From f950373f9d279418ae38852432b747d7474dc954 Mon Sep 17 00:00:00 2001 From: "Mads M. Pedersen" <mmpe@dtu.dk> Date: Tue, 22 Dec 2020 08:35:06 +0100 Subject: [PATCH] Validation notebook --- docs/index.rst | 1 + .../notebooks/EngineeringWindFarmModels.ipynb | 34 +- docs/notebooks/Validation.ipynb | 727 ------------------ docs/notebooks/exercises/CombineModels.ipynb | 437 ++++++----- docs/notebooks/exercises/Improve_layout.ipynb | 546 ++++++------- docs/notebooks/exercises/Validation.ipynb | 610 +++++++++++++++ py_wake/__init__.py | 8 + py_wake/deficit_models/__init__.py | 2 +- py_wake/deficit_models/deficit_model.py | 10 +- py_wake/deficit_models/fuga.py | 4 +- py_wake/deficit_models/gcl.py | 6 +- py_wake/deficit_models/no_wake.py | 4 +- py_wake/deficit_models/selfsimilarity.py | 4 +- py_wake/deflection_models/jimenez.py | 3 +- py_wake/ground_models/__init__.py | 2 +- py_wake/ground_models/ground_models.py | 3 +- py_wake/rotor_avg_models/__init__.py | 2 +- py_wake/rotor_avg_models/rotor_avg_model.py | 3 + py_wake/superposition_models.py | 3 + py_wake/tests/notebook.py | 14 +- .../test_deficit_models.py | 49 +- py_wake/tests/test_deficit_models/test_gcl.py | 1 - py_wake/tests/test_files/__init__.py | 2 +- py_wake/tests/test_rotor_avg_models.py | 31 +- .../test_turbulence_models.py | 2 +- py_wake/tests/test_utils/test_get_models.py | 31 + .../test_parallel_aep.py | 15 +- py_wake/turbulence_models/__init__.py | 3 +- .../turbulence_models/{gcl.py => gcl_turb.py} | 0 py_wake/utils/area_overlapping_factor.py | 7 +- py_wake/utils/get_models.py | 119 +++ py_wake/validation/__init__.py | 0 py_wake/validation/lillgrund.py | 4 +- py_wake/validation/validation.py | 391 ++++++++++ py_wake/validation/validation_lib.py | 76 +- py_wake/wind_farm_models/__init__.py | 1 + .../wind_farm_models/engineering_models.py | 2 - 37 files changed, 1810 insertions(+), 1347 deletions(-) delete mode 100644 docs/notebooks/Validation.ipynb create mode 100644 docs/notebooks/exercises/Validation.ipynb create mode 100644 py_wake/tests/test_utils/test_get_models.py rename py_wake/turbulence_models/{gcl.py => gcl_turb.py} (100%) create mode 100644 py_wake/utils/get_models.py create mode 100644 py_wake/validation/__init__.py create mode 100644 py_wake/validation/validation.py diff --git a/docs/index.rst b/docs/index.rst index b3aa08ca8..928cf046b 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -46,6 +46,7 @@ Contents: notebooks/RunWindFarmSimulation notebooks/Optimization notebooks/exercises/CombineModels + notebooks/exercises/Validation notebooks/exercises/Improve_layout diff --git a/docs/notebooks/EngineeringWindFarmModels.ipynb b/docs/notebooks/EngineeringWindFarmModels.ipynb index 2040d0c63..b3663697e 100644 --- a/docs/notebooks/EngineeringWindFarmModels.ipynb +++ b/docs/notebooks/EngineeringWindFarmModels.ipynb @@ -222,7 +222,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "92.5 ms \u00b1 0 ns per loop (mean \u00b1 std. dev. of 1 run, 10 loops each)\n" + "105 ms \u00b1 0 ns per loop (mean \u00b1 std. dev. of 1 run, 10 loops each)\n" ] } ], @@ -259,7 +259,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "1.46 s \u00b1 0 ns per loop (mean \u00b1 std. dev. of 1 run, 1 loop each)\n" + "1.62 s \u00b1 0 ns per loop (mean \u00b1 std. dev. of 1 run, 1 loop each)\n" ] } ], @@ -723,7 +723,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x201c97d8340>" + "<matplotlib.legend.Legend at 0x2507800e880>" ] }, "execution_count": 20, @@ -769,7 +769,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x201c97d9460>" + "<matplotlib.legend.Legend at 0x250729dd250>" ] }, "execution_count": 21, @@ -884,7 +884,7 @@ { "data": { "text/plain": [ - "<matplotlib.contour.QuadContourSet at 0x201c72a3520>" + "<matplotlib.contour.QuadContourSet at 0x25078222730>" ] }, "execution_count": 23, @@ -925,7 +925,7 @@ { "data": { "text/plain": [ - "<matplotlib.contour.QuadContourSet at 0x201c98115e0>" + "<matplotlib.contour.QuadContourSet at 0x2507804ea30>" ] }, "execution_count": 24, @@ -967,7 +967,7 @@ { "data": { "text/plain": [ - "<matplotlib.contour.QuadContourSet at 0x201c72ae700>" + "<matplotlib.contour.QuadContourSet at 0x2507246dc40>" ] }, "execution_count": 25, @@ -1374,7 +1374,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x201d09cec40>" + "<matplotlib.legend.Legend at 0x25001123fa0>" ] }, "execution_count": 35, @@ -1455,7 +1455,7 @@ { "data": { "text/plain": [ - "<matplotlib.contour.QuadContourSet at 0x201d0b31a60>" + "<matplotlib.contour.QuadContourSet at 0x250012b85b0>" ] }, "execution_count": 36, @@ -1535,7 +1535,7 @@ { "data": { "text/plain": [ - "<matplotlib.contour.QuadContourSet at 0x201c9cf3a30>" + "<matplotlib.contour.QuadContourSet at 0x2500105d190>" ] }, "execution_count": 37, @@ -1591,7 +1591,7 @@ " xy = np.linspace(-200,500,200), np.linspace(-200,200,200)\n", " X,Y,deficit = _map(turbulenceModel.calc_added_turbulence, xy)\n", " c = plt.contourf(X,Y,deficit, levels=100, cmap='Blues')\n", - " plt.colorbar(c, label=\"Turbulence intensity [-]\")\n", + " plt.colorbar(c, label=\"Added turbulence intensity [-]\")\n", " plt.plot([0,0],[-1/2,1/2],'k')\n", " plt.ylabel(\"Crosswind distance [y/D]\")\n", " plt.xlabel(\"downwind distance [x/D]\")" @@ -1613,7 +1613,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1854,22 +1854,22 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.contour.QuadContourSet at 0x201c9c10b50>" + "<matplotlib.contour.QuadContourSet at 0x25002ad8520>" ] }, - "execution_count": 46, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] @@ -1883,7 +1883,7 @@ "source": [ "from py_wake.ground_models import Mirror\n", "wfm = NOJ(site, windTurbines, k=.5, groundModel=Mirror())\n", - "wfm([0], [0], wd=0).flow_map(YZGrid(x=0, y=np.arange(-200, 100, 1) + .1, z=np.arange(-100, 100))).plot_wake_map()\n" + "wfm([0], [0], wd=0).flow_map(YZGrid(x=0, y=np.arange(-300, 100, 1) + .1, z=np.arange(-100, 200))).plot_wake_map()\n" ] } ], diff --git a/docs/notebooks/Validation.ipynb b/docs/notebooks/Validation.ipynb deleted file mode 100644 index 8044b9f39..000000000 --- a/docs/notebooks/Validation.ipynb +++ /dev/null @@ -1,727 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Validation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Single wake validation cases" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Define validation cases\n", - "Dictionary of different test cases available. " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# Install PyWake if needed\n", - "try:\n", - " import py_wake\n", - "except ModuleNotFoundError:\n", - " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib as plt\n", - "plt.rcParams.update({'figure.max_open_warning': 0})\n", - "from py_wake.wind_turbines import OneTypeWindTurbines\n", - "from py_wake.site import UniformSite\n", - "# Single wake test cases \n", - "swc = {}\n", - "swc['Wieringermeer-West'] = {'U0': 10.7, 'CT': 0.63, 'TItot': 0.08, 'D': 80.0,\n", - " 'zH': 80.0, 'xDown': np.array([2.5, 3.5, 7.5]), 'sDown': 80.0, 'location': 'onshore'}\n", - "swc['Wieringermeer-East'] = {'U0': 10.9, 'CT': 0.63, 'TItot': 0.06, 'D': 80.0,\n", - " 'zH': 80.0, 'xDown': np.array([2.5, 3.5, 7.5]), 'sDown': 80.0, 'location': 'onshore'}\n", - "swc['Nibe'] = {'U0': 8.5, 'CT': 0.89, 'TItot': 0.08, 'D': 40.0,\n", - " 'zH': 45.0, 'xDown': np.array([2.5, 4, 7.5]), 'sDown': 40.0, 'location': 'onshore'}\n", - "swc['Nordtank-500'] = {'U0': 7.45, 'CT': 0.70, 'TItot': 0.112, 'D': 41.0,\n", - " 'zH': 36.0, 'xDown': np.array([2, 5, 7.5]), 'sDown': 40.0, 'location': 'onshore'}\n", - "swc['NREL-5MW_TIlow'] = {'U0': 8.0, 'CT': 0.79, 'TItot': 0.04, 'D': 126.0,\n", - " 'zH': 90.0, 'xDown': np.array([2.5, 5, 7.5]), 'sDown': 126.0, 'location': 'offshore'}\n", - "swc['NREL-5MW_TIhigh'] = {'U0': 8.0, 'CT': 0.79, 'TItot': 0.128, 'D': 126.0,\n", - " 'zH': 90.0, 'xDown': np.array([2.5, 5, 7.5]), 'sDown': 126.0, 'location': 'onshore'}\n", - "# Setup a dummy site and the wind turbine definiton for the respective site\n", - "for case in swc.keys():\n", - " swc[case]['site'] = UniformSite(p_wd=[0.5, 0.5],\n", - " ti=swc[case]['TItot']/0.8,\n", - " ws=swc[case]['U0']) \n", - " swc[case]['wt'] = OneTypeWindTurbines(name=case,\n", - " diameter=swc[case]['D'],\n", - " hub_height=swc[case]['zH'],\n", - " ct_func=lambda ws: swc[case]['CT'],\n", - " power_func=lambda ws: 1.0 ,\n", - " power_unit='W')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Run single wake validation cases " - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Load wake models \n", - "from py_wake.deficit_models.noj import NOJDeficit, NOJLocalDeficit\n", - "from py_wake.deficit_models.gaussian import BastankhahGaussianDeficit, NiayifarGaussianDeficit, ZongGaussianDeficit\n", - "from py_wake.deficit_models.gcl import GCLDeficit\n", - "# Load run and plot functions \n", - "from py_wake.validation.validation_lib import run_wms, plot_single_wake\n", - "# Define the test cases to run \n", - "test_cases = ['Wieringermeer-West',\n", - " 'Wieringermeer-East',\n", - " 'Nibe',\n", - " 'Nordtank-500',\n", - " 'NREL-5MW_TIlow',\n", - " 'NREL-5MW_TIhigh']\n", - "# Define deficit models to test \n", - "deficit_models=[NOJDeficit(), \n", - " NOJDeficit(k=0.04),\n", - " NOJLocalDeficit(), \n", - " BastankhahGaussianDeficit(),\n", - " NiayifarGaussianDeficit(),\n", - " ZongGaussianDeficit(),\n", - " GCLDeficit(),\n", - " GCLDeficit(use_effective_ti=True)]\n", - "# Run test cases \n", - "swc_out = run_wms(swc, test_cases=test_cases, deficit_models=deficit_models)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot wake profiles \n", - "Wake profiles that were computed in `run_wms` for the different deficit models and the sites can now be plotted. Profiles are shown for each reference site. " - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 3 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 3 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 3 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 3 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 3 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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6kydPruiu15F0DWtrvBAhhBBCCCGEkL4rPj4+w8/Pr6Tjmn2PRCJhTk5OPomJiYmmpqbyzMxM8YIFCxxjY2NTezu2uzVkyBC3Y8eOpZmbm8t7O5aHSXx8vJmfn5+jap+GohBCCCGEEEII6RFnz57V8fLy8ly0aFGRqampHFAOA1m8eHFJWVlZv/p8mpeXJ1q6dGkhJTV6H/XYIIQQQgghhJB+pj/32CDkXlGPDUIIIYQQQgghhDwwKLFBCCGEEEIIIYSQfosSG4QQQgghhBBCCOm3KLFBCCGEEEIIIYSQfosSG4QQQgghhBBC7hpjLPDZZ5+1U+2vWbPGMiIiwka1HxkZaebk5OTl5OTk5ePj43HixAk91bFhw4a5nT17VgcAFAoFgoKCXMvKygTXr1/XcHFx8epKPOfOndNxdXX1tLe39w4PDx+gUCjarLdixQore3t7b0dHR+8ffvjBoOXxcePGOTeNQSKRsKlTpw60t7f39vX1db9+/boGoFwVZdSoUS5diZV0L0psEEIIIYQQQgi5axoaGvzo0aPG+fn5opbH9uzZY7hr1y7z2NjY6+np6YlbtmzJDA8Pd8rKympV9/vvvzf08vKSmJiYtJ2J6KQlS5Y4bN68OTMjIyPh1q1bWvv372+VtIiLi9M6cOCAyfXr1xOPHz9+45VXXrGXyWTq41FRUUa6urrNlm/97LPPzAwNDWVZWVkJL730UmFERIQdANjY2MgsLS2lJ0+e1L2XuMm9o8QGIYQQQgghhJC7JhQK+cKFC4vfffddy5bHIiMjrd57770ca2trGQCMHDmydu7cuaUfffSRRcu60dHRJo8//nh5y/KkpCQNDw8PzzNnzuh0FEtmZqa4urpaMGHChBqBQICwsLDSgwcPGrest3//fqNZs2aVaWtrc3d39wYHB4f6mJgYXQCoqKgQbNy40XLt2rX5Tc85fPiw0eLFi0sBYNGiRbdjY2P1Vb1BQkJCynfv3m3aUXzk/qLEBiGEEEIIIYT0d2sNA7HWMLBZ2dfTnLHWMBDX9hmqyy5sNMNaw0DsX+ygLivPEmOtYSA+GOh7t5ddtmxZ0YEDB0xKS0uFTcvT0tK0g4ODa5uWDR06tDY5OVm7ZRtxcXF6wcHBNU3L4uPjNUNDQ5137NiR/sgjj9TGx8druru7e7a1lZSUCDMzM8XW1tZS1fkODg4N+fn54pbXys3N1RgwYECDat/GxqYhOztbAwAiIiJsly5dWqinp9es50hhYaGGk5NTAwCIxWLo6enJCwsLRQAQHBxcc/HiRT2QXtWqGxAhhBBCCCGEENIZJiYmijlz5pRu2LDBQltb+45DSTjnYIy1Kq+oqBAZGxurzy0rKxOFhIQ479u37+aQIUPqAMDPz68+JSUl6U5tt9TWtdqpx2NjY7XT09M1d+zYka2aQ6OjcwDlcJSioiKNVhVIj6LEBiGEEEIIIYT0d2sr4lqVhR9Oa1UW/HIJgl8uaVZmZC9t8/xOWrFiRWFAQIDn/Pnz1e06OztLLly4oDNjxowqVVlcXJyOu7u7pOX5QqGQy+VyCIXKTh/6+vpya2vrhpiYGD1VYiM+Pl5z3rx5g9q6/vnz5687OjpKm/bQyMzM1LCyspK2rGtnZ6fuoQEAeXl5GnZ2dtJz587pJSQk6Nja2vrIZDJWVlYmGjZsmNvFixevW1lZNaSnp2sMGjRIKpVKUV1dLbSwsJADQG1tLdPU1LynuUHIvaOhKIQQQgghhBBCuszS0lI+ffr0299++62ZqiwiIqJg5cqVdgUFBUIAiI2N1d67d69pREREccvznZyc6pKTkzVV+2KxmB8/fvzmnj17TLdu3WoC/N1jo63NzMxM7uDgINXV1VX88ssvugqFAtHR0aYzZ85sNW9HaGho+YEDB0wkEglLSUnRyMjI0BozZkzNG2+8UVxUVPRXbm7utbNnz6Y4OjrWX7x48ToATJ06tXznzp2mALBr1y7jESNGVAkEyo/SCQkJWq6urq2SNaRnUY8NQgghhBBCCCH3ZNWqVQVRUVHmqv2wsLCKnJwcjaCgIA/GGNfV1VXs3Lkz3cHBQQoAcrkcWlpaHAAmTZpUcfLkSX1vb+961fkGBgaKEydOpI0ZM8ZVT09P8eSTT7ZKUrS0efPmzKefftqprq6OjR07tnLOnDkVABAdHW34559/6n766ad5Q4YMqQsJCSlzdXX1EgqF+PjjjzNFojt/LF66dGlJaGiok729vbehoaF87969N1XHTp06pT958uSKu37BSLdibY0XIoQQQgghhBDSd8XHx2f4+fmVdFyz75FIJMzJycknMTEx0dTUVJ6ZmSlesGCBY2xsbGpvx3a3hgwZ4nbs2LE0c3Nzece1SXeJj4838/Pzc1Tt01AUQgghhBBCCCE94uzZszpeXl6eixYtKjI1NZUDgIODg3Tx4sUlZWVl/erzaV5enmjp0qWFlNTofdRjgxBCCCGEEEL6mf7cY4OQe9WyxwbNsUEeeowxDQB5ABwBHAYQBEAKgANIBbAPwCec8/r22ujidSMBzARgBSAXwLuc893t1B0D4FcATdcCf5FzHtWdMRFCyP3Ui8/brwE8AaChSbEh57zNb9gYY08AeA+AGYBTABZzzsu6MyZCCLmfFAoFi4+P9/Xx8bmWmprqUltbq6tanlRDQ6POyMjoto2NTaFAIOjWb7mvXbvmJZVK1SuOKBQKgb6+foWbm1ur1VnKy8v109LSXAUCgXpFEVtb2yxLS8vS7oyJPBwosUEIMBrAVc55deNa1y9xzrczxnQBDAXwKYCJjLEJvHu7ONUAmA7gRuN1jjPG0jjnse3Uz+Oc23Xj9QkhpKf11vMWAD7gnK/uqBJjzAvAlwCmArgM4CsAmwHM7+Z4CCHkvqmoqNDT0tKSiEQiBaBMGFhZWZXI5XJBVVWVbk5OzoCqqioDd3f3G43P427h4+OTqPqdc46//vrLx9jY+HZ79UUikdTf3/+vbguAPLT61RgmQu4WY2wQY6yMMRbQuG/DGCtp7AGh8hiAoy3P5ZzXcM5jAMwAMALKN7ndhnP+Fuc8hXOu4Jz/AeBc43UIIaTf6cvP27sUBuB/nPOznPNqAG8CmMUY0+/FmAghRE31vFX1jKivrxdfuXLFr7y8XP2cqqioMDQ0NGy1UodQKFQYGRlVOTs7p9XW1urevn3b8H7FWVFRoSeXy0WmpqbtJjYI6S7UY4M80DjnNxljbwCIZowFAtgF4OvGN9Aqj0E5JKS9NrIYY5cAjIKy63QzjLHlAJbf4XyjjuJkjGlD+W3l5jtUs2CMFUI5HOUggNWc85qO2iaEkJ7QD563SxhjSwCkQzn074d26nkBUPeca7yvBgCuAOLu0D4hhPQI1fP29u3bm+RyeUF6erqjsbFxqZGRUZWqTmVlpaGzs3Or4R8qWlpaDdra2rVVVVV6JiYmrRIgOTk5VkVFRVbtnR8QEHC1ozhLS0vNDAwMbguFQkV7deRyuejKlSt+AoFAYWhoWD5gwIDcO9UnpD3UY4M88Djn26Acu/0HAGsAq1THGGMDAYg559c7aCYPgEk77W/gnBu1t3UyzK0A4gGcaOd4CgD/xvjHAQgE8HEn2yaEkB7Rh5+3GwG4ALCAsgfG14yx4Hbq6gFo+Sa/AgD12CCE9Bmc820ikUiWlJTkLpVKxfb29rmqYxKJRAMA09HRueN8RWKxWCqTydr8otvOzq4gICDganubqh5jLPDZZ59VD5Ves2aNZUREhI1cLhdUVFQY79u3T+bk5OTl5OTk5ePj43HixAk9Vd1JkybZlpWV3fL394+fMmUKy8nJ0c3MzBxwTy9MG2xtbX3y8/NFAFBdXc2GDh3qJpPJcPjwYf2xY8c6d6XN/fv3Gzg6Onrb29t7r1y5ss0EkEKhQHh4+AB7e3tvV1dXz/Pnz+uojpWUlAgnT5480MnJyWvgwIFeP//8sy4ARERE2FhYWPi6u7t7uru7e+7du9cQAC5evKgdGhrq2JVYHxaU2CAPi20AvAF83mJSuqloo1t0G2wB3JeJ4xhjHzbGNre9MeWc8wLOeVLjsJV0AK8DmH0/4iGEkHvU5563nPPLnPNSzrmMc34UQDSAWe1UrwZg0KLMAEBVG3UJIaTX6OjoVNfX12ubm5sXNZ0EtLy83EhfX79VL4yWpFKpWCQSye4lBg0NDX706FFjVeJApbS01Oj8+fOK//73v/qxsbHX09PTE7ds2ZIZHh7ulJWVparLNTU1GxhjYIxxS0vLvIqKCuN7iacjn3/+udmMGTNui0RdH7ggk8nw6quv2h89evTGjRs3En/44QeTuLg4rZb19u3bZ3jr1i2tjIyMhC1btmQuWbLEXnXsueeeGzBp0qTK9PT0xKSkpCR/f/861bHnn3++MCUlJSklJSVp3rx5FQAwbNgwSX5+vkZqaqpGy+sQJUpskAceY0wPygnpdgBYyxhr+k3gYwCOdHD+ACh7SJxr5/hKxlh1e1sHbb8NYAqASZzzyru4LQ6g+2Z6IoSQbtCXn7ct3OkZmgjAr8k1BwLQhHKiZ0II6RMYY3qVlZXGxsbGJQUFBTZSqVSoOtbe/BpN1dXViSUSiY6+vn6bz86cnByry5cvD25vU9UTCoV84cKFxe+++65l0/NLS0tNv/76a8V7772XY21tLQOAkSNH1s6dO7f0o48+sujMPd64cUNjxIgRrq6urp4jRoxwVX2oz87OFk2cOHGQm5ubp5ubm+epU6d0AWDChAmDvLy8PJydnb0iIyPN2mrz+++/N507d255y/IzZ87oeHh4eCYlJXWYOIiJidF1cHCo9/T0bNDS0uKzZs0q279/f6teg4cOHTIKCwsrFQgEGD9+fE1lZaUoMzNTXFZWJvjjjz/0X3nllRIA0NLS4mZmZm2u0tXUlClTyqOiou5r4qc/o8QGeRh8BiCOc/4MlG+qtwLqeS2GAYhp6yTGmA5j7BEAhwBcRDvfNHLO3+Wc67W3tRcUY2wFlMsPTuSc33FZK8bYGMaYPVMaAGBDY1yEENKX9NXn7WzGmB5jTMAYmwTgSQA/tVM9GsB0xtioxtVa1gE4wDmnHhuEkL7kM7FY3DBo0KBMAwODioyMDAefKJ9AnyifQIlEomtoaFgFAItPLHaee3Gu3tmCs9oAIJfLBV/FfWU7dO9Q36iCKLmxsXEFAORW54p9onwCR3832hdQD0W50t7WNJBly5YVHThwwKS0tFQIKJd4rampMbh586YwODi4tmndoUOH1iYnJ2sDAOdcKJVKxZxzcM5ZUVGRtYGBgTrp8Pzzz9s/8cQTpTdu3EiaN29e6QsvvDBAVT5q1Kiq69evJyUmJiYFBATUAUB0dHRGYmJi8tWrV5O+/PJLy4KCAmHTa9fV1bHs7GxNNze3pkt/49SpU7pLlixx+Omnn9I8PT0b/ve//+mrhoI03QYPHuwOANnZ2Rq2trbqNuzs7Bpyc3NbJUTy8/PFjo6O6nrW1tYNmZmZ4pSUFE0TExPZnDlzHD08PDznzZvnUFlZqf5cvmPHDgtXV1fPOXPmOBYXF6vvYfjw4TWxsbE0LLIdlNggDzTG2EwAkwE831gUASCAMRYGYDyA3zjndS1O+4IxVgWgEMpvHn8AMJlz3t0TGb0LwB5AapNvHFc2ib2aMTaqcTcAwG9QLhEbCyABwMvdHA8hhHRZH3/eLgWQC6AcwIcAnm06qWnT5y3nPLHxHqIBFEE5t8aSbo6HEEK6TPW8NTQ0LAUAe3v7bIlEop6/QUdHp1ooFDYb3lx5u9L88uXLg+Pj4/1qKmtMAEBTV7OiO5Z6NTExUcyZM6d0w4YNFgAglUp1dHR02uwJUlhY6IS/F7AQFBQUODb2ABFrampKHBwcslR1r1y5ovvcc8+VAcALL7xQFhcXpwcAsbGx+suWLSsGAJFIBFNTUzkAvP/++5Zubm6egYGBHgUFBeLExMRmw0MKCgpE+vr6zYbepKWlaS1ZssTxyJEjaS4uLg0AMH369CrVUJCm25UrV1IA5TK2LTHGWhW2Uw8ymYwlJyfrvPjii8XJyclJOjo6ijfffNMKAF599dWizMzMa8nJyUlWVlbSJUuWqOccsba2lhUWForbel0JrYpCHnCc89AHEY4AACAASURBVENo0rOhcek+ZwBgjG1Gi28FOedjejC2O/5P0vTbR875x6DJQgkhfVgff96O6uC4Xov9bwF8e1+DIoSQLlI9b+Pj4zMAQCQSKXx9fROu+V7DrVu37LW1tSWqujsf3dlqZZQABOBVvNqszFbPVnrtqWtdXvlpxYoVhQEBAZ7z588v0dTUrPb09MxzdnZ2u3Dhgs6MGTPUPd6ys7MLPTw8AACMMemAAQNuBQYG1jLGfGxtbfNEIlGXEtuHDx/WP3PmjP6lS5dS9PX1FcOGDXOTSCTNvsTX1dVVNDQ0NCuzsLCQ1tfXC37//XcdR0fHCgD43//+p79s2bJWk5hqa2srrly5kmJvb9+sh0ZOTo6GjY2NtGV9GxsbaUZGhrpefn6+hr29vbRxPpGGcePG1QDAvHnzbm/YsMEKAAYMGKBOvLz00kvF06ZNc1HtSyQSgZaWFq0Y0w7qsUEeZlcB/NjbQRBCyEOAnreEENIDdHR0ak1MTFrNIXG/WVpayqdPn37722+/Vc9tERERUbBy5Uo71ZCQ2NhY7b1795pGREQUd6bNwYMH12zfvt0YAL788kuTIUOGVANAcHBw1YcffmgOKCfyLCsrE5SXlwsNDQ3l+vr6iitXrmjFx8frtmzP3NxcLpfLWW1trfrLRQMDA/mxY8dS33rrLdvDhw/rAx332HjkkUdqMjIytFJSUjTq6urYgQMHTEJDQ1u95jNmzCiPjo42VSgU+OWXX3T19fXlDg4OUnt7e5mVlVVDfHy8JgCcPHnSwM3NrQ4AMjMz1T0yvvvuOyM3Nzd1kiopKUmz6T5prs/32GCM7QQwDUAR59y7jePuAHZB2VV/Fec8sodDJP0U5/yr3o6BkL6EnrfkfqHnLXlY3ctzlTE2Gcp5a4QAtnPON/RM1KQ/s7KyKumta69ataogKirKXLUfFhZWkZOToxEUFOTBGOO6urqKnTt3pjs4OEgBQC6XQ0tLSz1ew8/Pz1M1NGb69OllW7ZsyXrqqaccP/vsMytTU1PZ7t27MwBgy5YtWeHh4Q6urq5mAoEAX3zxRWZoaGjFV199Ze7q6uo5aNCgOj8/v5q2Yhw9enTFyZMn9UJCQtS9SAYMGCA7fPhw2pQpU1x0dHQyVD0p2iMWi/HRRx9lTZ482VUul+OJJ54oGTJkSB0AfPDBB+YA8PrrrxfPnTu34siRI4YODg7e2traiu3bt2eo2vj888+zwsLCBjY0NDB7e/v6PXv2ZADA0qVL7ZKSkrQB5dwdu3btylSd8+uvvxpMmzatw9VuHlasndUl+wzG2Ggol17b3c5/CBYAHACEALhNb7QJIaRr6HlLCCHdq6vPVcaYEMqVeCYCyAHwJ4AFnPOknoqd9H3x8fEZfn5+vZbIuBcSiYQ5OTn5JCYmJqrmyOgJFy5c0P7www+tDh48mN5T1+wOEomEBQUFuV26dClFLKZpNgAgPj7ezM/Pz1G13+eHonDOz+IO69lzzos4538CaDWuiRBCSOfR85YQQrrXPTxXhwFI45zf4pw3APgOwMz7FykhPefs2bM6Xl5enosWLSrqyaQGAAQHB0vGjBlTKZPJOq7ch6SlpWmsX78+l5Ia7evzQ1G6E2PsOQDPAYCWllagvb19L0d07xQKBQSCPp+f6pQH5V7oPvqWB+U+AODGjRslnHPzjmv2Pnre9l0Pyn0AD8690H30LX3kWWsLILvJfg6A4W1VfBCftz3hQfj7umnTJiQkJDj0xLU45+iOFVQAwMTEBD/99BMA2CYkJNh2S6N3YcKECUhJSXG8X+1352ulwhiDo6MjEhISurXd3iaVSmWDBw+O7462HqrERuMY368AwM3NjV+/fr2XI7p3MTExGDNmTG+H0S0elHuh++hbHpT7AADGWGbHtfoGet72XQ/KfQAPzr3QffQtfeRZ29anojbHjz+Iz9ue8CD8fU1OToZqhZH7raqqCvr6+j1yrf6OXqvOS0hIaOiutvp3mpIQQgghhJAHTw6ApstN2gHI66VYCCGkz6PEBiGEEEIIIX3LnwBcGGNOjDENAPMB/NTLMRFCSJ/V54eiMMb2ABgDwIwxlgPgLQBiAOCcb2WMWQG4BMAAgIIx9goAT855ZS+FTAgh/RI9bwkhpHvdy3OVMfYSgBNQLve6k3Oe2Bv3QAgh/UGf77HBOV/AObfmnIs553ac8x2c862c862Nxwsayw0450aNv9ObbEIIuUv0vCWEkO51L89VzvlRzrkr53wQ53x9794JIW0TCoXw9/eHn58fAgICEBsb26V2Pv30U9TW1nY5jrVr1yIysvUq9GPGjMGlS5c63U5MTAymTZvW5jGZTIaVK1fCxcUF/v7+8Pf3x/r1PfNP8x//+Mc9nf/KK6/g7NmzAABHR0eUlNz9KsFlZWWYOHEiXFxcMHHiRNy+fbvNesePH4ebmxucnZ2xYcMGdfmbb74JX19f+Pv7Y9KkScjLU46u+/HHHw28vLw8XF1dPb28vDx++ukn9QQl//jHP1yLi4uFnYmvzyc2CCGEEEIIIYT0Pdra2rh69Sri4+Px3nvvYcWKFV1q514TGz1h9erVyMvLw7Vr13D16lWcO3cOUmnLlZrvj64mjABlQuL333/H6NGj7ymGDRs2YPz48UhNTcX48eObJS1U5HI5XnzxRRw7dgxJSUnYs2cPkpKSAADLli3DX3/9hatXr2LatGlYt24dAMDCwkJ65MiRtBs3biR9/fXX6c8884yTqr0FCxaURkZGdmqVKkpsEEIIIYQQQgi5J5WVlTA2NgYAVFdXY/z48QgICICPjw8OHToEAKipqcHUqVPh5+cHb29v7N27Fxs3bkReXh7Gjh2LsWPHAgBeeOEFDBkyBF5eXnjrrbfU13B0dMRbb72lbjclJaVVHNu2bcOUKVMgkUgAAPv27cOwYcPg6uqKc+fOAQAyMjIwatQoBAQEtOppUl1djdmzZ8Pd3R1hYWHgnKO2thbbtm3D559/Di0tLQCAvr4+1q5dqz4vJCQEgYGBGDZsGL766it1uZ6envr3/fv3Izw8XB2Xt7c3/Pz81EmHxMREDBs2DP7+/vD19UVqamqzNtp7XTMyMuDh4YFnn30WXl5emDRpkvr+9+/fj8mTJ7d6nSQSCSZPnoxt27bd4U/1b4cOHcJTTz0FAHjqqadw8ODBVnUuXrwIZ2dnDBw4EBoaGpg/f746RgMDA3W9mpoa9ZK4wcHBEkdHRykABAYG1jU0NAgkEgkDgPnz55cfOHDAtDPx9fk5NgghhBBCCCGEtG/T87/el3Zf3DrujsclEgn8/f1RV1eH/Px8/PqrMg4tLS38+OOPMDAwQElJCYKCgjBjxgwcP34cNjY2OHLkCACgoqIChoaG+Pjjj3H69GmYmZkBANavXw8TExPI5XKMHz8ef/31F3x9fQEAZmZmuHz5MjZv3ozIyEhs375dHc8XX3yBkydP4uDBg9DU1ASgHEJy8eJFHD16FG+//TZ+/vlnWFhY4NSpU9DS0kJqaioWLFigHrJy5coVJCYmwsbGBsHBwbhw4QIMDAxgb29/x2Vcd+7cCRMTExQVFWHcuHEIDQ2FqWn7n8nXrVuHEydOwNbWFuXl5QCArVu3YunSpQgLC0NDQwPkcnmzc9p7XQEgNTUVe/bswbZt2zB37lz88MMPePLJJ3HhwgXMnj27WTvV1dWYP38+Fi5ciIULFwIARo0ahaqqqlZxRkZGYsKECSgsLIS1tTUAwNraGkVFRa3q5ubmYsCAvxd0srOzwx9//KHeX7VqFXbv3g1DQ0OcPn0ahYWFzc6Piooy9vT0rNXW1uYAYG5uLm9oaGAFBQVCKyur5i9GC9RjgxBCCCGEEELIXVMNRUlJScHx48excOFCcM7BOcfKlSvh6+uLCRMmIDc3F4WFhfDx8cHPP/+MN954A+fOnYOhoWGb7X7//fcICAjA4MGDkZiYqB7OAACzZs0CAAQGBiIjI0Nd/s033+DYsWP44Ycf1EmN9upLpVI8++yz8PHxwZw5c5q1P2zYMNjZ2UEgEMDf37/ZNVR27doFf39/DBgwANnZ2QCAjRs3ws/PD+PHj0d2dra6t0V7goODER4ejm3btqkTGCNGjMC7776L999/H5mZmdDW1m52TnuvKwA4OTnB39+/1b3m5+fD3Lz5aI6ZM2di0aJF6qQGAJw7dw5Xr15ttU2YMOGO99EyvpZUPTMAZcIqOzsbYWFh+OKLL5rVu3TpktaaNWtst23bltm03NTUVJaVlaXR0bWpxwYhhBBCCCGE9GMd9azoCSNGjEBJSQmKi4tx9OhRFBcXIy4uDmKxGI6Ojqirq4Orqyvi4uJw9OhRrFixApMmTcKaNWuatZOeno7IyEj8+eefMDY2Rnh4OOrq6tTHVUkLoVAImUymLvf29sbVq1eRk5MDJyenO9b/5JNPYGlpifj4eCgUCvXwkqb1m57j7OyMrKwsVFVVQV9fH4sWLcKiRYvg7e0NuVyOmJgY/Pzzz/jtt98gl8sxffp0dcxNP9g3vY+tW7fijz/+wJEjR+Dv74+rV6/iiSeewPDhw3HkyBE8+uij2L59O8aN+/vPNjo6us3Xta24VUNRtLW1m10XUCZVjh07hieeeEIdX0c9NiwtLZGfnw9ra2vk5+fDwsKiVV07Ozt1ogcAcnJyYGNj06reE088galTp2LOnDkAgJs3b4pnz57tvGPHjnQvL6/6pnXr6+uZjo6OolUjLVCPDUIIIYQQQggh9yQlJQVyuRympqaoqKiAhYUFxGIxTp8+jcxM5ZfweXl50NHRwZNPPol///vfuHz5MgDlfBWqD9WVlZXQ1dWFoaEhCgsLcezYsU5df/Dgwfjyyy8xY8YM9Yob7amoqIC1tTUEAgG++eabVkM+WtLR0cHTTz+Nl156SZ0kkMvlaGhoULdnbGwMHR0d3LhxA7///rv6XEtLSyQnJ0OhUODHH39Ul9+8eRPDhw/HunXrYGZmhuzsbNy6dQsDBw7Eyy+/jBkzZuCvv/5qFXdbr+udeHh4IC0trVnZunXrYGpqiiVLlqjLOuqxMWPGDERFRQEAoqKiMHPmzFbXGjp0KFJTU5Geno6GhgZ89913zYbKqPz0009wd3cHAJSUlAgfe+wxl7Vr1+ZMmjSppml7CoUCxcXFYjc3t2bJjrZQYoMQQgghhBBCyF1TzbHh7++PefPmISoqCkKhEGFhYbh06RKGDBmC6Oho9YfYa9euqSfHXL9+PVavXg0AeO655zBlyhSMHTsWfn5+GDx4MLy8vLB48WIEBwd3Op6RI0ciMjISU6dOveOSpkuWLEFUVBSCgoJw48YN6Orqdtj2+vXrYW1tDW9vbwwePBijRo3CU089BRsbG0yePBkymQy+vr545513EBQUpD5vw4YNmDZtGsaNG6eeowJQrhLi4+MDb29vjB49Gn5+fti7dy+8vb3h7++PlJSUZkNFALT7ut7J1KlTERMT06r8008/RV1dHV5//fUO2wCA5cuX49SpU3BxccGpU6ewfPlyAMpk1WOPPQYAEIlE+OKLL/Doo4/Cw8MDc+fOhZeXl/p8b29v+Pr64uTJk/jss88AAB988IFFVlaW5oYNG2zc3d093d3dPXNzc0UAcP78eZ3BgwfXiMXiDuNjbY2DeRi4ubnx69ev93YY9ywmJgZjxozp7TC6xYNyL3QffcuDch8AwBiL45wP6e047hY9b/uWB+U+gAfnXug++pb++qwFHpznbU94EP6+Jicnw8PDo0eupRqCQTrWF1+rkSNH4vDhwzAyMurtUJpJSEio9fb2Tm7v+KJFiwaEhISUz5w5s9UYmfj4eDM/Pz9H1T712CCEEEIIIYQQQh5QH330EbKysno7jLvm7e0taSup0RaaPJQQQgghhBBCCHlADR8+vLdD6JLXXnut/fFELVCPDUIIIYQQQgghhPRblNgghBBCCCGEEEJIv0WJDUIIIYQQQgghhPRbNMcGIYT0MVKpcpPLlZtMpvwJCFhvx0YIIYQQQkhfQz02CCGkF8jlQHU1UFICZGUBiYnA778DP/8M/PILcPYsEBurLIuLAy5cAAARJaMJIYQQ0mcwxvDaa6+p9yMjI7F27VoAwNatW7F79+4utbtmzRr8/PPPAIBz587By8sL/v7+kEgknW6juroaL7zwAgYNGoTBgwcjMDAQ27Zt61I8dyM/Px+zZ8++pzZmz56NW7duAQD09PS61EZ6ejqGDx8OFxcXzJs3Dw0NDW3Wi4qKgouLC1xcXBAVFaUu55xj1apVcHV1hYeHBzZu3AhAuVSyoaEh/P394e/vj3Xr1gEAGhoaMHr0aMhksi7Fe6/oTTIhhNxndXVAbS1QWQncvq38WVsLsMb+F4wBGhrKzcAAEAp7N15CCCGEkM7Q1NTEgQMHsGLFCpiZmTU79vzzz3e5XdWHZQCIjo7Gv//9byxatKhT53LOwTnHM888g4EDByI1NRUCgQDFxcXYuXNnl2PqLGtra+zfv7/L5ycmJkIul2PgwIH3FMcbb7yBV199FfPnz8fzzz+PHTt24IUXXmhWp6ysDG+//TYuXboExhgCAwMxY8YMGBsb4+uvv0Z2djZSUlIgEAhQVFSkPm/UqFE4fPhws7Y0NDQwfvx47N27F2FhYfcUe1dQjw1CCOlGUilQXq7shXHlirL3RUwMcPEicOOGMqmhqQlYWADm5srNzEyZ0NDSoqQGIYQQQvoPkUiE5557Dp988kmrY2vXrkVkZCQAYNu2bRg6dCj8/PwQGhqK2tpaVFVVwcnJCVKpFABQWVkJR0dHSKVShIeHY//+/di+fTu+//57rFu3DmFhYaiursb48eMREBAAHx8fHDp0CACQkZEBDw8PLFmyBAEBATh37hwuXryId955BwKB8iOvubk53njjDQC4Yzve3t7qe2jaA2Xjxo3w9PSEr68v5s+fDwA4c+aMuufC4MGDUVVVhczMTHUbGRkZGDVqFAICAhAQEIDY2FgAyl4PY8aMwezZs+Hu7o6wsDBwzgEoEzkzZ85s9XqWlJRgxIgROHLkSId/Lpxz/Prrr+qeI0899RQOHjzYqt6JEycwceJEmJiYwNjYGBMnTsTx48cBAFu2bMGaNWvUr5+FhUWH1w0JCUF0dHSH9e4H6rFBCCFdpFAoe17U1ABlZcphJTU1ymOMKRMVeno0gIQQQggh99dH86bdl3Zf23u4wzovvvgifH198frrr7dbZ9asWXj22WcBAKtXr8aOHTvwr3/9C2PGjMGRI0cQEhKC7777DqGhoRCLxerznnnmGZw/fx7Tpk3D7NmzIZPJ8OOPP8LAwAAlJSUICgrCjBkzAADXr1/Hrl27sHnzZvz000/w8/NTfyhvSUtLq9122rNhwwakp6dDU1MT5eXlAJSJj02bNiE4OBjV1dXQ0tJqdo6FhQVOnToFLS0tpKamYsGCBbh06RIA4MqVK0hMTISNjQ2Cg4Nx4cIFjBw5EhcuXMCCBQuatVNYWIgZM2bgnXfewcSJE1FVVYVRo0a1Gee3334LCwsLGBkZQdT4JtTOzg65ubmt6ubm5mLAgAHq/ab1bt68ib179+LHH3+Eubk5Nm7cCBcXFwDAb7/9Bj8/P9jY2CAyMhJeXl4AAG9vb/z55593fB3vl4f67XZpqfKDiWqTy4HGRJkaY8oPJapNLFb+1ND4uxs5IeThIJcDFRXK4SSlpcqeGXK58lkgFgM6OsoeGIQQQgghDwsDAwMsXLgQGzduhLa2dpt1EhISsHr1apSXl6O6uhqPPvooAGXi4oMPPkBISAh27drV4RwYnHOsXLkSZ8+ehUAgQG5uLgoLCwEADg4OCAoKavO89evXY9++fSgqKkJeXt4d22mPr68vwsLCEBISgpCQEABAcHAwIiIiEBYWhlmzZsHOzq7ZOVKpFC+99BKuXr0KoVCIGzduqI8NGzZMXd/f3x8ZGRkYOXIk8vPzYd7kDaVUKsX48eOxadMmPPLIIwAAfX19XL16td1Yi4uLW5WxNj688pYffpvUq6+vh5aWFi5duoQDBw5g8eLFOHfuHAICApCZmQk9PT0cPXoUISEhSE1NBQAIhUJoaGigqqoK+vr67cZ3Pzy0iQ2FAvjjD6BpEq+9REVbyQ5A+SFGTw8wNAR0dZXfzuroKD/gEEIeDFKpMpmRlwcUFCgTGSIRoK0NGBs3f4YQQgghhPSGzvSsuJ9eeeUVBAQEtDsPRnh4OA4ePAg/Pz98/fXXiImJAaBMDGRkZODMmTOQy+XNhoG0JTo6GsXFxYiLi4NYLIajoyPq6uoAALq6uup6np6eiI+Ph0KhgEAgwKpVq7Bq1Sr1RJzttSMSiaBQKNTtqNoGgCNHjuDs2bP46aef8J///AeJiYlYvnw5pk6diqNHjyIoKEg94anKJ598AktLS3UsTXt0aGpqqn8XCoXqSTe1tbWbXVckEiEwMBAnTpxQJzY66rHh4eGB8vJyyGQyiEQi5OTkwMbGplVdOzs79Z8FAOTk5GDMmDHqY6GhoQCAxx9/XP1na2BgoK7/2GOPYcmSJSgpKVHPsaJKiPS0h/otuaHh32PcVePc29qa1lHVMzVVfriprARu3VKOpY+NVY6nP31auZ+Roeye3s4EtISQPqyqCrh2Dfj1V+DSJWUPDSMj5dwYJibKxAYlNQghhBBCABMTE8ydOxc7duxo83hVVRWsra0hlUpbzcGwcOFCLFiwoFOTg1ZUVMDCwgJisRinT59GZmZmm/WcnZ0xZMgQrF69GnK5HIAySaHqodBeO5aWligqKkJpaSnq6+vVE2QqFApkZ2dj7Nix+OCDD9Q9T27evAkfHx+88cYbGDJkCFJSUlrFa21tDYFAgG+++UYdy514eHggLS1Nvc8Yw86dO5GSkoINGzYA+LvHRlubp6cnGGMYO3asehLTqKioNuftePTRR3Hy5Encvn0bt2/fxsmTJ9W9aUJCQvDrr78CUM4l4urqCgAoKChQv44XL16EQqGAqakpAKC0tBTm5ubNhhP1lIe2x8a9arqKQUsymTLhUVSk7BkCKHt2mJsrEyL6+sreHYSQvqeiQpmsLChQ/vs2MaEEBiGEEEJIR1577TV88cUXbR77z3/+g+HDh8PBwQE+Pj6oqqpSHwsLC8Pq1atbzSvRlrCwMEyfPh1DhgyBv78/3N3d2627fft2LFu2DM7OzjAxMYG2tjbef//9O7YjFouxZs0aDB8+HE5OTupyuVyOJ598EhUVFeCc49VXX4WRkRHefPNNnD59GkKhEJ6enpgyZYp6WAYALFmyBKGhodi3bx/Gjh3brFdJe6ZOnYqYmBhMmDBBXSYUCvHdd99h+vTpMDAwwJIlSzps5/3338f8+fOxevVqDB48GE8//TQA4NKlS9i6dSu2b98OExMTvPnmmxg6dCgA5TK7JiYmAIDly5cjLCwMn3zyCfT09LB9+3YAwP79+7FlyxaIRCJoa2vju+++Uw9fOX36NB577LEOY7sfWFvjah4GFo6W/LF1z8FQywA6In3oCvWhKzaArki56al+ig0hFrSRvbhL9fWARKLsvcGY8tteKytlosPAoO0ESWeoZtR9EDwo90L30bd09j7Ky4G0NKC4WLlqiYHB/Z9Hp7S+EPm1mTDVtIS1jgMAIKfmJmIKDqJWXg2JrAYSeTVqZdUI0A3BO08s+Ivzer/7G1X3c3Nz49evX+/tMO7Zw/Zvoj94UO6F7qNvYYzFcc6H9HYcXfGgPG97woPw9zU5ORkeHh49cq37OWfC/v37cejQIXzzzTf3pf2edq+vlUQiwdixY3HhwgUI+9lyebNmzcJ7770HNze3TtVPSEio9fb2Tu7KteLj4838/PwcVft9vscGY2wngGkAijjnrQZdMWV66DMAjwGoBRDOOb/cUbuVsgpEpb/TqRh0RQYw0jDDvkeSoCFUjoU6mvNfyLkMoyynwUjDrIMWlB+UmgyjQkMDkJMDpKcr5/AwNARsbZXfDuvp0cSkhPSU6mrlMqwFBco5cjqxklW7ZAoZSurzUSjJRlFdDorqctU/i+tyUVyXh5U+X2K4uTIDvy9jE7an/gfPuqzBP93eBgBkVKfg0+R/t2rbwNa+64ERQgghhPRB//rXv3Ds2DEcPXq0t0PpM7S1tfH2228jNzcX9vb95/1fQ0MDQkJCOp3U6G59PrEB4GsAXwDY3c7xKQBcGrfhALY0/rwjQ7Expg18Hg2oQo2sEjUy5c9amWq/EtXSSlTLylEjq4Scy9RJDQDYmbYeGdUp2DM6Xp3Y2JSyClfLzsFa2xE2Oo6w03WGt9FwOOi6tpqFtuUwlro6ICVFOXRFUxOwtgZsbJQJD0JI95NIlENOsrKU/+YsLe++jculZ3EkZzduViWgUJKN0voCKKC44zll9X/PuG2rMxAehoEw0fz74gN0XbDA6RXoiPSgLdRr/KkLC4U/vsOHdx8kIYQQQkgf9fnnn/d2CH2Sap6L/kRDQwMLFy7stev3+cQG5/wsY8zxDlVmAtjNlWNqfmeMGTHGrDnn+XdqV1QnhNV1YKD+ozAxcAJjDDeLT6KQ34K5aAA87R4HEwpQVJWEuPJvocVEqMgtg0AkhEAkxHihHSQmhhBLGoDGiWEVJWcwSKMClSUl2F6v7Eo1XDwQA4x1oCfVg47FdPga/wPexsOx6fJIAMCrARchEAqhpQUcuBaCfGRjtOEL4PwZpKcDKcXv4lLdD/DU8cTq/1O2mZ2fiuU/zYc208CTru+p72nptvEoUZTjpRHrMcJ3MgBg475X8EfZOdiyQLw851PYGesgK+s83j39Guy0TLF63t/Z0Teix0Aqq8crk7fC3rKxt/vvW4HUk8DwfwKujf/Aci4B5z8Bxq0GLHqm+xt5gFQVAgdfAPQsgMe3/l3+v6VAeTYw7RPA2AG/ZP2CfX9+hrE11ZgX8CLgHYri2mK8k4O+PgAAIABJREFUefpVmJbcwnrLR4DJ70HSIMeU6JdhLb2Ij7SsYDM3GtAywDM/bELx7f2YX1cHDFgPDBqHXRdj8e21dxEkLcX/iWYh33EZBLoSrEr5JwbyRHyocEL+MOUkS29eeRca8mN4QaYNe/f38au0BP9NPQJtjQRMltdhvuVTyGAcxzJ/gYulI8aJDTGl6Db+rWUECy07QOAGF41kPF3NkW61CBraXriYl46ktFMwTfkZ/iaPY4TBZJhr+OHS9R9wKOlVTBC6QWj+KEJlL+LngpPQ5QUIVgjQYP4IautouSVCCCGEEELa0ucTG51gCyC7yX5OY1mrxAZj7DkAzwGAjaUltCXVKKg5icI8BqYQQqAQwUyhD4FCghuZP4Ip9CBgunBjcwCmieSMv9cKHowVAICCxEoUCn+FQAx44wWUalZCnyswRJOjGAVg0gKk65VAW3EbW1PWQMHkEDMx3ByUXXRy8k9BU6ycSbSQZ+OaTgO8qq7A3jAGAFBScw3XdBugV3kLp07FQCwGCsvT8ZdWA0xkdaiurlYv0ZPBi3BLC7hy7eL/s3fm8VFVd/9/32X2mez7QhKWQCAhbAmriAZc0GKtVq1VQetSbX2eatWftVat9qlrNyu16qN1qT7U1l1bRcGIskPYSdhCQvZkskxm3+79/XHJQIQEVBDE+87rvmbmzrnnnnMnc+bcz/kuBLu0OuucO9hsDZEb3MfqVavYbRFxdq9kOT4K3b5+6X3+HekkNRLhxeUvMyOpG4DCHUvJalnCDqmQlmbNYiWvbhEFde/S4JHYM/yar/LZ9ePgvnyT0ftxKGZ/C6ogEzImYQo6mbJnCX5zGqsPqr+seik23z7WLq/Ea8/j095PWe7ZS77LTe36j9nnTMYZdrLcuYnscITOrUvYaPyYkALt4Ro6TQH8DSv47NNKIoY4trXW4LE78bm7qV5bSVuDyPI9O2iV66mPBHB4lxAKldHWo+CWq9kshbDsq6S19WMaAvXU+7cixvUQ7NiDu72S5Z6N7PP2khTXRntvGFf9BvLsZ3K9dBueznrsYTvJbisPhiagOMHl92FSjOxTZaTdEEVlIvlAPgqwvlYFdS2K4qZUGIIi+FgjdqM0vIAqhRkiRlEFhc2SH7XheVRR90/T0dHR0dHR0dHRORyngrBxuNn+YSOiqqr6NPA0QFZWlhpxHC4qrQL4929doCgI4RBiJIwYBUmRkBQjRIzIkTgkNRVRSUSNmrGQSU4gE4B4IIvRAIx1ajWXo+KRe2gU92Bwu/CbuoifXI4tMQ7ZKDOiYx6lgsiYoReSnqiFEykXzaQ5K4lPHUk4PAuzGaZOGssdm9swGszYDfZY4CMXN9Pr66Ki7AdkpWqBCK3JEcY3rKN0aDljR50JgLt3BBk1duyWJMaVzIr1/NkN/02+MZG0wvNgv9hCURr0Xs/ItFGMjM/R9u2OQmYyuaPOIzdv2pE+n6PmVAjiBHo/DsvvisDdDLdsA8tUGP4aFoOZWfkzDpQpeJqfbvojvcJiHiv/AyOUEczeN5qscJihuVMZmjQUf8RPxj47L761lGs7s3hw9ESGp9q5NT6KuWsDmZNHM2z4HJCN3JORREvTaNKMbQybcz1qWxblzlFkheyMtPTQnTKD9PhS4iMR5jX8CqHnAx5PaeCv2xbQ6t+HQxzDD4UzkBPPxOkr4ozuMsZ2dmJttCBFZJbtb/YokgDNcqketKEDsKgWUD1ElW5Ug4uo1EtY9BERQ6iSiiKJqAYjqmw4TFAdw/5NR0dHR0dHR0dHR+dInArCRiOQe9DrHKD5SAeZjWZGFpyBEnUTCngIhXzaFvYTjgSJKBGiqKiiiGoyEzWZiQLhWA0K0ANKJ2IoiBSNYhZNWIyJ2K1ZmM05iHIqkYBKyBMg6AkQ8gVxRBIpYhKEADdUv6dZgRgTzFSHumkw72RSzk9jZ8lNnUJu6pTYa58Ptm5OYmL+nQwfDitWVMbeu2DW9Yf0s7xkNuUls/vtc8RlM6P85kPLjr/20AuVPlrbDmZ4hbbp6BwtcZn7cyTbwGiFEbMPLZM3lS2r7qQr0IUoiGTbs8kefUm/IhbZwoyh5/BnazxNdi8JFiOyJHJt2Wygf53njhoLo8by0UeVfLoxC0WBCfkZTBR+CGj6Q6N3D6/V/5W3G56jN9RDViSfwtB45kWuZUR4HJYmG3uBviHFgRbhWpBETDYTRrsZk92MZAwTCbbi8zfgCbQRCLkIqmGiBiOqwXSQcGHav/VHVFUkQUQWDRhlE0ajFYPBgsFgQzbakQ1xhJV44MFDjtXR0dHR0dHR0dH5tnMqCBtvAz8VBGERWtBQ15HiawBIBgNDhp+O2Tx4uUgkiM/nwutux9PTgtfdgc/XhS/gJhgJoogSitmKgiZ6uPHSHtwFvmqkgB+zKJMYn0l6QTGJuSUI2PG7fPi7vfi7vfi6vPh7vIR6ApzGPPDB9lc3YLSbSRySzFbramaNnofDlABoWRssFi2jSkuLllFFVQfPotLqCrBsVwfJNiMVRV8iQqKOzlfluqVHVezpOU/jDrmJNw0eNfcfN0w9Yl2KoqVv9XohNfVAVqKoGuWztvf4V/1fqGpbxpjgZC4K/IQxocmYFEu/OiSjjDXRhiXRFns0x5sJelpwNmymo7WGppZOQpKAYrSAKGqjqmwB9telqsgImGULFks8Nnsytrg07PGZ2OzJmM1xKIpMIKClhe77TouiFmDYbNY2iwUgGj2qC6mjo6Ojc1LwVbL7CYJQB7iBKBD5pqag1Tl1eeONN/j1r3/db9/mzZt57733OPfcc4/Zed5//33uueceent7MZvNjBw5kkcfffS4Zwy55557mDlzJrNnH2ZB7ijYsGEDCxcu5H//93+57777sNvt3HbboZnvjsSDDz7Is88+iyRJPP7444cNLNrV1cWll15KXV0d+fn5vPrqqyQmJgLaZ3LDDTfQ29uLKIqsXbsWs9nMrFmzaGlpwaJNMlm8eDFpaWk88cQT2Gw2rr766i/V7xPFSS9sCILwf8AsIEUQhEbgXvbbaKuq+lfg32g/BrvRfhCO6hNwimF+FXyL4ZEohXIChfJQMsUhiKLYr5wsm4iLSyMuLg2yD/k9Ihz24/F00u2so7ujlt7eNnxhL4okE7U58ALeUA+NdZ8h7vgQYzhCQlwG2fll5E2dhMFsR4lE8TjduFt76G3twdPWS8gToG17E6nksLrqY/ypbkqLp5GbPwxBFEhO1m6COjpg61YoKgJ5gE9zV7ubO/61menDkwcVNjZ1bOLXK39NUVIR/zPjfwa+eP4eaN6grb7nlh/N5dbROSpGJh2b9FCBAGzZAk4nGAyaqKGqKi/ueZS39j5LZncB4wKncUnwZxg4kJ7IaDcTlxGPIyMBR3o8lkQbgiDg72mlZdcK9uzagjvQQ8RkQTXsP85mjx1vQMRqjiM+IYvk9BHEJ2ZjtSYiSQfcSsJhrX2BgGaB5fNpwkVi4oF0z1Yr1Hnr+LC1ho1uL9W9Fn5oloDo4ClXdHR0dE5yVFUb/0RRG58/N+06FXmer5bd7wxVVZ3Hs4E6Ol+WCy+8kAsvvDD2+umnn+bll18+phk9tm7dys0338zbb79NUZHm+vv2229TV1d33IWN+++//ysd/9vf/pa77777K9Wxfft2Fi1axLZt22hubmb27Nns3LkTSZL6lXvooYeoqKjgzjvv5KGHHuKhhx7i4YcfJhKJcMUVV/DSSy9RWlpKZ2cnBsOBeenLL7/MpEn9NdNrrrmG6dOn68LGsUZV1R8c4X0V+MkXrdePge1CHtsVNLeQUA8OtYFhODktkshkcRYGg/ajazQObBFhMFhITMwhMTEHRszoaxPBoIcuZx1tjVvo6m7AF/ajmCwETNCqeGnd8zHS1newiSbSM0aSO7qC7HH5ZO8/3tPRy87qzXTWtREXSsLeFk9z2z72mKrJGjOEYSVjMJlkDAZobgaPB8aN61vV7U9OopWLJuQwKsMx6DWJKlF2de/CJh8u9shBtFfDS9+F3Mnwo8VHutQ6Ol8rPT1QVaVNntPSoLVVC7kT6PUjbpH5r87fYVatsfKO9HiSClJJzEvFHKd9gVRVobt+CzvXfYKzax9BWUIxWbQR065Zk4gIOMzxJKcOJT2nhLi4TETRTCQCkYhmWxEMahP4g7FYIDlZEzFsNm1rCTTzWdtOxliyyE0sBOCtnVv5vTMndtw6V+1xvGo6Ojo6x55IREut7fOBywVdXdDbq1nU9dFnmWazaWN2crK271TheGX309E52di5cyf3338/K1asQBAEbr/9dv7zn/8gCAJ33303l156KZWVldx3332kpKSwdetWJk6cyN///ncEQeDf//43t956KykpKUyYMIHa2lreffddHn74Ye66666YqAEwb9682PNnnnmGp59+mlAoxPDhw3nppZewWq0sWLCA888/n4svvhgAu92Ox+OhpaWFSy+9lN7eXiKRCE8++STTpk3jRz/6EevWrUMQBK655hpuueWWfnXcf//9vPPOO/j9fqZNm8ZTTz2FIAjMmjWLyZMn8/HHH9PT08Ozzz7LuHHjcLvdbN68mdLS0kOu1TPPPMPrr7/O66+/HrOWGIi33nqLyy67DJPJREFBAcOHD2fNmjVMnTr1kHJ9Qf/nz5/PrFmzePjhh1m8eDFjx46NtSM5OfmIn6XVaiU/P581a9ZQXv7NWcQ+6YWN40UOCg/m9bKhp4vNXtgRScYtONiIg/KEBvKTNLGgqncjS/y1jFDiKFRHMsSai9k8uOuHIAiYzQ6yckrIyikBIBqN4HI101K/gba2HXhDXqJWB71Ab89edn/8BDZFJTunlCHFc3CkpTIx7TTUmSqb61eybvMnpDtzSQlm0V3VyaqNS4gblkBSrkr6MG3CsGIFTJwICQn921OQYuN3lxz6pfo8o5JG8a/v/OuIbgDYUiD/NEgfc8Q6dXTwtMNzZ0N8Lsx/e8BirqCLl7a/RJo1jUtGXjJgufpOL1c9t4ZRGQ6eurK/wtzYqFlqOBzgFVr52eprOZ959GxMoqehkxGMA8CREU/KsAwS81MwWjUfFVVVcTXXULftI9qctQQtVpDkmEWGoEK8LYnMnLGkZ43BbE7B7xdi7iO9vdpk3GSCuDhNwLBatQm70XjgPVWIUNWxg0UddayrD7IlmICTJCCBBb3bKU3RhI2ZaflscO9krN3AxMQMJqfN4W9f5XPQ0dHR+YqoqibaKsqBR0XR9vfta2yE7m5t8/kOHGswHLBOO9hKIxrVLNl6erSFGlHUBI7cXG0+M5A16inEYNn9VGCxIAgq8NT+IPiHcHDWv9TU1FMiM9vXwamQxS4+Ph632w3A7373u+Nyjp///OcARKPR2Lk+Tzgc5rLLLuOBBx4gMTGRl19+mfXr1/PZZ5/R2dnJrFmzmDBhAj6fjw0bNrB69WoyMzOZM2cOH374IePHj+f666/nP//5D/n5+Vx99dVEIhHcbjdbtmzhxhtvHPDcc+bM4bLLLgM0C4uFCxfy4x//mHA4jN/v73ec2+3mb3/7G7NmzeL2228nGo3i8/lYvnw5+/btY+XKlQD09PTgdrv71TF//nxuueUWAK677jr++c9/cu6558bqWLJkCR988AH33HMPb7zxBsuXL2fUqFGx8weDQQwGA4899hhLly7lpZdeIhKJ8Jvf/IZXX331kH5NmzaNRx99lL1791JWVharJz09nd27d1Nc3N+ToK2tDbvdjtvtxm63097eHhNXIpEIFRUVdHZ2ctFFF/Gzn/0s9pnOnz8fSZKYN28ed9xxB8L+m9ySkhI++uijfoLSyc6p/3MxABIi3x86k+/vf60oCrtc9axo38Pk1NEMT9L2/3NDHUt6hrJEBOgkObyLwmAPIxUzRQxnmGU4FsuR7SglSSYpaQhJSUMYA4TDAdpaqmmsW0eXq5moyYwH2NG5k10fbMSBgaEjTydrzBmU5k+jNH8au11b+U/Vy8TvS6EwNB7fLi/eXSo99esonFKCIppYuRLGjoXs7C9+TawG69G5AqSMgAXvfvET6Hw7CbqhqxbUwb0oOv2dPLX5KfLj8gcVNrq8Ieo7fcRbDpjRqaoWT2PnTkhJ0SbCL69+hsnV52APD6eHTgRJJGVYOhnFOdiSD1gvhXwuaqveorFhMwGTUXMxsccBYBINpKUOI7ugnOTkPBRFoqdHs8JQFG3ynZamCSkDCZ7BSAiTfGD5cdoni6lVstDmrRoWfIySOxhqPWBJMiW9mCnph7q/6ejo6HxdhELQ3g51dZpIoSjaOKceNvecVn7bNk3ENZm0+EZHQpK0DTRXPFXVFmtaW7X9CQmaWJyQcCDmkMk0+ALTV0GLZCR9nQ4yg2X3m66qarMgCGnAh4Ig1KiquuyQwgdl/Rs5cqR6KmRm+zo4FbLYVVdX43AMbpH9Vemr3+12D3iuO++8k5KSkpjrwvr167niiitISEggISGBWbNmUV1dTVxcHOXl5YwaNQqAiRMn0t7eTlNTE8OGDaOkRFsQvuqqq3j66adxOByIoojNZsPhcNDZ2UlFRQU+n4/rr7+e2267jaqqKq688kp6enrweDycffbZOBwODAYDFoulX5sdDgczZszgmmuuQRRFvvvd7zJu3DgsFgv19fXcddddnHfeeZx11lmIotivjsWLF/PII4/g8/no6upi3LhxOBwOJEnisssuw+FwcNppp3HnnXciSRIul4vMzMzY+U0mE6+++io5OTm89dZbMXeQu+++e1B3lc/3w2AwYLVaD/tZfH6fw+FAlmVWr17N2rVrsVqtVFRUMG3aNCoqKli0aBHZ2dm43W4uuugi3nzzTa666ioAcnNzqampOe7/X8eSb62w8XlEUWRkYgEjEwv67f9udiFGYRfrPCrbwml0ksRKMYmVIqTQyF8ppL1dK+sy1zLUlo90FL+HBoOZnCHjyRkyHkWJ0t6+m7odn9DpakYxW3EBG/Z+xrbt75OTMYZhEy5geHwxN5/xoJbJYctTqHtgkq8Cz55equqXkzt+KKmjctm4UcLrhREjDvzwu3xhegNhchItMSVOR+drIT4Xfroe1MHjXsaZ4rip9CbsRvug5UZnxbH056ej7J/2RaNQUwP19ZrIEPEH2f3pbop3TwdAMCpklwwjvSgbg+WAwNDTVMPODW/h9HYQtdq1GTVgECQy0kcydOTpxMVpMWkCgQPxOkaO1CbrVuvhJ9aBSJDlrVuo7GhkrUegOpLO8rICcuxaXSOMfjyBTsaaXEyKt3Baaj6lKcXIoj4c6+jonBz09mqWF/v2aa8dDs197kjTh7Y2TVz+KgiCdj6HQxNSgkFoatLEFTgQXNlq1YZth0N77BNTzOYvFrdDVbUg0y6X1v6ODoC4r3MmP2B2P1VV+x7bBUF4AygHDhE2dHQA7rvvvhNy3srKSl577TWqqqpi+9SB1E+0G/w+JEkiEokMWn7MmDFUVVVRWlpKcnIyGzdu5LHHHsPj8QCwYMEC3nzzTUpLS3n++edjVjiyLKPs93tTVZVQKATAzJkzWbZsGe+99x5XXnklt99+O1dddRWbNm3igw8+YOHChbz66qs899xzsTYEAgFuuukm1q1bR25uLvfddx+Bg3yN+/rU1x8Ai8XSrwxAcXExGzdupLGxkYIC7Z7z0Ucf5eWXXz6k3zNnzuTxxx8nJyeHhoYDRl2NjY1kZWUdUj49PZ2WlhYyMzNpaWkhLS0NgJycHE4//XRS9g/Oc+fOpaqqioqKCrL3r4Q7HA4uv/xy1qxZExM2AoHAEd1kTjb0mfQRKEsbTVmalu40qkTZ6NzJsva9rOoNkG6AGWXaj+7u9nYqdvcS7/mU0WonJZKVSZaRZMsFRzgDiKJERsZIMjJGEo1GaG3exp6aSlz+LkK2OGrdDdR98AjJxniKyi8hJ3ME/z3lEdpKG/ntZ1czpmUmY4PTaVhbS3tNM7llw9m1K5VwWKCoSPuBn/rQEnyhKFt/fTZ20+E/9qgSZeHGhQSiAe4ou+PIF+dI6Vh0dABkI6QMP2KxFEsKN4678YjlTLLE0FRNhAiHYfNmbUWxUVjG6+8sYULXGagRBUESySzJxZC1j8xs7XuoqgrN2yvZte1DPLKgWWdY7QgqpCfnM6zoTBITc2Pin9erbTabFsMmNfXwZtEd/i6e2vkZK3sVtkYyCGIG8mPvr27fGRM2nio7H7N8aMpXHR0dnRNNKKSNqR0dmpCbnHxig3uKoubW9/m5tapq439vL3R2agJ3332RIGjiRlzcAYGkT/AwmbTjvF5wuzXBurNTiwUiilqZpKS+M3xtHDa7nyAINkBUVdW9//lZwFeLZKijc4zp7u7m6quv5pVXXum3sj9z5kyeeuop5s+fT1dXF8uWLePRRx+lpqbmsPWMGjWK2traWEaPf/zjH7H37rjjDi688EKmTJkSc4vwHeTn5na7yczMJBwO8/LLL8du1vPz81m/fj2XXHIJb731FuFwGID6+nqys7O57rrr8Hq9VFVVMXfuXIxGIxdddBHDhg1jwYIF/drXJ1CkpKTg8Xj417/+FYvdMRBFRUWHuAeNHz+eG2+8kXnz5vHBBx+QlZXF7bffzu233z5gPfPmzePyyy/n1ltvpbm5mV27dh027sW8efN44YUXuPPOO3nhhRe44IILADj77LNjliZGo5FPPvmEW265hUgkQk9PDykpKYTDYd59991+2V927tzJ9OnTB+3jyYYubHwBJFFiYloRE9P6+xqZTNApNZOAix4hnpVCPCtVeNrnIlX9iFLRxRWWKaTKR/YPkSSZ7NxSsnNL8Xq72Ln1fZrbdqKYrXQQxrnyOZIkK8VTLic9fRh3FP8/Xsl8m0V1f2C+/xcEewLsXrqVpII09kZGEQrJlJRAVoIFfyiKLxQZUNgQBZHntj5HVI1yy4RbMByUyaEfkSA8nA9KBH7V8UUvo47OMSEY1IKE9vRGeb/pDzg2JjE+cjoqCkkFqQwpH445zkJbWwOqqtJSXUn1lv/gM5vAogkLJtFAfsFkhhaehnyQ2ODzaTF24uOhrEyb6PZN7hVFoaZnL7Xuds7P0wI3CQgs7MxBFbRCuUIbkyxepiclcmbmaLLs42J166KGjo7OyUgoBOvXa2Pf/oW+kxZBOBC76HAcLHrsXzyNHXewAGKxaOP855ILHOO2funsfunAG/uFdhl4RVXV949fS3V0vjh//etfaW9v58Yb+y9M/eIXv4gFrBQEgUceeYSMjIwBhQ2LxcJf/vIXzjnnHFJSUvrduJeUlPCnP/2Jq666CrfbTXJyMkOGDImlmX3ggQeYPHkyeXl5lJSUxGJRXHfddVxwwQWUl5dTUVGBzaYlR6isrOTRRx/FYDBgt9t58cUXaWpq4uqrr45ZeDz44IP92peQkMB1111HSUkJ+fn5lJWVHfHajBo1CpfLdYgLz4wZM3jsscc477zz+PDDD2OWFAMxZswYLrnkEkaPHo0syyxcuDCWEeXaa6/lxz/+MZMmTeLOO+/kkksu4dlnn2XIkCH885//BCAxMZFbb72VsrIyBEFg7ty5nHfeeXi9Xs4++2zC4TDRaJTZs2dz3XXXxc67fPly7r333iP282RCGMz051Rm5MiR6o4dO45pnYqisKVrNx+17mKlK8SGUCpe7Aiqwl8i+WQnJCFJUBn4mATBxmhDKUbxyDc50WiY+j2r2L3zE4Kq9gsthIMkSzYyCkdQUHQpnrALm+SgrbqZfWv3oISjmOIspE4sJrPAwbhxRxdl/Nktz2IQDfxg1A8GFjZUFe5P0mIm/MoJA5X7gpwKvo6g9+MQWrfApkWQWQpjB46d4fQ7afO2kWpNJc068Kz64x3tLKtxkq6kkWAM8lbVo5Q3nYURM36Ll9IzppCUrTl2q6rKjtVP07yvFq/JCKL2QxBvjmdUyVxS0wv7uWb5fNoqXkKC5nLSZ3rd4e9icdMmljq7WONPoINk4nFRffppsRTR92x4i6E2GxWZxeQ6Mr76dTsMgiCsV1V10pFLnlwcj/H2RKB/t08+TpW+nOh+BIOwbp2WwSQx8cvX09ZWSXr6rGPWrmPN0RqaTpqUuEtVuwuPf4uOPafKePt1cKK/d8eC6urqry2442AxNo4FHo8Hu92Oqqr85Cc/YcSIEbFgnd80+q7VH/7wBxwOB9dee+2JbtIXYsOGDfz+97/npZdeOu7n2rp1q6+4uLj6yxy7adOmlNLS0vy+17rFxjFEFEVKUwpjWQ0iSoTVbduocnYw2jhB8w8VFJ4xCPRgxByoYozQygTZRJmxaEC3FUkyMLTwNApGTGff3jXUbP+IkAGcROjcvhHn3gbGnn4tgk0kY0wO//A+Tn71GNJ7c2n6ZB3BrhGEQtlMmiRgNg/ehx+V/OjIHRUE+EUjyJZvRQJ6na9Ixw5Y+QSM+d6gwsaS+iX8ZvVvuLjwYu6dOrBCvGJnF39buZcpGXuxN6xlhnd/yq9clZkVc5EMmnjR07yTjSuex22QYnbM8eZ4iidcRFJy/7znfr8maMTFQXm5Zn4tCLC4YS2/rW1lRzQbVUgEtBm/HQ+lpk56Qr0kmbU0RPePv+DLXiGdE4SiHEjNK8ua6b2OzreNYyVqfBPQvWd1dE5ennnmGV544QVCoRDjx4/nhhtuONFN+srceOONMcuJbxJOp5MHHnjgRDfjC6MLG8cRWZSZnlnK9Ewt1Wp+PuzY62dKcxdbCNIkpLOeAtZH4JmIiww+5Fqjmanm0w5bnyCI5A2dwpCCcvbVrqam+iNCRhOtUQ/O935LYf5kssafzbrgUl5LeZLfmd8hWqvQsWknAWc3SriIKdPlY5Mf3mg7BpXofCvIKIE5D0Dy4HE2HEYHRUlF5NhzBiwTDEK6kkqp4zMKd1lIj84kIoTInlZAwWgto0/I72bLsmdp8bajmrR/9jhTHCUTvkdSSn5NGirXAAAgAElEQVS/+gIBzVzZ4YDc4jZWeDfR0mvh4hTtO2iWDNQouUhChNFSIzPiVOakFzA5fSqSeBxtl3UOS1+2hLY2zXT84ICBJtPA5uThsGZe73Jp8Vh8Ps3svi/DQ1/dRqMmbvVtiYlavTo6pyp9okYgcOqLGjo6Oic3t9xyyzfWQmMgzGYzV1555Yluxhdmzpw5J7oJXwpd2PgaMZlg7Cgbz474Hj09sKa2gc96trNF9LJVSKdVSMUhHEiJ+Wmgkk7FS5lxDNlyfmy/IIjkDZvKkKGT2bj2WZpbG4lYrGxv3Uzdm+t4ZNKTNMf5mJh8Op35bdR+WoO7qYPK1zvY0FbITRflDLgyuadnD06/k1FJo4g3xR/nK6LzrSB1pLYdgblD5zJ36NwB3w8GYc1ahWW1f2RG4ySsqoOgzcekc07HluRAVRX2Vr3Djj3LiVisYDBiEgzkDyuksOj7/eoKBLTYHK2WLVQn1bEqYGD37mwgjbFSPRcP1cpNyyjmz4EVzMkaR4L5G+cBcsrg9R5IORkIHLCsONh3HjRh42Chw2iEnh5NvFJV7X2rVTPgsdkONTiLRLRVa5dLEz5EEYYOhdxcjmjtpqPzTSMQ0ESNYFBzv9PR0dHR0fkmowsbJwBJ0kzdz03O5cxgLh0d0NAUZp1rE8mBUroN2qT73ZCLreTxTKSHLD5gouil3JBNiWE8BtGIIIhk5Y1gdOkP2bT6Fdp6GvCZTazf+CZZtjSiZ04leVg6W9RVRD41kxw2EFq9l3VZaZRPNx52dfPBNQ+yumU1T81+imnZ0wbuxIf3aC4G5zwISUOP38XS0UGbeK9aE+GvK++ibO/pmFQLSkaEGeeeiyRL+LpbWLN04X63EyuiqjK8YCqFxWfR3n4gM56iQHc3LJHf4w2zg141Dnz5ABgIUSo3U5F4wKRJFmW+P3Tm191dHbSbrq4uLY1vT48mMvRZUgyEomhuJZGIdryiaOJGSsrRmaDLsrZZrdrraBT27oXaWigo+JrzJOjoHEd8Pli7Vvuu6KKGjo6Ojs6pgC5snGBMJsjJgZwcA5PCk3C7tTRrLS0wLWzDZqhls5pBs5BOswLvBMESWMf35U4utX1nfx1WymdeS5ezng1rXsEHNAW76XzjHkaWfZd7d1+JKSGLOzyPYvfb2PLWeiRpPJOmmg9ZsSxKKkJRFawG6+ANr18BjWthxq26sKEzOM7d4GmFpGEQl/mFDw+FYMWaIE9+didT68/CiAlfusK0s89ElERqq96munYFiskMqkpqXBbjp/wQk8mGoii0ip1Uet9hhJJLtm8cQ4fCkKhMb3scqXQy3erirNRUzsqZgN14aPosna+PYFDLYtDQoIkagqCJvEeboUEUte1YxcroE6Gj0QPWImvWaO2Ji9NcYY6Ja5+OzteI2639H0uSLmro6Ojo6Jw66MLGSYTBoGVhSEqCwkIo7pxNTQ10u0M02TayQW1knWKjSUjHJvTGjtse3MjGSD1T4guZdfYd7Nr6PrvqVhMwm9lc9Tb32G7jl4YH+E3clfxa/jt4YMO/qhAYx6Rp1n4rmT+f9POja+yZv4KQB1JGHOOroHPKse5ZWPUXOOt/YNpPByz2q+W/YkXTCu6ddi8zczQriXBYSz+4a/s2ptefg4yBGmuUdwIhhna30bTqb3QJITCZkVWYWHYZienD2ByuYrWnmXWKgzbTMIjCWdTy+LRxJCRAir+cGekdlCSNjWU10TlxuN2wb58maMAXEzO+DvoEjrY2TWjbuVOzBlFVTdzIzdXaaz2CHqyjc6JxuTRRw2TSvmc6Ojo6OjqnCrqwcZIiCJr59LRp0N5uxF5dTl6gnKsToV2owyHmxcouCdfyvjKUl/1BUqlk4rAg4/Nm4F2xmhBGfCGFe/3/xR8NT3O37TIelF+DHlj/ahVG43hKy77E7Gbo6cewtzqnNAlDYMg0SMgdtJjT76Td3x57HQ5DVRU0bW8lvLEHGQOmQjMuk5nTWzex/dPHiZosgEiqI4OJ06/mb8H3WOzuxi9YAc2SyK66mSS3c0F2emx1MsWSSIpFj5T3dRFSQmxr34YgCAgIWopdVcDtFmhsEOnuEjAYBeLsIrIk4hMMWDlg3dMTcgICcYZEREETokLRIACiICEJUr+0vccTiyWWZAfQrEx27IDqai34Yl6eNnbrGVZ0TiZUVbOCWrdOEzQO/h/+phBVoyhqFEVVUNQoUTWKiqI9qgoKCqqqou5/FASBVHNW7PhmXx0RJUyWNR9Z1L6grf59eMK9gOZnpqL7m+nofFHa2tq45ZZbWLVqFYmJiRiNRu644w4uvPBC1qxZw2233UZbWxuCIDBjxgwef/xxXn31VdatW8cTTzxxopuvcwqhCxsnOaIIGRmQmgrNzVBTAxbycRx0TzZFziQYrmW9mkIHybyvJPO+CObps5nu38aINQ1ELA5uDt7EvwM1/NJ+CQ+nvEHUGWLV/20iLbOMzBx9Fq5znJhyo7YdgcdOfwx3yE28KZ5IBDZuVNm8bQvhdZ2gQvaEfLLH52NY/iJ72YMnzUx7to1Z8jiK87TozUoQ/IKVbNoYr/goE3MZqoaZM/Oi491LnUHY59tH8ZPFR10+2zqUt87cE3t9wdJheCO9fHx2Nw6Dpk7995q5rO1cGisjIMREDkmQEQUJWZCR+jZRZtHMzdgNWlDkh7f8hBpXFbcVP86YhDIA3m96hU/b3sUomjBJFiySDYtsjz2GPQ3k4iPOmEicIYk4g/aYkqL9lPp8sHGjNm6PGKGJHANlatHRORaoqvZ/p6ragsjB+p7PpwXO7ezUYgtFIhAf/9UC4SqqQlSNYBA1HyxnoIUNXZ8Sb0ymPKUCAHe4h7/U/JKA4icQ9RGKBggrIcJKkLAa2v88REQJEVHDRJQwE5JP575xzwPQGWzjwqXDSTCm8HbF3ti5v7Mkj/ZA01G3NdGYyodnHRDLr10xg/ZAE+9W7CPDogntj2y9mWVtbx/maN1HR0fnaFBVle9+97vMnz+fV155BYD6+nrefvtt2tra+P73v8+iRYuYOnUqqqry2muv4Xa7T3CrdU5VdGHjG4IkHTB33rVLM9t2OLT3ysxTKTNDVIlSE97MqnAdaxUzDUImFnsSUyfPYvXKFwkkmSjKm0Hu7gh3i5fyYOK/iHQH+M9ft3DZL8ZhtYm8tP0l/rzhz1xRdAX/NeG/Bm5Q4zpo2wY5ZZA++uu5CDqnNDaDDZvBRjSq3Ry+vP4psjZlYFPjyCjOJXVMKm9V/ZZdBfHsKJlGq6itxOXIzfTdMl9oLmNuJIKxZxy5uVBUBMuXV56wPn3TEAThOeB8oF1V1UOUCEEzi/gTMBfwAQtUVa06Ur1G0UhBSgHhiEowqGpBOAUFQVDR/rQV1r4V1xRT/1gs8YYkZEFG4IDbkCTKyIJBW8FFQUUlqkaIqhEgOED/Dhy/x72NLT2r8Ee8sX3VrvV80Px/g3dmb/+XT0xezJRUTVir7Po7a51LmJV+MerO82hthZKSA2O1js6xIBw+kLq4pUVzj+oTNQ4OcKuqWjBcs1mzJjoar7tQNEiDbzeN3j00+vbQ6N1Dk6+W9kAj3aF2ekJOrhl+NzeMvA+AGtcGflF1KVNTz44JGxElzD/r//KF+jQkWBh7LiLii3owRPrnWu4TKUVBREQTMUVBQhREBERtvyCC9ooEY0q/4zMt+RhFM5JwQG3MsAxhqH007LcmA00k3U3DF2q/js63laVLl2I0Gvnxj38c25eXl8fNN9/MPffcw/z585k6dSoAgiBw8cUXn6im6nwL0IWNbxgmExQXQ3Y2bN2qrcBEItrkRRIlxpjGM8Y0nh8BTZE6JMpIsecycdZ/83r7c7yfOgdS55AfbeSfno+ZuXcUyTsU3n1qBxf/bBQCAv6IH0/YM3hDNr8Ka56Ccx7ShQ2dY0Y0Cps3Q2tTmJwdWVhUO6HUAG8UrWd1MBN34fmxslbVywSxjXwpJ7bPFshF9ENxqfYd+Zq8E04lngeeAF4c4P1zgRH7t8nAk/sfByXXMoSFo7cTCGhBN7/oivHBq7Z9PDH5g9jzPlGkzzw9qkb2P49orxVN8LBIB9zu7hr7V3rD3dpNTV/nsq9gZNx4QkqQkBLAH/Hij3rwR734Ih66PLsJS0Zc4S7c4W5coS7iDUmx4zd0LeOdxucZk1BOaiZ4PPA/b/6DV9p/wbisEmbln05FQQUl6SUxlxodnaMlEtHGx/Z2TbQwGrUYL/JXmMl5wi5WdnzA5u6VbO1eRU1vFWElNOgx3siBGF+Z1jwqMi9mVPyE2D67IZ7bxjyOWbJilqyYRDMG0YRBNGIQjRhFEygGTLIRg2RAFgxYZXvs+HhjMp+c04sk9O/YOxV1X76jwLPTPztk3x3Ffz5s2Unoroo630yWLB024HujRv6G7OwfANDU9H/U7Lh7wLIVB1lNDsa2bduYMGHCYd/bunUr8+fPP6p6dHSOBbqw8Q0lMVGLv7FkiZYKUZYPjW6eLefHnmckJDPVPJN2z2a2GYbRIuXQEp/DtnEQV+qi1LWWpH9ZuOh7F/Hd4d/FIh/BATe3HMJeSCkcvJyOzvPnQ8smuOJ1yC0bsNj9K39Dp1NlgngFm70ryQ+mIsaL5I+w8XakB7cxnhSlnVx3HUZXHL8Y/b2YOTRo/uMmE0yfrq+Qf1lUVV0mCEL+IEUuAF5UVVUFVgmCkCAIQqaqqi2D1dsoKNykLgUTmjHFQQYV09rWMGSrZpbqHGrio4IZA9Zz8acfIYc0tWrl9OHUm/MOW26UdwfjVzaCCiG7ypLySRiVEEbPJ5ijQeKCXmw+HzZviLrm9zAGJAREVEVBQMCiSjhEM4JqQlXMREhCVE1Y5AoMYjwSBroDLagC+Bf72CytQRAFpvqmUyqWEbcqnpqaTYiSiL27m0sM12DqjLBk/SbeFj/DYpRISBRQJA9//OELZKSkIAgCP3pqCrWym/8aejMXnqGtfj226Me85/2UKeJwHrz6LQCqtn/Cz1feRHJU5l/Xb4r1+9Knx+OUwzxX8SR5eacB8PTbV/IP5wauyzqDy87RbuIcvTvgdzdC9gS47OXBPjqd48mej+HNm7SYVYmX0eRp4qr/XEWWq42XXFG4dTsIAtd8cA31bZt4qt1HNPsJUkZU8GrzQj5ufp4bXC7OT72EptG/YY9vMw/tuonJgU4e9CWx54zlAPx067nIkWb+0eqje+prtFty+fu+J2joWMmCThGf388+xUqePJIphjkMC4kMCUrUmIdgFR30hJyYFSgKgc8+BnWHgQ83vUE06ic1qvAD0wLCkpHKdf8kEO3CqG4hS1CIij4UugmofoIoSIKCIkgoQpSAI0LEImBv13xoFEFl5czhBCUjQcFIUDQRFExEBM1Ndmr7WvI3uwCBzqEGFg+Shvui5R9hCGjjxJppQ6m1FBy23AjfLiau3AdAyAGvl1ccww9XR+fbyU9+8hM+++wzjEYjubmDx1bT0TnW6MLGNxhJ0lZsysu1wHVtbZq4YTIdvvx482TGmyezZ8dSVng+pCEjjRrbCDrFVDrNFnZ8UEtmrp0R5fE8s+Mj5uWOI8uefvjKSi7WNh2dIxFwQbAXpMMPN4qisLFjFyu6vXRax/Oq0I1qHc0NI2solAxs2rWRiW6JqZEdDM++hPvXhSlMSsBQbNx/PDidmptWSYmefvM4kw39bLQb9+87RNgQBOF64HoAY+FIuoWkzxcBIGIwoO6PtBkxygOWA1ANBlRVu2HxydYBy/plM4pRqzNsV9krfy4ltQ3Yf+hl8tskNCqAijPPgCvOSkKvF4fTg9Hb3+QnQNuBFxZAUWmJ7kKMykhhC6LgwB61Q1Smq7EVUTWQSCGJaAJwFgfdjDm1h9d/tYWIGEK2quSJP0S2dVDf4+XDwMcYLALOnnacFpFer4vKykoA6ju24pRFDGo0tm9TR4ReIUy7JLBh43r27o0C0NzZQrsk0NC2j8rKSrb5t7HR9SEXKj1Ma6llY2UlFl8jDvce/JYs3HHfrExXHo8ndg1OdqSIj7T2ZURkBx1p00l2rqPE3Uxnwy48Bg8rVq6g3deOkQi4W7R+CQINnQ20qyGEYDtbOlaTES/R6d1FQA4gCD5CvTW0tVXSEdpNWHLhkyIYA020tVWiRFXiXXbSPGeywRlP1ZsrMEUzmBCdzgSm0w2kAz/4XFu7gDQfqCiYZZmo5KdO9qOE1hOVfCimIIqk0CxyiGlc+KDnUVHFlyrgSrDQaY+j3ZxKk5RFQLCSpDi55NMDVhS15nxcwuEtJUIGI8r+wT0iDz5OYDSgRvvGCcsg44QlNvYoBnXwOnV0viEcraVFdvYPYtYbX4UxY8bw2muvxV4vXLgQp9PJpEmTOOecc1i/fj0XXHDBVz6Pjs7RoAsbpwBWK0yYoJmnbt2qmT8fzp+2ttuFJxRmTOEZJHUOY8VnT1MsteFLDGM35wLJLHt5GztsMvd1pvPrliZGyWuoiFeZlz2K4qThempMnS/OdUsh5AWjvd9uT8jHLze9zyceB62kguVSAAxqiFGBOmR7G7vqO0GSyOwyM2POz5ANZv6RV0Qoqt20RSKaqDFsmJYiWf/3PO4czrnnsGkEVFV9GngaIDc/V/1/TdUk2HIQRc2/3etvJ6z4SZQnkFiqxUvpDbZT0lKNLJixW7R8r1ElQq+/ERDJK7wIEQlVVchu30FQ2YzFmIJBNgMqwVAPwVAvJhykDjsLVYniVXu5uekzQiJgsuKRFHpk6JQkumUb+dEU4uxmlGiIdekm1lnGa6JHPqQq7RT468jqbCOlyYWpW0GV5NiGKKKIoBgiRHAD/QOiyYIBsyEeg8GORU4mwTiMgFsirHbi9jXh84SQAzZsShx4IJkxJO+38t+5SyUuxcSM3LuoiAswfFYmBXmaiXEgWM7EhjIMkpGRBeMBaF69D+O+O7hlbCrnzTodg0HLPTth/DB+7O/EYc/AZs+gfls9q9r3MHzqdcwddzOz7KmwciGs+T1MvhFmXfel/jFOFJWVlcyaNetEN+Po6NwDf/4BJOTBJb+E8GS6Zs7l+T1v4O5Yx90Vd3Oa/zQkTzuYk5kVlwWCQJGnmCVLGri8eiNyOJ3H02dxZdJ45rpvwJEZpcuRTboxkSRlGvfEn4nQ1MEHQRPu1VE8Hb18R9GCN9cR0/NABMkqYbJImK1WZLMF1aDSHWkiEnGiKD68wW4C0cHcUvcPB5EIYjSMEI0QkVUkScAUlBAEA1vLU1mcNOuQI+2qmwTVzbghWdjtCchGM47AbvzhMKawgCnoQAnZMYoiYdGHNZhGRsEYMCYTEkIUte6FiA+HbEUyxQOSFqw05CY9fSoOayqqbKXQ56Szuw6jEsJhdIAcjypAT7gbOWhhSOFsBEsKUaIM7WoiGHRhF2SuPmYfuo7Oqc2ZZ57JXXfdxZNPPsmNN2pjjc/nA+CnP/0p5eXlnHfeeUyerHmt/v3vf2f27NknrL06pza6sHGKIAiQnq4JGrt3w9692vODrTfu/WQVvnCEFy44i8SUPM6Y/XM+Wvwwtm4LRJuQUhxEnVms+7iWMWPN7BCGUx3NpboLnujykSks4XSbm9+Uno1dNGgr8aIEVn2VQ2cQJANYEugJ9PJZ4zbOz9OCSFllM0s8CThJwq66GR6qZkytTE5NBsTX4pICIIokW5KYcuZPY6KaLIrIokggoEX8HzdOi6eh87XQCBxsW5oDNB/pILPBSnnhD46YISSVkQzsHdyfDEqOsiQUDfbmQcOXL7CM9EgtdYrEHjWNDjGNDlsa2GDckDpu9sWT5BiPz9OO192G6vHg6WnB09uGz9tFIOQjKokoRhOKyUJEBE/ICSEn3dTRzHoc9hQccYXkFk5g5swh9Ih1PLv6ed6rWozkMTNKKuWytKtp3+uh1xmg1xkAoPbjBkaUhSiemU1aXhzFw/uHNrl88hAun3zVId2Li88lLv7ARzY9azqtya2cX3Q+2FO1nakjofgiyBx71NdU50tgtMHEBdCXatpgoUOWeX7nP8gyZCGLMhm2DLBl9DustyUFoxjHmcV2jPuFQYchHkeSluEnCkSCYZw72+itbifg8gFaUFwVBUuinfiMRGypDjqlFvLSR2GxWUEAj8eJ01lLe3s1nc69RJXIIc0WQgGkoB8hHMYoG7Ga47HFpWKPy8ASl0p7YpBNZhdVopndahaXi82c6fsO+fkwxrKGmvpWCo0+iuwGxsanMD55KDn2cYecZ9ZBz1VVc7Pds0dbtLHZtHgifeQf5SVPO8pyABmMOejVNV/gSB2dby+CIPDmm29yyy238Mgjj5CamorNZuPhhx8mPT2dRYsWcdttt9He3o4oisycOZPvfe97ADz//PO8+eabsbpWrVpFTk7OQKf6VqAo2qKdKGqW+XqsuC+GLmycYhiNMHq0Zpa/cSP4/Qdib4xKTiQUVYgqCgBWexKzz/0lKz/6Ez4JWpWdxJmdZFePZXxgPa/993m817ie9zu6WBlIp0VN5UOPzO9lC2x5Fd64gfcmXcv02feSYI47gb3WOVnZ42rgzYbNLO0OsymSTVQ1sTa5jRx7OoIgcr1ZRHBH2OfaiPSJkexwLt64ZQT23wHnJOQxbsYChM+N7H6/lspwyhRNwNP52ngb+KkgCIvQgoa6jhRf45vEdPNMpu9/HlEi7IlUsyVcz7ZomFLZhCAIGG0J7JD38CuzieK0TsrkDGYYzyNZTkdVVULebrwddbiad9DdugOXq4WQoBK12Ila7Lg9TtweJ83NK9i6VSI9fTQVw65hwWW/Yln7W6TY45lXPBFUhfq9beza3ohvj0zTjm6ql7dQvbyFtDwHxadnUzg5A0n6YmZKwxOHM9k+mTHJB93EDZ+tbTrHF0cGfOdP/XYlW5K5deKtNO89vD7Y26tlQhuSbqQg61A3IW+nm9atDTj3tKNGtd92v8HLcuO77DJuosm8h0emvkZB8kgA0sjC73exa/enNOyrwufv6VefEAwg+9xIoQB2SyKJqQUkDC3CkT4MS0IWoqy5blQFV/NOuIn1ShQnafRJCCJRutQwU6dqY/Noyjnv8CEuBkUQtOMnTdJS1e7YobnbOhyalaqOjs7JQ2ZmJosWLTrse1OnTuXTTz89ZP+CBQtYsGDBcW7ZN4toVJvbRqMHBA1ZBoNBEzlE8fBCh6r230Tx22vBrAsbpygpKTBjBmzbpk0GkpPhl6eVH1LOaolj1txfsHzx73FFfPTGd2ONrKFgbzm+RoUfDj+DHw6HUDRMZfNGnEFBWzk3xdGcNJRrrT9EXLmTUrmJikSZeTkljEgYcgJ6rHOy0Ort4I87lvOJ28ReJRMtBAMIqkKR3ESbz0KOPZ36ehjePYt90lJ2rNnInPCluOxLidhMoKoMzyqlaNL3+tX9SX0jK/a1Miklm5vmZRKn62nHFEEQ/g9t4TRFEIRG4F7AAKCq6l+Bf6Olet2Nlu71lLXYlkWZkcYSRhpL6Ism1OauBGB3tJWwkM0G8tkQgWfCTZQIqzhNNjPDWk5SwQSSCiZQgJaxJdDbTs++LXTsWY2zaRdhk4mILQ7FYqO1dQutrVswrnWQmjoeMXUcn3bD6NEiC2t/zx83/oE/nfMnLv/BArZ92kzNyhba690sfbGGLZVNVMwvIjnbPlA3dE5yUiwpXF18NZXOykPei0ZhyxbNWuHz1k5KVKFx/V6aN9fHnMGU1Cj/4I+slD7AIBm5OP9Gfjf0DVLMmUSjYVpba9i3bwNOZ22sHiESRvL2Int7ibMmklZQRlLBBOzpw5DkAwGLokq0n8/ZG8EWqtBi18SpvZSqTibLSRSGAsw943tfKVPL50lMhMmTtQDRNTWaBceXya6ko6OjczKiqloab79fEyT2h/4BNAsOv197Lgia0CGK2v6+TT2MQ3BfWVkeXBQ51dCFjVMYs1mLvbFvH2zfrplxHm6lQ5JkSs68mjffvZ0UYz6+ZD90rmPxsxYuv7cMo1nGKBk46+CMFqPm0ppUQFHNbqoj2VRF8qjqgEc7usgTtjHTEeCWkdMGDj6qc8rgDnnY3l3H5PRiQEs7/KIrFwUJEwHKAuuZ3b2SC+b9jky7lhKsu1sLeBu01vLnj+/kut776bVVEnGYQFEoHnE6BaMPjVC/29nLutY2ThudqIsaxwFVVQeNJLY/G8pPvqbmnLRcaD2PmZFWVoc2sTLiZxM5bCaPzRFY5NnA8/+fvfOOj6M69/dzZravtLvq1ZJsyZbl3nAlYBuwAZseAgmdgC8k5CZwCSS5v5tLeiCXFBICCYQQAsQJ3RDihGAbbHCvsi0XyUW9t9X2mTm/P0bVlo0T3L2PP2vtTjszW2bOfM/7ft+E2b2pU0IInN4MnGMzyBp7MYYWo716Oy3l66gvX0PQZiHmTSUK1NR8SE3Nh2RkjKa5eTaVHVGEEEzLnUZSppvzrx/O9KuGUb6xkXVv76ep0s9ffrSeqQuHkjg+hTv+sJ4sr4NX7515xH1vD7ezJbAFa42VWTnd8SmGAbEgSAPi0XcnjljITOG0ucH+yaWbDhwwIzbS06ElGKIlFCbN5cTaFaViRRmh9gAISClJ523bc7zc+DMApqTM4ZEJz5PpzEPXY+zbt5q9e1cSjZp57xgGlq52rB2tpKUXkTZmASmFU7Anpg5o3zBgf6ic97RSPsbLXZqLEmM6ABcqKeQq+5luG8rc/Fmkp6m4XKbnyfEUNXoQwhygmTnTFDZ27gS/3xQ9TkR7ceLEiXMyMAwIhyEaNc9lh4oPh0ZfaN3ZgkKYjyOl+EppiuOxfm7O/aM/Pik1+EzljLgcCCEuBX4BqMCzUsofHzI/CXgOKATCwJ1Syu0nfUdPQ4SA/HwzHWX9evMH5HbLw0L7vbYU1mVXMa4mRK69hGBKgMaWVXz0ajJzbi4edNuT0ktYll5CfaCJJVWb+UdLFxujWRyUWbzUqRglcOMAACAASURBVPN1pe/rtapuK6OS8kl2+AbdVpwzi71tB1lSs53lbTG2atm4CLEzTUdVVNKcyfxnyseM9CRxSdZ43BUNkHMVdItc4TBs2gQWl59vrL+OzzV9mYB7JTGPDQydCSXzGTLi8JKfoRBMTRvC3PFJTBgar+ca59SSYsnkcksmlwMdegsrI+tYqUUZoui9okbA6OBPwWXMt49liLUIAMViJblgIskFEymc80VaytdSs+VvNNftJuZNQfMk09Cwg4aGnczNnM38EfdAbQmhJHA6oS5Uy8gZQxg2MY2PXytnx8pa1ry5D9+GBsIdYWoHG7rpR6W/kt81/461m9f2CRv7lsOL18Kw2XDrWyfuTTvXqVgOiz8PIy6FL/wZgIZAA9Vd1bRoLQMW7eoy0y9Su7WGVVW1vLR1F7e6U0mtC4KUOLwumKTz9cqrqW6vwKbY+fLIH/H5oV8FaXDgwHr27PmASMQ0AFXCAaztzbh0yB17CZnj5uEYRMyoaw2wQfmYD9UQu0QeCDOXpMKzjztLzE72BepnUNUjV2E7UfT4iaWmQnW1+R7B4IbpceLEiXM6o2lm6omUA6M0jsaxChI9wkf/82L/6I+eypo9ESCfRE+aS0+ESI9w0j9ypKfdT/p7+PPjF0ty2gsbQggVeBK4BNO4br0QYomUcme/xb4FbJFSXiOEGNm9fLwgeT+8XljZtZPF6yv5fPEorhg9MF1EEQrfm/gSjiku1ix/glBEI5jSxYY1b1M4KZW8USlH3HamO41FI+exCAhrEd6r2cTOzhbSXZMBM4T1i7va6SLGKLWW2T7BwuxixsarrJxR7G7bz28qtrCyy0WVzKB/ikmm6qcu2Exut3jxjXEL+1Yc1VfmyzDM0GqAn+y+izG103E4DxBLtIKhM75k3hFFjWAQrpmbiNcbFzXinF541RQWui5jIWb54h6WhT/mDWMob4S6KAktYYE1gfPt52NVzBB/RbWQVjyLtOJZBFtrqN26lJrt/yTkTSLmS6W+fiuioZRY20S6uuZSl/xXbl9yC09e/iR3TbqL2TeNZNjENJb/cRft1QHusjg5f87Io+5rijOFcc5xnJfVLwLP6gSrC9R4reQTilBMgdfZ51i7omoF31/7fWYlzOI6rgPMDmNZmSlk9XRiE4XKHSEXSR2mKWjW2CHsH7KDb269gZgRZXjiOL438SUKE0dTU1PKrl3vEwp1AKCEg9ibakhNGUru7P8gufC83upE/TEMeKbjDd6zZRDCNJa1E2aus5abc/OYnX0V/6KlywlDVc1Bm8xM02D04EGzc+52m+9bnDhx4pyuSGlGaITDfSahJ4P+0R/9RQ6LxRQ5evajR7zQ9YHixaH0CBM9aS89DDa+0n/9Q+cbBsftynLaCxvAVKBcSrkPoNu07iqgv7AxCvgRgJRylxCiQAiRIaVsOOl7expjsUBE14lIjfb2PlPRHlIdphP7G0P+xuQ9BaQpwwmk+Hnt2Re493v34XD3kxM7quEvt4I7rXfkCcBhsXNF/gyu6LfdxlALeWoHO/QESvU8Slvgly1B0ljOTFcHXy4cw7jUESfwyOP8O7RKP5say5iUbtaUaAx38LLfHLlzEmSKrZ6Lkt0sHDKB3O4Uk0+ivNwsz1pmLOHg/t3cKhYSS7SYokbxxeSN+Mxh64TD5ujljBmmQBcnzulMf7G22DKEOfoePjayKRN5lMXgudhHzFc7udw+nWRLX6qeKzmHojlfJG/aZ6lc8xeqtr9HOCkdzZtCff1GmpvLqM/oIKpHufvtuyltKOXx+Y+TNyqFG789jVWv7GXXx3WsemEXiW4rBWNTB9s9chJyuDv9bmZPnt03MX8m/PdZ4wF7+lJ8KRTvGTApyZHExPSJpMf66nc0NkJTkxmZAKBFNdJ2NhGISuyJDgpnj+Jj/V3+d8ut6FLnuvx7+K9RP8eIRVm//k80NJhtKJEQtqZakhLSKVr4DXx5h1cS0gwNAx1V2mlqAqsPQlEXxUo116dZuHnYTHyO6SfuPfmU2O2mYXp+vnltqa0137+eeW73saeqGAZEIj2d/XMhGz1OnDgnGykHpp6cKg4VObor9A7gSMLFJzHY2fNoZ1QhOHqo6b/AmSBs5ABV/V5XY7rx92crcC2wSggxFcjHLEM4QNgQQiwCFgGkpaWxYsWKE7TLJ4+urq5jPo4pDsmUi13YlYOEQpXU1Az+RS2xjGJT/k6mlCuk2AvpSGzntz/8FeMumdi7jD3cxIyajURsKaw+hvb/Gw9+GthKE1ukha0MoUmk8FYwhcmlm2gVtXR1dfHs8j9jRyWHFJQztF/xr3wmpxMxqbGHRrbKGFtJ4aAYQsn2Mv5XMX9GujS4UlYyVlgZSQbWWDI0QHlDGeWUDbpNa7STlJb1ROzJNHkmEgiApoT4ydZ7uTd6a6+okZ+Zg+qL0tCwYsD6PYqx2w2bN8OaWg1dSiakW3Bbj+37caZ+HnGOP1JCIGDmnOp637QeLBZztNduPz63NSNsY3jQNoaA0cF74Y/4q6ZSSwZ/0pPYFFzHTz1XHLaOzeWlaO7d5E6+iv2rXqR278dEMvPR3JBaY+V7GY/xaNN3eWLdE3RFu3j2ymexOy3MvWUkDreVLe9VsvQ321l43zhyR8ZLcZ/uzCuYx7yCeb3nqFjMNP3uGXjQYzq7l24l0OTHnuhg9BWTUV0WXl71c3Spc0fRt/hS8fepq9vBtm3vEIuFQddwNFSRqDopvOheUofPOCz9NGB08m7oQ97VHVyhRJjZtYBRo2Bs6nRuD7VxXvpCziTcbvORn2/eMHR0mOJQXZ35WlFMn7Eew1FNM0WMaNR8LqU5WunzQXY2gL/rVB5PnDhxzk6i0VMvahzK2VRF5TR6W4/IYN3LQ5WdHwO/EEJsAUqBzcBhxdillL8FfgtQXFwsZ8+efXz39BSwYsUK/p3jiMVg61bTZTzlkCyTm5PGcMMHY1jj+JhHtIeQqpNWSztaaxcXX9vd2dGiMDofuz2R2d0j+sdCTzdeN3Q+bijlnw0HuXPcZ7EoFlasWMFfFJ1tej4ptDHd0cLslCTm54wj3TX46OPpyL/7mZwq3jm4mt9V1bM5lkmYUb2/OJuMkGwXfGbGZ1C7w5b/5fyuqvXwuyfQs6awLPF+0tLg6YqHuLntKoxEOxg6Y4tmsyP9AD9teIDLU+/gc5kPAOaNZ3MzTJ1qhhsDfPux5VS2Blnx4EwKUt3HtAtn2ucR5/ijadDebo5KpKeb+fgOh5nT2uMaHomYprZNTdDSYi7rcpk3Q58Wt+LlatflXGkYbIyu5e1oPRdY+1KqarQD1Ov1TLRO7Y34cHjTKVnwAEOarmXX0l/SWl9JJD0XrSHAN5zf4sXoCzy35TlyPbl8Z853EEKw2WfQmW3HWxvhr0+VcuV/TiCr8PAwJ13qdEQ68NrjIVCnGwcOmNdnrxcMTWfPe9vwN3Rgc9spWTARm9s0tXhi2rssq3udhVk3s2nTa9TWmrZialcHrqY6hn/mFrLGX3pYykmLVs8b4dX8XU8nKHIBWKcdYNEYUxSALPISs07iER9/bDZISzMfJSWmyWhrK9TUmL9vKU3x0ucz3+eeErIuV//OvaafymOIE+dMoqGhgfvvv581a9aQlJSEzWbjoYce4pprrmHdunU8+OCDNDQ0IITg/PPP54knnuAvf/kLGzZs4Fe/+tWp3v2TRk/lk2P104jzr3MmCBvVwJB+r3OBAQXfpZSddJcdFOawxP7uR5wjYLXC+PGwZo0Z5t+/8+6zpfLf457hgfVX8kPrL/hO1zcIuwSrtqwjIy+dsVOmgsUGQw4vH3usqIrKZ7Im8JmsCb3TDCnJtekcDHXSQhJ/DSXx12p4qKqSQnUtd2c5uG1E3Drl09AYbObvNdsY7klnencVk6pgJ6tjZopJnqhnhjvIxelZ2PZ1MX/WNZ+uQacPOe5G6oIFvUZzk2qzaU9sB2kwNGkcBaMvYlvjb1GxYFfM5GjDMDugo0f3iRoAC8ZlUd8RJskd9wKIc3Q0zQz3DAbN811REWRlDV4ZCsybm9RUGD7cXNfvN30OGhshOfn4jK4oisJ5jhmcd0iZylfCG3nPKGRoZCnXWu1cYL8QS7f5ckJaAZNueoyqta9Ssf41Qpl5xIAbuIEVYgXf/eC7ZCdm8x9T/oN/lDWyLdDBY2NzaCpt5Z1fbuHqByaRltcnokgpub/yfmSlZNMtm7AqVgi2mqmFNveA1MI4x5mNf4ANz8GkW+C8uw6b3dVlpuulpJheLXuX7aCjpg2r08rfU+Bn77/PIxeeT2GSD58tlYuTruKDD54iHPaDoWNvqCY1IY2SW3+O05c5YNtVsQpeCW/hAyMPTQwFAcVUMS/q4aaSheSfpVXahTBLw3o8UFBgCpiHllOMY15zOzvN856UfdUZeswHe547HMdH7I1z9iCl5Oqrr+a2227j5ZdfBuDgwYMsWbKEhoYGrr/+ehYvXsyMGTOQUvLaa6/h9/tP8V6ffHTd7I+cTpEaZyNnwtu7HhguhBgK1AA3Al/ov4AQwgcEpZRR4C7gw26xI04/dtf7eWpFOQWpbr528QisVpg4ET76yLzh7LnQx4woE1JmsXDI7bxT9Tx/SXufz9ZfQDTRyutvvU2i10vB8MErpXwaFCF4bvq16IbO+qYy/lG3j1Wdkp16NuVGDgGtvnfZZTUbWdVUw5yMPGZkjOm9CYgzkI6In2W1W/mgpZF1AQf79UykSOYa155eYWNh7nh0uYXLc0YzzNsnNK3Yv+LT70DqcCrG/Ya9eyHdCzs3vEp7qB2kJCmUypgrrwfgyvRFXJF2NxKJlKaoUVRkdkT78/ClRzdGjHPuYBimABGLmY+ecPIenE7zZqakxLxR/FfMuSwWM6pj+nRzlHfnzhNr7pUprHjoZD/ZPB6Dl2LL+azF4GLHHKyKDUVRyZ9xA8nDprDzr4/T7u8gmpbNbGbjxct9f72PrMQsvjT7PLoiOhcUpbLpz+VUbGpkyS+2cO3XJ5GUaUY4CSFwKk5UVSWshbHauk/8B1ZCvGrViaWzBuq2QNelvZP+56P/4f3K97necz3ustk4HKAokvLlZbQdbEa1Wyi5fCK/+mgZwZjKS/t+zLcn/5impgrWr1+MrsdQQl246ispnHYDQ867GjGIMehOrYL3ZSECg6ns5xprPukdVzB+POTmnsw34dRysqu4nM6Ew2bKTl2dKeDq+uHh6D3nVCH6KiEkJprRPampcaPWOLBs2TJsNhv33HNP77T8/Hy+8pWv8O1vf5vbbruNGTNmAOb157Of/eyp2tVTRo+HRY9IGOfEcdrfDUopNSHEfcDfMcu9Piel3CGEuKd7/tNACfCCEELHNBX94inb4dOYjlCMN7fUMiU/ia9dbJp1JiSYkRsbN5pGZULA09UPsbHzfb445PtsbF7O5uAqFqTdir25Ai3BwR//+CKL7r2XjP2vQ6gVLvi66ap/nFAVlekZY3pvvP3RLt6v3crU1D6Pj1drDvJ6YBi/bgPXrnWMtTYw1WPhgrQhTEsfjU2ND8d8cc1rLA3lo5MAmEMsFhFjlFrF2MS+YeshiZncN+rSI2zl09HaCnv2mCHBGzcvpra2DITA2aoy+aqBP1MhBAJBczMMGQIj4n6ycfqhaaY/RjRqvu6pgJCQ0Jcy4nCYHW2H4/gIEYpifhdTU2HXLqiqMsNIj3dn/kb3lVxtBPlH+APe0KzUk8avNPhL14d82e5mit3sFCZmFDLl1p+zf+UfOVC2jFDOMCYqE/FID7e+cit/u+1vXDrEXPaSO0ehxXQOlrbw/h/KuPbrk1EUs0f149wfM2fOnL4dsHvg1iVmZZQ4J44pd8KI+b2lrwE6I534o34MQ/QahjbtraelogHVqlJy2QRcyQl8fqLOD7fex4ikh6mq2szWLUuQSCydraREdEbd+CgJ6UN7t7snup0KrYbLXPMBmGufzUH9Hebbx5KrXENTE4wZc26JGuc6ut6XllNbaz7vicLw+Y79nBkOm2KvYZgCcF6eKR7HRaPTg8zlW4447yfFudySbaZ2/7G2ma/vrj7isvVzJhxxXn927NjBpEmDG8hv376d22677Zi2c7Yipdlv6PHxiXNiOe2FDQAp5bvAu4dMe7rf89XA8JO9X2cahWluHr9+PNm+gb3yzEwYNgwqK80OvFv14Va92FUH/z3ut9y3dj5PaN/gR8afaAktQ3c6+N3TT3Of83U84SqYuui4ChuHkmhL4OqCWQOmXZqeSbShgo0hD3UyjbWxoaxtgV+2QMnepSy/wHTzMAyDoBYiwXZsfgxnGtVdDaxsKGNtaysbg3Z+PXoEY1PNn4JbFRhSoVitZmpCjNmpmVyYNZ4E23mfsNXjQyQC2zYGSXZF2LNnNbWVO0BRsbdpFA6/BWfS4Z9JZ6c5yj5q1OGqdlQzaPSH8TqtJDriwtWZRiRC92j0sa/TUxHHMMy8+YwM8+HxnNxOtNNpRre1tJjfy8bG4+e/0YNDcXGl6zIuN2K8H1nOKzGoI50kZeCBqhYbRXO+SEJ6ETuX/4ZgzlAKLYV8IfZ5bnzpRt5f9D5FyUWoFoV5d47m5e+spWF/J6XLqxl/kZnVeaiRJKoFhl14/A4mzuAkZpqPfvzfhf9HRyjIh8vW4fNBLBTl4Oq9ABTMHEFCmgeAebnXMD75PNqr9rJlx1sAWFvqyU7MZNT1D2Oxmdfg3dFSXgyXs4mhWGUSU7UGUiwZWBUbixKuxTDM729JSY+nRpyzFSnN82d7OzQ09HkHqap57kpP/+RtDIbD0WfCGgzCtm1mW+npZl/S54uPSp/LfPnLX2bVqlXYbDaGDBnyySuc5YTD5sBMPAXl5BB/m88hUhLsXDd58OGZESPMi19HB9yZ8wh35jzSO29q6kWsa36f3QWlFO44j3ZlA1G7nd8GF/K12UlYTqCocSSuLJjJlQXm830dVSyr38Xqtk42hT2MdsR6l9vZto/529oZqjQwwRlhis/DzLQiirx5A8oynikEYiGe3bOcDZ0hSiMe6mUa4Ot+wIqG8l5h4xsls3jEYifZcWylWI8nUsL27ZBV9wIJex7j7+ILoFqwdkTwynnkTh42YPnFdf9HVaicS5z/yeenjRpU1S5v7OLyJ1YyMjORpV+74CQdSZzjgRBmqlt7e181EujLdbfZzIu+qpojG4GA+R3yeGDkSNPjIiHh1HeWLRaYOdMc8SwvN28WXC4zNPu4taFYme+cx0V2jR2xzRRa+0bNHvW/xhjVzTzHXDJHX4jqTGPH0kcJpGeSbs/g+tDnuOP3j/LrGx5jbG4SNqeFC79QzLu/3saatyoYOj4VT2o8dvx0wqpaaanxYsGK3Q57l+1Bi2h4c5JJLkpnn38nwxJHIaVB3Z4NVFVtASmxN1QydNgMiuZ8EaGoVMTKeDG0i3UMBYZil2HmqbWoou9c2yNqFBebN6Bxzk6kNM3hGxvNGypVNYWI5OTjX/mgx3RVSjMCZPVqs53hw82/p/qcfS5yrJEWt2Sn9kZvfBpGjx7Na6+91vv6ySefpLm5mSlTpnDppZeyceNGrrrqqk/dzplINGoO6sQ9fU4ecWEjDmBe+MaPN/02IpGBo6FfKv4B65rf5zft/8OvMpZjNITpSNtJl8XB70tt3DXHM2jpmpPFMO8QhnmH0GPFFtX7hI3S9moM6aHcyKE8AK8GgJp2EqlipLWFpybMILdfWPDpgmZo7Gjdx8aWSlqiYb4+1qxGY1Us/LQxmQjmcImdMCMtDUx0S2Ymp3Nh1vm928g+hcdVWWne9CVadf5gXIe0WbAEwniCs8mbWYT1kIiLitA29gY3c+fou45o7qgZBtleBxkex+ALxDltEcL0q5DSvNCHw+ajR8Tw+/vKsCYnQ2GhGeJ8OuZvC2GGXaekmEJNRYV5A2GxmELM8RqVsSgWxtv7oqu2RTbwoSzkQw1e6/qAG6ySiwrmMnLBjznwz+/SmqCR4EpkZoeHV1aXMfb6mQAMHZdK0ZR0yjc0suLl3VzxlfG82fYmv//b73l46sOMShllNrDuGQh3wIwvn9AIvHOaHW9A0x4ouQIyzPe9sxP27TO/N20Hm2mpaESxKAw9v5jflX+f35f/kAeKnyFcoeOLHARDx1l7gJJpN5AzaSFRI8Rj/r+xWg4DhmKVUS5Vq/mcYxbJlumAKSaGQubvbMQI8/cV5+zlQPAAbW1mxRdVhf/e9AWqAnv57sQ/UpBg+lS9uO+nrG5ciiosqIoFi7CgCgsWYe1+bcWiWAf8vaHgK6Q7cwDY0voR1cEKxifNZIi7CCHAsLcSEo3U+j3UrvaQ7nNTXCxISTl7SknGOZy5c+fyrW99i6eeeop7770XgGAwCMB9993H1KlTWbBgAdOmTQPgxRdf5OKLLz5l+3uy6ElBOZ0iNSQGhjSQ0sBAxyKsKMLcwYgRIqwFsKlOnKoZUR01wnREmzGkRGKYPngAUtLzr+c53f97rEn4bGkAhPQA9aGDOFQ3WU4zRNCQOvu7yugpcCoBheN3gjiN3u44J4Ol2+toC8b47ORcrOrAL5LLBRMmwLp1fX4bAGOSpjE742pWNLzJqsw3Oa/xEjwtnXSk1VHT1sGSxS9z1edvOgVHMzj9/TU+Xziby3I6+ahhB6tbG9kWkJTFUvCTyJaYnTRHUu+y1330BkFDocRpUJKQwGhvBmNThpFoO/EW4GWt+/h77S52BsLsDtvYb6QRxQ6kYiPCV/UYNtWKTbVyi68Bn8XCrLQ8JqdNPu38RLq6zPxbn0/nzfVtRG1ulGgET+c0XD4fGaNyDltnoeub2LKbmVZ45Iyycbk+Pv5mvCrOmYwQpmhqt5ud7kMxjDOrA+zzweTJpihTWwv795s3kR5PX6j28WKUdQL3Gyv4U0xSTxpPxOC12PvcnGGn8JJHca//EVVBP05XItaKj+jqGkdCd67MZz43gqqdrVTtbGX32npqo7WUdZbRHGrua+CDRyHQBJNujQsbJ4odb8LONyF1OGSMwjDgW8u+T0gLcYk6Hf9HuwEYMmUYG0LLeGbPdwCwN0ZwRGrAMHDXVTJ+3n+SUmiKXjbFSUCqWGSMS9QqbnTMINUylWAQmk2fZhTFTBMoLh54bY9zchBCPAcsBBqllGMGmS+AXwCXA0Hgdinlpu55l3bPU4FnpZQ//qT2YkZ0QBTZPv8O9vq3EdHDA6atbX7vXzqOedk39gobS6qeY0nVc/y/cc8wxF0EwD/rXuFHpX0GkgoKzhWJuCyJJLk8ZHnSSHenk+5OJ8OdQbo7nblD5zI8JZ5JfiYjhODNN9/k/vvv57HHHiMtLQ23282jjz5KRkYGixcv5sEHH6SxsRFFUbjgggu49tprAXj++ed58803e7e1Zs0acs8C4x9dN/szPdWFTgYRPUhA86PJGLrU0KWOLjUMqaEb3c8xBqyT4xqGx5oMQFesg8ZwNcn2jF5hQzOiNEfqD2vraNjVvv6DlAZhPYjCwDDsqBEeuA7Hr88RFzbOMb75eiltwRjzRmWQknB4knpaGjR63+epPc9xXvIcFqaZcRD3FH+PDxre4qXmx7mw8FqoKCY95qfRHmTzrj1kfriCaRfMPslHc2z4HB4W5M9gQXc+sWEYVHRUsauzFrvFLBuqGzqbopmEcLLZD/iBOgMoJ40Wvpge5WujLwOgPtDEwa4GCj05pDqTBm2zP7qhUxNopLyzlgNdbRwMBagK61yWnsr1w8yUipWN5fy4KXvAemm0UGTtZLRbIaSFewWM7088fUP6DAN27DBv6jateoqg1ECL4escjSq85E8rOiwFKBCAosQSZkyNh+ud65xJokZ/3G4z9HroULOiT0WFGbGUlGSm2RwPLIqFi50XM9se473wMv6sWaghg0ejMNq3nPtnPoJt4w8oDwWJAX94/vfcedddOB1OXB4b518/nPf/UMaqV/ay4MKreOjChxie1O+G4ry7QAuDGi+lfMIYfbUpaqSXAFBdDRs736NLtjKz9gKigQjuNA/WIhvf/vAWJJL/SvsOorEGpMRRX0XhVfewOLGKi6MOim1jAfiSczR24cCjnYe/DRqlGfmUn2+KbwkJZ+5v6yzheeBXwAtHmH8Zpk/ccGAa8BQwTQihAk8ClwDVwHohxBIp5c6jNZbnLBjw+geT/kRID5Cf0OfIffOw/2Je9g1ohoYuNTQZQzN6bog0NCPWO02T5iPN0ddHGeubTsyIkOfu26ZddZLnHkFA6ySgdRLWgwT0DgJ6B00R2NN2+L6+cPULvcLGy6Uv88TaJ7hz4p0smrwIAEMaCMThvkBxTiuysrJYvHjxoPNmzJjBypUrD5t+++23c/vtt5/gPTv59FRAgRMnarRFG+mMtZFizyTBYo4SBTQ/DeGqT1xXESoKCopQEf3i7R2qE681GafaFzZtVeykOXJQEAiU7t+hMMs/0/289/dpTrH28wVzqC4KEkpQhdqvfYXCxNHQ3bZAUNVS/mnejgHEhY1zjAXjsohqxlEvEgkpnRys2EZ2sKB3WpFnDJfl3My7NX/knYTfcZFyI0brZLJcf6DOO4yl/1xGelY2Q4ef/qUsFEVheFI+w5P6nNMEgn9MzGFjyz62dbRTHjY4EHVRI1NpIgVBbe+yS6o28+26dOAgVvaSSJAEEcajRMm0aNxFcu+ysz54l/1GBgYq5oBLavcD3C37uL47z/m81Hzmt22n2G1jgjeNKWnDSXcdW57k6URNjWlQ1lT1Ks3BZjAMqv0HSdMuIiHdgy8vZcDyPZUuZs2KixpxznwsFsjKMg2Z6+tNkc/vP7655hbFymWu+VxkhPhreBmvaAkUKwaJiXYSL/gW8oPvUh4N09TcwuO//gkPf+WbWK1Wiqdnsmd9A1U7W7Fvz2LKlVMGbnj2N47PDsY5MqOvMR+YIcplZXBb9reJNAUJH7QihKDwgpE8tvs+dUCeKwAAIABJREFUOmNtXJPwBRIazRE2a2ctB6+/mKdVCBvDqA1X8APbWDQNXJ1FpneNB0aPjpfhPN2QUn4ohCg4yiJXAS9IKSWwRgjhE0JkAQVAuZRyH4AQYnH3skcVNsJGlLf3vdDdz1PoCFUDEiPWhldJQyhW9hof0WrtxG3LINGRjgU7sVgb4a56fDKJiZ5rQIAhDHbU/BmwI6wKbcKM8hpSn0BKbBq+BhdtwRYEMLwtn6/ZvozHm8fQjAvQpUFHuIHyureRQsGTMoXmYCtt0Va04DYQfpxNabQ3hrBYBRs2fkByY4jKfaUw2TyW1za+zAvLHyc1IZNZ067jsqLLyPHk8OLfHiWqRbh+7n+S6DY9xv659hUqG8uYNGIuE4rNtNw9B7ewatsSMpLyWHD+7QAYus7z7/4AgGGJfX5d23b8mVZ/NWOKFpCaaqbs1NSsY2/VSrJSRlI8fIH5/obaWLP1OVIdyYwef3tff/rAKoj4IX8mOAYJSYxzemHoEA2YEYo9kc9apFfgDwtBzIjhtrhQol2AIGSxohkaDtWBVQuDNIhZ7ISNGBbFgkMKooEImmHFbwRxqeASThQtQNQAvxBYFHCpLqx6EN3Q8WNDCg2nxY7dMMCI0mVYCBMBEcPQI6D5cVuziCgWrKogqoexal1AO52GihA6NsVOlpqCFZUwdgxFYlMsOLBikRpRaSWCgVVVcAgHih5Cj0FnzI8iDGyqnSyRhhHT6Yp1YaBjUy0kSy9CxggbChF0bKqKXdgQRhjNgLAQCCERqkDKKBE9ShcBwEARCoqUGIYkqoXQ0VEVgW6RIHUkoB/5E/q3iAsb5xjfv3rsJy4zp+AzJIsXqN0z0DJ70YhH6NI6uG7EPVijThrLahhin0CXVo/f4uKlF1/kvq9+DV9y8hG2fPqiKArDfXkM9+VxY7/pES3KnvaDpDn7ct2tQiFP1NMgfURw0IqN1u5f505d5046e5eVgIFKIn4ylE6yLBFy7ZDvcDA1pah3uYmpxfwhtfjEH+gJJBg0U1DCHWvYX1sKQmDt2sg07S6iQM7EgsMEtdZWswLK65XP47A4uH7E9ajK4PWwnlu1n1c2VnPHrAI+NyXutB3n9EUIU+BISTFNRg8c6CtNe7ywKU6ucS3gUqMLicSlQEuLg4q5M1nnr2dc2X7otPKnl1/ipptvQVVVZn+hmD99dy2dlQYHSpspGPvpjePi/Hvs2mUKYZM9c9j23jrCBMmekM8etvJO9R8YSQnj/MMxFIPaAgsf5t5CpzArpExiPzfbimluNr9rhYVmisnx/H7FOankAP2HWqu7pw02fdonbazV5uXp1HH9powGQNnxJgnd2WebpmSzzn3JIWtmQPJIcvVKAh88gZASKSVL5kzHIcO8q71LUriTpK4AHk0joUmh4sBKFLkWIe0ouFCNIXQZVnYYGxDSHBFOZGpvC6kkk0oyYPZ/GirgpVdXA1DIDRRyA1TCbz5cgcWmEtB8TBMPgRpg3a5a3lcfx5loBXsnrfYuSjy7KSkZizfVyetbf8lKexu3ba7tFTY+3PoGv2h7nYm1jj5hQxr8rPUVhJQ80U/YeHrjz1gpAzwpFC7oFjZWbX+R79cv53P2HP6nW9ho7zjIV3Y/D8CLOZMYnzbe3MDSb0B9KfzHh5A1/pM+pjinms4aCLZA0lBwmuIY4U7orCbmSqFC8wMw0jsMWveBaqPF5aUj0kFOYg6+jjrQwgR9uVQHG/HYvWRGFRyRBtpkEn57gK6owlDrEBzBfUgctFmsCCVCplJAQvAAQuocUFLB0omHFBzRANZYkLBMJmyJIKSCXZP48BKJ6iAkGoIEfAgjEWIKImRAd/SEFXPwsH8mrAZomMKNtdvLIkyYnogJBXO7EQJEuu9apIgAkrBq0GUT6KqCZlUxUDAE6EQxsJDa1Y6QoAuB320nLAY3yXPKIAnREAAxJC2WgdHuCs2DrfZvERc24hxGqjOVucWpbA2bo+++7t97rnsYPz3PLDMXmRCmcVct+zsm8LmvFvHCH58iZrXzu6ee5KsPfxPL6eSW8ymwW2y9VUZ6uKP4Yu4o7isl2xRqoznSSWu4i+ZoAFkle5d9a+p0Eq1uHJazu8C7lKaoEQnWUFr2LigK7Z17mWrx0Bb04vHo+IYMjNZobzdTn7JzNR5/8XEUoXBD8Q1HbKOqLUhZXSedodgRl4kT53TCZjOFu5wcM3qjocEcTT+eteydSt/dbMzm588xGy2uKWyZNIHpXeuI7drHu++8wxVXXYUn1cnUhcP4+PVy/vbqes5LS2NKZnfkRkcNhNvBlw/2+B3yCaF+O0idRjmCujonGRnQXN5IuCOIxQ0Z43N5ePW1pMt0Pic/iz9T8I8Rs2hSTCPo4bKK221Z5AauQdFgWBEMGXL80p3inDIGi+eSR5l++AaEWAQsAkgcXsCYSOlhy9iCEZSouYGUQBsl1h1IBBIBQmCgEBVWUmOtoCrmaKrNoFbt9jywYN4x+YDuSVfWLSV7TwcAYa8kZhe4myWKIcAw/0rDQDFUHEoyFnxYDBfhSBfSsJKgJKEKO1KHmBYBQ0GRVrSYgRYzUHGRhHmzlER3iGuw75g27Q2wiTWgGhTZ7yHFuR810c27ry7H7oVwp2R8yEqaTGPFihUAaHqM8SErSEFXV1fv9FwjmRlajIaaQO+0SLvCjJgNr+LtmxauY6hu4VYtlaptVbSpZo5NkZqPI8VB+ZadhHcPkndzgvB6vfj9/pPSlq7rJ62tE41NM7AhiAS7iGnmRVmN6VhVF1Fd4LV46dQ6CQRDOFUXUqgIXeBUnMTCMaLCjlAVYlEdp+JEaIKolEjFhYIVaThwqgJNjxBTXcSkFQsWVCEw9DAxxUVMV3AbDkTEiggpdBgpCNKwA3a9zygn1P3X2u/XL/v5VkjoTg8xEJjih8RACFCEGR2hCwPZ47EhutcSAonEUAW6VaApKlZdxxoxG9Jt0G47cvSRVEHo5mnKYmjYlTCYZ5QBWHTNzNHpbtohQwPmRz/54zpmzo67zzjHTEw36AzFcFhV3PYjf/xCmGUWV640KxUcmiZgT3CQXJRK694mdqwKcNNNN/OHl1/GDyx+7lluXnTPoNs9m1AUhQSbmwSbm6H9pq+oXtH7PM155kWv/DvU1UFtbZTtW55BKgpaoJnfJLzG8E5TCMueOGxAtIammY9Ro0yX5ttH345maEdNkfrynCKum5RLeuLZLRLFOfvwes2qMJWVZvqBy3ViRtcT7Q4sy9sYNb6RMucoPkqcycYpIQ60ryVt8xqmT5zOmAtzWPn2Tmiw8/HGLUxZ0C1svPEfcGAl3LoEhl14/HcuDrz2RWjaxYEpq/EmjSKsB9i7qRSBiq9I8Hr1bzjQUcbXjK8gFAVXQyvtxUlkyno8+2qYajmfrPRiho+E3Ny4oHEWUQ30D0PMBWoB2xGmH4aU8rfAbwGGDy+Wj6bdcvhCg3hvS0PH0GMYuobUY+ixKJoSIjYhgBYNEokFyGoowy9CdIoITTZJg91JgzWJeiWd5PYQrlAY3dDZMzabZclzsckIedpBcoP1pLV14mmIYQ1LArQALWbDDvMGx7C6cLuT8SblkpScj8+Xi64lEgwYGJqOw26QlqyT4IyBFqWzI8juqgr21R2kqaUVwhZStCyS9DTswUwyg5nQAvsPmDdmvrTLWDTqJkZMyyRjqKe3j3HxRWa0yooVK5g9ezYAs5k9yDs7m1sHmTqfzw+yqLl+ajQA7zwASLj2t4N9XMeVsrIyEo9nzfGj4Pf7T1pbJ5zu43DQP8IhEcjECrj7L+s1+/IDre/Nyh+pQGLErPSGDWJAAuDQ/FgsZhtRWwoqkKPraOEYekijXTej4g+NcZBCIlQFVVERikAopreF+bz70f09FqaagZQGuh5D06LoWhQMDSmN7viLw9GtELNYiCkWIsKO7FeVxE0AuxE129QELmsQqzSwGKAiUKWCKlRUVIQtuXt/VDzCFEhFt1Bq0v3XAvTruvsO2Z99/GsGpUcjLmycY3z7re38aV0VP7hmDDdNyx90mfZwO6/ufRWnxcmc0TexZYsZ5tpDdWAfPyxdhEckc7W4h4qN9cy8ZgZzpk5h2cbNlNfWs/Kf7/GZiw8Nc4xzNhIOw/btkortTxIVIKJhnrO9xPW2r0LYitPnxjt82IB1Wlpg3Di6S7va+K8p//WJ7aQm2EkdxPA2TpwzAUWBggLTb6O01DQZPd5lEF1WC8/O+xxIwebmMt50lrGJYbyfNJsNbe08U7GOCwqnYhnmR+5OwberEBZ0r5yUb1ZFiZuHnjhShxPVrQT1BBIdcGB/FaJDJWTrIpahsaT+eS6Z9Bj2TS0o4SATh19KscNOY8NINoTTSfH4mDx54PU4zlnBEuC+bg+NaUCHlLJOCNEEDBdCDAVqgBuBLxzPhoWioioqRyuudqTET8MwkOdNQ51mjhy3Bd4mS2ukTqRTbh1BuXcEeIECGBndxeVLVxOTGobVgWGzI602wrEg4fYgLe3VsH8NADaLHV/SEFJSh4Ilh9rWbMBNcTGMnwATlYLefahoreBX637Fz9a9TGo4h+GM4StFX6etNkRbXYCOphClH9RQ+kEN3jQnI6ZlUjwtA2+ai7ZAlB3NOp7KNiblfbIR/DGjWGDbYvNcehKEjTinlljM9Ew6kk+cNAy0SAwtomFofY4SEtCIEhMRpCpx2FwkODwoisrgwVp9a/YXMTQ9ipSDyReY4dTSQLcKLBEDRVFRFBW/zUZY9Mk5FjTsQseBwGFx40xK653nOfa34rQgLmycY/hcNpJcVuSgwYwmXbEufrHpF2S7s/nCdTdRW2umDfSkpCRafexs38C9BhQ6J1ARnM5Hbx7ksi9ew8F9FVS0d7Fs5Uryhg0jf1jhyTmwOKeMXbvg4J436Yh2gKGzVHuL9oQYszoWoKGRMzF/QCRGR4eZgpJzeNXXOHHOejweM3pj3z7Yu9ccdXe5zBK4nxYhuj3OBUxIKSGnqYTnWm6nOutKwoqT1a99zPSvTWBESSrl+wT+vQattQGSs91w1ZOffgfiHBXtuhdZ+YHptwLQucMM4W8fVcffXRE6Rz7DBqGQXfQun6nOIneCWYmrJA/GJRaQmhoXNc5EhBB/AmYDqUKIauB/wUx6l1I+DbyLWeq1HDPR4o7ueZoQ4j7g75ju489JKXec9AM4AodWOLvBfQU3AG16EztjZezUWthlWKiQGeTYrVx08y/QoiHqW3fytK2cks4mcspbEXUthLUwusOF7nQTBRqbymls6quU4PPmUFc3hry8kUybltRbzrYwuZCfXfozHj7/YR7/+HEyEjKYP9P0kvOHuli9dTOu6kz2rmugoynE+nf2s/6d/WQO8xDNdfLLLWG2Biv47a2HmCl/Agc6DvBR7UcMSRzCBbkXDJyp2uDqp8HmNm8s4xVdTk+O8tlE9SgxI4ZNsWE9iuqnaaa/XP/se83QQYIelWiBIHpM65spBBa7BYvdSrNWiwSSbGkDSqQOvqs6sViYWDSEpg+SuNEtYAiju4qQRSXmsBBWLYSEHQOFHDc4uz0wYkYHdiI4hIoTB5YjeGOcicSFjXOMhy8dycOXjjzqMkmOJO4YfQcpzhSEMNMFVq3qS0nx2pL5vylvcFHrepK2v0BFcDr7N9bRcXUBN37pP3ni+4/gV2y89MILfO2hh3C53EdtL86ZS0MDbN+yjZqmLSAEtaEdrEnYxTd9v0Gr1XA5o5QYi2mN3oZuS0LTzO/R6NF915NgLEh9sB6vzUuKM+WIbT21ooJwTOe2mQUku+OjynHOXFTVLA+bnm7+hhobzYcQ5jyPZ2BH6d9tIzUVRrZdScXSr3JFyhcIRZ0sfuF5Eodl8uZVUWasj7H5n5VcdGvJ8TmwOEelvh6iUXOQINDsp729mc0XNbMiZQJRYUeVGtP9axhxIMTI+Q/3rheNmv3WkvjHdEYipRwkb2HAfAl8+Qjz3sUUPs4YktQ0ZqlpzOp+HTUihLvNQi02Jzu9rWyOFbM5uRimQh51TCHIlE47ifvaaKkro8PfgGazozsTMOxO2jtqaO+oobLy72xcn8KIkWOYNm0kWVmZCCHITMjkJ/N+MmA/frf1We7/+/3cM/kenvzRk1TvbmP32nr2bW6ifl8n7OvkXuEAv8AwJIpy7ALEjpYd/Hjdj7ms4LLDhQ0hYMJRP/ITypo15mDk8cLnM8X4o5GQkEBXV9eAaY888gjPPPMMaWl9o/8rVqzAZrNx9913s23bNqSU+Hw+li5dSsLJdj+uLwVpQMYYUAdecNvCbTSHmkmxp5HiSD9sVSHMc3IoZF5r+/QRSYc/hC1mdCd3mKKGtEhaacDnSsVtM1W5DGveUXfPMDRTzIiF0PXYoTPBMBDSQFUsWKx2FJsDv0UjgCCClf5RHxY0jH6vvcrZW7UnLmzEOQy31c0DUx7ofe1ymTeiW7f2jRZNSZ2D3zuZQN5tJH9YR+vBVj56q5LL7xzO7V+6j6eeeIKozcFzv36SLz3w4GHKfpwzn2gU1q9rZd++V0FREKE2nnW/QZ5rBIW1YwkTYrLrFfJ2v0pH7rXotqRDUlBMtjZtZdF7i5iWOY1n5z97xPb+uPoAtR1hrp+SGxc24pwVeL3mY8QI8/fU1WWmaR04YHaafL5/3Wj091t2Ut7azqLJY8j3erh82NUsrvsu26rfZ5L3MvZV17I3W7LFOY0t02FdYDPJlSoT807/Ut1nMroOe/b0RT6+0/4ub1yRhV+YoWvjw5uZuOsASbUBzr/6ke5wZJPKhijTJqvYbApHD1GOE+f0w6bYsfVLsJ9sHce9chPrtTClMotKkUUl8LoHhkxQ+fn5/w+btNHVuI+OmjJaK7fS1LyfmCsRLcFLKNLC1q0fsHXrByS4Exg7bixTpkwhJWXgwIhA4LF7uHrk1SiqQt6oFPJGpRD9vMb+rc3sXlNHVVkblHbw+k82MueWkaRkH9vNdaGvkBuKb2Bs6idXGjzZ9BizHy+amv79de+//34efPDBAdN+9KMfkZGRQWmpaXC7e/durEfK4ziRSAOQg+aDWhQrdsWJ1GwEg4ev2oOi9Ika0jCIdIVxxLrTQhSwuxyodgsdsRYCoU4smhWP7cjee1LqRCJBYrEghqH3nwGGjjB0LKoNi82FanWC1YIqzPdOIunQu9BRAYmTKC4BbuHAJs60hJJ/n7iwEeeYyM42RxRbW/s6ZobVQ0ixsSf7H6QezOHAxlo6rsonJTObq65YyGvvLqW5K8iSvyzm6huPa1ponNOAXbt0Sjc+jaEoWMIhfuH8I1LA15N/SbgihM1txzdmHPWxTDRb0hFTUFShUuApIDsh+6jt3Tu7kCZ/JC5qxDkrsdlM/43kZMjPh4MHoaKiO0rOe+zRzJUdfna1tNEaipDvBYdd4a6iR/hW4BryO/JI8Y5j6OZqJk1ootQ5j43uUSws7+Taiqf4n7I/kD7jPph48wk91nOR+jrJrI+LEBY766etxx8O4hceRshKZu0txV4XQw2FmH7xV7E6+m6u2trg59s/om5NkH8+cCFF6fGKNXHObFIsGSy0XMZCIGqE2BrdwiqtljVGBm40HIo58pGQUcSH3gqmT7ib0YaP1n0baNz9EQ21u4g5XWiJProCXaxevZrVq1dTVFjEjJkzGDbMNCv/6vSvctuE2/A5+qwKdzTuYHT6aIqnZVI8LZO3X15Oa6mNhv2d/OWH6znv8gImzs9HVY8+GDcyeST/b/r/O/IC5e+Dvx6KLwPXuWEif6zU1dWRn9/n8VdcXHxqdiRrvCluiIGftZTglMlY1ORjjJyUaOEYkUCkN73F5rYRFh1Y7Kag4LOlYlFsJFgGFxh0PUok0kUsFh64I4aO0HUsFjtWpxeLPQFDkXQZAfwyQsQwKFAFKhYEghRhoAhwCRcK52a0fFzYOMfYVt3OI0t2UJyZyI+uHXfE5Q50HMAf9TMyeSRW1YoQZhjsypXmyGKPG/tX1s5nU+uH/DTtHWxNTla9Vc2CO4cxdsb5HNizm437KtlStpvhW7cwevyEk3SUcU40LS2wYumLRIgiYlFKkw/QHGpjbsZ1JOxPIoCf7PH5NI0wg1GjUTMXsX8KSg9Ts6by9jVvf2Kbt8woOAFHEifO6YfNZqaq5OSY4kZ1tWng7jx6Gi4AN40t5rN6EQXevg7UJUOu4vf7JvC0fIv/DecBPqas6WTcpKXsUoexNmEUrzCDd0aO43871nD7CTuycxNdhyW7V6MOncZdFe9Rv72GkrIcPGIz9VV/xR4bg9BiTJx4NQmpfVaNPSkobqeCLaTgdZ6CUc04cU4gNsXJeY4ZnIeZstJmNPbO2x0r5Skti6djdYwTa5lf4GPmiAco0SWtBzbRtOsjGqpLiSQkEPOkUF5RTnlFOZ7EJCZPmcnEiePxefpEjX+Wr2D+yxfx+ZI7eGTqL9FCTlSfYOznJlO/cT/7N9Sxdsl+KjY3MfeWEtLyPkX1j2Xfg9rNcPeyc1rY+NnPfsaLL74IQFJSEsuXL+fOO+9k3rx5vPrqq1x00UXcdtttDB8+/OTvnBAgBoZE9qSXxGLHlg4qdTNKo8dHQ7VZUFwKVaFyokaYQqsXq2IHBAmWQ9M/JLFYiEgk0Jdq0i1mKLqOxWrH4vRhcbgRQiEoAzTLTgK6jW6LHkASlmHcwhS8E/Bi6GYllCPYiQJmpMnZGkgfFzbOMWK6ZFNlO8ZRzEMBFr23iLpAHX+79m/kJpoFyx0OM41gwwYzJcXZtZtnpJM/Sxt/tjzBLTxM1dYaOjsK8HgVFt5yB5Xf/w5NhuD1199gSMFQPN6zN6/rXCEWg3/8dR2twf0gJUWZo8kqns/OsoP8f/bOO86K6vz/75nby+6923fZ3thG710UEAQFxd5jiooxMfozphvTjN90jTFqjL0LGCsqIov0XhfYhS1s7+3u7XNnfn8MbAGWolSZ9+t1X7AzZ87MufXM5zzP57kn7lHqt1WjNxmIzUkA1FTAtjYYObJvCoqGhsaxsVph8GBITob169V5mNl87GOyIg8vpKaait6V+wgPbrqSF8zvcXvgBjBaGdwYwzh3PiM9+1g5Xs8OMZOM9AmnaTQXJlubi3l49242iumYE35AevxDNL5bi07WI7rrSffngQixVhsJ2X2f+7Y2GDECPp9xEcqxHL81NL4BGEUTcWKPsKcTdIxmH1tJYjtpbA+AI7CWi8VWZqUNIT/7QXKlII3FKzmw6X3aJTfBiBg6XW0sX/4RX65YSsKAUWRkjEOWw/m8vg49Rl7b/V/WVmzi13kLebPIx+4vl3H/0HEkT4ijZcdemqu6eOexTQy/NIUxc9LRGY68A1QUhQZPA52BTgZGHCWNL2sGxOSC6cKe8x4tFWXYsGGUlZXx2Wef8fnnnzN69GjWrl1L3lk2EVIUtcqfKmooHK8ySdAbJOBRozQEQcBoNxPSBzngLkZSghgEIyFFwkBfZ3BFkfH73QQC7p5qJoqCEJIQFTBZHegtYQgHRReZEAdCLqTumqkKZgKECQJ20Yao6AmF1OvX6dR5w7EiPGW5Z7ERvnkixzdoKBonQk58GO/cPZ6/X3/s6ImBEQMpiCpAoe9kKi5OnWS3toI+0MyI1rVcowtnvfIZAbuPkD/IhqWq4i6IIrf/4D4MAS8hQeDFZ59Glo+lIWqcD2zf1krJ/g8BcMoiOeNvYmTURbwwcS1Sqao6x+YOQBQVrO1b8VSXkpX19dz83X6JtaUt7GtwnYohaGicVzidMGYMdHaqE5KvwkVxc8l1jKBMqKDT1gaKwr7aehxprURWx3DT0njey9EzJXV89zH3bVzMwrKV2vf2V6C8o5rvrFvE7B1uNobSMSk+5ukbaK0wIEsyYQPC0VU2gqhDH/CQMnR8n+Pb2yEhoed7UxCEPtWlNDS+6Qw0DuKR8Kt4yZ7OHbpqEmmgAwf/k9N50FtLUA4g6g3EF1zCmNv+zthL7yNVtGGuKUf0dBGSA1RXr2HVysdpaFjB/IHX8MKktSRZMynzbOee7SPxyE0YRBG9NUBKfiQ5l4/FkZmEIits+eQArz+6Fb8vdMS1KShcuvBSrn7/aiRZOvLiL/kFXPU0RGedgWfq/MNutzN//nyeeuopbrnlFj7++Az740p+aCmFjhqgR9QIBNRIjWrffip9e5GUo/3gKvhdPgJuHygKepMBS4SNgN7Pga4KhFAiZhJJtqRg1tn6HBcIuHF1NuD3u1RRQ5YRgn4MCljt0dijU9BbHXgUb7eYLaJDj4weiQghQJpoIEnnJAwHiqSKGkYj2O3qw2BQx9Df41DbQ1GggqCKHJKkih5nGllWdZ1T1Z8mbFxg2E16RqdFkh597NyrJ6c9yZuXv0ly2JEVzHNz1Q9Hhz6bA0MepzLjXhDgE5MablaxpYbOzoPni4jk6vnzEaQgrW4vHyx8+5SPSePM0doaYulHz6CIIgafl6yLbuqebAe9QVrKGkGAuLwB6IOt5K2cyoQ9M8k6xm/7C7te4Ip3r2BhycJ+25Q1ubnxP+v40VvbTvWQNDTOCyIi1KintraelZajUdHeyXvFpWytb+yzXRAE7hz4CAD/5W3CRXVGs2brchxxIu52P47KHvO9L6o38VZXBvceCGP6qo/4onrT6RjWNw6f5Of+TYuZsqWWj7yZCChcIpfxH1sat5jn0r6zFYBOYTV6kwOkIOMv/n4f0eLQJDM3V6sUqaHh1EVzje1ynrbP4DFTiKlCKTPEZgyimhPtlbt4yf0ewYQIBl/5Cybd+CdyYvOw15Sjd7UhKyH27VvOF5//gzC3nlcmbeLi+Pm4pU6+9H+Pm0Y3MC4pAUEAW5iOvEsGUjB3JEabic66Dhb/YxeS1PeOTxREMp2ZZDmz8Eres/G0nLesXr2atrY2AAKBALt37+7juXFGkCXwd0Kg6whRA0BGQlZCiMLh7t0K/i6K0CtlAAAgAElEQVQ/kj8IgoA53IIpzIJb7qSyqxhFERHQY9GFo+t1rCT5cbka8Xo71AVjOYQY8GESDdidA7BGJCKYTLSGOjgQclGniHhlb/dvQYxiI0kJwyE7IWREktTfBqtVraJmNp+80bgoHlvkkCRV8DkdyHLPOXQ6EMVjZs6cFFoqisZJYzSqKSkbNsQipnyLVBQGNS+hsPVd5ui/hb+1gy2rXUy9TM1PzB01luE7d7ClopqtRXsYuHMHeYP79/fQODeRJHjr5dfx40cIBsgYOo3r1g3nkoSr+dWQ52gqrkWRFSJSozGFWQi0t+OyDcYa5TxmmFuDp4GKzgo8wf6tp/U6gTHpkWQcR5DT0PgmExsLw4bB1q1qKdej5QCXtLbz8o69TEtPZnh83zJ1k2MvJ98xij0dm1mU+DHTyycQNJhpU75EZBJ7P1xFrlWBIdcxPr6A+9uW8Vyzg92hZG7aB+Mq3uXhgbmMiNXqjvaHUTSw3WMgiJEpxjKuDAwm1TSfsGAN8ro/IvnGI9gaaAo2g6gjJ30czshUGhrKu/tobYVBg9SJ5v5GFw+8vZ1BiQ4evercq8CgoXGmEEWRwaaRDDaN7LN9qW8l78hpLHbXMU5czzxzBgUXf4e0iTdRu20J+7d+gDcyBh+wefNCnI4B/HzwE+Q5RvJU8S/4w87vEmmKYVLcnO4+w+Ic5M0eRtH7W2itaOG9f+3lqnvzEHU9SuO7897t/2JDQQh0gc4IxjM7b3E6v14lk6P1dzw8Hg9JSUndfz/wgFpZsbfHBsD//vc/SktLWbBgAYqiIMsyc+bM4eqrrz51F3wi6E0QmYGCiN/fV9QASDbnICsy4mHr/0FPAMmnRnGYwy3oDHo6As3UeisACDeaiTGHqeEHsgdZlvB6O5Akv9qBLCNIQUzmMIyOBARRT0Dx0RZqowsDCqpYp0dCbxJwmFRxQVEMB/9VH6J48kLGsTgkchiN3ZVkCYXUtJxDCymCoD6+atrKoX5Bfa4PiTFqf6dOQtGEjQuQ51aW0eIOcN+0bMyGr/bJiI5WK6W0tIDTKfD93EdZsG4aay1LmOS6ggNbq2kdm0fkQc+ky2//NpW//TXN6Fm0aBE/TE0lPPzCzj0831i6ZDMN7aWgKGTE5FBp7yCkSPhCHnToaNijhvTF5ScRCkGzP4Gs765CF3HsfhcMXcB1OdfhNPX/65mXEM7bd43vd7+GxoXCgAHqZGPXLlXoOHySkeEM5/LsdHKijvzgCYLAHVk/58eb59Ohb2Vz9EZGtU+ihRAOdlDTPAj37o+xDbkOi97CTwZfzp2+Dv68ezmvdcSzLpjOnF1eZlsX8Z8xV2llvAGv5OXpvcuZGp/J8OgcRFHkjznpSHKIHMN8Nm4Eczjo25uoqpaQZS8d+m0gWhAJsDB8IbNdDhIO9tfVpd5IHKoe1ejys6O6A7P+FM5iNTS+QQzUJzIutJ8NSiqrlQxW+yHb/yFXGMxMGXU58YOmUbH6DSrK1xOIGUB7Ry2rVv2H4YlDuDH2Vt5ofIWfbL6Wf49fxpCInnmGxWkjd9ZQdn+0lfo99Xz8vIE53806sZSwpQ/Duqfg0j/AhHtP4+iPZNy4M3o6gH7TFR955JEjtqWlpXHbbbed5is6DqIezA4CfvB51fSN3giI6A6rlhL0BVRPDcAcpooaLf56Gn3VAESb4okxJwICiiLj8fuQpIPp04qCIAUx6E2YIuMQdeoJ60JtuDHBQR8OixAgxqjDaQzrfp8dEhTOFIc8N/R6MJmOFDoO+Xkc4pDYIQj0EV8Ob6PTHS5mnKbrP31da5yrPL2ijH8XltLpDfbb5m+b/sbUt6byYdmH/bbJyQoS0biEsOr3GR19CWOip7HM/A4A7poGdm0Pdr+xRVHHbffeh8HvQULgpWef1fK2zyPKy9vZsPF9ABySQt6kW5k+4FrevqiIB/L/TtuBZgJuP2aHFUdiBC0tkJ+vhs8fD4fJQYYjg0jzhescrqFxMqSmwsCBR1+Vy4p0csewfCYkJxy5E5gcdwUxxlj21e5j8sA7ibIlgCDgctYRCrWxX7y8T/sIs4NHR1zJ6tHpzLeVIQoyNp1wwYsagVCQp/Z8ypiVa/i/pgH8oXh3976xcYOYmDCUiooew2SfPoFS/wTc+i+RLBYISVTnBinxbMEttQPqhNHjUaM1Dj29Q5KcvHvPBB6+Iv8Mj1BD4/wg1ziEX4XN5z+2WOaJ5djoYh9J/C0YzW+7PsZodTBwxt1MvPq3JMtGDC31oMhU1+wgpyGTy5R/EOb9ET/aMIcy1+4+fdtjwxk4YxCCKHBgcxVfvFV5YhdldqgPLZfsnOVQCsqJVD+R/EECXWopVpPdjM6kp9FX1S1qxJmTiTEnAQKS5MPV2YAkHbzHkiT0sozNEYfZGYeg06EoaiSEHhCQcYh+si0iA8OcRJjCzik/pd4ix6G0lbAwsNnUqEKDge7xyHJP9IfVqrbp3d5gOP1GpRf2zOQC5TuT0nnw0oGYjrEC5JW8tPha6PB39NvGYpIYUXwDmdu+C8A9OY/SpK9hr2kzSkimZlcdjb3SvMOjY7hq7jwEKUhLl5tP3n/vlI1J4/Th9cq8/cqzKKKAweth7KX3IxxUspNsmcRZkqgvOvjlnp9IR4dAbKx686WhoXF6yMpSV/VbWk7uOL2o51tJ3+PhQS9yUexVjJ5yB3pFQDZbcJvWsq/cftTjkuxxPDVmPoXDYvh5/uTu7S+WfM6CDYupdNV9neGcN0iyxPPFnzN2ZSG/rY+jiShShHquju+r4no8qvBkOxiF3lSvEJD24otWQ41X6dZwefLd/DT9eQrs6ipxa6v6uob1qjJpN+kZnhLBoEQtwlFD41jE65O5034VL9mHcZe+lkQamGzoSQPxOQwkzbuLsRffTXR7BzpXOwoKY2hjjhiFL+DmB+tnUu+t6tOvMymKzIvU9Lu9haWs/rAWgH9u/SezFs3ik/JPjryYqT+Fn1bC+O+fvgFrfHWCXkKuZnQh9xHaU1Dx0RiopENSVw5CQQm/S/VRMVpN6M1GGrzVtPgbAIFEazqRpjhAoc3VQldXa7ePhi4YxGaLwBKZQIfOT0XITYfsIhRSRYEBNjt5NjNp9gishuOUPDtHOBShcciI1GJRf7PCw9WHzaZGZhwyMT0UzXGm0ISNC5AFUzO595JsHFZDv23uGXYPX1z7BdcMvKb/jvRmlOxZtMXOxt2lMChiDBfHX0WhdTEAXQeq2bNbIdTLUDp//EQGJakriRu2bqNs/75TMiaN04OiwNuvvItX9iBIQYYNn88nre/yUfUr3Y7NntYuOuvaEfU6nGkJyDIUFIBQ+jn8NRfe/+Exz/Hirhf566a/UtfV/43RXz8rZvCvP+X5VeX9ttHQuJAQBPVzZrNBRy/9OaQo1HW5qWjv7PfYqVHTmZV4IwbRiMFgYvioawHwR9qoLCmks7l/M7zsiFTibTHqueQQj9cqvOvOYOKmKhZsWEx5R/WpGeA5SGHNFsZ8+QU/r42mTokhQWji0QHNrJkynRszp/ZpW1urhtwemtA17i2lK6wURB31gQrGDLmeRHMmubbROA0xyLI6QUxPP/Pj0vhmoSiq4NnV9dWrKJ3PWEQ7c62zedo+g0tMF3dvf9W3hu+4K3kxqpSkG37A0PxZWBqqQQ6Rpndxv3IfojfEMyW/PqLP6Kx40sZnA7Dtw71sLmzCHXRT01VDk/cUGlp8RbRy0CeH4u9E31WFUW47Yl9QDuIJufDJHmQphK9T/T00WIwYrEZkJUSX1IGAQLIti3BDFLIs4XI1Isp+BNS0E6NOjzkqnnajRHnIR6tiJIQOjyJjsx30tNAZMOi+Ga4QZyPIRJZlAfoaj2rChsZRiTBHEGONwaQz9d9IEBBufgv9jS/S5RZQFLg753fsNm2kWVdHoMtHc0ULdYfdr877zl04JB8IAm+9/jper+Yofa6yYV0x5TU7AEgOG4A+OY2/7b6fX2+7ja2tKwG6vTWis+Pp6NIzZIiq1uJtB1cd+PqP+gH4oOwDXix6kY5A/+3aPUFcfgmdeO6E52lonG30ehgxQg3/9KlRsniDEvcuKeRXy9ce89ilLa/xcu3vqfMdIH5APtH2GBB1eBy1bFu264TOrxN1PJefxCRjOUGMvOvOYPKWOu5cv5h97ScYsn0ekWiNokGJJJZmHo6rZ/3kqXw7Zzp6se/ENBSCigpwHAyyCPoC1Fe/ixTuRJFDfB62nrnJd3S3VxT1mMGDjwyLLixu5Mkv9rGjuv00j07jm4IoQk6O6tUiSWrk0KFHc7MqhLrd6nfG6ax8cLYRRbH7synLMh4FJPR8LmeywNvJ85kebDMnEe8LIfo8mAUr31O+x3WmG9VSnIcRPyiZxOFpAKx/u4gpgev5+KqPuTr7DBtfHobZbKalpUUTN04CWbTg10ch6480djWJZmKMSYQLUfg6PN0lXY02EyAgCjrS7bkk2bKw6x0EAh5crkZkOQSKjCCFMDqi6LQZqZAl2hUTCiJmAsQLMhk25wmlv2gcG1mWhaamJgfQZ8JyXjy1giDMAh4HdMBziqI8dth+B/AqkII6pr8oivLCGb/Q84SGTh+17V4SnRZiw79+6JPTCWlpUF0NmVEFXJZ8Myvd73OV6y681dXs3h1NVJS6GgWgNxi4+a4FPPPUU/hNFl5/4Xm+veCer30dGqcWvz/IyuVvgiBg8/kZPPtOfrPzu7ilTibHXs6IqClIAYmmknoAzImJpKRAXNzBDnIvh/uLQOw/MgjgjkF30OBuIM4a12+bR+YW8ODMHAw6TdjQ0OiNxQKjRsHatepNsdWgJ95uxWYwICsKYj/LKOvbP2W/dyvv7n+BNycWMT5vCB+u/wwp3MmGL15l8rUjEU4gGXZkbB4LY/PY0riHP+3fwwpfGu97MvhoayMvZjcyI2nUqR7yGcEV6OKZ4hWs6giwaMJcdKKO7IhUXsluYmL8FEx6Y7/HtrSoJmuHJq/lqz7CG6WmfkYo65mT+W0MopEvWt7Cr3jJl6/EaqLbbLs3n+9p4NV1lYSZDQxJOoHyBBoXPIKgpoIeSgcNhVQRw+dTBQ2PB7xe9W+PR43qONF7YkVR39fh4SfmTXCuIIoiPwubz4FgCe/4dvGlksI6JYN1Dhh2mZO5VW20b95EICKG/ftW01JfyvCxN2Ay2dD3msMkjUwn6A3QuLeWbW9WkjJgNNYM65EnPLAWlv0GEkfCzD+c1rElJSVRXV1N06kshdIPPp8Ps/n8SJk4FoHAIT8IN1B/xH5FUQh4AiArCHoRg9kA9fTxvlAUhUBgH6GQ6qUhyDJ6vQG9yY63tRkXOgTAiIRF0YPOSIsBWrVp7BHU19frQ6FQ9EkeJgO7JEn6bu+N5/zXkiAIOuBfwAygGtgoCML7iqL0dvj5PrBbUZQrBEGIAYoFQXhNUZQLMAjv+Pzzi328uq6S384r4LbxaUdts6t5F4v2LSIvMo/rcq7rvzNFgaCXzHQTtbU6AgG4c+AjbLAtQ1gp0lnTSrTHQ1GRlZEje0KVYpNTmTZpAp+t30RVYxOrVxQC2qf9XEGSFHZu2khIUND5PIy5+F52dGzgo+qXMYhG/l/BPwBoLqlDlkLY45zYo+zk5PTqxGAGR9LRT9CLyzMuP24bnSjgsBxbINHQuFBxOtUS3Nu2QWyswL8uu/i4x1wadTPFxdupd1expWUFU+1ZjDHXsz6QiCfSzMfPvcOcO68/4WsYEZvHm7F5bG8u4U8lu9judzIpvqfCQHFbOdmO1HPedLS2q4EnStaysCOaLtTSJO9VrGF+huorcskJCDVlZT3eGgF3GxUHPkWOjUcn+ak1rOfK5LcAWNL8Ak3BGn6XOo3+bhWmDow9KGpoHhsaXw2dTn0/2mwQFXXk/kPGf4ceh6ow9H4cypP3eKCxESor1ZtDg0HNrz9fRI5Uw0AeNAzkdqmGRb71fBYawDYhjVyrjWHjR9Kx4SXarWbaXPUs/ezPVMW7+MHYJ7qPFwSB9Ik5BL0B2g40U/h6CTf/YuiRZo9BN1SuBf3pFwEMBgPpZyiHrbCwkOHDh5+Rc50uPB5YsQJiYnrKjx5O+eoSGnbXY4sOI//yEfiCIRasm0a6PZ+HBv0Tj6uF9atfxB/ygywTsrrRDx3D5bHXEwqBIAd4veMNrrBOwNyWTWyGGkV1jv/8nTXy8/N3KopySlZBzoevojHAfkVRygAEQXgTmAf0FjYUIExQv1nsQCsgnekLPV9Ii7IxJMlBuLn/G8XarloWlixkWsq0Ywsb/54IjUWYFqyhoKCArVshMS6dq7K/S2ntHppK6vDW1NBozKa2tqeEHcD42XMpKdpFhSfIsuWFjBx1fq7sfRP5YPEXdAUDEAqRnzUFc+QA/rRqHgC3ZT5Eki0TRVG601AsSUkMHarmDGpoaJx5EhPB5VJvqmNjj5/vOsY5k4cGOgg3RJJqH4gfiJr+bwwf/YmgCXZsW8bQ/ZNJyhpwUtcxNHogr0UPpCvgxqJXw/QaPS1cuq2BFHE33443cWPmZMz6Y6Q5ngW2NO7h3+W7+cSTTJA0AHLEau5OsjM3bdIJ9+NyQVub+hooikLRkn/ij1IXot4WPyY39WbCjarR6BTHdTR5Whg7xEHxjqP3Nz0/jun5/UezaWh8XQRBFSgOL3l5NBwO9ZGZCZ2d0NAAVVVqhJLRqFZNOB9Ejhh9Infb5zO94SM+ldz8b5MNQ76Z6254jH82vkBU5QHCG/WkNjjZUfQRQwrmdB8riAIZk3PZWruGjupWnlr0Ft+/5oa+J0gcCXcsgYN+RBrnDrW1YAk1YfDLhIwRKGLfievOqjV07fYiCAIZU/LQGXQUtW1gd/tGaj3lVFTdTvH2z1AE8Dj97MjNZ5tpMCbFh7l6F3mONBLD7FzrT0UIZFMwCFJStAI5Z4rz4OuHRKC3RXE1MPawNk8C7wO1QBhwvXKUBDlBEO4E7gSIiYmhsLDwdFzvGaWrq+ukx5EFPDAI6NhHYeHRzTs7g51cH3k9Mb5jP08jvAFsopFt69fgClfD4A6ZphniFCiBuuIKUlOq2bxZoLi4r2KZOGQEtcuWErCFs33zJqw22zm/onc8vsprci7R0d7J9qJNIIhEhIKYE2z8Z+cPKencRqwxjtlhE2loKMTXpuBtVxCNEJZYxI4dfcukRTetJaJtO83RY2mLPLrCLysye3x7sAgWMswZ/V7Ty7v9+CW4NseA03Ry74/z/fXQ0DhRBg5UV1FratQb6+MxOGJcn791Oj05WZexq/Q9/FFxvP+vx/nuY3/EeJKfOQC7sSd3eXtrOUaC7JMT+VktPFa7nivDW7gzaxSZjuST7vtUI8kStxTV00omAOMM5fwgLZmLB8w+6d+jmpqeG7umvSup9zaCM5pAAHaZdvBIuhqtoSgwmm8zfCIkRELxKR2RhsbpRRTVSDGnE7KzVd+O+nr1/R8Mnj+RHGHYmGIYizO3mYKYSIqk7XxmGwN5Y8jI2s+oqj1QtgHB52PQiPndkRkGixHrUAtdm9x4VpkJXhHCYOpVadASAakTztKoNPpDkqC8HEZW/YjITR9SOuoV2hPmdu9XFIWG9bXYiUTJlLBFqVXChkSM57kJq2iv2Mve7Z/iihfZlp5BkWkwAAYlwMhgOS9tNzAjWcc1WXmEQjBu3In9FmucOs7xrxzg6PkJh2cDzgS2AZcAmcBSQRBWKorSxxZeUZRngWcBcnJylKlTp576qz3DFBYWclbHMWUDiCIjD/7pdsPKlRARAZuEpTToa4gLpGAKDEJ0xhAeTp+UFICsxAG8/MYbBI1mWupquPbmW8/KUE4VZ/01+Rp0dQV54i9/AkHE6O5g3FW/pzHUxGtbXwLg50OfJzVuFgBl+4qBGiIzkplxafaRE5hPl0LREhILxsPEqUc9X4e/g/vevI8wQxhrblrT73U9tPpzGl1+/nr7RcQ7Ti6083x+PTQ0TgZRVCulPL5mB5vWNvKjccMYEnf0tNVGfxUNgUrijCnEGJOo8ZSTZMsgLWcI+/asxG9spRUPy974iMu+dcXXuq4ZSaPYGuvmuX1f8nqTQKUSz0ud4by8uYmJpk28Of6KIww4TydFrft5pWIXP8qZSLwtBr2o55aoLiq9bdyVWcDw6Ku+Ur/BoBqi73RCwNPB7pUvIiWkgAJr5Y1Mip5Jmj0XUH04UlNhwHECYnZWd2AyiKRH2zDozm/RX+ObiSiqc76ICDXc/lAkR3W1KrTq9arIYTD0pLsEg+qjd9W8Q/4dFotqQH6mVrgHx0YzOFb9nnTLBm6SCnk/FEmZIYuyjCzSU8oYU1lE14omxk75HqKoChgpBdnsKNmAtTOcNe8d4KLr+l+c0Tg3aGo6aJhrsBM0xhDSh/fZ37y/AXtbJEGjnwEjkpDkIHrRgKIoBEtKaWzZx+oJA9ltLADApPiYqavlGvMEiuuSMUTUkmByIklq9JImapx5zgdhoxrovaSThBqZ0Zs7gMcU1RJ4vyAI5UAusOHMXOIFzGGrWTYb5ObCnj1QEDGaT+xvMKv9FhpKqsm7NIaGBlXRT+plvZA+eChjtmxifdkBivaVkr9jOwVDhp7hgWjIMrz2whsECCIEfGTmjUBntPJ/G7+PL+RhRsJ1TIqbrbaVQrSUNgAwZmbC0Vdl8udBRBokj+n/nIrMxAETMeqOncPyx/mDaXUHiLBpPhsaGsdCpwODLUhHwE9dW4Ah/WQxrGhbxEfN/+XKmHtYWPIcjZ27aSQMRCMlMe9R0vYBkiOKXSsXMvySccSnfL2QarvRxo8KLuOHssyy2i38t7KSlf4UOkN9Kxesa9jFuLhBpzxyr87dyOvlG3m/RaFYTgLSsO9fyy+Hqqt1Px/y9cQbUCtOhELqa1D8xX9wR6iGBib3AGZYV/PzJoXqfX+jNOEBTBYJYvdR2WkjJTyl3z5vf2EDre4AG38xnZiwcyt9R0PjcA6P5HC5VE+O6mo1RctkAqtVNR8NC1NFDKNRFT18PjXyo6UFWlt7/A8MhjOX4mITHdxsm8dVsov3vcv5nxRBuT6D8owMcoN78H76ZyZPuw+D0UK4MZIhU8ax+8MtFBVWMnRqAs7Ygy75QR9seAbkEEx+4PRfuMZxURQoLVXfexWxzxyxXwpIVK7fD0DO+GEIJoVrC/O5O+d3hBU30+JuRqdASNBjUnzM1tVxtWUiETo18nF8EmSZEoiOVj2v1h67MJnGaeJ8EDY2AtmCIKQDNcANwE2HtakEpgErBUGIA3KAsjN6lecRmw+0cverWxg0IJwX7jj6TWcgFGBd3TpCcoiLU45vRNeb5GRVvJD8ThZM/x3li4rprGon6AsSFWWgqEh1f7f2MpKeecu3KPrZj+myhvPuu++Skp5BWFjY1xmmxkmy/POt1LWUgSKTEZ1DWHwyy+oWsrrxY+x6R7dhKEDbgWZCAYmw2DDS8+xH7zB5zDFFDVDLCj894+njXtu0PC3HXEPjRPnNvAJ+NjOf/UVGXC71BuJwEkzpFNjGE2tKJtIYyz55CzqMKIpEwsBMqpen4LFX4o2OZckz/+Zbv//VkQZ5XwFRFJmRNIoZSaOoctVT7+35Ifiybhs3lIgkFC/jYnsXM2MTuWjA0K/lx/HM3s/4sNnDlmASoYNmoGa8TDbXMjnm1K2wKorqbxIeDq0V26ip2Yk8IB1RMrBfqmKMyYoS9BASTHg8kDeqnSs+vo5IcyQrrl/Rb79ZsXZauvyEW86H6ZqGRg+i2OPJkZWlChU6Xf/t7XaIjlb9O2RZNXl0u1WRo6ZG3RYZeeojORRFocblpsXrY0hsFIIgYBXDuME2l7myi+faXmW1voBYTxNuyccXS/6PCVPvxhYWS3iCk+isOJr3N1D4+j6u/NGQg53KsPRh1TxUEzbOCdrbVaGtvyiKmi3lBL0B7LHhRGRGcde6qZgtdr4w+hlmacbukkmyxnF/2EjsuvBuQQPUKJDmZsjIUFNCj/U+1zi9nPO/lIqiSIIg3At8ilru9XlFUYoEQbj74P6ngd8BLwqCsBM1deUniqI0n7WLPscx6ESaXH6auvz9tvEEPXx/2fcJN4azOmV1/52texqKP4Zx90COmqKg08GgQbBmDcREJ9Ka2ERHdSstpQ3EFySh18Pu3X1TUkSdjkETp7BpzWoki41X/vscd//wvvPeb+N8oaqqk9Wr3wMBwv0SuZNvo7xuCX/e/UMA7s17jGhzQnf7hmK1PNbgyfFn5Xo1NDT6Jy7cDOEQY4d169SbA5utb5tJEfOYFKEaAvtTgqxp+oTB9iRemLKdMEGHQ8nCF6pDtthoqNnP1mVrGTH91OaMJ4fFkxzW8x1S6+3EgUCdEsPrrhhed4GldAvDDfVcEmnh3vxZ/fYVkkOUdVSzva2SWUkjsRtVweTTZjcbg+mIhBhtqGB+jJ1r0scRZhzfb19fhY4ONQQ/KsJP8WdP4Y9RRRRbVwabLP8iNu9htqTcRXOzQlYmmK0SORE5hJvCj9nv23ed2uvU0DgbCMLJ3eyJoip02O1qCfnMTNi/Hyoq1O8yez/rKV/t2gR+umw1XknixXkzCOvlgm4Vw7gn4ntsX38RlY2dFEhzCBjNvF73AiXkMkuEiPxwxAodNXubqdjZTNrgaDBYYPy9YLSrqqfmHHnWqaxUU5yOhqe1i7pd1QA4x0TyfPVj2LNvocE8gV2APlPhDqOTrJFXHnGs16sKJvGZXrKyTei0lMGzyjkvbAAoivIx8PFh257u9f9a4NIzfV3nK7nx4az/+bRjVkWxGWxMSpxEmPE4URMt+6F8BeTO6bPZ4VCVy4oKiBmYQEd1K9u3ryU67yqcTj2NjUempJgdTmZfOoMPlq+gsb2DLz79hOmXzf4aI9U4Efx+mTdffg5ZAL2nizEzf4wo6nip+j+0+OsZEjGB+Sl39rR3++msaUHUCeSOP0YkxWGNCfsAACAASURBVIG1EOhS3cGtkUdtomaPccyV4DZ3gKW7G0hwmpmcrTmMa2icKFYrjB6thsTqdP1P6ibFzcFhiGJX125KXLvIcQwjJnMArn3pdDlK8McmsvL1Z8gbNxSL3Xb0Tk4BN2VN5Zr0IEurN7G0sY7VbhtVShxrgunsb2jm3vyetjeuWYxTDw2yj5+tWEKNHEkAExDGM+JW5qVNBODbyfFM9zRwZfIwBthHHv3Ep4DycjXM/sDaN+nUKSgGI7qgDWsogZvH3c+E+FnIioCCQFISWCzxLJy78LRdj4bGNwmjEfLz1epPu3ap6S2RkacuPSU3OoJAKIRfChF2WGasXtTzs4JnuLVtJDWher4b+Dbb4oZTKaSyV4F04w6umuTAVhjGijf2kZwbic4gwsw/nJqL0/jaeL1qYYOYg1PInFUzEZQg+8YtRtI7qFhTAoqCMlrmr6ZPKbGpKYoGJcA413rmePJxpEyjqUl9L9ps6nuvvV3tb+hIiQl/+wKLQcfu3848JdGNGl+N80LY0Di1GPWiuqJ3DAw6A/+e/u/jdzb6O5A7G6JzjtiVkaF+kQixEfhEDw53FJ/ufZM5+bcQGan+OB2ekjJi2qXs3baVEpeXVevWk1MwiOSU/vOPNb4+i95agjvYiSAFGZR/KRanKlYUhA1hk2szPx/8DKLQo0BX7VC9NdIGR2OxH8Mb44vfwYHVcPuHkD75qE2WVS7jxyt+zMz0mTw2+bGjtqlocfPQoh0MTXJowoaGxgmwvaqddzZXkZ/g4KaxKYwaBevXH/TfOEzPlhUZg2hkZuKNvF3xJB9Vv0yOYxgRKVGYd8ThD6slaAC3ycBnz7/MvB8uOK3XbtQZmJM6njmp6t/72iv5pKaItmCwu02rr53l/gzwo8ZoHszFd9BBiq4DSY7obnt56umPePB41IoQFio4sPl9AumqAmN3ZeBMimJM0lRA9RhITlZ9BTQ0NE4ehwPGj1fnlnv2qNsiIr5+QMQvJx87bTYrfBDfy/41TxX/gpcMi/j2WhN7CspZ6xxNuW4If4uDQVfuY/JWiS1LExg9O+3rXZDGKaW2Vo0COvQ+sXZsQ5R9yKKJ1rJGOuvaKRlXxdspg1GE8RiUAGO7NjJoTx0Lbr6TuKSU7siMxkb14ferXjLDhkGzN0BcuAmbUa+JGmcZTdjQ+HrE5qmPo2AwqAY669cbYYAC1VC8axszcq7FqDdhNEJREYwa1fdH6eoFP+CJ3z6M22zn9Vde5kcP/hiTSTNNOx1s21JBSekGEATijQ6SB/cEPk2Nmsb83F9h6FXj2+dT6KysAyBn3HHSUBJHqvml9v5toT2SB0mREI5a/EglzGzgmpFJJDq1uwENjROhqs3Dq+sqmVUQz01jU4iMhOHDYcsWNYcdYIdrJU9U3keBfTz3p/6LOUm3MaX8OTIqXoCM/4c9LgG9QY+1PY2OyF0EouMpWfcpB6ZNJbXg6N/5p4NsZwrZzr7itlE08nhKB/vdnQRaWrgkZyj5EanEWI4eGXa6qaoCnU5m35J/4o+KA50OqxCHMRCBM0k1EE3Y+3uSG7dhT/0pMOqE+t1Q3spdr2xicnYMT9x49JLZGhoXGqKoRvtGR6vpKZWV6gLZ6bZluy3zIZbXL2ZPx2a2JjYwboeJdNOnlOZEstY5ll2mbHaNA3/RKnJb4wkT6sHbpi78Ga3HP4HGaUGSVP8jp7Nn257JyxFDHrxBmQMHDUNHWQbzHn6Gu7aSW1JPeJfCvfc/SJhDPdBiUR+xsWp2kderRunpdJBssbL+59MJyYcX7dQ402iJQBcov/1gN/e+vgW3X+q3jaIoeCUvITnUb5vjERWlVklJS50EQIFrLIvK1Swih0MtvVRd3fcYk9XKDbffgej34g1KvP3qK1/5/Br9097u48P3XwFBwOLuYtj0ewFo9tV1t+ktaigKNFS4CHS6sYQZSB0cdewTXPo7uHUxxBwZzXOIuZlz2XzLZn417lf9tsmKtfOXa4dy/4yBJzgyDY0LmyGJTn4zt4Bbx6d2b4uPV0O5mw+6TxkEE5ISJCD7AMh3jGK2YOEyWWZXwxJEUSR8QATGQCQOaxLo9ASiE/j0mScJSf3/bpwJ7EYr12dexC+GXMHFQhoXDRh+1kSNQEBNufRULKGt+QBBZwwgYGhRPYkK5f8BYG7eTGzHUqyoscsrqlYw/Z3p/GFd/+Hqre4AbZ4gnsBX/w3W0PimYjarfm4TJqieG42NamqA8jXuLUOHSrEcBb2o59dDX0AvGFhc8yyW0aNwSlZydrRzy9oPmeXZTJJcR/zuWFa9sw/eupX6l6+E5pKvfkEaX5vmZlXc6J22VGG183v9Ae73FeJ3e7FFhyE1N3Prl+8xdEsjVpfED/7fQ92ixuEIgiqmHe4boxO1aI2zjSZsXKAs2VXHhzvqaPcG+21zzQfXMOa1Mexv399/R03FqoHovs/7bZKeDpmDnYQsMg45ipVFH+GWXIAqfOzerZrb9SY5r4CJQwaBHKK0qpoNa9ec1Pg0jo0sK7z6/EtIhBB9HkZN/g56k5VNzYVc8UUaL+7/vyOOaW0FoV01Dc0eHXfKDJKMOiNWg7aaoaFxqkiJsnL7hDQmZkX32Z6aqqYIShIMtI3g2fxNPJT2HKD63HySdDXz8LC4aQkAjiRVLHCGcgEIRsTS0VrPmsWLz+Bozm0aGiDgbqFi5Yv4Y5NAEEiIGYQxEE697gApMVkA7El8GPe8t2HAMAA6Ah00eBroCnb12/f0vFg2/XI6j84fdEbGoqFxPuJ0qpG/kyapq+lNTep8JXQSeuD6mnpu+9+nPLlx+zHbZYUP5rsDHwbg0aK7GDntTsIMNvRBA+lry/jB1jr0gpGyrU1sMU5m/Jg3uK60mC1Ne7/OEDW+Ir1LvAI0SFX8o2sxd7obWaZkUiXE05TeiGyvpbJ6GTrMBENd3PfgT7BrlRnPSzRh4wLlZ7PzePyGYTgs/RuImvVmjKIRf6j/6inUbIZPfgI73+m3iSBAQYFAYk4mAAWdY3mt7G+AqqAajarfxuFcfP1NDNCp0vsnn35Kc1PTCYxM40T47ONVNHfWgRxi4IBhOBPV0PLtbasJygH8IW+f9l4v6ESZllJV2Mgdn3BEn0cQOjWruh3eIG3uAFKo/5UUjVOHIAizBEEoFgRhvyAIPz3K/ghBEN4VBGGHIAgbBEHQ7rrOEwRBLUVnMEBbix6jaOqTD5yS8zAfCCE+afoIV7Ad50Fhw18vk5w0DAQBf2wim957k/aG+rM1jHMGWVZD4Vu2PItfrycU5kSnMxApqEJQdvYQxkRPp6sL9MnDsQ2fCTZVbLo09VI+u/ozHhjZfylIvU4k2m4iNuzYnlgaGhpqKsrgwXDRRZCSonraNDdDsP/1u24sej3uoESb7xjz3YN8K/Mn5IQPp857gL+W3csrA14DXQhFb6CivRTBthlFUXhPNxhJ0POllMOcnR5uXLOYHVr0xhmlrk6tWOXS1/BE12LudNezVM5ARmScdxc/+LKc2MYuqjvWoJgseKUOdg4q4e2K/u9pjsajH+9h3pOr+LJEu08522jCxgXK3KEDmDcsEbupf5uVl2e9zOZbNzMkZkj/HcXkwpg7IfPiY57PYIDJVySgAEN8E3m75EnqvVWAqqS2tqohvb0RRR033vsjTJ5OZARefv6/SGc5BPqbwIED9azbqEbYREoCWRNu6N73nexf8NyElXwn+xfd20IhtYxhjKkZv0ciKslOTPIJKNl/TITfRkHA02+Tt/a+xQOFD7Cmpv+InKcK9zP8d0t5dmXZCYxO4+sgCIIO+BdwGZAP3CgIQv5hzX4ObFMUZQhwG/D4mb1KjeMRkhW+LGliyc66I/aJoponHBGhTvx7E29JZnT0JQRkP0tr38YcbsUUZibkl0iKGY0o6pHCIwkaDHz+3L+7qxpdqDQ3Q9P+jTTvW00gTvUBycqahLtO/c4bkJqKKIi43ZCV1fdYs95Mgj2BGKtmiKyhcSqxWiEnB6ZOhexsdWGmqUlNVWluVucz/sP0i9zoCJ6fO51fTxl73P71ooEHCv4OwJaWFYTEEF1Dwwi3RKDoDTQaWgiEviBmTQyLYsK40lqGKMgs92cwc0cXt6xZTFHrMSKhNU4JLS2wbRs4I0L82LOXT+UMQuiYpOxl8fYfMeO9OCyVJbQY9iObLLilNsoGV1PuK6fZ23xS59pT18n26g7NY+McQBM2NPpFJ55A0fHEETD7zzD0huM2jU00E58VgQEjg9yTeaKo5+Y5zBGipDnEuuKOPsdsbAqRMGwqQsBPp9fHewvfYfX+Zv6+tIT1ZS3d7cqb3Ty0cDtPfrGvz/Hff20Lt/53PV29vET+trSEOU+s5PPdDd3bCosbmfKn5fzyfzu7t/mlEKN+v5Rxjy7r0+edL29i0K8/ZfX+ni++V9YdIO9Xn/D7D3d3b6tu85D/8CdM/9uKPsdf/e81DP3NZ5Q0uLq3PVW4n3GPLuOF1eXd23bXdjLtr4X88I2tfY7/9osbue6ZtXR4epYhXlpTwT2vbWZNaXOf4x95v4i3N1V1b/P5ArzwwnMgCBi7Ohk1834EQaS4uZUtdY10+P0Mi5yEXjTgkRQa3B6qGoLk5EDVzoPRGsczDQV1KTMUBFlS67n3w87mnSw9sJR6T/+rvzpBwGEx4LQcowKLxqliDLBfUZQyRVECwJvAvMPa5APLABRF2QukCYJwjLq/GmeD21/YwILXtvQ70coZ5OGV9v/HP0p7IgbCmlfwS3M2KYrAR9UvA3SbX/oaA2RmTgDAH5dKxY7NlKxbdZpHce6iKFC8x0fD+qeRwiMImS2YTHbColNxN7kQRIHwhAh8PlW8jzzwKmz8L/g6T/gcb2yo5KGF29lY0XoaR6Kh8c3EZFJT7y6+GC65RK2mMniwmq4iy6rYIUnqv51tOhSvCY9HIBA4vk/HyKiLGBM9nfr2OkbpLufGxIeYOHUB4dZIFIMRV5yCz7+E5pV+nh47ny9HxHGFtRRRkPncn8GDRUVn5km4QNldV8vKTR04nWAy6pir8zJOKOOfVisPG6fQ6b4bv381rth2ZLOVrlAbixwf8PfL/s5bl7/FzXk3n9T5/nLtUBbePZ4RKRHHb6xxWtGEjQuUPXWdvL+9ltKm/vN7ARpdPnbXdtLq7gmnqGzx8PLaij7CQECSeeDtbdz3Zt+b8J8u2sGUPy1nQ7k6MRs8WU1hmORewMZKK9tb1ZX6TsnPX3b4uPfNzX3CBv9vSTGP7NCRERsLiszOvcWsWLORx5ft6zPZa3UHeHtTNZ/vaexz/rVlLazc10xA6kljqG33UlTbSaunZ0y+YIjKVg9Nrh4ZX0CguStAi7uvtO8NhujyS0i9bhhCIRlvMESwV7qEooAnEMJ7mPGbyxekwxvs88Pp8knUd/r6mMR5AhKlTW5q2vumhWw+0MaG8lYUejrYXt3OxzvrqW33dW8rb3bz4poKlu/teU7eeOUtQEII+Bg+6npM9giaffX8cvWr/GHVRsraeibdGxok7vl4OZ/UFJMQE6RyVwuCCHcsL2LWP77sc00PvL2Nm/6zjsqWg9EZosjy6/bw59ErWVfe8zq1ewJ8VlTPtirVQO/mvJv5y0V/Ic85os9r1JuHZuWy/deXctNYrezvGSARqOr1d/XBbb3ZDswHEARhDJAKJJ2Rq9M4IXSiwPS8OGYPju/3c2U26dji/oyd3uV4Dn5sY8ue5oqq1xkvWtnv2kl7oKXbZ6OjupXMzAkYjVZCFishu4PlLz6L3+M+av/fdDo6oPTLN/G7GgnGpwGQk3MxK3er/iStYQ3oDDo6O9VoDWH5H+CjB8CvfscuKV/C79f9no31G/s9x9rSFt7eVE11W/9RbxoaGsfHaFS9OAYMgIIC1Y9jxgzVdHTUKNWENDlZTWeRJHW1v6lJffQncizI+R0DrOkMdKi+OXq9kYkX3UW4LRrFYMQ9wMjedS/Tsex5Mh3J/Gfs1RQOi2G2pYz70wZ097OrZT9bm4vPxNPwjaeso4q71i1m5p5qvjAWcqig4pWW2fwqbD7phlx8+lj2lu2jK86NbLYSZrMy6srxPDHvCZLCk8iPyic5LPmkzhsXbmZUWiQOa//p/RpnBq3c6wXKWxureHFNBb+ZW0BmjB2Ayx5fSXWbh+UPTiXabmJRySL+uX4h1ZVD+P2Mm7lhjHpjube+k4ffK2JabizTcyKhsxa9LLN4Sw0Af79uGOJBZ+DmLj+VrR46DpqUpg+NBp1AUkhHeMjMX4vu48VJ6zHrdSTbRSJMYezZo6rqggDT8mIpSAxn8kWTaHviD7QarEhl67l3wlxGp/W44KdGWXls/mBiwvqWhX3ihuHIioLN1BN9ct+0bG4fn0ZSRE8kweTsGAofnIqtV2qOQSew8RfTj6iP/vQtIwkpClZDT583j0vlutHJ6ESBtatWApDotFD0m5lHHL9wwQRCIYUwc8+5FkzN5NZxqX22FQxwsPT+KZj0fSNnXrhjNAFJ7pNGdPv4NC7JjWVoUo+Dc15CGL+6PJ/USNWYc/3aTRyoKQVFJhRyEps9FkVR+P2O79ImRxJr1uM0T+oZvwiRJgsDU4xU7GhClhWiMsNpa2kg4rCbpa2V7ZQ3u5F6OYqvLm3huVVVhNttjMtQV32L613c+cpmRqdF8M7dE8iLyiMvKo/Bj3yKy1fEtodn4LSqkRl/+6yYNaUt/HBaNlMGauHaZ4ijWXofPq17DHhcEIRtwE5gK3BEjpggCHcCdwLExMRQWFh4aq/0LNDV1XXejOPmgzrg+jUrj9jX1dXFmi/XcEf0HRgw0tq6nM5OAbMpEVf0dK4Iy+G6yCn423Yi6xUQwNXYQXPDWuLjB1BZuZ9AQhpd+7bz1l//SMrk6Wd4dH3HcjZek7baJlqKFhOMiCak02E2W9Ab22iprCOFHMyRQerrC5Fl2LsX/BETMNhdlG7cQUi/n/da3mN112poAneY+6jjGGQOEVlgJFhXQmHH+RG6fj59Rs4UgiDMQk3Z0wHPKYry2GH7I4DngUzAB3xbUZRdB/dVAC4gBEiKopxYrWCN46LTqal5h0pgP/nFPjZWtPGz2bnkxIUTDEJJCdTWqkb3hzM4YhyLLy5BJ/TM0fR6ExOnfI9VXz6Lixa6EkIsWryJ2y+6DZ1eT3ZEKs+PS+3Tz8N7drI2kMoU82IeyspjZOyZK6f9TWFfeyV/Kt7Ix55UQmQgINMq9kxLRFFdx1cUhaIP/kVnZDuyxYHdYuF7d91N+CF3UY3zHk3YuEBJjbIyMM7OdaN6VEmXL4jLJ+Hxh8AOVa4qWuRdxEWlY+11E50WbeOmsSnkJ4RDSyk8NRYxeiB/vfZdTAaxz13Qb+YN4pdzZOLCVfMzo1lPxpBoyrY2MVhw8WHHJj6qfpkrkr/Fz0ZYiI0dTVUVREaqdcofmpXb3dfN9/yApx//B0FrGIaSZYycfX/3vmi7qVt46c2k7OgjtiVHWkk+rDKgzaTvI2qAWiXgcKHkUNvDMehEDIdVCRFF4ahtw81HKrrhZsMR2y1GHdlxR3pZHC3UbWiyk6HJfctSZcTYyTgoWjU3N/PJJx+CAOEeH5OvVcurLq58llWNHxFmdfL3KY8SZ3EA6grFmGgD98yaSmIivPcPNRJn8PgEdo8ZRlDqe6/7+A3D6PRKJDh6xKJL8mKJsBkZk97zZNvNeqbnxZIV2zMuRVEw6ER0ooDV2PN8FTe42HSg7ZgliTVOOdVA76WKJKC2dwNFUTqBOwAE1Xmy/OCDw9o9CzwLkJOTo0ydOvX0XPEZpLCwkG/SOC5G9UZqboaNG6GrYCo+PeQe1r41bjOu+g5MwUEMGjSZpqYn8XrbkZzRNBVtZ8aNt5KQ1X9Z59PJ2XhN3F0yL/3sJyiAFJ8GKAwadAWlQgVp3gIARg+bh49wcnP/P3vnHR5Vmfbh+0xLz6T3XkgCgSQQIPTepIuKir3gurr2uva21vVzFdtiRQULgoB0kN47IUAgvdchPdPP98cJSSYFQhXcc18Xl+ad5z1lkjlzzvM+v98jdaOh6RhPr9M6lzgz9NRQ+vr1Jdo9usPzsP3p6uCv8hm5WLTyLRqDdH3dIwjCUlEUj7YKO+1bNF0QhNim+FGtXh8hiuK5if5lzpmD+VVsOlHOjX2DifVzRaOB2Ngm88laqZqjLfWWKr4ufAW1wo6/B78LSMmNAYPuYvMfH6O3h0KLmWUfvM3kR55GqbK9J7RYLfiqRZQmC5sMEWxKMzD45CKejOpGf1/Zl/tsnDyVy1vpe1nVGIqFSATRSoqYxS1O3QlXz7CJFUWRjA1fUlh/EoubF0pBYPD0YTZJjR+P/8gp/SmmRk0lwDmg7e46JF/XwJdbs4kP1HJdH7l49c9GlqL8jzKrfyj/mt4TB01LpnnR/QM59OLY5kqGKVFT+Hz05/x8ywNMSWj5gHfzdeFf03tyS0oo2LmANhhc/JjRJ4hJvQJs+jgHujkQ5uVks5+oPj4AjFdcj0rQoDO0SCUEQcqeHzkifZG0xjMwmInjxyOYDJyqq2fJrwsv6nvyV8VoNPL13C8QBVDX1dB33KMolGpy607wf0clff2zPT/D16HlgqzTSaWbAQHQUGOkMP0UCoVAZJIPjhpVu3K7XkFuDI72avk967IZuOM+HjB8SVKrREyPAC1f3N6XZyZIj04rs1eyLGsZm55OIeONCWhULZekZyfE8fN9A2wSIzKXnD1AtCAI4YIgaIAbgaWtAwRBcGt6DeAeYHNTskPmCsNgtnQqRWmNl5dUJVdZaVt2rbc0oDOUoQ2UPoNVBZUolSpiY6WEiMk/EhFYO/djrOfSW/EqZ+fva2gsO4bFLwwLIm5ugfj5xbHuxC+4W70xa0w4uEtPQf6dNJBK9kvm5ribiXaPvoxHLvMnIPsWXSXcOySCL25LJrlVNbBKBYmJkrl9W4N7AAVKDtRuYG/1Oj489nTzuJ2dEwOH3ovCqsLi5MqRolKW/+cdLG0M8JUKJZ/2v5atfQK41ikLNUa2GiOYetTMxC2/yV1UzkJadQHLGyOxigqGCln8y+TMC26S5KQ1oiiSufErsnL3YHbzQrCCn2opQ34awobsDc1xizMW88mhT6hsrGy7q045UVrLN9tzWHqo6OzBMpccuWLjfxSNSmFz8QbwcbVtKRehjSBCG3HmDWkD4dEOerWegbCeXqjslJgrNfx2XRpqq61dvEolufYfPCiZPbVOcCeOHEPWsSMcLjtF6rHjRO7fT2Lv3ue0//81fpm/gHqDHsGgJzHpWhzd/TFbTbxw4Bb0lgYmBM5ibMDM5vi6OslV3GSSEk1ZB8oQRQiJ98DeqYv6wYZKyFgn/fcM/Gf/fyisK2TF9BW4aGyXQ8K8nAjzcjrn85U5f0RRNAuC8CCwGqls+itRFNMEQfhb0+ufAXHAPEEQLMBR4O4/7YBlOuXhHw+w5GARH92UxOSEjleeNuRtoLyxnLGhYwkKcqNW10hJXh1u3vasLV/Dq4fuZGzAjTwc/B4F+7KpLtAhiiKBgT3JzNxOTU0pQmAE5TmZ7F+xhOTJ117ms7z81OpOkbr8a6xKFQZ3bxAtxMWNoUxfSGOR5DfiHuRNTY1AcLCUIMZqhaocUDmAaxdaZTex7FARDmolw2K821UEylw1dORb1Lb1xmnfoq1tfItKkaSAawRBEIHPmyrh2vFXlP5dDtpKp1RAWln7OIVC6qqibnMLZBWtjLObxGc5H3HMmMYE14G4qrTNr4d6JZBTcQCzqwepufmUvfAkkaMnISjbm/PfgAejKeV3Ucd6YjhoCuJE6jF0wpXzwPxnSs2sosgxisnAyFQhDABXUWSaeJIBJhfcDZ6oVEWUltq+X6IoUrZ3EyXFeRj9QkCEeLOZSjcRH5MPpmwTG3M3ApBEEiHaEHIO51Cp7Fpyo6LeyswYDe72NTbvjSzL+3OQExsylx21nZLwnp6c3FuGj0lNnb3Ujqs1zs7S6mF6umT01Jop9z5A4cvPUalxYunSpQSFhODl1V5yIgO7tm/nZE42WK2EuYXgFyt5aHxx8jWOVu/B1z6Yp+LnNMcbjaDXw6BBsHevNHZyr/QtH91UadMlPKPg5l/O2BEFYGzYWMobytHaa88YJ3P5EEVxBbCizdhnrf5/ByAvM1/hOGqUqBQCjabOKyk+PfQpx3TH6OHZAzd7N2JK3iFu7/tkhT9PaMh46s21FDfm4uTpgspOjaFOj76mEQetI7Gxo9m9+wca3XywL8ph288/ENVvIG6+XeiadBWzZu5/sRjrEaL7YBUt+PhE4+UVxtwTrxJjlJLsvqEBmEySGSEAxjr4MAk0zvBPyYtqT8keTBYTvbx74axxbrcfURR59KeDmK0i6a+Pv1ynJ3PxuVDfokGiKBYJguADrBUE4bgoipvbzP9LSv8uB+cinTp5Uvrn26aW5ia/kVgUXiR7jSRam9Q87lCdSpLTMhZmp1DpehSThy9lpQX4HNrFxIeeaidLOc21QFlDJRuKj3BdpFTcY7FauG77UsZ5OnJH9HDsVe1l0peDP0NqZrFa+CV7C58W1JNu7Y4gWrk3QUt3j0gAovIgNRV8/KUEVGtOV2qU5mdiCJQWal1qYhj7wnRcPF7nNrMee1XLou7w8xQAzuxgTJbl/TnISwAynVJUV8T8Y/NZl7vuom87Kln6Zsg+UEZCgsjS7Pm8n/UWYqs6aA8PyMmBwkLbuSqNhln/eARNfTVWYN5XX2Jq3UpFBoCS4mJWrVkNgJveSPcRswE4fGoHX518AwGBVxLn4aKWvDmsVkmCkpgoJZYA6qsMFGVUoVQpCE84BwNPBzfoNhbCh5wx7LE+j/HmkDdx1cjGTTIyF5NXp8Zz8o0JNj5KbRkZMpLrul3X/PlTOGoRHb0wWzWE2Pdkycgs5vRfjaAQ0AZKkrLqAqnLkY9PFJ6eaiwl6AAAIABJREFUYZgtJpx69sVsNLB27hyba/hfjYy9u8jZvwXsXahvMo+OixuFRbTwe863RBkSAFC7e+Du3kqTbzWDWyi4tfhA/WvXv7hv3X0U1hW23Q0AZqvIpF7+jOnu285AWuaqoku+RaIo3imKYiJwG+BNk2+RKIpFTf8tAxYjSVtkLgHVjSZ+3pPPj7vzOnw9MlJqFVtV1f61WyIfJ7ZVUgNArS/GP/8L4p1ycamWpBFG3yCOHk9n+YftZSmt8XH0ZGbksOaff83exg5TOC+X+NJny3ZePbSUsoa/tu1KrbGO/6StoP/mdTyS50a6NQgXarnbPR9vh6bvo2pIS5PklJ0lNXLS1qEPCAdBwKk2nJioeFw8pGRG66SGzF8DObEh0ynZ1dm8uftNfkr/6cyBX4yG/ySA4cytY1sT0sMDjb2S8rxaqmuLmFv4EOsrV7OptEXOf9pv4/BhqGmj4PfwD2Tq1KkIRj01DY0sXLDgL31Dfa40NjYy75uvERHQ1FbTd8LjKJQq6s21vHjgVqxYuSXiCZK9hjfPqaiA6Gjb1YiM/WUgNv2+HOQCLxmZqwW1UoHQtiVTG/6W8DdeGvASwa5Nz12DH0F4KhO3iQ+j04G/fXhzbOu2ryCZK8fFSd1QKiygdnUjL/UgRzf/cQnO5s/H0FDPurkfA6CKS0EUrQQF9cLV1Y8dZatxqXVHgx2Ons4YLBoiI1tNdvSARw7D33c0DyX5JJHin4LWruNqNbVSwQc3JjH3NrkJxlXOefsWCYLgJAiCS1OMEzAWODftr0yXqWk08dSvh/lg3ckOX1coJC8ihcK2yvhQ7WZWV8yj0lgMQE6d1Lq10bU7efHv4ZGYiL3eG+da6aKg9w/j2JEjrPjw3S57E00NTeE1/3JChBIqcecTXQh9dmVx985f2Vd27ALO+sqkzlhPn237ebMsgALRFy90PO5VwP5BSbyeNBVvBw9MJkmy7uxsK1kHKamRtfFrcg+vojEoChQKHPXBONQH8Z31//jt+G/tnhkMFgO7i3eTcercOlBty6hgb44O/RmqI2UuH11KbAiC8K4gCE+0+lkQBKFKEATHpp8/FwRh0NniZK4uglyCmBkzk1Eho84cqMuGUzlgaujytlVqZXMFQGWaiS8mz+WBkMfo5zrFNk4FTk5w4EB746Yeg4eTFBoEVgvpWVls3bSpy/v/K2O1Wvnhm69pMBhR6BtI6ncj9q7eiKLIe2kPU9CQSTfXBO6Pea15TlWV1M4sytbuhIzTMpTkc/QxKz0Ke76AvJ2dhpitZkrqS6gzdj0hJiMjc+nx8ZGSnOXl0s+ZtWnY+0tf49XFp7BaJENSd/cgfHzisFjMaJMlmdvGb+dSX3XqTznuS8mW+d9QX6VD5RfHKf0pFAolMTGSieqS/C+IM0gJCBd/D+ztO24P2ZoXB7zI3LFz8XP6a0t3/tcRRdEMnPYtOgb8fNq36LR3EZJvUZogCMeBCcDDTeO+SL4bh4DdwHJRFFdd3jP438HX1Z7pSYFcn9x5Zws7O+jdWzK3P11wsa5yPgtK3iVff4KHdk3gho3dyalLx+QQRHn4vZjDR+Me6oVDfSBBHvEgCDQGRXHs0AFWzPl3l5IbdioN98aOYcfQMXwaVkdfdQ4mNCxvjOT2tGLM1qu7e5zVamVtwd7m83DWONHHroIYRQFvBVawb8hgnuw5CZdWsr30dDAYJE+41oiiSPbmb8k98DuNId1AqcTDJRLHqjAsro1MrviRoT/fBSdW28wrqivi7jV38/CGhzkXnl2UynWf7aCwqvHswTKXnK5WbMQDh1v9HA6Ui6J4+km2P7CzC3EyVxGhrqE8n/I8N8beeObAO1fAP/aDw7l1r4hKljwbMvaVMqPHdKaHTKamRqBt4YWTk3TxSkuj3WsT774PfyQZyvoNG8g4KTtIL1+6hILSMjCbifCOwydK8in7OuNNluV/jUZhx6uJ36NRShpNvV56X3v1si3lM9WLlGRVo1IrCO15lrv0tuRsheWPw+GfOw0payhjzMIxTFsy7ZzPUUZG5swcyDvF7V/t5p1VxzuNaTQ3UtZQ1mFyMSpKqph7ZtetzNwUz666NTi4O2E1WagtrW6O69FjFCCQU1KKb88k9PV1bPimQ3/Dq5aCY0c4tHYlKJSIIZK9TGhoXxwd3ak0lLK5dBlxhr4AKN08CQ9vXxZ9rhjMFmr1JrkS8S+AKIorRFHsJopipCiKbzSNfXbau0gUxR2iKEaLohgriuK1oiieahrPEkUxoelfj9NzZS4NGpWC/5uZyONjz9y6WquVKjcqKqR7pySXEYzxvAVPjR++DsFYsfLfEy/bzPHtLiVLzNl+xMdLN1uNIdEc27OTVZ/8H1Zr11b7lQol08MHs2zwNNb2dGK6UxZ3eDWiUkglC8X1Zbx+aCn5tSXn/gb8CVQ0nuKDtJUM3LKaW0+q+C2npaptbvJ4Ng2bxB3dRmOn0tjMKymB3FxJst6WnK0/kLtnMY0h0YgqNZ6eYTjqYhAQWK6ah5cg4GG1ICjaS/ySfZPp4dWj/UbPQO8QNxKD3fDXyrKWK4GufvX2xDZh0ev0z4IgxAEnRFG0nClO5i+Mdwx4RoLy3KQKwXEe2DmqqCysR1dcj1IJoaFwpCiDVYXzbWI9PaG4WLqQtUapUjPr0adwqq8CQeDHBQvQ6XQXekZXLQf27WXfwUMginhbNcQOux0Ai2hhv24TAgKvJn5HlKvUH91qlao1kpLAvs01ubrJxz20pxca+3OUofjEQp87IXRgpyEmqwkfBx+8Hc7Bu0NGRqZL1BssbDpRzsH8DgThTXyw7wNG/TKKJZlLpIHMP2DuKFj3SnPZdYSjZIi5puhH3E7LUQpbrrHOzl74+/dBFEWsQRGo7OxI37GFzH27Lt3JXUbMRiNrPv8IAMceE6mqLUKlsqNbt6EALC+Yh5PZlQBzOAqVEnt3bfsWr8WHYU4/WCwt0IuieNYV1o3p5fR8eQ2zv9t30c9JRkbmwggMlMyBq6pgpOdMZvk/TbB9DHdHP49aoWFt0U9kVR3AtXQt2pIVaAPdsdc6Ymk04u80gPDwcESlmsaQbhzdvoU1n32IaD17a+7W9PSK5tN+1/JEz4nNY5+e2MEcXQj99xYyZetvfH9yA43mK6uSwGw1szRnOzdtX0TSzpO8VeZPjtUfLdVUmwzNcc6ajov9GxokibqHhyRZb03OtgXk7PiJxqBIrHYOODt7Exs6EUNlHRa1iU3qZcwJHwBPZECYrQdcuDacr8d/zTtD3zmn8/ngxiR+e2AQjhpZrn0lcNbEhiAI7oBGFMXW6b/WCYsJwKouxMlcZVhFK8V1xWRVZ12S7StVCiISpYfajL2lADj7F3P/oURePngHJ2ts/3S8vODoUcngsjXO7h7MuvdvqOprMFtFvvliLgaDgf81CgsKWLrsdwCcampJnvQEgiB9xJWCkv/ru4yP+q9idMD1zXNO+2p0VDZdkyetFEYnn0M3lNOED4XJH0DP6zoNCXUNZf0N61kwacG5b19GRuaM9Ahw5es7+vLCpO6dxrjZueHl4IVSaFq5MtRC4V6olDTmDg5w74CZCAhsK1uB2kdaNastsU2WxMcPR6HQkJWTS+yE6QCs++ITDA1Xf7HmzkU/caq4EAfPIOrspGREdPQQNE033SpBTS+rlMC193QlJEyBXduGBfpqqEiHKilb3GBuIOm7JAb/OLjT/RrNVhw1SlzONaksIyNz3jQYzWSU1VJWqz9jnCBIZqImk20lsZ9DCNNDZiMi8u2JV4jefR3h++9BEAT8ekhVG+nbipkx4wa8vb2xauzRh0RzZNMfrPnvnHNObrQlxcOXQZpsBER2m8J4osCdnlv2cf/uRewoSb2gbV8sJmxdwexsRzYYIjCLKhJVufwroIJDQ1K4O2b0GedarVIHFJWqqZV2K3J3/Ez2th/QB4RhcXLFzs6Z/v1nUXxEMlndZrcco0LPy2PeAmdvUMsVFn9FulKx0bYKA2wTFuOAVWeLazJB+lYQhLmCIMw6/0OWuVxYrBbG/jqWGUtmnLkcdv93sOpZKD93GUiLHKUMURQJ8/Tn+m63YhZNvHjgVoyWlgSFUimVAO7f3749bEC3WCaNH4fC0EhNQyPzv5uH9QK/IK4m6urqmPfNN4iAuqaKfuMfQ2XnSEZNKiarZE6iVmhI8R7bPKemBtzcsDW5a6K6vJFGndSaNzT+HGUoMjIyfzruThpGxPoQ5995x6H7E+9nww0bWuSGYUPg7nUwpsV/p0+3AJI8hmG0GtgvSj5GdeW1zT4bAPb2zgQHDwIgt7YB38ho6nSVbPr+y0twZpeP0qwM9ixdCIKApvsU6uvLcHDQEh7evznm5ohHeMhHWuGzc3cjqCN5fmBv+PtOmPIhIEmAFIICldB50mJyQgBHXx3Pe9clXNRzkpGR6Zx/rznB6Pc3s3h/x92KWuPkBEFBUFFloNxYQKVRWte9K+qfqBUaVpUupdQjhRqfUSCKeEX7oVAraayoIvuYhVmzZuHs7IzZwRljUASpG9aw7otPLii5cU1oCr8Oms7efiE85lVAuKKYOpxZXB/BOxktpphmq/my3COnVpzkjcPLOKrLbB4b6CriSwX3uuWwubcXq4ZM5a6Y0V1qYZudDZWV0rNAa/J2LSR7yzyMXgGYtZ4olWr69bsJq8mJukJp4XSDwyJmxM0gOaBjQ+bzkf3pTRZMlv+dZ42rga4kNmKA5r9IQVoCHgRsaTIFdWtqR9VpXNPQtcBCURTvBWwdImWuSNRKNYHOgQS7Bp+5bPbYUtj5CejOvbIjKMYde2c1p0oaMDQtAn487V2CHCM5WXu4nU7R3l7SLh882GLcdJrEUePoExEKFjO5BYWsXrninI/nasRkMvHtl19gMJtRNNTRK+lmnL2CSK8+yN3bB/PI7knoLQ1t5khmrAkJUsKoLRn7pC+CsF5eqDTn0WqwrhxqisB05lUPGRmZKwhHDwjuCx4t3VAEAe7ocxMAK8t+wMHdCdFipb6i1mZqXNwA1GpnioqKiBg7BaVKRer61WTsvTolKSaDnhUfvYfVYiFiwETKaiSvkpiYkSiVapvY+jLJo8QzxK3dDTcAGifwiZMkm4CXgxcHbz3ImuvWnPU4FIozd7aRkZG5eIR5OhLm6YidqmtK/bAw2Fe7hidPTOCX0vcB8LL3Z0LgLVgEkYe03chK/g4EAZVGhXe0pFM7tL4AJyc3br75ZtRqNUYXd8y+wRxev4r1X39+wd46/k4+PNVzEjuGTWBJdxXXOWVxR1BL9e2i7O3Eb9rMPbt+ZWHWFuqMF6e6zmA2sjJvFw/tWUTSxrWMSa3no8pgFuanNcc8Ez+W/cNG8FrSNKJbtcA+G1VVkmGol5fteP6exWRt+gaT1hOjdwAg0Lv3ddjbB1KUVoRosXLUbg+V6mJeH/k6LHsYljwIett2i58c+oQB8wcwL21el49p/q48uj2/krdWdu5lJXN56conNxfoKwjC6ZqdfyK1oqoARgAbuhAHUu/uJtU+ck+cq4RVM1axdNpS1G1u5GxInAVjXwev6HPevkKpIDJJkqNUN0kfXOyc+XrKPBQomJf5Dgd1W23maLVStcHx4+3NRCfcdR8hakAU2bVnLzu3bz/nY7qasFqtzP9uHuWnqhBMRkK9+hDQXWpzL2JFo7DDWa1FrWjJhIuilPFOSGjvJn2ajH2nu6GchwwFYO0L8H4cHPm105D1eeu5YdkN/PfwX8toUEbmSmH+rjw+3pCBxXphN8k3J85AJajYU7kejXfHchS1WkNYmNQlZPfBQwyYeSsAaz7/8KrskrL5h6/RFRXgERhMjTYWo7EGV1dfgoJ6AlBnquGXnE+oaqikvrIWBIGe/TqvjmmLIAholJqzB8rIyFw2bh0QxsYnR3DHoPCzBwMuLhDi6YmHMgBHZcvn/+bwRwFYmv8VNcaW659fj0AAavJL2L/HhLd3ANdffz2CIKD38MXs4cOhNcvZ8M1/L5pxcH/feOb0u5apYYOax7bqKtDhxu8NkTyY60L3balM3bqYd1J/Z23B3vPazz27fiVuy17uzLTj57oIikVvnKljtF0WyW4t95IOKgeUHRh3ngmjUeqO6OpquxhXsHcJmRu+xOzogiEgAoD4+AlotTHU1ooYCqXKm42Oi7gj4Q5ivWLh8C9w4Lt2Bh1V+irqTHXndGw1ehMC4OogSwavFM6a2BBFcQ1S8uK4IAjpQDRwukXVBCQZytniAAqQkhtd2q/MVUSPaTDwH82rUedKVB/pgldT0DI2OmYgs3s8gxUrLx64lTqTbWbV0xPy8qR/rVEoldz06FO4N0qu/avWrCbtyF+z7bsoivz260Ky8/LBYsZbdKP7iJYONrHa3nw7eDevJX7foqFH8igJDQW/TroMVpc3UpFfh0IFId3PU4Zi5wLOfmDf0fKlRGl9Kcd0xyhrKDu/fcjIyJyRt1Ye493V6dTqTR2+vrN4JzN/n8m7e96VBurKYfO7sHuuTZynoydjIsdixUK6IF1Pa0uq226O6OhEHBy8qaqqwuodQEh8Lxprqlnz+YdXVXeP7AN7Obh6OQqliuQbHyQvX3Lq7959bLNv0ZqiH3n7yAPM2fYsiGDv7oKvfyc3xPl7YO1LcHx5l4/hvdXp3PTfnezKqrzg85GRkbl0TEkYyDOeq7kt4PnmsSjXeFK8x6K3NLAk91MQpfVcBzcntIHuiBYruYdK2bMHQkK6cc011wCg9wvF6uLGgVXLWP/lhclSzsQHfaaxOE7J3W45RCkKMWLHLlM471cE8WZWcXOcwWxk9q5FvJe6nEVZW1gr5vD33YsYv2UJsRs2UVBX2hxbYxFowJEgoZSbXbL5IdrM8WEpfD/wWq4JTTnvYxVFaSHTZJJ8n06Tt+tXMv6Yi0VjjzGsOyIiERED8PXtR0MDhHroqK/SU64sItPxEC8Nf0maOPUjmPwhqJ1s9vNs/2fZeuNWpkdN7/KxPTK6G+mvT+CuLibCZC49XUowiKL4uCiKYaIoxoiiePvpVlTAQGBbF+IAFgEzBEH4FFh2LgcpCMJ4QRDSBUHIEAThmQ5ef1IQhINN/44IgmARBOHceo/K/GkERLth56TCWAu64vrm8X9Pfoluzr0paszh30cfsZkjCFJyIy2tvZmog4srdzzxDE61OkBg4cKF5ObkXPoTucysX7uGw2lHwWrFo1EgceKjNFhq2ViypDkmwDGsua0rQH29JOeJOUM3s6yD5QC4BIBSfZ45yGvehSfSIW5SpyETwifw48Qfub377ee3DxkZmTNyS0oo9w2LQGhrHd+EwWzgaOVRcmpypIFGHfzxOuxuX0V1c09JjrLOILVwri2tapesUCqVhIdL5m+bN29m+N0PYOfkRNb+PRxet/IindWlpaGmmtWf/QeAQTNvYf+xfCwWA97ekXh7tyTvAxzD6ec1ikEqqSOBf6S2Q1kfAMUHYdsHkLEegNTyVO5fd/8Zq9WOFFWzI6uSeuOZu6fIyMj8uWi14O0NtbbqPGaFP8Ze0YkPjr+Nuupg87hXtLSqpC8rQ6+HnTuhe/e+DBw4EFEUMYbFIji5cmjtSlZ//mGXW8GeCwqFggF+PXkjaRpbh01kd7IPz/uWMNEhk5Haluv68aocljZE8F5FIH/PdeFLEllUH8FBcyhVaDlcmd0c+1y3eDYkuLJ3+DjeT57OqKDk5ja0F0JxMeTn27Z2zdm+gKxNX2NVqTF3641FtODvH0do6Bj0ekhJgeJ0adFsj8Na/t7v74Rom2Qv8TOgz+3tenIrBAVaOy2O6k5KmTtBrVRgrz4PybbMJeGCKidEUewtimLHS0HtY+tFUbxTFMX7RVH8oav7EARBCXyMVB3SHbhJEAQbm3dRFN8VRTFRFMVE4FlgkyiK/7s9Py8iz219jmsWXUNq+RnclKvyIXvzeXlsgCRHCe8lieayDpQ3jzvaaZg3/Xs0gj3L8r/mj+JFNvNUKukLZd8+qf1Ta7Q+ftz6wEPY1eoQge/mfUtZ2V+nMmDPrp1s3b4DRBFtXSM9xz8LagtP7J3GE3unsSTvq3ZzzGaoq4PERFCfQVl0+nfgEnRptd3u9u708OpBsGvwJd2PjMz/Kk+Nj+XZCXFoHTr+wCf6JLJg4gL+2f+f0oCTNwx5HPre0y52asxU7FX27NT/jmCvxGwwo69qr8sOD++Gi0sojY2NHDiSxph7HwRg47wv0RUVtIu/khBFkbX//Yj6qlMExcXjlzSMnJzdAMTFjbGJTfEewycp6/BtkG6WI3u6db7hoGQY9SLESKuyJQ0lbC3cyrHKY51OeX5id76/uz+Jwe4XeFYyMjJdRRRFJn64hZ4vr0Zv6npCISqq/X1oivdYUDhgQmRfaUu1lnuoN4JCoLa4Cge1EUGA7duhb9/RdO/eHZPZjDkmAYWjE2kb17FyzvtYLZdWwR/iEsCD3cfzZcoMnk9osUH0tNfyqFcBEx0ySVDlMkRM40GPPOaE1rI50Y1xwX2bYxO8uhHnEXFRj6u+Xmrt6ukpLWiKokjW5nnkbP0BUalC7DEQo8WIu3sQ0dHXYjYrSEkBJycrJ/ZLlSfHXfbw7OBnL+pxyVy5XA2SkH5AhiiKWaIoGoEfgalniL8JkPtHXiQqGivIr82n2ti+7LiZgz/At5Ph0I/nvZ/TbV9PVwucpn9EHE8mSY7zbxyeTYW+2OZ1e3spwXHggKTBa41fRBQ33noHqrpqzFaRr+bOpbr6DOdxlXDs2FGWr5RWP51rqogZ9k+c3Ox44cAt7K3cgKedH8leI9rNq6yE+HhJo9gZ9dUGSrKrUaoUOPtfqjOQkZG5EtDaaYn3iifQWdJ94+ghPYD3v69drIudC5O7TQYBdI7SdbqmtKpdnEIhEBk5DoCdO3fiGR1H9yEjMBsNrPjo31jauj5fQRzZsJaMPTvRODgy4YHHWLVqDaJoJTg4Ea22vXbParVSWyrJJINjO5fdEZAkJYyipWqWJJ8k5oycw53xd3Y6JcrHmcHRXng4yT4cMjKXC0EQqGowUas3U1zdNfNzURS5d8v1vH1qDDW1LQkIQRBYGv8GGmp5u+y35go3lUaFNlAqP9DllOHsLPmd7dypYPDg6YSEhNDQ2IiiZ3+Ujk4c37aJ3//zNhZzl9aRLypBzr483XMSX6bMYPWQqTygCOT5hClcFzGEbu5h5+yVcS5YLHDokHSfr1ZL73Pmhi/J2/kzoqBEkTCCBmM9Tk4exMXdBKjp31/yPSlKr8LSCGXqAm4afC3eTtIzBvpqyWMja2O7/b20/SWe2/ocp/Rd84QyW6xM+3gbf/9h31UltfyrczW4nQTSYjoKkldH/44Cm7q0jAce7OT12cBsAG9vbzZu3HhRD/TPoK6u7pKexxjGMCpgFA3pDWw82fF+fEsa8df2oLS4juLzPBarWURQipTn1bJm+QY0Ti3VAiOde7DcJZmDtXt5fs90Xo5+s11pdV0drFvXsRlmbLdojmZkoXd05uMPP6R3377Y21+6/tWX8ndSWVHBkdRUEATsTpUT1m80FtV+Xtr9AX+U/46j0olXol5HVZtLaW1u8zyLRUoAZWVJ/zpDlyGCCI4+VhoNDed9HvGpr2Nn0JHW42n0Dr4dxuyr30epqZREx0QCNAHntZ+ucKk/IzIyVyrVDSbK6/R4ONmd8wOyyWKlTm9GoRCaKz6uj7uJpalHOSSkMpxh1JZU4xsbyK7CEnSNegYE+eNmb0dQUABpWd0x1Rzlh4VLuO/O+yg4nkZp1klee/k9HAdP46nxsc37euyng5TXGfhgZiKezpJ07ostWaw8UsI9g8OZ0FPKsu7L1fHKsqP0DnHn5Sk9mudP/XgbVqvI4r8PRKWU1mveXnWc3dk6nhwXQ0qE5BW06UQ5X2zJYmi0N/cOlVYW6wxmnvn1MG4GHT4bJGnI6Lvv55stx9EVnUSh1BAXJyUkTuqqOFpezt7qb7g+ehLhpu6IFgsqrYbjVfX0dm15j0uq9SgVAh5OGpRtOpt4OXgxLHjYOf0+ZGRkLg/f39MfNwc1bo5nKG1thSAIFNUVUWOuoaKuFleXluqtcUG38UXGm/RyH4DBqsdeKZlEeEb4UJVfiS6rDL/uQc0d/w4cUDN06I2sXv015eXl+CUPwbRvKyd3bWfp+28y+dFnUZ2p5PYvRGam1CjA2xtE0crJdZ9TdGA5KFTYJY+nsrYEOzsnevS4BY3GiX79Wp4BMvZLFdqjRvYlcfC0lo2eyoVF94BvT7jftjHB2py11JpqearvU106vrJaAwfzqyiqsutU7ilz+bkaEhsd/bV0lhqbDGzrTIYiiuJ/gf8CxMTEiMOHD78oB/hnsnHjRv788xgOvIIbUs/f86Vw1x/U5IOvfRQJw23lCT9E/0b/b3qyt3oXR8VTjPS7tt388nKpXC0+vo3Z8fDhbP/tF9bt3IPR3pHDBw5wyz234+Xh1exKb7KY0Ol1KBVKvBxaeknl1+RjFs0EuwQ3awVL6kuoNlTj5+SH1k5apasx1lBYW4izxpnMfZkMHz4cURRJP5WOgECMR8s7U1RXRIOpAX9nf5yazItqjbVUGapwUbvgZi99KVqsFqqN1agUKlw1rhxNS2PTxo2IgoBddSXRvR/GOzyQlw/fwsby39Eo7Pig3wp6ew61eV/0ejAYYNAgsDtLm/Clhw8COvqOjqXUeOL8/7YOPAh1+aSkpIB7aMf72riUtblrGZk4kuFh57mfLnBlfEZkZC4/b606xoLd+bw+LZ5bUkIRRZGnFh4mp1DP0KEijZYG5h2dxx/HKijMHsgb0+MZ4V4BZj2/FnrzzKJUbkgO4p3rEgAYGDQKP6OGbEsDw2npjLL4eCYndVVEumtxs7dDEKDSMQ676nROleSTnZfPhAcf5+dXnsXl5FZSRS20SmzszKqkqFpPY6sGr8qXAAAgAElEQVTS79zKBvblnmJKQkvSs0Zv5nBBNW6OtkmaI4XV7Tq/ZJTVsS/3FFUNLaucJdWNbDlZgb+2JbGtN1lYdyCbG0sWYTLqiR00jKiUwXz75vvYA57BKdjZOQNwqKScBWknqFblkaV/gH85SX5G+xsbWLwolVWPtFx7Z3y6ncKqRrY8NYJgsRjqK/jPQRM/pOp5clwM1ycHNx/7h+tP4moycvoyJYoiE/6zhZl9g7ljYJh80ywjcxkJ93I6e1Abvh3/LY4qJ7IOu9DQ0PKAbae0Z9GIk+28JtxDvRAUAjUlVZgajagdNGg0UivT9HRHBg++hfXrv6SkvILwQWOo3b6OrH27WfLua0x54jnUmrPczF3lVFZCRkZTUsNq4cSajyk+vAaUapxTplGsy0al0tCnzy0IgodNUsNqsTZXf/foF4xr0/UbkFpvx88A18B2+3xj8BtUG6txVju3e60jPJw0/Hr/QBpkH6QriqtBilIAtH7KDQKKOom9EVmGckVR2VhJZlUm1YYWCUhpfSlrctawr3Rf85jZaibb/TBgK0f55sg3PL35aZSOdbze/7/00Y7DycGRN7JuY2XFt81xOlMJb+vG88zhWZw82bL/m36/iaTvkvAalsCI3okoGutoMBj4+OMP+WLnF81xaZVpjF44mof/eNjm+GetmMWU36ZQY2zpyjLnwByuW3Ydf+T90Ty2p3gPN/x+A+/tea95zCJauH7Z9cz8fabNNl/d8SrTl05nf+n+5rHlWcu5ZtE1zDk4p3msvLGcYT8NY/qS6Rw6eJCff/kFEVCdKmV98A7KfUu5f/cwNpb+RqB7EL1CEykVW4yc8vUneO7kdD7Lf4bExJakxtObn+ahPx6y+Z0sz1rO21veo+C4DkGAsF5eVJgq+PH4j2wvbGmZK4oiu4t3c7DsoE3pXZ2xjgZTA1axycH71t9g9kZw6VzPMj5sPPf1uo9ubt06jZGRkTl/vJztSInwYEi0lKwVBIFlh4vYU2JBb7Zgtpr55OAnZBh+p6haT02jCT4dCHNH4mwnVWrYqVpKjd0dHYn1V9GrexAKtRJDrR5jvYGUQD/GRYbgateScOgTHoRF2weA1atX4xvZjQGzJO+OXtmrKT6Z3hz73vUJfHNnX7ycW27W7x4czsK/DWBCfIsEpE+oO0seGMRLk21stlj894EsfXCQTWXE0+NjWfi3AfQPb3GcG9bNh2/v6sddg1sc7B2U8JCwHRdjNT7hkYy97x9s374De2sjVrWW6MiWAtFIDy32TvsxKNKZHjqbmmIpseMc6ETvUFsvDHcnNZ5OGhw1Stj5CXw1ltDiNZTVGsitS+Pn9J9J16VTVNXImqOlZFS1dD8wWUSOl9Ty/toTclJDRuYqIMo9igAXf2JjlNTVtYx75n5L7O4bcCtaYhOvslNLchQRdDkt97wqFfj4QGGhlsTEW7Czsyc7Px+fUZOxd9WSc2g/i996BaO+8XKd2mVHr5fk5VotgIXjKz+g+PAaFCo7PIfeRLEuG0FQkJw8E4vFn7g422rt7XsOoa8z4epjj0dAmySVZyRc9xWMfa3dfkeEjGBa1LQuy2vs1Ur6hLozJNr7/E9W5qJzNSQ29gDRgiCEC4KgQUpeLG0bJAiCFhgGLGn7msz5s7N4J49ueJR39rzTPJZZlcldq+/ipe0v2cSO/3U8ifMS0elbCmb+b9//MW3JNNbnrW8eO1J5hMc3Pc63aS2JCQGBJXY/YBHMFGdU0VgrGWbsKtnFiuwVlDaU8sCI63gncTmn9NWcbDhAkT6z5UEaqDAVUkMJJ0+2tIE1i2bMVjMWq4UhN9zM2EEDUDbUosae8vWllJZKrarslHZ4O3g3V0ucJtg1mDDXMIRWhUN+Tn5Eu0fjqmkxq3DWOBPrEUugi20WOMY9hm7utg/ufk5+RGgjmqs1AJzUTgQ6BzZXgJzGzc6N8OowFv/2GwAO1RWkdiuh1NPA62m3cqx6H4GO4UwOvgO9WI/Z2mI0orfUU2jIoFGTb+MmvbVwKxvyN9gkJrYXbWfXriOIVgjo5oaDs4YCYwFv7HqDn0/83BxnFs3cveZu7lh1h80N9xObn6D//P5sLWwq7fOKYlljAROXTufzQ583x1Xpq3h689O8v/d9xoaN5cGkB4lwu7hmUzIyMhK3poQyOSGAUM+Wa82b1/bkbwl2qBQKHNWOzO41m7vi72HLUyMY28Mf/BMhoDeTuntz6KWxvDYtvnmuo0bFqofH8dWdA/AJk65VtaXVTIuNZHbvnvg5t+wn1sudkd3H4ebmS1VVFdu2bWPApCkkjLkG0WJmyXuvU1tZAcDAKC+Gx/jYOMuHeTmRHOaBj2tLdYWrvZqEYDcivW1X1HoFudEryM3mmhTl40xymAfurSQ4flp7hnXzJtav5dq9Y/5XNOam4+TmzrQnX6C+Uc+WLZsBGJQ8DU/HlnPycK4i3foioiaNkV43oT8lJYdfuCOJf03vaXNMv/9jCPteGCNJa9xCIKgf4wb2YcezIzHYH+S1na+xs3gnicFufDqrNxPCbcvL7xwUxv/dkNjxL1ZGRuaScSi/imd+Pcw327LPHtwGT0/J46GxKe9gX5+Jtnw96roTLC/4ju8yWxa/PMKlB+LKLFtje4UCfH1BFH3o1u1mlEoVR0+cIGLyTJzcPchPO8yPLz3dfP38KyGKUrdDQQCVUE/qr69QmrYBhdoe35F3klNyFICkpOk4Okbi6goBbZTMq9dKi3F57kfkxPD/IFe8FEUURbMgCA8CqwEl8JUoimmCIPyt6fXPmkKnA2tEUazvZFMy50FmVSbr8tYxI3pG85jRYmRPyR5qDE1VDJkb4KdbsAT6YMGCwWxojvVz8iNcG46jytFmbEzoGHp4tmiklQolIzyGoQzSI+Y7k324gu6DAri9x+1MjJhIjHsMKhX0TlRStmUEjwWF8mn6P8ktv4MXE75Eq/LinW4rUAlqXAU4ckSqUPhuwncoBAVqhXTTmDJlBmqNhhXr/sDirOWL/37OHXfdTVxgHH/c0FKBcZofrmnfwOfBpAd5MMnWxqW/f39+mfwLQLOfg0qhYuGUhe3mvzzw5XZjkyMnMzlyss2Yn5Mfbwe/xZq1awFwrK5g1LWPYig4yfKsG6g319LLfQDvJf+Gk9qFG6yPohFaHgLczTG8GLqQPgm2ZdvvDH0HvUWPk6blhn1i+ESCd+iw0GLk6qHyYGbMTJvEjMVqoa9fX9qiFtQ4qBxwULU0GdfpdeTV5tlUu1QZqliRvYJgl2AeS36s3XZkZGQuHj6u9szqbysFm54UxMbqDDQqBaDgH0n/sJ1036Yubdu/mxMlJ3VUFVbhGeHTYYy7u5KgoGuoqvqarVu3kpCQwIg7ZqMrKiA/7TC/vfsaN77yNmq7S+d5dCYOrlnBoTXLUarVTHn8OVw8vfj5558xm814e/fAyyvcJv63vLkAjAu4CX25GoveiIOLGq2PQ0ebb2HQwzDoYRwAByDZLwmzaCDGIwYfV3sm9PRnY2VLBYtGpeClyT063ZyMjMylo7RGz4978hke480dg8LPPgFYm7uWPSV7GB82nujo3uzfDw4OUBl8M7WeQ0gXBF7aPQY7hQNTgu9Cq/HAI9SbbCGdmuIWOUpr3NzAwSGExsbryMz8iV379zPyhts5ueRHynOymP/cY0x7+iV8wyM7Oaqrj7w8KC0FV/tS9v/wCg0VeagdtQSMuoe0zC0A9OgxjoCAnpSVwcCBtl1brRYrAbpYrMCU8e1N9DHpwWoGtaPNxNL6UrYXbSfIJajDe9yOWJlaTJ6ugVFxvkT5dE2+InPpueITGwCiKK4AVrQZ+6zNz98A31y+o/rfYHrUdFSCiki3lgtnqGsoc8fOxc2uqbpBoQJjHb9Ze6K5bZmNlrCjJEAPzx68P/z9dvua5D4J76HRbPwhnayD5XQfFECKf4pNjJsbDEr0YfHOQo7oduOgTKPCUIyfQwg+mhbFkru71AY2Kcke/zZqiD7jJ6PW2LN0+XJMLm58+cVcJk+eQlLv3uf7Nl10zGYzy5b8xqHUIwA4V5cz7a4neX3XAr4rfB4rVsYEzOSlhK+bzajsFA6t5oPV4MiEITE4t7neDgoc1G5//bz7k5q/BbASniAlNkLsQrgt5TabOHuVPV+Na99K9qNRH7X8YNLDhje4VuPAsGnLbCpTPB08eXPIm2gUstO/jMzVyoLUBbyzdw738BrVxZ13mlKpwMkplKionmRkpLJ69WpuvPFGJj/6DD889xhl2Zms+vQ/THr4qcu+spZ35BB/fC3dRoyd/Q8CusWSlZXF0aNHUSjU9Oo11ibeaDGwrOAbAKYFz0afLZ23f6TbOR/7uLBxjAsbd+EnISMjc9HpGaTltWnxdDuHh9U9JXtYcHwBoa6hJMb0xtFRklTgEoveJRZ/4IawB4lxTcJBKd0TqezVuAa6U12gQ5dbjm9se98HOzuIjY3Fap1EVtYyNmzZyvQ77ufYkp8pOHaEH196iokPPUVUcoc9Fa4qamrg6FHQGNPZ/8trmBqqcPQMJnTs/exLXYYoWomMHERExAB0OggJkZ4JWlOUUY21UUDr7UB8bFT7nez/FlY+BX3vhYkt1TPpp9J5cfuLDAoc1OXExuIDhaw5WkqQu6Oc2LiCuCoSGzJ/Ho5qR2bGzmw3ZpNwCEmBZ/JxUjuC8sL+pMITvNk4P538YzqMejMa+/bbCw6GMXVJWFiPj6cGP4eQdjEajVQSuH8/9OwpXQBb02vkGFQaNYt/XYhJ68WSpUvJyc5m8tSpqFR/7seiqqqKH+bNo1ynA6sVbZ2Omx7+J2mZgejIxoqVe6JfYHa3l1EIHavJKiuhe3faJTU6I++oDrPRik+oCy4eF7h6aqiF7R/i4uiJy/B/2rzkonFhUsSkC9u+jIzMRSOzKpMaYw1xHnHYq7r22Y/0iOQo+7EKFozVtZ1eq0FqL61UjiEvL53jx4+TkZFBVFQU0596kfnPP86JHVvY7OXN0Fl3XrbkRml2Jsv+7y1Eq5W+U2bQfehILBYLK1ZI6ydBQUNwdLSVBW4qXUKVsYJol14ECX2p1h8HwD/qDG1eZWRkrjr8tQ7cmtKx6XlnjA4ZTahrKMm+ySgU0K0bHDwotSo9zVPxH7Wb5xnuIyU2sso6TGyAJMvo0aMPVmstOTkbWfL7Cm6adQ+ua5ZydPMfLHnvdYbfeje9r5l61UovTCbJV8NQvJXj69/HajbiFppA6OjZ7N77ExaLiaCgBOLiRnO6Y3h0tO02RFEkc58k64ns49PxeyFapWoNja33hqeDJ1MjpxLtHt1+TidM7OVPkLsjsf4u53SuMpeWq8FjQ+ZKR6kGe9cLTmoAOLpq8I/UYjWL5B6p7DQuJgaGhPfH15rUPLai4HsqDaXNP6tUksN0aqrUNqptm+nug4dz++y/4VpVBlYrh1JT+fzTT6iu7nwF8lKTmZnJJ3M+olynQzAaCFOYuPOfL1NQIX3hPdPrQz5L+YO/xbzaaVKjtlaqWGmbzDkTpw1bI5IuggmS2h5GvwyDH73wbcnIyFxSHtnwCLetvI2iuiZP7nnT4N1oKDve6Zy+AX1JfegQfk2GmaXZNZ3G2tuDxeJK375Se9Nly5ah1+vxDAph4kNPISgU7F22iHVffIzVaul0OxeLgmNH+PmVZ9HX1RKZ3J/BN0lVaZs2baKiogJ7e3fi4ga2m7c4T2oFOz10NiaTQEN5S8XGWfn+Ong7HPJ2AlLZc3lDOSar6SwTZWRkrgb6+fdjVtys5g54Pj6SFEU8lYN3zly0JTZF580eZ+5h3iAIVBdVYdKf+XoQHz+M4OBkLBYzC378kZgJ0xg081YQRTbO+4L1X36C1XLpr6GXgvR0kfzdv5C5+i2sZiP+vcYRPu5B9uz7GaOxAW/vKBISpiAIAjodxMa27/L3yMpHOLAzA4Co3h3LI0m5H54rlu5RW9HDswevD36d23vc3uVjnpoYyIuTu7fzfJL5c5ETGzJXHKc9Hlp3R2mLQgG9eoFaDXV1sK7oF148eCv3bBtMUUNOc5xKJbWLOn4c0tPbJzeC4uKZ/dLrhApGBJOB8kodH3/0Eenp6VxOzGYzf6xfz3fffYfRbEFZV83A6DCM14QxYP4ocktqcHOTWocle3WgG2zejmRa1bOnre7wTFgsVnIOSyZUp9/7C8LORUpqDPzH2WNlZGT+VGI9YknwTmhZ3Wo8BfVlYOrcrkoQBLp5dmuuVqgvr2p3bW2NoyNotSkEBARQXV3NypUrAYjo3ZepTzyHSq3h8LpVLP/wPSzmS/ewn7lvN7++8SLGxga6pQxm0iPPoFAoyc/PZ8sWSb8dETEVjcY2SZ9fn8HuivXYKRwY4TkLe5WRmvIGVGoFXiFduKltPAWNOmhKRj+28TFG/jKStIq0i36OMjIyF87eHB0/7cmjvNZw9uAOUCqlh2/KjhOS+gReud8AUGuq4t9pjzB7xzBEUURtr0Yb4A6iyKmczu95QbruJiRcQ1BQEhaLmfnz5+OdkMzEh55EqVZzaO1KFr31MoaGq8tqsOqUiZ0LPqR077eAQMTwu/AbcD07d32HwVCPt3ckffvORKFQUl8vVQEGtiluKaotYu2ObaiNDti7K/EKPst1+SqtbJE5O3JiQ+bCMdTBr/fAovsuyuZOP1znplZiNnWefdZooE8fMBgg3mUYMa5J5DdkcPe2QWTWttwwKpVS9jwrSzIVNbW5b3Z29+C2F15nQEQIyrpqjGYzCxYs4Nuvv6ai4tK6TouiyIkTJ/jwgw/Y3HRjbX+qjBnTpzHy9nv4ZM+XHD91mH2Gn7q0PZ0O4uK6LkEBKDpZhaHBjLufI+5+596/XUZG5url3WHv8v013xOubTLJu/knePwE+PU669yApmoFS+0pmxaHbXF2hspKJWPHTkelUnHo0CGOHTsGQGSf/sz456toHBw5sWMLi99+9ZK0Mjy6ZQNL3nsds8lIr1Hjmfjwk6jUaoxGI4sXL0YURQICBhIaGtZu7m95UmvwsQEzQe+Gs0Kq1vCNcEWp7MJt1O3L4MksqeMM4Grniqe9J85qeaVPRuZK5P21J3j611SOFndejdaaWmMtO4t3srdkb/OYjw8IHmEUB95Jta/k2aNR2LO6cAEHdFvYV7kRoNl8uTK7rN122yIIChITJ+Pv3xtz072qyjeQG178Fw6uWnIPH+CH5x63aad9JaMrKuSXV5+lOmMtCpUdPaY9izZmIDt2fNtcqdG3740olWpEUapI7tGj/cLdv7f/m/h6qdKue7/Ac5bk6PQ6qvRVWLpYNVirN7E7W0dx9V+37e7VipzYkLlwBAFSf4GjF6fTrquXA17BzpgMFgqOnzpjrLMz9O4NQoMPc5I30NtjKOWGImZvH8q+yhZ3f4VC+pIpLoatW6GqynY7SpWKsXffz7XTpuJQWQwWC9m5uXw8Zw4rli+nsfHiX7zKy8v55quvmD9/PjV1dQgGPd51ldz4jweIGziM7Cwl9/h8wcu9vmdG2L1n3V5dndT3+1wkKABZB5pkKBejWgOgQQe5O6Ay8+JsT0ZG5vLh4gcuvpLE8Cy8evxZAGrLqmiot54xVq2GhgZvxowZA0iSlLqmbEhQ93hueOlNHLVu5B4+wMLXn6extmsPFGdDFEX2r1jCyjn/RrRa6Tftekbf+wAKhdRadu3atfw/e+cdH1WV9vHvnZaZJJOemfQGIUACCaH3oqsoKIouuLq2tdd1X1fX3VV3dVfXfdVXXV3rqruuBWyACmIlEpAOIaGEll5Im0nPJFPu+8dJJglJSKUE79fPfJAz5545dxLOnPmd5/k9FosFPz8TkZHzOdFiye5q4fPCtwFYEnkrkgS2qn6koQDoPMErEDTCNPmV818hbXkaI/27MbdTUFA448wZFczS1HD8PXtfBwFyanK45etbeHbns+42lQqiJ40mI+J5KmNuBkTU7ZUxdwKwMk94bvjHBIEkUVtsxdFLOgoIcWPixMWYTJPc4kY9aq554lkCI6KwlhTxwSMPsPG9t3G0tPT31k8LLpeTXWtX886D91Bbko3OO4AJV/8dnTmWLVv+g93ehMkUz+TJy1G3fhZZrRAd3dUwtKKhgtd2vk6KbTYAI3pKQwH47i/wn0sgb3On5qe2P8XslbP5Mu/LPs0/q7iGZa9t4d4P9vT9phVOC4qwoTB4NAa4/HVY+vqQDdmXdJQ2goJE5Ia93pdnU9cz23wJNXYLt22ZxyN7rqXCJnLHJUkYimo0sGWL8N1wnbAXT5w1jzv+9FdSAo1orRXIssz2HTt4/v/+j/T09EH7b8iyTHFxMWtWr+blf/6T/MJCcDrwrCpl3OgQ3h25jd/sfISDB0XqzNSY8SyOuqbXcR0OaGjoXwoKgOySyR1Kfw2Aoh3w9kLhPK2goHDOkhiVQJm6EBwSeupPGrXh6ytK+SUnTyYuLo7GxkY+++wzd665OXYEVz32d3yCTZQeOcTbv7mdzG/XD8p3o7Iwn4+feIQN/xFlWuf+8lfM/sX17tO8o0ePsmPHDlQqFdHRlxMQ0PVLzMayz7G0lDPCmES0ahrh4VCWK5RxxThUQeHc5Pa5I/i/ZSmMj+ibeBlsCGZKyBSSgpI6tQcGirWvoUN2yNKo29BIWn44vobjTQVo9Tp8w/yQZRlLfu97XhDiRmrqIszmyTidTlauXMlxaw3X/O05Jl2yFIAdn33Cfx/6NaVHe4/ecLpkHE6Xez0GsDtdNDucOF3tbS5ZptnhxO5s3zzLsozd6cLhPLm43Ya1tJiVf/49ae/8C6e9hcBR85l84z9x6g1uUcNsHsWkSe2ihsMhUslHdqMFP7/1eUIaYvF1BWIM1BMcdRIzz+OZkLtRmNx3QKvSYtQZ8dX1bU1XSRIpkX6MDfXpU3+F04cibCgMHpUKkpfD2EuHbMi2kqN5mZXIrpMkb7diNovIjcYaA0+O/4Sb4x9Bp/Lgy+J3uWJDAv85+r/YXUK59vQUHzaHD8OOHZ0/cAB8goK57L4HueHOu4mw16NurKPZbue7777jueee443XXmPnzp00Njb2+X4qKyvZ8P33PPfss7zxxhvsycgQ+ZXWcmKNMhmTq7gy73/YWraDLQU72HOkDLO5byKFLENlpfAcMfbTnLmisI6Gmha8/DxO/mHQH3TeEDkVTGOGZjwFBYVTxrM7n2XWilmsOdoacbfnXfjsHijc0eu1y5OWc0wnSlJLLWVd1tKOqFRCXC4qUrFkyRI8PDw4fPgwe/a0n3j5h4Zz1WP/S8SYJJrqavnmjZd49/e/oejAvn7dU1N9Hd+99SrvPHgPBVkZ6L28ufju+90bfoDGxkbWrBH3PG7cfLy8QrtEawDEG8dzVcy9XB37G+x2iRCTk4qCOiQJQmL7KGx8/mtYfWeXzbSCgsLZi8PpwtLQgrWhc9RDRmE123KqcHXYm5ZU6lkU/BjXjWo3TT90vI5/fn8Iq30vrsocAGwOB6sOVJKk/RsuXHySL0pOH9EJUaD4SKn7+o35xfzh+x/58mieu620voF71qfx1/TtaLUSCQkXEx09FafTyXsfrGDb3mzm/vJXXPX435F9grEUF/L+w79l4/v/xtHSwuajlcT+fi3X/Gtrp3tK/NN6Rv7xS5o6pH/ftzKDhIfXsy6rfU5bS50kPLyeBz7a626ra3YQ/8cvSXn8m05jLnttCzEPrWVbjigEILtc/POlt3j9N3dRcugABh9/IhY8QuB5t/Pg11+zIf1t7HYbISGjmTRpGX/ZtJO7vtxAeUMjVVUizfrdHTks+edm1mQUA2BtsvLyljXMaHgAEKahbcL1H1dl8dAnmdg63FNa9D18nPhPjupGu9vyKhsYp7uN56Z+zuyI2e6f/cbDFWzPtXS6p/JaG6U1TaRG+bP6rpk8tqSzkKVw5lHKvSqclQSGe2EM0FNnsVGWV0tIXO8bSLNZRG7s2qXlprjHWRxxA88fuJ+0stW8mP071hS+yd2j/8a8kMtQq1WYTKJudno6xMSIR8fSXOEJY7jpr0+zf+P3fLfqI+rUHji8/SguLaX4iy9Yu3YtQQEB+AcEEBAYiK+vL76+vpSVlZGenk51dTWWykosFgs1de0bWslhR1NrwdegYlN8Hg9XvQK5oFPpWBJxG1eZ/kp0SN9V4IoKiIuDiIh+vMGt5O4VHiKx44OGrkxYzEy46euhGUtBQeGU0uJsoaa5hrqW1jUqNx0yV0DUdIicfNJro3yj0IS0QC4cPnKI5DnxNDSAVw9WPf7+IhLN09OXRYsW8emnn7J+/XpiYmIICAgAwBgYxLI//Y3DWzfxw3/foiIvh5WPPcSo6bNJPv8iTLFx6L26elO4nE4sJUXkZ+5h66crsdXXIUkqki9YxMxl12Awdl5T161bR11dHeHhkej1M7uEN7vv0Tue3ya9gM0GTic0V9fhcsoERnijM/RxC5X1MbTUw8KncLqcXP7Z5XhrvXnv4veGbXlGBYVznYZmJ79esQenS+b9W6a52696fQs2u4sDj1+IZ6vR8Ns/5rE2s5R//GICkQGeABwsreX1b/aSqb8Fh8aHzYGFSB4y64/lo1OPBh2sKniDm+MfJUNu5nxkmo/X4mi2o/HQYrXZOFRlJSGwfXFyyTIldQ3Qqqn4+kqYzQvZWFRMtLOI775cQ4CXlrFjx9J48X0c+vJDUmsy2bHmY47t3EbYJTciy12jldWShOqEpUijktCpVZ18NiVAp1ahPuHUTaOSUJ8wQMfoD+vxEr565Xls2QfQAM64VBJ/9gCSxkiR5RCzpANocBIaOobU1CtRqdSUNzRR1tBIQ6NMSKthaNGeJvYWVlNVL8Sml7a/RHOzlrEtYYAo89rGx7uKaHa4+NMlie62j/K9WZvlz0sJOtqCP3YXWHno0ywunxDO1LhAABrtTq57azveHhr2PXah+47JofUAACAASURBVPq739/D9jwLK26dxrTWvgpnF4qwoTA0HP4KGipgzCWgH3x4riRJxCYHkbmhiNzMyj4JG9BR3ABzQBzPTF7F1oqveXrfveQ3HOLBXVcw27SY56Z8Dgh3ZZdLhEjn5cGIEcKjoq2MlKRSkTTvfMbOnk9BVgZZ6WlkZx/EZjDi9PKhoqqKiqoqOHKk0zzajPHcOJ1o6qz44MQzLoBVpoOss/4AVWBQe7Io5DYuDb6fCJ9wfPoR2VZdLVJxRo3q+zUdyW2thhKbHDSwARQUFIY1d6bcye3Jt7cbWaZcDVHTIOLkokYb01KTceVCbXEL8fGwbVvPwoZaLdarjAyYPHkcY8dmc+DAAVauXMmNN96IvlVZliSJhOmziUudzI7PPmXHZ59weEs6h7cIg2U/cyimuJEER8VQsD+L97/7goq8XBwt7RUMIseOY/4NtxIcHdtlHlu2bGHfvn1otVpSUi7HalWhVp/8PttM68qzhfdHSGw/FupL/wH2JtB60uRoIrcmF0+NpyJqKCicpdTZ7Cx/fQvHa21Mig7o9FxqlD92p4uOwcRTYgLQqVWYfdS4ZBcqScUos5Fr547FtjcYrcGfhnqZQE81N09IRKtS8VZRCodrM/i29COuSLmYurojUNWINb+S4FGhzIoMIyHQnwBD+4mbydPACxfOQdthwQoMlFg4/peo5Q3sy9jGhx9+yLx583hg0SxcFz9GVc5hvn3tBSzFhVhf+ysvTptJyuzFyLLsXoP2P76wy3vwwlUTeOGqzm3TwzT8/urzO7X56LUcffLiLtd/eNt0Kgry2fv1B7zzw/c47C14+vkz98Y78IuZyt49apqqd3F03zp0kpNg82i3qAHw57lTRcpLg8FtGHrLnDiWpIQR7megvqWe57c9T7gzHqMsofPVYYpujzx+4vJxtDhc6DTtIsyi8aGMNHmTYG7vFx3oyfJJkUyI6qxuzxwZiF7T+YPB30uL2ccDL53y9flsRfnJKAwNXz8ClYcgfOKQCBsAMa3CRl5mJdMvG9Hn69rSUnbvFieE04IvYMXcTD7Nf53/5jzNbPMl7r719hpUkprAQG+cTsjNFY+oKJHW4eEhTO90OjURSROJSZnIwmYbObt3sH/zRsrLyqirr8eOClmrw6XVIckuJHsLKnsLeo0ao9FISHQkR4LVPFfwDnnWXAC8Nb4sNt3D0rBfExkYhLZvHlVuGhray972tinvjtqqJqqK6tF6qAkf5d//ARQUFIY9vh4nrNdxc8WjjyyfeTlvf7oZz2Y/KhqO4uc38qRRGxqNMH/bvVti7tzFlJWVUVZWxooVK/jlL3+JpkM+iNZDz4yfX03S/PPZ+cUqSo8coiI/l+qyUqrLSt1CRxs+wWbMsSMYM2seI6dM71Y4yMrK4quvvgJg4cJLqagIILCbg7dGRz33bV/MJZE3cHHY9YCEyQT7vxTChimmH8JG0hXu/zVIBlYvWU2zc2BlJBUUFE49Rr2W9ffN6fa5jtEbbVw/I4Y1ny3l5o1H+CLwC6J9ohkb5sPYsCS46CgAIbuhulriopExANRr7uavmTfzYd5L/GfWtZSNtpG7+RBVOeUEjwol0NNAoKeh0+to1WoifDqnDWs0EGzU4+29EFOAF99//z1paWkUFRWxdOlSosaM5dr//QebV77L7nVr3CKxKWYEExYuJmHmHLQ6jyF41wQup5NjO7exZ/3nFB7IcrePmT2f+TfcioenkfR0O4WFX1BSIlIRo6MnkpR0sVvUADB5eWK1gilK7OUBwv0MhPuJ9+S5Lc9habJwtXYxAGMnmzut+VdO7BrGfHHDai42Av7Xu9tSIn35a8ZNlFv8WC6/hSRJ+Oi1vHdz15/za9dOGvgbo3BaUIQNhaFh9MVQPwl0Q1cuNCzeD51Bg6WkgZqKRnyDPft8bUgITJoEO3cK4ya9Xsfy2Lu5IrpzSdo3jzzByrx/8NC4V7g08kYCA4VJUXFxu1lRRyQJPDz06PWziT1vNmMNoNXKSM46mmsraKqpIL/wIGNS5+LtGwZqPbWNNmZ9GoW1TJhChXjEcVnovVwecyOB3gMzHmppgaYmmDGjPbqkv+RlirzHqMQA1NohtNvZ+DT8+BLM+S3MuGfoxlVQUDjrCPD0p9mvGr3Vk1XpX3LrwntOGrUBYs1yuSAry5OlS3/JBx+8SV5eHqtWreKKK65AdUKYs0+QiQU3iLXb6XBQVVRAee4xKgvzOF5lYfp5F2KKjeuSbnIix44dY9WqVQBccMEFGAzj0Gi69zL6svg9dlt+wCk7mONzA+HhYt7leULYMPcnYqMDapWaEX59F+oVFBSGBx4qD9SSmvqW7l2U4+NFVT5ZFnvJheG/4B8HH2B/9Xb2WbczKiaF3B8PUVNswdHiQNOPqABfXygrk0hOnkNYWBiffPIJR48e5fXXX2fZsmWEhYUx79qbSL3oUjK//ZLMb9dTnneMr159gR/ee5vxCy4g+YKL8Qk6SUWRXmisrSHr+6/Z+8066irFflerN5A4dwEpFy4mMDwSgMOHrWzb9iGNjaWoVBrGj19EZOSELuM5HCL9Lz6+62s1O5p5ZsszSLJEYsM0nHROQ+mRDU9Ccy0k/wIQ3ynqWuo4Wn0UH52PEkV3DqAIGwpDw/l/HvIh1WoV0YkBHNlZTl5mFcnn9V3YAFHedfp02L5dbKI9PUGjag+LkGWZnPr9tLiaifFuNxLaVLmavZYfMRsiMOsjMRsiMekj8PcIRoUap1MsuLW1ovxUk70ZDT6ADy5XHL+vuIljq2/j/dTj+Gj1qNV6pvovprw5l6tH3Mds82LU0gBCLFpxucBiEcJNf81CO5KXKT54YscPcRqKrRZs1TCIagYKCgqnh4zyDD4+/DHjgsaxfPRysORAxSHwj+mzAXDsqFAs22DfgRz8fuHC11dFY6NYc3vCYBCb1qNH/fn5z6/hvffeZv/+/Xh7e7Nw4cIeN5hqjQZTTBymmDgA0tLSiB6f0uscS0tLWblyJS6Xi+nTpzNu3AzS0yG4h2JQiyOuR6fyIFgfTnOz8DBqrG2hzmJD66HGP6SPIr69CQ5+ISIZR13Qt2sUFBSGHW8tfAu9Wt/j2mU0Cp+IigoRtaZXe7Ik8ib+m/MMH+X/k8dS/oNPiB+1pdVY8ysIjg/t1+sHBsL+/TB79khuu+02PvzwQ0pKSnjzzTdZtGgRqamp+AQFM+uq65i29CoObUlnz/rPKcs5yvY1H7Pjs0+JGJtEQHgk/iFh+IeF4R8Shk+wGXWHSDqXy0ldZSXW4yVUl5ZgLS3GWlpM4f4sHHbhfeEfGkbKhYtJnHseHp7ta+WhQ0f46KNPcTia8PT0Y9Kk5fj6dn+fFguMHSs+K07knb3vUFJXws+Ml+I8rsLb3wNzX6Lopt4mTJx17T5N3jpvPrn0E2wOWx/faYWzGUXYUDiriUkO4sjOcnIzK0g+L7Lf1/v7C3Fj2zYhCHh38JyTJIkXpqyl0lZKgIfZ3b4y90V2VH3f7XhGrR8+2gB8tQF4a/043lRAVXMp319obRUrJGTJhVN2UOeRTVzADAD+nPpaJ1FlMFRWCk8Ns7n3vj3R3OSg+HA1kgTRSUMsbCx4BGb9BtS6oR1XQUFhyDnecJw1x9Zgc9qEsHFgDXz7Z5j5a/jZ430aY3JKEl9t249/XShpeRtITjiPHTtOLmyAWI+rq6GoKJSf//wqPvjgXbZt24bRaGTWrFmDv7lWLBYL7777Li0tLSQlJTFv3s/YulVElfRUecpDreeSyBuw2YSQ7ecHeVltaShGVCc67fVEowU+vRmMYXD/QQprC/n4yMfE+caxZOSSIbpDBQWFM41B0803cIAPr4eyfXDV+4wYkUBxsdiPqlRwRfQdvJvzLF+XrOC+Mc8QEGeitrQaS07/hQ2NRqQlHzgAqal+3Hjjjaxfv55du3bx2WefUVRUxEUXXYRWq0Wj05E49zzGzllA6ZFs9qz/gsNbN1G4P5PC/ZmdxlWp1fiazBiDTJQXFZLxrxdw2u3dziF2wiQmLLyEmPETkDosri6Xi40bN5KWlgaAyRTPhAlL0em6f8+amsT63JMp/t4yUZVluect2IARHaqhnJQFD3dp0qg0jPIfoFGdwlmHImwoDA2OZmiuB60BdP2LrDgZUWMDUakkSo7UYGuwo/fqvzjg4yPEjR07RJTFieacQfrOHx7LYu5mSvD5lDUViodN/Fljt1Bnr6bOXk0xOe7+GknL8aYCwj2FSd3vRjzKqLBLMWjaVeqhEjWqq4UqP2KQkcwF+6twOWXC4v3Qew/N3NxodKAJ6L2fgoLCGScpKInHZjxGlDFKNASMgPgLIbCb+N8eCIkRpmvR9gTe3vM2/116Hj4+YnPa3WlbR/z8xMlcTU0cS5YsZdWqj/n2229Rq9VMmzZt0KHBlZWVvP/++zQ0NBAXF8eSJZeRmamipQUCelimmp02PNTCsK+2FlJSROi4Ow2lP/4aah0kXen2nsqvy+etfW8xI2yGImwoKPwUqCmCqqNgq8ErGKKjRbpzQABEeMUxy7SI9PIv2HB8FYtjridv82Gqiy04HU7Umv5F9/r5QXk55OdDTIyWSy65hIiICL744gt2795NaWkpS5YsISQkBBAHfGGjxhA2agzzrruZspyjrREYrZEYx0uoq6xo/XuJ+3W8/PzxDw3HLyQM/1DxMMeOxCe4azqI1Wpl7dq1HD0qvEZGjpzP6NGzkaSeU6Bra2Hq1J794166+CVuTb2VjBfrsWFjxIQeQu8UfnIowobC0PD5fbD3fVjyMky4ZsiG1XtpCY33o/iQlYL9VYyaEjKgcby9Ydo0YShqsfS8oQWYH3p5t+1O2UmdvZraFgu1dgs1dguBHmZGGJPQqtqjE0I8QjuJGkOFzSZyM8eP7/mUsa/ktVZDiRnqNBQFBYVhRYQxgghjh2OxsZeKRz/w9vdA76OGWiMbs7ZSs6iaUaP82Lmzd2EDxHpcWQkmUxIXXljPV1+t56uvviInJ4dLL70U4wBy7mRZZseOHXz99dc4HA5CQkJYtmwZeXkaysp6jngrajjGNempLI26ldvinsbTs71vWW4NAOaYfhhkewfDlW+6/xpljOLXqb8m1Kt/p7EKwxdJkhYCLwBq4F+yLD91wvP+wFvACMAG/EqW5X19uVbh7OHb/G/59MinnB99Pkvjl7Y/cflrILvAT0Qdx8YK4cHpFF/cb0/4C7+K/yNJflORJAmvICMNlXXUlljxj+r/Hi0wUERt+PiItXXChAmYzWY+/PBDSktLefXVVxkzZgxz5851CxwgxIq41MlA54pY9pZmao6XUltZQfaxHM5ffAk6Q+8HmFarlfT0dDIyMnC5XHh4GIiNvYL4+JEnva66GkJD6dbUuSORjCC9aht6Ly3mvlROtNvAckyIzL7tn3lZFVlsKNxAiimFORHdG8YqDB+G0DFQ4SeN3hf0fr33GwBtHhC5eysHNY7BAFOmiIW+vLyrMWhvqCU1frpAorzjSfKfykzTRYz2Te0kapwqnE6x2Kemgl7fe/+Tj+Uif58wDh1yfw2A9Gdh1R1QdmDox1ZQUDgrCYsTanG0fTS7S3cTGChCiW19TFsOCoLSUvDxmcaVV/4cvV7PkSNHeOWVV8jOzu7XXOrq6njvvfdYt24dDoeD5ORkbrjhBmpq9Bw+3LOvBsCHef+kwVFLdUsltbWQkCCEZNklU55fB/SzIsoJRPlEcfO4m1kUt2jAYygMHyRJUgP/BC4CxgK/kCRp7And/gBkyLI8HrgOIWT09VqFs4TjDcdJL07nkOVQ5yeCRkLwKBHRjNiLxscLMbeuDhJ8Uxjn3x6d5hcpvtFXF1oGNA+1WpiJ7t7dvv6GhYVx6623MnXqVNRqNQcPHuTVV19l5cqVHD9+/KTjaXUeBEXFEJc6Gc9gc6+ihtVqZc2aNbz44ovs3r0bWZYZN24848bdRmzsyUUNpxPsdrHudseWwi1sKtgEQMF+8f5Ejg3oW2qg5Ri8MgPe+3mn5r0Ve3kj6w02FW/qfQyFsx4lYkNhaLjoKfE4BcSMD2LTR0fI31+F0+FCrRm4HqfVwoQJcPgwHDsmNtOaYfCvoKoKRo8+eaRJXyk9WkNzowP/EE/8zEOXNuTm6PeQvwlSfjH0YysoKAwpjfZGtpRuQYWK+VHzRaMsg8sB6r6nqZlijORkVPCnsU+xIDYJEF5Ae/b0XYw1mcRJ5siRidx5ZySrV68mJyeHFStWkJqayoIFC/DuaJR0Ag6Hg0OHDrF27VoaGxvR6/VccsklJCYmUl8v5hIQ0HPEW6OjnjWFIrrisrB78PIScwKoLm+kudGBl68Ob/9+lKJy2kWqpkYP6mHwYaMw1EwBjsqynAMgSdIKYAnQUfkfC/wNQJblbEmSYiRJMgNxfbhW4SxhbsRcIowRRPtE99p35EghsB4+DGVlIqrYywuONxXgFxlI8Z48qgsrkeX4AaXj6fVC1MjMhIkThdjh6enJRRddxMyZM9m8eTO7du3i4MGDHDx4kNGjRzN37lxCQwceSWaxWEhPT2fv3r24XC4kSSI5OZkZM2ZTWBiExdL7fttiEZ8b3fkzybLMfV/dx/bi7by/9H289gnT/+ikXkI7OhI8BgLiOjUlBydzV8pdJAYm9n0chbMW5VNW4cxgqxFhYZ6B7s2eh60CinaKEDFja3hcfQW+FT8SEGTEUumk5HA1kWMDYPsb4GyBKbe1bxazPoay/TDuSjC3LlCFOyDjXQifBKnXAqCy1zM6624iWwz8IL3SWg4Wwg88jKH2IEWJf8VmFNUA/Is/Jjj/31jCllIZ8ysAdI15xO6+hRbPKHJT20OM43Zei9ZWSk307e42U84r+Jd8Snns7VjDrwDAs3oPEfv/QKNvCkVJf3P3HbF9OZKrhWOTP0Buze82HXsRj7JteCXcTWxsa03tgm2w+z8QOQUm3iDa7Db47nFRbnfBH9vf58wPoa4Ukq5wh97lbRGnCTFxrvZ+LY1QvBM8jBDWoexWTREggbe5/X1uq1XWE3Puh9pfQFAPkruCgsJZQ21LLfdtuA+Tp0kIG4e/gveXwaiFcPXKPo9jjhWhwNaCJnebySROJ222vokbkiQ2+0ePQnOzD+ed90siIrazefM37N69m927dxMYGEh0dDRRUVFERERgsVjYsGED+fn5FBUV4XA4AIiLi+Oyyy7DaPShpgb27hVz0Z0kwG5t0Ts0OGpJCZhFKKnuaA3oWOa1H2koALk/wLtXQNx8uG41xfXFlDeWE+4djslz4KUVFYYN4UBhh78XAVNP6LMXWApskiRpChANRPTxWgAkSboVuBUgODjYbdKocHLq6+uH/L3Kb/2vjYCqnfhVZ1EVOJkav6Qu/T08oLZW5sHdj7KtZhMvJ76NShdFc52N4pw0tN4D9xlqaIBvvxWv0RGDwcDkyZMpLCykpKSE7OxssrOz8fX1xWg04uXlhZeXF56enmg6qBFt75fT6aSxsZGGhgb3w2q1IreGQpvNZqKjo/H09GTXrn04HELUKCvrea6yLExVCwrE40QcLgejNaMpMZTgU+JH/iErAIXWg5Sm9TGqL7H1APaEn/loRuO0Okk7mtblkoFyKn63FHpHETYUho7aUlhzp9gQT71NtFUchjd/BgGxcGtae99XZ0N1PtybIZ4DIgtXw9YvYOFTMO0O0a9sH3x4HbEeD2FhKrmZlULY+PphcNhg4o3tX7izv4D9qyAkqV3YsByDXf8WX9xbhQ1cDti/Ci8PH6YufIWMDKivh1GWnRitWzjecr97mrqmQoxV6TT4tX/ZVzlteFu302Sv6XT7njWZeDTmoYq8qf36xny8rduxhrX7dqjt1RgtPyKfYCjqU7EBlasZaM+R8ajYganqc/xNS9tPGS05kPGeuI82YcPRBFv/KVKCOgobO96Ewq0QMRl8I5Blmdx9VsCDWO2PgKjaQk0h/OcSCBoFd+9ov/7fi8GaC/fshsBWx9Kv/gjbX4cLn2j/ORfugM/uhsipcOk/UFBQGB54a72ZHzmfQEPrqVdblIaze9f7njBFGUGCyqJ6GpqaOFJziJSQFBIS+he1oVIJcaOiAoqLVcA0EhNjKSj4htrafKqqqqiqqmL37t3dXh8UFMTkyZNJSppMRYWK3buFiale39U4uiMu2cXKvBcBuDz8Hry9O6eslOW2V0TpFy4XaL2E6Ax8euRTXs98nTtT7uSO5Dv6N5bCcKS7b6UnJsI+BbwgSVIGkAXsARx9vFY0yvLrwOsACQkJ8rx58wY6358UaWlpnPL36qtvIGs1UaNTYWb3ryXL8PEnSeyt201uk46UMDPWvDLUTSMxj+h/RcA2XC6Rep2S0rOvUF1dHZs3b2bnzp3U1NRQU9N5b+vn54fJZCIgIIC8vDxkWcZisbhFjDbaIjTmzJlDYGAgdrtY+1ta+lbFr6xMGIaaTqL3ns/5uGQXBVkW8lyZmKKNnL9wcs8XnEFOy++WQhcUYUNhaCjeDesfEl+6g0e3t6vUYKuGpurO/T0Dwd4oDJVaselNED4RPDv4PnibYfRiYjRe7CqG3MwKZi+PR5p8s7i2o6ty4lIwJ4GpQwpqxGRY/Jxw+m9D5wVXvAkaDwIDYc4coQ7vr30cj9Aa8G6fvzXsChr8JtJiaDcaajZEkT3zK1zqzq54xyb+B5WrBVtzNW1b3/K427GGXU6LZ5S7X6NvCoemr8Wp7Xzyd3TKCiTZhdzq2VFTA1LkvfjOWIpH7KT2jpFT4NKXwD+mvU2jhwv+CidWXxl3JURMAp9wACylDdTWe6DX2jCP7XC9WgfRs8A3vPP13iYhIGk73KvDBi575/feVg0V2e7XUVBQGB5467z5x4IOYmTsPHjU2m+HYp1BQ0CoF5aSBmY8PY8SQw7F/1OMyaTDYBCb25NFS3REpRI54u2YiYz8Jc3NTqqrS7FaC7Ba86mrK0arlfDxScTHJxo/vygCArxwuWDjRhF+bTSKR29sKl9LXn02Jn04EzwuZ/Tozm9B2UAjNkZdAH9sryZg9jQzPng84d7KWvkToQjo+M00Aijp2EGW5VrgRgBJ5B3ktj48e7tW4eyh0d7Iutx1uGQXyxKWtT8RfwF4BUH0zB6vlSR4auGfePaiJ2mp9WfLl8chr4zqwipCkwYubKhUIv0uIwNmzRLpLidiNBpZuHAhs2fPpqioiPLycvejoqKC6upqqqs77+ElSSIoKAiTyYTJZCI4OJiIiAh8Wxduu114fNTU9G4CCqKfyXRy/yP3PUkq8vcLn7h+paH0wP6q/SBDrG8sntpTkJ6tcFpRhA2FoSFsAix6FuxNYOyQo+cfAw/kgOaEOLhbN3QZoihyCSPnPde50TwWrnoPs0vGc/tm6i3NVBXXE3ThE13n0J2Tf+CI9kiDNtRa8YW/Fa1WlE8NC5tCTo4QOXS6Vjd/z6hOogSArPGkIWBal5dq8ksBwFWW5m5r8YyhxTOmUz+nzp/6oFldrq8LXuD+f4tF5BiOnTEJD/2kzh27uyetAWbc02VMptzS6a/uaiiTYlAldxCAAmLhxrVdr7/p665ti56FhX/rLGxETYc7tnT9OSsoKAwvBlFyyRTjg6WkgUQmo/axU1RbRJx/HPHxkJV18pO4vkzLYFBjMEQQGhpBW7RZWVkaZvM8QJxOtrSI08/+vJYsy7x26E8ALI/8Lf6+WoI66OsOu5PKonqQWiNTBsGyhGWdv/QonOvsAOIlSYoFioGrgKs7dpAkyQ9olGW5BbgZ2CjLcq0kSb1eq3D20Oxs5rEtj+Hr4dv533jcXPHohRDv1hRsL1iwJID3tkNtSTUtzU50Hv0r+9oRnU5ErGVkiIiInnwuvLy8SEhIIKGDc6fT6cRisVBeXo7FYqGkpIS5c+cSGBiIVtu9B1NLC+zaJSKh+yJquFzQ3Cx85HrKcr5r7V0kBCVwc+rNGDQGtwF+VH+EjYz3Ie0pmPBLmPugu/mvW/7Kvqp9vHvxuyQHJ/d9PIWzEkXYUBgaJAlCxnVtV6nBa/CKqqSSiBkfxIFNJeTurSQoYnCby+4wGCAxEaKioLBQGHZWVLRbSuh0Qu0+1WajVVWiFnlKSt9POPtKW2WZ2ORB1PyWpK4Choe3EKEUFBSGHU6XkyZHE55aT1TSwIUNc4wP2T+Wck3oTSy65SV3e0gIZGeLU7we9sJDgko1sKpRP5St4VDtHoI8Qlnge1uXDXZlUT0up0xAmBc6g7JtUug7siw7JEm6G/gKUbL1LVmW90uSdHvr868CY4B3JElyIoxBbzrZtWfiPhR6x6gzctnIy/DX+w9qnBZnC18fX01wdCwV+XUUH7ISEh/Up9LZPeHtLaqwHDwISUknt0nriFqtJjg4mODWUIq0tLROJWK7zL2DqNFXs/uaGoiOFnPsjn3l+3h558voNXqWJy6nuUqmrsqG3kuLKbofFaoaKkQKfHNtp+Y4vzicspNA/eC/qyiceYbFJ3Rf6nhLkjQPeB7QApWyLPcujyoMK9qEjbzMSiYvij1lr2M0wtjW7+gOBzQ2ikdlJRw/LjbnbSHOQyk8OBwiUiMkBMaNG3oBpbG2hbK8WtQaFZFjhqC8ioKCwjnBhZ9cSFljGV9f8TWhqOGze4Vfz9LX+jWOubUMqrWgc41XjUaUNzx4sG+hxqcTl+zi9cN/BuDqyN9j8jd0OWVs99cYQJnXrI+Fz1PSUpj0q8FNVmFYIsvyOmDdCW2vdvj/LUB8X69VODvRqDT8ZeZfuj7RaBGpuh7G7g8AT2Duv+eytWgr/41eD/lafFVV2O1BNDUNrjJeYKCISPb0hLi4vosbfaW5GXbupF/zdLnEnjompuc+T20SX/lunnAzZm8zGVuFs2hUYh/LvLYx6Vcw5lK331EbT8zqJgJcYdgy8KOZ00Rf6ni3hvG9DFwqy3Ii8PMuAykMeyJGZyLYoAAAIABJREFU+6PRqijPr6Ohuvm0vKZGIwznQkKEyr1gAcyYIVJX7HYR0VFRIRTnVjP+fuF0QnW1MHeqqxMlwJKTT01USF5WJcjifdQOIqxRQUHh3MJL64WnxhOb0yZMiQ9/CTlp/R4nINwLjVZFTUUTtgY7hyoP8a/d/wIgLExEVAxknTyVpB1fzeHavQR7hLPA7xbGjeu64XdXRBmIsGHNg7x0qBab8Tu+vYPZK2azq2zXIGeuoKAwLCjYAm9fBBue7FP3K8eIVOlP694B4PiRKmbMkAkKEnvFga6hbVWnsrPhwAGx/+wPLpd4WK1iHkVFolzt3r2wdSukp4sKWP79CFiprhaiRnflXQGOWY7xwb4P0Kg0/HbGbwHa01AS+xlh4WEUadfeSjWqc5nhELHRlxrgVwOfyrJcACDLcvlpn6XCKUerUxMxJoC8zErysipJnH36zdfaTO18fYW40dgoBInKSuHo3NIiPnQqK9tTWDoaR7f9ve1PtRrCwyE0VIw5iPT2XnH7a4wP6qWngoLCT4nVS1YjtX2bdzTDVe+LTWA/UatVBEcZKT1Ww9HsIlLXjcMlu/hZ3M+I9otm1CixoTaZhv60cCB0jNa40vx7UsfruzUabYvYGJCwMX65MHxuNVauaa6hurkajWo4bL8UFBT6Q01zDVabFZOnqd2I0tssKsYFdRuU04VbJt7C4xsfZ3XVCi403ExtpY1GayMpKV4UFIg11MdnYGl3arWoUFJYKErBJid3LQXb7X3VwL59IsVk2zbRJkniEK7tYTT271DO6RSPk0Vr/GXjX3DJLq5Lvo5ov2habA5KjlaDJCI2Bossy+2ffQrnBMPhk7UvdbxHAVpJktIAI/CCLMvvnJ7pKZxOYsYFCmEj88wIGyfi6SkeZrPw52hqgh9/FP4YbWtlxzWzTeSQZSFi+PiID5pTjcPupPCgBRDvoYKCgkIbnTZ2Gg8YvWjAY5lifCg9VkPTcViWuIz3st7j+a3P89zC54iMFEJwYSEEBZ2ete9k1LRUYdT6EayL4NrEm4mI6NrH1mCnpqIJtVZFQHg3JQV6wy9SPFp568K3aHQ0YtQOvU+UgoLCmeV3G3/H5pLNvHzey8yOmC0aIyZ1b8TeAz4ePtySegvPbnmWEt/DmJriKdhvwT/Ey+1FsW2bSIUeyGFYW+SG1SoiLSZO7Nnfwm6Ho0chN1f00WiGLp3QaoXYWHr0DjlUeYj/Zv4XjUrDI3MeAaD4cDUuh4w51geDdz9zwXf9G8qzYcI17pSggroCrvzsSsYEjuGdi5SvjecCw0HY6Esdbw0wETgPMABbJEnaKsvy4U4DSdKtwK0AwcHBpKWlDf1sTzP19fXnxH1A3+7F3iR+9PkHqvj+2w2oNGef0trUVE9WVtqZnkYn6kpkHC0yen/YuXdrn645V363zpX7UFAYDphjRVRDWW4tv73yt7yX9R5v7H6DR+c+ir/Bn6QkcbJ34IAwSe7LaeGpwt8jmH9M+IGS2jImjPfoNoqkrcyrKcqIWj34kDq9Ro9eM4CjVgUFhbOeUO9QooxRvXfshXun3svzW59nfdMnXMdD5O+rJPk8IZAGBoq05ZycwYkM/v4iAuPHH2HSpM6+GLIs0k327xdRyMHBQkSprx/kjbXSlgYTHd1zn8d+eAyX7OKmCTcR5x8HDCINBeDQepFmGTvHLWzUNNdgc9qwO+39H0/hrGQ4CBu91gBv7VMpy3ID0CBJ0kYgGegkbMiy/DrwOkBCQoI8b968UzXn00ZaWhrnwn1A3++lOmMH5fl1xAYnDa66xynibPyZpL2XDZQwbkYMU+bF9e2as/A+BsK5ch+ni97MmiVJ8gXeBaIQnyHPyLL89mmfqMKQ8da+t0gvSueWcbcwI3wG7HkXWhqE2Zq6f2VM2tI1yvJqWWSexflx5/Ntzre8tus1Hpr1EJIkQo+9vGD3bnEi2NNp4anG5YKaGokFU0N6DOtu89cYkHEowOGvoeoIjDgPTKMHOFMFBYXhwJ+m/2lIxonyjWJ50nLW7P0CGZniI9XYm51uf7QRI4S/W3394NbPtiiMrVth/HiIiBAp1tnZUFoqxI9TIT5XVwsD057W3X3l+1ixbwU6tY6H5zwMiLSRglZhI3ogwsakG4Wo0aGC37igcWy7ehtNjqb+j6dwVnLWm4fSoQa4JEk6RB3vz07oswaYLUmSRpIkT0SqysHTPE+F00RssvCIaPOMUDg5siyTlyU+DM5GIUjh7KEvZs3AXcABWZaTgXnAs61rs8IwJa8mj51lOyltKBUN6/8AXz4ILf0/njMG6jEYtdjq7dRW2nhgxgMA/GPbP2h2tJs+BwfDzJni/6urB30L/cIpO3l2/2/YVbiPESNEWkxPuP01YgcobGR9BF/9AUozABGq/sjmR7C7lBNCBYWfBE1WeCoanu6bx0Yb90+/nwZVLYW6w7gcMsWHrO7n1GpRPa+xcfCGzHq9iALZu1c8Nm4UaSIhIadG1Gibb9RJAlv+nPZnZGRuSb2FKF/R0Xq8kTqLDYNRiyl6AKl8oy6E6XeCf4y7SZIkPLWeBBqUFO1zhbNe2JBl2QG01fE+CHzYVgO8Qx3wg8B6IBPYjjhl3Hem5qxwamkzv8zLqkJ2nZiVpHAilYX1NFQ34+XnQVDkGToaVRguuM2aZVluAdrMmjsiA0ZJGDN4AxbgLKt1odAfrh17LW9e8CZzI1urpE+4BibfApI4HXS6nDTaG5E7OCEX1hWSUZ5BVVNVp7bVR1ejCxFxxuV5tcyNnktSeBJOjZP3s953931r31v8LeOPhIzNwcMDamthd+33PJd/F2mWj9z9LPbjPJX7K14tfLDTnF8t/B1P5FyHxdn++t9XreTJnOvZUr3W3VZkO8IzebezovQZd9vnhW/zQ+2H/F/5zzFH1rnbv8j5gmd3Psv+qv2AEIVLc8WXiSL9EXc/l+xic/HmLpVNapprqG2pxenqUG4g/mcw9Q4ITsDhcrAudx1rjq5BIw2HgFkFBYVBo/UEW7V49IPU0FTmxcwjS7cFaE/DaMPHB8aMgaqq7q7uHxqNMHWuqBBRGn5+gx+zJ6qrRcRJT6JJxvEMPjn4CXqNnj/M/oO7ve3+I8cGIPWnzKvCT4qzXtgAUcdbluVRsiyPkGX5ida2V0+oA/60LMtjZVlOkmX5+TM3W4VTTWC4N97+HjTWtlCeX9f7BT9xcvdWAMI0VHF/VuiF7syaT3TpfQkYg0gJzAJ+Lcuy6/RMT+FUEO8fz5TQKZQ3lrP8i+X80VsFi54BvYhSmPHBDKa+P5VGR6P7mpf2vMS1X17LjyU/utv2V+7n0R8fJddDBEyW5dbiwgVaCPIJ4pktz7jFkR+Lf+SzY59hsZeRmipyrksaitlbt5Hi5mPuMR0uO9kNO8hp6nxWkW87yJHGPdjl9siHCnsxhxt3Y7W3F0ZrcNawr34zOU1Z7rYZ/ksJ9A7Gw6BB0yHTJr0onX/v/ze5NbkA1FXZaGlw0aSpY23lane/Zmczt397O7d9c1unOd3/w/3M/GAm245vc7etMmi5uCmTf1UJEeTpOU/z+MzHlbVYQeEcZFPxJpasXsITW59ob1Tr4MFc+H1Rv8f77fTfcsBjOwD5+ys7icsgoh4CA4UwPFhUKiFq9KeySX9xOMTrREb23OfRDY8CcMekOwgzhrnbC/YPIg0F4Oh3kPODqPzVyufHPufBjQ+ysWjjwMZUOOtQjgwUhh2SJBE7PoisH4rJy6oceIjwT4S2NBSlzKtCH+iLWfOFQAawABgBfCNJUrosy522VopZ89lLT/eR15zHgaoD1Nd1fl7tUqOTdHy/8XuM6tYQ4GqI9Ygl/1A+aYWib3lzOVO9pqJ1igCeI5mFtAQXstBnIR8VfUS+JZ+/f/p3pgVOI9WVSnxgPOUHytmuSUOSINpu4DrjrQS6gigrE2Pa5RZu9b0HraRztwFcabgSu8GOUW5vH+eKIsr3XgLsfu42nauBG31ux6DypKwsDVkWIsr1gdfjlOxs37wddWtkSlRTFEv8llB3tI60gjRqCsSvvsOvnsC6QPd7YnPZGK0fjQpVp/epoboBg2QgOzOblsMtAOyo2UFhXSH7j+5nU9Um9K3/pRV1fv/P9d8tBYWfAi7ZRU5NDmHe7V/IkSTwHFhp0oviL8IQ+gB1VitU+VNd1oh/SHt1JpUKkpIgPV2IBqdSlBgKqqshPl5UdOmOGlsN+yv246n15KFZD7nbO5V5HTtAYePjX4momQdzRfUvYF/lPr7M/ZLxQeMHNqbCWcdZ/k9AQaF7YlqFjdzMSqZe2jczzJ8i9VYbFQV1aHQqIkb7n+npKJz99MWs+UbgKVkcHR2VJCkXGI1IA3SjmDWfvfR0H432RiZWT8RXlonS+oK3GbR6Nsubu0QYzKPr9QDXcR22ejtvbk+npUbFvDlzWKBegPlHMw988wDvl7/P/Zfdzzx11+vLy2HnTnEC2XGD3k0VVsytf5aVpWE2z+vUdiKxrX/m1B5E2xBLaoqeS6O6vv6J97Tp4yMUUciCaTOYsviaTs8tZGGv1wNMLAviNttFeAXEEWTsuUT5uf67paDwUyDVlMqqS1cRYBiYkHEiKknF/0z/DZuO7WRK08/I31fVSdgAYcSclASZmWDuaRE8C3A4hMZzsmgNX70v2Xdls+f4HkxeJnd78SGru8yr3rt/htZuYmaBrQZ07e/f5fGXkxSURGJQ4sDGVDjrGBapKAoKJxI+yh+th5qqonpqqxQ3455oi9aIHBOARqs+w7NRGAb0xay5AFFaG0mSzEACkHNaZ6lwSvDUejIueBxRn90PL4x3G172N21C763FJ0iPw+7CUtoAwF2T72KE/wiyyrN4+senu73OZILERKisFBVLhpJGRz13bb2Q3xxKRvYp6NM1bRVRzAOtiAIYV91B9NuLCaor772zgoLCsMZb581I/5EE6E8QNr57HFZeC9V9W3s6cm3ytdhDhT9H3r7uTfPDw4WocbqNmPuD1QoJCaDtRZfQqrVMCZ/Sqa3NXyM6aRAmn1e9Bzd84Y7WABgdMJpLRlxCnK9yQHquoAgbCsMStVZF1FjxwZGfNQTOSecobZVjlDQUhb7QF7Nm4C/ADEmSsoDvgN/JsqyUKDqXMIaAbyTdZyb1jTYxoDxP+CAZtAZeXSxssf6++e/U2Gq6vS46WhjLVVYKI7sTH5WVosSh09nt5T3yfOYjVLQUEmg0EuHTc+REGy6ni4oCMXdTzAAc+NvwCRcu/LpBjKGgoDC8ObYBDn4G9RX9vlSv0fPmnS+ABKVHa2ixdfXqliQhCrtc0NIyFBMeWux2EYUXfpKl9+UdL1Pe0FUAlmWZ/FZ/jaiB+mso/GRQUlEUhi0x44M4tqeCvMxKxs3rLlj5p4292UlRthUkiBmnCBsKfUOW5XXAuhPaOho1lwAXnO55KZxGlv930EOYYnw4srOcsrxaxs4S+ebnx53P/57/vywetRhfvW+P1yYktIcrt3nlybIIZa6rE1UAqqrEZtnhECUPPT27H6ulBbYX72B1yT9QS2reuOQN1Kreo9esxxtxtLhE+VrvQVQzvnrFwK9VUFAYVsiyzIt7XqS6uZqHpz2MSmo9P57/B1E+OyD25AP0gMFbhznGh7LcWooPVxPbzWGVXg/jx4t0PrNZiB1nA7Is1uuUlJ49QDbkbuCudXfxt01/I/fXuWhU7R2tpY3UW5pFmdeoAQrEsiweqs7n+Wtz1qJWqZkbMReDxjCwsRXOKhRhQ2HYEp0UCBIUHbbSYnOg0yu/zh0pPGjB6XBhjvXB02cQG3MFBQWFfmJqi9jI72zX/8DMB3q9VpJE3nh3+PuLSgCyDDYbbN4sQpvLy0GtBl9f8WddnXheo7PzeumtuHBx/7T7mRA6oU/zLxuCNBQFBYWfFpIksSJ7BXX2On6d+mt8PVoF3PifDXrsoFF6ynJrWfHl5/x+/I3d9jGbITYWCgogOHjQLzkklJdDXNzJozVMXiYWxS9iWsS0TqIGtKehRI0NHHiZ14pseHkahCbDbe0VUJ7c9iS1LbWkL09XhI1zBOWboMKwxWDUERrnS+mxGgoPWBiRaur9op8QShqKgoLCmSI40ogkQVVxA/YWJ1pd5ygJWZZZsW8F82PnE+Id0u/xJQkMBnECOG0aNDTA8eOQlyciOUJCIDJS5sHNd3DAkkG0bzSPzXusz+O3+WuYohVhQ0FBoe/cNeEuNJIGrWqAJpc94N1qA+Eo0FPZUEmQV/d7u4QEka5XXQ1+fkM6hX5jsQjvpISEk/dLNCXyxdVf4Oqmcrw7DSVpEIasLa2lyqX2zyFZlrkw5kKqm6sxKqmC5wyKsKEwrIkZH0TpsRpyMysVYaMDsksmr1Xl7i5kUUFBQaFHNj4N+1bBnN9C0tIBDaH1UBMQ5kVVcQOVhfWEjuicevL4D4/z5x/+zLLEZay8cuWgp+zlJbw5YmNFeopOB09sfJK39ryJQWNg5ZUr8dL1EAbSDeX5wl/DHDvIDe+Lk0BSwe3pnUzrFBQUzk2uGXNN18aSDCg/CGEpYBozoHEnjktkq0cxAc1mVLUG6GE5U6shORl+/FEIvj1Fv51q6uvFOjx+fJcMEDcu2YWE5DaodqfutNJic1B6tBpJgqgxg/DXiJgIj1rA0exukiSJR6c/OvAxFc5KFPNQhWFNWzRCflYVLucQ2+gPY8ryammqbcEYqCcg7Ax9qikoKAxP6suhfD809N/oriPudJS82i7PXZ9yPRE+EVwQdwFym5HGEKBSic30u5nv8vCGh5GQ+OCKD5gaMbXPYzjsTqqK6pEkCIochLDhckHVEag8BGolHVBB4SdL5kpYfTsc/W7AQ0gqidEpwnyoLT2jJzw8YNIk4T90JsxEm5tFKuDEiWI97ok3d7/J3H/PJassq9vni7KtuJyDLPPahkoNuh7MmBTOGRRhQ2FY4x/iia/JgK3BzvGc7l32f4rk7hVfSGKTg/pdqlFBQeEnzox74fZNMO7ngxqmLY2jrBthI8Yvhpx7c7gp9aYhX6M25G7gV2t+BcDzC59nyegl/bq+srAel0vGP9RrcN5NkgT3ZsCd284eJz8FBYVTSkFtAZuKN1FcX9zeGJYK45ZB4MhBjR2VKNIxCg9UkV2ZfdK+RiNMmCDSQfpbRWowOJ2itGtqKnh799zP0mTh99/9nvSCdA5UHOi2T8EBC3BqqqHYHDYqmyqxO+1DPrbCmUMRNhSGNZIkEZssHJJyMpSKk220vRdt742CgoJCn/GLhJBx4DmInGY6lHzN7ypsAGjV7Sdw64+uZ+3htYN6PYADFQe4fOXl2F12fjPtN9w79d5+j9E2X9NgjUMlSVRBMI0e3DgKCgrDhncOvMMd395BWmFae+P4n8MVb0DCwkGNHTkmACTIO1RB8ksT2FO656T9zWYYPVqUyT4dyLJ4raSk3s1LH/7+YaqaqpgfM59licu6GUumYH+7ceigOPwVfPAL2PUfd9OO4zuY/+F87v7+7sGNrXBWoQgbCsOeuGSRjpK7t2JIQ5qHK9bjDVSXNeLhqSFsZM8lFRUUFBROJQHhXqi1KmrKm7A19HwqdrDiIJetuIzLV17Omuw1g3rNRzY8Qk1zDUvHLOWZC54Z0BhKRRQFBYWBMsp/FNNDpxNsGPqDJYNRhynKiNqlYWTzeB745oFe971tFUmqTp69MiRUVkJ0tKhcdTJ2l+7m1Z2volFpePGiF7uN2qspb6KuyoaHl4bg6EF6HVUegUProOKQu8nhchCgDyBQP/TRIApnDkXYUBj2mON8MRi11FbasJQ0nOnpnHFy97ZWQxkXhEqt/BNXUFDoJ0U74bvHIXtwERRqtYrgSBGLXNFqxtkdo4NGc8ekO7C77Fz50ZV8fODjAb/mkwueZH7MfN69/N0uRnR9pTxPzNU02M10QyV8+TvY9NzgxlFQUBg2LEtYxusXvM4FMRe0N7qcYKuBJuugx29Ly0hxzuS73O/4+tjXJ+0vSZCYKExEa7sPnhs0sizST/z9RYTIyTLvXLKLu9fdjYzMvVPuJdGU2G2/ggOt0RpjAlANtMxrG6MXwVXvQ8ov3E3zo+bzw/IfeHL2k4MbW+GsQvnWozDsUakkYsa1R2381Onor6GgoKDQb0ozIP1ZOPLNoIc6mc9GG5Ik8X8X/h8PzngQh8vBVR9fxaMbHqW4trjHa9o4UneE//nqf9ynlglBCXx73bcYtIYBzbe50U51WSNqjYrA8JMkiPeFhgrY9ipkfDC4cRQUFIY32Wv5//buO7zN6mz8+PeWvGe8YjuOndjO3gsCYYVASBilQKGF0gKlLaUttL+3tJQWOgMto29bOilteYFC2VB2CYQEwg7Z00lsZ9iJ7XjEe8k6vz8eyZYTJ7Zjbd+f69IV6eh5znisHEm3zuDuPHhx6NMe8qZYUwRP4VwAbn3rVrqcx19EIyLCWm/D4bAWFPWGtjZrFEhVlTVSIzkZZs2ydmU5nkc3PsqHZR+SlZDFzxb+7JjH7dvqxfU1UvOt4EbW9KHnpYKabveqwkL+zHS2f3CQ0o3VzLsgP9DVCZiWhg4qShuwR9jInTK0+fFKqWEqZy6cfYe1NeEQjexnnQ03EeHuc+8myh7FnavvZNm7y/jV6l9x8cSL+cbcb7C4cDE2seFwOgCIsEXQ2tnKrZtv5XDnYU7OOZkrp10JHL1l4GBU7bNGa6TnJmCPGOJvP/EZsOTXED3EkR9KqZBijMHhdPSsIxSdAFGJYO9/Zw9jDA7jwIYNu82KErQ52jjcfphIWySZ+SlExUbQ0RDDjMy57KzbymObHuPaWdcCsK1mG3VtdUxNm8qImBGAtaDpjtodpEzIpXXvZKqqIDqxmS1tbxNti2Ve8rnd5a+pf5OWrgbmJp1LQoQ1nbmkZTOlzTtIbm9HqlwjMuKq2ZPwDqNT0lgybiGRrqa9Xvo6nc5OloxdQrTd2uJ686HNHGw+SG5iLj9864cA/Hzhz9lcvZn02HQmpk7sbvuW6i3QZaN8pzW6JXdKavcin6mxqd15OpwOjDFE2CJ0kXzVTUdsqLCQOzmViCgbVXsbaaprC3R1AmbPpmowMHpyytBW81dKDV+jZsNZP4Dxi4eclXudiuON2HATEZYtWsaKa1Zw+ZTLERFe2PECSx9fSsH9BUz60yTi7opjRYm1ZWJsZCzfLPwm3zn5O3xmwmeGXFfo2ZrWPdJkSOLT4dRvwZwvDz0vpVRI2Fq9ldn/ms2CJxZ0pxWl5HDdnHNZNrqw17GXvngpZz99Ng0dPf3jj977EXP+NYdXS3umAq4qW8XiZxdz18d3YbPbyJ2UAsDErrkUZBVwx8o7aO1sBeC3a3/LjW/dyLbanp1G3i17l1veuYW3Kv7D6adbIytqW+v4e/mPeaKi91pE/6n6C/934OccdlThdEJ9Pbxb8Rb/qvwlJc5tzJ8P55wDmZP28+ddP+ep0n92BzUA7vzoTm5/73baHD2fxZ8sepJb3rmFn73zM6qaqzg973TGpo3lxrdu5IGND3Qf1+ns5IuvfZEfPfNLHB1O0kYnEJ8czY9X/5jznjuPTys+7T72qaKnmPPYHO76+K7utIrmChY+tZCrX726V5t+9Np1XPvM+ewv+6g77fKXLufSFy/lo4MfocKHfvNRYSEiyk7u5FRKN1ZTurGa6QtHB7pKAVHinoYyQ6ehKKUCLzkjlqjYCFrqO2iqaychJbrfcxblL2JR/iIONh7kofUP8fd1f2dv/d7u58sayrrvn5d5HgsXLvRafd3ra2SO1VEWSqnBS49Nx2D44uQvdqe1dbWxtnItHV0dvY6tbaultq2215ajkbZI7GLHaZzdaXERcYyMG0lytDWCIndKKsXrDzGl+SS2Z3xAWUMZ9398P7edfhtT06Ziw0ZyVM/i8XlJeSwes5iJqROx2SA7G85MjOPs9y6kqymF6moYMcKasjI36RzGts+g9XAitRHWsedkTift8OfIaMgg1TUYOC0mjcvGX0ZuYm6vNi0du5QWRwuRtp5ox9S0qRxsOsgzG5/BJjb+dP6f6KSTU7NP7R6tAWAwTE2bSmHVqVa9XSOPR8SMIDMuk9iI3lMMIySiVzntXe3UtNUQHxnf67gt1VvYY9rprNoKo08BYGbGTJ7e+XT3CBAVHjSwocJG/swMK7CxaXgGNjraHJRtrwOBsRrYUEqdqLYGqN4JETGQNW1IWYlNGDkmkbIddVTtaSAhZeA7BWQnZnP7mbdz2+m3sebAGuIi4xiXOo64yLgh1el43CNLhrzVK0BTFVRuhcRs3fJVqWEiMz6TR5Y+0utLeGFyIQ8teYikqN79ylMXPYVd7IyIHtGd9ssFv2TZact6HXfm6DNZccWK7sfudSdG1Y/nt6f/jvP+vZhfv/drvjbna/zP3P85qk5njj6TM0ef2SttZEIqf1h6N52dsH8/7N4NXV1wutxE0kjIz4f0dIiKghmcyyWcy6pVq3rqkJTHLxb84qiyfnLqT45Ku2rSVTzw0QM0tTVx00k3MTNrJgDzsub1Oi7aHs2TFz3JE+s+ppbm7nbee+a9R+V59eSruXry1b12hclJyGHl51cetVPMvWMvpalqG9mZM7vTLht/GYvyFjErY+hTLlXw0MCGChtjZ6QhAuVFdbS3OoiOHV4v7/3ba+lyOMnMTyI+WSPQSqkTVLEJHr4Q8hbA9a8PObuRY5Mo21FH5d4GCmYPfgtEu83OKa5f2Xypub6d5sPtRMXYGTHSC8GTve/DM9fB5IvhC/8aen5KqZAwa2TvL8sJzi5Oev1nYIuAa1/qTs+Kzzrq3IGsF5GYGkNKVhx1FS1MZS5LCpfwRvEb3Pnunfx+6e8HVdfIyJ4tYQ8dgqQk6+ZNT219itX7VpMRl8GyRcuOe2xTnbXDYUS0nezC5OMeC72vV4QtgvTYo3/Ym3zsiKh+AAAgAElEQVTm7UelTU3vezcWFdp0jQ0VNmITosgeNwJnl2HfFj9s2B1kSjdY27wWzPL+3ulKqWEkNgVGzYGMCV7JLtO1XkXVANbZCCR3/TLGJCFD3V4QIDYV8s+EzKGNelFKhThbpBXo3P+J17J0j2bYt7WWe869B0H4y5q/UFxbfEL5RUfD6NHeD2oALClcws0n38y9i+/tXtD0WPZts3ZDGT0xZegLOKthR18xKqy4tzgdbtu+Oruc7NliBTZ0m1el1JBkToUbVsJn7vdKdj07ozRinKafowPHPQ0l0xvTUAAKzoJrX4aFP/ROfiokichSESkSkd0iclsfzyeLyMsislFEtorIVzye2yMim0Vkg4h8euS5KkRExsK1r8BXXvNalu71J/Ztq2Vm1kyumXkNnc5OfvPBb/o50/9SYlP4w/l/4LpZ1/V7bPc2r97c2a++DJqrwens/1gV0jSwocKK+0v93i01dDmGTwd2cHc97c0ORmTGkZIV3/8JSinlJwkp0cQlR9HR6qD+UGugq3NMVXuthUNH6sKhyktExA78GTgfmAJcJSJTjjjs28A2Y8xMYCHwvyIS5fH82caYWcaYeajQJAL5Z0DOHK9lOWr8COyRNg7ta6SloYNlZy/j0kmXcueiO71WxlA9teUp6tvqB3y8s8tJ2Q5XYGOqFwMbfzsT7iuE1lrv5amCkgY2VFhJzogjdVQ8HW1dHNh5ONDV8ZvSjTpaQykVvAaz7WsgGGO6p6J4bcSGUnAysNsYU2KM6QCeBD57xDEGSBRrsYAEoBZw+LeaKtRERNnJGW9N69i/vZbc5Fye/8LzpMWlBbhmlhd3vMiVz13JaQ+dRrujfUDnVO1tpL3FQVJGLMkZXlwkOjbVuvlw4WkVHEIisDGAYXwLRaTeNVRvg4j8NBD1VMHB/eW+ZJhMRzHG9GzzOlPX11BKDVFLLdxbCL+b7rUsR44J7sBG/aFW2lscxCVFET/CS4svr7oH7syC1f/rnfxUKMoB9ns8LnOlefoTMBk4AGwGvmtM916fBlguImtF5AZfV1b50PrHYNXd0OS9z6Y962z0Xleus6uTZe8s43Bb4H7gm545nWkjp3HNzGuIjhhYn+puxxhvTkMBuPlT+GEpRGlgI9wF/bYRHsP4FmO9IawRkZeMMduOOHS1MeYiv1dQBZ2CWRmsfX0vJRsOceYXJnhnEbggVr2/icaaNmKTosjM118alVJDZI+Clmqv/rrl7psqSwY+LNmf3PXKzE8a0K4EA9LZAo7gnXqj/KKvF9ORC80sATYAi4BC4E0RWW2MaQBOM8YcEJGRrvQdxph3jyrECnrcAJCRkdFrW051bE1NTX67VnM//S2JTcV82phOU+I4r+TZ3mS9lIo3VhKxsqq77/rtzt/y8sGXeWvLW/xi6tFbsp6owV6v+ybcR3RH9IDPKfnIiufVOw+watXBE6hh8PDna0v1CPrABh7D+ABExD2M78jAhlIAZOQlkpgWQ2NNGwdL6hk17vgrMIe63euqACiclYEtzIM4Sik/iIqH7++CAf7KNhCZY5MQsQKxjo4uIqLsXsvbGw6WWCNJsgr6315wwM75KZx1K0hwtVX5VRmQ6/F4NNbIDE9fAe42xhhgt4iUApOAT4wxBwCMMVUi8gLWZ+KjAhvGmAeBBwEmTpxoFi5c6O12hKVVq1bht2sVeyM0H2Le3KWQPNorWRpjqPj4A5pq25laMLd7ZFzezDz2PLmHuy+6m1NzT/VKWdD/9ers6uS57c/xhalfGHSAuK2pk21PrcZmF5Z87gyiYkLhK+qx+fW1pbqFwlSUgQzjAzjVtaL06yKimxMPYyJC4ZyRABSvrQpwbXzLGNPdxsK5IwNcG6VUWBCBhJEQ470v+VGxEaTmJOB0mu5FOoNJhWvERlahFwMbNrsVJIqM8V6eKtSsAcaLSL5rQdArgZeOOGYfcA6AiGQCE4ESEYkXkURXejxwHrDFbzVX3jX/Blh0u9eCGmB93s2b4pqOsq1nYcyClAI23LjBq0GNgbhl+S1c9dxV3LL8lkGfu39HLcZA9rhk7wY1akvgLwvgma/0f6wKeaEQDhvIML51wBhjTJOIXAD8Bxh/VEZhOFQvnIY6ebMtLa6XyLaPynCMLPfe0OIB8OffpLXOUH/IYI+GXeUb2H3Qe+0Ml9dWuLRDqVCXVZBMTVkTFSX1jBofPCPpOlod1JY3YbMJI/N0RxTlPcYYh4jcBLwB2IGHjDFbReRG1/MPAMuAh0VkM9Zn3h8aY6pFpAB4wfX5JQL4tzHmvwFpiApaeVNT2fbeAfZtrWHe+WO7023S89v1S0UvMTtrNrnJuX3k4B3/XPdP/vjJH4myR3H5lMsHfb47MOMO1HhN62Go2gr2UPjKq4YqFP7K/Q7jc81DdN9/TUT+IiLpxpjqI44Lu6F64TTUyZttMcbw6FpreN6kvDlke/NXuH7482/y0YvFwF4mnTyKhYsmeTXvcHlthUs7lPKr//4YmqvggvsgNsUrWWYXJLH13XIOFgfXOhuVexowBjLGJHp3isz798OB9XDqzTB6rvfyVSHFGPMa8NoRaQ943D+ANRrjyPNKgJk+r6Dyj6YqaKyAxCxrRJyXjJ6UitiEipIG2lsdRMf2/mr3yIZHuO7F65ifM593rntnwAt5Dsb7+97nm69+E4C/XvhXFuQuGNT5xhj2uxYO9eo2rwAjJ8ON71sjEVXYC4WpKP0O4xORLNc2WYjIyVjtqjkqJzVsDIfpKMYYitdZq2vrNBSllFdtfwk2PwPt3ps24p7mUVlaj7WcQHBwT0PJ9ub6GgB7P4StL0BTpXfzVUqFntX/C387A7Y859Vso2MjyCpIwjgN5Tvqjnr+ogkXkZecx8flH/O9N77n1bKdxsmfP/kz5z12Hp3OTr5z8ne4fvb1g86n9kAzzfUdxCVFkZaT4NU6EhkLWdMgU1cpGA6CPrBhjHEA7mF824Gn3cP43EP5gMuBLSKyEfgDcKUJpk9NKiDGuQMb66swzvB7OdSUN3O4soWYhMjuvcyVUsorFv8SLn3Qa6M1AJLSY4lNjKS1sZP6Q8GzW4g7sJFZ4OVdpU7/H/jcP2HULO/mq5QKPcm5kDkdor2/e12ea3vUvduO/k03LS6NZ694lih7FH/59C98743v0dA+9G239x7ey+J/Leam12+ipbOFL8/4Mv+75MS2tt7rHq0xJdWvU8dV+An6wAZYw/iMMROMMYXGmLtcaQ+4h/IZY/5kjJlqjJlpjDnFGPNBYGusgkHm2CQSUqJpqmuncs/QO/FgU+zaDaVgVgY2e0j8V1ZKhYppl8HML0C099acEJHuXUcqgmTbV+M0VLh2RPH6lMW8+TD9ckga5d18lVKhZ8FN8M33YPbVXs86b6q1LsX+rbV9joY7Keck/nrhXxGE3330Oyb+aSKPbnwUp3EOuixjDP9Y9w+m/3U6b5e+TXpcOs9e8SyPXvooEbYTW+Fg39baXu3wqv2fwIplsHO59/NWQUe/DamwJTahcLY1asO9JWq4sKahWG1yj0xRSqlg1xPYCI5gc11FCx2tDhJSoklI0d1LlFKhJyM3kZiESBpr2zhc2dLnMdfPvp5Pvv4Jp4w+hYqmCq79z7Wc/tDprDu4bsDlHGo/xIX/vpCvv/x1GjsauWzyZWz91lY+N+VzJ1z3jjYHB4sPg0DuZC+vrwFQ9ims/g0Ur/B+3iroaGBDhTX32hPF66qCak73UNUeaKauooWY+EhGTdRpKEopL9v3EWx5Hhq9uz6Ee52NiiBZQLR7m1dvr68BsO1F2PQ0tAVHEEcpFZ7EJt1BAffoh77MGzWP969/n0cueYTM+Ew+LPuQeQ/O4xsvf4PqlupjngfQ0dXBzetv5vXdr5MSk8Ljlz3Os1c8y8j4of24dmDnYZwOw8gxScQkRA4prz7lngxn3wHjF3s/bxV0NLChwlpWfhLxI6Jpqm2nao/3FsELNPdojfxZ6dh1GopSytvevQ+e/QpUbPJqtiPzErHZhJoDTXS0Orya94k46MvAxps/g+e/Ds2HvJ+3Uiq07HoLfjsV/vMtn2Q/xrWbyL4+1tnwZBMb18y8hp037+SWU2/BbrPz4LoHGf/H8eyq2dV93A+W/4DUe1L518Z/ARBlj+JLY77EheMvZMu3tvDF6V/0ynoY3du8ens3FLfR8+CsH8C4c32Tvwoq+o1IhTVrOkoGEF7TUXa7dkPRaShKKZ/IOxWmXAJx3p3zHBFlJz0vEQxUlgZ+JIN75IhPAhuTLoRpl0OMjqpTShloKLO2fPWB3ClWX12+8zCd7V39Hp8UncRvzvsNm27cxOKCxRxuO0xlc88IvS7TRV1bHRVNPfW9MOtCXr7qZUYlemfdIGMMe7dYI0XypvhgfQ017JzYKi9KhZDCuSPZtLKM4rVVLLisMORXXK490EzdwWai4yPImeS9HQuUUqrbmd/3WdbZBclU7WmgorSe3Ck++pVuANqaOjlc2YI90kZ6rpe3GARYcpf381RKhaYxp8H/2wIx3t8VBSAuKYrM/CQqSxvYt62me425/kzOmMwbX3qD5cXLyU7I7k6//Yzb+fEZPyY1tqePFhGvfoauKW+mobqN2MRIMvN9c104VATtTZBW4NVdvlRw0hEbKuxlFyQTlxxFY20bh/aF/nSU4vWu3VBmZug0FKVUyHFvqxrodTYqSq3yR45JxB6hfalSyoei4mBELsT4YHSYS8Esa4RyyfrBTX8TEZaMW0JhamF3WlpcGulx6djEd31jievzbP7MDGw2H/3o+Pad8I9FUPKOb/JXQUXfyVXY67U7ytrQn47ibkOhTkNRSvmK0wmdreBo93rW7m1VK0obMM7ALers02koxkDTIV04VCnlN+7Axp7NNXQ5Br+Vq7+VbLCmobjr7RMpY2HUbEjQz8zDgQY21LAwzrU7yq5PKwP6QXqoasqbqD3QTHRcBKN1GopSylfe/AnclQUf/83rWSekxJCQEk1Hq4Paimav5z9Q7hEbPglsdHXAb8bBvQXez1spFXraG+HV78Nrt/qsiBGZcaSOiqej1UF5UZ3PyvGG+kMt1JQ3ERVjZ/REH36ePW8Z3LAKxizwXRkqaGhgQw0L2YXJJKbF0FTbTvnO4O7sj2fHhwcBGD8vU4dOK6V8JyLGunGMQLCzC2qK4dDO3ul7P4RtL0GLx5aDZWvhgz/Bnve7k7LyogGoeOP53ucvvwNeuBGaPbYeXP8YPH0N7Fzek1axGZ68mrGlT/Q+/9mvwtPXgqOjJ+3jB+GFb1r1cFd//1oqd1u7B3QHNhzt8P798Mnfe+dZuhp2vNa7Tc3VVttbjrG1oqPdWnjVy4uvKqVC2Jq/W/2ZD3VPR9kQ3Lsxlay3+vgx09OxR+rnWeUd+kpSw4LYhImnZAGw4yPfrEjta84uJ0WfWCtWTzw1K8C1UUqFtXN+AndUwmnfhU1Pw12j4MVv9zzfehj+OAceOq/3eW/+FJ7+MlR7BDxK34Hlt8OunsBElmtR/YqdR/TH216EjU9Yv266VWy20mtLetKaD8GOV0hq2N77/O0vw7b/0Csgs2c1bPw31O/rTqrZUYyjy05SbCNxSVFWYkezVf+37+yd59vL4MmrrEXo3Nb/C/58Erz3u560QzthWQY8uNBaIPDWEvh+EUopRWQ8nH8vXHCvT4vpDmxsrMYZxCOUSza41ovz5TQUNezorihq2Jh0ShafvrqH4vWHOPNKB1ExofXy37etltaGDkZkxpE51kerRyul1JHEBp3N1hd/t8hYa+7ykVuZjj3Nmssc7dFH5cyFU75tbSHrkjUxC15voMLM6n3+4l9CR0vvkQ6zvgi58yF7Zk9a5nT4/L/Yu7OMXvuqfO4f4HSAzaN/P/kGmLAERs3pTqpoKwAayB4b33OcPQoW3Gz96ynvFGs1/fj0nrToREgbBwmZPWmdLdYUFGf/Wy0qpYYZmw3mf8PnxaTnJpCYFkNjTRuVJfVkjwu+7aab69upKGnAHmEjb6qPd8a6f5bVN3/zg959uApLofXNTqkhSM6II3tcMgd311O87hCTF2T3f1IQ2fGh9cvmpFOzQn7LWqVUCJl8Mfz4gGtqiktUHHx349HHnvvzo9MKzrJuHtLHjyIicjeHD0fQ2tRBbIIrmDD10qPPz57ZO6gBkJABUy6mvmpV7/QpFx99fv4ZwBm9kg5WxQINZM2e3JMYnQDnHTFaA6xgy5FO+pp1O7Ked1RZwQ2llAoAEaFgVgYbV+yneMOhoAxslLqmyeROSfX9j4xNVVZg3vP9S4UtnYqihpVJp1jBjKKPDga4JoPT1txJ6aZDIDBxvk5DUUr5UUQURMWDze61LO12GxljEgGoLPH/ziEVJe6FQ704+k0EIqKt0RxKKXUk9xpEPt4tqWC2Nb2jdMMhjAm+6Sju9T/8Mg3llh1wS5H1HqbCngY21LBSOHck9kgb5TsP01DdGujqDNjutVU4HYbRE1NISNGos1Iq9Lm3fT3oCjL4S3N9O401bURG20kdleDXspVSw9hrP7DWIKrb49NisgqSiU2MpKG6jeqyJp+WNVhtzZ2UFx1GbEL+DD9MDYlJgsQsK/Cswp4GNtSwEh0b0R0hLvo4dBYRde+GMunU0Jo+o5RSx5JdaA2R9ve2hO7ysgqSsNn0w65Syk/Gng6TLrLWKPIhm03ID9LdUfZuthY1HTV+BDEJkYGujgozGthQw84k1+4oRR9VBOUQvSPVVTRTWdpAZLRdV49WSoWNURNGYLMJVXsaaGvu9Fu5+7dZW7TmTtatWJVSfnT+3XDl45A+3udFuT8vlgZZYKNkg7XNq18+zzYchOe+dvROVypsaWBDDTujJ6cSnxxF/aFWKor9OwT6RBS5tqctnDuSyGjvzXFXSqlAioqJIKswGWOgbId/Rm0YY9i33Qps+Hw1fqWUCpDRE1OIirFTU97M4aqWQFcHgM6OLvZtrQGgYJYfpqE0V8HmZ6Dov74vSwUFDWyoYcdmEya4FuDc8VFwT0cxTtM9ZcY90kQppcKFO7iwf1uNX8qrKW+mpb6D+OQoUkfpYnJKKT/rckCX70eo2SNsjJluBQ+CZTrK/q21ODqdjByb5J/14pJz4bK/w8LbfF+WCgoa2FDDknt3lN2fVuLo6ApwbY6tbGcdTXXtJKbFMCoIt+xSSqmhyJtiTQfZt63WL1MD97kCKLlTUnXbbKWUf71+GyxLg0//zy/FFbp2RylZHxyBjeINVUBPvXwuLhVmfB4mX+Sf8lTAaWBDDUupo+IZOSaRjrYuSjdWB7o6x1T0oTVaY+IpWYgucqf8QESWikiRiOwWkaN+5hCRH4jIBtdti4h0iYiO6VcnJH10ArGJkTTVtVNX4fvh0t3ra0zRl6xSys8iokFs0NXul+LypqZhj7RRWdpA82H/lHksXQ4neze7p6HoenHKNzSwoYYt9w4j294/EOCa9K29pZPi9VZ0W6ehKH8QETvwZ+B8YApwlYhM8TzGGHOfMWaWMWYW8CPgHWNMrf9rq8KB2ITRk9zTUXz7Murs6OLA7sMgkDtZAxtKKT9b9BP4aS0suNkvxUVG28lzBXEDPR2lfGcd7S0OUkfFMyIzzj+FVu+GLc9BxWb/lKcCTgMbatgaf1ImEVE2ynbUUVMeXPt8A2x97wCODiejJ6WQnOGnNwE13J0M7DbGlBhjOoAngc8e5/irgCf8UjMVttzrbOzzcWDjwM7DOB2GkXmJxCZE+bQspZQ6ij0C/DwFriBItn31624obsUr4NnrYe0j/itTBVREoCugVKDExEcy+dRsNr9TzsYV+1l0zeRAV6lbV5eTzSvLAJh5Tm6Aa6OGkRxgv8fjMmB+XweKSBywFLjpGM/fANwAkJGRwapVq7xa0UBoamrSdvhAZ6u1tsb+HTW8vWIlNvvAP/gPpi0H1zkBcMY3BlX7Ifj+JicqXNqhVLgYOyMdsQnlOw/T1txJTHyk3+tgnKZ721m/BjZSxsKUS2DULP+VqQIqJAIbIrIUuB+wA/8wxtx9jONOAj4CvmCMedaPVVQhasY5uWx+t5yiTyo45ZJC4pKC41e84nVVNNW1k5IVx5ipaYGujho++vpGeawVHT8DvH+saSjGmAeBBwEmTpxoFi5c6JUKBtKqVavQdvhGzaefUFPexPhRMwc1TWQwbfn3qo+AFs44fzajxqecWEV9JBj/JiciXNqhlE/s+xhW/wZy5vptp46Y+EhyJoygbEcdezZXdy+e708VpQ20NHSQmBpDem6C/wqesMS6qWEj6KeiDGTOt8dx9wBv+LeGKpSNGBlH/ox0nA7D5nfKAl0dAIwxbHzL+tF85jm5umio8qcywHOI0GjgWIvQXIlOQ1Fe4p4H7qt1Nhpr26iraCEyxk5mQbJPylBKqeNqrYNdy6F8rV+L7Z6OEqDdUUpc68UVzM7Q3aiUTwV9YIOBz/m+GXgOqPJn5VTom3VuHgBb3ikPiq1fD+4+TNXeRmISIpk4XxcNVX61BhgvIvkiEoUVvHjpyINEJBk4C3jRz/VTYSrXx+tsuAMmoyemYLeHwkcfpVTYyZkDVz0Fi+7wa7H5M63Axr5ttXS2+/dzrjGme30Pv++G0t4Ena3gh63EVXAIhXf3vuZ853geICI5wKXAA36slwoT2eOSGTkmkbamToo+rgh0ddjgGq0x7awcIqLsAa6NGk6MMQ6sNTPeALYDTxtjtorIjSJyo8ehlwLLjTHNgainCj+jCkcQEWWjpryJ5nrvb0u4b5u1zWCebvOq/GwAW2gni8jLIrJRRLaKyFcGeq4KMQkjYeJSyJ7p32JTosnMT6Kr08neLTV+LbumvImG6jZiEyPJKvTzaLkXvw13ZVk7o6hhIRTW2BjInO/fAz80xnQdb4iTLmYX3ALZlqhRBvbCBy8XUeXYOaShckNpR3ujoXSjQWzQGLmXVav2nXA9hipcXlvh0g5/Mca8Brx2RNoDRzx+GHjYf7VS4c4eaSNnQgp7t9Swf1tt93bc3uDsclK2ow6A3Cm6ZpHyH4/p1IuxfphbIyIvGWO2eRz2bWCbMeYzIpIBFInI40DXAM5VakAK54yksrSBravLGTd3pN/K3fKuNZu1YPZIbP6eWi0C9miI8uO6HiqgQiGwMZA53/OAJ11fRtOBC0TEYYz5j+dBuphdcAtkW7q6nDy240Oa6trJT5/O2OnpJ5zXUNrx7hNFQDmTTs1m0dLA7tISLq+tcGmHUuEud3Iqe7fUsM/LgY2qvY20tzhIyoglOSPWa/kqNQDd06kBRMQ9ndozOGGARLE+xCYAtYADa0eq/s5VoaSjBTY9aU2NOOmrfi168oJs1rxSStmOOg7tayQjL9HnZbY0dLDjg4MAzDh7tM/LO8oVD1v/6lSUYSMUAhvdc76Bcqw531/0PMAYk+++LyIPA68cGdRQ6njsdhszzs7lg+d3s+Gt/UMKbJyotuZOtn9ovQHoFq9KqeEmb2oqPAP7t9dinMZrCye71+3QaSgqAAayhfafsNYyOgAkYu3s53RNsx7o9tthNyLZH/w9ojOis4nT3/8fHPY43msu9Fu5bkljndQUwX8fW0PugsGvRjDY61W5yUmXAxJzYFPRGigadJEhS0cLB0bQBzaMMQ4Rcc/5tgMPued8u57XdTWUV0w5PZs1r5ZSXlTHof2NZOT6PprtaevqchwdTvKmpJI2SofNKaWGlxGZcSSkRtNU286h/Y2MHJPklXz36/oaKnAGMp16CbABWAQUAm+KyOoBnmslhuGIZH/w+4jOLge0XktEdGJARpI2zmjjsTs+pHG/YfbU+YMewTaY69XR5uDRlz4AHCz+4lyy/b2+RoDpaOHACIXFQzHGvGaMmWCMKTTG3OVKe6CvoIYx5jpjzLP+r6UKddFxkUw5bRQA65f7d20LR0cXm1Za2826d2lRSqnhRETIc62B4a3dUdqaO6ksbcBmE3ImpnglT6UGYSDTqb8CPG8su4FSYNIAz1WhxB4BF/8BltwVkOITU2MYf3ImxsDGt3z7OXf7+wdpb3GQXZgcuKDGv6+ERy+BFt/stqWCT0gENpTylxmLRmOLEHatqaSitN5v5a5bvo+W+g7ScxMYPVk/fCulhqcxU63Axq41lRgvzIsuXleFMZA9PpmomKAfpKrCz0C20N4HnAMgIpnARKBkgOcqNSizF1s/nm3/4CCtjR0+KaOry8kGV+Bk9nkB/LFuz3tQshJsusPgcKGBDaU8JKXHdo+YePeJnTidvl9wqKG6lXVv7AXgjM9PGNKOLEopFcrGTE8jNimK2gPNHNh1eEh5GWPYvMoaCecejaeUPw1wC+1lwAIR2QyswNrlr/pY5/q/Fcqrmquhphgc3t/WeiDSchIYMz0NR6eTTa7+0dt2r6mkqa6dlKy4gKxZ1+3Lz8OXntddUYYRDWwodYR5548lISWaQ/sa2f6+70d9vvfMLro6nUw4OZNR40f4vDyllApW9ggbU8+wghCbh/ih++Duw9SUNxObFEXhHP9tb6iUp/6mUxtjDhhjzjPGTDfGTDPGPHa8c1WIe/gi+OMcqN4VsCrMcY2i2LyqjM72Lq/mbYxh3fKe0RreWgT6hOSeDOPO0REbw4gGNpQ6QmS0nQWfGwfAh/8ppq2p02dl7d1SQ+nGaqvMy8b5rByllAoV087IwWYTSjZU01TXdsL5bFpZDsDU00dhj9CPO0qpIDAiF1LywTgDVoXscSPIzE+ivdnB9g+8+wPevq211B5oJj45igknZXk1b6X6o+/0SvVh3NyR5EwcQXuzg49fKvFJGV2dTlY/vROAky7MJ35EtE/KUUqpUBI/IpqC2RkYp2Hr6hP70N1U107JhkPYbMK0M3O8XEOllDpBVz8D390A2TMCVgURYc55YwDY8OZ+urq8F2RxT62eeU4e9sgAfs1sqYXVv4UNTwSuDnbB5o0AABXUSURBVMrvNLChVB9EhDO+MAGxCVtWl3NoX6PXy9iwYh/1Va2kZMUxY9For+evlFKhavpCq0/curqcrs7Bf+jeuroc4zQUzM7QoLFSKri01cO2F2HXm73T1/wT3rnPet5ty/Pw8neh5J2etIMbrR0/3r6z9/kPLYUHF4LDY1HQ126FP8yGXW/1ynPsW2cwIr6Zxto2itdWWYGAu/Pg99N75/noJfCrHNj/SU/ah3+GX+fCyl/1pFXvouIXiziw6zBRMfbuKYX8cwn8bhoc9tiF5b3fwV8WwKane9IObLCm6Sy/o3f5z98Az30NOj1G7218Et78GVRs6VU+a/4Bpe9ajxsPwopfwAd/QA0fGthQ6hjSRiUw4+zRYODdJ4swXlxItKmujU9f2wNYC4bqMGmllOqRPS6ZtJwEWhs72b2ualDndnU62bramobiDpAopVTQaDgAT18Db9zeO/39+2Hlnb23J93/Max9GCo91o1tqYWdr/cONgAcWG/dnI6etKZKqC2B9oaeNEc7tuaDzB6zDbB25jNgBVTajtgRsLMFOpp6T51xtFv5eS6A2tXJhtpFAEw7K4eoWNcuVI0HoH5/7/MbDkDV1t7tbKmBPat7BysAtr4Am58Bz4X1d7wC7/8eanZ7XKdP4NVbYP3j1uOYEXDad2HmlajhQ/c+U+o4Troon51rKqkoaaDo4womnZrtlXzff3Y3jg4nhbMzyJ2S6pU8lVIqXIgI0xfmsOrxIjavKmPi/IHP1d69rorWxk7SchLIHpfsw1oqpdQJiBkBky6C5Nze6fOutwIG0Uk9aVMugfQJkDu/Jy1rOlz5BMRn9D7/uletAECExyi1pb+GRT+BxEyPPD8LBQuZQDQf37mNmrIm9pc4ybu1FOSIH9q+9LwVlIiMg5L3rLRTvgUnfRXsUd2HHe4aTXHHAmx2YcYij3Zdvxy6OiDJY0rg6d+DOddAosdn6lGz4dqXe7cd4NK/QVcn2CJ70mZcCaPmQObUnrS0cTD3KzD6JOtxcg4s/iVqeNHAhlLHER0bwYLLClnx8HbeeXInySPjyC4c2gfltf/dw+61VURE2lhwuS4YqpRSfZkwP4sPXyimsrSByj0NZI5N6v8kenZTmb4wR7fPVkoFn6RsuPLxo9NP/39Hp4051bp5ik+HSRccfezoeX2U1cdW11FxEBVHBDDznFw+fKGYdW/uJ+9/Zh99bHQfW6VGxlg3D+tXHgADk07JIj7ZI7CS1McPgknZR6fHpUL+mUcfO+2yo9MmX3R0Wt5866aGNR3/rlQ/Js7PYuL8LBztXbzyxw1U7W3o/6Rj2Pj2fj76TwkILPzSJJLSYr1YU6WUCh+RUXYmL7A+/G4Z4NavVXsbqCxtIDouggkn64r8Sil1PFPPGEVkjJ3yoroT/nzbXN9O0YcVIDBrcZ6Xa6jUwGlgQ6l+iAiLrplE4ZwMOtq6eOkPG6gpbxp0PtveP8B7T1v7li/84sRBDa1WSqnhaNpZOSCw69MqWhs7+j3ePVpj0oJsIqPtvq6eUkqFtOi4SKaeYU0Tce9oMlib3i6jy+Ekf0Y6KVnx3qyeUoOigQ2lBsBmt7H4+qmMmZ5Ge7ODF+/fwOHKlgGfv3NNBSsf2wHA6VeM734TUUopdWzJGXGMmZZGl8PJhrf2HffY+kMt7FpTBQLTz9I+VimlBmLmolxsdqF43SFWPrYDR2fXgM4zTsMnr5SybrkVEJmzZIwvq6lUvzSwodQA2SNsLL1hGjkTU2ht6ODF36+n/lBrv+cVr6/irf/bDgbmX1zAzHNy+z1HKaWUxd1nrntjH+88UURX19Hbv5YX1fHs3Wu7fzVMzojzdzWVUiokJaREs+iaydgjbGx77wDP37eOhurjf75ta+rklT9vZM0rpQCcckkBWQW6WLMKLF08VKlBiIi0c8E3p/PKHzdysLief//sI3KnpjLhpEzyZ2Z0D31uqmtn15pKdq6poHq/NW1l7tIxzLtgbABrr5RSoSd3UirnXDuZlY/vYMs75dRVtLD0hmnExFur5G95t5zVT+7E6TSMmZbGOddNCXCNlVIqtEycn0Vqdjz/fXAzh/Y18vSv1nDuV6Ywdnr6UcdW7mngvw9upqm2nZj4SBZ/dQp5U9ICUGuletPAhlKDFBUTwYU3zWTlo9sp2VjN3s017N1cQ0S0nfwZ6RzY62TrU+9jbQoOUbERzDo3V4MaSil1giadms2IzDhee2Az5UV1PHP3p5z/jekcXOtk664iwFq07tRLC7HZdCcUpZQarIy8RK740UmseGQ7ezZV8+qfNzHvgrGcdFE+NptgjLECyU/vxOkwjBybxNIbppGYGtN/5kr5gQY2lDoB0bERLP3GdFoaOti9topdayqoKGlg15pKwJq2MnZ6GhNOziJvWioRkbqInVJKDUVWQTJX3DaP1/66ier9TTx15ycA2CKEs6+exKRT+9hWUCml1IDFxEdywY3TWbd8Lx+/WMKnr+2hoqSes788ifKPDdv2WIHk6WflcNrl47FH6qoGKnhoYEOpIYhLimLG2aOZcfZo6g+1UrrxEKX7irngytOIjosMdPWUUiqsJKbGcNn357Like0Ur6siIgY++505OrdbKaW8RGzC3KVjyRybxPJ/bqVsRx3/uuNDMBARZWPh1ZN0Zz8VlDTMppSXJGfEMuvcPFIKRIMaSinlI5HRdpZ8fSoXf3cWhUtFgxpKKeUDoyel8vkfn2z1sQaiEuHyH87ToIYKWjpiQymllFIhRUTInZxKcaWup6GUUr6SkBLNJbfM5sDOw+ws20haTkKgq6TUMemIDaWUUkoppZRSR7HbbeROTsUeqYFkFdw0sKGUUkoppZRSSqmQpYENpZRSSimllFJKhSwNbCillFJKKaWUUipkhURgQ0SWikiRiOwWkdv6eP6zIrJJRDaIyKcicnog6qmUUkoppZRSSin/CvpdUUTEDvwZWAyUAWtE5CVjzDaPw1YALxljjIjMAJ4GJvm/tkoppZRSSimllPKnUBixcTKw2xhTYozpAJ4EPut5gDGmyRhjXA/jAYNSSimllFJKKaXCXtCP2ABygP0ej8uA+UceJCKXAr8GRgIX9pWRiNwA3ACQkZHBqlWrvF1Xv2tqagqLdkD4tEXbEVzCpR1KKaWUUkqpvknPQIfgJCJXAEuMMV9zPf4ycLIx5uZjHH8m8FNjzLn95NsIFHm7vgGQDlQHuhJeEi5t0XYEl3BpB8BEY0xioCsxWNrfBp1waQeET1u0HcElJPtaCKv+1h/C5fXqL3q9Bk6v1cB5rb8NhREbZUCux+PRwIFjHWyMeVdECkUk3RhzvBdUkTFmnrcqGSgi8mk4tAPCpy3ajuASLu0Aqy2BrsMJ0v42iIRLOyB82qLtCC4h3NdCmPS3/hAur1d/0es1cHqtBs6b/W0orLGxBhgvIvkiEgVcCbzkeYCIjBMRcd2fA0QBNX6vqVJKKaWUUkoppfwq6EdsGGMcInIT8AZgBx4yxmwVkRtdzz8AfA64RkQ6gVbgCybY59gopZRSSimllFJqyII+sAFgjHkNeO2ItAc87t8D3DPIbB/0QtWCQbi0A8KnLdqO4BIu7YDQbUuo1vtI2o7gEy5t0XYEl1BuRyjX3d/0Wg2OXq+B02s1cF67VkG/eKhSSimllFJKKaXUsYTCGhtKKaWUUkoppZRSfRp2gQ0RWSYim0Rkg4gsF5FRHs/9SER2i0iRiCwJZD37IyL3icgOV1teEJERHs+FUjuuEJGtIuIUkXlHPBcy7QAQkaWuuu4WkdsCXZ/BEJGHRKRKRLZ4pKWKyJsissv1b0og6zgQIpIrIitFZLvrdfVdV3pItUVEYkTkExHZ6GrHL1zpodYO7W+DiPa3wUH72+ASDv1tuPRR/hJOfaE/hHJ/6w/h0qf7g8/fN4wxw+oGJHnc/w7wgOv+FGAjEA3kA8WAPdD1PU47zgMiXPfvAe4J0XZMBiYCq4B5Humh1g67q44FWLvybASmBLpeg6j/mcAcYItH2r3Aba77t7lfY8F8A7KBOa77icBO12sppNoCCJDguh8JfAycEoLt0P42iG7a3wbHTfvb4LqFQ38bLn2UH69XWPSFfrpWId3f+ukahUWf7qdr5dP3jWE3YsMY0+DxMB5wLzLyWeBJY0y7MaYU2A2c7O/6DZQxZrkxxuF6+BEw2nU/1Nqx3RhT1MdTIdUOrLrtNsaUGGM6gCex2hASjDHvArVHJH8WeMR1/xHgEr9W6gQYYw4aY9a57jcC24EcQqwtxtLkehjpuhlCrx3a3wYR7W+Dg/a3wSUc+ttw6aP8JYz6Qn8I6f7WH8KlT/cHX79vDLvABoCI3CUi+4GrgZ+6knOA/R6HlbnSQsH1wOuu+6HcDk+h1o5Qq+9AZBpjDoLVEQEjA1yfQRGRscBsrF/fQq4tImIXkQ1AFfCmMSZU26H9bfALtXaEWn0HIuT+b3vS/jaohGMf5S96vY6m1+TEhGr/4Te+eN8Iie1eB0tE3gKy+njqdmPMi8aY24HbReRHwE3Az7CGIh4poFvG9NcO1zG3Aw7gcfdpfRwf9O3o67Q+0oJ5C59Qq29YE5EE4Dng/xljGkT6+vMEN2NMFzDLNVf6BRGZFug69UX726MEfTv6Oq2PtGDuv0KtvmFN+1v/CJc+yl+GSV/oD3pNlNf56n0jLAMbxphzB3jov4FXsT5olwG5Hs+NBg54uWqD0l87RORa4CLgHOOalEQItuMYgq4d/Qi1+g5EpYhkG2MOikg21i9ZQU9EIrE6y8eNMc+7kkOyLQDGmMMisgpYShC2Q/vb0GrHMQRdO/oRavUdiKD7vz0Q2t/6tW5h0Uf5yzDpC/1Br8mJCar+I5j48n1j2E1FEZHxHg8vBna47r8EXCki0SKSD4wHPvF3/QZKRJYCPwQuNsa0eDwVUu04jlBrxxpgvIjki0gUcCVWG0LZS8C1rvvXAsf6hSNoiBXy/Sew3RjzW4+nQqotIpLhXtVeRGKBc7H6qlBrh/a3oSHU2qH9bRDQ/jZ4DIM+yl/0eh0tHPtbfwiZ/sOffP6+ceRqouF+w4oQbQE2AS8DOR7P3Y618m8RcH6g69pPO3ZjzXnb4Lo9EKLtuBQrGtwOVAJvhGI7XPW9AGt132KsoY4Br9Mg6v4EcBDodP09vgqkASuAXa5/UwNdzwG043SsIZKbPP5vXBBqbQFmAOtd7dgC/NSVHmrt0P42iG7a3wbHTfvb4LqFQ38bLn2UH69X2PSFfrpeIdvf+un6hEWf7qdr5dP3DXEVopRSSimllFJKKRVyht1UFKWUUkoppZRSSoUPDWwopZRSSimllFIqZGlgQymllFJKKaWUUiFLAxtKKaWUUkoppZQKWRrYUEoppZRSSimlVMjSwIZSSikVxESkS0Q2iMgWEXlZREb0c/zPReT7/RxziYhM8Xj8SxE511t1Pk65N4rINYM8Z5WIzOvnmIUi8orr/sUicttQ6unKZ4SIfMvj8SgReXao+bry2iMim/tql2dbTjDvlSLS1N81U0oppcKJBjaUUkqp4NZqjJlljJkG1ALf9kKelwDdgQ1jzE+NMW95Id/jMsY8YIx51MdlvGSMufvIdBGJGGRWI4DuwIYx5oAx5vKh1s/D2caYT72YHwDGmLMBr+erlFJKBTMNbCillFKh40MgB0BECkXkvyKyVkRWi8ikIw8Wka+LyBoR2Sgiz4lInIgsAC4G7nONBCkUkYdF5HIROV9EnvY4f6GIvOy6f56IfCgi60TkGRFJOKKskSKy1nV/pogYEclzPS52ld09msQ1EuMeEflERHaKyBmu9FgReVJENonIU0BsXxdCRJaKyA4ReQ+4zCP9OhH5k+v+wyLyWxFZCdxzrGsmIpki8oLrOm10XaO7gULXNbpPRMaKyBbX8TEi8n+uURfrReRsj7Kfd5WxS0TuHcgf9ThtiReRh1x/w/Ui8llXepyIPO2+RiLysY7QUEopNZwN9tcLpZRSSgWAiNiBc4B/upIeBG40xuwSkfnAX4BFR5z2vDHm767z7wS+aoz5o4i8BLxijHnW9Zz7+DeBv4lIvDGmGfgC8JSIpAN3AOcaY5pF5IfA94Bfuk80xlS5vvAnAWdgjRo4w/VlvcoY0+JRjluEMeZkEbkA+BlwLvBNoMUYM0NEZgDr+rgWMcDfXe3dDTx1nEs3wVXvLhFZcYxr9gfgHWPMpa7rnADcBkwzxsxylTnWI89vu9o83RUcWS4iE1zPzQJmA+1AkYj80Riz/1iV66cttwNvG2OuF2sK0ici8pbrGtW5rtE0YMNx2q+UUkqFPQ1sKKWUUsEtVkQ2AGOBtcCbrtESC4BnPIIF0X2cO80V0BiB9WX9jeMVZIxxiMh/gc+ItZ7EhcCtwFlYU1fed5UXhTV65EgfAKcBZwK/ApYCAqw+RpHPu/5d62ofrnP/4KrPJhHZ1Md5k4BSY8wuABF5DLjhGGU84wpqHO+aLQKucZXZBdSLSMox8gM4Hfij6/gdIrIXK4ACsMIYU++q1zZgDHDMwEY/bTkPuFh61kyJAfJc5d/vKn/LMa6RUkopNWxoYEMppZQKbq3GmFkikgy8gjVa4GHgsHs0wXE8DFxijNkoItcBCwdQ3lOuMmqBNcaYRrEiAW8aY67q59zVWKM1xgAvAj8EjKvefWl3/dtF788kZgD1HMgxAM2uf20M7JoNxFFDTzy0e9w/sl3Hcqy2CPA5Y0xRr8Q+hr4opZRSw5musaGUUkqFANcogO8A3wdagVIRuQKsL7oiMrOP0xKBgyISCVztkd7oeq4vq4A5wNfpmRbxEXCaiIxzlRfnMfXC07vAl4BdxhgnVnDkAuD9gbbTlcfVrnKmATP6OGYHkC8iha7H/QVcMMY0cOxrtgJregciYndNpzneNfKs4wSsURRFxzi2P8dryxvAze5AhojMdqW/B3zelTYFmH6CZSullFJhQQMbSimlVIgwxqwHNgJXYn2x/qqIbAS2Ap/t45SfAB9jrZ2xwyP9SeAHrgUpCz1PcE3FeAU43/UvxphDwHXAE65pDx9hTaE4sn57XHffdf37HtYoibpBNPOvQIKrnFuBT/oopw1rusarrjU89g4w72Nds+8CZ4vIZqxpMVONMTVYU2+2iMh9R+TzF8DuOv4p4DpjTDsnoJ+2LAMigU2uhUuXeZSf4bpGPwQ2AfUnUr5SSikVDsSYgY7kVEoppZRSQyUie4B5xpjqEzzfDkQaY9pcgakVwARjTIfr+VXA932xnaxSSikVjHSNDaWUUkop/zoErBCRr55g8CEOWOmaYiTANz2CGiuBAqDTa7VVSimlgpyO2FBKKaWUUkoppVTI0jU2lFJKKaWUUkopFbI0sKGUUkoppZRSSqmQpYENpZRSSimllFJKhSwNbCillFJKKaWUUipkaWBDKaWUUkoppZRSIUsDG0oppZRSSimllApZ/x/zxlmtU6rGyAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 1080x360 with 3 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot run output \n", - "plot_single_wake(swc_out) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot momentum deficit\n", - "By integrating the velocity deficit the momentum deficit predicted by each model one can easily compare the overall performance of the different models in a bar plot. " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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14TjOZ9y4cQ/XrVt3DwDmzp1rJ5PJxMuXL08DgNDQUJtVq1bZAYCZmZkqNDT0bs+ePWUA0L59e5fQ0NC7nTt3LlSpVPD393eOiIi4kZmZqde3b99WycnJ8S9b87lz50zGjh3rVFxcLOrWrVvuhg0b7opEFX+X/+DBA3G/fv1aXL161XTgwIHZmzdvvvOi44uKiriBAwc2u3r1qkmDBg0Uu3fvvuXi4lKSlpamN2TIkGbnzp1LftlaSd2iKzYIIYQQUi8wxrIBrACwGcCXAN5jjOU+3d0ZQCxjLP/p6wpXbJRjCSBT07USQkh9U5eTGjU9n4GBAYuIiLBKT0+v1HbHjh2WGzdubHjhwoXE27dvx69evTp11KhRze7cuVOp7a5duyw9PDyKrK2tVa9S86RJk5r+9NNPqSkpKXG3bt0y2rNnj8WzbUxMTNiCBQvS5s+ff6+mx//44482lpaWijt37sRNnjz54bRp0xwBwMHBQWFnZyc/fvy46avUTV4dTWwQQgghpD65AsALwJeMsbvltqtvQ+E4zhCAG0qfqaHGcZwYgD+AP19PqYQQImxisZiFhIRkLlq0yO7ZfaGhoY2+++67e/b29goA6NSpU+HgwYOzly1bZvts223btln3798/59nt165dM3Bzc3P/888/TV5US2pqqr5MJhP16NGjQCQSITg4OPvAgQNWz7azsLBQ9ezZU2ZkZKSq6fGHDx9uMGbMmGwAGD169OMLFy6Yq1SlhwcGBuZs3rxZ8qL6iGbRxAYhhBBC6gWO47wArAawCcCYZ3a/B+DI0589AagAXH+mzQQAJQB+02CZhBBCypkxY0bGvn37rLOzs8Xlt9+4ccO4Y8eOheW3tWvXrvD69evGz54jOjrarGPHjgXlt8XGxhoGBQW1XL9+/e233367MDY21tDV1dW9qj9ZWVni1NRUfXt7e3nZ8U2bNi1JT0/Xf/a9nqe64x8+fGjQrFmzEgDQ19eHmZmZ8uHDh3oA0LFjx4JLly6Z1fR9iGbQMzYIIYQQonUcxzVG6YTEBAAnAdzmOK4LY+wMx3HNABgyxhKeNm8DIJ4xJn96bBMAHz099r2y7YQQQjTP2tpaNWjQoOzFixfbGhsbV3srCWMMHMdV2p6bm6tnZWWlPvbRo0d6gYGBLXfv3n3T19e3GACkUumThISEa9Wd+1lVvVdtjn/OPgaU3o6SkZFhUOM3IhpBV2wQQgghRKs4jrNA6W0myxljhxhjhQCWAlj4tEkf/LcaClD6fI3WHMflcxz3GKUTIVYAfBljl15j6YQQQgB8+eWXD7dv325TUFCg/n7ZsmXLosjIyAq3kERHR5u4uroWPXu8WCxmSqVS/drc3Fxpb29fcubMGfWVEC+6YsPJyUle/gqN1NRUg0aNGtV4oru64xs1alRy+/ZtAwCQy+WQyWRiW1tbJQAUFhZyhoaGr/RsEPLqaGKDEEIIIVrFGMtjjEkZY2HltoUyxjo+fVl+mVcwxiYzxvQYY+aMMSvGmAtj7GPGWMprLp0QQggAOzs75fvvv/94+/btNmXbpk2b9uCrr75yfPDggRgALly4YPzrr79Kpk2bVukBz82aNSu+fv26YdlrfX19dvTo0Zs7duyQhIeHWwP/XbFR1R8bGxtl06ZN5aampqo//vjDVKVSYdu2bZJ+/fpVem7H81R3fJ8+fXI2bNggAYCNGzdavfnmm/llq63ExcUZOTs7V5qsIa8X3YpCCCGEkPruDIDT2i6CEELqswYm+oq6Xu71ZdrPnj37waZNmxqWvQ4ODs69d++egZ+fnxvHcczU1FS1YcOG202bNpUDgFKphJGREQOAd999N/f48ePmnp6eT8qOt7CwUB07duxGly5dnM3MzFTDhw9/4STFTz/9lDp27NhmxcXFXNeuXfMGDRqUCwDbtm2z/Oeff0xXrFiRBgCNGzf2kslkYrlczh07dqxBREREko+PT/Hzjv/000+zgoKCmr3xxhuelpaWyl9//fVm2XueOHHCvFevXrlVV0ReF66q+4UIIYQQQgghhNRfsbGxKVKpNEvbddRGUVER16xZM6/4+Ph4iUSiTE1N1R86dKjThQsXkrVd28vy9fV1+f333280bNhQ+eLWpK7ExsbaSKVSp7LXdCsKIYQQQgghhJDX4uzZsyYeHh7uo0ePzpBIJEqg9DaQMWPGZD169Einvp+mpaXpffrppw9pUkP76IoNQgghhBBCCNExunzFBiGv6tkrNnj1jA2RSMSMjSsti6wxCoUCenq8+ggr4Hs+gP8ZKZ/u43tGvucD+J+R8uk+vmekfLqP7xlrm2/fvn1QKpVNNVBSnXveMq98Qfnqnkqlgq+vb3RN2/PqbwhjY2MUFBS8tvfz9fVFVFTUa3u/143v+QD+Z6R8uo/vGfmeD+B/Rsqn+/iekfLpPr5nrG2+69evw83NTQMV1b1r167B3d1d22VoDOWre9HR0S+1hK5O3cNECCGEEEIIIYQQUh5NbBBCCCGEEEIIIURn8epWlNdt/Pjx2i5Bo/ieD+B/Rsqn+/ieke/5AP5npHy6j+8ZKZ/u43vGOsu3tBVQkFE35wIAU1tgRvWrr3Ich2nTpmHZsmUAgNDQUMhkMsyfPx8AsHbtWixfvhxKpRJWVlZYvnw5OnXqBADo0qULQkND4evrC8YYunfvjgMHDuDRo0fo27cv4uLiXrrk6OhojBo1CkVFRXjvvffw448/VvlsiO+++w7r16+HWCxGWFgYevbsWWF/QEAAbt26pa7hyZMnCAkJQXR0NCQSCX799Vc4OTkhMzMTI0aMwJYtW166Vl3SsGFDbZfwQnTFxgvcvXsXXbt2hZubGzw8PPDjjz+q95X9JXTmzBlYWlrC29sb3t7eWLBggbbKfWnFxcVo3749pFIpPDw8MG/ePPU+PuRLTExU1+3t7Q0LCwusWLFCvX/8+PE6nQ+gMQrodj6g+nHKh4x8H6NllEol2rRpg759+1bYPn78eDDGMGXKFLRs2RKtW7fG5cuXtVRl7dAYhc73oZOTE7y8vODt7Q1fX98K+2iM1n9C+Xv0eeOUD/8dvpYxWpeTGjU8n6GhIfbt24e0tDQkJibiwYMHyMjIwMOHD3H48GGsWbMG58+fR3JyMpYtW4ZBgwbhzz//RHx8PEpKStTniYiIgFQqhYWFxSuVPHHiRKxduxbJyclITk7G0aNHK7W5du0adu7cifj4eBw9ehSTJk2CUvnfaq379u2DmZlZhWPWr18PKysr7Nu3DwMHDsSECRNw7do1NGzYEPb29khKSgJQOkbv3LmDq1evIj4+/rU+//FVFRcXIz4+Xv3n8uXLePjwIYD/Jjby8/Nx5coVdZu0tDRtllwRY4w3f0xMTFhdS0tLY9HR0YwxxvLy8lirVq1YfHx8hTanT59mffr0qfP3fh1UKhXLz89njDFWUlLC2rdvzy5evFihjS7nK0+hUDA7OzuWkpJSYbuu56Mxqtv5nsXHccr3MVpm2bJlbOjQoVXmOHLkCOvVqxdTqVTs4sWLrH379lqosG4IdYzqeh82bdqUZWZmPne/rucrT6hjVJfzlRHKOK2rMXrt2rWKG+ZZ1P2fFzA1NWWLFi1iX3zxBZPJZGzp0qXs66+/Zv/++y/z9/dnf/zxh7ptXl4emzRpEpszZw5jjLG3336b/fPPP4wxxoYOHcpOnz7NGGPs9u3bzMPDgzHG2M2bN5m3tze7dOnSC2tJS0tjLi4u6tfbt29n48ePr9Ru0aJFbNGiRerX7777Lrtw4QJjjLH8/HzWsWNHFh8fr66hfJvY2FhWWFjIJBIJU6lUjDHGDhw4wCZOnMgYYywnJ4clJiaq//1aqY90hEqlYjExMay4uLjC9ry8PJaUlPRaaoiKilIyxqKe9ycmJiaFlZsLoCs2XsDe3h5t27YFAJibm8PNzQ3379/XclV1h+M49YykXC6HXC7n7VJFf/zxB1q0aIGmTXViVawaozHKL3wcp3wfowBw7949HDlyBOPGjaty/8GDBxESEgKO4+Dn54ecnBykp6e/5irrhlDHKJ/6sCp8yifUMSoEfBmnfBujH3/8MXbu3AmFQgEAEIlEMDY2xrVr1+Dj41OhraenJ+Lj4yudIzIyslLbxMREBAUFYePGjWjXrl2lq17K/8nJycH9+/fh6OioPt7R0bHK/07u37+PJk2aVNnu66+/xvTp02FiYvLcY/T09GBpaYns7GwApavanDt3DgCQk5MDiUSi/verUqmscGWKrsjLy4OhoSEMDQ21XUqN0cTGS0hJScGVK1fQoUOHSvsuXrwIqVSK3r17V/kfa32mVCrh7e0NW1tbvPPOO7zLV2bnzp0YOnRolfv4kA+gMaqr+crj+zjl6xidOnUqvv/+e4hEVf/fanX/iNI1Qh2jut6HHMfh3XffhY+PD9auXVtpv67nK0+oYxTQ/XxCGad8G6MWFhYICQlBWFgYAEChUKCwsLDKX0QVFxcjPz8fSUlJUKn+W83z0aNHMDc3V7/OzMxEv379sHXrVnh7ewMAXFxcEBMTU+WfBg0agDFW6f2qquF57WJiYnDjxg3079+/2mOSk5Mhl8vVExu2trbqWzJKSkpgYGCgbquvrw+5XF7pfPXd48ePYW1tXeW+goICxMfHIykpCUVFRa+5suejh4fWkEwmQ1BQEFasWFHp3q+2bdsiNTUVZmZmiIiIQGBgIJKTq3/QTn0iFosRExODnJwc9O/fH3FxcfD09FTv1/V8QOlfMocOHcJ3331XaR8f8gE0RnU5Xxm+j1O+jtHDhw/D1tYWPj4+OHPmTJVtavqPrfpOyGNU1/swMjISDg4OyMjIwDvvvANXV1d07txZvV/X85UR8hjlQz4hjFO+jtGpU6eibdu2GDlyJB4/fowmTZrA3d0d0dHR6NatGwDAxMQE2dnZ8PPzg52dXYUvxXp6elCpVOpfEFhaWqJJkyaIjIyEh4cHgNIrOIYMGVLl+585cwaOjo64d++eetu9e/fg4OBQqa2joyPu3r1bqd3FixcRHR0NJycnKBQKZGRkoEuXLupz3717Fz4+PhCJRCgsLIRcLkd+fj4AwNjY+BU/wfpDpVIhJycHjRs3rrTPxMQEXl5eEIvFyM3NxY0bN+Dl5aWFKiujKzZqQC6XIygoCMHBwRgwYECl/RYWFupL5d977z3I5XJkZWW97jJfWYMGDdClS5dKD9nhQ77ff/8dbdu2hZ2dXaV9fMhHY5Qf+fg8Tvk8RiMjI3Ho0CE4OTnhgw8+wKlTpzB8+PAKbZ73jyhdI+Qxqut9WFarra0t+vfvj0uXLlXYr+v5ygh5jOp6PkAY45SvY9Ta2hqDBg3CunXrYGxsDCsrK8ycORNffPGF+sqGq1evYvPmzZg0aRIsLS0BQH37iouLC27duqU+n4GBAQ4cOIDNmzdj+/bt6jbVXbFhb28Pc3Nz/PXXX2CMYfPmzejXr1+lWgMCArBz5048efIEt2/fRnJyMtq3b4+JEyciLS0NKSkpOH/+PJydndW/sAgICMCmTZtgYGCAPXv2oFu3brC2tkZBQQGSkpLUv3AzMDCocOuJXC6Hvr5+3X/gGpSXlwcTE5Mq6xaLxRCLxQBKJ58YY/XmihSa2HgBxhjGjh0LNzc3TJs2rco2Dx48UM8gX7p0CSqVChKJ5HWWWWuZmZnIyckBABQVFeHkyZNwdXWt0EaX85XZsWPHcy/50/V8NEZ1O195fB2nfB+j3333He7du4eUlBTs3LkT3bp1w9atWyu0CQgIwObNm8EYw19//QVLS0vY29trqeLaE/IY1eU+LCgoUP9WsaCgAMePH69w1Rug2/nKE/IY1eV8gHDGqUbHqKltXZRYq/MxxjBo0CA8fvxYPTkTEBCAMWPGwN/fH66urhg3bhy2bNkCe3t7FBQUQKFQqJ9l0adPn0pXPZqamuLw4cP44YcfcPDgwRrVsXr1aowbNw4tW7ZEixYt0Lt3bwDAoUOHMHfuXACAh4cHBg8eDHd3d/Tq1QurVq1Sf1l/nrFjxyIrKwstW7bE8uXLsXDhQuTm5sLY2BinT59Gnz59AED97A3GGGQyGcRicYVbU3RBdnb2c29Dkcvl6jFatuKLnl79uAmkfuQZc0gAACAASURBVFRRj0VGRmLLli3qpacAYNGiRbhz5w4AYMKECdizZw9Wr14NPT09GBsbY+fOnTpzWVx6ejpGjhwJpVIJlUqFwYMHo2/fvggPDweg+/kAoLCwECdOnMCaNWvU2/iUj8aobucrw+dxyvcx+jzl+++9995DREQEWrZsCRMTE2zcuFHL1b08oY9RXe7Dhw8fqu8ZVygUGDZsGHr16kVjlGdjVJfzAcIYpxofozNe/20rMplM/b8ikQhRUVEAgPj4eDg6OiIoKAhBQUGwtbVFRkYGMjIyEB8fD4VCgczMTPUDVMeNG4eQkBCMGzcOTk5OiIuLA1B6te4///xT43p8fX3Vx5YXEBCAgIAA9evZs2dj9uzZzz1P+RoAwMjICNu2bcONGzcAAE+ePIFEIoGlpSX27t2LTZs2ASid2MjNzUVcXBxEIhGcnJxqXHt9oFQqkZ+fX+HBthkZpcv+2tra4vHjx8jIyADHcRCJRGjevHm9+XuGq+peNV1lamrKdGmtYEIIIYTUfxtmnkdRXumlxcYWBhjzfSctV0QIIcD169fh5uam7TJeWlRUFEaMGIGQkBB8+eWX6u27du1Cr169Kj0/pj7LzMxEZGQkAgMDtV0K70RHR6t8fHyuPG9/bGysjVQqdSp7TVdsEEIIIYRUo2xS49mfCSGEvDxfX19cv3690vbBgwdroZpX07BhQ5rUqCfoGRuEEEIIIYQQQgjRWTSxQQghhBBCCCGEEJ1FExuEEEIIIYQQQgjRWTSxQQghhBBCCCGEEJ1FDw8lhBBCCCGEEB3X5dcuyC7OrrPzSYwkODPkTLVtOI7DtGnTsGzZMgBAaGgoZDIZ5s+fDwBYu3Ytli9fDgCwsLDA8uXL0alT6cpSXbp0QWhoKHx9feHk5ISoqCjY2NjUWf1lNHluUn/QFRuEEEIIIYQQouPqclKjpuczNDTEvn37kJWVVWnf4cOHsWbNGpw/fx4JCQkIDw/HsGHD8ODBgzqtkxCAJjYIIYQQQgghhNSCnp4exo8fjx9++KHSviVLlmDp0qXqKyXatm2LkSNHYtWqVTU6d2pqKrp3747WrVuje/fuuHPnDgDg4cOH6N+/P6RSKaRSKS5cuAAACAwMhI+PDzw8PLB27do6Skh0BU1sEEIIIYQQQgiplY8//hjbtm1Dbm5uhe3x8fHw8fGpsM3X1xfx8fE1Ou/kyZMREhKCf//9F8HBwZgyZQoAYMqUKXj77bcRGxuLy5cvw8PDAwCwYcMGREdHIyoqCmFhYcjOrtsrWEj9RhMbhBBCCCGEEEJqxcLCAiEhIQgLC3thW8YYOI6r0XkvXryIYcOGAQBGjBiB8+fPAwBOnTqFiRMnAgDEYjEsLS0BAGFhYZBKpfDz88Pdu3eRnJxcmzhER9HEBiGEEEIIIYSQWps6dSrWr1+PgoIC9TZ3d3dER0dXaHf58mW4u7vX6j2qmxA5c+YMTp48iYsXLyI2NhZt2rRBcXFxrd6H6Caa2CCEEEIIIYQQUmvW1tYYPHgw1q9fr942c+ZMfPHFF+pbQmJiYvDLL79g0qRJNTqnv78/du7cCQDYtm2bejWV7t27Y/Xq1QAApVKJvLw85ObmwsrKCiYmJkhISMBff/1Vl/GIDqDlXgkhhBBCCCFEx0mMJHW+3OvLmD59OlauXKl+HRAQgPv378Pf3x8cx8Hc3Bxbt26Fvb09AEChUMDQ0FDdvnXr1hCJSn/vPnjwYISFhWHMmDFYunQpGjZsiI0bNwIAfvzxR4wfPx7r16+HWCzG6tWr0atXL4SHh6N169ZwcXGBn5/fq8YnOoZjjGnu5BzXC8CPAMQAfmaMLX5mfz8A3wJQAVAAmMoYO/90XwqAfABKAArGmO+L3s/U1JSVv/yJEEIIIeRVrZpwqsLrj8O7aakSQgj5z/Xr1+Hm5qbtMmrlyZMnaNmyJeLi4tTPyCCkvOjoaJWPj8+V5+2PjY21kUqlTmWvNXYrCsdxYgCrAPQG4A5gKMdxz95Q9QcAKWPMG8AYAD8/s78rY8y7JpMahBBCCCGEEELqt6ioKHh7e2PSpEk0qUHqjCZvRWkP4AZj7BYAcBy3E0A/ANfKGjDGZOXamwLQ3OUjhBBCCCGEEEK0ytfXF9evX9d2GYRnNPnw0MYA7pZ7fe/ptgo4juvPcVwCgCMovWqjDANwnOO4aI7jxmuwTkIIIYQQQgghhOgoTU5sVLUeT6UrMhhj+xljrgACUfq8jTIdGWNtUXory8ccx3Wu8k04bjzHcVEcx0UpFIq6qJsQjejSpQu6dOmi7TIIeS4ao6S+ozFK6jsao6S+S0xMRGJiorbLIKRatRmjmpzYuAegSbnXjgDSnteYMXYWQAuO42yevk57+r8ZAPaj9NaWqo5byxjzZYz56unxd5EXuVwOuVyu7TI0hu/5hEAIfSiEjHwmhP4TQkY+E0L/CSEj3/G9D/meTwhUKhVUKpW2y9AYvuerLU1ObPwDoBXHcc04jjMA8AGAQ+UbcBzXkuM47unPbQEYAMjmOM6U4zjzp9tNAbwLIE6DtdZ777zzDt555x1tl6ExfM8nBELoQyFk5DMh9J8QMvKZEPpPCBn5ju99yPd8QpCcnIzk5GRtl6ExfM9XWxq7xIExpuA4bjKAYyhd7nUDYyye47gJT/eHAwgCEMJxnBxAEYAhjDHGcZwdgP1P5zz0AGxnjB3VVK26YNy4cdouQaP4nk8IhNCHQsjIZ0LoPyFk5DMh9J8QMvId3/tQl/NtmHkeRXklNWp7Evdf2MbYwgBjvu9UbRuxWAwvLy8wxiAWi7Fy5Ur4+/vXqIbyVqxYgfHjx8PExOSljwWA+fPnw8zMDJ9//jlsbGzU27t06YLQ0FD4+tZskc0zZ84gNDQUhw8frrRPoVBg7ty52L17N0xNTQEAgwYNwuzZs2tV88vw9/fHhQsXAKBCvpqaOnUqBgwYgM6dO8PJyQlRUVEvfZ5Hjx5hyJAhSElJgZOTE3bt2gUrK6tK7Y4ePYpPP/0USqUS48aNw6xZswAAX3/9NQ4ePAiRSARbW1v88ssvcHBwwIkTJzBr1iyUlJTAwMAAS5cuRePGjctyOx88ePBmw4YNlS+qT6P3bjDGIgBEPLMtvNzPSwAsqeK4WwCkmqxN1wwfPlzbJWgU3/MJgRD6UAgZ+UwI/SeEjHwmhP4TQka+43sf6nK+mk5q1OX5jI2NERMTAwA4duwYvvzyS/z5558v/V4rVqzA8OHDaz2xUZ5EInnlc1Rlzpw5ePDgAa5evQojIyPk5+dj2bJlGnmvZ5VNagAvn+/Ro0f466+/sGLFileqYfHixejevTtmzZqFxYsXY/HixViypOJXeaVSiY8//hgnTpyAo6Mj2rVrh4CAALi7u2PGjBn49tvSR2qGhYVhwYIFCA8Ph42NDX777Tc4ODggLi4OPXv2xKlTpwAAQ4cOzQ4NDW24ZMmSBy+qT5O3opA6VFhYiMLCQm2XoTF8zycEQuhDIWTkMyH0nxAy8pkQ+k8IGfmO733I93yalJeXp/4NvkwmQ/fu3dG2bVt4eXnh4MGDAICCggL06dMHUqkUnp6e+PXXXxEWFoa0tDR07doVXbt2BQBMnDgRvr6+8PDwwLx589Tv4eTkhHnz5qnPm5CQUKmONWvWoFevXigqKgIA7N69G+3bt4ezszPOnTsHAEhJScFbb72Ftm3bom3bthUmDmQyGQYOHAhXV1cEBweDMYbCwkKsW7cO//vf/2BkZAQAMDc3x/z589XHBQYGwsfHBx4eHli7dq16u5mZmfrnPXv2YNSoUeq6PD09IZVK0blz6ToZ8fHxaN++Pby9vdG6dWv1LSdl55DJZOjWrVulzzUlJQVubm748MMP4eHhgXfffVedf8+ePejVq1elz6moqAi9evXCunXrqunV/xw8eBAjR44EAIwcORIHDhyo1ObSpUto2bIlmjdvDgMDA3zwwQfqGi0sLNTtCgoK8PTuDLRp0wYODg4AAA8PDxQXF6OkpHRS7YMPPsjZt29fjWZy+Pu0TZ557733AJReHsVHfM8nBELoQyFk5DMh9J8QMvKZEPpPCBn5ju99yPd8da2oqAje3t4oLi5Genq6+jftRkZG2L9/PywsLJCVlQU/Pz8EBATg6NGjcHBwwJEjRwAAubm5sLS0xPLly3H69Gn17RELFy6EtbU1lEolunfvjn///RetW7cGUHorxuXLl/HTTz8hNDQUP//8s7qelStXYt++ffjxxx9hbGwMoPQWkkuXLiEiIgLffPMNTp48CVtbW5w4cQJGRkZITk7G0KFDERUVBQC4cuUK4uPj4eDggI4dOyIyMhIWFhZ44403YG5u/tzPYsOGDbC2tkZRURHatWuHoKCgaq+uWLBgAY4dO4bGjRsjJycHABAeHo5PP/0UwcHBKCkpgVJZ8Q4MIyMjLF26FGZmZpBIJOrPFSh99saOHTuwbt06DB48GHv37sXw4cMRGRmJgQMHVjiPTCbDBx98gJCQEISEhAAA3nrrLeTn51eqMzQ0FD169MDDhw9hb28PALC3t0dGRkaltvfv30eTJv+tH+Lo6Ii///5b/Xr27NnYvHkzLC0tcfr06UrH7927F23atIGBgQFKSkrQsGFDZUlJCffgwQNxo0aNqr0dhSY2dMTEiRO1XYJG8T0fwP//gxRCH/I9I41R3cf3jDRGdR/fM/J9jAL870O+56tr5W9FuXjxIkJCQhAXFwfGGL766iucPXsWIpEI9+/fx8OHD+Hl5YXPP/8cX3zxBfr27Yu33nqryvPu2rULa9euhUKhQHp6Oq5du6ae2BgwYAAAwMfHB/v27VMfs2XLFjg6OmLHjh3Q19dXby/fPiUlBUDp6jeTJ09GTEwMxGIxkpKS1O3bt28PR0dHAIC3tzdSUlLU711m48aN+PHHH5GdnY0LFy6gSZMmCAsLw/79+wEAd+/eRXJycrUTGx07dsSoUaMwePBgdY1vvvkmFi5ciHv37mHAgAFo1apVhWMYY1i9ejUuXrwIfX199ecKAM2aNYO3t3elrOnp6WjYsGGF8/Tr1w8zZ85EcHCwelvZ1SyvgjFWaVvZlRlA6YTVwoUL8d1332HlypX45ptv1Pvi4+PxxRdf4Pjx42jRogWio6MBABKJRHHnzh2DRo0aFVX33jSxoSOGDBmi7RI0iu/5hEAIfSiEjHwmhP4TQkY+E0L/CSEj3/G9D/meT5PefPNNZGVlITMzExEREcjMzER0dDT09fXh5OSE4uJiODs7Izo6GhEREfjyyy/x7rvvYu7cuRXOc/v2bYSGhuKff/6BlZUVRo0aheLiYvV+Q0NDAKUPLlUoFOrtnp6eiImJQWFhIZo1a1Zt+x9++AF2dnaIjY2FSqVS315Svn35Y1q2bIk7d+4gPz8f5ubmGD16NEaPHg1PT08olUqcOXMGJ0+exMWLF2FiYoIuXbqoay7/xb58jvDwcPz99984cuQIvL29ERMTg2HDhqFDhw44cuQIevbsiZ9//hndunVTH7Nt2zbk5+cjJiamwudaVd1lt6IYGxtXeF+gdFLl999/x7Bhw9T1veiKDTs7O6Snp8Pe3h7p6emwtbWt1NbR0RF3795Vv7537576NpPyhg0bhj59+qgnNu7du4f+/ftj8+bNaNGiRYW2T5484UxMTF64vi09Y0NH5ObmIjc3V9tlaAzf8wmBEPpQCBn5TAj9J4SMfCaE/hNCRr7jex/yPZ8mJSQkQKlUQiKRIDc3F7a2ttDX18fp06eRmpoKAEhLS4OJiQmGDx+Ozz//HJcvXwZQ+ryKsi/VeXl5MDU1haWlJR4+fIjff/+9Ru/fpk0brFmzBu+//z7u3LlTbdvc3FzY29tDJBJhy5YtlW75eJaJiQnGjh2LyZMnqycJlEql+lkQubm5sLKygomJCRISEvDXX3+pj7Wzs8P169ehUqnUV3QAwM2bN9GhQwcsWLAANjY2uHv3Lm7duoXmzZtjypQpCAgIwL///lupbhsbG3AcV+FzrY6bmxtu3LhRYduCBQsgkUgwadIk9bZz584hJiam0p8ePXoAAAICArBp0yYAwKZNm9CvX79K79WuXTskJyfj9u3bKCkpwc6dOyvcKlPm0KFDcHV1BQDk5OSgT58++O6779CxY8cK51OpVMjMzNR3cXF58qKcdMWGjigbOHy9xJHv+YDS5aYA/mYUQh/yPSONUd3H94w0RnUf3zPyfYwC/O9DXc5nbGFQpyujGFsYvLBN2TM2gNLbEDZt2gSxWIzg4GC8//778PX1hbe3t/pL7NWrVzFjxgyIRCLo6+tj9erVAIDx48ejd+/esLe3x+nTp9GmTRt4eHigefPmlb7sVqdTp06YOnUqevXqhbNnzz633aRJkxAUFITdu3eja9eu6uVbq7Nw4UJ8/fXX8PT0hLm5OYyNjTFy5Eg4ODjA3t4e4eHhaN26NVxcXODn56c+bvHixejbty+aNGkCT09PyGQyAMCMGTOQnJwMxhi6d+8OqVSKxYsXY+vWrdDX10ejRo0qXc0SHByMHj16wNvbG35+furPtTp9+vTBmjVrKi1lvGLFCowZMwYzZ87E999//8LzzJo1C4MHD8b69evxxhtvYPfu3QBKJ6vGjRuHiIgI6OnpYeXKlejZsyeUSiXGjBkDDw8P9fGJiYkQiURo2rQpwsNLF0tduXIlbty4gW+//Va9aspPP/0EQ0NDnD9/3qRNmzYF5W8teh6uqvtgdJWpqSkrKCjQdhkaUXb/WNn9V3zD93wA//+xI4Q+5HtGGqO6j+8ZtTVGV004VeH1x+HdntPy1fC9/wD+Z+T736MA//tQl/Jdv34dbm5uL3VMYmIiAMDFxUUTJdULjx8/BgD1Ci18U5t8nTp1wuHDh9GgQQNNlVWnEhMTIZPJVCtXrswKDAzM6devX6V7ZGJjY22kUqlT2Wu6YkNH6MJfrq+C7/mEQAh9KISMfCaE/hNCRj4TQv8JISPf8b0P+Z5PCPg6oVGmNvmWLVuGO3fu6MzERhlPT8+iqiY1qkITGzoiKysLANRLIPEN3/MJgRD6UAgZ+UwI/SeEjHwmhP4TQka+43sf8j2fEMjlcgBATW5f0EW1ydehQwdNlaNR06dPz6ppW5rY0BFlaw/z9dJGvucTAiH0oRAy8pkQ+k8IGflMCP0nhIx8x/c+5Hs+Ibh16xYA/t5uw/d8tUUTGzpi+vTp2i5Bo/ieTwiE0IdCyMhnQug/IWTkMyH0nxAy8h3f+5Dv+YTAzs5O2yVoFN/z1RZNbOiI999/X9slaBTf8wmBEPpQCBn5TAj9J4SMfCaE/hNCRr7jex/yPZ8Q6NpzJF4W3/PVFk1s6IgHDx4AABo1aqTlSjSD7/kAYNSoUdouQaOE0Id8z0hjVPfxPSONUd3H94x8H6MA//uQ7/kkEom2S9A4esaG7pNIJOplcWuKlnvVEXxfPozv+YRACH0ohIx8JoT+E0JGbXhdy70Kof+EkJHv+N6HupTv2eVeV48fjsLcnDo7v4llA0xcu7XaNhzHYdq0aVi2bBkAIDQ0FDKZDPPnz0d4eDhMTEwQEhLy0u89d+5cdO7cGT169MC5c+cwYcIE6Ovr4+LFizA2Nq722LIlbRs3bowZM2bg+PHjsLCwgEgkwoQJE/Dhhx++dD0vIy0tDVOmTMGePXs0cn4hLNkLANHR0SofH58rz9tPy73qqFmzZmm7BI3iez4hEEIfCiEjnwmh/4SQkc+E0H9CyMh3fO9DXc5Xl5MaNT2foaEh9u3bhy+//LLSSjITJkyo9XsvWLBA/fO2bdvw+eefY/To0TU61s7ODowxjBs3Ds2bN0dycjJEIhEyMzOxYcOGWtdUUw4ODhqb1AD4ezXRq6IrNgh5TX755RcAwrhMlegmGqOkvtPWGH1dV2wQ3Ud/j5LX6dkrNpYN6Vvn7zH918PV7jczM8Ps2bMhk8mwcOHCCldszJ8/H2ZmZvj888+xbt06rF27FiUlJWjZsiW2bNkCpVKJ1q1bIykpCfr6+sjLy0Pr1q2RnJyMDz/8EH379kVOTg5mzpwJS0tL+Pv7Y82aNejXrx8eP34MuVyO//u//0O/fv2QkpKC3r17o2vXrrh48SJWrFiB0aNH48aNGxCJRJXqlslkzz1P3759ERcXB6DiFShhYWEIDw+Hnp4e3N3dsXPnTvz555/49NNPAZRevXL27FlkZ2erz5GSkoIRI0ag7DvqypUr4e/vjzNnzmD+/PmwsbFBXFwcfHx8sHXrVnAcV8c9qJuysrKQmppKV2zw0d27dwEATZo00XIlmsH3fAD//7EjhD7ke0Yao7qP7xlpjOo+vmfk+xgF+N+HfM+nCR9//DFat26NmTNnPrfNgAED1LeAzJkzB+vXr8cnn3yCLl264MiRIwgMDMTOnTsRFBRU4dkR48aNw/nz59G3b18MHDgQCoUC+/fvh4WFBbKysuDn54eAgAAApbdobNy4EStWrMBvv/0GqVRa5aQGABgZGT33PM+zePFi3L59G4aGhsjJKb2aJTQ0FKtWrULHjh0hk8lgZGRU4RhbW1ucOHECRkZGSE5OxtChQxEVFQUAuHLlCuLj4+Hg4ICOHTsiMjISnTp1esGnDZSUlAAADAwMXthWV2VnZ7/0MTSxoSNGjBgBQDfu96sNvucTAiH0oRAy8pkQ+k8IGflMCP0nhIx8x/c+5Hs+TbCwsEBISAjCwsKe+/yLuLg4zJkzBzk5OZDJZOjZsyeA0omL77//HoGBgdi4cSPWrVtX7XsxxvDVV1/h7NmzEIlEuH//Ph4+fAgAaNq0Kfz8/JCYmIiMjIwKxy1cuBC7d+9GRkYG0tLSqj3P87Ru3RrBwcEIDAxEYGAgAKBjx46YNm0agoODMWDAADg6OlY4Ri6XY/LkyYiJiYFYLEZSUpJ6X/v27dXtvb29kZKSUqOJjdu3bwPg/zM2XhZNbOiIOXPmaLsEjeJ7PiEQQh8KISOfCaH/hJCRz4TQf0LIyHd870O+59OUqVOnom3bts99DsaoUaNw4MABSKVS/PLLL+qJo44dOyIlJQV//vknlEolPD09q32fbdu2ITMzE9HR0dDX14eTkxOKi4sBAKampgAAe3t7+Pn5YenSpVCpVBCJRJg9ezZmz54NMzOzas+jp6cHlUqlfr+ycwPAkSNHcPbsWRw6dAjffvst4uPjMWvWLPTp0wcRERHw8/PDyZMnK1y18cMPP8DOzg6xsbFQqVQV9hkaGqp/FovFUCgUNfmoYW9vX6N2QkMTGzqiR48e2i5Bo/ieTwiE0IdCyMhnQug/IWTkMyH0nxAy8h3f+5Dv+TTF2toagwcPxvr16zFmzJhK+/Pz82Fvbw+5XI5t27ahcePG6n0hISEYOnQovv766xe+T25uLmxtbaGvr4/Tp08jNTW1UhsLCwu0adMGvr6+mDNnDr799luIxWIUFxej7PmSzzuPnZ0dMjIykJ2dDTMzMxw+fBi9evWCSqXC3bt30bVrV3Tq1Anbt2+HTCZDdnY2vLy84OXlhYsXLyIhIQHe3t4V6nV0dIRIJMKmTZugVCpf+rOtKh+prOqbjki9c+vWLdy6dUvbZWgM3/MJgRD6UAgZ+UwI/SeEjHwmhP4TQka+43sf6nI+E8sGWj3f9OnTkZWVVeW+b7/9Fh06dMA777wDV1fXCvuCg4Px+PFjDB069IXvERwcjKioKPj6+mLbtm2VzgUAT548wZMnT/Dzzz8jOzsbLVu2hI+PD3r06IElS5ZUex59fX3MnTsXHTp0QN++fdXblUolhg8fDi8vL7Rp0wafffYZGjRogBUrVsDT0xNSqRTGxsbo3bt3hVomTZqETZs2wc/PD0lJSeqrSl5FWT5SEa2KoiN0aU3t2uB7PoD/GfmeD+B/Rsqn+/ieUVv5XteqKHzvP4D/GfmeD+B/Rl3K9+yqKDWRmJgIoH49n2HPnj04ePAgtmzZUifnq48Z6xLf8wGlGWUyGa2KwkfffPONtkvQKL7nEwIh9KEQMvKZEPpPCBn5TAj9J4SMfMf3PuR7vvrmk08+we+//46IiIg6O6eDg0Odnas+4nu+2qIrNgghhBBCqvG6rtggpC6tHj8chbk5MLFsgIlrt2q7HKIBtbligxBdER0d/VJXbNAzNnREYmKi+rIjPuJ7PiEQQh8KISOfCaH/hJCRz4TQf0LIWF8U5uZU+N+6wvc+5Hs+ISguLq6wmgnf8D1fbWn0VhSO43oB+BGAGMDPjLHFz+zvB+BbACoACgBTGWPna3Ks0Hz00UcAdON+v9rgez4hEEIfCiEjnwmh/4SQkc+E0H9CyMh3fO9DvucTgrIVTvj6DAq+56stjU1scBwnBrAKwDsA7gH4h+O4Q4yxa+Wa/QHgEGOMcRzXGsAuAK41PFZQFi1apO0SNIrv+QDdehhVbQihD/mekcao7uN7Rhqjuo/vGfk+RgH+9yHf8wnhwZPll5LlI77nA1Crq6Y0ecVGewA3GGO3AIDjuJ0A+gFQT04wxmTl2psCYDU9Vmj8/f21XYJG8T2fEAihD4WQkc+E0H9CyMhnQug/IWTkO773Id/zCYGZmZm2S9AovuerLU1ObDQGcLfc63sAOjzbiOO4/gC+A2ALoM/LHCskcXFxAABPT08tV6IZfM8nBELoQyFk5DMh9J8QMvKZEPpPCBn5ju99qMv5li5dirpcSMHU1BQzZsx47v79+/dXWkXm33//xZEjR9C7d+86q+Po0aOYO3cu8vLyYGRkBBcXFyxduhRvvPFGle2LiooAAMbGxq/0vnPnzkXnzp3Ro0ePVzpPXaurfHyjyYkNroptlZZgYYztB7Cf47jOKH3eRo+aHgsAHMeNBzAeAAwMDGpdbH03efJkAPy9tJHv+YRACH0ohIx8JoT+E0JGPhNC/wkhI9/xvQ91OV9drw75ovP1798f/fv3V79eu3Yt+X2+vAAAIABJREFUtm3bhp49e9ZZDXFxcfjkk09w6NAh9Qowhw4dQkpKynMnNu7cuQPg1W+3WbBgwSsdryl1lY9vNDmxcQ9Ak3KvHQGkPa8xY+wsx3EtOI6zeZljGWNrAawFSpd7fdWi66ulS5dquwSN4ns+IRBCHwohI58Jof+EkJHPhNB/QsjId3zvQ77n05SkpCQsWLAAFy5cAMdxmDFjBn7//XdwHIc5c+ZgyJAhOHPmDObPnw8bGxvExcXBx8cHW7duBcdxiIiIwLRp02BjY4O2bdvi1q1bOHz4MJYsWYKvvvqqwrK2AQEB6p/XrVuHtWvXoqSkBC1btsSWLVvg6OiIjz76CIGBgRg4cCCA0ts3ZDIZ0tPTMWTIEOTl5UGhUGD16tXw9/fH2LFjERUVBY7jMGbMGHz22WcYNWoU+vbti4EDB2LBggX47bffUFRUBH9/f6xZswYcx6FLly7o0KEDTp8+jZycHKxfvx5vvfWWRj9rR0dHjZ5fV2lyYuMfAK04jmsG4D6ADwAMK9+A47iWAG4+fXhoWwAGALIB5LzoWKFp166dtkvQKL7nEwIh9KEQMvKZEPpPCBn5TAj9J4SMfMf3PuR7Pk2Qy+UYNmwYQkND8cYbb2Dv3r2IiYlBbGwssrKy0K5dO3Tu3BkAcOXKFcTHx8PBwQEdO3ZEZGQkfH198dFHH+Hs2bNo1qwZhg4dqj53fHw8Pv/88+e+94ABA/Dhhx8CAObMmYP169fjk08+gZ5e1V9zt2/fjp49e2L27NlQKpUoLCxETEwM7t+/r74NKSen8hLJkydPxty5cwEAI0aMwOHDh/H+++8DABQKBS5duoSIiAh88803OHnyZC0+xZozNTXV6Pl1lUhTJ2aMKQBMBnAMwHUAuxhj8RzHTeA4bsLTZkEA4jiOi0HpKihDWKkqj9VUrbogJiYGMTEx2i5DY/ieTwiE0IdCyMhnQug/IWTkMyH0nxAy8h3f+5Dv+TTh66+/hoeHBz744AMAwPnz5zF06FCIxWLY2dnh7bffxj///AMAaN++PRwdHSESieDt7Y2UlBQkJCSgefPmaNasGQBUmNgoLzs7G97e3nB2dkZoaCiA0ltV3nrrLXh5eWHbtm2Ij49HYWEhFApFledo164dNm7ciPnz5+Pq1aswNzdH8+bNcevWLXzyySc4evQoLCwsKh13+vRpdOjQAV5eXjh16hTi4//7ajpgwAAAgI+PD1JSUmr3Ib6EwsJCFBYWavx9dI0mr9gAYywCQMQz28LL/bwEwJKaHitkU6dOBaCb9/vVBN/zAcCoUaO0XYJGCaEP+Z6Rxqju43tGGqO6j+8Z+T5GAf73Id/z1bUzZ85g7969uHz5snobY89/OoChoaH6Z7FYDIVCUW17Dw8PXL58GVKpFBKJBDExMQgNDYVMVrq45qhRo3DgwAFIpVL88ssvOHPmDO7evYsnT55ApVKp6ykpKQEAdO7cGWfPnsWRI0cwYsQIzJgxAyEhIYiNjcWxY8ewatUq7Nq1Cxs2bFDXUFxcjEmTJiEqKgpNmjTB/PnzUVxcXClTWR5Nu3u3dI0NPj9jQyKRqPu4pjQ6sUHqzooVK7RdgkbxPR/A/3/sCKEP+Z6Rxqju43tGGqO6j+8Z+T5GAf73Id/z1aXHjx9j9OjR2L59O8zNzdXbO3fu/P/t3XuYnGWV7/3vCqSFNBB8E+hmIHJwR3wVRAFBMEqrsDfiAIpoGI3SYSASQIUxYauDZxQkYb8ERSDwQqsZd+IoanAQBZyORgblMDACA8pGGAJ0h0TJoQMmgbX/qKqkutOHqid111PPWutzXV7VhzrcP38r1c3dVc/Dtddey+mnn86f//xnfvWrXzFv3jweeeSRYe/nta99LY8//jhPPPEE++23H0uWLNnyvQsvvJD3ve99vOUtb9lynI3qVyusW7eOvfbai02bNvFP//RP7L333kyZMoXXve513HvvvXzwgx/kJz/5CZs2bQLgySefZO+99+ass85iYGCA++67jxNOOIG2tjbe//738+pXv3qbf8eVTYzJkyezfv16fvCDH2w5dkcepkyZMvaVCm7y5Mk8+eSTdd1mzI0NEfmkqi4Y62shrTe+8Y15LyEp6/k88NChh4yWeejPQ0bLPPTnIaN11jsscr729vaGn+51NNdccw0rV65k9uzZg77+mc98hje84Q0ccsghiAiXXXYZnZ2dI25s7LzzznzrW9/i+OOPZ/LkyRxxxBFbvnfwwQezYMECPvrRj7Ju3TomTZrEq171qi2nmf3KV77CkUceyb777svBBx/MunXrmDBhAueccw4nn3wyRxxxBO9617u2ZOnt7WXevHmMHz+eXXbZhe985zs8/fTTzJw5c8srPC655JJB69t9990566yzOPjgg9lvv/1yPw7LhAkTcn38ViWjvfQHQETuU9VDh3zt31X1TUlXlkF7e7s2+jRHraLyvrS8/yGlYj0fQE9PD2D3rzkeOrSeMWa0+KxnzGtGrzr7l4M+P/eadyZ5HOv9gf2MrfQ8evn0v93y8aeW/LRh92u9wyLl+8///M9BZwupxapVq4DSX8Rbyfr169lll11QVc4991ymTp3KBRdckOm+Kv89aPUgm9bzQWlOn3zyyZcPO+ywfx/pOg888MDkQw45ZL/K5yO+YkNE/o7SmUj2F5GlVd/aldKZS0ITzZ07F7D7fj/r+aC1ftlJwUOH1jPGjBaf9Ywxo8VnPaP1GQX7HVrPt3p16T/jWm1j47rrruPb3/42Gzdu5E1vehMf+9jHMt/XihUrALvHoLCeD7bOaT1GeyvKncCzwGTg8qqvrwP+o+5HCtvlm9/8Zt5LSMp6Pg88dOgho2Ue+vOQ0TIP/XnIaJ31Dq3na1UXXHBB5ldoDPWqV72qIffTqqzny2rEjQ1VfRJ4EjiqecsJIznooIPyXkJS1vN54KFDDxkt89Cfh4yWeejPQ0brrHdoPZ8HO++8c95LSMp6vqxGeyvKclWdJiLrgOoDcQigqrrtCX5DMnfeeScARx99dM4rScN6Pg88dOgho2Ue+vOQ0TIP/XnIaJ31Dq3n86BymtBddtkl55WkYT1fVqO9YmNa+XLXka4Tmuezn/0sYPf9ftbzeeChQw8ZLfPQn4eMlnnoz0NG66x3aD2fB08//TRg9xgU1vNlVcvpXt8CPKSq68qf7wK8XlV/m3pxYatrr7027yUkZT2fBx469JDRMg/9echomYf+PGS0znqH1vN5sO++++a9hKSs58tqzI0N4Gqg+nSvG4b5WkjM+o6c9XweeOjQQ0bLPPTnIaNlHvrzkNE66x0WOd+vlx/Jxo2rarruiqfHvk5b22TeNm30v2X39/dzwQUXcNddd/HKV76StrY2LrzwQt73vvfxu9/9jjlz5tDf34+IMG3aNK688kq+//3vc8899yQ7UOtOO+2U5H5bhfV8WdWysSGquuUYG6r6sojUcrvQQMuWLQPgmGOOyXklaVjPB/Zf0uihQ+sZY0aLz3rGmNHis57R+oyC/Q6LnK/WTY1G3Z+q8t73vpfTTz+d733vewA8+eSTLF26lP7+fj7wgQ+wePFijjrqKFSVH/7wh6xbt66haxxO5TF23dXmERWs54PSBuO9995b121q2aB4XEQ+QelVGgDnAI/Xubawnb7whS8Adn9gWs/ngYcOPWS0zEN/HjJa5qE/Dxmts96h9XyN9Mtf/pK2tjbOPvvsLV/bd999+fjHP87nP/95Tj/9dI46qnSCTRHh1FNPbcq6nnnmGaDYr74ZjfV8WdWysXE2cCVwEaWzo9wBzEq5qLCtG264Ie8lJGU9nwceOvSQ0TIP/XnIaJmH/jxktM56h9bzNdJDDz3EoYcOf3SCBx98kNNPP73JKyrZb7/9cnncZrGeL6sxNzZUdSVwWhPWEkZxwAEH5L2EpKznA+jq6gLs/gXAQ4fWM8aMFp/1jDGjxWc9o/UZBfsdWs+X0rnnnsvy5ctpa2tjypQpua3jFa94RW6P3QzW8wE8+uijdd9m3EjfEJELy5ffEJErh/5vO9YZMrj99tu5/fbb815GMtbzeeChQw8ZLfPQn4eMlnnoz0NG66x3aD1fI73+9a/nvvvu2/L5VVddxR133MFzzz3H61//+rqPkdAoa9euZe3atbk8djNYz5fVaK/YeLh8eU8zFhJGd/HFFwNw7LHH5rySNKzn88BDhx4yWuahPw8ZLfPQn4eM1lnv0Hq+RnrnO9/JZz/7Wa6++mpmz54NwIYNGwA477zzOOKII3jPe97DkUceCcCiRYua8v/rs88+C8Buu+2W/LHyYD1fVqNtbEwHfgrsrqoLmrSeMILvfve7eS8hKev5PPDQoYeMlnnoz0NGyzz05yGjddY7LHK+trbJDT0zSlvb5FG/LyL8+Mc/5oILLuCyyy5jjz32oL29na9//et0dHSwePFi5syZw8qVKxk3bhxvf/vbOeWUUwDo6enhxz/+8Zb7uuuuu9hnn30asu7999+/IffTqqzny2q0jY3DRGRf4AwR+Q4g1d9U1T8nXVkYJM/3qTWD9XweeOjQQ0bLPPTnIaNlHvrzkNE66x0WOd/bpv12zOtUjl3QqDNq7LXXXixevHjY7x111FH8+te/3ubr3d3ddHd3N+Txh9PW1pbsvluB9XxZjbaxcQ1wK3AAcC+DNza0/PXQJLfeeisAxx9/fM4rScN6Pg88dOgho2Ue+vOQ0TIP/XnIaJ31Dq3n82DNmjUATJw4MeeVpGE9X1Yjbmyo6pXAlSJytarObuKawjAuvfRSwO6TrPV8Hnjo0ENGyzz05yGjZR7685DROusdWs/nQV9fH2D3P/yt58uqltO9zhaRacBUVb1RRCYDu6rqn9IvL1SM9BIvK6znA5K+5K4VeOjQesaY0eKznjFmtPisZ7Q+o2C/w6LlU1VEZOwrlk2aNCnhalqD9VP2Ws8HpTldv379iN9/+eWXBXi5+muiqqPeqYh8ATgcOFBVXyMifwP8s6q+dfuX3Fjt7e06MDCQ9zJCCCGEYMhVZ/9y0OfnXvPOnFYSQu0un/63Wz7+1JKf5riSkMqf/vQndt11VyZNmlTX5kYIRXDvvfe+fNhhh/370K+//PLL8txzz03s6+t7+JBDDjmp8vUxX7EBvA94E3AfgKo+IyK7NmzFoSY333wzACeeeGLOK0nDej4PPHToIaNlHvrzkNEyD/15yGid9Q6LlG+fffZhxYoVPPfcc3kvpaVUTjk7YcKEnFeShvV8FatWrZIHHnhguFPzvAw8uHnz5jOrv1jLKzZ+p6pHiMh9qnqoiLQD/6aqb2jcshvD8is2urq6AOjt7c11HalYzwel01qB3ZepeujQesaY0eKznjGvGW3WKzas9wf2M7bS82iqV2xY79B6vlaa0VSsd2g9H5TmdObMmRtUtb3W29SysTEHmAocB1wCnAF8T1W/sT2LTcHyxsaqVaVzUk+ePPr5pIvKej6w/yTkoUPrGWNGi896xrxmtFkbG9b7A/sZW+l5NNXGhvUOredrpRlNxXqH1vNBaU6XLVtW18ZGLQcPnS8ixwFrgQOBz6vqbbXcuYgcDywAdgCuV9VLh3z/w8D/LH+6Hpitqg+Uv/cEsA54CdisqofXlMgoy4ML9vN54KFDDxkt89Cfh4yWeejPQ0brrHdoPZ8H1ju0ni+rWo6xQXkjo6bNjAoR2QG4itIrPVYAd4vIUlV9uOpqfwKOUdW/iMi7gYXAkVXff4eqrqrnca266aabADjllFNyXkka1vN54KFDDxkt89Cfh4yWeejPQ0brrHdoPZ8H1ju0ni+rETc2RGQdMOL7VFR1tzHu+wjgMVV9vHx/i4GTgS0bG6p6Z9X17wL2qWHNLl155ZWA3QG2ns8DDx16yGiZh/48ZLTMQ38eMlpnvUPr+Tyw3qH1fFmNuLGhqrsCiMiXgT7gu4AAHwZqOSvK3sBTVZ+vYPCrMYb6e+Bn1UsAfiEiClyrqgtreEyzfvKTn+S9hKSs5/PAQ4ceMlrmoT8PGS3z0J+HjNZZ79B6Pg+sd2g9X1a1vBXlf6hq9YbE1SLyW+CyMW433MmUh30FiIi8g9LGxrSqL7+1fGrZPYHbROQRVf3VMLedBcwCaGtrG2NJxTVx4sS8l5CU9XweeOjQQ0bLPPTnIaNlHvrzkNE66x1az+eB9Q6t58tqXA3XeUlEPiwiO4jIuPIBP1+q4XYrgClVn+8DPDP0SiLyBuB64GRVXV35uqo+U75cCfyI0ltbtqGqC1X1cFU9fMcdazpkSCEtWbKEJUuW5L2MZKzn88BDhx4yWuahPw8ZLfPQn4eM1lnv0Ho+D6x3aD1fVrWc7nU/Smc2eSulV1z8BjhfVZ8Y43Y7An8A3gU8DdwNfEhVH6q6zquAXwIfrT7ehoi0A+NUdV3549uAL6vqraM9puXTvVo/NZP1fB546NBDRss89OchYx6adbpXD/15yNgqUp3u1XqH1vN5YL1D6/kqRKSu072OubGxnYs5AbiC0uleb1DVr4rI2QCqeo2IXA+8H3iyfJPNqnq4iBxA6VUaUHq7zPdU9atjPZ7ljY0NGzYAMGHChJxXkob1fB546NBDRss89OchYxLzpsLASmjfE+b+cZtvN2tjw0N/HjK2ilQbG9Y7tJ7PA+sdWs9XUe/GRtL3bqjqLcAtQ752TdXHZwJnDnO7x4FDUq6taKwPrvV8Hnjo0ENGyzz05yFjEgMrB1/mxEN/HjJaZ71D6/k8sN6h9XxZ1XKMjdACFi1axKJFi/JeRjLW80HpZWOVl45Z5KFD6xljRovPesaY0eKzntH6jIL9Dq3nixktPuv5gEwzOuYrNkRkB1Wt5WChIaHrr78egBkzZuS8kjSs5/PAQ4ceMlrmoT8PGS3z0J+HjNZZ79B6Pg+sd2g9X1a1vBXlMRH5AXCjqj6cekFheLfddlveS0jKej4PPHToIaNlHvrzkNEyD/15yGid9Q6t5/PAeofW82VVy8bGG4DTgOtFZBxwA7BYVdcmXVkYZPz48XkvISnr+Tzw0KGHjJZ56M9DRss89Ocho3XWO7SezwPrHVrPl9WYx9hQ1XWqep2qHg1cCHwBeFZEvi0i/y35CgMAPT099PT05L2MZKzn88BDhx4yWuahPw8ZLfPQn4eM1lnv0Ho+D6x3aD1fVmNubIjIDiJykoj8CFgAXA4cANzMkDOehHSsD7D1fB546NBDRss89Ocho2Ue+vOQ0TrrHVrP54H1Dq3ny6qWt6L8EfhXYJ6q3ln19R+IyNvTLCsM1dvbm/cSkrKezwMPHXrIaJmH/jxktMxDfx4yWme9Q+v5PLDeofV8WdWysfFRVV1e/QUReauq/kZVP5FoXSGY093dnfcSQhhVzGhodTGjodXFjIZWFzMaiqC7u5tly5bVdRtR1dGvIHKfqh461tdaQXt7uw4MDOS9jCSuu+46AM4666ycV5KG9XweeOjQQ0bLPPTnIWMSX5xY9fEaupZ0sfrF1UzaaRK903u56uxfDrr6ude8k6tnzWDDmueZMHF3Zi9c1JBleOjPQ8ZWcfn0v93y8aeW/LRh92u9Q+v5PLDeofV8FSKyQVXba73+iMfYEJGjRORTwB4i8g9V//sisEMD1hrqsGTJEpYsWZL3MpKxns8DDx16yGiZh/48ZGyG1S+uHnQ5nA1rnh902Qge+vOQ0TrrHVrP54H1Dq3ny2q0t6K0AbuUr7Nr1dfXAqemXFTY1u233573EpKyng/YcpAfqy8B9NCh9Ywxo8VnPWPMaPFZz2h9RsF+h9bzxYwWn/V8QKaDo464saGqy4BlItKjqk9ux7pCCPj4QRKKLWY0tLqY0dDqYkZDq4sZDUXQ0I0NEblCVc8Hviki2xyIQ1VPqvvRQmbf+ta3ADjnnHNyXkka1vN54KFDDxmrdXZ20t/fT0dHB319fXkvZ7t56M9DRss89Ocho3XWO7SezwPrHVrPl9Vob0X5bvlyfjMWUlQ3XLicF9ZuZOfd2jjjsmnJHufmm28G7A6w9Xx5GjqjlQPeAQ096J2HDj1krNbf3z/oMpV4Hm0cDxkt89Cfh4x5iefSxrCeL08xo41hPV9Wo70V5d7yh/cAL6jqywAisgPwiiasrRBeWLtx0GUqP/vZz5Lef96s58vT0BmtPtBdIw9656FDDxnzEM+jjeMho2Ue+vOQMS/xXNoY1vPlKWa0Mazny2rEs6JUuQOYUPX5zoD9I5aEEEIIIYQQQgih5dWysbGTqq6vfFL+eMIo1w8JLFiwgAULFuS9jGSs5/PAQ4ceMlrmoT8PGS3z0J+HjNZZ79B6Pg+sd2g9X1a1bGwMiMihlU9E5DDghXRLCsO54447uOOOO/JeRjLW83ngoUMPGS3z0J+HjJZ56M9DRuusd2g9nwfWO7SeL6vRDh5acT7wzyLyTPnzvYDp6ZYUhrN06dK8l5CU9XwAvb29eS8hKQ8dWs8YM1p81jPGjBaf9YzWZxTsd2g9X8xo8VnPB6U5FZG6bjPmxoaq3i0irwUOBAR4RFU3ZVtiCCGEEEIIIYQQQuOMubEhIuOB2cDby1/qFZFrY3OjuebPL511d86cOTmvJA3r+Tzw0KGHjGPp7IT+fujogL6+vFdTHw/9echomYf+PGS0znqH1vN5YL1D6/myquWtKFcD44FvlT//SPlrZ6ZaVNjWv/3bv+W9hKSs5wPo6uoC7L4E0EOH1jPWMqP9/YMvi8R6f2A/YzyPFp/1jNZnFOx3aD1fzGjxWc8HW+e0HrVsbLxZVQ+p+vyXIvJA3Y8UtssPf/jDvJeQlPV8Hnjo0ENGyzz05yGjZR7685DROusdWs/ngfUOrefLqpazorwkIq+ufCIiBwAvpVtSCCGEEEIIIYQQQm1qecXGXOBfReRxSgcP3ReYmXRVYRuXXnopAJ/+9KdzXkka1vN54KFDDxkt89Cfh4yWeejPQ0brrHdoPZ8H1ju0ni+rWs6KcoeITGXwWVH+Wsudi8jxwAJgB+B6Vb10yPc/DPzP8qfrgdmq+kAtt/Xm/vvvz3sJSVnP54GHDj1ktMxDfx4ytqp58+YxMDBAe3s7c+fOzXQfHvrzkNE66x1az+eB9Q6t58tqxI0NETllhG+9WkRQ1ZtGu2MR2QG4CjgOWAHcLSJLVfXhqqv9CThGVf8iIu8GFgJH1nhbVxYvXpz3EpKyns8DDx16yGiZh/48ZGxVAwMDgy6z8NCfh4zWWe/Qej4PrHdoPV9Wo71i48RRvqfAqBsbwBHAY6r6OICILAZOBrZsTqjqnVXXvwvYp9bbhhBCCCGEEEIIIYy4saGq23scjb2Bp6o+XwEcOcr1/x74WcbbmveVr3wFgM997nM5ryQN6/kAuru7815CUh46tJ4xZrT4rGeMGS0+6xmtzyjY79B6vpjR4rOeD0pzumzZsrpuM+YxNkSkA/ga8Deq+m4ReR1wlKr+/2PddJiv6QiP8Q5KGxvTMtx2FjALoK2tbYwlFdejjz6a9xKSsp4P7P8g8dCh9Ywxo8VnPWPMaPFZz2h9RsF+h9bzxYwWn/V8UJrTmTPre51FLWdF6QFuBP6x/PkfgCXAWBsbK4ApVZ/vAzwz9Eoi8gbgeuDdqrq6ntsCqOpCSsfmoL29fdjNDwsWLVqU9xKSsp7PAw8deshomYf+PGTcXodffBur1m8EYPIubdxz0XE5r2grD/15yGid9Q6t5/PAeofW82U1robrTFbV7wMvA6jqZuClGm53NzBVRPYXkTbgNGBp9RVE5FWUjtXxEVX9Qz23DaFoenp66OnpyXsZIYwoZjS0ulpmtLMTREqXw6lsagz9OIRGiOfR0OpiRkMRZJnRWl6xMSAikyi/FURE3gKsGetGqrpZRM4Dfk7plK03qOpDInJ2+fvXAJ8HJgHfEhGAzap6+Ei3rTudIZ///OcB+PKXv5zzStKwng+2/gO1+hJADx1azxgzWnzWM9Yyo/39gy+LxHp/YD+j9edRsN+h9Xwxo8VnPR+k29j4FKVXS7xaRH4D7AGcWsudq+otwC1DvnZN1cdnAmfWelvPnnrqqbGvVGDW83ngoUMPGS3z0J+HjJZ56M9DRuusd2g9nwfWO7SeL6sxNzZU9V4ROQY4kNJBPR9V1U3JVxYGufHGG/NeQlLW83ngoUMPGS3z0J+HjJZ56M9DRuusd2g9nwfWO7SeL6sxj7EhIg8AFwIvquqDsakRQgghhBBCCCGEVlHLW1FOAqYD3xeRlymdEeX7qvpfSVcWBvnMZz4DwCWXXJLzStKwns8DDx16yGiZh/48ZLTMQ38eMjZD15IuVr+4mkk7TaJ3em9TH9t6h9bzeWC9Q+v5sqrlrShPApcBl4nIVOBzwNcpHdQzDHH1rBlsWPM8EybuzuyFjTsVz+rVq8e+UoFZz9dMef2y46FDDxnr1Tm/k/6BfjraO+ib09ew+03xXOqhPw8ZLfPQn4eMzbD6xdWDLpv62MY7tJ7PA+sdWs+XVS2v2EBE9gM+SOmVGy9RemtKGMaGNc8PumyUhQsXNvT+Wo31fM2U1y87Hjr0kLFe/QP9gy4bJcVzqYf+PGS0zEN/HjLWK9UGcSrWO7SezwPrHVrPl9WYGxsi8ltgPPB94AOq+njyVYVgUG9v76DPOzs76e/vp6Ojg76+1v9FJtg3dEZDaDUxo6HVZZnRVBvEQ82bN4+BgQHa29uZO3du0scKrSueR0MR9Pb2IiJ13aaWV2ycrqqPZFtSaJQ5c+YAMH/+/JxXkob1fMPp7+8fdFl0Hjr0kNEyD/15yGiZh/48ZGxVAwMDgy6zst6h9XweWO/Qer6sajnGRmxqtIAXXngh7yUkZT2fBx469JDRMg/9echomYf+PGS0znqH1vN5YL1D6/myqukYGyF/V111Vd5LSMp6PoCuri7A7ksAPXRoPWPMaPFZzxgzWnzWM1qfUbDfofV8MaMYpyfzAAAgAElEQVTFZz0fbJ3Teoxr/DJCCCGEEEIIw+nsBJHSZQghhMYY8RUbInLKaDdU1Zsav5wwkvPPPx+AK664IueVpGE9X6trxAHFPHToIaNlHvrzkLFeRTrjhIf+PGQcS+XQWkU9xJb1Dq3n88B6h9bzZTXaW1FOLF/uCRwN/LL8+TuAXsD+xsa8qTCwEtr3hLl/zHs1IWyrMqOwXXPaqAOKhTCseC4NOWrWGSdCSCqeR0OrixkNORtxY0NVZwKIyE+B16nqs+XP9wLsv7EHtv4HY+UyR9Z35KznS6Z6NnOeUw8desiYRIs8l3roz0NGyzz05yFjEi3yPAr2O7SeL5mY0aaxni+rWg4eul9lU6OsH3hNovW0vK4lXax+cTWTdppE7/TevJcTQgiFE8+jIYQQQgihkWrZ2OgVkZ8D/xtQ4DTgX5OuqoWtfnH1oMtmOffccwG7R8G1ns8DDx16yNgM8TyajoeMlnnoz0NG66x3aD2fB9Y7tJ4vqzE3NlT1PBF5H/D28pcWquqP0i4rDLXzzjvnvYSkrOcD6O7uznsJSXno0HrGmNHis54xZrT4rGe0PqNgv0Pr+WJGi896PijN6bJly+q6TS2v2AC4D1inqreLyAQR2VVV19W9wpDZ/Pnz815CUtbzgf0fJB46tJ4xZrT4rGeMGS0+6xmtzyjY79B6vpjR4rOeD0pzOnPmzLpuM+bGhoicBcwC/h/g1cDewDXAuzKs0aVGnEozhBA8i+fREEIIIYQwklpesXEucATwWwBV/aOI7Jl0VcY04lSas2bNAmDhwoUNWVOrsZ4PoKenB7C7U+6hQ+sZW3lG43m0NtYztvKMNoL1/sB+RuszCvY7tJ6vWTNaOVA40PSDhVvv0Ho+2Dqn9ahlY+OvqrpRRAAQkR0pHUQ0NNGkSZPyXkJS1vOB/V92PHRoPWPMaPFZzxgzWnzWM1qfUbDfofV8zZrR6gOEN/tg4dY7tJ4P0m1sLBORzwI7i8hxwDnAzXU/Utgul1xySd5LSMp6Pg88dOgho2Ue+vOQ0TIP/XnIaJ31Dq3n88B6h9bzZTWuhut8GngO+D3wMeAWVf3HpKsKIYQQQgghhBBCqEEtr9j4uKouAK6rfEFEPln+WmiSylFhb7zxxpxXkob1fB546NBDRss89Ocho2Ue+vOQ0TrrHVrP54H1Dq3ny6qWjY3TgaGbGN3DfC0kNGXKlLyXkJT1fB546NBDRss89Ocho2Ue+vOQ0TrrHVrP54H1Dq3ny2rEjQ0R+TvgQ8D+IrK06lu7As09Akzgy1/+ct5LSMp6Pg88dOgho2Ue+vOQ0TIP/XnIaJ31Dq3nq0VnJ/T3Q0cH9PXlvZr6We/Qer6sRnvFxp3As8Bk4PKqr68D/qOWOxeR4ym9smMH4HpVvXTI918L3AgcCvyjqs6v+t4T5cd6CdisqofX8pghhBBCCCGEELLp7x98GUIRjLixoapPAk8CR2W5YxHZAbgKOA5YAdwtIktV9eGqq/0Z+ATw3hHu5h2quirL41szY8YMABYtWpTzStKwng+gt7c37yUk5aFD6xljRovPesaY0eKzntH6jIL9Dq3nixktPuv5oDSnIlLXbcY8xoaIvAX4BvD/Am2UXn0xoKq7jXHTI4DHVPXx8v0sBk4GtmxsqOpKYKWIvKeuVTt04IEH5r2EpKzn88BDhx4yWuahPw8ZLfPQn4eM1lnv0Ho+D6x3aD1fVrUcPPSbwGnAPwOHAx8F/lsNt9sbeKrq8xXAkXWsTYFfiIgC16rqwjpua87nPve5vJeQlPV8Hnjo0ENGyzz05yGjZR7685DROusdWs+XRef8TvoHSu9L6WjvoG9Oax94w3qH1vNlVcvGBqr6mIjsoKovATeKyJ013Gy4145oHWt7q6o+IyJ7AreJyCOq+qttHkRkFjALoK2trY67D6G5urq6AB8vAQzFFDMaWl3MaGh1RZvRXy8/ko0bV9HWNpm3TfstBy9/kOc2bWaP8Tvy+2kH5b28kECWGa1sagz9OIRUKnNaj1o2NjaISBtwv4hcRumAou013G4FUH0umn2AZ2pdmKo+U75cKSI/ovTWlm02Nsqv5FgI0N7eXs/GSaGcdtppACxevDjnlaRhPZ8HHjr0kNEyD/15yGiZh/48ZCySjRtXDbp8btPmQZfDsd6h9XweWO/Qer6satnY+AgwDjgPuIDSZsX7a7jd3cBUEdkfeJrS21k+VMuiRKQdGKeq68of/3cg+XltDr/4Nlat38jkXdq456LjUj9cXd74xjfmvYSkrOdrlJjRfHnIuL1iRvPlIaNlHvrzkLER4rk0P9bzNUrMaH6s58tq1I2N8plNvqqqM4AXgS/VesequllEzgN+TumAozeo6kMicnb5+9eISCdwD7Ab8LKInA+8jtIpZn9UPhLqjsD3VPXWutPVadX6jYMuW8mnP/3pvJeQlPV8jRIzmi8PGbdXzGi+PGS0zEN/HjI2QjyX5sd6vkaJGc2P9XxZjbqxoaovicgeItKmqnVPrareAtwy5GvXVH3cR+ktKkOtBQ6p9/FCCCGEEEIIIbS+q2fNYMOa55kwcXdmL1zEvHnzGBgYAKC9vZ25c+fmvMJQJLW8FeUJ4DcishQYqHxRVf9XqkWFbb3//aV3//zwhz/MeSVpWM/ngYcOPWS0zEN/HjJa5qE/Dxmts96h9XytZMOa5wddVjY1hn5cL+sdWs+XVS0bG8+U/zcO2DXtcsJIjjrqqLyXkJT1fB546NBDRss89Ocho2Ue+vOQ0TrrHVrP54H1Dq3ny2rMjQ1Vrfm4GiGdOXPm5L2EpKznA+ju7s57CUl56NB6xpjR4rOeMWa0+KxntD6jYL9D6/liRovPej4ozemyZcvqus2YGxsicjMw9DSqaygd9PNaVX2xrkcMwamxfpB0dkJ/+dTgHR3Q15d+TSFU8/DLTii2mNHQ6mJGQ6uLGQ1F0N3dzcyZM+u6zbgarvM4sB64rvy/tUA/8Jry56EJTjrpJE466aS8l5GM9Xy1qGxqDP24KDx06CGjZR7685DRMg/9echonfUOrefzwHqH1vNlVcsxNt6kqm+v+vxmEfmVqr5dRB5KtbBGq/w1vKh/CX/Xu96V9xKSsp4PoKenB6hvp7xzfif9A/10tHfQN6e1B9dDh9YzZpnRIrHeH9jPGDNafNYzWp9RsN+h9Xwxo8VnPR9sndN61LKxsYeIvEpV/wtARF4FTC5/r/VOXDyCyl/Ai/iXcIBPfvKTeS8hKev5INsPkv6B/kGXrcxDh9YzWv9lx3p/YD9jzGjxWc9ofUbBfofW88WMFp/1fJBuY+NTwHIR+T+AAPsD54hIO/Dtuh8xhBBCCCGEEEIIoUFqOSvKLSIyFXgtpY2NR6oOGHpFysWFrd797ncD8LOf/SznlaRhPZ8Hzeqwa0kXq19czaSdJtE7vTfpYw0Vc1psHvrzkNEyD/15yGid9Q6t5/PAeofW82VVy1lRJgD/AOyrqmeJyFQROVBVf5p+eaHixBNPzHsJSVnP50GzOlz94upBl80Uc1psHvrzkNEyD/15yGid9Q6t5/PAeofW82VVy1tRbgTuBY4qf74C+GcgNjaa6JxzzsnlcW+4cDkvrN3Izru1ccZl05I9Tl75QuPkPaPAljm9etYMNqx5ngkTd2f2wkUNe6yY02Lz0J+HjJZ56M9DRuusd2g9nwfWO7SeL6taNjZerarTReTvAFT1BRGRxOtqiiKdcSIvlf9grFwGH369/Eg2blxFW9tk3jbttxy8/EGe27QZgD3G78jvpx2U8wq3qp7Nyscb1jw/6DKEEEIIIYRg17garrNRRHYGFEBEXg38NemqmqRIZ5w49thjOfbYY/NeRjLW8xXNxo2rBl1WNjWGflzNQ4ceMlrmoT8PGS3z0J+HjNZZ79B6Pg+sd2g9X1a1vGLji8CtwBQR+SfgrcDMlIsK25o+fXreS0jKej6A3t7evJeQlIcOrWeMGS0+6xljRovPekbrMwr2O7SeL2a0+Kzng9Kc1vsmkVrOivILEbkXeAuls6J8UlVXZVtiyOqss87KewlJWc/ngYcOPWS0zEN/HjJa5qE/Dxmts96h9XweWO/Qer6sajkryh2q+i7gX4b5Wii6eVNhYCW07wlz/5j3akLYVsxoCCGEEEIIYRQjbmyIyE7ABGCyiLyS0qs1AHYD/qYJawtVurq6gAQvHxtYOeiya0kXq19czaSdJtE7vcGPNYpk+VqI9YzNmtE8RYfFZj0f2M9YpHyVgzAD2xyIeaSDMBcpX1bWM1rPB/YzRr7is57Rej7YmrEeo71i42PA+ZQ2Me5l68bGWuCquh8pbJfu7u6mPM7qF1cPumyWZuUL6Xjo0ENGyzz05yFjUVQ2Nao/rhx8eaSDMHvoz0NG66x3aD2fB9Y7tJ4vqxE3NlR1AbBARD6uqt9o4prCMKwPsPV8HrRyh/PmzWNgYID29nbmzp2b+X5aOWMYm4f+PGS0zEN/HjJaZ71D6/k8sN6h9XxZ1XLw0G+IyNHAftXXV9XvJFxXGGLTpk0AjB8/PueVpGE9nwet3OHAwMCgy6xaOWMYm4f+PGS0zEN/HjJaZ71D6/k8sN6h9XxZ1XLw0O8CrwbuB14qf1mB2NhoouOOOw6w+14q6/k88NChh4yWeejPQ0bLPPTnIaN11ju0ns8D6x1az5fVmBsbwOHA61RVUy8mjOzMM8/MewlJWc/ngYcOPWS0zEN/HjJa5qE/Dxmts96h9XweWO/Qer6satnYeBDoBJ5NvBY3KkdKr/Uo6QAzZsxo8ipHdvWsGWxY8zwTJu7O7IWLGnKfrZQvZOOhQw8Zi2Lo8ygw5nOph/48ZLTMQ38eMlpnvUPr+Tyw3qH1fFnVsrExGXhYRH4H/LXyRVU9KdmqjKscHb3Wo6QDbNiwAYAJEyYkXt3YNqx5ftBlQ+6zhfKlYv1APx46tJ6xSDM69HkUxn4utd4f2M9YpBnNwnp/YD+j9RkF+x1azxczWnzW80FpTpctW1bXbWrZ2PhiptWEhjrhhBOA1nwvVSPOONHK+RrF+g8SDx1azxgzWnzWM8aMFp/1jNZnFOx3aD1fzGjxWc8HpTmdOXNmXbep5awo9W2VVBGR44EFwA7A9ap66ZDvvxa4ETgU+EdVnV/rbb2ZPXt23ksYUSPOONHK+UJtPHToIaNlHvrzkNEyD/15yGid9Q6t5/PAeofW82U14saGiKyjdPaTbb4FqKruNtodi8gOwFXAccAK4G4RWaqqD1dd7c/AJ4D3ZritK9OnT897CUlZzwfQ09MD2N0p99Ch9Ywxo9DZCf390NEBfX1NWFSDxYwWm/X+wH5G6zMK9ju0ni9mtPis54Otc1qPETc2VHXX7VkMcATwmKo+DiAii4GTgS2bE6q6ElgpIu+p97berFmzBoCJEyfmvJI0rOcD+z9IPHRoPWPMaGlTo/qyJvOmwsBKaN8T5v5x2KvccOFyXli7kZ13a+OMy6bVcef1iRktNuv9gf2M1mcU7HdoPV/MaPFZzwcN3thogL2Bp6o+XwEc2YTbmnTyyScDdt9LZT2fBx469JDRsmT9DawcfDmMF9ZuHHSZSsxosXnoz0NG66x3aD2fB9Y7tJ4vq5QbGzLM14Z7a8t23VZEZgGzANra2mq8++L5xCc+kfcSkrKezwMPHXrIaFmz+uta0sXqF1czaadJ9E7vbcpjVsSMFpuH/jxktM56h9bzeWC9Q+v5skq5sbECmFL1+T7AM42+raouBBYCtLe317pxUjinnHJK3ktIyno+Dzx06CGjZc3qb/WLqwddNlPMaLF56M9DRuusd2g9nwfWO7SeL6txCe/7bmCqiOwvIm3AacDSJtzWpFWrVrFq1aq8l5GM9XweeOjQQ0bLPPTnIaNlHvrzkNE66x1az+eB9Q6t58sq2Ss2VHWziJwH/JzSKVtvUNWHROTs8vevEZFO4B5gN+BlETkfeJ2qrh3utqnWWgSnnnoqYPe9VNbzeeChQw8ZLfPQn4eMlnnoz0NG66x3aD2fB9Y7tJ4vq5RvRUFVbwFuGfK1a6o+7qP0NpOabuvZpz71qbyXkJT1fB7U0mHRT6UZc1psHvrzkNEyD/15yGhdszrM63hFMaPFZ71D6/mySrqxERrnxBNPzHsJSVnPB/Z3VWvpMNOpNFuI9TmNGS0+6xljRovPekbrMwrN6zCv4xXFjBaf9Q6t54PSnIoMdz6RkaU8xkZooL6+Pvqq/sTd2dmJiNDZ2Vn1NRApXRbN0HyheLJ02Dm/E/mS0Dm/GEMbc1psHvrzkNEyD/15yGid9Q6t5/PAeofW82UVr9goiNNOOw3YusvaX/6Td3/Vn76L/NfwoflC8WTpsH+gf9Blq4s5LbYs/XXO76R/oJ+O9g765rT+LxExo8XmoT8PGa1rlQ6vnjWDDWueZ8LE3Zm9cFHD7rdV8oXsrHdoPV9WsbFREJ/+9Ke3+z4Ov/g2Vq3fyORd2rjnouMasKrGaUS+VtfV1QXYfRJq5IwCMac5iBndVqrNt6G/kM+bN4+BgQHa29uZO3du5vuNGS026/2B/YzWZxRap8MNa54fdNkorZIvlZjR4rOeD7bOaT1iY6Mgjj/++O2+j8p/MFYuW0kj8oV8NXJGh37cKmJOi62V+hv6C/nAwMCgy6xaKWOon4f+PGS0znqH1vN5YL1D6/myimNsFMRTTz3FU089lfcykrGezwMPHXrIaJmH/jxktMxDfx4yWme9Q+v5PLDeofV8WcUrNgriIx/5CGD3ZWPW83ngoUMPGS3z0J+HjJYl62/eVBhYCe17wtw/Nva+6xQzWnzWO7SezwPrHVrPl1VsbBTERRddVPdtinTQuyz5QmspUoe/Xn4kGzeuAqCtbTJvm/ZbDl7+IM9t2swe43fk99MOGvZ2RcoYtuWhPw8ZLUvW38DKwZc5ihktviQdttDmW8xo8SWdUch9TmNGhxcbGwVx7LHH1n2bIp1xIku+0FqK1GFlU6P64+c2bR50OZwiZQzb8tCfh4yWeejPQ0brknTYQptvMaPFl3RGh36cg5jR4cXGRkE8/vjjABxwwAE5ryQN6/k88NChh4yWeejPQ0bLPPTnIaN11ju0nq9oKq+yrecVttY7tJ4vq9jYKIgzzjgDsPteKuv5ALq7u/NeQlIeOrSeMWa0+KxnjBktPusZrc8otHaHjTh1divna4SizWjllbX1vMLWeofW80FpTpctW1bXbWJjoyC+9KUv5b2EpKzng+L9IKmXhw6tZ4wZLT7rGWNGi896RuszCq3dYSNOnd3K+RohZrT4rOeD0pzOnDmzrtvExkZBHHPMMXkvISnr+Tzw0KGHjJZ56M9DRsvy7O+GC5fzwtqN7LxbG2dcNi3Z48SMFp/1Dq3n88B6h9bzZRUbGwXx6KOPAnDggQfmvJI0rOcD6OnpAezulHvo0HrGmNHaHH7xbaxav5HJu7Rxz0XHNWJpDRMzWmzN6q9rSRerX1wNwKSdJtE7vZcX1m4E2HKZSsxo8WXpsEhn6osZLT7rHVrPB1vntB6xsVEQH/vYxwC776Wyng/s/yDx0KH1jDGjtVm1fuOgy1YSM1pszeqvsqkx9ONmiBktvrE67OyE/n7o6IC+8h5GI87U16xXFcWMFl9eHcaMNk5sbBj2ta99Le8l1Gzo0YuBMY9gXKR8YXgeOvSQ0TIP/XnIaJmH/jxktG6sDvv7B182SrNeVRQzWnx5dRgzmq/Y2CiIo48+Ou8l1Gzo0Yth7CMYFylfGJ6HDj1ktMxDfx4yWuahPw8ZrbPeofV8Hljv0Hq+rMblvYBQmwcffJAHH3ww72UkYz2fBx469JDRMg/9echomYf+PGS0znqH1vN5YL1D6/myildsFMR5550H2H0vlfV8Hnjo0ENGyzz05yGjZR7685DROusdWs/nQbM6rByIuXIQ5maJGR1ebGwUxLx58/JeQlLW83ngoUMPGS3z0J+HjJZ56M9DRuusd2g9nwfN6rBy8OVmH4Q5ZnR4sbFREG9+85vzXkJS1vN54KFDDxkt89Cfh4yWeejPQ0britTh0APaj3UweyhWvjA86x1az5dVbGwUxP333w/AG9/4xpxXkob1fGD/5WIeOrSeMWa0+KxnjBktPusZrc8oFKvDoQe0H+tg9lCsfFnEjBaf9XxQmlMRqes2sbFREOeffz5g98nIej4PPHToIaNlResvy18ai5YxDOahPw8ZrbPeofV8Hljv0Hq+rGJjoyCuuOKKvJeQlPV8Hnjo0ENGy4brr7Ozk/7+fjo6Oujr68thVSPL8pfGmNFi89Cfh4zWWe/Qej4PrHdoPV9WsbFREJZfagT28wF0dXUBdndXPXRoPaPHGe3v7x90WXQxo8VmvT+wn9H6jIL9DpuVL68zasSMDq9zfif9A/10tHfQN6e1/tAxlPV/g7B1TuuRdGNDRI4HFgA7ANer6qVDvi/l758AbAC6VfW+8veeANYBLwGbVfXwlGttdXfffTdg92Ax1vN54KFDDxkt89Cfh4yWNaq/wy++jVXrNzJ5lzbuuei4RiyNefPmMTAwAEB7eztz587NdD8xo8VnvcNm5cvrjBoejNVhZydU/p7R0QF9fdA/UP5Dx0Dr/6HD+r/BrJJtbIjIDsBVwHHACuBuEVmqqg9XXe3dwNTy/44Eri5fVrxDVVelWmORVH6BsLq7aj2fBx469JDRMg/9echoWS39VX4hr/wyPpxV6zcOumyEyqbG0I/rFTNafI3oMMXmW6PEjBbfWB1Wv0hzpBdsxowWT8pXbBwBPKaqjwOIyGLgZKB6Y+Nk4DuqqsBdIrK7iOylqs8mXFchffOb38x7CUlZz+eBhw49ZLTMQ38eMlpWS3+VX8JTv3vq6lkz2LDmeSZM3J3ZCxc17H5jRouvER2m2HxrlJjR4osZ9SnlxsbewFNVn69g8KsxRrrO3sCzgAK/EBEFrlXVhQnX2vIOOmj4I+BbYT2fBx469JDRMg/9echoWSv1t2HN84MuG6WVMoZsrHdoPZ8H1ju0ni+rlBsbw514Vuu4zltV9RkR2RO4TUQeUdVfbfMgIrOAWQBtbW3bs96WdueddwJw9NFH57ySNKzn88BDhx4yWuahPw8ZLcvSX+WAd0AhDnoXM1p81ju0ns+DVu6wcryi7TlWUSvny1PKjY0VwJSqz/cBnqn1OqpauVwpIj+i9NaWbTY2yq/kWAjQ3t4+dOPEjM9+9rOA3fdSJcs3byoMrIT2PWHuHxt732EQ6zMKiTLGjDZNzGhGMaNNk6W/6gPdFeGgd0lnFGJOm8D6c2n8Tlp8rTyjlWMUbc+ximJGh5dyY+NuYKqI7A88DZwGfGjIdZYC55WPv3EksEZVnxWRdmCcqq4rf/zfgS8nXGvLu/baa/NeQlLJ8lV+0Slf5nVqLYDu7u6mPl6zWZ9RSJRxhBkFmj6nMaPF14wZhfyeS2NGiy/pjA79OAfWZxTsz2mzfietRYpj3cSMNk+lP6ChHbbSjKbS3d3NsmXL6rpNso0NVd0sIucBP6d0utcbVPUhETm7/P1rgFsoner1MUqne51ZvnkH8KPS2WDZEfieqt6aaq1FcOCBB+a9hKSalS/PU2tZ/0FifUahORmrZ7PZcxozWnzWn0tjRovPekbrMwr2O2ylfCmOdRMz2jzVvTWyw1bJl1J3dzczZ84c+4pVUr5iA1W9hdLmRfXXrqn6WIFzh7nd48AhKddWNJUdq2OOOSbnlaRhPZ8HHjr0kNEyD/15yGiZh/48ZLTOeofW83lgvUPr+bJKurERGucLX/gC0JrvFWsE6/kAenp6ALs75R46tJ4xZrT4rGeMGS2+ZmXM6+1S1mcU7M9pK+drxIEnY0aLz3o+2Dqn9YiNjYK44YYb8l5CUtbzgf0fJB46tJ4xZrT4rGeMGS2+ZmXM6+1S1mcU7M9pK+drxIEnY0aLz3o+iI0N0w444IC8l5CU9XweeOjQQ0bLPPTnIaNlHvrLK+MNFy7nhbUb2Xm3Ns64bFoua7DC+pxaz+eB9Q6t58sqNjYK4vbbbwfg2GOPzXklaeSZL37ZaQzrMwr5ZRw6oymOku5BzGg68TzaGDGj6bywduOgy5Cd9TnNkq9zfif9A/10tHfQN6cv0+NmeR799fIj2bhxFQBtbZN527TfcvDyB3lu02b2GL8jv592UKa1FF3MaBqVGQVa8ud9bGwUxMUXXwzY/QeaZ774ZacxrM8o5Jdx6IwOPUp65T23wHa979a6mNF04nm0MYo2o5X/qKrnP6iKljFsy3qHteTr7IT+fujogL4+6B/oB7ZeZpHlebSyqVH98XObNg+69ChmtDGGHquoejZb8ed9bGwUxHe/+928l5CU9XweeOiwVTNWv9d2e953a12r9tdIY2Uc+st4aC1Fm9HKf0jV8x9URcsYtmW9w1ry9fcPvgytJWa0MfI6VlFWsbFREFOmTMl7CUlZz+eBhw49ZLTMQ39jZYxfxltbzGgoAusdWs/ngfUOrefLKjY2CuLWW28F4Pjjj895JWm0Ur6hxy9oxKm1PGilDlPxkNEyD/21SsbhjgMTz6Vja5X+UvKQ0TrrHVrP50GROhzpLX3AiG/rK1K+ZoqNjYK49NJLAbsD3Er5hh6/oBGn1gLb55qG1uowlbEyttLL/LO89z1mtPiyZGzEQe+GGvo8Co15Lo0ZLT7rGa3PKNjv0Hq+mNHWMtJb+oZ+XK1Vftan1Nvbi4jUdZvY2CiIxYsX572EpBqV7/CLb2PV+o1M3qWNey46riH3GWpjfUZh7IxDX+Zf+SECbPlB0qwZzfLed+tiRoc39KB38Tyan5jR2sSM5sv6nMaMFl/M6LZG+lkPmJnT2NgoiM7OzryXkFQt+Wr5a3jlH2jlMjSP9RmF+jNWHx298nHMaH5iRmsTM5qfmNGtP+th5J/3qWY03i5VG+tzGkZXJJAAAApWSURBVM+jxRczOvZ/N1XPppU5jY2Ngrj55psBOPHEE3NeSRq15Bvpr+F5vKQqy8v8u7q6ALsvAbQ+o2A/Y8xo8RUpYzyPbqtI/WU1VsbqA9um/HlfOQ4MsOVYMI14u5T1GQX7c2o9X8xo8WX576aiqcxpPWJjoyAuv/xywO4/0Cz5GnHO8KziZf7bsj6j4COjZR76K1LGeB7dVpH6y6pVft5XH/+l+uMwNutzaj2fB9Y7bOV8eb7yLTY2CuIHP/hB3ktIyno+Dzx06CGjZR7685DRMg/9echonfUOrefzwHqHrZRv6FnQGnXShSxiY6MgJk+enPcSkrKezwMPHXrIaJmH/jxktMxDf0XKmOU0jB4UqcMsrOfzwHqHrZRvuLOg5WVc3gsItbnpppu46aab8l5GMtbzeeChQw8ZLfPQn4eMlnnor0gZs5yG0YMidZiF9XweWO/Qer6s4hUbBXHllVcCcMopp+S8kjSs5/PAQ4ceMlrmoT8PGS3z0J+HjNZZ79B6Pg+sd1i0fFkOFp5FbGwUxE9+8pO8l5CU9XweeOjQQ0bLPPTnIaNlHvrzkNE66x1az+eB9Q6Llq9ZBwuPjY2CmDhxYt5LSMp6PoDu7u68l5CUhw6tZ4wZLT7rGWNGi896RuszCvY7tJ4vZrT4rOeD0pwuW7asrtvExkZBLFmyBIDp06fnvJI0rOcD+z9IPHRoPWPMaPFZzxgzWnzWM1qfUbDfofV8MaPFZz0flOZ05syZdd0mNjYK4uqrrwbsDrD1fB546NBDRss89Ocho2Ue+vOQ0TrrHVrP54H1Dq3nyyo2NgrilltuyXsJSVnPB9DT0wPY3Sn30KH1jDGjxWc9Y8xo8VnPaH1GwX6H1vPFjBaf9XywdU7rERsbBTFhwoS8l5CU9Xxg/weJhw6tZ4wZLb6hGTs7O+nv76ejo4O+vr6cVtU4MaPFZz2j9RkF+x1azxczWnzW80G2jY1xjV9GSGHRokUsWrQo72UkYz2fBx469JDRMg/9Dc3Y398/6DK0No8zGorHeofW83lgvUPr+bKKV2wUxPXXXw/AjBkzcl5JGtbzeeChQw8ZLfPQn4eMlnnoz0NG66x3aD2fB9Y7tJ4vq6QbGyJyPLAA2AG4XlUvHfJ9KX//BGAD0K2q99VyW29uu+22vJeQlPV8Hnjo0ENGyzz05yGjZR7685DROusdWs/ngfUOrefLKtnGhojsAFwFHAesAO4WkaWq+nDV1d4NTC3/70jgauDIGm/ryvjx4/NeQlLW83ngoUMPGS3z0J+HjJZ56M9DRuusd2g9nwfWO7SeL6uUx9g4AnhMVR9X1Y3AYuDkIdc5GfiOltwF7C4ie9V4W1d6enoyHUSlKKzn88BDhx4yWuahPw8ZLfPQn4eM1lnv0Ho+D6x3aD1fVik3NvYGnqr6fEX5a7Vcp5bbumJ9gK3n88BDhx4yWuahPw8ZLfPQn4eM1lnv0Ho+D6x3aD1fVqKqae5Y5APA/1DVM8uffwQ4QlU/XnWdfwEuUdXl5c/vAC4EDhjrtlX3MQuYVf70UOCFJIF82hHYnPciQhhFzGgogpjT0OpiRkOrixkNrS5mtPF2VtWaX4iR8uChK4ApVZ/vAzxT43XaargtAKq6EFi4vYsN2xKRe1T18LzXEcJIYkZDEcSchlYXMxpaXcxoaHUxo/lL+VaUu4GpIrK/iLQBpwFLh1xnKfBRKXkLsEZVn63xtiGEEEIIIYQQQnAu2Ss2VHWziJwH/JzSKVtvUNWHROTs8vevAW6hdKrXxyid7nXmaLdNtdYQQgghhBBCCCEUU8q3oqCqt1DavKj+2jVVHytwbq23DU0Xb/EJrS5mNBRBzGlodTGjodXFjIZWFzOas2QHDw0hhBBCCCGEEEJILeUxNkIIIYQQQgghhBCSio0Nw0SkU0QWi8j/EZGHReQWEXlNosd6u4jcJyKbReTUFI8R7GnyjP5D+TH+Q0TuEJF9UzxOsKfJc3q2iPxeRO4XkeUi8roUjxNsaeaMVj3mqSKiIhJnAQhjavLzaLeIPFd+Hr1fRM5M8TjBlmY/j4rIB8uP85CIfC/V43iS9BgbIT8iIsCPgG+r6mnlr70R6AD+kOAh/wvoBuYkuO9gUA4z+u/A4aq6QURmA5cB0xM8TjAkhzn9XuVYVCJyEvC/gOMTPE4wIocZRUR2BT4B/DbF/Qdb8phRYImqnpfovoMxzZ5REZkKfAZ4q6r+RUT2bPRjeBSv2LDrHcCmIQdrvV9Vfy0iu5T/Yn1f+S+DJwOISLuI/IuIPCAiD4rI9PLXDxORZSJyr4j8XET2GvpgqvqEqv4H8HKzAobCa/aM/quqbih/ehewTxMyhuJr9pyurfq0HYgDYYWxNHVGy75CaXP4xdThggl5zGgI9Wj2jJ4FXKWqfyk/1somZDQvXrFh10HAvSN870Xgfaq6VkQmA3eJyFJKfxV8RlXfAyAiE0VkPPAN4GRVfa78j/arwBnpIwTj8pzRvwd+1qggwbSmz6mInAv8A9AGvLPhiYI1TZ1REXkTMEVVfyoi8SrNUIs8ft6/X0TeTumv7Reo6lMNzhRsafaMvqZ8m98AOwBfVNVbG57KmdjY8EmAr5Wf8F8G9qb0UqvfA/NF5OvAT8u7lAdR+sd+m4hA6R/fs/ksOziSbEZFZAZwOHBM2gjBgSRzqqpXAVeJyIeAi4DTkycJVjV0RkVkHPD/UXrraQiNkOJ59Gbgf6vqX0XkbODbxCZxyC7FjO4ITAW6KL2C+NcicpCqPp86jGWxsWHXQ8BIB/H8MLAHcJiqbhKRJ4CdVPUPInIYcAJwiYj8gtL7zR5S1aOasejgStNnVESOBf4ROEZV/9qIEMG8PJ9LFwNXZ196cKKZM7orpV/ae8u/tHcCS0XkJFW9pzFxgkFNfR5V1dVVn14HfH17AwTzmv2zfgVwl6puAv4kIo9S2ui4uwFZ3IpjbNj1S+AVInJW5Qsi8mYROQaYCKws/+N8B7Bv+ft/A2xQ1UXAfOBQ4FFgDxE5qnyd8SLy+iZnCTY1dUbLL5++Fjgp3ssY6tDsOZ1a9el7gD8myhXsaNqMquoaVZ2sqvup6n6UjlcUmxphLM1+Hq0+psFJwH8myhXsaPZ/N/2Y0nE9KL+95TXA48nSOSGqcVwyq8r/4K4ADqP0/rAngPOBv1B6md544H7grcC7gQOBeZReZrUJmK2q90jpqMBXUvqHvSNwhapeN+Sx3kxpl/KV5cfqU9XYAAmjavKM3g4czNaXBP6Xqp6UMl+woclzugA4tny7vwDnqepDiSOGgmvmjA553F5gTmxshLE0+Xn0EkobGpuBP5dv+0jiiKHgmjyjAlxO6TgdLwFfVdXFiSOaFxsbIYQQQgghhBBCKKx4K0oIIYQQQgghhBAKKzY2QgghhBBCCCGEUFixsRFCCCGEEEIIIYTCio2NEEIIIYQQQgghFFZsbIQQQgghhBBCCKGwYmMjhBBCCCGEEEIIhRUbGyGEEEIIIYQQQiis2NgIIYQQQgghhBBCYf1fOdH0JJDsXw4AAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 1080x360 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from py_wake.validation.validation_lib import plotbar_single_wake\n", - "plotbar_single_wake(swc_out)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Wind farm wake cases" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Define validation cases " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "from py_wake.examples.data.hornsrev1 import wt_x as wt_x_hr\n", - "from py_wake.examples.data.hornsrev1 import wt_y as wt_y_hr\n", - "from py_wake.examples.data.hornsrev1 import HornsrevV80, Hornsrev1Site\n", - "from py_wake.validation.ecn_wieringermeer import wt_x as wt_x_w\n", - "from py_wake.validation.ecn_wieringermeer import wt_y as wt_y_w\n", - "from py_wake.validation.ecn_wieringermeer import N80\n", - "from py_wake.validation.lillgrund import wt_x as wt_x_l\n", - "from py_wake.validation.lillgrund import wt_y as wt_y_l\n", - "from py_wake.validation.lillgrund import SWT2p3_93_65, LillgrundSite\n", - "\n", - "# If missing wind turbines need to be included in the plot, one should write np.nan in the wts list.\n", - "hr_inner_rows = np.linspace(0, 79, 80).reshape(10, 8)[:, 1:7].flatten(\n", - ").tolist() # WTs representing the inner rows of Horns Rev 1\n", - "mwc = {}\n", - "mwc['Wieringermeer'] = {'U0': 8.35, 'TItot': 0.096, 'wt': N80(), 'wt_x': wt_x_w, 'wt_y': wt_y_w, 'location': 'onshore',\n", - " 'plots': [{'name': 'Row', 'wd': 275.0, 'wts': [0, 1, 2, 3, 4]}]}\n", - "mwc['Wieringermeer']['site'] = UniformSite(p_wd=[0.5, 0.5], ti=mwc['Wieringermeer']['TItot']/0.8, ws=mwc['Wieringermeer']['U0'])\n", - "mwc['Lillgrund'] = {'U0': 9.0, 'TItot': 0.048, 'wt': SWT2p3_93_65(), 'wt_x': wt_x_l, 'wt_y': wt_y_l, 'site': LillgrundSite(), 'location': 'offshore',\n", - " 'plots': [{'name': 'RowB', 'wd': 222.0, 'wts': [14, 13, 12, 11, 10, 9, 8, 7]}, \n", - " {'name': 'RowD', 'wd': 222.0, 'wts': [29, 28, 27, np.nan, 26, 25, 24, 23]},\n", - " {'name': 'RowB', 'wd': 207.0, 'wts': [14, 13, 12, 11, 10, 9, 8, 7]},\n", - " {'name': 'RowD', 'wd': 207.0, 'wts': [29, 28, 27, np.nan, 26, 25, 24, 23]},\n", - " {'name': 'Row6', 'wd': 120.0, 'wts': [2, 9, 17, 25, 32, 37, 42, 46]},\n", - " {'name': 'Row4', 'wd': 120.0, 'wts': [4, 11, 19, np.nan, np.nan, 39, 44]},\n", - " {'name': 'Row6', 'wd': 105.0, 'wts': [2, 9, 17, 25, 32, 37, 42, 46]},\n", - " {'name': 'Row4', 'wd': 105.0, 'wts': [4, 11, 19, np.nan, np.nan, 39, 44]},\n", - " {'name': 'WFeff'}]}\n", - "mwc['Hornsrev1'] = {'U0': 8.0, 'TItot': 0.056, 'wt': HornsrevV80(), 'wt_x': wt_x_hr, 'wt_y': wt_y_hr, 'site': Hornsrev1Site(), 'location': 'offshore',\n", - " 'plots': [{'name': 'InnerRowMean', 'wd': 270.0, 'wts': hr_inner_rows},\n", - " {'name': 'WFeff'}]}" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Define deficit model setups\n", - "Even though the deficit model determines largely the esitmated power production for a site, the auxillary models can have a pronounced influnece. Especially the superposition model is here a key driver. " - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "from py_wake.deficit_models.noj import NOJDeficit, NOJLocalDeficit\n", - "from py_wake.deficit_models.gaussian import BastankhahGaussianDeficit, NiayifarGaussianDeficit, ZongGaussianDeficit\n", - "from py_wake.deficit_models.gcl import GCLDeficit\n", - "\n", - "from py_wake.superposition_models import SquaredSum, LinearSum, WeightedSum\n", - "from py_wake.rotor_avg_models import RotorCenter, GQGridRotorAvg\n", - "from py_wake.turbulence_models.stf import STF2017TurbulenceModel\n", - "# Define a number of different deficit setups to be tested\n", - "deficit_setup = [\n", - " {'deficit_model': NOJLocalDeficit(),\n", - " 'superpositionModel': LinearSum(),\n", - " 'rotorAvgModel': GQGridRotorAvg(4,3),\n", - " 'turbulenceModel': STF2017TurbulenceModel()}, \n", - " {'deficit_model': GCLDeficit(use_effective_ws=True, use_effective_ti=True),\n", - " 'superpositionModel': LinearSum(),\n", - " 'rotorAvgModel': GQGridRotorAvg(4,3),\n", - " 'turbulenceModel': STF2017TurbulenceModel()}, \n", - " {'deficit_model': ZongGaussianDeficit(),\n", - " 'superpositionModel': WeightedSum(),\n", - " 'rotorAvgModel': RotorCenter(),\n", - " 'turbulenceModel': STF2017TurbulenceModel()}, \n", - " ] " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Run wind farm validation cases" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "'GQGridRotorAvg' object has no attribute 'args4deficit'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m<ipython-input-8-62b72f6dda0a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mfrom\u001b[0m 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"\u001b[1;32mc:\\mmpe\\programming\\python\\topfarm\\pywake\\py_wake\\wind_farm_models\\wind_farm_model.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, x, y, h, type, wd, ws, yaw_ilk, verbose)\u001b[0m\n\u001b[0;32m 49\u001b[0m \u001b[0mz\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mxr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataArray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlw\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwd\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlw\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mws\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m 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"\u001b[1;32mc:\\mmpe\\programming\\python\\topfarm\\pywake\\py_wake\\wind_farm_models\\engineering_models.py\u001b[0m in \u001b[0;36m_calc_wt_interaction\u001b[1;34m(self, localWind, WS_eff_ilk, TI_eff_ilk, type_i, h_i, D_i, yaw_ilk, dw_iil, hcw_iil, cw_iil, dh_iil, dw_order_indices_dl, I, L, K)\u001b[0m\n\u001b[0;32m 456\u001b[0m \u001b[0msigma_sqr_nk\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msigma_sqr\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 457\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 458\u001b[1;33m \u001b[0mdeficit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_calc_deficit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdw_ijlk\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdw_ijlk\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[1;32mif\u001b[0m \u001b[1;34m'cw_ijlk'\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0margs4deficit\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 62\u001b[0m \u001b[0mcw_ijlkp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhcw_ijlkp\u001b[0m\u001b[1;33m**\u001b[0m\u001b[1;36m2\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mdh_ijlp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mna\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m**\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 63\u001b[0m \u001b[0mnew_kwargs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'cw_ijlk'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcw_ijlkp\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mAttributeError\u001b[0m: 'GQGridRotorAvg' object has no attribute 'args4deficit'" - ] - } - ], - "source": [ - "from py_wake.validation.validation_lib import run_wfm, plot_wind_farm\n", - "mwc_out = run_wfm(mwc, test_cases=['Wieringermeer','Lillgrund','Hornsrev1'], \n", - " deficit_setups=deficit_setup, gaussian_filter=False) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plot wind farm results " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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d9e8XLlygZ8+eGAwGXF1dqVixImFhYQ9sH4QQ4lEjGT4hhBBC3DeZmZmFvkdHRwMwdOjQQuUWFhZ6sBcREVFo2YoVK/TPXbt2pWvXrvr3jIwMqlSpci+7LIQQjxXJ8AkhhBBCCCHEY0oCPiGEEEIIIYR4TEnAJ4QQQgghhBCPKQn4hBBCCCGEEOIxJQGfEEIIIYQQQjymJOATQgghhBBCiMeUBHxCCCGEuG/Onz/P4MGDadSoER4eHvj6+rJy5Up9+csvv4y9vT35+fnl2EshhHh8ScAnhBBCiPtC0zT69OlD+/btOX78OImJiURFRXH69GkA8vPzWblyJU8//TRxcXHl3FshhHg8ScAnhBBCiPti8+bNWFpa8uKLL+plDRs2ZPz48QBs2bIFg8HAuHHjiIyMLK9uCiHEY00CPiGEEELcF/v378fd3b3E5ZGRkQwaNIjg4GDWrFlDTk7OA+ydEEI8GSqWdweEEEII8WCod1SZ1tOmaWXaruh6txMaGkp8fDyWlpZs27aNdevWMXv2bKytrfHx8WHjxo107979b9UphBCidBLwCSGEEOK+cHZ2Zvny5fr3uXPnkp6ejqenJxs2bODq1au4uLgAkJWVRbVq1STgE0KIe0wCPiGEEOIJ8Xczcne7XYcOHXj99df58ssvGTduHGAM7MA4nfPbb79l0KBBAFy7dg1HR0c98BNCCHFvyD18QgghhLgvlFKsWrWKX3/9FUdHR7y9vRk+fDjvvPMO//nPfwpl86pXr46fnx/R0dHl2GMhhHj8SIZPCCGEEPdN/fr1iYqKuqV8+PDht5StWLHiQXRJCCGeKJLhE0IIIYQQQojHlAR8QgghhBBCCPGYkoBPCCGEEEIIIR5TEvAJIYQQQgghxGNKAj4hhBBCCCGEeExJwCeEEEIIIYQQjykJ+IQQQghx3yilePXVV/Xvs2bNYvr06fr3b775BicnJ5ycnPD29iY+Pl5fFhAQwO7duwFwcHAgPT39vvSxpLojIiIICwu7pfy5557jypUr96UvZllZWQwZMgQXFxcMBgN+fn5kZmbel7bOnz/P4MGDadSoER4eHvj6+rJy5Up9eXx8PN7e3jg5OdG8eXPmzp1baPsff/wRV1dXnJ2dadWqFaNHjy5xfN5++21iYmJuKY+NjaVHjx6Acdzr1q2Lm5sbTk5OzJ49u9T+X7lyhS+++OLv7rZu5cqVKKU4dOjQHddR1IIFC3BxccHV1RWDwcDq1asJDQ3Fzc2Nli1bUrVqVdzc3HBzc2PZsmWMGDECR0dHvWzOnDlkZWXRvXt3nJyccHZ25rXXXtPrv3HjBiEhITRp0gQfHx/S0tL0ZV27dsXW1lYfT7N27drp9dvZ2dGnTx8WLlyol1laWuLi4oKbm1uhtkozffp0Zs2a9bfGpuDv9f0WEBDAM888g6ZpelmfPn2wsrL6W/WMGDGCZcuW3fU65UXewyeEEEKI+6Zy5cqsWLGCf/3rX9SpU6fQsjVr1vD1118THx9PnTp1SEpKok+fPuzcuZOnnnqqnHp8e+vWrbuv9efm5vLZZ59Rr149UlJSADh8+DCVKlW6521pmkafPn0YPnw4ixcvBuDEiRP8/PPPAPzxxx8MHjyYVatW4e7uTnp6Ol26dMHOzo6OHTuyYcMGZs+ezfr167G3tycvL4/vvvuO8+fPY2trW6itvLw8wsPDy9SvkJAQPv/8cy5dukTz5s3p168fTz/9dLHrmgO+l156qcz7nZeXh4WFBQCRkZH4+fkRFRVV6I8Rd+r06dO8//77JCUlYWNjQ2ZmJhcvXqR3794ApKWl0aNHD5KTk/Vt1qxZw8yZM+nXr59elpWVxeTJkwkMDOTmzZsEBQWxfv16unXrxvfff0/NmjU5evQoUVFRTJ06lSVLlgAwZcoUsrKy+Prrrwv1a+vWrfrn559/nt69ezNs2DBGjhwJGP/wsWXLllt+T0uSm5t7ZwP0gNna2rJt2zb8/Py4cuUK586dK+8uPXCS4RNCCCHEfVOxYkXGjh1bbJbmo48+YubMmfoFpru7O8OHD78lg1SSEydO0LNnT1xdXQkKCuLkyZOAMWMVHBxMq1ataNWqFdu3bweMf9n38PDA2dmZb7755o73yZwRTEtLo0WLFowZMwZnZ2c6d+7M9evXATh27Bhdu3bFw8ODdu3a6dmj6OhofHx8aN26NR07duT8+fOAMVMyduxYOnfuzLBhwzh37hz29vZ6m82bN6dy5cqkpaVhMBj08oIZ04CAACZNmkT79u1p0aIFu3btom/fvjRt2pQ333yz2H3ZvHkzlpaWvPjii3pZw4YNGT9+PABz585lxIgRuLu7A1CnTh1mzJjBzJkzAXj//feZNWuW3lcLCwtGjRpF8+bN9bEKDw/Hz8+PpUuXFsqCbNiwAScnJ/z8/FixYkWx/atduzZNmjTRL9I/+eQTDAYDBoOBTz/9FIDXXnuNY8eO4ebmxpQpU9A0jSlTpmAwGHBxcdEDodjYWAIDAxk8eDAuLi4AZGZmsm3bNubPn09UVBQA69evZ8CAAXofYmNj6dmzJwDz58+nWbNmBAQEMGbMmGIzwBcuXMDa2lrPIllZWeHo6Fjs/pWmWrVqBAYGAmBpaYm7uzunT58GYO3atQwfPhyAfv36sWnTJj2LFRQUhLW1dYn1ZmRksHnzZvr06VPiOgUzYOYMJBizWK+88gqBgYFMnToVgL1799KhQweaNm3KvHnzgMIZW4CwsDAiIiJuaWfjxo34+vri7u5O//799Sy2g4MD06ZNw93dHRcXF/33JzMzk5EjR+rZ0+XLl5daD8DAgQP1Y7tixQr69u2rLyvpXNE0jbCwMFq2bEn37t25cOGCvs2ePXvw9/fHw8ODLl26PBIBpAR8QgghhLivQkNDWbRoEVevXi1Uvn//fjw8PAqVeXp6sn///jLVGxYWxsCBA9m3bx9DhgxhwoQJAEyYMAF/f3/27t1LUlISzs7OgHGaXWJiIrt372bOnDlcunTprvftt99+IzQ0lP3792Nra6tfgI4dO5Z///vfJCYmMmvWLD375OfnR0JCAnv27GHgwIHMmDFDrysxMZHVq1ezePFiRo0axUcffYSvry9vvvkmv/32W5n6Y2lpSVxcHC+++CK9e/dm7ty5pKamEhERUez+7t+/Xw/milPSMTpw4ECZtgeoUqUK8fHxDBw4UC/Lzs5mzJgxREdHs3XrVv74449itz158iTZ2dm4urqSmJjIwoUL+e9//0tCQgLz5s1jz549fPjhhzRu3Jjk5GRmzpzJihUrSE5OZu/evcTExDBlyhT9onznzp28//77ev9XrVpF165dadasGbVq1SIpKYlOnTqRkJDAtWvXAFiyZAkhISGcPXuWd999l4SEBH755ZcSp4C2atWKevXq4ejoyMiRI4mOji51fMymTJmiT680Z3bNrly5QnR0NEFBQQCcO3dOz3hWrFgRGxubMp/PK1euJCgoiBo1apRp/aKOHDlCTEwMH3/8MQD79u1j7dq17Nixg/DwcM6ePVumetLT03nvvfeIiYkhKSkJT09PPvnkE325Oes/btw4fdrou+++i42NDSkpKezbt48OHTrctp6goCDi4uLIy8sjKiqKkJAQfVlJ58rKlSs5fPgwKSkpzJs3T/+jUU5ODlOmTGHZsmUkJiYyatQo3njjjTsaxwdJpnQKIYQQTwCH19bel3rTPux+23Vq1KjBsGHDmDNnDlWrVi11XU3TUEqVqe0dO3bw3XffATB06FD++c9/Asas1ffffw8YM042NjYAzJkzR7837dSpU/z222/Url27TG2VxHzfFYCHhwdpaWlkZmayfft2+vfvr69348YNwDjdLyQkhHPnznHz5s1CmZ9evXrp4+Pm5sbx48fZuHEjMTExeHl5sWPHjtuOX69evQBwcXHB2dmZ+vXrA9CoUSNOnTp12/0NDQ0lPj4eS0tLdu3a9beOR0pKCkOHDiUjI4MPPvhAv7AueIFtdujQIRwdHWnatCkAL7zwQqGs65IlS9iyZQuHDx9m3rx5etAYHBxM9erVAejbty9bt27V99ksPj6eQYMGYWFhQb169fD392fXrl3UqFEDb2/vQmMeGRnJxIkTAWMmKDIyEnd3d7p27Up0dDT9+vVj7dq1zJgxg02bNuHv70+tWrUA6N+/P0eOHLll3ywsLNiwYQO7du1i06ZNTJo0icTExNtOFy06pdMsNzeXQYMGMWHCBBo1agRQ6J40s7Iep8jISEaPHl2mdYvTv39/fTosQO/evalatSpVq1YlMDCQnTt33jKdtzgJCQkcOHCAtm3bAnDz5k18fX315eZMnIeHh54BjomJ0bN1ADVr1mTNmjWl1mNhYYGfnx9Llizh+vXrODg46MtKOlfi4uL0cjs7Ozp06AAYp1YfPHiQTp06AcapwebfsYeZBHxCCCGEuO8mTpyIu7u7fr8QQMuWLUlMTNQvpgCSkpJo2bLlHbVR2gVvbGwsMTEx7Nixg2rVqhEQEEB2dnahdebOnatPSSvrfXqVK1fWP1tYWHD9+nXy8/OxtbUtdI+W2fjx43nllVfo1asXsbGxhYIAcyBjZmVlRd++fenbty8VKlRg3bp1hISEkJ+fr69TdB/M/alQoUKhvlWoUIHc3Nxb9tHZ2VnPSprHID09HU9PTwCcnZ3ZvXt3oaAqMTGx0PKkpCQCAwNxcXEhOTmZsLAwfWprcftlVtrxMt/Dt2PHDrp37063bt2KDXKKU9p6Bfty6dIlNm/eTGpqKkop8vLyUEoxY8YMQkJCmDt3LrVq1cLLywtra+sS683Ly9OzoL169SI8PBylFN7e3nh7e9OpUydGjhx5x/cHjh07lqZNm+qBKYCdnR2nTp2iQYMG5ObmcvXqVT0QLc2lS5fYuXNnoYfyFKfgsSl6jhU9nkWPo1KKihUrlnqegvE4derUicjIyGL7YD5/LSws9PsFi/sDxO3qAWMwHxwcfMsxKO1cKe781DQNJycndu7cWeJ2DyOZ0imEEEI8AdI+7H5ffsqqVq1aDBgwgPnz5+tl//znP5k6dao+FS05OZmIiIgyP3zj2Wef1e8HW7RoEX5+foBxCteXX34JGC/G//rrL65evUrNmjWpVq0ahw4dIiEh4Zb6QkNDSU5OJjk5GTs7uzLvW1E1atTA0dGRpUuXAsaLxL179wJw9epV/X43c3ayONu2bePy5cuAMWNx4MABGjZsSL169bhw4QKXLl3ixo0brFmz5m/1reg+dujQgezsbH28wPiwkILrR0RE6MHrpUuXeOONN3jrrbcA+Ne//sXkyZP1e8uAQsFeSZycnPj99985duwYQIkX676+vgwdOpTPPvuM9u3bs2rVKrKysrh27RorV66kXbt2WFtbk5GRoW/Tvn17lixZQl5eHhcvXiQuLg5vb+9b6l62bBnDhg3jxIkTpKWlcerUKRwdHYmPjycgIICkpCTmzZunZyi9vb359ddfuXz5Mrm5uXqgbGFhoY+peUpjUlKS3k5ycjINGza87ZgU58033+Tq1av6/Ypmzz33nH7+LFu2jA4dOpQpw7d06VJ69OhBlSpVSl2vXr16HDx4kPz8/NsGh6tXryY7O5tLly4RGxuLl5cXDRs25MCBA9y4cYOrV6+yadOmW7Zr06YN27Zt4+jRo4DxvCsuY1pQ586d+fzzz/Xvly9fLlM97dq141//+heDBg0qVF7SudK+fXuioqLIy8vj3LlzbNmyBTDeS5uens6OHTsA4xTPsk5BL0+S4RNCCCHEA/Hqq68Wuljr1asXZ86c4dlnn0UphbW1NT/++KM+RSo3N7dQlsrV1ZUKFYx/qx4wYABz5sxh+PDhfP7559StW5eFCxcC8NlnnzF27Fjmz5+PhYUFX375JV27duWrr77C1dWV5s2b06ZNmzL1OSIiglWrVunfiwsUi7No0SLGjRvHe++9R05ODgMHDqRVq1ZMnz6d/v37Y29vT5s2bfj999+L3f7YsWOMGzcOTdPIz8+ne/fuPP/88yilePvtt/Hx8cHR0REnJ6cy9ackSilWrVrFpEmTmDFjBnXr1qV69ep89NFHANSvX58ff/yRsWPHcvXqVdLS0oiIiInjHBQAACAASURBVMDf35+MjAyee+45Ll68SLdu3cjLy8PW1haDwUCXLl1KbbdKlSp88803dO/enTp16uDn50dqamqx606dOhV3d3def/11RowYoQdvo0ePpnXr1gC0bdsWg8FAt27dmDFjBjt27KBVq1Z6xu6pp5665Z67yMjIW14/8Pzzz7N48WLatWtHjx49iIiI0AMre3t7Xn/9dXx8fLCzs6Nly5b6dOGCcnJymDx5MmfPnqVKlSrUrVuXr776qgxHozDz0z6dnJz0+yTDwsIYPXo0w4YN46WXXqJJkybUqlWr0DRH80OCMjMzadCgAfPnz9ePR1RUVJleufDhhx/So0cPnn76aQwGQ6mvBPH29qZ79+6cPHmSt956S/9jyYABA3B1daVp06b6cSqobt26REREMGjQIH3K83vvvUezZs1KbOvNN98kNDQUg8GAhYUF06ZNo2/fvretRynF5MmTb6kvODi42HMlODiYzZs34+LiQrNmzfD39weM98j+8MMPTJ06latXr5Kbm8vEiRP1+4QfVqqs6fGHlaenp/ag3uXxd3z88ceF3jskHpzY2FgCAgLKuxtPJBn78iNjX74e1vE/ePAgLVq0KO9u3JEbN27QpEkTUlNTi72oNsvIyCj1iYTi3po7dy5fffUVcXFxVKxY8Ykb+8zMTKysrMjNzSU4OJhRo0YRHBz8wPsh5335eRjGvrh/25VSiZqmeRa3vkzpFEIIIcRDZffu3bi5ufHSSy+VGuyJBy80NJSUlBRq1qxZ3l0pF9OnT8fNzQ2DwYCjo2OprzYQ4mEhUzqFEEII8VDx9PTk4MGD5d0NIW5hfj2AEI8SyfAJIYQQQgghxGNKAj4hhBBCCCGEeExJwCeEEEIIIYQQjykJ+IQQQgghhBDiMSUBnxBCCCHum/PnzzN48GAaNWqEh4cHvr6++oucd+7cSfv27WnevDlOTk6MHj2arKwsIiIiCAsLK7XektZ57rnnuHLlyn3ZF7OsrCyGDBmCi4sLBoMBPz+/Ut9TdjdKGz+A+Ph4vL29cXJyonnz5sydO7fQ9j/++COurq44OzvTqlUrRo8eXeL4vP3228TExNxSHhsbS48ePQDjuNetWxc3Nzc8PDyYPXt2qf2/cuUKX3zxxd/dbd3KlStRSt3yDr27sWDBAlxcXHB1dcVgMLB69WpCQ0Nxc3OjZcuWVK1aFTc3N9zc3Fi2bBkjRozA0dFRL5szZw5ZWVl0794dJycnnJ2dC73b7saNG4SEhNCkSRN8fHxIS0vTl3Xt2hVbW1t9PM3atWun129nZ0efPn1YuHChXmZpaYmLiwtubm5leo8eGJ8o+ncfMhMQEMCDet1ZQEAAzzzzDAVfEdenTx+srKz+Vj0jRoxg2bJld73O40ye0imEEEKI+0LTNPr06cPw4cNZvHgxACdOnODnn3/m/Pnz9O/fn6ioKHx9fdE0jeXLl5ORkXFXba5bt+5edL1Eubm5fPbZZ9SrV4+UlBQADh8+TKVKle55W6WNH8Aff/zB4MGDWbVqFe7u7qSnp9OlSxfs7OwIDg5mw4YNzJ49m/Xr12Nvb09eXh7fffcd58+fx9bWtlBbeXl5hIeHl6lfISEhfP7556SlpeHp6Um/fv14+umni13XHPC99NJLZd7vvLw8LCwsAOPL0f38/IiKimL69OllrqMk5peZJyUlYWNjQ2ZmJhcvXqR3794ApKWl0aNHD5KTk/Vt1qxZw8yZM+nXr59elpWVxeTJkwkMDOTmzZsEBQWxfv16unXrxvz586lZsyZHjx4lKiqKqVOnsmTJEgCmTJlCVlYWX3/9daF+bd26Vf/8/PPP07t3b4YNG8bIkSMBcHBwYMuWLdSpUwfgtr8nubm5dzFKD46trS3btm3Dz8+PK1eucO7cufLu0mPpgWX4lFILlFIXlFKpJSxXSqk5SqmjSql9Sin3B9U3IYQQQtx7mzdvxtLSkhdffFEva9iwIePHj2fu3LkMHz4cX19fAJRS9OvXj3r16t1Vmw4ODqSnp5OWlkaLFi0YM2YMzs7OdO7cmevXrwNw7NgxunbtioeHB+3atdOzR9HR0fj4+NC6dWs6duzI+fPnAWOmZOzYsXTu3Jlhw4Zx7tw57O3t9TabN29O5cqVSUtLw2Aw6OWzZs3Sg5SAgAAmTZpE+/btadGiBbt27aJv3740bdqUN99882+PHxhfgj5ixAjc3Y2XTHXq1GHGjBnMnDkTgPfff59Zs2bpfbWwsGDUqFE0b95cH6vw8HD8/PxYunRpoSzIhg0bcHJyws/PjxUrVhTbv9q1a9OkSRP9Iv2TTz7BYDBgMBj49NNPAXjttdc4duwYbm5uTJkyBU3TmDJlCgaDARcXFz0Qio2NJTAwkMGDB+Pi4gIYX3K+bds25s+fT1RUFADr169nwIABeh9iY2Pp2bMnAPPnz6dZs2YEBAQwZsyYYjPAFy5cwNraWs8iWVlZ4ejoWOz+laZatWoEBgYCYGlpibu7O6dPnwZg9erVDB8+HIB+/fqxadMmPYsVFBRU6ku7MzIy2Lx5c6nv9yuYATNnIMGYxXrllVcIDAxk6tSpAOzdu5cOHTrQtGlT5s2bBxTO2AKEhYURERFxSzsbN27E19cXd3d3+vfvr2exHRwcmDZtGu7u7ri4uOi/P5mZmYwcOVLPni5fvrzUegAGDhyoH9sVK1bQt29ffVlJ54qmaYSFhdGyZUu6d+/OhQsX9G0SExPx9/fHw8ODLl26SABp8iCndEYAXUtZ3g1oavoZC3z5APokhBBCiPtk//79ejBSVGpqKh4eHve1/d9++43Q0FD279+Pra2tfgE6duxY/v3vf5OYmMisWbP07JOfnx8JCQns2bOHgQMHMmPGDL2uxMREVq9ezeLFixk1ahQfffQRvr6+vPnmm/z2229l6o+lpSVxcXG8+OKL9O7dm7lz55KamkpERASXLl26Zf3Sxs+8vOgYenp6cuDAgTJtD1ClShXi4+MZOHCgXpadnc2YMWOIjo5m69at/PHHH8Vue+rUKbKzs3F1dSUxMZGFCxfy3//+l4SEBObNm8eePXv48MMPady4McnJycycOZMVK1aQnJzM3r17iYmJYcqUKfpF+c6dO3n//ff1/q9atYquXbvSrFkzatWqRVJSEp06dSIhIYFr164BsGTJEkJCQjh79izvvvsuCQkJ/PLLLyVOAW3VqhX16tXD0dGRkSNHEh0dXer4mE2ZMkWfXmnO7JpduXKF6OhogoKCADhz5oye8axYsSI2NjbFHt/irFy5kqCgIGrUqFGm9Ys6cuQIMTExfPzxxwDs27ePtWvXsmPHDsLDwzl79myZ6klPT+e9994jJiaGpKQkPD09+eSTT/TlderUISkpiXHjxunTRt99911sbGxISUlh3759dOjQ4bb1BAUFERcXR15eHlFRUYSEhOjLSjpXVq5cyeHDh0lJSWHevHls374dgJycHMaPH8+yZctITExk1KhRvPHGG3c0jo+bBzalU9O0OKWUQymr9Aa+14x/AklQStkqpeprmvZIhebHjx/nhfkLqPQ/dVno7MzP0dE0atSovLslhBDiCfdxSI/br3QHXl2ypszrhoaGEh8fj6WlZYlTAO8l831XAB4eHqSlpZGZmcn27dvp37+/vt6NGzcA43S/kJAQzp07x82bNwtlfnr16kXVqlUBcHNz4/jx42zcuJGYmBi8vLzYsWOHvrwkvXr1AsDFxQVnZ2fq168PQKNGjTh16hS1a9cudfuC47dr1y40TUMpVaaxSElJYejQoWRkZPDBBx/oF9YFL7DNDh06hKOjI02bNgXghRde4JtvvtGXL1myhC1btnD48GHmzZunB43BwcFUr14dgL59+7J161Z9n83i4+MZNGgQFhYW1KtXD39/f3bt2kWNGjXw9vYuNOaRkZFMnDgRMGaCIiMjcXd3p2vXrkRHR9OvXz/Wrl3LjBkz2LRpE/7+/tSqVQuA/v37c+TIkVv2zcLCgg0bNrBr1y42bdrEpEmTSExMvO100aJTOs1yc3MZNGgQEyZM0K/3Ct6TZlbW4xQZGcno0aPLtG5x+vfvr0+HBejduzdVq1alatWqBAYGsnPnzlum8xYnISGBAwcO0LZtWwBu3rypZ+MBPRPn4eGhZ4BjYmL0bB1AzZo1WbNmTan1WFhY4Ofnx5IlS7h+/ToODg76spLOlbi4OL3czs6ODh06AMap1ampqXTq1AkwTg02/4496R6me/jsgVMFvp82lT1SAV/3SeO5Oj6cfAsLvIbeIGzkENZsiadCBYvbbyyEEEI8RpydnfWsGhinIKanp+Pp6UnXrl1JTEzU7526nblz5+pT0sp6n17lypX1zxYWFly/fp38/HxsbW0L3aNlNn78eF555RV69epFbGxsoSDAHMiYWVlZ0bdvX/r27UuFChVYt24dISEh5Ofn6+tkZ2cX258KFSoU6luFChXIzc29ZR9LGz8wju/u3bsLBVWJiYmFliclJREYGIiLiwvJycmEhYXpU1uL2y+z0gIU8z18MTExDBgwgG7duhUb5BSntPUK9uXSpUts3ryZ1NRUlFLk5eWhlGLGjBmEhIQwd+5catWqhZeXF9bW1iXWm5eXp2dBe/XqRXh4OEopvL298fb2plOnTowcOfKO7w8cO3YsTZs21QNTgAYNGnDq1CkaNGhAbm4uV69e1QPR0ly6dImdO3cWeihPcQoem6LnWNHjWfQ4KqWoWLFiqecpGI9Tp06diIyMLLYP5vPXwsJCv1+wuD9A3K4eMAbzwcHBtxyD0s6V4s5PTdNwdnZmx44dJW73pHqYAr7i/mUp9kgrpcZinPZJvXr1iI2NvY/d+nv+t20Aq1JiOeoWxC6fzjxbwYKZY4bQxKc9tZo4oSrIg1Hvt8zMzIfqnHiSyNiXHxn78vWwjr+NjY3+cIex35Z8wXU3Snt4hJeXF9euXWP27Nl61uLChQtomsaIESMIDAwkICAALy8vAKKioggMDCQ7O5ubN28WqnvYsGEMGzZM/25eJy8vr9B6mqaRmZlJZmYm+fn5+rIbN25w48YNlFI888wzfP/99wQHB6NpGqmpqbi4uHD58mVsbW3JyMjg22+/1eu+ceMGlSpV0utKSEigefPm1KxZk5s3b5KSkoKPjw/VqlXj/PnzpKWlYWVlxerVq+nYsSMZGRnk5eVx7do1MjIyyMrKIjc3V6/PvKzoPpY2fhkZGQwfPpwOHTrQpUsXXF1duXTpEq+99hrvvPMOGRkZvPzyy7zyyitERkbq9/H99ddfZGdnk5GRoY+V+eI9JyeH69evY29vz/Hjx9m7dy+NGjXi+++/1/tb8Nh4enoSEhLCzJkz6dOnD+PGjSM0NFR/AI85K/jXX3/p++rl5cWCBQvo27cvly9f5tdff2XatGkcOXKk0Jj8+OOPDBo0iM8++0wfj27durFx40Z8fHxITEzkyy+/pE+fPmRkZNCyZUsmTpzIyZMnsba25qeffqJly5ZkZWUVeiDKkSNHOH/+vJ75TUhIwN7eXm+36HlTcFyKnuvh4eFcunSJ2bNnF1rWuXNnvv32WwwGA8uWLaN9+/aF7lsrevzNfvjhB7p06UJOTg45OTmFlhU8VnXr1uXAgQM4OTmxdOlSrKysyMjIuKWfN27cYO3atYSFhXHt2jW2bNnCm2++SV5eHvv37yc9PZ3s7GxiYmLw9PQsdJ4aDAbi4+NJTk6mcePGZGVlcebMGZo2bVqoL9euXdN/TwICAvjkk0/46KOPALh8+XKp9Zjbat26Na+88go9e/bU+56RkVHiuZKRkcGCBQsIDg7m4sWLbNmyheDgYOzs7Dh//jwxMTH4+PiQk5PD0aNHadGiRYnH8E4U/TenPGRnZ/+t/+c8TAHfaaDg/I4GQLETjTVN+wb4BsDT01MLCAi4750rq9DQUA4dOoTPFx9yvGkQ272CyKlkicWmdVw9sJc2fUNwautPBQvJ+N0vsbGxPEznxJNExr78yNiXr4d1/A8ePFjqAyIehOjoaCZNmsScOXOoW7cu1atXZ8aMGTRu3JglS5bwz3/+kwsXLlChQgXat2/PkCFDqFKlCosXLy6UyUtISKBBgwb6d/M6a9eu1f/an5CQgFJKf6hFhQoV9P2vXLkyOTk5WFtbExUVxbhx4/j444/Jyclh4MCBPPvss4SHhzNixAjs7e1p06YNp0+fxtramsqVK1O5cmW9rnPnzvHqq6+iaRr5+fl0796dF154AaUU06ZNo2PHjjg6OuLs7KxvZ2FhQfXq1bG2tqZatWpUrFhRr6/gsrKOn7W1NdbW1ixatIhJkyZx9epV0tLSiIiIoFu3boDxgSHXrl2jf//+5OXlYWtri8FgoHfv3lhbW+tjZW63UqVKVK1albp16zJv3jxCQkKoU6cOfn5+pKamYm1tTZUqVbC0tMTa2pqMjAzeeust3N3dmT59OqNGjdLvYxs7dix+fn6A8d5IX19funXrxowZM0hOTsbPzw+lFDNnzqRJkyacPn260JisXLmS1157rdCYDBgwgFWrVtGlSxd69uxJREQEixYtolq1ajRv3pw33niDjh07Ymdnh4uLC7Vq1bplTP/880+mTZvG2bNnqVKlCnXr1uWrr77S17Oysip03hQcl4Jlp0+fZtasWTg5OeHv7w8YH34yevRoQkNDGTp0KK1bt6ZWrVpERUXp25ofEpSZmUmLFi2YP38+Xbp0AYz3LBbdZ7OCx2rGjBkMHDiQhg0bYjAYyMzMxNra+pZ+Vq5cmTZt2jBw4EBOnjzJ22+/TbNmzQBjlrZt27Y0bdoUd3d3qlSpUug8dXR05LvvvmPMmDH6lOf33nsPd3f3Qn2pXr06FhYWWFtbEx4eTmhoKL6+vlhYWDBt2jT69u1bYj3mtmrUqHHLvXbW1tYMHjy42HOlcePG7Nixg2effZZmzZrh7+9P1apVqV27NitWrGDChAlcvXqV3NxcJk6ciLe3d7HH8E5lZGSU+7+rVapUoXXr1mVeX5U1BX8vmO7hW6NpmqGYZd2BMOA5wAeYo2ma9+3q9PT01B7U+0LK4vjx4/Ts2ZNRo0bx2aG93Bw4ESpUoOWBJJ6LW4lCo2Z9O3yCQ2jhFyCB333wsF54PQlk7MuPjH35eljH/+DBg7Ro0aK8u3FfPQwXXw+LuXPn8tVXXxEXF0fNmjXve3sP29hnZmZiZWVFbm4uwcHBjBo1iuDg4PLu1n3xsI39k+RhGPvi/m1XSiVqmuZZ3PoP8rUMkcAOoLlS6rRS6n+VUi8qpczPGl4HHAeOAvOAsr+w5SHSqFEj9u/fD8DJed8z3/A05OdyoKU7C7qO43Ilay6fO8uGL2az8JUX2f/rJvLz8sq510IIIYR41IWGhpKSkvJAgr2H0fTp03Fzc8NgMODo6Fjqqw2EeJI8yKd0DrrNcg0IfUDdeWC616vL0kqVGZh8mD8d7Fj4XBjO2/9L4LVErvxxjg1fzCZheRQ+fUNo2S5QMn5CCCGEEHfA/HoAIURh8gSRB6BdrRqs8mhJFZVHXv3qpLZrw9dPDSS5USeq132KK+fP8Z8vP2XBpH+QuuUX8kxPOxJCCCGEEEKIuyEB3wPiZVOdnz1aYGOhyP+famR72BBXoSmzbXpR67kR2D5lx9Xzf/Cfrz5j4aR/kLJ5owR+QgghhBBCiLsiAd8D5GpdjVXuzahbyQJq1yDbsxLZqiLvHKxKnOtAAsa+TM369ly9cJ6NX89hwcR/sG/TfyTwE0IIIYQQQtwRCfgesBZWVVnt3gy7ypVQtnXJ8sojr9INfv3tOv+7/TquL3/Ac2GvUtOuAX9dPM8v3/zbFPhtIC835/YNCCGEEEIIIYSJBHzloFG1yqx2b4pjVUssajxNto8F2ZVPcOWaBf2+3s7Gm3YMnfk5z42fTC098PvcGPjFSOAnhBDi0bBy5Urc3NwK/VSoUIH169ff03Y2bNiAt7c3Tk5OuLm5ERISwsmTJ+9pG8V5++23iYmJuet6Jk2axKeffqp/79Kli/6idYBXX32VTz755K76MX369GIfanLlyhW++OKLv93n6dOnM2fOHMD4/kMfHx/c3Nxo0aIF06dP/9v1lUVAQADNmzenVatWeHl5kZycXOr6sbGxbN++/Y7aWr9+PZ6enrRo0QInJycmT558R/Xc6fgWtWDBAlxcXHB1dcVgMLB27VpCQ0Nxc3OjZcuWVK1aVf8dW7ZsGSNGjMDR0VEvmzNnDllZWXTv3h0nJyecnZ157bXX9Ppv3LhBSEgITZo0wcfHh7S0NH1Z165dsbW1pUePHoX61K5dO71+Ozs7+vTpw8KFC/UyS0tLXFxccHNzK9RWaUo6T0sTEBDAg3pFW0BAAC1btqTga+369Omjv/uzrEaMGMGyZcvuep2yephevP5EebqKJataN6V/8jGO0BDaVOLq7g3YXOvC7F+O8uuRP/hicBuGP9uOIzvi2bE8ij/PnOKXeZ+TsHIJPn0GYAjsiEXFSuW9K0IIIUSxgoODC70H7ZtvvmHRokX6i6bvhQMHDjB+/Hh+/vln/b1UP//8M2lpaTzzzDP3rJ3ihIeH35N6nn32WZYuXcrEiRPJz88nPT2dv/76S1++ffv2QgHhveyHOSB56aU7fxvW8OHD+emnn2jVqhV5eXkcPnz4juu6nUWLFuHp6cnChQuZMmUKv/zyS4nrxsbGYmVlxbPPPlvm+nNzczl06BBhYWGsXbsWJycncnNz+eabb+6ov3cyvpqmoWkaFSoY8zKnT5/m/fffJykpCRsbGzIzM/n9998ZOHAgAGlpafTo0aNQALxmzRpmzpxJv3799LKsrCwmT55MYGAgN2/eJCgoiPXr19OtWzfmz59PzZo1OXr0KFFRUUydOpUlS5YAMGXKFLKysvj6668L9XPr1q365+eff57evXszbNgwRo4cCYCDgwNbtmyhTp06Zdrv3EfkFiYbGxu2bduGn58fV65c4dy5c+XdpduSDF85qle5EitbN8HFqipUscOqTTAXbT4nj8skncik4yeb2HwoHae2/gyf9TndX/4ntRs8Q0b6RWK+ncv8CWNJ3riO3BzJ+AkhhHi4HTlyhPDwcH744QeUUkyZMgWDwYCLi4t+YWl+gX2/fv1wcnJiyJAh+l/S161bh5OTE35+fkyYMEHPNsyePZvXX3+90EuIe/XqRfv27QGYN28eXl5etGrViueff56srCzg1r+em/9Cf+7cOdq3b6+/z23r1q3k5eUxYsQIvb+zZ8++pY7w8HC8vLwwGAyMHTtW73dAQABTp07F29ubZs2aFbpINmvbtq2eidq/fz8GgwFra2suX77MjRs3OHjwIK1btyYxMRF/f388PDzo0qWLfqFZsB8ljRMYg+OAgAAaNWqkZ+dee+01jh07hpubG1OmTAFg5syZeHl54erqyrRp0/Tt33//fZo3b07Hjh0LBXUXLlygfv36AFhYWNCyZUvg1myNwWAgLS2NtLQ0nJycGD16NAaDgSFDhhATE0Pbtm1p2rQpO3fuLPE8MvP19eXMmTMA/Pnnn/Tp0wdXV1fatGnDvn37SEtL46uvvmL27Nm4ubmxdetWTpw4QVBQEK6urgQFBelZ4BEjRvDKK68QGBjI1KlTmTFjBm+88QZOTk4AVKxYUQ/YLl68yPPPP4+XlxdeXl5s27ZN39dRo0bd8fimpaXRokULXnrpJdzd3Tl16lSh8bW2ttbPUSsrKxwcHG47RkVVq1aNwMBAACwtLXF3d+f06dMArF69muHDhwPQr18/Nm3apJ/DQUFBpb5oPCMjg82bN5f63sOCGTBzBhJuHXuAvXv30qFDB5o2bcq8efMA478NBc/lsLAwIiIibmln48aN+Pr64u7uTv/+/cnMzASMwee0adNwd3fHxcWFQ4cOAZCZmcnIkSP17Ony5ctLrQeMwW1UVBQAK1asoG/fvvoyTdOK/bdN0zTCwsJo2bIl3bt358KFC/o2Jf1e30sS8JWz2pYVWebWGM8a1cipWJN6Pm9zvtYsrldIJPMGjP5+N2+vTuVmHjg9257hMz+nx8SpxsDv0kU2zf+C+S+PIfk/ayXwE0II8VDKyclh8ODBzJo1i2eeeYYVK1aQnJzM3r17iYmJYcqUKfpFzp49e/j00085cOAAx48fZ9u2bWRnZ/OPf/yD9evXEx8fz8WLF/W6Dx06hLu7e4lt9+3bl127drF3715atGjB/PnzS+3r4sWL6dKli94/Nzc3kpOTOXPmDKmpqaSkpOgZjILCwsLYtWsXqampXL9+nTVr1ujLcnNz2blzJ59++invvPPOLdva2dlRsWJFTp48yfbt2/H19cXHx4cdO3awe/duXF1dUUoxfvx4li1bRmJiIqNGjeKNN94oVE9p42Qeq//85z/s3LmTd955h5ycHD788EMaN25McnIyM2fOZOPGjfz222/s3LmT5ORkEhMTiYuLIzExkaioKPbs2cOKFSvYtWuXXu+kSZNo3rw5wcHBfP3112RnZ5c6xgBHjx7l5ZdfZt++fRw6dIjFixcTHx/PrFmz+OCDD267/YYNG/QAY9q0abRu3Zp9+/bxwQcfMGzYMBwcHHjxxReZNGkSycnJtGvXjrCwMIYNG8a+ffsYMmQIEyZM0Os7cuQIMTExfPzxx6SmpuLh4VFsuy+//DKTJk1i165dLF++vNDU27sZX4DDhw8zbNgw9uzZQ8OGDfV6W7VqRb169XB0dGTkyJFER0ffdnzAmJkzT69MSUkptOzKlStER0cTFBQEwJkzZ3j66acBY4BrY2PDpUuXytTOypUrCQoKokaNGmVav6iCYw+wb98+1q5dy44dOwgPD+fs2bNlqic9PZ333nuPmJgYkpKS8PT0LDQVuk6dOiQlJTFu3Dj9DxHvvvsuNjY2pKSksG/fPjp06HDbevz9/YmLiyMvL4+o5IyuZQAAIABJREFUqChCQkL0ZSX927Zy5UoOHz5MSkoK8+bN0//Ak5OTc9vf63tBpnQ+BGwqVWRJq8YMS/mdbVfgGZ/5nEscxfU/91Azdzjf7zjBzt//5N+DWtO0njXNfdvRzKctR/67nYTlkaSfOsGmBV/y39VL8e7dD5fAzlS0tCzv3RJCCPEQeWpL6fc73ak/At1uu85bb72Fs7OzPgUtPj6eQYMGYWHx/9m777iq6j+O469zL3urIOIGcSJDXDhzVO49ElNTUcscuZo/TbMsS8scleXIvfdKzYzUnIDgwoHiHigqsse95/cHcAVEQANxfJ6PBw/h3O/5ns/5Anrefs89Xy2Ojo689tprHDlyBBsbG+rUqUPp0qUB8PLy4uLFi1hZWeHi4oKzszMAvr6+2d5iFxkZSfPmzYmLi2PQoEGMGTOGEydOMHbsWO7fv09MTEyut5PWrl2b/v37k5ycTMeOHfHy8sLFxYULFy4wbNgw2rRpw5tvvvnIfn///TffffcdcXFx3L17Fzc3N9q1awdgmAGoWbNmpvdGZZQ+y7d//35GjRrFtWvX2L9/P7a2ttSvX58zZ85w4sQJ3njjDQB0Op1hVi3d6dOncxynNm3aYGpqiqmpKcWLF+fWrVuP1LFz50527txJjRo1gNQZkHPnzhEdHU2nTp2wsLAAUmdR033++ee8/fbb7Ny5k2XLlrF8+XL8/f1zHGdnZ2fc3d0BcHNzo3nz5iiKgru7+2PHCODtt98mNjYWnU5HUFAQkPrzlD4z06xZMyIjI4mKinpk3wMHDrBu3ToAevfuzUcffWR4rVu3bmi12hxrBti1axenTp0yfP3gwQOio6OB/za+ZcuWpVy5cvj4+Dyyj1arZfv27Rw5coS//vqLkSNH0q1bN7755psca816S2e6lJQUfH19GT58OC4uLgCZ3pOWTlGUHPtPt3z58kzB90llHfsOHTpgbm6Oubk5TZs25fDhw9jZ2eXaz8GDBzl16hQNGjQAICkpiXr16hlez/h7mP5zsGvXLsNsHUCRIkXYsmVLjv1otVoaNmzIypUriY+PzzTb+ri/2/bs2WPYXrJkSZo1awaQp9/r/CCB7zlhaaRliYcLA05c5K+7D3CquZCE0x9y8/oYiid/wumb0G7WPsa3c6NH7TIoGg2V6zWkUt36nDu8nwNrV3Dn8kV2z5/N4Q1pwa9ZCwl+QgghCpW/vz9r1641XJxD9heX6UxNTQ2fa7VaUlJScmxfpUoVgoKC8PT0pFixYgQHBzN16lTDLVh9+/Zlw4YNeHp6smDBAkMQMTIyQq/XG+pJSkoCoHHjxuzZs4etW7fSu3dvPvzwQ/r06UNISAg7duzgp59+YtWqVcyfP99QQ0JCAu+//z4BAQGUKVOGCRMmZJrlSj+n9PMB6NevH0ePHqVkyZJs27aN+vXrs3//fo4fP0716tUpU6YM33//PTY2NvTv3x9VVXFzc+PAgQOPHYucxulxY5tdH59++invvvtupu0//vhjjgGgQoUKDB48mIEDB+Lg4EBkZGSmMU4fp+xq0Wg0hq81Go2hrhYtWnDr1i1q1arF3LlzgdT38Hl6evLJJ58wZMgQ1q1b99RhJWMbS0tLw+dubm4EBgbi6en5yD56vZ4DBw5gbm7+yGv/ZXwvXrxoqEGn0xlmGNu3b8/EiRNRFIU6depQp04d3njjDd55551cA9/jDBo0iIoVKzJixAjDttKlS3PlyhVKly5NSkoKUVFRFC1aNNe+IiMjOXz4MOvXr8+xXcaxzjoDnHHss7ZN/zqnn6V0qqryxhtvsHz58mxryO73UFXVR46XWz8APXr0oFOnTo88oCin38Hsfibz8nudH+SWzueIuVbD7+7laeNgS4weTKpMpZ5HG66ZDCNW+xcJyXo+XXecwUuDiIpLvX1T0Wio5NOQPt/OoP2oz3AoW56Yu5Hs/v1X5g0fQNAfm0lJ+0dMCCHEq+tmU68C+cjJvXv36NevH4sWLcr0HqDGjRuzcuVKdDodt2/fZs+ePdSpU+ex/VSpUoULFy4YZn7S3xcDMGLECCZNmkRoaKhhW/r79CD1/UVOTk4kJyezdOlSw/by5csTGBgIpL5/KTntbRGXLl2iePHiDBw4ED8/P4KCgrhz5w56vZ4uXbrw5ZdfZgqv8PDi097enpiYmDw9We/3338nODiYbdu2AakzfFu2bKFo0aJotVqKFi3K/fv3OXDgAPXq1aNy5crcvn3bcGGYnJzMyZMn8zxOj2NtbW2YoYLUkDV//nxDYL527RoRERE0btyY9evXEx8fT3R0dKbbCrdu3Wq40D137hxarRY7OzvKly9vGKugoCDCw8NzrSejHTt2EBwcbAh76YyNjfnqq684ePAgoaGhNG7c2PC99ff3x97eHhsbm0fOrX79+obZnKVLl9KwYcNsj/vhhx/y9ddfc/bsWSA15KXf0vfmm28ya9YsQ9vcnhSa1/HNSKvVEhwcTHBwsOGWxow/c8HBwYbbL5/U2LFjiYqKeuQhQO3bt2fhwoVA6nvsmjVrlqfQvHr1atq2bYuZmVmO7RwdHQkNDUWv1+caDjdu3EhCQgKRkZH4+/tTu3ZtypUrx6lTp0hMTCQqKoq//vrrkf18fHz4999/CQsLA1L/Hkj/Hj5O1u/nvXv38tRPo0aN+PTTT/H19c20/XF/tzVu3JgVK1ag0+m4ceMGf//9N0Cefq/zg8zwPWdMNBp+rVaeEacvs+bWPS7a96fva1X4fc/7xKUEYZ8ylO0nbhJ85R4zfb2pXT71f18UjYaKdevjWtuHsICDHFiznNuXwvl7wa8c3riaOu274P56S4xNTHOpQAghhMgfs2fPJiIigsGDB2fa/umnn+Lh4YGnpyeKovDdd99RokQJw4MUsjI3N+fnn3+mZcuW2NvbZwqHbm5uTJ8+nT59+hAdHU2xYsUoW7as4b1yX375JXXr1qVcuXK4u7sbLr4HDhxIhw4dqFOnDs2bNzfMMvj7+zNlyhSMjY2xsrJi0aJFXLt2jX79+hlmGLLOrNjZ2TFw4EDc3d0pX748tWvXfuKxcnd3586dO/Ts2TPTtpiYGMNTDtesWcPw4cOJiooiJSWFESNG4ObmlqdxepxixYrRoEEDqlevTqtWrZgyZQqhoaGGW9isrKxYsmQJ3t7evPXWW3h5eVGuXDkaNWpk6GPx4sWMHDkSCwsLjIyMWLp0KVqtli5durBo0SK8vLyoXbs2lSpVeuJxeRxzc3NGjx7N1KlTmTJlCv369cPDwwMLCwtDcGnXrh1du3Zl48aNzJw5kxkzZtC/f3+mTJmCg4MDv//+e7Z9e3h48OOPP+Lr60tcXByKotCmTRsAZsyYwZAhQ/Dw8CAlJYXGjRsze/bsx9aZ1/HN6XbS5ORkxowZw/Xr1zEzM8PBweGJly6Ah0/7rFKliuF9r0OHDmXAgAH4+fnRu3dvXF1dKVq0aKbbHBs1asTp06eJiYmhdOnSzJs3z3Br9IoVK/K05MLkyZNp27YtZcqUoXr16pkegpJVnTp1aNOmDZcvX2bcuHGULFkSgO7du+Ph4UHFihUNt8Rm5ODgwIIFC/D19SUxMRGAr776Ksefu7FjxzJkyBCqV6+OVqtl/PjxdO7cOdd+FEXJdqmOTp06ceDAgUf+buvUqRO7d+/G3d2dSpUq8dprrwGpD8/J7fc6Pyi5Tf8/72rVqqU+q7U3nsT333/P6NGjn3p/varyydmrLLoeibGi0N82gql/dCQp0Rr7pI8wVSujUeCD5pUY2swVrSbLdLReT1jgodTgd/ECAJZ2Rajdviseb7zcwS/9KW/i2ZOxLzwy9oXreR3/0NDQTE+vfJHFxMRgZWWFqqoMGTKEihUrMnLkSKKjo3N8guCr5nHjVBBk7AuPjH3heR7GPru/2xVFCVRVtVZ27eWWzueURlH4tlJp3i3jQLKqMue+A5O6HsTJzoSbph8RZbQanapn2q6z+M45yPX78Zn2VzQaKtauR+/J0+kwZizFy1cg9v49/BfNYd6wAQRu3UByYu5P0RJCCCGeB3PmzMHLyws3NzeioqIeeQ+USCXjJITISm7pfI4pisKECiWx0mr4/uItvr2mY3znf1n7T392hS8kQRNMsaRRHA6HVtP38G0XD1pWd3qkD9faPlSoVZfzgYc5sGYZEeHn8V80l8Mb11C7fRc832iFsWnO914LIYQQhWnkyJEFNlP1MpFxEkJkJTN8zzlFUfjQ2YlxFUqiAhMuRNK5yRI+afAJCdoQbpgNI05zmKj4FN5bEsT/1h8nIVmXbT+uterS65sf6fjR5zi6uBIXdZ9/Fs9j7rABBGxeR3Ie1s0RQgghhBBCvDgk8L0ghpQtzjeVUtcl+uL8DRxcP2BFl5UYGyVy22Qid41/RSWZpYcu037WPs7cjM62H0VRqFCzDm9/PY1OH4/H0aViavBbMp85w/w4smmtBD8hhBBCCCFeEhL4XiD9StkzvUpZNMB34Tc5a96QQwMOUca2DNFGm7lhOgpby3jO3oqh/ax9LD5w8bHrgSiKgot3bd7++gc6fTKeEhUqEv8gij1Lf2fOMD8Ob1xDUkJ8tvsKIYQQQgghXgwS+F4wbzkV5Re3chgp8NPlCFY8KEbgoCCalm9KsiacULUvns4xJKboGbfxJIMWB3Iv9vHr8CmKgkuN2vSc9AOdP5mAk2tl4h9EsXfZAuYOleAnhBBCCCHEi0wC3wuoQ/EizK/ujKlG4fdrd/jqchx/9NrBKJ9RJKuxbLrZA8/KAViYKPx56hatpu/l4IXIHPtUFAXnGrXw/WoqnT/9AqeKlYmPfsDeZQuYM9SPQxtWkxQfl2MfQgghXg4TJkzIt74URaF3796Gr1NSUnBwcKBt27b5doznmb+/P/v37y/sMoQQrzAJfC+oN+1tWezugrlGw8qbdxl2+hqT35jK4k6LMTMyY9PlCVwyfo9kzRluPkjAd85Bfth5hhSdPsd+FUXB2asmvl9OpctnE3GqVIWE6AfsW74wNfitXyXBTwghXnLpi5bnB0tLS06cOEF8fOrdIn/++SelSpXKt/6fREpKyjM/pgQ+IURhk8D3Amtc1JoVni5YazVsiriP34lwurr1ZF+/fZSyLkWc/grXTT7kvtFyVFVlxu4w3vrtIFfu5h7YFEWhvKc3vhOn0OV/X1KyUlUSYqLZt2IRc4b6cXDdShLjJPgJIYTIXatWrdi6dSsAy5cvx9fX1/BabGws/fv3p3bt2tSoUYONGzcCcPHiRRo1aoS3tzfe3t6G0HTjxg0aN26Ml5cX1atXN2y3srIy9LlmzRr69u0LQN++fRk1ahRNmzbl448/5vz587Rs2ZKaNWvSqFEjTp8+bWg3ePBgmjZtiouLC//88w/9+/enatWqhr4Adu7cSb169fD29qZbt27ExMQAUL58ecaPH4+3tzfu7u6cPn2aixcvMnv2bKZNm4aXlxd79+5l9erVVK9eHU9PTxo3blwwAy6EEBlI4HvB1bWzYrWXK0WMtOyMfECf4xeo4uhF0LtBNCrbCBQ9UcZLuWnyGRrtAwIv3aP1jL1sOXY9T/0rikJ5jxr0mPgdXf/3FSUrVyMhJpp/Vy5m7tD+HFy7QoKfEEK8JC5cuICbmxsAbm5uXLhwIV/67dGjBytWrCAhIYFjx45Rt25dw2uTJk2iWbNmHDlyhL///psPP/yQ2NhYihcvzp9//klQUBArV65k+PDhACxbtowWLVoQHBxMSEgI7u7uuR7/7Nmz7Nq1i++//55BgwYxc+ZMAgMDmTp1Ku+//76h3b1799i9ezfTpk2jXbt2jBw5kpMnT3L8+HGCg4O5c+cOX331Fbt27SIoKIhatWrxww8/GPa3t7cnKCiIwYMHM3XqVMqXL897773HyJEjCQ4OplGjRkycOJEdO3YQEhLCpk2b8mV8hRAiJ7Lw+kvAy8aCdTVc6R5ynj33YvANucASDxf+6vMXI3eM5KcjP5GoPc4lzbuU0IwhOqEmQ5cdZd+5O3zerhoWJrn/GCiKQjkPL8q6e3L5RAgH1izj2ulT/LtqCYFbN+DdpgPerdpjamH5DM5YCCFEQWjXrp1hxuv06dO0a9eOkydP/ud+PTw8uHjxIsuXL6d169aZXtu5cyebNm1i6tSpACQkJHD58mVKlizJ0KFDCQ4ORqvVcvbsWQBq165N//79SU5OpmPHjlSoUCHX43fr1g2tVktMTAz79++nW7duhtcSExMznb+iKLi7u+Po6GgIk25ubly8eJGrV69y6tQpGjRoAEBSUhL16tUz7N+5c2cAatasybp167KtpUGDBvTt25fu3bsb2gshREGSwPeSqGplzsYaFekWHMbhqFi6BYex3LMCs1rPwquEF+9vfZ9kfTTXteOxpg32undZceQKRy7eZaavN9VK2uTpOIqiUM7di7LVPbly8hgH1iznaugJ9q9aSuDWDdRs3ZEardphZmmVe2dCCCGeK2fOnEGvT32vt16v58yZM/nWd/v27RkzZgz+/v5ERj58kJiqqqxdu5bKlStnaj9hwgQcHR0JCQlBr9djZmYGQOPGjdmzZw9bt26ld+/eDB06lHfffRdFUQz7JmRZT9bS0tJwTnZ2dgQHB2dbo6mpKQAajcbwefrXKSkpaLVa3njjDZYvX57j/lqt9rHvF5w9ezaHDh1i69ateHl5ERwcTLFixbJtK4QQ+UFu6XyJuFiYssG7IuXNTQiJjqfz0TAiEpMZ4D2Af/r+QwnLEqBAtNFWrhoPw9oihvO3Y+n407/8/m/4Y9fsy46iKJSt7slbEybT/fOvKV2tOomxsexfvZS5Q/3Yv3oZCbExBXi2Qggh8lvlypXRaFIvDTQazSMh7L/o378/n3/++SO3YLZo0YKZM2ca/g06evQoAFFRUTg5OaHRaFi8eDE6nQ6AS5cuUbx4cQYOHIifnx8hISEAODo6Ehoail6vZ/369dnWYGNjg7OzM6tXrwZSw2b6/nnh4+PDv//+S1hYGABxcXGGmcfHsba2Jjo62vD1+fPnqVu3LhMnTsTe3p4rV67k+fhCCPE0JPC9ZMqYmbChRkUqWphyOjaBjkfDuJaQRL0y9Qh8NxCf0j4ApGgu83aTa7xdtyxJOj1fbD6F38IAImMSczlCNsd08+Ct8anBr0w1dxLjYjmwZhlzh/rx76qlJMRI8BNCiBfB5s2bqVKlCgBVqlRh8+bN+dZ36dKl+eCDDx7ZPm7cOJKTk/Hw8KB69eqMGzcOgPfff5+FCxfi4+PD2bNnDbN0/v7+eHl5UaNGDdauXcvgwYMBmDx5Mm3btqVZs2Y4OTk9to6lS5cyb948PD09cXNzMzwkJi8cHBxYsGABvr6+eHh44OPjY7gF9nHatWvH+vXrDQ9t+fDDD3F3d6d69eo0btwYT0/PPB9fCCGehvIkszrPo1q1aqkBAQGFXcYjvv/+e0aPHl1ox7+TlEKPkPOciImntJkxa7xcKW9uSmJKIkO2DWHe0XkAjKk3hiYlRvDZ+pNExSdT3NqUaW950cDV/qmPfeXUcQ6sWc6Vk8cAMDG3wLt1e2q27oiZVcHf6unv70+TJk0K/DjiUTL2hUfGvnA9r+MfGhpK1apVn3g/RVGe6K6PwhQdHY21tXVhl/FKkrEvPDL2hed5GPvs/m5XFCVQVdVa2bWXGb6XlL2JEWu9KlDTxoKrCcl0CDrHmdgETI1MmdNuDj+1/gkjjRFTD0xlekg/OjUMxcY6gojoRHrNO8S320+TnMuafY9Tppo73T//mrfGT6ZsdQ+S4uM4uHYFc4b259+Vi4mPic69EyGEEEIIIcR/JoHvJWZrbMRKzwrUt7PiVlIKnY6e40R0HIqi8H7t9/mrz184WDjw54U/+fLfURxPHoCJ7U4U4Bf/83SdfYDLkU+/5ELpatXpNu5r3vriW8q6e6UGv3UrmTu0P/tWLCY++kH+nawQQoh8M378+MIuQQghRD6RwPeSszLSstTDhWZFrbmbrKNL8HkCo2IBaFyuMYGDAqnpVBO9qkdRVM4lzeC+xQTsLPSEXLlP6xl72Rh87T/VULqKG93GfkWPL76jnEcNkuLjObR+JXOG+rFvxSIJfkII8ZyZMGFCYZcghBAin0jgewWYazX87u5MGwdbolJ0dA85z7/3Um+rLGNbhr399tLLoxcqqe/XuKcP4Ljel1IOEcQkpvDBimBGrwohNjH7R0znVakq1ej6vy/pMXEK5TxqkJwQz6H1q5gz1I+9yxYQ9yDqP5+rEEKIzF6U9+IJIYTI3dP8nS6B7xVhqtHwa7XydHUsQqxOz9vHLrA7MnVmzdzYnEUdFzGtxTQ0aT8SqhLH/uj+FHH8A1MjhbVBV2k7cx/Hr/73UFaqclW6/u9LfL+cQnlPb5IT4jm8cQ1zh/qxR4KfEELkGzMzMyIjIyX0CSHES0BVVSIjIw3rkuaVLLz+CjHSKMyoWhZzrYbF1yN553g4s93K0cbBDkVRGOEzAvfi7nRf05278XfRarQEP/gJR6t/cdVMIvxOLJ1/+ZePWlTBr6EzGo2S+0FzULJSVbp8NpHrZ09zYO1yLgYHcmTjGoK3b8GrRRtqteuMhY1tPp29EEK8ekqXLs3Vq1e5fft2YZdSYBISEp744kfkDxn7wiNjX3gKe+zNzMwoXbr0E+0jge8Vo1EUvqtUGguNhl+v3mbQyYtMr1KWriWKAtDcpTkBAwPouLIjx24dQ6touZUYTLsaW2iuvs/CA5eYtC2UvWF3+L6bJw7Wpv+5ppKVqtDl0y+4ce4MB9YuJ/xoAEc2reXoji14vdmG2u06Y2Fr95+PI4QQrxpjY2OcnZ0Lu4wC5e/vT40aNQq7jFeSjH3hkbEvPC/i2Mstna8gRVGY4FqSkeUc0akwLPQyi6/fMbzuXMSZ/f33092tOzpVB4CTlT3j21djTp9aFLEwZs/Z27Savod/zubf/xo7VaxM508m0HPS97h41yYlMZGAzeuYM8yPf5bMJy7qfr4dSwghhBBCiFeBBL5XlKIofOzixP9cnFCBD89c5dcrEYbXLU0sWdFlBZObT0ZB4cu9X9J1VVd8KliwanAN3MuYcicmiXfmH+brbaEkpTzdmn3ZcXKtTKePx/P2pB8yB7+hfvgvmkvs/Xv5diwhhBBCCCFeZhL4XnHDyjkyqWIpAMaHXWfaxZuGN/crisLHDT9ma8+t2Jrasv70eurOrcvwnX3Yda8Dzdxj0WoUfttzgS6/7Cf8Tmy+1lbCtRKdPh5Pr29+xKVmHVKSEgncuoG5wwbgv2iOBD8hhBBCCCFyIYFP4FfagWlVyqABvg2/ydcXbmR6oluriq04MvAIVe2rEnonlN3hu0nQxfF72Ft4u/lTys6M49eiaDNjL2sDr+b70+AcXVzp9NHn9PrmRyrUqpsW/DYyd6gffy+cQ8y9u/l6PCGEEEIIIV4WEvgEAL5Oxfi5WjmMFJh5OYKx566hzxDcKharyKEBh+hQuQNJuiQUFIw0RqwJm0Kc3TiaVrEhLknH6NUhjFwZTHRCcr7X6OjiSscPx9Fr8nRca/uQkpxE0LaNzBs2gL8X/CbBTwghhBBCiCwk8AmDjo5FmFfdGRNFYd61O4w+cwVdhtBnbWrNurfWMeG1CaiopOhTsDS2JPjWATbcbE+vhmBurGVD8HXazNhH8JWCeciKo3MFOowZS+9vZ+Bau15q8PtjE3OH+bF7wa8kxcYUyHGFEEIIIYR40UjgE5m0sLdlsYcL5hqF5TfuMuTUJZL1D0OfRtEwvsl4Nry1ASsTK2KTY7ExteF+4n0mBbbl9dpHqOZkzeW7cXT9ZT+/+J9Hry+YBX+Ll3ehw5j/0fvbGVSsUx9dcjJH/9jMiaVz+Gv+bKLv3sm9EyGEEEIIIV5iEvgKSMmSJQu7hKf2WlFrlntWwEqrYUPEfQacDCdBl/kpnB2qdODQgENULFqRB4kPsDCyQKNomHX0c4yLT6d/A2dS9Crfbj9Nn/mHiXiQUGD1Fi/vQvvRn9Hnu5lUrFsfVacjeMcW5g0bwF/zfyE6UoKfEEIIIYR4NUngKyBOTk6FXcJ/4mNnxRovV4oYadlx5wHvHA8nVqfL1KaaQzUODzxMK9dWxKXEgQrWJtb0dO/O5+2q8Xvf2hSzNGFf2B1aTt/L36cjHnO0/OFQzpn2oz6jWvd3qFS3AbqUFIJ3bGXe8AHsmvcLD+7k35qBQgghhBBCvAgk8InH8rKxYF0NV+yNjfjnXjQ9Qy4QnZI59NmZ2bHZdzOfNvwUPXqik6LZFraN+OR4mlYpzh8fNKKhqz13Y5Pot+AIX2w+SWKWPvKbeTEH2o36lHemzKJSvUbodDpCdm5l/gcD2TX3Zwl+QgghhBDilSGBT+SoqpU5G71dKWlqzKGoWLoGh3EvOSVTG61Gy9fNv2Zl15VYGFuwKGQRjRc05krUFa7FhkLRWYx6wxkjjcLv/16k00/7CYso+Aer2JctT7sRH/POlFlUTg9+f25j3vCB7Jr7Ew/uFOyMoxBCCCGEEIXtmQY+RVFaKopyRlGUMEVRPsnmdVtFUTYrihKiKMpJRVH6Pcv6RPYqWJixoYYr5cxMCImOp/PRMG4nPbrsQne37hzwO4CznTMB1wOo+VtNuq/pztLjS/g5tDNTejhRrpgFp248oN3Mfaw8cjnf1+zLjn2ZcrQd8TF9p/5E5fqN0et1hPz5B/OGD+LPObN4cFuCnxBCCCGEeDk9s8CnKIoW+AloBVQDfBVFqZal2RDglKqqnkAT4HtFUUyeVY3i8cqam7LB25WKFqaExibQMSiM6wlJj7TzcPTgyMAjNHduzu2424TfC8fJyokzkWfovaURfZvfpFONUsQn6/h47XGGLT9KVHz+r9mXnWKly9L2g4/oO/VnqjR4Db1ex7Fd25n3wSB2/jaTqIhbz6QOIYQQQgghnpVRH/JpAAAgAElEQVRnOcNXBwhTVfWCqqpJwAqgQ5Y2KmCtKIoCWAF3gRTEc8HJ1IR1NVxxszLjfHwiHY6GcSk+8ZF2xSyKsb3XdkbXG41O1XEj5gauRVyJTY6l/+aepFjP47uubliaaNly7Aatp+8l8NKzWzS9WOkytBn+IX2//5mqDZug6vUc/2sH80cMYuevM4iKuPnMahFCCCGEEKIgPcvAVwq4kuHrq2nbMpoFVAWuA8eBD1RV1SOeGw4mxqz1csXbxoIrCUl0CArjXOyjSy4YaYyY+uZUFndajJmRGWH3wnAp4oKxxphZR2YxLcSXuf1c8Shty7X78XT/9SCzdp9DV0Br9mWnWKkytB42hr4//EzVRk1R9SrHd+9k/oh32TF7BvdvSfATQgghhBAvNuVZvIcKQFGUbkALVVUHpH3dG6ijquqwDG26Ag2AUUAF4E/AU1XVB1n6GgQMAnB0dKy5YsWKZ3IOTyImJgYrK6vCLqPAxKvwHVaEYoQNev5HDOWU7LP5megzfH7ycyISI7A1skWjaLiXfA9bY1s+qzyO8Dvu/BGeeltnlaIaBnmYUtTs6f8v4mnHPuH+XW4EHuTuuVBQVVAUilV2w6mmD6Y2dk9dz6vkZf+5f57J2BcuGf/CI2NfeGTsC4+MfeF5Xse+adOmgaqq1srutWcZ+OoBE1RVbZH29acAqqp+k6HNVmCyqqp7077eDXyiqurhx/Vbq1YtNSAgoEBrfxr+/v40adKksMsoUHE6PX4nwvn7bjS2RlqWe7jgbWuZbduI2Ai6re7Gnkt7MNYYU7lYZU7cPoG3kzdHBh5h37lIRq0K4U5MInYWxnzXxYM33Uo8VV3/dezvXr/GofUrCd3rj6rqUTQaqjVuhk+nt7Ar8WKvr1jQXoWf++eVjH3hkvEvPDL2hUfGvvDI2Bee53XsFUV5bOB7lrd0HgEqKorinPYglh7ApixtLgPNARRFcQQqAxeeYY3iCVhoNSxwd6a1vS1RKTq6hZxn/73sl1soblmcXb13MaT2EJL1yZy4fQKfUj4s6bQEjaKhcSUHto9oxGuVHLgfl8ygxYF8vvEECckFu2ZfdoqWLEWrIaPoN+0X3F5rDsBJ/13MH/ku23+exr2b1595TUIIIYQQQjyNXAOfoihF8/CR6/1uqqqmAEOBHUAosEpV1ZOKorynKMp7ac2+BOorinIc+Av4WFXVO09/eqKgmWo0/OZWni6ORYjV6el57Dy7Ix9k29ZYa8ys1rOY224uJloTDl47yHtb3yMiNnVZhGKWJoztUJSxbapirFVYdOASHX/6l3O3op/lKRkUcSpFy/dH0m/abNyavA7AyX/+4veR7/HHTz9w78a1QqlLCCGEEEKIvMrLDN91IAAIzOHjWF4OpqrqNlVVK6mqWkFV1Ulp22arqjo77fPrqqq+qaqqu6qq1VVVXfLkpySeNSONwoyqZenlVIwEvco7x8PZdvv+Y9v7efvxT99/cLJyYs+lPdT6rRZBN4L4+cjPVP/FDZ35n6wbXB9ne0tO34ym3ax9LDv0bNbsy06REiVpOXgE/af9SvWmbwBwas9ufh85mD9mfc/d6xL8hBBCCCHE8ykvgS9UVVUXVVWdH/cBRBZ0oeL5plUUplQuzcDS9iSrKgNPXmTdrXuPbe9T2ofAQYH4lPbhyoMrNJjfgE1nN5GkS+K9re8xNeADVr3nTbeapUlI1vPZ+uMMXhLE/bhH1/57VuxKONHivQ/o/+NvVG/6JopG4dTev1kwajDbZn3P3etXC602IYQQQgghspOXwFcvn9qIl5yiKEx0LcWIco7oVBhy6hJLrz/+/wKcrJ3wf8cfvxp+JKQksPP8Tlq5tsLcyJxFIYtovrghg5pZML2HF9amRmw/eZPW0/dyOPzZrdmXHTvHErR4bzj9f/wV92apwS90798sGPU+22ZOJfLaldw7EUIIIYQQ4hnINfCpqvrIImuKopTIrY14NSmKwicuTnzm4oQKjD5zhTlXbj+2vamRKXPazeHn1j9jpDHij7A/8CzhiUsRF45HHKfWnFroTQ+zdXgjvMrYcT0qgR6/HWDan2dJ0RXuEo22xUvw5rvD6f/jb7g3b5Ea/Pb5s2D0+2ydMYXIqxL8hBBCCCFE4Xrap3Ruy9cqxEtneDlHvqpYCoBxYdeYfvHWY9sqisLg2oPZ3Wc3xS2Lc/DqQXR6Hc2dm/Mg8QGdV3VmZuB4lg+qzftNKqAC0/86R885h7h2P/4ZndHj2RZ35M1Bw/CbPgeP11ui0Wg5/e8/LBjzPlumf0fk1cuFXaIQQgghhHhFPW3gU/K1CvFSGlDagR8ql0EBvgm/wdfnr+f44JVG5RoRMDCAmk41uRR1if1X9tPHsw9aRcvUA1NpufQNhr9enqV+dSlubcrhi3dp9eMe/jh+49mdVA5sHIrzxsCh+M34Dc83WqHRaDmzfw8Lxgxhy4/fcufKpcIuUQghhBBCvGKeNvDNydcqxEurZ8li/FytHFoFZlyOYFzYNfQ5hL4ytmXY228vvT16E58Sz6KQRfhW98XJygk3BzfMjMyo72rP9hGNaV6lOA8SUhi8NIjP1h8nPunZr9mXHRv74rw+YEha8GudGvwO7GXhh0PZ/OO33Ll8sbBLFEIIIYQQr4inCnyqqv6c34WIl1cnxyLMc3PGRFGYe/UOY85cQZdD6DM3Nmdhx4VMazENraJlyfEluDm4Mf618YY2RS1NmPtOLSa0q4aJVsOyQ5dpP2sfoTeyXwOwMKQGv/fxmzEHzzfboNVqOZse/KZN5rYEPyGEEEIIUcDysvB6UH60Ea+2lg62LPJwxlyjsOzGXYaeukSy/vGhT1EURviMYEevHRQ1L8qu8F00XtCY0NuhAEQlRDFi+wg61SzKhiENqOBgybmIGDr89C+7LiUX2pp92bGxd+B1v8H4zZiLV4s2aI2MOHtwH4s+HMqmH77m9qXwwi5RCCGEEEK8pPIyw1dVUZRjOXwcB+wLulDx4mtS1IblnhWw0mpYH3GfgSfDSdTn/KTN5i7NCRgYgIejB2cjz1J3bl02ndnE8O3DmXF4BrXm1CJFe5HNwxriW6cMSSl6loQmMXBRIPdiC2/NvuxYF7Onef/04NcWrbEx5w7tZ9FHw9j0/ddEXLxQ2CUKIYQQQoiXTF4CXxWgXQ4fbYH6BVWgeLn42FmxyqsCdkZatt95wDvHwonLZXkF5yLO7O+/n+5u3YlOiqbDig7Ymdrh4ehB2N0wfOb6sDZ0Od909uCnnt6YG8Gu0Fu0mr6XA+cfvw5gYUkNfu8xYMZcarRqlxr8Du9n8cfD2Th1kgQ/IYQQQgiRb/KyDt+lPHxcfRbFipeDt40l62q4Ym9shP+9aHqGnCc6JecHrliaWLKiywomN5+MgsKMwzMoa1uWt93fJj4lnj4b+vDelvdoXq0IXzYwp2a5Itx8kEDPuQeZuuMMyYW8Zl92rIoWo1nfdxkwYy7erdpjZGxC2JEDacHvK26Fny/sEoUQQgghxAvuaZ/SKcR/Us3KnPU1XHEyNeZgVCzdg89zLzklx30UReHjhh+ztedWbE1t2XJ2C0E3gpjUbBKmWlN+DfyVhvMbkqJEsHKQD8ObV0QBZv0dxlu/HuDK3bhnc3JPyKpoMZr2HYTfzLl4t+6QFvwOsuSTD9gw5StuXQgr7BKFEEIIIcQLSgKfKDQVLc3YUMOVsmYmHI2Oo8vRMG4nJee6X6uKrTgy8AhV7asSeieUKfunMPXNqZS3K0/gjUAGBQ5i54XtjHqjEssG+uBka0bQ5fu0nrGXzSHXn8GZPR2rIkVp+s5ABsyaR802HTAyMeV8wEGWfDqC9d9NlOAnhBBCCCGemAQ+UajKmZuyoYYrrhamnIpNoNPRMK4n5P6wlYrFKnJowCE6VunI/YT7DP9jOH08+tC2YluiU6LpubYn9+Lv4eNSjG3DG/FmNUeiE1IYtvwoH60JIS4p59nEwmRpV4QmfQYyYOZcarbpiJGJKRcCD6cGv2+/4Ob5c4VdohBCCCGEeEH858CnKMrH+VGIeHWVNDNhfQ1XqlmaERaXSIejYVyKT8x1P2tTa9Z2X8sXTb5ARWXinomYG5vzTrl3mNd+HkXMiwBQxNKEX3vX5MuO1TE10rAq4CptZ+7jxLWogj61/yQ1+A1gwMy51GrXOTX4BR1h6WcjU4Nf2NnCLlEIIYQQQjznnjjwKYqyKsPHamBAAdQlXjEOJsasreGKl7UFVxKS6Hg0jHOxCbnup1E0fP7a52zssRFrE2tWn1rNvjv7qFmyZqZ29xLu0dunHJuGNqSSoxUXbsfS+ef9zN8X/lyt2ZcdS7sivNarPwNnzUsNfqZpwe9/o1g3eQI3ws4UdolCCCGEEOI59TQzfA9UVe2e9tEN2JXfRYlXUxFjI1Z7VcDH1pIbicl0PBrGqZj4PO3bvnJ7Dg04RMWiFTkfe55av9Vid/huAAKuB1D+x/L8dPgnKjlasWloQ3r5lCVJp2fillP4LQwgMib3GcXCZmFrlxr8Zs6jdvsuGJuaEX40gGX/G826b8Zz45wEPyGEEEIIkdnTBL5JWb7+X34UIgSAtZGWZZ4VaFLEmsjkFDofDSPoQWye9q3qUJXDAw9Tt2hdIuMjeXPxm/x48Ed2hO0gOimaoX8Mpdf6XujUBL7q6M7sXjWxNTdm9+kIWk7fy75zdwr47PKHha0djd/ux4BZ86jdoWtq8AsOZNnY0az9+nOunw0t7BKFEEIIIcRzItfApyjKO4qi3FEU5a6iKIuATFfFqqreLbDqxCvJQqthoYczLe1tuJ+io3vweQ7cj8nTvnZmdkyqPonPGn6GTtUxcsdIzt49y6KOi7A0tmTZ8WXUmVuH03dO07J6Cf74oBF1nItyOzqR3vMPMfmP08/lmn3ZsbCxpXHPvgyYNY86HbpibGbOxZAglo/7kDWTxknwE0IIIYQQeZrhGwe8AVQBLgFfF2hFQgCmGg1z3JzpVNyOGJ2eniHn8b/7IE/7ahUtk5pPYlXXVVgYW7AoZBEzDs9gk+8mqtpX5dTtU9SeU5vVJ1dT0s6c5QN9GPVGJRRg9j/n6Tr7AJci8zar+DywsLGlUc++DJw1j7qdumNsZs6lY0cNwe/a6VOFXaIQQgghhCgkeQl8D1RVPaqqaoSqquOAOgVdlBAAxhqFWdXK0dOpKPF6lT7Hwtl+O+9P1uzm1o0DfgdwtnMm4HoAvmt9mdZiGj2q9yAmKYbua7ozcvtI9GoKw5tXZNW79ShlZ07Ilfu0mbGPDUevFeDZ5T9zaxsa9uiTFvzewsQ8NfitGP8Rq78ay9XTJwu7RCGEEEII8YzlJfA5KYoySFGURoqiOADGBV2UEOm0isLUymUYUNqeJFXF72Q462/dy/P+Ho4eHBl4hObOzYmIjaDt8rY0KtOI6S2nY6wx5sdDP9JkYRMiYiOoVb4o24Y3orV7CWISUxixMphRq4KJSXx+1+zLTmrw682AWfPx6Zwa/C4fD2bl+I9Z/eX/uBp6orBLFEIIIYQQz0heAt94wAP4CjgDVFcUZZuiKN8oiuJboNUJAWgUhS9dSzG8bHF0Krx/6hLLrkfmef9iFsXY3ms7o+uNJkWfwpA/hnAi4gR/9v6TUtalSEhJwMbUBgBbC2N+6unN5M7umBlrWBd0jbYz9nLs6v2COr0CY25lTYO30oJflx6YmFtw+UQIKyd8wqqJn3H1lAQ/IYQQQoiXnVEe2hwH5qhpi5UpilKa1ADoDrQGlhdceUKkUhSFzyqUxFKr5ZvwG4w6c4U4vZ4BpR3ytL+Rxoipb07Fq4QXAzcPZE7QHE5EnGD729uxMbPBzMgs07F61ClLrfJFGLrsKKdvRtPll/181KIKfg2d0WiUgjrNAmFuZU2D7r2o2bojgds2cvSPTVw5eYyVJ49Rppo79br1pEw198IuUwghhBBCFIC8zPC9AwQqirJCUZS+QIqqqttUVf1WVdXeBVueEJl9UN6Ria4lARh77hozLt16ov17efRiX799lLEpw4GrB3hzyZtcj75ueF1VVX448AP34u/hWtyaDUMa0Ld+eZJ1KpO2hfLO74eJiM59QfjnkZmVFQ26v82AWfOo17UnphaWXDl1nFVffMrKLz7hysljhV2iEEIIIYTIZ7kGPlVV31NV1RuYABQBFiiKckBRlK8VRWmsKIq2oIsUIqNBZYrzfeUyKMDXF27wzYUbpE1A50nNkjUJGBRA43KNuRFzg9cWvMb8o/MB+CXgF0bvHE3N32py9MZRzIy1TGjvxtw+tShiYczec3doPX0v/mciCujsCp6ZpRX1u/VkwKx51O/2NqaWllw9dYJVEz9j5YRPuHzi2BONpxBCCCGEeH7leeF1VVVPq6o6TVXVlkAzYB/QDThUUMUJ8ThvlyzGT9XKoVVg+qVbfB527YlCSnHL4uzqvYshtYeQpEvCb5MfQ7cN5XXn1/F28ib8fjj15tVjXtA8AF6v5sgfHzSmnksx7sQk0ff3I3y15RSJKbqCOsUCZ2ZpRb2uvgycNZ/63dOCX+gJVn+ZGvwuHQ+W4CeEEEII8YLLc+BLpyjKRGAsYAnMAGrnd1FC5EVnxyLMdSuPiaIw5+odxpy5gu4JAoqx1phZrWcxt91cTLQm/HTkJwZuGcj6t9YzyHsQibpEBmwegN9GP+KT4ylha8aSAXX5sEVltBqFufvC6fLLfi7cztui8M8rUwtL6nVJDX4NuvfCzNKKa6dPsuarsayc8DGXjknwE0IIIYR4UT1x4FNV9XNSg1400AX4Lb+LEiKvWjnYsdDdGTONwtIbdxkWehndE2YTP28//un7D05WTuy5tIeG8xsyqOYgfu/wO2ZGZswPnk/9+fW5cO8CWo3CkKaurH6vHmWKmnPi2gPaztzHmsCrL3woMrWwxKdLDwbMmk+Dt3pjZmXNtdOnWDNpLCvGf8zFY0df+HMUQgghhHjV5Br4FEV5R1GUO4qi3FUUZZGiKNaqqt5SVXW7qqqTVVUd+CwKFeJxmhazYZlHBSy1GtbdusePWJCo1z9RHz6lfQgcFEi90vW48uAKDX9viLHGmIN+B6lQpALBN4Px/tWbzWc2A+BdtghbhzeinWdJ4pJ0jFkdwoiVwUQnJBfEKT5TphYW+HR+i4Gz5tGwRx/MrKy5fuYUayeNY/nnH3IxJEiCnxBCCCHECyIvM3zjgDeAKsAl4OsCrUiIp1C/iBWrPStga6TlCCb0PR5OnO7JQp+TtRN/v/M3A2oMICElgV7re7EoZBEHBxykQ+UORCVG0X5Fe47dSn2apY2ZMTN6eDGlqwcWJlo2Bl+n9Yy9HL2c94Xhn2cm5hbU7dQ9Nfj5voOZtQ03zp5m7defs3zcGC4GB0rwE0IIIYR4zuUl8D1QVfWoqqoRqqqOA+oUdFFCPA1vW0vW1XDFBj1/342mZ8h5Yp7woSqmRqb81u43fm79M0YaI344+AO+a32Z224u377+LSPqjsDD0cPQXlEUutUqw5ZhDXEracOVu/F0m32An/3D0OtfjjBkYm5B3Y7dGDhrHo169sXc2oYb586w9pvxLB87hvCjARL8hBBCCCGeU3kJfE6KogxSFKWRoigOgHFBFyXE03KzMmc8MZQwMeZgVCzdgs9zPznlifpQFIXBtQezu8/u1Kd5XthFnbl1aOnakmktp2Vqm6RLAsDFwYp179dnQENnUvQq320/Q+/5h7j14MVcsy87Jmbm1OnQlQEZg1/YGdZNnsCysaO5cPSIBD8hhBBCiOeMUR7ajAc8gLcBd8BKUZRtQAhwTFXV5QVYnxBPrJSiZ6O3K12Dz3M0Oo4uwWGs8KyAg8mT/V9Fo3KNCBgYQKeVnQi8EUi9efVY2HEhXat1BeB+wn185vrwbs13GeEzAlMjLWPbVqNBRXvGrArh37BIWk3fy5SuHjSv6lgQp1oo0oOfV4s2hOzcxpHN67gZdpb1k7/A1K4oEf/sQGNkhDbtQ6NN+9OwzTj1c60WjZGxoV1624z7Pq6txvCaNnO7DP0oilLYQyWEEEIIUehyDXyqqmZ6CqeiKKVJDYDuQGtAAp947pQzN2VDDVe6B5/nZEwCnY+GscqrAk6mJk/UTxnbMuztt5d3t7zL4mOL6ba6G581/IyJTSey6cwmzkSeYdTOUey/up957edhY2pD08rF+WNEI0avCmHvuTv4LQygb/3yfNKqCmbG2gI642fPxMyc2u274PVmG0L+TA1+cffvcvX+3cIuDQCNVps5ZGq1aWExS3DMEjLTX09vn12YfNK26QE1Y/CVgCqEEEKIZyEvM3yZqKp6FbgKbMv/coTIP6XMTNjgnRr6QmMT6BAUxmqvCpQzN32ifsyNzVnYcSE1nWoyeudovt73NcG3glnaeSlruq2h38Z+rDm1hmO3jrG2+1qqF69OcWszFvarw9x9F/hu+xkW7L/IofC7zPStgWtxqwI648JhbGZGrXad8XyzNTvWr8PTvTq6lBT0Oh26lOTUz1NS0KV96HUpGbYlZ9qesV16m/T2GfsytMvSlz5F97AvnQ69TkdKYmJhD1GepM5uPhocMwfMxwfYiNu32RV28glnSXMKsMaPHjOtPgmoQgghxIvjiQOfEC8SBxNj1tVwxTfkAsHRcXRKm+lztTB7on4UReEDnw+oXrw6b615i23ntlFnTh029thIwKAAuqzqwomIE9SdW5ff2v7G2x5vo9EoDGpcgbrOxRi+4iihNx7QbuY+JrSvRvdaZV66C2ZjUzOsSpSkjJtH7o0LmKqqGYJldsEzOS2QpqDPGDrTQmSmgJqSjE6nezSgZgqjKZn6yi7s6rMJqOn1pQbU1I//ElAjT5/Ix1HMWdYgagiG2ofhMWOAzf6W3Qy35+ZpljSXAKvN3M5Qm1b70v2+icKlqiqoKioqql4FVFQVwzZUldQ/9KnbUdP2wfC6oY+09z5n7DO1ScbXH+1fTeufTP2raV+mfp2+Lfv+9dnXnKG+rDWn959+3KhL5zkfaJE+KumHenhMHh4fwx8ZayLDvmqWfTM0yGZbxveMP7qv+vB4D4sy/JF1W/o4GPY1jCFZ9n10W6YxfljQI+9pz9guu21qbvWR+RyvXbzEvptXyG3schqnx3/PsrTPpl3m45Jh35y+t9lte7Kxy9juScfu0fPPvC1T35nOP3O7+w8e0KRJE14kyov+kIVatWqpAQEBhV3GI/z9/V+4H4aXRXZjH52io9exCxyKisXe2IhVXhWoZmX+VP2H3wun48qOHLt1DGsTaxZ3WszrLq/z3tb3WHJsCQCDaw1mWotpmBqlzibGJKbw+YYTrDt6DYA27k583dkdW/OX6xlI8nP/dDIG1EdComH2MvMMaaaZTZ2OUydP4lqhQuYAm03bh4E0Jdu2uYVdfdr+L5pHZ0rTAqk28+zm42c/s7k9N31frZbz58/j4uICZLlQz3oBb7hwzxoEHnehnvVCP/OF+sP9s79Qz9q/mrZGadZjpvefKbyQsQ4y1ZU1pJC2b/bnmrbd8HrW/tNq1+szjcEjY5ntuUJCQjymJqaPhJJM/WToO+v3JOv36eHnmUNVpvAihHhlKVojRi3bUNhlPEJRlEBVVWtl95rM8IlXgrWRlmWeLvQ/fpF/7kXT+WgYyz0rUMPGIveds3Au4sz+/vvpv6k/q06uouPKjkx4bQILOiygQZkGfLD9A34J+IWA6wGs6b6GsrZlsTI14oe3vGhUyZ6x60+w9fgNgq/cZ4avFzXLFS2AMxYvEkVR0kLE0/8HQIReg9czCtvZB9SHt9RmDKg538aryxQ6H9c2dXZU9+hsbIaZ2pxmWFNv703tO7kA7/C9dnBPwXUucpRUSMdVFA0opM0gK6T+oaCggCbtTyVtO0pqO4W01zWkblYMM9Cpryup2zWatP2z71/RpG4ztM/YT4a+DfVk7EfzcNvD1zPUmU3t6f1nrDHy7l2KFSuWeQY947nAw7rTPn94noZXH+6Xvm+GvrLOziu5tlMy/5F2zhlKe3jOj2n38Byy1Jw+FDm0e/T8M+6rZKo5p/oe2ZZl7C6GX8TZ2Tmb889uTDLUkYexS/85e9y2jOef0/c21+93xrHJ+Hk24/QkY5f1e5t52xN+b7PUAHDs2HFeNBL4xCvDUqtlobsz7566yI47D+gWHMYSDxd87J78PXWWJpas6LIC7xLefPrXp0z4ZwLBt4JZ1HERNZ1q0nV1V85EniExJfPVZacapalRpggfrDhKyNUouv96kBHNK/J+U1e0GuUxRxPi+ZIfAfVZUvX61MD4uDCZ7cxm5tuBc7yNV6fj6pUrlClbFsh8sZ31Qj39oj/ThX+WC/XUXbO7kH94kZ8pWGS5UE8/Rtb+s/aZtf+Hr2cfBAzhhmz6yeZcM/WjaB7WmN25ZxyDR2rLIVQpCocOHaJevXrpV2Y5nnvm/h83nmTzevbfr1ed3NVReBL9/fGRsS8UF+9GFXYJT0wCn3ilmGk1zHVzZmjoJTZG3Mc35DwL3F14raj1E/elKAofN/wYzxKe+K71ZcPpDfjM82HDWxsIGhTEqdunqFis4iP7lbe3ZPV79fn+zzP8+s8Fvv/zLPvC7vBjDy+cbJ/uNlMhxOMpGg1GGg0YF1xA9ff35zW5+CoUpja22DgUL+wyhBDiuZWXhdeFeKkYaxR+rlaOHiWKEq9X6X3sAjvuPP3/1rR0bcnhAYep5lCNU7dPUXtObQ5fO0yjco0ytdtydguRcZEAmBhp+LRVVRb71cHeypRD4XdpNX0vO07e/E/nJoQQQgghREYS+MQrSaso/FClDP1L2ZOkqvQ/Ec6GW/eeur+KxSpy0O8gHat0JCoxijbL2jB532TDAwMOXztM55Wd8f7NmyPXjhj2a1TRge0jGtGksgP345J5d3Eg4zacICH5xXsohhBCCCGEeP5I4BOvLI2iMKliKYaWLZnnJ0YAACAASURBVI5OhcGnLrHsRuRT92dtas3a7mv5oskXqKh8+ten9Fjbg9ikWEpYlaCGUw0uR12m4e8NmR0w2xAG7a1Mmf9O7f+3d9/hcVSH+se/Z2ZX1bJlSbbci2RjcDeWOyQmEHoLMRiSQIAAIRcIhNzk5pJ7U34Jyc3NJZBQQg8toRiI6SRAMM29d2NL7jIukmVZXbt7fn/sStqVZBVbq1V5P8+jZ8vMmTk7Ppb2nTNzDv994Wi8ruHZxTu55IHP+Hz/0bb6qCIiIiLSTSnwSbdmjOGnWf35j+H9sMCdm3fzxJ6Dx709xzj87Ms/47UrXyMlLoWXNrzEzCdn4g/4+fjaj7llyi1U+av43lvf45r511BaVRos5xi+c9pw/v5vs8jKSGbL/qNcdP+nPLd4Z4P5aEREREREWkqBT7o9Yww/GNaPX44YAMBPt+7l/p37T2ibF4+6mCU3LGFk2kjW7l9LzmM5fLrrUx44/wH+etlfSfIm8dza55j+xHQ+L/i8ttzYgb1447bTuCJnEJW+AP81fz03P7eCorJYDTouIiIiIp1ZuwY+Y8y5xpgtxphtxpifHGOd2caY1caYDcaYj9qzftK9fXdwX34/ahAGuDtvH7/L23dCvWun9DmFpTcu5fyR51NYXsg5z53DfYvv46qxV7H0hqWMSh/F+gPryXk0h1c2vlJbLjnew//OmcCfrppESryHf2zYz3l//IQlecd/uamIiIiIdE/tFviMMS7wIHAeMBq4yhgzut46qcBDwMXW2jHA5e1VPxGAqwdkcP8pQ3AN3LtzP7/Yln9CoS81IZXXr3ydu067C7/184N//IBvz/82Wb2zWHbjMi4ffTlHq44yZ96ciNAHcPGEAbx9++lMGpLKviMVXPXYYu5973N8/sCJfkwRERER6Sbas4dvKrDNWptnra0CXgAuqbfON4BXrbW7AKy1B9qxfiIAzOmXxqNjhuE1hkf2HOTHn+/BfwKhz3Vc7j7zbl6a8xJJ3iSeXfssp//ldIoqinhxzovce869zBg0gwtOuqBB2cFpSbz03RncckY2FvjjB1u58tHF7DlcdgKfUERERES6i/YMfAOB3WGv94TeC3cS0NsYs8AYs8IYc0271U4kzAV9Unlq3HASHMOz+QV8f9MufIETGzzl8jGXs+g7ixieOpwV+1Yw+dHJfLrrU+6YfgefXPcJCZ6E2nXDexW9rsOPzjmZv35nGpk941m+8zDn//ET3l6374TqIyIiIiJdn2mvEQCNMZcD51hrbwi9vhqYaq29LWydB4Ac4EwgEVgEXGCt/bzetm4CbgLIzMyc/MILL7TLZ2iNkpISevToEetqdEtteew3WA//SzKVGKZQxfcpw2tObJtHqo/wq42/YkXRClzjctuI27i4/8UYE9ywtZZfbfoVJ6WcxNxBc2vfBzhaZXliXSWrDwbn6Zs9yMNVp8QR755gpdqI2n3s6NjHlo5/7OjYx46Ofezo2MdORz32Z5xxxgprbU5jy9oz8M0AfmGtPSf0+j8BrLW/DVvnJ0CCtfYXoddPAO9aa+cda7s5OTl2+fLl0az6cVmwYAGzZ8+OdTW6pbY+9iuOlHLV2lyKfQHOSEvhybHDSXRPrHPcF/Dxk/d/wj2L7gHghkk38MD5DxDvieezXZ9x2l9OA+DSky/lqUueoldCr9qy1lqeWbSTu9/eRJUvwIi+Pbj/qkmc0r/nCdWpLajdx46OfWzp+MeOjn3s6NjHjo597HTUY2+MOWbga89LOpcBI40xw40xccCVwOv11nkNON0Y4zHGJAHTgE3tWEeRBib3SuaViSNI87p8WHiUb67No8TnP6FtehwP/3f2//Hc154jwZPA46seZ/bTs8k/ms+sIbN4/crX6RXfi/mb55PzWA5rvlhTW9YYw7dnDuO1W2Yxom8Pth0o4ZIHP+PphTs0Z5+IiIiIRGi3wGet9QG3Av8gGOJestZuMMbcbIy5ObTOJuBdYC2wFHjcWru+veoocizjUpL4+6SRZMZ5WFhUwtw1uRRV+054u98c/00+u/4zBvcczOI9i8l5NIfFexZz0aiLWPndlUzsN5FthduY/sR0nlr9VETZU/r35I1bT+OqqUOo8gX4+esbuPGZ5RSWas4+EREREQlq13n4rLVvW2tPstZmW2vvDr33sLX24bB1fm+tHW2tHWutva896yfSlFHJCbx26kgGJXhZUVzGnNW5HKo68dB3av9TWX7Tcr409EvsK9nHl5/6Mk+sfIKs3lksvH4h35n0HSp8FVz32nXc9MZNVPgqassmxrn89rJxPPTNU+mZ4OH9TQc4748fszD30AnXS0REREQ6v3YNfCKd3bDEeF6bNJKsxHjWl5TztVVb+aKy+oS32ze5L+9f/T63TrmVKn8VN7xxA7e8dQsex8PjFz/OExc/QYIngcdWPsasJ2ex/fD2iPLnj+vPO3d8iSnDerO/uJJvPr6E3/9jM9Was09ERESkW1PgE2mlgQlxzJ80gpOTE9haVsklK7eyq7zyhLfrdb3cf/79PHHxE8S5cTy0/CHOevYsDpQe4PpJ17Pw+oVk9c5i5b6VrNi3omG9UhN5/sbp3H7mSAzw4Ie5XPHIInYXas4+ERERke5KgU/kOPSN9/LqpBGMT0lkZ0UVl67aRm5ZRfMFW+D6Sdfz8bUfMyBlAB/v/JicR3NYkb+CSf0nsfzG5Tx58ZPMGT2n0bIe1+EHXz2J52+cTv9eCazaVcT5f/yE19fkt0ndRERERKRzUeATOU5pXg8vTxzB1F7J5FdWc+mqbWwqKW+TbU8bNI3lNy5nxqAZ7C7ezWl/OY3n1j5H78TeXDfpuoh1Nx7cyMHSg5Hls9J55/bTOWdMJkcrfXz/+VX8aN4aytrgnkMRERER6TwU+EROQE+Py/MTsvhS7x4crPJx2aptrC5um0so+6f058Nvf8gNk26gwlfB1X+/mh/+44f4AnWh7XD5YS7824Wc+uipLNq9KKJ8alIcD39rMnd/bSzxHod5K/Zw4Z8+Zf3eI21SPxERERHp+BT4RE5QsuvyzLgsvprek8M+P3NWb2NJUUmbbDveE8+jFz3Kny/4Mx7Hwx8W/4FznzuXgrICACr9lfRP6c+e4j186akvcf+S+yPm4jPG8M1pQ3njttMYlZlC3qFSLntoIU98ul1z9omIiIh0Awp8Im0gwXV4cuxwLu6bSok/wJVr8vi48GibbNsYw805N/Ova/5F3+S+fLD9A3Iey2Ht/rX069GPBd9ewB3T7sAX8PH9d7/PN179BiVVkYHzpMwUXrt1FldPH0qVP8Cv3tzIdU8t41DJiQ82IyIiIiIdlwKfSBvxOoY/jx7K3H5plAcCXL0uj38earvLJ08fejrLb1xOzoAcdhTtYMYTM5i3YR5e18u9597Li3NepEdcD15Y/wJTH5vKpoObIsoneF1+delYHrl6MqlJXhZsOci5933CJ1sPHmOPIiIiItLZKfCJtCHXGO49eTDXDsygMmC5fv12XjtwuM22P7jXYD6+9mOuHn81ZdVlXPHyFdz1wV34A36uGHMFy25cxug+o9l0aBNTHpvCi+tfbLCNc8b0453bT2fa8DQOlVRy9RNL+e07m6jyac4+ERERka5GgU+kjTnG8NuRA7llSF98Fr63YScv7Ctos+0nehN5+tKnue+c+3CNy28//S0XPX8RRRVFnJxxMktuWMJVY6+itLqUK1+5knsX3dtgG/17JfK3G6fzw6+ehOsYHvkoj8sfXsjOgtI2q6eIiIiIxJ4Cn0gUGGP4r6z+/Hh4PwLAHZt38+Setrt00hjD7dNv5x/f+gfpiem8s+0dpj42lY0HN9Ijrgd/veyvPHDeA/RN7sslJ1/S6DZcx3DbmSN58abpDExNZM2eI5z/x0/4+6o9bVZPEREREYktBT6RKDHGcOewfvwiewAAd23dywM797fpPs7MOpNlNy5jQuYEthZuZdrj03ht82sYY7hl6i3kfj+XrN5ZTW4jZ1gab99+OheM609plZ8fvLiGO19cTUml5uwTERER6ewU+ESi7OYhffnfkwZhgF/n7eN3efvadEqE4b2H89n1nzF3zFxKqkq49MVL+eWCXxKwAXrE9YhY98GlD3L3x3cTsJH36/VK9PLANybxu6+PI9Hr8uqqvVz4p09Yu6eozeopIiIiIu1PgU+kHVwzMIM/nTIEB7h3535+kZvfpqEvOS6Z57/+PL8763cYDL/46Bdc9uJlFFcW166TfzSfO/95J//14X9x8fMXU1heGLENYwxzpwzhjdtmcUr/nuwoKOOyhxbyyEe5BAKas09ERESkM1LgE2knl/dL49Exw/AawyO7D/Ifn+8h0IahzxjDj2f9mLe/+TapCam8tuU1pj8+nc8LPgdgQMoA5s+dT1piGm9tfYvJj05mRf6KBtsZ0TeFv//bTK6dOQxfwPLbdzbz7b8s5cDRijarq4iIiIi0DwU+kXZ0Yd9U/jJuOPGO4Zn8Ar6/aRe+Nu49O3fEuSy9YWnt9AxTH5vK21vfBuC8keex4qYVTO4/mR1FO5j55EweXfFog97GBK/LLy4ewxPfziEtOY5Pth7ivPs+4cMtB9q0riIiIiISXQp8Iu3srPSe/HV8Fkmuw8v7D/PdjTuoCrTtHHgj00ey+DuLufTkSzlSeYQL/3Yh//Pp/2CtZVjqMD69/lO+O/m7VPmr+O6b3+W6166jrLqswXbOPCWTd24/nVkj0ikoreK6vyzj129upNLnb9P6ioiIiEh0KPCJxMBpvVN4cUI2PT0Obx08wnXrdlDub9vQlxKfwitXvML/m/3/sFj+84P/ZO7LcymtKiXBk8DDFz7M05c+TaInkafXPM2MJ2awrXBbg+1k9kzg2eun8eNzR+E6hsc/3c5lDy0k72BJm9ZXREREpKPbt29frKvQagp8IjEypVcyL08cQZrX5YPCYr61No/SNu45c4zDf3/5v3ntytdIiUth3sZ5zHxyJtsPbwfgmgnXsOSGJYxMG8na/Wv587I/N74dx/Bvs0fw8s0zGJyWyIb8Yi68/1PmLd8dcTloZ/wlKCIix0e/86U7ys/Pj3UVWk2BTySGxqck8fdJI8mM8/BZUQlz1+RypLrt57+7eNTFEcEu57EcPsj7AIBxmeNYduMy7jrtLn5z5m+a3M6kIb156/unc/GEAZRV+fnRy2u5/YXVFFdUA53zl6BIW9AXX+mO9DtfpHNQ4BOJsVHJCcyfNJKB8V6WF5fx9dW5HKpq+9B3Sp9TWHrjUs4feT6F5YWc/dzZ3LvoXqy19Eroxd1n3k28J752/SMVR/ii5IsG2+mZ4OWPV07k/y6fQFKcy+tr8rngT5+wctfhNq+zSGehL74iItJRKfCJdADDk+J57dSRDE+MY31JOZet2sYXldVtvp/UhFRev/J1fnr6TwnYAHf+806umX8N5dXlEetZa7n2tWs59ZFT+WTnJw22Y4xhzuRBvHnbaYwd2JPdheVc/vAilpams7eovMH6IiIiIhIbCnwiHcSghDjmTxrJqOQEPi+r4NJVW9ldUdXm+3Edl19/5dfMu3weyd5knlv7HKf95TR2HdlVu05JVQmHyw+zr2QfZzx9BvcsvKfRieKz+vTgle/N5MbTh+MPWJaU9WHW//yLL/3vh/zHy2t5bfVeDhRr/j4RERGRWFHgE+lAMuO9vDpxBON7JLKjvIpLV24lr6wyKvuaM3oOi76ziOGpw1m5byU5j+bw8c6PgeAIn+9f8z4/nvlj/NbPv7/378yZN4cjFUcabCfe4/LTC0bz7HemMjzuKCnxHnYVlvHi8t3c/sJqpv7mA75yzwJ++vd1vLk2n0Ml0fk8IiIiItKQAp9IB5Me5+HlSSOY0jOZvZXVXLJqK5tKonOZ5LjMcSy/aTlnZZ3FwbKDnPnMmTy07CGstXgcD7/76u949YpX6Rnfk1c3vcqUx6awbv+6Rrd1+sg+XNhrL6t/fjav3zqLn5x3Ml8+qQ9JcS55B0v565Jd3Pq3VeT8+n3OufdjfvH6Bt5d/wVFZW3fiykiIiIiQZ5YV0BEGurpcXlhQhbfXredT4tK+PrqbTw/IZsJKUltvq+0xDTe+eY7/OT9n3DPonu45e1bWLlvJQ+e/yDxnni+dsrXGNt3LHPmzWHt/rVMe3waj1z4CFdPuLrR7bmOYfygVMYPSuXmL2dT7Q+wds8RFucVsCi3gGU7Ctmy/yhb9h/lqYU7MAZO6deTGdnpzMxOZ8rwNHomeNv8c4qIiIh0Rwp8Ih1Ussfl2fFZ3LhhB+8XFDNn1Tb+Oj6Lqak92nxfHsfD/539f0zqN4kb3riBJ1Y9wYaDG3jlilcYkDKAkekjWfSdRXzvre/xzJpnuGb+Nazdv5bfn/37ZrftdR0mD+3N5KG9ueWMEVT6/KzeVcSiUABctauIjfuK2bivmCc+3Y5jYNzAXkzPTmdGVjpThqWRHK9fVSIiIiLHQ9+iRDqwRNfhybHD+LeNO3nz4BHmrsnjmXHDOT0tJSr7++b4b3JKn1O49IVLWbxnMZMfncyrV7zKjMEzSPIm8dQlTzFr8Cy+/873mTF4xnHtI97jMi0rnWlZ6dxxFlRU+1m58zALcwtYlFfAmt1FrNlzhDV7jvDIR3l4HMOEwanMyEpnRnY6k4f2JsHrtvEnFxEREemaFPhEOrg4x+Hh0cO4c8suXvriMN9al8djY4ZxdkavqOzv1P6nsvym5Vwx7wo+2vkRs5+ezUPnP8R3Tv0OxhhumnwTF4y8gIE9B7bJ/hK8LjNHZDBzRAYApZU+lu88zKJQAFy3p4gVOw+zYudhHvhwG3Guw8QhqcwM9QBOHJJKvEcBUERERKQxCnwinYDHMdx38hASHYen8wu4fv12Hho9jIv7pkZlf32T+/Le1e9x5z/u5IFlD3DDGzewct9K7j33XuLcuAZhb3n+ct76/C2S7InfY5gc7+HLJ/Xhyyf1AaC4oppl2wtrA+DGfcUs3V7I0u2F3MdWErzBS0aDPYAZjB/UC6+r8ahEREREQIFPpNNwjOF/ThpEkuvw590HuXnDDsr9Q5jbPy0q+/O6Xu4//34m9Z/E9976Hg8tf4h1B9bx8hUv0ze5b+16Vf4q5r48l7zDeQx1hrJ+/vraZQYTfDQGB4cnLnmidlnABrjpjZsarBf+PPi5HR664CHOPCUTgMLSCm585fcUFKVRUJTO0bIUPttWwGfbCoDPcR0f6alF9Ek9zG/Ou5axA3vhOoaADfCjf/4oYtv192UwGGP4n7P+J6Ke//Wv/zrm+uH1/uUZv4wo96uPftWi/d11+l0R5X7/2e9bVO7OGXdGlLtv8X0tquctU2+JKPfI8kdatL8bTr2htpy1lr+s/kuL9hc+wI+1lr+t+1uj2w8v6xiHy8dcHlHu1U2vtqieF4+6OKLcW1vfalE9zxlxTkS59/Peb9H+Zg+bHVGuZnqTcDVlal9jOH3o6RHlPtv9WYNyDbaDYdaQWRHlFu1Z1Oh69fc/fdD0iHJL9y5tfn/GMHXg1Ihyy/OXN7pe/f1PHjA5otzKfSubLQfBqwzCy63Zv6ZhubDPt61kG72/6M2EfhMiyq070HBE4frHBYKjFYeX23hwY4vqObrP6Ihymw9tblG5kzNOjii3tXBri+o5Mn1kRLncw7ktKpedlh1RbkfRjhbVc1jqsIhy4XO11igKFJF/NB/XuDjGwXVc0hLTIsr5rR/HODhGJ+JEYsU0NplyZ5KTk2OXL2/4xyfWFixYwOzZs2NdjW6pqx97ay337NjP/+34AoDfnjSI6wZmRHWfS/Ys4bKXLiP/aD6Deg5i/tz5EV/m3s97n6teuYpDZYeOuQ3HOPh/5q997Q/48fyq+XNOzZVzbC8SAmNJ8I8nITAerx0cUT4l3sPU4WlMz0rjlg++SrXZAebYv/eiVc9ol/vgww846+OzOnw9u2q5e+65hx/+8Icdvp4qp3LRLGcwBH4eqH0dsAHc/1d3yb1rXFzHjQiIrnHxOB4O/OhARLmR948MrhMq09hzj+Ph0+s/jSh3wd8uaFG5Jy95sractZY73r0jok6NPfc4Hn5y2k8iyj207KFmy7nG5eujvx5R7v289yOWN1bGdVzG9h0bUW538W4c47Bk0RJOP+30Y37WODeu2X8vOT41v+87GmPMCmttTmPL1MMn0skYY/j34f1Ich3+X24+//n5Hsr9Af5tSN/mCx+naYOmsfzG5Xz9pa+zaM8iTvvLaTx64aO1PTdnZZ3F+u+t584H7uSc886h5kSSJfTYyIklYwyPXfRYxLotLXf/efcfY91KjpbnsedQEnsOJXK0pD87C8r4YPMBPth8gAHcT7zXx8D0MgZmlDIwo4zePSowpvF91ezv7q/cfcy61bxurNzPvvSzY65f87pBz4gx/Hjmj1tfDsPt025vtp6N9fzcPPnm46rndROvO65y3xj3jWb/3RvrcbjslMta/fkALhh5QavrCcF2fTz7+9LQL0W8PlY7rm/W4FkN3mtJuRmDIgdQaqxNNlbP8J67Y+6vkXI5AyK/T7T084X33LWm3ITMCRGv63++kpISUno0HMhqXN9xEa9belzCe+6OVc/GeqvCe+5aU25k2siI143Vs7Fy2b2zI163tFx4z11r6jmk15AG5YqPFpOYnEjABvAH/A3+/QI2gGtc/DYYHv3Wj9/vpz7XRN6H7Q/4yTuc12C9lpR7d9u7zZZzjBMR+PzWz5+W/qlF+wsPfH7r59Z3bm3R/iICtPVz9nNnH1e5ofcNrVthcQvLBfwk/ya52WDqdbzk3Z4XUW7SI5NaVO7db70bUW7uy3ObLmdcvK6XP51Xd9xrrqgJD66NhVmP4+HWqbdGlHt2zbMtCuxnZ9cdd2sti/csblFgH957eLP/Xh2ZeviipKv3MnVk3enYP7X3ED/5fA8APxyWyb8P69foF6a2Uumr5LZ3buOxlY8B8IPpP+B/v/q/eJzguaOOeNZrb1F58P6/3AIW5xWwtyhyEvuMHnFMy0qvHQU0KyM5qscwWrpTu++IOmLb7y7U9mOnNe2+JhT6rT/iec1j+K0C1lryDufVLg/YwDGfh1/iHLAB/rHtH82Ws1iunXhtbTl/wM8DSx9othzA3WfeXVvOF/Bx+zu3N1y33mc0GF66/KWIcuf99bwGx6D+cTHGsObmukuaq/xVjPjTCPzWT3lFOR6vp9F6uo5L6V2lEeXifx3f7L+Rx/FQ/d/VMStX7a8m7tfN90we7/5c4+L7ma/V+6tfrqP+vlcPn0gXde3ADBIdhx9s3sU9O/ZT5g/ws+wBUQss8Z54Hr3oUSb3n8yt79zKvYvvZc3+Nbw05yXSk9Kjss8TNTA1kTmTBzFn8qDg5TCF5SzKO1Q7CMz+4kreWruPt9buAyCzZ3xt+JuRlcHgtMROGQBFRDoSxzg4roMXb7PrGmMi7j1szT7OG3leq8u5jsvt029vdTmP4+HBCx48rnLvXf1eq8vFuXHs+kHwXsrWnOjwOl7Kf1reaLCs/7x+PdfcvKbZcvU7j1zjMu/yec2Wq6/mipqWBOGIchiumXBNs/ur33NtsUwfNL3ZcvV7kjsjBT6RTm5u/zQSXYd/27iDP+8+SJk/wG9PGoQTxZDy3ZzvMqbvGL7+0tf51/Z/kfNYDvPnzo/a/tqKMYYh6UkMSR/C3ClDgmeRD5XWhr/FucEAOH91PvNX5wPBwDi9JgBmpzMwNTHGn0JERKTljDEkeBJaXc4xDuMzx7e6nOu4zBk9p9XlPI4nYhCzlvK6Xp6+9OlWl4tz41j0nYaDXnVFCnwiXcDFfVNJcIZz44YdPJ1fQFkgwL2jhuBxohf6ThtyGstvXM5lL13G8vzlzHxyJhc4F7B4z2IMBsc4taMfhj83JvQ69Ly55a1Z93i2ld2nB9l9evCt6UODI+YdKGHhtkMsyitgyfZC9haV88rKPbyyMnjp7ND0pLAewHT69mz9H1ERERGR9qLAJ9JFnJ3Ri+fGZfHt9duZ98Vhyv0BHho9lDgnekNhD+41mI+v/Zib37qZZ9Y8wzzmMe+JeVHbXzQ1GhYdF2/SMOL8Y/H6x+D1jWZnAewsKOOFZbsBCDj5+L2bCMRtwXq3YNzSVgfTtgixR44cofeO3u0frqPwmTrTCYOa55t9m2sHizBETt/Q3u+Fv9+R3ovWZ95bvjdigI+Ofmza4jNH472W1FtEOicFPpEu5PS0FF6ckM031uTy5sEjlK/bweNjh5EYxYnIE72JPHXJU8wYNIPfvfM7MvtnErCB2tEXLTb4upHn1tom162/vDXrtnS/NSzB+aLqD3RXwSZwNoEzDzwOcTY7NAXEOOIDY3ACA3AqB0DlmQBUmR1UOGupcNdR6awjYEqiduwbONJ+u5KGHv/r47GuQvfV/JSC0oZqgyOGn/76p7UjINZMeRA+3UL95zXrteR5g/KtWbct99sG29I8hBJLCnwiXcyUXsm8MmkEV67J5YPCYq5em8fT44aT7IneTcfGGG7OuZnSj0r54Q0db+Sq5hxvWKzy+dmYX8LS7UdYsaOYtXtKwDeMOP8wevovxgAjMhOYNCSZiUOSGDc4kcQ4c8IhtbHlK1etZMKECR0mSHfo/dL2dd6xYwfDhg2rPYkQPohBe74X/n5Hei+an7m8vJyEhIRm12vvz9zexyEa7eZYareFpdJfCQ3H35BGHE+4PFbQPFp0lIw9GU0HzRMIta0JuNHYlgJy21LgE+mCxqck8crEEcxdk8unRSVcuSaP58YPp5dX/+UbY4w57lG4+o3qw1dGBZ9X+vys3lXEorzgNBCrdhWxdX8FW/dX8NKyAhwD4wal1t4DOGVYb5Li2ubfJLA9wOzhs9tkW9JyeXl5XHTRRdx4/Y08+dsneeONN8jKyop1tboVTcsQfccKjvf84R5uu/02/NaPL+CrE9AGfAAAIABJREFUHdWwuee+gK92xMXGnrfltprcbhT3W78MBKdj8OFru4Bc1Ebb6aDaPWi2sNd2SdUSfkjnOrmtb38iXdQpPRKZP2kkl6/exrLiUi5fncvzE7JJb6OAIQ3Fe1ymZaUzLSudO86Cimo/K3Yerh0FdM3uotqfhz/KxeMYJgyuC4CTh/Ymwdv5h3/uTi666CI2b94MwObNm7nooovYsGFDjGsl0rbq3/NXc6Lj+uuvJ2dijk50tEDNMP/HEzQbK7Ny1UrGjBvTJts63oAczf1CFAJyG/HgYcyYMZ2q3eubn0gXlpUUz/xTg6FvbUk5l63exksTssmMb34eJDlxCV6XWSMymDUiA4DSSh/Ldx5mYe4hFucWsG7vEVbsPMyKnYd54MNtxLkOk4ak1o4AOnFIKvFRvBRXTtyWLVsIBIJzVwUCAbZs2RLjGolEn050tF7tPIRu2/z9dXY6zB45u0221RGdSECOVm/yH+//IwcLD3LGmWfwweYPOlW7V+AT6eIGJ8Tx2qSRXL46ly2lFVy6aivzJo5gUEJcm+0j/GxvZzvr1Z6S4z18+aQ+fPmkPgAUV1SzbHthbQ/gxn3FLNleyJLthdzHVhK8DjlD05iRnc70rHTGD+qFN4oD8EjrjRo1qvaLr+M4jBo1KsY1Eok+neiQaGvrgNwWfv6Vn4Mfzjn/HN4LvNep2r0Cn0g3kBnv5dVJI7hqTS7rSsq5ZOVWXp44guFJ8W2yfZ3tPT49E7yceUomZ56SCUBRWRWL8wpZHLoHcMv+o3y67RCfbjsEQHKcS86wYACcmZ3OmAG9cKM416I074033uCiiy4C4OSTT+aNN96IcY1Eok8nOqQ76sztXoFPpJvIiPPw8sRsvrk2j+XFZVyyaisvTczm5OTEE962zva2jdSkOM4d249zx/YD4FBJJUvyClmYG5wIPu9gKR99fpCPPj8IQEqCh2nD05ielY632E8gYHEUANtVVlYWGzZs4J577tFJDuk2dKJDuqPO3O7b9dogY8y5xpgtxphtxpifNLHeFGOM3xgzpz3rJ9LV9fJ6eHFCNrNSe3Cgysdlq7ax9mjZCW931KhROKEJ3jvbWa+OLKNHPBeM78/dXxvHv344myV3nckfr5zIlVMGMyQtiaMVPt7fdIBfv7WJny+s4NRfv8fNz67g6YU7+Hz/0YiR9URE2krNiQ6ADRs26BJ+6RY6c7tvtx4+Y4wLPAh8FdgDLDPGvG6t3djIer8D/tFedRPpTpI9Ls+Nz+KG9Tv4oLCYr6/axt8mZDOlV/Jxb7Mzn/XqTDJ7JnDJxIFcMnEgAHuLyoP3/+UWsGDjXgrKqnl3wxe8u+ELADJ6xDEtKzgAzMzsdIZnJEeMticiIiJdX3te0jkV2GatzQMwxrwAXAJsrLfebcArwJR2rJtIt5LoOvxl3DC+t3Enbx08wtw1uTwzbjin9U45ru3psrbYGJiayJzJg5gzeRAfflhI9vhpLMo7xMJQCDxwtJK31u7jrbX7AMjsGV87BcSMrAwGpyUqAIqIiHRx7Rn4BgK7w17vAaaFr2CMGQh8DfgKCnwiURXnODwyehh3bN7Fy/sP8821eTw+ZhhfzegV66rJcTDGMCQ9iSHpQ5g7ZQjWWvIOldaOALo4t4D9xZXMX53P/NX5QDAw1kwBMSM7nQGpJ34/p4iIiHQspr3u8TDGXA6cY629IfT6amCqtfa2sHXmAfdYaxcbY54C3rTWvtzItm4CbgLIzMyc/MILL7THR2iVkpISevToEetqdEs69q0TsPAkibxPPC6W2yhjuqk+rm3t37+fzMzMNq6htERz7d5ay94Sy6ZCP5tDP6X1/pn7JhlOTnMZneZycppDaoKmgGgptf3Y0e/82FG7jx21+9jpqO3+jDPOWGGtzWlsWXv28O0BBoe9HgTk11snB3ghdIlRBnC+McZnrZ0fvpK19lHgUYCcnBw7e/bsaNX5uC1YsICOWK/uQMe+9c6wll/k5vPI7oP8iWSyTh7CFf3SWr2de+65h7lz50ahhtKc1rb7QMCy6Yvi2nsAl24v5ECZjwNlPj7e4wMgu09y7eWf07PSSO/RNtN4dEVq+7Gj3/mxo3YfO2r3sdMZ2317Br5lwEhjzHBgL3Al8I3wFay1w2ueh/XwRYQ9EWl7xhh+kT2AZNfhDzv28/1Nuyj3B/j2wIxYV02ixHEMYwb0YsyAXtxwehY+f4AN+cUsCs0BuGxHIbkHS8k9WMpzi3cBMCozJRgAs9OZPjydXkkdZ0JcERERaVy7BT5rrc8YcyvB0Tdd4Elr7QZjzM2h5Q+3V11EpCFjDD8e3p8kx+HXefv4j8/3UO4PcPOQvrGumrQDj+swYXAqEwancvOXs6n2B1i7p6j2HsDlOw6zZf9Rtuw/ylMLd2AMjO7fMzgC6Ih0pgxLIyVBAVBERKSjadeJ1621bwNv13uv0aBnrb22PeokIpFuHZpJkutw19a9/CI3n1J/gDuHZWo0x27G6zpMHprG5KFp3PqVkVT6/KzaVRcAV+8qYkN+MRvyi3n80+24jmHswF61A8BMGdabpLh2/RMjIiIijdBfYxFp4PpBfUhyHe7cvJvf7/iCUn+A/87ur9DXjcV7XKZnpTM9K50fAOVVflbuOlwbANfsLqr9efijXDyOYeLg1NpRQE8d2psErxvrjyEiItLtKPCJSKOu7J9OguNw66adPLT7AGWBAL8ZORBHoU+AxDiXWSMymDUieJ9naaWPZTsKa6eAWLf3CMt3Hmb5zsPc/69txHkcJoUC4MzsDCYM7kW8RwFQREQ6rspAgMJqHwVVPgqq/RRW+1iX3j/W1Wo1BT4ROaZLM3uT5DrcuGEHT+09RJnfzx9GDcHjKPRJpOR4D7NH9WX2qOA9n8UV1SzNK6wdBGbTF8Us2V7Iku2F3Pf+VhK8DjlD04IDwGSlM35QL7yupoEQEZHosNZy1B+goMoXDHHVPg5V+yisCj4vrPZTEAp3NctL/IEG2/EOGhWD2p8YBT4RadLZGb14dlwW3163nZe+OEy53/Lg6CHEOfpyLsfWM8HLWaMzOWt0cK6iorIqFucVsjivgIW5h/h8fwmfbjvEp9sOAZAc5zJleFrtPYBjBvTC1YkFERE5Bl/Actjn41BtQAsGtpoAFwxxNb1zwUBX3cr5xz0G0rwe0kM/aXEedq9fh9+eituJrnhS4BORZn0pLYUXJmTxrbV5vHGwiIr1AR4bM4wE9chIC6UmxXHu2H6cO7YfAIdKKlkc6v1blFdA3sFSFmw5yIItBwFISfAwbXgaM7IzmJGVzsn9UnAUAEVEuqxSvz/Yy1bVWFgLhbgqf+3zIp+/1ftIdp1gcKsJcXFu2POwYOf1kO516elxG4xfcM+7r3SqsAcKfCLSQtNSezBv4giuWpPLewXFXL0uj6fGDSfZ1X1Y0noZPeK5cPwALhw/AID9xRW1k8AvyitgV2EZ7286wPubDgDQO8nLtOHptfMAjuzbQ4MIiYh0UAFrKfL5Iy6PDPa++Y/R++ajPNC63jcD9Pa6tSGtJrCFB7i0sOVpXk+3PVGtwCciLTaxZxKvThrBFWty+eRwCVetyeO58Vn01OAbcoIyeyZw6aSBXDppIAB7i8rrAmDuIfKPVPDuhi94d8MXQDAwTs9Kqx0FdHhGsgKgiEiUNDZ4SUFYYKsLcMFAd7jaR8O735oW75i68Ba6fDI9FNjSGgl0qV630/W0xYoCn4i0yik9Epk/aQSXr85l6ZFS5qzexvPjs0nXnGvShgamJjJn8iDmTB6EtZZdhWW1vX+Lcgs4cLSSN9fu4821+wDo1zOB6VlpzMzOYEZ2OoPTkmL8CUREOqbGBi8pqHevW0sGL2lOL09NWHNDvW31LpmsDXAuGV4PSa6jE3dRom9oItJq2UkJtaFv7dFyLlu9jXkTsmNdLemijDEMTU9maHoyV04dgrWWvEOlLMwNTgGxOK+AL4ormL86n/mr84FgYKzp/ZuRnc6A1MQYfwoRkeho78FL6oe1+ve/pXs99PZ68Oq+6w5DgU9EjsuQxHheO3Ukl6/expbSCi5ZtZWzvfGxrpZ0A8YYsvv0ILtPD66ePhRrLZ/vL2FR7qHgPIB5hewtKuflFXt4ecUeAIalJ9VOATEjO52+KQkx/hQiIo1ryeAl220PfIs3ndDgJZGjT7oRgS3y8snGBy+RzkOBT0SOW794L3+fNJIr1+SyvqScZ0+eSu7aPDLjPPSN89I33kvfOA+ZccHHvnHebnvDtESPMYZR/VIY1S+Fa2cNJxCwbNxXXDsK6NLthewoKGNHQRnPL90NQHaf5NpJ4KdnpZOWHBfjTyEiXVFjg5c0CHPHNXiJB8orgcYHL4m8fNKNCHBpXg+J+lvcrSjwicgJyYjz8PLEbL61No/lxfB+QXGT6/fyuLXhr2+ch77x3tpAmBnnpU988DFVZxPlODmOYezAXowd2IsbTs/C5w+wIb+YhaF7AJfvKCT3YCm5B0t5bvEuAE7ul1Lb+zd9eDq9kryt2ueAAQOi8VFEpIMJH7yk9l63KA5eUnf5ZOT0AbvWr+PMqVM0eIm0iAKfiJywVK+H104dyX88/Dhnzrmc/VU+DlRVc6Ay+Li/qpqDofeO+Pwc8fnZWlbZ5DbjjKFPnIfMeG9YQPSSGR/2PM5Dnziv7hOQJnlchwmDU5kwOJXvzc6m2h9g7Z6i2kFglu84zOYvjrL5i6M8tXAHxsCYAT1r7/+bMiyNlISmA2D//v3b6dOIdByd/URHzeAlhfUCWzQGLwm/162xwUtqlrd08JIFxs9Jybo0XVpGgU9E2oRrDP3LijmvT+ox1wlYS2G1n4OhEHigysf+ymAYDL4OhsT9VdWU+APsraxmb2V1s/tO87qhAOitDYmZYSGxb6jXsIdGABPA6zpMHprG5KFp3PqVkVT6/KzaVRcAV+8qYv3eYtbvLeaxT7bjhnoMZ2SlMzM7nZxhvUnSqLQiHe5ER2sGLykMTS1QdZyDl6Q1uHyybvqAjHqXT+qkZNfSGU906C+WiLQbxxgy4oJ/DE+h6VETS/3+YK9gZXVdj2EoINY8P1BVHfrDHrzBfXNpRZPbTHRMgxBYc1lpTY9hZpyX9DiPLo/pRuI9LtOzggO6/AAor/KzctdhFuYeYlFuAWv3HGHN7iLW7C7i4Y9y8bqGCYNSa0cBPXVo71h/BJEu6ViDl0RM5B22/HgGL0lynUbvdWvsfrg0r0sv3W7Q7XW0Ex0tocAnIh1SsuuSnOgyLLHpkT/91lJQ20MYeqyse34wLCSWByw7K6rYWVHV5DYdgvcm9g0bbCYzPtR7GAqGNSExSTe+dzmJcS6zRmQwa0QGAKWVPpbtKAyOAJpbwLq9R1i+8zDLdx7m/n9tw3UMXmNJ+PifeBwHr2vwuAav4wQfXQeP6+B1TN1rJ/gYXGYiy9W875iwcsHlNevXbNvjOsSFyodvO/h+zXuRyxtswzH6AitRVzN4Sf3pAU588JI6TQ1e0tgllRq8RLoLBT4R6dRcY4LhK77pe6ystZT4A6FAWNNjWB1xv2HNZaWF1f5QD6Kv2f33cJ16l5J6I+49DL72kuZ1cfSlulNKjvcwe1RfZo/qC0BxRTVL8wprJ4Hf9EUxFQGoKGv+8uOOqiaA1g+kjb6OCI8Nw6bXUxdSj7W+NxRWPY4hzuOEbaNue3GhoFx/315P5Daq/BZ/wOLqsrl2VRkIUGgN64+WRX3wksjLJ91GBjQJPu+twUs6JGstAQu+QIBAoO7Rb22D93yBAAFr8QWC/68j3vNb/Db4foOfxt5v5D1fwBJoapkNWydsOzXv+QKWwwUVzJ4d66PaOgp8ItJmOvJ17cYYUjwuKR6XEUlNr1sVCHCoysf+Kl/t/Yb7w0Ji+L2HJf4AJeWV5JY3PQiNx0DfuLpewprLSsMvJe0TConxjs44d2Q9E7ycNTqTs0ZnAlDp8/OvBR8zfcYsqgMBqv0Wnz/0GAjg81uq/WHvByKX1y2reV2zvP426q9fty2f31IVeqzdRqDe+42tH/ZFxxfwQ2fNrO+9jWNo0CPqCQXEut7MuqDordcjWhdG63pbI9evv+3IntTwfdcG1gbbbhik69elPXpbA9Zy1Oen2B+g2OeP+Dni83O0wWPYev7gY2XAAr1g+ect3m9Pj3PMsNbYJZXJHfy+a2tbFzZqw4O/ZcGi9tFGhhVfwLJ5ZzV5n26PCEc1P4F624moU/3Q1Nh7xxukmli3K/F0wj/RCnwi0mY643XtjYlzHAYkxDEgoem52WzoEqUDtfcaNn4p6YEqH0d8fvIrq8mvrAbKm9xuqsetvZw04lLSiBFLPbqXpIOI97gkegy9O+lcfjVfCmuCYrW/LqT6wsJp8HVdOK2OCLOBRgJr3Tr1g27tPgJ15ap8kQG5Zt9VofK+gI3YT5Uv+F5VtR8/ELBQ5QsQvGC79fdydRSemkt/G7kMtyYguh6DiXMxHgfrMVivg3UNAY8h4Br8roPfgWrH4HOg2oEqE/rBUtkGvzZcIMkG6JOQQKrrkOK69HIcejoOKa5DinHoYRx6GEOycUgyBhPq1akNA+UWf2kAf6ASv61gf8CSf4xg0WzPzDF6aOq/F96T5LfgDwTwB6hbVq8nyh+oWaeRXqpY55hNG2NcgZZzDLiOwTHBduw4wUe35scYXDf0GHrPMcH/C+Hv1f04uKFtNnzPwXXqHj2Og2NMxHvBdYPbr18nJ1Sf+u95QnXavHF9rA9nqynwiYgcJ2MMvb0eens9jGpmeOxyf4CDYYPN7A+FxPqXlR6srqbI56fI5+fzsqb3H++Y2jDo2CTe2bI7FArD7z300MfrxaPL3eQYHMcQ5xji6ISnrYEFCxYwe/Zs/IHI8FkXNm2o5zUyTEb0lDbWGxsWXn31t91Yb2xY72lduG1k2wFLpbVUOVBtgmGs2gG/Y/C7Bp/XwXocCAU5PCb0Ohju8DrBb88t0kQi8QWgOoDxWfAFMNWhR18AfBZTHQi9rlke/r6FgKUayA/9dFeOCQWK2mBBXfhwGi4Lvg4LH/XLhwWLmkBU/z3HMez/Ip8hgwZFBh5zjCBVPyw1GqAiQ1dt8GmkTP0AVBPKGgtHNXXpSicnEw5tjnUVWk2BT0SkHSS6DkMS4xnSzCA0AWspqPaF9RDWzWV4oDYkBnsRS/0B9lRUs6eiGohjWX5Bo9s0BIcRr52qovZS0nrP4zz08Lht/+FF2kHwy6hLgjd6bdhaS1mg5vLGhpdDNvwJUOHzc9Rf917pcczjVp/XQLLjkBTqOUswhkTjkAAkGEO8NcRb8IZ+4ix4/OAGLB6/xQQsgfDgGrBUmwA+x+LzBKg2Fp8ToNrTsKc3vCe4sqKCHslJbRMsGunhqR8ewrcRHjYa6zVqrNfGc4w6Nd2T1PRni1WQWbCggNmzx8Rk39L5KPCJiHQgjjH0CQ30MrpHM1NXhC4n3V9VzYJVa8gYeVK9aSyC9x4WhA1hvrGZqSuSXKd2sJnGLiuteZ3m1dQV0vlUB2zkvWjVdfek1Q9q9d876g/ez+Y/wcv4DJDicejpcenpusHHJn+c2ue9PC4prktCBxlZsqZ3VUQ6NgU+EZFOKtnjMtzjMjwpngpTzexBfRpdzxewHKoO9RSGTXRfOyhNWE9imT/AjvIqdpQ3PXWFayDDWzcKaWZ8w2ksap5r2HNpC9ZaSv0BjtQLYkusl+17DzUR3upCXHngxHvXEhwTGchcl57e8PDmNBngeriORuwVkXalwCci0sV5HEO/eC/94r2Qcuz1rLUc9QciBpsJD4MHwkJiYbWf/aGRTJsbhKanx6mb8L6mpzBi2opgr2FvDULTpVUGAo32oNWMBFl/FMj66x71+Y8xrH8yfL6nRXVwoNEetJSw3rNezfS2xWkUXRHpZBT4REQECA5CU/PFdmQzg9BUBgIcDBtspuY+w5rew7q5Dn2hL+yVbCtreuoKrzF1o5DGh4XBsGksat7Tl+72FT6Mf/0h+5u6HLLmMsijPj8VbTCkYaLjBIOZp+bRpbKwgBED+jcIZylu3To1Ia6jD/MvIhINCnwiItJq8Y7DoIQ4BjUzdUUgNHVF+KWk9aexqOk9LPYF2FtZzd7Kajja9P7TvG7wUtLaaSrq7i8Mv6w0RV/wsdZSEbANg5q/LqA1nHctMsyV+ANNjffYIh5D5GWQNcGspnfN0zCgRQY4F28jo1MuWLCb2aMGn2DtRES6LgU+ERGJGscY0kITK5/SzLplYVNXhF9WWjP4zMGwXsTCaj+F1X62lDa9zUQnOAhOXRhseClp3zgvGV5Ph526wm9tg160o77gvWxH/X6ONHnvWjDMVdkT711LrtdjluK69PI23pNWF+LqwlySo/AtIhILCnwiItIhJLkOQxPjGdrM1BV+aymsrru/MHKi+7rLS/dX+igPBNhVUcWuiqYHoTFARpwnbGL7UO9hfNjz0GWlyW7Lh/2vGca/NqA1cTnkUX+AI9WRl0EeabNh/E3dKI9hPWnhPW7B8NZ4b1uKx9WorCIinZQCn4iIdCpu2NQVzSkJm7qi5n7D8Oc1A9HUzH14sMrHBpqeuiLZdWqnqOgbmqJiu03kmXXbI0NdqNfNd+Kda6S49YbmP+ajEwxv9ZYldLGJj0VEpOUU+EREpMvq4XHp4XHJSmq617A6YDlUHewVjLyUtN69h6EJ7/PKK8krDx+EJh4OHWl02wmOaTAKZMoxhu9vLMRpGH8RETkRCnwiItLteR1D//g4+sc3PQiNtZYjoV7DmmBYWO1j19atTBkzutHJsuM1oqiIiMSQAp+IiEgLGWNI9XpI9Xo4KWzqigXbNjC7b2oMayYiItI4nXYUERERERHpohT4REREREREuigFPhERERERkS5KgU9ERERERKSLUuATERERERHpohT4REREREREuigFPhERERERkS5KgU9ERERERKSLUuATERERERHpohT4REREREREuihjrY11HU6IMeYgsDPW9WhEBnAo1pXopnTsY0fHPnZ07GNLxz92dOxjR8c+dnTsY6ejHvuh1to+jS3o9IGvozLGLLfW5sS6Ht2Rjn3s6NjHjo59bOn4x46Ofezo2MeOjn3sdMZjr0s6RUREREREuigFPhERERERkS5KgS96Ho11BboxHfvY0bGPHR372NLxjx0d+9jRsY8dHfvY6XTHXvfwiYiIiIiIdFHq4RMREREREemiFPhOgDHmSWPMAWPM+mMsN8aYPxljthlj1hpjTm3vOnZVLTj2s40xR4wxq0M/P2vvOnZVxpjBxpgPjTGbjDEbjDG3N7KO2n4UtPDYq+1HgTEmwRiz1BizJnTsf9nIOmr3UdDCY692H0XGGNcYs8oY82Yjy9Tuo6iZY692H0XGmB3GmHWhY7u8keWdpu17Yl2BTu4p4AHgmWMsPw8YGfqZBvw59Cgn7imaPvYAn1hrL2yf6nQrPuCH1tqVxpgUYIUx5j1r7cawddT2o6Mlxx7U9qOhEviKtbbEGOMFPjXGvGOtXRy2jtp9dLTk2IPafTTdDmwCejayTO0+upo69qB2H21nWGuPNedep2n76uE7Adbaj4HCJla5BHjGBi0GUo0x/dundl1bC469RIm1dp+1dmXo+VGCf4gG1ltNbT8KWnjsJQpCbbkk9NIb+ql/E7zafRS08NhLlBhjBgEXAI8fYxW1+yhpwbGX2Oo0bV+BL7oGArvDXu9BX87a04zQJUDvGGPGxLoyXZExZhgwCVhSb5HafpQ1cexBbT8qQpdWrQYOAO9Za9Xu20kLjj2o3UfLfcCPgcAxlqvdR09zxx7U7qPJAv80xqwwxtzUyPJO0/YV+KLLNPKezkq2j5XAUGvtBOB+YH6M69PlGGN6AK8Ad1hri+svbqSI2n4baebYq+1HibXWb62dCAwCphpjxtZbRe0+Slpw7NXuo8AYcyFwwFq7oqnVGnlP7f4EtfDYq91H1yxr7akEL928xRjzpXrLO03bV+CLrj3A4LDXg4D8GNWlW7HWFtdcAmStfRvwGmMyYlytLiN0H80rwF+tta82sorafpQ0d+zV9qPPWlsELADOrbdI7T7KjnXs1e6jZhZwsTFmB/AC8BVjzHP11lG7j45mj73afXRZa/NDjweAvwNT663Sadq+Al90vQ5cExrFZzpwxFq7L9aV6g6MMf2MMSb0fCrBtl4Q21p1DaHj+gSwyVr7h2OsprYfBS059mr70WGM6WOMSQ09TwTOAjbXW03tPgpacuzV7qPDWvuf1tpB1tphwJXAv6y136q3mtp9FLTk2KvdR48xJjk0OBrGmGTgbKD+yPCdpu1rlM4TYIx5HpgNZBhj9gA/J3gzOdbah4G3gfOBbUAZcF1satr1tODYzwG+Z4zxAeXAldbaDtnN3gnNAq4G1oXuqQG4CxgCavtR1pJjr7YfHf2Bp40xLsEvVS9Za980xtwMavdR1pJjr3bfjtTuY0ftvt1kAn8P5WkP8Ddr7budte0btQsREREREZGuSZd0ioiIiIiIdFEKfCIiIiIiIl2UAp+IiIiIiEgXpcAnIiIiIiLSRSnwiYiIiIiIdFEKfCIiIiIiIl2UAp+IiHR5xph7jTF3hL3+hzHm8bDX9xhjfm6MWR36KTTGbA89f7+N6zLMGFMeNpdi/eVzjTHbjDFvtuV+RUSke1LgExGR7mAhMBPAGOMAGcCYsOUzgXettROttROB14EfhV6fdTw7NMZ4mlicG9pPA9baF4EbjmefIiIi9SnwiYhId/AZocBHMOitB44aY3obY+KBU4BVLdlQqIdukzHmMWPMBmPMP40xiaFlC4wxvzHGfATcHoXPISIi0ioKfCIi0uVZa/MBnzFmCMHgtwhYAswAcoC11tqqVmxyJPCgtXYMUAR8PWxZqrX2y9bae9qm9iIiIsevqctNREREupKaXr6ZwB+AgaG8I2XxAAABEElEQVTnRwhe8tka2621NffgrQCGhS178cSqKSIi0nbUwyciIt1FzX184whe0rmYYA/fTIJhsDUqw577iTyBWtqaDRljbgkbLGZAK+shIiLSJAU+ERHpLj4DLgQKrbV+a20hkEow9C2KVaWstQ/WDBYTuvRURESkzSjwiYhId7GO4Oici+u9d8Rae6itd2aMyQmf+kFERCQWjLU21nUQERHpNowxw4A3rbVjm1hnNvDv1toL26laIiLSRamHT0REpH35gV5NTbwOPAQcbtdaiYhIl6QePhERERERkS5KPXwiIiIiIiJdlAKfiIiIiIhIF6XAJyIiIiIi0kUp8ImIiIiIiHRRCnwiIiIiIiJd1P8HPvFJREH4cq4AAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 1080x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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49O03JFy7wgtj38CsQsXSbqYQQghRIpKTk3O9Dw8PB2DQoEG5lhsMBj3YCw4OzrVu7dq1+s9du3ala9eCJv0WQgiRU4kFfJqmBTxkvQaMLaHmFLu+5hb8oKXzR+2arGnYD/8L4fz6048kxd+kV+B0KtvIFNJCCCGEEEKI4lWWhnQ+UaooDf/a1QG42LghK5/qjGWNp7h6+hdWTZvIzQvnS7mFQgghhBBCiCedBHzFaEw942MEM+wqEm9Rj80Nn6NWw8b8ceM6IdMDiTsSVcotFEIIIYQQQjzJJOArRs9UrkjHalZgMJBe14zoa9YYuo/kmVY+3L2Twtq5Mznyw+bSbqYQQgghhBDiCSUBXzEbXfcpAO7VM0dTMHvLObyHTcC7lx9aZibbPgti15fLZQZPIYQQQgghxGMnAV8xa1vVkiaVK2JSoQqpdldJTstk6vpYfAYMpsvoCZgYDERuXMe3C//NvbTU0m6uEEIIIYQQ4gkiAV8xU0oxsm5NADTHqqSTzI6T11kTeRHXDl3o++YsKlSuzOlD+wmbOZXkW7+XcouFEEKIx+fatWsMHDiQBg0a4OXlRevWrVm3bp2+/p///Cd16tQhU0a6CCFEsZCArwT0eaoqNcxMMancgKSa2wCYtuEIlxPuUM/FnYB3F2D9lC3Xzv7KqrcmcuO3uNJtsBBCCPEYaJpGr169aNeuHWfPniUyMpLQ0FAuXrwIQGZmJuvWraNu3brs2bOnlFsrhBBPJgn4SkBFgwlD69QAwPLpFqSY7CftnuKfYQfRNI3qdeoycM5Caj/jRFL8DUJnBHIuOrKUWy2EEEL8NTt27MDc3JzRo0fry+rXr8/48eMB2LlzJy4uLowZM4aQkJDSaqYQQjzRJOArIUPqVKeCiSLTugUJ1uvJIJFD55L56qffAKhUxZr+09+jceu23L1zh3Vz3yF666ZSbrUQQgjx6GJjY/H09Mx3fUhICAEBAfTu3ZuNGzdy7969EmydEEL8PZiWdgP+Lmqam9HXtiqrrvxOo6ZjiDv4CTXvTWHWxhjaNapJveqVMDU3p9uEQKrWtuPA2jC2L/+YhKuXaPfKcExMDKV9CEIIIco59Y4q1Hba21qhyt2/3cOMHTuWiIgIzM3N2bdvH5s2bWLRokVYWVnRsmVLtm7dSrdu3YpUpxBCiIJJhq8EjbQ3Tt5yu0ob0ixiuG3Yw910xRuro8jMNP7RVCYmtPEfRNdXX8fEYErkdxv49oP3uJt6pzSbLoQQQhSZs7MzUVFR+vugoCC2b9/OjRs32LJlC4mJibi6uuLg4EBERIQM6xRCiGIgGb4S1MTSAt+qVuy6lURn70VsjXiNihmu/BwHwT/GMdzHUd/WuX0nqtSoybcfvMeZn38i7O0p9J48A8tq1UvvAIQQQpRrRc3I/dVyHTt25M033+STTz5hzJgxAKSkpADG4ZyfffYZAQEBANy+fRtHR0dSUlKoVKnSI+1PCCHEgyTDV8JGZT2i4bJFc2wqVSDe/CMA5m4+zpkbybm2revsRsDsBdjY1uZ63Bm+mjaR63FnS7zNQgghxKNQSrF+/Xp2796No6Mj3t7eDBkyhHfeeYfvv/8+1/DNypUr4+PjQ3h4eCm2WAghnjwS8JWwDtWsaFSpAtfuZjDIdyl3DAdJNmznbgZM+jqajMzc/0WtZmdPwOwF2DVuSnL8TULfnszZw4dKqfVCCCFE0dSuXZvQ0FDOnTvHwYMH2blzJ0OGDOH333+nSpUqubZdu3Yt/v7+pdRSIYR4MknAV8KUUvxf3acAOGHSBI9azfjdbCnp3OTwhUSW7nkwg1epijV+02bj1KY991LvsP79dzm8Rf4DKoQQQgghhCiYBHyloK9tVaqZGTiSdIdxHT5BU7e5VeE/ACz64RdOXU16oIypuTkvjp9E634BaFomO1Z8yo7gT8nMzCjp5gshhBBCCCHKCQn4SoGFwYQhdsYHse9Le4qXXV8mxeRnalQ/xd2MTCaujuZeRuYD5ZRSPOv3Mi+MfQMTgymHN4ezYf5smcFTCCGEEEIIkScJ+ErJsDo1MFeKzTcTGd/2PSqZVSLq9jSqWyqOXfqDj3eeybds03Yd8Zs2m4qWVpyNOkTo25NJir9Zgq0XQgghhBBClAcS8JWSpyqY0cvWBg3YmGDCmz5voqk7JFt8AsBHO37l2KXEfMvbN3Vh4OwFVK1tx424s6x66w2uncs/SBRCCCGEEEL8/UjAV4qyJ29ZdeV3RrT4Jw42DvySvJE/DN+Snqkx8esjpKXnf49e1dp1CHh3AfZNXEi+9Tthb0/mTORPJdV8IYQQQgghRBknAV8pcra0wMfGktsZmay9kcKCzgsASDD7gnvqMqeuJbF4268F1mFhVYW+b71Lk7YduJeWyvr5s4natAFNe7SH5AohhBCPk1KKiRMn6u8XLFjAzJkz9fdLly7FyckJJycnvL29iYiI0Nf5+vry888/A+Dg4MDNm8Vz+0J+dQcHBzNu3LgHlr/44oskJCQUS1uypaSk8PLLL+Pq6oqLiws+Pj4kJyc/vOAjuHbtGgMHDqRBgwZ4eXnRunVr1q1bp6+PiIjA29sbJycnGjduTFBQUK7yK1euxM3NDWdnZ9zd3RkxYkS+52fGjBls27btgeW7du2ie/fugPG816xZEw8PD5ycnFi0aFGB7U9ISODjjz8u6mHr1q1bh1KKkydPPnId9/v8889xdXXFzc0NFxcXNmzYwNixY/Hw8KBp06ZYWFjg4eFBmzZtWLNmDUOHDsXR0REPDw88PDxYsmQJKSkpdOvWDScnJ5ydnZkyZYpef1paGv7+/jRs2JCWLVsSFxenr+vatSs2Njb6+czWtm1bvX47Ozt69erFihUr9GXm5ua4urri4eGRa18FmTlzJgsWLCjSucn5uS5uvr6+1KtXL9f34l69emFpaVmkeoYOHcqaNWv+8jalxbS0G/B3N6puTSISkvns4g0OtOyNr4Mvu+J2EW+2iFp35/Hf3Wfo3NSWZvWq5luHqZkZL4x9g6q17Phx9Vfs/GIZt65epsOQUZgYDCV4NEIIIURuFSpUYO3atUydOpUaNWrkWrdx40Y+/fRTIiIiqFGjBlFRUfTq1YuDBw9Sq1atUmrxw23atKlY609PT2fx4sXY2toSExMDwKlTpzAzM3vs+9I0jV69ejFkyBBWrVoFwPnz5/n2228BuHr1KgMHDmT9+vV4enpy8+ZNnn/+eezs7Ojduzdbtmxh0aJFbN68mTp16pCRkcEXX3zBtWvXsLGxybWvjIwMZs2aVah2+fv785///If4+HgaN25Mv379qFu3bp7bZgd8r776aqGPOyMjA0PWd6SQkBB8fHwIDQ3N9c+IR3Xx4kXmzJlDVFQU1tbWJCcnc+PGDXr27AlAXFwc3bt3Jzo6mqSkJKysrNi4cSPz58+nX79+ej0pKSlMmjSJDh06cPfuXTp16sTmzZt54YUXWL58OVWrVuX06dOEhoYyefJkwsLCAAgMDCQlJYVPP/00V7v27t2r/9y3b1969uzJ4MGDGTZsGGD8x8fOnTsf+JzmJz09/S+dp5JiY2PDvn378PHxISEhgStXrpR2k0qcZPhK2XPVq/C0RQUupd1jU3wii7suRqFIM5wg0XQtmRpMXH2E1HsFP35BKUXrfgG8OH4SBlNTor//jvXzZnH3TkoJHYkQQgjxIFNTU0aNGpVnlub9999n/vz5+hdMT09PhgwZ8kAGKT/nz5+nU6dOuLm50alTJ3777TfAmLHq3bs37u7uuLu78+OPPwLG/+x7eXnh7OzM0qVLH/mYsjOCcXFxNGnShJEjR+Ls7EyXLl24c8c4c/aZM2fo2rUrXl5etG3bVs8ehYeH07JlS5o1a8Zzzz3HtWvXAGOmZNSoUXTp0oXBgwdz5coV6tSpo++zcePGVKhQgbi4OFxcXPTlOTOmvr6+TJkyhXbt2tGkSRMOHTpEnz59aNSoEdOmTcvzWHbs2IG5uTmjR4/Wl9WvX5/x48cDEBQUxNChQ/H09ASgRo0azJs3j/nz5wMwZ84cFixYoLfVYDAwfPhwGjdurJ+rWbNm4ePjw+rVq3NlQbZs2YKTkxM+Pj6sXbs2z/ZVr16dhg0b6l/SFy5ciIuLCy4uLnz44YcATJkyhTNnzuDh4UFgYCCaphEYGIiLiwuurq56ILRr1y46dOjAwIEDcXV1BSA5OZl9+/axfPlyQkNDAdi8eTP9+/fX27Br1y5eeuklAJYvX84zzzyDr68vI0eOzDMDfP36daysrPQskqWlJY6OjnkeX0EqVapEhw4dADA3N8fT05OLFy8CsGHDBoYMGQJAv3792L59u57F6tSpE1ZWVvnWm5SUxI4dO+jVq1e+2+TMgGVnIMGYxXrjjTfo0KEDkydPBuDIkSN07NiRRo0asWzZMiB3xhZg3LhxBAcHP7CfrVu30rp1azw9PfHz89Oz2A4ODrz99tt4enri6uqqf36Sk5MZNmyYnj395ptvCqwHYMCAAXrfrl27lj59+ujr8rtWNE1j3LhxNG3alG7dunH9+nW9zOHDh2nfvj1eXl48//zz5SKAlICvlJkoxci6NQFYeuEGbrZujG5u/KWbYLqSDJOLnL1xmwXfnypUfU18fOk3fQ4VrapwLjqS0Bn/4o+bN4qt/UIIIcTDjB07lq+++orExNyTkcXGxuLl5ZVrWfPmzYmNjS1UvePGjWPw4MEcPXqUl19+mQkTJgAwYcIE2rdvz5EjR4iKisLZ2RkwDrOLjIzk559/ZsmSJcTHx//lY/v1118ZO3YssbGx2NjY6F9AR40axUcffURkZCQLFizQs08+Pj4cOHCAw4cPM2DAAObNm6fXFRkZyYYNG1i1ahXDhw/n/fffp3Xr1kybNo1ffy34Fo9s5ubm7Nmzh9GjR9OzZ0+CgoI4duwYwcHBeR5vbGysHszlJb8+On78eKHKA1SsWJGIiAgGDBigL0tNTWXkyJGEh4ezd+9erl69mmfZ3377jdTUVNzc3IiMjGTFihX89NNPHDhwgGXLlnH48GHmzp3L008/TXR0NPPnz2ft2rVER0dz5MgRtm3bRmBgoP6l/ODBg8yZM0dv//r16+natSvPPPMM1apVIyoqis6dO3PgwAFu374NQFhYGP7+/ly+fJl3332XAwcO8MMPP+Q7BNTd3R1bW1scHR0ZNmwY4eHhBZ6fbIGBgfrwyuzMbraEhATCw8Pp1KkTAJcuXdIznqamplhbWxf6el63bh2dOnWiSpUqhdr+fr/88gvbtm3jgw8+AODo0aN899137N+/n1mzZnH58uVC1XPz5k1mz57Ntm3biIqKonnz5ixcuFBfn531HzNmjD5s9N1338Xa2pqYmBiOHj1Kx44dH1pPp06d2LNnDxkZGYSGhuLv76+vy+9aWbduHadOnSImJoZly5bp/zS6d+8egYGBrFmzhsjISIYPH85bb731SOexJMmQzjLAr1ZV5p69QuQfKfyceJtZHWaxKmYViWmJXDf7gNppH7B83zm6ONfC27HaQ+uzd3Jm4OwFrJv7Djd+i2PVtIn0/tcMbBs0LIGjEUIIURY5TPmuWOqNm9vtodtUqVKFwYMHs2TJEiwsLArcVtM0lFKF2vf+/fv1zNCgQYP417/+BRizVv/73/8AY8bJ2toagCVLluj3pl24cIFff/2V6tWrF2pf+cm+7wrAy8uLuLg4kpOT+fHHH/Hz89O3S0tLA4zD/fz9/bly5Qp3797Nlfnp0aOHfn48PDw4e/YsW7duZdu2bbRo0YL9+/c/9Py9+OKLALi6uuLs7Ezt2rUBaNCgARcuXHjo8Y4dO5aIiAjMzc05dOhQkfojJiaGQYMGkZSUxHvvvad/sc75BTvbyZMncXR0pFGjRgC88sorubKuYWFh7Ny5k1OnTrFs2TI9aOzduzeVK1cGoE+fPuzdu5cePXrkqjsiIoKAgAAMBgO2tra0b9+eQ4cOUaVKFby9vXOd85CQEF577TXAmAkKCQnB09OTrl27Eh4eTr9+/fjuu++YN28e27dvp3379lSrZvwu5ufnxy+//PLAsRkMBrZs2cKhQ4fYvn07r7/+OpGRkQ8dLnr/kM5s6enpBAQEMGHCBM9VnG8AACAASURBVBo0aACQ51wNhe2nkJAQRowYUaht8+Ln56cPhwXo2bMnFhYWWFhY0KFDBw4ePPjAcN68HDhwgOPHj9OmTRsA7t69S+vWrfX12Zk4Ly8v/XO+bds2PVsHULVqVTZu3FhgPQaDAR8fH8LCwrhz5w4ODg76uvyulT179ujL7ezs6NixI2AcWn3ixAk6d+4MGIcGZ3/GyjLJ8JUBlQ0GBtsZfwF/euEGNSrVYFYH4xj3eyanSTT9Gk2DSauPcDutcOOlq9ayI2D2Auo2deX2rd8JnTmZ04cOFNsxCCGEEAV57bXXWL58uZ41AWjatCmRkZG5touKiqJp06aPtI+CvvDu2rWLbdu2sX//fo4cOUKzZs1ITU3NtU1QUJCeYSlslqJChQr6zwaDgfT0dDIzM7GxsSE6Olp/nThxAoDx48czbtw4YmJi+PTTT3O1ITuQyWZpaUmfPn34+OOPeeWVV9i0aROmpqZkZmbq29x/DObm5gCYmJjkapuJiQnp6ekPHKOzszNRUVG5zsH27du5ccM4OsjZ2fmBCTYiIyNp3ry5vj67vKurK9HR0bzwwgv60Na8jitbQf3l7+9PbGwse/fuZeLEiVy9erXQE9IVtF3OtsTHx7Njxw5GjBiBg4MD8+fPJywsDE3T8Pf35+uvv2bHjh20aNECKyurfOvNyMjQz+mMGTP0Y/P29mbq1KmEhobqmd9HMWrUKBo1aqQHpgD29vZcuHABMAaEiYmJeiBakPj4eA4ePEi3bgX/oyZn39x/jd3fn/f3o1LqodcpGPupc+fO+mfk+PHjLF++XF+fff1mf66yy9y/v4fVA8Zgfvz48bmG6maXzU9e16emaTg5Oen7iomJYevWrfnWUVZIwFdGDLOvgamC724k8NudNMY0H0PTmk3R0EgwDcVgfoXffk9h7ubCzyBlYWlF37dm4dy+E+lpaWz4YA4/b1wnM3gKIcTfUNzcbkV+xbzV7qHbFFa1atXo379/ri9i//rXv5g8ebI+FC06Oprg4OBCT77x7LPP6v/t/+qrr/Dx8QGMQ7g++cT4XNuMjAz++OMPEhMTqVq1KpUqVeLkyZMcOPDgP0HHjh2rf5Gzs7Mr9LHdr0qVKjg6OrJ69WrA+CXxyJEjACQmJur3u33xxRf51rFv3z5u3boFGDMWx48fp379+tja2nL9+nXi4+NJS0tj48aNRWrb/cfYsWNHUlNT9fMFxslCcm4fHBxMdHQ0YAwY3nrrLaZPnw7A1KlTmTRpkn5vGZAr2MuPk5MT586d48wZ4zOEQ0JC8tyudevWDBo0iMWLF9OuXTvWr19PSkoKt2/fZt26dbRt2xYrKyuSkpL0Mu3atSMsLIyMjAxu3LjBnj178Pb2fqDuNWvWMHjwYM6fP09cXBwXLlzA0dGRiIgIfH19iYqKYtmyZXqG0tvbm927d3Pr1i3S09P1IM5gMOjnNHtIY84gOjo6mvr16z/0nORl2rRpJCYm6vcrZuvRo4d+/axZs4aOHTsWKsO3evVqunfvTsWKFQvcztbWlhMnTpCZmZlrxta8bNiwgdTUVOLj49m1axctWrSgfv36HD9+nLS0NBITE9m+ffsD5Vq1asW+ffs4ffo0YLzu8sqY5tSlSxf+85//6O9v3bpVqHratm3L1KlTCQgIyLU8v2ulXbt2hIaGkpGRwZUrV9i5cydgvJf25s2b7N+/HzAO8SzsEPTSJAFfGVG7gjk9n6pKJrD80k3MDGZ8+Lzxw21mUCzq3wwzg+LLA+fZd7rw01IbTM14fsxrtPEfBJrG7i+Xs335x2RmFDwJjBBCCPG4TZw4MdfjD3r06MHw4cN59tlncXJyYuTIkaxcuVIfIpWenp4rS+Xm5oa9vT329va88cYbLFmyhBUrVuDm5saXX37J4sWLAVi8eDE7d+7E1dUVLy8vYmNj6dq1K+np6bi5uTF9+nRatWpVqDYHBwfr+7S3t88V2BTkq6++Yvny5bi7u+Ps7MyGDRsA4+Qsfn5+tG3btsDZEM+cOUP79u1xdXWlWbNmNG/enL59+2JmZsaMGTNo2bIl3bt3x8nJqVDtyY9SivXr17N7924cHR3x9vZmyJAhvP/++wDUrl2blStXMmrUKBo3boydnZ1+jyQYh5BOmDCBF154gaZNm/Lss89iMBh4/vnnC9xvxYoVWbp0Kd26dcPHx6fAgGjy5MmsWLGCRo0aMXToULy9vWnZsiUjRoygWbNmVK9enTZt2uDi4kJgYCC9e/fGzc0Nd3d3OnbsyLx58/Kc9TUkJITevXvnWta3b19WrVqFwWCge/fubN68WZ98pE6dOrz55pu0bNmS5557jqZNm+rDhXO6d+8ekyZNwsnJCQ8PD8LCwvRrsyiyZ/s8fvw4np6eeHh48NlnnwHwj3/8g/j4eBo2bMjChQuZO3euXq5t27b4+fmxfft27O3t+f777/V1oaGhDwQ9eZk7dy7du3enY8eODx2y6O3tTbdu3WjVqhXTp0/Hzs6OunXr0r9/f9zc3Hj55Zdp1qzZA+Vq1qxJcHAwAQEBuLm50apVq4c+GmPatGncunULFxcX3N3d2blzZ6HqUUoxadKkBz5z+V0rvXv3plGjRri6ujJmzBj9ejc3N+fLL79k8uTJuLu74+Hhod/fV5ap8p7tad68uVZSz/Ioil27duHr61ukMkeSUnj+51+wMpgQ9awzVqYGeob25NtT3zLUYyielm/ywQ+/UMfGgi2vtcWqYtGmZz65bzdbPvmQjHv3cHD3pPtrU6hQqVKR6niSPUqfidIj/VX+SJ+VvBMnTtCkSZNHLp89ZXxpSEtLo2HDhhw7dizPL9Uib8XdZ0FBQfz3v/9lz549VK2a/yOjnlTJyclYWlqSnp5O7969GT58+ANBY1GU5mdMPJqy0Gd5/W5XSkVqmtY8r+0lw1eGuFtVopV1ZZIyMgm5Yhze8kGXDzA3mBMcHUyLZ27hZm/NpYQ7zN54osj1O7Vpj9/097CwqkLckShCZwTyx43rDy8ohBBClKCff/4ZDw8PXn31VQn2ypixY8cSExPztwz2wJih9fDwwMXFBUdHxwIfbSBEWSEBXxnzf1mPaPjs4k0yNI2G1RryeqvXAfjn9+OpV3cXBhONsJ8vsPNk0YO1Oo2bMHDOQqrZ2XPzwnm+eusNrp4ueLy0EEIIUZKaN2/OiRMnmDp1amk3RYhcFixYQHR0NCdPnmTJkiWFnhlTiNIkAV8Z06WGNQ4W5vyWepctN43PK3qr7VvUsqzFwUsHCYqeTpK58cbmyd8cJSHlbpH3YWNbi4B3F1DPxY2UxATC3pnKrz+V/fHHQgghhBBCiKKRgK+MMSjFCHtjlu/TC8Ypka0qWPHvTv8GoIKhAjcIxbLyda4npTHz20ebGaiipSV9pr6DS4fOpN9N49tF/+ZQ+FqZwVMIIYQQQogniAR8ZVBArWpUMTXhYOJtDv9hnBp5sPtgWti1IC0jDTODgVPp0zAzwProy2w5dvWR9mMwNaPL/03AJ2AIaBp7Vn7OtmVBZKQX7ll/QgghhBBCiLJNAr4yqLKpgVdqG6eNXXrBeJ+eiTJhcVfjlL6ZWibpJpe5V+lrAN5aF0N8ctoj7UspRctefnR/bQqmZuYc3b6Fde+/Q1rK7YcXFkIIIYQQQpRpEvCVUf+wr4FBwbc3EriUarxPr3Xd1rzi9goZWgbWFaw5f+9LnqqaQPztu0zfcOwvDcds3NoHvxnvUcnahvNHDxMyPZDE69ce1+EIIYT4m7p27RoDBw6kQYMGeHl50bp1a/1BzgcPHqRdu3Y0btwYJycnRowYQUpKCsHBwYwbN67AevPb5sUXXyQhIaFYjiVbSkoKL7/8Mq6urri4uODj40NycnKx7Kug8wcQERGBt7c3Tk5ONG7cmKVLl+Yqv3LlStzc3HB2dsbd3Z0RI0bke35mzJjBtm3bHli+a9cu/Vl0wcHB1KxZEw8PD5ycnFi0aFGB7U9ISODjjz8u6mHr1q1bh1Lqoc9nK4rPP/8cV1dX3NzccHFxYcOGDYwdOxYPDw+aNm2KhYUFHh4eeHh4sGbNGoYOHYqjo6O+bMmSJaSkpNCtWzecnJxwdnZmypQpev1paWn4+/vTsGFDWrZsSVxcnL6ua9eu2NjY6OczW9u2bfX67ezs6NWrFytWrNCXmZub4+rqioeHR659FWTmzJksWLCgSOfG19eXknrcma+vL/Xq1cv1/bVXr15YWloWqZ6hQ4eyZs2av7zNk0wCvjKqTkVzXqppQ4YGn1/68yG1czvNpZJZJRLTElEKjtwJxMJMsSnmKuFHr/ylfdo948TA2QuoVqcu8Rd/Y9W0iVz59dRfPRQhhBB/U5qm0atXL9q1a8fZs2eJjIwkNDSUixcvcu3aNfz8/Hj//fc5deoUJ06coGvXriQlJf2lfW7atAkbG5vHdAQPSk9PZ/Hixdja2hITE8OxY8dYvnw5ZmZFezZuYRR0/gCuXr3KwIED+e9//8vJkyfZt28fK1eu1APCLVu2sGjRIjZv3kxsbCxRUVE8++yzXLv24D90MzIymDVrFs8999xD2+Xv7090dDT79u1jzpw5XLhwId9tHyXgy8jI0H8OCQnBx8eH0NDQItWRn+yHmUdERHD06FEOHDiAm5sbQUFBREdHs2nTJp5++mmio6OJjo6mX79+AMyfP19fNmHCBAAmTZrEyZMnOXz4MPv27WPz5s0ALF++nKpVq3L69Glef/11Jk+erO8/MDCQL7/88oF27d27V6+/devW9OnTh2HDhunL7Ozs2LlzJ9HR0bkesp6f9HJye46NjQ379u0DjNfKlSt/7busyJsEfGXYqKxHNKy8HM/tdOMvvzpV6vCmz5sAVLOoxl11BTObcABmbDjG9aTUv7RP66dqEfDufOq5epCSmMDX70zllwMRf6lOIYQQf087duzA3Nyc0aNH68vq16/P+PHjCQoKYsiQIbRu3Row3mLQr18/bG1t/9I+HRwcuHnzJnFxcTRp0oSRI0fi7OxMly5duHPnDgBnzpyha9eueHl50bZtWz17FB4eTsuWLWnWrBnPPfecHhjNnDmTUaNG0aVLFwYPHsyVK1eoU6eOvs/GjRtToUIF4uLicHFx0ZcvWLCAmTNnAsZsxuuvv067du1o0qQJhw4dok+fPjRq1Ihp06YV+fyB8SHoQ4cOxdPTE4AaNWowa9Ys5s+fD8CcOXNYsGCB3laDwcDw4cNp3Lixfq5mzZqFj48Pq1evzpUF2bJlC05OTvj4+LB27do821e9enUaNmyof0lfuHAhLi4uuLi48OGHHwIwZcoUzpw5g4eHB4GBgWiaRmBgIC4uLri6uhIWFgYYs4gdOnRg4MCBuLq6AsaHnO/bt4/ly5frAd/mzZvp37+/3oZdu3bx0ksvAcZA65lnnsHX15eRI0fmmQG+fv06VlZWehbJ0tISR0fHPI+vIJUqVaJDhw4AmJub4+npqQfiGzZsYMiQIQD069eP7du361msTp06FfjQ7qSkJHbs2FHg8/1yZsCyM5BgzGK98cYbdOjQQQ8yjxw5QseOHWnUqBHLli0DcmdsAcaNG0dwcPAD+9m6dSutW7fG09MTPz8/PYvt4ODA22+/jaenJ66urvrnJzk5mWHDhunZ02+++abAegAGDBig9+3atWvp06ePvi6/a0XTNMaNG0fTpk3p1q0b16//+ZiyyMhI2rdvj5eXF88//7wEkFkk4CvDPKtUpkWVyiSmZxB69Xd9+cRnJ+Jg40D8nXisK1hz4vZnuNczIyHlHlO/ifnLM21WrGxJnykzce30POn37hK+aC4HN6yRGTyFEEIUSWxsrB6M3O/YsWN4eXkV6/5//fVXxo4dS2xsLDY2NvoX0FGjRvHRRx8RGRnJggULePXVVwHw8fHhwIEDHD58mAEDBjBv3jy9rsjISDZs2MCqVasYPnw477//Pq1bt2batGn8+uuvhWqPubk5e/bsYfTo0fTs2ZOgoCCOHTtGcHAw8fHxD2xf0PnLXn//OWzWrBnHjx8vVHmAihUrEhERwYABA/RlqampjBw5kvDwcPbu3cvVq3lPDvfbb7+RmpqKm5sbkZGRrFixgp9++okDBw6wbNkyDh8+zNy5c/WM2fz581m7di3R0dEcOXKEbdu2ERgYqH8pP3jwIHPmzNHbv379erp27cozzzxDtWrViIqKonPnzhw4cIDbt41zDYSFheHv78/ly5d59913OXDgAD/88EO+Q0Dd3d2xtbXF0dGRYcOGER4eXuD5yRYYGKgPr4yJicm1LiEhgfDwcDp16gTApUuXqFu3LgCmpqZYW1vn2b95WbduHZ06daJKlSqF2v5+v/zyC9u2beODDz4A4OjRo3z33Xfs37+fWbNmcfny5ULVc/PmTWbPns22bduIioqiefPmLFy4UF9fo0YNoqKiGDNmjD5s9N1338Xa2pqYmBiOHj1Kx44dH1pPp06d2LNnDxkZGYSGhuLv76+vy+9aWbduHadOnSImJoZly5bx44/GR4vdu3eP8ePHs2bNGiIjIxk+fDhvvfXWI53HJ41paTdAFOz/6tbkUOxtPrt4g6F1amBQioqmFfmgywf0/bovmVomu4buooG1J10W7WH7yeusibyIX/O6f2m/BlNTOo8cR9Vaduz5agV7VwVz68plnhvxKgZTuWyEEKK8+cC/+8M3egQTwzYWetuxY8cSERGBubm5/oW4OGXfdwXg5eVFXFwcycnJ/Pjjj/j5+enbpaUZJz67ePEi/v7+XLlyhbt37+bK/PTo0QMLCwsAPDw8OHv2LFu3bmXbtm20aNGC/fv36+vz06NHDwBcXV1xdnamdu3aADRo0IALFy5QvXr1AsvnPH+HDh1C07RCP/g7JiaGQYMGkZSUxHvvvad/sc75BTvbyZMncXR0pFGjRgC88sorue4NDAsLY+fOnZw6dYply5bpQWPv3r2pXLkyAH369GHv3r36MWeLiIggICAAg8GAra0t7du359ChQ1SpUgVvb+9c5zwkJITXXnsNMGaCQkJC8PT0pGvXroSHh9OvXz++++475s2bx/bt22nfvj3VqlUDwM/Pj19++eWBYzMYDGzZsoVDhw6xfft2Xn/9dSIjI/VMbH7mz5+vD+/MKT09nYCAACZMmECDBg0A8vwHeWH7KSQkhBEjRhRq27z4+flhMBj09z179sTCwgILCws6dOjAwYMHCzXk+cCBAxw/fpw2bdoAcPfuXT0bD+iZOC8vLz0DvG3btlxDb6tWrcrGjRsLrMdgMODj40NYWBh37tzBwcFBX5fftbJnzx59uZ2dHR07dgTg1KlTHDt2jM6dOwPGocHZn7G/O8nwlXEv1LSmbkVzzt25yw83/9CX93bqTQeHDiTdTSIsNoza1hbMfMkZgFnhx7mccOcv71spRYsefXnpjamYmplzbOdW1v57Bqm3i+fGdCGEEE8WZ2dnoqKi9PdBQUFs376dGzdu4OzsTGRkZKHrCgoK0jMshc1SVKhQQf/ZYDCQnp5OZmYmNjY2+r1R0dHRnDhxAoDx48czbtw4YmJi+PTTT0lN/fM2iexAJpulpSV9+vTh448/5pVXXmHTpk2YmpqSmZmpb5OzfM72mJiY5GqbiYkJ6enpDxxjQecPjOf3/gk2oqOjad68ub4+u7yrqyvR0dG88MIL+tDWvI4rW0EBir+/P7Gxsezdu5eJEydy9erVQo8CKmi7nG2Jj49nx44djBgxAgcHB+bPn09YWBiapuHv78/XX3/Njh07aNGiBVZWVvnWm5GRoZ/TGTNm6Mfm7e3N1KlTCQ0N1TO/j2LUqFE0atRID0wB7O3t9fsa09PTSUxM1APRgsTHx3Pw4EG6detW4HY5++b+a+z+/ry/H5VSD71OwdhPnTt31j8jx48fZ/ny5fr67Os3+3OVXeb+/T2sHjAG8+PHj881VDe7bH7yuj41TcPZ2VnfV0xMDFu3bs23jr8TCfjKOOOD2I2PaPj04p9jlJVSfNj1Q0yUCR8f+pjY67H08azDc02eIiktncnfHH1sQzCfadmG/jP/TSVrG347djRrBs9He/afEEKI0jExbGORX6M+C3noNgXp2LEjqampfPLJJ/qylBTj82XHjRvHF198wU8//aSvW7lyZb7DB8eOHZtrAotHVaVKFRwdHVm9ejVg/JJ45MgRABITE/X73b744ot869i3bx+3bt0CjBmL48ePU79+fWxtbbl+/Trx8fGkpaWxcWPhs5/w4DEWdP6ytw8ODiY6OhowBgyzZs1i+vTpAEydOpVJkybp95YBuYK9/Dg5OXHu3DnOnDkDGLNOeWndujWDBg1i8eLFtGvXjvXr15OSksLt27dZt24dbdu2xcrKKtdEPO3atSMsLIyMjAxu3LjBnj178Pb2fqDuNWvWMHjwYM6fP09cXBwXLlzA0dGRiIgIfH19iYqKYtmyZXqG0tvbm927d3Pr1i3S09P1IM5gMOjnNHtIY84gOjo6mvr16z/0nORl2rRpJCYm6vcrZuvRo4d+/axZs4aOHTsWKsO3evVqunfvTsWKFQvcztbWlhMnTpCZmZlrxta8bNiwgdTUVOLj49m1axctWrSgfv36HD9+nLS0NBITE9m+ffsD5Vq1asW+ffs4ffo0YLzu8sqY5tSlSxf+85//6O9v3bpVqHratm3L1KlTCQgIyLU8v2ulXbt2hIaGkpGRwZUrV9i5cydgvJf2xo0b7N+/HzAO8YyNjS2wzX8XEvCVAwNrV8fSYML+hNscTfrzF72brRujvUaToWXw2pbXWH54OVG3A7G2MGXvrzdZdfC3x9aG2g0b8/KchVS3r8fvly7w1VsTufzLicdWvxBCiCePUor169eze/duHB0d8fb2ZsiQIbz//vvY2toSGhrKpEmTaNy4MU2aNGHv3r36vUvBwcHY29vrr5xBS7bCbJOXr776iuXLl+Pu7o6zszMbNmwAjJOz+Pn50bZtW2rUqJFv+TNnztC+fXtcXV1p1qwZzZs3p2/fvpiZmTFjxgxatmxJ9+7dcXJyeoSz9qeCzh9A7dq1WblyJaNGjaJx48bY2dkxevRo2rdvDxgfUTFhwgReeOEFmjZtyrPPPovBYOD5558vcL8VK1Zk6dKldOvWDR8fnwIDosmTJ7NixQoaNWrE0KFD8fb2pmXLlowYMYJmzZpRvXp12rRpg4uLC4GBgfTu3Rs3Nzfc3d3p2LEj8+bNo1atWg/UGxISQu/evXMt69u3L6tWrcJgMNC9e3c2b96sTz5Sp04d3nzzTVq2bMlzzz1H06ZNsba2fqDee/fuMWnSJJycnPDw8CAsLIzFixcX3BF5yJ7t8/jx43h6euLh4cFnn30GwD/+8Q/i4+Np2LAhCxcuzDWrZtu2bfHz82P79u3Y29vnegxGaGjoA0FPXubOnUv37t3p2LHjQ4csent7061bN1q1asX06dOxs7Ojbt269O/fHzc3N15++WWaNWv2QLmaNWsSHBxMQEAAbm5utGrV6qGPxpg2bRq3bt3CxcUFd3d3du7cWah6lFJMmjTpgc9cftdK7969adSoEa6urowZM0a/3s3NzVmzZg2TJ0/G3d0dDw8P/f6+vztV3ifiaN68uVZSzwspil27duHr6/vY6nv710t8evEG/Wyr8p+mf/7ijU+Jp9FHjbiVegtHG0fOJZxjwNPz2X+sCZXMDXz/WjvqVqv02NqRlnKb8EVzOX/0MAYzM7q++jpOz7Z7bPWXpsfdZ6J4SX+VP9JnJe/EiRM0adLkkcsnJSUVOKOgKFuCgoL4+OOPiYiIoGrVqqXdnBKXnJyMpaUl6enp9O7dm+HDhz8QNJY18hkrf8pCn+X1u10pFalpWvO8tpcMXznxD/samADrr9/iato9fXn1StV5x/cdANIy0lAoVp+dQptGFqTczWDS6iNkZj6+oL5Cpcr0mTITt+e6knHvHt8tnsdP676WGTyFEEKIUjZ27FgOHDjwtwz2wJih9fDwwMXFBUdHxwIfbSDE34kEfOVEPYsKvFjTmnQNVuR4EDvA6OajaVqzKZeTLtPKvhUZWganM2ZT3dKcn879zhf74x5rW0wMBp4bMZb2rwwHpYgI/R/ff7KYjPR7Dy8shBBCCFEMFixYQHR0NCdPnmTJkiWFnhlTiCddiQZ8SqmuSqlTSqnTSqkpeay3VkqFK6WOKKVilVLDSrJ9Zd3/1X0KgP9duklKxp+zK5kZzPjweeMNw0evHcW2si0Hr+ykvatxFrP3t5zk7I3HO7OmUormL/Whx8Q3Ma1Qgdjd2/jmvbdJTZYZPIUQQgghhCgrSizgU0oZgCDgBaApEKCUanrfZmOB45qmuQO+wAdKKfOSamNZ17xKJTyrVOJWegarczyIHaDz053p2bgnt+/dxqmG8Sbxz0/8k66u1Ui9l8mk1UfIeIxDO7M1atGaATPfp7JNVS7EHmXV9EkkXL3y2PcjhBBCCCGEKLqSzPB5A6c1TTuradpdIBToed82GmCljDl4S+B3IL0E21imKaUYZV8TgKUXbpB5331zC7oswNxgzu7zu2lTtw2JaYncNHyCbZUKRP2WwLK9Z4ulXbYNGjJwzgfUqOfArcsX+WraRC6dPF4s+xJCCCGEEEIUXonN0qmU6gd01TRtRNb7QUBLTdPG5djGCvgWcAKsAH9N077Lo65RwCgAW1tbr9DQ0BI4gqLJninqccvQYAJViMeEf5GMp8odDy89u5SQCyE8XflpLt25RGpmKmPrBrHxl/qYKnjnWQvqWBVPnJ9xN42zW8P540IcysSAQ8euVGv06LPDlbTi6jNRPKS/yh/ps5JnbW1Nw4YNH7l8RkYGBoPhMbZIFDfps/JF+qv8KQt9dvr0aRITE3Mt69ChQ76zdKJpWom8AD/gsxzvBwEf3bdNP2ARoICGwDmgSkH1enl5aWXRzp07ray+9wAAIABJREFUi63uoPPXNNsdh7V+h399YN0fqX9otRbU0piJNmDNAI2ZaBO/n6hNXnNEqz95o9Z9yV7tbnpGsbUtIz1d++Gzj7UF/btpC/p3035cs0rLzMwstv09TsXZZ+Lx+3/27js6iupt4Ph3dtMLJST0EkAgmAqE3glNigiIikiXpohUEQQp0pSqPxEQEUQpShMFlSaRFl9qQiAEEAgltCQkkJ5sdt4/Nlk2vZBQn885OdmduffOnZndZJ+9Te7Xs0fu2eMXFBT0SPkfPHjwSPm3bt2qenp6pvtRFEX9448/HqncjP7880+1fv36aq1atVRPT0/1jTfeUK9evVqox8jK1KlT1T179jxyOaNHj1YXL15sfN6+fXt18ODBxudjx45VFy5cmKd6ZHfPpk2bps6fPz/T9sjISHXp0qX5rrNpeX5+fmqDBg1UT09P1cXFRZ02bVq+y8uLli1bqjVr1lQ9PDxUb29v9dSpUzmm379/v3r48OECHeuPP/5Q69Wrp7q4uKi1atVSx40bV6Bycru+eX2PrVq1SnVzc1Pd3d1VV1dX9ddff1Xfe+891dPTU61du7ZqZWVlfI9t2rRJ7d+/v+rs7Gzc9uWXX6qxsbFqp06d1Fq1aqkvv/yyOnHiRGP5CQkJ6htvvKFWr15dbdCggXrlyhXjvg4dOqjFixdXO3funK5OzZo1M5Zfrlw5tVu3bur3339v3GZubq66ubmpnp6e6Y6Vk+xepzlp2bKleuzYsXzlKaiWLVuqFStWTPfZtlu3bqqtrW2+yunfv7+6adOmAqfJ6m87cFzNJl4yK5q4M0s3gEomzysCNzOkGQjMS630f4qiXMHQ2nf08VTx2dCnnAMLQm5zMDKGszHxuNpZG/fZW9ozz2ceA7YP4J+Qf9j59k461ehEdEIyBy+GExh6n2W+lxjlU6NI6qbRavEZNJySZcvj++N3HPllHVG3b9Fu6AeYmZsXyTGFEEI8nbp3755uHbRvv/2WdevW5brwd36cOXOGDz74gN9++824LtVvv/1GSEgIlStXLrTjZGXmzJmFUk6TJk3YtGkTo0ePRq/XEx4ezoMHD4z7jxw5wpIlS4qkHlFRUXzzzTe89957BS6jf//+/PLLL3h6epKSksL58+cLXFZu1q1bh7e3N6tXr2bChAns2bMn27S+vr7Y2dnRpEmTPJev0+kIDg5m5MiR7Ny5ExcXF3Q6Hd9++22B6luQ65v2IV2jMfTISlvk/eTJkxQvXpyYmBjCwsLo1s0wMiokJIQuXbrg7+9vLGPHjh3Mnz+f119/3bgtLi6O8ePH07p1a5KSkvDx8eHPP//klVdeYdWqVZQsWZL//vuPjRs3MnHiRH7++WcAJkyYQFxcHCtWrEhXz4MHDxof9+zZk27dutGvXz8GDjTMuejs7Mz+/fszLaieHZ3u2RjFVbx4cQ4fPkyzZs2Iiori1q2nf+6KxzmG7xhQQ1GUqqkTsbyFofumqWuAD4CiKGWAWkDRDDx7hhU3N+Ptcg6AYSxfRn09+1K/fH1uxdzi8LXDANhbmTP/dQ8Avtp3kbM372fKV1gURaFe5250Gz8FM0tLgg78zZbZU4mPfpB7ZiGEEM+lCxcuMHPmTH788UcURWHChAm4ubnh7u5u/GDp6+tLq1ateP3113FxcaFPnz7GdV7/+OMPXFxcaNasGaNGjaJLly4AfP7550yePDndIsSvvvoqLVq0AGDlypXUr18fT09PevbsSVxcHAADBgxg8+bNxjxp3Y1v3bpFixYtjOu5HTx4kJSUFAYMGGCs7+LFizOVMXPmTOrXr4+bmxtDhw411rtVq1ZMnDiRBg0aULNmzXQfktM0bdqUI0eOAHD27Fnc3Nywt7cnMjKSxMREzp07R506dThx4gQtW7akXr16dOjQwfhB07Qeu3btyvI6AQQFBdGqVSuqVavGV199BcDHH3/MpUuX8PLyYsKECQDMnz+f+vXr4+HhwbRp04z5Z8+eTa1atWjbtm26oO7u3buUK1cOAK1Wy8svG+bkmz59OgsWLDCmc3NzIyQkhJCQEFxcXHj33Xdxc3OjT58+7N27l6ZNm1KjRg2OHs39e/7GjRsTGhoKwL1793jttdfw8PCgUaNGnD59mpCQEJYvX87ixYvx8vLi4MGDXL16FR8fHzw8PPDx8eHatWvG6zd27Fhat27NxIkT+eKLL/jkk09wcTFMgmdmZmYM2MLCwujZsyf169enfv36HD582HiugwYNyvf1nT17NmAI2mrXrs17771H3bp1uX79errra29vb3yN2tnZUbVq1VyvUUY2Nja0bt0aAAsLC+rWrcuNGzcA2L59O/379wfg9ddfZ9++fcbXsI+PT44LjUdHR/P333/nuO6haXf+zZs3M2DAACDztQcICAigTZs21KhRg5UrVwKGvw2mr+WRI0eyZs2aTMfZvXs3jRs3pm7duvTq1YuY1NnjnZ2dmTZtGnXr1sXd3Z3g4GDAMNRg4MCBuLu74+HhwZYtW3IsBwzBbdpwsq1bt9KjRw/jPlVVs/zbpqoqI0eO5OWXX6Zz587cvXvXmCe793VhemwBn6qqOmAksAs4B/yiqupZRVGGK4oyPDXZZ0ATRVECgX3ARFVVw7Mu8cX2bkUnFGDbnUjuJqZf/06jaPiy45cALPRbyOVIQ8xcz9mefo2roNOrjPslgERdSpHW8SXvhrw1/XPsSjpw49wZNkwdT+St0CI9phBCiKdPcnIyb7/9NgsWLKBy5cps3boVf39/AgIC2Lt3LxMmTDB+yDl16hRLliwhKCiIy5cvc/jwYRISEhg2bBh//vknhw4dIizs4ZedZ8+epW7dutkeu0ePHhw7doyAgABq167NqlWrcqzr+vXr6dChg7F+Xl5e+Pv7ExoaypkzZwgMDDS2YJgaOXIkx44d48yZM8THx7Njxw7jPp1Ox9GjR1myZAkzZszIlLd8+fKYmZlx7do1jhw5QuPGjWnYsCF+fn4cP34cDw8PFEXhgw8+YPPmzZw4cYJBgwbxySefpCsnISGB0aNHZ3mdAIKDg9m1axdHjx5lxowZJCcnM2/ePKpXr46/vz/z589n9+7dXLx4kaNHj+Lv78+JEyc4cOAAJ06cYOPGjZw6dYqtW7dy7NgxY7ljxoyhVq1adO/enRUrVpCQkJDjNQbDGKQPP/yQ06dPExwczPr16zl06BALFixgzpw5ueb/66+/jAHGtGnTqFOnDqdPn2bOnDn069cPZ2dnhg8fzpgxY/D396d58+aMHDmSfv36cfr0afr06cOoUaOM5V24cIG9e/eycOFCzpw5Q7169bI87ocffsiYMWM4duwYW7Zs4d13332k6+vv78+BAwcAOH/+PP369ePUqVNUqVLFWK6npydlypShatWqDBw4kN9//z3X6wOGljkvLy+8vLwIDAxMty8qKorff/8dHx8fAEJDQ6lUydARz8zMjOLFixMREZGn42zbtg0fHx+KFSuWp/QZmV57gNOnT7Nz5078/PyYOXMmN29m7BCYtfDwcGbNmsXevXs5efIk3t7eLFq0yLjf0dGRkydPMmLECOMXEZ999hnFixcnMDCQ06dP06ZNm1zLadmyJQcOHCAlJYWNGzfy5ptvGvdl97dt27ZtnD9/nsDAQFauXGn8gic5OTnX93VheJxdOlFV9Q/gjwzblps8vgm0f5x1elY5W1vS0bE4f4bfZ3VoOBOrlUu3v3Glxrzj8Q4/nf6JCXsmMLrhaN79/V1Geo/DuVQNgm9H89W+i0zo4FKk9TTM4LmIbZ/PIOzqFdZPGU+38Z9QsbZbkR5XCCFEemX3++eeqABut/bKNc3UqVNxdXXlrbfeAuDQoUP07t0brVZLmTJlaNmyJceOHaNYsWI0aNCAihUrAuDl5UVISAh2dnZUq1bN2KrRu3fvLLvYRURE4OPjQ1xcHEOHDmX8+PGcOXOGKVOmEBUVRUxMTK7dSevXr8+gQYNITk7mtddew8vLi2rVqnH58mU++OADOnfuTPv2mT+q7N+/ny+++IK4uDju3buHq6srXbt2BTC2ANSrV4+QkJAsj5vWynfkyBHGjh1LaGgoR44coXjx4jRp0oTz589z5swZ2rVrBxgmjkhrVUsTHByMs7Nzttepc+fOWFpaYmlpSenSpblz506meuzevZvdu3dTp04dwNACcvHiRaKjo+nevTs2NjaAoRU1zaeffkqfPn3YvXs369evZ8OGDfj6+uZ4natWrYq7uzsArq6u+Pj4oCgK7u7u2V4jgD59+hAbG0tKSgonT54EDK+ntJaZNm3aEBERkWlCCwA/Pz+2bt0KQN++ffnoo4+M+3r16pWniTj27t1LUNDDmcgfPHhAdHQ0ULDr++DBAy5evEjlypWpUqUKjRo1ypRHq9Xy119/cezYMfbt28eYMWM4ceIE06dPz7GuGbt0ptHpdPTu3ZtRo0ZRrVo1AGNrnqm8Lly/YcOGdIFvfmW89t26dcPa2hpra2tat27N0aNHKVGiRK7l/PvvvwQFBdG0aVMAkpKSaNy4sXG/6fsw7XWwd+9eTCd/LFmyJDt27MixHK1WS7Nmzfj555+Jj4/H2dnZuC+7v20HDhwwbi9fvjxt2rQByNP7ujA81oXXReEaVsmwRMMPN8OJN1mIPc08n3nYmtuy9dxW9l7Zy4WIC0z1/YhJXSqhKLDM9xL+16OKvJ72pRx5a8bnVKtbn4SYaDbPmkLQwf1FflwhhBBPnq+vL1u2bOHrr782bsvqw2UaS0tL42OtVotOp8sxvaurq/GDf6lSpfD392fo0KHGLlgDBgzg66+/JjAwkGnTphlbn8zMzNDr9cb6JCUlAdCiRQsOHDhAhQoV6Nu3L2vXrqVkyZIEBATQqlUrli5dmunDbUJCAu+99x6bN28mMDCQIUOGpGvlSjuntPMBGDhwIF5eXnTq1AkwjOM7cuQIgYGBuLm50ahRI/z8/Dhy5AhNmzZFVVVcXV2NrUKBgYHs3r07XT1yuk7ZXduMVFVl0qRJxuP8999/DB48GMg5AKhevTojRoxg3759BAQEEBERke4ap12nrOqi0WiMzzUajbFeHTp0wMvLK931XrduHVeuXOHtt9/m/fffz/a88xKsmKaxtbU1PnZ1deXEiRNZ5tHr9fj5+RmvT2hoqLG7Y0Gub0BAgPH6ptUhJSXF2DL36aefGuvaoEEDJk2axMaNG40BbkEMHTqUGjVqMHr0aOO2ihUrGruR6nQ67t+/j4ODQ65lRUREcPToUTp37pxjOtNrnbEF2PTaZ0yb9jyn11IaVVVp166d8doGBQWla9HP6n2oqmqm4+VWDsBbb73FBx98wBtvvJEpb3ayek3m5X1dGCTge4Y1LG6Lh70195JT2HonMtP+CsUqMLn5ZAC2BG3hlZde4X7ifdYETeXdZlXRqzDuF38Skou2ayeAhbUN3cZPoU7HrqTodPz59UKObFqX6z8nIYQQheN2a698/1z0rp5rmpxERkYycOBA1q5dm24MUIsWLfj5559JSUkhLCyMAwcO0KBBg2zLcXFx4fLly8aWn7RxMQAfffQRs2fP5ty5c8ZtaeP0wDC+qFy5ciQnJ7Nu3TrjdmdnZ+OH+u3bt5OcbBgecfXqVUqXLs2QIUMYPHgwJ0+eJDw8HL1eT8+ePfnss8+MAWaatA+fjo6OxMTEpBsbmJ3Vq1fj7+/PH38YOj41bdqUHTt24ODggFarxcHBgaioKPz8/GjcuDG1atUiLCwMPz8/wNAV7OzZs5muU9oYuYzXKTv29vbGFiowBFnff/+9MWAODQ3l7t27tGjRgm3bthEfH090dHS6boU7d+40/j+/ePEiWq2WEiVK4OzsbLxWJ0+e5MqVK7nWx9SuXbvw9/fnu+++S7fd3NycWbNm8e+//3Lu3DlatGhhvLe+vr44OjpSrFixTOfWpEkTY2vOunXraNasWZbHnTBhAnPmzOHChQuAIchL69LXvn37dF9emE6UkpXcru/NmzfTjecCQ0CSFgCkdWk0fc35+/un6/KZH1OmTOH+/fuZJgF69dVX+eGHHwDDGLs2bdrkKWjetGkTXbp0wcrKKsd0ZcqU4dy5c+j1erZt25Zj2u3bt5OQkEBERAS+vr7Ur1+fKlWqEBQURGJiIvfv32ffvn2Z8jVq1IjDhw/z33//AYa/A2n3MDsZ72dkZGSeymnevDmTJk2id+/e6bZn97etRYsWbNy4kZSUFG7dusX+/YaGj7y8rwvDY+3SKQqXoigMq+jE++euseJ6GG+Xc8j05hzbeCwrT67kbNhZ3nR9E98QXzae2cj2N/tRPdiWS2GxLNx9nk86v1zk9dVotbQZOIwSZcvj+8NK/DZvIOr2LdoP/1Bm8BRCiOfQ8uXLuXv3LiNGjEi3fdKkSXh4eODp6YmiKHzxxReULVvWOJFCRtbW1nzzzTd07NgRR0fHdMGhu7s7X375Jf369SM6OppSpUpRuXJl41i5zz77jIYNG1KlShXc3d2NH76HDBlCt27daNCgAT4+PsZWBl9fX+bPn4+5uTl2dnasXbuW0NBQBg4caGxhmDt3brr6lShRgiFDhuDu7o6zszP169fP97Vyd3cnPDyct99+O922mJgY4yyHmzdvZtSoUdy/fx+dTsfo0aNxdXVNd50WLVqU5XXKTqlSpWjatClubm688sorzJ8/n3Pnzhm7sNnZ2fHTTz9Rt25d3nzzTby8vKhSpQrNmzc3lvHjjz8yZswYbGxsMDMzY926dWi1Wnr27MnatWvx8vKifv361KxZM9/XJTvW1taMGzeOBQsWMH/+fAYOHIiHhwc2NjbGwKVr1668/vrrbN++nf/973989dVXDBo0iPnz5+Pk5MTq1auzLNvDw4MlS5bQu3dv4uLiUBTF2IL11Vdf8f777+Ph4YFOp6NFixYsX748y3Ig9+trbW3Nhg0bcuxOmpyczPjx47l58yZWVlY4OTnleMzspM326eLiYhz3OnLkSN59910GDx5M3759eemll3BwcEjXzbF58+YEBwcTExNDxYoVWbVqlbFr9MaNG/n4449zPfa8efPo0qULlSpVws3NLd0kKBk1aNCAzp07c+3aNaZOnUr58uUBeOONN/Dw8KBGjRrGLrGmnJycWLNmDb179yYxMRGAWbNm5fi6mzJlCu+//z5ubm5otVqmTZtGjx49ci1HURTGjx+fqbzu3bvj5+eX6W9b9+7d+fvvv3F3d6dmzZq0bNkSMEyek9v7ujA8toXXi4q3t7d6/PjxJ12NTNJmGitqSXo9Df89x63EZDZ4VKN1qcwDZree20rPX3riYO3AqAajmP7PdKqWqMr6V4/w9rcnUIFfhjWmvnPuTfeF5fLJY+xY8jnJiQlUcHmZV8d9gk2x4o/t+Fl5XPdMFA65X88euWeP37lz59LNXplf0dHROc7O9zjFxMRgZ2eHqqq8//771KhRgzFjxjzpaj11bt26Rbly5eQ6PSOepveYyJun4Z5l9bddUZRsF16XLp3POAuNhkEVDN/8rchiiQaA7i7daVO1Dffi73E39i4eZTy4EnWF3y5/xXutXkJVYfymAOKSHt/6J9Xq1uetmV9g51CK0OAgNkwZz72bMoOnEEKIrK1cuRIvLy9cXV25f/8+w4YNe9JVeiqtWbNGrpMQIh0J+J4D75QvhbVGg29kNMGx8Zn2K4rCkg5L0CgaVpxYwUdNPkJBYf6R+fh4JOFS1p6rEXHM+zPrrjRFpbRzNd6evZDSztWJunOLDVPGcT0oMPeMQgghXjhp0+sHBQWxbt0642yRIr2RI0fKdRJCpCMB33OgpLkZb6YuxL4ym1Y+9zLuDK83nBQ1hdX+qxnuPRydXsfIP4ezoJcHZhqFtX5XOfzf41320N7BkTdnzKNavQYkxMawedZUzv6TeSCuEEIIIYQQIv8k4HtODKmYOqD7TiRhSclZppnZeiYlrUqy78o+mlVqRlm7suj0OsqUSGaUTw0APtp8muiErPMXFQsra7qN/4S6nbqhT9Hx1zeLOfzzjzKDpxBCCCGEEI9IAr7nRHUbK9qXKkaiXmVtaESWaUrZlGJm65kATPWdyr6++zgy6AhOtk6MaFUd9wrFCY2KZ/bOc1nmL0oajZbW/YfgM2gEiqLh360/s/Or+ehS10USQgghhBBC5J8EfM+RoakLsa8ODSchi4XYAYZ7D8fVyZXLkZf57cJvaDWGaYDNtRoWvuGJhVbDxmPX2X/+bpb5i5pXh850n/gp5lbWnD9ygE2ffULcg/tPpC5CCCGEEEI86yTge440LWGHq50V4ck6tt3NvBA7gJnGjCUdDYttzjowi5vRNwFQVRV7mxjGtjesMfLxltPcj3u8XTvTVK3jTe+ZX2BfyombF86xfso4IkKvP5G6CCHEi2j69OmFVpaiKPTt29f4XKfT4eTkRJcuXQrtGE8zX19fjhw58qSrIYR4gUnA9xxRFIVhlUoD8O31sGzHwLWt1pZutboRmxzL5H2TCYsNo+2PbWm2uhnvNCpH3coluPMgkem/n32c1U/HqUpV3p69kDLVXuL+ndtsmDqea2cCnlh9hBDiRZK2aHlhsLW15cyZM8THG2aR3rNnDxUqVCi08vNDp3t8yw+lkYBPCPGkScD3nHmtdAlKW5hxLjaBg5Ex2aZb2H4hFloLfgj4gYv3LhIWG8blyMvMPTSbhW94YWWuYdupUHadvf0Ya5+eXUkH3pw2j5fqNyIxNpYtcz7lzP49T6w+QgghCuaVV15h586dAGzYsIHevXsb98XGxjJo0CDq169PnTp12L59OwAhISE0b96cunXrUrduXWPQdOvWLVq0aIGXlxdubm4cPHgQADs7O2OZmzdvZsCAAQAMGDCAsWPH0rp1ayZOnMilS5fo2LEj9erVo3nz5gQHBxvTjRgxgtatW1OtWjX++ecfBg0aRO3atY1lAezevZvGjRtTt25devXqRUyM4X+ts7Mz06ZNo27duri7uxMcHExISAjLly9n8eLFeHl5cfDgQTZt2oSbmxuenp60aNGiaC64EEKYkIDvOWOh0TAwl4XYAao7VGdso7EAjN01lmWdlwHwxZEviNOHMLGjCwCfbAvkXuyTmzjF3MqKrmMnUa9Ld/QpKexa/iUHN/yAqs96jKIQQoiCu3z5Mq6urgC4urpy5cqVQin3rbfeYuPGjSQkJHD69GkaNmxo3Dd79mzatGnDsWPH2L9/PxMmTCA2NpbSpUuzZ88eTp48yc8//8yoUaMAWL9+PR06dMDf35+AgAC8vLxyPf6FCxfYu3cvCxcuZOjQofzvf//jxIkTLFiwgPfee8+YLjIykr///pvFixfTtWtXxowZw9mzZwkMDMTf35/w8HBmzZrF3r17OXnyJN7e3ixatMiY39HRkZMnTzJixAgWLFiAs7Mzw4cPN64h2Lx5c2bOnMmuXbsICAjgt99+K5TrK4QQOZGA7znUr7wjVhqFffcecDE2Idt0k5tPpqxdWf4v9P+4HHmZ4fUMa/MN2zGMvo0q06iaA+ExSUz99cxjrH1mGo2WVn0H0/bd91A0Go7+uokdX80nOSnxidZLCCGeN127djW2eAUHB/Pmm28WSrkeHh6EhISwYcMGOnXqlG7f7t27mTdvHl5eXrRq1YqEhASuXbtGcnIyQ4YMwd3dnV69ehEUFARA/fr1Wb16NdOnTycwMBB7e/tcj9+rVy+0Wi0xMTEcOXKEXr164eXlxbBhw7h161a681cUBXd3d8qUKYO7uzsajQZXV1dCQkL4999/CQoKomnTpnh5efHDDz9w9epVY/4ePXoAUK9ePUJCQrKsS9OmTRkwYAArV64kJSUlv5dSCCHyTQK+51ApCzN6lU1diP1G9q189pb2zPOZB8DEvRP5pMUnlLEtw+Hrh1nt/z3zX/fE1kLLzsBb/B5w87HUPSee7TrRY+I0LKytueB3kE0zJxN3P+pJV0sIIZ4b58+fR5/ag0Kv13Px4sVCK/vVV19l/Pjx6bpzgmHSsC1btuDv74+/vz/Xrl2jdu3aLF68mDJlyhAQEMDx48dJSl2mp0WLFhw4cIAKFSrQt29f1q5dCxjGsadJSEj/Zaetra3xnEqUKGE8lr+/P+fOPVyKyNLSEgCNRmN8nPZcp9Ohqirt2rUz5g0KCmLVqlWZ8mu12mzHCy5fvpxZs2Zx/fp1vLy8iIjIeiklIYQoLBLwPaeGVDQs0bDp9j3uJWc/SL2vZ18aVGjArZhbLDu2jC87fgnAR3s/wsIimsmdawMwdfsZ7kZn31r4uDh71aP3zPnYOzpx6+J51n0yjogb1550tYQQ4rlQq1YtNBrDRwONRkONGjUKrexBgwbx6aef4u7unm57hw4d+N///mecaOzUqVMA3L9/n3LlyqHRaPjxxx+NrWFXr16ldOnSDBkyhMGDB3Py5EkAypQpw7lz59Dr9Wzbti3LOhQrVoyqVauyadMmwBBsBgTkfUKwRo0acfjwYf777z8A4uLiuHDhQo557O3tiY6ONj6/dOkSDRs2ZObMmTg6OnL9usxCLYQoWhLwPadq2lrRxsGeeL3Kj9ksxA6gUTTGIG+h30K8y3vT8aWORCVEMW73ON5uUJnmNRyJiktm8tYz2c78+Tg5Vnamz+xFlK1egwdhd9gwdQJXT/s/6WoJIcQz7/fff8fFxTCG28XFhZ9//rnQyq5YsSIffvhhpu1Tp04lOTkZDw8P3NzcmDp1KgDvvfceP/zwA40aNeLChQvGVjpfX1+8vLyoU6cOW7ZsMZY5b948unTpQps2bShXrly29Vi3bh2rVq3C09MTV1dX4yQxeeHk5MSaNWvo3bs3Hh4eNGrUyNgFNjtdu3Zl27ZtxklbJkyYgLu7O25ubrRo0QJPT888H18IIQpCeRo+wD8Kb29v9fjx40+6Gpn4+vrSqlWrJ1qHf+6BGn5qAAAgAElEQVRF82bAJcpYmHGs8ctYaLKP7/tt68ePp3+ku0t3FrZfiOs3rsTr4tn9zm5cSzWjw5IDRCfoWNDLk9frVXyMZ5G95MQE/vx6ERePHkGj1eIz+D08fDoUuLyn4Z6JvJP79eyRe/b4nTt3jtq1a+c7n6IoqKpKdHR0nsbIiaeH3LNni9yvZ8/TcM+y+tuuKMoJVVW9s0ovLXzPsRYl7XCxteJOko7td3Me6zbXZy625rZsC97G5cjLTGs5jUrFKgFQvoQ107oaZm2b8ftZbt2PL/K654W5pRVdx3yMd9ce6FNS2PPt/ziwfo3M4CmEEEIIIUQqCfieY4qiMLSSYSzfihwWYgeoUKwCk5tPBmD0rtGMajiKoPeDaFe9HQA961agbe3SRCfo+Gjz6aeiayeAotHQ8p1BtBs6EkWj4dj2zfy+ZB7JiU9+vKEQQjyrpk2b9qSrIIQQopBIwPec61G6JI7mZpyJiedIVPYLsQOMbTyWqiWqcubuGb4/9T12Fg8XsVUUhTk93ClhY87Bi+FsOPp0DTL38OlIz0kzsbC24eL/HeGXmZOJjYp80tUSQohn0vTp0590FYQQQhQSCfiec1ZaDQNSF2L/NoclGgCszKxY2H4hAFP3TyUi7uFkLydunsDRzoKZ3dwAmL0ziOv34oqo1gVTxcOL3p/Np5hTaW7/d4H1U8YRfv1q7hmFEOI59rT0yBBCCPHoCvI3XQK+F0D/CqWw1CjsDn/A5bicFyt/zeU12lRtQ2RCJNN9pwMwae8kvFd6s+rkKrp6lKOTe1lik1KYsDkAvf7p+iDhWKkKb89aSLmXavEg7C4bpk4g5PSpJ10tIYR4IqysrIiIiJCgTwghngOqqhIREYGVlVW+8pkVUX3EU8TJwpweZUqy4dY9Vt4IY27N7GfZVBSFJR2W4LXCi2XHlzHMexgeZTwAw9p8r9Z6lc+6uXH0yj3+vXyPH/xCGNi06mM6k7yxLVGSXtPm8NfSxVz49xBb506j7eD38Gjb8UlXTQghHquKFSty48YNwsJy7uGRnYSEhHx/sBBPltyzZ4vcr2fPk75nVlZWVKyYvxnzJeB7QQyt6MSGW/fYeOseE6uWpYR59rfevYw7I7xHsPTYUkb/NZrd7+xmTcAadl/azbjd4/ipx0/M7u7OsB9P8PlfwbSs6UQ1J7tsy3sSzC0s6fLhRxwqW46jv25iz8qvibx9kxZvD0DJYXkKIYR4npibm1O1asG/lPP19aVOnTqFWCNR1OSePVvkfj17nsV7Jp98XxC17axpWdKeeL2eH29mvxB7mhmtZlDSqiT7ruzjtwu/8U2nb7Ays2Jd4Dr2XNpDB9eydK9TgYRkPeM3BZDylHXtBMMMns1796f98FFotFqO/76V3xbNlRk8hRBCCCHEC0MCvhdI2hIN34eGk5xLgFbKphQzW88EYNzucVQoVoFPW3wKwIidI4hPjmd6V1fKFLPk5LUovjt4uWgr/wjcW7enx6QZWNrY8t8xP36ePomYyHtPulpCCCGEEEIUOQn4XiCtHeypYWPJrcRkdoTlvBA7wHDv4bg6uXI58jJL/l3CuCbjcHVy5VLkJWYfnE1xG3Pm9TSM71u45wIX70QX9SkUWBV3L3p/toDipctw5/JF1n8yjrBrIU+6WkIIIYQQQhQpCfheIBqThdiXX7+b66xtZhozvuz4JQCzDswiPC6cFV1WAPDF4S8ICguida3SvOldiSSdnnGbAtCl6Iv2JB5BqYqVDDN41nQhOiKMjZ9O4Ir/iSddLSGEEEIIIYqMBHwvmNfLOOBgriUgOp6j92NzTe9TzYfXXF4jNjmWSfsm0bRyU4bWHUqyPplhO4ahV/VM6VKbCiWsOX3jPst8Lz2Gsyg4m+IleGPqHGo1bk5SfDzb5s3Af/cfT7paQgghhBBCFAkJ+F4w1loN/csbFmJfcT1v03QvaLcAC60FawPW8n83/o95bedRvWR1erj0QFVV7K3M+eJ1Q9fOL/dd5OzN+0VW/8JgZmFB51ETaNj9TVRVz75V3+C7diVqSoqsVSVEPql6PfqUFHTJySQnJZKckEBiXBwJsTHERz8g7sF9YqMiibkXQVJsDLFRkcRHPyAhNoakhHh0SUmk6HTy3hNCCCGKiCzL8AIaUMGRr6/d5c/w+1yNT6SKtWWO6as7VGdso7HMOzyPD//6kCODjxA8MhgzzcOXT9OXHOnXuApr/a4y7pcAfhvZDAuzp/f7BEWjodlbfSlRthx7vv2aEzu3A3Dy28WgKCiKgqJoUDQKikZjeKwoqc+1qfvT9pmk0aRtz5AmLV12ZSqaDGXlflyNRpNa1yyOm02Zhjw5H9eYJnW/8TgmzxVFAZNz0mg0kFZeahmmaTSp55IpjfEcMj5PPU5qekz2K4oCioIuIZ64B/dR9XpUVU39rTf81quoqh69Xg+qil6ftj1j2oeP9TmUk5ZPr9eDPqu0GfJldUw1w/GzLCfzMbNPa5LOtH5p56JXU9OnmJTz8HlaeenSZ3EO6c7XtI6pafMrcO3y7N+Xqa9HjVab+luDRqM1bjNuN92mMUmb1X6t1vB60hYsT9b7NcZtpuVm2qZJS6vNdC6Z66I1vMZTtxkfax/+HRBCCCEKQgK+F1AZS3O6lynBL7cj+e5GGJ/VyH3xxsnNJ/NDwA/8X+j/8dPpn+jn2S9Tmo9fceGfC2EE347mq30XGd+hVlFUv1C5tWpLcafS/PnNYqIjwkFVQU39oIweUp50DUVOAlYvfdJVEGD8csI08E8L+o1feGg0JCYmYm5mZmwVNASyKcbHqqpHTdGjT9E96VN66qR9yZM5IDQJLo37NTnvTwsuTQPSDHnS9t+6fZvDd0Mxt7RM/bHC3MoKM4vUx6nbzdIeW1lhZmGBRqN90pdMCCFEKgn4XlDDKpXml9uRrL91jwlVy1HMLOd/zvaW9sxrO4/+v/bn470f092lO/aW9gBcuneJe/H3qF+hPgt6efLGCj+W/XOJdi+XwbNSicdxOo+kkqsHQ5euxtfXl5YtWz4M+DK23Kgqql5Fr095mEb/sBUpLb0+reXD2BqjPkxj2vqj6sGkJUpVVUi3X81DGsMxyfQ8Y4tQWpoUY8tPVmnStx6Ztg6pxnMytlypJmn0ptcslzIztmSZtGKlK9PkuJnKVFWSk5Iwt7BI16KoaLQmLajpWzANwUiGQCRji6tpi2Smltn0AUxay6cmh3JM0xpaJrMOhExbVk1bNjOWk65+qS2mmqyOmYfgK+M1yLKcPB4zr3x9fWnVqlWW+9JeG/oUPao+JfV3+oBQn5KS+hrWZ7vNNF/W+1My7087ZoZANKs8D4+bdR7TemWVJ1P9sz0/k+uQ+h5I0etB9/iD4TsBx/Odx8zcArPUANHMNFjMZptZpn1W6YJMswz5NVoJKIUQIq8k4HtBudpZ07SEHYejYlh3M4IRlUvnmucdj3dYemwpR0OPMvfQXOb4zMHvuh9t1rahYrGKBI4IpL6zA4ObVuW7Q1cYtymAHR80w8r82fnHnNZd0PAR9tmp94sop+BBPHsMgbU2tWXI/ElX56li/HIpzwFvivGLmWwD1rQ06fZnLvdCcDCVK1YgOdEwPlOXOk4zOSmR5MQEdImJhn2JCcbfusREdMlJ6JKTSIgpmuV6tGZm6YJAM0srzC0MLYzmlpaGFkgr022prZJWlphbWGKWts+0xdLKEnMLK8ytLNFozaQbrRDiuSEB3wtsWCUnDkfF8N2NMIZUdMJMk/M/N42i4auOX9FoVSMW+i3k3brvUq98PaqVrEZQWBBzDs5hZuuZjO9Qi/3n7/Lf3RgW7bnA5E61H9MZCSHE80dRFGNXy8ftgXUxmuTzixVVVQ2BYWJiakCYPhh8+DyrbemfGx8nmQaciaTodKTodCTG5j7bdEEoGo0xGDQEhpYPA8wsu7SmPc+6FTNjC6XW3FwCSiHEYyMB3wusbaliVLe25FJ8IjvDo+hWumSueRpWbEg/z36sDVjLuN3j2PbmNlZ0WUHz1c2Zd2gevd16U9upNgt6edJz2RFWHrxM+5fL4O3s8BjOSAghxJOmKIox+CkKqqqSYjIrrGmroy4hNXDMYl9yYgLJCYmpwWjOAaY+JYWk+DiS4uOK5BwURWMSEGYOCs0ydmnN1GJpEmRaWJq0UlrJGFghRCYS8L3ANIrCkEpOfHzhBt9eD8tTwAcw12cuW4K28Gvwr+y9vJe21doypO4QVp5cybAdw/Ad4EudyiUZ0ao6S/dfYtymAP78sDk2FvJyE0II8WgURcHMwgIzCwus7eyL5BgpOl2eWiR1ubRWZmyl1KUGnynJySQnxJOcEF8k9T+9eikW1jZYWttgYZPFbxtbLKxtDGlssvhtY4ultY2MlRTiOSGfwF9wvcqWZN7lW5x4EMfx+7F4F7fNNU95+/J80vwTJv89mdF/jcZ/uD/z2s5j+/ntHLx2kDX+axhUZxCjfGqw79xdgm9H8/mfwczo5vYYzkgIIYR4NFozM7RmdmBrVyTl61NSDMGgaQtkWotkYoLJtvQtkjrTfVl0mU1OTCQxNoaU5GTik+8T/+DR1sU1s7Q0BInpAsLUYNHG2vjYuM86LVi0Nvy2scHCytqw5I4Q4omRgO8FZ6vV0rd8Kf537S4rroflKeADGNN4DCtPruRs2FlWHF/B+w3eZ3GHxfTZ2ocJeybQtWZXnGydWPiGJ92+PswPflfp4FqWJi85FvEZCSGEEE83jVaLpY0hUCps+/fvp3nTpiTGxaZ2S40nMS6WxPg4kuLiSIwzdFVN25/23PRxYlwsSXHxhgl4EhOJjYp8pDpZWFubBIvW6QLH9C2LNiYBpm267eaWVjLuUYgCkoBPMKiiI8uu32VnWBTX4hOpnMtC7ABWZlYsbL+QHr/0YOr+qbzl9ha93Xqzxn8Ney7vYfye8fzw2g+4li/OB21qsHjvBSZsPs1fo5tjbyUz8AkhhBBFwbTLq22JvA3VyIqqqugSE9MHi/HpA8KHQWXGQDI+NY/hcdpPzL2IRzgvDRY2GYLFtJbELLusWmfuumpjg5m5hQSO4oUjAZ+gnKUF3UqXZMudSFaFhjPjpQp5yveay2v4VPVh35V9TPOdxtedvmZZ52W4LXNjbcBaBngOoHXV1rzXujp7z90hMPQ+c/44x9weHkV8RkIIIYR4FIqiGCaIsbLCjlIFLkfV60lKiDcJCNO3MBoDSdPWx9RgMTE+PvV3nCH4jI0lMTaWaMIKXB+N1iw1OMwiWMzYdTXT+Ma0QNIGrZl8eS2eHRLwCQCGVnJiy51I1t+MYIJzWexyWYgdDP8MlnRcgudyT5YdX8awesNwL+POtJbTCH0QSr3y9QAw12pY+IYnXb46xIaj1+ngWpZWtXJf908IIYQQzzZFo8HSxhZLm7wNGcmOPiXFJDBM3101fSCZOVg03Z+SnExC9AMSoh88Un3MzC1SWxNtspgAJ61l0doYOJoGlqb7hXgccg34FEXJy3z6elVVowqhPuIJ8bS3oVFxW/69H8uGW/cYUskpT/ncSrsxwnsES48tZfSu0eztu5ePm32cKV3NMvaMbV+TeX8G8/GWQHaNbkFxG/l2TAghhBC502i1WNvZP/LMrLrk5IctixmDxXQtjrFZtEo+bJ3UJSehu59E3P1H+/irMTPn/MbvjZPcGALEh48ts90us6mKvMtLC9/N1J+cOjxrgcq5FaQoSkfgy9T036mqOi+LNK2AJYA5EK6qass81FEUgmGVnPj3fiwrb4QxqKIj2jz2cZ/RagbrA9fz95W/+TX4V7rX7p5luiHNq7H77G1OXotixu9nWfSmV2FWXwghhBAiR2bm5piZF8emWPECl6GqKrqkxIctjHFZBIumLZAm+zMGmHpdMjGR9yDyXoHrY25lbRIUpgaE1hme29hgaWtn+G1tut0WCxtrNBoJGp9neQn4zqmqWienBIqinMqtEEVRtMBSoB1wAzimKMpvqqoGmaQpAXwDdFRV9ZqiKNLv7zFq71icKlYWXE1I4q/w+3R2KpGnfKVsSvFZ688Y+edIxu0exys1XsHKzLDgblRCFKtOrmJs47FoNQoLennS6auDbD0VSke3srR3LVuUpySEEEIIUagURTEsem9p9WgT4+j1/L13Dw3q1SMxNobEuDgS42MfdktNbYV8+DzW+Nw0kExb0/FRJsUxDRrTtSCmCwxt0rU4mm63sJag8WmWl4CvcSGlaQD8p6rqZQBFUTYC3YAgkzRvA1tVVb0GoKrq3TyUKwqJNnUh9ikXQ/n2elieAz6AYd7DWHZ8GWfDzrLYbzGTmk9CVVVarWlFwJ0AHKwdGFhnINWc7PiogwszdwQxeVsg3s4OONhaFOFZCSGEEEI8fRSNBq2FJfalHLEvVbBlqwyT4iSkBoCmQaJpYGjyOLVLamKsybbUgPFRg0YLk4lwLG1ssbS1zdT9NMtgMjWdrNlYdHIN+FRVTci4TVGUsqqq3s4pTRYqANdNnt8AGmZIUxMwVxTFF7AHvlRVdW0eyhaFpHdZB764cov/ux/LqQdx1CmWtzWCzDRmfNnxS9r+2JbZB2fT36s/5e3LM77JePpu62tYm69WVxxtHBnQxJldZ2/zf1fuMXX7GZa+XbeIz0oIIYQQ4vljmBQnbU3HvM2/kNHDmVQztB6mtToal+bIqtUxjsS4mPTLbxT4ZBQsrKyzaWE0Hcdo+jzDfgkas6Soqpr/TIpyUlXVfH1KVxSlF9BBVdV3U5/3BRqoqvqBSZqvAW/AB7AG/IDOqqpeyFDWUGAoQJkyZept3Lgx3+dQ1GJiYrCzs3vS1SiQdaoVv2NFE5IYpcTlK+/UM1M5FHGIdmXaMdllMqqqMv70eE5GnaRDmQ587GKY0OVunJ6ph+NJTIH3PC1pUO7JTxj7LN+zF5Hcr2eP3LNnj9yzZ4/cs2fL83K/VL2elOQkUpISSUlKIiUxMfVxosm2BMNv0+2JicZt+uSkQqmL1sISrYVF6m9LtJaWOWwz2Ze6TZPLWo1P6z1r3br1CVVVvbPaV9CA71Ru4/qyyNMYmK6qaofU55MAVFWda5LmY8BKVdXpqc9XAX+pqropu3K9vb3V48eP5/scipqvry+tWrV60tUokNCEJBr8a+hpe7TRy1SwynuXy8uRl6m9tDZJKUn4DfajUcVGXIy4iPsydxJTEvm739+0rtoagJ/+vcqUX89Q0sacXWNaUNreqkjOJ6+e5Xv2IpL79eyRe/bskXv27JF79myR+/WQXp9CUly8sUtqksmYRuPztO6qsYZWx/TbDeMZH5miGLqf2qat05i+hfFOWDhvf/TJU9eSqChKtgFfQZtVVhYgzzGghqIoVYFQ4C0MY/ZMbQe+VhTFDLDA0OVzcQHrKAqogpUFXZxKsP1uFN+HhjO1evk8561WshrjGo9j7qG5fPjXh/gN9qNGqRpMaTGFqfunMnzncAKGB2BlZkWfhpXZdfY2By+GM3nrGVb2q5fjNypCCCGEEOL5pNFosbKzw+oRWs8yBo2ZJ73JECTGP+y6mtZFNTkxwZg3K4rW7KkL9nJToIBPVdVvCpBHpyjKSGAXhmUZvldV9ayiKMNT9y9XVfWcoih/AacBPYalG84UpI7i0Qyr5MT2u1H8dDOCsVXKYJuHhdjTTGo2iTX+azgaepSfTv9EP89+TGgygfWB6zkXfo55h+YxvdV0FEXh854edFh8gL3n7rD1ZCg961UswrMSQgghhBDPq0IJGlNSMo9ZjH0YMF68cL4Qa/x45BqeKopysjDSAKiq+oeqqjVVVa2uqurs1G3LVVVdbpJmvqqqL6uq6qaq6pK8lCsKX91ittQvZst9XQobb+dvbRh7S3vmtTUssThx70SiE6OxNLNkeRfDbZ57aC7nww1vlvIlrPm068sATP/9LLfuF0JTvBBCCCGEEAWg0WqxtrOneOmylHauRqWX3XmpfiNcW/pQ95WulPHMstfkUy0v7ZG1FUU5ncNPIFCwuWTFU21oJcNsT9/dCEOfz7Ge73i8Q8MKDbkdc5s5B+cA0KJKCwbXGUxSShJjd481pn29XkV8XEoTnaBj4pZACjKuVAghhBBCCJFZXgI+F6BrDj9dgCZFVUHx5LziWJxKVhZciU9iT8SDfOXVKBq+7PglAIv+XcSle5cA+KLdF/Rx78PSTkuNaRVFYW4Pd4pbm3PgQhgbj13PskwhhBBCCCFE/uQa8KmqejUPPzceR2XF42WmUXi3oqHxdvn1u/nO37BiQ/p59iMpJYnxe8YD4GDtwE89fsK5hHO6tKWLWTGzmysAs3YEcf1e/paDEEIIIYQQQmT2bE0xIx67t8uVwk6rwS8qltPR+Q/C5vrMxdbcll+Df2Xv5b05pn3VszyvuJUlNimFjzafRq+Xrp1CCCGEEEI8Cgn4RI7szbT0KVcKgG+vh+U7f3n78kxpMQWAD//6EJ1eZ9yXnJLMgiML8A3xBQxdO2e95kYpWwv8Lkew1i/kUasvhBBCCCHEC00CPpGrwRUd0QC/3o3kdmJyvvOPbjSaaiWrERQWxPLjxglZ+e7kd0zYM4FhO4aRqEsEoJSdJbO7uwMw769groRnvQaKEEIIIYQQInePHPApijKxMCoinl6VrS3p5FQcnQqrQ8Pznd/KzIqF7RcC8On+T4mIiwBgUJ1B1HaszYWIC8w7NM+YvqNbWV7zKk9Csp7xmwJIka6dQgghhBBCFEi+Az5FUX4x+dkEvFsE9RJPmWGVSgOwNjScuBR9vvN3q9UNn6o+RCZEMs13GkC6tfnmHJpjXJsPYMarbpS2t+TE1UhWHbpcCGcghBBCCCHEi6cgLXwPVFV9I/WnF5DzTBziueBdzIY69jZE6lLYlM+F2MEwPm9JxyVoFS3Lji8j8E4gkH5tvuE7hxvX4CtuY87nPT0AWLD7AhfvRBfeyQghhBBCCPGCKEjANzvD808KoyLi6aYoCsNSF2JfWYCF2AHcSrsxwnsEelXPh399aAzuPm/7OY42jviG+LI2YK0xfWuX0rzhXZEknaFrp64ALYtCCCGEEEK8yHIN+BRF6a8oSriiKPcURVkLpBvEpapq/pt7xDOpi1MJKlia819cIvvyuRB7mhmtZ+Bg7cD+kP38GvwrAKVsSrGo/SIAxu0eR3jcw5fYlC4vU764FQE37rP8n0uPfhJCCCGEEEK8QPLSwjcVaAe4AFeBOUVaI/HUMtMoDKpoaOX79kb+l2gAw8LrM1vNBAzBXYIuAYB3PN6hTdU2RMRH8NGej4zpi1mZ88XrngB8ue8iQTcLFmgKIYQQQgjxIspLwPdAVdVTqqreVVV1KtCgqCslnl7vlHPARqvhYGQMQTHxBSpjmPcw3Eq7cSXqCov8DC17iqKwrPMyLLWWrPFfw8WIi8b0zWo40rdRFZJTVMb+4k+STrp2CiGEEEIIkRd5CfjKKYoyVFGU5oqiOAHmRV0p8fQqbm5G77IOAKwowELsAGYaM5Z0WALAnINzCH0QCkDNUjVZ2mkphwYdokapGunyfPyKC5UdbAi+Hc3//r6YqUwhhBBCCCFEZnkJ+KYBHsAs4DzgpijKH4qizFUUpXeR1k48lYZUckIBtt2J5G4BFmIH8KnmQ3eX7sQmxzJp3yTj9sF1B9OkUpNM6W0tzVjQyxNFgW98LxFwPaqg1RdCCCGEEOKFkZeALxD4QFXVlqqqOgDVgK+BKKBTUVZOPJ2crS3p6FicJFUt0ELsaRa0X4CF1oIfT//Ivzf+zTV9g6oODGpalRS9yrhNASQkpxT42EIIIYQQQrwI8hLw9QdOKIqyUVGUAYBOVdU/VFX9XFXVvkVbPfG0Gpq6RMMPN8OJL+ByCdVKVmNc43EAjPpzFHr1YTmqqrL13Fb6butrXL4BYEKHWlRzsuW/uzEs3nPhEc5ACCGEEEKI51+uAZ+qqsNVVa0LTAdKAmsURfFTFGWOoigtFEXRFnUlxdOnUXFbPOytuZecwtY7kQUuZ3LzyZSzK8exm8f4MeBH4/bopGiG7RjGT6d/4qfTPxm3W5lrWdjLE40C3x68zPEQWRVECCGEEEKI7OR54XVVVYNVVV2sqmpHoA1wCOgF/F9RVU48vRRFYVjqEg0rroela4XLDzsLOz5v+zkAH+/7mOjEaACKWRZjYfuFAIzdPZaIuAhjnjqVSzK8ZXVUFcZvCiAuSfcopyKEEEIIIcRzK88BXxpFUWYCUwBb4CugfmFXSjwbupYuQVkLcy7EJeB7L7rA5fTx6EPDCg25HXObOQcfLvPY16MvrZ1bEx4Xnm5tPoAP29bApaw9IRFxfPHX+QIfWwghhBBCiOdZvgM+VVU/xRDoRQM9gW8Lu1Li2WCh0TC4oiNQ8IXYATSKhi87fgnAon8X8d+9/wBDK+LyLsux0Frwvf/3/BPyjzGPpZmWBb08MdMorDkSwpFLBZ88RgghhBBCiOdVrgGfoij9FUUJVxTlnqIoaxVFsVdV9Y6qqn+pqjpPVdUhj6Oi4un0TvlSWGs07L8XTXBswRZiB2hYsSH9PfuTlJLE+N3jjdtrlqrJ5GaTARi+cziJukTjPrcKxRnZ5iUAPtp8mphE6dophBBCCCGEqby08E0F2gEuwFVgTs7JxYukpLkZb5QtCcDKAi7Enmauz1zsLOzYfn47ey7tMW7/uNnH1CxVk+DwYL44/EW6PO+3fgm3CsW4ERnP7J3nHun4QgghhBBCPG/yEvA9UFX1lKqqd1VVnQo0KOpKiWdL2hINm+9EEpZUsIXYAcrZl+OT5p8AMHrXaHR6Q4udpZklK7qsAGD2wdlcjLhozGOu1bCwlxcWWg0bjl7jnwuPFnQKIYQQQgjxPMlLwFdOUZShiqI0VxTFCTAv6kqJZ0t1GyvalSpGol5lbWhE7hlyMLrRaKqVrEZQWBDLji0zbm/l3IoBXgNITElkjf+adHc9JAkAACAASURBVHlqlbVnTLuaAEzcfJr78QUPOoUQQgghhHie5CXgmwZ4ALOA84Cboih/KIoyV1GU3kVaO/HMGJbayrc6NJyEAi7EDmBlZsWi9osA+NT3U8LjHk7GMr/dfNb3WM+sNrMy5Rvaohp1Kpfg9oMEZvx+tsDHF0IIIYQQ4nmSl4XXv1VVdaSqqi1VVXUAqgFfA1FAp6KuoHg2NC1hh6udFeHJOrbdLfhC7ACv1nqVttXaEpUQxbT904zbHW0c6e3eG0VRMuXRahQW9PLE0kzD1pOh7Am680h1EEIIIYQQ4nlQkGUZbqiq+oeqqp+rqtq3KColnj2KojC0YmkAvn2EhdjTylrcYTFaRcvyE8sJvBOYZbqMx6juZMdHHV0AmLQ1kMjYpALXQQghhBBCiOdBvgM+IbLzWpkSlLYw41xsAociYx6pLLfSbozwHoFe1fPhXx9mCu5O3DxBg+8apFubD2BgE2caVHUgPCaRqdvPPFIdhBBCCCGEeNZJwCcKjaVGw8AKhoXYlz/iEg0AM1rPwMHagf0h+9kWvC3dvt8v/M7xm8czrc2n0SgseN0TGwstO07fYufpW49cDyGEEEIIIZ5VEvCJQtWvvCNWGoV99x5wMTbhkcpysHbgs9afATBu9zgSdA/LM12bb/6R+enyVS5lw6ROtQGY8msgYdGJCCGEEEII8SKSgE8UqlIWZvQq6wDAyhuP3so3tN5Q3Eq7ERIVwiK/RcbtVmZWLO+8HIBZB2alW5sP4J2GlWlew5HIuGQmbwt8pDGF4umTok/hdsLtdK27QgghhBAiMwn4RKEbUtGwRMOm2/e4l6x7pLLMNGb8P3t3Hh5nWe9//H0/s2dmsidt0pYuLN1bKFtlkRZpBbGAIIgcQEQWBTkguIDHnx7FXTnKUQEBEQUEDwoHCxwpIGUThEL3jaV7m2ZfZpLZn/v3xyyZyUyWtkkmk3xf1zXXPPvc6dNJ5jP3dueZdwLww1d/yN6Oval9i6cu5nPzP0coFuJLz3wpI9QppfjJBfPwOqw8v6meJ1fvzbq2KBwxM8bqutX84o1fcO5j51L5s0o++6/P8k7dOxnHfe/l73HLc7dwxz/v4E/r/8TKHSt5r/k9fCFfnkouhBBCCJFf1nwXQIw+R7mdLC738lKLj4f2NnPjlHGHdL3Tp57O+TPP54nNT3Dri7fy0KceSu37+dKfs/y95by4/UUeWf8Il867NLWvttTF/1s2i6//ZR3f+dtGTjq8kvElzkMqixgeMTPGuvp1rNyxkpU7V/LKzldoC7ZlHFNqK2WCd0LGtofWPcQHLR/kvKbH7qHGU0Ott5YHz3uQKaVTUvve2fcOXoeXGk8NXod30H8eIYQQQoh8kcAnhsQXJ1XzUouPB/Y28qXDqrAbh1aZ/LMlP+OZ957h4XUPc91x1/GRSR8B4nPz/XzJz7nyb1fylee+wllHnEVFUUXqvAuPnchzG/bz4pYGvvHXdTz4+eNzzuMnRpZLn7yUxzY8lrFtSukUFk1ZxKLJizhtymnsWLODyaWTM475wek/YGfbTvb59rHPv486X1182bcPf9jP+y3v837L+zgsjozzzvvzeezp2ANkBsMabw21nsSzt5bzZpxHka1oaH94IYQQQohBJIFPDImPlnmY4XaypTPIUw1tqX59B2ta2TRu+cgt/PC1H3Lj32/kzavexFDxEHnF0Vfw4NoHeWXnK3zjhW9w/zn3p85TSvGj8+ey5Bev8PJ7jfz57d1cfMJhh1QWcehMbXbX4O1YydlHns3Vx16d2n/ihBN5c8+bGQEvvUYOYAc7sq570eyLcr6e1pqOUEcq/FW7qzP2HVVxFA6LIysY9tTy9ZaMwLfw/oU4rc6sYFjrrU2FRqkxFEIIIUQ+SeATQ0IpxTWTqrh5y27u3d3Ip8eVHXLN2m2n3saDax/k7X1v88e1f+SKo69IvdZvP/lb5t09jzf2vEFnuBO33Z06r7rYyffOnc2Nj63h9qc3cfIRlUwql1qa4dQz4L2y8xVag62p/RqdEfhuOOEGblp406C9vlKKEmcJJc4SZlbNzNr34uUvxsuhNe2h9lTNYJ2/u4awobOBUmdp6rxwLMy/9v6r39f22D00fq0Rp7W7OfGdb95JlbsqIxxKMBRCCCHEUJDAJ4bM+dVl/PDDOtb7A/yzzc/JZYf2gdZj9/CTM37CZU9exq0v3Mr5M8+n2FEMwIzKGTx/2fMsnLgQh9WRde4582v5+4b9/N+G/Xz9L+t45KoTMQxp2jnUNjdu5rYXb8sKeACTSybHa/CmLGLxlMUZ+yyGZTiLmaKUotRZSqmzNCsY9mQ1rGy6blMqEKaHw/Rlq2HNCHu+kI+bnssOs+lNSWu9tUzwTuCnS36a+qJEa40/7JdgKIQQQogDIoFPDBmnxeBzEyq4Y0c99+5pPOTAB3DJ3Ev4zdu/4c09b/LDV3/Ij8/4cWrfaVNO6/U8pRTfP28Ob21v4Y1tzTz05k4+d9KUQy6PiEvW4G1t2spn5nwmtb3IVsRTW58CMgPeoimLsppoFhpDGcysmtlnMEyGtHQxHePGE2/MCoY9m5KOc4/jZ0u755hsCbRQ+bNKPHZPRpPR9OUabw0TiydyRPkRQ/NDCyGEEKLgSOATQ+qKCZX8elcDK5o62NYVYlpRdu3bgTCUwZ1n3smJ95/IL978BVctuKrXD7eBSACXzZVar/A4+MGn5vDFh9/lx/+3hdOOqmJKpTvnuaJvvTXRtFvsLJu+LNXPbXLpZB694FEWTlw4aAFv27ZtLFu2jCuvvJLrr7+e5cuXM23atEG59mBTSmXVyJU6S/nlmb/M2JZsSpqqIfTVETEjGcc0dTXhtDrxh/281/we7zW/l/M1J5dMZsdNO1LrDZ0N3PT3m3KGw1pvLR67Z3B+WCGEEEKMSBL4xJCqsts4f1wZj9a1cN+eRn501MRDvuYJE07gc/M/xx/W/oFbVtzCUxc/lbG/3l/Pdc9eR0eogxWXrsjoO3jmnBrOPbqWp9bs46uPr+XP134EizTtHJC1+9fy0o6XcvbBAzis5DAWT1lMR6gjY2CTi+dcPKjlWLZsGVu2bAFgy5YtLFu2jI0bNw7qawy39Kaks6pm5TxmeuV0ur7ZRVuwLVUzmD4KaXLbeM/4jPN2te/i0Q2P9vraXruXGm8NCycu5A/n/SG1vSPUweq61alwKMFQCCGEKEwS+MSQu2ZiFY/WtfBYXQvfmDqeUtuh/7f70cd+xF83/5W/bf0bKz5cwdLDl6b2Gcpg5Y6VtARa+NP6P/Fv8/4t49zvnjObNz5sZtXOVh54bTtXf3Rk1g7lk6lNTG1iNbrv1Rf+9oWMic6TAW+4m2hu3boV0zTj5TRNtm7dOiyvOxIopShzlVHmKus1GPY0uWQyfzjvD93hsMd0Fb6wD1+zj1pvbcZ56+rXsegPi1LrXrs3o2YwWVM4u2o2Hz/i44P5YwohhBBiEEngE0NupsfFaWVeXm718dC+Zm6YfGgTsQPUeGv41qnf4tYXb+Urz32FNdeuwWaxAVDlrkrNzXfzips568izKHd1TwtRWmTnxxfM5coHV/GzFVtZPKOKI6rH9kAYpjZZX78+NdH5yzte5t5l9/LpWZ9OHXPhrAuZUz0n733wpk+fnqrhMwyD6dOn56UchaLKXcXl8y/PuU9rTVuwjX2+fWh0xj5DGZw06aRUOPSFfWxt3srW5syAfeYRZ2YEvpd3vMy1T1+bMY9hcnlf6z7ce914HV4qiyqpLKoc/B9YCCGEEBkk8Ilhcc2kKl5u9fHA3ia+OKka2yA0o7xp4U3c9+59bGrcxD2r7uGGE29I7Uufm+/WF27l3mX3Zpx7+oxxXHjsRB5/Zw+3/M9a/vqlkw65PIUkV8Dr2UTznX3vZAS+b5zyjeEuZk7Lly9n2bJlAMyYMYPly5fnuUSFK73GsKeTJp3E61e+DmQGw56DzcyszBy0Zmf7zpzBMGVd/Omi2Rfx50//ObV5+dbl3LziZjx2D167F6/DG3+2e+PbEuvzxs3LCJitgVbqO+tTx3nsnryN8iqEEEKMRBL4xLBYXO7lyCIH73eFeLqxjU+Ny/6AeaAcVgd3LL2D8/58Ht9e+W0+O/ezqRqD9Ln57nv3Pi6ffzmnHHZKxvn/b9ksXv+gibV72rnn5Q+ZYxxykQrC4xsf59qnr80KeJOKJ7F46mIWTR7Zo2hOmzaNjRs3snLlSm655ZZ8F2dMSA+Gs6tn93nsBTMv4Lja4zIGoEk2Jf1g7wdYiiz4wj4OKz4s47yGzgY+aPmg37JcPv/yjMC3/L3lfO5/P5dxTJGtKBUakwFy2VHL+NrJX0sds65+Hc998FwqSKaHyvRtEiCFEEIUumENfEqpM4E7AQtwv9b6x70cdzzwJvAZrfVfhrGIYogYiYnYv7Z1D/fsbuC86tJDnogd4Jzp53DGtDN4YdsLfPulb3PX2Xel9s2onMGtp9zK7a/czrVPX8vqa1djt9hT+4udNn766flc+rt/ceeL7/PNExwsOuQSjQymNtnQsIGVO1YSM2N85SNfSe2bUDyB1mBrzoA3GPdEjG1uu5tZVbNy9jFcuXIlixYtynneZ+Z8hlMnn4o/7McX8sX7FqY9+8N+fGEfx9Ycm3Ge0+rkqIqjUsf4w366Il10Rbqo76xPHdezPG/sfoOvv/D1fn+ezx/9eR4494HU+lNbnuKON+7otQYy+TyzaiYLahakzgtEAoRjYQmQQgghht2wBT6llAX4DbAE2AO8rZT6m9Z6U47jfgI8N1xlE8Pj0+PK+dG2Otb6ArzV3smJpYc+6p9Sil9+/JfMv2c+v33nt3zxuC8yb9y81P5vnvpNHt3wKJsaN/Hzf/6cb576zYzzTzmykksXHsbDb+7iu28EWb73dT4xt4ZPzK2httTV8+VGrPSAt3LHSl7e+TItgRYAajw13LTwplSYO772eLb9+zYJeGJE8dg9HFVx1AGfd9Hsi7ho9kWpdVObdEW6ssJitbs647y54+Zy88Kb48f0CJXp5xY7ijPO29G2g1d3vdpvua477joWnN0d+B5Y/QBf/r8vA7lrIJNB8ewjz+ay+ZelztvcuJnV+1dnN3VNPLvtbgw1RponCCGEOCjDWcN3AvCB1nobgFLqMeBcYFOP424A/gocP4xlE8PAZTH4XG0lv9gZn4h9MAIfwOzq2Vx3/HX86q1fcdPfb+LFy19MBRmn1ck9Z9/DGQ+dwe2v3M5Fsy/Kmrfvm5+YSSBssnzNHt7d1ca7u9r4/jObWXBY6YgOf+FYmHtW3ZMV8JImFk9MjaIZ0zGsKv52t1lsTC2bmo8iCzHkDGWkmmLWUNPrcSdNOomTJvXfd1frzMFsLpx9IfPHz8+qhcyomQz7OGHCCRnnmdrEbXPTGenMWQOZNME7ISPwPfv+s3z1+a/2WUa3zc1NC2/i+6d/P7Vt+dbl/GnDn7prIHOERY/dw7SyaUwundzvv4MQQojCNZyBbwKwO219D3Bi+gFKqQnAp4DTkcA3KiUnYn+2sZ2dgRCTXYc2EXvSfy76Tx5Z/wgv7XiJJzY/wQWzLkjt+9i0j3HZvMt49v1n2d66PSvwFdmt3HHRfJaWtxCpns6z6+v4x5aGERX+TG2ysWEjMypnpEYjtRk2fvDqD2jobAAyA96iKYuYWjpVavCEOEQ930PJCewP1A0n3sANJ96AqU06w529hsWetZxHVRzFxXMu7rUGsjPSSWekM+v11tav5bENj/Vbrq+f9HV+suQnqfWfvf4zvvvyd1Oh0B61M71hesZoq7XeWmZWzmRSyaQD/ncQQggx/FTPby+H7IWUuhD4uNb6qsT6ZcAJWusb0o55HLhDa/2mUupB4OlcffiUUtcA1wCMGzfu2Mce6/+P2nDz+/14PDJRcS536SJewc5ZhPicCgzadf937/9y5wd3Mt45ngePexCHpTtMtkfaASixlfR6fvo9C0U1axtjvLU/yrrGGGGz+7gjSg2OH2/luHEWKlxD05TK1CY7Onewpn0Na9rWsLZtLR3RDn5zzG+YVdzdF+nJvU/iMBwcXXo0Nc6aMRXw5D1WeOSeDT5TmwRjQZRSuCzdX0bt6NzBB/4P6Ip1EYgFCMQCdMW64uvRQGr7knFLOLvm7NR5D2x/gId2PdTv61522GVcOfXK1PqK+hW83vQ6FfYKKhwV8Wd7BZWOSsrt5RRbi8fU76d8kvdZYZH7VXhG6j1bvHjxO1rr43LtG87A9xHgP7XWH0+s3wagtf5R2jHbgeRfhEqgC7hGa/2/vV33uOOO06tWrRqych+svgYnGOs2+Lo4Y9V7uC0Gq0+aTbF1cAYwiJpRFvx2Aesb1vP9xd/nPz76Hwd0fm/3rCsc5R9bGlI1f8FId/obrJq/ZA1e+jQJzYHmjGMmeCdw19l3cc70cw76dUYTeY8VHrlnI196DWRHqIMVr61g3BHjUlNxJJ+vXnA1F8+5OHXeDc/ewK/f/nWv17Vb7NR6a/nOad/hiqOvSG1fs38NDZ0NqZrTMmeZBMNDJO+zwiL3q/CM1HumlOo18A1nk863gSOVUlOBvcDFwCXpB2itUx2L0mr4eg17ojDN8RZxcqmH19v8PLKvmS8dVt3/SQNgNaz88sxf8rE/fowfvvZDrjj6CiYUT8h57D7fvgE3yyqyW/nkvFo+Oa+WzlCUl7Y28My6Ol7amt3s8+x5tXxi7nhqSg4s/N3y3C388l+/zNg2wTshYxTNaWXT5IMQEIqG2NCwgX80/APfVh9lrjJKnaWph9vmln8nIQ6SoYx4c06Hl1pvLftL97NozqJ+z/vS8V/ilMNOyZqnMbncEepgR9uOrD6Rd719F/e9e19q3WFxUOOtocZTkwqBNZ4azpl+Tr9TggghhMht2AKf1jqqlPoy8dE3LcADWuuNSqkvJvbfM1xlEfl37aQqXm/zc/+eRq6eWIV1ECZiBzh96umcP/N8ntj8BN944Rs8fP7DWcd86x/f4qev/5SXPvcSJx928gFd3+3oP/zd/vSmrPBnapNNjZtSo2guqFmQMWLowokLmbBJAl5P/rCftfvXsnr/at6te5fV+1ezoWEDUTMaP2Bz9jlWw5oRAMucZTmXS52lWWGxzFmGwzo4/UqFGEt6m4ojqTPcSZ2/jgpXRcb26RXTOX3q6an5GttD7exo28GOth0Zx00pnZIR+K7+29W8sP2FVCBMD4fpfQ2lxlAIIYZ5Hj6t9bPAsz225Qx6WusrhqNMIj/OqChmmsvBtkCIZ5raOLf60CdiT/r5kp/zzHvP8Mj6R7ju+OuyRuJTKCJmhGufvpZ3r303Y26+A9Ez/CWbffYMf253PS36RRrN54ipeDPNXe27MgLfp2d9motmXzSmP5i0BFpYXbc6I9xtbdqKJrNGQKGYUTmDKqrwlnlpC7alHq2BVgLRAE1dTTR1NR1UOZxWZ+5w2EdYTO4rcZZgNYb116oQBcFtd2cNmAVwy0m3cMtJt6TWuyJdqfCXXkM4f/z8jPO2t23PGQx7euKiJ/jUzE+l1n+/+vfUd9ZnhkRvjQRDIcSoJp9MRF4YSnH1pCpue28P9+5uHNTAN7VsKl896av84NUfcOPfb+RfV/0rY56qb576TR7b+BgbGzdyxz/v4LZTbzvk13Q7rCybX8sxU032P/Mz3vjQR6xrPi7zWDo7x+HgEiZyCcWeRhYe4eDKjxyTcf5Ym4i5zleXCnXJ51wf3KyGlTnVczhm/DEsqFnAMeOPYf74+Xjsnl7b0IeiIdpD7akAmAqDwdbMcNhzPdBKa7CVYDTIfv9+9vv3H9TP5rF7MmsVk8HQ0XutYnLZ6/DKnGpiTCuyFXF4+eEcXn54n8c9dfFT1PnrUuEwVzPSfb591Hgzp+Z4YM0DvLbrtazrOSyOjJrB7y76bkaN5e723XjsHkqdpRIMhRhmWmvCWhMxNSFTE9GakGkS0ZqwmXyYhBPr3dszt4VMTcQ0U9cIm8nr9thmasLazPl6EVMT0V7W5fsf5QBJ4BN5c9H4Mn6yrY53OrpY1d7JcSXuQbv2rafcyu/X/J5V+1bxx7V/zBgkwGVzcffZd7PkoSV875XvcdHsi/r9cNFTsonm23vf5vPHfD61vdRZytMf/JWoGWVC5VpOOayO8dYzaGyZxFvbOunwV7FiDaxY8yHHTm5JDPhy4H3+CoXWmh1tO7LCXa4w5bK6mD9+fka4m1M954CbWDqsDqqt1VkTbQ+0vIFoICMo9gyHqX2htqxQ2RZswx/24w/72d2xu/8X7MFQBiWOkgGFxVw1ji6ra0R+GN22bRvLli3jyiuv5Prrr2f58uVMmzYt38USBSxZY5ir1jBdzz6DXzjmC3xk4kdy9jHc3rad7W3bAfiPUzMH/Tr/f85n1b5VqWCYCoee7pBY661l4cSFeOwjb/Q+IfqitSaqIazNeDgyNaFUwOoOOr2GrcR5fYeteIAK5whV4fTtOcoQGaYBJgfKQuF9MSuBT+SN22LhstoKfrWrgd/ubhzUwOexe/jJGT/hsicv49YXbuX8medT7ChO7T9j2hlcOu9SHl73MNc/ez3/92//1+f1evbBe3nny6kmg0sOX8LE4omp1338wseZUz2Hw8sOz/jwnd7s8x9bGnhnZyvv7Gzl9qc3cezksoIPfzEzxnvN72WFu7ZgW9axxY7iVLBLhrvpldPz3hxSKUWRrYgiW1GvA/70xdQmvpCvz1rE3sJia7AVf9hPazBe03gwbIatzyan/TVPPdjmzf1ZtmwZW7ZsAWDLli0sW7aMjRs3DslrCZGu5xcg6V/+pUv2Mdzn20edry4rSLptboodxVnBsKfN129mRuWM1PrlT15OIBrImscw2d9QagzHlmgiQIUSAShsavZqgw2+ru5wlAo6A6+JSg9bPcNYv2ErsW1kRapsNqWwGwp74tlmKOzKyNrmUEZ8X2p7/JjM87vPsxkKh2FgUwpH4hrx5cxt9rTXW/XGG/n+5zhgEvhEXl05sZK7dzfwTGMbu4NhJjkH7wPnJXMv4Tdv/4Y397zJD175QcbkwgB3LL2DZ957huc+fI4/b/wz4xmfsX9z42Ze3P5iVsBLSo6iGYqGMrafN+O8nOVJNvtcNr+23/B39twazhrB4S8cC7OxYWNGuFtbv5auSFfWsVVFVRxbe2xGzd3UsqmjsumioQxKnCWUOEuYzOQDPj9qRmkPtvcdFvtonhqMBmnsaqSxq/Ggyu+yuvpscpo1CE7asSWOkl6bJm/duhXTjE9nYpomW7duPajyCTFU+qsxXHnFSiAzGCbD4T7fPvb548s9R39+5v1naAm09Pq6TquTGk8Nr1/5ekbz0yc3P5kaKVWC4aFJNgcMJcNWIvB0L8ef00NY0OwOUcnl7qCWdk6u6+nkvu7rJfeZOUtYDKveG+Z/lWwWRSrQZASdZKhKD1bK6BGOFDbDwKFUzrCVDFYHHbaUGlH//z9QIz0eZ5PAJ/KqxmHn3Ooy/lrfyu/2NPKfRxx4rUpvDGXw32f+NyfcfwK/ePMXXLXgKo6sODK1v9pdzU+X/JSrl1/NjX+/kbvn3Z1x/tee/xrPvP9Mar3WW8viKYtZNCU+imbPGrwDkSv8JUf7TIa/76WFv0/MrWF8ifPg/iEOUWe4k3X16zLC3YaGDUTMSNaxh5Uclgp1yedab+2I+kU9klkNKxVFFVQUVfR/cA7BaJD2YHvuJqj9hMXkgDcBX4B9vn0H9frFjuKcwbDkMyW07mvl1fCrqGMUNRU1vLT9pdRAN6XOUoodxXmv4RWiPwNtSpr05GeezAyH/n0Zg9L4wj62t22nzJXZj/2yJy+jM9KZWndanTlHJL1x4Y04rd1/G4ZrbuWBiPUWjrQmFIuHp/Qw1DNsxUOY2eOY9OslztGZAS3jeokyjBQGxINO6gGxUBivy5kKQ/EQFA89DkNhtxi4DAO7ReE0DOzGAYStjNqw3sOW3VBY5O/0qDZsE68PFZl4vfCt9XXx8VXv4U1MxO4ZpInYkz7/1Od5cM2DnDP9HJ66+KmMfaY2Oe3B03ht12ucU3sOT13dvf937/6Ol3a8NCgBb6B6hr9QtPv7wONSzT6HLvy1BdtYXbc6I9xtbd6KqbO/lzyq4qisZpkHG1QOhrzHBpfWms5I5wHXKiYf7cH2rBFVD5TH7snow5gMg8ltqece25PbRmofxkIm77Oh5Q/72e/fnxEgI7EIVzx1RUYNoi/syzrXUAbhb4VTNeumNin9cSlWHJR5x+FxlFHkKKXIXoLLUYzLVoLT5sVh9/LZuZdn1Hqta9yCxXCgDAfK4gBlA2UjrOkOYTpH2OoR0Lprt0yiI+jjpZV4k0CrUtgACwor8TnCLDoexAydeJgapUGZGkwNJmBqdMwEE3TUxIzp+CNqEouamDGTaCS+HImaRMMmkWgMYt3nk7juobJZFDaLkXh0L1st8XCYXLZZDOy9LKef2/O8g7lGb8tWSzyMGoM09dZIMVJ/L/Y18boEviEyUv8zjFTnvfs+b7Z3cvsRE7h6UtWgXrvOV8dRvz4Kf9jPc5c+x9LDl2bs39S4iVN/fypzbXNZ+ZWVg/rah6IzFOXFLQ08O0Thr95fz7t172aEu1z9UizKwuzq2Rnhbv64+Xgd3oP+2QaDvMdGlpgZwxf29VmruOHDDXgrvRkhsS3YRnuofVACo82wZYdEZwmljhzh0VmS0Rw1Wcs41kbM7Y+8z4aHqTVdMRNfLIYvauKLxrqXYzGaQwHqutppCPhpDgdoDYfoNGF88bTEcTE6olE6ohGUGik15RorYEVhQ8XDFWDRCkNrLIAyQWmNYQIaVEzHayljGh3T6ETQMqMaM2YmApYmlgha0WiMWESnAhVmelBL25anfwGLobAlQpTdasFuUditBnZrPBjZrQb+jg6KvMVEYyaRmEkkphPP2cuxEVRb++9rYQAAIABJREFUeSCshjqkAJkMogcbPHsLttbEMenLyeMtfYTUkfp7sa/AN1J+K4gx7tpJVbzZ3sl9exq5cmLloDYtqPHW8K1Tv8WtL97KTX+/ibVfXIvNYkvtd/qcjPvDOD75+U8ye/bsETOCoNth5Zz5tZyTaPaZHv5W7WxlVaLZZ3/hT2vNrvZdWeGuzl+XdazD4sgYKXNBzQLmVM/JaDIkRC4Ww5IKUFNKp+Q8ZqXq/Y+kqU38YX9WEExfz9jWY197qJ1gNHhIczACeO3eXkNjzlrHHutOq3NU1DLKyKoDE9Oazlh3QPOnwlriOX17IsD5YzE6ot3LvmgMf8wc4NcdjsQjbndHZ8ZepayoRJiyaB0PU1qDaaJME22aKK1xW4pSwciMmbR1tqLNRNAyNToGxBSYCmUqlGlBmSojSCmTRA1Wcj2zNgvdHbQiicdQMCDxQT4RpuyWVJiy93hObU9usxjYrAq7xZLYlh3I+r2GNXmd7GP7Cg1J8fBw8oB+VjMxrUA0EQTDse7l/sJi1nLUJGpqwjGTSFQTNc2M5YFeLxpLXCOtLOHEtZPHRs34IxjJ3YtxJDIUvYbIWDjIq4vyXcIDI4FPjAhLK0uY7LSzMxjm703tnF1VOqjXv2nhTdz37n1sbtrM3avu5t9P/PfUvmXLlrF1y1aUUiN2BMGBhr9jJ5dx/DQLpaXb2dbxbirk5Rr10Wv3ckzNMRnhbkblDOlHJfLCUAbFjuL4aLolB3eN9DkYc4bEnkGyx/aOUAe+sA9f2Meejj0HVYbkSKm5ahB7C4np6yOllnG0j6wa0zoVzPypYGamwle8xiyWCGRmj9AWP6YjGqMzNngfYB2AHYVNg9UEI6YhaqIjJmbYJBqOEQlFCQei6Gh8n+rxTCy72WCuEnaQOXpy///jIihIBR1HIswEY36UEQNLFG2JoFUEU0eI6RAxHSSqQ9gsivNnnZsKU8FYJ7966xdo4sdrokAkvk40sS1CqdPD3y55IlUr4wu3cMrvF6JVNHFsBJfNhtfuwuaMN1X1OrxMLJ7II+c/kip5Z7iTu96+C6/DizdxjNfuxWP3ZGzz2D0jfjAxw1A4DAuOAvozrbXuDn/ReGDNFRTDWSG0OzSGcy1HE+Gzn+U+r5F4nUiOZVNDKGpmtK5Ksuf/V/QBK6D/MmI0syQmYv/W+3u5d3fjoAc+h9XBf338vzj3sXP5zsrvcMncS6gsqgQKbwTBZPg7a04V7+zdwOOrN/P6+wH2N1ckBnwB8BI0KumyFNFlMah0V2YNpnJ4+eEj/o+bEAfiUOZghMxpNXoNiX2ExtZgK+FY+JBGSoX44De9hsN++jEmaxkP1Uj9vRgxdapWLL0WLRnSUgEuUYvWs2YteUzXIAY1p1I4UdgBmwkWU8fDWkRjRmPEwibRUIxwMEowECUajmUHtahGMbCaMAMoslvwOq0UO+14i60Uu2x4nTY8DitN9fuYNuWwVA3WgdZKxY+PhzOHxZKoAYs3eRsMkViEy07+T3yh+JcrvpAPf9ifWk4+O61Ojp9SnjpvT0cH06pKEseE8IcDdEUDdEU7qO+qTx03uSRzhOTGrka+/sLX+y3XBO8E9tzc/UVPQ2cDFz5+YTwY2jPDYjIgeu1eqtxVGV1FYmaMzkhnQQTI4aCUStWQMTQz/ww6rePNZ3uGz3AiTL75r7fyXcQDJoFPjBgXjy/np9vr+Fd7J6s7ujimuGhQr7/sqGUsmbaE57c9z7df+jZ3nX0XANOnT099k20YBtOnTx/U1x0MXZEu1tevz2iWub5hPeFYOHWMcjhxxU6g0jgDIzwPpzkbpzmb8si1HDeujLOn1nDWnPyN9inESJc+rcbBSo6U2m9oDGVvT9YyJh+7O3YfVBnsFnvfNYp9DYzjjNcyDvbvxbBpZoUuXy81a8natI4ezSH90RiBQerDpIAiQ+FURrxmTSuspsaIgREz0VGNGY4RC8eIpIW1YCCCjmhUIqQRi5cnmHgMhMNQiYBmp7jElghuiWdX/NnrtFGcfHbF9yeP8Tit8Q/PvVi5splFi2Ye6j/RkLFZbBxVcdQBnzexeCJbv9z9xYOpTTrDnVlhsaciWxE3L7y5+7i0Y/1hf2o5fa5egJZAC6/sfKXfch1edjgf/PsHqfUdbTs44lfxQXjcNndWTWKydnFq6VR+dMaPUufV++v59Vu/7vf1qt3V3HDiDXJens6zGlZO85zW73VHGhm0ZYiM1A6dI913P9jL3bsb+VR1KXfPnjLo19/YsJH598xHo3n3mneZP35+Rl+VBx54IO99VdqD7azZvyYe7va/y+q61Wxu2pxzpMwjyo/IqrmrclfhT432uY+VWxszmiQcPyXe56/Qw5+8xwqP3LP+JQe/GWhozLUv/Yugg6FQuG1uQm0hyovH0dEeY8b0BXi81dhsJVhtxRhWL4bFA5YitOHCNFyYhoOIshPBRhgrIW0hoA0CpiIySB81DMBtMShSBk6VqFVLNoGMaoj1aAIZjBIKxgh2RejqihINR1NB7WB7Wnoc1owwlh7O0kNbeogrTq3bcNqMIe3nKe+zg6O1zrgvneFO3t73dq81kMltVUVV3HnWnanzNjZsZOHvFuIP+/t8vdlVs9lw3YbU/drYsJE5d8/pt5yzqmax8bru5tVy3vCe57A4+Pspfx+R7zEZtEUUjC9MrOLePY0sb2zjW8EwEwZxInaA2dWzue746/jVW7/ipudu4h+X/4Np06axceNGHn300WHvo9LQ2ZA1DcKHrR9mHWdRFuZUz8kId/PHze+1JsKT1uevZ/h7e0crb+9o5bvLN42a8CfEaJE++M1kJvd/Qg7BaLDP5qitwTaaQkEawlFaYor2mAW/dhBQTsKGF9NaimGvpMheCRYXxUC/MzOa5O4slqB1FB3tREe70LEgREOoWBSLGcOIaSymwhJTGDEDS8xARS2oiAFhK2bEIBayEAsbENNEgPbE40A5LEYigOUOZ5k1az2Cm9OGx2kd0EAcovD0DOFuu5tFUxYd8HVmV8/Gd5uv1xrIZFh02VwZ51W7q/neou/1e/1kdxQ5Lz/nWQwLxPq97IgjNXxDRL5hO3jXbtzBUw1tXH9YNf/v8NpBv35roJUjf3UkzYFm/nLhX7hg1gXA0N4zrTW7O3Znhbu9vr1Zx9otduaNm8eC8Qs4piYe7uZWz83643Aw/KEoL26u59n1dQVf8yfvscIj92xoaa1picRoCEfYH4pQH45QH4rGn8MR6kMR6sNRGsKRAU9GbWiN2wIuw8SuTSw6imFGUbEIRKOYkQhmJIoZjteexcIxYmFNLATRMOiQgRm2oqOOxMD8h/DzYWLShVadmHRipp67Uus6uT1tn90axWnTOO2aIrudIltR6uGyuvpet2Wu93aMy+oaEYPtgLzPCo3cr8IzUu+Z1PCJgnLtxCqeamjj4X3N3Dx5HO5Bnoi9zFXG7Ytv57pnr+Orz3+VTxz5iUEJU0mmNvmg5YNUuEs2y2wONGcd67F7OHr80RnhbmblzIxpIwaTx2Hl3KMncO7RE7LCX7LmL32qh0IJf0KMZqbWNEeiNISjqSDXEIqwPxxNPMfDXEM4SmSAX+K6LQYVVgslysCtFY6YxhrWEIwSCUQJ+SL4O4I0tXQSNg06In19pW2lv48TCnDajLTaMitFDoMiu8Jp19itJg5bDKs1itUSxjBCGJYQqEAi0PmJaD/BaICuSBdd0S66Il0EIon1tEcg2r0tHA0SNsEfAkID/Rc/OA6LY+Ah0ZrjGNvAwqeMpCyEOFDyW0OMOAtK3Bxf7Obtjk4e29/CFyYO7kTsAFcfezV3r7qb9Q3rueONO/jWR791UNeJxCJsbtqcUXO3ev/qnG33y13l8ekP0sLdEeVH5G0UrwMNf5+YW8O4Ygl/QgyWmNY0h+M1cPsTga17OcL+ULw2riEcITrAxjhuQ1FqWHBrcMbAGjEhaBINRAn6wnR1hGhvDRGJxGgAGgZWUiyGymre6M3Rj604Yz15THzdbh3+33WmNglGg9mhsEdQTA+JWccMMFyGYiFCsVDOaXAGk82w5QyJKqrYuGYj0yZNY9eDuzjnzHOYWDURj93T5yM54mSRrUhGlRRilJLAJ0akayZV8fbGTu7f08jnJ1RiDHIHd6th5c4z7+T0P57Oj177EVccfUW/5wQiAdY3rM8Id+vq1xGKZX9tXOutzehvt6BmAZOKJ43YCZl7C38v5Qh/Z8+t4SwJf0L0KmpqmiLRtGaUaU0rEzVyDaEojZFIcpDHfhUphUcrnCbYEiEuFogQ8kfo7AgR9EdQIZOYqWkGstsTZPI4rFR47FS47VR4HIlnOxVuBxUeO5UeB+VuO1vWrmLp4o9SZLeM2N9ffTGUkQpEQ0lrTTAa7Ds49hcuo72fk35exIzQHmqnPZSjF2MNrIuug6nwx61/hAOcTSM5qmRvodBj6z84pj/cNveIaeoqxFgmgU+MSGdVljDRaWN7IMzzzR18vPLgh0nvzeKpi7lg5gX8dfNfufWFW7mq/KrUvo5QB2v2r4mHu0STzE2Nm4jp7GZN08qmZY2UOc4zbtDLO1wGEv6+K+FPjEERU9MYjveDSwW5tL5xyW1N4Whf45dkcGlwmWCNaFQoRiwQJdwZIeALo0ImBGOocAzThA7ij1ycFoMKryNnaKtwx5crPN3hzmkb2Ifw+q0G7kKa5TlPlFLxvnw2F+Wu8v5POEhaa8KxcM7gePKikzEtJpd+/lIe/p+HUU7F9378Pfxhf6+P5NQE/rCfrkgXnZFOOiOd1HfW91+YAXJZXX2Gwp4hMucxPR7SrFWIAyPvGDEiWQ3F1ROr+M4H+7hnd8OQBD6Any35GU+/9zSPrH+E2KQYdzfdzeq61bzf8n7WsYYymFU1KyPcHT3+aEqdgztJ/EiSK/w9s66Ole9lhr/jJ5fzibnjJfyJghQ2TRrS+8P16BuXrKFrjkQZ6DBnjpjGFtWokIkZjBL2R9DBGCqUfJgQiqE1dOU436qgvMhORYkrI8ClauTSa+c8drwOa0HWwIkDo5TCYXXgsDoooyxj3wzHDLZs2cLRtqP509o/MWPGjAPqrhAzY3RFuvoNhgMJj+mPQDRAIBqgsatx0P4dHBZH38HQNvDwmJwXb6j6zgsxEkjgEyPWJTUV/Gz7ft5o62S9r4u53sFvkjO1bCpfPemr/ODVH/DY7sdS222Gjbnj5mb0t5s3bt6QNwsayfoKf2/taOGtHS0S/sSIEjLN1GAm6f3kkn3kks0rW/ockCSNjoc4I2wSC0TRwRiEYqhgPMCpcHyZsInSEE071QJ4ndZ4SCt1pcJaZY/glgx1pUV2Gf5fHJDly5ezbNkyAGbMmMHy5csP6HyLYYlPDO7wDlqZTG0SiAQGLTwmH6FYiFBXiKaupkErq91i7zcUDjQ8Jh92i12+iCkwWms0GlObqeWez4FYIN/FPGAS+MSI5bVauKSmgnv3NPLb3Y38etbBzUnVn2+e+k1aA63U7avjk8d9kgU1C5hVNQu7ZXDnABxNJPyJfArEzFRgqw9n941LrrdGBx7kjLCZVgMXr31LLidr5ZJBDuJ/PO1Wg6pkbVu5nXJ3IsD1aFZZ4bFT7rbjGOQRh4VIl5xTduXKldxyyy35Lg4Qbxnjtrtx292MY3C6OiT7Sw40PPrD/vjcd5G+94djYVoCLbQEWgalnBAfL6C3UEgYXn3xVebMmMOm+zdx9ifPxuv15gwYGSGkj/1a939MX0FmMM4fjtcYqjIOlN2wE/rYEA/7O8gk8IkR7QsTK7l/TyP/29DKtw6vZbxj8JtcFNmK+M3Zv4nPq3LMokG//mgn4U8Mls5YrDuw5egbVx+K19J1xAbYQ87U8ZCWDG/BGCpsZtbKJYMcYCgyQ1tFdl+4VK2cx4G7QAcyEaKQpfeXrHIPzijeWmtCsdDAw2NyvZ8QGTEjtAXbaAu25X7hw+G1yGtwJDy09aFB+VnEoVMolFK9PtsovOa/EvjEiDbZ5eCsqhKeaWzn93ubuG1aTb6LJPpwIOHv7Hk1nDVnPNUS/saEtkiUTdpCW31r96Tg4Sh1wTD7gxHqIxG6BjgZOKZO1MCZWX3i0mvlCJuUOK3dA5a4XVRUpjeljAe5ZIArddkwpBmlEGOOUgqn1YnT6qSyqHLQrhuOhXsNhOd95jy0VXPOBefwt6f+hlKK/77zv3sNGYYy+gwihjL6DCkDOeZQX6O/84fjNQbj36E/K1euHLT/I8NFAp8Y8b44qZpnGtv5494mbpw8jiKLzBNUCNLDny8Y4R9bGrLC338u3yjhrwBprQlGTAKRGF3hKIFwLLEcy1jeFQyxNhJmkxlhDyZaeWHTzt4vbOp4H7hQvCZOJZpYkhbsnKamymGnMjWdQBEV1bmbUpYV2fMy95sQQkC8X2C5qzznyK0zIzPZsn4LH/3sR3n67aeZMWMGXz7hy3kopRiobdu2sWzZMq688kquv/56li9fzrRp0/JdrAGRwCdGvOOKizjGW8RqXxeP72/hcxMG79s3MTy8TtvAwt+U8vhUDxL+DolpaoLRePjqCscIJgJY5nI05/ZAJHleNG05lrWci1agS+3EqpyY1U60O9HsRREPc+2RVIhLPixhTanFoMpmZZwrHuTK3UVUlNlTtXDpfeGK7PJnSwhR+A51kB0x/JYtW8aWLVsA2LJlC8uWLWPjxo15LtXAyF9OMeIppbh2UhVf3LST+/Y0clltxaBPxC6GT5/hb3sLb20f/eEvGch61ojFl6O9bE/WppkEItFeg1igj0A2mBxWgyK7BbvTSqzSQVeZnQ6vlail+71pN2GKaTAdCzOtdlp9O/jIMXMy+sIVO6UZpRBi7BmJg+yIvm3duhXTjPchN02TrVu35rlEAyeBTxSEs6tKmeDYxwddIV5s7mDJEM3LJ4ZXrvD39Lo6Xs5z+DNNnQpb6TVi6YEqO5RFc24P5ghtwchAp+U+eE6bgctmochuxWW34LJZUs9F9p7L1tzbE+cUJfbHly3URaO82NLBiqYO/tXuJ5rW9e6IIgdLKopZWlnC8cVurGlhbuXKvSyaK/1whRBCFJ7p06enavgMw2D69Ol5LtHASeATBcFmKK6cWMXtH+7j3j2NEvhGoQMNf56ASaMvFK/dStR45arp6iuM9QxhXeF47VooOvSBLD2AJYNU5rIVl92gyG7FmQhgRXZLjmVrxrkuW/wxmLVmMa1Z1d7JioY2VjS1835X93DUFgUnlXpYmgh504ocg/a6QgghxEhRyM1wJfCJgnFpTTl37NjPq61+NvkDzPK48l0kMUR6hr8XNzfwzPrM8AfAyy8MWRly14RZUrVm/YUwl93AZbPmvIbTOriBbCj4ojFeavGxoqmdf7R0ZExOXmw1OL28mI9XlrC43EupTf6UCCGEGN0KuRmu/JUWBaPEZuWz48v53d4mfru7kTtnHpbvIolh4HXaOO+YCZx3TGb4++f79bgc9lTYijdLNDKaMGbXmsWPy709PcwZY3J+tZ2BEM83d7CiqZ032jqJ6O62mlNddpZWlLCkspgTSzzYRnhgFUIIIUScBD5RUK6eVMUDe5t4sr6V/5hWQ/UQTMQuRq708Ldy5UoWLVqU7yIVtJjWvNvRxYqmdlY0d7C1M5jaZwALS9wsqSxhaUUxRxQ5xmQIFkIIIQqdBD5RUKa4HHy8spi/N3Xw4L4mvj5VBoAQ4kD4ozFWtvhY0dzOi80+miPR1D6vxWBxRTFLK4o5vaKYcmmqKYQQQhQ8+WsuCs61k6rjgW9vEzccNg6XTMQuRJ92B8M839TO880dvN7qJ5zWVHOy087SymKWVpRwYqkbuyHvJyGEEGI0kcAnCs7CEjfzPC7W+QM8Ud/Kv9VW5LtIQowoptas6ehiRaI/3qYeTTVPKHGnpk44SppqCiGEEKOaBD5RcJITsV+/eRe/3d3IJTXl8oFVjHmdsRivtPhY0dzBC80dNIa7m2q6LQaLyr0srSjhYxXFVNrlV78QQggxVshffVGQllWXcvuHdbzXFWRli4/FFcX5LpIQw25vMJwaVfP1Nj8hs7up5kSnjaUVJSytLOYjpR4c0lRTCCGEGJMk8ImCZDcMrpxYyQ+31XHvnkYJfGJMMLVmrS/AikR/vA3+QGqfAo4tLkqFvBlup9R8CyGEEEICnyhcl9VW8Isd9bzU4mNLZ4AZbpmIXYw+XTGTV1vjE6C/0NxBfVpTzSKLwaIyL0sqizmjopgqu0xTIoQQQohMEvhEwSqzWblofBl/2NfMfbsbuWOGTMQuRof9oQjPN7fzXFMHr7X6CKY11ZzgsKXmxjup1INTRqkVQgghRB8k8ImCdvWkKv6wr5m/1Ldy27RaGYxCFCStNev9AVY0dbCiuZ11vkDG/qO9RYmpE4qZ7XFJU00hhBBCDJh8OhYF7YgiJ0sqinm+uYM/7G3ilqnj810kIQYkEDN5rdXH880dPN/cQV0oktrnMhQfTYyqeUZFMeMc0lRTCCGEEAdHAp8oeNdOquL55g5+v7eJ6w+rliZuYsRqCEXio2o2t/NKi5+Aaab2jbfbWFpZzJKKYk4p8+KS/8dCCCGEGAQS+ETBO7nUw2yPk43+IE82tPLZGpmIXYwMWms2+gOJCdA7WOPrytg/z+tKjao5V5pqCiGEEGIISOATBU8pxTUTq7lxyy7u3d3IxeNlInaRP8GYyett/tSomnvTmmo6DcWpZV6WJkbVrHHY81hSIYQQQowFEvjEqHDeuFK+v20fmzuDvNbq59Ryb76LJMaQxnCEF5o7eL6pg5WtPrpi3U01q+1WllQUs7SyhFPLvBRJU00hhBBCDCMJfGJUcBgGV06o5Cfb93PP7kYJfGJIaa3Z0hlMjar5bkcXOm3/HI8rFfLme10YUuMshBBCiDwZ1sCnlDoTuBOwAPdrrX/cY/+/Ad9IrPqBL2mt1w5nGUXhury2kjt31vNiSwfvdwY50u3Md5HEKBIyTd5o86dC3p5gd1NNh6E4udTD0soSllQUM8EpTTWFEEIIMTIMW+BTSlmA3wBLgD3A20qpv2mtN6Udth04TWvdqpQ6C7gXOHG4yigKW4XdyqfHlfNwXTP37Wnkp9Mn5btIosA1haO8mBhVc2WLj860ppqVNitLEnPjfbTMi9tqyWNJhRBCCCFyG84avhOAD7TW2wCUUo8B5wKpwKe1/mfa8W8CE4exfGIUuHpSFQ/XNfP4/hZunVZDuU1aLYuB01qztSvI803xUTVXdXRmNNWc5XaytLKEpRXFHF1cJE01hRBCCDHiDeen4QnA7rT1PfRde/cF4P+GtERi1JnudrK43MtLLT4e2tvMjVPG5btIYoQLmyZvtnWyormdFU0d7AqGU/vsSnFSqSc+P15lCZOkqaYQQgghCozSWvd/1GC8kFIXAh/XWl+VWL8MOEFrfUOOYxcDdwGnaK2bc+y/BrgGYNy4ccc+9thjQ1r2g+H3+/F4PPkuxpi0Vlv5ER7KMPkVHVgHWAkj96ywHMr98mnFGqy8g4212AjQ/Z/Ei8kxRDmWCPOI4JJKvEEj77HCI/es8Mg9KyxyvwrPSL1nixcvfkdrfVyufcNZw7cHSO9UNRHY1/MgpdQ84H7grFxhD0BrfS/x/n0cd9xxetGiRYNe2EO1cuVKRmK5xoLTtOaJt7eytTNI68x5XDi+fEDnyT0rLAdyv7TWfNAVYkVzB883tfNWeydm2v7pbidLE6NqLiguwiJNNYeEvMcKj9yzwiP3rLDI/So8hXjPhjPwvQ0cqZSaCuwFLgYuST9AKXUY8ARwmdb6vWEsmxhFlFJcO7GKm7fu5t7djXx6XJlMxD4GRUzNv9r98f54ze1sD3Q31bQpxSml7tSompNdjjyWVAghhBBi6Axb4NNaR5VSXwaeIz4twwNa641KqS8m9t8DfBuoAO5KfECP9lY1KURfzh9Xxg+21bHeH+CfbX5OLpN5+caCtkiUf7T4WNHUzkstPtqjsdS+cpuF08vjtXiLy714ZVRNIYQQQowBwzqEodb6WeDZHtvuSVu+CrhqOMskRienxeCKCRXcsaOee/c0SuAbxT7s6p4A/a32TmJp3ZKPLHKkRtU8rsQtTTWFEEIIMebImPVi1LpiQiW/2tnAiqYOtnWFmFYkzfYKndaaXcEwG/wBntBO/uPNzXwYCKX2WxWJCdCLWVpRwlS550IIIYQY4yTwiVGrym7jgvFlPFrXwn17GvnRUTKtYyGJmpoPAkE2+AKs9wfY4AuwwR9Ia6bphECIUquF0yviE6AvLvdSInMvCiGEEEKkyCcjMapdM7GKR+taeKyuhW9MHU+phIERKRgz2dIZZIM/wDpfFxv8ATb7AwTM7GljKm1W5npdlLQ0cvnRczihxI3VkKaaQgghhBC5yKdfMarN9Lj4aJmHV1r9PLyvmS9PlonY880XjbEhUWO33t/Fel+A97uCRHNMCTrJaWeux8Ucr4u5HhdzvUWMs1tRSrFy5W5OKht58+AIIYQQQowkEvjEqHftpGpeafXzu71NXDupGpvUBg2bxnAk1SRzvS/ABn9XxvQISQbxAVbmeYuY43Ex1+titsdFmdTICiGEEEIcEvk0JUa9xeVejixy8H5XiKcb2/jUuLJ8F2nU0VqzJxRhva8rEeziAW9/OJJ1rF0pZnicqRq7uR4XMz0uiixGHkouhBBCCDG6SeATo56hFFdPrOLr7+3hnt0NnFddKhOxH4KY1nzYFerub5cIeG1pc94luS1GqknmnETAO6rIKbWsQgghhBDDRAKfGBM+Pb6cH2+vY60vwFvtnZxYKn2/BiJkJgZTSY2U2cVGf5CAaWYdW2Gzdve387qY6yliisuOIeFaCCGEECJvJPCJMaHIYnB5bSW/3BmfiF0CXzZ/NMZGf2Z/u62duQdTmeCwZfS3m+NxUeOwSc2pEEIIIcQII4FxgML4AAAKlklEQVRPjBmfn1DJb3Y18GxjOzsDISa7xu6k3E3hKBv8mf3ttgdC9Mx2ivhgKnM8LuZ4i5jncTHb66JcBlMRQgghhCgI8qlNjBnjHDbOG1fK4/tbuX9PI7cfOfonYtdaszcUyZgCYYM/wL5Q9mAqNqWY4XamauzmeouY5XbitlryUHIhhBBCCDEYJPCJMeXaiVU8vr+VP9W18LWpNRSPojAT05pticFUkk0yN/gDtESyB1MpshjxWrtEn7t5HhdHuZ3YDRkpUwghhBBiNJHAJ8aUOd4iTi718Hqbn0f2NfOlw6rzXaSDEjZNtnYGu/vb+QJs7AzQFcseTKXcZknV2CUHVZnqcmCR/nZCCCGEEKOeBD4x5lw7qYrX2/zcv6eRqydWYR3hUwR0pg2mssEfD3dbOoNEdPZoKhMcttQUCMlBVWplMBUhhBBCiDFLAp8Yc86oKGaay8G2QIhnm9o5p7o030VKaYlEU1MgrPfFm2R+2JV7MJXDXY74FAiJ2rs5HhcVdnlLCyGEEEKIbvLpUIw5hlJcPamK297bw293N+Ql8GmtqQtFMqZAWO8LsLeXwVSmu50Z/e1meVx4RlH/QyGEEEIIMTQk8Ikx6aLxZfxkWx3vdHSxqr2T40rcQ/ZaptZsD4RYn5q8PD5iZq7BVFyGwWyPM6O/3XS3E4cMpiKEEEIIIQ6CBD4xJrktFi6treDXuxr47e7GQQt8EVPzXleQdb4uNiSmQNjgD9CZYzCVMqsl1d8uGfCmFclgKkIIIYQQYvBI4BNj1pUTKrlndwPPNLaxOxg+4PM7YzE2+4Pd/e0Sg6mEcwymUuOwJYKdK1FzV8REGUxFCCGEEEIMMQl8Ysyqddo5p7qMJ+pb+d2eRhb1cWxr2mAqGxIB78OuENn1djAtbTCVZL+7KrttiH4KIYQQQggheieBT4xp10ys4on6Vh7Z18yJOj6Yyv5wJDGQSiDR766LPcHswVSsCmYUOeMDqSRGyZztceGVwVSEEEIIIcQIIYFPjGlHFxexsMTNm+2dfAcvX3t9I02RaNZxLkMxy5PW387rYnqRE6dFBlMRQgghhBAjlwQ+MeZ9cVI1b7ZvZxcWiEQpsVqy+tsdIYOpCCGEEEKIAiSBT4x5H68s5v7ZU9i0cSMXLzyOSU67DKYihBBCCCFGBQl8YsxTSvHJ6lI8myIc5nLkuzhCCCGEEEIMGumAJIQQQgghhBCjlAQ+IYQQQgghhBilJPAJIYQQQgghxCglgU8IIYQQQgghRikJfEIIIYQQQggxSkngE0IIIYQQQohRSgKfEEIIIYQQQoxSEviEEEIIIYQQYpSSwCeEEEIIIYQQo5QEPiGEEEIIIYQYpZTWOt9lOCRKqUZgZ77LkUMl0JTvQogDIvessMj9KjxyzwqP3LPCI/essMj9Kjwj9Z5N1lpX5dpR8IFvpFJKrdJaH5fvcoiBk3tWWOR+FR65Z4VH7lnhkXtWWOR+FZ5CvGfSpFMIIYQQQgghRikJfEIIIYQQQggxSkngGzr35rsA4oDJPSsscr8Kj9yzwiP3rPDIPSsscr8KT8HdM+nDJ4QQQgghhBCjlNTwCSGEEEIIIcQoJYFvkCmlHlBKNSilNuS7LKJ/SqlJSqmXlFKblVIblVI35rtMom9KKadS6i2l1NrEPftuvssk+qeUsiilViulns53WUT/lFI7lFLrlVJrlFKr8l0e0T+lVKlS6i9KqS2Jv2kfyXeZRO+UUtMT76/ko0MpdVO+yyV6p5T6SuJzxwal1KNKKWe+yzRQ0qRzkCmlPgr4gT9qrefkuzyib0qpGqBGa/2uUsoLvAOcp7XelOeiiV4opRTg1lr7lVI24DXgRq31m3kumuiDUupm4DigWGv9yXyXR/RNKbUDOE5rPRLnmhI5KKX+ALyqtb5fKWUHirTWbfkul+ifUsoC7AVO1FqPxLmlxzyl1ATinzdmaa0DSqn/AZ7VWj+Y35INjNTwDTKt9StAS77LIQZGa12ntX43sewDNgMT8lsq0Rcd50+s2hIP+eZqBFNKTQTOBu7Pd1mEGI2UUsXAR4HfAWitwxL2CsrHgA8l7I14VsCllLICRcC+PJdnwCTwCZGglJoCHAP8K78lEf1JNA9cAzQAz2ut5Z6NbL8Evg6Y+S6IGDANrFBKvaOUuibfhRH9mgY0Ar9PNJ2+XynlznehxIBdDDya70KI3mmt9wI/B3YBdUC71npFfks1cBL4hACUUh7gr8BNWuuOfJdH9E1rHdNaHw1MBE5QSknz6RFKKfVJoEFr/U6+yyIOyMla6wXAWcD1ie4KYuSyAguAu7XWxwCdwK35LZIYiETz23OAx/NdFtE7pVQZcC4wFagF3EqpS/NbqoGTwCfGvEQ/sL8Cj2itn8h3ecTAJZosrQTOzHNRRO9OBs5J9Al7DDhdKfVwfosk+qO13pd4bgCeBE7Ib4lEP/YAe9JaO/yFeAAUI99ZwLta6/p8F0T06Qxgu9a6UWsdAZ4ATspzmQZMAp8Y0xIDgPwO2Ky1/q98l0f0TylVpZQqTSy7iP8S3pLfUoneaK1v01pP1FpPId5s6R9a64L5VnQsUkq5E4NYkWgWuBSQkadHMK31fmC3Ump6YtPHABl8rDB8FmnOWQh2AQuVUkWJz44fIz7uQ0GQwDfI1P9v745BrSzjOI5/fxKILhkIUUHcJSJUuIOLtyGHWsKtoamptggbcnZz0yYdtFVCcBIDlaCC7FqhlSYthYs4yTUJiaLL3+F9D7wqHj3X4z3xnO9net/zHN7nf5cLv/N/3udJPgeWgVeTXE/y/qxr0livA+/RdR1GWyO/PeuiNNYLwFdJLgM/0r3D51b/0vQ8D3yb5BfgB+CLqjoz45r0aB8Bx/v/jYvAgRnXo0dIshl4i65bpP+xvnt+ErgEXKHLUEdnWtQEPJZBkiRJkhplh0+SJEmSGmXgkyRJkqRGGfgkSZIkqVEGPkmSJElqlIFPkiRJkhpl4JMkSZKkRhn4JEnNS/Jpko8H92eTfDa4P5hk/+A8zpUk1/rrL6dcy0KSv5P8/JDxd5P8nsTzJSVJT8zAJ0maB98BSwBJNgBbgW2D8SXgTFUtVtUicArY19+/uZYJkzwzZviPfp4HVNUJ4IO1zClJ0v0MfJKkeXCePvDRBb1fgb+SPJdkI/Aa8NPjPKjv0P2W5FiSq0nOJdnUj32d5ECSb4C9T+HvkCRpIgY+SVLzquoG8F+Sl+mC3zLwPbAL2Alcrqp/J3jkK8DhqtoG/Am8MxjbUlVvVNXB6VQvSdLajVtuIklSS0ZdviXgEPBSf32bbsnnJK5V1egdvIvAwmDsxJOVKUnS9NjhkyTNi9F7fDvolnReoOvwLdGFwUn8M7he5d4fUO9M8qAkHw42i3lxwjokSRrLwCdJmhfngT3ASlWtVtUKsIUu9C3PqqiqOjzaLKZfeipJ0tQY+CRJ8+IK3e6cF+777HZV3Zz2ZEl2Do9+kCRpFlJVs65BkqS5kWQBOF1V28d8ZzfwSVXtWaeyJEmNssMnSdL6WgWeHXfwOnAEuLWuVUmSmmSHT5IkSZIaZYdPkiRJkhpl4JMkSZKkRhn4JEmSJKlRBj5JkiRJapSBT5IkSZIadReMwyxYIf0+wgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "<Figure size 1080x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_wind_farm(mwc_out)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.8.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/notebooks/exercises/CombineModels.ipynb b/docs/notebooks/exercises/CombineModels.ipynb index 9fd0ca090..00a3adc63 100644 --- a/docs/notebooks/exercises/CombineModels.ipynb +++ b/docs/notebooks/exercises/CombineModels.ipynb @@ -1,223 +1,216 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Exercise: Combine Models\n", - "\n", - "In this exercise you can combine the difference models of py_wake and see the effects in terms of AEP and a flow map" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# Install PyWake if needed\n", - "try:\n", - " import py_wake\n", - "except ModuleNotFoundError:\n", - " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "# Importing all required modules\n", - "import time\n", - "import inspect\n", - "from ipywidgets import interact\n", - "from py_wake.examples.data.iea37._iea37 import IEA37Site, IEA37_WindTurbines\n", - "from py_wake.wind_farm_models.engineering_models import PropagateDownwind, All2AllIterative\n", - "from py_wake import deficit_models\n", - "from py_wake.deficit_models import DeficitModel\n", - "from py_wake.deficit_models import NOJDeficit, GCLDeficit\n", - "from py_wake.deficit_models.fuga import FugaDeficit\n", - "from py_wake.deficit_models.selfsimilarity import SelfSimilarityDeficit\n", - "from py_wake.rotor_avg_models.rotor_avg_model import RotorCenter,CGIRotorAvg, EqGridRotorAvg\n", - "from py_wake import superposition_models\n", - "from py_wake.superposition_models import SuperpositionModel\n", - "from py_wake import turbulence_models\n", - "from py_wake.turbulence_models.turbulence_model import TurbulenceModel\n", - "from py_wake.examples.data.iea37._iea37 import IEA37Site, IEA37_WindTurbines\n", - "import matplotlib.pyplot as plt\n", - "from IPython.display import clear_output" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<style>\n", - " .widget-label { min-width: 20ex !important; }\n", - "</style>" - ], - "text/plain": [ - "<IPython.core.display.HTML object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Fix ipywidget label width\n", - "from IPython.display import HTML, display\n", - "\n", - "display(HTML('''<style>\n", - " .widget-label { min-width: 20ex !important; }\n", - "</style>'''))" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [], - "source": [ - "# Setup site, wind turbines\n", - "site = IEA37Site(16)\n", - "wt = IEA37_WindTurbines()\n", - "x,y = site.initial_position.T" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [], - "source": [ - "# setup some utility functions\n", - "\n", - "def get_models(module, baseclass, ignore=set()):\n", - " ignore.add(baseclass)\n", - " return [(v.__name__, v) for v in module.__dict__.values() if inspect.isclass(v) and issubclass(v, baseclass) and v not in ignore]\n", - "\n", - "def run(WindFarmModel, WakeDeficitModel, RotorAvgModel, SuperpositionModel, BlockageDeficitModel, TurbulenceModel):\n", - " if inspect.isclass(WakeDeficitModel):\n", - " WakeDeficitModel = WakeDeficitModel()\n", - " kwargs = {}\n", - " print('Calculating, please wait!')\n", - " clear_output(wait=True)\n", - " if WindFarmModel==All2AllIterative:\n", - " kwargs['blockage_deficitModel'] = BlockageDeficitModel\n", - " t = time.time()\n", - " try:\n", - " \n", - " wfm = WindFarmModel(site, wt, wake_deficitModel=WakeDeficitModel, rotorAvgModel=RotorAvgModel, superpositionModel=SuperpositionModel(), \n", - " turbulenceModel=TurbulenceModel(),**kwargs)\n", - " sim_res = wfm(x,y)\n", - " except Exception as e:\n", - " print (\"Bad combination: \", str(e))\n", - " return\n", - " plt.figure(figsize=(12,8))\n", - " sim_res.flow_map(wd=270).WS_eff.plot()\n", - " print (wfm)\n", - " print (\"Computation time (AEP + flowmap):\", time.time()-t)\n", - " plt.title('AEP: %.2fGWh'%(sim_res.aep().sum()))\n", - " wt.plot(x,y,wd=270)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "# setup available models\n", - "models = {\n", - " 'WindFarmModel':[('PropagateDownwind', PropagateDownwind),\n", - " ('All2AllIterative', All2AllIterative)],\n", - " 'WakeDeficitModel':get_models(deficit_models, DeficitModel, {SelfSimilarityDeficit}) + [\n", - " ('NOJDeficit_ws_eff',NOJDeficit(use_effective_ws=True)), \n", - " ('GCLDeficit_ws_eff',GCLDeficit(use_effective_ws=True)),\n", - " ],\n", - " 'RotorAvgModel':[('RotorCenter', RotorCenter()),\n", - " ('CGIRotorAvg_4', CGIRotorAvg(4)),\n", - " ('EqGridRotorAvg_4x4', EqGridRotorAvg(4)),\n", - " ('EqGridRotorAvg_100x100', EqGridRotorAvg(100))\n", - " ],\n", - " 'SuperpositionModel':get_models(superposition_models, SuperpositionModel),\n", - " 'BlockageDeficitModel':[('None',None),\n", - " ('SelfSimilarityDeficit',SelfSimilarityDeficit()),\n", - " ('FugaDeficit', FugaDeficit())],\n", - " 'TurbulenceModel':get_models(turbulence_models, TurbulenceModel)\n", - " }" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fb7186422e014f34b0aa144c73db7b36", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(Dropdown(description='WindFarmModel', options=(('PropagateDownwind', <class 'py_wake.win\u2026" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "_ = interact(run, **models)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note, the only the All2AllIterative WindFarmModel supports blockage" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.8.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} \ No newline at end of file + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Experiment: Combine Models\n", + "\n", + "In this exercise you can combine the difference models of py_wake and see the effects in terms of AEP and a flow map" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Install PyWake if needed\n", + "try:\n", + " import py_wake\n", + "except ModuleNotFoundError:\n", + " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "# Importing all required modules\n", + "import time\n", + "import inspect\n", + "from ipywidgets import interact\n", + "from py_wake.examples.data.iea37._iea37 import IEA37Site, IEA37_WindTurbines\n", + "from py_wake.wind_farm_models.engineering_models import PropagateDownwind, All2AllIterative\n", + "from py_wake import deficit_models\n", + "from py_wake.deficit_models import DeficitModel\n", + "from py_wake.deficit_models import NOJDeficit, GCLDeficit\n", + "from py_wake.deficit_models.fuga import FugaDeficit\n", + "from py_wake.deficit_models.selfsimilarity import SelfSimilarityDeficit\n", + "from py_wake.rotor_avg_models.rotor_avg_model import RotorCenter,CGIRotorAvg, EqGridRotorAvg\n", + "from py_wake import superposition_models\n", + "from py_wake.superposition_models import SuperpositionModel\n", + "from py_wake import turbulence_models\n", + "from py_wake.turbulence_models.turbulence_model import TurbulenceModel\n", + "from py_wake.examples.data.iea37._iea37 import IEA37Site, IEA37_WindTurbines\n", + "import matplotlib.pyplot as plt\n", + "from IPython.display import clear_output" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<style>\n", + " .widget-label { min-width: 20ex !important; }\n", + "</style>" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# Setup site, wind turbines\n", + "site = IEA37Site(16)\n", + "wt = IEA37_WindTurbines()\n", + "x,y = site.initial_position.T" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "# setup some utility functions\n", + "\n", + "def get_models(module, baseclass, ignore=set()):\n", + " ignore.add(baseclass)\n", + " return [(v.__name__, v) for v in module.__dict__.values() if inspect.isclass(v) and issubclass(v, baseclass) and v not in ignore]\n", + "\n", + "def run(WindFarmModel, WakeDeficitModel, RotorAvgModel, SuperpositionModel, BlockageDeficitModel, TurbulenceModel):\n", + " if inspect.isclass(WakeDeficitModel):\n", + " WakeDeficitModel = WakeDeficitModel()\n", + " kwargs = {}\n", + " print('Calculating, please wait!')\n", + " clear_output(wait=True)\n", + " if WindFarmModel==All2AllIterative:\n", + " kwargs['blockage_deficitModel'] = BlockageDeficitModel\n", + " t = time.time()\n", + " try:\n", + " \n", + " wfm = WindFarmModel(site, wt, wake_deficitModel=WakeDeficitModel, rotorAvgModel=RotorAvgModel, superpositionModel=SuperpositionModel(), \n", + " turbulenceModel=TurbulenceModel(),**kwargs)\n", + " sim_res = wfm(x,y)\n", + " except Exception as e:\n", + " print (\"Bad combination: \", str(e))\n", + " return\n", + " plt.figure(figsize=(12,8))\n", + " sim_res.flow_map(wd=270).WS_eff.plot()\n", + " print (wfm)\n", + " print (\"Computation time (AEP + flowmap):\", time.time()-t)\n", + " plt.title('AEP: %.2fGWh'%(sim_res.aep().sum()))\n", + " wt.plot(x,y,wd=270)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "# setup available models\n", + "models = {\n", + " 'WindFarmModel':[('PropagateDownwind', PropagateDownwind),\n", + " ('All2AllIterative', All2AllIterative)],\n", + " 'WakeDeficitModel':get_models(deficit_models, DeficitModel, {SelfSimilarityDeficit}) + [\n", + " ('NOJDeficit_ws_eff',NOJDeficit(use_effective_ws=True)), \n", + " ('GCLDeficit_ws_eff',GCLDeficit(use_effective_ws=True)),\n", + " ],\n", + " 'RotorAvgModel':[('RotorCenter', RotorCenter()),\n", + " ('CGIRotorAvg_4', CGIRotorAvg(4)),\n", + " ('EqGridRotorAvg_4x4', EqGridRotorAvg(4)),\n", + " ('EqGridRotorAvg_100x100', EqGridRotorAvg(100))\n", + " ],\n", + " 'SuperpositionModel':get_models(superposition_models, SuperpositionModel),\n", + " 'BlockageDeficitModel':[('None',None),\n", + " ('SelfSimilarityDeficit',SelfSimilarityDeficit()),\n", + " ('FugaDeficit', FugaDeficit())],\n", + " 'TurbulenceModel':get_models(turbulence_models, TurbulenceModel)\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "fb7186422e014f34b0aa144c73db7b36", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='WindFarmModel', options=(('PropagateDownwind', <class 'py_wake.win…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = interact(run, **models)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note, the only the All2AllIterative WindFarmModel supports blockage" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.8.2" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/notebooks/exercises/Improve_layout.ipynb b/docs/notebooks/exercises/Improve_layout.ipynb index bf8605b2e..a357fd6c8 100644 --- a/docs/notebooks/exercises/Improve_layout.ipynb +++ b/docs/notebooks/exercises/Improve_layout.ipynb @@ -1,272 +1,278 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Exercise: Improve Hornsrev 1 layout" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Import supporting libraries like NumPy and Matplotlib" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": {}, - "outputs": [], - "source": "# Install PyWake if needed\ntry:\n import py_wake\nexcept ModuleNotFoundError:\n !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git" - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Import and instantiate relevant PyWake objects\n", - "We operate with four fundamental objects in PyWake, namely `Site`, `WindTurbines` and `WindFarmModel`, as explained here: https://topfarm.pages.windenergy.dtu.dk/PyWake/notebooks/Introduction.html." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "from py_wake.examples.data.hornsrev1 import V80 # The farm is comprised of 80 V80 turbines which\n", - "from py_wake.examples.data.hornsrev1 import Hornsrev1Site # We work with the Horns Rev 1 site, which comes already set up with PyWake.\n", - "from py_wake.examples.data.hornsrev1 import wt_x, wt_y # The existing layout coordinates are also available from PyWake \n", - "# PyWake acts a library for multiple model combinations. \n", - "# BastankhahGaussian combines the engineering wind farm model, `PropagateDownwind` with \n", - "# the `BastankhahGaussianDeficit` wake deficit model and the `SquaredSum` super position model \n", - "from py_wake import BastankhahGaussian \n", - "\n", - "# After we import the objects we instatiate them:\n", - "site = Hornsrev1Site() \n", - "wt = V80()\n", - "windFarmModel = BastankhahGaussian(site, wt)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The site object\n", - "There are multiple functionalities available from the site object as well as wind conditions, probability and geometry of the wind farm. We can e.g. plot the wind rose with a specific number of bins by using the plot_wd_distribution function:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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s+wA26iGTyT6zadOm4aqqKvIlExMTlJ+fT9XV1WS321d1rTNnztC11147+/Njjz1Gjz322KLnLhcbQ0T0+c9/nj788MN5r7ndbrJarWQymchoNNL4+DiNjIxQZ2cnvf/++zQyMkJjY2NkMBjIZDKR1WrdMF6upXA4HFRfX095eXk0Ojrq02u3tLRQUlLSqFKpPEIb4B7eCIc/kvcCGGNMo9H8MD09/cETJ05odDqdT67rdDrR2NgIk8mEbdu2YT3yky6EiGC1WlFfX4+ysjIoFAoUFxfDbreDiMAYg0wmg1gshkgkglgshlgshsVigdPpxMDAADiOg9vtnj0cDgdmtpJFYGAgAgMDIZfLoVQqoVKpEBQUtK5lQKVSKbZu3Qqz2Yy6ujp0dXUhPT0dMpm3JpSlSU5ORkVFRdjnP//5Z7Ra7e7R0dEHadqm8onFLzBzYIyJdDrd/1x99dWff/nll9UBAQE+ue7g4CAaGxuRlJSEjIwMnz1gRMvnJ114rt1uR1dXFyYmJmAymeB2u0FEuPfee/HII48gLS0NcrkcMplsxdyfvLy82VSEpfqz2Wyw2WyYmprC5OQkent7YbVaIRKJoFQqERISgrCwMCiVyosuOsHBwcjOzsbAwADOnDmDlJQUREdHr3ocKpUKJ0+eDH3wwQfveO2117Ywxr5ARE4fDfuSwy8wM8x4il7/6le/ev0TTzyh9MUN73A4UFtbC47jsG/fPp/vsLhYftLcBEuz2YzR0VGMjY2hs7MTarUaLpcLsbGxUKlUICLccMMNuP322/Gtb33Lp2NjjEEul0MulyM0NHTeuNxuN0wmEyYmJnDu3DmYzWYEBwcjPDz8ogoOYwxRUVHQarWor69HX18ftm/fvurPSSwW44knnlDqdLornnjiiQ8YY58hIt+6sS4R/AIDgDEm0Wq1b37zm9+88rHHHgv2xc09MjKCuro6pKamwpdZ1XPJyspCS0sLOjo6EB0djT//+c/4wx/+gMbGRgwNDUEulyM8PBzJycmIj4+HUqlEUlISgOkZxm233Ya0tDQ88MADazK+pRCLxQgJCUFISAgSEhJARLNi2NTUBKvVCq1WO5u0udZiI5VKsWPHDgwPD6OoqAhbtmyZTbpcDT/60Y8Ucrl872OPPXaSMXY1fRJrzKy3EWi9DwBSnU73z0ceecRMPsDtdlNdXR2dOXOGrFarLy65LMePH6ekpCSKiYmh22+/nUpLS+nxxx+nZ555hoiWzk/Kz88nAJSRkUHbt2+n7du30/Hjx73udy29SC6Xi/r7+6m8vJxycnKopqaGxsfHaa3zvYimgx1LS0upsrLSZwbr3//+9zatVlsOIIg2wD1/MY9PdMlMxphEr9ef+Jd/+ZerfvnLX4qWKpLkLVarFRUVFdDr9UhOTl7Tb163242+vj50d3dDKpUiNjYWOp0OQspxCuFiFf3mOA4jIyPo6emB1WrFpk2bEBMTs6ZBiESErq4udHV1YdeuXVAqlau6ns1mw3/913/RCy+8UDk8PHyAiKZ8NNQNzydWYBhjYq1W+9Z99933qfvvvz+ooqICWVlZS1ZiW4nh4WHU19dj27ZtCAsL8/Foz2MymdDZ2YnR0VFERUUhNjYWcrl8zfpbivXYVcBut6O7uxt9fX2zy6sL6wL7EqPRiMrKylkDsBBsNhuKi4tx2WWX4e9//7v9Jz/5ydmRkZGr6JNik1nvKdR6HABEOp3ujR/+8IezyyKDwUA5OTlkMpmIDxzHUUtLCxUUFJDNZuPVlg8Gg4FKSkqosLDwotVCWY71DLTjOI6GhoaouLiYioqKaGxsbM36cjgcVFxcTPX19byXaFNTU5Sbm0sjIyOzrz355JNWrVabC0BKG+BZWOtj3Qdw0d8wwHQ63f9+97vfnbzwhuErMi6Xi8rLy6m6unrNHvjx8fGL8iDxZaNE8s4V3pGRkTWx03AcRw0NDVRUVOR1qsFi4uLh8ccft2i12hOYSWH5OB/rPoCLfYSFhf34lltuMS51I3orMna7nQoKCqi9vX3Z84RiNBqpqKiIiouLaXx8fE36WA0bRWA8GI1GKi8vp4KCgjX7e/X29tKpU6dWNN4vJy4eHnzwQZNWq32GNsAzsZbHug/gYh4ymeyzmZmZ4yuF6K8kMmazmXJzc2lgYGDZ6wjBbrdTdXU15efnr+pBEZoE6U1boo0nMB6MRiOdOXOGzp49uyalGkZHRyknJ2fJKnreiAvRtLfxmmuumVCr1f9KG+DZWKtj3Qdw0d4okBobGzs8PDy84MNejKVExmg0Uk5ODk1MTHh1HW9xu93U1tZGOTk51NPTs6qp/mqSIL1pS7RxBYbofCXA3NxcOnfunM/zoyYnJyk3N3fBktVbcfFgMpkoJSVlDEAWbYBnZC2OS7oejLcwxkJ0Ot0H//jHP7RardarNmq1Grt27UJZWRnMZjMAYHx8HGfPnsXu3bsREhLis/EZDAbk5+fDbrfj4MGDiImJWZWLe+4mbQEBAbObtM1Fp9MhKytrgbvXm7YbHcYYIiIicPDgQTDGkJ+fj9HRUZ9dX6lUIjs7GzU1NRgeHgYw31sUHh7u1XWCg4PxwQcfaCIjI99mjK1NNOY687GP5J1xR5949tlno7dt28ar7VyRSUlJQWtrK7Kzs6FQKHwyNo7j0NzcjNHRUZ/EW3hYTRJkb28voqOjYTQaYbPZEBgYiLNnz6KxsXE2oXF0dBQWiwXV1dWzCZAikWh2q1i5XI7AwEAEBASsa2KjWCyedTFXV1djYGAAaWlpPtn2RC6XY9++fSgpKYHdbkdbWxsvcfGQkJCA1157Tf/lL3/5I8ZYJn3Mon0/9gKj1Wp/d+edd2Z86UtfEvRe1Wo1kpKSUFlZiX379vlMXIxGI6qrqxEZGYn9+/f79EEk8i4J0uFwwGKxwG63o7KyEiaTCfX19RgZGUFrayvkcjk4joNUKkVoaOismERHR6OqqgqbNm2aFR2O42C32zExMYH+/n7YbDY4HA4wxhAcHAyVSjW7VawvMpf5oFAosHfvXnR2dqKgoADbtm2DRqNZ9XVlMhl27NiB06dPY/PmzbzFxcOVV14pevjhhxMfffTRvzDGDtNiH+AlysdaYEJCQr61b9++Lz/66KOCtzEcHx9He3s79uzZg9ra2lUF4wHTD39raysGBgawY8cOn5RtuJClkiDtdjvGxsYwOjqKiYmJ2dILoaGhSEhIgFKphFQqRVFRETIzMwEAb7/9NjZv3oyIiIh5fUgkEq8eUrfbDbPZjMnJSYyMjKClpQVOpxOhoaGzyY2+TgJdDMYYEhISoNPpUFVVhdDQUGzZsmVVO0babDZUVFQgMzMTLS0tCAkJgdDyHvfcc0/g2bNnr3jnnXd+AuC/BA9qo7HeRqC1OgDsTU1NHTObhacYeQy6FouFiIQH43lwOBxUUlJCtbW1axoo59mkrb29ncbHx2nLli107Ngxys/Pp4aGBhoeHianc7pI34WFqOa29Rh56+rqFvSxGiOvy+Wi0dFRampqooKCAjp16hQ1NTVdtN0TOI6jpqYmKiwsFBwceaFB12azLWr45YPD4aCsrKxxuVz+OdoAz5AvjnUfwJq8KUCt1+v7VlP932w2U05OzoKbXqjIGI1Gys3Npd7eXsFj8papqSl6/vnnKSYmhqKiouj73/8+2Ww2rzdpO378OKWkpFBiYiL97Gc/W7QPX3qRHA4HdXd3U3FxMeXm5lJjY+OsqK8lQ0NDlJOTw1sUlvIWWa1Wys3NJYPBIHhMIyMjFBMTMwR/ycyNe+j1+v87duyY4OrOdrudcnNzl3RF8xUZT9HptdyBkOM4Gh4eptLSUjp16hR1dHSsuiTncqyVm9ojNvn5+VRUVEQDAwNrmkVtsVjo9OnT1N7e7lU/K7miTSYT5eTkrCqT/v3333fr9frT4LEdykY91n0Avj5kMtlnr7rqqnGhN6XL5aKCggIaHBxc9jxvRMYzFS8uLl6zPY5cLhd1dHRQbm4uVVZW+jw+ZykuRhyM0Wikmpqa2eLonmWdr3G5XHT27FmqqalZVmS8jXMZGxujvLy8VX3mX/va1wxKpfKbtAGeqdUcH6tsasaYOiIiorGysjLyQqOkNxARKioqoNFokJCQsOL5RqMRS2VhExFqamoAANu2bfO5u9btdqOzsxPd3d2IiopCYmLiRd1H6WJmU7tcLnR2dqKnpwfR0dFISEjw+XslIjQ1NcFisWDnzp0Lyl7wjXPp7+9HV1cXsrOzBRmSJycnkZ6ePtLb27uDiPp5X2CD8LEKtNPr9S/+6le/ChciLgDQ2toKqVTqlbgAiwfjAdMPf1lZGQIDA30uLhzHob29HadPnwbHcThw4ABSU1M/1pu0SSQSJCcn49ChQ5BIJCgoKEBzczPcbrfP+mCMIS0tDWFhYSgpKYHTeb6MrpAguqioKGg0GjQ0NAgaj0qlwosvvhim1+v/wtYzmGi1rPcUyleHTCb73NVXXy14aTQ4OEgFBQWCvDtzl0sOh4MKCgqoo6ND0DiWY2hoaNYIKmS5sFKOEcdxdN9991FSUhJlZGTM7ptERHT06FHaunUrpaen080330wffPDBqt7LanC5XNTS0kI5OTnU19fncxtNX18fnTp1iqampniH/8+F4zgqKSmh7u5uwWO55ZZbDCqV6nbaAM+YkGPdB+CTNwGERERE9AtNPrRYLJSTk7Oqei4Gg4FOnjxJubm51NfXJ/g6i2Eymai4uJjKysoEe1e8yTE6fvw4XX/99cRxHBUVFdGePXuIaDqLOD4+ftZwedNNN9EPfvCD1b0pH2Cz2aiyspIKCgp8bkAfHh6mnJwcOnnypCBx8eB0OikvL0/w+IxGI8XExAwDiKYN8KzxPT4WSyS9Xv/Sr3/9a0FLI47jcPbsWWzfvn1VEaZBQUEQi8VwOBw+C54jIrS1taG8vBzJycnYvXu34Ehib3KM3n77bdx6661gjGHv3r0wGAwYGBgAMG0HmZqagsvlgtVqXdOqfd7iiaRNT09HdXU1zp07N7sn02pRKpWz27qs5vOUSCTYuXMnKioq4HK5eLdXqVR46aWXwmb2v77klkqXvMAEBgbesH379iuPHDkiyAjR0NCAyMjIVYWOu91ulJaWIjExEdnZ2QtsMkKwWCw4c+YMbDYbDh48uOoHerH8pL6+Pq/OiY6OxoMPPojY2FhERkZCrVYjKytrVePxJSEhIdi/fz8AoKCgAJOTk6u6nsfm4hGvC20yfFGpVEhKSkJ1dbWg9tdcc43ouuuuS1epVHcIHsQ6cUkLDGMsQK1WP3fs2LFQIeI+PDwMs9k8u5WHEDiOQ1lZGaKjo7Fp06YlDb986OrqQllZGdLS0pCenu6TQt5EK+cnLXXOxMQE3n77bXR0dKC/vx8WiwUfffTRqsfkS0QiEVJTU7F9+3ZUVVWhtbV10fezEhcadCMiIpCUlISSkhJBMxAPmzZtAmMMvb29gto/++yz6uDg4J8xxnyfW7KGXNK5SGq1+p5vfetboUKWRg6HA/X19di3b59gLw8RoaqqClqtFnFxcXPHNSsyfHKX3G43ampqZr1Dvsj69bDSJm0AEB0djba2NqSkpMBsNqO9vR3Dw8M4fvw4AgMDUV9fDwCIj49HRUUF8vLyZtuKRKLZLOrAwMDZrWLlcvlFzahWq9U4cODA7Ha4O3fu9NrDtpS3KCoqCm63G+Xl5cjOzhb8fjIyMlBYWIiwsDDehdqVSiUeeugh9SOPPPJTAA8KGsB6sN5GIKEHgOCIiIhBofkrZWVlqzbGNjc3U1VV1ZK/5xPxyzeilC+L5RhVV1fTyMjIbE7QY489Rnv37qXa2lp68803aefOnWQymaigoIC2bt1KFouFOI6jW2+9le67774F1zeZTDQyMkLd3d1UX19PxcXFlJOTM5sDNTQ0tGbBcovhiaD25h7xxlvU2NhItbW1qxrT6OgoFRYWCvqMHQ4HxcXFjQDQ0QZ4Br051n0AQo/w8PDHjh49KqgmYn9/P5WVlQlpOu8ahYWFK7q1vRGZkZERQTkxfDl+/DglJydTbGws3XnnnZSbm0s//vGP6fHHHyebzUYcx9Hdd99NiYmJdNlll837G/30pz+l1OtbzTwAACAASURBVNRUSk9Pp1tuuYWXm9put1N/fz/V1NRQXl4eFRQUUFtb20XZmM6TA9bf37/kOd66ojmOo7KyMlpNjhsRUU1NjeBrvPbaay69Xn+MNsAz6M1xSUbyMsbCN23a1NDa2qrlu0G90+lEQUEBLr/8csFeI4PBgKqqKuzfv9+r6fdyEb/9/f1obW3Fnj171qxsgdvtRn9/P7q7u0FEiIiIQGRkJIKCBFexWFUk79TUFAYGBjAwMAAiQkxMDGJiYny6JJyL0+lEaWkpoqOjER8fP+93fIPo3G43zpw5gy1btsDb6ogX4nK5UFBQgOzsbN5LJY7jkJ6ePtrU1JRNRO2CBnAxWW+FE3LodLo//u///q+gRI+qqqpVBT7ZbDZB2dSLzWTa2tqosLBwzfKUTCYT1dbWUk5Ojs8zlH2VizQ1NUXNzc2Uk5NDVVVVa5YQ6nK5qKSkhBobG2eXJ0KD6KampuaV8RDC0NAQlZSUCGr7wQcfcBEREcdpAzyLKx2X3AyGMRaXkpJS3tTUFM43x8NgMKC+vh6XX365IEMdEaG0tBRxcXELCjB5g2cms3v3bvT29i6Z97JaJicn0dzcDLvdjsTEROj1+lUVVloMX+ciERFGRkbQ1tYGkUiEzZs3IzQ01GfX9/ThyQ/bvHkzSkpKBJW5BKYLkTU0NODyyy8X/LctKytDXFycoCJV2dnZY6WlpZ8mImG+74vEJeemjoiIeOrJJ5/U8P1QiQi1tbXIyMgQ7AXo6OiAXC4XJC7Aee9Sfn4BzGYzMjMzfSouZrMZpaWlqKurQ3x8PPbv34/IyEifi8tawBiDTqfDvn37sHnzZjQ3N6OoqAhGo9GnfXhyw/Ly8pCeni64zKVGo4FWq0Vzc7Pg8Vx22WVoaGgQlFP17LPPhkVERPxBcOcXiY1/582BMXZZVFTU/s985jO8x93T04PQ0FDBUZlGoxG9vb1IT08X1N5DQ1s36sdc6BoYg8ViWdW1PDidTtTV1aGiogJJSUm4/PLLBT84G4HQ0FBkZ2cjLS0NdXV1qKqqgt3um62cPWVDw8LCMDg4iNXM4Ddv3jxbglQIcrkc0dHRaG/nb0rZvXs3duzYkcIYu0JQ5xeJS0pgIiMjn37mmWfC+c5AXC4X2trasHnzZkH9ulwuVFZWrno5U17TiLy6LjxXz3C0yoX3cwtXFfFLROjp6UFBQQGUSqWgiN/3338fqampSE5Oxs9//vNF+7j//vuRnJyMbdu2oaKiYvZ3BoMBX/rSl7BlyxakpaWhqKhI8HtZjJCQEFx++eXQ6XQoKipCR0fHqgTBY9DNyMhAVlYWOI5DY2Oj4GsyxrBr1y7U1tbC4XAIukZiYiJ6e3sFCehTTz2liYiIeEZQxxeJS0ZgGGPxOp0ufd++fbzbtrW1ITY2Fnw9Th6ampoQFxe3qm1FGls7kF/bjj82AhwY+q0MRyudgkXGZrOhrKwMo6OjOHDgAOLi4ngv/dxuN+655x6cOHECDQ0NeP311xeUFzhx4gRaWlrQ0tKC559/Hnfdddfs77773e/i+uuvR1NTE6qrq5GWlsb7fawEYwxRUVE4ePAgLBYLioqKYLVaeV/nQm+RZ7lks9kEzSA8yOVypKamora2VlB7z9Yq586d49128+bNyMjIiGCMZQrq/CJwyQiMXq9/6Cc/+QnvhByHw4H+/n6va7xciMFggMFgWODe5MPA8AgKKhrwXD2Bo/MiIFRkBgYGUFRUhLi4OF6RqheymgRIi8WC06dP4/bbbwcABAQE+HQzugsRi8W47LLLkJqaitLSUnR3d3vddilXNGMMO3bswODgIAYHBwWPLSoqCi6Xa3YTNr5ER0fDYDAIEs7//M//DI+MjHxEUMcXgUtCYBhjwVKp9PDhw4d5j7e1tRWJiYmCDJ0ew/BqikZZrVb8s6AMz9YRHNzCa/ARGY7jUF9fj66uLuzfvx96vV7QmDysJgFyYGAAWq0W3/jGN7Bz507ccccdPrMpLUdYWBgOHDiAkZERVFVVrWggXSnORSQSISsrC01NTatKkty2bZtggy1jbNawzZcDBw5AqVTuYYwJ8zysMZeEwKhUqjvuvvvuYL6BWHa7HcPDw/MeED50dHQgLCxMsGHY6XTi+MkC/LGBg8GxtEB5IzJ2ux3FxcWQSCTIzs4WvNyby2K2B28TIN1uNyoqKnDXXXehsrISQUFBi9pw1gKJRIJdu3ZBpVLhzJkzS37zextEFxAQgMzMTFRUVAg2JsvlcmzatEmwV0mv18NkMvEWacYYfvjDH4ZqtdrvC+p4jdnwAsMYY3K5/Hvf+c53+IU8Amhvbxc8e5mamkJ3dzdSU1N5t/VwsrAMf222o9u88uxnOZExm80oKipCUlISUlNTfZY86E0CZExMDLq6umA2mzE+Po6uri643W6oVCpERUUhJSUFJpMJN9544zwD8FrDGENiYuJsOYUL3dl8I3SVSiXS0tJQWVkp2OibmJiIkZERmEwm3m09s5iWlhbebY8cOSIRi8VfZ4yt/lvHx2x4gQFw4MCBA0q+QVdOpxODg4OIiYkR1GlTUxO2bNki2GtU39KOss5xlIx4/ydeTGQMBsNsVvBql0QXkpWVhZaWFnR0dMDhcODPf/4zrrrqKnR0dKC6uhr5+fmIj4/H008/jYaGBhw/fhxyuRxE00WYtFot8vPzce7cORw7dgxKpRKnT59GZWUl2tvbYTAYVuX18QaNRoOsrCxUVlZiZGQEgLAausD0LCI4OFiw0ZcxhoyMjNmsc77odLrZPcH5IJPJcNNNN8klEsnnBXW8hmz4cg1RUVE/+Ld/+zfe1aC6uroQGxsruKK71WoV/ECbzWaU1TTiFf5fRrMiAxQie8dWtLW1Yc+ePavKG1oKiUSCp556Cp/+9KfhcDhw3XXXQSwW49VXX4VcLsf999+PAwcOoLe3F1/96lehUCjw8ssvY/fu3cjLy8OLL76IO+64Aw6HA4mJiXj55ZehVCphMplgNBrR1taGyclJKBQKREZGIiIiwidLuwsJDg7G3r17UVpaCqvVio6ODsERumlpabMlFYQYrUNDQyESiWZjbfjAGENSUhLa2tp4x1vde++9qr/97W8/APBXXg3XmA2dKsAYC01ISDjX1tam5bMs4DgOp06dwsGDBwUl0JWWliIpKUlQFTmO4/DmiZN4qsKObovwpUxWOIcjKYRDB/b7vDwlEWF0dBSdnZ2wWCzQ6/WIioqCSqXyevnlbaoAEcFsNmNgYACDg4OQyWSIj4+HTqfzeZ0Yk8mEU6dOYfPmzYJjnoDpL4jy8nLBNXlMJhOqq6uxf/9+3u9xNffuzp07R6uqqrKIqJNXwzVkQy+RVCrVN+6++24V3w9pcHAQWq1W0M0xPj4OIhL8UJ+tbUJe9+rEJTaIcEUkh+fqGXLPlK+6/KYHjuPQ1dWFU6dOobe3F8nJybjiiiuQlpYGtVq9JoWhGGNQKpXYvHkzDh06hLS0NAwNDSEvLw9tbW0+23rEZrPh7NmzyMzMxODgoGCXMTA9I4qLixMUmwJM23OCgoIwNDTEu61IJEJMTIygyncPPvhgqFarvY93wzVkQwuMQqG46xvf+AbvmgodHR2C4l6ICI2NjYIDxqxWK+paOvCe9yEaC9AGEr6S5MaL58RonhStKhjPAxHNCovVasXll1+OnTt3IjQ09KJWmwOm69Nu27YNBw4cAMdxOH36NNra2lZVrHuuzSUyMhLZ2dlobGzExMSE4GvGx8djfHxccC7Uli1bcO7cOUE2qNjYWHR1dfFu+8UvflEsEom+upGKg29YgWGMxcTExKj4ziRMJhNEIpEgm8X4+DhkMpkgtzQR4cP8UrzazMFNwj5fhYRwW4obr7aKMTHj1l5txO/o6Cjy8/NhNptx4MABpKWlrYkdhC9SqRQpKSk4ePAgXC4XTp8+LSg3aDGDrkwmQ1ZWFqqqqjA1NSVofJ5I35qaGkEiIZfLodFoZndl4INMJoNSqcT4+DivdoGBgcjKypIC2MG70zViwwpMUFDQ4SNHjvC2snV3d8+rj8uHtrY2wQXAO7p7UTNgQeuksD+piBH+NYXDiV4R+q3zBUqIyDidTlRWVqKtrQ2ZmZlIT0/fkLs/SiQSpKamIjs7G319fSgvL/c6FmU5b5FCocC2bdtQVlYmuFi3Wq2GRqNBZ2enoPaJiYmCPVJxcXHo6uri3e7IkSNhYWFhNwvqdA3YsAITEhJy6+HDh3l91XIch+HhYUHlFCwWC5xOp6AaJBzHobS6Hm+0CjeYfyGOQ5ORoX5i8Y+Ej8iMjo6ioKAA4eHhXnmgOI5Q0DKKh96sxf6f5+Dv77y7YgLkb3/720UTIIHpHKedO3fihhtuWOFdn0culyMzMxMxMTE4c+bMiqH73riiw8LCEB8fj6qqKsHu8tTUVHR2dgratiQoKAgymUzQUk2j0WBycpJ3v5/5zGeYVCr9Iu8O14gNKTCMsWCZTBbP144yPDyM8PBwQa5pT1CeEKqbWpHf64TZJWxplB7CIUwG5PQv334lkSEitLa24ty5c9i7d+/sVhlLMTxpw9GPmnH5z3Nwy4sleK2kG73jZtx7z70rJkD29fUtmgAJAE899ZRgO1ZkZCT279+Pzs5ONDQ0LCoMfOJcYmNjIRaLeeUuzUUikSA+Pl7wTMTjduaLJ8mzv5/fvvchISGIiopSMcaieXe6BmxIgRGJRNfceOONvAvU9vX1CQqsczqdGBsbEzTzcblcaDzXin/2CRMXlZTw2VgOr7eJAAiP+HW73Th79iympqawb9++ZWu99hmm8KO/1+LAL3Lx25MtGJw8H9jlGGiGPDx6xQTIa6+9dtEdIHt7e3H8+HHccYfwPcICAgKQnZ0NsViM4uLiVW9En5GRgY6ODkERtsD0cmVgYEBQGoFGo8HU1JSgRMbo6OgFuWHe8LWvfU0tl8sP8264BmxIgYmMjPzGTTfdxKs2gtvtxuTkpKDgqO7u7hW/7ZfibN05fNTjht0tRGAIX03i8FanCBYes58LRcbpdKK4uBjh4eHIyMhYcgZnsbvw+IlGfOrXeXi9tBsO90LPjcs0hqmA83/DpRIg55Z5nHvO9773Pfzyl79cdRU9xhhSU1MRGxuLoqIi2Gw2wRG6EokEO3bsQFVVlSBvlUgkQnJysuA8o4SEBEF2nKCgILjdbt7Cdvjw4QCNRnMb7w7XgA0nMIwxMcdx2Xy3Jh0aGoJerxckEkJnPm63G20dXcgfEDZ72RVGmHAALQIMw7Mik1OAgoICJCYmLltS4mTjEK4+egp/ONUOh2v5h8xkc6HPcN774m0C5LvvvgudTofMTN+VJ4mOjsbWrVtx5swZnDlzRnCEbkhICMLDw9HR0SF4HGNjY4JmMZGRkRgaGhJkBxKyTJqZfcYzxnwf/s2TDScwALIPHTok5vsNODg4iMjISN6dTU5OQiaTCdrCpK65Daf63HAJcEvLxYSrozn8o0v4RzBhB4bNdoybppYshjXlcOMHf63B7cfKMWBcOcdFogyDa3IEhS3TZSCXSoCcG8jmOaewsBDvvPMO4uPjcfPNNyMnJwe33HKL4PfnITg4GBzHgeM4r3fJXIzNmzejp6dHkOuaMSZ4JiIWixEaGoqxsTHebSMjIwXVqpkxMVzDu6GP2XACo9frv3bkyBFewS8cx8FoNApaHvX29goq50BEaGxuR/6gsNnLDbEcTvaLMCVoaQVIGOH2VDfe6xHhN1XcoobfrjELDj9biL+U9yxxlYUERG6Ga6Ifx89Uw+Fw4PXXX8ehQ4fQ1dWFxsZG1NbWIjY2Fu+99x6qq6vx+uuvIzAwEFKpFA8//DB6e3vR2dk5mzj5yiuvCHp/HuZuRL9jx45VbUQvFouRnp4uuPpcTEwM+vv7BUUfX5i57i0KhQIOh4P3e77pppuU0dHR3+DdoY/ZcALDGPvs1VdfzavNxMSEoKhUIppdWvGlt38AtaMuWAV4jnSBhAgF4eyo0IDLadvN2VER6iZEixp+yzrH8YVnC3FuiJ9hUywSYfvhb+Mfj38bCQkJ2Lt3L5RKJf70pz/hnXfeQVRUFL797W8jOjoahw8fxqOPPopHH30UAwMDqKioQG5uLqqrqzE2NrbqTOoLbS7h4eFISUlBeXm54MhfrVYLIuIdxAZMC1RkZKSgMP6wsDAYDAZB4qTT6WYzxb1lz549cLvd2esd1buhsqkZY8q0tDSFQqFY8pz36wbxXF4rDqSEY39yOHbHaTA8PCxob5mxsTGEhoYKKslQXnsOH/H/QgIAfHYTh/e6xfDGa7QY10QTzE6gaPj898PcLOyQuFTc80Yj7CvYWuaikRH26zlsDSG0xGdCk7obv/n6fmTETCeyb9u2bd75DzzwwKLJjgMGK/7j1TO4MlaHe7/7b6itrUV8fDzvesbLbURvNptRX1+PjIwMXtf0kJaWhtraWkH7YyUkJKCkpIR3MCdjDBERERgcHER0ND8Psk6nQ09Pz4Kl6nKIRCKkpKSwwcHBeADCDE8+YEMJDIAd2dnZy46psHUU1b1GVPca8WxuG+RSMR7czoHCU7CfTWJLhNLrm0ao3WZqagrDk1YM2/gLxKYgQoAYaDMJE5dEJWGzmvBcw8LJp0dk7rTXQyUhjHgxuwoNIFwbwyFCTsgbEOG9HtFsqsOZtglkxGhgtDrRMmxC78QURs12TDnc0FvteCG/HaGKAESHypGiC0ZYsAxn2saR32NHfo8dIhA+mzKKa/pHER2mRGpqqldCY7PZcCInHy519KIG3ZSUFJSVlaG/v5/XQ+dBpVJBLpdjeHiY9+xVJpMhMDAQk5OTvFNKIiMj0dbWxltgQkNDBS3rDh06FJSfn58Jv8BMExwcvPfgwYPLGlJKOi4wlHEuTE658dT7zcD7zQgPlmF/chj2J4fjYEo4ItVLx4OMjo4KCgirOdeOU70chKwwr4nmcKJH2MpUISF8McGNPzaJwS0x++m3MjzfQLjnMoZn6wgjS4igmBGujiZsDeHwQa8IfzEsjMP5sGEQr5d2o3NsYQzH9zNc+E1h47zXokPkSNKdd1xwYHi3xYp3W4ArY9340ngZ4qN02LJly5KZ7h5xeabKjg5TB5TqUFx/2fwvAU+x7sLCQoSGhvLe3xmYjtCtrKwUtDz22FP41mxRq9WYnJyc3lKVx8xJJBJBLpfDYrHwyrHbt29fkF6vvwLrWCNmQ9lgQkJCrtq9e/eSYzJYHWgZnm/ITFAS2ufMBkbNdrxd1Y//+GsN9j2eg0//Jg8Pv12HjxqGYLKdN5RZrVbIZDJBy6PO7l5UjvGfgYTJCHIJ0COwlMPhOA4f9YmWre8LzBcZbeBCO0i0gnB/uhtODniqToyGRcQFAOr7J+e5q1eizzCFhv7FC2fnddtxX44Vb9aNIe/U6UU9KnPFpW2SgSPge3+pQnWPYcG5AQEByMjIQHV1tSBbjyeMX4gtRq/XY3h4mHe/jDGo1WoYDAvfz0qEhYXx3uAtMzMTEolkP+/OfMiGmsG4XK705WYUld0GXPiZJl4gMBfSNmJB24gFx4q6IBExbN8UggPJ4dgZ6kCMlr/dxmg0omfSJcj7c0Ukh1MCY2aSVRwUEqDKS2FbaiazK4zDlVEcXmkRr7jEszk5pEepUN8/ian2sxg/+TzAcQjefi2QceO8c4kI7sKXUF1fDCaVIeyz34MsIhmuyRGMHj8Kt3kCjInwxI7r8M9P/wsedFfjspQExMfHgzG2QFzmjuHbfzqL4/cfQFjw/FCC8PBw9PT0oL+/n/eyA5gO429vb4dGw69golgshkajwcjICG/bn16vx9DQEO+cN41Gg66uLl62n4iICBBRFGOM0TpVltswMxjGWLBarQ5cLuO3cpFvsnglocNLe4aLI5ztmsBTJ1tQWNuOb/6lGbf/TxleLuxAi5feltqWThQO8PdgyMSEJBWhfoK/wIhA+EIch791eJdO4GH+TIbDZza5sTOc8Gz9yuLiIVgmAXFujH/0HHQ3PYKoO34HS8MpDPTNt3Db2svhNgwg6s7nEXbdvRj/8Hczgxcj9FO3I/pbv0fE138NU8VxtLR14IE8K840dKOmpgZTU1OLiouHwUkbHnhj8ZlKeno6mpubBWVMe8L4hcTFREVFCSrFoNVqeXuEgOlAQSG1aRISEhiAWN4NfcSGERgAO/bs2bPseGp75wsMw/SSg6+rmIEQKiN0mzicbBrGI/9owDVPnMbex07i+29U463KPgybFg9K6xsYwjkjf5HYoSFUjYlAAjxHe3SERgObrRHDh2mR4fDgNoI2EHjpnAj2RfZnWooxswOOgWZIQiIhDYkAE0sRlHYItWdL5p1nbSlB1O7rwBiDLHoLOLsFLvM4JMEayCKSAQAimQLSsE1wm8bg5Bh+nG9Cccc4PvjoJJ6psi0qLh5ONY/glZKFCYsBAQGIjY0VnIwYGxsr2O3sqX7IB08tHr5xLSKRCBKJhHe7Q4cOBQFYt50fN4zABAUF7T106NCy88b6C9b3OjkwNMX/oYuQA4OLtBuctOFvFb343l+qsOe/T+L6J0/jZ+82IPfcMKwOF+x2O4xTTkGxL5nhhPIR/u2kIsKhCA45/cI/qh1hhMYJIFEtQjjPFNL2UTMC7AZIVNrZ18TKcBgn5tsuOPMYRnE+ylaiDIPbNN/O4jIOwTHUDlnU9FYwKikgdVpQOsRhdzgBWP5h/cWJJgwuEo0cHx+Pvr4+QftDe0Lx+QqFSCSCQqEQVAQsJCREkB1GrVbznsXs27cvSKfTXcG7Mx+xYQQmNDR0WQPvmNmOYdP8PJBNQYReAQbT2GBClxfLqqZBE14o6MA3Xi7Djkc+wk//fAZDThlSdMEQi7zvNySAwBgEzUD2aAmVYyLYBEb8ZoZziJADx1pEeL4BSxp+l4IjIEK1MI3iwtEoAsQL427meEo4xxRG3nwMmk9/CyKZAiop4XvbGF5tAV5rE4EIuCJi+XGZ7S7893uNC14Xi8VITEwUlGcklUqhUCgELT88xl6+hIaGCqoRI8RAnJmZCalUeoB3Zz5iwwiMy+W6bDm332IRqdFBhD4Bu5XGKQldXmyGNheHm4PEYcKH7Ta0DJuhkIqwc1MI9iRoEB2yvJt0u4a8Ns7OhYGwT8ehcEiYuEQrpmc/r7ROL81W8i4tRZBGD9fkebuB2zQKVeh8w6gqXA/35Hkvh8s0BnHw9DnkdmHkzccQtPVKKFIvnyMuNLMsYvhbpwgZGsJm1fL2rX9U9y/qVVpNGH90dDTvhEJgfQSGrxBGRUWB47jo9Yro3RACwxgTyWSyZQ28bcMLp6L6JZY6KxETROjjX54DkYrzgmayu1HZY0Bpxzj6DFPQq2TYHReKnbEhCFHMfx9pocKMu2khhE4zE7QkE7Pp4uGvtIrn7YktRGSsqni4JvrhNAyC3E5YGk8jY9eeeeeoUvfCXJcDIoK9rwkimQKSYA2ICGMnnoI0bBNUe25cRFymcRPDsRYRvhDPQSZeflxHP1pYNmE1YfxCDa9yuRw2m4338kqhUAiqDxMcHCxo/2+9Xs8A8C/V6AM2hMAACNNqtct+dbWNLPzDqgMIRp7LbqmIQAQ4eRg6gensZzuHJQPchibtKO+aQGW3AQarE0naIGQnaLAjWolgKVaMXVmMPTpC0ZCwj+iaaA6Vo6JFA+34isyg2Ynkw/dj+I2fov+FuxC05QAiY2JhqnwPpsr3ECwTwxieAUlIBPqf/xbG3n8ammvuBgDY+xpgqc+FrbsGQ/9zHwx/uh9PvVu2qEHX5GTI7Rfh87HLz2JONY+grm/hN3lcXJwggZFKpZBIJIK8SUFBQYL2kw4MDOTdn1gsBsdxvAVtJpmXf8i6D9gocTCRMTExyz5JXWPzP0QJI0wv+fk9uNpAYYbh2GB+yypP/M3WEA5tUobLolQIkkkwarajfdSyIJ7nQuRiQphM2EwrTEbYEkL4bd3Sf1JvI34BQkwQcP3VWZB86jkESwibZmy5j9x6LabcDDbGkNNN4K79Di78PAJj0hH3g3eXnLlcSPkow24tYVMQLRuQ+HJhJ37z5e3zXpPL5WCMwWq1Yrl8tsXwLHf45hh5ljt8y0ioVCqYTCbeUciBgYGw2Wy82sXFxQVgWmCE7Wm7CjbKDCYyPj5+2QLf3ePznzSNDBiz8xcKbSBhVEAOUVww0C0gfyhRRThnAOr6J1HSMY62EQvUcil2xoYgKz4UEarF3TrbNITqMX5xLx6ui+Hwfo9oydmWh+VmMgyEHRoOD2S48ekoDiN2MV5rFeHXtRJ8t0iCbjPw61oJ/qdZhHFXAPbpOPz7NjeytRxEF3iDvBUXT8/vdovwmU3Lz2KO1/Zj0rbQZbtcmcmhSRsM1sWnvB63M1+E2lOEzHw87fgur+Li4hRYpxnMRhGYqLi4uGWTLC4MWdfICBP8i4shPBAY4be3OIBpg7KQEP+4YCyY+RisTlR2G1DWOYHBSRuiQwKxJz4UOzeFQBk4PalMCyXUCbDbaAMJGhmhyctYncVEJjSAcM9WDklqwh+bxDjWIkZujxMm58JrWlwMZcOE19rEeKZeDK2ccP9lbujl09fiJy7T9FoYXBwQF7z0NM/m5HCidmGg21zDq8XuQk7TEB75Rz2uOXoK2Y+dxN8qFhcfIQZUT7vJycXTI5ZDqMDI5XLeAhMTExMQEhIirKL9KtkQSySNRpMYExOz5FgMVgdszvnfaBoZMC5gBhMeSGg28tdVIYLGQFBIaMV6u30GG/oM06onYkCqLggJKjNCQ5QYc1jgdHu/5t6v55A3IDzi9x+dHK6K4vB/7WJ0zhHGSZsLKbogtAzPfyj0Khl6J6bFf8rN8G63GJEKwi3JbhQMinBdrIiXuHjI6RfhYASHrtalc8WO1w7iK1nng1TdHKF+aAp94xZ87Q+FKO02LvjblXWM4/YDC3er2rTb0AAAIABJREFUEIlEEIvFcDqdvPaPkkqlgqKIhQqMQqHgXbw8KioKQUFBn1yBUSgUicuVTRiaXPhkq2WEbp6uZmDaBjPKewYzHX+70pLjQnRyYJinvYcjYMpiRtMEh8YBM+RSEbZEKKEIkGDIZEPn6NLfXmJGSFUT3ukWVuP3/W4OR5I4PF0vmicuHjRBMgDzH4rYUMWCz2fAyvCnFhH+YzuHD3uBNgE1hzvNwBflBLmYlsz7Km4fQ0O/EeVdE8hvGUVx2xhMdhduiHXDMGmH072w36pFXNwePLMYvjV/xWIxXC4Xr73Q5XK5IKOyp8wEHyIjIyESidYlXWBDCAxjbNNyAjNqXigwSgkWnbKvhFyy9A27FEqpsL60gYQhATuXxikJnTP2niknh9q+81PwsKAAxIcpwBhD17gVI3OCD9NCCI1GBk5AjWCNjHAwgsNzjSL86xbRooZfk23hN7V7EWu1Skr4TroIL5wDPreJQ90EW7Bb5cowVIyKsCOMUDR8vm2oQoqE8CCIRQzd41Z89rcFC1p2mRhilYT6RbRkcNKGUbMd4cELgweVSiXMZjNvgfHMRtRqtddtPGEpfEs3yGQy3hHLkZGRcLvdn1wvktPpjFxOYMYsC/+gygDALKA0q5CcUm0gMCrA3jM9WxLmscpbIjVgzOKY9/eI1SgQoQ6E3elGeuAEigW4tRkIX0t24y/tYnSbl/YutQybECgRwTYnYrdjdP6MZr7NRYRxG8PXU9x4sk7Me8/u+gmGz8dxMEnVCAoQY8RkR8eYBRXdy0ezdpkZ9i8TFdw8ZFpUYIKCggTFwwgRGGB65uN2u3nNfAICAnjvbBAcHAwiEl4tfRVsCCMvY0yxnNvNuIjlP1hCvAVGzAg8zBmzqKQEo0B7z9Lu36XRywmDXs58usetKO0YR3WvEdEKDjKFEtkJGqRGKCHxMp0hM5zQZ2GzS86lvEtONyFFf74iXaI2CBPW8x/CYgbdYRtDzbgIB1dIA/DAACTrpmOItBoVwgKB+j4DSjrGvXLvA8Ckk0EpXfrE9kViqgDhdhGP65gvAQEBvJMXJRKJoGhliUQiXY9o3g0hMFKpdFkJn1xkai4VAQ6eVRMUAjKvPe0sAvZPnzZE821FEDPw/rZXSQkmJ0PjkBklHeM4Nzg929geo8aeBA1iNUvFhRCuiOTwfu/8W2EpkVEEnDe6aufMApbzFuUNsGn3NVv8oY9SByIrXoOdsSFQyaVoHbagpGMc9f0m9FqAKH4hLQAAJzcdVLkYPROL27GE2kWECAUwbSAWukMCX2ZmV/wKI/uAdV8iMcZECQkJywqdxb7U083vIZwWGF5NZtsJcW1Pe5D4tQmSABYB9p4IBWHggufG7HCjuve861WnlCFWowBhemkzbnEgUQkMWhdPR1gsGG9uwqnnc1nJFe3kGBoNDJeFEmrGGVRyCZK0wZCIGPomptBvtKF/iT2bBqwMEQpCH08bzpiNIUyGRWeCQ0v0JRKJBFXHk0qlgjK5AwICBLUTQlBQEAGQA+DvU18FK85gGGObGGO5jLFGxlg9Y+y7M6//hTFWNXN0Msaq5rT5EWOslTF2jjF23ZzXr2SMlTPGfjmnC7FEIln2U7U6+E8JF0OwwEhJUDsxA2+Dq1IKGAV8qem9KF0xbJpOZzjbNYFxiwPxYQpcHS+DgQVDLl3cHXzhTKZzzAKNIgCMMbSOmL2Kc5GKGSaZEldsCkCyLhhmm2s2DmgpYZkd8xSgk/N/6CedWHKZtJhNbzWsZgYjRGAYY7y3bZlxvS86oWCMfZcxVjfzfH9v5jUNY+wjxljLzL+hc87/1cxzvGIZCG+WSC4A3yeiNAB7AdzDGNtKRF8hoh1EtAPA3wD8fabzrQBuBpAO4HoAv2OMee7euwAcBCBmjG2ZeU2yksDw2X5jOWSi6XwivijEELxBGu++BIpgqIwwznOW1TlmhYyzIqfDChfHYWukCnsTNUjRBWOu+WauyITLCAlaBQIlIgTAvaS4JIRP21EyotUQixhOd1sg42xoHTaD46EXY/bpmQhfrC4GxRLzc+PU0mIg9OEVIhQSiURQDI2QmdaMIfn/sXfmcXHd5f7/fM/MAMMywAAz7EsghIRAEtLsaZtuttZqXbrdWu2i3lvtpm3Vn9fletXaa+213rrVatVqra1dvFbT3mqbNM1CaBJCCCFsAcI2w+zDMDPMcs7z++PMECAzw5zDEEjK+/UaJQNnzrdwzud8v8/3eT7PWb8RxthqAJ8DsBHAGgDXMcaWA/h/AN4mouUA3g79G1Pu20sA3DPreWf7ASIyADCEvnYxxk4CKALQHjohA3ATgMtDh1wP4AUi8gHoY4z1hAbfCFHQCICAM+sb5WxR9GCEJu2ykRHk5RhkBYflkKokeGUITIpMETxzHKHdcGb2rEkJLWMUDCMOL4YdE5Mis8fGQ8FhmrjoM5JRok2FQIR+qwd9FveMHSYW+l+S5Oo3EQSSpfuywxNEVIGJNSMOB1GltC6Wu7SSS1gEpRjWq1Qqhsj3+0oAB4nIE/rsPQA+BvE+3hH6mWcBvAPgqwAUEO9fQhwxCkkxGMZYOYB1AKb6JV4MYJSIukP/LgJwcMr3h0LvAcCvARwAsJuIws5BswqMlCfeYkLOsDkZyypAFAqf5JUkRd2VGZsITvNALshMRlF2Kt61BXBl7hhSOB7/MGuQk5MCv8KLQbsXo67YEe3wrEJKXGqCF//bpCIQEG0TLaEPrAUgkTMYAG0AHmGM5QDwArgWwGEA+tDkAkRkYIzpQl+fYIylAtgH4MuznZfFO1DGWDqAPQAeIaJXp7z/CwA9RPTfoX//DEAjET0X+vczAF4noleifK52zZo1Az/+8Y+j1iIN2b2wz9iqFm0v4xr6JCkK8Wko1eJBmwy4AuLOhBTEuIi0Y9QKcYdsTOKSPidZ/O8KSlS1eH+PjDEkKzmoOECj5MEBcAQVCArARDA+CwFdqA5MyhAZgDy1GIuRQppSPHY8gpglKTms0EfeUBkfH0daWpqk5DdBEOD1eiX1LAIAn88HxtikT2+8uN1uqNVqSbOs733vexNvv/12w5QH+ySMsc9AXO6MQ1yZeAHcSURZU37GTkSSPWXimsEwxlQQ4yx/nCEuSgAfx3RT4SEAU7vJFwOIZRcWJCL3jh07ov51vvzSMbx0fLrPx8N1Qfz3cWmbYDWZAqo0hL8PSnsk3lrJY7eBg0HiTsZDMsZYly2gKA1nbRvPxi3LeOwb5SRbiH65PvoYy0JJfN4Aj55RF5ShmMs/LBpsyXIDYPhlO8HFq1CVl460ZCXMLtGOIhJfWh3EkyekJdxlJhFurBDw605pf7NtegECTW+vG6YyLw1v37wj4nH79+/Hxo0bJdUj+Xw+NDc3Y8uWLZLGeOrUKahUKpSWSsvilzPGRx99dAxAxMcWET0D4BkAYIx9H+I9PMoYKwjNXgoASLfuQxwCE4qxPAPgJBH9aMa3rwTQQURT7/7XADzPGPsRgEIAywG8F+MUwUAg9r6sUpHAAKuMjyLISxiSM2ovD6TM4ugWiYnJ46RagQJJHMEvMOSmJ6EsJw0g4LTNjdM2D06HbDLCu0XPdRFycpIRJA+eORnewubRNsWQfTKdnzEM2D0YHfOBgaDkpOf3yFv6icdZo6zY1EnRxUpq/AWQnu4/VwRBkHy+UBA64uKUMaYjIhNjrBTihGELgAoAtwP4r9D//1XOWON5vG4D8CkAx6dsRf87Eb0OcbfoT1N/OLRG+zPEqVYQwD1EFOsSCc4WSU9WyliERyAgsKjJV7HwBoGUc5QxJMYppI/R4WfIkjbTRmqSAhNMgauXq9Fq4XHa6oVl/Oz141Rx6XUxeJgHPg2PUa8iYlmB3ROAfUo6f3G2GjU5SgSYG+nJDOMSFCM7ieCQsaucqoxuCK9Jif7klxo8BSC5AjsMz/Oy2t4KgiBZBEP3WLQb7ZVQDCYA8X61M8b+C8CfQ8unAQA3Sh4o4ttF2ocoj0UiuiPK+48AeCTOMQSDwdjptSlRcjSkEmtnIfZxDGlK6bMD8QhpuybjATEXRiomr9jlMhYKjqEyLw3ZqUlwegM4ZRrHO4M8arP9OG2N/DueKS5FWSkYdkyAJ0KVLgOdo65ZnfGG7F6sShWwzwF4AwpU69OhTU2CwxtAj8mFWFkI8eT3RCJDBYxHmRhr0yQq8Sz4/X5ZAiP3OCKSLDCBQIAQfYl0cYT3rACukDy4GSx4qQARCYIQe58oLeqUVtqT3h0Uc1qkMhdhknpcrASxWIx6GfQRUuqLs9XYWJ6NNcWZUKs4dIVKCTqMLgQEQvcYQ5WGkBRhZjdTXACgKOvMScLm5rN5/HKMsCZHrKrmBULX6DgOhsaQpFSI5QzlWpTlnP00z08lWQKTk0JRC1SjuQjK3WoOBAKSA7VzOU4OExMTDICMkt25seClAgAQCARirpEyIqxPgiTutkjZ2fHykLX8cAeBbBnJXg6/eJy0cgF5+SJWH5CbTMhOVaIiNx0cYxi0ezBk904aQkVCIIYmk1iM+PbImfNFEhdAbN8SZmrCWiyP34tyCe12FrG3k2dGOUNuehLKc9JAoThQSZoHL8toTSPGbiL//oqyIy9LJiYmkJIisTMdzv0MRg6hfkrSLfvmyILPYABAEISJWJmQWalnq/x4QPrsQIzBSB2duGzRyJhVmL3S+g+FsfgY8uK8zpOVHFYXarCpIgcOXoU0FkDzgAOHT9sjGnVFYv8ow9ocATnJ020uZ4oLx4Be85n2MT2m8Wmzy0gzmXSlWEwZb2dKy7hfLGcYsCPo94FnClxUnoP64kykxvnHmy1ZsSI38oal2+2WvNUMiMKUnCz9CSQndiMnCB06V5DOZTZgiEUhMCqVymg0GqN+PzvCmllurEJOsN8ywSS3XBWPg6zjBsZZVD9ajgFVeenYVKFFbaEGRDRpKH5klMeqLOnXUJAYXu5T4LYqHjnJQkRxAYDKvPRple1BgVClm24zMlVk9CkCblsu4O8DnKws45VZhKNmQlOfDa1DTgQEwsp80Y6iWp8eNZGuNJ0wEGO7vjpKDoxcgfF4PLKOk+qCB4izHqli5vV6Ec7UPdcsCoEhoiGD4WwD5zC56dEERvrNFN6WlYLDL7Z/lYp5gskq1DvtYiibErAtyEzBhvJsNJSKpuA95vGQncEY/FNqGI7bGNbkhLO4JZ5znKHZwvD/1hL+1C2cJS4AkBPh75AcIQA/4mH4dbuAh9YQBseBkw55l9mGPAHNljPjCPCEk0YXmvps6BodR1qSEmtD3TWLpyx7ytIRtTVwdqoKhVE6cY6Pj0tuPwLIE6bwZELqdrPP55MctzEajVAqldGf4PPIohCYiYmJvlgCo48QlHMGGDJlxMfMMmYjNCUuIgWjFyiQITD2oBIrtRw2lGejMCsFBucEDvXb0TzggDPG3N8nMAy5GSpluH5oVITLihXYMwJcWyIgM4KgRioSjNSMPlVJuK6McMAIbNArZC0T9WqCN8gwFiNFyuULoiXUXXPILnbX3FCejXU6BWzByBfHmpKsiO8DYpxCqisdIC9Y6/P5ZC2r5MSJDAYDiGhQ8skSwKIQGKvV2jM8PBw1XJuTloQkxfSh2iZEH1mpWCbkxUUcfumCxhNDQMCsrVBVCoZVBeLUf7kuDXYvD5NbwCmDDSMOaSXS+40cdhRKq2mYGnP5+6ACfx9Q4F9reGzXnzGJUqsU6Bk9u33vgM0zaTzFQLgoV8C9q3jsNTD872mFrF7YALCjQHpP7tExH44P2jDhD2DIFcSyUEX36kINkpXiZ20o10Y8logQCAQk3/RyYyJzWY5JbSo3MjICj8fTK/lkCWBRCAwRjZw+fTrqXgFjDAVZ01Xb5meydnbMMuMiBo/YTF4qA26GkrQZTc3YDDsDxtBuEKf+3SY3CEC7g8mKpwy4GRRM7L8dD5ECuqdcDD9uUyBDRXi4jscHigRsKEpBIKKNAaFOl4TLCgQ8XM+jOI3wkxMKnAgti+T0ws5JJuSrCe0O6XGbFZmELicDEdBrEZ3x2kbGQGCoLdTA6Q3g2KADMzMjXC6XrOXR2NgYMjKkTxnDNU9SkSMww8PDQZvNdkryyRLAotimBmDo7++fQAxLv5LsVJy2nolT2SYwueshBcsEQ3Wm9Gra0+NiXCSSU30s+lwMlRpgjJJRliPaGfSZI9kZTOeYleH2arG+SCqvD3K4rlTAUydj90eKtlsEiDtubwwp8PYIYU0O4eK8CWyq5xEQxB283BTggdogkhSAwLlxYBz46QlFxGBu/G1qRa4pEfDmsLyulutzCW9EqOPyBwWcGBnDiZExPP1uL7JSVdhamYPtVXnYXpULfswKrTby7CYWdrsd2dnS+8q73W7k5ORIPk6OwIQe3tFjEPPIohGYwcHBmHd9WU4q9vWc+bdPYLJ8QswTmOw6KIWBcYbtcRpXA2JyYJUuAxlJQH2GHW8O+abZTc7GWIAhIDDkJJPkFrlDbga7D2jIITRbo6TLxxCXqfgFhkNmBrOQjH4rDxVHSFUC/1bD4xcnFfALDNo0JWzu2KIdr8hUZwpQK4AOGbOXVCUhM4niKkp1eAJ4/bgRrx8XY5/3rQbG0wqw0W3AZTW6uLPH7XY7qqqqJI91fHxcch9sQLbA+LFAArMolkgATKOjsR/VkXIX3IFwCn/8TPAMSRyiGlBHYyzAoFFR1ECvkmOoCW2hrtBnYCLA49iQA3t7HZgI8pLHCQCHzAybdPK8S147zeGKIiHieeMVlzDatCT0h2aPAYHB6WfgSRQfAKL9ZlRT8TPMtlxK4gjXlwl4qU/+7OWoVfolrWCEFC6I3zYZcM/zzZgIxF8r5XK5ZC2R3G63ZKEIO+1J3XkaGBggvJ8Fhoh4r9cbiGVVODPfAhC9VvKl14rB4GUokHGcaYJBN+W4Um0qNlZosaY4E8lKDh2hLdTOUdc0B7wOB4caGfGUFitDXTbJK9DkxSbyn1o+vRm9VHEBoiemTUWfGV9gK7rIEG6pFPDOCAenX7q4MBA26wQ0maQfW6U5Y/m5rjQ7YmJnJHw+H5RKpeQgr9frRUpKimShkBsYDuWYWSQfmAAWhcAAgFKp7Orq6or6/RX5Zz8lhj0MRXEGM6dy2hU9kS0Ww14VrqpIwUVl2chLT57Wk8gdw4ax1cawLkf6+XhiaLZy2JArLwHzpIPDqTGxeRkgT1yA+OYSUozZI4nMFYVin6tDFnmXZJ2W0DPGZCX0rc0Rux0AwFWr9HEfZzabkZeXJ/l8cuM2TqdT8ja61WqFIAhmIloQG79FIzAul2v34cOHo95JBZnqyeK6MENuFvduyVQGxqcnskVDnaRAXVEmNlVoUZ6TikOjPNLJg8On7TBHaGcbjVEvQ7qKZC2T9o8ybMsXoJC4pAvzz2EGTRJwTTEvS1wAcSt6NnrM41DF2egNmC4ylxfwqNIQ/ve0vMuRgXBFoRC1G2YslIxQln5mBnPt6vg7rI6OjkKvj1+QwjgcDmRlRc/HiYYcgWlubgYRHZz9J+eHRSMwTqfzwL59+2IWY60q0Ez7t8EDFMjYOh6OsuWs4Biq9enYXKHFyvwMBIMCjg870dRnQ7/VA4dfjPnIWbIctXCyZjGeIEOLlcM2vdwyEobXTjNcXgScsPKSxaVUq44rOO318xGXsbEY8TDsN/C4thR47bS8ntqAOAPpH2ewy1harc4WCzEJDOtKs1CaE19chIgwNjYmKzHvXM5gmpqavAaDYZfkkyWIRSMwAJoPHDgQ01qornj6L5cnMdiYLPGG50mcSmtUhKIsNTaUa7G2JAupITuDg302nAzZGcyk28mwXCP9Zm+2MlyUJy+Nf4+BYbNOgFqG051GRbi/jsPT7QzpKuDDpbykjOT8zPiDVZlqKcVhhMsLBVRqgCfbGP6tlpOVAKniCFcWCfinRIvRMBt1NLks+3hDcdzHhbN+pcZRgsGgrIQ+IoLP55Ocxbtnzx4XgCOSDkogi0ZgiMhmNpuDsQK9a4vPnlZKjadkparQUJqFcZaKTQUKDDu8ONRvQ8ugA644nNba7BzWyJiJuAIM1gmGZTLS+P0Cwz+HOXy4TH6Gbo+Lw++7OQQE4HM18YuVT8KOii1CD/FIqDjCp6oEZCURnu7gMODmZGf8XlUkoMnEYVxGS2Bditimd9TLoFYpcP3awriPNRgMyM/Pl3xOi8UiK27jcrmg0Whm/8EZdHZ2AkD3bD83XywagQEApVLZ3dPTE/X7DWVnTyt7XQwVMX7vZ+wMtKjMS4PDI9oZ/KN3AkXJ0rvx9bnELFk5y6R3DBx2FMiLtR21MmQnze5aFyZSQJfA8H9DCjSOMtxby2N1duyxKDmGHtPZ5QHROGV2I2OW5KQqjYAHanl0OBle7VdMLovkZPzq1YTlGsJeo7yl1Y4CAe8YxGM/uq4oppXmVIhIdvzFZDJBp9NJPs5qlZ4IaLfbEQwGrQsV4AUWmcCMj4+/c+RI9NmcXpOCEu30KXuvi6Fyyk3HmOgav6lCi9VF0+0MTpnPZM4aQi1JOYlLFgLDCbvYZ1kqg27Rw0ZOBjLA8FIfh09U8LOags+2W3TczuHn7QqsyyHcUc1DF+WGrtKlx9wdmwkvECqjxGGykwj/UsnjsgLCrzoVOGQ++9KTIjJKRri1ksdLfQpJxlxh0pSEknRCh4OBMeCubeVxH2uxWJCdnS3Zu5eIYLVaZWXwyjmuubkZjLGm2X9y/lhUAuNwOPbv27cvZjL+porpv2RXgEGTzLC5PAsNpVnIVKtwyhyqQRmebmcwHYb+cYZyGUuWQ2YOG/LkBV3fGmG4uljeA8XmY3hrmMNNy6LHcuLdinYHGf7Qo8A+I8NNy3h8spI/q/JbWkxFJGmGQXtuCuGGCh63V/NotTH8qjN2nku8IvPhMgGHLRxGJLaSCXNFoYB3DRwIDJev0GF5FI+YSAwODqKkpGT2H5zB+Pg4UlNTZXUtkJPQ19TUNGEwGN6WdFCCWVQCA6B5//79MRfyW5blICMl5ANSno3ibDU67ASH3YbmAQccnviXPSfsDHVa6Te7eYJBrSBZLncdDrFIU46NAwActXLw8cDFEcoW5OS59Ixx+Gm7AoctDNeWCnigNohtetGuQcrvMsyw3YsMFWFjnlhVfUOFgA6HWDx5wh5fhu5sIrMuR4A2GbKXRplJhOWZhMMhr5l7L48/1T8YDMLpdMqqWzIajbLiNk6nExqNRnJAec+ePWNEtGABXmDx1CIBEJ3MCwoKgpGsBJt6rdjXY8GeLjPcIR+QMOnEUJNF6JDoONrhYLiuRMBrEv1vAWD/KIft+QJel9jEDWDYOcDh2lIBz0hsJhbm5T4Od68UYJ4Q0BGqWpabRBceU6eTodMpmnitzyXctlxAqsKO/lQGo5dh1CM2op/gxR5MgFj7k6IQbTP0aiBfTSjPcEEAh+NW4I89nKytYyB67VJZOmFHgYCftysgr/MUcE2xgDeHxNnLZSvysK40/i3jgYEBlJSUyOqDNDIyIrk5GyDGbaQGhokIbW1tDED07NVzwGKbwYDjuHf27t171vvf3dmOn+zqQeuQ86xe1T1OhuWZBKlbwDwx9LoYqjNl5LVYxTiMnGBv/7hoJ1ClkbdU4onhd10crisRUJxGcxSX6bgCDO8YOOxzavHEcQUOW8Sdp5XZhI+UCfjUcgH31fLQq4Hblwv4aJmAOq34O2ixcfjJCQX2uXLw1oh8cQkzcyaTl0K4aRmP33Up4BPkfXZhqvg5bXYGjgFfvrom7mOJCAMDA7KKFJ1OJ9RqtawuAiaTSXJA+cSJE+A47sQsPcnmnUU1gwGAkZGRZ1944YVrL7/88ml70pdW56FteCziMUESt4Dl9II+ZOawLV9Ap8TZD08MzRYxjf+AjPqXv/Rz+MwKHk+0McndDgExhvKbLtEYSq1S4NnOuYvLVFJUCgSJoc8lWk7M5KG6IH5xMvIMjI/dhUYSYZG5bzXgDfD4XbdCtnAxiPGgl/rE2c8N64uxqjD+rV+DwYCcnBxZnQDkxm18PjHJUWrezCuvvOIdHR39reQTJphFN4MBsOeNN94IzDRAv2xF7K2943aGeq2c2YT4VJPq0wsAB0wMW/WCZCtNALD7GY5YOFxVJP9mDApAilKBQJCHP8EbkSMOiUo9hV6zjD4jMQgIwESQR6pKEbNJ22xs1RP6XAwGD4MmRYmvXBP/7AUAent7UVlZKfm8RASz2SxrW9toNMo67sUXXxwPBAI7JR+YYBadwBCRD0B7e3v7tPcbSrNjduRrs8kL2AIMx20c1sgQJ0+QoWeMoUFmMeIeA0NNliAr4BteFv2+C/jFSQVuWcbLMtKKRF5GMgZj9FKaDYc3gMo86VW/kShNF7fSf9ulwC/aISsZDxC3ybfqxdgLAHz5mhrkpsc/KzCZTFCr1ZItFgCxKFKr1cqy1hweHkZRUZGkY0ZHR+F0Ok2h7owLyqITGAAwmUy/ffXVV6dV2HEcw5Uro89ivDzDmJ/JMpNqNIkFhXLS+P85zOHyQnnFiAIYXjylwL9U8ZJiOTNjLlYfw1MnFfhgsYBtenn/HVMpi8PbZTak3LzRWJcj4MYKHr/uUMDgYRjxMLzn0uChdUpJIsOB8MkqAa/0iQZZG8u1uG1TadzHExE6OjpQUyNtxhOmt7cXFRUVko/z+XzgeV6yqP3tb3/j3W73n2b/yflnUQqM3+//+wsvvHDWPPuDs1S6NlsYGnKkP8WdfgaLzDR+d5Ch1cZhi07eTW3wip0Vr4+zDCBaQHc8yPCzdgVK0wm3Vgqygs9hEtGfy+2T1M5yGhwjfLSMx7ocwk/bz8Rcrlypx49u24oP7tiChxviF5kPFIstcntdDKlJCjx2Q72kXSCDwYCsrCxZXiwulwtEJCvNf3h4GIWF8ZcvhHnuuedsTqfzJckHzgOLUmCIyGq3280mk2lJCggKAAAgAElEQVTa+9uX58ZM/jpuZ6jTRnedi8U7Bg6XSXTjnzx2hGGbXpAVxwFESwaNClgzyxJvtt2iIDH86ZQCvS6G+2t5WZ43jAF9lrn36Oo2jSNJIT0YW6Am3F/LYyzA8JsubrL966e3lOGXn1qPFJUCmZmZuObS+ESmSiOgUkP4x5D4Of/x4VUoj8NAK4wgCOjq6kJ1dbXk/xYAOHXqlKy4DQAMDQ1JXh55vV50dHT4iGhBt6fDLEqBAQCPx/P83/72t2lbbCoFhw+ujp6oFBDE7Fw51c5DboYUhZh5KhWfwLB/lMMHZGboAgx/OsXhyiIhqr+NlK3ogyYOz3Yr8OFSAR8p5SVVm5flpMZdtBgLX1CI2kExEkpG+ECRgJsrebzYqwi1mmVIUnB45GOr8Z3rV0MxxW8mHpHJTSF8rFzAH7rFnJePrCnEzRviXxoBQF9fH/Lz82X1rPb5fHA6nbKKG51OJ5KTkyWfd9euXWCMvS75hPPEohUYp9P58nPPPWeb+f71a2Mr+kETh80yvVPeMTBcKrMYcf+oWBMlN0PXyzP8rkuBf6nkz8oQlpPnYplg+Fk7B8sEwwOreWzIi2+3S58ho6dLFNKS48mCINRrBXypTuxY8OQJxaRpd1lOKl66ews+uSly3kkskVErCLcv5/F8jwJjAdHn59GP10kav9frxeDgIJYvXy7puDD9/f0oLy+XlZQnN9/m+eeftxmNxuckHzhPLFqBIaLOkydP+tzu6aGYzcumtwmdycC4WEwop61su120fpDTJpYg9ne+YZk0v5WpWH0Mr/QpcNeKMwWNc0miIzAcMInJb0WphAfreKzPjS00Hr/82MlMLDFc/xgIddkCvriaR00W4amTCuw2cJPV1f+ysQQ77784ZidGILLIKBnhzmpxx2jYw5CVqsLTn7ooTsE7Q2trK2prayUXNQJit8eRkREUF8fvMRMmGAzCYrFIrrrmeR67d+8OAmiUfNJ5YtEKDAAEg8HnXnzxxWlXPGNiglR0GBpN8oKuBIY3BzlcI3OpM+xhGBhn2Cwz4AuI1eG7Rjh8dgWP3BiN6KXg5UNdFjsUKEojPFzP4/LCszsOqBTS7Blmo9fiPsvmNEVBuDhfwIN1orA826XAn3sVcIVaxFbmpeH5z23Cox+vR3qcgjBVZPRqAXdWC2i2MrTZOSQpODx123pJcRdADOwqlUpZyxsA6O7uxrJly2SJUzj2InVb+8033wQRvUlEiXtKzJFFLTBWq/WnTzzxhH3m+zddVIJY9q9HLAzrcgTJrUkA4ISDITeFoloYzMYbg2KNkpy2tmFabRyOWhm+GqMRvRxcAYbXTivw5AkFfDzwrzU87qoWZzXJCkKVLh3eQOIy9oiAZblpUHGENVoBn17O495VPBRMzN15qe/MDlFWqgrf+NBK/N8XL8HWylzJ58rMzMQHLt6Er64FhtziUpkx4PGb1mDzMmk2Bz6fDx0dHVi9erXkcQBi/2iTySQrc5eIcPr0aVnLo8cff9xiNBp/KPnAeWTRlQpMhYiGi4qKek6cOJFXW1s7+X5hlhqXrdDh7Q5TxOMCgujZ0pBzpmI2fhheH1TgQ6UCftsl/enjFxj+3KvAJ6t4/KxdIctnVqMiXFGswDsjPK4qIgy6CRMy3PKj4eMZ9o+KrwI1sCaH8IWVPNRJ4yhTCOgZA4bd8hz6AbEXd1EqUKkhNOQ6cXkmjw6HODMbcgNTixSzUlW4Y2s57tpeEbfhUyR4nkd3dzeWLytHgA3jsCWIB66pw0fWSNvmJSIcPXoUq1atktWcHhBd5Kqrq2Ul1pnNZmg0GsnnNhgM6OjosBLRccknnUcWtcAAgNFofPTJJ5/8wy9/+ctphryf3loeVWAAYI+Rw7/W8DhiYZIrpXtdDFcWiVmkA+PSb7LT4wwn7Rw+WCxgp8Rq6+kxFwXqtQI+v5LHM51isDKxMBi8gGGI4f+GONQXqMF846jXEq4pFqBWim1iHX7A6RdnQAFBTN1PVQKbdQJUHJCuJGQmAZlJgCaJ4OMBg4fh1BjDK/0q9NjOns1V6dLx6S1luGF9MVKT5nYZ+v1+HDp0CMXFxSgrK0NpaSkykg/hktXSjZ16e3uRlpYmKz0fED1fxsbGUF9fL+v47u5uWcc+/fTTHqfT+YSsk84jLBFJVfMJY0yZn58/2Nvbm69WnwnuEhGu+NGemHUvN1bwaLezyUbsUshXE25exuPJE/Ic0xgIn18p4J/DDN1j8Z0/WkC3MoPw8Qoev+9WYNSbaJERyUhRwu0LzqhUJ6QpgawkICuJkK4CVJz4urRAwFvDYqW1Owg4/CwkQsBMG4WirBQMOyaQk5aEa1bn4+MNRVhfJt1PJRIejweHDh3CihUrpnmtOJ1ONDc3Y8OGDXE3tXc4HGhtbcW2bdtkxU6ICE1NTVi+fLks1zq73Y7u7m5s3LhR0nE8z6O8vNw8NDS0jIgSF0RLAIs6BgMARBQMBAK//cMf/jDN/Ygxhru2xU6/fntEzC2Rkzpv9IpPYCn9qKdCYHiuh8NHy+OLx8TaLTrlYvhDtwKfquKxVla91exU5aWfZYMBMLiDDMMeUaSbzBz2jXLYbeDgCgD7RsX32uwchtwsFKg9WwB3rNDhpbu34NDXr8QjH6tLmLiYTCY0NTWhrq7uLCOnzMxMNDQ04NChQxgfn/2e8/l8aGlpQUNDgyxxAUS/l+TkZFniApxZWknl73//uxAIBN5YbOICnAcCAwBWq/WJxx57zDFztnXD+mLkxCiAtPlEs6RaGf65APDmMIfNOtHdTQ5jAbHW6I5qHskxfHTj2Yo2ehl+2q7A+jzC9WW8rAB2LJQysm7jxTLuw4ZyLTgJjdliQUTo7OxEd3c3tm7dGtVdLl6R4Xkehw4dwqpVq+Ke7cwkEAigq6sLU2OFUrDZbGCMyWrI9r3vfc86Ojr6PVknnmfOC4EhIrPH49m/e/fuae+nqBS4Y2t5zGP/McThA0XyLBUCAsPfTnP4WLn8WcOAm2HXMIfbZ/SIDiMlz2WCZ/hNJwd3gOG+Vbysws5ozMWeYTYaT1kT5hHj8XjQ2NiIYDCILVu2zBoMnU1kiAgtLS0oKiqS5fYfpr29HVVVVbIMpQBx9iKnmPL48eMYHh4+RUQL1pokFueFwACAwWD49ne+852zGnjfvq0cGSnRg4R2P8PpcXm9oQGgw8lBIKB2lhYfsWixceh3MXysYvpyTU4SHYHhrREOL/cpcGslj8sK5InnVAoyxRjJfDE2EUTrUEwv91khIvT39+O9997DihUrUFtbG/cuTSyR6erqgkqlklXtHMZms8HtdstKqgPEpZ5KpZLVJfLRRx+1GwyGb8k68TngvBEYIjrW2dk5EmokNYkmRYU7Z5nFvDnE4YoiAUqZy4pX+zhcWyLIyg4O849hBg7AdSWiyMzV5nLYw/DkCQXUSrE4sFxGYWOYWJnRiWJ/z1nPhrhxOp04cOAAxsbGsH37dlkxjkgic+rUKYyNjcnOdwHEpVFrayvWrFkjqyQgbAWxcuVKyccajUbs2rXLCeAtyQefI84bgQEAo9F4/wMPPHBWfdJnLl4GTYxZjDsousddUiDvJhwPMrx2msOtlXOZLTC83MdBkwR8pDQxGbo8iTk7fzqlwFVFAj5VxcuKFwUTaHEZjb3d0gXG5/Ph2LFjaGtrQ21tLerr66FUyt/SnioyHR0dsFgsWL9+vax8FUAUh9bWVlRVVcmycgBEK82cnBxZx3/ta19zOhyO/0eLeCv4vBIYItrT0tLSdejQoWnvZ6pV+LdLY5fEv2sQvWLkBmw7nRxGPMAOmSIFiMubnQMM2/OBdpv0RvTRME0wsZmZheEzK3h8opyPu56KY0Cvef43H44OOOKuc/L5fDhx4gQaGxuRl5eHrVu3ygp+RiIzMxMFBQXo6elBTU2NbHEBRHFgjMleGgUCAZw6dUrWzlFPTw/eeOMNo8/n+7Osk58jziuBAYDR0dG777nnHutM0b5rWwV0GdEDfkFi2DkYv7FTJF4f5FCvFVAaxVJhNjQqwgP1HJ4+yZCmBD5YzGOu7nNT6XBweOK4At1jDHdW87h5WfSujWEqctPg9M5/6YqfF9DUd9bkcxputxvHjx9HY2MjNBoNLrnkEhQWFspaekSjt7cXNpsNW7duRXNzc1xb2JEYHx9Hb2+v7IQ6AOjo6EBlZaUsE/EvfelLNrPZfM9inr0A56HAENGxwcHBpn/+85/TfrHqJAUevCr2k+Ckg4OKA6rn0C7kuR4Fbq7kkaqU9neN1Ig+VQXcvCzy7pJcCKLD3hNtChy3MXy0XMA9q3isy4ls65kIa8t42R9hmSQIAgwGAxobG9HS0gKtVotLL70UJSUlc5pdzISI0N7eDpvNhs2bN0Or1UrKk5lKMBhEc3Mz1q5dK3vJ5nQ64XQ6ZdUrHT16FIcPH+7leX5BuzbGw6LP5I0EY6yipqbmvRMnTuROvQgFgfChn+zDSUPk9iaAmJH62RU8/ueEAgGZvXVWZQm4rJDw1EkurpYj0QO6hKuKCKXphN93c7LHMxvaZMIWnYDV2YQBN8Mxq9hojSeG1YUatI1E/31F46G6IP77uLSbqyY/A//3xUsgCAIsFgsMBgNsNhvy8vJQVlYmuTVqvAiCgJaWFiQlJaG2tnbajEhqxi8R4dChQygoKJAlDuHx7Nu3D2vXrpVlpbl161ZrY2PjB4ioWdYAziHn3QwGAIioz263v/7iiy9Oc7zjOIb/+PCqmMc6/KKdw7Ul8pdK7Q4ObTaGGytmzxKOvVvE8M9h8bO+sJJHtsz40GzYfAw7BxV4rFWBxlEO1ZmEh+p40RKCHChQy7MZjR+xOj2HnNjX2IQ9e/bAaDSisLAQl156KVavXj1v4uLz+XDw4EFoNBqsXr36rOWW1IzfkydPIj09Xba4AOLulV6vlyUuu3btor6+viPng7gA5+kMBgAYY7qysrK27u7uvJlr2Pv+dBR/OzYS/VgQvrBKwM4BDv0yihlFCDcvE2DyMuw2RNZpKVvR5emEG5fx+OtpDl3Oc6H7hK2l6cCEC1WZhHw1YTzAMOIRCxUNXgaHT6wtilSLFWkGwyDWK2UmibVchamEglRx1miaEFu8fHxLDT66sSqhcZVo2Gw2HDt2DKtWrZq1eDGemczAwACMRiM2bNgge/wulwvNzc24+OKLJS8BiQh1dXXWEydObCaiHlkDOMcs+mrqaBCRSafTPfv000/fd88990wLJHzzQyvxTocJrijO9hTywL2rWixm9MtamjC81Mfh7hqxR3SbffrFIjXPpX9cbD3y6eUCStMEvD0ivQpcGgy8IhlNJjcOhIrS05VnRGGLTkBWEpCuInAMEEhs9BYQGPwCkJsCfH6l2G5FxZ2pQBoPikWPRg9Dl5PhHQPD2JQCSN1pDz62aX7FJZyUNzg4iI0bN8a1BTx1JhNJZKxWK/r7+7F161bZ4iIIAo4ePYq1a9fKii+9+uqrvNVqffN8ERfgPJ7BAABjTFNYWNjV2dmpn3lB/KGxH9/864mYx2/IE7Asg/Bir7ziNkD0fr17JY+dg2dmHnNJouNAuK5UQGEa8OKpufd3jsWy3DT0WuLrwshAUHJnqqn/rUb0uwnbN8QrhvmaFBz89yvmMuyYhHNnkpKSUFdXJ7lwMdJMxm6349ixY9i0aROmVvRLpb29HSqVSpbHbyAQwIoVKyx9fX31RGSQPYhzzHkZgwlDRGMej+c7X/rSl87qLH3b5jJcVJYd8/hDZga1AnOqUPbyDE93iA7+lRlzz9AVwPDagAL/HObw2Roem/Lm3kgtElmpqrjFBRAFJCAweIIMTj8DT2ICo1+QNtMyjk2gx+SSM+RZGRkZwYEDB1BaWoq1a9fKqoqeGZNxOp1oaWnBxo0b5yQuZrMZDocDVVVVso7/7ne/63a5XE+fT+ICnOczGABgjDGdTtf44osvbtyxY8e0K/2UeRzX/s9e+GI0NE5REO5dxePZbgXME/JnCxoV4fMreWSqldBXrMA9r3RjYo72k0kc4foyAdnJwEu9iZ3NXLs6Hx9vKEZTnxXNAw60DTtj/p5mImUXKUnBYWVBBtaVZmNThRaXVOdJNuCOhc/nw/Hjx8EYQ11dneyCw6k4nU4cOnQIjDFs2rRJdpU1IFpoNjY2YsuWLbLan7S2tuKqq67qNJlMqxeT3248nLcxmDBERIyxm26//fbDJ06cyJt6IVTmpePLV6/A93aejHr8BM/wQq8Ct1Xx+Gm7/K1rANCoVdBlJGF9eS5+d2c2PvvsYYzPocOhX2B4qU+Bao2Au1bwOGHn8PYIS8h29iXVebhylR5XrhKDn0FeQK/FjQ6jC73mcZy2ejDs8GJ0bALWcf+s/x2pSQrkpCdBn5GCwiw1ynJSsSwvDSv0GlTp0pGkTPxkWRAE9Pb2YnBwEDU1NSgoiN35Uwrh2c9cH8CCIODIkSNYvXq1LHEJBAK4+eabrSaT6YbzTVyAC2AGEyYzM/MLN9xww/efeeaZaSWpRIRbf9WExt7YfcC36MQOgM/1iA2/pKBREb7SoMDV2zcgNVWNQ4cOoba2FgafCnf+9hCs7rk3MuMYYbuesEknOskdtUY2d4qXfV+9DMXZ8fc8DvIC3D4eviCPgEBoP3IQ9Ru2IFnJIS1ZCZXi3K62R0dHcfLkSRQUFKCqqkq2SVQk7HY7WlpasH79ehCRZGe8qbS1tUGlUmHFihWyxvLNb37T/dRTT/3YbDZ/Q9YHLDAXjMCEl0p/+tOfNl5++eXT7jyD04sP/s9eODyBaIcDEC02zRMM70TZdo7EVHHJyxPd8CcmJvDee++hsrIS/uQs3PHb93DaOvd2rACQpiRcWyKgKI3w1jCHNrt0oanITcPuh3fMaRzvvPMOduyY22dIhYhgNpvR3d2NlJQUrFq1ak5xkUiYTCa0t7dj48aNk03n5dhvAmKtktFoxEUXXSRr5+l8XhqFOa+DvFMhIjKZTDfeeeedlpkJUwWZavzgE7PXjLzaz6E2m7AyK/5G9DPFBQBSUlKwZcsWDAwMQHAa8ZcvbMOG8tgB53hxB8Vl07NdCqzMInxptWijKSVRbluVPEvHhYKIMDo6iv3792NoaAj19fVYv359wsVlcHAQnZ2d2LJly6S4ANKT8QAxB6e3txfr1q2TJS6BQAA33XST1WQyfeJ8FRfgAhIYACCiQafT+a3777//rF2lq2vzZ3W/44nhd10cPlQioCh19gzdSOISRqVSYdOmTXA4HDD0d+O5z2zCzRfJz/6cid0vCs1vuhSoyBAzc3cUCHHVSG2vktdM7FwTCATQ19eHd999FwaDAevWrUNDQ0PCs36JCN3d3RgeHo7qkidFZNxuN44dO4YNGzbIrlX69re/PW6xWH5ORLFzLRY5F8wSKUxoqbT/+eef33zFFVdMe3QEeAE3/bIRRwdiu6vlphDurObxqw4FHBF2bmYTl6mE/WPtdjsaGhrwcosR//laO/x8Ys27UxSEi3IJG3UCzF6G/aMcel3AzOWTgmNo/uZVyFTL70EEzN8SiYjgcDhw+vRpOBwOFBcXo6SkRHaPotkIBAJoaWlBcnIyVq9ePWsC3GzLJb/fjwMHDmDt2rWyLSZaWlpw9dVXnzSZTPXn8+wFuAAFBgAYY8UlJSXNra2teTP/yEbnBK77yb6YfZMBoCydcEMFj6dOKuAOnrlJpYjLVMJByTVr1mDIzeGe55sxYEtMXGY6hPJ0YKteQEkaoWuM4ZiVQ59LzGVZW5KF/71n25zPkkiBCYvKyMgITCYTMjIyUFZWhtzc3HktKQin7VdWVkrydIkmMoFAAAcPHkR1dbXsvkoTExNYu3attbOz8xIiapf1IYuIC1JgACAjI+OmdevWPbV79+7smTsMh/pt+OSvmmadRazIFPDBEgG/OKmAj2eyxSWM2+3GkSNHUFZWBq2+EN/83zb8b0v0mqm5omCE6kzCGi2hLIPQ72JYVlyAT1+2es7xi7kKjM/ng9VqhcVigdVqhUajQWFhIXQ6XUJ3hKIxMjKCrq4uNDQ0yCo6nCkyPM+jqakJpaWlsg2oiAg33nijc9euXd+y2WxPyvqQRcYFKzAAoNPpHrvlllvufvLJJ89atL94aABffWX2LptrtAIuzie8cIrhi2uVssUlDM/zaG1tBc/zqKurwz86rPjWX9tgn2WHa65wIJRlAN+4ohhqwQO/34+srCxkZWVBo9FAo9FIihdIEZhgMAiXy4WxsTE4nU7YbDaoVCrk5OQgNzcXWq02od4vsQgEAjhx4gT8fj/WrVsny+wpTFhk1q9fj5MnT0Kn083JPPzRRx/1/PjHP351dHT0U7I/ZJFxQQsMY4zT6XT/eOyxxy6+/fbbz0rvfPT1k/jlu72zfs42PY+PVwDbNm9Cfr68qe9MQr2EUVNTA2W6Ft/6axveaDMm5LOjkZqkQMu3PoAkJQdBEOBwOOBwODA2NgaXy4VgMIjU1FSkpKRArVYjJSVl8qVQKMBxHBQKBRQKBd59911s374dPM9Pvnw+HyYmJjAxMQGv1zv54jgOGRkZ0Gg0yMzMRHZ29jmZpczEbDajra0NlZWVKCkpScjyy26348CBA1i2bJks4+4wO3fu5O+8885jZrN5MxHN79PmHHJBCwwAMMbSdDpdy2uvvVa1adOmad8jItz7/FHsPB69vCO8LGpYUQ673YaNGzfO6ak3FZ/Ph9bWVnAch7q6OuzpsePbr53A8Dz1KLpsRR5+e2f0tqRENCkKU4XC5/NBEIRpYjI2NjYpFGHhSU5OnhSksEClpqaeE2uGWASDQbS3t8PtdmPt2rUJ297meR6HDx9Geno6TCaT7GS8jo4O7NixY2h0dHQdEclvv7AIueAFBgAYY2VFRUVNTU1N+qKiomnf8wV53P6b93Cw92y/2Jkxl+HhYfT29mLjxo0J3dUYHh5GV1cXli9fDm1ePn6x5xSefrdXUm1QPHzjQyvx2YuXJeSzFiLRTirh/JmOjg6Ul5ejrKwsYWIXCAQmne0qKipkJ+PZ7XasX7/e0tfXdxkRtSVkcIuICyoPJhpEdNpoNN54zTXX2Lze6bODZKUCv/r0RVhdND3QFymgW1RUhOrqahw8eBAzP2cuFBUVYdu2bbDZbGg+dBB3bdBh18M78NG1hUjkw3/7cvmxo/ONsbExHDx4ECMjI9i0aRPKy8sTJi5+vx8HDx5EaWnpZMxFTjJeMBjEddddZx8dHf23C1FcgPeJwABAMBjcOzQ09O1bb731rB7XGSkqPHvnRlTpxCdPrN0ivV6Puro6NDU1wek8K59PNklJSaivr0d9fT1OnjwJU18H/uujK/H3+7bjypXyW5qGyctIRk2+9N2S8w2/34/jx4/j2LFjqKmpQUNDQ0Izft1uNw4cOIDq6uqzdoukisz9998/1tXV9ZTb7X41YQNcZLxvBAYA7Hb7T/bv3//aI488clYCSk56Mp7/7CbU6tWzbkVrtVpcdNFFOHr0KEwmU0LHqNFosGXLFuTn5+PgwYOAfQg/u6Uef7t3Oz6wSi97RrO96sKevQQCAXR2dmL//v3IysrC9u3bkZ2dmPKMMDabDe+99x7Wrl0bNc8lXpH59a9/7XvllVcaLRbL1xM6yEWG4tvf/vZCj+Gc8pWvfGVnW1vb1ZmZmfr169dP25dVUBDFgSFs27Bu1q3opKQkFBQU4Pjx4wgGg8jKykrYFJwxhoyMDJSWlsLv96O1tRVpXBCfvLgGH20oRYAX0GMal9SR8bMXL8OqwsTNYPr7+1FeXp6wz5OL3+9HV1cX2tvbkZOTg/r6+oT+LcKE65Q2btw4a6lCSkoKtFotjhw5gry8vLP8aV555ZXggw8+2GU2mz9ARHMvtV/EvC+CvDNhjKnz8vLeffzxx+s//elPJwFiBuXBgwdRV1cnqfdxOK8FAOrr6+dl+5WIMDIygp6eHmRlZaGyshIBloSXjgzi+aYB9MdRqd3071dAr5HuRxKNhQ7yejwe9PX1wWw2o6KiIuF9lMIIgoD29nZ4PB40NDRIyhWKFPgNbUd3m83mLUQUu2blAuB9KTCAuH2dl5e3/yc/+cmq66+/XiVHXMIQEfr6+jA8PIz169dPq8RNJEQEo9GI/v5+CIKA8vJy5Ofn4/BpB14+MoT/azNGNDqv0qXjrQcvTehYFsquYXR0FP39/eB5HmVlZSgsLJy3JL2JiQk0NzcjJycH1dXVsmZFU0Xm4MGDwq233tobynWJbVB0gfC+FRhANA3X6XQH77vvvprPf/7zTI64TCXcJiPR7mqRcLvdOH36NEZHR6HX61FSUgJVSire6TTjjTYDdnWY4JoQxeaOreX49kdqE3r+cykwHo8Hg4ODGBkZQW5uLsrKymSl90vBYrHg+PHjqK2thU43tyC70+nE7373O3z/+98/bTKZNhJRYgN3i5j3tcAAAGMsS6fTNT755JOVN99885wz6Px+P44ePQq1Wo3a2tp5z1gNt14dGhrCxMQE9Ho9CgoKoE5Lx+F+O97pMuPKlXpsrNAm9LzzLTAulwsGgwFGoxEqlQpFRUUoKio6J7/Pzs5O2Gy2hO1AvfXWW8Jtt902ODo6uuV8M+2eK+97gQHEmUwoJrMyHJOZC+G+PAMDA1izZo3ssn2pBAIBmEwmjIyMwO12Iy8vD3l5edBqtbJ9SaKRaIHheR42mw0WiwUmkwkpKSkoKChAfn5+Qky848HlcqGlpQV6vR7Lly9PSKB4586d/F133dVnMpm2vZ9mLmGWBCZEKCaz55FHHqn93Oc+l5Bo6Pj4OI4ePYq8vDwsX778nNbf8DwPs9kMi8UCm80GxthkcWF2dvacyx3mKjCBQAAOh2OyoprneWRnZyM3Nxd5eXkJK8eIByLCqVOnMDw8nNAHwquvvhq8++67T5nN5m3vl5jLTJYEZgqh3X3gP3wAAA2zSURBVKW3HnzwwXVf/epX1Yl4gk29eOvq6qDVJnapEi+BQGDyZnY4HAgEAlCr1ZNFiBqNBqmpqVAqlXE9ueMVmEAgAK/XO1lNPTY2Bq/XC4VCgczMTOTm5iInJ2feDKVmY2xsDMeOHUv4Q+CZZ57xf+1rX+sym80Xvx92i6KxJDAzYIwl5eXl/f6yyy675ve//31moi788fFxtLa2IjU1FStXrlywGyoMEWFiYmLypg/f+MGgGBhWqVRISUlBcnLyZAX11MLGjo4OVFdXTyuAFAQBPp8PXq8XgYBYEKxUKs8SMrVaveAFkOHEPLvdjvr6emRmZs5+UBwEg0E88MADrpdeeumg2Wz+GBHF393uAmRJYCLAGGNarfbB4uLif3/zzTe1+fn5CfnccD5LV1fXZPHdufJBkQIRIRgMTlZSh8Vjqpj09PRgxYoV0ywcOI5DcnIy1Go1VCrVgotIJIgIQ0ND6OnpwbJly1BaWpqwcTocDlx33XX2rq6up81m89do6eYSf+Hn0wtACYDdAE4COAHggdD7PwTQAaAVwF8AZIXeLwfgBdASej015bN2ADgM4LFI51KpVFcUFxePHj58mBJJIBCg9vZ22r17NxkMBhIEIaGffy7YvXv3Qg9BMmazmfbs2UOtra3k8/kS+tkdHR1UUVFhTk9Pv5EiX7e/AWAC0Dblve+GrtcWAP8AUEhzvGYX22vBByB5wEABgIbQ1xkAugCsAvABAMrQ+z8A8IMpf6y2KJ/1IgA1gP8GUBPlZ5bpdLpTf/zjH/2RLy35eDweOnLkCO3bt4/MZnOiP35eOZ8Exm63U2NjIzU1NZHL5Ur45+/cuTOo1+sHAdRR9Ov2EgANMwRGM+Xr+8NCMtdrdjG9zrvWsSTmERhCX7sYYycBFBHRP6b82EEAN8TxcRzEzvIConQvI6JextjaL37xi39rbm5e/9hjj6UnalmjVqvR0NCAsbExdHZ2oqurCytWrJCVTbzE2TgcDnR2doKIUFNTk/B0ASLCD37wA8+PfvSjzlBdUVSzKCJ6lzFWPuO9sSn/TAPiam416zW7qFhohZvLC6LSD2DKkyD0/t8A3DblZ9wAjgLYA+DiKT93NYBmAP8dx7k4nU7348svv9zudDppPnA6nXTo0CHau3fvol86LdYZjCAIZDKZ6MCBA3Tw4EGyWq3zch6v10uf+MQnHDqd7o8AVBT/9do2471HAAwCaAOQRwm8ZhfDa8EHIHvgQDqAIwA+PuP9r0OMwYQD2MkAckJfrw/9MTVyz6vRaD5VXl5uPnDgAM0X4+Pj1NLSQrt376be3l7y+xO+Opszi01ggsEg9ff30549e+jIkSM0Xw8BIqJjx45RTU2NRavVPkjSrtmzBGbK974G4D9pHq7ZhXwt+ABkDRpQAXgTwIMz3r8dQCOA1BjHvgPgojmef5lOpzt67733jnk8HpovfD4fdXV10a5du+jYsWNkt9vn7VxSWSwCMzY2Rm1tbbRr1y7q6Oggr9c7b+fy+/30jW98Y1yn03UCWE3Sr5tYAlMW43tzvmYX6rXgA5DxR2IAfg/gxzPevwZAe3iaOeX9PACK0NfLAAwD0CZgHFx2dvbDy5YtMzc2NtJ8IggCGY1Gampqoj179tCpU6fm9UaKh4UUGJ/PR319fbR3715qbGyk4eFh4nl+Xs/Z2tpKK1eutOTm5j4S75Jo5mumwABYPuXr+wC8TPN4zS7Ea8EHIOOPtB1ikCu8vdcC4FoAPaGp5LStPQCfgLidfSy0dv1wgsdTqdPpWu67776xc3HTT0xMUE9PD+3du5f2799PfX19CyI251pgfD4fDQwMUGNjI+3Zs4e6urpoPmePYQKBAH3rW98Kz1qi7hLN9gLwJ4ibEwEAQwA+A+AViLGXVohxwyI6B9fsuXwtJdolAMYYl52d/VB2dvZXnn/++dyZ7VHmC4/Hg5GRERiNRhAR9Ho99Ho9NBrNvCe5zXc1NRHB5XLBbDbDaDRCEATodDoUFRXJag0ih7a2Ntx0001Ws9n8tMVi+Q+6gPoVnSuWBCaBMMaqdDrdK7fcckvFD37wg4yUlMQ5yM2Gz+fD6OgozGYzxsbGkJGRMdk1MSMjI+GCk2iBISKMj4/DZrPBarXC6XQiPT0deXl50Ov1CTXuno1gMIhHHnnE8/Of/3zYZDLdQESt5+zkFxhLApNgGGOcVqv9clpa2kPf//73s2+99VbluS4HICKMjY3BarXCZrPB5XIhJSUFmZmZk6+0tLQ5ic5cBIZIbPDmdDrhcDjgdDrh9XqRlpaGnJwcaLXaefHVjWdcr732mvDQQw/ZnE7nbywWyzeWZi1zY0lg5gnGWJ5Op/uvrKysjzzxxBPaD37wg9xC1uZMTExMu6E9HtHHNy0tDWlpaVCr1UhNTYVarUZycjKSkpJi3uCxBIaI4Pf7J1vJejyeyZfb7QYRQa1WT4pdVlYWUlJSFrR2ae/evbj33nstJpNpt9FofJCIhhZsMBcQSwIzzzDGyvLz8/+nsLBw+89+9rOczZs3L/SQJhEEAW63Gx6PB16vd/L/w+IwFaVSCY7jwBgDx3GwWCzQarUgIgiCMFmFHSYpKWmylWxqauqkeKWlpS1IX+poHD9+HPfcc4+1u7u71Wg0foGIOhZ6TBcSSwJzjmCMrc7Pz//FqlWrVv30pz/VzqVR+rmGiCYrqgVBABGhsbERW7dunRSdeH1kFgv9/f148MEH7QcOHDgd6qz43kKP6ULkvKtFOl8hsTXoxYyx7ZdddtkvduzYUfTDH/4wu6SkZKGHNithAZkKx3E4l0HsRGE2m/H1r3/d+de//tVssVjuFQThH7T0lJ03Fp8ZyQUOEe0bHR2tf+WVV+7YsGHDqRtuuMF+9OjRhR7WBU9HRwfuuOMOR11d3cBzzz13r8lkWsHz/JtL4jLPLHQizvv5BTEreUdhYeG7a9asMb/88st8MBik84HFUioQC57naefOncLmzZvNBQUFhzmOuxYAR4vgb/9+eS3FYBYJjLEKvV7/7yqV6iN33HFH2t13351WVFS00MOKykJ3doyF2WzGM888M/HUU0+5fD7f20aj8TtEdHKhx/V+ZElgFhmMsVS1Wn1LVlbWw5WVlXkPP/xwzoc+9CGW6LYjc2WxCYwgCHj77bfx+OOPW1pbWx3j4+NPjo+PP0vTPVeWOMcsrqt2CRCRB6K94m8YY7U9PT0PMcY+tGPHDuWtt96qveKKK85pVutixu/3Y8+ePXjhhRfsb775ZlAQhF0Gg+GHRHRkoce2hMjSDOY8gDGmALBFr9ffxhi7trq6OuW2227L/shHPqLU6/ULMqaFmsFYrVa8/vrrwnPPPWc9duxYgOO4fxoMhj8A2EtE/nM+oCVisiQw5yGMseqsrKwbUlNT/yUzM1N/8803p3/iE59Q19bWnrNclHMpMF1dXfjLX/4y8fzzz4+ZzWaHz+d70Waz/RnACVq6gBc1SwJznsMYy1GpVNfq9fo7iWj1mjVrcOmll2o2bNiQ3NDQkLB+PzOZL4EZHx9HS0sL3nvvvcCePXscR48ehSAI3RaL5Vmfz/caERkTftIl5o0lgbmACC2lahQKxUV6vf5yItqoVCq1q1atYpdeeqlm06ZNyQ0NDQkxv06EwLhcLhw9ehTvvfee/91333W2trbC7/c7FArFEaPR+FYwGDwMoJ2WCg7PW5YE5gInJDorGGPrCwoKriCiTUqlUltaWorS0lKurKwspaysLLWwsJArKChAYWEh9Hr9WZm7M5lNYHieh8lkgsFgwMjICEZGRmhgYMDd398/MTg4yPf393OBQMDBcdwho9H4Ns/zhwGcXBKTC4slgXkfEhKdgvBLqVQWarXaquTk5AoiKg4GgzqFQpGclJSkzMvLE9LS0qBSqZhSqYRKpWIqlYp5PJ50lUrlCgaDFAgEEAgEyOv1wmQycT6fj+d53qdUKs2MsWG/399vs9m6A4HAMERXNwOAESIKxhrnEuc/SwKzRFRCQpQLsdGXcsaLg2j/GAAQDL18AMxLwrFEmCWBWWKJJeaNpWLHJZZYYt5YEpglllhi3lgSmCWWWGLeWBKYJZZYYt5YEpglllhi3lgSmCWWWGLeWBKYJZZYYt5YEpglllhi3lgSmCUmYYz9hjFmYoy1TXlvLWPsIGOshTF2mDG2ccr3vsYY62GMdTLGrp7y/o7Qzz52rv8bllhcLAnMElP5HYBrZrz3GID/JKK1AL4V+jcYY6sA3AKgNnTMz0OlBQDweQAXA1AwxmrOwbiXWKQsCcwSkxDRuwBsM98GoAl9nQlgJPT19QBeICIfEfUB6AEQnt1woeMEiJ0TlnifsuTJu8RsfBHAm4yxxyEKx9bQ+0UADk75uaHQewDwawAHAOxecvN/f7MkMEvMxucBfImIXmGM3QTgGQBXIvLMhACAiP5/e3dro1AURVF47WQSGkBiRlAHhCpwo8BMEVMDVZBAgsC9QsCMJdSAIRfBCz/qqQuI9akjj9rJNuc0QPO6FfWprEjq8gNs2nnNvQYdgMe/twPu9UkCDBh1OwKjdp4A/+28BaZJekm+gSHgA3k9sSLpJskSGAP9JAfgD5gBiyRfwAmYA5RSdklWwJ7rsanfUsr5LYvrY3lwSlI1ViRJ1RgwkqoxYCRVY8BIqsaAkVSNASOpGgNGUjUXQOSifVDyVlcAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "site.plot_wd_distribution(n_wd=12);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The wind turbine object\n", - "As for the site this object contains relevant information as well as supplying usefull functions. It holds information about the power curve, ct-curve, hub height and diameter and has a plotting function to visualize the layout of the turbines including the naming:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Original layout\n", - "plt.figure()\n", - "wt.plot(wt_x, wt_y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Calculate AEP" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "<xarray.DataArray 'AEP [GWh]' ()>\n", - "array(682.04072529)\n" - ] - } - ], - "source": [ - "# Original AEP\n", - "aep_ref = windFarmModel(wt_x,wt_y).aep().sum()\n", - "print (aep_ref)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise: Improve the AEP by modifying turbine locations.\n", - "\n", - "Modify the x and y offsets for the rows and columns to increase the AEP.\n", - "\n", - "Note, the turbines positions are limited by a rectangle surrounding the existing layout" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "# Here we define a function to print and plot your new layout. No need to change anything here\n", - "def add_offset_plot_and_print(row_offset_x, row_offset_y, col_offset_x, col_offset_y):\n", - " x,y = wt_x, wt_y\n", - " y = np.reshape(y,(10,8)).astype(np.float)\n", - " x = np.reshape(x,(10,8)).astype(np.float)\n", - "\n", - " x+= np.array(row_offset_x)\n", - " y+= np.array(row_offset_y)\n", - " x+= np.array(col_offset_x)[:,np.newaxis]\n", - " y+= np.array(col_offset_y)[:,np.newaxis]\n", - " y = np.maximum(min(wt_y), np.minimum(max(wt_y), y.flatten()))\n", - " x = np.maximum(min(wt_x), np.minimum(max(wt_x), x.flatten()))\n", - "\n", - " plt.plot()\n", - " plt.plot(wt_x, wt_y,'b.')\n", - " wt.plot(x, y)\n", - " aep = windFarmModel(x,y).aep().sum()\n", - " print (\"AEP ref\", aep_ref.values)\n", - " print (\"AEP\", aep.values)\n", - " print (\"Increase: %f %%\"%((aep-aep_ref)/aep_ref*100))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now try to modify the row and column offsets and see if you can improve the AEP" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AEP ref 682.0407252944838\n", - "AEP 682.2122958662208\n", - "Increase: 0.025155 %\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# =======================================\n", - "# Specify offsets \n", - "# =======================================\n", - "row_offset_x = np.linspace(0,1,8)* -500\n", - "row_offset_y = np.linspace(0,1,8) * 0\n", - "\n", - "col_offset_x = np.linspace(0,1,10) * 0\n", - "col_offset_y = np.linspace(0,1,10) * 0\n", - "\n", - "add_offset_plot_and_print(row_offset_x, row_offset_y, col_offset_x, col_offset_y)\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.8.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": true - } + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Experiment: Improve Hornsrev 1 layout" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import supporting libraries like NumPy and Matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": {}, + "outputs": [], + "source": [ + "# Install PyWake if needed\n", + "try:\n", + " import py_wake\n", + "except ModuleNotFoundError:\n", + " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import and instantiate relevant PyWake objects\n", + "We operate with four fundamental objects in PyWake, namely `Site`, `WindTurbines` and `WindFarmModel`, as explained here: https://topfarm.pages.windenergy.dtu.dk/PyWake/notebooks/Introduction.html." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from py_wake.examples.data.hornsrev1 import V80 # The farm is comprised of 80 V80 turbines which\n", + "from py_wake.examples.data.hornsrev1 import Hornsrev1Site # We work with the Horns Rev 1 site, which comes already set up with PyWake.\n", + "from py_wake.examples.data.hornsrev1 import wt_x, wt_y # The existing layout coordinates are also available from PyWake \n", + "# PyWake acts a library for multiple model combinations. \n", + "# BastankhahGaussian combines the engineering wind farm model, `PropagateDownwind` with \n", + "# the `BastankhahGaussianDeficit` wake deficit model and the `SquaredSum` super position model \n", + "from py_wake import BastankhahGaussian \n", + "\n", + "# After we import the objects we instatiate them:\n", + "site = Hornsrev1Site() \n", + "wt = V80()\n", + "windFarmModel = BastankhahGaussian(site, wt)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The site object\n", + "There are multiple functionalities available from the site object as well as wind conditions, probability and geometry of the wind farm. We can e.g. plot the wind rose with a specific number of bins by using the plot_wd_distribution function:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "site.plot_wd_distribution(n_wd=12);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The wind turbine object\n", + "As for the site this object contains relevant information as well as supplying usefull functions. It holds information about the power curve, ct-curve, hub height and diameter and has a plotting function to visualize the layout of the turbines including the naming:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Original layout\n", + "plt.figure()\n", + "wt.plot(wt_x, wt_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calculate AEP" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<xarray.DataArray 'AEP [GWh]' ()>\n", + "array(682.04072529)\n" + ] + } + ], + "source": [ + "# Original AEP\n", + "aep_ref = windFarmModel(wt_x,wt_y).aep().sum()\n", + "print (aep_ref)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise: Improve the AEP by modifying turbine locations.\n", + "\n", + "Modify the x and y offsets for the rows and columns to increase the AEP.\n", + "\n", + "Note, the turbines positions are limited by a rectangle surrounding the existing layout" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Here we define a function to print and plot your new layout. No need to change anything here\n", + "def add_offset_plot_and_print(row_offset_x, row_offset_y, col_offset_x, col_offset_y):\n", + " x,y = wt_x, wt_y\n", + " y = np.reshape(y,(10,8)).astype(np.float)\n", + " x = np.reshape(x,(10,8)).astype(np.float)\n", + "\n", + " x+= np.array(row_offset_x)\n", + " y+= np.array(row_offset_y)\n", + " x+= np.array(col_offset_x)[:,np.newaxis]\n", + " y+= np.array(col_offset_y)[:,np.newaxis]\n", + " y = np.maximum(min(wt_y), np.minimum(max(wt_y), y.flatten()))\n", + " x = np.maximum(min(wt_x), np.minimum(max(wt_x), x.flatten()))\n", + "\n", + " plt.plot()\n", + " plt.plot(wt_x, wt_y,'b.')\n", + " wt.plot(x, y)\n", + " aep = windFarmModel(x,y).aep().sum()\n", + " print (\"AEP ref\", aep_ref.values)\n", + " print (\"AEP\", aep.values)\n", + " print (\"Increase: %f %%\"%((aep-aep_ref)/aep_ref*100))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now try to modify the row and column offsets and see if you can improve the AEP" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AEP ref 682.0407252944838\n", + "AEP 682.2122958662208\n", + "Increase: 0.025155 %\n" + ] }, - "nbformat": 4, - "nbformat_minor": 4 -} \ No newline at end of file + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# =======================================\n", + "# Specify offsets \n", + "# =======================================\n", + "row_offset_x = np.linspace(0,1,8)* -500\n", + "row_offset_y = np.linspace(0,1,8) * 0\n", + "\n", + "col_offset_x = np.linspace(0,1,10) * 0\n", + "col_offset_y = np.linspace(0,1,10) * 0\n", + "\n", + "add_offset_plot_and_print(row_offset_x, row_offset_y, col_offset_x, col_offset_y)\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.8.2" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/notebooks/exercises/Validation.ipynb b/docs/notebooks/exercises/Validation.ipynb new file mode 100644 index 000000000..9b700ecc2 --- /dev/null +++ b/docs/notebooks/exercises/Validation.ipynb @@ -0,0 +1,610 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Experiment: Validation\n", + "\n", + "In this notebook, you can compare and validate your own WindFarmModel (i.e. combination of engineering submodels) with data from RANS, LES and measurements " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialize" + ] + }, + { + "cell_type": "code", + "execution_count": 0, + "metadata": {}, + "outputs": [], + "source": "# Install PyWake if needed\ntry:\n import py_wake\nexcept ModuleNotFoundError:\n !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git" + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib as plt\n", + "plt.rcParams.update({'figure.max_open_warning': 0})" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# import all available models\n", + "from py_wake.deficit_models import *\n", + "from py_wake.wind_farm_models import *\n", + "from py_wake.rotor_avg_models import *\n", + "from py_wake.superposition_models import *\n", + "from py_wake.deflection_models import *\n", + "from py_wake.turbulence_models import *\n", + "from py_wake.ground_models import *" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<style>.widget-label { min-width: 20ex !important; }</style>" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# prepare for the model combination tool\n", + "from py_wake.utils.get_models import get_models, get_signature\n", + "from ipywidgets import interact\n", + "from IPython.display import HTML, display, Javascript\n", + "\n", + "# Fix ipywidget label width\n", + "display(HTML('''<style>.widget-label { min-width: 20ex !important; }</style>'''))\n", + "\n", + "\n", + "def print_signature(windFarmModel, **kwargs):\n", + " s = \"\"\"# insert windFarmModel code below\n", + "wfm = %s\n", + "\n", + "validation.add_windFarmModel('<name>', wfm)\"\"\"% get_signature(windFarmModel, kwargs, 1)\n", + " \n", + " # Write windFarmModel code to cell starting \"# insert windFarmModel code below\"\n", + " display(Javascript(\"\"\"\n", + "for (var markdown_cell of IPython.notebook.get_cells()) {\n", + " if (markdown_cell.get_text().startsWith(\"# insert windFarmModel code below\")){\n", + " markdown_cell.set_text(`%s`)\n", + " }\n", + "}\"\"\"%s))\n", + "\n", + "# setup list of models\n", + "models = {n:[(getattr(m,'__name__',m), m) for m in get_models(cls)] \n", + " for n,cls in [('windFarmModel', WindFarmModel),\n", + " ('wake_deficitModel', WakeDeficitModel),\n", + " ('rotorAvgModel', RotorAvgModel),\n", + " ('superpositionModel', SuperpositionModel),\n", + " ('blockage_deficitModel', BlockageDeficitModel),\n", + " ('deflectionModel',DeflectionModel),\n", + " ('turbulenceModel', TurbulenceModel),\n", + " ('groundModel', GroundModel)\n", + " ]}" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from py_wake.validation.validation import Validation, ValidationSite, ValidationWindTurbines\n", + "site, windTurbines = ValidationSite(), ValidationWindTurbines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup Validation\n", + "Instantiate new Validation. This cell removes previously added windFarmModels" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "validation = Validation()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Add WindFarmModels\n", + "Add as many windFarmModels as you wish with the function\n", + "\n", + "```\n", + "validation.add_windFarmModel(name, windFarmModel, line_style='-')\n", + "```\n", + "\n", + "for example:\n", + "\n", + "```\n", + "wfm = PropagateDownwind(site, windTurbines, wake_deficitModel=NOJDeficit(k=0.04))\n", + "validation.add_windFarmModel(\"NOJ(k=0.04)\", wfm, ':')\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can use the dropdown boxes here to update the code cell below. Note, that some models needs manual specification of some non-optional arguments" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9af05710535d4740942b102204468f17", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='windFarmModel', options=(('PropagateDownwind', <class 'py_wake.win\u2026" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = interact(print_signature, **models)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the cell below:\n", + "\n", + "- Replace '\\<name\\>' with a name for the windFarmModel\n", + "- Set unspecified arguments, if any\n", + "- Run the cell below to add the windFarmModel to the validation" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# insert windFarmModel code below\n", + "wfm = PropagateDownwind(\n", + " site,\n", + " windTurbines,\n", + " wake_deficitModel=BastankhahGaussianDeficit(\n", + " k=0.0324555,\n", + " use_effective_ws=False),\n", + " rotorAvgModel=RotorCenter(),\n", + " superpositionModel=LinearSum(),\n", + " deflectionModel=None,\n", + " turbulenceModel=None,\n", + " groundModel=NoGround())\n", + "\n", + "validation.add_windFarmModel('<name>', wfm)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['MyModel', 'Gaus'])\n" + ] + } + ], + "source": [ + "# print name of added wind farm models\n", + "print(validation.windFarmModel_dict.keys())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Single wake deficit validation" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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R0w0QQgghhBBCCCF6WvLXi8fvjfUWHz52wfbmLVu2zDN69OiGzub179/f//333+eFhobqZcuWuc8999xBy5cvX7W9dW3ZssX+8ccfxxQUFCy32WyUlZXZu6L9fYEENoQQQgghhBBCiF7gwgsvHPjzzz+HO51O/e233+ZdfvnlaStXrvTYbDbWr1/v3tFrY2NjA2632zrnnHPSTjjhhOqzzz67urva3dMksCGEEEIIIYQQYr+3o8yKvWXUqFGNM2fOjAk+f/nllzcUFRU5JkyYMPzuu+9OSkxM9L3zzjtrLcvC4/GMB3A6ndqyrNZ1NDc3q5bpLF68eNWsWbMiX3/99ZjHH3888ccff8zr7m3qCVJjQwghhBBCCCGE6AEnnXRSbXNzs7rvvvsSgtPq6upsANXV1fZ+/fr57HY7jz32WFwgEAAgMzOzOT8/39PY2KjKy8vts2fPjmxZ3lZRUWE/++yzq5944omNq1atCu2RjeoBkrEhhBBCCCGEEEL0AJvNxgcffLDm2muvHfDQQw8lx8bG+kNDQwMzZswonDx5csPpp5+e+f7778dMmzat1uPxWACDBw/2nXTSSZXDhw8fkZGR0TRixIgGgKqqKvuJJ544OJjB8fe//31jT25bd1Ja655ugxBCCCGEEEII0e2WLFmybsyYMWU93Q6xe5YsWRI/ZsyY9OBz6YoihBBCCCGEEEKIPksCG0IIIYQQQgghhOizJLAhhBBCCCGEEEKIPksCG0IIIYQQQgghhOizJLAhhBBCCCGEEEKIPksCG0IIIYQQQgghhOizHD3dACGEEEIIIYQQojf48ktCKyq67jw5Nhb/kUfSsKNlQkNDD2hoaFjUftoNN9zQ/5VXXomPjY31B6fNnj071+126/PPPz8tJyfHo7VWkZGR/q+++mp1VFSU1VVt7osksCGEEEIIIYQQQgAVFTiSk/HvfMldU1z8y8+5f/Ob32y58847t7Sf9te//jU5MTHRN2vWrLUAS5YscbtcLr2n7ezrJLAhhBBCCCGEEEL0AUVFRc60tDRv8PmYMWOae7I9vYXU2BBCCCGEEEIIIXqZJ554ImnYsGHZw4YNy540adIQgKuuuqrs4YcfTh47duyw3/3ud/2XLVvm7ul29gYS2BBCCCGEEEIIIXqZ3/zmN1tycnJW5uTkrPzpp5/yAKZOndq4du3aZddff31xRUWFY+rUqcMXLlwY0tNt7WkS2BBCCCGEEEIIIfqIqKgo6+KLL6565ZVXNvz617+umDlzZlRPt6mnSWBDCCGEEEIIIYToAz7//POw0tJSO0BTU5PKy8sLSU9P9+7sdfs6KR4qhBBCCCGEEEJghmfdk5FMOlvfzpZpamqyJSUljQ4+v/rqq7eAqbHx5ptvxgWnz5w5Mz8vLy/kuuuuSwOwLEsdddRR1RdffHFlV7W3r1Ja7/cjwwghhBBCCCGE2A8tWbJk3ZgxY8p6uh1i9yxZsiR+zJgx6cHn0hVFCCGEEEIIIYQQfZYENoQQQgghhBBCCNFnSWBDCCGEEEIIIYQQfZYENoQQQgghhBBCCNFnSWBDCCGEEEIIIYQQfZYENoQQQgghhBBCiJ244YYb+iulxne83XDDDf17um37OwlsCCGEEEIIIYQQO3H//fdv1lov0FovAAg+vv/++zfvyXqVUuNPPfXUjOBzn89HTEzMmMMPP3zwnra5L/jwww8jvvjii7A9WYcENoQQQgghhBBCiB7i8Xis3NxcT11dnQJ47733IpOSknw90Rafr/vf9quvvor4/vvvw/dkHRLYEEIIIYQQQgghdsHKlStdgwcPHgEwePDgEStXrnR1xXqPPPLI6rfeeisa4LXXXos9/fTTK4LzampqbGeeeWb6yJEjhw8fPjz7lVdeiQbIzc11jR8/fmh2dvbw7Ozs4cGsh/Xr1zsnTJgwdNiwYdlZWVkjPv3003CA0NDQA4LrfP7552NOP/30dIDTTz89/YorrkidNGnSkGuuuSZ1xYoV7oMPPjhrxIgRw8ePHz900aJFIcHlzj///IGTJk0akpqaOuqjjz4KP/PMM9MHDRo0IrgugHfffTdy7Nixw7Kzs4cfd9xxg6qrq20AKSkpo66//vr+2dnZw4cMGZK9aNGikNzcXNdLL72U8MQTTyQNGzYs+9NPPw1/7rnnYrKyskYMHTo0e8KECUN35e/n2JM/vhBCCCGEEEIIsb84+eSTswoKCtwABQUF7pNPPjkrPz9/xZ6u98ILL6y4/fbb+5199tlVq1atCr388svL58yZEw5w88039zv88MNr3nrrrXVlZWX2CRMmDD/55JNr+vfv7//+++/zQkND9bJly9znnnvuoOXLl6967rnnYo888sjq++67r9jv91NbW7vThIY1a9aE/PDDD3kOh4MpU6YMeeqpp9aPGjWq+auvvgq7+uqrB/744495ANXV1Y65c+fm/fe//40+++yzs7766quc8ePHN44ePXr4nDlzPBkZGb577rmn33fffZcXGRlp/e1vf0u+6667kv71r38VAcTHx/tXrly56t5770249957k9544431F110UWl4eHjgzjvv3AIwZMiQ7M8//zwvIyPDV1ZWZt+Vv58ENoQQQgghhBBCiF2wdu3aEK01AFprtXbt2pCuWO+kSZMaCwsL3U8//XTsUUcdVd1+3jfffBP52WefRT/00EPJAM3NzSo/P9+Vlpbmu/zyy9NWrlzpsdlsrF+/3g0wefLk+unTp6f7fD7bGWecUTl16tTGnb3/aaedVulwOKiurrYtWrQo/Mwzz8wMzvN6vSr4+IQTTqiy2WyMGzeuIS4uzjdx4sRGgCFDhjSuWbPGvX79eteaNWtCJk6cOAzA5/Op8ePH1wVff95551UCTJw4sWHWrFkxnbVlwoQJdeeff3766aefXnn++edX7srfT7qiiP2eUsqllCpTSoUrpb5RSjUppWqVUjVKqQVKqZuUUu698L7/UkqtbnmvHKXURTtZ/jyl1HqlVL1S6n2lVGxXt0kIIfamHtzfvqCU8iql6trdtnsFSPa3Qoi+rgf3tys67Gv9SqkPtrPsYUopq8PyF3d1m7paRkZGk1JKAyildEZGRlNXrfvYY4+tuv322wdcdNFFFe2na615++2383Nyclbm5OSsLCoqWjZu3Limu+++OykxMdG3atWqlcuWLVvp8/lsAMcdd1zdd999l5uSkuK95JJLMh555JG4lva2rrOxsVG1f4/w8HALIBAIEBER4Q++V05OzsqCgoLWjJSQkBANYLfbcblcOjjdZrPh9/uV1ppp06bVBF+7Zs2aFW+++eb6jq93OBza7/dv1Yag//73vxv+/ve/b964caNr7NixI4qLi3eatSGBDSHgEGCx1joYSbxOax0B9ANuBM4BPlbt9wRdox44CYgCLgYeVEpN7WxBpdQI4EngQiAJaAAe6+L2CCHE3tZT+1uAf2itw9vdAp0tJPtbIcQ+okf2t1rrEcH9LBABbADe2sFLNnfYN7/Yle3ZG2bNmrV60KBBzQCDBg1qnjVr1uquWvfVV19dduONN24OZkEEHX744TX//ve/kyzLAuCHH37wAFRXV9v79evns9vtPPbYY3GBgPlpy8vLc6WkpPhuvPHGsgsuuKBs4cKFoQBxcXG+hQsXhgQCAWbOnNlptkRsbKyVmprqfe6552IALMti7ty5nl3dhsMOO6x+/vz54cuXL3cD1NbW2pYuXbrDIFpERESgtra2NXixYsUK9xFHHFH/wAMPbI6JifEXFBTstI6JBDbEPk0plamUqlBKjWt53r8len1Yu8WOBz7u+Fqtdb3W+hvgZGAKcEJXtk1rfbvWOkdrbWmtfwK+b3mfzpwPfKC1/q7lB+pW4DSlVERXtkkIIX6p3ry/3U2yvxVC9Gp9aH97CJAIvLMX36PbZWdne4M1NfLz81dkZ2d7u2rdmZmZvltvvbWk4/R77713s9/vV8FioLfccksKwB/+8IeS1157LW7MmDHD8vLyQjwejwXw2WefRWRnZ48YPnx49syZM2P+/Oc/bwG44447Np1yyimDp0yZMnRHo6689tprBc8//3z80KFDs7Oyska888470bu6Df379/c/+eST684555xBQ4YMyR4/fvywZcuW7bC7zumnn1710UcfRQeLh15//fWpQ4YMyc7KyhoxefLk2smTJ++0K40K9g8SYl+llLoSuAEYD7wHLNNa/7Hd/BzgFK11rlLqG+AVrfUzHdbxHTBXa/2XTtZ/E3DT9t5fax29C230AAXApVrrTzuZPxOYo7W+r920OuDQ4DjaQgjR03rr/lYp9QLmIB5gLXCP1rrTA23Z3woh+oLeur/tsI7nAJvW+pLtzD8M+ByoxGTHvQ/corWu39m6u9KSJUvWjRkzpmx3X6eUGi+/Cz1nyZIl8WPGjEkPPpeMDbHP01o/DawGfsKk3/0tOE8pNQhwaq1zd7KazUCnfay11vdqraO3d9vFZj4BLAE+2878cKC6w7RqTIqfEEL0Cr14f/sQkIW5cngr8IJS6qDtLCv7WyFEr9eL97fBNoQCZwAv7GCxHGBsS/uPwARp7t/ZunvSDTfc0F8pNV4pNR5McEMpNf6GG27o39Nt299JYEPsL54GRgIPa62b200/gU7S9DqRAlTsdKlfQCn1z5a2naW3n0JVB0R2mBYJ1O6NNgkhxB7odftbrfVCrXW51tqvtf4YeBU4bTuLy/5WCNFX9Lr9bTuntaz72+0toLUu1lqvbOmWvRb4MyYY0mvdf//9m7XWCzre7r///s093bb9nQQ2xD5PKRUOPAA8C8zoUN3+eOCjnbx+ACaC/P125t/coZrzVredrPsO4DjgV1rrmh0sugIY0+51gwA3kLej9QshRHfqzfvbDjSwvYJ5sr8VQvR6fWB/ezHw0g4u2nVmR/vmvcmyLKsn3lf8Qi3/X1b7aRLYEPuDB4EFWusrMDv5J6C1rsVE4JvOXqSUClVKHQrMBH5mO5FvrfU9Hao5b3XbXqOUUn8FzgOO1lqX72QbXgVOUkodrJQKA+4E3tVayxVEIURv0lv3t2coM+ShTSn1K+ACYNZ2Fpf9rRCiL+iV+9uW90gFDgd2OMJJy3CvA5UxALi3pV3dbXlpaWmUBDf6BsuyVGlpaRSwvP10Rw+1R4huoZQ6BTgWGNUy6QZgsVLqfEyf6bla645jTz+ilPpPy+N84G3g31pri651D+AFVrcbaeserfU9LW2vA47TWn+vtV6hlPoN5oA7DvgfcGkXt0cIIX6xXr6//T3mqqbCFA+9smVUgGDbZX8rhOgzevn+Fsxw2XO11ms6aXvr/hYYh9nXxgDlmOKhN++F9uyQ3++/ori4+Jni4uKRyIX/vsAClvv9/ivaT5RRUcR+Syn1GLBca/1YT7dFCCH2ZbK/FUKI7iH7W7G/kowNsT9bDHzQ040QQoj9wGJkfyuEEN1hMbK/FfshSbUR+y2t9VNa66KebocQvYVS6jmlVIlSavl25g9TSs1VSjUrpf7Y3e0TfZfsb8X+ak/2q0qpY5VSuUqpfKXUTd3TYtHXyf5W7K8ksCGEECLoBUyf3e2pAH4H/KtbWiOEEH3fC/yC/apSyg48ihk5LRs4VymVvZfaKIQQfZ4ENoQQQgCgtf6OHYxnr7Uu0VrPA3zd1yohhOi79mC/OhHI11oXaK29wOvAKXuvpUII0bfttzU24uPjdXp6ek83QwghdtmCBQvKtNYJPd2OXaGUugq4CiAsLGz8sGHDerhFQgixa3rJvjYF2NjueSEwqbMFZX8rhOirunJ/u98GNtLT05k/f35PN0MIIXaZUmp9T7dhV2mtnwKeApgwYYKW/a0Qoq/oJfta1cm0TocylP2tEKKv6sr9rXRFEUIIIYQQoncpBAa0e54KbO6htgghRK8ngQ0hhBBCCCF6l3lAllIqQynlAs4BZvVwm4QQotfab7uiCCGE2JpS6jXgMCBeKVUI3A44AbTWTyilkoH5QCRgKaX+AGRrrWt6psVCCNG77cl+VSl1HfAZYAee01qv6IFNEEKIPkECG0IIIQDQWp+7k/nFmHRoIYQQu2BP9qta64+Bj/dGu4QQYl8jXVGEEEIIIYQQQgjRZ0lgQwghhBBCCCGEEH2WBDaEEEIIIYQQQgjRZ0lgQwghhBBCCCGEEH2WBDaEEEIIIYQQQgjRZ0lgQwghhBBCCCGEEH2WBDaEEEIIIYQQQgjRZ0lgQwghhBBCCCGEEH2WBDaEEEIIIYQQQgjRZ0lgQwghhBBCCCGEEH2WBDaEEEIIIYQQQgjRZ0lgQwghhBBCCCGEEH2Wo6cbIIQQYmtag2Vt/VwIIYQQQgjRuf02sKE1NDeDwwF2e0+3Rgixr2tuhsZGc+/1msftn/v9EAiY+84CGSbQ4dxv99lCCCGEEEJsz357kNzYCF9+CTYbKAUuF7jd4PFARASEh5vnwWlK9XSLhRB9hd8P1dVQWQlVVebm97fNV8oEVYM3ux2cTjM9uE/qqKws+EohhBBCCCFEe70+sKGUeg44ESjRWo/sZL4CHgSOBxqAS7TWC3e2Xq3NiURYmLm3LHO1tKYGysu3Pgmx2SA+HhISIDLSBD0ky0MI0Z7PZwIYmzfDli1mf+J0muBoZKTsM4QQQgghhNhben1gA3gBeAR4aTvzjwOyWm6TgMdb7neo3FfIv9afTaiKI0THEmmPI8qZSLI7g4ERg+gXkURIiLk4GghAbS2UlpoAiN0OiYkwYABER8sJixD7s/p6KCiATZtMwNTjgZgYExDdHVprFlZ8R3HjBo5PuQDVkpzx4Mo/sazqRw6PvnQvtF4IIYQQQoi+r9cHNrTW3yml0newyCnAS1prDfyolIpWSvXTWhftaL01jYp5a6OBAFDacssBvgPAoZyE2iMJtUcR5ogk0hVFVtQobMqGBnz54A+Yk5eI8LbMj72ZKB7pcXLVIYMId/f6/zYheq3VW2p5fd5GAtaeVeT0+UyGV22d2Q+4Xdv//ms0TYEG6nzV1PtrqPPXUO+vAa2ZlHA0AJbWvLvhbfyWlzX9s3GoELSGn8tjKGnO5vtqf+crF0IIIYQQYj+3L5whpwAb2z0vbJm2TWBDKXUVcBWAM30onswLUF4LfBbKa6G8AVSzBc0BlAb8pm9LAybssaZsw17fmJ1JiQ7h7AMH9nQzhOiz7v8ij0+WF/dgC0JabokAfFy9rnWOx3YcOsTG13UVaJcN7bRB8jQ8rkPY5LSxdSc5IYQQQgghBOwbgY3OrpF2eilWa/0U8BSAc2i2DmREbHeFYUCoFcDlb8LeXEOIt4Fp8aMJa7Zh1cC/l/6ZAD5+k3kf4SEhALy//nmqvRUMihzCqP5DGJY0CKfd2RXbyDe5pXybV0pxdXOXrE+I/VVRdRMAV0zLICXGs8uvsyxTDLS01GRmdFZU+LW1D7KpoaDT14fYwoh0xhMRNQBPZD8c4fFoTyTaE0ktmho0TZ3vutq3QgZ+FUIIIYQQooN9IbBRCAxo9zwV2LyzFw0IcXH9oH5U+PxU+AJU+PyUeH0UN/so8fqpA+psdnCFmRuQq+vBBRFJNiaeeDvR3lpiVBKJdaGk2Fw8uPYpKqwtFFTB/6rAlePm0LTDOXnYCZyQdQIZMRl7tKHf5pVSXi+BDSH2RPA7dMHkNNLjw3bpNRUVsGwZNDghdqQZyeT+FTcwp/QTnp36A1GuWADm1paxcct3jIg4mOyYQ0jsNxKi+lPlCiff6yevoYm6bcZyDbQ+cilFsttJP7eTeJeDWGfwZifG6eDsLvkLCCGEEEIIsW/ZFwIbs4DrlFKvY4qGVu+svgZArNPBb9OSOp3ns3RrkGNjk5eCxmYKGppb76v8AZY0AITxLRvADR5l44ADvyOqoRhf/Wxyi98hr2YhX6z9lC/WfspvP/ktw+OHc0LWCZw45ESmDpi6W9kcceFuAMrrvLv8GiHEtoLfobhw106XbWqCVbkBvs1dSI73Sy4b9ifsylQLzqleyLq6HOaVfcXkyDOoarCYNuAfDB19Hyup5/OGBhOyqNdQX9u6zv5uJ4M8bgaFusnwmFtKiJN+bhdxTntr0dDOSGBDCCGEEEKIbfX6wIZS6jXgMCBeKVUI3A44AbTWTwAfY4Z6zceUw9jjoQOcNkVKiIuUEBfjo7a9orul2ceyukaW1TawrLaRpXUNFDb5WG5vgIhIiDiesKSTONHmJKI2h/Xr3mJJzYesKlvFqrJV/Gvuv4hyR3HdxOv4+xF/36U2xYeZk7CyOsnYEOKXavD6afAGcDlsOyzCq7Xm9fmf8eRPL7Co+n/U+MsBmJJ8BCNjJgJw9dC7qPQ7KLRncBf55Hrq8Wlt9kKAXcHw0BBGRXgYHRHK6HAPI8I9hDlkGCUhhBBCCCG6Uq8PbGitz93JfA1c203NASDJ7STJ7eSouMjWacXNPmZX1jK7so7vK2rZ5PUxTwcgPB33yL9whHUXSbVF6MAsfiieRU5ZTuuVX4A6bx0VjRUMjOq8MGhrxka9ZGwI8UsFszXiw1ydZkb4LT//XfIm93z7D3Krl7RO7+9JZ3LCMYQ5IqiwfHzXVMW39mRWO+vRFINlavOMDvdwUEw402IimBwVJkEMIYQQQgghukGvD2z0FcluJ2ckx3JGcixaa9Y3efm4qIa3CitZFWjgZ1sNRIURos/n4KRrua1fIwcnhLe+/uGfHub2b27nn0f/k99P/v026w+mzVdIYEOIXyz4/QkGCoMafY08s/AZ/vnDv9lYux6AeHc/zsn4HUckn05C6CB+CtTwrLeCxbUr0AqwQYhNcWRcJCclRHNIbASxTtmlCiGEEEII0d3kKHwvUEqR7nFzzaAErs5IYMkmLy/mVvEjlay1NfKFr4IvNkBKcYCz+9s4KzmWTbWb8Ft+RiaO7HSdMaEulILKBi/+gIXDbuvmrRKi7wsWDg0GCrXWvJfzHtd/dj0bqs1wzgNCh3Dx4D9xXP8LWI2f93wVfF+3gkYsABxKcXhsBKcmRXNMfBThkpUhhBBCCCFEj5LAxl6mFIxNdTE8IZHVqxP5aWMTC0Ir+c6qYJPXy/3rtnD/ui0cN+BGZo7+HUekZLW+9pavbmFcv3GcNvw07DZFTKiLinovlQ0+EiLcO3hXIURnylq6osSGudBac9qbp/F+zvsAZHhG85vht3Nw8snMCdRyY9M61lpNra/NUqGcPyCWswdGEyOZGUIIIXaBUuo54ESgRGu9zdUrZfpFPoipF9cAXKK1Xtgybx1Qixk+y6+1ntBd7RZCiL5Gjs67idsNI0dCcnIIAxf14zR7MgUhdXxSX8F8RxWflFXzSRlMK13D79KScDes4u7v7wbg9OGn88jxjxAXZgIb5fXNEtgQ4hdorbER7kYpxbikA/lqzbdcmPJ3zh5+Jd8Gqrm6Po9ibZaL1g6mWbFcmBbLwZkh2CRRSgghxO55AXgEeGk7848Dslpuk4DHW+6DDtdal+3NBgohxL5AAhvdLD4eDjoIlixRDKyO4G/xERRU9Ocrdyn/U2XMrqpjdlUdYyOi+PMxL/HY19fwzqp3+GrtV4x2Pgu4ZMhXIX4BrTXfr10EeIgLc9HQAFPVjTxzwJXkRCumN+RSof0AJCsXx3qTODEyhgNG2QjbdnAkIYQQYqe01t8ppdJ3sMgpwEstxfB/VEpFK6X6aa2LuqeFQgixb5Drjz0gNBQmToSBA2HLFkiLcnKmvz8PWdnckJpMrNPO4tpGXmwcxRnH/cSRQ86gsqmSFeU/ApBTsqmHt0CIvueLgi/4PH+ueRLwM2cOrLX8PBhawaNNhVRoPxm2EK63p3FXw3CuzIxj6kQJagghhNirUoCN7Z4XtkwD0MDnSqkFSqmrtrcCpdRVSqn5Sqn5paWle7GpQgjRe0lgo4fY7ZCdDWPHQkWF6aoSioPxG5L5euQIbkxPwm1TfFLpZX3KrVx17Ec4nKbw4U2f383j8x7H0lbPboQQvZy5AGYcPehoUsOGAVC8JZIXHBu5ldXkW43EKyc3edK5wzuUA/0xTJuiyMxEup4IIYTY27Yde9wENAAO0lqPw3RXuVYpdUhnK9BaP6W1nqC1npCQkLC32imEEL2aHLb3sJQUmDoVGhpMsMPlgsU/2bgiuh/fThzGUXGR1AYsZjb0J+7gi7EiHPj9IVzz8TUc/uLh5Ffk9/QmCNErrSpdxcRnJpJXngeY0YqSPMMI9PPwYlIp/9Pl2FGc6UrksdBhDKmIJiFecdBBEBPTw40XQgixvygEBrR7ngpsBtBaB+9LgPeAid3eOiGE6CMksNELREXB5MnQ1DIAQ3g4zJ0L4fVuXhk9iJdGZTAgxEWZTeGdlMjI0ReTGJbId+u/Y/Tjo3l75ds9uwFC9DKf5X/G5GcnM3/zfG79+lYAiioC5CU58Y2OpUFZjLWH82jYUC5w9Ke21M7QoSaDyi11eYUQQnSfWcBFypgMVGuti5RSYUqpCAClVBjwK2B5TzZUCCF6Mwls9BKRkTBpkgluWBZER8O8eVBVBb+Kj+LbicM4LMQDdsXqhDiOPfo7zh51KY3+Rs5/93wKawp7ehOE6HFaax7+6WGO/+/x1DTXcPrw03nu5OeYt6WR4xfn0dgvBAIW17pS+HtoJvG+ECoq4IADIDPTDM8shBBCdBWl1GvAXGCoUqpQKXW5Uuo3SqnftCzyMVAA5ANPA9e0TE8CZiullgA/Ax9prT/t5uYLIUSfIaOi9CKRkSZz48cfzVXjyEj4+WeYMgUiImz8sV8CP7y/GGtkDJ9VNDKw3x/5bdw4DoyOIjUytaebL0SP8gV8/P7T3/P4/McBuOXgW5hx2AyeW1vFnesL8SmNqvURsaKa4381jro6aG42AcXY2B5uvBBCiH2S1vrcnczXwLWdTC8AxuytdgkhxL5GAhu9TEREW3AjJMTcfv7ZTIsLd2MvbiRF2Yk8KJmltY0UqYM5KLGta+aaijUMihmEkkvPYj/it/yc+daZzMydidvu5rlTnuPMEefy+xUbebusAhRMI5J5P+YQG+qhutoUBp061XT9EuKXamwEv99k2mnddgsJMSNgCSGEEEKIvU8CG71QRIS5ijxnjqm/oTXMnw/ZY1wA1FU08e24LO5as5lnCsv4fc4GSrw+pjo3cfiLh3HuyHN57ITHsNvsPbshQnQDrTXXfHQNM3NnEhMSw0fnfcTo/hO5cEkB31TV4sbG7zwDSKrWzLc0YXY3bjeMH29OPoXYHX4/1NRAeTkUFZnCz53R2gQ2+veHuDiTgeeQX1whhBBCiL1CDrN6qchI0+9//nxISIDaWshd7sBpt1HX7EcHNH/PSiXD4+aW1Zu4u6CIo8Ib8Vl+ttRvocnfRJgrrKc3Q4i97s5v7+TphU8T4gjhw/M+ZEjSgZy+cA2L6xqI0HbuDM9kiD2UH5uKAIjxuDjwQDMCkRA74/NBfT1UV0NJiRme27LA6YSwMLN/3h6vF9avh/x8M+pVcjKkppoaSjKUsBBCCCFE15HARi+WlATDhkFuLiQmQmWlIsLpoiLQRHm9l5RoD5enJpDgcnLdyvX8ry6MU4/7iefGDMdjl/9ase97asFTzPh2BjZl4/XTXyc1fjwnLVxNQWMzCdrF3eGZpNjNMCebK7wAZKa6JKghOtXcbAo4NzaarIyyMnMPJhDh8Zjsi13t6edymduTTz7J008/DUQAIUAzsI6//vUK7rnn5r2zMUKIrWhtApVeb9t9c7MJXDY1mcfBfQBER/Z0e4UQQuweOfvt5QYNMj+6xcXmgDrM4aKCJspqm0mJ9gBwcmI0sU47ly5by9fVAS5Yuo4XRmXgxMemmk1kxmb28FYI0fU+yP2Aqz+6GoDHT3icrNRfcdLC1Wzx+hloebg7chCxNidgTlD9dhPYSIiQ8Vz7Osva+qZ1231HwZoX7Wtg+P3mpKahwQQxGhtNVlwgYF6jlOk2EhIC8fF7PlrO9OnT+d///se6devQugZwMWDAERx88M0sWABZWSZLT4j9QTCooJTJZHI4TOBwd79nWpvvbPDm95t1B++bmsx3PPg993rbXheklMm+cjhMW0JCTCaWEEKIvkcCG72cUpCdbYIbVVUQF+ZmYx2syPcypq1mKNNiInh/XBbnLlnDD1V1nLc4ly1LrmRLbSHzr5xPQtgO8qWF6IOGxA1hYNRALh5zMUcMv4iTF66mwhdgeCCcO6MzCFWmxkxpqcl+cjU0AxAXLuka3c3vN/8PwQwGl8ucREDnJyY+n7lyGjwpCU4L3iyr8/cJnhh1FuBov4zWbcGL4C0qqq1Ne8P69evROthwL5s2LSUx0WSEzJ5tanFkZpoaS3tixowZ3HHHHdtMv/3225kxY8aerVyI3RAIQF2dOXapqTHBw4YG8z3vjNNpAhzBm1LmvmNw0rLMOoKByM50/H6HhkrwUAgh9nUS2OgDHA5Tb2POHAh3mJOylWubKR5u+mwHjQj38MG4LE5ZmM+8Wi+epKvYUHg5Z799Np9f+DkOm/x3i33H0PihLLxqIfWEcsqifCp8AUYGIrgrKgOXMgUMystNDYTRo+GZleZyXVy4ZGx0t8ZGUy+o/RVZh8OcmASDDB2vorY/MbHbzc3pNPd9cdCntLS0lowNC6VspKWlAeZkKyKirRhpSorJ4PB4ftn7zJgxg7feeoucnBwsy8JmszFs2DAJaoi9Tuu2ejRbtphMuUDAfGfdbvNdjozsPIDYMeuq/QhDwQCHw9H23Q8GP4QQQoggOdPtI0JCYNw4eHWlCWxYTi8LF5rhKqOj25ZL87h5fewgfr0wn8qwMSSNuJevV/yZP33+J/5z7H96pvFCdJHCmkI+zf+UK8ZdAUDAHsE5i1azqdnH4EAYt0dk4Go52q2sNFfhx4wxB9JldSZjIz5MMja2Ryn1HHAiUKK1HtnJfAU8CBwPNACXaK0X7my9a+uXc8Hi5K0CEloDCsykthkKRT9PGs9Pm9s67YxvhtPgr+XNQ1cSrsxl11sWns+Syh9QqJbhrVXbv5bnNmXDpuzYMPdPTfmWcKd5/b+W/56cmoXckP0fsqMnAPBR4ct8WzwTp83V7ubGZXPjtLlx20IIdUQQ5ohsuUUwPHoC0a64HW7/k08+ydq1Be223WLt2gKefPJJpk+fjlJmP661KVC6ZYvZ38fteLXblZubi9WS1mJZFrm5ub9sRWKf1txsMiradwkJBhI7Bg58AR8ajctu9p95ZauZs3Euye4MRkUdzJYtsGLTOl4vvA+/9qJt5ua3vPi0F7/lw699rfeWDmBpi0OTT+GqIbejFGxoWMWN808lLXwo/zlwVut7n/xlBn7tQ7dEPXTLP2h5roPPzbxB4SN4auo3ra//1edJBLSfz47e0nqB55ofjyanesFe/OsKIYTobhLY6EOio2FwipsvC6HO10xUFMybZ4Ib7fuEDgvz8OroQZyxZA0NcUcRlfknHvjpH4zrN44Lx1zYY+0XYk94A16Of/V4lpUsw9IW5465nPOWrCG/oZkBVggzQjMIdZgj8epqc8X7gAPahtgsr5eMjV3wAvAI8NJ25h8HZLXcJgGPt9zvUED7qfBu2eVGhNhDt3pe2rSZen8NwRMZgLLmIooa1+/yOjtaXbuUxRWzW9bbMq1mCV8Vv7Nb63l00hdMSjgKgKfy7uC99U9xyeC/cnbGdQAUN25g6ClJvHbu86SHD8Np235gTSmIiTG1AX78EYYPh4yM3c9QGTp06FYZG0OHDt29FYh9ktYmkFFZCZs2mS4iwc+W12pmc3Me6xpWsKW5gJLmjZR5Cynzmvsafzl/GPwEJyRNJxCAT7Z8y4Nrr+So+Eu4MfNgPB6weWr4uOSJ3WrTkKixrY992suG+jzctq3H4d7StJGA3kG/kw5qfZVbPa/2lW/z+np/DTUdltta9C6/nxBCiN5B6R11Rt6HTZgwQc+fP7+nm7Hb3pq/kT+9vZQp/VL447Sx1NaaE7dJk0yadnvfVtRywdICfFpTt+4x/JteYvZls5nQf0LPNF6IPfTi4he5/8f7+eTCL7k2r5K5VfUkahd3O7PoH2q+AHV15gB+0qSt0/kPuPNzKht8zL/lKOL7aHBDKbVAa71Xv8BKqXTgw+1kbDwJfKO1fq3leS5wmNa6aEfr9GRm68H/2l6spHN21ZavHjwp6ThN0+H3S2/zYKtl2gcVfJYXrS0cNhe2lq5LPsuL3/LTdk24JRc++ExrtLbQWFjaQmuLaGccTpsLBVQ0baHOV0W8K4lIRzQ2DbXNFWxpWA86AP4AITgJVR7CVSiRKpx4FYPLstExdqE1NDeZz3BU9K6l3Ye7HfgXz+Qfd966zTypsdH3vfrTen5eW/GLXuv1QlUl+AMmmNGk6ilmM9W6jgaaaMbXkq4R7O8VLHYRfKyIcSUR4YpBA17dRK2/Brc9hDBHJBqwsGj017dkYrVkUbVmU9F2r9qe25QNuzLRZ40mYAVMBolqu+62O0GN4LsEv9MAVkttm/bTzPd4+5addtRqrSuH7NYb9xJ99fhWCLF/6spjW8nY6GOCJ2S1Xi9NTW19s5cvNyn37Q9+D42N4LHsNKavWEd4+jVUe0v59Ru/Zv6V80kKT+qhLRDil7t47MWcN+o8rl5VyNyqemJwcIvKbA1qBAtNTpmydVDDH7CobPCZK+Kh0hVlD6QAG9s9L2yZtk1gQyl1FXAVgGPIcEqj9+TnprPX7unPV2fBLfd2pm9fyVbPkrGRTAXQdvoZh422PiXelltV+5dZGpoDqGYL1RxA1fqw1flQ9T5UaQC1Ydfbc/Px56LvuGW3tkH0fo3eALe+vxxrN65FaYdCRzixIpzoCCc6xYF229BuOzjDgbbz9l0pV1HdcjM8gIemrabZgT2p0Km205I9/a53VhV4L1YKFkII0SMksNHHBEd08Nubqa42owvExZnhYMPDTdG59k5KjKbKn8qfcguJyrqZ4kWXcOZbZ/LlRV/itDs7eQcheg+tNbd/czu/HvZrDuh3AABPFFbwYWk1odj4kz+TzFhzIur1msJ1U6ZsO1xfRYPphhIb6sJu64OVJ3uPzv54nZ5qaa2fAp4CiBs8Sp9QG4HqY8X+Om6Ybr1vywOxNPgtCFjgt8x0S4GFRjlAOTQBBX40Tfip1Q3UW8004qNZaSynB+UMBY8D7Wl5jyQPwWvUTg3xPgcZzS6OTHKT4ur8Z/vr3BJmLt5MSU1zV/8ZRC9QVteMpSE2zMVtJ2Z3ukyTtlju87LY52WN30el3s7wQYBdg/I1EKpteHASpty4sePSCodWOACbVtgBh1atIQeFwqbbdgQKts7GYOudhKJlFKNgUVDaHqteXAD02Z5ugBBCiN0mgY0+JlgfoKrJy9ChkJcHiYkQHw+rV5sMjvYjpQBc2D+e5bWNvLi5nLiR/2H2gnO4/rPreeT4R3pgC4TYdY/8/Ah3fXcXT8x/grW/X8uCOov/KzDJAVf60hgTZ9IyAgGoqIAJE0zB0I7K64L1NSRbYw8VAu0GmiYV2LyzF8Xb3UxPztyrw6l2t+ZmM4SlzQaxsWbfGxlpCj273aZL1IYNZphbm83Md3eSDLK5YR3flHzC9xXfs7w+D3tICudk30+RgrWBJsrxUeTyU+TyM6ehgaGEcEJiFCcmRJMd3paW5AtYzFy8mYqWWjJi3xL8f02J9nDqASmt06t9fj4rr+Gj0iq+qailuV1Kh0srBigPKSrAp/n/xwGhGfxu8E3EKicRyt7STcQoLCzk+uuvZ/369aSlpfGf//yH1NTU3Wqj1mYEpObmrYd0DY6IEhzCNai52dza6zjqSfDWvqBpMBjSvid1x1GV2j/u+L67QgIbQgjR90hgo4+JaxnRoaLeS3q6prxcUVVlCovGxsLixaaYaMfx2u/KSmF5XSMLahKJGX4fj867mnH9xnHZAZd19yYIsUs+zf+UP3z2BwD+c8x/qLCc/GZlLhZwoi+Jo2PbIhhlZTBsGCRtp4dV8KQgLqxv1tboRWYB1ymlXscUDa3eWX2NfU1dneny5PHAyJHmM9exvhFAaKgJOjc2muDGunWmqG1sbFtBW4D+oemcl34156VfTYO/jtU1SxkTlgmA3/Jx5uzJZPY/i/jk01gQaCK3oYncdU3cv24LR8ZGcktmP4aHe1qDdmUS2NgnldebCEBsyzFAQ8Di6Y2lPLJhC7WBtsyMBKucDeteJbR2Da9N/ooQp4kmXjvykdYRgTp68sknefrpp1qfr11bwKmnnsKVV17F9OnTd9guv99kynlbPnaxsdC/vwnkeTzm5tjBkWYgYF7r9ZogRyBg1unzmVv7xz7f1kGT4LDQHYMd7W+WZZbvLPCx4xJzktknhBB9jQQ2+pgQp51wt4O6Zj/1Pj+jRjmZPdscFLhcJgV/wQIT3Gh/ddBls/HMyHSOnpdHWfSBhGdcy/WfXc+vh/2aGE9Mz22QEJ1YWbqSs98+G0tb3HLwLZw+4lxOXrSaCl+AkYEILo9qGzq0vBxSUmDQoO2vLzjUq2Rs7JhS6jXgMCBeKVUI3A44AbTWTwAfY4Z6zccM93ppz7S0e3m9JjvDskzXvxEjzAncrqTRezwwcCCkpkJhIaxaZQIhnWUWhTrCGRM7tfX5oorv2VizELvVwD0Zf0DjZHZFHeuTq/msppIvK2r4qqKGs5JjOdFtRpKpqJeuKPuiYNZZTJiLVzeX88+1xRR7fQBMigojqXk1M3+8ieU1ywAYm3QyXl1DCOb3fXtBDYDp06fz7LPPYlltRTptNntrUENrE1Twek2QoH2gwOGAfv1MgC8qqvMg347Y7W0BkL3JsnZ8g7ZAifltqanbuy0SQgjR1SSw0QfFhbuoa/ZTXuclI97J6NEmmJGYaK4SVlWZzI0JE9gq9buf28VTI9I5c0k+YQMu5aaJF0hQQ/Q6pfWlnPjfE6lpruHM7DOZcdgM/phXyNLaRhK0iz950nA5TFSjpsYE80aM2HGqcfCkoK+OhtJdtNbn7mS+Bq7d3fU6HKarkNYmGBAWZrps7G56eHfy+83ny+83J11ZWWYfGx7+y9Zns5kAR1wcrFwJW7aYxzu6mn1g/BG8dehKmq0mXHbz2R0T6idqbTV/Piybp0qLeXFzGW8UV/C+qsQ/JJKyUsnY2BdV1HsJxLv5PF7xeq6p3zs6wsMZEdU8/uV0ZpX+DMCwyHHcOOIBDog7eLfWn5aWxtq1hZg4pofU1DRKS808pcyxRWSk+e5GRJgLKW63md5b62S01z6rY9cEtl+gRAghRK8kgY0+KDbMxfryBsrrmsmIDyMpCdLTzdXAuDjTLaW01FwZ7HjCNzUmnNsz+3Nb/mYeLnFz/IAmhoSFbO+thOhWzf5mTnvzNNZWrWVC/wm8cOoLvFZcxWtFFThR/MmeTnyI2W01NZmTzkmTdnxyCNumcYvu5fHAkUeabhzV1eakvrx821Rwm838X7a/dVddDr/fdDEJ9vl3ucx+NSnJnMh1VRAmLMwEnTdtMgEOh6Pz7I2gjIjhWz1/LP9PfFT4EudU/YknzrmdKwck8H8FRcwsqYKMCDbEednS5CUpRD7r+wqtNZ81N+AbH08FmoEhLm7KSCY37xmu/uivWFjEu/tx3bD/4/jUC7ca1nT76zSf94YGeOWVl1m7tgYzIlAVsJ4NGxby7bcZzJjxV1yu3h2EFEIIIUACG31SsE5AWV3blbkhQ8yJQn29OXCOjzeF68LDzcF5e1emJrCopoH3Sqq4btV6rvAsp6S+iOsmXteNWyHEtq79+Fpmb5hNSkQKs86ZRbHPzi2rCwG43BrAiEiTbu/3mxPkKVPMFcOdkeKhPc/phJgYc0tPN+nfXu+2/ecbGkxdisZGEwjxes1JVccgSMdp7fvad7wpZQIkwWWC79Xc3LYOl8tkZCQktNUH2Fsnc0qZrilxcbB0KZSUmH32zq4oW9rCbQvB0gFe3fB/rHp2Np9f9h5Pjkhn+oB6Tpy9CivSxfELV/PfMZkMlaB1n+e3NDevLmSOMwBac4I7lHvHJHHF+5cxa/V7AJyfcSPTh84g1LHjdKL2wQytzWcuKwsOOuhCXnjhwp0GiIUQQojeTH7G+qD4lpOz8nZ9qR0OGDMGZs9uq0AeH2+uCIaFmYP1IKUU/xg6gJ+r61la28hlyz6jaeNzHJ5+OCMSR3T35ggBwPOLnufZRc/icXj44NwPSAxP5tSF+TRZmimBGE6KiQXMAXlZmfm8x+xiT6pgEFCKh/YeNpvpjhKyk3NvyzIFBQOBbR8Hb8FpwQBJ8HGw8KDfbwIlfr+ZFxralt0WFmaCGD3RNcbjgQMPhIICM8JVVNSO/x42ZeMvox7l2JTz+evCs1hY/j0Tn5rCpxd+xLi4LAasrGVDZhibouGkhXk8NzKDaTER3bY9ouvMmDGDO//xT6Ju+wfuSQeh/QFcy6uoqpjJlPn/ZU3VakLtkdx5wEsclnzKDteltQkENzebY4GsLFMjprNReoQQQoi9SWvze9TUZG4Q0mW/RhLY6IOCV53L67buSx0ZabqerFhh0qftdnPgvnChKSYa0e74NsJh58HhAzlj8Roi0n7Db4dOIjshuxu3Qog2y7Ys49qPTemGx054jAP6HcCjG0qYV1NPlHbw+6i24Q1LSyEjw1zx3lXBIGC8ZGz0OcGsi90tSthX2GwweLA50Vy0yARgdhawGxM7lRcO+onf/3wiq6sXM/mZybx/zvskhTgpnlfG+FMzmVPfyLlLCrh/2ADOTI7tno0RXWb6X2/m6cwDCKSmYVVVYv9hLXZHEl+Evkdt1Woyw0fxzwnvMDA8a4frqaszmZypqeZztisZbkJ0l2DmntdrLsiFhPSNmi1CiF3T1GR+h4JdkWtrzW/S1lm47i47OJfARh8UvOpcXrdt9fuBA83V7MpKc3DsdpsrlgsWmLT99ldopsVEcFlKPM9tKuNHx0F4tcYtHWlFN6ttruXMt86k0d/IpWMv5ZKxl5Bb38R9BWYU0d+HDCTCZnZVVVXmBHDo0N17j7auKHKJUvROsbEwbRosX25qkMTG7jiYk+hJ4dmDvudPP53DT5UfcdTLR3FoxBsoy8lvwqIYFRvOkxtL+e2qDfgszXn947pvY8QeKfP6OWnhagKpafg3rqfqr9eRfPIdEAUpIQNIjxnN30Y/gccRtt11NDW1DS88duyO67gIsbc1N5uTmeZmc2JTV2fuGxu3Xk4pE9yIiDAX68LD24rUSoaREL1bIGC+53V15ly0rMx854PdgN1u0+03Lq5jhmwgsL117i4JbPRBwYyNsvptq98rBSNHwpw55gfD4zE/DFVVsGQJjB+/dTG+v2X24+uKGlbVN3H/ui2cG9vMT4U/cfbIs7tpa8T+rrKpkhBHCCMTR/LI8Y/gszTXLl+PV2uOsscyyW2GKWxsNJ/vMWN2v6BkuQz3KvoAtxvGjYOiIpN5p9SOszdCHeE8NHUmf593PR+UPMzCku8I50iqGnzcMWIAKW4nt+Vv5q+rCxkV4WFUhFyu7+0CWnPdyvUUNvnw5Syn8qbr0DUN2FpGMBuffwx/uOo6VCcXISzLnCw2N7cVqU1IkMKfomc0NJiLbIWFZlSs4OfQ6TQ3t9t8Tjt+Pn0+c2JUUWG6D4K5uhsZaYYWjo01gY/uKiwthNia1m3dSBoazAhyVVXm3rLaghhhYd0fVJfARh8UHLKys4wNaDs4njPH/Hg4HG0jpaxcaQIfwR+SMLudB4cN5JRF+Ty8fgv3fTSdxurFDE8Yzuik0d20RWJ/NjBqIHMvn0tZQxmhzlD+kV/M8oZG4nEyPdR0QQkOvXnQQTuvydBRozdAvTeAy24jwi27PNG7KQX9+5uD95wc2LzZ7L+3d7XSruzcfMBD9M/J4I385QDMXreYsw4cwFUDElnd0MzLm8u5csU6Pp8wlEiHnA30Zg+s28I3lbXEOu08d+RkTp8YR1F8GDaXC4dSnQY1glfBtTafnQEDzGdGAhqiO2ltrtaWlZlgRm2tOcEJDd29AFsw8BHWISGpqQny89tOnOLjTaAjKkq6WAnR1QIB00WsudncNzWZ73SwO0mwK4lSbYHKbTMxup8c5fdB26ux0V5UFIwaZbI0kpLMBy0+HjZuNFkcgwe3LTsxOpzpAxJ4YmMp8dn3smbOcVz43oX8fMXPuB2S+yf2jtL6UuJD41FK4XF6GBA1gCVVDTy4sRiA60MHEqrsWJY5UPql6dTB+hpx4a5Or3IK0RuFhJjPfP/+sGyZOajY3uff6YQzB1zPmqrHWV0Mry/7iAunJnNgyoHcNTiFxTUNLKtr5A+rNvDsyHT5HvRS31XU8q91xSjg8ex0khptNB5ej61ZQzNEh7i3+b8LXiHLzjaj+ki6vthbgkWZg6NZeb0mk7K+vm0Uq+ZmE3QIDzefx67Uvth0MDuppMScYGVkmONaGdlHiN3n85mMi9JS85vS0GC+3+0pZbqRdN6VpPeQXUAf1Fpjo5OuKO2lpJgP6ubNbR/ChATIzTXBjZS2eozclNGPL8trWN0QQ+qQP7M05y7u+PYO7jnynr24JWJ/VdVUxeRnJ3Ng/wN55uRnCHeF4wtorlm6kQBwojOesQ5T7basDDIzt/687g4Z6lX0ZYmJJlNp3jxzpWR7wY3oaJgceQKri5ehA+HklOVwYMqBhNhtPD0ynV/Nz+XjsmqeKixl+oAuPuMQe6yo2cvVK9ejgRvTkxjqjWDBYnhgwmd8Wvglc/IgskN9tdpac7+rw14LEaS1yYQM3tqPItXU1DZiQXBY7PZDY7fncJhbMMOiu9LOg8GT8HAT5Fi/3gQ5xoyRejJC7IpgV7HNm023L8sygXG323yv+mpXLwls9EExoU6UgsoGLwFLY7d1HjZTCoYNa0sbiohoS99butQEN2JbiuWH2G08MGwgJyxcjU78NY71L3HfD/dx4pATmTpgajdundgfLN2ylJL6EvLK83C0FAb99+Jy1gQaSVBOLg3pB5idbWIiDBnyy9+rol6GehV9W0iIGRb2p5/M1ZTIyM6X6xdrPuOTko/mwjHHtE5P97h5YNhALlu+jrvWbGZcZBgHRm2/8KToXj5L85sV6yn3+TkkJpxzQuJZuNBckEh2jqHJ2485efOIbJeOUVdnTjQnTZKghthadbXm00/bCvYppVtGl1LY7SaA4fWaz49SW6eUgzmhaX8L1mrrrVdog8e1DQ3www+muHh6et89MROiqwVrYjQ2mmDGpk3m+6KU+X7vrQwMv+VHY+FQztZsw+ZAE5Y2tUI1nURL95AENvogh91GTKiLinovlQ3e1pobnS7rMOnMP/xgfshcLjMtMhLmzzfDwIaHm2XHR4VxTnIsrxdXMHrCYyz8/gQufv9iFk9fTJhLDoJF1zkk7RDmXzkfp91JiCOEpQV+nq4uAgVXhKQQouzU1ZnI8ahRezb8W5kUDhX7gPbBjbq6tv12e7Etwbv6ujACAXNgn1uWS1p0GscnRDM9NYEnC0uZvmIdX0wYSpxLDgF6g3vXFvFTdT3JLic3xcZxyMvjOT1tOuckXgMoqpvNPiwqxOzD6upMtwAJavQNSqnngBOBEq31yE7mK+BB4HigAbhEa72wZd6xLfPswDNa63t39n759QtJSDAnM1rD+d8fwOraJbwwZQFDI8fhcsEj637Dh4UvoLBhU+bW9tiOXdmxYcem7DhsDmzY+deB75MZMQKAF/Lv44eSj7go888cnHQiAPPLvuGjTS8Rag/HYw8jxBHW+tjjCCfKGUuUK44oVxzRrnhC7eFd2i0uOHJKXp4ZWWr06M73k0L0Vk1NbYU4bba2c7ZgkNFma7tXqvNbo6+JLTWVbKmuYlN5JUWVVZTUVFLrq6IuUIVXN2DZGxgRO44TUi8EoLC+gLuWXk5iSAp3HfBKa3vO+nYkTf56/NpHQPsJ6ACWDmBpy9xjtT7XWKSFD+PNQ5e3vv6QT8PxWs3MPq6BELsHgGt+PIollT902PKu+6LKUU0fFRdmAhvldTsObIBJDxw71gQy4uLaxgr3+820yZPb+i3+LbMfH5dVscnfnyGDLiKv4CX+/MWfefSER/f+Rol9njfgxWU3B+dD482YrSUlcM+aIuodAcbYwznIEdWa+jp1qtmx74lgl62dfU+E6O1CQ2HiRPjxx86DG8GuClVNzaxZA0Wubzn59ZO5aPRFPHz8w9yS2Z8FNfXMr2ng7oLN3D9sYA9shWhvWW0Dj24owa7gHwMGcsPMq1jXuIyZm57ktIzLcdtDqGk2+7BIt4v6evPbPWnStsUVRa/1AvAI8NJ25h8HZLXcJgGPA5OUUnbgUeBooBCYp5SapbVeuaM3CwYL2p/sADgcqnUIab/24bU6L0C/PX7L1/p4fV0Oiyq+58TUS1qnraldzgcbn9/l9TmUk7+NfoqTBph1rKpawE9l/+OA2IMZE/vLMoXtdpPlWVcH339vas8MGLBnF0eE2FuChZ/LykwwLphF4XSaoKRlmVv7zKq6QCUF9Utw28IYGn4gAIWNudy1+jRKmzfSaNXu0nsf6z+vNbDh1z4WlH9DWtjQrZbZ3LCWpkDDLm9PMBMjyKGcBFQA2mVmuO0huG2etv0Uig6jPu+RPhHY2FnEWikVBbwCDMRs07+01ru+d+2D4sJdrC4JjowSsdPlExNhxAgzhGBiovmSBIeBXbTIXAl0OCDB5eRP6f24NX8Tnozrca5/h8fmP8bJQ0/mmMHH7PR9hNiesoYypjw7hRun3Mj08dNRSlFdDe8uauBbVzl24DchqQQCiqoqc+DeFVdbWod6DZOMDdH3hYWZ78bcueYgqP0V+2Bgo87nJS9PEzY4ggZfA+uq1+G3/DhtDh4ansbBP6/i9aIKrh6QSFbYbg4zJLrUPQVFAFwQn8CH37zKtxWvE2oP597xb+G2m/+bYGDDY3PR3GwuRsiV6L5Da/2dUip9B4ucAryktdbAj0qpaKVUPyAdyNdaFwAopV5vWXaHgY1oTzb/2JTb+nxs5huMBWbVwaw6M90d90fOiP1jSyq43urenEBpLDRoq2Wa5r0aN/aW1+vo6zg68nKWEcHqQjOtTk1i2pCPCFj+lqu7/pbHPvyWD5/VhDfQjNdqxBdoxG95mVvfj8INq7EBuZWrWVy+jgXVsUyuTsIOVDQW8W3RuyS7kkjzZJIalkmkcwdjYLcTsOCbL0w37H79wOXcdpl+UR6Oyk7apfUJsat+Kignb0vnAQZLmxIB5eUmsIEGu6MlO6Nd9ykN1PoqKWpcT5QzjmTPAAJoltcu4dPiN8iIGMWRKbEElKYu0ESV/XBc4XZClBOX3YPTHoLT5sZpD8Fhc+O0u3HYXNhtTmzKgd8Rxb8Lc9FAQAc4OvtbHMrFv1qmARw1/LuW4KgNGzZAmect/1ofBaOnSm217zlx9HwAHire2DotfcCjpA/Y+m/yJhP25M+9lV4f2NjFiPW1wEqt9UlKqQQgVyn1qtZ6x9U1+7BgvYCynRQQbS8tzRwIr1vXVq06OtpECpctM0WXbDa4NCWeV4vKyalv4oSDn+f9b87islmXsezqZcR6Yrt+Y8Q+z9IWF713EfkV+by05CWuGHcFTfUOfvxZ8193IVrDya4EBthCKCkxQbi4uK5572Dx0FgJbIh9RHi4ydwIDukdvAobYrfjstvwBiw8EQH05nHMvWQ+41NHtx54DAp1c36/OF7aXM69a4t4dmRGD27J/u2Hylq+rqgl3GYjIX8LN6/7PQA3j36K9PC2K2fVTWYf5tZuJk40J2pin5ICbGz3vLBlWmfTJ+1sZbV2i28juuoaaPtUh/YZHnZM+riG1uutTqD/Lq3V0XJbAiyh3kyMHoYnYxgFQAHBk8JwSL2IfCA/YIHPQvlKwW+hfBb4NMobQDX4UQ1+bPV+aLbYpoPLou23ZdZ1BzE6NXqX2i3EzpTVNXP+Mz/ht3atfoQGcNnQoQ6sUAc6zAFuG9phQ3tsEJmCdihwVoDDBonphGb+hS3Af2kLnngSrthqvb6W2461309EdjKtfaEaDXuhJkZX6/WBDWAiO49YayCipZ9iOFAB+Lu7od2pbcjX3UslHDrU9OEqLW07cYyPh6IiU0Bm2DBw2BR3Z6Vw+uI1LGIIB2acyLy1H3Ltx9fy2umvdfWmiP3A/33/f3yS/wlxnjjeOOMNmhsd/PQT/OSsJE83EK0cnOdOprTUFP0a2IUZ8mXSFUXsg6Ki4IADYOFCM9qV6XOriHS7KWtopAkvroADZ8UYSDWvsbSFTdm4IT2ZN4sr+Ki0moU19YyLlD4N3U1rzd0t2RrHqUjuzz0Sn/ZyRtrVHJty7lbLVjeZ3/lxI1wy4sO+qbNCE3oH07ddgVJXAVcBhKQPIb26eyp9dtYYDa0t1x2maxW8bysbqBVY7W9AwBZ8rPErjd+uwG4DO+gQ+3bfG8BuQZgveFPENSpi68DfpIiMgKhos7/8saCC/JI6copqJbAhukx+SR1+S5MU6ebolmwgyzK1MyprNLWRUBWhqXdCnVNT59QE7Lv4fdXgtMCuwdZya/84eFMtyypA6WBuRds0aLdz0Z3vaLqzVvCWLlxXXwhs7ErE+hFgFrAZ0y/jbK211T3N6xmtQ77W7V5Sis0GI0eaoQOrqkzGBpgMjjVrTHAjLQ0OionglMRoZpZUMWjkPaws/JrXl7/OacNO48wRZ3btxoh92nur3uPWr28F4JXTXiHOOYCffgKvPcB/2QzAZe7+NFXaSUgwwbeurM5cLsVDxT4qORmysiA/vy0LL8rtoqyhkZrmZobEhVJYaObVuvK4+P2LufWQWzk+63iuSE3gkQ0l3L2miLfHZnZpET+xc5+WVbOwpoEYu4MFS/9KUVMBQyMP4Prs+7dazu+HigbzO5+WLPuwfVQh0D45OxVzPOvazvRtaK2fAp4CyM6eoB8dMGbvtLSHaK1pwqLG8pFTn8fSmqXk1uextnEDtcqOwzMQu2cg7tBMAs5IatxQ4wbQ5MdonChG28NIao5kfEgkvxrr5tnwPB7432rWldf39OaJfcj6ls/T1Mx4/n7qKHKKfPw3p4Z1UTWssNXSSMfTU4XlqyHQuB7dtJmB9jCywwaRFTqINHcK4TY7EcpBuLLjwbZP/lZ3XUeUvhHY2JWI9THAYuAIIBP4Qin1vda6ZqsVtYtoD+zKS8I9oDVjo373MjbApC2PG2f6aNfXmz7bSpnMjRUrTCHRpCS4PbM/n5fV8E11gGuPeJqNmz7gqEFHdfWmiH3Ygs0LOP/d89Fo7j3yXg5NOZaffzaft1nOYqq8fobbw5jQFIMzxFQx7+oh2oLBvzjJ2BD7oMxMUygvmIUXrLMRrMsQFwfLl8N81yx+LPyRK2ZdwfJrlnPdwERe3lzOD1V1fFdZx6Gx0r+huwS0bq2tMbyimPfKXyfMEcl97epqgBn5pKwMmgkOWS2BjX3ULOC6lozkSUC11rpIKVUKZCmlMoBNwDnAeT3Yzh6jlMKDHY/dTlLkaA6NHA2YgMeKqp+ZufE5Pi/4N406wLtHbqLa7mKT1czKpmJWKzurrQYWBGpZ4KjlFf8m+v3sJlPZsKJdrCvf9eKIQuzMuvIGrHAH62KdHPxdLqsDLV07Wnp1DVAu1m56hfqaZQQaN2Bv3sKU2Gkc0/8cpmX8lhC7DHW1J/pCYGN7kez2LgXubSm8lK+UWgsMA35uv1D7iPaECRN6f0ehHYhvCWyU7WbGRlBICEyYYIaBdTrbhhSKiTGpzVOmQP9oF9enJ3FPQREL7eP47LRzsO2DkUKxd2yq2cTJr59Mo7+RS8Zewu/G/5l588zBenOElw/qylDAZSqFgF8xaeKej4DSkda6NfgnJwViXxTMwvv5Z1NdPapDYMPpNIHEY6Ov58MB7zFn4xx+98nveOW0V7huYCJ3FxRxd8FmDo4ZIvv3bvJWcQWrG5pJwMmcvKsBuHbYPaSGZbYuo7UJagwbBtU/SnC2L1NKvQYcBsQrpQqB2zEFKdBaPwF8jBnqNR8z3OulLfP8SqnrgM8wnd2f01qv6PYN6MWUUoyMmcTImEnckH0/uTWLSXRFkwikYeeuOdMYGDaEhye8yxqbm3n+Ghb6ayiyNVMEMCmBz2v9LKltYEyEnFCKPbO2oZk3rQa8ByUxFx8EfLhQDFMOJjljmOqKJ9Hm4hVXPAuVjV8N/gsHJ51EmKNnLyxYFvh8JkMwOPpK+/vgDbYeanZnz4O39qMSdVyv0XXHHn0hsDGPnUesNwBHAt8rpZKAoUBBt7aymwUPcHa3xkZ7EREwfrw5II6PN4ENlwsiI01XlSlT4IrUBJ4tLGVZXSMfllZzcmI0zf5mFhYtZMqAKV21OWIfU++t56TXTmJz7WYOSTuEh3/1JAsXKnw+0/3pP43F+NEcYo8hvi6UA6fsnaELa5r8+AKacLeDEGcXp4II0Us4nabexg8/QGjLcMrVzW1B7+hoKNpk5/5DXuDwN8bw6rJXOWvEWVw++ESeKSxlaW0jH5RWcUriro02IH65poDFP9cWA5C05SeWN+YzOGIUpw2cvtVyZWWm3lC/1ACNvgAuh40wl+zD+iKt9bk7ma8xRfA7m/cxJvAhdsLjCGNs7EGtzzfUr8auHAS0nzR3EhnKxlGuWPxaszJQx+zmSj5qKqMuwsEx8/M4NTGavw7qR5pHAohi95R6ffxn3RZe2lyG32ODgGaSFcFxkYnkbHyRx3L+yIih95CYeSMAFwy6gQsG3dBt7bMs8HpNjcX2wYsgh8OUIggPN1nT7QMSwUBFUHAY2kDA3Do+tyzzHpZl5gXfT+u29bQPdph7W5f9uPX6wMb2ItZKqd+0zH8CuAt4QSm1DBP2+YvWuqzHGt0Nglefy3djVJTOJCSYq33Ll5vuJ0qZbA6/HxYsgEmTTKG5v+QV8o+1RUyLVBz+wiHkV+SzePpisuKyumJzxD7E0hYXvHcBi4oXkRmTyRu/fpdli100NpqMoA2BJr7yVWAHjqtLZuwBbbVeuprU1xD7i9BQE6j+qMAclNc0twW9lTLFRus3ZHHXYffwx/9dz1/+9xeWZ53AjenJ/DmvkPsKijk+PhqnTbI29qYXN5exqdlHcsDO7NW/A+BPIx/GYWs7HKupMf9fQ4dCUU1bxtm+2LdadL2OJy37q8GRI3n38NVUeUuxKXMWVdSwnq+K3+Xs9OsYFTqAOV/nUDPAgy0jkvdLqviotJpLUuL4Q1oyca5ef4okelh9IMCTG0t5dEMJ9QELG+Dc1IBtdTXXHzuCCKeL5rBM/JaPTQ1r93p7gpkXXq8ZSrZ9lkVkJKSkmN+WYKZ+cFQ1Rzd81NsHNrZV3fnYuL9An/jWdhaxbgloBB9vBn7V3e3qSW0ZG3s+ou3AgabWxvr1bQXowsNNcdFFi+DMcXE8tqGE/IZmPq30MypxFHXeOpoDvzxbROybtNbc+NmNvJ/zPtEh0bx/1odsyI2jrg5iW0YKfqW5CAs4zBfHESPc9Ou399oTDPxJNxSxP4iNhcxUF6xt64oSFBJi9vNHJV5DRvRD5JTl8MrSVzhv9EU8sbGUgsZm3iqu4Lz+XTTO8j5kxowZ3HHHHdtMv/3225kxY8Yur6chYPHAOlP/PatqKUuseo7ufzbj4w5tXaa52VxYGDPGXDlrqxEk+zCxawIBKCkxJxFOp/nuh4Ts/HX7onBnJOHOyNbnD676E/8reov3NzzNjSMeJCUklMa8aq4MH0rewEY+b6zk6cIyXi+q4LqBSVw5IIFQu20H7yD2R35L81pxOf9cW0yJ1wzCOcUdybTSOB5ePhun3U9ES9/qgxKP4+3DckgLH7LL6/d6TZACtu4KEgxU+P2dZ17YbOYiR1ycuWAYFmYyMUJCurYo/y/RXe/fJwIbYluRIQ6cdkVds58mX+AXpdkXFBRw0kknkZuby5Ahw7jnnk+pqEhtPQGNjobycli1XPGn9GSuy9nAv9cW88mxD+NUEOORtGWxtdeWv8YDPz2Aw+bgjdPfpnnTMKqq2oYWXh1o4Ad/NU6tuD49ibS0vdseKRwq9jfD0l3wfefZfDExsGmDiz9PvIOrP7+IGd/O4NxR53J9ehK/XbWBFzaVSWCjEzNmzOCtt94iJycHy7Kw2WwMGzZst4IaALNKKqn0B8iwQvlL+nn8KnIA/UMzWucHAuaCwqRJ5uAUoKLl/zE2TPZhYtdERsJhh5miwpWVprBwaak5CbLZzEmOx9P1hbp3h9ZtV5a9XvPZh63T39vfgnXg9tSJqReTW72ItXWruO6nX5FtexDIxGXzclZ5GhcMTuS5ps18XVHL/60tYmZJJa+PySTR7dzzNxf7hHp/gMuWr+PbSpNkMDYilAtt/YkqDuGZon8Co6mz1rC0ci6jY6aglNqloIbPZ7L1AgGz/3e5tv4OtP9uuFwmaOF2m8ftsy/2dxLY6KOUUsSFuSmuaaKi3kv/aM9ur+Okk05qPVDLzV3FzTefyBNPLKa21tTfAHNCWlICWc4YhoeVsKq+iZnlfq4ckNC6ntXlq6VLigDg7BFn82n+p5w+/EwSao9kS6np7hT0YpMZCeDMyAQmDdnxFcj2gbehQ4fywQcfMGjQoN1qT7BwaLxc7RT7ifiIthobPt/WBzo2m9m3D/WeR3b8vawsW8kzC5/hsnG/4dbVm1ha18jS2gZGSxG9beTm5mK1XEIzv5m5u72OVzZXAHC8Kw6lFOPiDtlqfrBYaFy72JJknYlfwuMxt4QEGDLEXN2tqzMnTmVl5qJVsH+8y2WWde+l2JnPZ7LFfL62aUqZzODoaLNPCgszbQkE2gIefr957POZwshNTWYfFh7+yzNQpiWdwMT4o3ht7YM8u/ouNjX9TDSZ5FVu5NCBqZSt8fCfcZnkD6zlz7mFrKxv4uRFq3ljTKbU3hBU+vxcsLSABTUNxDsd3JWZyoBNUeRsLOK2DceTV+IintEMik5iZPSkna4vEDCfba/XfKYHDzaZ8+Hh3bAx+ygJbPRhceEuimuaKK/b/cDGjBkzWLlyZetzy7JYtWoJn356N4cf/jeamtp+OBISYPMmxbkJ/biNtTywfgvn9osl1K747ce/5ekFT/PlRd8wrt9EvH4LX8DCG7BaHmt8AavltvVjf8DCZ2l8fgu/ZaYFLLOM3zKP/QGN3zLP/e2md7z5LU1Aa6yWx1bwucY8tjSW1qbIjW6bp7WZbllmOpj74DwNoNvmaVrSwdC71Y+1tWAOyhTlwQSnlJmIAmzKzDP3ClvLY5uiw3NlorZKYbeZZe0K7DYzz2FXrfPsNoXD1vbYrhR2mw2nvW2ew27DblMt09rmOW02nA6Fo2Wa027DYTePXe0e+61mUH7iw2Jw2W08+Ktnyc9TbCqy6JfUlsK5xFfLokAtYcrG30Yn7vRv1j7wlpOTw0knncSKFbtXEL41Y0Oudor9RPCz7sVLRYU5SGqfAhoaCqWldq4bcRfXfHs6d313F5eMvYQzkmN4prCMVzeXM3qoBDbamzFjBoHgJeUWgUCAGTNm7HLWRm59E/Nr6nFaFnFNORB60FbzKyogORkyMrZ+XbBOUKwENsQecDhMECE62nQ/1hoaGkzAoaLCBDtKSsyywS4swavBu5vZ4fdDY6MJRIBZT//+pqtcSIh57nbvXmq61iYwU14OhYUmAwXM/iw0dPfW5bK7uXjwnzkm5Rx+/91t+Gvgo/Ufc2Cal9Gxh7JoEUyaFMGscVmct2QNS+saOWVhPq+PHcSwsN2/iCj2DcXNPs5Zsoac+iZSQ5y8MnwwlavcfLHxC/655nwqvaX0s5lRrqb2O7C1rktn6uvNzW6H1FTo1898N3u6u8i+QAIbfVgwvb6svhmtNb6AptEXoMkXoNEboMnfcu+zaPIHaGqZ1uyzWOVPJHLi6SiHE+Vwtd5+VimUb1pEcWkA5bDwWQETiLAsGr0W7jFhlEfCAa/8SMjaOuq9x9BfH8+FT1Ri6rsK0cYGLYETG7XjYyHKiaewnvMenYPLYcPtsOF22nA77Oaxwzxesmg+m5MmExk3Du33oQNeNvi8nH/LI5x1xq8JcdoJcdrxOO2EOG2tj91OG56Wxw67TYqHiv1O8LNe1dTMgAGaoiK1VQYAmC4pqurXjEsez8LiBTzy8yOcP+a3PFNYxrtbKrltcH/CejJPvZeZMWMGF1100R5lkL2yqRyAhpKPuDbvNl6aNo/s6AmAOcB1Ok0h744HtsGuKLIPE11JKZMlERbWVlstmFnR1GQyO6qqzL3flBBo7coSfNx+Xe2HcHQ6zTqTkkw2RmgXxEmVMuuKiDCjBTU2mm42mzaZIIfLtftFyJM9A7l57N3c+d1idCCOa388mltGP81RCRe3jAzo4J0DBnPRsgLmVtXz64X5vDp6EOOi9sIQbqJXW9fYzFmL17ChyUtWqJvnsjLZuNjOCwUzeGXjnWg0E+OPYkDgAuZvriQ5vPMPfX29CdBFR8OECea3uDsKd+5P5M/ZhwVTU6e/vKA1c2HXpRFz+KXbTM0PQH7O5u2+ysrxwsQEavt78K6pQWlz8KvxY1OayBAPTrs5SQ1e5XfabTgdNlztrvq77CYTwBGc1pI54Gw3PTjN0SHzwGFT2O027Mo8ttk63LdmK7RlOJjMBrArs5ytQwZEW6YEbY8JDnmkWjMsgLbpLdkXO9P6g9+S5WGyPnRr9gcEM0nalmmfXRK8D2aSBLNPglkmwUyV4PSABX7Lav1MWLoti8XfPsOlJSMmYJnMGX+gLWsmmEHjb5dp47e2zbip9zazunwdYCfB0w+fz4bXbxHQJhhmAd6ARSDWhT/KCc0BaldVkhvY2Wc1iaiJp20z9Qc//PD64p3/0QGX3daaaSNXO8X+ItRl9r9NPosBGQEqKhw0NGx9cmEOpBTXDL2HK4qP4d7Z9zJ9/HTGR4ayoKaBD0qqOKef1Npob9CgQbudMRbUbFm8WWS6oRzuCKU86VSGR40H2roITJtmTs46kq4oors4nW3BgeTktunBYSKbmkzwo/2Qje3ZbG3Bkr195TnY1aZ/fxPkyMmBoiKTFbI7dQbSo+MBCFXp+C0fM5ZcwvrBeVw84C7mzbMxZYqd/47OZPqKdXxeXsMZS9bwwsgMDomN2EtbJnqbVXWNnL1kDSVeP2MjQnksbRDz51ZwX/55LKz6EoXiqiEzuDzrFm763xwA+odvHfwKZmhERZkaSrGxkp2xt0hgow+blBHLe4s24fWbfr9Ou+r0SnbrzRF8bttqmtvZcrXcacdtb7uCvmWzjYoyG4lxNpx2O06bDYfNxj+9m8hzNnDReaP42+B+lDVs4cBnxlNcV8wlYy/hmZOewd51QxKLXm51+Wps2k3luoGUl0N8fNs8r89ic0mAf0XnszbQzA0ZyZw+fihev+mq1Nx6H2h93OQzjzdvKeW5F1+ivKqW2IQkjjvxZFye8Jaso5ZMJF+HzKSWjKUGXwBvwHwvQpw2xqRG98wfR4huZuovudhc3USt18vo0Q7mzjUnAe0PpGJjIVB6NEelH8Po5BFoNOf3j2NBTQOvbq6QwEYX+qC4mmorQIbycFPGDZBxA0optDap9aNHm4KPnWnriiLd6UTPCBYn3N5ntKd5PDB2rAnGLF9uAiy7mr0R6XIR6nDQ4Ic/DHuCh/Ou5fn8e9hQn8efMl9iwQIPkyfbeHZkBtfnbODtLZVcsLSAx0ekcULCLr6J6LPmV9dz/tICqv0BpkWH838JGcybW8Vf845gbf0KYl2J3HXAq0xKOAqtNcV1DQAktwQ22gc0Jk6UgEZ3kMBGH3bOxIEcN6ofNgUhTjvOLh6SKjAcFi6E6mqTLhX0m0AKN9Sv5pXiCq4flExqVH/ePvNtjn75aF5Y/AINvgZe/vXLuOxyhWlftLJ0JZ/mf8oNU24AIC0ii0WLzOekfVDD74fKChsNg2pZW9pMksvB7wb3I2SXP6fp/PXXB/6iNmqt8QYsmrwWLocNj0sCbWL/ERfuZnN1E+X1XgYMCCU11aRrtz/Yt9nA7Vb8c8wnjB1rjrROSQxw2+pNzKupJ6e+UfqTd5EX1ptuKMe641oz/8DUNkhNhZSU7b9WuqIIsXNKmToFMTGwcqXJ3oiL23n2hlKK5PBQCqpqODD2LB44MJ2bFp7F4orZBLLLaWxIZeVKGD1a8dDwgUQ57Dy7qYwrl6/jX8MGcJ4EgPdZ31TUcOmydTRaFsfGR/GnkDQWL6zjjjXHsrZ+BYPCs3l08hckhPQHzBDrDX4/oU4HHpuTLVvMb64ENLqXDM7cx0V5nESEOLs8qAGmqM3o0eaHoa6ubfpQexhj7OE0YnHvwjICATho4EF8dsFnRLgieHPFm5z2xmk0+hq7vE2iZ/286WcOfv5gbvz8Rt5Y/gaNjTBvnumH274fv99vipGNGKF5o3kLAFcPSNyNoMaeUUrhdtiJCnVKUEPsd4Jdr4JX+7OyTAp5sK98UFQUbN6sqK42z8Psdk5LMlHs11pG8BB7Jq+6mflNdWA1U1P0Lrqle1x9vSmkOHz4jg94pSuKELsuJAQOOADGjTOjTVRV7fw1/SLM1fWiunqmJB7DcwfN4YEDPyTJk0pcnKnjsX696aL896wU/piejAXckLORT0ur9+r2iJ6xrLaBi5aupdGyOCsplj/odNavtvFT8wusqplPSuigrYIaYD4/AMlhYZSXK0aPhilTzLGxBDW6jwQ2xA653TB+vDkobh/cONudBMB7jaX8vMQiEICD0w7mq4u/ItYTy0erP+KE/55AnbduO2sWfc1Xa7/iyJeOpKKxghOHnMjBSSfzww/Q3Gyi0UFNTSa9euxY2BRZz/yaBmIcdi7sL1c2hOgOwZPg4Emxx2OGfOx4kK+Uqb2Rk6N5esEzHPTcQZyWYLI03tpSQXPL8Kbil3s632RrNJZ8xuyit1BK4febwMYBB+z8inJwZCepEyTErglmb0ybZjI4tmzZNqjbXrDbQLAbQWbECIZHj2+dX8D/WLrcT3m5uWjyx4xk/prRD4AbczdS6vVtu1LRZzUFLK5btQGv1pyVGMt5tQMo3qxITIRzMn7LNUPv5rHJ/9sqqAFtn58YZxhjxphsPAlodD8JbIidCg+HyZPbipwBjLaHM8QWSq0K8HZ5OUuXmvGYJ/SfwLeXfEtyeDJfr/uao18+msrGyp7dALFHtNY8+vOjHPPKMdR56zh/1Pk8dNC7LJnvweMxV32DamvNEHKTJpn06oc3mGyNy1MTCHNI5oQQ3SHYbSHYjQHMEI8uV9sQjEEREVBernhmwQvM2TiHxQVvMyrcQ4UvwCdyNXKP1DZoZla3BDaK3+WqIbdvVVcjYif1Bxu9ARp9AVwOG+Fu6TksxO7weEzwcPRoM4JK3XauswVHsCiqrd9m3str/sVv5x3NKyV/ZOFCc3wD8Nu0RA6KDqfc5+cvuYWtmVii77tvbRG59U2ku92cWJpKdY1FSHRV62ACl2XdTEpoxjav29zy+Rkx0HT/FD1DAhtilwSDG4GA+XFQSnFWS9bGZ84SNm2xWoMbIxNH8v2l3zMwaiA/Fv7IES8dQYOvoYe3QPwSTf4mLp91Odd9ch1+y8+NU/7EX4e9xMplztYx6YPKy83Vx4MOMql3S2ob+LqillC7jctT47f/JkKILhUsNBnsigJmJJTsbNNtrKPISDg36U5ePOVlLjvgMs5rya56ZXN5t7R3X/XfVdXUqAD++gLGuhIYGzuN6mpzNbl//52/vry+ZbjqMNdWtTmEELtGKXPlfNo0sw8sLd16qFqAfq0ZG9sGNkbFTMZt8zAwIgOHAxYtMhf5bErx4PCBRNhtfFxWzVtb5ALevmBuVR1PbCzFBlxQPZAQm+KJjb/h8h8OorRp+yNGBgKwvtyc54weJMMB9yQJbIhdFhZmrsRblrkyP8kRSZothDLtY1lUJVu2wNKlZqc/OHYw31/6PVmxWRw/+HhCnV0wkLnoVoU1hRzy/CE8v/h5PA4PL570GmdF/4ONG2wkJbWNvR0ImFTPpCTz+QgOK/nQepOtcXH/OGKccrVRiO7SsStKUGKi6TZWW7v18h4PDHUdwdFJF+Cyuzg9KQaPTTG7qo51jc2I3VdZCW9UmH1gY/F7TB9yO5Zlhs4cMmTXUpSDGTfSDUWIPRMebo5P0tKgpMR0oQ3q16ErSntjY6cx84gCzh30eyIjzYW9nBwTHEkNcfH3LHNp/m95hRQ2ebd5veg7KhoCXL10Axo4RScxJTGMgLOKpZVz2NSwls0N6zp9nWWZgFktJjCWHifnOz1JAhtitwSDGwB1tYozXIkAvOUtITZeU1ICCxaYg7eBUQOZd+U8/n7E31tfL+l6fcNXa79i/FPjmbd5HunR6Xx8+lz6lZ9DbS0kJLQdlDc1mSKh2dkm3TMY7Fhd38THpdW4lGL6gMSe2xAh9kPBE+GKDoENpUyxyoaGba9aRkeb0QR8PrD8tZyUGA3AG0VSRHR3BQIwe7mPlfYGtOVluL+GsbHTqKw0J1Zhu3hBT+prCNF1HA6z/5swwdS4CdYcinK7CHHYqfP5qPVuG5yID0lufVwfspo5uaspLDTPz0qO4bj4KGoDFn9YtQFLjnH7HMuCwkK4Zu4migNeMm0eLo40GemRrhiemvotD0/6lDGxUzt9bUkJDB2qW7uipMVJxkZPksCG2G2hoSa44XTCqLoYkpSLzVYzc/zVxMebVOd588xJb1RIVGsK7aaaTRz6wqGsKl3Vw1sgtienLIdTXj+FI186kpL6Eo7MOIrXj5hPQ8EYwsK2Hi6yvNwEsKZMgfT0ra9APrKhBA2c0y+WZPdOquMJIbpUZzU2giIjzfe1skPmtMtlsu1++/5f6f/v/mTbTLbBJ2VSZ2N3FRbCl3XFoBTeyrlcnfkn/H4TTBo0aNfXE8y4iQ9376WWCrH/SUw0XVMiI81JqWWpHWZtBOVUL+LSHybx94ITmLu4kqoq0y37H0NTiXM6mF1Vx7OFZd20FaIrVFbC7Nnw0vJqvrFV4ERxo2cg5U2FrctEu+IZF3fINq8NBjWysiA22Udtk59wt4N4GZq7R0lgQ/wiHo8Zmzk+RnGM11yRf7N5C1prYmNNUOPHH01UPOj2b27n+w3f88cv/thDrRY7U1BZwKzcWYQ6Q7nloDuYMfgTKgrjSEgwI+SAuaIb7Hpy0EGm6nh7G5u8vLOlAhtw7UDJ1hCiu8W11tjoPDU6I8MEMToOehITYw70Gv2N/G/p/UQ6bOTUN0l3lN3Q2GhS1b9WOQD0aypmbOw0qqrMAXD7ukQ7U9FSY0MyNoToWh6PGfEvK8t0I0gK234B0aCBYVkkewaysWE1/1h7Bj/N89HUBAkuJ/8eOgCAuws2k1fftN11iN6jstKcp9QpPy+FbATgYnc/bE2bOPvbUdyx+FJ8Vue/oV6vCWpkZprP0PqKYLZGqNRD6mES2BC/mMtlKk6f0y+WKO2gwGpkgd903o6ONlfw585tK1b30HEP8duJv+XlX7/cc40WW6lsrOTNFW+2Pj9u8HH86+h/8/0ZazjYug1vk4PERLC17CmC48KPGWO6nrg6Od5+fEMJfg2/ToohzSNXGoXobrHhwRobnQckPB4zSkp1h2QMux1OS70Oh3Lw3qq3mBRuRjL6VEZH2WWrV0O9rZ5iZzRaW1wSfwRer0mDHzBg99YlXVGE2HtsNhg8GIYNg0jb9guIBoU6wrn/wFnEuZNYUPkVjxT8lsWLNYEAHJsQxdnJsTRZmt+uWo/Pki4pvVlNDfz8M0REaJ5lI1Xazyh7GMfZI/nrwrOp99fQEKjDobbNOK6qMrVWxo+HoUPNuU6wcGi6dEPpcRLYEHvEbocDRto4P8ZcmX+nuaR1Xni4uco/Z46JbIY6Q3nouIeI9cQC4Lf8PPDjA3gDUnCpJ9R76xn26DDOfedclpcsB6CuTjHNfgNb1iQTFdU2lGuwOJLbDQcfbIZy7SwoXenz81qRGUnhOsnWEKJHhLnsuB02mnwWDV5/p8ukp5vsq45dwjMTUzgk9lwsbVFf+j8APpXuKLukosJ0Q3mn6VOUzYmjPp8j4o+iqsqcPDl3s1deW1cUCWwIsbdkZsLoDHNCurl2xyP4JXsG8q8J7+Oyufmw+EneWf0KeXlm3l1ZKaS4nSypbeTBluLpoveprzdBjdBQ+NFRyQ/+ajzYuN4zkIdy/kRO9UJSQgdx6+hntsq+8HpNtnJsrDkOTk5uOw5eW9aWsSF6lgQ2xB5TCv4wKo5QZWOpVceK2sbWeaGh5uR43jxYu3brg+ibv7yZ6z+7nsNeOIzNtdsfRkl0nYAVaC3gGuYK48zsMzk8/XC0ZWfNGtPXsLHR9EENFgJtajKBqUGDTPejHRW+e2VzOY2W5vDYCIaHe7phi4QQHSml2kZG2U53lLAwM+Rox6wNpeC8jBsA+GLxPTgV/FxdT/l2AiTCCARg+XIIj7D4unkTAJMdUTQ3K8LCzBCvu6ttVBTJfBNibzpwmDkhLayq36aLXkejYibzl5GPAfDkht8xP6eITZsg0mHnweEDAfjP+mIW1+w4SCK6X2OjOR9xOqEhxMvjjaaWxpUhKSwr/oA31z2CQzn5v3FvEO6Man1dMEtj3DgYO3bbLoXry1tGRImXjI2eJoEN0SUiHXbO7W8yMT6llLKytiCGywXNzYUceuhvsNtHk509ioKCAs7IPoPUyFTmFs5l3JPjeHvl2wSsQA9uxb6r2d/M84ueZ9Tjo3h31but0//9q/t55VdfUJE7nNWrIS4OIiLaXldVZQIbkyebIQrt9u2/h8/SPL/JFM66MjVhL22JEGJXtHVH2X5GXEaGuQrV0djksYyJPIK6xhJSKMMCvijvPGtjxowZKKW2uc2YMaMLtqLv2LzZXAks0+uwosYBcEHsQVRXm5EYbL/gaKu8TmpsCNEdgiek5d76loKiO17+5AGXclDi8dT6q3iqaDpLlmhqamBaTARXpSYQ0HBj7gYZCbAX8Xph4ULzfxseDk82baIei4mOSLK9Vdy19HIA/pD9b7KjJ7S+ZntZGu2tk64ovYYENkSXuTw1AQX8QCURKX62bGk7aP7jH69n48YFaN2PVatCOeGE05iYMpEFVy3gsPTD2FK/hTPfOpPhjw7n6QVP0+yXYnVdobqpmn/88A8yHszgslmXsapsFU8ueBKtzagm839ysWiRwuEww7gGAxd+v8nSiI42BULj4nb+Xh+XVbG52UdWqJvDYiN2/gIhxF4TLCBasZ06G2BGBUhMNLVzOrog83oANm18B4DPymo6XceMGTPIzs7G1nLmbrPZyM7O3q8CG16vKRgaEwNV7gRwhJOMIrYpnNhYiI//ZeuVrihCdI/ECDcep52aZh8pGb6dBjeUUvxt1FOEO6KYXfoBc+tfZcECaG6Gvw7qRz+3kxV1TXxR3vl+U3Qvn88ENRobTRb5ukAjc/zVOFFMdyZy8yJTV+Pw5NM4O/06YOdZGu21ZmxIV5QeJ4EN0WUGhbo5Oi6SZq35KbyMCRPMTuHBB19g7doCwALKgDBycmL4y1/uIzEskS8u/IJHjnuE9Oh0Vles5qoPryL9wXTum30f1U3St3t3+S0/36z7ht998jsG/GcAf/nfXyiqK2Jk4khePPUlXj3+I+bNg59+MunTiYltO2ytTaXomhoYNcrs0He1iv/TG0sBuCI1AZtUhRaiR+2sK0pQZiY0dJIxfUj/40h2Z7C50AQ2vqmopTHQ+ZF+bm4uVstZgGVZ5Obm7kHL+571681JkNMJP/rNb9Y0VwL19SZb45fuDtu6okhgQ4i9SSnVWh/BFlnPsGHsNLiR6EnhhhH/AeCh1b+jpLGIZcvArWxcPcBkrT6wfotkbfSwQACWLjXHtcFR/N5qqQd4jDOOV3L/xqrqBfT3pHPbmGfRWlFSYrI6pk3bfpZGUHWDj8oGHx6nnYQI6TbY0ySwIbpUsAvC85vKiEmwmDYNQkK8QCLQUrSBasDLxo2p5OWB0g6unXgtq3+7mldPe5XRSaMprivmpi9vYuADA7n5y5vZUieFmHakwdfAzJyZXDrzUpL/lczhLx7Owz8/TK23lsPTD+e90z9h1rFLSau6kPk/O2loMMO1tq+X0dhofsgTE03KXWrqrh+QL6yuZ35NA1EOO2ckx+z8BaLXUkodq5TKVUrlK6Vu6mR+jFLqPaXUUqXUz0qpkT3RTrFjwZPhHXVFAZOVFRdngtDt2ZWdM9KvxvKW4vEW0mhZfF/ZSWoHMHTo0K0yNoYOHbrH7e8rGhpgzRpzwPxx4avM8VYCMLIpigED2gow765Gb4AGbwCX3Ua427HzFwgh9kiwG8G68gYyM2kNbuwoLnFS6iVMTTiOGl8lj26YzpYtmvx8OL9/HLFOOwtrGphdWbf9FYi9yrJM7aOSkrbM481WM9/5K7ED/aoX8Pq6h3AoJ/eMewO3jm4dxnXCBDOC2M6sK5ehXnsTCWyILjUtJpxhYSGUeP3MKqnC44Enn7yKH354goEDR6FULBkZg3j//Te4/vrzKShoGUe6Dhw2B+eNOo/F0xfzyfmfcGjaodQ01/B/s/+P9AfTySvP6+nN65Xu+f4eEv6ZwKlvnMoLi1+gvLGcrNgsrj/wz3x48nzuGvwV7o3HkpencLlM4KJ9HQ2fz+z0AwFTS2P06O1naRQUFDBixAgcDgcjRoygoKAAgKcLTbbGBf3jCNtRIQ7Rqyml7MCjwHFANnCuUiq7w2I3A4u11qOBi4AHu7eVYlcEa2xU7CSwAZCV1XnWxqlpl+FSIZRungnAJ52MjjJjxgxWrly5VcbGypUr95uuKGvWmEyN9Q0ruXP1nZQRIBo7A32hDB78y9cbHKo3NswlB8tCdIO0eJOxsa5lhItBg8wQzZWV23+NUoq/jTZdUr7f8gGL/K+Tnw91ZXamp5qR4R6QEVJ6zLp1pv5RYrtB+t5u3oIFTFJOHlh8MQC/G/4PBtonUlsLBx6485pyW71HS2AjQwqH9goS2BBdSinFVS1ZG08VlqK1RimYOjWNnJxn+PnnL3jkkbdISkrFZjN1Hfx++P77tnRepRTHDj6Wby75hrmXz+WUoacwOmk0WbFZre/z9dqv98thYtdUrOGRnx9hcfHi1mlxnjgafA1M6DeBW6bczccnrODJkbkcre7DUTIeMDv1+HhTyDUoONpJQwNkZ5uUu9jY7b/3jBkzyMzMZOXKlQQCAVauXElmZiZ/vOdePiitwq7g0pRf2Jlc9BYTgXytdYHW2gu8DpzSYZls4EsArXUOkK6USureZoqdiW+psbGzrihgsg0iI7cNbkS74jim/3k0lX0NwOdlNQQ6XL6cMWMGWuttbvtDYKOmxgzvGhUFGk3WwKsAGBuIZmiW2qWrfdsTDEjFSX0NIbpFW8aGOVFVymRtOBwmo3V7kjyp3DDiPxzT/1ymJP6KmBhYtAjOjIon0mHjh6o65lfXd8cmiHYqK03to/Y14kotL1/6KrEBeTm3Uuev5tCkUzgq/Pe43eY4uH0QZFesbykcmiaFQ3sFCWyILvfrpBhinXaW1jYyr93O3OOB8eNhzBhTrK6y0qT4hYebE+qVK2Hu3K2HH5ycOpn3z3mfby/5tvWqVW5ZLke8dATDHhm2T4+iYmmLgsoCyhrKWqc9t+g5fvvJb3lh8QsEAuZvNS3mHD48cgN3p89jauBmnFXZeDyqNZjRPvvi/9u77zi5yurx458zbWd7r8mmkkpIAgmhI70pVUSKAooiKmLvDbt++alfBRRREfhKURCEIB1B6Smk955s2vZepj2/P547m81mN9lNdqfteb+Y187cuXfmucPm7p1zz3OOMTY7Jppeeeyx8L73wdixA49O97aqYjwhA+8vzmO0X0/Ck9woYEePx1XOsp6WAVcAiMg8YCwwOiajUwO2byrKoQsxi8CUKfa43Dvt+sMTPku4fRPeYD11wRCL9QQdsJ/TunX275oITMw+mvzSDwBwvOQyZsyRvX6d1tdIGUcyvU9EtorIChFZKiKLYjvykSUa2Ih+UQV7MWj2bBvEPFi9jYtH38hPjnuYPF8hPp89Lmxa6ebG8n21NlTsdHXZ4FJu7v7ntk8EqglhOMWTy8Ul5zEmcwq3lN/H2LHCCSdAxmHU/tyqhUMTik7cVEMu3e3ihooifr1tL/dW1TAvL6v7OREYNcpGUNeuhZ077Rxvv99GSVtb4c03bQrgxIk2xRfA79n37by6rZoZJTM4vuJ43C57xNrdspuPP/1x5pTPsbeKOVTmVCZNCm9LVwsrqlewfO9ylu1ZxvLq5azYu4KWQAu/Ou/X3DL7C7btauH7+cDYLVQE38fLL9uTa5FcstNzSc/vu6VgMGjbEAYC9vmiIlsYND9/cEXtbr/9dh577DHWrl1LJBKxc+mPmcm2o6ZDMNydqaOSWl+/Eb1nGP8c+I2ILAVWAEuA0AEvJHIzcDPAmCP9lqcGbTBTUcAeFyoqbLekvLx9y6fmHsffT1vLM5EsXqCG52ub9zumj1R1dVBTY2sVAVRHAmyKdJBmXHxwalb3367Dfn0n06ZQAxtJrcf0vnOxgeKFIvK0MWZ1j9Wi0/suF5Gpzvpn93j+TGNMLWpYjXOmokQ7XETl59vpehs27Pv33lvPc81gJMDO8GoKOmZzfqSYP7pqeLmumRUt7RyTrV9+h5sxtq5GJLL/hb3GSJAXAnUAfDitjMpRt3CS75McP8dNefnhv1906pJmbCQGDWyoYXHDqCLu2l7NszVN7OgMUNnrSr7fb6PgFRX2ANTWZrM2srJsxHT7dhv0OPpo+4ek5xfw08aexvJbltMZ6uxetmjXIp7f+DzPb3y+e1lRRhFzK+Yyt3wucyrmMLdiLqOyR8U12NEZ6mRV9SrW12xm+Z5VrKhZxqqa5Wxt3tzn+gXeMpaubuW1RvsZ+ORkvlB5Mj6f/Qz7CmSAnWbS2rrvwD56tJ32k5Nj0yoP1/z587n44otZt24dU6ZM4RMPPMIv6js5NjuDOTn6BzsFVAGVPR6PBnb1XMEY0wx8DEDsP6Ytzo1e690L3Aswd+5cLQsfY4OZihI1dSr89792emDP48SE3CkcV9fKC+4anq9t4rsTy5MmaDwcIhGbYZiTA22hFn6y/GYqx38e3H6OdWUzpvzIk2GjbXoLs7TKfpLrnt4HICLR6X09AxvTgZ+Bnd4nIuNEpNQYo5f5Y6g020+ax0Vta4CWziDZ/n3RyYkTobbWZm7k5PT/Go2BWm55+yyqO6t45NRV7N1YztXjCvnL3hp+s20vf5oxPgZ7MrJt2wZ79x4YhPpnoIYuDMe60hjnSqe6GmYdc2RBDdiX4aM1NhLDgL7iiMgdwF5jzP9zHgvQAFQYY9pF5A/Ag8BlB1tvGMavElRZmpdLS/J4fG8D91XV8P2jemezW9EOHBs22INRRoYNbhQW7p9KNm3avjZNYKPj6d59E5hPqjyJxz70GIt3LWbxbnurba89INiR7ctmYsFEJuZP5NNzP83ZE+xFkR1NO9jauJWxeWMZk2uvLocjYcImjM/d/xWzzlAnde111HXUUddeR2VuJUcVHIUx8O7297hr4Z1MzpvBTdO+TEsLvFe1kevenHvA63jEx9j06YzPnMlRWbM4KnsmU/JmUpxRMqBAhDE2ONTRYe/n5NjPrKDAdj4Zqu8gEyZMYNWqVc57Gs5YaNs63lxZPKK/6KSQhcAkERkP7ASuBq7tuYKI5AHtTg2OTwD/dYIdKoEMNmMDbBB0+nRYseLAecbzcjNJbzVs7uhiQ3sXkzMH2Ac6BdXX2+NtSQk8svk+Xtz1KJVll0HWFC6vzO034DwYOhUlZfQ1ve+EXutEp/e90Wt6315sxtyLImKAPzgBYzUMXC7b8nX93la21bUzY1Ruj+dsYfU33rBZsP1lZOV6Cynxj6Iz3E5TuJryjHJOayrhIanlXzVNrG/rHNHHzuHW2GiDzkW9yr21mBDPBGzS0+tLrufBgpv45LG3HPGUwebOIHVtAfxeFyXa6jUhDPTa7QzgpR6PxwM1PYIVJwCfAb5ziPXUCPLx0UU8vreBv+2p5+vjy/G7+z7b83rtyfSoUfaAVF1tU6HT0uyJY1ubrb1RVmYrFWf1kQVdlFHEldOv5MrpVwL2S/e2pm0s3rWYRbsWsWj3IhbvWkxDZwNL9yxl6Z6lXDHtiu7t/7bqb3z1pa/yxRO/yK/O/xUAb2x/gzMeOAOPy0OmNxOXuAibcHfAIxwJE4wE9xvHJyZ9l4+M+iGdnbCgYS8Prbuf43LP44Twl/F6ocQ3nqOyj2FUxgTGZk1hco4NYozLmoLHNbjc5b6mmEyebANA/XU1GUrvNLWxrq2TEp+H9xcfZk9DlVCMMSERuRV4AXAD9xljVonILc7z9wDTgAdFJIy96nhT3Aas+pXpc+PzuOgIhmkPhMjwDezPfUWFzZZradm/e9LTVfdQH6ghvewSXqhtGtEn55s32yB8KBLi4S2/RtxZhDIn4wIuGXOQy7mDoFNRUsaRTu87xRizS0RKgJdEZK0x5r8HvIlO/RsS4wozWb+3la11bfsFNsBeJDrmGFi61J6b9nUtR0S4ffYDpLszSffYK/jte718oLSAJ5rruHP7Xu6cNjYGezLyBAL2YmhOzoE1454J1NJBhPzOXextWoSn7EamTTvyi37bo4VDCzJxufTiXiIYaGDjGGB5j8czo49FZBqw3hgTFpF+11Mjz7HZGczMSmd5awfP1DRyZdlBWm5gMzNOOMGmkK1aZU+s8/PtH5PMTBuJff11O61i9Ggb/OjvoCQijMsbx7i8cXxw+gcBG+yo76hnU8MmNtZv5LQxp3WvX5ZVximVp3BUwb7+fF3hLjwuD6FIiKauA9scAnjES7ankBxPITneAnJdo0lLs+M9PmsW30n7I6MzjuoRPc7k0fcd3j+JQMBmZAQCNitjKKeYHI4Hd9ro93XlhfiG4hKlSgjGmGeBZ3stu6fH/beBSb23U4lFRCjM9LG7qZO61gAZBQM7QLhcNtD8xhv2y3v0BPHU0g9wz8rboOwSXq1t4XNj49cI5/bbb+cHP/jBAcu///3vD3s3ltZWW1+jpARe3PUPdndsY1TFNYREmJuVSb53aA7E9ZqxkSqOaHqfMWaX87NaRJ7ETm05ILChU/+GxriiAwuI9lRebqek7N3bfxe5grT9090KC+Hk2hKe8tXxxN4GvjKujLHpenV/KBljvzeEQgdOFeowYZ4K1ADwhezTaJ7+KrdcePqQnDNHC4eO1cKhCeOQ/1tFJB/wGWP29FjcM2BxIfD8ANZTI4yIcMOoIr68bgcP7Kw7ZGAD7El1ebn9Q7B5M2zZYjM6cnPtLRKxGR1VVfaL/fjx9gRzIJWMRYTCjEIKMwqZN2refs99ZOZHuGrqR+josD2vm5ogr+U8nj85SHtXgM5IK8YY3C436Wlu/Glu/D43Prev3ykYxf4KLhvziQF9Vj1FIjZ40dVlszKMsbfMTPvZ9KxFEq/ZHzWBIM/UNOECPlJReMj1lVKxV5hlAxv1bQEqCwZ+4pWdbbO/Nm7cl9Jbll7J3457iOvb1rOouY3OcKTfLLzh1lch46lTp8akxezOnfZvkjGG/9t0BwDjy65nA3BGUfbBNx6Euu52r/oFKMkd9vQ+EckEXMaYFuf+ecAPYzr6ESb6BTVaELK3aAvYujp7oelgLZ0bA3X8Yd33mZQzk7Nyb+Z93nz+HWzg7u3V/M+Uyv43VIO2Ywfs3t13cdfnAnW0mDBTXRmMasriijPOIHuI6l9Hf0/GaX2NhDGQeFXvLAywAYuHnPvnYyPNB13POSj/DggArxljHkKlvMtK87h9404WNrexurWD6VkH+SvQg89n/3iMGWODG9u22WW5ufsq9gcCsH49rFljI7R5efaWkWH/2Ph6XOiKtjDsGTQIBKC93QYxGhttwU2wwRWv106Fyc6GvDwfcOigzGCEw/b9A4F9wYsot9u+b3m53a+MDBvU8CXQhbtHd9cTNIbzi3IYpS1elUpIBdECogNo+drb2LE2gNzz5L3QncF4l58tkU7eqmnjzNIsgmFDMBxxboZQJELIWRaOGEIR0+OnfS5sDJEIzk/7fMREb3T/NMbYwC5mv1aLBtjhqSB9eln3sh0uF/9YXAXYLx8uke7Ar0vEudl59C4R3C4b7Pa4BLcILpfgdm6e7p8u3C7B6xY8bhdEhJUbXBTmC+/WvMmaxiXkpRXRljEGCHBq/tB1i6lrdYqHasZGUjvC6X2lwJPOxRMP8LAx5vne76GGTrTl69a6vgMbsK8F7Ntv2/u9pz1ELa57jce23U2ut5Bzz7qKM+tLeTW9gUd31/OlcWWUpR1h6yQF2HP4VavsBdHeAibCEwFbg3dmYwvTZgjFQ9jAb6uT2TNOO6IkjIEENqYAm6IPRMQFnALcIiIZQJ4z/+/9/a3nLLoCeNwYM19E/sa+wIhKYZluNx8qK+C+nbXcv7N20FHqjAzbGWX8+H0BDq/XfuH3+fYdyDo792VyRDMcXK59AQOR/YMHUR6Pfb2MjINXuh6MSMTeQqH970cDGCL2fXNy7Pizsmz2SVqavfl8A8/E2Lx5835dSubPn8+ECROGZkf6ETaGB3fZllnXVxQdYm2lVLxEvxT/Z10NTR1BOgIROoJhOoNhuoJhOkMR+zMYoTMUpisYoSsUpisUIRCK0NYZobElDC5DMBIhFI7QOCEdxmRy/b+W4NnQErd9K7jwCwcs+/Jjy2I6hrE8jYkIu1wBCBs+fdfbpLlc+Dz25nW7SPM4N697332PG7/Xhd9Z5vfax+let3PfTa0T2IgWgVXJ63Cn9zmdVGYN+wBVt+iV9639TEWJys+3WW0bNhxYaDnqrLIrOK7gdN6r/y9/XP9DPnvUr5jbmctCmvj9jmp+0E9RfTVw4TAsX24v/vU1teSlYD0NJkywZQ3PbPoJv/rAcmDoMg2jrYHH6VSUhDGQwMY24NMi4jfGdGL7bf/XGFPrBDNePdR6zvOjsUWRAMJDtwsq0V0/qpD7dtbyj70NfG9iBVmefsLbB9EzwLFjhw1whMP7pmT4/bEpmBkVCtkrmV1dBwZMXC4bnPD59mWO+P02kJGevi+IMRQuvvji7nTstWvXcvHFF3d3LRkur9a3sKMzwBi/jzMLhi71Wik1tIqdKu0PvL2NB97eNiSvGa4BxmQSzk/DQ4vNZnC58LoFr9uFp8djj9vVI/vBZkV4ujMm7C16vzujQgSXk03hEkEAl9jH0XjvsmXLWLasVxBDhFkzZzJz1iyb6QEHZH3YzBBslojZdz8UiXRnkIT7yDAJOj/bO+2yYCREZ7gL8BApsF+EXA1dNAyite5A+DwustNiXDxJqRGsPMePz+OipqWLtq4QmQf59zdhgp2S0tRks4l7ExG+dPT/8tHX5/C3rXfywbG3cHFoNAu9TTy4s47bxpRSOMCizqpvu3bZukd9BZdCxvBop83ia9txH49d+nubeTeEogGwsToVJWEc8l+UMeZFETkfWCsiXcA77MvCuBB4fADrgS2gNBpYylCGy1TCm5qZzom5mbzT1Mbjexu4cdThX+XPyIApU/b1FN+yxWZqRKdvDMd0DWNsEKO93WZfiNjARFHRvg4kXq99b683dkU8zzjjDFavXt39OBKJsHr1as444wxee+21YXvfB5yioR+tKMSlLV6VSlgfPr6SqoZ2whFDutdNus/tZAu4Sfe6SfO68DsZA/a+/elzR3+6CHS6WLnMRWmxfdwSaeeW0BZMnpsffaCYj54679ADGfIdmx3zt2xstKnnJSXw42Wf5J87/sRFJZ+ifM63eKatni8fN5YbLjyWgJPtEgjbn9Hsl2gmTFc0S6Y7W8bJmAmG6QyF6QjY+x3BMGdO0TbaSsWSyyWMKchgY7Vt+Tq9ov9UXpfLdkl54w07rbiv88+pucdySeXHeWrHn/nf1V/mV8fP55jGbFbQwiO767g1jkWYk11XF6xd238R17eDjdQDofYtXFM+gbMmntb3ioeprStETUsXPo+L8pyR2yUs0QzoK5gx5svAl/t46mTgiwNYD+AJ4C4ny2P+IMepktwNo4p4p6mNB3bWckNF4RGfrHk8tv1rWZmN1u7ZYzM5GhvtH5vs7MPPigiH7dSWjg4byHC57IGzstJmXWRmDl3GxZF47bXXOProow8ooDecQY0dnQFermvGK8LV5UNbd0QpNbQmFmfxu+vmHPHreNvslcm8LMjHT17NYprSirlr05N8aO68mGbLxcu2bfa4X9u5h3/tfBBB+OCoL/L7UCsA55TkUqSFPpVKeuMKbWBja13bQQMbYC+2zZwJixfbwpV9ndp+ZupPeHn333m9+hnerX2RizJOYEW4hb/vaeCzY0o0eHmYNm2yFx77u5j4cPMy8OXhqXuJX1/1iyF//2gdljEFGdrqNYEc0bVlY8xxg1i3DaedlRp5LirOpdDrYU1bJ4ua2zk+d+jStrKy4KijbBZHtBVfVRXU1OxbJ1rXwuPZV4MjWowuFNp/Okm0C8u4cfZnVlb/xaHibf78+QfU2BhOD+2qwwAfKM6l2KeFr5QaCY46ylacj9YIOsU/mmdNF2td7SzdUM2Jx/QzyTxFdHba/S8qgjvX/ppgJMDJ+Zcxddo4dlStIdfjZsYAC2MrpRLbQAqI9lRWZost79rVdwHLwrRSPnbUt7lr7Tf41eov8eCpS8hudbO+vZNlLR3MztH6DIPV3GyDzf0VAq0K1LHNkwUmxA9nnUGeP2/Ix7BNC4cmJJ3cpWIizeXi2vIC7txezQM7a4c0sBElYjM1srNtUCLa+aSry95aWuxPl8sGOKLBjmgtjGidDm8SfV+fMGHCsNfUiApEIjy02xYNveEIphMppZJLVpbtULV7t51+d2r6aJ5t34Qnbw6/X3Avx07+TkJksQ2X3bvt341gpIuntv8JgGvHfIvN6TZb45S8LNx61VWplBCtl7Ct9uAFRHuaMgXq66GtzWb19nbt+C/w5PZ72dyyivk7/sgZpZcwP1jLfRvq+e0cDWwMhjG2G2J6ev+F9v9n5z+QwnlktK/k5pnXDcs4tmrh0ISktS5UzHykohABnq5upC4QGvb3i7ZrLSqCUaNs+9hZs+ycyGnT7OOjjrIn7MXFdt1kCmrE2nO1TdQEQkzJ9HPCMASmlFKJa8IEm90WDsM0dyZuY/BmTeVfdQ+xaWsw3sMbNuEwbN7sdOJyp/HQ6Uv4zLg7ef/s43mr2QlsDGGbV6VUfEW/qA40YwPsuePs2TawEerj9NbnTuPz0+4A4J513+MksdeVn21qYHd15MANVL+qq21mdnY/tes3NK5mnc8++YVJM4Ztqk808KWFQxOLBjZUzIxNT+PMgmwCxvDonvp4D0cN0oM7oy1ej7xGilIquaSn265UjY3gExdHe+yJY2vmaP666Am6uuI7vuFSX28z/6JB75K0MVxceitlZYY3Gmy721PztTuUUqkiOrVg2yFavvaWkwPTp9sv3X05s+xy5hSeQVOwjpc2/YKxLj+tEub+ZS20th7pqEeGUAhWr4a8vL6fN8bw4/U/xZM9Da/p4uaJM4dtLFs0YyMhJUVgQ0QuEJF1IrJRRL7RzzpniMhSEVklIv+J9RjVwESnMDy8qw7Tu0+qSlib27t4s7GVdJeLD5Vp0VClRqJx4+zPUAhmO4ENX948nt57Jzt2xG9cw2nTJjsVp6ptMxETobnZFpLeFu6iOhCixOdhckYKz8NRaoQpz/XjdQt7mjvpCIQHte2YMbaIaGPjgc+JCF+a/msE4bGtd3Gssakdb3nqWbzYBlDVwW3bZqeU9zf18bktT7Et0xbeuKy0AP8Qt3fdbyzdgQ3N2EgkCR/YEBE3cDe2tex04BoRmd5rnTzgd8AlxpijgQ/FepxqYM4uyKHU52FTRxfvNg08zU/F1yNObY1LSvLI8SRoJVWl1LBKS7PT95qaYJbbTr/w55/AqpY3eWH5eymXtdHcDA0N4Enr4ua3T+fD/5nB7tZdVFayX7aGZrAplTo8bheVBfYq/Lb6wZ2nisDRR9s6EJ2dBz4/JXc2l1bexJzC93G8ceECltBMfTDE8uX7itqrA7W3w/r1/bd3be3s5O5NX8FfchEAN4yuGL6xBELsbe7C6xYq8rRwdCJJ+MAGMA/YaIzZbIwJAI8Cl/Za51rgCWPMdgBjTHWMx6gGyOMSri63ZaP/uquffD2VUIKRfVOHrtMWr0qNaKNH258TyCAdF670Mbh8JTy5+9dUVcV3bENtxw5bXLqqfROCCzEexhWVkZMDbzbY3PFT87S+hlKpprszyiAKiEb5/bbeRmPj/h33or424y7uPuElZudM51h3NiEMyzMbqKmBdeuObNypbP16OyWwry6FxkBtXYTTZtyKO62Y8ek+5gxjt5nt9fb3orIgA7e2ek0oyRDYGAX0THKtcpb1NBnIF5HXRGSxiFzf1wuJyM0iskhEFtX07AWqYuoa58vxMzWNNAWHp4jo5s2bOfroo/F4PBx99NFs3rx5WN5nJHi5zhYNnZSRNizdbJRSycPns60NW5uFYzzRrI0Tea3uEd5avTVl0qm7umxgIycHJmRP559nbeQ7Rz3F5EkuwsbwZqMT2NDCoUqlnLFO3YRtgygg2lNRka1JVN9HOTmfO607y+ssnz0ffiXQQHGxLVScqtP6jkR9vW2n219tjfp6mDw+g8LxlwFwVVnBsGbSRQNeOg0l8SRDu9e+fjN7x0A9wBzgbCAdeFtE3jHGrN9vI2PuBe4FmDt3rhZ4iJNx6WmcmpfFG42tPFHdyMeGoXXoxRdfzNq1a4lEIqxdu5aLL744Zm1RU81Du+1f5mvLtWioUsrWmNi0CWZmZrEg1MzUyo9xUenF5HnKqaqyHVSS3e7dNq3c5Vz+kYiPyqzxFBbCytYOmkJhxvh9jEnX+hpKpZroF9alOxpZsr2BYNgQDEecmyEUjhAIRwiFDaHIvmWhiLG3cIRA0LB5q0G2G8QVIWwM4YhxfkZoDNSzunkZrhNPZz3t3L54Eb4OQ9cqQ3aOweW26xtD97aR7p+2UGZ0mTHY54zpns7Sc3nEAOzbzmCzHKL3MTjL9n01GsiXpN5nhC4RsP8hIkiP+zaxwf4Useu6nHNKl8s+djvbRJ9zuez67W2CiOB193jOuZmIgDHk73bzUqUbRFi1YDdfWrAHtwget+BxuXC7BI9LcLsFb4/HHrcLr3vf/Z7LvM5jr8eFr8f9BVvsefFYLRyacJIhsFEFVPZ4PBrY1cc6tcaYNqBNRP4LzALWoxLSRyoKeaOxlYd31Q15YOP2229n9erV3Y8jkQirV6/m9ttv5/bbbx/S9+pp8+bNXHzxxaxbt44pU6Ywf/58JiT5Gf6uzgD/rmvGK6JFQ5VSAGRk2ODGhOpscEFX5iQuLb2UcFjYtMlOV/H54j3KwxeJRFu8Gh7Z/FsuHH0d4ZYijjrKpkG/Xh+tr6HZGkqlonFOC8/nVu7huZV7hvGdJiG7O2B0Jks8HXj3NNvF2jhw0EJpGUQkH1ddFy+/VxuT99SMjcSTDIGNhcAkERkP7ASuxtbU6Okp4C4R8QA+4ATg1zEdpRqUC4pyyfe4WdHawfKWdmZmJ3fU8/bbb+cHP/hB9+PVq1czceJEvv/97w9rMGW4/W1PPRHg/UW5FPmS4XChlIqFsWNhe5WfnHQ3tSbIrkiAUZ40QpEQVVWepM7aqKuzU1EWtz/JL1d/gce23c09R6+josJeXYxOQzlN27wqlZJOGF/A2VNL2N3Uidfjwutyrt67BZ/b1X3f2+sKv9u1/zKPS6itEdpbhexMFy6X4IlmGhDmjeqnGZN1Lk8QIGNcLl8smYRHhI42FxkZwvSp4HZe1yX2p1ukO8PBLotmRNjsBlc0U8J5LN1ZEvtnUNif9nmE/Z6LOliObu+Mju5MkAgYbLaIoe8MkZ7ZJD2zSuxjez8cMXR2GhYthowsg8tl9mWlOOs0NRvm1/6Sd6pfZezkX9AAXD+miBMmjiIcgXDEZtGEI6Y7uyYUMYTDTmZNxGbdBPvIvAn2yMgJOMujGTvBcIRsv4cLZpQN6e+dOnIJ/03FGBMSkVuBFwA3cJ8xZpWI3OI8f48xZo2IPA8sByLAn4wxK+M3anUofreLK8vy+WNVLQ/tqmPmlKELbNx+++1cf/31KZc9EWsRY3jYmYZyXYVmayil9snJgdJiYXpLNu/QyJJQE4+vu4MXdj3KPeFVVFbm4PXGe5SHZ9MmSEsPcfeibwFwWdkXGD1a8PshEInwTqOdd3+KFg5VKiX5vW7+fOPxQ/JaXV3w+us20613m9JzJ3weYwxvta5hjyuArySTY51W2tXVUAJMGsGnrsuXw/g8yM8/8LlQCBrd8KlLf8of1vydXzTlke5y8Z3jxpGl3ftGrGQoHoox5lljzGRjzERjzE+cZfcYY+7psc4dxpjpxpgZxpj/jdtg1YBd63RHeWJvA+3hoe1xNWHCBFatWkUoFGLVqlXDHtS4/fbbmT59Oi5nQrbL5WL69OlJna3xRkMrOzoDjPZ7OV2vTCqlepkwASYH7Zf7VeF2VjUuoLqzincb/sXOnXEe3GGKtnh9teF+trWtY3TGRM7J/ySVzoTYZS0ddEQiTMpIoyQtSSM3SqmYSUuDY46xXVL6IiKc4c0F4JXgvjkoRUW2E0jdCG0gWFcHVVX9FwxtaIBJkyAj3UUo/30AvL84V4MaI1xSBDZUapqWlc5xORm0hCM8U9MY7+Ecsfnz5zN16lTcbjdTp05l/vz58R7SEXlot/1rek1ZYXeBJ6WUisrPh9npdo7xmnAbX5z+Kx48dSGXH3UN69dDMBjnAR6GHTvAuDu4d/3tANw0/scU5HnJtd87WNBkszVO1GwNpdQAlZZCRYX9Mt5bY6CWxxZ9CIC3go20mzBgC2rm5cGSJdDZGcPBJoBwGFautJmBfZ1+dnXBvxvug9ztGGN4bI/9YK/SWnAjngY2VFxd52RtPLwr+UPSsc4SGU51gRDP1TQhwNXl+odCKXUgEThzkp8M46bGBCnMOYbpeXPxeGwBzmTL2ujosIGN5+rvpLpzJ1NyjuX4jKuYOHHfyfWCJltfY562vlZKDcLUqbbORO+Ab56viNGeTAJN79GF4c1gY/dzfr899qxcSXe3k5Fg2zZ7PE5P7/v593Yt4f+t/wTH/vEYXqnZy/bOABVpXk7Rgs4jngY2VFxdWpJHhtvFO01tbGwfYSHpBPaPvfUEjOHMgmxG+ZO4vYFSaliVlghTxH7JXx1u616+17WYtetDBALxGtngGAOrV0OnNPDA5p8B8OlJPyPN56K4OLqOYaGTsaGBDaXUYPj9MGMG1PfR8eRzU39Ox16b5ftc1+79nsvLs/U2tm4d/jEmgrY2WLcOCvq5ptbSYri36lYMhpuOvYln6+0fmStL83FrdvGIp4ENFVdZHjeXleQB8FAKZG2kAmMMD3UXDS2M82iUUonM5YKTCpzARsh+6f/Rsk9w49tz+U/tY2zbFs/RDVxVFezdC0/V/A8twUbmFp7JVO95TJhgW7wCbGzvoj4YptTnYYwGfJVSg1RWZqel9K63MS1vDqd4cjDhTtaZEHsjXfs9X1QEa9f2PZUllRgDa9bYuiTuPkplGAPPbP8rK5reojSzlK+f+l2erm4E4EM6DUWhgQ2VAKLTUR7f20Aw0ruBlIq1JS3trGvrpNDr4dzCnHgPRymV4M4ebQMbq0J2msaMvBMA+OvO77JmfYCOjrgNbUBaW2HVKohk7uKRLb8B4LNTfk4kIlRU7FtvQXe2RtZ+LRGVUmogRGD6dNvRIxTa/7nPTfoegbr/APB469r9nnO7ITfX1tvo2j/mkVKqq+0tWtOot521zdy/66sA/OKcX/BWK7SGIxybncGkTH8MR6oSlQY2VNwdl5PBpIw0agIh/l3fHO/hjHiPOtkaV5bl43PpIUIpdXBz8jLwirAt0kmrCXFx5Y2My5pKVfsmnq29i82b4z3C/oXDtqVgejrct/kHdEU6OKvsg1S65lFZadPHo9516muckKfTUJRShyc93U5Jqa21GQhRozMnEm0w+1KgBmP2v9Dn99s6GytX7r9dqggGbYC5vy4o4TA8uO2H1HXt5aTRJ/HRWR/lsT32fPUqrQWnHPqtRcWdiHC1k7XxyG6djhJP7eEIT+61uY5Xa1qfUmoA/G4XM7PTMQIrOtrxuLx8YdovAXio6oes2FRLa2ucB9mPzZuhqQn2RFby9I4/4xY3n5n6EwIBGDNm/3Wj9TWO1/oaSqkjMGqUbZddW7v/8i+PvhETbCToK+Lp2n8fsF1+vp0yt2NHjAYaQ5s22SyWtLS+n1+2azVP7/0NgnDXRXfRGja83tCKC7i4OC+WQ1UJTAMbKiF8qDQft8DLdc3UBJKwR2CKeK6mkRYnrW9aVj/lqJVSqpcTcm01+qUd9sv/KSUXcmLxebSGmnh0z+2sXx/P0fWtsRE2bLDz11/Y9TBhE+aKMZ+iWKaQn29bDUZVdwXZ0hEgw+3i6Ew9NiqljszkybZAZs96G0X+UiY4U/r+UvdvQpEDz4cLC22h4/b2GA00BpqbYcsWG7jpS1eX4fdbbyNkQtw852aOKz+Ol+uaCRrDCXmZFPk8sR2wSlga2FAJoSTNy9kFOYQMPL4nxasjJbBHnGko2uJVKTUY0ekZW3yttLfbTLwvTPslLlw8s+ceFmxZfUDBvHgKBmHpUhu8cLngM1N+ws+Pe4zPTv0ZbW0wceL+60fra8zNycDj0voaSqkj43bDzJm27kbPIMU1eScC0J49g8e3/f6A7Twe8HptcCMVpqQYY6egZGTYY3Ff/rXlCZY0vUJBegE/OesnADxb0wjARUV5sRmoSgoa2FAJ4xrny/Qju+sPmFuoht+2ji7eaGzF75LuTjVKKTUQc3NsYGMT7TS0RAA4KmcGl4+9mbAJc/+ur7BuXeKciG/aZIvwpTvJFyLCORVX4jM5+P32qmhPOg1FKTXU/H6YM8cWMI4WEz3eV4DXRPBmT+Pebb+jMVB7wHZ5eXZKyt69sR3vcKiutt1esrL6fr62qZ0/7fgiAD8+88cUZhTSEY7w7/oWAC4o7qfSqBqRNLChEsY5hbkUej2sb+9kSUsK5dglib87RZguKs4j16tpfUqpgSv0eZiUkUanMTTmdXTX1Lhl8g/J9OTwbv1zvLj5BeoSoIxSU5NNe87Lj/CLFbeyqWVV93PNzXbue+8rh+86gY3olBullBoKubkwa5attxGJgE9cnOC1czJCuXN4dMtv+9yuoMAWEk3mLinhsM086a8LSlcXPLD5Z1R37WB22WxunnMzAK83tNAejjAzK51Kbb2tetDAhkoYXpdwZZk9mEc7c6jYiBjT/Zlfo0VDlVKHIZrNUFvYRpuNA5CfVsxNk74DwF92fpllK0IE41hGKdpVICMD5lf9mce23c3nF1xEKBIkHLbrlJfvv01bOMyK1nZc2C5eSg2GiFwgIutEZKOIfKOP5/NF5EkRWS4iC0RkxkC3VamhosJOf4sWEz3JmwfAxDGf5BOTvtvnNj6fPZ5t2BCjQQ6Dqiro7Ny/+1RUKAT19QaTXQXAXRfehdvlBuC52iYALtRsDdWLBjZUQol24nhybwPt4UicRzNyvNHQys6uIKP9Xk7J1yuSSqnBm+cENlYG2igpsdkPAFePu41RGRPY0raKf2z/fVxPxHfssBkbWVlwbsWHuWLMp/jy9P/F4/JSV2e/XPh6XQBc0txO2MCMrHSyPO74DFwlJRFxA3cDFwLTgWtEZHqv1b4FLDXGzASuB34ziG1Vipg8GYqLbTHR4z05eBBqvXm00X9Nn4IC2L6dhMiEG6yuLli/3u5Db8bYIM8xxwiPfPgvrP7Mak4ZcwoAoYjhBQ1sqH5oYEMllGlZ6czOzqAlHOE5pzCQGn6POtNQPlxWgEu0MJ5SavCi0zTebWpj8mRDZ6c9QfW50/jidNv+9cm9/4/1mzvjciLe3g5r1+6rn5HlzeFbM+/hzPLLaWy03VEmTDhwu2jh0Hl5Wl9DDdo8YKMxZrMxJgA8Clzaa53pwCsAxpi1wDgRKR3gtipFuFxwzDH2p3S4meXOIgK8E2qivqua1Y2LDthGxE7jWL58X42OZLFli8048fQx87mmBsaNM90tt6cVT+t+bkFTG/XBMBPS05iS0UeqhxrRNLChEk7PIqJq+DUGQ/zLCSJ9WKehKKUO07h0H0VeD3XBELWeAJWV+1oZnlF2GV+a/mvuO/ktivP9LF9OTKekGGODGh4P/GvXfbQGm7ufiwZgol8qetPCoeoIjAJ29Hhc5SzraRlwBYCIzAPGAqMHuC3OdjeLyCIRWVRTUzNEQ1exlpa2r5joCW6bjfBy5w4uf3US33zvKrrCnQds4/dDIACbN8d6tIevtdUGNvrK1qivh2DmVj7+9kks3LXggOefq20EbLaG6IU41YsGNlTCuawkD79LeKOxlW0dSVwVKUn8s7qRrojhtPwsxqSnxXs4SqkkJSLdbV/fbWpl4kQbvIjWrrh2whcoSR+F32+Xx3JKSnU17N4NzzfcyY+W38Rn3jmbsAkTDtvgy3HH9T3PO2xMd2BjngY21OD19c2rd2+gnwP5IrIU+BywBAgNcFu70Jh7jTFzjTFzi4uLj2C4Kt5ycmwx0UlNuQiwHqE0czJjM6fSGmrqc5uCAtvpqanvpxPO+vV2yl/vQHJrqw3uPFX/ExbsfJdfvv3L/Z43xvBsjd3Ji4p0Goo6kAY2VMLJ9Xq4qDgPgL/t0ayN4RYtGnq1ZmsopY5Q9Mv/gqY20tPhqKNsK7+eIibCE3U/4pdv39FdLG84BQKwahUsCTzGL1d9HoCrxt2KW9zU1cG0aX1fOQRY09pBazjCGL+P8jStvq8GrQqo7PF4NLCr5wrGmGZjzMeMMbOxNTaKgS0D2ValpooKmDXOy1GRTEIYbpr7JL894VkK00r7XN/lsgWRV6600zsSWUMD7NljW9b21Nlpj9Vz5sBd7/8t3zntO/z2gv07wqxo7WBnV5BSn4djtZCz6oMGNlRCinbm+PueeiKmzwsUagisae1gaUs72W4XFzrBJKWUOlzR6RrRLIexY+1Jd89pJysa3uEP67/Hgzu/zUsLthMIDN94olNQFte9xg9XfgSD4dapP+MDlTfQ0GCL9Y0b1//2CzRbQx2ZhcAkERkvIj7gauDpniuISJ7zHMAngP8aY5oHsq1KXZMnw8lem5Ww1By6gEZWli3YvH37cI/s8EUitr1rVq8a9aGQzTaZMwcyMyHdm86PzvoRpVn7B3Kec7I1LijK1Xpwqk8a2FAJ6ZT8LEb7vVR1BnmzoTXew0lZ0aKhl5fmk+HWw4FS6sgck5VBukvY2N5FbSCEzwdTp+6rtQEwq+Bkbp36M359/HyKvGNYtWr4rjLu2QP/XbecH6y/lGAkwIfHfY4bJn6djo79i/X1RwMb6kgYY0LArcALwBrg78aYVSJyi4jc4qw2DVglImuxHVA+f7BtY70PKj48Hrhxhg1sLAw1EzQR1jUt5Za3z2J5w9t9blNQAGvWHJgllyiqq23wJbPX4dR2QDE8tOFOmjr7n0/zrHZDUYeg32RUQnKJdBeyfESnowyLYMTw+B771+/qcp2GopQ6cl6XcFxONGvDBqUrKuy86c4ede9uPOobnFRyPgUFNviwcEUTQ52c194Oj7+1iB9suoC2UDPnlH+ILx39ayIRoaUFjj3WjutgtCOKOlLGmGeNMZONMRONMT9xlt1jjLnHuf+2MWaSMWaqMeYKY0zDwbZVI8e0gjQmpfnpIMKSYCsv7/47i+pe5falN9IZbj9gfY/H1uhYuBBaWuIw4IMIhWy2Rm6vmERTE5SVwX8aHuK252/j1L+cSsQcGOne3N7FurZOcjwuTs7LOuB5pUADGyqBXeUENp6taaQpmGR9rJLAy3VN1AVDTM7wc2y2zlVUSg2NaHbDu05QwO2G6dPtlbq+bJFXOHv+OH736pNDNoZw2PCd+b/hS6tOprZrN3MKz+AHsx/ELW5qa21djfz8g79GVWeAXV1Bcj1uJmtbQaVUHFxcbiMBr7U28YlJ32NC9tFsb1vPb1Z/rc/1/X57W7QIOjpiOdKDq6qCrq79g8mRiA1451fu4bbnbgPgSyd+CZcc+PX0Wad737mFufgOlmanRjT9zVAJa2x6GqfmZdEZMfyzujHew0k50Xa615QXaMsspdSQidbZWNy074piSYm9UtfWduD6r+15krZwI7e+fgWf/+f3+7xaNxj1HfVccP/l/HrtFwiZIB8e9znunPc8aW4/DQ1QWmprfxzKIicwMycnQ+dzK6XiItr9Y5m3ibaWNH44+//wiJfHtt3NW9XP97lNZqatL/Tee7Ftq92fjg7bCaV3keb6epg40fDV1z5LQ2cD5088nxtn39jnazwXnYai3VDUQWhgQyW06BSJaOcONTSqu4K8Ut+MW+DKskNctlRKqUGY41SrX9bSTpdTPEPEZm20ttqU5J6+NuNOPj/tDly4+O2yH3LRA5dT33F4x/zFuxYz6/fH8nLVU2R5cvmfOf/gqzN+i8+d1l1XY8YMO55D0TavSql4OzornUq/j0YTYgNtjEs7llum/BCAHy77OI2Buj63y8210/GWLdvXcjseGhrg7bfB67VTZaICAfv4va7HeWLNE2T7srn34nv7vNC2pyvI4uZ2/C7hzMLsGI5eJRsNbKiEdlFxHtluF0ta2lnblkA5dUnusb0NhA2cW5hDsc8b7+GoBCIiF4jIOhHZKCLf6OP5XBGZLyLLRGSViHwsHuNUiSvX62FKpp+AMaxo2XfczsuzQYXaWvarpyEifHTiV/jNvGfJ9uTxwranGf2r0Vz/5A28uf1NzCGKb/TM8PCYTGrbapmWczwPnb6Es8qvAOyJ/UDrakQtbLaBjbka2FBKxYmIdGdt7ChtoqkJrhn7VWbln0Jt125+vuLT/R4jCwrs8XbNGoa8htGhGAPbttmgRlqarf3RU2Mj+Cs28pnnbgbgjnPvYEzumD5f63knW+N9Bdlkut3DOWyV5DSwoRJahtvFZaU2o0CzNoaGMYZHd9sI/9VlhXEejUokIuIG7sZW5p8OXCMi03ut9llgtTFmFnAG8MserQqVAuD4nP3bvkaNGQMTJkBNzYHbnFRyPg+etpDjC86lI9TB/y1/kFP/cirT7jqaX7/9a57f+DwvbHyhO5DRFmjjY099jMl3TiYYDrJ3L1SvnsovZ77Kfae+waiM8d2vPdC6GlFt4TCrWjtwC1qDSCkVV9EuIP9uaWL6dENDnZvbZz1IhjuLl3c/xvM7H+5326Ii2wJ248ZYjdZOf1m+HFauhMJCW/Ojp7Y28GS08qlXL6Oxs5FLplzCJ+d8st/Xi7Z51Wko6lA0sKES3jVOEdHH9zQQjMQ45JyC3mtuZ0N7F0VeD2cX5hx6AzWSzAM2GmM2G2MCwKPApb3WMUC22HzRLKAe0Oq+aj9zc20wYFHzgUU1pkyxNTfq+4hVV2Yexe9PfpF/nrmR68d/g3xvKevq1/ClF7/EhQ9dyAUPXUAoYn/dMrwZvFP1DpsaNvF//3mLxYshKwtOGD0Pr2tfrK2ubuB1NaKWNrcTNnB0ZjqZHr1CqJSKn+NzMyn0etjWGaC9qJNJk8DXNoEvTf9fAH6x8rPs6dje57YiUFxsa1zs2DH8Y21psVkae/fabic9p5+AzeRoaTHcueMGVtWsYmrRVP7v8v/rs2AoQGMwxJuNLbgFztPAhjoEDWyohHdsTgaTMtKoDYZ4pa6fsvpqwB512udeWZaP16UF8dR+RgE9T32qnGU93QVMA3YBK4DPG3OE1R5VyokWEF3Y1HZAmrTLBTNn2qt4/bUkHJ05kduO/hnPnbuDO+Y8wZklVzEn93yOzTmXt950sXkzNDUJvzjtD9w/Zx2jQ++jpAR8vXKH6uvtFJhZswZWVyNqkVP4VKehKKXizS3CBUX2QtSzNU1MmgTjxsGJaR/n9NJLaA01cfvSG/stvOxy2cyN5cth82Zb62g47NkDb75pgxeF/SQENzXB8+0/Zf6mJ8hJy+Gpq58iJ63/i2wv1zUTMnBibhYFXk+/6ykFGthQSUBEuKbcHiEf2dN3kSQ1MO3hCE/ubQD2FWZVqoe+vvr1TpM6H1gKVACzgbtE5ICzEhG5WUQWiciimr7mHaiUNiE9jQKvm+pAiO2dgQOe93phzhybstzZ2f/reFxeziy/nDvm/Y0/nPY8fzz9RbxuDxs32quCnqrTOSp/MoWFBwYuGhpsBsexxx541fBQovU1jtfAhlIqAVxYnAfAc7WNiMDUqVBZKXx61B/J9xWzqO5VHtnym36393hscGPDBnj9dfjPf2yQo6XlyOtvBIO2jsfixTaQnJXV93qhELxR/Qx3r/4ugvDwFQ8zuXDyQV+7uxtKsWZrqEPTwIZKCleW5uMWG7mt7kqA3lVJ6tmaRlrDEY7NzmBqZnq8h6MSTxVQ2ePxaGxmRk8fA54w1kZgCzC19wsZY+41xsw1xswtLi4etgGrxCQizHXqbCxq6qPHK5CRAccfbyv3NzYO/LX9fns1sKTETjHpPX8b7Oulp9vgiXeQ9ZEjxrC4SQuHKqUSx2n5WWS5Xaxq7WRbRxcuFxx9NEyqKOG2cX8C4J/b/0go0v85cjS4Ec1u27gR3ngDXnsNNm2C5sNIiq6utoGS7dvt8fhgx9uauiD37fo8BsOPz/ox75/8/oO+dkc4wr/rbFqf1tdQA6GBDZUUStK8nFOYQ9jA407GgRq8R5wCrNdotobq20JgkoiMdwqCXg083Wud7cDZACJSCkwBNsd0lCopdE9HaW7vd528PDj1VMjOtnOyh6ItYVOTPWmfO/fAqSkDsam9i4ZQmDKfl9Fp2jVKKRV/aS5Xd120aDFNt9tOs7to4iV89agHuP/Ud/G4BnbM8vn2BYj9fpu98eab8NZbtrhz5BATTDs6YMkSWLTIdj0pKjr4dL/OTshM9/LyDS/zzVO/yTdP/eYhx/jfhhY6IhFmZaczyq81ytWhaWBDJY1rnA4ej+yuO2T7P3WgrR1dvNnYit8lXFqSF+/hqARkjAkBtwIvAGuAvxtjVonILSJyi7Paj4CTRWQF8ArwdWNMbXxGrBJZNNuhv4yNqPR0G4SYMsV2L+k4zM7ewaA9Ifd4bCbIQNu69ravzWsGMpjCHEopNYyiWQsv9qg35/HA7Nlw6bjrCbZmA7YFdme4/4Bybz6fbQ1bUmKDy4sW2akq27ZBoNdMwkjEZmf897+2hlF/WXO9NTXB9OkwqWg8Pz37pwM6tr5Qq91Q1OBoFRaVNM4uzKHY52FDexcLm9qYl9fPJD7Vp2i73A8U55GrBZhUP4wxzwLP9lp2T4/7u4DzYj0ulXxmZWfgEVjd2kFrKEzWQbqLuFwwcaI9uV661KZEu937bh6P/en12nV76uiw88T9fpuaXVY2+OknPUUDMVpfQymVSM4syMYj8G5TKw3BEPnOuVw0Q+3dd6GhKcSvNn+M6s4qfjPvX/jdg2tXnZFhb4EArF1rb2PHQmWlrZGxcqUNUhQWDqx2USQCdy7/IQVZmVxQ/CX6LuV1oLAxvFhrAzjna2BDDZB+u1FJw+sSPlxWwF3bq3l4d70GNgYhFDHdgY3rKvopVa2UUkMow+1iRlYGS1vaWdLczmkF2YfcJj8fTjnFFv6MFhbt6rK3jg67PJoiLWLv5+TAccfZVGj3EHRmXRgNbORoYEMplThyvR5Oysvi9YZWXqlr5sqyfdOK09Jsptoz/93Du9Wv0BFpZkvLGqblzTms9/L57DE1HIaqKtiyxRYZzcy0WRoD0dICVU17eHTXTwibEB+rPodZZbMGtO2S5nZqgyEq/T6mZg4gJUQpNLChksy15YXctb2ap6ob+dGkUWQf5Aqg2uff9c3sCQSZkJ7GiXoVUikVI8fn2sDGwua2AQU2wJ5QH+zEORi0VxMDARvcyM0dXCvXg2kIhtjQ3kWaS5iRrQWWlVKJ5fyiXF5vaOWF2v0DG2Cn9V1yxmjwvcKOmkam5BxeUKMnt9sGnAejq8sWcC4shEuOK+Pu0XfREeoYcFAD9k1DOb8oR6cEqgHTGhsqqUzISOOkvEw6IhH+Wa1FRAfq4d22Te615QX6B0IpFTPROhsLD1FnYzC8XnvVMD/fFh8dykPaYqfQ6ezsDHy957wopVScnecUEH21vpmuPip8pqXBB983jQ/MPonqahsIXt24iLAZgsrMhxAO2zpJe5prCJS/zrx5NqPuk3M+yW0n3Dao13rBmYZygU5DUYOgf7VV0rmu3E6leGhXfZxHkhz2dgV5qa4Zj8BVZdoNRSkVO9HpHIub24gkQdHnRdrmVSmVwMakpzE9009rOMJbDa19ruNyweTJtt31M5v/wcfePIkfL/8kEXOIVieHyRiboVFXB8GCFXxp7fFc//z7WV2z6rBeb0t7F+vbO8nxuDghV6edq4HTwIZKOu8vziPH42JpSzurWg+zfP4I8vc99YQNnFeYS4m2LlRKxVCF38eoNC/NoQjr2zvjPZxD0voaSqlEFy2m+UKP7ih9KSuD044twSNe5u/4C3esvG3Iuwo2N9tuVPn50FLxNNe8fDLbmrYxtWgq+emDnMPiiE5DObsgB69Ls4zVwGlgQyWddLeLD5bazIOHd9XFeTSJzRjDQ9FpKFo0VCkVB/vavg68/WA8hCKG95ypKHNyB9dJQCmlYiUa2HixtumQgYrzp53Gk1c9jc+VxmPb7uaWt89mRcM7RzyGlhbYuxeys+Gkkwwvtv+cq/95Ga2BVq495lr+c+N/qMiuOKzXfqEuWl9Dp6GowdHAhkpK15XbwMbjexvoCA9Pal0qeKuxla0dAcrTvJw5wMJ9Sik1lI4fhjobw2F1WwcdkQjj030U+zS7TSmVmGZmp1Pm87KrK8jKAWQuXzjlHP5x1RPk+PJYXP8qH3vzJG5941IWbFtBba2dRtLebtu5Hiqho7XVBjQyM+HEkyLU5b3Atf96P9985ZsYDD8966f89fK/ku49vOLL9cEQC5ra8Ah63qoGLSkCGyJygYisE5GNIvKNg6x3vIiEReTKWI5Pxd6M7AxmZqfTFArznJOypg70sNPi9eqyAtxaNFQpFQdzc6IZG4kd2Fio9TWUUknAJcJ5RbaI6PMDPAf+wJSL2PbFLXz7tG+T4c3gncan+eyKWdxTcx2hnI2kp9vgRl2dnVrS123vXvD7YfzM3bzU+VPmPDiRCx66gOc2PkemN5MnP/wk3zztm0dUpP7fdc2EDZycl0WuV5t3qsFJ+MCGiLiBu4ELgenANSIyvZ/1fgG8ENsRqnjZV0RUp6P0pTEY4pmaRgS4plyLhiql4uPorHTSXcKmji7qAqF4D6dfi7S+hlIqSZzXPR3l4HU2esrz5/Hjs37M5ts2c9u82/C6vfxz08O8/7mp/HH3pyibsYbzz4dzzoH3vc9wyimGE0+EuXNh9mwonbaRX2y9gmPuq+Tb//42Wxu3MjZ3LD8+88ds+NwGLpt62RHvVzRQc55OQ1GHIeEDG8A8YKMxZrMxJgA8Clzax3qfA/4BVMdycCp+Li/NJ93l4s3GVra0d8V7OAnnH3sb6IoYTs/PZkx6WryHo5QaobwuYVa2rVmxuDlxszYWOmM7XjM2lFIJ7tS8LDLcLla0drCzMzCobUuzSvnNhb9h/a3r+fjsj2Mw3PvevXzt5a8B4PFAQ2g3Bf/r48S/TqWoyBYirSjK5Ol1TyMiXDHtCp6/7nk2f34z3z7925Rnlx/xPnVFIrxa3wLsa2ur1GAkQ2BjFLCjx+MqZ1k3ERkFXA7cE8NxqTjL8bi5pCQPgId3a9ZGT8aY7s/kOi0aqpSKs2iwYEGCTkfZ0xWkqjNIttvF5Ex/vIejlFIH5Xe7umtQvHCYU7LH5o3lz5f+mdWfWc11x1zHlMIp3c+1BloJRUKETbh7WXl2OY9e+Sjbv7Cdf1z1D84/6nxcMnRfJd9qaKUtHGF6pl8vyKnDkgyBjb4mavUubfO/wNeN6fGvr68XErlZRBaJyKKampqhGp+Ko2gR0Ud21xOIaBHRqPea21nV2kmB1835RRr1VkrFV6IXEH2nsRWw9TW0HpFSKhmcVzj46Sh9mVI0hb9e8Vf+33n/r3vZ5MLJdH2ni0WfXLTfuldOv3JIsjP6Em1fq91Q1OFKhsBGFVDZ4/FoYFevdeYCj4rIVuBK4HciclnvFzLG3GuMmWuMmVtcXDxMw1WxdHxuJtMy/dQGQzxbo0VEo/6ysxaAa8sLSXMlwz9zpVQqOyE3EwGWNLcnZCerd5yAy4m5WXEeiVJKDcw5hTm4gDcbW2kJHfTa7mHxuX3k+mMTZDDG8GKttnlVRyYZvvEsBCaJyHgR8QFXA0/3XMEYM94YM84YMw54HPiMMeafMR+pijkR4cZRRQDc73yZH+nqAiGerrZFQz+q01CUUgkg1+vh6Kx0AsbwXgLW2YhmbJyYp/U1lFLJodDnYV5uJkFjumtTJKsVrR3s6gpS5vMyM/vwWsUqlfCBDWNMCLgV2+1kDfB3Y8wqEblFRG6J7+hUIvhgaT6ZbhfvNLWxZgD9vFPdI7vrCBjDWQU5jNU5ikqpBBENGrzTmFiBjfpgiLVtnfhdwuycjHgPR6UYEblARNaJyEYR+UYfz+eKyHwRWSYiq0TkYz2e2yoiK0RkqYgs6r2tUtHuIYdbZyNRvNDdDSUHl04HVIcp4QMbAMaYZ40xk40xE40xP3GW3WOMOaBYqDHmRmPM47EfpYqXLI+bD5XZWhsPjPDWrxFjeND5DG4cpdkaSqnEEZ3m8U5Ta5xHsr8FTqDluJxMnbqnhpSIuIG7gQuB6cA1IjK912qfBVYbY2YBZwC/dDKUo840xsw2xsyNxZhVconWUXu5rplgpHcJwuQRrROibV7VkdC/4Col3OBMuXhsTz2twzDPMFm8Wt/C9s4AlX4fZ2mrLKVUAjnBydhY1NSWUMWe327SaShq2MwDNhpjNhtjAsCjwKW91jFAtogIkAXUA6HYDlMlq4kZfo7KSKMpFGZBggWNB2pnZ4AVrR1kuF2cmqd1jtTh08CGSgnTstI5MTeTtnCEx/c2xHs4cROtM3J9RaFW9ldKJZRin5dJGWl0RAwrWhJn2mC0vsZJWjhUDb1RwI4ej6ucZT3dBUzDFsZfAXzeGBON/BngRRFZLCI39/cm2vVvZIsW2zzS7ijx8qLTDeXMgmz8bv1qqg6f/vaolBEtIvrAzlqMSd50vMO1vaOLl+ua8YlwtdMGVymlEsmJztW4txsT48piayjMipYOPALH5Wp9DTXk+rrC0PsE5XxgKVABzAbuEpFoyuUpxpjjsFNZPisip/f1Jtr1b2Q738nQfb62KSnPf19wuhpG29cqdbg0sKFSxkXFuRR5Paxp62RBU2IVp4uFv+6qwwAXl+RR7PPGezhKKXWAE3OdAqIJcoxe0NRGBJiVnUGm2x3v4ajUUwVU9ng8GpuZ0dPHgCeMtRHYAkwFMMbscn5WA09ip7YotZ85uZkUej1s6wywrr0z3sMZlJZQmDcbW3Fh29cqdSQ0sKFShs/l4jqn1sZIa/3aFYnw0O56YF+9EaWUSjTRjI0FTa2EE+DK4r42rzoNRQ2LhcAkERnvFAS9Gni61zrbgbMBRKQUmAJsFpFMEcl2lmcC5wErYzZylTTcIpzrBAWSbTrKq/UtBI1hXm4mhT5PvIejkpwGNlRK+UhFIS7gmZomagLBeA8nZv5V00RdMMT0TD/H52oBPKVUYhrl91Hp99EciiREe+5o5siJetxUw8AYEwJuBV4A1gB/N8asEpFbROQWZ7UfASeLyArgFeDrxphaoBR4Q0SWAQuAfxljno/9XqhkEO2O8nyStX19sbvNq05DUUdOQ2MqpVT6fZxblMMLtc08vKuez48rjfeQYuIBJ0PlxlFFiBYNVUolsJPyMtmxJ8A7TW3MyI5fXYuOcIQlze0IME8DG2qYGGOeBZ7tteyeHvd3YbMxem+3GZg17ANUKeH0gmz8LuG95nZ2dgYY5fcdeqM464pEeMEJbEQDM0odCc3YUCnnxgpbRPT+XbUJ1VJwuCxtbufdpjay3C4+WJof7+EopdRBJUoB0fea2wgaw9FZ6eR69TqPUip5Zbrd3TUqnq5ujO9gBujVuhZawhFmZKUzMcMf7+GoFKCBDZVy3leQzeQMP7u7gjyVJAf3I3HPjmrATsPJ9GjxO6VUYou2VX2nsS2uFfzfaXSmoeRptoZSKvld7lzcerK6Ic4jGZjoOC8ryYvvQFTK0MCGSjkuEW4ZY9ud/X57dVK2vhqo7R1dzK9pxCPwydHa4k0plfjGpfso9XmoC4bY0N4Vt3G80+QUDs3VwqFKqeR3VkEOWW4Xy1s62BzHY+tAtIXD3YVOL9VsYzVENLChUtIHS/Mp9nlY3dbJfxvim+48nP5UVUvYwKUl+Ukxn1IppUSkezrKO3GajhKIRFjkFA49QTM2lFIpIN3t4sJiW4TznwmetfFibTMdkQjH52RSqeevaohoYEOlpDSXi0+MshkM0akaqaYpGOKh3XUA3FKp2RpKqeTRHdhwgguxtrylg46IYVJGGsU+b1zGoJRSQ+2yEmc6yt6GhM5YjgZeLi3Ni+9AVErRwIZKWdePKiTd5eLV+hZWJ0BbwaH2f7vqaAtHOC0/i2Pi2FlAKaUGK9pe9e3G1ricfEcLl0YDLEoplQpOz8+mwOtmQ3sXa9s64z2cPjUGQ/y7rgUXcElxXryHo1KIBjZUysr3eri2vABIvayNQCTCn6psi9dPV5bEeTRKKTU4UzL95Hvc7O4Ksr0zEPP3jxYOPUkDG0qpFOJ1CR9wggVP7k3M6SjP1jYRNIZT8rMoSdOMOTV0NLChUtrNlcW4gCf3NrK7K/Ynz8Pln9WN7AkEmZrp58yC7HgPRymlBsW1X52N2E5HCRvDAqdw6Am5Wl9DKZVaLnW6jPyzujEhp6M8tbcR2DdtRqmhooENldLGpqdxUXEuQWP4s5PhkOyMMfx+u81A+VRlMSIS5xEppdTgRdusvtnYEtP3XdnaQUs4whi/T4suK6VSzol5WZT5vGzvDLCkuT3ew9lPTSDI6w0teEW4yCl0qtRQ0cCGSnmfcaZqPLirltZQOM6jOXL/aWhhTVsnJT4PV2iLLKVUkjo932abvVrfQiSGVxVfqWve7/2VUiqVuEW4pEfWRiKZX91IBDijIJt8ryfew1EpRgMbKuUdl5vJCbmZNIci3V1Ektnvt9cA8InRxaS59J+wUio5Tc30MyrNS00gxLKW2BV4fqnWBjbOLcqJ2XsqpVQsXeZ0G3mquoFwAk1HiQZaLtcLc2oY6LciNSJEC2z+fnsNHeFInEdz+BY3tfGfhhYy3C4+WlEY7+EopdRhExHOLbKpyC/VNcXkPWsCQZa0tJPmEk7N18KhSqnUdGx2BmP9PvYGQrzjdIGKt6rOAAua2kh3CecXamBZDT0NbKgR4byiHGZkpbMnEOSBnclba+PnW3YD8IlRRZrCp5RKeuc6J7cvO9NDhlt0GsopeVlkut0xeU+llIo1EeEyJyviqQSZjvK0M45zi3LJ9OjxVw09DWyoEcElwtfHlwHw2+17k7LWxhsNLbze0EqOx8VnxmiLV6VU8jslL4t0l4vlLR3s6QoO+/u9VBedhqJF65RSqe0yp87GMzWNBCPxn47yT6f9bHRcSg01DWyoEeOcwhzm5mRQHwzzx6qaeA9nUIwx/Hyzzdb4dGUJeZqtoZRKAX63i9OcKSGvDHPWRiAS4bV624HlHE2DVkqluGlZ6UzJ9FMfDPPfhth2n+ptU3sny1s7yHa7OKtAj79qeGhgQ40YIsI3JpQD8Psd1TQGQ3Ee0cC9XNfMouZ2CrxuPjm6ON7DUUqpIRMt4jncdTbeaWyjLRxhaqafSm3zqpQaAaLZEU862RLx8s+9jQBcWJyL361fP9Xw0N8sNaKcmp/NaflZNIci/G57dbyHMyARY/jFlj0A3DamlCydl6iUSiHR7In/1LfSOYzFnaN1PM7VbA2l1AhxWYmts/F8bVPciucbY/hndXQainZDUcNHAxtqxPnmeJu18ceqWmoCwz+n+0g9U9PEytYOynxebhhVFO/hKKXUkCpP83FMVjodkQhvDVP1fmMMLzoZIRrYUEqNFOMz0piVnU5rOMK/62NTpLm3NW2dbGjvosDr5rT87LiMQY0MGthQI85xuZmcV5hDRyTCb7ftjfdwDipsDHc4nVC+OK6UdE3fU0qloHOGuTvKpo4utnYEyPe4mZObOSzvoZRSiSiaJRGv6SjR9/1AcR5el8RlDGpk0G9JakT6ulNr44GddezsDMR5NP17fE8DG9q7GOP3cU15QbyHo0YAEblARNaJyEYR+UYfz39VRJY6t5UiEhYR/eVURySaRfFSXTPGDH31/pdqbcDkrMIc3KIn1kqpkeNSp87Gy3XNMe8KaKehNAJwealOQ1HDSwMbakQ6OiudS0vyCBjD/9u6J97D6VNnOMIvnbF9ZXwZPpf+c1XDS0TcwN3AhcB04BoRmd5zHWPMHcaY2caY2cA3gf8YY+pjPliVUmbnZFDo9bCjM8C69s4hf32tr6GUGqkq/D5OzM2kM2J4tnZ4izT3tri5nR2dAcrTvJyg2XJqmOk3JTVifW18GV4RHtldz7vDNK/7SPzvtr1s7wwwJdPPBzXKrWJjHrDRGLPZGBMAHgUuPcj61wCPxGRkKqW5RLqno0SzK4ZKUzDEu02tuAXOKND53UqpkedDZTax8vfbq4kMQ1Zcf+52CvVfUZqPS7Pl1DDTwIYasSZm+Ll1TAkAX1m3g65IfKpF92VNawd3bbf1P+6YPFpTp1WsjAJ29Hhc5Sw7gIhkABcA/4jBuNQIcO4w1dl4raGFkIF5uZnkeT1D+tpKKZUMrizLpyLNy5q2Tp6tiU3WxoqWdp6rbSLdJXxqdHFM3lONbBrYUCPa58eWclRGGhvau7hzW2K0fw0bw5fX7SBk4IaKQublZcV7SGrk6CuC1t+lnYuBN/ubhiIiN4vIIhFZVFNTM2QDVKnrfQXZeEVY2NRGfTA0ZK8bzQA5tzB3yF5TKaWSSZrLxW1jSwH45dY9Mcna+NVWe4Hu+lFFlKR5h/39lNLAhhrR/G4X/zO5EoDfbtvL+rahn9s9WPfvrOW95nbKfF6+PbEi3sNRI0sVUNnj8WhgVz/rXs1BpqEYY+41xsw1xswtLtYrNerQsj1uTszLJAK8Vt8yJK8ZNqa7xeE5Wl9DKTWCXVNeELOsjZ7ZGp+tLBnW91IqSgMbasQ7OT+L68oLCBjDV9btiOncw952dgb46Wbb3vWnk0eR43HHbSxqRFoITBKR8SLiwwYvnu69kojkAu8Dnorx+FSKi05Hme9U0T9Sbze2Uh8MM8bvY1JG2pC8plJKJaNYZm1otoaKBw1sKAV8d2IFxT4PC5ra+OuuuriMwRjDN9dX0RaOcFFRLhcV58VlHGrkMsaEgFuBF4A1wN+NMatE5BYRuaXHqpcDLxpj2uIxTpW6Li3JxyvCC7VNbO3oOuLXu3eHnQZ1VVkBorWKVBwMoIV2rojMF5FlIrJKRD420G2VGqxYZG2sdLI1/JqtoWJMAxtKAXleDz+ZNBqAH23axZ6uYMzH8ExNEy/WNZPtdvHTyaNj/v5KARhjnjXGTDbGTDTG/MRZdo8x5p4e69xvjLk6fqNUqao0zcsVpflE2BeUOFwb2jp5sa4Zv0u4cVTR0AxQqUEYSAtt4LPAamPMLOAM4Jci4hvgtkoNSprLxeecrI1fDVPWRjRb44YKzdZQsaWBDaUcFxfncl5hDi3hCF9au51wDKek7O4K8K0NVQB8Z2IFZfqHQCk1Qt1SaWuyPLK7noYjKCJ6b9W+bI0in3ZDUXExkBbaBsgWm1KUBdQDoQFuq9SgXVteQHmal9VtnTxXO7RZGytb2nk2mq0xRrM1VGxpYEMph4jws8mjyfO4+Xd9Cz/Y2F/NxKHVFgpz/fIt1ARCnJyXxUcrCmPyvkoplYimZaVzRn42HZEID+48vKmBNYEgf99jG/bcXKnFa1XcDKSF9l3ANGyh5hXA540xkQFuC2gXKjU4+9Xa2DK0WRuaraHiSQMbSvUwyu/jvhnj8Ypwb1UN91UN7wlC2Bg+vXobK1o7GJfu449Hj8Ol88CVUiPcp50rfX/eWUNXJDLo7e/fWUtXxHBeYQ5HZfiHenhKDdRAWmifDywFKoDZwF0ikjPAbe1C7UKlBmk4sjY0W0PFmwY2lOrl5PwsfjnVdrz8zoadvFzXPGzvdfvGnbxY10yex81DMydQqOnSSinF6flZTM/0Ux0I8eTehkFt2xGO8JedtcC+AIlScTKQFtofA54w1kZgCzB1gNsqdVjSXC4+5xwfhypro7sTimZrqDjRwIZSfbiqrIAvji0lAnxq1VZWtXYM+XvcV1XDH6tq8Ypw34zxTNSrikopBdipgZ9yqunfs6MGM4iT7sf21FMfDDMrO50TczOHa4hKDcRAWmhvB84GEJFSYAqweYDbKnXYri0vHLKsjVWtHZqtoeIuKQIbA2iVdZ2ILHdub4nIrHiMU6WWr40v4/KSPNrCET66fPOQdkp5ua6Z72zYCcAvp1Zycn7WkL22UkqlgstL8yjzeVnb1slr9S0D2iZiDH9wuql8urJEW7yquBpgC+0fASeLyArgFeDrxpja/raN/V6oVOV378vaONIOKb/augew2Rqlmq2h4iThAxsDbHe1BXifMWYm9g/EvbEdpUpFIsKvp45hXm4mu7qCXLZkA0ua24/oNY0xPLSrjk+u3EIE+OLYUq4qKxiaASulVArxuVzcNNq2ab1ngK1fX65rZlNHF6PSvHygOG8YR6fUwByqhbYxZpcx5jxjzDHGmBnGmL8ebFulhlI0a2NVayfPH2bWxqrWDv5Vo9kaKv4SPrDBANpdGWPeMsZEJ+G+g52HqNQR87td/GXGeGZkpbO1I8DF763nzm17Dyuq3RAM8YlVW/nyuh10RAwfrSjka+PLhmHUSimVGj5aUUiG28V/GloGNCXwd9urAdsJxePSbA2llDqYnlkbP9u8m+pBZie3hsJ838lA1mwNFW/JENgYcLsrx03Ac309oe2w1OEo9Hl45rhJ3Dy6mJCBn2zezVVLN7G7KzDg13iroZWzF67jXzVNZLld3D1tDHdMqdQ0aaWUOog8r4dry21W25fX7uj3uGuM4e7t1bzT1Ea228W15do2WymlBuLa8kLG+H1saO/izIXreGmAmRvvNbdxzqJ1vNHYSrbbpdkaKu6SIbAx4HZXInImNrDx9b6e13ZY6nD53S5+OGkUD82cQJHXwxuNrZy1YB1/2FHNqtaOPjM4OsIR3mxo4Tsbqvjg0o3s6goyJyeDV46fwgd1+olSSg3IZ8eUUJHmZWlLO+cuXM8bDfvX22gOhblp5VZ+tMk2jPj6hHKyPe54DFUppZKO3+3iqeOO4tS8LOqCIT66YgvfXl9FZ7jvVtthY7hz214ueW8DWzsCTM/088ycyZqtoeIuGXpLDqjdlYjMBP4EXGiMqYvR2NQIc3ZhDq/Om8Jta7bzan0L399ofxVzPW7m5WZyQm4mzaEw7zS1saS5naAT8HABXxhbypfGleHV9GillBqw8jQfL86dwqdXb+X1hlauWrqJb00o57NjSljb1slNK7eyuaOLHI+L304dywXFufEeslJKJZXyNB9/nz2R3++o4Webd/HnnbW81djK76aPZVpWevd6uzoD3LpmO281tgJw8+hivjWhHL87Ga6Vq1SXDIGN7nZXwE5su6tre64gImOAJ4CPGmPWx36IaiQp9nl5aOYEnqpu5JW6Zt5paqWqM8hLdc28VNfcvZ4Ax2Slc0JeJleU5HOcth1USqnDUuTz8OisifzPlj38Zttefrx5N/+ub2FJcxsdEcP0TD9/njGe8Rlp8R6qUkolJZfY4p+n5mfx6VXbWNPWyYWL1/O9iRV8bFQRz9Y28eW1O2gMhSnyevjttDGcVZgT72Er1S3hAxvGmJCIRNtduYH7oq2ynOfvAb4HFAK/c2oWhIwxc+M1ZpX6XCJcXprP5aX5AOzoDPBuYysLm9rI8rg5KS+L43MyyPUm/D8xpZRKCm4RvjmhnDk5Gdy6Zlv3FcMPleXzi8mVZOgVQ6WUOmKzsjN4ae5kvrtxJw/vrudbG3Zy/8461rd3AnB2QQ7/O62SYp9OPVGJJSm+dRljngWe7bXsnh73PwF8ItbjUiqq0u+jsqyAK7V2hlJKDavzinJ5ce4U/mfLHk7Lz+LqsgItxKyUUkMo0+PmV1PHcGZBDl9Zt4P17Z2kuYTvTqzgplFFesxVCSkpAhtKKaWUUlHj0tP43fSx8R6GUkqltItL8jguJ4OHd9fxgeK8/eptKJVoNLChlFJKKaWUUuoAo/w+vjq+PN7DUOqQdEKqUkoppZRSSimlkpYGNpRSSimllFJKKZW0NLChlFJKKaWUUkqppKWBDaWUUkoppZRSSiUtDWwopZRSSimllFIqaWlgQymllFJKKaWUUklLjDHxHkNciEgLsC7e4xgCRUBtvAcxRFJlX3Q/Ekuq7AfAFGNMdrwHMVh6vE04qbIfkDr7ovuRWJLyWAspdbyNhVT5fY0V/bwGTj+rgRuy461nKF4kSa0zxsyN9yCOlIgsSoX9gNTZF92PxJIq+wF2X+I9hsOkx9sEkir7AamzL7ofiSWJj7WQIsfbWEiV39dY0c9r4PSzGrihPN7qVBSllFJKKaWUUkolLQ1sKKWUUkoppZRSKmmN5MDGvfEewBBJlf2A1NkX3Y/Ekir7Acm7L8k67t50PxJPquyL7kdiSeb9SOaxx5p+VoOjn9fA6Wc1cEP2WY3Y4qFKKaWUUkoppZRKfiM5Y0MppZRSSimllFJJbsQFNkTkRyKyXESWisiLIlLR47lvishGEVknIufHc5yHIiJ3iMhaZ1+eFJG8Hs8l0358SERWiUhEROb2ei5p9gNARC5wxrpRRL4R7/EMhojcJyLVIrKyx7ICEXlJRDY4P/PjOcaBEJFKEXlVRNY4v1efd5Yn1b6IiF9EFojIMmc/fuAsT7b90ONtAtHjbWLQ421iSYXjbaoco2IllY6FsZDMx9tYSJVjeiwM+98NY8yIugE5Pe7fBtzj3J8OLAPSgPHAJsAd7/EeZD/OAzzO/V8Av0jS/ZgGTAFeA+b2WJ5s++F2xjgB8Dljnx7vcQ1i/KcDxwEreyz7H+Abzv1vRH/HEvkGlAPHOfezgfXO71JS7QsgQJZz3wu8C5yYhPuhx9sEuunxNjFuerxNrFsqHG9T5RgVw88rJY6FMfqskvp4G6PPKCWO6TH6rIb178aIy9gwxjT3eJgJRIuMXAo8aozpMsZsATYC82I9voEyxrxojAk5D98BRjv3k20/1hhj1vXxVFLtB3ZsG40xm40xAeBR7D4kBWPMf4H6XosvBR5w7j8AXBbLMR0OY8xuY8x7zv0WYA0wiiTbF2O1Og+9zs2QfPuhx9sEosfbxKDH28SSCsfbVDlGxUoKHQtjIamPt7GQKsf0WBjuvxsjLrABICI/EZEdwHXA95zFo4AdPVarcpYlg48Dzzn3k3k/ekq2/Ui28Q5EqTFmN9gDEVAS5/EMioiMA47FXn1Lun0REbeILAWqgZeMMcm6H3q8TXzJth/JNt6BSLp/2z3p8TahpOIxKlb08zqQfiaHJ1mPHzEzHH83PEM2ugQiIi8DZX089W1jzFPGmG8D3xaRbwK3At/HpiL2FteWMYfaD2edbwMh4KHoZn2sn/D70ddmfSxL5BY+yTbelCYiWcA/gC8YY5pF+vrfk9iMMWFgtjNX+kkRmRHnIfVJj7cHSPj96GuzPpYl8vEr2cab0vR4GxupcoyKlRFyLIwF/UzUkBuuvxspGdgwxpwzwFUfBv6FPdGuAip7PDca2DXEQxuUQ+2HiNwAfAA42ziTkkjC/ehHwu3HISTbeAdir4iUG2N2i0g59kpWwhMRL/Zg+ZAx5glncVLuC4AxplFEXgMuIAH3Q4+3ybUf/Ui4/TiEZBvvQCTcv+2B0ONtTMeWEseoWBkhx8JY0M/k8CTU8SORDOffjRE3FUVEJvV4eAmw1rn/NHC1iKSJyHhgErAg1uMbKBG5APg6cIkxpr3HU0m1HweRbPuxEJgkIuNFxAdcjd2HZPY0cINz/wagvyscCUNsyPfPwBpjzK96PJVU+yIixdGq9iKSDpyDPVYl237o8TY5JNt+6PE2AejxNnGMgGNUrOjndaBUPN7GQtIcP2Jp2P9u9K4mmuo3bIRoJbAcmA+M6vHct7GVf9cBF8Z7rIfYj43YOW9Lnds9Sbofl2OjwV3AXuCFZNwPZ7wXYav7bsKmOsZ9TIMY+yPAbiDo/P+4CSgEXgE2OD8L4j3OAezHqdgUyeU9/m1clGz7AswEljj7sRL4nrM82fZDj7cJdNPjbWLc9HibWLdUON6myjEqhp9XyhwLY/R5Je3xNkafT0oc02P0WQ3r3w1x3kQppZRSSimllFIq6Yy4qShKKaWUUkoppZRKHRrYUEoppZRSSimlVNLSwIZSSimllFJKKaWSlgY2lFJKKaWUUkoplbQ0sKGUUkoppZRSSqmkpYENpZRSKoGJSFhElorIShGZLyJ5h1j/dhH5yiHWuUxEpvd4/EMROWeIhnyw971FRK4f5DavicjcQ6xzhog849y/RES+cSTjdF4nT0Q+0+NxhYg8fqSv67zWVhFZ0dd+9dyXw3ztV0Wk9VCfmVJKKZVKNLChlFJKJbYOY8xsY8wMoB747BC85mVAd2DDGPM9Y8zLQ/C6B2WMuccY8+Awv8fTxpif914uIp5BvlQe0B3YMMbsMsZceYTD6+lMY8yiIXw9AIwxZwJD/rpKKaVUItPAhlJKKZU83gZGAYjIRBF5XkQWi8jrIjK198oi8kkRWSgiy0TkHyKSISInA5cAdziZIBNF5H4RuVJELhSRv/fY/gwRme/cP09E3haR90TkMRHJ6vVeJSKy2Lk/S0SMiIxxHm9y3rs7m8TJxPiFiCwQkfUicpqzPF1EHhWR5SLyNyC9rw9CRC4QkbUi8gZwRY/lN4rIXc79+0XkVyLyKvCL/j4zESkVkSedz2mZ8xn9HJjofEZ3iMg4EVnprO8Xkb84WRdLROTMHu/9hPMeG0TkfwbyP/Ug+5IpIvc5/w+XiMilzvIMEfl79DMSkXc1Q0MppdRINtirF0oppZSKAxFxA2cDf3YW3QvcYozZICInAL8Dzuq12RPGmD862/8YuMkYc6eIPA08Y4x53Hkuuv5LwB9EJNMY0wZ8GPibiBQB3wHOMca0icjXgS8BP4xuaIypdr7w5wCnYbMGTnO+rFcbY9p7vE+UxxgzT0QuAr4PnAN8Gmg3xswUkZnAe318Fn7gj87+bgT+dpCPbrIz7rCIvNLPZ/Zb4D/GmMudzzkL+AYwwxgz23nPcT1e87POPh/jBEdeFJHJznOzgWOBLmCdiNxpjNnR3+AOsS/fBv5tjPm42ClIC0TkZeczanA+oxnA0oPsv1JKKZXyNLChlFJKJbZ0EVkKjAMWAy852RInA4/1CBak9bHtDCegkYf9sv7Cwd7IGBMSkeeBi8XWk3g/8DXgfdipK2867+fDZo/09hZwCnA68FPgAkCA1/t5yyecn4ud/cPZ9rfOeJaLyPI+tpsKbDHGbAAQkb8CN/fzHo85QY2DfWZnAdc77xkGmkQkv5/XAzgVuNNZf62IbMMGUABeMcY0OeNaDYwF+g1sHGJfzgMukX01U/zAGOf9f+O8/8p+PiOllFJqxNDAhlJKKZXYOowxs0UkF3gGmy1wP9AYzSY4iPuBy4wxy0TkRuCMAbzf35z3qAcWGmNaxEYCXjLGXHOIbV/HZmuMBZ4Cvg4YZ9x96XJ+htn/nMQMYJwDWQegzfnpYmCf2UAckHrSQ1eP+733qz/97YsAHzTGrNtvYR+pL0oppdRIpjU2lFJKqSTgZAHcBnwF6AC2iMiHwH7RFZFZfWyWDewWES9wXY/lLc5zfXkNOA74JPumRbwDnCIiRznvl9Fj6kVP/wU+AmwwxkSwwZGLgDcHup/Oa1znvM8MYGYf66wFxovIROfxoQIuGGOa6f8zewU7vQMRcTvTaQ72GfUc42RsFsW6ftY9lIPtywvA56KBDBE51ln+BnCVs2w6cMxhvrdSSimVEjSwoZRSSiUJY8wSYBlwNfaL9U0isgxYBVzaxybfBd7F1s5Y22P5o8BXnYKUE3tu4EzFeAa40PmJMaYGuBF4xJn28A52CkXv8W117v7X+fkGNkuiYRC7+Xsgy3mfrwEL+nifTux0jX85NTy2DfC1+/vMPg+cKSIrsNNijjbG1GGn3qwUkTt6vc7vALez/t+AG40xXRyGQ+zLjwAvsNwpXPqjHu9f7HxGXweWA02H8/5KKaVUKhBjBprJqZRSSimljpSIbAXmGmNqD3N7N+A1xnQ6galXgMnGmIDz/GvAV4ajnaxSSimViLTGhlJKKaVUbNUAr4jITYcZfMgAXnWmGAnw6R5BjVeBCUBwyEarlFJKJTjN2FBKKaWUUkoppVTS0hobSimllFJKKaWUSloa2FBKKaWUUkoppVTS0sCGUkoppZRSSimlkpYGNpRSSimllFJKKZW0NLChlFJKKaWUUkqppKWBDaWUUkoppZRSSiWt/w+TAQZ9co3UsQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "validation.plot_deficit_profile()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Single wake integrated momentum deficit validation" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AAAAAAAVin332KT/rrLPeu+uuu9468cQT33nooYf2yXVMuUZhAwAAAACAAvDYY4/tVVpaWiRJH3zwgV9//fX2AwYM2FHbcc0di4cCAAAAAKDU41kb+3GvtfX54IMPWvXq1evfKra/+c1vrpNSa2zcf//93SvaH3rooaWvv/56+wsvvLC/JJWXl/uzn/3sprPOOuvdxoq3UDmixT8ZBgAAAADQAs2dO3fF8OHDN+Q6DtTN3LlzewwfPnxAxTZTUQAAAAAAQMGisAEAAAAAAAoWhQ0AAAAAAFCwKGwAAAAAAICCRWEDAAAAAAAULAobAAAAAACgYDXa83kBAAAAAChkPX7RY/jG7Rsb7e/k7h26l2343oa5NfUpKio6fNCgQdt37drl/fff/8P7779/eY8ePXZV7B8yZEjx4MGDt//1r39dXtE2YcKEAc8888zeK1eunNehQ4coKSlpPXLkyGFr1qyZt2vXLp177rn7P/fcc3vbjrZt28YDDzzw5tChQ3c01n3lG0ZsAAAAAAAgqTGLGpmer127duWLFy9e+MYbbyzo0qVL2S9/+cueFftefvnl9hGhF198sfPmzZs/8vd7UVFRXH/99T0qn+/WW2/ttnbt2jaLFy9e8Prrry986KGHlnbv3n1X5X7NCYUNAAAAAADywJgxY7auWbOmbcX2HXfc0e3kk0/eOHbs2M3Tpk3rkt73G9/4xvqbbrqp186dOz9yjpKSkja9evXaWVRUJEk66KCDdvbs2ZPCBgAAAAAAyJ6ysjI9+eSTnU844YT3Ktoeeuihbmeeeea7p5122jv33Xdft/T+/fv33/GJT3xiy4033tg9vf2MM8545+9//3uXoUOHFn/961/v99xzz3VoolvIGQobAAAAAADkyIcffthq6NChxV27dh3x3nvvtT7hhBM2S9JTTz3VsVu3bmWDBw/e8aUvfWnzggULOpaWlhalH3vVVVeVXH/99b3Ly8t3tx100EE7ly5dOv8nP/nJ6latWun4448f8tBDD3Vu4ttqUhQ2AAAAAADIkYo1NlasWDFvx44dnjRp0r6S9Ic//KHbsmXL2vft2/dj/fv3/9jWrVuL/vCHP3RNP/bQQw/9sLi4eNsdd9zxkfYOHTrEySefvPl3v/vd6osuuqjkwQcf7NKEt9TkKGwAAAAAAJBj3bt333X99de/dcMNN/Tavn27H3744W6vvPLKgjVr1sxbs2bNvGnTpi394x//2K3ycVdddVXJDTfc0Lti+9lnn+24YsWKNpK0a9cuzZs3r0P//v2b7RNRJAobAAAAAABISj2eNZfnO/LII7cPGzZs+9SpU7v26tVrx8CBA3evDDpu3Lj3ly5d2n7lypVt0o8ZOXLkB4cccsi2iu21a9e2/vznP3/woEGDDhk6dOghrVu31uWXX76+4XeTvxwRuY4BAAAAAIAmN3fu3BXDhw/fkOs4UDdz587tMXz48AEV24zYAAAAAAAABYvCBgAAAAAAKFgUNgAAAAAAQMGisAEAAAAAAAoWhQ0AAAAAAFCwKGwAAAAAAICC1TrXAQAAAAAAkA9G/OSx4e9t29lofyd36dim7NUf/cfcmvrYPvy8885bd8stt6yWpB/96Ee9tmzZUnTddde9LUmTJ0/uccMNN/SSpE6dOpVPnjx51ec+97ktkjRq1KghkydPXjV27NhtjRVzIWLEBgAAAAAAkhqzqJHp+dq2bRszZszoWlJSskffadOm7XP77bf3nDVr1pLly5cvuOmmm1aeffbZA9966y0GKaShsAEAAAAAQI4UFRXFmWeeWXrNNdf0qrxv8uTJvX/2s5+t7tOnT5kkHXXUUdtOPvnkjddee+2+TR9p/qKwAQAAAABADn33u99d/+CDD3bbuHFjUXr70qVLOxx55JEfmWbyiU98YtuiRYs6NG2E+Y3CBgAAAAAAOdStW7fyk046aeOkSZNqHYkREbLdFGEVDAobAAAAAADk2BVXXLHunnvu6bF169bdf6cffPDB25977rmO6f3mzJnTcejQodubPsL8RWEDAAAAAIAc69Wr164vfvGL795zzz09KtouvfTStVdeeWW/tWvXFknSrFmzOtx3333dL7300tLcRZp/WEkVAAAAAAClHs/a2I97rUv/H/zgB2vvuOOOnhXbp59++qbVq1e3HTNmzDDbsddee5VPnTp1ef/+/XdK0q5du9S+fftorHgLlSNa/O8AAAAAANACzZ07d8Xw4cM35DqO+ti+fbsHDhz4sQULFizo3r37rlzH05Tmzp3bY/jw4QMqtpmKAgAAAABAAXn66ac7HnLIIcXnnHPO+pZW1KgKU1EAAAAAACggY8eO3bZs2bIFuY4jXzBiAwAAAAAAFCwKGwAAAAAAoGBR2AAAAAAAAAWLwgYAAAAAAChYLB4KAAAAAICkYc/MG/5u2a5G+zu5a+uiskX//rG5NfWxffh555237pZbblktST/60Y96bdmypei66657W5ImT57c44YbbuglSZ06dSqfPHnyqs997nNbJGnUqFFDJk+evGrs2LHbysvLdcQRRwyeMWPG0tLS0tZf+MIXBr3xxht1XmD0mWee6XjuuecO+OCDD1odc8wxm6ZOnbqqVas9x0RcccUVve++++4erVq10rXXXvvWhAkTNqfvP+aYYw5etWpVu4oYrrnmmp577bVX+UUXXbSxrjHVhhEbAAAAAABIasyiRqbna9u2bcyYMaNrSUnJHn2nTZu2z+23395z1qxZS5YvX77gpptuWnn22WcPfOutt/boe//99+9zyCGHbO/WrVt5Q2L+1re+1f/GG29cuWLFivnLli1r/8ADD+xduc+cOXPaP/jgg92WLFmy4JFHHnn94osvPqCsrGz3/jvuuKPLXnvt9ZHH0P7Xf/3XxilTpvRqSGzVobABAAAAAECOFBUVxZlnnll6zTXX7PFH/+TJk3v/7Gc/W92nT58ySTrqqKO2nXzyyRuvvfbafSv3vfvuu7udeOKJ71VuX7hwYdthw4YVP/XUUx1ri2XlypVttmzZ0uqzn/3s1latWun000/f+Je//KVr5X4PPPBAly9/+cvvdOjQIYYOHbqjf//+H86cOXMvSdq0aVOr66+/vtfVV19dkn5M586dy/v16/fhk08+WWscdUVhAwAAAACAHPrud7+7/sEHH+y2cePGovT2pUuXdjjyyCO3pbd94hOf2LZo0aIOlc8xZ86cTkceeeTW9La5c+e2mzBhwsG33Xbb8k996lPb5s6d227o0KHFVb02bNhQtHLlyjZ9+vTZWXF8//79d5SUlLSpfK01a9a03X///XdUbO+33347Vq1a1VaSLr300r4XXXTRuk6dOu0xcuSwww7bOnPmzM51+d1kgjU2AAAAAADIoW7dupWfdNJJGydNmrRvhw4dapxKEhGyvUf7pk2bWnft2nX3se+8807rE0444eA//vGPb44cOfIDSRo+fPiHixcvXljTuSur6lrV9ItZs2Z1WL58ebvbbrtt1ZIlS9pW7rPvvvuWLV68uH31d1c/jNhAs2K7re0NtjvZnmn7A9vv295se47ty223y8J1J9t+I7nWYttn1tD3aNvltrekvc5q7JgAIF/kMDf/wvaq5Dorbf+ghr7kZgAtRg7z8oJKebbM9l+r6dvi8vIVV1yx7p577umxdevW3X+nH3zwwdufe+65j0zdmDNnTsehQ4dur3x8UVFR7Nr1r2UtOnfuvKtPnz47Zs6c2amirbYRGwMGDNiZPkJj5cqVbXv37r2z0qXUr1+/3SM0JOntt99u269fv53PPPNMp/nz53fs27fvx8aOHTt0xYoV7UaNGjWkot8HH3zQqrbCTX1Q2EBzM1bSqxGxJdm+MCI6S+oj6TJJp0ia4arKjg2zVdIXJe0j6SxJv7Z9RA39346ITmmvOxo5HgDIJ7nKzbdJGhoRe0s6QtJptr9cQ39yM4CWIid5OSIOqcixkjpLekvSH2s4pEXl5V69eu364he/+O4999zTo6Lt0ksvXXvllVf2W7t2bZEkzZo1q8N9993X/dJLLy2tfPzAgQM/WLRo0e6CVJs2beKRRx55c9q0ad2nTJnSTfrXiI2qXj169NjVv3//nXvttVf5E088sVd5ebnuvvvu7uPHj3+v8rUmTJjw3oMPPtht+/btXrx4cdsVK1a0P/roo7d+//vfL12/fv1ra9asmff0008vHjBgwIf//Oc/l1Qc9/rrr7c79NBD9yjKNBSFDRQM2wfZfsf2Ycn2fkml+ei0bsdLmlH52IjYGhEzJX1J0iclfb4xY4uIqyJicUSUR8SLkp5JrgMAzVqe5+YlEZE+17hc0sGNeQ0AyDf5nJcrGStpX0l/yuI16qxr66Ky2ntl73w/+MEP1r733nu7l4w4/fTTN51xxhkbxowZM2zgwIGHTJw4ccDUqVOX9+/ff6ck7dq1S+3btw9J+o//+I9Njz322EfWr9h7773LH3300aW//e1ve911111dMonhxhtvXHn++ecP6N+//6EDBgz48KSTTtokSXffffc+F1988X6SNHLkyA9OOOGEdwYPHnzIcccdN/i6665b2bp17StdvPTSS52++MUvvp/p7yNTrmpuDJCvbH9d0qWSDpf0Z0nzIuI7afsXSxofEUtsz5R0V0TcWukcT0t6PiK+X8X5L5d0eXXXj4guGcTYQdIySedExCNV7D9a0mOS3pW0TdJfJP2w0odvACgY+Zybk2N/KGkvScsljY2I1VX0O1rkZgDNRD7n5bRzTJXUKiLOrmb/0WqCvDx37twVw4cP39CY52wq27dv98CBAz+2YMGCBd27d9+1cuXKNqeeeuqAWbNmvZHr2Kry3HPPdfjlL3/Z+y9/+cvyhp5r7ty5PYYPHz6gYpsRGygoEXGLpDckvajUULnd86VtHyipTUQsqebwCm9L6lbN+SdFRJfqXhmGOUXSXEmPVrN/saQRSfzHKPUPznUZnhsA8k4+5+aImKTUcOfDJP1B0qZqupKbATQb+ZyXkxg6SvqKpN/X0I28XIOnn3664yGHHFJ8zjnnrO/evfsuSerfv//Or33taxveeeedvPw7f/369W1+/vOfr8nGuXkqCgrRLZKmS5oYER+mtX9eVQypq0JfSbOyEZjtX0o6VNKno5rhUBGxVtLaZHO57e9J+pukb2QjJgBoInmbm5N8/Irtz0n6sVLfYlbuQ24G0NzkbV6W9GVJ70h6qroO5OWajR07dtuyZcsWVG4/77zz3s1FPJk48cQTN2fr3HlZyQGqY7uTpF8ptSDc1bbTq8jHK5Xsajp+f6Wqvc9Us//KSisvf+RVy7l/LGmcpP+IiLr8nzYkNfaCeQDQZPI5N1fSWtJBGfYlNwMoWAWQl8+SdGd1XwRWI1t5uby8vJx8X0CS/14febIKhQ0Uml9LmhMR5ymVkKdIu9e1GCVpZlUH2e5o+1OSHpL0T1VTpY6IayqtvPyRV3VB2b5C0mmSjo2IjTXdQPLoqgOcsr+kSUlcAFCo8i43225l+xu2uyb5dpSkCyQ9UU1/cjOA5iTv8nLaNfpJ+rSkGp9w0oR5eX5paek+FDcKQ3l5uUtLS/eRND+9nakoKBi2x0s6TtLHkqZLJb1q+3Sl5kw/HxEfVDrst7b/L3m/VNIDkq6NiMZ+dvI1knZIeiPtqVjXRMQ1SexbJI2LiGeUmud9t6SukjYqtRDSlY0cDwA0iTzPzSdK+pmktkrNFf9N8qqIndwMoNnJ87wsSWckMbxZRexNnpfLysrOW7t27a1r1649VHzxXwjKJc0vKys7L72Rp6KgWbB9o6T5EXFjrmMBAKSQmwEgv5CX0VwxYgPNxauS/prrIAAAH/GqyM0AkE9eFXkZzRAjNgAAAAAAQMFiDhEAAAAAAChYFDYAAAAAAEDBalZrbPTo0SMGDBiQ6zAAoFpz5szZEBE9cx1HUyEvA8h3LS0vS+RmAPmvrrk5q4UN28cp9QzlIkm3RsSkSvuHSrpdqUf5/CAiJlfaXyRptqQ1EfGF2q43YMAAzZ49u7HCB4BGZ3tlrmNoSuRlAPmupeVlidwMIP/VNTdnbSpKUpS4QdI4ScWSTrVdXKnbO5K+LWmyqnaRpEXZihEAAAAAABS2bK6xMUrS0ohYFhE7JN0raXx6h4hYHxEvSdpZ+WDb/SR9XtKtWYwRAAAAAAAUsGwWNvpKWpW2vTppy9SvJH1PUnlNnWxPtD3b9uzS0tI6BwkAAAAAAApXNgsbrqItMjrQ/oKk9RExp7a+EXFzRIyMiJE9e7aodZ8AAAAAAGjxslnYWC1p/7TtfpLezvDYIyV9yfYKpaawHGP7rsYNDwAAAAAAFLpsFjZekjTI9kDbbSWdIml6JgdGxBUR0S8iBiTH/SMivpq9UAEAAIDssX2c7SW2l9q+vIr9tn19sv8124cl7e1t/9P2XNsLbP847Zirba+x/WryOr4p7wkA8kXWHvcaEWW2L5T0qFKPe50aEQtsn5/sn2K7t1KPc91bUrntiyUVR8TmbMUFAAAANKW0pwUeq9So5pdsT4+IhWndxkkalLxGS7op+fmhpGMiYovtNpKetf3/IuKF5Lj/i4jqnjAIAC1C1gobkhQRMyTNqNQ2Je39WqWmqNR0jpmSZmYhPAAAAKAp7H5aoCTZrnhaYHphY7ykOyMiJL1gu4vtPhFRImlL0qdN8spo3ToAaCmyORUFAAAAQGZPC6y2j+0i269KWi/p8Yh4Ma3fhcnUlam2u1YXAE8SBNCcUdgAAAAAsiuTpwVW2ycidkXECKVGOo+yfWiy/yZJB0kaIalE0rXVBcCTBAE0Z1mdilIIeveW1q3LdRRV69VLWrs211EAALItV/8W8e8M0GQyeVpgrX0i4j3bMyUdJ2l+ROzOHLZvkfRwI8YMoEB87Nn5Kt1ZluswqtSzTWvNO+rQ2js2UIsfsZGvRQ0pv2MDADSeXOV7/p0BmkwmTwucLunM5OkoYyRtiogS2z1td5Ek2x0kfVbS4mS7T9rxJ0qan+X7AJCH8rWoITVdbC1+xAYAAACQTZk8LVCpBfePl7RU0jZJ5ySH95F0R/JklVaS7o+IipEZv7A9QqkpKyskfaNp7ggA8guFDQAAACDLMnhaYEi6oIrjXpP08WrOeUYjhwkABanFT0UBAAAAAACFi8IGAAAAAAAoWBQ2AAAAAABAwaKwAQAAAAAAChaFDQBA3undu7dsN/mrd+/eub51AAAA1BFPRQEA5J1169a1qOsCzcnHnp2v0p1lObl2zzatNe+oQ3NybQBA7jBiAwAAAI0mV0WNXF8bAJA7FDYAAAAAAEDBorABAAAAAAAKFoUNAAAAAABQsChsAAAAAACAgsVTUQDkrVyurF8bVt4HAAAA8gOFDdRL78m9tW5r/j0WsddevbT2O2tzHQYaSb4WNaT8jg0AAABoSZiKgnrJx6KGlL9xAQAAAACyg8IGAAAAAAAoWBQ2AAAAAABAwaKwAQAAAAAAChaFDQAAAAAAULAobAAAAAAAgIJFYQMAAAAAABSs1rkOAAAAtCy9J/fOyeO5e+3VS2u/s7bJrwsAALIrqyM2bB9ne4ntpbYvr2L/UNvP2/7Q9nfS2ve3/aTtRbYX2L4om3ECQEuRQV627euT/a/ZPixt3yVJTp5ve5rt9k0bPZqLXBQ1cnldAACQXVkrbNguknSDpHGSiiWdaru4Urd3JH1b0uRK7WWSLouIYZLGSLqgimMBAHWQYV4eJ2lQ8poo6abk2L5K5euREXGopCJJpzRR6AAAAEC1sjliY5SkpRGxLCJ2SLpX0vj0DhGxPiJekrSzUntJRLycvH9f0iJJfbMYKwC0BLXm5WT7zkh5QVIX232Sfa0ldbDdWlJHSW83VeAAAABAdbJZ2OgraVXa9mrVozhhe4Ckj0t6sZr9E23Ptj27tLS0PnECQEuRSV6usk9ErFFqdN1bkkokbYqIx7IYKwAAAJCRbBY2XEVb1OkEdidJf5J0cURsrqpPRNwcESMjYmTPnj3rESYAtBiZ5OUq+9juqtRojoGS9pO0l+2vVnkRCs4AAABoQtksbKyWtH/adj/VYdiy7TZKFTXujogHGzk2AGiJMsnL1fX5rKTlEVEaETslPSjpiKouQsEZAPZU38Wbbbe3/U/bc5MFnH+cdkw324/bfiP52bUp7wkA8kU2CxsvSRpke6DttkotMjc9kwNtW9JtkhZFxHVZjBEAWpJM8vJ0SWcmH7DHKDXlpESpKShjbHdMcvRnlFr/CABQi4Ys3izpQ0nHRMRwSSMkHZfkZ0m6XNITETFI0hPJNgC0OK2zdeKIKLN9oaRHlVo9f2pELLB9frJ/iu3ekmZL2ltSue2LlUr2/ybpDEnzbL+anPLKiJiRrXgBoLnLJC9LmiHpeElLJW2TdE6y70XbD0h6WaknV70i6eamvwsAKEi7F2+WJNsVizcvTOuze/FmSS/Y7mK7T1Jc3pL0aZO8Iu2Yo5P3d0iaKen7WbwPAMhLWStsSFJSiJhRqW1K2vu1Sg1zruxZVT3PGwDQABnk5ZB0QTXHXiXpqqwGCADNU1ULM4/OoE9fSSXJiI85kg6WdENEVCyq3yspfCgiSmzvm43gASDfZXMqCgAAAIAGLN4sSRGxKyJGKPWF4Cjbh9Y5ABZ2BtCMUdgAAAAAsqshizfvFhHvKTXd5LikaZ3tPpKU/FxfXQAs7AygOaOwAQAAAGRXvRdvtt3TdhdJst1BqadULU475qzk/VmSHsryfQBAXsrqGhsAAABAS9eQxZsl9ZF0R7LORitJ90fEw8m+SZLut32uUk+vOqmp7gkA8gmFDQAAACDL6rt4c0S8Junj1Zxzo1KP3waAFo2pKAAAAAAAoGBR2AAAAAAAAAWLwgYAAAAAAChYFDYAAAAAAEDBorABAAAAAAAKFoUNAAAAAABQsChsAAAAAACAgkVhAwAAAAAAFCwKGwAAAABq1Lu3ZOfnq3fvXP92AOQahQ0AAAAANVq3LtcRVC+fYwPQNChsAAAAAACAgkVhAwAAAAAAFCwKGwAAAAAAoGBR2AAAAAAAAAWr1sKG7YsyaQMANB1yMwDkBvkXAPJP6wz6nCXp15Xazq6iDUANRv70cW3YsiPXYVSpR6e2mv3DY3MdBuqG3AwAuUH+BYA8U21hw/apkk6TNND29LRdnSVtzHZgQHOTr0UNKb9jw0eRmwEgN8i/AJC/ahqxMUtSiaQekq5Na39f0mvZDAoAUC1yMwDkBvkXAPJUtYWNiFgpaaWkTzZdOACAmpCbASA3yL8AkL9qmorybEQcZft9SZG+S1JExN5Zjw4A8BHkZgDIDfIvAOSvmkZsHJX87Nx04QAAakJuBoDcIP8CQP7K5HGvY2x3TtvuZHt0dsMCANSE3AwAuUH+BYD8U2thQ9JNkrakbW9L2mpl+zjbS2wvtX15FfuH2n7e9oe2v1OXYwGghat3bgYANAj5FwDyTCaFDUfE7nmEEVGump+mkjrILpJ0g6RxkoolnWq7uFK3dyR9W9LkehwLAC1ZvXIzAKDByL8AkGcyScLLbH9b/6pEf0vSsgyOGyVpaUQskyTb90oaL2lhRYeIWC9pve3P1/VYAGjh6pubAQANQ/5FxnpP7q11W9flOow99Nqrl9Z+Z22uwwAaTSYjNs6XdISkNZJWSxotaWIGx/WVtCpte3XSlomMj7U90fZs27NLS0szPD0AFLz65mYAQMOQf5GxfCxqSPkbF1BftY7YSEZVnFKPc7uq0zX2sRFxs6SbJWnkyJGZnh8ACloDcjMAoAHqm39tHyfp15KKJN0aEZMq7Xey/3il1u04OyJetr2/pDsl9ZZULunmiPh1cszVkr4uqeLbvSsjYkZ97gsAClm1hQ3b34uIX9j+jaooKkTEt2s592pJ+6dt95P0doZxNeRYAGi2GiE3AwDqoSH5N239uGOV+pz7ku3pEZE+zXqcpEHJa7RSU11GSyqTdFlS5OgsaY7tx9OO/b+I+Mh6dQDQ0tQ0YqMiWc6u57lfkjTI9kClhuqdIum0JjgWAJqzhuZmAED9NCT/ZrJ+3HhJdyYLk75gu4vtPhFRIqlEkiLifduLlJqizdpzAJCoqbDxn5IeltSlYrhbXUREme0LJT2q1JC7qRGxwPb5yf4ptnsr9Y/D3pLKbV8sqTgiNld1bF1jAIBmqEG5GQBQbw3Jv1WtHzc6gz59lRQ1JMn2AEkfl/RiWr8LbZ+p1GfqyyLi3TrGBgAFr6bCxuG2+0v6mu07VWndi4h4p7aTJ3P8ZlRqm5L2fq1S00wyOhYA0PDcDACol4bk30zWj6uxj+1Okv4k6eKI2Jw03yTpf5J+/yPpWklfqzIAe6KSRU4POOCAGkIFgMJTU2FjiqRHJB0oaY4+mmwjaQcANC1yMwDkRkPybybrx1Xbx3YbpYoad0fEg7svGrH70Ra2b1FqREmVWHAfQHNW7eNeI+L6iBim1DSQAyNiYNqLD84AkAPkZgDIjQbm393rx9luq9T6cdMr9Zku6UynjJG0KSJKkqel3CZpUURcl36A7T5pmydKmt+QewSAQpXJ416/afsoSYMi4nbbPSR1jojl2Q8PAFAVcjNQOEb+9HFt2LKjya/bo1Nbzf7hsU1+3eauPvk3k7XnlJqCfbykpUo97vWc5PAjJZ0haZ7tV5O2ise6/sL2CKVGjKyQ9I1GvVkAKBC1FjZsXyVppKQhkm6X1FbSXUolWQBADpCbgcKRi6JGLq/b3NU3/2aw9lxIuqCK455V1etvKCLOqGP4ANAsVTsVJc2Jkr4kaaskRcTbkjpnMygAQK3IzQCQG+RfAMgzmRQ2diQV5JAk23tlNyQAQAbIzQCQG+RfAMgzmRQ27rf9O0ldbH9d0t8l3ZLdsAAAtSA3A0BukH8BIM9ksnjoZNvHStqs1FzCH0XE41mPDABQLXIzAOQG+RcA8k+thQ1JSpI1CRsA8gi5GQByg/wLAPml2sKG7feVzB2sSkTsnZWIAADVamhutn2cpF8r9bjBWyNiUqX9TvYfr9TjBs+OiJeTfV0k3Srp0CSGr0XE8/W+GQAoIHw2BoD8VW1hIyI6S5Ltn0haK+kPSj1q6nSx8jMA5ERDcrPtIkk3SDpW0mpJL9meHhEL07qNkzQoeY2WdFPyU0oVPB6JiK/YbiupY2PdFwDkOz4bA0D+ymTx0M9FxI0R8X5EbI6ImyRNyHZgAIAa1Sc3j5K0NCKWRcQOSfdKGl+pz3hJd0bKC0otjtfH9t6Sxkq6TZIiYkdEvNeodwQAhYHPxgCQZzIpbOyyfbrtItutbJ8uaVe2AwMA1Kg+ubmvpFVp26uTtkz6HCipVNLttl+xfSuPOATQQvHZGADyTCaFjdMknSxpXfI6KWkDAOROfXKzq2irPF+8uj6tJR0m6aaI+LikrZIur/Ii9kTbs23PLi0trSUkACg4fDYGgDyTyeNeV2jPocoAgByqZ25eLWn/tO1+kt7OsE9IWh0RLybtD6iawkZE3CzpZkkaOXJktQvtAUAh4rMxAOSfTEZsAACah5ckDbI9MFn88xRJ0yv1mS7pTKeMkbQpIkoiYq2kVbaHJP0+I2mhAAAAgByrdcQGAKB5iIgy2xdKelSpx71OjYgFts9P9k+RNEOpR70uVepxr+ekneK/JN2dFEWWVdoHAAAA5ESthQ3bRRHBgkgAkEfqm5sjYoZSxYv0tilp70PSBdUc+6qkkXW9JgA0J3w2BoD8k8lUlKW2f2m7OOvRAAAyRW4GgNwg/wJAnsmksPFvkl6XdKvtF5LV7vfOclwAgJqRmwEgN8i/AJBnai1sRMT7EXFLRBwh6XuSrpJUYvsO2wdnPUIAwB7IzQCQG+RfAMg/tRY2bBfZ/pLtP0v6taRrJR0o6a+qNE8bANA0yM0AkBvkXwDIP5k8FeUNSU9K+mVEzEprf8D22OyEBQCoBbkZAHKD/AsAeSaTwsaZEfFseoPtIyPiuYj4dpbiAgDUjNwMALlB/gWAPJPJ4qHXV9H2m8YOBABQJ+RmAMgN8i8A5JlqR2zY/qSkIyT1tH1p2q69JRVlOzAAwJ7IzQCQG+RfAMhfNU1FaSupU9Knc1r7ZklfyWZQAIBqkZsBIDfIvwCQp6otbETEU5Kesv37iFhZn5PbPk6p1aKLJN0aEZMq7Xey/3hJ2ySdHREvJ/sukXSepJA0T9I5EfFBfeIAgOaiMXIzAKDuyL8AkL9qmoryq4i4WNJvbUfl/RHxpZpObLtI0g2SjpW0WtJLtqdHxMK0buMkDUpeoyXdJGm07b6Svi2pOCK2275f0imSfl+HewOAZqehuRkAUD/kX6BpjPzp49qwZUeuw6hSj05tNfuHx+Y6DFShpqkof0h+Tq7nuUdJWhoRyyTJ9r2SxktKL2yMl3RnRISkF2x3sd0nLbYOtndK6ijp7XrGAQDNSUNzMwCgfsi/QBPI16KGlN+xtXQ1TUWZk7ydLWl7RJRLu0ditMvg3H0lrUrbXq3UqIza+vSNiNm2J0t6S9J2SY9FxGMZXBMAmrVGyM0AgHog/wJA/srkca9PKDViokIHSX/P4DhX0VZ52F6VfWx3VWo0x0BJ+0nay/ZXq7yIPdH2bNuzS0tLMwgLAJqF+uZmAEDD1Cv/2j7O9hLbS21fXsV+274+2f+a7cOS9v1tP2l7ke0Fti9KO6ab7cdtv5H87NoI9wcABSeTwkb7iNhSsZG871hD/wqrJe2ftt1Pe04nqa7PZyUtj4jSiNgp6UGlHq+1h4i4OSJGRsTInj17ZhAWADQL9c3NAICGqXP+TVt7bpykYkmn2i6u1C197bmJSq09J0llki6LiGGSxki6IO3YyyU9ERGDlCq47FEwAYCWIJPCxtaKirEk2T5cqekhtXlJ0iDbA223VWrxz+mV+kyXdGZSoR4jaVNElCg1BWWM7Y7Jk1M+I2lRBtcEgJaivrkZANAw9cm/u9eei4gdkirWnku3e+25iHhBUhfbfSKipOKpgRHxvlKfifumHXNH8v4OSSc04L4AoGDVtHhohYsl/dF2xWiLPpL+s7aDIqLM9oWSHlXqca9TI2KB7fOT/VMkzVDqUa9LlXrc6znJvhdtPyDpZaWq1K9IurkO9wUAzd3FqkduBgA02MWqe/6t99pzkkoqGmwPkPRxSS8mTb2SLwUVESW2960uANsTlRoJogMOOKCWcAGgsNRa2IiIl2wPlTREqTUxFifTQ2oVETOUKl6kt01Jex+SLqjm2KskXZXJdQCgpWlIbgYA1F8982+9157bvdPuJOlPki6OiM11CDl1ooiblXxROHLkyD0eVwsAhazWwobtNpK+KWls0jTT9u/4AA0AuUNuBoDcqGf+bcjacxXX/JOkuyPiwbQ+6yqmq9juI2l9nW8IAJqBTNbYuEnS4ZJuTF6H61+LGQEAcoPcDAC5UZ/8W++155L15m6TtCgirqvimLOS92dJeqi+NwUAhSyTNTY+ERHD07b/YXtutgICAGSE3AwAuVHn/NuQteckHSnpDEnzbL+atF2ZTPmeJOl+2+cqtfj+SY1xgwBQaDIpbOyyfVBEvClJtg+UtCu7YQEAakFuBoDcqFf+re/acxHxrKpef0MRsVGppwcCQIuWSWHju5KetL1MqaTaX/+qIAMAcoPcDAC5Qf4FgDyTyVNRnrA9SB9d+fnDrEcGAKgWuRkAcoP8CwD5p9rChu0vV7PrINuqtCIzAKAJkJsBIDfIvwCQv2oasfHFGvaFJJI3ADQ9cjMA5Ab5FwDyVLWFjYhgriAA5BlyMwDkBvkXAPJXq9o62O5l+zbb/y/ZLk4eKQUAyBFyMwDkBvkXAPJPrYUNSb9X6pnb+yXbr0u6OEvxAAAy83uRmwEgF34v8i8A5JVMChs9IuJ+SeWSFBFlyuBZ3QCArCI3A0BukH8BIM9kUtjYaru7UosiyfYYSZuyGhUAoDbkZgDIDfIvAOSZmp6KUuEySdOVepTVc5J6SvpKVqMCANSG3AwAuUH+BYA8U2thIyLm2P6UpCGSLGlJROzMemQAgGqRmwEgN8i/AJB/MnkqylxJ35P0QUTMJ3EDQO6RmwEgN8i/AJB/Mllj40uSyiTdb/sl29+xfUCW4wIA1IzcDAC5Qf4FgDxTa2EjIlZGxC8i4nBJp0n6N0nLsx4ZAKBa5GYAyA3yLwDkn0wWD5XtAZJOlvSfSj3O6ntZjAkAkAFyMwDkBvkXAPJLrYUN2y9KaiPpfkknRcSyrEcFAKgRuRkAcoP8CwD5J5MRG2dFxOKsRwIAqAtyMwDkBvkXAPJMJmtskLgBIM+QmwEgN8i/AJB/MnkqCgAAAAAAQF6isAEAAAAAAApWtWts2P5yTQdGxIONHw4AoCbkZgDIDfIvAOSvmhYP/WLyc19JR0j6R7L9aUkzJZG8AaDpkZsBIDfIvwCQp6otbETEOZJk+2FJxRFRkmz3kXRD04QHAEhHbgaA3CD/AkD+ymSNjQEViTuxTtLgTE5u+zjbS2wvtX15Fftt+/pk/2u2D0vb18X2A7YX215k+5OZXBMAWoh65eaG5OVkf5HtV5IP9gDQEtX7szEAIDtqmopSYabtRyVNkxSSTpH0ZG0H2S5Sqnp9rKTVkl6yPT0iFqZ1GydpUPIaLemm5Kck/VrSIxHxFdttJXXM7JYAoEWoc25uhLwsSRdJWiRp70a6DwAoNPX6bAwAyJ5aCxsRcaHtEyWNTZpujog/Z3DuUZKWRsQySbJ9r6TxktI/QI+XdGdEhKQXklEafSRtTa53dhLDDkk7MrslAGj+6pmb652XI6LEdj9Jn5f0v5Iubcz7AYBC0YDPxgCALMn0ca8vS/pbRFwi6VHbnTM4pq+kVWnbq5O2TPocKKlU0u3JkOdbbe+VYawA0FLUNTc3JC9L0q8kfU9SeX0DBoBmos6fjRs4RXuq7fW251c65mrba2y/mryOb4ybA4BCU2thw/bXJT0g6XdJU19Jf8ng3K6iLTLs01rSYZJuioiPKzWCY49/AJL4JtqebXt2aWlpBmEBQOGrZ26ud162/QVJ6yNiTgaxkZcBNFv1yb9pUwHHSSqWdKrt4krd0qcCTlRqKmCF30s6rprT/19EjEheMzK/EwBoPjIZsXGBpCMlbZakiHhDqcdc1Wa1pP3TtvtJejvDPqslrY6IF5P2B5QqdOwhIm6OiJERMbJnz54ZhAUAzUJ9cnND8vKRkr5ke4WkeyUdY/uuqi5CXgbQzNUn/+6eCphMsa6YCphu91TAiHhBUsUUbUXE05LeacR7AIBmJZPCxodJApYk2W6tPb/hq8pLkgbZHpgs/nmKpOmV+kyXdGYy9G6MpE0RURIRayWtsj0k6fcZfXQOOAC0dPXJzQ3Jy1dERL+IGJAc94+I+Gqj3Q0AFI765N+GTgWsyYXJ1JWptrtW14nRdACas0wKG0/ZvlJSB9vHSvqjpL/WdlBElEm6UNKjSq2gf39ELLB9vu3zk24zJC2TtFTSLZK+lXaK/5J0t+3XJI2QdE1mtwQALUKdc3Mj5GUAQP0+GzdkinZNbpJ0kFKflUskXVtdR0bTAWjOMnnc6+WSzpU0T9I3JM2IiFsyOXkyz29GpbYpae9DqeF8VR37qqSRmVwHAFqgeuXmhuTltD4zJc2sc8QA0DzUJ/82ZCpgtSJiXcV727dIeriWOACgWcqksPFfEfFrpb65kyTZvihpAwDkBrkZAHKjPvl391RASWuUmtJ3WqU+05WaVnKvpNFKpgLWFEjF47iTzRMlza+pPwA0V5lMRTmrirazGzkOAEDdkJsBIDfqnH8bOhXQ9jRJz0saYnu17XOTXb+wPS+Zuv1pSZfU/7YAoHBVO2LD9qlKVZIH2k5fXK6zpI3ZDgwAsCdyMwDkRkPzbwOnaJ9aTfsZtUcOAM1fTVNRZim1CFEPfXQhovclvZbNoAAA1SI3A0BukH8BIE9VW9iIiJWSVkr6ZNOFAwCoCbkZAHKD/AsA+avWNTZsj7H9ku0ttnfY3mV7c1MEBwCoGrkZAHKD/AsA+SeTxUN/K+lUSW9I6iDpPEm/yWZQAIBakZsBIDfIvwCQZzJ53KsiYqntoojYJel227OyHBcAoBbkZgDIDfIvAOSXTAob22y3lfSq7V8otWjSXtkNCwBQC3IzAOQG+RcA8kwmU1HOSPpdKGmrpP0lTchmUACAWpGbASA3yL8AkGdqHLFhu0jS/0bEVyV9IOnHTRIVAKBa5GYAyA3yLwDkpxpHbCTzBnsmw+0AAHmA3AwAuUH+BYD8lMkaGyskPWd7ulLD7SRJEXFdtoICANRqhcjNAJALK0T+BYC8kklh4+3k1UpS5+yGAwDIELkZAHKD/AsAeabWwkZEMHcQAPIMuRkAcoP8CwD5p9bChu2/SopKzZskzZb0u4j4IBuBAQCqR24GgNwg/wJA/snkca/LJG2RdEvy2ixpnaTByTYAoOmRmwEgN8i/AJBnMllj4+MRMTZt+6+2n46IsbYXZCswAECNyM0AkBvkXwDIM5mM2Ohp+4CKjeR9j2RzR1aiAgDUhtwMALlB/gWAPJPJiI3LJD1r+01JljRQ0rds7yXpjmwGBwCoFrkZAHKD/AsAeSaTp6LMsD1I0lClkvfitEWRfpXF2AAA1SA3A0BukH8BIP/UOhXFdkdJ35V0YUS8Kml/21/IdmAAgOqRmwEgN8i/AJB/Mllj43al5gt+MtleLemnWYsIAJAJcjMA5Ab5FwDyTCaFjYMi4heSdkpSRGxXatgdACB3yM0AkBvkXwDIM5kUNnbY7iApJMn2QZI+zGpUAIDakJsBIDfIvwCQZzJ5KsrVkh5Rav7g3ZKOlHRONoMCANTqapGbASAXrhb5FwDySiZPRXnM9hxJY5QaZndRRGzIemQAgGqRmwEgN8i/AJB/MnkqyhMRsTEi/hYRD0fEBttPZHJy28fZXmJ7qe3Lq9hv29cn+1+zfVil/UW2X7H9cOa3BADNX0NyMwCg/si/AJB/qh2xYbu9pI6Setjuqn8tirS3pP1qO7HtIkk3SDpWqdWiX7I9PSIWpnUbJ2lQ8hot6abkZ4WLJC1KrgkALV5DczMAoH7IvwCQv2oasfENSXMkDU1+VrweUqpgUZtRkpZGxLKI2CHpXknjK/UZL+nOSHlBUhfbfSTJdj9Jn5d0ax3uBwCau4bmZgBA/TQo/zZkJLPtqbbX255f6Zhuth+3/Ubys2sD7xEAClK1hY2I+HVEDJT0nYg4MCIGJq/hEfHbDM7dV9KqtO3VSVumfX4l6XuSyjO4FgC0CI2QmwEA9dCQ/Js2knmcpGJJp9ourtQtfSTzRKVGMlf4vaTjqjj15ZKeiIhBkp5ItgGgxclk8dDf2D5C0oD0/hFxZy2HVvU878ikj+0vSFofEXNsH13jReyJSiV/HXDAAbWEBADNQwNyMwCgAeqZf3ePZJYk2xUjmdOnaO8eySzpBdtdbPeJiJKIeNr2gCrOO17S0cn7OyTNlPT9+twXABSyWgsbtv8g6SBJr0ralTSHpNo+PK+WtH/adj9Jb2fY5yuSvmT7eEntJe1t+66I+Grli0TEzZJulqSRI0dWLpwAQLPUgNwMAGiAeubfqkYpj86gT19JJTWct1dElEhSRJTY3reGuPkyEECzVWthQ9JIScVJ9bguXpI0yPZASWsknSLptEp9pku6MKlaj5a0KUnOVyQvJSM2vlNVUQMAWrD65mYAQMPUJ//WeyRzHa5RI74MBNCc1fq4V0nzJfWu64kjokzShZIeVerJJvdHxALb59s+P+k2Q9IySUsl3SLpW3W9DgC0UPXKzQCABqtP/m3ISOaarEtbeL+PpPV1jAsAmoVMRmz0kLTQ9j8lfVjRGBFfqu3AiJihVPEivW1K2vuQdEEt55ip1HxBAMC/1Ds3AwAapD75tyEjmWsyXdJZkiYlPx+qy40AQHORSWHj6mwHAQCos6tzHQAAtFBX1/WAiCizXTGSuUjS1IqRzMn+KUp9GXi8UiOZt0k6p+J429OUWiS0h+3Vkq6KiNuUKmjcb/tcSW9JOqkB9wUABSuTp6I81RSBAAAyR24GgNyob/5tyEjmiDi1mvaNkj5Tn3gAoDmptrBh+31VvWCRlcq9e2ctKgBAlcjNAJAb5F8AyF/VFjYionNTBgIAqB25GQByg/wLAPkrk6eiAAAAAAAA5CUKGwAAAAAAoGBR2AAAAAAAAAWLwgYAAAAAAChYFDYAAAAAAEDBorABAC2I7eNsL7G91PblVey37euT/a/ZPixp39/2k7YX2V5g+6Kmjx4AAADYE4UNAGghbBdJukHSOEnFkk61XVyp2zhJg5LXREk3Je1lki6LiGGSxki6oIpjAQAAgCZHYQMAWo5RkpZGxLKI2CHpXknjK/UZL+nOSHlBUhfbfSKiJCJelqSIeF/SIkl9mzJ4AAAAoCoUNgCg5egraVXa9mrtWZyotY/tAZI+LunFxg8RAAAAqBsKGwDQcriKtqhLH9udJP1J0sURsbnKi9gTbc+2Pbu0tLTewQIAAACZoLABAC3Hakn7p233k/R2pn1st1GqqHF3RDxY3UUi4uaIGBkRI3v27NkogQMAAADVobABAC3HS5IG2R5ou62kUyRNr9RnuqQzk6ejjJG0KSJKbFvSbZIWRcR1TRs2AAAAUL3WuQ4AANA0IqLM9oWSHpVUJGlqRCywfX6yf4qkGZKOl7RU0jZJ5ySHHynpDEnzbL+atF0ZETOa8BYAAACAPVDYAIAWJClEzKjUNiXtfUi6oIrjnlXV628AAAAAOcVUFAAAAAAAULAobAAAAAAAgIJFYQMAAAAAABQsChsAAAAAAKBgUdgAAAAAAAAFi8IGAAAAAAAoWBQ2AAAAAABAwaKwAQAAAAAAChaFDQAAAAAAULCyWtiwfZztJbaX2r68iv22fX2y/zXbhyXt+9t+0vYi2wtsX5TNOAEAAAAAQGHKWmHDdpGkGySNk1Qs6VTbxZW6jZM0KHlNlHRT0l4m6bKIGCZpjKQLqjgWAAAAKAj1/cKvpmNtX217je1Xk9fxTXU/AJBPsjliY5SkpRGxLCJ2SLpX0vhKfcZLujNSXpDUxXafiCiJiJclKSLel7RIUt8sxgoAAABkRUO+8Mvg2P+LiBHJa0Z27wQA8lM2Cxt9Ja1K216tPYsTtfaxPUDSxyW92PghAgAAAFlX7y/8MjwWAFq0bBY2XEVb1KWP7U6S/iTp4ojYXOVF7Im2Z9ueXVpaWu9gAQAAgCxpyBd+tR17YTJ1Zartro0XMgAUjmwWNlZL2j9tu5+ktzPtY7uNUkWNuyPiweouEhE3R8TIiBjZs2fPRgkcAAAAaEQN+cKvpmNvknSQpBGSSiRdW20AfBkIoBnLZmHjJUmDbA+03VbSKZKmV+ozXdKZyWJJYyRtiogS25Z0m6RFEXFdFmMEAAAAsq0hX/hVe2xErIuIXRFRLukWpaatVIkvAwE0Z1krbEREmaQLJT2q1OKf90fEAtvn2z4/6TZD0jJJS5VKxt9K2o+UdIakY1jlGQAAAAWu3l/41XRssgZHhRMlzc/2jQBAPmqdzZMnKzPPqNQ2Je19SLqgiuOeVdXD7gAAAICCEhFltiu+8CuSNLXiC79k/xSlPjMfr9QXftsknVPTscmpf2F7hFJTU1ZI+kaT3RQA5JGsFjYAAAAA1P8Lv+qOTdrPaOQwAaAgZXONDQAAAAAAgKyisAEAAAAAAAoWhQ0AAAAAAFCwKGwAAAAAAICCRWEDAAAAAAAULAobAAAAAACgYFHYAAAAAAAABYvCBgAAAAAAKFgUNgAAAAAAQMGisAEAAAAAAAoWhQ0AAAAAAFCwKGwAAAAAAICCRWEDAAAAAAAULAobAAAAAACgYFHYAAAAAAAABYvCBgAAAAAAKFgUNgAAAAAAQMGisAEAAAAAAAoWhQ0AAAAAAFCwKGwAAAAAAICCRWEDAAAAAAAULAobAAAAAACgYFHYAAAAAAAABYvCBgAAAAAAKFgUNgAAAAAAQMGisAEAAAAAAApWVgsbto+zvcT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+ "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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eNHfu3Kd22mnH9ROf+9znxlx33XUjd9ppJy6++OInP/axjz1ffv7d7373m5966qmdG2P4yle+Mmrw4MHbzz333I2VxOGKDUmSJEmS2qkrixqVXm/gwIE5f/783desWbND3+uvv/4N3/nOd0bdfffdjz7xxBNLLr/88pWnnXbapCeffHKHvjfeeOMb9t9//5eGDx++vTMxf+ITn5jwrW99a+WKFSseWr58+S433XTTbk37LFq0aJebb755+KOPPrrkF7/4xWPnnXfeXg0NDa+dv+aaa4YNHjz4dY+h/du//duNc+bMGV1pHBY2JEmSJEmqA/369ctTTjllw1e+8pUd/tE/e/bsMf/6r/+6auzYsQ0A73jHO7Ycd9xxGy+++OI9mva97rrrhn/kIx95rmn7ww8/PHC//fab+pvf/GbXtmJZuXLlgM2bN+/03ve+98WddtqJk046aeNPf/rT3Zv2u+mmm4Z99KMffXbQoEE5ZcqUrRMmTHjl9ttvHwywadOmnS699NLRF1544ZryMUOHDt0+fvz4V37961+3GQdY2JAkSZIkqW585jOfWX/zzTcP37hxY7/y9mXLlg06/PDDt5S3vf3tb9/yyCOPDGp6jUWLFg05/PDDXyxvW7x48c4f+9jH3nz11Vc/8Wd/9mdbFi9evPOUKVOmNvd65pln+q1cuXLA2LFjX20cP2HChK1r1qwZ0PSzVq9ePXDPPffc2nj8xje+cetTTz01EOD8888fd+65564bMmTIDitHDjrooBdvv/32oZX8mbjHhiRJkiRJdWL48OHbjz322I0XXXTRHoMGDWr1VpLMJCJ2aN+0aVP/3Xff/bWxzz77bP9jjjnmzT/60Y9+P3369JcBpk2b9srSpUsfbu3aTTX3WS30y7vvvnvQE088sfPVV1/91KOPPjqwaZ899tijYenSpbu0/O3+yMKGJEmSJEl15HOf+9y6gw46aOrxxx//TGPbm9/85pfuuuuuXY8++ugXGtsWLVq065QpU15qOr5fv365bds2+vUrLfoYOnTotrFjx269/fbbhzQWNhYvXrzzX/zFX+zd3Offeeedj06cOPHV8hUaK1euHDhmzJhXm/YdP378ays0AJ5++umB48ePf/W3v/3tkIceemjXcePGvaWhoSGeffbZ/gcffPC+//M///MowMsvv7xTW4WbRt6KIkmSJElSHRk9evS2D3/4w3/4wQ9+MLKx7fzzz1/7+c9/fvzatWv7Adx9992DfvjDH444//zzNzQdP2nSpJcfeeSRnRuPBwwYkL/4xS9+f/3114+YM2fOcPjjio3mXiNHjtw2YcKEVwcPHrz9tttuG7x9+3auu+66ETNnznyu6Wd97GMfe+7mm28e/tJLL8XSpUsHrlixYpd3vvOdL/793//9hvXr1z+wevXqB++4446lEydOfKWxqAHw2GOP7XzAAQfsUJRpjis2JEmSJElqp93792vo6se9tqf/F77whbXXXHPNqMbjk046adOqVasGHnrooftFRA4ePHj73Llzn5gwYcKrANu2bWOXXXZJgPe///2bfvnLXw494IADXmkcv9tuu22/9dZbl73zne/cZ8iQIdv/8i//8rm2YvjWt7618owzzpj08ssvx7ve9a7njz322E0A11133RsWLFgw+Otf//rT06dPf/mYY455dp999tm/X79+XHLJJSv792/7j23BggVDLrroojVtdgSiuftdJEmSJEnSHy1evHjFtGnTnmm7Z+156aWXYtKkSW9ZsmTJkhEjRmxbuXLlgBNOOGHi3Xff/XhPx9acu+66a9DXvva1MT/96U+faO784sWLR06bNm1i47G3okiSJEmS1Evdcccdu+6///5TTz/99PUjRozYBjBhwoRX/+qv/uqZZ599tiZrAuvXrx/wb//2b6sr7e+KDUmSJEmS2lDPKzZ6G1dsSJIkSZLUftu3b9++4/NM1a2K/wave1qKhQ1JkiRJktr20IYNG95gcaPnbN++PTZs2PAG4KHydp+KIkmSJElSGxoaGs5cu3btVWvXrj0AFwn0lO3AQw0NDWeWN7rHhiRJkiRJqltWmSRJkiRJUt2ysCFJkiRJkuqWhQ1JkiRJklS3LGxIkiRJkqS6ZWFDkiRJkiTVLQsb6vUiYmBEPBMRQyLi9oh4OSJeiIjnI2JRRFwQETtX4XNnR8TjxWctjYhT2uh/YkSsjIgXI+KnETG8q2OSpJ7Wgzn5uxGxNSI2l736tdLfnCypV+vBfLykSS5uiIiftdD3nRGxvUn/U7s6JtU/CxvqC44A7s/MzcXxOZk5FBgLfAo4HpgfEdHFn/si8GHgDcCpwDci4rDmOkbE/sC3gZOB0cAW4FtdHI8k1YKeyskAX83MIWWvbc11MidL6iN6JB9n5v6NeRgYCjwJ/KiVIU83yd3XdGU86h0sbKiuRcTeEfFsRBxUHL+xqDy/s6zbUcD8pmMz88XMvB04GvhT4INdGVtmfikzl2bm9sy8F/ht8TnNOQn4WWbeUfzl8n+Bj0bE0K6MSZKqqZZzcjuZkyXVtTrKx0cAewA/ruJnqA+wsKG6lpm/B/4euC4idgW+A3y3SMaNjgL+s5VrPAksBP5Pc+eLZXjPtfSqJM6IGAS8HVjSQpf9gcVNvtdWYJ9Kri9JtaAOcvInion+ooj4WCv9zMmS6lod5ONGpwI3ZeaLrfTZIyLWRcQTEfHvETG4wmurD7GwobqXmVcCjwP3Ulo694XGcxHxJmBAZj7axmWeBpq9fzozL8rMYS29KgxzDqVJ8q0tnB8CbGrStonS8jxJqhs1nJMvBSZT+s3g/wW+GxGHt9DXnCyp7tVwPm6MYVfgz4HvttJtKXBgEf+7gbcBl7R1bfU9FjbUW1wJHAB8MzNfKWv/IM0ssWvGOODZagQWEV8rYjsuM7OFbpuB3Zq07Qa8UI2YJKnKai4nZ+Z9mbkxMxsycz5wHfDRFrqbkyX1FjWXj8t8tLj2b1rqkJlrM/Ph4tbuJ4DPUiqGSK9jYUN1LyKGAF8HrgYubLJzfatL7Irxe1Kq/v62hfOfb7IT8+tebVz7H4EZwPsz8/lWui4BppWNexOwM/BYa9eXpFpTyzm5iQRa2hDPnCyp7tVBPj4VuLaVX/w1p7XcrT4s2vf/kVR7IuJqYGhmHhcRVwDDiveDgFXAuMx8ueh7O/D9zLyqWP72duDfgeeBd2fm9i6M63PAXwFHZOaaNvruD/yOUvX8Pkq78ffPzOO7Kh5J6g41nJP/HPgFpSecvJfSRnUfbnK/eWNfc7Kkuler+bj4vPHACmDfYj+Qlvq9E1gOPAWMB64FVmTm6V0Zj+qfKzZU1yJiJnAkcFbRdD5wUEScBLwH+F1jwi7zHxHxArCOUhX7x8CRXZ2wga8AewGPl1WvP18W++aI+D8Ambmk+A7XAesp3cf9iS6OR5KqqsZz8rnAauA54GvAX5cXNczJknqTGs/HUHqc9u+aK2qU52PgIEqF5heBu4GHgE9WIR7VOVdsqNeKiG8BD2Xmt3o6Fknq68zJklQbzMfqjfr3dABSFd0P/Kyng5AkAeZkSaoV92M+Vi/jig1JkiRJklS33GNDkiRJkiTVLQsbkiRJkiSpbvWJPTZGjhyZEydO7OkwJGkHixYteiYzR/V0HN3FfCypVvW1fAzmZEm1q705uU8UNiZOnMjChQt7OgxJ2kFErOzpGLqT+VhSrepr+RjMyZJqV3tzsreiSJIkSZKkumVhQ5IkSZIk1S0LG5IkSZIkqW5Z2JAkSZIkSXXLwoYkSZIkSapbFjYkqY+LiCMj4tGIWBYRFzRzPiLi0uL8AxFxUNG+b0TcX/Z6PiLO6/YvIEmSpD6tTzzuVZLUvIjoB1wGvA9YBSyIiHmZ+XBZtxnA5OJ1CHA5cEhmPgocWHad1cBPui96SZIkyRUbktTXHQwsy8zlmbkVuAGY2aTPTODaLLkHGBYRY5v0eQ/w+8xs1zPHJUmSpM6ysCFJfds44Kmy41VFW3v7HA9c39wHRMSsiFgYEQs3bNjQyXAlSZKk17OwIUl9WzTTlu3pExEDgaOBHzX3AZl5RWZOz8zpo0aN6nCgkiRJUnPcY0NSXXnLnQ+x4dWGng5jB6MG9OfBdxzQ02F0xCpgz7Lj8cDT7ewzA7gvM9dVJUJJNalW8zHUdU6WpA6p1ZzcXfnYFRuS6kotJmyo3bgqsACYHBGTipUXxwPzmvSZB5xSPB3lUGBTZq4pO38CLdyGIqn3quW8V8uxSVI11Gre6664qlrYqOARgicVjw58ICLujohpbY2NiOER8auIeLz4uXs1v4Mk9WaZ2QCcA9wKPALcmJlLIuKsiDir6DYfWA4sA64EPtE4PiJ2pfRElZu7NXBJqmMdfcx22fl+EfG/EfHzsjbnyJL6rKoVNsoeITgDmAqcEBFTm3R7AvizzPwT4J+AKyoYewFwW2ZOBm4rjiVJHZSZ8zNzn8zcOzP/pWibk5lziveZmWcX59+SmQvLxm7JzBGZuamn4pekelLhHLn8MduzKD1mu9y5lIrR5ZwjS+qzqrlio81HCGbm3Zn5h+LwHkr3bbc1diZwTfH+GuCY6n0FSZIkqUt16jHbETEe+CBwVTNjnCNL6pOqWdio5PGA5c4A/l8FY0c33ttd/NyjS6KVJEmSqq+zj9n+OvBZYHuTMRXNkX0Et6TeqJqFjUoeIVjqGPEuSoWNv2/v2BY/3KQtSZKk2tPhx2xHxIeA9Zm5qKMf7iO4JfVG1SxsVPIIQSLiTygtpZuZmRsrGLuubCneWGB9cx9u0pYkSVIN6sxjtg8Hjo6IFZRuYXl3RHy/6FPRHFmSeqNqFjbafIRgROxFaSf9kzPzsQrHzgNOLd6fCtxSxe8gSZIkdaUOP2Y7Mz+XmeMzc2Ix7r8z8y/LxjhHltQn9a/WhTOzISIaHyHYD5jb+AjB4vwc4IvACOBbEQHQUKyyaHZscemLgBsj4gzgSeDYan0HSZIkqStVOEeeDxxF6THbW4DTK7i0c2RJfVbVChtQeoQgpcRc3jan7P2ZwJmVji3aNwLv6dpIdzRmDKxbV+1P6ZjRo2Ht2p6OQpIkSR1RwRw5gbPbuMbtwO1lx90yR5akWlTNW1HqWq0WNaC2Y5MkSZIkqTtZ2JAkSZIkSXXLwoYkSZIkSapbFjYkSZIkSVLdsrAhSZIkSZLqloUNSZIkSZJUtyxsSJIkSZKkumVhQ5IkSZIk1S0LG5IkSZIkqW5Z2JAkSZIkSXXLwoYkSZIkSapbFjYkSZIkSVLdsrAhSZIkSZLqloUNSZIkSZJUtyxsSJIkSZKkumVhQ5IkSZIk1S0LG5IkSZIkqW5Z2JAkSZIkSXXLwoYkSZIkSapbFjYkqY+LiCMj4tGIWBYRFzRzPiLi0uL8AxFxUNm5YRFxU0QsjYhHIuJPuzd6SZIk9XUWNiSpD4uIfsBlwAxgKnBCRExt0m0GMLl4zQIuLzv3DeAXmTkFmAY8UvWgJUmSpDL9q3nxiDiS0qS3H3BVZl7U5PwU4DvAQcAXMnN20b4v8MOyrm8CvpiZX4+IC4G/BjYU5z6fmfOr+T1UmTGzx7DuxXU9HUazRg8ezdpPr+3pMKRadDCwLDOXA0TEDcBM4OGyPjOBazMzgXuKVRpjgReBI4DTADJzK7C1G2OXpLpUwRw5ivNHAVuA0zLzvojYBbgD2JnSPP6mzPxSMeZCnCNL6qOqVtgo+y3g+4BVwIKImJeZ5ZPlZ4FPAseUj83MR4EDy66zGvhJWZd/byyCqHbUalEDajs2qYeNA54qO14FHFJBn3FAA6UJ9HciYhqwCDg3M18sHxwRsyit9GCvvfbq0uAlqd5UOEcuXyl3CKWVcocArwDvzszNETEAuDMi/l9m3lOMc44sqU+q5q0or/0WsPgtXuNvAV+TmeszcwHwaivXeQ/w+8xcWb1QJanPimbassI+/SmtuLs8M99KaQXHDnt0ZOYVmTk9M6ePGjWqs/FKUr1rc45M2Uq5omgxLCLGFsebiz4DilfTnC1JfU41Cxst/YavvY4Hrm/Sdk6xgd3ciNi9owFKklgF7Fl2PB54usI+q4BVmXlv0X4TpUKHJKlllcyRW+wTEf0i4n5gPfCrshwMFcyRI2JWRCyMiIUbNmxorosk1Z1qFjYq+S1g6xeIGAgcDfyorPlyYG9Kt6qsAS5uYaxJW5LatgCYHBGTipx7PDCvSZ95wCnF01EOBTZl5prMXAs8VeyLBKUVdg8jSWpNZ1bKkZnbMvNASkXmgyPigOJ8RXNkV9FJ6o2quXloJb8FbMsM4L7MfG2DhPL3EXEl8PPmBmbmFcAVANOnT3eJniQ1IzMbIuIc4FZKm9jNzcwlEXFWcX4OMJ/SBnbLKG1id3rZJf4WuK4oiixvck6StKPOrJR7TWY+FxG3A0cCD1U6R5ak3qiahY3XfgtIafPP44ET23mNE2hyG0pxf+Ga4vAjwEOdDVSS+rJi1/z5TdrmlL1P4OwWxt4PTK9mfJLUy1QyR55H6baSGyhtGropM9dExCjg1aKoMQh4L/Bv4BxZUt9WtcJGJb8FjIgxwEJgN2B7RJwHTM3M5yNiV0q7RX+8yaW/GhEHUlqOt6KZ85IkSVJN6uRKubHANcWTVXYCbszMxpUZzpEl9VnVXLFRyW8B11JaWtfc2C3AiGbaT+7iMCVJkqRu09GVcpn5APDWFq7pHFlSn1XNzUMlSZIkSZKqysKGJEmSJEmqWxY2JEmSJElS3bKwIUmSJEmS6paFDUmSJEmSVLeq+lQUSa2b/s+/4pnNW3s6jGaNHDKQhf/wvp4OQ5IkSZJa5YoNqQfValEDajs2SZIkSWpkYUOSJEmSJNUtCxuSJEmSJKluWdiQJEmSJEl1y8KGJEmSJEmqWxY2JEmSJElS3WqzsBER51bSJknqOeZqSepe5l1Jqh2VrNg4tZm207o4DklS5/TqXD1mDETU3mvMmJ7+k5HUg3p13pWketK/pRMRcQJwIjApIuaVnRoKbKx2YJKktvWVXL1uXU9H0LxajUtS9fSVvCtJ9aTFwgZwN7AGGAlcXNb+AvBANYOSJFXMXC1J3cu8K0k1psXCRmauBFYCf9p94UiS2sNcLUndy7wrSbWntVtR7szMd0TEC0CWnwIyM3erenSSpFaZqyWpe5l3Jan2tLZi4x3Fz6HdF44kqT3M1ZLUvcy7klR7Knnc66ERMbTseEhEHFLdsCRJ7WGulqTuZd6VpNpRyeNeLwc2lx1vKdokSbXDXC1J3cu8K0k1opLCRmTma/cPZuZ2Wn+ayh8HRhwZEY9GxLKIuKCZ81Mi4ncR8UpEfLrJuRUR8WBE3B8RC8vah0fEryLi8eLn7pXEIkm9XIdztSSpQ6o5R46IuLQ4/0BEHFS07xIR/xMRiyNiSUT8Y9kY58iS+qxKChvLI+KTETGgeJ0LLG9rUET0Ay4DZgBTgRMiYmqTbs8CnwRmt3CZd2XmgZk5vaztAuC2zJwM3FYcS1Jf16FcLUnqsGrOkWcAk4vXLP64EuQV4N2ZOQ04EDgyIg4tzjlHltRnVVLYOAs4DFgNrAIOoZRg23IwsCwzl2fmVuAGYGZ5h8xcn5kLgFfbEfNM4Jri/TXAMe0YK0m9VUdztSSpY6o2Ry6Or82Se4BhETG2OG68/WVA8cqyMc6RJfVJbS6Xy8z1wPEduPY44Kmy48aEX6kEfhkRCXw7M68o2kdn5poitjURsUdzgyNiFsVfLnvttVd7Y5ekutKJXE1EHAl8A+gHXJWZFzU5H8X5oyjdQ35aZt5XnFsBvABsAxqarLCTpF6rynPk5vqMA9YUKz4WAW8GLsvMe4s+zpEl9VktFjYi4rOZ+dWI+Cavf0Y3AJn5yTauHc207XCdVhyemU8XSflXEbE0M++odHBRCLkCYPr06e35XEmqG53N1WVLot9HaeK8ICLmZebDZd3Kl0QfQmlJdPkk/F2Z+Uznvokk1YdumiO32CcztwEHRsQw4CcRcUBmPtR25K/F5xxZUq/T2oqNxkntwlb6tGYVsGfZ8Xjg6UoHZ+bTxc/1EfETSsv27gDWFUvx1kTEWGB9B+OTpN6gs7n6tSXRABHRuCS6vLDx2pJo4J6IaFwSvaajQUtSHeuOOXKbfTLzuYi4HTgSeAjnyJL6sNYKG38B/BwYlpnf6MC1FwCTI2ISpXsPjwdOrGRgRAwGdsrMF4r37we+XJyeB5wKXFT8vKUDsUlSb9HZXN2pJdG0fNugetiY2WNY9+K6ng5jB6MHj2btp9f2dBhSZ3THHHkecE5RbD4E2FQULEYBrxZFjUHAe4F/KxvjHFlSn9RaYeNtETEB+KuIuJYmS+Iy89nWLpyZDRFxDnArpfu252bmkog4qzg/JyLGUKp27wZsj4jzKO0OPZLS0rrGGH+Qmb8oLn0RcGNEnAE8CRzbni8sSb1Mp3J10/6Nw9rRp83bBr2fu2fUYlEDajcuqR2qPkcG5lPa12gZpb2NTi+GjwWuKW4j3Am4MTN/Xpxzjiypz2qtsDEH+AXwJkobFJUn7SzaW5WZ8ykl5vK2OWXv11JaWtfU88C0Fq65EXhPW58tSX1EZ3N1p5ZEt3Lb4B+D8H5uSb1Ld8yREzi7mXEPAG9t4ZrOkSX1WS0+7jUzL83M/ShVkd+UmZPKXm0mbElS9XVBrn5tSXREDKS0JHpekz7zgFOi5FD+uCR6cEQMhdduIXw/pfu8JanXco4sSbWnxcJGo8z8m4h4R0ScDhARI4t7AiVJNaKjuTozG4DGJdGPUFrWvCQizmpcFk3pt4rLKS2JvhL4RNE+GrgzIhYD/wP8Z9ltg5LUqzlHlqTa0dqtKABExJeA6cC+wHeAgcD3gcOrG5okqVKdydWdWBK9nBZuG5Sk3s45siTVjjZXbAAfAY4GXoTX7qceWs2gJEntZq6WpO5l3pWkGlFJYWNr8du6hNfuo5Yk1RZztSR1L/OuJNWISgobN0bEt4FhEfHXwH9RusdaklQ7zNWS1L3Mu5JUI9rcYyMzZ0fE+yg9gnVf4IuZ+auqRyZJqpi5WpK6l3lXkmpHm4UNgCJJm6glqYaZqyWpe5l3Jak2tFjYiIgXKO4ZbE5m7laViCRJFTNXS1L3Mu9KUu1psbCRmUMBIuLLwFrge0AAJ+GOz5JUE8zVktS9zLuSVHsquRXlA5l5SNnx5RFxL/DVKsUkSWo/c7XUCdP/+Vc8s3lrT4fRrJFDBrLwH97X02FoR30y744ZA+vW9XQUzRs9Gtau7ekoJPWESp6Ksi0iToqIfhGxU0ScBGyrdmCSpHYxV0udUKtFDajt2Pq4Ppl3a7WoAbUdm6TqqqSwcSJwHLCueB1btEmSaoe5WpK6l3lXkmpEJY97XQHMrH4okqSOMldLUvcy76pSY2aPYd2LtbecZPTg0az9tPfuqHeoZMWGJEmSJKkDarGoAbUbl9QRFjYkSZIkSVLdarOwERH9uiMQSVLHmaslqXuZdyWpdlSyYmNZRHwtIqZWPRpJUkeZqyWpe5l3JalGVFLY+BPgMeCqiLgnImZFxG5VjkuS1D7maknqXuZdSaoRbRY2MvOFzLwyMw8DPgt8CVgTEddExJurHqEkqU3maknqXuZdSaodFe2xERFHR8RPgG8AFwNvAn4GzK9yfJKkCpirJal7mXclqXZUcivK45Se0f21zHxrZl6Smesy8ybgF60NjIgjI+LRiFgWERc0c35KRPwuIl6JiE+Xte8ZEb+OiEciYklEnFt27sKIWB0R9xevoyr/upLUa3U4V0uSOqSac+SIiEuL8w9ExEFFu3NkSWpG/wr6nJKZd5Y3RMThmXlXZn6ypUHFTtGXAe8DVgELImJeZj5c1u1Z4JPAMU2GNwCfysz7ImIosCgiflU29t8zc3YFsUtSX9GhXC1J6rBqzpFnAJOL1yHA5cVP58iS1IxKVmxc2kzbNysYdzCwLDOXZ+ZW4AZKVe3XZOb6zFwAvNqkfU1m3le8fwF4BBhXwWdKUl/V0VwtSeqYqs2Ri+Nrs+QeYFhEjHWOLEnNa3HFRkT8KXAYMCoizi87tRtQyXO7xwFPlR2volRpbpeImAi8Fbi3rPmciDgFWEipav2HZsbNAmYB7LXXXu39WEmqC12QqyVJ7dBNc+Tm+owD1pTFMRHnyJIEtL5iYyAwhFLxY2jZ63ngzyu4djTTlu0JLiKGAD8GzsvM54vmy4G9gQMpJfeLmxubmVdk5vTMnD5q1Kj2fKwk1ZPO5mpJUvt0xxy51T7OkSXp9VpcsZGZvwF+ExHfzcyVHbj2KmDPsuPxwNOVDo6IAZQS9nWZeXNZXOvK+lwJ/LwDsUlSr9AFuVqS1A7dNEdusY9zZPUF0//5VzyzeWtPh7GDkUMGsvAf3tfTYagZrd2K8vXMPA/4j4jYYaVFZh7dxrUXAJMjYhKwGjgeOLGSoCIigKuBRzLzkibnxmZm4zK8jwAPVXJNSeqNuiBXS5LaoZvmyPMo3VZyA6XbVDZl5hrnyOorarGoAbUbl1p/Ksr3ip8d2lk5Mxsi4hzgVkr3G87NzCURcVZxfk5EjKF0D+BuwPaIOA+YCvwJcDLwYETcX1zy85k5H/hqRBxIaTneCuDjHYlPknqJTuVqSVK7VX2ODMwHjgKWAVuA04vhh+McWZJ20NqtKIuKtwuBlzJzO7z2iKqdK7l4kWTnN2mbU/Z+LaWldU3dSfP3FpKZJ1fy2ZLUF3RFro6II4FvUJpgX5WZFzU5H8X5oyhNsE9r3JW/7LMWAqsz80Od+0aSVNu6aY6cwNnNjHOOLEnNqORxr7cBu5YdDwL+qzrhSJI6qEO5upiIXwbMoLRi7oSImNqk2wxgcvGaRWmDunLnUnrkoCT1Jc6RJalGVFLY2CUzNzceFO93baW/JKn7dTRXHwwsy8zlmbkVuAGY2aTPTODaLLkHGBYRYwEiYjzwQeCqrvgSklRHnCNLUo2opLDxYkQc1HgQEW8DXqpeSJKkDuhorh4HPFV2vKpoq7TP14HPAtvbGa8k1TvnyJJUI1rbPLTRecCPIqLxMVRjgb+oWkSSpI44j47l6ubu1W66y3+zfSLiQ8D6zFwUEe9s8QMiZlG6hYW99tqrgpAkqS6ch3NkSaoJbRY2MnNBREwB9qU0uV2ama9WPTJJUsU6katXAXuWHY8Hnq6wz58DR0fEUcAuwG4R8f3M/MsmsV0BXAEwffr0HR6NKEn1yDmyJNWONgsbETEA+BvgiKLp9oj4tolbkmpHJ3L1AmByREwCVgPHAyc26TMPOCcibgAOATZl5hrgc8WLYsXGp5sWNSSpt3KOLEm1o5JbUS4HBgDfKo5PLtrOrFZQkqR261CuzsyGiDgHuJXS417nZuaSiDirOD+H0iMJjwKWUXrc6+lV+QaSVF+cI0tSjaiksPH2zJxWdvzfEbG4WgFJkjqkw7k6M+dTKl6Ut80pe5/A2W1c43bg9kqDlaRewDmyJNWISp6Ksi0i9m48iIg3AduqF5IkqQPM1ZLUvcy7klQjKlmx8Rng1xGxnNLGSBNwGbIk1RpztSR1L/OuJNWISp6KcltETOb1Oz6/UvXIJEkVM1dLUvcy70pS7WixsBERH23h1N4RQWbeXKWYJEkVMldLUvcy70pS7WltxcaHWzmXgElbknqeuVqSupd5V5JqTIuFjcz0HkFJqnHmaknqXuZdSao9bT4VJSJGR8TVEfH/iuOpEXFG9UOTJFXKXC1J3cu8K0m1o5LHvX4XuBV4Y3H8GHBeleKRJHXMdzFXS1J3+i7mXUmqCZUUNkZm5o3AdoDMbMBndEtSrTFXS1L3Mu9KUo2opLDxYkSMoLQZEhFxKLCpqlFJktrLXC1J3cu8K0k1orWnojT6FDCP0iOs7gJGAX9e1agkSe1lrpak7mXelaQa0WZhIzMXRcSfAfsCATyama9WPTJJUsXM1ZLUvcy7klQ7KnkqymLgs8DLmfmQCVuSao+5WpK6l3lXkmpHJXtsHA00ADdGxIKI+HRE7FXJxSPiyIh4NCKWRcQFzZyfEhG/i4hXIuLTlYyNiOER8auIeLz4uXslsUhSL9fhXC1J6pBqzpEjIi4tzj8QEQcV7XtGxK8j4pGIWBIR55aNcY4sqc9qs7CRmSsz86uZ+TbgROBPgCfaGhcR/YDLgBnAVOCEiJjapNuzwCeB2e0YewFwW2ZOBm4rjiWpT+torpYkdUyV58gzgMnFaxZwedHeAHwqM/cDDgXOdo4sSZWt2CAiJkbEZ4EbgCmUlt215WBgWWYuz8ytxdiZ5R0yc31mLgCaLt1rbexM4Jri/TXAMZV8B0nq7TqYqyVJHVStOXJxfG2W3AMMi4ixmbkmM+8DyMwXgEeAcWVjnCNL6pPa3Dw0Iu4FBgA3Asdm5vIKrz0OeKrseBVwSBeMHZ2ZawAyc01E7NFC3LMoVbjZay9XY0vq3TqRqyVJHVDlOXJzfcYBa8o+fyLwVuDeosk5sqQ+q5LHvZ6amUs7cO1opi27YWypc+YVwBUA06dPb9dYSapDHc3VkqSOqeYcudU+ETEE+DFwXmY+354Pd44sqTeqZI+Njk6UVwF7lh2PB57ugrHrImIsQPFzfQfjk6Rew6KGJHWvKs+RW+wTEQMoFTWuy8yby/o4R5bUZ1W0x0YHLQAmR8SkiBgIHA/M64Kx84BTi/enArd0YcySJElSNVUyR54HnFI8HeVQYFNxe0kAVwOPZOYlzYxxjiypT6rkVpQOycyGiDgHuBXoB8zNzCURcVZxfk5EjAEWArsB2yPiPGBqZj7f3Nji0hdReqzWGcCTwLHV+g6SJElSV6pkjgzMB44ClgFbgNOL4YcDJwMPRsT9RdvnM3M+zpEl9WEtFjYi4qOtDWyy9K2lPvMpJebytjll79dSWlpX0diifSPwnrY+W5L6gq7I1ZKkynXTHDmBs5sZdyfN77/hHFlSn9baio0PFz/3AA4D/rs4fhdwO+BkWZJ6nrlakrqXeVeSakyLhY3MPB0gIn5O6faQNcXxWOCy7glPktQac7UkdS/zriTVnko2D53YmLAL64B9qhSPJKljzNWS1L3Mu5JUIyrZPPT2iLgVuJ7S87OPB35d1agkSe1lrpak7mXelaQa0WZhIzPPiYiPAEcUTVdk5k+qG5YkqT3M1ZLUvcy7klQ7Kn3c633AC5n5XxGxa0QMzcwXqhmYJKndOpSrI+JI4BuUHjt4VWZe1OR8FOePovTYwdMy876I2AW4A9iZ0t8nN2Xml7r2K0lSTXOOLEk1oM09NiLir4GbgG8XTeOAn1YxJklSO3U0V0dEP0qb3c0ApgInRMTUJt1mAJOL1yzg8qL9FeDdmTkNOBA4MiIO7dQXkaQ64RxZkmpHJZuHng0cDjwPkJmPU3q8lSSpdnQ0Vx8MLMvM5Zm5FbgBmNmkz0zg2iy5BxgWEWOL481FnwHFK7vgu0hSPXCOLEk1opLCxivFZBeAiOiPE1dJqjUdzdXjgKfKjlcVbRX1iYh+EXE/sB74VWbe2/QDImJWRCyMiIUbNmyo5LtIUj1wjixJNaKSwsZvIuLzwKCIeB/wI+Bn1Q1LktROHc3V0Uxb04l5i30yc1tmHgiMBw6OiAN26Jh5RWZOz8zpo0aNqiAkSaoLzpElqUZUUti4ANgAPAh8HJifmV+oalSSpPbqaK5eBexZdjweeLq9fTLzOeB24Mj2BC1Jdcw5siTViEoKG3+bmVdm5rGZ+eeZeWVEnFv1yCRJ7dHRXL0AmBwRkyJiIHA8MK9Jn3nAKVFyKLApM9dExKiIGAYQEYOA9wJLu+4rSVJNc44sSTWiksLGqc20ndbFcUiSOqdDuTozG4BzgFuBR4AbM3NJRJwVEWcV3eYDy4FlwJXAJ4r2scCvI+IBSgWSX2Xmzzv1LSSpfjhHlqQa0b+lExFxAnAiMCkiyn97NxTYWO3AJElt64pcnZnzKRUvytvmlL1PSrv/Nx33APDWDoQtSXXLObIk1Z4WCxvA3cAaYCRwcVn7C8AD1QxKklQxc7UkdS/zriTVmBYLG5m5ElgJ/Gn3hSNJag9ztSR1L/OuJNWeNvfYiIhDI2JBRGyOiK0RsS0inu+O4CRJlTFXS1L3Mu9KUu2oZPPQ/wBOAB4HBgFnAt+sZlCSpHYzV0tS9zLvSlKNaG2Pjddk5rKI6JeZ24DvRMTdVY5LktRO5mpJ6l7mXUmqDZUUNrZExEDg/oj4KqXNkgZXNyxJUjuZqyWpe5l3JalGVHIryslFv3OAF4E9gY9VMyhJUruZqyWpe5l3JalGtFrYiIh+wL9k5suZ+Xxm/mNmnp+Zyyq5eEQcGRGPRsSyiLigmfMREZcW5x+IiIOK9n0j4v6y1/MRcV5x7sKIWF127qj2f21J6j06m6slSe3TU3Pk4tzciFgfEQ81GeMcWVKf1Wpho7hfcFSxzK5dioR/GTADmAqcEBFTm3SbAUwuXrOAy4vPfTQzD8zMA4G3AVuAn5SN+/fG85k5v72xSVJv0plcLUlqv56aIxe+CxzZwuWdI0vqkyrZY2MFcFdEzKO0zA6AzLykjXEHA8syczlARNwAzAQeLuszE7g2MxO4JyKGRcTYzFxT1uc9wO+LZ4ZLkpq3go7laklSx6ygB+bImXlHREzswu8hSXWvkj02ngZ+XvQdWvZqyzjgqbLjVUVbe/scD1zfpO2cYlne3IjYvbkPj4hZEbEwIhZu2LChgnAlqa51NFdLkjqmp+fIzXGOLKlPanPFRmb+YwevHc1drj19iuV9RwOfKzt/OfBPRb9/Ai4G/mqHi2ReAVwBMH369KafK0m9SidytSSpA3pyjtwC58iS+qw2CxsR8TN2TKSbgIXAtzPz5RaGrqK0O3Sj8ZQq2+3pMwO4LzPXNTaUv4+IKylVyiWpT+tErpYkdUAPz5F34BxZUl9Wya0oy4HNwJXF63lgHbBPcdySBcDkiJhUrLw4HpjXpM884JRi5+dDgU1N9tc4gSa3oUTE2LLDjwCv2xFakvqojuZqSVLH9OQceQfOkSX1ZZVsHvrWzDyi7PhnEXFHZh4REUtaGpSZDRFxDnAr0A+Ym5lLIuKs4vwcYD5wFLCM0pNPTm8cHxG7Au8DPt7k0l+NiAMpVchXNHNekvqiDuVqSVKH9dQc+XrgncDIiFgFfCkzr8Y5sqQ+rJLCxqiI2CsznwSIiL2AkcW5ra0NLB4zNb9J25yy9wmc3cLYLcCIZtpPriBmSeprOpyrJUkd0lNz5BNaaHeOLKnPqqSw8Sngzoj4PaWNjCYBn4iIwcA11QxOklQxc7UkdS/zriTViEqeijI/IiYDUygl7aVlmyF9vYqxSZIqZK6WpO5l3pWk2tHm5qHFXhefAc7JzPuBPSPiQ9UOTJJUOXO1JHUv864k1Y5KnoryHUr3Cf5pcbwK+OeqRSRJ6ghztSR1L/OuJNWISgobe2fmV4FXATLzJUrL7SRJtcNcLUndy7wrSTWiksLG1ogYROnRUUTE3sArVY1KktRe5mpJ6l7mXUmqEZU8FeVC4BeU7hu8DjicsmdpS5JqwoWYqyWpO12IeVeSakIlT0X5ZUQsAg6ltLzu3Mx8puqRSZIqZq6WpO5l3pWk2lHJU1Fuy8yNmfmfmfnzzHwmIm7rjuAkSZUxV0tS9zLvSlLtaHHFRkTsAuwKjIyI3fnjZki7AW/shtgkSW0wV0tS9zLvSlLtae1WlI8D51FK0Iv4Y9J+HrisumFJkirU6VwdEUcC3wD6AVdl5kVNzkdx/ihgC3BaZt4XEXsC1wJjgO3AFZn5jc5+IUmqcc6RJanGtFjYKCan34iIv83Mb3ZjTJKkCnU2V0dEP0oT8fcBq4AFETEvMx8u6zYDmFy8DgEuL342AJ8qihxDgUUR8asmYyWpV3GOLEm1p5LNQ78ZEYcBE8v7Z+a1VYxLktQOncjVBwPLMnM5QETcAMwEyosTM4FrMzOBeyJiWESMzcw1wJric16IiEeAcU3GSlKv5BxZkmpHm4WNiPgesDdwP7CtaE5Ky48lSTWgE7l6HPBU2fEqSqsx2uozjqKoUXz+ROCtwL3NxDYLmAWw1157tRGOJNUH58iSVDvaLGwA04GpxW/qJEm1qaO5Opppa3qNVvtExBDgx8B5mfn8Dh0zrwCuAJg+fbp/l0jqLZwjS1KNaPNxr8BDlDaGkyTVro7m6lXAnmXH44GnK+0TEQMoFTWuy8ybO/D5klSvnCNLUo2oZMXGSODhiPgf4JXGxsw8umpRSZLaq6O5egEwOSImAauB44ETm/SZB5xT7L9xCLApM9cUT0u5GngkMy/pou8hSfXCObIk1YhKChsXVjsISVKnXdiRQZnZEBHnALdSetzr3MxcEhFnFefnAPMpPep1GaXHvZ5eDD8cOBl4MCLuL9o+n5nzO/olJKmOXNjTAUiSSip5KspvuiMQSVLHdSZXF4WI+U3a5pS9T+DsZsbdSfP7b0hSr+ccWZJqR4uFjYh4gR03kIPSJDYzc7eqRSVJqoi5WpK6l3lXkmpPi4WNzBzanYFIktrPXC1J3cu8K0m1p5KnonRYRBwZEY9GxLKIuKCZ8xERlxbnH4iIg8rOrYiIByPi/ohYWNY+PCJ+FRGPFz93r+Z3kCRJkrpSJ+fIcyNifUQ81GSMc2RJfVbVChsR0Q+4DJgBTAVOiIipTbrNACYXr1nA5U3OvyszD8zM6WVtFwC3ZeZk4LbiWJIkSap5XTBH/i5wZDOXdo4sqc+q5oqNg4Flmbk8M7cCNwAzm/SZCVybJfcAwyJibBvXnQlcU7y/BjimC2OWJEmSqqlTc+TMvAN4tpnrOkeW1GdVs7AxDniq7HhV0VZpnwR+GRGLImJWWZ/RmbkGoPi5R3MfHhGzImJhRCzcsGFDJ76GJEmS1GU6O0duiXNkSX1WNQsbzT0CsOkO0q31OTwzD6K0FO/siDiiPR+emVdk5vTMnD5q1Kj2DJUkSZKqpbNz5E5xjiypN6pmYWMVsGfZ8Xjg6Ur7ZGbjz/XATygt2wNY17gUr/i5vssjlyRJkqqjU3PkVjhHltRnVbOwsQCYHBGTImIgcDwwr0mfecApxc7PhwKbMnNNRAyOiKEAETEYeD/wUNmYU4v3pwK3VPE7SJIkSV2pw3PkNq7rHFlSn9W/WhfOzIaIOAe4FegHzM3MJRFxVnF+DjAfOApYBmwBTi+GjwZ+EhGNMf4gM39RnLsIuDEizgCeBI6t1neQJEmSulIn58hExPXAO4GREbEK+FJmXo1zZEl9WNUKGwCZOZ9SYi5vm1P2PoGzmxm3HJjWwjU3Au/p2kglSZKk7tHROXJx7oQW2p0jS+qzqnkriiRJkiRJUlVZ2JAkSZIkSXXLwoYkSZIkSapbFjYkSZIkSVLdsrAhSZIkSZLqloUNSZIkSZJUtyxsSJIkSZKkumVhQ5IkSZIk1S0LG5IkSZIkqW5Z2JAkSZIkSXXLwoYkSZIkSapbFjYkSZIkSVLdsrAhSZIkSZLqloUNSZIkSZJUtyxsSJIkSZKkumVhQ5L6uIg4MiIejYhlEXFBM+cjIi4tzj8QEQeVnZsbEesj4qHujVqSJEkqsbAhSX1YRPQDLgNmAFOBEyJiapNuM4DJxWsWcHnZue8CR1Y/UkmSJKl5FjYkqW87GFiWmcszcytwAzCzSZ+ZwLVZcg8wLCLGAmTmHcCz3RqxJEmSVMbChiT1beOAp8qOVxVt7e0jSZIk9QgLG5LUt0UzbdmBPi1/QMSsiFgYEQs3bNjQruAkSZKktljYkKS+bRWwZ9nxeODpDvRpUWZekZnTM3P6qFGjOhyoJPUWndy0udmxEXFhRKyOiPuL11Hd9X0kqadVtbDR0aQdEXtGxK8j4pGIWBIR55aNMWlLUtdZAEyOiEkRMRA4HpjXpM884JQiZx8KbMrMNd0dqCT1Bp3ZtLmCsf+emQcWr/nV/SaSVDuqVtjo5E77DcCnMnM/4FDgbJO2JHW9zGwAzgFuBR4BbszMJRFxVkScVXSbDywHlgFXAp9oHB8R1wO/A/aNiFURcUa3fgFJqj+d2bS5krGS1Of0r+K1X0u8ABHRmHgfLuvzWtIG7omIYRExtvhN4BqAzHwhIh6htFHdw0iSulRRIJ7fpG1O2fsEzm5h7AnVjU6Sep3mNmQ+pII+4yoYe05EnAIspPRLwj90VdCSVMuqeStKl+y0HxETgbcC95Y1n1PcujI3InZv7sPdrE6SJEk1qDObNrc29nJgb+BASr8gvLjZD3eOLKkXqmZho9M77UfEEODHwHmZ+XzRXFHSdrM6SZIk1aDObNrc4tjMXJeZ2zJzO6XbBg9u7sOdI0vqjapZ2OjUTvsRMYBSUeO6zLy5sUOlSVuSJEmqQZ3ZtLnFscUeHI0+AjxU7S8iSbWimntsvJZ4gdWUEu+JTfrMo3RbyQ2U7g/clJlrIiKAq4FHMvOS8gFle3CASVuSJEl1JDMbIqJx0+Z+wNzGTZuL83Mo7Xt0FKVNm7cAp7c2trj0VyPiQEqrn1cAH++2LyVJPaxqhY3OJG3gcOBk4MGIuL9o+3yxwZ1JW5IkSXWrk5s27zC2aD+5i8OUpLpRzRUbHU7amXknze+/YdKWJEmSJEmvqeYeG5IkSZIkSVVlYUOSJEmSJNUtCxuSJEmSJKluWdiQJEmSJEl1y8KGJEmSJEmqWxY2JEmSJElS3bKwIUmSJEmS6paFDUmSJEmSVLcsbEiSJEmSpLplYUOSJEmSJNUtCxuSJEmSJKluWdiQJEmSJEl1y8KGJEmSJEmqWxY2JEmSJElS3bKwIUmSJEmS6paFDUmSJEmSVLcsbEiSJEmSpLplYUOSJEmSJNUtCxuSJEmSJKluWdiQJEmSJEl1q6qFjYg4MiIejYhlEXFBM+cjIi4tzj8QEQe1NTYihkfEryLi8eLn7tX8DpLU21UjV0uSWuYcWZK6VtUKGxHRD7gMmAFMBU6IiKlNus0AJhevWcDlFYy9ALgtMycDtxXHkqQOqGKuliQ1wzmyJHW9aq7YOBhYlpnLM3MrcAMws0mfmcC1WXIPMCwixrYxdiZwTfH+GuCYKn4HSertqpWrJUnNc44sSV2smoWNccBTZcerirZK+rQ2dnRmrgEofu7RhTFLUl9TrVwtSWqec2RJ6mL9q3jtaKYtK+xTydjWPzxiFqWlewCbI+LR9oyvddHcn5BaFRf6h9Ze8W89HUF96eD/YRO6Nop2q3quNh+rKfNx+5mP268D/5d1Vz52jlxF5uT2MR+3n/m4/bpjjlzNwsYqYM+y4/HA0xX2GdjK2HURMTYz1xRL8tY39+GZeQVwRcfDl6Q+oVq5+jXmY0l6HefIktTFqnkrygJgckRMioiBwPHAvCZ95gGnFDs/HwpsKpbOtTZ2HnBq8f5U4JYqfgdJ6u2qlaslSc1zjixJXaxqKzYysyEizgFuBfoBczNzSUScVZyfA8wHjgKWAVuA01sbW1z6IuDGiDgDeBI4tlrfQZJ6uyrmaklSM5wjS1LXi8x23ZYnSZIkSZJUM6p5K4okSZIkSVJVWdiQJEmSJEl1y8KGJEmSJEmqWxY2JEmSJElS3bKwIUmSJEmS6paFDUmSJEmSVLcsbEiSJEmSpLplYUOSJEmSJNWt/w+6i80nmhUkkgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "validation.plot_integrated_deficit()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Wind farm power validation" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1080x360 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "validation.plot_multiwake_power()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.8.2" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} \ No newline at end of file diff --git a/py_wake/__init__.py b/py_wake/__init__.py index 6cc653ebd..8a2abf4eb 100644 --- a/py_wake/__init__.py +++ b/py_wake/__init__.py @@ -1,9 +1,17 @@ +"""PyWake + +An open source wind farm simulation tool capable of calculating wind farm flow fields, +power production and annual energy production (AEP) of wind farms. +""" import pkg_resources from .deficit_models.noj import NOJ, NOJLocal from .deficit_models.fuga import Fuga, FugaBlockage from .deficit_models.gaussian import BastankhahGaussian, IEA37SimpleBastankhahGaussian from .deficit_models.gcl import GCL, GCLLocal from py_wake.flow_map import HorizontalGrid, XYGrid, YZGrid +from py_wake.wind_farm_models.wind_farm_model import WindFarmModel +from py_wake.deficit_models.deficit_model import DeficitModel + plugins = { entry_point.name: entry_point.load() diff --git a/py_wake/deficit_models/__init__.py b/py_wake/deficit_models/__init__.py index 033cc6f4e..0d9bd56f3 100644 --- a/py_wake/deficit_models/__init__.py +++ b/py_wake/deficit_models/__init__.py @@ -1,4 +1,4 @@ -from .deficit_model import DeficitModel +from .deficit_model import DeficitModel, WakeDeficitModel, BlockageDeficitModel from .selfsimilarity import SelfSimilarityDeficit from .noj import NOJDeficit, NOJLocalDeficit from .gaussian import BastankhahGaussianDeficit, IEA37SimpleBastankhahGaussianDeficit, \ diff --git a/py_wake/deficit_models/deficit_model.py b/py_wake/deficit_models/deficit_model.py index 54c76c440..08127b086 100644 --- a/py_wake/deficit_models/deficit_model.py +++ b/py_wake/deficit_models/deficit_model.py @@ -43,7 +43,15 @@ class DeficitModel(ABC): raise NotImplementedError("wake_radius not implemented for %s" % self.__class__.__name__) -class ConvectionDeficitModel(DeficitModel): +class BlockageDeficitModel(DeficitModel): + pass + + +class WakeDeficitModel(DeficitModel): + pass + + +class ConvectionDeficitModel(WakeDeficitModel): @abstractmethod def calc_deficit_convection(self): diff --git a/py_wake/deficit_models/fuga.py b/py_wake/deficit_models/fuga.py index 21ab7f55f..9dc987ce3 100644 --- a/py_wake/deficit_models/fuga.py +++ b/py_wake/deficit_models/fuga.py @@ -2,7 +2,7 @@ import os import struct from numpy import newaxis as na import numpy as np -from py_wake.deficit_models.deficit_model import DeficitModel +from py_wake.deficit_models.deficit_model import DeficitModel, WakeDeficitModel, BlockageDeficitModel from py_wake.superposition_models import LinearSum from py_wake.wind_farm_models.engineering_models import PropagateDownwind, All2AllIterative from py_wake.rotor_avg_models.rotor_avg_model import RotorCenter @@ -86,7 +86,7 @@ class FugaUtils(): return luts.reshape((len(UVLT), len(zlevels or self.zlevels), self.ny // 2, self.nx)) -class FugaDeficit(DeficitModel, FugaUtils): +class FugaDeficit(WakeDeficitModel, BlockageDeficitModel, FugaUtils): ams = 5 invL = 0 args4deficit = ['WS_ilk', 'WS_eff_ilk', 'dw_ijlk', 'hcw_ijlk', 'dh_ijl', 'h_il', 'ct_ilk', 'D_src_il'] diff --git a/py_wake/deficit_models/gcl.py b/py_wake/deficit_models/gcl.py index 0993e92ad..172790761 100644 --- a/py_wake/deficit_models/gcl.py +++ b/py_wake/deficit_models/gcl.py @@ -1,5 +1,5 @@ import numpy as np -from py_wake.deficit_models.deficit_model import DeficitModel +from py_wake.deficit_models.deficit_model import WakeDeficitModel from py_wake.wind_farm_models.engineering_models import PropagateDownwind from py_wake.superposition_models import LinearSum from py_wake.rotor_avg_models.rotor_avg_model import RotorCenter @@ -146,7 +146,7 @@ def get_dU(x, r, R, CT, TI): return dU -class GCLDeficit(DeficitModel): +class GCLDeficit(WakeDeficitModel): """ Implemented according to: Larsen, G. C. (2009). A simple stationary semi-analytical wake model. @@ -217,7 +217,7 @@ def main(): if __name__ == '__main__': from py_wake.examples.data.iea37._iea37 import IEA37Site from py_wake.examples.data.iea37._iea37 import IEA37_WindTurbines - from py_wake.turbulence_models.gcl import GCLTurbulence + from py_wake.turbulence_models import GCLTurbulence import matplotlib.pyplot as plt # setup site, turbines and wind farm model diff --git a/py_wake/deficit_models/no_wake.py b/py_wake/deficit_models/no_wake.py index 77025dc4b..d2bc8ef08 100644 --- a/py_wake/deficit_models/no_wake.py +++ b/py_wake/deficit_models/no_wake.py @@ -1,9 +1,9 @@ -from py_wake.deficit_models import DeficitModel from numpy import newaxis as na import numpy as np +from py_wake.deficit_models import WakeDeficitModel -class NoWakeDeficit(DeficitModel): +class NoWakeDeficit(WakeDeficitModel): def calc_deficit(self, WS_ilk, dw_ijlk, **_): return (WS_ilk)[:, na] * (dw_ijlk > 0) * 0 diff --git a/py_wake/deficit_models/selfsimilarity.py b/py_wake/deficit_models/selfsimilarity.py index 3ff5277e0..5b640e7c2 100644 --- a/py_wake/deficit_models/selfsimilarity.py +++ b/py_wake/deficit_models/selfsimilarity.py @@ -1,10 +1,10 @@ import numpy as np from numpy import newaxis as na -from py_wake.deficit_models import DeficitModel from py_wake.deficit_models.no_wake import NoWakeDeficit +from py_wake.deficit_models import BlockageDeficitModel -class SelfSimilarityDeficit(DeficitModel): +class SelfSimilarityDeficit(BlockageDeficitModel): args4deficit = ['WS_ilk', 'D_src_il', 'dw_ijlk', 'cw_ijlk', 'ct_ilk'] def __init__(self, lambda_=0.587, eta=1.32): diff --git a/py_wake/deflection_models/jimenez.py b/py_wake/deflection_models/jimenez.py index 1abc983e9..054d5b5c8 100644 --- a/py_wake/deflection_models/jimenez.py +++ b/py_wake/deflection_models/jimenez.py @@ -23,7 +23,8 @@ class JimenezWakeDeflection(DeflectionModel): nominator_ijxl = (1 + (self.beta / D_src_il)[:, na, na, :] * dw_ijxl)**2 alpha = denominator_ilk[:, na, na] / nominator_ijxl[..., na] deflection_ijlk = np.trapz(np.sin(alpha), dw_ijxl[..., na], axis=2) - return dw_ijl[..., na], hcw_ijl[..., na] + deflection_ijlk + self.hcw_ijlk = hcw_ijl[..., na] + deflection_ijlk + return dw_ijl[..., na], self.hcw_ijlk def main(): diff --git a/py_wake/ground_models/__init__.py b/py_wake/ground_models/__init__.py index d87039288..304c11c19 100644 --- a/py_wake/ground_models/__init__.py +++ b/py_wake/ground_models/__init__.py @@ -1 +1 @@ -from .ground_models import Mirror, NoGround +from .ground_models import GroundModel, Mirror, NoGround diff --git a/py_wake/ground_models/ground_models.py b/py_wake/ground_models/ground_models.py index acb76d110..176851ab3 100644 --- a/py_wake/ground_models/ground_models.py +++ b/py_wake/ground_models/ground_models.py @@ -3,7 +3,8 @@ from numpy import newaxis as na class GroundModel(): - pass + def __init__(self): + pass class NoGround(GroundModel): diff --git a/py_wake/rotor_avg_models/__init__.py b/py_wake/rotor_avg_models/__init__.py index 744a23223..e86d99d0f 100644 --- a/py_wake/rotor_avg_models/__init__.py +++ b/py_wake/rotor_avg_models/__init__.py @@ -1,2 +1,2 @@ -from .rotor_avg_model import EqGridRotorAvg, GQGridRotorAvg, GridRotorAvg, PolarGridRotorAvg, RotorCenter,\ +from .rotor_avg_model import RotorAvgModel, EqGridRotorAvg, GQGridRotorAvg, GridRotorAvg, PolarGridRotorAvg, RotorCenter,\ CGIRotorAvg, polar_gauss_quadrature, gauss_quadrature diff --git a/py_wake/rotor_avg_models/rotor_avg_model.py b/py_wake/rotor_avg_models/rotor_avg_model.py index af49cea1a..712e0438b 100644 --- a/py_wake/rotor_avg_models/rotor_avg_model.py +++ b/py_wake/rotor_avg_models/rotor_avg_model.py @@ -11,6 +11,9 @@ class RotorAvgModel(): """ args4rotor_avg_deficit = ['hcw_ijlk', 'dh_ijl', 'D_dst_ijl'] + def __init__(self): + pass + def calc_deficit_convection(self, deficitModel, D_dst_ijl, **kwargs): self.deficitModel = deficitModel return self.deficitModel.calc_deficit_convection(D_dst_ijl=D_dst_ijl, **kwargs) diff --git a/py_wake/superposition_models.py b/py_wake/superposition_models.py index 6a1cdb475..e0d8197d0 100644 --- a/py_wake/superposition_models.py +++ b/py_wake/superposition_models.py @@ -3,6 +3,9 @@ from abc import ABC, abstractmethod class SuperpositionModel(ABC): + def __init__(self): + pass + @abstractmethod def calc_effective_WS(self, WS_xxx, deficit_jxxx): """Calculate effective wind speed diff --git a/py_wake/tests/notebook.py b/py_wake/tests/notebook.py index 1f730a40c..b0c942f8d 100644 --- a/py_wake/tests/notebook.py +++ b/py_wake/tests/notebook.py @@ -101,6 +101,13 @@ except ModuleNotFoundError: return line lines = [fix(l) for l in code.split("\n")] + + # import * only allowed at module level + # So extract and remove from code lines + module_imports = [l for l in lines if l.startswith('from') and l.endswith('import *')] + for l in module_imports: + lines.remove(l) + if len(lines) == 1 and lines[0] == '': return try: @@ -108,7 +115,12 @@ except ModuleNotFoundError: with contextlib.redirect_stdout(StringIO()): with contextlib.redirect_stderr(StringIO()): - exec("def test():\n " + "\n ".join(lines) + "\ntest()", {}, {}) + # execute module level imports (stored in l dict) and use a locals in execution of code + g, l = {}, {} + exec("\n".join(module_imports), g, l) + + code_str = "def test():\n " + "\n ".join(lines) + "\ntest()" + exec(code_str, l, {}) plt.close() except Exception as e: raise type(e)("Code error in %s\n%s\n" % (self.filename, str(e))).with_traceback(sys.exc_info()[2]) diff --git a/py_wake/tests/test_deficit_models/test_deficit_models.py b/py_wake/tests/test_deficit_models/test_deficit_models.py index d7a1ab6a1..56d992dbd 100644 --- a/py_wake/tests/test_deficit_models/test_deficit_models.py +++ b/py_wake/tests/test_deficit_models/test_deficit_models.py @@ -1,34 +1,27 @@ -from builtins import issubclass -import inspect -import os -import pkgutil - import pytest import matplotlib.pyplot as plt import numpy as np -from py_wake import deficit_models -from py_wake.deficit_models.deficit_model import DeficitModel, ConvectionDeficitModel +from py_wake.deficit_models.deficit_model import DeficitModel from py_wake.deficit_models.fuga import FugaDeficit, Fuga from py_wake.deficit_models.gaussian import BastankhahGaussianDeficit, IEA37SimpleBastankhahGaussianDeficit,\ ZongGaussianDeficit, NiayifarGaussianDeficit, BastankhahGaussian, IEA37SimpleBastankhahGaussian, ZongGaussian,\ NiayifarGaussian from py_wake.deficit_models.gcl import GCLDeficit, GCL, GCLLocal -from py_wake.deficit_models.no_wake import NoWakeDeficit from py_wake.deficit_models.noj import NOJDeficit, NOJ, NOJLocalDeficit, NOJLocal +from py_wake.deficit_models.selfsimilarity import SelfSimilarityDeficit +from py_wake.examples.data.hornsrev1 import Hornsrev1Site from py_wake.examples.data.iea37 import iea37_path from py_wake.examples.data.iea37._iea37 import IEA37_WindTurbines, IEA37Site from py_wake.examples.data.iea37.iea37_reader import read_iea37_windfarm from py_wake.flow_map import HorizontalGrid -from py_wake.rotor_avg_models.rotor_avg_model import RotorAvgModel from py_wake.superposition_models import SquaredSum, WeightedSum from py_wake.tests import npt from py_wake.tests.test_files import tfp -from py_wake.turbulence_models.gcl import GCLTurbulence -from py_wake.wind_farm_models.engineering_models import PropagateDownwind, All2AllIterative +from py_wake.turbulence_models.gcl_turb import GCLTurbulence from py_wake.turbulence_models.stf import STF2017TurbulenceModel -from py_wake.examples.data.hornsrev1 import Hornsrev1Site -from py_wake.deficit_models.selfsimilarity import SelfSimilarityDeficit +from py_wake.utils.get_models import get_models +from py_wake.wind_farm_models.engineering_models import PropagateDownwind, All2AllIterative class GCLLocalDeficit(GCLDeficit): @@ -36,20 +29,6 @@ class GCLLocalDeficit(GCLDeficit): GCLDeficit.__init__(self, use_effective_ws=True, use_effective_ti=True) -def get_all_deficit_models(): - - all_deficit_modules = [] - for loader, module_name, _ in pkgutil.walk_packages([os.path.dirname(deficit_models.__file__)]): - - _module = loader.find_module(module_name).load_module(module_name) - for n in dir(_module): - v = _module.__dict__[n] - if inspect.isclass(v) and issubclass(v, DeficitModel) and \ - v not in [DeficitModel, ConvectionDeficitModel] and not issubclass(v, RotorAvgModel): - all_deficit_modules.append(v()) - return all_deficit_modules - - @pytest.mark.parametrize( 'deficitModel,aep_ref', # test that the result is equal to last run (no evidens that these number are correct) @@ -385,11 +364,11 @@ def test_IEA37_ex16_windFarmModel(windFarmModel, aep_ref): npt.assert_array_almost_equal(aep_MW_l, aep_ref[1], 5) -@pytest.mark.parametrize('deficitModel', get_all_deficit_models()) -def test_own_deficit_is_zero(deficitModel): - site = Hornsrev1Site() - windTurbines = IEA37_WindTurbines() - wf_model = All2AllIterative(site, windTurbines, wake_deficitModel=deficitModel, - turbulenceModel=STF2017TurbulenceModel()) - sim_res = wf_model([0], [0]) - npt.assert_array_equal(sim_res.WS_eff, sim_res.WS.broadcast_like(sim_res.WS_eff)) +def test_own_deficit_is_zero(): + for deficitModel in get_models(DeficitModel): + site = Hornsrev1Site() + windTurbines = IEA37_WindTurbines() + wf_model = All2AllIterative(site, windTurbines, wake_deficitModel=deficitModel(), + turbulenceModel=STF2017TurbulenceModel()) + sim_res = wf_model([0], [0]) + npt.assert_array_equal(sim_res.WS_eff, sim_res.WS.broadcast_like(sim_res.WS_eff)) diff --git a/py_wake/tests/test_deficit_models/test_gcl.py b/py_wake/tests/test_deficit_models/test_gcl.py index 5dee2f76f..d382c7b15 100644 --- a/py_wake/tests/test_deficit_models/test_gcl.py +++ b/py_wake/tests/test_deficit_models/test_gcl.py @@ -6,7 +6,6 @@ from py_wake.tests import npt from py_wake.wind_farm_models.engineering_models import PropagateDownwind from py_wake.tests.check_speed import timeit from py_wake.examples.data.hornsrev1 import Hornsrev1Site, V80 -from py_wake.turbulence_models.stf import STF2017TurbulenceModel def test_GCL_ex80(): diff --git a/py_wake/tests/test_files/__init__.py b/py_wake/tests/test_files/__init__.py index 5834d312c..f35346e82 100644 --- a/py_wake/tests/test_files/__init__.py +++ b/py_wake/tests/test_files/__init__.py @@ -1,2 +1,2 @@ import os -tfp = os.path.dirname(__file__) + '/' +tfp = os.path.dirname(__file__).replace("\\", "/") + '/' diff --git a/py_wake/tests/test_rotor_avg_models.py b/py_wake/tests/test_rotor_avg_models.py index 4ac04a986..883520011 100644 --- a/py_wake/tests/test_rotor_avg_models.py +++ b/py_wake/tests/test_rotor_avg_models.py @@ -8,9 +8,10 @@ from py_wake.deficit_models.gaussian import IEA37SimpleBastankhahGaussian, IEA37 from py_wake.flow_map import HorizontalGrid from py_wake.wind_farm_models.engineering_models import All2AllIterative, PropagateDownwind from py_wake.superposition_models import SquaredSum, LinearSum -from py_wake.tests.test_deficit_models.test_deficit_models import get_all_deficit_models import pytest from py_wake.turbulence_models.stf import STF2017TurbulenceModel +from py_wake.utils.get_models import get_models +from py_wake.deficit_models.deficit_model import DeficitModel def test_RotorGridAvg_deficit(): @@ -191,19 +192,19 @@ def test_CGIRotorAvg(n, x, y, w): @pytest.mark.parametrize('WFM', [All2AllIterative, PropagateDownwind]) -@pytest.mark.parametrize('deficitModel', get_all_deficit_models()) -def test_with_all_deficit_models(WFM, deficitModel): +def test_with_all_deficit_models(WFM): site = IEA37Site(16) windTurbines = IEA37_WindTurbines() - - wfm = WFM(site, windTurbines, wake_deficitModel=deficitModel, - rotorAvgModel=RotorCenter(), - superpositionModel=LinearSum(), - deflectionModel=None, turbulenceModel=STF2017TurbulenceModel()) - - wfm2 = WFM(site, windTurbines, wake_deficitModel=deficitModel, - rotorAvgModel=EqGridRotorAvg(1), - superpositionModel=LinearSum(), - deflectionModel=None, turbulenceModel=STF2017TurbulenceModel()) - kwargs = {'x': [0, 0, 500, 500], 'y': [0, 500, 0, 500], 'wd': [0], 'ws': [8]} - npt.assert_equal(wfm.aep(**kwargs), wfm2.aep(**kwargs)) + for deficitModel in get_models(DeficitModel): + + wfm = WFM(site, windTurbines, wake_deficitModel=deficitModel(), + rotorAvgModel=RotorCenter(), + superpositionModel=LinearSum(), + deflectionModel=None, turbulenceModel=STF2017TurbulenceModel()) + + wfm2 = WFM(site, windTurbines, wake_deficitModel=deficitModel(), + rotorAvgModel=EqGridRotorAvg(1), + superpositionModel=LinearSum(), + deflectionModel=None, turbulenceModel=STF2017TurbulenceModel()) + kwargs = {'x': [0, 0, 500, 500], 'y': [0, 500, 0, 500], 'wd': [0], 'ws': [8]} + npt.assert_equal(wfm.aep(**kwargs), wfm2.aep(**kwargs)) diff --git a/py_wake/tests/test_turbulence_models/test_turbulence_models.py b/py_wake/tests/test_turbulence_models/test_turbulence_models.py index 4fc6908ce..ca8500aee 100644 --- a/py_wake/tests/test_turbulence_models/test_turbulence_models.py +++ b/py_wake/tests/test_turbulence_models/test_turbulence_models.py @@ -15,7 +15,7 @@ from py_wake.tests.test_deficit_models.test_noj import NibeA0 from py_wake.turbulence_models.stf import STF2005TurbulenceModel, STF2017TurbulenceModel from py_wake.turbulence_models.turbulence_model import MaxSum, TurbulenceModel from py_wake.wind_farm_models.engineering_models import PropagateDownwind, All2AllIterative -from py_wake.turbulence_models.gcl import GCLTurbulence +from py_wake.turbulence_models.gcl_turb import GCLTurbulence import matplotlib.pyplot as plt from py_wake.turbulence_models.crespo import CrespoHernandez from py_wake.deficit_models.gaussian import BastankhahGaussian, IEA37SimpleBastankhahGaussianDeficit,\ diff --git a/py_wake/tests/test_utils/test_get_models.py b/py_wake/tests/test_utils/test_get_models.py new file mode 100644 index 000000000..cda68e2b2 --- /dev/null +++ b/py_wake/tests/test_utils/test_get_models.py @@ -0,0 +1,31 @@ +from py_wake.utils.get_models import get_models, cls_in, get_signature +from py_wake.deficit_models.deficit_model import BlockageDeficitModel +from py_wake.deficit_models.fuga import FugaDeficit +from py_wake.deficit_models.selfsimilarity import SelfSimilarityDeficit +from py_wake.deficit_models.noj import NOJDeficit +from py_wake.turbulence_models.stf import STF2017TurbulenceModel +from py_wake.turbulence_models.turbulence_model import SqrMaxSum +from py_wake.site._site import Site +from py_wake.site.xrsite import XRSite +from py_wake.superposition_models import SuperpositionModel + + +def test_get_models(): + assert cls_in(FugaDeficit, get_models(BlockageDeficitModel)) + assert cls_in(SelfSimilarityDeficit, get_models(BlockageDeficitModel)) + + assert [n.__name__ for n in get_models(SuperpositionModel)] == ['LinearSum', 'SquaredSum', 'MaxSum', 'WeightedSum'] + + +def test_get_signature(): + assert get_signature(NOJDeficit) == "NOJDeficit(k=0.1, use_effective_ws=False)" + print() + assert get_signature(NOJDeficit, indent_level=1) == """NOJDeficit( + k=0.1, + use_effective_ws=False)""" + assert (get_signature(STF2017TurbulenceModel) == + "STF2017TurbulenceModel(addedTurbulenceSuperpositionModel=LinearSum())") + assert (get_signature(STF2017TurbulenceModel, {'addedTurbulenceSuperpositionModel': SqrMaxSum}) == + "STF2017TurbulenceModel(addedTurbulenceSuperpositionModel=SqrMaxSum())") + assert(get_signature(XRSite) == + "XRSite(ds, initial_position=None, interp_method='linear', shear=None, distance=StraightDistance(), default_ws=[3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25], bounds='check')") diff --git a/py_wake/tests/test_wind_farm_models/test_parallel_aep.py b/py_wake/tests/test_wind_farm_models/test_parallel_aep.py index 2ff4a720b..307ede26d 100644 --- a/py_wake/tests/test_wind_farm_models/test_parallel_aep.py +++ b/py_wake/tests/test_wind_farm_models/test_parallel_aep.py @@ -8,15 +8,18 @@ from py_wake.wind_turbines import WindTurbines from py_wake.examples.data import wtg_path -wt = WindTurbines.from_WAsP_wtg(wtg_path + "Vestas-V80.wtg") -site = Hornsrev1Site() -wf_model = IEA37SimpleBastankhahGaussian(site, wt) +def get_wfm(): + wt = WindTurbines.from_WAsP_wtg(wtg_path + "Vestas-V80.wtg") + site = Hornsrev1Site() + return IEA37SimpleBastankhahGaussian(site, wt) + + wd_lst = np.arange(0, 360, 10) def aep_wd(args): x, y, wd = args - return wf_model(x, y, wd=wd, ws=None).aep().sum() + return get_wfm()(x, y, wd=wd, ws=None).aep().sum() def aep_all_multiprocessing(pool, x, y): @@ -30,7 +33,7 @@ def aep_wfm_xy(args): def aep_xy(args): x, y = args - return wf_model(x, y, wd=wd_lst).aep().sum() + return get_wfm()(x, y, wd=wd_lst).aep().sum() def test_multiprocessing_wd(): @@ -44,7 +47,7 @@ def test_multiprocessing_wd(): def test_multiprocessing_wfm_xy(): pool = multiprocessing.Pool(2) - arg_lst = [(wf_model, np.array(wt_x) + i, wt_y) for i in range(4)] + arg_lst = [(get_wfm(), np.array(wt_x) + i, wt_y) for i in range(4)] aep1, t_lst1 = timeit(lambda arg_lst: [aep_wfm_xy(arg) for arg in arg_lst], min_time=0, min_runs=1)(arg_lst) aep2, t_lst2 = timeit(lambda arg_lst: pool.map(aep_wfm_xy, arg_lst), min_time=0, min_runs=1)(arg_lst) t1, t2 = np.mean(t_lst1), np.mean(t_lst2) diff --git a/py_wake/turbulence_models/__init__.py b/py_wake/turbulence_models/__init__.py index e03036986..0b21b13ad 100644 --- a/py_wake/turbulence_models/__init__.py +++ b/py_wake/turbulence_models/__init__.py @@ -1,3 +1,4 @@ +from .turbulence_model import TurbulenceModel from .stf import STF2005TurbulenceModel, STF2017TurbulenceModel -from .gcl import GCLTurbulence +from .gcl_turb import GCLTurbulence from .crespo import CrespoHernandez diff --git a/py_wake/turbulence_models/gcl.py b/py_wake/turbulence_models/gcl_turb.py similarity index 100% rename from py_wake/turbulence_models/gcl.py rename to py_wake/turbulence_models/gcl_turb.py diff --git a/py_wake/utils/area_overlapping_factor.py b/py_wake/utils/area_overlapping_factor.py index 05941392d..f78cf4c74 100644 --- a/py_wake/utils/area_overlapping_factor.py +++ b/py_wake/utils/area_overlapping_factor.py @@ -29,9 +29,10 @@ class AreaOverlappingFactor(): return wake_radius_ijlk > cw_ijlk else: if wake_radius_ijlk.ndim == 5: - return self._cal_overlapping_area_factor(wake_radius_ijlk[..., 0], - (D_dst_ijl[..., na] / 2), - np.abs(cw_ijlk[..., 0]))[..., na] + return self._cal_overlapping_area_factor( + np.broadcast_to(wake_radius_ijlk, cw_ijlk.shape), + np.broadcast_to(D_dst_ijl[..., na, na] / 2, cw_ijlk.shape), + np.abs(cw_ijlk)) else: return self._cal_overlapping_area_factor(wake_radius_ijlk, (D_dst_ijl[..., na] / 2), diff --git a/py_wake/utils/get_models.py b/py_wake/utils/get_models.py new file mode 100644 index 000000000..45c9ee52f --- /dev/null +++ b/py_wake/utils/get_models.py @@ -0,0 +1,119 @@ +import inspect +import os +import pkgutil + +from py_wake.deficit_models.deficit_model import DeficitModel, ConvectionDeficitModel, WakeDeficitModel,\ + BlockageDeficitModel +from py_wake.rotor_avg_models.rotor_avg_model import RotorAvgModel, RotorCenter +from py_wake.wind_farm_models.wind_farm_model import WindFarmModel +from py_wake.wind_farm_models.engineering_models import EngineeringWindFarmModel, PropagateDownwind +import py_wake +from pathlib import Path +from py_wake.superposition_models import SuperpositionModel, LinearSum +from py_wake.deflection_models.deflection_model import DeflectionModel +from py_wake.turbulence_models.turbulence_model import TurbulenceModel +from py_wake.ground_models import GroundModel +from py_wake.deficit_models.noj import NOJDeficit +from py_wake.ground_models.ground_models import NoGround +import numpy as np + +exclude_dict = { + WindFarmModel: ([EngineeringWindFarmModel], [], PropagateDownwind), + DeficitModel: ([ConvectionDeficitModel, BlockageDeficitModel, WakeDeficitModel], [RotorAvgModel], NOJDeficit), + WakeDeficitModel: ([ConvectionDeficitModel], [RotorAvgModel], NOJDeficit), + RotorAvgModel: ([], [], RotorCenter), + SuperpositionModel: ([], [], LinearSum), + BlockageDeficitModel: ([], [], None), + DeflectionModel: ([], [], None), + TurbulenceModel: ([], [], None), + GroundModel: ([], [], NoGround) + +} +model_type_lst = list(exclude_dict.keys()) + + +def cls_name(cls): + if cls is None: + return "None" + return cls.__name__ + + +def cls_in(A, cls_lst): + def path(c): + return str(Path(inspect.getsourcefile(c)).resolve()) + + pywake_path = str(Path(py_wake.__file__).parent.resolve()) + pywake_classes = [c for c in cls_lst + if c is not object and cls_name(c) == cls_name(A) and + path(c).startswith(pywake_path)] + + return any([path(A) in [path(c) for c in pywake_classes]]) + + +def get_models(base_class): + + exclude_cls_lst, exclude_subcls_lst, default = exclude_dict[base_class] + + model_lst = [] + for loader, module_name, _ in pkgutil.walk_packages([os.path.dirname(inspect.getabsfile(base_class))]): + if 'test' in module_name: + continue + _module = loader.find_module(module_name).load_module(module_name) + for n in dir(_module): + v = _module.__dict__[n] + if inspect.isclass(v): + if (cls_in(base_class, v.mro()) and + not cls_in(v, exclude_cls_lst + [base_class]) and + not any([issubclass(v, cls) for cls in exclude_subcls_lst]) and + not cls_in(v, model_lst)): + model_lst.append(v) + + if default is not None: + model_lst.remove(model_lst[[cls_name(m) for m in model_lst].index(cls_name(default))]) + model_lst.insert(0, default) + return model_lst + + +def list_models(): + for model_type in model_type_lst: + print("%s (from %s import *)" % (model_type.__name__, ".".join(model_type.__module__.split(".")[:2]))) + for model in get_models(model_type): + if model is not None: + print("\t%s%s" % (model.__name__, str(inspect.signature(model.__init__)).replace('self, ', ''))) + + +def get_signature(cls, kwargs={}, indent_level=0): + sig = inspect.signature(cls.__init__) + + def get_arg(n, arg_value): + if arg_value is None: + arg_value = sig.parameters[n].default + if 'object at' in str(arg_value): + arg_value = get_signature(arg_value.__class__, indent_level=(indent_level + 1, 0)[indent_level == 0]) + elif isinstance(arg_value, str): + arg_value = "'%s'" % arg_value + else: + arg_value = get_signature(arg_value, indent_level=(indent_level + 1, 0)[indent_level == 0]) + if arg_value is inspect._empty: + return n + if isinstance(arg_value, np.ndarray): + arg_value = arg_value.tolist() + return "%s=%s" % (n, arg_value) + if indent_level: + join_str = ",\n%s" % (" " * 4 * indent_level) + else: + join_str = ", " + arg_str = join_str.join([get_arg(n, kwargs.get(n, None)) + for n in sig.parameters if n not in {'self', 'args', 'kwargs'}]) + if indent_level and arg_str: + return "%s(%s%s)" % (cls.__name__, join_str[1:], arg_str) + else: + return "%s(%s)" % (cls.__name__, arg_str) + + +def main(): + if __name__ == '__main__': + list_models() + + +main() diff --git a/py_wake/validation/__init__.py b/py_wake/validation/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/py_wake/validation/lillgrund.py b/py_wake/validation/lillgrund.py index 09ad819dc..23ed4d1f0 100644 --- a/py_wake/validation/lillgrund.py +++ b/py_wake/validation/lillgrund.py @@ -80,11 +80,11 @@ class SWT2p3_93_65(OneTypeWindTurbines): class LillgrundSite(UniformWeibullSite): - def __init__(self): + def __init__(self, ti=0.1): f = [5.55, 5.13, 5.32, 7.63, 9.39, 7.14, 8.93, 12.22, 14.44, 13.66, 5.87, 4.72] a = [9.42] * 12 k = [2.41] * 12 - UniformWeibullSite.__init__(self, f, a, k, .1) + UniformWeibullSite.__init__(self, f, a, k, ti) self.initial_position = np.array([wt_x, wt_y]).T diff --git a/py_wake/validation/validation.py b/py_wake/validation/validation.py new file mode 100644 index 000000000..fe4f805ce --- /dev/null +++ b/py_wake/validation/validation.py @@ -0,0 +1,391 @@ +from py_wake.wind_farm_models.engineering_models import PropagateDownwind +from py_wake.site._site import UniformSite +from py_wake.wind_turbines import OneTypeWindTurbines +from py_wake.flow_map import XYGrid +from matplotlib.pyplot import cm +import numpy as np +from py_wake.validation.validation_lib import data_path, integrate_velocity_deficit_arc, GaussianFilter, sigma_hornsrev +import os +import matplotlib.pyplot as plt +from py_wake.deficit_models.noj import NOJDeficit +import xarray as xr +from py_wake.validation.lillgrund import SWT2p3_93_65 +from py_wake.validation.ecn_wieringermeer import N80 +from py_wake.examples.data.hornsrev1 import HornsrevV80 + + +class ValidationSite(UniformSite): + def __init__(self): + UniformSite.__init__(self, p_wd=[1], ti=0.075) + + +class ValidationWindTurbines(OneTypeWindTurbines): + def __init__(self): + OneTypeWindTurbines.__init__(self, name='ValidationWindTurbines', + diameter=0, + hub_height=0, + ct_func=lambda ws: ws * 0, + power_func=lambda ws: ws * 0, + power_unit='w') + + +class ValidationCase(): + def __init__(self, case_name, site, windTurbines): + self.case_name = case_name + self.site = site + self.windTurbines = windTurbines + self.U0 = site.ds.ws.item() + self.model_result_dict = {} + + def get_result(self, model): + if model not in self.model_result_dict: + self.model_result_dict[model] = self.run(model) + return self.model_result_dict[model] + + +class SingleWakeValidationCase(ValidationCase): + def __init__(self, case_name, site, windTurbines, xD, x): + super().__init__(case_name, site, windTurbines) + self.xD = xD + self.x = x + self.U0 = site.ds.ws.item() + + # LES, based on EllipSys3D AD + # RANS, based on EllipSys3D AD k-epsilon-fP + def load_dat(m, x): + if x % 1 == 0: + x = int(x) + f = data_path + case_name + '_%s_%sD.dat' % (m, str(x).replace('.', 'p')) + if os.path.isfile(f): + return np.genfromtxt(f) + return np.zeros((0, 4)) + self.meas, self.LES, self.RANS = [[load_dat(m, x) for x in xD] for m in ['data', 'LES', 'RANS']] + + if case_name == 'Wieringermeer-West': + for m in self.meas: + m[:, 0] -= 315 # subtract middle wind direction + m[:, 1:3] /= self.U0 # normalize with U0 + elif case_name == 'Wieringermeer-East': + for m in self.meas: + m[:, 0] -= 31 # subtract middle wind direction + m[:, 1:3] /= self.U0 # normalize with U0 + elif case_name == 'Nordtank-500': + # remove 2nd column and 4th column with 74 + self.meas = [np.concatenate([m[:, :1], m[:, 2:4], m[:, :1] * 0 + 74], 1) for m in self.meas] + elif case_name == 'Nibe': + self.meas = [m[np.searchsorted(m[:, 0], -30):np.searchsorted(m[:, 0], 30)] for m in self.meas] + + def run(self, windFarmModel): + windFarmModel.site = self.site + windFarmModel.windTurbines = self.windTurbines + fm = windFarmModel([0], [0]).flow_map(XYGrid(y=-self.x, x=0)) + wd = (fm.wd.values + 180) % 360 - 180 + ws = (fm.WS_eff / fm.ws).squeeze() + return wd, ws + + @staticmethod + def from_case_dict(name, case_dict): + site = UniformSite(p_wd=[1], + ti=case_dict['TItot'] / 0.8, + ws=case_dict['U0']) + site.default_wd = np.linspace(-30, 30, 61) % 360 + windTurbines = OneTypeWindTurbines(name="", + diameter=case_dict['D'], + hub_height=case_dict['zH'], + ct_func=lambda ws, ct=case_dict['CT']: ws * 0 + ct, + power_func=lambda ws: ws * 0 + 1, + power_unit='W') + xD = case_dict['xDown'] + x = xD * case_dict['sDown'] + return SingleWakeValidationCase(name, site, windTurbines, xD, x) + + def plot_ref(self, axes, cLES='b', cRANS='g'): + for ax, LES, RANS, meas in zip(axes, self.LES, self.RANS, self.meas): + ax.fill_between(LES[:, 0], LES[:, 1] - LES[:, 2] / np.sqrt(LES[:, 3]), + LES[:, 1] + LES[:, 2] / np.sqrt(LES[:, 3]), + color=cLES, alpha=0.2, label='LES') + ax.plot(RANS[:, 0], RANS[:, 1], color=cRANS, linewidth=2, label='RANS', linestyle='dashdot') + if meas.shape[1] == 4: + ax.errorbar(meas[:, 0], meas[:, 1], yerr=meas[:, 2] / np.sqrt(meas[:, 3]), + color='k', elinewidth=1.0, linewidth=0, marker='o', zorder=0, markersize=4, + capsize=3, + label='Measurements') + else: + ax.scatter(meas[:, 0], meas[:, 1], color='k', marker='o', zorder=0, s=10) + + +class WindRosePlot(): + def load_data(self, data_type, case_name): + file_path = data_path + case_name + '_%s_%s.dat' % (data_type, 'WFeff') + if os.path.isfile(file_path): + return np.genfromtxt(file_path, skip_header=True) + + def __call__(self, case, result_dict, cLES='b', cRANS='g', lw=2): + '''Plot wind farm efficiency as function of wind direction''' + ax = plt.figure(figsize=(15, 5)).gca() + colors = cm.tab10(np.linspace(0, 1, len(result_dict))) # @UndefinedVariable + ref_data = {m: self.load_data(m, case.case_name) for m in ['WFdata', 'RANS', 'LES']} + + # Plot reference data + for key, dat in ref_data.items(): + if dat is None: + continue + elif key == 'WFdata': + ax.fill_between(dat[:, 0], dat[:, 1] - dat[:, 2], dat[:, 1] + dat[:, 2], + color='k', alpha=0.3, label='Measurements') + elif key == 'RANS': + ax.plot(dat[:, 0], dat[:, 1], color=cRANS, linewidth=lw, label='RANS') + if dat.shape[1] == 2: + ax.plot(dat[:, 0], dat[:, 2], color=cRANS, + dashes=[5, 2], linewidth=lw, label='RANS (gaus avg)') + elif key == 'LES': + ax.plot(dat[:, 0], dat[:, 1], color=cLES, linewidth=lw, label='LES') + + for co, (wfm_name, (sim_res, ls)) in zip(colors, result_dict.items()): + norm = len(sim_res.wt) * sim_res.windFarmModel.windTurbines.power(sim_res.ws) + ax.plot(sim_res.wd, sim_res.Power.squeeze().sum('wt') / norm, color=co, lw=lw, label=wfm_name) + # ax.plot(sim_res.wd, sim_res.PowerGA.squeeze().sum('wt') / norm, color=co, dashes=[5, 2], label=wfm_name) + + ax.grid(True) + ax.set_ylabel('$P/P_{max}$') + ax.set_xlabel('Wind direction [deg]') + ax.set_title(case) + ax.legend() + + +class RowPlot(): + def __init__(self, name, wd, wts): + self.name = name + self.wd = wd + self.wts = wts + + def load_data(self, data_type, case_name): + file_path = data_path + case_name + '_%s_wd%s_%s.dat' % (data_type, int(self.wd), self.name) + if os.path.isfile(file_path): + return np.genfromtxt(file_path, skip_header=True) + + def __call__(self, case, result_dict, cLES='b', cRANS='g', lw=2): + '''Plot comparison along one row of turbines''' + ax = plt.figure(figsize=(15, 5)).gca() + colors = cm.tab10(np.linspace(0, 1, len(result_dict))) # @UndefinedVariable + ref_data = {m: self.load_data(m, case.case_name) for m in ['WFdata', 'RANS', 'LES']} + for key, dat in ref_data.items(): + if key == 'WFdata': + ax.errorbar(dat[:, 0], dat[:, 1] / dat[0, 1], yerr=dat[:, 2] / np.sqrt(dat[:, 3]), + color='k', elinewidth=1.0, linewidth=0, marker='o', zorder=0, markersize=4, + capsize=3, label='Measurements') + elif key == 'RANS': + ax.plot(dat[:, 0], dat[:, 1], color=cRANS, linewidth=lw, + label='RANS', marker='.') + ax.plot(dat[:, 0], dat[:, 2], color=cRANS, dashes=[5, 2], linewidth=lw, + label='RANS (gaus avg)', marker='.') + for co, (wfm_name, (sim_res, ls)) in zip(colors, result_dict.items()): + wt_i = np.arange(len(self.wts)) + 1 + sim_res = sim_res[['Power', 'PowerGA']].sel(wd=(np.arange(-3, 4) + self.wd) % 360).mean('wd').squeeze() + + if case.case_name == 'Hornsrev1': + Power, PowerGa = sim_res.to_array().values.reshape(2, 10, 8)[:, :, 1:6].sum(2) + # Power, PowerGa = [P.reshape((10, 6)).mean(1) for P in [Power, PowerGa]] + wt_i = np.arange(1, 11) + else: + sim_res = sim_res.sel(wt=[(v, 0)[int(np.isnan(v))] for v in self.wts]) + Power, PowerGa = [np.where(~np.isnan(np.array(self.wts)), arr, np.nan) for arr in sim_res.to_array()] + + ax.plot(wt_i, Power / Power[0], color=co, lw=lw, label=wfm_name, marker='.') + + ax.grid(axis='y') + ax.set_ylabel('$P_i/P_1$ [-]') + ax.set_xlabel('WT nr. [-]') + ax.set_xticks(wt_i) + ax.set_title("%s %s WD=%.1fdeg" % (case.case_name, self.name, self.wd)) + ax.legend() + + +class MultiWakeValidationCase(ValidationCase): + def __init__(self, case_name, site, windTurbines, sigma, plots): + super().__init__(case_name, site, windTurbines) + self.sigma = sigma + self.plots = plots + + @staticmethod + def from_case_dict(name, case_dict): + site = case_dict['site'] + site.initial + return MultiWakeValidationCase(name, case_dict['site'], case_dict['wt']) + + def run(self, windFarmModel): + windFarmModel.site = self.site + windFarmModel.windTurbines = self.windTurbines + x, y = self.site.initial_position.T + sim_res = windFarmModel(x, y) + + powerGA = np.zeros(sim_res.Power.shape) + for iAD in range(len(x)): + powerGA[iAD, :, 0] = GaussianFilter(sim_res.Power.values[iAD, :, 0], + np.arange(0, 360.0, 1), + int(np.ceil(3 * self.sigma[iAD])), self.sigma[iAD]) + sim_res['PowerGA'] = xr.DataArray(powerGA, dims=['wt', 'wd', 'ws']) + sim_res['PowerGA'].attrs['Description'] = 'Gaussian averaged power production [W]' + return sim_res + + def plot(self, windFarmModel_dict): + results = {k: (self.get_result(wfm), ls) for k, (wfm, ls) in windFarmModel_dict.items()} + for plot in self.plots: + plot(self, results) + + +class Validation(): + def __init__(self): + self.windFarmModel_dict = {} + + # single wake cases + swc = { + 'Wieringermeer-West': {'U0': 10.7, 'CT': 0.63, 'TItot': 0.08, 'D': 80.0, 'zH': 80.0, + 'xDown': np.array([2.5, 3.5, 7.5]), 'sDown': 80.0, 'location': 'onshore'}, + 'Wieringermeer-East': {'U0': 10.9, 'CT': 0.63, 'TItot': 0.06, 'D': 80.0, 'zH': 80.0, + 'xDown': np.array([2.5, 3.5, 7.5]), 'sDown': 80.0, 'location': 'onshore'}, + 'Nibe': {'U0': 8.5, 'CT': 0.89, 'TItot': 0.08, 'D': 40.0, 'zH': 45.0, + 'xDown': np.array([2.5, 4, 7.5]), 'sDown': 40.0, 'location': 'onshore'}, + 'Nordtank-500': {'U0': 7.45, 'CT': 0.70, 'TItot': 0.112, 'D': 41.0, 'zH': 36.0, + 'xDown': np.array([2, 5, 7.5]), 'sDown': 40.0, 'location': 'onshore'}, + 'NREL-5MW_TIlow': {'U0': 8.0, 'CT': 0.79, 'TItot': 0.04, 'D': 126.0, 'zH': 90.0, + 'xDown': np.array([2.5, 5, 7.5]), 'sDown': 126.0, 'location': 'offshore'}, + 'NREL-5MW_TIhigh': {'U0': 8.0, 'CT': 0.79, 'TItot': 0.128, 'D': 126.0, 'zH': 90.0, + 'xDown': np.array([2.5, 5, 7.5]), 'sDown': 126.0, 'location': 'onshore'} + } + self.single_wake_cases = [SingleWakeValidationCase.from_case_dict(k, v) for k, v in swc.items()] + + # multiwake cases + from py_wake.examples.data.hornsrev1 import wt_x as wt_x_hr + from py_wake.examples.data.hornsrev1 import wt_y as wt_y_hr + from py_wake.validation.ecn_wieringermeer import wt_x as wt_x_w + from py_wake.validation.ecn_wieringermeer import wt_y as wt_y_w + from py_wake.validation.lillgrund import wt_x as wt_x_l + from py_wake.validation.lillgrund import wt_y as wt_y_l + + def get_site(ti, ws, wt_x, wt_y): + return UniformSite(p_wd=[1], ti=ti, ws=ws, initial_position=np.array([wt_x, wt_y]).T) + hr_inner_rows = np.arange(80).reshape(10, 8)[:, 1:7].flatten().tolist() + self.multi_wake_cases = [MultiWakeValidationCase('Wieringermeer', + site=get_site( + ti=0.096 / 0.8, ws=8.35, wt_x=wt_x_w, wt_y=wt_y_w), + windTurbines=N80(), + sigma=2.5 * np.ones(len(wt_x_w)), + plots=[RowPlot(name='Row', wd=275.0, wts=[0, 1, 2, 3, 4])]), + MultiWakeValidationCase('Lillgrund', + site=get_site(ti=0.048, ws=9, wt_x=wt_x_l, wt_y=wt_y_l), + windTurbines=SWT2p3_93_65(), + sigma=3.3 * np.ones(len(wt_x_l)), + plots=[RowPlot('RowB', 222.0, [14, 13, 12, 11, 10, 9, 8, 7]), + RowPlot('RowD', 222.0, [ + 29, 28, 27, np.nan, 26, 25, 24, 23]), + RowPlot('RowB', 207.0, [14, 13, 12, 11, 10, 9, 8, 7]), + RowPlot('RowD', 207.0, [ + 29, 28, 27, np.nan, 26, 25, 24, 23]), + RowPlot('Row6', 120.0, [2, 9, 17, 25, 32, 37, 42, 46]), + RowPlot('Row4', 120.0, [ + 4, 11, 19, np.nan, np.nan, 39, 44]), + RowPlot('Row6', 105.0, [2, 9, 17, 25, 32, 37, 42, 46]), + RowPlot('Row4', 105.0, [ + 4, 11, 19, np.nan, np.nan, 39, 44]), + WindRosePlot(), + ]), + MultiWakeValidationCase('Hornsrev1', + site=get_site(ti=0.056, ws=8, wt_x=wt_x_hr, wt_y=wt_y_hr), + windTurbines=HornsrevV80(), + sigma=sigma_hornsrev('vanderLaan', wt_x_hr, wt_y_hr), + plots=[RowPlot('InnerRowMean', 270.0, hr_inner_rows), + WindRosePlot(), + ]) + + ] + + def add_windFarmModel(self, name, windFarmModel, line_style='-'): + self.windFarmModel_dict[name] = (windFarmModel, line_style) + + def _init_plot(self, case): + n_x = len(case.x) + colors = cm.tab10(np.linspace(0, 1, len(self.windFarmModel_dict))) # @UndefinedVariable + fig, axes = plt.subplots(1, n_x, sharey=False, figsize=(5 * n_x, 5)) + fig.suptitle(case.case_name) + for ax, xD in zip(axes, case.xD): + ax.set_title('x/D = %.1f' % xD) + return fig, axes, colors + + def _add_legend(self, fig): + fig.tight_layout(rect=[0, 0, 1, 0.9]) + # some use legend from ax with most labels + axes = fig.axes + ax = axes[np.argmax([len(ax.get_legend_handles_labels()[0]) for ax in axes])] + fig.legend(*ax.get_legend_handles_labels()) + + def plot_deficit_profile(self, cLES='b', cRANS='g'): + for case in self.single_wake_cases: + fig, axes, colors = self._init_plot(case) + case.plot_ref(axes, cLES=cLES, cRANS=cRANS) + for co, (wfm_name, (wfm, ls)) in zip(colors, self.windFarmModel_dict.items()): + wd, ws_lst = case.get_result(wfm) + for ax, ws in zip(axes, ws_lst): + ax.plot(wd, ws, color=co, linewidth=2, label=wfm_name, linestyle=ls) + + for ax, xD in zip(axes, case.xD): + + ax.set_xticks(np.arange(wd.min(), wd.max() + 10.0, 10.0)) + lim = [30, 20][int(xD > 7)] + ax.set_xlim(-lim, lim) + ax.set_ylim(None, ymax=1.1) + + axes[0].set_ylabel('$U/U_0$', rotation=0) + axes[0].yaxis.labelpad = 20 + axes[1].set_xlabel('Relative wind direction [deg]') + fig.tight_layout(rect=[0, 0, 1, 0.9]) + + # some use legend from ax with most labels + ax = axes[np.argmax([len(ax.get_legend_handles_labels()[0]) for ax in axes])] + fig.legend(*ax.get_legend_handles_labels()) + + def plot_integrated_deficit(self, cLES='b', cRANS='g'): + ''' + Bar plot comparison of integrated momentum deficit predicted by models + and reference data at different downstream locations + ''' + for case in self.single_wake_cases: + fig, axes, colors = self._init_plot(case) + + for ax, xD, LES, RANS, meas in zip(axes, case.xD, case.LES, case.RANS, case.meas): + for ibar, (data, co, label) in enumerate( + [(meas, 'k', 'Measurements'), (LES, cLES, 'LES'), (RANS, cRANS, 'RANS')]): + if len(data) > 20: + int_vel_def = integrate_velocity_deficit_arc(data[:, 0], data[:, 1] * case.U0, xD, case.U0) + ax.bar(ibar, int_vel_def, width=0.5, color=co, edgecolor=co, label=label) + for ibar, (co, (wfm_name, (wfm, ls))) in enumerate(zip(colors, self.windFarmModel_dict.items()), 3): + wd, ws_lst = case.get_result(wfm) + for ax, ws, xD in zip(axes, ws_lst, case.xD): + int_vel_def = integrate_velocity_deficit_arc(wd, ws * case.U0, xD, case.U0) + ax.bar(ibar, int_vel_def, width=0.5, color=co, edgecolor=co, label=wfm_name) + for ax, xD in zip(axes, case.xD): + ax.set_ylabel('Integrated velocity deficit') + ax.get_xaxis().set_visible(False) + self._add_legend(fig) + + def plot_multiwake_power(self): + for case in self.multi_wake_cases: + case.plot(self.windFarmModel_dict) + + +if __name__ == '__main__': + import matplotlib + matplotlib.rcParams.update({'figure.max_open_warning': 0}) + validation = Validation() + site, windTurbines = ValidationSite(), ValidationWindTurbines() + validation.add_windFarmModel("NOJ", PropagateDownwind(site, windTurbines, wake_deficitModel=NOJDeficit()), ':') + validation.add_windFarmModel( + "NOJ(k=0.04)", + PropagateDownwind(site, windTurbines, wake_deficitModel=NOJDeficit(k=0.04)), ':') + +# validation.plot_deficit_profile() +# validation.plot_integrated_deficit() +# plt.close('all') + validation.plot_multiwake_power() + + plt.show() diff --git a/py_wake/validation/validation_lib.py b/py_wake/validation/validation_lib.py index 3f7b54a6b..0094f0473 100644 --- a/py_wake/validation/validation_lib.py +++ b/py_wake/validation/validation_lib.py @@ -31,14 +31,9 @@ def integrate_velocity_deficit_arc(wd, U, R, U0): # as a function of the relative wd # Output: Estimate of a projected stream-wise # velocity deficit, normalized by U0*Ly - UInt = 0 wd = wd / 180.0 * np.pi - Ly = 0 - for i in range(len(wd) - 1): - dy = R * (np.sin(wd[i + 1]) - np.sin(wd[i])) - Ly = Ly + dy - UInt = UInt + (1 - U[i] / U0) * dy - return UInt / Ly + dy = R * (np.sin(wd[1:]) - np.sin(wd[:-1])) + return np.sum((1 - U[:-1] / U0) * dy) / np.sum(dy) def uniqueIndexes(l): @@ -76,6 +71,44 @@ def sigmaVarDist(x, y, xref, yref): return sigma +# def GaussianFilter(y, wd, nwdGA, sigma): +# # Gaussian filter for cyclic data, i.e. as function of wind direction +# # y is a vector and a function of wd +# # It is assumed that the spacing in wd is uniform +# # yGA is the returned filtered y +# # nwdGA is the amount of points that are used for the smoothing +# wdDelta = wd[1] - wd[0] +# # wdGArel is the smoothing operator +# wdGArel = seq(- nwdGA * wdDelta, nwdGA * wdDelta, wdDelta) +# ny = len(y) +# nwd = len(wd) +# assert ny == nwd, 'length of wd does not correspond with length of y' +# yGA = np.zeros((1, ny)) +# int_gauss = 0 +# if(nwd * wdDelta == 360): +# # Full wind rose +# i1 = 0 +# i2 = nwd +# else: +# # Partial wind rose: cannot GA the first and last wind directions +# i1 = nwdGA +# i2 = nwd - nwdGA +# for i in range(i1, i2): +# j = 0 +# int_gauss = 0 +# for wdrel in wdGArel: +# wdrelcor = wd[i] + wdrel +# if (wdrelcor) < 0: +# wdrelcor = wdrelcor + 360.0 +# elif (wdrelcor) > 359.999: +# wdrelcor = wdrelcor - 360.0 +# int_gauss = int_gauss + gauss(0, sigma, wdrel) +# yGA[0, i] = yGA[0, i] + y[wd == wdrelcor] * gauss(0, sigma, wdrel) +# j = j + 1 +# yGA[0, i] = yGA[0, i] / int_gauss +# return yGA + + def GaussianFilter(y, wd, nwdGA, sigma): # Gaussian filter for cyclic data, i.e. as function of wind direction # y is a vector and a function of wd @@ -84,16 +117,11 @@ def GaussianFilter(y, wd, nwdGA, sigma): # nwdGA is the amount of points that are used for the smoothing wdDelta = wd[1] - wd[0] # wdGArel is the smoothing operator - wdGArel = seq(- nwdGA * wdDelta, nwdGA * wdDelta, wdDelta) + wdGArel = np.arange(-nwdGA, nwdGA + 1) * wdDelta # seq(- nwdGA * wdDelta, nwdGA * wdDelta, wdDelta) ny = len(y) nwd = len(wd) - if(ny != nwd): - print('###############################################################') - print('ERROR: length of wd does not correspond with length of y') - print('###############################################################') - sys.exit() + assert ny == nwd, 'length of wd does not correspond with length of y' yGA = np.zeros((1, ny)) - int_gauss = 0 if(nwd * wdDelta == 360): # Full wind rose i1 = 0 @@ -102,19 +130,11 @@ def GaussianFilter(y, wd, nwdGA, sigma): # Partial wind rose: cannot GA the first and last wind directions i1 = nwdGA i2 = nwd - nwdGA - for i in range(i1, i2): - j = 0 - int_gauss = 0 - for wdrel in wdGArel: - wdrelcor = wd[i] + wdrel - if (wdrelcor) < 0: - wdrelcor = wdrelcor + 360.0 - elif (wdrelcor) > 359.999: - wdrelcor = wdrelcor - 360.0 - int_gauss = int_gauss + gauss(0, sigma, wdrel) - yGA[0, i] = yGA[0, i] + y[wd == wdrelcor] * gauss(0, sigma, wdrel) - j = j + 1 - yGA[0, i] = yGA[0, i] / int_gauss + + gauss_arr = gauss(0, sigma, wdGArel) + for i, wdrelcor_arr in zip(range(i1, i2), (wd[range(i1, i2), na] + wdGArel) % 360): + yGA[:, i] = np.sum(y[np.searchsorted(wd, wdrelcor_arr)] * gauss_arr) + yGA[0, :] = yGA[0, :] / gauss_arr.sum() return yGA @@ -320,7 +340,7 @@ def plot_single_wake(swc_out, lw=lw): for case in swc_out.keys(): jj = len(swc_out[case]['xDown']) color = cm.tab10(np.linspace(0, 1, len(swc_out[case]['deficit_models']))) - plt.figure() + fig, ax = plt.subplots(1, jj, sharey=False, figsize=(5 * jj, 5)) fig.suptitle(case) handles, labels = [], [] diff --git a/py_wake/wind_farm_models/__init__.py b/py_wake/wind_farm_models/__init__.py index 830c8101d..cef3c1280 100644 --- a/py_wake/wind_farm_models/__init__.py +++ b/py_wake/wind_farm_models/__init__.py @@ -1 +1,2 @@ from .engineering_models import PropagateDownwind, All2AllIterative +from .wind_farm_model import WindFarmModel diff --git a/py_wake/wind_farm_models/engineering_models.py b/py_wake/wind_farm_models/engineering_models.py index 082c362d1..9f79f4c31 100644 --- a/py_wake/wind_farm_models/engineering_models.py +++ b/py_wake/wind_farm_models/engineering_models.py @@ -61,8 +61,6 @@ class EngineeringWindFarmModel(WindFarmModel): assert isinstance(wake_deficitModel, ConvectionDeficitModel) assert rotorAvgModel.__class__ is RotorCenter, "Multiple rotor average points not implemented for WeightedSum" assert 'TI_eff_ilk' not in wake_deficitModel.args4deficit or turbulenceModel # TI_eff requires a turbulence model - self.site = site - self.windTurbines = windTurbines self.wake_deficitModel = wake_deficitModel self.rotorAvgModel = rotorAvgModel -- GitLab