chUtJxUGKwIaRnap8LJvTbibQHOp0Os2fPRq1apoOUZcuWYciQIShWrBhVU8bWwJygVIBSLyVtL3vGjBmxaNEitGzZ0uTe6jVr8UsWoFYhiHMALI2WlDLQStSrcj7CwYMH0a1bN5NDlw0pUaIEduzYgTJlypjck9r5W/qcUlFKW3OuSDJt7yPMOf4ZnGMz6Co1w8iRGeD++QJ27NiBkydPIiEhweq69A7RqFGjUK9ePXh6eqJDh0HIroTzoMRgg6ZFD0JOl4R21qxZEx07dsTOnTuTXY+Li8P4ceOwa/du6vJTLcGcoFSApZdS6oibxpf9xx9/RLt27czugDtgB3BpFJA2jQjDZGm0pNTITqheqXkMKq2UiYuLg5+fH6ZOnSpYrmvXrli2bBkyZ85s9r7Uzt/S55SKUvLpg9zcHdoGG+Yw/s2vvnLArLEDMXDgQLx8+RJ//pk4ZXb8+HGrHSKO43D8+HEcP34cgwYNQtOmTeHp6Yk2bdrwvjOiMTfYkJsnRNuKND4ktnP69On466+/EBsbm+z67j//xIMHD+Du7k5d8rMQzAlKBVgy+lJH3Ep0JiSSPRcsWICgoCB8/Pgx2fUbz4EFJ4BRDUQYJppGdXqkTmspFbUy6DSeO5SH56zzOHHiJG9xBwcHLFy4EH369BFMfJba+WvlNPDpg9zpLJKDDaWSqYV+81y5cmHAgAEYMGAAXr16leQQBQcHW+0QxcXF4Z9//sE///yDDBkyoHXr1vD09ESzZs3g4OAgveHmBhuGyctSpo1J65lSydsS21mkSBEMHDgQCxYsMLm3bt06+Pn5yW+birDVYSpB8wGqNG20GLAnAr67I5L+9ijphKAx5UQb6tmzZ2P06NEm1zOlT4OwbcNQoOUM6wwJjZsa0rYB3Fk/4Jw/zj4E2qwCXgmcx1mkSBHs2LEDFSpUsFitUjlBakObfukdMiBRv+ztdLJ/Jym/eWRkpIFDdAzx8dZPmelxdnZG+/bt4enpCQ8PDzL7SNGmX8lsEBIPRS7VU51tM3h49eoV8uXNgzgjmbm6uiI8PFy5LUlEYG2fq31LGZpTu7gT9OZK63C78dRFcFg0pu19JLqeYcOGmc0z+fglHsPWPrDeeFT1SXR8CjRO/K/W+4wA36NYBhLTOtwetgHvvwAtVwo7QB07dsTFixetcoCA/yIrQWPLYVJbV6s7aKmfUwra9Mtw1BscFo3DN6PguzsCTWZeQ1y8tDGxlN88R44c6NevHw4fPoznT59g+bhW8CiTVdS2CFFRUVi9ejUaN26MfPnyYdiwYTh79qzkZfsA6NOvZNFoADHhwFlfYF3xRAcpIU71JuXMmRMtW5oenB4REYHg4GDV2yMHFglSCZojQbSMnOPiOTSZeQ3BYckdoUI50+P2jKqi2xQaGoratc0bsH379uHHH3+U3FZN0WIjRaF2XAjE+jOf0ZPnRJO0adNi7ty5GDRokCL7/tAO7fpliL+Gx4Doefr0KbZv344tW7ZYtammOdzd3fHzzz/D09MTZcuWFfdhWvRLj3EkKBnaRaf//vtvtGnTxuR6165dsXHjRtXbY4y1fS5zglSCZicIoMNQG4fqDZFqnHv37o3Vq1ebXHdzc8PNmzeRMWNGCS2lBK2NtYFxbrsK+OuGaRFXV1fs2LEDVatWVa9dDLMY65ebiwMevv6arIzWZw4ac+/ePWzduhWbN29GWFiYpDpKly6NLl264Oeff0ahQoWs/6DW+qV//pOTABKAmIjEKJAxGk3XxcbGIn/+/Hj16lWy6+nTp8eLFy/g5KRtAj+bDmOIQp+8efhmFPx2R0iagpKLcaje+J4UZsyYgWzZsplcf/jwocXVS0iIS+zodzfRLOwsiD5B+vHhxP9emKbu87+H6T9+BQ7dNr1dJH82XL58mTlASBxkBOyJQJMZ1xCwJ0LytJMcjPWrSM4M8CiZvKPSYqpO6LcpUqQIJkyYgJs3b+LKlSsYO3as6PPHbt68id9++w2FCxdGjRo1sGDBAjx//tzyB7XWL/3znxwFnhwHSnYDavgn5gQlocF03Xe7mHbvj+jRuIjJ7S9fvmDbtm3qtkkGzAliAKBjLxLD3AlD5ORRuLi4YObMmWbvzZo1C4cPHzZ7D4D2RtASWq9c+547cfAW8CXW9LZnL29kzZpV1iPEOA80OBp80DDIMM5NqlMicdGBf3tXNC7tDP/2rrK3uZAiA2t+G51Oh/LlyyMwMBAPHjxAaGgoBg8ejJw5c4pq37lz5zB8+HDkz58fDRs2xB9//IF3796ZL6y1fhk//9mZxGmvnrcTnSGt8hQN7KJXAfOboJqLvtMKWyLPAEDHXiSGS4FrFnUEB+DM3RjZy4K9vLywevVqk12LY2Nj0aRJE/To0QOzZ89OOvsmCa2NoCXE7POhRGj/u/HdvWspgBcmt9u17yCvfohbXk7TzsrGSBlkkJ6iNrfUnvQ2F1JkIPa30el0qFmzJmrWrIl58+bh2LFj2LJlC3bv3o2YmBir2pmQkIBjx47h2LFj8Pb2RvPmzdGlSxe0b98eadOmTSyk9X4/fM8nvTeZWNtgYBdL5QaqFXXE+bvJf/dz584hLCwMJUuWJNdOhWBOUCpCzunZ1tYjB6U2sbOzs8PSpUtRqVIlxMfHm9xfv349/vnnH8yePRs9e/b8L3lXayNoCTH7fChxZIadPb5VHId9V+eY3HJzc7N6FZgQYjpIGqKZfEgZZJB26tQ4ykaKDOQMwOzt7dGkSRM0adIES5cuxYEDB7B582bs27cPX758saqO2NhY/P333/j7779RwtUFm3b+g0pVqknbR4fkYEOtc8bE2gYju+jVri7Oz9xnUmzNmjW8UXiaYE5QKkLIqIoxkDSPuPkoV64chg8fjjlzTDtsAHjz5g28vLywdu1aLF++HMWLFxc2QmokTZI88FShqNaxY8fMjr7bt29PZCWYmA6ShmgmYH6QIGXDQ5qdOj6kyIDUZpDp06dHu3bt0K5dO8TExOCvv/7Cli1bEBQUZHbwY45bEa9R44eamDJ1GkaNGgU7sQMFkoMNtc4ZE2sbjOziz0UH4tffC5g4nev/WIqpk/2R1iED8SaThDlBqQhSRtUWjTMATJkyBWFn/sb+03d5y5w4cQLlypWDj48Pxo0bBwc+I6TGYaQkn6FQVGv37t1mr7dr145I/WI6SKWOhxEL3yBB7ECBFqdODFIcGr4BmBx5OTo6onv37ujevTtev36NnTt3YvPmzQgJCbH42di4eIwdOxYHDx7E+vXrkT9/fqueCYDeKXShAZVY22DknDkjcdCzeXPyPTJevv2AixuG4oc+K0l+E+IwJygVQcqoCtVDw1J7vjakT58efx+/jmU+7TF+8SG8/2x+dPjt2zf4+flhy5YtWL58OerVq2daSA1jR/IZCoTW4+Pj8ddff5lcz5UrF3744QdRdfHJTEyEUqnjYcRCapBA49l8gLCOk5xyIyUvFxeXpGM7Hj9+jG3btmHLli24dOmS4OeCg4NRrlw5rFixAh07drTuYbROoQsNqAjYhk6dOpk4QQDw7PZ5ae1VEeYEpSJIGVWhemiYKhNqQ5q0Dhg06x+0Hf4Uw4YNw65du3jruX37NurXr49ffvkFs2bNSr7UnqSx4xulkXwGX2hdxrTe6dOnTfYIAYC2bduKPr5AjfdGrQgmqcGGkEOh5WDD1pxJQwoUKIBRo0Zh1KhRuH37NrZu3YqNGzfi3r17Zsu/e/cOnTp1gpeXFxYsWIAsWbIIP4DPodB6zyGhARWBabfPnz+bvZ6jcGVZ9aoBc4JSGGqM0oTqoWGqzJo25MuXDzt37sTevXsxaNAgPH78mLe+1atXY+/evZg7dy66du2amOtCMrLCN0pTIzFSxpQbyakwNd4bktNLpBYZSEXLwQYNzqQUJ9D0M8Xg6+sLHx8f+Pv7Y/r06bwHuq5ZswYnT57Epk2bUL16df6H8DkUakyfC6FwhOrp06fmH9twLNHnKAFzglIYWkdiaMhjENOGVq1awcPDA5MmTcKCBQt4jWBkZCS6d++OdevWYenSpShSpIiwERMz8uMbpamRGClxyo3jOPz5558m152cnODh4SG6GWq8N0LOidhOldQiA6loOdhQS8dJR5z5PpM2bVpMmTIFTZs2Rbdu3fDokfk9nO7fv49atWrBz88P48ePFxft1DpXSOEBFZ8TlDd/osxoSJPggzlBKQytIzFq5TGQHIlnzpw5KcrTr18/wVyBI0eOoEyZMpg4cSJGjx6NdOnSmS8oZuSnZR6BxGdfvnwZERERJtdbtWpl9jexZATVeG+EnBOxnarWeqaWI0JqpZsUSEecLX2mTp06uHr1KgYOHIgtW7aYrSM+Ph4TJ07EwYMHsXHjRri5uVn1XVTTcb7Bl8IDKnNOULZs2ZAhQ+LKMK0H50IwJyiFoXUkRq08BiVG4pUrV8a5c+ewaNEiTJgwAR8/fjRb7uvXr5gwYUJS4nStWrVMC4kZ+am1H4iUZ/MYVbFTYZaMoBrREyHEdqpa6xmfI0J6xE1qpRtppPz+1nzG2dkZmzdvxo8//oiBAwfybr4YGhqK8uXLY8mSJejatavlBqu13YZG025PnjwxuWa4qk7rQYMQzAlKYSgxSiNlWEmOBpRSKnt7ewwfPhwdOnTA4MGD8ffff/OWvXnzJmrXro1+/fohMDAw+RERYkZ+Wu4Aa+nZPEbV3FRYhgwZ0LRpU7PV0GwEAfGdKkk9k6JffE4j6RE3rXKT8vuL+UzXrl1Rs2ZNdO/eHaGhoWbLxMTEoFu3bti9aip+X38A+QoI/M5CekbScdFo2s1cJChfvnxJ/6/1oEEI5gSlMJQYUZMyrCQNKiml4uuAChQogD179mDPnj0YPHgwnj17xlvHihUr8Ndff2H+/Pno3Lkz+cRpsShsVG/fvo3//e9/JkWbNm2KTJkyma1GraRkqYjtVGlcCg6Qd1qU1jOpSPn9xX7G3d0dx48fx/Tp0+Hv78+74eLu42E4XKI4ps2YjX79+vFPkfNB0nFRY9WqcbGEBLP20dAJonW7B4A5QQwrMDasJ29FIWCP6RlEliDZEZJSKqEOSKfToV27dmjYsCF+++03LF68GBzHma3n5cuX8PT0xLp167BkyRK4u7uru/rDEBOjGgKcC5AWbjdjVM1FgYDEDdP4IGkElcgv0HI6zli/Qm5FI2BPhCSHgfSIWw09oxl7e3tMnDgRjRs3Rrdu3XD//n2z5d5/+oohQ4ZgxIgRKFWqFMqXL4/y5cujQoUKKF++PLJnz87/EJKOixqrVo2IjIxEXFycyXVDJ0jr6W4hmBPEsIixYU3gIMmgkewISSmVNSNnR0dHLFy4EN27d0e/fv1w9epV3voOHjyI0qVLo1evXmjRogU8PDx4oyOKYWxUuXjpkSEzRnX3kJomxezt7dGyZUveauTKyzCScD/yC5VTNFIx1q94jpPsMJAecUuVm3HkJ+QWndNq1lKjRg1cvnwZw4YNw5o1a3jLxcbG4urVqyY2Il++fCaOUZEiRRJXmJF0XORMrRtHfp6chDURKnP5QEByJ4hmmBPEsIixYZVq0GgZDRga6LiE/yI7lkbO1apVw8WLFzF//nz4+vri06dPZst9/vwZS5cuxdKlS5EuXTrUqVMHzZs3R7NmzVCqVCkiZ2oJYmxUrTRmZjEyqo8fP8aFCxdMinl4eCTPiSKMYSTBENryC6RgrF8nb0VJdhho0THjyE/9kk7QAUQiVFott86SJQtWr16N5s2bY8CAAXj79q3Vn3369CmePn2K/fv3J13LmDEjypQpY+AY+aJcqXLIouYmioYYR37y1wcMpcYToeJbHq9PjKZ5eTzAnKAUC8kXz9iwBuyJwNH/0ZnkZg2GBloHwKOkE+ztdNblgtjbY9SoUejYsSMGDhyIAwcOCJb/9u0bjh49iqNHj2LUqFEoUKAAmjVrhmbNmqFhw4ZwcjL47UitEjEZDQYAT46BRLh9z549Zq8LTYWRwDBiBwCFcqRH4ZzpZUU7aDHOpvoFHPtftM3qF2AaYbXTAX7tXTWdDiUl706dOqF+/foYOXIkNmzYIPrzej59+oTz58/j/PnkR0sUKlQoWcSoevXqyJ07t+TnWI3xNLouDVDDz2KEinejxO+RINqnQpkTlEJR8sWjOcnNGowNtL2dDkFjy4mqw83NDf/88w927NiBYcOG4cWLF1Z97vHjx1i5ciVWrlwJe3t71KxZM8kpqvD1b+jO+YP48lZC4fbr169j/vz5Jtd1Oh3atGkjo4GWMZ4y6lknl+z3WY6OKOlA0bzC01qM5VW3hDMx+yM1+ZukTcyRIwfWr1+Pnj17wturM+4+fiOpHnOEh4cjPDw8We5drVq10KlTJ3To0EHcga5iMMlNqmOV/bHkBNG6wlAPc4JSKEq+eCRD7lqMxkklj+p0Ovz0009o0qQJfHx8sGzZMt7EaXPExcXh5MmTOHnyJHx8fJDbOR2aFuXQvCTQuDiHbKSWt8pcgp+QkID58+dj/Pjx+Pbtm8n9H8rkR548eZJdIy1XJRwDOTqi5CBDixWetiAvPVL1Vwmb2LBhQ4Tdf4rjy/vj/NlQXH2ZHlefxOHOnTu8u89LITQ0FKGhoRg+fDhq1qyJTp06oWPHjmQdIomDJXNOkIODQ9JZizQvjweYE5Riof3F02NNZ0KbgTbXniVLluCXXj2wOMAbB0L/h5dRps6CJV5EfcO6C8C6C4nTB9VKh6H5jQA0a9YMlStXFn0oKQkeP36MXr164dixY7xl2ldKb3KNtJOghGMgR0doH90aY6m9tiAvPVL1VymbmCatAxoOXouGg/+79unTJ9y4cSMpSVr/7/3797Kfd/r0aZw+fRq//vorfijuhE7NaqDjr0tRwNVdXsUSB0vmEqPz5cuXlPtI+8wBc4JSKCTPSVISazoT2gw0X3uqVKuBNfsuIyEhAVevXsXBgwdx4MABnD59mnePET4SOODsjSc4e8MXvr6+yJ49O9q0aQNfX18ULKiOEdm6dSu8vb0RFRXFWyZnZsCri2k+EG1OAunjH2xlkKHHUntpkpcl+yRVfy3Jm6RdzJgxI6pVq4Zq1aolXeM4Dg8fPsSVK1eSOUYPHjyQ9AwAOHM7GmduH8KIBYVQvXr1pAiRq6s6OTffvn3DzZs3Ta7nd/rP3tGSrM8Hc4JSKCTPSZKLkHGxpjOhyUADlttjZ2eHihUromLFihg/fjyio6Nx9OhRHDhwAAcPHuRdUirEmzdvsHr1ahz+ZxcuXvkfcubOK/+L8BATEwNvb29s3rxZsFx5t8zYNsML2RpNMblHm5NA+vgHNTtUElhqL03yUso+WeqMlbaLOp0O7u7ucHd3T3a8THR0NK5du5bMMbp+/Tq+fPkiqv5z587h3LlzGDVqFKpVq4ZOnTqhZ8+eyJEjB7HvYMz69evx/Plzk+uFnGMVeyZpmBOUClHbqRAyLtaMxmky0FLa4+TkhPbt26N9+/bgOA43b97EwYMHcfDgQZw8eRKxsdYbjMcvo/FLRw/sDbmlyFL7r1+/olmzpjhz5ixvGZ1Oh9GjRyMgIAAODg5my9AWAif9zmvdoZpDyPGy1F6a5KXVoEft5yaXV0H4eNdOkldcXBzu3g7DkdVjsePAGZy6FS0q31C/6izAdwKmz5iJAd6DiE+nx8bGYurUqWbvtW1ej+izlIQ5QakQtZ0KIeNiTaiUtqk9OR2GTqdDmTJlUKZMGYwaNQofPnxAcHBw0tSZNaHxf0LvYPHixRg8eLDFsmIZN26coANUsGBBrF+/HvXqCRs5tQ7StRaa3nmlkON48clLSVnx1a3VoEft5woeAm1vj5Kly6LknP0YMgd49uwZdu/ejR07diAkJMRqh+j9p68YPGQY1m/YhBUrVqB8+fLE2r9hwwY8fPjQ5HrZwrnQ6te1xJ6jNMwJSoWoPeqTa1y0mNqTM6oWQ+bMmdGqVSu0atUKHMfh7t27SdNmx48f5w2Jjxo1CvXq1UPZ0iWJnUD9999/m10Cr6dr165YtGgRnJ2dJdWvRwmZWeqsbe2dl4ISjpeSES2+urWKSqn9XDHyyps3LwYPHozBgwfj+fPnSQ7RyZMnrXKIzp8/j8qVK2PEiBHw9fWVtou9wT5msbl+wNSpG80WmxS4CHb2Is9P0xDmBJnBz88P/v7+vPcfPHgANzc39RpEGLVHfUoaF6VG3FpMZ+h0OhQrVgzFihXDsGHD8PnzZ5w4cQJeXl4m+xB9/foVnp6euLC4HTJcmQq5ews9fvwYXl5eZu85Z0mPZSvXonPnzqLrNYcWnbXayZlaRC+VcLyUjGjx1a1VIq3a0Uup8sqTJw8GDRqEQYMG4cWLF8kcIqFl+fHx8Zg1axZ27NiBJUuWoHnz5uIabLCj9MadhxEeblqkTJkyim+cShrmBAnQs2dPs86O3JEwrcjt+PkMhZJGTakRNw3J2BkyZECzZs2wfv16NGnSxOT+zZs3MSowGoubGbRU7N5CCXGIOzMZnn1+x9u3USa30zvY42TIaZQtX1H8F+DB1jprKSgRvdQi2qVkRIu2XD8hlJAZCXnlzp0bAwcOxMCBA/Hy5Uvs3r0b27dvw/HjJ3g/8/DhQ7Ro0QKdO3fGvHnzTPb44uX7jtJx8cDUw+aLTJo0CXZ2dqK/h5YwJ0iAXr16oX79+lo3QzXkdiRaRE/4DInckRtNBrpx48YYNWoUZs+ebXJvycEnaJofaF0GkHQkxoVp8PMPQOgt87d/X7iEqAMEmJdZSpKXJZTa8ViJwYaSq+BoSsa2hBIyIy2vXLlywdvbG97e3jhy5Ai8vb1x79493vLbtm3DwYMHERgYiH79+ll2Xr7vKL3pXw73X5veLl26NDp06CDzW6gPc4IYScjtSLQYjfMZErkOGUkDTSKUPnXqVBw7dgyXLl0yuffLjoy4Vr0y8pZtJPpIjCP7/8K0I+bvde7cGX369BFVnzWYk1nAnghq5AUomxBM047HllByFRxpJ4DJ7D8aNWqEa9euYerUqZg5cybvCtTo6Gh4e3tj/fr1WLFiBcqUKcNfaVUfxMXFY0rgLACfTW5PnDhRdBSIhq0kmBMkwMmTJ3Hu3DnY2dmhaNGiaNSoETJnzqx1s5JB8iWS25HQNBqXa3xIGmjDjuLwzSgcD4tKdmCrNfJKly4dtmzZgooVK5qcXv8m+hN6bE2HoF8miDJCL1++RLdFd2Aur7JQoUJYsWKF8ifef4cmeQGmMlt36iV61s5FxEjTtuOxHGiahqTxvEQtZZYhQwZMmTIFnp6e6N+/P0JDQ3nLnjlzBhUrVsTo0aMxceJEZMiQwbSQnT22hBfBvRemDlDJkiXRsWNH0W2k4XBV5gQJ4Ovrm+xvZ2dnLFiwAD169NCoRaZM2/sIvrsjAPzXwQaNKSfJUMvtSGgKb9PUYRh2FAAQHJbYUYhV+mLFimHhwoXo3bu3yb2jR49izpw5GD16tFV1JSQkoHv37nj59oPJvbRp02Lbtm1wdHS0qi4S0CQvwFRm4a++wG93hCQH1hildjzWAprkZuyQrQt5iYQEDqfvxsgeINqyzEqXLo2TJ09i9erVGD1iCKLem19xGhcXh+nTp2Pbtm1YunSpSR5iXFwcpkwx3RgVSMwFkrIPEQ1OtI4TswNTKuHPP/9EVFQU6tevjzx58uDFixfYt28fJk2ahKioKOzZswetW7cWrOPr16/4+vVr0t8xMTEoUKAAoqOjiXYuTWZcw+Hvnake//bSd8JNKdAQZtXju/shAvY8MnuvUM70uD2jqtVt4zgOnTt3xo4dO0zu2dvb48yZM6hSpYrFeqZPnw4fH/NTZ/PmzcPw4cOtag8paJIXAPjtfgh/HpkBiR2+H9MzquQWsCciaUBoDJNXIi+fP8WIXs2xOei6xbJdunTBvHnzkDNnTgDAxo0b0b17d5NyJUqUwI0bN0Q5Qfr3Zt2plwh/leiUkZZRTEwMnJycLPa5KdYJGjlyZDInxBLDhg1D0aJFBcscPXoUjRs3RpkyZXDt2jXBsnzL7Ek7QeYUv3FpZwSNLUfsGbaO1obaUocq1ml99+4dypcvj8ePH5vcK1q0KC5dupRs2jY+Ph4RERG4e/cu7t69i9u3b2Pp0qVmzzNr1aoV/vrrL9WmwcyhtbwAYcdVD9OzRLSWl/75J29F4dLDj3j3Kc5sOSav/zh06BC8vb0tbs6aNWtWzJo1Cz179kSZMmVw+/ZtkzKbNm1Cly5dRD3fMAcQAArlSI+edchMN+ux1glKsdNhy5cvx8ePH60u37FjR4tOUMOGDVG4cGFcv34dMTExgj/s+PHjMWLEiKS/9ZEg0vi0KojjYVFJUyxah6RpROt559N3Y5L9nSGtHT7H/refh9gQcNasWbFp0ybUr1/fZF+Qu3fv4ueff0axYsWSnJ7w8HCrjubInz8/1qxZo6kDBGgvLwA4YySzbJnsUb5gJs30TGtHQwit5WX4fD60sIu0yiwunsO5zyXg7rUF+a6sw9m/VyIuzrzj+O7dO/Tp0weBgYFmV5oVL15c0v5hxtPNhXOm1yxKl2KdoA8fTHMdSODi4oJ79+7h06dPgk6Qg4MD77lKJLFPo0PQmHImyiYHMcpLq6IbovW8s3HeRI0iWXA8LFpWHkWdOnXw22+/YfLkySb3/vnnH/zzzz+i6rOzs8PmzZuRPXt20W0hjdbyAkxlNqxpPvi0KkhUz8SgtaMhhNbyMu5QC+VMj8I50uOHoo7QAclyguQg1tbRKjPDduky/Qzv2W1waasfzp7lPy6Hb6n9hAkTJOUC0ZRLlmKdICX4+PEjbt68iUyZMsHFxUXr5iSh5MoYS8pLq6IbIkbhlHDqjJMjx7QogJn7H8vuTCdNmoQjR47gzJkzstoHAAEBAahTp47sekhAg4E0l9BKUs/EvmdaOxpCaC0v4+f3rJ1LERsk1tbRKjPjdt39kgehoaFYvnw5xo0bh5iYGKGPJ1GsWDH8/PPPktpAQ8K4HuYEGfH+/Xs8f/4cxYoVS3b98+fP6Nu3L96/fw8vLy/Y26fcn06M8tKq6IaIUTglnDpznScJI21vb49NmzahQoUKVhsuc7SoWRTjxo2T3R4xkNpJV6lIpNJHN4h9z7R2NAD+31pKh0bT1h7WItbW0SAzc5hrl52dHby9vdG2bVsMGzbM7MILYyZMmCC5H9TqaBRzpNyeXCJv3rxBiRIlULVqVZQsWRK5c+fGy5cvceTIETx58gRly5bFrFmztG6moohRXhoU3ZJBFaNwtuDUGeLu7o5ly5aJTkzMlS0ziuWyx48eVTB89p5kIW01pjhJ7aRrC5FIc4h9z7Q4i8wYvt9aSodGUm5qdahibR0N0Q5z74ZQu/LkyYPt27fjn3/+waBBgxARYX61XZHcGeDp6anKd1Aa5gQZkS1bNgwcOBDnz5/H/v378e7dO2TIkAElS5bE0KFDMXjwYPMbSaUgxCivNWWVNtIkDSoNTp1YPD098ejUaoxfeiTZxocuLi4oWrSoyb8iRYoI5rOp4ViQcjZpdlqF3nux75kSZ5GJheRvTbPc+BDr1Kh9ULU5+N4NS+/Hjz/+iPr168PX1xfz5883WUk6ZVDLFDMbkjK+BUEcHR2xaNEirZuhCiQOPLWmrNJGmqRBpWH0xoeQ8Ry78AB+bjwGdy+fgJNbFRRtMxXO2aTlranRQZFyNoXq0TppX+i9J/meqeVQkBwg0DjYIBlRFkLN6KWcdyNTpkyYPXs2unbtijGjRyP4eDCypLfDuJ710dlnsyLt1QLmBKVibGkESXJULQQNozc+BOVlZw/XtnPh2lb+c9TooEg5AUL1aD1VJvTek5zCUcuhIOm4KXXwsRxsyR5aC4l3o2LFijh85AhiYmKQMWNGkwgQDbZRDswJSsXY0ghSrVG1lOerhVryIvF7qjWqFqpH6ykXW3ROhORG0nFT6uBjOdBgD8U6FJbKk3w3+KbQabCNcmBOUCpGayMtRuHVGlXzoXWHCqgnL6Hf01qZ0WAYtZ5yUWtqlWT0Umu5aalnWttDQPzvb6l8arGNcmBOUApGzVGCECRGfVp3aGo9n9TScaWwVmY0GEa1fi8SuXVKIMWh0VpuWuqZ1vZQ/2wxv7/W8gK0t81yYU5QCoaGUYIQYhRYawfA0vNJzYuTWjquFNbKjAbDSCKiZQ1aR0/4kNJBai03tXKFpK6aUhqxv7/W8gLozO8SA3OCUjA0jBKEEKPASjgAYpTU0vNJdYQpRWZKOa1qOJtioVVmUjpItfKL+FArV4hWmYn9/UnrGc0yUwrmBKVgSI4S1DhOQu3oDo0dIQ0jOyGslZlSUSsanU1a9UyKfpGUG436pYeUzEjbRbG/v5ZHJlmCVkfTGOYEpWBIOhlqHSehJsZKuu7US8nGjJRRJSUzWz1OwhImMguRJjOSjgutekabrGhxNAFyMrOVaIe1GMss5FY0AvZEaK5jSsKcoBSMXCNo2JHej/xiE169GAyVFADCX31B+KsvkowZKaNqixuyqYmJzCK/IDxSvMxIOi5E9exVytEz407wh6KOkjtU0lFjOTJLyXbRWGbxHCfZjmgd6bcW5gQxeDHsSA2h2asXg6GS3n+V2JkC0oyZ1qNuQLnOlKYEx2Qyi0x0WgHx35EGeelRQs9okJlxJ5iQIL1DTenyAuiU2clbUZLtCE0yE4I5QQxeDEOjAFAoR3oUzpmeymkaKRgqacCeiCTDZqtOnlLGWW5UiaTMU5rMADN6ljM9CueQp2dyZEZKXsadYJMZ11JE1EQJuwjQEb01llnAHuDY/6JtXseEYE4Qgxfj0GjPOrlkKyUJRbeFJG0tnD0lOlPjeqV0XkoZd1sJt1vCRM9qy9czOTJTSl62kiNiCSXsIiBdZkrampRgFy3BnKAUBOkXTIlOhkSypC0kaWsxqlOiMzVXr9jOS6lVIqRlppWBVkLP5MhMKXkp8T0tycwWBkx6pMpMSVuTEuyiJZgTlIIg/YIpMadLYjRoC0svrW2j1kuirWmL3HptJQJgSX9oW3Gn1O7iSslLCXtiSWa2MGDSI1VmtmAP9dDYVuYEpSBoe8GU2preFjpVa9tI05JovrbIrddWdpS1pD+0jWKV2l1cSEdtTWY02USlDhW2BXuoh8a2MicoBUHbC6bU1vTmjDRtxtlaZ48mI632tJUWToXQe2JJf2iSFaDNNCNtjqAlmdFkE7XKjaPJNtKYx8ecoBQEbS+YmkbacKUQDR2qtaM6moy02m3RwqkQ6ogs6Y/Q76NFR6PFu6OFzORM+9FkE7XKjaNpsEHjsnnmBKUg1Dow0lrUNNK0dajWQtNUkdodBm2duCUDLfT7aNHRaNHBayEzOdN+fPeV1C++urUa8NiqbVQL5gSlEpR6KZVKzhSLJQOjhNEjYVy0mCqiZZRma5240O+jVEdDItpIEi1kpsRvq6R+8dWtVVSKtsEGbTAnKJWg1EupVHKmWCwZGCWMnpLGRUkjQssoTYvIJW3Lmy1Bi6z0WNJpJeSmxG+rpH7x1a3VVJAWie40TfNbgjlBqQSlXkpaPH5LBkZuO5Va6caHrTpYpFBql2raljdbwhZkZYhUuakdUVZSv2hzAJRIdLfkPNGUi2UJ5gSlEpRaUUWbwvMht51KrXTjQ8lcIVuQmdzOX+0IilJRLVuQlSFS5aZ2RFnJFVW25AAoIS/Ads4NA5gTlGpQakWVrWyrLredao/IlcwVIikzWsPpNEVQ5MhMi12W5SBVbrTolx45MlPCAaBNz2jSL7kwJygVo2Rir1QMjc/hm1FYF/ISPevkkq30cttJy4icNpkZy+t4WBTs7XSyDXVK2qVajsy02GVZDlLlRpO8APo6+Wl7H8F3dwSA//QsaEw5zY4AoU1ecmBOUCqGxhfZ0PgAQHjkF/jujsC6Uy/Rs7Z8Z0gqtIS4aZOZsbyCwxI7C7mGWqldqrWAZplxAOYfeoqQW9GoU0J+hEGq3GiSF0CnzAwJDovGtL2PNDsChDZ5yUHHcRxnuRhDLjExMXByckJ0dDQcHR21bg4AunYS1WM4RWeMDoBfe+XycGwBWmSmb8e6Uy8R/uoLbzn/VC4vgEKZhbxEeKSpzJh+/Qd1MjOjZ4VypsftGVU1t9m0Ym2fy5wglaDRCTJES6U3fPYPRR2hA7Dh9CuznWvj0s4IGltOlXYx+DF2VgvlSA9XF4ekSJAeJq/kaKlnQgMMPUxeydHaGbIkMzbI4MfaPpdNhzEAaLsfifGz/dq74vaMqiajVi3C0lobQVrbZTwNVjhneuwfVRZNZl5L5ghpPY1AG1rqmbHMjKFh2oc2tN6nyVhmGdLa4XNsQrL7aqO17SENc4IYALRNBDT3bPu2uqRdVo0VTk20NoJ8aN0uczkT9ml0CBpTjqi8pBhcmo20lnpmLLP6JZ1gpwMSOCCNTpeUEyQXMb8/zbICtE+QNpZZjSJZcDwsWtNcJa1tD2mYE8QAoG0ioNCzSa6OkWJwtTaCfIhtF+nOhi8xUsnVgtYaXJqNtBg9U0NmSjgcYn5/mmUFaJ8gbSyzMS0KYOb+x8QHhWLeNVptolSYE5SKILkrK0kDrdZKAykGV2sjyIfYdpHubNTaDE2KwaXZSIt511ODzLSWFcmdj5WIapmTmRIyFPOu0WoTpcKcoFQEyV1ZSRpoGo2zHq1Peed7jljHUevORipSDK6WRtrSeyHmXU8NMtO6QyW58zHtUS0hxLxrKWl5PMCcoFQFSaNKq4EW6oSkGFwtTnm35jliHUetOxupSDG4Sh0RYw0k34vUIDMlj6+whtRgE61BzLumxcHHSsKcoFQESaNKq4EW6oRIjmDUMniknkPz6E3IcEqJEip1RIw1kHwvUoPMlDy+whrUsok0OAdqHFJri9Ew5gSlIkgaVaG6tFR4oU6I5LSbWk4gqedY+u5aykwNw0nSOSEdbeSDT2Y0dKhqdXZKDzbUsok0OAdqHFJri9Ew5gSlQPiMJEknQKguLRVeLedErUNIaU4aJ4UahpPke6FWtFHK89VCrc6OhNxIRxr5EKqLBufA1vRMLZgTlALR2khqqfBqOQ0kR+lqjNAsQdP+NUoYTpKRS7WijVKerxZaDzbEyExrewjQ4RzYmp6pBXOCUiBaG0k1lE2NaJcUpBhcreUFaCszNRxXkpFLrTs0LWWlR+vBhhiZ0aBfavxeNMiM1hkCIZgTlALR2kirsaycVoWSYnC1lhegzooqUivdSCNWZlonLKuxoork0nElECMzGvRLjRVVKUlmasKcoBSIWvkqfKixrJxWhZJicEl3qqRkRnpFVUqRmRKdiRiZqbGiilZZ6REjM6WcVrWcF2tJSTJTE+YEpUBIGmlaHReSCqX17tc0HDVhDtJGlZTM1DoCRE1o0zNa9UuPGJkpFQGhTc9odTL00KBn5mBOEEMQWh0Xkgpli7tfC2Ess3WnXkrqgEgbVVr3IklJMgPIyI1W/dJDpcxCtNUzrWcALEGDzMzBnCCGIIYKCgBxCRyazLgmSTFIKqlchTJU8vuvvlAdRhaLsczCX31B+Ksvojsg0iM3OTJLJq/IlCUvgJzMADJyI6pfKVBegBmZRX5BeKR2ekbrDADtMCeIIYihgsYlcDgeFi1ZMWgaCRgquSE0TdNIxVBm918lGmZAfAeU0uUFpDyZAXTITSl50UQymUUmOq2AbeqZsR6cvBVFzHGlRcf4YE5QCoXUi2eooE1mXEsxIzrDUDYAFMqZHoVzpKdqmkYqhjIzTG625Q7IRF450qNwTnnyApjMlEIpecm1ayQ75JQkM2M9qF/SCTqAyPehRcf4YE5QCkWJF4/2xDsxGH+XnrVzyf595ORPKTVaUiIZUYuRnYm86siXFyA/503rpF+t2mgJpeQl164p1SHTmvRrLcZ6kEang197VyLfh/ZVa8wJSqEo8eLRvtRUDEp8FzlOolLGWYlQu6W22oJjoEeuY28LSb/WtNFWVtzJtWtKdcgkZUaD01qnhJPNnbMoFeYEpVCUePG0WGqqlEGQ+l2UOueL9tGSIZbaaguOgR65nbUtyM2aNtrKiju5do32DhmwXhZab+1hbVtoj5IxJyiFQvuLZ4iQkaZtPlmpc75swTjrsdRWmhwDSx2F3M7aFuRmTRtpkhmg3BErauxmLxdrZUHT1h40nH8oFeYEpVDU2KadFEJGmjbjrFR71DgKgRSW2kqTY6C0E63GcSNKtNEYmmQGKHfEihq72VsL33tirSxoso00tUUszAlKhdCk8ICwkRYyCDTMnZPqLNQ4CkEsUg+ppSkKqbRxVuO4EWsQ0gVrHAeaZKZvh5qdqhadOJ9OWysLmhxXmtoiFuYEpUJoUnhA2EgLGQQtHAOtOgvaZCaEFlFIuaNqktiSrPTQFjlWW240vSfWRrtomtqjzYkWA3OCUiE0KbwlhAyCUp2N3FG1EtiSzIRQynGVO6omSUqRlR6lZEZTMq0tvidaTO1JjQ7TTKpwgq5cuYLt27fj33//xaVLl/D69WvUq1cPx48fF/zcpk2bsGDBAty8eRPp0qVDrVq1EBAQgEqVKqnTcIUQUnilRhFKdAxKdTa0JWMD2oz6lPh9leqs5Y6qSZJS9EuPUjKjKZlWi0gYrdsICEGjbZRLqnCC9uzZg+nTpyNdunQoVqwYXr9+bfEzU6dOxYQJE+Dq6ooBAwbg/fv32Lp1K2rWrImjR4+iVq1aKrRcGYQUXs5LrvbIzhaNiFSUGPVZMu607aWkRb1SUEq/9JiTm5KRDKV+Wxr1zBxyZaZ29MQWHWItSRVOUKdOndC6dWuULVsWb968QZ48eQTL3717F35+fihWrBjOnz8PJ6fEl2jgwIGoUaMG+vbtixs3bsDOzk6N5quKnJdc7ZGdpTqljuBo6lAtoZS8AGVkptQqOFvJSSDRifDJTakRuVJRSFvRM7kyUzt6omQk0lZkJoZU4QSVLl1aVPk1a9YgLi4Ov/32W5IDBAAVKlSAp6cn1q5di1OnTqFu3bqkm6o5cl5y2kYJUo2PLe2MbWvyUmoVnBIOG23y0qO23JTKPbGV40HkyowWeQH0yYwGUoUTJBZ9rlCTJk1M7jVt2hRr167FiRMnUqQTJOclp22UoEQythwm/xWBgD2PAACHb0YhPoGDf3s3WXWmJHkBdDnS0/Y+gu/uCACJ8joeFoWgMeU0P06CFrnJlZWSx4McvhmFdSEv0bNOLs2PAKFFXgBdMqNlPy3mBJnh7t27yJw5M3Lnzm1yr2jRoklltEaJl0jOS07bKIEm4wMAG0Nfmfwt1wlKSfIC6JKZcQcRHBaNaXsfaX6cBC1yo0lWQPIOHgDCI7/A77sTq6XMaJEXQJfMaEmyZk6QGaKjo5EzZ06z9xwdHZPKCPH161d8/fo16e+YmBhyDfwOLS+RHtqWSdJkfAAkWh2hv1WGNnkBdMmsdnEnHP6uV3q0nuIF6JEbTbICknfwerSOJgL0yAugS2a0RH1txgkaOXJkMqfCEsOGDUuK2mjB9OnT4e/vr+gzaHmJaIUm4wMA3WvmhP/36TD934zk0CQzn1YFcTwsCsFhiXql9ciZNmiSFfBfB7/u1EuEv/oCgMnMGJpkRktUymacoOXLl+Pjx49Wl+/YsaNkJ8jJyYk30qOP6BgmTJtj/PjxGDFiRLLPFShQQFJ7+KDlJWJYx4Q2rrCz01ExCmNYxj6NDkFjyplMOTPoRN/B+7QqyGRmA9ASlbIZJ+jDhw+qPato0aI4c+YMXrx4YZIXpM8FsuRgOTg4wMHBQbE2AvS8RAzroGkUxrAOJjPbg8nMNqBFTjbjBKlJvXr1cObMGQQFBaFHjx7J7h06dCipjNbQ8hIxGAwGg2GLpLzd/gjg5eUFe3t7TJ06Ndm02JUrV7BlyxaULFkStWvX1rCFDAaDwWAw5JIqIkG3bt1CYGAgAODz589J13r16pVUZu3atUn/X6xYMfj5+WHChAkoX748OnTokHRsBgCsXLkyRe4WzWAwGAxGakLHcRxnuZhtc/z4cXh4eAiWMfczbNq0CfPnz092gOrkyZMlHaAaExOTlHCtX2bPYDAYDAaDPNb2uanCCaIB5gQxGAwGg6EO1va5bE6HwWAwGAxGqoQ5QQwGg8FgMFIlzAliMBgMBoORKmFOEIPBYDAYjFRJqlgiTwP6/HMlDlJlMBgMBoPxH/q+1tLaL+YEqcT79+8BgPj5YQwGg8FgMMzz/v17wbM+2RJ5lUhISMCzZ8+QJUsW6HQ6YvXqD2Z9/PgxW3pvAzB52R5MZrYFk5ftoYTMOI7D+/fvkTdvXsHNjVkkSCXs7OyQP39+xep3dHRkCm9DMHnZHkxmtgWTl+1BWmZCESA9LDGawWAwGAxGqoQ5QQwGg8FgMFIlzAmycRwcHODr6wsHBwetm8KwAiYv24PJzLZg8rI9tJQZS4xmMBgMBoORKmGRIAaDwWAwGKkS5gQxGAwGg8FIlTAniMFgMBgMRqqEOUEMBoPBYDBSJcwJskGuXLkCHx8fNG3aFDly5IBOp0P9+vUtfm7Tpk2oVq0aMmXKhKxZs6Jly5a4dOmS8g1m8OLn5wedTsf77+HDh1o3MdVy4cIFtGjRAs7OzsiUKRNq1KiB7du3a90shhnc3Nx4dcga28hQjo0bN6J///6oUqUKHBwcoNPpsHbtWt7yMTExGDFiBFxdXeHg4AA3NzeMHj0aHz58UKR9bMdoG2TPnj2YPn060qVLh2LFiuH169cWPzN16lRMmDABrq6uGDBgAN6/f4+tW7eiZs2aOHr0KGrVqqVCyxl89OzZE25ubibXnZ2dVW8LAwgODkbTpk2RPn16/Pzzz8iSJQt27dqFzp074/Hjxxg5cqTWTWQY4eTkhOHDh5tcN6dXDPWYMGECIiIi4OLigjx58iAiIoK37MePH1GvXj1cuXIFTZo0gaenJy5fvozZs2fjxIkTOHnyJNKnT0+2gRzD5rhx4wb377//ct++feOeP3/OAeDq1avHW/7OnTucvb09V6xYMS4qKirp+uXLlzkHBweuZMmSXHx8vAotZxjj6+vLAeCCg4O1bgrjO7GxsVzhwoU5BwcH7vLly0nXo6KiuGLFinHp0qXjHj58qF0DGSa4urpyrq6uWjeDYYbDhw8n6cv06dM5ANyaNWvMlp00aRIHgBs7dmyy62PHjuUAcNOmTSPePjYdZoOULl0alSpVQtq0aa0qv2bNGsTFxeG3335LdpZKhQoV4OnpibCwMJw6dUqp5jIYNsWxY8dw//59dOnSBRUqVEi67uTkBB8fH3z79g3r1q3TroEMhg3RqFEjuLq6WizHcRxWrVqFzJkzY+LEicnuTZw4EZkzZ8aqVauIt49Nh6UCjh8/DgBo0qSJyb2mTZti7dq1OHHiBOrWratyyxh6Tp48iXPnzsHOzg5FixZFo0aNkDlzZq2blSqxpC8AcOLECTWbxLCCr1+/Yu3atXj27BkcHR1RtWpVVK9eXetmMazk7t27ePbsGZo2bYpMmTIlu5cpUybUqlULhw4dwuPHj1GgQAFiz2VOUCrg7t27yJw5M3Lnzm1yr2jRokllGNrh6+ub7G9nZ2csWLAAPXr00KhFqRe9Luh1w5DcuXMjc+bMTF8o5MWLF/Dy8kp2rWrVqtiyZQsKFy6sUasY1iKkd/rrhw4dwt27d4k6QWw6LBUQHR2dbBrMEEdHx6QyDPUpX748Vq9ejfDwcHz+/BkPHjzAwoULodPp0KtXL/z9999aNzHVodcFIZ1h+kIXXl5eOHr0KF6+fImPHz/i8uXL6N69Oy5cuICGDRvi/fv3WjeRYQFr9M6wHClYJEgjRo4cia9fv1pdftiwYbweMkNb5MiyXbt2ye65ublh8ODBKFmyJBo3bowJEyagdevWRNvLYKQ0jCOpFSpUwPr16wEAGzZswMqVKzFixAgtmsagHOYEacTy5cvx8eNHq8t37NhRshPk5OTE6z3HxMQklWFIQwlZNmzYEIULF8b169cRExOTNApiKI9eF4R0JmvWrGo2iSGR/v37Y8OGDQgNDWVOEOVYo3eG5UjBpsM04sOHD+A4zup/cjb8Klq0KD58+IAXL16Y3LM0D8uwjFKydHFxAQB8+vRJwdYzjBHKk3vx4gU+fPjA9MVG0OuQmEEKQxss5acq1VcxJygVUK9ePQBAUFCQyb1Dhw4lK8Ogg48fP+LmzZvIlClTkiFnqAPTl5TDuXPnALANE22BokWLIm/evAgNDTVxWj9+/IjQ0FC4u7sTTYoGmBOUKvDy8oK9vT2mTp2aLNR45coVbNmyBSVLlkTt2rU1bGHq5P3797hz547J9c+fP6Nv3754//49fvrpJ9jbs1lrNWnYsCEKFSqEzZs348qVK0nXo6OjMW3aNKRLl46t2qOIW7dumY2W3rp1C2PHjgUAdOnSRe1mMUSi0+nQp08ffPjwAZMnT052b/Lkyfjw4QP69u1L/rkcx3HEa2Uoyq1btxAYGAggscPcvn07cuXKhWbNmiWVMT6bxfDYjA4dOiQdm/Ht2zd2bIZGPHz4EIUKFULVqlVRsmRJ5M6dGy9fvsSRI0fw5MkTlC1bFsHBwciePbvWTU118B2bERERgdmzZ7NjMyjCz88Pc+fORd26deHq6opMmTLhzp072L9/P2JjYzF+/HhMmzZN62amWlatWpW0Ge/169dx6dIl1KpVC0WKFAEA1K5dG3369AGQGPGpVasWrl69iiZNmqBSpUq4dOkSgoKCULVqVZw4cQIZMmQg20Die1AzFCc4OJgDIPjPHBs3buSqVKnCZciQgXNycuJatGjB/fvvvyq3nqEnOjqaGzRoEFe1alUuR44cnL29PZclSxauWrVq3MyZM7lPnz5p3cRUzblz57hmzZpxjo6OXIYMGbhq1apxW7du1bpZDCOOHz/O/fTTT1zRokU5R0dHzt7ensudOzfXpk0b7tChQ1o3L9XTs2dPwb6qZ8+eycpHRUVxw4cP5woUKMClTZuWK1iwIDdy5EguJiZGkfaxSBCDwWAwGIxUCcsJYjAYDAaDkSphThCDwWAwGIxUCXOCGAwGg8FgpEqYE8RgMBgMBiNVwpwgBoPBYDAYqRLmBDEYDAaDwUiVMCeIwWAwGAxGqoQ5QQwGg8FgMFIlzAliMBgMBoORKmFOEIPBYDAYjFQJc4IYDAaDwWCkSpgTxGAwGAwGI1XCnCAGg8FgMBipEuYEMRgMBoPBSJUwJ4jBYDAYDEaqhDlBDAYjRfPx40dMmzYNlSpVQubMmeHg4ID8+fOjTp06GD9+PO7fv4+goCDodDo0bdrUYn1du3aFTqfD5s2bAQCfPn3CnDlz0KVLF5QoUQJ2dnbQ6XR4+PChwt+MwWDIRcdxHKd1IxgMBkMJ3r9/j9q1a+PatWsoUqQIGjZsiOzZs+P169c4f/48rly5gpUrV+KXX36Bu7s7njx5gocPH6JAgQJm64uOjkaePHng4OCA58+fI3369Hj48CHc3d0BAK6urnj//j3evn2LBw8ewM3NTcVvy2AwxGKvdQMYDAZDKebPn49r166hT58+WLFiBXQ6XbL7Dx48wNevX2FnZwcvLy/4+/tj7dq1mDhxotn6Nm/ejM+fP+OXX35B+vTpAQAuLi4ICgpC5cqVkS1bNjRr1gyHDh1S/LsxGAz5sOkwBoORYjlz5gwAYNCgQSYOEAC4u7ujRIkSAAAvLy/odDqsXbsWfAHy1atXAwB69+6ddC1z5sxo3LgxsmXLRrr5DAZDYZgTxGAwUizZs2cHANy5c8diWVdXVzRq1Ajh4eE4fvy4yf0bN27g4sWLqFixIipWrEi6qQwGQwOYE8RgMFIsnTp1AgD0+X979+/SSBCGcfxJmoAmUSvBLYwYO7URKxeEVGkFLQQLIRZBCErY3v9AGxUsVBBBSBWSIqKd6UxhISKCjRaJsLGKv0W44nA5IbniuPN05/sp551ld7uHd2Z25+bkOI4ODg50e3vbcv57h+e94/OrZl0gAN8bG6MB+Nry8rKWlpZ0d3fnjfX39yuZTGphYUEDAwPe+PPzsyzL0sPDg25ubhSNRiVJr6+vsixLjUZD1WpVXV1dLe/3vieIjdHA10cnCICvZbNZVatV5XI5LS4uyrZtXV9fa21tTcPDwyoUCt7cUCikmZkZPT4+am9vzxsvFotyXVcTExO/DUAAvhdCEADfi0Qimpqa0srKisrlslzX1fz8vJ6enpRKpfTy8uLNbbYkxlIY4E+EIADG6ejo0Orqqnp7e1Wv13V6eurVhoaGNDo6quPjY52dnalWq2l/f199fX1KJBL/8akB/G18JwiAkQKBgNrb25vWUqmUKpWKNjc31d3drbe3N+8IPQD/oBMEwLc2NjZUqVSa1vL5vM7Pz9XZ2anBwcEPtenpabW1tWl3d1dbW1sKBoOanZ39hCcG8JnoBAHwrVKppHQ6rXg8rrGxMfX09Oj+/l4nJycql8sKBoNaX19XKBT6cF00GtXk5KR2dnbkuq6SyWTLX2lIkuM4qtfrkuQtrTmOo3A4LOnnEX3btv/RWwL4UxyRB+BbFxcXKhQKOjw81OXlpWq1miTJsizZtq1MJqORkZGm1x4dHWl8fFySlMvlvG8ONROLxXR1ddWyvr29TScJ+IIIQQAAwEjsCQIAAEYiBAEAACMRggAAgJEIQQAAwEiEIAAAYCRCEAAAMBIhCAAAGIkQBAAAjEQIAgAARiIEAQAAIxGCAACAkQhBAADASIQgAABgpB+ixdJYo5yTdgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Check for violations inside design space:\n", "Empty DataFrame\n", "Columns: [SV1, SV2, KPI1, KPI2, SatFlag]\n", "Index: []\n", "Number of regions: 2\n" ] } ], "source": [ "# New constraints\n", "constraints = {'KPI1': [1, 1e20], 'KPI2': [-1e20, 70]}\n", "\n", "# Initialize the design space entity\n", "ds = DSI(data)\n", "# Apply the constraints separating the satisfied and violated points\n", "ds.screen(constraints)\n", "# Finding the design space (alpha shape)\n", "ds.find_DSp(vn, opt = {'printF': True})\n", "# Plot the design space\n", "ds.plot()\n", "plt.show()\n", "\n", "# Check if there are any violated points in the design space\n", "print('Check for violations inside design space:')\n", "print(ds.vindsp)\n", "\n", "# The framework is also able to handle with disjointed spaces\n", "print('Number of regions:', ds.report['no_reg'])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In addition, we can identify acceptable operating regions with respect to any nominal point. Let's assume we have a nominal point of interest at `[-5, 0]`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AOR size: 0.030941978096961975\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The find_AOR function plots the AOR boundary\n", "# therefore if we call ds.find_AOR() after ds.plot()\n", "# the boudary will be drawn over the design space plot.\n", "x = [-5, 0]\n", "ds.plot()\n", "ds.find_AOR(x)\n", "# plt.show()\n", "ax = ds.ax\n", "ax.set_facecolor('white')\n", "plt.savefig('2D.svg', facecolor = 'white', transparent = False)\n", "\n", "# Call ds.all_x[str(x)] to access the details on the AOR\n", "print('AOR size:', ds.all_x[str(x)]['space_size'])\n", "\n", "# When we call ds.send_output() the details of any identified\n", "# AOR will also be outputted in the text file.\n", "ds.send_output('example_2D_2')\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As shown, we can identify acceptable operating regions with respect to any nominal points. This allows for the quantification of acceptable ranges with respect to the nominal point. In other words, we can obtain +- value of the system variable axes where operation is guaranteed to still be inside of the design space." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.9 ('env')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "f97846fb61c50dd60f2e72d1c5999fbf63d4268113ccf00e52371827c98df6d2" } } }, "nbformat": 4, "nbformat_minor": 2 }