diff --git a/examples/biological/SEIRVD_Model_Example.ipynb b/examples/biological/SEIRVD_Model_Example.ipynb new file mode 100644 index 0000000..f25def0 --- /dev/null +++ b/examples/biological/SEIRVD_Model_Example.ipynb @@ -0,0 +1,8112 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "id": "210f6727", + "metadata": {}, + "outputs": [], + "source": [ + "from autoreduce.system.system import System\n", + "from autoreduce.utils.converters import load_ODE_model" + ] + }, + { + "cell_type": "markdown", + "id": "c9d03867", + "metadata": {}, + "source": [ + "# SEIRVD Population Model\n", + "\n", + "The standard SIR model is expanded into an SEIRVD model to represent more stages of disease transmission. The model includes susceptible, exposed, infected, recovered, vaccinated, and deceased populations.\n" + ] + }, + { + "cell_type": "markdown", + "id": "4d793a1b", + "metadata": {}, + "source": [ + "## Model Definition\n", + "\n", + "The six-state variables are:\n", + "\n", + "$$\n", + "S=\\text{Susceptible},\\quad\n", + "E=\\text{Exposed},\\quad\n", + "I=\\text{Infected},\\quad\n", + "R=\\text{Recovered},\\quad\n", + "V=\\text{Vaccinated},\\quad\n", + "D=\\text{Deceased}\n", + "$$\n", + "\n", + "\n", + "The state vector is:\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + "x &=\n", + "\\begin{bmatrix}\n", + "S \\\\\n", + "E \\\\\n", + "I \\\\\n", + "R \\\\\n", + "V \\\\\n", + "D\n", + "\\end{bmatrix}\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "The parameter vector is:\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + "\\Theta &=\n", + "\\begin{bmatrix}\n", + "\\beta \\\\\n", + "\\sigma \\\\\n", + "\\gamma \\\\\n", + "\\nu \\\\\n", + "\\mu \\\\\n", + "N\n", + "\\end{bmatrix}\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "The SEIRVD system is defined by:\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + "\\dot{S} &= -\\frac{\\beta S I}{N} - \\nu S \\\\\n", + "\\dot{E} &= \\frac{\\beta S I}{N} - \\sigma E \\\\\n", + "\\dot{I} &= \\sigma E - \\gamma I - \\mu I \\\\\n", + "\\dot{R} &= \\gamma I \\\\\n", + "\\dot{V} &= \\nu S \\\\\n", + "\\dot{D} &= \\mu I\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "The infected population is initially selected as the model output:\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + "y &= I\n", + "\\end{aligned}\n", + "$$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "b97ff63f", + "metadata": {}, + "outputs": [], + "source": [ + "from autoreduce.system.system import System\n", + "from autoreduce.utils.converters import load_ODE_model #had to use these two lines instead of from autoreduce import *\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# SEIRVD population model\n", + "n = 6\n", + "nouts = 1\n", + "\n", + "# States:\n", + "# x[0] = S, Susceptible\n", + "# x[1] = E, Exposed\n", + "# x[2] = I, Infected\n", + "# x[3] = R, Recovered\n", + "# x[4] = V, Vaccinated\n", + "# x[5] = D, Dead\n", + "\n", + "# Parameters:\n", + "# P[0] = beta infection/transmission rate\n", + "# P[1] = sigma exposed -> infected rate\n", + "# P[2] = gamma recovery rate\n", + "# P[3] = nu vaccination rate\n", + "# P[4] = mu mortality/death rate\n", + "# P[5] = N total population\n", + "\n", + "P = np.zeros(6)\n", + "\n", + "P[0] = 0.35 # beta\n", + "P[1] = 0.20 # sigma\n", + "P[2] = 0.10 # gamma\n", + "P[3] = 0.01 # nu\n", + "P[4] = 0.005 # mu\n", + "P[5] = 1000 # N\n", + "\n", + "params_values = P.copy()\n", + "timepoints_ode = np.linspace(0, 150, 100)\n", + "\n", + "x_init = np.zeros(n)\n", + "x_init[0] = 990 # S\n", + "x_init[1] = 9 # E\n", + "x_init[2] = 1 # I\n", + "x_init[3] = 0 # R\n", + "x_init[4] = 0 # V\n", + "x_init[5] = 0 # D\n", + "\n", + "error_tol = 100\n", + "nstates_tol = 2\n", + "\n", + "x, f, P = load_ODE_model(n, len(params_values))\n", + "params = P\n", + "\n", + "# SEIRVD ODEs\n", + "f[0] = -P[0] * x[0] * x[2] / P[5] - P[3] * x[0]\n", + "\n", + "f[1] = P[0] * x[0] * x[2] / P[5] - P[1] * x[1]\n", + "\n", + "f[2] = P[1] * x[1] - P[2] * x[2] - P[4] * x[2]\n", + "\n", + "f[3] = P[2] * x[2]\n", + "\n", + "f[4] = P[3] * x[0]\n", + "\n", + "f[5] = P[4] * x[2]\n", + "\n", + "# Output: infected population I\n", + "C = np.zeros((nouts, len(x)), dtype=int)\n", + "C[0][2] = 1\n", + "C = C.tolist()\n", + "\n", + "sys = System(\n", + " x,\n", + " f,\n", + " params=params,\n", + " C=C,\n", + " params_values=params_values,\n", + " x_init=x_init\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "id": "e3453b12", + "metadata": {}, + "source": [ + "## AutoReduce Setup\n", + "\n", + "The model contains six state variables, so `n = 6`. The output matrix selects $x_2$, which represents the infected population. AutoReduce uses this output to evaluate the accuracy of each reduced model.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "1af513a3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[x0, x1, x2, x3, x4, x5]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sys.x\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3da68404", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Plotting libraries missing.\n" + ] + } + ], + "source": [ + "try:\n", + " import seaborn as sn\n", + " for j in range(nouts):\n", + " sn.heatmap(out_Ss[:,:,j].T)\n", + " plt.xlabel('Time')\n", + " plt.ylabel('Model parameters')\n", + " plt.title('Normalized Sensitivity of the Infected Population to Model Parameters')\n", + " plt.show()\n", + "except:\n", + " print('Plotting libraries missing.')\n" + ] + }, + { + "cell_type": "markdown", + "id": "deeec00a", + "metadata": {}, + "source": [ + "## Model Reduction\n", + "\n", + "AutoReduce tests different combinations of retained states and generates the possible reduced models. Some combinations may fail when the eliminated variables cannot be solved using time-scale separation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d7ef8477", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\angel\\autoreduce\\autoreduce\\reductions\\timescale.py:1243: UserWarning: Solve time-scale separation failed. Check model consistency.\n", + " warnings.warn(\n", + "C:\\Users\\angel\\autoreduce\\autoreduce\\reductions\\timescale.py:1229: UserWarning: Solve time-scale separation failed. Check model consistency.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Could not find solution for: x3 from P2*x2\n", + "Could not find solution for: x4 from 0\n", + "Could not find solution for: x5 from P4*x2\n", + "Successful solution obtained with states: [x2]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x3 from P2*x2\n", + "Could not find solution for: x4 from P3*x0\n", + "Could not find solution for: x5 from P4*x2\n", + "Successful solution obtained with states: [x0, x2]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x3 from P2*x2\n", + "Could not find solution for: x4 from 0\n", + "Could not find solution for: x5 from P4*x2\n", + "Successful solution obtained with states: [x1, x2]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x4 from 0\n", + "Could not find solution for: x5 from P4*x2\n", + "Successful solution obtained with states: [x2, x3]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x3 from P2*x2\n", + "Could not find solution for: x5 from P4*x2\n", + "Successful solution obtained with states: [x2, x4]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x3 from P2*x2\n", + "Could not find solution for: x4 from 0\n", + "Successful solution obtained with states: [x2, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Successful solution obtained with states: [x0, x1, x2]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x4 from P3*x0\n", + "Could not find solution for: x5 from P4*x2\n", + "Successful solution obtained with states: [x0, x2, x3]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x3 from P2*x2\n", + "Could not find solution for: x5 from P4*x2\n", + "Successful solution obtained with states: [x0, x2, x4]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x3 from P2*x2\n", + "Could not find solution for: x4 from P3*x0\n", + "Successful solution obtained with states: [x0, x2, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x4 from 0\n", + "Could not find solution for: x5 from P4*x2\n", + "Successful solution obtained with states: [x1, x2, x3]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x3 from P2*x2\n", + "Could not find solution for: x5 from P4*x2\n", + "Successful solution obtained with states: [x1, x2, x4]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x3 from P2*x2\n", + "Could not find solution for: x4 from 0\n", + "Successful solution obtained with states: [x1, x2, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x5 from P4*x2\n", + "Successful solution obtained with states: [x2, x3, x4]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x4 from 0\n", + "Successful solution obtained with states: [x2, x3, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x3 from P2*x2\n", + "Successful solution obtained with states: [x2, x4, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Successful solution obtained with states: [x0, x1, x2, x3]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Successful solution obtained with states: [x0, x1, x2, x4]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Successful solution obtained with states: [x0, x1, x2, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x5 from P4*x2\n", + "Successful solution obtained with states: [x0, x2, x3, x4]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x4 from P3*x0\n", + "Successful solution obtained with states: [x0, x2, x3, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x3 from P2*x2\n", + "Successful solution obtained with states: [x0, x2, x4, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x5 from P4*x2\n", + "Successful solution obtained with states: [x1, x2, x3, x4]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x4 from 0\n", + "Successful solution obtained with states: [x1, x2, x3, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Could not find solution for: x3 from P2*x2\n", + "Successful solution obtained with states: [x1, x2, x4, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Successful solution obtained with states: [x2, x3, x4, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Successful solution obtained with states: [x0, x1, x2, x3, x4]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Successful solution obtained with states: [x0, x1, x2, x3, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Successful solution obtained with states: [x0, x1, x2, x4, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Successful solution obtained with states: [x0, x2, x3, x4, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "Successful solution obtained with states: [x1, x2, x3, x4, x5]!\n", + "SSM Progress: |##################################################| 100.0% Complete\n", + "SSM Progress: |##################################################| 100.0% Complete\n" + ] + } + ], + "source": [ + "from autoreduce.utils.reduction import get_reducible, get_ODE\n", + "timepoints_ssm = np.linspace(0,60,10)\n", + "timepoints_ode = np.linspace(0, 100, 100)\n", + "sys_reduce = get_reducible(sys, timepoints_ode, timepoints_ssm)\n", + "#results = sys_reduce.reduce_simple(skip_numerical_computation = True,skip_error_computation = True, skip_robustness_computation = True)\n", + "results = sys_reduce.reduce_simple()\n" + ] + }, + { + "cell_type": "markdown", + "id": "c231f262", + "metadata": {}, + "source": [ + "## Original Model Output\n", + "\n", + "The full SEIRVD system is solved first to provide a reference solution for the infected population.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6849ea9a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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F+C5B8vi9rTGoqODsDtG9YrJDRPh6j3ZWRyyQ9atjzxFR2OQeDeFsaylPK246eVXpcIiMHpMdIhOXdL0Av0Rdk8eTujdQOhy60Ubi6Z4N5Vh8uC0GJWVsEkp0L5jsEJm4Jfsuyvo6XYM90NzXRelw6IbxnYPg6WSDxMxC2ZSViO4ekx0iE5ZdUFr1RjqRszoGRRR0nNpb2yT0sx0XUFRarnRIREaLyQ6RCVt2+BIKSsoR4u2E7o08lA6H/uKxdv6o52qH1NxiLDt0ieNDdJeY7BCZqOKycnx34GLVWh3RsoAMr0noc72D5fGi3XEoKClTOiQio8Rkh8hEbTpxFWm5xfBxscXgVr5Kh0O3MbSNHwLc7ZGeV4LvD3B2h+huMNkhMkGiMu/S/dpZnXGdA2FlwZcCQyV+N6LQoPDVnjjkFpUqHRKR0eErHJEJikjIxNlrObC1MseIG+0JyHA91LoeGtR1QFZBaVWSSkQ1x2SHyARVvmE+HOYHV3trpcOhfyEqW0/r07iqrYfYRUdENcdkh8jEJGYW4I+zyfJ4fBe2hjAWD4T6oImXE3KLyvDNPm3FayKqGSY7RCbmx0OXINotiSKCjb2clA6Hasjc3AzT79eu3VmyLwHX80s4dkQ1xGSHyISIrcurIrRFBDmrY3z6NfdGMx9n5JeU49t9CUqHQ2Q0mOwQmZB1x64gp6gMge72uK+Jp9Lh0B0StZCe76Od3RE1krIKOLtDVBNMdohMREWFBt/tT6jabi5Oi5Dx6dvMC019nJFXXMbZHaIaYrJDZCL2XkhHXFo+HG0s8UhbP6XDoXuZ3blRVfm7/Re5M4uoBpjsEJmIpTdmdUSi42RrpXQ4dA/6NvOW/cxyxezOjd8rEd0ekx0iE3ApIx+7YtLk8ROdud3c2IlTkJVVlUUSm13IujtE/4TJDpEJWH5YuwOrR+O6CPRwUDoc0tHOrMq6O2IrOhHdHpMdIpUrKi3HmqOJ8nhseIDS4ZAOZ3eeuzG7s4SzO0T/iMkOkcptPnlV9lSq52qHntxurioDWnijsZejnN0Ri5WJ6NaY7BCZQMVkYXSnANljidQ1uzO11//P7rAjOtGtMdkhUrGTiVk4lZQNawtzPNqO283VaGCoj+yILhYpLzukXZtFRNUx2SFSsR8Oamd1HmjpA3dHG6XDIT0Qs3XP3qetu/PN3njZEoSIqmOyQ6RSolHk5lNX5fFoLkxWtQdb+aK+mz0y8kuwMkK7GJ2I/h+THSKVEjuwSsoq0KKeM8L8XZUOh/TI0sIcz/RsKI+/2h0nd+AR0f9jskOk0j5Yyw5rT2GN7RQoWwyQug1t4wdfF1uk5hZjbWSS0uEQGRQmO0QqtDs2DYmZhXCxs8LgVr5Kh0O1wNrSHE/fmN1ZtCtOzuoRkRaTHSIVWn5jVkf0wbKztlA6HKolj7bzR10nG1zJKsSG45zdIarEZIdIZa5mFWLHuVR5/HjH+kqHQ7XI1soCT3VvII8/3xmHsnLO7hAJTHaIVGb1kURUaIBODdzQsK6j0uFQLRMJrpuDNS5nFmDLqWscfyImO0TqIj7JrzqiLSw3qiP7YJkie2tLTOgaJI8/33lBLlYnMnWc2SFSEXH6KiWnGO4O1rIrNpkm0RrEycYS51Pz8MfZFKXDIVKcQSc75eXlmD17NoKCgmBnZ4eGDRvirbfegkbz/59UxPGcOXPg4+MjH9OnTx+cP39e0biJlLL8sHZW55F2fnJ3DpkmsQtvbOeAqtmdm18ziUyRQb8avvvuu/jyyy/x2WefITo6Wl5/7733sHDhwqrHiOsLFizAokWLcPjwYTg4OKBfv34oKipSNHai2paYWYA959Pk8eMduDDZ1D3ZJQh2VhaIupKNPefTlQ6HSFEGnewcOHAADz30EAYNGoTAwEA88sgj6Nu3LyIiIuT94tPKJ598gtdee00+rmXLlvjhhx9w9epVbNy4UenwiWrVyojLEB/guzXyQIC7A0ffxIleaCNvJL1idofIlBl0stO5c2ds374dsbGx8vrJkyexb98+DBgwQF5PSEhAcnKyPHVVycXFBR07dsTBgwdv+32Li4uRk5NT7UJkzErLK7DmqLauCmd1qNKk7g1gZWGGiIRMHLmYyYEhk2XQyc7MmTMxYsQIhISEwMrKCmFhYZg2bRpGjRol7xeJjuDl5VXt34nrlffdyvz582VSVHnx9/fX8/8JkX5tO5uC9LxiWVCuT7Pqfw9kurxdbGVhSeGzHZzdIdNl0MnOmjVrsHz5cqxYsQLHjh3D999/jw8++EB+vRezZs1CdnZ21SUxkV2CSR0Vkx9r5w8rC4P+s6Za9nSPhjA307YQiUrK5viTSTLoV8UXX3yxanYnNDQUY8aMwfTp0+XMjODtrd1am5JSfWuluF55363Y2NjA2dm52oXIWF3KyMf+CxkQvT4fa89ZSqpOrN968EZ/NK7dIVNl0MlOQUEBzM2rh2hhYYGKCm0JdLElXSQ1Yl1PJbH+RuzKCg8Pr/V4iZSw6oh2ZrJ7o7rwd7PnL4H+5pn7guXX388m40JqLkeITI5BJzuDBw/GvHnz8Msvv+DixYvYsGEDPvroIzz88MPyfjMzM7mGZ+7cudi0aROioqIwduxY+Pr6YsiQIUqHT1QrC5PX3liYXLnzhuivGns5oW8zL7lb78td8RwgMjmWMGCino4oKvjMM88gNTVVJjFPPfWULCJY6aWXXkJ+fj4mTZqErKwsdO3aFVu3boWtra2isRPVhu3R2oXJHo426N3Uk4NO/zi7I6opbzxxBdP6NOIsIJkUMw1La8pTX2JXlliszPU7ZEzGLYmQC08n92yIl/uHKB0OGbjR3xzGvgvpGBsegP891ELpcIhq7f3boE9jEVHNKiaP4MJkqoFn7mtYtc4rNZdV5sl0MNkhMlJrjybKNRhdgt1ZMZlqJLyBO8Lqu6KkrAJL9l3kqJHJYLJDZITKbqqYPKI9FyZTzYhNHVN6andmLTt0CdkFpRw6MglMdoiMkFink5xTBDcHa/RtzorJVHO9QjwR4u2EvOIy/HCQsztkGpjsEBlp009hWJt6sLG0UDocMiLm5mZyQbuwZH8CCkrKlA6JSO+Y7BAZmeTsIuw4lyqPH+MpLLoLg0J9EOBuj+sFpVgZwXY5pH5MdoiMcGFyhQboEOSGYE9HpcMhI2RpYY6numtndxbviUdxWbnSIRHpFZMdIiNSUaHB6qPaT+Lcbk73YljbevB0spFrvzYev8LBJFVjskNkRA7EZSDpeiGcbC0xMNRH6XDIiIm1XpO6N5DHX+6KQ7mYLiRSKSY7REZk1RHtwuSHw+rB1ooLk+neiH5qrvZWuJhRgF+jrnE4SbWY7BAZicz8EvxxJkUeP8aKyaQDDjaWeKJzoDz+Ylcc2D2I1IrJDpGR2HD8CkrKKxBazwXNfV2UDodUQiQ79tYWiL6Wg10x2vYjRGrDZIfICIhP3KtvnMLirA7pkqu9NUZ3CpDHn+28wNkdUiUmO0RG4NjlLMSm5MHWyhwPtvZVOhxSmf90DYK1hTkiL11HREKm0uEQ6RyTHSIjUDmrMyjUF862VkqHQyrj6WyLR9r5yePPd8UpHQ6RzjHZITJwuUWl2HxSu1NmRAd/pcMhlXq6e0OYmwF7YtMQlZStdDhEOsVkh8jAbTl1DYWl5WhQ1wHtAuooHQ6pVH13ezzYSnuK9ItdF5QOh0inmOwQGbhVR/6/YrKZmZnS4ZCKTe4ZLL9uPZOMC6m5SodDpDNMdogM2LnkHJxMzIKluRmGttGuqSDSlybeTujbzAsajaiqHM+BJtVgskNkwFbfmNW5v5kXPBxtlA6HTMAz92lndzaeuILEzAKlwyHSCSY7RAaqqLRcFhIUHmXFZKolrf1d0TXYQ/bKWryXszukDkx2iAzUH2dTkFVQCh8XW3RvVFfpcMiEPHNfw6r1Yqm5RUqHQ3TPmOwQGag1N05hDW/rBwuxJ5ioloQ3cEdYfVeUlFVgyb6LHHcyekx2iAyQWCux70I6xOar4e1YW4dql9j1N+XGzqxlhy4hu6CUvwIyakx2iAzQmqPaWR2xdsLfzV7pcMgE9QrxRIi3E/KKy/DdAc7ukHFjskNkYMTC0LVHk+Txo5zVIYWYm5tV7cxaeiAB+cVl/F2Q0WKyQ2RgRLn+5JwiuNpboW9zL6XDIRM2KNQHQR4OcqH88sOXlA6H6K4x2SEyMKtuNP0cGuYHG0sLpcMhEyYWxk/uod2ZtXhvgiyHQGSMmOwQGZC03GJsj06Vx4+xtg4ZgCFh9eDrYiufm2tvrCUjMjZMdogMyPpjSSir0MjCbqJ0P5HSrC3N8XRP7ezOot3xKC2vUDokojvGZIfIQGg0Gqy+8cmZszpkSMRCedGu5EpWYVVVbyJjwmSHyEAcvXQd8Wn5sLe2wOBWvkqHQ1TF1soCE7sFyeMvd8XJHYNExoTJDpGBWBWhndUZ3NIXjjaWSodDVM2oTgFwsbNCQno+fo26xtEho8Jkh8gA5BSV4peoq/KYTT/JEIkE/Mku2tmdz3deQAVnd8iIMNkhMgCbTlxFUWkFGnk6ok19V6XDIbqlJzoHyqTnXHIu/oxO4SiR0WCyQ2QAVh/5/4XJoi8RkSFysbfC2PAAebxwxwW5qJ7IGDDZIVLY6SvZiLqSDSsLMwxt46d0OET/aELXINhZWcjn7K7YNI4WGQUmO0QG0vSzb3NvuDlYKx0O0T9yd7TB6E715fHC7ec5u0NGgckOkYJE+f3KuiUjWDGZjMTEbg1kscFjl7NwMC5D6XCI/hWTHSIF/Xb6GnKLylDP1Q5dGnrwd0FGwdPZFiNvJOcLdpxXOhyif1XjYh5Dhw7FnVq0aBE8PT3v+N8RmVptHbEw2dycC5PJeDzVoyFWRFzGofhMHLmYifaBbkqHRHTvMzsbN26EtbU1XFxcanT55ZdfkJeXV9NvT2Ry4tPycDghEyLHeaQtFyaTcfF1tcMjbf2rdmYRGbI7KtO6YMGCGs/U/PTTT3cbE5FJqOyD1aNxXfnGQWRsnunZUC6w3xObhhOJWbKBLZFRz+zs3LkTbm41n6b87bffUK9evbuNi0jVSsoqsC4ySR6P6KDd2UJkbPzd7PFwWL2qnVlERp/s9OjRA5aWNZ8I6tq1K2xsbO42LiJV2x6dgvS8EtR1skGvEK5rI+M15b5geSp2+7lURCVlKx0Oke52Y1lYWCA1NfVvt2dkZMj7iOifrbxRMXl4Wz9YWXBTJBmvIA8HDGmtnd35lLM7ZKDu6lX2diXCi4uL5SJmIrq9xMwC7D2fVrULi8jYTemlnd0R/bJERXAio1+gLIjePd988w0cHR2r7isvL8eePXsQEhKi+yiJVGTt0USIzwtdgt0R4O6gdDhE96xhXUcMbuWLn09cxYLt5/H12HYcVTLeZOfjjz+umtkRNXRuPmUlZnQCAwPl7UR0a2XlFVhz9MbC5PZcmEzqMbVXMDadvIo/zqbg7NUcNPN1VjokortLdhISEuTX++67D+vXr0edOnXu5J8TmbzdsWlIzilCHXsr9G3uZfLjQeoR7OmEB1r6YvPJq1i44zy+HN1W6ZCI7m3NjtiGzkSH6M6tvFExeVgbP9hYcjE/qW92x8xMtEFJxrnkHKXDIbq3ZGfYsGF49913/3b7e++9h+HDh0OXrly5gtGjR8Pd3R12dnYIDQ3F0aNHq+4Xp9TmzJkDHx8feX+fPn1w/jzrPZDhSckpws4Y7S7GER24MJnUp7GXEwa28JHHC7ezqjIZebIjFiIPHDjwb7cPGDBA3qcr169fR5cuXWBlZSWLFJ49exYffvhhtVklkWCJhdNirdDhw4fh4OCAfv36oaioSGdxEOnCT5FJKK/QoH1gHTnlT6RGU3sHy6+/RF1DTHKu0uEQ3fmanUqi59WttpiLpCQnR3dTl2L2yN/fH0uXLq26LSgoqNqszieffILXXnsNDz30kLzthx9+gJeXl+zlNWLEiNtukReXSrqMmehWKio0WHXksjzmwmRSsxBvZwwM9cavUcn4dHssvhjFtTtkpDM74lTS6tWr/3b7qlWr0KxZM+jKpk2b0K5dO3lqTPTkCgsLw+LFi6stmE5OTpanriqJJqQdO3bEwYMHb/t958+fX61pqUioiPRp74V0JGYWwtnWEoNaaqf5idTq+d6N5dodkfCInVlERjmzM3v2bAwdOhRxcXHo1auXvG379u1YuXIl1q5dq7Pg4uPj8eWXX2LGjBl45ZVXcOTIETz33HNyVmncuHEy0RHETM7NxPXK+25l1qxZ8nvePLPDhIf0aeVh7azO0DZ+sLXiwmRStybeThgU6oMtp67J2Z2vxrDuDhlhsjN48GB5mujtt9+W3c3FwuCWLVvizz//lD20dKWiokLO7IifI4iZndOnT8v1OSLZuVuiZxf7dlFtSc0pwrboFHn8eEfW1iHT8HzvRnLdzu9ntFWVW9RzUTokMmF33ZRn0KBB2L9/P/Lz85Geno4dO3boNNERxA6rv54Wa9q0KS5f1n5K9vb2ll9TUrRvJJXE9cr7iJS25miiXJjcLqCO3K1CZAoaeTnhwVa+8viTP7lDlpRl0B0IxU6smJiYarfFxsYiICCgarGySGrEKbSbT0mJXVnh4eG1Hi/RrRYmV9bWGdmBszpkWp7r3aiqZ9appCylwyETdlfJjrm5uWwVcbuLrkyfPh2HDh2Sp7EuXLiAFStW4Ouvv8aUKVOqenRNmzYNc+fOlYuZo6KiMHbsWPj6+mLIkCE6i4Pobu05n4YrWVyYTKbbM6uyIzpnd8jo1uxs2LCh2vXS0lIcP34c33//Pd58801dxYb27dvLnyUWFP/vf/+TMzliq/moUaOqHvPSSy/JU2mTJk1CVlYWunbtiq1bt8LW1lZncRDdrZURXJhMpm1q70b4+eRV7DiXiuOXryOsPtsMUe0z04hiNToiZl7ElvSff/4ZxkSc+hJb0LOzs+HszOZ1pLuKyZ3f2SHX6/wxvTvX65DJ+u/ak7KoZrdGHvhxQkelwyEVqen7t07X7HTq1Kna+hkiU7bmCBcmE1XuzLI0N8Pe8+k4HJ/BQaFap7Nkp7CwULZtqFdPe36WyJSJ2ZxVR7QLk7ndnEydv5s9HmuvLd764R+xsvo9kcGv2RG9qcTi4EriiZubmwt7e3ssW7ZMl/ERGfXCZBc7KwwMZcVkomd7BWNtZBIiLmZiz/l09Ghcl4NChp3sfPzxx9WSHbE7q27durJNw81NOolM1fJDl+TXoW3qsWIykaib5mKHMZ0C8O2+BHz4Rwy6N/Ko9j5CZHDJzhNPPKH7SIhUQszoiJ0nwqiO2ppQRARM7tlQ7lA8lZSNP86moF9zFn8lA0t2Tp06VeNvKlpHEJlyH6wKDRDewB3Bno5Kh0NkMDwcbTC+SyA+3xmHj/6Ixf1NvWAuqg4SGUqy07p1aznlWLmw7J+mH8vLy3UTHZGRKSmrqFqYPLoTZ3WI/mpSt4b44eAlxKTkYvOpq3joRtFBIoPYjZWQkCC7kIuv69evlwX+vvjiC1lMUFzEccOGDbFu3Tq9BkxkyP44m4z0vGLUdbJB3+ZeSodDZHBc7K0wqVuDqqrKZeUVSodEJqDGMzuV/aiE4cOHy23mAwcOrHbqyt/fH7Nnz2arBjJZy24sTB7R3h9WFgbdeo5IMeO7BmHpgYtISM+XxQZHsG8c6dldvRqLHlRiZuevxG1nz57VRVxERudCai4OxWfKxods+kl0e442lphyX3DV7E5RKZc+kAEmO02bNsX8+fNRUlJSdZs4FreJ+4hM0bJD2j5YvUK84Otqp3Q4RAZtdKf6qOdqh+ScInx/4KLS4ZDK3dXW80WLFmHw4MHw8/Or2nkldmuJRcubN2/WdYxEBq+gpAzrjiVVvYgT0T+zsbTA9Psby75ZX+yKk6eyRBFOIoOZ2enQoYNcrDx37lyZ7IjLvHnz5G3iPiJTs+XkNeQWlaG+mz26N2JlWKKaeDisHhp5OiK7sBRf74njoJFhzewIDg4OmDRpkm6jITJCohzDjzcWJos+WKwbQlQzFuZmeLFfE0z6MRJL9l3EuPBAeDrbcvhI5+56u0hcXBymTp2KPn36yMvzzz8vbyMyNScSsxB1JRvWluYY3tZP6XCIjMr9zbzQpr4rCkvLsXDHBaXDIZW6q2Tn999/R7NmzRAREVF1GuvQoUNo3rw5tm3bpvsoiQyYKJAmDG7pC3dHG6XDITIqYq3ny/1D5LFoJXExPV/pkEiF7uo01syZMzF9+nS88847f7v95Zdfxv3336+r+IgMWlpuMX45dU0ejw1nxWSiu9GxgTt6NqmLXTFp+HBbLBaODONAkvIzO9HR0ZgwYcLfbn/yySdZZ4dMyuojl1FSXoFW/q7yQkR356V+IRBdiDafvIpTSVkcRlI+2albty5OnDjxt9vFbZ6enrqIi8jgiTL3yw9ra+uM46wO0T1p5ussd2cJ836JrurDSKTYaayJEyfKnVhiq3nnzp3lbfv378e7776LGTNm6CQwIkP3Z3QKrmUXwd3BGgNDfZQOh8jovdC3CbacuobDCZnYcS4VvZuyvxwpmOyI/ldOTk748MMPMWvWLHmbr68v3njjDTz33HM6Co3IsH1/4EYfrA7+sLWyUDocIqMnKio/2SUIi3bH4Z3fzqFH47qwZI85UuI0VllZGX788Uc8/vjjSEpKQnZ2tryIY7H9XKysJ1K72JRcHIzPkH2wRnXkwmQiXZncsyFc7a1wPjUPayO1VcmJaj3ZsbS0xNNPP42ioiJ5XczwiAuRKfnhoLaXT99m3uyDRaRDomXE1F6N5PFH22JlKxYixdpFHD9+/J5/OJExyikqxfpjV+Qxt5sT6d6YTgGy9Yoo7bB4TwKHmJRZs/PMM8/ghRdekKeu2rZtK1tH3KyyOSiRGv10NAkFJeUI9nREeEN3pcMhUh1RjVy0kZi68ji+2hOHkR394enENhJ098w0d7G/z9z87xNCYq2O+Fbia3l5OYxJTk4OXFxc5NojZ2dnpcMhA1ZeoUGvD3fhUkYB3hrSQn4CJSLdE+8nQ744gJOJWRjR3h/vDOOHaLr79++7mtlJSOC0IpkmsR1WJDrOtpYY1kZbE4SIdE98cH5tUFMMX3QQq48mYmx4oKzFQ1Qra3ZEFhUbG4vTp0/D3t4eAQEBf7sQqdXS/dpEf2SH+rC3vqvPCkRUQ+0D3TAo1Afi/MPcX86y0CDVTrIjKiSHhISgf//+GDx4MIKDg2VTUCJTcC45BwfiMmBhboaxnQOVDofIJMwcECLX8Ii/vT+jU5UOh0wh2RFNPoOCgrBv3z5ERkaid+/eePbZZ/UXHZEBWbpPu928f3NvWfyMiPTP380eE7oGyeO3f41GSVkFh530m+yIBGfhwoUIDw9HWFgYlixZgri4OHlqi0jNMvKKseGEdrv5+C6c1SGqTc/0bAgPR2skpOfjx0PayuVEekt2MjMz4efnV3Xd1dVVbjvPyMi4ox9KZGxWRlyWnyhb+rmgbUAdpcMhMilOtlayb5bw6Z+xuJ5fonRIZGTueIXl2bNnkZycXG17YHR0NHJzc6tuY50dUpPS8oqqT5NiVoctUYhq36Pt/PH9gYs4l5yLT7efxxsPNuevgfSX7Ih1On8tzfPAAw8YdZ0don/ya9Q1pOQUo66TDQaF+nKwiBQgNgbMfqAZRn1zWH74eLxjfTT2Yqsi0kOyw/o6ZGpEAr9kv3ZhsiggKHaFEJEyugR7oF9zL/x+JgVvbDqD5f/pyJlW0m2yc+rUKbRo0eKW1ZNv5cyZM2jSpIlsHEpkrCIvXZcVXEWSIz5JEpGyXhvUDDtj0uRW9K2nkzEg1Ie/EvpXNf6YKnZf3clCZLFj6/LlyzV+PJEh+npPvPwqqiV7ONooHQ6RyRNb0Z/u3kCOw9xfolFYwmUT9O8s72Q6f/bs2bJqck2UlHC1PBm3+LQ8bItOkccTumpfXIlIeZN7BuOnyCRcySqUjUKn9WmsdEiklmSne/fuiImJuaOZHTs7Fl4j4/XtvgRZpr5PU0/Z4ZyIDIOdtQVeHdQMU1Ycw5e74jCsjZ+c8SG652Rn165dNX0okSqKCIpPjsJ/unFWh8jQDAz1RqcGbjgUnykrK385uq3SIZEB49YSolsQW1uLbxQR7BjkxjEiMjCizImotWNuBvx2Ohn7zqcrHRIZMCY7RH9RVFqOHw5qiwhO7NaAW1uJDFSItzPGhmvbt8zZdBrFZVysTLfGZIfoL9YdS0Jmfols9jmghTfHh8iATb+/sdwpGZ+Wj2/2JigdDhkoJjtEN6mo0FS9YD7ZNQiWFvwTITJkLnZWeG1QU3m8YPt5JGYWKB0SGSC+khPd5M/oFNlZ2cnWEo+19+fYEBmBh1r7ysXKYp3dm5vPKB0OGSAmO0Q31ZL6cnecPB7VMQCONqz+TWQsi5XnDmkBS3Mz/Bmdim1ntfWxiCox2SG64XBCJo5f1raGeLKLdtEjERmHYE8nTLxRWVn0zWJlZboZkx2iG77YpZ3VeaStHzydbTkuREZmaq9gubFAVFZeuOO80uGQAWGyQwTg9JVs7IlNkzU7nrrx6ZCIjIu9tSVeH9ysqq9dTHKu0iGRgWCyQwTIkvPCAy19EeDuwDEhMlL3N/OSl7IKDWatPyV3WBIZVbLzzjvvyIVo06ZNq7qtqKgIU6ZMgbu7OxwdHTFs2DCkpHBxGt1Zw89fT1+Tx5N7NuTQERkx8R7xv4eayw0Gxy5nYflhbYFQMm1Gk+wcOXIEX331FVq2bFnt9unTp2Pz5s1Yu3Ytdu/ejatXr2Lo0KGKxUnGR0x3i4afvUI80dTHWelwiOge+bjY4aX+TeTxu1tjcC27kGNq4owi2cnLy8OoUaOwePFi1KlTp+r27OxsfPvtt/joo4/Qq1cvtG3bFkuXLsWBAwdw6NAhRWMm45CcXSQrJgvPcFaHSDVE+Yiw+q7IKy7D6z+z9o6pM4pkR5ymGjRoEPr06VPt9sjISJSWlla7PSQkBPXr18fBgwdv+/2Ki4uRk5NT7UKm6Zu98Sgt16BDoBvaBbLhJ5FaWJibYf7QUFl754+zKdh641Q1mSaDT3ZWrVqFY8eOYf78+X+7Lzk5GdbW1nB1da12u5eXl7zvdsT3cnFxqbr4+7NSrim6nl+CFRGX5fHk+7hWh0iNjUKf7qH9257z8xnkFJUqHRIpxKCTncTERDz//PNYvnw5bG11V/dk1qxZ8hRY5UX8HDI93+yLR0FJOZr5OKNn47pKh0NEevBsr2AEeTggNbcY8389xzE2UQad7IjTVKmpqWjTpg0sLS3lRSxCXrBggTwWMzglJSXIysqq9u/Ebixv79t3q7axsYGzs3O1C5mWrIISfH9Au0vjud6N5A4OIlIfWysLeTpLWBlxGfvOpysdEinAoJOd3r17IyoqCidOnKi6tGvXTi5Wrjy2srLC9u3bq/5NTEwMLl++jPDwcEVjJ8O2ZF+CXLgY4u2Evs28lA6HiPSoUwN3jOkUII9fXndK/u2TaTHoTodOTk5o0aJFtdscHBxkTZ3K2ydMmIAZM2bAzc1NztBMnTpVJjqdOnVSKGoydNkFpVi6/6I8fr53I5iLsslEpGozB4RgZ0wqkq4X4t3fzuGtIdXfW0jdDHpmpyY+/vhjPPDAA7KYYPfu3eXpq/Xr1ysdFhmwpQcSkFtchiZeTujX/PanO4lIPRxsLPHuMG2dth8PXcLBuAylQ6JaZKbRiHJqpk1sPRe7ssRiZa7fUTexG6PrOzuQU1SGzx4Pk+0hiMh0zFofJdfu1Hezx9Zp3WQ/LVL/+7fRz+wQ3Ynv9l+UiU4jT0cMbOHDwSMyMa8MDIGviy0uZxbg/d9jlA6HagmTHTIZuUWl+HZfgjyeyrU6RCbJydYK82+czvruwEWezjIRTHbIZPxw8BKyC0vRsK4DBoVyVofIVPVoXBcjO/jLnnj/XXtSfhAidWOyQyZBJDlf7Y6rqqsjSskTkel6dVAz+LvZ4UpWId7cfFbpcEjPmOyQSVi8J16u1RE7sLgomYgcbSzx0aOtIeqJ/hSZhN/P3L7FEBk/Jjukeul5xViyX7tWZ0bfxpzVISKpfaAbnuqu7Z31yvoo+VpB6sRkh1Tvi51xsgdWKz8XVksmomqm399IVlLPyC/BzHVRYDUWdWKyQ6p2NasQyw5re2C90LcJe2ARUTU2lhb4+LHWsLYwx5/RKVhzlI2h1YjJDqnawh3nUVJWgY5BbujWyEPpcIjIADX1ccYLfRvL4zc2nUVcWp7SIZGOMdkh1bqYno81R5Pk8Yv9OKtDRLc3sVsDdG7ojsLScjy38jiKy8o5XCrCZIdU6+M/Y1FeoUHPJnXRLtBN6XCIyICJhsDidFYdeyucuZqD97eyurKaMNkhVYq+loNNJ6/K4//2baJ0OERkBLycbfH+I63k8Tf7ErArJlXpkEhHmOyQKs3/7ZysjioqJbeo56J0OERkJPo088LY8AB5LKorp+VyO7oaMNkh1dl7Pg17YtNgZWGGl/pzVoeI7swrA5vKAqTpeSUy4amo0HAIjRyTHVIVsUbn7V/PyePRnQIQ4O6gdEhEZGRsrSyw8PEw2FiaY3dsGr7aE690SHSPmOyQqmw4fkWu13GytcRzvRopHQ4RGanGXk5488Hm8viDP2JwOD5D6ZDoHjDZIdUoKi3Hh39od1BMuS8YdRyslQ6JiIzYY+39MTSsnpwxnrryONtJGDEmO6Qa3+5LwLXsItRztcMTnQOVDoeIjJyZmRnmPtwCjTwdkZpbjGmrTsjEh4wPkx1ShYy8Yny5K04e/7dfY3nOnYjoXtlbW+KLUW1gZ2WBfRfSZVV2Mj5MdkgVFmw/j7ziMrSo54yHWtVTOhwiUpFGXk54e2gLefzp9vNyxycZFyY7ZPRiknOx7PBlefzKgKayEioRkS49HOaHkR38Zf0u0U4i6XoBB9iIMNkho6bRaPDm5jPyPHr/5t7oHMxmn0SkH68Pbo7Qei64XlCKp36MlJsiyDgw2SGj9vuZZByIy4C1pTleHdRU6XCISMXEWsBFY9rCzcFa9s+atT5KfuAiw8dkh4yW+FT11pZoefx09wbwd7NXOiQiUjmx2/Ozx8NgYW4m63p9d+Ci0iFRDTDZIaP19Z54XMkqhI+LLZ7u2VDpcIjIRHRu6CFbSghzf4nGIRYcNHhMdsgoiSTni10X5LF40RHbQ4mIasuTXQIxpLWvXC84Zfkx+ZpEhovJDhml+b9Go6i0Ah2C3PBASx+lwyEiEyw4OH9oSzTzcUZGfgkmfHcE+cVlSodFt8Fkh4zOwbgMbDl1DWKH+euDm8kXHSKi2mZnbYHF49rBw9EG55Jz8fyqE+yQbqCY7JBRKS4rx6sbo+Tx4x3ro7mvi9IhEZGJL1j+emxbuSP0z+gUvPv7OaVDoltgskNG5avd8YhPy0ddJxu82C9E6XCIiNCmfh28/0jLqteotUcTOSoGhskOGY2E9Hx8tlO7KHn2A83gYmeldEhERNJDrethaq9gefzKhihEJGRyZAwIkx0yCqJw12sbo1BSVoFujTwwmIuSicjATO/TGANDvVFarsGkH48iLi1P6ZDoBiY7ZBR+PnEV+y9kwMbSHHOHtOCiZCIyOKIv34fDW6OVnwuyCkrxxNIIpOUWKx0WMdkhY5BdUIq5v5yVx2KaOMDdQemQiIhuu0Pr2yfao76bPRIzC/Ekt6QbBM7skMF7Z+s5pOeVINjTEZO6s1IyERk2sRX9+yc7oI69FaKuZOPZFcdQVl6hdFgmjckOGbQDF9KxMuKyPJ43pIXc3klEZOiCPBzkDI849b4zJg2zfz7NpqEK4jsHGSxRjfSldafk8ehO9dGxgbvSIRER3dGW9IUjw2QB1JURifj4z/McPYUw2SGD9e7Wc0i6XiiLds0coG26R0RkTPo298abD7WQxwu2n8eSfQlKh2SSmOyQwbaE+OHgJXn83iMt4WjDRp9EZJzGdArAC/c3lsf/23IW6yKTlA7J5DDZIYNTUCJOX52sagnRJdhD6ZCIiO7Js72C8Z+uQfJYnJ7/40wyR7QWMdkhg/Pe1hi5ZVOcvpo1gC0hiMj4iYbFrw5qiuFt/VBeocGzK47LDRhUO5jskEE5FJ+B7w5clMfvDAuFky1bQhCRehKe+UND0a+5F0rKK/CfH47i6EW2lagNTHbIoIoHzlh9Qh6P7OCPbo3qKh0SEZFOWVqYY8HIMNn2pqCkHOOWRCDy0nWOsp4x2SGD6X31ysYoXM0uQqC7PV4b1EzpkIiI9MLG0gKLx7ZD54buyC8pxxNLInAiMYujrUdMdsggrD92Bb+cugZLczN8OiIMDtx9RUQqZmtlgW/GtUPHIDfkFpdh7LeHEZWUrXRYqsVkhxR3KSMfc34+LY+n398YrfxdlQ6JiEjv7K0tseSJ9mgfWAc5RWUY/e1hnL7ChEcfmOyQokS/mGmrT8ip3A6Bbni6B3tfEZHpELPYS8d3QJv6rsguLMXIxYdw7DLX8Ogakx1S1MIdF3D8chacbC3x0WOtYCHqqhMRmRBRNFU0DhUzPLlFZRjzzWEcjs9QOixVYbJDihE1Jhbu0PaKmfdwKPzq2PO3QUQmSZTZEAlP5aLlcUsjsPd8mtJhqQaTHVJESk4Rnlt1HBUa4NF2fniwlS9/E0Rk0irX8NzXpC6KSisw4buj+PNsitJhqYJBJzvz589H+/bt4eTkBE9PTwwZMgQxMTHVHlNUVIQpU6bA3d0djo6OGDZsGFJS+OQw9HU6U1ccR3peCUK8nfC/G03yiIhMndiltWhM26rCg08vi8SG4+ylpepkZ/fu3TKROXToELZt24bS0lL07dsX+fn5VY+ZPn06Nm/ejLVr18rHX716FUOHDlU0bvpn7/8Rg4iLmfI89Zej28o/biIi+v86PJ893gZDWvuirEKD6atP4pu98Ryee2CmEdXcjERaWpqc4RFJTffu3ZGdnY26detixYoVeOSRR+Rjzp07h6ZNm+LgwYPo1KlTjb5vTk4OXFxc5PdzdnbW8/+Fadt2NgUTfzgqj78c1QYDQn2UDomIyCBVVGgw95doLNmfIK8/1b0BZg4IkW0n6M7evw16ZuevxP+M4ObmJr9GRkbK2Z4+ffpUPSYkJAT169eXyc7tFBcXywG6+UL6l5hZgBfWaNtBjO8SyESHiOgfmJubYfYDTfFyf21D5K/2xOPFn07JpQB0Z4wm2amoqMC0adPQpUsXtGihXeORnJwMa2truLpWL0Ln5eUl7/untUAiE6y8+Pv76z1+U5dXXCZndEThrLD6rpg1oKnSIRERGTwxizO5Z0O890hLWZrjp8gkTPj+KHKLSpUOzagYTbIj1u6cPn0aq1atuufvNWvWLDlLVHlJTEzUSYx0+6lY0eDzXHIu6jrZ4ItRbWBtaTRPPSIixT3azh9fj2kLOysL7I5Nw/BFB3E1q1DpsIyGUbzjPPvss9iyZQt27twJPz+/qtu9vb1RUlKCrKzqDdTEbixx3+3Y2NjIc3s3X0h/Pv4zFn+cTZEJzldj2sLHxY7DTUR0h3o39cLqpzrJD43iw+OQz/ezn5Yakh2xdlokOhs2bMCOHTsQFBRU7f62bdvCysoK27dvr7pNbE2/fPkywsPDFYiY/mrzyauySrIw/+FQtKlfh4NERHSXWvq5YuOULmji5YTU3GI8+tVB/HHm9ss2yAiSHXHqatmyZXK3lai1I9bhiEthoXbqTqy3mTBhAmbMmCFnfcSC5fHjx8tEp6Y7sUh/REO7F386KY8ndW+AYW3/f1aOiIjuTj1XO/w0ORzdGnmgsLQcTy2LxOc7L8gJAjLCree32163dOlSPPHEE1VFBV944QWsXLlS7rLq168fvvjii388jfVX3Hque9eyCzH0iwO4ll0kq4F+M649+14REemQ2JX1xuYzWHbosrw+qKUP3n+kpazEbCpyarj13KCTndrCZEfH41lUikcXHZTnlIM9HbH+mc5wtrXS8U8hIiJhxeHLeH3TaZSWa9DUx1kuZPZ3M41egzlqrLNDhq+4rBxP/RApEx1PJxt8N749Ex0iIj16vGN9rJjYCR6ONoi+loMHP9uH/RfSOeY3YbJDOt1i/t+1p3AwPkO2glg6vj07mRMR1YL2gW7YPLULWvq54HpBKcZ8exgLt5+Xr8vEZId06J2t5+TuK0tzMywa3RbNfV04vkREtUSU9VjzVDgebecHkeN8uC0W4787gsz8EpP/HXBmh3RCNKn7eo+2Ud37w1uiayMPjiwRUS0TjZXfe6SVXKhsa2UuCxA+sGAvjl2+btK/CyY7dM+WHbokm9UJL/VvgofDuMWciEhJw9v5y3o8QR4OuJpdJDeNfLkrzmRPazHZoXsi+rS8tvG0PBb9Wyb3aMgRJSIyACHeztj0bBe5Jb2sQoN3t57D6G8PIzm7CKaGyQ7dtS2nruKlG0UDn+gciJf6NbltbSQiIqp9TrZW+GxkGN4b1lL21ToQl4H+n+7B1tOmVXWZyQ7dlW1nUzBt1Qm5CG5kB3+8PrgZEx0iIgNkZmaGR9v745fnuiK0nguyCkrx9LJIvPzTKZPpns5kh+4q0Zmy/JicFn04rB7mDgllokNEZOAa1HXEusmd8VSPBhCT8KuPJqL/J3tNoiYPkx2641NXk5dFoqS8AgNDveWKfwtznroiIjIG1pbmmDWgKVZO7AR/NztcySrEqG8OY/bG08gvLoNaMdmhGlsXmYTnVh6XMzpDWvtiwYgwWFrwKUREZGw6NXDH1ue7Y0ynAHn9x0OXMOBT9c7y8J2KamT54Ut4Ye1JuUZnRHt/fPhoayY6RERGzMHGEm8NaYFlEzrKTuqXMwvkLM8La07iusoKETLZoX+1eE88Xt1wumrX1dsPh/LUFRGRSnRt5IGt07phXHiAXMuz7lgSen+0GxuOJ0EtvcLZ9Zxdz29LFJ8SxQKX7E+Q18Witpn9Q7gYmYhIpY5dvo5Z66IQk5Irr3cN9sAbDzZHsKcjjLnrOZMdJju3VFRajhlrTuDXKG0thlkDQjCpu1jBz8XIRERqVlJWgcV74/Hp9vPyWPQ7nNA1CFN7N5JNng0Jkx09DJapyCoowaQfIhFxMRNWFmb4YHgrPNS6ntJhERFRLbqUkY//bT6L7edS5XUvZxu8MrApHmzlazAffJns6GGwTMHljAI8+f0RXEjNg5ONJb4a2xadG7KpJxGRqdoenYI3N5+VC5iFNvVd8eqgZmgbUEfp0Jjs6GOw1O5AXDqeWX5MVtf0drbFd0+2l71ViIjItBWVlsvNKl/sikNhabm8TfTcEus4/d3sFYuLMzt6GCy1EqvtRefyNzafRXmFBi39XPD1mHbwdrFVOjQiIjIgKTlF+PCPGKyNFDu1AGsLc4zrHIDJPYPh5mBd6/Ew2dHDYKmRWHz2+qYzWBlxWV4XxQLfGdYStlYWSodGREQGKvpaDt7+NRp7z2uLEIqFy2IR83+6Bcnmo7WFyY4eBkttrmUXYuqK4zh66bqsrfBy/xA8xR1XRERUw7MCu2PT8P7vMThzNUfe5mpvhck9GmJseCDsrPX/oZnJjh4GS032xKZh2uoTyMwvkQuRF4wMw30hnkqHRURERliTbeuZZHl6Ky4tX97m4WiNid0aYHSnAFmpWV+Y7OhhsNRArMn59M9YLNx5QZ5vbe7rjC9GtUGAu4PSoRERkRErK6/AhuNXZH2epOuF8rY69lb4T7cGGBseoJfTW0x29DBYalhYNn31CRyIy5DXR3Wsj9kPNOP6HCIi0pnS8gpsPH5F7txKSNfO9DjbWuKrMe0Q3tBdkfdvwyqFSHqz9XQyZq0/hesFpbC3tsD8oaEsFEhERDpnZWGO4e388XBYPfwSdQ0Ld1xAcnYRmvkoN5nAZEfl8ovL8ObmM1hzNEleF6etPh0RZrB9ToiISB0sLczlh+oHWvrKQrUu9lbKxaLYT6ZaaegmTltdyiiQu62e6t4QM+5vDGtLNrsnIqLaYWFuhibeTlASkx2VVrr8+M9YWe2yQgP4utjio8dao1MD3Z4rJSIiMgZMdlQ4m/Pi2pNV2/9EkcA3H2oBFzvlpg+JiIiUxGRHRbM5H22LxTd7tbM5dZ1sMG9IC/Rt7q10aERERIpisqMC+y+k45UNUXJtjjC0TT3MeaAZXO1rv08JERGRoWGyY8Su55dg3q/R+ClSu9NKdCqfO6QF+jTzUjo0IiIig8Fkx0j7kWw6eRX/23wWGfklcqfVmE4BeLFfk1ptwEZERGQMmOwYmcTMAry68bTsbSU08nTEO8NC0TbATenQiIiIDBKTHSMqv/3N3gR8uj0WRaUVsLYwx7O9gvF0j4asm0NERPQPmOwYgROJWZi57hTOJefK6+EN3DHv4RZoUJdVkImIiP4Nkx0DVlBShg//iMXS/QlyO7mrvRVeHdgUj7T1g5lYqENERET/ismOAW8nn7n+FBIzC6uKA4oO5e6ONkqHRkREZFSY7BiY3KJSvLXlbFXjTtHqYd7QUNzXxFPp0IiIiIwSkx0DcuRipmzcmXS9UG4nHyu2k/cPgaMNf01ERER3i++iBqCkrELusvpyV5xcm+PvZocPh7dGhyBuJyciIrpXTHYUFp+Wh+dXnUDUlWx5XSw+fn1wMxYHJCIi0hEmOwraeS4Vz608jtziMrnTav7DoRgQ6qNkSERERKrDZEehdg+Ldsfjvd/PQaMBOgS6YeHjYfBytlUiHCIiIlVjslPLCkvK8fK6U7K3lfB4x/p4Y3BzVkEmIiLSEyY7tSg9rxjjlx6R63Mszc3wxoPNMbpTQG2GQEREZHKY7NSSjLxijFp8GDEpuXBzsMYXo9qgUwP32vrxREREJovJTi3IzC/BqG+0iY6Xsw1WTQpHkIdDbfxoIiIik2du8iOgZ1kFJRj9zWHZxLOukw1WTOzERIeIiKgWMdnRo+yCUoz+9jDOXsuBh6MNVk7shIbsVE5ERFSrVJPsfP755wgMDIStrS06duyIiIgIxXtcjVlyGKev5MDdwRorJ3ZEsKejojERERGZIlUkO6tXr8aMGTPw+uuv49ixY2jVqhX69euH1NRUxWKysbSAj4utXIwsTl018nJSLBYiIiJTZqYRFe6MnJjJad++PT777DN5vaKiAv7+/pg6dSpmzpz5r/8+JycHLi4uyM7OhrOzs87iKi2vwJXrhQjkYmQiIiKdq+n7t9HP7JSUlCAyMhJ9+vSpus3c3FxeP3jw4C3/TXFxsRygmy/6YGVhzkSHiIhIYUaf7KSnp6O8vBxeXl7VbhfXk5OTb/lv5s+fLzPByouYBSIiIiJ1Mvpk527MmjVLTnlVXhITE5UOiYiIiPTE6IsKenh4wMLCAikpKdVuF9e9vb1v+W9sbGzkhYiIiNTP6Gd2rK2t0bZtW2zfvr3qNrFAWVwPDw9XNDYiIiJSntHP7Ahi2/m4cePQrl07dOjQAZ988gny8/Mxfvx4pUMjIiIihaki2XnssceQlpaGOXPmyEXJrVu3xtatW/+2aJmIiIhMjyrq7NwrfdXZISIiIv0xmTo7RERERP+EyQ4RERGpGpMdIiIiUjUmO0RERKRqTHaIiIhI1ZjsEBERkaqpos7Ovarcfa+v7udERESke5Xv2/9WRYfJDoDc3Fw5GOx+TkREZJzv46Lezu2wqOCNXlpXr16Fk5MTzMzMdJpxigRKdFVnsUL94TjXHo41x1lN+Hw2/nEWMzoi0fH19YW5+e1X5nBmRyxcMjeHn58f9EX8cpns6B/HufZwrDnOasLns3GP8z/N6FTiAmUiIiJSNSY7REREpGpMdvTIxsYGr7/+uvxKHGc14HOa46wmfD6bzjhzgTIRERGpGmd2iIiISNWY7BAREZGqMdkhIiIiVWOyQ0RERKrGZEePPv/8cwQGBsLW1hYdO3ZERESEPn+c6s2fPx/t27eXla49PT0xZMgQxMTEVHtMUVERpkyZAnd3dzg6OmLYsGFISUlRLGZj984778iq4tOmTau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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from autoreduce.utils.reduction import get_reducible, get_ODE\n", + "sys_ode = get_ODE(sys, timepoints_ode)\n", + "sol = sys_ode.solve_system().T\n", + "#try:\n", + "import matplotlib.pyplot as plt\n", + "plt.plot(timepoints_ode, np.transpose(np.array(C)@sol))\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Infected population, I')\n", + "plt.title('Original SEIRVD Model: Infected Population')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "ce5b81fb", + "metadata": {}, + "source": [ + "## Organizing the Reduced Models\n", + "\n", + "The generated reduced models are stored and automatically assigned names so they can be evaluated and plotted individually.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "29f2eb03", + "metadata": {}, + "outputs": [], + "source": [ + "all_reduced_models = list(results.keys())\n", + "reduced_models = all_reduced_models # Backward-compatible alias\n", + "\n", + "#automatically names them\n", + "for i, model in enumerate(reduced_models):\n", + " globals()[f\"reduced_model_{i+1}\"] = model\n" + ] + }, + { + "cell_type": "markdown", + "id": "01af5e30", + "metadata": {}, + "source": [ + "## Comparing the Original and Reduced Models\n", + "\n", + "Each reduced model is compared with the original infected-population output using mean absolute error (MAE). The legend is sorted from lowest to highest error, with green representing a closer match and red representing a larger difference.\n" + ] + }, + { + "cell_type": "markdown", + "id": "cb49d6f6", + "metadata": {}, + "source": [ + "> **Interactive Plotly note:** The next figure is interactive in Visual Studio Code (VS Code) or another Jupyter front end. GitHub does not reliably render interactive Plotly output, so a static Matplotlib equivalent is included immediately afterward.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8e9c03c0", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "line": { + "color": "black", + "dash": "dot", + "width": 4 + }, + "mode": "lines", + "name": "Original full model", + "type": "scatter", + "x": { + "bdata": 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"title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "#EBF0F8", + "linecolor": "#EBF0F8", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#EBF0F8", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "#EBF0F8", + "linecolor": "#EBF0F8", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#EBF0F8", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Original vs. Reduced SEIRVD Models: Infected Population (I)" + }, + "width": 1000, + "xaxis": { + "title": { + "text": "Time" + } + }, + "yaxis": { + "title": { + "text": "Infected Population, I" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from autoreduce.utils.reduction import get_reducible, get_ODE\n", + "import numpy as np\n", + "import plotly.graph_objects as go\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Solve original full model\n", + "sys_ode = get_ODE(sys, timepoints_ode)\n", + "orig_sol = sys_ode.solve_system().T\n", + "\n", + "# Original output: y = Cx\n", + "orig_output = np.ravel(np.array(C) @ orig_sol)\n", + "\n", + "reduced_results = []\n", + "\n", + "for i, model in enumerate(reduced_models):\n", + " try:\n", + " red_ode = get_ODE(model, timepoints_ode)\n", + " red_sol = red_ode.solve_system().T\n", + "\n", + " # reduced output\n", + " red_C = np.array(model.C)\n", + " red_output = np.ravel(red_C @ red_sol)\n", + "\n", + " # compare to original\n", + " mae = np.mean(np.abs(orig_output - red_output))\n", + "\n", + " reduced_results.append({\n", + " \"name\": f\"Reduced model {i+1}: {model.x}\",\n", + " \"model\": model,\n", + " \"output\": red_output,\n", + " \"mae\": mae\n", + " })\n", + "\n", + " except Exception as e:\n", + " print(f\"Reduced model {i+1} failed: {model.x}\")\n", + " print(e)\n", + "\n", + "# Sort best to worst\n", + "reduced_results = sorted(reduced_results, key=lambda d: d[\"mae\"])\n", + "\n", + "# Color by error\n", + "mae_values = [r[\"mae\"] for r in reduced_results]\n", + "\n", + "norm = plt.Normalize(min(mae_values), max(mae_values))\n", + "cmap = plt.colormaps[\"RdYlGn_r\"] # green = closer, red = worse\n", + "\n", + "fig = go.Figure()\n", + "\n", + "# Original model as dotted black reference\n", + "fig.add_trace(\n", + " go.Scatter(\n", + " x=timepoints_ode,\n", + " y=orig_output,\n", + " mode=\"lines\",\n", + " name=\"Original full model\",\n", + " line=dict(color=\"black\", dash=\"dot\", width=4)\n", + " )\n", + ")\n", + "\n", + "# Add reduced models in sorted order\n", + "for r in reduced_results:\n", + " rgba = cmap(norm(r[\"mae\"]))\n", + " color = (\n", + " f\"rgb({int(rgba[0]*255)},\"\n", + " f\"{int(rgba[1]*255)},\"\n", + " f\"{int(rgba[2]*255)})\"\n", + " )\n", + "\n", + " fig.add_trace(\n", + " go.Scatter(\n", + " x=timepoints_ode,\n", + " y=r[\"output\"],\n", + " mode=\"lines\",\n", + " name=f\"{r['name']} | MAE={r['mae']:.3g}\",\n", + " line=dict(color=color, width=2)\n", + " )\n", + " )\n", + "\n", + "fig.update_layout(\n", + " title=\"Original vs. Reduced SEIRVD Models: Infected Population (I)\",\n", + " xaxis_title=\"Time\",\n", + " yaxis_title=\"Infected Population, I\",\n", + " legend_title=\"Reduced models sorted by MAE\",\n", + " template=\"plotly_white\",\n", + " width=1000,\n", + " height=650\n", + ")\n", + "\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "461db1cb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Static Matplotlib equivalent for GitHub\n", + "fig, ax = plt.subplots(figsize=(15, 10))\n", + "\n", + "ax.plot(\n", + " timepoints_ode,\n", + " orig_output,\n", + " linestyle=\":\",\n", + " linewidth=4,\n", + " color=\"black\",\n", + " label=\"Original full model\",\n", + ")\n", + "\n", + "for result in reduced_results:\n", + " ax.plot(\n", + " timepoints_ode,\n", + " result[\"output\"],\n", + " linewidth=2,\n", + " label=f\"{result['name']} | MAE={result['mae']:.3g}\",\n", + " )\n", + "\n", + "ax.set_xlabel(\"Time\")\n", + "ax.set_ylabel(\"Infected Population, I\")\n", + "ax.set_title(\"Original vs. Reduced SEIRVD Models: Infected Population (I)\")\n", + "ax.grid(alpha=0.25)\n", + "\n", + "# Reserve space inside the figure so GitHub does not crop the legend.\n", + "fig.subplots_adjust(right=0.60)\n", + "ax.legend(\n", + " title=\"Reduced models sorted by MAE\",\n", + " loc=\"upper left\",\n", + " bbox_to_anchor=(1.02, 1),\n", + " fontsize=6.5,\n", + " title_fontsize=8,\n", + " labelspacing=0.35,\n", + " borderaxespad=0,\n", + ")\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "79090bd7", + "metadata": {}, + "source": [ + "## Closest Reduced Models\n", + "\n", + "Based on the infected-population comparison, reduced models 7, 19, 10, and 2 produced the closest results. Their retained states and reduced equations are displayed below.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "414be4e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/latex": [ + "$\\displaystyle \\text{Original System: } \\left[ - \\frac{P_{0} x_{0} x_{2}}{P_{5}} - P_{3} x_{0}, \\ \\frac{P_{0} x_{0} x_{2}}{P_{5}} - P_{1} x_{1}, \\ P_{1} x_{1} - P_{2} x_{2} - P_{4} x_{2}, \\ P_{2} x_{2}, \\ P_{3} x_{0}, \\ P_{4} x_{2}\\right]$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reduced Model 7\n", + "States: [x0, x1, x2]\n" + ] + }, + { + "data": { + "text/latex": [ + "$\\displaystyle \\text{Reduced Model 7: } \\left[ \\frac{x_{0} \\left(- P_{0} x_{2} - P_{3} P_{5}\\right)}{P_{5}}, \\ \\frac{P_{0} x_{0} x_{2}}{P_{5}} - P_{1} x_{1}, \\ P_{1} x_{1} - P_{2} x_{2} - P_{4} x_{2}\\right]$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "------------------------------------------------------------\n", + "Reduced Model 19\n", + "States: [x0, x1, x2, x5]\n" + ] + }, + { + "data": { + "text/latex": [ + "$\\displaystyle \\text{Reduced Model 19: } \\left[ \\frac{x_{0} \\left(- P_{0} x_{2} - P_{3} P_{5}\\right)}{P_{5}}, \\ \\frac{P_{0} x_{0} x_{2}}{P_{5}} - P_{1} x_{1}, \\ P_{1} x_{1} - P_{2} x_{2} - P_{4} x_{2}, \\ P_{4} x_{2}\\right]$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "------------------------------------------------------------\n", + "Reduced Model 10\n", + "States: [x0, x2]\n" + ] + }, + { + "data": { + "text/latex": [ + "$\\displaystyle \\text{Reduced Model 10: } \\left[ \\frac{x_{0} \\left(- P_{0} x_{2} - P_{3} P_{5}\\right)}{P_{5}}, \\ \\frac{x_{2} \\left(P_{0} x_{0} - P_{5} \\left(P_{2} + P_{4}\\right)\\right)}{P_{5}}\\right]$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "------------------------------------------------------------\n", + "Reduced Model 2\n", + "States: [x0, x2]\n" + ] + }, + { + "data": { + "text/latex": [ + "$\\displaystyle \\text{Reduced Model 2: } \\left[ \\frac{x_{0} \\left(- P_{0} x_{2} - P_{3} P_{5}\\right)}{P_{5}}, \\ \\frac{x_{2} \\left(P_{0} x_{0} - P_{5} \\left(P_{2} + P_{4}\\right)\\right)}{P_{5}}\\right]$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "------------------------------------------------------------\n" + ] + } + ], + "source": [ + "selected_reduced_models = [\n", + " (\"7\", reduced_model_7),\n", + " (\"19\", reduced_model_19),\n", + " (\"10\", reduced_model_2),\n", + " (\"2\", reduced_model_2)\n", + "]\n", + "\n", + "#automated printing out the title and function of the reduced model\n", + "from IPython.display import display, Math\n", + "from sympy import latex\n", + "\n", + "#OG sys\n", + "display(Math(r\"\\text{Original System: } \" + latex(sys.f)))\n", + "\n", + "#redcced model function, states, & acutal function in LaTeX\n", + "for name, model in selected_reduced_models:\n", + " print(f\"Reduced Model {name}\")\n", + " print(\"States:\", model.x)\n", + " display(Math(r\"\\text{Reduced Model \" + name + r\": } \" + latex(model.f)))\n", + " print(\"-\" * 60)\n" + ] + }, + { + "cell_type": "markdown", + "id": "6b9cb70d", + "metadata": {}, + "source": [ + "## Error and Robustness\n", + "\n", + "The following calculations combine approximation error and parameter sensitivity to evaluate the overall quality of a reduced model.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "c923623f", + "metadata": {}, + "outputs": [], + "source": [ + "err = results[list(results.keys())[0]][0]\n", + "Se = results[list(results.keys())[0]][1]\n", + "weighted_se = 0\n", + "for p, Se_i in zip(params_values, Se):\n", + " weighted_se += p*Se_i\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e47c22d5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.float64(11848.939988960043)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d_R = weighted_se/err\n", + "d_R\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a565caaf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.float64(650.1073129304234)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "w1 = 1\n", + "w2 = 1e-3\n", + "r = w1*err + w2*d_R\n", + "r\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "53de155b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "427cbbc5", + "metadata": {}, + "source": [ + "## Comparing Additional State Variables\n", + "\n", + "The reduced models were originally evaluated using the infected population. However, the other SEIRVD variables can also be compared without running AutoReduce again.\n", + "\n", + "For each variable, only reduced models that retained that state are included. Their solutions are compared with the corresponding full-model solution and ranked using MAE.\n" + ] + }, + { + "cell_type": "markdown", + "id": "2d6f2dd4", + "metadata": {}, + "source": [ + "> **Interactive Plotly note:** The following cells create interactive Plotly figures in Visual Studio Code (VS Code) or another Jupyter front end. GitHub does not reliably render interactive Plotly output. Static Matplotlib equivalents are included for GitHub viewing.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "db1b61db", + "metadata": {}, + "outputs": [], + "source": [ + "# The code below automates switching among state variables.\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import plotly.graph_objects as go\n", + "from autoreduce.utils.reduction import get_reducible, get_ODE\n", + "\n", + "# Names and axis labels for the six original SEIRVD states\n", + "state_information = {\n", + " 0: (\"S\", \"Susceptible population\"),\n", + " 1: (\"E\", \"Exposed population\"),\n", + " 2: (\"I\", \"Infected population\"),\n", + " 3: (\"R\", \"Recovered population\"),\n", + " 4: (\"V\", \"Vaccinated population\"),\n", + " 5: (\"D\", \"Deceased population\"),\n", + "}\n", + "\n", + "# Solve the original model once for use as the reference in every graph.\n", + "full_ode = get_ODE(sys, timepoints_ode)\n", + "full_solution = np.asarray(full_ode.solve_system().T, dtype=float)\n", + "\n", + "\n", + "def plot_reduced_models_for_state(state_index):\n", + " \"\"\"Plot one full-model state and every reduced model that retained it.\"\"\"\n", + " state_symbol = x[state_index]\n", + " short_name, population_name = state_information[state_index]\n", + " original_output = np.ravel(full_solution[state_index, :])\n", + " compatible_results = []\n", + "\n", + " for model_number, model in enumerate(all_reduced_models, start=1):\n", + " # Locate this original state within the reduced model's state list.\n", + " matching_columns = [\n", + " column\n", + " for column, reduced_state in enumerate(model.x)\n", + " if str(reduced_state) == str(state_symbol)\n", + " ]\n", + "\n", + " # Skip models in which AutoReduce eliminated the selected state.\n", + " if not matching_columns:\n", + " continue\n", + "\n", + " try:\n", + " reduced_ode = get_ODE(model, timepoints_ode)\n", + " reduced_solution = np.asarray(\n", + " reduced_ode.solve_system().T,\n", + " dtype=float,\n", + " )\n", + "\n", + " state_column = matching_columns[0]\n", + " reduced_output = np.ravel(reduced_solution[state_column, :])\n", + "\n", + " if len(reduced_output) != len(original_output):\n", + " raise ValueError(\n", + " \"Original and reduced solutions have different lengths.\"\n", + " )\n", + "\n", + " mae = np.mean(np.abs(original_output - reduced_output))\n", + "\n", + " compatible_results.append({\n", + " \"model_number\": model_number,\n", + " \"states\": model.x,\n", + " \"output\": reduced_output,\n", + " \"mae\": mae,\n", + " })\n", + "\n", + " except Exception as error:\n", + " print(\n", + " f\"Reduced model {model_number} failed for {short_name}: \"\n", + " f\"{error}\"\n", + " )\n", + "\n", + " if not compatible_results:\n", + " print(\n", + " f\"No solved reduced models retained \"\n", + " f\"{short_name} = x[{state_index}].\"\n", + " )\n", + " return []\n", + "\n", + " # Sort the compatible models from lowest to highest MAE.\n", + " compatible_results.sort(key=lambda result: result[\"mae\"])\n", + " mae_values = [result[\"mae\"] for result in compatible_results]\n", + " minimum_mae = min(mae_values)\n", + " maximum_mae = max(mae_values)\n", + "\n", + " if np.isclose(minimum_mae, maximum_mae):\n", + " maximum_mae = minimum_mae + 1.0\n", + "\n", + " color_normalizer = plt.Normalize(minimum_mae, maximum_mae)\n", + " color_map = plt.colormaps[\"RdYlGn_r\"]\n", + "\n", + " figure = go.Figure()\n", + "\n", + " # Dotted black line: original full-model reference.\n", + " figure.add_trace(go.Scatter(\n", + " x=timepoints_ode,\n", + " y=original_output,\n", + " mode=\"lines\",\n", + " name=f\"Original full model: {short_name}\",\n", + " line=dict(color=\"black\", dash=\"dot\", width=4),\n", + " ))\n", + "\n", + " # Colored lines: compatible reduced models.\n", + " for result in compatible_results:\n", + " red, green, blue, _ = color_map(\n", + " color_normalizer(result[\"mae\"])\n", + " )\n", + " line_color = (\n", + " f\"rgb({int(red * 255)}, \"\n", + " f\"{int(green * 255)}, \"\n", + " f\"{int(blue * 255)})\"\n", + " )\n", + "\n", + " figure.add_trace(go.Scatter(\n", + " x=timepoints_ode,\n", + " y=result[\"output\"],\n", + " mode=\"lines\",\n", + " name=(\n", + " f\"Reduced model {result['model_number']}: \"\n", + " f\"{result['states']} | MAE={result['mae']:.3g}\"\n", + " ),\n", + " line=dict(color=line_color, width=2),\n", + " ))\n", + "\n", + " figure.update_layout(\n", + " title=(\n", + " f\"Original vs. Reduced SEIRVD Models: \"\n", + " f\"{population_name} ({short_name})\"\n", + " ),\n", + " xaxis_title=\"Time\",\n", + " yaxis_title=population_name,\n", + " legend_title=\"Compatible models sorted by closeness\",\n", + " template=\"plotly_white\",\n", + " width=1000,\n", + " height=650,\n", + " hovermode=\"x unified\",\n", + " )\n", + "\n", + " figure.show()\n", + " return compatible_results\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "309ba955", + "metadata": {}, + "outputs": [], + "source": [ + "# Static Matplotlib equivalent for GitHub\n", + "def plot_reduced_models_for_state_static(\n", + " state_index,\n", + " compatible_results,\n", + "):\n", + " \"\"\"Create a GitHub-viewable version of a SEIRVD state comparison.\"\"\"\n", + " short_name, population_name = state_information[state_index]\n", + " original_output = np.ravel(full_solution[state_index, :])\n", + "\n", + " fig, ax = plt.subplots(figsize=(14, 8))\n", + "\n", + " ax.plot(\n", + " timepoints_ode,\n", + " original_output,\n", + " linestyle=\":\",\n", + " linewidth=4,\n", + " color=\"black\",\n", + " label=f\"Original full model: {short_name}\",\n", + " )\n", + "\n", + " for result in compatible_results:\n", + " ax.plot(\n", + " timepoints_ode,\n", + " result[\"output\"],\n", + " linewidth=2,\n", + " label=(\n", + " f\"Reduced model {result['model_number']}: \"\n", + " f\"{result['states']} | MAE={result['mae']:.3g}\"\n", + " ),\n", + " )\n", + "\n", + " ax.set_xlabel(\"Time\")\n", + " ax.set_ylabel(population_name)\n", + " ax.set_title(\n", + " f\"Original vs. Reduced SEIRVD Models: \"\n", + " f\"{population_name} ({short_name})\"\n", + " )\n", + " ax.grid(alpha=0.25)\n", + "\n", + " # Keep the complete legend inside the saved GitHub figure.\n", + " fig.subplots_adjust(right=0.62)\n", + " ax.legend(\n", + " title=\"Compatible models sorted by MAE\",\n", + " loc=\"upper left\",\n", + " bbox_to_anchor=(1.02, 1),\n", + " fontsize=7,\n", + " title_fontsize=8,\n", + " labelspacing=0.4,\n", + " borderaxespad=0,\n", + " )\n", + "\n", + " plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "8b8d2d37", + "metadata": {}, + "source": [ + "### Susceptible Population ($S=x_0$)\n", + "\n", + "The susceptible population represents people who are still at risk of infection. Tracking this group can help estimate whether an outbreak may continue and whether additional prevention measures are needed.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "15ee56ad", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "line": { + "color": "black", + "dash": "dot", + "width": 4 + }, + "mode": "lines", + "name": "Original full model: S", + "type": "scatter", + "x": { + "bdata": 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This variable can help predict future increases in infections after an incubation period.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "89d0a2f6", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "line": { + "color": "black", + "dash": "dot", + "width": 4 + }, + "mode": "lines", + "name": "Original full model: E", + "type": "scatter", + "x": { + "bdata": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Static Matplotlib equivalent for GitHub\n", + "plot_reduced_models_for_state_static(1, exposed_results)\n" + ] + }, + { + "cell_type": "markdown", + "id": "9c26391f", + "metadata": {}, + "source": [ + "### Recovered Population ($R=x_3$)\n", + "\n", + "The recovered population represents people who have moved out of the infected group. Tracking this variable helps measure recovery and the cumulative effect of the outbreak.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "19833ab0", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "line": { + "color": "black", + "dash": "dot", + "width": 4 + }, + "mode": "lines", + "name": "Original full model: R", + "type": "scatter", + "x": { + "bdata": 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MzAxBQUHo3Llztu0+ffoU1atXx4oVK+Dm5obg4GBUqFABgwcPxpw5c/J8HmfOnEGNGjWQmpqKfv36oUWLFjh27Bjq16+vcYPv6NGjmDFjBhQKBdq3b48RI0agWrVq4k2irNYbyI02bdrAwsICERERWqfV2rZtGxISEtC9e3fI5W8HtwYEBGD48OHIyMhAr169MGzYMNSuXRuXLl3C3r178x1LXujp6UmeBwYGolu3brh9+zbat2+PIUOGwMrKChMmTECTJk00zu23335D165dcffuXfTq1Qt9+vTBpUuXUKNGDbx8+bJQYkxPT0fTpk0xaNAgxMTEoFu3bhg2bBgqVaqELVu24Pjx42LZjIwMtGjRAkOGDEFCQgK6deuGAQMGQKVS4ZtvvtE6fVxwcDC++eYbvHz5EgMGDECXLl2wd+9eNGjQIE+LlKunAtN2U/Jz8e7r7evrCx8fH1y7dk1yDdVevHiBrVu3wsLCIldrJb3L2NgYo0ePBgCsXbs2z3H2798fz549w7Zt2yTbly5dKo6eysrYsWPRuXNnXLt2Dd26dcPQoUMhCALGjh2Lxo0ba7ymmzZtQuPGjXHmzBl07NgRAwcOxIsXL1C9enXcu3dPaxvLly+Hn58f9uzZg7p16yI4OBi+vr5YtmwZfH19ER0dneM5jhs3DgEBAXj8+DE6deqEkSNHokGDBnj48CE2btwoKatOvBb2+i/v//4/ePAAlSpVwowZM1CkSBHxPf3atWto0qSJmFBUEwQBAQEB6NKlCy5evIh27dphxIgRqFWrFqKiorBz506xbHp6Oho3bowxY8ZAqVRiyJAh6NmzJ27evInOnTtj7NixYtlq1aqhbNmy2L17N168eKER9z///IPr16+jZcuWsLKyErdPmjQJTZo0walTp9C8eXMMGzYMrq6umDlzJvz8/PDq1SuNutLT01GvXj1s3boVjRo1wvDhw8Vkxd69e1GxYkWsXbsWlStXRnBwMOrXr48///wTVapUwdmzZyV13bp1S/xMqV69OoYPH47ixYujTZs2+PPPP/PwyvzPb7/9hqCgIHh7eyM4OBhly5ZFeHg4atSoobGO1enTp+Hr64s1a9agcuXKGD16NKpVq4Y1a9bA19c3y2REXtooLHn5PK5Tp464Bpu3tzdCQkLEh3p6xqzk95osWLAAPXr0gIuLC4YMGQJPT09s2LABDRo0yDIR/b7ExEScOXMGFStWzPc0c+//jqoZGhqiUqVKOH36dJ6/7EBERERERIVMICL6AtWrV08AICxZsiTHst26dRMACJMnTxa3hYeHCwAEmUwm7NmzR+txAAR/f3/JtsDAQAGA8N1330m2nz9/XtDX1xcACCEhIZJ9/v7+wvtvx4cPHxYACACE8PBwyb5FixYJAIRBgwZJtj958kR49eqVRpznz58XTExMhCZNmki237t3TwAg9O7dW+v5vW/AgAECAGHHjh0a+5o1ayYAEC5evCgIgiAkJCQIMplMqFSpkqBUKjXKP3/+PFdtZkV9fd6//oIgCJMnTxYACJ6enpLt6te0bdu2wps3byT7QkJCBADC7NmzxW337t0T9PT0BEtLS+HevXvi9szMTKFdu3bi66OtjfdfMzVtMY8ZM0YAILRs2VJITU2V7EtNTRWePn2qEefQoUMl11WpVIp9b+vWreL248ePCwCEUqVKCS9evBC3p6SkCNWqVRMACM7OzlpjfV9sbKxgYWEhxrp27Vrh5s2bgkqlyvIYdR+zsLAQQkJCtD4WLlwoOUZ9ju//nmS1XalUCo0bNxavy7sWLFiQZR+fNWuWAEAYMmSI1phzui63b98WAAi6urpCRkZGtmUF4X99Y9y4cUJycrJgbm4uNGrUSNwfGxsr6OrqCv369RMEQRAcHBw0+tfff/8tABAcHR2FR48eidszMjKEFi1aCACEqVOnituTkpIEKysrQS6XC6dPn5bUFRwcLPbhd/v3jRs3BD09PaFUqVJCbGys5JiDBw8KOjo6Qps2bSTbtb2HWVlZCQ4ODsLr1681rsWzZ8+0XpvcvhcJgiD07t1b6+/amzdvBC8vLwGAMHPmTI04ZTKZsG7dOsn2ly9fCt7e3oKhoaHw+PFjcfvixYsFAELlypWFhIQEyTFKpVKIi4sTn0+bNk0AIDRt2lTSH548eSI4OzsLAITjx49rlJ83b57GuQ0ePFgAIGzfvl3cdujQIQGAUL16deHly5eS8urrFxwcLNmubrd+/fpCcnKyZF98fLygUCgEa2tr4cqVK5J9ly5dEkxMTIQKFSpItjds2FDjfVIQBGHr1q1Zfl5lRf37rKenJ5w9e1ayT903AwMDxW0qlUooV66cAEBYs2aNpPz69esFAELZsmWFzMzMfLchCG+vWVa/++r6Dh8+LNmu7X29sD+P1Z95777/FeSamJmZiZ/Xal27dhUACBs2bNAaw/v27Nmj9X1XLbvf6379+gkAhBYtWmRZv/o12rVrV67iISIiIiKiD4MJJCL6Irm5uQkAskz+vOv777/XSMiob3y8f6P0Xe/fNEpLSxOMjIwECwsLrTeO1DdM8pJA8vPz06gnPT1dkMvlQqVKlXI8N7WWLVsKBgYGQnp6urgtrwkkdTKiQ4cOku2PHj0SdHV1JTcbExMTBQBCjRo1sk0w5Jf6+jg7O4uJiG+//VaoW7euAEAwNzeX3KwVBEHw8fER5HK5xs1XQXh7M9ja2lqoXLmyuG3KlCkCAGHixIka5e/cuSPo6OgUOIGkVCoFCwsLwcjISHj48GG255yZmSlYWVkJxYoV05qwePnypSCTyYSOHTuK29R9bvny5Rrl372GuXXo0CGhVKlS4s1i9Y3Ixo0bC6tXr9ZIFqr7WHYPb29vyTE5JZD8/f3F1/ybb74Rb6C6u7sLT548kRyTmJgomJiYCMbGxkJiYqJkn7u7uwBAuHDhgtaYc7ouKSkp4jm836427yaQBEEQgoKCBJlMJiZvfvzxRwGAcOrUKUEQtCeQ1K/n4sWLNeq/ceOGoKOjI5QoUULctmbNGgGA0KtXL43yCQkJYkLw3QSS+qbtzp07tZ5HmzZtBF1dXcl7XFYJJBcXF42kqDYJCQnCtWvXJAmZnKgTSK1btxb7w6BBgwRHR0cBgFC7dm1J8ur8+fNa37/U1EmQ+fPni9s8PT0FABrJB21cXV0FmUwmXLt2TWPfsmXLBABCnz59xG0xMTGCjo6O4OvrKymblpYmWFlZCba2tpLf8zZt2ggAhMuXL2tt38fHRyhSpIhkmzqBdP78eY3ys2fPFgAIv//+u9b61P1AnVyKiYkRAAglSpTQ+qUAdR/IawLp/QSOIPyvbxoaGor959ixY2ICTZuaNWsKAIQjR47kuw1BKLwEUnby83msLYFUkGuifh96lzpJOWrUqFydhzrB+m7S+l3q9zxvb2/xd3TEiBGCr6+vAECwt7cXbty4kWX9M2bMEABofMmAiIiIiIg+rrfzDBERkVZVqlTJddkbN24gJSUFvr6+MDMz09hfs2bNbNdj0cbX11djm56eHooWLap1CrVdu3Zh0aJFOHPmDJ4/f64xJdvz589hZ2eXpxjUatSogTJlymDHjh14+fIlLC0tAbydwiszM1My/ZS5uTlatmyJHTt2wMfHB+3bt0etWrVQtWrVfE91o82DBw8wadIkyTZLS0scOnRIMvXPmzdvcOHCBdjY2GD27Nla6zIwMMC1a9fE5+rpm/z9/TXKlixZEo6Ojnjw4EGB4r9+/ToSExNRtWpV2NvbZ1v25s2biI+PR+nSpTFlyhStZYyMjHJ9DjVr1oSurm6e4q1bty5u3ryJ48eP48iRIzh37hyOHz+Offv2Yd++fVi5ciV27twJAwMDyXHOzs64f/9+ntrKypEjRzSmm/Tx8UFkZCQsLCwk283NzdG5c2csX74ca9euxaBBgwC8Xc/p6tWrqFKlCsqXL5+vOARBEH9+fw2z3Ojfvz8WLVqEsLAwTJo0CWFhYShfvny27znq17NevXoa+8qUKYPixYvj3r17SExMhIWFRbavv4WFBXx8fDSu5YkTJwC8vc7apr96+vQpMjMzcfPmTVSqVCnLWLt374558+bB3d0dnTp1gr+/P6pXr67xGqlj0bY9N7Zt26YxFWDDhg2xa9cuyfRY6vNKTEzUuo6Meioz9e/P69evcfnyZRQtWhQVKlTINoakpCTcvn0bDg4OKFeunMZ+9et17tw5cVvx4sVRv359HDhwAFevXoW7uzsAYMeOHYiPj8eIESPE6UDV8evp6WHjxo0aUwACb6eqe/bsGV68eCFONwm8nQpMWx9XX48LFy5ovR43b94Ur4e7u7sYe1bvG3Xq1NE6DWxOcuqb165dg4+PT7Z9X7392LFjOHfuHGrXrp2vNgrbh/w8BrJ/P1Bvz+qaaPvbwtHREQByPT2revpF9d8CWblw4YLGFLpOTk6IioqCk5NTlsepp2/UtpYhERERERF9PEwgEdEXqVixYrh27RpiYmJyLKsuo+0GfrFixXLdpnqe/qJFi2rdn9X27CgUCq3b5XI5MjMzJdvmzJmD4OBgWFpaomHDhnBycoKxsTFkMhm2bt2KCxcu5Hptg6z07t0b48aNw/r168Wb8StXroSenh66desmKbthwwb89NNPiIiIQEhICIC3NzM7dOiAmTNn5ut6vM/f319c0Dw+Ph6bN2/G0KFD0bJlS5w+fVp8/V6+fAlBEPDs2TONhFNWcno9ixUrVuAEknrhewcHhxzLqm/W3bp1K9tzSE5OFn/O7hzkcjlsbGzyEi4AQEdHB7Vq1UKtWrUAvE2kHDhwAL1798bBgwexcOFCBAcH57ne3AoJCUFoaChUKhUePnyImTNnYu7cuejUqRP27NkDHR3p8o79+/fH8uXLsWzZMrHPqhO5AwYMyHcccXFxAABdXd0cb6BqU7FiRVSsWBHh4eGoVq0aHjx4gHnz5mV7jPr1zOqms52dHaKjo5GQkAALC4tc9eH3qfvZL7/8km0s7/YzbX777TeULFkS4eHhmDFjBmbMmAG5XI5mzZrh119/haura7bH51Z4eDgCAgKQmZmJu3fvYsKECdiwYQMGDRokSdirz+vAgQM4cOBAjueVl9/N3Lwu79apFhAQgAMHDmDlypX46aefALx9PwWgsZ7ZixcvoFQqc3z/Sk5OliSQbG1ttSY41dfj/XWftNUH5O79MD9yqk/dbn6vcV7aKEwf4/O4INdE298W6oTl+39bZMXIyAgAkJqamm253r17Y8WKFRAEAU+fPkVYWBjGjx+Pli1b4sSJE1l+qSQlJUXSDhERERERfRo6ORchIvrvqVmzJgDg4MGD2ZbLzMwUExB+fn4a+/MyssDc3BwA8OTJE637s9peGJRKJUJDQ1GsWDFcuXIFGzZswC+//IJJkyYhNDS0UJI1ANCzZ0/o6OiINznPnTuHS5cuoVmzZhrJCCMjI4SGhuLmzZuIjo7GmjVrULNmTaxZswYdOnQolHjeZWVlhf79+2PWrFmIjY3F4MGDxX3q0Q0VKlSA8Hb61iwf7x+T1ev2+PFjjW3q5MX73zQHsr+J9/DhwxzPTx1P27Zts43/3r17uToHpVJZKN/slslkaNSokTgq6tChQwWuMzd0dHTg6OiIOXPmoEOHDti/fz9+//13jXLVqlVD+fLlcfbsWZw9exZJSUn4448/YG5uji5duuS7/cOHDwMAKlWqJBkpkhcDBgzAw4cPERQUBCMjI/To0SPb8urXU1vfA4BHjx5JyuWnD6uPSUxMzLafaRvV8S5dXV0EBwfjwoULePLkCTZv3oy2bdti+/btaNKkSYFvnmtrr3Tp0oiIiEDVqlURFhaG7du3a5zXnDlzsj2v8PBwAPn73czt66LWtm1bmJubY82aNcjMzMTTp0+xZ88eeHt7w9vbW6MNS0vLHN+/nJ2dJcdl9RmmjuXChQvZ1qdOZOWnL+VGTvW935fzeo3z0gbw9n1F2/s3oP09XJuP9XlckGtSGGxtbQH8LxmZE5lMhqJFi2Ls2LEYNWoULl68iPHjx2dZXl2vuh0iIiIiIvo0mEAioi9SQEAAdHV1sWXLFly5ciXLcsuXL0dcXBzKli2b4w3RnJQrVw5GRka4ePEikpKSNPYfO3asQPVn5/nz50hISECNGjU0vo2cnJwsTnVTUI6OjqhXrx5OnTqFGzduZPlteW3Hde/eHfv27YOrqyuOHTuW65tOeRUUFAQPDw9s2bIFx48fBwCYmprCw8MDV65cQXx8fK7qqVixIgBonZbp7t27Wke3qUeiaNt35swZjW3lypWDQqHAxYsXxREtWVGXPXnyJDIyMgp8DseOHcv1N81zQz1t47tJuI/l119/hYGBAX788Ue8evVKY3///v0BvB15FBERgdevX6Nbt24wMTHJV3tv3rzBr7/+CuDtVG35pY4hNjYWHTt2zHLEoZp6KjV10vtdt2/fRmxsLEqUKCHWk93rn5iYiPPnz2tsr1atGgAgKioq9yeSA1tbW7Rr1w5//PEH6tWrhzt37uDy5cuFVv+7dHR0MGfOHADA999/L/bxvJ6XiYkJPD098eTJE8nUc9qYmZmhVKlSePjwIW7duqWxX51sVL8eakZGRujUqRPi4uJw8OBBREREQKlUan0/rVatGl6+fJnt51le5PV6qPteVu8b2vpkbmTXNw0NDeHm5iZpP6t2srrGeWkDePse/uTJE63vsdrew7XJz+exelrAvLwnF+SaFAb11IjXr1/P87ETJ05EkSJF8Pvvv0u+9PAudb0fYnpBIiIiIiLKPSaQiOiLVLJkSYwdOxYZGRlo1aoVrl69qlFm69atGD58OHR1dbFw4UKNqa/ySl9fH507d0ZiYqLGGjUXLlzAqlWrClR/dmxtbWFsbIx///1XMrVURkYGhg8fXqhrCKjXOgoLC8O6detgY2ODFi1aSMo8e/YMly5d0jj29evXSE5Ohlwuh76+vrg9Ojoa169fx5s3bwocn66urjjN07hx48TtI0eORHp6OgIDA7V+k/zly5eSG3vdu3eHnp4e5s2bJ1m/R6VS4dtvv4VKpdKow9fXFzo6OoiIiJCcS3x8PL777jutsQ4ePBgpKSkICgrSGJWhXtcEeDu90DfffINHjx5h2LBh4vQ+73r06JGkr6tfq6lTp0oSZ6mpqRgzZozG8dnZu3cv/vzzT603VpOTk8W1pd5fa+NjcHJyQv/+/fHixQsxsfOuHj16wMjICBEREViwYAGA/yWV8urevXto3rw5rl+/jgoVKmDgwIH5jtvMzAx79+7Fli1bslzX6l2BgYEAgClTpoj9Anh703n06NFQqVTo27evuL1169awtLRERESExs3v0NBQrVN3DR06FHp6ehgxYoS4Ds670tPTc0w6pKWlicnbd2VkZIj98N1pqxITE3H9+nVxxERBVa1aFS1atMD169fF911fX1/UqlULf/75J5YvX671uEuXLuHp06fi82HDhgEABg4cqHGtVCqVJN7AwEAIgoBvv/1WkgR4/vw5Jk+eLJZ5n/p3dNWqVVi1ahXkcrnWpOSIESMAvO232pLNr1+/xsmTJ7WelzZ9+vSBQqHApEmT8M8//2jsV6lUksRE8eLF0bBhQ9y7d09jpN+2bdvytf4RAKxevVojQafum127dhXXU/Pz80PZsmVx7NgxbNq0SVJ+06ZNiIqKQpkyZcTRx/lpA3i77qFSqRRHoqmtWLFCa5/WJj+fx5aWlpDJZIiOjs5VG0DBrklh8PDwQJEiRfLU79TMzMzw/fffIyMjQ+saXABw8uRJ2NjYwNPTs4CREhERERFRQXANJCL6YoWGhuL169eYNWsWvL290bhxY3h4eCAjIwN///03Tp06BSMjI6xbtw5169YtlDZnzJiBQ4cO4eeff8apU6dQo0YNPHr0CH/88QeaNWuGrVu3FjhRpY2Ojg6GDRuGGTNmwMvLC61bt0Z6ejoOHz6M+Ph41K1bV/w2ckGpp12aPXs2MjIy8M0330gWqwfeTvtUoUIFeHl5oXz58nB0dMSrV6+wc+dOPH78GMOGDRNHrABAr169cOTIERw+fBh16tQpcIzt2rUTF0jft28fGjdujMDAQPz7779YsGABSpUqhcaNG8PJyQnx8fG4d+8ejh49ij59+mDRokUAABcXF8yYMQOjRo1ChQoV0LlzZ1hYWGDfvn1ISEhA+fLlcfHiRUm7dnZ26N69O1avXg0fHx80b94cr169wu7du1G7dm2tIxlCQkJw6tQp7NixA2XKlEGLFi1gZmaGmJgY7N+/H7/88ot4k3nChAm4cOECFi1ahB07dqBevXpwcHDA06dPcevWLRw/fhxTp06Fu7s7gLc3GL/55hvMmzcPnp6e6NChA/T09LBt2zZYWlrmaQH369evY8SIEbC0tEStWrVQunRpyOVyxMbGYteuXUhISEDVqlUxdOhQjWMTEhKyvEkIvL2J7uLikutYtBk7dizCwsLw22+/4ZtvvpFMqahQKNCxY0esWrUKFy9eRKVKlXL8Vv67MSuVSrx8+RIXLlzAiRMnoFKp0KRJE6xcuVJy8zk/8nJzt0aNGvjuu+/w888/i6+niYkJ9uzZg8uXL6NmzZr49ttvxfKmpqZYsmQJOnfujFq1aqFz586ws7PDsWPHcPnyZdSuXRtHjx6VtFGuXDksX74cgYGB8PDwQJMmTVCmTBlkZGQgOjoaUVFRKFKkSLajDlJSUlCzZk24urqiUqVKcHZ2RmpqKg4cOIBr166hVatWklEfW7ZsQZ8+fcS1UgrDjz/+iF27dmHSpEno3r079PX1ERERgXr16qFv376YO3cuqlatCoVCgdjYWFy8eBGXL1/GiRMnxCmz+vXrh6ioKKxevRqlS5dG69atUaRIEcTFxeHQoUMIDAwU+8jo0aOxZ88ebNu2Dd7e3mjWrBnevHmDjRs34unTp/juu++0vtZ+fn5wdXXFxo0bkZGRgZYtW2qdsqt+/fqYMWMGxowZg9KlS6NZs2YoUaIEkpOT8eDBAxw5cgQ1a9bE3r17c3V9rK2tsWnTJrRt2xbVqlVD/fr14eHhAZlMhpiYGJw4cQIvXryQrG8zf/58VK9eHcHBwdi/fz+8vb1x+/ZtbNmyBS1btsSOHTvy/Do1bdoUfn5+6NSpk9g3jx07Jr7/qslkMqxcuRINGzZE586d0bp1a5QrVw43btzA1q1bYWZmhlWrVmn9fM1tGwDwzTffIDw8HIMGDcJff/0FR0dHnD9/HidOnECLFi2wc+fOHM8pP5/HpqamqFq1KqKiotC9e3eUKVMGurq6aNWqlTjS530FuSaFQSaToW3btliyZAmuXLkCDw+PPB0/ePBgzJw5E2vWrMEPP/wgeU+4ceMGoqOjMWDAgDxNJUxERERERB+AQET0hTt16pTQq1cvwcXFRTA0NBRMTEwEDw8PYdSoUUJMTIzWY8LDwwUAQnh4eJb1AhD8/f01tsfGxgq9evUSbGxsBENDQ8Hb21tYsWKFsHHjRgGA8Ntvv0nK+/v7C++/HR8+fFgAIISEhGht29nZWXB2dpZsy8jIEH799VfBzc1NMDQ0FIoWLSr06NFDuH//vtC7d28BgHDv3j2x/L179wQAQu/evbM8x6z07dtXACAAEM6cOaOx/+XLl8KkSZOEunXrCvb29oK+vr5QrFgxwd/fX4iIiBBUKpXWa3D48OFcta++Ptquv9r27dsFAIKvr69k+44dO4TmzZsLRYoUEfT09ISiRYsKlStXFsaNGydcu3ZNo56IiAihQoUKgoGBgWBjYyN0795dePjwodbXTRAEITU1VRg9erTg4OAg6OnpCaVKlRKmTZsmZGRkZBlzRkaGMG/ePKFy5cqCiYmJYGxsLLi6ugr9+/cXbt26JSmrUqmEVatWCfXq1RMsLS0FPT09wd7eXvDz8xOmTp0qREdHa5SfN2+eUK5cOUFfX1+ws7MTBg8eLCQkJGjtR1l59uyZEBYWJnTp0kVwc3MTFAqFIJfLBRsbG6FOnTrC/PnzhbS0NMkx6j6W0+Pd1z0kJERr389q+7tGjhwpABBGjhypse/YsWNie4sXL86yDm0xGxgYCEWKFBGqVq0qDB06VIiKisrVNXuX+j1l3LhxuSrv4OCgtX8JgiCsW7dO8PPzE0xNTQUDAwPB3d1dmDJlipCSkqK1/P79+wU/Pz/ByMhIUCgUQqtWrYRr165pfV9Qu3jxotC7d2/ByclJ0NfXFywtLQUPDw9hwIABwl9//SUp+/7vQnp6uvDTTz8JTZo0ERwdHcXfnapVqwoLFy7U6Cfqa5OX9yJ17Nm9R7dr104AIMydO1fc9urVK2Hq1KlCxYoVBRMTE8HQ0FBwcXERmjVrJixevFhITk7WqGfNmjVC7dq1BXNzc8HAwEBwcXERunXrJvz777+ScikpKcLUqVMFDw8PwdDQUDA1NRX8/PyEiIiIbM9l8uTJYl/btGlTtmWjoqKEjh07CnZ2doKenp5gY2MjeHt7CyNGjBBOnz4tKZub3+979+4JQ4YMEVxdXQUDAwPBzMxMKFu2rNCjRw9hy5YtGuVv3boltG/fXrCwsBCMjY2FatWqCTt37szVZ+a71L/Phw8fFsLDwwVvb2/B0NBQsLGxEQICAoS4uDitx12/fl3o0aOHUKxYMUEulwvFihUTunfvLly/fr3Q2oiKihJq1aolGBkZCWZmZkKzZs2ECxcuSOp7l7b39bx+HquvbYsWLQQrKytBJpNJrmd2fxPk95q8Lz9/E5w/f14AIHz33Xca+3Lzez137lwBgNCuXTvJ9jFjxggAhHPnzuU6FiIiIiIi+jBkgvAJFisgIvoKjRs3DtOmTcPevXvRuHHjTx0OERHRJxEaGopJkyYV2qjTT9UGAY0bN8bFixdx9+5dGBkZFbi+tLQ0lCxZEm5ubjh48GAhREhERERERAXBNZCIiAqZtvUpLl26hLlz58LKygr+/v6fICoiIiKiwjVz5kw8e/ZMXF+uoBYuXIjHjx9rXc+OiIiIiIg+Pq6BRERUyHx9feHq6gpPT0+YmJjg1q1b2LVrF1QqFRYvXgxDQ8NPHSIRERFRgXl5eWH58uVISkoqlPoMDAwQFhYGb2/vQqmPiIiIiIgKhgkkIqJCNnDgQGzduhXr1q1DUlISFAoFGjdujNGjR3MaHSIiIvqi9OrVq9DqGjRoUKHVRUREREREBcc1kIiIiIiIiIiIiIiIiEiCayARERERERERERERERGRBBNIREREREREREREREREJMEEEhEREREREREREREREUkwgUREREREREREREREREQS8k8dANF/XUJCAo4cOQJHR0cYGBh86nCIiIiIiIg+mLS0NMTExMDf3x8KhSJfdahUKjx58gRpaWlQqVSFGyARERU6HR0dGBgYoGjRotDR4XgEoq8JE0hEBXTkyBG0adPmU4dBRERERET00WzduhWtW7fO83EqlQrR0dFISUmBrq4udHV1IZPJPkCERERUGARBQHp6OlJSUpCWlgYnJycmkYi+IkwgERWQo6MjgLf/gHJ1df3E0fyPUqlEUlISzMzMIJfzV50KD/sWfSjsW/ShsG/Rh8T+RR/K59q3bt++jTZt2oj/DsqrJ0+eICUlBVZWVrC1tWXyiIjoP0AQBDx9+hTx8fF48uQJ7OzsPnVIRPSRfD5/hRL9R6mnrXN1dYWHh8cnjuZ/lEolEhISoFAoPqt/cNJ/H/sWfSjsW/ShsG/Rh8T+RR/K59638jt9d1paGnR1dZk8IiL6D5HJZLC1tUViYiLS0tI+dThE9BFxvCERERERERERfRQqlYrT1hER/QfJZDLo6upy7TqirwwTSERERERERET00TB5RET038T3b6KvDxNIRERERERERERU6Dw8PLBy5UoAwP379yGTyXD79u0sywcEBKBHjx4fK7x8O3jwYJ5upEdGRkImk0GpVH7AqD6+nK7Dl3reRERfEyaQiIiIiIiIiIg+A5cuXUKXLl1gZ2cHU1NTuLi4oGvXrjh79uynDi1bWSUKrly5gt69e3+iqCgr/5VEnTYBAQGQyWQYM2aMZLtKpULJkiUhk8lw8OBBjeP8/f0hk8lw7do1jX0ymQxGRkYwNTWVPOLi4j7YeRAR/VcwgURERERERERE9IlFRkaiSpUqKFq0KE6cOIGkpCScP38eDRs2xMaNGz91ePQFyMzM/CLWr3F3d8fy5cuRkZEhbtu7dy+MjY21lr9y5QqOHj0Ka2trLFy4UGuZHTt2IDk5WfKwt7f/IPETEf2XMIFERERERERERPSJDRw4EB06dMCcOXPg4uICmUwGhUKBwMBATJ8+XSy3YsUKeHp6wtzcHJ6enuIUccD/polbvnw5ypcvDxMTE9SsWROxsbH4/fff4ezsDIVCgYEDByIzM1M8TiaTYdasWahcuTJMTU1RpUoVnDlzRtwfGRmJGjVqwNraGpaWlqhXrx7Onz8PAIiOjkbTpk0BAAqFAqamppg2bRoAwMXFBcuWLZOc5+HDh+Hu7g5zc3PUr18fd+7cyfKaJCQkYNCgQXB2doa1tTWaNWuGu3fvZll+xYoVKF68OBYsWABnZ2eYmJggICAASUlJGDRoEKytrWFnZ4fFixdLjtu1axcqVaoECwsLlClTBjNnzpQkWv79919UrVoVpqam8PX1xcWLFzXaXrVqFby9vWFhYQEPDw+sX78+yzgPHz4MX19fWFhYwNraGn5+fnj58qXWshcuXIC/vz8UCgUsLS1RqVIl3LhxA8DbhNAvv/yCMmXKwMLCAr6+vtizZ494rHpk2Pr161GmTBkYGxtjxowZWLt2LTZs2CCOtImOjgYAnDp1CnXq1IG1tTWcnZ0xYcIEyaiy3FwHbTZs2ICSJUtCoVCgbdu2ePr0KQAgLCwMpUqVgiAIYtm0tDTY2Nhg69atWdZXoUIFODs7488//xS3LVy4EAMHDtRafsGCBfDw8EBISAhWrVqF169f5ypuIiJiAomIiIiIiIiI6JO6desWbt68iV69emVbbvPmzRg2bBjmzJmDly9fYvbs2RgyZIjGzfb169fj4MGDePLkCQCgfv36iImJwc2bN3HmzBls2LABf/zxh+SYBQsWYOXKlXjx4gWaNWuGpk2bIjExEQCgp6eHmTNn4tGjR4iOjoarqytat26N9PR0ODk5iUmLhIQEJCcnY+zYsVmew9KlS7Fv3z48fvwYJUqUQMuWLbWukSMIAtq2bYtXr17h3LlziIuLg5eXF1q0aCEZefK+x48f4+7du7hx4wYuXbqE7du3o2rVqmjUqBGePn2KefPmYejQoYiJiQEAnD59Gm3btsX333+PFy9eYN26dZg1axbmzp0LAHj16hWaNGmCRo0a4cWLF1i1ahUWLFggaXPFihUYP348wsLC8PLlSyxevBgDBgzAsWPHtMbYo0cPDBkyBAkJCXj06BFmzpwJfX19rWUHDx6M+vXr4/nz53j27BnCwsKgUCgAALNnz8acOXOwfv16vHjxAqNHj0br1q01pjzcsGEDTpw4gVevXuH7779H9+7d0blzZ3GkjZOTE27cuIH69esjKCgIT548wdGjR7F9+3b89NNPub4OWVm3bh3OnDmDe/fuIT09XZw+r2vXrnjx4oVkyrlNmzbB0NAQLVu2zLbOQYMGYdGiRQCABw8e4MiRI1p/f5KTk7F69Wr0798fPXr0QFpaGtauXZuruImIiAkkIiIiIiIiIqJPSj0io3jx4tmWW7JkCfr27Yv69etDV1cXDRo0QN++fcUb6WoTJkyAra0tTE1N0bFjR8TGxmLatGkwMDCAq6sratWqhX/++UdyzPDhw+Hu7g4DAwNMnDgRcrkc27dvBwD4+fmhRo0a0NfXh5mZGX766SdER0eLI2HyYsKECXB0dISxsTF+++033Lx5EydOnNAod+7cORw/fhyLFy+GlZUVDAwMMG3aNNy7dw+nTp3Ksn65XI7p06fD0NAQJUuWhL+/PxwdHdG2bVvo6uqiQ4cOMDIyEpMsy5YtQ/PmzdGpUyfI5XJUqlQJ3377rXhNd+zYAR0dHYSGhsLAwADu7u4YPny4pM1Zs2Zh3Lhx8PX1hY6ODmrWrInOnTtjxYoVWmPU19fHnTt3EBcXB319fVSvXh0mJiZZlo2OjsaDBw8gl8vh4+ODokWLAnjbH7799ltUrFgRcrkcXbp0QdOmTbFkyRJJHTNmzIC1tTUMDAygq6urtZ358+ejZcuW6NKlC+RyOZydnfHdd98hPDw819chK9OnT4eVlRUsLS0xc+ZMHDhwADExMTA2Nkbv3r0l8S5evBj9+vXLMk61Ll264MKFC7hx4waWLFmCTp06wcLCQqPcmjVrkJGRgV69esHS0hIdO3bUOo1dmzZtoFAoxEfZsmVzdW5ERF86JpCIiIiIiIiIiD4hW1tbAEBsbGy25WJiYlCqVCnJNldXV3EKMjU7OzvxZxMTExQpUkRyQ97ExARJSUmSY0qUKCH+rKOjA2dnZ3GUzsWLF9GyZUs4ODjA3NxcLKtOfOXFu+2YmZnBxsZGbOddt27dglKpRPHixcWb+tbW1gCgtbyajY0N9PT0JOf67vUAAGNjY/H8c7qmsbGxcHR0lFy/d89BHeuoUaMkCYh169YhLi5Oa4zbt2/H3bt3UalSJbi6uiIkJETrKCzg7egmmUyGevXqoXjx4ggODkZycnKuYs8qXm1u3bqFLVu2SM5h0KBBePz4ca6vQ1beLaf+Wf0aDho0CNu3b8eTJ09w7do1/P333+jXr1+OdRoZGaFnz56YN28ewsLCEBQUpLXcwoUL0b59e1haWgIA+vfvj/Pnz2skLbdu3YqEhATxkZ/kKBHRl0j+qQMgIiIiIiIiIvqalS5dGmXKlMHq1avRsGHDLMs5OjpqrBl0584dODk5FTiG+/fviz+rVCpER0eLI6I6duyIpk2bYtWqVbC0tMTLly9hZWUlrl2jo5P77yffv38fnp6eAN5OL/b8+XOtI6+KFSsGfX19PHv2TJIQKmw5XdPixYsjJiYGmZmZYvLk3WuljnXSpEk5TkGo5uXlhYiICADA+fPn0bhxYxQvXhz9+/fXKOvs7IylS5cCAG7fvo3WrVvDxMQEU6dOzXV/eP/10fZ6FStWDN26dcPy5cu1xpyb65CVd19z9THq17xcuXLw8/NDeHg4Hj9+jObNm+c4Ek8tKCgInp6eqFixInx9fTX2Hzt2DBcvXsS9e/dQrFgxyb4FCxagevXquWqHiOhrxhFIRERERERERESf2OLFi7Fx40aMHDkSDx48gCAIePXqFVatWoVx48YBAPr164fly5cjMjISmZmZOHToEMLCwjBgwIACtz9nzhxcu3YN6enpmDp1KtLT09GqVSsAQGJiIszNzWFhYYH4+HiMGjVKcqz65nxuRm1MmTIFsbGxePPmDUaNGgVXV1fUqFFDo1zNmjXh6emJQYMGiSOdXr58ic2bN+PNmzcFPV1RYGAgdu3ahc2bNyMzMxPnzp3DL7/8Il7TFi1aIDMzEz/++CPS0tJw/fp1zJkzR1JHcHAwJk+ejNOnT0OlUiEtLQ2nT5/Gv//+q9Feeno6wsPD8ezZMwCAhYUFdHV1IZdr/473ihUrEBsbC0EQYG5uDrlcLpbt168fZs6cifPnz0OpVOKPP/7A7t27cxzBU6xYMdy5cweZmZnitsGDB2PTpk3YuHEj0tPTkZmZidu3b2Pv3r25vg5ZGTt2LOLj45GQkIBvv/0W9erVkyS5Bg8ejCVLlmDVqlUYOHBgruoEADc3N0RGRmLdunVa9y9YsABeXl64efMmzp8/Lz5+++03bNy4Ec+fP891W0REXysmkIiIiIiIiIiIPrE6derg1KlTePjwIapUqQIzMzOUL18ee/fuRYcOHQC8HQn066+/YvDgwVAoFPjmm28wZ84ctGvXrsDtDxo0CD179oSVlRW2b9+O3bt3Q6FQAACWL1+OjRs3wszMDNWqVUPTpk0lx5YpUwbffPMN6tatC4VCgRkzZmTZTt++fdGwYUMULVoUN2/exI4dO7QmT3R1dXHgwAEYGxujatWqMDMzg7e3N7Zs2QKZTFbg81WrWrUqNm3ahKlTp4pr5AwbNkxc38fCwgK7d+/G7t27YW1tjR49emDQoEGSOoYPH47Q0FAEBQXBysoKDg4O+Pbbb/H69WutbW7atAkeHh4wMTGBv78/AgIC0Lt3b61lDx8+jCpVqsDU1BTe3t6oXr06vv/+ewDAyJEjMWTIEHTo0AFWVlb46aef8Oeff2odjfMudXLMxsYGCoUC0dHRqFy5Mg4cOIClS5fCwcEB1tbW6NChAx48eJDr65CVzp07w9fXF87OztDR0cHatWsl+9u0aYPU1FSYm5ujSZMmuapTrVatWnB1ddXY/uzZM2zevBnff/89ihUrJnkEBQXB0tISYWFhYvmWLVvC1NRU8tC2NhcR0ddGJqjHGxNRvly5cgWenp64fPkyPDw8PnU4IqVSiYSEBCgUiiy/yUSUH+xb9KGwb9GHwr5FHxL7F30on2vfKui/f+7evQsAKFmyZGGHRgUgk8lw4MABNGjQ4FOHQl+pqlWrolWrVuJoO/o88T2c6Ovz+fwVSkRERERERERERF+V3bt34/Lly9i1a9enDoWIiN7DBBIRERERERERERF9dI6OjkhJScGiRYtgY2PzqcMhIqL3MIFERERERERERPQV4+oG9KnExMR86hCIiCgbOp86ACIiIiIiIiIiIiIiIvq8MIFEREREREREREREREREEkwgERERERERERERERERkQQTSEREREREREREBWBqaoq4uLgcy0VFRcHb27vA7a1YsQINGjTIcv+8efNga2sLGxubHOuqU6cO1qxZk6t6P5SAgABMmTIlx3KRkZFwdXX9CBERERERwAQSEREREREREZFowYIFKFeuHIyMjODi4oIff/wRmZmZ2R6TnJwMe3v7HOuuVasWLly4UFihapWeno7vvvsOx44dw/Pnzz9oW5+z+/fvQyaTwdTUFKampihdujSWLVv2qcMiIiL6T5F/6gCIiIiIiIiIiD4H06dPx/z58xEREYEaNWrgypUr6N69O+Li4rBo0SKN8kqlEnL553Vr5enTp8jIyECZMmU+dSifnK6uLpKTkwEAe/bsQcuWLVGzZk2UK1fuE0dGRET038ARSPSfcPbsWbRq1QpWVlYwNjaGp6cn5s6dKynz999/o2bNmjA2NkaxYsUwbNgw8Q/Fd6WlpeH777+Hvb09jIyMULVqVRw4cOBjnQoRERERERG9Z/78+fDw8ND6uH37dq7radWqlcbx8+fPz9WxiYmJmDx5MhYsWIDatWtDLpfD29sba9aswdKlS3Hz5k0AgIuLC37++We4ubmJ06nJZDLExsYCAJ48eYLGjRvD3NwcdevWxZAhQ9CvXz8AmlOwyWQyLFy4ECVKlICNjQ2mT58u7jt16hQqV64Mc3NzODs7Y968eTmeQ3R0NMqWLYvMzEyYmpqiY8eOWqd9ezfe3FqxYgXq1auHgQMHwtzcHJ6enrh9+zZCQkJgbW2N0qVL48yZM2L5K1euoFatWlAoFKhUqRKOHz8u7rtz5w78/PxgZmaG9u3bIyUlRdLW/PnzUbp0adjY2KB37954/fp1nmLVpmnTprCyssLFixcLXBcREdHXggkk+uzt378f1atXx9OnTzFhwgTMmTMHLVq0kPyxe/78edSvXx9v3rzBrFmz0K9fPyxZsgQdO3bUqC8gIACzZs1C9+7dMWfOHOjq6qJZs2Y4duzYxzwtIiIiIiIi+n/Pnj3D1atXtT7S0tJyXc+dO3c0jn/27Fmujj1x4gQyMjLQvHlzyXYfHx84OTnh8OHD4rY///wTkZGRuHbtmkY9gwcPRvHixfH06VNMnz4da9euzbbdQ4cO4dKlS4iMjMSkSZNw584dAICenh4WL16MhIQEbN68GePHj8e5c+eyrcvJyQlXrlwRR95s3LgxV+eeW1FRUahfvz7i4+NRtWpVNGjQAObm5njy5Al69OiBUaNGAXg7jV7Lli3RsWNHPHv2DN999x1atmyJly9fAgC6du0Kf39/vHjxAj179sSff/4ptrFx40YsWrQIBw8eRExMDDIyMhASEqI1nsGDB2Pw4ME5xi0IArZv347nz5+jVKlShXAliIiIvg6f1zhrove8evUKvXr1QvPmzbFp0ybo6GjPeY4dOxaWlpaIjIyEubk5gLffCuvfvz/279+PRo0aAQD++ecfrF+/Hr/88gtGjx4NAOjVqxc8PT3x3Xff4e+///44J0ZERERERESflefPn8PGxga6uroa+4oWLSpZT2j48OEoWrSoRjmlUolt27bh7t27MDQ0RLVq1dCyZcts2/3hhx9gamoKT09PlC9fHpcuXUKpUqVQsWJFsYyvry+aNWuG48ePo0KFCgU4y4Jxc3NDp06dAAAdOnTA5s2bMXLkSMhkMnTq1Am//fYbgLejp1QqFYYNGwYA6Ny5M2bPno29e/eiRo0auHjxIo4ePQp9fX20adMGVatWFdsICwvDmDFj4OzsDODtv/dbtGiBmTNnasSzYMGCbOPNzMyEQqFAamoq0tLS8NNPP6FSpUqFci2IiIi+BhyBRJ+1iIgIPHnyBFOnToWOjg5ev34NlUolKfPq1SscOHAAPXr0EJNHwNvEkKmpKf744w9x26ZNm6Crq4sBAwaI2wwNDdG3b1+cOHECMTExH/6kiIiIiIiI6LNjbW2N58+fIzMzU2PfkydPYGNjIz4vXry41jrUxzs4OORYVu3dRJSxsbE4FfuVK1fQsGFDFClSBBYWFvjzzz/x4sWLPJ1TYbO1tRV/NjIygo2NDWQymfhcHXtcXBwcHR0lxzo7OyMuLg6PHj1CkSJFYGhoKO57t2x0dDQGDhwIhUIBhUKBmjVr5noU2ft0dXWRkJCApKQkfP/99zh06FC+6iEiIvpaMYFEn7WDBw/C3NwcDx8+RNmyZWFqagpzc3MMGjQIqampAIBLly5BqVTC19dXcqy+vj58fHwkQ/zPnTuHMmXKSBJNAFClShUAb6fCIyIiIiIioq9P9erVoaenh127dkm2nz9/Hg8ePECdOnXEbeqkyfvUI5ji4uLEbXlda0ht6NChqF69OqKjo5GYmIh27dpBEIQ812NiYiJZY+jJkyf5iicv7O3tNb6gGR0dDXt7e9jZ2eH58+fiv+kBSMo6ODhg5cqVSEhIEB8FXQNJT08PU6dOxb1797B169YC1UVERPQ14RR29Fm7desWlEolWrdujb59+2L69OmIjIzEvHnzkJCQgHXr1uHRo0cAADs7O43j7ezsEBUVJT5/9OhRluUASP7I1+bp06ca33xSL+iqVCqhVCrzdoIfkFKpRGZm5mcVE30Z2LfoQ2Hfog+FfYs+JPYv+lA+1771ucVTmBQKBcaOHYvBgwdDoVCgRo0auHr1Knr06IHAwECULVs2xzrkcjlatWqFH3/8Eb///jsuXLiAHTt2oEOHDnmOJykpCQqFAoaGhoiKisKuXbtyFcP7ypQpg5cvX+LIkSOoVq0aJk+enOc68ko9Jd3vv/+OoKAgbNmyBdeuXUOTJk1gaWkJT09PTJkyBSEhIdizZw/++ecfNGnSBAAQGBiIadOmwdvbG6VKlcKjR49w4cIFcX9+6erqYsSIEZg2bRratGlT0FMkIiL6KjCBRJ+15ORkvHnzBkFBQZg7dy4AoF27dkhPT8fixYvx448/it+kMjAw0Dje0NBQ8k2rlJSULMup92dnwYIFmDRpktZ9SUlJSEhIyNV5fQyZmZni9AHa5vAmyi/2LfpQ2LfoQ2Hfog+J/Ys+lM+1byUlJX2QeosUKQJ3d3et+7T9Gy4rpUqV0lp3bo0fPx4KhQL9+vVDdHQ0ihYtij59+mD8+PG5rmPBggXo1asXbGxs4Ovri06dOkFPTy/Xx6v99NNPGDBgAEJCQtCoUSO0atUqz3UAgIWFBebMmYNOnTpBV1cX06dPz1c9eaGvr4/t27dj0KBBGDduHEqVKoXt27fD0tISwNvp6nv16oU5c+agYcOGaNu2rXhs165dkZCQgObNmyMuLg7FihVDUFCQ1gRSUFAQAGDRokW5iqt3796YMGEC/vrrL9SvX78QzpSIiOjLJhPyM/6Z6CPx9PTElStXcOTIEdSuXVvcfvToUfj7+2PlypUwNjZGx44dcfToUdSqVUtyfKdOnRAVFSWOUvL09ETRokXx119/ScpdvXoVHh4eWLRoEQYOHJhlPFmNQGrTpg3Onz8PDw+Pgp5yoVEqlUhMTISFhQXkcuaKqfCwb9GHwr5FHwr7Fn1I7F9fF6VSCSUSkapMRJrqFTJUr5ChegOlkIpMVSoyhTSokA6VoIRKyIBKUEJAJgSoIAgqAAIEqP+r/qd49v8k15cpULHI8A99arl25coV+Pj44PLly/n698/du3cBACVLlizs0D5bXbt2hZeXF8aOHfupQyEiKpCv8T2c6GvHf+HQZ83e3h5XrlyRLCoK/G/hzpcvX4rfMFMnid716NEj2Nvbi8/t7Ozw8OFDreXU7WXH1tZWsmjou+Ry+Wd300BXV/ezjIv++9i36ENh36IPhX2LPiT2r8+LUvkGr5XPkZL5HGnKl0jLfIUM4TUyVSlQCmnIFNKhUikhQAmVkPn/CR3V/yd0Pr/vV6qQ/ln1rc8pls/VlStXoKOjg7Jly+LQoUPYtm0bxo0b96nDIiIiIsoz/uVHn7VKlSrhwIEDePjwoWSuZ/VaRUWKFIGnpyfkcjnOnDmDTp06iWXS09Nx/vx5yTYfHx8cPnwYr169grm5ubj91KlT4n4iIiIiIvq4lEolUlUv8Eb5BCkZz5CamYB0VRKU4uiedHE0z+ec7PkQ3ia46L8kISEBPXv2xOPHj+Hg4IAFCxbA09PzU4dFRERElGdMINFnrVOnTpgxYwbCwsJQr149cfuyZcsgl8tRp04dWFhYoEGDBlizZg0mTJgAMzMzAMDq1auRnJyMjh07isd16NABM2fOxJIlSzB69GgAQFpaGsLDw1G1alU4Ojp+3BMkIiIiIvpCKJVKvFE+RnJGLN4onyFV9RIZmclQCin/nwDK+P/p3L6e5E/OZP///7L//1kGGXTe/lcmAwQZFPplPmWAlA9+fn7iNE9ERERE/2VMINFnrUKFCggMDMTy5cuhVCrh7++PyMhIbNy4EWPGjBGnnJs6dSpq1KgBf39/DBgwALGxsfj111/RqFEjyUKbVatWRceOHTFmzBg8ffoUrq6uWLlyJe7fv4+wsLBPdZpERERERJ8VpVKJFOVTvMq4h+SMx0jLjEe66jWUqpT/Hwmk/EJHxsjEZI4MOpDJdCGDDnRkcujI9KAjk0NXpg9dmSF0ZQbQ0zGCno4J9HTNoK9jCn0dc+jLFZDDsMBTvSmVSiQkJEBhoSiUMyMiIiIiyismkOizt2jRIjg5OSE8PBxbtmyBs7MzfvvtNwQHB4tlKlasiIMHD+L777/HiBEjYGZmhr59+2L69Oka9a1atQoTJkzA6tWr8fLlS5QvXx47d+5E7dq1P+JZERERERF9XEplOhIz7iIx/T7eZDxFWmYCMlRvoBLSofr/qeH+W3T+P92jCx2ZLmRicscAcpkh5DrGMNA1f/uQW8JQ1xqGOpaQy/U/deBERERERP8JTCDRZ09PTw8hISEICQnJtlzNmjVx/PjxHOszNDTEL7/8gl9++aWwQiQiIiIi+mSUSiUSM27jZdodvMmIQ5rqFZSqVHHKuM+PepTP/0b2vE34GEFPxxQGuhYw1LWEsZ4tzOR2kMuNP3XARERERERfJSaQiIiIiIiIPlNicij1Jl5nPEJqZiIyhVSooMSnX0fo/6d5g+7bUT86hv+fADKHkbwITPXsYK5XnAkgIiIiIqL/KCaQiIiIiIiIPhGlMh0v0q4hPvU63iifIF2VBJWQ/onWF9J5+z+ZPuQ6RtDXMYGBrhVM9YrBXK8EjOS2BV7Xh+hrIpPJEBMTg+LFi3+U9urUqYN+/fqhR48eH6U9ALh//z5cXV2hVCpzLPup4itRogRMTEywcuVKtG/f/qO1TXmjUCjw+vVrhISEYPz48Rr7IyMjERoaisjIyI8fHBHRV0znUwdARERERET0JXujfI57iftx4ekSnHw0A8fjQnEsbgKOxU3AyaeTcStxE16kXUZK5jNkCqmFnDySQQY55DJjGOraQKHvCnsTP5Sz7IpqtuNQ037yO49JqGEfgmp2Y+BbNBjli/RHWav2cDDzg5mhPZNH9FVwcXGBsbExTE1NYW9vj2HDhiEz83OcCvLL8vPPP8Pd3R1mZmYoU6YMwsPDxX1r166Fqamp+DAyMoKOjg6eP3+eq7p1dXWRnJyc6+TRjBkzUKRIEVhZWeG7776DIBR8tOemTZtQrVo1GBoaIiAgoMD1AUBaWhoCAwPh5OQEc3NzVKtWDSdOnChwvcnJyahZsyasra2hUChQv359XL9+vRAi/p+mTZtqfKYkJCSge/fu+a7TxcUFJiYmeP36tbjtzZs3MDMzg4uLi0b5smXLomLFilrrUb8HqB8LFizIUywLFy5ExYoVoaenh9DQ0GzLNm3aVNKWnp4eWrZsKe6XyWQwMTER90+bNi1Psag9efIELVu2hK2tLWQymcb+AQMGwM7ODubm5vDy8sKOHTvy1Q4RfXn4LwAiIiIiIqICSlUm4/nrM0hMu4OUzPgPkAjSJIMudGR60NMxgYGuAqZ69rAyKAcTOZM9RAWxf/9+1KxZE3fu3EHt2rXh6emJAQMGfOqwvmgymQwRERHw8vLClStX0LBhQ5QpUwZ+fn7o3r27JLHw008/Yc+ePbCxsSn0OHbv3o358+fj5MmTMDExQcOGDVG2bFn07du3QPVaWVlh9OjR+PvvvxEfH18osSqVSri4uODYsWMoXrw4/vjjD7Rs2RL379+Hqalpvus1MDDA0qVLUbZsWQDAggUL0LNnT5w+fbpQ4t66dSuSkpIKpa73OTg4YOvWrWJ/2bZtG+zs7JCeni4p988//yAuLg5paWm4du0a3NzcJPvV7wH5ZWdnh9DQUERERORYds+ePZLnbm5uGsnOGzduFHgko46ODpo1a4YhQ4agadOmGvtHjhyJefPmwcDAAKdPn0aDBg1w9+5dWFtbF6hdIvrv4wgkIiIiIiKiXHqZegfXXmzA6Se/4njcJJx8OgnX0+fgfPyviH19BEnKWCiFN4WQPNKBDvRhoKuAhV5JFDfxh4/1YMmIIT/7UFS3GwffosHwsglACYtGsDB0YvKI/lNSM9JwJe7uR3mkZqTlKbZSpUrBz88P58+fF7dt2rQJHh4esLKyQqtWrfD06VNx3/Lly+Ho6IhixYphyZIlkrrUN/rVAgICMGXKFPH53LlzUbp0aZiZmaFKlSp48eIFAODSpUuoXbs2LC0tUalSJZw5c0Y85vTp0yhfvjzMzc0RFBQElSrr9x0XFxf88ssvcHNzg5mZGSZOnIgbN27A19cXFhYWCAoKEsuqVCqEhITA0dERdnZ2GDZsGNLS/nftpk2bhqJFi8LFxQXbt2+XtBMdHY3mzZvD2toabm5u2Lt3b06XGQDw7bffwsfHB7q6uihfvjzq16+PkydPai27evVq9OzZM1f1atO3b18EBgaKz9u1a4fvv/9erHvgwIEoVaoUihUrhlGjRmHVqlU51pmWlgYPDw+xbFJSElxcXLB7924AQL169dChQwfY2trmKdbnz5/Dzs4OR44cAQDExMSgSJEiuHDhAkxMTDBx4kQ4OTlBR0cHXbp0gb6+Pm7cuJFjvUeOHIGdnZ04imv79u0oVaoUXr9+DT09Pbi5uUFHRweCIEBXVxd37tzJVbyTJ09GgwYNxFFbI0eOROfOncX9qampGD9+PGbMmJGn65BbXbt2xdq1a8Xna9as0Tqqac2aNWjdujUaNmyI1atXF3ocbdq0QatWraBQKPJ03JkzZxAdHZ3r0XLx8fHo1q0bbG1tUbJkSaxcuTLLskWKFMGgQYPg4+OjdX+5cuVgYGAA4G1CNz09HQ8fPsxT/ET0ZeK/LIiIiIiIiN4Tn3oLj1//g+SMR8hQJUNAYU9hJYMO9KCnawIjuQ0s9EqiiLE3DOVmhdwO0eftzrOH8Jzc7aO0dXlCBDzsS+a6/M2bNxEVFYXRo0cDeDtqITg4GHv27EG5cuUwbtw4DB48GJs2bcLly5cRHByMAwcOoHz58hg4cGCu21m7di3mzJmDbdu2wd3dHefPn4e+vj6Sk5PRpEkTzJ07F23atMGOHTvQrl073Lx5Ezo6OmjXrh3Gjh2Lfv36YdGiRVi2bFm2I6V27dqF48eP4+nTp/Dx8cHJkyexZcsW6OnpwcfHB507d0bdunURFhaGTZs24cSJEzAyMkKrVq0wffp0hIaGiiN0oqKiYGtriw4dOoj1q1QqtGzZEn379sW2bdtw+vRptGrVCpcvX0bRokVzfT0yMjJw8uRJ9OrVS2PfuXPncOfOHXTs2FHcNmPGDBw7dgw7d+7MVf2//fYbvLy8sHv3brx8+RI3btzAunXrAABXr15F165dxbLqEVE5MTAwwMqVK9G0aVPUr18foaGhaNCgAZo1a5armLJiY2ODhQsXok+fPrhw4QL69u2L4cOHw9vbW6PsrVu3EB8fD1dX1xzr9ff3R+fOnTF48GAsXLgQQUFBWL9+PUxMTMQy5cuXx7Vr15CZmZnradPGjBmDbdu2YeHChfDy8sL69etx6dIlcf+MGTPQpUuXD7YuWL169bB8+XI8e/YMAHDx4kWMHTtWMiWiUqnEhg0bsGzZMiQkJGDChAmYOnWq1mnd3jdjxowsk181a9bMdR/MyurVq9GmTRuYmUn/FqhSpQpkMhkaNmyIX3/9VRwV1LNnT7i5uSEmJgb37t1DvXr1UKFCBZQvXz5f7Q8ePBjh4eFITU1Fs2bN4OXlVaDzIaIvAxNIRERERET01UpVJiHu9XG8TL2JtMwEqJBRaHXLoANdmQH0dS1grlccNkbeUBi6FFr9RPRhNG3aFIIg4PXr12jXrh2GDBkC4O0Io8GDB4s3VSdMmAArKysolUps3rwZ7dq1Q9WqVQEAEydOzPXIhhUrVuCHH36Ap6cnAIjrsqxfvx4eHh7iaIQ2bdpgypQpOHnyJGQyGeRyOQYNGgQAGDp0KH7++eds2xk2bBisrKxgZWUFb29vNGnSBI6OjgDeJhQuXLiAunXrYv369Rg9erR4k3/ixIkYNmwYQkNDsXHjRvTv3x9lypQBAPzwww+IjIwE8DbBlpKSgmHDhgEAqlevDn9/f+zZsydP6/6MGjUKLi4uaNy4sca+1atXo3Xr1jA3Nxe3/fDDD7muGwDMzc0RFhaG3r17IyMjA7t37xZHXiQnJ0vqNjc3R3Jycq7q9fX1RVBQEBo1aoTk5GRJ4qQg2rRpg82bN6N69eowMjLSer4pKSno0aMHxowZAwsLi1zVO336dPj4+MDf3x+dOnVC7dq1JfsvXryIlJQUREREwN7ePld1yuVyrFq1CrVr1xbXDlInO+7fv48//vgDZ8+exePHj3NVX17p6uqiQ4cO2LBhAwCgffv20NXVlZTZv38/0tPT0bhxY6SlpWHAgAGIioqSnH/Tpk0lx23btg3+/v744Ycf8tzfckupVGL9+vUao4iOHj2KatWqISEhAUOGDEFAQAB27NiBx48fIzIyElu3boWenh7KlSuHbt264c8//8x3AmnBggWYN28eIiMjcfny5Vwl1Yjoy8cEEhERERERfRWS0x4hJvkoXmU8gFL1upDWKJJBBjkMdM1hrucEW+OKTBIR/cft2bMHfn5+2L59O4YNG4bk5GQYGhoiOjoaq1evliRq5HI5Hj9+jEePHonJGACSn3MSGxuLEiVKaGyPjo7GkSNHJNNgZWRkIC4uDjo6OpJRHDKZLMdRHe9On2ZkZKTxXJ0oiYuLg5OTk7jP2dkZcXFxAIBHjx5J1oZ59zyjo6Nx7949SbxKpRKVKlXKNq53TZ8+HYcOHcLRo0c1bl5nZmZi3bp1CAsLy3V9Walbty6MjIxQunRp+Pr6ittNTU3x6tUr8fmrV6/ytJ5QYGAgpk6diokTJ0oSUQXVt29f1K1bF+Hh4RrTlGZkZKBjx45wdXXFxIkTc12nkZERunbtikmTJmHHjh1ZlgkMDISdnR2uXLmSq/Vw3N3d4eXlhQcPHqB169bi9hEjRmDy5MkwNDTMdYz50b17dwwbNgyCIGDu3LnIzJSOIF6zZg3atGkDfX196Ovro1mzZlizZo0kgbRnz54CrYGUH/v27YOOjg4aNmwo2V6rVi0Ab6egmzt3LhwcHJCamoro6GikpqaiSJEiYtnMzEx0794d0dHRcHd3B/D29zc3o+jUdHV1Ub9+fcyePRulS5cu8Cg6IvrvYwKJiIiIiIi+OMlpj/Ag+RCS0mOgFN4AEApYow7kMgMY6drA0rAc7I19IZcbQ6lUIiEhAQqFgmsPEeVDqSIOuDwh54XmC6ut3JLJZGjdujW2b9+OKVOmYPbs2XBwcMDkyZMxcuRIjfJ2dna4d++e+DwmJkay38TEBCkpKeLzJ0+eiFONOTo64v79+xp1Ojg4oHHjxhrrDAFv17CJjY2VbHv/eX7Z29sjOjpafB4dHS2OQLGzs5Oc27s/Ozg4wM3NDRcvXsxXu/Pnz8eyZcsQFRUFKysrjf0HDhyAIAho1KhRvup/108//QQHBwfExMRg69ataNOmDYC3yY9Lly6hVatWAIDLly/Dw8Mj1/UGBQWhW7dumD9/PgIDAyWJuPxKT0/HN998g4CAAISEhKBdu3ZickqlUqFnz56QyWRYuXJlnkaM3L59G7///ju6dOmCkSNHYsuWLVrLCYKApKQkPHz4MFcJpIiICDx+/BhFixbFnDlzEBwcDACIjIzEiRMnMGTIEGRmZiIzMxPFihXDX3/9ladrnBNfX1/Ex8cDACpXrixZSys5ORnbtm2Drq4u9uzZAwDiuk/z5s0TR6JlZdq0aVlO51erVi2xzvxYvXo1unXrpjFi6l06Om+XshcEAQ4ODjA1NcXLly+1vu65HTmXFaVSidu3bxeoDiL6MvBfOERERERE9J+mVL7B/eTDeJl2HemZrwo4skgGXZkBjHVtYGXoATtjX8jlH/bb0kRfM0M9gzytS/SxjR49GpUrV8b48ePRp08f9OjRA/Xr14e3tzfi4+MRFRWF1q1bo3379qhRowaGDBkCT09PTJkyRVKPt7c3/vjjD9SrVw+HDx9GZGQk/Pz8AEBMDNSoUQNubm44d+4cSpcujRYtWuCHH37A1q1b0aJFC2RkZODIkSOoXr06qlevjoyMDCxZsgR9+vTBkiVL8OjRo0I5586dO+PXX39Fo0aNYGRkhMmTJ6NLly4AgA4dOmDgwIHo3r07bG1tJaOxqlatCpVKhYULF6Jv374AgFOnTsHZ2TnHRMqqVaswbdo0HD16NMvp0lavXo2uXbsWOFl/8eJFzJo1C2fOnMGDBw/QtWtX1KpVC9bW1ujRowcGDRqErl27wsTEBLNmzRKn5AMAFxcXhIaGap2Sb9GiRXj27Bl27tyJ6dOno2/fvti/fz9kMhkyMzORkZEBpVKJzMxMpKamQi6Xi+cik8lw+PBh1KlTR6PeiRMnwsXFBeHh4QgMDMTIkSOxbNkyAMDAgQPx6NEj7Nu3T+O6REZGom7duhAEzS9QqFQq9O7dG2PGjMHQoUNRoUIFrFmzBj169MDZs2eRnJyMatWqISMjA6GhoVAoFChXrhwAIDQ0FJGRkeLUhe969OgRgoODsWPHDigUCtSoUQPNmjVDmTJlcOPGDahUbz+fY2JiUL16dZw/fx42Nja5et3y4s8//8xyu6WlJU6fPi0mXTIzM1GhQgXs2rUL7dq1y7besWPHYuzYsTm2r1QqxddaqVQiNTUVenp6WSaHXr16he3bt+PEiROS7VeuXIFSqYSnpydevXqF4OBgNGzYEEZGRnBwcED16tUxfvx4jBs3Dvr6+rh48SIMDQ3F0UfvS01NRVpamvizTCaDgYEBEhMTsWvXLrRq1QqGhobYsmULDh8+jOnTp+d4rkT05dP51AEQERERERHlRXzKTVx4tgR/x/2IY3ETcPLpdDx+cxJpmQl5Sh7JoAsDXUvYGlaAj81Q1LSfjJr2P6K63Th42w6Eo3lNJo+IvnJubm7w9/fHnDlzUKNGDcycORO9evWCubk5KlasiOPHjwMAPD09MWvWLLRt2xYuLi6oUaOGpJ5Jkybh3LlzUCgUCAsLk0zt1a1bNwwZMgQtWrSAubk5Bg8ejIyMDFhYWGDXrl2YN28ebG1t4eLigiVLlgAA9PX1sXnzZsybNw/W1ta4ePGiRpv51bdvX7Rt2xZVqlSBu7s7vL29MWbMGABA8+bNMXDgQPj5+aF8+fJo0aKFeJxcLseuXbuwb98+ODg4wN7eHlOnThWTBtkJCQnBs2fP4O3tDVNTU5iamkpGeiQnJ2Pr1q3o2bOnxrHTpk1D06ZNc3VuGRkZ6N27N6ZNmwYXFxf4+/ujQ4cOGDx4sHh+gwYNQpUqVVCuXDk0btwYgYGB4rEvXrxAtWrVNOq9d+8exo0bh5UrV0JPTw9jx45FfHw8Fi1aBOBt8svIyAgTJkzAmjVrYGRkJCYZY2NjYWZmJq6t9a6TJ09i+fLl4uv+22+/Yf/+/dizZw8ePHiAZcuW4Z9//oGNjY143aKiosR6s+oTv/76K2QyGUaMGAEDAwOsXLkSI0aMQFxcHDIyMjB8+HBYW1vDyckJly5dwp49e6Cvry/Wq05+vq9///7o168fqlatirJly2LcuHEICAiASqWCra0tihUrhmLFionTrhUrVuyDjN51d3fXmkRZs2YN+vXrBzs7OzEWBwcHBAYGYs2aNWK5Ro0aidfT1NQU48aNy1P7U6ZMgZGREZYtW4apU6fCyMhIXBMtKipKY1rETZs2wdXVFd7e3pLtT548QceOHWFubg43Nzfo6upi1apV4v61a9ciNjYWJUuWhK2tLYKDgyUjHd9nZGQEFxcX8eeyZcsCeJvAXLp0KYoXLw5ra2vMmDEDERER8PHxydN5E9GXSSZo+yoCEeXalStX4Onpmeeh7R8ap1OhD4V9iz4U9i36UNi3/tuUSiXi3vyNpylnkZb5Mt+ji2SQw1DXEtaG7ihuUniJIfYv+lA+175V0H//3L17FwBQsuTnO+qIvhwPHjxAuXLlYGBggOXLl+c4wiQ7J06cwNy5c7Fu3bpCjBBYt24dLl68WOijPQYOHIh27dqhcePGhVpvpUqVsH///lxNZ5cXNjY2SElJwYQJE/DDDz9o7I+MjBRHP9Gnw/dwoq/P5/NXKBERERERffWUSiUevj6CJynnkK56hfysXfR2ZJECNoaeKG5SG3K5fuEHSkREnz1nZ+dsR2TkhXrqwMLWtWtXdO3atdDrXbx4caHXCQD//vvvB6n3+fPnH6ReIiIqGCaQiIiIiIjok1EqlXj4JgpP3pxFuioReU8YyaAnM4GFQUk4mdeFsbzw11IgIiKiT8vFxUXr2lNERPRhMYFEREREREQfVXzKTdxP2o8U5bM8T0kngy4Mda1hZ1IVtoYVP6upvYiIiOjDYAKJiOjT4L+2iIiIiIjog0pVJuFO4nYkpt2FCul5OlYH+jDTKw4ns/qwMHT6QBESERERERHR+5hAIiIiIiKiQvf0zUU8SDqItMyXeTpOnTByMWsMM0P7DxQdERERERER5YQJJCIiIiIiKjClUon7SbvxLPUSMoXUXB8ngxxmevZwMWsKc8PiHzBCIiIiIiIiygudTx0AERERERH9N6Uqk3DpWTiOx4Xi5NNJeJxyOhfJIxkMdC1R0rwVatpPhp99CMoX6c/kERF9cWQyGWJjYz9ae3Xq1MGaNWs+WnsAcP/+/VyvRfcp4gPevg4mJiaYNWvWR2/7SzR06FAYGRnB1dU1yzIuLi64f//+xwuKiIg+GCaQiIiIiIgo194on+PC0yU4FheCM09/RmLGXQjIzPYYXZkhihj6oJrtONS0/xGVi46EvWnljxQxEVHuubi4wNjYGKamprC3t8ewYcOQmZn9exwV3NGjR+Hv7w9TU1PUqVNHsi8qKgqmpqbiw8TEBDKZDP/++2+u679x4wZGjhyZq7IrVqxA8eLFYW5ujj59+iA9PW9r92mT3fkVxKhRo1CqVCmYmZmhfPny2LlzZ6HU27x5c9ja2sLCwgJVq1bFiRMnxH2///479uzZk++6Q0NDIZPJEB4eLtkeGBgImUyGyMhIyfZp06ZBJpPh4sWLGvXo6elJ+kaNGjXyFMvVq1fRqFEjWFpawsXFJduyJ0+eRP369WFpaYmiRYuiT58+ePXqlUa5EydOQEdHB1OmTMlTLO86ffo0ypcvD2NjY/j7++PBgwfivvv376Nx48ZQKBRwcHAoUDtERLnBBBIREREREWUrOe0Rzj6dj2NxE3H26RwkKWMAqLI9xkDXEqUtOqCm/WRUtxuHslbtIZcbfpyAiYgKYP/+/UhOTkZUVBQ2b96MsLCwTx3SF8/Y2BgDBgzAxIkTNfbVqlULycnJ4mP58uVwcXFBxYoVCz2OS5cuYcSIEdiyZQtiYmIQExODyZMnF7je7M6vIMzMzLBnzx4kJiZizpw56NGjB+7du1fgen/++WfExcUhMTER48aNQ+vWrSEIQiFE/Fbp0qUREREhPk9NTcXevXvh4OCgUXbt2rWwtLTUOnqtd+/ekr7x999/5ykOPT09dOnSBXPmzMmxbEJCAoYMGYKYmBjcvn0bSUlJGD16tKSMSqXCiBEjULly/r8kk5aWhnbt2mHYsGGIj49HzZo10aNHD3H/N998AycnJzx79gzHjh3DggULsG/fvny3R0SUEyaQiIiIiIhIQ6oyCRefLcWxuIk4/2IB3igfA8j65pEMujDXKwFf25GoaT8ZlYuORFET748XMBH9J6VmpOFK3N2P8kjNSMtTbKVKlYKfnx/Onz8vbtu0aRM8PDxgZWWFVq1a4enTp+K+5cuXw9HREcWKFcOSJUskdbm4uODYsWPi84CAAMnIgblz56J06dIwMzNDlSpV8OLFCwBvExq1a9eGpaUlKlWqhDNnzojHqEcpmJubIygoCCpV1ol9FxcX/PLLL3Bzc4OZmRkmTpyIGzduwNfXFxYWFggKChLLqlQqhISEwNHREXZ2dhg2bBjS0v537aZNm4aiRYvCxcUF27dvl7QTHR2N5s2bw9raGm5ubti7d29OlxkA4Ovri+7du8PJySnHsqtXr0aPHj0gk8lyVff7Jk+ejAYNGogJkZEjR6Jz584AgIiICLRv3x6VK1eGhYUFxo8fj1WrVuVYpyAIaNCgAX788UcAQGZmJqpUqYKFCxfm+fzelZaWBg8PDzGGpKQkuLi4YPfu3QDejsIpU6YMdHR0ULduXbi7u+Ps2bM51nvz5k1YW1vj5s2bAICzZ8/C1tYWcXFxAAAPDw/I5XIIggBdXV08e/ZM62ib/KpVqxZu3bqFR48eAQB27NghjtB619mzZ3H37l3MnDkT69aty7aP50fp0qURGBiIMmXK5Fi2SZMmaNeuHUxNTWFmZoYBAwZIRmYBwJIlS1C1alW4ublJtmdmZiIkJATOzs4oWrQoRo0aBaVSqbWdyMhIGBgYoF+/fjA0NMS4cePw77//ionB+/fvo1OnTtDT00OJEiVQs2ZNXL16NZ9XgIgoZ7mbqJaIiIiIiL54SmU6biZuxsu0GzlOSwcAMshhZVAOpS3aQi7X/wgREtGX5s6zh/Cc3O2jtHV5QgQ87EvmuvzNmzcRFRUljjL4559/EBwcjD179qBcuXIYN24cBg8ejE2bNuHy5csIDg7GgQMHUL58eQwcODDX7axduxZz5szBtm3b4O7ujvPnz0NfXx/Jyclo0qQJ5s6dizZt2mDHjh1o164dbt68CR0dHbRr1w5jx45Fv379sGjRIixbtgwDBgzIsp1du3bh+PHjePr0KXx8fHDy5Els2bIFenp68PHxQefOnVG3bl2EhYVh06ZNOHHiBIyMjNCqVStMnz4doaGh2L17N+bPn4+oqCjY2tqiQ4cOYv0qlQotW7ZE3759sW3bNpw+fRqtWrXC5cuXUbRo0Vxfj+w8ffoU+/btk6xnFBERgRkzZmhMcZaVMWPGYNu2bVi4cCG8vLywfv16XLp0CcDbKc3q168vlvXy8kJ0dDSSk5M1khvvkslkWL58OSpWrIjWrVtj586dGom5/DAwMMDKlSvRtGlT1K9fH6GhoWjQoAGaNWumUfbly5e4fPky3N3dc6y3TJkymDBhAnr37o2//voLvXr1wqxZs2Bvby+WadGiBQ4cOID09HQEBQXBwsKiQOfyLplMhk6dOmH9+vUYMWIE1q5di/79++PcuXOScmvWrEGzZs3QtWtXDB8+HJGRkahXr16O9UdHR6N8+fJZ7r948WKek3nvO3r0KDw8PMTnL168wOzZs3Hy5EkEBwdLys6aNQtRUVE4c+YM9PT00LZtWyxatAhDhw7VqPfq1auS2I2NjVGqVClcuXIFJUqUwJAhQ7BhwwbUrl0b0dHROHnyJMaOHVugcyEiyg5HIBERERERfeXuJe7H33E/4uTTyYhPu5pt8kgH+ihqWAnVbEPgZx8CN+vOTB4R0ReladOmMDU1RdmyZVGjRg0MGTIEwNsRRoMHD4aXlxf09PQwYcIEbNu2DUqlEps3b0a7du1QtWpVGBkZ5WmqshUrVuCHH36Ap6cndHR0ULFiRZiZmWHnzp3w8PBA+/btoaurizZt2sDW1hYnT57EiRMnIJfLMWjQIOjp6WHo0KGws7PLtp1hw4bBysoK5cqVg7e3N5o0aSKOmPL398eFCxcAAOvXr8fo0aNRvHhxWFtbY+LEiVi3bh0AYOPGjejfvz/KlCkDhUKBH374Qaz/n3/+QUpKCoYNGwa5XI7q1avD39+/QOvlvG/9+vWoVKmSZMRIt27dcp08AgC5XI5Vq1Zh4sSJ6NmzJxYsWABra2sAQHJyMszNzcWy6p+Tk5NzrNfJyQk//fQTOnbsiNmzZyMsLCzfo6Te5evri6CgIDRq1Aj79++XJM/UVCoV+vTpg/bt22uMfsnK8OHDoa+vjypVqqB06dKSadIAYOfOnUhKSsLmzZvzvLZQbnTv3h1r165FfHw8Tp8+jcaNG0v2Z2ZmYv369ejcubOYyHx/GrvVq1dDoVCID3Xi1snJCQkJCVk+Cpo8OnHiBBYsWCD5PR83bhyCg4OhUCg0yoeFhWHKlCkoUqQIFAoFRo0ahU2bNmmt+/0+CLzth+o+WKtWLZw5cwYmJiYoU6YMBgwYAB8fnwKdDxFRdphAIiIiIiL6CiWmRuOfx7/iWNwEPHwdBRUysiyrAz0UM66GarYhqGE/AaWt2kAu52QGRPRl2rNnD5KSkrB161acOXNGvHEbHR2NqVOnijerHR0dIZfL8fjxYzx69AiOjo5iHe/+nJPY2FiUKFFCY3t0dDSOHDkiuUF+7do1xMXF4dGjRyhevLhYViaTSZ5rY2trK/5sZGSk8Vx9nnFxcZIb7M7OzuLUZtmdZ3R0NO7duyeJd+/eveI0ZYVh9erV6NWrV4HrcXd3h5eXF3R0dNC6dWtxu6mpqWSqNvXP2Y0+elenTp3w+PFjNG/evMBJincFBgbi2rVr6NOnj0ZyAQAGDx6MxMRELFq0KNd1ymQy9OnTB1euXMHw4cO1ltHX10e7du3wyy+/4MqVK/mOXxtvb2+kpqZiypQpaNNG8++Kv/76C69evUKLFi0AAF26dMHmzZuRmpoqlunZs6ckMbR48eJCjVGbK1euoG3btli9erU42uvcuXM4ffo0+vfvr/WY6OhoNG3aVPy96N69uzj9pYeHB0xNTWFqaoro6GiNPgi87YempqbIzMxEkyZNEBAQgNTUVNy9exdr167VmEqSiKgw8V99RERERERfCaUyHTcSN+Bl2i1kt54R8HZNo7fT07XjCCMi+mBKFXHA5QkRH62t3JLJZGjdujW2b9+OKVOmYPbs2XBwcMDkyZMxcuRIjfJ2dnbiGiUAEBMTI9lvYmKClJQU8fmTJ0/g6uoK4G0S5v79+xp1Ojg4oHHjxlpvDh85cgSxsbGSbe8/zy97e3tER0eLz6Ojo8Wpzezs7CTn9u7PDg4OcHNzy9NooLy4fv06Ll68KK5XVBARERF4/PgxihYtijlz5ohTjrm7u4vT2QHA5cuX4eTklOsE0qhRo1CvXj3s3r0bZ86cga+vb4FjBYCgoCB069YN8+fPR2BgoCQ59d133+Hff//FoUOHYGBgkOs64+PjMW7cOPTu3RvffvutOKpNm4yMDNy5c0cyZVth6NatG8aPH4/jx49r7FuzZg3S0tJQsuTbaSdVKhVevXqF7du3o1OnTtnWGx0dne1UflevXs1Xgu/OnTto3LgxZs2ahebNm4vbjxw5ghs3bsDB4e17TGJiIuRyOe7cuYPw8HA4ODhgw4YNqFixokad7yfm3N3dsWDBAvF5SkqKeO3j4+MRGxuLQYMGQS6Xo0SJEmjevDn++usvtGrVKs/nQ0SUGxyBRERERET0hXvy+gJOPJqKk08n42XaTWSdPJLBXM8Zvrbfwc8+FG7WXZg8IqIPylDPAB72JT/Kw1Av9zfX1UaPHo1ly5bh+fPn6NOnD37//Xdxqrf4+Hhs27YNANC+fXv8+eefOH36NFJSUjBlyhRJPd7e3vjjjz+QmZmJgwcPIjIyUtwXEBCAn376CVevXoUgCDh79iySkpLQokULnDt3Dlu3boVSqURKSgr27t2LxMREVK9eHRkZGViyZAkyMjIwf/78Qhvp07lzZ/z66694+PAh4uPjMXnyZHTp0gUA0KFDByxbtgy3bt1CYmIifv75Z/G4qlWrQqVSYeHChUhPT0d6ejqioqIkyaisqFQqpKamIiMjQ/Lzu1avXo1mzZqJ083l16NHjxAcHIwVK1ZgxYoVmDx5Mm7evAngbUJj8+bN+Pfff5GYmIipU6dKRjzVqVMHoaGhWuvdu3cv9uzZg5UrV2LmzJkICAhAWlpars7PxcUFK1as0FrvokWL8OzZM4SHh+Obb75B3759IQhvP8enTJmCnTt3Yu/evTAzM5Mcd//+fchkMq3JSeDtqKV27dohPDwcFhYWmDFjBgDg3r172LVrF1JTU5GWloY5c+YgNjYWVapUyfHa5tWgQYNw4MABVK9eXbL9zZs32LJlCyIiInD+/HmcP38eFy9eRFBQkMY0dto4OTkhOTk5y4c6eSQIAlJTU5Geni75WZvY2Fg0aNAAY8eORbdu0nXbBgwYgNu3b4uxtmrVCkOGDMFvv/0G4O0IsvHjx+PRo0cQBAH379/HkSNHtLZTp04dpKSkYPny5UhLS8PUqVNRqVIllChRAkWKFIGTkxOWLl0KlUqFmJgY7Nq1C15eXjleEyKi/GICiYiIiIjoC6RUKnHlxRoci5uIW4mbkCmkZlnWQFcBL6v+qGn/I8oX6QdDuVmWZYmIviZubm7w9/fHnDlzUKNGDcycORO9evWCubk5KlasKI6c8PT0xKxZs9C2bVu4uLhorBkzadIknDt3DgqFAmFhYZJp07p164YhQ4agRYsWMDc3x+DBg5GRkQELCwvs2rUL8+bNg62tLVxcXLBkyRIAb6cW27x5M+bNmwdra2tcvHix0Nap6du3L9q2bYsqVarA3d0d3t7eGDNmDACgefPmGDhwIPz8/FC+fHlxejHg7dpCu3btwr59++Dg4AB7e3tMnToVKpUqxzaPHj0KIyMj9OrVC1FRUTAyMpJMByYIAtauXYuePXtqHLt27do8jYzp378/+vXrh6pVq6Js2bIYN24cAgICoFKp4OXlhVmzZqFVq1YoXrw47O3tMX78ePHY2NhY+Pn5adSZkJCAfv36YdmyZbCwsECvXr1QqlQpcY2c7M4vIyMDL168QLVq1TTqvXfvHsaNG4eVK1dCT08PY8eORXx8vDhV3YQJE3Dnzh04OzuL06CtXbtWjNXZ2VkcFfOujRs34t9//8VPP/0EmUyGsLAwzJ49GxcuXIAgCJgyZQpsbW1RrFgxbNq0CTt37kSxYsVyfY1zy9LSEvXr19fYvnXrVhQpUgQdOnRAsWLFxMewYcOwb98+vHjxAgCwcuVK8bxNTU3h4uKSp/YfPHgAIyMj+Pv7Izo6GkZGRmjUqJG438PDQ7yeYWFhuH//Pr777juxPXW/MzY2lsRpZGQEU1NTcT2kb7/9FtWrV4efnx8sLCzQsmVLjVGKagYGBtiyZQtmz54NhUKBo0ePSpJmmzZtQkREBCwtLVGlShU0a9YMgYGBeTpvIqK8kAnqry0QUb5cuXIFnp6euHz5cqEP5y4IpVKJhIQEKBQKrlFAhYp9iz4U9i36UL62vpWYGo3rCeuRoUrKtpwO5LAzqY4SFo2yLUfZ+9r6F308n2vfKui/f+7evQsA4rRURB+aoaEhDA0NERoaKk5Vlx+PHj1C+/bt8ffffxdecABOnDiBuXPnYt26dYVa7/Tp02FlZYWBAwcWar3Dhg3DihUr4OjomOW6SC4uLoiMjMxzQoc+f3wPJ/r6fD5/hRIRERERUb7dS9yHuNcnICAz23JmckeUteoGQ3nu1nMgIiL6L0tNzXoEbl7Y2dkVevIIAKpXr64xhVthUI8aK2xz587F3LlzP0jdRET0+WECiYiIiIjoP0qpVOJawhokpt/JtpwO9OFi1hD2ZprT4xAREREVpuDgYHH6NiIi+m9jAomIiIiI6D8mVZmAyy9WIDXzRbbljHRt4WHdE4ZyxccJjIiIiL56BZkqkIiIPi9MIBERERER/Ue8TL2DGy83QCmkZFlGBh0UNa4CV0XzjxgZERERERERfWmYQCIiIiIi+sw9fXMRtxK2QIAyyzK6MkOUtewEK8PSHzEyIiIiIiIi+lIxgURERERE9JmKSz6Ne692QUBmlmUMda3gaR0AQ7nlR4yMiIiIiIiIvnQ6nzoAIiIiIiKSeph0HMfjQnD31fYsk0cWeiVRzTYEvkVHMHlERPQZkslkiI2N/Wjt1alTB2vWrPlo7QHA/fv3IZfn7rvJnyK+FStWQC6Xw9TUFE+fPv2obVPunThxAqamptDR0cGxY8e0lgkNDUVoaOjHDYyIiJhAIiIiIiL6XDx4dRjH4kJwL2kvBKi0lJChmFEV1LSfDK8ifXJ9046IiHLHxcUFxsbGMDU1hb29PYYNG4bMzKxHgVLh+Pnnn+Hu7g4zMzOUKVMG4eHhkv1z586Fs7MzLCws4O/vj2vXruW67jp16iA5ORm2trY5lk1JSUGPHj1gZmYGJycnrFu3Ls/nok1oaCg8PDygo6ODFStWFEqdN27cQMuWLVGkSBHY2NigXbt2iIuLK3C9J0+eRPny5aFQKGBra4vevXsjOTm5wPWGhoZCT08Ppqam4kOtevXqSE5OhpOTU77qvn//PmQyGfz9/SXbjx49CplMhoCAAMn22NhY6OrqYuTIkVrreTdGU1NTXLp0KU/xBAUFwdXVFTKZDJGRkVmWS0tLQ2BgIJycnGBubo5q1arhxIkTGuWUSiW8vLzg6uqapzjelV3fFgQB48aNg52dHSwtLdGyZctC6UtE9GVgAomIiIiI6BOLSz6N43EhiEk+BGSROHIwqYWa9j/C1bLlxw6PiOirsn//fiQnJyMqKgqbN29GWFjYpw7piyeTyRAREYGEhARs2rQJP/zwA44fPw4AOHPmDMaPH4+dO3ciPj4etWrVQmBg4AeJIyQkBM+fP8fDhw/xxx9/YPDgwbhx40aB63V1dcWsWbNQs2bNQojyrcTERLRr1w43b97Ew4cPUbx4cY1ESX64urpiz549SEhIwP3796FSqTBp0qSCBwyIySj1ozDp6uri4cOHiImJEbetXbsWpUtrrg0ZEREBCwsLrF+/XiNBrKurK4kxOTkZXl5eeYrFx8cHy5YtQ8mSJbMtp1Qq4eLigmPHjiEhIQHBwcFo2bKlxrX5/fffYWFhkacY3pdd3/7zzz+xevVqnDp1Ck+ePIG1tTVGjRpVoPaI6MvBBBIRERER0SfyPOUqjsdN+v+p6jQTRzLowMm0IWra/4gSFo0+QYRERB9WakYarsTd/SiP1Iy0PMVWqlQp+Pn54fz58+K2TZs2wcPDA1ZWVmjVqpVkWrTly5fD0dERxYoVw5IlSyR1qW8SqwUEBGDKlCni87lz56J06dIwMzNDlSpV8OLFCwDApUuXULt2bVhaWqJSpUo4c+aMeMzp06dRvnx5mJubIygoCCqVti8g/K/9X375BW5ubjAzM8PEiRNx48YN+Pr6wsLCAkFBQWJZlUqFkJAQODo6ws7ODsOGDUNa2v+u3bRp01C0aFG4uLhg+/btknaio6PRvHlzWFtbw83NDXv37s3pMgMAvv32W/j4+EBXVxfly5dH/fr1cfLkSQDAgwcP4OXlBS8vL+jq6qJbt264evVqrup9X1paGjw8PLBq1SoAQFJSElxcXLB7924AwOrVqzF+/HhxNEjr1q0RERGRY703b96EtbU1bt68CQA4e/YsbG1txVEcPXr0QOPGjWFsbJyneI8cOQI7Ozs8f/4cALB9+3aUKlUKr1+/RpUqVdCnTx9YWlrCwMAAQ4cO1Tp6RZvJkyejQYMGEAQBADBy5Eh07twZAGBjYwMHBwcAb0em6Ojo4M6dOznWKQgCGjRogB9//BEAkJmZiSpVqmDh/7F352FRVu/jx9/DpuiwCIosopM7iGBqmlqCaS5pLrjhkqK4IBbhUm4fl3JLM8vdDHc0MkxxwzRLJZNcQXHfCBEQFVFQtmHm9wc/5+sICiqIy/26rrku5pwz93M/D48Ic885Z8mSpzrn59GzZ0/dzJqsrCy2bt1K165d84wLCgpi2rRpZGRksGfPniLPw9fXFw8PD4yNjZ84rmzZskyaNInKlStjYGCAl5cXJiYmekXL69evs2zZMsaNG5fn9fv27aNBgwZYWlri4eHxxO/Tk+7tmJgY3n//fSpXroyJiQk9evR45n9jQojXj6x5IYQQQgghxAt2JyOWU8lr0JD/m5kKDHnLrC32Zu++4MyEEOLFunTjGi5Te7+QY0VPXE8d+yfPCHjY+fPnCQ8PZ/To0QAcOnSIgIAAwsLCqF27NhMmTMDPz4+QkBCio6MJCAhg9+7duLq6MnTo0EIfZ926dcybN4/Q0FCcnZ2JjIzExMSEtLQ02rZty/z58+ncuTNbt27VzTgxMDDA09OT8ePHM2jQIJYuXUpgYCBDhgx57HG2b9/OgQMHSEpKol69ekRERLBp0yaMjY2pV68ePXv2pEWLFixfvpyQkBAOHjyIqakpHTt2ZObMmUyZMoUdO3awaNEiwsPDsbGxoVu3brr4Go2Gjz/+GB8fH0JDQzl8+DAdO3YkOjqaihUrFvp6ZGdnExERQb9+/QD48MMPmTlzJsePH8fFxYW1a9fSuvX/faiiQ4cOvPfee4wdO7bA2KVKlWL16tW0a9eOli1bMmXKFFq1asVHH33E7du3SUxMxNXVVTe+bt26hSrK1KxZk4kTJ9K/f3/27NlDv379mDt3Lvb29oU+7/y4u7vTs2dP/Pz8WLJkCb6+vgQHB1O2bNk8Y/fv30+dOnUKFXfcuHGEhoayZMkS6tatS3BwsN4ybbGxsbi6unLnzh3Kli2bp1CYH4VCwYoVK6hfvz6dOnVi27ZteYqTISEhbNq0icqVKzNx4kQ8PT0LlW9h9enTh169evHll1+yY8cOmjVrhoWFBQkJCboxJ06c4OzZs3h5eXH06FGCgoL07qcn6dChw2P3aBo7dmyh7sEnuXDhAsnJyXpL1Y0ZM4bx48fn+Z5fvXqVbt268dtvv9G0aVMWL16Ml5cXhw8fzhO3oHu7W7duBAcHc+XKFWxtbfn5558LfU2EEK8/KSAJIYQQQgjxgtxX3+TEjUDU2nuPGWFAVbN2UjgSQogS1K5dO7RaLffu3cPT05Phw4cDuTOM/Pz8dMtZTZw4ESsrK9RqNRs3bsTT05PGjRsDMGnSJNauXVuo461atYqxY8fi4uICQP369QEIDg6mTp06uhkUnTt3Ztq0aURERKBQKDAyMmLYsGEAfPrpp8yePfuJx/H398fKygorKyvc3Nxo27Ytjo6OQG6hIioqihYtWhAcHMzo0aOpVKmS7lz8/f2ZMmUKv/76K4MHD6ZmzZpA7pvmD/Z4OXToEOnp6fj7+wO5+9q4u7sTFhb2VEurjRo1CpVKRZs2bQBQKpV07NiRd955BwBHR0fCw8N147dt21bo2AANGzbE19eX1q1bk5aWpiucPFg2zMzMTDfW3Ny80Eutff7552zatIlGjRpRo0YN+vbt+1R5Pc7MmTOpV68e7u7u9OjRg+bNm+cZc/HiRcaPH09wcHChYhoZGbFmzRqaN2+OUqlk8eLFWFtb6/orV65MSkoKSUlJ/PTTT4Xem6hy5crMmjWL7t27c/v2bY4ePYpCoQCgR48e+Pr6Ur58efbs2UP37t2pVKkSjRo1KlTswnB2dsbAwIBTp04RFBRE3759OXv2rN6YoKAgWrVqhZWVFV5eXnh6enL//n3d7LCcnBwsLS31XnPr1i0MDQ2f+l57Gg/2KBo3bpxuubqDBw9y4cIFVq5cyb59+/TGr1u3ji5duvD+++8D8Nlnn/H1118TExODSqXSG1vQvW1ra0ujRo2oWrWqbhbg4sWLi+tUhRCvGFnCTgghhBBCiGKmVqs5lrSQY0nzHls8yt3j6CspHgkhRAkLCwsjNTWVzZs3c+TIEd2brLGxsUyfPh1LS0ssLS1xdHTEyMiIxMREEhISdMUYQO/rgsTFxfHWW2/laY+NjWXfvn2641laWnLmzBni4+NJSEjQFXggd/bHw8/zY2Njo/va1NQ0z/MH5xkfH69XMKhSpYpuKbYnnWdsbCxXrlzRy3fnzp16sz8KMnPmTP78809CQkJ0hYfAwEB++eUXLl68SHp6OsOHD6dTp06FjpmfgQMHcubMGQYMGIC5uTmQW6iC3GXtHrh7966uvSAKhYIBAwZw6tQpPv/88+fK72Gmpqb06tXrsXHj4+Np3bo1U6dO5YMPPih0XGdnZ+rWrYuBgcFjr6eNjQ1t27ald+/CzxLs0aMHiYmJtG/fXu8+cnZ2xtbWFiMjI9q0aUPv3r0JDQ0tdNzC6tOnD4sXL+aff/7ho48+0uvTaDT8/PPPuuX6PvjgA8qUKcPmzZt1YwwNDUlJSdF7GBoaFnmeD8vOzqZ79+5Ur16dSZMm6XL19/fnhx9+0P1beFhsbCxr167V+/d27949rl27xowZM1AqlSiVSt3X8Ph7+6uvvuL06dMkJSWRmppK8+bN6d+/f7GesxDi1SEzkIQQQgghhChGF5I3cz3j6GP7K5SuRy2rvOvzCyHEm6BaBQeiJxa8x0xRHauwFAoFnTp1YsuWLUybNo0ffvgBBwcHpk6dysiRI/OMt7Oz48qVK7rnV69e1esvW7Ys6enpuufXr1/XLVPl6OhITExMnpgODg60adMm3+XD9u3bR1xcnF7bo8+flb29PbGxsbrnsbGxuqXY7Ozs9M7t4a8dHBxwcnLixIkTz3TcRYsWERgYSHh4OFZWVrr2qKgoOnbsqJtV4evryxdffMHt27cpV67cMx3L19eX3r17s2jRIgYOHEjlypUpV64ctra2nDx5kmbNmgEQHR1d6GXhkpOTmTBhAv379+eLL77g4MGDGBk9/9tuFy9eZOHChXh5eTFy5Eg2bdqk67t58yatWrViyJAhT7VsIsD69etJTEykYsWKzJs3j4CAgHzHqdVqLl68WOi4o0aN4oMPPmDHjh0cOXKEhg0b5jvOwMBAtwdTUfLy8kKlUuHj44OJiYle3969e4mLi2PUqFGMGTMGgJSUFIKCggpVJGvXrp3e7LeHjR8/nvHjxz91vhqNhk8++QSFQsHq1at1xaK7d+9y7NgxPv74YyB3T6e7d+9ia2vL+fPncXBwYPDgwcyfPz9PzGbNmuXJ5Un3dlRUFF5eXlSoUAGAQYMG6cYJIYTMQBJCCCGEEKIYXL8XxYH4yY8tHlmaVOddm8lSPBJCvNFKG5eijn3VF/IobVzqqfMbPXo0gYGB3Lx5kwEDBrBw4UKioqKA3ILBgxkUXbt25bfffuPw4cOkp6czbdo0vThubm5s2LCBnJwc/vjjD92ybwDe3t7MmjWL06dPo9VqOXbsGKmpqXTo0IHjx4+zefNm1Go16enp7Ny5kzt37tCkSROys7NZtmwZ2dnZLFq06Klm+jxJz549+e6777h27RrJyclMnToVLy8vIHevlMDAQC5cuMCdO3f0ls1r3LgxGo2GJUuWkJWVRVZWFuHh4XrFqMdZs2YNM2bMYNeuXXn2DWrYsCHbtm3j2rVr5OTk8NNPP+Hg4PDMxaOlS5dy48YNVq5cyWeffYaPj4+ukNG3b1+mTZtGamoqhw4dIjQ0VFdYiImJQaFQ5FvsA/Dz88PT05OVK1diYWHBN998o+vLzs4mIyMDjUaj9zXkFjXym2ECucWF/v37M27cOFatWsW5c+cICgoCcgsMbdq0oUOHDvnuvTNlyhQ8PDzyjZuQkEBAQACrVq1i1apVTJ06lfPnzwO5SwKeO3cOrVZLfHw8EyZM0JvZ5OHhwZQpU/KNu3PnTsLCwli9ejVz5szB29ubzMzc/R63bNnCnTt30Gg0/Pnnn6xbt44OHTrkG+d5VKpUiX379uWbY1BQEF27diU6OprIyEgiIyP5/fff2b17N0lJSQXGDgsLIy0tLd/HwwWbrKwsMjIy0Gq1el/nZ+jQoSQkJPDrr7/qFRwtLCy4du2aLs/AwEAcHR2JjIzEzMyM3r178+uvvxIeHo5GoyE1NZWQkJDH5v6ke7thw4Zs2LCB5ORksrKyWLFihW6pTiGEkAKSEEIIIYQQRei++iYRCTO4cCcELZo8/aaGFXjXZiIu5fsXySeThRBCFB8nJyfc3d2ZN28eTZs2Zc6cOfTr1w9zc3Pq16/PgQMHAHBxcWHu3Ll06dIFlUpF06ZN9eJ89dVXHD9+HEtLS5YvX663ZFjv3r0ZPnw4HTp0wNzcHD8/P7Kzs7GwsGD79u0sWLAAGxsbVCoVy5YtA8DExISNGzeyYMECrK2tOXHiRJ5jPisfHx+6dOlCo0aNcHZ2xs3NjXHjxgHQvn17hg4dSrNmzXB1ddUrABgZGbF9+3Z+//13HBwcsLe3Z/r06bpCyZNMnjyZGzdu4Obmprf0FkD//v1p164d77zzDlZWVvzyyy96b5S3a9dON7YgV65cYcKECaxevRpjY2PGjx9PcnIyS5cuBeDrr7/GysoKOzs7unbtysKFC6lVqxaQO8OrSpUqODjkncn266+/cvToUWbNmoVCoWD58uX88MMPumLj4MGDMTU1Zffu3QwZMgRTU1P279+vi/u47913332HQqFgxIgRlCpVitWrVzNixAji4+PZtGkTx44dY/Hixbpr9vBye3FxcY+dRTJ48GAGDRpE48aNqVWrFhMmTMDb2xuNRkNiYiLt2rVDqVTSsGFDqlSpwo8//lhg3JSUFAYNGkRgYCAWFhb069ePatWq6ZZkW79+PSqVCgsLCwICAli2bFmR3bOPatasGXZ2dnptGRkZbNy4kU8//RRbW1vdw8PDgwYNGuj2j8rJydG7nkqlkp07dz7V8Vu3bo2pqSnnz5+nTZs2mJqa8t9//wEwY8YM2rVrB8B///1HYGAghw4donz58rrjhYeHo1Ao9PK0srLC0NAQW1tbFAoFb731FsHBwXzxxRdYWVlRu3btJy4J+KR7e8yYMahUKpycnKhYsSInTpxg+fLlT3XOQojXl0JbHPNFhXiDnDp1ChcXl6ea2v4iqNVqUlJSsLS0lDenRJGSe0sUF7m3RHF5kfdW1I1lpGZfzbfPgFK4lh+M0qRiseYgXiz52SWKy8t6bz3v3z+XL18GoGrVqkWdmhB5rF27Fl9fX4yNjTl//rzevk9Pa+bMmVhZWT31UnEFGTp0KJ6enrRp06ZI4zZo0IBdu3ZhbW1dZDETEhLo2rUr//zzT5HFBIiIiKBt27ZkZmayZ8+efAtLD2YUPW72k3gx5Ge4EG+el+e3UCGEEEIIIV5R8WmHuXw37x4VuRRUNf8Ye+U7LzQnIYQQ4k33ySef8MknnxRJrAezsIraw7N7itLRo4/ff/FZ2dnZFXnxCODdd98lJSWlyOMKIYR4flJAEkIIIYQQ4hllqNOIvLEAtfZ+vv3lS7tS26r7C85KCCGEEOL18rj9nIQQQhQvKSAJIYQQQgjxDM4lh3AjIyrfvtKG1tSz9sPIyOQFZyWEEEII8fqRApIQQpQMKSAJIYQQQgjxFFIyrnAqeTVacvL0KTDAqVwfrExrlkBmQgghhBBCCCFE0ZECkhBCCCGEEIUUlfQjqeq4fPusSjnjbN3rBWckhBBCCCGEEEIUDykgCSGEEEIIUYDkjAucTl4LaPP0GSlMqVfhM0obmb34xIQQQgghhBBCiGJiUNIJCCGEEEII8TKLurGM08lryK949JZZW961Gy/FIyGEEHkoFAri4vKftVocPDw8CAoKemHHA4iJicHIqHCfTS6J/Pbu3YuBgQFKpZLDhw+/0GO/riwtLTE2NmbatGn59u/du1f2KxJCiNeIFJCEEEIIIYTIR0rGFf6On0xq9tU8faaG5XnXZjIOZs1KIDMhhBDFRaVSUaZMGZRKJfb29vj7+5OTk3fPO1G0Zs+ejbOzM2ZmZtSsWZOVK1fq9YeFhVG9enXKli1Lp06duH37dqFjV61albS0NN55550Cx2o0GgICArC0tKRixYp8//33T30uj8rMzGTgwIFUrlwZc3Nz3n33XQ4ePPjccdPS0njvvfewtrbG0tKSli1bcvbs2eeO+7B27drlKRCmpKTQp0+fZ46pUqkoW7Ys9+7d07Xdv38fMzMzVCpVnvG1atWifv36+cZ58G/1wWPx4sVPlcupU6do3rw55ubmODs7s3fvXl1fREQErq6uWFpaYmNjQ//+/UlLS3uq+EII8TqQApIQQgghhBCPOHHjJ6KTVwCaPH01LLrRoOLnhf7EtRBCiFfLrl27SEtLIzw8nI0bN7J8+fKSTum1p1AoWL9+PSkpKYSEhDB27FgOHDgAQFJSEr169WL+/PncuHEDS0tL/P39iyWPpUuXsnfvXs6fP8/ff//NnDlz2LNnz3PFVKvVqFQq/v77b1JSUggICODjjz9+7mJEqVKl+Omnn7hx4wbJycl06dKFTz755LliPmzz5s2kpqYWWbyHOTg4sHnzZt3z0NBQ7Ozs8ow7dOgQ8fHxREdHc+bMmTz9D/6tPnj4+fkVOofs7Gw6depEt27duH37NvPnz6dbt27cunULgOrVqxMWFkZKSgoxMTFoNBq++uqrpz9ZIYR4xUkBSQghhBBCiP8vLTOBA/GTuZsdm6evtKE179pMpmJZtxLITAghXk8abTb3sq+/kIdGm/1UuVWrVo1mzZoRGRmpawsJCaFOnTpYWVnRsWNHkpKSdH0rVqzA0dERW1tbli1bphfrQQHhAW9vb70lwObPn0+NGjUwMzOjUaNGujexT548SfPmzSlXrhwNGjTgyJEjutccPnwYV1dXzM3N8fX1RaPJ+6GHh4//7bff4uTkhJmZGZMmTeLcuXM0bNgQCwsLfH19/+97otEwefJkHB0dsbOzw9/fn8zMTF3/jBkzqFixIiqVii1btugdJzY2lvbt22NtbY2TkxM7d+4s6DID8MUXX1CvXj0MDQ1xdXWlZcuWREREALBp0yYaNmzIRx99RJkyZZgyZQq//vor6enphYr9MK1WS6tWrfj6668ByMnJoVGjRixZsgSAtWvXMnr0aGxsbKhRowaDBw9mzZo1Bca9efMmdnZ27Nu3D4CrV69SoUIFoqKiKFu2LJMmTaJy5coYGBjg5eWFiYkJ586dKzDuvn37sLOz4+bNmwBs2bKFatWqce/ePYyNjXFycsLAwACtVouhoSGXLl0q1HWYOnUqrVq1QqvNXZ535MiR9OzZU9efkZHB//73P7755ptCxXtavXr1Yt26dbrnQUFB+c5qCgoKolOnTnz44YesXbu2SHM4d+4ct2/fxt/fH0NDQ1q1asXbb7/Npk2bAChfvjwODg5A7n1jYGBQ6OsrhBCvE/nYpBBCCCGEEMDF21tITM9/f4TqFl2wLZt3+RQhhBDPJ12dzPEbC1/Isd6u8ClljSsWevz58+cJDw9n9OjRQO5siICAAMLCwqhduzYTJkzAz8+PkJAQoqOjCQgIYPfu3bi6ujJ06NBCH2fdunXMmzeP0NBQnJ2diYyMxMTEhLS0NNq2bcv8+fPp3LkzW7duxdPTk/Pnz2NgYICnpyfjx49n0KBBLF26lMDAQIYMGfLY42zfvp0DBw6QlJREvXr1iIiIYNOmTRgbG1OvXj169uxJixYtWL58OSEhIRw8eBBTU1M6duzIzJkzmTJlCjt27GDRokWEh4djY2NDt27ddPE1Gg0ff/wxPj4+hIaGcvjwYTp27Eh0dDQVKxb+umdnZxMREUG/fv0AOH36NK6urrr+t956C2NjYy5duoSLi4tu1klhli9TKBSsWLGC+vXr06lTJ7Zt26ZXQHv0WHXr1mXbtm0Fxi1fvjxLlixhwIABREVF4ePjw+eff46bW94PnVy4cIHk5GSqV69eYFx3d3d69uyJn58fS5YswdfXl+DgYMqWLasb4+rqypkzZ8jJyWHGjBkFxgQYN24coaGhLFmyhLp16xIcHMzJkyd1/d988w1eXl5UqlSpUPGe1gcffMCKFSu4ceMGACdOnGD8+PF6Sxeq1Wp++eUXAgMDSUlJYeLEiUyfPh2FQlFg/G+++eaxxa/33ntP9z19UEB7QKvVcurUKd3z2NhYXF1duXPnDmXLls1TMBVCiDeBFJCEEEIIIcQbTa3O4siNuai19/L0lTa0op71Z7JcnRBCvEHatWuHVqvl3r17eHp6Mnz4cCB3hpGfnx9169YFYOLEiVhZWaFWq9m4cSOenp40btwYgEmTJhV6xsSqVasYO3YsLi4uALr9XoKDg6lTpw5du3YFoHPnzkybNo2IiAgUCgVGRkYMGzYMgE8//ZTZs2c/8Tj+/v5YWVlhZWWFm5sbbdu2xdHREcgtVERFRdGiRQuCg4MZPXq0rngwadIk/P39dTN/Bg8eTM2aNQEYO3asbt+YQ4cOkZ6erlterkmTJri7uxMWFoa3t3ehrgXAqFGjUKlUtGnTBsjd6+dBng+Ym5vrloB72n1vKleuzKxZs+jevTu3b9/m6NGjuqJEWloa5ubm+R6nIJ07d2bjxo00adIEU1NTxo4dm2dMeno6ffv2Zdy4cVhYWBQq7syZM6lXrx7u7u706NGD5s2b6/WfOHGC9PR01q9fj729faFiGhkZsWbNGpo3b67bO8ja2hqAmJgYNmzYwLFjx0hMTCxUvKdlaGhIt27d+OWXXwDo2rUrhoaGemN27dpFVlYWbdq0ITMzkyFDhhAeHq53/u3atdN7XWhoKO7u7owdOzbf6/+wWrVqYWlpydy5c/nss8/Ys2cP+/bto2rVqroxlStXJiUlhaSkJH766ScqV65cFKcvhBCvFFnCTgghhBBCvLFu3j9NRNLUfItHVc3a07DiCCkeCSHEGyYsLIzU1FQ2b97MkSNHdAWE2NhYpk+fjqWlJZaWljg6OmJkZERiYiIJCQl6RY5HCx5PEhcXx1tvvZWnPTY2ln379umOZ2lpyZkzZ4iPjychIUFvdohCoShwtoiNjY3ua1NT0zzPH5xnfHy83hvlVapUIT4+HuCJ5xkbG8uVK1f08t25cycJCQmFvRTMnDmTP//8k5CQEF1RR6lUcvfuXb1xd+/eRalUFjruo3r06EFiYiLt27fXO9dHj/W0x/Hx8eHUqVMMHz48z+8P2dnZdO/enerVqzNp0qRCxzQ1NaVXr16cOnWKzz///LFjBg4cyIABA3TLHxbE2dmZunXrYmBgQKdOnXTtI0aMYOrUqZQuXbrQOT6LPn36sH79etatW/fY5es6d+6MiYkJZmZmfPTRRwQFBemNebBH0YOHu7t7oY9vbGzM5s2bCQ0NxdbWlu+//56ePXvm++/IxsaGtm3b0rt376c/USGEeMXJX8NCCCGEEOKNdPLGSu5kX87TbkApGtmMxMioTAlkJYQQbxZTIyvervDpCztWYSkUCjp16sSWLVuYNm0aP/zwAw4ODkydOpWRI0fmGW9nZ8eVK1d0z69evarXX7ZsWb09e65fv65bwszR0ZGYmJg8MR0cHGjTpk2+y2bt27ePuLg4vbZHnz8re3t7YmP/by/A2NhY3cwWOzs7vXN7+GsHBwecnJw4ceLEMx130aJFBAYGEh4ejpXV/32vnJ2dCQkJ0T2PiYkhOzubatWqPdNxIHeW0wcffMCOHTs4cuQIDRs21B3r5MmTumXsoqOjqVOnTqFiZmVl8dlnn+Ht7c3kyZPx9PTUzWbSaDR88sknKBQKVq9eXahl2B64ePEiCxcuxMvLi5EjR+r26HmUVqslNTWVa9eu6WYTPcn69etJTEykYsWKzJs3j4CAAAD27t3LwYMHGT58ODk5OeTk5GBra8uePXsKfS0Ko2HDhiQnJwPwzjvv6Pa8gtyZYKGhoRgaGhIWFgag2/dpwYIFlCpV6omxZ8yY8djl/N5//31dTFdXV92+VQBNmzalb9+++b5OrVZz8eLFwp+gEEK8JmQGkhBCCCGEeKNkqFP5J/6rfItHVqWcaWr/PykeCSHEC2KgMKasccUX8jBQGD91fqNHjyYwMJCbN28yYMAAFi5cSFRUFADJycmEhoYCuUtw/fbbbxw+fJj09HSmTZumF8fNzY0NGzaQk5PDH3/8oVv2DcDb25tZs2Zx+vRptFotx44dIzU1lQ4dOnD8+HE2b96MWq0mPT2dnTt3cufOHZo0aUJ2djbLli0jOzubRYsWPdVMnyfp2bMn3333HdeuXSM5OZmpU6fi5eUFQLdu3QgMDOTChQvcuXNHb9m8xo0bo9FoWLJkCVlZWWRlZREeHq5XjHqcNWvWMGPGDHbt2pVnGbYuXbpw+PBhdu7cyf379/nqq6/o3r07pqamz3R+O3fuJCwsjNWrVzNnzhy8vb3JzMwEoG/fvsyZM4cbN25w8eJFfvrpJ91eTJBbWHz4e/ewSZMmoVKpWLlyJS1bttQrNA4dOpSEhAR+/fXXPDOT9u7d+9iCkkajoX///owbN45Vq1Zx7tw53SycY8eOsX//frKysrh37x5jxozB0tKS2rVrAzBlyhQ8PDzyjZuQkEBAQACrVq1i1apVTJ06lfPnzwNw7tw5IiMjiYyMZMeOHRgaGhIZGUmtWrUKvrhP6bfffuO3337Lt71cuXJ6uZw9exYjIyO2b99eYNzx48eTlpaW7+NB8Qhyl//LyMjg/v37fPvtt2g0Gtq2bQvAtm3bOHfuHFqtlvj4eCZMmMAHH3xQdCcvhBCvCCkgCSGEEEKIN8b1e8c5kjQbDepHehTUsfLG2bpXieQlhBDi5eTk5IS7uzvz5s2jadOmzJkzh379+mFubk79+vU5cOAAAC4uLsydO5cuXbqgUqlo2rSpXpyvvvqK48ePY2lpyfLly/WWDOvduzfDhw+nQ4cOmJub4+fnR3Z2NhYWFmzfvp0FCxZgY2ODSqVi2bJlAJiYmLBx40YWLFiAtbU1J06cyHPMZ+Xj40OXLl1o1KgRzs7OuLm5MW7cOADat2/P0KFDadasGa6urnTo0EH3ugdv7v/+++84ODhgb2/P9OnT0Wg0BR5z8uTJ3LhxAzc3N5RKJUqlUjeDxMbGhvXr1zN8+HDKly/PrVu3mD9/vu61vr6++Pr6FurcUlJSGDRoEIGBgVhYWNCvXz+qVaumW1Ju2LBhuLu7U6NGDZo2bcrIkSNp2bIlkDvDy8zMTLcH1sMiIiJYsWKF7vvz/fffs2vXLsLCwvjvv/8IDAzk0KFDlC9fXnd+4eHhuriP+9599913KBQKRowYQalSpVi9ejUjRowgPj6e7OxsPv/8c6ytralcuTInT54kLCwMExMTXdxmzZrlG3fw4MEMGjSIxo0bU6tWLSZMmIC3tzcajQYbGxtsbW2xtbWlQoUKANja2hbLkr7Ozs44OzvnaQ8KCmLQoEHY2dnpcnFwcGDgwIF6y9i1bt1adz2VSiUTJkx4quOvXLlSFz8iIoLNmzfr+hITE2nXrh1KpZKGDRtSpUoVfvzxx2c+VyGEeFUptFqttqSTEOJVdurUKVxcXJ5qavuLoFarSUlJwdLSUvZuEEVK7i1RXOTeEsXlwb2VqN1JSva5PP2lDC152/pzue/EM5GfXaK4vKz31vP+/XP5cu7sz4c3qheiuOzfv5+2bdtiYmLCH3/8oVuq7ln8/PPPnDhxgpkzZxZhhrmzkzw9PWnTpk2Rxm3QoAG7du0q1HJ2T6N8+fKkp6czceJExo4dm6d/7969TJky5bEztcSrTX6GC/HmeXl+CxVCCCGEEKIYqNVqLmQtI4f0PH2VyrqjsmhVAlkJIYQQorg1b96c+/fvF0msXr160atX0c9ULq5ZLUePHi2WuDdv3iyWuEIIIV5OUkASQgghhBCvrdSMeKKSlwKPTrpXUM96GMpSdiWRlhBC6FGr1cTExHDu3DkaN25M+fLlSzolIYR4JiqVCm9v75JOQwghRBGRApIQQgghhHgt/XdnD1fv7c3TbqxQ0qDCqJdqSSghxJslKiqKdevWce7cOc6fP8+lS5fIzs4GIDQ0lI4dO3Iy7iJrDu7Aq3EbGld9eZbKFkKIJ5ECkhBCvF7kr2YhhBBCCPHaOZ60hHvq+Dzt1qXq4GTtVQIZCSHE/7l8+TLffvstmBhCVStwrwzWZaCMCZ3DZqANm/F/Y28nEOr3bQlmK4QQQggh3lRSQBJCCCGEEK8NtVrN4RuzyNFm5OmrbuaJrdnbJZCVEOJ1lZmZyZkzZ4iOjgagb9+++Y67cjOeoH93svfCUc4lxnIj7TYMbZTbqVDojX10wc3TiVeKOm0hhBBCCCEKRQpIQgghhBDitZChvs2RpO959O1XBUZUM/CmvKlDySQmhHitLFy4kIiICKKiojhz5gw5OTkA1K5dm1Yft2Xlwe38fjqCc9f/I/neXbJy1PkHeqRw9DiJd5OLKnUhhBBCCCGeikFJJyCEEEIIIcTzunn/NEeS5vJo8cjUsAKNbSZgZFS2ZBITQrx21q5dy7p164i+H0/OB1WhtxsMashZd3PsxnZgfOgS9l04TuLd5McXj/Kj1YJGiyIrh1oVK9PF1Z3ZHYZxacqvxXcyolgpFAri4uJe2PE8PDwICgp6YccDiImJKfSegiWR3969ezEwMECpVHL48OEXemxReAcPHkSpVGJgYMDff/+d75gpU6YwZcqUF5uYEEIIKSAJIYQQQohX25U7v3M25ec87RVKu9Ggon8JZCSEeFVotVri4uK4c+fOY8fcuJvMtB0reH/OUCp80ZbDbytyl59rXQOqWYF5aTAyLPSMIgATQ2NK5xjAtbtw9Br8egJ+PATLDqFdcYSIgGVsGDydAY3bY6W0KIpTFYWkUqkoU6YMSqUSe3t7/P39dbPMRPFZunQpVatWxdzcnMqVKzNz5ky9/rCwMKpXr07ZsmXp1KkTt2/fLnTsqlWrkpaWxjvvvFPgWI1GQ0BAAJaWllSsWJHvv//+qc/lUZmZmQwcOJDKlStjbm7Ou+++y8GDB587blpaGu+99x7W1tZYWlrSsmVLzp49+9xxH9auXbtCFwgLMmXKFIyNjVEqlbrHA02aNCEtLY3KlSs/U+yYmBgUCgXu7u567fv370ehUODt7a3XHhcXh6GhISNHjsw3zsM5KpVKTp48+VT5bNq0CScnJ5RKJa1ateLq1au6voLudSGEeNlIAUkIIYQQQryyTtxYzrV7eT+pWtX8Y2pZdSuBjIQQL7PU1FT+/PNPZs6cSefOnbGzs8PR0ZEtW7YAkHjnJhNCl9BgRn8sRrTEYFgTbMZ8xMSty/j7UhQ301LQKih0sai0kQmO5SrSxqkxs7oMJ27GFrRLIshcGM6Xdh/C1jPYXlXj7tKIwYMHM2fOHLZs2UKpUqWK8SqIguzatYu0tDTCw8PZuHEjy5cvL+mUXntt27bl2LFj3L17l3///ZegoCC2b98OQFJSEr169WL+/PncuHEDS0tL/P2L5wMiS5cuZe/evZw/f56///6bOXPmsGfPnueKqVarUalU/P3336SkpBAQEMDHH39MWlrac8UtVaoUP/30Ezdu3CA5OZkuXbrwySefPFfMh23evJnU1NQiiwfQv39/0tLSdI+iZGhoyLVr1/SKNevWraNGjRp5xq5fvx4LCwuCg4PzFIgNDQ31ckxLS6Nu3bqFzuP8+fN4e3uzfPlyUlJS8PDwoFevXrr+J93rQgjxMpICkhBCCCGEeOWo1Wr+TZjN3eyYPH2uVkOxVzZ68UkJIV5q4eHhWFhY0LJlS8aPH0/o9m1ctzcAzzoM+mcpBsOaYDe2AzN2rubY1XPczbiH9pFlMfOl1UKOBu5nUcnQnKkfD9EVitIX7Cd2Rig7/efxZetPcChno3vZ559/TkpKCgkJCezdu5dly5YxatQoPv74Y0xNTYvxSrxcNNps7mVffyEPjTb7qXKrVq0azZo1IzIyUtcWEhJCnTp1sLKyomPHjiQlJen6VqxYgaOjI7a2tixbtkwv1oMCwgPe3t5MmzZN93z+/PnUqFEDMzMzGjVqxK1btwA4efIkzZs3p1y5cjRo0IAjR47oXnP48GFcXV0xNzfH19cXjUbz2HNRqVR8++23ODk5YWZmxqRJkzh37hwNGzbEwsICX1/f//ueaDRMnjwZR0dH7Ozs8Pf3JzMzU9c/Y8YMKlasiEql0hVfH4iNjaV9+/ZYW1vj5OTEzp07C7rMuvwsLS11zw0MDLh06RKQO5ujYcOGfPTRR5QpU4YpU6bw66+/kp6eXqjYD9NqtbRq1Yqvv/4agJycHBo1asSSJUuA3CUqR48ejY2NDTVq1GDw4MGsWbOmwLg3b97Ezs6Offv2AXD16lUqVKhAVFQUZcuWZdKkSVSuXBkDAwO8vLwwMTHh3LlzBcbdt28fdnZ23Lx5E4AtW7ZQrVo17t27h7GxMU5OThgYGKDVajE0NNRds4JMnTqVVq1aodXm/owbOXIkPXv21PVnZGTwv//9j2+++aZQ8aDga/si9OzZk59/zp2VnpWVxdatW+natWuecUFBQUybNo2MjIznLhA+ateuXbRs2ZKmTZtiZGTEuHHjOHr0KBcvXgSefK8LIcTLqGjmoQohhBBCCPGCqNUZ/Jv0DVr0PzGqwIjGNmMwMipdQpkJIV5WOTk5XNQmo21bAyqUhdLG8NBMoiwKt0SZAgVlTEpxLzEZElLhbBLcuK/rr9uuHf/7aGChYllZWT31ebyO0tXJHL+x8IUc6+0Kn1LWuGKhx58/f57w8HBGjx4NwKFDhwgICCAsLIzatWszYcIE/Pz8CAkJITo6moCAAHbv3o2rqytDhw4t9HHWrVvHvHnzCA0NxdnZmcjISExMTEhLS6Nt27bMnz+fzp07s3XrVjw9PTl//jwGBgZ4enoyfvx4Bg0axNKlSwkMDGTIkCGPPc727ds5cOAASUlJ1KtXj4iICDZt2oSxsTH16tWjZ8+etGjRguXLlxMSEsLBgwcxNTWlY8eOzJw5kylTprBjxw4WLVpEeHg4NjY2dOv2f7N9NRoNH3/8MT4+PoSGhnL48GE6duxIdHQ0FSsWfN3Xr1/P0KFDSUtLo2rVqnTv3h2A06dP4+rqqhv31ltvYWxszKVLl3BxccHPzw+AxYsXF3gMhULBihUrqF+/Pp06dWLbtm16BbRHj1W3bl22bdtWYNzy5cuzZMkSBgwYQFRUFD4+Pnz++ee4ubnlGXvhwgWSk5OpXr16gXHd3d3p2bMnfn5+LFmyBF9fX4KDgylb9v/2dnR1deXMmTPk5OQwY8aMAmMCjBs3jtDQUJYsWULdunUJDg7WW6btm2++wcvLi0qVKhUqHhR8bSG3ALtp0yYqV67MxIkT8fT0LHT8wujTpw+9evXiyy+/ZMeOHTRr1gwLCwsSEhJ0Y06cOMHZs2fx8vLi6NGjBAUF0bp160LF79Chw2P3aBo7dixjx44F0BXmHtBqtZw6dUr3PX/cvS6EEC8jKSAJIYQQQohXRoY6hSNJc+GRWQEmBhY0sh1dMkkJIUpEcnIykZGRfPDBB3n6Eu/cZM4f69h28gAxtxLIVP//mSdVyhU6voFCgYWpEidbFe3qNGFQs47YWpQHoFatWly7dgNXVzfcurrh6upK3bp1cXFxKZJzEyWrXbt2aLVa7t27h6enJ8OHDwdyZxj5+fnplrOaOHEiVlZWqNVqNm7ciKenJ40bNwZg0qRJrF27tlDHW7VqFWPHjtXdP/Xr1wcgODiYOnXq6GZQdO7cmWnTphEREYFCocDIyIhhw4YB8OmnnzJ79uwnHsff3x8rKyusrKxwc3Ojbdu2ODo6ArmFiqioKFq0aEFwcDCjR4/WFQ8mTZqEv7+/bubP4MGDqVmzJpD7pvnevXuB3AJbenq6bnm5Jk2a4O7uTlhYWJ49aPLTu3dvevfuTXR0NJs2bcLMzAzI3evnQZ4PmJub65ZAK0zh6GGVK1dm1qxZdO/endu3b3P06FEU/7+YnJaWhrm5eb7HKUjnzp3ZuHEjTZo0wdTUVFdMeFh6ejp9+/Zl3LhxWFgUbn+zmTNnUq9ePdzd3enRowfNmzfX6z9x4gTp6emsX78ee3v7QsU0MjJizZo1NG/eHKVSyeLFi7G2tgZy9wHasGEDx44dIzExsVDxHnjSte3Rowe+vr6UL1+ePXv20L17dypVqkSjRkU3a9zZ2RkDAwNOnTpFUFAQffv2zbMvVFBQEK1atcLKygovLy88PT25f/8+ZcqUAXI/cPDwDCGAW7duYWhoWKhiYqtWrRg3bhz79+/n3XffZcaMGWRlZXHv3j3dmMfd60II8TKSApIQQgghhHgl3M2I40Tyj3naLU1q4FK+XwlkJIR4kW7evMn+/fvZt28fe/fu5eTJkygUCpKTk4m+EcP3fwZz4FIUSakpaLSPX8orD60WtGBuWpY69lXp5NYc3+aeWJgqH/uS/fv3U6FCBQwMZFX411FYWBjNmjVjy5Yt+Pv7k5aWRunSpYmNjWXt2rV6hRojIyMSExNJSEjQK3I8WvB4kri4ON5666087bGxsezbt0/vzezs7Gzi4+MxMDDQmx2iUCgKnC1iY/N/Syiamprmef6gUBIfH0/lypV1fVWqVCE+Ph6AhIQE3nvvPV3fw+cZGxvLlStX9PJVq9U0aNDgiXk9ysXFhd9//52vv/6a2bNno1QquXv3rt6Yu3fvolQ+/t9oQXr06MGIESPw9PTUO9dHj/W0x/Hx8aFFixasXLkSIyP9t9yys7Pp3r071atXZ9KkSYWOaWpqSq9evfjqq6/YunXrY8cMHDgQOzs7Tp06pSsGPYmzszN169blv//+o1OnTrr2ESNGMHXqVEqXfrYZ3Y+7ts7Ozrqv27RpQ+/evQkNDS3SAhLkzkJavHgx//zzD+vXr9crIGk0Gn7++Wfd8pEffPABZcqUYfPmzfTu3RvI3QMpJSXlmY9fu3ZtVq5ciZ+fH4mJifTp0wdnZ+d8/30+eq8LIcTLSApIQgghhBDipXfz/mnOpvycp92+bDOqWrQtgYyEEC/StGnTmDhx4v81OJhB2xpoKyqxHNvm6YJptaDWwJ0M+O82RCVCVg4LVq+mX7/CFaMLsxyXKBxTIyvervDpCztWYSkUCjp16sSWLVuYNm0aP/zwAw4ODkydOpWRI0fmGW9nZ8eVK1d0z69evarXX7ZsWb09e65fv65bzsrR0ZGYmJg8MR0cHGjTpk2efYYgd2+cuLg4vbZHnz8re3t7YmNjdc9jY2N1M1vs7Oz0zu3hrx0cHHBycuLEiRPPnYNardbtGePs7ExISIiuLyYmhuzsbKpVq/bM8UeNGsUHH3zAjh07OHLkCA0bNtQd6+TJk7pl7KKjo6lTp06hYmZlZfHZZ5/h7e3N5MmT8fT01M1m0mg0fPLJJygUClavXq2blVMYFy9eZOHChXh5eTFy5Eg2bdqU7zitVktqairXrl0rVAFp/fr1JCYmUrFiRebNm0dAQAAAe/fu5eDBgwwfPpycnBxycnKwtbVlz549hboWj7u2j3qwd1NR8/LyQqVS4ePjg4mJiV7f3r17iYuLY9SoUYwZMwaAlJQUgoKCdAWkJ2nXrh3h4eH59o0fP57x48cD0K1bN93yjikpKaxfv/6xM1QfvteFEOJlJB+XEkIIIYQQL7VrqQfyLR5VNWsvxSMh3hBpVkbQvhYMaABDG8HHzrnL0ZU2LvC1RgaGOJarSO932rCiwyj48RAsPwIh0ZS/kkn7D9vy1Vdf6ZYNEy+WgcKYssYVX8jDQFHw/fKo0aNHExgYyM2bNxkwYAALFy4kKioKyF1GMTQ0FICuXbvy22+/cfjwYdLT03UzHB5wc3Njw4YN5OTk8Mcff+iWfQPw9vZm1qxZnD59Gq1Wy7Fjx0hNTaVDhw4cP36czZs3o1arSU9PZ+fOndy5c4cmTZqQnZ3NsmXLyM7OZtGiRXr7vDyPnj178t1333Ht2jWSk5OZOnUqXl5eQO4b44GBgVy4cIE7d+7ozZpo3LgxGo2GJUuWkJWVRVZWFuHh4XrFqMdZvXo1SUlJuvNfuHChbnnKLl26cPjwYXbu3Mn9+/f56quv6N69O6amps90fjt37iQsLIzVq1czZ84cvL29yczMBKBv377MmTOHGzducPHiRX766Se9wrJCodD73j1s0qRJqFQqVq5cScuWLfUKjUOHDiUhIYFff/01z8ykvXv3PragpNFo6N+/P+PGjWPVqlWcO3eOoKAgAI4dO8b+/ft1y6ONGTMGS0tLateuDcCUKVPw8PDIN25CQgIBAQGsWrWKVatWMXXqVM6fPw/AuXPniIyMJDIykh07dmBoaEhkZCS1atUCwMPDgylTpjz1td2yZQt37txBo9Hw559/sm7dOjp06JBvnOdRqVIl9u3bl2+OQUFBdO3alejoaN05/v777+zevZukpKQCY4eFhZGWlpbv40HxCODo0aNoNBpu3LjBkCFDGDhwoG7fuyfd60II8TKSApIQQgghhHhpXUrZwZXUnXnancr1wd7s3RLISAjxIkTGnqPzki+wHtUaxbB3mXVyMzhaQikjKOCT+6bGpXCrVIOpHw8hde4fZC86QOyMUNYN/Io+H3YiICCA9evXc+nSJZKSkti2bRuTJk2S/YtEvpycnHB3d2fevHk0bdqUOXPm0K9fP8zNzalfvz4HDhwAcpeimjt3Ll26dEGlUtG0aVO9OF999RXHjx/H0tKS5cuX6y0Z1rt3b4YPH06HDh0wNzfHz8+P7OxsLCws2L59OwsWLMDGxgaVSsWyZcsAMDExYePGjSxYsABra2tOnDiR55jPysfHhy5dutCoUSOcnZ1xc3Nj3LhxALRv356hQ4fSrFkzXF1d9QoARkZGbN++nd9//x0HBwfs7e2ZPn06Gk3BS0r++++/1K1bFzMzM91eOQ/2nrKxsWH9+vUMHz6c8uXLc+vWLebPn697ra+vL76+voU6t5SUFAYNGkRgYCAWFhb069ePatWq6ZaUGzZsGO7u7tSoUYOmTZsycuRIWrZsCeTO8DIzM9PtgfWwiIgIVqxYofv+fP/99+zatYuwsDD+++8/AgMDOXToEOXLl0epVKJUKnUzWeLi4h77vfvuu+9QKBSMGDGCUqVKsXr1akaMGEF8fDzZ2dl8/vnnWFtbU7lyZU6ePElYWJhu1k1cXBzNmjXLN+7gwYMZNGgQjRs3platWkyYMAFvb280Gg02NjbY2tpia2tLhQoVALC1tdUVvh4Xt6Bru379elQqFRYWFgQEBLBs2bIiu2cf1axZM+zs7PTaMjIy2LhxI59++qnu/GxtbfHw8KBBgwYEBwcDuXsgPfgePXjs3Jn3d9En8fPzw9zcnDp16lClShWmT5+u63vSvS6EEC8jhbY45osK8QY5deoULi4uTzW1/UVQq9WkpKRgaWmZ5xNOQjwPubdEcZF7Szzq9K11JGeezdPuZjUMs9KF2yQa5N4SxUvur6eTmprKnj17dDMJ1qxZA0DinZtM2voT26MPkHj3FprC/pmq1UJWDi3qNOKzlj3oUs+j+JJ/wV7We+t5//65fPkyAFWrVi3q1ITIY//+/bRt2xYTExP++OOPxy6nVhg///wzJ06cYObMmUWYYe7sJE9PT9q0ecrlOAvQoEEDdu3aVajl7AorISGBrl278s8//xRZTMgtwLVt25bMzEz27NmTb2HpwYyix81+Ei+G/AwX4s3z8vwWKoQQQgghxP934sZP3M1+dMkbBQ1tvqC0kVmJ5CSEeDZnz55ly5YthIWF8ffff6NWqwEwcKrI8a97cy4pluwcdeGCabWQqYbraXAiAa6lAvBl2DTavkbFIyFE0WjevDn3798vkli9evWiV69eRRLrYT/++GORx4TcZdSKmp2dXZEXjwDeffddUlJSijyuEEKI5ycFJCGEEEII8VKJTFpKmvqaXpsCIxrbjMPIyOQxrxJCvKzGjx+fu+m70gQ8qkAlCyhlhEahIDrhcoGvtzBV0uQtFxoZV+LrYV8AufuQuLm54d7NHQ8PD5o0aVLcpyGEEKIEPW4/JyGEEMVLCkhCCCGEEOKlcTxpMffU+puAGylK07DCmJdqCSchROFsPPYnR1WZMPgdMFAUuH8RPNjDqDqfefSgd6P/W9IpMTGRexcTcXd357333qNcuXLFmboQQoiXiBSQhBCiZMhf4UIIIYQQ4qVw7PoC7uck6bUZK5Q0thtTQhkJIZ5WVlYWU3euYNXBHVxLuYGW/7+XkaFB/i/QajE0NKRqeQcGNOnAqA966TaAf5StrS1z5swppsyFEEIIIYQQj5ICkhBCCCGEKHFHr88jPeemXpuJgTmNbL8ooYyEEPm5du0amzZt4ubNm7qNzG/cTSYgZB7bo//mTvq9goNotZCVA3F34fBVTkVEUqtWreJNXAghhBBCCPHUpIAkhBBCCCFK1JHr35ORk6zXVsrQkncqjiqhjIQQD7t27RobNmxgw4YNREREAGBcrixHy9/lrwvHuJeVUWAMBaC9fR+ir8Op3JmGBgYGvPvuu9y5c6c40xdCCCGEEEI8o8esIyCEEEIIIUTxO5T4XZ7iUWlDKykeCfGSGDVqFI6OjowcOZKIM8fho1ow6B2ye9Rh26l/nlg8Km1sQoua9Tn4xU+c/HQ5/HISu2RDBgwYwIYNG7h58yYHDhygUaNGL/CMhHhxFAoFcXFxL+x4Hh4eBAUFvbDjAcTExBR6j8Liys/Dw4PSpUvTpUuXIo/9Mjt48CBKpRIDAwP+/vvvfMdMmTJFN1tUCCGEeBZSQBJCCCGEECXiUOK3ZGlS9NpMDcvTsOKIkklICJFHhbcc0LapAYPeAS83qGwJRgagUOQ73qqMOQOadCBp1g7S5+/nzxGLebdqXZydnTl+/DjXrl1jxYoVdO/enXLlyr3YkxGiEFQqFWXKlEGpVGJvb4+/vz85OTklndZrLzk5me7du2NlZUXFihX57LPPnuq6BwYGsmnTpkKNPXz4MK6urpQpUwZ3d3f++++/Z01bZ/v27TRt2hQLCwvs7e0ZOXIk2dnZzx136dKlVK1aFXNzcypXrszMmTN1fU2aNCEtLY3KlSs/U+yYmBgUCgXu7u567fv370ehUODt7a3XHhcXh6GhISNHjsw3jlKp1HucPHnyqfLZtGkTTk5OKJVKWrVqxdWrV3V9T7oOQgghipcUkIQQQgghxAt3+PpcsjR39drKGNrQoOLnJZSREOKB5LQ7eAX+j7KfezDu1AZQlXti0cjW3IrxbfuTOW8/t77bxYp+/6OCuZXeGIVCQb169VA8JoYQL5Ndu3aRlpZGeHg4GzduZPny5SWd0mtv8uTJ3L9/n6tXrxIdHc3+/fsJDAws8uNkZmbi6emJv78/ycnJvPfee/Tt2/e54969e5cpU6aQmJhIVFQUhw8f5ttvv33uuG3btuXYsWPcvXuXf//9l6CgILZv3/7ccR8wNDTk2rVresWadevWUaNGjTxj169fj4WFBcHBwXmKe4aGhqSlpek96tatW+g8zp8/j7e3N8uXLyclJQUPDw969eql6y/u6yCEEOLxpIAkhBBCCCFeqGPXF5CZc1uvrayRHfUrflZCGQkhsrKy+PTnb7EY0RLrL9rwy9E/uP+45em0WkjNhH/+Y3PbcSTM2sH0TsMwMTF5sUmL14JGm8297Osv5KHRPt2MkGrVqtGsWTMiIyN1bSEhIdSpUwcrKys6duxIUlKSrm/FihU4Ojpia2vLsmXL9GKpVCq9Zca8vb2ZNm2a7vn8+fOpUaMGZmZmNGrUiFu3bgFw8uRJmjdvTrly5WjQoAFHjhzRvebBTBpzc3N8fX3RaDSPPReVSsW3336Lk5MTZmZmTJo0iXPnztGwYUMsLCzw9fX9v++JRsPkyZNxdHTEzs4Of39/MjMzdf0zZsygYsWKqFQqtmzZonec2NhY2rdvj7W1NU5OTuzcubOgywzkzmLp3LkzZcuWpUKFCrRp04bTp08X6rWP2rdvH3Z2dty8eROALVu2UK1aNe7du8fevXspVaoUgwYNonTp0kyYMIGjR49y5cqVAuNOnTqVVq1aodVqARg5ciQ9e/YEoFevXrRu3RpTU1MqVKjAJ598wsGDBwuMqdVqadWqFV9//TUAOTk5NGrUiCVLlgC53zdLS0vdeAMDAy5duvRU16MgPXv25OeffwZy/y/YunUrXbt2zTMuKCiIadOmkZGRwZ49e4o0h127dtGyZUuaNm2KkZER48aN4+jRo1y8eBF4MddBCCFE/gq3UK0QQgghhBBFIOrGMu7nJOm1lTWy420bvxLKSIg3R2JiIuvWrWPbtm38/vvvmJiY8FN4KF/vWE5cStKTX6zVQloWRMbDqdyxVlZWuje5hXhW6epkjt9Y+EKO9XaFTylrXLHQ48+fP094eDijR48G4NChQwQEBBAWFkbt2rWZMGECfn5+hISEEB0dTUBAALt378bV1ZWhQ4cW+jjr1q1j3rx5hIaG4uzsTGRkJCYmJqSlpdG2bVvmz59P586d2bp1K56enpw/fx4DAwM8PT0ZP348gwYNYunSpQQGBjJkyJDHHmf79u0cOHCApKQk6tWrR0REBJs2bcLY2Jh69erRs2dPWrRowfLlywkJCeHgwYOYmprSsWNHZs6cyZQpU9ixYweLFi0iPDwcGxsbunXrpouv0Wj4+OOP8fHxITQ0lMOHD9OxY0eio6OpWPHJ133o0KEsW7YMLy8v0tLSCAsL0y1TFhsbi6urKydOnCjUcm3u7u707NkTPz8/lixZgq+vL8HBwZQtW5bTp0/j6uqqG1umTBmqVavGqVOneOutt54Yd9y4cYSGhrJkyRLq1q1LcHDwY5dp279/P3Xq1CkwV4VCwYoVK6hfvz6dOnVi27ZteQp669evZ+jQoaSlpVG1alW6d+9eYNyn0adPH3r16sWXX37Jjh07aNasGRYWFiQkJOjGnDhxgrNnz+Ll5cXRo0cJCgqidevWhYrfoUOHx+7RNHbsWMaOHQugK8w9oNVqOXXqFNWrVweK/zoIIYTInxSQhBBCCCHECxF9cw2p2Vf12koblpfikRDFSK1W8/vvv/PTTz+xbdu23GWHrE1xntiDK6nX0Tzyht2jbM2tGNKkEzO8PkedmYmNjQ1dhw2ja9euuLu7Y2Qkf1KK10+7du3QarXcu3cPT09Phg8fDuTOMPLz89MtzTVx4kSsrKxQq9Vs3LgRT09PGjduDMCkSZNYu3ZtoY63atUqxo4di4uLCwD169cHIDg4mDp16uhmg3Tu3Jlp06YRERGBQqHAyMiIYcOGAfDpp58ye/bsJx7H398fKysrrKyscHNzo23btjg6OgK5RZeoqChatGhBcHAwo0ePplKlSrpz8ff3Z8qUKfz6668MHjyYmjVrArkFgL179wK5Bbb09HT8/f2B3D163N3dCQsLy7OfzqPq1avH3bt3KVeuHDk5Ofj4+NChQwcAKleuTEpKSqGu5QMzZ86kXr16uLu706NHD5o3bw5AWloa5ubmemPNzc1JS0srMKaRkRFr1qyhefPmKJVKFi9ejLW1dZ5xGzduZM+ePURFRRUq18qVKzNr1iy6d+/O7du3OXr0qN5yn71796Z3795ER0ezadMmzMzMChW3sJydnTEwMODUqVMEBQXRt29fzp49qzcmKCiIVq1aYWVlhZeXF56enty/f58yZcoAuTOnHp4hBHDr1i0MDQ3Ztm1bgTm0atWKcePGsX//ft59911mzJhBVlYW9+7d040p7usghBAif7KEnRBCCCGEKHZnbv1CStYFvTYTA3Mayp5HQhSbP//8E5VKRYcOHQjdFkqOexUY9A50q8ulu4mPLR5ZlTFnVKteZM7bT8KsHXzVeSg/fPcdu3bt4tq1ayxevJiWLVtK8Ui8tsLCwkhNTWXz5s0cOXJEV1yIjY1l+vTpWFpaYmlpiaOjI0ZGRiQmJpKQkKArxgB6XxckLi4u39kvsbGx7Nu3T3c8S0tLzpw5Q3x8PAkJCboCD+TOZHn4eX5sbGx0X5uamuZ5/uA84+Pj9Wb6VKlShfj4eIAnnmdsbCxXrlzRy3fnzp16M1kep0ePHjRo0IC0tDQSExM5f/488+fPL/B1j2NqakqvXr04deoUn3/+f79rKJVK7t7V34Px7t27KJXKQsV1dnambt26GBgY0KlTpzz9f/31F8OGDWPr1q1617cgPXr0IDExkfbt2z92lpWLiwtlypTRLXdXlPr06cPixYv5559/+Oijj/T6NBoNP//8s265vg8++IAyZcqwefNm3RhDQ0NSUlL0HoaGhoU+fu3atVm5ciV+fn7Y29tz+/ZtnJ2d872ni/M6CCGEyEt+4xdCCCGEEMXq4u0t3MqM1mszUpShke0XJZSREG+GatWqcc3kPvSpB0oTeOgT7Y8qbWxCx7rvs6zvOCxM876R+mAGhhBFzdTIircrfPrCjlVYCoWCTp06sWXLFqZNm8YPP/yAg4MDU6dOZeTIkXnG29nZ6e2jc/Wq/ozbsmXLkp6ernt+/fp13dJcjo6OxMTE5Inp4OBAmzZt8uwzBLn7/MTFxem1Pfr8Wdnb2xMbG6t7Hhsbi729PZB7ng+f28NfOzg44OTkxIkTJ576mFFRUaxcuZLSpUtTunRpevTowe7du3WzmZ7WxYsXWbhwIV5eXowcOZJNmzYBuQWgxYsX68alp6dz6dKlQi03B7nLqCUmJlKxYkXmzZtHQECAru/ff/+lR48e/PrrrzRs2PCp8h01ahQffPABO3bs4MiRI499vVqt1u0LVJS8vLxQqVT4+Pjk2c9u7969xMXFMWrUKMaMGQNASkoKQUFB9O7du8DY7dq1Izw8PN++8ePHM378eAC6deumWxIxJSWF9evX62blPaq4roMQQoi8ZAaSEEIIIYQoNjF3/iAx/bBemwEmvGs3roQyEuL1l5x2h06LR1Pj2z7QuiaYlcq3eKQA3qnizPFxq0mfv59fBk/Pt3gkRHEyUBhT1rjiC3kYKIyfOr/Ro0cTGBjIzZs3GTBgAAsXLtQtTZacnExoaCgAXbt25bfffuPw4cOkp6czbdo0vThubm5s2LCBnJwc/vjjD92ybwDe3t7MmjWL06dPo9VqOXbsGKmpqXTo0IHjx4+zefNm1Go16enp7Ny5kzt37tCkSROys7NZtmwZ2dnZLFq0qFAzfQqjZ8+efPfdd1y7do3k5GSmTp2Kl5cXkPsmf2BgIBcuXODOnTt6y+Y1btwYjUbDkiVLyMrKIisri/DwcL1i1OM0bNiQFStWkJ2dza1btwgJCdEtFfi0NBoN/fv3Z9y4caxatYpz584RFBQEgIeHB+np6axYsYLMzEymT59OgwYNdDPApkyZgoeHR75xExISCAgIYNWqVaxatYqpU6dy/vx5AE6ePMnHH3/M8uXL8329h4cHU6ZMyTfuzp07CQsLY/Xq1cyZMwdvb28yMzMBWL16NUlJSbr7YuHChXzwwQfPdF2epFKlSuzbty/fHIOCgujatSvR0dFERkYSGRnJ77//zu7du0lKKmD/PHJn9KWlpeX7eFA8Ajh69CgajYYbN24wZMgQBg4ciJVVbtH3RV0HIYQQeUkBSQghhBBCFIurd/8m7t4+vTYFRjSykeKREMXhlyO7sR/TAesv2rDl5N9k56hzq0QP02ohNRP+vEjjSAWHxq6gXuVaJZKvEK8CJycn3N3dmTdvHk2bNmXOnDn069cPc3Nz6tevz4EDB4DcZbXmzp1Lly5dUKlUNG3aVC/OV199xfHjx7G0tGT58uV6y5/17t2b4cOH06FDB8zNzfHz8yM7OxsLCwu2b9/OggULsLGxQaVSsWzZMgBMTEzYuHEjCxYswNramhMnTuQ55rPy8fGhS5cuNGrUCGdnZ9zc3Bg3Lvf/7vbt2zN06FCaNWuGq6urbp8iyN0jaPv27fz+++84ODhgb2/P9OnT0Wg0BR5z+fLlHD9+HBsbG5ycnFCpVLpjxsbGolQqC1WIAvjuu+9QKBSMGDGCUqVKsXr1akaMGEF8fDylSpVi06ZN/PDDD1haWrJ//35dcQlyZ3E1a9Ys37iDBw9m0KBBNG7cmFq1ajFhwgS8vb3RaDTMnTuXW7du0bt3b5RKJUqlknbt2hUYNyUlhUGDBhEYGIiFhQX9+vWjWrVqTJo0Ccid1VS3bl3MzMzo0aMHvr6+xTYjtFmzZtjZ2em1ZWRksHHjRj799FNsbW11Dw8PDxo0aEBwcDCQuwfSg/N+8Ni5c+dTHd/Pzw9zc3Pq1KlDlSpVmD59uq7vRV4HIYQQ+hRabQG7pgohnujUqVO4uLgQHR1d6GnvL4JarSYlJQVLS0tZn14UKbm3RHGRe+v1cjP9NGdv/6zXpsCAxjYTMDIyecyriofcW6I4vej7KzU1lfT0dN3eGllZWQxeP5PgI3+QlZOd/4u0WsjRwuVk2HcJcsDW1pY+ffowa9asp9qnQrw4L+vPruf9++fy5csAVK1atahTE2+o1q1bExERQevWrQkJCXmuWA0aNGDXrl1YW1sXUXa5M5e6du3KP//8U2QxASIiImjbti2ZmZns2bMn3wLigxlFj5v9JMTTkp/hQrx5Xp7fQoUQQgghxGshLet6nuIRKGhsM+6FF4+EeF3ExMQwf/58AgMD6du3L0PGfk7flVM4lXjlia+rXqESbqmWbPxhOYaGhrRv35FBgwbRrl27l6ooIYQQz2rXrl1FFuvo0aNFFusBOzu7Ii8eAbz77rukpKQUeVwhhBDiYbKEnXip7d27F4VCke8jIiJCb+w///zDe++9R5kyZbC1tcXf35+0tLQ8MTMzMxkzZgz29vaYmprSuHFjdu/e/aJOSQghhHitqdX3iby5ME97Q5svMDIqXQIZCfFqi4iIoEePHlSrVo3vv/+eVFUZlmQe5u2Z/R9bPDI1LsXQ9zqTOW8/F74OYabfGKZNm0ZsbCyhoaF8/PHHUjwSQog3gIeHx2P3dBJCCCEKQ/5qEK8Ef39/3nnnHb226tWr676OjIykZcuWODk5MXfuXOLi4pgzZw4XLlwgLCxM73Xe3t6EhIQQEBBAjRo1WLVqFR999BF//fUX77333gs5HyGEEOJ1pFar+Tdpdp52V6uhlDYyK4GMhHi1eXl58csvv+Q++aAqVLMGw8d/BrCKlS0/9h5DmzpN9Npr1KjBhAkTijNVIYQQLyEpHgkhhHheUkASr4T333+fbt26PbZ//PjxlCtXjr1792Jubg6ASqVi8ODB7Nq1i9atWwNw6NAhgoOD+fbbbxk9ejQA/fr1w8XFhS+//LJYppULIYQQb4ojN2ajJUevrYZFN8xLVyqhjIR4tdV6uy5knoSKSlAo8h1jaGBAG6fGrPeZioWp8gVnKIQQQgghhHidyRJ24pWRmpqKWq3O03737l12795N3759dcUjyC0MKZVKNmzYoGsLCQnB0NCQIUOG6NpKly6Nj48PBw8e5OrVq8V7EkIIIcRr6sj1eai16Xptlcq6U7GsWwllJMSra++5o1QZ35mvY7aCrVne4pFWCxnZ+Lp+hHrRP2z/9HspHgkhhBBCCCGKnBSQxCthwIABmJubU7p0aVq0aMGRI0d0fSdPnkStVtOwYUO915iYmFCvXj2OHz+uazt+/Dg1a9bUKzQBNGrUCMhdCk8IIYQQTyf65moycm7qtVmVckZl0aqEMhLi1bT+0O+UG9mKFj8MJ/Z2Yt4BWi2kpMPGaFh1jLt/n3vxSQohhBBCCCHeGLKEnXipmZiY0LVrVz766CPKly/P6dOnmTNnDu+//z7//PMPb7/9NgkJCQDY2dnleb2dnR3h4eG65wkJCY8dBxAfH//EfJKSkrhx44Ze28WLF4HcfR/ymyFVUtRqNTk5OS9VTuL1IPeWKC5yb72artzdSUrWRb02U8OK1LTo/tJ8L+XeEsWpKO6vH/4MZvL2QO5nZeQ/QKuFa3dh1wXIyqFGjRp8Nukz+vXrJ/f1a+xl/dn1suXzMlMoFFy9epVKlV7MUq4eHh4MGjSIvn37vpDjAcTExFC9evVC3Rclld9bb71F2bJlWb16NV27dn1hx35dubm5cebMGfr160dgYGCe/piYGDw8PIiJiXnxyQkhhChyUkASL7WmTZvStGlT3fOOHTvSrVs3XF1dGTduHDt37iQ9PXe5nFKlSuV5fenSpXX9AOnp6Y8d96D/SRYvXsxXX32Vb19qaiopKSkFntOLkpOTQ1paGgCGhoYlnI14nci9JYqL3FuvnhT1Ka5r/tVrM8SUKoZe8n+ieGM8zf116dIl5s6dS79+/WjcuDFf/76SHw+GkpWT/xuvxoZG9H67Fbe2HmXbtkM0a9aMYcOG8eGHH2JgYEB2dvZL9W9NFK2X9WdXampqSadQrFQqFUlJSRgYGGBubk63bt34/vvvX6rvweto9uzZrFq1iqtXr2JnZ8e4ceMYMGAAkFu09PLy4t9//yUuLo4rV66gUqkKHdvQ0FD3b6kwvvnmG7777jtycnIYNGgQs2bNQvGYfegKa9SoUWzevJmkpCTeeustZsyYQYcOHZ4rJkD79u05fPgwmZmZ1K5dmx9++IEmTZo8V8yHi24P/Pjjj/Tp0weAqKgopkyZQlxc3DPF9/DwYN++fVy+fJm33npL116tWjUuX76MVqvVG9+6dWuioqK4du0aRkZGenEiIiL02oYPH86sWbMKncvVq1cZNmwYf//9N+XKlWPWrFn06NEDgMuXL9OzZ08uXryIQqGgefPmLFmyJN8PJQshxOtMCkjilVO9enU6derEb7/9Rk5ODqampgBkZmbmGZuRkaHrBzA1NX3suAf9T+Ln50f37t312i5evEjnzp0xMzPD0tLyaU+n2Dz4BJiFhYXeL1RCPC+5t0RxkXvr1XJffZPE5D/02hQY8Y7NlyWU0ePJvSWKU2Hur0uXLjF9+nTWr19PTk4OB4wTSNyuJkeryXe8spQp0z/2xc8995PyZxufZeL4idSvX794TkK8lF7Wn11mZmYlnUKx27VrF++99x6XLl2iefPmuLi46O2jK4qeQqFg/fr11K1bl1OnTvHhhx9Ss2ZNmjVrBsD777/PqFGjaNGiRbHmsWPHDhYtWkRERARly5blww8/pFatWvj4+DxXXDMzM8LCwqhevTr79u2jS5cuHD9+XK+A8ixmz55NrVq1MDIyYsuWLXTq1Inr168/d8HraYtuT6tGjRqsX7+eCRMmAHDw4MF8i7QJCQn89ddfKJVKdu3axUcffaTXHxgY+Fwz2vr27cs777zDpk2biI6OpnXr1ri6ulK7dm0qVKjAhg0bUKlUZGdnM2nSJPz9/fn111+f+XhCCPEqenl+CxXiKTg6OpKVlcW9e/d0n/54sJTdwxISErC3t9c9t7Oz49q1a/mOA/TG5sfGxgYbG5t8+4yMjF6qP+wg95e+lzEv8eqTe0sUF7m3Xg1qtZoTyYsfaVXQ2GbcS/u9k3tLFKfH3V+XL19m2rRprFmzhpycHGiugto2XDPIAm3eONZlzfmx91i61v9Ar93FxaUYsxcvs5fxZ1dR56LRZpOuTi7SmI9jamSFgcK40OOrVatGs2bN9PbKDQkJYfLkySQkJPDee+8RGBio+xtxxYoVTJ48mezsbL7++mu9WCqViqCgIN577z0AvL29qV69Ov/73/8AmD9/PgsWLCAxMREnJyfCwsKwtrbm5MmTDB8+nJMnT1K1alV+/PFH3f6/hw8fxsfHh5iYGHr37o1Gk39R+sHxhw8fzooVK4iLi2PEiBH06dOHPn36cOHCBXr16sXSpUsB0Gg0fPXVV6xYsQK1Wk337t359ttvdat5zJgxg3nz5mFqasrIkSP1jhMbG8uwYcOIiIjAxsaG77//nrZt2xZ4rb/44gvd166urrRs2ZKIiAiaNWuGkZERn3/+eYExCsvHxwetVsuKFSsA8PT0pEaNGsyaNYu1a9cydOhQqlWrBuTOHFq5cmWBBaTMzEzq16/PmDFj6NevH6mpqdStW5fFixfz0UcfMWXKFN3YFi1a4OzszLFjxwosIJ0/f54mTZpw8OBBatasybFjx2jbti2RkZHY29tTp04dALRaLYaGhty4cYO7d+9iYWHxxLhr165l5syZHD9+nFKlSjF//nyCg4P1tgAoTr169WLdunW6AlJQUBB9+vTRu04AP//8M40bN8bNzY2goKA8BaTnkZaWRnh4OFu3bsXY2Ji3336bzp07ExQUxLRp0zAzM9MrmBsYGHDp0qUiO74QQrwqXp7fQoV4CpcvX6Z06dIolUpcXFwwMjLiyJEjuqnGAFlZWURGRuq11atXj7/++ou7d+9ibm6ua//33391/UIIIYR4ssM3ZvHou99vV/gMIyOTkklIiJdU7969c3/PfK8KOFcEg/w/Ee5gUYGgAVPwqNXgBWcoRMlLVydz/MbCF3Kstyt8SlnjioUef/78ecLDwxk9ejQAhw4dIiAggLCwMGrXrs2ECRPw8/MjJCSE6OhoAgIC2L17N66urgwdOrTQx1m3bh3z5s0jNDQUZ2dnIiMjMTExIS0tjbZt2zJ//nw6d+7M1q1b8fT05Pz58xgYGODp6cn48eMZNGgQS5cuJTAw8IkzpbZv386BAwdISkqiXr16REREsGnTJoyNjalXrx49e/akRYsWLF++nJCQEA4ePIipqSkdO3Zk5syZTJkyRTdDJzw8HBsbG7p166aLr9Fo+Pjjj/Hx8SE0NJTDhw/TsWNHoqOjqVix8Nc9OzubiIgI+vXrV6jx33zzDX///Tfbtm0r1Pjvv/+eunXrsmPHDm7fvs25c+f4+eefATh9+jS9evXSjX0wI6ogpUqVYvXq1bRr146WLVsyZcoUWrVqlW/B4/bt20RHR+Ps7Fxg3Jo1azJx4kT69+/Pnj176NevH3PnztX78GuHDh3YvXs3WVlZ+Pr6Flg8Avjkk0/YuHEjEydOZPDgwXz99df8888/ullAOTk52NvbY2xsTJcuXZgxYwZlypQpMG5h1ahRA6VSyfHjx6lbty6bN2/mjz/+yFNACgoKYsCAAdSrV4+2bduSlpaGUqksMP769evx8/PLt69y5cqcOHECrVarezyg1WrzfL8tLS1JTU3F0NBQV3QUQog3iUFJJyDEk9y4cSNPW1RUFFu2bKF169YYGBhgYWFBq1atCAoK0luPe+3ataSlpektOdetWzdycnJYtmyZri0zM5OVK1fSuHFjHB0di/eEhBBCiFdcZNJScrQZem3VLDpR1rhCCWUkxMurfKcGMKQRuNjmLR5ptVSxrMjJieuI+2arFI+EeIm0a9cOpVJJrVq1aNq0KcOHDwdyZxj5+flRt25djI2NmThxIqGhoajVajZu3IinpyeNGzfG1NSUSZMmFfp4q1atYuzYsbi4uGBgYED9+vUxMzNj27Zt1KlTh65du2JoaEjnzp2xsbEhIiKCgwcPYmRkxLBhwzA2NubTTz8tcG8Wf39/rKysqF27Nm5ubrRt2xZHR0dsbW1xd3cnKioKgODgYEaPHk2lSpWwtrZm0qRJugLLr7/+yuDBg6lZsyaWlpaMHTtWF//QoUOkp6fj7++PkZERTZo0wd3dnbCwsKe6/qNGjUKlUtGmTZtCjR87dmyhi0cA5ubmLF++nMGDBzNixAhWr16tm12Vlpam92FTc3PzQi/l1rBhQ3x9fWndujW7du1i7ty5ecZoNBoGDBhA165dcXJyKlTczz//HBMTExo1akSNGjXyLNm2bds2UlNT2bhxo94e0gX58ccfWb16NR07duR///sfNWvWBKB8+fIcPXqUq1evsn//fiIjIxkzZkyh4xZWnz59WLduHTt37uSdd96hXLlyev1nzpwhKiqKbt268d5772FlZcVvv/2mN2bo0KFYWlrqHmvXrgVyP8CRkpKS7+PEiRNA7rKCzZo1Y8qUKWRmZnLkyBFCQkK4d++e3jFSUlK4ffs2s2bN0l0jIYR4k8gMJPFS69mzJ6ampjRt2hQbGxtOnz7NsmXLKFOmDN98841u3PTp02natCnu7u4MGTKEuLg4vvvuO1q3bq03Xb5x48Z0796dcePGkZSURPXq1Vm9ejUxMTEsX768JE5RCCGEeGVcTgkjTa2/FGyF0m7YlW1YQhkJ8XL6cuMCvv8zGLUmJ9/CESnpsP0crXv1x8W+WskkKYR4rLCwMJo1a8aWLVvw9/cnLS2N0qVLExsby9q1a5k9e7ZurJGREYmJiSQkJOh9IPFpPpwYFxeX71JmsbGx7Nu3T2+v3ezsbOLj4zEwMKBSpUq6doVCofc8Pw8vx25qaprn+YNCSXx8PJUrV9b1ValShfj4eADd0n0PPHyesbGxXLlyRS9ftVpNgwaFL5DPnDmTP//8k/379z/3Pj5P0qJFC0xNTalRo4ZuSUAApVLJ3bt3dc/v3r1bqBkvDwwcOJDp06czadIkvULUA35+fty5c4dffvml0DEVCgUDBgxgwIABLFyY/2w9ExMTPD09cXV1pX79+rql7Z6kYsWKtGvXjpCQEAYPHqxrVyqVuj33qlSpwjfffEPXrl1ZsGBBoXMuDC8vLxo3bszVq1fp06dPnv61a9fSvHlzXWG0R48eBAUF6c1M+/HHH59rD6R169YxfPhwKlWqRNWqVenXr1++BUNzc3P69euHi4sL165dw8BAPo8vhHhzSAFJvNQ6d+7MunXrmDt3Lnfv3qVChQp4enoyefJkqlevrhtXv359/vjjD8aMGcOIESMwMzPDx8eHmTNn5om5Zs0aJk6cyNq1a7l9+zaurq5s27aN5s2bv8hTE0IIIV4pt9LPEn//H7220oblqWXV7TGvEOLNs+DPDXyxaQGZ6uy8nVot3MmAHWfhbhYuLi5FupeDEK8qUyMr3q7w6Qs7VmEpFAo6derEli1bmDZtGj/88AMODg5MnTo1z74/kLvf7pUrV3TPr169qtdftmxZ0tPTdc+vX7+u+5vW0dGRmJiYPDEdHBxo06YNW7ZsydO3b98+4uLi9Noeff6s7O3tiY2N1T2PjY3VLZlmZ2end24Pf+3g4ICTk5NuhsfTWrRoEYGBgYSHh2NlVfjv1bOYNWsWDg4OXL16lc2bN9O5c2cAnJ2dOXnyJB07dgQgOjq6UMWYB3x9fenduzeLFi1i4MCBeoW4L7/8kqNHj/Lnn3/qZjwVRnJyMhMmTKB///588cUXutln+cnOzubSpUuFyvnvv/9m586deHh4MGHCBH744Yd8xxkYGOgt81ZUKlasSM2aNdm1axerV68mJSVF16fValm/fj03btzA1tYWgIyMDNLS0khISChwtt26deseu4xklSpVdMvUValSRW/2Wu/evR/73pBarSYxMTHPLDUhhHjdSclcvNT8/f35999/uXXrlu6TVmvXrtUrHj3w3nvvceDAAdLT00lKSmLhwoV6Gx4+ULp0ab799lsSEhLIyMjg0KFDhZ4aL4QQQryJMtSpnLm9Tq/NACMaViy6Da2FeJXtPBOB1Ret8f91br7Fo1IZWgiOguAT1HGswYYNG4iKitK9YSnEm8xAYUxZ44ov5GGgMH7q/EaPHk1gYCA3b97UzQB5sNRbcnIyoaGhAHTt2pXffvuNw4cPk56ezrRp0/TiuLm5sWHDBnJycvjjjz/Yu3evrs/b25tZs2Zx+vRptFotx44dIzU1lQ4dOnD8+HE2b96MWq0mPT2dnTt3cufOHZo0aUJ2djbLli0jOzubRYsWkZCQ8OzfiIf07NmT7777jmvXrpGcnMzUqVPx8vICcpeFDwwM5MKFC9y5c0dvNlbjxo3RaDQsWbKErKwssrKyCA8P1ytGPc6aNWuYMWMGu3bt0tvf54HMzEwyMjLyfP0sTpw4wdy5c1m9erVuWcJbt24B0LdvX3788UcuX77M9evXmTt3rt6MF5VKxapVq/KNu3TpUm7cuMHKlSv57LPP8PHx0RVepk2bxrZt29i5c2ee9yliYmJQKBT5FhEhd9aSp6cnK1euxMLCQrcay5UrV9i+fTsZGRlkZmYyb9484uLiaNSoEZC7NKJKpco35r179/D29mbRokWsWrWKX375hf379wO5SxFeuHABrVZLfHw848aN0xXUitrSpUv5448/KF26tF57eHg4SUlJREVFERkZSWRkJGfPnqVOnTq65RSfpE+fPqSlpeX7eHiPo9OnT5OWlkZmZiZr167l33//ZcCAAQDs3buXY8eOkZOTw+3btxk1ahQNGjSQ4pEQ4o0jBSQhhBBCCPFYarWao0nf5WlvZFP0a+EL8Sr4448/OHz4MACHrpym0viP+WT9NFIz7ucZq7K24+TEdWzqMQUn+6oEBwdz4sQJunfvLsvfCPGKcHJywt3dnXnz5tG0aVPmzJlDv379MDc3p379+hw4cAAAFxcX5s6dS5cuXVCpVHn2ovnqq684fvw4lpaWLF++nE6dOun6evfuzfDhw+nQoQPm5ub4+fmRnZ2NhYUF27dvZ8GCBdjY2KBSqXT7+ZqYmLBx40YWLFiAtbU1J06ceKr9b57Ex8eHLl260KhRI5ydnXFzc2PcuHEAtG/fnqFDh9KsWTNcXV3p0KGD7nVGRkZs376d33//HQcHB+zt7Zk+fToajabAY06ePJkbN27g5uaGUqlEqVQyY8YMXX+tWrUwNTUlMzOT2rVrY2pqquubMWMG7dq1K9S5ZWdn079/f2bMmIFKpcLd3Z1u3brh5+enO79hw4bRqFEjateuTZs2bRg4cKDutbdu3eLdd9/NE/fKlStMmDCB1atXY2xszPjx40lOTmbp0qUATJw4kUuXLlGlShXd+a1bl/vhnLi4OKpUqYKDg0OeuL/++itHjx5l1qxZKBQKli9fzg8//EBUVBRarZZp06ZhY2ODra0tISEhbNu2TTdjJy4ujmbNmuV7Hb788ksaNWpE165dKV++PIsWLWLAgAHcu3ePixcv8uGHH6JUKnX3wJw5cwp1fZ9W1apV813iMCgoiB49elC9enVsbW11j2HDhhEUFKQbN2jQIN31VCqVfPLJJ091/B07dlClShWsra1Zs2YNO3bs0M0OS01NpU+fPlhYWFCrVi0yMzPZuHHj852wEEK8ghTa4piHKsQb5NSpU7i4uDz11PbiplarSUlJwdLS8rHT24V4FnJvieIi99bL6d/E2WRrUvXa6loNxqJ05ce84uUj95YoCufOnWP06NFs27YN18YNud+6Chdv5L9cVAWlJZuGzqJZdTcgdykejUaDoaHhi0xZvOJe1p9dz/v3z+XLl4HcN46FKG7//fcftWvXplSpUqxYsQJPT89njnXw4EHmz59fqBkwT2PmzJlYWVk9dsm1Z9WuXTvmzp2Lk5NTkcatX78+58+f55NPPmHJkiV5+mNiYvDw8HjsjCrxapOf4UK8eV6e30KFEEIIIcRL5cytX/IUjyorP3ylikdCPK/k5GS+/vprFi1ahFqtho9qccLRAPIpHilLmbLikwl0b9BKr12hUEjxSAghSkCVKlX09p56Hk2aNKFJkyZFEuthD2Z3FbWwsLBiiXvs2LFiiSuEEOLlJAUkIYQQQgiRx83009zKjNZrszSpTmXz/DcWFuJ1FBoaysCBA0lOToZ3KsHb9mCgyDPO2NCIGR19Gd26bwlkKYQQQrw8LC0tCQgIKOk0hBBCFBEpIAkhhBBCCD1qdQZnb+svz2KkKINL+f4llJEQJUOlUpFsroUuDcE47wwiBfCZe3cmtuqPpaXlC89PCCGEeNlIAUkIIV4vsnOrEEIIIYTQcyjp2zxtDSt8UQKZCFFyLiXF8fEvE6FNzbzFI60WYlMwXn2CEe92LZkEhRBCCCGEEKKYyQwkIYQQQgihc+JGIBqy9NpcrHxeqg3chShOOTk5dFwymh2nDuY2PLxinVYLdzMh9DTcz6Z1hw7k5OSUSJ5CCCGEEEIIUdzknQAhhBBCCAFAfGoEd7P/02uzLfMulqVVJZOQEC/Yj+G/8Wnwd6g1+RSFMtWw6wJcu4uLiwtz587lww8/RK1Wk5KS8sJzFUIIIYQQQojiJkvYCSGEEEIIMtQpXE7drtdWyrAc1S3bl1BGQrw4V27GYz+mA77rZ+cpHhkqDJjYdgCqv25RIasUS5cu5fjx43z44YcllK0Q4lWhUCiIi4t7Ycfz8PAgKCjohR0PICYmptCzlEsiP8j9PpQtW5a5c+e+8GOXpF9++QWlUvnE+9Db25tVq1a92MSEEEK8UqSAJIQQQgghOJr0g95zBQa8U3FkySQjRDFSq9WsWLGC7OxscnJy6LR4NFUnepJw92aesa1qv0PmgnC+7jSUTZs2ceHCBYYOHSpLOgrxGlOpVJQpUwalUom9vT3+/v6yVOULsH//ftzd3VEqlXh4eOTp9/X1pXr16igUCvbu3fvU8c+dO8fIkQX/XnP9+nU+/vhjbGxsUCgUBY4vrFWrVlG/fn3Mzc2pUqUK33zzTZHEnTx5Mo6Ojpibm1OjRg1WrFih6+vZsydpaWnPHHvv3r0oFAr69++v175mzRoUCgVTpkzRa//nn39QKBTMnz8/TxwDAwOUSqXe486dO4XOJSIigpYtW1KuXDkqVqzIgAEDuHv3rq7fw8OD0qVL62K3a9dO11dc114IId4UUkASQgghhHjDHb0+Hy36b47Vq/BpCWUjRPGJioqiSZMm+Pj40HvKZ5h+7s6Wk3/nGVdBacnJievY/fkCDA0NAahXrx4WFhYvOmUhRAnYtWsXaWlphIeHs3HjRpYvX17SKb32ypQpw5AhQ5g0aVK+/fXq1SMwMJCqVasWax4GBgZ89NFHrFmzpkjjZmRksHDhQm7dusW+fftYtWoV69evf+64ffv25ezZs9y9e5ft27czYcIETp48WQQZ57Kzs2P37t2kp6fr2tatW0eNGjXyjA0KCqJcuXL5zjKrWrUqaWlpeo+n+T81JSWF4cOHc/XqVS5evEhqaiqjR4/WGxMYGKiLHRYWpmsvrmsvhBBvCikgCSGEEEK8wa7c2UV6zg29tsrKDylrXKGEMhKi6KWnpzN27FgaNGjAkcjj4OVKyK3jZOeo9cYZKgyY0+Uzkr7diYt9tRLKVgjxsqhWrRrNmjUjMjJS1xYSEkKdOnWwsrKiY8eOJCUl6fpWrFiBo6Mjtra2LFu2TC+WSqXi77//r2Dt7e3NtGnTdM/nz59PjRo1MDMzo1GjRty6dQuAkydP0rx5c8qVK5f7M+zIEd1rDh8+jKurK+bm5vj6+qLRaB57LiqVim+//RYnJyfMzMyYNGkS586do2HDhlhYWODr66sbq9FodDNb7Ozs8Pf3JzMzU9c/Y8YMKlasiEqlYsuWLXrHiY2NpX379lhbW+Pk5MTOnTsLuswANGzYkD59+lC5cuV8+319ffHw8MDY2LhQ8Z5k6tSptGrVCq1WC8DIkSPp2bMnABUqVGDYsGHUq1fvqeP6+PgwcOBA3XNPT0/GjBmjy79p06YYGxujUqnw9PTk4MGDBcbMzMykTp06uoJWamoqKpWKHTt2AFCjRg3Kli0LoJsxdeXKlafO/XHKlClDixYt2Lp1KwCJiYmcPXs2zyyx7OxsNmzYwPz58zl27Bjnz58vshwA2rZti6enJ0qlEjMzM4YMGVKo6wfPfu2FEELkkgKSEEIIIcQb6r76Jtfuheu1KY0cqGzevIQyEqLo/fnnn9StW5dZs2aRU88WfBqApSk8sjSRe423yVwQzqjWfUooUyHeTDkZmaSeufBCHjkZmQUn9JDz588THh5OtWq5BeVDhw4REBBAcHAw169fp3bt2vj5+QEQHR1NQEAAISEhXLlyRa9YVJB169Yxb948Nm3axJ07d1i6dCkmJiakpaXRtm1bPv/8c27evMnEiRPx9PQkIyODrKwsPD09GTZsGLdu3aJOnTr8888/TzzO9u3bOXDgAIcPH2b27Nl89tlnbNq0iXPnzrF582b++usvAJYvX05ISAgHDx4kOjqao0ePMnPmTAB27NjBokWLCA8PJzIyUq+ApNFo+Pjjj2nTpg3Xr19nxYoVfPLJJ1y/fv2prvvTWr9+Pa6uroUeP27cOFJSUliyZAnh4eEEBwezePHi587j+++/Z8+ePezYsYN169Zx7tw5vv7663zH7t+/nzp16hQYs1SpUqxevZpRo0Zx7do1Ro4cSatWrfjoo490Y7755hvKli1LzZo1cXBwoFWrVs99Lg/r06cP69atAyA4OJgePXpgYKD/dmJYWBiGhob06tULd3f3p9rrytXVFUtLy3wfj5splN/1GzFiBBUqVODDDz/kxIkTjz1eYa+9EEKIXLJ4txBCCCHEG+p40kK95wqMqGfj+5jRQrya/vjjDy5dvwr93gZTY/3CkVZLWaPS/DN2Oa6VqpdckkK8we5fiWVv4w4v5Fge/27DzCnv0luPateuHVqtlnv37uHp6cnw4cOB3BlGfn5+1K1bF4CJEydiZWWFWq1m48aNeHp60rhxYwAmTZrE2rVrC5XXqlWrGDt2LC4uLgDUr18fyH2zvk6dOnTt2hWAzp07M23aNCIiIlAoFBgZGTFs2DAAPv30U2bPnv3E4/j7+2NlZYWVlRVubm60bdsWR0dHANzd3YmKiqJFixYEBwczevRoKlWqpDsXf39/pkyZwq+//srgwYOpWbMmAGPHjtXtSXTo0CHS09Px9/cHoEmTJri7uxMWFoa3t3ehrsWz6N27N7179y70eCMjI9asWUPz5s1RKpUsXrwYa2vr587D3Nyc5cuX079/f7Kzs9mxYwelSpXKM27u3LkkJyfn2VvocRo2bIivry+tW7cmLS0tzxJ1Y8eOZcyYMRw6dIg///wTExOT5z6Xh7Vu3ZohQ4aQnJxMUFAQgYGBLF26VG9MUFAQXbt2xdDQEC8vL7755hu94tmVK1ewtLTUPXdwcODUqVMATyz25OfgwYMsXrxYr0g7e/ZsnJ2dMTQ0ZMGCBbRr146zZ89iZmam99qnvfZCCCFkBpIQQgghxBsp6sZPefY9amAzqoSyEaL4xFYzgj71oIxJnuIRkfEYrzuBjZGyxPITQrx8wsLCSE1NZfPmzRw5coS0tDQgd3m26dOn62ZHODo6YmRkRGJiIgkJCbpiDKD3dUHi4uJ466238rTHxsayb98+vRkZZ86cIT4+noSEBF2BB3KXL3v4eX5sbGx0X5uamuZ5/uA84+Pj9ZaSq1KlCvHx8QBPPM/Y2FhdoeDBY+fOnSQkJBT2Urwwzs7O1K1bFwMDAzp16lRkcVu0aIGpqSnOzs40bNgwT/+6dev4/vvv2b59O6ampoWOO3DgQM6cOcOAAQMwNzfP069QKGjcuDHx8fF5lk98XkZGRrriZUZGRp7l/e7evcvWrVt1ywB27dqVq1ev6s2Ie+utt0hJSdE9HhSPntapU6fo0qULa9euxdnZWdfeqFEjlEolpqamfPnll5iZmREREaH32me99kII8aaTApIQQgghxBvm+r0oUrNj9doqK1tTWt5EF6+RQ1dOo/y8BeuO7MpbOLqbASuPYnA4ngEDBqBUyr0vhNCnUCjo1KkTrVq10u1V5ODgwNSpU/XeCE9PT6dSpUrY2dlx9epV3esf/hqgbNmypKen654/vKybo6MjMTExeXJwcHCgTZs2ese7d+8evXv3xs7Ojri4OL3xjz5/Vvb29sTG/t/vCbGxsdjb2wM88TwdHBxwcnLSyzctLY1x48YVSV5Faf369SQmJlKxYkXmzZtXZHFnzZqFg4MDV69eZfPmzXp9oaGhjBo1ip07d+ZbMHwSX19fevfuzaJFi/S+N49Sq9VcvHjxWVJ/ot69e/PDDz/Qp0/eZV5DQkLIyMigR48e2Nra4uzsjEajKfQydnXq1EGpVOb7eLB0HsClS5do06YNc+fOpX379k+MaWBgoNvjCp7v2gshxJtOlrATQgghhHiDqNVZXLgTotdW2tCayubvl1BGQhS9nj9NYMOxPXk7NFoIvwJnbuDm5sZPP/3EO++88+ITFELolHmrMh7/bnthx3pao0eP5p133uF///sfAwYMoG/fvrRs2RI3NzeSk5MJDw+nU6dOdO3alaZNmzJ8+HBcXFx0RacH3Nzc2LBhAx988AF//fUXe/fupVmzZgB4e3szefJkmjZtipOTE8ePH6dGjRp06NCBsWPHsnnzZjp06EB2djb79u2jSZMmNGnShOzsbJYtW8aAAQNYtmxZkc306dmzJ9999x2tW7fG1NSUqVOn4uXlBUC3bt0YOnQoffr0wcbGRm/ZvMaNG6PRaFiyZAk+Pj4A/Pvvv1SpUkVvRlN+NBoNWVlZZGdno9FoyMjIwNDQEGNjYwCysrLQaDRotVqysrLIyMigVKlSKB7Zz64wEhISCAgIYOvWrVhaWtK0aVM++ugj3bJ8GRkZZGZm6r5WKBS6pegeLMW3atWqPHFPnDjB3LlzOXLkCP/99x+9evXi/fffx9ramj179uDj48OOHTvy3X9HpVIxZcqUfJf6W7p0KTdu3GDbtm3MnDkTHx8fdu3ahUKh4KeffqJ79+6Ym5uzb98+1q1b99h9g55H06ZN2b17t255xYcFBQUREBDAmDFjdG27d+9mxIgRhSrOFWY2UlxcHK1atWL8+PF5litMSUnh8OHDNG/eHIVCwaJFi0hOTtYtJ1nQtRdCCPFkMgNJCCGEEOINcuTG3EdaFNSz/rREchGiqJ2Iu4h5wAf5Fo/qV6pJ+dD/KH0llZkzZ3L48GEpHgnxEjAsXQozpxov5GFYOu9+NAVxcnLC3d2defPm0bRpU+bMmUO/fv0wNzenfv36HDhwAAAXFxfmzp1Lly5dUKlUNG3aVC/OV199xfHjx7G0tGT58uV6y6b17t2b4cOH06FDB8zNzfHz8yM7OxsLCwu2b9/OggULsLGxQaVS6ZYnMzExYePGjSxYsABra2tOnDiR55jPysfHhy5dutCoUSOcnZ1xc3PTzSJq3749Q4cOpVmzZri6utKhw//tX2VkZMT27dv5/fffcXBwwN7enunTp6PRaAo85v79+zE1NaVfv36Eh4djamrK4MGDdf0Pilnnz5+nTZs2mJqa8t9//wG5S5M9TWFg8ODBDBo0iMaNG1OrVi0mTJiAt7e3Lk9TU1NUKpXu61q1auleGxcXpyv8PSw7O5v+/fszY8YMVCoV7u7udOvWDT8/PwCmTZtGSkoKH3zwgW52ja+vr+61t27d4t13380T98qVK0yYMIHVq1djbGzM+PHjSU5O1u1BtG3bNqpVq4aFhQWffvopc+bM0fueFKWWLVtSrlw5vba4uDjCw8Px9/fH1tZW9+jVqxelS5cmLCwMgMuXL+eZXXTmzJlCH3v58uXExMTw5Zdf6l7/4HuenZ3NuHHjKF++PLa2tmzdupUdO3ZgYWEBPPnaCyGEKJhC+/CcTiHEUzt16hQuLi5ER0e/VJ9mUavVpKSkYGlpiZGRTDYURUfuLVFc5N4qfhdvbyEx/bBem4uVD5alVSWT0Asi99abwXv116yO2JGn3cTQmE2+s/jIpSl//fUXjo6OVK9evciOK/eXKC4v6731vH//XL58GYCqVasWdWpC5Kt06dKULl2aKVOmEBAQ8Mxx1Go1rq6uREVF6WZGFYWDBw8yf/58fv755yKLCbBhwwaGDBlCRkYGly5dwsHBIc8Yb29vPDw88p35JER+5Ge4EG+el+e3UCGEEEIIUWzSsq7nKR5Zl3J57YtH4vWUnp7OmDFj8Pb2RulgTaNZPtxJT8sz7v3q9fgrYBGGhoZA7ubmQggh3iwZGRlFEsfIyIjTp08XSayHPViSsKj16NGDHj16FHlcIYQQbxYpIAkhhBBCvAGibi7We25AKZyse5ZQNkI8u6ioKHr16sWZM2cI+u9vbtub5BljbGhEyKAZdKzXvAQyFEIIIV4NnTt31i3XJ4QQQuRHCkhCCCGEEK+540lL0KK//0Ajm5EllI0Qz0aj0TBv3jzGjh1LFjnwST1ul8m7hFAjVR3+Gb1MN+tICCGEEPnr3LlzSacghBDiJScFJCGEEEKI19j1e8e5p47Xa3vL7COMjMqUUEZCPL2EhAS8vb3ZtWsX1KoA7m+BgUJvjJGBIesHfkX3Bq1KKEshhBBCCCGEeL1IAUkIIYQQ4jWlVqu5cOc3vTZTQxsczIp+nX0hitPp06dzi0ednaGiEhQPFY+0WkzSckha9DsWFhYll6QQQgghhBBCvGYMSjoBIYQQQghRPI7fmv9Ii4IGFT8rkVyEeB5mVe0w9H0XbM3yFI84EEPWuqOsWbOm5BIUQgghhBBCiNeQFJCEEEIIIV5D8WmHycy5rdfmYjWghLIR4tkNCZpJ49kDyUGr33E/G9YcxehsMjNnzsTPz69kEhRCiMdQKBTExcW9sON5eHgQFBT0wo4HEBMTg5FR4Ra3KYn89u7di4GBAUqlksOHD7/QY7+u3NzcMDExYdCgQfn2x8TEoFKpXmxSQgghio0UkIQQQgghXjNqtZrLd7fotZkbq7As/VYJZSTE00tLT6PSuI/56UCofodWC+duwJpj1KhUlX/++YexY8diaGhYMokKIV4rKpWKMmXKoFQqsbe3x9/fn5ycnJJO67U3e/ZsnJ2dMTMzo2bNmqxcuVLXd/nyZd555x3KlSuHlZUVnTt3JiEhodCxq1atSlpaGu+8806BY/fv34+7uztKpRIPD49nOZV8jRo1imrVqmFmZoarqyvbtm0rkrjt27fHxsYGCwsLGjduzMGDB4sk7gO+vr55CqFRUVGMHz/+mWN6eHigUCi4cuWKXnu1atVQKBR5xrdu3ZqKFSuiVqvzxCldujRKpVL3GDNmzFPl8qTvy8PFxweP8PBwAJKSkvDy8sLOzg5LS0tatWrFmTNnnurYQgjxqpACkhBCCCHEa+bYzXl6zxUY4FrBp4SyEeLp7Yj+B8tRrbmWckOv3cTQmFHVP4K/LuPj48OxY8cK9YagEEI8jV27dpGWlkZ4eDgbN25k+fLlJZ3Sa0+hULB+/XpSUlIICQlh7NixHDhwAIAKFSqwYcMGkpOTSUxMpHbt2vj7+xdLHmXKlGHIkCFMmjSpSOOamZkRFhbGnTt3mDdvHn379s1TQHkWs2fPJj4+njt37jBhwgQ6deqEVqst+IWFcOzYMU6fPl0ksR5Vo0YN1q9fr3t+8ODBfD8IkpCQwF9//UVWVlbuXoiPCAwMJC0tTfeYNWvWU+VR0PflQfHxweP9998HIC0tjXfffZfIyEhu3bpFmzZt6NSp01MdWwghXhVSQBJCCCGEeI1cSz1IliZFr83FSopH4tUxcM002i8aSY5Wo9f+tmNN7s/by7ejJrF//34CAwNRKpUllKUQ4k1QrVo1mjVrRmRkpK4tJCSEOnXqYGVlRceOHUlKStL1rVixAkdHR2xtbVm2bJleLJVKxd9//6177u3tzbRp03TP58+fT40aNTAzM6NRo0bcunULgJMnT9K8eXPKlStHgwYNOHLkiO41hw8fxtXVFXNzc3x9fdFo9H9uPnr8b7/9FicnJ8zMzJg0aRLnzp2jYcOGWFhY4Ovrqxur0WiYPHkyjo6O2NnZ4e/vT2Zmpq5/xowZVKxYEZVKxZYt+jOeY2Njad++PdbW1jg5ObFz586CLjMAX3zxBfXq1cPQ0BBXV1datmxJREQEkPsm/1tvvaWbnWJgYMClS5cKFfdRWq2WVq1a8fXXXwOQk5NDo0aNWLJkCQANGzakT58+VK5c+eFnxWYAAQAASURBVKniZmZmUqdOHd1+fP+PvXuPy/H+Hzj+ujsRndSkg3Q7ZJ3IHDLZ1DCHiZLzOadJLA3bnNkkh5k5zJg5E75kZMjsIJoxxyLMYdOSckyIzvX7o59r7hWV0515Px+P6/Ho+nyu+3O9r+u+ZnW/7/fnc/fuXdRqNTt37gRgypQp1K5dGx0dHd555x2cnZ05duxYseOeO3cOCwsLzp07BxQkdSwtLUlKSgLAxcUFPT098vPz0dXV5fr169y5c6fYcdesWYOzs7Pyvs6fPx8PDw+l2i4/P5+goCC+/PLLUt2HkurRowdhYWHK/tq1a+nVq1eh49avX0/jxo3p2bPnc5n+8Enflxo1ahAcHEyVKlXQ1dUlKCiICxcuKP/dCiHEf4kkkIQQQggh/iNycrK4eHenRpupQU1My5fuQxAhXqQH3/RNz0qn2rgOrDhQeFqf2R0/4Ni41ejq6qJSqZRvAAshXn65GZncPXP+hWy5GZnFB/SQc+fOER0dTc2aNQE4dOgQwcHBbNiwgatXr+Lo6KisvxYXF0dwcDDh4eFcvHhRI1lUnLCwMObNm8eWLVu4ffs2ixcvxsDAgLS0NNq0acOIESO4ceMGEydOxM/Pj4yMDLKysvDz82Po0KHcvHkTFxcXfvvtt8eeZ8eOHezfv5/Dhw8za9YsPvjgA7Zs2cLZs2fZunUre/bsAWDZsmWEh4dz4MAB4uLiOHr0KNOnTwdg586dLFy4kOjoaGJiYjQSSHl5ebRv357WrVtz9epVli9fTp8+fbh69Wqp7nt2djYHDx7ExcVFo93MzAxDQ0Nmz57NyJEjlfbAwMASr4OnUqlYvnw58+fPJzY2lhkzZhRKoD2JcuXKsWrVKkaNGsXly5cZOXIkLVu25L333it07K1bt4iLi8PZ2bnYcWvXrs3EiRPp168f9+/fp2/fvsyZMwcbGxvlGG9vb8qXL4+3tzcBAQGYmpoWO26fPn2Usc+fP89nn33GypUrlSqgVatW4ejoSIMGDUpxF0rOwcEBIyMjjh8/Tk5ODlu3bqVr166Fjlu7di3dunWje/fuREREkJaWVqLx161bh5mZWZFb3bp1i3xNUe/LpUuXsLS0xMHBgc8+++yR01lGR0dTpUoVLCwsShSfEEK8TEq20qEQQgghhCjzCk9dp0ud1/y1E4wQxcjMzOTDDz9k+fLlzNm4nBE/LCQnT/ODmQoG5Tg+bjW1q9hrKUohxPN2/2ICUY29X8i5vH7fjrGTQ7HHtW3blvz8fO7du4efnx/Dhg0DCiqMAgMDqVOnDgATJ07E3NycnJwcNm/ejJ+fH40bNwZg0qRJrFmzpkRxrVy5kjFjxuDq6gpA/fr1AdiwYQMuLi506tQJAF9fX0JCQjh48CAqlQo9PT2GDh0KwPDhw5k1a9ZjzxMUFIS5uTnm5ua4ubnRpk0b7OzsAPD09CQ2NpZ33nmHDRs2MHr0aKpWrapcS1BQEFOmTGHTpk0MHjyY2rVrAzBmzBiioqKAggRbenq6Mr1ckyZN8PT0JDIyEn9//xLdCyhYl0atVtO6dWuN9tTUVO7cucOyZcuU8wN8/fXXJR4boFq1asycOZMuXbpw69Ytjh49WuTaO6XVsGFDAgICaNWqFWlpaZw8ebLQMXl5efTv359OnTrh5ORUonFHjBjBli1bcHd3x8HBgd69e2v0b9++naysLLZv3869e/dKHO8333xD3bp1+f7775kwYYJyT2/fvk1oaGipkqBPolevXoSFheHl5aWscfWwM2fOEBsbS+fOnbGyssLc3JzvvvuOvn37KscMGTKE4cOHK/sLFiygT58+9OzZk549e5Y4lqLeF0dHR2JjY6lduzZ//PEHXbt2pWLFiowaNUrjtTdu3GDIkCHMmDHjSW6DEEKUeVKBJIQQQgjxH3Dpzq9k5WlOWVLX/H0tRSPE412+fBkvLy8WLVpEZmNrhu2cVyh51MjemTtzfpHkkRDihYuMjOTu3bts3bqVI0eOKFUPCQkJTJs2TalksLOzQ09PjytXrpCcnKwkYwCNn4uTmJhI9erVC7UnJCSwd+9ejeqJM2fOkJSURHJyspLggYLKmof3i2Jpaan8bGhoWGj/wXUmJSVpTOFmb2+vTJn2uOtMSEjg4sWLGvHu2rWL5OTkkt4Kpk+fzi+//EJ4eHiRSR0TExP69u2Lj4/PY6fsK07Xrl25cuUK7dq1K/V0dY8zYMAAzpw5Q//+/TExMSnUHxgYqFSZlZRKpaJ///6cOnWKESNGFHmMgYEBfn5+fP7555w6dapE41apUoW2bdty6dIlBg8erLRPmTKFIUOGaDwfz0P37t0JDw9nzZo1RU5ft2bNGpo1a4a1tTUqlYquXbsWmsbum2++ITU1Vdn69OnzRLEU9b5YWVnh6OiIjo4Ozs7OTJgwge+++07jdXfv3qVt27Z069aNfv36PdG5hRCirJMEkhBCCCHESy4nJ4u/037QaDMr54BxeZtHvEII7fn1119p0KBBwdoW3euCkyX860PCUJ+hHBqzvMgFtYUQ4kVQqVT4+PjQsmVLZa0iW1tbpk6dqvGBdXp6OlWrVsXa2ppLly4pr3/4Z4CKFSuSnp6u7D88rZudnR3x8fGFYrC1taV169Ya57t37x49e/bE2tqaxMREjeP/vf+kbGxsSEhIUPYTEhKUKdMed522trY4OTlpxJuWlsbYsWNLdN6FCxeydOlSdu/ejbm5+SOPy8nJ4cqVKyWezqwoo0aNonnz5uzcuVNjXamnFRAQQM+ePVm4cKHGPQT4+OOPOXr0KNu2baNcuXIlHjMlJYXx48fTr18/PvroI3Jych55bHZ2donXh/r111/ZtWsXXl5ejB8/Xmnfs2cPM2bMwMrKCisrK6CgKq6k61mVVJUqVahduza7d++mffv2Gn35+fmsW7eOQ4cOKXEsW7aMX375pUQJybCwMIyMjIrc/j01YknfFx0dHfLz85X99PR0vL29adCgAaGhoaW8eiGEeHnIFHZCCCGEEC+5o9fnauyr0MXVom/RBwuhRcuWLSMgIICcCjowqBHoaX6fTV+lS+zEMJys1doJUAjxwlWoXg2v3wuvffa8zlVao0ePplGjRkyYMIH+/fvTu3dvWrRogZubGykpKURHR+Pj40OnTp3w8PBg2LBhuLq6KkmnB9zc3Ni4cSPNmzdnz549REVF0bRpUwD8/f2ZPHkyHh4eODk5cfz4cRwcHPD29mbMmDFs3boVb29vsrOz2bt3L02aNKFJkyZkZ2ezZMkS+vfvz5IlS0pV6fM43bp144svvqBVq1YYGhoydepUunfvDkDnzp0ZMmQIvXr1wtLSUmPavMaNG5OXl8eiRYsYOHAgAL///jv29vbFVvmsXr2a0NBQ9u3bp7G+D0BUVBQmJia4ublx584dRo0aRYMGDYqs8CmJXbt2ERkZSVxcHBEREfj7+3P06FHKlStHXl4eWVlZZGdnk5eXR0ZGBrq6uujr6wOgVquZMmVKkVPyLV68mOvXr7N9+3amT5/OwIED2b17NyqVipCQELZv3050dDTGxsYar4uPj6d69epcvHgRtVpdaNzAwED8/PyYP38+7777LjNmzGDChAlcvHiR06dP06JFC1QqFYsXLyYxMRF3d3egYGrEKVOmFJmcvHfvHv7+/ixcuBBPT0/q1KmDn58fzZo14+effyY7O1s51tramh9++KFEazaV1uLFi7l16xbly5fXaI+OjubatWucOHECIyMjpb1169asX79eYw2sovTq1avIqqZ/e9z7EhUVRc2aNbGzs+P8+fOEhIQo0+JlZ2fTqVMnbGxsSj2FohBCvGykAkkIIYQQ4iV2+e4BsvPvarS5WQzRUjRCPJ69vT05DpWgRz3N5FF+PlxPI2/ZEe4n3dRafEKIF0+3fDmMnRxeyKZbvuRVHw84OTnh6enJvHnz8PDwYPbs2fTt2xcTExPq16/P/v37AXB1dWXOnDl07NgRtVqNh4eHxjiffvopx48fx8zMjGXLluHj46P09ezZk2HDhuHt7Y2JiQmBgYFkZ2djamrKjh07WLBgAZaWlqjVapYsWQIUTFm2efNmFixYgIWFBSdOnCh0zic1cOBAOnbsiLu7O87Ozri5uSlVRO3atWPIkCE0bdqUunXr4u39z/pVenp67Nixgx9++AFbW1tsbGyYNm1aiaaamzx5MtevX8fNzU2pFHlQ1XH37l169eqFqakpr7/+OpmZmWzevFl5bUBAAAEBASW6ttTUVAYNGsTSpUsxNTWlb9++1KxZk0mTJgGwb98+DA0N6du3L9HR0RgaGirTu2VnZ3Pz5k3efPPNQuNevHiR8ePHs2rVKvT19Rk3bhwpKSnKlGgTJ07kzz//xN7eXrm+sLAwoKByzN7eHltb20Ljbtq0iaNHjzJz5kxUKhXLli1j7ty5xMbGkp+fT0hICJaWllhZWREeHs727duVqqHExEQlSflvH3/8Me7u7nTq1InXXnuNhQsX0r9/f+7du4eFhYVS9fNgrMqVK5eqaqqkatSoQYMGDQq1r127lq5du1KrVi2NWIYOHaoxjd2gQYM0qotKO4Xd496Xo0eP8uabb1KxYkVatWqFr68vo0ePBuC3334jMjKSiIgITExMlNf+u+pMCCH+C1T5D9dfCiFK7dSpU7i6uhIXF1eoFFqbcnJySE1NxczMDD09KTYUz448W+J5kWer9HJycjh47VONtkrlHHGxKP4bl68SebbKjm7fjmfjsZ81G/PzISYJfk/knXfeYd26dcoHVi8Deb7E81JWn62n/fvnr7/+Ago+OBbiedu3bx9t2rTBwMCAn376iYYNGz7xWAcOHGD+/PmsX7/+GUZYsO6Tubk5Q4Y82y8AtW3bljlz5uDk5PRMx61fvz7nzp2jT58+LFq0qFB/fHw8Xl5eRVY+iZef/BsuxKun7PwWKoQQQgghSuXETc0/2lXoSvJIlElZWVk4TOlKwq0rmh15+bDjDFy+yyeffMK0adNk3SMhhBDPTLNmzbh///4zGevB1IHPWknXiCqtyMjI5zLusWPHnsu4QgghyiZJIAkhhBBCvIRuZfzJ/dxrGm0u5v7aCUaIxziReIFGM/qTlZut0a6TnUfemmNU1C/Pio0b6dKli5YiFEIIIcSzYmZmRnBwsLbDEEII8YzIGkhCCCGEEC+h0ymrNfYr6FlhVl6tnWCEeISVB77HbVrvQsmjt2vV4+yYdTRyq8/BgwcleSSEEEL8R0gCSQgh/lukAkkIIYQQ4iVz+uZ68tFckLqu+bOdN1+IpxUQNoNvft1aqH1Ku0FM9h4EwO+//45KpXrBkQkhhBBCCCGEKAlJIAkhhBBCvEQyclJJyTyt0VbDpH2ZWmBdvJoyMjIoX748AO4zBnD4b83nVFdHh1+CF9LM4Q2lTZJHQgghhBBCCFF2yRR2QgghhBAvkePXF2rs66kqYmPkrqVohCgQFRVFzZo1+XnfHip/1KZQ8sjUsCLXZkZqJI+EEEIIIYQQQpRtkkASQgghhHhJ/H37Z3LzMzTaGlYO0lI0QhRYunQp7777Lkn3U2gZNoYbaaka/a42Nbj5+W7MjUy1E6AQQmiJSqUiMTHxhZ3Py8uLtWvXvrDzAcTHx5e4Clob8UVFRaGjo4ORkRGHDx9+oef+r3Jzc8PAwIBBgwYV2R8fH49arX6xQQkhhHhuJIEkhBBCCPESyMnJ4tK9KI02K8NG6OlV0E5A4pWXl5fHxx9/zODBg8lRm0C3uqCjOSVdz0atOTlxHbq6ulqKUgghSketVlOhQgWMjIywsbEhKCiI3NxcbYf1nzdr1iycnZ0xNjamdu3arFixosjjAgICSp2Yq1GjBmlpaTRq1KjYY/ft24enpydGRkZ4eXmV+BzFGTVqFDVr1sTY2Ji6deuyffv2ZzJuu3btsLS0xNTUlMaNG3PgwIGnHjM+Ph6VSoWRkZGyhYWFKf2xsbGMGzfuicf38vJCpVJx8eJFjfaaNWsWObVtq1atqFKlCjk5OYXGKV++vEacn3zySaliedz78nDy8cEWHR0NwLVr1+jevTvW1taYmZnRsmVLzpw5U6pzCyHEy0ISSEIIIYQQL4HjN7/S2FehR61KHbQUjXjVZWRk0LNnTz7//HN40w5a1IKHP/TJh7mdPyRswKfaC1IIIZ7Q7t27SUtLIzo6ms2bN7Ns2TJth/Sfp1KpWLduHampqYSHhzNmzBj279+vccyxY8c4ffr0I0Z4NipUqMD777/PpEmTnum4xsbGREZGcvv2bebNm0fv3r0LJVCexKxZs0hKSuL27duMHz8eHx8f8vPzn3pcXV1d0tLSlK1Xr15PPebDHBwcWLdunbJ/4MCBIr9skpyczJ49e8jKymL37t2F+pcuXaoR58yZM0sVR3Hvy4Pk44Pt7bffBiAtLY0333yTmJgYbt68SevWrfHx8SnVuYUQ4mUhCSQhhBBCiDLuxv3TZObe0mhzs3hfS9EIUfAhXnh4OLSpDW7WmsmjvHzYEseVn2K0Fp8QQjwLNWvWpGnTpsTExCht4eHhuLi4YG5uTocOHbh27ZrSt3z5cuzs7LCysmLJkiUaY6nVan799Vdl39/fn5CQEGV//vz5ODg4YGxsjLu7Ozdv3gTg5MmTNGvWjEqVKtGgQQOOHDmivObw4cPUrVsXExMTAgICyMvLe+S1qNVqPv/8c5ycnDA2NmbSpEmcPXuWhg0bYmpqSkBAgHJsXl4ekydPxs7ODmtra4KCgsjMzFT6Q0NDqVKlCmq1mm3btmmcJyEhgXbt2mFhYYGTkxO7du0q7jYD8NFHH1GvXj10dXWpW7cuLVq04ODBg0p/fn4+QUFBfPnllyUa71Hy8/Np2bIln332GQC5ubm4u7uzaNEiABo2bEivXr2oVq1aqcbNzMzExcWF1atXA3D37l3UajU7d+4EYMqUKdSuXRsdHR3eeecdnJ2dOXbsWLHjnjt3DgsLC86dOwcU/P/X0tKSpKQkAFxcXNDT0yM/Px9dXV2uX7/OnTt3ih13zZo1ODs7K+/r/Pnz8fDweGHVdj169NCoalq7dm2RSar169fTuHFjevbs+VymP3zS96VGjRoEBwdTpUoVdHV1CQoK4sKFC8p/t0II8V8iCSQhhBBCiDLuj9T/aeyb6NtjVM5aS9EIAR4eHlh98C7Ym2kmjzJzYOVRjO6raNq0qdbiE0K8PHIzMrl75vwL2XIzMosP6CHnzp0jOjqamjVrAnDo0CGCg4PZsGEDV69exdHRkcDAQADi4uIIDg4mPDycixcvaiSLihMWFsa8efPYsmULt2/fZvHixRgYGJCWlkabNm0YMWIEN27cYOLEifj5+ZGRkUFWVhZ+fn4MHTqUmzdv4uLiwm+//fbY8+zYsYP9+/dz+PBhZs2axQcffMCWLVs4e/YsW7duZc+ePQAsW7aM8PBwDhw4QFxcHEePHmX69OkA7Ny5k4ULFxIdHU1MTIxGAikvL4/27dvTunVrrl69yvLly+nTpw9Xr14t1X3Pzs7m4MGDuLi4KG2rVq3C0dGRBg0aFDo+MDBQeR+Ko1KpWL58OfPnzyc2NpYZM2YUSqA9iXLlyrFq1SpGjRrF5cuXGTlyJC1btuS9994rdOytW7eIi4vD2dm52HFr167NxIkT6devH/fv36dv377MmTMHGxsb5Rhvb2/Kly+Pt7c3AQEBmJoWv+Zgnz59lLHPnz/PZ599xsqVK5UqoNzcXGxsbLC3tyc4OJj79++X4m4Uz8HBASMjI44fP05OTg5bt26la9euhY5bu3Yt3bp1o3v37kRERJCWllai8detW4eZmVmRW926dYt8TVHvy6VLl7C0tMTBwYHPPvvskQm26OhoqlSpgoWFRYniE0KIl0nJVjoUQgghhBBacebm/4CHv1Gsom7lohctFuJFSM9Kp9r4jtzISNVMHqWmw4YT2Nvb8/3331OnTh2txSiEeHncv5hAVGPvF3Iur9+3Y+zkUOxxbdu2JT8/n3v37uHn58ewYcOAggqjwMBA5d+3iRMnYm5uTk5ODps3b8bPz4/GjRsDMGnSJNasWVOiuFauXMmYMWNwdXUFoH79+gBs2LABFxcXOnXqBICvry8hISEcPHgQlUqFnp4eQ4cOBWD48OHMmjXrsecJCgrC3Nwcc3Nz3NzcaNOmDXZ2dgB4enoSGxvLO++8w4YNGxg9ejRVq1ZVriUoKIgpU6awadMmBg8eTO3atQEYM2YMUVFRQEGCLT09naCgIACaNGmCp6cnkZGR+Pv7l+heQMG6NGq1mtatWwNw+/ZtQkNDH5mU+/rrr0s8NkC1atWYOXMmXbp04datWxw9erTItXdKq2HDhgQEBNCqVSvS0tI4efJkoWPy8vLo378/nTp1wsnJqUTjjhgxgi1btuDu7o6DgwO9e/fW6N++fTtZWVls376de/fulTjeb775hrp16/L9998zYcIE5T197bXXOHr0KG5ubiQmJtKvXz8++eQTFixYUOKxS6JXr16EhYXh5eVFo0aNqFSpkkb/mTNniI2NpXPnzlhZWWFubs53331H3759lWOGDBnC8OHDlf0FCxbQp08fevbsSc+ePUscS1Hvi6OjI7GxsdSuXZs//viDrl27UrFiRUaNGqXx2hs3bjBkyBBmzJjxJLdBCCHKPKlAEkIIIYQoo3JyMriZGafR5mDaUUvRCAGXb13DfFRrbqSl/tOYDyTehg0ncHd359ChQ5I8EkK81CIjI7l79y5bt27lyJEjStVDQkIC06ZNUyoZ7Ozs0NPT48qVKyQnJyvJGEDj5+IkJiZSvXr1Qu0JCQns3btXo3rizJkzJCUlkZycrCR4oKCy5uH9olhaWio/GxoaFtp/cJ1JSUkaU7jZ29srU6Y97joTEhK4ePGiRry7du0iOTm5pLeC6dOn88svvxAeHq4kdaZMmcKQIUM04n1aXbt25cqVK7Rr167U09U9zoABAzhz5gz9+/fHxMSkUH9gYKBSZVZSKpWK/v37c+rUKUaMGFHkMQYGBvj5+fH5559z6tSpEo1bpUoV2rZty6VLlxg8eLDSbmRkRP369dHV1cXe3p4ZM2bw3XfflTjekurevTvh4eGsWbOmyOnr1qxZQ7NmzbC2tkalUtG1a9dC09h98803pKamKlufPn2eKJai3hcrKyscHR3R0dHB2dmZCRMmFLoPd+/epW3btnTr1o1+/fo90bmFEKKskwSSEEIIIUQZdezGVxr7eqoKVKn4hpaiEa+6g3+dpNp4XzJysjTaB3h40yqrGh06dGDPnj3P9AM+IYTQFpVKhY+PDy1btlTWKrK1tWXq1KkaH1inp6dTtWpVrK2tuXTpkvL6h38GqFixIunp6cr+w9O62dnZER8fXygGW1tbWrdurXG+e/fu0bNnT6ytrUlMTNQ4/t/7T8rGxoaEhARlPyEhQZky7XHXaWtri5OTk0a8aWlpjB07tkTnXbhwIUuXLmX37t2Ym5sr7Xv27GHGjBlYWVlhZWUFFFRplXR9paKMGjWK5s2bs3PnTo11pZ5WQEAAPXv2ZOHChRr3EODjjz/m6NGjbNu2jXLlypV4zJSUFMaPH0+/fv346KOPyMnJeeSx2dnZ/PnnnyUa99dff2XXrl14eXkxfvz4Rx6no6NDfn5+ieMtqSpVqlC7dm12795N+/btNfry8/NZt24dhw4dUt73ZcuW8csvv5QoIRkWFoaRkVGR28NTI0LJ35d/34f09HS8vb1p0KABoaGhpbx6IYR4ecgUdkIIIYQQZVBK+jmy8m5rtNWrPPwRRwvxfK39PZI+Kz8t1D674weMatWLe53uUb58eWXtBCGEKKkK1avh9fv2F3au0ho9ejSNGjViwoQJ9O/fn969e9OiRQvc3NxISUkhOjoaHx8fOnXqhIeHB8OGDcPV1VVJOj3g5ubGxo0bad68OXv27CEqKkpZK87f35/Jkyfj4eGBk5MTx48fx8HBAW9vb8aMGcPWrVvx9vYmOzubvXv30qRJE5o0aUJ2djZLliyhf//+LFmypFSVPo/TrVs3vvjiC1q1aoWhoSFTp06le/fuAHTu3JkhQ4bQq1cvLC0tNabNa9y4MXl5eSxatIiBAwcC8Pvvv2Nvb19slc/q1asJDQ1l3759Guv7APz8889kZ2cr+9bW1vzwww8lWkOoKLt27SIyMpK4uDgiIiLw9/fn6NGjlCtXjry8PLKyssjOziYvL4+MjAx0dXXR19cHQK1WM2XKlCKn5Fu8eDHXr19n+/btTJ8+nYEDB7J7925UKhUhISFs376d6OhojI2NNV4XHx9P9erVuXjxImq1utC4gYGB+Pn5MX/+fN59911mzJjBhAkTuHjxIqdPn6ZFixaoVCoWL15MYmIi7u7uQMHUiFOmTCkyOXnv3j38/f1ZuHAhnp6e1KlTBz8/P5o1a8ahQ4eoVKkStWrVIjk5mbFjx9KhQ4cnutfFWbx4Mbdu3aJ8+fIa7dHR0Vy7do0TJ05gZGSktLdu3Zr169czcuTIx47bq1evIqua/u1x70tUVBQ1a9bEzs6O8+fPExISokyLl52dTadOnbCxsSn1FIpCCPGykQokIYQQQogy6MytdRr7pvo1KK9n/IijhXh+pu9aVSh5pELF90NnM6pVwYczFStWlOSREOKJ6JYvh7GTwwvZdMuXvOrjAScnJzw9PZk3bx4eHh7Mnj2bvn37YmJiQv369dm/fz8Arq6uzJkzh44dO6JWq/Hw8NAY59NPP+X48eOYmZmxbNkyfHx8lL6ePXsybNgwvL29MTExITAwkOzsbExNTdmxYwcLFizA0tIStVrNkiVLgIIpyzZv3syCBQuwsLDgxIkThc75pAYOHEjHjh1xd3fH2dkZNzc3pYqoXbt2DBkyhKZNm1K3bl28vf9Zv0pPT48dO3bwww8/YGtri42NDdOmTSMvL+9Rp1JMnjyZ69ev4+bmplSKPKjqsLCwUKpQHlQgVa5cWakWCQgIICAgoETXlpqayqBBg1i6dCmmpqb07duXmjVrMmnSJAD27duHoaEhffv2JTo6GkNDQ2V6t+zsbG7evMmbb75ZaNyLFy8yfvx4Vq1ahb6+PuPGjSMlJUWZEm3ixIn8+eef2NvbK9cXFhYGFFSO2dvbY2trW2jcTZs2cfToUWbOnIlKpWLZsmXMnTuX2NhY8vPzCQkJwdLSEisrK8LDw9m+fbtyjxITE5Uk5b99/PHHuLu706lTJ1577TUWLlxI//79uXfvHhcuXODdd9/FyMhIeQZmz55dovtbWjVq1KBBgwaF2teuXUvXrl2pVauWxns/dOhQjWnsBg0apFFdVNop7B73vhw9epQ333yTihUr0qpVK3x9fRk9ejQAv/32G5GRkURERGBiYqK89t9VZ0II8V+gyn8edahCvEJOnTqFq6srcXFxhUqhtSknJ4fU1FTMzMzQ05NiQ/HsyLMlnhd5tv5x4VYEV9I1p1N5y2aqlqJ5+cmzVTrZ2dn8/fff1KpViw/+N5uvosI1+vV0dDk+fjWuNjW1FGHZIs+XeF7K6rP1tH///PXXX0DBB8dCPG/79u2jTZs2GBgY8NNPP9GwYcMnHuvAgQPMnz+f9evXP8MIC9Z9Mjc3Z8iQIc903LZt2zJnzhycnJye6bj169fn3Llz9OnTh0WLFhXqj4+Px8vLq8jKJ/Hyk3/DhXj1lJ3fQoUQQgghBDk5WYWSR9WN39NSNOJVk56eTrdu3Thw4AANx3Rn14XDGv0VDQxJmLYVcyNTLUUohBBClFyzZs24f//+MxnrwdSBz1pJ14gqrcjIyOcy7rFjx57LuEIIIcomSSAJIYQQQpQhMTc1v8mpQzlsjZ/9hxVC/Nvt27fp0KED+/btg/aO7Dp/CFQqpb+ykRmJ07ZhYGCgxSiFEEIIUZaZmZkRHBys7TCEEEI8I5JAEkIIIYQoI25nJJCRe0OjrZ5lyeb0F+JpXLt2jTZt2nD8+HHo4goWFTX6a75my9kpG2WdIyGEEEI8liSQhBDiv0USSEIIIYQQZURcygqNfSM9WyrovaalaMSrIj4+nlatWnH+/HnoVQ+MH1pkPj+fCvfyOT5rpSSPhBBCCCGEEOIVo6PtAIQQQgghBFy8vZt8cjTaXM0HaSka8SrZs2cP5/86D/71CyWPSEjl/trDzJw5U3sBCiGEEEIIIYTQCkkgCSGEEEJoWU5ODpfvRWu02VX0Qk9PisXF8+fXvQv673tAef1/GvPz4ewNiDxHly5dmDhxovYCFEIIIYQQQgihFZJAEkIIIYTQsriUpRr7Ouhjb9pCS9GIV8n1OylU+fg9svNz/2nMz4eYJIj6i/fff5/169dTrly5Rw8ihBCiSCqVisTExBd2Pi8vL9auXfvCzgcF06CW9Asv2opPpVJhZGTE5s2bX+i5RemYmZmhr69PSEhIkf1RUVF4eXm92KCEEEJIAkkIIYQQQpsycu6SlnNZo62OTF0nXoArt29QdVwHMnOyNDv2x8PviYwdO5bFixfL2kdCiFeKWq2mQoUKGBkZYWNjQ1BQELm5ucW/UDyVxYsXU6NGDUxMTKhWrRrTp09X+nJycujcuTN2dnaoVCri4+NLNbauri5paWl06tSp2GNPnz5Nq1atqFSpEmq1upRX8WizZs3C2dkZY2NjateuzYoVK4p/UQm8//77WFtbY2JiQp06dfj++++fybgPzJgxA5VKxa+//vrUY0VFRaGjo4ORkZGyRUf/U4GfmppKr169nnh8tVpNxYoVuXfvntJ2//59jI2Ni3wvX3/9derXr1/kOA/+DXiwff311yWOIzMzkwEDBlCtWjVMTEx48803OXDggNK/cuVK9PT0NMZPSEgA4OzZs7Rv357KlSvz2muv4efnR1JSUinughBCPHuSQBJCCCGE0KLY64s09svrmmNc3kZL0YhXRULKFezG+ZCVq7nu1vI+4/n4PX9mz55NaGgoKpVKSxEKIYT27N69m7S0NKKjo9m8eTPLli3Tdkj/eW3atOHYsWPcuXOH33//nbVr17Jjxw6l/+2332bjxo3PvSJWX1+f7t27M2/evGc6rkqlYt26daSmphIeHs6YMWPYv3//U487cuRI4uPjuXPnDsuXL6d3797cvHnzGUQMly9fZv369VhbWz+T8QBq1KhBWlqasr399tvPbGwAW1tbtm7dquxHREQUGf+hQ4dISkoiLi6OM2fOFOp/8G/Agy0wMLDEMeTk5KBWq/n1119JTU0lODiY9u3bk5aWphzj5eWlMX61atUAuH37Nn5+fpw7d47Lly9TtWpV/P39S34DhBDiOZAEkhBCCCGElqRmXCQ7/65GWz2LoVqKRrwqzl39mxoT/cjJ0/xG/YaBU+nv0Z6ZM2cyatQoLUUnhBBlR82aNWnatCkxMTFKW3h4OC4uLpibm9OhQweuXbum9C1fvhw7OzusrKxYsmSJxlgPPlB+wN/fX2Oqrvnz5+Pg4ICxsTHu7u5KEuDkyZM0a9aMSpUq0aBBA44cOaK85vDhw9StWxcTExMCAgLIy8t75LWo1Wo+//xznJycMDY2ZtKkSZw9e5aGDRtiampKQECAcmxeXh6TJ0/Gzs4Oa2trgoKCyMzMVPpDQ0OpUqUKarWabdu2aZwnISGBdu3aYWFhgZOTE7t27SruNivxmZmZKfs6Ojr8+eefAOjp6TFixAiaNGlSorGKM3DgQAYMGKDs+/n58cknnwDg4ODAgAEDqF27dqnGzM/Pp2XLlnz22WcA5Obm4u7uzqJFBV8U+uijj6hXrx66urrUrVuXFi1acPDgwWLHvXHjBtbW1uzduxeAS5cuUblyZWJjYwFwdHRUkmoqlYqsrCwuX778yPEe2Lt3L9bW1ty4cQOAbdu2UbNmTY3qnVGjRjFlyhQMDAxKfB+mTp1Ky5Ytyc/PBwoSXN26dSvx659Wjx49CAsLU/bXrl1bZFXT2rVr8fHx4d1332XNmjXPNIaKFSsyadIkqlWrho6ODt27d8fAwICzZ88W+1p3d3f69+9PpUqVKFeuHMOHD9eoXhJCCG2QBJIQQgghhJacSlmtsW9m4ICeXnktRSNeBXFJf+L0aQ9y//UhY8SQWXRr+K6WohJCvMpyMzK5e+b8C9lyMzKLD+gh586dIzo6mpo1awIFVQvBwcFs2LCBq1ev4ujoqFQmxMXFERwcTHh4OBcvXizVlF9hYWHMmzePLVu2cPv2bRYvXoyBgQFpaWm0adOGESNGcOPGDSZOnIifnx8ZGRlkZWXh5+fH0KFDuXnzJi4uLvz222+PPc+OHTvYv38/hw8fZtasWXzwwQds2bKFs2fPsnXrVvbs2QPAsmXLCA8P58CBA8TFxXH06FFlSrmdO3eycOFCoqOjiYmJ0Ugg5eXl0b59e1q3bs3Vq1dZvnw5ffr04erVqyW6D+vWrcPY2BgbGxvu379Ply5dSvS6GTNm4O3tXaJjAb788kt+/vlndu7cSVhYGGfPnlUSP09KpVKxfPly5s+fT2xsLDNmzCiUmHsgOzubgwcP4uLiUuy4r732GosWLaJ///7cvXuXgQMHMmLECNzc3JRjAgMDMTQ0pFGjRjRv3pw6deoUO66npyfdunUjMDCQmzdvEhAQwIoVK6hYsSJQMN3cjRs36NixYynuAowdO5bU1FQWLVpEdHQ0GzZs0Jj+7dKlS1haWuLg4MBnn332zKeHbN68OSdPnuT69etcv36dEydO0LJlS41jcnJy+N///ke3bt3o3r0769atUxJexZkxYwZmZmZFbo96Bs+fP09KSgq1atVS2g4ePIiFhQXOzs4sXrz4kefbt29fiZ4TIYR4nkq20qEQQgghhHimLt35lXw0pw9zfa2vlqIR/2W5ubno6upy9O/TuM8cSN6/PiTZHTSfd53ctRSdEOJVd/9iAlGNS/7h/9Pw+n07xk4OxR7Xtm1b8vPzuXfvHn5+fgwbNgwoqDAKDAxUPqCfOHEi5ubm5OTksHnzZvz8/GjcuDEAkyZNKnFlw8qVKxkzZgyurq4AyrosGzZswMXFRVm7x9fXl5CQEA4ePIhKpUJPT4+hQwsql4cPH86sWbMee56goCDMzc0xNzfHzc2NNm3aYGdnBxQkFGJjY3nnnXfYsGEDo0ePpmrVqsq1BAUFMWXKFDZt2sTgwYOVCp0xY8YQFRUFFCTY0tPTCQoKAqBJkyZ4enoSGRlZomm4evbsSc+ePYmLi2PLli0YGxuX6P6NGTOmRMc9YGJiwrJly+jXrx/Z2dns3LnzmUyNV61aNWbOnEmXLl24desWR48eLXIq2FGjRqFWq2ndunWJxvX19WXz5s00adIEQ0PDQtf79ddfs2DBAqKiooiLiyvx9LPTp0+nXr16eHp60rVrV5o1awYUJFg+/PDDJ6rM0dPTY/Xq1TRr1kxZO8jCwgIoqJaKjY2ldu3a/PHHH3Tt2pWKFSs+06pnXV1dOnfuzP/+9z8AOnXqVGgtx927d5OVlUXr1q3JzMzk/fffJzo6Wrl+KPg34OHXRURE4OnpyZgxY0r1vKWnp9O7d2/Gjh2LqakpUPDfWlxcHNWqVePw4cN07NiRypUrF1qj68KFC4wbN44NGzaU+j4IIcSzJBVIQgghhBBa8Hfabo1924rPdg54IQB++OEHGjRoQMTBn2k0QzN5pELF3pGLJHkkhBD/EhkZyd27d9m6dStHjhxR1i5JSEhg2rRpSsWBnZ0denp6XLlyheTkZCUZA2j8XJzExESqV69eqD0hIYG9e/dqVDmcOXOGpKQkkpOTlQQPFFTAPLxfFEtLS+VnQ0PDQvsPrjMpKUlZkwXA3t6epKQkgMdeZ0JCAhcvXtSId9euXSQnJ5f0VgDg6upKhQoVnroq6HHeeecdDA0NcXZ2pmHDhs9s3K5du3LlyhXatWuncQ8fmD59Or/88gvh4eGlWmdw4MCBnDp1imHDhqGnV/i74Lq6urRo0YKffvqJnTt3lmhMQ0NDevTowalTpxgxYoTSvnDhQt566y0loVlazs7O1KlTBx0dHXx8fJR2KysrHB0d0dHRwdnZmQkTJvDdd9890Tkep1evXqxbt46wsLBHTl/n6+uLgYEBxsbGvPfee6xdu1bjmMjISFJTU5XN09Oz1HFkZ2fTpUsXatWqxaRJk5T26tWro1ar0dHRoXHjxgQFBRW6D0lJSbRq1YqpU6fSvHnzUp9bCCGeJUkgCSGEEEK8YGdu/g94+IN8XaqbttJeQOI/6aeffsLX15fYpPP4rhxH/kPPnI5KxeExy2jm8IYWIxRCiLJLpVLh4+NDy5YtlbWKbG1tmTp1qsYHy+np6VStWhVra2suXbqkvP7hn6FgXZT09HRl/+Fp3ezs7IiPjy8Ug62tLa1bt9Y437179+jZsyfW1tYkJiZqHP/v/SdlY2NDQkKCsp+QkICNjQ3AY6/T1tYWJycnjXjT0tIYO3ZsqWPIycnhwoULT3EVjzdz5kxsbW25dOkSW7dufWbjjho1iubNm7Nz506N9aqgIDGzdOlSdu/ejbm5eYnHzMrK4oMPPsDf35/Jkydz586dRx5bmvt24cIFvvrqK7p3787IkSOV9j179hAWFoaVlRVWVlZcunQJHx8fvv322xKNu27dOq5cuUKVKlWYN2/eI4/T0dEp8dRxpdGwYUNSUlK4desWjRo10uhLS0sjIiKCzZs3K9e3e/duwsPDNdb5epTQ0FCMjIyK3Nq2bascl5eXR58+fVCpVKxateqxycJ/34cbN27QsmVL3n//fYYMGfIEd0AIIZ4tmcJOCCGEEOIFysnJ4WZmnEbb62ZdtRSN+K/65ZdfaN++PRkVVeDnCg99cKGj0iF2whpcbWpqMUIhhChQoXo1vH7f/sLOVVqjR4+mUaNGTJgwgf79+9O7d29atGiBm5sbKSkpREdH4+PjQ6dOnfDw8GDYsGG4uroqSacH3Nzc2LhxI82bN2fPnj1ERUXRtGlTACUx4OHhgZOTE8ePH8fBwQFvb2/GjBnD1q1b8fb2Jjs7m71799KkSROaNGlCdnY2S5YsoX///ixZsqTUlT6P0q1bN7744gtatWqFoaEhU6dOpXv37gB07tyZIUOG0KtXLywtLTWmzWvcuDF5eXksWrSIgQMHAvD7779jb29fZDXOw1atWkXbtm2pXLkyx48f56uvvuKTTz5R+jMzM5UP2TMzM8nIyKB8+SdbN/LEiRPMmTOHI0eO8Pfff9OjRw/efvttLCwsyM/PJzMzk6ysLPLz88nIyEBHRwcDAwMAvLy88PLyYsqUKYXG3bVrF5GRkcTFxREREYG/vz9Hjx6lXLlyrF69mtDQUPbt26ck4x6mUqnYs2cPXl5ehfomTZqEWq1mxYoVDBgwgJEjR7J06VJu377Njh076NChA+XLl2fLli3s2bNHWa8qKiqKd955p8gkTV5eHv369WPs2LEMHz6cN954g7Vr19K7d29WrlxJRkaGcmyjRo1YuHChspbQlClTiIqKUqYufFhycjLBwcF8//33mJmZ4eHhwXvvvUft2rWJioqiZs2a2NnZcf78eUJCQujZs2dJ3rJSe1Rl03fffUelSpU4fPiwktTJzc3ljTfeYMeOHfj5+T123HHjxjFu3Lhizz9kyBCSk5P54YcfClWM7dq1iwYNGlC5cmWOHTvG/PnzmT17NgB37tyhdevWyn/7QghRFkgFkhBCCCHEC3QiRXOhXD1VeV6r4KylaMR/0d69ewuSRxVU0LmORvKI/Hx+GvSFJI+EEGWGbvlyGDs5vJBNt3zp17lxcnLC09OTefPm4eHhwezZs+nbty8mJibUr1+f/fv3AwXTrs2ZM4eOHTuiVqvx8PDQGOfTTz/l+PHjmJmZsWzZMo2pvXr27MmwYcPw9vbGxMSEwMBAsrOzMTU1ZceOHSxYsABLS0vUajVLliwBwMDAgM2bN7NgwQIsLCw4ceJEoXM+qYEDB9KxY0fc3d1xdnbGzc1NqSJq164dQ4YMoWnTptStWxdv73/Wr9LT02PHjh388MMP2NraYmNjw7Rp08jLyyv2nL///jt16tTB2NiYrl27EhAQoKw9BfD6669jaGhIZmYmjo6OGBoaKn2hoaEa1R+Pk52dTb9+/QgNDUWtVuPp6Unnzp0JDAwE4O+//8bQ0BBPT08SEhIwNDSkVat/qsQTExOVxN/DUlNTGTRoEEuXLsXU1JS+fftSs2ZNZeqyyZMnc/36ddzc3JSKldDQUGVMY2NjZW2thx08eJDly5cr7/uXX37J7t27iYyMRKVS8e2331K1alUsLCyYMWMG69ato169esq4j3omvvjiC1QqFR9++CHlypVj1apVfPjhhyQlJWFmZqZU51hZWaGrq4u5uTkVKlR47D0AGDx4MIMGDaJx48a8/vrrjB8/Hn9/f/Ly8jh69ChvvvkmFStWpFWrVvj6+jJ69OiSvG2l5uzsjLNz4d+v165dy6BBg7C2tlauz9bWlgEDBmhMY9eqVSuN6qLx48eX+Nx///03S5cu5dChQ7z22mvKGNHR0QD8+OOPuLi4ULFiRbp3784nn3yiJGi3bNnCsWPH+PrrrzXOL4QQ2qTKfx71okK8Qk6dOoWrqytxcXG4uLhoOxxFTk4OqampmJmZFTlHshBPSp4t8by8Cs9WRs4tjlybo9H2RuUgKupX1lJEr4ZX4dl6ICEhAWdnZ+7p50LXuqDzUPIoLx/+F4urnQMxMTGFFpUWT+ZVer7Ei1VWn62n/fvnr7/+AqBGjRrPOjQhCvn7779xdHSkXLlyLF++vNgKk8dJTk6mU6dO/Pbbb88wQli/fj0nTpxQKoeelSFDhuDn50fr1q2f6bgNGjRg9+7dWFhYPNNxX3vtNdLT05k4cWKR1TdRUVFK9ZPQHvk3XIhXT9n5LVQIIYQQ4j8u5rpm9ZGh7muSPBLPVLVq1RgwchgLrkYVTh5tOknFHD0WLVokySMhhBCvBHt7e421p56GtbX1M08eAfTo0YMePXo883G/+eabZz4mwNGjR5/LuDdu3Hgu4wohhHg6kkASQgghhHgBUtLPkZN/X6PNzWKolqIR/1Xnrv7NwhvRmsmj/HwIP4lhBuyI3MFbb72lvQCFEEIIIZ6AWq3G399f22EIIcQrRxJIQgghhBAvwJlb6zT2K5VzRE/PQEvRiP+iP68l4vxpD/LyH1pr4v+TR+Xv57N9xw48PT21F6AQQgghxBOSBJIQQmiHjrYDEEIIIYT4r7t8dz/55Gq0uVj00lI04r8oIeUKjp92I/eh5JEKFR9Ua0n5e/l8//33NG/eXIsRCiGEEEIIIYR42UgFkhBCCCHEc3bx7m6NfbuKXtoJRPwnpaTdxmFSZ3Ly/klSqoDoUYtpWsuNj/oEYGdnp70AhRBCCCGEEEK8lKQCSQghhBDiOfrr9i7g4aoQHexNW2gvIPGfkp6VTtVxHcjKzdFo/yV4IU1ruQFI8kgIIYQQQgghxBORBJIQQgghxHOUdG+/xn4N0/ZaikT812RlZWH1iTfp2Zka7TuGzcHr9QZaikoIIcQDKpWKxMTEF3Y+Ly8v1q5d+8LOBxAfH4+eXskmt3le8fn7+1OuXDkaNCi7/+9zc3PDwMCAQYMGFdkfHx+PWq1+sUEJIYQQJSAJJCGEEEKI5+SPlE0a+yr0sK7YUEvRiP+CO3fucOvWLXJzc6k6vgN3Mu5p9If1/5T3XD20FJ0QQrz81Go1FSpUwMjICBsbG4KCgsjNzS3+heKZuH37NlZWVrRs2bJUr5s4cSJHjx4t9rhr167RvXt3rK2tMTMzo2XLlpw5c+ZJw1X89ddfNGrUiEqVKmFubo6vry/JyclKf2xsLOPGjXvi8b28vFCpVFy8eFGjvWbNmqhUqkLHt2rViipVqpCTo1mh7OXlRfny5TEyMlK2Tz75pFSxjBo1ipo1a2JsbEzdunXZvn270hcVFYWOjo7G+NHR0Up/dHQ0DRo0wNjYGHd3d06ePFmqcwshhHjxJIEkhBBCCPEc5OTkcCPjhEabY6VuWopG/Bfcv3+f9u3b4+XlhXq8L9fTUjX6F3QbTU/31toJTggh/kN2795NWloa0dHRbN68mWXLlmk7pFfG5MmTqVWr1nMbPy0tjTfffJOYmBhu3rxJ69at8fHxeepxK1euzMaNG0lJSeHKlSs4OjoSFBT0DCL+h4ODA+vWrVP2Dxw4gK6ubqHjkpOT2bNnD1lZWezevbtQ/9KlS0lLS1O2mTNnlioOY2NjIiMjuX37NvPmzaN3794aia0aNWpojP/2228DkJKSgq+vLxMmTCA1NZVhw4bh4+NDdnZ2qc4vhBDixZIEkhBCCCHEc/BHapjGvg7lsDB01FI04mWXlZVFp06d2LdvHydezyfx9nWN/s+832e4V2ctRSeEEP9NNWvWpGnTpsTExCht4eHhuLi4YG5uTocOHbh27ZrSt3z5cuzs7LCysmLJkiUaY6nVan799Vdl39/fn5CQEGV//vz5ODg4KJUZN2/eBODkyZM0a9aMSpUq0aBBA44cOaK85vDhw9StWxcTExMCAgLIy/tnzcV/U6vVfP755zg5OWFsbMykSZM4e/YsDRs2xNTUlICAAOXYvLw8Jk+ejJ2dHdbW1gQFBZGZ+c90qaGhoVSpUgW1Ws22bds0zpOQkEC7du2wsLDAycmJXbt2FXebFXFxcfz2228MGDCgxK8pyrlz57CwsODcuXMAHDt2DEtLS5KSkqhRowbBwcFUqVIFXV1dgoKCuHDhgnK/H2fNmjU4Ozsr92L+/Pl4eHiQm5uLsbEx1atXV6qBdHR0+PPPP5/qOv6tR48ehIX98/vl2rVr6dWrV6Hj1q9fT+PGjenZs+dzmTJwypQp1K5dGx0dHd555x2cnZ05duxYsa/77bffsLe3p2PHjujq6tKvXz90dXXZu3fvM49RCCHEsyMJJCGEEEKIZywnJ4fUrAsaba7m/toJRrz0cnNz6d27d8GHcL7OYFFBo//D5t2Z2O7pPmwTQghtyc3IJPXU+Rey5WZkFh/QQ86dO0d0dDQ1a9YE4NChQwQHB7NhwwauXr2Ko6MjgYGBQEHyIzg4mPDwcC5evKiRLCpOWFgY8+bNY8uWLdy+fZvFixdjYGBAWloabdq0YcSIEdy4cYOJEyfi5+dHRkYGWVlZ+Pn5MXToUG7evImLiwu//fbbY8+zY8cO9u/fz+HDh5k1axYffPABW7Zs4ezZs2zdupU9e/YAsGzZMsLDwzlw4ABxcXEcPXqU6dOnA7Bz504WLlxIdHQ0MTExGgmkvLw82rdvT+vWrbl69SrLly+nT58+XL16tUT3ISgoiC+++AIdncIfVZmZmZX4ntauXZuJEyfSr18/7t+/T9++fZkzZw42NjaFjo2OjqZKlSpYWFgUO26fPn2Usc+fP89nn33GypUrNaqAzMzMMDQ0ZPbs2YwcObJE8ZaUg4MDRkZGHD9+nJycHLZu3UrXrl0LHbd27Vq6detG9+7diYiIIC0trUTjr1u3DjMzsyK3unXrFvmaW7duERcXh7Ozs9J26dIlLC0tcXBw4LPPPtOYAjI/P1/j9fn5+Zw6dapE8QkhhNCOkq10KIQQQgghSuxkyrca+3qqipiUr6qlaMTLLD8/nxEjRrBp0yZoWxuqGD3cSbm/0/B/vbn2AhRCiKd0988Edrp6v5BzvRe3HTMXh2KPa9u2Lfn5+dy7dw8/Pz+GDRsGFFQYBQYGUqdOHaBg3R1zc3NycnLYvHkzfn5+NG7cGIBJkyaxZs2aEsW1cuVKxowZg6urKwD169cHYMOGDbi4uNCpUycAfH19CQkJ4eDBg6hUKvT09Bg6dCgAw4cPZ9asWY89T1BQEObm5pibm+Pm5kabNm2ws7MDwNPTk9jYWN555x02bNjA6NGjqVq1qnItQUFBTJkyhU2bNjF48GBq164NwJgxY4iKigIKEmzp6enK1G1NmjTB09OTyMhI/P39Hxvbhg0bsLS05O233y6ycic1NbWYu6hpxIgRbNmyBXd3dxwcHOjdu3ehY27cuMGQIUOYMWNGicf95ptvqFu3Lt9//z0TJkxQ7sPDcd65c4dly5YV6nsWevXqRVhYGF5eXsqaSw87c+YMsbGxdO7cGSsrK8zNzfnuu+/o27evcsyQIUMYPny4sr9gwQL69OlDz5496dmzZ4ljycvLo3///nTq1AknJycAHB0diY2NpXbt2vzxxx907dqVihUrMmrUKJo0aUJ8fDybNm3C19eX1atX89dff3Hv3r1iziSEEEKbpAJJCCGEEOIZysm5z72cJI22upUHaSka8bLbsmULCxcuhGZqqGYGDxbKzs+H+Ftk7jrNypUrtRihEEL890RGRnL37l22bt3KkSNHlAqOhIQEpk2bplRl2NnZoaenx5UrV0hOTlaSMYDGz8VJTEykevXqhdoTEhLYu3evRiXImTNnSEpKIjk5WUnwAKhUKo39olhaWio/GxoaFtp/cJ1JSUlUq1ZN6bO3tycpqeB3m8ddZ0JCAhcvXtSId9euXSQnJz82rnv37jF58mQ+//zzxx5XGiqViv79+3Pq1ClGjBhRqP/u3bu0bduWbt260a9fvxKPW6VKFdq2bculS5cYPHhwkceYmJjQt29ffHx8Hjut4JPo3r074eHhrFmzpsjp69asWUOzZs2wtrZGpVLRtWvXQtPYffPNN6Smpipbnz59niiWwMBApWLuASsrKxwdHdHR0cHZ2ZkJEybw3XffAWBhYcHWrVuZNWsWVlZW/PTTT7Rs2bLY51YIIYR2SQWSEEIIIcQzFHNTc82DcrpmVNB7TUvRiJedr68vjQP9+D038Z/kEUDyXfjhPN27d3+mH7gJIYQooFKp8PHxYdu2bYSEhDB37lxsbW2ZOnVqkVOTWVtbc/HiRWX/0qVLGv0VK1YkPT1d2b969Sq1atUCCpIw8fHxhca0tbWldevWhdYZAti7dy+JiYkabf/ef1I2NjYkJCQo+wkJCcr0b9bW1hrX9vDPtra2ODk5ceLEiVKd7/z581y8eJFGjRoBkJ6eTkZGBq+//jpnz559omtISUlh/Pjx9OvXj48++ogDBw6gp6enjO/t7U2DBg0IDQ0t1bi//voru3btwsvLi/HjxzN37twij8vJyeHKlSukpaVhYmLyRNdQlCpVqlC7dm12797NqlWrNCqz8vPzWbduHdevX8fKygqAjIwM0tLSSE5Oxtra+rFjh4WFMWTIkCL77O3tNaaa+/jjjzl69Ci//PIL5cqVe+SYOjo6GtPWeXp6cvjwYaDgHtWqVUt534UQQpRNkkASQgghhHhGMnJSycjVXIT5DYuhWopG/BesO/wDv+dd1kwepdyHbWfw9vZm9erVGmsvCCHEy8a4ZjXei9v+ws5VWqNHj6ZRo0ZMmDCB/v3707t3b1q0aIGbmxspKSlER0fj4+NDp06d8PDwYNiwYbi6uhISEqIxjpubGxs3bqR58+bs2bOHqKgomjZtCoC/vz+TJ0/Gw8MDJycnjh8/joODA97e3owZM4atW7fi7e1NdnY2e/fupUmTJjRp0oTs7GyWLFlC//79WbJkSbGVPiXVrVs3vvjiC1q1aoWhoSFTp06le/fuAHTu3JkhQ4bQq1cvLC0tNabNa9y4MXl5eSxatIiBAwcC8Pvvv2Nvb69R0fRvrq6uGgmr//3vf2zevJnw8PAnvobAwED8/PyYP38+7777LjNmzGDChAlkZ2fTqVMnbGxs+Prrrwu9buXKlUyZMqXIhN69e/fw9/dn4cKFeHp6UqdOHfz8/GjWrBlRUVGYmJjg5ubGnTt3GDVqFA0aNHimyaMHFi9ezK1btyhfvrxGe3R0NNeuXePEiRMYGf0z5W3r1q1Zv359sWsy9erVq8iqpn8LCQlh+/btREdHY2xsrNEXFRVFzZo1sbOz4/z584SEhGhMi3f8+HHq1KnDvXv3mDRpEo0bN1amvxNCCFE2SQJJCCGEEOIZib2uWX1UQa8KenoVtBSNeNlFnT1Kn5Wfajbey4KNJ3nrrbfYuHEj+vr62glOCCGeEd3y5Uq0LpG2ODk54enpybx585g6dSqzZ8+mb9++XLx4EXNzc7p27YqPjw+urq7MmTOHjh07kp2dzdSpU1m1apUyzqeffkqPHj0wMzPD29sbHx8fpa9nz55cu3YNb29vrl+/jouLCzt37sTc3JwdO3bw4YcfMmDAAPT19WnatClNmjTBwMCAzZs3M2jQIEaPHk2PHj3w8PB4Jtc8cOBALl26hLu7O7m5uXTu3JmxY8cC0K5dO4YMGULTpk0xNDRk1KhR/PLLLwDo6emxY8cORowYwaRJk8jPz6dhw4YaU5wVRU9PT6mYATA1NcXAwEBjij0jIyMiIyN5++23i41/06ZNHD16lNjYWFQqFcuWLaNBgwa0b9+e1NRUIiMjMTQ01EjunD59mmrVqpGYmKgk9v7t448/xt3dXVmTauHChfTv358TJ05w9+5dhg4dyqVLl6hQoQKenp5s3ry52FifRI0aNYpsX7t2LV27dlUq2x4YOnQoS5YsURJIgwYNIiAgQOnv2LFjidfrgoK1vwwMDLC3t1favvnmG3r16sXRo0fp1asXqampWFpa0qdPH0aPHq0cFxoayg8//ICuri5+fn4sXbq0xOcVQgihHar8h2tJhRCldurUKVxdXYmLi8PFxUXb4ShycnJITU3FzMxMKdUX4lmQZ0s8Ly/7s5WWmUzMTc1vsr5pORE9PQMtRSQeeBmfrXNX/8ZxSnfy+edX9YoGhqxuHsyMadP44YcfCi2cLbTjZXy+xMuhrD5bT/v3z19//QU8+kNwIUpr8ODBbNiwAScnJw4dOvRUY7Vt25Y5c+Y886qY+vXrc+7cOfr06cOiRYsK9cfHx+Pl5VVk5ZMQZYn8Gy7Eq6fs/BYqhBBCCPESi0tZobFvol9dkkfiiaSk3cbls54aySN9XT0uz/geU0MjfNu3R0dHR4sRCiGEEGXHt99+y7fffvtMxoqMjHwm4/zbsWPHnsu4QgghxPMmf3kKIYQQQjylOxmJ5OSna7Q5V+qrpWjEyywrKwu78T7k5OUqbToqFWcmbcDUsGA9A0keCSGEEP8tZmZmBAcHazsMIYQQohD561MIIYQQ4imdvrVaY79SOccyNd2QeDnk5uZiO74D97MyNNr3jVxMTcuqWopKCCGEEM+bJJCEEEKUVZJAEkIIIYR4CnczkgpVH7lY9NJSNOJlk5eXR3Z2NgBuIb25kZaq0b9h4FSa1nLTQmRCCCGEEEIIIV518tVYIYQQQoincOrWSo39SuUctROIeClNmjSJ3377jXK+dTl15aJG38yOw+jW8F0tRSaEEEIIIYQQ4lUnCSQhhBBCiCck1UfiaSxbtoxp06ZBo6pw+h6oVErfkLd8+bhVHy1GJ4QQQgghhBDiVSdT2AkhhBBCPKHC1UevaycQ8dLZvXs3Q4YMgVrmUN9GI3nk6fAGi3uN0WJ0QgghhBBCCCGEJJCEEEIIIZ5IUdVHr5t211I04mVy8uRJOnfuTK6ZAbSopZE8Ut3NZGSttlqMTgghxLOiUqlITEx8Yefz8vJi7dq1L+x8APHx8ejplWxyG23Fp1KpMDIyYvPmzS/03No2fPhwDA0NqVWr1iOPUavVxMfHv7ighBBCvHQkgSSEEEII8QRO3VqlsV+p3Osl/gBFvLquXr3Ke++9x93M+9CpjkbyiKxc8sNimDZtGnl5edoLUgghXmFqtZoKFSpgZGSEjY0NQUFB5Obmajus/7x9+/bh6emJkZERXl5ejzxuxowZqFQqfv311xKPraurS1paGp06dSr22JUrV1K/fn1MTEywt7dnxowZJT7P40yePBk7OztMTExwcHBg+fLlz2TcBzZs2IBKpdJI0H311VdERkY+8ZhTpkxBpVKxYsUKjfYBAwagUqmIiorSaA8NDUWlUnHixIlC4+jr62NkZKRsHh4epYqluPdFpVJRsWJFZfzQ0FCl79KlS3h7e2NmZkb16tXZuHFjqc4thBCvOkkgCSGEEEKUUkH10X2NNqk+EiVhYWFBm3ZtoM8boPNQ8igvD9Yex97enoiICHR05Nd0IYTQlt27d5OWlkZ0dDSbN29m2bJl2g7pP69ChQq8//77TJo06ZHHXL58mfXr12Ntbf3c4sjIyOCrr77i5s2b7N27l5UrV7Ju3bqnHrd379788ccf3Llzhx07djB+/HhOnjz5DCKGe/fuERISgouLyzMZ72EODg4a15+RkcGuXbuwtbUtdGxYWBiVKlUqssqsX79+pKWlKdtvv/1WqjhK8r6cPXtWGX/cuHFKe+/evXF0dOT69et89913DBs2jD/++KNU5xdCiFeZ/GUqhBBCCFFKhauPakv1kSgRPT09dplfBX3dfxrz8yE8DlNDI3bs2IGVlZX2AhRCiBcsNyOT1FPnX8iWm5FZqthq1qxJ06ZNiYmJUdrCw8NxcXHB3NycDh06cO3aNaVv+fLl2NnZYWVlxZIlSzTGUqvVGlUz/v7+hISEKPvz58/HwcEBY2Nj3N3duXnzJlAw7WmzZs2oVKkSDRo04MiRI8prDh8+TN26dTExMSEgIOCx1atqtZrPP/8cJycnjI2NmTRpEmfPnqVhw4aYmpoSEBCgHJuXl6dUzFhbWxMUFERm5j/3LjQ0lCpVqqBWq9m2bZvGeRISEmjXrh0WFhY4OTmxa9eu4m4zAA0bNqRXr15Uq1btkceMGjWKKVOmYGBgUKIxH2XgwIEMGDBA2ffz8+OTTz4BICAgAA8PD/T19VGr1fj5+XHgwIFix8zMzMTFxYXVq1cDcPfuXdRqNTt37gQKEjEVK1YECqplAC5evFjsuOfOncPCwoJz584BcOzYMSwtLUlKSlKOmTp1KgMHDuS1114ryeWXyttvv8358+dJTk4G4Pvvv1cqxR527Ngx/vrrL2bPns369eufeSX1k74vDxLBkyZNQl9fnzfeeANfX98XPpWiEEK8zOSTDiGEEEKIUkjLTC6i+qiHlqIRL5u3Zr9P4q1/PmwkPx9+PI/enWw27/r+uXx7WAghyrK7fyaw09X7hZzrvbjtmLk4lPj4c+fOER0dzejRowE4dOgQwcHBREZG4ujoyPjx4wkMDCQ8PJy4uDiCg4P58ccfqVu3LkOGDCnxecLCwpg3bx4RERE4OzsTExODgYEBaWlptGnThvnz5+Pr68v333+Pn58f586dQ0dHBz8/P8aNG8egQYNYvHgxS5cu5f3333/keXbs2MH+/fu5du0a9erV4+DBg2zZsgV9fX3q1atHt27deOedd1i2bBnh4eEcOHAAQ0NDOnTowPTp05kyZQo7d+5k4cKFREdHY2lpSefOnZXx8/LyaN++PQMHDiQiIoLDhw/ToUMH4uLiqFKlSonvR1GioqK4ceMGHTt25MMPP9TomzFjBr/++ivbt28v0VhffvklderUYefOndy6dYuzZ8+yfv36Io/dt28fvXv3LnbMcuXKsWrVKtq2bUuLFi2YMmUKLVu25L333tOIc+rUqdy/f58GDRrQsmXLYsetXbs2EydOpF+/fvz888/07duXOXPmYGNjAxQ8o5GRkRw5coSIiIgSXX9pqFQqunbtyoYNG/jwww8JCwtj8ODBHD9+XOO4tWvX8t5779GjRw9GjBhBVFQUzZs3L3b8hIQE6tat+8j+EydOFJlULOp9cXd3R6VS8e677/LFF19gYWFBfn6+sj2Qn5/PqVOnio1NCCFEAalAEi+dadOmoVKpcHV1LdT322+/8dZbb1GhQgWsrKwICgoiLS2t0HGZmZl88skn2NjYYGhoSOPGjfnxxx9fRPhCCCFecnEpKzX2pfpIlNTw9Z+z/0/NdQH6123Fa3d0+fbbb2nRooWWIhNCCPGwtm3bYmRkxOuvv46HhwfDhg0DCiqMAgMDqVOnDvr6+kycOJGIiAhycnLYvHkzfn5+NG7cGENDw8dOxfZvK1euZMyYMbi6uqKjo0P9+vUxNjZm+/btuLi40KlTJ3R1dfH19cXS0pKDBw9y4MAB9PT0GDp0KPr6+gwfPrzYqd2CgoIwNzfH0dERNzc32rRpo1RMeXp6EhsbCxSspzN69GiqVq2KhYUFkyZNUhIsmzZtYvDgwdSuXRszMzPGjBmjjH/o0CHS09MJCgpCT0+PJk2a4Onp+VTr8ADk5OTw4YcfMnfu3CL7x4wZU+LkEYCJiQnLli1j8ODBfPjhh6xatYpy5coVOm7OnDmkpKTQr1+/Eo3bsGFDAgICaNWqFbt372bOnDmF4kxLS+PgwYN06tSpxJVUI0aMwMDAAHd3dxwcHDQSJyNGjGDmzJno6+uXaKwn0atXL8LCwkhJSeHw4cO0bt1aoz83N5cNGzbQrVs3JeH47wqfNWvWYGZmpmwPEqzVqlUjNTX1kVtRyaOi3pd9+/bx999/ExMTw/379/H39wfA2NiYpk2bMmXKFDIzMzly5Ajh4eHcu3fvGd8lIYT475IEknipJCYmEhoaqpR+PywmJoYWLVpw//595syZw6BBg1iyZAldunQpdKy/vz9z5syhV69ezJs3D11dXd57771SLcQphBDi1SPVR+JJrf09koX7Nmu0dXrjHZYHTuXcuXPKBx1CCCG0LzIykrt377J161aOHDmifCkxISGBadOmKR+C29nZoaenx5UrV0hOTsbOzk4Z4+Gfi5OYmEj16tULtSckJLB3716ND97PnDlDUlISycnJVK1aVTlWpVJp7BfF0tJS+dnQ0LDQ/oPrTEpK0vjg3t7eXpky7XHXmZCQwMWLFzXi3bVrlzL92ZNauHAhb731VpFfIn1S77zzDoaGhjg7O9OwYcNC/WFhYXz55Zfs2LEDQ0PDEo87YMAAzpw5Q//+/TExMSnUr1KpaNy4MUlJSYWmOXwUlUpF//79OXXqFCNGjFDaIyIi0NPTo02bNiWO70m4ubmRkZFBSEgIvr6+hb449fPPP3Pnzh28vQsqCbt3787mzZvJyMhQjunTp49GYuibb755olge9b68/fbb6OvrU7lyZebPn8/OnTuV84eFhXH+/HmqVq3KsGHD6Nu3b7H/rQghhPiHfF1WvFRGjx7Nm2++SW5uLjdu3NDoGzduHJUqVSIqKkr5RU2tVjN48GB2795Nq1atgIJvRW3YsIHPP/9cmYqgb9++uLq68vHHH5d6MUchhBCvjn9XH5mVc5DqI1GsuKQ/6bPyU402Jys14e9PB6BSpUraCEsIIcoE45rVeC+u5NUjT3uuklKpVPj4+LBt2zZCQkKYO3cutra2TJ06lZEjRxY63traWmNNm0uXLmn0V6xYkfT0dGX/6tWr1KpVCyhIwsTHxxca09bWltatWxdaZwhg7969JCYmarT9e/9J2djYkJCQoOwnJCQoU6ZZW1trXNvDP9va2uLk5MSJE5rVtk9rz5497Nu3j02bNgFw/fp1fHx8mDFjBoMHD36iMWfOnImtrS2XLl1i69at+Pr6Kn0RERGMGjWKn3/+ucjE3uMEBATQs2dPFi5cyIABAx65plNOTg4XLlwo0ZgpKSmMHz+efv368dFHHynVZw/uy4O1E1NSUoiJieHcuXN89tlnpYq7OD179mTChAns37+/UN/atWvJzMykRo0aQMFUhnfu3GHbtm107dr1seMmJCTg7Oz8yP7Tp08r97Ck74uOTsF35R9MW2dvb69RodazZ0+aNWv22LiEEEL8QyqQxEtj3759hIeHF1m2fufOHX788Ud69+6t8S2fvn37YmRkxMaNG5W28PBwdHV1NeaGLl++PAMHDuTAgQOFftEXQgghANKyrhaqPnI07amlaMTLIi09jfqhmlPfmJSvyMkJYVqKSAghyhbd8uUwc3F4IZtu+cLTlBVn9OjRLF26lBs3btC/f3+++uorZaq3lJQUZd2ZTp068d1333H48GHS09MJCQnRGMfNzY2NGzeSm5vLTz/9RFRUlNLn7+/PzJkzOX36NPn5+Rw7doy7d+/i7e3N8ePH2bp1Kzk5OaSnp7Nr1y5u375NkyZNyM7OZsmSJWRnZ7Nw4cKnrvR5oFu3bnzxxRdcvnyZlJQUpk6dSvfu3QHo3LkzS5cu5fz589y+fZtZs2Ypr2vcuDF5eXksWrSIrKwssrKyiI6O1khGPUpeXh4ZGRlkZ2dr/AwFU/ydPn2amJgYYmJisLGxYcWKFfTq1euJru/EiRPMmTOHVatWKdMS3rx5Eyiophk4cCDbtm0rcl1CtVrNypUrixx38eLFXL9+nRUrVvDBBx8wcOBAJYnx7bffkpqaSl5eHnv27CEsLExZIyg+Ph6VSlVkEhEgMDAQPz8/VqxYgampKTNmzABg6tSpnD17VrkvDRs2ZNq0aXz00UdPdF8eZ+jQofz44480adJEo/3+/fts2bKFdevWKXGcOHGCgICAQtPYFaVatWqkpaU9cnuQPHrc+3Lq1CliY2PJzc3l1q1bBAcH8+677yoVSqdPnyYtLY3MzEzWrFnD77//Tv/+/Z/RnRFCiP8+SSCJl0Jubi4ffPABgwYNok6dOoX6T548SU5OTqHScwMDA+rVq6exwOPx48epXbt2oXJyd3d3oGAqPCGEEOLfTt1cqbEv1UeiJGpM6kx2bo6yr6vS4eLU79DV1dViVEIIIUrKyckJT09P5s2bh4eHB7Nnz6Zv376YmJhQv359pSLD1dWVOXPm0LFjR9RqNR4eHhrjfPrppxw/fhwzMzOWLVuGj4+P0tezZ0+GDRuGt7c3JiYmBAYGkp2djampKTt27GDBggVYWlqiVquVac8MDAzYvHkzCxYswMLCghMnThQ655MaOHAgHTt2xN3dHWdnZ9zc3Bg7diwA7dq1Y8iQITRt2pS6desq05YB6OnpsWPHDn744QdsbW2xsbFh2rRp5OXlFXvOffv2YWhoSN++fYmOjsbQ0FCpLjIzM8PKykrZdHV1MTc3p0KFCgCEhobStm3bEl1bdnY2/fr1IzQ0FLVajaenJ507dyYwMBCAkJAQUlNTad68OUZGRhgZGREQEKC89ubNm7z55puFxr148SLjx49n1apV6OvrM27cOFJSUli8eDEA27dvp2bNmpiamjJ8+HBmz56t3LvExETs7e2xtbUtNO6mTZs4evQoM2fORKVSsWzZMubOnUtsbCzGxsYa98XAwABTU1OMjY1LdC9Ko1KlSkWu1bh161YqV65M586dNWIJCgrihx9+UBJzq1atUu6nkZERarW6VOd/3Pty9epVunTpgomJCU5OTujq6rJ69WrltTt37sTe3h4LCwtWr17Nzp07i1zzSgghRNFU+Q++DiFEGbZw4ULGjx/P+fPnqVy5Ml5eXty4cYO4uDigoKqoS5cu7Nu3j7ffflvjtV27diU6Olr5NparqytVqlTh559/1jju9OnTuLi4sHjxYmVBx3+7du0a169f12i7cOECvr6+xMTEFPkNJW3Jycnh9u3bmJqaygec4pmSZ0s8L2X52crISSUmZZ5GW0Pz8WUuTlG0F/1srVixgs6dO9N2ySh+jz+t0bd3xNd41Kr73GMQL05Z/rdLvNzK6rN16tQp6tWrR1xc3BP9/fPXX38BKNNdCfE8/f333zg6OlKuXDmWL1+On5/fE4914MAB5s+fz/r1659hhDB9+nTMzc0f+TnEkwoKCmLlypXY2dlx6tSpIo9Rq9VERUWVOqEjXl3yb7gQr56y81uoEI9w8+ZNJk2axMSJE6lcuXKRxzyYS7qob5GUL19eY67p9PT0Rx738FhF+frrr/n000+L7Lt79y6pqamPfO2LlpubqyyCKt9yFs+SPFvieSnLz9aFrBUa++WxVmIVZd+LfLZWr17NqFGj+OT7RdyyNdDoC2k7COfXqpWp3xfE0yvL/3aJl1tZfbbu3r2r7RCEKDF7e/vH/o1fGk2aNCk0hduz8KC661mbP38+8+fPfy5jCyGEeHVIAkmUeRMmTMDc3JwPPvjgkcc8mNs2MzOzUF9GRobS/+DYRx338FhFCQwMpEuXLhptDyqQjI2NMTMze+y1vEg5OQXT5ZS1byyKl588W+J5KavPVk5OBjkpdzTaXM0HlKkYxeO9qGcrKiqKTz75BGqZc8tGX6Ove/2WfPKe/3M7t9Cesvpvl3j5ldVn63lMjyWE0I7g4OAy9TmGEEKIsqfs/BYqRBHOnz/PkiVLmDt3LklJSUr7gwU14+PjMTExwdraGqDIRUOTk5OxsbFR9q2trbl8+XKRxwEax/6bpaUllpaWRfbp6emVqT/soOCbimUxLvHyk2dLPC9l8dk6kbJKY99Q11KpWhUvj+f9bF28eJFu3bqRY6QHLWqBSqX0WZevxPrBIY95tXjZlcV/u8R/Q1l8tspSLEKIpxMcHKztEIQQQpRxOtoOQIjHuXz5Mnl5eQQFBVG9enVl+/333zl37hzVq1fns88+w9XVFT09PY4cOaLx+qysLGJiYqhXr57SVq9ePc6dO8edO5rfJv/999+VfiGEEAIKvv19P+eKRpubxUAtRSPKqnv37uHr60vK7RToUkcjeURmDslzd/Htt99qL0AhhBBCCCGEEOIJSAJJlGmurq5s2bKl0Obi4kK1atXYsmULAwcOxNTUlJYtW7J27VqNObnXrFlDWlqaxrRznTt3Jjc3lyVLlihtmZmZrFixgsaNG2NnZ/dCr1EIIUTZdfrWao19Ax1T9PQqaCkaUVZ9/fXXnDhxArrXA92Hfr3Oy4ewGNRqNb6+vtoKTwghhBBCCCGEeCJSey7KtNdee63ID1zmzp0LoNE3bdo0PDw88PT05P333ycxMZEvvviCVq1a0aZNG+W4xo0b06VLF8aOHcu1a9eoVasWq1atIj4+nmXLlj3nKxJCCPEyuZN9UWO/7mtSfSQKGzlyJEsSoriQc/Ofxvx82HoKIwNDvv/+eypXrqy9AIUQQgghhBBCiCcgFUjiP6N+/fr89NNPGBoa8uGHH7JkyRIGDhxIeHh4oWNXr15NcHAwa9asISgoiOzsbLZv306zZs20ELkQQoiy6MzN/2ns66kqUF6vkpaiEWXZgqhNhZNHv1+Ca/cICwvD1dVVe8EJIYTQGpVKRWJi4gs7n5eXF2vXrn1h5wOIj48v8bpY2opPpVJhZGTE5s2bX+i5tW348OEYGhpSq1atRx6jVquJj49/cUEJIYR46UgCSbyUoqKiiIuLK9T+1ltvsX//ftLT07l27RpfffUVxsbGhY4rX748n3/+OcnJyWRkZHDo0CFat279IkIXQgjxkriZqfn/GZdK/bQUiSjLYhLO8mH4XI02w5tZEJPMZ599RocOHbQTmBBCiCeiVqupUKECRkZG2NjYEBQURG5urrbD+s/bt28fnp6eGBkZ4eXlVahfpVJRsWJFjIyMMDIyIjQ0tMRj6+rqkpaWRqdOnYo9duXKldSvXx8TExPs7e2ZMWNGaS7jkSZPnoydnR0mJiY4ODiwfPnyZzLuw8+rkZERAQEBSt9XX31FZGTkE489ZcoUVCoVK1as0GgfMGAAKpWKqKgojfbQ0FBUKlXBtL7/GkdfX1+J0cjICA8Pj1LFUtz78rjn49KlS3h7e2NmZkb16tXZuHFjqc4thBCvOkkgCSGEEEL8y5+pOzX2dTDAuLyNlqIRZVV6VjruszSnNaxibE7iNz8zbdo0xo8fr6XIhBBCPI3du3eTlpZGdHQ0mzdvlqnOX4AKFSrw/vvvM2nSpEcec/bsWdLS0khLS2PcuHHPJY6MjAy++uorbt68yd69e1m5ciXr1q176nF79+7NH3/8wZ07d9ixYwfjx4/n5MmTzyDif57XtLQ0Fi9e/EzGfMDBwUHj+jMyMti1axe2traFjg0LC6NSpUpFVpn169dPiTEtLY3ffvutVHGU5H151PPRu3dvHB0duX79Ot999x3Dhg3jjz/+KNX5hRDiVSYJJCGEEEKIf0m+f1Bj//VKXbQUiSjLak7sQnZujrKvp6PLhU83Ym5uzrhx49DRkV+1hRCiOLkZmaSeOv9CttyMzFLFVrNmTZo2bUpMTIzSFh4ejouLC+bm5nTo0IFr164pfcuXL8fOzg4rKyuWLFmiMZZarebXX39V9v39/QkJCVH258+fj4ODA8bGxri7u3PzZsHUqCdPnqRZs2ZUqlSJBg0acOTIEeU1hw8fpm7dupiYmBAQEEBeXt4jr0WtVvP555/j5OSEsbExkyZN4uzZszRs2BBTU1ONypW8vDylYsba2pqgoCAyM/+5d6GhoVSpUgW1Ws22bds0zpOQkEC7du2wsLDAycmJXbt2FXebAWjYsCG9evWiWrVqJTr+aQwcOJABAwYo+35+fnzyyScABAQE4OHhgb6+Pmq1Gj8/Pw4cOFDsmJmZmbi4uLB69WoA7t69i1qtZufOgi8lOTg4ULFiRaCgWgbg4sWLRQ/2kHPnzmFhYcG5c+cAOHbsGJaWliQlJZXiip/c22+/zfnz50lOTgbg+++/VyrFHnbs2DH++usvZs+ezfr16x/7LD6JJ31fHiSCJ02ahL6+Pm+88Qa+vr4vfCpFIYR4mZVsolohhBBCiFdEwp1oIF/ZV6GHhaGj9gISZVK7rz4k+c4Njbb9o7/FyNDoEa8QQghRlLt/JrDT1fuFnOu9uO2YuTiU+Phz584RHR3N6NGjATh06BDBwcFERkbi6OjI+PHjCQwMJDw8nLi4OIKDg/nxxx+pW7cuQ4YMKfF5wsLCmDdvHhERETg7OxMTE4OBgQFpaWm0adOG+fPn4+vry/fff4+fnx/nzp1DR0cHPz8/xo0bx6BBg1i8eDFLly7l/ffff+R5duzYwf79+7l27Rr16tXj4MGDbNmyBX19ferVq0e3bt145513WLZsGeHh4Rw4cABDQ0M6dOjA9OnTmTJlCjt37mThwoVER0djaWlJ586dlfHz8vJo3749AwcOJCIigsOHD9OhQwfi4uKoUqVKie/Ho7i7u6NSqXj33Xf54osvsLCwAGDGjBn8+uuvbN++vUTjfPnll9SpU4edO3dy69Ytzp49y/r164s8dt++ffTu3bvYMcuVK8eqVato27YtLVq0YMqUKbRs2ZL33ntPOWbGjBlMnTqV+/fv06BBA1q2bFnsuLVr12bixIn069ePn3/+mb59+zJnzhxsbP6pjO/cuTP5+fl4eHgwd+5c7O3tS3AXSkalUtG1a1c2bNjAhx9+SFhYGIMHD+b48eMax61du5b33nuPHj16MGLECKKiomjevHmx4yckJFC3bt1H9p84caLIpGJR70tRz0d+fr6yPZCfn8+pU6eKjU0IIUQB+VqkEEIIIcRDLqX9pLFfw7SdliIRZdWs3WvYeUrzW68zOw7DvbqzliISQgjxLLVt2xYjIyNef/11PDw8GDZsGFBQYRQYGEidOnXQ19dn4sSJREREkJOTw+bNm/Hz86Nx48YYGho+diq2f1u5ciVjxozB1dUVHR0d6tevj7GxMdu3b8fFxYVOnTqhq6uLr68vlpaWHDx4kAMHDqCnp8fQoUPR19dn+PDhWFtbP/Y8QUFBmJub4+joiJubG23atFEqpjw9PYmNjQVgw4YNjB49mqpVq2JhYcGkSZOUBMumTZsYPHgwtWvXxszMjDFjxijjHzp0iPT0dIKCgtDT06NJkyZ4eno+1To8D+zbt4+///6bmJgY7t+/j7+/v9I3ZsyYEiePAExMTFi2bBmDBw/mww8/ZNWqVZQrV67QcXPmzCElJYV+/Uq2DmbDhg0JCAigVatW7N69mzlz5mj0jxkzhrS0NA4ePEinTp0wMDAo0bgjRozAwMAAd3d3HBwcNBIn69atIz4+nvPnz1OtWjV8fHyeefVPr169CAsLIyUlhcOHDxdaPzo3N5cNGzbQrVs3JeH47wqfNWvWYGZmpmwPEqzVqlUjNTX1kVtRyaOi3pdHPR/GxsY0bdqUKVOmkJmZyZEjRwgPD+fevXvP9B4JIcR/mSSQhBBCCCH+39V7seTzzx/dKnSwrthQixGJsubo36f5ZMtCjbY2zm/ycas+WopICCHEsxYZGcndu3fZunUrR44cIS0tDSiolpg2bZryIbidnR16enpcuXKF5ORk7OzslDEe/rk4iYmJVK9evVB7QkICe/fu1fjg/cyZMyQlJZGcnEzVqlWVY1UqlcZ+USwtLZWfDQ0NC+0/uM6kpCSND+7t7e2VKdMed50JCQlcvHhRI95du3Yp0589jbfffht9fX0qV67M/Pnz2blzJxkZGU883jvvvIOhoSHOzs40bFj4d72wsDC+/PJLduzYgaGhYYnHHTBgAGfOnKF///6YmJgU6lepVDRu3JikpKRC0xw+ikqlon///pw6dYoRI0Zo9Hl4eFC+fHlMTEyYM2cOFy5c4M8//yxxvCXh5uZGRkYGISEh+Pr6oqenOZnRzz//zJ07d/D2Lqgk7N69O5s3b9Z4f/r06aORGPrmm2+eKJZHvS+Pez7CwsI4f/48VatWZdiwYfTt27fY/1aEEEL8Q6awE0IIIYT4f3/e3qqxX9XISytxiLIlIyODsWPH8vHHH+PxuebUQNYmFkR+MFc7gQkhxH+Acc1qvBdX8uqRpz1XSalUKnx8fNi2bRshISHMnTsXW1tbpk6dysiRIwsdb21trbGmzaVLlzT6K1asSHp6urJ/9epVatWqBRQkYeLj4wuNaWtrS+vWrQutMwSwd+9eEhMTNdr+vf+kbGxsSEhIUPYTEhKUKdOsra01ru3hn21tbXFycuLEiRPPJI5HebDG4MPTkpXWzJkzsbW15dKlS2zduhVfX1+lLyIiglGjRvHzzz8Xmdh7nICAAHr27MnChQsZMGDAI9d0ysnJ4cKFCyUaMyUlhfHjx9OvXz8++ugjpfrs31QqFSqV6qnuy6P07NmTCRMmsH///kJ9a9euJTMzkxo1agAFUxneuXOHbdu20bVr18eOm5CQgLPzoyu4T58+rdzDkr4v/34+7O3tNSrUevbsSbNmzR4blxBCiH9IBZIQQgghBJCaEU8eOQ+1qLA3eUdr8YiyIygoiLlz52L3SXuycv95RvR19fhzargWIxNCiJefbvlymLk4vJBNt3zhacqKM3r0aJYuXcqNGzfo378/X331lTLVW0pKChEREQB06tSJ7777jsOHD5Oenk5ISIjGOG5ubmzcuJHc3Fx++uknoqKilD5/f39mzpzJ6dOnyc/P59ixY9y9exdvb2+OHz/O1q1bycnJIT09nV27dnH79m2aNGlCdnY2S5YsITs7m4ULFz6TSh+Abt268cUXX3D58mVSUlKYOnUq3bt3BwrW21m6dCnnz5/n9u3bzJo1S3ld48aNycvLY9GiRWRlZZGVlUV0dLRGMupR8vLyyMjIIDs7W+NngFOnThEbG0tubi63bt0iODiYd999t1SVQQ87ceIEc+bMYdWqVcq0hDdv3gQKqmkGDhzItm3bcHFxKfRatVrNypUrixx38eLFXL9+nRUrVvDBBx8wcOBAJYnx7bffkpqaSl5eHnv27CEsLExZIyg+Ph6VSlVkEhEgMDAQPz8/VqxYgampKTNmzAAKki8HDhwgOzube/fu8dFHH1GtWjVq1qz5RPflcYYOHcqPP/5IkyZNNNrv37/Pli1bWLduHTExMcTExHDixAkCAgIKTWNXlGrVqpGWlvbI7UHy6HHvS3HPx+nTp0lLSyMzM5M1a9bw+++/079//2d0Z4QQ4r9PEkhCCCGEEMAftzQXT65Svr6WIhFlyYoVK/j222/Bqwa5FXQ1+n4dtQRDgyf78EoIIcTLwcnJCU9PT+bNm4eHhwezZ8+mb9++mJiYUL9+faUiw9XVlTlz5tCxY0fUajUeHh4a43z66accP34cMzMzli1bho+Pj9LXs2dPhg0bhre3NyYmJgQGBpKdnY2pqSk7duxgwYIFWFpaolarlWnPDAwM2Lx5MwsWLMDCwoITJ04UOueTGjhwIB07dsTd3R1nZ2fc3NwYO3YsAO3atWPIkCE0bdqUunXrKtOWAejp6bFjxw5++OEHbG1tsbGxYdq0aSVak2ffvn0YGhrSt29foqOjMTQ0ZPDgwUBBtVaXLl0wMTHByckJXV1dVq9erbw2NDSUtm3blujasrOz6devH6GhoajVajw9PencuTOBgYEAhISEkJqaSvPmzTEyMsLIyIiAgADltTdv3uTNN98sNO7FixcZP348q1atQl9fn3HjxpGSksLixYsB2L59OzVr1sTU1JThw4cze/Zs5d4lJiZib2+Pra1toXE3bdrE0aNHmTlzJiqVimXLljF37lxiY2O5e/cu77//PpUqVUKtVnP+/Hm2bduGrq5uoXGeVqVKlWjRokWh9q1bt1K5cmU6d+6MlZWVsgUFBfHDDz8oiblVq1Yp99PIyAi1Wl2q8z/ufSnu+di5cyf29vZYWFiwevVqdu7cWeSaV0IIIYqmyn8eta1CvEJOnTqFq6srcXFxRX5DSVtycnJITU3FzMysyPJ2IZ6UPFviedHms5WRc5cj12ZptL1lM/WFxiCenyd9tmJiYmjSpAkZVuWhdW1QqQo68vOpm/0aBxZsokKFCs8pavGykP8viuelrD5bT/v3z19//QWgTHclxPP0999/4+joSLly5Vi+fDl+fn5PPNaBAweYP38+69evL/7gUpg+fTrm5uYMGTLkmY4bFBTEypUrsbOz49SpU0Ueo1ariYqKKnVCR7y65N9wIV49Zee3UCGEEEIILTl1c4XGvol+yddIEP9NqampdOrUiYy8bGhV95/kEcC1e5zYcoilbksJCgrSXpBCCCGEeCx7e3uNtaeeRpMmTQpN4fYsPKjuetbmz5/P/Pnzn8vYQgghXh0yhZ0QQgghXmk5OTmk517XaHOu1E9L0YiyYt26dQXfsOzpBjoPJY+ycmHLKd59912GDRumvQCFEEIIIZ5ScHAwZmZm2g5DCCFEGSYVSEIIIYR4pf2Ruk5jv5yuGXp6BlqKRpQVgYGBzLu4m3NpV/5pzM+HDbHY2dmxbt2657LGgBBCCCHEixIcHKztEIQQQpRxUoEkhBBCiFdaatZ5jf06FgO0FIkoS77YHVY4efTLBfSzCxa0fu2117QXnBBCCCGEEEII8QJIAkkIIYQQr6yLt3/Q2NdVlae8XiUtRSPKirikPxm9ZYFGm9V9Azifwty5c2ncuLGWIhNCCCGEEEIIIV4cmcJOCCGEEK+spHu/aey/btZFS5GIsiI3N5eG0/trtFmbvEbiwm1EdIzA19dXO4EJIYQQQgghhBAvmFQgCSGEEOKVdO3+CfLJU/ZV6GJuWFuLEYmy4I3pfcnMyVL29XR0OTdlAzo6OnTs2BGVSqXF6IQQQrxMVCoViYmJL+x8Xl5erF279oWdDyA+Ph49vZJ9N1kb8UVFRaGjo4ORkRGHDx9+oef+rzIzM0NfX5+QkJAi+6OiovDy8nqxQQkhhHhuJIEkhBBCiFfShdQIjX07o+ZaikSUFRO3Lebk5T812n4Mmo+RoZGWIhJCCPGiqdVqKlSogJGRETY2NgQFBZGbm6vtsP7zZs2ahbOzM8bGxtSuXZsVK1Zo9F+5coXOnTtjamqKhYUFY8eOLfHYNWrUIC0tjUaNGj11HE/q/fffx9raGhMTE+rUqcP333//TMZ9YMaMGahUKn799denHuvhpNuDLTo6WulPTU2lV69eTzy+Wq2mYsWK3Lt3T2m7f/8+xsbGqNXqQse//vrr1K9fv8hxHvy3+mD7+uuvSxxHZmYmAwYMoFq1apiYmPDmm29y4MABpX/lypXo6elpjJ+QkKD0b9myBScnJ4yMjGjZsiWXLl0q8bmFEOJlIlPYiWfizJkzrFixgr/++otbt26Rn5+v0a9Sqfj555+1FJ0QQgihKS0zmTyyNNqqmTTTUjSiLIhJOEtI5EqNtuFenfF6vYF2AhJCCKE1u3fv5q233uLPP/+kWbNmuLq68v7772s7rP80lUrFunXrqFOnDqdOneLdd9+ldu3aNG3aFIAOHTrQvXt3Vq9ejUql4sKFC1qJ40mNHDmSBQsWUK5cOQ4fPkzLli3566+/sLCweOqYL1++zPr167G2tn7qsR6oUaPGc7vHALa2tmzdulVJREVERGBtbU1Wlubv54cOHSIpKYnMzEzOnDmDk5OTRv+D/1afRE5ODmq1ml9//ZWqVauyceNG2rdvT3x8PEZGBV8e8vLy4qeffir02nPnzuHv709kZCTu7u7MmDGDHj16PJMEnhBClDVSgSSe2po1a6hTpw4LFizgwoUL5OXlkZ+fr7Hl5eUVP5AQQgjxgpy6tUZj36Kcq5YiEWVBbm4ub34+SKOtxms2LOg2WksRCSHEqyM3I5PUU+dfyJabkVmq2GrWrEnTpk2JiYlR2sLDw3FxccHc3JwOHTpw7do1pW/58uXY2dlhZWXFkiVLNMZ68EH1A/7+/hpTgM2fPx8HBweMjY1xd3fn5s2bAJw8eZJmzZpRqVIlGjRowJEjR5TXHD58mLp162JiYkJAQMBj/+5Wq9V8/vnnODk5YWxszKRJkzh79iwNGzbE1NSUgIAA5di8vDwmT56MnZ0d1tbWBAUFkZn5z70LDQ2lSpUqqNVqtm3bpnGehIQE2rVrh4WFBU5OTuzatau42wzARx99RL169dDV1aVu3bq0aNGCgwcPAhAZGUm5cuUYOXIkFSpUwNDQkDp16pRo3H/Lz8+nZcuWfPbZZ0DB7wDu7u4sWrSo2Dge58aNG1hbW7N3714ALl26ROXKlYmNjQXA0dGRcuXKAQVJqqysLC5fvlzsuHv37sXa2pobN24AsG3bNmrWrKlRvTNq1CimTJmCgYFBie/D1KlTadmypfLl35EjR9KtW7cSv/5p9ejRg7CwMGV/7dq1RVY1rV27Fh8fH959913WrFlTqP9pVKxYkUmTJlGtWjV0dHTo3r07BgYGnD17ttjX7t69mxYtWuDh4YGenh5jx47l6NGjzzXpJoQQ2iIVSOKpTZkyhTfeeIPIyEhee+01bYcjhBBCPFZOTgbZeXc12hxMO2kpGqFNS5YsoUWLFnRcP4nMnGylXU9Hl7iJYY95pRBCiGfl7p8J7HT1fiHnei9uO2YuDiU+/ty5c0RHRzN6dMEXCg4dOkRwcDCRkZE4Ojoyfvx4AgMDCQ8PJy4ujuDgYH788Ufq1q3LkCFDSnyesLAw5s2bR0REBM7OzsTExGBgYEBaWhpt2rRh/vz5+Pr68v333+Pn58e5c+fQ0dHBz8+PcePGMWjQIBYvXszSpUsfWym1Y8cO9u/fz7Vr16hXrx4HDx5ky5Yt6OvrU69ePbp168Y777zDsmXLCA8P58CBAxgaGtKhQwemT5/OlClT2LlzJwsXLiQ6OhpLS0s6d+6sjJ+Xl0f79u0ZOHAgERERHD58mA4dOhAXF0eVKlVKfD+ys7M5ePAgffv2Ve67Wq2mbdu2HD58GDc3N7766iulGiUwMBCgRNOXqVQqli9fTv369fHx8WH79u2FEmiPiuNxXnvtNRYtWkT//v2JjY1l4MCBjBgxAjc3N+WYwMBAVqxYQUZGBu+9916JkmCenp5069aNwMBAFi1aREBAABs2bKBixYpAwXRzN27coGPHjnz44YfFjvfA2LFjiYiIYNGiRdSpU4cNGzZw8uRJpf/SpUtYWlpiampKnz59GD9+PLq6uiUevzjNmzdn+fLlXL9+HYATJ04wbtw4jSkDc3Jy+N///sfSpUtJTU1l4sSJTJs2rUTrUc6YMYMZM2YU2ffWW2+xffv2Qu3nz58nJSWFWrVqKW0HDx7EwsKCKlWqEBQUpPGc/Hvmnfz8fE6dOqXxeiGE+C+QCiTx1JKSkhgwYIAkj4QQQrwUTqYs19ivqGdd4sWfxX/H7t27CQgIwLnvu4XWPfo5+CsMDQy1FJkQQghta9u2LUZGRrz++ut4eHgwbNgwoKDCKDAwkDp16qCvr8/EiROJiIggJyeHzZs34+fnR+PGjTE0NGTSpEklPt/KlSsZM2YMrq6u6OjoUL9+fYyNjdm+fTsuLi506tQJXV1dfH19sbS05ODBgxw4cAA9PT2GDh2Kvr4+w4cPL3YKs6CgIMzNzXF0dMTNzY02bdooFVOenp5KtcyGDRsYPXo0VatWxcLCgkmTJrF+/XoANm3axODBg6lduzZmZmaMGTNGGf/QoUOkp6cTFBSEnp4eTZo0wdPTk8jIyFLd/1GjRqFWq2ndujVQMEXbhg0bCAoKIikpiTZt2uDr66usTfX111+Xau2batWqMXPmTLp06cLcuXNZtmxZkUmJf8dRHF9fX5o2bUqTJk24deuWxr15EGdaWho//fQTrVq1KlEiBGD69OnExsbi6elJ165dadasYNrlnJwcPvzwQ+bOnVuicR6mp6fH6tWrmTRpEn369OHrr79WptNzdHQkNjaWK1euEBERwcaNG5/oHI+jq6tL586d+d///sf//vc/5Rl/2O7du8nKyqJ169b4+vpy9epVjbWYoOC/VTMzM2V7UAE2ZswYUlNTi9yKSh6lp6fTu3dvxo4di6mpKVCQvIuLi+P69eusWLGCzz77jM2bNwPQsmVLfvrpJ/bt20dWVhZTp04lKytLozJMCCH+KySBJJ5a3bp1SUpK0nYYQgghRLFycnK4l5Os0VbHfICWohHakpSURO/evck3K09WncoafcOadaKZwxtaikwIIURZEBkZyd27d9m6dStHjhwhLS0NKJiebdq0acqH1XZ2dujp6XHlyhWSk5Oxs7NTxnj45+IkJiZSvXr1Qu0JCQns3btX4wPyM2fOkJSURHJyMlWrVlWOValUGvtFsbS0VH42NDQstP/gOpOSkqhWrZrSZ29vr/zN/7jrTEhI4OLFixrx7tq1i+Rkzd+9Hmf69On88ssvhIeHKwkWQ0ND3nrrLdq2bYuBgQGjR4/mypUrTzVdWNeuXbly5Qrt2rXTuNbHxVESAwcO5NSpUwwbNqzILyjp6urSokULfvrpJ3bu3FmiMQ0NDenRowenTp1ixIgRSvvChQt56623cHV9sqmYnZ2dqVOnDjo6Ovj4+CjtVlZWODo6oqOjg7OzMxMmTOC77757onM8Tq9evVi3bh1hYWGPnL7O19cXAwMDjI2Nee+991i7dq3GMZGRkRrJIU9Pz1LHkZ2dTZcuXahVq5ZG4rd69eqo1Wp0dHRo3LgxQUFByn1wdHRkxYoVBAYGYmNjw61bt3B2di72v0EhhHgZyddtxVObM2cOXbp0oW3btnh4eGg7HCGEEOKRzt/erLGvr2OMnl55LUUjtCEnJ4eePXsWTJkyqBE89KGQQUYewY06ajE6IYR49RjXrMZ7cYUrAp7XuUpKpVLh4+PDtm3bCAkJYe7cudja2jJ16lRGjhxZ6Hhra2suXryo7F+6dEmjv2LFiqSnpyv7V69eVaa6srOzIz4+vtCYtra2tG7dutA6Q1CwNk5iYqJG27/3n5SNjQ0JCQnKfkJCAjY2NkDBdT58bQ//bGtri5OTEydOnHii8y5cuJClS5cSHR2Nubm50u7q6qoxvdqzMGrUKJo3b87OnTs5cuQIDRs2LDaO4mRlZfHBBx/g7+/P5MmT8fPzw8TEpMhjc3JySpwAu3DhAl999RXdu3dn5MiRbNmyBYA9e/awb98+Nm3aBMD169fx8fFhxowZDB48uNhx161bx5UrV6hSpQrz5s0jODi4yON0dHQKTdf2LDRs2JCUlBQAGjVqpLHWVFpaGhEREejq6ioVbPfu3UNfX58FCxYo60k9SmhoKKGhoUX2vf3228qYeXl59OnTB5VKxapVqx6bLPz3fejcubMyhWNqairr1q174mSeEEKUZVKBJJ7azJkzMTU15e2336ZOnTq0a9eODh06aGwPf5tFCCGE0Jabmac09l0q9dFSJEJbPv3004LpTTq7gt5Dvwrn5pG15nCp1qwQQgjx9HTLl8PMxeGFbLrlH/+hc1FGjx7N0qVLuXHjBv379+err75SpnpLSUkhIiICgE6dOvHdd99x+PBh0tPTCQkJ0RjHzc2NjRs3kpuby08//URUVJTS5+/vz8yZMzl9+jT5+fkcO3aMu3fv4u3tzfHjx9m6dSs5OTmkp6eza9cubt++TZMmTcjOzmbJkiVkZ2ezcOHCUlX6PE63bt344osvuHz5MikpKUydOpXu3bsDBR+aL126lPPnz3P79m1mzZqlvK5x48bk5eWxaNEisrKyyMrKIjo6WiMZ9SirV68mNDSU3bt3K8mqB/z8/IiNjeWnn34iNzeXuXPnYmVl9cRrzezatYvIyEhWrVrF7Nmz8ff3JzMzs9g4oCCx+PB797BJkyahVqtZsWIFLVq0UBKNt2/fZt26daSlpZGTk8OmTZvYs2ePMhVdVFTUIxMXeXl59OvXj7Fjx7Jy5UrOnj2rVOGsXLmS06dPExMTQ0xMDDY2NqxYsUKp5pkyZQpeXl5FjpucnExwcDArV65k5cqVTJ06lXPnzinxPEgMnj9/npCQEDp06FCCO1t63333XZHVTd999x2VKlXi7NmzyvX98ccf6OnpsWPHjmLHHTduHGlpaUVuD0+pOGTIEJKTk9m0aVOhirFdu3YpazQdO3aM+fPna9yHo0ePkpeXx/Xr13n//fcZMGBAqRKOQgjxspAEknhqJ/6PvfsOj6pa9zj+m8mk9xBq6NK7BbCCIiKKDZAqRRRFRQ6CBQVR0CMiiAXsoKCAiEoVVBQVu6iANOlNSiBASCCNZGb2/YPrkH0CCqSsSfL9PM99zn3ftWfml+M+BPNmrb1mjbKyslS1alWlpaXpzz//1Nq1a/P8HwAAJu1L+03Syd8adCpIEcH//KwAlCxbt2498duoF1SSyoSdXLAs6ZMNigqP0uTJk80FBAD4nfr166t169Z6+eWXdemll+r5559Xnz59FBUVpQsuuEA//vijpBO7ZF544QV17NhR1atXz3M6x+jRo7Vq1SrFxMTo7bfftv2SZc+ePTVw4EDdcMMNioqK0n333aecnBxFR0dr8eLFmjRpksqVK6fq1avrrbfekiQFBQVpzpw5mjRpksqUKaM1a9YU2Ikgd955pzp27KgWLVqoQYMGatq0qR577DFJUocOHTRgwABddtllatKkiW644Qbf6/7+4f6SJUuUkJCgSpUq6ZlnnpHX6/3Xz3zyySd18OBBNW3aVBEREYqIiPDtIClTpow+/vhjDRo0SDExMZo3b57mzZvne2bOPffco3vuueeMvraUlBT1799fU6ZMUXR0tPr06aPzzjvPd3TZP+XYs2ePIiMj1bhx4zzv+8svv+idd97x/fN58cUX9cUXX+izzz6Tw+HQ5MmTfc+UGjt2rN5//301a9bM976n+2c3YcIEORwODRkyRMHBwXr33Xc1ZMgQ7du3TzExMapQoYLv/wICAhQXF6ewsDDf+1522WWnfN+77rpL/fv3V8uWLVW3bl2NGDFCt99+u7xer1asWKGLL75Y4eHhateunW655RY99NBDZ/Tf79lq0KCBGjRokKc/Y8YM9e/fXxUrVvR9fQkJCbrjjjtsx9i1a9fO988pIiJCI0aMOOPP3rVrl6ZMmaJff/1V8fHxvvf4+zlLX375pRo2bKjw8HB1795dw4YN8w1SJem+++5TVFSUGjZsqGrVqumZZ57Jx38TAOC/HFZh7EMFSpH169erUaNGWrdunRo2bGg6jo/b7VZKSopiYmJ4ODwKFPcWCkth31s/7XtKXuX46vOib1bF8Iv+4RUoKXLfW2/Ofk/3f//myaPrLEtaf0D6YZc+/vhjde7c2WxYFDt8X0Rh8dd7K7///rN9+3ZJUs2aNQs6GpDHd999p/bt2ysoKEhLly61HVV3tmbNmqU1a9bo2WefLcCEJ3bBdOrUSddee22Bvu+FF16oL774QmXKlCnQ942Pj1dmZqZGjhypRx99NM/6smXLNGrUqNPu1ELxxp/hQOnjP38LBQAAKCTpOQdtwyPJwfColBr263Tbc4907Lj0wy4NGjSI4REAACVMq1atlJGRUSDv1aNHD/Xo0aNA3iu3N998s8DfUzpxxFphOHToUKG8LwDAPzFAQoH59ttvtXjxYu3atUuSVK1aNXXo0EGtW7c2nAwAUNr9mfyerS4T7D87RlF0rpk4SOnZJx9g7pBkfbxOF154ocaPH28uGAAAQAlRvXp13X777aZjAAAKCAMk5Ft2drZ69Oih+fPny7IsxcTESDpxtvCECRPUsWNHzZo1S4GBgWaDAgBKJbfbreOeFFuvdjQ7TUqbD1Z9pWVbVtl6C+99XvF9XSpTpoyCg8/+weoAAACwY4AEACWL03QAFH+jR4/WvHnz9OCDDyoxMVHJyclKTk7W/v379dBDD2nu3Ll66qmnTMcEAJRSG1Pft9UhAfF+9SwJFL7ktFT9Z95Ltl7n86/SDU0u18UXX6zatWubCQYApRSPYgaA4ok/v4HShwES8u39999X3759NW7cOJUvX97XL1eunJ577jn16dNH06dPN5gQAFCapRzfYqsblelrKAlMaTKmt+1fduPCovTx3QX7AGwAwJkJCAhQdna20tPTTUcBAJyF9PR0ZWdnKyAgwHQUAEWIX79FviUmJqply5anXW/ZsqU++OCDIkwEAMAJu4/+YKudClaIK8ZMGBhxx3v/1YFjyb7aIYfWPD7DYCIAKN1iY2OVlZWlv/76Sy6XS06nUw6Hw3QsAMBpWJYlr9crt9stp9Op2NhY05EAFCF2ICHfKleurGXLlp12/dtvv1XlypWLLhAAAP/vr7SvbHWtmJsMJYEJyzat0NSfF9l6E7s9qITYcoYSAQCioqJUo0YNRUVFyeVyMTwCAD/ncDjkcrlsf34DKD3YgYR869u3r5588knFxMRoyJAhqlWrlhwOh7Zs2aKXXnpJH330kUaPHm06JgCglDmWtU+W3Lk6DpULa2IsD4qG2+3W+vXrVb9+fbWbNNi2dlHV+rr/ylsNJQMA/C0oKEgJCQmmYwAAAOBfMEBCvg0fPlzbtm3TW2+9pcmTJ8vpPLGxzev1yrIs9e3bV8OHDzecEgBQ2vyZYj+mrFxIMzNBUKT++9//6plnnlHcPVcqx3NygBjsCtQPQ98wmAwAAAAAgOKFARLyLSAgQNOmTdPQoUP16aefateuXZKkatWq6frrr1eTJvy2NwCgaLnd2crxHrP16sR1MpQGReXnn3/W008/LW+T8krKOSrlOhZpUf/xPPAXAAAAAICzwAAJBaZJkyYMiwAAfuHPI/bdR2EBPPOmpDt27Jh69eolb0iA1LLKyeGRZenG6i3ULKGW2YAAAAAAABQzTtMBAAAACtrRnB22ukGZfoaSoKgMHjxY27dvl7o2tu08Ulq2PnnsFX366afmwgEAAAAAUAyxAwlnzel0yul0KiMjQ0FBQXI6nXLk/kHNKTgcDrnd7n+8BgCAgrAr9Stb7XKEKMQVYSgNisKcOXM0depUqU1NKSTw5ILXkmavVZMmTXT11VebCwgAAAAAQDHEAAln7YknnpDD4ZDL5bLVAAD4gz3p39vq2jGdDSVBUalSpYoqXlBHibVjTjYtS/pmq0JcgXrvvfcUHBxsLB8AAAAAAMURAySctVGjRv1jDQCAKalZf8mSx1c75FSZ0HoGE6EoXHjhhTp8STnJk3OyuT9N2pKscRMnqmHDhkpJSTGWDwAAAACA4ohnICHfnnrqKa1bt+606+vXr9dTTz1VhIkAAKXVxiMf2OryoRcZSoKidOnzdys79/DI45UW/Klrr71W999/v7lgAAAAAAAUYwyQkG+jRo3SmjVrTru+bt06jR49uggTAQBKI7fbrRzrmK1XK/ZGQ2lQVN7+YaF+3bne1lvYf5y6d++uqVOncswuAAAAAADniCPsUOiSk5MVFBRkOgYAoITblDrLVocGlDOUBEUlNTNNd7//rK3X9+LrdWOLK3XjrCvNhAIAAAAAoIRggIRz8t1332nZsmW+eu7cudq6dWue61JSUjR79mw1bty4CNMBAEqjI8e32OqGZXobSoKi0vjpnvJalq8uEx6taX2fMJgIAAAAAICSgwESzsk333zjO5bO4XBo7ty5mjt37imvbdCggSZNmlSU8QAApcz+9JWSTg4SnApSiCvGWB4UvqEfvaTdR5J8tUPS6hHTzQUCAAAAAKCEYYCEc/LII4/o/vvvl2VZKleunN544w117tzZdo3D4VBYWJhCQkIMpQQAlBbbUz+11dWjrjWUBEVh84FdevHrD2y9Z2+5TwmxHFsIAAAAAEBBYYCEcxIaGqrQ0FBJ0o4dO1S2bFmFhYUZTgUAKI2y3Gny6ritVymihaE0KAotnrvTVterUF3Dru1jKA0AAAAAACUTAyTkW7Vq1UxHAACUYhuS37PV0YE1DSVBYVqwYIF++ukn7azlUmpmmq8f4HRq9WPv/cMrAQAAAADAuWCAhAKxZs0aTZo0SStXrlRqaqq8Xq9t3eFwaNu2bYbSAQBKsnR3oq2uH3uboSQoLElJSbrrrrt00EqXOjeSHA7f2qw7nlJQUJDBdAAAAAAAlExO0wFQ/C1btkwtWrTQokWLVKlSJW3fvl01a9ZUpUqVtGvXLkVERKhVq1amYwIASqAdqV/YapcjXC4Xw4SSxLIs3XPPPTp48KB0cwPb8OjiGo3U5cK2BtMBAAAAAFByMUBCvj3xxBOqWbOmNm3apKlTp0qShg8frh9++EE//fST9uzZo65duxpOCQAoifal/2Sr68Z2MZQEhWX69OmaN2+edH1dKTDg5ILHK8+8ddqxY4e5cAAAAAAAlGAMkJBvK1eu1J133qmoqCgFBJz4wY7H45EktWzZUgMGDNDIkSNNRgQAlEDHsvbJksdXO+RUbMh5BhOhoP31118aNGiQVDlKqhJ9csGypEUbtWXjJo6vAwAAAACgkPAMJOSby+VSZGSkJCkmJkaBgYFKSkryrdesWVN//vmnqXgAgBJqQ8r7trp86AWGkqCwTJgwQUePHpW6NbcdXaedR6TEY3rt/feVkJBgLiAAAAAAACUYO5CQb7Vq1dKWLVskSQ6HQ/Xq1Ttx1Mz/W7x4sSpUqGAqHgCgBHK73cr2ptp6tWJvNpQGheX5559XpfuvkQJy/ZU12yMt2aKuXbuqe/fu5sIBAAAAAFDCMUBCvl1//fWaNWuW3G63JGno0KGaO3euateurdq1a2vhwoUaMGCA4ZQAgJJkS+rHtjokIN5QEhSmWb9/oX3uoycbliXNX68KFSrotddekyP3riQAAAAAAFCgOMIO+TZy5EgNHjzY9/yjvn37KiAgQHPmzFFAQIBGjBih22+/3WxIAECJcvi4/WjUBmVuM5QEhSUzO1P9pj9j6zUMKKc/j2Tp7UUfq0yZMoaSAQAAAABQOjBAQr4FBgbm+SFOr1691KtXL0OJAAAlWVLGWkmWr3YqUGEudiCVNOeP6Suv5fXVcWFRWjfhE20evFl16tQxmAwAAAAAgNKBI+wAAECxsi11oa2uEtHGUBIUlleWfaxNB/6y9X5/bJokMTwCAAAAAKCIsAMJZ61Nm7P/QZ3D4dBXX31VCGkAAKWJ250lj5Vl61WJutxQGhSGtMw0Df5wgq33cNvbVCO+kqFEAAAAAACUTgyQcNa8Xu9ZP7Tasqx/vwgAgH/x55GZtjoysIqhJCgs5z97u7y5/t5QPipO4zoPMpgIAAAAAIDSiQESztqyZctMRwAAlFJHc3ba6oaxPG+vJHnpqw+09eAeW2/Fo9PMhAEAAAAAoJRjgAQAAIqFA+mrbLVTwXK5wgylQUHJyclRZmamrECnHpzzsm3t0Wv7KCG2nKFkAAAAAACUbgyQkG9//fXXv18kqWrVqoWcBABQkm0/+qmtrhHd3lASFKSxY8dq8uTJcndpaDu6rmJUvJ695T6DyQAAAAAAKN0YICHfqlevfkbPRPJ4PEWQBgBQErndWfJYWbZexfCLDKVBQVm9erWeeuopueuXkdKTpf//+4RD0srh04xmAwAAAACgtGOAhHx755138gyQPB6Pdu7cqffee0/lypXTwIEDDaUDAJQEfx6ZYasjA9nVWtxlZ2fr9ttvl1uWdGk13/BIlqXbGrRRheh4swEBAAAAACjlGCAh326//fbTrg0bNkwtW7ZUampq0QUCAJQ4R3N22eqGsbcZSoKCMmbMGP3xxx9Sz6Ynh0eSlJ6tGYPH6tZqF+vmm282lg8AAAAAgNLOaToASrbw8HD169dPL774oukoAIBian/6SlvtVLBcrjBDaVAQ/vjjDz3zzDNS0wpSZPDJBcuSPlyrBg0aqH17nnEFAAAAAIBJDJBQ6Lxer/bv3286BgCgmNpx9DNbXTP6ekNJUFD+/PNPOYJd0sVVbUfX6dfdCvBI06ZNU3Bw8D+/CQAAAAAAKFQMkFBojh49qkWLFmn8+PE6//zzTccBABRDbneWPFaWrVch/AJDaVBQevbsqfID29qPrkvLllYlatiwYWrevLm5cAAAAAAAQBLPQEIBcDqdcuT+AVAulmWpatWqeu2114o4FQCgJPjzyHRbHRVY1VASFKSXvvpAe44ePNmwLOmjtWrUqJGeeOIJc8EAAAAAAIAPAyTk2xNPPJFngORwOBQbG6vzzjtP7dq1k8vFrQYAOHtHc/6y1Q1iextKgoKSlpmmB+e8bOs9cHkXbd4dr9GjR3N0HQAAAAAAfoKf6iPfRo0aZToCAKAESkz/3VYHOELkcoUYSoOC0nxcf3kty1dXjIrXi70ekno9ZDAVAAAAAAD4XwyQUKCSkpK0c+dOSVL16tVVrlw5s4EAAMXWzqNLbHWNqOsMJUFBefuHhdq4f6et99uj75gJAwAAAAAA/pHTdACUDF999ZUuuugiVaxYUZdccokuueQSVaxYURdddJGWLl1qOh4AoJhxuzPksbJsvQrhFxhKg4KQnZ2tAe+PtfUebNtDCbH8sgkAAAAAAP6IHUjIt3nz5qlLly4qX768HnnkEdWpU0eStGnTJk2fPl3XXXedPvzwQ3Xs2NFwUgBAcfHnkZm2OiqwmqEkKCgtx/eXx/L66viIGD3febDBRAAAAAAA4J8wQEK+Pf7442rUqJG+//57RUZG2taGDx+uyy+/XI8//jgDJADAGTua85etbhDby1ASFISPVizVH3s223q/DuPoOgAAAAAA/BlH2CHftm/frn79+uUZHklSVFSU7rzzTu3YscNAMgBAcXQgY6WtDnCEyOUKMZQG58qyLH399ddyu93q+c6TtrW7LrtZNeIrGUoGAAAAAADOBAMk5Fu9evWUlJR02vUDBw74jrUDAODf/JX+pa2uEXWdoSTIj2nTpunqq69W+buvktvr8fWjQyP0Vq/HDCYDAAAAAABnggES8m3cuHF64403tGDBgjxr8+bN05tvvqnnn3/eQDIAQHHjdrvlsbJsvQrhFxhKg3O1b98+DRkyRKocpeSgbNvaDw+9aSgVAAAAAAA4GzwDCfk2adIklS1bVp06dVKlSpVUq1YtSdLWrVu1b98+1alTRxMnTtTEiRN9r3E4HKccOAEASrd93k9sdaSriqEkyI/7779fqampUpfmksPh61dMC1S0J8hgMgAAAAAAcKYYICHf1qxZI4fDoapVq0qSdu7cKUlyuVyqWrWqsrKytHbtWttrHLl+mAQAwN8ytNtW143raSgJztXcuXM1b9486bo6kivXZvdsjxJnLNd/w/6rN99kFxIAAAAAAP6OARLy7e+BEQAA+XEka4sky1c7FaQQV4S5QDhrR44c0cCBA6X4MKlqzMkFy5IW/qny5cvr2WefNZYPAAAAAACcOQZIAADAL2w/Zj/atHJEa0NJcK6ys7N10UUXaVG5/baj6/RXinQoQ69+/J7i4uKM5QMAAAAAAGeOARIKzLfffqvFixdr165dkqRq1aqpQ4cOat2aHwACAP6Z2+1WjpVu61WNamUoDc5V+fLlVbZLS+nnRSebHq/02WZ17NhRnTt3NhcOAAAAAACcFQZIyLfs7Gz16NFD8+fPl2VZiomJkSSlpKRowoQJ6tixo2bNmqXAwECzQQEAfmvbUfvuo5CAeENJkB87Du3T1NzDI0vSks2Kjo7WK6+8YiwXAAAAAAA4e85/vwT4Z6NHj9a8efP04IMPKjExUcnJyUpOTtb+/fv10EMPae7cuXrqqadMxwQA+LFDWWtsdf24noaSID8uHnenrb6gal19MeUjvfXWW6pUqZKhVAAAAAAA4FywAwn59v7776tv374aN26crV+uXDk999xzOnDggKZPn66nn37aUEIAgD9LO54oS15f7VCAwgPLGkyEc/HkJ5OVdOyIrw5wOPXzQ5MVFBRkMBUAAAAAADhX7EBCviUmJqply5anXW/ZsqX2799fhIkAAMXJxpTZtrpsSDMzQXDOUjPT9PSn79h6r/Z4iOERAAAAAADFGAMk5FvlypW1bNmy065/++23qly5ctEFAgAUK1mew7a6alh7Q0lwri4c01eWLF9dM76SBlzRyWAiAAAAAACQXwyQkG99+/bVhx9+qHvuuUebNm2Sx+OR1+vVpk2bdO+99+qjjz7S7bffbjomAMAP7UxdaqtdCpfLxQm7xcmb38/VtkN7fbVDDv02bKrBRAAAAAAAoCDwExrk2/Dhw7Vt2za99dZbmjx5spzOE3NJr9cry7LUt29fDR8+3HBKAIA/2pf+k62u4GT3UXGSnZ2tgbOet/VGXNdXcRHRhhIBAAAAAICCwgAJ+RYQEKBp06Zp6NChWrx4sf766y9JUrVq1XT99derSZMmhhMCAPxRlvuYvMrJ1XEowsWRp8XB0qVLVbduXXWaMVIey+vrl4uI1dM33WMwGQAAAAAAKCgMkFBgmjRpwrAIAHDGNibPtNUxgbUMJcHZSEpKUteuXZVRJlDH29awrf0y7G1DqQAAAAAAQEFjgIQCs27dOn366afauXOnJKlGjRpq3769GjdubDYYAMAvpbn32upakV2VlpZmKA3O1NChQ3XkyBGp80W2ft+Lr1eN+EqGUgEAAAAAgILGAAn5dvz4cQ0YMEDTp0+XZVm2ZyA9+uijuu222zRlyhQFBQUZTgoA8Bf701faapcjRC4Xfy3xd0uWLNHMmTOltudJroCTC9kelf8zXRkZGQoLCzMXEAAAAAAAFBin6QAo/oYNG6b33ntP9957rzZs2KCsrCwdP35cGzZs0D333KMZM2bokUceMR0TAOBHdhz9zFbXiLreUBKcqfT0dN1zzz1SVJB0XpmTC5YlLd6oqVOnKisry1xAAAAAAABQoPhVX+TbjBkz1Lt3b73yyiu2ft26dfXqq6/q6NGjmjFjhl566SUzAQEAfsXtzpbHsg8ayoefL7fbbSgRzsTo0aNPHFPb9wLJ4Ti5kHhMOpCml2a+qbi4OGP5AAAAAABAwWIHEvItJydHF1988WnXL7300nP+oeD69evVpUsX1axZU2FhYYqPj1erVq30ySef5Ll2w4YNat++vSIiIhQXF6fevXvr4MGDea7zer0aN26catSooZCQEDVp0kSzZs06p3wAgLO3KfVDWx3hSjCUBGejVatWimxTTwrJ9ftHXq+0cIOuvfZa9ejRw1w4AAAAAABQ4BggId+uvfZaLVmy5LTrn3/+udq1a3dO771r1y4dO3ZMffv21csvv6yRI0dKkm666Sa99dZbvuv27NmjVq1aaevWrRozZoweeughLV68WNdcc42ys7Nt7zlixAgNGzZM11xzjSZNmqSqVauqZ8+e+uCDD84pIwDg7Bw5vsVW14vrZSgJzsYVV1+ptDoxJ3cfWZb07Q6Fhobq9ddflyP3riQAAAAAAFDscYQd8u3pp59W165d1alTJw0cOFC1atWSJG3ZskWvvvqqdu3apdmzZys5Odn2ujM55ub666/X9dfbn4tx//3368ILL9QLL7ygu+++W5I0ZswYpaena8WKFapataokqUWLFrrmmms0bdo033V79+7VhAkTNHDgQN+Re/3791fr1q318MMPq0uXLgoICBAAoHAczdojyeurHXIpxBVhLhDOWMvn7pAly1cHZVnK3nRIT40frxo1ahhMBgAAAAAACgMDJORb/fr1JUlr167VggULbGuWdeIHTQ0aNMjzOo/Hc06fFxAQoCpVqui3337z9ebMmaMbbrjBNzySpLZt26pOnTr68MMPfQOkBQsWKCcnR/fdd5/vOofDoXvvvVc9e/bUzz//rMsvv/yccgEA/t3/Hl9XMbyloSQ4GzOWf6ZNB/7y1Q5Jf734qT65fL5uv/12Y7kAAAAAAEDhYYCEfHviiScK/dia9PR0ZWZmKjU1VQsXLtRnn32mbt26STqxqygpKUkXXXRRnte1aNFCn376qa9etWqVwsPDfUOv3Nf9vc4ACQAKz3HPEVtdM7q9oSQ4Ux6PR/3e+6+t9/A1vVU+Nl79+/c3lAoAAAAAABQ2BkjIt1GjRhX6Zzz44IN68803JUlOp1OdOnXyHUGXmJgoSapYsWKe11WsWFHJyck6fvy4goODlZiYqPLly+cZeP392n379v1jjqSkJB08eNDW27p1qyTJ7XbL7Xafw1dXONxutzwej19lQsnAvYVztTvtW1sd6Ii03UfcW/7p2kkPyO09uWs4NixSz9w0oFj9c+LeQmHi/kJh8dd7y9/yAAAAoPAwQEKx8MADD+jWW2/Vvn379OGHH8rj8Sg7O1uSlJmZKUkKDg7O87qQkBDfNcHBwb7//Kfr/slrr72m0aNHn3Lt2LFjSklJOeOvqbB5PB6lpaVJEs91QoHi3sK52pf9o60u72hr+3OTe8v/rNy9SV9v/t3WW3jHWL/6fncmuLdQmLi/UFj89d46duyY6QgAAAAoIgyQUCzUq1dP9erVkyT16dNH7dq104033qjly5crNDRUknT8+PE8r8vKypIk3zWhoaFndN3p3HffferSpYutt3XrVt1yyy2KjIxUTEzM2X1hhejv3wyMjo6Wy8X/1FFwuLdwLtzuLFnJObk6DlWOb/I/13Bv+Zsuz4y01Tc1vkIX121qKM25495CYeL+QmHx13srMjLSdAQAAAAUEf/5WyhwFm699VYNGDBAmzdv9h0/9/dRdrklJiYqLi7Ot+uoYsWK+uabb2RZlu0Yu79fW6lSpX/83HLlyqlcuXKnXHO5XH71L3bSid9U9MdcKP64t3C2/jzyoa2ODqxxyvuHe8t/DP7wBR3NyvDVwa5AzR0w1q9+C/5scG+hMHF/obD4473lT1kAAABQuJymAwDn4u+j5lJTU5WQkKCyZcvq999/z3Pdr7/+qmbNmvnqZs2aKSMjQxs2bLBdt3z5ct86AKDgHc3Zaavrx/YwEwT/yO12a8qUKTpw5JAmfmMf+s268+liOzwCAAAAAABnjwES/FpSUlKeXk5Ojt577z2FhoaqQYMGkqTOnTtr0aJF2r17t++6r776Sps3b7YdOXfzzTcrMDBQr732mq9nWZbeeOMNJSQk6NJLLy3ErwYASqcjWdskWb7aqSC5XCHmAuG0Jk6cqLvuuktVhlxn6zesUEMdm11pJhQAAAAAADCCvefwawMGDNDRo0fVqlUrJSQkaP/+/Zo5c6Y2btyoCRMmKCIiQpI0fPhwffTRR7rqqqs0ePBgpaWlafz48WrcuLH69evne7/KlSvrgQce0Pjx45WTk6PmzZtr/vz5+v777zVz5kx+sxoACsHmlDm2unJEK0NJ8E927dqlkSNHSrXjlBNy8neMHHLol0cmG0wGAAAAAABMYICEs/bdd9+d0+tatTr7Hxh269ZNb7/9tl5//XUdPnxYkZGRuvDCC/Xcc8/ppptu8l1XpUoVffvttxo6dKgeffRRBQUFqUOHDpowYYLv+Ud/Gzt2rGJjY/Xmm29q2rRpql27tmbMmKGePXue09cFAPhnOd5jtrpqVGtDSXA6lmVp0KBBysjIkK5sKP39nEDLUtjGI1q8cLG6detmNiQAAAAAAChSDJBw1q688ko5/v7Bkk780Cl3fToej+esP6t79+7q3r37GV3bsGFDLVmy5F+vczqdeuyxx/TYY4+ddR4AwNnZnvKZrQ4OiDWUBP9k/vz5+uSTT6Tr60oBuU44znIr/dvN+r357wyQAAAAAAAoZRgg4ax98803tvr48eN65JFHlJGRobvvvlt169aVJG3cuFGTJ09WeHi4xo0bZyIqAMCwxIxfbXW96DP7pQAUnaNHj2rQoEFSmVCpSvTJBcuSFvypqlWratSoUcbyAQAAAAAAMxgg4ay1bm0/emjo0KEKCgrSL7/8opCQkw9Fv/HGGzVw4EC1bt1an3/+ua655pqijgoAMCjLfUyW3Lk6TkWGVDKWB6fmcrnUu3dvjT3w5cmj6yRpV4qUkqVXp7+q8PBwY/kAAAAAAIAZzn+/BPhnM2fOVO/evW3Do7+FhYWpd+/emjFjhoFkAACTNibPtNWxwXUMJcE/CQsLU85FFaTgXL9X5PFKn29W586ddcMNN5gLBwAAAAAAjGEHEvItPT1diYmJp11PTEw88VBuAECpkubea6vrRncxlAT/JDktVS8snWXrhf68T67ISL388suGUgEAAAAAANPYgYR8a9u2rV5++WXNnTs3z9qcOXP08ssvq23btgaSAQBMScpYa6sDHCFyuYIMpcE/aTnuTlm56rrlq2rH0hX6+OOPlZCQYCwXAAAAAAAwix1IyLdXX31Vbdq0UZcuXVSxYkXVqlVLkrRt2zbt27dP5513niZNmmQ4JQCgKG1PXWSrq0XyHDx/NPv3L7X14B5f7ZBDy4e9o+jQCLVr185gMgAAAAAAYBo7kJBvCQkJWr16tV544QU1atRIBw4c0IEDB9SwYUO9+OKLWr16tSpXrmw6JgCgiLjdbrkt+9GllSJaGEqD0/F4POozbbSt91DbnooOjTCUCAAAAAAA+BN2IKFAhISEaPDgwRo8eLDpKAAAw3YeW2yrQwPKGkqCf9L5rUeV7XH76pjQCI3rPMhgIgAAAAAA4E8YIKHAHD9+XCtXrlRSUpIuu+wyxcfHm44EADDgQOYqW103tpuhJDidzQd2acGa7229pYMnGkoDAAAAAAD8EUfYoUBMnDhRFStW1GWXXaZOnTppzZo1kqRDhw4pPj5e77zzjuGEAICikOU+JkseX+2QUxFB5Q0mwqlc8fw9trp17fN1YbUGhtIAAAAAAAB/xAAJ+TZ16lQ98MADat++vd555x1ZluVbi4+PV5s2bfTBBx8YTAgAKCobk2fa6tjgeoaS4H9t3rxZ3333nZ5b8p6S0o74+gFOp74a/IrBZAAAAAAAwB9xhB3ybcKECbr55pv1/vvv6/Dhw3nWL7zwQk2cyLE4AFAapLn32uo60Z0NJUFulmXpnnvu0TfffCMNaCk5Tq5N6vqgAgICzIUDAAAAAAB+iR1IyLetW7fquuuuO+16XFzcKQdLAICS5XDmRlvtVLBcriBDaZDbzJkzTwyPOja0DY8qx5TVva0Z8gEAAAAAgLwYICHfYmJidOjQodOu//nnn6pQoUIRJgIAmLA1ZaGtrhZ5laEkyO3IkSMaOnSoVD5CKhd+csGyVP7Hg1q/fr25cAAAAAAAwG8xQEK+XX/99XrrrbeUkpKSZ239+vWaPHmybrrppqIPBgAoUjnWMVudEHmZoSTIbfjw4Tp48KDUoZ7kyLX9aMshrfh+ObuEAQAAAADAKTFAQr7997//lcfjUaNGjfT444/L4XDo3XffVa9evXTRRRepXLlyeuKJJ0zHBAAUou2pn9vq4IBYQ0mQ2y+//KI333xTuryaFJTrOUduj/T1dvXt21etWrUyFxAAAAAAAPgtBkjIt0qVKmnFihVq3769Zs+eLcuyNH36dH3yySfq0aOHfvnlF8XHx5uOCQAoRPvTl9vqutFdDSVBbnFxcbr06iukhuVPNi1L+nyzYmNjNX78eHPhAAAAAACAX3OZDoDi7fjx41qyZImqV6+uKVOmaMqUKTp48KC8Xq/Kli0rp5MZJQCUdG53hrxy5+o4FBVS2VgenFSnTh0lXhwvHdp7snk4Q9pzVOMmT1bZsmXNhQMAAAAAAH6Nn+4jX4KCgtSlSxf99NNPvl7ZsmVVvnx5hkcAUEr8eWSWrY4JOs9QEvyv2b9/qe25h0eWpHnrdOmll+qOO+4wlgsAAAAAAPg/diAhXxwOh2rXrq1Dhw6ZjgIAMORozi5bXS+mm6EkyM3j8ajPtKdsveHX9dUNfV9UdHQ0v+gBAAAAAAD+EQMk5Nvw4cM1dOhQdenSRXXr1jUdBwBQhFKydujEtpYTnAqSyxViLhB8uk4ZoWxPjq+OCY3QMzffazARAAAAAAAoThggId9++eUXlSlTRo0aNdKVV16p6tWrKzQ01HaNw+HQyy+/bCghAKCwbE6ZY6sTwi81lAS5bUvao7l/LLP1lg6eaCYMAAAAAAAolhggId9eeeUV3///1VdfnfIaBkgAUDJle1NtdbXoqw0lQW6XT7jbVreq3UwXVmtgKA0AAAAAACiOGCAh37xer+kIAAADdh39xlYHOaMNJUFuL331gfYfTfbVAQ6nvh78qsFEAAAAAACgOOLpyQAA4JzsTfvBVteO6WgoCf7m8Xj00Bz7UXXPd/6PAgICDCUCAAAAAADFFQMkFJhffvlFzz77rIYMGaItW7ZIkjIyMrRy5UqlpaUZTgcAKEhud5a8ys7VcSg25DxjeUq75cuXKykpSW1eHiiPdXJncIWoOD1wdXeDyQAAAAAAQHHFEXbIt+zsbHXv3l0LFiyQZVlyOBy68cYbVbt2bTmdTrVr105DhgzRiBEjTEcFABSQjSkf2uqowKqGkuDYsWPq3LmzUgNzlNa+hm3thwffMpQKAAAAAAAUd+xAQr6NHDlSixYt0uuvv65NmzbJsizfWkhIiLp06aIFCxYYTAgAKGgp2dtsdYPYnoaSYPTo0dq7d6/Srqxs69/StJXOK1f5NK8CAAAAAAD4ZwyQkG+zZs3Svffeq7vvvltxcXF51uvXr6/t27cbSAYAKAxpxxMlnTwmzSGXXK4wc4FKsbVr1+qll16SmidIwbk2lnu8qrgmTampqcayAQAAAACA4o0BEvItKSlJjRs3Pu16QECAMjIyijARAKAw/e/xdeXDLjKUpHTzer2699575ZFHuiBBcjhOLFiW9PU2zZgxQ+np6WZDAgAAAACAYotnICHfqlSpoo0bN552/ccff1StWrWKMBEAoDBleQ7Z6uoR1xpKUrq99957+vHHH6XOjU4OjyQpNUvalqynX3pJlSpVMhcQAAAAAAAUa+xAQr717NlTb775pn7++Wdfz/H/P8iaPHmyPvzwQ/Xp08dUPABAAUpM/91Wuxxhcrn4fRQToqKiFNOgqhSf6/hAy5LmrlezZs00cOBAc+EAAAAAAECxx098kG8jRozQL7/8olatWql+/fpyOBwaMmSIkpOTtWfPHl1//fUaMmSI6ZgAgAKw6+iXtrpmdAdDSdCpUyf1/nailJ11srkhScr26PXXX2ewBwAAAAAA8oUdSMi3oKAgff7555o6dapq1qypevXq6fjx42rSpImmTZumTz75RAEBAaZjAgDyye12y23Zn2lXLqyJoTS47/1xysg1PHJ6LOm7nerfv78uvvhig8kAAAAAAEBJwK+mokA4HA716tVLvXr1Mh0FAFBIdhxdZKvDAsoZSoLktFS9/v1cW2/RoBe0r+VG3XzzzYZSAQAAAACAkoQdSMi3Rx55RKtWrTIdAwBQyJKyVtvqunHdDSXBJeP72+pGlWrqusaX6c4771R8fLyhVAAAAAAAoCRhgIR8mzRpki666CLVrl1bI0eO1Nq1a01HAgAUsCz3MVly+2qHnAoPLGswUek1749l2py021c75NDPD71lMBEAAAAAACiJGCAh35KSkjR16lTVqVNH48aNU7NmzdSwYUM9/fTT2rRpk+l4AIACsOnILFsdG1zHUBL0ePsJW/1Q256KCI0wlAYAAAAAAJRUDJCQb5GRkerTp48WL16sAwcO6K233lLlypX19NNPq0GDBmrWrJnGjh1rOiYAIB+O5eyx1XWiuxhKUrr1fHukjruzfXVUSLjGdR5kMBEAAAAAACipGCChQMXExOjOO+/UkiVLlJiYqAkTJmjHjh0aMWKE6WgAgHN0JGubJMtXOxUklyvIXKBSau+RJM36/Utbb8mgl8yEAQAAAAAAJZ7LdACUPDk5Ofrss880e/ZsffLJJ0pLS1OVKlVMxwIAnKMtKfNsdeWIVoaSlE6rVq1SkyZNdOn4u239i2s01MU1GxtKBQAAAAAASjoGSCgQbrdbX3zxhWbPnq0FCxbo6NGjqlixovr166du3brp0ksvNR0RAHCOsr2ptrpqVGtDSUqf3bt364orrlDcJXW1u1agr+90OPTtA68bTAYAAAAAAEo6BkjItzvvvFPz58/XkSNHFB8frx49eqh79+5q1aqVHA6H6XgAgHz46+h3tjrIGW0oSek0ZMgQpaenK71GgK0/+oa7FBTEMYIAAAAAAKDwMEBCvs2fP18dO3ZUt27d1KZNGwUEBPz7iwAAxcKeNPsAqXZMR0NJSp/PP/9cc+bMkdrXkQJOPrbScdyjhAMOeb1eOZ08zhIAAAAAABQOBkjItwMHDsjl4lYCgJLG7c6WV8dzdRyKDTnPWJ7SJCsrS/fff78UFSRVizm5YFmy5q3TqK9GqVu3bgoLCzOWEQAAAAAAlGz81B/59vfwKD09Xd9++6127dolSapWrZpat26t8PBwk/EAAOdoc+ocWx3pqmwoSekzbtw4bdu2Tep9vpT7ONi9qVJKliZOm8jwCAAAAAAAFCoGSCgQkyZN0uOPP660tDRZluXrR0ZG6plnnjnxW9QAgGLlyPGNtrpuXA9DSUqfjIwMqVF5KSzwZNNrSYs2qUOHDrrpppvMhQMAAAAAAKUCB+cj39577z0NHjxYjRo10vvvv68//vhDf/zxh2bNmqXGjRtr8ODBmj59uumYAICzkOE+JEteX+1QgEJckQYTlS7PPPOMnFfUPLn7yLKkH3cqJCREEydOlCP3riQAAAAAAIBCwA4k5NsLL7ygVq1a6auvvlJAQICv36RJE9166626+uqrNWHCBPXu3dtgSgDA2diY/IGtLhvSxFCS0umaiYPktXIN8LI8stYn6bHRo1WzZk2DyQAAAAAAQGnBDiTk26ZNm9SlSxfb8OhvAQEB6tKlizZt2mQgGQDgXGW4D9jqmlEcmVZU1uzZqm82r7T1lg+fqscee0yPPPKIoVQAAAAAAKC0YQcS8i06Olo7d+487frOnTsVFRVVdIEAAPmSlLHWVrscoXK5+CtDUWnz0n22+qbGl6t5ncZqPqaxoUQAAAAAAKA0YgcS8q1Dhw6aNGmSPvjggzxrs2fP1iuvvKIbb7zRQDIAwLnYkfqpra4aeY2hJKXPfz99R4fTj/rqwACX5g54zmAiAAAAAABQWvHrxMi3sWPH6ueff9Ztt92mBx98ULVr15YkbdmyRfv371e9evU0duxYwykBAGcqx0qz1ZUimhtKUrpkZ2fryUWTbb0ptz12yiNiAQAAAAAAChs7kJBvZcuW1cqVK/XCCy+ocePGOnDggA4cOKDGjRvrxRdf1IoVKxQfH286JgDgDGxP/dxWhwSUMZSk9Gn90r3yWpavrhpbQX0u6WAwEQAAAAAAKM3YgYQCERISosGDB2vw4MGmowAA8mF/+q+2uk70rYaSlC6/bF+rX3ast/V+evgtQ2kAAAAAAADYgYQCkJycrDVr1px2fe3atTpy5EgRJgIAnAu3O0te5eTqOBQVUtlYntJg9+7dkqRrJz1g6/dsfq0SYssZSAQAAAAAAHACAyTk25AhQ3T33Xefdn3AgAF66KGHijARAOBcbEyZbaujA2sYSlI6rF69WjVr1lSTu27Q0ax0Xz/YFaiZd4w2mAwAAAAAAIABEgrA119/rZtuuum06zfeeKOWLl1ahIkAAOciJXu7ra4f281QkpLP6/Xqvvvuk9tya23AQdvazH4MjwAAAAAAgHkMkJBvBw8eVHx8/GnXy5Qpo6SkpCJMBAA4W2nHEyV5fbVDLrlcYeYClXDTpk3TTz/9JHVsJDkcvn5wllTTEWswGQAAAAAAwAkMkJBvFStW1KpVq067vmLFCpUtW7YIEwEAztbGlA9tdYWw5oaSlHyHDx/WI488IiVESmVyDeksS8ff/10DBgyQZVnmAgIAAAAAAIgBEgrALbfcorffflsLFy7Ms7ZgwQJNnTpVHTt2NJAMAHCmsjyHbPV5MdcbSlLyDR8+XIcPH5ba17XtPtL6JDlyvJo0aZIcufsAAAAAAAAGuEwHQPE3atQoLV26VB07dlTTpk3VqFEjSdK6deu0evVq1a9fX6NH8zwHAPBX+9NX2mqXg6PrCktOTo42btwoXV5dCgzIteCRftipu+6+Wy1btjSWDwAAAAAA4G/sQEK+RUdH65dfftHjjz+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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Static Matplotlib equivalent for GitHub\n", + "plot_reduced_models_for_state_static(3, recovered_results)\n" + ] + }, + { + "cell_type": "markdown", + "id": "6bc8343e", + "metadata": {}, + "source": [ + "### Vaccinated Population ($V=x_4$)\n", + "\n", + "The vaccinated population represents people who leave the susceptible group through vaccination. This variable can be used to evaluate vaccination progress and its effect on disease transmission.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f41021ca", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "line": { + "color": "black", + "dash": "dot", + "width": 4 + }, + "mode": "lines", + "name": "Original full model: V", + "type": "scatter", + "x": { + "bdata": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Static Matplotlib equivalent for GitHub\n", + "plot_reduced_models_for_state_static(4, vaccinated_results)\n" + ] + }, + { + "cell_type": "markdown", + "id": "de6f4c51", + "metadata": {}, + "source": [ + "### Deceased Population ($D=x_5$)\n", + "\n", + "The deceased population records cumulative deaths caused by the disease. Tracking this variable helps measure the severity and overall impact of the outbreak.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "15226da0", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "line": { + "color": "black", + "dash": "dot", + "width": 4 + }, + "mode": "lines", + "name": "Original full model: D", + "type": "scatter", + "x": { + "bdata": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Static Matplotlib equivalent for GitHub\n", + "plot_reduced_models_for_state_static(5, deceased_results)\n" + ] + }, + { + "cell_type": "markdown", + "id": "49f20f8d", + "metadata": {}, + "source": [ + "## Overall Analysis and Findings\n", + "\n", + "The comparisons show that reduced-model accuracy depends strongly on which state is being evaluated, not only on how many states are retained. Reduced model 7, which keeps $S$, $E$, and $I$, matches the infected population almost exactly with an MAE of approximately $2.94\\times10^{-9}$. Models 18, 27, and 29 also produce near-zero error for the susceptible and exposed populations. Model 27 gives the closest recovered-population result, while model 29 gives the closest deceased-population result.\n", + "\n", + "This pattern makes sense because $S$, $E$, and $I$ form the main transmission pathway, while $R$, $V$, and $D$ are cumulative states driven by flows out of the earlier compartments. Models that remove one or more of the core transmission states may still follow the general trend, but they can shift the peak height, peak timing, or long-term value. Overall, there is not one reduced model that is best for every output. The reduced model should be selected based on the variable and time range that matter for the application, and it should be checked again when the parameters or initial conditions change.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "py39", + "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": "3.10.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file