{ "cells": [ { "cell_type": "markdown", "id": "430c1dca", "metadata": {}, "source": [ "# SMEFiT Tutorial\n", "Author: Jaco ter Hoeve" ] }, { "cell_type": "markdown", "id": "1f8fed30", "metadata": {}, "source": [ "To run this notebook remotely in Google Colab, click the button below" ] }, { "cell_type": "markdown", "id": "2fe8993a", "metadata": {}, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/LHCfitNikhef/smefit_release/blob/tutorial/tutorial/tutorial.ipynb)" ] }, { "cell_type": "markdown", "id": "1aa3bc90-11e7-41bf-ac02-78387c5e4963", "metadata": {}, "source": [ "and make sure to click \"Copy to drive\" at the top to create a copy that you may edit." ] }, { "cell_type": "markdown", "id": "88ad5327", "metadata": {}, "source": [ "### What is SMEFiT? \n", "SMEFiT is a Python package for global analyses of particle physics data in the framework of the Standard Model Effective Field Theory (SMEFT). The SMEFT represents a powerful model-independent framework to constrain, identify, and parametrize potential deviations with respect to the predictions of the Standard Model (SM). A particularly attractive feature of the SMEFT is its capability to systematically correlate deviations from the SM between different processes. The full exploitation of the SMEFT potential for indirect New Physics searches from precision measurements requires combining the information provided by the broadest possible dataset, namely carrying out extensive global analysis which is the main purpose of SMEFiT.\n", "\n", "In case you would like a recap on the basic ideas underlying the SMEFT, see https://lhcfitnikhef.github.io/smefit_release/theory/SMEFT.html\n", "\n", "SMEFiT has been used in the following publications\n", "\n", "- *A Monte Carlo global analysis of the Standard Model Effective Field Theory: the top quark sector*, N. P. Hartland, F. Maltoni, E. R. Nocera, J. Rojo, E. Slade, E. Vryonidou, C. Zhang.\n", "- *Constraining the SMEFT with Bayesian reweighting*, S. van Beek, E. R. Nocera, J. Rojo, and E. Slade.\n", "- *SMEFT analysis of vector boson scattering and diboson data from the LHC Run II* , J. Ethier, R. Gomez-Ambrosio, G. Magni, J. Rojo.\n", "- *Combined SMEFT interpretation of Higgs, diboson, and top quark data from the LHC*, J. Ethier, G.Magni, F. Maltoni, L. Mantani, E. R. Nocera, J. Rojo, E. Slade, E. Vryonidou, C. Zhang .\n", "- *The automation of SMEFT-assisted constraints on UV-complete models*, J. ter Hoeve, G. Magni, J. Rojo, A. N. Rossia, E. Vryonidou .\n", "- *Mapping the SMEFT at High-Energy Colliders: from LEP and the (HL-)LHC to the FCC-ee*, E.Celada, T. Giani, J. ter Hoeve, L. Mantani, J. Rojo, A. N. Rossia, M. O. A. Thomas, E. Vryonidou." ] }, { "cell_type": "markdown", "id": "d74a63c3", "metadata": {}, "source": [ "### Exercise 0 - Installing SMEFiT" ] }, { "cell_type": "markdown", "id": "c59c72a9", "metadata": {}, "source": [ "First things first, let us install SMEFiT:" ] }, { "cell_type": "code", "execution_count": null, "id": "41dded22", "metadata": {}, "outputs": [], "source": [ "!pip install smefit" ] }, { "cell_type": "markdown", "id": "c0dfe218", "metadata": {}, "source": [ "Note to google colab users, you may ignore the error related to pandas in case it shows up. " ] }, { "cell_type": "markdown", "id": "731cfb74", "metadata": {}, "source": [ "For the purpose of this tutorial, we also need the following additional packages" ] }, { "cell_type": "code", "execution_count": 2, "id": "8db4c38e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: wget in /Users/jaco/opt/anaconda3/envs/smefit_tutorial/lib/python3.12/site-packages (3.2)\n" ] } ], "source": [ "!pip install wget\n", "!pip install ipywidgets\n", "import sys\n", "import os\n", "import wget\n", "import subprocess\n", "import pathlib\n", "import yaml\n", "import matplotlib as mpl\n", "from IPython.display import Image\n", "\n", "mpl.rcParams.update(mpl.rcParamsDefault)" ] }, { "cell_type": "code", "execution_count": 3, "id": "8e086ae1", "metadata": {}, "outputs": [], "source": [ "import smefit\n", "import smefit.runner\n", "from smefit.analyze.report import Report\n", "\n", "smefit.log.setup_console(None)" ] }, { "cell_type": "markdown", "id": "eea47bc4", "metadata": {}, "source": [ "Download the smefit datasets and runcards" ] }, { "cell_type": "code", "execution_count": null, "id": "e0cc0131", "metadata": {}, "outputs": [], "source": [ "def file_downloader(url, download_dir='./downloads'):\n", "\n", " if not os.path.exists(download_dir):\n", " os.mkdir(download_dir)\n", "\n", " file = wget.download(url, out=download_dir)\n", " return file\n", "\n", "smefit_database = file_downloader('https://github.com/LHCfitNikhef/smefit_database/archive/refs/heads/main.zip')\n", "runcards = file_downloader('https://github.com/LHCfitNikhef/smefit_release/raw/tutorial/tutorial/runcards.zip')\n", "\n", "subprocess.run([f\"unzip {smefit_database} -d ./downloads\"], capture_output=False, shell=True, text=False)\n", "subprocess.run([f\"unzip {runcards} -d ./downloads\"], capture_output=False, shell=True, text=False)" ] }, { "cell_type": "markdown", "id": "3371a543", "metadata": {}, "source": [ "### Exercise 1 - Our first fit with SMEFiT" ] }, { "cell_type": "markdown", "id": "1da0d876", "metadata": {}, "source": [ "In this first exercise, we will study the relative impact of various datasets on a two-dimensional SMEFT parameter space. Consider the four-fermion Wilson coefficients $c_{Qq}^{1, 8}$ and $c_{Qq}^{3,8}$, defined as" ] }, { "cell_type": "markdown", "id": "77860d06", "metadata": {}, "source": [ "$$\n", "\\begin{align}\n", "c_{Qq}^{1,8} &= c_{qq}^{1(i33i)} + 3 c_{qq}^{3(i33i)} \\\\\n", "c_{Qq}^{3,8} &= c_{qq}^{1(i33i)} - c_{qq}^{3(i33i)} \\, ,\n", "\\end{align}\n", "$$" ] }, { "cell_type": "markdown", "id": "d64d1985", "metadata": {}, "source": [ "with the corresponding operators on the RHS given by" ] }, { "cell_type": "markdown", "id": "10fa9145", "metadata": {}, "source": [ "$$\n", "\\begin{align}\n", "\\mathcal{O}_{qq}^{1(i33i)} &= \\left(\\bar{q}_i\\gamma^\\mu Q \\right)\\left(\\bar{Q} \\gamma_\\mu q_i\\right) \\\\\n", "\\mathcal{O}_{qq}^{3(i33i)} &= \\left(\\bar{q}_i\\gamma^\\mu \\tau^I Q \\right)\\left(\\bar{Q} \\gamma_\\mu \\tau^I q_l\\right) \\, .\n", "\\end{align}\n", "$$" ] }, { "cell_type": "markdown", "id": "86c32e48", "metadata": {}, "source": [ "Here the fields $q_i$ and $Q$ constitute respectively the light ($i=1,2$) and heavy quark $SU(2)$ doublets, while the $\\tau^I$ are the usual Pauli matrices.\n", "\n", "**Question 1A**\n", "- Do $\\mathcal{O}_{qq}^{1(ijkl)}$ and $\\mathcal{O}_{qq}^{3(ijkl)}$ define valid SMEFT operators at dimension-six? If so, why?\n", "\n", "These operators modify SM processes measured at the LHC, and hence provide a probe to study possible new physics beyond the SM. The goal of the rest of this exercise is to set bounds on the corresponding Wilson coefficients to check whether current data is compatible with the SM or not.\n", "\n", "**Question 1B**\n", "- Consider top-pair production in association with a Z or W boson. Convince yourself by drawing a representative Feynman diagram that the operators defined above modify $ttV$ ($V=W, Z)$ production.\n", "\n", "To run the fit, we need a runcard. An example is given below. In this first exercise we will provide all runcards, so no need to write them yourself. " ] }, { "cell_type": "markdown", "id": "e69b1765", "metadata": {}, "source": [ "```yaml\n", "# smefit_runcard.yaml\n", "\n", "# name to give to fit\n", "result_ID: ttV\n", "\n", "# path where results are stored\n", "result_path: ./results\n", "\n", "# path to data\n", "data_path: ./downloads/smefit_database-main/commondata\n", "\n", "# path to theory tables\n", "theory_path: ./downloads/smefit_database-main/theory\n", "\n", "# perturbatve QCD order (LO or NLO)\n", "order: NLO\n", "\n", "# include theory uncertainties\n", "use_theory_covmat: True\n", "use_t0: True\n", "\n", "# SMEFT Expansion Order (NHO = Lambda^-2 , HO = Lambda^-4)\n", "use_quad: False\n", "\n", "# number of samples\n", "n_samples: 20000\n", "\n", "\n", "# Datasets to include\n", "datasets:\n", "\n", " - CMS_ttZ_13TeV\n", " - CMS_ttZ_13TeV_pTZ\n", " - CMS_ttZ_8TeV\n", " - ATLAS_ttZ_13TeV\n", " - ATLAS_ttZ_13TeV_2016\n", " - ATLAS_ttZ_13TeV_pTZ\n", " - ATLAS_ttZ_8TeV\n", " - CMS_ttW_13TeV\n", " - CMS_ttW_8TeV\n", " - ATLAS_ttW_13TeV\n", " - ATLAS_ttW_13TeV_2016\n", " - ATLAS_ttW_8TeV\n", "\n", "\n", "# Coefficients to fit\n", "coefficients:\n", "\n", " O81qq: { 'min': -2, 'max': 2 }\n", " O83qq: { 'min': -2, 'max': 2 }\n", "```" ] }, { "cell_type": "markdown", "id": "8ba6531b", "metadata": {}, "source": [ "The datasets entry shows which datasets enter the fit, and the coefficients to be fitted are the four-fermion operators we defined earlier. We are now ready to run our first linear fit. " ] }, { "cell_type": "code", "execution_count": null, "id": "91075427", "metadata": {}, "outputs": [], "source": [ "runner_ttV = smefit.runner.Runner.from_file(pathlib.Path(\"./downloads/runcards/runcard_ttV.yaml\"))\n", "runner_ttV.global_analysis(\"A\")" ] }, { "cell_type": "markdown", "id": "a7b107b4", "metadata": {}, "source": [ "The fit should have finished, and the 95% exclusion contour can now be displayed by" ] }, { "cell_type": "code", "execution_count": 16, "id": "bcd3c7d3", "metadata": {}, "outputs": [], "source": [ "def make_report(runcard_report):\n", "\n", " mpl.rcParams.update(mpl.rcParamsDefault)\n", "\n", " with open(runcard_report, encoding=\"utf-8\") as f:\n", " report_config = yaml.safe_load(f)\n", " \n", " report_name = report_config[\"name\"]\n", " report_path = pathlib.Path(report_config[\"report_path\"]).absolute()\n", " report_folder = report_path.joinpath(f\"{report_name}\")\n", "\n", " report_folder.mkdir(exist_ok=True, parents=True)\n", "\n", " report = Report(report_path, report_config[\"result_path\"], report_config)\n", " \n", " report.coefficients(**report_config[\"coefficients_plots\"])" ] }, { "cell_type": "code", "execution_count": null, "id": "13222923", "metadata": {}, "outputs": [], "source": [ "make_report(\"./downloads/runcards/runcard_report_ttV.yaml\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "50962b98", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show the exclusion contour\n", "Image(filename='./reports/report_ttV/contours_2d.png') " ] }, { "cell_type": "markdown", "id": "eaeabbf0", "metadata": {}, "source": [ "**Question 1C**\n", "\n", "- What special behaviour do you observe between the two operators?\n", "- What options do we have to further constrain this 2-dim parameters space? Name at least three." ] }, { "cell_type": "markdown", "id": "af2b0fb1", "metadata": {}, "source": [ "### Exercise 2 - Adding more measurements" ] }, { "cell_type": "markdown", "id": "976c1eff", "metadata": {}, "source": [ "The two operators from exercise 1 modify more than just $ttZ$. In this exercise we want to assess the additional impact on the SMEFT parameter space coming from top-quark pair production differential measurements. We consider bins differential in the invariant mass of the top pair. \n", "\n", "Let's proceed as before in exercise 1." ] }, { "cell_type": "code", "execution_count": null, "id": "ad80dd66", "metadata": {}, "outputs": [], "source": [ "runner_tt_mtt = smefit.runner.Runner.from_file(pathlib.Path(\"./downloads/runcards/runcard_tt_mtt.yaml\"))\n", "runner_tt_mtt.global_analysis(\"A\")" ] }, { "cell_type": "markdown", "id": "448d795e", "metadata": {}, "source": [ "The report can be produced again with" ] }, { "cell_type": "code", "execution_count": null, "id": "c678d10b", "metadata": {}, "outputs": [], "source": [ "make_report(\"./downloads/runcards/runcard_report_tt_mtt.yaml\")" ] }, { "cell_type": "code", "execution_count": 20, "id": "fbda253c", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAMgCAYAAADbcAZoAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAD/m0lEQVR4nOzdd3hUZdoG8PtMSe89kIQQEgIBpIM0AaUIKHYRUHRVVl3X3tdePlnWsrsqrl0sq4KuKHZRmvSOSElIIYX0OunTzvcHZkwgdTIz78w59++6chGSM+fcSZ6ZM88p7yvJsiyDiIiIiIjIBTSiAxARERERkXqwASEiIiIiIpdhA0JERERERC7DBoSIiIiIiFyGDQgREREREbkMGxAiIiIiInIZNiBEREREROQybECIiIiIiMhl2IAQEREREZHLsAEhIiIiIiKXYQNCREREREQuwwaEiIiIiIhchg0IERERERG5DBsQIiIiIiJyGTYgREQ9cN1110GSJFx33XWio7TRWS53zdwRT8tL4rFmnIu/X3I0NiBE1GNPPPEEJEmyfXzyySddPmbevHltHnPixAnnByVV+eWXX7BgwQLExcXB29sbUVFRmDlzJj7++ONOH7dy5co2tdnRx08//dTtLCaTCU8++SSSk5Ph7e2N2NhYLF26FKWlpZ0+bvr06dBqtdi9e3e3t9URi8WC1atXY8mSJRg4cCBCQkLg5eWFqKgoTJ48GQ899BB+++23Xm8HaPuaoDQrV67EE088gY0bN4qOQqQYOtEBiMjzvfvuu7jqqqs6/H5hYSF++OEHFyZyntjYWKSmpiI2NlZ0lG7zxMw99eCDD2L58uW2/4eEhKC6uho//fQTfvrpJ3z66adYvXo1dLqOd3sajQaRkZEdft/b27vbeRYsWIA1a9YAAPz9/VFcXIy33noLGzduxJ49exAcHHzGY959911s3LgRt99+O8aOHdvtbbVnx44duPbaa5GRkWH7ml6vR2BgICoqKrB161Zs3boVf//733HppZfi448/hpeXV6+2KZIza3zlypXYtGkTAGDatGkOXz+RGvEMCBHZLSIiAv7+/vjpp59QUFDQ4XLvv/8+LBYLEhMTXRfOSZYtW4Zjx45h2bJloqN0mydm7onXX3/d1nxcddVVyM/PR1VVFWpra7Fy5Ur4+/tjzZo1uP/++ztdT3x8PIqLizv8mDJlSrfyrF+/HmvWrEFQUBA2b96Muro6ZGdnY8iQIcjMzMQ///nPMx5TVlaG++67D3FxcXjmmWd6/kto5auvvsK0adOQkZGB8PBwLFu2DBkZGTAajaioqIDRaMTu3bvx4IMPIigoCJ9//jkaGhp6tU3RlF7jRErDBoSI7Obv74/LL78cVqsVK1eu7HC5d999FwB4/TA5nNlsxuOPPw4AGDVqFP773/8iLi4OwKkzFtdeey2ef/55AMDLL7+M7Oxsp2dat24dAODPf/6zrWnp378/nn32WQDAjz/+eMZj7r77blRUVOCVV15BYGCg3ds+fvw4rr76ajQ3NyMtLQ0HDhzAgw8+iJSUFNsyWq0WY8aMwbJly5CTk4OLLrrI7u0REdmDDQgR9cqf/vQnAOiwAdmyZQsyMjKQlJSEc845p8P1VFVV4e2338aVV16JYcOGISwsDD4+PujXrx8WLVqEHTt2dPjYadOmQZIkPPHEEzCZTHjhhRcwZswYhISEQJKkM67dlmUZ7777LiZMmIDAwEAEBwdj/PjxeOONNyDLsl03dLfOIMsy3nzzTYwfPx5BQUEIDAzEhAkT8OGHHzrl5+9KVzeQrlq1CnPmzEF0dDT0ej1CQkKQkpKC+fPnY8WKFWhqamr3cSdOnMCdd96JIUOGICAgAH5+fhg0aBDuuOMO5OXldZrpv//9LyZNmtTu778n9u7di5KSEgDAPffcA43mzN3a0qVLERISArPZ3OnfwFHKy8sBAAMGDGjz9ZYmoKysrM3Xf/rpJ3z44Ye45JJLet0MPPLIIzAYDPDx8cGaNWtszVhHwsLC8MUXX7R7SZgn6azG7X1uttwb1HL51ZNPPnnGfUHt3ctmz/Oiq9ew1atXQ6/XQ5IkrF27ttPfxWOPPQZJkpCcnNzm6858jbH3NYRUTCYi6qHHH39cBiD369dPtlqt8oABA2QA8qZNm85Y9vrrr5cByE899ZS8YcMGGYAMQM7JyWl3nQBkrVYrh4aGyt7e3ravSZIk//vf/243z9SpU2UA8gMPPCBPnDhRBiDrdDo5NDRUliRJ3rBhg21Zs9ksL1iwoM16Q0NDZY1GIwOQFy5cKF977bUyAPnaa689Y1sdfa8lwyOPPCJfdNFFtgxBQUG2bQGQH3vssU5/p/b8/J3l6up7f/rTn9rkCwgIkP38/Np87fS/lSzL8ocfftgmn7e3t+zr62v7f2BgoPzDDz+c8Tir1dpmm6f//q+66qpO855u1apVtnXt37+/w+XGjRsnA5AnTZp0xvfeffddWz07wgMPPCADkO+99942X1+7dq0MQJ4wYYLta42NjfKAAQPkwMBAuaCgoFfbLS4utv0eb7jhhl6tq6da168IndWMvc/NTz75RI6Ojpb1er0MQPb395ejo6PbfOTl5bV5jL3Pi+68hs2bN08GIF9++eUd/h6sVqvcv39/GYD8xBNPtPleb15jnPEaQurGMyBE1Cutjzq+8847bb5XX1+P1atXQ6PRdHn5VZ8+ffD4449jz549aGhoQGVlJRobG5GdnY077rgDwKnLVPbv39/hOlasWIFff/0V7777LgwGAyorK1FWVoazzjrLtsxzzz2HVatW2dZXVlaGyspKVFVV4dlnn8Unn3zS5RHGzqxYsQIbN27EypUrYTAYUFNTg/z8fFx44YUAgGeeeQbHjx93ys/fU1u2bMG7774LjUaD5cuXo6KiArW1taivr0d5eTl++OEHXHvttWfcnLxu3TosWbIEFosF999/P3JyctDY2Ij6+nocO3YMV1xxBWpra3HFFVecccT35Zdftl2S99e//hWlpaWorKxEZWUlnnjiCaxatQpffvmlXT+PxWLp8nudjfpUVlaG0aNHIyAgAL6+vkhKSsLVV1/d49GPZs6cCQB44403sGXLFgBAbm4uHn744TbfB4CnnnoKWVlZePbZZ9G3b98ebed0GzZsgNVqBQBccsklvVqXEvX0ublgwQIUFxdj4sSJAIB77733jPuC4uPjbcv35nnROmNHr2FLliwBcOoen+rq6nYfv3XrVuTk5ECSJFxzzTVtvueM1xh7X0OIeAaEiHqs9RkQWZblvLw8WaPRyP7+/nJtba1tuXfeeUcGIM+cOVOWZbnTMyBdufXWWzs8stty9BCAvHbt2g7XUVdXZzvq2dER4tZHCe05AwJAXr9+/RmPa2pqkvv06SMDkJ955pnOf9h2dPbzd5ars+8tX75cBiDPmjWr2zksFouckpIiA5Bff/31DpebP3++DEC+4447bF9rbGyUw8LCZADyNddc0+7jHnzwwU5//6fbuXOnbfmVK1e2u0xzc3Obo911dXVtvt9yBqTlIzQ0VPby8mrztT/96U+yyWTqMk+LCy+80PZYf39/2+dJSUlyZWWlLMuyfOjQIVmv18vjxo2TLRZLt9fdkUceecS2nZMnT/Z6fT3hCWdA7H1utjz+8ccf73D7vXlenJ6xo9ewxsZGOTg4uNNt/PnPf5YByJMnT+4wQ0c6e41x5GsIkSzzDAgROUB8fDxmzJhhO+PRouVI9/XXX9/rbcybNw8AbEeU2zNkyBDb0cz2/PjjjzAYDABgOxp9unvuuQd+fn5255w0aRKmT59+xte9vb0xe/ZsAMCvv/7a4/V25+fvqZCQEACnjvx3dvagtc2bN+P48eOIiIjAjTfe2OFyLUdrWw+//OOPP6KyshLAqevU2/Pggw/Cx8enW1mAUzeeR0dHAwCWL18Os9l8xjIvv/yy7e8OoM3nwB9Hhg8ePIimpiZUVlaioaEBW7duxYwZMwCcquW77rqr27k+++wzPPbYY0hKSoLRaER0dDSuv/56bN26FaGhoZBlGX/+858hyzLeeOMNaDQaZGZm4vLLL0doaCj8/PwwceLEdm9Y70hFRYXt87CwsG4/Ti2c9dwEeve8aK2z1zAfHx9cccUVAIAPPvjgjO83NzfbXn9PP/vRHfa8xtjzGkIE8CZ0InKQlpvRWy7DyszMxC+//ILQ0FBcfPHF3VpHdnY27r33XowePRohISHQarW2mz3nzp0LAJ0O9ztp0qRO179v3z4AQEJCAvr379/uMoGBgRg9enS38rZn/PjxHX6vT58+AGB7E3663v78PXXeeefBx8cH+/fvx5QpU/D2228jJyen08ds3boVAFBTU4M+ffogJiam3Y+lS5cCOHXpUYs9e/YAONWwnn6DbIvg4OAe/f51Op2tmTl69CguuOAC7Nu3D0ajEcXFxXjuuefw0EMPQa/X2x5z+o3qs2bNwhNPPIGzzjrLNteHVqvFxIkT8cMPP9huDH/11VfbvXyuPV5eXnjyySeRlZVly/L2228jJiYGwKmhg7dv3467774bw4cPR25uLiZMmID//e9/GD9+PC666CIcPHgQc+fOxVdffdXt3wd1rDfPza705nnRWlevYS0NTMulVq19/fXXqK6uho+PD6688sp2H+/o1xh7XkOIAE5ESEQOcskllyA0NBRbt27F8ePHbaNiLVy4sFtHtNesWYOFCxeiubnZ9rWgoCD4+PhAkiQYjUZUVVWhvr6+w3VERUV1uo2W0Yda3mx0pDfX4nc2hGrLJHgmk+mM7zni5++pAQMG4K233sLNN9+M7du3Y/v27QCAyMhITJ8+HYsWLcL8+fPbzG5dWFho+xlaRp/qTGNjo+3zllnAu/r9djVy0+n+8pe/ICcnB88//zx++OGHM44up6Sk4Morr8T//d//AQBCQ0O7vW6NRoPnn38eX375JaxWK7766ivcfffdPcp3uqKiIjz44INISkrCE088AQD429/+hvLycjzxxBO2YYV/+uknzJw5E3/9618xd+5caLXaTtcbHh5u+7yysrLLOlcbe5+b3dGb50VrXb2GTZ48Gf3790dOTg4+/PBDPProo7bvtZwVufDCC21nJlpzxmuMPa8hRADPgBCRg3h7e2PhwoUAgLfeegvvv/8+gD/OjHSmoqIC1113HZqbm3Huuedi48aNaGhoQE1NDUpKSlBcXIxPP/20y/V09QathbvtDB3189tj8eLFyM3NxWuvvYYFCxYgPj4eZWVlWL16NS6++GJMnTq1zSVLLZdZjB8/HrIsd+vDFZ577jls2bIF1113HYYMGYL4+HiMGzcOzzzzDPbv32+rjX79+vX4htjk5GREREQAgEPmEbnjjjtQU1ODV199Fb6+vrBYLFi7di0kSWpzmdeMGTMwYsQI5OXl2c7edWbIkCG2zx05WAF1zVHPi65ew1rfXN76MqyKigp8++23ANq//MqZrzE9fQ0hAtiAEJEDtTQb//rXv1BQUIChQ4dizJgxXT7u22+/hcFgQGhoKL766itMnToVvr6+bZYpLi7udb7IyEgAfxyt7MjJkyd7va2ecNXP35GwsDDcdNNN+OSTT5CXl4fMzEw8+OCDkCQJv/zyi+0oPQDbJUQdXULSmZaju139fu39/U+aNAnvvvsufvvtN+Tl5WHnzp14+OGH4e/vb7v8q2VEI1G++eYbfPrpp1i0aJHtvoOysjLU1dUhMjISQUFBbZZvmTukO43P9OnTbZeXrVmzxsHJqTO9eV70VEuDcfz4cdvcHatWrYLJZEJkZCTmzJlzxmOc/RrTk9cQIoANCBE50JgxYzBs2DAYjUYA3b/5PD8/HwCQmpra4Q3gP/30U6/zjRo1CsCpNwntTSAGAHV1ddi7d2+vt9UTrvr5u2vAgAFYtmwZFi1aBOCPmb2BP65RLy4utr2p766WZjQ/Px9ZWVntLmMwGBz++y8pKbH9/lquoe+JrKws2+SCHd071B319fW49dZbERoain/+859nfL+9y3I6ulSnPdHR0bjssssAAB999BEyMjK6/VhXnanyRC1NXWe/o948L3oqOTkZEyZMAPDHWZCWfxcuXGi7nKw1V7/GdPYaQgSwASEiB1u+fDnuuece3HPPPbj66qu79ZiWWZgzMjLanTH3wIED+Oijj3qdbdasWbYjzM8++2y7y/zzn/9EQ0NDr7fVE676+U/X+lrw9rQcIW190/b06dNtN5DfddddtmazI61v6p05c6bt/ounn3663eX/8Y9/9OhNd1csFgtuvvlmGI1GjBs3znbWoUVXb7xlWcZ9990H4NTv4YILLrA7y2OPPYbc3Fw899xzba71j4yMREBAAGpra3Hs2DHb100mk+3Sq6SkpG5t45lnnkFAQAAaGxtx6aWXdnk2qaqqCpdddhlqamrs+InUoeU1o6O5N4DePS/s0dJIr1q1CocPH7adCemowXbWa4w9ryFEABsQInKwOXPm4Pnnn8fzzz9vu+SpK7NmzYJGo0FlZSUWL15se9NkNBqxevVqzJo1q9MbSLvL398fDzzwAADgzTffxP333297I1BbW4vly5fjiSee6NFNyo7gqp//dH/9619x5ZVX4n//+5/tBnHg1Fmg1157zXYfT8vwnMCpm3Vfe+016HQ6bNmyBeeccw5+/vnnNjfvZmdn47XXXsPYsWPx6quv2r7u6+tru2n2vffew5133mkbOtZgMODpp5/Gs88+2+4NtJ3Jzs7Gww8/jH379tneXFmtVmzduhWzZs3CF198gZCQEKxcufKM+39yc3Mxbtw4vP7668jOzrY1JFarFTt27MCcOXNslzPddNNNSE1N7VG2Fvv378e///1vnHPOOWecGdRqtbbf8V//+ldUVlbCaDTi4YcfRmFhIeLi4mxn77oycOBAfPDBB/Dy8sLhw4cxYsQILF++HJmZmbZlLBYL9u/fbxsm+PPPP2+zjpbfkyRJPZ6EEQDKy8s7/Wj9Rr6323KFoUOHAjh1GVNHDV1vnhf2WLBgAby8vGz3dgBAWlpahyPIOes1xp7XECIAnIiQiHru9IkIu6uziQgfeOCBNhO/BQcHy3q9XgYg9+/fX/7vf//b4URn3ZkorIXJZJIvv/xy27o0Go0cGhoqa7Va2wR5S5YskQHIN9100xmP72oiws4ytPzepk6desb3evPzd5ars++1fL3lIyAgQA4JCWnztcmTJ58xcZ8sy/KaNWvkwMBA23J6vV4ODw+Xvb292zz+9IndLBaLfM0113T4+7/qqqs6/Vnas3///jMmEmz53QGQExIS5L1797b72JycnDaP9fb2liMiIs74OXo6EWFrZrNZHj16tOzl5SUfPXq03WUyMzPl0NBQ2++kZfsajUZes2ZNj7e5ZcsWOTk5uc3P4OXlJYeFhckajcb2NUmS5IULF8pGo9H22NYTM27YsKFb22s9EWFXH8OHD+/VttrTnYkI7X1uZmRkyD4+Pra/R3R0tNyvXz+5X79+cn5+fptl7X1e9OQ1rMWll17aZp3Lli3rdPnevMY44zWE1I1nQIjILfz973/H+++/j3HjxsHX1xcmkwnJycn429/+hv379ztsSFGdTofVq1fjrbfesm3LbDZjzJgxttG7Wo7Q9vRIfG+46udv7dFHH8VLL72ESy65BIMGDYJOp0NdXR2ioqIwc+ZMvPPOO9i4cSP8/f3PeOzFF1+MzMxMPP744xg3bhwCAgJQXV0Nb29vDB8+HDfeeCPWrFlju3yphUajwfvvv4/3338fZ599tu33P2rUKLz22mt2XQaSmJiIxx57DOeccw769OmD+vp6BAUFYdKkSXjhhRdw9OjRDs8gREdH4+WXX8aiRYuQlpaGoKAgVFdXQ6/XY9CgQbj++uuxZcsWvPPOO+1eW98dL7/8Mvbu3YuHHnoIgwYNaneZAQMGYNu2bbj44osRGBgISZJw9tln45tvvun2PDqtTZo0CceOHcPHH3+MxYsXIzk5GT4+PqitrUVYWBgmT56Mhx9+GEePHsVHH33UZp4UaislJQUbNmzA/PnzERkZiYqKCuTm5iI3N/eMiS/tfV7Yo/XlVhqNpstLXp3xGtOb1xBSN0mWeecZEVELWZaRkJCAgoICvP/++3bNKExEREQd4xkQIqJWPvjgAxQUFECn02HGjBmi4xARESkOGxAiUp2FCxfis88+sw2tCpwaqvXvf/87li5dCuDU5Q2xsbGiIhIRESkWL8EiItUJCQmxDTvq5+cHvV7fZhjSKVOm4Ouvvz5jUjgiIiLqPTYgRKQ677//Pr777jvs378fpaWlqKurQ0hICEaMGIGrrroK11xzDW/KJSIichI2IERERERE5DK8B4SIiIiIiFyGDQgREREREbmMfbMqEXXBarWisLDQNqEWERERESmDLMuora1Fnz59oNH0/HwGGxByisLCQsTHx4uOQUREREROkp+fj7i4uB4/jg0IOUVgYCCAU4Wp1KFMjx8/jpSUFNExSIVYeyQC645EYN25J4PBgPj4eNv7vZ7iKFjkFAaDAcHBwaipqVFsA0JERESkRr19n8eb0InslJ6eLjoCqRRrj0Rg3ZEIrDtlYgNCZKd+/fqJjkAqxdojEVh3JALrTpnYgBDZqbi4WHQEUinWHonAuiMRWHfKxAaEyE7BwcGiI5BKsfZIBNYdicC6UyY2IER2MhqNoiOQSrH2SATWHYnAulMmNiBEdrJYLKIjkEqx9kgE1h2JwLpTJjYgRHYKCAgQHYFUirVHIrDuSATWnTKxASGyU3l5uegIpFKsPRKBdUcisO6UiQ0IkZ3i4+NFRyCVYu2RCKw7EoF1p0xsQIjslJ2dLToCqRRrj0Rg3ZEIrDtlkmRZlkWHIOUxGAwIDg5GTU0NgoKCRMchIiIiIgfp7fs8ngEhslN6erroCKRSrD0SgXVHIrDulIkNCJGdkpKSREcglWLtkQisOxKBdadMbECI7JSfny86AqkUa49EYN2RCKw7ZWIDQmSniIgI0RFIpVh7JALrjkRg3SkTGxAiO9XX14uOQCrF2iMRWHckAutOmdiAENlJo+HTh8Rg7ZEIrDsSgXWnTPyrEtnJ29tbdARSKdYeicC6IxFYd8rEBoTITtXV1aIjkEqx9kgE1h2JwLpTJjYgRHaKiYkRHYFUirVHIrDuSATWnTKxASGyU25urugIpFKsPRKBdUcisO6USZJlWRYdgpTHYDAgODgYNTU1CAoKEh2HiIiIiBykt+/zeAaEyE7p6emiI5BKsfZIBNYdicC6UyaeASGnUMMZEIvFAq1WKzoGqRBrj0Rg3ZEIrDv3xDMg5NbGjh2LtLQ0rFixQnQUh8vJyREdgVSKtUcisO5IBNadMulEByBl2717t2LPgHjCyByyLKOu2YwSQzNKa5tQXmdEs8kCs1WG2WKFySLDbP3931afy5Dhq9fCV6+Fn5cWPnot/L11CPLRI8j31L/BvnoE+uig0/I4hqt5Qu2R8rDuSATWnTKxASGyU01NDQICAoRmkGUZpbXNOFxYg+MldSg2NKG0thklNU0oqW1CmaEZTWZru4/VSoBWI0Gn0UCrOTXbrE4jQauRIEmA0WxFk9kKo9kCS/urAACEB3ihT4gvEkL90CfEB31CfNEnxBd9f/831E8PSZKc9BtQJ3eoPVIf1h2JwLpTJjYgRHby8vJy6fbMFityyutxpMiAI4UGHC6sweFCA6oaTAAAX70Wof56BPvoEeynR1psEIKT9Ajx80KI76mvBfnooNdqTjUZ6H5TYLZa0WyyotFkQb3RjAajBY1GC+qazahuMKKy3ojs8jrsza1CeX0zzJY/bi3z1kmI/b1BGRQbhEExgUiNCURyVAC8dbyu1x6urj0igHVHYrDulIkNCJGdNBrnXnpktco4UmTAhmOl2JBeit9O1sD4+xv7CH8vxIf5YUpKBOJD/RAf7odwf68eNRU9odNooPPWwN9bhwh4d7qsDBm1TWZU1htRWd+MinoTKuuMKK1twuf7ClBeZwQAaCSgf4Q/BscGYXBsEFKjAzEoNhB9Q3x5xqQLzq49ovaw7kgE1p0ysQEhslN9fT3Cw8Mduk5Dkwlbjpdjw7FSrE8vRUWdEb56LQbHBuKSUXGnmo1QX/h7u+9TV4J06l4RHz0Sw/3P+H6jyYyT1Y0oqDr1kVFci5+PlaLRaAEABHhpMSg2EKP7hWF0v1CMSQxDmD+PgLXmjNoj6grrjkRg3SkTh+Elp1DDMLwNDQ3w8/Pr9Xoq6434fF8B1h0pxp4TVbDIQN8QHwztG4xhfUOQHOUPncKPAMmQUVVvQkF1AwqqGpFX0YCssjrb5WWJEX4YnxiO0YmhGJsYhsRwP1WfJXFU7RH1BOuORGDduafevs9z38OoRG4uPz8fqampdj1WlmXsya3Ch9tP4NtDxZABDOkThIXjEjA0LhgR/p1f5qQ0EiSE+XshzN8LZ/UNAXCqKamoMyKztA7HS2uxLascq/bkAwDC/PUY0y8UYxPDMSYxFEP7BkOvotG4elN7RPZi3ZEIrDtl4hkQcgo1nAGRZbnHR+FrGk1Ys68AH+7MRWZpPaIDvXHOwEhMTI5AoBtfVuUu6o1mZJfV43hpLbJK65BdXg+TRYa/lxaTksMxfVA0pg6MRJ8QX9FRncqe2iPqLdYdicC6c0+9fZ/HBoScQg0NSHp6erePymSV1eH1TVn48sBJmC0yRiSEYNrAKAyKCeQLay+YrVbkVjbgaKEBvxUakFVaBxlAcpQ/zv29GRmTGKq40bZ6UntEjsK6IxFYd+6JDQi5JTU0IN05KlNqaMK/fz6Oj3flIcRPj6kpkZicEoFgX95U7Qz1zWYcKTLgt5OnhiiubjTBV6/BxAHhmDYoGtMGRiI+zPOvJeYRQRKBdUcisO7cExsQcktqaEA6OypT12zGG5uy8MbmbGg1EuYOi8X0QVHwUtF9CqLJkFFQ2YjfCmvw28kaZJbWwSKfuqF99pAYzB0ai7Pigj1yx8YjgiQC645EYN25JzYg5JbU0IC0NzKH0WzFx7vy8K+fMlDXbMZ5g6IxZ2iMWw+bqxaNJjOOFtXi0MkaHMyvhqHJjD4hPrjgrD6YOywWwz2oGeGoMCQC645EYN25JzYg5JbU0IDk5eUhISHB9v+d2RW497ODKKhsxKTkcMwf3pfzV7gpi9WKjJI67MmtxIH8atQ0mhEb7IN5w2Ix96xYjIwPcetm5PTaI3IF1h2JwLpzTxyGl0gQf/9Tk+wZzVb886cM/GdjFgZGBeCJ+UPQV+GjMHk6rUZjm4F98XjZ1ox8urcAb23JQUyQN+ad1Qdzh8VgZHwoNBr3akZaao/IlVh3JALrTpnYgBDZyWq1IrO0Frd9vB8ZJbW4bFRfzB4SA40bHzmnM2kkCYNiAjEoJhCLxiXgeGkd9pyoxGd7C/D2lhxEBXpj/vA+uHxMHAbFuMfZPKvVKjoCqRDrjkRg3SkTGxAiO8iyjJ9+K8DjPxUhPMAbf5s7GP3CeJTG02kkCanRgUiNDsTCcQnI/L0ZWbUnH29tycGQPkG4ckw85g/vg1CBl9cZjUZh2yb1Yt2RCKw7ZeI9IOQUSr4HpLLeiLtW7ceRvDIM7ReFK0bHw0vH0a2UzGy14lBBDbZmVeBQQTUkCZgxOBpXjo3HOSmR0Ll4dLO6ujoEBAS4dJtErDsSgXXnnngPCJEL5Vc24Oq3d6Kq3og7x4UjIbGf6EjkAjqNBiMTQjEyIRSGJhN25lRiW2Y5rl+5B+EBXrhsVBwuHx2HgdGBLslTXFyM5ORkl2yLqAXrjkRg3SkTz4CQUyjxDMiRQgOWvLMTWknCnTMGIsJfD0nDMx9qlltZj22ZFdiZU4G6ZgvO6huEK8bEY/7wvgj20zttuxaLBVqtsmZ3J/fHuiMRWHfuicPwkltSWgOyLascf35vDyICvXH7eSkI8tHDWFkAr7A40dHIDZitVvxaUI1tmRX49WQNtBoJF5wVi2sn9seI+BCHb48Tc5EIrDsSgXXnntiAkFtSUgPyza9FuPOT/RgYE4hbpg2Aj45HYqhjNY0mbMsqx+bjZSirNWJY3yAsmZCIC4f3gY+etUNERJ6vt+/zeP0IUSfe334Ct360D6P6heK2c5PbNB/GygKBychdBfvqMWdoLP7v4mG47dxkyDJw32e/4uxnf8Ky744iv7Kh19tIT093QFKinmHdkQisO2XiGRByCiWcAVmzvwB3rTqIGYOjsWBM3BkzY8tmIyQdZzqnrpXUNmHjsTJszSpHg9GCc1Mjce2k/piSHGHXJIdNTU3w8fFxQlKijrHuSATWnXviGRAiJ9ieVYH7Pj2IiQPCsWDsmc0HAJjrqwQkI08UHeiDBWPj8dzlZ2HJhH44XlaPa9/ZhWnPb8Bbv2SjpsHUo/UVFxc7KSlRx1h3JALrTpl4BoScwpPPgGSW1uKSFVsRH+aP289Lhq6Dka4sTXXQ+nBscuo5GTKySuuwPr0Me09UQqeVcOmoONw4JQkDIruuqerqaoSEhDg/KFErrDsSgXXnnjgPCJEDldY24Zq3dyHY1ws3T0vqsPkAANnSs6PWRC0kSEiOCkRyVCBqxsRh8/FyfHuoGB/vyseMwVG4ZdoAjO4X1uHjm5ubXZiW6BTWHYnAulMmXoLl5tauXYsrrrgCiYmJ8PHxQVRUFCZOnIjnnnsOBoPBYduZNm0aJEnq9seJEycctm130WA044aVu9FotOD281Lgp++iP+fJQ3KAYF8vXHhWH/z9smG4bkIiDhcacNl/tuOyV7di3ZESWK1n1pnVahWQlNSOdUcisO6UiWdA3FRdXR0WL16MtWvXtvl6WVkZysrKsH37drz88stYvXo1zj77bEEplUOWZdz5yX5klNTh/vNTEebf9c3lGj1viiPH0Ws0mJwSgUnJ4ThYUIMfDhdj6ft70D/CDzdPHYCLR/aF9++jsPn7+wtOS2rEuiMRWHfKxAbEDVksFlxxxRX4/vvvAQDR0dFYunQp0tLSUFlZiY8//hhbt25Ffn4+5s6di61bt2Lw4MEO2/6aNWu6XCYqKsph23MHq3bn48cjpbh12gD0C+vei52l0QCNt5+Tk5HaSJKEEfEhGBEfgsyyWvzwWwke+N8hPPdDOm6YnIRF4xNQUV7ucfdWkecrZ92RAKw7ZeJN6G7o9ddfx8033wwASEtLw/r16xEdHd1mmXvvvRcvvPACAGDKlCnYvHlzr7Y5bdo0bNq0CcCpswG95Uk3oedXNmD2PzdhdL8wXDsxsduPky1mSFr28OR8RTWN+PFICbZnVcBbp8HV4/riuinJiA32FR2NVMRkMkGv14uOQSrDunNPHIZXYSwWC5588knb/z/44IMzmg8AWL58OUaMGAEA+OWXX/Djjz+6KqKiWK0y7v30AHy9dLhybFyPHmuq4dCA5Bqxwb64dkIill82DFMHRqIgLxeT/74ed686gOyyOtHxSCWys7NFRyAVYt0pExsQN7N582YUFRUBAKZOnYpRo0a1u5xWq8Xtt99u+//HH3/sknxK8972E9iZU4XrJibCt6ubzk/jFdazhoWot4J9vXDpqDjMmTwKl42Ow4b0Upz3wibc9cl+NiLkdKmpqaIjkAqx7pSJDYib+e6772yfz507t9Nl58yZ0+7jqHuyy+rw9++O4rxBURgc2/PTh8bKAiekIuqaxlCEWWkx+L9LhmHh+ARszCjDeS9swp2f7EcWGxFykvT0dNERSIVYd8rEBsTNHDp0yPb52LFjO102JiYG8fHxAICSkhKUlZU5JMMFF1yAvn37wsvLC6GhoRgyZAiWLl2KDRs2OGT97sBilXH36gMI9fPGZaPsO5OhD45xcCqi7mmpPS+tBuemRuH/LhmGReMTsCmjDDPYiJCTJCUliY5AKsS6UyY2IG6mdaffv3//LpdvvYyjjhJ88803KCwshMlkQnV1NY4cOYK33noL5557Ls477zzbJWKe7H97C3AgvwbXTeoHL519TwNzbbmDUxF1z+m156XVYHpqFJ69lI0IOU9+fr7oCKRCrDtl4hA+bqa6utr2eURERJfLh4eHt/tYe4SGhmLmzJkYM2YM+vbtC61Wi5MnT+Lnn3/Gd999B1mWsX79ekyYMAE7duxATEzXZwBOnyzR29sb3t7evcrZW81mC15cl44xiaFIjgy0ez1aX/ce3YuUq6Pa02tONSKTUyKw5Xg5vj1UhC8PFGL+8FjcPmMgBkQGuDgpKUl39klEjsa6UyaeAXEzdXV/HK308el6ojtf3z+G4aytrbV7u8uWLUNxcTFWrVqF++67D4sWLcKCBQtw991345tvvsGuXbuQkJAAAMjNzcX111/frfXGx8cjODjY9rFs2TKkp6ejsbERubm5qKqqQmlpKQoLC2EwGJCVlQWTyWQ7m5Oeng6j0Yjs7GzU1NSgqKgIxcXFqK6uxokTJ9Dc3NxmWbPZjMzMTNTW1uLkyZMoKytDZWUl8vLy0NjYiPT0dHy0Mw9nBTbiouGxMFaehNXUDJOhDJZGAywNNTDXlsNqbISxqhCy1Wq718NYWQCr2QhTTQksTXUw11bAXFcJa3MDTNXFkC3mNsvKFjNM1cWwNjfAXFcJc30VLE11MNWUQDYb2y5rtcJUVQirsRHm2nJYGmpgaayFyVAGq6kZxsqTkGX51LKyfFru2ja5Te3kllvnrq/qYe5qW25rO7mNZ+Q2tJvb9js0NcNkKG2Vu6JVbstpuU2/565vlbu+k9xF7eQubT93ZSGsxqY2uc2GMlhNTR3nrvk9d311q9xFZ+a2mGCqLoGluR7muiqY66pgseU2nZbFAlPV77lrK37PXdt+btkKY+XJ37OWn6rZ3z//I7cVcnUhpqdG4enpYbh2fB/UVhTjhtc34slV27DvWHanz7WcnBzU1NSguLgYxcXFqKmpQU5OTrvPtaysLNtzrbS0FJWVlcjNzbU911qWtVqtyMjIQENDA/Lz81FRUYHy8nIUFBSgvr4ex48fh8ViafMYka8RLcvKstxh7rq6unZzNzU14cSJE6iqqkJJSYktd3Z29hm5TSYTsrNP/T2KiopQUlJiy93U1NRmWYvFgszMTNTV1dlyV1RUIC8vDw0NDba8rf9taGhAXl4eKioqUFZWhpMnT6Kurg6ZmZkd5q6urkZJSQmKiorOyF1XV3dG7sLCQpSUlKCqqqrD3MePH0ddXR0KCgpQXl6OiooK5Ofno6GhARkZGba8rf/2eXl5qKystOWura1FZmYmzGZzm2Wbm5ttuYuLi1FUVISamhpkZ2fDaDSe8fvOysqy5S4tLUVVVVW7NduSu76+vsPcVqu13ZqtrKxEaWmpLXdWVla7uTt6rnUnd2fPtZbc+fn5KC8vR3l5OfLz823Pta5yd/Vcc/VrRHl5OV8j3PA1ori4dyOBch4QN+Pl5QWTyQTg1NjXOl3nJ6kWL16Mjz76CADw0UcfYeHChU7LdvToUYwcORLNzc0AgF27dnV4n0rL+ND5+fltxocWfQakwWjG5OXrkRYbhOsmdn2JW2fM9dXQ+Yc4JhhRD/S09kxWq+2MSHWDCZeM7It7ZqeibwjnEaHuKykpaXdYeCJnYt25J84DojABAX9cItHU1NTl8o2NjbbPAwPtv5yoOwYPHoxrrrnG9v+vv/66y8cEBQW1+RB9+dW7W0+gptGEC4b36fW6OAkhidLT2mu5NOvZS4dh4bgE/HS0BNOe24Bnvj6Cqnqjk1KS0nh5eYmOQCrEulMmNiBuJiQkxPZ5eXnXNzlXVFS0+1hnmT59uu3zo0ePOn17jlTTYMJrGzMxbWAUIvx73whZm+sdkIqo5+ytPb1Gg3MHnWpE5gyNxYc7cjFl+Xqs2JCJBqPZwSlJaWpqakRHIBVi3SkTGxA303rCnZycnC6Xb72MKybriYyMtH3e25veXe2NX7LQbJYxd5hjhs/V+oc6ZD1EPdXb2vPRaTF/eB88e+kwjE8Kx4vr0nHOPzbgo515MFusDkpJStOdgUeIHI11p0xsQNzMsGHDbJ/v3r2702VLSkpsw9NFRUW1aQ6cpfVZGVeccXGUBqMZ7209gemDIhHs65jTuWZDqUPWQ9RTjqq9IB89Fo5LwDMXDUNyZAD+tuYQZry4Cd8dKgJvD6TT5ebmio5AKsS6UyY2IG7m/PPPt33e1ezm3377re3zrmZNd5TWkxG64oyLo3x7qBh1Rgump0Y5bJ1eYfZNYEjUW46uvchAb9w4JQmPXTAYAd463PLffbhoxVZsz6ro+sGkGp70mk/KwbpTJjYgbmbq1Km2040bN27Evn372l3OYrHgpZdesv3/qquucnq2jIwMfPDBB7b/X3DBBU7fpqN8tDMXabFBiAhw3E3wLcOjErmas2ovIcwfd84YiHtmDURtkwkL39yBa9/ZiSOFhq4fTIrnqMluiXqCdadMbEDcjFarxWOPPWb7/5IlS1BaeublFg8++CAOHDgAAJg0aRJmz57d7vpWrlwJSZIgSRKmTZvW7jIvvfQStm3b1mmu/fv3Y/bs2baRuWbNmoXx48d34ycSL7O0FvvyqjElxbGTGelDej+SFpE9nF17g2OC8Le5g3Hz1CSkF9dh7ku/4M5P9qOoprHrB5NiJScni45AKsS6UyaOI+qGli5dijVr1mDdunU4fPgwhg8fjqVLlyItLQ2VlZX4+OOPsWXLFgCn7sN4/fXXe7W99evX44477sCAAQMwY8YMDB06FOHh4dBqtSgsLMTPP/+Mb7/9FlbrqZtT+/Xrh3fffbfXP6errNqdjwBvLUYkhDh0vaaaYniFsgkh13NF7UmQMKZfGEbEh2BLZjnWHijE978V45ZpyfjzOUnw9dI6dfvkfrKzs5GSkiI6BqkM606Z2IC4IZ1Oh//9739YtGgRvv76axQXF+Ppp58+Y7m4uDisWrUKQ4YMcch2s7KykJWV1ekys2fPxjvvvIM+fTzjjXez2YJP9xZgQlIE9BrHnvDTcRQsEsSVtafTaDBtYBTG9w/D178W4aX1Gfh4Vy7+Ni8NF54VC0mSXJaFxIqNjRUdgVSIdadMbEDcVGBgIL766it8+eWXeP/997F7926UlpYiMDAQAwYMwKWXXoqbbroJwcHBvd7WCy+8gAsvvBA7d+7EwYMHUVpaivLycjQ3NyM4OBiJiYmYMGECFi9e7DGXXbX46UgpqhtMOGegYy+/Ak7NxaDx4kzS5Hoias9Xr8MVo+MxdWAkVu8pwO0f78d7W3Pw+PwhOCsuxKVZSIzq6uo2k+USuQLrTpkkmWMtkhMYDAYEBwejpqYGQUFBwnJc8/ZOFNc04YHzBzl83ZaGGmj9et8AEvWUO9Te0SIDVu3OR0F1Iy4f1Rf3zxmEqEAfoZnIucrLyxER4fiDOUSdYd25p96+z+NN6KRYdc1mbM8qx9jEMOdsgJeekChuUHuDY4Pw6AWDsXh8Ar4/XIxp/9iAVzdmoslkER2NnISX25EIrDtlYgNCirU9qwJmKzC0r3POwFhNzU5ZL1FX3KX2tBoNpqdG4f8uHoaJyZF44Yd0nPfiRnz/GycyVKKGhgbREUiFWHfKxAaEFGtTRimig7yddlmI1lfcpWWkbu5We/7eOlw1Nh5PzB+CMD8v3PzhPlz1xnbOH6Iw4eHhoiOQCrHulIkNCCmSLMtYf6wUQ2Kd90bNXFvutHUTdcZday822Bd3nDcQd5yXgrzKRsx76Rc8vOYQahpMoqORAxQUcPJVcj3WnTKxASFFyimvR2F1E4bGOe9GXT3nACFB3L32hvUNxuMXpuHKsfH4fN9JTHt+A/63t4CXZXk4zsVAIrDulIkNCCnSpowy6DQSUqMDnbYNU9VJp62bqDOeUHs6jQYzB0fjmYuHYGB0IO759CCufH07MkpqRUcjO2VkZIiOQCrEulMmNiCkSBvTSzEwOhDeOufN1uwVFue0dRN1xpNqL9jXC0unJOGemQORX9WIOf/ajGXfHUV9s1l0NOqh1NRU0RFIhVh3ysQGhBSnyWTBjuwKDOnjvLMfAGCs5HWpJIYn1t7g2CA8fmEa5g/vg3e25OC8Fzbi+9+KeVmWB0lPTxcdgVSIdadMbEBIcQ4XGtBsljEoxrkjBekCI526fqKOeGrt6TUazDurD56+aCiignxw84d7cf3K3cir4DCbniAhIUF0BFIh1p0ysQEhxTlaZIBGAmJDfJ26HUtjjVPXT9QRT6+9iABv3HZuMv4ybQB+LajGjBc34uWfj6PZzEkM3VlZWZnoCKRCrDtlYgNCinO0yIDYYB94aZ1b3hq9cxscoo4oofYkSBiVEIqnLhqK6YOi8K+fMjD7n5uxNdM9hxgmICAgQHQEUiHWnTKxASHFOVJYg7hQP+dvSLY6fxtE7VFQ7XnrtLhidDweu3AIvHQaLH5rJ277aB9KDU2io9FpLBaeoSLXY90pExsQUhSrVcax4lrEhTr/CLFs4Sg+JIYSa69viC/um52K6yclYlNGGc57YSNW787nTepuxGg0io5AKsS6UyY2IKQoeZUNaDRZkRDm/DMgGm8XnGUhaodSa0+ChIkDIvDURUMxLC4E9//vVyx+awdvUncTQUHOHdiDqD2sO2ViA0KKcrTIAAAuuQTLUl/l9G0QtUfptRfgrcP1k/rjzhkpSC+uw8x/bsRbv2TDYuXZEJFKSkpERyAVYt0pExsQUpSjRQYE++oR7Kt3+rZ0wdFO3wZRe9RSe0P7BOPJi4ZgcnIknvnmKC55dSvSizmTuiiJiYmiI5AKse6UiQ0IKcrhQoNL7v8AAFN1kUu2Q3Q6NdWej06LheMS8OCcQSiva8a8lzbjxXUZHLJXgKysLNERSIVYd8rEBoQUJb+qAVGB3i7ZlldYnEu2Q3Q6NdZecmQAHr0gDecPjcWK9ccx99+/YF+esi9FczepqamiI5AKse6UiQ0IKUppbTNCXHD5FQAYKwtcsh2i06m19vQaDS4e0RePXJAGqyzj0le34cmvDqO+WXmjgrmj9PR00RFIhVh3ysQGhBTDaLaiusGEYF8vl2xPH6SO6/DJ/ai99uJD/fDg+YNwxeg4/HdHLma8uAmbMzhbsrPxWnwSgXWnTGxASDHK65oBAMF+rjkDYq6vdMl2iE7H2gO0Gg1mD4nBE/OHINhXjyXv7MLdqw6guoFzBjhLUZF67j0i98G6UyY2IKQYpbW/NyC+OpdsT+Md4JLtEJ2OtfeHqEAf3DNrIK6d0A/fHS7GjBc3YcOxUtGxFCkkJER0BFIh1p0ysQEhxSgxNAEAQvxccwmWbOGRVhKDtdeWBAlTUiLx1PwhiAnywZ9W7sYDnx1EHe8NcaimpibREUiFWHfKxAaEFKO0thlaCQj0ds0ZEMicFI0EYe21K9TPC3fMSME1Z/fDFwcKMeufm7A9q0J0LMWQWXckAOtOmdiAkFONHTsWaWlpWLFihdO3VWZoQrCvFyRJcvq2AECjd81wv0SnY+11TIKEqQMj8cSFQxDgpcPCN3fgqa+OoMnEeUN6y8/PT3QEUiHWnTK56FAxqdXu3bsRFBTkkm2V1jYj2M91JW1prIXG299l2yNqwdrrWmSgN+6bnYp1R0vw/o4TWJ9egn8tGIkR8SGio3msiooKBAcHi45BKsO6UyaeASHFqKg3IsBVl18B0AVGuGxbRK2x9rpHkiTMSovB4xekQQJw6atb8cKP6TCaraKjeaS4OPVNgEnise6UiQ0IKUaj0QxvndZl2zPVFLtsW0StsfZ6JjbYFw+cPwgXDu+DVzdk4qJXtuBYsUF0LI+Tk5MjOgKpEOtOmdiAkGI0mizQa11z/wcAeIXxqAyJwdrrOZ1GgwvP6oO/zRsMQ5MJF760Bf/ZmAWLlTe4dldqaqroCKRCrDtlYgNCitFstkKvdV1JGysLXLYtotZYe/brF+aPh+el4dzBUVj+/TFc/p+tyCmvFx3LI6Snp4uOQCrEulMmNiCkGE0mC/Q615W0PjjGZdsiao211zteWg2uGB2PB89PxcnqJpz/r034YPsJDvfZhaSkJNERSIVYd8rEBoQUw2i2Qqdx3SVY5toyl22LqDXWnmMkRwXi8QvTMGFAOB798jBuWLkbFXXNomO5rby8PNERSIVYd8rEBoQUwyLL0LpoDhAA0PpyWEASg7XnON46La4en4jbzk3G7twqzP7XZmzOYIPXnsjISNERSIVYd8rEBoQUw2oFNC48A2I1NblsW0StsfYcb3hcCJ64MA3RQT5Y8s4uPPP1ETSbOXlha3V1daIjkAqx7pSJDQgphstHs5H49CFBWHtOEezrhTvPS8GVY+Lw7rYcXPzKVmSW8s1PC52OcxeT67HulIl7MVIMqyxD48JLsCQtXxRJDNae87RMXvi3uYNR3WjCvJc246OdebxBHYBerxcdgVSIdadMbEBIYVz3JsHa3OCybRG1xtpzvn5h/nhk3mCM7x+Ov605hJs+2IOqeqPoWEIZDJy8kVyPdadMbEBIMfy8tGg2W122Pa1/iMu2RdQaa881vHVaLJmQiL9MG4BtWRWY/a/N2JZVLjqWMFFRUaIjkAqx7pSJDQgphq+XzqUNiNlQ6rJtEbXG2nOtUQmheOzCIQjz98KiN3di+ffHYLK47rXGXXA4VBKBdadMbEBIMfy9tGg2uW7UGq+wOJdti6g11p7rhfl54e6ZA3HZqL54Y1MWLnt1K06obAb11NRU0RFIhVh3ysQGhBTD39u1Z0CMlQUu2xZRa6w9MTSShDlDY/HgnMEoMTRjzr8349M9+aq5QT09PV10BFIh1p0ysQEhxQhwcQOiD+njsm0RtcbaE6t/hD8evTANoxJCcd9nv+KuVQdQ32wWHcvpkpOTRUcgFWLdKRMbEFIMPy8djC5sQEzVxS7bFlFrrD3xfHRa/GlSf9w4uT+++60Y817+BUeLlD1aT3Z2tugIpEKsO2ViA0KK4e/t2lGwdAFhLtsWUWusPfdxdlI4HrlgMMwWGRe9sgUf71LunCF9+vDMG7ke606Z2ICQYvh56dBsdt1N6NZmzpBMYrD23EtskC/+Nncwzh4Qjoc+P4TbP96POgVeklVVVSU6AqkQ606Z2ICQYvh7adFkct0ZEEnL2VlJDNae+/HSarDk7EQsPScJ646UYN5Lv+BwYY3oWA7l4+MjOgKpEOtOmdiAkGL4emnRaHTdGRBIkuu2RdQaa89tjU8Mw6MXpkGWgYtXbMVHO5VzSZbEuiMBWHfKxAaEFCM8wAtGi9Vll2HJpmaXbIfodKw99xYd6IMH5wzCxAHh+NuaQ7jzk/2KGCWroaFBdARSIdadMrEBIcWICfIFAFQ1GF2yPY1voEu2Q3Q61p7789JqcM3ZiVg6pT++P1yCC1/ZgoySWtGxeiU8PFx0BFIh1p0ysQEhxYgNPnWdaFW9ySXbM9dWuGQ7RKdj7XmO8f3D8ci8wTCarJj/8hZ8vs9zJ5EsKPDc7OS5WHfKxAaEFCOmpQFx0RkQfSiHBiQxWHueJTb41ChZo/qF4u7VB/HAZwfRZHLh/WoOwgnhSATWnTKxASHF8NFrEeSrQ1WDa86AmKpOumQ7RKdj7XkeL50G10/qj+smJmLN/pO46JUtOFFeLzpWjxw/flx0BFIh1p0ysQEhRYkJ8nHZGRCvsDiXbIfodKw9zzU5OQJ/mzcYNY1mXPDyL/j5aInoSN2WmpoqOgKpEOtOmdiAkKL0CfZx2T0gxkpel0pisPY8W1yIH/42bxCSowJxw3t78M91GbBa3X+o3vT0dNERSIVYd8rEBoQUJTbEDzWNrjkDoguMdMl2iE7H2vN8fnodbp02AJeM6IN//3wc16/chRoXXT5qr4SEBNERSIVYd8rEBoQUJTbYx2X3gFgalDXLMXkO1p4ySJKEeWf1wZ0zUrD7RBXmvfwLjhYZRMfqUGlpqegIpEKsO2ViA0KKEhPkg5pGE8xWq9O3pfHydfo2iNrD2lOWoX2C8egFadBIEi5esQVfHnDPQQYCAzn/DLke606Z2ICQorQMxVvtirMgVs8bRpMUgrWnOBEB3njw/EEYlRCKOz45gCe/OgyTxfkHUnrCbPb82dzJ87DulIkNCClKYrg/AKDY0OT0bcl8E0iCsPaUyUunwfWT+2PR+AS8v+0EFr2xA6W1zn8t6y6Tyb3vUSFlYt0pExsQUpS4UF946yQUVjc6fVsabz+nb4OoPaw95ZIg4dzUKNw3OxXHS+sw76VfsDe3SnQsAEBQUJDoCKRCrDtlYgNCiqLRSBgQFYCiGucfNbTUVzt9G0TtYe0pX3JUIB69YDBCfL2w4PVt+GBHLmRZ7FC9vBmYRGDdKRMbEHKqsWPHIi0tDStWrHDZNlOjg1xyBkQXHOX0bRC1h7WnDsG+Xrhn1kBMHRiFR7/4DfesPogmk7jL7/r16yds26RerDtlYgNCTrV7924cOXIEt956q8u2mRwVgMKaJshw7tFCU3WRU9dP1BHWnnroNBosHJeAGyYn4utfC3HJq1uRX9kgJEtWVpaQ7ZK6se6UiQ0IKU5KVAAajRbUNDr3xjWvsDinrp+oI6w99ZmQFIEH5wxCeV0z5r+yBTuzK1yeITU11eXbJGLdKRMbEFKcgdGnxgwvrHbufSDGygKnrp+oI6w9dUoI88fDc9MQFeSNRW/uwMe78ly6/fT0dJdujwhg3SkVGxBSnPgwP+i1Ek46+T4QfXC0U9dP1BHWnnoFeOtw14yBmDIwAg99fgiPf/kbzC6aLyQxMdEl2yFqjXWnTGxASHG0GglJkQEocnIDYq6tdOr6iTrC2lM3nUaDq8cnYvH4BHy4IxdL3tmJ6gaj07dbWFjo9G0QnY51p0xsQEiRUqMDUezkoXg1vgFOXT9RR1h7BADTU6Nw58yB+LWgBvNf2YLM0lqnbi8sLMyp6ydqD+tOmdiAkCKlRAXgZHWjU0fCkk3OP+JI1B7WHrUYHBOEh+emwWKVcdErW7HhmPPmTGhsdP7w5kSnY90pExsQUqTUmEDUGy2orHfuSFhERKJFBnrjwTmDkBIVgD+t3I3XN2UJn7SQiKgzbEBIkUYkhAAAcsrqnLYNSe/ltHUTdYa1R6fz1etw6/RkzB0ag2XfHcPdqw44fNJCX19fh66PqDtYd8rEBoQUKSrQB7HBPsgqq3faNqyNzr3emqgjrD1qjyRJuHRUHJZO6Y+vDxXhqje2o9TguHvhKis5+AG5HutOmdiAkGKN7heKnArnNSC6wHCnrZuoM6w96sz4/uG4f/Yg5FY04IKXt+BQQY1D1tu3b1+HrIeoJ1h3ysQGhBRrRHwIcivqYbY6Z4x8U02JU9ZL1BXWHnWlf4Q/Hp43GP7eOlz+2lZ8dbD3Q5nm5OQ4IBlRz7DulIkNCCnWyIRQmCwyCqqcM4KGV1icU9ZL1BXWHnVHiK8X7pudipHxobjt4/144cf0Xt2cnpqa6sB0RN3DulMmNiCkWEP6BEGnAbLLnXMZlrGywCnrJeoKa4+6y0urwQ1T+uPSUX3x8vpM3P7xfrtvTk9PT3dwOqKuse6UiQ0IKZaPXovBsUHIdtJIWPqQWKesl6grrD3qCQkS5g6Nxc1Tk/D94WIsfnMHKut7PpdMUlKSE9IRdY51p0xsQEjRRvcLw4nyBqes21zjvAm/iDrD2iN7jOkXhntnp+J4aR0uWrGlxwdn8vLynJSMqGOsO2ViA0KKNiI+BMWGJtQ1mx2+bq1fsMPXSdQdrD2y14CIAPxt7mCYLTIuXrEVO7Mruv3YyMhIJyYjah/rTpnYgJCijWyZkNAJ94FYjc65uZ2oK6w96o2IAG88eP4g9A3xxeK3duDzfd27p6iuznkTuxJ1hHWnTGxASNESwvwQ4qdHljPuA9FoHb9Oou5g7VEv+XvrcMeMFIzvH467Vx/EP9dldDlClk6nc1E6oj+w7pSJf1VSNEmSMLZfKDJKHD9ztKTlm0ASg7VHjqDTaHDdpEREBfng3z8fR25FPZZffha8de3XF98IkgisO2XiGRBSvCkDI5FVVocms31DT3bE2szLYEgM1h45igQJ84bF4s/nJOHrQ0W4+s2dqOpghKzaWscfyCHqCutOmdiAkOJNSo6AxQocL3HsZVha/xCHro+ou1h75GjjEsNw76yBOFZSi4tf3YoT7dw3FxUVJSAZqR3rTpnYgJDiJUX4IzrIG0cKDQ5dr9nAoVBJDNYeOUNyZCAemjMIzWYrLl6xBbtPVLb5PodDJRFYd8rEBoQUT5IkTEmJxLFixzYgXmFxDl0fUXex9shZogJ98ND5gxAd5INFb+zAlwdO2r6XmpoqMBmpFetOmdiAkCpMTo5AflUjahpNDlunsbJ7Q1cSORprj5zJ31uHu2YOxJj+objjkwN4Zf1xyLKM9PR00dFIhVh3ysShBUgVJiaHAwCOFRswvn+4Q9apD+3jkPUQ9RRrj5xNp9Hg+kn9ERngjed/zEBpbTMenTdYdCxSoZSUFNERyAl4BoRUISrQBylRATha5LjLsExVRQ5bF1FPsPbIFSRImD+8L5ZM6IcPtufin//bjCaTY0cTJOpKVlaW6AjkBGxASDWmpETiaJEBMjqfbKu7dIGOOZNC1FOsPXKlc1Ii8ZdpA/C/9AYseXunQy9lJepKnz4846tEbEBINSanhKOi3oTS2maHrM/a6ITZ1Ym6gbVHrjYyIRS3nB2Nw4UGXPnaNpQYmkRHIpWorKzseiHyOGxASDXG9Q+HVoLDhuOV9F4OWQ9RT7H2SITY8GA8cP4glNU14+IVW5FZykaYnM/X11d0BHICNiCkGgHeOoyID8ERB94HQkSkJn1CfPHgnMHQSMDl/9mKfXlVoiMRkQdiA0KqMjU1CseKamGyWnu9LtlkdEAiop5j7ZEILXUX5ueF+2cPQmSgDxa+sR3rj5UITkZK1tjYKDoCOQEbEFKVmWnRaDRZcKyottfr0vgGOCARUc+x9kiE1nXXMlfI4Nhg3PjeHqzeky8wGSlZWFiY6AjkBGxASFUGxQSib6gPDuT3/rIBc22FAxIR9Rxrj0Q4ve68tBrcMjUJk5MjcP9nv2LFhkzIsmNGGSRqUVhYKDoCOQEbEFIVSZJw/pBYHMyv6fWOUh8a66BURD3D2iMR2qs7rUaDayb0w4VnxeK5H9Lx5FdHYLWyCSHHGTBggOgI5ARsQEh1ZqZFo7rRhJyKhl6tx1TFozIkBmuPROio7iRIuGhEX1w9PgHvbTuBv368D81mTlhIjnH8+HHREcgJ2ICQU40dOxZpaWlYsWKF6Cg2Y/qFIthXhwO9HL3FKyzOQYmIeoa1RyJ0VXfTUqNwy7QB+PFICa59excMTZywkHovNTVVdARyAjYg5FS7d+/GkSNHcOutt4qOYqPTajAzLQYHCqp7tR5jZYFjAhH1EGuPROhO3Y1KCMXdMwbi15M1uPK17SjlhIXUS+np6aIjkBOwASFVmpkWjcLqJhQb7B/eTxcU5cBERN3H2iMRult3A6MD8cD5g1BiaMLFr25FdhknLCT7JSQkiI5ATsAGhFTpnJRIeOskHMirtnsdlnr7H0vUG6w9EqEnddf39wkLAeCy/2zDwfzuP5aotdLSUtERyAnYgJAq+XppMTk5EgcKauxeh8bb14GJiLqPtUci9LTuwv298MDsQQjz98KC17djYzrfSFLPBQYGio5ATsAGhFRr9tAYZJbWoabRvhslZQtHeSExWHskgj115++twz0zUzEoJhA3rNyNz/fx/iXqGbPZLDoCOQEbEFKt8wZFQQJw0N6b0a18E0iCsPZIBDvrzkunwS3TBmDigAjcvfogXt+UxQkLqdvYgCgTGxBSrfAAb4xJDMV+O4fj1XjxMhgSg7VHIvSm7rQaDZZM7IcLzorFsu+OYfn36WxCqFsCAgJERyAnYANCqjZ/eB8cLjSg1o7x6i0N9t8/QtQbrD0Sobd1J0HCxSP6YsHYeLy2KQtPf32UTQh1qaysTHQEcgI2IKRqc4fFAgD25Pb8LIgumEOhkhisPRLBUXU3c3A0Fo9PwDtbc/Dol7/BamUTQh3jMLzKxAaEVC08wBvnpERgZ05ljx9rqi5yQiKirrH2SARH1t301ChcNyERH+7IwwP/OwgLmxDqQHZ2tugI5ARsQEj1Lh4Zh8zSOpTXNffocV5hcU5KRNQ51h6J4Oi6m5wSgRsn98dne0/i7lX7YbZYHbp+UobU1FTREcgJ2ICQ6s1Mi4aPTtPjsyDGSg4nSWKw9kgEZ9Td2UnhuOmcJHz9axFu+3gfTGxC6DTp6emiI5ATsAEh1fP31mFmWjR25lRARvcvA9AHRzsxFVHHWHskgrPqbkxiGG6Zlox1R0px8wd70WzmMNP0h/79+4uOQE7ABoQIwCWj+qKwugkFlY3dfoy5tsKJiYg6xtojEZxZdyPiQ3Dr9GRsPl6Gpe/tQZOJTQidcvLkSdERyAnYgBABmJISiWBfHXbkdH8Hq/ENdGIioo6x9kgEZ9fdsL7BuP3cFOzIrsSf3t2FBiMnoCMgLCxMdARyAjYgRAD0Wg0uHN4He05UdntcetlkdHIqovax9kgEV9Td4Ngg3DkjBfvzqrHk7Z12zdFEytLY2P0rE8hzsAEh+t3FI/qiot6EjNI60VGIiFRrYHQg7po1EIeLanH1WztR08gmhEhp2IAQ/W5UQihig32wM7t7l2FJei8nJyJqH2uPRHBl3Q2ICMC9Mwciq6wOi97cjqp6nvVTK19fX9ERyAnYgBD9TqORcMnIvtibWwWzteuhIK2NPFNCYrD2SARX112/cH/cMysV+ZWNuOqN7T2eq4mUobKy5xMFk/tjA0LUysUj+6LeaMGvBdVdLqsL5I1xJAZrj0QQUXfxoX64d1Yqig3NuOK1bSgxNLk8A4nVp08f0RHICdiAELUyMDoQw+OCsTmjvMtlTTUlLkhEdCbWHokgqu76hPji/vNTUdNowhWvbUNhNW9KVpMTJ06IjkBOwAaE6DSLxifgt0IDyus7P93vFRbnokREbbH2SASRdRcd6IP7Zw9Cg9GCy1/bhvzKBmFZyLVSU1NFRyAnYANCdJoLzuoDP70GW453fhbEWFngokREbbH2SATRdRcR4I37Zg+CxSLj8te2Iae8Xmgeco309HTREcgJ2IAQncbfW4eLRsZhW1Y5rJ3MCaIPiXVhKqI/sPZIBHeou3B/L9x3fio0koQrXtuG4yW1oiORkw0YMEB0BHICNiBE7bhqbDwq6004XGjocBlzTakLExH9gbVHIrhL3YX4euG+2anw0Wtx5evbcbSo49dp8ny5ubmiI5ATsAEhasdZccFIjQnE5oyyDpfR+oe4LhBRK6w9EsGd6i7IR497Z6UiyFePq97YjkMFNaIjkZNERUWJjkBOwAaEqB2SJGHx+AQcLKhGTWP7E2BZm3kTJInB2iMR3K3uArx1uHvmQIT7e2Phm9uxL69KdCRyAoOBZ7iUiA0IUQcuGtEXeq2ELZntz4wuabQuTkR0CmuPRHDHuvP30uGumSmIDfbF1W/uwK4cTlqnNHq9XnQEcgI2IEQdCPbVY95ZfbA1sxxyezeju+HOmFSCtUciuGnd+ep1uHNGCvqF+2PJ2zuxNbPreZzIc+h0OtERyAnYgBB1YuG4BJTWNuNY8ZkjrViNnAyLxGDtkQjuXHfeOi1uOy8FyVEBuO7dXdiQ7h43zFPv1dZypDMlYgNC1Ikx/UKRFOmPzcfPvBld6xcsIBERa4/EcPe689JqcOu5yRgSG4Q/v7cHPx4uFh2JHIA3oSsTGxCiTkiShEXjErA/rxq1zeY23zPXdjxCFpEzsfZIBE+oO71Gg5unDcDw+GDc8uFefPNrkehI1Et5eXmiI5ATsAEh6sKlo+IgAdh62lkQr7A4MYFI9Vh7JIKn1J1Oo8HSKUkYkxiGv360D98dYhPiyVJTU0VHICdgA0LUhTB/L1wwPBYb08tgsVptXzdWFghMRWrG2iMRPKnutBoNbpjcH2P7h+G2j/dhwzHeE+Kp0tPTRUcgJ2ADQtQNN0xOQnm9EQcLqm1f04f2FReIVI21RyJ4Wt1pJAnXT0rE0D4huOmDPdiWxdGxPFFKSoroCOQEbECIumFo32CM6ReCn47+cRTNVFUoMBGpGWuPRPDEutNpNPjz1CSkRAfihpW7sTeXkxV6mszMTNERyAnYgJBTjR07FmlpaVixYoXoKL12/eQkZJTUIa+yHgCgCwwXnIjUirVHInhq3XlpNfjLtAGIC/XDte/sxG8na0RHoh6Ii/OMe4+oZ9iAkFPt3r0bR44cwa233io6Sq/NSotGbLCP7SyItZFjk5MYrD0SwZPr7tQ8IcmIDPTGNW/vRGap5/4salNRUSE6AjkBGxCibtJpNbh2YiJ25VTC0GSCpPcWHYlUirVHInh63fnpdbjjvIHw99Lhqjd2ILeiXnQk6gY/Pz/REcgJ2IAQ9cBVY+Oh1QCbMsoAWRYdh9SKtUciKKDuArx1uGvmQOg0Glz1xg4UVrvv7O50iqyAuqMzsQEh6oEQPy9cNjoeG9PLYDYZRcchlZItJtERSIWUUnfBvnrcPXMgjGYrFr25A2W1zaIjUSeamppERyAnYANC1EPXTUxETaMJh8vNXS9M5AQa7wDREUiFlFR3Yf5euGfWQFQ3mLD4rR2obuABJXcVGhoqOgI5ARsQoh4aGB2ISQPCUVpaDBk8NUyuZ66rFB2BVEhpdRcV6IO7Zw5EUU0Tlry9E7VNyjjDozSFhZ43/DN1jQ0IkR2un9wfazLNyCrjTYzkevqQGNERSIWUWHd9Qnxx54wUHC+rx/Xv7kaj0SI6Ep0mKSlJdARyAjYgRHaYnhqFSwdo8fPREtFRSIVM1TwiSK6n1LrrF+aPO85Lwa8na7D0/d1oNrMJcSeciFCZ2IAQ2UGjkZA2eBD25lahsp7XDpNreYVxYi5yPSXXXXJkAP56bjJ25lTi1v/ug8liFR2Jfpeamio6AjkBGxAiO40JbYK/lxbrjvAsCLmWsbJAdARSIaXX3eCYIPxlWjI2pJfintUHYLHyHj93kJ6eLjoCOQEbECI7JfdPxLUT+2Pz8TLUNXNELHIdXVCU6AikQmqou2F9g7F0ShK+OliEv33+K+egcAMJCQmiI5ATsAEhslNpaSn+NCkRgIz1x3gWhFzHUl8tOgKpkFrqbky/MPxpUiJW7SnAU18fYRMiWGlpqegI5ARsQIjsFBQUhPAAb1w1NgHrj5XyxkVyGY23n+gIpEJqqruJAyKweHwC3t16Ai+uyxAdR9WCgoJERyAnYANCZCeT6dSY8UvPSUKD0YLNx8sFJyK1kC285I9cT211Nz01CleM7ouX12fi1Y0ciUmUln0tKQsbECI7mc2ndsZxoX64aHgfrDtSDLOVI6eQC8isMxJAhXU3e0gsLjwrFv/4Ph3vbTshOo4qtexrSVnYgBDZKSAgwPb5LdOTUVlvwo5sZc0UTO5Jo/cRHYFUSK11N39EH8xKi8bjaw9j9Z580XFUp/W+lpSDDQiRncrKymyfD4wOxHmDovD94WLesEhOZ2msER2BVEitdSdBwhVj4jB1YAQe+OxXfHVQmRMyuqvW+1pSDjYgRHY6fWjAW89NRnFNE/bnVwlKRGqhC4wUHYFUSM11J0HC1eP74eykMNz5yX78xPmfXIbD8CoTGxAiO2VnZ7f5/6iEUIxLDMV3vxVDBs+CkPOYaopFRyAVUnvdSZKE6yYmYkRCCG75715s4cAjLnH6vpaUgQ0IkZ1SU1PP+Nqt56Ygp7wBx4pqBSQitfAKixMdgVSIdQdoNRosnZKEQTGBuPG93dhzgvf9OVt7+1ryfGxAiOyUnp5+xtfOSYnA4JhAfPebuo8UknMZKwtERyAVYt2dotNocMu0ZPSL8MN17+zCrwXVoiMpWnv7WvJ8bECI7NS/f/8zviZJEv4yPRlHigw4UVEvIBWpgT44RnQEUiHW3R+8tBrcdm4KooN9cM3bO5FezLPeztLevpY8HxsQIjsVFLR/NHDusFgkhPnim1+LXJyI1MJcy2vPyfVYd2356LS4/dwUBPt6YfFbO5Bf2SA6kiJ1tK8lz8YGhMhO4eHh7X5dq5Fw27kp2J9fjdxKngUhx9P6BoqOQCrEujuTv7cOd85IgUaScO27u1DdYBQdSXE62teSZ2MDQmSnhoaOj3ZdMrIvEsJ88dUBngUhx7OamkVHIBVi3bUvyEeP289LRqmhCUvf24Mmk0V0JEXpbF9LnosNiJtbu3YtrrjiCiQmJsLHxwdRUVGYOHEinnvuORgMBsVs0xNJktTh93RaDe6aORAHCqp5Lwg5Xie1R+Q0rLsOxQT54q/npuBAQTXuXn0AViuHYneUzva15LkkmdM2u6W6ujosXrwYa9eu7XCZ+Ph4rF69GmeffbbbbdNgMCA4OBg1NTUICgpySD53U11djZCQkA6/b7HKOO/FjQj01uGO8wa6LhgpnqWpHloff9ExSGVYd13bl1eFVzdmYemU/nh4XproOIrQ1b6WxOjt+zyeAXFDFosFV1xxha0RiI6OxiOPPIKPPvoIr7zyCiZNmgQAyM/Px9y5c3H06FGP3Kanq66u7vT7Wo2Eu2YMxKGTBmSV17kmFKmCtZn1RK7HuuvaqIRQLBqXgDd/ycG7W3NEx1GErva15Jl4BsQNvf7667j55psBAGlpaVi/fj2io6PbLHPvvffihRdeAABMmTIFmzdvdqttquEMSHNzM7y9vTtdxmKVMeufm+Cj1+KuGTwLQo4hm02QdHrRMUhlWHfd9+nefPxwuASvXT0K5w+NFR3Ho3VnX0uuxzMgCmOxWPDkk0/a/v/BBx+c0QgAwPLlyzFixAgAwC+//IIff/zRo7apBCdOnOhyGa1Gwt0zU3G40IDMUo4TT45hMpSIjkAqxLrrvstHxWFsYihu/3g/9uZytvTe6M6+ljwPGxA3s3nzZhQVnRo5aerUqRg1alS7y2m1Wtx+++22/3/88ccetU0lSE1N7dZyc4bGYGB0AL48WOjkRKQWXmFxoiOQCrHuuk+SJFw/uT8SI/xx/crdyCrj5Wv26u6+ljwLGxA3891339k+nzt3bqfLzpkzp93HecI2lSA9Pb1by2l+PwtytKgW6SU8C0K9Z6zkxFzkeqy7ntFrNLh1WjL8vXRY8s5OlNVyGOOeqK+vhyRJkCQJ9fUcTVJp2IC4mUOHDtk+Hzt2bKfLxsTEID4+HgBQUlKCsrIyj9mmEgwYMKDby84eEo3BMYFYe+CkExORWuhDeE05uR7rruf8vXW4fUYK6posuH7lLjQYzaIjEbkFNiBupvVR9f79+3e5fOtluntE3h22qQQ9uS5VkiTcPSsV6SV1OFrMuVSod8w1vBafXI91Z58If2/cfl4yjpfU4db/7oPZYhUdiUg4NiBupvVwcxEREV0uHx4e3u5j3X2bStDejfqdmTE4CkP7BGHtgULI4OBzZD+tf6joCKRCrDv79Qvzx83TBmBTRhke/fIwOABp++rr69t8dPV18lxsQNxMXd0fN6r5+Ph0ubyvr6/t89pa++4vcOY2DQZDm4/mZuVcA9vTWeElScI9s1JxvLQOR4p4FoTsZ21uEB2BVIh11ztD+wRjyYREfLwrD69uzBIdxy0FBATYPlof5IuOjm7zPfJ8bEDIqeLj4xEcHGz7WLZsGdLT09HY2Ijc3FxUVVWhtLQUhYWFMBgMyMrKgslksl3alZ6eDqPRiOzsbNTU1KCoqAjFxcWorq7GiRMn0Nzc3GZZs9mMzMxM1NbW4uTJkygrK0NlZSXy8vLQ2NjYZllZlpGRkYGGhgbk5+ejoqIC5eXlKCgoQF1dHY4fPw6LxdLmMU1NTThx4gSqqqpQX19vy52dnX1GbpPJhOzsbBgMBhQVFaGkpAQjovW4MtUbP/6ab7uh01hZANlqhamqEFZjI8y15bA01MDSWAuToQxWUzOMlSchy/KpZWUZxsqTsJqaYTKUwdJYC0tDDcy15bAaG2GqKoRstbZdv9kIU00JLE11MNdXwVxXCWtzA0zVxZAt5rbLWswwVRfD2twAc10lzPXVsDTVwVRTAqvZeEZu4xm5De3mbnnMqdylrXJXtMptOS236ffc9a1y13eSu6id3KXt564shNXY1Ca32VAGq6mp49w1v+eur26Vu+jM3BYTTNUlsDTXw1xXBXNdFSy23KbTslhgqvo9d23F77lr288tW3/PZoXZUA5Lo+H33OWtcrf921vNxlO5m2phbsnd3NBJ7uJ2cpd0nNvYCHNtBSz11adqtqb0979969wtNdsEs6HsVG5bzTbBWHlmzf6Ru+5UblvNFnVSs/W//+2rYGmqh6mmBLK5vdyFf+S2Pdc6y93yXDO0ea4Z23muWds816p7+Fyrsj3X5HZqVvRrhKTV8TWil68Rk5MjcPtoP7z68zGs2bwfNTU1KC4uRnFxMWpqapCTkwOj0XjGviQrKwsGgwGFhYUoLS1FZWUlcnNzz9ivWa1WHD9+HPX19cjPz0d5eTnKy8uRn5+P+vp6HD9+HFartc1jWvbHlZWV3dof5+TktJu7vf1xVlaWbX/cVe6MjAx0l1LeR5SUlPT4fURL7qampjbLWiwWZGZmoq6uzpa7oqICeXl5aGhosOVt/W9DQwPy8vJQUVGBsrIynDx5EnV1dcjMzOwwd3V1NUpKSlBcXNztv1d7OBGhmwkLC0NVVRWAU2cXuur0L730UqxZswYA8NVXX+GCCy5wi222TFCTn5/fZoIab29vxUwoVFlZibCwsB4/bltWORa9uRM3n5OEMYk9fzyRpbEWWt9A0TFIZVh3jiFDxnvbTmB7VgXev2E8JiV3femzWpx+2VXLWZCSkhL4+/vbvtf6cxKDExEqTEhIiO3z8vLyLpevqKho97Huss2goKA2H0ppPoC2l671xMQBEZg6MAJr9p+E2cqbEannrKZG0RFIhVh3jiFBwtVn98Og2CDc9P4eHOUluTb+/v5tPrr6OnkuNiBupvWEOzk5OV0u33oZeyfrEbFNJYiMjLT7sQ/OGYyS2mb8crzrho/odFrfYNERSIVYd46j02hwy7QBCA/wxrXv7EJRDZs7Uhc2IG5m2LBhts93797d6bIlJSXIz88HAERFRdn9hljENpUgLy/P7scOjg3CpSP74quDhWgyWxyYitTAXKve+XdIHNadY/notLj9vGRYrDKWvL0LhiaT6EhELsMGxM2cf/75ts+7mmn822+/tX3e1Qzm7rZNJejt2Z97Zqei0WTBD7/17kYuUh+vsDjREUiFWHeOF+zrhTtnpOBkdSP+/N4eGM28LLeFv78/ZFmGLMu87EqB2IC4malTpyImJgYAsHHjRuzbt6/d5SwWC1566SXb/6+66iqP2qYS9HYSxr4hvvjTpP748UgJahqNDkpFatAy8g6RK7HunCM22Bd/nZ6MPblVuO/TA5wj5DRqnvBYydiAuBmtVovHHnvM9v8lS5agtLT0jOUefPBBHDhwAAAwadIkzJ49u931rVy5EpIkQZIkTJs2zSXbVIuBAwf2eh1/mTYAXloJX/1a6IBEpBb60L6iI5AKse6cZ2B0IG6Y3B9fHizCcz/wDXdrjtjXkvvRiQ5AZ1q6dCnWrFmDdevW4fDhwxg+fDiWLl2KtLQ0VFZW4uOPP8aWLVsAnBqF6vXXX/fIbXq648eP9/qFMcTPC389NwXLvz+GGYOjERPk2/WDSPVMVYXwCuObQXIt1p1zjU0MQ1WDEa9uzEKfEF9cfXY/0ZHcgiP2teR+OA+Im6qtrcWiRYvw9ddfd7hMXFwcVq1ahYkTJ3a4zMqVK/GnP/0JwKlLrTZu3Oj0bQK9Hx/aEzQ0NMDPz6/X62kyWTDtuQ3oG+qLW6YmOyAZKZ3V1AyNXjlDWpNnYN05nwwZn+zKx/pjpXhzyRjMSIvu+kEK56h9LTkW5wFRqMDAQHz11Vf44osvcOmllyI+Ph7e3t6IiIjA+PHjsXz5cvz2229dNgLuvk1P1no+lN7w0Wtxz6xU7M2tRna5fXOLkLpYGjlvALke6875JEhYMDYeIxNCcOtHe3Egv1p0JOEcta8l98IzIOQUajgDUlFRgfDwcIesy2KVMeffmwEA981OhQTJIeslZbI0GqD1VebzitwX6851jBYrXlyXgYq6Znxx6yT0C1fvKFCO3NeS4/AMCJEgjuzdtRoJD80ZjIySOvxaUOOw9ZJC8bgRicC6cxkvrQa3Tk+Gt06LJe/sQmW9ekdK5HFyZWIDQmSnpqYmh65vWmokxvcPxef7CmDlCy51QrZwwjJyPdadawV663DHeSmoqjfi+pW70GhU56S1jt7XkntgA0Jkp5CQEIeuT5Ik/G1uGk5WN2FLZrlD103KovFW7+UYJA7rzvUiA71x27kpOFJYi7tX71fl2QBH72vJPbABIbJTUVGRw9c5PD4E84fH4ov9J9FgMjt8/aQM5voq0RFIhVh3YvSP8MeNU/rju99K8PL6TNFxXM4Z+1oSjw0IkZ2SkpKcst6H5g6G0WzFN7/yRZfapw+OER2BVIh1J86ohFDMH94HL67LwA+Hi0XHcSln7WtJLDYgRHbKzHTOkajYYF/8ZXoyfjpagpJaXvtKZzJVF4qOQCrEuhPrwrNiMbpfCO76ZD/Si2tFx3EZZ+1rSSw2IER2Sk1Nddq6/3xOEqICffDp7nynbYM8l1dYnOgIpEKsO7EkScL1k/ojPNAH17+3C1UqGRnLmftaEocNCJGd0tPTnbZuH70WD88bjAMFNThcyGF5qS1jZYHoCKRCrDvxvHVa3Dp9AAyNZtzy4V6YLFbRkZzOmftaEocNCJGd+vXr59T1zxsWi7H9QrFqdz7MVuXvZKj7dEFRoiOQCrHu3EOEvzdumToAu09U4pmvj4iO43TO3teSGGxAiOxUXOzcGwElScLj84egsKYJm9LLnLot8iwWjkZEArDu3MfA6EAsHJ+A97bn4uNdeaLjOJWz97UkBhsQIjsFBwc7fRtD+wbjqrHxWHuwEHXNHJaXTuF8DCQC6869TBsYhWmpEXj0i0PYfaJSdBynccW+llyPDQiRnYxG19wAeM+sVEgAvjxw0iXbI/cnW9iMkuux7tzPVWMTMCAyADe9vwcnqxtFx3EKV+1rybXYgBDZyWKxuGQ7kYHeuGPGQGxML0NBdYNLtkluTuY9QSQA687t6DQa3Dx1ACRJwo0rd6PBqLwm0VX7WnItNiBEdgoICHDZtq6dmIiEcD+s2p0PGbLLtkvuSaP3ER2BVIh1554CffT467nJyC6vx72rD0KWlbWPcOW+llyHDQiRncrLy122LS+dBo9dkIajRbU4kFftsu2Se7I0GkRHIBVi3bmv+FA/3DA5Ed/+VowVG5Q1cZ8r97XkOmxAiOwUHx/v0u2dOygKU1Ii8OneApg4LK+q6QIjREcgFWLdubdRCWG48KxYPP9jBn48rJyRo1y9ryXXYANCZKfs7GyXbk+SJDx2QRrK65qx7kiJS7dN7sVUo5w3F+Q5WHfub/7wPhiVEII7P9mP9OJa0XEcwtX7WnINNiBEdkpNTXX5NlOiA3HdxP74+mARKuo5MohaeYXFiY5AKsS6c3+SJOH6yf0RFuCNG97bjSoF7CdE7GvJ+diAENkpPT1dyHbvmpmCYD8dPlH45FPUMWNlgegIpEKsO8/go9Pir9OTUd1gxF/+uxcmi2dfsitqX0vOxQaEyE5JSUlCthvoo8fjFw7B/vxqHCyoFpKBxNIHx4iOQCrEuvMcEQHeuHlqMnblVOL/vjkqOk6viNrXknOxASGyU35+vrBtzxsWi8nJ4fh4Vx6MZs8+ukU9Z67lqDDkeqw7zzIoJhBXjUvAym0nsGq3554xF7mvJedhA0Jkp4gIcSPCSJKEpy4aipoGE745VCQsB4mh9Q0SHYFUiHXneaanRuGcgRF4eM0h7DlRKTqOXUTua8l52IAQ2am+vl7o9pMiA3DL9GR8f7gIRYZGoVnItaymJtERSIVYd55p0bgEJEUE4M8f7MHJas/bV4je15JzsAEhspNGI/7p85dpAxAb7IuPduRxhnQ1kSTRCUiNWHceSafR4JZpAyBBwo3v7UaTySI6Uo+4w76WHI9/VSI7eXt7i44AH70WT188FEeLa7ErxzNPr1PPSVq96AikQqw7zxXoo8dfpycjq7QOD685BFn2nANW7rCvJcdjA0JONXbsWKSlpWHFihWiozhcdXW16AgATl3je/6QaKzeU4AGk1l0HHIBazMvSSDXY915tvgwP1wzoR/+t+8kPt7lOTd2u8u+lhxLkj2pDSaPYTAYEBwcjJqaGgQFKfPGxaamJvj4+IiOAQAorG7EeS9sxMQBEVg4LkF0HHIy2WyEpPMSHYNUhnWnDB/uPIGtxyvw2S0TMTw+RHScLrnTvpb+0Nv3eTwDQmSn3Nxc0RFs+oT44u6ZqVh/rBS5lTxKqXQmQ6noCKRCrDtlWDA2AXFhfrjpgz2o9ICZ0t1pX0uOwwaEyE6pqamiI7Rx3aREJEcF4MMdebDyxKaieYXFiY5AKsS6Uwa9RoNbpg5AvdGC2z/eB4vVvfcX7ravJcdgA0Jkp/T0dNER2tBrNXj20mHIKa/H5uNlouOQExkrC0RHIBVi3SlHmL8X/jwlCVszK/CvnzJEx+mUu+1ryTHYgBDZKTk5WXSEM4xNDMPlo/pizb6TMDSZRMchJ9GH9BEdgVSIdacsg2ODcPHIvnh5fSZ+PloiOk6H3HFfS73HBoTITjk5OaIjtOuhuYOh00pYvdtzRjmhnjHXFIuOQCrEulOeuUNjMCI+BHd+sh+5Fe55/6C77mupd9iAENkpJiZGdIR2hQd445F5adiRU4lDJ2tExyEn0PqHio5AKsS6Ux5JknD95ET4eelw0wd70Wh0v0kK3XVfS73jkgbEbDZjz549+PTTT/HDDz+gqqrKFZslcqqaGvd9c3/56DhMTg7HhztOoMnsfjsU6h3Ox0AisO6UyU+vw83TBiC7zD0nKXTnfS3Zr9cNiNVqxYsvvojx48djyJAhuO6663DixAnb99evX4/Bgwdj/PjxuOqqqzB37lxER0fjpptuQlNTU283TySMl5f7jocvSRKWXXoW6pst+HwvbxxVGs5ITSKw7pQrPvTUJIWf7z+Jj3bliY7Thjvva8l+ut6uYOHChfjss89sHfPRo0fx3XffYc+ePaisrMT8+fPR0NDQ5jFmsxlvvfUWcnNz8f333/c2ApEQGo17X8EYH+aH+84fhKe/PoJxSWFIjgwUHYkcRXLv2iOFYt0p2oSkCGSX1eOJLw9jaJ9gt5mk0N33tWSfXv1Vv/rqK3z66aeQZRmTJ0/GXXfdhUmTJqGsrAyPPvoonn76aTQ0NGDOnDlYt24dMjIysGHDBlx++eWQZRnr1q3DZ5995qifhcil6uvd/3KE6yYmYnhcMN7fnguT1So6DjmI1cSzx+R6rDvlWzA2Hgnh7jVJoSfsa6nnJLkXF/tdfvnl+Pzzz3HDDTfgzTfftH39hhtuwOrVq2EymTBlyhSsW7fujMcuWLAAn376KebPn48vvvjC3gjkpgwGA4KDg1FTU4OgoCDRcZyioaEBfn5+omN0Kb24FvNe2ozzh8bi4hF9RcchB7CamqHRe4uOQSrDulOHygYjnvn6CIb1Dcb7N4yHViMJzeMp+1q16e37vF6dAdm9ezckScJjjz3W5uuPP/446uvrYTKZ8Pjjj7f72GeeeQYAsHfv3t5EIBImP98zhrlNjQnEX6an4LtDRSiobuj6AeT2zLXloiOQCrHu1CHMzwtLpyRhW1YFXvr5uOg4HrOvpZ7p1RkQX19f6HQ61NbWnvG9gIAANDY2oqqqqsPOyM/PD7Iso7Gx0d4I5KbUcAZElmVIktgjQ93VbLZg7r9/gVUGHpozCBoPyU3t86TaI+Vg3anL178W4osDhfjoxvGYmBwhLAfrzj0JPQMiSRIslvaH+LT+fr250dj+NYRWqxVWq5VFRR4rIyNDdIRu89Zp8Y/LhyOnvB4/ufGMt9Q9pqqToiOQCrHu1GXusFikxQbhtk/2o6y2WVgOT9rXUvf1qgGJiYlBc3PzGcWRnp5uG2J3//797T720KFDMBqNiIqK6k0EImEGDhwoOkKPjO4XiusmJuKL/YUorxO3M6He04fyXh5yPdadumgkCTdM7g+TWcadn+yH1SpmfhBP29dS9/SqATn77LMBAA899JDtTIjFYsGDDz4ISZIQExODv/3tbzCZTG0eJ8sy7r//fkiShLFjx/YmApEwnnhU5r7ZqQgP8ML723Mhw70mm6LuM1UVio5AKsS6U59gXz2WTumPrVkVeHVjppAMnrivpa71qgG58cYbIcsyvvjiCwwePBhXXHEFBg8ejLVr18Lb2xvvvvsu9u7diwkTJuCdd97Bzz//jA8//BBTp061jYy1ePHiHm3TyqFEyU3Ex8eLjtBj/t46LLt0GI4UGbAts0J0HLKTLlDc9dikXqw7dRocG4QLzorFCz9mYGe26/cbnrivpa716iZ0ALj11lvxn//859TKJMk2IeGKFStwyy23YNGiRfjkk0/OuNdDlmXMmzcPX331VY+25+/vj+HDh2PkyJEYNWoURo4ciWHDhkGv5wyt7kQNN6Hn5eUhISFBdAy73PnJfqw7UoKnLhqKYF8+dzyNyVAGfVCk6BikMqw79bLKMl74MR2VDUZ8f8c5CA9w3XDMnryvVbLevs/rdQMCACtXrsQHH3yAwsJCJCUl4dZbb8XcuXMBAE1NTbjvvvvw+uuvw2w2Azg1+tXSpUvx97//Hd7ePSvilhkxWzc0er0eaWlptqZk1KhRGD58OMeNFkgNDUhFRQXCw8NFx7BLZb0R572wEQMiA3Dz1AGi41APWRprofXlzPbkWqw7datuNOKpr45gZEII3r1uHDQumh/Ek/e1SuYWDUh31NfXIz09HVqtFoMGDepx49Hi+++/x/79+/GPf/wDNTU1Z3y/pTHRaDRISUmxnSVp+TckJKQ3PwZ1kxoakLKyMkRGeu7RwLUHC3H7x/tx8zlJGJMYJjoO9YCloQZav2DRMUhlWHf0W2EN/vXTcTw4Z5DLDl55+r5WqTymAXGUiooKTJkyBceOHcPUqVNx4YUXIjY2FtXV1Thw4ADWrl2LkpK2w4y2PlvSr18/jBo1CqNHj8ZDDz3k6viqoYYG5OTJk+jb13NHhZFlGbd8uBdbMsvx5HxeiuVJzLXlvB6fXI51RwDwv30F+OFwMT69eQJG93P+wStP39cqleoakL/85S94/fXXcdddd+H5558/4/smkwmvvPIKHnnkEfj4+GD27Nk4ePAg0tPT29zA3tkcJtR7amhA6urqEBAQIDpGr1TUNWPGi5vQP8Ift0wbAAmcl8cTWI2N0Hj5io5BKsO6IwCwWK14/scM1DaZ8N0d5yDU38up21PCvlaJhE5EKMI333wDAHjsscfa/b5er8ddd92FH3/8Ec3NzfDz88Phw4dRW1uL7du349VXX8WNN96I0aNHuzI2KVBxcbHoCL0WHuCNZy8Zhn151diVUyk6DnWTpb5KdARSIdYdAYBWo8HSKUmoazbj3k8PwNnHsZWwr6UzedwZEB8fH/j6+qKqqusXwhdffBH33XcfvvvuO8yaNcsF6aiFGs6AWCwWaLVa0TEc4q8f7cOGY6V46qIhCPZ17tEs6j3ZaoWk8bjjR+ThWHfU2sGCary8PhOPzBuMG6ckOW07StrXKonqzoBERETAYDCgvLy8y2VvvPFGALANE0zkSJmZYiZlcoanLxoKb70WH3CCQo9gquaEcOR6rDtqbXhcCGalRePv3x3Fgfxqp21HSfta+oPHNSBTp04FALz66qtdLhsUFITAwEDs2LHD2bFIhVJTU0VHcJhQfy/8/dJhOFBQg21ZnKDQ3XmFxYmOQCrEuqPTXTqqL+LD/PGX/+5FTaPJKdtQ0r6W/uBxDcjdd98NAHj22Wexdu3aTpctKSmBwWDo1uVaRD2Vnp4uOoJDzRoSg4tH9MEnu/JRWW8UHYc6YawsEB2BVIh1R6fTaTS46ZwkVDWY8PCaQ065H0Rp+1o6xeMakNGjR+ORRx6B0WjEpZdeij//+c/Izs4+Yzmj0YjbbrsNADiDJjlFv379REdwuCfnD0Wgjw4rt51w+o2FZD99UJToCKRCrDtqT0SAN64en4Cvfy3CFwdOOnz9StzXEqATteHrr78eAHD22Wfjhhtu6NENRk8++ST8/f3x8MMP4+2338Y777yDESNGYPTo0QgNDUVxcTHWr1+PkydPQpIkLF682Fk/BqlYcXExEhMTRcdwqGA/PZ67YjiufWcXNmSU4dxUvuFwR+b6KuiDo0XHIJVh3VFHxvcPx6GTNXhkzW8Y0y8M8WF+Dlu3Eve1JHAULI1GY5sgcMCAAXjiiSewaNGiHq1j69ateOCBB7Bt2zYAbSccbPmxZs+ejbVr10Kv5yRrrqSGUbCqq6sREhIiOoZTPPLFIazenY/H5w9BdKCP6Dh0GktTHbQ+HBefXIt1R51pNJnx1NdHEB/qh9U3TYBO65iLbJS8r/VkHjsRoea0ofwkScLQoUNx8ODBHq9r9+7dWLt2Lfbt22cbLzolJQWXXXYZrrjiCofkpZ5RQwNSUlKC6GhlHg1sMJox+1+b4aXV4IHzB0EjcYJCd2Kur4LOP1R0DFIZ1h11JbOsFsu/S8edMwbijhkpDlmnkve1nqy37/OEXYLVMit5YWEhfv75Z/z888/YsGGDXesaO3Ysxo4d68h4RF1qqWEl8vPS4Z9XjsDlr23H94eLMXdorOhI1Brvz3FLRrMVjSYLfPVaeOk87hbLrrHuqAvJkYG44KxY/PvnDExOicDofr1vWJW8r1Uzj5uIkDyDGs6AGAwGxf5sLZZ9dxRv/ZKNR+alIT7Ucdf0Uu9Ymxug8ebfw10cL6nFj0dLcCC/GrIMSBIwIv7UHAkpUYGi4zkM6466w2K14h8/pKPJbMH3d5yDQJ/eXQKvhn2tJ1LVRISlpaX4xz/+gQsuuACjRo3CiBEjMHPmTNx///348ccfRccjlenOZJie7u6ZA5EUEYC3t+TAxKNQbsPSaBAdgX63Ib0Uy39Ix8Hfmw/g1ImCg/nVWP59Ojaml4oN6ECsO+oOrUaDGycnoaLWiMe+/K3X61PDvlaNPOYMyOuvv4577rkHjY2NAP64ybz1jef9+vXDU089hauvvlpIRvqDGs6AmEwmVQxucKTQgIte2YJpqVFYMDZedBwCIFvMkLTCrqCl3x0vqcXyH7qeo+CB81MVcSaEdUc9sS2rHO9sPYGXFo7E/OF97F6PWva1nkYVZ0BWrFiBv/zlL2hoaIAsywgJCcHw4cMxbNgwhIaGQpZlyLKMEydO4Nprr8WsWbNQWVkpOjbh1P05aWlpWLFihegoDtfe/DNKlNYnCA/MGYR1R0twuKhGdBwCYKopFh2BAPx4tASaLsZn0EjAuiMlrgnkZKw76okJA8IxNjEUf/v8V5ysbrR7PWrZ16qNsDMgBoMBF198MSRJws8//9zhcvn5+UhJSYHRaMS4cePw4osvYuLEiW2WycjIwKeffoo333wTeXl5kCQJAwYMwObNmxETE+PsH4XaoYYzIGpitcpY8s5O/HbSgMfnD0GgN4+CkroZzVbc+vG+bt2XLUnAioWjlHljOlEn6o1mPP3VEfSP9Mcnf54AbVcdO3kMjz0DYjKZsHHjRmzcuLHT5VasWAGj0YixY8di06ZNZzQfADBw4EA8/PDDOH78OJ5++mloNBpkZWVh7ty5aG5udtJPQGqXnt71pRdKodFIeOHKEQBkvLftBGR4xJWbimWsLBAdQfUaTZZuDwoly6eW93SsO+opfy8drp/cH7tPVOG1TVl2rUNN+1o1cfvDMT///DMkScKyZcvg7e3d6bJ6vR4PP/ww1q9fj8DAQBw8eBBPPPGE7fsGg4GzopPDJCUliY7gUtFBPlh++XAcyK/G5gzeFCiSPphndkXz1WvR3elxJOnU8p6OdUf2GBgdiLnDYvDij6cGa+gpte1r1cLtG5Ds7GzodDpMnTq124+ZMmUK3n//fQDAv/71L5SWlmL79u0YPnw4PvnkE2dFJZXJz88XHcHlZg+JwcJxCVi1Ow9FNfZf00u9Y65lAyial06DEfEh3boHZGR8iCIuv2Ldkb3mD++DhHA/3P7JftQ3m3v0WDXua9WgVxdyX3/99XY/truXRtXX1yMwMBBabc+OHs2fPx+XXXYZPvvsM1x44YXYv38/zGYz/Pw4hjk5RkREhOgIQjx6wWBszyrHW1ty8NCcQdBpPP+NlafR+vK+Kncwa3A09udVd7qMVQZmpiljFmfWHdlLp9HgxilJeHLtETz11WEsv3x4tx+r1n2t0vXqJnSNRtNmGNyekmUZkiTBYun42tiEhAQUFhaioaEBXl5ePVr/pk2bMH36dEiSBFmWMXLkSHz00UdITU21OzN1jxpuQi8sLESfPvYPLejJDhXU4JJXt2DG4BhcPjpOdBzVMddVQhcQJjoGAdiYXooPd+ZBI51qNlq0/P/q8QmYlholLqADse6otzZllOGDHbl457oxOHdQ9xpzNe9r3Vlv3+f16gxIS/MxdOjQHm/cbDZj586dXS6XkJCAkydP4rfffsOoUaN6tI0xY8bYPn/ggQfw1FNPcSxpcpienpVTkmFxwbh39iD8/btjGNI3CINjlNlkui2JZ53cxbTUKPQN9cW6IyXYf9pM6DMVNhM6645665yBETiQX4X7PvsVP901FaH+XR9YVvO+Vsl6dQYkJSUF2dnZ+OCDD7Bo0aIePba8vBxRUVFdngH5v//7Pzz66KO4+eab8eqrr/Y4Y1hYGAwGA8zmnl1zSL2jhjMgVVVVCA0NFR1DGKtVxqI3dyC9pBZPXDgE/hya12UsTXXQ+gSIjkGnMZqtaDRZ4KvXKuKej9Ox7sgRqhuNePzLw5iWGokVi0d3ubza97XuSugwvCNHjgQA7N+/v8eP7e6lWwsWLIBGo8F7772HAwcO9GgbsiyjsbERgYEKOgJFbqOmRt2T8mk0El5cMAIWq4wPdnBoXleyNteLjkDt8NJpEOyrV2TzAbDuyDFCfL2waHwCvjlUjK8OFna5vNr3tUrV6wZElmW7GpDuSk5OxtKlS9HY2IhLLrkEubm53X7snj170NzcjMTERKflI/XiJJdAnxBfLLv0LOzJrcbWzArRcVRD68+jgeR6rDtylHH9wzCmXyge+eIQSg1NnS7Lfa0y9aoBabkno6dnJoBT1/QlJCSgX79+XS67bNkyJCYmIjc3FyNHjsQXX3zRrW08/vjjkCSpR0P4EnVXT5phJZt3ViwuH9UXH+/KQ2lt5zsScgyzoVR0BFIh1h05igQJi8/uB1mWcP9nB9HZ3QDc1ypTr+4BaWxsxK5duwAA55xzTq9GxOpKdnY2pkyZgqKiIkiShGnTpuG2227D3Llzzxgdq7CwEHfddRc+/fRTaDQaHDp0CIMHD3ZaNjqTGu4BoT/UNZsx59+bodNo8MD5qRyal4iIunSwoBovr8/E3y8dhqvGJYiOQz3Q2/d5vWpAXC0nJweLFi3Czp07bc2Ol5cXzjrrLPTp0wcajQa5ubn49ddfYbFYIMsyHnjgASxbtkxwcvVRQwOSnp7OIZ1b2Z9Xhcv/sw0z0zg0r7MZKwvgFcbfMbkW646cYeW2HOzPq8YPd52DuNAz52rjvtY9qaoBAQCLxYJ///vfeP7551FcXGz7ektD0vLjSJKEe+65B//4xz+E5FQ7NTQgFouFwwOe5vVNWVj23THccV4KhvUNFh1HsWSrFRLPMpGLse7IGRpMZjy59jBSYwLx3xvPPuNqGu5r3ZPQUbBE0Gq1uPvuu5GTk4NVq1ZhyZIlGDp0KMLCwhASEoIhQ4bg5ptvxr59+9h8kFNlZ2eLjuB2lk5JwtSBEXhnaw6qGoyi4yiWqaa464WIHIx1R87gp9dhycREbMuqxIc78874Pve1yiTkDMimTZswcOBAxMbGunrT5CJqOANSV1eHgACOiX+6ynojzv/XZoT46nHPrIHQ8oipw1mNjdB4+YqOQSrDuiNnen/HCezOqcQPd05FQvgfl2JxX+uePO4MSH5+Ps477zzExcUhPj6enS15rOrqatER3FKYvxdeWTQKx0vr8NWvRaLjKBLnYyARWHfkTFeOiYeflw73fnoAVusfx8a5r1Umlzcgn3/+OaxWKwDg7LPPRlJSkqsjEDmEj4+P6Ahua1z/MNwzayC+/rUIR4oMouMojqTVi45AKsS6I2fy0Wlx3cRE7DpRhfe3n/jj69zXKpLLG5ANGzbYPr/tttt6/Pjt27cjKyvLkZGI7OLMYaeV4C/TkjE5ORxv/ZKNmkbeD+JQrD0SgXVHTjY4NgjTUyOx7LujOFF+6owb97XK5PIG5NdffwUABAQEYMqUKT1+/J49ezBw4ECEhYXh7bffdnQ8om5raGgQHcGtaTQS/rlgJPQ6Dd76JQdWzxpwz61ZTc2iI5AKse7IFS4fHYdgXy/c9+lBWK0y97UK5fIGpKSkBJIkYdCgQXZ1tddeey30ej2qq6vxn//8xwkJibonPDxcdAS3FxnojZcXjsTR4lp8zftBHEbrq8yBHci9se7IFbx1Wlxzdj/szq3CR7vyuK9VKJc3IC33f9g7MlJQUBBmzJgBADhw4ACqqqoclo2oJwoKCkRH8AgTB0TgjvNS8NXBQhwrrhUdRxHMteWiI5AKse7IVQbHBmFKcgSWfXsURzNzRMchJ3B5AxIREQEAqKystHsd55xzDoBTkw7u27fPIbmIeiolJUV0BI9x+3kpGN8/DG/9kg1Dk0l0HI+nD+0jOgKpEOuOXOnyMXHQazV4dV8dPGzObOoGlzcgcXFxkGUZ6enpMBrtuzE1LS3N9jlvSCdRMjIyREfwGFqNhJcWjoQkAW9vyeHOpJdMVSdFRyAVYt2RK/l76bBofAK0taW8hFeBXN6AtJy9aGxsxI8//mjXOkJDQ22fc3xoEiU1NVV0BI8SFeSDf181EocLDfj2N86o3BteYXGiI5AKse7I1UYlhKJCF4bHvvwNVfUcTVFJXN6AzJkzx/b5M888Y9c6Wo+I0HJPCZGrpaeni47gcc4ZGIlbpw/AlwdO4ngp7wexl7GS9x+R67HuSITFg/RoNlvx1NeHRUchB3J5AzJt2jSMGDECsixj9+7duO+++3q8jqNHj9o+DwkJcWA6ou5LSEgQHcEj3TVjIEYlhOCNzdmo5f0gdtEFRoqOQCrEuiMRAsJicOXoeKzZX4hNGWWi45CDuLwBAYD/+7//sw3B++KLL+KGG26AydT9NyKffvqp7fPk5GSH5yPqjrIyvhDaQ6fV4OVFowAAb3J+ELtYGmtERyAVYt2RCJbGGkxKCcfg2EA8+L9fUd9sFh2JHEBIAzJnzhzcc889thtRV65cidGjR+Obb77p8rErVqzA1q1bAQB6vR7jx493alaijgQEBIiO4LFig32xYtEoHC0y4IsDvLG1pzR6X9ERSIVYdySCRu8LCRKWnJ2IirpmPP8jL39WAiENCAAsX74cS5YssTUhv/32G+bPn4+zzjoLjz/+OH755Rfk5uaivr4epaWlWLduHRYuXIjbb78dACBJEi677DIEBgaK+hFI5SwWi+gIHm1icgTuOz8V3x4qxoH8atFxPIvMe99IANYdifB73UUGeuOiEX3x7tYT2JfHOeA8nSQLHg/z6aefxpNPPglZliHLcpezo7fEDQwMxP79+5GUlOSKmNRDBoMBwcHBqKmpsXvSSXd38uRJ9O3bV3QMjybLMpa+vwdbsyrw6LzBiAr0ER3JI5hrK6AL5OzA5FqsOxKhdd1ZrFb8/ftj0GokfHv7OfDSCTuOrnq9fZ8n/C/36KOPYtu2bRgzZgwA2BqR9j5a+Pv7Y9WqVWw+SCilNlauJEkSXlwwApEBXnh1YxaMZh5h7Q6Nt5/oCKRCrDsSoXXdaTUaLJmQiJyyery6MVNgKuot4Q0IAIwbNw47d+7EunXrsHjxYtts6afz8vLCggULsHfvXpx//vkuTknUVklJiegIihDko8cbS8agrLYJH+w4ARm8Kb0rlnpefkCux7ojEU6vu/hQP5w/NBavrD+OjBIO5+6phF+C1ZETJ04gOzsbNTU10Ol0iIqKwvDhw+Hjw0s0PIEaLsEym83Q6XSiYyjGF/tP4s5VB7B4fAKmp0aJjuPWZKsFkkYrOgapDOuORGiv7owWK576+ghigrzx+S2ToNF0fvk+OV5v3+e57bunxMREJCYmio5B1KGsrCzOhu5AF4/si315Vfjvzlz0C/dDUgRHGeuIqbqIs1KTy7HuSIT26s5Lq8G1E/ph+ffp+GR3PhaN57xcnsYtLsEi8kRsPhzvkXlpGNY3GK9tyuIkhZ3gm0ASgXVHInRUdylRgZg0IBx//+4oyuuaXZyKeosNCDnV2LFjkZaWhhUrVoiO4nDp6RyL3NG8dBr85+rRkGVOUtgZY2WB6AikQqw7EqGzurt8dBwsVhnLvj3qwkTkCG57Dwh5NjXcA9Lc3Axvb2/RMRRpW2Y5Fr+1E3OGxeDSkTzqejrZbIKk04uOQSrDuiMRuqq7zcfL8P72XKy+aQLG9Q9zYTJ18/hheIk8VVFRkegIijUxOQL3nz8I3x4qxn5OOHUGc32l6AikQqw7EqGrupuSHIGkCH88vOYQTBYO5e4p2IAQ2SkkJER0BEW7eWoSZg6OwjtbT6C0tkl0HLei8eYN+uR6rDsSoau6kyQJi89OQGZpHd7dmuOiVNRbbECI7NTUxDfFziRJEl5YMAJRQd6cpPA0ssUoOgKpEOuOROhO3fUL88e5g6Pwz3UZKKxudEEq6i02IER24u1Tzhfko8fr14xGeW0z3t2Ww0kKW7D2SATWHYnQzbq7eEQfeOu0eOqrw04ORI7ABoTITn5+fqIjqMKgmCC8uGAEdp+owreHikXHcQsaPQc/INdj3ZEI3a07X70OV46Nx/eHS7AhvdTJqai32IAQ2amiokJ0BNWYOywWt5+bjDX7T+JAfrXoOMJZGmtFRyAVYt2RCD2pu7GJoUiLDcKjX/yGJpPFiamot9iAENkpLo7Dw7rSnTMGYubgKLy9JUf11/jqAiNERyAVYt2RCD2pOwkSFo2PR3FNE17dmOXEVNRbbECI7JSTw9E2XEmjkfCvq0YiLtQXr2zIRH2zWXQkYUw1vBSNXI91RyL0tO5ignxx/tAY/GdDJrLL6pyUinqLDQiRnVJTU0VHUB1/bx3evnYsms0WvL45GxarOkfG8grj2TdyPdYdiWBP3c0dFosQfz0e/eI3DhjjptiAENkpPT1ddARVSgj3w3+uHo1jxQas3lsgOo4Qxkp1/twkFuuORLCn7ry0Giwa1w9bsyrwzSFOGuyO2IAQ2SkpKUl0BNWaOCACT8wfgp+PlmJLZrnoOC6nD44RHYFUiHVHIthbd8P6BmNUQgie/Oqwqi/ZdVdsQIjslJeXJzqCql1zdj8sHBePD3fkIrNMXaPzmGvLREcgFWLdkQi9qbsrx8SjqsGE1zbxhnR3wwaEyE6RkZGiI6iaJEl4cv5QjIgPxqsbslFZr55ZmrW+waIjkAqx7kiE3tRdRIA3zh8Sg9c2ZSG/ssGBqai32IAQ2amujqNriOal0+C1a8bA31uLVzdmwmhRx03pVlOT6AikQqw7EqG3dTdnaAwCvHVY9u1RByUiR2ADQmQnnU4nOgLh1BGut64dg6KaRqzcdgIyVDDiicSXbhKAdUci9LLuvHVaXDqqL779rRg7sjmBsLvgqwmRnfR6vegI9LshfYLx4pUjsSunEt/9pvy5CiQtm19yPdYdieCIuju7fzgGRPrjibWHYbGq4CCVB2ADQmQng8EgOgK1Mu+sWNx2bjI+33cSBwuqRcdxKmszr2Um12PdkQiOqDtJkrBgbAKOFddi1e58B6Si3mIDQmSnqKgo0RHoNHfNGIgZg6Pw1i85KKppFB3HabT+IaIjkAqx7kgER9VdUoQ/JgwIw3M/HENNo8kh6yT7sQEhshOH4XU/Go2Ef101En1DffDK+kzFjv1uNpSKjkAqxLojERxZd5eNikOD0YKXfz7usHWSfdiAENkpNTVVdARqR4C3Du9cOw5NZgve+CUbFqvyRsbyCosTHYFUiHVHIjiy7kJ8vTB3WCze3ZqDrDKOZCkSGxAiO6Wnp4uOQB1ICPfDfxaPxtEiAz7be1J0HIczVhaIjkAqxLojERxddzPTohEW4IVnvj7i0PVSz7ABIbJTcnKy6AjUiYnJEXj8wiFYd7QEWzPLRcdxKH1IH9ERSIVYdySCo+vOS6vBFaPjsCG9DBvSeVmhKGxAiOyUnZ0tOgJ1YcmEfrhqbDw+2JGLTAWdbjdVK3+oYXI/rDsSwRl1NzIhFINiAvHUV4dhUskEtu6GDQiRnfr04dFAdydJEp66aChGxAfjPxuzUNlgFB3JIXQBYaIjkAqx7kgEZ9SdBAkLxsbjRHkDPtie6/D1U9fYgBDZqaqqSnQE6gYvnQavXTMGvnoNVmzIRJPZIjpSr1mblXM2hzwH645EcFbdxYf64ZyBEXhxXTqq6pVxcMqTsAEhspOPj4/oCNRNEQHeePu6sSgzNOH1TVkePzKWpNWLjkAqxLojEZxZdxeP6AuLFXhlQ6bTtkHtYwNCZCdJkkRHoB4Y0icYr10zBkcKDfjvzjzIkEVHsh9rj0Rg3ZEITqy7QB89Zg+JxvvbTiC/svczrlP3sQEhslNDA1+sPM05AyPx98vOwubj5fj21yLRcewmm5pFRyAVYt2RCM6uu5lp0fDz1uGFHzm0viuxASGyU3h4uOgIZIcrxsTjrhkDseZAIbZleebwvBrfQNERSIVYdySCs+vOW6fFhcNj8cWBQhwurHHqtugPbECI7FRQwEm5PNXt5yXjytFxeG/bCRwpMoiO02Pm2grREUiFWHckgivqbkpyBGKCfbDs26NO3xadwgaEyE6ciNBzSZKE/7t0GCYlR+A/G7M87tpffSiHgCbXY92RCK6oO61Gg0tH9sWWzApsOe6ZZ8Y9DRsQIjsdP35cdATqBb1Wg/9cPRr9I/3w0vrjqPSgYRhNVSdFRyAVYt2RCK6qu5EJIRgQ6Y9nvzsCq9WDBynxEGxAiOyUmpoqOgL1kr+3Div/NA4+ei3+/XMG6o1m0ZG6xSssTnQEUiHWHYngqrqTIOHy0XE4UliLr34tdMk21YwNCJGd0tM5YoYSRAX64IMbxqG2yYz/bMyCyQPmCDFW8v4jcj3WHYngyrpLiQrEiLgQ/OOHY2hWwKS17owNCDnV2LFjkZaWhhUrVoiO4nAJCQmiI5CDJEcF4q1rxyKrrA7vbT0BWXbv0++6wEjREUiFWHckgqvr7tJRfVFY1YT/7shz6XbVhg0IOdXu3btx5MgR3HrrraKjOFxpaanoCORA4/qH4V8LRmJHTiU+3+/e17pbGjhUJLke645EcHXd9QnxxaTkCLz0cwYMTSaXbltN2IAQ2SkwkGPiK828s2LxyLzB+O63YmxId98GU+PlKzoCqRDrjkQQUXf/3959hzdZ7v8DfydpupvuSaFQRqHsKXuJTGU4wHFUxC/qOeJx/lyox7046nFwUI84jyA4AREQlCHI3jNt6d47XUkzf39wGlvpTJPcSZ7367q4SJsnz/1u+2maT57nue95Q+JQpzfhw93pTh9bKtiAENnIaHSPC5apY+4c3wN3jOuONQezcSKnUnSc5pl5bjIJwLojEQTUXai/N6b1i8Z/fruIoiqd08eXAjYgRDYyGHho1hPJZDI8NScZ05Oj8eGei0gvrRUd6TIWvhAkAVh3JIKoups5MAZKhRz/2sEp9x2BDQiRjVQqlegI5CAKuQxv3zQUA7oE471fU1Fc7VrvgMl9/EVHIAli3ZEIourOX+mFWQNisf5wNrLL3GuxWnfABoTIRrwI3bP5KhVYfftIhAV44+0dqah2oYsRTbWVoiOQBLHuSASRdTclKQoBPkq880uKsAyeig0IkY0SEhJERyAHCw3wxudLroDBbMZ7O9OgN7rGGiFewVGiI5AEse5IBJF15+0lx6yBMfjueB4yXfB0XHfGBoTIRhcvXhQdgZygW7g/Pr1jFPIqtPjPb+kwu8AaIYbKAtERSIJYdySC6Lqb1CcSwX5KvM2jIHbFBoTIRklJSaIjkJMMig/Bv/8yDCdyKvHVoWxYILYJ8Q6LFzo+SRPrjkQQXXfeCjlmDYjFD8fzcbGkRmgWT8IGhMhGarVadARyoql9o/HSgoH4VV2Cn88WCs2iL88VOj5JE+uORHCFuhvfOwKhAUq8vYNHQeyFDQiRjbp37y46AjnZzVd0w7IpvfD10TwczCwXlkMZHC1sbJIu1h2J4Ap1562QY/aAWGw8WYDUomrRcTwCGxAiG+Xn54uOQAI8PL0PFgyJwyd7M6AW9IfIWC2u+SHpYt2RCK5Sd+N7RyA8wBtv8SiIXbABIbJRWFiY6AgkgEwmw2vXD8aoHqFYuTMN+ZVap2eQ+wU6fUwi1h2J4Cp15yWXY86gWPx0uhAXCqtEx3F7bECIbKTVOv+FJ7kGby853r91BLqG+uGdX1JRqdU7dXyLwbnjEQGsOxLDlepubM9wRAZ541/beRSks9iAEBHZQOWrxKdLRkGhkOGdX9KgM5pERyIiIgfykstx9cA4bD1bhLP5GtFx3BobECIb+fn5iY5AgsUG++GzJaNQXlOPVbsuwmh2zkKFMqW3U8Yhaox1RyK4Wt2NTgxDdJAP3uJRkE5hA0Jko/Jy17gwjsTqG6PCh7eNgLqwCp/vz3LKGiFmLWdhIedj3ZEIrlZ3CrkcVw+OxY7zxTidy6MgtmIDQmSjLl26iI5ALmJsrwj884Yh+P1iGb4/nufw8byCwh0+BtGfse5IBFesu1HdwxAT7Iu3tnM9MFuxASGyUUZGhugI5ELmD+2C5bP74afThdh8usChYxk0RQ7dP1FzWHckgivWnUIux5yBMfhVXYLzBZwRyxZsQIhslJSUJDoCuZilExPxwLTe+P54Hn4577g/mt5h8Q7bN1FLWHckgqvW3cjuYYgI8MaqXWmio7glNiBENlKreeiVLnf/lb1x18RErD2cg72ppQ4ZQ1+e65D9ErWGdUciuGrdecnlmN4/BptOFiC7rE50HLfDBoTIRomJiaIjkAuSyWR4YlZf3HJFN3y6PxMHM+0/WYEyJNbu+yRqC+uORHDluhvfKwJBvl748LeLoqO4HTYgRDbKzs4WHYFclEwmwwvzBmDB0Dh8/Fs6TuRU2nX/Rk2xXfdH1B6sOxLBlevO20uOK/tGYd3hHJRU14uO41bYgBDZKDIyUnQEcmFyuQwrrh+M6f2j8f7uizhbYL/pGhX+wXbbF1F7se5IBFevu8l9o+All+PjfZyYpiPYgBDZqKamRnQEcnFeCjnevnEYxvcKx8pf05BSZJ/57M16rV32Q9QRrDsSwdXrLsDbCxP7ROCL3zNRpTOIjuM22IAQ2cjLy0t0BHID3l5yvH/rCAzrFop3f01DZllt53cqV3R+H0QdxbojEdyg7qYnR0NnNOO/B7JER3EbbEBcWEFBAZ599lkMHz4c4eHh8Pf3R8+ePbF48WLs2bPHbuPs2rULMpms3f8WL15st7HdGRsQai9fpQKrF49E35hA/GtHCnIrOzdjikzh+n+QyfOw7kgEd6i7YD9vjO0Zjo9+y4DOYBIdxy2wAXFRGzZsQP/+/fHcc8/h2LFjKC8vh1arRXp6Oj777DNMmjQJ99xzD0wmFroo1dX2OZ2GpCHAxwufLrkCXUP98ebPqSissv20AnO9a5+SQJ6JdUciuEvdzRwQg4paPb4+6prTBrsavoXrgnbu3ImFCxdCr9cDAObMmYO5c+ciICAAx44dw+rVq6HRaPDBBx9AJpNh1apVdht70aJFuPHGG1vdplu3bnYbz51FRUWJjkBuJthPif/+3xW44YP9eHN7Ch6d0RcRgT4d3o8iIMT+4YjawLojEdyl7qKCfDGieyje352Gm0Z2hZeC7/G3RmaxWCyiQ9Af6uvr0bdvX2RmZgIA3n33XSxbtqzJNikpKZg0aRIKCwsBAL/88gumTp1q85i7du3ClClTAAD/+Mc/8Oyzz9q8rwZVVVUIDg6GRqOBSqXq9P5ckVqt5mroZJOiKh2uW/U79EYzHp2ZhBA/7w49Xl+e67KrA5PnYt2RCO5Ud9nltXj+x/N4+8YhmDeki+g4DtXZ13lsz1zMxx9/bG0+rrnmmsuaDwDo06cPVq5caf34qaeeclY8aoTNB9kqWuWLtUtHQyYD3vw5BdUdnDnFXf4Yk2dh3ZEI7lR33cICMCBOhZU708D391vHBsTFfPXVV9bbDz30UIvbzZ8/H927dwcA7N+/H1lZnHnB2dRqtegI5Ma6hvlj7dLR0BnN+NeOVNTqje1+rL6c5xiT87HuSAR3q7tZA2ORUlSD3SkloqO4NDYgLqS6uhp79+4FAAQFBWHChAktbiuXyzFz5kzrx1u2bHF4Pmqqd+/eoiOQm0uMDMSapVegok6Pd35Jhc7YvkkllKFxDk5GdDnWHYngbnXXJzoQCWH++HgvFyZsDRsQF3Lu3DmYzWYAwNChQ6FoY+q5kSNHWm+fPn3aLhm+/fZbDBkyBCqVCr6+voiLi8P06dOxYsUKlJeX22UMT3Hx4kXREcgD9I1R4Ys7r0ChRof3fk2D3mRu8zGGigInJCNqinVHIrhb3ckgw9R+UdiTWoq0Yi5Y3BI2IC6k8Sk9PXr0aHP7xtvY63SgM2fO4OTJk6iurkZ9fT0KCgqwfft2PProo0hISMDHH39sl3E8QVyce70rQ65rcNcQfHLHKGSU1mDVrjQYza03IV5B4U5KRvQH1h2J4I51N6pHGIL9vPDZ75mio7gsTsPrQiorK623IyIi2tw+PPyPX8rGj7WFTCbDsGHDMHnyZPTr1w/BwcGoqanBqVOnsH79euTl5aGmpgZ33nkniouL8fjjj7drv1VVVU0+9vHxgY9Px6cddUXl5eUICAgQHYM8xKgeYfjo9pFY8slhfPRbOpZOSIRC3vx7RGZtDeRKXycnJKlj3ZEI7lh3SrkcE3pH4pujOXhkRhKC/ZSiI7kcHgFxITU1fxyq8/Vt+5fNz8/Perszi+IlJSXhwoULOHLkCP75z3/izjvvxPXXX4/FixfjzTffRHp6Oh544AHr9k8++SQOHDjQrn137doVwcHB1n+vvPIK1Go1tFotsrKyUFFRgeLiYuTn56OqqgoXL16EwWCwHtFRq9XQ6/VIT0+HRqNBQUEBCgsLUVlZiczMTNTX1zfZ1mg0Ii0tDdXV1cjLy0NJSQnKy8uRnZ0NrVbbZFuLxYKUlBTU1dUhJycHZWVlKC0tRW5uLmpqapCamgqTydTkMTqdDpmZmaioqIBOp7PmTk9Pvyy3wWBAeno6qqqqUFBQgKKiImtunU7XZFuTyYS0tDTU1NRYc5eVlSE7Oxt1dXXWvI3/r6urQ3Z2NsrKylBSUmJtEtPS0lrMXVlZiaKiIhQUFLQrd35+PoqKilBRUdFi7tTUVNTU1CA3NxelpaUoKytDTk4O6urqkJKSYs3b8BitVovs7GyUl5dbc1dXVyMtLQ1Go7HJtvX19dbchYWFKCgogEajQXp6OvR6/WW5L168aM1dXFyMiooKZGVlXfazb8hdW1vbYm6z2XxZ7qysLJSXl6O4uNia++LFi83mzsjIgEajQWFhIQoLC6HRaJCRkdFq7p4BBry7oCdKyyuw+/h5mAz11gsw9eW5sFjM0JfnwSIDjFWlMGmrYNJWwVhVCrNBd+k+i7nJY8xGPQyaYph01TDWVsJYXQZzfR0MFQWwmE1N928ywFBZCFN9LYw1FTDWVMBUXwtDZREsJkPTbc0mGCoKYNZrYawug6m2EiZtNQyaYpgvy22BvjwPZoMOxqqSS7nrNDBWl8Ks10Ffng+LuaXcNZdy15Rfyl1ZAIvJ+KfcRhgqC2Gur4WxphzG2gqYdLUwaIpgMTaXO/+P3HWaS7mrWstdD8NlubXQV7SUu6iZ3IWt5K5rlLvmf7n1f8ptbpS7tFHukv/lzvtf3uZyVzfJbWgmt6VJ7opmc8uU3i3krrTmNjeTW39Z7qpmc1u/h4Z6GKqKG+Uua5T7TzVrNPwvd22j3LWtfL8Lmsld3Hzu8nyY9bomuY1VJY1+15rJrflf7obfNb22ld+1omZ+1wpb/l2rr4Oxuux/uaubz/2/54hLv2ue8RxhkcEtnyOmJAZhXJQR6w9ltfg6oqioyG1fRzQsBWErrgPSQZMnT8bu3bvtsq+1a9c2WfTv5ZdfxvLlywEAy5cvx4svvtjq41NTU9GnTx8Al6bmdfSsTLfddhu++OILAMDs2bOxefPmFrdtmB86JyenyfzQnnQEpLS0tF1Hqog6auPJfPx97XFMTorALVckQAZZk/tN2ioo/DxzfR1yXaw7EsGd6+6jvenILq/Db49OhUIua/sBboTrgHiQwMBA622dTtfm9lqt1no7KCjIIZkae/nllyGTXfoF+uWXX5qM3xKVStXkn6c0HwDa9fUT2WLu4Di8ft0g7FKX4pujubCg6ftEFoNeUDKSMtYdieDOdTetXzTyK3XYcb5IdBSXw2tAOuj666/HkCFD7LKvPy9kFxISYr1dWlra5uPLysqafayjxMfHo1evXkhNTbWeYpKcnOzwcV1VWFiY6AjkwRaO7IpavRHPbToHHy8F5g7+Y9IDuV9gK48kcgzWHYngznXXPTwAvaIC8fHedMzoHyM6jkthA9JBza1Mbi+NG5KMjLbnj268jbNW5Y6MjERqaiqAzl/47u7y8/O5Fgg51B3jeqBOb8KKbWr4eMmtf8CM1WXwDusiOB1JDeuORHD3uruybxQ+2JOO8wVV6BfrnqeSOQJPwXIhycnJkP9v1pvjx4/DZGp9UbLDhw9bbw8YMMCh2Ro0PjLjjKMurqxnz56iI5AE3DulF+6d0hNfH83FLnUxAEAZGis4FUkR645EcPe6G9otBKH+SnyyjwsTNsYGxIUEBQVh3LhxAJquit4cs9mMbdu2WT+eNWuWw/Pl5eVZj374+Pige/fuDh/TlTV8L4gc7ZHpSVg8tjv+ezAb+9NLYajIFx2JJIh1RyK4e915yeWYnBSF74/noaymXnQcl8EGxMU0nhXrjTfeaHG7H374wXoK1ujRo53SDDz99NNomDRtypQp8Pf3d/iYrsxZp70RyWQyPHN1MhYOj8fHezNxulrav3skhndYvOgIJEGeUHeT+kQCANYeyhacxHWwAXExS5YsQbdu3QAAmzZtwsqVKy/bJjU1Fffee6/14xdeeKHF/XXv3h0ymQwymQy7du267P60tDS8/vrrly0Y2JjBYMCjjz6KTz75xPq5p59+uj1fjkdz9LTHRI3J5TK8ct0gzBkUi/SLaTiRUyk6EklMw/oHRM7kCXUX6OOF0Ynh+Gx/Jgwms+g4LoEXobsYX19frF69GrNnz4bBYMCyZcuwdetWzJ07FwEBATh27Bg++ugjaDQaAMDSpUsxbdo0m8erqanBY489hmeeeQZTp07FyJEj0aNHDwQFBaGmpganT5/G+vXrkZOTY33MSy+9hLFjx3b6a3V3DY0ikbMo5DK8tWgIHllrwKpdaVg6MREjEjgbGzmHlypKdASSIE+puylJkfgttRS/XijmjFhgA+KSpk2bhnXr1mHJkiWorKzEjz/+iB9//PGy7ZYuXYpVq1bZZcz6+nps2bIFW7ZsaXEblUqFt956C0uWLLHLmO6uuLgYCQkJomOQxCgVcjwwLhoWhRIf7E6HcbwFoxPDRcciCTDVVkIe7BkvBsl9eErddQsLQI8If6w9mMUGBGxAXNaCBQswevRorFq1Cps2bUJmZiZ0Oh1iY2Mxfvx43HnnnZg0aVKnx+nXrx+2bt2KgwcP4uDBg8jMzERpaSkqKirg4+ODiIgIDB48GFdddRVuvfVWm1a79FTOWPyRqDnBwSq8tSgBSoUcH+3NgNFkwfjeEaJjkYeT+/iJjkAS5El1N75XJP57IAv5lVrEhXjO12ULmaXhqmIiO6qqqkJwcDA0Go3HNi3FxcWIinL/d2XI/TTUntlswVMbzmDNwWz85YpumJzEeiTHMdZWwisgRHQMkhhPqjud0YSH15/EXyf3xAPT+oiO0ymdfZ3Hi9CJbGQ0GkVHIIlqqD25XIaX5g/AHeMuTdG7/XyR4GTk0cytr01F5BAeVHe+XgqM7B6Grw5lw2SW9vv/bECIbBQYGCg6AklU49prmKL37kmJWHc4B1vOFAhMRp5M7i3tU0ZIDE+ru4l9IlBYVY89qSWiowjFBoTIRiUl0n7yIHH+XHsymQyPz+yLv1/ZG98ey8PGk3mwQNrvrpH9meo0oiOQBHla3fWICEDXUD+sPZglOopQvAidyEachpdEaa72ZDIZHrqqD3y85FixTQ2jyYIFw7pABpmAhOSJvDxgJiJyP55WdzLIML5XBNYfyUFxtQ5RQb6iIwnBIyBENkpPTxcdgSSqtdq7d0ovPDWnH346U4j1h3N5JITsxlDJ0/vI+Tyx7kYnhkMul+Gbo+6/yKKt2IAQ2SgpKUl0BJKotmrv/yYk4vl5/bH9fBG+PJgFTnZI9uAdFi86AkmQJ9ZdgI8XRiSEYu2hbJglejE6GxAiG6nVatERSKLaU3u3jemOV68diF3qUny+PwtmNiHUSfpy6b5bS+J4at1N6B2JnHItDqSXiY4iBBsQIhv16NFDdASSqPbW3o2juuHNhYOxN60UH+/LgMlsdnAy8mTK4GjREUiCPLXuekcHIjbYF2sOZYuOIgQbECIb5eXliY5AEtWR2rt2WDzevXkoDmWU4z+/ZcDIJoRsZKyW5ju1JJan1l3DxejbzhSiolYvOo7TsQEhslFYWJjoCCRRHa29qwfFYdVfhuNETgXe350OA5sQsoHcL0h0BJIgT667MT3DYbJYsPm0511o3xY2IEQ20mq1oiOQRNlSezP6x+A/t43E2XwN/r0zDXoTmxDqGItBeu/SknieXHcqXyX6x6nww3HPvM6lNWxAiIgkYkrfKHyyeBRSiqrx7q+pqDeaREciIpK0UT3CcCSrErkVdaKjOBUbECIb+fn5iY5AEtWZ2hvfOwKfL7kCWaW1eHtHKnRsQqidZEpv0RFIgjy97oZ2C4W3QoaNJ/NFR3EqNiBENiovLxcdgSSqs7V3RWI4vvi/0civ1OKt7Smo1RvtlIw8mVlbIzoCSZCn152vlwJDuoXih+PSmtiGDQiRjeLi4kRHIImyR+0NTwjFmrtGo6S6Hm9uT0FNPZsQap1XECfeIOeTQt1d0SMMKUU1uFBYJTqK07ABIbJRZmam6AgkUfaqvUHxIfjqrjGo0hrwz5/VqNIZ7LJf8kwGTZHoCCRBUqi7/nEqBPoosOGEdE7DYgNCZKOkpCTREUii7Fl7yXEqrL97DLQGE/65TQ2N1nNnnKHO8Q6LFx2BJEgKdecll2N4wqXTsMxmi+g4TsEGhMhGarVadASSKHvXXu/oIHx99xgYzRa8vlWNcgkuikVt05dLb6pQEk8qdXdFj3AUaHQ4klUhOopTsAEhslHPnj1FRyCJckTtJUYG4pt7xkIul+H1bRdQWlNv9zHIvSlDYkVHIAmSSt31jgpERIA3NpyQxsXobECIbJSVlSU6AkmUo2qvW7g/vvnrWPh5K7Bi2wUUVescMg65J6OmWHQEkiCp1J1MJsOI7mHYdCofeqPnLxTLBoTIRlFRUaIjkEQ5sva6hPjhm3vGQuWnxIqtahRoOr7qOnkmRUCI6AgkQVKqu9E9w1ClNeK31BLRURyODQiRjaqqpDNdHrkWR9detMoX6+8ei8ggH6zYpkZWea1DxyP3YK6X1krN5BqkVHfxIf6ID/GTxJogbECIbKRUKkVHIIlyRu1FBvlg3d1j0D0iACu2qnGugA231MnkCtERSIKkVnfDu4fi1wvFqDeaREdxKDYgRDby8vISHYEkylm1FxbgjbVLR2NUjzC8/UsKDmaUOWVcclESeyFILkJidTekawhq9SYcSC8XHcWh2ICQQ40cORLJyclYuXKl6Ch2V11dLToCSZQzay/AxwurF4/E3MFx+M9vGfj5XKHTxibXYtbzeiByPqnVXXyoHyKDvLHdw59r+RYuOdThw4ehUqlEx3AIXoROoji79pQKOd5cOARRKl98sDsdGq0B1w+Lh0wmc2oOEkvhHyw6AkmQ1OpOBhkGx4di29lCPD93AORyz3ye5REQIhtlZ2eLjkASJaL2ZDIZnpjVD09fnYxtZ4vw8b4MGM2eP1Uk/cFY7fkz85DrkWLdDe0WgpJqPU7laURHcRg2IEQ2SkpKEh2BJEpk7d05vgfeuWkoDmeW491f06Dz8Asl6Q/eYfGiI5AESbHuekUGINBH4dGnYbEBIbKRWq0WHYEkSnTtzR0ch0/vuAIZJTV442c1qnUGoXnIOfTluaIjkARJse4UcjkGdgnB1jNsQIjoT3r37i06AkmUK9Te+N4RWH/PWGi0Bry2VY3SmnrRkcjBlKFdREcgCZJq3Q3tFoKLJbXIKPXMdZjYgBDZKC0tTXQEkihXqb0BXYLx/d/GwdtLhle2XEA2Fyz0aIaKfNERSIKkWnf941RQKmQeexoWGxAiG8XHS++8VHINrlR7CeEB+O5v49A11A8rtqXgPBcs9FheQeGiI5AESbXufLwU6B8b7LGnYbEBIbJRWRkXZSMxXK32IgIvrZo+PCEEb/+SisOZnr2AllSZtVz7iJxPynU3pGsIjmVXeuQprmxAiGzk7+8vOgJJlCvWXoCPFz5ePApzBsbggz3p+OV8kehIZGcypY/oCCRBUq67wV2DIQM88vmUDQiRjSwWi+gIJFGuWnveXnK8tWgolk7ogbWHc/DdsVxY4JpZyQYuWnfk4SRcd0G+SvSKCsSOc57XgHAldCIb6XQ60RFIoly59uRyGZbPSUZUkC9e+uk8KrUG3DYmAV5yvt/l7iwmTrdMzif1uusXq8KvF4pgMlug8KBV0fkXgchGoaGhoiOQRLlD7S2dmIh/LRqCg+llWLkzDfVcsNDtyX0CRUcgCZJ63SXHBaGm3oTTHrYqOhsQIhvl50tzakASz11qb/7QLvjkjlFIK67BGz+noLreKDoSdYKxhpMLkPNJve66hwfAT6nAvrRS0VHsig0IkY0SExNFRyCJcqfam9gnEuvuHoOKOj1e23oBpbWeN5uLVChDYkRHIAmSet15yeVIig7EbykloqPYFRsQIhu5ymJwJD3uVnuD4kPw/d/GwUsuw6s/XUBORZ3oSGQDQ6V7HHkjz8K6A/rGqnA0qwJaveecysoGhMhGSUlJoiOQRLlj7XWPCMB3fxuL2BBfvL5VjbP5nnU+sxR4h7nOApgkHaw7IDlWBYPZgiNZnnM6GhsQIhup1WrREUii3LX2ooJ88fU9Y3FFj1C8/Usq9qR61ikFnk5fnis6AkkQ6w6IDfFFiJ8Sez3oOhA2IEQ26tatm+gIJFHuXHuBPl746PaRuOWKBHy+PwtfH81x2XVNqCkvVZToCCRBrDtABhn6xQbhNw9604YNCJGNiouLRUcgiXL32vNSyPH8vP54+upkbDtbhPf3XITeZBYdi9pgqq0UHYEkiHV3Sb9YFc7lV6O8Vi86il2wASGykUqlEh2BJMoTak8mk+HO8T3w4a3DcTavCiu2qaHRSnvBMVcn9/EXHYEkiHV3Sb/YS8/7+y+WCU5iH2xAiGxkMPDFEonhSbU3vX8M1t8zBtU6A17+6TzyK7WiI1ELLCau40LOx7q7JNTfG3Ehvh5zHQgbECIbGY18UiQxPK32BsWHYMOy8QgL8MYrWy/gXEGV6EjUHAtPkyMBWHdWfaODsC/NM64DYQNCZKPAwEDREUiiPLH2uoT44bu/jcXwbiF4e0eKR11s6SnkSl/REUiCWHd/6BkViOxyLSo84DoQNiBENiop4QskEsNTay/IV4lP7hiFRaO64bP9Wfj2WC5nyHIhJi3XbiHnY939ITHi0ptPJ3IqxQaxAzYgRDZy56lQyb15cu0pFXK8NH8Als/uhy1nCvHBnnTOkOUivIIiRUcgCWLd/SEiyBsqXy8cZwNCJF3p6emiI5BEeXrtyWQyLJ2YiPf/Mhyn8yrxxs9qVOk858J7d2XQFIqOQBLEuvuDDDL0iAjAMQ9YEZ0NCJGNkpKSREcgiZJK7c0cEIP1d49FRZ0Br2w5jwINZ8gSyTssXnQEkiDWXVOJEQE4kVMJs9m9T09lA0JkI7VaLToCSZSUam9w1xBsXDYOwX5KvLzlAk7n8XxwUfTluaIjkASx7prqERmImnoT0ktrRUfpFDYgRDbq0aOH6AgkUVKrvfhQf3z3t3G4onso3vklFT+fK4QF7v3unztSBseIjkASxLprqnvEpYUZj2dXCE7SOWxAiGyUm8t3ZUgMKdaeyleJ1YtH4a5JiVh/JBef7MuEwcyL053JWO0ZC6CRe2HdNeWv9EKXEF+3nwnLS3QAIncVHh4uOgJJlFRrTyGX4YlZ/ZAUHYTHvj2F4up6/HVSTwT7KUVHkwSFX5DoCCRBrLvL9YgIwNEsHgEhkqS6ujrREUiipF571w6Lx/q7x6CyTo+XfjqHrHL3PhfaXZgN9aIjkASx7i6XGBkIdWE16vRG0VFsxgaEyEYymUx0BJIo1h4wtFsoNt03HnHBfnhtywUcyXT/aSldHuuORGDdXaZHRAAsAE7nuu+kHGxAiGzk6+srOgJJFGvvkthgP3zz17GY3j8G7+9Jxw8n8rhyugPJFN6iI5AEse4u1yXED94KmVvPCsgGhMhGlZWVoiOQRLH2/uCrVODdm4bi/81Iwo+nCrBq90XUG02iY3kkc32N6AgkQay7y8llMsQG++Fiift+b9iAENkoNjZWdASSKNZeUzKZDPdO6YUPbx2OCwVVeHWrGqW1PG/c3rwCwkRHIAli3TUvJtgX6sJq0TFsxgaEHGrkyJFITk7GypUrRUexu8zMTNERSKJYe82b3j8G3907DiazGS9vPo/UYvf94+yKDFVFoiOQBLHumhcX4ofUomq3Pe1UZnHX5OTSqqqqEBwcDI1GA5VKJToOEUlIea0e93xxBEezK/CXKxIwoXek6EhERHZ1PLsCK3ddxKEnr0SUyvnXBXb2dR6PgBDZSK1Wi45AEsXaa11YgDf++3+jsWhkN3y2PwtrD2XDyEULO01fLr0FMEk81l3z4kL9AACpxe55HQgbECIb9ezZU3QEkijWXtu8veR4af4AvDCvP3api/Hm9hRotHrRsdyaMoTXHpHzse6aFxHgDS+FDKlF7nmqKRsQIhvxPHwShbXXPjKZDLeO6Y6v7h6D8lo9Xtx8HmluPGuMaEYNz8Un52PdNU8hlyNW5csjIERSEx0dLToCSRRrr2NGdg/DT3+fgMSIAKzYdgE71cWwgJc/dpQiIFR0BJIg1l3LYoL9kOKmM2GxASGyUVVVlegIJFGsvY6LUvli7V1j8JcrEvDlwWx8si8TehOvC+kIc32d6AgkQay7lnUJ8YW62D1nwmIDQmQjb2+uzkpisPZs4+0lx3PzBuDNhYNxJLMcr229gNIarhfSXjKFl+gIJEGsu5bFhfiiSmtEWa37Xd/GBoTIRgqFQnQEkijWXudcOywe3/1tHAwmM17cfA5nCzSiI7kHGV8ykACsuxbFBl+aCSvNDa8D4U+VyEY1Ne73C0+egbXXeQO6BOOnv0/A0G6h+Nf2VPx0poDXhbTBbNCKjkASxLprWVjApaPhBRr3+x6xASGyUWQkFzcjMVh79hHi741P7xiFZVN74btjeVi16yK0BqPoWC5L4RcsOgJJEOuuZT5eCgR4K1Cocb9TSdmAENkoOztbdASSKNae/SjkMjw8PQkf3jocKYXVeOmnC275bqIzGKtLREcgCWLdtS4swBuFbvicxQaEyEZJSUmiI5BEsfbsb3r/GGy8bzwCvBV4afN5HM0qFx3J5XiHxYuOQBLEumtdsJ8SBRqd6BgdxgaEyEZqtVp0BJIo1p5jJEYGYuOy8ZjaNwqrdqfjm6O5MJk5VW8DfXmu6AgkQay71oUGeCOfR0CIpKNPnz6iI5BEsfYcJ8DHCytvGYYnZ/fFz+cK8eb2FGi07jfFpSMoQ7uIjkASxLprXag/j4AQSUpqaqroCCRRrD3HkslkuGtiT6xdOhpltXo8t+kczhdw8UdDRb7oCCRBrLvWhfh7o6xGD4ObLazKBoTIRvHxPC+VxGDtOccVieHYcv9EDOiiwpvbU7DpVL5brjhsL15BEaIjkASx7loX6n9pKt7iaveaCYsNCJGNysrKREcgiWLtOU9kkA++uHM0/n5lb2w4kY+3f0lFtc4gOpYQJi2PApHzse5a17AWiLvNhMUGhMhG/v7+oiOQRLH2nEshl+HBq/rgiztHIa9Si+d/PIe04mrRsZxOrvQRHYEkiHXXuhB/JQC43XUgbECIbCTlUzFILNaeGBN6R2LL/RPRMzIAr29TY+uZAmn9LKT0tZLrYN21yt9bAW+FDEVVPAWLSBJ0Ovd6t4E8B2tPnJhgX6y9awzumtgT3xzLwzu/pqK6Xhqrp1tM0jz1jMRi3bVOBhn8vL1Q62bPQ2xAiGwUEhIiOgJJFGtPLKVCjsdn9cUnd4xEboUWz286i1QJnJIl9wkQHYEkiHXXNl+lHLV6NiBEklBQUCA6AkkUa881TEmKwpb7J6JXZCBWbFNj82nPPiXLWFshOgJJEOuubT5eCtTVm0TH6BA2IEQ2SkxMFB2BJIq15zounZI1Gn+b3AvfH8/D27+kospDZ8lSBseIjkASxLprm4+XHHV6NiBEkpCWliY6AkkUa8+1eCnkeGRG0h+zZG06h/OFnjd1qKGSC8KR87Hu2ubtJUcdT8EikoakpCTREUiiWHuuaULvSGx7YCL6xgThjZ9T8O2xXBjN7rU6cWu8w7gAJjkf665tPl5y1PAidCJpUKvVoiOQRLH2XFeUyhdfLh2Nx2b2xc9nC/Ha1gsorvaMWcv05bmiI5AEse7a5uOl4CxYRFKRkJAgOgJJFGvPtSnkMvx1ck9897dxMJkteG7TOexLK4UF7n2BupcqSnQEkiDWXdt8lHLU8hoQImkoLCwUHYEkirXnHgZ3DcGW+yfimkGx+OT3THywJ93tpspszMTZiEgA1l3bfHgNCJF0BAcHi45AEsXacx8BPl7458IhePemobhQUIUXNp1DSpF7rhnC9RhIBNZd23yVCtRyGl4iadDr9aIjkESx9tzPNYPjsPWBiege4Y8V29T44UQeTG52gbrF5F7vsJJnYN21TSGXud2EF2xAiGxkMrnXuw3kOVh77ik+1B9f3TUGD17VBz+dLsDr29QorakXHav9LO71Aoc8BOuuTRazBQqZTHSMDmEDQmSjwMBA0RFIolh77stLIcffr+yNr+8ZC63BhOc2ncOB9DLRsdpFrvQVHYEkiHXXNjMAuZwNCJEklJaWio5AEsXac3/DE0Kx9YGJmJ4chY/2ZuCjvenQGlz7VBOT1vMWVyTXx7prm9lsgZv1H2xAiGzVtWtX0RFIolh7nkHlq8TbNw3DW4sG43SuBs//eA5pJTWiY7XIKyhCdASSINZd2ywAT8Eikor09HTREUiiWHueZcHQeGy5fyK6hPjhtS0X8O2xXBhc8IJSg4bTP5Pzse7aZjRZ4KVwr5f07pWWyIUkJSWJjkASxdrzPN3C/fHNPWPxyIwkbD9XiJc2n0dOeZ3oWE14h8WLjkASxLprm8Fkhq/SvV7Su1dacjsjR45EcnIyVq5cKTqK3anVatERSKJYe57JSyHHvVN6YeOyCQjwVuDFn85h86l8l5muV1+eKzoCSRDrrm0Gkxk+XgrRMTrES3QA8myHDx+GSqUSHcMhEhMTRUcgiWLtebbkOBU23jceb+9IxapdF3EiV4Ml47sjVuUnNJcyOEbo+CRNrLu28QgIkYTk5OSIjkASxdrzfD5eCjw6sy+++etYmC0WPL/pHLafL4LFYhGWyVjN2dfI+Vh3bdObzPBT8ggIkSRERLj+zBwpKSmtrprdo0cPBAQEODER2YM71B7Zx/CEUGy9fyJe23oBn/6eiRM5FbhjbA9EBPo4PYvCzzOPZpNrY921rU5vQozgI6QdxQaEyEa1tbUuf3rZ9OnTkZWV1eL9O3fuxOTJk50XiOzCHWqP7MfPW4Fn5/bH9ORoPPz1STy36RwWjojH+N4RkMF5U2+aDTrIffydNh4RwLprjyqtAZFBzn9TojN4ChaRjeRy/vqQGKw9aRrbKwLbHpyIOQNj8Nn+LLz7axo02paPcNqdm60zQB6CddemyjoDolRsQIgkwcfH9X/ZMzMzYbFYWvzHox/uyR1qjxxD5avEPxcOwUe3jUBuhRb/2HgWhzLLnTK2TKF0yjhEjbHuWqc3mVGrNyE6yFd0lA5hA0Jko8rKStERSKJYezQtORo7HpqEib0j8eGedLy/+yKqdAaHjmmur3Xo/omaw7prXZX20u89j4AQSURMDKcGJDFYewQAYQHe+PdfhuOdm4biYkkNntlwBvvTS2GBY2bK8goIdch+iVrDumtd5f9Ow4ziERAiaWjt4m5nqKurg5eXF2QyGV555ZVOb0fuQ3TtkWuZOzgOOx6ahKl9o7B6byb+tSMVpbX1dh/HUFVs930StYV11zpN3f+OgLjZReicBYs8Rl6lFhW1zrsgMzS6m9PGas7Ro0dhMpkAXFpxvrPbkftISkoSHYFcTHigD965aRjmDy3CE9+dxj82nMW1Q7tgat8oyOx0Ea93WLxd9kPUEay71mm0RijlMoT4u9e1MmxAyCPkVWoxZcUu6E1mp43p4yXDr49MQZcQMXNvHzp0CAAgk8kwYsSITm9H7kOtVrMJoWZN7RuNHQ+F4bWtF/DfA9k4nFWB28ckIDa4889T+vJcvhgkp2Pdta5Sq0dEkI/d3mhwFjYg5BEqavXQm8z4v/E9EBvi+PMgCyp1+GhvBipq9cIbkF69eiEkJKTT25H76NWrl+gI5MKCfJV4cf5AXDMoDo99ewrPbTqHqwfFYuaAGHh1YgpnZUicHVMStQ/rrnXltXrEBrvX9R8ArwEhDxMb4ouEsACH/3NGk9OSyMhIyGQyrF+/HgCQmpoKmUzW5N8tt9zS7u3acuHCBev2a9asAQCsX78eM2fORHR0NAIDAzF8+HB8/vnnTR5XX1+Pjz76COPHj0dERAT8/f0xZswYbN682c7fEenJyMgQHYHcwBWJ4dj6wETcNTERG0/m48XN55FZZvuMQkZNoR3TEbUP6651eRVaJMW438K0bECI3Eh+fj5KS0vb3C45Obld2w0YMKDNbU6ePGm93bVrV8ycOROLFi3Ctm3bUFxcjNraWhw7dgy33347Xn31VQCXThEaNWoUli5din379qGsrAxarRYHDhzANddcgw0bNrQ5LrWMs2BRe/kqFXh0Zl9sXDYeQb5eeGnzeXx9NAd6Y8dPV1VwNiISgHXXMqPZjHyNFsmxQaKjdBhPwSJyI6GhoTh9+jTUajWuv/56AMA777yDKVOmNNkuPDwc8+bNa3O7+Pi2z6tt3IA88sgjOHnyJO6//37MnTsX/v7+2LZtG1566SUYDAY8//zzmDdvHqZMmQKj0YgXX3wRkydPhtFoxNq1a/HBBx/AYrHgqaeewrx58zr77ZAsjUaDwMBA0THIjQzoEoxNy8bjP79l4K3tahzPrsStYxLQrwPvnJrrayH3FnPKKUkX665lBZU6mMxAv1j3OwLCBoTIjfj5+WHAgAE4ceKE9XOzZ89Gz549L9s2Nja2Xdu1pXEDkpqait9//x3Dhg2zfm706NHQ6XR49dVXodVqMXbsWMTGxmLHjh2Ii/vj3N1JkyYhNzcXmzdvxpkzZ1BZWdnua1J++OGHJl9LgwceeECS17V4e3uLjkBuyEshx18n98SM/tF47NtTeOPnFIzvFYHrh8cj0KftlwNckZpEYN21LKeiDgDQlw0IETlDw4txlUqFxMTETm/XnrEA4D//+U+T5qPBtGnTrKdf6XQ6rF+/vknz0WDq1KnWa0A0Gk2HGpDPPvvsss8vXrxYkg2IvBMXEhMlRgZi3V1jsOZQNl7dch4ncytx3bB4jOsZ3vpMOjLWHQnAumtRTrkW8aF+7XoDwdXwp0rkhhqagkGDBrX6gqG927WktLQU+fn5AIAZM2bguuuua3a7xvu+//77W7y2xGL5Y4Xm4ODgduf49NNPYbFYLvvXvXv3du/Dk9TW2n4hMREAyOUy/GV0AnY+MgVX9o3Cp79n4vVtauRW1rX4GLNB58SERJew7lqWW1nnltd/AGxAiNxSw2lRQ4cOtct2bT0eABYtWtTidikpKe3aLj09HQAQFhYmySMX9hIRESE6AnmIyCAf/OvGoVi7dDRMFgue33QO64/kQGc0Xbatws/9TvMg98e6a54FFuRWaJEc1/4381wJGxAiN5OXl2ed4WrIkCGd3q41jRuQ2bNnt7ldTExMq83OqVOnAFw6ItOc5cuXQyaTYd++fTbdLxU5OTmiI5CHGdMzHFvvn4hHZiRhd0oxnv7hDI5klcOCP45aGqvbnlmPyN5Yd83TaA2o1hnd8gJ0gA0IkdtpfE1Ga41Fe7drz1hxcXGIjo5ucbvjx48DaP1Ii8VisTYgLW139OhRyOXyFvO2db9U9OnTR3QE8kDeXnL8bXIv7HhoMoZ1C8X7u9Px9o5UFFdfOgVGGcoF4cj5WHfNu1hcA+DSDHfuiA0IkZtpaAqUSmWr63i0d7vWtOcULrPZjNOnTwNovdHJyMhAVVVVq9sdO3YMvXv3RkBAgE33S0XjU96I7K1rmD9WLx6J/9w2AmW1ejyz8Sw2nsyDrixXdDSSIENFnugILulsfhW6R/ijS4h7TlHMBoTIzTQ0Bf369Wt1Otb2btcSvV6P8+fPA2i9sVCr1airu3ThamuNSuMjMn/e7oEHHoBMJkNJSQnUanWT1drPnz/f5v1SwyMg5AxXJUfjl4cn4a4JifjpdAFe/K0CZ/M1omORxChDu4iO4HIssOBsvgZTkqJER7GZ+83bRSRxarUaANC3b1+7bNeS8+fPw2AwAGi9sWg4/Qpo3ylhPj4+6NevX5P7Ro0ahUWLFmHdunWYOXMmrrjiCgCXZtfq06dPm/dLTUpKCpKSkkTHIAnw9/bCozP74tphXbDm5wN4a0cqRnQPxaIRXRHqz/VoyPEMFfnwDmMT0lhBpQ5ltQZM6hMpOorN2IAQuZmG05gamoPObteS1o5YNLddYGAgevXq1eJ2DUdk+vfvDy+vpk89N998M/Ly8rBu3TosW7YMc+bM6dD9UtO1a1fREUhiekUF4eEFYzGofyWe//EsnvrhDGYPiMFV/WPgreDJFOQ4XkGc9e/PzuRr4K2QYXRiuOgoNuOzBpGbaVhQ8Mcff8R7772Ho0eP4syZMzhz5gyqq6s7vF1LGhqG4OBg9OjRo8XtGo6ADB48uF1rkrTUzBw7dqxT90tJw+xmRM5UVlaG+UO7YOcjU3Dr6ARsPJl/abaszKazZRHZk0lbJTqCyzmbX4UrEsPhq1SIjmIzNiBEbubBBx+ETCaDwWDAfffdhxEjRmDgwIEYOHAgUlNTO7xdSxoakCFDhrSrsWjt9KuKigpkZ2e3ut3x48cRFRXV7Arq7blfSqR+ET6J0VB3wX5KPHV1MrY/NAmD44Px/p50rNimRlY5F8gk+5MrfUVHcCl6oxnqompMduPrPwA2IERu5+qrr8aWLVtw1VVXITQ01Noc/Hm2q/Zu15LGDUhLcnNz27XWSOP1RJrbrra2FqmpqS3uo637pcZsNouOQBL057pLjAzEx3eMwmdLRsFktuCFH8/js/2Z0GhtO+2TqFkWPt81pi6qhtFkcevrPwBeA0IepqBS51HjtGTGjBmYMWOG3bZrTntO84mPj4fF0vapF5MnT251uxMnTsBsNrd4elVb90uNXq8XHYEkqKW6m9QnElsfmIgvD2Thze0pOJJZgTkDY3BlcjSUcr7PSZ1jMbGhbex4dgVig33RM9K9j4SzASGPEBrgDT+lAh/tzXDamH5KOUIDOAuMPTQsUNjSEY627pea4GD3XHiK3FtrdadUyLF4XA/MG9IF/9qRgi8OZGFPailuGB6PId1CIEPLp3EStUbu494vtO2p3mjC4cwK/N+EHq2eGu0O2ICQR+gS4ocdD09CRa3z3hnWlOS77QJArqasrAwAEBoaatP9UlNYWNjqjGNEjtCeugsN8MZz8wbgltEJeH7TWazcdRH9YoOwaGRXxIf4OykpeRJTbQXk3vxbCwCHMyugNZiwcIT7z4Qos7Tn/AmiDqqqqkJwcDA0Gg1UKpXoOA5hMpmgULjvDBSuZPPmzbj66qvRp08fXHvttfDx8cGUKVMwadKkdt0vNaw9EqGjdWexWPDrhWI8/+M5ZJfVYVJSBOYN7oIgX6UDU5KnsZjNkPFUPgDAq1svIEblg//+32jRUTr9Oo8/USIbpaWliY7gMebMmYNXXnkFBoMB//znP/Hcc88hPz+/3fdLDWuPROho3clkMlzZLxrbH5yE5XP64UhmBZ78/gx+PJWPeqPJQSnJ0xgqpftc31hepRZpxTW4aVSC6Ch2wSMg5BBSOAJCRETtV16rx8qdafj890z4eXvhmsGxmNA7Al58d5uoTesO5+BIVjkOPjkN3l7if2d4BIRIELVaLToCSRRrj0TobN2FBXjj6auT8esjk3Flv0h8eTAb/9hwFoczy9s1mx5Jk748V3QE4QxmM/anl+L64fEu0XzYg2d8FUQCJCR4xmFQcj+sPRLBXnXXNcwfby0aii33T0BynAof7EnHy1vO43wBV7ymyylV7r3gnj0cy65ETb0Ji0Z2Ex3FbtiAkEONHDkSycnJWLlypegodldYWCg6AkkUa49EsHfd9YtV4ZM7RuGru0ZD5avEG9tT8NaOFK6oTk0YaytERxDKYrFg6+kCjEkMQ6+oQNFx7IbT8JJDHT582GOvAQkJCREdgSSKtUciOKruRieG44d7x2Hb2SK8uvU8XvjxPEb1CMOCIV0QGeTjkDHJfUh9HZBDWRXIqdDiXzcOER3FrngEhMhG9fX1oiOQRLH2SARH1p1MJsPMATHY8eAkvHLtQGSU1uCpDaex5mAWqnRcCVvKpLwSutFsxsbjeZiaFInhCWGi49gVj4AQ2chsNouOQBLF2iMRnFF3Xgo5bhrVDfOHdMEnv2fg3zvTsO9iGaYkRWFG/2iuISJFEp6g4PeLZSiqrscnM/qKjmJ3bECIbBQQIO3DwiQOa49EcGbd+Xkr8LfJvXDzqG74cE86Pt2XgZ3qYjYiEiRX+oqOIITeZMaPp/IxZ2AMkuM871R2noJFZKPS0lLREUiiWHskgoi6C/H3xqMz+2Lf41fi/yb0wJ6UYjz+3Wl8fTQH1Tw1SxJMWmnOjrY7pQSVdQY8PD1JdBSH4EKE5BBSWIjQYDBAqeS7cOR8rD0SwRXqrqJWj4/2puOTvRkwmoEpfSMxs38Mj4h4MIvJCJlCWifsaA1GLP/+DGYNiMVr1w8SHadZXIiQSJD09HTREUiiWHskgivUXWiAN/7fjEtHRJZO7IHfUkrw2Lc8IuLJDBrpTTv+9ZFcGE1m3D+tt+goDsMjIOQQUjgCQkREYjV3RGRG/xioeESE3NTpPA3e/iUVLy8YiJuvcN2FB3kEhEgQtVotOgJJFGuPRHDFumt8ROSuiYn4LaUEj//viIhGqxcdj+xAX54rOoLT1NYb8dnvmZjQOwI3jeoqOo5D8QgIOYQUjoC4wvnQJE2sPRLBHequolaP1Xsz8Mm+DNQbzRjTMxzT+0cjVuUnOhrZSErXgHz0WzrO5muw/aHJiAl27dm/eASESJCcnBzREUiiWHskgjvUXWiANx6ZkYTfn7gSD03vg3MFVXj6h7NYuTMNaSU1ouORDYzV0pj172hWOQ5klOP5+QNcvvmwBx4BIYeQwhGQqqoqj/3ayLWx9kgEd6y7eqMJPxzPw6rdF5FZWofeUYGY0T8Gg+ODIZPJRMejdjDX10Hu4y86hkNV6Qz4x8azGJMYhg9uHeEWtckjIESC1NTw3TQSg7VHIrhj3fl4KbBoZDf8+tBk/Oe2EQjy9cJ7O9PwzMaz2JtaCoMTVnenzjEbdKIjOJTBbMb7uy/CSy7Dy9cOcovmwx6kcVIdkQMoFArREUiiWHskgjvXnVwuw1XJ0bgqORpHs8rx/q6L+HR/Jn44kYcr+0VhYp9IBHjzJZFLknnue+UWiwWf7MtERmktvrprNCICfURHchrP/akSOZi3t7fQ8Wtra/H+++9j9uzZ6NKlC3x9feHj44PIyEiMHDkSS5YswX/+859mz9vetWsXZDKZ9V9QUBDq6uraHFOr1SI4OLjJY3ft2uWAr45aI7r2SJo8pe6GJ4ThP7ePxI6HJmHmgBhsPJFvnTmrtLZedDz6E0++AP37E3k4lFGOfy0aiuEJYaLjOJXn/lSJHEyj0SA0NFTI2Pv378eNN96I7Ozsy+4rLS1FaWkpjhw5gk8++QTR0dEoLGx9Iaeamhr88MMPuPnmm1vdbsOGDaiqqupUduo8kbVH0uVpddcrKhCvXjcID13VB5/+nonP92fi57NFGNw1BFP6RiI5VgUZpHE6jCsz19dC4RsoOobd7UktwU+nC/HErL6YMyhWdBynYwNCZKOYmBgh46akpGDGjBmorq4GAMydOxfXX389+vTpA29vb5SWluLkyZPYvn07du7c2eb+fH19odPp8MUXX7TZgHzxxRdNHkNiiKo9kjZPrbsolS8endkX907phR9O5OGz3zPx1vZUxAT7YnKfSIztFQ5/JV8uiaII8Jymt8GZfA3+eyALfxndDXdNTBQdRwj+RhHZKCsrC0lJSU4fd/ny5dbm45NPPsHixYsv2+aqq67CI488gpKSEqxfv77V/c2dOxfr16/H9u3bUVhY2OKLjOLiYvz8888AgHnz5mHdunWd+0LIZqJqj6TN0+suwMcLt1yRgJtHdcPhzAp89nsGvj6Sg++P5+GKxDBM7RuF+BDPno3JFRmriuEdFi86ht1kldXig93pmNQnEs9e018yF53/Ga8BIbKRiD/EJpMJmzdvBgCMGDGi2eajscjISNx7772tbjN9+nTExMTAZDJh7dq1LW63du1aGI1GxMTE4KqrrupwdrIfT34RSK5LKnUnk8kwqkcYVt4yHL8/cSX+OrknzuVX4dmN5/D6tgs4nFkOI2fPchpPaj7OFVRhxTY1+kQH4r2bh8FLId2X4dL9yok6Sa1WO33MkpISaLVaAECvXr3ssk+FQoGbbroJwB+nWDXn888/BwDcfPPNbj0bjicQUXtEUqy7aJUvHpjWB/ufuBLv3TwUwX5KfLAnHY9/exobTuShUqsXHdHj6ctzRUewi4OZ5Xj7lxSM6hGGNUtHI8BH2ichsQEhspG9GoCOaDwLzfnz5+2231tvvRUAcPz4cZw9e/ay+8+dO4djx4412ZbEEVF7RFKuO6VCjqsHxeHre8Zi6wMTMHtQLLafK8Kj35zCe7+m4Vh2BY+KOIgyJE50hE7bfr4I/9mTjrmD4rB68UjJNx8AGxAim6Wnpzt9zLCwMCQkJAAATp48iddeew1mO/zRGzp0KPr37w+g+aMgDZ8bMGAAhgwZ0unxqHNE1B4R6+6SvjEqvLxgIA49NQ3Pzu0Pg9mMf++6iP/3zSmsPZyN7PJa0RE9ikHT+iyOrswCC74+moN1h3Nw98REvLFwCJQSPu2qMX4XiGwUGytm2rz77rvPevvxxx9Hz549cf/992PdunXIyMiweb+33XYbAGDNmjWwWCzWz1ssFnz55ZdNtiGxRNUeSRvrrimVrxK3jemOzX+fgK0PTMCNI7vieHYFnv/xPJ7/8Ry2ny9Ctc4gOqbb83LTWbD0RjM+3puBbWeL8NScfnhidj/I5dK84Lw5bEBIsmpra62L6dXWdvwdq8rKSvuHaocHH3wQS5YssX6cmZmJd955BzfeeCMSExMRExODG2+8EZs2bWrSSLTllltugVwuR05OTpPFBXft2oWcnBzI5fI2p+kl5xBVeyRtrLuW9Y1RYfmcZBx8cho+um0E+sUE4dujOXjkm5P49640nMip5ClaNjLXu98RpayyWjy/+RyOZlXg7RuH4P8mSHOq3dawASGyka+vr5Bx5XI5Vq9ejZ9//hkzZ86El1fTc0mLioqwbt06zJ07F6NGjcLFixfbtd8uXbpgypQpAJqehtVwe+rUqejSpYudvgrqDFG1R9LGumubUiHHtORofHDbCBxafhWempMMrcGE93am4bFvT2Hd4Rxkl9fCgva/OSR1MoVSdIR2M1ss2Hy6AC//dB7hAUr8dP8EzBvCv5vN4VUwRDYSPXf3VVddhauuugpVVVXYt28fDh8+jCNHjmDPnj3QaDQAgCNHjmDChAk4evRou06fuO222/DLL7/g22+/xcqVKwEA33zzjfU+cg2ia4+kiXXXMWEB3rhjXA/cMa4HzuVX4Zujufj+eC62ny9CtMoHw7uFYnj3UHQL8+eK661xk7orranH6r0ZSC2uwV8n98SD0/rA24vv87eEDYgLKisrw9GjR3HkyBHr/9nZ2db7MzIy0L17d4eMXVBQgA8++ACbNm1CZmYmtFotYmNjMWHCBCxZsgQTJ050yLjO0vhUq5ZuA0BAQECb+6qrq0N4eLj9wtlIpVJh1qxZmDVrFgCgvr4ea9aswcMPP4yKigoUFBTg6aefxkcffdTmvq699lr89a9/RVVVFTZs2ACLxYLq6moEBATg2muvdfSXQu3kKrVH0sK6s11ynArPxCXjidl98fvFMvx0qgBbzhbgpzOFiFL5YFjXUIzsHopu4WxG/sxsqIfCT3SKlllgwYH0Mqw5mIMQfyXW3TUaVyTy96QtbEBczOnTpzFo0CAhY2/YsAF33HEHKioqmnw+PT0d6enp+Oyzz3D33Xdj5cqVbrsORGBgYLOfj46ObvJxe66dcNU/xD4+PrjjjjsQFxeHmTNnAgC+++47fPjhh5DLW383JjAwEAsWLMCXX36JL774wvp9WLBgQbuaMnIOV6098mysu85TKuSY1CcSk/pE4sUFA7D/Yhm2nCnAltMF2Hq2EJFB3hjWLRQjEsLQPYLNCAAo/FSiI7ToYmkNvj2Si5TiGswfEofn5w+Aytd9ThkTiQ2IizGZTE0+VigU6Nu3L9LT060L0DnCzp07sXDhQuj1lxZVmjNnDubOnYuAgAAcO3YMq1evhkajwQcffACZTIZVq1Y5LIu7yM3NRZ8+fUTHaNGMGTPQtWtX5OTkoKKiAmVlZYiMjGzzcbfddhu+/PJL/Pzzz00+R67D1WuPPBPrzr6UCjkm9onExD6ReGHeABxIL8fm0wXYcqYA284WISLAG8MSQjEsIRSJEQGQu8mpSPZmrC6Fd5hrXUdRWKXFd8fycCy7En2iA/HJHSMxJSlKdCy3wgbExQQFBeG2227D8OHDMWLECAwZMgT+/v7o3r07srKyHDJmfX09lixZYm0+3n33XSxbtsx6/y233IK7774bkyZNQmFhId5//33ccMMNmDp1qkPyOFJNTY31dm1trfXIR1FRUYff4e/du7ddszlCXFwccnJyALT//O0rr7wSsbGxKCgosO7jyiuvdFhG6jh3qD3yPKw7x/FSyDG+dwTG947AC/P641DGH83Iz+eKEOijQHJcMAbEqdA/LhjBftJ5l10Z6joLEWq0emw8mY/fUksRFeSDN24YjPlDu0DB6XU7jA2Ii+nZsyc+++wzp4758ccfIzMzEwBwzTXXNGk+GvTp0wcrV67EddddBwB46qmn8Pvvvzszpl201GQEBAR0uAFJSUlBUlKSPWI5RF1dHc6dOwfg0nUi7T19QqFQ4NZbb8Xbb78N4NLK522dukXO5eq1R56JdeccXgo5xvaKwNheEXh+3gAcz67A7pQS/HqhGB/vywQAJIT7o3+cCgO7BCMxIgAKD36ONlTkwTssXmgGjVaPneoSbD9XBB8vOR6f1Re3jekOX6V7no7uCtiAEL766ivr7YceeqjF7ebPn4/u3bsjMzMT+/fvR1ZWlnVVbikS8Ye4pqYGV155JZ5++mnMnj27xcbAbDbjvvvuQ3V1NQBg7ty5HZrB5rXXXsNrr71ml8xkf3wRSCKw7pxPIZdhRPcwjOgehoenJ6G0ph57UkqwO6UEu9TF+Ol0Ify8FUiODcLAuBD076JCqL+36Nh2Jar5sFgsOFdYhd3qEpzIqYS3Qo7FY7vjb5N7IdhfOkegHIUNiMRVV1dj7969AC6d/jVhwoQWt5XL5Zg5cybef/99AMCWLVtwzz33OCWnK1Kr1UL+IB86dAjXXHMNunTpgvnz52PMmDFISEhAUFAQKisrcfz4cXz88cc4ffo0ACA4OBgvvPCC03OS44iqPZI21p14EYE+uHZYPK4dFg+T2YJTuZXYnVKCnReK8en+TABAlxBf9IwMRK+oQPSOCkJEkLdbX8yuL891ahNSrTNgb1opfkstRXF1PXpHBeLZuf0xf2gXXmBuR2xAJO7cuXMw/2911qFDh7Y5u9XIkSOtDUjDC1x3FRAQ0KGVwv+sW7dudkzTPl5eXoiJiUFhYSHy8vKwcuVK63odzenduzfWrl3rsGmbSQwRtUfEunMtCrkMQ7uFYmi3UDwwrQ8qavXYk1qCA+llOJRRjj2ppQCAED8lekYFoFdUEHpHBaJrqJ9bnbLlFdT25CmdpTOacKGgGocyy3EsqwIyGTBnYCz+MjoBwxNCuQaOA7ABkTi1Wm293aNHjza3b7xN48dKUUlJidP/IPv6+iIvLw8HDhzAjh07cODAAajVahQVFUGn0yEgIABxcXEYPHgw5s2bh+uuuw7e3p51OJ7E1B4R6861hQZ4Y96QLtaVtyvr9DiaVYEjWRU4nFGG747lwmCywMdLjsSIAPSMCkTvqEB0C/NHkAu/s2/SaiBX2n+GqcIqLU7nVeFMngbqwmoYzRZ0j/DH47P64rph8QgN4N9OR2IDInGVlZXW2xEREW1u3/hC5saPbUlVVVWTj318fODj49PufK6spTVFHE0ul2Ps2LEYO3aszfuYPHlyp47+LF68GIsXL7b58dQ5omqPpI11515C/L1xZb9oXNnv0myP9UYTzuRpcCSzAocyyvFbagl+PHVptsNgPyXiQ/0QF+yH+FA/xIf5ITbYD94K8UdK5Er7rEKoNRhxsaQWp3M1OJOvQVFVPZRyGa5IDMOTs/thSt8o9IjgelfOIr6ySKjG09L6+vq2ub2f3x9PBA0XOLema9euCA4Otv575ZVXoFarodVqkZWVhYqKChQXFyM/Px9VVVW4ePEiDAaD9eiKWq2GXq9Heno6NBoNCgoKUFhYiMrKSmRmZqK+vr7JtkajEWlpaaiurkZeXh5KSkpQXl6O7OxsaLXaJttaLBakpKSgrq4OOTk5KCsrQ2lpKXJzc1FTU4PU1FSYTKYmj9HpdMjMzERFRQVKS0utudPT0y/LbTAYkJ6ejqqqKhQUFKCoqMiaW6fTNdnWZDIhLS0NNTU11txlZWXIzs5GXV2dNW/j/+vq6pCdnY2ysjKUlJQgLy8PNTU1SEtLazF3ZWUlioqKUFBQ0K7c+fn5KCoqQkVFRYu5U1NTUVNTg9zcXJSWlqKsrAw5OTmoq6tDSkqKNW/DY7RaLbKzs1FeXm7NXV1djbS0NBiNxibb1tfXW3MXFhaioKAAGo0G6enp0Ov1l+W+ePGiNXdxcTEqKiqQlZV12c++IXdtbW2Luc1m82W5s7KyUF5ejuLiYmvuixcvNps7IyMDGo0GhYWFKCwshEajQUZGRrtyl5eXN5vbbDZbc+fk5KC0tBSlpaXIyclBbW0tUlNT28zd1u9aS7mb+127ePGi9Xetrdwt/a415P5zzXrCc0RRUZFHPUc0PIbPEe75HGGs10GlL8PSCT3w6BgVTjwzHV8t7IaViwZg2chgJIfJoa0ux7EL6fjwl3NY/8sRvLDpNPYdPYVNp/KRmZ6G/PJq1JXlw1RfC2NNBYw1FTDV18JQWQSLyQB9eS6AS9dtWMwmGCoKYNZrYawug6m2EiZtNQyaYpgN9U23tVigL8+D2aCDsaoEJm0VTHUaGKtLYTbooC/Ph8VsbvIYs1EPg6YYJl0NjLWVMNaUw1xfB31lASpqtMjOTMPmU/nYe/QUnt90Cut+PYb1v6egvroM1/ULwgcL++HHO5Kw+tahGBepR4+IAD5HdOA5orCwEJ0hs3TmbVAJmjx5Mnbv3m2Xfa1duxY33nhju7ZtvA5IRkaG3c7pf/nll7F8+XIAwPLly/Hiiy+2un1qaqp1Iao+ffq0eBpWVVUVgoODkZOTA5Xqj1VMPekISF5eHrp0ca3FkUgaWHskAutOGmrrjUgpqsaFwmqoC6txvkCD84XVqNIardv4eSsQEeCN0ABvhAUoER7gg7AAb4QHeCMswAfBfl52u87EWF0Gr6Cm08jrjCZU1umh0RpRqTVAU6dHRa0B+RotcsrrUKW7lDXIR4HkOBX6x4UgOU6FwfHB6BUVyGs67KDhdZ5Go2nyOq+9eAqWxDU+pK7T6drcvvFq7EFBQW1ur1KpbCpMd+CpXxe5PtYeicC6k4YAHy/rxe0NLBYLSqrrkVNRh7xKHfIrtcir0CKvog65lVoczaxAdb3Jur0MgL+3Av4+CgR4e8FPqYCftwI+XnJ4e8nh46WA9/9uWyyAyWyB2WKB0WSx3jZZzDCZAT8YUGGoRJXWcKnhqNNDZzQ3yeynlCNK5YveUYGY1i8a/eNUSI5ToUuIH5sNF8UGpIOuv/56DBkyxC77coXpDENCQqy3S0tL29y+rKys2cdKUVFRUbuaMCJ7Y+2RCKw76ZLJZIhS+SJK5YvhLSz/Va0zIP9/zUmBRgeN1oAqneHS/9pL/9fpLx2x0BpM0OpN0BpMkOHS4otKuQxeCjm8FDIo5Zf+91LIkaDSotoUiKQYFaJVPogK8kVUo/+jVb4I9OHLWXfDn1gHNbdKuDtr3ARlZGS0uX3jbVyhgRKJU9uSKKw9EoF1R60J8lUiKUaJpBj7NqlGoxFeXny56ml4EbrEJScnW1fTPn78OEwmU6vbHz582Hp7wIABDs3m6i5evCg6AkkUa49EYN2RCKw7z8QGROKCgoIwbtw4AE1XRW+O2WzGtm3brB/PmjXL4flcmdSPAJE4rD0SgXVHIrDuPBMbEGoyE9cbb7zR4nY//PCD9RSs0aNHS/5wvNQXYiRxWHskAuuORGDdeSY2IB6ue/fukMlkkMlk2LVrV7PbLFmyxLq67aZNm7By5crLtklNTcW9995r/fiFF15wSF53IvUGjMRh7ZEIrDsSgXXnmXhVjwtavXr1ZReEN151/I033kBwcHCT+9tav6M1vr6+WL16NWbPng2DwYBly5Zh69atmDt3LgICAnDs2DF89NFH0Gg0AIClS5di2rRpNo/nKQoKCvjESEKw9kgE1h2JwLrzTFyI0AXZsthhSz/GxgsY7ty5E5MnT25xH99//z2WLFnSpNn5s6VLl2LVqlVQKBSt5unsAjXuoLKyUvJTEZMYrD0SgXVHIrDuXBMXIiS7WbBgAUaPHo1Vq1Zh06ZNyMzMhE6nQ2xsLMaPH48777wTkyZNEh3TZbRn4UYiR2DtkQisOxKBdeeZeASEHEIKR0AKCgoQGxsrOgZJEGuPRGDdkQisO9fU2dd5vAidyEb+/v6iI5BEsfZIBNYdicC680xsQIhsVFZWJjoCSRRrj0Rg3ZEIrDvPxAaEyEbx8fGiI5BEsfZIBNYdicC680xsQIhs9OepkomchbVHIrDuSATWnWfiRejkEFK4CJ2IiIhIingROpEgarVadASSKNYeicC6IxFYd56JDQiRjRITE0VHIIli7ZEIrDsSgXXnmdiAENkoOztbdASSKNYeicC6IxFYd56JDQiRjSIjI0VHIIli7ZEIrDsSgXXnmdiAENmopqZGdASSKNYeicC6IxFYd56JDQiRjby8vERHIIli7ZEIrDsSgXXnmdiAENlIqVSKjkASxdojEVh3JALrzjOxASGyUVVVlegIJFGsPRKBdUcisO48ExsQIhtFRUWJjkASxdojEVh3JALrzjOxASGyEacGJFFYeyQC645EYN15JjYgRDaor6/H2rVrUV9fLzoKSQxrj0Rg3ZEIrDvPJbNYLBbRIcjzVFVVITg4GBqNBiqVSnQcu/P0r49cF2uPRGDdkQisO9fV2Z8Nj4CQW1u5cqXoCMKI/tpFji/lr1000V+7lMcX/bWLJuXvvdTHF0n01+6pdc8jIOQQznrXIjk5GefOnXPY/lviCu/KiPraXWF8KX/tomtPyt970eNLue4A6X7vpTy+1OtO9Pitjd3Znw1XdyGHaOhrHT19nslkEjJFX8OYIqcHFPW1u8L4Uv7aRdeelL/3oseXct0B0v3eS3l8qded6PFbG7vh87Yex+AREHKI3NxcdO3aVXQMIiIiInKQnJwcxMfHd/hxbEDIIcxmM/Lz8xEUFASZTCY6DhERERHZicViQXV1NeLi4iCXd/yScjYgRERERETkNJwFi4iIiIiInIYNCBEREREROQ0bEKJmyGQym/7t2rXL5jF37drVobEWL15st6+XXIPoGigoKMCzzz6L4cOHIzw8HP7+/ujZsycWL16MPXv22HUsci2nTp3CP//5TyxYsAC9e/dGQEAAvL29ER0djSlTpuCll15CQUGB3cYTXevkeBs3bsQNN9yA7t27w9fXF1FRURg7dixWrFjhsFmdRIxJNrIQ0WUAdPifTCazZGZm2jzmzp07OzTe7bffbr8vmFyCyBr44YcfLKGhoa2Od/fdd1uMRqPdxiTxKioqLL17925Xvfn7+1vee+89u4zL5zvPVV1dbZk7d26rP8+uXbta9u/f79ZjUudwHRCiZnz//fft2m79+vVYu3YtAGDq1KlISEiwy/iLFi3CjTfe2Oo23bp1s8tY5JqcWQM7d+7EwoULodfrAQBz5szB3LlzERAQgGPHjmH16tXQaDT44IMPIJPJsGrVKruMS+LpdDqkpqYCABQKBSZMmIAJEyYgMTERAQEByMrKwtdff41Dhw6hrq4Oy5Ytg1arxSOPPGK3DHy+8xwmkwk33HADtm7dCgCIjo7G0qVLkZycjPLycqxduxb79u1DTk4OZs+ejX379qFfv35uNybZgegOiMidDR482Pruypo1azq1r8bvCP7jH/+wT0ByKyJqQKfTWbp3724d9913371sG7VabYmJibFu88svvzglGzleQUGBJTw83PLiiy9a8vPzW9zulVdesf78vb29LampqZ0al893nun999+3/lyTk5MthYWFl23z8MMPW7eZMGGCW45JncdrQIhsdPToUZw8eRIAEBoaigULFghORNRxH3/8MTIzMwEA11xzDZYtW3bZNn369MHKlSutHz/11FPOikcOFh4ejszMTCxfvhyxsbEtbvf4449j/vz5AAC9Xo///ve/TkpI7sJkMuG5556zfvzFF18gOjr6su1ee+01DBkyBADw22+/4eeff3arMck+2IAQ2Wj16tXW27fccgt8fX0FpiGyzVdffWW9/dBDD7W43fz589G9e3cAwP79+5GVleXoaOQESqUSgYGB7dp20aJF1tunTp1yVCRyU3v27LFOVDBp0iQMGzas2e0UCgX+/ve/Wz9uOI3ZXcYk+2ADQmQDnU7X5AnszjvvFJiGyDbV1dXYu3cvACAoKAgTJkxocVu5XI6ZM2daP96yZYvD85FrUalU1ttarVZgEnJFjZ8TZs+e3eq2s2bNavZx7jAm2QcbECIbfPfdd6isrAQADBs2zHpo116+/fZbDBkyBCqVCr6+voiLi8P06dOxYsUKlJeX23Usck3OqIFz587BbDYDAIYOHQqFQtHq9iNHjrTePn36tF0ykPto/DO314QbAJ/vPEXj+mj8XNGcmJgYdO3aFQBQVFSEkpIStxmT7IMNCJENGp9+5YijH2fOnMHJkydRXV2N+vp6FBQUYPv27Xj00UeRkJCAjz/+2O5jkmtxRg2o1Wrr7R49erS5feNtGj+WPJ/BYGjyvDdnzhy77ZvPd55BxPMJn8PcF6fhJeqgzMxM7Ny5EwDg6+uLm2++2W77lslkGDZsGCZPnox+/fohODgYNTU1OHXqFNavX4+8vDzU1NTgzjvvRHFxMR5//HG7jU2uwZk10HAUDwAiIiLa3D48PLzZx5Lne+WVV6zT9Q4ZMsQuDQif7zyLiOcTPoe5LzYgRB30ySefwGKxAACuu+46hISE2GW/SUlJuHDhAvr06dPs/a+++ioee+wx/Otf/wIAPPnkk5g8eTJGjx5tl/FJPGfXQE1NjfV2eyZR8PPzs96urq62aUxyP5s3b7bONKRUKvHhhx9CLu/cCRR8vvM8Ip5P+BzmvngKFrmlyZMnQyaT2eVf41mA2mI2m/Hpp59aP16yZIndvqbY2NgW/xgDgLe3N9566y3ceuutAACLxYIXXnjBbuNT2xxdd6wBao6o5zsAOHLkCG666SbrtUJvvPFGm+fatwdrnUja2IAQdcCOHTuQnZ0N4NK5pFOmTHF6hpdffhkymQwA8Msvv3A2GgmyVw00nn5Vp9O1uX3jcYKCgmwak9zHqVOnMGPGDOs7xU8//TTuu+8+p2bg8537EPF8wucw98VTsMgtXX/99XabeSopKand2za+GHLJkiXWP4zOFB8fj169eiE1NRX19fXIyMhAcnKy03NIkai6+zN71UDj0wdLS0vb3L6srKzZx5Jjiai706dP48orr7TOQvXEE0/g+eeft0uGjuDznfsICQlBRUUFgEvPJ22tL2OP5xMRY5J9sAEht9Tcas2OVl5ejh9++AHApTURFi9e7PQMDSIjI60XhPJCOucRUXctsUcNNH4xmpGR0eb2jbfpTANFHePsumtoPhqa0sceewwvv/yyUzM0xuc795CUlGR9jsjIyLAuXNoSezyfiBiT7IOnYBG105dffon6+noAwIwZMxAfHy8sS+N3q/kujjTZowaSk5OtFxMfP34cJpOp1e0PHz5svT1gwACbxiTX1tB8NKyR8Mgjj+DVV18VmonPd+5h4MCB1tuNnyuaU1RUhJycHABAVFQUIiMj3WZMsg82IETt1Pj0K5Ern+fl5VnfDfTx8WnzHR/yPPaqgaCgIIwbNw5A01XRm2M2m7Ft2zbrx41XFSbP8Ofm46GHHsKKFSuEZuLznfuYOXOm9XZbK43/9NNP1tttrWDuamOSfbABIWqHY8eO4cSJEwAunQ4wd+5cYVmefvpp6zTAU6ZMgb+/v7AsJIY9a+DGG2+03n7jjTda3O6HH36wnr4wevRovhD0MGfPnm3SfDz44IOt1oOz8PnOfUyaNAkxMTEAgF27duHYsWPNbmcymfDOO+9YP278HOQOY5KdWIioTffee68FgAWA5aGHHurw4xMSEqyP37lz52X3p6amWl577TWLRqNpcR96vd7y//7f/7PuB4Bl3759Hc5CrskRNdBW3VksFotWq7V069bNut1777132TYpKSmWmJgY6zbbt2/v8NdHruvs2bOWqKgo68/3wQcf7NT++HwnXf/+97+tP6/+/ftbioqKLtvmkUcesW4zbty4Fvf1ySefWLebNGmSU8Yk5+FF6ERt0Ol0WLNmjfVjR5x+VVNTg8ceewzPPPMMpk6dipEjR6JHjx4ICgpCTU0NTp8+jfXr11vPXwWAl156CWPHjrV7FhJDVA34+vpi9erVmD17NgwGA5YtW4atW7di7ty5CAgIwLFjx/DRRx9Bo9EAAJYuXYpp06Z1akxyHbm5uZg6dSqKi4sBAEOHDsXEiROtE260xN/fH9OnT7dpTD7fea6lS5fi+++/x/bt23H27FkMHjwYS5cuRXJyMsrLy7F27VrrqZ4hISH44IMP3HJMsgPRHRCRq1uzZo31nZPRo0fbtI+23hE8fvx4k3f6WvunUqksq1ev7uRXRa7GETXQniMgDb777jtLSEhIq+MuXbrUYjQa7fQVkyvYuXNnu+uu8b+EhIQW98nnO2mrqqqyXH311a3+XOPj49s8otXeIyD2HJOch0dAiNrw57U/HKFfv37YunUrDh48iIMHDyIzMxOlpaWoqKiAj48PIiIiMHjwYFx11VW49dZboVKpHJKDxBFdAwsWLMDo0aOxatUqbNq0CZmZmdDpdIiNjcX48eNx5513YtKkSXYdk6RJdK2TYwUFBWHTpk3YsGEDPv/8cxw+fBjFxcUICgpCz549ce211+Luu+9GcHCwW49JnSOzWP53dRcREREREZGDcRYsIiIiIiJyGjYgRERERETkNGxAiIiIiIjIadiAEBERERGR07ABISIiIiIip2EDQkRERERETsMGhIiIiIiInIYNCBEREREROQ0bECIiIiIicho2IERERERE5DRsQIiIiIiIyGnYgBARERERkdOwASEiIiIiIqdhA0JERNSGs2fP4qWXXsK1116L5ORkREZGQqlUIiQkBCNHjsTy5cuRn5/vkLF//fVX3HTTTejRowf8/Pzg6+uLbt264brrrsPGjRsdMiYRkSPJLBaLRXQIIiIiV/bUU0/hpZdesn7s7e0NPz8/aDQa6+cCAwOxZs0aXHPNNXYZ02KxYNmyZfj3v/9t/ZyPjw8UCgXq6uqsn7vhhhuwZs0aeHl52WVcIiJH4xEQIiKiNgwePBivvPIK9uzZg/LyctTX16OyshJ1dXX49ttv0bNnT9TU1ODGG29EZmamXcb87LPPrM3HvHnzcO7cOWi1WtTW1iIzMxNLliwBAHz99df417/+ZZcxiYicgUdAiIiIOiklJQVJSUkAgBdffBHLly/v9D6nTp2KnTt3omfPnjh//jyUSmWT+y0WCyZOnIi9e/dixIgROHz4cKfHJCJyBh4BISIi6qQ+ffogNDQUAJCbm2uXfTZcUzJ48ODLmg8AkMlkGDlyJACgpqbGLmMSETkDGxAiIqJOOnv2LCoqKgAAPXv2tMs+ExMTAQAnT56EwWBodpuGox4jRoywy5hERM7ABoSIiMgGBoMBubm5+OyzzzB79mwAQFhYGBYvXmyX/d97770AgIsXL+KGG27AhQsX0HDWdFZWFu68807s3bsX4eHheO655+wyJhGRM/AaECIiog6Ij49HXl7eZZ8fMGAA1qxZg4EDB9ptrJUrV+Lhhx9GfX09AMDX1xdyuRx1dXUICAjAtddeixdeeAEJCQl2G5OIyNF4BISIiKgDoqKiEB0dDZVKZf3csGHD8N5779m1+QAuHQXZsGEDYmNjAQA6nc46Ba9er0dNTY311C8iInfBBoSIiKgDjh07hsLCQmg0GpSWluKjjz5CUVERJk+ejLvuugsmk8ku42i1Wtx8882YOXMmYmJisGXLFhQVFaGiogK7d+/GhAkT8P3332PcuHHYsWOHXcYkInIGnoJFRETUSVlZWRgwYABqamqwcuVK/O1vf+v0Pu+77z689957GDJkCA4cOAAfH58m91ssFsyZMwdbtmxBYmIizp8/D29v706PS0TkaDwCQkRE1EkJCQm49tprAQAffPBBp/dXU1OD999/H8Cl07D+3HwAl6bhfeihhwAA6enpOHHiRKfHJSJyBjYgREREdtClSxcAQGpqaqf3pVarYTQaAaDVC8wb35eRkdHpcYmInMFLdAAiIiJn2blzJ7Zs2YI9e/YgNzcXpaWlkMvliI6OxqBBgzBlyhRce+216NatW4f3nZ6eDgAICgrqdE6FQmG9XVBQ0OJ2jWfjanxRPBGRK+M1IERE5PG2bNmC5cuX4/jx421uK5fLsWPHDkyZMgXApWstLBYL5PKWTxo4d+4chg8fDp1Oh4ULF2LdunWdyqvT6RAeHo66ujqMGzcOu3fvbtKUNFi4cCG+/vprKBQKFBUVITw8vFPjEhE5A0/BIiIij2U2m/Hoo49izpw5TZoPPz8/DBkyBFOnTsWIESMQGBjY5DF9+vSxfqzRaNC/f3+88847SElJgdlstt5XVFSEf//735g0aRJ0Oh18fHzwzDPPNJtFJpNBJpO1a6FCX19fLF26FACwb98+zJo1CydOnIDJZILFYkFKSgoWLVqEr7/+GgCwePFiNh9E5DZ4BISIiDySxWLBHXfcgc8++8z6uREjRuCpp57CjBkz4Ovra/28yWTCb7/9hnfffRf79+9Hfn6+9b7KykqEhoZaP1YqlVCpVNDr9aiurrZ+Pjo6Gv/9738xbdq0ZvPIZDIAwO23345PP/20zfw6nQ7XXXcdfvrpJ+vnvL29IZfLodPprJ+bNm0aNmzYAH9//zb3SUTkCngNCBEReaQXX3yxSfPx4IMP4p///Gezp1IpFApMnjwZkydPRlpaWpP7VCoVvv/+e+zatQsHDhxAXl4eSkpKIJPJ0KVLFwwcOBCzZ8/G7bff3uJ1GI2v1Rg9enS78vv6+mLz5s347rvv8OWXX+Lw4cMoLi6G2WxGXFwchg8fjltuuQULFy60NjdERO6AR0CIiMjjHDp0CGPGjLGeLtXeow6O8vnnn+P2229HYmIiLly4AKVSKSwLEZFovAaEiIg8zn333WdtPvr372+XtTk649dffwUAPPvss2w+iEjyeASEiIg8yo4dO3DVVVdZP96wYQPmzp0rMBHQrVs3qFQqnDp1qtXZtIiIpIDXgBARkUdpfKpV//79hTcfAJCdnS06AhGRy+DbMERE5DEsFgu2bdtm/XjBggUC0xARUXPYgBARkcfIzMxEaWmp9eOWpsQlIiJx2IAQEZHHSE9Pb/Jxt27dBCUhIqKWsAEhIiKPodFomnwcERFh9zFSU1Px0ksvYdy4cejatSt8fHwQFhaGESNG4LHHHuP1HkREbeAsWERE5DE2btyIefPmWT8uKChATEyMXfZdUVGBJ598Eh9++KF1il+ZTIaQkBBUV1fDaDQCuLRa+RtvvIFly5bZZVwiIk/DIyBEROQxoqKimnx88uRJu+w3PT0dw4cPx/vvvw9vb2/cddddOHz4MOrq6lBeXo66ujps374dI0aMgF6vx3333YdVq1bZZWwiIk/DIyBEROQxtFotQkNDUV9fDwBYuHAh1q1b16l9ZmRkYPz48cjPz0fXrl3x/fffY/jw4c1uq9PpMGnSJBw6dAh+fn5IT0+32xEYIiJPwSMgRETkMfz8/DB//nzrx+vXr8d7773X6mM0Gg3eeecd7Nu377L7jEYjbr75ZuTn5yM4OBi7du1qsfkAAF9fX7z55psALjVDjdck+bMjR47glltuQZcuXeDj44Nu3brhr3/9K0pLS7FlyxbIZDL4+flZT+0iIvIUPAJCREQeRa1WY/jw4aitrbV+bty4cbjhhhvQr18/+Pv7o6KiAufOncOePXuwY8cO6PV6pKSkoHfv3k329eabb+Lhhx8GAHzzzTe47rrr2hzfYrEgPDwcFRUVmDVrFn766afLtvnHP/6BF154AQ1/glUqFaqqqgAAffv2xa233orly5dj1KhROHjwoM3fCyIiV8QGhIiIPM6WLVuwcOFC1NTUtGt7lUqFyspKyGQy6+d0Oh169OiBwsJCTJo0Cbt27Wr3+EOGDMHJkycxePBgnDhxosl9r7/+Oh577DEolUo88cQTuPfeexEVFYXKyko8//zzeOuttxAcHAyNRoN77rmH15IQkcfhKVhERORxZs2ahePHj+PGG2+EUqlscTuZTIahQ4dixYoVTZoP4NKMWoWFhQCA++67r0PjN8yS1fB/g3379uHJJ5+ETCbDunXr8Nxzz1kvnA8JCcGbb76JSZMmWacTHjZsWIfGJSJyB16iAxARETlCr169sHbtWmg0Ghw8eBBpaWmorKyEXC5HSEgIevbsiWHDhiE8PLzZx2/evBnApWl158yZ06Gx8/LyAACRkZFNPv/YY4/BZDJhyZIlWLBgQbOPveaaa7B7924AwNChQzs0LhGRO2ADQkREHi04OBjTp0/H9OnTO/S4Y8eOAQAGDRoEX1/fdj9OrVajvLwcQNMG4tChQ9i3bx9kMhmeeOKJFh8fGxsLAFAqlRg4cGCHMhMRuQOegkVERNSMgoICAEBcXFyHHvfNN99Yb0+bNs16e+PGjQAuXR/Sq1evFh9fWVkJAEhOToaPj0+HxiYicgdsQIiIiJrRcP2GXN7+P5V6vR4ffvghACAhIaHJUZeGIyqtTeMLwHrROk+/IiJPxQaEiIioGQ1HPrKystr9mBUrViA7OxsA8NxzzzVpXhouaA8NDW3x8Xq93nqkhBegE5GnYgNCRETUjAkTJgAATp06hdzc3Da3/+233/CPf/wDADB16lTcdtttzW7X0Ig0Z+XKlSgqKgLABoSIPBcbECIiombcfffdkMlkMJlMePDBB9HaslkbN27E1VdfDZPJhMTERKxbt+6yaX0bFjn89ddfodPpLtvHvn37sHz5cgCXTvsaPHiwHb8aIiLXwQaEiIioGUOGDMFDDz0E4NKF5bNnz8ahQ4es14bU1NRg165dWLhwIebPn4+qqioMGjQIv/32GyIiIi7bX8Mq6nl5ebj11lutR0I0Gg3efPNNTJ8+3XrRee/evREYGOiML5OIyOm4EjoREVELzGYznnjiCaxYscJ6BMTHxwd+fn7W2aqAS2uF3H///Xjuuefg5+fX7L4sFgtmzZqFbdu2WT+nUqlQXV0Ni8WCO+64A1qtFl999RVuuukmrFmzxqFfGxGRKDwCQkRE1AK5XI7XXnsNp0+fxn333YdBgwbBx8fHulI5AIwYMQKZmZl4/fXXW2w+gEurrm/YsAHPPPMMevbsCaVSCV9fX1x99dX46aef8PHHH+PkyZMAOAMWEXk2HgEhIiKywWOPPYbXX38dCoUCu3fvxrhx4zq1v7q6OgQFBcFsNmPHjh248sor7ZSUiMi1sAEhIiKygV6vx+jRo3H8+HEkJCTg5MmTCA4Otnl/Bw4cwJgxYwAAZWVlCAsLs1dUIiKXwlOwiIiIbODt7Y01a9bAz88PWVlZuOeeezq1v+PHjwO4tIAhmw8i8mReogMQERG5q759+6Kurs4u+2poQLj+BxF5Oh4BISIicgFsQIhIKngNCBEREREROQ2PgBARERERkdOwASEiIiIiIqdhA0JERERERE7DBoSIiIiIiJyGDQgRERERETkNGxAiIiIiInIaNiBEREREROQ0bECIiIiIiMhp2IAQEREREZHTsAEhIiIiIiKnYQNCREREREROwwaEiIiIiIichg0IERERERE5DRsQIiIiIiJyGjYgRERERETkNGxAiIiIiIjIaf4/nFDV0A3E79AAAAAASUVORK5CYII=", "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show the exclusion contour\n", "Image(filename='./reports/report_tt_mtt/contours_2d.png') " ] }, { "cell_type": "markdown", "id": "a5c99bd5", "metadata": {}, "source": [ "**Question 2A**\n", "\n", "- Can we exclude the SM?\n", "- What special behaviour do you observe between the two operators and how does this compare to exercise 1?" ] }, { "cell_type": "markdown", "id": "db2b52f2", "metadata": {}, "source": [ "Ultimately we should perform a combined fit of $ttV$ and $t\\bar{t}\\:(m_{t\\bar{t}})$ data. Both are affected by the same four-fermion operators considered in this tutorial after all. " ] }, { "cell_type": "markdown", "id": "756c52f3", "metadata": {}, "source": [ "**Question 2B**\n", "\n", "- Modify the runcards yourself this time to run the combined fit\n", "- Produce the exclusion contour\n", "\n", "Hint: you should find" ] }, { "cell_type": "code", "execution_count": 45, "id": "e3feb303", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show the exclusion contour\n", "Image(filename='./reports/report_combined/contours_2d.png') " ] }, { "cell_type": "markdown", "id": "5f5e8af7", "metadata": {}, "source": [ "**Question 2C**\n", "\n", "- Comment on the interplay between the two classes of measurements\n", "- What lesson do you take from this?" ] }, { "cell_type": "markdown", "id": "991ee6cf", "metadata": {}, "source": [ "### Exercise 3 - quadratic fits (optional)" ] }, { "cell_type": "markdown", "id": "9127f840", "metadata": {}, "source": [ "So far all the fits have been linear in the EFT expansion. In this last exercise you will study how the previous results change under the effect of quadratic EFT corrections. For this, you should set `use_quad: True` in the fit runcard and run the fit with `\"A\"` replaced by `\"NS\"`:" ] }, { "cell_type": "code", "execution_count": null, "id": "76187f93", "metadata": {}, "outputs": [], "source": [ "runner_tt_mtt_quad = smefit.runner.Runner.from_file(pathlib.Path(\"./downloads/runcards/runcard_tt_mtt_quad.yaml\"))\n", "runner_tt_mtt_quad.global_analysis(\"NS\")" ] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }