From a0da5b98bcf6102f60ab1e245b43a0ff4ef7b640 Mon Sep 17 00:00:00 2001 From: Zuzanna Date: Thu, 28 Sep 2023 14:13:09 +0200 Subject: [PATCH 1/6] added a new file --- dps_climate_model.py | 1 + 1 file changed, 1 insertion(+) create mode 100644 dps_climate_model.py diff --git a/dps_climate_model.py b/dps_climate_model.py new file mode 100644 index 0000000..920cf7c --- /dev/null +++ b/dps_climate_model.py @@ -0,0 +1 @@ +# Somethin \ No newline at end of file From 2723e537b49bb245346b07a571524ab977ccbb19 Mon Sep 17 00:00:00 2001 From: Zuzanna Date: Thu, 28 Sep 2023 14:46:41 +0200 Subject: [PATCH 2/6] data_generation --- assignment 8 - model answer.ipynb | 1646 +++++++++++++++++ create_results.py | 36 + .../__pycache__/dps_lake_model.cpython-39.pyc | Bin 0 -> 2906 bytes release_decisions.csv | 101 + results.csv | 9 + 5 files changed, 1792 insertions(+) create mode 100644 assignment 8 - model answer.ipynb create mode 100644 create_results.py create mode 100644 model/__pycache__/dps_lake_model.cpython-39.pyc create mode 100644 release_decisions.csv create mode 100644 results.csv diff --git a/assignment 8 - model answer.ipynb b/assignment 8 - model answer.ipynb new file mode 100644 index 0000000..e7af7b9 --- /dev/null +++ b/assignment 8 - model answer.ipynb @@ -0,0 +1,1646 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multi-objective robust decision making (MORDM)\n", + "\n", + "\n", + "This exercise demostrates the application of MORDM on the lake model, which was used in earlier exercises.\n", + "\n", + "MORDM has four main steps:\n", + "\n", + "(i)\t **problem formulation** based on a systems analytical problem definition framework \n", + "\n", + "(ii)\t**searching** for candidate solutions that optimize multiple objectives by using multi-objective evolutionary algorithms \n", + "\n", + "(iii)\tgenerating an ensemble of scenarios to **explore** the effects of uncertainties \n", + "\n", + "(iv)\tusing **scenario discovery** to detect the vulnerabilities of candidate solutions and improving thecandidate solutions\n", + "\n", + "\n", + "\n", + "## Step 1: Problem formulation\n", + "### Lake Model\n", + "\n", + "Remember the lake problem used in the assignments in previous weeks. The lake problem is a hypothetical case where the inhabitants of a lake town decide on the amount of annual pollution they release into a lake. It the pollution in the lake passes a threshold, it will suffer irreversible eutrophication.\n", + "\n", + "The lake problem has 4 **outcome indicators**: \n", + " - **max_P**: maximum pollution over time, to be minimized\n", + " - **utility**: economic benefits obtained from polluting the lake, to be maximized\n", + " - **inertia**: the percentage of significant annual changes in the anthropogenic pollution rate, to be maximized\n", + " - **reliability**: the percentage of years where the pollution level is below the critical threshold, to be maximized\n", + " \n", + "See the lake model exercise for the formulation of these outcome variables.\n", + "\n", + "The lake problem is characterized by both stochastic uncertainty and **deep uncertainty**. The stochastic uncertainty arises from the natural inflow. To reduce this stochastic uncertainty, multiple replications are performed and the average over the replication is taken. Deep uncertainty is presented by uncertainty about the mean $\\mu$ and standard deviation $sigma$ of the lognormal distribution characterizing the natural inflow, the natural removal rate of the lake $\\beta$, the natural recycling rate of the lake $q$, and the discount rate $\\delta$. The table below specifies the ranges for the deeply uncertain factors, as well as their best estimate or default values. \n", + "\n", + "|Parameter\t|Range\t |Default value|\n", + "|-----------|--------------:|------------:|\n", + "|$\\mu$ \t|0.01 – 0.05\t|0.02 |\n", + "|$\\sigma$\t|0.001 – 0.005 \t|0.0017 |\n", + "|$b$ \t|0.1 – 0.45\t |0.42 |\n", + "|$q$\t |2 – 4.5\t |2 |\n", + "|$\\delta$\t|0.93 – 0.99\t|0.98 |\n", + "\n", + "\n", + "The lake problem in previous assignments had 100 decision **levers**, meaning that the decision makers independently decide on the amount of anthropogenic pollution at every time step (100). Then a 'policy' was a set of values for these 100 levers, which you composed by sampling from the range [0, 0.1]. \n", + "\n", + "In this exercise, we will use a more advanced way of deciding on the amout of anhtropogenic polution. We will use a **closed loop** version of the lake model, meaning that $a_t$ (anthropogenic pollution) is dependent on $X_t$ (the pollution level at time t). For instance, the rate of anthropogenic pollutions is lowered if the pollution level is approaching a critical threshold. Here, we use \"cubic radial basis functions\" following [Quinn et al. 2017](http://www.sciencedirect.com/science/article/pii/S1364815216302250) and formulate $a_t$ as follows:\n", + "\n", + "\\begin{equation}\n", + " a_{t} = min\\Bigg(max\\bigg(\\sum\\limits_{j=1}^{n} w_{j}\\left\\vert{\\frac{X_{t,i}-c_{j}}{r_{j}}}\\right\\vert^3, 0.01\\bigg), 0.1\\Bigg) \\\\\n", + " s.t. \\\\\n", + " -2 \\leq c_{j} \\leq 2 \\\\\n", + " 0 \\leq r_{j} \\leq 2 \\\\ \n", + " 0 \\leq w_{j} \\leq 1 \\\\\n", + " \\sum\\limits_{j=1}^{n} w_{j} = 1\n", + "\\end{equation}\n", + "\n", + "\n", + "The parameters that define this function also define the pollution strategy over time. Hence, the decision **levers** are the five parameters of this functions, namely $c_1$, $c_2$, $r_1$, $r_2$ and $w_1$. ($w_2$ = 1 - $w_1$).\n", + "\n", + "Note:: i is index for the realization, given m realizations; j is the index for the radial basis function, given 2 radial basis functions. \n", + "\n", + "**To formulate this problem, do the following:**\n", + "\n", + "**1) Import the lake model function from dps_lake_model.py**\n", + "\n", + "**2) Create an ema_workbench interface for this problem, with corresponding uncertainties, levers and outcomes as specified above**\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "from ema_workbench import (Model, RealParameter, ScalarOutcome)\n", + "import pandas as pd\n", + "\n", + "from model.dps_lake_model import lake_model\n", + "\n", + "model = Model('lakeproblem', function=lake_model)\n", + "\n", + "#specify uncertainties\n", + "model.uncertainties = [RealParameter('b', 0.1, 0.45),\n", + " RealParameter('q', 2.0, 4.5),\n", + " RealParameter('mean', 0.01, 0.05),\n", + " RealParameter('stdev', 0.001, 0.005),\n", + " RealParameter('delta', 0.93, 0.99)]\n", + "\n", + "# set levers\n", + "model.levers = [RealParameter(\"c1\", -2, 2),\n", + " RealParameter(\"c2\", -2, 2),\n", + " RealParameter(\"r1\", 0, 2),\n", + " RealParameter(\"r2\", 0, 2),\n", + " RealParameter(\"w1\", 0, 1)]\n", + "\n", + "#specify outcomes\n", + "# note how we need to explicitely indicate the direction\n", + "model.outcomes = [ScalarOutcome('max_P', kind=ScalarOutcome.MINIMIZE),\n", + " ScalarOutcome('utility', kind=ScalarOutcome.MAXIMIZE),\n", + " ScalarOutcome('inertia', kind=ScalarOutcome.MAXIMIZE),\n", + " ScalarOutcome('reliability', kind=ScalarOutcome.MAXIMIZE)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 2: Searching for candidate solutions\n", + "\n", + "In the second step of MORDM, candidate strategies are identified which are pareto optimal conditional on a reference scenario. These candiate strategies are identified through search with multi-objective evolutionary algorithms, that iteratively evaluate a large number of alternatives on multiple objectives until they find the best candidates. For instance, when we optimize the lake model levers, the lake model function will be called for each candidate evaluation, and the corresponding four objective values will be generated. \n", + "\n", + "Take the model interface developed in the previous step and use the optimization functionality of the workbench to identify the pareto approximate set of solutions. Try the following:\n", + "* change the epsilon values between 0.01 and 0.1, what changes, why?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[MainProcess/INFO] pool started with 8 workers\n", + "500013it [06:18, 1322.22it/s] \n", + "[MainProcess/INFO] optimization completed, found 8 solutions\n", + "[MainProcess/INFO] terminating pool\n" + ] + } + ], + "source": [ + "from ema_workbench import MultiprocessingEvaluator, ema_logging\n", + "from ema_workbench.em_framework.evaluators import BaseEvaluator\n", + "\n", + "ema_logging.log_to_stderr(ema_logging.INFO)\n", + "\n", + "with MultiprocessingEvaluator(model) as evaluator:\n", + " results1 = evaluator.optimize(nfe=5e5, searchover='levers',\n", + " epsilons=[0.1,]*len(model.outcomes))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "policies = results1.iloc[:, :5]" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "results1.to_csv('results.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "8" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(policies)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "from model.dps_lake_model import get_antropogenic_release\n", + "import numpy as np\n", + "import math\n", + "\n", + "release_decisions = pd.DataFrame()\n", + "\n", + "for policy in range(len(policies)):\n", + " c1 = policies.iloc[policy, 0]\n", + " c2 = policies.iloc[policy, 1]\n", + " r1 = policies.iloc[policy, 2]\n", + " r2 = policies.iloc[policy, 3]\n", + " w1 = policies.iloc[policy, 4]\n", + "\n", + " myears = 100\n", + "\n", + " b=0.42\n", + " q=2.0\n", + " mean=0.02\n", + " stdev=0.001\n", + " delta=0.98\n", + " alpha=0.4\n", + " nsamples=100\n", + " myears=100\n", + " X = np.zeros((myears,))\n", + "\n", + " X[0] = 0.0\n", + " decision = 0.1\n", + " decisions = np.zeros(myears,)\n", + " decisions[0] = decision\n", + " natural_inflows = np.random.lognormal(\n", + " math.log(mean**2 / math.sqrt(stdev**2 + mean**2)),\n", + " math.sqrt(math.log(1.0 + stdev**2 / mean**2)),\n", + " size=myears)\n", + "\n", + " for t in range(1, myears):\n", + "\n", + " # here we use the decision rule\n", + " decision = get_antropogenic_release(X[t-1], c1, c2, r1, r2, w1)\n", + " decisions[t] = decision\n", + "\n", + " X[t] = (1-b)*X[t-1] + X[t-1]**q/(1+X[t-1]**q) + decision +\\\n", + " natural_inflows[t-1]\n", + " \n", + " release_decisions[str(policy)] = pd.DataFrame(decisions)\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "release_decisions.to_csv('release_decisions.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 0\n", + "0 0.1\n", + "1 0.1\n", + "2 0.1\n", + "3 0.1\n", + "4 0.1\n", + ".. ...\n", + "95 0.1\n", + "96 0.1\n", + "97 0.1\n", + "98 0.1\n", + "99 0.1\n", + "\n", + "[100 rows x 1 columns]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.DataFrame(decisions)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[MainProcess/INFO] pool started\n", + "[MainProcess/INFO] generation 0: 0/5000 nfe\n", + "[MainProcess/INFO] generation 5: 497/5000 nfe\n", + "[MainProcess/INFO] generation 10: 992/5000 nfe\n", + "[MainProcess/INFO] generation 15: 1483/5000 nfe\n", + "[MainProcess/INFO] generation 20: 1977/5000 nfe\n", + "[MainProcess/INFO] generation 25: 2474/5000 nfe\n", + "[MainProcess/INFO] generation 30: 2967/5000 nfe\n", + "[MainProcess/INFO] generation 35: 3465/5000 nfe\n", + "[MainProcess/INFO] generation 40: 3958/5000 nfe\n", + "[MainProcess/INFO] generation 45: 4456/5000 nfe\n", + "[MainProcess/INFO] generation 50: 4951/5000 nfe\n", + "[MainProcess/INFO] optimization completed, found 263 solutions\n", + "[MainProcess/INFO] terminating pool\n" + ] + } + ], + "source": [ + "with MultiprocessingEvaluator(model) as evaluator:\n", + " results2 = evaluator.optimize(nfe=5e3, searchover='levers',\n", + " epsilons=[0.01,]*len(model.outcomes))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from ema_workbench.analysis import parcoords\n", + "\n", + "data = results1.loc[:, [o.name for o in model.outcomes]]\n", + "limits = parcoords.get_limits(data)\n", + "limits.loc[0, ['utility', 'inertia', 'reliability', 'max_P']] = 0\n", + "\n", + "paraxes = parcoords.ParallelAxes(limits)\n", + "paraxes.plot(data)\n", + "paraxes.invert_axis('max_P')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = results2.loc[:, [o.name for o in model.outcomes]]\n", + "limits = parcoords.get_limits(data)\n", + "limits.loc[0, ['utility', 'inertia', 'reliability', 'max_P']] = 0\n", + "\n", + "paraxes = parcoords.ParallelAxes(limits)\n", + "paraxes.plot(data)\n", + "paraxes.invert_axis('max_P')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above parallel coordinate plots are consistent with our expectation. If we use a lower value for epsilon, we have many more solutions in the pareto approximate set.\n", + "\n", + "* change the number of function evaluations from 1000 to 10.000 (this requires using multiprocessing unless you are very patient). What is the difference? You can use convergence as explained in assignment 7 for this\n", + "\n", + "Calculating hypervolume can be tricky. It requires specifying the minimum and maximum values that can occur. That is, we basically have to describe the hyperbox within which hypervolume needs to be calculated. There are various ways we can ensure this. For example we take the values quite broad to be certain. We can also add constraints to the outcome space. We can rely on trial and error. Below, I am using the results from the previous optimization to provide guestimated values for the maximum. \n", + "\n", + "Calculating hypervolume is computationally expensive. Therefore, it might sometimes be better to simply log the state of the achive at each generation, and only calculate hypervolume afterwards. See the [ArchiveLogger](http://emaworkbench.readthedocs.io/en/latest/ema_documentation/em_framework/optimization.html#ema_workbench.em_framework.optimization.ArchiveLogger) which you can use just like other convergence metrics for details\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[MainProcess/INFO] pool started\n", + "[MainProcess/INFO] generation 0: 0/1000 nfe\n", + "[MainProcess/INFO] generation 5: 490/1000 nfe\n", + "[MainProcess/INFO] generation 10: 984/1000 nfe\n", + "[MainProcess/INFO] optimization completed, found 14 solutions\n", + "[MainProcess/INFO] terminating pool\n" + ] + } + ], + "source": [ + "from ema_workbench.em_framework.optimization import (HyperVolume,\n", + " EpsilonProgress)\n", + "\n", + "convergence_metrics = [HyperVolume(minimum=[0,0,0,0], maximum=[3, 2,1.01,1.01]),\n", + " EpsilonProgress()]\n", + "\n", + "with MultiprocessingEvaluator(model) as evaluator:\n", + " results, convergence = evaluator.optimize(nfe=1e3, searchover='levers',\n", + " convergence=convergence_metrics,\n", + " epsilons=[0.1,]*len(model.outcomes))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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JTEXhtOfGgZ5wM8G0p6G4500m5acztzDtu7N4u0l1LO3byizTnkSmQJWjxYCwE7iW/hBhA0037Wko7nmTyfizUNpz9adtYGPNb28iOcrOzcPQTTGIT36Ab33d8bqrk9QjlTn86UYm4cRf6RgWHgu3mkx7EsmZNk+HMVtP4ejlNHzVpwU6m3ja01BcvEn2zt16gEFMexLJnk4n8MXOM/jdjNKehuLiTbJ25Z4K/YKj4WDLtCeRnOnTnifNK+1pKC7eJFu37j+C3+O0p5JpTyJZM9e0p6EkOdo8NzcXU6ZMQXJyMiwtLTF37ly4uvIiGlR0hdOeW4e+BlemPYlky5zTnoaSZM/74MGD0Gq12LZtG0aOHImvv/5aijFIpgrSnskZjxA8oC3TnkQy9r/Ym2ad9jSUJIt3w4YNkZeXB51OB5VKBWtrnm5ORZOdm4fBG/PTnmv82sCzIdOeRHL127n8tOebjcw37WkoSVbNihUrIjk5Gd26dUNGRgbWrFkjxRgkM7l5OozYfBIn/nqc9nyZaU8iuTpyKRWjt5xCi7qVsVZhvmlPQ0nya05YWBjefPNN/Pbbb/jhhx8wZcoU5OTkSDEKyUSeTmDC9tM4kHCXaU8imTt1PQNDNsWgoZMdQge0Neu0p6Ek+YpVqlQJ5crln4tbuXJlaLVa5OXlSTEKyYAQAjN/iMdupj2JZC/xThYGPE57Kv094VjRRuqRZEmSxXvAgAGYNm0afH19kZubi3HjxqFiRZZi6NkW/5aIzUx7Esne9bSHUARHPUl7VmLa01CSLN52dnZYvny5FA9NMrP24GWs+vMyfDyZ9iSSs5TMbHwafBwapj1LBA/tozJra/R1LHic9gz8P6Y9ieQqQ62BIphpz5LEowSoTGLak8g0FKQ9/0pj2rMkcc+bypyCtKdH/SpMexLJWOG05zc+rZn2LEHc86YyJeZx2rNxDQds6N+Wac9iSElJweLFi5GRkYEuXbqgSZMmaNmypdRjkZkonPZc0qcl3nu1ltQjmRTu0lCZce7WAwx8nPbc5O+JyhWY9iyOGTNm4OOPP4ZGo4GHhwfmzZsn9UhkJnQ6gck7z+L38ykI+LApPm7DtGdJ4+JNZcKVeyr0D2HasyTl5OSgXbt2sLCwgIuLC2xtn/811el0mDlzJj755BMoFApcu3btHx+Tnp6O9957T39RJSEE2rdvD4VCAYVCgSVLlhjluZB8CCEwd8957Dx5E+M6uWHAGw2lHskk8WVzktyt+4+gCI6GEEx7liQbGxscOnQIOp0OcXFxsLF5/sUw9u3bB41Gg4iICMTFxSEoKAirV6/W337o0CEsWbIEqamp+vddv34dr776Ki9xTHrL9ych9MhfGPRGQ4zpyLSnsRRpz/vu3bu4dOkSrl69imnTpuHChQvGnovMRNrjtGfmo1xsHOTJtGcJmjt3Lnbt2oWMjAyEhIQgICDguR8fGxuL9u3bAwBatWqF+Pj4p263tLREaGgoHB2fHC187tw5pKSkQKFQYMiQIbhy5UqJPw+Sj5DDV/H1viT0ZtrT6Iq05z158mR89tln2LJlC7p06YL58+dDqVQaezYycZnZuegfmp/23DTIk2nPElarVi3MnTu3yN0AlUoFe/snvzxZWVlBq9Xqq39vvPHGP+5TvXp1DB06FN26dUNMTAwmTZqEnTt3lswTIFkpnPYM6tUcljy906iKtHhrtVq0bdsWa9aswfvvv48tW7YYey4ycQVpz4TbWVjfzwNeLtWkHsnkfPHFFzh58iQcHBwghICFhQW+++67f/14e3t7qNVq/ds6ne6Fud5mzZrByir/jAAPDw+kpKToH4vMB9Oepa9Ii3dubi4WLFgADw8PHD9+nBERKpbCac/lTHsazdWrV7Fv374if7y7uzv++OMPdO/eHXFxcXBzc3vhfb755hs4OjpiyJAhSEhIQJ06dbhwm5mCtGfzl5j2LE1FWryDgoJw5MgR9OnTB/v378fixYuNPReZKF3htGfPZujBtKfRtGjRAleuXIGLi0uRPr5z5844cuQIvL29IYTA/PnzERoaCmdnZ3Ts2PGZ9xk6dCgmTZqEgwcPwsrKCgsWLCjJp0BlXOG0Z9hApj1LU5G+0hUrVoSXlxeSk5Nx6NAhNGjQwMhjkSkSQmDm7vy05xddm+BTr/pSj2TS7O3t0bt376eKfYcPH/7Xj7e0tMScOXOeep+r6z8rbgcOHND/f+XKlbFu3boSmJbkJvFOFgaGnYCTPdOeUuABa1Rqvvo9EeHHr+Ozt1ww4m2eQmJsUVFRiI6OfuHfrYn+q4K0p42VJTYPZtpTCkU6qqDggLXMzEy8//770Ol0xp6LTMy6yMv49o/8tOeUri9LPY5ZaNCgAdLS0qQeg0zM3cxs+AVHQZOnQ/hgL6Y9JcID1sjotkVfx/yfE/A+056lKjY2Fu+++y6qVKmif9/zXjYnepH7DzVQBEcjTZWDzUNeY9pTQkU+YO3o0aPo1KkTYmNjecAaFdmeM7cx9buzeMutOpYx7Vmq9u7dK/UIZELUOVoMCD2Bq2lqhA1oi1ZMe0qqSIv33bt3sWXLFiiVSnTt2hUqlQr16tUz9mwkc38m3sXYiFNo41wFa/yY9ixtU6dO/cf7eDQ4GSI7Nw9DlTE4m/wAqz91x+uNmPaUWpF+mi5fvhzh4eFwcnLCsGHDsHXrVmPPRTJXOO0ZPIBpTyl0794d3bt3R7du3VC/fn1UqMBrxtN/V5D2PHIpDYs+bsG0ZxlRpD1vS0tLODo6wsLCAra2trCzszP2XCRjBWnP2pUrYOMgpj2lUnCdcgDo0KEDBg0aJOE0JEeF056zmPYsU4q0eDs7O2PJkiW4f/8+1q1bhzp1eGENerarqWr0D4mGva01wgd7oboD055SKXxw2r17956qgRG9SOG059hOjTGQac8ypUiL9+zZs7Fjxw60adMGFSpUwNy5c409F8nQ7QeP4LchCjoBKP2Z9pTanj179P9vY2OD+fPnSzgNyc2K/ZcQeuQvDHyjAT7v2FjqcehvirR4x8TEwMfHx9izkIylqXLgtyE/7bl16GtoVINpT6loNBoA+b90Exki9MhVLNt3Eb3b1MWM95vy9M4yqEiL98qVK/Haa68ZexaSqazsXAwIPYGbTHuWCV27dv3HD9uC0tf+/fslmorkYmfsTcz+8Ty6vFqTac8yrEiLt4WFBUaOHImGDRvC0jL/APXx48cbdTCSh+zcPPhvjMGF25lY168N055lQOFrjwshkJ6eDkdHR326k+jf/H7uDr7YeQZvNKqG5d6tmfYsw4q0eH/88ccl/rLJ2rVrceDAAeTm5sLHxwd9+vQp0c9Pxlc47fn1J63w7ss1pR6JComKisK0adPg4OCAzMxMzJ07F2+88YbUY1EZdfRSKkY9TnuuU3igfDn+sleWFWnxXrp0KdLT01GlShVkZGTA1tYWq1atwqxZswz6YRAVFYVTp05h69atePToEUJCQv7z5yBp6XQCE3fkpz0D/68ZPmr1ktQj0d98/fXX2LJlC2rWrImUlBSMGjWKizc9U9yN+xjMtKesFOk1kbZt2+LHH3/E4cOH8csvv6BTp05Yv349li9fbtCDHj58GG5ubhg5ciSGDRuGt99+26DPQ9IoSHv+EHcLk7o0gd9rTHuWRVZWVqhZM//VkJo1a8LWlqft0T8l3snCgNBopj1lpki/Xt25cwcuLi4A8s/5vn37NurXr2/w39AyMjJw69YtrFmzBjdv3sTw4cPx66+/8ohGmVjy+8X8tGcHF4x4+5+9Zyob7O3toVQq0bZtW5w4cQKVK/NAQnrajXSmPeWqSIt39erV8dVXX6F169Y4deoUnJyccOTIEZQrZ9iVsxwdHeHi4gIbGxu4uLjA1tYW6enpqFaNBzuVdesjr+CbPy7Bx7MepnR7mb9wlWGLFy/GqlWrsGzZMri6uvI8b3rK3cxsfLohP+25/bN2THvKTJFeNl+0aBFq1KiByMhI1K5dG0FBQahYsSKWLl1q0IO2adMGhw4dghACKSkpePToERwdWagp6yJOXMe8ny88Tns258Jdxq1cuRIff/wx1q5diy+++IJ73qRXkPZMVeUgdEBbpj1lqEh73ra2tujRoweuX7+OunXrwtbWFq1btzb4Qd955x2cOHECvXv3zv/76cyZPI2ljPv57G1M3cW0p5y4u7tj8eLFUKvV6NWrF7p3747y5fmyqLnTpz1T1Qgd2Batnau8+E5U5hRp8f7555+xfPlyuLq6IikpCaNGjcJHH31UrAf+4osvinV/Kj0HL97D59tOwZ1pT1np2rUrunbtirt372LBggWYP38+YmJipB6LJJSjfZL2XPWpO95g2lO2irR4b9y4Ebt27YKdnR1UKhX69+9f7MWb5CH2WjqGKWPRiGlP2bl16xa+//57/Pbbb2jatCnWr18v9UgkocJpzyV9WqIL056yVuQrrBVkQO3t7XnKiZk4fysTA0JPoFbl8tjEtKfsjBkzBr1798bmzZthb89rzZsznU5gyq6z+O0c056moshJ0KCgIHh4eCAmJgbOzs7GnoskdjVVjX4hUbC3tYbS35NpTxmqX78+vL29pR6DJCaEQOCeC/hfLNOepqRIf7zs0aMH6tWrh6NHj6JevXpMgpq4v6c961bhKSRylJubi4SEBOTk5ECj0ehrY2ReVuy/hJAjV5n2NDFF2vNevXo1Nm/ebOxZqAxIV2vgtyEKDx7lYusQpj3l7OrVqxgxYoT+bVbFzE8Y054mi1Ux0svKzkX/kGh92rN5XZ4XLGc//vgjAOD+/fuoXLkyf3CbmV0nbyLgx/N4rynTnqaoyFUxMm3ZuXkYzLSnSTlx4gRmz56NvLw8dO3aFXXq1GG9z0z8fu4OJv3vDF53rYYVPkx7mqIiLd49e/aETqfTX8KUv8Gbltw8HUZuPolopj1Nytdff43w8HCMHj0aw4YNY3rXTBy9nIpRW0+h2UuVsa4f056mqki/ju3duxedOnXC4MGD8d577+HIkSPGnotKSUHac3/CXcz9iGlPU2JpaQlHR0dYWFjA1tZWf7onma64G/cxZGMMGlSriI0D28KeaU+TVaR/2W+//RY7duxAtWrVkJqaimHDhrELbAKEEJi1+xzTnibK2dkZS5YsQUZGBtatW4c6depIPRIZ0cWU/LRnNXtbKP29mPY0cUXa83Z0dNQXv5ycnHjBBxOx5PeLUB6/hqFMe5qk2bNno06dOvDw8EDFihV5iqcJK5z2DPf3Qk2mPU1ekfa87e3t4e/vj7Zt2+LcuXPIzs7WF8V41Lk8FaQ9vdvWw1SmPU2SVqtFTk4O8vLyAID/xiaqIO2ZnZuf9nSuxusymIMiLd4dO3YEAOh0Orz77rtGHYiMT5/2bF4b83oy7Wmqxo8fDxcXF3To0AEnT57E1KlT8dVXX/3rx+t0OgQEBCAxMRE2NjYIDAxE/fpP/yklPT0d3t7e+PHHH2Fra4vs7GxMmjQJaWlpsLOzw8KFC1G1alVjPzV6rHDac/NgLzSpxbSnuSjy0eYA0K9fP2zatMmoA5FxFaQ9O7hVx7JPmPY0Zffv38fEiRMBAJ06dYKvr+9zP37fvn3QaDSIiIhAXFwcgoKCsHr1av3thw4dwpIlS5Camqp/39atW+Hm5obRo0djz549WLVqFaZPn26cJ0RPUedoMTCMaU9z9Z9O/hNCGGsOKgWRT6U93Zn2NHGNGjVCbGwsACAxMRF16tRBbm7uv14mNTY2Fu3btwcAtGrVCvHx8U/dbmlpidDQUDg6Oj7zPh06dMCxY8eM8VTob3K0eRgWHovTN+5jpW9rpj3N0H86j6BNmzbGmoOMLPZaOj4rlPasaMNTSExdbGwsDh8+jHLlyiE3NxcA0KVLl3+9TKpKpXrqYFQrKytotVpYW+d/rzzrDBOVSgUHh/yXau3s7JCVlWWMp0KFaPN0+HxrHA4lpeIrpj3N1gt/gn/yySeIiIgAAIwdOxYqlQrXr19H06ZNjT4clYwLtzMxkGlPsxMUFITmzZsX+ePt7e2hVqv1b+t0Ov3CXZT7qNVqVKpUybBhqUh0OoGpu87i13N3MPODpujNtKfZeuHrpgUvsS1YsKlhTw4AABxfSURBVABA/sY6e/Zs405FJeZqqhqK4GjYMe1pdkJCQtC3b1+Eh4cjMzPzhR/v7u6OyMhIAEBcXBzc3NyKdJ+DBw8CACIjI/nqnBEJITDv5wvYEXsTn3dsjEFvMu1pzl64eAshkJaWht27d+v/5p2dnW30waj4nqQ9BdOeZmjZsmVYv349LCws8Pnnn2PChAmIior614/v3LkzbGxs4O3tjQULFmDq1KkIDQ19bonMx8cHSUlJ8PHxQUREBEaNGmWMp0IAVh64hODDVzHg9QYY24lpT3P3wpfNx48fD19fX3zwwQeYP38+GjRoAJ1OVxqzUTGkq/NPIWHa07ylpqbi1q1byMjIgKurK3799Vd8//33+lfSCrO0tMScOXOeep+r6z8v3nPgwAH9/1eoUAErVqwo+cHpKWFHrmLp3ov42L0uZn7AtCcVYfHu0KEDOnToAAA4deoUfv31V8ybN8/og5HhCtKeN9IfYiPTnmarT58+KF++PPr27YvPP/8cNjb5l8v09/eXeDL6LwqnPRd+zLQn5ftPhxy3bt0arVu3NtYsVAIKpz3XKtrgNaY9zVafPn2wceNGLFu2DF9//TUAYP/+/QgODpZ4Mioqpj3p3/B8IROSm6fDqC1P0p4dX2Ha05xt27YN69atQ/Xq1aUehQzAtCc9DxdvE6HTCXzxvzPYd+Eu5v4f054EVKlSBS+9xO8DOTpdKO0ZNoBpT/onfkeYACEEAn48h+9OJWNSlyZQMO1p1gqiQRqNBv7+/mja9MkBTgwJlX1JKVnoHxqNqvY2UPp7oYod0570T5Iu3mlpaejVqxdCQkKeeVQrFc3SvRex6RjTnpSvYcOGT/2X5ONG+kP4BUehHNOe9AKSLd65ubmYOXMmypfnN2dxbDh0BSsPXMInHkx7Ur6CkBDJy93MbPgFP0l71q9mJ/VIVIZJdujiwoUL4e3tjRo1akg1guxtP3EDgXsuoHvzWpjfi2lPIrm6/1CDfiHRuJeVg7CBbZn2pBeSZPHetWsXqlatqq8R0X/389nbmLLrDNo3dmLak0jGCtKeV+6psb6fB9OeVCSSLN47d+7E0aNHoVAocOHCBUyePBn37t2TYhRZKkh7tnaugrWKNrC15ikkRHJUOO25wodpTyo6Sf7mvXnzZv3/KxQKBAQE8FzUIipIe7pWt0dIf6Y9ieTq72nPrs2Y9qSi4+V6ZKQg7Vmzki2U/l6oXJFpTyI5EoJpTyoeyXfblEql1CPIwl+P054VbawRPtiLaU8imRJCYN4epj2peLjnLQN3HmTj08dpz/DBnkx7EsnYNwcuYQPTnlRMXLzLuHS1Bn7BUXjwKBcbB3qiUQ2eQkIkVxuP/oUley+il/tLTHtSsUj+sjn9u6zsXAwIjcb19IfYxLQnkax9d+omZu0+h85Na2LRxy2Y9qRi4Z53GZWdm4chm2Jw7lYmVvm6M+1JJGN7z6dg4o78tOdKpj2pBPA7qAwqSHtGXU3Hkj4t0akp055EcnX0cipGbjnJtCeVKC7eZUzhtOecHq/i/1oz6UgkV0x7krFw8S5DhBCY/TjtOfE9NyjaNZB6JCIyUFJKFgYw7UlGwsW7DFm29yI2HruGIe0bYuQ7jaQeh4gMdCP9IRTB0bBm2pOMhIt3GbHh0BWseJz2nNb9FZ5CQiRTd7Py056PcvMQ7u/FtCcZBRfvMoBpTyLT8OBhLvoF56c9Q5n2JCPi4i2xX5j2JDIJDzVaDAyLxpV7aqxTeMCdaU8yIi7eEjqUdA+fb4tDq3qOTHsSyViONg+fKWMRd+M+Vvi0wpuNmfYk4+J5CxKJvZaBoZti4VLdDqEDPJn2JJIpbZ4OY7flpz0X926Brs1qSz0SmQHueUsgP+0ZjZqVbLHJ35NpTyKZEkJg2ndn8Uv8Hcz4oCn6eNSTeiQyE1y8S1nhtKfS3ws1HHgKCZEcFaQ9t8fcxJiOjeHPtCeVIi7epejOg/xTSPJ0OoQP9kS9qkx7EsnVt388SXuOY9qTShn/0FpKMtQaKIKjcP9hLrYM8WLak0jGNh37C1/9zrQnSYeLdylQ5WgxIDQa19IfYuNAT7So6yj1SERkoO9PJWPmD0x7krT4srmRZefmYcjGGMQ/Tnu2c2Xak0iu9p1PwYQdp9HOhWlPkhb3vI0oP+15CsevpmFZ31ZMe1KZptPpEBAQgMTERNjY2CAwMBD169fX3759+3Zs27YN1tbWGD58ON555x3cv38fXbp0gZubGwCgU6dO6N+/v1RPwaiOXU7DiC0n0axOJazvz7QnSYuLt5E8SXumYM5HTHtS2bdv3z5oNBpEREQgLi4OQUFBWL16NQDg3r17UCqV2LlzJ3JycuDr64s33ngD58+fxwcffIAZM2ZIPL1xnbl5H4M3nkD9qhURNtCTaU+SHF/zMYLCac8Jnd3Qj2lPkoHY2Fi0b98eANCqVSvEx8frbztz5gxat24NGxsbODg4wNnZGQkJCYiPj8e5c+fg5+eHMWPG4O7du1KNbzRJKVnoHxKNKnZMe1LZwcXbCArSnoPfbIhR7zLtSfKgUqlgb2+vf9vKygparVZ/m4PDkzMk7OzsoFKp4OLigjFjxiA8PBydOnVCYGBgqc9tTIXTnpsHe6FWZV6XgcoGLt4lrCDt2dejLr58n2lPkg97e3uo1Wr92zqdDtbW1s+8Ta1Ww8HBAa+99hq8vLwAAJ07d8b58+dLd2gjKpz2VPp7Mu1JZQoX7xK0PSY/7dmtWS0s6NWCCzfJiru7OyIjIwEAcXFx+oPQAKBFixaIjY1FTk4OsrKycPnyZbi5uWH69On47bffAADHjh3Dq6++KsnsJe3vac+Xa1WSeiSip0hy1EVubi6mTZuG5ORkaDQaDB8+HB07dpRilBLza/xtTNmZn/b82ptpT5Kfzp0748iRI/D29oYQAvPnz0doaCicnZ3RsWNHKBQK+Pr6QgiBcePGwdbWFhMmTMC0adOwdetWVKhQwSReNi+c9gwZ0JZpTyqTJFm8d+/eDUdHRyxevBgZGRno2bOnrBfvw0mpGLOVaU+SN0tLS8yZM+ep97m6uur/v2/fvujbt+9Tt9erVw9KpbJU5isNhdOeqz51Z9qTyixJFu+uXbuiS5cu+retrOS72J28noGhyhimPYlkLk8nMC4iP+25iGlPKuMkWWns7PIP/FCpVBgzZgzGjh0rxRjFlnAnEwNColHdgWlPIjkTQmDarrP4+ewdTH//FfRl2pPKOMkOWLt9+zb69euHjz76CB9++KFUYxisIO1ZwcYK4Ux7EsmWEALzf76AiJgbGPNuIwxu7yL1SEQvJMmed2pqKgYNGoSZM2eiXbt2UoxQLAVpT22eDts/a8e0J5GMffvHJaw/9Djt2dntxXcgKgMk2fNes2YNMjMzsWrVKigUCigUCmRnZ0sxyn9WkPbMUGsQNtATjWsy7UkkV/q0Z2umPUleJNnznj59OqZPny7FQxfL39OeLesx7UkkVwVpz06v1MTC3kx7krzwIi1FxLQnkekonPb8xrc1yjHtSTLD79gi0ObpMHrrKRy7koav+rRg2pNIxo5fScNIpj1J5rh4v0BB2nPv+fy0Z8/WdaUeiYgMlJ/2jIEz054kc1y8n0MIgTk/nccupj2JZO/S3fy0p2PFckx7kuxx8X6OZfuSEHb0L6Y9iWTuRvpD+G2IhpWlJcL9mfYk+ePi/S+CD1/Fiv1J6NOGaU8iObublQ1FcBQearRQ+nuigRPTniR//IPPM2yPuYG5P51H11drYUGv5ly4iWSqIO2ZkpmD8MFeeKU2055kGrjn/TeF057LfVrBmqeQEMlS4bTnun5t0KY+055kOrgyFVKQ9mxZzxFr/Jj2JJKrwmnPFT6t0L5xdalHIipRfNn8scJpz7ABnrDjKSREssS0J5kD7nkjP+05MPQE055EMse0J5kLs1+8r6Xlpz3Ll7Nk2pNIxoQQWPBLAtOeZBbMevFOyXyS9gz392Lak0jGVv15Gesir6B/u/pMe5LJM9vFO0Otgd+GKKSrmPYkkjvl8WtY/FsierZ+CbM+fJWnd5LJM8ujsgqnPcMGtmXak0jGfohLxswf4tHplRpYxLQnmQmz2/MunPb81tcdr7s6ST0SERlo/4UUjN9+Gl4Nq+IbX3emPclsmNV3+t/Tnp2Z9iSSreNX0jBi80m8WqcSNvRvy7QnmRWzWbx1OoEvduanPWf3YNqTSM7O3nzAtCeZNbNYvPVpz5PJGN/ZDf1fbyD1SERkoEt3Vegf+iTtWZVpTzJDZrF4f/047en/ZkOMZtqTSLZuZjyEIjgKlhYWTHuSWTP5xTvk8FUsf5z2nM60J5Fs3cvKgd+GKKhzmPYkMuk/FO2IuYE5THsSyd6DR7noF8K0J1EBk93z/jX+DibvPIM3GzHtSSRnDzVaDAo7gUt3s5j2JHrMJFe0/LTnKbSs54i1CqY9ieRKo9VhWPhJnLqegRXerZn2JHrM5F42L0h7NnSyQ+iAtkx7EslUQdoz8uI9LPq4Bbo1Z9qTqIAkK5tOp0NAQAASExNhY2ODwMBA1K9fv9ift3DaU+nvCceKPIWEqKhetF1u374d27Ztg7W1NYYPH4533nkH6enpmDhxIrKzs1GjRg0sWLAAFSpUKPYsBWnPPWdv56c92zLtSVSYJC+b79u3DxqNBhEREZgwYQKCgoKK/Tmvpz18Ou1ZiaeQEP0Xz9su7927B6VSiW3btiE4OBhLly6FRqPBqlWr8MEHH2DLli1o2rQpIiIiij1H4bTnaKY9iZ5JksU7NjYW7du3BwC0atUK8fHxxfp8QggMDItGbp4OSqY9iQzyvO3yzJkzaN26NWxsbODg4ABnZ2ckJCQ8dZ8OHTrg6NGjxZ5j9+lb+rTneKY9iZ5JkpfNVSoV7O3t9W9bWVlBq9XC2tqwcYQAerR8CR1fqQE3pj2JDPK87VKlUsHB4cm2ZWdnB5VK9dT77ezskJWVVew56lWtiCndXsbQ9i48vZPoX0iyeNvb20OtVuvf1ul0Bi/cAGBpaYHPOzUuidGIzNbztsu/36ZWq+Hg4KB/f/ny5aFWq1GpUvHPv3Z3rgJ3Z54ORvQ8krxs7u7ujsjISABAXFwc3Nz40hiR1J63XbZo0QKxsbHIyclBVlYWLl++DDc3N7i7u+PgwYMAgMjISLRp00aS2YnMjSR73p07d8aRI0fg7e0NIQTmz58vxRhEVMiztsvQ0FA4OzujY8eOUCgU8PX1hRAC48aNg62tLYYPH47Jkydj+/btqFKlCpYsWSL10yAyC5Is3paWlpgzZ44UD01E/+JZ26Wrq6v+//v27Yu+ffs+dbuTkxOCg4NLZT4iesIkr7BGRERkyrh4ExERyQwXbyIiIpnh4k1ERCQzXLyJiIhkRhbJreTkZPTq1UvqMYjKvOTkZKlHeCFuz0RF87zt2UIIIUpxFiIiIiomvmxOREQkM1y8iYiIZIaLNxERkcxw8SYiIpIZLt5EREQyw8WbiIhIZmRxnvfz6HQ6BAQEIDExETY2NggMDET9+vVLfY7c3FxMmzYNycnJ0Gg0GD58OBo1aoQpU6bAwsICjRs3xqxZs2BpWfq/L6WlpaFXr14ICQmBtbW15DOtXbsWBw4cQG5uLnx8fODp6SnpTLm5uZgyZQqSk5NhaWmJuXPnSvp1On36NL766isolUpcu3btmXN88803+PPPP2FtbY1p06ahRYsWpTKbsXF7fjFuz89XlrZno27LQuZ+++03MXnyZCGEEKdOnRLDhg2TZI7//e9/IjAwUAghRHp6unjrrbfEZ599Jo4fPy6EEGLGjBni999/L/W5NBqNGDFihHjvvffEpUuXJJ/p+PHj4rPPPhN5eXlCpVKJFStWSD7T3r17xZgxY4QQQhw+fFiMGjVKspnWrVsnPvjgA9GnTx8hhHjmHPHx8UKhUAidTieSk5NFr169SmW20sDt+fm4Pb9YWdmejb0ty/5l89jYWLRv3x4A0KpVK8THx0syR9euXfH555/r37ayssK5c+fg6ekJAOjQoQOOHj1a6nMtXLgQ3t7eqFGjBgBIPtPhw4fh5uaGkSNHYtiwYXj77bcln6lhw4bIy8uDTqeDSqWCtbW1ZDM5Oztj5cqV+refNUdsbCzefPNNWFhYoE6dOsjLy0N6enqpzGds3J6fj9vzi5WV7dnY27LsF2+VSgV7e3v921ZWVtBqtaU+h52dHezt7aFSqTBmzBiMHTsWQghYWFjob8/KyirVmXbt2oWqVavqfxgCkHymjIwMxMfHY/ny5Zg9ezYmTpwo+UwVK1ZEcnIyunXrhhkzZkChUEg2U5cuXWBt/eSvWc+a4+/f81J8zYyF2/O/4/ZcNGVlezb2tiz7v3nb29tDrVbr39bpdE99wUrT7du3MXLkSPj6+uLDDz/E4sWL9bep1WpUqlSpVOfZuXMnLCwscOzYMVy4cAGTJ09+6rc6KWZydHSEi4sLbGxs4OLiAltbW9y5c0fSmcLCwvDmm29iwoQJuH37Nvr374/c3FxJZypQ+O9yBXP8/XterVbDwcFBivFKHLfnf8ftuWjK6vZc0tuy7Pe83d3dERkZCQCIi4uDm5ubJHOkpqZi0KBBmDRpEnr37g0AaNq0KaKiogAAkZGR8PDwKNWZNm/ejPDwcCiVSrzyyitYuHAhOnToIOlMbdq0waFDhyCEQEpKCh49eoR27dpJOlOlSpX0G0zlypWh1Wol/7cr8Kw53N3dcfjwYeh0Oty6dQs6nQ5Vq1aVZL6Sxu3533F7Lpqyuj2X9LYs+zBJwdGpFy9ehBAC8+fPh6ura6nPERgYiF9++QUuLi7693355ZcIDAxEbm4uXFxcEBgYCCsrq1KfDQAUCgUCAgJgaWmJGTNmSDrTokWLEBUVBSEExo0bh7p160o6k1qtxrRp03Dv3j3k5uaiX79+aNasmWQz3bx5E+PHj8f27dtx9erVZ86xcuVKREZGQqfTYerUqZL9clHSuD0XDbfnf1eWtmdjbsuyX7yJiIjMjexfNiciIjI3XLyJiIhkhos3ERGRzHDxJiIikhku3kRERDLDxVsiCoUCly9fNsrn3rx5Mz766CP8/PPP+vfl5eXB398fPj4+ePDgQbEfIzw8HED++YoRERHF/nzF8cYbb/zn+9y/fx8//vgjAGDdunU4c+ZMSY9FZoTbc8nh9lw0sr/CGv3T3r17sWjRIjRp0kT/vnv37iEjIwO7du0qkcdYvXo1/Pz80KFDhxL5fKUtMTERBw4cwIcffoihQ4dKPQ7Rv+L2/GLmuD1z8S6iXbt24eDBg8jOzsb169cxZMgQ9OrVS3+xBFdXV2zduhWpqano2bMnxo0bh9q1a+PmzZt4//33kZSUhPPnz+Ptt9/G+PHjAQArVqxARkYGbGxssGjRIlStWhVLlizBiRMnIITAgAED0K1bNygUClSpUgWZmZkIDg7WX1zg5s2b+PLLL6HVamFhYYHp06fj9OnTiI+Px5dffolly5ahXr16AIAZM2bgr7/+wsyZM1G9enU4OTnBx8cHly9fRkBAAJRKJT788EN4enoiMTERFhYWWLVqFezs7BAYGIgzZ84gNzcXo0ePRlJSEh48eICAgAC0aNECV65cwcSJExESEoI9e/bA2toaHh4emDRpElauXImbN28iLS0Nt27dwtSpU5+6NjMAKJVK/PTTT7CwsED37t3h4+OD7t2744cffkDFihWxYcMGWFtb4/XXX0dQUBB0Oh0yMzMxffp0uLu76z/Ps/4tRo8ejSVLliA+Ph5qtRqurq5YsGAB1qxZg4SEBERERODUqVPo3r072rVrh2nTpuHGjRvIy8vDwIED0b17dygUCrz88stISkqCSqXC8uXL4eTkhM8//xwqlQrZ2dmYNGkSvLy8Sum7kYqL2zO3Z9lvz8WsnpmNnTt3ikGDBgkhhLh69aro0qWLEEIIPz8/cenSJSGEEFu2bBErVqwQN27cEF5eXiIzM1PcvXtXNG/eXGRkZIjs7GzRrl07/f1++uknIYQQ4eHhYv78+eLPP/8UY8eOFUIIkZ2dLXr06CEePHgg/Pz8npmwGz16tNi7d68QQojz58+Lnj17/mOmAjdu3NCn6VasWCG2bNkihBDi0qVLws/PTwghxDvvvCNiY2OFEEKMHz9e/PTTT+L333/Xz3T37l2xdOlSIYQQr7/+uv7rsnjxYpGQkCB69+4tNBqN0Ol0YuTIkeLAgQNixYoVYvr06UKI/DxfwdewQFJSkvD29hZarVbk5eUJhUIhLl++LBYtWiS+++47IYQQPXv2FOnp6WLPnj0iISFBCCHE7t27xZdffvnULM/6t8jKyhLr1q0TQgiRl5cnunbtKu7cuSOOHz+uf16TJ08WBw8eFEqlUsybN08IIURWVpbo3LmzSEtLE35+fmL37t1CCCGWLl0q1q5dKy5evCg+/vhjkZWVJf766y/x559//vObhsosbs/cnoWQ9/bMPe//4OWXXwYA1K5dGxqN5h+3i0IXq6tXrx4cHBxgY2MDJycnODo6AoC+KgNAfxk8d3d3HDx4EE5OTjh37hwUCgUAQKvV4tatWwDyM3d/d/nyZbRt2xYA8MorrzwVBDBU06ZN9c8xJycHycnJaNWqFQCgevXqGDdu3DPvd+XKFbRs2RLlypXTP7ekpCT9bABQq1atf3zdLl68iFu3bmHAgAEAgAcPHuD69evo06cPAgIC4OLiggYNGqBKlSqoUaMGVq1ahfLly0OtVj9V4/m7gn8LW1tbpKenY/z48ahYsSIePnz4VKSgsMuXL+P1118HkB/IcHV1xY0bN576utSqVQupqalo3LgxPv30U4wfPx5arVb/b0bywe2Z27Oct2cesPYfFN5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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(ncols=2, sharex=True, figsize=(8,4))\n", + "ax1.plot(convergence.nfe, convergence.epsilon_progress)\n", + "ax1.set_ylabel('$\\epsilon$-progress')\n", + "ax2.plot(convergence.nfe, convergence.hypervolume)\n", + "ax2.set_ylabel('hypervolume')\n", + "\n", + "ax1.set_xlabel('number of function evaluations')\n", + "ax2.set_xlabel('number of function evaluations')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[MainProcess/INFO] pool started\n", + "[MainProcess/INFO] generation 0: 0/50000 nfe\n", + "[MainProcess/INFO] generation 5: 495/50000 nfe\n", + "[MainProcess/INFO] generation 10: 988/50000 nfe\n", + "[MainProcess/INFO] generation 15: 1484/50000 nfe\n", + "[MainProcess/INFO] generation 20: 1982/50000 nfe\n", + "[MainProcess/INFO] generation 25: 2476/50000 nfe\n", + "[MainProcess/INFO] generation 30: 2974/50000 nfe\n", + "[MainProcess/INFO] generation 35: 3468/50000 nfe\n", + "[MainProcess/INFO] generation 40: 3963/50000 nfe\n", + "[MainProcess/INFO] generation 45: 4460/50000 nfe\n", + "[MainProcess/INFO] generation 50: 4954/50000 nfe\n", + "[MainProcess/INFO] generation 55: 5448/50000 nfe\n", + "[MainProcess/INFO] generation 60: 5944/50000 nfe\n", + "[MainProcess/INFO] generation 65: 6439/50000 nfe\n", + "[MainProcess/INFO] generation 70: 6936/50000 nfe\n", + "[MainProcess/INFO] generation 75: 7426/50000 nfe\n", + "[MainProcess/INFO] generation 80: 7925/50000 nfe\n", + "[MainProcess/INFO] generation 85: 8423/50000 nfe\n", + "[MainProcess/INFO] generation 90: 8914/50000 nfe\n", + "[MainProcess/INFO] generation 95: 9408/50000 nfe\n", + "[MainProcess/INFO] generation 100: 9904/50000 nfe\n", + "[MainProcess/INFO] generation 105: 10196/50000 nfe\n", + "[MainProcess/INFO] generation 110: 10503/50000 nfe\n", + "[MainProcess/INFO] generation 115: 10812/50000 nfe\n", + "[MainProcess/INFO] generation 120: 11120/50000 nfe\n", + "[MainProcess/INFO] generation 125: 11422/50000 nfe\n", + "[MainProcess/INFO] generation 130: 11728/50000 nfe\n", + "[MainProcess/INFO] generation 135: 12030/50000 nfe\n", + "[MainProcess/INFO] generation 140: 12337/50000 nfe\n", + "[MainProcess/INFO] generation 145: 12644/50000 nfe\n", + "[MainProcess/INFO] generation 150: 12952/50000 nfe\n", + "[MainProcess/INFO] generation 155: 13257/50000 nfe\n", + "[MainProcess/INFO] generation 160: 13566/50000 nfe\n", + "[MainProcess/INFO] generation 165: 13873/50000 nfe\n", + "[MainProcess/INFO] generation 170: 14182/50000 nfe\n", + "[MainProcess/INFO] generation 175: 14491/50000 nfe\n", + "[MainProcess/INFO] generation 180: 14799/50000 nfe\n", + "[MainProcess/INFO] generation 185: 15109/50000 nfe\n", + "[MainProcess/INFO] generation 190: 15418/50000 nfe\n", + "[MainProcess/INFO] generation 195: 15725/50000 nfe\n", + "[MainProcess/INFO] generation 200: 16032/50000 nfe\n", + "[MainProcess/INFO] generation 205: 16513/50000 nfe\n", + "[MainProcess/INFO] generation 210: 17068/50000 nfe\n", + "[MainProcess/INFO] generation 215: 17627/50000 nfe\n", + "[MainProcess/INFO] generation 220: 18177/50000 nfe\n", + "[MainProcess/INFO] generation 225: 18735/50000 nfe\n", + "[MainProcess/INFO] generation 230: 19290/50000 nfe\n", + "[MainProcess/INFO] generation 235: 19845/50000 nfe\n", + "[MainProcess/INFO] generation 240: 20397/50000 nfe\n", + "[MainProcess/INFO] generation 245: 20955/50000 nfe\n", + "[MainProcess/INFO] generation 250: 21510/50000 nfe\n", + "[MainProcess/INFO] generation 255: 22067/50000 nfe\n", + "[MainProcess/INFO] generation 260: 22618/50000 nfe\n", + "[MainProcess/INFO] generation 265: 23167/50000 nfe\n", + "[MainProcess/INFO] generation 270: 23723/50000 nfe\n", + "[MainProcess/INFO] generation 275: 24279/50000 nfe\n", + "[MainProcess/INFO] generation 280: 24828/50000 nfe\n", + "[MainProcess/INFO] generation 285: 25383/50000 nfe\n", + "[MainProcess/INFO] generation 290: 25937/50000 nfe\n", + "[MainProcess/INFO] generation 295: 26487/50000 nfe\n", + "[MainProcess/INFO] generation 300: 27042/50000 nfe\n", + "[MainProcess/INFO] generation 305: 27595/50000 nfe\n", + "[MainProcess/INFO] generation 310: 28152/50000 nfe\n", + "[MainProcess/INFO] generation 315: 28704/50000 nfe\n", + "[MainProcess/INFO] generation 320: 29258/50000 nfe\n", + "[MainProcess/INFO] generation 325: 29813/50000 nfe\n", + "[MainProcess/INFO] generation 330: 30371/50000 nfe\n", + "[MainProcess/INFO] generation 335: 30926/50000 nfe\n", + "[MainProcess/INFO] generation 340: 31478/50000 nfe\n", + "[MainProcess/INFO] generation 345: 32033/50000 nfe\n", + "[MainProcess/INFO] generation 350: 32586/50000 nfe\n", + "[MainProcess/INFO] generation 355: 33141/50000 nfe\n", + "[MainProcess/INFO] generation 360: 33694/50000 nfe\n", + "[MainProcess/INFO] generation 365: 34249/50000 nfe\n", + "[MainProcess/INFO] generation 370: 34806/50000 nfe\n", + "[MainProcess/INFO] generation 375: 35360/50000 nfe\n", + "[MainProcess/INFO] generation 380: 35917/50000 nfe\n", + "[MainProcess/INFO] generation 385: 36471/50000 nfe\n", + "[MainProcess/INFO] generation 390: 37026/50000 nfe\n", + "[MainProcess/INFO] generation 395: 37580/50000 nfe\n", + "[MainProcess/INFO] generation 400: 38136/50000 nfe\n", + "[MainProcess/INFO] generation 405: 38689/50000 nfe\n", + "[MainProcess/INFO] generation 410: 39240/50000 nfe\n", + "[MainProcess/INFO] generation 415: 39791/50000 nfe\n", + "[MainProcess/INFO] generation 420: 40348/50000 nfe\n", + "[MainProcess/INFO] generation 425: 40902/50000 nfe\n", + "[MainProcess/INFO] generation 430: 41455/50000 nfe\n", + "[MainProcess/INFO] generation 435: 42009/50000 nfe\n", + "[MainProcess/INFO] generation 440: 42562/50000 nfe\n", + "[MainProcess/INFO] generation 445: 43114/50000 nfe\n", + "[MainProcess/INFO] generation 450: 43664/50000 nfe\n", + "[MainProcess/INFO] generation 455: 44223/50000 nfe\n", + "[MainProcess/INFO] generation 460: 44769/50000 nfe\n", + "[MainProcess/INFO] generation 465: 45325/50000 nfe\n", + "[MainProcess/INFO] generation 470: 45881/50000 nfe\n", + "[MainProcess/INFO] generation 475: 46430/50000 nfe\n", + "[MainProcess/INFO] generation 480: 46986/50000 nfe\n", + "[MainProcess/INFO] generation 485: 47537/50000 nfe\n", + "[MainProcess/INFO] generation 490: 48091/50000 nfe\n", + "[MainProcess/INFO] generation 495: 48647/50000 nfe\n", + "[MainProcess/INFO] generation 500: 49196/50000 nfe\n", + "[MainProcess/INFO] generation 505: 49751/50000 nfe\n", + "[MainProcess/INFO] optimization completed, found 33 solutions\n", + "[MainProcess/INFO] terminating pool\n" + ] + } + ], + "source": [ + "convergence_metrics = [HyperVolume(minimum=[0,0,0,0], maximum=[3, 2,1.01,1.01]),\n", + " EpsilonProgress()]\n", + "\n", + "with MultiprocessingEvaluator(model) as evaluator:\n", + " results, convergence = evaluator.optimize(nfe=5e4, searchover='levers',\n", + " convergence=convergence_metrics,\n", + " epsilons=[0.1,]*len(model.outcomes))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(ncols=2, sharex=True, figsize=(8,4))\n", + "ax1.plot(convergence.nfe, convergence.epsilon_progress)\n", + "ax1.set_ylabel('$\\epsilon$-progress')\n", + "ax2.plot(convergence.nfe, convergence.hypervolume)\n", + "ax2.set_ylabel('hypervolume')\n", + "\n", + "ax1.set_xlabel('number of function evaluations')\n", + "ax2.set_xlabel('number of function evaluations')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, the optimization has converged better in the second case with the higher number of function evaluations. Note also how in this particular case, search stagnated between 1000 and 4000 nfe, before picking up agin. Still, to be certain, it would be good practice to use an even larger number of nfe (I would start wtih at least 50,000, preferably even larger). \n", + "\n", + "**plot the tradeoffs you have found using a parallel axis plot**\n", + "\n", + "We can visualize these tradeoffs on a **parallel axis plots**. In these plots, each dimension is shown as a vertical axis. Each solution is represented by a line on this plot, which crosses the objective axes at the corresponsing value. You can use the [parcoords functionality](https://emaworkbench.readthedocs.io/en/latest/ema_documentation/analysis/parcoords.html) for this that comes with the ema_workbench. Ensure that the direction of desirability is the same for the four objectives.|\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AEkKcE6qqUnToxyiKi+zs/0aj0Z3rUxJCnEGqquL0O0PhqMnbRKOnMRSemr3NYctN3iaavc14g94ejzmxcSINTVMoDCRjMjQxPa+UeWkTOHH8OaKtlzB0yN2huRi97anoLkh0Hrql07QO6xJCiO5IwBJCnBM1NR9RW/sJl2R8n8jIjHN9OkKIPlBUBbvP3iUcdQxPHXua2m8BJdDt8bQaLTajDZvJRmxELKnWVHLjc4kxxYTW2Uw2Yk2xxJhiiImI4UTxCX71xkb2BAZydY7CwV0+IvTPkTLwWS4fcjmHip9h+IBM0gZ+6yx/OkKIrzsJWEKIs87nq6fo0E+IjhrNoEF3nevTEeJrLagEafG1dOlFavI2dduz1L5NUZVuj6fT6FpDUFsQGhw9mDxTXti60GNTDLERsUQZo9BqelsRDWpra/nT8g1sCQxh8qAWrk39EcUaE9+K9+E/9j0qYmdhtWZz6NDPiY2ZQmTksP76uIQQ4rQkYAkhzrqiQz8hEHCQnf3faLXyNSREf/Er/tYA1E3vUbfrvE20eFtQ6b5igkFrINYUiy2itffokphLWpfbepVCPUwdepasBusZnZvj8/n43d/f41P3YDLjGvh21i9JH3Qz1sj9DM65n3/teJQ8NmPRtPaW7dx1Izk5/0t83HQZiiyEOCukZSOEOKtqalZSU/MRw4Y9htWada5PR4jzli/o63GeUvv8pM49THa/vcfjRegiwnqPUiJTuu1Ral+ONcVi1pvPq0IGqqqy9M0VvFObQGJkIw/l/Y6soY/zWkkmJS1bUCxTmTr6Dzy29hH+X+Z8JkU00NS0hfz8OzAaE0lKuobkpIVERY06r96XEOLiIgFLCHHW+HwNFBb9iKioXAan33uuT0eIsyZUCa8X85Ta17kCrh6PZ9FbwuYlDYoa1O08pfbQZDPZMOvNZ/Ednxkr12/jhQNBLEYfj437CyXVC3jSOZiGWBtRaJizrZAH9S5ujJ/M88XrGD7iTpKteqocm7AYkigr+zsnTryM2TyE5KRFJCcvkstDCCH6nQQsIcRZc6j4GQKBFrKz/4ZWazjXpyNEn6mqiivgCgtCPRV56Niz5Al6ejxmlCEqFIbiI+LJsGV0O0+pPTzZTDaMOuNZfNfnh4LiEp5ecxRFq+f/DX+FV5tuZuegacR77Vx3eA35bjtDKl38IW0QgzQ3kKSz88OCl3ijqpLmvGg8nj1M3dNMY5yBqsRijrn+wLGS54hy60h2RJHkS8CkjwNjJBitrfemqE6PO2/rsKyV4YdCiFYSsIQQZ0Vt7Wqqq99n6NBHiLKOONenIwSqqmL322n2dLjG0inmKrWv9yv+bo+nQYPNZAv1GCVbkhkeO/y0PUt6mYfYI1VVqT1+jO1rP+XZUg0twQRuGvkOv07+ER5VT2Tja+ha1mBwjwWCDG1+mxcqv8Gvsgewf+APiHcU8N3YFSxNncCexuc5NmMWOZpZpPqceLy11HCEKn0ZxQOaKFabiHUZSW7UMOC4F4PLCQF370/WYOkQuKxgsp5cNllPrj9tWGvbX2cEGcYoxAVJvtWFEGec399EYdF/YbVmM2Tw/zvXpyMuQoqq0OJtOe01ljoXdwio3ZcN12l0obAUY4phkHUQoxJGhc9V6tSzFGWMQie9GP2irOwIH6x/k91HN1JnqKOZGyh3j2By3i5eSfoOxpZtTKw5xghlMk2Wa9k12ESz6WlmNs2lfMhWfv1pNOuyc3k5I4cdjODpqioezXyIstL/I37kfSQlLiACSG+7OZ1Hqa7+gKrq9zgYeZzCQUYS4ueRlLiQhKgJ6IJB8DrAZwefs+2xs9Ny+63DsqsemkrDt/dQfbELrb4tbJ2m5+xUyx0fGyyg7X2lRiHElycBSwhxxh0q/jl+fyNj8pah1X79hjaJvgkogVAp8B57lTott/haeiwbrtfqwyrfZcRkhA23a6+G17HIg9Vg7VPZcNF3Hn+QskYXRTV17Kraz8GafGqbdmHXnMBpaR1SOWCIQmz9jRypzCEpu4kv4q5gqAuaI6ayNXM6WwGLP0hmTR3VWg0/zbLy8vZsanOaGbTrFX55ZBRvT5zEvxMGsq8wibvNRegP/hCbbRwRpuTQuURGDmPYsEcYOvQ72O37qKp+n+rqD6mtW41OZyVxwHySkhYRmzL1q1U+VVXwu7sJZ6cLax22OevCl09xIeYujNYvEdZOsU0nQ72F6I4ELCHEGVVXt5aqqncZMuRBoqJyz/XpiLPMH/SHzVPqqWepfbnJ24Td13MlPJPOFBaEhkcO77ECXnt4sugtUjHuHFBVlUaXn+P1TkobXJTWuzha30BxUxGV7mKcmuPoIsrQGmuh7cdj0eqIc0YxWBlPdMYYDh3Xs7MyhUCGlePpAwHwBBQm1QfJqG8ktXg7SRFx7LBUUOdxUpIQy/1jy/n5unIuNc3geNH7LCr+mAEL5rJx0HSe0t7H7EAWvs8eZ2bWc5iGxYb9bmg0GqKjRxMdPZrMS56isXELVdUfUFPzMZVVyzEaE0hMvJrkpEVER+f1/fdKowGjpfXGgP75oIP+TmGsh7DW7TYnOKrBd7TDdgf0ULa/C52x+yGRXcJZL4dIGiwyLFJcFCRgCSHOGL+/hcKiHxIZmcXQIQ+e69MRX5En4Ol1Bbz2m9Pv7PF4Zr05LAgNjBoYmqfUvq7z3KWLoRLexSQQVKhs9nC83sXxhpNB6ni9ixONTTg1J9BFlKGLKEcbUY7OVAMmFUxgC5iJb9QR12gjypBBzMiraMkZyV5Fxx6XB+1xJ4ZjzehSjSyM1jFut5MxzSpaVwMF9RsZGRxA4aAEtuvLGBTUkWAwMOXgUd7JyeDn010s2LuL0RlXMG33Z4z//TJmDXudd6+7nQ1DLmWHaQL3bF3Ore+PJXpqCpaxiWhN4U0ijUZHXNx04uKmMzzrp9TXr6Oq+n0qKl6nrOyvmCPSSUpeSHLSIiIjLzlHPwFae5HMsa23/qAorXPPehPOuu11c4C96uR2rwN6mLfYlabTnLU+Dons/FyjFXTS1BVnn/zWCSHOmOLDv8Tnq2X0qBfQak3n+nREG1VVcQfcJ3uWOhR56Nyj1PHefYoJ/1aDNWxe0lDb0C7zlDr3NJl08jtxIXB4A5TWuyhtC1DH612tQarBRXmjm4CigsaP1lSJ0VJBVHQVGlsZmpgKImkdthljjCMzcigJTUNRCxtweeJoTs6icXgeu22J1Ld1mES4giQqR5laWcSuwmyy9B5eLNVjrFCpC9RSULcWq1/DxMQ5rLOWUK4rY4w5Eq1pBM6WT8g7UkuT0cSnl2SRYnfRUFeCdeoIspx5ZG14m5//+o8cS/k3v//23fzv4AmsNjfy1Co7Iz4uwTIuEeuUFAxJkV0+A53ORGLiFSQmXkEgYKem9hOqqz6gpOQFSkr+hNWaQ3LyIpISryEiIuVs/nj6n1bbFk4igaT+OWbAd5qw1s38tY7LLeXhwe4Uf7jpQh/xJeev9dDrpo+QXjZxWhKwhBBnRH39eior32Lw4P9HdPToc306Fy1VVXH4Hd32HrUHpe56mHyKr8djRhujQ6Eo0ZJIZmxmay9S5wvStgUlm9GGQeZiXLBUVaXG7j0ZntqG9B1v642qd4b/rkSbNaQMaCQ+uZK4wWXY1WPUeo+jqEEAzKZYchNyyYlfwDBDGp5DTWwrrqJQb2FfymCq5qThb+tVSI8wcpktkliDjo1VJ7jO/yyaej+/33s/I9Hwh0AizUoVBVUfUKHzcLltOhbLQFbodtCs8TDVFsvxw5XY6z5HDbbgb97P2K0uyi06Vmfn8YPtUQSbvmBXrIrpmmux1tWgNmznN6teY21EEi8uvoVbp1m5cfcu7n5jDdGfDMecNwLrtFTMOfFodF3n4en1UaSm3EBqyg14vbVU13xIdfUHHD78Kw4f/m9iYiaRnLSQxMSrMBhizvwP8EKgN4I+Dixx/XM8RWkNWX0Jax339TRBc1l4L1vb7+9paXSnGBL5ZapGSon/i5FGVdVeDrTtvfnz57Nq1ar+PqwQ4gIRCNjZsvUqdLpIJk18H10feiqWLFnC8uXLz+DZnb8UVcHus5+yAl53c5d6qoSn1WixGW1dg1E385Tae5iijdFSNvwi5A0EKWt0tw3fc1La4A71SJU2uPD4TxYI0WogxWYmPc7CoDgjkdF1BPWlNAePUeY6xNGWwwSU1t85m8lGbnwuufG55MTnkBOXQ5PHxEd797Gpqo5DEVHUx7X2guhUldxIE1PibEy0RTLRFom9pJSfFB2nyOrg+8FfYLdb+O32R0lRDfzM08ixxs1sGWBkYmw2lzcNplrrZLVhD4riJ9Oo5UThPlC1ZExcwNJVbzJ/QCTWuATMsUP41dhpeCwxvLzFDoX/5mCUi4rUFLSKSsDbzBVXjMZ+8A8stz7MB4PGEd/cxINv/Y3ZhcUYErLRD8kj5urLiLosC1306YvzuFwlbZUI38flOopGYyA+/lKSkxaSkHA5Op0Mbz1vqSoEvH2fv3aq5S9b4r9LOPsSJf71Mjqgr/q77XFGAtbUqVNZunQpo0aN6u9DCyEuAAcLn6ai4k0mjH8Lm21Mn557sQSsoBKk2dd8ygp4HQs/NHmaaPY191wJT6PvMi+ppwp47Y+jjFFSCe9rpMnlCxu+17G4RGWLh47/25sNOtLjLKTHWxjcdj8wxojGVEO9/whFjQcpqCugqLEodN2vKGMUOfE5YYFqgCWF/Q4PWxpaWFdaTr43QIshAoAIv5cc/MwamMzM1CTGRFuwaLV4Cwup/PQz/uQM8sbYqYxTt/OA9v9osqfyq+3fRReEm5s3s2VIHMNHzuDurSXoA2kUOXexKbYeo8eNub6SgKMJnWkkl337dvIuH8GSJUv4469+wXu//QVBvx/jwGE8O20hMUEd/9zqI1C3G1f+mxSNzKMkdQAqKjaLi2HZa2nQ/ZhXzIM4pIGp1WU8uOx5Bp44BmjQxg4hYtREYq6dS9T8KWgNp+6tVVUVu6OA6qrWSoReXzU6nYUBCfNJSl5IXOx0udD614ES/BLz106z3OsS/4YvMX/tFFUjvwYl/i+IgDVr1izmz5/P3XffTXJy8umfIIS4aDQ0bGL3nttIT7+bzEue6vPzz8eA5Vf8rUHI09RlXlLnayu1r7P77Kg9VOIyao09Drfr6RpLkYZIqYT3NRdUVCqa3JxoG753vN7V9thJab2LFk94T2aC1cTgtgA1KM7C4HhLKFTFWnSUtJRQUF9AQV0BBxoOUNRQhLet5LfVYG3tkeoQqNKi0mgKBNne7GR7s5NtzU72NDtpLxJua25gcEMlk2yRXJmbzdSsTHRaLaqi4M7Px756DU1r1vBB2jCWXfsNGqNsPOZ4nfGRy/HUj+CZnXfTiIb4dAc5GSN4SrFi+rwcJeBju/Mz9iVbMNqbMVYcxWhKRRdxKVc/OJchubFQ+CFLHv0ty9//mJYWF//+9c+oO1GKfUgOf557A0ObHPxtpwaPpgHDxpexOyopnjSXQ4kmFK0GW3QtlE1jT+pgPs+LJKjT8C27i3v2fAGbNuA/cQhUFY3RQsToCURfPYeo2bMwpJx6vpWqBmlq2k5V9fvU1HxMINCCwRBHUuLVJCUvxBY9Tv5di97pjxL/nfftdYl/zcl5eb0KZ73odTvPhpVfEAFr8eLFzJw5E51Oxz333ENkZNcJo0KIi08g4GDrtgVotUYmTfwQnS6iz8c40wHLG/Se9ppKHQs/NHubcfgdPR7PrDeHAlHnnqXOFfDa9zPrzdKoEt1y+QKhuVAn2u6PN7Q+Lmt04Q+e/C/boNOQFtsWntoCVMcgZTG2DvUMKkFKWko4UH8gFKgKGwrxBFuvNWXRW8iOzw71SuXG55IenY4GDcfcPrY1O0KBqtjV2iDTqSrJDVUklx1lcEMls9JSmDJlGukjR6PV6lADAVw7dmBftQr76jUEamvZOzyX52+7j6K4AYxy2nnc+Wf0A74gUDqWpw7dTAMRJA8N8N+paQwvChKo8eKu2MHncccpi4nB0FRLnKMZnXk26DJZeF8GKc0fwJYXoOk4Sz6JZ/k3o+Da5/Elj+Oj//sfjuzYwuERE3l39rXklB3lucIILERgcOzE8Ux+FPgAACAASURBVMnLBGLT2DdtMiVxfnx+M9GWOCL0w3g3IYF9gyKIswe5ttDHHCOkVe3HcGAHgdK9qJ6m1p/B4KFEzZ5J5IwZWCZORBvR83eeonipr19PVfX71NV9iqJ4iYhIIylpIclJC7Fah5+h3yohevBVS/x3We6HEv9fdojkVyzxf0EErCVLlvDcc8/xyiuvkJ6ezn/8x3+g08kEPiEudoVFP6a8/J+MH/cvYmImfKlj9PZLrr0SXujaSj1cU6lzeDpVJbxIQ2SPvUndzV2KMcUQoe97iBRfX6qqUuvwtlXlc3Ua0ueizhH+F+WoCH1bL1Qk6W3BqX1IX4rNjE4b3qBQVIXjLccpqC9oDVR1BRxsOBj6vTfrzWTHZZ/snUrIZXDUYHRaHT5FYa/dzba2HqrtzU7q/K29YtFaDZleBwlHDhBblE9qfRWZI0eRPfMyMsZPwmCKQPF6cW7ejH31GhyffkqwuRmN2UzLFVfx/JyrWWmwkOD188ihSnLS/ogn5gj5lXN5rux6aPQzw3yCxxOySCgzoHqaqT34Lz4dk4rTZCaipoxxWWMoPTGSKEMTCydtwXLodfA2w6ApMPVBlnz/TyyfVw2Nx2Dy/aiX/ZCNy99m23tvs2nSfDaPm8Xo4i/4zworwz1D0A32U/vSUxicdoKZE9m/0EmVazxNTV5iYmKIzhjFi+Y4SnUaRlUFmLPNTrRbJcGkZYS2DuuJvQSr9xNsOAxBPxqTCcuECUTOmIF1xnSMl1zS4x9SAgEHtbWrqa5+n4bGTahqEKt1BElJrZUIzeaBZ+C3T4gz7CuX+O+0vS8l/jXa8PL8fRwiueTxP1wYAWv58uXs3r2b9957j6lTp3LFFVf098sIIc4jjY1b2LX7FgYNuoOszB9+qWN4g16uu+46fvDCD3o1d8l7iuENUcaobnuPOl5jqXOAkkp4oj/4AgrlTe6wOVDtFflKG1y4/SerlWk0kBIdcTI8xUe2DuNr64mKsfRcXEFVVU7YT4R6pQrqW8NU+7XHTDoTI+JGhPVMDbUNRddWsazBH2BHW8/U9mYne+wuvEprk2CI2cg4i4lBtWWYd24isPMLNKikZmWTPfMysqZMxxJtQ3E6cWzYgH3Vahyff47idKKNisJ62Wy08+bxUsowlta0oFEUbj3i5paGEqry/hef0cWfNd+hdmsmZS1eFulreUgzCIvfiO/4BvY71rNn9DgUnY5BJ44x/eZHKFiZzzjrBwzRbWi9LnHOtTD1QUhr/WPOkiVLWP6vv8Oan8C2pRCXAYufp+CYk1VL/8i7c26geEg2ow78m+udEVzdNJNAmo69635J5v6jaMwxuK5NRXfdd9m+vZCysjLMZjNKVg6vWpMIGCO4wxDJ9NIANUeasZc7SDdoGawLYGosxld3AKWhELW+DAB9cjKR06dhnTGDyKlT0cV0X1HQ66ujpuYjqqvep7llNwA22wSSkxaRmHgVRmM/Vd4T4kL0VUv8dw52PZT4X7L38gsnYAF89NFHbNu2jeuuu468vLz+fikhxHkgGHSxdevVoIHJkz76UtWy1p1YxxOfP4H9L3YMd54MOho04ddQOkUFvPZ1NpNNKuGJM6rZ7W8LTuEX1y1tcFHZ7Ebp8D9rhEEbCk3pcZFhc6HSYs2Y9Kcf4aGqKmWOstAwvwN1BzhQfwC73w60zusbHjc8FKRy4nPIiMkI/TtQVZWjbm9Y71T7cD+9BkZHWZhoi2R8pIkBxw9Rs3Etx3ZvJxgIEJuaRs6M2YyYMZuYpGSCzc3Y167Fvmo1zo0bUX0+dHFxRF1+OVHz5xExcSIvFx3hf6sdNBpMzC/38J3DARxJG/Fk/ZUWTTSH7E9RszWS9xUfNxmCfMcfixpsoXr3X9kyUKEuPRtdMMCMsjKyFs5Gs3sZqcYCVKMVzfjbYfJ9EJMe9hmF9X4fWw/vPQhNJ2Dqg5Sn3cibf/gdr879Bg22BHILXiVHp/DdmlvwmxTecL7ItZ+Wo3XUQVY2GX9+gSq/l02bNlFUVIROr6c+PYMVCekMSojnv4cPIs9kovpoC5WHG3EdaCC63k2iTkPAWU9T7QGwH8JYUYDG7QCtlohRI7FOn0HkzBmYR41Co+/6HeV2l1Jd/SFV1e/jdBaj0eiJi5tJctIiEhIuR6+XKRdCfCXdlfj3Oljyvf+9sAJWMBjkb3/7G+Xl5dx5552kpqb298sJIc6xokM/o6zsr4wb+zqxsZP6/PwqZxU3fHADqZGpNC5t5DfLfhNWCU8n1wgRZ1lQUalq8XC83hmaC9VxKF+zO3zYSoLVGJoLld7WC9UepBKjTH2ac6eqKpXOypMFKNpCVYuvBQC9Vs/w2JNhKjchl4yYDAwdKtN5w4b7Odje7KK+bbhfjF7HBFskk9pKpedFRlBXdICDG9dRvHUTXpeTyJhYRkyfRfaMy0gcmkGwrg77p5+2hqpt2yAQQJ+SQtS8uUTPm4d53Dj8Pi9vb9zM7x1QGpNAdpOfJwp9mAwB1uWuZLbpTVq0OWRsf5CVjQaeVzws0ep5JGjCU7mJHbXrKB08CG/SIKwtzVxdeYQhI49hDpzAqUnCOPshDJNvh4jobj+3LsOLvXZY/SPY8TIkZNEy61le+vuHPD9rCVpVIbPwRUw2N7+rfwLsAf5me4ert1dhOXAAjBYSH/tP4m67nrq6OjZv3kx+fj6KqlKelMYXqRlckTWMpzNSiTO0BiUlqFBbUE/LpgqMJ+zoFJUWf4CK2mMo9QcY4CjCVHMUjaqgjYomctpUImdMxzpjRpdiGaqq4nAUUl39PlXVH+D1VqLVmhkwYC7JSYuIi5splQiF6EcXzBysjifpcDhYunQpAPfeey9Wq7W/X1IIcY40Ne1g565vkpb2HwzP+kmfnx9Ugty96m4K6gt485o3eeyOx867KoLi4uT2BTnR2FZIoj1ItfVGlTW68QVPlkTWazUMjDWHDd9Lj4sM9URZTV+ux1RVVapd1WFh6kD9ARq9ja2vq9GTGZsZmi+VE59DZkwmRl340MF6X4AdLSeH++V3GO431Gxkoi2SSTYrE22RZFpMaDUaao8f48CGtRRuXo+jvg5DhJnMSVPJnnkZ6SNHE6iowr5mNfbVa3Dv2gWqinHwYKLmz2/tqRo5Eo1GQ03JUdau/ZS/KFb2D8tmgEfhoUNeBmk0/HawwpXRLzJe3YTVN5eUz7/Bp1YDP7W3cDl6HvM6KTv0LwoiXXhSBuGLTWLgiTLmVm5kyPhKqoNZlMffwugH78cQcepr+/TYQDryGbz3MNgr8E18iF/v0PPilKsYUF9FWsmfaUpx86rn55hKgmyO2U1yYAOJHzWiNpQTMXIyA597FmNqCi0tLWzdupXtO3bg83opjx3A4SHDuXviGG5OiUfbIUQrviCu/BpaNlagVLtQtBqqtBqKaxow1hUS13iQAc2FGFxtP+chw4i+dEa3xTJUVaGpeSfVVe9RXfMxgUATBkMsiYlXkZS0iBjbeDRyOQYhvpILMmABVFRU8PLLLzNw4EBuu+02KXohxEUgGHSzdds1qGqQyZNWfKnhKy/kv8Dze57nFzN+waKMRedlmXZxYVJVlXqnr1NFvpM9UjX2TgUlTPrQXKj09sISbWEqxRaBXvfVG7E1rppQWfT2eVMNngYAdBodGTEZobLouQm5ZMZmYup0oW5VVTnSabjf4bbhfgaNhtFR5rZA1dpDNcB4sqejpa6Gwk3rObhhLXUnjqPV6RiSN47sGbPJmDAZpbwC+6rV2FetwnPgAACmESOImjeXqHnzMGVmotFo8Hs9FH2xkR2frmKFLY2tedPRaLT8R4mPsT4Nv0/TocS28APNbzD7DpFUfgu2gsvZlRrBYxW1jEHHQ5VbKbBvwWMyoh2cRkvEALIPHGCmcyuGy8ay/vh8osdeypxvZ6PrxWd/yu8OTzOs+iHs+htKQjZPupfwtwnzGVGcj63mVcqGanjZ9BPid2iosTZgz/wT8StS0e3chUanJ+GRR4m/4xY0Wi0ej4edO3eyYfMXeJwO6qw27FkjeWL2NEZGh38HqqqK74Qd5xeVuPbWQlBFTbLQEG3iWIMH+4FD2GoKiGs4SGxzMVolgKo3YBoznpg5s7DOnBFWLENRfDQ0bKSq+n1qa9egKG4iTKkkJS0kKXkR1sjhUqFUiC/hgg1YAPn5+bz77rtMmjSJBQsW9PfLCiHOsuLiX1J6Yhljx/yduLhpfX7+zuqd3PnJnSwYuoBnZz4LnJ/XwRLnL39QobzR3Tp0r8FFaVthifZQ5fQFw/ZPsUV0U9a8NUjFWgz92jitc9eFKvm1V/WrddcCoNVoGWYbdrIARUIuw2OHd1uV0qso5Le4WgNVS2ugamgrlBHbebhflAVzpzDicTg4tHUjBzeuo+zAfoDWYhUzZpM1ZTra8gpa2sqp+44cAcCcl0fU/HlEzZuHMf3kXKf6slLy13xMwfrPKEjNZsO0q6g3m5hb6WeOA5Yla2mJN/HYgFoyqp8i6HeSsuc+opwTKIqAB+rrGaTVcNPh12nRNBJjNmBPT6eFaCZs38H4YXoO5z3Mnl16Rl2WxswbM9Foe/cz6dV3R/FqeP9hVEcND8Q/xbu585i2/VM0nvcoHR7Fk1G3krMxlgidgarc/8O3L5rkDS0oNYWYsvMY+D/PYho2FIBAIMDevXtZuX4DvqZG7CYz1lFjeGTOLOIsXeehBh0+nDuqcW6pJNjkRRttxDIhCXeqleoqF1UHa3Dt2E5k+T7iGw4S6aoCQIlJwDRxCvHzZxM9c3qoWEYg4KSu7lOqqt+joWEDqhokMjKT5KRFJCUtxGwe1KvPTQhxgQcsgE8++YQvvviCa6+9lrFjx/b3SwshzpLm5l3s2HkTAwfezIjhz/T9+d5mbvjgBoxaI28ufJNIQ+tffiVgic5aPP5uypq3BqmKJg/BDhUljHptqJR5+zWh2udCpcVaiDCcmdETDZ6GsPlSBfUF1LhqgNZCLUNtQ0O9UjnxOQyPHY7FYOn2WHW+8Op++XYXvrb/qoeZTWG9U5e0DffrLODzcXT3dg5uWNelWMXwabMwVVa19lStXo2/vBy0WiyTJrX2VM2diyEp6eSx/H6Kt21m7+qPKTu4n4aULDZddiOF0WZGtAS5qkHl3wkaPPERPJieyHztRg4X/QCDL5bUbd8h0prJ0ToHDwSdGFQvC0+8RrzHzvA0PztjJ6AEtExbv4mcm29iG7Mo2VvHpIVDmbBgSJ8Cb6+/O9yNsPIHqPmvcevQn7MmfSbXrH4Dp34jR0ancJkxg6t3jWaoZyD1w96j4NBRJlSPRdnzHqh+Eh54gIR77kJjaO0ZVBSFXQcLeW/t5+jqqvEZjAzOG8sts2d2OyVCVVQ8hQ04tlTiPdQIWg3mkfFYp6RgGBJNS52HysPN1OwqxrP1CyJK8oltLMQQcKNqNATTsjBNmsqABXOImTwWjV6Pz1dPTc1Kqqrfp7l5BwC26LEkJV9LUuJVGI0Jvf4chfg6uuADVjAY5B//+AelpaXccccdpKWl9ffLCyHOsGDQy7btC1GCbiZP/hi9vm/zKlVV5btrv8v68vX8Y8E/yI3PDW2TgPX1oygq1XbPyfDUXta8rUeq0RVeUCIu0thpLtTJEueJUSa0vezx+LKaPE0nq/m13Vc6K0Pbh0QPCStAMSJuROgPCJ2pqsphlzd0Id/tzU6OuE8O98vrMNxvQqfhfl2OpSiUHdzPgQ0ni1VYbDGMmH4p2VNnYq2tx75mDfY1awjW1qExGIicNo2o+fOwzpmDPjY27HiNVRXsXbOSgnVrcNtbMA0eybYp17Iq1ky8V+GKeoWNNi1KvInvpCdxU3IMZSX/y/HjL2JuGkHqvocwmeKpbnJzn8aBPeDmprJ3mOI4QsIoPR8ZLsfqdjFj3QaGfvdxNlRkUHmkmUu/mcXIS/veNujzd0fhR7g++B7XD3uavdHD+eb7y2i0HKBg8iXE+hu4s3Qu0+rzcMTvZ23BaiYlX0n0ts8JVOzCeEkWqb/6JeaRuWGHXH3wEO+vW098dRmKVkdOXh7zZ84gLq77UuuBOjeOLZU4d1SjegLokyxYp6ZgGZuItm1en9vho/JQPbXrd+LduhnTkd1EtRxHg0rAYMGfkUfE5KkkXXM5cSOH4vGUU139IdXV7+NwFqHR6IiLnU5S0iIGDJjX5+9rIb4OLviABeB0OvnLX/5CMBjk3nvvJSoqqr9PQQhxBh0+/GuOl/6ZMXmvEh8/s8/P/1fhv/jF1l/w+ITH+Xbut8O2ScC6OHn8QU40dHdxXScnGt34AicLSui0GgbGmENzoTpeXDc9zkJUxNmrntbsbeZgw8GwYX7ljvLQ9vSo9LCeqRFxI4gy9vx/mieokG93hcLUjpaTw/3iDDomREeGAlVelIWIXsw9qj1+jIMb13Fw0+dhxSpGTJ5OXJMD55o12NeuRWm78K911iyi5s3DOvtSdJ16WIKBAEd2biV/9ceU7tuDRqslY9xsdmXM5K/ReoIamNWgUGjWYEyI4DuDk7ghKQ6N4qRg/6PUNXyG7cRsUsrvRLUrtOgV7nZXUas1cl/Ra3wjcis7R8xkj5JJckMt0zZuIfXHz/Dp/gQaKpzMvSOHzAlJPbzTU/tS3x2uBorffpJvxS+mgSj+Y/mLNERWsHX2KDz27TyluY4ZBycSMDn47Mi7pA3NZUSVCfe2f6D67MTdfjsDHn4IrfnkkMCAorK0oJhNmzczrKoUHSrZ2dnMmD6dgQO7v4Cw4gvizq/FsaUSf7kDjUmHZVxia69WUng4D/iDVO8vo+6T9Xi2fYHp6G5MnqbWt2NNwX/JWMxTppF4xQwsKQ3U1q+guvp9PJ5ytNoIEhLmkJx0LfHxs9Bqe77OmhBfJxdFwAKoqqripZdeIiUlhW9/+9vou7kehBDi/NPcks+OHTeQmnID2dnP9vn5RQ1FfGvFt5iUMok/Xf4ntJ2qX0nAujCpqkqjy9/jxXWrWjxh+0cadaTHR4YFp/beqNQYM4Z+KCjRV3afnYP1B8OG+Z2wnwhtT7OmheZL5cbnkh2fTbSx+5Lh7ep8AbY3O0KBaq/dHRrul9HNcL/eDolrqaulcNPnHNy4jrrSklCxiuETppLsdONauw7n5+tRXC600dFEXTabqPnziZw+PaxCXeh4tTXs++wT9n22CmdTI1HxAxgz8yqKzCP4nTFApVnLSLtCrR6i4818d3AS1ybGotdqcLvL2LPzblzeIyQWfovYuivAHaQkUMSTAagwJvKDglfIy2pgXewMnIqBS04cY9zu/ST84n9YtdmEs9nLVfeNIj03vg8/sXBf5bvjH+/+lZ9GZmBuaeHmf79Ec6Sdz+aOxelZz+8Tr+SSzWPQ+2PYXrsKX5yfS9MW4/zwVfzHN2JIG0TKz58hcsrksGNWef38dF8xFfm7GVlZgiHgZ+jQoUyfPp2MjIxuf9bdFcUwDbMROTUFc048mm7+XShBhbqt+6lbuRbv9i8wHi9AqwQIavQ0x2bizxxLxNRp2CaCYlpHfeNK/P4G9HobiYlXkpy0iJiYSVKJUHytXRABa/F1S/j3u6c/yf379/P2228zYcIErrnmmv4+DSFEP1MUL9u2X0sgYGfK5JXo9X3rfXb5Xdy84mZafC28vfBt4s1dG1MSsM5fgaBCRZOn24vrlja4cHgDYfsnRZsYHBcZNheqvcBEXKTxnFY7c/qdHKw/GApSB+sPUtJSEtqeGpka6pXKic8hJy6HmIiYUx5TVVWKOw33O9o23M+o0ZDXdjHf9uF+Cca+/WHR43RwaMsmDm5cS9nBAlBVUrJGMHzcJFLdAQIbNuLctKn1wr/x8UTNba38FzlpIhpj154KRQlybPdO9q75mKO7W+ftDBs7gdHTrqSi0cYvAk72xOpI8Sj4gMR4C48OSebqATZ0bT+7hvqt7NtzP0rAz8ADD2GpzsGLnY2VH/JaVBZF1kx+XL8K3ag0jjU4UVWVcQf2Mby0Atsv/8DHq/wE/QrXPJRH8jBbnz6Pzr7Kd4eqqtzzxlo+HmBj2IkiFq58DVeEn4/nTsCr2cDz6YNJ+GIWloYRHHXu5bB2LwsXPIrznY14d/8dxV5DzI03kvjE4+iiw0P35w12fnjgGJajRUyqPIbO7SIpKYnp06eTm5vbY1Xl7opiWCclEzkpBV10zz1PittN4/ot1K1ci2/HFvS1rX8k8JhiaIjNxnfJaCIus2BK24NXXY+iuDGZkklKvJrk5GuxWnOkEqH42rkgAtbI6fP4bOUHJEZ1/StZZ6tXr2bTpk0sXLiQ8ePH9/epCCH60ZEj/0PJ8efJy1tGQvzsPj//J5t/wvLi5Sydv5QpKVO63UcC1rnl8Abaep2cXS6uW97kDi8oodMyKM4cmv/UsTpfWqwFs/H8uByHy++isKEwrGeqpLkEldb3kmRJChvmlxOfQ1xE93NmOvIEFfbYXaFAtaPZSWPg5HC/ibZIJka3BqrRvRzu11nA7+fYru0c3LiOo7u2tRarSBnI8HETSfMpsOkLXNu2QzCIPjWF6Hmtlf/MY8ei6aHh7mioZ9/aVez7dBX2+loiY2IZNWc+uePnULPPwW9cLXyYoscSBJ2iMjjWwmNDk7kiwRZWUONE8T8pLv0ZBlcCA/MfweBI4lDzVgoaN7DDMoH1iRP4XoqbtEFa8vfuRacGmL51C4Pcfsw/+QMrP2hBb9Cy8JExxKd+9XlBX/W7w+MPMu8fGygeEsOUveuZsfkT/HqVlZeOIS6piO/ajpN47JtEFU2m0V/NTucarrr3UZQ1dTjXv4n/yBr0CfEk//hHRM2dG37soMKfSmv4Y0klmTVlzKo8SqCpEZvNxtSpUxk7diwmU/fX+TpVUQzjUNtpw5C/ooLmzzfQuPpz/Lu3o3E7UNHQEjWYhqRM/JONWPJOoI3cDZogFsuwUCVCi2XIl/48hbiQXBABa/iUuaTd+ENev2cKidGnDlmKovDPf/6TY8eOcfvtt5PeoRysEOL80dKyjx07ryc5aTE5Ob/u8/NXHlvJE+uf4O5Rd/PIuEd63E8C1pmlKCq1Dm+Xi+u2lzWvd/rC9o+xGNqG8UWSHmduvTZU21C+5OiIM15Qoq/cATdFDUWh+VIH6g9wtPkoito6xyvRnNgaohJyQiXSE8y9q7BW6/OH9U7ttbvxt/0Xeomldbhfew9Vhrn3w/06ay9WcXDjOg5t3YTX2VqsIitvHGk+MG7djic/v/XCv0OGtF34dz4RuT33PKiKwvF9e8hf/TFHdm5FVRQGjx5L3tyrSB86mob15SxraOLloUa8OjAFICvOwuNDU7g8LirsuMGgn8ItP6bK+waRddmk7H0Ih8vO1tqVxKplbHcO57XhV3DXyBimJrvZuHEjxqCXy9auY4AlCt2Tv2PVu3VExphY9MgYohO6ljTvK0VVuOH6G77yd0dZo4sr/72FuiFxLPj8HbILdwGwe9xQsib6mamuYZj6NIZ1WXi9LrY3f8KMh+8gsthEy8otePf/g2B9KVFXXEHyD59GP2BA2PFL3F6eOlTG2voWZroamVl5lIbyMiIiIpg0aRKTJk3qtvJgu94UxTgVNRDAvW8fjvUbaF63AX/hATSqQsBgoT5lGPYJJrSjq4lIPAqASZ/LwLTFpA5ciMk04DRHF+LCpKoK1/fD90dHZyRgXXnNtZSOu59kWwT/6kXIcrlc/OUvf8Hv93PvvfcSHX3qMe1CiLNLUXxs374Yn7+RKZNXYjD0bShPmb2MGz+4kWExw3j1ylcxaHsuUiAB66vzBoKcaHC3XVDXyfGGkxfaLW1w4e1QUEKrgdQYc4dqfCcvrjsozoLNfPYKSvSVN+jlUMOhUK9UQX0BR5uOElTbepEi4hiZMDJU0S8nPodES2Kvjq2EDfdzsL3ZyTF3a/g0ajSMie4w3C86kvg+DvfrTm1pCQc3rKVw03rs9bUYTBEMyx7JIEVL5M7d+A8UAmDKyQ71VBl7mMvTztXSzP61q9n76Uqaq6swR0Uz8rJ5jLr8CqL0sTSvLWVFeQO/zzRRYdFiDKrkxFh4elgqM2KtXY7ttTeQv+E+7BG7iDk+h/iimyho2EKLNp8RLbCuPpI/jL2JxaOSWJDYyOZNmzB7Xcz7ZDUx6YPxP/RLPlteTdzASBY+PAZL21A3X9BHi68Fh8+B3WfH7rdj99l7vezwO1BfVXl3+btcEnvJV/o5bDhcyx3bCnAnWrlpxaukVB1Fp2ixD7YwbJGNgb51jB3yTzzvqATrPOxv2UzWXZeRGnEJ9W8dxFfwMd6iD9FazCT955PYrlsc9jmqqsqK2mb+63A5VV4/txkDjCwt5khREXq9njFjxjB16lTi43uej9aXohinEmxqwvnFFzg2bsSxfiPB2tZLCzjTE2mcaCE4uhHDgFpUVYPWN4ZY21UMyVxE7AAJW+LCoaoKXl8NHncZbk8ZHncZHk85bs8JPO5yPN4K/vh/ued/wFqyZAlP/e4lbn95G0nREbx+7xSSThOyqqureemll0hMTOSOO+6QohdCnEeOHv0Dx0qeY/TopQxIuLxPz/Urfm7/+HaONR/jrUVvMdDafRWtdhKwTk9VVZpc/m4vrtteUKLjN7vFqOta1rytwERqjBmj/vyf3O4L+ihuLA4rjX648TABtXXeV6wpNtQr1R6mkixJve5Fcnca7rez03C/1kIU1rbhfmZM2v75zDoXq9BotaRnZDFI1ROzex/K0daeBPPYsUTNm0fUvLkYB536ArKqqlJ2cD/5qz+meOtmlGCAtJyRjJ57FZmTpqE2+bGvPcHuw3X8z3ATu+L06BSVnGgzP8tMY2pM9z0oTQd2sv/ovXgjWkg6eBvew0M56F5LzoQ8+NcbbIhO4v/yrmJ0egTjo8o4XHoIrd/O4COF+NMSaM4ew/HyejRRfkzJ4Ao4W8OSz45P8XX74biZbAAAIABJREFUmu00aLAarUQbo7EarEQZo8KWrUYrf37szyTen8hfr/org6K+2kV2/7j+CP9TX4XWCN96bykWZw3GgI7I/8/eecdXVZ9//H33vjd7LzIIM2wIS0SGooJCUauiVlvUqq1tf1ZbW7WualtHW0dVtGqrgltRq8iQFVbYkEEG2Tu5yd3znPP744aQC2GKipj368UrueSee05u7j33+znP5/k8Fj+Jl8qIifExbsRHdL1Xi7/ERr27HNO8dHLHTcG67ADevQfwly8lUFuCYdIkEh56EPURY2mcQYEnqptZUt+GRangnmgdkeXF7NmzB0EQGDJkCJOPkzwIpxeKcdzHqqjAubEA18aNuAsLkfx+/CkKHNMseIY6kUc4EQUl3vZRaKQZxCdcQFJOHNHJxrOumt3PDwdJkvD72/F6DwuosK/eRiQp/ByjVsei1aag06Wg1aZw9283fT8E1gcffMD2ais3/HsbcWYtSxfnk2A5vsgqLi7mnXfeYdSoUcybN6+/ybKffs4CHI5iCrfPJz7uUoYOffKUt396x9P8e/+/eWLaE1yYceEJ798vsEIEBZEmmzesB+rQcN2aDjcOb3igRKxJ00ciX6gaFWP8bgMlTpWAEKCiq6KnKlXcUUxZZxlBMfQ7WzSWHhF1SFAlGBJO6Xds8wfY1svut6+X3S/nCLtf5tew+/XFobCK0o1rqSvZD5JEfFIKaTI1UXv2o2hoAoUC/fhxIVE1Yyaq+BNX3jxOB8Xr1rB31edYG+vRGAwMPW8GeTPnEJ2SSqDVjWNNLfUl7TyXo+HjJCUySSJHr+C+ARFk6YQ+K0R2ZwutZato0jThFuUIjkQ6gy4CBgmv6MUj8yOd4PlRo0bp12JQGkmIjcGsCQkkk9qESWXqEUxH3j4koPQq/VGJo0dyyWWXYLvahlFl5PWLXifecHpx7xBasP3s3d2sNPqJcnZx5WcvI0gOtH4FEWovOZPbiJtyIYOH/BXb2mrsK2pxBbrwjYMRV87DsbYO28oqhOZNeHe/B0jE3vlLoq677qjeuGKnh3sO1FNodzHBYuCB5Ais+/ZQWFiIz+cjIyODyZMnk52dfdzX4emGYhwL0ePBvX07ro0bcW4swFdZQSBDwj1Fg2dkAEnvR/BrcdSPwd08EYtpHInZ0SRkWYjPMKPW9l8o7+fMIEkSgUBnLwFVh8fbELrtqcfrrUcUfWHbqFRR6LQpaHUpoa+9xJRWm4xCEa5Jvhc9WL0PckeNlRv+XUisSXNSImv16tVs2LCBSy65hHHjxp3pQ+unn35OAVEMULh9AX5/K/kTVqBSHT9F7Ug2NW7ilpW3sHDgQh6Y+MBJbfNDElguX7BHQIVizV3UWj3Udrio7/QQ7BUooVLISI08LKB6D9dNjdKhPwMWte+CgBjgYNfBwwEU7UWUdZb1VDRMKtNRlalkY/IpCR5Rkihze8P6p6q77X4auYyRvdL9xpwhu9+RBAMBqnYVUrLhcFiFJSKKNKWW2P0H0La0hgb/Tp6MafZsjNPPP2rwb5+PKwSpPLCLHes+p3TPVtwyH8a0ROKGD8GYnohb9GLrsmKtbaHL1kmlwUuDxguSG6XkQSl5CIqB4+5DLoFWLqGTKdC7IlArNSTGpaApqkTd0I4sYxify7PQKQ2MVVjB6SG5oZ2JhfuImzyNlpG3UbKxnUETE5i+aBDybyiCf8GCBTz00kP8dMVPSTAk8NpFrxGpPfFzeCw8foHZr2+hcoCWwVVlXPTV2zg1HnQBOUZRZMrAapIX3Uts9g24yztoeXU3siB0pFsZfdtC/LUOrMtKCTQ1Eaz/AN/+bWhH5JH48MNoBw4M25coSSxrtvJIZSO2oMDNKbH8MjGSkj272bJlC3a7nbi4OCZPnsywYcOOmTwIXz8U41gEmppwbtyIa2MBzq2b8CTa8IwT8Y4CSSMiekx01Y7HXpuPz5ZBTIqJxGwLiVkRJGZZMET0HeLRTz+SJBEM2g9b9rz1Pd97vHV4vQ0IgjtsG6UyAp0uOSSceoRUKlptMlptMkrlyVtl4XsosAB21HRyw7+3EWNUs/TmfBItx25oFUWRpUuXUllZyQ033EB6evqZPrx++unnJKmqepaDVU8zfPjzxMWeuPrUm3ZPOwuXLyRSG8lbl7yFTnlyjeznksCSJIk2h6+n6nS4FyokpNqd4VfcLDpVz3Dd9EMiKjokohLMWhTfcwtOUAxSZasKs/kdsB7AJ4SeB6PKyODowT1iamj0UFJMKae8IPQIIrvsvex+dhdd3Xa/aJWyZ+7UeIuB4WfQ7nckkihSX1oUCqvYshGfy4VOpydVqSOutAJju5WgWYdsWj5MHYcwYgguZSBUNfLbcQacPRa6Q31GPbd9dmxeG17Jd8Lj0IhqVOhxqPQEFXpUSgMjLTHkmKJCFaPuqpFRbQxVj6xVGPd/gP7gVqpSh+JNrUbfOgxncT7Dr1+AqbWdxrvvQXS54J77ubHajC8QZI6yCBNuBuzaQ96+/VgWzmd/xtWUb29j5MxUJi3IRvYNvoYPnTsKmwv5+aqfkxWRxcuzXz7u4OcTUWd1M/PtQmyDLFywbT2jd32J1ehDI6owuWB6UhXDrroF1YQ7Cdi8VP19HXqvgXZTC8N/exkyUUbnhxW4d7eCfz+ezW8guJzELF5M9K23ID8iPt8aCPJoZSNvNllJ1qh4OCeZ2ZFG9u/fT0FBAW1tbZjNZiZOnMjo0aOPmTx4iK8binEsDoVluDZsxL5lPTbZPjxjgniHSaAEuTsSX/skGg9MwtMZqr6aY7QkZB0WXFGJhm/09dDP2UUw6OipNoXb9xrweOoQBGfY/RUKIzpdSDD1fNWmoNWlotMmn/KYmBPxvRRYADtrO7nhlW1EGdUsXZxPUsSxF1sej4clS5bg8/m4+eabsVi+3myMfvrp59RxOg+wrfAy4mIvZNiwf5zStqIkctuq29jesp2llywlJzLnpLf9vgksX1CgodMTFiRxKJGv1urGExB67iuTQZJFFxYicagnKj3KgEV/9gZKnCqCKFBjrwmz+ZVaS/EEPQDolfoeMXXI6pdmTjuhDawvWn2BnsrUNpuLfU43we5Pthy9ppegMjJAd+bskkExiCvgOiqcobGpioNle6mtPYAz4CCoBoVKhhhwEZAHcevleAwqnMogAuJx96GQKUJ2ue6+I42gQLA68bVYUfokIozRZGbnkTUwj0hDDEa1Ea1diWybDUWpjzqjkfvyDNTp5ZgUcu7PSuK65D5SE4UAFH0Im5+Fpj00SxOpGCbhi65AWT6R2JybGDR1Ku3PPUfHiy+hzsrE+PiTLPqymYZOF7MURWSbJbJXryGjsgbDoqvZY55LbXEnE+dnMWp22jduU+197lhfv54719xJXmweL8x64aQv8PTFhvI2rl5XQjDLzLWfvk1Swz5aLF4EtZGk1iCjIxs4Lz8NxfznEA2JlP7zC8ytZhxKGwN+PQ1NlBH3zla6Pq5ADLqQ2j/Dtf5L1FlZJD7yMPpRo47aZ6HNxT0H6ih2eZkRZebPA5NJ06opLy+noKCAmpoatFot48aNY8KECcdNHoQzF4pxLA6FZdi2rKHd9hXOgV34B0ogB7UtGpV7IjbnpTRU6vDYu6vHeiUJmRYSsiwkZVuISzejPEtGO/Rz6gSDLryHbHthAipk4wsGbWH3Vyj0R1Sfwm18SqX5W7W2f28FFsCu2k6uf2UbkYZQJSv5OCKrra2NJUuWEBMTw4033ohKde4sPPrp52xHFINs3/EjvN5G8iesQK0+8Uyg3ry2/zWe3PEk9+Xfx5W5V57StmejwLK5Az3DdWs63N1zokL/Gm2esEAJnSoUKNHXcN3kSB0a5bm3gBAlsUdMFXcUU9ReRIm1pEdM6ZQ6BkUNChNT6eZ0FPJTfy5ESeKAK9zuV+M9bPcb1W33G9c9zDdK1fdVekmS8AQ9R1eGum+fKNHO6XfiDrr7fOzeaPxg8EkYAgpM+kgiohKxxKZg1lp6whl6Bzcc+nfotk6pI+jzUbppPXtXfU5zZTlKtYZBk88jb+ZFJGQN7FmE+Bud2FfX4i3qoEUv4548HfvNctRyObenxfGbjARUR1YMPJ2w4zXY+hI4GnHrhlPmvhT7uI8IaKzorQsZe/n90GWj8f/uwr19O5YfLSDint9z3Zt72VPbyQxlKZOSVeS8+zaRDVZk111LkeoiWqrsTLsml6FTjx9s83WwuQNUtDmoaHXy0v23s/Kz5T1hC19UfcHd6+9mUvIknpn+DCrF6a8jnl9bwaONLYgJen793+eRu5tojPbQGZnIsIou0o1dzB1Qh+biR2DUIor/swJ9kQpRLhJ7w3BMgxMItHtClsF6J0pLA44VLxJsaSHy2muJ+/WvkBvChU5QlHiloY2/VjUjSBJ3psdzW1ocGrmc+vp6CgoKKCkpQaFQ9CQPxsQcf+TAmQzFOO4+Kiqwbv6c1pZPscVWEUgTQQRdSwQWMR8Ml9PqSqHpoJ3OJhcAcoWM2DQTid1VroQsS0/KZD/fPYLgDU/eO0JIBQLWsPvL5dpuwXSkjS8koFSqyLOqN/h7LbDgsMiKMKhYdvPE44qs0tJSli1bxogRI7j88svPqj9EP/2cy1RXv0Dlwb8xbNgzxMddfErb7m/fz3X/u47padN5ctqTp/y+/S4EliBKNNu9Ietet3iqsR4WUjZPeI9KjFETmgkVbQhP54vWE2s8s4EIZxuSJFHnqOvplyq2hmZNuQKhRZJGoWFQ1KCwAIoBlgGnJaYA3ILILrurl93PjS0ogBQkRuEnzwC5OpFMjUCs0ocn4DpKNB3Lancozv1YKGXKw4KnVwDDoe91aPA0tmGrqMZR04g6ICdWUJFcbyWj1UWsJY6IWRdimj0L3YgRxxz8eyzaa6vZs+oLitevwe9xE52SRt7MOQw5bzpaw+GKhb/eERJWJVacahn3DtOyOUYJMlgYH8mDOclHC03rQdjyAux6AwIuxPTzKK6bg6Rx0z7qVSRRyaCBT5OUeQHODRtClkCfj8QH7sdw6Vxu+e921pS2Mk1VyY9yjaS98AzKDj/2H19JtWwOXa1uZt80lKzRJxeLfzwkSaLd6ae81UFlq5PyVicV3V/bHIctkqqvnmL2nX/jyStGoFWFnuv3yt7jwc0PMjt9Nn8976+n/TqUJIlbl+7iU50flV7OH1/5GzaZh9o4Nw3pg5iwvY5IncDCxB1EDJkK8/7JgU3liCu7MCgjMMxIImpWNggStpU1ONfVo4gAsWsV9o/fRZWYSMKDD2KcOuWofTf5/Nxf3sgnbV1k6TQ8PjCFqVEhe1RHRwebNm1i9+7dCILA4MGDmTx5MilHJBb2xZkOxTgWosdDR+EnNFW/Q6dhP8HIAARAV6EjKjiaqLTLccWPpLlFpKnSRmu1A6F7lIQlThcSXNkhW2FEvP6cPr9+l4iiD6+3MRQecShEoleYhN/fFnZ/mUyNVpvUy76XilZ32ManVkV/r/5W33uBBbC7rovrXtlKhF7F0sX5pETqj3nftWvXsnbtWi666CLy8/PP9KH2008/R+B0lbNt2zxiYi4gb/hzp7at38kVn1yBIAm8O/ddLJpTt/d+UwLL4xe6K1CusGS+Oqub+k4PfuGwVUspl5ESqeuJMk+LCg+XMHyN3oXvE5IkUe+s7+mXKm4vpthajMPvAEAtV5MblRs2ZyorIgul/PjPjyRJuIPuPgVQo9tGqaODKlcXDe4uunx2EN3IRDcaPKgkL6LgIiB6T3j8BpXhmJWh3rfNanOfCXZahfaoBUJPWMXGtRzcEQqrMCIjsbmDpE4HkanpmGbNxDRrFtohxx78eyyCfj9lWwvYu+pzGkqLUSiVDMyfQt6sOSTnhj+ev65bWJVa8ahlPJKrYVWiCkEG+RYDj+emMMjQ6yKmJEHtlpANsPQzkCth+BXUyGbRttaFOreEtoHvoJENYOyk19Eo42j7xz/pWLIETU4Oyf/4O+oBA/i/t3fywe5m8lU1/HJMBJGPPYrggIPz5tKlnIvXEeTinw8nZdCpVb4lSaLR5qW8JVSRquglpHpf5DBqlGTHGcmOM5LT/TU7zsh1V19J7ejbGJ0WwZLrxxJtDPUnvV70Ok9sf4L52fP506Q/nZYNFUKhNHNf2kxZto5Iv5N7X32SRo1EVYKLimH5TNlQgZkA85OLSDX7YM5fqPZn0/LmfpJ12SgHGom7Ng+5RoG3vBPrOwcQ3UG0A93Y3v4H/oMHsVw2j7jf/a7PgJOvOuz8vryeao+f+XER/Ck7mXhNqCrndDrZunUrhYWFeL1e0tPTe5IH5SfoMfymQjH63Jck0Vn1FQ0lr9Eh246g9SHzgHaPHEtHFrHpc9BPnILdkkFztZOmChvNlTa8rtDfX2tUkZBp6RFdcWkmFKqzf8zE2YAoBvD5mo7ogzocIuHztQCHJYFMpkSrSepVdUoO64lSq2ORneZ76WzknBBYAHvqulj0ylYsupDISo3qW2SJosjbb79NWVkZ119/PQMGDDjTh9tPP/10I0kC23dcicdTw4QJX6BRH99uEr6txO82/I4V1St49aJXGRV3dF/ByXC6J7lDV7l7R5kfTudzh13pBjBplWHDddN7CahEixblN5R0drYiSRJNrqYwm19RRxF2vx0ApVzJwMiBDI0eSm5kLhmWDGJ0MXiD3vBI7xOFM/gduAKuE1aPJBQoFAYMKhMRGhPxOguRGvMxRdKRt40q42lXK446lkNhFRvWUrZpPT6vB40Eie1dJHU6iR+QiXn2bEyzZqHJyjqtfVgbG9i7+guK1q7C63QQkZDIiJlzGDJtBnpz+IUKX60dx+pavAc6cavl/D1LxSepagIySNeqeTgnmVnRvfoXhCCUfAybn4OGHaCLhLE/pWvA5ex/ZROJwVQ6hi3FkbyJ2JgLGTr0CcRWGw3/dxeenTuJuOIK4v9wL3Ktlj+9v53XClsYpW7h0UkRKP/4B3xeJTtmzSKomotMUHLpL0YQn2E+5u8aFETqOj0hIdXmpKLFGfra6sTtP/y6iDKojxJSOXEm4s19V4kXLFjAzx58jl+/vZsEi5Z//2QcWbGhSt+zu57lxb0vsmjwIu4ed/dpi4bqdhdzXt2CfVQkOU11/OL9f1GtUVKZ7KR4/Cwmf1VOtN3KrEF+hkubIfdimofczp4lBQwx5COPUhN30whUsXoEp5/O98rxllrRZBkRbWuxvvZvFGYz8X+4F/PFFx91nF5B5NnaVp6pbUEtk3FPZiI3Jseg6L6fz+dj586dbN68GbvdTmxsbE/y4MnMF/2mQjH6QpIErO2baDjwOh2eAkSFH7kddDvk6ItNRKZMxThlCobJk3HJLTRV2kL/KrqwtYbsxwqlnLiMcFuh1vDDbCmRJAGvtxlvr76n3jY+r68Zwno+5Wi1icfsg9Jo4pHJzj1L+7E4ZwQWwN76Lha9vBWTVsWym48tsrxeLy+//DJut5ubb76ZiIhTi4rup59+To6a2iVUVDzO0CFPk5Aw75S2/ajiI+4ruI87Rt7BLSNuOe1jON75wx8Uaezy9Dlct9bqDlucyWSQaNb26oUy9PRCpUfrsehU3yv7wplClERcfhdV9ir2tO2hpKOEiq4Kauw1PT1FMmRYNKEeIY0itJgNikGcASdOvxOvcOLqUe9hsIeqQjqVEY+kpUvU0BxUUe9X4pF0iHI9ERoTwy3RjLHEMjk6llGWCDSnaKk707TXVlO84StK1q7CabehkCTiO50kdzlJyc7FcuFsTDNnoU45vR4jIRigonAre1f9j9r9e5ErFGSPzSdv1hzShuYhO6Ly4KuxY19Vg6+8C5dGzr8ylHycrsErA6NCzv9lJHBTSgzqQ9t5bbDzP7D1RbDVQVQWTLwNf+58drzzOZr9MqLMFupG/B1/ZBUDBtzJgIw7cK5bT9M9v0MKBEh48EEscy8F4G8fbuG5rR0M1dl4fpIR39334BVVrJt+AXLFTIzqSObdOZLIhFAvkS8oUN3uprzV0VOJqmx1crDNFVYxTjBryYk3khVrJCfeSHZsSEwdqkCdLIfOHTtrO1n8+naCosRL141hQmY0kiTxl8K/8GbJm/x8xM+5beRtp/U3A/jqQCs3fLYP/8gozt+7gwUb3qdOqaA8zcH+qfMZtb6ajLoKxozK4LzAu8jVOhz5v2fFe1WM0l2ARqMj+qrB6IbFIEkSrk2NdH1ehVynxDhWQcfLf8O7bx/G888n4U8PoEpIOOoYDrp93FtWz9pOB8ONOv6Sm8Jo8+EeLkEQepIHW1tbMZvN5OfnM2bMmBMmD8I3H4pxJILgo6NjLU3179PRuQ5JFkRpVaDdIqHbrsBgyMY4ZTKGKVPQjxuH1y+n+WBIbDVV2mirdSAKoeVsZIK+x1KYmG3BHKM7J871kiTi87V090HVH2Xj8/makKTe8xFlaDTxYcERvYWURpOAXP7DFKN9cU4JLIB99TYWvbIVo0Z5XJHV3t7OkiVLiIyM5KabbkKt7m987KefM4nLdZBthZcSFTWVvOEvnNIHUpWtiqs+vYphMcNYMmvJ16ocXD5/Po88+1qfw3Ubuzz0Gg2FRikPT+SLOiykUiJ1PX0Y5xJ+wX/MMIZjhTN0ebvo9HXiDDjxC/4T7kMtV5+4QnSscAa1EYPSgEKuoLkn3c/JNpuLIqenJ90v16ANi0tP154dw5AdHe2UbPiK4lVf0NHWgkySiHG4SbK5ycwdSuSFszFecAGquNPvLbK1NrN39Qr2f7USt60Lc2wceTMuYtj0WRgijraG+aps2FfX4qvowqmRsyRdxfIBGgJy8IsSi5KiuXtAIjGH5nd11oRE1c7/gN8BGVNh4u1IWbMo3rCOhg92MlA3Bp+pjuYJzyOqnQwZ8jfiImfR+ve/Y33l32gGDSL56afQDBiAJEk8/e5a/rnTRY7ey3/Gq7Df/TsCSiUrzp9FUD4WuT6N5FnJ1Lt8PUKqxupG6H7DymSQGqkPs/RlxxnJijNi1p6ZRV7vtUdth5ufvLaNequHvy7M4/JRyYiSyP0F9/Nx5cf8duxvuX7o9ae9r2fXlPN4WSPBXAvXffERw2u30iYqqBhgp2j6daRua2X0/s0MGDqYS+J2oWkuJJA5m+W748hhGlHqRIzTUrDMzkCmkOFvcmFdWkKw1YNhSgJiywbannkGmUJB3G/vIuLKK48S3JIk8UmbjfvLG2jxB7guKZp7MxOJ6NVvJ0kSFRUVFBQUUF1djUaj6UkeNJlOHHP9bYRiHEkw6KC1bQXNzcvp7NwMiGisRjQb/Oi2SijdGvRjx2KYMgXj1Cmos7MRAiKtNfbuCpeN5oM2fO6Q2NCZ1d0VrlCVKybNiOIsdChIkoTf347XW3cMG18TkhR+/lar49Bpk3uiy0Ni6tAsqCTk8v618slyzgksgP0NNq59OSSyli7OJy26b5FVVlbGW2+9xfDhw1mwYMFZ8WHcTz/nApIksGPnj3G5Ksmf8AUazckvHv2Cn2v/dy3Nrmbem/se8Yb40zqGffU27vt4P0X/uZ/A9N/0/H+0Qd3T/5QepSetO1givTtQQv49mqMiSiKu7hCGEwUwHOtnh2ZGHQsZMrRKLUqZEhERv+An0GuQbKQmkkRjIummdLIjs8mNzCVKGxUW5KBRnPpAUKE73a93XHpdd7qfTi5jpFnPeIsxlO5n1octAr9rvC4nZQXrKfriUxobagGIcHlJdnjIGjyc2AsvwjT9fBRfwz0hCgIHdxayZ9XnVO/ZiQwZmWPGMWLmHNJHjELex0UJ38Eu7Ktq8R204dDIeTlDxecZGuQqBe2BIFMijDyUk8wQY3efVV1hqL+qZDnI5DB0AUy8DZJG0VBaTOFrb5PpG0aUJoHOhK20j3gVlTqCvLwX0TmiaPjN/+HZvZuIH19F/O9/j1yjIRgM8vSbn/GvEjmpBol7M4IUv/UxdZEJFKYOoxMzTtnhv6VSLiMjxnC0kIo1fuMXPI5ce3S5/dzy3x1srbLym1kD+cUF2QiSwN3r72ZlzUoenPQgC3IWnNa+RFHi1jd38D+Zj2CygXtffQ6lVIvHr6Iix0bFrDuR77cye+NnRCcmcfmMVCJ2Po2kNrLRPgah8zyyzaPQZFqIumYQCqMa0S9g++wgrq3NqJKNmM4z0Pb3x3Bv3oJ+7FgSHn4ITR9tEo6gwBNVzbzc0EaEUskD2UlcEX90QltDQ0NP8qBcLmfEiBFMmjTphMmDh/i2QjF64/O10tL6GS0tn2C37wFk6O3x6LaA6ssO5G4Zyvh4DFMmh+yEEyeiiIhAEiWsTS6aKkM9XE2VXdjbQ5V3pUpO/ABzaCZXdgQJmRY0um/+fCRJEoGA9agI897zoEQx/PyuUkV3V58OhUgctvFptUkoFNpv/Lh/KJyTAgtCImvRK1vRqxQsu3niMUXW+vXrWbNmDbNnz2bSpEln4nD76ecHT23dq5SXP8KQwU+QmDj/lLZ9fNvjvFnyJs9e8CzTUqed1v5bHV7mPVOAQi5DseZJ7n3qZdKiDKRG6TCdoavbZwKf4AsXPH7nMfuP+rrtDDiROP4pV6PQ9Bm+0NdtmUxGm7uNRmcjNfYaKroqaPOEkp5kyBhgGXA4Gj0m1DulVx07VOhUcAkCu+zuHkG13ebC0W37ilMreypT4ywGhhl1h21rZwnBQICDWzex/5MPqamuRERC7/OT4vSRM2Q4SRdfinHq1KOis08Vh7Wdfau/ZN+aFTitHRgjoxg+40KGTZ+NOSb2qPtLkoSv0oZ9dQ3+Kjs2rZyX01WsGaDFolNR5vaRoVPzQFYSF8VYkEkilH4Km56F+m2gtcCYG2H8zWBJxt7eyoY3/oO6VCLXMh5RCuLMX0tLxFuYzSPJG/4v/AX7afz9vRAMkvDwQ/imXkBFq5MD9e3s3LyeL7riUcokPJISCC3aFYhY8JGhjeC8ianhdJFqAAAgAElEQVQMSjaTHWckPdqA6juqDvS19vAFBX7//j4+2NXAwjEp/Hn+cJAF+eWaX7KpcRN/nfZXLsq46LT25/QFmfd8ARUZOiSLkiefeJDqOCcKj46Dgzupu+jPNFV0cPWqt9EoFVx207Wk7P8bNO6iTpbD7vrpjIyZi9KkIWrRYDRpob41z/52rO+XgyBimZtFoLaA1r/8FcnrJeb224m+6UZkfYyuKXJ6uOdAHdvt7r5DTrrp6Ohg8+bN7N69m2AwyKBBg5g8eTKpqakn9Xt/m6EYvXG7q2lu+YSWluW43QeRocTsz0G/R4dseQ10OEAuRzt8GMbJUzBMmYIubziy7t4zV5evu4+ri+ZKG211TiRRAhlEJxlJzLJ0iy4LpqijA25OhCRJBIM2PJ66Xja+8FlQougJ20aliuyuNvVl40tGoTgz5+t+Tsw5K7AAihpDlSydSsGym/NJjz76g02SJN555x1KS0tZtGgRWafZUNxPP/2EcLur2brtEiIjJzIib8kpfaisrVvLL9b8gkWDF3HP+HtOa/++oMDVL22hpMnBez+fyH133PiNpAgKooAr6AoXP70E0pGCqa/bvStBfSGXycMsc6eTYHesWT1d3i6KO0IpfocCKJpcTT0/zzBnHI5GjxnKoKhBGFRnrleiyecPq04VOT0IobXJUXa/tLPE7nckkihSu2s7+z94l8rKAwQkEXUgSLInQM7gPNIvnYtx8mTkJ9GjcqL9VO/dxZ6Vn3Nw5zYkSSIjbxR5s+aQNXo88j56yyRJwlfRhX11Lf5qO53aUMVqU6aOVJOWbTYXWrmcX6XHszg1Fk3AFYpY3/Iv6KqByAzIvw1GXgsaI36vh8Ll71O9YhujI2ZiUkUiqP10XvguHb6VxMdfhin6d7Q99SyG5e/SkTSA12ctZpvfgM0TwCzzMFFZzfpAFqJcyXl6L2lb1pCtaKRi5HkERTcjE2Yw7+b87zzFrc3h44nlxXz5zN3MWvQIQzIiGJ0dTU6KGa1eBTL4x+py/r6qnElZ0fxr0RjUqiC3rryVvW17+ccF/+C8lPNOa9+VbU7mvbAJ57gY9PIgz/3p/1g/WInJaaBueCctF7/ArpoWblm9DKztzPzprQxX7Uda+zh+ScW6honkxN+BSlQTMTcTw4TEUM+jzYd12QH8VTZ0I2IxTYmg9YnHcaxYgWbwYBIfeRjd0KFHHY8oSSxtsvJIZSMOQeDW1Dh+nRGPoY/XnNPpZNu2bWzbtg2v10taWhqTJ08mJyfnhMmDh/g2QzEOIUkSDmcRLc3LaWn5FJ+/BYVCT6RiLKbyaGRf1uLdUwSiiNxsxjBxYk+FS5WY2PM4fm+Q1mp7T3hG80EbAW+oj9cQoSEx+7CtMDrZgFwhJxh0dNv3Qn1Ph8TUIQElCM6wY1UqTWi1qcew8SWhVJ7YptnPt8M5LbAAihvtXPvyFrQqBUsX55MRc/QCwefz8corr+BwOFi8eDFRUacWBdtPP/2EkCSRnbuuxeksYcKEL9Bqjm6mPhYtrhYWfrKQREMib1z8BmrFqVtEJEni7vf28u6Oep6/djQXD0/s8/whSdLh6lEfQ19PpoJ0aE7T8dApdeHhDEfEdh/Zc3SkYNIrz8yMFpvPRom1pEdIFXcU0+Bs6Pl5miktrDI1KGoQJvWZ+6AWJInSMLufk3pvSFzq5DJGmQ9Xp8aa9VjOIrtfXzTv28u+95ZScaAYtySgEEQSfUFyBg0j5/IfYRw/vs+KwKni6upk/1cr2bdmBbbWFnRmC8Onz2L4jIuIiO/7vSVJEr7yLmyragjUOrDq5CzJUFGYqWNUlIl1nQ46AwLXJEbxu8xEYj0tof6qHa+DzwZpE2Hi7ZB7McgVSKJI8Yav2LJsKdmyEWSZR+KXBCqS3fiH/BOtrIKC1iv4qnAod27+D4M661g+YDIfTFhAemIkOXFGkpUOGvZs5FN3NqJKz8umcswvP48xxc+XF9xFnb+FwfGTuOKWWd+pRTcoiPxncw3vf1rO+TYFywsf58djfx92HwmQa+TojCr8cqjocqPQKpk6NA59pMhTrvtpCNbyYNZfGJswDq1BiUavQmNQnnSfzqriFm56bzfS5DjS3Haevu/XfDzBTFSXkfZxXppnv8iaxlbu3PghUnkxYy6dz3kzxiFbfjuy5r0U29KRWx7C6I1GPzqOiMuzkasVSKKEY20d9lU1KMwaoq4ehK9sK80PPYRg7ST6xp8Qc8cdyLVH28Q6/EEeOdjI0iYryRoVj+QkhyqefZyffD4fu3btYvPmzdhsNmJjY5k0aRLDhw8/qeRB+PZDMQ4hSQKdXdtoaV5Oa9sXBIN2VKooYiNmYm5IgQ0NuDduItjSAoA6KyssLKP3cyeKEq11rTQdPEBbUwX2rhokWQsqQztqYwdqYwcyZfjniEJh6Kk4hc+CSu0epnvsNM1+zi7OeYEFh0WWRqlg6c35DOhDZFmtVl566SXMZjM/+9nP+kMv+unnNKir/w9lZQ8yeNBfSEpaeNLbCaLAz778GUUdRbxz6TtkWDJOa///3ljFQ58W88sZOSyelsjbB97mpd+8RN5v844KbgiKweM+lkKmCEusO1IAHfWzPgSU6jtIVHL6nWFiqqijiDpHXc/Pk43JPVWpIdFDGBw1+LTmix0PV1BgZy+73w77YbtffJjdz8gwow7V96DvzVpazL5lb1Jeuh+bJCCTJGIDIjkDhzJ4wRWYx407KjTgdJAkibqifexZ9TkV2zYjCkFSh+YxYtYcssflo1D2/ZqSJAnvgU7sq2sJ1Dlo18lZMkDFniwDs+Ij+MrqoNTlJd9i4OGcZIbbS0Mx60Ufhh5gyGUw8Q5IGQOEKsE7Cnex6+3XiLapGB1zEVq5jndkfr40l3HLyCVolT7eq/wpmdU65q14BYUM/L++l4wfzSXKEPoM3bFjBx99+jmrhCFYRS3PyItIfeffmDN9rJ36COW+MtJiBnHj7Vd9p1XKrQc7eOij/SRV+xjpV2KK1/H+rr/wr6deo67ZSUlNF1WNDhrb3IheAa0EFoUCs0KB4BXQiqCVZHiUTj4e+k9c6i7mFt9BnCutZx8qrQJtt9jSGlRo9KqQADOoDv9/99d39zXyfEUTzvEx5DfW8sBjv+edaXFEtRsITDdRM/UxPmru4K5962DzGjJHj+Pi236Fese/kNb+BZdfRa3qXiz+MagSDEQvGowyOmTv89XYsS4rRbD5MM9IRz/GQtuTT9D17nuo0tNIfOhhDBPG9/k8betyck9ZPSUuL7OizTyak0yaru8KrSAIFBUVUVBQQEtLCyaTqSd5UNuHiOuL7yIU4xCi6KOjYz3NLctpb1+NKPrQalOIj7uUKN9IpG0NODavw1G1naDJjxCvQD4kDjHDiBARxEc7gUBn2GPKZVrksgQETyxuawSOVgsBVwwBTwxmSzpx6ckkZUWQmBWBMfLrVb77+W75QQgsgJImO9e+vBWVQsaymyf2KbIqKip48803GTJkCAsXLjwrLSn99HO24vHUsXXbxVgsYxg54tVTev+8sOcFntv9HI9MfoTLsi87rf1vKG/jhn9vY9aQeJ6/ZjS/Wfdr1tevR3xNZPhdw48SPyeqJumUZ38UryvgoqSjpKcqVdxRTLW9uufnSYaknqrUkOghDIkaQoT2zI+laPQetvsV2lwUuQ7b/QYZtGH9U2er3a8vHKWlFL39JmXFe2iTBJDJiBQgO3sQw350FZFjx56x38XjsFO0bjV7V31BZ1MDWoORoefPYPiMi4hOPnYviyRJeEus2FbXEmxw0qaX81KGipIcI1clR7Oly8WKDjupWjX3ZyZwaccmZFueg9pNoDHjyvsJlZnXUuExUt49iLe+rpG0yjXkeZvIi7mIAfpsqiWBTzQCA8aWkm18FoUyhsED/wkv/4/ON95AO2wYyU8/hbq770YURVauXEnBpi1sVo2g0qXiseBe8j75D5ZcHxvGPUWpfx8R5ihu/9UtJ13ZONO02L38+X8lbNnexOVeLeYgjJyZSv5lWVxx1cI+q98H211sruxg88EOth7soN0ZCl+RSTA5PYrzcpQsa78Xr+DmofQniRdS8LoC+FxBvO4APlcAryuIzx3o+X9R7HvptDNTw2fjDEw84GBuQQ02QwC5348qVUdH8jB2B3xMdBUj3/kxpthEZvz0bmI0Nvh4MSZPBdXCPNTKWwE5UT/ORdc9rFn0Bun8qALP7jbUA8xEXTUIX+kumu67n0BdHRFXXEHcb+9CYT66YhIQJV6ub+Nv1c1IksSv0hP4eVrsMfsiJUmisrKSgoICqqqq0Gg0jB07lvz8/JNKHjzEdxGKIQg+fL5GnM5y2tpX0tVViNdbD0jIZAqkI+fvBWUoOiSU7TJUHj26iCxM6WOIGDYNQ+xgVKrosHOGzxOk5aCtx1bYUmUj6A9djDJFaw+nFWZHEJVoQPY9uBjVT4gfjMACKG22c82SkMhaujifzO6Bgb3ZuHEjq1atYubMmUyZMuVr77Offn4ISJLIrl3XYXfsJ3/C52i1SSe97c6Wndy44kbmDJjDY1MeO60Fa3W7i8ueKyDRouX9n0/ivYo3eWL7E/x27G/56L6PvpEerG8bd8DNgc4DYTa/KltVT8hFvD4+rDI1JHoIUdozb3cWJIkSpyesf6rBd8juJ2e0Wd8jpsZ8D+x+vZEkCXdxCaXvLqNs/y6aZQKiXI5BkpGdOZDhC64gfnz+Gd1f44ES9qz6nLItGxECAZIGDmbErDnk5E9GpT72FWxJkvAWW7GtriHY6KJFL+elASoqc0wsTo+n1OXhlfp2lHIZdyZHclXjl9RvWU6FDcrVg6kwjqHCF0mD7XDKmJYg0/37yWwqJMs4jFExM1BICkTAMi2ZjpwPqan9FxGWceRG/YG2ux7EW1RE5PXXEXfXXci7nR8+n48PPviA0tIDlFjGsa0V7nbtZvrKN4gY7mf94GcpE/ej0Ancdvut38ksyoAg8lpBNf9YWcYIl5yJHiVGi4aZPxlMSrcIOZm1hyRJVLQ6WVnSwovrDmLzhN4LMlUHpgEvolbK+fnAp7hk8HASLH1XbSRJIuAT8LmD3YIrJMC6bF5eXl3JvkwtlZk6rth0kDElrXQZLShEPXKlAcSQqBECtQRcnwBy1MZ5yJXJyGQiGhyYFT6GmxIxSnLao3U40kxojWo0eiWyVjeBna2olXJi52RgGmTC/sqLdL7+GsqYGBIeuB/TjBl9Hnej1899FQ181mYjR6/hsYEpTIk8vmBqbGykoKCA4uJi5HI5eXl5TJo0idjYowNajvmcn8FQDFEM4PU2hg/Q9XbHmHsa8Plbwu4vk6nQaOKQyzQEgjYCgQ4AjMZBxMfNJTFxIXJrAOfGjbg2FuDavBnRbj9uWEZvBEGko95JU0UoPKOp0obbFhLwap2ShEwziVmhmVxxA8yo1Ofe6JBzhR+UwAI40OzgmiVbUMhlLL05v2cq+yEkSeK9996jqKiIa6+9lpycnDOy3376OZepb3iLAwfuY1DuoyQn//ikt7P5bCz8ZCEquYp35757WiEKDm+A+c9vosPpY/kdU2gLlHLTipuYnjqdp85/ih/96EffO4HlCXo4YD1AcUdxj5g6aDuIKIWubMbqYkM9UzFDenqnYnQnF418qriCAjuOsPs5u+1+CWpVWHVq6PfE7tcbSZLw7N1D5Yfvc2D3dhoVEFAq0CAjMyOL4ZctJGXi5DNadfO5XRSvX8PeVV/QXleDWqdjyHkXkDdzDrFpGcc/XlHCW9xB1+pahCYXTQY5Lw5Q05Bj4vaMOGptXv5Z3ICjy0eOIBHd3khNl0C7dNgGqlXJyeoevpsTZyQrVo+2Zg8HPl0GDpFpWT/G5A/dX25SEXFVOhXuB2lrX0lS4pUk1kyh5Y9/ArmcpD8/imnmzJ7HttlsvPXWW7S2ttKeMpVPyj381LaHhV/9l8jRQVanP0uddBCvtuU7+4wtqGjngeVFtDW5uAYDRodA9tg4pl2di9Zw2IJ5qmsPb0DgV8t280VRM2MzIlHrWtknPIYoaHDX3Eq6JZGJWdHkZ0YzMTOaOPOJbXIVrQ7mPVuAODYGh0nJo6/+nYTAFjZZUjDaNIy46XoKYibwYXU7PxK9JK56FVdXO4OmXENU8lisFSUEa/cCOpK1Q4mX62gTJAqdQQLHWq3JQK2WoXR1onB3oYvQYx42EF2kAY1BhUbfbXE0qNDqlewK+PhLUyvlYpD5SVE8kJVEnOb49mir1crmzZvZtWsXwWCQ3NxcJk+eTFpa2nG3O5IThWKIYhCfrzlMQPX+6vO1AIeHVMtkCjSaxFD/ky71qBQ+jSYemeywqPF4amlu+YTm5uW43RXIZEqioqaSED+PmJgZKNDg2bcvJLY2bsSzb98JwzJ6I0kS9nYvzZVdNHZHxFsbQ31bcrmMmDRTWHiG/huq5PVz6vzgBBZAWUtIZMllMt5anE92XLjI8vv9vPLKK9hsNhYvXkx0dPQZ23c//ZxreDwNbN02B4t5JCNHvn7SC1FJkvj12l+zrn4db8x5g6ExRydYnQhBlLj5P9tZW9bGf386noFJcOUnV6JT6lh26TJMatMZP3+caXyCjzJrWU+/VHFHMZVdlQjd1pMobRTDYob1JPoNiR5CnP70h9KeiAavv6cyVdid7icSsvsNPsLul/o9svv1RhIE3Nt3UPfJx5TtLqROJcOrVqFARkZqBsPmzidzyrQ+0/m+Ds2V5exZ+Tmlm9YR9PmIz8whb+ZFDJp8Hmrt0fHXYccsSnj2t2NbXUugxcUeHbwcJ6fFrCQbJS0dHirbnIiBw4tFE26yZQ3kRCrIzh1GTu5QsuOMJEfoesIkGstK+Or1JbRUlDMmcw6Z8uHIREACbV4M+ov17Cu7DaezjOwB96D+bwNdby1DOyKP5CefQp2S3LO/hoYGli5dSiAQQDZoBi9sbeOyziJu2fAqEWNhZdw/6JR30KU/wLRp05g+ffoZfX5PRGOXh0c/K+GzvU1MVeuYZJOjlMs47+pcBo6PP+q1fDrnDlGUePyLUl5af5DpubHcOlvNL766BZ08iozAXeysCuLwhvo/M2MNTMyM7hFdMca+K5Zf7G/ilqW70J+fRFAFTz32O/yTqthTn4bRqWbqnXewMmYEz9e1cm2ElvzP3qB2327Gzl3A1GtuoLW8mIYXb2CksRK36kpsnutQmLUYF+QQNKvxuYN47H46tzXhKLEi6JTIsiIISBLOA9W4GtsIqowIpij8QTnHW+X5lOBTy7GY1CRFaHsJscO9Z72/F/Czr2Q323cU4vF4SE1NZfLkyQwcOPCkkgclScDna8XtqMFeXoqjtgxvoJGgvp2gxYpf3g70tvHJ0GgSeommlLBIc40mAbn81KvukiThdJbS0rKc5pZP8PmakMt1xMbOJCH+MqKipiCXqxC6unBt3txT4TqZsIwj8boCNB+yFVZ00VrjQOh+31tidT2WwoQsC5EJZyYoqZ9T5wcpsADKWxxcvWQrMhks7UNkdXZ28tJLL2E0GvnZz36G5mvG7PbTz7mIJEns3v0TbPadTBj/OTpdyklv+3bp2zyy9RHuGnsXNwy94bT2/9cvSnl+bSUPXzaUayakcsvKW9jdtps3L36T3Khc4Js5f5wufsFPeWd5j5Aq6iiiorOCoBRacEVqIsOqUkOjhxKvP3rhd6YQJIniXna/wiPsfmPM+h5BNcZiwKz8/tpRRL8f95YttPzvM8p2FVKnUeDQaZAByYmpDLt4LjnnTT+h0DlV/F4PpQXr2LvqC1oOVqDUaBg8eRp5M+eQkHX86k1QEKlud1G8vYminU1Uu3yUyUVqJIHeLTtqrQKvToHOpOAScT8LWpaRo+kibvQ8ZPm3QNTRw2Tt7W1seOs1SgvWkRiTzaTk+SjtcpADSjlR83PwD6hl776fI0kBBsX8Adcfl+IrLiHqxhuJ+/WvkPUKgyoqKuLDDz/EaDQSNepC7v/8IOd1lXPPxiVYJihYYXqSgCZAm3EH6enpLFq06KSju78uvqDAKxureGZ1BSpBYrE+Anm9h8RsCzN/MgRzTN9/869z7nhjSw0PLC8iN97EnZfK+cPmO8m0ZPLSrJepa5fYfLCdzZUdFFZ34vSF3v85cUYmZoWqWxMyo3uCQgCeWHGAZzZXoZ6WSIRM4Mk/3ErdYjtlG9LQe1TMuft3fG7O5umaFhbGmLls6xfsXfk/MseM55Jf3IXD2sGGv9zBNNM2DIpkOmSPIggGIi/LxjDucCKlt7wT6ztliO4AljkDME5Owl9VRdN99+PZsQP9pElE3Xs/oiUurIfM6wrgcwdotnnZ2mTH7vQTLchIkRTgFfC5AojCsZeHMqVEwNyKU11LAA9ahYnUyEGkxmWi0QnI1Hbkii5QtiLKGhFk9QSlSvxCDRA+7kKtiEXljUHeEYHKHYPOmIolZzDm3MHo9MnI5d9slUeSRLq6ttPSspyW1s8JBrtQqSKJi5tDfPw8IixjkMnkoQCPigqc3dUtd2Ehkt+PTK1GP3YshilTME6dgjo7+7ifAUJQpK3WEWYr9DpDz4nGoOyxFCZmWYhNN6H8hgd09xPiByuwIFR6//FLWwFYdvMEsuPCvcMHDx7kv//9L7m5uVx55ZXf2odBP/18X2hofJvS0nvJHfgQKSnXnvR2B6wHuOazaxiXOI7nZzyPXHbq762Pdzdw57LdXD0+jT/PH8azu5/lpb0v8dCkh5ifc3i48XclsAJigIrOijAxVdZZ1pNeaNFYGBIVCqA4JKgSDYnf6NVGZ4/dz9lt93Pj6rb7JWqOsPsZdCi/Z3a/IxHdbpwbN9KxYgUVO7fRoFPRYdSBTEZcbDxDZs1h8Pkz0VvOfA9QW00Ve1Z9QcmGNfg9HmLSMhgxcw6Dp56PRh9uhfUGBKraXVS0OilvdVLZ6qS8xUFVu4tALyWlUcnRRmmZlBrJ+OQIdol+PnY5kask7mj5hJ+XPY/eGAMTboXR14Pu6N8r4PWybfn7bP/kA+SSnAvGXI+lNQIUMghKqNJMRP94EK2+Tykt/SNabRKZnYuw3fc8KJUkPfYYpgsOV54kSWLjxo2sXr2a1NRUUsfN4vZl+xjcVcujW17ENFbNl+o/ozKr6IrZhSgJ3HrrrRi+5sDlk2VdWRt/Wl5EVbuLBUnRDK0P4ncGGD9vAKNmp/cZCy9JEvWOem67/jY++eiT0973VwdauePNnZi0Kn5xSYAn9vyevNg8Xpj1AjplSNQFBZH9jfae0Izt1Vbc/lDFZVCCKWQnzIpmXEYUv3lnN+tbbQQmxDIk4OLhv91M0eIg1Z9noPerWPjHR/hEm8DjVc3MjY3glvr9rH/9JaJT0rj8t/chVyj48NHfM1TYzIgIO53SH/H5B2MYn0DE3Cxk3fPHBKefzvfK8ZZa0eZGEnnFQOR6JZ3LltH2xJNIkkTsnb8k6rrrkB1jBtvHrV08UNFAqz/IDckx/C4jHr0ow+c+FO4R7O41C+Cy23A5uvDYnbidHtqd7XQIbQRkXuSCCp07Ba07Ebl0dGVJJpNQ6UQ0egVaowadQY/WqEarV6FWyZG1e5Bq7Sg9QTRGFREjY4nMT0IXr/9WRgKIoh+rdSPNLctpa1uJKHrRapKIj59LfMI8jIbcnnO+6PXiLtyOa+NGnAUb8VdUAqCMj++xEhomTkRxgp5FSZKwtXpCYqsiVOnqanEDIFfKiEsz99gKE7Is6Iz9tsJvgh+0wILeIkti6eJ8cuLDRdbmzZtZsWIF06dPZ9q0ad/IMfTTz/cRr7eJLVsvwmQayuhRbyA7SZHkDri5+rOrsfvtvDf3PaJ1p27B3VdvY+ELmxiREsEbP5vA1uYCblt9G/Oz5/PQ5IfC7vttCKygGKSyqzKsZ+qA9QB+MdScbFKZjqpMJRuTv3HrRv0Rdr/iXna/IUYt4yzGHkGVolGdE1YSwW7HuXYtXV9+SdXuHTQYNLRaDIgyGWZLBEMuuJAh0y4gMjH5xA92igT8Pso2b2TPqs9pKitFoVKRO3EqeTPnkDRwEG6/QEV3Ut+hxL6KVge1VndPRUougxSDhlS/RIYf9Fol21I16PJiuGtgMqPNet5ptvLnygZaAyI/al/HH8qfISk6GSb9IhS33sdwaUkUKS1Yx/q3XsNp7WD0mEvIlUYhdgaQqeVIARHzzHSM05KorPortXWvEGnJJ+5/aTje/H/2zjs8qjJ9/5/pPZM+6aSHhF4TqqCgYMGOIK66Uuy67q5lV9curmV1f+ouig0s2FCXJiy9k0BAegippPdMMr2d8/tjQkggQILo193NfV1cKMmZc2YyOfPe73M/n+dfaAYPJvqNv6GIOgWw8Xq9rFixggMHDjBgwAASh01g1gc5RJhr+NueBeiH6lkveRKjSY+QWExxSSF33nlnj/tsLkTlTXZeWHmUtUdrSQrRMjcwmMa9jQSatEy+K4PwPn46niiKlFvK2ymcJ4dvW9wWPB95uPWvt/KH4X+44CHbR6tauWvRHixOD3dd0cLiwpcYHT2atye+3eUQcI9P4GCFmeziJnYVNZJ7ogmnR0AigVSTgSqzA1e4itb0QMY3l/DHdY+Te6mM+lV9UAsKbnv2dZbLg3iuqIopoQE86Wvm32+9ilQm59o/PElwdAzfv/Ic0spcrkutxWWdhMV3C4ooLSG/6Yc8SN3+uth2VWP+oRipWk7w9DTUqUF4qqupefY5rFu2oB40kMgXXkCdmtrlc7d4fbxSXM1HlQ0EyeH3JjOXqQpwOiva/lTicFQgCI5OxykUQahUMVhaEygsDKSmRkShkNE3JZn+KSNRSAJOmTT72eiMXtyOc4/iUKpkqA2KTv1kKl3b/3foM1Np5Z1ijTL5hW22e702GhrWU1O7nKambYiiD50uhQjTNEyma9BoOtNCPdXVFwzLOF0Oi9s//LjIX+WqO3bJDNQAACAASURBVGFprygGRWiJaOvhikwyYgz/9RN0/xP0P2+wAArrrMx8PxtRFFkyN4vUDiZLFEW+//57Dh48yMyZM0lLS/vZrqNXvfpPkSiKHDg4m+bm3WRl/oBG0/0F07M7n+W7gu94b/J7jIoa1eNz11mcTHt7BzKphGUPjMFNI9NXTsekNfH5lZ+jlnfOrl/s+4dP8FHcUtxupo40HiG/KR+Xz09j0yl07SbqpKGKNcT+7B9YXkHkqK1z3K+qLe6nlZ0W9wvQYfgPjvudLm9jI5YNG2hdu46KQ/up1KupCQ7AI5Wg1mjpO24iGZdcSkRS6s/yc2isLOfg+jUc3bIBp82KOjIe48jJ+GL6cqLFR2G9lcJaC1UtzvZjFDIJCaE6ksP1JIcbSA7VEdPkJnBvPcomF4UGKQsTlaj7hfBwQgSDDFp2m638Ja+IA06Roa15vFD4NsOi4mH0A/4BwWd5blXHj7F58ftUF+YTlZDOuNSb4bgLiVqG6PQhC1ETfEsasigJh488TGPjFiIN16KaX4Q77zghc2YT9vDDnYYn22w2vvrqK8rKypg4cSJxGcO48e2tKFqaeGv/exj6GdksPkJ4vJGwTAebNm/giiuuYNSonv/O90ROj4+FW4v5x6ZCpBIJDwyLI+igheYqG/3GRxF3uYp8y7F2M5XXmIfFY/H/TKQKUoNS2ymcbz70JpaZFqL0Ubww5gVGRIy4oGuqaXFy16I95NdauPGSClbXvM3kPpN5dfyryM/T7+Py+jhQ3kJ2cWO74fL4RLxJBrzJAaTkH2O6dQkWUzm+dSZUUhW/ffEtVqDlzwWVXBps4PVgBWv+9iKt9XVMnvcgqZljWP7GfCoO7uGWsRqMtVaavH9EotIQPKs/6pSg9vO7q200fXEMb50d/fhojJfHg0xC68pV1M6fj89qJWj27Wh/MxmnUIPTUemHSLSDJCop8oXxEfMokqSSLh5mjmwJKRo5ak30aRAJ/3Bdubxzy0Z1dTU7duzgyJEjSCSSdvJgePi5e1EFn4DL4W2PMDptHuy1dlrzmrCWtuL2CHhVMoQAJR651P+9dn9l7VwrWblK1sGMnTRfivah0n5jdtq/6xTIFdL2+4/b3Uhd3RpqapfT0pILgNE4FJNpGqbwqSiVnaFFotf7k2AZp8vr9lF3wkJ1kbnNdLXgsvsNqcagIDLJ38MVmWwkLNZwwabyf1m9BqtNRfVWZi7Mxif4TVZaxCmT5fF4+Oijj2hqamLu3LmEhv48tK5e9eo/RVXVS8nLe5zUlKeJje1+/9SakjU8uvVR5gyYw8NDH+7xeV1eHzMXZpNXbWHpvaNIMWm4c82dlLSU8OXVX9InoM8Zx/yU+4dP8HGi9USnmN+xpmM4vP4dV61cS3pIeidDFRcQd0GRx57K4vWxt/VUdWpfh7hfVFvc76ShyvgviPudLk91NZZ167GsW0ft4YNUGXVUhQbikEmQKxQkjxxNxriJxA0YjOxnmLHkcbvZvW0Hm7fkkF9lplkVgjMkjgZpAM3OU6AJtULqN1FhelJMBpLC9KSY9MQFa1HIpIg+Afu+Opo3lkGzi+MGKe8nKTH0D+V38RFk6DVUOFy8eHA//7KriHTV8eSJRdwQE4U0614ISTrrNXbss9IFBTPx0jsxFOoQLG6kOgWC1YN2mInAaYk4fRUcOHg3Dkcpcc7r8T65DqlSSdQrf0V/Wnqjvr6eJUuWYLFYuO666wjvk8wNb2zAYrbxVt5HGJKC2OWbS1xGMP2uNPLp55/Qt29fpk+f/rNuNGzIq+W5FUcpa7JzZb9wpmglVGxsQVB4KRyynRzFeqweKwBKqbKTmcoIySA5MLlTVemGG27gyQVP8pcdf6HcUs6s9Fk8PPTh9nhfT2R1eXlwyT425dczfvhRfrR9wnXJ1/Hc6Od6dL9wenws2FzE3zcUIBsagj1MjeLHRhR1NpKNKxl/tBy5XM3tz73FRrmWR/PLGRuk592EUDa+9Splhw8y4tqbGH3TTP797lsc27GFyy7tRz9LLo2Nd+IV+xAwKQbDpQntM5fc9hYa1uXQWngMIaIVaX8vbkkNzvoyFJ+cQJ0j4IkUMM/y4UkUkcl0baYptp3Gp1JFs9wayeuVInafyD2xYTwSH4G2B4OCm5ub2bVrF/v27cPr9ZKamtpOHuzp+0pw+3AcqMeaXY2n0opEJUM7NBx9ViTyMC1ul689wnh6hayrapnL5sFp9yB4z74ElsmlHYZMy9sHTSsNjUh02/EpNuKlGJCh12QSFno1psgr0OrORM9fDFhGR4mCSHONvb2Hq7rQTGuDf0NIppBiig84Bc9IDEClPTclsle9BquTiuv9lSyv70yTZTabWbhwIRqNhrlz53Z7CnmvevXfJperluycKeh1aQwduqTb0cAKSwU3r7iZxMBEFk1ZhELasxu0KIo8tvQg3+yt4J+zhnLlgEjm58zni2Nf8OaEN5nUZ1KXx3X3/iGIAmWtZe1VqSMNfjNl9/qz6xq5hr7BfTvF/PoE9EEm/WUqQRVtw3z9hspKntWJgJ9JkKHXdOqfilH/d2bq3aWltK5bh2XtOsx5R6kK0lMdEUqLFCRSKX0GDCZj3ESSRmRdNFiFIIhUmh3t0b4jJ+o4XFJDuVXE1aFZ3qCSkWIytKHPDW2Vqc7Evo4SvR2MldnFsQAp7yepCOsfykPxEaTq1Nicdt7Zt40FjiAQRe6tW8kDMSHoht8O2rPPOPO4nOxZ/h17ln+LKApkXnEzyeJAXEebkRmV+GweJAoZQTckox0QRlPzLg4degAQid4zHM/729AMG0b0315HERHR6bGLior4+uuvkcvlzJw5E2OoiZtfXUNJq5c3iz4nKCaUfZ7ppAwPJ/OmON7/YCFKpZJ58+b9bJ+bJQ0Wnly5id1VhwgJriPBaCfpwHCizCmUBh1iZ/K39ImI6WSmkgKTznsPOnnvsHvsvLn3Tb7M92/ivDjmRQaHD+7xdXp9As+uOMJn2WVkZOyiXFzGbem38diIx3psEP66+hgLthVhujyOatFL5vaVmBVG7N7DXHWsHI9ERf7Qe9DERfBv0cmwuCA+HRjPns8+4MC61SQNz2Lq/Y+w46vPOLB+GRmX9GdIZA2u/X2R2MbhjiyhcfhKHEIxHk9zp3NLfErUiii0QQlo1DEoDrnxvLUJob4F4603Y3rkUWT6M+eMAjS4vbxQVMVXNU3EqBXMT4nh8lBjl997NtlsNvbs2UNOTg4Oh4OYmBjGjBlDWlpaj3vlRVHEXW7Btqsa+8F68ImoEo3oRkWiyQhB0gMDKIoiXrfQDvw4ZcxOQUA6mrFT/+3F6/L33amMFRjidmOM241C14jgVWKtHoijdgyifSgqjfqMCplKK0dmaUQsPoZw5Ed8B/cic5hRSHzohw/tNizjjNe5xeWvbrXBM+rLrYiCf4J8cKSOyORT8AxDiLo3Vniaeg3WaSppsDFj4S48PpElczPpG3FqinlpaSmLFy8mJSWFGTNm9EIvevU/J1EUOXjobpqatpM5chVa7Zl0sq7kETzcudpfafpm2jdE63ve//LR9hKeX3mUhy5L4feTU1ldsprHtj7G7Rm38+iIR896XFf3j5N9Fx0rU3mNee272yqZirTgtPaqVL+QfiQYE34xM+UVRI7YHO39U7kd4n66TnE/PUMDtP9Vcb+OEkURV34+lrXrsKxbh7WoiBqjjprYCOolbbO4klNJHzuBtFHj0AUGnecRzy6vT+BEk52CWitF9X7IRGG9laI6Gw7PKcyzxmcn2NNMfKCSYRmJjBzcl9SIAMIMqm4tMESvgG1vLc0by5C0uDlqlPJBkoroAWE81CeCBK0KwVLHd7mreckdQ7UyhGtb9/JUrJHYgdNAfnbzLIoix7ZvZusXi7E2NpCWNY6sQTfg2tqA6PEhD9HgrbOjSjQSdEsacqOKisolHD/+HBp5NMHvKRFyTxAybx5hDz14Rm/Hnj17+OGHHwgLC+PWW29Fozdw2/zl7LPKeLniO8JCwjnqmUL/8dGMnZ7MZ59/Rnl5OXPmzCHiNKN2oRJEgROtJzjaeJQDdYfZWLKPGkcREpk/opvaPIxxRdORCwoCJ7oZPjGJpKDzm6mudPq9I7s6m6d3PE2tvZY7+t3B/YPvRyXrGWFYFEU+3F7CSz8cJTppHS2Kjdwz6B7uH3x/jx7HJ4jc+fFudlWY0V4ahUtw8syhBzAmt7KseCAJOyy4FVqWht+CQ64gRNNEdLiVqfFuAk8UU7axDF2ohKSp9Ug19R0uEIJOTCKsYAY+tRn3pDyUMSHtMT6FOwzrd/W4i1vRDAwl6PoUpBo5PquN+jffpHnJEhSRkUQ89xz6cWPPev3ZZiuPH68g3+bkitAAXkyJIbaHG0Nut5v9+/ezc+dOzGYzISEhjB49mkGDBiG/gKq1z+rGlluLLbsan9mFNECJfmQEupGRyH7m+VI+j3DKjNk9OK0uWq37sbr+jUvcDNIWRJ8eb0sWjppRWGuScdmF9ljf2SQXnMhdVhReG0qJF3WwHl1UKPqEaDQh+vYqWieUvlaBTHHm+tbj8lFb2kpNGzyjprgFt9N/b9QZlUQkBbbDM0Jj9Eh7YE7/G9VrsLpQSYONmQuzcXl9LJmbRXrkKZOVk5PD6tWr/09mePSqV//XqqlZxpGjvycl+Uni4u7q9nF/3/t3Pjz8Ia9f8jpXxF/R4/NuK6jnjo92MznDxIJZwyhtLWHGqhmkBaXx0ZSPzrl4uuGGG3hr8Vun5kw1nGpiB3/fRd/gvp3mTCUFJp23N+JiyuL1kdsBRrHPYsfeFveLPi3ul/5fGPfrKFEQcB486K9UrVuPq7yM+gA9tYmxVOPDJ/gIjIgkfewE0sdO6DGs4iSxryNkorDO6if2dcBIRxnVxAepCLDXIik9hNZcQYxBStbEifS/dDKG4J5FxUWvgG1PDc2bypG0ujlklPJRspqEAWE80MdEnEYFdcfYt/sbnvIlsy8gnYHual6MC2Bk39Fn7a86qeqCfDYtXkh1QT6mxGQmXH8XqgPgKmpBHqHFZ/EgOr0YL49HPy4aES/HC16ksvIzAjzp6J6pRC7VEvXKK2csjAVBYO3atWRnZ5OSksJNN92EXK7g7he+Zr3TwJMN64jWhFDiGcPwK/sw8ppENm3axNatW7n22msZMmRIj16r9vOKAqWtpZ0AFMeajmHz2NpeVAU+RyRx+lRmZIwmYG8s1fvshPcxMOm3GQRF/DRSYVdrD6vbyuu5r/NtwbckGZN4aexLFzTDb83han731T500d/j1uRc0LiKZpuba97ZjlMl0jQkBIO3mpfsf0AjcVHuCybIbkcV4EOh6Ywx9woyqopNNG81IpFLSbtxEIEqBQdWbiE4LJ1r7n0C2ZoPaTw8CFFiIGiyAe2lI9uPFwURy5ZyWtedQBagInhmX1Rt0BD7vn1UP/UX3MXFGK+dRvgTTyAP6nrjwyOIvF9Rz+ulNYiiyO/jI7g7NgxlDzevfT4feXl57Nixg+rqavR6PZmZmQwfPhyNpueVbFEQcR5rwppdjet4M0glaPqHoM+KRJlwZlzv55YgeGhq3kFtzXLqG9bh89lRqSIwma4mPOwalNJUXPazV8vsja3YKxtwNFlxOXx4pGq8Ci2i5Owbc3KltC3K2NGAdYaAKLVy3A4frfUOmqpt1Je3Ymv2g53kKhkRCQFEJBmJSgrElBiAUv3Lfab+GtRrsM6i0gYbM9/Pxunx8fmcLDKiThGHli1bxv79+7nllltIT0//Ra+rV736v5LLVU92zhXotIkMG/ZVp2n259Kuql3cve5ubki5gWdHP9vj85Y02LjuHzuINKr59t7RSKRubl11K82uZr6++mtMOlOXx9Xb61l4cCFL/rQE6Z3+D2y5VE5qUGonAMXpfRc/t0RRpPw0ul+ezYmIP+7X77S4X/R/adyvo0SvF3vuXizr1mFZvx5PbS3NAXrqUhOolHhxud1oAoz0HT2e9LETiEg+P6zC6vL6ceenGanTiX1xwVo/ZCJcT0q4nsQwLYqaAgo2/5uSfbmIiCQMHsagyVNJGDy8x8OHRY/fWDVtKkNq8XAgUMqiZDVpA8O5L85ElEoBxZupzvmEl6TpLDVdTrhg58+xgUxPSUd6nudpaWxg2xeLydu2CV1gEGNvuYM4WRqW9WUglaCMNeAqNCMP0xA8oy/KaD0ej5lDhx+guXkXwaVpqF4rRjd8JFGvv47C1Bkc4HK5WLp0KQUFBWRlZXH55ZeDKPLE04v52mfiPutuUiWBVHoGMe7mZAZeFkdBQQGff/45Q4YM4dprr+3W63R6v+NJM3UyoquWqUkNTiVGm8LhkgDySo2kBCXy/LSBxIly1n98BEujk6FT+jDi6gRkF2H3/Fxrj20V23h257M0OhuZPWA29wy8p8f3kf3lZmYvzsEd/AnoDvLsqGe5MfXGM75PELy4XDU4nOVtEInyNohEJa22MryeOg5IhvA3nmA4e3hIfB2pG2p9WqTlcqQEkzV1NsclUfyxwIPaZuRSiYbCvELSDn6NwWtla8SlKOL6oi7MIUPn4f7HH8JYfZDGb07g9qSii60gcPZ1SDpEb11lrTR9mY/P7CTgsj4YJsYikUoQXC4a3n2Xxvc/QBYQQMRTT2KYOvWsv7OVTjd/Kajkh4YWUrQq/poaw5ggQ5ffey6JokhJSQk7duygqKgIpVLJsGHDyMrKwmjsWQzxpLwNDqzZ1dhyaxGdXuQmLfpRkWiHhCNV/fKGweezU9+wgdraFTQ2bkEUvWi1SUSYrsFkugatNv6cx5+EZVi37aBlRw6W46V4ZRq8xlBk6YORJPWF6AQ8UjVO+ymUvst+ChRyrj4zqUyCXClDIvHP5/K6T/WjagOUBJq0hETrMSUEEBShPdWHppa39/z9t6jXYJ1DJxr9lSy7x8fnczLpF+X/BfV4PHz88cc0NDQwZ86c85JsetWr/3SJosihw/fR2LiZkSNWotOdvbG+oxodjdy04iaMSiNfXP1Fj5vDLU4P1/9zJ41WF8sfGEtMkIY/bf8TPxT/cE4Kodvn5rf//i0FzQXIPpHxyFuP0C+0HymBKShlv6xh8Qoih62OToaqxn0q7jc84FR1amiAFv1/adzvdAluN/Zdu2hduxbrho34zGasAXrq+6VSLvFhtVmRq1QkD886J6yi2eamsN5KQe1J/LmFojprl8S+lHADSW1GKjlcT0KoDnXb0E1rcxOHN63j4IY1WBrq0RoDGXDp5Qy49AqM4V2b+HNJ9Piw5tTQvLkcqdXDviAZnySrGTAwnHvjTITLBDj8LfbshSxQDeSd2FsRZArujgzkoeT4874PPC4nuSu+Z/fypYiCwPCrr2dI5lVYV5bhqbSiSjTis7rx1jnQZUVivDIBqVKGzVbIgYPzcDqqCFkTinJFEyH33E3Y/fefEQk0m80sWbKE+vp6rrzySkaMGIHodvPKn9/lXXkSt3iOMdRpoElI5NI7MkjLisJsNvPee+8REBDAnDlzUCjONB0+wXdGZSqvKa8dHqOWqUkLTuvUMxWhiWPB5lI+2FaMWi7jkcmpzBoZy/41ZexdXYo+WM2k32YQlXzxZpqdb+3R4mrhld2vsKJ4BWlBabw09qX2AefdVXmTnTsX7aRatQCZvoA/D7yJzMAgnI7ydhqfy1WDKPo6HCVFrYpArfFT98rMRj7L9SCmjmWjKpzh1n/xiO5TVCtNvJdoZOB2KSHx8dz2zGtkO3zccaiYGLWSpYOToaWV71+fj+1EPiXRWaxUDAaJBIXoZVifICYl6bn6UA7ehv4olScI+U0/ZCmnKpKC00vzvwpx7K9HGR9A8Iw05IH+Xjtnfj7VT/0F56FD6CdOJOKZp8/o6euodQ0tPFlQSZnTzU2mIJ5JjiJMeWGbX9XV1ezcuZPDhw8jkUgYMGAAY8aMueD12rmgGArTLzPT7XR5PM3tJEKzeTcAAQGDiDBNIzz8KlSqsPM+hs9sxpadjXXbtm7BMkRRxOsRTkE+Tpov+1mAIFY39lY3Lrv33IOmJaDqgMI/V+Xs9L9/rVHEXoN1HpU12pmxcBd2j4/PZmfSP9pvslpaWli4cCEqlYq5c+deUBm6V736T1Ft7UoOH3mY5KTH6NPn7m4dI4gC9224j9yaXJZctYTUoK5npZxNPkFk7ie5bD1ez6ezMxmVFMLX+V/zQvYL3D/4fu4ZdE+Xx4miyDM7n+H7wu95Y8IbLHhkwS96/2hti/udNFT7Wu04hFNxv5Ed4356DbL/ocZgwWbDum27v59q82YEmw23MYCGwf0plwk0NtYjkUjpM2gI6WMnkNwGqxBFkTqLy2+g2nqjTvZKNVjd7Y+vUchICtd1gkwkh+vpE6xF3sWHsCgIlB0+yIH1P1CUm4Pg8xHXfxCDJk8laXgmMnnPF3eC24ctp9pvrGxecoNkfJaqZtjACObFhhPibYXcDxF3v88yTT9eSHmQSkUwV4UYeDolhj6ac/f0iKJ4ap5VYwOpo8YxbvrtSA66sGwtR6pVoO4bjP3HOqRqOUE3pqDJ8M+aa2zcwqHDDyHxQOA7App6I9GvvYpu9OgzzlNRUcEXX3yB1+tl+vTpJCUlITgcvP/o67ysH8pkKhln0eIQw7ni7kHEDzLh9XrbNx/nzZtHSEgIPsFHSUsJR5s6x/xOmimNXENaUGczlWBMaI/oiqLIqkPVvLQqj+oWJzcOjeGJqX1R2H2s+/godaWtpGVFMP6WVJSai1tR6O7aY2PZRp7b9Ryt7lbuHXQvd/W/q1PEWBQF3O56HI5y/+yndoS5/+9GazNv/ziL8oCtKDQnmB3qYFhg2Cl0eQeEuZ/IF4FU2nmj6MWVR3l/ewnDr05ih8fJTMfbXOPbjHJVOu+kORiWoyYiJY0ZT80n1+HltoPFhCvlLB2cTIRcysaP3uXghjXEDRmJZ/DlLF29kzKFiQa537D+QVbB9b5EpDiRZBQRNuNe5EpV2/MTse+rw7ysCKQSgm5MQTvAH6EVfT6aPvmU+v/3/5DIZIQ/+kcCp09HcpYYoN0n8NaJWv5RVodWJuVPiZH8Jirkgu+Tzc3NZGdns2/fPjweDykpKYwdO/aCyIMnn+vFgmJcTDmdVdTWrqSmdgVW61FASnDQaEwR1xAedgVy+fkrgqIo4i4sxNqGgrfv2YPodiNRKtEOH37BsIyT8nkFHBY3NcV+LHxdqYWmaituh3/zQCqToNYpUKhk/kqoz99j5nJ44RzOQqmWdTm/rCNKvxM+v63frKs+s4upXoPVDZU12pn5fjZWl5fP55wyWWVlZSxatIjExERuvfXWXuhFr/4r5XY3kJ0zBY0mjmFDv0bazd6kxUcW83ru6zyV+RS39L2lx+d9Zc0xFmwu4oVr+/GbUfEcaTzCb374DSMjRvLPSf88K9r4i2NfMD9nPvMGzuPBIQ/+rPcPURQpOy3ud6xD3K9/W9zvpKGK+h+I+50uX0sL1s2baV23Dtu27YguF0JwEObhgylXSKisLANRJCIphbSxEzFkjKDKKaOgLdJ3MuJncZ5q5g5QyzvT+kx+DPrZiH2ny97awpEtGzi4fjXmmmrUhgD6T5jEwMuuuOABxILbhy27mqbN5cjsXnYHy1iSqiFrUCRzYkIJbCmF7H/C/iXsV8fxdP+n2K2Ko79ezfPJMYwO6pq61lHVhflsWuTvswpPSGLiHXMJU8XS/F0B3gYHmoGhCA4vrgIzqtQggm9ORWZQ+mOpFYsoKJiPqtWA8RU7AalZRL32KooudvQPHz7Mv/71LwwGA7feeithYWH4Wlr4+pEXeDJ0PMPkLVxhVoHUwFUPjiAyzb+YXrlqJRv3byR1fCrNymb/wO3m/E5m6mS/Y0ZIBhnBGeeExxTUWnhm+RF2FjWSERnAC9f1Y2hcEEe3V7H9mwJkcimX3JpGyvCeVxi7o+7eO0RRpM5azPycl9lYmUOKIZx7E/oRKmltH6grCO5OxyiVoajVsWjU0ag1McgVMfx1s5at9gUoNHW8O+ldRkWPPMsZz5TXJ3D7R7vZU9ZM8lUJHLDbeML3DEOOH8NbOJJ/RlaQuTeAmP79uenx59nv8DDzQBGBCjlLBycRp1by45oVbF78AaFxfZhwxzz+veBNGm0eIm+6jwKPnsb8cn7f7EZDIE7Zcj6NyyQ2YwRZiSGkRwYgNjlp/PIYngorupERGK9ORKr0/2zd5eVU/+Vp7NnZaIcPJ+KF51ElnB2SVGh38kR+BdvNVgYbtLySFsMgg7bbr8fpstvt7eRBu91OTEwMo0ePpm/fvhe8dvu/hGKcS1ZbAbU1y6mpXYHTWY5UqiQ05DJMEdcQEjwBWTfBLILTiX1PLrbt27Hu2I67sAgAucnUPndLN2oUssALrxqLooil0elHw7fh4ZuqbSCCVCohNFZPRKKR0Fg9gSYtUqm0C0z+2YdNi8LZLckZfWbajnTGLippbQZOoZJ1y2D2GqxuqrzJzoyFZ5qsPXv2sGrVKsaOHcukSV1jonvVq/9kHTr8IPX16xk5cjl6XUq3jjnScITbVt/GJTGX8OaEN3u827VsfyUPf7mfWzPjeOm6/rS6W7ll5S34RB9fX/01Qequm6b31Oxh3tp5jIkew1uXvoVUIr2o9w9Pe9zP2kb3s7fH/fRdxP10/yNxv9PlbWjAsmEjlrVrseXkgNeL1GTCkjmMCpWMopIimtDgDktEkjAQiyGKMouPonorTs+pzH6oXkVyh4rUyWhfd4l9HSWKIpXHjnBg3WoKcnbg83qJ7tuPQZOmkJI5BrnywhZEgsuHdVcVzVsqkDm8ZIfI+CpNw9iBUdwVHYKhYhfs+gccX02tOpL5Q57na2UqIQo5f0qMZEZk8Hl35y1NDWxfspijJ/usZtxOeuYltP77BLacGmTBarTDTdh2ViE4vQROTUA3OgqJRIIgLX//EwAAIABJREFUuDiW/wzV1d+gPa4n4F034XMeIPTee5Cc1k8miiJbt25l06ZNxMXFccstt6DT6fDW17PmgSf5Q9xU4pUepjWpUMtFBt4TTZWqiqONR8ktz6XIUoRP6t+N7mimTvY7xgfEd4vEaXF6eGtDAR/vKEWrlPHoFWncmtkHt83Dps+OUXKggZi+QVx2Rzr6oJ9vZMrJe4coing8zTidFR2qT5U4neU4HJU4nRUIgj+S+qNdxtJmJS5RwvVhIVwb0x+tJgaNOha1Jrq9EiWTnZl6EUWR19btY1HpYyiULbw36QOyYrqPg2+0upj2zg68UmBsODVOMy/zGCnfNFAfeQkfyY8y6kAQ8UOHc90fnuSQ3cOMA0VoZVKWDk4mUauiZP9eVv79FeRKJZPnPcD2Lz7BXFPFlQ89SmrmGGobbLQu2oamQYdKuoPPOME7wlR0ahWZiSGMjg9mfK0b1b565KEagmf2RRmlb39+Ld99R+0rryI6nYQ+8AAhv72z0wDr01+Pf9WZeaawkga3lzujQ3k8IQKj4sIrlW63mwMHDrBz506am5sJDg5uJw92FWftjn5tUIz26xJFWlv3U1O7nNraVXg8jcjlBsLCphBhuoagoKxu91KDf/bgyblbtl27EFpbQSpFPaA/+jFj0Y0di2bggDOixj2Vy+6hpriV6kL/TK7a0lZ8bZ8LAWGadjR8ZFIgQRHas/ZuiaKIx+nrRGfsEpnfocfspEHzeYUuHxP8lbaTFbJzVcsef/neXoPVXZ00WRanh8/nZDEgxogoiqxYsYJ9+/Zx8803069fz2lCverVr1W1das5fPgBkhL/QHz8fd06xuq2Mn3ldDyCh6XXLMWo6llz8cEKMze/u4tBMYF8NicTuQwe2vgQO6p2sGjKIgaFDeryuCprFTNWzsCoMrLkqiUYlP5IxE+5f7R4vOS22tsrVD92iPvFqBWMNOrbDVVfnfp/Ku53ujyVlVjWr6d13Toce/eBKOKLT6B45DgOKPQcrbNShw6zKgSz3IiPU69VdKCmU6TvpJEK1P70XWCnzcrRrRs5uH4NjRVlqLQ6MsZfysBJUwiNPXMwdXclOL1Yd1bRvK0CmcPHjlAZS9O0TBwUxR2mAHT5y2HXO1B9AKcugveGP8//k/bFI8LcmDAeiTedF6/fVZ/VyGtvwlfsoHlZIYLFjX5UJIJXwL67FkWEjuAZaSja6HludwMHD91PS0suhn8rMe4KIebVv6HLyjzzXB4Py5cv59ChQwwaNIhrrrkGuVyOu6KCLff9gd+l3oRSLZCk24YloJjGgDpcgh+Nrpap0dv1xChiuGnsTfQP699tM9VRoiiybH8V83/Io97q4pbhsTx6RRohehUnDjey4ZM8XHYPo65LYtClsT9rU3xj4xZuu+33PPNsOE5nJT6frdPX5XJjl/E9tToaq6hh/p7X2VS+icFhg3lx7ItdDkE/mxbv3s9rBx5GKnfyj4kfMi6+f7ePPVzZwo0LdpKWFERekgqlp4r5wp9ImO/i2A2X803zXrKOBJOSOYarH36MPIebm/cXIpdI+GZwMmk6NY0V5Xz/6nNYmxqZeOfdHN2ygaqCY0yecz8DJ01BFEWs64/TsqEGuaQSRcjXLIr4LcurAzjR6IeSXKJS8YRPjU4Q8YyLJuGK+PZKkaeujtoXX8Kydi2q9HQiX3wBzTnWTq1eH68UV/NxZQMhSjnPJUdzfXjgTzIugiCQl5fH9u3bqa6uRqfTkZWVdcHkwZP6tUExTkoQvDQ376Smdjn19Wvx+WwoleGYTFcTYboGg2FAj17Pk7AMW1uc0HHoEAgC0oAAdKNGtVe4FJGRP/nafV6B+nJLp5lcDot/Y1OllRPRwXCFxxuQK376xqbX7TtLhayrStmpf/c4T/VKbqh7p9dg9UTlTf64YKvDw2dzMhkYE4jX62XRokXU1tYye/bsizbvo1e9+r+U291Eds4VqNVRDB/2bbeigaIo8qftf2J1yWo+vuJjhpqG9uicdRYn097egUwqYfkDYwjRq/jw0If8fd/feWLkE8xKn9XlcQ6vgztW30G5pZwlVy0hwXgqetKTmE9Z2zDfk4Yqvy3uJ5P46X4n+6dGBPxvxv1Ol6u4BMu6ddSu30RBeSNlASaq4tIpjUygWFRT51G048UliETr5fSNDSHFZGg3UUlhenQXeeEhiiI1hcc5sH41+Tu34XW7iEhOZdCkqaSNHodCdeFVD8HpxbKjEvO2SmROH9tDZXyfrmPyoChmBcrQ7F8MOQvBUoUYmsrK4X/meSGVcpeHKaEBPJMUTYK2G31WO7ey7fNFWBrrSc0ay/hZd6LXBGNeXoTjUAOKCB36S6KxbKrAW2dHPzYa4xXxSNr6CizWYxzYPxe3o4bARRJCVeOIevUV5KFn4uWtVitfffUV5eXlTLx0IqZ+JvKa8jhUtJM9+3M4Yp2HKMrRxi9ALbOSEdqX/hEDyQjJIDUglbVfr8Vhc3DPPfcQEBBwxuN3R8dqWnl62RF2lzQxMMbI89f2Z3BsIB63j13fFnJoSyXBUTom39WP0JjzxykvVD6fi8KiV6ioWMxrr+p55dWs04xUDBpNzHl7WkRRZGXxSl7OeRmP4OF3w37HzL4zzxptPl0rjxziT9n+PtPXxi5kSlr3N2+/21fB778+wJTxfVihcZMqHOTPrW8S/RcX2x+dwobi3Yw8Fkz6uIlMve8RjreZLJ8I3wxOIkOvwWFpZfkb86k4epjh19xAQ/kJSvfvZcwtvyHz+ulIJBKcRWaaPjmA6HIRpHoH7eRLqcyYQ3aJmV3FjRwuaOTOVhiLglyZjx2pBgamhTIqMZikMD2W9eupef55fE3NhPz2TkIfeKAdptCVDljsPJ5fwX6LnbGBel5OjSFF99MqmKIoUlpayo4dOygsLLwo5EH4dUIxTsrnc9LQuJHamuU0NG5BFN1oNPFEmKYRETGt2/MtOz1mD2EZP0WiKNJS52iLFZqpKWqhucZv7KVyCeFxBiKTAtuNl8bwy31W+3wCrjbjNfu+3/QarJ6qotlvssx2D5/NzmRQbCAWi4X33nsPuVzOvHnz0GovPCvcq179GnT4yO+oq1vDyBHL0Ou7R8ZaVriMp3Y8dU4Ixdnk8vqYuTCbvGoL3947moyoAPbU7GHO2jlM7jOZ18a/1uUOmyiKPL7tcdaUrOGdy95hfMz4Tl8/2/3DI4gcsto79U/Vuf19PgaZlOEdeqeGGP53434d1Wh1kZd7hCO7DpJfVE2JoKJcb6JBeyqDLxMFAj3NBHvMJASpGNovkTFZg0mJCm4n9v1ccjvs5G3fwoH1q6kvLUahUpM+bgIDJ03FlNA98uXZJDi8WLZXYt5egcwlsDVMxrJ0HVcOimaGqgXV7vfgx8/AY4PECRwe9jB/ccWyq8VGX52aF5KjGRd8/kbz6sJ8Ni1+n+rjxwiP9/dZRaf3w763FvOqEkSPj4BL40AmoXXtCaRaBcE3p6JOPRWbra9fx+HDv0PS6iFogYzo6x4mZN68M8ACHsHDj0U/sv5f63E73FQnVLNXsheXz1+ZUjo02MvuxiOGMEZ6gtF4uf33d6AJaQMYiCLfffcdhw4d4vbbbycxMbHHr2uLw8Ob647zafYJAtRyHpvSl+nDY5FJJdSXWVj30RGaa+wMuiyWrOsSL8ru9NlksxVy+MjDWK3HiI25kyee+PEnrz1qbbU8s+sZdlTuYGTESJ4f83y3B61vKj7Iw1vmIfiUPDXkH8wYNqDb5312+REW7Sxl+nVpfOKwMklcw/15PxD4TgPLn7uMg4d+ZOjxQAZeNoVJc++n2OHipv1FOH0CXw5OYpBBi8/rYcNH73Jow79JHpGFTKEkf+dWhky9hom3z0UileJtcdH0yUHclU70sm8xxh9Bcv0/IdQfJy9vtFGyrpS4A01YEXlOtLMHH2EGFVmJIYw1KRm86lOEVctQ9Ikj8vkX0GWevffMJ4p8VtXI/OJq7D6B++LCebiPCe1FgEvU1NSwc+dODh06hEQioX///owZMwaT6cJ7/H6tUIyT8nhaqKtfQ23NcprNOYCIwTCACNM0TKarUKkugKB6OiwjNxfR5bposIyu5LC6/RWuohZqilqoPdHajpMPNGn9Fa5kf5XLGK75RWKbvT1YF6hKs4MZC3dhtnn4dE4mg2MDKS8vZ9GiRfTp04dZs2Yh6+G8lF716tei+vp1HDx0DwkJvyMx4cFuHVPaUsr0ldPpH9qf9ye/36N4kCiKPLr0IEv3VrBg1lCmDoik3l7PzStuxqA08OXVX6JTdL3r9/Hhj3lj7xs8NOQh5g6ce8bXT94/zJ3iflb2t9pxtDXAxqqVneh+af/DcT9RFKltdbUjzwtrLeSX1FLUYKdZPFVp0gge+mggwiBF01qBtDyPIHcTqXEm+o+7hLTR49EFdt0rd7FVV1rMgXU/kLd9Cx6ng7A+CQyaPJW+Yyag+ombXYLdQ+v2Slq2VyJzC2wKl/NDho5rBkYx3X0cefY/4NgqkMphwM3Uj7iXv1oDWVLdRJBCxuMJkcyKDDnvcOiOfVZaYyBjZ95Ov0suQ2h20/x9Ia5CM8r4AIyX96F1YzmuQjPqjBCCbkxBpvP3joiiSOmJBRQXvYGiTELYUhNxz7yBbuRIPIKHYnMxRxuPts+aaq5oZmjNULxSLz9G/0h0VDQZIRkkNsrRvvYF/+g7m2OGaG6wqrhEW8jlT05HYQxpv+bc3FxWrlzJxIkTueSSS3r2ugoi3+6r4JU1x2i0uZmVGccfL08jUKtEEET2rysjZ3kxGr2Cy+7IIDYjuOc/vG5KFEWqqr7keMGLyGRaMtJfJTR04kVbe4iiyHcF3/Fa7muIosgfR/yRm1Ju6tYib0f5j9y3YR5edwDzUl7joQlDunWcxycw6/0cDlaamXh9At+3OLld+IA7fihBsraMxc9lUZN7jIFFRoZOncaEO+ZS5nRz4/5CWr0+vhiYxDCjDlEU2ffDcrZ8+iFhfeIJT0jm8Ka19B1zCVPu+x0yuQLRK2BeWYwtuxqV/CjByr8hm/wwZN4DbZ8D7mobTV8cw1tnpyIlgK80PnaUNFFn8Zv5ibYT3J37FcbmOuTXXk/Ck08gP0c1tN7t4fmiKr6paSZWreSllGguD73wilNHmc1msrOz2bt3bzt5cMyYMfTp0+cnLcx/rVCMk3K6aqirXUVN7TIsliOAhKCgLCJM0wgLm4JCcWHV6V8ClnG6vB4f9Scsp+AZRWZcNv8GqsagICLRb7Yik42ExRmQyS++0e01WD9BVWYHMxZm02xz88nskQyJC2Lv3r2sWLGC0aNH+wcy9qpX/2HyeMxk50xBqQxjxPDvkErP3/jr9rm57YfbqLZVs/SapWcd/ns2fbi9hBdWHuWhy1L4/eRUvIKXuWvncrjhMEuuWkJKUNdwjR2VO7hvw31MipvE65e83unDTxBF9rfauefWGWieeY3jHeJ+/dvjfnpGGnVEqH65QcO/FgmCSEWzg8J6S4cZUlaK6qxYXKeIfXqvk7iWauJs9SSFauk7IInAaCNN+fso3ZuD1+Mm0BRJ37ETSB87geCoC6Pw9VQel5P8nds4uH4N1YX5yBVK0kaPZ+CkKUSmpP3kHUqfzUPrtkpadlYidwtsDJeztp+e6weYuK5hK7Lsf0DVPtAEwfDZuIbP4YMWGW+W1uAUBGZHh/H7eNN5G/I9bhe5K75j97KliD4fw666jszrp6NQarDuqKR13QmQSjBOTUCqk2P+vhDRI2C8JhHdiIj25+nzOTl66I/UNa1Gs0dKYP4wCu67ikPeE36aX1M+7jaSnU6hY4R7BCGlIWiCNFx949WkR6cjlUhpXfNvyh59jL+Om8uOgHiutim5VneIiX++A1nAqXhhVVUVH374IQkJCT2m6B6ubOHpZYfZV2ZmSFwgL1zbvx0cZWlysv7jo1QVmEkaEsaEWX1R63++30+Px0zesT9TX/9vgoPGkpHxevv8oIu99qiyVvH0jqfJqclhTNQYnh39LBG687cU7Kzczb3r78HjCOeq8Od4+doRXY4dOF31FhfXvL0dmUxC8AQDuTYZD4uvc+OCFtwnanjrz+l4s8vJKDWQef10xs64nQqnm5v2F1Lv9vL5wESyAv1xzJIfc1n5/15BoVKTPGIUB9b9QPzgYUx75E8o2mJftn21mL8rQIKFEOmzqOKD4Np/QIi/eix6fJhXlWDLrkYRrSfoljQqJAK7ihvZVdTIvuM1TM1dzvWFW2nVBLDnujlEXXUFo5JCiAnqeqNkZ7OVJ45XcNzuZGqokRdSoom5SPFtu91Obm4u2dnZ2O12oqOjGTNmzE8iD8KvF4rRUTZbEbW1K6ipXY7DcQKJRElo6ARMpmmEhkxEJrvwqN8vBcvoKFEQaa61t/Vx+eEZLfV+uqlMIcUUH9AeKYxINKLW/fR7Tq/B+omqMjuY+X42jVa/yRoaF8SqVavYs2cPN954IwMGdL+k36te/Rp05OgfqK1dyYjh32MwZHTrmFd2v8JneZ/x9qVvMyF2Qo/Ot/V4PXd+vJvJGSYWzBqGVCrh73v/zoeHP2T+2Plck3RNl8eVtZYxY9UMInWRfDr1U7SKUx/AoijyxPEKFlc1EvDynxj22jvtFaohAVp0/0PVZY9P4ESjrW2GlLV9hlRxQ2diX5heSYLSS2xTJZHH9xNTV0qcp5XYzCEYJk3CEhNJ/r4c8ndtx2m1oDEEkDZ6POljJ1wUQ9NdNVaUcWD9ao5u2YjLbiM4OpZBk6aQMf4y1Pqf3pvjs3lo2VpB684qpB6BDSY5G/sbmNHXwNSyZUh3L4SWcghJhqz7EAfOYE2rh+eKqih1uJkUEsCzyVEka8+9ABFFkfydW9n6ub/PKiVzNJfcdhfG8Ajc1Taavz2Op8KKOj0Y49QELFsrsOfWoojW+0EWYf73u8fnIb9+N9WHH0UqrUW/XMZql4rvMkVEiQS9Qk96SDoZwX40et+gvuTtzGPPnj2kpqZy4403olL5e8Kav/6a6mefY8HEuawwpHCpXcFdhl2MefweJAGnNk0cDgfvvfcegiBwzz33dDsSb7a7eX1tPp/nlBGsVfLE1L7cODSmHa1/fHcNW744jiiIjJ+RSlpWxM/6vmpuzuHI0d/jdjeSlPRH4mLvQtKhR+rnWHsIosBX+V/x5t43kUvkPD7ycaYlTTvv89xSvpUHNz6Exx7LcNVjLJg1Cn03ehf3l5uZ/u4uhiYGk5/spNmn4CnJB4x/vgSn6GH+g+EEZZtJLtMy5pbfkHXDLdS4PNy8v5AKp4dPBiS0R1sbyk/wr1efx9rcRPq4SzmyaR0RySlc/8SzaPT+73FXWWn8LA+f2UGgcjE62Soklz8HI+ZCmylxHGmg+dsCRK9A4LQktMNMSCQSRFGkqN7KgfW7CH/3b4TWlbE1aiALBl6PPjKcUYkhjEry/4k0ngJRuAWB98rreaPU3/fzh3gTd8eGo7hIEBSPx9NOHmxqaroo5MGT+rVCMU5KFEUslkNtJMKVuN31yGR6wsMux2SaRlDQqG6Pbuny8X9BWMbpsre6qS4yt+HhW2gosyC0pVqCo3TttMKIpEACQtU9vhf1GqyLoOoWBzMXZtNgdbP4rpEMijbwySefUFVVxezZs4n8Gd4YverVz6GGhk0cODiH+PgHSEp8pFvHbCnfwgMbH2BW+iyeGPlEj85X0mDj2ne2ExWo4dt7R6NTydlcvpkHNz7ITak38cyoZ7o8zuaxMWvVLBqcDXx51ZfEGGI6ff2loireLqvj/rhwfnz0gV/1/eNiyenxY84L6079KaizUtpgw9thFshJYl9KuJ6kQAXRlYWE5WxCunkDgt2O1GBAP3EChsmTcSXGk78nm7ztm2mtr0WuVJE8Iov0cRPoM2AIsou4w3gueT0eCnJ2cHD9GiryDiOTy0nJHMOgSVOJTu93URbhPqsb85YKLNlVSD0i6yLkbBsQwJ3xApcc/xzJj5+C2wrx42DU/ZByBXl2F08XVrKt2UqKVsXzydFMDDl/jKam8DibFr9P1fE8wuITmXjHXGIzBiB6BFo3lmHZUoFUKydwWhKyQBXNX+XjbXKiHh9B7TA3eea89qG9NstR7gmwoZaC4is560cOxDgyq33WVKwhth2s4HQ6Wbp0KYWFhYwaNYrJkye378Q3vP8+9X97g68nz+FjXV8ynXIeNaxj2B9/j8QY1X7tgiDw5ZdfUlhYyF133UVMTEyXz7GjBEHkq9xyXl1zjBaHh9tHxfPI5FSMGv/i1GX3sOWL4xTsqSUi0cik32ZgDLtwktv5r8dDSenblJb+E42mD/37/Z2AgDM3Q3/OtUdZaxl/2fEX9tXtY0LMBJ4Z/QyhmjMBJB21pnQNj255DJ81hVjP/Sz67ahORuNs+npPOY99e5CZ4/vwjboJDQ7+n+Yg0b/7FqtJz9O/UZCU46VPuYpLfjOb4VdfT73bw/T9RRQ7XHzUP4HL2t7X9tYWVrzxMhV5h0nNGkNhbg5BEVHc+OfnMbT15gl2D01fH8d5rAmtMY9A51NIE0bCte9AUDwA3hYXzV/l4ypuQTMwlKDrU5B2GBQtejw0vP8BDQsW4FWo2HDZrSzSZ2B2+KvrfUK07YYrKzEEU4CacqebvxRUsKahlTSdmr+mxjAq8OIBUQRB4NixY2zfvp2qqip0Oh2ZmZkMHz78J/fd/5qhGCclij6am7OpqV1OXd0afD4rSmUo4eFXEWGaRkDAoJ+eHPgFYRmny+P2UVfS2h4rrCluwd32ftMale2kwshkI6ExeqTnqSL3GqyLpJoWJzMW7qLe4uKT2SNJC1GycOFCJBIJ8+bNQ6f7dfyC9KpXZ5PH00pOzhQUikBGjPgXUun5Yxa1tlpuWnETEboIPr/yc5Sy7kczWp0ebvjnThqtLpY/MJbYYC0Vlgqmr5xOjD6GT6/8FFUXAxEFUeCRTY+wpWIL705+l6zIrE5ff+tELfOLq7k9KoRXUmO48cYbf/X3j57I4vR0MlEnjVR5s52Td1+pBOJDdCR1QJ6nhBtIDNOhdlixbNqMZd06bNu3I7rdyEJCMFx2GYbJkxHTksnfvYu87ZupKylCIpHSZ+Bg0sdOIHlEFkrNLwfwaa6p4uD6NRzZvB6HpZVAUyQDJ02h34RJaAMuTr+Fz+KmeUs51uxqJF6RtZFysgcauTu8jhFHPkaStxwkUuh3A4y6D6KG0OD28mpJNZ9VNWKUy/hjQgS3R4Wed8fc2tTIti8Wc3TrRn+f1Yzb6TfhMqRSGa6SFv/A4HoH2mEmtJdHc3BXNvsP7KbIUEmJqYZCezEewY8nNigMXB0QRKYyH1mLSGj2YFKfXIgyOKTLczc3N7NkyRIaGxu56qqrGDZsGODfoa7/299o/OBD1l81h78p+tLfJeVlwzIG/OEpMHY2UNu3b2f9+vVMnTqVzMwzce+n60C5maeXHeZARQsj4/8/e+cdHVXZve1rZpJJ771AekijQygBqUGQZkGaogKCvXepgr2+VlQURZGiqIggJSA1QOgE0nvPpMwkUzJ9zvfHkEBMKCpFvl/utVislZw6OfOcZz977+v25JWJ8cQGnAtCK3IU7Pg2E02jgcRxofS6OeSSE5d/I622jDMZT6FUniAgYBLRUQuxsWn//Xy15x5mi5lVWav46PhHONg6MK/fPEaHjr7oJPXn3J9ZfHAxgrobjo338M19/YkPvPR3Yf6G06w6VMrDt3XiY42WEIr4wdEJ7YMLUXQLYd6YBnoddSCgXMKIWQ/R4+axyI0mpp4sIFuj48v4UEb7WM9jNhnZ8dVnnNmVQnBsPLKiAuydXZg0bymegdbnRbAIqHaVodxRgq2rAS/z89iIqmDUUugzC0Qi6zZ7ylCmlCBxtcNzWgx2Ia0XKPSFhVTNX4D2+HEck5LQPPIsB5vsOFhQT1pRfYsBebi3E/0jvBgQ7oXOU8rb5TWU6QxM9vdgQUQgPtIrV2YqCAIlJSWkpqaSl5eHra1tC3nQ/V/2Ef3XoRjNMpv11Nfvplq2kfr6P7FYDDjYd8bPfzz+fhNwcor81+e4HrCMVue3CMirNC0GyFUFjajqrX53NlIxfmFuLfAM/zA3pA6tFxw7AqwrqOpGHdOWH6JGqWPlrEQCbLWsWLGCTp06MWPGjA7oRYf+08rMeoHq6l/p0/vndldz/yqzxcycFGuf1Lpx61qh0S+9r8Cc746yN7eW72f3Y0CEF3qznhl/zKBcVc668evo5NKp3X2XnVzGZ6c+4/m+zzMjbkar360or+XlvAru8PPg49jOiEWiG2b8+KvkGgN5MlVLSV/B2f+rlbqWbaQSMeE+bQOpUG9H7M6jHppqa1Ht3Ilqewqaw4fBZMImIACX5JG4Jicjjomh4PhhMvftouxMOoJgwS88irjBQ68prALAbDJRcCyNUylbKD19EpFYTGTf/nQbOYaQhO5tSHj/+DxKA/LdpTSlVYNZYGugDSe6ufC4w2liT69AVH4Y7N2g90xInAtuQRgsFr6pqOO94mo0Zgv3BXrzbJg/HpfRZ3Vs0wYOb/gJi9lEr7G30u/Wydg5OmLRmVD8UYD2cA06ZxO7Ek6Twj7yGvIwiayeKi62LsR5x7VkpeI8YtFmfk659kekBWKibB7H795HLvjZlJWVsWbNGiwWC5MnT26h/QlmM9WLF9Pw03qO3z6X+ZZowo0iPnVZTcwTr7ZkG5pVVFTEd999R1xcHJMmXRzSINcYeHtrNuuOluHtbMe8W2KZ2CPwXM+YyULaxkJOpJTi5uNA8sx4/ML+WRP95aq6eiPZOQsAiI15DT+/cRfd/lqNHYWNhczfP5/TdadJDklmfv/5eNpfGOqxMmMl7x59F5umRPRVd/Dp9D4Mi/G96DkMJgvTlh8is1LJpAkCy9UB9CWNVUIklY89QfXIbrzcp5Aiq+xtAAAgAElEQVRhJ3zwqhC4+aEnSRg6kkajiWnphaSrmvgsLpQJvtYAQhAEjm3ewJ5VK/AMDKJJqUQE3P7iYvwjo1vOq8tVIF+bjWA24+n7Cw61X0P4UJjwMbh3BkBfqkS+Ngdzgw7X4Z1xGd65lceZYLGgWLuW2nffQxAEfJ98Ao+778YiEpNVpeRgQT0HC+s5XCRHfbZ/NNzPGWmMO6ftBZwkYuZHBHJ3oBfiKzwRl8lkLeRBQRDo2rUrAwcOvCJ2Pf91KEazjEYltbXbkck2IlccBCy4OMfj5z8eP99x2NtfmSqu6wHL+KvUCn1LWWF1QSN1ZSoEwepG4hnkTGCEG/5naYX33j+9I8C6kpIpdUz78hAypY5vZyVi21DKhg0b6N+/P6NHj77el9ehDrWr+vo9nDw1i5CQh4iMePay9vni1Bd8cvITliYt5dbIW//W+d7ams2y3QUsvTWBGf2tBpxLDy7lx9wf+WjYRwzrPKzd/XaW7uTJXU8yIWICrya92mqC92O1nMezShnt7cry+LCWbMJ/efxoJvbl1ahaMlHNWSm5xtCynaNUYjXh9XEm0s/6f5SfC508HC7Y7G4or0C1IwXV9hS0J06AICANCcFl1ChcRiVjG9OFkvQTZO3bTcFRK6zCzc+f2BZYxaVLv66klLU1pO/cxpld29E0KHDx9qHb8JtJGJaM8wWyMv9E5kY99bvL0B6uBovA5gAb8hLseFy0l7BTK6ChxBpY9H8EekwHO2cEQSClXskr+ZUUaPUM83RhcWQQXS7hwSMIAjkH97H3h29Q1Vn7rAZMvZsaqYqM+gzUGTUknozAxeDIBs8/+d5nE1JbKRHqYKL0neneNZFefQYS7BLc8qybTBpObZ1Cg2MWTiedSBj6Fc69Loy1Tk9P57fffsPNzY3p06fjfdYHy2IwUPnc86i2baPgrsd4UhOCrwlWunxN1KPvtIAJmqVSqfj888+xt7dn7ty5LX1bbT5fi8Dqw6W8uy0Hjd7EzKRQHh8RhYv9uQyCvFJDyjcZ1JWpiRscSNIdkUjtr165qcmkJjf3Faqqf8HNrRfxcR/g4HDp5/tajh0mi4lvznzDZ6c+w1XqysL+CxkRMuKC23968lM+P/U5LvphVBeN4pUJCcwYEHrRc9QodYz7eD/2thJC++ex3ZzIbXbHeKPSjar5CyicNpBFIScYdyoE1yoztzz2DDFJQ1CZzNydXsiRRg0fxXZmkv+54K/w+BE2f/Q2ElspYrEEg7aJic/OJ6Rbj3P3JtdR/0MWxgo1LjFyXCsesdrj3fwa9LoHRCLrQsOGfLQna5GGuuI5tQs27q2/X8bKSqpeeQXNnr3Yd+9GwNKl2EefC+ZMZgtnKpUcOgvNOFIsR20rwhTrjsXLDl+ziEe8PJnSxe+KmJifr8bGxhbyoMFgIDIykqSkJEJDQ/91duVGgGI0S6+vQVazGZnsd5TKU4AId/dE/P0m4OtrrZC5UroesIy/yqAzIWsuK8xvQFakxKi3Lox1GA1fBcmU1kxWdaOOb2cmUp+dRlpaGrfddhvdu3e/3pfXoQ61ksmk4lDaaCQSZxL7bkTSTlneX3VcdpyZ22YyOnQ0bw5+828N8L+drOCJtSeZ3q8zr99mzZT9XvA7L+9/mZkJM3m699Pt7lfQUMD0zdMJdwvn2zHftiof/KO2gfvPFJPk4cz3XcOxl1zdRvW/K7NFoEKhbRNI/ZXY5+Zg25KJav4X5edCgKt9CwjgYtIXFqLavh3V9hR0mZkA2MXEWDNVo0ZhGxFBVW42Wft3k3NoPzqV8iysYvBZWEXMNX1ZWyxmik4cJX3HVgpPHAUgvGcfuiffQmiPXoj/Bur/UjI16KnfVYLuaA2CRWBzoC2yWBMPa3/H/8xq0Cuh8wBrf1WXW1rw0jkaHYvyKtitUBHhYMfiyEBGerle8nOqLsjjz2+/oCo3G1t/DxqTfDjtUE5eQx7OBgcerJ7MEFVvZE4KTvevxj+0E8FHnXA7BXYhbnhO6YKNZ+sJpqY2mxP7pqJ3VeGT3oW4mT9g49F+dlEQBHbv3s2ePXsICQlhypQpLX0iFo2G8sceR3PgANX3P8dDtX44WQRWO39Ol4feBd+YVscym80tfcVz5szB17f9bMmxEgULfztDRqWSAeFeLJkYT5TfOe8vQRA4vbuCA7/kY2snYfiMGMK6+1z8D/cvpVSmcybjSbTaMsJCHyE09NHLbsq/HmNHriKX+fvnkyXPYmz4WF5KfAk3u7YlgIIg8PaRt1mVtYpAYQI52QOZMziMl8bEXnSsOFaiYOqXB+kf4UFdyClOiPuzMKCBybuyqP3wI9IfHs6bzvuZlB6Fg8zA+KdfIqrvADRmM/emF5HaoOa9Lp2YHnhu0eN8+IWjqzuaBgW3PPYMXQYMPne9RguK3/JpOirDLtQeT5u3kZRvh8iRMP4jcLPSRzXHZTRsKACxCI87onDs2rovTRAElJs2I3v9dcxqNd5z5+L1wFzE0rYBk9FsIb28kYOFdWyoaSDDTYwgFSMp1RCvEhgUau3hSgzzbOkH/LfSarUt5EGNRkNgYCBJSUnExsb+K/Jgs/7rUIzz1dRURLVsEzLZbzQ1FSES2eLlNQR/v/F4e49AIrlyfZYXhWX074/T4EFXDZZxvixmC/UVGqoLG1n00eMdAdbVUM3ZIKuqUcfX9/QmZ/9mysrKmDVrFkFB1wZj3KEOXY6ysl+msvIn+vT+CTe3HpfcvlHfyKTfJ2ErtuXHcT/iLL38JuL08gbu/Pwg3Tu5s2p2P6Q2YvIV+Uz/YzpxXnF8NeorbNqZ/DTqG5m+eToao4a149a2QhvvkauYkV5IVxcHfuwe0cYQ+FqOH83EvvOx5/k11vI+vek8Yp+L3Xklfc5nS/xc8HaW/q0ARxAEdJmZqFJSUKXswFBgLZlw6NEDl+RkXJJHIu3cmfqKMrL27SY7dTeNNefBKgYNJaTbtYNVNEstr+f0ru2c3rkdVX0tTh6edB0+iq7DR+HqffFSp78rU4OO2p2lGI7JEATYGGSLMbKeWQ0/4ZGz0bpR/K3WjFVw75b95EYT7xZVs7KyDmeJhGdC/bgvyBvpBSZJerOeXHkup4uOUvLHbqRZ9WilZo53aSA/WI2rvRtxHnGMUQ+mV3oIEpMI1xEhuNwUjKFcZS2RUuqtJVLDOiOStH4Oao7+SEblPASJhTDVNEKnLL3gs2I0Gvntt984c+YMPXr0YNy4cdic/RubFArKHnwQ3ZkMlA+9zP1l7iBYWOv0CfEPvAv+CW2Ot2PHDvbv33/BRcJalZ43t2Tz8/Fy/F3tmT8ulrFdA1pdn6ZRz5/fZVGaIadzvBfD74nBye3Sizn/VIJgobT0KwoK30Mq9SE+7n08PC6c6WtP12vuYbQYWZ6+nOXpy/Gw92DxwMVtDNTB2o+66MAiNuRvoKv93Rw4kcDN8X78b0pPHKQXXpz4Ia2Eeb+eYdZNdmyzr6OUcNZ2Cybis69RrF7NvheTWWbezbT0WKR1eiY+t4CwHr3Rmi3MOlPELrmKN6KDmRl0LvhpUjay8b3XqMjOxNnLG3V9HSNmP0yPUbe0OrfmcDWKjflInKV49cxBevR5ENvCmDeh+zQQiTDVaalfm42xXI1Toj9u48IR/+V+THI5sjfeRPn770gjIwh89VUcelz8/VWrM/LimRI2K9VIzQKS7AYsFU2IRRAf6NoCzegb6tkq4/pPZDQaSU9PJzU1FblcjoeHBwMHDqRHjx7/mjwINwYUo1mCIKBSZyCrtpII9QYZEokTPt7J+PtPwMNj4GXZwfwdtcAy9u9Hs2//NYVlNKujB+sqqkZlLResbNCxbFpXTmz7EUEQmDt3Ls5XACfcoQ79W8nlqZw4eQ+dO88hKvLSBEBBEHhq91PsKdvD97d8T4J328nYhVSj1DHhk1QkYhEbH03Cy9kOjVHD1E1TURlU/DT+J3wc265mmy1mHvnzEdKq0lhx8wp6+vZs+d3hBjVTThUS7ijl5x6RuLfTC3M1xo+/Evua8eftEfuiWkr6zmalfFxwc/znLxPBYkF78iSq7SmoUlIwVlSARIJj3764JI/EZeRIbP38UCvk5BzYS+a+XS2wis5duxM3eNg1h1U0X3fJ6ZOcStlCwbE0BIuFkG496T5yDOG9E694kGeS66jZWYLxRA0WATYG2eDaKY/JtT/gVH4I7Fyt5Un9HmjpBQEwWgRWVtbxblE1SpOZGYFePB8WgJf03PXpzXpy5DktJL/M+kyK6wvoUuhI1wI3xIKIxgQXfIb3JT6wG3FecfjqPWk4zzDY4/YobLzsUe4sRbWrDImHPZ5Tu2DXuXUfkiAI5P/0NKXuG7FR2pAQ9j5evcde8L7VajVr166lvLyckSNHkpSU1BLoGGUySmfPxlhaRtNji7k/z44mkYVVjp/QZ86bENh2gpqTk8OaNWvo3bs348e3tkwwmS18f6iE91Ny0RnN3D84nEeHReL0l5X0wpO17FqVjVFvJumOSBKGBF3VTKleX0Nm5rPIFan4+IwmNuZ1bG3/PhTles89Muszmbd/HvkN+dwWeRvP9X0OF6lLq23MFjPP7X2OlJIURvo8yoZ9wXQLduere/rg49J+ACsIAi/9cpq1R8p46pYCvjJ1QSdyYFdiX3jpRVTbt7PxlRH8qNrHXenxSOQ6bntxMZ0TuqG3WJhzppjt9UpeiQzkgU7nFkRMRiM7vvqUjN07cHL3QNOgYMCk6QyYNK3V39tQrrKi3FUGPEa64VT0PJQegOjRMP5DcPFHMFlQppSg2luOjbcDntNikAa2nTep9+yhavErmKqr8bj7bnyffALxJaBiJ5VNvJBbximVlu72diSqReQWKjhR2oDBbEEiFpEQ5Eb/cE8GhFsDrr8+05erZvJgamoqFRUVODo60q9fP/r27fuvyYNw40AxmiUIZhQNh5FVb6SmdismkxJbW0/8fMfi5z8eN9deV3xsuF6wjI4A6yqrVqVn2vJDVCi0vDshnBPbfiQwMJB77723A3rRoesqk0lN2uFbEIulJPbddFnGgeuy1/Fq2qs82+dZ7o2/97LPpTeZmfrlIbKrVPz80EDiAl0RBIEX9r7AtpJtLE9eTmJA+6vL7x97n2/OfMPCAQu5M/rOlp+fVjVx+4l8fKW2bOgVeUFK1L8ZP5TnEfsKzstInU/sk4hFhHg6nlfSZw2iInydcJRemaBBMBppOnIE5fbtqHbuxFxbh8jWFqeBA3EZlYzz8OHYeHhg0DaRd5YAWHr6VAusInbQUGKSri2sollNjQ2c2b2D9J1baZRV4+DiSsKwZLqOuBkP/8BLH+BvylSvRbazBNOJWszA5iARnXyPcEvlSqQNReDWGfo/BD3vBvvWwcyf9UoW5VeQ16RnsIczSyKDCLMXkavIbQmkMuozKGgowCxY6+zdpe4kKkMJPKoFpY7gXj0Zdc9DeARY702wCFbD4O3NhsGhOCUGYJbrqF+Xg7FMhWNvP9wnhLcp8TEp6klfMxlFTDEONV70Sv4Je6+QC967TCZj9erVaDQa7rjjDmJjY1t+ZygpoXTWbMwNDWgfWcLDmVAjsbDCYRk33f8KBPdpczyFQsEXX3yBh4cHs2bNarXynlZYz6KNGWRXqxgc5c3iCfFE+LSeABt0JlJ/yiMztQqfzi6MnBmHZ8DVXV2vq/uTzKwXMJubiI5aQGDglH88afovzD0MZgOfnfyMbzK+wdfRlyUDlzAgcECrbYxmI4/teowDFQe4K/xlvtnuhrezHd/c17dVieb50pvMTPniEHkyFfcM+4XPhXvxtjHzZ5++yB94AM3JE3z7Sn/+rDvMPeldQanjjnlLCeoSi8Fi4eHMEjbVNvJyeACPh5zzSBMEgaObfmXvD99g7+SMTq2ix81jGX7fA60gLGaNEfnabPR5DTj28cXD/09EuxeDjT3c8g50vRNEInT5CuTrcrE0GXEbE4ZzUmCbv6dZraH2/fdRrFmDbUAA/q+8gvPgQRf9XM2CwHeV9bxRWInOLPBIZ18eCPQms7yRg4X1HCqs52RZA0azgI1YRLdgN/qfzXD1CfG8aIawPbVHHuzVqxf9+/fH4wJlvn9XNwoUo1kWi576+r1UyzZSV7cTi0WPvX0wfn5WEqGzc/SlD/JPznuNYBkdAdY1UK1Kz/TlhyhTNDH/Ji/yU/+gb9++jB174VXIDnXoais7ZyEVFavp3Xsd7m69L7l9riKXaZum0TegL5+N+KzFW+dSEgSB59ans/5YOcvu6sWYrtYa6DXZa3g97XWe6PUE93e9v919txRt4fm9zzM5ejILBixo+XmeRsfEE3k4iMX81iuKYPsLvzwuZ/yoV+tbASas5X0qZEp9yzbNxL7I82h9kb7ObYh9V0oWvR5Naqo1U7VrF5bGRkSOjjjfdBMuySNxHjIEibMzZpOJ4lPHydq3i4JjhzEZ9NcVVgHWv3l51hlOpWwhL+0AFrOJ4LgEuo8cQ2TiQGyuQInMX2Wq01K1oxjhVB1GEaQEmIhxT2FwxQ9IdA0Q1AcGPgox40HSOpDJb9KxKK+SnXV1dBJXMtpZDvoiMuWZrYIpDzuPcyQ/rzj8VU6c+fFXKnIy8QkJY+g9c+ic0K3luK0Mg2M8cb81EomblKZjMho2FoBYjMftkTh2a5u5VR5L5fSRB9BFa/FW9yFh7PdILmKDkJuby/r167Gzs2PatGkEBp4LXnXZ2ZTePwfMZtRzl/DsGSNFNmY+tv+KcbNegJABbY5nNBpZsWIFCoWCBx54oGUSKFPqeOOPLDacrCTI3YEF4+K4Od6vzaS3uqiRHSsyaazT0mtUCInjw5DYXL3VdLNZT37Bm5SXf4ezcywJ8f/716jo/9Lc41TtKebvn0+xspgpXabwdO+nW5mra01aHkx5kPTadJ7o+hqfbJaiN5n54u7eDIxs31+rutEKvXBzMDGk+3csEz9DkquE1VFhlM+4B21lGR/Ni+dU7RnuPhWPoDEweeHr+IVHYrIIPJ5dyi8yBU+H+vFcaGtT6IJjh9n80TsgCBj1OroMGMyYR59GYnPuuy9YBGuWalcZtkHOeN3igM2ux6D8MMSMg3EfgLMvZo0RxfpcdFly7Lt44HFnNBLntt+FpuPHqZq/AENhIW4TJ+L74gsX7FFsVq3ByCv5layXKQixl/J6dPA5zy+DiWMlCg4WWAOu9PJGTBYBW4mIHp3crQFXuBe9Qjywt738d8BfyYMJCQkMHDjwinmm3khQjGaZTCpqa1Oolm1ELk8FLDg7x+DnNwE/33E4OFy91hpjVRWa1FTU+/ZfUVhGR4B1jVSr0nPXV4colTfxUDwostOYMGECvXr1ut6X1qH/g5IrDnLixN106jSL6Kh5l9xea9IyddNUlAYl68evx8vh8qluX+8vYummTJ4YEcVTydYVqdO1p7ln6z0MDBzIx8M/bjdYy6rP4p4t97T0ZtlKrC/mUq2eiSfyMQkCv/WMItzx4n0czeOHIAhUK3WtSvryZdZAStFkbNneUSpp1RfVHFBdjNh3pWRWa9Ds3YMyJQX1nr0ITU2IXV1xGTYMl1HJOCUlIba3RxAEKpthFQf3oVMpsXdxJeY6wSqapVWryNzzJ+k7tiCvLMfOyYn4ISPpNmI0XsHtY/f/rYy1TVSlFMPpegwi2OenoYfjL/So+hmRYIHY8TDgUejUOkOqNWk5VpPJsvzDHKk5ja2hGImpAkGw9sp52nsS6xVLnGcc8V7x1oDKyTqJVCvk7F/zHRl7d+Lg4sqgqTNIGJbcAuVoZRjsYDUMdujmjaA1ofglD+2ZeuzC3fCY3AUb99bPr2CxUPXde+TZfIHJXyDM9QHCE5+/4P0LgkBaWhrbtm3Dz8+P6dOn4+p6LjPXdPw4ZQ88iNjJCcVdi1iSqeOMnZml0lXMuO9BCB/S7nE3bdrE0aNHmTp1KjExMRjNFr5NLeZ/O3IxmgUeGBLOw0Mj26zkW8wWjm0t4cjmYpzcpSTPjCMw6upmTtWaPDIynkStzqZTp5lEhD93WbCeS+m/NvfQmrR8fOJjVmWuIsg5iKVJS+njfy7zqDKomL1tNoWNhSxJ/B8fbDJTVKfhzTu6Mal3+wsth4vkTF9+iDHx1dj5H2eV+H7mBnmywM2e4mlT0Zr1vP6EP5X1ZUw5Hg0GM5MXvYFP51DMgsAz2WWsrZbzaGdf5oW37rurLS22wi/k9VjMZkK69WTCMy8jtW8NN9Bm1iP/MQeRWITn5Cjs61fDn6+C1AnGvgcJtyMIAppDVTRsLkRsb4Pn5C7YR7d9rix6PXXLllH/1ddI3Nzwn/cyLmPGXHI8TFWoeDG3nLwmPWN93FgSGUTQXxbuNHoTR4rlZzNcck6XN2ARrItvPTu7t2S4enZ2v6xFt7+SByMiIkhKSiIsLOyKjd83EhSjWXpDHTU1f1BdvRGl8gQAbm598PefiK/PaKTSC1sY/FtdSVhGR4B1DVWn1nPX8jRK5BqmBCiwqS9g5syZBAdf+xXmDv3fldncRFraWBCJ6Je4+bJIPosPLOaXvF/4IvmLNuUpF9Pe3Fru++YwyXF+LLurN2KxiAZdA5M3TUaEiB/H/9guIUuukzN101QsgoW149bi7WBdgZXpjUw8kYfCaObXnpHEOV/42g0mC39m17DwsZkETJpPQY26xSMFwN3xfGKfSwtwIsDN/poGJyaFAvWu3ai2b0dz4MA549+RI3FJTsapXyKisxmf+ooysvfvJmv/OVhFRJ9+xA0edl1gFWCd4FflZXMqZQu5B/djMhoIiOpC9+RbiB4wCFvp1QEZGGuaqNhehDhDjkEEx3zq6GO7koi6XSB1hp4zoP+D4BGK1qQlR55DRn1GS6lfQWNhSzAltXGnh088PXysgVS8Vzx+jm2zMiaDgWObN5D2649WP6tbJtLvtsnYOZ4re2tlGNzLF7ex4UicbNHlN6D4MQezxojbqBCcBwe38voB67OQ/95cqhKPg9SWrgkf4x2cfMHPwGw2s2XLFo4ePUpMTAy333470vNoauo9eyh/4kls/f2pvHUen2RrSLM38YTtBp66d4qV4NaOTp06xa+//kpSUhLJyckcyK9j4cYM8mvUDI/xZeG4OEK925b6NdY2kbIiE1mRkuhEP26aGo3dv+g3vJQEQaCicg15ea8hkTgSF/s23t7tWzz8E/1X5x5Hq4+yIHUBFeoK7oq9iyd6PYG9jbXEW6FTcN/W+6jWVPPh0C/4eIuO1Px6Hh8eyVPJ0e2Obd8dLGbhbxk8M2QLh+2CSBGN4f0unbhD10jJ9LtQ+Tix8F5bDA1qbj3SGbEgYsriN/EMDMYiCLyYW853lfXMCfZmSWTr/rqmxgZ+e+91KnMyARF+EZHc/uLiNkbhpjot9asyMcqacB0ZgkvXJkQbHoLK4xB3K4x9H5y8MFZrqF+TjUnWhPPgINxuDkXUTmZUl5ND1bz56M6cwXnYMPwXLcT2Et5UBouFz8tq+aC4GpFIxLOh/swJ9rmggbhKZ7QGXGd9uDIqlQgC2NmI6R3i0RJwdQ92R3qR7G0zeTAtLQ21Wk1AQEALefBKtZLcSFCM86XVllIt+53q6o00NeUjEtng6TkYf78J+PiMRCK5ur3ErWAZ+1MxVVcDlwfL6AiwrrHq1Xru+iqNojoNY11KCbJRM3fuXFxc2q+T7lCHrrRycpdQXv4dvXqtwcO97yW331a8jWf3PMvshNk82fvJyz5PUZ2GiZ/sJ9DdgZ8fGoiTnQ0WwcIjO63Aiu/HfE+8d3yb/YwWI3O3z+V03WlWjl7Zso3caOK2E/mU6Qys7x5BL7cLvxQEQeD59en8dKwcx73/o+espWc9pFxagBNeTn+P2HclZaypQbVjB6qUFJoOHwGzGZvAAFyTk3EZNQqHHj0QnX2xNsMqsvbvRlaY3wKriB00lKjEAdccVtEsfVMTWft2kb5jC7WlxdjaOxA3eBjdRo7GNzT8qp3XKNNQvq0Ym0w5OjFke5XSX/gcH3U6uAbR1Hc2OaF9yVSXtQRThY2FWM4GUy52nuhsQmiQhBDhEcP82IHc5HtxrxpBEMg9lMreH1agrK0hsu8Ahtw9C3f/c6uYFp2Jxq3FaA5VIfGww+O2KOyjPRBMFhq3l6Ded7ZZf0oXpMFtx/umo0fJ+eFB5LcosBO86Zm0FienC5t3a7Va1q9fT0FBAUlJSYwYMaIVBrpx02YqX3wRu+hoCoc8zZoCDTsdjUyX/MlrM0Ygirml3ePW1NSwfPlyAgMDGTnhTt7clsvm9Co6ezqyaHwcI2L92uwjCALZB6vYty4PkVjEkOnRRPf990arF5PRqCAr+2Vqa7fj6TmYuNh3sLO7ssj3//Lco8nYxPvH3mddzjpCXUN5ddCrdPexEh5lGhn3br0XtVHNlyO/5ptdOn46Vs6tPQJ5a1K3NtmV5jLun4+VsnTkO3wjnkW2qDs/9oikV0kBJffNRJHQiZfHK3FV2zLqkDc2NlKmLH4Ldz9/BEFgYX4Fy8vruCfQizejg1sZ+pqMRnYs/4SMPTsRiUS4+wcyaf7SNsRQi8FMw6/5NJ2owT7GE89JEYhPfAq73gAHd2vJYOx4BKOZhs1FaA5VYRvkjOfULtj6tB0HBZMJ+XffU/vRR4hsbPB99lncJ995SbPyUq2e+XkVbK9XEuNkz1vRwfRzvzSYrFFr5HDRuYArq0oJgIOthD6h1oCrf7gX3YLdsG2nGqKZPHjgwAHq6+txd3dvIQ9K28HQ/xPdaFCMZgmCgFqdTbXsN2Sy39HrqxGLHfDxScbfbwKenoOuOImwvWswFBRYSwkvA5bREWBdB7UEWbVqhkvz6BPszL333tuC0e1Qh66WFA1HOH58KsHB99AletElt69QV3DnxjsJcw/j29HfYnuZA5hSZ+S2T1ORawxsfHQQnTytL78v07/k4xMfM3qHnHMAACAASURBVL/ffKbETGl33zfS3mB19mpeH/Q64yOs1DKVycydJwvI0mj5oVs4gzwuviDx2e583t6awxMjoti37MX/xPhhKC9vIf9pT560Gv+GhVmNf5OTsY+Pa5nktw+riCR20DC6DByMs8fVK5G4lGSF+ZzasYXs/Xsw6nX4hkbQPXkMMUk3XdVgz1itoXRbEbZZCvQSgTK3HLqaPqRcJCPTJ5xMvygyzCqKlMUtwZSXvVdLv5SXcxQblZ7sarShk4MdiyICGetz6X4EWWE+u1YupyI7A5/OoQy9dw6dE1qjyrWZ9TRsyMesMuCcFITrqBDEUgnGmibka7IxVmlw6ueP29i2uGnBYqHuyy8oqPwAzVAz7tJedO+/AhubCz/jcrmc1atXI5fLGTduXJtSc/nq1ciWvop9795k9HiIbSVqNjkZGCU+ymfTeyJJmNjucfV6PV9++SUarR677mP4cn8ZFkHg4aGRPDAkvN0+E53ayK4fsik8UUtQtDsj7ovDxfPqoY8BFIpDZGQ+g8FQT2TEc3TqNBPRZfaE/h3dCHOPg5UHWXhgITVNNdwXfx+P9HgEqURKmaqMe7fci4DAytEr2XhUz7vbc0kM8+TLGb3bGO3qjGYmf3GQ+sZinuz/Dkt5FZ1tZ7b2icHn8EHKH3mU6uEJvNS/mAijPwP22mPn6MSUxW/i6u2DIAi8VljFJ6U1TPX35L2YTkjO+24JgsDR339h7w/fIhKJcHB3Y/L819uUDreUAv5eiMTDDq+7YpFKSmDDQ1B1ygq/GPM2OHqizahD8XMegsmC+4QIHHu3zToDGEpLqVq4iKZDh3Ds0wf/pUuwC7vw4kWzttU18nJuORV6I1P9PZkfEYj33wAXKTQG0orkLcbHOTIVAE5SCX1CPVsyXAmBrq3Kzy0WCzk5OaSmplJeXo6joyOJiYkkJiZeEfJgs240KEazBMFCQ8NRZLKNyGq2YDI1YGvrga/vGPz8JuDu1vuqjAd/1aVgGY9mZXUEWNdDco2B6csPUVCjYqgkhwmJUW0QuB3q0JWU2awl7fBYBMFC/35/XDK1brQYuW/rfRQ2FPLT+J8Idrm8UlazRWDOd0fZm1vL97P7MSDC2q91qOoQD6Q8wJiwMbwx6I12X4S/5v3KwgMLmRE3g+f7WvtOtGYL004VcFSpYUVCGKO8L45b/uN0FQ//cJwJ3QP5cGoP7rjjjusyfjSvdqlSUlBuT0GflQWAXVysNVOVnIxd5Lkm/BZYxf7dFBxNs8IqfP2IHTyMmKQheAVdnR6my5FRpyP7wF5OpWxBVpiHjdSOmKSb6D5yDH4RUVc1E2io0lC6tRAht5osxzJOux1AJdlPthSKpLY0u4t5O3ifA1B4Wv/3dfRFZbbwQXE1X5XXIRWLeDLEjznBPq3MqNuTpkHBvjUrydhzts9qygwShie3Mj82qw00bCxAm16HjZ8jnpOikXZysU4S06po2FSE2E6Mxx3ROMS17Vs01ddTNv9pKhJS0ccKBPvPIDp2ASLRhcuCSkpKWLduHYIgMHnyZMLOmygKgkD9559T++FHOA4ZytHOMzhcpeFnZx29xLl8NzkE+x6T2j2uIAj8/PPPbE8vI8shgbJGA6Pi/FgwLq5lgeSvKs2sZ+fKLHRqI/0mhtNjZOfLMsT+p7JYjBQVfURxyTIcHUOJj/8fri6XbxXxd3WjzD1UBhXvHHmHX/N/JdI9klcHvUq8Vzz5inxmbpuJk60T347+lrQ8M8/9lE6whwPfzOxLiFfrKoCKBi3jP95Pv6D93BSawsu8RYCjF5t7RyPauJGqefMonDKABZEnSSSW+J1GnNzdmbzoTZw9PBEEgfeKZbxbXM3tfh58FNMZm788D/lH09j84VuYjUZs7R2YNG8pAVFd2tyTvkRJ/Q9ZCFoT7rdF4tTdE/Z/AHveAkcvK869yxhMjXoU63LQFzbi0M0bj9uiEDu0DYIEQaDxl1+QvfkWgl6P96OP4jXzvpby6wtJYzbzv2IZy8pqcJFImBcRyPQAz1YZustVvVpP2nkZrvwaNQAudjb0DbMi4fuHexEX6IpELEIQBEpLS0lNTSU3NxdbW1t69uzJgAEDrhh5EG5MKEazLBYD9fJ9yKo3Ulu3A4tFh71dIH5+4/Hzn4CzU5drdv2tYBmHDvFSUGBHgHW9pNAYmP5VGnkyJcMkOTww8Sb69GmLyu1Qh66E8vJep7Tsa3r2XIWnx6X7qD48/iFfnf6Kd4a8w+jQ0Zd9nje3ZPP5ngKW3prAjP5WpLRMI2Pypsl42HmweuzqVvSrZp2qPcXMrTPp7debZSOXYSO2wWCxMPN0MX/KlXwWF8Jtfhd/qZwqa2DyFweJD3Rl9Zz+2NtKrun4IQgCuoxMVNu3o0pJwVBUBIBDz55W499RyUjP67k8H1aRe3Af2rOwii4DBhM3+PrBKppVV1rMqR1bydz7JwZtE17BnemePIbYwcOwd7p6Xn5NxiZO5xwn9XAqJepccu1LqZBWI5z9KHzEdsR5dyUuoG9LUOXr2LrcyCwIrKmS82ZhFfVGE1P8PXkpPAA/u4tPqFr6rDb8hNlopNctE+h/+5RWfVaCINB0vIbGzYVY9GarOfCQYEQ2YsxqA4r1eeiy5dhFe+B5ZzQSl7arwZrDhyl5/Qlqp9Zi9hHTJfZVggInX/TaTp06xcaNG3F3d2f69Ol4eZ0L2gSLhZq33kK+8jscx4zjgNtt5Mi1/OikphOV/HibG26J0y947E27DvJ2SgGlFg/CvJ1YND6OoV3aN302Gcwc3FBA+p/lePg7kjw7Hp9OV7fMXast40zGUyiVJwgIuJPoqAXY2Fzd3pEbbe6xt3wviw8sRq6TM6fbHOZ2nUuuIpfZ22fj6+jLt6O/Jb8K5n5/FLFIxPJ7etM7pHU2/EBBHTO+PszTA75AcDTxhngJA9zdWNM9gsbly6n94APSHxzGax77GS0dQPCWelx9fJm86I2WvqqPS2S8VljFWB83lsWFtDHnri0p4uc3FqFRyJHY2HLr8wsI7d4W+GVWGahfnY2hqBGn/gG4jwtHVHvGms2SnYHu02H0Gwh2bqj2lKNMKUbiamf1kwttfyHOWFODbOmrqFJSsIuLJWDpUhzi25aq/1U5Gh0v5pZxsEFDb1dH3ooOJsHl32WTalV6a3arsJ5DBfUU1mkAcLW3ITHMmt3qH+5JrL8rdXW1HDhwgPT0dARBID4+nqSkpCtGHmzWjQjFaJbJpKGubsdZEuE+BMGMk1MU/n4T8PMbj4PDtVukFAThii/udgRYf1MKjYG7vjpEbrWS4dJ85s++nc6dO196xw516G+oofEYx45NIShoOjFdllxy+0NVh5i7fS63R93O4oGLL/s8v52s4Im1J7mrX2deu60rYM2E3b/tfrLkWawdu5Zw97b9OTVNNUzdNBWpRMrasWtxt3fHLAg8lFnCxpoG3ukSzIzA9lHDzapo0HLrp6nY2YjZ8EgS3s5WuMLVHj8EsxntiRPWTFVKCqbKKqvxb2JfXEeNwnn4CGz9Wk9UW2AVqXtolFW3wCpiBw0ltHuv6wKraJbJYCA3LZVTKVuozMlEYmtLdP9BdBs5mqAucVc84NMYNWTVZ1n7peSZZFSfoURTiiCyvko8TXZ01auIQ0J8+M3E9X0YH6+oix4zVaFiYX4FGWodiW5OLI0KovslJkOCIJCXlsqeVd+grJUR0ac/Q2bMauPVZZLrUPyahz6vAWmIKx53RGHraz22NkeO4qdcLDqT1bNnQGAbkIVgNlP3xReU7/gIxf1mbBxd6NbjS9zdL7y4ZrFY2LVrF/v27SM0NJTJkye3KhUSTCaq5i+gccMGHCdNY495OFU6I+scFDhYlPw8VoT/4PZ963RGM+9uOsk3aZWIRSKeSO7CnJvCL0hBqytXkbIiE3mlhq7Dghl4WwQ2f9MT6O+qunoj2TkLEIlExHR5DT+/a2NxciPOPRr1jbx5+E02FW4ixjOG1wa9hlKv5MEdDxLuFs7XN39NbaOIWd8eobJRxweTezC2W+tJ+tf7i3hnyzHeHPoK+0jkB5vHmBHoxVtRQdS8/gaKVavY9/xIPpbsZorDzThvLMQzKJjJC17H3tm68PJlWQ0L8ysZ5eXK8oRQ7P4SZGkaFPz61hJkhXmIRGLGPPo0sYOGtrkfwSzQuK0I9d4KpJ1d8LwrFhsnEex9B/a9B86+MOFjiEpGX6pEvjYHs0KH64jOuAzv3Ob71yzl9u1UL12KWa7Aa9ZMvB95pF1QQatrEQTWyxQszq9EYTQxO9ib58MCcLlCNh0ypa6lnPBgYT0l9U2AFcjU72yGq5uflNqCDI4dO4rBYCA8PJykpCTCw8Ov6Nh8o0IxmmUw1FNTs4Vq2UYaG48B4ObW6yz2fQxS6cXnE1dCHT1Y/wE1NBmY9uVBcqtVjHYp443H7mqF2e1Qh/6NzGYdh4+Mx2LR0y/xD2xsLp55qNfWM+n3SbhKXVk7bi0ONpemDAKklzdw5+cH6d7JnVWz+7VQk947+h7fZnzL2ze9zZiwMW32M5gNzNw2kzxFHqtuWUW0RzSCIPBMThmrq+QsjAjk4c7tr6Q3S603MWnZASoUWn55eGArc82rMX4IRiOatMOoUlKsxr91dYikUpySknBJTsZ52NA2/iuaBgXZqXvJ2r/rPwWraJa8soL0HVvI2LMTnVqFR0Ag3UaMJm7IiDbEr38qtUFNljyrBT6RWZ9JibIEAetrw0PwIFodTJg+iARjJf0Nu/DxCUc88DGIvw1sLt4XUKLVs6Sgks21jQTZ2bIgIpCJvu6X7rMqKmD3yuWUZ53Bu3MoQ++5n5CuPVptYzUMrkS5vRhEZw2D+wUgEosQjGYatxSjPlCJrb8jnlNjsPVvOwkx1dVR/tyz1NodQHmnGSfHKLr3+AoHhwuX3xoMBjZs2EBmZia9evVi7NixrchiFr2eiqefQb1zJ473PMBOeS/UCPzkUIPKaGb9SA2RI2e3e+ydWTIWbzxDmUJHlL2Kzx8YRURA+/19gkXg5M4yDv1WgL2jLcPvjSUk/vLtGv6JTCY1ObmLqa7+FTe3XsTHfXDRz+pK60aee+ws2cmSQ0tQGpQ80uMRItwjeHrX03Tz6cbnyZ+j1UuY+91RjpYoeGF0DA8OOTdBFwSBp9adJKNkN8/3+YSPzfdw2HYir0QGMjfIm4pnnkG1ZSsbXxnOKt1eHnCZhHH9CfzCIpg0f2nLWPZtRR0v5pYzzNOFFQlhOPylLNdkMLD1sw/IObgPgCEzZtNn3G3t3k/T6VoUP+UhkorxnBaDfYQ7VJ6AXx+C2iwrNfTm17DgRMOGfJpO1iINdcVzahds3NsPnMyNjcjeeYfG9T8jDQnBf+kSnBLbN7w/Xw1GE28UVvFdZT1+UlteiQpkgs+lx5m/q8oGbauAq1yhBcDTScqAEBe62NSiLc9G26TB39+fpKQk4uLirhh5EG5cKMb50mrLkck2US37DY0mF5FIgqdHEn5+E/DxSb7knOifqiPA+o+oocnA1M9Tya1RM8lfwWuPTMP2Kphxduj/nvLz36Kk9Et69FiJl+fF3e2bKX+Hqw6zZtwaoj0uz0m9RqljwiepSMQiNj6ahNfZ7NHOkp08uftJpnaZyrz+bf22BEFg8UErAv69Ie8xKnSU9Wf5lXxRXstTIX68EH7xEgiT2WLt+cqr49uZfRkc1ZokdqXGD4tOd9b4dzuqXbuxKJVW498hN+GanIzTTUOQOLeeVF8YVjGULgNvuq6wCgCzyUj+kUOk79hC6Zl0xBIJkX0H0D15DJ3iu/2rCcOlgilfR1/ivOKIlkTgmeNG1xIfXAQ73CQ/4y7egBB9E5KBj0LoYLjEdahNZj4skfFFWS0SkYjHQnx5qJNvmwndX6VpULB/7Xec2b0DB2cXkqbMoOuIUa36rMAK2JD/nIexTNViGNzsX2WoVCNfl2PFRicF4jY6DJFt2/NqDh2i/IVnkY+qo2mAEW/vkcTHvX/RMjeVSsWaNWuorKxk1KhRDBgwoNXfxKxWU/7wIzQdPoz9A8+woyQKwUHCr3ZlFOnsWD2oll7jHmhz3JJ6DUt+z2Rndg0+dmZ6iwpZMOdOgoLaN/NUyXXsXJlJRU4DYd29GXZ3DA7tlD1eSSmV6ZzJeBKttoyw0EcIDX0UsfjaZnZv9LmHXCfn1UOvklKSQlfvrowOG817R99jQMAAPhr+ERaLhOfWp/P7qUqmJXZiycSEFrqd1mDmjmUH6Oq+gpGd9rHAsogSSVdWdg1jpKsDZXPmojl2jG9f6ccWdRrPud1H3bo9BHWJ4/aXFmNrZw1qVlfV80x2GQPdnfmuaxhO7RAMD/26jgPrVgHQ65ZbGXrP7HbHHmNNE/XfZ2Kq0+I2Ogznm4IQmQ2w+w1I/RBcAmHixxAxHM1xGQ0bCkAswuOOSBy7XpgwqTl4kKqFizCWleE+eTK+zz2L5DLIzieUTbyQW0a6SstQDxdejw6+pC/jv1GZvKlVSWFlow4xFro7NhJvU42NQY2Tiys3DUqiZ8+eV4w82KwbFYpxvtTqHKplG5FVb0Snr0QstsfbewT+fhPw8roJsfjK3UdHgPUfUkOTgUmf7qGwXsfsGIGX7x3/n24u7NB/X42NJzl67E4CA+8kNub1S26/MmMl7x59l3n95jE1ZuplnUNnNDNt+SGyq1T8/NBA4gKt2dcyZRmTN00m1DWUlWNWIpW0HbjWZK/h9bTXmdN1Do/3ehyAd4uqebe4mvuDvVn6F0+V9rR4YwbfHijm1VsTuPtsz9f5+jfjh1mtRr17D6qUFNR79yJotYjd3M4a/47CaeCANmUlZpOJkvQTZO7b1RpWMWgoMYOGXldYRbMaa6pJ37mNM7tSaGpswNXHj24jbiZhWDJO7n+/eVplUJEtzyazPpOM+gyy6rMoVha3/N7P0e8cgOLsP2eZLYVbCnEtUWMSN+Ep/hF7aQqSnrcj6f8w+Fw6uLcIAuuq5bxRWEWNwcQkPw/mRQQQYHfxl6TJYODYH7+R9uuPmI1Geo4ZT//bp7TpKxOMFpS7SlHtbjYMDsehmw8ikaglo9W4tQixow2ed7ZvfCqYzdR9+hmy7z6j4TEJ+k5aQkMeIjz86YuSrqqrq1m9ejVarZY77riDmJiY1vcgl1M2Zy66nBxsH3qJHVmBOHrZsUWaz2GVG8v7VDB80kOt9tEazCzbnc/newuxFYsYFyZBWnyACeNuoW/f9i0b8o7K2LM6B7NZYPDkKGIHBlzV95IgWCgtXU5B4ftIpT7Ex39wWXYSV0P/P8w9BEFga/FWXkt7DZ1Jx9DgoWwr2UZySDJv3/Q2YiS8l5LDp7sKGBzlzWd39cLF3rq4WyZvYuKne3iy1xIcpA28Jl2GUuTJ772iiBFMlMy4h6byEj6eF8ch1WkWuj9I8eo/COnag1ufW4DN2Qn+z9VyHssqpY+bEz90C2+3pC73UCqbP3wbi8VMVL8kxj35fJuFDgCL3oRifR7a03U4xHvhcWc0YnsbKD9q7c2qy4XeM2HUUkwqG+rXZmMsV+OU6I/buLYUz5bjarXUfvQx8pUrsfH2xn/xIlyGD7/k52sWBL6tqOPNwir0FoFHQ3x5vLPfJSE6/1aCIFDaHHAV1HOwoA6pRkaCTTV+YjUWiRSfsDiShyTRJdj7in5nb2QoRrMEwUJj43GqZb9TU/MHRqMcGxs3fH1H4+83AXf3xH9NIuwIsP5jamwyMvF/KZQqzTw7wJ2HJw6+3pfUoRtUFouew0cmYjKp6N9v60WxzwAZ9Rnc/cfdDAkewgdDP7isQbLZP2X9sXKW3dWLMV2t2SadSceMLTOoVFfy0/ifCHQObLPvkeojzN0+l6SgJD4a/hFikZgvympYlF/JFH9PPojpdElSU7NB5uxBYSwYF9fuNn93/DApFKj//BPV9hSr8a/RiMTHG5eRI3FNTsaxb9825Klms92s/bvJOdAaVhE7aCiB0dcXVgFgMZspPH6EUzu2UHzqOCJEhPdOpPvI0YR079nuZKY9qQyqcz1TZ/umSpQlLb/3d/Jvofi1INIdzpWSNRU0ULQlH7dyLRaRCg/JT9g4pyHtfx+SvrPB6fLKztIa1CzIqyBdraW3qyNLI4Mu6o0GZ/usDh9g76oVNNac7bO6eyYeAW0zN/riRhQ/tzUMBjAr9ch/ykWf14B9nBcet0cicW4b1Blraqh89jkayw7R8IwdZicjsbFv4e8/4aLXmZOTw/r167G3t2f69OltGtmNVVWUzpqNsbIS4cFF7DrtjlcnJ/bZZLCp3pd34ku4c8bDre57W4aMpZsyqWjQMrFHINPjHNjyy1q6du3K7bff3ub51GtN7FubS05aNX5hroycGYe779UtY9Xra8jMfBa5IhVfnzHExLyGre2VKU/9J/r/ae5Rp63jlQOvsLt8N0HOQVSoK5gYMZElSUsQi8SsO1LKy7+eIcrXmRX39SXQ3Voavj+vjufWbmTRgDc4afDgO+fPcbCxY0vvaDwaFZRMm06TQcPrTwWQ31TKK64Pkf3Dr4T3TmTC0y8hsbF+ZzbWNPBwZjFdnR1Z0z0cd9u22cia4kLWLX4Bg1ZLQHQMkxe+gU07lTyCIKDeX0HjliJsvBzwujvW2hdk1MKu1+DAJ+DeCSZ+itBpEModJaj2nPWhmxaDNPDCJWHa06epmr8AfU4OLmNG4z9vHjbel+7XqdEbWVxQyS8yBaEOUl6PCma417Vr9RAEgaI6DYcK5Rw5k4u2PBN/QY5JEFMp8cMjLIF+sZ0ZEO51QSroP9GNDMVolsViRC7fj0z2O7V1KZjNTdjZ+ePnNw5/vwk4O/+z3uOOAOs/qAaNnnHvbqVSK2bp6BDuGtrtel9Sh25AFRS8S3HJMnp0X4GX15CLbqsxapj8+2QMFgPrx6/Hze7yJjVf7Svk1c1ZPDEiiqeSz2UcFh9YzM//j73zDIyqWrvwk0nvvXcSCCkkoZfQO9JBIBSRakE+GwoiHUHFq15UBEHAAoIgqPTeCaEmlJAQ0nvPJJOZTJ/z/YgEQqqFqyDPT+acOSfDzD577f2+ayXt5ss+X9Ldo3ut8/KkeYzbPw5rY2u2Dd6GpZEl23JLeDMxiyGO1nwV5FPL3vdhTicWMu3bK/Ru6cT659qhX8/xTRk/1AUFvwX/HqfySlXwr6G7e7Xzn2l4eJ3hlKW52SScP03C+dNVZhWGRlVmFd164RPWunpy8XdSUVLMrZNHuXXyCNLSEixs7WjVZwAhvfpj5dBwMKtEJakppkriyazIrH7d1dy1hpAKtAusIaYeRJYsJv3gXaxzVaBXhrX+LrQOqVj1eBFRqzFg0LTSmiyFivdSctlbWIarsSELm7kyytm2aX1W339NdnwcDp7e9Hx+Zq0+K3goMNjGGNtRzWvsTMnjihH/nISg1mE9pBnmHVzqvLY0KorcufOQeZdRNl2HgbE1oaFfYW0VVuvYewiCQHR0NEePHsXNzY3IyMha/bjK1DQyp09HJ5Uin76UqOsmeAbaEqt3lW9y3ZjbLJNZM1+qLqtMLZKydF88Z+8WEeBsybLhwQQ5GPLVV19hbm7OjBkzMDau+dnnJpVx/Jt4pGVK2g3ypt0zPoge8Yp8cfFJ4hPmodXKadFiEW6uY//2RYknbe4hCAJ7U/ay6vIq5Bo5GkHDhJYTeKfDO+jp6XEuqYhZW2MwNdJn85T2hLhXPQc2nE0h6tZ6JgfuZqusFaeslhFkYcrucH9EmRlkTJhIhZ0pi6cYUaaRsNR0Jje376JFp64MfvVtRL/1BB0pLmdmXDoB5ib8GOaHfR2ZUrIyMT8seJOK4iKsnV147sPPajh4PogytYySbXcQVFpsn22BWehv41nmRfh1FpSmQIcXoO9SFJkqSnfcRVeprjKgiXCr9/slqNWUbNpE8Zdr0TMzw/mdd7AeMbxJ38fz4greuZtNcqWSIY7WvNfcvdEd9UeBIAjEJGZw+nwUkpwUEHSka+2I07hgYu1AZz97Ov+Ww3VPTP8ZHndTjHtotZUUFZ+goGAfJSVnEAQNZmZ+uDgPxdl5GGZmtatk6uOpwPqHUiiuYNinRylUG/Hp6GBGtK/tvPaUp9SHRHKLq9dG4+IykqDAVY0eP//cfA6mHWTzgM20dW7bpGucvVvElG8u0y/ImXUT21bn3/ya/CuLohbVKPt7ELlGzvOHnierIottg7fha+3LrwViXo7PoKedJd+18q1l6/swifkVjF53AS87M356qTPmDayU1Td+qDIzq0wqjh5DfuMGAEZ+flj264tV//4YBwbW+UCVlYlJvHCW+HOnqx2w7plV+LfvjPFfGAT5RxF0OtJvxnLj2CFSr11GQMAnrA1hfQfRrE376gnPg5Qry2v1TGVVZFW//rCYCrIPws6k4R4yQRCQJovJ2hePVaGAHmKsDH5C7iPDoedsRH69Gu2vuodMq2VNRiHrsgoBmOXlxCteTpg30tAtKxMTtWMLt04d+63PahKteg+o8zOQJ/wWGCxRYdHFDav+PoiMq47TqbSU709FdjkfQ3cL7MYFVLsH1vibNRqK1qyheP16FONsEHcvwtIymNDQ9ZgYu9R7n1qtloMHD3Lt2jUCAwMZOXJkrR4K+e3bZM2YCSIRZROWcOWWPn5tHEnXi+LDFE+muOew5JUZ6IlEVKo0fHEymY3nUjEx0OeNfi2Y3NkbPQS+/fZb8vPzeeGFF3B0vC+ytRodV/anEXMkA0t7E/pNC8al2aPdQdJqlSSnfEh29vdYWAQRErwac3O/R3rNpvKkzj3yZfksjlpMdF40ABNaTmB+x/lA1dg69ZvLlMnVfDG+NX0CnREEgf/bHoOf4bsE2iXztTaSC4ZjGOZkw1dB3ihu3SLj+SmIg9x5d1gF+iIDFuhPJmbHToK69WLgrDeqF6hOlkiYFpeGj6kxs5h6KQAAIABJREFUP4X74WhUexFKo1Kxc/m75CXdwcTCkuc++hwr+7oXg7TlSkp+SECVWYFFV3esB/lUGS+oKuHEcri0Dmx9YcRatA7tEe+6iyKhFJMAW2zHtKhz5/keytRU8hYuQh4Tg3lEBC7LlmHkUXefYo3zdDrWZRayOqMAfT093vZxYYaHY6OLho8KiUTCpUuXuHzlCmqVCqWpA1cVTiTJzQA9vOzMqsVWZz97nK3+eFD4k2CKcQ+1WkxB4SEKCvZRVnYZACurcFych+LkNBhj44YXKJ8KrH8wadl5jFt3jmKtGWvGt+aZsMZ/2E95ik6n4sqVEajVZXTseBhDw4bLFPam7GXB+QXMCp/Fy2EvN3jsPdKKZQxfcx43G1N2v9ylWuAkliYy6eAkwhzDWN9vPfqi2g3N887N43DaYdb0WUN3j+4cKy5nalwa7azM2Rbmh1kjA3BRhZIRX0ah1urYMzsCV+uGV9/ujR+CIKBMSqoSVceOo7xzBwCToCAs+/fHsl9fjP3qntipFHKSL0cTf+5UtVmFk68fQd16/SPMKu4hKxMTd+oYN08cQVJUgJm1DSE9+9Kqz0BsnO9P7hsTU27mbrXElK1J03uzBEFAklhK3r6bWJQYIKIEM8NfkAab495rNnrOdZdz1oVOENhdIGZlSh75KjUjnWxY4OeGh0njfVYxh/Zy6ZcdaFQqWg8cSqfRkXXmd2mlKsr2pSK/UYSBsxm2o5tj7HX/d6PKrqD0x0Q0JXIse3hg1dcbPYPa31N1QQG5c95Cdv0KlfPdKXdNx8lpMEGBq9DXr/97KpfL2blzJ2lpaXTr1o1evXohetjW+vJlsl+ehcjamrzh73IrQY/gbm6UCKeZE+fJEId8Pn9jKnoiPQ7cymPlgQTyyhWMbuPBvEEBOFlWTZqOHDlCdHQ0o0ePplWrVtXvL86XcWxzPEWZFQRGuNJ1THOMTB5tiY9Uepfbt19HKkvE03Mq/n5vIxI9OpOA38uTPPcQBIGf7v7E+5feRyto6e/dn497fIyenh6FEgXTv7vK7dxylgwN5vkuPlSqNEzacIjJzd9BIig5Yr2KEwo/5vg487avK9Jz58h6eRb5PYOY3zkDVwtXXlMO59ruXYT2GUjfma9UL1idK61g8q003E0M+Sncr84dHkEQOPTlpyScO4W+oRGRy1bh4ld3PIOg0VF+MA3phVyMfK2wnxB4P3su/TzseQXEGdBpFkKvBchiyik7kIrIxAC7sXX3Tla/t06HePt2ij75FAFwev01bCdORK8JTn0ZciULknI4XiIhyNyED1t40MHm0eUHNoZCoeDatWtcvHiRiooKbOwd0XdtyU2ZJZfSxEgUGgB8Hczp1Ox+Dte9seP38iSYYtxDocj9zYlwH1JpPCDCzrYLzi5DcXIcUGcLxlOB9Q8n5lY8L267RQnmrJ3YloEhf22o3FOePFJTV5OW/gVhoV/j4NBwk256eTpj948l2D6Yjf031hJEdSFRqBn5ZRSlMhV7Z3etrueWqqREHoikUl3JzqE7cTCtXbf+Tdw3fHrtU15t/SozQ2dyQSxlws0UWpibsCvcH6tG8kQUai2RGy6SmF/Bzhc708qj8dX1kYMGsb5vv6rg3/R00NPDtE0bLPv1xbJvv3pXJO+ZVSScP03ylYtoVEqsHKvMKgK79sTe4+83q4CqiUjW7ZvcOHaI5CvR6LRaPINDCes3CP/2nZBqK2sIqfiSeLKl2dXnu1u43xdSdkEE2gf+LjH18L2UxxdQuPcGZuVm6FOEgckBKtt549XjRfQsnX/X+10rl7EwKYfYikrCLE1Z0dyD9k3os0q+HM2ZrZt+67PqSPeJ07Bzq/3/3FBgMFQ1c1cFmGagb2mI7diAKnvoOpCeO0fu3HmoDSupWGSHTD+DZr6v4+Mzu8HSopKSErZt24ZYLGbYsGGEh9cuW6w4eZKc19/A0NOTlN5vk5Skpe0gbxSaY8y44kpHqzI2vzWBTLGCpftuE5VcQpCrFcuHB9PO5774j4+PZ+fOnbRv357BgwdXfwa3z+US9VMS+kYiek1qiV/rhmMR/iyCIJCTu52kpBXo61sQFPQRDvY9H+k1/wj/hrlHZkUmkw5OQqwQ42/jz1d9v8LZ3JlKlYZXt1/neEIB0yJ8WTA4kGxxJfN+WMfMkHWckBiS4bWVE+UGrA3yZpSzLWW//kreO/NJHduRRc1v0so+hCniHsTs/YU2g4bR8/mZ1b+Fi2VSJt5MxdHIgF3h/vUumFz8ZQdRP25BTyRiyGtzadGpfifcythCxD8noWdigP3ElvfDhpVSOL4UrnwN9v4wYh1qw2BKtt+pcv/s6o71QJ86F03uoc7NJW/ZMmRnzmISForbihUYN284jw9+MxkpLmdhUg45SjUTXO1Y0MytzvLI/xUajYZbt25x4cIFioqKsLa2plOnzpi6+nM1S0J0SgmX00qpUFYJLj9H899KCh3o1Myu2iW4qTwJphgPIpUlUZC/l/yCfSgUWYhERjjY98HZZSj2dj3R1380GZxPBdYj4NDxUyw+UUgpFqyZcN9I4ClPeZiKiniuXB2Js/MQgoM+afBYlVbFpIOTyJXlsmvoLlzM6y9fuodWJzDjuyucSypmy/SOdPar6rcRBIE5Z+ZwMvMkmwZsqrPMMConilknZtHHqw+f9PiE2IpKxlxPwd3YiF9a+zf6wNHpBF79MZYDt/JYN7EtA0Mavt/K2FiKv/iCl6Ki+MTQCPMOHbDs3w/LPn0wcKx7a7/KrCKRhPOnappVdOpKYLde/wizinvIKyTcPnOCm8cPI87LwcTCEp/uERi08SKLwmoxlSPNqT6nhpj6TVDZmNQtGH4PgiAgvp6B+MBtjKVW6FOI1uIkiq7h+EdMAsPfV+Ofq1CxIjWPnwvEOBsZ8G4zN8a42DZqelKYnsrp774mK/4W9h5e9Hx+Jj6hres8tlZg8Cj/Gr0CmjIFpTsSUaVJMA11wHaEPyKzOhruNRqKPvuckq+/hi4eFD9fgUaQEhz0MU5OAxu83/T0dHbs2AFAZGQk3t616/vLfv2VvAULMQ4M4na72WSma4h41h9URxh/1o5mZgo2vTqCTVEZfBOVjpmRPm8PCGBCR+8afYklJSVs2LABe3t7pk2bhoGBAZUSFSe3JJBxqwTPIDv6TA7E3ObR7iCp1WISEuZTVHwMO7tuBAV9jPH/IPTzj/BvmXsoNUrG7h9LankqJvomLO68mCHNhqATYMWBeL6JSqdfkDOfRYZzOa2UE5fepLt7NN+XuyD2+ppbMjW7w/1pZ21OycaNFH78CTdf7MFKuwv09uzF0Iwgrh/eR8eRY+kaObn6utfKZYy/mYKVgT67w/3xNq37u3fnwlkOfv4fBEGg2/jn6TBiTL1/iypPRunWeDRiJdaDfbHo8kCvVeoZ2DMbJNnQeTZC1/mUHc1FdjGvquw3MgBDx/pLvAVBQLL/AAXvv49WKsXhhRewf/EFRE2wQ5dptHyaUcD6rEKsDPRZ2MyNSFe7Rse0R4lOpyMpKYmoqCgyMzMxNTWlffv2dOjQARNTM27nSqos4VNLuJJWikylBaCFs0V1SWFHX3tszZu+G/UkmGLcQxAEJJLrVbbvBQdQq0swMLDE0XEgLs5DmTHjk6cC65+OTqfj++07WXtbj2KhSmQ981RkPeUhdDo1V66OQqUqolPHwxgaNjxxXnV5FVsTtvJ5r8/p5dWrSdf48NAdvjqTwnsjQnjuAUv0rfFbWXVlFXPazmFKyJRa52VKMok8EImLuQtbB20lQ6nHyNhkrAz02dumOS7GjZtBfHI0kS9OJjN/UEte7NFwj0bFqVPkvPEmBs5OzFGr+fnnn9G3qf/zKM3NIeH8ae6cP01ZQd4DZhU98Qlr848wq4CqAT03MYEbxw9x89oZCs1kqP1skHuZkkURubLc6mMflZh6+H5Ko+OQHEvBUG6Pvl4+Epur6PXtSovWg6GRXrqHqdTqWJtZyJeZBeiAlzydeNXLqVZ2zsM82GdlYmFJxNhJhPapu89K0AlIL+QiOZJeKzC4+j5uFCL+JRl0YDPcD7M2TnXn8uTlkTPnLeQxMYhmdSQ39AqGhraEha7H0jK4wXuOjY1l37592NnZMWHCBOzsapeZln7/PQXvf4BJh47E+E+jIF9L78ktMZId4tljppgbiZg5oB1rTqdRJFUyrp0nbw8IqLXCrFar2bhxI+Xl5bz00kvY2NiQdrOYU1sSUMm1dB7lR2hPjxqfwaNALL7I7fg5qFQl+Pu9jafn1D9thfwo+TfNPeQaOVMPT+V2yW0Aenn2YnHnxTiYOvBNVBrv7Y8nxN2ajc+3Y9eVZKwrp2JiJOYAfYi3fA2pVsehdi3wMDak8MMPKf3ue86+3Zs1BmcZ0/xZOsXZcevEESLGPUenUeOqr3ujopLI6ymY6IvYFe6Hn1nd5Wh5yYnsWPoOWrWa4B59GPDy6/UudunkGkp3JqJIKMU03BHbUc3v27MrJHBsEVz7FhwCYOQ65GU+iHffRVDrsBnmh1k75wYX0jSlpRS8/wGS/fsx8vfDbcUKTOvYea6LBKmc+XezuVguo72VOasCPAiy+PMmE3+WrKwsoqKiuHPnDgYGBoSHh9OlS5fqcUmt1XErp5zolCrBdTVdjFxdJbhaulhWm2Z09LXHuo6FqId5Ukwx7qHTaRCLL5BfsJeioqNotTK+XBP2VGA9DiiVStZu2MSOfAeKdOZ8Pr4Ng0Ofiqyn3Cct7QtS01YT2modjo79Gzz2TNYZZp+cXaO5uTF+jc3h9R3XmdjRi5Uj7/duXC+8ztTDU+nu0Z3VvVbXejDJ1DImHphIsaKYHwf/iFrfkeGxSYjQY0+b+lctH2T3tWzm/HSDce08+XB0qwYffmW7dpG3ZCkmgYF4rv+KsTNn1jl+3DOrSDh/mvyUKrMKz5BQgrr1+seYVdyjQJzD4bM/cjHhFFl6RZRYq5Gaqqtf97DwqNUz1VQnyD+CoNNRcioK2dlC9JVOiPTyKXBOxHTwAFo2//2ZRYIg8GthGStScslRqhnqaMMiP1e8GvluaNRqYg7uaVKfFTQcGAxVDoJle1KojC3EyMsSu3EBGNjXPfmpOH2avHnvoFOrEN7vQq7RIaytWtOq1boGm591Oh0nT57k/Pnz+Pr6MnbsWExNa15DEASKv/iC4rXrMO3ZmwsOkUjKtQyYGYK55CCjDmipEFnj7eLAzZwKQj2sWT48hHDPugX0nj17iI2NZcKECfh6+xG1K4nb53Kx97Cg37Qg7Buwrf4r0OnUpKV9RnrGV5iZ+RAcvBory5BHes2/gn/b3EOqkjL9yHTuiu8CYGFkwYJOCxjoM5Bj8QW8uj0WO3MjNk9px3dnDtPT/l2uy0WoPRbynTQcN2Mj9rVpjoVIj9y33kZy8CB7lvTiB9U5Xg57Gd/zcuLPnaLHc9NpN2Rk9XXjpXLGXE9BpAc/hfvR0rzu31x5YQFb3nkVpUyGW0AQYxauqM7aepiq8t4sJEczMHAyw/65IAwdHnjf5BOw9/+gIh+6vo629RuU7kpDmVpetWM9sjki04Z3VCpOnyZ/2XI0+fnYPjcJp9deQ2TeuDgQBIGd+WKWpeRQrtEyw8ORt31csGhkIel/QXFxMRcuXODGjRvodDoCAwOJiIioFUKu0ui4mV1WlcGVWsK1DDFKjQ49PQhytare4Wrva4eVSf2C60kyxbiHVqugpPQML724/jEQWCOG8/Ove/7qt33sKCkpYc36jRxV+pOvNuWzyHCGhNbOF3rKvw+pNJHLV4bj5DiAkJDPGjy2QFbAs/uexdnMmR8G/4CxfuMC50ZWGWPXRxPmacPW6R0x+q1WvVRRyth9YzEUGbJj6A6sjGoaaugEHW+ceoMz2Wf4qt9XeNm2YVhsEpVaHb+0bk6AeePNs5fTSpm48SLtfez4dmqH6ms/jCAIlKxfT9HqzzDv2hWPz1YjMjevMUm6Z1aRcP40GbeuI+iqzCoCu/akZZfuWNg1LYPpUSJWiKvL+2IyL3O7KA6xSFr9urOBPaGurQlxalVtjf4oxdSDCGo1JYcPorisALUbenr5ZHjm4jB8GC3cff/Qe8ZKKlmclMMViYxWFqYsb+5O50YawQVBIPlKNGe2bqa8IJ9mbTvQY9L0OvusoKoJXnLyXmCwPjZD/TANc6wh1JUZEkp3JKIVK7Dq44VlLy/09GsLeUGtpnD1ako3bcYwpAWyt+0plp3BxWUkgS1XNmjSoFKp+OWXX0hISKBt27Y888wz6D+0yybodBSsWIl42zZMnhnOWcNnUCkFBr8ShkXZYcb8XEaK4IZOTx9rU0PmDmzJ2Hae9cYUxMbGsmfPHrp160Yr//Yc2xxPWWEl4X296DSsGfqGj3YCI5dnEnf7DSSS67i5jqV584UYGDweK9T/NoEFVePP1MNTyZHm4GbuRqoklQE+A1jQcQHZxSKmfXcFhUrLp+PCORf7H3q4/sLWEmMi2mxhSZY+PW2t+D7UFz21mqwXX0R2+QrfLu/EIeklFndYhMnhVO5ePE+faS8TPmBw9XXvyhSMuZ6MWhD4Kdyf4Hp2dRQyKVvnvUZ5UQFWjk5MWPFJg+HoirtiSn+8g6AVsBsbgGnwA2O8ohyOvAuxW8EpCGHYWiqSHJAcS0ffyhi7yID7fVz1oJXKKPr0U8TbtmHo5obL8uVYdI1o2met1vBBah5bcktwMTZkub87Qxz/GT1JFRUVXLp0iStXrqBUKvHx8SEiIgJ/f/8670+p0XI9s4zo34KPYzPLUGl1iPSglbs1nZrZ08nPnvY+dljUUwr4JJliwOPSg9WlOT9v+BBCRv/Vb/3YkZSUxLdbt3PBMJzMSgNWjwtnaNhTkfVvRqfTcPXaaBSKXDp1PIKRUf2OdlqdlpnHZhJXHMeOITvwtW58UlwoUTB0zXkMRCL2zo6oLj/S6rTMOjGLq/lX2frMVgLtA2udu+7GOtZeX8vc9nMZ6B/JyNhkCpRqdrX2J8yy8R2i9GIZI9dGYWtuxC8vR9RbeiBotRSsfB/xtm1YDx+G64oV1WHAo0aN4uNF80k4d5rkqxfRKP85ZhWlitJaBhR5srzq1y1lBjhKTQmyD6JH62foEtK3loj9XyBUllG671eUN43RaT3QiQpIalaB16hhNP+DojRfqWZlai4/5YtxMDTg3WaujHO1Q//39llNnoFPWJt6j68RGNzaCesh9wODAQStUCW+Tmaib2uC3bgAjL3r/ozVubnkvDkH+fXrmE8eQl6fO0hlCfj7z8PLc0aDEyOJRML27dvJy8tjwIABdOrUqdbxglpN7vx3kezfj8mzkzhZ2Q09AxFD/y8Mi5KjDNlRQorgBugxqZMXc/oFNNj/kJ+fz8aNG/Hw8CTYsTtXD6RjZm1En+cD8Wj56J0v8/P3cidxEXp6erQMWImz8+DGT/oH8W8UWACFlYVMPjQZqUrK4GaD2Xl3J1ZGVizpvIQAq85M/eYyqUUy3ujrj1H5LFwt09lY5kb/dltYnibmBQ9Hljd3RyuVkjF5MpUZaXyxIJiL0lt82vUTJLsukHrtMgNefp2Qnn2rr5tWqeTZ68nItDp+DPMj3KruZ4RGpWLH0nfIT7mLkakZ45Z+iJNP/VE2GrGCkh8SUGdLsezpiVV/75rlsHePwN5XQVYE3d9C6fMSpT+lNLrY8iCVMTHkLVyEKjUV6+HDcXpnHga2TTMLiimXMfduNnFSOb3sLHm/uQe+Zv8MN02lUsm1a9eIjo6moqICJycnIiIiCAkJqbU49CAKtZaYTDEXf9vhup5VhloroC/SI9SjSnB1bmZPOx9bzB7qv35STDEeD4HVPYSfe2dB8CgY/AmY/TMskf8uzp07x+Hjp7hq3oEksZbVka0Z9lRk/WtJT19HSurHhISswdlpUIPHrr+xnjXX1/BexHuM8B/R6Hsr1FrGf32RO3kV7H65C0Fu9yee666vY+2NtSztvJTRLWovfpzMPMlrp15jaLOhzO24nGdvpJBSqWB7mB+dmmBVW16pZuTaKMSVKn6ZFYGPQ92r3jqlkty351Jx9Ch206fhNGcOeiIRKoWchHOnmP3OAkb4u2NiYUlA524Edu2JW0DdGVePkhJ5SU0xVRpPviy/+nUPUzccZWYYpZZjUyyiuZU/HXsPJbBbz3qDNh81QkkapXv3oEpyQqvzRK1fyO1ACBo+iGZNEMh1IdfqWJ9VyOeZhWh0AjM9HXnd2xnLRspjKsvLOL9jC7dOHq3qsxozkdC+A+vsswLQKR8IDLY2xnakPyYBNZ8dmhJ5lZFFZgVmbZywGeaHqB5r8oqTJ8md/y5oNFiunE6KxXdotXJCgv/bqFtnbm4u27dvR6lUMnr0aAICAmrfr1xO9uuvIztzFqPJL3O8IAxTC0OGvRZORuIJnj8gowxLvO1M+XJi2+oQ2PpQKBRs2LABtQy89DpRmC7Fv50TPcYHYGL+aHsKNRopiXeXkp//C9bWbQkO+i+mpo9fzMi/VWABZFVkMeXQFHToWNp5KV/EfkGiOJGhzYYyK2wO839K5lxSMYNDLBjo+BJ5Wi2xRr2x91rIxpxiPmrhwWR3BzRFRaSPn0ClooKVb7qRUpnJV73Wkv7tPjJv3eCZ/5tDy4ge1dfNlCt59noKYrWGbWF+9bqG6rRa9v33A5KvXESkr8+Q1+fRvEOXev8eQa2jbF8Kssv5GPvbYBcZUDMDSy6GQ+/AzR/BpRW6QWspizai8noRRj5W2EUGYGDTcMWFTqmkeN06SjZuQt/aGpcF72I5aFCTnjUancC3ucV8mJqHWhD4Py9nZns5YfIPKZHTaDTExcURFRVFUVERVlZWdO7cmTZt2tQKKq8LuUrLtQwx0anFRKeUcDO7HI1OwFBfjzAPm2pb+LbetpgY3h/THydTDJ1WR25yOakxhaTdLGZP4uNicvF6Zzj9IZjZw7A10KLhHpMnGUEQ+Omnn7gZn8hNmwjiCuT8d1w4w8MfvwfYU/4cUlkSly8Pw9GhD61arWnw2NjCWKYensoAnwF82O3DRgd9QRB4e9dNdl3LZt3Emu6VF3Iu8NLxlxjqN5QVEStqvVdKWQoTDkzA19qXtf0283xcDtcrKvm+lS+97BvfgVFpdDy/+TJXM0r5YUYnOvjWvaiilUjIfmU2lVeu4PTOPOynTKn6d42aX1YtJ/PWDQ5kF7Phs//+T80qiuXFtXamCioLql/3tvImyC6IAJsWWOZpkEYnIL6Tgr6hIQGduxHWbxCuzf8+x0Ih4zJlBw6izGqORvCi0rCEW6EWtH+mK15NKOus8z0FgX1F5SxPySFboeYZB2sW+7vh04Q+q9hDe7n4849oVCrCBwyh8+jxmFjUL9Lld0op+yWpzsDge/dSea2Qsr0pINLDdqQ/ZmH1OEuqVBR+8iml332HcVAgRsufIan4E4yMnAkL3YCFRYsG7//OnTvs3r0bU1NTJkyYgItLbfdLrURC1suzkMfEoD/tTU5k+GHjZEb3mcGsPXyGHxIFQI+hIY58NqF9dah3fQiCwI4dO0mPLcVW3hKRSET38QG06NBw8/5fgURyk7jbryGXZ+PrMxsfn1cQif5ZE6Gm8m8WWFA1jk85PAVzQ3M29tvIrym/svHWRuxN7FnUeSmHL1vz45UsWrnIeCV4EYcr9GjVfB4ndT04LZawPdSP7naWqDIySB8/gQobYxZPNaJMU8HmPhu5vvY7chLjGfrmfJq371x93RyFijHXU8hXqdnaqhldbOv+rQuCwMlv13P98H4AIsY9R8eRYxv8jsuu5CPek4y+uRH2kwIx8nwov+jOAdj3epXg6jEPmflEyvamV40To/0xa9VwuCyAIjGRvAULUcTFYdG7Ny5LFmPo3LSIigKlmiXJOfxaWIavqREftPCgp93/vmqhPnQ6HcnJyURFRZGRkYGJiQnt27enY8eOWDQwJj+MTKnhaoa4uocrLqccrU7ASF9EuJdN9Q5Xay8bTAz1/7GmGFqNjuxEMakxhaTeKEYhVWNgKMIrxJ6vjyx5TATWzz9D3g345SUojIc2k2HA+2BcO9zr34BSqWTTpk2UlFdww6oLMdkSPh0bzojWT0XWvwWdTsO1mLHI5Zl06ngYowasjsuV5YzZNwYDkQE7h+zEwqjxgXDjuVRWHEjgtT7NeaPf/UlkviyfMfvG4GjmyA/P/ICpQc1a+XJlORMOTECmlvH9M9t5O6WSc+IKNgT7MMSpcRc7QRB4Z/ctdlzN4tOxYYxq41HnceqCQrJmzkSZlobbBx9gPeS3XB+djoNrPuFO1Bn6v/gqS9Z89UgnSffE1O2S29ViqrCysPp1HysfAu0DCbYPJsg+iJZ2LVEVlXHz+GHiz5xAIZNi6+ZBWN9BBPXojanF3zSm6bQIt/dRfvQMiuIOaAQPJEZl3GjnRPe+4bj/iZKVWxWVLErK4WK5jCBzE5Y3d6erbcN/pyAIJF+9yNktmykryKNZm/b0eG46dm51fx+g8cBgAF2lGvEvychvFWPka43duBb1rkyrsrPJeXMOips3sZkwHuk4QzJzNmJj05FWIWsaLMcVBIELFy5w7Ngx3N3diYyMxNKy9t+sKS4mc8ZMlCkp6KbO40ySK44+Vsi72PPf4/GUKXUIiJjSwZWlo+ovhXyQc6cvcPnXTEwUTrj6W9N3ShBWDo/WqUwQdGRkfk1q6qcYGTkSHPxfbG1+v+HJP4l/u8ACuF1ym+lHpuNk5sS3A78lT5rHgvMLSClPYZT/KGyVo1l9NAsvq0Jea/1fNol1LOi1lQVZJuQqVRxo04Lm5ibIb8WR8fzziFu68u4wKfr6BnzTayPn/vsFhekpDH97Eb7h9+M9CpRqnr2eTLZCxbetmtHDrv7x4vKeXZzb9i0AAV26M3DWGxgY1r+YpsquoGRrAtoKFTbD/DDv4FKL7ASBAAAgAElEQVRTlFWWwsG3IG43uIaj6fUlJcc0qLMqMG/vgvXQZvddCetB0Ggo/X4LRZ9/jp6BAU5vvYXN2DHoNdFZ9WxpBfPvZpMiVzLMyYZl/m51BjL/nWRnZxMVFUVCQgL6+vrVzoP29r+/bLxCoeZquri6h+t2bjk6AYwMRLT1sq3e4QrzsIY82d9qiqFRa8mKLyUltoj0m8UoKzUYmujj08oBv9aOeAXbY2is/5iUCD54kxolnHofLnwO1h4wYh341B889yRTWlrKhg0bMLGwJtowjCvpYj4ZG8bI1vVPQJ7y5JCRsYHklFUEB6/GxXlovccJgsCbp9/kdNZptjyzhRCHxt27zt4tYso3l+kf5MLaiW2qV8zVWjVTjkwhpSyFHwf/iI+1T43ztDotr5x8hUt5l/i6/2bWFtpwsLic1S09iXRt2qC7/kwKHxy6w//19mdO/9qlVADK1FQyZ8xAV1aOx5ovMO/SpfpvPf3d18Qc2kvXyMl0HDn2Lx3kGhJTeuhV7Uw94OQXaBdYLWY1ajXJly9w4/ghsuPjEOkb0LxjF8L6DsQjqGFnxEeKsgLh2lYkp68hr+iHRnCjxKSCW5086NejJc6mf/yhXqhU80FaHj/mlWJrqM87vq5MdLNvtM+qKCONU999Tdbtm1V9Vs9Nxye8drbaPQRBoDK2kPL9vwUG9/LEsqdnreBQRUoZ4p2JaCvUWPX3xrJ7/dbkkmPHyHt3AQgCTisWkul2kOLi47i5RRLQYgkiUf2fi0aj4cCBA8TGxhIcHMyIESMwrGPCp8rOIXP6NDSFRcgnL+BCoi1Cc0uOGim5mVOOj14+6YILo0Id+DiyQ6M7VwDXztwhakca+oIRnYb70bq/d5PO+zMolQXcjn8LsfgCTo6DaNlyJYaG/xvjlUfJU4FVxdX8q7x0/CWaWTdj04BNGOkb8eX1L/nu9nc4mznzjMvrrD0E1kZFTG61gf0aEz4dsINxt/KxMBBxsG0L7AwNkJ6PIuull8jv3pL5EVm4WriyvtuXHF71IeKcbEa+sxSvkNDq6xap1Iy7nkKKXMnGYB/6OdT/nbp95gSH160GQcDFrzkj5y3BzLr+BT2tTE3pjkSUd8WYtXXGdoQfeoYPiabbv8KBN6vGyB4LkEiHUnEuFwMHU+zGt8SoCe6bqsxM8hYvofLiRczat8dl+TKMfZtmCKTUVcVWfJZRgIGeHnN9XZjm7ojBI/49/16Ki4uJjo7m+vXraLXaaudBD48/Phctl6u5klZaLbgS8iUIApgYimjnbUenZnZ0cLXGL0+B6nL+IzfFUCu1ZMSVkBpbSPqtEtRKLcZmBviGOtCsjROegbYYPPT9efwE1j0yL1btZonTodMs6LPod4dZPgkkJyfzww8/4BcQyAGJFxfTSvhkTP2r/k95MpDJUrl8ZTD2dj1o1Wpdg5PznYk7ee/ie/VmVD1MWrGM4WvO42Zjyu6Xu2D+QJ3zveysj3t8zACfAbXO/e+1/7I5bjMLOi7ivK4juwrErGjuzgyPxssqAA7H5fPyD9cY3MqVzyNb1zkxlF+/TtaLL4GBAZ4b1mMafD9v6NKvP3F++3e0GTSMns/PRE9P7w8PckWVRbXK/Arl98WUj7VPdb5UkH0QgfaBmBvWLlUoK8jn5onDxJ06hlxSjrWTM6F9BxHSs2+DE4BHTlkWwsUNSC+mIVUOQyu4km9WyZ3O3gzo5odjA9a6jaHU6diQVcRnGQUodDqmezjyprcz1oYNl4pVlpcRtWMrt04exdjcnC5jJxLWd1C9fVbwW2Dwr8ko74ox8rLEdnTzWiUjgkZH+bEMpGezMbA3xS4yACOPulfEdSoVhR/9B/HWrZiEhGD/0dskFC1FVplM8+YL8XB/rsHfW2VlJTt37iQ9PZ3u3bvTs2dPRHWsWiuTk8mcNh2dQoE4ciHnksy46WnA+QopDqZ6DFcfYbO6L938bNk4rQuGjazMatU6zu26w+0z+QhGCobPbo9ni6b97v4MRcUnSEiYh1arIKDFYlxdxzw2TeiN8VRg3edc9jlePfUqoQ6hfNXvK0wNTLleeJ2FUQvJkGTQ220kJ6NaI2hVdG3xLQZu/jzf9gOevZFCa0szdob7YSQSUb5vH7lvzyVldHsWt4yjlUMrVnf8iD0rlyEpKmT0gvdwD7hvmFSq1hB5I4UEqYL1wd4841j/mJkac4U9n6xEp9FiYWfHqHeW4uhdv5gRdAKSE5lUnMjE0M0c+0lBGNg9tJstLaoSWQl7wb0ditarKT1Sia5SjfUgXywi3JpUbl++ezcFqz5CUCpxmD0b+6lTqo2YGiNDrmT+3WxOllYQbGHCqhaetKunN+3vpKKigsuXL3PlyhUUCgXe3t5ERETQvHnzPz0mlFWquJRWWp3DdSe/AgAzI33aedvSzsKUVsVqfLNkGIhEf4kphkquIf1WMSkxRWTeLkGj1mFqaYhvmCN+bRxxD7BFv4Fx+fEVWABKKRxfAlc2gkMLGPkVuNe/yvmkEhUVxbFjx+jaszebk4yITi3h42fDGN32qch6EhEELddiIpHJUujU8UiDmTtJ4iTGHxhPO+d2rO27FlEjoZ4ShZqRX0YhrlSz55UIPO3uGxkcST/CW2feYlLgJOZ1mFfr3ENph5h7di7PNh+D3GEa3+YUM8/XhTd8avec1MWt7HLGrL9AoKsV22d2qtHoeo+K06fJef0NDJyd8Pr6a4y8vO6ff+ooR7/6nJYRPXhm9pzqUoymDHKFlYW1xFSRvAi4L6bulfjdK/OrS0zdQ6vRkBpzmRvHDpFxMxY9kQi/th0J6zsQ79DWTS4TeSTkxCBErUN2S0KFZgxawZlMCxVpEd4MivDGzuiPCytBEDhUXM6y5FwyFCr621uxxN+t3vDQe2jUamIP7+Pi7h/RqJSE9x9M52cnNNhnVR0YfDQd0MN6oA/mnVxr7UipCysp3ZGIOkeKeQcXrIfUX96jysoi5/U3UNy+je3k5zCa2YO4O68jCBpCQr7A3q7haoni4mK2bdtGeXk5w4cPJzQ0tM7j5DdvkjXzBTAyImfofH7I1ifaUotCEJgaakr3ux8ws3IWLV2t2fZStxqLHHVRkiPl6KbblObKUJjnMfa1nnh6Pdpyca1WQXLyh2TnbMHCIoiQ4NWYmzccAP648VRg1eRI+hHmnp1LZ9fOfN77c4z0jZBr5Hwe8zlbE7biauZBSVo/ysV+eHv/yJTuz2BuP4RZ8RlEutjx35ae6OnpUbL5Gwo/+oibM7ux0uEivb16szx0AbveW4CsrIyxi9/HuZl/9XXL1Rom3EzlekUlXwZ6M8K5fne+nDvx7P5gMRqlEn0jI4a8Nhe/th0b/LvkCSWU7rgLemAXGYDpQ2Y4CEJVueDBt0BVibbrUsQZ3VHcEWMSYIvtsy3Qt2x8x0RdWEjBeyuoOHYM46BA3FaswCQoqNHzqm5B4GBxOYuScshVqpnkas+7fq7YNbJo9XegVCqJiYkhOjoaiUSCk5MTXbp0ISQkBAODv+Z+S6RKLj+ww5VUWBVlYm6kT2tzE8IqdLTWiAh0ssC6i1uTTTEUMjVpN4pJiS0kK6EUnUbAzNoIv9ZO+LV2xNXfGlETyxAfb4F1j+QTsGc2SAug2xzoMRf0/zfN7P8EBEFg9+7dxMXFMWpsJB9dKCcqpZj/PBvGs09F1hNHZuZmkpJXEhT0Ca4u9TsByjVyxu8fT5myjF3DduFgWn+PFoBWJzDjuyucSypm64yOdGp2v6QvrTyNyP2R+Nv68+2AbzF86PeVUJLA5EOTCbIPwr/5Sr7MKmaWpxOL/FybtHqUVy5n+JooDPVF/PpKBI6Wtft9ynbvJm/xEkxatsRzw3oMHqjzTr56ib0fr8Q7NJwRcxfVMLN4cPwQBOG+mCq9L6aK5cVAlZjytfatUebXmJh6EElxIbdOHuXWyaPIxKVY2DsQ2nsAIb37YWnX8Of/SNFpIfEQQtRXyNLNkWjHoRMcSbXSkRfhwcAu3o3uLjVGvFTOoqQcosqkBJibsNzfvcG+Caj6/0i5eokzWzZV91l1nzQNe/eGrfPV+TLEu5NQZVVgEmCLzUj/Wn1UgiAgu5RP+YFU9AxF2I5uUTMD5yEkh4+Qt3AhiES4vb+SiqBS7iQuxtTUg7DQrzEza7isJy0tjR07diASiYiMjMTrAfH/ILILF8ia/X8Y2NlxutvrbKjQo9BAoHMze5Z1MYQ9sxgjfQs7G1t2vdKtOhahLgSdwM1T2UT/kgL6OkpN4xgwJoK2bR/tQqNUepe4268hk93F03Ma/n5vNZj/9bjyVGDV5pekX1h8YTH9vPvxUfePMPjNwORK/hUWRS0iV5qLiTSMwuzRWDqeZPtzL3BQas+n6QUs8nPjFS8nAApWfUTpN99wdk4v1hidY0yLMbzu/xI7lr2DSi5n7JIPcPTyqb6uVKNl0s1ULpfLWB3oxViX+vsfizPT+WnFQuQVEgRBoPuEKbQbOqrBZ5GmRE7J1gTU+bIqa/beXrXLhysKYP8bkHgAwaMTMu//UHZGgsjEALuxAZi0aJotu+TIUfJXvIe2VIz9tKk4vPIKIpOmmQfJNFo+Ts9nQ3YR1gb6LPJzY5yLHaJ/4K6xVqutdh4sLCzEysqKTp060bZt2yY5D/4eiiqUXEorqTbNSC2SAWChp0eYoE8bfUO6BDvRprcPxi41F+4qJSpSrxeRGltITmIZOp2ApZ0Jzdo44tfaCRdfq3pLyRviyRBYAPIyODTvN4vNUBi5HpybtjLwJKBSqdi8eTNisZjJU2fwzoFUzicXs2p0KGPb/X05P0/5a6msTOfS5cHY2XYhNHRDgw+MZdHL2HV3F+v7raeLW/32tff48NAdvjqTwooRIUzq5F3973KNnAkHJlAsL+anoT/hYl5zR6pUUUrk/ki0gpZ+rb9mdZaEyW72rGrh0SRxJVNqeParaLJKK9n9chcCXGpOymsECEdE4PH5Z4jM7wue7IQ4dq9cjIO3D2MWrcTI5H6psEanYdCwQQx/b3i1mCpRlAAg0hPha1VbTJkZ/j77cZ1OS/r1GG4cP0RazFUEBHzD2xLWbxC+4e0aLG975KhkEPsDuugNVBY3p0w7DgR7Em30KO3qzqCOnlj8SWFVrNKwKi2PH3JLsDbQ521fFya7OTTaJ1CUkcbp7zeSGXcDO3dPek2e0WCfFfwWGHwqi4rTWYhM6g4MhiqzC/HuJBQJpRg3t8FuTEC9Nfk6pZLCVasQb9uOSVgobh9/RIZiC1lZ32Bn142Q4M8a7SeKiYlh//792NvbM2HCBGzryb+RHD1K7py30PP05sOQaZwSGWFvbMiy0SEMdhKT980kRle8hcbUgZ9f6VZjB/lhZGVKTnwXT1aCGEc/UxIkJwltE8SIESMeWYmeIAjk5GwjKXkl+voWBAf9B3v7Ho2f+JjyVGDVzZb4LXx05SOG+w1necTy6sqISnUln1z9hJ13d2KktUSc+Rzm5hJOv/Ii76aVsbewjM0hPgxytEHQ6cid9w6SffvYs7gnP6jPMyt8FuNdRrJjyVx0Oh3jln5Yw9RGptUy5VYa58VS/hPgySS3+hdMygsL2LVyAeWFhQg6HcE9+tJ35isNml/oVFrKfkmmMrYQkwBb7MYFIHo4e1EQ4OZOOPQ2aFSo239Aye1QNIWVWHR1x3qgT63ez7rQlpdT8NFHlO/+GSNvb1zeW455hw6NnnePBKmceXezuVwuo4O1OataeBBYTzjz340gCNXOg+np6dXOgx06dKjT+OevoECi4OJvu1vRd4vIKFcAYAm0NTOlk68dzSzMkKVKyUsuQxDA2sm0aqeqjSOOXpZ/ehx9cgTWPeL3Vq0wKCXQeyF0ng2iv3GC8z9ELBazYcMGzM3NeW7KNGbvuFUlskaFMrb9U5H1uCMIOmJiJiCVJdKp42GMjeu3fb1XzjctZBpvtH2j0ff+NTaH13dcZ2JHL1aObPXANQUWRi1kX8o+1vVdR4R7zYR6tU7Ni8de5EbhDUZ3+IbPc3WMcrbli0CvRo0MoGrX7IXvr3IqsZDNU9rTM8Cp5t/8QICw1dChuK1cgZ7R/YlyUWY6O5bMw8zGlshlqzCzuj8RPph6kGXRyyjfUI7xdGOaWTerIaYCbAN+t5h6EKm4lLhTx7h54jAVxUWYWdvQqvcAWvXuj7VT0yx5HxmSXLi8Ad2VrVTKOlKqG49IZ028rT6ybm4M6OCJWSO5U42h0unYlF3Mp+n5VOp0THV3YI6PC7aN9VlJyonasYVbJ37rsxozgdC+g9BvpHREmSFBvPsumsK6A4PvoUgspfSnu+jkmqoeiS5u9a4+qtLTyX7zTZTxCdhNnYrt/03j9t23KC09h6fHFPz95zdoMa7T6Th+/DgXLlzAz8+PMWPGYFLPSnTZrl3kLV5CuXcLXgmciNjQlDEtXVg8IQxzSSplm59ljOQ18vXd2PFSRI3MuYdJiSnk1A930Kp0tBniwcnY3VhaWTJjxgyMjB6N05haLSYhYT5Fxcewt+tOYNB/MG7AufRJ4KnAqp97OYgTAycyr/28GpPRC7kXePfMHEqUUpQlPbHQtubQKxOYkpDJHZmCvW38aWVphqBSkfXyLKQXL/Ltso4ckl1mSecl9DLvyM5l8xHp6zNu6SpsnO8v6sm1OqbHpXGytIKVzd2Z3kB/b2V5GbveX0xRRhoIAu4tgxg2Z0GN58TDVO1851G2LxV9a2PsJwZi5F5HqbIkD/a9CklHETx7UGaxFFmsDEM3c+zGt8TQsWnPFll0NHmLl6DOysJm3Dic3pqDfhNFh04Q2JFfynspuZRrtLzg4chbPi6Y/8mx/VGSnZ3NhQsXiI+Pr3Ye7Ny5Mw4Oj3YsySuXc/ZyDnfO5yIUq3DUVongUn0dahcTfNs60aWNCy2c/7ywuseTJ7Cgqilx/+twZz94dYYRa8Gu/pTvJ4nU1FS2bNlCQEAAw0aO5qUfYjl7t4hVo1sxrn3dJStPeTzIyvqOu0nLCQxchZvrs/UelyPNYczeMfha+/LtoG8xFDVcLnsjq4yx66MJ97Rhy/SOGD2w+rb77m6WRi/l5bCXmRU+q9a5H1z6gG13tjGs9Wo2ldjT396KTSG+GDZxO/29/fFsOp/Ge8ODea6zT43XdEoluXPnUXHkCHbTpuH01pwavUvlhQVsX/w2enp6jF/+H6wc74uzs9lnee3ka4Q7hZO/Np/du3f/KTF1D0GnIzPuJjeOHyTl6iV0Wi1ercIJ6zsQv3adGhUJj5y8GxC9Ft2tvcg0/SjRjcdAa8FtewOU3dzo394Dkz+5oyYIAsdKJCxNziVVrqSXnSXL/N1p0Ug+llajJvbQPqJ3/4haqSB8QFWfVWO29E0JDIaqINHyQ2lIL+Ri4GyGXWRLjFzrL+0sP3CA/MVLwMAAtw8+QL+TDzduvoBcnklAi2W4u0c2eF9KpZKff/6ZxMRE2rdvz8CBA9Gv57Mt2bSJwv98TLxHEO+GT8QNM5aPCqFbFw8oSUHxzXAmlb3ITcGP76Z1pLNf3SvzKoWGczvucic6HydvS3pNDuDXQzspLCzkhRdeeGSTlFJxNPG356BSl+LvNxdPzynoNdLP+STwVGDVjyAIfHTlI7YmbOXF0BeZ3Xp2jdclynLeOjSE6PIytApnzCqeZePkCUxPzkIHHGrbAhdjQ7RSGZnPP48sLZnPFwZzSRrH6p6rCRF82Ln8XYxMzRi39EOsHO4LKaVOx4u30zlcLGGJnxsvezlRH8rKSvZ+soLMuJuI9PWxsHNg5NxFODxQfljneZkSSrcmoK3UYDvSH/O2dSyaCQJc/wEOzwedFnnIp4iveyNodNgM88OsXdNy53RyOUWff0Hpd99h4OCAy9IlWPZuOLz8QUrVGt5PyWNrXgluxoYs93dnsOMfN3f4X1BSUkJ0dDSxsbFotVpatmxJ165d/5TzYF2UFVSSHFNIamwRRZlVxhgOnhbYOpmQWSrlmlhKDBoKqJIu9hZG1RlcnZrZ4+do/oc/xydTYEHVF//Gj3BoblX/Qf/3oN00+Ad/4f4qLl68yOHDh+nZsyedIrrx4pZrnLlbxAejWjG+w1OR9Tgil2dy8dIz2Np2ICx0U70/eLVOzdTDU0kpS+GnoT/hYdnwYFUoUTB0zXkMRCL2zo6o0e+RUJLApIOTaOvclnV916H/0E7wvVr8zi3e5ICyNZ2tLdga2qzJyfNbL2aw8Nc4pnTxYemw4BqvaSsqqgKEL1/Gad487KdOqfF6paScHxfPpVJSRuTSVTUeljEFMbx47EWa2TRjU/9NTI6c/KcHuUpJObdPH+fmicOU5edhYmlFSM++hPYZgK3r35w9p9NB0lGIXoMu7TIVDKdEMwYjrSlxDgZoe7jTv61nk0VvQ/w/e+cZHlW5teF7ZlInvfdeSCWFFkCK1FCUcgSRIipFiiIeEDsgIvZyVFSqdJQO0pt0EkogQAhJSO89kzZ99vdjpETS8OCRT7n/6MWevadkZu13vWut57lRJ2deWgHHK2sIkBoz39+N3i0YRwuCQPrFcxxfu5yqokJ8otrTY+wE7NxbrqrrDYNvoq1WYt7ZFcv+DQ2Db6EuqqN84w00xfWYd3HFaoD3vZLLv6FTKCj+8COqfv4Z08hI3L74nBqTTK5eexmRSEx42GJsbJofipfJZGzcuJHi4mJiY2Pp1KnxxwuCQNZHn6JY/SPH3SJZGv0MvXRmzJrWDhc/a6jKQbNyMFMqn+GIui2Lx0Qz8C5D77spTJdx+MckasoVRMd60WGwDwcPHiA+Pp4RI0YQGhra6Hn/DTqdmszM/5CV/QNSqQ9hoV9hYfHgn+dh5VGC1TyCIDDvzDy239zO7PazGR86vsFxhaKQJUf7s7ZUjEIQkMh68+7A2cwpLMNfasyOqACkEjGa8nKynhlNfV0VH/zbjXR5Dsv6LcO11oJNC97CzNqakfM+wtzmzsaKWicwPTmbXSVVvOHjzMxmxJQ0ajV7v/mUtPgzGBqbgEjEoBmv4deu+ZY8ba2Kig03UGbIMItxwXqwb+Ptf7I82PUypB9F6z6ICtVMlDlKTNvaYzMsALFp6zbe5FevUvj2OyhTU7EYEIvz229jcB+bJhdldcxJzSWpVkEvWws+DHTHqwUj97+a2tpazp07x7lz5xooD/r7+zeqvtoSgiBQUVBHekIJ6ZdKqSjQz2I5+VjiF+WIb5QDVg53jRGUyak5W0Da+UISVEoum8AltBQr1AA4Whjf9uCK8bXD207a6oTr75tg3UKWBzunQ8Yx8OsNQ74FS9cH+voeNgRBYMeOHSQmJjJq1Ci8/QKYsu4ix1JKWTQsnNGdHiVZ/58QBB0Jl8ZSU5NETKd9mJg0/f39OuFrll1dxqfdPyXWJ7bZ6yrUWkYtjSO1uIatU7sQ7HJnoVytqubpX55GpVOx+YnN2Jo0rBhcKb3Cc/ufw8N5CJcMhxJmYcrmCL9WtyacSC3l+VXn6RHowLJn2yO5a/GvLi4hd/JklBkZuC5ahNUTgxucq5LXs2nB25TnZvPUOwtxC7oza5lSkcLz+5/HztSO1QNWY2ti+4fjhyAI5N9IIvHQPtLiT6PVaHALCiWi7wACOnbB4E9qxWo1qnpI3Ahx36Ery6VSMopK1ZOYaIy56mCIuIcbvaPdH4hnSoVaw6eZRawpKMNcImG2tzPPudm3mLSV5mRxbPUy/ZyVqzs9x09qYCbaFNpaFVW7M5BfbtowGO4oCcr2Z+oHzUcENlrduoUyI5P8V19FmZKC3cQJ2M+YQX7Jz6SlvY9U6ktE22WYmjaf+BUUFLBhwwZUKhUjRowgICCg0cepVGpOTZ+Dy8n97PPpzKXQp+kmkfKvGVHYuZmDLB9h5QDerBzET6rHGq3iAmi1Oi7syeLivizMbU3o83wIrv7WJCUlsXnzZjp16sSAAQOa/0D/AHJ5DteSXqW6+jKuLiMJDHwXieS/rwL/f+JRgtUyWp2WOSfmcDD7IPM6z+OpwIbdFcXFe4i/MoMvC20pExQICjcGRbzHGrkxgxysWBrqjVgkQpWTQ9Yzo6m2NGDeCyZUaWpYM2ANJsUqtn7wLpYOjoyc92GD9j6NTmDmjRy2FFfyqpcTc3ycm1z86nRajqz4niuH92NiboGirpYeY56n3eBhzS6YBa2A7GAWtcfzMPSwwG5MMAbWjSQtggAJq+HA2wiCiBqvb6m+bofE0hjbUW0w9m6dL5ygUlG+YgVl332PWCrF8c03sBoypNWLeo1OYGV+KR9nFqEVBGZ4OTHd0xHjv1K5thUolUouXbrE2bNnkclkODg40LVr11YpDwqCQGlODemXSsm4VEpVcT2IwNXfGt8oB/yiHDC3ab7DQqfSIk8spTauEFV+DfmGIq55mHLZUCC+QEZpjRIAZ0sTOvvdqXB52Jo2+bf5+ydYoN/hvbACDs3VqwsO/AzCR/ytq1lqtZqVK1dSXl7OpEmTsLSxZcrai/yaUsoHw8IY08mr5Ys84qEgL289KalzCQpahJvr000+Lr4wnkkHJzEsYBjvdXmv2WsKgsDszVfYmpDHD2OjiQ1zaXDslV9f4WTeSX6M/ZFIx8gG55bWlzJq9yhUxn7kWU/Hx9SYrVH+Lc7e3CKtuIbh353BzcaULVO7YH6XdKoyI5PciRPRVlXh9s3XmHdtOPOl1ajZ9tF75CZdYcjsdxrsQOZU5/DsvmcxEBuwdsBaXMz17+l+44eitpbrJ4+SeGgfFfm5GEvNCOnRi7a9Y7H3eAh+NzXFcH4ZnF+Brr6eEpMJ1NT1wVRjyFVHQwwfd+fxSLdWzcC1hFonsCq/jM+yiqjRaHnWzZ7XvJ2xM2p5zurMpnVcOXwAY6mUziPGENG35TkrQRCov1yK7Jf0Zg2DAbTVKio2p6BMq8Ik2BabfwUgMW866ZX98guF8+YjNjLC9ZUeW/AAACAASURBVOOPkHbrQmraAvLzN2Bv35vQkM8xMGi+XfH69ets27YNMzMzRo8ejZNT47N2Z5ILyZw1m+iMBE62G0S53QA8rKQ8+UoklvamUFMEPw7k87IYvlENatJUu6q4nkM/Xqckq5o2Mc50fzoQI1MDysrKWLp0KY6Ojjz33HMPTPr4FkVFO7mRMheRSERQ0CKcHAc+0Ov/f+FRgtU61Fo1M36dwen803zc/WMG+DRM+K8lzaawaAfv51lRqTVAEClxdnmTa8ZtmOnlxBu++lgtT0oiZ9yzVAQ48tYwORKJAesGrkOVWcL2j+Zj4+bOyHcXNbBv0AoCc1JyWV9Y0aJyrSAInNm0jrhtP2NmY0tdZQWhPfvQd9L0BsqzjVF/tYzKLamIDETYPhOEiX8TioFVOfpN/cwTKF3GUFE5Dq1Mo1cmfNwTkaR1cVmZnk7hu3ORJyRg1rUrzu+9h5F767slCpUq5t0sYFdJFb6mxnwU6E73FlRdHwa0Wi1JSUmcPn2a4uJiLCws6Ny5M9HR0Q3mWwWdQHFW9e1KVU25ApFYhFugNX7RjvhE2GNmdf/VO0EQUOXWUHe2kPorpaAVMPKxpCTUhktiLXFZlcSll1NepwLAzdr0doWrs58dbtZ3qmP/jATrFuXpenPivHMQ/CQM/hLM/r5DujKZjCVLlmBqasqkSZMQGRgydV0CR2+U8P7QMMbFPASLxUc0i1yeT/y5AVhZRhEZuarJG0eFooKndj2FuZE5Pw36qcV5o+UnM1i4J5mZfQKY2SewwbFV11bx+cXPmdNhDuNCxjU4ptKqeP7A8yTVyKl1noujsTE7o/1xaKV3UlmtkqGLT6PU6NgxvWuDYCRPTNQbCEskeCxZgmlYw1YkQadjzzefkXLmBP2nziSsZ5/bx4rrihm/fzz16npWDViFr9WdmcvWxA9BECi6mUrioX2knD2JRqXE2T+QiD4DaNOlm76t5K+mOAnOLoarm9FqDMi3mImiqhNSjYQrTkZIe7nTva3rA5PrPVJezfyb+aTVK+luY857/m4tqlRpNWou7d9N3NafUCnkrZ6zAtBUKqjc3rxh8C3kSeVUbk1FUOuwGuyLWcdmdq7lcooXLaJq8xZM27XD7fPPwM6YK1enU1UVj5fXFPx8/41I1HT1VRAETp06xZEjR3B3d2fUqFGYN+LRVSiT8/H2S7Rf+THtSlLJGfQ8GYoO2LiY8eSMSKSWRlBXBqsGsbbEj3eVYxjVwYMPh4c3eP2CIHD9VAGnNqchMRDTY3QbAtrrkzmVSsXy5cupra3lxRdfxMqqdTvjrUGjqSUldR5FRTuwsmpHaMiXmJr+xS2wfyGPEqzWI9fImXJoCldKr/CfXv+hu3v328c0mhrOxg+ioKaKj4vESDRByA2TUNvNRGbWjm+CPRnxm+x63Zkz5Lw4haKuAbzZLR8XcxdWxa6iIvkmOz55HycfP556532MTO/c43SCwNtp+fyYX8YEN3veD3BrNg4m7NvFr6uWYmHvQE1ZKW5BoTw5661mxS8A1KX1lK9NRlNaj2V/byx6NKGUe9emvk5kQZXN19Rnm2HkbYntqDb3WEo0haDTUblxI6Wff4EAOM58BZsxYxDdxxztsYpq3kzNI1OuYqijNe/5u+Fk/PDbGAmCQHp6OqdPnyYzMxNjY2Pat2+Pt2Mwhcn1ZFwupa5KiVgiwiPYFr9oB3zaOmBi/uDem7ZWRd2FYuriCtFWKRFbGmHe0RlpB2cyFKrbpsdxGeVU1utbCj1sTen8W8K19v0Z/6AEC/TzWGe+hl8XgYkVPPE1BP19d+eysrJYs2YN/v7+jBo1CrVOYNq6BI7cKGmyJeURDweCIHD58nhk1Zfp1HFfkwsdnaDjpSMvEV8Yz4ZBG2hje+9O+N0cTy3l+R/P0T/UmcWjoxHf1eZ1sfgiEw5MoJdnLz7v8fk9i775Z+ezKfMsGvePsDQ0Zmd0AO4mrWuVU6i1jF4Wx/XCan6e3JkID+vbx24bCDs64rm8oYHwref+ddVSLu3/hW6jn6PjkDttKDKljOf2P0dBbQEr+68k1L5hYtZc/FDJ60k+dYzEw/spzcrA0MSU4Md60LbPAJx8HgLTVEHQ+/yd/RYyfkVrYEemxWy0pWGYaURccTHCopcnj4U1nWDcL2l1CubdzOdoRQ2+psbM93elr51l8200gkBGwjmOr11BZWEB3pHt6DluYqvmrASdQO3ZAqoPZAFg1d8bs86NK//pVFpkuzOoO1ekV+saFYShY9ObCcr0dPJnvooyLQ27yZNxmPEydcpMriRORqEsIjhoES4uw5p9fRqNht27d3P58mXCwsIYMmQIhr+TelZqtKw4lcmP+xJ56+Qy2lTmohozk9P5frj6WzNwWluMTQ2gvgJWP8HeYmumK6bRO9iJH8ZGY3DX3KK8RsWv626QmViGe5ANvccH325vubv9e+zYsfj7+/OgkFUnkpQ0E7k8Dx+fl/H2mtasguI/gUcJ1v1Rq6plwsEJpFel832f7+ng3OH2scqq8yQkjOZslRU/y3SEmTzLFfnPVLvMQGfShi2RAXS20W/EyPbsoWDWbNKHt2ducBLh9uEs6buE3EuX+OWLD3FrE8LwN+c32PgSBIH56QUsyS1lrIsdn7RxbzbJSj51jP3ffYmZjR31skrMbWwZOmdui10KOqWWyq2pyK+UYRJqh+2IQMQmTfxOKjL11azs09TZz6CqpD+IJdj8yx9peNPqh79HXVBA4fz51J04qbeSWLgQ4yZakxtDodWxOKeEr3OKMRSJeMPXhedaYaXxMKDV6kg8m8LZuDOU1uQCIkyVzvi7hRHW0Q/vtvb62PonIugEFDcqqI0rRJlaCWIRpmF2mMe4YORjhSBASnHN7YQrPrMCmVxNdOqKBxo/JPPnz5//wK72Gz///DNPP910a9R9IRLrlQWDBkH6MYj/DqpywfsxMHgIdqkfMNbW1piamhIXF4cgCAT4+REb5syNwmpWnMrC1syowUL3EQ8PBQU/k5u3isDAudjZdm3ycWuvr2VjykZe7/g6PT16NnvNjNJaxq88h7e9GSvGd8D4LiGAMnkZkw9Oxs7UjsW9F2Ns0LC8/nPKz3yftBWN+yKMDUzZFuWPdysHaAVBYNamRI6llvLNM1E8FnDn5lK1dRsFr72GSWAgXqt+xNDl3iH/+O2bOLdzM+0GDaXLyDG3F/v16nqmHJpCelU6i3svJsop6p5zG4sfxZnpnN2ygf3ffcXNc2cxs7Kmy4gxDJg2k8BOXRsMU/8lqBV6dartL0Lcd2hUYpKtF1BZ9TzSaidSnE1QD/Wj5+BAvB6QrGyVWsMHGQXMvJFDiUrDm74ufB3sSaBZ0z3moDf13Pvt58Rv34TU0ooB0/9NlxFjWtwNBlAX11G+9jr154sx8bfG/oUwTAJtG30+VV4NZSuuobxZhXkPd+xGBSGxaDq5r9qxg7zpLyGoVLh/8w02o56mvOI4lxNfAJFAVOSP2Ns/3uzrq6urY+PGjaSkpNCzZ08GDBhwj1Lg8dRSJq2+wJn4G3x1bjme1UUoxr3JmRxPvNvaM3BqOEYmBnqvxrVDOVsEU1SvEulpw/Jn2zf4DWZfK2fXN4mUF9TSZbg/PUa1wfguH56EhAROnDhBz549iY6ObvHzbQ2CoCM7ewnXr89CIjYlImIZLi7D/hEqgS3xQNce/wCMJEb08ezDrzm/sillEzEuMTiZ6SuvpiZuCDoVFsqT5ClNyNYU8qz3RyTe3IDKypctJTI6m2vxMLPGJDAQiYUFRss24R/Yic1cJF2WzqjOL2Dn6s7FvTspSk8jMOax2z6DIpGInjYWaARYlldKjkJFf3urJpMsB09vnP0CSTp+GFNzCzQqFVcO78PBy6dZ4SKRgRjTMHvEpgbUnS1AfrUcYz+rxtuTTW0g4hkwtcXo+hdIDc6gNO1JXXwlWpkKY39rRK0QhZJYWGA5eDBG3l5U/7KbinXrQKdDGhnZqmqWgVhEFxtzhjracKNOwcr8Mg6VVxNmbopLKzdI/5do1Tpyksq5uD+LX9feIOtiNQZ19gT4BGHpYEK5IoeiuptoDGqxs7d5oFX8xhCJRBg6SDGLckQa6QgiEfKr5dTFFyG/VoZIDC6+1kT72vFEhCuTu/syIMyZo3t3PND48fBXsO5Go4LjH8OpL8DCFYYuBt+eD/55/mIEQWDXrl1cunSJkSNHEhISgkqjY/qGBA5dL+a9J0MZ38X7r36Zj7gLhaKAuPgBWFqEERW1tsnFTlJ5EmP3jqW7W3e+evyrZhfC1Qo1Qxefpqpezc7pXRuYmGp1WiYfmkxiaSLrB66/pwp2oegCLxyeTZ3rexgY2rI9yp+Q+zA1/PJQKv85ksac2DZM66nfdRcEgfKlyyj98kvMunTB7euvkZjf2xJ25ch+Di39luBujzNg2qu3pdpVWpW+clcUzxc9v6C3Z+9Gn/tW/FArFaScOUni4X0U3UzFwMiYNl26EdFnAM7+gQ+HpG1tqb615NwyqC9Dbd+Rq0ZTMctxwEwDV9yMcejrTYegpmWJ7xeNTmBNQRmfZhYh02gZ42rHHB/nFts+9XNW67lyeP9vc1ajieg7sFVS9Q0Mg41/MwyOvNcwGPS7hzUn8qg+mI3E3BCbp9tg4tf0ppCuvp6i9xci274dafv2uH7+GQaOjuTkLufmzY+xMA+hbdsfmhWLASgtLWXDhg1UV1czdOhQwsPDGxzPrahn4Z7rHEgqpoNRPXOPf49RjYyKEW+SkG1LUIwzj48LQiwRg7IG1g7jel45T2sX4mxjzuYpnbGW6hc3apWWs1tvcvV4PrauZvR9IRR794YtiIWFhSxfvhxvb2/GjBnzhxS2fo9SWUzS9VlUVp7F0XEgQW0Wtmiq/E/iUQXrj1FSX8Kz+56lRlXDqthVBNjoqy06nYoLF0dQJstgYYGAr1U/nguYw0uHNyAL6YREJ+N991rGBz+FWCSm+NNPqVixkhOzevKt0SlGBI7g3Zh3STp2mAM//Affdh158t9v3jM/9UVWEZ9kFjHU0Zpvgr2aFeMpSE1m+0fvIZJIMDW3oLKwgB7jXiB6YMvCEsoMGeUbkhGUWmyeCkAa0UxcLk+HHVMRci5QbTWPmpJoDBxM9XYSjflsNYGmooLiRR9SvXs3xgH+uLz/PqaRkS2f+BuCILC7VMbcm/kUKdWMc7XjTV+XVs9Q/1moVVpykspJTygl+2oZKoUWI1MDfNra4xvlgGeILQZG+mSyrq7utvKgXC7H09OTrl27EhAQ8EDiYmu4WxRDnV+LyFiCNNoR8xiX263t/6wZrKbIu6DfKS6/CR0nQ5/3wOjvpZakVqtZtWoVJSUlTJw4EScnJ1QaHS9tSODg9WLmPRHC8119/uqX+Qj0ATAx8QUqq84T02kvpqaNqz7WqesY+ctIlFolW5/cipVx0wsjrU5g4urznEwrY93ETsT4NvTZuaU++H7X9xnqP7TBscLaQkbsfYF825mIDJ3ZHOlPO6um/YV+zy0T4xHt3PnkqbaIRCK9gfCiD6lcvx7LwYNxXfRBAwPhW6SdO8MvX3yEd0QUQ1579/bi/W7lqsZe890MeWIwr/zrCa4fP4qyvg5bNw8i+g4gpFuvBsPSfyklNyBuMST+DFolSu8hJGjHYJsp1SdWHia49vUmMrD1bSWt4XhFDXNv5pNSp6CLtTnvB7gR2oo5q8sH9nB2y0ZUCjkRfQfSZcRoTC2al2u/hd4wOA1NST3SSAe9YXAT4hSaKiUVP6egypRhGm6PzTB/xNKmEz9lWhp5r76KKj0Duykv4jB9OoJYy40b71BYtA0Hh1hCQz5tUQ0vIyODTZs2IZFIGDVqFB4ed1odFWotS09ksPjXm4hFIl4PlNBlyQIEjYbCwW+QlGdBRB8Pug7317c5qupg3VPkZqczXPwFBkambJ3aBdff5g9Lc2o4tDKJyqJ6Inp7EDPUF4PfSczL5XKWLl2KVqvlxRdfxMys9b+/pigtPUzyjTfQahW0CZyLi8uIh2OT4SHiUYL1x8mtyeW5fc+hQ8fq2NV4WurvY3V16Zw7/yRpdVZ8U1bNlOB36OE2gFE7T1IW5IKhIol+BqdY2OU9nKVOFL75JrKdu9j5bg/Wa04zLXIaUyOmcvnAHo6s/J7AmMcYNOO125WsW3ybXczCjEIG2lvxQ6gXRs0svMtys9m6aC4quRxHb1/ykq8R9ng/+kyc2qL4hbZaSfn6G6iyqzHv6orVQJ+mq1I6LcR9B0feRyFqT4V2DjqVAVaxPph3bdoQvTFqjh2j6L0FaIqKsBk3FsdXXkF8H3GhVqPl06wilueVYm1gwFw/V0Y62/xPY4BKoSH7ajnpl0rIvlaORqXDxMwQn0h7/KIdcW9jg6QxWfxb56tUXLp0iTNnziCTybC3t6dr166Eh4c/cOGfpmhMFMPY1wqzzi6MnffiP6xFsDEsXSFqnP5GeG4JJO0A12iw+vsM90okEgICAkhMTCQ5OZmIiAhMjI3oH+pManENK05lYWliSJRnE8o4j/ifUVi0lZzcFQQEvI2dXfcmHzfvzDwullzk297f4mPVfHL88f4bbLmYz4IhYff47JzIO8H7ce8zPGA4UyOmNjgm18iZcOhlbpiNQ2fkztq2fsTYtD4puZBVwZR1CXTwseHb0fpZE51KRcFrc5Bt347tc8/hPH8eokaCYe71q+z87AOcfPwZ9vq827LogiCwIG4BuzN2M7v9bEYFNW4IW56Xw5lN69h7+Cj2NeX4tY+h94SpdB/zPK4BQX+9zLog6O0j9s6GA29BaQr1weM5bfYeurR22JYZkupuitGIQB6L9cfZ7r9fVN8io17JK8k5fJxZhLlEzJdBHrzt64JjM8PP+jmr8+z87ANunD6OR0g4Q197h9AevTE0brlVVKfUINubSdWOm4gMxNiODsKypwdio8ZbXOoTSylblYSuWoXNsAAs+3s1+VhBEJBt20beSy+DVofHt99gM2IEKk0FiYkTKCs/io/3DNq0mY9Y3Pzf/cKFC2zZsgVbW1vGjx/fQCnw6I1iJq65wP5rRcSGOvN9lCEuC+cgMjQis99bpBSYETPUl05P+OoXS2o5bHya8uyrjDb6D7U6YzZMisHb3gydTuDSwRwOrUxCLBYxYEo44T3c9RWv3723LVu2UFBQwJgxY/5rM2GtVkFa2kLSbn6AVOpLVOQa7Owee5RcNcKjFsE/jpWxFY+5Pca2tG3sz9xPX6++mBuZY2Rki6GBNbrq3chVDmwtOM6TAf2ZGh3FnvN5VNm5U1Bfw+6r87Aztaf9sBdRXEvCZ/0p6vp1ZGPuThyljvTqNBQjU1MS9u6kuqQY//YxDb7DHa3NsTaUsCSvlKu1cgbaWzU5cyS1siYwpis3z8dRnptNQKcuJJ/8lbzkJHyjOzQrciQ2NkAa7Yig1FJ7ugBlhgyTQNtG/foQicGjE4QMwSBvB1LZcjTSdtRd1S/STfytGz+vEYy9vbF+6il0tbVUrltP9e7dGPn53zO/3BRGYjGP21oSa2/FBVkdK/PLOF1ZS6SlFPtWilb9ERR1am5eLCH+l0yOr0/h5sUSlHUaAjo40XmYH91HBeIb6Yi1o7TBfHhjSCQS3N3d6dixIw4ODuTn53Px4kUuXbqEIAg4Ojr+6YmWSCTCwMoY0zB7zDo5I5Yaokyrov58MfvK4/7BLYKNkXFcP5RYnQ9dZ0LPN8Dg4TZqux9ycnJYtWoVvr6+jB49GrFYjFqr4+UNl9ifVMQ7g4KZ2M235Qs94k9BoSwiPj4Wc/NgoqPWN9kauCt9F2+feptpEdOYGjm10cfc4lYFaWyMJwuHNmxzKqgtYMQvI3Axc2HdwHWYGDQcGp594m021YehNQnmx3Bf+tu3vn0op7yeod+dxsrUkO3TumAtNWpoIDxnDnYvPN/ouSVZGfw8/w3MbWwZteCTBtWRry5+xYprK5gUPokZ0TMaPf/ascMcWfk9Riam7EwvYNv27a2aCfqfoFHC1S16RcCSJDBzpCZsCmdLu+GdosREC0leUnxifQjyebCzYDK1hi+zi1mRV4aRWMRMLycmezi06JFSlpvNsTXLyb5yCRtXd3o+OwGfyPatXpTLU34zDJbdMgz2Qmzc+I1Pp9BQtSud+oQSjDws9Kpbdk1X1XR1dRQtWIBs5y6knTrh+uknGDo6UlOTzJUrk1GpKwgJ+bRFqXGdTsfBgweJi4vD39+fp5566rYscHZ5HQt+uc6RGyX4OZjx3pNhRBYlk/fyDCSOTiTHvEpuqSE9R7chtNtvG3MaJfw0mvq0UzxjvowbMkM2TOpEOy9bqsvlHFmVTEFaFX5RDvQcE9Sk+tXp06c5dOgQsbGxxMTEtOLTbpra2hSuJc2kri4VT48J+PnNQiz++9zfHjSPKlj/PUnlSUw4MAFHqSOrYldha2Kr79K4MpHyijN8mGtGldaBX0dvBcGQPvuvkG0lwVl2EK1sLd3cujE3cg7yqXOou5nC1++EEV93ja96fsXjno8Tt/UnTm9aR9vesfSZNP2emLQmv4w5qXn0sLHgx3AfpM3MPNVXy9j24XxKstIJe7wf108cwdzWjmFz5mLn3nLiUn+5hMqtaYhMJNiNDsbYp5l7jlYDZ75G+PVD6hhKlWIcYqkRtiPbYBJ4fxvd9RcvUvjOu6gyM7EaOhSnN15HYt362XqdIPBTYQXvpxdQo9Uy2d2RWd5Orfa1bAl5jYqMy3qPqrwbleh0AuY2xnrj32gHnH2tWkymWoMgCGRkZHD69GkyMjJuKw926tQJS8vWdVg8CASdgPJmFaPfmPCoRfAeFDLY/xZcXgdOYTBsCTiH/e+e/0/mwoUL7N69m8cee4w+ffRS12qtjhkbL7Hv2qMk669CEASuXJlMReUZOnXcg1Tq3ejjsmRZjNw9khC7EFb0W4FE3HQQTMytYsSSs0R5WLNuYicM77q5qLQqxu8bT1Z1Fj8P/vl2C8ctll9dzYJcHWrTSBaHeDPcqfVBXyZXM/y705TXqdg+rSs+9maoS0rInfwiyps3cf1wEVZPPNHouVXFRfw09zVEEgnPLPgES/s7fe23JORv9eL//maqVig4svJ7ko4fwSMknIEzXuPZCRMfjkVSfcWd+araYnAMpSJ8GnFZoQQm12Kog2QfKb79fQn0frCVZK0gsL6gnI8zi6hQaxjlYsubPs1XrOC3OavNG7hyaB9GUlO6PDWaiH6DWjVnBb8zDHY0xeZfgRh7NX2jU2ZXU/FzCtpKBRa9PLHs5dHsELgiJZX8V19FlZmJ/fTp2E+dgkgioaT0AElJszA0tKJt2yVYWjQfv5VKJVu3biU1NZVOnTrRr18/JBIJcpWW74/d5IcTGRiKRbzSJ4DnuvigOLif/NffwNDHl8vh0ymVGdD3+VD82/32XdWoYPN41DcOMNFmBSeLjVgyrj19Q5xIPVfE8Y2pCDqB7qMCaRPTtAJkdnY2q1atIjg4mBEj/ngLnyAI5OevJ+3mIiQSc0JDPsXOrscfutY/iUcJ1oPhQtEFphyegq+VL8v7L8fSyBKlqoz4+AHI1Ca8m1uJl3E/do76AoVGS7cjV8k1FAgqu0itagnGEiNeD51ByGsrqautYtG/XUmX57Ks3zIiHSI59dMazu3YTPSAJ+k5ftI9v5OfCst59UYuMdZmrAv3bTZxUMnr2fn5InKuXiYydjCpZ0+hUakY/MocfKLat/he1UV1lK9LRlOhwGrgb61/zf1ui6/Djqmo8yspFy9Eo7DB/DE3rGK9G/X/awqdUknZ999TvnwFEisrnN95G4vY2PuKGeUqvdDRhsIK3IwNeT/AjQH2Vn8o7tRVKcm4XEr6pRIKUqsQBLB0MMUvygG/KEccvR+MOFNTFBQUcObMGZKSkhCJRERERNClSxccHB5sm31zPOj48f+zRfD3GJjoVQZdIvU7zfE/gFgC7h3hIXfDbg2urq7U1NQQHx+Pvb09jo6OSMQi+oc6k1Fax4pTmZgZGdDO61G74P+SouKdZOcswd/v9SbVzVRaFVMPT6VeU8/SvkuxNG56sVpSrWD08jgsTQxZN6ET5iYNF9MfnfuIo7lH+aT7J/eo753IO83M1HxU0g58HOjBMy4NZ7aaQ63VMWnNBa4XVrPyuQ6Eu1mhzMgk59nxqIuL8Vi8GMu+fRo9t15WxaYFb6KWyxk5dxE2zneECLanbWfRuUXEeseyoMuCe4ZZy/Ny2PLBu2RfSyTmX8/Qf+oMjKVmf32bT1kaHF0I26dC+lHw7EzxY5/wa9VILOJMcS5RkeZrhs0zQXTo7YuddevFQ1rDqcoaXriayYaiCtpamLIy3IfxbvbNLjK0GjWX9u3mly8XUZCaTES/AQyZ9TaeYRGtGiK+ZRhcvjoJdUEdFr08sRsVhIFt4602glag+kgOlVtSERtLsB8filk7pyZnEgRBoGrzZvJnzAAReCz+Duvhw0AkIitrMSkp72JhEUZ01FrMpM23z8pkMtasWUNubi4DBw6kZ8+eiEQiDl4vZsLqCxxOLmFwWxeWPduBHm0cqd70M4VvvY1RWFvOBbxIVb0Rg6a1xaet/a0PD7ZNQJe8hzlOS9mfb8KHw8OJDXTk6JobnN+ThYOnBU++Eol7m6ZnHmpra1mzZg3m5uaMHj36Hmn41qJSVZB0/VVyc1dia9OVyKjVWFiE/KFr/dP4y2PH3wRXc1eCbYNZf2M9F4sv0t+7P6ZGVkjN/Kgo3oCDoT/Hai5RXmlNb78IRnvZsym3nCwjJzwr2+Fik8dPmZsp6RVO2MUyuiYoOd/Rim3pO+jp0ZOI9j1R1tWRsG8XOq0Wz7CIBs8fZiHFV2rM8rxSTlfWMdjRusmqvcTQkDadu1FZkE/SscMEd+uJWqUkYc9OjEyluAS0aTYxkJgbIY12RF1cT93pAjSlFDDjtQAAIABJREFU9Xpl1KaSJXMHiBqLxECOWfY76CR21GXao7hRgbGvFRKz1v3uRQYGmMXEYNGrF/Xnz1O5di2K5GSk7dsjaeWssVQipr+9Fd1tzDlZWcuK/DISa+S0s5Ri3QoRjOpyOclnCjmz9SantqSRfa0cA0Mxod3deGxkADFDfPEMscPcxvhPb0m2sLAgJCSEtm3botPpSExMJD4+nsLCQqysrP505UF48PHj71HBupu6ctjzKlzfCe4d9NUsu4fAH+e/RKPRsHr1aoqKipgwYQLOzs6AfnE886fL7LlayJsDgnixx///9/r/AaWyhLj4WMzM/GgX/VOTpqcfn/uYdcnr+Prxr3ncs2mJaYVay6ilcaQW17B1aheCXRomYnsz9vL6ydcZHzKe2R1mNziWLcumz6lfqJE+xhve9sz0cW/1+xAEgbe2X2XjuVw+GxHBU+3c7xgIi8V6A+HwxqsJKnk9mxa8RXleLiPeXYhrYPDtY4ezDzPr+Cw6u3Tmm17fYChpeNO5uyVw4Euz8Wp7R1XpL4kfggBZp/T+Van7QWIMEU+T5/8CCedFhKbUIBEg1c+coAG+eLo9+GCfLVfy3s0C9pbJcDcxZK6fG084NL8bKQgCmZcucGzNcioL8/FqG0XPZye26A1zN5pKBVU7bqJIadkwGEBTLtcLWeTUII1yxHqIX9O+MoC2to6iefOo3rMHsy6dcf3kEwzs7dFqFSQnv05xyW6cnYYQFPQhEknz7W95eXn89NNPqNVqRowYgb+/Pxmltcz/5TonUktp42TBe0NCifG106teLllK6VdfYRTzGCftnkGLIYNfisDJ57ffl06rF0y6upkP3b5jSbo1s/oGMtzdnsOrrlMnU9FxsDfR/b3umbW6G51Ox5o1a8jLy2PSpEkN5sDuh4rKs1xPmoVKXYm//xw83Mc/kl+/Dx5VsB4sB7IOMOfEHGJcYvim1zcYSYy4ceMd8gt+YmmRF0kKGf/ptobeASHkK1T0irtBdb0Kn5RqhndJZUPqUszEJkzYJacNTrw1TIFEYsC6getwkjpxeNlirhzZT9enxxEz/N6F7e6SKqZezybE3ISfIvyaVc7T6bQcXbmExEN7Ce72OGqFnJvn4wjv3Z/eL0xpUfzitvrpgSwMHKTYjQvG0KEF8bSiq7B9KvICKZW6OQhiE6yf9Efa3um+EhJBo6FizVpKv/4akYEBjq+9hvWIp24r8LYGjU5gRX4pn2QWoRUEZno5MdXT8Z7EtKqknoxLpaQnlFCSXQOAnbs5/tEO+EY5Yuvy4GaH/xvq6uo4f/488fHxyOVyPDw86Nq1K4GBgX+a8uAjFcHWIAhwbSvsmaXvq++7ADpM/H9fzaqpqWHp0qVIJBImT56MVKr/8Wu0Omb+fJndVwp5Y0AQUx4lWX8qgiBw9epUyitO0LHDbszMGm/PPJF3gulHpjM6aDRvdnqz2evN3nyFrQl5/DA2mtiwhqIWGVUZjNoziiDbIFb0X4Gh+M6NolZVS7ejayk07swLLqYsCmretPj3LDuRwQd7k5nW0485sUHUHj9O3sxXMbC31xsIezW+UNeo1Wz/aD65168y9LV38Y2+Y1AZVxjHtMPTCLELYWnfpUgN79ykGmsJ/L2H1f80fmhUkLRdn1gVXQGpPXSYSIbnKK6eqCI8tRYxkBZgTkisH26uD74vvEaj5T/ZxSzNLcVALGKGpyMvejhi2oLfSoM5Kxc3ej47EZ+o1s9Z/d4w2LK/N+ZNGAbDb1WuhBKqdqWDCGyG+us9RppBkZxM/sxXUeXm4vDyS9hNnoxIIkGhLOLKlSnU1FzDz3c2Xl4vtvi6k5KS2L59++0Kkbm1Ld8cvcnykxmYGEh4tW8g4zp7YSgRIwgCJR9/QsWqVRj2jOWY8ZMYSo14YkbknQWETge7XobL61ju8yULk50Y18mTWJ0Jlw/nYuVgSt/nQ+8kY81w5MgRTp48ydChQ4m8DwnmW+h0ajIy/0N29g9IpT6EhX6FhUVoyyc+ogF/+drjb8j2tO3MPTOXPp59+LTHp4gEFfHnnkCpqef1dA1KjT0HRm7G2dKchOo6hibchCoVNlcrmT/Mjp+yPuF6+XW6JsOgWj8+6FyEi7kLq2JXYWlowf7vvuT6yV/pMW4C7QffayJ+sEzGxGtZBJrpkyx7o6aTLEEQOLtlA2e3bMS3XUds3dy5sGsbHiHhPPHvN1ulnKq4WUnFxhsIGgHbEYGYhrUgUqNRwcnP0B5fSYX2dZTqIEzb2mMzLADxfRrqqnJyKHx3LvXx8Ug7dMDl/QUYeXvf1zUKFCrm3sxnd6kMf6kxHwW6EyIXk36phPSEUsrzawFw9LLAL9oR3ygHrJsxf/+rUalUXL58mTNnzlBVVYWdnR1du3albdu2D1wQ41GLYGsQicApBNqOguJreqXBnDi9ObHJQzI4/wcwNjbG09OT+Ph4CgoKCAsLQywWIxaL6BfiRGZ5PStPZWJsIKGD919svPo3prhkN1nZ3+HnOxsHh8Zb50rqS5hyaApell581vMzDMRNB4IVpzJZciKDmX0CGBvj3eBYvbqeSYcmoRW0LOu7rEGLoU7QMejkBjIMOjDIWsN/wsLva9fsYFIRr2+7wsBwZxYODUe2fQf5s2dj4u+P1+pVGLo27juk02nZ++3nZCScI3bqTNp0fuz2sWtl15h6eCoeFh4s67cMCyOL28eaagn8Pf+T+CGvhLjvYdtESNwIJtbQex4pHRdxKsEJp8PlOJerSG9jgfvYENp288LS4sGKC2h/G1R+/lomxypqGO5sw+pwX/rYWzXrA1NfLePE+h85uORr5DXVdHvmOWKnvYKdm0er//53GwYb+1lj/3wYpk0YBgPo6tVUbkml5tdcjDwtcJgQ3uxAuCAIVP30E/mvzERkYID7d4uxHjoUkVhMdfUVEi6NRaUqITzsG9zcRrZYpTt58iR79uzBzc2NZ599ljO5CiauvsCvKaUMi3Jn6fh2PBbggEQs0suvvzuXqo0bkcT+iyPEYmYrZei/o+8sJAQB9s6ChNXsDPiQt5Lc6OPvQKdMNZmXywjp5sqAF8Oxcmi5/TM1NZU9e/YQHR1Njx73PydVX59N4pWJlJTsxtVlJG3bfo+Jyd9HEfd/QV1dHdnZ2ezevZtBgwbdFjt5xH9PsF0wFkYWrE1eS2FdIb28+mFtFU1B/mpi7IM5Up3B3qQsxrbth5upMb5SY3ZW12BgZsjBQ2XMjBlNqIsNO7QXuWBVztAiN06b5JJQnMAA34G06dCVivw8EvbuRGpphbN/YIPn95OaEGUpZWV+GQfKqxlkb9Vku7RIJMIjtC2mFhYk7PsFkUhMp2EjuXr0AKlnT+EVHtWieJKBrSmmEY4oM2TUnspHUOsw9rVuWpJdLAGfbogDuyPN+wBRfT51Rf7UX9KL/hhYt/67KLGywmroEAxdnJHt3Enl+vVgIME0IqLV1SwLAwlPOFjjrxRzqFzGyuIKjicUIj5biqOtKZG9Pek5Noiofl64+Ftj0sqWxr8KiUSCm5sbHTp0aKA8mJCQgE6ne6DKgw967fH3TLBuYWwB4SPBwhkurYOLP+r/3ylMn4T9P8TS0hJLS0vi4uJQq9X4++tNYG8lWVnl9aw8nYmhREzHB6xo9ghQqsq4cmUS5uZBBAd/2Gj7jlanZeavMymoK2Bpv6XYmza9A3Y8tZTZmxOJDXNmwZNhDRaagiAw98xczhed5+teXxNkG9Tg3OfO7eCsOpj2JhVsbN8F8X18p6/ly3hh1QVCXCxZOq491T+upHjhQsw6x+CxdBkGTSgaCYLAr6uWkHTsMN3HvkBkv0G3j2VUZTDx4EQsjS35sf+P2Jre+f4lHT/Cjs8WIuh0DJn1DuG9+jXZ+vSnxo/ydDj2ob4t7OZhfRvxwM+5FjqbM6eNcTtUhHOFmswgSzzGhRLe1RNz8wev2hZXVcuEa1msLSwnxMyE5WHeTHB3wLzZOSsNl/f/wq4vFlFwI5m2fQfw5Ky38AqPQNyMcMrdCBod1UdyqPg5BUGlxWZ4AFYDvJGYNn2TVaRXUbbyGqq8Wiz7eWMzPABJM95W2poaCt54g4rlKzDr3BnPFcsx+S1OFRXt4srVKRgYWBIdtRYbm47Nvl6NRsPOnTuJi4ujbdu2tO81kNe2J/PD8Qw8baV8Pzaa57v6YPabwqFOqST/3/+mZs9eREPHc6TuMew9LBgyMwoz69/+joIA+9+E88s4GTSX6UkBhFib8ViaCjQC/SaEEtXXq1k/l1tUVVWxdu1a7O3tGTlyJBLJ/al4FRbt4MqVF9FoZISEfI639xTE4od7wfNXo1Qqyc3N5fr168TFxXHo0CGOHj3K1atXuXbtGmVlZVy9epWysjJ0Oh3m5ub/M4+dvysRDhGIELEueR3Vymp6+/4LEWLqyrdhadyBC/KzXM8yZ1BwJEFmpohFcFQpx9XShK2HMunk0oE53YdzJus4xywLCKu35bIqnQxZBv28+xPQsTMl2Zkk7N2JpYMjjt4Nu0K8TY3pYGXGqoJy9pTKGOhghUUzsdLFvw22Lm5c2r+b6tIS+kycTmr8aRIP7cPJ2xdr5+ZNy8UmBphFO6KrU1N7ugBVtgyTNjZN2k4AYOGMKHosxqJrmOQtRi6PoPaCvgXPyMuq1Z5ZIpEIk5AQrIYOQZ2dTeW69dQcO4ZpeDgGzQg+CIJAcVY1V47mcXxDCmVHC4lIlWNla8I5dwMSg81o392dfhHOmDQTvx9WxGIxTk5OtGvXDi8vLyoqKrh48eJt82IHBweMW2E/0hyPEqz7RSQC1ygIGw555/UCGEVXwacbGD0cvab3i4uLC/X19cTHx2Nra3u7318sFtE3xInsinpWns56lGT9CSRfn0NtbQqRkSswNmo8cVp+dTnbb25nbsxcOrt2bvJaGaW1PLvyHD72ZqwY3wHj35mVbk7dzPKry3kp8qV7jHnnXjvFJpkT3qJcDnTph8F9tL8WyRQ8sywOM2MD1k/oiOKrzylfsgTLQYNw/+pLxKZN79rHbfuJ87u20v6J4XQZMfr2vxfUFvD8gecRiUT82P9HXMz1bY5qhYJDS7/l7JYNuLUJ4al3FuLo3byIwQOPH4Kgr2Dvf0PvYVV4BcKfgqE/cNltLGePKvA6VIBjlZqsECu8ng0ltIsHZmYP3ncrR65kdkoeC9ILMBCJ+KSNBwv83XA1afq5BEEg8/IFdn72AcmnjuEeHMaQ2W8T9njfZv1efo8yu5qyVUkorpUhjXDAbnwoxl6WTVaPBI2O6oNZVG2/icTcCPvnQ5FGODRbbZInJZHzwgTkly/j8OqrOM+bi0QqRRB0ZGR8QdrNhVhZRhMVtQZTU48mrwP6qsT69etJS0uja/ceJArevLblGpV1Kt4ZFMyHw9vibnOntUVbW0fetGnUnTiJZsQ0jlVE4dbGhidejrizSysIcHgenP2Wq6GvMT4pEjvEDCoQ4RtsxxMzInBsRjXxbjQaDevWraO+vp7x48djfh8m2BpNDcnJb5GZ9TWWlm2JjlqDtVV0q8//p6BWqyksLCQ5OZnz589z5MgRDh48SGJiIhkZGajValxdXYmMjKRbt26cOHGC5557DrlcTkpKCleuXOH06dOkp6cjk8mQSCSYm5v/aTMcf2faO7WnVl3L+uT1aAUtfdtMpbLyDC4kc73ejcSaY5ip2xPp5kKMlRmZchVnBRUxDpZsPZGFUmnGN/+aifxcHEdNMpBiTEr1TcoV5fT0fJyAjl0oSk8lYe8ubFxcsff0bvD8nqbGdLYyY01BObtKqoh1sMKqmSTL3tMbF/9AEg/tIz8liUEvzaYw7QYX9+zE2MwcZ//AZmOZSCzCNNgOibUJtfFFyC+VYORliYFVM4t4sQH49kASEI1Z7ny0dWJq021R3izHOMCm2VnV3yMxM8Ny4ACMAwKp3rePijVrERQKTKOjbvtQ6nQChTdlXD6Sw7H1KSQezqUkuxpHb0ui+3vRZ0wQ/2rnzlAnG67XKViZX8bhsmrCLKS4tKBI+7AiEomwsbEhIiKCNm3aUF9fT0JCAvHx8VRWVmJra/uHjd0fiVz8N9zlyo2xOQz+EkKG/NWv6g+h1WpZs2YN+fn5vPDCC7je1c6l1QnM3pzI9kv5zOobyMu9A/7CV/r3obhkL9euvYyf72y8vRv3srpccpnn9j9HP+9+fNzt4yYDeLVCzdDFp6mqV7Nzelc8bBv2QCeVJTFu3zg6uXRice/FiO+q9izLvMG7mfXYaLOI6xGLlVHr+6frlBpGLjlLVlkdmyZ2wOrLhdTs24/t+PE4vj6n2TaExEP7OLx8MSHdexE7debtx5bLyxm/fzwVigp+7P8jbWz1c2DleTn88uVHlOfnEjN8FJ2fGtWqSssDix9atV7s5uxiKEgAUxtoPwE6TuJ8mSG5BzOJzpKjE0FOiDWRA/2wtv1zetHrNFq+ySnh+9wSxMB0TyemeTo26/EC+s/w2JrlZCUmYOPiRo9xE/CN7nBfraA6pZbqA1nUni1AYmmM9TB/TIOa33hRl9ZT8VMK6vxazDo6YzXIt1lDTUEQqFy/gZKPP0ZiZ4fb558hbdcOAI2mjuvXZ1FadghXl5G0afNei+bBJSUlbNiwgdraWtyjuvPdZRUlNUqebu/BnNg22P2uqqiprCR30mQUycnIR8zkbJEvvlEO9H0hBIO7Ny5+XQTHPyYr9CWGXusOCi1j5CbEDg8krIfbfX2ue/bs4fz58zz99NMEBwe3fMJvyGSXSUp6FbkiDx+fGXh7TUXcTAvxPwWtVktpaSkFBQXk5+dTUFBAcXExOp0OADMzM9zc3HB1db39398vpO6OHRqNhtzcXDIyMkhPT6egoAAAIyMjvL298fPzw9fXF3t7+0emza1EEATmn53PtrRtzGo3i6f9ehF/bjCGpv5Mv56DWunExkFraetui0Kr46nLN7lWK2ekyohNRzLo4mfH92OiSfh0Jh+bnyDfXv+5TwyfyCvRr6BWKtj24XzyU67zxL/fJKDDvRuUCdV1PJOYgblEzJZIf3ykzVctCtNS2Pbxe4jFYp6c9Tbnd20l/UIcbfvE0uv5Ka2ysFDl11K+PhmtTIn1E36YdWraquE2agX8+gF1J69SpZkOhsbYjAhGGn7/suNamYziTz5BtnUbhl5eGEyaQ5bKjYzLpcirVUgMxHiE2OIf7YB3W3uMG6lQCYLArtIq5qblU6LS8KyrHW/6urRKbfBhp7KykrNnz3Lp0iXUajWBgYF07doVT0/P+/ptPxK5eBCUJOtbhAoT9S2EAz/RL77+n1FbW8vSpUsRiURMnjy5wc1GqxN4bXMi2y7l8+++gcx4lGT9V6hU5cTFx2Ji4kr7dlsbXRDJlDJG/DICiUjC5ic2Y27U+I62VicwYfV5TqWVsX5iJzr52t1znZG/jESHjs2DN2Ntcqddb1dRES9ez8NEnc3Rzl3wsXT5/eWbRKsTeHHtRY7eKGbpyDACvppHfXw8jq+9ht2EF5o9Ny3+DL98+RE+Ue14ctbbt29KNaoaJhyYQKYsU+9x4qgf8E86foTDK75rVCWwJf7r+KGQwcXVEL8EqvPAzh9ipiFEjOL/2Dvr8Kiurov/JhN394QIIWiAoMXd3R2KFkqFUgoULVrqLTWKtJRCKe5OcbcECCEJcddJMslk9N7vj4GUEIXCW9qP9TzzIPfeM2cmufuedfbea11OUJB6PI5G8Uq0BpBU147g7v5Y2T1fqfVHEESR7WkyVsSkkK7WMsDFjnl+bnhUkLECKJLnc3H7FkKPH8LY1IzXBg2nQdeelSphPQllRA6yKhoGg/4hXHg1jbwDMUiMDLAbEFBpk7cuP5/U+QuQHzuGZdu2uH28EkM7fTwtKkrm9p3JFBREEhDwIV6e4yp94D148IDt27cjMZByz7weZ5MFgjxtWNK3Lg28SpeualJTSZgwEU1yMjn9ZnIr3YPaLd1oO7JmSTPMs5/Bn0tJrjmJfmGdKVBpmW5lz/CJQU+tnHXnzh127txJixYt6NKlS5WuEUUd8fE/ERP7FSbGztSp8yW2tpX79PwXIYoiOTk5xUQqOTmZtLQ0NBoNoO83fpxIeXh4YG1dfrb1ESqKHQqFgtjY2GLClZubC+jL7v38/IoJ17Pufv9/gU7QMfvcbI7GHWXhawtpaSUhPHw2Cqs+fHjvBCaFHTgx7lNszY3JVGvocSMKtSAw3diKT/aE4eNgwYZRDVEtnMkGg0vsb6b/mY6pPYZZTWahLlKwY9kCMuKi6TtrAb4NGpWawx25gqGh0RhLDNjewJ8Ai4oz+dlJiexYsQC1QkHfWfOID73F1b078K4bRK8ZczGztKrwetD3oeb8EYEyQoZ5sDN2/asjMapCSXDCFbQ75pOdORSNGIh5sAO2/QIrLjd8AjqtQGJ4Dkm7TmKx91tMFVmkeLZG23cCfq/5UK2uA8ZVzI7JtTo+jU1jXVIm9kaGLKruziCX8u0n/k1QKBTFyoMKhQJPT09atmxJYGBglbLWrwjW84JOo3/gnv0ULF2g72qoXrZgwcuMlJQUNmzYgKenJ6NHjy7RA6ATRGbtCGXXzWTe7RTAu51qVDDSK1SEu3ffISPzKE2b7MXSsrRSnyiKzDwzk1MJp/i1+6/Uc6pX7lgrD4ez5kwMy/vXZWSzkip9gijw9p9vcyHlAhu7bSTIKaj42PmcPIaERGGgSeL3et60dn+6kqLlB++x9lwsC9p70/6HhXoD4RXLsenTp8LrEsNus3PFQpz9qjN4/rLisjSlVskbJ94gNDOU1R1W08qj1UOVwB8JO3OiXJXAyvDM8UMWpydVN38FdQH4tIbXpiMGdOb8g2wyTsTTOEGJxgBSg+wI7lYdi6doQH5aXMsrZEFUMiFyBQ2szFkW4EFjm4oXbzqtltDjh7i0fQsqhYKgzt1pMXhEpY3ZpcYp1JC3PxpFFQ2DQW8yLNv1AOW9bEwCbLEfXAOpdcW7w0V37pA84z00qak4v/ce9q+PK85s5uZe5/adqYiihrp1vsHBoU2l87527RqHDh1CNLVmZ54PhqYWfNCtJkMaeyEto4dBFRtLwoQJCPlyUnrM4l6GI8Fdq9G8n1/JBcPF1XBsPtEe0xkV3ZosUcfCutUYMbx2lXqtHkdmZiY//fQTbm5ujB07tkp9V0pVGvfCZiLLvYyzcw9qBi7HyOj5K1K+jBBFkfz8/BKZqZSUFJRKJQCGhoa4ubmVIFT29vbPVMb3NLEjJyenmGzFxsYWz8fV1bWYcHl7ez+zn9l/GRqdhrdPvc2F5AusbL0S78LDZGad4LSuI7uTz+Kne5td4yYiNZAQXlBE75tR+JiZMNfWjhmbb2FsKGXt0LrYzn+Hm/J7fDzMGKWopo1HGz5t+ykGKoFtSz9ElpxE/zmL8a4bVGoO4QVFDA6JBmB7A39qWVa8SZaflcnO5QvIy0yn1zuzURcpOLbmG6wcnej3wUIcPCouWYaHUu5/JpB/MgEjVwscRtXC0KEKm3NqBeKJZeRfkCPXDcLQ1gD70Q0x9ii/rFir1pFwL4foWxnE3c5GXaTF2FSKb01LvCP3oTuyA0MnJ1wXLcSqQ4fK5/AE7soVzI5M4ka+gtdsLfi4hheBlRDVfwseKQ9eunQJmUyGg4MDLVq0ICgoqML7+RXBet5Ivgm734CsCGg8Hjo/LB/8FyE0NJTdu3fTrFkzunfvXuKYThD5YIdeAvydjgHM6PyKZD0tMjOPcfvOVPx838XX960yz9kWsY2ll5fyXqP3eL3u6+WOtftWEjP+CGVUc2+W9StNwtbdWcfXN79mbtO5jKj1V49TSL6CPjfuodOks8RTyYTaA5/qM/x+NYG5u+4wqo4d435ZiFYmw/Prr7Fs3arC6zLiYvhj8RysHBwZ+tGq4p0+jaDhvVPvcSbpDJ+0+YRuvt2euSTwSTx1/Ei8BpdWQ/h+kBhA3YH6jJVbfU5HZJBzMp4miSrUUkirb09wV3/MbV7cgyRZqWZZdAq7M3JxMTZknr9+h7AyEZKYW9c4/et6ZClJeNdrQPsxE0v1IVQGURQpCs0kd380glKHVTsvrNt7lW+a+RDKSBk52yMQFFpsuvli2bJ8ufZH7yPbtIn0Tz/D0NERjy8+x7zhX+bXKak7uH9/Pqam7tQPWouFRcXWETqdjqNHj3L16lXSJXacUPoypKkv73cJxK6cXriisDASJ03WW5h1fJ8HWTa0GFidhp29S5545SeEQ7O5bLaAOVm1SDIU+KxrLQa0L9teoSKoVCrWrl1LUVERU6ZMwdq6cpKUmXmc8Ptz0emUBNZYhJvboP/EbnF5UCgUJTJTKSkpFBTopaENDAxwdnYukZlycnJ6anGQ8vCsaw9BEEhJSSkmXImJiQiCgFQqxdvbuzi75erq+qp/6yGKtEVMPTGV0IxQPmuzDJOk5RgYWvBRnAlJhZkMcv2Cj3q2BOBEdj5jbsfQ1dGGuc4OjP/lOlkFKr7oFUDg4rfJKszkgykm5GjzcDF34bO2n1HD1JdtH80lPzODgfOW4hFYugw3qlDJ4JBo1KLAH/X9qWdVcYl3kTyfXR8vJj36AZ2nTMfe3Yt9ny9Hp9HQa8YcfIIaVnh98Tj3c8jZGgGA/bDASkuuixF3AeW2r8jJGYkgscWmazUs2/gUx1q1Ukv83WxibmUSdzcbrUqHiYUhvvWd8G/ohFdNe6RG+t+/ojt3SJ03H1VkJFbdu+E6bx6GjpVIyj8BQRTZkprDsugUCnQ63vByZoaPCxbP6X78p6HT6QgPD+fChQukpqZiaWlJs2bNaNy4MWZl9Jq/IlgvApoi+HOZvlfDzgf6/QDVyhcneBlx5MgRLl++XKYPi04QmbPzNttvJPF2xwBmdAr4Tz/gnyc0mlwuX+mKsbEzTRrvKlPhK0oWxfCDw2ns0pjvO32vJ8foAAAgAElEQVRfol/qcYQm5jJ4zSWCvW3ZNKEZRk/031xLu8bEYxPpUq0Ln7T5pPhnFF5QRK8b4RSpsxhlEcInLT54qs9wPiqLcT9f5TUXEz7cuhCpBLzW/IhZvfKzbAC5aan8vnAWUkMjhi/9FCsHffAWRIF55+dxIOYAC5ovYEjgkL9VEvgkqhQ/dFq4f0B/zyZd1dsvNB4PTScjWLlx4l468j8TaJKsQiWFzAYOBHf1x7SSjMzfgUIn8F1COt8nZCACU72cme7tXK6k8CNkJyVwetN64kJuYOfm/rDPqulT36PaXCW5ux8aBns9NAx2rThjJmoE8o7EUnAhBUMXc+yHBmLsXvEGky4vj5R58yg4cRLL9u1xX7kC6UPVSVHU8eDBKhIS12Nn14J6dVdjZFS2IuUjKJVKftm8lbTEOMK0Lmjd6rG0Xz3qVmDmrLh2jcSp05BYWhH+2gyScy1oP7omtVo8oQ52/Wfy9nzMUdVi1uvsiDDWsapfXYY2r7oR8yOIosiuXbu4e/cuo0ePxs+vYoKm0ymJerCS5OTfsLKsQ506X5XrmfdvhUqlIjU1tQShelR6B+Do6FgiM+Xq6vpCM0LPa+2hUqmIj48vJlyZmZkAmJub4+vrW0y4bMtRW/3/ggJ1AROPTSRKFsWqZtOQJK3Axqk/E2+eQaVw5ZOWP9A7SG98vy4pk/lRyUz3dmaKswMTf73O7aRc5rR0p/2qd8g3h9mvS8lUZQMwts5YxvmMYO+yRRTm5jJk4Qpc/KqXmkNckYqBtx5QoBP4vb4fwdYVxzy1soh9n68g/vYtWo8YR+Brrdnz6VKykxJoP24yDbv2qtJn12YXkf1bOJrUQqw6emPd0btqSoHqQnSHVyC7YotSaI6Rh4TcIB+i7+WQcC8HnUbAzMoIvwZO+Ac7417DFmk5vbqiWk32+vVkff8DBubmOM+dg03fvk/97MhSa1kWncLWtBw8TY1YHuBJV8d/r6XRkxBFkdjY2GLBG2NjYxo1akTz5s2xsfnrc74iWC8ScRdgzxuQmwgt3oL288Do35Ey1el0/PbbbyQkJDB+/Hg8PEr6qAiCyJxdt9l2PYm3O1RnRueKFXReQY+wsJmkZxygSeM9WFmV3kEr0hYx4uAIZEoZO/rsKFeSPSNfSe9vz2MkNWDf9FbYP7Ern6nIZPD+wVgZW7G111YsjPQPibgiFT2uh5OryqWFdie/d/4CI2nVFygPMuT0//4iroYCH+9Zgo2tpd5AuBLzwsJcGVsXfoCysIBhH32Cg6e+fEIURVZdW8Xm8M281fAtXq8x5m+XBD6JCuOHSg43N8GVHyA3Aex8ofk0aDACrZEFx8JSKTqVSLMUNQpDCTkN9cTK2PL5KwI+giiK7EqXsTwmlRSVhj7Otizwd8ersj6rAjmXtm8h5NhBjE3NaD5wGA279XrqPitRECm8nErekThArNQw+BE0aYXkbL2PJk2BZQt3bLr7VNpTUBQaqi8JzMjA+f2Z2I8dWxxHtFo5d8PeITv7DJ6eowmoPq9SyfGE1EzWb9yEWJTPXQN/hvVsx6Bgz5K9U09A/ucpkmfMQOrqTkj96WQrzOkysQ5+DUo2j4u3tnD/9x2cLZzECTMp1ww1zO1ekynPaMR+7do1Dh48SIcOHWjTpuJyx4KCCO6GvUthYSTeXhPw95+JgcGLI/f/C2i1WtLS0kpkph4RDwAbG5sSmSk3N7f/uR/Vi1p7yOXyYrIVExNTnJFzcHAoLif08fH5f+m/lavMZdyRcaQWprKgVgvMcvdR5DiFubc2Icg6snv4Umq4WCGKInMik9iYks2XNb3o52DLjD9COBKWxoiaNoz6bia5vrbM7V9EkaCkSFuEn40fH9Z9n9tf/Yy6qIghi1biVEZWP1GpZtCtB2RrtGwJ8qOpbSWbRFoNh7/7koiLZ2nUqz+vDRjK4e+/JPr6Fep37kH7cZOrJH4hanTIdj9AcTMDkxp2OAwLxKAKEuhFBWpij18k72Iq7gYeaES4ZyDBrqEL/sFOuPrbVhgDn4QqOprU+QsounULi1atcF28GGPPp/fSu5JbwOzIJO4XKuniYM2yAA+8zf5FcUsUQavSrxNU+fpWAZW8xCstK5cLMQXczRSQAPVs5LSwSsZFzGTAYdtXBOuFQiWHY/Phxi/gVAsGrAG3+v/0rKqEwsJCfvrpJwRBYMqUKaVkgwVBZO6uO/xxPZG3OlTnvVckq0JkZf1J6O1J+Pq8hZ/fu2Wes+TSErZHbmdNpzW08GhR5jlKjY5hP10mMl3OzqktqOVWsqxIK2iZeGwi97LvsaXHFqrb6XfpUpRqet+MIK0oH5+879jb/ZsKPbWeRHaBiv7fX6RQXsjnR1bh7eWE95o1FXppAKgUCrZ9NJec1CSGLFiBW8BfPWc/hP7A9yHfM7r2aMa7DuXAV6v+dkngkygzfuQm6g3Db2zUB07vFvDamxDYHQ0GHL6TjPZ0Ek1TNSgMJeQ2cqRhFz+MXoDU+uO4ma/vs7qRryDI0owlAR40r/ThriX0+GEubd+s77Pq1JUWQ0Y9dZ8V6A2DZTujUCfIMalhh12/6hjaV7zIE0WRgosp5B2OxcDUELtBNSotcRFFkZxfNpLx+ecYOTvj8eUXmNX/Ky4qFHGE3p5CUVEcNWoswtNjRAWj6WPRxuM3iLx0FIkoYBzQkhkDW2NTgR8XQN6+faTM/RCj6oFcqT6JQp0ZPacG4RFYUqRIeW0npzZHEKNsTriHlAOFBUxo5cv8nrWeKeYlJyezYcMGfH19GTFiRLllYqIokpT8Gw8erMDQ0JratT6tUu/ZywZBEMjMzCyRmXpS0e/xzJS7u/tTydS/KPwv1h6iKJKRkVFMuOLj49FoNEgkEjw9PfHz88PPzw9PT8/nVvr4siNDkcHYw2PJV+czw90UF2khRzSt2Rd/FKvcqRyeMhEbMyM0gsio2zFczC3gj/r+NLex4OMj9/npbAxtXYx5d+NcZE08+bBdGtYm1mgFLTnKHEb6DsViSxgSHQxd/DH27p6l5pCiVDM4JJpUtYZf6/nSyq5i4QpREPjzl58IOXqAOm070nHiNC5t38K1fTvxrlufXjPmVEn84pEwUO6+aKTWxjiMql1mb1VhnorYkEyib2WSHJmLKIhYO5gQaPEA93wzwA3LBobYDGpWaUl3eZ9HtuV3Mr/4AhFwfvcd7EaORPKUv4MaQWRtUiafxaUhiiIzfFx5w8sJ4xdZGivoShEh1E/8W1Wgf/YXH3+cPOX/dY6gqfz9JFJyjV24JAZzU+2LBkMCzPPZeTnuFcH6nyDqOOydDoosaDsbWr0H0pdfzjI1NZX169fj7u7OmDFjShksCoLIh7vvsPVaIm+29+f9LoGvSFYZ0GjyuHKlO0ZGtjRpsqdMWenj8cd577S+5+q9Ru+VOY4oiszcrhca+XFUI7rVdS11zpc3vmTD3Q2saLWC3v69AX3Kvt+tSOIKC7DL+JitnZZSx7FOleev0uoYufYKdxJy+Pj0aoJruuO5ejXSShZBWrWaXR8vJvl+GP0+WFhCwWlL+BZWXl1JH/8+DNO2488NPz6XksAnUSJ+JN/QlwGG7dH/u04/aP4meDZCJQgcCk1GPJNM0zQNhUYS5I2daNDZD8MXbKSYqlKzPDqVHekynIwNmevnxjBX+0r7rGJDbnD613XkJCfiXbc+7cZOKnNHtjKIWgH56UTyTyViYCLFprc/5g0q9qgC0MnV5GyPRBUpw7SmPXaDApBWkt3T5eaSMvdDCk6dwrJTR9yXL0f6WFlFjuwSd+5MByCo3nfY2TWvcLzQxFy+2HYC7/wwtIam9Bs4lGa1fSr9zDm/biJ9xQoMGzTmgtsYBENTer/VACfvkoughMMHObm/CKVoQ2FTO76NSKdvA3e+HNLgqXaFH0GhULBmzRoApkyZgrl52X0eanUO4ffnkpV1AgeHttSu9QnG5XjlvUx4pOj3eGYqNTW1lKLf44TKxsbmpXxu/BNrj1dy8HokyZMYe3gsOkHNVPssari0Ym5kGkn5WdQ3+IhNYztjYCAhT6Ol180ostRaDjWqga+5CZsux7No711qWMD8nUuRdfFjUd371LKvhZe1FwdjDuJv6Uujc0Y4qywZungVti6ln6UZKg2DQqJJUKr4ua4v7R0q7pEURZHLO7dycftm/IKb0Ovd2URevsDxn1Zj7eRMvw8WYe9etUyQOlFO9m/30BVqsevnj0VjV+Q5SmJuZRJ9K4PU6DwQwdbFHP+G+vI/Ry9LJBIJYsSf5G69QGFRO4ys5NiPb4GR27OVn2pSUkhdvJjCs+cwq18ft2VLMQl4ehXpZKWahQ+SOZiZR4C5CStreJYkraIIGkUl5Ocx4vMkGXqcIGkUVZuUkQWYWD18WT7801r/p7HlY8fKeBk/9ncjM71HLiWVBy9fvvyKYP3PoMiBQ7Pg7g5wD4b+P4JTaQW5lw2PJISbNGlCz549Sx0XBJF5e+7y+9UEprXzZ1bXVyTrSdy79wFp6Xto3Ggn1tale5VSClIYtH8QPtY+bOy+EaNySqHWnYth2cHwclUcTyWc4u1TbzO4xmAWvrYQgDyNlkEh0dwrKMAyfSWfNhlDH/+Klf4ehyiKvPtHCHtDUvjw6q/0bOCJ28crMTCueCEtCDoOfLWKqCsX6T59JrVbty8+djDmIHPOzaGdR1u6Rfpx/8yfz60k8EkMGDCAXcvH64lVwkV9AG00FppOAVsvinQCB0KSMDybQpN0PbFSNHUmqJMv0koyIH8XRTqBHxMz+CY+A50oMsXLiXequWBZWZ9VciJnfl1HbMgNbF3daDt6Iv6Nnr7PCkCVkI9sZxTadAVm9Z2w7e1XKUkCKLqXjWxnJIJKwLaXLxbN3Cp9f8XNWyTPnIk2KwuXWbOwGz2qxDVJyVuIjPwIc3Nfguqtwdy8/N6mnEI1nx4JJ/zWFRoYpmDh4Mq08aMrlcUWRZGsb78j67vvMGzWhtPWgzGxMqfPOw2wdfmL7GjVOi79/Ce3b0mxM83ErG8D3j8eTQt/B9aPbYLxM+wKC4LA1q1befDgAePHj8fTs/TOOUBOzkXu3XsftUZG9eof4OU5Fkk5vZj/NPLz80uJUDyu6Ofq6lqi1O9ZFf3+CbwMaw+FQkFcXFxxOaFMJgNKysH7+vq+FBm/543o3GjGHRmHsUTHNLsM/P1m8PrFn1EWeDDBfyXvd60NPCx9vxGJvZEhB4IDsDUy5FREBtM338RS1LDo6JfkDajGSrcbdPDuQG+/3iy9vJRcVS7BsQ40zfJmxKJPsHYsXY2RpdYyLDSayEIl6+r60KUKvUQhxw5xcsMPeATWot+shWQnJbD38+UIOi29351b5Q1EXYGajF/voUuQk24s5WqGEgFw8LDAr6Ez/sFO2LtZlB13lXkU/f4dsoggRIkZth2sMO/0dJ6HjyCKIvn795O+YiW6wkIcp0zBcfIkJMbGoFU/JDdPkp+yCVK6XEaMLAtDTQEeKHFBifTRcVGofDIGRo8RHesnyFEZ5Kf4uPVjxx+e/xwqZCr6zgYOHPiKYP3PEbYbDrynZ9kdF0GzN+Alf+AcO3aMixcv0rt3bxo1Ku0jIQgi8/feZcuVBN5o68/sbq9I1iNkZZ8mNHQCPtWm4u//fqnjWkHL60de50HuA7b13oaXVdnyrmciM3n956t0rePKdyOCS+2eJ8oTGXpgKJ6WnmzqsQkTqQmFOh3DQ2O4kVeAZcanjPetz+yms59q/l8dDeerUzGMvXeIaa954jx7doUGwqAPLifXf0/o8cO0HT2Bxr36Fx87m3SWd/58h7o2tWh7zpq8pOTnWhJYDEEHiVcYMHICuzqlgK03NJsKwaPBxIpCnY59N5IwO5dC40wthcYSlM1cqduh2gsnVo9MGpdGp5Ck1NDTyYaF/u5Uq6Q+vahAzqUdWwg5ehAjE1NeGziMht17P3WfFTybYTCAoNaRdzCGwitpGLlZYD+8JkbOFattiYJAzoYNZHz5FUZubnh8+SVm9er+NaagITJqGcnJv+Hg0I66db7C0LDschqdILLlagJfHAknSBeJrzSHOnWD6N+vT6kMe1nzSF+xEtlvv2HQtgenpN2xdrGiz9sNsLT767vPSpJz/Ier5GRLqOd0BbMRIxm9JYwAZyt+n9wcywq8vyrCuXPnOHnyJD169KBp06aljguChpjYr4iPX4O5uS9163yNlVXtZ3qvFwGFQlGCSCUnJxf3D0kkElxcXEpkppydnf/VZW0v49qjMjl4Pz8/qlWr9p+Rgw/LDmPi0YlYGWh4y1mFzvVtFlz7BlVmJ1Z3n03XOvrM06XcAoaERPOarQWbg/wxMpAQlpLHhF+uI5cXMvfCegpHuPCt2SUG1xjMWw3eYuXVlRyOO4xjvindkwOZNvubMjf4ZBotw0NjuFug4MfaPvRyrjwbFHHpHIdWf469hycD536ETqtlzydLyE5OpMO4KTToWnqzuvj90gqJvqnPVGUnFlDT1IAaplI0VsbYDAnEPqDq2ShdyHFydsai0tTCzCUTu4ndMLAw1ZOe8sriHv+/x87RynJJP5ZOfoQKE1sBt2ZyzOwKqzALSQlyI5hYES8YE64xosjInFr2ztS0d8LA1Poh+bEunyAZ/nt6uF6JXPxTkKfD/rch8ghUawX9vge7p1ei+l9BEAQ2b95MXFwc48aNw8urNAkQBJGF++7y2+UEprT1Y063mv/vSZZWK+fylW4YGlrRtMneMhvTv7n5DWvvrOWTNp/Q3bd7GaNATGYBfb+7gIetGTuntsDiiQWeSqdi9KHRJBUksa3XNjytPFEJAmNvx3JWJscm+ztaWov82OlHDMswNS4Puy/HMGNPOJ0SrvFxBy8cJoyv0s/04vbNXNrxO036DKTNyL9k5m+m32Ty8cl4SJ1pdcwYSyPL514SCOhVAfdMhTvbGPCnF7t+WAY1e4HUELlWx97riVidT6VRlpYCEwM0zV2p06Fi09znhVC5goVRyVzJK6SOpSlLqnvQspL6fp1Wy+0Th7m4fQuqwkLqdexCy6Gjn6nPCkoaBls0d8Omm0+VPrs6uYCcrffRZhZh2cYTmy7VKq3v18pkpMyeTeHZc1h16YLbsqVIH5Mj12hyuXN3OjLZJby9J1Ld/wMkkrIX5TfiZSzce5folGz6WsVhpsmlY8eOtGrVqtLfS1GjIWXePPL37UfsMpjT6rY4+9rQa3p9TC30i1FREAk5mcjlPQ8wFWV0qLYfzfDlDPolDFszI3ZMbYGj5bM94GNjY/n111+pU6cOAwcOLDVfhSKesHszyM8Pxd19KDUC5iOVVkxcXyQeKfo9TqgeZU9AL8jweGbqRSv6/RN42dce/1/k4G+k32DK8Sk4SVXM8fPjcFFNDsYdRkydwp4JY6nurM/ebU3N5t37iYxxd2BVDU8kEgmpeUWM/+Uakan5TAvZiWakEZuFS7zZ4E3eqP8Gx+KOseTCYuTqAlqmV2PV1I1Y2ZQmWflaHSNDY7gpL+TbWtXo72JX6pwnEX87hL2fLcPM2oZB85ZgYWvHwW8+JebmNRp07Un7sZMxkEoRRZHs5EKib2YQfSsTWaqetLj62eAf7IRfAyeM0grJ2R6JxADse9li6qYugyA9IcLwsO9ILJIhZCQjakUMKMRAoqzaF29oWmZmSB6rIW1fDNp8JfYd6uA0tB0G1vaPZYesS5IjI4sykwgPFErmRiZxTlZAfSszVtXwooH1PxfznjdeEax/EqIIt36DI3MBEbqugOAxxbWcLxsUCgVr165Fo9EwZcoUrKxKLwpFUWTBXj3JmtzGj7nd/3+TrPDwuaSk7qBx4x3YWJcWN7mSeoVJxybRr3o/lrRcUuYY+UoN/b67QK5Cw943W+JlXzoAPRLH+Kb9N7T3bo9WEJkcFsehrDzc87firA1ha8+t2JpWfefrakgMI7fcIVCWyM89vHDq37dK14UcO8TJ9d9Tp20nuk59p/jnH5ETwbgj4zBTSen4pxUB1Ru8kJJAdBrYNRnCdkGHBQz46iK7du0iV6Nl77VE7C6kEZytRW5igNjSjZptq2Fg8uJ32TNUGlbEpPJHWg72RobM8XNlhJsD0kruj7iQG5wq7rMKot2YSThV832mOegKNeQdiEFxK0NvGDwgABOfykmaKIgUnEsi71g8Ugsj7IbUwLR65QsMxfXrJM98H11ODs5zZmM3YkSJeFBY+IDQ25NRKlOpWXMp7m6DyhwnU65i1ZH77LiRRHVLHR2MIxHUSgYMGEDt2pVneASlkuR3Z1Bw+jSaXuM4J2+MVx0Huk2ui7GpnljKc5Sc3HiP5IhcfM2u0d7nCHlDNjNw431UWoFdU1vg7fBsD3+5XM6PP/6ImZkZkyZNwsSkJElLTdtDRMQiJBIDatZcgYtz2RstLwparZb09PQSmamsrCwePc5tbGxKiVD8f1C4+7etPVQqFQkJCcXlhBkZGcB/Qw7+fPJ53jo5HS8jNUuDxzDn7nmScmU45M1h/7RuWJnqyf3y6BRWJ2SwtLoHk7z0JX8FKi3TN9/gdGQWg6JOweBsjqqus+i1RQyqMYisoiw+PDaLS7nXcVdY802/tQS6lY4rhVodo+/Ecim3gC9rejHMzaHSeadF3uPgp4swNtTRfeJk7B1sOLf/CNfP38Dd3ZFG1b0oSs9BKJJjLFFgY63F2lqLhakaqa6wRKmdRutMtmYeWtETa8PfsJLuQCJ5YsktkZbTM2SJLjePokQjBNEeYwcNJi1aIrGwLb/vqAKFYV1BAZlffIFsy+8YeXjg+tFHWLZq+RQ/UT1EUWRvRi4LHySTqdYyzsOROb6u2Bi9/BoFleEVwXoZIIuHvW9C3DkI6Ap9vgGr0g2XLwPS09NZt24dLi4ujBs3rsySHFEUWbQvjF8vxTOptS8f9ng2pa1/O7JzzhMSMpZq3pOpXr10WV6OModB+wZhaWzJ1p5bMTcqvXjTCSITNl7jfFQWmyc2o5lf6YC+P3o/H57/kPF1xzOj0QwEUeSd+wlsT5NRQ30SZdYfbOq+iUD7qvf7Rd+OZODGUMzVRWzrVw3Pjm2rdF3EpfMc+HoVfg0b0/f9+Rg8LA9KyE9g1MGRaAoUdLvgTKceo55/SSDo68F3ToDwfdB5CbR8h779B9B35qc4XUynYY4OuakBkpbu1GjrjYHxiydWSp3A2qRMvopPRy2ITPR0ZIaPK9ZV6bPatJ7YW9exdXGj7egJ+Ddu9sw19M9iGAygzVUh2xaBKiYPs7oO2A0IqFQ6WBQEsn9aS+bq1Rh5eOhVAuuUFFXJzj7DnbtvY2BgQlDQD9jalC491uoENl2O54vjkSg1OsbVNUUSexljY2OGDx9eyj6iLOjkchKnTqXoxk0K+0zlSl4dqjd2ptO42kgffv6o6+mc2RKBTqOltdU6arlGkD9sH0M2R5OcW8TWyc0r9NGq8P11OjZu3EhqaiqTJk3C2dn5r8+nlRMRsYi09L3Y2jShTp0vMDV1r2C0v49Hin6PZ6bS0tKKFf3Mzc1LZKZeFkW/fwL/9rVHZXLwfn5++Pr6/mvI8rG4Y7x/ZiaBpgJzmi9h4pnlqAp8aWExm59GN8HAQIIgiky8G8eRrDw21vOl88OeKa1OYOGu22y5kUzL1NuY9rzHdeVtvmr3Fe292yOKIr+c/pZvo9chSOHd+tMYXb03BurCElkhVVE+v8XFkSbPoY+1lHrG2oqFGcoRXLib68Lx1OrYGCvp7xWGtZkEiam1vkzuScGFx8iPILVGFuJFUYI5pj4i9l0tMbC2+YscPSa4UBYEWSa56w6iyPbH2CQO+1ENMAyo2MOyIihu3CB1/gLUsbHY9OuHy5zZxT6GT4N8rY5PYlPZkJSFg7Ehi/3dGeBi969eO74iWC8LBEEvG31isf4G6fk51B34T8+qTISFhbF9+3aCg4Pp3bt3mTeAKIos3hfGxkvxTGzly7xnlDP+t0KrLeDKle4YSE1p2uQAUmnJHWtBFJh+cjpXUq+wpeeWcsnPykPhrDkbw/L+dRnZrHQJaZQsipGHRlLboTbruqxDKpEyLyqZDclZNJGGExe7gs/afkZXn65VnnvGjVAG/3KLbGNLtvX3pXar0gvfspBwN5RdKxfh4l+DQfOWYGSif2inF6YzfM8Q5Io8+t3xZ+TE+VV2uH8qaFWw/XWIOAhdV5DbeAqnkmV8O3IUG1vPR25mgFFrD/xaef1PiJUoihzKyuOjBykkKNV0dbRmkb8HfuaV91ld3vE7IccOYmhs8tDPqjeGz1h+9SyGwY+guJ2JbNcDEARs+/hj3sil0vtYm51NygezKbxwAese3XFdsqSE2qQoiiQm/UJU1AosLQOpH/RTmaTiSkw2i/aFcT9NTusAR4b5qLh+/hQuLi4MHz68hKFjuXPJyiJh0mRUUVHIer/NLZk/ddt40HpYDQwMJKiKtJzbGknElTRcPKR0Emdia6NBOeogY7YncitRxsbXm9Ki+rOr9x0/fpwLFy4wYMAAgoKCiv8/Ly+EsLAZFCmT8PV9G1+faeWWRj4rqqLo5+bmVoJQvayKfv8E/ktrj4rk4D08PIqzWy+7HPzOiN9ZfHkFDS2N6VHrbZZf+wxVRjemB0/m7bbVQF1AoSKPfpF5xKhFDjjlUEuQ6UvlVHJu3IsmND4ND00W1k5JSHT51LP2xVIQQCUnVZnLUjszzpmb0bhIydKsbDy1ujLnopYYIhhbYWpmXbos7uHfBSMr8vOlpCSoSYhWohZs0WCKo787po4C1//cDqJI7/fm4l23ahY+xdYYB2MxtDPBYXTtKsf0Ryg8cITc8waAgF1wCuYDxzyzsrWgUpH1/Q9kr1+P1MYG1wXzsera9ZniyG25gtkRSdySK2hpa8nKGp7UsPh3bAA8iVcE62VDZqTenDj5BtQZoCda5s+5hOo54OTJkwT7cdQAACAASURBVJw7d46ePXvSpEmTMs8RRZGP9t/jl4txjG/py4Je/39I1v2IhSQnb6Fxo23Y2ASXOv5r2K98ev1T5jady4haZXv87L6VxIw/QhnV3Jtl/UrvMBVqChl2YBhytZztvbfjZO7EyphUvo5Pp71FNnfC32VyvUm8Hfx2lectO3OWCZtuEWrvy899/WnTsmpS7umx0Wz7aA5WDk4M++gTTB8uqLPy0hm2axDZQh5jM1oyccoyLO0rL6t4amiUsG0MRB1F6P4JW70GEnckljGRSiafWcbqlT/h19KzUuPb54W7cgULH6RwMbeAQAtTllb3oI19xX1Wgk5H6InDXNy2Wd9n1aELLYeOwtzm2cp5ShgGiw8Ng1tUbhgMIKi05O6LQXEjHSMvKxyGBmLoaFbpdYVXr5Iy8310eXm4fPghtkOHlLjnBUHF/YhFpKZux8mpC7VrfYahYcmFQUa+khWHwtkTkoKHrRnzewQiJIZw7do1AgMDGTBgQKkSu7KgSU4mYfwENBkZpHWdQViuB417+tC0ly8SiYSUqFxO/HyPglwVjduY0zhuOAYm5ujGHmTawUyO3Uvnm2EN6V3/2TNK9+/fZ+vWrTRu3JhevXoBIIo64uN/Iib2K0xMXKhT+wtsbRs/83s8jvz8/GIyVZmin7u7Ow4ODv/q3pwXjf/y2kOr1ZKUlFSc3UpJSUEUxf+9HLwglOwlUj+RCXpSlU5dwC8F4XxOPj1VWt6TFWCoKsBCMMAEbfGwqcaOdA/+EUNRy+GbU3HSPOoflKCRmpOlMaFINEZlrkQu1VDbvTmWlm5gYklmRjbrY66y0wckhoa8X603g706IynOLlmjNrLgjYg0DmXlMd/PjenVXIrfW6cVSI6QEX0zg5jQLJQFGgyNDPCoaUNW3J/kJF6i06SJBHXsRl5GGrtXLSEnJYmO49+gfuceVf7qVHF5ZG8OR1TqsBsYgHkD58ovegzaxBSyf76ERuGMudUNbF/vhoF7zaca43Eo798ndd58lGFhWHbsiOvCBRi5uFR+4RMQRJHfUrJZHpOKQicw1cuJd31cMZf+u2LVK4L1MkKnhQtfwumPwdwB+nwLNbr807MqAUEQ2LJlCzExMYwdO5Zq1coW6BBFkSUH7vHzhTheb+nDwl61//MkKyfnIrdCRuPtNYGAgA9LHQ/LDmPUoVG09mjN1+2/LvP7CEnMZciaSwR727JpQjOMnggsoigy6+wsjscfZ12XdTRxbcK38eksi0mlm61AyJ0JtPRoweoOqzGoorxz7p69fLj1Ood8mrOyiy/DO1RNvUyWlsLWhR8gNTJi+NJPsbLX7/YnxkUw4dDrpJvKecdsOOOGzn7+JYEAmiL4YxQ8OEFip1VMMW1Pq+syxsRpUNez5/0dC9i1+38TPzLVGlbFpLE5NRs7IymzfN0Y7eaAYSWkJi7kBqc3rSc7KQGvOkG0GzMRZx+/Z56HJkOhNwyOz8ckwBa7/gGVGgY/giohn5ytEehkSqzae2Hd0RtJJQ82Uacja80asr79DmNvbzy++hLTmiUf1Gp1FrfvvEle3nV8fKbj5/tOCelxjU7glwtxfHUiEo1OZEpbPyY092T/3l1ER0fTokULOnXqVCVCoHrwgIQJExEUCmI7vEd0njOthgRQv4MXOq3AtQOx3Dwaj5WDKZ37W+J6sj9IjRHHHWDeWQVbriSwqHdtXm/5bL1uoFd7W7NmDfb29owfPx4jIyOUqjTuhc1ElnsZZ+ee1AxchpFRxd465eFJRb+UlBTkcjmgV/RzdnbGw8PjP6Po90/g/9Pao6ioiNjY2HLl4B+9LC0t9f3jWuXT+xWpnxBhUBXohRiqAkOzEpmhbwxkrDWGwRJLGubmkKnVUZDfmhGtG+Lo4AgmVoRiQ790K2qbStlZ01GfaTIyBwMDrpy/zeRd99FKpVgF7sbKNp1N3TfhaqFvz7h76jg7f/mcmy01xJhk8JrbayxpuaT4OOhNdN8Kj2dPRi6zPJ3pX2hETEgmcbezUCm0GJlI8QlyxL+hE951HDAykaJRKtn35UriQm7QatgYmvYbjLqoiEOr9eIXDbv1pt2YicXl9ZVBl68me0s46rh8LFu4Y9PD96mMhUWdQP6W48jDTDGUpGLfWo5xt/HPLGEuarXkbPyVzNWrkRga4jxrFraDB1WqPFwWMtUalkansC1NhpepMcsDPKokk/+y4BXBepmRGgq734CMe3rxi64r9MHlJUFRURFr165FpVIxefLkckt2RFFk6YFwNlyIZVwLHxb1/u+SLK22kCtXeyKRGNCs6UGk0pK7/oWaQobsH4JKp2JH7x1lik6k5yvp8+15jKQG7JveCnuL0p5Ej0x63w1+lwn1JrAxOYvZkUl0tTch9v5UbIyt2NJzC1bGVXOOz9mwgTW7rvBTvb5MaeHF3D5BlV4HUJgr4/eFs1ApFAz7aBUOHnp1yZDTR5lzcyEp9grm+r3D8DYTqzTeU0OtgK3DEWPOsKPpYt4xbcuiCDU949VYNHfDto8/Awc9Xy+KMqchCKxLyuLLuDSKBIHxHk685+OCbSWNujkpSZzZtJ6Ym9ewdXGjzejxVG/c/Jnvj1KGwb38MG/oXKXxRJ2I/FQC+X8mILU2wX5YYJUEMLRZWSTPmoXi0mWse/XCdfFipJYls1Lygvvcvj0ZtTqLWrVW4erSu8Txiw+yWLgvjAcZBbQPdGJR7zrYSNVs2bKF7OxsevXqRXBw6UxwWSi6c4fESZNBasj9Fu+SVGhPx7G1CGzmiiytkOMb7pGZIKdWSzdadTTEeEsvvf/K64f4KkTkqxNRTG3nz+xuz76Tq9FoWL9+Pbm5uUyZMgU7OzsyM49zL3wOoqimRsAi3NxKKwmWh6dR9HN3d8fV1RXjSnzqXqFy/OfWHjptsbJcZeRHmZ+FQpaGMi8LnSIXI1GJCWrMJFqMUWEgll02VwLFggvWlPYqKkNtrpy+o7IEF3Q6FR8c6sCxnHz6+XXnQNwJdAUBOBdNZc+brYqtFA5m5jLhbhz9nW35vna1Evdc5OnLTNgRToqFA5Ze+/DzyuaXbr9gY6KPeyFHD3Jiw/fI2rpw3OYuUomU2U1n09e/LxKJBI1KR+zdLHaeicckpgATLZiYGeJb3xG/YGe8atlhWEbVhE6r5cj3X3L/whmCe/Sl3egJiIic3fwLNw7splpQQ3q9OxtTi6r1Poo6gbzDcRScT8a4mjUOI2sitX46tVPlnVhytkUgaIyxcfwTy7FjkTg9vaHwI6gTEkhdsBDFlSuYN2mC29IlGPv4PNNYl3ILmBOZREShkm6O1iwN8MTL9OWPb68I1ssOrQpOrYCL34CNJ/T7AXxa/dOzKkZGRgbr1q3D0dGR119/vVyZXlEUWX4wnHXnYxn7WjUW96nznyRZEZEfkZS0ieDg37GzLV06+eG5DzkYe5ANXTfQyKV0b5NSo2PoT5eJSpezc2oLarmV3t2+nXmbsUfG0sq9FV93+Jpd6bm8FZ5AB3sLVAkLSJbHs7nnZvxsKs+AiIJAxqpPOHT0GkuavU6XOi78MKpxKY+tsqBSFPLH4jnkpqUyeOFy3KoHolEqOb7he37I/4M4NwXzG8xmaP1RlY71TFAXIm4ZCnHnmVv7Q7Y4duaXGKjxoADLtp7YdPNBIpG80PghiiLHsvNZ/CCZ2CI1He2tWVzdnYBKasaVBQVc2vk7IUcPYGhsTPMBw2jYvc8z91nBsxsGA2hzlOT8EYE6Ph/zBk7Y9quOgWnl9fiFly+T/P4sBLkcl/nzsB00qNR9nZl5nLB772EotSIo6Eesrf8i76l5RSw7GM7B26l42ZuxqFcdOtV2ISEhga1btyIIAkOHDsXXt2qZpMLLl0ma9iYSWztCG75NttqabpPrUq2uA2Fnk7mw4wFSYwPaj6qJv48Cfu6h34kfd5DNsebM232XQY08+XRQ0N+KT/v37+fGjRsMHz6c6tWrEfVgBcnJm7GyqkPdOl9jbl7+53ml6Pfy4KVYe4iiXiihCnLcFb7UBeUKLpSCkUUJMiQaW6IUjchXieQUasiWq1BihFpiipWjOw7uPjh7+WPvWg0DM5u/yFElggt/FwUFD3jvaD8uFUho79mOU0mnUaX3pIPbYH4YFVx8D38Tn86KmFRm+bgy07ekgFjSoWNM23Wf247+mDn9SZNaWfzUZQ2mhvp76vqB3ZzZtB6XNo054RfHjYwbNLJsTvfM0eSGCWg1AqaWRmT4mLHfQaRzsBuLa3hUbhshCJz6dS23Du+nVuv2dH3jHaSGhtz58xgn1n2PjYsr/WcvxM616iXKitBMZDsjkRhLcRhRCxO/p8v26ArUyH4+gzLZFBPpLew7myJtM/GZfVpFUSR3xw4yPvkUUa3G6a3p2I8bh6QSv8KyoBFEfkrK5LPYNADe83FhipcTxi9xifMrgvVvQcIV2D0FZHHQfBp0XKAPXi8BwsPD+eOPP2jQoAF9+/YtN7CIosiKQ+GsPRfLmNeq8dF/jGTJZFe5eWs4np5jCayxsNTxR2p/0+pPY2qDqaWOi6LIzG2h7LqVzI+jGtGtbmklyVxlLoMPDEYqkfJHrz+4lA8TwmJpbmOJb/56jsUdZHWH1bT1qlz1T1CrSZ0zl1sXQpjV/h0CPOz5Y8prmFVBAEKrVrNz5UJSIsLpP3sRPvWDyU5KYN+XKzlgG0KkdwHvN5rJ2LrjKh3rmaCSI/91IObJ13ir5odk+Pfl0zAVRvdzse5SDav2XsW/Wy8qfoQXFLHoQTJnZQUEmJvwUXUPOjhUXO4l6HTcPnGEC9s3oyyQE9ShKy2GjMTCtnLJ83LHVOnIPxZHwcUUpNbG2ParjlmtqvW5iaKI4lYGuXujAbDrX71KdfyiTkfWd9+T9cMPGPv64vHll5gG1ig1dnz8j0THfI61VT2Cgn7ExERfj6/WCqw7H8Pqkw8QRJFp7aozpa0fpkZSbt++zd69e7GxsWHEiBE4OlZNYCL/+HFS3puJ1NObqzWmojCwouebQdg6m/PnpnDi72TjVduejmNqYSHJhJ+7gzIfxh3gaLYTU3+7QbtAZ9aMblSqJPdpEBISwp49e2jVqhXNm3txN+wdCguj8PaagL//zBJeeGUp+qWnp6PT6bMDrxT9/ln8rdihVT8F+Xny/wpKHhOFyt/PwAgqNGp9LDtUQo77ieySsWWl5WFqtZr4+PiXQg4+PvFXFlxaya0iQ2ra1yQyJwp57BvMbNuJN9tXB/Sx6O2Hyro/1q5Gvyc8rDK2bGXugQhOejfGyOYm3Zvm8GX7z5A+/B7Ob93Cld1bsHZtzHUHgSteBzAUjRhhPJkhjfvjHmCLxEDC/Khk1idnMc7DkRUBHhhURrJEkSu7t3Hhj034NmxM7xlzMDIxJeneXfZ+sQIEgd7vfYh33apVlABo0gvJ3hSONqcIm+6+WLaqnOw9OafC0xHkHkvFQJRj73EU05Ezwf5vlKynZ5C+bCny4ycwrV0bt+XLMK1V65nGSlKqWRiVzKGsPGqYm/JxDU9a2L2cMfEVwfo3QV0IxxfCtXXgWAP6/wgeVVN4e9E4deoUZ86coXv37jRr1qzc80RR5OPD91lzNoZRzb1Z0qdulbIlLzt0uiKuXO0BIjRrdrCUQWh8fjyD9w+mtkNt1ndZXxy4H8faszEsPxTOjE41eKdT6dS8IApMOzmNq6lX2dRjE9kSb0bdjqGulRl9jS7z7a1PeavhW0wOmlz5fAsKSHrrLRJv3eO9nvOQWlqw982WOFtXvhMuCDoOfLmKqKsX6fHW+9Rq1Y6wMyc5sf57btSQccsrk0lPKa7xNMiW55C/sT9eWXeYW28hLZqOotXxNFSRMmx6+WHVqqR09/OOH9lqLZ/EprIpJRtrQynv+7oy1t0Ro8r6rEJvcvrXdfo+q9r1aDd20t/qswJQRsqQ7YpCl6vC4jU3bLr6VCnzBCAUaZHteUBRaCbGPtbYDwmsUp+WJiODlPdnobh6FZu+fXFduAADi5IlgTqdkvD7c0lP34eLS29q1fwYqVQ/9tnITBbvCyMmq5AutV1Y0Ks2XvbmCILA6dOnOXv2LNWqVWPo0KGYm1fNdyp3505SFyxEWqM2F73GI5pZ0fvtBshzlJzaFI66SMdrA/wJaueJpCANfukBhVkwZi9X1T6MWn+FOu7WbJnYvEobDOUhPT2dtWvX4uHhTseOUqJjPsbQ0JratT7D3r4VMpmsRGbqcUU/Y2PjEkTqlaLfPwhRBHkaA0a+zq6vPiiD/FSh70inqsIbScr0KypZKvcEGXrSq+jRy/DZDLCfB8qTg7e3ty8mWy9KDl4URW6EjOfTqGuEFxlgY2KDUmVIVuSb/DymDe0C9RtGKkFgSEg0oXIFuxpUJ9jmCXGdr1fzzZ9R/FarK1LzaIY3UzLMbAQxtzJJui9DrTiPTnkV14A2VB/SjW8SV3E76zadq3VmXrN5OJg56HvOo1P4ITGTkW72fBLoVanPIcDtE0c4se573AIC6Td7IWaWVuSmp7HnkyXIUpPpOH4qQZ26Vfk7EZRacrZHogzLxqyeI3aDAqpkJP84NKkFZP9yBW2eMZZGB7DpEYCk2fhnzmYB5B89RtrSpehkMhzGj8fxzWkYPOPvxLGsPOZFJZOoVDPY1Y6F/u44Gb9cRuevCNa/EQ9Owt7pUJAOrWdC2w8qNIT7X0AQBLZu3UpUVBRjxoypsKRHFEU+PnKfNWdiGNnMm6V9//0kKzJqOYmJGwhuuBk7u+Yljql1akYdGkVKYQo7eu8o0ST7CKcjMhj/yzW61nHluxHBZX4fa0LX8G3ItyxovgA/154MDonGx8yY2a7ZzD49jY7eHfm87eeVy2hnZpIwZQp5D2KZN3gJ8Rojtr/RgtrulTfbi6LIibXfcfvkEdqPnUS9jl05ueFHwk6fILG5GSft7zOkxhDmN5//3BeGOlFka2wsdfaMpI48gl2tP6d70xEoN99HHZePXf8ALJqW/m6fV/zQCCI/J2fyeVw6BTodY90ded/XFfun6LOycXGl7ajxVG/y2t/6fkoYBjuZYTewaobBj6CKySXnj0h0cjXWnb2xautVJXXBggsXSPlgNkJhIa4LF2I7oH/psVUZ3L7zBvn5ofj7zaRatalIJBKSZAqWHrjH0bB0fBzMWdynTvHiR6PRsGfPHsLCwmjYsCE9e/Ys02OvLGRv+JmMTz5B2qApZxxGYmpnSY+p9bhzOpmwcyk4eFrSeXxtHNwtoSBTT67ykmHMHu4b1fw/9s47PKqq6+K/mUnvvZOEJLTQOwgiINJrQDpKx1exgAUBpao0FRBFqQIiTYoiCNK79IQe0nvPZCZl+sz9/pgQMhCSCSCvvh/refIkcM65c++dmXPPOnvvtRj8w194Olqz840XcK2g3tFcqNVqVq9ejU4no8NLichkJ7G2boFaNZSMjGIyMjJQKpUASCQSfH19TQjVc0W/ZwxBMJJsaTzkx5f+joP8BJAmgLaEiD/d2d0t/+GxFrZmRIYqMnt94N+lggv/SygvB5+QkEBSUtLfLgev1uRx+q/ufJ8D8UqdUQ1R0whV+gj2vf0iQe5GMpWv0dHzSgwKg4EDzWsTUK6ORxAEEmd+zuY4gQ01m+JiEDOwxIogd3tCm3kR0tSDWye2E3lgL60HDKbN4OFsuLWBlVErcbRy5NM2n9IlqAuCILA4MYulydkM8nZlWd3AKkWOAGIunOWPb5bg4uPHwJnzcHTzQK1QsH/5IhKjrtCsR19eGjXObPELQRAoPpWO/GAiFp62uI8Mx9KrekbpglaPbM9NSq4WYimKwy34OJaD54NrxaJm5kAvl5O9eDHyXbuxCgrC97P52D1CiboqKPQGvknO5ruUHOwkYmaE+DLSz90sUvss8Jxg/VuhlMGBaXB9G/g0ggGrwNs81be/CyqVirVr16JQKJg4cWKl6QGCILDo4F1+OBnP8NaBfPYvJlky2WWuXB2Kv/8I6taZ+1D74kuL+en2TyzvtJzOgZ0fao/PLab/d2cJcLVj13/aYmf18MLyr4y/mHR4Er1CejGiyacMjIrHzVLCd7XsmHxoOD72PmzusblCs+Ly0CQlkTJ+App8KV++9gUncnSsea0FL9czT0r17I7NnN+1jVb9XyX8xU78vnQh+emp6PvW5SftQboHd2fhiwsrjNA9CS7LS/ji5i1mnZ9M/eJ4cvqtxbd2b3LX30SbUYzb4DqPTG17GvPHkdI6qziFmo6ujsyp5Udd+8pTdFXFxZzfvZXIg8Y6q9YDhtCsZ78nqrMSBAHl9VxkexMwKHU4dgzAqVMgIkvzFmmCzkDhkRSKTqZi4WaD29C6WNUwQwhFpyP322/JX7Uaq9AQApYtwzos7KF+hYU3uH7jDXS6QsLDv8TLsxsqrZ7VpxJYeSIOESImdw5j/Is1sS41Wi4qKmLbtm2kp6fzyiuv8MILL5gnyiEI5C5bTv6qVYhad+KE3QBc/JxpGxHCmR1xyHIUNOkSSJu+IUgsxaCQwobexsXzyF2kOTdl4PfnANj9Zjv8XR4/5VqhULB9+3bk8vPUCz+PWKwgMaEZGRl1EYnEZYp+9wjVc0W/ZwhlQSlpukeg7pGpBFDL7/cTW4BLELiHglsouIcSMW8Hu1fOr1Jw4TkejWclB5+be4SL1yaxVl6DxBIZekGPKH8AfuIu7H7zhbLnakyJit5XYwiwtmJvs1oYZBriI3NJiMwhK6HQeCxtDlu97NCK1LzVU8z77Y2epOU3GNsNGUWbiCHEFsQy88xM7kjv0LNmT2a0noGztTPLkrJYmJhFXy8XvqsXVGWGAxi9JH9d8hm2jo4MnDEfNz9/DAY9pzav58r+3whu3Ize703D2s58zytVnAzp1mgErQHXV2tj17D6nn7KW3kUbL+JoNHiYrMRu14vI2ox+onq60rOnSNz1my0aWm4DB2C1wcfmPglVgexJSqmx6RxRlZMU0c7FtUJoJGjnXETxaADvQb02tIfjfGn7P8fbCv9bXjw/6o/NuIX9XOC9a/Gnd/h9/eM6QmdP4G2kx9bXvNpIC8vjzVr1phIEz8KgiCw5M+7rDwRz7BWgXze/99HsvR6FRcv9cZg0NC61YGHPH1OpZ3iraNvMazuMGa0fliyXa7UMmDlWWQKLXsntyPA9WGClF2SzeB9g3GzcWN+p/UMvZ6OtVjE1ob+TDs2hlxlLlt7baWGY41Kz1V54yapkyaBILD9jYWsu1PErN7hjG1vnoBA5MHfOfbjKhp06kpAvfocWbcSS2sbXEa9xKKk72jr15YVnVZg+RQXH/dkWg+nJrHnxvvUKklGPGQTBr+XyVt3A22uEvcR9bANf3TN0ZPMHzElKmbHpXNcWkSIrTVzwvx4xd2p0oXAg3VWDTu9Qrsho56ozgpAJ1Mj+zUOVbQUyxqOuFXDMBhAm6tAuu0u2vRi7Fp449InFLF11XOFNjubjPc/QHH5Ms4DI/D55BPEtg+Tkezs/dy+8xFWlm40arQaR8d6HIvOZu7vt0nOV9CzoQ8ze4WbEJmsrCy2bNmCUqkkIiKCembm5Qt6PVnz5iPbvh3Di704IemOT4gL/nVcifwzBTtnK15+vR4BdUs9BJUy2NgHcu/C8O0U+LRj4A/nyC1S88sbbanrY75UukajITMz0yTVTybLJygoioAat9BoXNGoX8fHp+VzRb9nBXWRkTiXRaBKo1L5caCUlusoApcapQQqzIRM4RL4EHF6vvZ4+qiWHHw1cSd6JrGp21lTGEJqSQ4IUJz4Jt1rt2DFsKZl8/a++FwmJqdTr8BA/yMyxAJ41HAgtJkXNcOdKZo+meikDKa8Mgmlxoa3utrzYadXAKM4xcGVS7l9+jgvjRpHi94D0Bq0rL2xltXXVuNq48qcF+bQIaAD36fkMDc+g+4eTqyqH4y1GdHK7IQ4di2YDYJAxPS5+IQaywWuH/2To+tW4uLjx4CPZuHi42v2fdHJ1Eh/voMmtQiHDgE4dwtGJKneWksvVyP9ORJ1SjF24tO4hFxH3ONTo5VQtcmK8bdBVYLi7GmU164icbDD4YXWWPn7PhbREfRa1Fo1aq0aC4MOa7RYGHRVX9jjQiQxzhcSq/u/xZbl/s+CiENezwnWvx7FubDvPYjeB4Ftof/KJypIfFLcvXuXrVu30qhRIwYMGFDpYlQQBL48dJfvjscztGUNvhjQ8F9FsmLjFpKSsoamTTbh5tbOpC1HkcOgvYPwsvPi514/Yy0xzZHXGwTGbrjE2bg8fh7fmtYhD5MErUHLuD/HES2NZtkrPzE5TofGILCnaSjfXZzO8dTj/NDlB9r6ta30PItPnyHt3XexcHXl/AeL+eRkJiPbGNMzzdk1vPvXafYtX0zNJi2wc3Li1smjBIQ3wHNoJz64OJ367vVZ9cqqKiNo5kJnENiQkcfixExslQUcuv0BXkXJiIZuQef5Inlrb6CXq3F/LRybWpUTl8eZPwq0Or5MzGJDRh72EjFTg3wYG+BRpWJR0vVITmxcQ35aCgHhDej0+sQnrrMSDAIlF0oNgw3VMwyG0qLlS1nIf09AZCnGNaIWtg3M28UsPn3amBKoUuE7ZzbO/fpVcHwDiYnfkJi0Amfn5jRquJKsIjvm/n6Lo9E5hHraM7dvA9rXMn3NmJgYdu7cibW1NcOGDcPPzzy1LEGjIePjjyn84wCaLkM4o30Rvzqu6HUGshMKCWvhxUvD6mBjX7pYVhXCT/0h8zoM3YIiuDMj1l7gVkYhP41tVeH37h7uKfqVF6HIzc0tU/RzcnLCywscHLfh6JiPl9cgwuvNfqgG8zmeArTKUhIVX45Alf5dnG3a19HPSJrKEyj3MHANrlat0vO1x98PqVRalk6YkJBQZozt7e1dFt0KCgqqdLP2HvR6BRcu9qFAo2J5rh1ZJdnYS9zJvDWZ6W3DaSqyJj4y74AIQwAAIABJREFUF2lGCZfDrDnQ3J4IvQ0LGgfh7Hl/40cvk5E0ciTp8kLe7Dqa4hJPRndwYXaP9ohEIgx6Pfu/WULM+TO8PPY/NOnWC4A7+XeYcWYGcbI4+of156OWH/FLjooZsel0dnNkXYOa2N4T0DEYKiYeBi2yzDSOrl6GVlFMxxGv4RMUBHoNuUmxXPp1OxIMtOjZG3cfn0rIiMYoy3+PgOg0aFNl6PKLkNiBla81InRmEJly7eaIrTwmBIMIgx5EEitEDo6ILGweIDD3/rYyRpvLE5ty7WokXCzWElmixdLSmg4eboQ7OSGyKO0ntnzk2IdJUiWva0Yg43mK4P8KBAGubYMDH4FBD13nQ4uxf6tEamU4efIkx48fp1u3brRtW/niXxAEvj4cw4pjcQxpUYMFEf8OkiWXR3H5yqv4+Q2mXt3PTdr0Bj2TDk/iet51tvXeVqFk+oI/7rDqVAKfD2jAiNYV5zR/eelLNt7eyMy2C1guDUGq1bO7aRin4o253x+2+JDX6r9W+Xnu3UvGjJlYh4WR9skSxu6OoW2oOz+ObomFGWppydej2L1wDh6BQeg0GqQZabSJGILDSw2YcGQiAY4B/NjtxzLvkCfFeVkxM2LSuF2ioq+thhWXJ2MtS4ZhW9E5tyV37Q0MSh0eY+qbVXdUnflDZxDYmJHHl4lZyHV6Rvq581FNXzwqSNssD2lGOic3ryPhykWcvbx5aeQ4wlo9WZ0VPJlhMBhrtQp2xaK6nY91mAtur9ZG4lz1AlPQ6chd/g35a9ZgXasW/suXYR3y8GdYr1dw6/aH5OYexNd3EEE157DqdCo/nIzHUizi3S61GP1CTazKGV8KgsD58+c5dOgQPj4+DBs2DCcn8yJIBoWCtHffo+T0aUq6jeGCugU+IU7kZ5QgAjoMq0PtVt7377u6GDYPhPTLMHgT2lo9mPTTFU7czWHlCFOlToPBQF5enklk6kFFvwdFKPLy9hETOwcEMeHhCwkI6GvWdTzHI6DTGJVyy0eg7qXzFaaZ9rX3KkegQowEyi0U3GqClfmR3crwfO3xbGEwGMjMzCyLbqWkpGAwGJBIJAQGBpYRLh8fH9N6xbJUMC1y2VWuR47GYN+OT5JiUWpUDIuJoEaxN2KRDq8AG/zD7PGtac9uWT4n8/J53duJ9k42JoRCL5ci27aFEgsDR4LDMKidqO0poX2wO2JBh0GrIjP6BkpZHt5BQTg6OxmjMno1ucUZFCrysBFJ8LR2Rm8QodSosBV02IkMiO5FX/4u3CMCFZAFg0aMrtAAYkssvBwR29neJxASi3J/P0hG7v+tKxIouZKDQSnCWnQVW/8SRC3HgoP3I8ZWRlasQCxB0GrJW7uW/O9/QGxnh9f0j3GuRJW6KlwrUjDtbhpRRQpedHVgQe0AwuyerZ3Fc4L1vwZ5Gvz2FiScgNCXod+34GS+j8LTgsFg4JdffiE6OpqRI0cSGhpaaX9BEFh6OIZvjsUxuEUACyMa/aNJll6v5uKlvuj1JbRpfQALC9M6ljXX1/BN5DfMe2EeA2o9LASw+2oaU3dcY1SbIOb3b1DhaxxJPsKUE1OIqD2EU5JBJKs07GgcSpH8Iu8cf4feIb35ov0XlU5A+evWk7NkCXatW6OZu4iBG6LwdrJh15sv4GRT9Y5gVnwsO+bNwNrOHlVxEZY2NvR8+wP0gU68fvB1HC0d2dRjE552nlUeqypkq43pgDuzC/C3tmSRnwUv7xuJSJ4Gw7ejtWtO7toboBfwGNcQK3/zUkjMnT9OSAuZFZtBjEJFexcH5tXyJ9yhijqrkmLO79pWWmdlaayz6tEXiydMCRN0BopOplF4LMVoGNwrBLtm5hkGl51bbAHSHTEYFFqcuwUb5XrN+E5pMzNJf/8DlFev4vLqq3jPnFGh0pNKlcG165MoLo4mLHQa0UW9mLfvDukyJX0b+zGjZz18nE3H6fV6Dhw4wOXLl6lXrx4DBgwwO31OL5eT+sZ/UF67RkHXSUSqGuDsZYs8R4lvmDNdRofj5FHu/dIoYMtgSD4Lg9YjhPfno53X+eVKGp/3b0CP2o4mkanMzEw0Gg1wX9GvPKFycXEpu/86XRHR0bPIztmLXO5N82bfERTU1Kzr+H8PvQ7kKUbSVEagSiNRshTTXXJbV9MIlFvIfVJlY35a5+Pi/+3aw6CvZk1KJW16bWm7puI+lURODDo1GmUJGlUxerUSQa9BggEJBqwkAhIExOiNhKUCxFtaMNrXGzuDwMbMbHz0ZpgjPwBBAIMgQim2RCNYIZJY4exoj1hiiSC2RJaXj1qpxsk3ADsXjzIyIdcpiZLeRqZTEOgcgp1TOKcK9XjY2NLLxxMrS+tHpJbd/1uj0XN253Zy0tNo1msgtdp0AIklGq2eY5vWk3L7DvU7d6ft0NcRW9jcJy5VZFpoMorJ33wHvVyNS+8Q7Nv4VpvIGFQ6ZL/FoYjMxUocjZvD91j0+ggaDXmijX11XByZn85CGRmJffv2+M6dg6W/f9UDK4BeEPgpI58vEjJQ6QXeCvTinSDv+1HEvxnPCdb/IgwGuLzOKOkusYSeX0LDV595NEutVrN27VqKi4uZOHEirq5V16AsPRzD8qOxDGoewKKBjZD8Q0lWXPyXJCd/T5PGP+Lu3sGkLSonitEHR9M1qCuLOix6aOKKSpUxeNVfNAt04adxrSv03EkpTGHIviEEOgUj9/qE2wodPzcKwV+cy/A/hhPsFMyG7hvKzBAfhGAwkLN4CdING3Ds0R2bWfMZuPYSJWode95sRw23qlOYCjLT2fLph+i1GrQqFQHhDej19ocUWqkZdWAUBsHAph6bqqz9qgpag8C6tFy+TMpCYxB4M9CLd1x12P3UD4qyYMQvaCwakbf+JkjEeI5vgKW3+TvUVc0f8QoVc+IyOJxfSLCtFbND/ejuUbk8tkGv58axPzm7fTPK4iIadHyF9kOfvM4KKjAM7h2CxNF8wiZoDcj/TKL4TDoWXrZGIQs/88ho0YkTZE77GEGrxWfuXJz79K6wn1x+les3/oNer8IjYCFLTrpzMiaXOt6OzO1XnzYVpN0plUp++eUXEhISaN++PZ07dzZbNU+bk0Pq+AloEhPJ7PI2t5WhWNpI0GsMtOpbk6Zdg0w3ZLQq2DYM4o/DgFUUhfTks73X2X5DRidPJXV18SaKfj4+PiaRqcoU/eTySG7emoJKlU5SUkMaNfyYli1bmXUd/29gMEBhumkE6p7IREGycVF9D1aOphGo8ml9dm7/vWvgKa09BKEKwlEZkTFN83r6Yx9RuP83poJVK7LxQERFa4CiEjXyEgUFhSWotHr0SLCwssNC7IS22Bad0g6wwspFjqVLIkL99kxK3YWFwUD9jC54W4cxZ0BTrK2NBKcYCROjM8jSwvrGtQl2cDQ5J0XUNVLGjCW9ZRBTGvtRmN6TOj6ObBjTGl9nW7RqFbsXzCH97m36TJ1OrZb3M3ZUOhXfRn7Lptub8HPwo1v4NL7MdqWJox1bGoXgXIUCLYBWrWLfskUkXL1Eu8EjaR0xpCxN8eRP67h6YC81mzSn17sfVUv8wqDQIt0Rgypail1TL1wGhCF+DIsKRWQOBXtiQKfEVbIUu3Bn6L0MHM0TzqoIgsFAwZat5H79NQLg9d57uI4YjugxhYFyNVrmxhk3bwNtrPi8lj+veDydjJvK8Jxg/S8jPx72vAFpF6FeX+i9FOyrryDzRKeQn8+aNWtwdnZm3LhxZu1W3yNZA5sFsHjQP49kFRZe5/KVQfj4RBBeb6Fpm6aQV/e+ikgk4pc+v+BoZRrZyi5U0WfFGawsxOyd3B63CmShVToVI/8YSVZJFm4hi7mitGNd/Zq84Cxi+P7hFGmK2N57e4Vy71BaozJ9BoX79+M6ahQuH37Ia+svE5UmY+uENjQPqpoEFEvz2TxjKgp5AYIg0CZiCG0HDkOqKWD0wdFIVVI2dN9AbdfaVR6rMpwtKGJGbDp3S1R0dnPks1oBhGhyjIIEJXkwchdqQ13yfryF2NYCz/ENsfContrbo+YPuVbH10nZrEvPxUYs5r0gbybU8KyyEDn5RhQnNq4hLzWZgHoN6Pj6BLxrVh6hNQcGjZ7CPx/PMPgetNklSLfeRZtVgn1bX1x61kRkWfVDSdBqyVm2DOm69VjXrYv/0q+xfoTVQmbmbu5Ez8TK2ocrhdP59rQOGwsJU16pzai2QRVuGEilUrZs2YJUKqVPnz40bWp+tEeTmkrK2HHo8vJIfOldElRGQu/ibccrY8PxCjKNZCiL5GRsm0J6egoZPt1ILxFzscCWC7og6khy6Oevwt//fmTKy8vLLEl4QdCTnLyKhMRliMUeXLnShJrBXaqsM/2fRalXlKnMeelPQSLoVPf7WtiWEqdyEah7IhP2nv+1VPaHIAhQlGms18u6YVQRfLPxkxGdv73Q/kEyUlFUxPz0r+qPfeAYlY0VWzyV91qvN5AeXcD1C3HExcahEPLRWssQRAZEIhF+vv4EBXugUC7H39+XQs+xvHdiChYiS2Qx79OvQThLhzQp+94mK9X0uBKDs4WE/c1rP2S9UXT0KGlvv0NcrwZMrymgTB+Ou50DP45pSX0/ZzRKBTs/+5ScpHj6ffgpNZuY+pNezb7KJ2c/IbUolXbBr7Jf3516js5saxJapc0HgF6n49APy7l9+jhNu/eh0+sTEJU+p64fOcjR9d/j6utP/49m4eJd8bqgIggGgaLjqRQeScbS2x73UfWwcK++mqouX0n+1mi0acXYWRzBxWEb4l6fQ4OBT/R+azMyyJwzh5JTp7Ft3Bjfzz+rUL3WXJwrKGZaTCqxCjU9PZyZX8sff5uq16SPi+cE638dBj2c+waOfwE2ztDnG6jb85meQmxsLD///DP169dn0KBBZi1Glh2JYdmRWCKa+bNkUON/DMkyGNRcvNQfnVZO69YHsbS8v7gTBIH3T77P8ZTjbOqxiYaeDU3GqrR6hqw+T2x2EbvffOGRymWzz81md+xuQkJmcVFXi2/rBdLfy5m3jr3FhcwLrOu6jmbezSocqy8uIf2dtyk59xeeU6fiNn4cH/xynd2R6XwzrCl9G1edLqoqKWbjB5MpluZhbe9A7/emEdyoKUWaIsb+OZYkeRJruq6hiVeTatw5U2SqNcyNy+DXHBk1bKyYH+ZPNw8nRLIU2NgblHIYtRuVMpT8TbeROFvjMb4hFi7VN9N8cP7QGQR+zsxnUWImBVo9w3zdmB7iW6VJYUFmOic3ryf+8gWcPL15adRYarUyT1K8KqhiCijYE4u+QI19G1+cu5tvGAylQhbnMpAdSERsY4HroNrY1jVv91+bkUH61PdRRkXhMnQI3tOnI7Z++D4Lgp74+C9JTlmN3rI5C8+PICHfgoHNApjWow5ejhVHU5OTk9m2bRsAQ4YMITg42OzrUt2NIXX8eAxqDTfaTCVbY9wgavCSPy8MDENAT2ZmZrlUv3Sk0oKy8W5ubuTa1mBzvBXtazqx+vVW2NpU/zOkUmdx69ZUZLILuLp25fgxP2xs3JgwYcL/tkKgIIAi/wGfqHIy59qS+30lVuBasxyRKqfS5+j7z/N7MuiN15J13fhTSqpQ5JV1iTjiy+5XbUzJxUNkxOLR7dWK1lRFdCpo+6fd078Req2B1DtS4iNzSLyWh1qhw8JaQnBDd0KbeuFf15ns3MyH5OAlEi1+fg5kewpslW7FRuJE7u0PmNWriYmC7kVZMYOi4mnhbM+2xiEPCRoV7NhB1qzZRI1qyWceWRgyJyE22PPt8GZ0quuFqriYHfNnUJCexoCP5xDYoJHJeIVWwbKry9gavRVP+wCSHMcR7NqA7U1CzTLIFQwGTm5ex5X9v1G33Ut0f/M9JBbGcSk3r/P711+AWEy/qTMICK+47OBRUN2Vkr/tLggCboPrVKrK+8jz0xsoPJxC0YlULCzzcBPNx6p+OPRaCg6PX0IgCAKFv/9O9hcL0JeU4DFpEh4TJyB6zHlXYzCwKjWXr5OyEIlEvB/sw8QAT7Nk9KuL5wTr/wuyb8HuSZB9A5qMgO4LjITrGeHMmTMcOXKELl260L59e7PGfHM0lq8PxxDR1J8lr/4zSFZ8wlKSkr6lcaO1eHh0Mmn7JeYX5v01jynNpzC2wViTNkEQeH/HNXZHpvPDSNPi+vLYE7uHWedmEeA7hEjL3iyqHcDr/h4su7KMdTfX8WmbTxlcZ3CFY3V5eaROnITq7l1858/HJWIA3x6L5ctDMUx9pTbvvFyryutTFBWy8f03UchleAQGM3D6XBzc3FHpVGWiHSs6r6C9v3nv4YPQGAysTs3l6+Rs9ILA5EAvJgeW5kRLE2BjX6PlwKhfUcqCyN9yB0tPWzzGNaxWmlx5lJ8/zhQU8WlsOndKVLRxtmd+LX8aOlaeLlm+zkpiaUnrAYNp3rPfE9dZgVGEQr4/AcXVxzMMBtAXaSjYGYPqbgE2dVxxHVTb7HtVdOwYGdNngE6H72fzcerRo8J+Ol0Rt25NJS//GHfkXVh6sRd1fFyZ168+LYIfTeSioqLYu3cvrq6uDB8+HHd38x/cishIUie9gWBtw4VGH1Cst8fSRkzNF61RWOSQnp7+kKKfH1n4F17Fr0Vv/F6exNX0Ekb/eJGmNVzZNK4VNmZE8x5Ebu4hbt+ZjiBoCAubxZ8H5WRlZTNx4kQ8PZ+89vAfAaXMNApVPhpV3itKJDGajJrInJeSKeeA/6pFSKXQqiDntimRyr4JWoWxXWwJXvXAtxH4NAafhuDTgIhhrz9fe/wXodXoSbmVT/zVXJJv5KFR6bGytaBmIw9CmnoSGO6GxSPS2pRKJQkJCVy+vInMTB0qlSNpdmlc8LqAq9YHi5RhzBryCh0b3E9x35klZfKdFIb7uvFVnRoPbZ7lfvcdeSu+5eTbL7DC+g42uVMoKLRjbr8GjGoThKJQzo650ynMzWHgzPn413nYduJ85nlmnZ1FVkk2aqeeePoMZVezcLytzSBZgsClvbs4vWUDwY2b0XfqDCxL62MLMtPZs3g+8uwsuox/k4adu1bnVqOTqsj/+Q7a9GIcO9fAqUuQ2Uq15aGKkyHdcRdDkQpny4042J9E1PsrqN+/2scyPT8p2Z9/QeH+/VjXqoXvZ/Oxbdz4sY+XqtLwaWwaB/MKqWNvw6LaAbRxeTwfrkfhOcH6/wSdBk4ugjNfG2Vs+38HIR2fyUsLgsDOnTu5desWI0eOJMzMMO+Ko7F8dTiGAU39+fK/TLKKim5x6XIE3t69qR/+lUlbXEEcQ/cPpbl3c77v8j1ikenu15pTCXz+xx2mdKnNu10qJjp3pXcZ8ccI7O3rctd5Kp+E+jM5yJuDiQf58NSHDKo9iNltZ1c4VpOcTMr4Cejy8ghYthSHl15i3/UMJm+JZEBTf74e3LjKSEtuciJbZ32EVqUkrFVb+rz3MWKJBK1By5TjUziVdorFHRbTvWb3aty1+zglLWJmbBqxCjVd3Z2YX8ufINvSaEJ+vNEEVqeE135Dke2LdMddLP0d8RxTH7Hd43trRURE8NXmrcyLz+BAnpwaNlbMCvWjt6c5dVaHOLv9p9I6qy60H/raU6mzelLD4HtQ3smnYGcsBrUel141zS5WFjQacr76GunGjViH1yNg6VKsgipWslQqU4i8NhFFSTxb7w7kUk4nPuhWhxGtgx75fTQYDBw/fpzTp09Ts2ZNBg8ejG0F3lmPQuHpM9yZOYPcgDokuvVBrHNAYy2l0OkugkSLra2tSc2Un68vjkenwbUt0GUOtJ/CzXQ5Q1efx9/Flh1vtMXZtnqfIb1eRWzc56Snb8HRsT4N6i/n9OkY/vrrLwYOHEjDhg2rPsg/CeriigmUNN4YpSpDea+oB2TOK/CK+sdBWWAkUPeIVNZ1o/+ZUCpwYO1USqAagk8jI6nyqAMWD29KPF97PHtoVDqSb+QTH5lD8s18dBoDNvaW1GziQWhTLwLquiKxMH+e1GoLOH+hJ1qtF/Z201h+9Vtu2N3Ar8SP1jmt8fDwoW7tsDI5+K9T81ianM3sUD/+E2hqXi8IAllz5yLbtp3fprdjsyES76LpxGfYMuHFmkzvUQ+FvIAdcz+mRCZj8Kwv8A55eK1TrCnmy8tfsit2FwZLf+z9JrOnTVez09VuHDvE4dXf4hNaiwEfz8bW0ZgNoyopZt+yRSRfj6R57wF0GDEacTU2PQStnoJf41Fcyca6lgtuQ+sisa/+991EvdY2BjfDPCQNOhv1AOyrHx0rj6Ljx8maOw9ddjZur43C8913Eds9vi3GoTw5M2LTSFNpGezjyqxQ/ypVg83Fv4NgDRjA7j17nvZh//8i7TLsmWRM92g1EbrMBau/37dFo9Gwbt065HI5EyZMMHs3+7vjcSz58y79mvjx1auNzZIWf9owGDRcuhyBRpNHm9YHsbR0KWtT6VQM2z8MqUrKrr678LA1rXM7cTeHsRsu0b2BD98Oa1ahOmKRpoih+4aSoy4hzXMu74TUZnqIL9HSaEb9MYp67vVY13VdhSa+ZQbCBgM1Vv2AbePGXE0pYOjq8zQOcGbz+NZYW1Q+yd46eZQ/f1iOYDDQuGsvuoz7j/G6BQMzz8xkX8K+SqNnlSFdpWF2XDr7cuUE2xrTAU0KTHNjjDVXBi289hslKZ4U7InFKtgZj9HhiK2fbLJr26sP6R9+hoVYxLuB3kyq4YlNFZ+h5BtRnNi0lryUJPzr1qfT6xMqfFA+DnRyNbI9pYbBAQ64DqyNlW/1ZKUNGj3yPxIpOZ+Jpa89bkPrmC38oUlLI33q+6iuX8d1+HC8pn1UYUoggFT6F1evvYVSq2Vl1BgahXTho+51cHd4dJqdRqNhz5493Llzh2bNmtGrVy8klRQnC4KATCYrU/NLuXGDLKkUsd4XR3ktRIIYixpSarZwLaudKq/ohyAYfQCvbICOM6DjNFLyFUR8fw5rCzG7/vPCQ2qGVaG4+C43b71LSUksgYHjCQ15n+joOHbs2EGrVq3o2fPZplmbDa0SpIkPpPOVekcVZ5n2vecV9WA6n2swWD5bOePHgiAYhTTKyFRpdEqecr+Po68pkfJpCC7BZqfWPSdYzwaqEi1JN/KIv5pL6m0pep0BOycrQpp4EtLME/9aLoif4Lmfn3+aqGujCQh4HdeAN+izuw8KvQKnorq0lrXDxVBYJgcfEBjI3qBwzguWrK8fRA8v0w01Qa8n/b33KDx8hB/ntOKAKopGonmcu2NB9/o+LB3SBG2hlO1zpqFRKhk8ewGegcEVntfptNPMODubAlU+Fm4D2NnpA8LMNFiOvfQX+5cvxtnLh0Ez5+Poblx3GPR6TmxaS+TB3wlp1pKeb3+IdTUIyD3fRNlv8UgcrXAfWQ+rAMeqB1Z0nAuZyPYlIBZrcBMtwMYh0SiAUa9i8SRzoS8uJuerr5Bt3Yalvz8+8+bi0K5d1QMfgRK9nuVJ2Xyfmou9RMzMUF9G+LojfsL0/38FweoVHs7aIUNw6d8fm0aN/n8WFD9taBRwdC5c+MH4UB2wCmq0/NtfViqVsmbNGhwcHBg/frxRyccM3CNZfRv78fXgZ0+yEhJXkJi4jEYNf8DT8xWTtvl/zWdHzA5WdVnFC/4vmLTF5xbT/7uzBLjases/bbGrYGdEEASmnpjK0ZRjSL1m8FpoOz6v5U+BuoBh+4ahE3Rs7739IeIGUHzmLGnvvIOFiws11q7FOqQmqVIFA1aexc7Kgl/falehkMY9aNUqjq7/gVsnjgDQtHtfOo+ZWHZeiy4t4uc7P/N207eZ2Ghite6ZujTXeWlSNiDwTpA3/6nhZUpucqKN5AoBXttLUawz8n0JWNd2xX1kvcdSNbqHC7JiFidmEfXR2/T65gdmhPjhU0UahrHO6kfiL5831lmNHEOt1u2eypzzkGFw12Ac2plvGHwPmvRipNui0eUqcXjRH+duwYjM3NEtPHyYzBkzQRDw/ewznLp3e2TfK3d+JD9jATkKdw5lvs/UHl1oUsPlkf0BioqK2Lp1KxkZGXTt2pW2bR/2AisqKjKRR09PT7+v6CcS4Zwrw1bfCI0QhMhCoPebjQkMf4Q4jyDAgWlwcRW0nwovzyKvRMOg788hU2rZ+cYLhHmZn/YhCAJp6T8RF7cACwsnwut9ibv7i+Tn57N69Wo8PDwYM2aMWaIYfxt0GpAlP1APVfpTmA6UewTbe5ZL5wspF5UKeWpeUc8EBr3xejOvQ9a1+6RKKS3tIDJeV3ki5dMIHLwqPWxVeE6w/j4oizQkROWSEJlLWnQBBoOAg6s1IU09CW3mhU+I81O1aomJmU9q2gaaNP6RaJWEN468AYBG2pZePhN5o7lTmdlxel4+exu3R2bvyNTCdDoEBRAaGoqLi3H+M6jVpIwbR9GNa6z4pAHnFbfp6baE7ee0NApwYe1rLbBUFLB99kcYDAaGzFmIm19AheclV8v5+OwXnEn9A5F1MMs6LKCzn3k1VKm3rvPrkvlY2zkwcOY83P3vpzteO/wHR9f/gJtfAAOmzcLZy3zxCwBNapFRyr1Eg2u/MOxbVm/8PWizSsjfGo0uW4GD0xmc1V8iajwQui98YpVQxeXLZH7yKZqkJJz798f742lIXCp/RlWGmBIVH8ekcU5WTDMnOxbVDqiyhKAy/CsIVp9WrVii0SKoVFiFhODcvz/Offtg6fN4b/hzlEPCSaNvVmE6tHsPOn5cLaf7x0F8fDybN2+mbt26DB482OzF6/cn4ll0MJo+jf1Y+gxJVlFxNJcu9cfLqzsN6i8zaTucfJipJ6Yypv4YpraYatImV2oZsPIscoWW3ya3I8C14i/qplubWHJ5CcUuw+hTewTL6gaiF3S8cfgNonKi2NhjIw08Hp5w5b//Tsb0GViHhVFj1Sosvb0oVGkZ9P05MuUq9rzZrtLFZX5aCr8vXUin58sgAAAgAElEQVR+mnHHt0GnV+g66Z2y9+P7a9+zMmolo8JH8WGLD6tFMo7lF/JJbDoJSqNaz5wwPwJtH/hcZd8y1lyJJQiv7aXohh2Fh5Oxre+O27C6ZpOGirAvR8Zbd5IJsLbCaeF0Dvz6a6X91YoSzu/eztU/9hrrrPq/SvNe/Z9KnRWUGgbvjkWT9HiGwWAkaMWn05EfSkJsb4nbq7WxqWVeuqJBoyFn8RIKNm/GpkED/Jd+jVWNiuX15Uole099jJ/lPu5Iw3EPWMTgVvWqTM/NzMxk69atKJVKBg0aRJ06dVAqlWRkZJgQqsLCQgBEIhGenp5lqX72Fy5SsPkA0Q0noBI7YOtsxeDpLXFwfcR9EgQ4/CmcWwFtJ0PXzyjW6Bm2+jyxOUVsmdCGZoHmp3NqNFLuRH9MXt5R3N07El5vEVZWHmi1WtauXUthYSGTJk0qW2T9rSjvFfWg6e6DXlE2LqYRKPdyJOoZ1tk+NWiVkH3blEhl3zKmD4NR4MEr3EiifBsbiZR3fbB+uvUT8JxgPW2UyNQkROUSH5lDRowMQQAnT1tCm3oS2tQLr2DHv20DXa9Xcelyf7RaGa1b/cHKG5tYd3MdAOq8TnzywlReaxsMGDeBLsXF85ZUh06no/+V49hr1Li5uZWZHQd6eJA9dhxFOel88WEN4lVpjKv5DcsPyvFwsGbDmJa4amXsmDsdsUTCkDmLKlX42xhzkCUX5yPSlzCs/kQ+ajYRC3HVGznZifHsXjAbg8FAxMez8Q2rU9aWfCOKfUsXIhKL6fv+DALqVU/8Ql+iRbotGnWsDPuWPrj0Da12GjsYUw9lfyRS8lcmlo7FuGmnYemghj7Loc7jlRzcg0GtJm/l9+SvXYvExQWfTz/BsVu3x/4cCYLAruwC5sRlINXqGBfgwUc1fXGsIguoIvwrCFZERAS/bNpE0cGDyH79FeXlKyASYd+2Lc4D+uPYpQviauT3P8cDUMnh4AyI2gzeDYzRLJ/qfRGri3PnznHo0CE6d+5Mhw4dqh5Qih9OxrPwQDS9G/mybEiTv51kGQxaLl8ZiEqVRZvWB7Gyur/jklGcwaDfBxHkGMSmHptM0vf0BoGxGy5xNi6PLRPa0KpmxTs1kTmRjD44BqVNE9rXm8Xq+jWxEItYeHEhP9/5mc/bf07f0L4Pjctf/yM5ixdj16oVAd99i8TREZ3ewNiNlzkXl8fGsa1oF/ZoSf5bJ49yZN1KxGIJGqWCsJZt6DPF+CAA2HJnCwsuLqBvaF/mt5v/UE3Zo5CiVDM7zljrFGJrzee1/OnkXoFaYuZ12NQPLGwQXtuL/JIFxafSsGvqheug2ogkj/+QXZOay6y4dFo42bOxUU3GDxn8yEnOYNBz4+ghzu7YjLKokAYdu9BuyCgcXJ+O/055w2CRlQSX3tU3DAZjWmHBjruo4+XY1nfHJaKW2bnxmpQU0qdMRXXrFq6vjcLrgw8QV0AcDQaBPVejyUn5kNoud0hR96Xfi1/gVoXZMkB0dDS7du3C0tKSxo0bl0WppFJpWR83NzcT415fX1+srKyMdQ2Lv+Tq8WySgowiG+41HIl4vxlWtpUsMI59BqeWQMsJ0HMJGr3AuI2XOBefz5rXmtO5rvk+LFLpWW7d/gCtVkatsGkEBLxe9h799ttvREZGMmLECGrVqlooxmzc84p6sB4qPx4Kkir2ijIx3f1neEU9ERTS+3VS99L88mLuE0hr51Ii1chIpHwagmedZ1YH9pxgPTkK85UkRBojVZkJchDA1ceO0GZehDT1xCPA4ZllJRUV3eHS5Qg8PDpRL3w5Y/8cy428G+gFPdqcnmwaNM3kWX2zSEHfq3GEWEv4xFBIemICSUlJaLVaoxy8lxeuFy/iKM9hxRA9BYYiZjRexezdmWh0Bn4Y1ZxaFkXsmDcDK1s7hsxZiJPHo4VxLkmzGHv8Uyg+T6hrOF93WECIS0iV11WQlcGuzz9FIZfT94OZBDe6b4NRkJnOnkXzkOdk88rEyTTo2KVa90wwCBQeTqboeCqW/g64j6yHxaM2vaqA8nY+BTtjEDQ6XJx2YleyAVHTEdDtC7B9so0r1Z07ZM78BNXt2zi8/DI+s2Zh6f34EWy5VseCxCw2pufhZWXB3DB/+nm5VOuz+q8hWOVPUpOSgvzX35D/9hva9HTE9vY49uiOS//+2DZv/jyF8HFx9wDsfcdYJNxpOrzwrtHD4m+AIAjs3r2bGzduMHz4cGrXNt9PafWpeL74I5peDX1ZNrRJhb47TwtJSSuJT/iKhg2+w8vr/k6LzqBjzMExxMpi+aXPLw+Z7S744w6rTiXwxYCGDG8dWOGx85X59P3tVQr0IurX/ZrNTRtiLRaXKQmOrDeSaa2mmYwxMRDu3h2/xYsQly5SZ/12i5/OJ7MgoiHDWlX8muVTAj0Cg8lPS8W/Tj0GzphXFq3Zn7Cfj09/TKcanfi649dm7aKp9Aa+S8lhRUo2IkRMDfZm4qM8pTIiYVN/sHJAeH0vstMCJeczsW/ja9whe8y0EIMgMDc+g1WpufT0cOa78CBsJeJHTnIpN69xYuMaclOS8K8bTqfXJz61OiswplgU7IpBm6XAtpEHLn1CH0sJUXEjl4LdcaA34NInFLsW3mbPcYUH/yTzk09ALMbvi89x7FLxw/VmupylB47Q2ftLPO3ycfGZSav6rz/yuDqdjpycHNLS0oiKiiIjI8Ok3cnJyYRM+fn5VShyIeh0xH6ykAspfhQ6BYMgENTQne6TGmJRmeLfySVw/DNo9hr0Xo4BEVN2RPFbVAaLBzVicAvzzK8NBg0JCUtJTlmDnV0IDeovx9HxvvLX1atX2bt3Lx06dKBz585mHdP0AgUozjaNQN2ri5ImPOwV5RZSsemug9c/xyvqcSAIIE8zVfHLug7y1Pt9HP1M0/t8G4FL0H/1up8TrMeDLEdBQmQu8VdzyEkuAsA9wKEsUuXm999LT01OWUNc3ELq1V2E2Lk9A/cOxCAIFGuLsJAO4o+xH+HrfH+uOpgrZ8zNRHp7urCqfhAGvZ60tLSH5eD1OnKcZMidChnb7gM+P1RAUn4JCyIa0d5FyS/zZ2Lv4sLg2Qsr3cCLV6iIOL0Zfc46rNDwTtO3GRU+CkkVYhXFBVJ2fzGL/PQ0er79PnXavljWpiou5vdlC0m5EUWLPhG8OPz1aolfgJEcSbffRSQR4Ta0Lja1H0/sSS9XI723WeiVg2vhe4idHKHvNxBWPfL3IASdDunGjeR+swKRpSVeH36Iy6uDyjzDHgeRhQqmxaRyvUhJB1cHFtQOINTOPIL5ryRY9yAYDCguXUb+668U/vkngkKBZWAgzv364tyvP1YB/k/7VP73UZIP+6fA7d8goKUxmuX+5CaqFUGj0bB+/XoKCgqYMGECHh7mmyDfU+Xr2dCH5UOb/i0kq7g4houX+uHp2YWGDVaYtH1z9RvW3FjDohcX0TPEtOB999U0pu64xqg2QczvX3EkUG/QM/jAeO7mXcM/bCG727yMvUTC9dzrjD44mmbezfihyw8m5EbQaMiY+QmFv/+O64gReM+YXuZs/uPZROb+fpuJHUKY0fNhaVgolxKYnkqDjl2IPnsKVx9fBs9ZiI29Mb3mVNop3j32Ls28m7Gyy0qsJVWnix7Kk/NpbDrJKg19PF2YE+b3aDWktCvw0wCwcUZ4bS8FRzQoInNw6BCAc4/gx94cURsMvHMnhd9yZIzz92BeLX8kpcd6cP4oyMrg1Ob1xF06j5OnFx1GjKV2m6dTZwWlhsGHkik+m47EsdQw+DF8RQxqHbK9CSiuZGMZ4IDb0LpYmmmybFCryVm0iIItW7Fp1Aj/r7+ucD6UKTR8dSiGyNiDvNF4A9aWVjRvvAo3t/v1mAaDgby8PJM0v6ysLPR6fVkfe3t7mjRpQmBgIH5+fjg6Vl0UrVer+Wvqt9zQhCMSi9FjQd0XfOk0sm7lBe1nl8PhWdBoKPT/HsRiPtt3m7VnEvmoex3e7GgeSVYokrh56z2Kim7g5zeU2rU+QSK5f3+zsrJYu3YtNWrUYNSoUYgf9ZAWBGMkxoRA3SNUiaApvt9XbAluNUsJ1AOmu/9Er6jHgV4H+bH3I1JZpYRKec+fTAQetR4Qn2gE9ubP/88KzwmW+ZBmlBAfmUP81Vzy042fea8gx7JIlYvX3y+kZQ4EwUBk5CgKi27QquXvXMxP5O1jb+Np40OOMhtv9Vj+GPe2iTDUypQc5sVnMCXIm2khvibHUyqV3D12jJs7dpAW4IuqVCDG0t6JE9paxBaKeePFIEaGitn9xSycPL0YPHsBdk6PTt9NVqqJuHwZZdYaJIorNPVqyvx28wlyqljp9R5UJcX8unge6Xfv8PKYN2jSrVdZm16n48SmNUT9uZ+QZi3p9c6HWNlW7z3R5inJ/+k2uhwFTq8E4dixxmNtiAoGgaJTaRQeSkZiD262K7AuPAjNXoeun4FNxR6h5kKTnEzmrNkoLlzArlUrfOfPe6RKrjnQCwIb0/NYmJiJSi/wVqAX7wSV2stUgn81wSoPg0JB0eHDyPb8iuLCBRAE7Fq1wrl/f5y6dUVs/y8q6P1vQxDg5i7Y/z7o1PDKPGg5/m95+MtkMlavXo2dnR3jx4/Hxsb80PPa0wl8tv8OPRr48M2wp0uyDAYdV668ilKVRpvWB7Cyuv/wv5B5gQmHJtA/rD/z2s0zGReVKmPwqr9oFujCT+NaP/Kcpp9fyr6763Hy/Q8HOk/CyUJCriKXofuGYimxZFuvbbjY3A+ZGw2E36Hk3Dk8p0zBfeKEMkJwLDqb8Rsv06WeN9+PbF5hrcy9lEBLaxteHP46p3/egJWtLUPnLSnbTbuafZWJhycS6hLKuq7rcLCqvKYhSanm09h0DucXUsvOms9rBdDBrZKFdepF2DwQ7NwQRu5FeqAE5c1840Td+WHPEXMh0+oYczORv2QlfBrqx5s1PE2OdW/+MKmzsrAw+lk9xTorAFVsAQV74tBLVY9lGHwP6pRCpNvvopeqcOxYA6cugYjM/HxrkpJImzoV9e07uI0ejdfUKQ+ZMhoMAjsup7L4z2iauR9haJ092NmH0aTRatRqBxMBiszMTDQaDQBWVlb4+vri7e1NYmIiubm5vPjii3Tq1OnRBKQCFGfJOPjpb2RLauBAIcU40eSVQF6ICK38c3D+Bzg4DepHQMQakFiURbRHvxDM7D7hVX6OBEEgK2sPd2PmIBJZUK/uAry8TMU+VCoVq1evRqvVMmnSJBwcHIxeUfcMdh803VU9yivqgboo5xr/XK+ox4FGYfSXyrx2n0hl37ofmZNYg3e4KZHyrv+vEdh4TrAeDUEQyEstJj4yh4TIXAqyFCAC31BnQpsaSZVjNetMnxVUqgwuXOyFnV0ozZtt46srS9l0exPeNkFkKVNpZTeF9YNHl/UXBIGpd1PZminlu3qBDPR5OAJVdOw4aW+/za0ejfi5ppIwfRguJR4cL/YmTu9JffsSRgVrSTv9Jx6uLgz99AtsKlEMTFNpGBgZS4H0BC6yzQiCjinNpzC07tBKU/a1GjX7li0i4cpF2g4aTttBw0zmxKg/93Nswyrc/WvQ/6NZOHuZn0oNxg3Egt2xKKNysannhtvgOogrS+WuBJrUIvK3RRufc8EJOGVOReTsC/2+fWILIUEQkO3cSc7iJQgaDZ5vT8Zt9GhETyBQlKPWMi8+g53ZBQTZWPFF7QBerqgEohT/MwSrPLQZGcj37kW+51c0ycmIbG1x6voKzgMGYNeq1ROFC/9foTAT9k6GuCNQ8yXo953RH+UpIzExkU2bNlG7dm2GDBlSrYXaPZLVvb4PK4Y/PZKVnLyKuPjFNKi/HG/v+5KiUpWUQXsH4WDlwLZe27CzvL8DlF2oos+KM1hZiNk7uf0j1fs2xR5l8bkpWDu/xMEeX+NpbYlGr2Hsn2OJKYjhpx4/UcftfqGqLi+P1ElvoIqOLjMQvoc7mYUM+v4cNT3t2THpYZVCrVrFsR9XcfP4YQLCG9Bx1Hj2fv0FWrWaYfMW4+prjGrcld5lzMExuNu6s7HHRtxsHp3CoNAbWJGczcrUHCxKndDHB3jwoPO96Q39C34eBA5eGIbvJX+vHHVMAc69Q3Bs//iR5jSVhuHXEkhUqvmmXiADvB9OW4iIiGDOmxM5s/0nlIVy6r/UhfbDXntqdVbwgGGwR6lhcM3qCwwIeoGiE6kUHk1G4mSN25A61TqOfP9+smbNBgsL/BYswLFzp4f6XEuVMeu3m9xMz2dqi1+p63oKaEJWZk/S0/NRKIzmqxKJBB8fH5NUPw8PDwoKCtiyZQsFBQX07duXJk2aVOsaE84ncXT9TbRY4SXJJVvwpe2AUJp1q2KH8fJ62DcF6vaGVzeAxLIsWty7kS/fDG1apeqYTldE9N1ZZGfvxcWlFfXDv8LGxu9+B3UxgjSec/s2o06/RaswdxzUpSl+irxyRxIZyVJZXVR5mfOgf75X1ONAIS0lUuVqpvJj79dL2TiX1kmVI1Metf+2NPNngecEyxSCIJCdVEjCVaNQRWGeCpEI/Gq7EtrUk5Cmntg7/70iWU8L2dn7uHnrXWrWfI8agW/w+sHXSZQlYok7Uk06w4PmMaNzn7L+GoOBIdfiuSJXsKtpGC2dH94kkO3cSeYnnxI1ogULAq/RuUZnpoZN5Zsjd9kZo8FHXEQny1isBS22GGjdqTO169TFx8enwnVPllrLq1FxpBdn01L9M7dzz9PKpxXz2s3D3+HRz02DXs+hVSu4dfIITbr1ovPoSSbr3uTrUfy+bAFiiQX93p+Jf93wat07QRAo+csowS5xtcZ9ZHi1rUbKzlWtQ/ZrPIrIHKx8RbgZ5mAhvwQtxhk3959QvEabnUPW/HkUHzmKTXg4vp9/hk29irN8zMWZgiKmxxg9PXt5OjM/zB+/CrJ2/icJ1j0IgoAyMsqYQnjgAIaiIiz8fHHu2xeX/v2xCg5+2qf6vwdBMPrL/DnTuPPaYxE0HvbU8+LPnz/PwYMH6dixIx07dqzW2PVnEpm37zbd6nuzYlgzrJ5AfQ6gpCSei5d64+7ekYYNVpbt/giCwORjkzmfcZ4tvbaYkCCVVs+Q1eeJzS5i95svUNen4l2N07mJ/OfgcMQWbvzWdws17Z0RBIG5f81lV+wuvnzpS7oF399N16SkGA2Ec3LwX7YUx3L3Jqfw/9g777Aqy/+Pvw577w0iWwQBceLKlblyZg4yM400Lb+lluVIGzbMzIZlmtscuVBwa5rmHiiK7L03BzicA2c8vz8eRRFUQL+/b8P3dXXlxXme5zzngXPf9+f+vIeC4SvOoBEgfHq3elk/91ICQ0aMJnjAUHZ8MhdpYQFjFn5eqzdKL0/nlYOvoKuty6aBm3AwbtjpSBAEDhVJ+TAph0xFDSPsLPjQywlH/Ud0gNL+hF9Hg5kTmrF7KdpdTE2aFMsR3hh3ar4TaEylnJeup1ClUbO2jTvdLet3z2rkVfTr2ZOh7vb/FZ2VGBhcRFlEMpoqFaY9XTDr0/TAYABViYKS7fHUpJdj2NYWy2Fejd4Z1CgU5H/+BWXbt2PYti3Oy75G18mpzjG5xeV8H3mRG4mpuBuW0tt/H2ZmuWRktCEjPRhbW7s64b12dnb17MjT0tLYvn07AGPHjqVlE2gXyho1f26K5talUoxlOViZqcjSuNLrJV/8ujs9/OSozaLbqXd/GLMZdPQ4GV/Aaxsu09nDirUTOz4y600qjeJmzDso5dl4WY7F2aADktrMqBSxI1UvK8rxPme+2/+3dP97ZEU1B4IgOhXWMZ+4AeVZd48xc6lvPmHh+vfWiTWApwWW2O3OS5bWdqoqS6vR0pbg4muJZ7Ad7kE2GDZDW/pXQEzMLPILImjf7jcqtGwYHTEaJxNn0kvKkQtFfNjhO0YH3M1XKlGqGHwlgXKVhoPtves74wJFK1dSuPxb/pjehRVml3jR50UWhCxg3/UcZu+4joOJDmNt8ihOiUGjL1KSDQ0N8fDwwMPDo44dPEBhjZIXryWTWqUgzPwmkbE/IAgCszvOZpT3qAd27AVB4NSv67gcsZtWXXow8M2ZaOvc3fgpyckifMnHlBcW0O/1t/Dv2bfJz686vZzizbEIChUWI70xDm6+qURVVAGl4UkgAUvPKxglLxDHlOE/glv3Zl8XxGdRcfgIeZ9+irq0FOvJk7GZPu2B+Y+NQY1Gw8rMQr5Jy0MikfCumwOvudiiq1WfPfOk8JcqsO6FRqGg8vffKdsTjuzMGdBoMAwOFimEAwegbfZ4nM9/PEpSIXwaZJyFVoNhyPLHzhi5F4IgEB4ezvXr1xk7diy+vr5NOv+OBuk5P3t+CG1+kSUIaq5cGYOsKpWQzofQ17/r+LPp1iaWXFrCB50+ILR1aJ17n/XbdXZHZbNyfHsGtGm4aEiqrGRE5MtQk83KAZvpZicae2yL28biC4sJCwhjRrsZtcfLb8aIAcJqNS1W/oThPZ0CeY2asavOkZBfyY6pXWjjXLfLcS8lcNBbs3H29WPX4gXkJSUw4v1FtAwQr5Uvy2fCwQnIVXI2DNyAu7l7g/eeUlXNvMQsTpRU0MrYgM+8nenWQEFT/8STsGUsWLZE8+IeCncUoMyuwGp0K4zaNv/v53RJBa/eTMVUR5stgR60vsfpTq1SknDuT64eiiAvKYG9yTms/v5bfEK6P1EDHJW0mrLwJBSxtwODR3qj59S83bbayQWwHO6FURMmquqUVLLfeYfq+HisX5uM7X/+g1IQyMvLIzs7m+zsHOJT0lFWifboRkalBASeQle3Cn2913F1HVXr6PcwREVFERERgZWVFaGhoVhZNb4DWJhRwZGfr1FWrKRF3ikEJ3dytFx5brI/no/6rNE7YHeYSBkZtw10DbiWWca4VefxsDVm2+shmBrc1zGqzYpKRihOpCI9AlV+FEYKAX2FCsm9WVFGNrUdqDJta45eTcG0ZVv6j3sDyX/B+vsvBbVKdO2718Uv7wYoysTXJVpg7V23kHIIBOOmawr/jvi3FlgatYbsxDKxU3WtEHl5Ddo6WrTws8KznS1uATYYNNLF9K8MlaqCCxcGIdHSpVPHCE5mn+Odk+8w1GMkkQl/oNGSs+rZX+jSIqD2nKQqBYOvJOKgr0tkO+969t2CIJD/yaeUbtnCnve7sFVyieltpzM1aCoXU0t4fdNltCQS5rfVJnnb91j6BmDpF0RqaiqVlaJ2zcrKqrbYcnNzo0pbl7HXk4mXKfjSw4DjsV9xIe8C3Zy6sajrogduigJc2reLU7+uo2VgMENnzUXP4O5cKa+sIPKbL8i4eZ2OQ1+g+7gJTTa/UFfUULwllprUcoy7OGIx2KPZESuqYjnF2+JRZlZg5CvBonQmWtJ46DwV+n742NRidVkZ+Uu+Qrp7N3pubjh+8jFGHR8v/zVdXs3821KJ1sYGfOnjQicLcd741xRY90KZX0B5ZARle/ZQk5SMRE8P02f7Yj5iBMZdu9YaBzzFfdCo4fyPcPwTsW37/DfgN+yJXV6pVLJu3TqKiooICwvD1vbBdqYNYcPZNBbui6Gfnz0rmllkZWSsITHpM/z9luHgcPez3Sq+xUsHXqKHcw++7f1tnYX6HcONmf18mNG3YRvn3OoaBh6aj7rsIDNDPufVViLt8HLeZcKOhNHVuSvf9f6u1imo8swZst+agfY9AcJ3oNEITN9ylUMxeax6uQP9/O5yqO+nBA5+612MzC3Y+/ViUq5e4vn/zKFVF3E3qExRxsRDE8mrymNN/zX4W/vXu2+ZWs136QX8lFGAnpaEd90dmORcd5fmgUg6BtteAisP1CN3U7QtB2WhHOvQ1hj6N3+BtjOvhLfjMvAyMmBLoEdta76ytITrRw8SfewgVdIyLB2daTdwKB+t/IU9e/Y0+/3uh6ARkF3MRXow7XZgcEtMujk3S+yrkasoDU9Cfr0QvZZmWI1p1aR8LGlEBLkfLgRdXeSvh5Fha0tOTg4FBQXcGYprtPTJVRpiZGHLqK4KqF6Ojo4xgYE/Y24W9Oh71Gg4fvw4Z86cwcPDgxdffLFBR8CGzxW4djSDC3uT0a0uxy99Fzk+gyjRdWLQGwG4+D6iSIsJh52TwLULvLQD9IxIKaxk1MpzGOtps2tcC+xq0uvbnJdlgHDXhEOpI0Fpao2Bcw+0bHzrmkzczoqqrKzk559/RkdHhylTpjRJD/q3QI1M1EfdW0zl3wJ1tfi6joGoj6o1nwgS86b0/hrmBP8L/JsKLLVKQ1ZcKclXC0i9XoRCpkRHT4uWbazxbGdHyzbW6DVDT/pXR2npRa5GheLkNJrWvp/x2YXP2Bq3lSl+c1gZvRIdbYFdw37F09Kt9pzTJRWMi07mGUtTNgZ4oHPf2C+o1WTPnEX54cOsW9iRQzVRLOyykFE+o0gprOTV9ZfIlSqY6a+FLPx7PNp3Ysg771NSWlbrTnivHbyzszPObm6sUxtwTteI7/3dkJce5psr36Aj0WFOpzkM9Rz6wA3EmyeOcmTV99h7eDFizsI6BhtqlYoT61dx/egBPDt0ZtCbs5psfiGoNUgPpVF5Ohs9V1OsX2qNdjOpooJaQ/mxDCpOZqJjpY9Vy6Po3VoijtfDfwLXkGZd917Izp4l98OFKLOysBg7BrvZs9F+iB7ukfcsCBwuKmdeYhbZ1UrGOVox38OJsLEPjohpDv4WBdYdCIKA4maMSCGMjEQtlaJja4vZ0CFYDB+O/pPMPPknoSAW9kwR+fgBo2HQEjBsnmXn/ZBKpaxatQp9fX3CwsIavZC7g43n0vhwbwzPtrZjxUvtHkkbuhdVValcuDgYK6vuBAb8XDtYyZQyxkSOQaFSsHPIzjrmEyfjC5i0/hID2jiwIrRdgwNcUY2KwX9soCpnOf09x7K0+zwAcitzGbt/LGZ6ZmwZvAVTPSshSSIAACAASURBVLEjJI2IJGfuXPTd3WmxenW9LIclh+L48WQy8we35rUedzMy7qcEdhkVikRLiyM/f8fNE0fpO+mNWlehKmUVYUfCiCuJY2W/lXR0qLuLIwgCkYVSFiVlk12tZJS9JR96OmGn38hdy4QjsP0lsGmFathOirZkoZZWYz3Br9HhuPdDEAR+yChgcUou3SxMWBfgjqm2FrmJcUQdiiTh/J9oNBo8gjsQ3P95WgYGI9F6sE17c1AnMNjLAssRXuhYNy+DrzpVKhpZlFdj1ve2I9Mj8r80Gg3FxcVkp6RQ8+OPmF64SJGtLWe7hCA3MsLQ0BAnJycsbe05na1hX6IcczMz5g3yJcAikuSUrzA19ScwYCUGBo4PfS8QnT53795NXFwcHTp0YODAgWg3cgOqvFjO8fWx5CSWYVdyA9+CQ9xoPQm5sQND3grCruUjWANxB2D7eHHB3+t9KM+hIDeTkZdaI1fDLr2PcCP77vF6JneLJmsvynXlJJftocoA3P0/wtHxwXQajUbD5s2bycjIYPLkyTg6PvrZ/KUhK6rflSpKhDudOwOLu10pxyDxGVt7/631Uv8N/NMLLFWNmoxbJSRHFZAWXUyNXIWugTbugTZ4BtvRwt8KXb1//oZzUvJXpKevJDBgJeZWPRl/YDzZldm86DqX1XGfYKxryL4XttbpFG3KKeLd+Cxec7HhU2+XetfUVFeT+VoY5dFRfD/fnwvyWJb3Wk5v196UyGoI23iZK+mlTPAAs+M/0SqkO4NnvFubRalSqcjKyiIlJYXk5ORaO3i1tg5Z5taEtG5FZ28rlsUuI6ogil4uvVjYdSE2hg27cSZdvsD+5V9iZmvHC/M+xsym7roi6nAkJ9avwsbFleHviW6HTUVVdCGlOxOQ6GljNc4XA8/mZ1spksso2R6PRqbEvJOAScp0JNIM6DId+swH3cfLvtVUVVH47XeUbNqEjq0tDgsXNqhZbgpkajXfpOWzMrMAU21tWn+z8N9bYN0LTU0NlSdPIg3fS+WpU6BSYdCmjUghHDwIHcsnU0D8Y6BWwqmlYtCniT0M+/6xMwzuID09nQ0bNuDp6cm4ceOaZHoBsOlcGgv2xtDX144fxzeuyBIEDVeujkMmS7hNDbzbFZr35zwiUyJZ89waOjh0qP15cmElw1ecwcXSiF1v1DeYAChXqRl2/g8KU+bgaeHFzsFiILFcJeeVg6+QWZHJr4N/xcNcLJSK162n4MsvMerYUQwQvo+6+tvlTN7bGU1oZ1cWD29Tu2C8nxJ4J2jw9Jb1XNy7k5AXxtFt9EsA1KhrmH58OpfyLrGs1zL6uNbN90mUKZiXmMWp0kr8jA343MeFzhZN2N2JPwjbXwZ7P1SDf6NwcwYauQqbV/3Rd2u68QOINqlzE7LYkFPMCDsLvvZyJPX8n0QdiiA/JQk9QyPa9O5H2/6DsXSoq+d5EuOHoL4dGHz8dmDwYA+M2jc9MPjOte7s0GlbGYhGFq71iw1BECgrK6tjj56Tk4N+YRFdz57FQiolOyQE9egXcb5jj25mzuYLGSw7moBCqWZydw+m92pBRuqH5OWFY2c3CL/WS+rYkT8I5eXlbNmyhfz8fPr370/nzp0b/XkTLubxx9YENEoVPnFbcCSLC55TwMqOof9pi6XDPVSPe7Oi7nSgMs6JrpPiAeL9CIaMUS4kXXBgm88JAl0s69qc386KUqvlJCZ9Rnb2FkxN29DGfzlGRg1TX+/gxIkT/PHHHwwdOpR27do16jP+JSAIIhXy3kIqNxoq7sklM29xj/HE7e6Uucs/Ti/138A/scCqUahIv1lMSlQhaTeLUVWr0TfWwT3IFs9gW1r4WqHdDA3p3xkaTQ2XL49CUZ1L504HyK+WMzpyNN4W3tgpX+Rw8cfYGNqya/hmrA3vsi8WJmbzc1YhX/i4MNG5fmGjrqggffzLVORm8Nm7riRXZ7H6udUE2wWjUKqZveM6kdG59LNX433+FwJ69GTAtHcaNGKTy+WkpqYSn5TMxfh49GUindDY1Jh853x+r/kdQ11DFoQsYID7gHrnA2TdusmeJR+jZ2TEqLmfYO1S17Qs7fpVIpd/ibauLsNmz8PJp+lmEMqCKtHKvViO+QB3THo4N5uar5YpKd2ViOJWMfpeplhZbUc7+kdxM2j4T9Di8eh9APLoaHLnzac6MRGzQYOwnzcXHevHo0DHyxR8kpxD1aLZTwus+6EqLqY8MpKy8L1Ux8aCri6mvXpiPmIEJj16INH9+3OPnxiyr8KeqVAUDx0mQb9PHtv1BeDSpUvs37+fHj160Ldv08WXm8+nMz/8Jn187fipEUVWZuZ6EhI/wa/1EhwdX6j9eURyBHP/nMsbQW8wre202p9L5UpGrDiDVK5k75vdcLGs31KvUmsYExVDcsJ7mEkqCR+6AwdjBwRB4P3T73Mw9SDf9/meni16igHCS7+mZO1aTPv3FwOE7xNgnksuZsLaC4R4WLN2Ykd0tbUapASaWImDw5X9ezm5cTWBzw7g2demI5FIUGvUvHvqXY6mH+XTbp8yzOsuDVKmUrMsPZ9VmYUYakuY4+7IK0429egPD0VsBOyYCA6BKAdsoXBTBqg12Exqg55LIzRbDaBKreGNW2kcLirnTXNdeiZc4cbxw8jLpVg5tyB4wBD8nuldh1t+Lx53/HhSgcEg5oiUbItDmVWJUQd7LIZ4oKUvFuaVlZV17NFzcnLqOPrZ29vTKjcX29170DIwwPmrJZg+80zttS+kFLNwXwxxeRX08LZh0VB/XMzkRN94g/LyKDzc38bN7c1GTXY5OTls3bqV6upqRo0a1egg8OoqJX9sTSDxUj62lmq8jizGyN6CMy0mYeGoz4AXjTBWZtUP3a2TFaUj0pH1TSBwDNj7ozDzYOIxuJxVxdqJHXnGp2H6cEVlHDExbyOTJeLqGoanx0y0tB7+u0pMTOTXX3+lbdu2DB8+vFGf838CtRIK4+ubT1TftoiXaIFNq/rmE0ZPzi3z34Z/SoFVLVeRFl1E8tUCMm6VoFZqMDTVxaOtLZ7t7HDysUD7v5Al+XeCTJbExUtDsbQMIShwDYfSDvHeqfd41X8Sp67bkqS1DDczN7YMWY+ZnrghphYEXrmRyomScrYEetKzgZgSZX4B6ePGUUoVi6aaUaauZOPAjXhaeKLRCCw9Es+PJ5MJMlMREr2eDn368mzY9IeO03K1hikXoslMTWOgqgJNbjYF6gIu21ym1KCUQINAZgbOJMAzoJ62tiAthV2ffYhGrWbk+4tw9G5V5/Xi7EzCl3xMRVEhz02Zgd8zTQ9Y11SrKN2RgPxmMYZtrLF80ad2nmsqBEFAdiGXsshUtAy0sequwCDqTSjPhq4zoNcHj204JNTUUPTLLxT/tBItIyPs536A2dAHUy4bi3+lBqspUMTHI90TjjQiAnVxMdpWVpg9PxiLESMe2+rxHwOlHH7/FM6tAEs3cWehZZfHuqQgCERERHD16lVGjx6Nn1/TbEQBfr2Qzrw9N+ndypafxrfHQLfhIquqKp0LFwdjadmJoMA1tV+q9PJ0RkeMxtfKlzX919SG/qo1ApPWX+JMUhFbwkLo5F5/AVOt0TDhegpRSUsxqDrLymdX0tW5KwAbYjaw9PJS3gp+i9cDX68bIBwaiv28ufV0gCmFlYz48Sy2pvrseqMr5oa6FGdlEvHN53UogXfoBbGnT3Dgh6/x7tSV59+Zg5aWdh23wnc7vMsE/wm1z3pvQRkfJeeQW61krIMV8zwdsdVr4kZCzB7YORmc21PTZyNFm9NAW4LtawHo2jdPnFpco2JCdDL5CbFMSLuO6sYVBEHAs30ngvsPwTUg6JGDYHPHj3sDg7VM9bBsZmAwiM+46nI+ZfuSQUcLoyGulFpU1ymoystFEwqJRIKtrW0de3RbU1OKPv8C6Z49GHXogNPXS9G1F7usBeUKPjsQS/i1HJwtDFnwfGv6+ztQWXmL69Gvo1RK8fdbip1dw7ua9yM2Npbdu3djZGREaGgo9vaNy0nJji/l2LqbyKRKguxj8brxJQbOxihMDLHUy0ePe4ooibboEHWbzid2oTzEPKnw6WIY7yuRYGyNWiPw1tarHLiRx7dj2zKsbX17YkEQyMraSFLyF+jomOPntxRrq0c7T5WVlfHzzz9jZmbG5MmTH2n08f+G6sp79FK3rdELYu/RSxmKeqnaQipQzJt6TNrMU9TF37nAUlQqSbleSPLVQrLiStCoBYwt9PEItsWrnS0OnhaPjDX4tyEzaxMJCYvw8VlEC5eX+ejcR+xM2MnS7t/z4b4YqixX42/tz9oBq2sjWipVaoZcTSS7uobIdj74GNdf7FenpJIeGkqhgyHzx6rR0dGr49i77WIG88Jv4qSnpG/CFno+15der4Q9dG6r1mgIu5nGkeJyFnk4MERHTWJyIttTtnOWs+hqdGlf0p6utl1rDTPu2MGX5eexc/F8ZGWlDJs5F7e27etcW15ZQcSyz8mMiabTsFF0HzuhyfFGgiBQeTob6cFUdGwMsX7ZD93HCJtW5sko3hqHKr8KkxAbzFmJ5Np6sPUV15zOj888qE5KInfBh8ijojDu3h3Hjxah69z8GJmnBVYjISiVVP75p0gh/P13BKUS/VatMB8+HPMhz6Nj89dLof9/R9oZCJ8KZZnQ9S3oPe+xdhZUKhXr168nPz+f1157rdELvXux5UIGc/fcoFcrW1Y2UGQJgoarUeOpqIghpPOhWl2KUq1k/MHxZFVksWvorjrc688OxLLqVAqfjQggtLNr/fvWCEy5lcbx1HBMS9YyLWgab7R9A4Cz2Wd54/gb9HXty9c9v0aoqiJrxn+QnTmD7dtvYz3l9XqDaqmshpE/nUUqVxI+rRuu1kZ1KYFvzsIt6O7gknrtCuFLPsa5lR8jP/ioNkj3myvfsPbm2jpuhXEyOfMSsjlTVkmgiSGf+bjQoYF8j0fixk7Y/Tq06ER1j3UUbU5Fy1AH29cC0LFp3qIvWVrO/J3htLx6GtuiXPSNjWnT+znaPjcYC/vG27s3Z/yoExjc2QHzge7NCgwGUJRVkbjjMtlpmZSYKSgykFFSWlL7uqWlZR17dAcHB/Tv6V5WJyaS9c471CSnYD11CrbTpyPR0UGp1rDhbBrLjyVSo9IwpacH03p5YainTX7BQW7dmo2uriVBgT9jalrfwOR+CILAmTNnOHbsGM7OzowbN04M2L0fNbI6dD51URoXop2IyuuEuXYe/cyXY6+XKDL/1DbIDVpiHRCItp33XTqfhSvo3FfMZF6CTcNFa/RXD4CJHYIgsHBfDBvPpdfTHNbeTk0xsbHvU1T8O9bWvfFr/SV6eo8uhFUqFevWraOwsJApU6Zg/Zi0kGajshDyrt/tSOVFi8/3jl7K0KpuIeUYKD7Df1Jg8V8Uf4W1R1Mgk1aTeq2Q5KhCshPKEDQCptYGeLazwzPYFns3s2aZ8fxbIAgC16MnU1p6nk4d96Gt70LogVCK5cV82nEtr/+2Cx2HzYQ4dWZF3xXoaYtjWKaihkFXEjDS0uJAex+sG5ALyK9fJ33iq2QHOTKvXxGOJk6sH7Aec32RNn86sZBpm6+ira6mf/puhgzuQ/exEx56vzUaDdNupRNZKGWehyNvtRTXSDEFMXxw6gNSZan4qHxold0KPY1eHTt4Rxsbjq1YSnFWJgOmv0Prbj3rXFutUvH7upVEHzuEV8cQBr4564EskYdBkVxGydY4hBoNlqO8MQpsmnnZvRCUasoOpCI7l4uuozFWXUvRPfWmSDHvMROeea/+vNLU99BoKN2ylYJlywCwe/ttLF8KbZb53dMCqxlQl5UhPXAAafheFNHRoK2NSY8emA8fjkmf3mj9VXZB/xeoroAj88XsLNvWMPJnUUTdTJSXl7Nq1Sp0dXUJCwvDyKjpOyBbL2bwwe4b9PSx5eeX6xZZWVmbiU9YSGvfz3FyGl37868ufcXGWxv5tve3dTRKd4JNJ3RpycfD2tR7L40g8HZcBrszorAp+JjODh35se+PaGtpk1meydj9Y7E3tmfzwM3olcvFAOHYWBw//giLF16od70alYaX11wgKqOMLWGdCXI0eiAlECA3MZ7fPpmLpYMTYxZ9gb6RWCytu7mOZVeWMdpnNPND5lOp1rA0LY81WYWYaGvzvocjLztZo92clvj1bRD+Brh2RdF5NcVbU9E218fmtQB0LJruJFReVMCRyH3EnziCgaIKIycXug0eTuvuvdBthrNbU8YPTZWSsv2pVF3JFwODR3qj79F43ZharaagoKC2M5WVmkFhaTHC7cWyqalpnc6Uk5PTA/+mBUFAuns3eZ98ipaxMc5fLcG4q9gFPZtcxMK9MSQWVNK7lS0Lh/jjZmOMIAikpv1AaupyzMyCCQz4qU7UwIOgUqmIjIzk2rVr+Pv7M3zwAHQrs+4ppJLErKiSZKjIrT2vROXC0Yr3KKpugV+LVIKUB5GdvozMtQd/6I6lZXtX+k3yf7SmIycKNgwT6WyvHgAzUUf3w++JLD2SwJRnPPhgUH3GQEnJGWJuzUalKsPL831cXCY0mtZx8OBBLly40OwOeZMhCFCaelcndUczdc/zxML1vrDeADBzfqqX+h/hr7b2aAgVJQpSosTg39xkKQhgYW+EZ7BI/7NpYfJE4yn+6aiuLuTCxUEY6DvSocNO0iqyGBs5Fn9rf4baf8S7h9Zh6LSTvq59WdpzaS2z5YpUxshrSQSbGrG9rSf6DXR8Kk6eJGv6myT192VhcAoBNgH83O9nDHTEeS0ur5xJ6y5RXF5Fv9xDjB/6DCEjxzz0flUagRlxGezOL2WWmz2z3RyQSCQoNUpWR69mdfRqLPQteNXpVUyLTElOTq61g7e0sEAoK0KRlU6f4SPp9PyIOtcWBIGoQ5Gc3LAaG9eWDH9vQT1zjMZALa2m+NdYajIqMOnhjPkA90caOj0M8lvFlO5MQFBqsBjgiFHBUiTXfwX7NmJu1mOsOe9AmZ1N7qKPkJ0+jWFQEI6LP0Xfq2kZmk8LrMdEdXIy0vC9SPfuRVVQgJa5OWaDBooUwoCAf+/AlngU9r4JVUXQcw50n9lsh6rMzEzWrVuHu7s7L730UpNNLwC2X8rg/d036OFty6rbRZZcnsWFiwMxN29P26B1tb+r01mnmXZ8GmNbjWVeyLzaa1zLLGP0z+do72rJxsmd0L2Psy4IAvMTs1mbmY5b0SKMtQR+G/IbVgZWyJQyxh8YT6G8kK2Dt2JfKtwNEP5mGaa967vXCILA7B3R7Lqaxbdj29LdRvNASiCI3OltC+egb2TEuI+/wthCNGbZnbibhWcXMsBtAJ93/5zwwnI+Ts6hsEbFS47WfODh2OCOW6NwdRPsewvceyAPXknx9lR0bQ2xmRzQJJ2SIAhkxd4k6lAEiRfPoQFyPPwZ/cIoQtq1f6zvUWPGD0EQkN8oomxf4wOD7zj63auZysvLQ6VSAaCvrYdNjQn2hlZ49GyDa4AHZo3M29PIZOR+9BHl+yIw6twZp6+WoGtnR65Uzqf7Y9kfnUsLK0MWPu9P39ai2YZaLedW7HsUFBzAwWEEvq0Wo639kAJXrYTSdKpy49j++3XSS5X0tMilp+YsWuWZUC8r6m7QrmDlyY1kJ84eq0JXX4feod4YbP8G6d59yDoP4YLBc/g940LPca0eTUPKuwEbhoCeqVhcWYjC620Xxe/syGBnlr4YVOc6Gk0NySnLyMhYjZGRF23afIupSeOz827evMnOnTsJCQlhwIDGUSebBFWNqEu9t5DKuwHVIg0UiTbYtrrPfCLgibmxPsWTwV917SEtlJMcVUDy1UIK0sS/KWtnYzyCxU6VlZPxv3ft8QRQWHiU6BtTadlyKl6e77IveR/z/pzH1KCplGT1ZmPMZgwcIhjqOZRPun2ClkScJ8LzS5l6K53RDpZ86+va4O+gbPcecufO5Vpoez5vGU0f1z583fPr2oiW/HIFk9dfIiZHyjNFp3lreAgd7it87odaEJgVl8m2vBLecrVjrodj7XvfKr7FvD/nkVSWxEjvkcxuPxu5VF7rTnjHDh5BwNzIkKCOnfD09MTFxaXWMTb12hUil3+Jjp5es80vBJWGsv0pyM7loudujnWob7O1zADq8mpKfkugOqkMwwAbLAPS0ToyA6qK4Zl3occs0H48vwRBECiPiCD/s8/RyGRYT52CTVgYkkY2UZ4WWE8IglqN7Nx5pOHhVBw9ilBdjZ6Hh0ghHDa0Vi/xr0JVCRx4F27uBKd2MGKluKhoBq5cuUJERATdunWjX79+zbrGb5cymbM7mu5eNqx6uT1xMZOQll+7TQ0Ud8wLqwoZFTEKG0Mbtgzegv7tBWp+uYIh3/+Jvq4We6d3x8q4/hfsi5RclqflESj7kcLSy6wbsI62dm3RCBpmnpzJicwTrHx2JW1Lzch8fQqoVLis/Amj4OAG73fFiSS+OhzPf/p6018/i6O/rGiQEghQUVzE1gXvolYpGffxV1g4iFTHY+nHmPXHLLo4dWFapyV8mJTPeamMtqZGfObjTDuzxwjuu7wOIt8Gzz5U+f1Aya4UdJ1MsJ3UBi2jxg1symoFsX/+QdShCIoy0pAYGXPRpx1VnZ7hl+4dGm8L/xA8avxQS6spvRMY7GyC5Qv1A4MFQUAqldbRTOXm5lJdLWpidHV1cXR0xNnZGXtja4wuyjEsEDAJccJ8kDtaTbA6VsQnkP3229SkpWEzfTo2b0xFKUj45c8Uvj+ehEYQmNbLiyk9PWq7sQpFLtE3plBRcQsvrzm4tnhNnGA1apBm1u1AFd/uSJVlUCSYsYVhSDFlmO6fBNpKakN3a3VRVp5geNduVyat5veNsWTElODqb03vMe6ULnyfyhMnKO02liid7rQf6EbnYR6PXuQVxMH6waCjDxP3i9or4OitfKZsukwPb1t+eaVDnc2MqqpUbsa8Q0XFDZydxuHtPa9Rroh3UFRUxKpVq7C3t2fixImNtp1/IKorIO/m7SLqNtWvMA7UNeLrukbizuq95hN2fo8tzH6K/z7+SmuP0jwZyVfFTlVRptiBsHU1xbOdLZ7BdljY/3vzyv4biI2bS07Ob7QL3oKlZSfm/zmffcn7WPnsz3y3H65X7kTH+gjjfMfxQacPase6pal5LE3Lq0PZux9Fq1ZTuGwZf0zrzArzK7zo8yILQhbUXqOqRsVbW65yPK6QttLrLBgWRPsBgx96vxpB4P2ELDbmFPO6iy0feTnVXq9GXcOP135kXcw67I3s+bjbx4Q4inlSKpWKzIwMju36jdyiIjSG4tynp6eHm5tbLaVQq0bB3iWfUFFSRP8pM2jdo3mW5rKoAsp2JyIx1MH6pdboPyqu4yEQNAIVp7IoP5KOtqkeViMc0Y/5GG78Jo6zI1aKWtXHhKq4mPzPPqd8/370vb1x/PQTDIMe3SV7WmD9F6CuqKD80CGk4XuRX7kCEgnGXbtiPnw4ps/2RauJ2U5/e8TsgciZoKyCvgvFVO5mdKEiIyO5fPkyo0aNok2b+vS8xuC3y5nM2RVNBxcVk3zmEOD3IS7OoQBoBA2vH32d6MJotg3ehoeFqPdQKNWMWXWexPwKdk/riq9D/QFhRUYBnyTn0FU4QWLmWuZ0nMN4v/EArLy+khXXVjC7w2xGSb3JevMttCzMcf3lF/Q96mtKAA7cyGXar1d5PsCe58vPEHOyYUogiILU7QvnUFFcyOiFX2Dv7gnAuZxzTD8+HV8rP1w9F7EprxJzHW3mejgR6miF1uPscF5cDQdmg/dzyDyWUbovDT03M2xe8W+UVklakM+1I/u5+fsRFLJKbFzdyO/wDN9ZutHD3ppf/N0wbkKG2cPwoPFDDAzOQ3owVQwM7nc7MFhbQmVlZZ3OVHZ2dq2jn5aWFg4ODnVNKGxtkUgkyM7nUrY/FS19bSxHeWPYuvG6HkEQKNuxg/zFn6FlZorzV0sxDunMqYRCFu2LIaVIxnN+9ix43o8WVncXU9Kyq0RHT0GtrqKNwVBsyrXuUvtK0+4u9AF0jW8bS3iSouXBb3Ggpa3D2JFDcfX2fyQVLeVaISc2x6GsVtPtBS9atzMje/qbVF2+TH73icRod6DbKC/aPltfm1gPRUmwfpD474kHwEakX1xOK+GlXy7g62DKlrAQjG+7TwmCQF7ebuITFiGR6NLa93Ps7Po3+vmCmOu1evVqZDIZU6ZMwdy8ibEBFfl1C6m8G6IL4p1un5H1PV2p2/9Zez7VS/1N8b9cewiCQHG2jOSrBSRHFVKaKwPAwcMMz3Z2eLS1xayZ+taneDRUKhkXLw1B0Cjp3PkANYI2Y/ePpaKmglV9fmXC6lvUmO2jxuREHV2zIAhMu5XOnoIy1rRxY7Bt/SwoQRDIX/wZpZs3s2dOCFu1LjO97XSmBk2tPUatEfg44iYbzmXgIUthyTBfOjz78M1lQRD4MCmb1VlFTHCy5gsflzrz/PXC68z/cz5p5WmMaTWGme1n1pp1CILA6a0buBixB7vgTlj4BpCamkppaSkg0ttbOjtRfvUspempdB4xmm6jxzfZ/AKgJldG8eZbqEursXjeA+Mujo/Vca3JrKB4WxzqEgWmfVwxc4pGcuAdkJeJGYrd3n4iGX8VJ06Qt+gjVAUFWE14Gdv//Aeth8hWnhZY/2XUZGSIFMLwcJQ5OWgZG2M6cAAWI0Zg2K7hYNp/JCryIWIGJByClt1FnqxlyyZdQqVSsXHjRnJycnjttddwcGi80cG92Hr+BnPD0wiwL2DbtFcwur2A++XGL3x79Vs+6voRI71HAuKgM+u36+yOymbl+PYMaFP/PTdmF/FeQha9DLOIS5hf2/KXSCScyDjBjBMzeN7jeeaUdSP3IQHCd3Ats4wxP5/D18aA5zN3UZ6d3iAlEMQO0M5PF5CfksjIDz7GtU0gLH/KZgAAIABJREFUADcKbzD5yGRMDRzJt/mAYo0BE5ysed/DEUvdxxxozq+EQ3Og1SAqnL9AeiADfR9LrMe3fminRhAEMmOiiToUQfLliyAB745dCOj/PN9IzNieX8o4RyuW+LRA9wkKsRsaP5SFtwODU8vRdTdD1tmQnEpRO/UgR787BZW9vT06OnWfobqihtKdCSjiSzFoZYnlKJ8m0R/UlTLyFi6kfP9+jLt2wWnJEvK0jfg0MpZDMXm4WRny2XP2dLWU3u1AlSSTq4whzkGKXrWGoJhyTKrUoGMgBu7eE7p7h9qHiT1IJFy5coX9+/djbW1NaGgolo/I+atRqDizI5FbZ3KxdTXl2Vf9MNNTkBEWRnV8Ipldw0jSDaDPBF98QxoR0luSCusGicXfxP1gJ9L7EvIreHHlOayM9dg5tQvWJmIHWaWqIC5+Afn5EVhYdMbfb2lt17mxEASBPXv2EB0dzcsvv4ynp+eDD9ZobuulouuaT1Tm3z3GomV98wlTx6d6qX8Q/r/XHoIgUJBeQcpt+p+0UI5EAk7eFngEi0WViWXTda1P0TxIpde4cnU09nZD8Pf/moTSBEL3hxJsF8ybrZfw4s/ncPCIpFT7NDPbz+TVNq8CoFBreOFaErcq5YS38ybItP4iXNBoyJ41i/KDh1j3YQcOKa+xsMtCRvmMqnPcmlNJfHogDtvqQpY/70bXvg/vHAmCwOKUXH7IKGCsgxVf+7aoo61WqBR8F/Udm29txtnEmU+7f0p7+7sugpcjdvPH5rW4tgli2Ox5yBTVtXTC1NRU5FUy9PMy0CsrwqylBz0mTsHDy7vJDqwauYqS3+JRxJZg1NYWi5HeTWJ61LtetYqyvclUXS1Ar6UZVkPt0Dn7gbjB7xQMw1fWzjOPA3VlJQVff03Z1m3oOjvj+MnHtdro+/G0wPp/gqDRUHXpMtLwcMoPH0aoqkLX1RXzYUMxHzYcPZfmW0H+bSAIELUZDn0ACND/M2g3oUkLkoqKClatWoW2tjZhYWEYGzeN4iYIAteuv8r+GIE1N0bTxdOaNa90JL7sBhMPTaRfy34seWZJbeG76lQynx2IY2Y/H2b09a53vd35pUy/lc4zZmoKkmdjrGvMtsHbMNEzIaUshdADobiZubGsqC/SL5Zh1KEDLj+uqBcgfAfZZXKG/XAGHXUNw1J/xVyXBimBILr87Pt6MSlRlxny9hx8QkRb6uSyZMYfnIBCMCTfbj7Blk587uNCYAODfJNx9ns4Mh+h1fNU2HxK+fEsDP2tsRrni0Sn4Z0spULBrdMniDoUQXFWBoamZgQ+O4DAZweiZWFFWEwaJ0oqmO3mwCw3+ye+6XDv+FGjqCb/YAJcKkMt0XDdNIsoeSLcfktLS8s6nSlHR8c6jn4NQR5XQumOBDTVKiwGNX03ThEbS/bb71CTmYnt1MmYDA7h9IULJMZdpyV5dDQrxbYmC8k9WVGCli7JrexJt1VgobElwPQl9GwDxELKzPmBHWKNRsPRo0c5d+4cXl5ejBo1CoNHGIfkpUo5tvYW0iI57Z5rSach7mgK8siYNBllbh5Jnd8gS8+H/mH+uAc1wiGqLFMsrmoqRCt2B7EbnVMm54WfzqLSCOx+o2ttl04qjeJmzNtUV+fi7jYDN7c3kEiaPhHfoRn36tWLXr163X1BVQOFsfeZT9wU7w/EXC5b37shvY6BIuXPsP7O9FP8s/D/sfYQNAJ5KVKSowpJiSqkokSBlpYEZ19LPINtcQ+yxcjsX2yc9T9GSur3pKYux99/OQ72Q9iVsItF5xYxI3gGlsqBzN4RhV9QBJk151gQsoDRrUSzrMIaJQMuJ6AW4GAHbxz16/8ONTU1ZIa9TnnUFb6f788FRSzLey2nt2vdIurQ9Uze2hqFgaqKZQOd6de3x0PvWRAElqbl8XVaPiPtLfnO17VenuXlvMssOLOA7MpsxvuNZ0bwjFqzjZg/jnN45bfYuXky8oNFGJmJnX6NRkNubi7JycnEHD+MLO46Gn1Dalq2ooWX912HQkfHRmnlBY1AxclMyo+mo2NnJFq5P2ZXtupaAaV7kkACliO9MdI6Dftnie63feZBlzefCKOg6vJlcucvoCYtDfMRI7Cf8x7aFnXnhL9FgTWg7/NsXLsF2xam/wiLUY1MRvnRo0jD91J1/jwARp06YT58OGb9n0OriUXD3w6l6bB3OqSdBu/+MPQ7MG18Nyo7O5u1a9fi6urK+PHjm6ShyMnZSWzcHHx8FnKpoA+zdlyno5s5pRafo62jZseQHZjqiWGBJ+ILmLz+EgPaOLAitH638XCRlEk3U+lkZoh5wZfEFN3g18G/4mPpQ3lNOaH7Q6moqeCHrN7orN6Oab9+OC39ql6A8B1UKJSM+uks6QVSXsjcQaC3c4OUQBAH0MM/fUvMH8d49rVpBPUTqVZxZRm8fHACVSoVuHzEfN+2jHF4TDrgHZxeBsc/Qmg9HKnJAipP52IUbIflKJ8GHYHK8vO4djiSmyePUi2TYefmSfDAIfh2fQYdPT3yq5WMj07hlkzOVz4tCHV68jbZcrmcESNGMG3aNCpTivHPt8daMCVFK59oi2ysW9jVKaia4lJZxzLWwRirca0al/elELtQQnEyZXsOkL/jAtoGEpy6V2Fscde+XYMWGvMW6Nh63+1AWXmisnAkJmc5RcW/4+Q0hlY+ix4ZpgtQXV3N7t27iY+Pp1OnTvTv3/+h3x2NWsOVQ+lc2p+GsYUe/V71w8nbkuqUFDImTUZdUUlM++mUGLkzaFogzj6NMGgozxGLq6oSeGWvuLMIlFXV8OLKc+RJFWyf0gU/JzMEQU1a+kpSU79FX9+RNv7fYG7evKyTnJwc1qxZg7erPaOf8UMr/+btQipa1IFplOKBusZiwXcnpNcxUHRDfaqX+lfiv1VgadQacpKkJF8tIOVaIVXSGrR0JLi2tsIj2A73IBsMjB9ff/oUjw+NRsWVq2Opqkqmc6f96Os7Muf0HA6nHWZt/7XsO6/PhnMpdOi0l4SKS3zR4wsGeYjz8a1KOUOuJuJpqM+edl4YNzDeqisqSH95AuU56Xz+bguSq7NZ/dxqgu3qarOvJOcxcfVZqjXwWR8HRg1ouGtyL75Lz+ezlFwG25rzk19L9O4reqqUVSy7sozt8dtxM3NjcffFBNqKLJjkKxeJ/OYLTG1sGTXvE8xs6zNuEi6d5+D3S0FLC23fthQpRDq6oaEh7u7ueHp64uHh8UiGhCKhlJJtcQhqAavRrTD0f7y1gKpYTsm2eGoyKzDqYI9FHzO0jsyCuEhw6SjmZtnU3zBvKjTV1RT9+BPFv/yCtqUlDvPnYdq/f+1a8W9RYPXo0I+xHT7AyFwPtzbWtAywoUVrK3T1//68dmV2NtJ9+ygLD0eZnoHEyAizfv0wHzEco06dmsVv/VtAo4GLq+DYQjEcc/DX0Ka+TfmDEBUVxd69e+nSpQv9+zdOh6GozuPChQGYmLSmXfCvSCRat23Xr6FjlMqW13rQyaktAMmFlQxfcQYXSyN2vdEFo/tc9k6XVDD+Rgp+xob05QAbYtbwabdPGeY1DLVGzZu/v8n5nPN8kdoB161/Yhk6Dvt58x6YpaBSa3hl1Z+cTZMyNP8Aowd2bZASeAenfl3HpX276DIqlK4vhqIRBNakJfHtuWkIqnL6BCzl0zZdMH9cOuAd/LEETixG8B9Fmc4cZBfyMe7sgMUwrzqbHoIgkH7jGlGHIki5egktLS28O3UleMAQnFq1rh14EmUKxkUnU6JUs9rfjb7WzRe6NgSFQsGhQ4e4du0ahw8d5qP+/6F1tRMqfVB1M8c+xL3Rjn4NoSankpJtcagK5Jh0d8Z8gFvdDl6NTNTm3JMXVftvWSHqGgm5lyyoyDTE2AWsh7pxUWnFnyXmKMzcGflsT9oHta2X6SGXZxEd/TqyqiS8veY12pZcKpWyZcsWCgoKGDBgAJ07d3748YVVHF17i/zUcnw62/PM2FboG+ogv3GTzNdfR4OEqIDpyM1bMOSttti6mj76oVUWiMVVRS68HA4tOgKixnH8LxeIzpKyYVInunhao1DkEnNrFmVlF7C3H4Jvq0/Q0WnEe9yLijzIjUaZeYXU8/uwU+ViIZTefd3Ytm4h5RAkmmw81Us9xW08yQWSWqUhO75ULKquF6GoVKKjq4VrG2s829ni1sYGPcMnNF4/xRNFVVU6Fy89j5lpIMHBm6hSyRkdMRqFWsHWQb/x5qYEonMKCeqwk/iyaJb3Xk6vFr0AOFok5ZUbqQy0NWe1v1uDm53KggLSx4VSqqlk0RvmlKkr2ThwI54WdWnMyVlFjPv+GEUY815Xa6YOe3SR9XNmAQuTcnjO2ozVbdwatI8/l3OOhWcXkl+Vz6v+rzKt7TT0tPXIioshfMnH6Orp88K8T7BpUV/WUZyVwZ4lH1NZUkzPiVPQtnMiOTmZlJQUKipEFoCVlVVt2LGbmxuGDfgQqEoUFP8aizK7EtPeLTDr1/KxGiqCWkP5sQwqTmaiY22I1dhW6JUeFrtZKgX0/fC2H8Djj/eK2Fhy581HcesWJn374vDhh+ja2/09CqwRw0fwxQc/kRZdREZMMTUKNdo6Wji3ssQtwJqWAdaYWf+9xZ6CICCPuoZ0zx7KDx5EU1mJjpMj5sOGYTFsGHpubv/rW/zvoDBBDCfOvgL+I8VCy8iqUaceOHCAixcvMmLECIIe4egiBgiGUVp6js6d9mNk5AbAjoQdLDi0j+rcMXR2t2btxI4o1QIjVpxBKley981uuFjW7WpclsoYfT0ZVwM93rPLZc4fM3jB+wUWdV0EwPIry1lzcw3TE93puTMR27f/g/WUKQ9dCM/46RD70tU8V3mRuWHDGqQE1r5/5B7+2LSGoOcG03fSVK5XyJkTG0968gL0VHl81HMFI1o+fAHdaAgCnPwc/vgSIWAcpaq3qYoqxOQZZ8wHut91KZJXEXPqd64diqQkJwsjc4vbNMABmFrVDeG+UFbJKzdS0ZFI2BzoQVuzJ+t+lZaWxp49eyiXlvNM1x4sW/QlPz0z/7EDg0GkNFT+mY30cBpahgLWA/TRNym87dKXfLeoqsipe6KJw+0OlAfyCnOyf/kDZWEpltPeYIvXs6w8nYquloT/POvNxK7u6DVAtywtvciNm9MRBBVt2nyPtVX3Rt1zdnY2W7duRalUMmrUKLy9H7xzJwgCcedyOb09EYmWhF6hrfDuKDphyc5fIGvaNAQTcy76vAH2zgyd0bZx7mWyYtjwvGi6MX4XtBQXBiq1hqmbr3I8Lp8Voe0YFOBIQeFhYmM/QBCUtPJZhIPDyIcXkRqN+NzvdKTuaKZkBbWHlGCBgVtHjDw6i4WUQ4DYNX+ql3qKh+BxF0gqpZrMWyUkRxWSFl1EdZUKXX1t3AJt8Ay2xdXf+h+xUfxvQE7ODmLj3sfL631auoYRWxzLSwdeIsQxhIWdvmbYD2fR0a3GsdVGUqSJ/Pjsj3R2FOfhVZkFfJiUwwxXO+Z6NqwdrU5NJT30JQrt9Zk/VoOOjh6bBm7Cwbguuye/oJhxSyNI0bLllSALFo3t+shNtnXZRXyQkEVvK1PWtnHHULv+/FJZU8lXl79id+JuvCy8WNx9MX7WfhSmp7Lr84Woa2oY8f7CBi3aq8qlRCz7nKzYm4SMHEPXF18CiYTCwsJ6dvASiQRnZ+daOqGLi0utpllQaijbl4zsUh763hZYjfVF+zE7uYrkMkq3x6OWKTEf4IZJkDaSyHcg4SC4doFhK8S5+TEhqFSUbNhA4XffI9HVxe69d5m8bdtfv8C6d5BTqzXkJklJiy4iLboIaaEcEDMg3AJscAu0wc7N7NHZK39haBQKKo4fRxq+F9mZM6DRYBgcLFIIBw54oH7nbwu1Cs58Aye/EF24hv4APs89+jS1mo0bN5Kdnc2kSZNwcnqw6D03dw+3Ymfj7T0f1xaiEDWpNImx+8fSzq4dA20/ZNZv1+nQ0go9HS3OpxSzJSyETu51i72YSjkjo5Kw0tVmpbcx046E4mTixKaBmzDQMeBQ6iHePfUu/dMtmLytRAwQHjWqoVsCRJOKBd9uY1uJLT20s/hp1qgGKYF3cOvU7xxcsQyfzt3oMn0mX6YVsDkrF5uir9CqTmJFn+/p7tK4hfcjIQjw+ydw+muEwAmUyKYijynBrF9LTPu0QCKRUJqXw7VDkdw8eYwaeRX2Ht60GzgEny490NGtPzBGFpQxPTYdF309tgR50NLwyQm2VSoVJ4/8Tsa5BLx0nXHXskdSqWba6cXs2LS9SYHBtbidFUVJMprseKovX0VSnoaufi5aqnwkdbKirG9T+bzu2ptbe4lmE/omCIJA6a9bKPjyS7Strcl+cy7zk7XJKpUzNMiJuYNa42DeMBUtJ+c34uI/xNDQhaDA1RgZuTfq9mNiYtizZw8mJiaEhoZiZ/fgkEhFpZITv8aRElWIs48FfSf6YWol3k/FsWNkz5wFds6ccQvDyNWJoTPaYtyYIGl5qZhzVZQIob+BR09ALOY+2H2DbZcy+WSYP6Gd7ElMXEx2zlZMTdvQxn95/c+pqoaC2LqFVP5NuKNP09IRKX23s6VuFEmIvJxO7wHDCAkJadQze4qnuIPmFFjKajXpN4tJiSog7UYxymo1+kY6uAfa4NHOjhatLdHRfVpU/d0gCAI3bk6nqOh3OnbYg6lpa7bFbWPxhcXMaj+LILNhjPn5PO099JBbf0+OLIdfnvuFQNtABEFgzm0L9W99XRnj2PAmsvzGDdInvEJWkCPz+xXhaOLE+gHrMdevO3eVFhXx6hfbuabjRn8vU76b2A39R7jubskpZlZ8Jl0tTNgY6N4gXRHgVNYpFp1dRKmilLDAMMICw6gqKmbn4gVUlpQwdOYHuAd3qHeeWqXk2C8/cfPEEbw7d2XgtJn/x95ZR0d1rl38N5PMTHziQogbAQIJLqUtWggWXNpihdIWSpXeCjWgLRWql97ihSLFg1uRIgWCRokTJz4Tm4yf748JwRJIaO+95bvstbLCIu8cSWbe88h+9kZyy3yvXq8nLy+vPuEqKChAEASkUik+Pj71dEIXFxdU54tQ7ErHzEaK09OhSL2ayV6489pqdCi2paFOKkMW7IDj6CDMMrfD/n+YhJb6fwydZzyQuvWd0GZnc/39D1DFxPBe69CHK8G6E8oiFVnxpmSrIL0CwShgaSvBp42JSujd2vGhbrvrioqp3G2iEGrTMxDJZNj27Yt8RBTWPXo0Sjl7KHE9Fna8AMVJJvGLpz4F2b0/WDU1NSxbtgxBEHj++eexsbG5a41GU8zZc09hbR1Exw4bEYnMUOvVTNg7gXJ1OduGbcPZ0pldsQW8svEyAvDh0NZM7Xl7cJehUjP8UjpSsYit7X1499h0cipz2DRkE152XqSUp/D03qfxKxT4YKMB36++wbZP44o/ZXm5fPPdStaLOxJhr2fTm0OR3IPSd+3yBaK/XECL0LaoJs/hi+xiKvUaWlf9RJEihi8e/4KBfn+RaaogwOEP4I/vEcKnUVb+HOpUBfLB/tj09CAr7jKXD+zm2uULiM3MCe7Wk4iBQ/EICmm0mrYir4T30/LpaGfFmjD/Bzc3vu0yBfRFKkou5FB0PgtHjRVmiBFJxcgCHbBs7cSzn7zI9h332OTqvaJudKDSb5E5zwbBcHOpYI1g74/YuxWiG3NRNzyj7iF6YKis5Pq896k6dAhxt55802kCB/LUBLvZ8PGwtnQPaDipNhr1pGcsIjd3NY6OvWjb5jskkvsnioIgcOrUKY4cOULLli0ZP358g5+NG8hJKuPImquoq3V0He5PRD/venqGcvsOrs+bh+AbwqkWU3EK9mDwrPZNmxFRV8DaKFMSNH4jBPWr/9HiQyn8cDSdl/sE8nx3IwmJr6JSpePtPYMA/9cRa2tvEZ6oU/ErSQajycgZqc1Ng94b4hMurUyeWpg6mWvWrCE0NJQxY8b87yi2PsJfhqYmWNpaPVnxpWRcLiEnoQy9zoilrQS/9i4ERLjgGeKAWSMiQI/w8ECrLedczGAkEjmdO0UjFst44/c3OJZzjJ8H/UxylgP/2BbP5MccidHMp1JbyaqnVhHiGILOKDAxLoOzyhq2hAfQzb7h/bj65ElyX3yJtH7BfNTxGmHOYSztv7RegOIGKkqKeeXT1RyXtSXcw4rV03vi0IA/563YWljOnKs5dJZbs66dP7aNJGUVmgoWxSxiT+YeQh1DWfjYQjxFLmz/7CNKc7MY+OKrDfpgCYLApX07+f2XVbj4+BH11vvYOjk3cAbTfPS1a9fIzMwkMzOT8nLT/LGtrS3+/v4EO/hif0aLUK3DfngA1p3d/9QeLggCNecKUe7JRGxhhsOYYCw91LBrDqQfBt9eMPyf4OD7wOe49VxV+/czZcWKhzvBuhUalY6cpHKy4krJTixDU6NHbCaiRZB9XXfLCbnLw2nGJwgC6oREE4Vw714MFRWYu7iYVAijopAFBv63L/GvgV4Dxz6FP74HeUvTMKLvvTsyBQUFrFq1Ck9PTyZNmnTb4L4gCMTFv0B5+ck6aqApaVpwZgGbUzfzU7+f6OnZE4BtF/N4Y0ssIqCTrwOrp3bBpk7CPU+tZfilNNRGgZ0dAvk17is2pWzi297f0te7Lwq1gnE7RqEpL+WLLRaEfbO0UQNhMHWiNv68nk3OQ/F2tGTna33r/X4avMfUZLYsfI/q0HCO9x1NfI2GbnJLPJQrOJV74Db1oj8NQYCD78LZHzFGvEBp4US0WZVYRXqSVZ3AlYN7UFwvwNregXb9BtGu30BsHBqndRoFgQUZBfwrt4RBznJ+bO3TIEWhqTCq9WjSlahTFNSmlmOsMA3WKs1qsG7tgke3AGQ+dvUzUSNHjmT71q2m2Z/yjLvpfIprDXhFmTpQgn0ANdk2qDJtwCMIh/FdkLg2T4SmNj6e/NdeR3f9OkmDn+Zd83ZIJea82j+YSd19bjPRvRU6XSUJiXMoLz9Jy5aTCQp8F7H4/kmpXq9n9+7dxMbGEhYWxrBhw5A00E0E0GsNnNmRQdyxPBw8rOk/rTUut1QLy37+meJFn2MIjuCU6zN4tm/BwOfDmkZr0lTDupEm+u/YX6BVZP2PfjmTxfs7ExnX2YtZnS6Sm/wZ8loJ/ha9sapQmhIqRdbNY1m73pREv/Hdwa/RimNVVRVLly5FJpMxY8aM+yolPsIjNIR7xR7qGh3XYkvJuFxM7tVyjHoBK7mUgHAX/Du40iJQjvhP7HOP8PdEWdkJrsROxavlFIKD36dSW8nY3WMxCka2DN3CF/tyWH8uh/mjPFiTNReD0cCaQWvwsfNBqdMz+GIaCr2efR2D8W2EwVGxcycF/3ibyxMiWOSbUG/9YnbHvJCyqJAPF/7AHquueDpYsnZ6D3yd7/182lWs5KWkLMJsrNjY3h/7exR1j2QfYf5ZU6I4K3wWE/zGsvfrReQmxtF78gw6RA5v8HWZl8+z97svkMgsGD53Hh6BIff5rYJCobhdDr62FplgzlOiDriqbdEHW+Ixri0y6z+3l+uKaijfmIyuUIVNzxam+en4DSZ1a8EIAxZAp2l/CX38oZjBepCLNBqMFF6rNFEJ48vqTfoc3K3qky13/4dzAzRqtVQfP05F9E6qT5wAvR6Ltm1NFMLBkZjfR7HloUDOOdgx0xRkdXsJ+r5vEsNoBLGxsezYsYMuXboQGXkzkCss3EVi0mv1vGmAw9mHef3460xtM5XXO70OwOUcBeOWnaWjtwPju3jx+uZYIrzs+XlaF2pFAsMvpVOq07E9PJDskmO8ffJtprSZwhud3kBn1DFj6wTiqlJYuN+evp//jKwRjx2dRs3R1Us5d+IU273HI7WxZefLvfCQN35vZXm5rPz0Q37v3I+Lvq1xl0r4IMCDlOylbEjewJyIOcxoN+MBfskNQBBg/1sQswxjh5cpyRlFWVY2ua7XSEn8A526Fo+gECIGDiW4W0/MzO/dxdAYjbxyNYfoYiVTPZ1ZGOR5mydH0y5JQFeoQp1SjjpFgTa7EowCSMUUSStIUediGeLIgJGRt8v2l1+D8ysYuTCa7U+Vgb725s/MZLf4RAXcVOlzCqz3itLmVpmELMrV2D7phV0/b0TN2C8EQUDxyy8UffklejtHPu/yDKdkLRjZwZO3B7XC1bbxB4VKdY3YuOeprc0hJPhjPD3HN+mcNTU1bNq0iZycHJ588kmeeOKJRqt+pXlVHF6VRHlBDWG9W9JjRADmdT4kgiBQ8t13lP20FG3bnpx2HENgF0/6TmndtEq8VgUbxkL2HzB6FbSJMv2/0cDvZ8+yde8+Ip0K6SE7iaWyGKnulseGo/8t4hPtTf+2dWvS/YOJOvzLL7+Ql5fHjBkzcHNr+msf4RFuxZ2xh6pSS+aVEjIvF5OfosRoFLBxlBEQ4UpAB1fc/ez+XygdP8K9kZI6n7y8NYS3/xknp14klCbw7P5nedzzcb7o9TUTV5wjqaCSHya3YP6F2ViYW7B20Frcrd3JVGkYfDEVZ6k5ezoENSpEVbZyJcVffsXxF7vwo/0lxgaPZV63eXft52X5uXz9yWK22zyOzMqKFVO60Mn33nPsB0srmJGQRYi1BZvCA3C8R5JVri7nk7OfcCj7EGHOYXzc9UOurtlGWswfdB0xjp7jnmnwGVOam030F/OpUSh46sVXaNXziSb8Zk24IQefmZlJRnoGzplmhOt8KRVXkexbjmeoT7Pk4O/EbQrAHtY4TmiFRFoGu2ZD5nHwf9I0qmLv1exj34r/twnWnagoqSUrvpTs+FLyU5UYDQIyK3O82zjh284J79ZOD6Usqr6sjMo9e1BG70Rz9SpIJNg++STyEVHY9OqFqJHK9UMBbY2JpnZ+BTgHw4ifwLNjo8sPHjzImTNnGD58OBEREWi0pZw9+xRWVn5xrQ3nAAAgAElEQVR06rgJkciMguoCRu8ejY+tD2sHrUViJqGoUs3QH04hk4jZOesxHK2l7I27zpxfL9O2pRxlewdy9Ho2hwfgKBQyYe8EQh1DWfHUCiRiCR9vmslW9R+8EuPM5A9+RdJIQFeWl8uebxdRmJ/PodCpFOhkbJ7ZnbCWjVO+FCXFvLF2HUfb9kAvteB5L1de93Xjl4Rl/Bj7I5NaT+LNTm/+NfQnoxH2vg4XV6Pv8BqxF0NIzv6DwtprmJmbE9K9FxEDh+IeGNykw1Xo9ExJuMYZZQ3z/D2Y5e3a5Os01upRpytQpyhQpyowVpo6TBIPa2TBDuSJy9h94TCCSCAyMpL27dvffuzUQ7B9BiAw8oAj29+ONHWlbpju3sMrqt6b47dszGxlOI4Lafb8lqGigoL33qP6tyOkBoTzXshIvH3cmT+8zX0ffuXlp4lPeBmRSExY2yU4ODRNsKSkpIQNGzZQWVlJVFQUYWFhjd7fld9yObsrAwsrCX0mh+JziyyuYDRSuGAByo2/UhPej3Py4YQ96UWvccFNCx51atg4HjKPQe95YONST/UzFCZgplcBYBSJqLE2R+TRAeuAkYg82oNbG7D4czOmR44c4eTJk0RFRREeHv6njvUI/9sYOXIka1duJPOKyfj3eroSQQC5iyUBHVwJ6OCCi7ftI/rp/xgMBjXnL0Sh01XQres+JBIH1iau5csLX/J2l7fp7zmKIT+cwlJqxpcTnXjl95k4Wzrz88CfcbJ04g9FNeNiM+hhb8P6dv53eVRBnen0okWUr1nLjre6stHsIrPCZ/FC+xfuWluSfY2ln3zGdvs+VEvsWDw2nKHt723EfrSskmkJ1/CzlLE5PAAX6b1jxQPXDrDw3ELUejWzw2fj/kcFiUcO067vQPpOfxFxA2p8qsoKdi3+lPzkRLqNmkCP0RMeSBlbq9WSezIF82MKDEYDR83iyTMrb7Yc/J2oTSpDsTUVQWfEfmgAVp1cEV36GQ7OA5EYBn4KEc8+cDfrfybBuhVatZ7cq3VUwoQyaqt0iMQiPALk9d0tezerh27TVCcnU7Ejmoo9ezCUlWHm6Ih86BDkUVFYhN6t/PLQIP0I7JwN1UXQ6w144i0wu3szMBgMrFu3jpycHKZOnUq54jPKyo7SpfNurK0D0Rv1TDs4jVRFKluGbsHL1gu1zsC4pWdIK65m+0s9aOV+M7jbfiWf1zddQZBLWTa5E72cZUzYOwGlRsmWoVtwtXJl/Zq5LOIAw7Kdmf9KNGbyhgPxpBNHObxiCeYyC86HT+P3PDU/PdORp9o07v91sqCYOTFxXJc709XCjC/bBRFsbcH6q+tZFLOI4QHDWdBzwV+XXO2eg/rCBuJsJ3I5oYJqjQJrWwfCBw0mrO9TWNs3ffPKV2uZGJdJpkrDd6HejHS792sFQUBXUIM6VYE6pRxtTiUYQWRhhkWQAxYhDlgEO6A2M9HfkpOT8fHxYcSIEdjfau5nNMLvn5u+3NrCuF8YOf2NJu8feoWa8k0paLMqsWzvgkNUIOJmznDWxsaS+9rr6AqLWNVmMIdb9+bNga14uqsPZvdIUARBIC9/HWlpC7Cy8qd9u+VYWjatgpaRkcHmzZsxNzdn/PjxeHk1/LqqcjVH1iSRn6LEr70zvZ9thaXNTd6+oNVS8PY7VO7bh7LjcC7Z9KfzED86D/G79/usVmEy5y24DGf/ZVJRFIlNlAsAqS01jqHsuO5ErsSDbq33YenuTZt2P2Br06pJ99gUpKSksHHjRjp06MCwYcP+suM+wv8G1DU6FIUqFIU1KApVvP/1bEaFvQWAYwtr/CNcCIhwxcnT+qGLDx7hr0VVVRLnL4zE2bkPYW2XADDn2BxO5Z9i3aB1qGs8GL/sLD0DnZk9yIwXf3sBX7kvK59aiZ3Ujo3Xy3gtOZfJLZxYFNyywfeTYDRSMPctKvbuZfUHnTigu8KH3T9kdPDdwlmFGWmsXTif3S79yRU7MfepEF56MuCe79OT5VVMir9GSwsJW8IDcZfdO8kqrS3l4z8+5njecSJcIxih7Ehm9GGCuvQg8uU3MZfePQNm0Os4vHwJicd/I7hrTwbOeg2J7MFofvrSWsrWXUVXWIMqTEaiZT6Z15onB3/X9VVqKN+ciiZdiWWYMw4jAhFr8k0xZ9ZJCOwHQ78HuWezr/d/MsG6FYJRoCj7JpWwLM+kRiV3scQ3zBmfdk60CLR/qAZUBZ2O6lOnTBTCo0cRdDpkISHIo6KQDx2CuXPDQ4d/a9QqTYovcb+aKEMjloJb67uWqVQqli1bho1tCn5+hwjwn4uvr6ni88PlH1gWt4zPe31OpH8kgiDw+uZYdlzOZ+mztyc7aoORZ+IyOZtSgjROQfuWdviF7uRI7iGW9l9KV/eunPzubV613UtrlQOrph9Aank39/kGJTDh2GFahrYlI2I8y87k886gVsx8omEaYYlWx8epuWwtqcS2uoJ3PR2YEhGGSCRiT+Ye3jn5Dn28+rD4ycWYN2Em574wGihbO5PLZy6RVO2FTm/A2bIlHUdEETq4H2bmzTtHUnUtE2MzqTEYWB3mx2MODQuVGFU61HWzVOrUcoxVJrNXSQtrLEIcsQhxQOplV29inJKSwq5du1Cr1fTt25du3brdTg9QlcP2500Dq+0nmiT/pVZN3j/qHeAB+6hArMJdmhVECYJA2erVFC/+mlILOZ90fJrwAY/x1sAQnGzurbZnNOpITZtPfv4GnJ360KbN1032fTp//jz79u3DxcWFiRMn3p5w3oK0C0X8viEFg0Gg19ggQnt43HZ/xtpa8l55hZoTJynuMp4Eq170GhdMu94tb71Jk1lwvYpf3Zcy5/aTuYZCSGT9zFSu4MqIf51GMCh5u/MXhAVEEhT4LmZmf529hkKhYOnSpdjb2/Pcc881Onf2CP/bEIwC1UoNius1tyVTisIaauv2IAAzczGbryzii3d/IqCDCw7uzZu9fIT//8jOXkZ6xueEhn5OC4/RVGgqGL17NOYiczYP3czOS+XMi05gdu9AurctZfbR2bR1asvS/kuxklgxP72AH3OLWRjkyfSWLg2eQ9BqyX3hBSrOx/DD+204p07m2ye/pbf33SIT+SlX2fTJRxx170uC2JNxnbxYOKJto3O+AGeV1Twdl4mL1Jyt4YG0tLi3UIYgCOzK2MXnMZ+jF/SMkvXFbEsc3m3aM/zNecis7tY5EASBi3t28Pv61bj5BTB87ry77FuaCqPWgHJHOqrLxVi0csRhbDBl1YoG5eBbtGhR3926VQ7+ruszClSdyKPyUDZmtlIcx4cg87E1sad++xDEEhi0CNpPaFY3638+wboTVeVqsuNNyVZesgKD3ojUwgyv1iYqoU8bJyxt7/0G/DvBoFRSsW8fFdE7UcfFgZkZNr16IY+KwqZPb8QNVBz+1ri6G3a/CppK6DMPus++yyguL+8qCYmjMRod6N/vNyQSC2KuxzD90HSGB5q6PgDLTmTw6b5kXu8fzJy+N72BdEaB5xKucaiskn+GemNTquWVfUuQukXzfNhLzA6bTsJHc5nl8RtSC2s2T9iLo/Xdm0VZfi57vllEaV4OXaPGUhj4BG9ujWd8Zy8+Gxl2V/CuNwqszi/li2vXUen0dIo9xfwenWjfzeQZdCLvBHOOzqGjW0d+7PcjMrM/J3FuNBrIvHCOy798RU6xFjOxGG95GMEOHQme1R9py+ZLo55SVDE1/ho25mZsaOdPqM3NAFowCugKqutpf9qcShBAZGmORZC9KakKdsDsjs+XRqPh4MGDXLp0CTc3N0aOHHn3XM31WNj0DFReh8gvoOPU+o3wfvuHUa1HEZ1O7ZUSpD52OI4LwdyxeRU2vUJB2utvwZlT/OHRloOR03lnXBcivO/f9dPpFMTFz0KpPIeP90wCAt5AJLq/iITRaOTQoUOcPXuWoKAgRo0a1aCYg6ZWz8lfU0k5V4ibnx39prbG3vX2h6ChspLcF16k9soV8rpMJt2qM30nBxPsX11H74utS6biQVVW9yqRaW7NPczULcw4CtmnYeDn0O0mjaW0Ss3IJYcpq1HzbreV9O/yGq4uTTMHbyr0ej0rV66kvLycmTNn4ujYNC+9R/j/C4PeiLJYhfK2JEqFokiFXnNTGVRmZY6DuzUO7lam7x5WOLhbYetkyejRo/5jsccjPHwQBAOXLj9LVVUCXTrvxsrKhyvFV5hyYAr9fPrxRa8veGd7Apsu5PLTMx0xs43nzd/fpKt7V/7Z95+YiSWmWKO0knXt/Onj1DA92lBdTfakSVTmXuOzt7zJ0OSzYsAKwl3vpkDnJMSxfdFHXPJ8khOiAHoFObPk6Q7YWTRecLpYUcOEuAzszM3YFh7YJPuUwppCPvrjI04XnKatRTCtD9bi6xrEqHc+xkrecJEv42IMe7//EqmlJVFz38c9oHFPxntBEARqzl5HuScTM7kMp2dCkbYwqTLeKgefmZlJfn4+giAgkUjw9fW9TQ7+zhhMm1tF2a/JGMrV2Pbxxq6PNyJlJuycBTlnIHgQDP3W5KHYBDxKsO4BncZAXnI5WfFlZMWXoqrQggjc/eT4tnPCN8wZxxYPD1VAk5FBRXQ0FTt3oS8uRiyXIx8caaIQht0d8P9tUV0Ce16F5D0mo7ioH02D8XWIT5hDcfFBLl4YSOvW/enZryejd43GSmLFpiGbsJJYcSylmGk/nyeyrQf/nBhRf+8GQWB2UjY7ipV8FtySqZ7OJJQm8My+SWir/AkyzmZ+wq/M9z5FjqeEdcN+JcTxboWcpBNH+W3Fj5jLZETOfoMiWx+eWXmOzr6OrJnW5a6K0hllNe+k5pFco6ZNdRnddv/CuLHjadfPJLt+segiMw/PJMA+gJUDVmIjbVxy+35QV1cTf+wQsQf3UlFShI25hrC2YbirI7GQ2uDyXBiSB6jWbiss59XkXPytZGxo54+nhdTUpUq7ZZaquq5L5Wljov2FOCJtaVvfpboTOTk57NixA4VCQc+ePendu/fdVajL60zu7FZOMHYttLzdo+Ne+4cmq4LyX1MwVGqw6+uD7ZNejV5LYyg5e57sV19HWqFgfYfhtH/5ecZ18b4nHfAGqmvSiIt9HrWmkNBWn+LhMaJJ59RoNGzdupW0tDS6devGgAEDGhz2LUhT8tvqJKqVGjoN8qFTpO9dwj76khJyZ0yDshSqwrthZq0hsEURsqoU0JnmpTCTmrpS7u3qhCfCTPNSMlsTLTP6RVN3uf986PlK/bErVUpGL9nHNYUlHz15jFGPv4OFhUeT7rE52LNnDxcuXGD8+PG0avXXUQ4f4e8PTa0eRWFNfSJVfl2FskhFRUktgvFmOGLjKLs9kar7bmkrafTZ99+KPR7h4YFaXcC5mEisrQLp0OFXxGJzVsav5NtL3/J+t/cZ5j+KccvOkl5Uxc7ZPUmoPML7p9+nr3dfvnriKzRGEcMvp5NVq2F3h6DbipK3Ql9aStaEiSh0lXz0khyloZq1g9YSYH83E+balYtEf7GAXJ/H2CVqTYCLDaumdsbT/h5CYVUqxl/JwMJMzNbwAAKs7l9kFASBbWnb+PL8lwhGIx0T5HRU+zLmvYXIXRtOQkpysoj+YgEqpYKBs14jpHuv+56nMWiyKylbfxWjSo/DiECsO949/15bW0tWVhYZGRkNysHfSLhu2JgYNXqUOzNQXSo2FVzHh2Aul8K5n+DIx2BuAZFfQdjo+3azHiVYTYRgFCjJrSIrvozs+FKKs02cT1tHC3zDnPBp54xnsP1DYSAoGAzUnDlLRXQ0VYcPI2g0SP39TRTC4cMaFWn4W0EQIG4T7HvL5ItTJ61ZXHqI+PiX8Pd7jfT0EE6fPk1VYBXHhGNsGLyBVo6tSC+uZsSS03g5WrH1xe5Y1fkxCYLAW6l5/FJQxnv+Hrzs40aFpoKxu8ciIPB8i0W8vTMPGyEffatVLO6zkKd8b6/E30kJHDxnLqVGC6J+PI2jtZQdL/ZEbnWzklSo0TE/o4DtRQo8ZRLG5Scj3rqanmOfpvuoCQAklycz9cBUnC2dWTNoDY4WD1adL83J4vKBPSSdOoZeo6GlszkRsni8nvgH5ZfaIrY0x2V6GObOzaNtCYLAP3OK+STzOj3l1ix3cME8o8LUpcqtAgHEVubIbpmlMrO5d+dUr9dz/PhxTp8+jVwuZ8SIEfj4+NyxSGNSPLz4M/g9DqNXQwOdxIb2D8FgpPJIDlXHcjFzsDBRArybJ65g0Bs4sfBbXDatotjSnitT3mTqc4Pv60VyA6Wlx0hIfBUzMwvahf2EXN64rP+tUCqVbNiwgZKSEiIjI+ncuXMD12bk/J5rXDqYja2TBf2ntcH9hlCHqrzeV8qQeQ593G9ILWoR1eVdRokd4hY3VPzqJNFdQhqce8RohD2vwKW1JkGLJ+bevL/yi0z7+Q/ii31ZMLCEp5+Y3KTOXHMRFxfH9u3b6dGjBwMG3N+g/BEePgiCQI1Si6KoBsV1FcrCGsrrEipVxU2LBbGZCLmrFY7uVtjfkkjZu1khtWg+nfrvEHs8wt8fhUW7SUx8FX+/V/HzexmjYOSlIy9x/vp5NgzegJ2ZN0N/OIWdhYTo2T3ZfW0zi2IWMdR/KAsfW0ihRs+gi6lIxWL2dQxqVHBCm51N1oSJlDhLmDdRwNxcyi+DfsHd+u5kJu38GXZ//RmqwB78Kg7HUmrOqsmd7ymqlVRdy5grGYhFsCU8gFbWTYsF8qvzef/0+5wvPI9XmQ19snyY/OYiXLx9G1yvqlCyc/GnFKQk0X30BLqPnvjABX5DlZbyjcloMiuw7uaB/RD/eouWhtCQHDyAq6trfbLl4+ODPklpGhkQgcPIIKzauUBpGkS/BHkx0GoIDPkGbFwbPdejBOsBUVOhIbuus5V7tRy91oi5zAyvVg74tnPGp60T1vI/R+H6T8BQVUXlgQNURO+k9uJFEIux7t4deVQUtv36Im7CkOB/FRV5pvZt5nF0QU9w1us6MgsPOnXaBpjx1bKvqC6sxruvN9N7TaeiVseIJaepqNWxc3ZPWjqYqFKCIDC/zqtpjrcr7wa0wCgYefnoy/xR8AcrO3yF/PUv+c5bzi6nibg56jn08jDkljc3wjspgT3GTKRSY2Dkj3+gUGmJntUTHydTZ0hnFFiRV8JXWYXojAKzvF3pkXCGmPWrCH9qMH2mvoBIJCK7MptJ+ychNWt8I70XjAYDGRfOcfnAbnKT4jGXSGnVsxcRorO4Fh5AHfE9ZRcCMZPLcJ7eFnP75lHjDILAgvgcrsUXM75aTLtiHUKNDkQgaWmLRbApqZK2tG2yfHFxcTHbt2+nsLCQiIgIBg4ciEx2x2dJmQubJ0HBJXjsNVNwb9ZwAHXn/qErraV8Uwq63CqsOrphP8wf8T08yBpC4tVs0l6dS0h2PPEBHQldvIiwVi3v/0JM77Wc3BWkp3+OrU1r2rX7CQuLeys+3UBeXh4bN25Er9czduxYAhqwA1AU1nB4VRIlOZWEdxHTpXM1krLEmzNTFbn1a3VqCZoKKdkWj1Fk0ZGISUNwaNW6aTxzQYB9c+H8cuj1pslKARNtJvPav5i3p5QzBZ35cJCcqU/c28vuQVFcXMzy5cvx8PBg8uTJt3ngPcLDB6PBSEVJ7R2zUaaESqu+SeuTWphh726No7sVDh7W2LtZ4ehhja2zBWZ/ofXK3zH2eIS/JxITX6eoeA8dO25BbteecnU5Y3aNqWfOxOfW8vSKczwZ4sKyZzuxLH4pS64sYXzIeN7t+i6xVbWMuJxGWxsrtoQHYNHI+7g2PoHsyZPJa+vKvKfK8bBpwc8Df0YuuztxSj79O3t/+ApZ6+5skHRFodLx/YQI+rduvIieWqNmzJV0dILAlvBA2jTSUbsTRsHIxuSNfHPha9Aa6JHmxluTv6ZlaJsG1+t1On5bvoTE338juHsvBr70KhLpg8XMgkGg4mAW1SfykHrZ4vhMKOZNiL9vlYPPzMwkJycHg8GAmZkZXl5e+Hl443RVhF2hGTad3LEfGoBYApz5Jxz9BKTWplnvtiMbPP6jBOsvgF5nID9FSVZ8KVlxpVQrNAC4+tji284Z3zBnnL1s/vYUPG12NhU7d1IRvRNdQQFiGxvsBg1EHhWFZYcOf9/rNxrhwkoSry2kyMmMzo6vYBsxh6vlyUzZPYUBhQOQm8uZPuN55mxL5kxGKeund6OL381O0DdZhXx+rZCpns58GuSJSCRiRfwKvrv0HXO9p9Htg+0kOqn5eISOAGkUcQldCPWw45dpXZFbSUg6eYzfli+ppwT6tu+AVm9k8qoYLmYrWDe9a/35TimqeDc1n1SVmn5OdiwI9ER1/hQHfvyG4O69GDznTcRiM4pqipi0fxK1+lrWDFqDn9yvyb+S2qpK4o8e4sqhvVSVlmDr7EL4gMGE9XoCy/2zIO0gteH/ouy8N+bOlrhMD7tr9qkxCEYBbV4VVcnlpMUW4lmmQwyIrc3rFP8ckQXZ37dLdfef0ci5c+f47bffkMlkDBs2rGG6V8Yx2DoNDDoY8S8IHXrP497YPwRBQHWhCOXuDDAT4zAi0FSVagYqVDrWLI0mYs1i5Npqip99kd5vvdjkoM5o1JCcPI/rhdtxcRlIm9ZfYmbWNPPzhIQEoqOjsbGxYeLEibi63lI5M+gRytLIO/Y75ZfO4Cy5hrtlNmY6Zd0CkUmi3sPUmdKobMhdsBS9wZLzrV4ETz+GzQlH7tLEgoogwKF5pgdNj5eh/wIQiVCrC0hMeoPlMe4cyOrHa319eKV/26Yds5nQaDQsX76c2tpaZs6ciZ3dn5N3f4T/HLRqPcqiupmo6zUoikzfK0pqMRpuhhDWcikOHtY4uJkSqRu0Piu59D/yPPq7xx6P8PeBTldJTMxgRGIJXTrvxtzcmvOF55l+aDqRfpF8+tinrD2TzYe7Enm1XxCv9A1i8YXFrElaw4ywGczpMIfdxUpmJGYxys2Bf4Z6N/oerz51mtwXXiCtTyAfdc4mzDmMpf2XYmF+d4E04dhhDv70Hc4RPdhq3YuEgko+GNKaqT0bjycyVRpGX0lHZTDya/sAwu2a9owCyK7M5p3j/yBekYhPsTXzH19Ih679GlwrCAIXdm/nxIafcfMLJGruPGwcnRpc2xSo4ktRbElFJBHjOKEVFoENz4I1Bq1WS05OTj2dsKioCAALcxkeGjleVm60HdEN11aeUJxsosYXXII2IyByMVjffu0PRYLVo0cPJk2ahIuLC87OzvVfTk5OjaqC/LcgCAJl+TX1nluF10yD/NZyKT51yVbLVg5IpH/fSqtgNKKKOU9FdDSVhw4hqFRIvL2RDx+GfHgU0pbNl6v8d6Ok9Ahxcc/jp7DHPz4dVavBjJUoqDVqWdptKZvWbkIvtWNNmS+fjGzPhC7e9a9dkVfCvLR8Rrs58H2oN2KRiJjrMcw4PIO+Nh15/pNYyj1seHuiHrmlIxsGbyAmQ8WL6y4R7GbNNLM4rp04UE8JtHF0QhAE/rEtjs0X8vhmXHtGRLSkQK3lo4wCdhUr8baQsjDIkwHOcjIvnSf6ywV4tQ5jxNsfYS6RoFQrmXJgCoWqQlY+tZI2Tg1Xge5EcVYmlw/sIfnUcfQ6LV5t2hExcAgBHbsiNmpNQhDpv6Fqv5zy8y2QtLDGeWpbzO7jAWeo1qJOU6JOKUeTqsCo0mMEEuRiLEMc6dm5JRJPmwc22VQqlURHR5OVlUVISAhDhw6t50TXw2iEU1/DsU/AOQTGrQPnwPsee+TIkWz5ZRPKHWnUJpQh85fjMC6kSRWum6cW2ByTTfI3Sxgdtw+Voyt+33+LS8f2TT6GRltKfPyLVFRcws93Dn5+Jq+r+0EQBE6cOMGxY8fw9vZm3MihWFdn1wlPmKh+QlESojojZQNScGuNmWe7mzNTrq1BZvp9Vp8+Td7LcxBs7Dkb+AKW/j4Mfbl90zvuggBH5pv+Fl1mwqDPQSSiuPggV5Pf4UBmVzYmD+HZbj7MH97m3xIIC4LAtm3bSExMZNKkSfj5Nb348Aj/GQiCQG2V7rYE6kZX6kYREkAkFiF3sbxrNsrB3QppMy0S/mo8SrAeoTlQKM5x6fLTtGgxjtBWnwDwU+xPLLmyhPk95hMVGMWbW+LYdimP5ZM60S/UlY/PfMy2tG281vE1prWdxrdZhSy6Vsjbfu686ts4Y6Vi924K5r7F5XHhLPJPpI93HxY/sRizBvyorhzcy5FV/8Knay8OOvXh8NVipvTw5f0hrRudFc6u1TD6SgZKnZ6N7QPoJG/6XLbBaGDV5eUsifsX5np40XMSz0W+0ej69Avn2PfDV8gsLYl66wPc/O//XG8MumIVZeuS0JfUIh/oi83jDUvgNwXV1dX1dMKM1HSqa2sAsLe0I6B1EAF+fvgVH8Dy1CKwtDdRBm8p+D4UCVa/fv2YMmUKpaWlKJXK+v8XiUQ4ODjUJ1y3JmBN0b//T6C2Skt2golKmJNUjk5twEwipmUrB5PnVpgTNg4P5gnwn4CxpobKw4ep2BGN6tw5AKy6dEEeFYXdUwMQW//3pWt1ugrOnhuIVOpI5w5bEZ/9ifdil7DH2oIVrV+gc5fZrNpzkpwLRxCcfPlo9uT6D9yv18t4NTmXSGc5y9r4Yi4WUawqZszuMdjqzJj/dQmWXt58MEVGbm0BGwZvwF9uEtSIPpXIG7szcNSWs6CjOQMmTEBcR1H66fcMFu1PZk6fQGb3C2JpbgnfZBdhFARme7sxy9sVSzMx+SlX2bpwHk4tvRj7wadILa1Q6VTMODSD5PJkfur/E53d756xuRVGg4G0mDNcPrCb/OREzKUyWvfqTfjAITc50FoV/DoBMn+npu0qFBddkPrY4TylDeIGZhMEo4A2twp1SjnqVAW6/GrTLJW1BH2AHT9ItRyUC3wW7sdgl+ZViW47jyAQFyFAP7gAACAASURBVBfHvn37EASBgQMHEhERcfeGWKs0VYtS9kHbUSZfClnThD5GDB7Okp7vYqzRIR/gi00vz2YlgnF5ShZtPEPk7p/oWJyK0LsfIV9+htmdCeA9UFV1lbi459Hqymnd+kvcXCOb9DpdRRFnopehvnaOVvY6vMwViMrSbvpLWciptWlFxnV3itR+tHzycYIH9kIkabh7WHngIPlz5yK4eXHaezpOrb0Z/FI7ZFbNkDQ//jkc/xQ6ToEh32IwqklNW0hBwa/EKqL4/nwfIsPc+WFChyYJfTwIYmJi2LdvH3369OHxxx//t5zjEZoGo1GgsrQWZaGK8lvEJhSFKjQqff06c5lZXSfKCgc36/rvclfLv60NyqME6xGai/T0L8jOWUq7sKW4uPTDYDQw8/BMYkti2Th4Iy1t/Bj90x9kl6qInt0TXydL3j75NgeyDvB+t/cZEzyGl6/msLVIwbI2vgxzbfz5WrZqNcVffMHxmZ340fEKY4PHMq/bvAYTigu7t/P7ulW0eqw3F30Hsup0Fv1C3fh+Qnj9HPqdyFdrGX0lnSKtnnVh/vRwaJ64VkpRInN2vkCBTEkXaVu+GvEjDhYNK+uWZF9jxxfzqa2sZOBLrxHS/cFp5UaNHsXWNGrjS7Fs44TDmOAG45zmQBAEinKuk7grhqziXK6bK9ELBpMcvIsDATUX8a85T8s2PTEf/DlYOT4cCdatF6nVaikrK6O0tJTS0lJKSkooLS2lrKwMg+EmR9vGxua2bteN5MvOzu6/RnUz6I0UpN2kElaWqgFw9rIxeW6FOeHmY/fAXYB/N3T5+VTs2oUyOhpddg4iKyvs+vdHPiIKqy5dHsih+69AUtJcCot20qnTduxs29Z7Rb2gkzErL42yoNH0vxpJT/sanKozGTx4MJ07d2Z3sZKZiVn0crBlbTs/ZGIxeqOe5w4+R1JxPJ+sUBPkHcFP09zZn3eY7/t8z5NeT5rOWUcJzLb2ZZdDb4Ld7Vg/vSv2VlIOJFznhXWXGNLOg1FPBTAvrYCMWg1POdsxP9CzXgK1NDebTR/+A0s7O8Z//AVWcnu0Bi2zjszifOF5vn7ya/p492n0vlWVFcQfOciVw/uoLitF7upG+IDBtO09AItbg39tDWwYB1mnqApdS8VlB2TBDjg9E4r4lk6qoUpbb/SrTlMi1OpBBFJvu/pZqiRbMc/EX8MgCKwJ86OL/YOrGapUKvbs2UNSUhJeXl6MGDGiYXntokRT502ZAwM+ga4zmzQjJOiNaDIrGPPsOJaP/RTH8a2Qejb9estrtHx5MJmE/cd558J65PpaPN57F4dx45q1hxSXHCQx8Q0kEjnt2i3FzrYBypwgmGaj6r2l4jEWXEFcVXBziZ0nIveb4hM6x7acPqwm8dR1nFra0H9aa5xaNH5/is2bKfzoYwzerTjtOZWWHbx4akZbzJvTTT/1Dfz2kclnbPgSqmpSSEh8FZUqnVLxa8w77E8HbwfWTOuCxb9J8CcvL49Vq1YREBDAhAkTGlRPfIS/HnqtwdSJujEbdV2FsqgGZVEtBr2xfp2lnfQmpe9GQuVujY297G/7bGsMjxKsR2gujEYt5y+MQqMppGuXfchkLpTWljJq1ygcZA5sHLKRsiqBYf88jYOVhOhZPbGQwqvHXuVk3kk+6/UZ/XwHMeZKBnFVKnZEBBFxD4pe0edfUL56NTve7MJGySVmhc/ihfYvNLj27LZfOb15He36DiS/zWDm70miTQs5Kyd3wtWu4UJ/kUbH6Cvp5Km1rAnz53HH5tm3qDW1vLtqOkcs4rARW7Hgyc/o49NwXKOqULLzq08oSL1Kj7FP023k+AeO1wVBoPpUPhX7r2HuaInTs6FI3P58Q0AQBGrOFVK2J51SWRVlrSCnouCmHDxafM1KCGjfgy9+3v1wJViNwWg0olAo6hOvW5MvtVpdv04qleLk5HRbt8vFxQUHB4f/KN1QEAQUhao6KmEZ19OVCAJY2krwqetseYU6PpDy0b8bgiBQe/kyFTuiqdy/H2N1NeYtPJAPH459VBTSO9Xe/o0oLTtObOxz+Pq8REDAG+RU5jBm9xhaObZiZd9/of7tcyxjvqdU5IjFqJ/YE1tMRkYGwWMmMreohnBbK34N98e6rvP09YWvWZ24mpd3GYhs0ZfDz7Xn69jvmB0+m5ntZ9apBC4j4dghWoa2JXLOm1wsMfL8LxcJdLHh3chWTF97gQA3W1we8+CAogo/SykLglrS7xaPi8rSYja+PxfBaGTCgi+Ru7pjMBqYe2Iuh7MPs7DnQoYHDm/wnosy0000wD9+x6DT4R0WTsTAofh36IT4TnqApgrWj0XIOUtV8Hoq42yxaOOE04RWIBKhza2sl1DX5ZtMtsW2EiyCTZ5UFkH2iOu6G7+VVfJ8YhZOEnM2tPMnyPrBO69paWns3LkTlUpF79696dmzZ8OBctxm2DUHLOxgzBrw6d6k4+vL1ZRtuIour5pZMYvYcWDXbcnkvWAwCmyMyWHxgatExh7k6eRDSLy98PruWyyaIQEuCAJZWUvIvPYNdnbhtAv7FzKZKxj0UJp601fqBtVPXdedF4nR2/uRXm1FnsGRwMdG4tt16G387uLsSg6vSkJZrCK8nzfdhvljJmk80ShdvpySxV+jDerIH+7PENTDm96TWjVPEODMj3DwHWg7CmHEMvIK1pGW/jkSiT0ix0XM/LUWL0crNr/Q/Z6eK38GKpWKpUuXAjBz5kysGjC1fIQ/h9pq7R2zUaakqqpcDXVPd5EIbJ0t69T6bqf1WdyHbvww4VGC9QgPguqaNM6fH46DQ3fat1uBSCTiTMEZZh6eSVRgFPN7zuePjFKeXRlDv1BX/vV0R7RGDS8deYlLRZf45slvCHPvReTFVNRGI/s7BuPZiAGwYDRS8I+3qdi9m9Xvd+SAPpYPu3/I6ODRd68VBE79upaY6C10GDQMQ5dhvLzxCo7WUlZN6UyIe8PJU4lWx7grGWTUaljZ1u+2WKYpMBoNrF21kFW1O1HY6RjiN4S3u77doDCHXqfj8LIfSDpxlJAej/PUi688sPgFgCazgrINVxG0BhxGBWPVvnlz141BV1RD+cZkdIUqbHq2QNbbg6zcbDLiY8hMSaTcYFWvcPtX4W8nciEIAjU1NbclXDf+XVlZWb9OJBLh6Oh4F9XQ2dm5QfPOvxrqGh05iWVkxZeRk1iGRqVHbC7CM9gB3zCT55ZdM+Wz/xMwqtVUHTlCxY5oav74A4xGLCMikI+Iwm7QIMxsm29W21To9VWcPTcQc3NbunTeiUEQ8+z+Z8mtymXbsG3YS10Yt/QMlsWXWeuwCmlFJrUdnueD4jZs9A0jyMaS6I7ByCWmJPbotcO8cuJ1+l8yMtd+DJnT+/LSsdn09e7L4icWU16Qd5dK4A1K4O+pJcxYcwGDIGBhaU5NV2dEMjNe8XHjBS/X2xSBVJUVbPrwH9QoFYz7aBEuPn4IglDPxX6r81s82/rZ2+7VoNeTFvMHl/fvpiD1KhKZBa0f70PEwCE4tfSmQagrYf1ohNwLVAZsoCrRGsu2TsiCHdGkKUxdKrUexHVdqhAHLIIdkXhY31Vp3lBQxtzUXNpYW7KunT+usgcLorRaLYcOHeLChQu4uLgwcuRIPDwa8EXSa+HQexCzDLx7wJjVTTb3q00opXxrKgCOo4N5+oPnm7x/XMxW8OGuBPIy8vkkaQv+OUnYDRmC+0cfYWbTDA66Qc3Vq/+g5PpufGQ98JU9hrgoyZRIFSeBvq7oY25hmo+6IYfu3o6MGgs279iDRCJhwoQJeHrenHk0GgUuHcjm/J5rWMml9J0cSstWjcv2C4JAyeLFlK1YiSr0Mc65jKFdPz96jg5sXjfh/AqT11joULTDviIp9T3Kyo7j7NQHK9ePGL8iCUupGdte7IFbI5XQPwuj0cjGjRvJyMjgueeeu+338gjNg2AUqCpX36HWZ/qurvOqAzCTiE0KfXeo9cldLR8KS5I/i0cJ1iM8KHLz1pKa+jEhwR/TsuUzAHx/6XuWxy/n08c+ZWjAUFaczGTh3qvMfSqEWb0DqdHVMP3gdFIVqSzptwR7u/YMvZiGt6WUXRFBWJs3/JkTtFpyX3yJipiz/DCvDec0yXz75Lf09u5991pB4Pia5Vzav4uuI8Zi32s4034+T63WwI/PdKBXUMMJSLlOz/jYDK5Wq1nWxodBzRwNEASBE5vXsjx+OfGBlThZOTO/53we87ybCigIAud3bePkxjW4+wcyfO772Dg8uHm8oVJD2fpktNmV2PRsgTzSD9FfoDYq6Iwo92VSc+Y6Eg9rHCe0QuJqBXotFb8vYeqSk/+/E6x7QaPR1NMNb02+ysrKMBpvUh5sbW0bpBva2tr+W+iGBoORwoyKes8tRaHJ7NOxhXV9suXmL0f8N6Nb6IqKqdxtohBq0zMQyWTY9u2LfEQU1j16IPqLJZSvXn2Hgutb6dxpG3Z27fjq/FesSVrDt72/pY9XH17fHMuOy/kse7YjA4Ls4MjHxCYeZWT4D0g1emYUpvLypGeRSCTkFKcxdvcY3Er0/Gg7A8OzI5iwdwKuVq6sj1xP1tlzJpVAqdSkEhje8bZrqdbo6f31cUoqNBitzHki0p9P2/rgdUfVSadWs2XBexRnZzL63QW0bG2ii31z8RtWJazi+XbP83LEy/Xra5QK4o4cIO7wfqoV5di7eRD+1BDaPNkXC+t70N1qlbBuFMb8BMpd1qPOlSG2MsdYNxMhtpXWe1JZBDkgbmSYXBAEvsoqZHFWEb0dbVnexhebRjb5+yEvL4/t27dTXl5O9+7d6dOnDxJJA4laZQFsnmzymug2C/p/3LAH053Xqjei3Fu32bW0wWlCK8ydLJu0f5RWa/h8fzJbLubRuyab12PWIVGrcJv3HvajRzftc15TBoWx6PJOU5myFgtFGVZqI6IbW6KF/W2JFB7twCnoNnn5mJgY9u/fj6urKxMnTkQuv1nhqyyt5bfVSVzPqCCwkytPTAi5Z7dAMBgo/OgjlFu2UhE2gIuOQ+kaFUjHgT7N27cu/QK7ZkPwQMr6vUBS6jvo9RUEBr6DzG4so386Q7VGz9YXuuPv8uCU0fvhxIkTHD16lMjISLp06fJvO8//Jxh0RpTFqrsSKWWhCr3u5jPOwlpSNxN1Q63P1I2ydbR46Gh9fyUeJViP8KAQBIHY2GkolOfo0nkX1taB9SMIV8uvsnnIZnzsfHh10xV2xRawakpneoe4olQrmXpwKvnV+SwfsJwysR/PxGXS39mOVW39MGtk7zZU15AzeTIV2el89pYPGdp8VgxYQbhreIPX9tvyJcQdOUDPcc/i3WcY034+T3pxNZ+MaMu4zg0XbSt0eibGZXKlSsWSUB+i3Bqep7oXLu3fzZYd33O2czWl0mpGBY1ibue5WEvuLmCmnz9rEr+wtiZq7vt/SvxC0Bup2HeN6j8KkPra4fR0aJOVk++H2qQyFFtTEXRG5EP9se7sjkgkevhmsP4TMBgMjdINNZqb6kcymey2xOtWuuFf6ceiLFbVe24VpCoxGgUsrCV4t3XEN8wZ7zZOyP7Laku3QhAE1AkJJgrh3r0YKiowd3VFPmwo8qgoZIEP/iG5gbKyk1yJnYKP90wCA9/iZN5JXjryEuNCxjGv2zyW/p7BZ/uTeaN/MC/3DQIgpUbNiAtJWKnL+PriIo5qe9G+XRj9H+vO078Op0hay0r7l/Eb9SxP73uaYlUx6/qtJXXb3tsogbaOt5vZZtaoGb3yHGXXq5GHOlCbWkGAszXrp3fFyeZma9ug1xP95QKyYy8z7I13CezcDYDVCav5+uLXjAsZx3td30MkElGYnsrlA7tJOXMSg16Pb/sORAwcil94x/vOuhkKi1Cv+5zacnfUdAOjaUOW+tlhEWKi/kk8rO8bZOuMAnNTcvm1sJzx7o58GeKF5AGCLYPBwIkTJzhx4gS2traMGDGicdW3aydh61STKMfwfzbqL3En9GW1lG1IRpdfbapQDfKrNxu81/6hNxhZdzabxYdT0Wp1LKo+T6vDW5D6+eH5zTdYhATf/SJBAGV2Hb2vbmbqehzcMi+llpkh8ohA5tOvXhoduVejs2MGg4GDBw8SExNDcHAwo0aNqvf+EgSBlHOFnPg1FRHw+IQQgru43fPvZ9RqKZj7FlUHD1IaPpw4+/48MbEVbR9vZtcndhPsmIkx4AkyunQmJ3811tZBtGnzLZgHMH7ZWTJLatj4fDfCvR5c7OR+yMzM5JdffqFNmzaMGjXq72sZ8V+CRqW7mURdv5lMVZbWcusT2dbJ4m61Pg8rLJtpqfC/gkcJ1iP8GWg0JZyLicTCwoNOHbciFksprClkzO4xuFm5sX7weowG8/9j7ywDqy7/9/86sd7OzrpZB4MxOgQVKaUkRFJSaUQxsAADwe5EUQkpQRoJle5mbGywLtYntp2Oz//BwY3JBpvK9+v399/ryR7sE+ds59yf+7rv6329Gf7VcQqVWrbP6UGYtwtl2jIm7pmIyqDihwd/4KjWk1fSC5kV4suiqIZ7JporKsgZOxalXsVrs+SorNWs6r+KSPmt/RIFq5U9X37ElSMHuH/848T2GcSsNec5kl7OrJ6RPNcvtt5F/GqzhceSsjit1vBJyxY86t/0naXUY4fY+dX7pLWzcta7AH8Xf97o/gZdArrccmxpThZb31uMrrKS/nOeIaZL9ybf72a0F0tR/pyOyFGK17g4HMIabrzcFCyVBhQ/XcOQocIpwRuPYVGMeGxUs8BqLIIgUF1dXWe36w/xVVVVVXOcWCxu0G54S8PUJmLQmcm/oqip3dJrTIjFIgKi3W+kEnoj9/v31CVYjUaqDx5EvWUr1YcPg8WCY+vWNgvhgAFIPZq+AmI2V3PqVH/EEic6d9qBwlDJiB0j8HLyYu2AtZzIqGTKyjMMaB3A52NtiXS5OgNDzmdgRWBbvD/hh17l4MUMDtKNfLsDnA5W8J7XVPoNnMOzB59lf/5+Pkx4k4I1e+q1BALoLFa+yCvl871XIaea3ve24Kv+rTidqeDxlWcIv0lkCVYru7/4kNSjB+k77Una9H4QgJ+v/cxrJ16jf1h/ltyzmIxTJ7iwewdFGVexc3Sidc8+tH1wIJ6BDTexFSxWDDmV6K8pMaSVYSq5sQggEcAiwqmNN/JhUUicGm/r05gtPJGSwwFFFc+G+fFcmP9fmtSWlZWxZcsWrl+/TmJiIv3796/fcisItp5Kv74KnhG2CHbfxtU7aZPKUP6cDiIRno/G4NSqcb0oTmcrWLQtmbTiKh4KkPL0ydUIF87hPmQI/osW2hIyLSZbvdRN4RMUJ4FebbuISAzeMeDfhkpXCVnafRg8AmjV8XtcXWMb9fr1ej2bNm0iIyODbt260bdv35p6NL3GxKG1V8k4V0pAlDt9JsXf0Sps1WgoeHIumuPHKewwlnR5D/pOaUVUh4Y7ztdLyhbYNAVtZEeSYxypqr5CUNBYoqNexizYM/mHM5zOVrB8Ykd6xjbx2k2gsrKSZcuW4eTkxNSpU//2GPq/iiAIVCsNt6T1KYq16CqNNceJpSLkvjeJqBtpfXJ/5391e5B/I/+WuUcz/7uUle0j6fJMQkNnEhX5HACHCw4z+/fZNQvC+Qotgz8/ip+bI5tn3YOLg5TC6kIm7J6AxWphZf+VfF0s4YfCcj6MDWFsYMO9ooz5+eSMHkOpp4SF40AqtWd1/9X4u9xqsbdaLOz69D2unTxK7ykzadWnP4u2JbPudD6D2gTw/qOJ9YYVaSwWJl3O5qiymvdiQ3jsNq+nIbIvnmP7h0upDLLjeHsVBdpCRseOZl6HeTjb1Z3DalRKtn2whKJraXQfNZ4uw0b+rUU2U7GGitVXMCsNuA8Ix7V74D+yaCdYBaqPFKDem4vEzZ7ZZ95uFlj/BAaD4ZbdrvLychQKRR27oUwmqzdW3tW16Y2IrVaBkuzKmlRCxfUbGf1+zoQmeBGe4I1/lPs/2tn+72CuqKBy505UW7ZiSEsDOzvcevbEfdhQXO+9F1F9drF6SLu6kMLC9XTs8BNuskSm/TqNS6WX2DBoA1ajL8O+OEaIpzObZnbD2V5KkcHIkPMZVJktbG4XRcsbncl1u79lwbGd7IvOYqgpksWTN/F18nK+uPgFc+wfxbA7qUFL4L5yNQvSCym8psAuVc3ILi14d1hCze+PZZTz+MozhHq68OMTnUnZsppzu7bRY/QEugwbCcCvub/y3KHn6CHvzGjdfaTs34dGpcQjIMhmA7y/Nw4NFPGbVQb01xToryoxZKgQDBYQg4NdJg7WU+g9R2EskeA+MBy3exsWZ/VRajDxWFIWKRod78aEMO4vDJ5Wq5UzZ87w66+/Ymdnx6BBg2jVqoFeXoYq2DYbrmyz9ZAY8qUt1OIOCKYblsCTRbbu7WPjkNbT8uDP40dppZ6lv6Sy9eJ1guROLAnREPjlOwj6KgKfHodbrEftrlRpKlhuCFapE/i1qknxwz8RfFsi2DmSlfUROblfInfvRELCF9jbN+5vplQqWbt2LRUVFQwcOJAOHWo/Z/lpCn5fkYqu0kjnh8Np1y/0jrZgs1JJ/owZ6JNTyG43kXyvzgyYnkBIfBNXGdN2Ifw0gaK4WK75ViISOxDf8i18fPphtQo8uf4Cu5KK+HBkIsPbN+3z1RQsFgsrV66kqKiIqVOn1m2u/H8Ui8WKulR3i6VPWazFZKhNyrV3kt4QUHVDJmRejoj/JWP+/zr/C3OPZv792MoZNtK+/To85La2K38Ear13/3s8FPYQR9LLmPj9afrftDCcpc5i0u5JOEod+f7BlTyXqeWoqooNiZF092i4vl2XkkLe+Ankx3uzoL+KANdAVjy0ot5QCYvZxPYP3yLr3GkenPk0re7vzbLDWby9O42OoR58M6Ejni637nDrLFYeT85mv6KKJdFBPB7c9PCI69fS2PLO61jtxZQ/Esrmwh2EuIWwpMcS2vm2q3Os2Whk3zefkXrkAHHd76ffjLl/K/zCqjej2HAVfaoCp0QfPIZHI3b4ZxagjPlVKH66yqxjS5sF1t3EYrGgUCjqFV9GY+2qo6OjY712Q7lc3mi7YWW5ztZzK6mcgmtKrGYBeycpLVrZrIShrbxwdP13JDzp09JQb9mKeudOLBUVSDw9cR88CPehQ3Fs2bLB8xSK41y4OJ4WIY8THf0yyy8v55Pzn/Bat9foE/www748hlpnYvuTPQiSO1FhNDP0QjrXDSY2tY2qiTvVnDzFsVdn8dJII15mT3oVdaJ14DkWSCt4ND8RxyvKei2B2VoDCzMK+a2ikuAqC4oTxfSM9eXbCR1v6flzPKOcKSvP4CM10y9tFd0f7MMDE6chEok4XnicV3+eR5frgXjlWbFaLIS360i7hwYT1qbdLTZAwfzHLpVNVJlLbHV5EncHWy1VqBiH41NAlUOFbBWGYjHyoVG4dqknQOI2ZGj1jLmURbnRzLetw5qcFgS2HYetW7eSlZVFVFQUQ4YMwa2hsJOyq7YI9ooM6PMa3DO3URHspnIdijWpmIo0uN4bhPuDYTWWwD/zx/hhslhZeTyHj39Lx9Ws5PnWOvpm70TIOIaTL9g56hH9EZPm5FFbJ+WfaBNVXlF16qUAzGYNV648S1n5rwQGjCQ29nXE4sbZrfLz81m3bh1Wq5WRI0cSEWHrr2YxWTm5LZOLv+Uj93Om75R4fEPv/H8wlZSQ9/jjGHPzSWs7lQrfNgyak4h/eBMtENf2Ydo4lqutAylx0yCXd6FV/Ac4OgbYwlh2XGHF8Rxe6h/H9PtvtZ78k+zbt4/jx48zfPhw2rRpc1fv9Z/GqDPXxp7fbOsr02G11j5GXT0c8LiR1ndzap+zzL7ZKnmX+V+eezTz78Fs1nD6zCAEwUKXzruQSt0wWU1M2jOJLFUWPw36iRBZSE1pw4v945hxY2y9UnGFx/c+jreTN5/3/Z7HUsopM5r5pUMMEc4NCwzN8ePkTZ9Bes8IXuucR4J3Asv6LsNReusipNloZOt7i8m7fIkBTz5LXPf72ZVUxLyfLhLo7sgPkzsT7n1rjZTBamV6Sg57yit5NTKQmS2avgBWUZDHpqWLMOl0RMx4hE8Lvud69XUmxE9gTrs5dV6vIAic3rqRo+tXERAVy5DnF+Aib7oLquZ6VoGqQwVU7stB6uuM12MtsfP55xxgzTVY/yUEQaCqquqWZMPy8nKqq6trjpNIJHh6et5iNfT29sbevuGJnFFvpiBNadvdulyBrtKISAT+kbVWQo8A5//6A1owmag+chT11q1UHziAYDLhEBeH+9AhuA8ahNS7VtyYzRpOnR6ASCSlS+ddXK5IY9KeSfQJ7cPbPd5lysqznMgsZ+3UrnQK86TSbGHExQyuafSsbRNZ0ySvcvduMl+Zz4tTpBi9ZCy791u+X/MNJ50P0vuCB84aB5slcOS4Gkug1mLls9wSvsgrxU4sYqLMnZ+2pBHs4cSmmffg6lB/DdzaTXtZdFqHt72F7c8PwNNZym9713Bkxzo8VXbYOTmR8EA/2j44EA//ut5qs1J/oy/VjV0qowUkIhzC3Wv6Ukl9nRFVl8DKwVhVSsqdv8dYLsLz0Vic2zVtsDutqmbi5WwkIhE/tomg7W16bzREcnIyO3fuxGKx0K9fPzp27NjwZyxlq23nSupoSwkMb1zDWO2lUpQ/ZyCSivAYEYNT/O13i4YPGcTSp0Zz7uQh/HXptLfPw8NSUfN7s+CGJKY7oqB2taJKFnRHoafTFZJ0eRrV1deIjn6ZkOBJjf4+JSUlsW3bNmQyGWPHjsXHx7b6V1FYza/fp1BRqKH1/UHc80hUo2xdxtxc8qY8jkmh5HLCDLSB8Tw8ty2egU3s+5F5ANWOMaS0lGGwg4iIpwkNnY5IZHsNXx7M4N09V3m8RzgLpq6MswAAIABJREFUBra8q+NHamoqGzZsoGPHjgwaNOiu3eduIggC2kqjLfK8uG7YhEZVW88rFotw93W6qTaqNrXv39iq4/8X/i/OPZr576BWX+Dc+VH4+Q2mVfwHAFyvvs6IHSMIcQthdf/V2IntmLPuArsvF7Ficmfui7E9F86XnGf6r9MJcw/jtfu+4tHLRXhIpezqEI3cruHxQb1rF9effY4LIxN5O/IKvVr04oP7P0Dy53YugMmgZ/Nbr1F49QqDn3mJ6E7dOJerYOqqc1gFgW/Gd6Rz+K1OCJNVYNaVXHaUqXgx3J+nwxqX9nszleWlbFqyiKqyUnrPfYotlsP8dO0nwt3DWdJ9CQk+CXWOTz99nF8+/wBHVzdb+EX431vo06crUaxLQ7AIeI6MwamV951PagTNAutfiE6no6Ki4pZaL4VCwc1/Xnd393rthi4udQMMBKtAaV5VjZWwPN8m4GTejoQmeBOe4E1gtPy2fXT+E1hUKtS//IJ6y1b0ly+DRILrvffiPmwYrg/0JD1nKQUFP9Kh/XrEzjE8uv1RRCIRGwdv5NNf8/n2SDZvDU9gTOcWaC1WxlzK5FylhhUJETU7MYrVP1K8dCmfTfLkREA1y/stJ8Yzhic/GUnLC2LsRVKGBVwiPCERhnyB4B7M7nI1izIKKdCbGO7nwRw/L6YtP43BbGXb7O4Eyuuvick8d4pt7y/BGHcvK0yt8ZSaGFK4GWllORo3gQeGTqBL78HYO9mEjGC2YshW3+hLpcBcqgNAIr+xSxXriUOkvO42duV1WDEIi1pLueO3mFQivMbGNXmA+KVMxawruQQ62LMuMaKmGXJj0el07Nq1i+TkZIKCghg+fDheXg0IH4sZfnvVVnMV3MnW38r9zuELgsmCakcWmtPF2IfK8BwTi1TeQCS41WKLFj+3kuGri9n8YAVmxOjdo3BwDER5KBV9hQT5jAXIHhnXpPcKoFKdJenyTATBROtWn+Ll1ThxKAgCBw8e5NChQ4SGhjJq1CicnZ0RrAJJBwo4sSUTeycJvSa0JCyhcf9DfVoaeU9MxWIwcT5+JoTFMnhuIjKvprV1ELKPkHNoLNkh9jg4BtK69ae4u9faNDaezef5TUkMaRvIRyPb3tUUU4VCwbJly/Dy8mLKlCn/0R6FfwWrxUpluf6WyHNlsRajzlxznJ2DpE64RI2tz8fpX2PlbqaW/9/mHs3cXbKyPyU7+xNat/oEPz/botHveb/z9IGneazlY7zQ+QU0BjPDvzxOcaWeHXN60MLLNj84VniMOfvn0NqrNVM7f8hjydfp7O7CusTI24ZPKVaupOSttzkwrQNfeV1iZMxIFnRdUO/imFGnZdObCynNyWTI8wsJb9uB3AoNk384Q4FSx3uPtmFI21uf1WarwNNpeWwqUTIv1I/54U2v2dZWqtny9muUZGfSb/pcKmOcWXRsEWW6Mh5v/TgzEmdgL6ndVCjNyWLLu2+gr65iwJxnie58T5Pud8t7UOmp+NHWO9OtZzCyvmGIJH/vGdcssP6HMJvNNXbDP4svk6m2d4mTk1O9sfJyuRyxWEy10kBusk1s5acpsZis2DlICIm/YSVs7YWz7L+bKmXIyEC9bRvqbdsxl5YicnOhul0lbg/3J3rARzx/+Hl+z/udlf1XkpHnxbMbLzGxWyivD2mN0Wpl4uVsDimq+KpVKEN8PWz9gD76mIpvvmH/2Di+Ds1gXod5jI0czdK3JuN+VYPU3xuVayB92/hxT8Y7ZDqHsKDjBxwwu9LSxZGlMcG0c3FizLcnSS2qZMO0biQ2kJxWkJbCpsULcPf1wzM4hMPJ+WzzeQgnqogM3MinUz6nhawFZoUe/VWFLaAiU4VgtNp2qSL+2KXyROrjVP9gpcqHlYMxV1kpl36BRSPGa3w8jjFN2zL/rqCMBemFtJc5syohAi/7pk1mMzMz2bp1KxqNhvvvv58ePXo0bGutLoWNkyH3KHSaCg8uBemdP2umMi2KNWmYijW43h+Me7/QhvtYXL+IsPNpRNcvcEbSlid36XjqhZcY2vsBqr79nopvv8UhOpqgTz7G4YYtrylcL9pEWtoCHB0DSWzzLS4ujVs9M5lMbNu2jeTkZNq2bcugQYOQSqVUKw38vvIKBWlKwtp488BjcY3+/mnPnyd/+gysdo6cip6Jc2wUg59MxKmJ8bP6rF9ISZqNSibGz6sfca3eRSqttXXuTyth6qpz3BPpxXcTO2HfgB3zn8BkMvHdd9+hUqmYPn06Hn8hCOduYTJYUJXcJKBuNONVlWqxmmsffc7u9rem9fm74CJvtvX9L9E892jmn8RqNXPu/Ci02iy6dP4FR0ebhf+d0+/wY+qPfPzAx/Ru0Zuccg0Pf36UIA9nNs+8B6cbLoY/6ra7+HehZ+s3eOZqMeMDvXg3Jvi240rp++9Tsfw7Nj/bifX2F5jddjYzEmfUe6y+upqfFr+MsrCAYS++RovWbVBpjUxbdY7TOQqe6xfD7AeibrmfRbClDq8tUjArxJeFkQFNHuuMeh3bP1hKbtIF7hs3mbiH+vHumXfZmrGVaI9olvZYSpxnbfiVRqVk23tvUpRxlR6jJ9B56KN/a3wVTFZUOzLRnC7GIUqO5+hYJH8jYbVZYP0fwGq1UllZWW+svEajqTlOIpHg5eVVZ7fLQ+6JvkJCQYqKnMsVNtuKCPzCZDYrYRsvvIKaHsDxTyFYLFQdPUj2989hd16PyAT6EB9+jqwgdvRUWkVMZPSyk3QI9WDV450RiURMv5LDrjJ1TdqOYDJRtOhV1Fu2UDS+D8+2OEqPoB4sinmOVW+9AOXVyO5LYMr0xfy8eTNJV6+h79OPDToxjhY987WnmNzrMSSuvsxdf5Edl67z9WPteah1/fVNxZnpbHjtBQSrgMVswsHFhch77+Uj/UXS8wcS4uLMd3FhuOVUYS67sUvl6Vhj+3OIlCO+ky1MmQsrB2HW2FPGJ1iNYrwntcKhCfU2VkHgzcwivswv5SFvGV/Gh+HchFV0k8nEb7/9xqlTp/D29mbYsGG3b/6adwo2TrT16Br8MSSObtR9tBdKUW5JRyQV4zEyFqeGGusaqmD/EoTTy6gUu7NANw5F+CAqd77D5q+/ovDZ59CdP4/80Ufxe+VlxE1sIC4IFjIy3iEv/zs8PO4hofVn2Nk1Lpq8urqa9evXU1BQQJ8+fejevTsikYjM86UcWJOGxWSlx6PRxPdofJpR9eHDFMx9CqvMm+MR0/FOjGDAjDbYN7FlQ2nal6TmvY8gEhEb+Qr+4ZPrvIbzeUrGfnuSaF831k3r2qAd9p9i+/btnD9/njFjxhAb27gkxn8SQRDQVZlQlWhQFGlvSuvTUK2otfWJRCDzcfqTiLLZ+xyc/x21rs38PZrnHs3802i1OZw+MxiZLJF2bVchEokxWoyM3z2e/Kp8Ng3eRKBrIAeuljJlxRkeTgzk41Fta8bkbRnbWHBsAb1b9ManxXN8llfO61GBTA9puCRAEASKXnwJ1bZtfL+gPXstSbza7VVGxIyo/zVWqvnp9ZeoLCvlkVcWExTbEoPZwgubkth68TqPdghm6fAE7P40X7AKAi+nF7KisJzHg7x5MzqoyXNHs8nE7i8+5NqJI3QcPJz7xk3mcMFhXjvxGiq9immJ03gi4QnsxLYx1mw0svfrT0g7doiWPXrSb/pcpLcpn2kMmrPFKLdmIHGxw+uxeOxDGg4UuR3NAuv/OFqt9ha7YVlZGSqVqo7dUC6X2+yFju5Yq+2pui6iKl9ALNjh6uFAaII3YQleBMd6IP0PR/1eS3+T/PwfaBv9LRW/p5L645fEFFhBLOayXwwnY7qxYOkM5J5uzEvLZ0OxombAsWq1FMybh+bQYeyefJyZvnuRiCW84fUkx75bjhY91gFxLBj9IQBbrpfzYkoWlXYODPFwZrFmP777F4GDKx8Gf8KnSWJeeCiOmT1v3bWoLC/jzLZNXPz1FxAEPAIC6TBwGEExbViz93vCynyRaGN43qLFBzHLIgIIjvex1VJ5N7BLVR+KLFj5MCatK2XW90GQ4D2lNfbBjR8EDFYrT6fmsaVUxaQgb5ZEBzXYwLA+rl+/zubNmykvL6dLly706dOn/qbBYItgP/0t7H3J1gtq1I/g3/qO97AaLai2Z6I9W4J9mAzPMXFI3euxLgoCpO6A3S8gVBXxs7gfbxlGMvOh9kzpHs7wB/vxbmUVgsmE/+uv4z646fU8ZnMVySlPUVFxiODg8URHvYJY3LhJdElJCWvXrkWj0TB8+HDi4+Mx6swc+ekaaSeK8Q11o++UVk1qr6DeuYvrL76IxS+U46FTCe4UTr8nWiGtJ1K3ISwWLdcuPcN11a/ItGJadVqNs1/XOsdklFYz4uvjyJ3s2DTzHrxd725E+sWLF9m6dSs9evSgT58+d/VeVqtAVYX+lrQ+RbEGg6bW1ie1FyP3swkozwBn5H42e5/cx/m/bqtu5u7SPPdo5m5w/fpPpKa9RFTUS4S2eAKA/Mp8Ru4cSYQ8ghUPrcBObMcXBzJ4b+9VFgxsyRP31rot1qSu4e3TbzMoYhAl8ifYXV7FyoRw+nk3vMAqmEzkz5qN+sQxPlvYilOGq3zc82MeaPFAvcdXKxVseO0FtGo1IxctxS8iCkEQ+Oi3dD79PZ3uUV58Oa4D7n9q/yIIAq9lXGdZQRnjA714JyYYcZMTsi3s/+EbLu3bRav7+9Bv+pNUmatZemopv2T/QrxXPEu6LyHKI6rmnjXhF9GxDHnu74VfABgLq6n48QqWSiPywZG4dGm67bFZYP1/islkatBuaDbXTi4c7ByxxwVztT1igxP2uBASHkhMYgjhbXxwkd/dCZdKdZZz50cTHPQYoZEvMmbXGBR6Batbf8j2t9fTJuUYPlolIldXls19gXUhUTwX5sdz4QG1kdWXk/FduJBXvA9ypvgMs7QDUe0/T6mXkbIHfFg2fAXZeguvpBdwRFlNrKMdieeOECe28sQTT2CvymTL6k+YVzaYkd65vDNrNCJn2y6KIAgUpqZwfs92Ms6cRLBakUod6DdkBv6O4eiuKrBW2Fa9Te4gjw8gRS5l+u9p+MkcWTetK36yJuykVGTCikEY9b6Um5eARIrPEwnY+Tc+zEBtMjMlOYdjqmpeiQhgTgvfRg8cFouFo0ePcujQIVxcXBg6dCiRkbexyBk1sONpuPwTxPSHYV+D0513fUylWirWpGIu0eL2QAiyPqH1+6FVefDL83BtD8VOUTxdPgqxSzgLugcSIjGAIDBq1iw+bxlP0Ecf4tBQg+PboNXmcClpOjpdDjExrxIcNLbR5167do1Nmzbh4ODAmDFjCAwMpChTzW8/pFBVoadD/zA6DgxrUv2NYu1aSha/ibFFPCdCJhNzXwQ9x8U2KZq7qiqV5KQZaPX5hJZKiei3C7FXdJ1jitV6HvnqOAazlc0z76mpBbhblJSU8O233xIcHMz48eP/sWbtZqMF1R+x5zcsfcoim63PYqptoeHkZoeHv61flOeN3Si5vzNuHo6I7mK9WTP/XprnHs3cDQRB4HLyLMrLD9Kp42bc3GzJyXty9vD8oeeZ3Goyz3R8BkEQmPnjeX5NLWH1lM7cE1Vbl7vs0jI+v/g5I2JGcVQ6giydkR3to4l3bbj21qrRkDtpMuqsq7z1QiiZxuss77ectr5t6z2+sryMDa+9gFGnY+Srb+HTIgyATecKePHnJMK9XfhhcieCPeo+GwRB4O3sYj7JLWGkvwcfxbVo0gLuH9c4sWkdJzatJbJjFwY+NR87ewd+y/2NxScXU2WsYnbb2UxqNakmtCP91HF++eIDnFxlDJ2/EN+wppcA3IxFY0Kx4SqGa0qc2/viMSwKURMWMZsFVjN1sFqtqNXqemPltVpt7YGCGKnZCWcHd/z8fAiPDSYiNgQvb6+GdzKaiMWi5/SZQVitJrp0/oW3z37Ehqsb+Kr3V/x8zJUtFwr5Zlw7umvyeTs5g28jWzHit108dfYwbg/0ovq33zCXlhL04Qes8cngi4tf0LcgmqAkI1ktLVxtaeS7AWtZUWLm24IyXCQSXgj3Z0KgNzlZmaxZs4b4+HhCO/biseWnaC+rYpVuDvZu3pj6f0hqkZiLe3ZQlpeDpyyQAKcIvEWB+LuGgwWQish0L2Sf9Ci9HxhEr7YP1ry3szkKJn5/Gl+ZI+umdsXfvREiq+warByMwRBKuWEhYicHvKcmYHeHxrM3U6g3Mi4pi0ytgY/iQhjRhC7sFRUVbNmyhYKCAlq3bs3AgQNxcrrNvSsybRHspanQ6xXo8SyI7ywCNOdKUG3NAKmA+4N+SD0ELEoFFoUCs1KJRaHEoijHUXsUmcN5EATy07yoTLFHav3T8CORMF/mxraDBxH/hQa1CuUJLl+eA0BCwud4enRr1HmCIHDq1Cn27t2Ln58fY8eOxcXFlbO7cji3OwdXT0f6To4nIKpxFsM/rlnx9deUffIp2siOnA4cR2L/KLoNi2y0QBYEgfyCFWRkvIOdwUSrXDGeI/aAV12RrNaaGLnsBIUqHeundaV10D/T7b4h9Ho933zzDUajkenTpzcc63+7a2hMNwmo2l2pygo9f6TvIwKZl2M9tj6Xf00Li2b+PTTPPZq5WxiNCk6dHoCdnZxOHbchkdieT4tPLOanaz/xRe8vuC/4PqoNZoZ+cQyFxsj2Od1rxIwgCHx47kNWpKxgTPwUNpr6IQZ2d4jB16HhscysUJA7ZiwVeiWvz3JHZdWwqv8qIuX1L5SqSorZ8Op8rFYro157G89AW9/D4xnlTP/xHA5SCd9N7FhvPfqHOcW8m13MUF85n7UMvW0YR0Nc2LuT/T8sIyg2nqHzF+Lo4kqFroIlp5bwa+6vtPFpw5vd3yTc3bZ4WpKVwdb3FmPQaOj/5LNEd2rcM7shBKtA5e95VP2eh12AC16PtUTayACpZoHVTKPRaDQ1Yis/5zrX80tQqRUYrVqo+d6IcHNxw8/fD18/nzpBG7edjNdDesZb5OUtp13bVZyv0jHv4DwmtZqEq2Yob+1O49m+MTzZO5ov80p5I/M6Y3xkLEpPQrV2DfrLyQA4tGxJ1tjuPKNdSWSRG30yWnC1m4Rj9qlM7vIZy8vcKTaaGBPgycsRAfjY1w5Mx44d4+e9h9knJOLr7szmWfcgzjzKxRWLuVLsjMwuknDfRAJdopDobMLB6gqyNoHYx8hZUvwB23N3sLDrQkbGjrzl/Z3LVTDx+zN4u9qzblpXAtxv8/cpTYOVg9Gb4qjQzUcic8R7akLDKXr1kFqtY2xSFtVmC9+3Dudez8ZNYgVB4Ny5c+zduxeJRMLAgQNJSEi4/Ulpu2DLDBBL4JHvECJ7YdVobUJJqcSsUNiEklKJRWkTTuZyBcasIswKJZirEQzaei/t5GUkoEsVDjIDSqU3v15tSYXUl06JEYRHBSPxkCP19ETi4YnUz5dRM2b8pfGjoHAt1669jpNTGIltvsHZObRR51ksFnbv3s3Zs2eJi4tj+PDhaJVmfv3hCqU5lcR19efeUTFNqpUSrFZK33kHxcpVVMbeyzm/R+k6Iob2/Rr3mgCMxnKupL5ARcVBvNUiWmYL2I//BXzq1jnpTRYmfHeaC/lKVk6uu2p6NxAEgY0bN5KamsrEiRMJCwtr+FirQLXKUEdA/fFTV1Ub9COR/mHrq4089/B3Ru7r/B+3ODfzv0vz3KOZu0lFxWEuXppMSMhkYqIXAGCwGBi7ayyl2lI2Dt6Iv4s/WWXVDPn8GKHezmyacQ+ON3ZRBEHgjZNvsOnaJka3nsPy6m60dHXk57ZRON3G0WAsKCBnzBhK3UUsHCdCamfP6v6r8XepP2K9ojCfn15/CbFEwqjX3kHuZzsuo7SKST+cobzawCej2/Fgq1vP/zy3hDezihjo485X8aHYN2KR9c+kHT/M7s8/xCsomOEvv4GrhyeCILA7ezdLTi3BYDHwVPunGNdyHGKRmGqlgm3vv0lxZjr3jplIp4cf+ds5Aro0BYr1V0EEnqNuUwt+E80Cq5m/TaVSw5Wz2WReyae4qASjoMFip8Ui1SFQa8FxcXGpN1ZeJpMh/tOXTq2+wNlzIwkKHIV78Gwe2fEIoW6hTIl4n2mrLzLgRrfzH4sqeP5qAQ/7yvkqPhT96TMUzJ6NyNER2YP9yDx7iGcGlGJvkjLxbARCV38+czyIT8hcUsSdaePqxFsxwXRwv9Vip9Ia6ffuXtQ6C+91FmOfno4pq5oAp3B8HUMQi6SIMKKWKkkvvkTUsPtoNbCvbXv89NusTVvL3HZzmdpmaoN/u3O5SiZ+fxovV3vWNySySlJg5cPoTO2p0M5F6u2MzxMJSJqQFHdUWcXky9m4SCSsTYy4rY3gZqqqqti+fTvp6elEREQwZMgQ3N3dEcxmLGp13V0lpcImnJL2Ycm+iAU5ZscQLOpqLEolwk2NtetgZ4fEXQ6CE4idsQ/xw7FlMBJPjxtCycMmllwk2KV+iyhlPVbXAD5xmMqnhbH0jffj7eEJeDVQH9TU8cNqNXEt/U0KC3/Ey6snrVt9XCdR73bodDo2bdpEZmYm3bt3p3fv3qQeK+LoxnQkUjE9x8UR1aFp/ckEs5miBQtRb91KRfyDJPkOouf4eOK7B9755BtUVBzhSupzmE1qovIhuEiPaNIu8GtV5ziLVWDWmnPsu1LCp6PbMTix8ff4q5w8eZI9e/bQp08fevToYXsdZiuq0tqAiZt7SJmNtWOKg7O0NvLcrzb63M3L8a7GyDfz/wfNc49m7jZXr71OQcEq2rZdiZenbfzLVmczaucoWnq25LsHv0MqlvJ7agmPrzzL8PZBfPBoYo1gsFgtvHTkJXbn7GZYq2f5tqotD/vK+To+9LaiQp+aSu5j48mL82ThADUBroGseGgF7g71uxXKcrP56Y2XsXdyZtRrbyPztvXoKqsy8MSqsyQVqFgwMJ4p3cNuue/yG0nFfbxkLG8VhuNfaEmRc+k82z9YirNczoiXFyP3t4WMlWnLeP3E6xwqOEQHvw4s7r6YELcQTEYDe7/6hKvHDxN/Xy/6TnsS6d90V5krdLYo92INbr1aIOvd4rb28WaB1cw/isVipSjdlkiYnVSGUqHELNXi4GnBwcOMWaJFXa1Ep9PVnGNnZ1cnVt7LS05R0SIcHBV07rKDab/P5ZryGu91W8GsFbmEeDqzaWY39iqrmHUll16eMn5ICEO/bx/Xn5+PXYsWtFj+LQqzngk7HqPUoYp5yQm0PZSCndZAqdyJQ937EzvqUUZ0SqzXG2yyWJm27CiBV6/SWzATaBeM643EOLGnPc7xPjjICjn186ucK3amR8cAujz9Gdg58tXFr/jy0pdMiJ/Acx2fu+PKyfk8JRO/O42nqz3rpnat21erKAlWDUFr7oFCMw27QFe8J7dG4tL4gWJziZKnUvOIcHZgbZsIghxvFWZWrfbGzpISi0qJRaGgMC2N9HPnsNNqCZa5I0PAolRhUSiwVFbawiXqQWxnRSJzQRoUhcTTC4mnJ1JPjxqhVLvD5IHYwwN9ajXqHVmIHCR4jorFMfpPxamCAJc32UIytBVkR45nbEZvVBYHFg2OZ3SnkNv+jZsyfphMKi4nz0GpPEGLFk8QFTm/psnunVAoFKxduxaFQsGgQYNoGd2a/avTyEkqJzjOg94TW+Lq0bTkQqvBQOEzz1L9++9cTxhGum9f+k1tTURbn8adbzWSmfk+efnf4eIYTuukYlxVlTBhOwTW9d0LgsArW5NZeyqPVwfHM7l70+vVmkpWeg7rV24m0CucmNDWKIt1qEq0qMt0CDfZPV09HfC8UR91s63Pyc2uOfa8mbtG89yjmbuNrRRiCBZzFV267MLOzvb825m1k5eOvMS0NtN4st2TAHz82zU+/i2d1wbHM+mm8dlkNTHvwDwOFxzmgZYvskETz7NhfjwfXn/S8R9oTp4if+pUrvYM5/XO+SR4J7Cs7zIcpfU/p4oz09m4+BVc5HJGvvo2rh62XRyd0cLTGy6wN6WEid1CWTgoHumfRNSqwnLmXyugp4cb3yeENymx+A+KMq6y+e3XEYvFPPLyGzU1VoIgsC1zG++cfgeLYOHZDs/WuIZObd7AsZ9+JDCmJUOeewVn98bb8uvDarSg2pqB9nwpjrEeeI6KRdxAamyzwGrmrqIq0ZKdVE7u5XKuZ6gRrAKOblIC41yRhYiRuBlQqZU1tV5qtbrmXJFIhMhZRIFQQEKLdhzPllNqcmD59F6kS0RMTs6ms7sLa9tEolu3jpIlS3Bq146QL7/g2uULvHHwVZJbKHm+xUwUAYmsOjaH9lk+jMzyJeTSBbBacWrfHvehQ5D174/Y1RVzqRbluVyyj2Tib3VFIpJiFkwUU0653EyvyYNw9rc1LT615SeOrl9F+zh3erITkW9L1nR8hLfTVjEkcgiLuy9u9OTvQp6SCd+dxsPFZhcMkjvB9QuwaigaSz+U1ROwD5XhPakVYsfbW8sEqxWLWo1ZoWBTahZb03Nob9EzwVmKnVplE1FKm4gyq2y7T4JeX/+1RCLEHh7Ye9mEksTDwyaW5B51hZOpGMmhV5BayhE9/D60n3DH92w13BioLpTiEOmO5+i4W3flKjJh1zOQdRBLQDs+cZrNp1ecSQx25+PR7Qj3vnO4R2PHD40mg0tJ09Dri4iLW0xgQP0RtvWRm5vLhg0bbD71UaMQa2T8vioVg9ZEt6GRJPYKaXJQgqW6moJZs9GePk1u4jjyAu5lwMw2BMc2Lh1Jq80mOeUpqqpSCPIZRvSh/UgqS2HCVgjueMvxfzy8Z/aM5IWH4uq54l9DEAQ0KiPKEg3KotodKUVRNbrKWlufWCLC3dcZzxuWPrmfM54BLrj7OmF/h898M83cDZrnHs38J6iqSuHM2Ufw9u5NQuvPa+YNi44tYmvGVpbPkmwuAAAgAElEQVT1XUa3wG5YrQLTVp/lwNUy1j7RhS4RXjXX0Jv1zP59NudKzhEf9TL7DTF8FR/KML/bPy8qd++m8JlnOT+iNe9EpdGrRS8+uP+DmuCIP1N4NZWflyxE5uPLyFffwllm2/GyWAXe3p3Kt0ey6R3ny6dj2uHyp5Ye64sqmJeWTze5K6sTwnGRNt2uXVGYz89LFmHQahg6fyEh8bXlCsWaYhYdW8SJohN0DejKG/e8QYBrANdOHmX3Fx/hJJMxbP4ifEL/3uKhIAhoThWj2pGJxN0Br3EtsQ9yveW4ZoHVzH8Mg9ZEXoqCnMvl5CZXYNCaEUtEBEbLa3pumcVpHD02A3v7PlSY4jmYepAgURBoJIhu2A0L5d78ktCNAJOeF8wqPJKTkezeTUBCAmFvLubQ+lXsTN3Cwfbl9Al+mGuuD5Od/jz2Yjs+67uae30CMZWUoN6+HfX2X7BWOSAJTEQS3BaJ2PYlURvLKbKvIq5fIoH3tiYnP5fVq1cTGxvLyJEjSTn4G/uWfUrLHj3pP/sZRJm/s3PPXF6SSenlHMIHQzcjtWvabsXFfBXjvzuF3NmO9YNdCdo6girrEFSqYdgFiZE94I21Sl2nbskW+HCjrkl5QzipVGC11nsPsbOzTRB5etoseDeE0h/Cqdxk4sjFiygsFjr0fIAeDz2IVHqbya0gwLkVsHs+uPrDqFUQ2O6O79VYpEGxNhVzuQ5Z7xa49frTVrvZAMc+gcPvg9SBvHbPM+FSPHkqA7N6RvFUn+hbenA0RGPGj4qKQ1xOnotY7ECbhC+Ry28VIA1x6dIltm/fjru7O6NGjubqASWXDxXiGehC3ymt8A6+deC9E2aFgvyp09CnpZHeZhJlQV0Y/GQivqGyO54rCAJFRT9zLf11RCJ74sNfxmf7u7bG1I/9DKG3Fv2uOZXLK1uSGdEhmPdGtPlLu0IWi5XKMl3d2qgboRMmvaXmOHtHCXJ/Z5TaYtT6Mnr1705kfAgyb8cmJSE208zdpnnu0cx/itzcZWRkvkt8y3cJCHgEAJ1Zx5idY1AalPz88M94O3lTqTcx9PNjVOpN7HiyR52yAo1Jw9R9U7mquIpX6MtcFaLY3Daq3hKIm1Gs/pGSJUs4MLU9X3knMTJmJAu6LmjwOZCXnMSWt1/DIyiYkQuX4uha+4xbfTKXV7cl0zJAxveTOt2Skry5RMmTqbm0d3NhTWIEsr8gsirLy/h56SLUpcUMfGp+nSALQRDYeG0j7599H4lIwvxO8xkaNZTS7Mya8IsBc58nqmOXJt/3zxjyKlGsScWiMeMxNAqXjn51ft8ssJr5r2C1WCnOriQnqZycyxUoizSIxCYi+y9F6qQn0O8HnkyZi5ODEx3sXmfl0eu8/mAYrt4SninX42kxMSk3meq8XIw3DQIiwUq1tZzfI07iKvXHZD8V9D9hFGXy48BVxHnGYi7Ror+mRH9VgSG7EqwCZquRYl0Oxdos9tq5YPXw4+Mp9+EUXRtdfeLECfbu3UtiTDTZ2zcQ2qYtQ+cvRCK143DBYebun0sHkTNfZqXgENDeFkn+pwABQRCwVlbW2vFqQh9s4uiywsjTQivcDFW8e/YHvNVKm9ioD7EYiVxuE0cetUJJkMvZbBA4IbLn3vBgJrSKws7Ly2bJayBJz2QysX//fk6cOIGnpyfDhw8nODj49v9Ekw52PQcXf4TI3vDIcnC+feGnIAhoThej2pGF2EmC5+g4HCP/tGWffQR2zoOKdKzxw1juMo13jqnwlzny8ei2dAprfPIh3H78+CNVLz19Ka6usbRJWIaT022aJd+E1WrlwIEDHDlyhLCwMHp3H8CRNVkoi7Uk9g6h69CIJvWl+gNTURF5Ux7HWFhIcuupaMPa8fDctng0IorfZKok7eoCSkt3IZd3oVX4QhzXT4WKdBi3EcLvu+WcvSnFzPzxHPfH+PDNhI53FK5GvRlVibaOgFIWaVCX6bBaaod/F3f7G+ESLnXCJpxl9hw6dIiDBw8yaNAgOnZsvJhtppn/JM1zj2b+UwiChfMXxlNVlUyXzjtxcmoBQIYygzG7xpDok8iyvsuQiCVklFYx5PNjRPm5sWFa15rQCwC1Qc2kPZMoqC6EwJfR2UWxu2MMIfWUBtxM6YcfUfHNN2x+piPrHS4yu+1sZiTOaPD47Ivn2PruYvzCIxmxYDH2TrVR7QfSSpm99jzuTnb8MLkTcf51FwZ3lqqYcSWHVq5OrE+MxMOu6Q4FXVUlW95+neLMdPpOn0PCA/3q/L6gqoCFxxZytuQs9wXfx6vdXsVZL2Hre29Skp3xj4VfWKqNKNamYchS49LFH/ngSERS2zO0WWA1869AXaYj5fI76FhN4bG5VBUmYJBqsQ92YWepga73BDLyoWiGXcjAw07ClrhgzC/Mp+rQIZxnzCAnogWn9+7G5GTPnpaX0Yir6VPQG2eL7UsvEomQ27vhbnLC3eiI3OqCs50UtSKXksp0xAGOeHW6n2fPQAtzFW/tfR8HkwHHhASbhXDAACRyOWtW/EBGTi4BFh2TF7yOnVjChfTDLN4znzhxAPOinkCadgLLuS1YtGbM7q2xiD2xKG7sMKlUcFOfsZsROToikbmQ4ejA821m4Wqx8HHlZSI7BtlqljzrCimJTIboT72CFCYzE5KyOFepZXF0EE8E37lWp6ioiC1btlBaWkrHjh3p168f9nfqhK7MgQ3joTgJ7psPPV+0JQbeBqvBjHJzBrpLZThEy/EcGVvXEqgph30L4NI6kIdSct9SZpz04EKeimHtgnh9SCtkjk0vUm1o/LBaDaRdfZWioo34+PQjvuX7SKWN6ydmNBrZunUrV65coV27dgTZJ3BmZy5Ornb0nhRPSMumicA/MGRlk/f445jVVVyInw5RrXn4qbaNqt1Sqc6ScuUZDIZiIsLnEeo3CtHq4baQlDHrIar3Leeczlbw2HenaBUoY80TXXC2tz3oBEFAV3Uj9ry4bmJftbJW8IvEItx9nGojz/8Im/B3bjAlMTMzk9WrV9OmTRuGDRvWXEPVzL+W5rlHM/9J9PrrnDo9ABeXaNq3W4dYbBtDt6RvYdHxRXVEz57kYmb8eI6RHYN555G6roMybRkT90xEoVeh9H2ZAFkUO9pH43ab3SJBECh6+RVUW7bw/Svt2Gu9zKvdXmVETMNW+fQzJ9jx4VsExcYz/KXXsHOofU6lXFczZcUZNAYLX4xrz/0xdeci+8rVPJGcQ4yLI+sTI/G2b7rIMup17PjwLXIunefesZNuEUxWwcq6tHV8fO5j7CX2vNTlJfoF9mbv159y7cQRWt3fmz5T5/zt8AvBIlC5L4eqQwXYBbvaotzljs0Cq5l/B5VVyZw9Oxw/v4e5YGzPT/t/oZdlBKYsN5wFEQqZmNV93LGTilnj54XsjWcxXE7G+5WXuFCt4PL+fcijW/Jd2yoqNceJ936B8SondBkleBu9UIu0qCVaVFINaouGmz+kLk5OyL19OVZoxCzY8fT90QQbdVgOH0Z79Bjm4mIQixF7e6PUVGFxcMTeZMbNakXQaBp8TxInCRKpHonMFUlkB6R+gbaQh5uFkvxGTZOnJ+KScwg/jkIlzOac5h7mSXTI3BxYP60rIZ53bvKaqzMw9lIWBQYjX7QMZZDv7Ys5rVYrx48fZ//+/Tg7OzNkyBCio6Nvew4A6b/Cz0/Y7IHDv4HYh+54ivF6NYq1aZgrdMj6huLW86aaJKvVtgv26yIwVCHcM5fNbmNYtCsLsVjEkmEJPPw30uzqGz+MxnKSLs9GrT5LWNgcIsKfQiRqnD2tqqqKdevWcf36de7r/gCqS64UZaiJbOdDz3Fxf7mfki4lhfwnpmKxCJyJmYFzQisGzU684/UEwUJ2zpdkZ3+Ko2MQrVt9jLtjJKwebqvjG/Vjvf+jtOJKRn59Ai9nez5+IA6L0oiyWIvqhpAyaGsXAqQOEjz8nG9J63P3cUIibbytT61Ws2zZMlxdXW1NvO8k5Jtp5r9I89yjmf80xcXbSbkyj4jweYSH23owCoLAy0df5pfsX1jebzmd/DsB8MG+q3y2P4M3h7bmsa51W3YUVhcycfdEtBYT+V4vcb9fDCsTwm/b8FcwmcifMwf1saN8uiCe08ZrfNzzYx5o8UCD56QdO8Suz94nNKEtQ59fiPSmMb1IrWPyD2dIL61m8ZDWjO3Sos65ByoqmZycTaiTAxsTI2/bv6shLGYTe778mLRjh+gwaBj3j5uM6E+p1DnqHBYcW8Clskv0btGbBV0WcG3XPk5sWktgbDxDnn35b4dfAOiSy1FsvIZIKsJzTBxj5z/eLLCa+e9itRo5c3YYRqMCz+hPGb9vOh18u3Lh7DCcpRKWDohnZmkJOrOV8b+p8a6y4qQrwy9KRFHZAdQl+Rh7DOCwh44CywpGqgcy+fpAAMqcFASG+VOovMKFlAOoKhU42NkT4uWPzM6ZapMJpVWgQixG4+qC+aaVDDujEbeqKmSVlciqqnBTq3GvrMRFb0Dr7ES5vwdJgeXoXe2Y3ONpvALCa4WTu7ttd+nCj7DnJUCAB5fawh/qG+CyDiKsGYtSeA6tthOu9waRl+jJ+O9O4+ogvaPIulSlZdylLMyCwMqEcLrIb1/3o1Ao2Lp1K3l5ecTHxzNo0CCcne8g4qxWOPwuHHwb/Frb6q08b98p3VYMWoRqZxZiZzu8RsfhEHFTDGxpKux8BvKOQ4t7UPd+hxePmNidXEyXcE8+HNXWFvjxN/jz+FFVnUZS0jSMxnJatnwHf7/Bjb5WcXExa9euRafT0a1NLzL3mxCsAveNjiG2q/9f3o3RnD5NwcxZWBxcORk1A+8OsTw0PeGO4Q56/XVSUp5BpT6Dv98QYmNfR2oVw5pHIe8kPLoC4h/GbLTYrHw3xFNGXiXvFBRhtQiMq7JHJtgeSE4yezz9nZHfbOvzd8HVw+HvWyksFn744QdKS0uZNm0a3t53t79WM838XZrnHs38N0hOmUdp6S46dNiIuywRsNVXjd45Go1Jw6aHN+Hp6InFKvDEyjMczShn3dSudPyTfT5LncXkPZMxYUeO54tMDWvJ69G3t8BbtVpyJ09GnZ7KWy+GkWm8zvJ+y2nr27bBc5IP/Mrerz8hokNnHn7mJSTS2nlUtcHM7DXnOXStjOn3R/DCg3F1WmgcVVYxPimbQAc7NrWLJMCh6YtugtXK/hXfcHHvTuLv60W/6XOR/Kl23GK1sOrKKj678Bmudq4s6LqA0CJn9nz5Ec7u7gydvwifFmFNvvefMZVpqVidirlMy9yrHzULrGb+u2Rlf0p29ifExn/KzBNfozFpcC6bT3YJLJ/WhWcLiik3mljjYsVh3ouopH6ogv0RqfLxlEXh7NMGlZuB58I/IF4bxmtJfdEXnkdfkka2m0ChpwyzRIxcoye0XE2AuhqpqxuSG2l4KRoxmSY7unWIwC8sALWDIyqpBJXFgkKvp1ylolpb2/RWLAg4VVeR41lJlX01jzi2pX2fIfhGROBQX42TMhe2zYacIxD9IDz8Kbjd1JAv4zeEdRNRCC+h0yYi69MCt94tEIlEJBeqGbf8FK4OUtZN7UoLr1tF0O8VlUxNycHTTsK6NpFEuzRsJxMEgQsXLrBnzx5EIhEDBgygTZtGhBpoFbBlOqTv+3/snXd0VFXXh5+ZyWTSeyMhhTRCGgm9d6X3Il062PFVUEBpioiKBQuCgBSp0qR36b2EBAIJCWmkt5nU6ff7YyAhpoBYPn3fedZimTW599w7Y+bc8zt779+G8OHQ5wswrVuQ6ZVaCnfeozw6D1mgPQ7DApFYPZw81WVw+lM4vwxk1vDcB5y16s5b26MpKFXzn+caMqWDL5I/oZfR4/NHbu5Rbsf+B4nEisbhK7CxCX/qceLi4ti+fTtmMjMaWLYk86YaN19buo0Pxtb52UVg8YkTpE9/E62dKxf8puHZOpDnxgcjkdYdGcrOOcjdu7MRBB0NAxdQr95AyguLKPxpJoUP8in0GU+h1oPCrFKKC5Q8CtsqxQKbbdSUigTmBXsT7muPw0PXPrPfYf//ezl06BAXL15kyJAhhIaG/mXXMWLkz8K49jDy/4FGU8Sly70Qi2W0bLEXicTwrI0riGPk/pE0r9ec77p+h1gkRlGuof83ZylV69j3WrtqphJ38u8w4fAEkNiS7DiLJY1CGOtR9+aWtrCQlJGjyC/NY8Erdsj1pazvuR4/O79az4k6vJ/ja5YT2KodvV+fgfix8gWtTs+8PbfZeCmV3mH1WDqscZW6sUvyEkZF38dRasL2SP8n1ovVhCAIXNy5hfPbNuLbpDl9pr9TJWXxEYnyROacncPt/Nv0bNCTyc7DOfHVl6jKy+n9+gz8mrb43df+LXqVDsWhJCaum2kUWEb+fgSdDl1REUVpV4m9+Cp2kiZczRKRlHITP1UzStI1hNSzYE6/ITywsefTbz8hNCkZE+dGmLiGInEJQWxuCOkqSu4xPXglKpGad7fVI9NOjkJmhiCYIxaJ8W3gT3jLdtRrFGrowWRnh+hhGPvDfbGsOpvEgn4hvNjGp9p9qsvL2LZwNnnp6XSc9gYiCyseZD3gWOxRTMpMsNJYwmOpZdampjh7eODs4lKlqbKluTmiKz/AsXkgNYfeSyF0MMQfQdgynnxhPsryIGx7NcC6Q1VziVvpCkavvoSFVMLmKa3wdqysE9qUkc+M+DSCLc35KdwX1zpC7CUlJezdu5e4uDh8fHwYMGAAdnZPERbPvGmotyrKgJ4fQ7OJNUfhHv/cHhSTv/kuukIlNs/7YN2hfmVK4L1jBut1eQo0Homy83w+O5vPqrNJ+Dpbsmx4JKEeNTc7fBYGDRrEjh07SEn5nsT7S7G2DiU8/HvMZDV3rf8tgiBw4cIFjhw5gpODC+aZDVEpxLTo40OT7t5/yPlOvns3mXPeQ+3qy8UGk2jYJZAOIxrW2SRXqykl9vZCcgu2YyIEoct5G3m6DYVZpShLHkvrk4oNfaNcLSrMJswcZby6P4bYzGI2TGhRxeb3ryQ2NpZt27bRsmVLevbs+bdc04iRP4px7WHk/4vCwotcvzEaD/fhBAV9WPH6trhtfHDxA6Y3mc7EsIkAxGUVM/C7cwS5WbN5Sitkv6m1up59nalHp4K0HplO77ApMpwODtZ1Xl+Tnk7y8BFk2wi8P1qMidSUDT034GZZ+3Pz6t6dnPppDcHtO9Pj5TerpOoJgsAPZ+7z0YG7NPGy44exzXC0qtyQvl5Uyoib97GSiNkR6Y+Pec2GXE/i5tEDHFu9HPfARgycObeKw2HFe9NrWBOzhu+jv8dOZses4P+Qs/E42UmJdBg1nmZ9/pzaYGMNlpE/Bb1S+dANr8BgHf6wWW2FlXhhIdrCgoqfdQpFrVbiZSYyyp1dmD/lDeKc3fj8bDTN00Hi0ACRSIJGW859UQHn/JyIbNWAYwXLOPXgFK8ziuyT5zAt1aKTyJBJm2Lr2gzfSG+8w53wCLSr4uq26VIqs3fF8GJrbxb0r76jrtVo2LVkAWm3oxkw4318mzSvYoP6fbfvSbuQRuK5c0SYmVGSmoZcIqbYzp5iO1s0j41lZmZmEFxWpjhnHMOpKAYnNy9ss65TyAeolH7YDfTHqmXNjQFvZxgiWeZSCVumtMLLwYLPkrNYmpxNZwdrfgjxwaqOAta7d++yZ88eVCoV3bp1o2XLlojFTyEMojYZHP3MHWDYevBsXufhgiBQeiET+f77SKykOIwIQubzUCwVZ8Ghd+H2LnAMgD5fEGcewRtbbnA3q5gxrbyZ3asR5qa/33mvLgYNGsjCD3zIzt6Dq0sfGjVagkTydBb6Op2OAwcOcO3aNVxsPNHf88LO2Yrnxofg2uDJlul1UbB+PdkfLabcM4zL3uOI7BdEi74NKiZ2nUaPPKesisFEUdFtLH2XIbXKouBuD3Jv9cPMwhx7N3Psyy5jX3IB+7a9sW/XH2sHsyrW9xqdnqkbrnEyLofvRjWlR+jTCcw/Sn5+PitWrMDZ2Znx48fXbftvxMg/COPaw8j/JwkJS0hJXUl4+EqcnQwmRYIgMOP0DI6lHGNtj7UVqXv7ozN5ZdN1Rrb04qOBYdXGOpd+jldPvAoyX0pd32F/s/A6s10AlHFxpIweQ2qALe/3LqKelTtre6zFVlb7BujFHVs4t+0nwrv2oNvkV6oJlYMxmUzfGoWrjRk/jm+On3OlAIopLuOFm4mYisRsj/TD3+L3tbp5RPzFsxz4+jPs63kwePZCrBxq3ki8W3CXOWfnEF8YTz+vPjS9bkHS5UuEdOpGt0mv/GHzC6PAMlINQa9HX1RU2VfpN0Lptz2YtHI5wmMpdFV4ZCXuYI+J/UP3u4fNaRXCbXJVv2IXMIZ5yXsxs/ci9s4oxvjU51c/M65KdXwcpaRzjhalKodEVRIp6jTWt29H17ZteNvHjZ8uf8N391bRMt6ZRgkWZNsr8erYhrHPv8ODOwqSY/JIu1OAVq3HRCbBM8gen3AnMixh6rYo2gc4sWpss2pdxwW9nv3LPiXuwhl6vPwmIR27otapefn4y1zNusoXnb6gs1dnNBoNa9euJTc3l4njx2OZkIhi1y6Kjh+nTCymLCgIdYvmlNavT0FpKXl5eZSUlFR+PALYCpY413fDzd8DZ2dnnJyccHR0rGYAEJtRxKhVF5FJJYR39WJPaSkvuDnwWUNPpLVEPFQqFYcOHeLGjRu4ubkxaNAgXFxcnvxHoFUZxNDVNeDTHob8CFZ1OxLqy7UU7oin/FY+ZkEO2A8NRGIpBb3OMM7xhYZxO7yNvvXrrL2cyceH7mJjZsInQ8LpEuRa5/jPSo8ejZkxswQ/37fw9n7pqXemysvL2bZtG0lJSTiK/RBluBPS3oO2g/3/UONbQRDI+/pr8r5bTnGD5lzxHEV4twY4elghf1xM5ZVTOZsKuEWcwtZ/KyJssJe+j5t7B+zrWWBuLoYdEyF2N/T8FFpOqfGaM7dH8/O1BywaGMqolt7VjvkrUKvVrF69mqKiIqZOnfp0EVMjRv4hGNceRv4/0etVXLk6BJUqi5YtDyIzNaT2FauLGbZ3GFpBy899fsbOzDCvfnzwLt+fSuTjQWEMb+FVbbyjKUd5+9Tb6MyCsaz/Dgebh+LwBIv00suXSZs4ibj23ixonU6YUxgrnluBmUnN4kcQBM5uWc/l3T/TpGc/Or04udoz93pqIZPXXUWrF1gxpimtHsukuFNSztCoREQi2NbYj0ZWz5Z+nxITxS+fLcLc2oYhcxZiX6/m2jONTsPym8tZc2sNTmZOTCruRvqRs3gEhdDvrdkVjZSfBaPA+h9Ar1Y/FEa/FUs1CKeCh1biOl2NY4nMzQ1pdvYOD+3C7aoIJ5NHFuL2ht9JbG2rOboAlJTEc/lKf5wcu7L+tgi3LDvCczviL8h4N8KM0y5SFt7Jo+PuTVzykZGrSCOtnjdZg8YzLzIIadxtfjmxlnXOZ/HKtWSopDNrTY8SEdqepZ2WIn4sbU+r1pEeLyc5Jo/k6DxSFOVstFZhL5GwpKU/wZGuOHlaVUwCgiBw4scVRB3eR4dR42nebzA6vY4Zp2dwNOUoi9otop9fv4rxi4qKWLFiBTKZjMmTJ2Nubo6uuJiigwdR7P6F8uvXQSzGsk0bbAcMwMSpiLxDn5Osn0S+3oQyyU0KzGwpVJvw+NfH1ta2QnA9+pehkTH2p5toEBg5IIiPInxqFQwpKSns2rULhUJB27Zt6dSp09NFDxQPYNtYSL8GbadDl/dBUvd56rSHKYFyFbY9fLBq52GInmTehL3TIeM6+HaC3p+TI/Xg7e3RnI7PpUuQC0sGh+Ns/WzpALUhCAK5eUfIytrNW2/9ysaNX+Hi3P2pz8/Pz2fTpk0UFBRiUxyIDR50GRNEg8ZPtr2v7X5KClUUZpaQum43eXfSUTg1pETmDFT+/xObiLBzsajsHVXPAmsnFZny+RQWnsbJqSuNgj7G1PRhMbNeB7umQcw2eP5DaPNajdf/5NBdvjuZyBtdA3jzucBneg/Pwu7du4mKimLUqFFP51BpxMg/COPaw8j/NyWl97hypT/29m1oHP5DxfP+dt5tRh8cTTv3dizrsgyRSIROLzDux8tcul/A1qmtiPSyrzbeLwm/8N6599BYNCXI7122RQRi+oRslqJDh0l/802uDwpmSWA8Xby6sLTjUiS1tGYRBIGT637g+sE9tBw4jHbDx1Y7JjW/jPFrL5NaUMYnQ8IZGFlZGnGvVMnQqETUgp6tjf0Is36yi3JNZCXeY+fieSASMXjWAlx9/Ws99lbeLeacncN9xX2GC52xPJaGpZ0DA2e+j9Mzml8YBda/DEEQ0JeUoCuo2qC2Qhw9ElHyygiTvjYrcZEIia3tQ3HkYLALt7OvFE6PiSWTh1Ensfkfc3QD0BSXc/fIQkwyXJDmhmOmNkWPQLxY4KdOjhySannnznXCf1rFpWA/ZMWFxDTrTJ+BQ/C+c42bR/aTJc9gX4dsLGRWfN7xc145/wYuFi5s7LURC2ntX8a8YiX9vz5HabmWVyzsUKeWgmBoiuod7oRPmBMZd49yccdGmvYZSKcxExEEgfkX5rPz3k5mNp/JmOAx1cZNTU1l7dq1+Pr6MnLkyCrpd+rkZOS//ILil1/QZmQisbLBosMMMHfFcVQg5unfwfllaG28KOi0hFxTT/Ly8sjLyyM3N5f8/Hw0msqEwyyRNSdVAcgkYua2tyXMxxUnJyfs7OwQi8VotVpOnjzJ2bNnsbe3Z+DAgXh5Vd/NqpH7J2H7BNCqYcB3ENyvzsMFQaDkXAaKg0lIrExxGBmEzNsGVCXw60dwaTlYOEL3xRA2hMOx2by7I5pyjY45vYMZ3dLrT++DVFwcS/y9D5HLL2FpGcDHi8Xs3n3gqc9PTk5my5YtaFQ6rPIaEdDQj85jgvXQhlIAACAASURBVLC0fbII1On0KHLKq/aOyixDnl2GRlW5aSHWq9GLTakfZI9nsEOFoLJxMq9Sf5Wff5rYOzPQaovw959NfY/RlZ+XXg97XzM4VXZ5Hzq8XeM9rT2XxPy9sYxo4cVHA0P/tr5T169fZ8+ePXTs2JHOnWu3+TVi5J+Kce1h5J9AWto64u8tpGHgQurXH1Xx+sY7G/n48sfMaDaDsSEGESMvU9P3m7NotAJ7XmuLi3X1SNOj85QWbekd+i5fBHk/8blQsGkT2Qs/4NeJESx3ucWwwGG81+q9Ws8TBIFjP3xL9PFDtH1hDK0GvVDtGEWZhqk/XeXi/QLe7BbI6139K8ZLLlcx+EYCJTo9Wxr7EWnzbCKrICOd7YveQ1VaQv+338crtHZjK5VOxbc3vmXt7bUEqdxpf8UONDp6vz4T3yZ1l0fUhFFg/T8jaDTo5PKqQumx9DudvPA3wkkOGk2NY4lMTSua0JrY21cVTo9FlQxNax0MjWr/hnoIQS+gSS9BGVeAMq4QVVoRIkToZBpOy25w10LP4ZxQwgYFcLC4hGnRl5FFXUKkLkBjIkXSfSCRxXnEnzuJVqWiXlAw+0LvE69KZtXzq1hwYQE5ZTls6b0FTxvPWu9DqdExatUlbqUr2Dq1NRGedpQVqUm9nU9yTB6psQWUK26gLTuGjUsErYZMpUG4Myvvf8ePt35kSvgUXousOUIAcPXqVfbt20f79u3p2rV6U1fhxmaKV31EkdkHCCJLyi8sQ2ylxrZ/f+yaeyM9P8fQwLfVy9D1fYMZBoZ+VdHZucy+ehsUcvrKBIryS1mbYguCnh6md7EVqzAxMcHW1paSkhJUKhU+Pj506dKFevXqIX1SLrEgwNkv4MQH4BRo6J3kVHfEQV+moWD7PZSx+Zg1csBhaCBiCync2QcHZ0JROjQdD93mUSax5oN9sWy+nEaIuw1fDY/A36XuItvfi0qVy/37n5OR+TNSqR2+Dd7E3f0FhgwZ9tTzx40bN9i7Zy9inRl2ilA6DgwntKNHtYeIulxbaXue+VhaX245en3lFGhlL8PezQI7Jxmc3o/JzTPI6zfjgUcH+rwagXtAzSlzer2KxMSlpKatxtIygNCQr7Cyalh5gCDA/rfg6mpDo+cuc2ocZ190Bq9tvsHzwa58N6rpn+LK+DRkZmayevVqvLy8GD169NPV+xkx8g/jv3ntYeTfgyAIRN0cj1x+hRbN92Bp6Vfx+vRfp3M6/TTre6wnzNlQexWbUcSg5ecI87Bl46RWmNbQq3DFzRV8E/UN5VZdmd5sFq96PzlFP+err8hf/j0732zCFrPoKo2Pa7xvvZ5D331B7Jlf6ThmIs36DKx2jFqr590d0ey8kc7gJvVZPCis4n7TlGqG3EggX6NlU7gvLZ7QfqY2igvy2LFoLvKsDHq/PpOAlm3qPD4qJ4o5Z+eQl5POkNsNEeeW0XH0BJr2HvC7NiiNAutPRBAEhLKyhwKppghTAbpCeeXvCgvRFxXVOp7YxqaKUKqMKj0UUQ6PiSh7e0QWFn/b7vST0JWoUd6To4wrQHWvEH2pFkQgcZeSY7YTwVfE9NyLaLVWpN2eTNveQZzQKHk+LgabhCgapMVR5uiKh70dhQlxmEhNCWrXicgefdhWeIAV0SuY33o+Z9PPciLtBMu7LaeNe+1fGkEQmL41il+iMvh2ZBN6h1c3k4i7cJb9Xy3BxqUhptb9Kc7XcMP9OJe899BZ1pNZLWbj5mNbxTjgt+zdu5dr164xdOhQQkJCKn9xfQOa3UvI1X8CUjscRvqjvHUexe7dlF26BIBF82bY+qmx0RxGXC8ABn4PHk25oijlxZj7iBDxU7hvxU5OXFYxI1ZeQITAvA525CfFkpKSgkgk4rdfQzs7u2rphs7OzobeV0oF7H4Z7u6DkEHQ72uQ1T2RqVKLKNh0F12RGtueDbBq545I8cAgrOIOgEsI9P0SPFtwM03O9K1RJOeXMrWDH/95LrDGCf9Z0elUpKWtITllOXq9Gs/6Y/HxeRWp1GBC8TTzh16v5+iRY1y4eB6pyg5fqxY8Pz4cM0sphZmPolGVQqpUrqo4VywWYeti/lhan+G/dq4WmJqZoCsqIu2llym/fp3E0FHkNOhI39ca4+xZs8AsLb3P7djpFBffxsNjNAH+s6qacggCHJ4NF7+Dtm9AtwU1ujqeS8hj3I+XifS0Z/3EFlVscf9KlEolK1asQKvVMm3aNCwtLZ98khEj/0D+LWsPI//9qFQ5XLrcCzMzd5o13Y5YbKjRVqgUDNs7DJFIxLa+27AxNTz3folK540tUbWaeAmCwNKrS1kXu44ym758024mPZ3rrpEVBIHM999Hvn0Ha2ZHcFi4xbzW8xgSOKTWc/Q6Hfu/+oT4S+foOuElIrr3rnHcr47f48tj92jt68j3o5tia2HYFM5QqhkalUimWsOGsAa0tX+2jdnykmJ2LVlA1r14uk1+mfCuPeo+XlvOV9e/YmvMJp6P9cTlgYjQzs/TbdJLVfp81YVRYNWBoNOhUyh+I5Z+I5we1TQ9/FlQq2seTCrFxM6uMsL0eDqew6OI0+O/s0P0Bx1M/k4EvYA6rRhlfCHKuAI06SUggNhSilmgPWYN7TH1t+HG3dGUlSXxszKUc1m3USS8TEjrZlwx0+OTnU6nX7fjLM9FbGaOXlmOtZMzEc/3JqzL85hb23DmwRlePv4yA/wHUN+qPt9EfcPbzd7mxZAX67y/L4/F8+Wxe8zo3pBXOlfPw02LjWHHR3Nx8fFl6HuLMJHJ2HB1M5/GLiZU2ZJ2UcNBEGNuLcU7zAmfMEc8GzlUMzvQarWsXbuW7OxsJk6ciJubG1z9EfWeZeTpPgZzG5wnhSN1q1x0qh+ko9jzC4rdv6BJTUVkZoqNpxpbzwJODlrEK9Lm1JNJ2dzYr5p1aXx2McNXXECtUtJNEkurYB/69u2Lqakp+fn5FamGj6cbarWVVt4WZjKctBk4azNxCmqFU9P+ODk5YWtrW2PUQRAESs6moziYjMTmYUqgh4UhFfDXxYAAnd6FVi+jE5mw/GQCXx67h7O1jM+HRdDa78+zBRcEgZzcgyQkLEGpfICTUzcC/N/FwqJBleOeNH8oy5VsXLeVtKwkzMrq4WUZjlRmgjy7HHV55WclNZM8ZnleWSdl42yOpBardm1eHqmTJqNKSCA2ZBxlAa3p90YEts7V0x0EQSAzcztx8QsQi2UEN/oYZ+fnfnsQHJsP576Eli9Bj8U1iqtb6QqGr7yIh50526a1xtb875lLBEFg69atxMfHM27cuKdPTTVi5B+IUWAZ+SeRk3uYmJiX8fF+CT+/ypTwm7k3GXdwHJ29OrO049KKjfZF+2P54UwSnw4JZ2iz6tk9giAw7/wCdiXsQGU/nB2d33xivZOg1fLgtdeRnz7JsvdCuKyJ58tOX9LZq/Y0cJ1Ww57PF3P/2mW6vzSd0E7dajxu5/UHvLMjGi8HC9aOb4Gng+FeclQahkQlkqpU8WNoAzo7PpuDr0apZO8Xi0mKuka74WNpMWDoE4MSlzMvM/fcXFxulNI4wRb3oGD6vzXnqcwv/qcElr68vO6o0qN0vIeCSqdQQC1vR2xpWSmOKuqW7Kuk4z0eYRJbWf1jokt/FrpitUFQxRcaolRlhiiVqac1Zg0dMAu0R+phVRHxSUldRULCYnKs+/FR7DE0WYNxatCbBGcpznmZjN6xHImgRwR4BocR2bMvfk1bVjSsyyzJZOi+obhauDI1fCpvnXqLPr59+KjdR3V+to92cgY3qc9nQ6s31c1Jvs/W+e9i5eDI8AVLMLe2qXDbae3emq87f41OiSGVMNqQSqgq0yI2EeERaI9PmCM+YU7YOBlS+oqLi1mxYgUmJia83NwU4fA68rSLEFtb4zQ5HKlTzXVsgiBQfuOGwYXw4EF2NG3D18PGEZqXxHpfe+o171Lt+Js3b7Jp3wn2lvpiJpPx80vt8HetfYdHr9ejUCgMgiv6OHm3fiVP5Eiu1INyVWXqqYmJSbVol6OVHaJf89HcVWAW7IjDkADEBQ9NLLJjILAH9PoU7LxIKyjjP9uiuJJcSJ/weiwaEFaxI/VnUFQUTfy9RSgUV7GyCiLAfw4ODjVHMB/NHxqVDnl2GQWZpcizyyjMLCUnM59UzVW0JiVYFvtiXuaBpa3sMQFVKaYs7Ux/13dY/SCd1IkT0GTlcLPRJAhpRt/XI2qs5dJoirgbN4ecnAPY27UiOGRpzX26fl0Mpz6GZhOg9+c1iqvU/DIGLT+PzETMjpfa4Gb7bFa3z8L58+c5cuQI3bt3p3Xr1n/bdY0Y+SswCiwj/zTu3JlFRubPNGmyGXu7yrqgtbfWsvTaUua0nMPwoOGAocHv2DWXuZpSyPZprQmvXz1CpdPrePPUO/yaehix8wQOd30Vtzr6aYJhLZ06fgLy+FssfqcBiZoMVj2/qsIyvia0ajW7P/2A1Jib9HrtLYLadqzxuAuJ+UzdcBVTEzE/jG1WYdSRp9byws0E7pWqWBXqw/NOz+bup9NqObz8S+6cPUmTXv3pNGZijUZsj1OqKeWzq59x7dcDtI9xxtLBgRdmfYhj/bo3EP+1AkvQ6w3RpUL5Y1Glgqo9lx4Kp0c/C+XlNV9AIkFiZ/fkqFKF6YM9YtPf32n6346gE1CnFaGMM4gqTbrBblxsVRmlkvnbG6y5f0NZWRKXLvfGxDKcV+/cgdJw1NbTKPSwpEFqPIMO/oQYgaC2HWnRfwjOv3Ft0eg0vHjoRe4r7vNZh894+/TbeNt4s67HulrtQgGupRQwYuUlIrzs+Gliy2qpafLsLLbMnYFIImHEwk+xcXLmQsYFXjn+CiGOIax8fiXmJlUFkU6nJytRQXKMQXDJsw0W9Q7ulviEOeId5oTWtJjYH1+nkzaPfN0CJPZWOE0Kx8T+yYtdvSCwKD6NbzMK6JB8l1lffISZWoO5vxu2Y6Zh06sXSrGYffv2cefOHby8vGjcvjtTt94BYMuUlnXXN2nVcPR9uPQ9eLWGoWvB2o3Shzbyj6Jdj36Wy+UVp4oEsLWwwcPdhlYlh6mffRSdhQu65z9C1ngwArA7Kp25u28jAAv7hzAwsnoN07OiVGWRmPgZWVm7kEod8fP9D+7uQxGJqqe/FWaVknIrn7fmT2Vsh/coKahM6xOJwMRBRbYkCh0avMyb8tzA1rh4WSP7E4SgKiGB1AkT0ZSUcy1oChYRkfR+xZBy+Fvk8qvcvv0mKnU2vg3exNt7So3vhzNLDVb3EaMNaZw1PBTySlQMWX4eebmG7dPa4O/ybDnrz0JKSgpr164lKCiIYcOG/ddtKBn538MosIz809BqS7l8pQ+CoKNli/2YmBie9XpBz6vHX+Vi5kU29tpII8dGABSUqun79VkEQWDPa+1wsqphg0+vYdLR17mWdQ57j9c43HkiFrVkZTxCJ5eTPGo0+YosFrzmgFxfyvqe6/Gz86v1HI1Kyc7F80mPi6Xvf2YR0LzmTbiEnBLGr71MTpGKr4ZH0CPUUNJRqNEy/GYit0vK+T7Yhz4uz9b2Q9DrObl+FdcP7qFR+850n/YGkqfwIziXfo6le+cReV6KBTL6vfEuAU1b1Xr8v0Jg9W3dmuXNW1QVTnVZiVtYVE/He9xK3N6+ihmE2MbmiQr2fxVd0aMoVQHKeDmC8mGUyssGs4b2mDV0QFrPss66JEHQce36CEpK4lmW50haoQUWqiHEB4XhlXGfQQc24OPnT98Z72NhW/MXZvGlxWy6u4kP233ID9E/UKwuZmufrXV2FU/NL2Pgd+ewNjNh18ttsbesKorLFHI2z52BsqSE4QuW4Fjfi+jcaCYdmUR96/r82P3HOhvqPUKeXUbKrXySovPIvCdHrxdoZreXcGkMeZrZqCzENJjeBonNk0W5Sq/nzbtp7Mwu5EV3RxYF1EdIvoPi89dQXE5BXSQl09OTK61boZJI6NKlC23atkUsFpOQU8KIHy4iCAKbJ7cioKZIVlEm/DwO0i5Cq1fguQUgqV1QCHqBwpPJpB2/Q5GlBlWwKZa5x2icuQUzfSmXieAEbVBjioWlJQq9GYnFYmztHRjXJZxg3/rY2Nj84cW2TldOauoqklNWIAg6vDzH4+PzUsXD5XFyU4u5diiFxBs5mJhK2HJlMbMmLsWhngV2rpbYuZlz/WI0F6KPIxakdO/YjxZdQ2q46rNRHh1N6uQpaAUJVwJfwrFlGD2mhiL9TQNlvV5Lcsp3JCV9jblZfUJCvsDWtpYdwPPfwJE5EDYUBq6AGuxxS1RaRqy8yL2cYjZNbkWTGix6/ypKSkpYsWIFUqmUKVOmYGb290XNjBj5qzAKLCP/RBSKG1y7/gKurv0ICf6s4vVCZSFD9g7BTGLGtr7bsJQaShFupSsYvPw8EZ52/DSpJdIaxJNSq2TEoancy48i0O9dtrcdjvgJz21NRgbJI0aSbaHh/bESTKQyNvTcUOe6TF1exvYP3ycnOZH+M96nQUTTGo/LK1Exef1VotLkzO7ZiEntGyASiSjS6hh5M5EbxWV808ibga7P9pwTBIHLu3/m7Jb1NIhoSt83ZyF9iudWkbqIT49/gG7nTRyKTQkZ3J8eQybVuMb5Vwis3sHBLPNpUHtUya6qcBIbH+7PjKATUKc+jFLFFaDJNFi8i62lmAU6GESVv53BLe4pSU37kXv3PuR6fhPirsmQ6l355fkRuOVmMGLfjwyY+joBHWrP3z2UdIgZp2cwutFokouSuZhxkVXdV9HUteYvJoCiXMPg5efJLVax6+U2+DpX3clXlZWxbeEsCtIfMPT9D3EPbERCYQLjDo/DWmrN+p7rcbb4/T2PVOVain9ZjMXti+RrZlAgqDhgdgU3i3Aim0bgE+aEnWvNOc5FWh3jY5I4Jy9hjm89XvVyqfzSCgKqa5s4uHMvUaZB2BYpaHn+Is6mptj274ftgAHI/PyqiKxNk1sR+LjISj5nEFfqUuj/NYQOrvO96Eo1FG6LQxlXiHmoI/ZdpIiPz4TEE+Aeib73F8jNvcnNzeVaXConohIw1ZbiaqpG0FbWIkql0iqpho9+dnBweGJfLkEQyM7eS0LiElSqLFyce+LvPxNz8+qh+Yx7cq4dSib1dgGm5iaEdfKgcRdPRr04vGKSKy9Ws3nlXlKLYrCQ2DFm/GjqeTrVeQ+/h9Lz50l75VW0ZrZcCnwJzw4hdB3XqFqNllKZwa3bb6JQXMXNdQANG86vUSwCcPkHOPA2BPeHwWtq7Emm1uqZuO4K5xPz+WFs07+saXNN6PV6NmzYQFpaGpMmTTLUHRox8l+AUWAZ+ady//5XJCUvIzRkGa6ulcYR17KvMeHwBLr7dGdJ+yUVa4id1x/wn203mdC2AXP7Btc4ZqmmlH57x5FdnEC30EV82bTXE+9DGR9PyugxpPpZ836fYupZubO2x9o6N6eVJSVs+2A2hekPGPju/Fqt05UaHW9ujeLgrSxGt/Jift8QTCRiSrQ6xsTc56K8lC+CPBle79lru6OPH+LYD9/hFhDIwHfmYW71dCYaxxKOcOjbz6mXYYJJhBfT3lqKzLRqttO/QmAZJ7m/Fp1CVVFLpbxXiKDUgfhRlMogqqT1LJ8pClFcdJ8j24aTfMsTMlUkefiyu+cYHOS5vHzgJ0Yu+gQb9/q1nn9fcZ8R+0YQaB9IE9cmrLm1hvdavscLQdV7KjxCo9MzYe0VLiTms2Fiy2rGClqNhl0fzyMt9hYDZr6Pb2Rz0kvSGXtgLAIC63quw9O6drv3Ojn1CaVHL1GofR1Tb1vU7T3YcfBn5KV52OVFYKK1ws7VAu8wRxqEOeHmb4tEIiZDqWZU9H3ulSn5IsiLoW4OVYZNS0tj165dFBQU0MY2m04FW1HqmqDI8aTkwhXQ6TALC8N2QH/yW3Vm1JZYdHqDyGroagUXvoWjc8GhgcGC3aVRnW9DlawwuASWarDrVR9L7TZEZ5aCWApd50LziSCWoNbqWXo0jpWn7+PjaMmXL0QQXt+2It3w8VTDvLw8FApFxTVEIhEODg7Var2cnJwwMzNDobhB/L1FFBXdwNoqhICA97C3b1HlPgVBIPV2AdcOJZOZoMDcWkrjrp6EdqyPzNwgRB7NH0kxOezYupsSkwzcHX0YN2UkprI/L9W36MgRMt56G7VdPS75T6Nh9xDaDwuoFt3NzjnI3buzEQQdDRsupJ7bgNoHvbYO9r4ODXvBsPU1Rhv1eoE3txkcMj8ZEs6wGoqZ/0pOnDjB6dOn6d+/P5GRkX/rtY0Y+Ssxrj2M/FPR6zVcuz6csrIkWrbYj5lZpTPyyuiVfH3ja+a3ns/gwMqN1Pl7brP2fDJfvhDBgEiPGseVK+X03DOaYmUWE1p8zn+COjzxXsquXiV1wkTutvNkYesMwpzCWPHcijrLN8qKFGxbMIui3BwGz/kAj4Y1r0n0eoElh+6y4vR9Ojd05uuRTbCSmVCm0zM+JolThcV82rA+Y9yffaP03qXz7F/2CXZu7gyesxBrh6cbq7CsgGXf/Aera3kUuYoZPvNDGtWvFItGgfU/iKDTo055FKUqRJP1MEplY1pRS2Xmb4/Y/Nl7ZJUp5Nw8dpDLBzajLdEjt7HnanBTbge3wqq0mHmndjPkk8+RyGpv3lqmKWPUgVHkl+fzcuTLLLq4iMEBg5nXel6dze3m7L7FpkupNS429Xod+7/6lPiLZ+n5yn8I7tCFvPI8Xjz4InKVnLU91hJgX3f/p1ouDCcXU3L8NnLtNGQBdjiOCUZsKqGkpISVK1eCAO3D+pF1t4QH8YXotQKm5iaII+350kugXARrwhrQwaFyB0Wn03Hq1CnOnDmDjY0NAwcOxMfLy9D/6OhckEjRtpmPIlGMYvduVHFxiKRSCrr0Zrpde3QSCRu99xOUtA6C+sCA5WBWuwOPoBcoPvWAoqPJSOzNcOosR3pxNuTFQ/AA6PEx2Bgm8oScYt7YEsXtjCJGtPDkvd7BWMrq/ptRqVRV3A0fCbD8/Hz0ej0AprJSAgJicHC4hyDYYCYbgZvbQFxcXLG2tkYkEqHXC9y/kcu1Q8nkpZVgZS8j8nlvGrWtVy0Vb9DAQbw6dAEXYo6hkSloFtGKXv2e/1N7M8m3bydz7jyULv5c9ptMk0EhNOvlU+XvVKcrIz7+AzIyt2Fj05iQ4C+wsPCufdCozbD7JfDvCsM3gUnN35UP98Wy6mxSrQ6ZfyX37t1j48aNREZG0r9//7/12kaM/NUY1x5G/smUlSVx+Uo/bGwiiIxYh0hkeKbpBT3Tjk7jes51NvfeXLGm0ej0jFp1iegHcrZPa0OoR81RpvSSbPruHY1aW8SCDt8z2PvJG2dFR4+S/sZ0rg8IYknDe3Tx6sLSjkuR1JDO/oiSwgK2zn+HMoWCYXM/wtW39ufXxkspzP3lNg1drVkzrjlutmYodXom3krmeEERHwZ4MKn+7886ekTqrWh++ewDZJZWDJnzAQ51bPz/lq27lpGy7TBlZjrqj+3J+I6vIhFLjALrfwWtQlXZ6DdBjqDSgViEqfdjtVRuf7yPVlZCPDcO7eXuhTPotVpS6vtyPbQF0tK7JPv2RKpR803sBZ57d1ad1xIEgdlnZ7P//n7ea/Uen139jIb2DVndfTWmktqjDqvO3OfD/Xd4qZMf7/QIqjbm8TXfc/PIfjqOnkCzvoMoVhcz4fAEUopSWPncyjpdcOq4WTjxAUW/plKkfRGzYAccRzZC9JihRnp6OmvWrMHT05MxY8ag0wg8uFvI/rgcltqrkWoERpwpJsLJCp8wJ3zCnNCalLJr1y4yMzOJiIigR48eVWtb8hMNC/C0S9CoH/T5AmVqLordu1Hs3UemiZ6ZrV9GIzJhXdh9wkbOrtF17hG6EjUF2+JRxRdiEWKCvcU6RDGbwc4Lei2FwOcrPsefLqaw6MAdzKUSPh4cTveQP5YWptPpyM/PJDn5e4pLdiAIeuTyFiQmBFBerq84ztTUFCszWzQKKfoSU2ys7IloF0BkhwBMa3E+6tj6Obp17YZeqqJf375ENvlzoyz5q1eT8+lnlNQP56rvONqNDCOsU9XJubj4NrduT6esLAlv72n4NngDsbiONNtbO2DHJPBpDyO3VjSd/i0rTyfy0YG7jGvjw7y+wX+rsYRcLmfFihXY2NgwadKkJzezNmLkX4Zx7WHkn056xlbu3p1NgP9svLwmVryeV57H0L1DsTG1YXPvzVhIDaUJucUq+n1zFrFIxN7X2uFgWfN6KrYwleEHxqIXNKx8/kfauAQ+8V4Kt2wla/58fp0QwXLXWwwLHMZ7rd6r87lUlJfL1vnvoC4vZ9i8xdUMzh7nZFwOr2y8jrWZlDXjmhPsboNar2fa7RQO5Cl438+dV7xcnniftZF9P4Edi+eBIDBo1gLc/J5+s/1OzCX2Lv0InUZDWicb3nlhCW+Oe9MosP4bEbR6VCmVtVTah053ElvTCgt1mb8dYrNnj1I9QqfVEH/xHDcO7SXzXhximRnxQRGcbNQSb6s0XE4e5nzrVxAJsK4ghTYvjnnimD/H/8zCCwuZEDqBw8mH0eg0bOmzpc66qKOx2UzZcJUeIW58O7IJ4t+kZl3YvpnzP2+kWd9BdBw9gXJtOdOOTiM6L5pvu3xLG4+6u3vXiCAgHJlL0Wk5xbphmDd2wmFYQ0Q1FJFGRUWxe/duWrVqRY8ePdidXcjrd1LxMTdlmaMrqlg5yTF55KYVU26RQZl1EiYmUjq07Eabzk2RSGuIuOh1cH4Z/PoRmNlC32UQ1AshZifsfon7aheGl76LSpCyNOMwTXt1wKZPH0wcq6ZNqu7Lyd8ch75cjVPkTWQJSxGpiqDNa9BhJphWTs7v7IjmxN0cOgQ689mQcFxs/ljNoyDoycraTWLiZ6jU2bi69MHPbybm5h6GvlslJWRl5nDr3pywJAAAIABJREFUcgJJdx9QritGkCnRoqwYQywWV0k3dLBzJDdezYOb5aw6NYt+/fozavTIP7UvkyAI5H7+Bfk//IDcuyU3G4yi68RwApq7PnaMnrS0tSQkfoqp1J7g4M9qtZOv4M5e2PYieLaE0dvBtOZGvY9y6vuE12PZ8Mhqf+9/JVqtlh9//JG8vDymTJmCo+Of19/MiJF/Csa1h5F/OoIgEBPzEnn5p2jefBfWVpUby5cyLzH5yGT6+fXjw3YfVrx+M03O0BUXaO5jz7rxLTCpxTHwVNZdXjk6EbFYyvY+PxFo++SoTu7X35D37bfsnB7JFvMYXol4hWmNp9V5jjw7i63zZqLX63lh/sd1Ro9iM4qYsPYKxUoN34xqQueGLmj0Aq/dSWF3jpyZDdz4j8+zb/gWZqazfdFcyouL6P/2HLzDnn7TXZGbzYZFM1Fm5nE9pBhllJNRYP23oJUrK9L+VAlyBLUOJCJk3pW1VCaufzxK9YhSeSE3jx4k+thBSuWFWLnW417jNmyr3wgns3JG5S8n+7iOX557BY2pjM3iclr2qLnB3OPczr/NmANjaO7WHK1OS1RuFGt7rCXMOazWc26lKxi24gL+LlZsndIa89+kid08eoBjq74jpGNXur80Ha2gZfqv0znz4AyfdPyEHj51d/WuEUFAODQbxVktJbp+WDZ3xW5g9Zqbxzl48CAXL11C12MAq8qhla0la8MaYCc1CF2FQsHO7btISUvG1tQV0yxfUEuRyiR4BjsYbOBDnbD4rSNh9m3YOdXQj8q5EeTeAY9mMGwdCfliRv14jXKlmsWnvsW3LBer9u2xHTAAy44dKT2XTdGxFGT2OTjarkSceRE8W0GfL8C1shj2xN1sZm6PpkipZVbPIF5s7fOHF/Vy+VXi731IcXEMNtbhBATMwc6uWcXvVWUaYk6lE30ijfJiDe4BdjTt4Y1nsANqtbpGW/n8/AIEwRD1EoskHDl6hD17fsHBwaG22/jdCDodWQsWIt+2jVzfTtzxG0qPaY3xDqkUGip1HndiZ5BfcBonp240ClqMqekT7iH+MGwZBe4RMGYXyGouuD0Zl8OkdVdp6evAmnHNkZnUnobxV3DgwAEuX77MsGHDCA6uuWDaiJF/O8a1h5F/A2p1AZcu90Iqtad5s91IJJXp5N9Gfcv3N79nUbtF9PPrV/H6tqtpzNwezdQOvszqVXtN9ubkq3x4+hXMTO040HcjrpZ11ycJgkDWvPkUbtvGmlkRHOZWtVqwmshPT2PbglmIJRJemL8EO9faRVKWQsmEtVeIyy5mQb8QRrfyRicIvHk3lW1ZhUz3duWdBm7PvNYtKchnx0dzKcxMp9drbxPYqt1Tn6tWlrP7q49Iu36DcxpTo8D6tyJo9aiSFRWiSpvzMEplJzOk/QU6IPO3RfyEupjfS+a9OK4f3EP8xXPodVq8GjclrWl7vpY5gkjMBPtsAi7MJv6iD9v6TKbE0pZNthLatG7+xLEVKgUv7HsBrV5Le4/2bL+3nQ/bfkh//9rrO7IUSgZ8ew6RCH55pW21iEr8pXPs/eJjfCOb0e+tOYgkYmadmcWBpAPMbT2XoYFDf/+HIAgIB2ZSeN6cMt1zWLVzx7a37xO/0GqtluH7f+W8jTPPWclY1bQhsoe1QDExMezfvx+dTkf37t1p2rQpWo2e9LhCkqPzSI7Jp1SuAhG4+tgYGhyHO+Ho8bCJtfwB/NgDFGkgtYRh6yDgOQBS8ksZsfIiZUo135gn4Lr/Z7S5uYjMrJC6R+DaToWl9gAiU0t4biFEjqnos1Su1vHRgTtsuJhCkJs1Xw2PpKHb0znt1EZ5+QMSEpeQk3MAmcwNP78ZuLn2q8ghLytSc/NEGrdOPkCt1OEd6kiTHt64+9fe96Iwq5QzW+NJvZOPtbuYgHY2mNmJ+eCDD9i1a9cfut/HEdRq0me+Q/GhQzwI7EWKXz/6vBaBm29lPnt+/mli78xAqy0mwH82Hh6jnjzZJxyHzSMMBiRjfwHzmt9rVJqcESsv4utsyZYprbA2+3tT82JiYtixYwetW7eme/fuf+u1jRj5OzGuPYz8W8jPP0XUzQl4ek4gMGBOxes6vY5JRyZxO/82W/pswdfWt+J37+2O4aeLqXw9IpK+jd1rHXtJ7Ek2XH0LW/P6HOi3/ontawStlgdvTEd+8gTL3gvmsuYeX3b6ks5etbtFA+SmJLFt4WxMzS14Yf7H2DjVnrFUotLy2qbr/BqXy5QOvrzbIwhEMDPuAT9l5jPN05l5fu7PLLKUJSXs+mQhGfF36DbxJRo/92RHxUcIej3XD+5h0er1RoH1b0JboDT0pIorRJUoR1DrDVGqBrYVBhUmLn9elKriuhoN8RfOcOPQXrIS72FqbkFop26UtujIh0U6ksvV9HG2ZaarngvfTST9niPbe48jz9GVdW7WdA6v27UODIWZb5x4g7PpZ5kYNpEV0SsY3Wg077R4p9ZzytRahq24QFJuKT9Pa0Owe1UDh9Rb0excPBdX3wCGvPcBJqYyFl9ezOa7m3mjyRtMCpv0+z8MvR5h71sUXHKiXN8B666e2HTzfuJnXq7T8+qdFPbnKmiek0qn9ASmTpmCWCzmwIED3Lp1i/r16zNw4MAaU64EQSDvQUmF2MpJLgLAyl5GmH8G4blzkGgViNq+YajhyU+AFlOg2wIwtSA1v4zhKy9QptGxultDnH46gknuTpy9L2NqpaU4zwVN2MtYDxiF1NWQx3wrXcEbW26QmFvKpHYNeLt7Q8ykzx4t0WpLSE75nrS01YAYb68peHtPRiIxpCAW5ZcTdTSN2HMZ6LR6/Ju40KSHN86etQs6tVLL1QPJ3DyehomphJb9GhDawQPxw7SHP3P+0JeV8eC11yk9d46koCFkN+xOv9cjcPQwtAHQ61UkJi4lNW01lpYBhIZ8hZVVwycPnHQGNg4FRz94cS9Y1Bzpup9bwpDvL2Apk7DjpTa4WP+9LSlyc3NZuXIlbm5ujBs3Donk742cGTHyd2Jcexj5NxEXP58HDzYQGbEeB4e2Fa/nlOUwZM8QnCyc2NRrU4W7n1qrZ8QPF4nNKGLny21oVK92A6yXruzhTOw83G0D2d37x4qartrQK5WkTpiI/G40i9/xIVGTyarnVz2xzj0r8R4/fzAHSzs7hs37GCv72rM+tDo9C/bGsuFiCj1D3fjihQhkJmLeu5fO6vQ8xns4sSjA44n9vGpDo1Ky78sl3L9+hTbDRtFq0PDftbY2mlz8wxE0elRJCoNBRXwh2txyACT2sspaKj87xLK/ZqFTUpDPzWMHiT52iDKFHAf3+kT06IN183YsfFDAkfwi/C1kLAqoT2i5nJ8Xv4q8UMy+7iNJcvdlRX17+gT5PvlCwJpba/ji2heMDR7LlrtbiHCJ4PvnvkdaixmAXi8w7adrHLuTzaoXm1Xr/ZOdlMi2Be9i7ejMCwuWYG5lzXdR37H85nJeDH6Rt5q99fuFqF6PsPtN8q96odS3wLaXD9YdnmyLXaDRMi4miSuKUhb4u9PXRMfq1auxt7dHqVRSWlpKp06daNu27VMvWksVKlJi8hAu/UBQ0deU6Bw5WvIu5oHN8Am2xqfgRyyjvwIHP0NzWs/mpOSVMvybc8iUuWy12Iqr/hSCvS8lNgPIPxJH+Y0bIBZj0aYNVxu2Zm6+I1Y2liwdGkG7gGe3QRUEHZmZO0i8vxS1Og831wH4+b1dYS1bmFXK9cMpxF/KBhE0bOVGk+e9a+0ZZhhTIOFaDue2J1AqVxHU2o3WA/2rpU/+WfOHTi4nbeo0ymNiiAsaRUlIZ/q9EYGNk8GAorT0PrdvT6e45Db1Pcbg7/8uEslTCKDUi7BhENh5wrj9UEsKRk6RkkHLz1Ou1rHjpTb4ONVcm/VXoVar+eGHHygtLWXatGnY2NT+MDZi5L+B/+W1h5F/HzpdOZevDECnLaZlywNIpZVZEGfTz/LSsZcYEjiEea3nVbyeU6Skz9dnMZNK2PNqW+wsaja90AkCA89s4n7SEoKcmrKxx/fIJLW7QIPhmZk8ejT58kwWvOqIXChlfc/1+Nn51Xleetwddix6HxtnF4bNW4yFTe0RM0EQWH02iUUH7tC4vh2rXmyGo6UpCxMzWJ6Wy6h6DnzS0BPJM4osnVbLkRXLiD19gsgefen84mRET+lAbBRY/0C0+eWGnlSPolQaPZg8ilI9rKVyNv/LHMMEQSAj/i43Du7h3uXz6PV6fJs0J7JHX1yCw/k2LYdvUnOQiES85ePG5PpOJJ47xZGVX6E10XCo6wvccg/lU3dHRgfVYUP9GFeyrjD5yGTaebQjNj8WU4kpm3tvxt6s9i7diw/cYcXp+8ztE8yEdg2q/E6elcnmuTOQmEgZ8cGnWDs6sfHORj6+/DED/AewsM3CZxBXOvQ7p5N/vSEqfTh2A/yxalV7WP0RKeUqRkXfJ02p5ptG3vR1sUOtVrN161YSExMxMzNj7NixuLs/eawqqMtg33SI3org/zwPQpaQFKclOTqP4gKDAYSzK/hoD+LDrzi0Hkzhg+6Upm3F0WQ9MpGawiav4dprVoUFuDo5mbStO8jZvgu74nxUMnPsevXCZeggzCMjn+lvrrDwIvH3FlFSEoutTSQBge9ja9MYgNzUYq4dSibxRi4mJmKC27sT0c0La4e6hUl+RglntsaTHifHydOKjiMaVknRe5w/Y/7QZOeQNmkSqqRkbjUajz6iLX1fi8DCxhRBEMjM/Jm4+IVIJGY0CvoYZ+cn1xoC8OAarO8PVi4w/gBY15x3XqTU8MKKi6Tkl7JlSivC69eeKvlXIAgCO3fuJCYmhjFjxuDnV/cD0oiR/wb+19YeRv79FBXf4urVITg7dSM09Osqz+wvr33J6lur+aTDJ/Rs0LPi9WsphQxfeYHWfk78OK45klpqq0u1Op779QeKM76lhXsnVnT9AhNx3SUomsxMkkeMJMtcxftjTZBKZWzouQE3y7qNKFJvRbPr4/nYe/wfe2cdV+X5/vH34XDobgRpAVFQMbA7sDFmzJw1Z2xuzllzM6bTbU4XOjuns3XWbGcrBgom3d1x4OTz+wOLr5TM3/K8/+LFE+c+D4f73J/7uq7P5cigeUvQMzKq9PwT91OZtjsEa2NdNo9uiru1EV/FpLIiLo2Btuas9HZCu4Y144JazYWfN3H72CG8W7UjcNI0xNpVp+ZrBNbfAEGhQhb9tJYqPAdl5tMolYXecwt1XTdTtHT+f9NxlHI5j69eJOTEEdJjotA1MKR+hy407NoTU1s7TmXlMy8iifgSOUE2ZnzuUQsrkcD5LesIO3sSPTsZJ9sPINisOdPM9ZnVsBqpUbywEzXUNsREx4TIvEi2d9+Ol0XF1+8KjmfWgTBGNHdmYd96ZSaRotwcfvlsBjKplCELlmHpUJsjUUeYc3kOHWt3ZHn75VVOCq+gUqLe9wGZdxsixwvzQd4YNqraDjS0QMqw0GgUaoEtvq40NzMiKSmJAwcOkJWVhb29PSkpKfTp0wd/f//qjycrCvaMLDW36DAX2kx/XjMlCALZKUXEhmYSF5ZFanQeVmIRLQxjsdFdja5WOMUOrXgnYygP5Tb8PC7g+YL98L1k5h4MQ1CpWOahpOHDqxScOoVQXIzE2QmzoCBM+/RB4lB+k8KXkUrjiIxaSkbGKfR0a+Hu8Qm2Nr0QiUQkR+Ry+0Qs8Q+y0dHXxre9Aw061kbfuPLGv/JiJcHHYgg7l4hET0zzvm74tHGo1Gzjj84f8vh44seMRZ6Rxd2649FvGkCPSX7o6mujUOTz+Mlc0tOPY27eAh+fb9DTraaDUco92Nob9Mzgnd/AtPxnWqJQMXpzMLdic9g0uiltPWve66Om3Lp1i6NHj9KhQwfatWv3p7++Bg1/Bf/2tYeGfyexcWuJivoKn7pfY2/f//nvFWoFY06MISI3gj299uBk8sJVd+eNeOYcDGNyB3dmdPMu77YAJJXICTz7A2RuoYtLT75puwQtUeURHVlkJLHDhhPvYsC8PkXYG9ViS+CWKmu5Yu7e5tBXi7B1dWfgp4vQ0a88LfFuQi7jtt5ErlSzdkQTWrhbsiI2lWUxqfSxMWNVXWckNRVZgsDNw/u5tHMLLg386fPRHCR6lW8EawTWX4QisxjZ07S/kqg8UKpBWwtdN9OnBhXmaFv9/0WpXqYgK5N7p48TeuYExQX5WDo60SiwF3XbdEBHT58YqYy5EYmcyy7A00CPJZ4OtDY3Jjs5kSMrlpIZH0stLxmH2gRyQbsTPbSL2dSmRbVeW6lWMuH0BMIywmjt0Joz8Wf4ut3Xlbr6XYnMZNSmYFp6WLFpVJMyFqMyaRG7F8wmJyWJQfOWYF/HiwsJF/jg/Ac0sW3Cqs6rqgxrv4JKgWr3+2SGBaDAFcth9dCvX3W63LmsfMY9iMVCImannzvuehIuXbrExYsXMTIyIigoCGdnZ3bs2EFcXBzvvPMOjo7VaG735LdSx0AtLRiwATwqjpYIKoHsI/eR3FqOsfhXZIIRl/LfIUreBn0PM1YV5FKsVrN2ZGP23krkYEgSjZzMWDm4Ic6WpSloqsIiCk6dIu/QIaTBwQAYBARgGhSESdcuaBmWTVVTKguIiV1FQsJWtLS0cXaeiFPtsWhp6RJ3P4s7J+JIicpD31hCg061qd/OEd0qmloLgkB4cBpX90ciLZDj06oWzYPc0DeqXJDBH5s/Sp48IX7sOBRSObe9J2LZujHdxtVDW0dMbu4tHjz4EJk8HTfXD3F2Ho9IVM1NkLSHsKVnqQX76GNgXn6kV6UWmPrLHY6HpbJycEOCGlUtbN80ycnJbNy4ERcXF4YNG/ZGGzRr0PB35t+49tDw70cQVNwJGU5BwUMCmh1FX/9FGUNKYQoDjwzEwciBn3v8XKav6OwDofwSnMBPw/zp7mtf4f3v5Bcx5PxydHP38pbnYOY1n1vlWlV65w7x74zhcQsHFrZKwdfKl7Vd1j6vB6uIiJvXOPLtlzh4+dB/9nwkupWfn5At5Z0tN4nLKmJpfz8GNHZkdXw6C6OSCbQyYW09l+fGYjUh7PwpTq/9ETv3OvSb9Tn6xhWnymsE1p+EWv4sSlUqqlRZpSlc2pZ6pREqL3N0Xf//o1TPEASBpMcPCPntCBE3r4EA7k2a0SiwN7Xr+SESiZCq1Hwfl8bq+HR0tER87GLHWEdrJFoiHl06z+n1q9DWkVDXpoitnZtxQtQLr5IYLnTvV+1xfHfnOzaEbaCPex8ORx1mbP2xTGs8rcLzI9ML6b/6Cnameux7ryUmLzmoKeVyDnz5OUlPHhL0yWe4NmzMrdRbTDwzEQ8zDzZ224ih5DXrVpRyVL9MJeNhO1QiByxH+6HnWXHa4jN+Scni4ycJ1DXUZ4efG+KCPA4ePEhSUhK+vr706NEDff3S2h2pVMq6detQqVRMmDABY+MKDB3UqtJ+V5e+AfsGMGh7hQtzAFW+jILNGzDKXoG2KAOh4UjULT4g5eA6YsPlxKpaEy83Y4exjKKn881Y/9rM7FcPnQqMLOSJSeQd/pW8g4dQJCQgMjDApGtXTIOC0GvSiJS0fURHr0ChyMHefgDubh8hkdgQdSed2yfiyEosxMhCF/+uztRtaY92NT7vmYkFXNwVTkpkHjbOxrQd6oWtS/Xrf2o6f0jvhJAwcSIKQcJN70k4dWpIhxHeIFITG7eamJgf0NdzpF79lc9THqtFRjhs6QFa2qXiyrL8dDtBEPj88AO2XYvj0551GdemerWMb5Li4mLWrl2LWq3m3XffxdDwz6370qDhr+TfsPbQ8N+kuDiJ4Js9MTT0xL/RTrReytr5PeF3pp6bylDvocwJmPP89zKlisFrrxOeVsChya3wtK3YXOpQWjbTryzDoOB4leu2ZxScO0filKnc6evFMu9IOjp1ZHm75Yi1Kl8HPL5ygWM/fIOzb0OCZsxDW6fyjdW8YgXv/Xybq1FZfNCpDtM612FTUiZzI5LoaGHMxvqu6FfQ+6s6RNy8xrHvvsLUxo4BcxZW6Hb4pucP8fz58+e/sbs9Zffu3QwePPhN3/b/FUEQUGYWIw1JJ/9MPLmHIim+k44yTYqOgxFGrRww6+2OSRdn9LwskFjpl9uc9k2jkMt4eOEcJ9d8R/Cv+yjKzaFht570mDKdBl16YGpTmt50LCOPkWHRnM7Kp5+tOVt93WhvaYJaIefsxp+4sns7dq5uNM3PZmsvH45o98O84BY3ug+p9g73hYQLfHHjC9o5tuNc/DlaOrRkQcsFFYabs4vkDF1/HbUgsHN88zIOamq1imPffU3M3dt0n/wRdQJa8ijrERPPTMTO0I4NXTdgovuaRflKGcqf3yfjcWfUYjusxjZCrxKbcCj9u38bm8Znkcm0NTdmh58r0ffusmfPHkpKSggKCqJ9+/ZIJC+EoUQiwcXFhZs3bxIXF4efn9+rz7AoC3YPg3s7Sy3UB22v0AwBoCTkAaot72BcshVMHBEN34koYAJaRhaYNO6Mk0MRdZNncFmsSzDOaCFCWwCvCBmJF1PITi5CrRIwMtct0+BYbGKCYdOmmI8YjmHLFqBWUXDyJGmhu4nUWkN6yRmMdDzwa7gWe7uhRNws4NTGBzy8lIyuvjatBnrQYYQ3dm6mz13+KkImVXD1QBTntz9GIVPTZrAn7YZ6YWT+es55NZk/Ci9dImHiROQ6JgTXnYJnn8a0G+KFTJ5CaNi7pKYexM62Lw0arMVA/zWaF2dFwZZepT+POgpWFXeKX3U+kp8uRPNuWzc+6Oz5WuN/E6jVavbt20dKSgrDhg3DyqrmJicaNPwT+SeuPTRoAJBITNDTrUVC4ma0tHQwN2v2/JiLqQuFikJ2PNqBp7knbmalm3faWlq097Jh7+1ETj1Mo18jhwpdg72N9FHq1edaVhJhiQfQFevib1t5mYOuqyvaNjYYr96LVZ367FEFk12STVvHtpVGwKycXDCxtOb2sUNkxMfgGdASrUpEmZ5ETO8GtUjJK2HzlVgSsqV81MwFB30d1idmcie/iB7WpujUMJJl6VAbB+96hJ45wePLF3Bp2LhcI443PX+82YZL/zDUchWyqNzntVSqp0YD2tb6GAXYl0aqXE0Q/QGb65qSn5HO3VPHCDt3ipLCAqycXOgyYQp1W7cvE3KNlJYwNzyJCzkF1DXUY5WPM83NSosLX04JbNK5O/aHjrPhbS8O6AzCrOgKZ9sPqrYDXmJBIrMvz8bDzIPQjFAcjR1Z1nZZhTsZMqWKd7ffIjW/hF0TmlPb4kUuriAInN34ExHBV2k/chx123QgLj+OiWcmYqRjxLou6yo1yygXRQmKbR+QGRGIWmKO9YTG6FRiFQ6gVAvMDE9gR0o2g+zMmV/LnMO7dxEZGYm7uzt9+/at0HnNzs6OoKAg9u7dy2+//Ubv3r1fHEy6U1pvVZgOvb+HxqMqHIOgUFDy85foxq5CJBJQNZ+LuMuHIH6pIFMkIsa+O9MMLLmXJ2Wg+ALvOqUyJms4ByVK3rc3JyY0k8fXU9ESi6hVxwwXXytc/CwxtTZ4egsRBo0bQ10L0vonk5XzO9oFepivF5Dci+Z2syPEmqYilYmxdjImcEJ9XBtaV6sxsaAWeHw9lWsHIykuVFC/jQMBfd3QM/xz+j3lHz9O0iczkZk5EOz5Ho0HNcC/mzPpGb/x+PEcBEHAx2c59nZBr3fjnDjY2gdU8tLIlXXFomlXcDzfnAqnfyMHZgZWnA///8nVq1cJDw+ne/fu1K5dtVOmBg0aNGj4+2Bn14fMrHPExHyPpUUbTEz8nh/70P9DQtJC+OzKZ3hbeONoXFqeYGeqx0/D/Rm67jof7r7LhpFNKvze/sjFjkjpB5x5WMzKOysxkhgx2LtyQWH+1lsoMzLo8P0P5HzQkF3he7A2sGZig4mVXle/QxeUcjlnN/3E8R+W0/P9GWhVst7U0dbi64F+OFsYsPx0OEm5xawd0Rgdbyc+fBzPsHvR/OznhpF2zdbjtX18GTx/KfuXfMauz2fSf9bn2HtUz3egpvynBJYgCCgzikvT/p7kIIvJA5WASKKFrrsZxm0cSmupLPX/svElPgzjzm9HiLp1AwCPZs1pFNgbx7r1yxpDKFWsiEtjbUIGeloivqjjwOhaVs9dVx5d/p3T635EW0eHXiPHo/XVCvYG+rGt1kgcZdeZ7+lHLZPqFd/LVXKmX5iOIAgIgoBcLee7Dt9holO++BAEgVn7w7gZm8MPQxvh71RWLF3du5PQMydo2ncgjXsGkVqUyoRTEwBY12VdlW41r6AoRr7lQzKjeoGuETbvNUViV3lqVJFSxYQHcZzNzudDZ1t6SrNYv2YXCoWCHj160LRp0ypzlOvVq0dKSgqXL1/G3t6eJk2awO2tcPxjMLKFMSfAoeIdIuWTawh7p6KvjEBh0grxiB8R25RNKxMEgV03E1h45CE62lqsfrsRPeTpcPJndnOXoXpf8GN6JlunNsFeKSY2rLTn1uW9EVzeG4G5nQEuvlbUri9ByjaSkn9GS0sPd/dPsLUcRqgshjuWqciUYszSwvFMPoezgRNm0n6IBEug8sksI76Ai7uekBqdj52bCb2nNsTa6Y81NX4dcnbtInXBQopsPLntOZ7WIxvi3dKcx4/nkJyyBxOTBtTzWYGBQfXcMZ+Tl1hqaCEvKO1zZetT4amnH6Yx52AY7TytWTbQr1qi9E0TExPD2bNnqVevHs2aNav6Ag0aNGjQ8LfDy3NBab3ww49o1vTw856TErGEr9t9zaAjg/jk4idsDdyK5OlGbFMXCz7r7cNnvz5g5dkIPupS/magSCRihbcLA4qnER1dwuIbizGQGNDbvXe55z/D6r33UKan0++73eTM9mPV3VVY61szwHNApdc17NYTpVzGhZ83oS2REDjpw0ot00UiEVM71aG2hQHyzeONAAAgAElEQVSf7Aul/09X2TK6Gat9nJn8KI7B96LY6eeGqaRm0sXGxY2hC79m3+JP2btwLn0+nouLX6Ma3as6/OtrsNSyZ1GqUlGlypUBoG2j/9xCXdfFFJHkrysEV5SU8Ojy74ScOEJmQhx6xib4dexKg649MLEq63wnCAKHM3JZEJlMskzBYDsLPnW3x1qn9B9NIZc9dwl08PahY/tu5Mycw5lWAXzRezR11HdpoZXJso6fVHt8X1z/gt1PdtPEtgm30m7xfYfvK+3w/cPZCJafDmd6F0+mdiqbUnX35DHObvqJeu07023iB+TJ8hh9YjSp0lQ2dduEj2XFC9lykUuRbfqIzNi+aBnoYfVeABLryp1rMuQKhodGE1ZQzCI3W8xvXyM0NJRatWrRv3//10qtUqvV7Ny5k/ioJ7zvkYBRxEFw7wj9N4Dhq82HASjJQ7lvDuLIHagFC5TN5qPbYwT8j6DLLpIza38opx6m0dLdkuWDGmBv+lT8Z8fAoUmkxD1mqLCETMzYOrY5jZ1LxWxehpTYsCziwtIoVP6Klc+vaOlIEQq6YGP+Hvlpejy6moKiRIWzryX+3ZwwlyaQd+gQeceOo87LQ9vWFtM+vTENCkL3f2y+S4oU3Pg1mvuXktA3ktCinwfeze0QvQFxUZ35QxAEstauI2PlSvJqNeCe1zt0Ht8ImzoZ3H8wDak0Bmfnibi5foBWBX3ZKqQgFTb3gKIMGHkIHBpXeOqt2GyGbbiBt50xO8c3x1D3z9+zKigoYM2aNejp6TFhwgR0dV/TFEaDhn8Jf6e1hwYNNSU75xohISNwcBiKt9eiMsdOx53mo98/YpTPKD5u+vHz3wuCwIx9oey7nci6EY3pWq/ijeoMuYLAm/eRJy1Fq+QJK9p/S0enjpWOSVCpSJr2ITlnT/P9p/UIVkawsv3KSteCz7i2/xeu7tmBX6dAOo+fXC0zuBvRWUzYfhttLRHrRzUhVV/Euw/iqGukx+4G7pjXUGQBFOZkc2DJZ2QlJdJj6nS8WrQBNCYXVSIIAsp0aWna35NsZLH5pVEqndIo1bNmv9pV9O35M8hLTyXk5DHunz+FrKgIaxc3GgX2wrtVOyQ6ry6SnhSVMDc8kcu5hfga6bPE05Gmpi8iNS+nBDYLegs/S3tSPp7BjbYdmd1/OHV4jH3OAX7ut7vatudHo48y+9Jsmto25WbaTSY3nFxpaPjIvWSm/hJC/0YOLB/UoMw/0pNrlzn63TLc/JvSd/pcitUljD81nifZT1jTZQ1N7Zq+xtMD5EWUrJ9BVkIQYiNtrCa3RLuKep8oaQlv34smXa5koZUeGSePUlBQQLt27WjTpk21UyZfpiT1Cfnrg7BRJSMLeB/dbvOhvNRJQUAI249wZCYieTbFekFIRi5F4mD7yqkXwjP4eO898qQKZnTzYmxr11cjI2oVXF9N6ukfGCqbTbqWNdvGt6Sxc2kn9aysC0REfklRUQR62o0piB5O7G0TVAo1AHpGErya2VGvbS3MbA2e/63UcjmF586Td+gQhZcugUqFnp8fpkF9MQnszpMHUq4fikYmVeDb3pFmvV3RNXhz6YBVzR+CIJC+7Cuyt2why6k5j7xG0G2SHxgeJjLqa3Qk5vj4fIOFRcvXf/HCjFK3wLxEGHEQnAIqPDU8rYC31lzDwlCHfRNbYGn05wsblUrFtm3bSEpKYvz48djavvpZ0qDhv4JGYGn4txARuZT4+PU08FuPlVVZ8bP4+mJ2PdnFjx1/pF3tF204ShQqBq29RnRGEYcmt8LDpuJeVI8Ki+l9KxST9GUgi2V159U0t29e6ZjUMhkJY8eR/fAuSz9xIUqZwoauG2ho07DS6wRB4PKubQQf2ot/9z60HzW+WiIrKqOQdzbfJC2/hBWDGyKxN2Dcg1jc9XXZ09ADK52ai6ySokIOfbWIpCcP6fTORBp266kRWOWhLlEii8x93uxXlfc0SmVr8NRC3QJdFxNE2n+9XbEgCMSH3SPk5BGibgcjEomoE9CKRoG9cPDyKfdDV6hU8U1sKhsSMzAUi5nlZs/IWpZlOl2/nBLYfcp0zB5HkrpwIQ+69WBa76E4EU3jvK+Y0+VX7I0qtvN8majcKIYeG4qDkQNRuVF0curE8vbLKzS1uB2Xw9D112ngaMrP4wLQfSlXNv7+PQ58+Tm27p4MnLsQQVuLSWcncSv1Fivar6jWLkgZZAUUr51NVnI/tE1FWE9ujdikcqeaW3lFjAyLRgRMLkon/dolLC0t6devX/Xs1ssj4gwcGIdapWSfuit5ti0YPXp0GVMMALJjUP/6EVpx55Cr3Snx+hzjQb1eqe8rUahY+ttjtlyNpY6NEd8NaYRPrSrMPtIfk7r3I4Ym9iddZMWawXYYs46srAvo6ztjb/UR0VdcCQ9OBxE4+VhgaK5LalQ+WUmFAJhY6+Pqa4WznyW1PMwQP/1fUWZmknfkKHmHDpGRXEy45xDyjZ2xsYL24/yxdnnzDXQrmz8EpZKUzz4n78ABUlw7ElN3EIGTnMgoXEhW9kWsrDrjU3cpEslr1vABSLNLDS2yo2H4PnBpXeGpybnFDPjpKkq1wIH3WpapMfwzOXPmDJcvX6Zfv340aPAazogaNPwL0QgsDf8W1GoZN28NQCZLIyDgN3R1XmTWyFQyhh8fTkpRCvt67ytTVpGcW0zvHy5jaiDh18mtMNarePPzTFY+o0JCcchaCsp01nVZV6VYUuXnEzdsOJnZicyfakmeIGVb9224m1XezF4QBH7fup47vx0moN8gWg8ZWa3nkFUoY8L229yOy2F2d2+86lvzzv0YauvpsrehO7a6Nd/cVchlHF25jOjbwbQYOJRvftmvEViCIKBMk76opYrNB7WASEeMrofZ02a/5mib/fVRqmfIS4p5ePE8d08eJSsxHn0TU/w6BdKgS3eMLctPSRMEgYPpuSyITCJNrmSYvQWz3WqVUe3/mxLYY+oMZL/sJnPVKmL6DWRytwGYqxMYI/sMT68v6epWcb+ql5EqpAw5NoSckhyUaiV2hnbs6LEDA0n5C8mEbClBq65gpKfNwUmtsDB8IXbSoiPZvWA2ptY2DJ6/DImBPjMuzuB03GkWt15MH/c+r/EkgZJ8pGvmkZ0ahMRCwGpyG8RVGCqcyMhj4sNYrMVa9HkYjCo5gaZNm9KlSxd0qrAQLRe1utR+/fwSsK0Hg7bxKF3O7t27adSoEX369CkVy0o5XP0e4cJXCCox+cJIdPp9iEHDV8P3j1Ly+WBXCOFphYxu6cKs7t4VOgK9gkpB4sllDLluT4bKnI8bb6Kle3cSrrcg6m4u2tpa1GvjQMMutcu4+hVklxD3tG4r8XEOKqUaHT0xtX0scfGzxLmeJYjg+qFoHl5ORk9LjkfsYayjz6NtaYlpr16Y9gtCz/vNGTtUNH+oZTKSpk+n8MxZ4jx6kVa/L+3GFhGfOg+VqpA6HnNxcHi7Zr3oinNhWx9Ifwxv7wb3igV/rlTOW2uukZpXwu53W1QtgP+fePLkCb/88guNGzcua7KiQcN/FI3A0vBvorAwnJu3+mJh3ho/v3Vlvtvi8uMYdGQQXhZebOy2EclLqfDXorIYvvEGnbxtWDO8caV1wRsSM5j3+AEuWV8iUhewudtmvCwqN39QpKURO3QoqTolzBuljUSiy/bu26usnxcEgTPrVxF69gStBo+gef/qOfaVKFRM33uPY6EpvB3gRPe2Lox6EIOdjoR9Dd2ppVeDNdxT1CoVp9b+wIMLZ7ii0PlvCix1iZKSiNJaKll4Dqp8OQASOwN0n6b96Tr/PaJUL5OTmszdk8d48PsZZNIibN08aBTYG68WbSrtDfCosJjZ4YlczyuigbE+X3o64m9S1rghOzmRoyuWkvE0JbBl/yGkL15C7p49pI0YzYQ23RHJM1go+oQYSRtmtV1ZrTELgsDMizM5GXcSOwM7ChWF7Oq5i9om5TuT5ZcoGPjTVVLzSjgwqWxYOic1mV2ffYK2jg5DFn6Fkbkl86/N50DEAWY2nclwn+HVGtNzinMpWr2InIze6NiosZrUFi29ysPEm5MymRueiBsq2lw/jaVEm6CgIDw8PF7vtZ+PIae0cXDESfAbDL1Wgk6p8Dx37hwXL16kR48eNLNVIhz5EFHmY6SqlhRZTsN8eFu0rcqaqKjVApuuxPDViSeY6Ev45i0/2nvZlPfK5aJWy0lM2kFMzPdkFolYfv0DMkvMGVCoj5uODn4dauPXwRF948onIYVMReLjbGLDsogNy0SaV/o/JtISIQgCXgF2tBlUBx1JqS163sFDFPz+OygU6Nati1lQX0x69ULbsoLas2pS3vyhKiwiccoUpNevE+E1iIJGnWkw4BxpGdswNPSkfr2VGBnV0BFIVgDbgiDlHgzZCZ5dKzy1RKFi+IYbhCbmsXVMM1q4/7H3WlNycnJYu3YtZmZmjB079tWIqQYN/0E0AkvDv42EhC2ERyzCy2sRjg5vlzl2PPo4My/NZJzvOD7w/6DMsU2XY1h49GG5tfAvIwgCs8IT2R7/BJesJUhEKrYGbsXF1KXSccmiooh7exhxLgbM61OEvVEttgRuwVT3VfvzMq+nVnNi9QoeXjpPuxFjadKren1Y1WqBr0894affo2jrac3YXl6MexyHuUSbfQ3dcdKveYq+IAjcOf4rizdue6Pzx9/WRVAQBBQpRU/T/rKRxxWURql0xeh5mD1v9qtt+vcr6BbUauJCQwg5eZTokFtoaWnh2bw1jQJ7YV/Hu9Id9nyliq9jUtiUlImJWMzXXo68bV82HRBepASKdXToP3sBzt71SPpoOoVnz1I4dRpTGrRCUVzAEvGnPC7WZWa7pdUe/+4nu/kt9jc8zDyIzovmp84/VSiulCo1k3fcITqjiG1jmpURV4U52exfPA9BrWbAnIUYW1jx7e1vORBxgHf93n19cSXNpnDVMnKzgtCtpcRyYrtKGz2rBYEl0Sn8GJ+Od1Eure5cooG3F7169cLAoIYpXSmhsGcE5CVBj2+g6bgy5hTt27cnOykSyfEPgfuotezIkX+OOKAPVj3cXjFTSc0r4eO997gcmUnnurYsG+Bb7VoeQRDIyjpPROQSpNIY9CXNEEcOom+6CXuNSzhoJGWj+ToCGnwExlU3vZXoinFtYI1rA2tSInM59/NjclOlaEu0UMhUPLmeSnJ4Li6+ljj7NcDh23bYFeaTf+w4eYcOkfblUtK+/gajNm0w7ReEUfv2aNUkOvg/KHNySBg/gZKHD3noMwraeOPeYhlpGY9wdBiBh8csxOIaRqvlRbDjLUgOgUHbKhVXSpWaKTtDuB2fw6q3/f8ycaVQKNizZw+CIDBo0CCNuNKgQYOGfymOjiPJzPqdiIjFmJs1x9DwxXd5D7ceBKcGsyFsA01sm9DKodXzY++0ciEsKY9vz4RTz8GEjt7l1+eKRCK+qONITLGMG8zAIfNLxp8ez7bAbZWWk+i6u+O45ifU74xh1kU7FraO4/1z77O2y1r0tCv+PhZpadHtvWko5XIubN+ItkSHht16VvkctLREzAz0xsnCgE8P3Sd9ZwmrB9ZnakwS/UIi2dvQAzeDmukBkUhE455BsHFbja6v8L5/pwiWulhJSUTO875U6oKnUSp7w+e1VDrOxn9Kg9+aIC+W8uDCWUJOHiMnOREDUzP8OnenQedAjCwqX4wJgsDetBwWRSWTKVcyopYls9zssfgfp5T/TQns+f4nGIi1SZg0meKQENTzPmekS30yi2XMUk3HQJ1Eq4AjeJhXb3c/LCOMkSdG4mDkQFx+HB83+ZhR9crv4yQIAvN+vc/P1+NZ2t+XIc1eNHCVSYvYPX8WuakpDPpsCXYenmy6v4kVt1cwxGsIcwLmvF4qlzSb/O+Xk58biJ6TEssJ7SqNVsrVaqY9iudAei71U+PoEPuI3j174OvrW7MUMoC7v8DRaaBvUboYr/0/phyCAPd+QTj5KeriHG7SFAthGo4Dm2Lg+6ol/m9hKcw+GIZMoWZeLx+GNqtd7bEVFj4hImIx2TlX0NZyIuvBYFLC6mBsoU+jrk5Y+VowfP0FkvNK2CxZRvPWXaDDXJBULkSk+XKuHYri8dUUDE11aDWwDh5NbJDmyYm7XxrZSniUjVKuRltXTG1vc1z8rHCub4l2ejy5hw6Rf/gIyowMxKammPTsWZpCWL9+td/by/OHIiWF+LHjkCUkEur1Dsa9FRg4b0Us1qOu91KsrTtX657loiiGnYMg9jIM2Aj1+1d4qiAIzD4Qxq6bCSzqW48RLVxq/rp/kKNHj3Lr1i2GDBmC9xtMzdSg4Z+OJoKl4d+ITJbGjeCe6Ok50KTxvjLOuMXKYt4+9jbZJdns7b0XG4MX2S/FchUD11wlPlvK4SmtcbWquH1NnkJJrzsRZBZEYpq+BCt9S7YEbsFKv3JX5YLz50mcMpU7veqwzCeKjk4dWd5ueYU9Up+hUio4/O2XRN8Optt706jfvvrf5RfDM5i04w6GumLmvOXL7LR0JCIRext64GlY89Kgf5XJhaB+FqUqraWSx+eDGkR6YvTqmD8VVeaITf5+UaqXyU5O4u7Jozy4cAZ5cTH2Hl40CuxFneat0a7G7vL9AilzIpIIzivC38SALz0daWD8aoTlf1MCWw0ajio9nfjx41HExaPz9TeMMKtNYrGM/jnf0N30GkW20+hXf2q13kduSS6Djg5CppKRXZJNL7deLGm9pMKF8bMQ9Ltt3Zjdo+7z3yvlcvZ/+RnJTx7Tb+ZnuDTwZ1/4PhZcW0B31+4sbbO0QqOM8hAKM8j/fjUF+R3Rd1dhMaZtpSI7X6li9L1IruYX0yz6Af21lfQLCsLUtPLQdYUoZXBiNtzaCC5tYOBmMPofwZQRDsc+gthLKA39iMkZwR7ddKysrRgzvmwKV6FMyYLDD9h7OxE/R1NWDm6Im3XFbj8vI5dnER2zkqSkXYgwJDciiJS7LTG3NcE/0Jk6TW0RP302GQUyhq67SlJWAZvES2hhB/RfC/avmiGoVWruX0zixuEYlDIVDTrXpkkPF3TKSb9UylUkheeW9twKzaQwp9RUxsbZuFRs+ZihnxBG/qFfKThzBkEuR8fDHbOgIEx690FiW3n647P5QxYTQ/yYsSiy87jbYCTWA26hZXwVc/MW+Ph8g57ua/ZLK/MmZLDrbYg8C/3WQoPKc8GXn3rCD+cimdrRg+ld/3+bE1bGvXv3OHjwIK1ataJLly5/2Tg0aPg7ohFYGv6tpKefJOz+JFycJ+HuPr3MsejcaIYcG0J9q/qs77K+jLhJyJbS58fLWBnpcnByK4wqaSUSWyyjx+1wTBRRqJIW42TixKZum6pM+8vdv5+UuZ9ybpQva2o9YpDnID5t/mmVm6pKuZxDXy8iPuwePaZOx7tVu0rPf5nHqfmM2XyT3GIFM/vX45uiPNQC7G3ojo9RzXrZ/uMFllqqeF5LVRKeg7pQAYCklmGphbqXOTq1TRCJ//xmna+DoFYTc+82ISeOEnv3NlpibbxatilNA6xmd+hchZJlMalsTcrETCLmU/daDLGzQKucD+XLKYE9pkzHtWFjZBERxI+fgLqwEOMffmSEtimRRTLqRP3GbNf1hIu8mdj+aLUiB2pBzZSzU7iWfA1tLW1cTV3Z1n1bhaHes4/SGL/tFp3r2pYpolSrVRz5dimRN6/R4/0Z1G3VjlOxp5hxcQYta7Xk+47flynGrAqhII287zZSWNgGQ281ZiPbVtprKUUmZ0DwI2LlKjpG3GNKw7o0a9YMrUqa21VKXiLsGQlJt6Hl+9DpcxC/NEEpSuDScri8AkFiQIFkHPmZ7TBq6Uiqh5xde3bj5+dHv379EIlE3InP4cPdd4nPljKpvTvTOnsiqUZEVq2WkZC4jZiYH1EppRQkdCblTg8s7exo3N0ZtwbW5T6XjAIZb6+/TkJWIZsMV9NSeR3azYTWHz1/H8mRuVz8JZyspEIcvc1pO8QT8yoaNT9DEASykoqei6202HwQwNBUB2c/K5zddDGJuUHhkcMUh4SAlhaGLVti2i8I406d0NJ79fPVv39/dixaRML4CShKlIS274VN4DFEkhzc3D7C2Wk8otcQ6K+glJf+TcN/gz4/gH/lbkbbr8Uy79cHDGlamy/7/4EI6B8kPT2d9evXU6tWLUaOHFmjlgIaNPyb0QgsDf9mHj6aRUrKfhr7/4KZWZMyx36N/JVPr3zKew3eY1LDSWWOXY7IZOSmG3SrZ8fqYf6Vfoddyy1k0N0ofMURpMYuoa5lXdZ3WV+hwdkzMtesIWPld+yf2oDdRg+qbOnzDIWshANfzifpyUN6fzSbOk1bVHnNM9LySxiz5SaPUvKZEujFdomMEpWa3Q3d8SsnSFEV/ziBJagFFMmFz9P+5PGlCzCRvjZ6dV70pRJXUYD/d0EmLeLB72cIOXmU3NQUDM0taNC5O36dAzE0q541tFoQ2JWazeKoFHIUSkY7WPGJqx1m5TROKy8l0NjSCunt2yS8NwmRrg6Wa9cxqljMvQIpZvfjWOj5MSVo073tZcz0qlcnsj50Pd+HfI+FXmkPpV09d1WYf/swOZ+Ba67iZm3InndbYPDU1VAQBE6v/5GwsyfpMHoC/t37cDX5KpPPTsbXype1Xdair139nQUhL4Wc73YglQZg5Ctg+nabSieG0Ow8BodEUKgWGJISyYzATtjYVN8s4hWif4d9Y0qjHUGrwadv2eNR50ujVtnRKGv3JSN+MGqRBRYD66BfvzSsfuHCBc6fP0+Xrt24KbXkh3OR2JnosWJwQ5q5WlT9DASBjMxTRIQvpUQWjzTdj9TbA7Gyq0vj7s7UrmtR5YI/s7BUZMVnSdnkdoGW8T9BLX+KOq/i6gWB8BtpGJnr0vqtOrg1sv5DAkKaLyf+QRaxoZnEP8xGIVMhlmjh6G2Oi00JZpGXKT51DGVKClrGxpgEBmLaLwj9Ro2ev25QYCDLMrOQiXWJGOyNWYML6Bs4Uq/eSkxN/qAVuUoJ+96BR4dLa+iaja/09ONhKUzeeYdO3rasGe6P9l+UniyTyVi3bh0lJSVMnDgRY2Pjv2QcGjT8ndEILA3/ZpTKQoKDeyOgJqDZUbS1y34PzL08lyNRR1jfdT0B9mV7OK67GMWS44/5JNCLSe0rN/jalZLFtMcJdNV7QmjElzSxa8KqTqvQFVecTSYIAmmLviB75042zfTjpNZD5reYzwDPAVW+L3mxlH1fzCM9Noq+M+bh2rBxldc8o0im5INdIZx5lM6g5k6ctRFRoFKzy88df9PqbRQ/458hsIL68fP8taWiKuKlKJWD0VMLdQt0HI3/9lGql8lKTCDk5FEeXjiLQlZCLc+6pWmAAS0Ra1c/InOvQMrs8ETu5EtpZmrIkjoO1K9AaZeXEqglFlNw5gxJ0z9GYm+P9br1jM0u4UpOIXaRBQyymoG/SQYWHl/TxLnimpKXuZFygwmnJ2CpZ0l2cTYbAzfS2Lb8D3h6fgl9V11BEODXKa2wNXkRgbiyezvXD+x+3uMgNCOUcafGUdu4NpsDN2OiU307ayEniezv9lFc4o9xYzAZ2LrShf+Bx5F8mJiLWKlkrqSEUe1ao61dQw8XQYArK+HsQrCsA4N/BmvPF8cL0+HkHAjbi2DhTqH5dPIeOCGpbYzlUO8yTazVajU/bd/LlieQoTYiqGEtFgbVx6SS3hTPKCh4yOPHi8gvCEaeX4u0kLewtmmHf6AL9u6vl+6YWShj2PobxGYVsb6tDJPfjxOc0weVSI9GXVxo3MMVie6bjYiolGqSI16kEuZnlgBg5WiAu0EK5lGXUFz9HaG4GB1nZ0yD+mLapw99O3VikYstqaO10bOJxc4uCC/PBWhrVy+NskLUKjj4LoTthW5LoMXkSk+/FpXFqE3B+Dqa8vPYAPQrMVT5/0QQBPbv38+DBw8YOXIkrq6uf8k4NGj4u6MRWBr+7eTl3eHW7cHY2wXh4/N1mWPP2usUyAvY23tvmfopQRCY+ksIx8JS2PJOM9p5vloX/jJfRCXzY3w6bxs+4PSjpXSo3YHl7ZdXmoEkqFQkfTSdnNMn+e5TH24qI1nZfmW1+pyWFBayZ9EccpIS6TdrPk71/aq85hkqtcCiow/ZcjWWtt42PPHQJ1OtZoefG83Nqr9u+EcIrN4BXfmpwzy0DLTRfbmWyuifEaV6hlqtIibkFiEnjhIXGoJYWxvvVu1oFNgbW7fXs/jOVihZGp3C9uQsrHS0medei7dszSsUDY8u/87p9asQSyTPUwIBcnbvIXXBAvTq18fup9W8l5zHicx86qUrMMtZyyTP8+QYtGRg8+3VGle6NJ23jryFWlCTK8vl04BPGexdfj1KsVzF4HXXiEwvZM+7Lajv8GKRf+e3I5zfshbfjl3pMmEqUblRjDoxClNdU7Z131ZloeTLCJlxZP1wjBKZL6YtxBj3bVnhuUqlkiW/X2WNyBBzeQmbPWvRzP0PLEBL8uDQJHh8FOr1gz4/gu7Tf1C1Gu5sgdPzQVmM2n8KGZHdUKQoMGrtgGmgSxnjDUEQ2Hc7kc8PP0ClUNDGIImvpwzG3LzySKdMlsHjR1+RmXUQldyQzPt9sTIfgH+gG1aONY9cZBXKGLTqKnE5UvoV6tDWOIk24qWYubuXRujMnWt876oQBIGcVOlzsZUalYcggKG+Ck9xOBZRlxEe3QWJhGk6KqYvBm0dLXx8vsDOrm/VL1AVajUcngJ3d5Smebb5qNLTHybnM3jtNexM9dg7sQVmBn/d3BUcHMzx48fp1KkTbdq0+cvGoUHD3x2NwNLwXyA6eiUxsT9Qv/4P2Nr0KHMsPCect4+9jb+NP2u6rClT7y6VK+m/+iopeSUcmdIaJ8uK0+jUgsDY+7GczMxjvPEdDjxYQS+3XixuvbjSGnq1TEbC+Alkh4ixvQYAACAASURBVN3hy5nORCtT2dB1Q5UNjAGk+XnsWTCb/Ix0BsxdhINX3SqveZlNl2NYdOwh3rVMyPUzIxWB7X6utDav3rrpHyGw+nbuxZ5NO0ujVJXUy/xdKSkq5P7509w9dYy8tFSMLCxp0KUHfp26YWBq9lr3UgkCO1OyWBKVQr5KxRgHK2a42mOiXf5ueEUpgYIgkLlqNZk//ohh2zbUWrGCD+Iy2Z+WQ1uZmAc3LrOwxXIQG9C3/Q20xVWn4inUCsadHMf9zPvI1XIG1BnA5y0+L1f0qdUCk3bc4eTDVNaPaEJnnxeWn4+vXuTY91/j0SSA3h/OJqU4lZHHRyIgsK37NhyNHav9vNRpMWStOoNM7olZe12MAptXeG5KSgqfXLzBaRsX6qhK2N/CDxvDGtqvA6Q/gt3DITsGui6C5pNeWLCn3oejH0JiMLi0odhjHtmnVaAlwuItT/R9yqZi5krlzDkYxvGwVAJcLZjX1Zkju7Zibm7OmDFjym1urFLJePJwDSlp6xGQkxPZEUujsfh3qYeZ7R94X0Bhjoyr+yO4dzuNfaYKcsRq1o9sTLuiU6UGHgilUR3/kWVs5/+/KClSPE8ljHuQjbxYiZFWHE4ut1ly+hSff+pN42Y/oq/vVPXNqkIQSv92tzdDu1nQYXalpydkS+n/01W0tUTsf68ltcxqVjD7JkhMTGTTpk24u7szdOjQmtcSatDwH0AjsDT8F1CrFdy+MxipNJaAgOOvGD49MxX7wP8DxvmOK3MsLquIPj9ewd5UjwOTWj4v8SiPIpWKoDuRxBTLeMfgErserGGw12DmBsytNKNIVVBA3PARZGTGs2CqJXmClG3dt+Fu5l7leyvMyWb3/JlI8/IY9NmS1w5mnHqQyvu7QjA31EHUxJpkicCm+q50tKw6g+ofIbD+qZNcZkIcISeO8PDSeZQyGQ7e9WgU2BuPps0R1yDd7E5+EbPDE7lXUExzU0O+9HSkbiXuJhWlBAoqFakLF5G7ezemQUHYLVzArJg0tiVn0UtHnzNHHzGp5UIaGeTh6bsZZ5u21Rrft7e+ZfODzUi0JPhY+rCp2yZ0xOXv1C878Ziffo/i0551GdfmRR+G2NAQDi5dgH0dLwbMXUieqoBRv40iV5bLlsAt1DGvuMHd/6JOjiTzp8vIFa6Yd9HDsFNA+eep1Vy+eo0vYtMIdXCjvZ6YLc3qofdH6mPC9sHhqaBjBG9tAZen/STkRfD7Uri2CvTNEDp/QW5sE4qC09BxMsZiqDfa5mWNGq5EZjJ9zz0yC2VM7+rFhLZuiLVEREREsGPHDurXr8+AAQOeT1CCIBD58ABxid8gkqRTmNIQc92p+HdqjpF5zS1HoTRN7965BG4di0WtEmjUzQnX1vaM2naLqIxC1o9sQjub4tKoXewlqNMN+nwPxn/Aoe81KS7J5HHYarLzdyMgZ/nXVhw7frGMFW2NEQQ4MQturIHWH5ZGryr5YsgqlPHWmmtkFsrY915LPG3/ulonqVTK2rVrAXj33Xdr3rtNg4b/CP/UtYcGDa+LVBrDjeDemJo2olHDrWWMnwRBYObFmZyKO8Wmbpvwt/Uvc+2F8AxGbw6ml18tvh/SsFKxlCKT0/1WBGKRQD/xb+x+vI2x9ccyrfG0SsenSEsnbuhQUiRS5o2WIJHosr37duwMq15b5Gems3v+LOTFxQz6/EusnVyqvOZlQhNzGbPlFiVKFaZNbUgw1GJ9fRe6WVVeWvGm54///HaoWq0i4uY19i6aw9aPJ/Pwwjm8W7ZlxLLvGbJgGV4tWr+2uMqUK5n+OJ6etyNIlSlY7ePMwUYelYqrR1cu8PPsDynIyab/7AW0GToKLbEYdUkJiR98QO7u3VhOmID9l0tYkpDJtuQsBpqacOF4NB19d9PYMA9ti57VFldn48+y+cFmDCWGmOuas6L9igrF1Z5bCfz0exRvBzgxtvWL9LvUqAgOf7MYCwdHgj6ZRzEyJp6eSEZxBqs6rXotcaVKCCdj9Q3kCmcsexpWKK5ycnLYsG0bs5JzCXVwY4ytGTub16+5uFIpSiM4+8eCnR+8e/GFuHpyAlY1h6vfQ6NhKIZeIv2SN0XBaRi1dcT6Xb8y4kqmVLH42EOGbbiBga6Yg5Na8V57d8RPo7h16tShU6dO3L9/n6tXryIIAlH3r3L6aG/i0z5BXqyLXvFXdO37C20Htv/D4irhUTa7vwjm2oEoHLzMGfp5MwJ6u2Fjrs/OcQG4Wxsxftstfk/Tg5GHIXAZxFyA1c3h/v4/9NrVQS7PJjLqa27c6EB2wTZs7brQovlv6BvYvzlxdfqzUnHVfFKV4koqVzJm6y2ScovZNLrpXyqu1Go1Bw4coLCwkEGDBmnElQYNGjRoeI6BgSuedT4lJ+cqCQlbyhwTiUR81uIzHIwcmHFxBjklOWWOt/O0ZkY3L47cS2bDpZhKX8deV4etfq5kK1RcFfehf52BbLy/kQ1hGyq9TmJrQ+0NG7DNg7kHxRTI8nnvzHvkyfKqfG8mVja8NW8J2hIJ+774lOzkxCqveRk/RzMOTW5JLVM90q6k4JCpYOz9GI6k577Wff4o/9kIVnFhAffPneLuqWPkZ6RjbGlNw2498e3YFX3j6psxvIxKENiWnMWy6BQKVSrGOVoz3cUO4wrSAaE0JfD3LesJPXuiTEoggCovr7SB8J072M6Zg8WI4Xwfl8aS6BTesjLj2uFIDE3uMNVrHXo6ZnRvcwVxJS4vz0jIT2DQ0UEIgoBcJWdr9634WvuWe+7VqExGbgymhbslm0Y3fW4pnp2cxK7PZiDR02fowq8Qmxgw8fREQjNDWdVxFS0dKq6beuW5RT8iY2MoSpUVVkHm6DX3f+UcQRC4e/cuB0+f4YhXY1JNLPjcvRYTnf6AS2BBKuwdDfHXIOC90rRAsQTykuC3T0rrsKzrQq8VSHPcyTkQiUhbhPkgL/S9yzoAhqcV8MGuuzxKyWdYgBOf9vQp1xRBEAT27NlL/KNI6no9Qd/2MiqZCcbicfi3HoduDTuRl3lb2SVc2RdB1J0MTKz0aDPYExffV2vgcorkDNtwg8iMQtaNaEx7L5vSfl6HJpba0tfrDz2Xg0HVboevg1yeTXzCJhITt6FSSbG16YmL6xSMDEsF+RubP84thotfQdNxpY6BlYgrhUrNuK23uBSRwdoRTejiU37X+z+Lixcvcu7cOXr27EnTpk2rvkCDBg3/iLWHBg1vCkEQCA2bSFbWRZo1PYSRUdkWQQ+zHjL8+HBa1GrBDx1/KFM7JQgCk3fe4cT9VLaNCaB1ncrr5I9l5DL2fixB1saYZq/jeMxx5gbMZYj3kEqvK753j7jR7/C4qQ0LWqfhZ+3H2i5rK2wB9DJZSQnsWTAbLbGYwfOXYWb7epk1ecUKJu+4w+XITGzqWpBYW48ffJwZYFf+muZNzx81tFn755IRF0PIiSM8unwBpVxGbR9f2o8Yh3uTALT+QF+ZW3ml6YBhhcW0NjNisacjXlV0lK4oJRBAkZJCwoQJyGPjcPh2OSbdu7MxMYMl0SkEWZsRcz6RYmUmA1y3YSoW8G/wU7XEVYmyhI8ufIRcJUeulrOo1aIKxVV0RiHv/XwHFytDfnzb/7m4KszOYv+SeQAMmLMQXTMTpp2fRkh6CF+1++q1xJUy4gEZmx+jVptj/ZYVuo1fteEuKiriyJEjBMfEc9q/LXm6eqz1caGPzevVw5Uh7mqpuJIVwICN4Duw1ML72mo4vxjUSuj0GULTSeQeS6To5hN0nE1KUwLNXjxnQRDYejWWL397jJGuNhtGlq1Pexm1WiDidjx60ts0bHkYRGokyrdo1W42egY1bIL8EiqFmrtn47l1PBZBgGa9XWnU1QltSfmfa3NDHXaOD2DYhhtM2HabtSMa08HbE8acgisrSlMj466UGn14dv3D41MocoiL3/hcWNnY9MDVdepzYfVGufh1qbhqNAK6f12puFKrBWbuC+VCeAZL+/v+5eIqOjqa8+fP4+vrS5MmTaq+QIMGDRo0/OcQiUTU9V7CjeAePHjwIU2aHCyzDvSx9OHjJh/zZfCXbH+4nVH1RpW59quBDYhIK2TqL3c4PKU1tS0qzpToaW3GHDd7lkSn8LHzVNorpCy+sRhDiSG93XtXeJ1+gwY4frcS4b1JTDd35yufEGZdmsXydsvLNEQuD0uH2gycu4g9C+ewd9FcBs9fiolV5e6HL2OqL2HzO02ZezCMPbcSsSsyZooQh0wQeNu+ei2M/gj/CYGlVqmIvHWdkBNHSHx4H20dXeq2aU+jbr2wdv5jlscZcgWLopLZk5qDva6EtfWc6WNtVmUvoUdXLpQ2DpZI6D97QRnff1lkJPHj/o+9swyM4vze9rW7cXcPcRIIJMHdnUJxbXGHQou1pZQWK1IoBYq7S3ArriWQIIGEQAJJiIe4+8q8H7YtTaNY2//72+sbzDwzz8xuZp97zjn3GYciNxf7rVvQbdoU36QM5oYn0MXUAPWQTJ4mZtC96V4a6xRiZDkIU+PqveVedm8ZYRlhAHxS6xN6u/Yud7/M/BJG77qPmljEzpGNMNRWpmwV5edxbOn3FObmMvC7JRhZWzPntzncir/Fd82+o6tj12rNA0AaGkzanigU6GI+1AYNrzpl9nn+/DmnT58mTqLBpaYdEdTU8a3r9EbWm6UQBPDfCJe+BWNHGHYSLGsrIzZnp8OrIHDtBN1XIJVZkrHpGdKkAvTb2mHQyQHRX1IRU3KLmH1EuTBv527Oj/29MdcvK3LlUgVh/q8IfXwIPcdD6DlkoC605GGQHZpatjRp826pgAAxT9P57fALslMKcfYxp0V/VwzMqjZnMNLRYP/YJny6PYAJex+yaVh92ntYQuvZynqsExPgwACl+UWXJaD55mlzUmkmsbHbifursHL8DD29mlUPfhv81sK1xeA1GHqugSqMIZZfCOP4owRmdqrJ4MbvwVTjHcjJyeHYsWOYmprSo0ePf62psQoVKlSo+O+joWFKrVrLCQoaw8uXP+Hm9k2p7UM8hnA/6T6rH67Gx8IHb/PXL7H1NNXYMrwhH6+7zYS9Dzk2qXml7Uim1rAgvKCIlTFp/FJrLgWyAub5zUNHXYcONTpUOE6vdWusFy+mwZw5TDCswyausiRgCd82/bbK3zhzByf6fbOQI4vmcnTxXAZ+vww94+pn1ahLxCzv54WDqS4rLj7HrFDGDJmCEoXASNvqu1u/DZL58+fPf98HPXz4MIMGlW/1/U9SkJNN4PkznF/3E0+uXQRENOk7iG6fzcSjWatqNwYuD5lCYEdCGmNConiSW8TkGhZs9XSkrr5OpV8YaUkx17Zv4vahPVi71mTAt4tLuaQUBAYSO3oMiEU47NyJTr16nEvNYsqzGFoa69EsQ2CXXzQdmzygg851tDTMaVZ/J2Jx1Vr5VMQp1j9ejxgxjawasaTVEiSisn9MxTI5o3c/IDwlj92jG+FhbfDn3E8sW0BqdBR9vvwOW4/aLLu3jBMRJ/i8/ucMqz2s2vevJPgRafsTADHmw53QqONZeg7FxZw/f55Lly6RYe/E6VqNMdDQ4Gg9V3wM3rIepTgPTkyEu+vA4yP45AhoGcCleXDmc+U+vdZBh+/IDyshfc8zBJkC009rodfUppQj5uVnyYzceZ+otHy+71mb73rURlez9GcgLZYTcjOB60dOUai+EH3HS2hr2+PlvRYPz6lYWDji7+9Peno6tWvXfqvFdE5aIVd3h3LvdBRauup0Hu1Jw+6OaOpUv4ZJS13CR3VtuBWeyu47MdS2McDZXA/0LZURILkU7m9V9o+y8gKj6okQqTSL6Oj1hDydTmbmHczNO1HHcw32dsPQ0Kj47dE7PT8CNit7lHn2gT6bQVL538W2317y85Vwhjdz4KuuHv+qoJHL5Rw8eJDs7GxGjBiBgcHbpSqrUPG/yn9l7aFCxT+Jjo4j0pJM4uJ3YWTYsJT7rkgkorltc85Hnedy9GU+dvm4VHqesY4GHlb6bPeLIj6zgC6eVhX+DopEIjqYGnA3K4+9r7JY7N2bmIxADoQdwMvcC3t9+wrnqFXLA5GGJpabTiH2qYNv3g3EIjENrarO0tAzMcWuVh2CLv1K5MMAajZribpm9V9Mi0QiGjuZ4GSmy68PE9BNLeGcUIy+thoN/9KM+H0/P/6/rMFKjork0YUzhPndRC6VUqOON/W69sS5QSPEVYQkq8PdrDy+eRFPaH4RbYz1+aGmLa46VX/YpVICe/WnxaBhpdISc69eJWHGTNStrLDfvg0NOztuZOQwLDgKb31tJmvrM2VvIC08s3EzWEgLPSkN6x/GyKjqL+gfvREUggJzbXMO9TiEsVZZgSkIArOOBHMsMJ41g33o5WMLKKOAp1ctJfJhAB9Nm41H89ZseLyBjUEbGVF7BDMbzqz24rT44QPSjqYhFhVjNtoDddfSecOxsbGcOHGCzMxM5C3bs1PNAHddLfZ7uWCl+ZbmB2nhSgv2tBfQ4Tto/jmEnoLzX0NeMjQeB+2/RSHWI+tUJAUPk9FwMsB0sAcSw9dRqYISGYvOhnLwXiy1rQ1YM9gHt7+ZIRTlSwm5GU+IXxAGrocxdLiHRGyKW83Z2Fj3RfQXUevn58fly5ffuMeRTCrn0aVYHl6IQSSCht0d8elQA4n62/vWZBdIGbYjgNBXOWz8pEHpVMfYAGU0KzP6d8OIeaBefoRMKs0iNm4HcXG7kcvz/hKxci93/7/z1s+PBzvh7Bfg0UPpBCmp/Lty6nECnx96TPe6VvwypP6fZiT/FpcuXeLOnTv07dsXL6/qN1lUoUKFkn977aFCxb+FXF7Ivfu9kMvzadL4HOrqpUsonqQ+Yfj54bSxb8PPbX8us15bezWcVZdf8F2P2oxuWXlmV3qJjO4PX1CgUOBbx5K5NycQnxvPlk5bKu13JQgCyUuWkrF3Lzu+qstFcSjzm82nX81+1brG2JBgTiybj7GtHQPnLUFL780zme5HZzBu9wPyFQryvI35poEjUx2Uax1VDVYFyGUyIu7f5dGFMySEPUNNU5M6bTvi06UHZvbvp4FqcrGUhZGJHEvOxFZTne11HOluZlgtYVEqJfDr+TjVKy2KMn19SZq/AC1PT+w3b0LNxIR7WXmMehJFTV1NFtpYMHxTAO42YtR119FST4q1zafVEld5JXlMvz4duSBHgoS17deWK64ANtyI5FhgPF90dPtTXAmCwOWt64l84E/7URPwaN6a/aH72Ri0kd6uvd9IXBX53yP9ZDZiST7m47xRc3wdvZPJZNy8eZPbt29jYGiIotdgtmYV0cZIn211HCs1C6mUZ6eVNuRqGjDshDI18MBAiLisjMgMOQC2DZAm55O+/zGy1AL029tj0MEBkeT1dQXHZ/HFocdEpeczobUzMzrXRPMvcyrIKSHoaiwht19i4HgOu3aXEIvBwWEyDg4TUFMr+zBo3rw5r1694urVq1haWlKzZtVpc9HBafzm+4KctCJc6lvQor8r+ibvnmZoqKPO3jFNGL49gEn7H7Lhkwav65FqNIFJfkpXPv/1ynvXZxPYvk5tlUqziY3b/lpYmXdT1lhVU1i9E48PKFM83TpD/x1ViqvfwlOZdSSIJk4mrBro86+Lq9DQUO7cuUOjRo1U4kqFChUqVLwREok2np6rePCgH2HP51HHc22pdVld87p80eALVj5YyYGwA3xS65NS4z9r58qThGx++DWU2jYGNHWuOMvEVEONPV7O9Hj4ginP09nZbiOTL49m8tXJ7OyyE3eT8n/zRSIRlnO+RpaWyogVF8iaW4uF/gsx0TKhXY12VV5jjTpefDxrLid/XMTxpd/T/9tFaGi/WUZTI0cTTkxpwcid94h7kM7SYjlFCgWzHN9/a5r/8xGsguwsgq9eJOjyr+RlpGNoaUW9Lj3wbNsRLd23rNP5G1KFwPb4VFZGJ1GiEJhcw4JpDpboVMMavDKXQFCKl7QNG0j7RdlA2O7nnxHr6hKcW0C/RxFYaKizt5Yjo7f4k1sspVGjo7QTXcNSx4pWzS4jqaKhsCAIzLw5kysxVxAQWNF6BV2dyq+TOhf8iikHAunlY8PqQa97I9w+tIeAE7407TuIFoOGcSbyDN/c/ob29u35qe1PqFUjPRGg8Le7pJ8rQE0tDfOJjZDYve6nlZKSwvHjx0lKSqKujw+33bw5mJLNACtjfnK3R+NtGqzKZXBtIfitUQqBftvh6Qm4+SOIJdBuLjQeDxI18h8kk3UqApGGBJPB7mi5vRagcoXAppuR/Hz5Beb6mvw00JvmLq8/w5y0Qh5djiX0TgJ6tnewqn8KkVoGFhYf4eryFdratpVOs6SkhB07dpCZmcn48eMxNS3/wZadWsBt33Cin6RjbKVDq0E1sa/1fh3+QOm8M3zHPZ4lZrN+aH06e/7twRN5DU5OUUb+Ws1E2nwCsYl7iYvb9V6E1Rs/P54chePjwKk1DDkM6pWLzSfx2Qzechd7Ex18JzbDQOs9WMK/AxkZGWzevBlTU1NGjx6N2lv03FOhQoUqgqVCRXT0JiJfrqB2rZVYW/cptU0QBKZem8qdxDvs7b4XT9PSpRm5RVJ6rfcju0DKmaktsTGqfH15PT2HT5+8pIOJAT84aTLqwgikCim7u+7G0dCxwnGKkhLixk8gI+gBS79y4KUsiW2dt1Ua/for4ffvcmbVUmzda9N3zvw3Shf8g4z8EsbtecDDmEykbgZMauNM4JdTVY2GQdmD6dGFMzy/cwu5TIaDVz3qde2JU70G7yUN8A/8MnP5JjyB5/lFtDfRZ7GbHc7VtNKuKiVQkMtJWrSIrEPKBsLWixYiUlfnRX4RvR+Foy0Wc8LbhbmHgvB/mc6Y7gkUpK2kjb6M+vUOYGxcfq+ov7Lv2T6W318OUGlzuEexmQze4k8dW0P2j22C1u/Oc4HnT3N91xa8OnSl47gp3Iq/xefXP6ehZUPWd1yPZjWcCwEKrvmRcakEdfVXmE1uicRamSOsUCgICAjgypUraGpq0vGjHqySa3ElPYcvHCz5yqnifOBKyUuFo6OUzXMbjgHP3vDrl5Aaqkwh6/YjGNqiKJaTdSqCgsAUNJ0NMRnsgcTgdT+wuIwCZvg+5n50Jj28rPmhd10Mf69vyniVT+DFGF7cS0bbLJwazY+DRjgG+l64uc2tVnTxD7KystiyZQs6OjqMGzcOTc3X91VaIifwQgyPLsUiloho9JETXu3tkKh9uDZ2OUVShm+/R0hCNuuG1qdrnb+JrMIspBdmEJd1nlg7XeQSAXPzrjg5TUVfz+Odzv1Gz49np+DIKKjRFD45ChqVv82KTsun38Y7aKlLOD65OZYG7x75exekUinbt28nKyuLiRMnYmT0Ds6YKlT8j6MSWCr+1xEEOYGBn5CbF0qTxmfR1i5dF5VVlEX/M/3RkGjg28MXPY3SgYiIlDx6r/fD2VwX3wnN/lwLVsTOhDTmvIhnor05I8xLGHlhJBoSDfZ03YO1nnWF4+R5ecQMG05qchQLppmRLRSwp9seXIxcqnWdYX43OffLShzq+tB79jzUNMrv41oZRVI5s44EcTb4FTJbHRpf/+V/V2DJZVJeBNzh0YUzvHoRhrqWNp5t2uPTpQemthUX170Nr4pLWBCRyMmULOy1NFjsZktnU4NqL/b/mhLYfcqMMimBiqIiEmfPJvfyFUzHjcV8xgxEIhGxhcX0ehSBTBA4Vc+N/dci2X47iukf6XAz8XMmm+VjbzcMd/f5Vc7hccpjRl4YiUJQ0NymOes7rC/XFjM+s4De6++grSHm5OQWmOpp/nkNv65dgWujZvSc8TWBKY+YeGUibkZubOuyDV113TLHKo/8i7+ReV2BhkY0Zp91QGxhB0B2djYnT54kKiqKmjVr0qJbdyZEphCcW8CymnYMf1uHl7j74DscCjOg82JICobAPWBoD91XgHs3AKRJ+aTvD0WWVoh++xoYdKhRysji5KME5p0MQQAW9vKkTz1bRCIRKTE5PLwQw8vHqWgZZuDc5hwKzVtoalrh4jIbK8uPS3VVry5RUVHs2bMHd3d3Bg4ciEgkIioojdu+4eRmFOHWyJLmfV3RM373XlnVIadIyogd93gSn826ofXoWkf5sJRKc4iL20lc/E5kslzMM8EpOg/9pt9As8+U0cF3oNrPj+fnlXV1NvVh2PEqHQ5Tcovov/EuecUyjk5spjTy+Jc5ffo0gYGBDB06tFrpoSpUqKgYlcBSoQIKCxMIuNcdPT13GtQ/WKruG+BRyiNGXRhFR4eOrGi9osy69tLTJMbvfUj/Bnas6O9V5bp37ot4tieksdLdnoZaqYy+MBoTbRN2dd2FmXbF6zhZairRQ4bySpzLvFEaqKtrsrfbXqx0q5euF3L9Mhc3rcG5QWM+njEHidqbZ6MoFAIrLz1nw41I6r/Y/r8nsPKzMgm+coGgy7+Sn5WJkZU19br2xLNNBzR1qrfIry4lCgVb4lJZFZOMXBD4rIYFn9WwRLsa6YBQOiXQxr02PT4vnRIIvzcQnjKFwgcPsfxmDibDhwOQVCylV2A42TI5J+q5EhKWxuyjwXzazIqniu8YoheBtY4lzZqcR02t8uvOKMqg/+n+pBelY6tny6EehzDQKOtKllskpf/GuyRmF3J8UvM/DRuigwI5sXwhNu4e9JuzkPDcSEZfHI2FjgW7uu6qsIbr7+SduUmWnxhNzReYTuuO2NQaQRB48uQJ586dQ6FQ0LVrV4w8PBka/JKUEimbPR3pbPYWfaEEAe5vgwtzQN8a6g9TusoVZkKzydDma9DUQxAECh4kk3kqErGWBJPBHmi5vo4cZBdKmXcyhNNBiTR0MObnQT7YGWuTGJ7FwwsxxD3LQEtfiluHW8g0jyMSiXGoMR4Hh3FIJG/pcPg7/v7+XLhwgWb121AS8V97AAAAIABJREFUY0zs0wxMbHRpPbgmtjXf3vXybcn9XWQFx2fz80APPA3OvBZW5l1wcpyKvshMaS4RdhZqNIPeG8DEueqDV0C1nh8RV+DgELD0hOGnQKvy70tukZTBW/x5mZrPwfFN8bH/9yNFjx494tSpU7Rq1YoOHSq2uFWhQkX1UAksFSqUJCWd4umzGbg4z8TRcXKZ7duebGNN4BrmNZ3HQPeBZbavuvyCtVfDWdTLk2HNHCs9l0whMOzJS37LzOWQtwt60kjGXx6Pvb49O7rswFCz4t/n4qgoYoZ+QoytOvN6F2Gtb8OurrsqHfNXHl88x9UdG6nZtCUfTZv91v1sr4Uls+6bSf87Jhevwp8r0wDv3kYhl+Hk04B6XXvi6F0f0dvU5FTBrYxc5obHE15QTGdTAxa52eKgXf1oQVUpgQDSpCTixo2nODoam59WYvjRR8qxUhmDgiJJlco46u1CQXoRc0+E0MLVFExP4JkWgalEhmetZVWKK7lCzle3viKtMA1NNU3WtV9XrriSyRVMPfiIiNQ8do9q/Ke4ehXxnNM/LcHUzp7es+cRX5jIxCsT0dfQZ3OnzdUWVznHrpNzXw0t7aeYft4HkZElBQUFnDt3jqdPn2Jvb0+fPn2IlmjS81E4AMd8XKlv+BaiuaRAaXIQfAgcWgIKZcNgu0bQ4yRYKZspK4plZJ2IoOBxKpquRpgMckei/zq07P8ynZm+QSTlFDGzU00mtnEm4Vkmx7c9I+llDtoGatTv+xyp9i6k0jSsLHrj4jILLa2KQ+FvQn2fhjy/mUH4r3LUNDJpOcCNOm1tkVRT4L9v9LXU2TasFsO2XePzwyFMqHuLbnWbKYWVfu3XOw7aB8GHlWmYG1tC50XQcHSlDX7fmqhbcOgTMHeHT49XKa6KZXIm7H3I86Rcto1o+J8QV0lJSZw7dw4nJyfatau6uFeFChUqVKioLpaWH5OWdo2XUWswMWmJgUFp86TRdUbzIOkBy+8tx9vcu4wxxRcd3AhJyGbBmWd4WBvQyLHiem81sYjNno70eBjOmJBofm3gwep2q/ns6mdMvjqZrZ22oqNe/stnTScn7LdsRjFiJF/fMGNB62imXZvG5k6bS9nJV4RPl4+QlRRzc98O1NTV6Tp5+lvpg/Yelqx741GV858TWDKplBf+t3l04QxJES/Q0NbGu3M3fDr3wMSmcrOAtyWhqITvIxI4m5qNo7YGe+s60ekNIyhVuQTC7w2Ex41HkZNDjd8bCAPkyuQMCYokurCY/V7OWCOm596HWBtp0btFCnseH+dzSzm2NkMwMWle5Vw2B2/G/5U/AD+2+hFno/KjCYvOPuPG81SW9KlLSzdllC0jMZ7jyxagY2hI3zkLyBRyGX95PABbOm2pVuhWEARyDl0nN0gdbZ3HmHwxBJGBGREREZw8eZKCggI6dOhAixYtuJyRy8QnEVhqqnPQywWnata3lSLjJRweBskh4NgK4gJATRs+WgUNRv3ZaLYkMY+MA2HI0gsx6OSAfjv7P1MCS2QKfr7ygk03I3Ew0eHI+Kbop0o5tvQh6Ql56Jto0WxwPlLtzeTlh2KoXQ837y0YGnhXNrNqIwgCkYGp+B0NJy9TC7FJDpna4dh41fnXxJVMlkts3C7i4nYwybOY9Yo5bHkymjp16uOl/zdBKRKB92BwbAmnpsC5GRB2TtlXzMDm/U0q5i4cGATGTsom0TqVm3woFAIzfIO4E5nOqoHetHW3eH9zeUuKiorw9fVFS0uLfv36If4AL4tUqFChQsX/LiKRCHf3hWRlP+Dpsxk0bnS6VIaNWCTmh5Y/MODMAGbdnMXhHodLiSCxWMTPg3zote42k/YFcnZqS6wMKxY8BmoS9no50e3hC4YFR3GuQWNWtF7BzJszmXZ9Gus7VFyzr123LnZr1iBMmsQME2dWeD7i69++5qc2P5Vb1vJ3Gvbsi7SkmDu++1HT0KTjuCn/ak/LP/jP/LLnZaTj57uPrVNGcX7dTxQXFNB+9EQmbNxN+5ETPoi4KlYoWBuTTMuAMK6m5/CVkxU3Gnm8kbiSlhRzecs6fl27AnMHJ4YvX1uuuCoIfET0J58iSKU47N3zp7gqkCsYFvySp3mFbPV0pKGeDuP3PKSwRMai/lasefQDI83FaGla4+r6VZXzuZNwh41BGwGY7D25QuvLXX5R7L4bw9iWTgxtojScyM1I4+gP8xCLxfSbuwiptogJlyeQU5LDxo4bK3WF+QNBEMjec43cIHV09e5jMmMoUi0Dzp07x759+9DW1mbcuHG0atWKPa8yGPUkCnddbc7Ud3s7cfX8PGxuCxlRyrTA6N+gdi/47D40GgNiMYIgkBfwipQNj1EUyzEfV7dUvVVESh59N/qx8UYkA+vZ8XMjV55tf86l7U9RyBW0HW6A9+C9ZCq+QCbLxtNzNQ0aHHlv4irjVT6n1zzm4tYQNHXV6TurPp981Q41LTh06BBFRUXv5TzVRSbLJSrqF/zutCYqajVGRo1p0+wIRz4bQn0HY6YdesTZ4MTyBxvawacnoPtKiL0LG5pCsK8yffNdiX8A+wcoBdvwU6BbeY2eIAgsPPuMc8GvmNPNg7717d59Du+IIAicPn2azMxMBgwYgN5b9PFQoUKFChUqqkJd3ZDatVdSUBBNeMSyMttNtU1Z3no5sbmxLPZfzN8rhgy11dkyvCEFJTIm7ntIsUxe6fkctDXZVceJ+KISxoZE08q+HQtbLCTgVQCzb85GqpBWOFavVUtsflhMw9MvmBDvxtXYqywJWFJmThXRtO9gGvceQPDVC9zYvbXa4z4k/2oESxAEEl+E8ejCGcID/FAoFDjXa0i9rj1xqOvzQdIA/+Baeg7fhifwsrCY7maGLHCzxV7rzVxIMhITOPvz0kpTAgFyr10jYfoMZQPhbVvRsFcacpQoFIwNiSIgO5+NtR3oZGrA54ceE5KYzcZPvNn4dDYd9AswEhdSy2MjamqVF/En5Scx4+YMANrZtWOC94Ry97selsLCs8/oWMuSOd1rAVCUl8fxJd9TnJ/HwO+WomFqyNiLY0nIS2Bjx43UNq1d7rH+iqAQyNx5lYJwTfQM72D4+TgSMgo4ceIA6enpNG3alA4dOqCmpsaSyETWxqbQydSATZ4O6L5p3qxCDjeWwq0VoGUE0nzQt1T2uXJp/3q3IhmZx8MpDE5D0+33lEA95ecsCAL7A2JZfO4ZehIJy+o4UhSYxZ2sdCwc9Oky3glB/zBx8bsRS9Vwdp5BDfsxSCTvx3mupEjG/XPRBF+NQ11LQuvBNfFsZYP494jVgAED2LNnD8ePH2fw4MEfPNIhk+USF7eL2LgdyGQ5mJl1xMlpKgb6df7cZ+eoxozeeZ/PDz1GEKCndznRKbFY2bjZpT2cnKS0UA89Az1+rlIUVUjiY9jbF3RNYcQZ5WddBRtvRrLrTjRjWjoxvvXb14S9TwICAnj27BmdOnXCweH99OdToUKFChUqysPEuBk1aowhNnYbZqbtMDMr/dK9kVUjJnpPZMPjDTS2bkxv196ltte01OenAd5M2h/I/NNPWdq38j6NjY30WOVhz2ehsXz9Ip6f3HuSL81nScASvvP7jh9a/oC4AhMww169kKWl0X7FSjKn1OXwC1/MdcyZ6D2xyusUiUS0HDwcWXExgedPo66lRcvBw6sc9yH5VwSWrKSE53d/49GFMyS/jEBTR5d6XXvg07kHRlbvp5alImILi/k+IpHzadm4aGty0MuZdqZl65OqojopgQCZR46Q9P38Ug2EAeSCwJRnsVzLyGWluz29LY3ZeCOS00GJzO7izrMiX7Jzg2hlWYKN9UBMTVtVOh+pXMq0a9PIl+ZTQ78GS1svLfdLHJaUw9SDj/CwMmDNYGWDVWlxESd+XEjmqwT6zlmAsUMNJl+dTGhGKKvbraaRVaMq74cgV5Cx5RqFMZroG99Ed8okbgQEcevWLfT19Rk+fDjOzs6UKBRMDY3laHImw21MWeJmh9qbNnktyICjo+HldZBoQEk+tP4SWs0A9dd9G0oS8sg4EIosowiDLg7ot3mdEpiWV8zXx4L57WkKffQNcMkUSL+djK27Ee2H1URseJmXUZORZmVibd0PF+cZaGpWvaivDoIgEP4gmTtHI8jPLqFWc2ua9nZBx6C0wHd0dKRr1678+uuv3Lhxg/bt21dwxHdDKax2/y6ssssVVn+gp6nGzlGNGLXrPp8feoRCEP5sSF0GUxcYdR7urIXrS2DDXei5Fjy6v9kEk5/C3t6gZaAUV9VIOTzyII4fLzynl48Nc7vX+k+kC8TFxXHp0iU8PDxo3rzqVF8VKlSoUKHiXXFxnkFGxm2ehX5F0ya/oqFR+kXn+LrjeZD0gCUBS6hrVreMVXq3utZMbuvChhuR1LU1+jPrqSL6W5kQWVDMzzHJuOloMcljCHkleax9tBZddV3mNplb4W+yyejRyFJS6bt+N5lf1mH94/WYa5vTr2a/Kq9TJBLRdsQ4ZCUlBJzwRU1Dk6Z9B1U57kPxjwqs3PQ0gi7/SvCVCxTm5mBqV4OOYydTq1U7NLQqb2j2rhTJFayPTeGX2GREiJjrbM14e3M03zAqUB2XQFAuotM3bSJ1zVp0W7bEbs1qxLpK8waFIDDreRxnUrP43sWGT21MuRqazI8Xw+jhZY23WxKfXd3BohraaGkY4+b2TZXz+vH+j4RmhKIt0WZTx03lWqin5BYxZtcDdDUlbB/ZEF1NNRRyOWdXLyfxRSg9v/gKm9qezL45m4BXASxpuYS29m2rPLcgVZC+6RpFCZoYml2leOgodhw4RmJiIl5eXnTr1g1tbW1yZXLGhERxKzOPr52s+NzB8s0XvgmBSve4vGTlv+0aKSMj5q8LNAVBIN//FVlnXyLRVcd8vBeaTq/TPq+HpfDd4SBcswSmSXUgR4qNlxkNujqgYRRCePgI8pKfY2TYCDe3uRgY1H2zOVZCekIetw69IDE8C/Ma+nSdUBcr54pTUhs1asSrV6+4desWVlZW1K5ddSSxushkucTF7yE2dvvvwqoDTo5Tq7xeXU01do5Uiqzphx8DVCyyxBJoOR3cOsPxCXBoCPh8Al2XVmlOAUDqc9j9sbKmbsQZMKr8wQ5KN6Cvjz+hlZsZK/p7I35TAf8ByM/P58iRIxgaGtKrV6//hOBToUKFChX//yMWa+JZexX3H/QmNOwbvOpuLvUbJBFLWNZqGf3P9GfWzVkc+OgA2mql1+QzO7sTkpjD96dDcLfSp4FD5WZns52sCC8oYmFkIs46moytO5ZcaS47Q3aip65XYU9WkUiExVdfIktLY+TKc2R/48FC/4WYaJlUWPLy9/Edx05GVlKM3+G9qGlo0LBHnyrHfQg+uMASBIGEsKc8unCW8Ht3EAQBlwZNqNe1BzXqeP8jC41LadnMC08gpqiEnuZGzHe1wfYN0wGhbEpg84GfIlErewsFuZykxYvJOngIw14fY714MSJ1pT+/IAjMj0jk4KsMpjtYMqmGBREpuXx+6DGeNgZ89ZEtn14YyGALfXSEFDw8tleZGngx+iKHnh8CYHX71dgblO0JViSVM27PQzLySzgysRnWhtoIgsClLb/wMvA+HcZMxq1JC+bfnc+V2Ct81egrerr0rPKeKIrlpG+4RnGyFobmFwlt1oVLO/airq7OgAED8PRUdgpPKpYyNCiSFwVFrPGowSDrys0JyuXeVjj/FQhy0DSAbsvBe0gppzpFkYzMY+EUPklDy90Y44HuSHSV976wRM7yoyHE+yczQKqGBHBraEH9Lg7omKQSHjGbtOiraGnZU7fOeszNu7y372dxoYz7Z6IIvhGPhraENkPdqd3SpsrFv0gk4qOPPiIlJYUTJ05gamqKpeW7RdLeVlj9FV1NNXaNasTo30WWIEDvepXUSVp6wrhrcHM53F4FL29C7/Xg3LbiMemRSnElEivFlYlTlfMKjM1k8v5AalsbsPHTBmh8wGbM1UWhUHD8+HHy8/MZO3Ys2tof9mWSChUqVKhQ8Vf09NxxcfmS8PDFJCQexM52aKnt5jrmLG21lImXJ7Ls3jIWNF9QartELGLtYB8+XufHpH0POTu1JRYGFZdLiEUi1tZyIK4onEnPYjhT343p9aeTX5LP9pDt6GnoMbbu2HLHisRibJYuQZ6ZwZSV91j6lSOzb81mW+dt+Fj4VHmtIrGYLpO+QFZSws2921FT18Cny0fVuEvvlw8msKQlxYT53eTRhbOkRr9ES1ePBh/1xqdzdwwtqtdE7F2JLixmXngCl9NzcNPRxNfbhdYmlYuViqhuSqCiuJjEWbPJvXwZ07FjMJ85s9QifWV0ElviUxlnZ8aXTlZkF0gZu/sBWupiNn1an4UB0zEih0aaeVhb9cXMtG3l15gdzZzf5gAwvf50mtuUTT1SKARm+gYRHJ/Fpk8bUMdWGTn47eBunt64QrP+Q/Dp3J1VD1ZxPPw4E7wm8GntT6u8J4pCGWnrrlOSro665TlOmnoQeekqLi4u9OrVCwMDZeplWH4hnwS9JEsmZ5+XM21N3jAlU1qkjHxEXlP+u+4A6PZjGQe5kvhc0g+EIc8qwrCbI3qt7P5MCQx4nMTxA6HY5SgwE6nh0cyahl0d0DWWEhW9huCAPYjFWri4fIm93UgkFbjdvCmCIPAiIAm/45EU5pZQu6UNzXq5oKVX/YZ4ampqDBo0iC1btnDo0CHGjx//Vot0mSyP+Pg9xMRuRybLwsy0vTIV0KDynOqK0NFQY8fIRozZ9YAZvo8REOhTrxIjCTUN6DBP2ej5xATY0wsaj4eOC0DjbxaumdGwuycopDDyHJi5VjmfiJQ8Ru+6j5WBFjtHNUJP879hknrr1i0iIyPp2bMn1tYfNgVahQoVKlSoKA97uxGkp98kPPwHjI2aoqtbuja5uU1zxtYdy9YnW2lk1Ygezj1KbTfS0WDzsAb03XCHyfsDOTCuaaUvMXUkYvbUdabbwxcMD37Jrw1qMrfpXPKkeawJXIOeuh6DPQaXO1akoYHt2l+QDx/OzF9esmCaGVOuTmFvt70VOmP/FbFEQvdps5CtknJ1x0bUNDWp07ZjNe7S++ODNBru3LYNvVxtKcrNwayGI/W69qBWy7aoa74fc4CqKJAr+CUmmQ1xKaiJRMx0tGKsnRkab2ESUN2UQAB5Tg7xk6dQ8OABlnO+xmTEiFLbN8WmMD8ykcFWJqzysEehEBi16z7+L9M5OK4pwXknWftwFcudDdERKWja5ALq6hWnURXKCul9sjeJ+Ym0r9Ge1W1XlxtxWXExjPXXI/mmuwfjWytzax+eO8mNPdvw6tiVjmOnsCNkB6sDVzPYfTDfNPmmysiNPK+EtHU3kWZJSDG/zCWpITKZjC5dutCwYcM/x9/JzGNUSBSaYhEHvJypo/+GjXjj78O+flCUDdomMHAPOJWuRxMEgfw7iWT9GoVETx2TIR5oOirvW9LLbI4deAbxhUhFAtb1zfmovzs6hhISEg8SFbUGqTQLG5uBODvPQFPjLU0YyiEtPpdbB1/wKjIbC0cD2gypiYXDm9f7/UFsbCy7du3C2dmZoUOHVtv0Qims9hITuw2ZLAtT03Y4O017a2H1dwpL5IzZfZ+7L9P5aYB39dz6Sgrg6gII2AQmLtBnM9gra/369urJ8XbRUJQDI8/+2cOsMpKyi+i38Q7FMgXHJzWnhum7NXx+X0RERLBv3z68vb3p3bu3KjVQhYoPiKrRsAoVlVNcnIx/QHe0te1p2OAIYnHpl70yhYwxF8cQlhHG4R6Hy3WPPh2UyLSDjxjW1IFFvcvWav+dkNwCPn4UQU0dLU7Uc0VNJGfGjRnciLvBkpZLKs2WkqWlET1kKK/IZt4oTdQ1NNnbbW+1WgaB0vPh5IpFxD4JovvUmXi0aFPhvu/7+SGZP3/+/Pd2tN/ZtPpnundoT8cxk2g1dCRWzm7lptK9bwRB4EJaNiOeRHExPYePzY3Y7eVEe1MDJG+xsMlITOD4D/OIevyAxr3603XydLQqsFWWJicTO3IURc+fY7PiR4wHDCi1fX9iOt+EJ9DD3JBfajsgEYlYfC6UU48TWdbXC0uLFOb8NoeJ9naYK2Lw9PwZff1alV7rrJuzCE4Lxl7Pnm2dt6EuKRsVOfownh/OhTKksT1fdvFAJBLx7LfrXNm6Hrcmzek6+QuORxxn+f3ldHPqxoLmCyp0ePkDeU4xqWt/Iz9Hzn2jG9wu0MDS0pJhw4bh5ub25yLyVEomY0KisdVS53g9N9x030BgK+RwbqayebCsGOoOUhommJZ+c6EolJF56Dl5txPRcjfBbHQd1My1SXyRxcXdz3hwJoqiXCnp9lqMnNGQpq3tyS3w40nIZJKSjmNo4INX3Y3Y2g5GTfJ+FuXFBVLuHIvk+t4wpCUKWg2qSZvBNdEzfrcXDIaGhujq6uLv749cLsfZufK3ODJZHrGxOwh5Oo209GsYGzeljufPODiMe2+GHQDqEjHd61rzKC6T7bejsDPWobZNFUJSog5uncChBYSeBv8Nys+5RjMOb1zCIKccGH4SbKpOB8gukPLJtgBS84rZN7bJnw2z/22ys7PZu3cvJiYmDB48GLV/4BmoQsX/MocPH2bQoH+vqF2Fiv86amp66Gg7Ehe/ExAwMW5WartYJKaZTTOOhx/nTuIdern2Qk1c+rfL3UqfghI5O/2isTHUxtO28npqC0113HW02ByfSmRBMR9bmNDRoQNBKUHsD92Pm7Ebzoblr2fEOjrotWmN7NBJvOJEXHAr4GbCLbo5datWI2KxRIJbk+YkhD0l8PxpzBwcMbUtW0YD7//58UEE1plfz/P9LxswtHgLE4O35GVBMVNCY1gdk4K1pjpbPB2YVMMSfbU3tP/+nVC/m5z8cSHSkhI+njEH787dK4wYFEdGEjN8BPLUVOw3bkC/Q4dS208mZ/J5WCztTPTZVscRdbEY3wdx/HjxOSObOzK8pSXjL4/HUUuNjtqxWFn2xNFxUqXzOxB2gL2he9GSaHGoxyGMtcoWHPq/TGfKgUCauZiyZnA9JGIxUY8ecG7Nj9jVqsPHM+dyNf463/p9SwvbFqxss7LMH9LfkWUUkbrWj7jCDC7pPCRBpk7btm3p3bt3qZ4+m+NSmPk8nkaGuhz2ccFSs/opccQHwrYOyp5WGnrwyRFoMVVpmPAXSuJySd32hJL4PAy7OWHY05m451lc2xPKg/MxpGYVcV9HTsNBbnw2tC5iUSzPQmcRFbUWNTU9atdajovLLDQ130/zWUEhEHrnFec3PSExPIs6rW3pNrEu1i5G7+3vwMbGhtzcXAICAjAzM8PCouzcZbL8vwirqxgbN8XTcxWODuPfq7D6K+oSMd3rWPM4LovtflHYGmnjaVMNEwtjB6j3KeSnwL3N8Pw8h4NyGLTIF+zKT8P9K0VSOaN33Sc0KYcdIxrRoJJu8/8kMpmMAwcOkJeXx/Dhw9HX/2+IPhUq/n9GJbBUqKgaXV1XiooSiY/fi4lxc7S0Sjvz6mno4Wrkyp5ne8guzqa1Xesyx2jmbMrD2Ez2+cfSqqZ5pU2IAVx1tdCWiNkan4pCgDamRnR06Ij/K38OhB3Ay9wLe/3yhY/EyAidJk1gpy8eRcacskokMCWQbk7dqlyzAkjU1KjZpDmxT4J4fOEMli5uGFuVdSN+38+PD5Ii+E+G6fPlctbGpLAxNgVNsYjZTlaMsjVH/S2dw94kJRCg4NEj4idOAnV1amzZjNbfXN4up2UzKiSKhga6HPB2QUci5mFMJkO2+NPYyYSdIxsy128OV2IussrVHIki9/fUwIodWp6mPWXIuSEAbOu8jcbWjcvsE5WWT58NfpjqanB8UgsMddR5Ff4c30XfYGxty6Dvl/Ew6zFTrk6hrlldNnfaXMY1psy9SS0gaf1tAmSRhKglY2pqQt++/bC1fW1uoPjdxGNLfCo9zA1ZV8sBLUk1UzOLcuDyd/Bwp/Lf9k3h02OgWTpqKAgCebcTyb4QhURfA6PB7sSlFhJ4IZb0hDykWmJuiIoQO+uxakg9bA1LeBm1hoSEA0gkOjg6foa93TDE4vdTZwWQEpPDrUMvSI7KwcrZkNaDa2Je48MsqmUyGbt37yYpKYkxY8ZgZWX1+//nE5+wj9jYrUilmZiatsHJcRqGhlVHgd4XSjOVB9yOSGN5Py8GNiz/gVkuz8+D/0b6Hini+NlLVe4uVwhM3v+QS8+SWTu4Xvk9uf4lLly4gL+/fymjFxUqVHxYVCmCKlRUD5ksj3v3eiIg0KTxmXLN1H568BO7nu7ipzY/0dmxc5ntGfkl9PzlNnKFwJmpLTHXr3xNJQgCM57HcfBVButr1aCflQnZxdmMujiK+Nx4tnTaUqmJRZ6fH3ETJvKgqyMr6sbQvkZ7fmrzExJx9QIpRXl5+C76hsyEePp8PZ8adUqXSbzv58e/b7H1lgiCwJmULFoHhLEmJpmPLYzwa1KL8fYWby2uMhITODh3JsFXL9C4V38GfrekUnGVe+06saNGIzYyxPHggTLiyi8zl3FPo6mtp81eL2d0JGJeZRcyYe9DrI20WDe0HmejTnM++jxzatZDXhSFu/vCSsVVTkkO4y+PR0Dg8/qflyuusgpKGL3rPiJgx8hGGOqok54Qx/HlC9A1MqbfnAU8z4/gi+tf4GzozLoO66oUVyWJeYT+cpljikBC1JJp3KghEyZMLCWuiuQKxj+NZkt8KuPtzNni6Vg9cSUI8OwUrK33u7gSQadFMPpCGXGlKJCSvucZ2edeou5mTHojK45uf8bl7c8oKJZx1xzWaeXTurszByc2RFzoy5277YmP34+NzWCaNb2KQ42x701cFeVLuXHgOUeWPSAnrZAOI2rRd1b9DyauQGl6MXDgQLS0tDh06BC5uWnExGzmzt22REb+iIF+XRo2oRGtAAAgAElEQVQ2OIqP945/VFwBaKlL2Dq8IS1dzfjqWDC+9+OqP9i9G4w4rYxaVoEgCMw7FcLFp8l816P2f0pcPX36FH9/f5o0aaISVypUqFCh4j+HmpoetT1XUlSUwIsXi8rdZ1r9aXiZefH9ne+Jyy37W26iqzS9yCwoYcqBQKRyRaXnFIlELK9pRzMjXaaHxXE/Ox9DTUO2dNqCubY5k69O5nnG8wrH67Vogc3SJTQ8G8GEWFeuxl5lScASqhsn0tLTo//cRRhaWnHyx4UkPA+t1ri35f+kwArPL2JQUCTjnkZjqCbhVD1X1tV2wOJN0tD+RqjfTfbN+YLczAz6fP09rYaOrLRuLOvoUeKnTkXT1RXHAwfQsC/9pj4wJ5/hT6KooaXJQS8X9NUkFEnljN/zkCKpnK3DG5JREs/Se0vpbOWJaaE/FhYfYWHepcJzCoLAhEsTyCnJoY1dG0bXGV1mnxKZgon7HpKQWciW4Q1xMNUlNz2NYz98h1gspv83i3glpDPpyiTMtM3Y3GkzBhqV18sURmdxaeNRTooeIVMv4NOhQ+j+UQ80NF5b3WdKZQwKiuRsajYLXG1Y6GaLuDppcZkxcGAQ+A6HgnTQMYXRF6HFtFL26wDFMTkkr31E3vMMElyMOB+ayc0jEWhqqyFtasJiWSYx+nBoYlOG14sn8GEPwsMXY6DvRZPGZ/FwX4iGhmnVc6oGCoXA098S2P+dP89uJ+LVzo5PFjTFo5n1n86FHxJ9fX0GDPgYfYO73PVvR0Tkj+jreyqFlc9ODA3rffA5VMQfIquVmzlfHgvm0L3Y936ONVfDORAQy6S2LoxqUbV9+z9FWloap06dws7Ojk6dOv3b01GhQoUKFSrKxciwAY6Ok3mVdIzklPNltquL1fmxzY+IRCJm35xNibykzD51bA1Z1q8u96IyWPJr1YJFQyxmex0nbLXUGfkkitjCYsy0zdjaeSu66rqMvzye6OzoCscb9uyJxVdf0X5/KIOyPfB94cvm4M3VvmYdA0P6f7sYXWNjji/9nuSXEdUe+6b8nxJYeTI5CyMSaXc/jMe5BfzgZsulhu40Mar6jXdFSEuKubx1Hb+uXYG5gxPDl6/FuV6jCvcXBIG0TZt49e08dJs1w2H3LtRMSy/aQ/MKGRr0EjN1NXx9XDDVUEMQBL48GkxIYjarB/ngYKbB7Fuz0ZZo0s8oDzU1fdxrfl/pXFc+WElIegg2ujasaruqTF2PIAjMPfEE/5cZLO9fl0aOJhTm5XJsyXcUF+TRd84C8vUUTLg8AU2JJls6bcFMu3LXvFePoti5YwcPJNF4GEiZPONLXGu6l9onrqiEjwPDeZRTwGZPBybYV6OmSS6F26thQ1OIvKr8vxrNYbI/1GhS+roUArm34knYGERoVglXCgUePEzFyEqHJiM92G9QzOqwBPrUt+PoGAskmdMJCh4HiPD22oaPzy709NzLzuEtSY7K4djyB9zY/xxjax0GftOIVgNroqnz9gL/TZDLC4iJ2UJ0zFAcHR+QnW2ETDaLej67/lVh9Ve01CVsGdaANjXN+fr4Ew6+R5G1PyCG1VfC6d/Aji+7vL/P9V0pKSnB19cXiUTCgAEDVKYWKlSoUKHiP42T42cY6HsRFvYtRcVJZbbb6tmyqMUinqY/5eeHP5d7jD717BjdwomdftEcD4yv8pwm6mrs9XJGJggMexJFrkyOjZ4NWzptAWDc5XG8yntV4XjTUSMxGT2avhtC6CxzZ/3j9Rx7cayaVwx6xiYMmPcDWnp6HP1hHqmx0dUe+yb8nxBYgiBwMjmTlgFhbIhLob+lCX5NajHGzhy1d4gWZCQmcPDbWQRfqV5KoCCXk7xoEamr12DwcU/sN6xHrKtbap+ogmIGBkWiJRbj6+OC1e9RtY03IzkdlMiszu50rG3JyvsreZH5gvm1m1OYH4q7+4JKoys3426y59keNMVKi0oNSdlGyZtuvuTIw3imtXelTz07pMVFnFy+kKykRHrNmofEypDxl8ZTJC9ic6fN2OlXbKctCAJ3z95k+8m9ZIny6GNbyMDpC9HRLS1mQ3IL+OjhC1JKZBz2caGXReXdvQGIDYDNbeDK9yDRAIUMmk9VpofplRZn8nwp8duecOdYBJdzZIRmlWDtZkTf2fUpamHG8F+DiU4vYP1gJ8Z5HyUkqA85uSHUdJtHk8a/YmbW7r0ZTBTmlnB9byhHf3xAXmYxHUfVps/M+pjZvb3AfxPk8gJiYrfid6cNEZHL0df3pEEDX3R15nD3TjLBwcH/yDyqi5a6hM3DGtDW3Zw5x59wIODdRdbFp0nMOxlCO3dzlvat+5+xPRcEgXPnzpGSkkK/fv0wNKyGwYcKFSpUqFDxLyIWq+PpuQqFopjQZ18iCGXT/DrU6MAntT5hX+g+rsdeL/c4c7p70NTZhDnHnxCSkF3leV11tNjm6UhEQRETnkYjUwg4GTqxudNm8kvyGXd5HGmFaRWOt5g1E8OePRn501OaSFxZ6L+wwrmVh4GZBQPmLUFNXZ2ji78lI7FqYfim/OcFVlh+If0fRzLxWQwWGmqcre/G6lo1MNd4t2jBnymBGenVSglUFBeTMH0GmQcOYjJ6NDbLliHSKC1yEopKGBAUgVwQOOzjgoO2ss7namgyKy4+p6e3DZPbunA19iqHnh9inHsPhPTTmJt3xdKie4XnTs5PZvqN6QCs67AOC92yEaLzT16x/EIYPb1tmN6pJnKZjLOrl5MYHkb3abMxqunIxMsTSS1MZUPHDbgZu1V4vtzcXPZu3sXFB9exFDSYVCsP7zFLy7j43cjIodejCNRFIk7Vd6VZVZHEwkw48zns6Az5yaChrxRXA3ZD58UgKX3/0x6ncPH7u5wNTCOyRIFTAwsGz2tMsxEefO8XwdfHn1DfXpd9gyPQzR5CYuJh7OyG0bzZNeztR5bp7/C2KBQCT27Es/97f8LuJuHTwZ5PFjTFvYnVP7LAVwqrbfjdaUtExDL09WrToIEv9Xx2YWTYgC5duuDg4MDp06dJTEz84PN5E/4QWe3czfnmxBP2B8S89bHuRWUw9eAjvOyMWP9JfdSra57yDxAYGEhQUBBt2rTB1bXqpsgqVKhQoULFfwEdHSdqun1LRqYfcfG7y91nRoMZ1Datzbd+35KYV3adoS4Rs25ofUx1NZiw9yEZ+WXTCf9OKxN9ltW041pGLgsiEwDwMPFgQ8cNpBSkMOHyBLKLyxdrIrEYmx8WY9isBVNWvMBd3Y7Zt2bzOOVxta/byNKK/vN+AODIornVHldd/jsrlL+RK5PzfUQCHe8/52leIctr2nG+YU0aGupWPbgS3jQlEJQNhOPGjiP30iUsvvoKyy9nI/qbZXtqiZRBQZFkS+Uc8nbB/feeT+HJuXx+6DGeNgb82M+L5IJkvvP7jtomHjSVhKGmpou7+4KKz62Q8+mvnyJVSJnsM5mmNk3L7BMUl8V038fUq2HEiv5KV5TLW37hZeB9Oo6ZjH2D+ky9OpXI7EhWt1uNt7l3hed79uwZG9auJ+ZVHC1l+oyun4nxwGXwt+s9/CqDT4Nf4qClwbkGNfHQrcQkQxAg2BfWNYLAvcpUwPx0MLCBcdfBs3ep3dMT8jj//9g7y/Corq4N3zOTibsnxI0YSUiA4E6BUopL8eKFltIixaFAcSjuToEmWIt78eIQkgARIhB3t8nMfD/SAmmCh0Lf79zXxZ+cbefMJOznrLWfNe8GgWtDiM0rxaWmCb1+rMsngzwIzS+kzdIL/BGWzOw26YzwmEZK/GL09WvhX+co1V2mIZXqv3gtb0hSVDZ75t7gwq/hGFtr02NKHRp0dUZV4/2nf8nlhc8Jq7noaLvh5xtAzZrb0Nfze9ru75Q0TU1NAgICyM/Pf+9rexPUVCSs7etHc1dTJh8IYcfVNxdZD5NyGLztBtYGGmwZUBtN1Y8n/S4xMZGjR4/i4OBAkyYvLmIoICAgICDwMWJp2QNj45Y8erSAvLyKRhOqElUWNV6EXCln/IXxyBSyCm2MtdVY29eP1Lxivt51m9JXmF4A9LU0ZpiVCRvi0tgaXxax8jH1YVmzZURnRzPizAgKZAWV9hWpqmK1fBn6zu6MWR6PqUSfkWdGEpUV9dr3bVTNmq6TZ1Fa8mpB+KZ8dAJLqVSyNymDBtcesP5JKj3Njbjs70b/asZvVSz4ed40JRDKCgjH9ulLwd27WC5ahNGXAyq0yZaV8kVQFPFFJfzi5YCXTlnB2qyCEoZsv/nXeZRaSFWU/HDhB0oVpUysXpvc3Hu4OE9DTfXFaxh9bjRJBUnUtajLV94Va2PFZxUyePtNjLXVWN+3FupSCRd2biH0/Bnqd+uNe4uWjDk3hjspd5jXaB71LetXOk9RUREHDhwgMDAQzWIp3WU6NK+bgaRDeXGlVCpZGpPEtw8fU19fm999nZ+mQVZKWiRs7wD7h4BuNbBrAI+vgHsHGHIGTFyeNk2OyeHIyrv8Ous6sTG5uFTTovcMf1oMq4G6gRo/Hgql3+brOBkmsrn9diwUPyKWqOHjvQUf701oaVVd5KAgp4QzW++zb8EtCnNlfDLYgw6ja2Jo+W4C/3WQywt5/HhTWSpg5Fx0tF2fCSv9ymtDaWtr07NnT/Lz89mzZw9yufy9r/NNUFORsKaPLy3dTJn6Wwg7/ox57b5xmQX033wdDVUJ2wf5Y6BVMT32Q1FYWFj2O6OpSZcuXV5YK09AQEBAQOBjRSQS4eY6BxUVXUJDv0MuL67QxlrXmhn1ZxCUGsSKOysqHcfLSp+fOnpy5VE6848/fK25pzlZ0tJIl8kRcZzPyAWgnmU9FjZZSGhaKKPOjqK4kvUAiLW0sF63FiNdMyZuykGqlDDs9DCS8iueJ3sRJrb2fPnz2tdu/7p8PK+Bgft5hUwKj+Nqdj4+Oppsq+FATV3NKhn7weXznFq/EolUSqcJ018ZtQIojori8eDBKLKysV67Bu0GDSq0yZfL6XMvmrD8IrbXsH9quFEqV/D1rjvEZxXy69C6WOprsPruam6n3Gau/2gyExZjbNwSM7P2L5x/R+gOzj05h7GGMatbrq5wPa+4lEFbb1BUImfnYH9MdNS4eWg/Nw/tx6d1O+p07s6kS5O4GH+R6fWm09qucofCmJgYDhw4QE52Dj6ldtRTpGDaMAtR29nlnPxKFUomRcSxPSGdrmYGLHG1RvVFG8rS4jITi4uLQUUNGo+FkAOQFAyf/AT1RoJIhFKpJD48i1vHYoh7mIlUDNU1xPh0cMSoiRUikYiHSTl8u/suiZnxzG56HgvV0yhl+lR3mYmlZQ/Er1Fo7nVRyBUEn4/n+qFoSkvk+La2wa+tHarq/07EKj5+N7GP11FSkoaBQX3s7UdhoP/q7yqUFSFu3749Bw4c4OTJk7Rt2/Y9r/jNUFORsKq3LyN33mHq76EogX717F7aJzO/hH6br1NQImfP8HpU0395OYF/E6VSyW+//UZ2djYDBgxAS+v9i28BAQEBAYH3gaqqEW6u8wi6N5ioqMU4O0+q0KaNXRuuJ15nS8gWapvVppFVowptutWyJjg+mw0Xo/GspkcHn2oV2jyPRCRirbst7W9HMCQ0msO+LrhoqdPCpgWzGsxi0qVJjD0/liVNlyCt5OiHipERNhs3oviiF5P2wbROOXx1+iu2ttmKntrrnYfW1K36c9MfhcDKlpWyMCaJLfFp6KlIWFzdmi8sDF/P5vsVyEqKObdtA/dOlxUObjdqHLrGJq/sV3j3Lk+GDQcVFWx2bEejkno2RXIFXwZHcysnn/UedjQzemZ3PufoQy5FprGgixd+tobcSLrBunvr+NzhM8zzT5AvVse1+qwXnuEJSQth4c2FqIhV2P3p7gpfKrlCyajdd4hIyWPzgNq4mOkQev4M53/ZjEvdhjTtP4R51+dxNPoo3/p+S1eXrhXmKC0t5ezZs1y5cgV9dR0+K/bDTnQXw6ZyRK1mlhNX+XI5w0NjOZWewygbUyY6WLz4/FH0BTj8PaRHgGcXsG0AJ6eCqhb0PwR2DVAqlMQEp3HrWAzJ0TloqEvw0BDjaKGFWR83VC21USiUbLoUxZKTIXzqcIHxPicQIcPaaiB2dl8jlb7cXv5NSYjI5MKv4aTH52PtZkCjHi4YmP8bEasi4hN2Exu7jpKSVAwM6uHpufK1hdXzeHt7k5iYyNWrV7GwsMDH59+tg/Uq1FQkrO7ty8hdt5n2eygKhZIBL7BZLygpZeC2G8RlFrJjYB1czav2835Xrly5QlhYGK1bt8bGxuZDL0dAQEBAQOCdMDZuRrVqfXj8ZBNGRk0wNKwYWBhfezxBqUFMvjSZPe33YKZlVqHNlHbuPEjM4Yd993A21cHd8uX/f2urSNju5UDbm+H0vRfFUT8XjFRVaO/YnnxZPj9d+4mpl6cyp+EcxKKKL/ZVra2xWb8OZd9+TDhrwI9NYxh1dhTrWq1DXUX97R/IO/BBBZZCqSQwKYPZjxJJl5XSz9KICQ4WGEirZlkZCfEcXjqP1Nho6nToSv3ufV5qZPE3uefOET/6O1RMTbHZuAHVSjZPpQolX92P5UJmHstcbfjM9Nm5n8CbT9h8OZovG9jRvbY1WUVZTLg4AWsdawZa2xMTFYi72yLU1Cq3M88vyWfQiUEoUbKkyRLMtc0rtJl95D5nH6Ywq6MnTVxMiLpzgxNrl2Hj6U3br8ewNngdv4b9ygCPAQzyHFShf1JSEvv37yclJYUaxs74xlmiLzmDfnMNRM2nlRNXqSUy+t2LJii3gHkuVgyo9oKUxvw0ODkFgnaDgR30CoSoc3Dke7D2h27bUGiZEXkjidvHY0mPz0fHQA1fW20ss4rQ9jHDoLMTYjUVknOKGLvnLoU5p5nb6DDaKqkYG7XE2WkCmppVW/coP7uYK/siCb+ejLahGm2GeeLgY/LeDSwqFVYeyzEwqFg8+k1o1aoVycnJHDp0CBMTk3LFoD8GVFXErOrly9e7bjPj0H2UUKGWleyvCHDQkyxW9/bD36Fq6pdVFbGxsZw+fRo3Nzfq1q14LlJAQEBAQOC/iLPTBDIzr3D/wXj86xxFKi0f3VFXUWdRk0X0ONyD8RfGs6n1JlT+kUmkqiJmVW9f2q+4xLBfbnLo64boa748vd9aXZVtNezpfDeSQSHRBPg4oiYW09O1J3myPJbdXoaWihZT6k6pdH+m7u6O1coVKIYO43sDaxZ63WHCxQksbrIYyT9M2v4NJDNmzJhR1YMGBATQo0ePl7YJzi1gcEgMm+PTcdNWZ2sNe/pYGqNRRc5gDy6f57cFM5GVFNP++wn4fNLutc5HZO3bR8K48ai7uGC7bStSC4sKbRRKJd8+fMzB1CxmO1ej33OC41ZsBiN33qGeoxFLunsjEsH4i+MJywxjZaNpJD2agaFhI5wcx79wA9/9cHdSClLo596P3u69K1zf8WcMS05FMLCBPaNaOJMQ/oAD82dibG1Ll0k/Ehi1j6W3l9LJqROT/CeVm0ehUHD58mX27t2LUqmkrWU9qkcboic5iH5LQ0TNJ5YTV9EFxXS5G0lsYTEbPe3pam5YccEKBdzeDru/gMQgaPg9tJ5bJrZCD4D/cOSfr+fB7QJObrrPg0uJqGur4t/YErfMQvQKSzHs5IReazvEKhKOhyQyJXAvrSxW0druLAY61nh6/Iy93Qik0tewgX9N5HIF984+4fj6ENLj8/BtbUvrIZ4YW+m8V3EllxcRF7+DkJBvSE09jq6OF+5uC3CwH4WGxruLIbFYjLOzM8HBwQQHB+Pl5VWuKPTHgEQsorWHOeHJuWy6FIOOuhRfm7LPNiAggDsqbhwJTmR2J086+764nMCHIC8vj+3bt6OtrU3v3r2RSv+d+mcCAgIv53X2HgICAi9HLJaip1uTJ3FbKSyMxdSkbYU9kYG6AeZa5vzy4BcA6lhUfDGspaaCn60B2y7Hci8+mw4+1V6ZmWaproq9hhpr41JJKC6hjbEeIpEIXzNfiuXF/PLgF4rlxdSzrFdpf1Vra1RtbdBZGYCRrQt7uEVGUQaNrRq/cl9X1X8//vUIVpaslHnRSWyPT8NAqsLPrtb0MK+adED4R0qgixvtvh3/WimBSqWS9HXrSF26DK369am2fDkS7YrpYUqlkkkR8exNzmSCvTmDrZ6NnZBVyLAdt7HQV2dlr5qoSMTserCLc0/OMb7WWGRJmxCLpbi6zn7hBz3t8jQeZT3C08iTcbXHVbh+PjyVGYfu08LVlMnt3EiPe8yBeT+ibWhIl4k/ciLhDPOuz6OFTQum1ZtWbp7MzEwOHDjA48ePcXN1pYGsOoTmoSPZjW5rR0SNx5Sb63Z2Pn2Cy9xY9vo44VeZg2PKAzj8HTz+sywVsN2SMjv2zZ9AcS6l7dcRklmfu9Nvkp9dgqmtDvWHemKcXkDu2SeoGGtgOKgGqhZa5BeXMu/wRaQF6/mu5nXEEgNcnGZjadkdkahq3z7EhZWlA2Ym5mPjYUSj7s7om1XNeb8XIZcXkZDwKzGx6ygpSUFf3x9Pj2UYGPi/uvMboqWlRc+ePdm0aROBgYH069fvoyt8q6pSZuv6za47zDp8H6VSyeBGDiTnFHH7VhzftnCmt7/th15mORQKBXv37qWoqIg+ffqgrv5hUg8EBAQEBATeF7q6NXCwH82jqEUkGbfAwrxjhTbtHdtzPek66++tx8/Mr1LR42tjwMwOHkzYH8yik2H80Mb1lXN3NDMgsqCYRTFJOGuq841tWQriaN/R5JXksTlkMzqqOgyuMbjS/nrt2iFPT6f5nLlkfuVOQHggJpomDPce/oZP4d3413ZcCqWSXxMzmB2VQJZMzpfVjBlvb45eFaUDQvmUwNodutLgNVMClXI5yT/NIXPXLnTbt8fyp9kValz9zZyoRLbGpzHC2pRvbZ/lnRaWyBm24xZFMjm7h/ijr6lKWEYYi28uprFVY5rqigiPuI6b63zU1Sqm/AEcenSIA5EH0FHVYUubLRWuhyXl8vXO27iY6bDsi5rkZ6Sxd840JFIpXSfP4nrOXaZenoq/uT/zG89/GrJVKpXcvXuXY8eOAdCxfQeq3ZNQHJaNnsoWdNp6Q4Nvy811Mi2bYaExmKlJ2eXliIOmWvnFlBTAhQVwZQWo6UKHVeDdC66vg5NTUOhac992JVd3qVOcH0m16ga0+NIdC0stMgPCyH2UjWZNU/Q7OiFWk3A7JpH9FxdS3/wYUn0FVlZDcHQYiYqKzis/vzchL7OIy/siibyZgo6ROp9+VQM7L+P3HLEq/ktYrX1OWP2MgcH7TS2zsLCgQ4cO7Nu3jxMnTtCuXbv3Ot/bIJWIWdGrJqN232H2kQcApOQW80UdG0a3fHGttg/FH3/8QUxMDB06dMDcvPLfYwEBAQEBgf86trZDSU8/T1jYdPT1aqGhUTGbZGKdiQSnBjPx4kT2fr4XY42KR0h61rHhXnw2a849wtNSj3ZeFTPD/skYOzMeFRTxU1QiDppqtDPRRyQSMbnu5GfpglItvnD9otL+hv36UZqaSuc1G8kc686qu6sw0TChi0uXN38Qb8m/IrDu5hQwMTyOO7kF+OtpMcfFCg/tqnUDe3j5PCff0CUQygoIJ4z/gdwTJzD88ktMx42tUOPqb1bEJrPicQr9LI2Y6vjM5EGpVDJ+3z1CErLZ0LcWzmY6FMgKGHt+LHpqekzxG05YUC8MDRthYVH5hxudHc3Uy1MRi8TsaLujwqG81NxiBm69gYaqhE39ayEpKWDPT1MpKSigx4x5RCjiGHt+LG6Gbixrvgw1SZkgysvL49ChQ4SFhWFra0uHzz5HfiCO4qhs9FVWo92uYZmj33Nsj09jQngcXjqa7PCyr1jUOeIUHBkDWbHg0xtazSpzCtw3CEL3k67bhIPRwyl4qIKdlz5+bWwxd9CjKDKTlOV3UBbLMejijGYtM0rlCrafXo9WyXqaVctEotkcf++paGhUrWmAvFRB0Jkn3Dgag1KupHY7O3xb26Ki+v7ycv8WVrGx6yguSUZfv86/Iqyep0aNGiQmJnLlyhXMzc3x8/N7dad/GalEzPIvajL617vMPvIAI3Upszt6/itFnN+E8PBwLl68SM2aNalZs+aHXo6AgICAgMB7QySS4O6+iGvX2xF6fwx+vrsqZBNpSjVZ1GQRXxz5ggkXJ7Cu5bpKzztNb+/Ow8Qcxu0NwslUm+rmL395LhKJWOJqQ2xRCV/ff4y1rypeOpqIRWJmN5xNQWkBc67NQVuqTXvHyt24Tb7/ntKUVAYs+Z3sidWZeXUmhuqGNLNp9vYP5Q14rwIrQ1bK3KhEfklIx0RVhZVuNnQxM6jSjdPbpgQCyHNziRsxkoIbNzAdPx6jgV++sO2W+DR+ikqks5kB81ysyt3DmvOPOBSUwLjW1WnpXhbVmnd9HrE5sWxotYHE6PmAGDfXOZXee6GskL5H+yJXyvmx3o846juWu14kkzN0x03S84sJHFYPE3URe2b9SHZqMl0mzSRdp5hvTnxDNe1qrG65Gi1pWSpfWFgYBw8epKioiE8++QR/n9qkbw2h5HEOBtKlaH3WFvyHPp1HqVQyLzqJZbHJtDTSZZ2HLVqS535RchLh+AS4/xsYu8CAI2DXENIike/qhTgjguv5fbmV3BGnWhb4tbHFqJo2SoWS7FOx5J59jIqJBkaDayA11yLs8Z/cDJ6BtUYkWRJ7qrsvw8q8omPNu/LkfgYXAsLJSi7AzsuYht2c0TN5f3bfcnkxCYkBxMasLRNWerVx91iMgX7dDyIaWrZsSXJyMkePHsXU1BRra+t/fQ2vQioRs7SnD91rW7M0TBOJ+OMSV1lZWezfvx8zMzM+/fTTD70cAQEBAQGB946GhhXVq//I/ftjiI1dj51dxXqsTgZOTPSfyPQr09kYvJFh3sMqtCmrhenHZysuMXTHTf/hVaQAACAASURBVA6ObIie5svPL2tIxGz1tKftrXD63YvmWC1nLNRUkYqlLGqyiJGnRzL18lQ0VTRpYduiQn+RSITF7FmUZmYwctFl5v5gx7gL49j4yUZ8TN+/w/J7q4q5LT6NBlcfsCsxnaFWJlz2d6OruWGVbjCfLxxcu0NXuk+f+9riSpac8qyA8MIFLxVXe5IymBgeR2tjXZa52pQ7L3b6fjILT4TR3tuSEU3LhNGx6GMciDzA4BqDqaZ8RGbmnzg7TUBd3bLC2EqlkkEnB5Fdks2n9p/S2aVzuesKhZKxe4K48ziLpT188DDX5tDPc0l6FEG7UeOQV9Nh+Onh6KjqsK7VOgzUDSguLubgwYPs3r0bbW1thg4dir93bdI23KPkSTaG0vlodWhfTlyVKBSMeviYZbHJ9LEwYqun/TNxpZDDtfWwqg6EHYNmU2D4JbBrSO7lPZSuakRJWiKHsqdT6PM1vWfW55NBHhhV00aeU0zaxmByzzxGs6Yppl/XpFQvi6MXhxEX2QcNcQpFWhPo/MmJKhdXuRlFHF8XzMHld1EolLQb6UW7EV7vTVzJ5cU8idvBn1ebEx7+I+oa1tT02YGv724MDep9sIiMWCymS5cu6OrqEhAQQG5u7gdZx6uQSsQ0cTHhIwtcUVpaSmBgIEqlku7duwumFgICAgIC/28wN+uAqWk7oqKXkpMTXGmbTk6daOfQjtVBq7mRdKPSNma66qzp7Ut8ZiHfBtxBrlC+cm5TNSk7vBzIlcvpfy+afLkcADWJGsubL8fDyINxF8ZxJeFKpf1FUilWS5ei7+LBmOVxmEr0GXlmJFFZUa9592+PSKlUvvoO35AabdqR+sNP1NPXYo6zFW5VnA4I5VMC24787rVTAgGKo6J5Mngw8qwsqq1YXmkB4b85mprFkNAY6ulp84uXA+rPuRxGJOfSafUV7Iw12TOsPhqqEp7kPqHboW446zuzpulsbt5oj56uDz4+2yrdYC+4voAdD3ZgrWPN4U6HK/j7LzkZxvKzkUxo68qwRvYcW/0zDy7+QauhX2Na14d+x/pRLC9mW5tt2OnZ8fjxYw4cOEBmZiYNGjSgWbNmiArkpG64R2laLkYqP6HRqT/49ns6R26pnMEhMZzPzOUHe3NG25o9W2vC3TITi4Tb4NAM2i0GI0eSH2WQt28KjgU7SSl1Jtb9Z9w/rYOW/rOzWkXhmWQEhKEskaPf0Ql1Hx3CItfwJG4jSoWC4Kx29Gg2EZvXFMWvi1ym4M6px9w6FgOAX1s7fFpZoyJ9P+mACkUxCQl7iIldQ3FxEnp6tXCw/xaDDyiqKiM5OZmNGzdiZmbGgAEDPjrTi7/p3Lkz+/fv/9DLeMqRI0e4ceMGPXr0wM3N7UMvR0BA4AV8bH87BAT+V5DJsrl2/VMkEk3q1D6IRFJxX58vy6fn4Z4UyArY8/keDNUrcZ0GdlyNZepvIXzT3Ikxn1R/rflPpWXTPziatiZ6bPCwexroyC7O5ssTXxKXG8f6VutfGJkqzcgg9otexJemM22QOlJVdXa03YG51rOz1FX99+O9RLBkCiVr3G3Z7+NU5eJKVlLMqQ0rObJ8ISY2dvSdt+yNxFXh3bvE9uqFoqgIm+3bXyquzmfkMjw0Fh8dTbbVsC8nrrIKShi8/SbqUgnr+9ZCQ1WCTCHjhws/IBaJmddoHhFh0wAlri9IDTwde5odD3agJlFjR9sdFcTV/ttxLD8bSfdaVgxr7MD5nVt4cPEPGnTvg3UDf4adGkZOSQ5rWq7BSsuK06dPs2XLFpRKJV9++SWtWrWCnFJS1gYhT8/GWGUaGl0GlRNXScUyOt6J4HJWLktdrfnOzrxsrcW5cHwibGgG2XHQZRPKPvuJSzPk2JKzyDZ+XiaujLugO/YctXs1eiqulHIl2SdiSNsSglhbislIL3Isr3DuUnMS41dzJ9mTWMlmvu+yuMrFVWxIOrtnXuPawShsPY34YoY/tT61ey/iSqEoJi7uF6782Zyw8Omoq1ejps92/Hx/xdCw/kclrgDMzMzo2LEjcXFxHD16lPfwbuV/juDgYG7cuEG9evUEcSUgICAg8P8SqVQPd7eFFBREERE5r9I2WlItFjZZSFZxFpMvTUahVFTaro+/Dd1rWbHibCQnQpNea/5WxnrMcLLkSGo286ISn/5cT02P9a3WY6JhwojTI3iY8bDS/iqGhlhv2oh5iTqT9kJuUQ5fnf6K7OLs15r/bXgvr7BdtdXpZFZ19Yr+5m1dAv/maQFhE5OyAsK2L7aAvp6Vx4DgaJw01djp5YCWyrMNeulfRVATs4rYPdQfS/0yEbnizgqC04JZ0nQJotzLZGReorrLj5U6r8TmxDLuQpkN+6oWqzDSKF9I9Xp0BhP2BVPPwYjZHWtw89B+bh0+gE/rz/Bs/xlDTg4hPi+eNS3XYCw3ZuPGjSQlJVGzZk3atGmDmpoastQC0jbcQ5GXg7F0KmpdxoBX96dzhOUX0SvoEVmlcnbUcKCZkS4olfDwMBz7AXISoNaXKJtPIyailFsLb0PcTdoaLERDI5fSNiswrdOv3Lrl2cWk735ISUwOmrXMoGkWd6L6kJcXQnS2DReSJjC2fTe8rPSpSnLSCrm0J4LooDT0zTRpP8obG/f3U5y2LGK1l5jY1X9FrHxxd1uAgcHHJ6r+iYeHB0lJSVy8eBELCwtq1379lxP/30hNTeXgwYNYW1vTsmXLD70cAQEBAQGBD4ahYX1srAfx+MkmjI2aYmxc0SzC1dCV8bXHM/vabLaGbmWg58AKbUQiETM7eBKWlMuYwCAcR2rhZPpqx+ghViZEFBSz/HEKjprq9LAoi5AZaxiz4ZMN9D/en2GnhrG1zVbs9ewr9Fe1ssJmwwaUffrywxldZjaLYdTZUaxrta6CsVxV8F4E1vsIi72tS+DfZO3bT+K0aahXr471+nWoGFe0kvyb4NwC+gRHYaEmJcDHEf1/WMn/dPQBlyLTWNDFCz/bsg/4SvwVtoRsoZtLNxqZeXL1Whv09f2pVq1XhfELZAX0P9afUkUpw72G429Rvg5STFo+w3bcxMpAgzV9fIm4/AcXdm6her1GNOw7gJF/fM2DjAcsabKE0uhS1p1eh5qaGj179sTVtazGQEliPmkb70FRFibSSah2mwKezxwMr2bl0T84GjWxiAM1nfDS0YSsx3B0PIQfAzNPFF22EJlsy61F4WQk5OFncpY6xmsR6VVD1GM/YgvvcusuCssgIzAMpUyBRldd4tVXkHLvKLkyA3592BcHm06sHeSBpmrVfe1KS+TcPvmY2ydiEYlF1OvkiHcLayQqVf8tVCiKSUjcR0zMaoqLE/9Twup5mjVrRlJSEseOHcPU1BTbl7xo+P9KcXExAQEBSKVSunXrhkTy71eBFxAQEBAQ+JhwdBxDRsYl7j/4gbr+R1FVrbiX7l69O9eSrrH89nJ8TX0rTdtTl5aZXny+8hJDd9zit5EN0FV/+flmkUjEHGcroguKGRv2BFsNVerqawNgqW3J+lbrGXB8AENODmF72+1Yalf0PVB3dcVq5UqUQ4bwvYE1C73vMOHiBBY3WfyWT+TFvDeTi6qitKSE0xtXvXVKoFKpJG3dehInT0bLvw4227e/VFxF5BfRMygKHYmEQB/HChblgTeesOVyDF82sKN77TI3trTCNCZdmoSTvhPjao3jYdhklEo57m7zEP0j7U+pVDLizAjSi9LxM/NjhM+IctezC2QM3HYDJbB5QG3SH9zlxNpl2NTwoeVXo5hwaSLXEq8xoeYEHv/xmBMnTuDk5MSIESOeiasnuaSuC0JUlI6JdDyqPWaUE1cHU7LofvcRpqoqHPZ1xktTCpeXwSp/iD6PosVMQt13snODnFOb7yNRFtHHbzt1JSsROzZDNPQcPCeulHIF2ceiSdsSCnpy8rtd5F5eT5JSznAkui1zb85gUKuvmNPJu8rElVKpJDoold0zr3HjcDT23sb0nuGPb2vbKhdXCkUJcfG7uPJnC8LCpqKuZo6Pzzb8fAMxNGzwnxJXUGZ60blzZ/T19QkMDCQ7+/2FyP+LKJVKDh8+TFpaGl27dkVXV/dDL0lAQEBAQOCDIxar4eHxM3J5Lg8eTq70qIFIJOLH+j9irmXO+AvjX5iGZ6mvwapevjxOL+D7gCAUr2F6IRWL2Ohph426KgNDookpLH56zV7PnnWt1lEgK2DIySGkFaZVOoZWXX8sFy6g1rFohsY4cObxGeZcm/OaT+D1+agFVkZCPLumjCHo1LE3dgmEvwoIz/6J1J9/RrddO6zXrkWirfXC9o8Li+ke9AgREOjjiJV6+WLDt2IzmPxbMA2djJn8adl5DIVSweRLZYXPFjZeSFbaUdLTz+PkOLbSWk5Lby/lVvItDNQMWNViVbnNuUyu4Kudt3iSUcC6Pn5I0x9zeOl8TO0c+fz7icy9NY/Tj0/Tp1ofog9Hk5CQwOeff07Pnj3R1i5T8cVRWaRuuIe4NBUT6TikPeeBe4enc6x/ksKw0Bh8dDU56OuMTdo9WN8UTk1DYduYUO8DbDvsx7ndUahrq9K+ry7dTCehF/87NJ0IvQJB89nBxdKsYlLXB5Nz/jGFDYN4VHMsT1I3EJlTh/HnJ5Eh7sehUS1p5f6sKPO7kpVSwJFV9zi6JhiJVEKH0T60HuyJtkHVhnj/FlZ//iWs1NTM8fHeip/fHowMG/7nhNXzaGho0LNnT2QyGQEBAchksg+9pI+GmzdvEhwcTLNmzXBwcPjQyxEQEBAQEPho0NaujqPjeNLSTpOQ8GulbXRUdVjcZDGphalMuTzlhWe+/R2MmNLOjdMPkllxNvK15teXqrDDywGlEvreiyJbVvr0mquhK6tbria1MJVhp4a9UNzptmmD2eTJtNgdRo9MZwLDA19r7jfh47QR491TAhUlJWUFhI8fx3DAAEzHj3thAWGA5GIZ3YMeUSBXcKCmE46a5TfrCVmFDNtxG0t9DVb2qonKX4YX20K3cSXhClPrTsVaU4erwbPR16uNlVW/CnOcjT3L5pDNiEViNn6y8Wm9Kih7az7lQAhXHqWzuJs3jtI8Amb/iI6REZ0nzmDV/XXsj9hPI5VGFF4qxNramk6dOmFo+EzsFIVlkLbjPiqiJEykk5D0XA7V25Q9D6WSHyMTWBeXSjsTPVba66NxYhzc3IJSx4IIxyVcuONEcX4B1aob0PJLd6xE1xEdGAqIoPcecG5V7n4KH6STuSecfK37pLfdS748HCWerAwayIN0aya3c6NvXdsqEyKyEjm3jsVw59RjJCpiGnR1okYzKySSqo9YJf6VClhUnICurg+urj9haNjoPy2q/ompqSmdOnUiICCAI0eO0KFDh/+p+3sb4uPjOX78OE5OTjRq1OhDL0dAQEBAQOCjw9qqP+lp5wiP+AkDg7poalY88+Rh7MEYvzHMvzGfXx78Ql/3vpWO1b++Hffisvn5dDie1XRp4fbqF/IOmmps8rSnR9AjhobGstPLAZW/6mf6mPqwrNkyRp4ZyYgzI9jQagOaUs0KYxj26U1paiqd165D+l1trpH3hk/h5Xx0Aqu0pIRz2zcQdOrYGxcO/ht5bi5xI7+m4Pr1VxYQhrKCyD2CHpFSUsoeb0fc/+F8WFhSVui3SCZn9xB/9DXLIlvBqcEsv72cVrat6OrcleCQ4SgUxbi5za2QGhiVHcXYC2MBmF53Oi6GLuWur78QRcDNJ3zdzIlWtqrsnjoOiaoqXSbNYnfsXraEbsG10BWzFDOat2hOgwYNED8nGAuC08jY/QCpJB5j6WQkX6wD57KD+UXyshpXB1OyGFzNiJlFVxGvnoSyII0Eo16cjGxPQYQa9t4G+LaxxdxWG87PL/tn7gU9doCB3dO5lHIF2cdjyLh5h3SvfeToXUNVxZKQ3DH8fMkGNws9Dn/jg7PZqw8tvg5KpZKou6lc2hNBXkYxLnXMqN/FCS09tVd3fgPKhNV+YmJXU1QU/z8rrJ7Hzc2NJk2acP78eSwsLPD39391p/9RCgoKCAwMREtLi86dO5f7/RIQEBAQEBAoQyQS4+6+gKvXPiU09Hv8/AIRiyueoert1pvrSddZcmsJNU1r4mnsWclYIuZ0rkFYci6jf73L7183wMFE+5VrqG+gzfzqVnz/8AlTIuOZ5/LMUK6eZT0WNlnImHNjGHV2FKtarkJNUnHPaDL6W0pTU/n85/1cc69ap+CPSmBlJsZz6Oe3dwmEsgLCT4YOpfjRIywXzEfv889f2j6vVE6voCiiC4vZ6eWAn175FEKlUsn4ffcITchhQ99aT0VDbkku4y+Mx0TThOn1ppOScoi0tDM4O02qoORzS3IZcmIIMoWs0mLCx0OSmHf8Ie1qWDC8rhmBMyYgKyqix4x5HEv7g6W3l2KdZ00TmtBlSBcsLCzK9c+/lUzm3nBUpTEYS6ch7rUJHJsDkCUrZUBwNFez81lsIqPX1W8QRf1Bjpo7JzImkJpkj3NtM3xb22JUTRsKMmBnN3h0Bnx6l9W9kj4TnKWZRaQG3CJRupushqcRS6RoGYxg2ukaRKTJGNrYgTGfuKCmUjWmAJlJ+VwMjODJ/QyMqmnRaow7ls5V61CpUMjKIlZPhZU3rtVnYWjY+H9WWD1PkyZNSEpK4vjx45iammJvX/FN1P86CoWC3377jdzcXAYOHIimZsW3XQICAgICAgJlqKmZ4eo6m5CQr4mOWYmjw3cV2ohEImY1mEW3Q90Ye34se9rvQUe14st3damEdX39aL/imemFttqr9/+9LIyIzC9m9ZMUnDXVGGT1LCDTwqYFsxrMYtKlSYw9P5YlTZcg/YcIFIlEWMz8EcQiuH//LZ7Ci/loBNbTlEAVlbdKCYRnBYRLs7KwXrsW7YYvrnEFUChX0Dc4iuC8ArZ42tPQoOKHvvrcIw4FJTCudXVa/nWOSKlUMuvPWSTmJ7K1zVbUKeFu+Ez0dGtibT2gXH+5Qs63f3xLSmEKNjo2zGwws9z14LhsRgfcwdtKn7mfu/D7vGnkpqbQZfJMTqddZU7wHMwLzfna8WtatWiFVFr+y5F3NYGs3x6hphaOkXQW4t7bwb4xAHFFJXwR9IjE/Dz+KDyK64FVyBUSruQO5X5aa1zrWfHJJzbomfy1mUy4AwH9IC8JPlsKfgPgOYFREJJC1OX1pNntRa6ai7l5Fy4ldWFhQDrG2hJ2DvKlvtOLDUTehJKiUm4di+Hu6SeoSMU07O5MjSbVEFdhOqBCISMxaX9ZKmBRHLq63lSvPhMjwyb/L4TV34jFYjp16sTGjRvZs2cPQ4cORV+/am30P3YuX75MeHg4bdu2xcqqYlkFAQEBAQEBgfKYmbYl3bwLMTGrMTJqjL6eX4U2emp6LGi8gAHHBzD9ynQWN1lc6R7LykCTVb186bPpGmMC77Kmtx9i8av3YpMdLYgqLGJqRDz2Gmo0N3pmTNXesT35snx+uvYTUy9PZU7DORVqzopUVLCcPRs6d/7n0O/EBxdYVZESCFAYFMSTYcNBLMZ22zY0alQMQz5PiULBkNAYrmbls9rdlk+M9Sq0OX0/mUUnw2jvbcmIpo5Pf/5b5G8ciznGNzW/wdvEm+CQESgUBbi5zUckKh+5WXZ7GTeSbqAmUWNtq7XlQpSJ2YUM2nYDIy011vX25tSKBSQ/iuSz7ydyMPoCa1PWYlZqxopWK3B1cq2wvtzzcWQfi0ZdLRgj6XxEfXaBXZmoDMktoPe9KDzTb3E0Yik6uVFEFDbgavFgHBp50beF9dPCwADc3gFHxoCWCQw8DtWe/ZIoSxU8ObGf2NIVlDjHoaflh77VOCYdLuV6dBrtaljwUyfPp6mT74JSqSTyVgpX9kWSl1mMa11z6nV2QlP33cf+G4VCRlLSAaJjVpUJKx0vqlf/8f+dsHoedXV1evbsyYYNGwgICGDgwIEVxPz/KtHR0Zw9exYPDw/q1KnzoZcjICAgICDwn8HFZSqZWdcJDR2Df53DqKhUTO/zMfVhlO8ofr71M4FhgfRw7VHpWPWdjJn0qRuzjzxgzflHjGzm9Mr5JSIRq9xs6XAnkqGhMRzydcbtuaM+PV17kifLY9ntZWipaDGl7pR/Za/3QQVWVaQEAuSdP0/c6O9QMTZ+ZQFhALlSydcPHnM6PYeF1a0qLYockZzL6IC7eFjqsqCL19MPIyorirnX51LHvA6DPAeRknKE1NSTODmOR0vLsdwYJ2JOsCV0CwALGi/AWsf66bX84lIGbb1JQYmcPcNqc3P7GmKCblO372B+DTrFfpX9mKmYsavzLkx0ywtOpVJJzqlYcs8+QUP9FobSnxH1DQSbsvMz5zNyGXv7DjMjV9Mh6RjZpWYcL56BYZOOdGtqhbr2cxtnWREcGw+3t4FDU+iyGbSeFejNSXjIwxvTydW5iarCDE+35VxN8ubLDaEoFEoWdfOmi2+1KvmyZiTkcyEgnPiwTIyttflksCcWjhWF79tSJqx++0tYPUFHpwbVXWZgZNT0/62weh5jY2O6dOnCrl27OHToEJ06dfqffy65ubns3bsXQ0NDPv/88//5+xUQEBAQEKhKVFR08HBfxK3bXxAeMQt3t/mVthvgMYAbSTdYcGMB3qbeuBpWDBwADGpoz724bBadDMPDUpem1U1fuQYtFQnba9jT9lY4/YKjOernXK7M0uAag8ktyWVzyGa0VbX5zq9iOmNV88EEVlWkBAJk7T9A4tSpqFV3wWbdOlRMXh79UiqVjA97wsGULKY5WtLXsmJKW1ZBCYO330RdKmF931poqJZFpYrlxYy7MA51iTpzG81FXppJWPiP6Op4YW09qNwYYRlhTLw4EYD+7v1pbtP86TW5Qsm3v97hYVIOm/vXJulUIA8un8em5WccCL3EH6Z/YKxhzO4OuzHWKL8+pVJJ9pFo8i7Fo6lxGQPpGkT99oFVLQACE9K4em4dpx6tRac0n6DS7igbjaV5U0dU1f/xcWc9hoC+kHgXGo2BZpNBXHavMlk2ETcXkpgfiFhDio3WSIw9hzLjUAS/3w3C10afpT1qYmP07mdVSopKuXE4mntn45CqS2jc0wWPxtVeKzT8OlQurKYLwqoSXFxcaN68OWfPnsXCwoJ69ep96CW9N+RyOXv37qWkpIT+/fujpla1pikCAgICAgL/H9DXr4Wd3VfExKzC2KgZpqZtKrQRi8T81PAnuh0sO48V8FlAOTftvxGJRMzv4kVESh6jdt/h0DcNsTV6cYmlv7FUV2VrDQc63YlgYHAMe3wcUX/uWMlo39Hky/LZHLIZHVUdBtcY/G43/Qr+dYFVVSmBSqWS9A0bSV2yBM16dbFasQKJ9stdR5RKJTMiE9iZmMF3tmaMsKmoikvlCr7edYfErCJ2D/XHUv9ZmHHxzcWEZ4azqsUqTDVNCQ75htLSPNzc5iMWP3uUWUVZjDg9AplChpexF6P9RpebY87RB5x+kMLMDh5oPDzPhZNHUa3ZgBvJj7hsfRlddV22frq1orhSKMk6EEn+jSS0Nc+iJ92MqN8BqOaLvFTOqtNnqP1gFt2z75Go9CDVfw4erRqhIq3EcCLyDOwbBAo59NwFru0AUChKiY/bxaOIn5GTi0F2C1wbTiU4X4MBK66TlFPEdy1dGNnM8alV/duiVCqJuJHM5X2RFGSX4NbAgnodHdHQqZp0wDJh9TsxMasoLHqMjo4n1V2mYWTUTBBWL6FRo0YkJiZy8uRJzMzM/mdrQZ09e5bY2Fg6deqEqemr35AJCAgICAgIVI693Tekp1/gwcPJ6Or5oK5mXqGNoboh8xvPZ9DJQcz8cybzGs2rdD+moSphfV8/2q+8xNDtt9g/oj5ar2F6UVNXk+VutgwNjWFs2BNWuNk8HV8kEjHJf9KzdEGpFl+4fvHuN/4C/lWBVVUpgUqFguS588jcsQPddu2wnDsHkeqrN+WLY5JZF5fKoGrGjLev+MED/HT0AZci01jQxQs/22c1ps4+Psvuh7vp696XxlaNSUk5TkrKURwdxqCt/cxyvVRRynd/fEdKYQp6qnosbbYUlefE185rsWy6FM2A+nbULArnyOGDyFy8yVbmc9vhNmKRmPWfrMdKp/xBe6VcQUZgOIVBqehoHkZXNQBR/4OUGnty/2wkYfcWMzw7kCKxJvGes7Ho+BUWlT1bhQIuLYazP4GpG/T4BYzKUhvT0y8Q/nA2BcWP0Mx0w1ZjFEbtmrPsXCRrzgdhY6jJnuH18LV5dxe/9Pg8LvwaTkJEFqa2Onw63Asze91Xd3wNFIpSkpJ/KxNWhWXCyttlgyCsXhORSETHjh3LmV4YGFStc+OH5uHDh1y+fBk/Pz+8vb0/9HIEBAQEBAT+04jFUjw9fuba9fY8uP8DPj5bKpQsAqhlXosR3iNYeXcl/hb+dHau3FzC2lCTFV/UpP/m64zfd4+VX9R8rT3c56b6RBWYMy86CSdNNUbbPdvvi0ViZjWYRYGsgDnX5qAt1aa9Y/u3v+mX8K8JrIdXLnBy3Yp3TglUlJSQ8MMP5B47jmH/fpj+8MNLCwj/zfonKSyKSaKHuSGznCs/MxR44wlbLsfwZQM7utd+dl4qKT+JaVem4Wboxmjf0ZSUZPAwbBo6Oh7Y2AwpN8aiG4u4mXITESKWNF2Cieaz6NzFiFSm/R5Ks+omdDbM4Pd9hym1csTY0ojTxmfILchlQ6sNOBs4lxtTKVOQvvshRffT0dXci676IUp6HCQ0RJ+EP1bio7mGbqWJ3LRsR82eS9HVfcHb+MIsODAcwo9BjW7QfhmoapGfH0lE5BzS088jLTSlWtR32DTrSaKZOl03XCU4PpsetayZ1t79td4gvIziwlKuH4oi+Fw8qhoSmvaujlsDyypJB1QoSklO/p3omJV/CSsPvLzWY2zUXBBWb4iamtpT04tff/2VQYMGofoaLzH+ns6X7wAAIABJREFUC2RkZPDbb79hYWFBmzYV0xgEBAQEBAQE3hxNTXtcnCfzMGwKT+K2YWNdeR3awTUGczP5JnOvzaWGcY0K+96/aeRswrjWrsw//hCvanoMa+JYabt/8q2tGZEFxcyLTsJBU53PTZ85I0vFUhY2WcjIMyOZenkqmiqatLBt8eY3+wreu8CqqpRA+KuA8NffUHDtGqbjxmE48MvX2jjvSkhnWmQC7Uz0WFzdGnElfW7FZjD5t2AaOhkz+dNnxcbkCjkTLk5AJpexsMlCVCWqhDycSWlpDm5u28sVVjv46CA7H+4EYJTvKOpYPHMki0jOZcQvt3E21aa/VQ4Hjp9FqWtA3QZ12CnbTWx6LKtarMLbpPzbdEWJnPTt9ymOzEJfawcq0mtct9lNxPIofNU20E71Eo+k1hz7ZAdt67yk5ldSCAT0gewn0HYB1BmKrDSLqPBFxMftRKxUxyS8B6bKThj19iQgPIXZATdQl0pY28eXNp4WLx77NVAqlIRdS+LK/kgK82R4NKpG3c8dyhtuvCUVhJW2B1411mFs3EIQVu+AkZERXbt2ZefOnfz+++907dr1P/88ZTIZe/bsAaB79+7/b5wSBQQEBAQE/g0sLXuSlv4Hjx4twNCgPtra1Su0kYglzG00l64HuzL2/Fh2t9uNprTyM/3DmzgQHJ/F/OMPcbfUpZHzqzWESCRisas1j4tKGPUgFmt1VWrqPhtfTaLG8mbLGXJqCOMujGNli5Vvf8MvoOqKClVCZmI8u6aMIejUMWp/3oXu0+e+tbiSpaQQ27cfBbduYTl/HkaDBr7WZu/3lEzGhD2hmaEOq91tUakkUpKQVciwHbex1NdgZa+a5c4Wrb+3nlvJt5hSdwq2urakpp4iOfkQdnYj0dF+5oASkhbC9MvTESGiUbVGDPQc+PRaWl4xA7fdQE0qpptxEucuX0IiEvPFF905KDpMUGoQ8xrNo75l/XLrUhSVkrYphOJHWWiq/0JQvhHbExZTeG0v3XRH4KB+nSV2A4nsf/bl4iooADa2BFkhDDiCovZAHsdt5cqfLYiL+wWD9BbYnZuLjc1gVHp78tWhEKb8FkJtO0NOjG78zuIq9Uku+xfd5sy2B+gaa9BtQi2a9qr+zuJKoSglMXE/V699wv0H45FItPGqsZbatX/HxKTlf14MfAw4OTnRokULQkNDuXz58odezjtz/PhxEhMT6dix4/9c2qOAgICAgMCHRiQS4eY6B4lEh9D736NQFFfazljDmHmN5xGdHc3c63NfOt7Crt44mWrzze47PMkoeK11qInFbPa0x0RVSv/gKOKLSspd15RqsrrFauz17Bn9x+gXjPL2vLcIVlWlBAIUR0fzZPAQSjMzsV6zGu1GjV6r3+n0HEbej8VfT4tNnvaoVZJKWFgiZ+iOmxTJ5Owe4l+ultPNpJusvbeW9g7tae/YHpksi4dhU9HWdsPOdvjTdmmFaXxz9huUKDHTMmNuo7lPC5kVyeQM3X6T5OwiuujF8iQyGc38bL78bgyLIldwMf4i0+tNp7Vd63LrkufLSNscgiwxj8TSIG5mdcZQGkcP86noldznT4NazHQdwyz/JtTSe4G7SmkJnJwM19eDbQOUXTaTXnKfiOufUlAQhZ60DoY3OqJebINBLxeuiuWMW3GZnEIZUz9z58v6du+UuleUL+P6wShCLsSjpiWlWV9X3OpZIHrHdMCyiNWhvyJWMWhru+NVYy3GxoKoeh80aNCAxMREzpw5g7m5OU5Or65L8TESFBTErVu3aNCgAa6uldvDCggICAgICLwbqqrGuLvNJ+jeYB5FLcHZaWKl7epa1GWo11DW3VtHHfM6LzwPpaWmwvq+tfh85SWG7rjF/q/qP3X4fhnGqirs8LLns1sR9A+O5veaTmipPOunp6bHulbrGHRi0EtGeTvei8DKTUvlyLIF75wSCFB4715ZAWHAdttWNGrUeK1+VzLzGBwSjbuWBtu9HNCsxPFOqVQyft89QhNy2NivFs5mOk+vZRVlMeHiBKy0rZhcdzIA4RGzkcky8fHe/DQ1UCaX8d0f35FRmIFYLGZp06Xoqek9HX/cniBuP86imeojNPNS0UqLp+8PU1n/eBtHo4/yre+3dHXpWm5d8pwSktYGIc8s4nqujEyFNZ85BWKVd4ASiQGj3aZyxbotu30ccdRUr/wB5CRAYH+Iuw71viavXi8iHv1ARuYlNDXsccz/EcllG9Rs9dDs6sS8K9Fs+zOW6mY67BhUBzeLtzecUCqUPPgzkT8PPKI4X4ZnEyvqtLdHXevdI1blhZUbXjXWYGzcShBW7xGRSESHDh1IS0tj7969DBkyBCMjo1d3/IhITk7m8OHD2Nra0rx581d3EBAQEBAQEHhrjI2bUa1abx4/3oSRYRMMDetX2m6493BuJt9k1tVZeBh74KBXuXOxnbEWy3rWZOC2G0zYf4+lPXxea+/nqqXBeg87+tyLYsSDWDZ72iN5rp+xhjEHOhyg6/auLxnlzXkvKYIFOdnvnBIIkHfhArH9ByDW0sJu967XFld3cgroGxyFtboqu70d0VWpXOWuPveIQ0EJjGtdnRZuZk9/rlQqmXZlGulF6SxosgAtqRZpaX+QlHQAW9vh6Oi4P2079/pc7qbeRYGCiXUm4mHs8ezaoSAO3UvEVyUOD2US2jEP6T5qDIGZR/k17FcGeAxgkGd51Zx4L5WYBTeQpRdyLbcAD70NDLIfh3XuXiJcu+NTcysPHNtzpJbLi8VV9EVY1xiSQynpspKHdmKu3exITm4wjhYTsL82B5XLtug0sSb1M1s67bjJtj9j+bKBHb9/3eCdxFVKbA77Ft7ijx0PMTDTpNuk2jTu6fJO4kqplJOY9BvXrrfh/oOxSCTq1Kixmjq1D2Ji8okgrv6PvfuMjqpq/z7+nZm0Se89pBeSEFIghI6AgIA0qSIgUhRBUWmKWFAQEUSliKKC9N6lCCjSIZQQQhLSQ0J678lMZs7zIpY/NwlFKd73sz9r8Wr2nOw5yWKd3+y9r+sx0NPTY/jw4chkMrZs2UJdXeNL/v9GdXV1bNu2DT09PQYPHoxCce9vvQRBEARB+Ge8vd7B0NCduPgZqNVljY7RkeuwsONCDBQGzDgxg9r62iav95SfLdOe9mHv1WxWn0m/73l0tTLlY28nfi4sZ35Kzh2vyxupdvhPPZKAZeHgRKeRY/9WCfY/lO7ZQ+ark9Fzc8Nt8yb03Nzu633xlTU8H52Cla4O24I9sdJrfA7H4vJYfCSBfi0dmfQfVUm2JGzheOZx3gx9kwCrANTqcm7ceBcjIx/c3Sb/OW5bwja2J25Hhow+Hn0Y4jMEaAhoS3adYtXZLHx0S3hGLwt58nX6TZ3OCekq30R/w0CvgbwV9hYymQxJksi8UcyhRZep3BCPXK2hUrabQfbjaK57EJmRFeuf2Uwn21cItXNiV7DXbR2q/yRJcGYprOuP1tCcmwOncLZ4MdnZW3F2HkWw0VZ0N/ujLddgMcafbUZaBnxzltIaNeteCueDZwMwaKxn1n2orVTz28YbbP/0EuVFtXR7sTkDp4di42Jy7zc3QZI05Obu5fyFnsTFTUMu1/89WO3H1qZno+U/hUfHwsKCwYMHU1hYyJ49e5Ak6UlP6Z4kSWLfvn0UFxczZMgQTEz+/t+jIAiCIAj3T6FQEuD/OSpVITcS3mvyucHOyI5POn5CYkkin1387K7XfLWLFz0D7PjkYDxnUwrvey7jnG0Y62TN15n5bMoueqDP8Xc8ki2CekrlvQc1QZIkir7/noLPl2AYEYHz8ns3EP5DWnUdw6JT0JfL2R7siYN+42Wlk/IqeGPrVQIdzVj4XNBtKyAJxQksvriYjk4dGeU/qmF88ieo1IUEBX2DXN5wzSt5V/jk/CfoynVxMXHh/Yj3kclkVFRUsGzzAb5PNcLNUMMEk2wyzl+h5ytTiTPP59PTn9KtWTfeb/s+SJAaXcDlwzepzSinnYkuunoa7HReRZ8cwABN94+YZtGHLfmVjHSwZKGPS6OFOqirgD2vIsXvozC4A0m2VdTk/oCVVRc8XWeiPiaj4lIuem6m1PVxY8LheM6mFNHD345PnwvC0ujvleDWaiXiTmdzfm8KqhoNLZ9yofWz7ugr//6fliRpyMs7QFr6MqqrUzE28qVF4NfY2DwtQtUT5unpydNPP82RI0c4deoUnTp1etJTuqvIyEhiY2Pp3r07bvf5JY0gCIIgCA+HqWkQHu5TSUn9nFzrrjjYD2h0XAenDrwU+BKrr68m3D6cXu6Nt1GRy2V8PjSYASvOMGVTFPtf64CT+f3ljo+9nEirrmNmYiauSj3aWzy6L10fa6Phe5G0WvI+/ZSSdesx7d0bh08XIL/P3jvZtSqGRCdTL0nsDvHCVanf6LjSahXj113CQFfBqtFhtx2Sq1ZXM+PkDMz0zZjXYR4ymYyiohPk5GzH1XUSpqZBQENfrDeOv4GOQge5TM4XXb7AUNeQuLg4Nu45zM5yD2yNdHjTIYfkoyfp+PyLFHrp8t7xGbRxaMOC9gtIuVjIlZ9vUpxdhZOVPm2s9FHqxGMtvYMMFbh3pqrPV7x0S8uJ/ApmuNnzlptd49vhChJg6wtU1KaT2CWYUu0NjBTeBLdcg6mmFUVr4qnPr8bkKRdO2enx7uoLqOq1fDqoBcNau/ztLXa5aWWc3JxIQUYFjt7mdBrug5XT/YXhxjQerFb8vg1QBKt/i7Zt25KTk8Ovv/6Kvb09Pj4+937TE3Dr1i1+/vlnfHx8aNeu8b3fgiAIgiA8Wq6uL1NYdIKEhA8wN2uFUunc6LgpIVO4nHeZD899iL+VP81MmzU6zlhfh29HhTFg+RleWX+Z7a+0va8dWDpyGd8GuNL3ShLjr6dzIMwHD8PG88I/9a95atWqVGRPn07JuvVYjhmN4+JF9x2uClX1DItOoVStYXNLT3yNGj+bVK/RMmVTFDmltXw7KgwHs9sT78KLC0kvS2dBxwVYGlhSX19B/I3ZGBp64e72GgC19bVMPT6VClUFdZo65rabi6OBI7t372b91p0crvFAz8CAWZ6VJB/dR1if/sjauDL9xHT8LPx4WW8WOz6K4tiaOAB69nMnXFGFle5yrKVpyORa6LeMvGE76J+m4nRpBV/4uTDN3b7xIHR9F3VrniLeppjIUDOqFFX4+swlvPVPGKT7kr8sCm2lGoORfnxUVsaULVG4WRtxcGpHhoc3+1vhqqZCxa/r4tm58DJVZXU8Pc6fAW+F/O1w1bAVcB/nLzxDbNybyGQ6BAYuJzz8J2xte4lw9S8jk8no168fDg4O7Ny5k8LC+1+if1yqq6vZtm0bpqamDBw4EPl9NCMXBEEQBOHhk8kUBPh/DkBc3HQkSdPoOF25Los6LUIhUzD9xHRUGlWj4wA8bYxZMiyYmKwyZu+Oue9jC2a6OmwI8kAmg1HXUilV1z/4B7oP/4qnDk1lJZkTX6b84CFsp0/D9u23kd3nA1GZup4R0SncqlWxIciDliaNNyoDmH8wntPJhcwbGEiY6+09cA6nHWZX0i7GtxhPG4c2ACQlf0pdXT7+zReiUOgjSRIfnfuIuKI46qV6hvsOxw8/Vq5cydXoGKKNW1Gu1WNWgETq3rU07/gUNs+047VfX8dKZkunsy8SuSUTpYkevSe1YMAQLyzPb8ZOPhFD7UFkSkuYcolE36H0iUoitaaODS08GOHQSMU2jRrNz2+TfuFVzoUakmOroJnLS7SN+AVH2xGU7kylZHsius4m3HrOnYEHY9gddYvXu3qx45W2uFs3Udr9LrRaiZjfbrHxg/MknM8l+OlmjJwbgU/rJsLfPUiShty8/Zy/0Pv3YKUgMHA5bcIPYGf7jAhW/2K6uroMGzYMhULBli1bqK1t+lDq46bVatm1axdVVVUMHToU5T/YsiwIgiAIwj+nVDrj6/MhpWUXuXnzuybHORg7MK/9POKL4/n80ud3vebT/nZM7ebNritZrDt3877n4qrUZ02gO5m1KsZfT0etffhnyp/4FsH6ggIyJr5MXWIiDp8uwHxA43szG1Ol0fDCtTRuVNWytoU7EeZNr6Bsu5jJmjPpvNTenaGtXG577VbFLeaem0tLm5ZMCp4EQHHxGbKzt9Cs2QTMzIIBWB+3nv2p+9GT6+Ft7k1waTBrD6/FwsKSEo+niYsrZlqYEXk7l+AWHIb7gD6MOzQeeZ0uXWPG4+RhR9iLbjj5mFN34QrsnI6l/AoSOsgsvWDcES6o9RlzJQlduYw9IV4ENRIYpfJc8g8NIdkkk1p3I6ytnsLbezaGhu6o86rI33iV+oJqDLo4s1amYsX6SziaK9n2cltauVne9/39v3KSSzm5NZHCzEqcfC3oNMwHS8cHD2nQEKzy8w+Rlr6cqqokjIy8CQxchq2NWK36b2Jubs6QIUNYt24du3fvZtiwYf+KlaJTp06RnJxM3759cXR0fNLTEQRBEAQBsLcfQGHRr6SmfYGlVQdMTQIbHfdUs6d4ofkLbIjfQLh9ON1cuzV5zandvLmeVcbHP8XhZ29CG4/7ayPTxtyYxX4uvB6fweykW3/r89zNEw1YdWlpZE6YSH1RUUMD4Qc4MF+n1fJSTDqXy6v4NsCNrlZNlxa/lF7Mu3ti6OhtzezetzcYVWvVzDo5CxkyFnZaiK5cl/r6SuJvNJSW9HBv6O58Lvsciy8txljXGCQIzgzmYv5FWrVqxS0jX/b9nMgLgaZo9i7B1j0QHfenGXdwImq5hima9+j1Zlvs3E2hXoVq61z041cgyRVoMUBu7wOj9/JTpZzJ8Sm4GOixMcij0XNk5YmbSYqfQ6kNGCucCGnxGZaW7ZEkiaqLuZTuS0Gmr6BqsCdTzqdxNbOUQaFOzO0XgInBg5dKry5XcXZXMgnnczG20KfnhEA8Q23+5oqVlvz8g7cHq4Cl2IrVqv9a7u7u9OrVi0OHDnHy5Em6dOnyROeTkpLC8ePHCQoKIiws7InORRAEQRCEv8hkMvx8P6as7AqxsW8R3novCkXju0zeCnuLqPwo3jv7Hn5WfjgZOzU6Ti6X8cXwYAYsP8PkTVfY/1qHO44ANWWovSXJVbUszcjnYZ/UfmIBqyYmhsyJLwO/NxAOCrrv99ZrJSbF3uRESQVf+rnwrK15k2OzS2t4ZcNlnMyVLBsRgs5/NBxeHrWca4XX+Lzz53/+8pJTFlFbm01Y2FYUCgMyKzKZcXIGJromlKvL6ZDXAR25DiNHjiRNZcLCDZfp6mGC3S/r0DPrTX61Pd+WfojaoJZlESuJ8Pv9QS/9DNrtr6FXlUKdXlt01dHIHZvDqF18V1jP+8kZtDI1Ym2QO5a6t/9q6mpzSbnwMjn1Megq5fg5TMLR7w1kMgXaOg2le5KpjspHz8OUX5qb8vHea+jIZSx/PoS+QQ/+Lb5WoyXmtywi96dSr9YS2suVsF6u6Bk8+J9MQ7A6RFr6MhGs/geFh4eTk5PDb7/9hr29PX5+fvd+0yNQXl7Ozp07sbGxoW/fvqI/miAIgiD8y+jqmuPf/DOiro4mOXkhvr4fNj5OocuizosYun8oM0/M5MdeP6KraHyhwNRAt6HoxYozvLLhCttejkC/iR64/+ltDweqtVri/u4HasITebqtPHWKm6PHIDc0xHXTxgcKV1pJ4o0bGRwsLGOetxPDGzuf9LsalYaJ6y9Rq9by/ZhWmBveXjTjbNZZVl9fzWCfwfRw6wFAScl5srI24OIyFnOzMKrV1Uw9PhVtnZZydTl+pX50ce3CpEmTqDO0ZeqWq/haKml5ORG5/jBqFc78EvYD1UalrOz1dUO4qiqCPZPhx95oKyopM52NnjoKuXMg2lG7+SCrmveSs3jG2oxtwZ63hSuNppa05C84d6YjueoYXKsdadf2OE7NpyGTKVDnVpG/PIrqq/loOznyvlLNOwfiCHI24/Abnf5WuMpOKmHr/Iuc3p6EvYcZI95vQ9sBng8criRJS17+QS5E9uZ67OtIkkRgwFcNZ6zs+ohw9T9CJpPRp08fHB0d2bVrFwUFBY99DhqNhu3bt6NWqxk6dCh691kgRxAEQRCEx8vSsj3NXMZxK2s9hYXHmxznYuLC3HZzuVZ4jaVRS+96TW87Ez4f2pLozFLe3xN730Uv5DIZ87wbr2r4Tzz2FayyvXvJfncO+t7euHz7Dbq2tvf9XkmSeDcpix15Jcxyt2e8s81dx87YEU1sdjnfj26Fl+3tte4LawqZfXo2XuZezGw9EwCNppr4+HdQKl3x9HgLSZKYc3oOVbeqqDasxk5lx+zOswluGUxeeR1jfziLgVbiqVQJHZzxbGvMVutVZBWl82WXL2llFwZRG5GOzIHacirqB6N2HIhl/lhkzcKoG7GN11OL2Ztfyjgnaz7ydkLx+7fukiSRl7ef5KRPqFMXYFOkwtt+LMquH4Jc/n+2BKYiVypI6OXC7DPJFFepeOcZPyZ09EDeWL+su6gqrePMzmSSLuZhYmnAM6+0wL2l9QOvBEiSlvyCw6SlLaWqKglDQy8CAr7EzrY3Mtnfa2Qs/Lv9UfRi1apVbN68mQkTJjzW4hLHjh0jMzOT5557Dhubpv9fEARBEAThyfPwmEZx8Wnib7xNm/CD6Ok1vmDSw60Hw3KH8WPsj7S2b00n56aPE/UKdGDKU14sP55MkIsZI9u4Pqrp39NjC1iSJFG8ejX5ixY/cAPhPyxIzWFNViGTXGx4w9XurmO//i2Fn67lMLOXL92a3z5WK2l59/S7VKor+a7Hdyh1Gh4Ek1MWU1ObQWjIZhQKJSsjV1J6qZQyizIMMGBVv1W427mTGFPIuG1RlKrVjKyUo6yLpNfrfVhWsppLGRf5pMMndDFwhB/7ws3TaIxaUlg7AT13GyyzRyJzjaB06CbG3sjjXGkV73s6Msnlr3NNZWVXSUqaR1l5FCZVWgIywaLnWvDs2jD/unpKdiVTE10AnmZ8byVj9aFYvGyN+WFMawKdzB7ovmo0Wq79eouLP6Wh1Ui06u1GaC9XdPUeLAw1BKuffw9WiRgaehLg/8Xvq1UiWP2vMzMzY+jQoaxdu5Zdu3YxYsSIx1L0Ii4ujnPnzhEeHk6LFi0e+c8TBEEQBOGfUSj0CQj4gsiLA4i/MZugFt80+YX+jNYziC6IZvbp2ex4dgf2RvZNXvfNp324nl3Gh/ti8bM3Icz17xV3+6ceyx4tSasl/9NPyV+0GJNneuGy6tsHDlfLbuaxNCOfUY5WvO/peNdVlWNxeSw+kkC/lo5M6ux5x+trY9dyNvssM1vPxNvCG4CS0ovcurUOZ+dRWFiEs+P0DtIPp5NllEWNbg3Ley6HXBO2LbjI5LWXyFKrGSoVYFr8PX0md2Nt1Q5+yfiFd0Pf4tmb0bCyHVLedaqc3iW36GMMvCyxyBqBzL0dtwZvpN/1HC6VVbPS35VXm9kik8morc0mNvYtLl1+jpqyGzRPqKB1TjMsnj/5Z7hSZVeSv+wqNdcKyGtrx7iqUlZHZjC6rSv7p3R44HB160YxWz+O5OzOZBx9zBnxQTht+nk8ULhqOGN1mMjIvly/PgVJ0hDg/wURbQ5hb99PhKv/j7i6uvLMM8+QlJTE8eNNL/s/LEVFRezduxcnJyd69OjxyH+eIAiCIAgPh7GxL16eMygsPEZ29tYmx+kr9FnUaRFqTUNhunpt072rFHIZXw0LwdFcySsbrpBX/mTayDzyFSytSkXO2+9QfvAgFqNGYffO/fe4+sOarELmp+Yw0NacT32c7xquEvMqmLolikBHMz4bHHTH2JiCGJZeWcrTrk8zxGcIABpNDfHxszAwcMbZaSobtm8gOTaZdKt0so2yGWUzkcRVGkpyYjhroSVZV8tzxjlYxuyhx6Q32COdYnfybuY5dKP/r19BSRpSi6GU1Iyl+roGE79iTNNGI/PqSmzf1Yy8lkW1VsPmlh50sDBBo6nm5s1V3Mz4DiQtbmXWuF5PQCd4DPRaCLoGDVsCL+RQ+lMqKHU4GGHF4ospmBrosObF1jzld/9bLQEqS2o5syOZ5Mv5mFob0OfVINyCrB/oGpKkpaDgKGnpS6msvIGhoYdYsRJo1aoVOTk5nDp1CgcHB/z9/R/Jz1Gr1Wzbtg25XM6QIUPQ0XniXScEQRAEQXgALi4vUlT0G4lJ87CwaIOhoXuj49zM3Hi/7fu8feptvr76Na+Hvt7kNc0MG4peDFxxlkkbLrNlYlv0dB7vuf9H+kSiqazk1muvUX3uPDbT3sJq/PgHPs+zI7eYdxJv0cPKlKXNXf88o9SY0moVE9ZdQqmnw6rRYRjo3v6QX6mqZObJmdgY2vBB2w/+nEtq6hfU1NzEznYZq777kdLSUuJs4kg0TsK7MhjDc/7IHEHd1YYzVzLoalaBw9U9dBo5lvNW6eyP/IEt9aYEnF0Dlp5II/dQdM6O2rgiTAPyMU15CXx6cKrHN4yNycRUR8HeEG/8jPTJydlNSsoi6lR52Jq0w+v8JZSladB3OYS8AIC2tp6SXUnUXCuk3MOEBdRy6lwa3fxsWTg4CGvjO8u5N/k7qddy9VgGlw6mI0kQ/qw7IT2aoaP7YCtWtwcrdwL8l2Bn11cEKwGZTEbv3r3Jz89n9+7dWFlZYWd39y29f8fBgwfJy8tj5MiRmJs3XUlUEARBEIR/J5lMTnP/z7hwoTexcdMIC92KXN54tcA+Hn24mHuR72O+p5VdK9o5NV1c3c/elEVDgpiyKYq5+2OZP/DxHiF4ZAGrvqCAjJdfpi4hEYcFCzAfeP8NhP9wqKCUqTcyaG9uzKoAN3TvUrShXqNl8qYr5JTWsnlixB018CVJ4qPzH5FTlcOaXmsw02/YSldadpn0mz9SXDSSUycj0ehryNQvI1M/B+NacwZVTaD9q/5kGUi89+NFWprV0/zqRlpTiIYLAAAgAElEQVT1HUi6bz3ZR+ZxqKwKA6kAuryDNvw1ijanUpdUhHlQDsaJE8C3Nzs6f8UbsZl4GxqwMcgDw9prXLw0j4qKGExNgghU9MD88AowsYdxR8CxobmxKquSok3xaEpquRhiwUcJ2dSoNcwbEMjINs0eKLBmxBVxamsSpXnVuLe0psMQb0yt778QgSRpKSg8SlraMior40WwEpqko6PD0KFDWbVqFVu2bGHChAkYGt7ZNPvvioqKIioqik6dOuHt7f3QrisIgiAIwuNloG+Pn998rl+fQnr6Cjw83mhy7KzwWUQXRPPO6XfY8ewObAybLmzVN8iRmKwyvj2RSgsnM4aHN3sU02/UI1kvk1Qq0kc8jyotHZeVX/+tcHWyuIKXY2/S0sSQtS3cMVDcfarzDsRzJrmIeQMDCXO1uOP1Pcl7OJR2iFeDXyXENgRoKIEeGfkR0VefJT5ejr6hGSZZIeQZZlOnU8381gsZOaMjGnt9Jm26gqNSok30WgI7dkHPX43vrim8X1SCvnMbZJPOoY2YTuG6ZOqSS7EIzsA4cQJS82dZFvE5UxKyaWNmzDZ/JUXJ07h8ZRgqVQH+vgtodcsO85+/APdOMPEEOAYjSRKVZ7PJ//oq1WoNX/ooeTPqJk4WSn56rSMvRLjed7gqL6rh0Lcx7F8ajaSV6PtaS3pPCrrvcCVJEgUFR4i82J+YmFfRaGrw9/+cNuGHsbfvL8KV0ChTU1OGDRtGWVkZO3fuRKvVPpTr5ubmcuDAAdzd3Z94Y2NBEARBEP45O9tncLAfRFr6CsrKrjQ5TqmjZHHnxdTU1/D2qbfRaDV3ve7Mnn509Lbm/b2xRGWUPOxpN+mRBCxVahraykpcf1yDcaemyyk25WJZFWNi0vA01GdjkAfG92gWtvViBj+eTeel9u4MbeVyx+upZaksiFxAuH044wLHAaDVajlwYDHnzgZRV2OJWbk/pqktueZ7jFvmCcxp9y5dQttQUq3mpR8voZA0dE3YSEBLP1rYxxC+fxZuGlD1W4Z8zH40SlcKvotBlVGBZUgyRjdeReM/kLdbzmd+ej5DbfRZYLKH65d6UVj4K+5ur9PW5zsc9i9FFr0ZOr8Nz28DQ0u0NfUUb4yndF8Kyc6GvKRTw86EPCZ18WTXpPZ42d5fgZB6tYZLB9PY/OEFMq4X0aa/ByPeb4NrQNO9w/6vhmB1lMiL/bgWMwmNphr/5ouJaPMzDvYDkMvFmRfh7lxcXOjTpw8pKSn88ssv//h6tbW1bNu2DaVSyXPPPfdYqhQKgiAIgvDo+fi8j4GBI7Gx06ivr2xynKe5J7PbzCYyN5JV11bd9ZoKuYylw0OwNdVn0oYrFFTUPexpN+rRPCHLZbhu3oS+e+MH1e7mekU1I6+l4KCvy9aWnljo3n2Kl9KLmbPnOh29rZnd2++O1+s0dcw8MRMDhQELOi5AIVdQWlrKls3ryc2rR6/OBtNyH1KtrpPZag8J6uv08+zHIO9B1NVrmLjuErml1QzM3ctT7ioidLejfz2fo1ZOtBl9CD0zVzTlKgp+iKG+qAarkDiUsTOoDhzOJJ+ZHMkuZK7VFfxLfyBTVYC9XX88PadjkHEdfngGkBqClU9PAFSZFRRtvkFdSS3bvQ35JiUXOxN9Nk+IIMLj/oIRQHpMIae2JVFeUINnqA3tB3tjYmlwX++VJInCwmOkpS2jojIWpdIV/+aLsLPrJ0KV8MDCwsLIycnhzJkzODg4EBgY+LeuI0kSe/fupaSkhBdffBHjB6xEKgiCIAjCv5eOjgkB/p9z+coIEpPm4d/80ybH9vfsT2ROJCujVxJmF0a4Q3iTYy2M9Ph2VBjPrTzL5I1X2DihDbr32Bn3Tz2Sp2V9L6+/Fa6Sq2sZFp2KiULBtmBPbPUbP+T2h6zSGl7ZcBkncyXLR4Si08jNWnJpCQklCazotgIbpQ2nj1/g+MmjaDUSJpWe+LdszirFIop1cqmX6vGy8GJOxBwA3t4Zw6WbJYwsP8BEhzO4Km6RotJnpWcL3h68B1OlNfUltRR+H4OmQoV1cDQG12dT1PJFRru8SnXheX7Q34B+USIGpiEEtfgGM5MgOLGw4Z9dIAxbD5buDVsCz2RTdiiNPEMF8+3gSlIu/Vo68vGAQMyUd78XfygrqOH09iTSrxVibmdIv9eDcfG/vx4ADcHqF9LSlopgJTxUvXr1Ij8/nz179mBtbY29fdM9LJpy/vx54uPj6dGjB66uT655oCAIgiAIj4a5eSvcXF8h/ebXWFs9ha1tz0bHyWQy5kTMIaYwhrdPvc32Z7djpWx6ISLA0YyFzwUxdctV5h+I58N+AY/qIwCPbAXrwVNhZq2KoVdTkAHbgj1xNtC76/gaVcPqUq1ay5aJrTAzvDOAHM84zqYbm3ih+Qu4lPuwdP13lNRlo6s2pZllHp1fdGJe8jek5ybipnQjpyqHJZ2XoNRRsvSXJPZFZTBfs4Yh1ifR0VWwysqJHVZ2rO69HmulNeqCagq/v462rh7rlhfRj/mA9NBJTLbuQafyj2jFefRxwCvgS+xs+yKrKYFNQyH5KLR8Hvp8DnqGaKvVFO9IoiaukF8c9FlcVIJMJePLYcEMCHG6r/tXr9Jw+eebRP2cgUwho+0gT1p2dUFxH2UpJUmisOhX0tK+oqIiFqWyGf7NP8POrr8IVsJD8UfRi2+//fbPohdGRkb3/f6MjAyOHj2Kn58fbdu2fYQzFQRBEAThSXJ3f52i4lPE35iNmVkw+vqNVyI21DVkcefFjDw4ktmnZ7Oy+0rksqafe/sHOxFzq4zvT6cR6GTG4DDnR/URHn0frPuRX6dm6NVkqjRadoV44Wl4961skiQxY0c0cTnl/DCmFV62JneMya3K5b0z79FW2x274y1YV/kDkrweLwcfbN0+w7lZD7YVXeJCzgUiHCI4n3OexZ0X42bmxr7obI4dO8QR3ZV4GmRT6RTByyZqklDxY4/vcDZxRp1bRcH3MSCBTYvT6MXM50rr19luVMNrtZPQlevi4fomzZqNR6EwgJxo2PoClOdA3y8gbCzIZNRllFO86QYlZXV85aDg55xCWrtZsGRoMC6W9666JkkSadGFnN6eREVRLd6tbGn3nDfGFvcu3S5JEkVFx0lN+4qKiusoDZrRvPlC7O3E+Srh4TM2Nmb48OGsXr2aHTt28MILL6BQ3LtASmVlJdu3b8fMzIz+/fs/cKsHQRAEQRD+e8jlugT4LyHyYj/i4mYSHLwGWRPBydfSl1nhs/jo3Eesvr6a8S3G3/Xabz/jR2x2ObN3x+BrZ0ILZ7NH8RGefMAqUdczNDqFPFU921t6EmB878p2X/+Wwk/XcpjVy4+ufnem2vr6ehZu/ZruceMwkKtIN4zE1MSCwUMHkJM3CbXakARFKOvj5tPBsQOns0/zQvMX6OnWk6ikm5TvmM4evaNUafTIbvsBr9eeIaMyk+97fI+XhReqzAoKVl9HrivH2vcoOjGLONp2MJW6P9FdW46RzQBCfGb+lbijNsCBaWBoBS8dBudWDVsCT92i7FA6V5Uwz7CWwjw1M3r68kpnTxR3KUn/h9K8ak5tSyIjtggLByP6vxmCs++dFRT/U6PBym8h9vb9m+w9IAgPg5OTE3379mXv3r0cO3aMnj0bX/r/g1arZdeuXVRXVzN+/HiUyvtvKyAIgiAIwn8nIyMPvL1nk5DwHrdurcPF5cUmxw72HkxkTiTLo5YTahtKqF1ok2N1FHKWPx/Cs8tO8/L6S+x/rQNWD9BP9n490YBVWa/h+ehUUqvr2BjkQZjZvbcMHY3LY/GRBPoHO/JKZ4/bXtNotCRfzOPY3qu4VoZSYXGDWnktbSPa0rVbVzIzV1BZlYB+sznMO7eIQOtAruRfIcgmiLdC36Tw/BacD79NS3kpl8tcMBu+hHkl60kpT2VFtxUE2QRRl1pG4dpY5IY62HgdoDxzBZEdm6Mr+40yRQChLebiatlQBp76Ojg0Ey7/2FCCffAaMLJu2BK4PZGK+CLWWMlZX1SGu7URu8a2Jsj53g1T1XUaLh9KJ+pYBgodOe0He9HiKWcU9ziw1xCsfvs9WMVgYOAigpXw2IWEhJCbm8u5c+ewt7enZcuWTY49ceIEqamp9OvXDwcHh8c4S0EQBEEQniQnxxEUFR4nOWUhFhbtMDb2aXScTCbjg7YfEFsUy8yTM9nx7A7MDZp+nrYy1ufbUa147puzTN50hQ3j2jz0uT+xgFWj0TI6Jo1rldWsDnSno+Wd2/z+U2JeBW9siSLw94Nqf2wVqldruHE2hytHMigvqqbQIhGsSjAzM2PgwOG4ublRURFH+s2VGFg+w/tRG7A0sKRKXYWeQo/PW05Ftmk41qm/EKt1Y3tWIB3GTOWLyl1EF0SzqNMi2jm2ozaxhKL1cSjM9TFyX0Ns/V4Kg8woQUaM8Rxmh4zC+I+qh6WZsG00ZF+BDm/CU3NAoUPdzYYtgSkVNcwz1XCjqIYR4c14r29zDPXu/uuQJInUqAJOb0+isqQOnzZ2tBvkhZHZ3ZP3H8EqLW0p5RXXfg9Wn2JvP0AEK+GJ6NGjB7m5uezfvx8bGxscHR3vGJOUlMSJEycIDg4mJCTkCcxSEARBEIQnRSaT0bz5As5f6E1s3Fu0brUTubzxZ15jPWMWd17MCwdfYM6ZOSzruuyuRwpaOJuxYGALpm2PZsGhGw997k8kYKm1EhNi0zlXWskKf1d6Wt97/2NJlYrxay+h1NNh1egwDHQVqGrruX4yi+hjmVSXqzBpJnFLeRyDel0CggJ4tvezGBgYoNWqiYufhUzHjG+yiymrLSPCMYKTt06y0r47dmuepVYjY4F6FCW36hg+uBcbOMrprNN80PYDerj1oOZ6IUWbbyC311LmOZs4vWRUMlN2MARzh1Es8PVE949tfSnHYcdLoK2HYRuheV8krUTliVuUHk5lj1JiuawaI40Oq0aF0SPg3hXVSnKrOLU1kcz4EqycjHn6pQAcve++2nVnsHKmud8C7O0HimAlPFEKhYKhQ4eyatUqtmzZwsSJE28ru15aWsquXbuwtbWld+/e4tyVIAiCIPx/SE/PGv/mnxJ9bQIpqV/g7fV2k2P9rfyZ1moan0Z+yrq4dYwJGHPXaz8X5kxMVhk/nE6j6U2Ff89jD1gaSWJK/E2OFZXzmY8zg+zufWaoXqNlyuYr5JbVsnliBOYKBRf2pRLz2y3qqutx9jPHoYOKc1dPIkNL22fa0rPNX2c7bt78hsrKOH6hG1cLzjHYezA7knYwSaVL+3M/cN2sM+PzBuNfcI0xT4dyxCaeQwmHeCP0DQb7DKYqKp/iHXFUBpynwPZH1DIVN2Qd+YqxTHT3Y5qbXcMDoFYLp5fA8flg7QvDNoC1F5oqNSXbEshOKGKhiYYzFTV09rFh0ZAgbE3uXtBDVVvPpYPpRP+SiY6ego7DvAns5IT8LtsBJUmiqPhEQ7AqjxbBSvhXMjIyYtiwYaxevZrt27czevToP4tebN++HY1Gw9ChQ9HTu3tFUUEQBEEQ/ndZW3fFyel5MjK+x8qqM5YWTVcTft7veS7mXuTLy18SYhtCkE3QXa/9bp/m5JTVUJD4cOf8WAOWJEnMTMhkb34p73k6MtrJ+r7eN+9APGeSi1jwjD81kYWsOxVNvUqLR7ANPh0tOX3pGGlX0shV5hLePZyeYX+Fq8rKBNLSVxAjC2F/xjmGNOvJ3qSdtK2p4eUaiSMtlzLxgjWhpVEMDXMmJqCarde2MjZgLONajKPyQg5Zp3ZT0GEbdfqZGJVJfGv2Eb/JA1nk68LzDr/X3K8phT2TIOEgBA6GfktBz4i69DKKN93gZGU1C/VUVNZo+fBZf8a0c7vrt/KSJJF8OZ8zO5KpKq3Dr609bQd6YWja9MOmJEkUF58kNW0p5eVXMTBwws/vExzsByKXi4dU4d/H0dGRfv36sWvXLn7++Wd69+5NeXk5WVlZDBkyBGvr+/s/QhAEQRCE/13eXu9QUnKOuLjptAk/iK5u47vfZDIZc9vNZdhPw5hxYgbbnt2GmX7TO+V0FXK+HdWKQbsf7nwfW8CSJIkPU7LZmFPMG652TG5me1/v23oxgz2nbvKauSWl29IpkcAn3I7QHq5kFaWyff961PVqom2isfexZ2zo2D/fq9XWExc/k/R6I9bmJPOqwp59qYcwR+JTt+c44fgKL2+Kw6MqlZFuGgo6W/LtpUUM8h7Em2Fvkn/iNKm5n1MVeg2lRol1kh7jvH+gWMeYdQFudLMybfhBebENJdhLM6DXQmjzMpIEFcczyT+Sxgq9enZra/CzNGHLiBB87O5+3qwou5JTWxPJSijF2sWYXhMDsfdo+o+jIVid+j1YRTUEK9/5ODgMEsFK+NcLCgoiJyeHc+fO4eDgQFVVFREREQQEPNomgIIgCIIg/HdQKAwJ8F/CpctDSEj8gMCAL5sca6ZvxmedPmPMoTF8ePZDlnRZ8tiPGjy2gLUkPY9vMwsY52TNLPd7nzkCOBmZxekNCYxXGaBTU0vzDo6EPN0MHUOJAwcOEBsbi6OTI0dNj1IqK+X7Dt/f1mAsI+M7Mkti+SXHlDX5xaw2qiDX0JA1EXPJMe3G5K/PYKMqYIx5FvIBrfnswod0b9adWaGTuf7LDPLZi9xKiVeFG7mpNQwP/godPSW7gzxoafJ7j6pr22Df62BgBi8egGYRaCpVFG9LJDqxkI/1VdysUzOhozvTe/qir9N03x9VTT2RB9KI+fUWugYKOo/wwb+jE/ImSrbfEaz0HfHznYeDw3MiWAn/Vbp3705ubi4//fQTurq6dO/e/UlPSRAEQRCEfxFT0yDc3V8nNXUJ1lZPYW/fv8mxQTZBvBH2BosvLWbzjc083/z5xzjTxxSwvsssYFF6LkPtLfjY2+meKTI3tYzT+1LJu1GCp0xBwFPOhPdyxchMn+TkZPau3UtVVRVdu3blV/mvJKQksKrHKqyUVn9eo7IqicSkr1AnwZrCVDZYWHHcyJCZrWbg4NibZ786gaKukhdk0diP6sGs8+8Q4dCa1zwCiDzTA42sEuvaZ/Arz+NoUQ2TgxfhrFSyqaUHrkp9qFfBkXchchW4tm8owW5iR11qKfmbbrChupIfZHVY6xuwcVQo7b2a3uokSRKJkXmc3ZlMdYUK//aORAzwQGnceEhqCFanSUv7ijIRrIT/AQqFgiFDhnDu3DkuX76Mjs4Tb9EnCIIgCMK/jJvrKxQVneBGwvuYmbVCqXRqcuwo/1FE5kay+NJigm2D8bfyf2zzfORPMZtyingvOYs+NmYs8W2GvIlwJUkSt+JLuHw4nazEUlQKuGqk4e3XW9Hc1QKVSsXBgweJjIzE2tqaESNGcK3uGjtP7mR8i/FEOET8eS2ttp5bJ8fTMqoAO1U9R93DWSrL5+lm3RjkNYLBK05RUlnD6NqzBL/WlzcvzKSHtT39TW6SlnICw6IA3AwmY1/+Az/UGPNewDu0MjVmbZA7lro6UJ4N28bArUhoOwW6f4gk06HilwwSj6YxX6eOKK2a3i3s+WRgC8wNmw49hbcqObklgZzkMmxdTeg9KQg7d9Mm71FxyZmGYFV2BX19B3x9P8bRYbAIVsJ/PUNDQ7p168aKFSue9FQEQRAEQfgXkskUBPh/zoXIvsTFTyc0ZAMyWeO7w+QyOfPbz2fw/sFMPzGdbX23Yaxn3OjYh+2RBqx9+aVMv5FJFwsTvvZ3RaeRrW6SViItupDLh9PJv1mBkbk+uR4GbC0u4ZsXG8JVVlYWu3btoqioiDZt2tC9e3fyavOY+9tcgmyCeDX41b8uWJlP9a6h+KVe5aaODpsiXuD78nicdV34MGIuUzdeIj6vmoEVZ+j+Wn8WXJ3BFLt6mukkIVU44XTtDez9e2JS9A4fSV6s9BpBb2szVvi7olTIIe0U7BgLquqGVavAQWgqVBRvvc5PyQV8Lq9DkstYPKQlz4U2vVpXV60mcn8aMSey0Ffq0GWkL/7tHZE1do8kiZKSs6SmfUVZ2eX/E6yea7IfgCAIgiAIgiD8r1EqXfD1+YC4+BnczPgeN9eXmxxrbmDOZ50+46WfX2Luubl81umzx3Ie65EFrF+Kypkcd5PWZkb80MINffntZcU1Gi3JF/O4fPgmJbnVmNooeeoFP47XVrH+WCKzevnR2dua3377jRMnTmBiYsKoUaPw9PRErVUz6+QsZMj4rNNn6Mp1G0qkX1mLdPQ9lKoKvjE3JTHgWUq1NZSrylnZfSXLjqRxLLGYzuWRDH+5I8dTp/KaVRU6OibYF03A+GIbzLo1Qz97BpP127PHthsvOVnzsbcTCoCzy+DoB2DpAWN+Als/apNLydgSx+KqSo6gJtTZnC+GBeNqZdTofZG0EjfO53JudzI1lWoCOzrRpr8HBkZ3lk+/M1jZi2AlCIIgCIIg/H/N3n4ghUXHSU39AkvL9piaBDY5NtQulCkhU/jqyleEO4QzxGfII5/fIwlYVRot466n0dzIgPVBHhgp/lq6q1dpiD+bQ9SRDCqKa7FyMqLHuAA8Q234JaGAResS6R/syJBAM1avXk1WVhYtWrSgd+/eKJVKAJZHLeda4TUWd16Mk7FTQxW//W/ArUiKLcyZZOtAnZU3nSw8ORr7Ix+3/5jLCXp8dzaZlpUxTBhZQ2HhNMIMtJhbD8D5yiA0CVrM+zijSZ3BcNN+nDMP5j1PR151sUGmqoS9kyFuLzTvB/1XIOmZUH70Jqd/SeVjeS0FaHmjuzdTnvJCp4keVQUZFZzckkBuajl27qY8+1owNs3urCj4V7BaSlnZpYZg5fMRjo6DRbASBEEQBEEQ/r8mk8nw8/2YstLLxMa+RXjrvSgUyibHvxT4EhdzL7IwciFB1kH4Wvo+0vk9koCVVlOHi4Eem1p6Yvp71TxVTT3XT2Zx9ZdMaspV2HuY0mm4D64trJDJZCTmVfDGlihaOJoyzE3FN998g46ODoMHDyYw8K9Uejb7LKuvr+Y57+fo6dgBjrwH51aA0pycDsMYk3eaCoyY5j+GuefmMsh7EDZSO0btvcDTZr8xosdp6lSF3FTp0d5/CQ6HHVHdLMdigAulCW/zvNVIUo3c+NrftaEJckFCQwn2omR4+mNo9xqaCjX5a6/xdVo+G1HhbKZk+4gQQps13jS5tkrNhX2pxJ7MwsBYl66j/fCLcLhjO2BDsDpHWtpSSssu/h6s5uLoOEQEK0EQBEEQBEH4na6uOf7+i4i6OprklIX4+nzY5Fi5TM4nHT5h8P7BzDg5gy19tmCoa/jI5vZIApaOTMa2YE+s9XSoqVRx7ddbxPx2i7rqelz8LQnr5Yqjt/mfeyBLqlSMX3sJc10NA0xTOXI4DU9PT/r374+p6V8FHwprCpl9ajaeZp68YxECKyKgLANCRlHVfhwzj48it17Bx+3m8Nmlz/C18GWo+2u8sWY7s0J34GWdTrHWgF0lxrzR+lvsf9JHlV2B5WBX0uPmMNJuHJUGlmxu6UUHCxOI3Q17p4CuEkbvBfdO1CaVcHVzHB/WVHADDUPCnPmgXwDG+nfeSkkrEX82h3N7UqirUhPYxZk2z7qjb3j7dkBJkigpPd8QrEoj0de3x8fnQ5wch4pgJQiCIAiCIAiNsLRsj4vLS2RmrsbKqgvWVl2aHGultGJhx4WMPzKe+RfmM7/D/Ec2r0cSsLwMDTCplji9L4nYU1nUq7R4hNgQ1ssVW9fbK+SpNVomb7qCbnkWPY1ukXOrnt69e9O6devbDqFpJS1zTs/BsKaE9Spz9LeOBhs/GHsIqVkEi35+mqvVMl5t8RJbEraglbTMDp3F/l+nMrPNBdAacFHjw7acbBZHfE6z3bqoi6qwGtaMyzHzGGs/EWM9A/aF+dNcqQs/vwvnloNzaxiyFsnYkbKf09h4PJVl1KGvr2Dl4FCeaeHQ6D3Iv1nOic2J5KeX4+BlRqfhvlg731m5pPiPFavSSPT17PDx+RBHh6EoFCJYCYIgCIIgCMLdeHpMp7j4NPHxb9Mm/AB6elZNjg13COeVlq+wMnol4fbh9PdqupfWP/FIAlZNSS3r55xFksAn3I7QHq5YOjZe9GH+3mgUGRfpqFOEjZUjgwYNwtr6zp5R66//iFv8IZaV16BLLnR7H9q+Bjp67Lr6Abvy8uhi34JiVTXXi64zq3lPcuPHEGqnpqQwlIs21hzOPMW8kLn47zVDU1GL9QhXDkZ/wVSHCXjqwabWQTjWl8K6sXDzNLSeAD0/QVMtkfxtFPMyCjhFPe08rFgyLBh7M4M7P3ulivN7Uok7k42hiR7dx/rjE253R8WSkpLzpKYtpbT0wu/B6gMcHYaJYCUIgiAIgiAI90mh0Ccg4AsuXhxI/I3ZBLX45q6VAl8OeplLeZeYf2E+gdaBeJp7PvQ5PZKAVVupxr+DIyFPN8PUuukDZz8cPE9l9K94KtR07tyZTp06oVDcWcs+OXY7rffPwl+lQvLqDr0Xg6U7APF5Z/j02k6aKY3o6j6U98+9T3dzAxwqdxNVFEjdrTBqI9QcTtnDDP9phB9wRlOnxur5Znx37QfmO4ymnV4da8LDMMu5DNvHQE0pDPwWWg6nNrGEgxuvMb+uinI5zHmmOS+1d0f+H+entFqJuNPZnN+bgqpGQ8tuLoT3cUdPefstLim5QGraV5SWXkBPzxYf7/dxdBwugpUgCIIgCIIg/A0mxn54eU4nKfkTsnO24eQ4rMmxCrmCTzt+ypD9Q5h+Yjqb+mx66PN5JAHLytmYziOars6hVqvZtPsAmXFX0dM1ZOzoUbg2c7lzYG05qmMf4H5pNaU6ulQPWIFhy5Hweyotrytj6vGp6MhkvBk0llkXPsRdT0MnfSWLL03GsUwP337VbLmxnYme4+j+sx+SpMXyBRc+jN7FjzYDGKis5cvWrdG/9AP8/DJzssAAACAASURBVA6YucD4Y0g2AeQfSGHRqVR2oMLbyoj1I0Pxd7yzCXBuahkntyRSkFGBk485HYf7YOV4+3bAkpJIUtO+FMFKEARBEARBEB4yF5exFBb9RmLix1iYh2No6N7kWFtDWxZ0WMDLx15mYeTChz6XRxKw/nN15//Kyclh6/YdlBYXkaXjyIIpI7E2/4/tg5IEcXuRDr+NTkUO20xNaD5kMy1dOv45RCtpefPYGGrUNcx2d2bB5WXoImeQ5RDeOt6KFtocWg9VsyJ2PcOcBzPo13DQkWE83IFXY37hkGVnJpvU8m6LQOR7XoGYbeDzDAz8hnqVkvMrLvFediFpaBnb1pVZvZtjoHv76lp1uYpze1K4cTYHIzM9eowLwKuV7W3LkiUlkaSlfUVJ6Xn09Gzw8X7v92B15/ZCQRAEQRAEQRAenEwmx7/5Z1yI7ENs3DTCQrcil9/ZZ/YP7ZzaMb7FeL6P+R5vvB/qXB5Zo+H/pNVqOXPmDMePH6dW0uGC5Me3E/vcGa5KbsLB6ZB0hDKLZkxytKNLm2m3hSuAryI/xkx1gzkO9WzOuUV+vZwp7rOYd8AEJ20xA4fpsCR2Gc/Y9mDMyW7IjXRRDLHl+bhILpsEMd+yhnHOtvDD05AfD13nQIdpVCWUsHLTGb5V12BmoMva51vR2cfm9s+i0XL9ZDaR+1NR12oI6dGMVr3d0DP463aWlF5sCFYl59DTs8Hbew5OjiNEsBIEQRAEQRCER8DAwAE/v3lcv/4a6elf4+Ex9a7jJwdPJrkkmSyyHuo8HkvAKi4uZvfu3WRmZlJr7MieIju+HhOBl+3/abKrUTdU7fttIcjkFHWeTt+sfTS3ac34FuP/HCZJEkdj5+NStp4gM4mr2uZcrr7JcLcxfPWTEmOphgnPKfg89nM6mLdl8tn+6JobUD3IkhcS4snWd+EHOxW9FcWwaijIFfDCTiT3p0jcm8zsC6lcRsPTXtYsHBGCpZHebZ8lO7mUk1sSKbpVibOfBZ2G+2Bh/1dILC29RGraV5SUnEVPz1oEK0EQBEEQBEF4TOxse1No/yvpN1dgZdURM7PQJsfqyHVY1m0Zg1YMeqhzeKQBS5Ikrly5wuHDh5HL5Rj7tuPHaBWzejWnq5/dXwMzzsNPb0J+HPj1RdVjHq+cmYmOjgELOixAIW/YmldWdpVr8XNQVMejkmRUmfVlY9wp2thGsOegE/XIeLO3hi+TPifIOJBpF4djYGNMVl9TRidlopEbst1ZS+uso3Dqc3AMgaHrqMeW7V9c4JPCYtRyGQueDWB4hOttW/2qyuo4tyuFhAu5GFvo02tiIB4hNn+OaTxYDb9rV2lBEARBEARBEB4uX58PKC29SGzcNMJb70dH585WSY/SIwtYlZWV7Nu3j8TERNzd3bH0b89rOxPoH+zEK509GgZVF8OxD+HKWjB1huGbwa83SyI/5UbxDZZ3XY6dkR21tdmkpCwmN28vlVoFR8v+X3t3HlZVtf9x/H3gACIIMjgCKqCkIo7pdUgtnHLoZtpPm9Ts2mjXIXPWwtQcskwrS61M0xxSr1mZWZmppOUspoQDKI6MIoNM5+zfHxX3csn0wjkC+nk9j8/D2Xudtb7HP9ZzPmftvbYzXas34J3YaLwreBMX2ZIk3BnW4QqLzs8j0Lk2kw4MwqOmN4e6VOTp2CR8LNmsrm0m6OfX4dQ2aD4Ius8m6egVXlqzg02WXMK83Zj/REsCff+9ImWxWDmy7Rw/f36K/HwrLe6tTYvudXBy+S30Xb68l9jY+aSkRv4WrOpOxM/vYQUrEREREZFSYDZXomHDOezf/wjHj0+nQYMZN3d8e3SanZ3NggULyMnJoVu3bnjVCaXvuz/S2N+TWX0bYwI4tBq+ngBXU6HtP6HjOHBxZ1v8NlYcW8FjDR7jrpotOXVqHqfPLMIwrPxiqc0nFxN5qorBV5leJFyNJfBsP/bn+zGwcQpr09/Dx+TFlKgn8alVg687ODE2Pp3Q7LOsqp6D9+ZXITMR/v4WRuPH2L7mKOMPn+EiBs+1rs3I+xri5OhQ8DnOxaSyfVUMKeczqRXqTft+IVSuVhGAy2n7iD01n5TUnTg5+VCv7gT8/B5RsBIRERERKWVelVtSp/bTxJ1+Fx/fu6lapdtNG9suASs1NRUPDw/69OmDk1tl7n8nkoouZhYOaEGFtFj4ciTEbge/O2HgBqgeBsClzEtMjpxMA+/6POIfxK7dXcjJuUjVqj35LtOTD6I38LBXDqlundl5agehV8LZndaYLgHJ7HT6COdcJ6b9+izV69bmoxYmXr+Qwz2XD/CRx3lcvnoL3KvDP74m2/kO5szeyZIr6VR1MbNqQAta1f33w40zUnP4cf0Jju+5RCWfCnR/JozAJr6YTCbS0vZzKnY+KSk7FKxERERERMqowMBhJKfsIDp6Ip4eTXFxqXb9N9mAXQKWu7s7Q4YMwTA5MOjDn7mYls3qfzSlxv43YecbYHaFnm9Ai8Hg8NuKkcVqYdyOcVRzyGBYlUxiosfhUakxjULnsT35PB/sm0hHDxO1PO/gtdhIgiwN+elsJxp7JXOu+ipyMrOZfWI4fvVDmN7AwqqkfAZc2sws4xAOOzdBcCfo+z6/Hs7ihc+284th4b46Pkx/vAUeFX7bwtGSb+XQ1nj2fhmH1WJwZ886tOhWG7Oz438FK2/q1h2Pv98jODpWtMd/oYiIiIiIlICDgzOhDd/g5z1/5+ixsTRt8iEmk8P131hCdglYlSpVwmw2E7HxF348mczSe67S7MtekHwCGj0I3V6FSoUT5JKDc2iYH0lzXwvku9KwwRyqV7+fo8nHmPLjFBq4e3BPpcvMv3AZb7w5GvMANV3Tcay/gYtpibwa+09qhTVlZO1svk8zeOX0+zyZ8ROmpBjoOBZr2xdZ9nEUs05cxNFk4s1eofS+q07B+PHHUtixOobUi1nUaezLXf9XF88qFUlLO8Cpo/P+I1iNw9/vUQUrEREREZEyzs0tmHr1JvLrr5M5e/ZjAgIG2X1Mu21ysernM3z+4yE21vyMxrs2g1cgPLYe6nYq1C4/P4Ofjkbgn/ovalV0pE6df1Kn9lM4OlYk6WoSw78fjpdzRR6qdJ5PM+qRkZtIzq+P4+powr/5JmJSY5ly5llqt2jDE76ZHM2wsDI6gnvSDoLJBA+vJtGtLWNm7uD7q9nc6VGRN59qhf/vG1mkp2QTufY4J/cn4uFbgZ5DG1MnzJe0tAMcPDif5JTtvwWr4LH4+z+mYCUiIiIiUo741XyYpKStnDg5Cy+vNri7h9h1PLsErKzcfKI2zuOHiqtxu5wNHUZD+1Hg9O/7lAzDyoUL6zlx8jXy8pI4nleJR+9ah7d7MAB5ljxe2PYCl3MuM7KahZ9y/TmSdg7n0/eSY/GjVdsvOZJ6hHFnnyCgVScecUsnOSOL7YeHEZx+Aqo1gv7L+HavwbitO7mMwahmATz3f2E4Opiw5Fk5+N0Z9m6KwzCg1X2BNOtai8ysKA4eHF0oWPn5PYrZ7HatjysiIiIiImWUyWSiQYOZ/PRTd345OoqWd67FwcHFbuPZJWCZkk8w3fwD+TXbYLp/HlS5o9D51NSfOH58OukZv5CCF8sTKvJq5xUF4Qpgxs8zOJBwgOfrhJCceYxNSSm4JjYgMbM97Vp/zaHUnxl24RGqt72PRxzS8Eo7y4FD/8QzNxWaPEx2+CymffQLyy+kUsds5v1HmtG0YVUATv+SzI7VMaQlXCWoaRXaPVgXwzmGI0efJDn5h9+D1Rj8/B5TsBIRERERKedcnH1p0GAmhw8/xalTb1K37li7jWWXgOVs5HIp/A2qtX/it8v0fnf16hmOn5hFYuJmXFxqcMWrP68c3siLd44m1De0oN2aX9fwacyn9AvsQOXsr5mb4kmFTHcSkh/mb823cejKdgYn9ManXX8GW9K4O+FHFh+LwAkr9HyDo273Mey13ZzIz6dfDS8inmxJxYpOXEm6ys5PjxN7KAnPqq7c988meAac5VTs8yQnb8PJyYvg4DH4K1iJiIiIiNxSqvh2wq/mw5w+sxgfn454ebW2yzh2CVi5PvWp1uEfBa/z89OJi1vAmfiPcHAwExQ4kpxKHRj+1WDa+d3FgIYDCtoeSDjAjJ9n0LZGK1pbd/Fmiic5OQaXLwyhcf2fOJr9DQ8md8a17eMMzU1jTNyHjDj9MSb3qlj7rWDx7gq8vn8Pbph4N/wOunetS36ehT1fxrJv82lMJmjdO4igVmmcjh/L8b3f/xasgkbj7z9AwUpERERE5BZVr94EUlJ38cvRF/lbq004OXnYfAy7BCxXF2cADMPC+fNrOHnqDfLyUqhRvS/BwaOwOFTi4S8fxsPFg+ntpuPw+3aJFzMvMvL7kdR0q8njVcx8dCqbMzmOZJ9/jKCax4nlS7pebkt+6+eYcTWZT36ZyD0pP0PA30jo9j4jPj7Jj2kJtKvgwutDWlLd35O4w0nsWBPDlaRsgptXpcm9eVxKncb+g99jNlf+PVg9htnsbo//ChERERERKSMcHSvSKHQue/c9yK8xL9ModK7Nx7DbLoIpKZEcP/EqGRnRVPZsSb16H+Lh8dsDhSN+jCA2LZaFXRbi4+oDQHZ+NiO+H8HV/KvMvvNxth59lR8zXLAktsPbLY+Eiv+iTUZTrrQcwfdpsUQe/CcBOReh5ZN85fks4945QrZhMKFudYY83pT01By+fOcQcVHJeFWvSOcnPcg2z+Poia2/B6sXf1+xUrASEREREbldeHg0JrDOME7FzsXX5x6b92+XgHX16mkOHBxIhQr+NGr0NlWr3Ivp93uxNsduZt3xdfyj0T9oU7MNAIZhMHX3VH5J/oXX20/nVOwU1qS4QEYAjnlBZNdYQdjV+iQ0GYP54o9EHhlPBSOPnJ7zmXSgAZ/uiCbE5MgbvRtxR/Ma7Nl0mgNbzuDgaKJ5Tzcq+C/hbOo3vwerUfj7D1SwEhERERG5TdWu/QzJKT/wa8xLQJBN+7ZLwMq3ZBIcPIYA/8dxdPz3Fohn088yZdcUGldpzNBmQwuOLz+2nI0nN/Jck+fwSt/CzIs55Oe5kZPaETf/ldTKq8XZBmPpfnIp42IXY3J0IabraoZ8AfE5iQz0qMTYp+/kUnwmKyN+Ij0lmzpNXajS+FPSsz8nN93z92A1ALO5kj0+soiIiIiIlBMODmZCG77BTz/3snnfdglY7m53UKf204WO5VnzGLt9LCZMzGo/CycHJwB2X9jN63tfJzwgnAdq1GH0D/NJzHPiatK9ePqtxdtShcTAYUREvUzXpJ0YLp58UG8Jr27IxgcTi5vUoUXHOmz9JIYzv6RQuZojje7fSr7LSq7mexIU9AIB/gMVrEREREREpICrawB3tlgDjLdpv/Z5DpbJscixdw68w+Gkw8zpOAf/Sv4AxKfH8+IPL1LHow5TWo/lzW/u5eBVMzkpd+FZ5Wsq4oapymOs3DeCWlfPku9WgyeM19i+N5vOjs5M6RPGmfhMVr36M45mCGx3AOcaC8HZjaCAkQQEDFKwEhERERGRP+Xufsf1G/2P7LbJxX/adX4XHx75kL71+tKtTjcAsvKyGP79cKyGlfnh8/lix1D+ddkgP6Mu7h6HMTs6Us+lA+8cHI2zNZd0t0DuTZ1ImtWBCN/KtP1bbb5de5KM1ByqhsThccdbVKgEtQL+SUDA4wpWIiIiIiJy09k9YCVfTWbCzgkEeQYxttVvT0w2DIPJkZM5efkkCzot4NyRf/HOpVPk53ni4nQZnHL4e14QE+PmkY8jZ52D6ZU8lkAqMS8sgPOJuXyzIgY3n8vUumchHjUSqBXwhIKViIiIiIiUKrsGLKthZWLkRNJz01nYZSGuZlcA3o96ny2nt/BCixcIyHDm+VNLyLCYcLS4YFRIYWSaCwNSNpOPI0eoy8ArY3jY7E272lXZE3kJB3Mu1ZqtxfeO/dSqPZgA/0F2eUiYiIiIiIjI/8KuAevjox8TeS6SSX+bRIhXCADbz27nrQNv0T2wO/dV7sRLm/sS62TByPPF5JLIK0lZdM86jwUTe60hTM4Zy1T3aiRfyeXIvgQ8A3dSo9kWAuv1I8D/DQUrEREREREpM+wWsH5J+oU3979Jp1qd6HdHPwBi02IZu30s9b3rM7r+MBYseYId1bKx5nni4JLEtIQU7rK6Y7Zks8sSyufZE3jCxZWz57Jx8TpNUNcN3NGsEwH+mxSsRERERESkzLFLwLIaVkZvH42vqy9T2k7BZDKRnpvOsK3DcHJwYmaraayeN4F/BadiWCvg4JTGuOQUGpiD8E47zI68lpzIf56AjApczsmkRstNNOnYgFq1P1awEhERERGRMssuAetC5gWyM7JZ0m0Jni6eWA0r43eM52z6Wd69521+fGsha2udI98hF5PJytOpV6hKG+pe/oavLI9yJr0H+bkV8AreTfMengSHzMLJydMepYqIiIiIiNiMXQJWWk4aI5qMoHm15gC8feBtfjj7A+PuHMeFFd+yyesCyRUSAHggIxfnrHDusBxkafYcMtOCcfU5TcseOYS1+qeClYiIiIiIlBt2CVgVnSryZNiTAGyJ28LiqMU8UPcBvLclsDsrjajgKADaZjvimXYXVSxV+Pzcazi6ZNHo3njadO+Ns4uXPUoTERERERGxG7sErNoetXF0cCQmNYZJkZNoXKUxHU8FcDE2ni9CvwHDICivEq0yWpJ3KZzzOe4ENE7knke6UKmyrz1KEhERERERsTu7BCwTJi5nX2bY1mG4O7kzOLcrFQ7+ykcNPiPXZKJ2Zl16netFdkoQnp5nCH++GTXrdbZHKSIiIiIiIjeN3bZpf3H7iyRkJRDh+zy1t+1gbvA2Ljq50uTC3bSJux+c0ulQbzuNhk/CZLbr47hERERERERuCrskm0tZlzh+4Tijqwyg5U9L2VA9lh1unjQ+fw9tTt9HI/dNtGqRj2v/ueDgaI8SREREREREbjoHe3SafDWZ4e7N+fvBt9ljzuK9yj74pdWjU0IY/X1G0aGDBdf+bypciYiIiIjILcUuASvABP8XtY3NqY8yy9cdl3xXHstyYrDHi/i27YKp11xwsMvQIiIiIiIipcYuKccpqwKfJLzNihqnuVIhmUctaTyWvRlT62ehxxyFKxERERERuSXZJemkW6uwLWALcT5RdMgzGH7xLLR5Hu6dASaTPYYUEREREREpdXbZ5OKySwqpNbZRK9+Jt8+dxNr2eRy6TFO4EhERERGRW5pdVrDyzJm4GWZWnTtFdquHFa5EREREROS2YLeboZZeiCenYUtce7yncCUiIiIiIrcF++wimJ9HhVreePVeb4/uRUREREREyiT77CLoZKJS9/cxmyvZo3sREREREZEyyS4By6O6Hz4+HezRtYjc4ry8vEq7BBEphzR3iEhx2Xr+MBmGYdi0RxERERERkduUnvgrIiIiIiJiIwpYIiIiIiIiNqKAJSIiIiIiYiM3FLDOnDnDM888Q8uWLenQoQMzZ84kJyfnL9+zd+9e7r777iLHly1bRteuXWnWrBn9+/dn//79xSpcRMqH3NxcJk+eTMuWLWnXrh2LFy++Ztvo6Gj69+9PkyZN6NOnD4cPHy50ftOmTXTp0oUmTZrw7LPPkpycbO/yRaSUaO4QkeIq7fnjugErNzeXZ555BmdnZ1atWsWcOXP49ttvmTt37jXf8+uvvzJ8+HCsVmuh45999hnz5s3jhRdeYMOGDbRq1YohQ4Zw6dKl6xYqIuXT7NmzOXDgAEuWLGHKlCm8++67fPnll0XaZWVlMWTIEJo0acL69etp0aIFTz/9NBkZGQAcPnyYcePG8eyzz7J69WoyMjIYM2bMzf44InKTaO4QkeIq9fnDuI49e/YYoaGhRkZGRsGxjRs3Gm3btv3T9itXrjSaNm1q3HfffUb79u0LnRs0aJAxZ86cQse6du1qfPLJJ9crQ0TKoczMTCMsLMyIjIwsOPbOO+8YDz30UJG2n376qXH33XcbFovFMAzDsFqtRpcuXYw1a9YYhmEYo0ePNkaNGlXQ/vz580ZISIgRFxdn508hIjeb5g4RKa6yMH9cdwUrKCiIRYsW4ebmVnDMZDKRm5v7p+1//PFHZs+ezeOPP17k3IgRI+jXr1+R49e73FBEyqfo6Ghyc3Np0aJFwbEWLVoQFRVFfn5+obaHDh2iefPmODj8Ni2ZTCaaN2/OgQMHCs63bNmyoH2NGjXw8/MrOC8itw7NHSJSXGVh/rhuwPL29qZt27YFr61WK8uXLy9U9H+aP38+Xbp0+dNzTZs2JSAgoOD19u3biYuLK1S4iNw6EhMT8fT0xMXFpeCYr68veXl5pKSkFGlbtWrVQsd8fHwKLiFOSEj4y/MicuvQ3CEixVUW5g/z/1r0jBkzOHbsGGvXrv1f31pIbGwsY8eOpXfv3oSGhpaoLxEpm65evYqzs3OhY3+8/u9V8Gu1/aNddnb2X54XkVuH5g4RKa6yMH/ccMAyDIPp06ezcuVK5s2bR7169W70rUXExMTwxBNPEBQUxCuvvFLsfkSkbHNxcSkyCf3x2tXV9YbaVqhQ4YbOi8itQ3OHiBRXWZg/bmibdqvVyoQJE1i1ahVz586lc+fON/K2PxUVFcWAAQMIDAxk0aJFhZbvROTWUq1aNa5cuVJockpMTMTZ2RlPT88ibRMTEwsdS0pKokqVKgXnk5KSrnleRG4dmjtEpLjKwvxxQwFr5syZfP7557z11lt07dr1Rt7yp+Lj4xkyZAgNGzYssnGGiNx6GjRogJOTU6GbQfft20doaChmc+EF9CZNmnDgwAEMwwB+WzU/cOAATZs2LTi/b9++gvYXLlzg/PnzBedF5NahuUNEiqsszB+OEREREX/V4ODBg0yaNImRI0fSsWNHsrKyCv65ubmRmJiIo6NjkYKPHTvG7t27GTx4cMGxUaNGkZGRwfz587FarQX9AEWubxSR8s/JyYkLFy6wcuVKwsLCOHLkCLNnz2bkyJHUq1ev0PxRq1YtPvzwQ86fP4+fnx8LFy7kyJEjvPLKKzg7O+Pr68usWbPw9fXFbDbz0ksvERwczMCBA0v7Y4qIjWnuEJHiKhPzx/X2kp85c6YREhLyp//y8vKMkJAQY926dUXet27dukLPwUpPT79mP2+88cb1yhCRciorK8sYM2aM0bRpU6Ndu3bGBx98UHDuv+ePQ4cOGb179zYaNWpk9O3b14iKiirU1/r16427777baNq0qfHcc88ZycnJN+1ziMjNpblDRIqrtOcPk2H8viYmIiIiIiIiJXJD92CJiIiIiIjI9SlgiYiIiIiI2IgCloiIiIiIiI0oYImIiIiIiNiIApaIiIiIiIiNKGCJiIiIiIjYiAKWiIiIiIiIjShgiYiIiIiI2IgCloiIiIiIiI0oYImIiIiIiNiIApaIiIiIiIiNKGCJiIiIiIjYiAKWiIiIiIiIjShgiYiIiIiI2IgCloiIiIiIiI0oYImIiIiIiNiIApaIiIiIiIiNKGCJiIiIiIjYiAKWiIiIiIiIjShgiYiIiIiI2IgCloiIiIiIiI0oYImIiIiIiNiIApaIiIiIiIiNKGCJiIiIiIjYiAKWiIiIiIiIjShgiYiIiIiI2IgCloiIiIiIiI0oYImIiIiIiNiIApaIiIiIiIiNKGCJiIiIiIjYiAKWiIiIiIiIjShgiYiIiIiI2IgCloiIiIiIiI0oYImIiIiIiNiIApaIlJrp06dz+PDh0i5DRMo5q9WK1WrFYrFw9epV9u3bV9oliUgZlpKSYtf+zSV588aNG9myZQvOzs506tSJnj172qouEbkNJCUlMWjQILy9venVqxc9e/YkJCSktMsSkXJg7969REREcPLkySLnzGYzUVFRpVCViJQH7du3p02bNvTq1YvOnTvj7u5u0/4dIyIiIorzxkWLFjF9+nRq1KiBxWLhww8/JDs7mzZt2ti0QBG5dd177708/vjj1KxZkz179jBnzhy++OIL0tPTqVatGp6enqVdooiUUUOHDsXf358JEybw7bffMnfuXFq0aMHhw4eZOnUq9erVK+0SRaSM6t69OxkZGaxZs4a5c+dy7NgxHBwcqFWrFo6OjiXu32QYhlGcN3bu3Jnnn3+e3r17A7BlyxbGjx/P3r17MZlMJS5MRG4/mZmZLF68mCVLlpCbm0vjxo3p168fffr00bwiIoWEhYWxYcMGgoODGTBgAEOGDKFjx45s3ryZRYsWsX79+tIuUUTKgZiYGL7++mu2bdvGmTNnCA8Pp1evXtx1113F/u5R7HuwLl68WGi1Kjw8nKtXr5KQkFDcLkXkNmQYBj///DNTpkyhW7dufPLJJ/Tq1YsPPviAhx9+mIULF/LCCy+UdpkiUsa4urri4PDb15igoCCio6MBaNy4MbGxsaVZmoiUI97e3vj4+ODl5UVubi5nzpzhlVdeoXPnzvz000/F6rPY92Dl5+djNv/77WazGRcXF3Jzc4vbpYjcZqZMmcI333xDRkYGd999NxEREXTo0AFnZ+eCNs7OzkycOLEUqxSRsqh169a8/vrrTJ48mWbNmvHhhx/y4IMP8s0331C5cuXSLk9EyrDk5GQ2b97M5s2b2b9/PyEhIfTo0YOpU6dSo0YNAGbOnMmoUaPYuXPn/9x/iTa5EBEpifj4eF588UW6dOmCm5vbn7YJCwvj3XffvcmViUhZN3nyZMaMGcOWLVt46KGHWLt2Le3atcPR0ZFi3l4uIreJ9u3b4+/vT48ePYiIiCA4OLhImzZt2hATE1Os/ot9D1b9+vUZP358oS9FU6dOZejQoXh7exdq++CDDxarOBG5tY0fP56JEycW2b0nLS2NyZMnM3/+/FKqTETKG8MwOHHiBB4eHlSrVq20yxGRMuzQoUOEhYUVXGb8B4vFwq+//krDhg1LeROYDgAADBpJREFU1H+xA1Z4ePiNDWAy8d133xVnCBG5Be3du5e4uDjgt1+gx40bV2T16tSpU6xevVrPshGRQnbt2kXLli0xm83s2rXrL9tqV2MRuZYGDRoQGRlZZFEoLi6O+++/n0OHDpWo/2IHrOI4fvw4gYGBhe7dEpHbS3R0NEOHDsUwDM6fP0/16tUL/YJkMpmoWLEijz32GP379y/FSkWkrKlfvz6RkZH4+PhQv379a7YzmUwcO3bsJlYmImXd6tWrC245uHjxIlWrVi2ygpWenk5gYCBr164t0Vg3NWA1b96czz77jICAgJs1pIiUYQMGDODtt9/W865ERETErvLy8vjyyy+xWq1MmDCBCRMmUKlSpYLzf/zA27p1azw8PEo01k1dSrqJWU5Eyiir1Vrwi9HSpUsLjv2Z//5lSUTkD506dWLdunVFdgy8dOkSvXv3vu4lhCJye3Fycip4fq+/vz/Nmze321V1ulZPRG6q0NBQdu7ciY+PDw0bNvzLh/jpEh8R+U+bNm1i27ZtAJw7d46XX34ZFxeXQm3Onz+vWxFEpIh58+bx1FNP4erqyq5du/7yR5jhw4eXaCzNQCJyUy1durTgksClS5cW+ynpInL7ad26NTt27Ch47eDggKOjY6E29evXZ+zYsTe7NBEp4/bu3cvgwYNxdXVl796912xni+8lN/UerGbNmrFx40bdgyUiIiIl0r9/f5YsWULFihVLuxQRkUK0giUiN1XHjh1v+NehPy4FEhH5b7GxsZw9e5aQkJDSLkVEyoEb3RnQZDLRt2/fEo11UwOWLgUSkeHDh2suEJESq1+/Pnv37lXAEpEbsmDBghtqZ4uAZfdLBP9zx7DWrVuzdu1a/P397TmkiIiI3OKeffZZtm3bRuXKlfHz8yuy2cWKFStKqTIRud3ZZAVr4sSJjB8/Hnd390LHjxw5wqRJk9iwYQMAu3fvtsVwIlKOPfroo7z77rt4eHjwyCOP/OVqlr4gici1hIaGEhoaWtpliEg5sWvXLlq2bInZbP7LHQRNJhOtW7cu0Vg2CVhRUVH07NmTqVOn0qFDB7Kzs5k7dy7Lly+nW7duthhCRG4Rbdq0wcnJCYC2bduWcjUiUl49//zzBX/n5+fj6Oioy49F5JoGDx5MZGQkPj4+DB48+JrtTCZTiR8TY5NLBPPz81m0aBELFy4kPDycw4cP4+LiwuTJk2nTpk1JuxeRW9SGDRvo0aMHzs7OhY5nZWWxbt06BgwYUEqViUh5sGLFCj766CMuXLjAV199xaJFi/Dy8mLEiBF6ULmIlBqbrGCZzWYGDhxIdHQ0X331FWazmWnTpilciUgRycnJZGVlATB+/HiCgoLw8vIq1CY6OprXXntNAUtErmnJkiUsW7aM4cOHExERAUC7du2YOnUqAC+88EIpViciZZ3VamXHjh2cPHkSJycn6tata7PsYpMVrHXr1vHGG2/g7e1NREQE0dHRzJ07l0aNGvHSSy8RFBRki1pF5Bbw9ddfF+wk+FfTzwMPPMCMGTNuYmUiUp5069aNSZMm0b59+0LP2YyMjGT8+PFs3769tEsUkTLq9OnTPPHEE6SmplKnTh0MwyAuLo7atWvz9ttvl3hDPpsErLCwMJ5++mmefvrpgnsrLl26xJQpU9ixYwdRUVElHUJEbiHnz5/HarXSuXNn1q5dW2gFy2QyUbFiRSpXrlyKFYpIWdekSRO++OILAgICCgWskydP0rdvXw4ePFjaJYpIGfXQQw/h7+/PlClTcHNzA+DKlStMmDCBzMxMlixZUqL+bRKwTp48SXBw8J+e27JlC127di3pECJyC9IugiJSXIMGDaJZs2aMGDGiIGD5+fkxceJEzp07x7Jly0q7RBEpoxo3bsxnn31GYGBgoeMnT56kT58+HDp0qET92+QerODgYBITE4mNjcVisRQcz83N5eTJk7YYQkRuQf+9i2B+fj7x8fH88MMPDB06tJSqEpHyYNKkSTz55JNs27aN3NxcXn75ZeLi4sjNzeX9998v7fJEpAxr2rQpu3btKhKw9u3bR4MGDUrcv01WsFauXMm0adOwWCyF7qswmUw0adKEVatWlbhQEbl9bNiwgU2bNrFo0aLSLkVEyrCcnBw2btzIqVOnsFgsBAYG8ve//73gkh8RkT/Mmzev4O9Lly7x2Wef0alTJ8LCwnBwcCAmJoZNmzYxcOBARo8eXaKxbBKwwsPD6dOnD0899RTh4eF8+umnZGZmMmbMGLp3786TTz5Z0iFE5DYSHx9Pr169SrxELyIiIgLc8M7EJpOpxJcY2+QSwYSEBHr37o2zszOhoaEcOHCAHj16MHHiRMaPH6+AJSJ/Kj4+vsixjIwM3nvvPfz8/EqhIhEpL+Lj45k7dy5RUVHk5+cX2ZV027ZtpVOYiJRJH3/88U0byyYBy8fHh5SUFPz9/QkKCuLYsWP06NGDqlWrkpCQYIshROQW1KVLlyKbXBiGQY0aNXj11VdLqSoRKQ8mTpxIUlISAwcOxN3dvbTLEZFyJioqihMnThTsH2EYBrm5uRw7doxp06aVqG+bBKwePXowduxYpk2bxl133cWLL75IgwYN2Lp1K7Vq1bLFECJyC/ruu+8KvTaZTDg5OeHr6/uXuwuKiERFRbF8+XJCQ0NLuxQRKWfmz5/PggUL8PX1JTk5mWrVqpGUlITFYrHJ7uc2CVijRo3Cw8ODy5cv06lTJ/r3788rr7yCl5eXfoUWkWvSZYAiUlwBAQFkZGSUdhkiUg6tWbOGKVOm0L9/f8LDw1m6dCmenp6MHDnSJt9NbLLJRXZ2NuvWrePUqVPk5uYCFNpJcOrUqSUdQkRERKTAhg0bWLBgAYMGDSIgIAAnJ6dC59u0aVNKlYlIWdeoUSO2bNlCzZo1GTp0KF27duX+++/nyJEjDBs2jK1bt5aof5usYI0cOZI9e/bQqlUrKlSoYIsuRURERK5p3LhxAH/6I67JZOLYsWM3uyQRKSeqV69OfHw8NWvWJDg4mKNHj3L//ffj5uZGampqifu3ScDavXs3ixcv5s4777RFdyIiIiJFxMfH4+/vj8lkYsuWLYWevfmfdA+niPyVfv36MXLkSGbMmEHnzp0ZNGgQPj4+7N69m/r165e4f5sErMDAwIIdOERERETsoUuXLkRGRuLj40PXrl3/MkhpBUtEruWpp56ievXquLq60rhxYyZMmMCqVauoXLky06dPL3H/NrkHKyYmhuHDh9OzZ09q1qyJg4NDofO9e/cu6RAiIiJymzt37hw1a9bEZDJx7ty5v2yrTXREpLTYJGDNmjWLJUuW4OnpWeQeLJPJpIf9iYiIiIhIqRkzZgwvvfQS7u7ujBkz5i/bzp49u0Rj2eQSwVWrVvHaa69x33332aI7ERERERERm3F0dPzTv+3BJitY4eHhvPfee4SEhNiiJhERERERkXLJJgFr69atLF68mOeeew5/f3/M5sILYwEBASUdQkREREREpFjmzZt3Q+1MJhPDhg0r0Vg2CVj/vZ3hH7v6GIahZ1GIiIiIiEipGjBgwA21M5lMLFu2rERj2SRgaScfERERERERGwUsERERERGR8iI6Oprly5dz+vRp5syZwzfffEOtWrXo0KFDift2uH4TERERERGRW8OOHTt46KGHsFgsHDp0iNzcXFJSUnjuuef4/PPPS9y/VrBEREREROS20adPH/r370///v1p1qwZGzduJCAggJUrV7Js2TK++uqrEvWvFSwREREREbltnDp1irZt2xY53q5du+vuLXEjFLBEREREROS24e/vz8GDB4sc37p1q00eL2W+fhMREREREZFbw4gRIxgzZgxRUVFYLBbWrVtHfHw8X3/9Na+99lqJ+9cKloiIiIiI3Da+//57PvnkEy5fvky9evXYtm0bVquVFStW0L179xL3r00uRERERETkttGqVSvWr1+Pv7+/XfpXwBIRERERkdvGggUL2LdvHwMHDsTPzw8XF5dC50t6H5YCloiIiIiI3Dbq169f5JjJZMIwDEwmE8eOHStR/wpYIiIiIiJy27jeVux+fn4l6l8BS0RERERExEa0i6CIiIiIiIiNKGCJiIiIiIjYiAKWiIiIiIiIjShgiYiIiIiI2Mj/A1q4itLlzlMpAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = results.loc[:, [o.name for o in model.outcomes]]\n", + "limits = parcoords.get_limits(data)\n", + "limits.loc[0, ['utility', 'inertia', 'reliability', 'max_P']] = 0\n", + "\n", + "paraxes = parcoords.ParallelAxes(limits)\n", + "paraxes.plot(data)\n", + "paraxes.invert_axis('max_P')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**What does this plot tell us about the tradeoffs and conflicting objectives?**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Max_P is negatively correlated with utility and intertia, and positevely with reliability. if we look at inertia, there are two solutions which sacrifice intertia for higher scores on reliability. These might reflect a different correlation structure, or be evidence of incomplete convergence. \n", + "\n", + "\n", + "## Step 3: Re-evaluate candidate solutions under uncertainty\n", + "\n", + "We now have a large number of candidate solutions (policies), we can re-evaluate them over the various deeply uncertain factors to assess their robustness against uncertainties.\n", + "\n", + "For this robustness evaluation, we need to explore the scenarios for each solution. It means that, if we would like to run for instance 1000 scenarios for each solution, we might have to execute a very large number of runs.\n", + "\n", + "Here, to simplify the case, let's suppose that decision makers have a hard constrain on *reliability*. No solution with less than 90% reliability is acceptable for them. Therefore, we can reduce the size of the solution set according to this constraint. \n", + "\n", + "**Apply this constraint of reliability on the results, and create a new dataframe named new_reults**\n", + "\n", + "**From new_results, which is the reduced dataframe of candidate solutions, make a list of policies in a format that can be inputed to the *perform_experiments* function of the EMA workbench.**\n", + "\n", + "*hint: you need to transform each policy to a dict, and then use this dict as input for the Policy class that comes with the workbench*\n", + "\n", + "There are various ways to do it. One way is to use logical indexing. Basically, create a boolean vector that indicates for each row if the constraint is met or not. Next, we can use this as an index on the dataframe to get only the rows for which the index is true.\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "logical = results.reliability > 0.9\n", + "np.sum(logical)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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70.1276670.1141121.9308720.0510030.5474900.0999210.2249220.9837371.0000
180.6508440.2610381.7344240.0563790.7713262.0887170.6021220.8173740.9094
300.3608130.2217940.6032090.1514770.6270090.1808020.4448340.9797981.0000
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" + ], + "text/plain": [ + " c1 c2 r1 r2 w1 max_P utility \\\n", + "1 0.896828 0.229831 1.822103 0.468718 0.573980 0.542498 0.506104 \n", + "7 0.127667 0.114112 1.930872 0.051003 0.547490 0.099921 0.224922 \n", + "18 0.650844 0.261038 1.734424 0.056379 0.771326 2.088717 0.602122 \n", + "30 0.360813 0.221794 0.603209 0.151477 0.627009 0.180802 0.444834 \n", + "\n", + " inertia reliability \n", + "1 0.964040 0.9415 \n", + "7 0.983737 1.0000 \n", + "18 0.817374 0.9094 \n", + "30 0.979798 1.0000 " + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results[logical]" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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c1c2r1r2w1
10.8968280.2298311.8221030.4687180.573980
70.1276670.1141121.9308720.0510030.547490
180.6508440.2610381.7344240.0563790.771326
300.3608130.2217940.6032090.1514770.627009
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" + ], + "text/plain": [ + " c1 c2 r1 r2 w1\n", + "1 0.896828 0.229831 1.822103 0.468718 0.573980\n", + "7 0.127667 0.114112 1.930872 0.051003 0.547490\n", + "18 0.650844 0.261038 1.734424 0.056379 0.771326\n", + "30 0.360813 0.221794 0.603209 0.151477 0.627009" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "policies = results[logical]\n", + "policies = policies.drop([o.name for o in model.outcomes], axis=1)\n", + "policies" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "from ema_workbench import Policy\n", + "\n", + "policies_to_evaluate = []\n", + "\n", + "for i, policy in policies.iterrows():\n", + " policies_to_evaluate.append(Policy(str(i), **policy.to_dict()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Perform 1000 scenarios for each of the policy options. Depending on how many solutions are left after implementing the constraint, consider using multiprocessing or ipyparallel to speed up calculations.**\n", + "\n", + "If you want to use ipyparallel, don't forget to start ipcluster." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[MainProcess/INFO] pool started\n", + "[MainProcess/INFO] performing 1000 scenarios * 4 policies * 1 model(s) = 4000 experiments\n", + "[MainProcess/INFO] 400 cases completed\n", + "[MainProcess/INFO] 800 cases completed\n", + "[MainProcess/INFO] 1200 cases completed\n", + "[MainProcess/INFO] 1600 cases completed\n", + "[MainProcess/INFO] 2000 cases completed\n", + "[MainProcess/INFO] 2400 cases completed\n", + "[MainProcess/INFO] 2800 cases completed\n", + "[MainProcess/INFO] 3200 cases completed\n", + "[MainProcess/INFO] 3600 cases completed\n", + "[MainProcess/INFO] 4000 cases completed\n", + "[MainProcess/INFO] experiments finished\n", + "[MainProcess/INFO] terminating pool\n" + ] + } + ], + "source": [ + "n_scenarios = 1000\n", + "with MultiprocessingEvaluator(model) as evaluator:\n", + " results = evaluator.perform_experiments(n_scenarios,\n", + " policies_to_evaluate)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now evaluate the **robustness** of each of the policy options based on these scenario results. We can calculate the robustness of a policy option in terms of its performance on an outcome indicator across the 1000 scenarios. In other words, we can identify how robust a policy is in terms of each outcome indicator, and investigate the robustness tradeoffs. \n", + "\n", + "There are multiple metrics to quantify robustness. On of them is the *signal to noise ratio*, which is simply the mean of a dataset divided by its standard deviation. For instance, for an outcome indicator to be maximized, we prefer a high average value across the scenarios, and a low standard deviation, implying a narrow range of uncertainty about the outcomes. Therefore, we want to maximize the signal-to-noise ratio. For an outcome indicator to be minimized, a lower mean and a lower standard deviation is preferred. Therefore the formulation should be different.\n", + "\n", + "**Write a function to calculate the signal-to-noise ratio for both kinds of outcome indicators. Calculate the signal-to-noise ratios for each outcome and each policy option. Plot the tradeoffs on a parallel plot. Which solutions look like a good compromise policy?**" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "def s_to_n(data, direction):\n", + " mean = np.mean(data)\n", + " std = np.std(data)\n", + " \n", + " if direction==ScalarOutcome.MAXIMIZE:\n", + " return mean/std\n", + " else:\n", + " return mean*std\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are various ways in which we could calculate the signal to noise ratio. Here, I choose to iterate over the policy first. Next, I iterate over the outcomes. For each outcome, I only retrieve the results associated with the current policy. Next, I can calculate the signal to noise ratio. \n", + "\n", + "I am reusing the direction that we already specified for each outcome of interest, to avoid duplicating code. Note that I enabled this already with how I defined the s_to_n function above.\n", + "\n", + "To make visualization easy, I transform all my results into a dataframe at the end." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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max_Putilityinertiareliability
16.6592541.43024063.1686511.422235
188.6157721.5925851.3922201.319691
306.3380691.2328335.1660191.549442
78.7539441.6330458.0723460.832992
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" + ], + "text/plain": [ + " max_P utility inertia reliability\n", + "1 6.659254 1.430240 63.168651 1.422235\n", + "18 8.615772 1.592585 1.392220 1.319691\n", + "30 6.338069 1.232833 5.166019 1.549442\n", + "7 8.753944 1.633045 8.072346 0.832992" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "experiments, outcomes = results\n", + "\n", + "overall_scores = {}\n", + "for policy in np.unique(experiments['policy']):\n", + " scores = {}\n", + " \n", + " logical = experiments['policy']==policy\n", + " \n", + " for outcome in model.outcomes:\n", + " value = outcomes[outcome.name][logical]\n", + " sn_ratio = s_to_n(value, outcome.kind)\n", + " scores[outcome.name] = sn_ratio\n", + " overall_scores[policy] = scores\n", + "scores = pd.DataFrame.from_dict(overall_scores).T\n", + "scores" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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2NbyvBClPGgS6U9nN6Zbv6eToQHUfV6r7uJbYnptvJCYl2zTyFZGcZfr93+cus+HfLIou69JowN/dYBa8gov8PsjLgJOjwy3XK4SwvjPJZ5jzzxzuCbqHfqH92IAELCHEHSI/Pp7Y96bh3KwZ3i/2A0Dj5ETg5ElEjQojfuEH+I0YbucqhRC3Ijkz1yxIHYtOJTwunfwracXlyhS/p5oHm0al6gW4Y9DZNpzoHbVUrexC1couJbbnFVwNYIXBK/JKCNt7IYkfD0UX21jDz93JbNSraAgL9nK2+WsUQhTKKchh1PZRuOhcmNZxGlqN5UekJWAJIexCURRipkzFmJVF4PRpaBwKP3B4du9O5j97Sfz0U5xbtsC9c2f7FSqEuCFFUaf4HS0apqJSiCoyxc/fw4nQQA+6NPAjNNCT0CAPql0zxa+80jloqeLtQhVvF6Bysfb8AiMxqdlEmqYequErMjmLfy8l89PhaFOovMr3SgAz34jjagBzwVkvAUwIa1mwbwGnkk7xUZeP8HH2sco9JGAJIewibfNm0rZuxW/kCJxq1izW7j9uLFlHjhAVNpqaa79HFxxshyqFEEWZpvgVGZU6HmU+xa+mrxutqnvTMMiD0CAPGgR64HMbU/zKO0cH7ZWQ5ELbEtoLjAqxqUXWgF2+EsKSMzkSmcKWozHkFZgHMB83PcFXg5eX+Rqw4ErOuOjl45sQt2J7xHZWHF/BCw1eoFNIJ6vdR/6GCiFsLv/yZWKmTMXQuDHe/fuX2EdrMBCyYD7nevYiYvhwqn/9NRq93raFCnEXS8nM42iR7dCPRZlP8XPWOdAg0J0nmweZRqXq+bvL6Ms1HLQagrycCfJyBryLtRuNCnFpOaZRr6JTEY9FpbL1aCy5BUaz53i76s3XgHmZrwdzc5KPd0JcKyErgQk7J1C3Ul2GtRxm1XvJ30AhhM3FTJ2KMT2doOnTbriJhb5aNQKnTSPy7beJmzsX/zFjbFilEHeHq1P8rt0SPTI5y9THz92J0CAPHqjvZ1ovVa2yKw4VYIpfeafVagjwNBDgaaBVCe1Go0JCeg6Xiq0By+JETBq/HY8jJ988gHm56EzbzpumHhaZiuhu0NnmxQlRThgVI+P+HEdGXgafP/I5Tg7WHVWXgCWEsKnULb+Q9vNmfN9+C6c6dcwbC/KL9fd49BEy+/Xj8pdf4dyiJR6PPGyjSoW48+TmGzkdl1Zs84m0bPXvnkYDNX1caVGtEn3bVTOFKV/3O3eKX3mn1Wrw8zDg52GgZbVKxdoVRSEhPbdwF8Qia8DC49PZdiqO7DzzAObprDMb9SoMYerPns4SwMSd5etjX7MrahcT2k2gllctq99PApYQwmbyk5KImTIFQ2golQcMMG88uw1WvwjZtYs9z/+dkWQdPEj0uHEY6tdDX62abQoWogJLycrjeJEQdTQqlfC4NNN6H2edA/UD3eneNMhsFz9Z31OxaDQafN2d8HV3onnVkgNYYkZukU04Mk3/PZ+YwZ/hCWTmFpg9x93geM3UQ/Mg5umsQ6OR0UtRMRxPPM6C/Qt4oMoD9K7b2yb3lHdRIYTNxE6bTkFqKlU/X4ZGV+Qb0qxkWP8auPpB8iVIjQKPIFOzRq8neN48zvXqRcTbw6j+7Uq0TvKNuhCgfoCOTM4qNioVkVQ4xc/HTU9okCf31fU1bT5RXab43RU0Gg0+bk74uDnRtIpXsXZFUUjKzFNHva4JYZcuZ7L7TAIZ1wQwNyfH664BC6nkjJeLBDBRPmTmZTJq+yi8nbyZfM9km/1/KQFLCGETab/9RurGjfgMHYqhXj3zxp9HQVoMDNwKK/vAhteh71p1vtIV+pBggmbOIGLIa8ROn0Hg5Em2fQFClAO5+UbC44ru4qduQpFaZIpfDR9XmlXx4vm2VQkNVMOUn7vBzpWL8kqj0eDtqsfbVU+TkJIDWEpW3jWjX4VB7K+zl027SF7loncoPv2wyHowb1e9BDBhE7P/mc2F1At89vBneBmK//9tLRKwhBBWV5CcTPSkSTjVr4/PoFfMG4+uh0OroPMYCG6pjlyd+R/88xm0Me/rfv/9VB44gMTPluHSqiWe3brZ8FUIYVup2Xkcv2ZU6nRsumlHOYNOS/0AD55oGmQKUvVlip+wMI1Gg5eLHi8XPY2CPUvsowawa9aAXfn93vOXTV8AXOWsczAdvGy2Bf2Vc8F83CSAidv3y/lf+P709wxsPJA2gW1sem95FxZCWF3sjJkUJCVTdckS863W02Jg4zAIag73jlAfc/GB2g/BLxOgZmfwMd8Iw/ett8g88C/R707CEBqKUy3rL1YVwpoURSEqJfvKAb1XRqWiU7l0uXCKX2VXPaFBHrzcsTqhgR40DPKkho9M8RPlg6ezDk9nTxoGlRzAUrPzSlwDdvUw5uTMPLP+To7aYjsfhhQ5F8zHzalCHFIt7Cc6PZpJuyfRqHIjXmv2ms3vLwFLCGFVadu2kbJhA5WHvIohNLSwQVHghzchLxN6LAWHImuynlwEi9vD2kEw4BezNo1OR/C8uZzr0ZPIt9+m+qpVaF1cbPiKhLh1eQVGzsSnFwlT6q+rHzA1GqhR2ZUmIV4827oqoUEeNLyyi598oy8qKg+DDo9AHQ0CPUpsT8vOIzI5q1gIi0zO4khkCpczcs366x21hHg5FxkFMw9ivhLA7moFxgJG7xhNgbGA2Z1mo9PafldMCVhCCKspSE0l5t1JONWpg8+QIeaN+7+E01vg0VngW9e8zT0Aui1QdxXc/j7cb37+lc7fn6A5s7k08BViJk8hcOYM+fApyp3U7DxORKdxLCrFFKROxRRO8XNy1FI/0IPHGgWadvGrH+COqxwSK+4y7gYd9QN01A8oOYBl5ORfOfur6EYc6s+/RKWSeG0Ac9AS5GUwn3roXRjE/NwNMvp7B/vs8Gfsj9vP9I7TqeJRxS41yLu4EMJqYmfNIj8hgZBFi9AWnRp4+RxsHgs17oM2g0p+cuiT0ORZ2D4H6jwMIS3Nmt06dMDntddI+OgjXNq0xqtXLyu+EiGuT1EUoq9O8SuyXuri5UxTH29XPQ2DPHi5Q3VTmKrh44qjg9aOlQtRMbg6OVLX3526/u4ltmfm5hOVnHXlMOarI2HqKNivx+NISM8x669z0BDoeZ01YN4uBHhIAKuo/o37l48PfkzXGl15ouYTdqtDApYQwirSd/xJyvdrqfzKKzg3blTYYCyAda+C1hGeWgzaG3zA7DobLuyEta/AqztA72rW7PPaEDL37yNmylQMjRoV351QCAvLKzByNj7DtHvf1UCVVGQNSQ0fVxoHe9KndZUiu/jJFD8hrMVF70htP3dq+5UcwLLzCq6MgBWZfnjl99tOxhOXZh7AHLUaAr0Mpk03rg1hgZ4G+XKkHErLTWP0jtEEuAYwvt14u77nSsASQlhcQXo60RMnoq9VC5+hr5s37voQLu1R1115htz4QgZPeOpj+LIbbJ0Ij881a9Y4OBA8Z466HuvNt6j+/Xc4uLlZ+NWIu1Vadh4nYtLM1kudjE0jN1+d4qd31FI/wJ1HGgYUTvEL9MBNpvgJUa4YdA7U8nWjlm/J/z5k5xUQlZxVYgj783QCsWnZKEphfwethgAPw5WNOK5ZA+blQqCXAZ0EMJtSFIWpe6YSkxHD8keX464vOWzbivwrIISwuLjZc8iPjaX6ym/MDwSOOQK/T4MG3aHJM2W7WI17of3rsHsR1H0M6jxo1uzo40PwvLlceKk/0eMnEDx/nowUiJuiKAqxqTmmUamjV8LUhcTCKX6VXHQ0DPKk/z3VTaNSNWWKnxB3BIPOgZq+btS8TgDLyS8gOjn7ysYb5tvR7zmTSHRqpFkA02q4EsBcioSwwiAW6OmM3lHeOyzpx7M/8vO5nxnabCjN/JrZuxwJWEIIy8rYvZvk1avx/s9/cG7atLAhPwfWDQaDFzyxwOwQ4VI9MAHCf1MPIH5tN7h4mzW7tG6N79tvEz9vHkmtW+H9wgsWejXiTpNfYORsQkax9VJFdymrXtmFhkEe9G4ZcmVkyhN/D5niJ8TdysnRgeo+rlT3cS2xPTffSExKduEW9MmFo2B/nbtM9L9ZGIsEMI0G/N0NZmvAioawIC8DTo4ONnp1Fd/F1ItM2zONlv4tGdh4oL3LASRgCSEsqCA9g+hx49FXr47vm2+YN26bAbFH4PnV4Fr55i6sM0DPpfDpA+q5Wb2XFwtolQcOIHPfXmJnzsK5SROcGze+vRcjKrz0nHxORJsHqRMx5lP86vm781ADfzVIXTmo191g+y19hRAVl95RS9XKLlStXPKRIXkFVwOY+Rb0EUmZ7L2QxI+HoikomsAAfw+nYmvAroawYC9nDDoJYAB5BXmEbQ/DUevIzHtn4qAtH38uErCEEBYTP28uedHRVPvvCrQGQ2HDxT2wcyG0eAnqPnJrFw9sAvePhd8mw+E1xaYYarRagmbO5FzPXkS+PYwaa7/HwbPkQy/FnUVRFOLScoqNSp1PzDBN2/Fy0dEwyIOX2lczjUrV9HWVdRJCCKvTOWip4u1CFW8XoPgXjPkFRmJSs4ttQX/1IOafDkeTf00A83V3Ktz58JpzwIK9nHHWl4+gYW0f/fsRRxKPMK/zPAJcA+xdjokELCGERWT89TdJ36zE+6UXcWnRorAhJ12dGuhZBR6Zdns36fAWnNoCm0ZCtXuKbZLhWKkSIfPncb7fi0SNGUvIR4tkWtcdJr/AyLmEDLMgdeyac3CqersQGuhBj+bBhAZ60DDYgwAPg/y/IIQolxwdtFdCkgttS2gvMCrEpmabRr0iLl8JYcmZHIlMYcvRGPIKzAOYj5ue4KvBy+ua7egrOeOir/gR4K/ov/j8yOf0qtOLh6o9ZO9yzFT8P10hhN0ZMzOJHj8eXdWq+L79tnnjL+Mg6QK8/BM43eauPloH6PEJfNIR1g+BfhuKbfPu3KwZ/u+MJHb6DC5/sZzK/3n59u4p7CYjJ//KLn4ppiB1IiaNnKtT/By01A1wo0sDvysbT3hSP9AdD5niJ4S4gzhoNQR5ORPk5Uzr6t7F2o1GdRT/6qhX0amIx6JS2Xo01nTA+VXervpio15FpyKW991Qk7KTGLtjLNU9qzOq9Sh7l1NM+f7TE0JUCHHzF5B36RLVvv4KrbNzYcOpX2DfcnXkqdo9lrmZdw14dAb88Ab89Qm0f61Yl0r9+pH5z17i5s7FuVlT8xE1Ue4oikJ8Wg5Hi4xKHY9K5VyRKX6ezuoUv37tqpnWS9XydZMpfkKIu55WqyHA00CAp4FWJbQbjQoJ6TlXDmIuugYsixMxafx2PM70xdVVlVx06povr8Lph8FFpiLac62qoii8u+tdknKSWNRlES66kte+2ZMELCHEbcnct4+kFSuo9MILuLRuXdiQkQg/DAW/hnD/OMvetHk/OPkz/DoJat0Pfg3MmjUaDYHTp5HdsxeRw4ZTY91aHL2Lf+snbK/AqHAuId20FfqxqFSOR6eSkF44xa+KtzOhgR482SzYFKaCPGWKnxBC3AqtVoOfhwE/DwMtq1Uq1q4oCgnpuYW7IBZZAxYen862U3Fk55kHME9nXYlrwK6eC+bpbL0Atvrkan6/9DvvtHqHBpUblP4EO5CAJYS4ZcasLKLHjkMXHIzf8GGFDYoCm4ZB5mXo+z04Ol3/IrdCo4FuH8DidrB2EAz8DRz1Zl0c3N0JXjCfC889T9SoMKosXYJGK6MdtpSZm194UK9pil+q6R9qnYOGuv7u3F/Pz+ygXmv+wyyEEMKcRqPB190JX3cnmlctOYAlZuQW2YQj0/Tf84kZ/BmeQGZugdlz3A2OhWu+rlkDVqWSCx7Ojrf0pVl4Ujhz9s6hQ1AH+ob2veXXbG0SsIQQtyz+gw/JvXCBqsu/QOta5HyQw2vg2Abo8i4EWGm7dDdf6P4BfPs8/DETukws1sW5YUP8x44lZtIkEpcswWfIEOvUIohLyy62i9+5hMIpfh4GR0KDPHi+TTUaFpniJ4dtCiFE+abRaPBxc8LHzYmmVbyKtSuKQlJmnjrqdU0Iu5iYya7wBDKuCWBuTo7XXQMWUskZLxddsQCWU5DDqB2jcNW58l7H99Bqyu+/HxKwhNItHH8AACAASURBVBC3JPPAAS4vX47Xs31wbdeusCElUt3lr0pbde2VNdV/HJr3hT/nQ51HoGrx/Ze8+jxD5t69xH+4COfmzc1rFTetwKhwPjFDneJXJFAlpOeY+oRUUqf4dW8adGXzCQ+CvZxlip8QQtyBNBoN3q56vF31NAkpOYClZOVdM/pVGMT+OnuZtJx8s+e46h1M0w2vBrF96V9wOuk0szospLLhJs/TtDEJWEKIm2bMySF63HgcAwPwG/lOkQYjbHgNjPnqbn+2OPDv0ZlwbgesGwSv7gQnN7NmjUZD4ORJZB87RuTId6ix9nt0fn7Wr+sOkJVbwImYaw7qjU4jK0/9JlLnoKGOnzud6/maglSDAA88XWSKnxBCCJVGo8HLRY+Xi55GwSWfT6kGsGvWgF35/d7zl8lwPIJLlQ3kJnbgtc+ycNZtMR28bLYF/ZU1YT5uert+qScBSwhx0xIWLSL37FmqfPYZDm5Fpgb+8xmc3QZPLADvmrYpxskdeiyBLx6DLWPVaYPX0Lq6ErxgPuef6UPUiJFU/eJzNI7y9ldUfFrONWdLpXAuIYOrZ1u6GxwJDfTg2TZVTGGqjp+7TPETQghx2zyddXg6e9IwqHgAi8+Mp+cP7+Gpr83rLccRk5Kv7oR45Sywfy8lk5yZZ/Ycg05rClvB14SwEC9nfNyc0GqtF8DkE4YQ4qZkHTpE4rLP8er9NG4dOxQ2JJyGrROhzsPQsr9ti6rWXp2OuHMB1OsK9R4t1sVQty4B775L9JgxxC9ahN+153XdJYxXpvhdDVNXd/OLTyuc4hfs5UxokAdPNAkybT4RUkmm+AkhhLAto2Jk3J/jyM7P5stH51LTq0qJ/dKy84hMziq2BiwyOYvDkSlcLnIYPYDeUUuIV+Guh5YmAUsIUWbG3Fyixo7F0c8Pv1FFDvYryFd389MZoPuH6i5/tnb/WAj/Td0a/rU94OpTrItXj6fI3LeXxE+W4NKiBW6dOtm+ThvKyi3gZOzVXfxSTAf1Xt3tyVGrobafG/fW8aFhkKc6MhUoU/yEEEKUD18f+5rd0buZ2H4iNb2uPzPG3aCjfoCO+gEeJbZn5ORfOfur6EYc6s9bo2OoauG6JWAJIcosYfFicsPPUGXpEhzc3Qsb/pwHUfuh93JwD7BPcY5O0HMpLL0PfnwL+qwoMegFjB9P9uEjRI0Ko8a6tegCA+1QrOUlpOdwPDrVbPOJs/HphVP8nBxpEOTBM62qmEal6vi74eRog3VyQgghxE06mniUBfsX8GDVB3m6ztO3dS1XJ0fq+rtT19+9xPaePT++retfSwKWEKJMso4cJfHTz/Ds0cN85CfqAPwxCxo/Aw172K9AAP9Qdbv2X8bDv99A8xeKddEaDOp6rF5PEzlsONW+/gqNruKM2BiNChcuZ5qNSh2LTiU21XyKX4NAD7o2DiQ00IOGQTLFTwghRMWRmZdJ2PYwvA3eTLpnUoX790sClhCiVEpuLtFjx+Lo7Y3/6LDChrwsWDsYXP2g62z7FVhUu9fh1Bb4OQyqd4BK1Yt1capRg8D3phI5fARxc+eZv6ZyJDuvgJMxaWabTxyPTjVN8XPQaqjj50aHWj6mUakGgR5UctWXcmUhhBCi/Jr1zywupl5k2SPL8HQqeefB8kwClhCiVAlLlpJz6hQhixfj4Fnkje63KZBwEvqtA+fip7/bhVYLTy2GjzvAuiHQf2OJ28V7dO1K5t59XF6+HOeWLfB46CE7FFsoMT2H49FpHItOMU3zO1Nkip+bk7qL3zOtCnfxq+3nhkEnU/yEEELcObac38La02t5pfErtA5obe9ybokELCHEDWUfP07CkiV4dO+G+wP3Fzac2w57FkObQVDrAfsVWBKvqvDYbFj/KuxedN0Dj/1Gh5F18CDRY8dhqF8ffZWSdyeyJKNR4eLlzGu2RE8lJjXb1CfQ00BooAePNQq4MjLlSUglZ6tuKSuEEELYW1R6FJN3TaaJTxOGNBti73JumQQsIcR1KXl5RI0dh4OXFwFjxxY2ZKeoo0OVa8ODk+1X4I00fRZO/gT/ew9qdYGARsW6aPV6ghcu4FyPnkS+9TbVVn6D1snJYiVk5xVwOjado1EppiB1PDqVjCJT/Gr7utG+VuXCg3oDPfCWKX5CCCHuMvnGfMbsGIMRIzM7zUSnrTjro68lAUsIcV2Jn31GzvHjBH/4AQ5eXoUNP4+GtGgYsBX0lj8/wiI0GvXA48Xt1C3kB/2u7jR4DX1ICEEzZxDx+lDiZs0iYOLEW7rd5Yxcjl8zKhUen07BlTl+rnoHQoM8eLpliGlUqo6/TPETQgghAD49/Cn74/YzveN0qrhbf0aJNUnAEkKUKPvUKeIXf4xH167m65OO/wgHv4FOoyCkpf0KLAvXyvDkR/BNb3Uk6+GpJXZz79IF75df5vIXX+DcsiWejz9+3UsajQqXkjLNgtSx6FSiUwqn+AV4GAgN8uChUH8aBqkjU1UqucgUPyGEEKIEB+IO8MnBT3ii5hN0q9XN3uXcNglYQohilPx8oseMxcHdHf8J4wsb0uPUM6YCm8J9o65/gfKk7sPQ6j+w60Oo+whU71hiN7/hw8j6919iJkzE0CAUp5o1yMlXp/hdDVFHo1I4Hp1Gek4+oE7xq+XrStsa3qZRqQaB7lR2s9w0QyGEEOJOlpqbyujtowlyDWJc23H2LsciJGAJIYpJ/PwLso8eJXjBfBwrXdkdUFHghzchJx16LAWHCjQ3+uH34Ow2dd3YkJ1gKH7Se3KuQvRb43Ed+jL/vDyYWU+M4nhSLvlXpvi56B1oEOhBzxbBpvVSdf3dZYqfEEIIcYsURWHq7qnEZsby1WNf4aZ3s3dJFiEBSwhhJic8nIQPP8T94YfxePTRwoYDK+DUz/DIDPCrb78Cb4XeVQ2Fnz+MsjmMS/fONTuk91hUKlFXpvi1bPwMU3Yvo+/fa7g4cBihgZ6EBnlQzVum+AkhhBCW9MOZH9h8fjNvNn+TJr5N7F2OxUjAEkKYKAUFRI0bh9bVlYCJEwobks7D5tFQ/V5o+6rd6rtZpil+0akci3KhsWsfev37DdP+9meLsTVaDdTydaN1De8iu/g9iHGZI00+/oRHMh7Fq0kPe78MIYQQ4o5zIfUC0/6aRuuA1vyn0X/sXY5FScASQphcXv4l2QcPEfT++zj6+KgPGgvUqXUaLTz1sXqQbzmUnJlb7Gyp8Lh00xQ/Z50DRwOeo13BfhbqlnPm6eepWaMWzvriU/yUoUPJ2n+AmClTMDRsiKFeXRu/GiGEEOLOlVeQR9j2MHRaHdM7TsdBe2dNt5eAJYQAIOfsOeI/+AC3Ll3weLxrYcOexXBxlxquvOy/baqiKEQkZZlC1NErZ0tFJmeZ+vi5OxEa5MED9f2ubD7hQbXKrjhoNRD/NSzpRMO946HuqhLvoXFwIPj9OZzt0ZPIt9+m+po1OLi52uolCiGEEHe0D//9kKOJR1nQeQEBrgH2LsfiJGAJIVAKCogeNw6NwUDAuxPRaK6sNYo9Br9NgfpPQNPnbF5Xbr6R03FpxbZET8tWd/HTaKCmjystqlWiX/tqhAaqB/X6ut9gFz/feurhyJvDYP+X0LJ/id0cfX0Jfv99Lv7nP8RMnEjQ3PcL/1yEEEIIcUt2R+3miyNf0Ltub7pU62LvcqxCApYQgqQVK8g6cICgWTPR+fmpD+bnwrpBYPCEbgvVNGNFiqIQnZJNQnouI1Yf5Fh0KuFxaeQVFE7xqx/oTvemQaZRqXoB7rjob+FtrM0gdcOOzWPVdWWVa5XYzbVdW3zffIP4BQtxadOaSs8+ezsvUQghhLirJWUnMe7PcdTwrME7rd+xdzlWIwFLiLtc7oULxM1fgNt99+HRvXthwx8zIeYwPLsSXH2sWoOiKMzafJJP/jiDLiWL7afjCQ30oHM9X9PmE9WvTvGzBK0WnlwMH7eHda/Cyz+DQ8lvh5UHDSJz335ip03H0Lgxzg0bWqYGIYQQ4i6iKAoTd04kOSeZjx/8GGdHZ3uXZDUSsIS4iylGI9HjxqPR6QiYMrlwCtylv+HP+dC8L9TveuOL3CajUWHKxmMs33WeF9pW5fAJD34Y96BV7wmAZzA8Pg++HwA7F0CnkSV202i1BM2exbkePYl8exg1vv8OB4/i52gJIYQQ4vpWnVzFtohthLUOo553PXuXY1XlczswIYRNJH2zksy9e/EfPRqdv7/6YG4GrBsMniHqmVdWVGBUGLvuMMt3nWdAxxq891QjHG151lTjp6FRL9g2A6L+vW43x0qVCJ43j7zoaKLHjUNRFNvVKIQQQlRwp5NO8/7e9+kY3JEXGrxg73KsTgKWEHep3IgI4ubNw7VjRzx7Fjnr6ZcJcPmcumugwXojNfkFRkauOci3/1xi6P21Gf94A/tsItH1fXD1VUNlXtZ1u7m0aI7fiBGkbf2VpK++smGBQgghRMWVnZ/NqO2jcNO5MbXD1LtiwygJWELchUxTAzUaAqdOKXyzO/0r7F0G7V+H6h2tdv/cfCNvrDzAugORjHy4LiMfqWe/N1wXb3hqMcSfUHdMvAHv/i/h1qULsXPeJ/PAARsVKIQQQlRc8/bNIzw5nPc6voePs3XXdJcXErCEuAslr15N5l9/4Rc2Cl1goPpg5mXY8Dr4NoAHJljt3tl5BQxZsY+fj8Qw/vEGDH2gjtXuVWa1HoA2g9Uzv85uu243jUZD0PRp6AICiBw2nPykJNvVKIQQQlQw2y5tY+WJlfQL7UfHYOt9cVveSMAS4i6TFxlJ3Ow5uN7THq/evQsbNo2AzETouQR0BqvcOzM3n4Ff7uW3E3G891QjBt5b0yr3uSUPToLKdWD9a5CVfN1uDp6eBM+fT0FiIlFhYShGo81KFEIIISqKuMw4JuycQH3v+rzd4m17l2NTErCEuIsoikL0hIkoQMCUIvOgD38HR9dC59EQ2NQq907Pyaf/5/+w60wC7/duSt921axyn1umd4GeSyE9Fn668dkczo0b4TdmNBnbd5D46Wc2KlAIIYSoGIyKkXF/jiM7P5tZnWahd9DbuySbkoAlxF0k+bvvyNi1C/93RqIPCVYfTI2CTcMhpDV0sM43TCmZefT97C/2XUxi4bPNebpliFXuc9uCW0CnUXB4NRxZe8OulZ57Do+ujxG/cCEZf/9towKFEEKI8u/Lo1+yJ3oPYW3CqOlZjmar2IgELCHuEnkxMcTNmo1LmzZ49emjPqgo6rqrgjzoseS6h+3ejsT0HJ77dA/HolL5+IUWdGsaZPF7WNS9IyC4JWwcpobP69BoNARMmYq+alUiR4wgPyHBhkUKIYQQ5dPRhKN8sP8DHqr2EL3q9LJ3OaVLibD4JSVgCXEXUBSF6IkTUQoKCJz2Hhrtlb/6e5fBmf/Bw1Ohci2L3zcuNZtnl+7hTHw6S19sycMNAyx+D4tzcIQeS6EgFzYMVUPo9bq6uRK8cCHG1DQiR76DUlBgw0KFEEKI8iUzL5OwHWFUdq7Mu+3fLf9bsl8+Cx/fY/HLSsAS4i6Qsm49Gdt34Dd8OPoqVdQHE8+oZ17V6gKtBlj8nlHJWfRZuofI5Cy+eLk1nev5WfweVuNTWw2dZ36Df268xspQry4BEyeSuWcPCR8ttlGBQgghRPkz4+8ZXEy9yMx7Z+Lp5Gnvcm4sNwO+7QtYPgRKwBLiDpcXG0fszJk4t2pJpReeVx8syFcP1nXQw5OLwMLfMF1MzOSZJbtJSMvh6wFtuKdWBTz3otUAqP2gGkITTt+wq1evnnj26EHCxx+T/udOGxUohBBClB+bz21mffh6XmnyCq0CWtm7nBtTFHWWSvxxePpzi19eApYQdzBFUYiZNAklJ4eg94pMDdw5HyL+gcfngodl10SdiU/nmSW7Sc/J55tX2tGymrdFr28zGg08+ZG6Zf3aQeo6tRsImDgBp9q1iXrnHfJiY21UpBBCCGF/kemRTNk9hSa+TXi16av2Lqd0uz5Ud0/uMhFqd7H45SVgCXEHS924kfTff8d32Nvoq1dXH4w+CNtmQqNe0Phpi97vREwqfZbsJt9oZOUr7WgcUs6nB5TGPQCeWABR+2HH3Bt21To7E7xwAcacHCKHDUfJu3EgE0IIIe4E+cZ8xuwYgxEjs+6dhU6rs3dJN3bmf/DruxD6pNV2T5aAJcQdKj8+npj3puHcrBne/fqpD+Zlq6Mxrr7Q9X2L3u9IZArPLt2Dg1bDt4Pa0yDQw6LXt5uGT0GTZ+GP2RCx74ZdnWrWJHDyZLL27yduwQIbFSiEEELYz9JDSzkQd4AJ7SYQ4l5Oj2G5Kuk8fPcf8KkHTy62+BKJqyRgCXEHUhSFmClTULKyCJw+DY2Dg9rwv6kQf0Jdd+Viual7+y4k8dyne3DVO7J6cHtq+7lZ7NrlQtfZ4B4I6wZBbuYNu3p2ewKvZ/twednnpP3vfzYqUAghhLC9/bH7WXJoCd1qduPxmo/bu5wby81UN7VQjPDsf8HJep9VJGAJcQdK+/ln0rb+iu+bb+BU88oBf+f/hN0fFW7eYCG7zyTSb9lfVHbVs/rV9lSr7Gqxa5cbBk/o8TEkhsPWiaV29x8zBqfQBkSNHkNuRKQNChRCCCFsKzU3ldE7RhPkGsS4duPsXc6NKQr8+CbEHoGen1nlaJqiJGAJcYfJT0wkZspUDE2a4N2/v/pgdiqsGwLeNdTtxy1k+6l4+n/xN8Fezqwe3J5gL2eLXbvcqdEJ2g+Ffz6F8F9v2FXr5ETIggWgKEQOG4YxN9dGRQohhBDWpygKU3ZPIT4zntmdZuOqK+dfru5ZDIfXwAPjoO7DVr+dBCwh7jAxU9/DmJFB0PRpaBwd1Qc3j4HUCPUAXb1l3gR/PRbLwC/3UtPXjW8HtcPPw2CR65ZrD0wA3waw/nXIvHzDrvqqVQmcPo3sw4eJmz3HRgUKIYQQ1rc+fD1bzm/h9eav09i3sb3LubGzf6hHrtR/AjqOsMktJWAJcQdJ3byFtM2b8Xn9dZxq11YfPLEJ/l0BHYdDldYWuc+mQ9G8umIfDYI8+PaVdlR2c7LIdcs9nQF6LoHMRNg4TJ1ycAMeDz2E90svkbRiBambN9uoSCGEEMJ6zqecZ8bfM2gT0IaXG75s73JuLPkifPcyVK4NPT4BrW2ijwQsIe4Q+UlJxEyZgqFhQyoPHKA+mB4PP7wJAU3gvjCL3Gft/gjeWLmf5lW9WDGgDZ4u5Xw7VksLbAr3j4Fj69XpBqXwGzEc56ZNiR43ntzz561fnxBCCGEleQV5hO0IQ++gZ3rH6ThoHexd0vXlZcGqvuo5ls/+F5zcbXZrCVhC3CFi35tGQVoagdOnq1MDFQV+fAty0qDnUnDU3/Y9vvnrIiPWHKR9rcp8+Z82uBvusnB1VYe3oUpb2DQSUiJu2FWj1xM8fx4aR0ci3h6GMTvbRkUKIYQQlvXhgQ85lniMyfdMxt/V397lXJ+iqDNNog+qn4F86tj09hKwhLgDpP32G6mbNuHz6mAM9eqqDx5cCSc3QZcJ4Nfgtu/x+Z/nGLvuMPfX82PZS61x0Tve9jUrLK0D9FgCSgGsHwJG4w2764KCCJo9i5wTJ4idNs1GRQohhBCWsytqF18c/YJn6j5Dl6pd7F3Ojf29VP0c1HkM1HvM5reXgCVEBVeQnEz0pEk4NWiAz6BB6oPJF+GnUVCtI7R7/bbvsXhbOFM2HuOxRgF80rclBl05nhJgK9414JHpcG47/PVJqd3d7ruPyoMGkbzmO5LXr7dBgUIIIYRlXM6+zLg/x1HLsxYjW4+0dzk3dv5PdXOvuo9Bp1F2KUEClhAVXOyMGRQkJau7Bup06mjK+tcABZ5afFsLOhVFYd4vJ5m9+SRPNgviw+eao3eUtw2TFi+qb+C/ToK4E6V2933zDVxatSJm8hRyTp+2fn1CCCHEbVIUhYk7J5Kak8qsTrNwdizHR7KkRMDql9QvQXsusdmmFteST0pCVGBp27aRsuEHfAa9gqHBlWmAf30M53fAozOhUrVbvraiKMz4+QQf/C+cPq2qMO+ZZjg6yFuGGY0Gun+gLpxd+wrk3/i8K42jI0Fz56J1cVHXY2Vk2KhQIYQQ4tasPLGSPyL+YHir4dTzrmfvcq4vLxtW9YP8bHj2GzB42q0U+bQkRAVVkJpKzMR3capbF59XX1UfjDsBv06Gel2hed9bvrbRqDBxw1GWbj/LS+2rMaNnYxy0GgtVfodx81NDVswh+GNWqd11/n4Evz+H3LNniZ40GaWUrd6FEEIIezmVdIq5e+dyb/C9PF//eXuXc32KAptGQNR+dY20r32DoAQsISqo2JmzyE9MVHcN1OvV0ZN1g9TRlG4L1dGVW1BgVBi99hBf77nA4E41mdS9IVoJVzdW/3E10P45Dy7+VWp31/bt8XljKKk//kjymtK3ehdCCCFsLTs/m7DtYbjr3ZnaYSqaW/xcYRN7l6lnfnYaBQ2esHc1ErCEqIjSd+wgZe1aKg8YgHOjhuqD2+eo25F2W6COqtyCvAIjw1b9y+q9EbzVpQ6jH6tfvt9Qy5NHZoBniBpyc9JL7e7z6qu4duhA7HvTyD5+3AYFCiGEEGX3/t73CU8OZ3rH6VR2rmzvcq7vwm74OQzqPKzuGlgOSMASooIpSEsjesJE9LVq4fP6a+qDEXthx1xo+jw06HZL183NNzL0m/38cDCKsEfrM+yhuhKubobBQ52WkHQBfhlXaneNVkvQnNk4VKpExNtvU5CWZoMihRBCiNL9fvF3Vp1cxUuhL3FP8D32Luf6UqNg9YvgVRV6fmq3TS2uVT6qEEKUWdzsOeTHxRE0fRpaJyfIzYS1g8AjCB6beUvXzM4rYPDXe9lyNJZJ3UIZ0rmWhau+S1S7Bzq8BfuWw8nNpXZ39PYmeN5c8iIiiR4/QdZjCSGEsLvYjFgm7ppIA+8GvNniTXuXc335OWq4ys1QN7Vw9rJ3RSYSsISoQDJ27SJ5zRq8X+6Pc9Om6oNbJ8LlM+qW7LewY05mbj7/Wf4P207FM6NnY/p3qGHhqu8y948F/0bww1DISCi1u0vLlvgNH0bali0kfb3CBgUKIYQQJTMqRsb9OY6cghxmdZqF3kFv75Ku76d3IOIf6PEx+DWwdzVmJGAJUUEUpGcQPX4C+urV8X3jDfXB8N/gn0/Vw4RrdLrpa6Zl5/Hisr/ZczaRec805bk2VS1c9V3I0Ql6LoXsFPjxLXVno1J4v/wybvffT+ycOWQdPGiDIoUQQojilh9dzl8xfzG6zWhqeJbjL1z3fgH7v4SOwyH0SXtXU4wELCEqiLi575MXHU3g9OloDQbISoINQ8GnHnSZcNPXS87Mpe9nf/HvpWQWPd+CHs1DrFD1Xcq/IXSZCCc2wr/flNpdo9USNGM6Ol9fIoYNoyA52QZFCiGEEIWOJBzhw/0f8lC1h+hRu4e9y7m+S3+ro1e1usAD4+1dTYkkYAlRAWTs+Yvkld/i/eKLuLRorj740zuQEaeeVK67uVPVE9JzeHbpHo5Hp7GkX0u6Ng60QtV3uXavQ7WO6s5GSRdK7e7g5UXwgvnkxycQNXoMitFogyKFEEIIyMjLIGx7GD4uPrzb/t3yu8lVWox6mLBnMPT6DLQO9q6oRBKwhCjnjJmZRE+YgK5aVXzffkt98MhaOLwG7guDoOY3db3Y1GyeXbqH84kZLOvfii4N/K1QtUCrVeeFA6x7FYwFpT7FuUkT/EeNIn3bNi5//rmVCxRCCCFU0/+aTkR6BDPvnYmn082v57aJ/Fx1U4ucVOjzX3DxtndF1yUBS4hyLm7+AvIiIgiaNg2ts7P67c2m4RDcUp17fBMikjJ5ZsluopOz+PLlNtxbx9dKVQtA3Ta262y4uAt2LyrTUyr1fQH3Rx8lbv4CMvfutXKBQggh7nY/nf2JH878wKAmg2jp39Le5Vzf5tFw6S94chEENLJ3NTckAUuIcixz716Svv6aSi+8gEurVuqGCRuGQl62euaSg2OZr3UhMYM+S/aQlJHLioFtaVuzHB8aeCdp+px6Ntn/3oOYI6V212g0BL43FV1IMJHDR5CfmGiDIoUQQtyNItMjmbpnKk19mzK4yWB7l3N9+7+CvcvgnjehUS97V1MqCVhClFPGrCyixo1DFxKC3/Bh6oP7voDwrfDQFPCpU+Zrhcel0fuT3WTm5vPNK+1oXrWSlaoWxWg08MRCMHip55Xl55T6FAc3N0IWLqQgOZmod95BKSh9eqEQQghxM/KN+YRtDwNgVqdZOGrL/qWtTUXsg00joGZn6PKuvaspEwlYQpRT8Qs/IO/CRQLfew+tiwsknoEt46Dm/dB6YJmvcywqlT5L9mBUYNXg9jQKLqdzq+9krpXVKQ1xR+H3aWV6iqF+ffwnjCdj124SPvnEygUKIYS42yw5tISD8QeZ2H4iwW7B9i6nZOlxsKovuAfA01/c1Mwde5KAJUQ5lLn/AJe//BKv557FtV1bdYOE9UPAQQdPfqRuoFAGhyKSee7TPegdtawe3I66/u5WrlxcV91HoOXLsPMDOL+zTE/xevppPJ/sTsKij8jYtcvKBQohhLhb7Ivdx9JDS+leqzuP1XjM3uWUrCAPVr+kHktTzje1uJYELCHKGWN2NtHjxqELDMRvxEj1wZ0L1YWdXeeqW5OWwd7zl3nh07/wcHZk9eD21PR1s2LVokwefg8qVVd3FcxOLbW7RqMh4N130deqSeTId8iLjbN+jUIIIe5oKTkpjN4xmhC3EMa2HWvvcq5vyzh1k6juH0JgE3tXc1MkYAlRziQsWkTuuXMETJ2Cg5srRB+C36dD6FPQ+OkyXWNXeAL9lv2Nr7sTqwe3p4q3i5WrFmXi5AY9l0JqBGweU6anaF1cCFmwAGNWFpEjhqPk51u5SCGEEHcqRVGYvHsyCZkJzOo0C1edq71L/hO89QAAIABJREFUKtm/38DfS9QzJZv0tnc1N00ClhDlSNbBgyR+/gVevXvj1qGDuiHCusHqsPgT89UNE0rx+8k4Xl7+D1W9XVg1uD2Bnjd3CLGwsipt4N4R8O8KOP5jmZ7iVLs2gZMnkbV3H/ELP7BygUIIIe5U68LXsfXCVoY2H0ojn3K61XnUAfjxbah+r7qpVwUkAUuIcsKYm0vUuHE4+vnhN+od9cH/vQdxx9R1V2WYe7z5SAyDvtpLHX83Vg5qh6+7k5WrFrfkvjAIbAo/vgVpsWV6imf37nj17k3ip5+Stm2bdesTQghxxzmXco6Zf8+kbUBbXm70sr3LKVlGAnzbF9z8oPfyCrOpxbUkYAlRTiR8tJjc8DMETp2Cg7s7XNgFuz5UN0ao81Cpz//hYBSvf7OfRsGe/HdgO7xd9TaoWtwSBx30WAq5GfDjm+r5ZmXgP34cTg0aEBU2mrzISCsXKYQQ4k6RW5BL2PYwnBycmNZxGlpNOYwABfmwpj9kJkCfFeDqY++Kblk5/NMV4u6TdeQoiZ99hmfPnrjdey/kpKkbIVSqrm6MUIrVey/x1rcHaFWtEl8PaIuns876RYvb41cfHpwMpzbD/i/L9BStkxMhC+ZDfj4Rw4ej5OZauUghhBB3gg/2f8Dxy8eZfM9k/F397V1OybZOhPM7oNtCCGpm72puiwQsIexMyc0leuxYHCtXxn+0euAfW8ZCyiXo8Ym6McINfL37PKO+O0TH2j4sf7kNbk4Vczj9rtRmENS4DzaPhctny/QUfbVqBE6bRvbBQ8TNnWvlAoUQQlR0uyJ38eWxL+lTrw8PVH3A3uWU7NBq2PMRtP0/e/cZFdXZ/X38O0MHaYoCYu+9d6PR2LvGbkzU2I1R7AVFUWzYe8EeS+zGFrux9957RUCR3mFmnhdzP3f+uTUJZeAMsD9rZa2s5Zzr/IbE4ewz59p7AJTvonSaVJMCSwiFBa1YSdyTJ7h4TcbEzg4eH4YbG6H2UMhX4x+PXX32BRN/u0/Dks6s7lEFK3OTdEpteEExQay7t45EXRbqkqdWQ9vl+mfMd/fXPx6RBHZNm+D4/fcEb9hI+NGjaRxSCCFERvUp5hPjz42niEMRRlYZqXScL/O/Dft+hvy1k/TUTkYgBZYQCop9+JCgVauwb9Ma2/r19Zs79/0MzmWh3j/Pplh84ineBx/Soqwry7tXwsI04xZXZ9+dpf2+9iy9tZTXYa/5FPNJ6Ujpx95NP9/s3RU4vyDJhzmPGolluXL4j/cg/vXrNAwohBAiI9LpdEw8P5GI+Ahm1Z2Fpaml0pE+F/VJ39TCOsd/mlpkji0OUmAJoRBdQgLvx3tg4uiA87hx+kYHB9whNlT/aKDpl5tU6HQ6Zh95xNxjT/i2khsLu1TAzCRj/lWO18Tjc9WHQScGkcMqB7+2+JV4bTx9j/UlJDZE6Xjpp2wHKP0t/DFDfycvCVTm5rjNmwcmJrxzH4Y2Li6NQwohhMhItjzawlm/s4yoMoJijsWUjvM5TSLs7AWRgdD5F33nwEwiY16VCZEJBPn6EvfwIa6TJmHi4AB3tunnItX3AJcvz6bQ6XRMPfCQpaee07VaPuZ0KI9pBi2uXoa9pPuh7vzy4Be6lujKluZbKOJYhHy2+XgT/oZ+x/oRFhemdMz0oVJBi7lgkxN294OEmCQdZp7HjdwzZxD38CGB02ekcUghhBAZxePgx8y7No+v83xN1xJdlY7zZScmw8vT0HIeuFVWOo1BZcwrMyEyuNjHTwhavgK75s2xbdgQwt7BoVGQrybU+vmLx2i1Ojz23mPt+Zf0rFWA6e3KoFb/++BhY6PT6djzdA+dD3TGP8qfRfUXMb76+P8+umBjZsPC+gt5Hvqcvkf7Zp0iyzq7ft7Zx0dwIumDFW3r1ydHn96EbttG2P6kDS4WQgiRecUkxjDmzBjsLOyYUnsKKpURXivc3akfRVO1D1TsrnQag5MCS4h0pktMxH/8eExsbXGeOAG0Wtg7EHRafcMD9ed7qRI1WkbuvM2Wy28YWK8wk1qVMs4PzH8RHh/O6DOj8bzgSVmnsuxstZP6+ep/9rrabrVZUH8BT0OfMuDYACLiIxRIq4AiDfSdBS8tgxd/JPmwnEOHYlW5Mv6TJhP3/Hna5RNCCGH05l6by/Ow50z7ahrZLbMrHedzAXfht8GQtwY0yZxPX0iBJUQ6+7RmLbH37+Pi6YmpoyNcWQUvz0CT6ZC94GevT9BoGbrtFrtv+DG8UTFGNymeIYurWx9u0XFfR469PsbQSkNZ1WjVP87iqJunLvPrzedR8CMGHB9AZHxkOqZVUEMvyFEU9g6CmNAkHaIyM8Nt3lzUlpb4ubujjY5O45BCCCGM0Yk3J9j2eBs9S/ekVu5aSsf5XHQw/PodWDlAp41/u988o5MCS4h0FPfsGUFLlmDbpAl2TZvAx8dwfBIUawqVfvj89YkaBm66wcE7/oxvXoIhDYpmuOJKo9Ww8vZKeh7uiUqlYkOzDfQp2weTL3xT97/q5a3HnK/ncD/oPoNODCI6IQsUDubW8O1KiAiA30cn+TAzZ2dyz/Yh7tlzArymoNPp0jCkEEIIYxMYFcikC5Momb0kQyoOUTrO57Qa2NUbwt9Dp1/A1kgHHhuAFFhCpBNdYiLvx3ugtrHBxXMiaBJgT38ws4ZWi/SNDv6PmHgNfTZc4/jDQKa0KU2/uoUVSp5yAVEB9DnahyW3ltC4QGN2tNpB+Zzlk7VGg/wNmFV3Fnc+3sk6RZZbZfh6jL7xyb3dST4sW+3aOA0aRNhvvxG2O+nHCSGEyNg0Wg3jz43Xd+et64OZMbY7PzkVnp+EFnMgb1Wl06QpKbCESCfBGzYQe+cOzhMnYJojB5yZA+9vQqsFn93FiYxLpNf6K5x7FoRP+3L8ULOAMqFT4cSbE3TY34H7n+7jXdubWXVmYWtum6K1mhRowvSvpnPzw01+PvkzMYlJ67KXodUZoS+0DgyDcP8kH+Y0aCDWNWsQMGUqsY8fp2FAIYQQxmLd/XVcCbjCuGrjKGBfQOk4n7u/B87Nh8o99f9kclJgCZEO4l685OPCRWRr2AC75s3B7zqcmQ3lukCpNn95bVhMAj+suczVVyEs6FyBTlXzKpQ6ZWITY5l6cSrup9xxy+bGjlY7aFOkTaofbWxeqDnetb25GnCVoSeHEqfJ5HOfTEyh3SpIjIPfftLPSUsClYkJbrNnY2Jnh9+QoWgis8jeNSGEyKLufrzL0ptLaVKgCW2LtFU6zucCH8DenyBPVWjmo3SadCEFlhBpTKfR4O/hgcrKCtdJk1AlxMDu/mDrAs1m/eW1IVHxfLf6Enf9wljarSJtKrgplDplnoY8pevBrmx/sp2epXuyqdkm8tvlN9j6rQq3YkrtKVzyv8TQU0OJ18QbbG2j5FQEmnjD8xNwdXWSDzN1csJt3lzi377Ff+JE2Y8lhBCZVFRCFGPOjiGndU48a3oa3z7tmBD4tRtYZNPvuzK1UDpRupACS4g0FvzLL8TcvImLx3hMc+aEE17w6Sm0XabvovMfHyPi6LLqEk8CI1n1fRWalnFVMHXy6HQ6tj7aSpcDXQiJDWFlw5WMqDIiTZ4Bb1ukLZNqTuK833mG/TGMBE2Cwc9hVKr0hiIN4ehECHqa5MOsq1Ylp7s7Eb8fJmTLljQMKIQQQinTL0/HL9KPmXVmYmdup3Scv9JqYFdf/azPThvBLuNc16SWFFhCpKH416/5uGAh2erVw65VK/1so8sroPoAKFTvv6/zD4uh88qLvAmOZl3PqtQvkUupyMkWGhvKkFNDmH55OtVcq7Gr9S5quaVta9j2xdozscZEzrw7w4jTI0jQZuIiS6WC1kvAzBJ299M3R0miHH16Y/N1XQJnziLm7t00DCmEECK9HXxxkH3P99G/XH8qOVdSOs7n/pgBz47pn9bJV0PpNOlKCiwh0ohOq+W9hwcqc3NcvLxQxYbpZxs5FYOGk//7urfB0XRaeZEPEXFs7F2N2kWcFMucXFf8r9B+X3vO+Z1jdNXRLG2wlBxWOdLl3J2Kd2JctXGcenuKMWfGZO4iy84VWs6H9zfg7NwkH6ZSq8k9cyamOZ3wcx+GJiwsDUMKIYRIL28j3jL10lQq5qpIv3L9lI7zuYf79XvNK34PVX5UOk26kwJLiDQSsnkLMdeu4zx2LGbOueD3MfrZRu1WgJkVAC+Doui08iLhMYls7lOdqgWMcOL6FyRoE1h0YxF9jvbB2syaLc238H2p71Gr0vcjpVvJboyqMopjr48x/ux4ErWJ6Xr+dFW6HZTrDKd99E1SksjU0ZE88+eT8OED78eNl/1YQgiRwSVqExl7dixq1MysMxNTtanSkf7q42PYM0DfCbf5nM/G0GQFUmAJkQbi377lw7x52NStg327tvDgN7jzK9Qdpf/AAZ4ERtBp5UXiErVs7VuD8nkd/mVV4/Au4h09D/fE964v7Yq2Y1vLbZTMUVKxPD+U/oHhlYdz+NVhPM55oNFqFMuS5pr5gK2r/lHB+KTPA7MqXx7nUSOJPHmS4HXr0y6fEEKINLf89nLufLyDZ01PcmfLrXScv4oN0ze1MLPSN7Uws1Q6kSKkwBLCwHRaLf4eE1Cp1bh6eaGK/AD73SF3Rag7EoB7fmF0WXUJFbCtXw1K5Tayjal/49CLQ3Tc35GXoS+Z/fVsvGp5YW1mrXQsepXpxdBKQzn08hCeFzwzb5Fl5aBvjvLpGRzzTNahjt9/j22jRnyYO5foGzfSKKAQQoi0dDXgKr53fGlbpC1NCzZVOs5fabX6Lskhr6DjBrDPWJ2QDUkKLCEMLHTbNqKvXCHX2DGYubjAvp8hIVo/08jEjJtvQujmewkrMxO2969JUeeUDd9NT9EJ0Uw4N4ExZ8dQ2KEwO1rvoGkB4/pg71O2D4MqDGLf8314XfRCq9MqHSltFPoaavwEV33h2fEkH6ZSqXCdPg2z3LnxGzacxODgNAwphBDC0MLiwhh3dhz57PIxrto4peN87vQsePI7NJkBBWornUZRUmAJYUAJfn58mD0Hm1q1cOjQAW5shKdHoKEX5CzG5Ref6L76Mg7W5mzrX4MCTjZKR/5X9z/dp9OBTux/sZ/+5fqzvul63LIZ512pgeUH0r9cf/Y828PUS1Mzb5HVwBNyltAPboxOeqFkYmuL24L5aEJCeD96DDptJv35CCFEJqPT6fC66MWn2E/MqjPLKJ4e+YtHh+D0TCjfDar1VTqN4qTAEsJAdDod/hMnAuA6dQqqkFdwZDwU/Bqq9ePc0yB6rLuCi70l2/vXJI+jkX04/g+tTsuG+xvofqg7sYmxrG68msEVBxvfZtr/8VOFn+hdpjc7n+xk+uXpmbOpg5klfLsKoj/BweGQjPdoVbo0zuPHE3XuHJ9WrkzDkEIIIQxl99PdHHt9jCEVh1DaqbTScf7q4xP93mDXCtByXpZsavG/jPtKSYgMJHTHDqIuXMRl8iTMXF1gfQtQmUDbZZx4/JGBm29QyMmGTX2q45TNuCeZB8UEMeHcBM6/P0+DfA3wquWFvYW90rGSRKVSMbTSUDQ6Devvr8dMbcboqqONb7p9armWh/rj4MQUKN4CynVM8qEOnTsRfe0aHxcvwapiRWxqZK35JEIIkZG8CHvBrKuzqOFagx6leygd569iw2Hbd2BqDp03/bdLclYnBZYQBpDg78+HWT5YV6+OQ6dOcGERvLkI7VZy6I0JQ7Zep1RuOzb+WA0Ha3Ol4/6jc37n8DjnQVRCFBNrTKRjsY4ZrjhRqVQMrzycRG0imx5uwkRlwogqIzLc+/hXtd3hyRE4OALy1wT7PEk6TKVS4eo1mdgHD/AbOYqCu3dhlivjDLcWQoisIl4Tz5gzY7A0sWT6V9PTfRzKP9JqYe9A+PQcftgLDnmVTmQ0jOi/khAZk06nw99zEjqtFlfvqag+PIBT06Bka/ZoajN4yw3K53VgU5/qRl1cxWvimX11NgOPDyS7ZXZ+bfErnYp3yrBFiUqlYnTV0XQp3oUNDzaw4MaCzPe4oNpEP1dNm6gfYp2MPVVqGxvcFsxHGxnJ+xEj0SVm4hliQgiRQS28sZBHwY+YUnsKOa1zKh3nr87OhUcHoLE3FKyrdBqjIgWWEKkUtmcvUWfPkmvECMxdc8Ge/mDpwG63kQzfcYfqBXOw8cdq2FmaKR31b70Ke0X3Q93Z+GAjXYp3YWuLrRRxLKJ0rFRTqVSMrz6ejsU6svbeWpbcWqJ0JMPLXgiazoCXp+FK8vZUWRYrhsukSURfvcrHJZnwZyOEEBnYOb9z//29XC9vPaXj/NWTI/qbyWU7QY2BSqcxOvKIoBCpkBAYSOCMGVhXqYJjt65wcgoE3uN4hUUMP/COr4vlZOX3lbE0M1E66hfpdDr2PtvLjCszMDcxZ2H9hXyT7xulYxmUSqViQo0JaHQaVt1ZhanalIHlM9kvg0o/wOPf4dgkKFQfcpVI8qEO7doSff0an1asxLpSJbLVlbuQQgihtKCYIDzOeVDEoQgjqoxQOs5ffXoOu/qCSxlotVCaWnyBfIMlRArpdDoCJk1Gl5CA6zRvVO+uwPmFPHRtR59LTjQu5cyqH4y3uIqIj2DMmTF4XvCkrFNZdrXalemKq/9PrVIzqeYkWhduzbJby/C946t0JMNSqaD1IrDIBnv6QWJ8sg53mTABi+LFeT96DAn+/mkUUgghRFJodVomnp9IVEIUPnV9sDS1VDrSn+Ii4NduoFZD581gbtwdkZUiBZYQKRS+fz+Rf/xBTvehmLvkQLenP2HmLnR42ZJW5XOz9LtKWJgaZ3F168MtOu7vyNHXRxlScQirGq3C2cZZ6VhpSq1SM6XWFFoUasGim4tYe2+t0pEMK1suaLUI/G/rhz0mg9rSErcF89HFx+M3bDi6hIQ0CimEEOLfbHm4hXN+5xhZZSRFHYsqHedPOp1+v2/QE+iwDhzzK53IaEmBJUQKJHz4QMC06VhVrEj2779Hd3QChLymT3gfmlUuyoLOFTAzMb6/Xhqt/jG5nod7ArCh2Qb6luuLido4C0FDM1Gb4F3bm2YFmjH/+nw23t+odCTDKtkSKnSHc/Pg7ZVkHWpRsCCu3lOJuXWLD/Pmp1FAIYQQ/+Rx8GPmXZ9HvTz16Fy8s9Jx/urcfHi4Dxp6QeH6SqcxarIHS4hk0ul0BEyZgi42Ftdp09A9O476+jpWJLakePXGTGldBrXa+J5HDogKYPy58VwNuEqzgs2YWGMitua2SsdKd6ZqU6bXmU6iLpHZ12Zjojbhu5LfKR3LcJrOgFdn9EMfB5zTPzaYRHbNmxN97TrB69ZhXbkStg0bpmFQIYQQ/1dMYgyjzozCwcKBKbWnGFcX36fH9XMXy7SHWj8rncboGd8tdiGMXPihQ0QeP0HOIT9jmsuOyB0DeKTNS0i1UUxtY5zF1Yk3J+iwvwP3gu7hXdubWXVmZcni6v8zVZsyq+4sGuRrwMwrM9n2aJvSkQzH0g7arYSQV3DUI9mH5xo7BsvSpXk/bjzxb98aPp8QQogvmn11Nq/CXjG9znQcLR2VjvOn4Bew60dwLg2tF0tTiySQAkuIZEgMCiJwqjeW5cth1/177q78EcuEMK5UnMHYVuWN624TEJsYi/clb9xPuZPbJjfbW26nTZE2RpdTCWZqM2bXnU29PPXwvuzNzic7lY5kOPlrQe0hcH29vpVuMqjNzXFbuAAAv6HuaOPi0iCgEEKI/+vE6xPseLKDnmV6UsO1htJx/hQfBb92B1TQeROY2yidKEOQAkuIZAiY6o02KoqcU6byy9oFVIj4g+uFBvJDu1ZGV7Q8DXlK14Nd2fZ4Gz1K9WBz880UsC+gdCyjYmZixtx6c6njVgevi17sebpH6UiGU98DnMvAb4MhKihZh5rnyUPumTOIffCAD7OS1zBDCCFE8gREBTDp4iRK5yjNzxWM6PE7nU7/O+TjQ+iwFrIXVDpRhiEFlhBJFH74MBFHjuAwaBCTzz6jfcB8Au3LU/P7KUpH+wudTsevj36l68GuhMSGsKLhCkZWHYmZifEOOlaSuYk58+vPp1buWky6MIn9z/crHckwTC3g21UQGwr7h+p/USaDbYMGZO/Vi5AtWwk7eDCNQgohRNam0WoYf2488Zp4ZtWdZVy/qy8shvu7oYEnFGmgdJoMRQosIZIgMTiYgClTMS9VitHqMrR5PQ1rUx3OPdaDEXXgC40NZeipoUy7PI0qLlXY2Xontd1qKx3L6FmYWLCw/kKquVRjwvkJHHyRSQoK59LwzUR4dABub0324bmGD8OqYkUCJnoS9+JlGgQUQoisbe29tVwNuMr46uPJb2dEbc+fn4Ljk6BUG6jtrnSaDEcKLCGSINB7GprwcOZX6kLBN9upY3IPs2bTIXshpaP919WAq7Tf356zfmcZVWUUyxosw8nKSelYGYalqSWLGyymUq5KjD83nsOvDisdyTBq/gT5v4JDoyHkdbIOVZmZ4TZ/Hipzc/zc3dHGxKRRSCGEyHrufLzD0ltLaVagGW0Kt1E6zp9CXsHOXuBUHNosk6YWKSAFlhD/IuL4ccIPHeJY5RY8jg7D03IbFGkElXspHQ2ABG0Ci24soveR3libWrO5+WZ+KP0DapX89U4uK1MrljZYSoWcFRh7ZizHXx9XOlLqqU2g3XL9v+8dCFpNsg43c3Eh92wf4p4+JcDbOw0CCiFE1hMZH8mYM2NwtnZmQs0JxrOPOz5a39RCp4Uum5M16kP8Sa7AhPgHmtBQ3k+ajJ9TXlblrslOlw2YmFtBmyVGcUfnXcQ7eh7uie9dX9oWacu2ltsolaOU0rEyNGsza5Y1XEYZpzKMOj2Kk29OKh0p9RzyQXMfeH0eLi5N9uHZ6tQhx4D+hO3aTejuTNQIRAghFDLt8jTeR71nZt2Z2JnbKR1HT6eD/UMg8B58uxpyFFY6UYYlBZYQ/+CVlzcJwSHMrtCJ/VVuYB98B1rOB1sXpaPx+8vf6bi/Iy9CXzC77mym1J6CtZm10rEyBRszG5Y3XE7JHCUZcXoEZ96dUTpS6pXvCiVawsmpEHAv2YfnHDwY6+rVCZgyhdjHT9IgoBBCZA37n+/nwIsDDCg/gIq5Kiod50+XlsHdHfCNBxRrrHSaDE0KLCH+xusDR4j//SC7SjZk9g9FKHh/CZTtCKXbKZorOiGaCecmMPrMaAo7FGZn6500LdhU0UyZka25LSsaraCYYzHcT7lz3u+80pFSR6WCVgvB0gH29IfE5M23UpmY4DZnNups2fBzd0cTGZVGQYUQIvN6G/GWaZenUSlXJfqW7at0nD+9OA1HJ+pvxH01Quk0GZ4UWEJ8weuXAfh5TuK1vSutpo+g3JXRYJMLms9WNNeDTw/odKAT+57vo1+5fqxvuh63bG6KZsrM7MztWNVoFYUdCjPk5BAuvr+odKTUsXHSP94aeA9OTUv24aY5c+I2Zw7xr18T4OmJLpmt34UQIitL0CYw9sxY1KiZWWcmpmpTpSPphb7RN7XIUQTarQC1lAepJT9BIf7H84+RHBk8FruYCNxmzKDSqxUQ9BjaLgUrR0UyaXVaNtzfwHeHviMmMYY1Tdbwc8WfjefDOROzt7DHt5Ev+e3zM+TkEK74X1E6UuoUawKVe8L5RfAq+d/K2dSoTs4hPxN+6BCh27YZPp8QQmRSy28t507QHTxreeKazVXpOHoJMbCtO2gS/tPUwlbpRJmCFFhC/B+PAsKZ5rmGOs8vY/LdD5QtGAeXlkLVvlD4G0UyBcUEMej4IOZcm0Ndt7rsarWLqi5VFcmSVTlYOrC68Wry2OZh8MnBXAu4pnSk1Gk8DRwLwN4BEBue7MNz9OuHTZ06BE6bTsz9+4bPJ4QQmczVgKusvruadkXa0bSAkTzWr9PBgWHgf1s/mN6pqNKJMg0psIT4j3t+YfRacorel39FVaAgxYf8CHsH6b8ybzRFkUzn/c7Tfl97rgVeY2KNiSyovwAHSwdFsmR12S2z49vYFxcbFwadGMTNDzeVjpRyFtn0v0zD3sHhcck+XKVWk9tnFiY5cuDnPgxNePKLNCGEyCrC4sIYe3Ys+e3yM7baWKXj/OnKKv0Q+nrjoHgzpdNkKlJgCQFcfx1CV99L9Lyzj+yx4eT3mYn6hCeEv4d2K8E8fbvzxWvimX11NgOODyC7ZXa2tthKp+KdjGdORhblZOXEmsZrcLZ2ZuDxgdz+eFvpSCmXtxp8NRxubYKHB5J9uKmjI27z5pHg74+/h4fsxxJCiC/Q6XRMvjCZ4NhgZtadaTzdfl+d099gK9YM6o5WOk2mIwWWyPIuPv/E92suUzv0OXWfXCDHj72wMnsNt7dAnRGQp0q65nkV9oruh7qz8cFGuhTvwtYWWynqKF/bG4uc1jlZ3Xg12S2zM+DYAO4FJb/ludH4egy4ltfPPYn8kOzDrStVJNeIEUQcO07Ixo1pEFAIITK2nU93cvzNcYZWHErpHKWVjqMX9g6294DsheDbldLUIg3IT1RkaaeffKTnuisUslYx7NYOzAsWxKlXZ9g/VH/h+XX63dXR6XTsfbaXTgc68T7qPQvrL8SjhgeWppbplkEkjbONM2ubrMXewp5+x/rx4NMDpSOljKk5tFsFcZGw72f98/jJlL1nD7I1aEDg7DnE3LqVBiGFECJjehH6Ap8rPtR0rckPpX9QOo5eQixs+14/qqPLFrC0VzpRpiQFlsiyjj0IpO+GaxTOmY0lkefRBgbiOm0a6iOj9Bec7VaBiVm6ZImIj2DMmTFMPD+RMk5l2NVqF9/kU6aphkgaFxsX1jRZQzazbPQ71o/HwY+VjpQyuUpAIy94chhuJP9bKJVKRe7p0zBzceHdsOEkhoSkQUghhMhY4jRxjD4zGitTK6Z9NQ21ygguuXU6ODgC3t/Qt2PPWUzObC7kAAAgAElEQVTpRJmWEfzXFiL9HbjznoGbrlMytx3ry6uI2bmD7D16YM09ePI7NJykv/BMB7c+3KLj/o4cfX2UIRWH4NvIF2cb53Q5t0gdt2xurGmyBksTS/oe7cvTkKdKR0qZav2h4Nf65/GDXyT7cBN7e9zmz0cTFMT7MWPQabVpEFIIITKOBdcX8DjkMd5feZPTOqfScfSurdHvu607Gkq2VDpNpiYFlshydl1/x5CtN6mUz5GNXcsQ7u2FWf585OzRBg6PhQJ1oPrANM+h0WpYdWcVPQ/3BGBDsw30LdcXE7VJmp9bGE5e27ysbbIWM7UZfY724Xnoc6UjJZ9aDW2XgdoU9gwArSbZS1iVLUOucWOJOnOWT76r0yCkEEJkDGffnWXTw010K9GNunnqKh1H7/VF+H0MFG2s7xoo0pQUWCJL2Xz5NSN23KZWYSfW/1iVmGVLSPDzI/fUqagPDwfV/7/QTNu/GgFRAfQ91pfFNxfTuEBjdrTaQfmc5dP0nCLt5LPLx+omq1Gr1PQ+0puXYS+VjpR89nmgxVx4exnOL0jREo5du2LXvBkfFy4k6koGH8gshBApEBQTxITzEyjqWJThVYYrHUcv/D1s/wEc8sG3vtLUIh3IT1hkGWvOvcRjzz2+KZGL1T2qwO2bhGzahGP37lgnXobX56HZLP0HUBo6+eYkHfZ34F7QPbxrezOrzixszWVyekZX0L4gaxqvQYeO3kd68zr8tdKRkq9sByjdDk5N1w+eTCaVSoXLlKmY58uH34gRJAYFpUFIIYQwTlqdlgnnJxCVEIVPHR8sTCyUjqRvZrH9B4iP0je1sJJZmulBCiyRJSw99YypBx7QrIwLK7pXxjwxnvceEzDLm5dc3zWFE1OgREso3zXNMsQmxuJ9yZuhp4aS2yY321tup02RNjLbKhMp5FCI1Y1Xk6hNpPeR3ryNeKt0pORRqaDFPLB2gt399N2mkskkmw1uCxeiDY/Ab+QodJrkP24ohBAZ0eaHmznvd55RVUZRxLGI0nH0fh8N765Cu+WQq6TSabIMKbBEpqbT6Zh79DGzjzymbYXcLO5aEXNTNR8XLCThzRtcvSahPjxE36a01UL9BWYaeBrylK4Hu7Lt8TZ6lOrB5uabKWBfIE3OJZRV1LEovo19idXE0vtIb/wi/ZSOlDzW2aHtUvj4SH/jIQUsixfDxdOT6EuXCFq6zMABhRDC+Dz89JD51+dTP299OhXvpHQcvWvr4Pp6/VD5Um2UTpOlSIElMi2dTsf0Qw9ZfPIZXarmZW6nCpiaqIm+cYPgjRtx7NYVm5iTEHBXX1zZOKVJhm2PttH1YFeCY4NZ0XAFI6uOxCyd2r8LZRTPXhzfRr5EJkTS+0hv/CP9lY6UPEUaQtW+cGkpvDidoiUc2n+Lfbt2BC1fTuS58wYOKIQQxiM6IZoxZ8fgaOGIVy0v43gy5e0VODQKCjeAbyYonSbLkQJLZEparQ7P3+7je/YlPWsVYHq7spioVWhjY/Ef74GZqyu5utSDc/OgQnco0cLgGUJjQ3E/5Y73ZW+quFRhV+td1HarbfDzCONUMkdJfBv5Eh4XTu+jvQmIClA6UvI0mgI5isDeQRATmqIlXDwnYlGkCO9HjSIhMNDAAYUQwjj4XPXhVdgrpteZjqOlo9JxICJAP0zY3g3arwbpTpzupMASmY5Gq2PMrjv8cuk1/b8uxKRWpVCr9XeTPi5eTPyrV7hO9kB9eCjY5YGmMwye4WrAVdrvb88ZvzOMrDKSZQ2W4WRl+G/IhHEr7VSaFY1WEBwbTJ+jffgQ/UHpSElnbg3froIIf/0z/CmgtrLCbeECtHFx+A0fgS4hwcAhhRBCWcdeH2PX0138WOZHqrtWVzoOJMbrm1rEhUPnzfrHvkW6kwJLZCoJGi3u226x4/o73BsWZWzTEv/9qj7m9m2C163HoVMnbMIPQPBL/aZPSzuDnT9Rm8jim4vpfaQ31qbWbG6+mR6lexjHBHehiHI5y7Gi4Qo+Rn+k95HeBMVkoM56bpXh69FwZxvc35OiJSwKFcLVy4uY69f5sCBl7d+FEMIYBUQFMPnCZMrkKMNPFX9SOo7e4bH6cRttloBLGaXTZFly1ScyjbhEDYO33GD/7feMbVYC94bF/ltcaePieD/eA1NnZ3J1qKKfZl7zJyjwlcHO7xfpR8/DPVl1ZxVtirRhW8ttlMpRymDri4yrQq4KLGu4jMDoQPoc6cOnmE9KR0q6OiP0hdaBYRCesr1k9q1a4tClM8Fr1hJx8qSBAwohRPrTaDWMOzuORG0is+rOwkxtBHurb2zUX9/UGgJl2iudJkuTAktkCrEJGvr/cp0j9wPxal2aAV8X/sufBy1dRvzz57h6jMLk6EjIWRK+mWiw8x9+eZgO+zrwPPQ5PnV9mFp7KtZm1gZbX2R8lZ0rs7TBUvwi/eh7rC8hsSFKR0oaEzNot0rfsv23n0CnS9EyzuPGYVGqJO/HjiP+XQbrrCiEEP9jzb01XAu8hkcND/LZpe38zCR5dx0OjoBC9aDBJKXTZHlSYIkMLyoukV7rrnL6yUdmfluWHrUK/OXPY+7e49OaNdi3/5ZsoTsgOgi+XQlmlqk+d3RCNBPPT2TUmVEUcijEjlY7aFawWarXFZlTVZeqLG6wmDfhb+h7tC9hcWFKR0oapyLQeCo8P6G/O5oCagsL8ixYADodfsOGoY2PN3BIIYRIH7c+3GLZrWU0K9iMVoVaKR0HIj/Atu5g6wId1oGJqdKJsjwpsESGFh6bQI+1V7j88hPzOpWnS7W/3kXSxsfjP348pjly4NyqBNzbBfXGgmv5VJ/7wacHdD7Qmd+e/Ubfsn1Z33Q9eWzzpHpdkbnVcK3BwvoLeRH2ImMVWVX76Nv9HpkAQc9StIR5vny4Tp9G7N27fPCZbeCAQgiR9iLiIxh7diwuNi5MrDFR+ZbsmgTY3gNiQqSphRGRAktkWKHR8XRffZlbb0NZ0q0S7Sp+Xtx8WrGCuKdPcRk7FJM/JkCeqlB7WKrOq9Vp2XB/A98d+o7oxGjWNFnDkEpDjOP5a5Eh1HarzYL6C3ga+pQBxwYQER+hdKR/p1JBm6X6b3739ANNYoqWsWvUiOw9ehCyaRPhhw8bOKQQQqStaZenERAVwMw6M7E1t1U6DhzxgDcXoPVicC2ndBrxH1JgiQwpKDKOLqsu8cg/gpXfV6Z5WdfPXhP74AFBq3yxb90a20+bQBMP7Vam6qvzoJggBp0YxJxrc6jjVoddrXZR1aVqat6KyKLq5qnL/HrzeRT8iAHHBxAZH6l0pH9n5wot54PfdTg7N8XL5BoxHKvy5fH3mED8q1eGyyeEEGlo//P9HHxxkAHlB1AhVwWl48CtLXBlJdQcDOU6Kp1G/B9SYIkMJzA8ls4rL/LqUxRrelahQUnnz16ji4/n/XgPTBwdcG6WR793pPFUyFH4CysmzXm/83TY14FrAdeYUH0CC+svxMHSITVvRWRx9fLWY87Xc7gfdJ9BJwYRnRCtdKR/V7odlO0Ep2fpC60UUJmb4zZ/HipTU965D0MbG2vgkEIIYVhvw9/ifcmbSrkq0bdsX6XjwPubsN8dCtaFhl5KpxH/QwoskaG8C4mm08qLBITFsqFXNeoUzfnF1wX5+hL36BGuIwZgcmG6fu9Ild4pOmeCJoE5V+cw4PgAHC0d2dpiK51LdFb+uWuRKTTI34BZdWdx5+OdjFNkNZ+t30y9uz/EpyyvWe7c5PaZRdyjRwROm27ggEIIYTgJ2gTGnB2DidqEmXVmYqI2UTZQVBD82h2y5ZKmFkZKCiyRYbwKiqLzykuERMWzqU91qhfK8cXXxT5+TNCKldg1b4Zt0DowMdcP3EtBQfQq7BXfHfqODQ820Ll4Z7a22EpRx6KpfStC/EWTAk2Y/tV0bn64yc8nfyYmMUbpSP/MygHaLodPT+F4ytsBZ/v6a3L060fojh2E/fabAQMKIYThLLu1jLtBd5lcczKu2T7fkpCuNImwo6e+I3LnTWDjpGwe8UVSYIkM4dmHCDqtvEh0fCJb+tagYj7HL75Ol5CA/7jxmNjZ4dwgO7y7Ci3mgl3uZJ1Pp9Ox99leOh3oxPuo9yyov4AJNSZgaZr61u5CfEnzQs3xru3N1YCrDD05lDhNnNKR/lmhr6HGILiyCp6dSPEyOYf8jHWVKvhP9iLu6VMDBhRCiNS74n+FNXfX0L5oexoXaKx0HDjmCa/OQquFkNsI9oGJL5ICSxi9B+/D6bzyElodbOtfkzJu9n/72k9r1hL74AEuP/+A6fX5UPpbKNshWeeLiI9gzJkxTDw/kTJOZdjZaicN8jVI7dsQ4l+1KtyKKbWncMn/EkNPDSVeY+Szohp4Qs4S+gHE0cEpWkJlakruuXNRW1vr92NFRRk4pBBCpExobCjjzo0jv11+RlcdrXQcuLMdLi2F6gOgfBel04h/IAWWMGq334bS1fcS5qZqtvevQTHnv2+JGvf0KUFLl2LbuBF2n9aCtZP+26vknO/jbTru78jR10f5ueLP+DbyxcXGJbVvQ4gka1ukLZNqTuK833mG/TGMBE2C0pH+npkVfLtKvx/g4HDQ6VK2jHMu3ObMJv7FC/wne6FL4TpCCGEoOp2OSRcmERwbjE9dH6zNrJUN5H8b9g2B/LWhsbeyWcS/kgJLGK2rr4L5bvVl7KxM2d6/JoVyZvvb1+oSE3k/3gN1tmy41DWDjw/1M3uSOHBPo9Xge8eXHr/3AGB90/X0K9dP+Y2sIktqX6w9E2tM5My7M4w4PYIErREXWa7l9cO77++BuztTvIxNzZo4/TyY8P37Cd2xw4ABhRAi+XY82cHJtydxr+ROyRwllQ0T9Unf1MI6O3RcDyYyd9PYSYEljNKFZ0H8sOYKuWwt2N6/Jnmz//Odo+D164m9exeXAR0xvbdG3zGwaMMknSswKpC+x/qy6OYiGudvzI5WO4xjvoXI0joV78S4auM49fYUY86MMe4iq7Y75K0Oh0ZA2LsUL+M0YAA2tWsT6D2N2IcPDRhQCCGS7nnoc2ZfnU2t3LX4vtT3yobRJMLOXhAZCJ1/0XcOFEZPCixhdE49+kDP9VfJl92abf1r4mpv9Y+vj3vxgo+LFmP7TT1sP62B7AX1M6+S4OSbk7Tf3557QfeYWnsqs+rOMo7J7EIA3Up2Y1SVURx7fYzxZ8eTqE1UOtKXmZhCuxX6C4G9g0CrTdEyKrWa3LN9MHF05J27O5qICAMHFUKIfxaniWP0mdFYm1kz7atpqFUKXyqfmAwvT0PLeeBWWdksIsmkwBJG5fC9APr9co1iztnY2q8GOW0t/vH1Oo0G//EeqK2scKmVgCrCD9qtBHObfzwuNjEW70veDD01lNw2udnecjtti7SV2VbC6PxQ+geGVx7O4VeH8TjngUarUTrSl2UvBE2n6y8ErqxK8TKm2bPjNm8uCe/88J8wUfZjCSHS1fzr83kS8oSptafiZKVwC/S7O+HCYqjaByp2VzaLSBYpsITR+O2WHz9tuUEZN3s296lBdhvzfz0meOMvxNy6hfOPLTB9tgO+GgZ5q/3jMc9CntH1YFe2Pd5Gj1I92NR8EwXsCxjoXQhheL3K9GJopaEcenkIzwuexltkVeoBxZrqZ2N9eJTiZawrVybX8GFEHDlCyKbNBgwohBB/78y7M2x+uJnuJbtTN09dZcME3IXfBkPeGtBkhrJZRLJJgSWMwvarb3Hfdosq+R35pXd17K3+fQNn/KtXfFywgGx1amEXuh5cysLXY//29Tqdju2Pt9PlYBeCY4NZ3nA5I6uOxNzk3ws5IZTWp2wfBlUYxL7n+/C66IVWl7LH8NKUSgWtF+u/Qd7TDxJT3mY+e69eZKtfn0AfH2Ju3zZgSCGE+FxQTBATz0+kmGMx3Cu7KxsmOhh+/U4/1L3TRjCV65SMRgosobiNF18xetcdvirixPpe1chmYfqvx+i0Wt57TEBlYYFL1XBU8eHQbtXffgiFxobifsqdqZemUsW5Crta7+Irt68M/E6ESFsDyw+kf7n+7Hm2h6mXphpnkZUtl34Apv9tOOOT4mVUajW5Z0zHLGdO3g0bhiY01IAhhRDiT1qdFo9zHkQnRONT1wcLk3/enpC2YTSwqzeEv4dOv4Cts3JZRIpJgSUU5XvmBZ6/3adhSWdW96iClXnS2qKHbNpMzPXrOH9XD7P3R/UDT51LffG1VwOu0n5/e874nWFklZEsa7hM+eeqhUihnyr8RJ+yfdj5ZCfTL083zj1KJVtBhe5wdi68vZLiZUwcHHBbMJ/Ej0G8HzsOXQqbZwghxD/55cEvXHh/gVFVR1HYobCyYU5OhecnocUcyFtV2SwixaTAEorQ6XQsOvGUaYce0qKsK8u7V8LCNGnFVfybN3yYPx+bmlWxj9qiH7pXY9Bnr0vUJrL45mJ6H+mNlakVm5tvpkfpHsp3BBIiFVQqFUMqDqFn6Z5se7wNn6s+xllkNZ0B9nlgT3+Ii0zxMlblyuE8ejSRf/xB8Nq1BgwohBDw8NNDFtxYwDd5v6FjsY7Khrm/B87Nh8o99f+IDEuuNEW60+l0zD7ymHnHnvBtJTcWdqmAmUnS/lfUabX4T5iIysQE14ofUKGFtsvhfwYC+0X60fNwT1bdWUWbIm3Y3nI7pXJ8+RsuITIalUrF8MrD6V6yO5sebmLutbnGV2RZ2kHbFRD8Eo5OSNVSjt2/w7ZpUz7MX0D0tWsGCiiEyOqiE6IZfWY02S2z41XLS9lOwoEPYO9PkKcaNEv549XCOPz7ZhchDEin0zHlwAPWnX9Ft+r58G5TBrU66R9oIb/+SvSVK7j2+gaz4E3Qegk45v/Law6/PMyUi1PQocOnrg/NCjYz9NsQQnEqlYrRVUej0WnY8GADJmoT3Cu5G9eogQK1odbPcGERFG8GxZqkaBmVSoWr91RiHz7Ab/gICu7ZjWmOHAYOK4TIanyu+vA6/DWrG6/GwdJBuSAxIfBrN7DI9p+mFgruARMGId9giXSj1eoYv+ce686/olftAkxrm7ziKv6dHx/mzMWmagXs43ZAsWZ/mQsRnRCN53lPRp0ZRUGHguxotUOKK5GpqVQqxlUbR6dinVh7by1Lbi1ROtLnvpkAuUrr2w1HfUrxMibZspFn4UI0oaG8HzUKncZIW9ULITKEo6+OsuvpLnqX7U01138e75KmtBrY1RfC3umLKztX5bIIg5ECS6SLRI2WkTtus/XKGwbVK4xny1LJutOu0+kI8JyICnAt9waVZTZovUjfFhp48OkBnQ90Zu+zvfQt25f1TdeTxzZPGr0bIYyHSqXCo4YH7Yu2Z9WdVSy/vVzpSH9lagHfroLYUNg/BFLxKKNliRI4T5xA1IWLBK1YYcCQQoisxD/Sn8kXJ1PWqSyDKny+hztd/TEDnh2DZrMgXw1lswiDkUcERZpL0Ghx//UWB+/6M6JRMX5uUDTZa4Tu2EHUhYu4dK2GWdRe6LwJsuVCq9Oy6cEm5t+YT3bL7KxuvFrZO1FCKECtUuNZ05NEbSLLbi3DVGVK33J9lY71J5cy+m+yjnnC7a1QoVuKl3Lo0IGYa9cIWrIU60qVsKlZ04BBhRCZnUarYezZsWi0GmbVmYWZ+t/nbqaZh/vhzGyo+D1U+VG5HMLgpMASaSouUcNPm29y/GEgHs1L0rduoWSvkfD+PR9m+WBdsRQOuv1QvhuUbEVQTBATzk/gvN956uetz5RaU5R9hloIBalVarxqeaHRaVh0cxEmahN+LGNEv7BrDoYnR+DQaH3nz//ZO5lUKpUKl0mTiLl/H7+Royi4ezdmzrkMHFYIkVn53vXlxocbTP9qOnnt8ioX5ONj2DMA3CpD8zn/fSJHZA7yiKBIMzHxGvpsuMbxh4FMbVM6RcWVTqfD33MSOq0W1zIvUNnnhmYzueB3gQ77OnDV/yoe1T1YWH+hFFciyzNRmzC19lSaFWjG/Ovz2Xh/o9KR/qQ20Xf8BNg7CFIx00ptbU2eBQvQRkfjN2I4usREA4UUQmRmtz7cYsXtFbQo1IJWhVspFyQ2TN/UwsxKP0zYzFK5LCJNSIEl0kRkXCK91l/h3LMgfDqU4/uaBVK0TtjuPUSdO0eupoUwT3hBQutFzLnrS//j/XG0dGRry610KdHFuDqnCaEgU7Up0+tMp1H+Rsy+NpvNDzcrHelPjvn1+wxen4NLS1O1lEWRIrh6TSbm2nU+LlxkoIBCiMwqIj6CsWfH4mLjwoTqqRsdkSpaLezuDyGvoOMGsHdTLotIM/KIoDC4sJgEeq27wu13YSzoXIE2FVL24ZEQGEjgzJlYlymCo/kxXlf5gdEPV+obWhTvzMgqI7E0lbs+QvwvU7Ups+rOQntay8wrMzFVmdK5RGelY+lV6AaPD8GJKVD4G3AuneKl7Fu3JvrqNT75+mJVuRK29eoZLqcQItPQ6XRMvTiVgKgANjTbQDbzbMqFOeMDT36HZrP1oyxEpiTfYAmDComK57vVl7jrF8bSbpVSXFzpuwZOQpcQj0upZ/zmWpiOYZfxi/RjQf0FTKgxQYorIf6BmdqM2XVnUy9PPbwve7PzyU6lI+mpVNBqIVg6wO5+kBiXquWcJ3hgUbIk78eMJcHPz0AhhRCZyf4X+/n91e8MqjCI8jnLKxfk0SF918Dy3aCaETUiEgYnBZYwmI8RcXRZdYmngZGs+qEKTcu4pHit8H37iDx9GrtvnJnoEs9EqwRK5yjNzlY7aZCvgQFTC5F5mZmYMbfeXOq41cHrohd7nu5ROpKejRO0XgyB9+DU9FQtpbawIM+C+ZCYyLvhw9HFxxsopBAiM3gT/oZpl6ZRxbkKvcv0Vi7Ixyf6m0quFaDlPGlqYUQSAgMNvqYUWMIg/MNi6LzyIm+Co1nXsyr1i6e8q1fChw8ETJuOtqgLvUu84aiNDYMrDGZ149W42KS8aBMiKzI3MWd+/fnUyl2LSRcmsf/5fqUj6RVvCpV7wvmF8PpCqpYyz58f12nTiL19hw9z5xomnxAiw0vQJDD6zGhM1abMqDMDE7WJMkFiw2Hbd2Bqrh8zY2alTA7xF9rYWD4sXMizho0MvrYUWCLV3gZH02nlRT5ExPFL72rUKuKU4rV0Oh3+k71IiIliRP0PaM3NWd9kHf3L91fug1GIDM7CxIKF9RdSzaUaE85P4OCLg0pH0ms8DRwLwJ7++guQVLBr2gTH778neMNGwo8eNUw+IUSGtvTWUu5/uo9XLS/lbtBqtbB3IHx6Dh3Xg4OCreHFf0WeO8+L1m34tHwFds2aGnx9KbBEqrwMiqLTyouExySyuU91qhTInqr13u7eStTJk2ypo6OsVTw7mmyggktlA6UVIuuyNLVkcYPFVMpVifHnxnP41WGlI4FFNmi3EsLewZFxqV7OedRILMuVw3+8B/Fv3hggoBAio7rsf5m199bSoVgHGuZvqFyQs3Ph0QFo7A0F6yqXQwCQ+PEjfsNH8LZPH1QqFfnWrcXNx8fg55ECS6TYk8AIOq28SHyilq19a1A+b+rmUJ2+/RuB3t48c1NRtUAIPhVHYudawUBphRBWplYsbbCUCjkrMPbMWI6/Pq50JMhXHb4aBjc3waPUfbOmMjfHbd48MDHhnbs72rjUNdAQQmRMIbEhjD87ngL2BRhVZZRyQZ4cgVPToGwnqDFQuRwCnUZD8JYtPG/egohjx3AaPJiC+37DpmbNNDmfFFgiRe75hdFl1SVUwLb+NSiV2y7Fa8UmxjLt0jReeI7DIgFKVYuknUtVVNJhRwiDszazZlnDZZRxKsOo06M4+eak0pHg67HgUg72DYHID6layjyPG7lnziDuwUMCp88wUEAhREah0+nwvOBJSFwIPnV9sDazVibIp+ewqy+4lNF3TpWmFoqJffCAV127EThlKpZlSlNw32/kHPwTaguLNDunFFgi2W6+CaGb7yWszEzY3r8mRXLZpnitZyHP6HqwK6/2bqHGYx3OtWwpbAe0WQZq+d9TiLRgY2bD8obLKZmjJCNOj+DMuzPKBjI1h299IS5CX2TpdKlazrZ+fXL06U3otm2E7TeSph5CiHSx/fF2/nj7B8MqD6NE9hLKhIiLgF+76a9jOm8Gc4WKvCxOExlF4IyZvOzQkQQ/P3LP9iHf2rVYFCyY5ueWK1iRLJdffKL76ss42pizrX8NCjjZpGgdnU7H9sfb6XKwC/GfgnD/wwbL/E7kcnkELebIZHMh0pituS0rGq2gmGMx3E+5c97vvLKBcpWAhpP1AzhvbEz1cjmHDsWqcmX8J00m7vnzVK8nhDB+z0KeMfvabGq71ea7kt8pE0Kng72DIOgJdFgHjvmVyZGF6XQ6wo8d40XLlgRv2IBDx44UPnQQ+1atUKXTN4lSYIkkO/c0iB7rruBib8n2/jXJ45iyOzJhcWEM+2MYUy9NpYpzFRbfKoc6MhrX0k9QlWkLZTsaOLkQ4kvszO1Y1WgVhR0KM+TkEC6+v6hsoOoD9JvAD4+D4BepWkplZobbvLmoLS3xc3dHGx1toJBCCGMUp4lj9NnR2JjZ4F3bG7VKoUvcc/Ph4T5oNAUK11cmQxaW4OfHu0E/4ffzEEzs7cm/dQuuXpMxsbdP1xxSYIkkOfEwkB83XKVADhu29a+Js51lita5GnCV9vvac/rdaUZWGcks3bfEHT1JzipmWOa2h5bz5TllIdKRvYU9vo18yW+fnyEnh3DF/4pyYdRqaLsc1KawZwBoNalazszZmdyzfYh79pwArynoUvnooRDCeM27No+nIU+Z9tU0nKxSPi4mVZ4ehxNToEx7qDlYmQxZlC4hgU9r1vC8ZSuiLl0i16hRFNy5A+uKFRXJIwWW+FeH7vrT/5frlHCx5dd+NXDKlvxNgYnaRJbcXEKfo32wNLVkU/NNfJe7NYFTpmKRx4Ec+dqYALcAACAASURBVF5A6yVgnbo270KI5HOwdGB149Xksc3D4JODuRZwTbkw9nn0jwm/vQznF6R6uWy1a+M0aBBhv/1G2O7dBggohDA2p9+eZsujLXQv2Z2v3L5SJkTwC9j1IziXhtaL5WZxOoq+eZOX7TvwYfYcbGrWpPDBA+To/SMqMzPFMkmBJf7RnpvvGLzlBhXyOrCpT3UcrM2TvYZfpB+9Dvdi5Z2VtCrUiu0tt1M6R2kCp89AExJC7tJPUVXtCcUaG/4NCCGSJLtldnwb++Ji48KgE4O4+eGmcmHKdoTS7eDUDPC/nerlnAYNxLpmDQKmTCX28WMDBBRCGIuP0R+ZeH4ixR2LM6zyMGVCxEfBr90BFXTeBOYp258ukkcTFoa/5yRed+2GJjycPEsWk3fZUsxy51Y6mhRY4u/9euUNw7ffpkahHGz4sRp2lsm/E3D41WE67uvIs9BnzKozC++vvLE2sybi5CnC9+/HqYIOy0Ju0HhaGrwDIURyOFk5sabxGpytnRl4fCC3P6a+uEkRlQpazAPrHLC7HyTEpm45ExPcZs/GxM4OvyFD0URGGiioEEJJWp0Wj3MexCTG4FPXB3OT5N8ETjWdDn4bDB8fQoe1kD3tO9RldTqdjrB9+3jevAWhu3aRvWdPCh88gG1DBQdK/w8psMQXrT//krG77/J1sZys7VkVGwvTZB0fnRCN53lPRp0eRUGHguxotYPmhZoD+jsOAZMmYeGaDafC76Hdyv/H3l1HR3VuDx//zkxciHuw4MWhuJTi7k6RQgIU10Bwh+BuCVYoLi0UbylWoGhxTZAQIUrcZua8f8x97/3dWwNyZibyfNbqWl0r5+y9BxIye87z7AfMbfTxMgRB+EguVi4ENw/G0cKRoWeH8iD2gXEKsXKEjusg5gmcm5vjcCbOzngtX0ZWWBhRM2aI/ViCkA98+/BbrkZexb+mPz72PsYp4soaeHgYmsyAkk2MU0MBkvnyJW++HkiE/yRMvbwofvAAbpMnobTOXU8NRYMl/MHGCyHMOvaIFuXd2NS3Ohamqo+6/3HcY3r82IPvX3yPX0U/trfcjret97+//m7hItRxcXhUfImi4WgoUlvulyAIQg64WbuxtcVW7MztGHx2MI/iHhmnkJJNoYYfXF0LoRdyHM6qRg1cxowh6cRJEnbvlqFAQRCM5WHcQ1bdWUXTIk3pWqqrcYoI+QV+mgmfdYB6Y4xTQwGhzcwkZs1aXrbvQMbDh7jPnEGxPbuxKFfO2KX9KdFgCf8mSRIrzj5j0ckntK/sydre1TA3+fDmSpIkdj7aSZ8TfUjLTiO4eTCjqo3CVPmfpYUpFy+S+P33OFVUY1muDDQK0MdLEQQhh9yt3dnSYgs2pjb4nfHjabyR9i41mwNOJXXnyqS/z3E4J99BWH/RkHeLAkm/f1+GAgVBMLS07DQmXZyEk4UTs+rOMtjZRv8l4RUc/Bqcy0CH9WKohR6lXr3Ky/YdiF23DtvmzSlx4jgOvXqhUH3cAwBDEg2WAOiao0WnnrDq5+d0q+7Nih5VMFV9+LdHXHocw34exuIbi6nnVY+D7Q9S06Pmf12jSU4mcvoMzF0tcC4Xr1saaPLxEwkFQTAMLxsvtrTYgqWJJb5nfHmW8MzwRZhZQafNkBwJJyflOJxCqcRz0SJMXJwJHzMWTWKiDEUKgmBIi64v4k3SGxY2WIiduWHPNwIgKw32fQWSFnp+J7Y56Ik6Npbwif68+XogkiRRODgYr2VLMXFxMXZp/0g0WAJarcSsow/ZdCGUvrWLEtilEirlh38ScyX8Cl2OduF65HWm1prK6i9X42Dh8IfrohcvRh0djUflMJRNp4J7BTlfhiAIelDYtjBbW2zFTGmG3xk/Qt6HGL4I7+rQcCLc2wsPj+Q4nImDA94rVpAdHU1EwBSxH0sQ8pBTr05x5MURfCv6UsO9huELkCQ4NgqiHkDnYHAqYfga8jlJqyVh335CWrch6dQpnId9g8/RH7CpX8/YpX0w0WAVcBqtxJQj99lx9TV+DYozp0N5lB/YXGVrsll2cxlDfhqCg4UDe9ruoWfZnn/6qD7l8q+8P3AQp/KZWFb9HOqOlPulCIKgJ0UKFSG4RTBKhZJBpwcRmhhq+CIaTgDPavDjWEiOynE4y8qVcZs4gZRz54jftj3n9QmCoHcRKRHMuTKHSs6V+KbKN8Yp4tp6uH8AGk8Vx8voQcbTp7zu3YeomTOxKFsWnx++x2XUKJQWFsYu7aOIBqsAU2u0jN//O3tvhDGqcUmmtC73weuYXye95quTX7H94XZ6lOnBnjZ7KO1Q+k+v1aSkEjl9OmZOpjhXSoeOG0CZe9fNCoLwR8XtirOl+RYkJHxP+/I66bVhC1CZQufNupHtPwzXfYqcQw59+2LbrBnRy5aRdvu2DEUKgqAvaq2ayZcmo0XLooaL/mt/t8GEXoAz06FsW6g/3vD58zFtWhrvlizhZecuZL1+jceihRTZsR1zHyNNh8wh0WAVUFlqLSP33OH73yOY2KIM45qX+aDmSpIkfnjxA92OdeNt8ltWfrmSabWnYWHy158sRC9dgjoqCs+qESjbLBBnRAhCHuVj70Nw82DUWjUDTw8kLCnMsAU4l4Lmc+HFT3BzS47DKRQKPBbMx9TTk/Cx41DHx8tQpCAI+hB0P4g70XeYVnsahW0LG76A9290Qy2cSkKnjaAUb6HlknzuF0LatiV+y1bsO3fC58Rx7Dt2NM7wEpmI744CKCNbw9Bdtzj5IIoZbT9j+JclP+i+lKwUJl+azLRfp1HeqTyH2h+iSZG/P/Mh9do13u/dh2PZNCzrNIZq/eV4CYIgGEkph1IENQ8iU5PJoDODCE8JN2wBNXyhRBPdp8ixL3IcTmVri9fKFWgSEojwn4Sk1cpQpCAIcroTfYeNdzfS1qctbX3aGr6A7HTdUAtN9r+GWtgavoZ8KDsykrARI3g7bBgqa2uKfrcLj7lzMXH44z7+vEY0WAVMWpYa3x03+eVpNAs6VWRg/Q97mnQ35i5dj3Xl9KvTjKgyguDmwbhbu//tPdrUVCKnTsXMXoXL5wpov0aMMRWEfKCMYxmCmgWRkp3CoNODiEyJNFxyhQI6rAOVGRwZDBp1jkNali+P25QppF6+TNzmzTIUKQiCXJKykph8cTKe1p5MrTXV8AVIkm7vZ+Rd3TJl51KGryGfkdRq4rZtJ6RNW1Iv/4rL+HEUP3QIq+rVjV2abESDVYAkZ2QzYOsNroTEsrRrZXrXKvKP92i0GoLvB9P/ZH8kSWJ7y+0MqTwE1QfsoYpevoLsiAg8qr9D2Wkl2LrJ8TIEQcgFyjmVI6hZEEmZSQw8PZCo1JwPnvhghTyg7QoIvwWXlskS0r5Hdwq1bUvM6jWkXvtNlpiCIOSMJEnMvTqX6LRoAhsGYmNmhHHo1zfD3T26czvLtDJ8/nwm/d49XnbrTnRgIFY1Psfnx2M4+/mhMDMzdmmyEg1WAZGYls1XW65z+00Ca3pVo0t173+8513qOwafHcyq26toVrQZB9ofoIprlQ/Kl3r9OgnffYdDqVSsmnTSnXIuCEK+Ut65PBubbSQhMwHfM75Ep0UbLnmFzlCxO1wI1DVaOaRQKPCYPQuzYsUInzCB7GgDvhZBEP7UDyE/cOrVKYZXHU4ll0qGL+DVZTgVAGVaQ0N/w+fPRzRJSUTOns2rHj3RxMXhtWoVhTduxMz7n9+P5kWiwSoA4lIy6RV0jccRSWz4qjptKnn84z3nw87T9VhX7sfeZ07dOSxuuJhCZoU+KJ82PZ3IqVMxLaTAtZ41tFqc05cgCEIuVcmlEhubbiQmLYZBpwcRmx5ruOStl4CtOxweojv4M4eU1tZ4rVyBNiWFiPETkNQ5X34oCMKneZ30mgW/LaCGew2+Lv+14QtIfAv7+4OjjxhqkQOSJJF4/Dghbdrwft9+HPp+hc+J4xRq0TxPD7H4J+K7JZ+LTsqg5+ZrhMamENz/c5p99vfL9DLUGcy/Np+R50biYe3Bvrb76FSq00f9EMSsXEl22Fs8qseg7LYBLO1z+jIEQcjFqrhWYX3T9bxLe4fvaV/i0uMMk9jSHjquh7jn8NMsWUJalC6N+8yZpN24QczatbLEFATh42RrsvG/6I+ZyowF9Rd80LYEeQvIgH19QZ0JPXeDhZ1h8+cTWa9fE+brR8T4CZi6uVNs/37cp0xBZWOEpZ4GJhqsfCz8fTrdN10l/H0627+uScPSLn97fcj7EHqf6M3ep3vp+1lfdrXeRXG7jxupnnb7NvHf7sShVCrW7QeCT6NPfwGCIOQZ1d2qs67JOsJTwvE760dCRoJhEvs0gtrD4PomePGzLCHtO3XErmsX4jZuIuXiRVliCoLw4db8voZHcY+YXWf2Pw7Ukp0kwfHxEHFb9+TK5c/P+BT+mjYri9gNGwht157033/Hbdo0iu3bi2WF8sYuzWBEg5VPvYlLo/vGq8SlZLFzUC1q+zj95bWSJLH/6X56/NiDuPQ41jdZj38N3SdHH0ObkUFkQACmNhKujVygycycvgxBEPKQGu41WNNkDW+S3uB3xo/EzETDJG4yA5zL6A4gTpPnLCv3adMwL1OGCP9JZEcacEqiIBRwVyOusu3BNrqV7kaTon9/FIxe3NwCv+/S7bkqZ4SR8Hlc6m/XedmxEzGrVmPTuDE+J07g+FUfFCoDP4U0MtFg5UMvolPotukKqVlqdvvVpnrRvz5PIDEzkbHnxzL32lyqu1XnUPtDNPBu8El5Y1avIev1Gzw+T0DZczOYWX3qSxAEIY+q7VGbVV+uIjQx1HBNlqmlbnxyagycmCBLSKWFBV4rVyBlZRE+dhxSdrYscQVB+GvxGfFMvTwVHzsfJtaYaPgCXl+Fk5OgVHPd1EDhg6nj44mYNJk3/fsjZWVRePMmvFeuwNTN1dilGYVosPKZJ1FJ9Nx8FY1WYu/g2lT0/ut1wzeibtDlaBcuvL3A+Orj2dB0A86Wzp+UN/3334nfvg37EqlYdx8NXvnnLANBED5OPa96rPxyJc/fP2fo2aEkZyXrP6lnFd0bogeH4P5BWUKaFy+Ox7y5pP/+O9HLV8gSUxCEPydJEjN/ncn7zPcsbrgYSxNLwxaQFAH7+4F9EegcJIZafCBJq+X9wYOEtmpN4okTOA0Zgs+xo9g0bGjs0oxKfPfkI/ffJtJz8zVMlEr2DalDWfc/n/qn1qpZe2ctvmd8MVeZs6v1LgZUGIBS8WnfDtrMTCImT8LEUotry2LQUJ5PkAVByLsaejdkRaMVPIl/wtCfhpKSlaL/pPXGgHdNOD4OEsNlCVmodWscevcmfts2kn+WZ4+XIAh/tPfpXs6/Pc+46uMo41jGsMnVmbrmKitVN9RCDOf6IJnPn/O6bz8ip03HrFRJfI4cxnXsGJSWBm6OcyHRYOUTt17H0zvoGjbmJuwfUocSLn8+oSU8JZyvT33NpnubaOvTlv3t9lPeKWebDmPXriXr1Rs8aqWg6hkEKtMcxRMEIX9oVLgRS79YysPYhwz7eRhp2Tkfpf63VCa6TekaNXz/DWi1soR1nTwJi/LliZgcQFZYmCwxBUH4j+cJz1l6Yyn1verTp1wfwxdw0h/e3oBOG8C1nOHz5zHa9HSily0ntFNnskJC8Jg/n6I7d2JesqSxS8s1RIOVD1wNiaPvlus42Zixf0gdijj9+d6nU69O0e1oN56/f86iBouYX38+1qbWOcqdfv8+ccFbsCueik2/qeBi4E+dBEHI1ZoUbUJgw0DuxdwzTJPlVAJazIeXF+D6ZllCKs3M8Fq1EoDw0WPQZmbKElcQBN3xMP4X/bE1s2VevXmGPxvp5ja4tR3qj4PPOhg2dx6UcuECoW3bERcUhF27dvicPIF9l875+kyrTyEarDzuwrMYBmy7jpe9JfuH1MHT/o+PZdOy05h5ZSYTL0ykuF1xDrQ7QBufNjnOrc3KItJ/IiaWGtw6VoCaQ3IcUxCE/KdFsRYsbLCQO9F3GHluJOnqdP0mrD4ASrWAn2ZCzFNZQpp5e+O5aCEZjx4RHRgoS0xBEGDZzWW8eP+C+fXn42T51xOP9SLsOpyYCCWaQONphs2dx2S/e8fb0WMIGzIUhYUFRb7dgefCBZg4/PUgtYJMNFh52JmHUfjtuEkJFxv2Dq6NayGLP1zzOO4xPX7swZHnR/Cr6Mf2VtspbFtYlvyx69eT+fI1HnUyUfXYJDaECoLwl1oVb8W8evO4EXWD0edGk6nR41MghQLarwEzazjsB+osWcLaNmmC48CBJOzeQ+Lx47LEFISC7HzYefY+3Uu/z/pRz6ueYZMnR+kOE7bzgi7BYOjDjPMISaMh/tudhLZuQ8r587iMGY3PkcNY16xp7NJyNfGOOI86djeCYd/dppxnIfb41cbJxvy/vi5JEjsf7aTPiT6kZacR1DyIUdVGYaqUZ39U+sOHxG3ejF2xNGwGLwJ7eZo2QRDyr3Yl2jGn3hyuRV5j9C+jydLI0/j8KVs3aLcKIu/CxcWyhXUdOwbLqlWJmj6DzNCXssUVhIImOi2a6b9Op5xjOUZXG23Y5Oos3VCLzCTo8R1YORo2fx6Rfv8Br7r34N2CBVhWrYrPsaM4Dx2KwuzjzkktiESDlQcdvPWW0XvvUK2IA7sG1cTO6r+bprj0OIb9PIzFNxZTz6seB9sfpJZHLdnyS1lZRPqPx8RcjVvPOlCph2yxBUHI3zqW7MjMOjP5NfxXxp4fS7ZGj+dLlWsHVfrApWUQdkOWkApTU7xWLEdhZkb4mDFo0/W83FEQ8iGtpGXq5alkajIJbBiImcrAb9hPTYaw36DDWnCvYNjceYAmOZmoufN41b072dHv8FqxnMJBmzErUsTYpeUZosHKY3Zde82EA3epW8KZ7QNrYGvx383VlYgrdDnaheuR15lSawqrv1yNg4W862NjN24gM+Q17vVA1W2tbjmOIAjCB+pSugvTa0/n4tuLjL8wnmytHpuslougkDccGQyZ8oyKN3V3x3PJYjKfPydq3jxZYgpCQbLj4Q6uRV5jUo1JFLcrbtjkt7+Fm1ug7iio0MWwuXM5SZJIOnWK0NZtSNi9G4fevSlx4gSFWrUSQyw+kmiw8pAtl18y7fsHNC7rSnD/z7EyM/n317I12Sy/uZwhZ4dgb27PnrZ76FW2l+w/EBlPnhC7cROFiqZhO3I1WH/awcSCIBRs3ct0J6BmAL+E/cKki5P012RZFNKNXo5/CWfk28Ru06ABTkOHkHjoMO8PH5EtriDkdw9jH7L69mqaFW1G51KdDZv87S04Ph58GkGTmYbNnctlhYURNmQI4WPGonJxptj+fbhPn4bK1tbYpeVJJv98iZAbrPvlBUtOP6VVBXdW9ayKmcl/euPXSa+ZdHESD+Me0r10dybUmKCXE9Cl7GwiJoxGZarGbUBLKNNS9hyCIBQcvcv1RiNpWHxjMapLKhY2WIiJUg+/lorVh7oj4cpqKNMaSjeXJazLiBGk375D1Jw5WFQoj0Xp0rLEFYT8Ki07Df+L/jhbOTOzzkzDPhVJiYZ9X4GtO3Tdpjs3T0DKyiJu23Zi169HoVLhNiUAh969UZiIP5+cEE+wcjlJklh6+ilLTj+lYxVP1vT6T3MlSRJHQ47S/Vh3wpLDWNloJdPrTNdLcwUQt2kDmS/e4P6FGSadl+olhyAIBUvfz/oyvvp4Tr06xdTLU9FoNfpJ1HgauJaHH4ZDapwsIRUqFV5Ll6C0sSF89Bg0KamyxBWE/Grh9YW8TXnLwvoLsTO3M1xiTTbs7w/pCWKoxf+RdvMmoZ07E7NiBTYNG+Jz4jiO/fqJ5koGosHKxSRJYv7xx6z95QU9axRmWfcqmKh0f2UpWSlMvjSZqZenUs6pHIfaH6JJ0SZ6qyXz+XNiN2zEtnA6hcZvBnPxyFgQBHkMqDCA0dVGc+LlCWZcmaGfJsvEHDpvhoz38ONokCR5wrq44LV0KVmvXxM1YwaSTHEFIb859fIU37/4Hr+Kfnzu/rlhk5+eCm+u6I5v8Khk2Ny5kDohgYipU3n9VV+ktHS8N6zHe81qTN3djV1aviFa1FxKq5WYcfQBu669YUDdYsxo+xlKpe5R+r2Ye0y6OInI1EhGVBmBb0VfVHo8v0FSq4kYNwKliRr3od2haF295RIEoWDyreiLWqtm3e/rUClUzKo7C6VC5s8A3SvonmSdnQF390KVXrKEta5dC5dRI4lZuQqrmjVw6NlTlriCkF+Ep4Qz5+ocKrtUZmjloYZN/vtuuL4J6oyASt0MmzuXkSSJxCPfE714MZqUFJx8B+E8bBhKKytjl5bviAYrF9JoJSYdusfBW28Z8oUPk1uWRaFQoJW0bH2wlXV31uFq5cr2ltup4lpF7/XEbV5PxvM3eLW0xaT9HL3nEwShYBpaeShqrZpN9zahUqqYXnu6/E1WnRHw9BScmAjF6oG9PGOHnQYPJu3Wbd7NX4BFxYpYli8vS1xByOvUWjWTL05GQmJRg0X62Wf5VyLuwLExULwhNJ1tuLy5UGZICFGzZpN24waWVaviPmsWFmXEvlF9EUsEc5lsjZbRe+9w8NZbxjQt9e/mKjotmsFnBrPq9iqaFG3CgfYHDNJcZYaEELt+I7aFM7H13wqmFnrPKQhCwTW8ynB8K/py8NlBFvy2QP4ld0oVdNqo+/8j34BWK0tYhVKJ5+JAVE5OhI8ZiyYpSZa4gpDXbb63md9jfmd67el423obLnFqLOz9CmxcC/RQC21GBtErVxLasRMZz57hPncORb/bJZorPRMNVi6SqdYw/Lvb/HgvksmtyjKmaWkUCgXnw87T5WgX7sXeY07dOSxpuIRCZoX0Xo+k0RA5ZihKpQb3MV+j8Kys95yCIBRsCoWCUVVHMaD8APY93cfiG4vlb7IcikKrRfD6MlxbJ1tYEwcHvJYvJzsyksipU8V+LKHAu/3uNpvubaJ9ifa09mltuMQaNRwYAGmx0GNXgT1SJuXSZULbtSdu4ybsWreixInjOHTrhkIp3v7rW8Fs53OhjGwNQ3be4sKzGGa3L0//usXI1GSy7OYy9jzZQ1nHsixuuNigB/LFb1pD+vO3eLZxxqTVFIPlFQShYFMoFIyrPg61Vs2ux7tQKVSM/3y8vCOdq/SBpyfh5zlQojG4ybOkz6paVVzHjyc6MJCEb7/FsX9/WeIKQl6TmJnI5EuT8bLxYkotA7+HODsDXl2CTpvAU/+rfXKb7OhoohctIunEScyKFaPI9u1Y165l7LIKFNFg5QKpmWp8d9zk2ss4FnWuSM+aRQh5H8LEixN5nvCcvp/1ZUy1MZipzAxWU2ZoKDHrN2PjnU2hgB26ZTWCIAgGolAo8K/hj0bSsOPRDlRKFWOqjZGvyVIooN0qWF8bDg8Bv591kwZl4DigP2k3b/JuyVIsK1fGskrBe4MnFGySJDH32lxi0mL4ttW3WJtaGy75vf26J9O1hkLlgjVwRtJoSNi7l5gVK5GysnAeOQInPz+UZoZ7/yjoiGeERpaUkU2/rde5/iqeFd2r0KNGYfY/3U/PH3sSlx7H+ibr8a/hb9DmStJoiBzth0KhwX3SKBTOJQ2WWxAE4f9TKBQE1Ayge+nubH2wlbW/r5U3gbUztF8L7+7DLwtkC6tQKPBcMB9Td3fejh2HOiFBttiCkBd8/+J7Tr86zfCqw6noUtFwiSPvwtFRULQeNJ9nuLy5QMajR7zq2Yt3c+dhWakiPkd/wGX4cNFcGYl4gmVECalZ9Nt6nceRSaztVZW6pa0Yd34cP735iToedVjQYAHOloZfN5ywaSXpzyPwaF8Y06YjDZ5fEATh/1MoFEytPRWNpGHzvc2YKE34pvI38iUo0xKq9YdfV0HpllC0jixhVXZ2eK1YwevevYmYNInCGzeKfQ9CgfAq8RULry+klnstBlYYaLjEqXG6oRZWjtBtO6hMDZfbiDQpqcSuWU38zl2oHBzwXLKEQm3byLukWvho4l97I4lNyaRX0DWevktmc7/quLiE0+VoF86/Pc/46uPZ2GyjUZqrrJcviV4fjLW3BrtpO3XLaARBEIxIqVAyo84MOpTowPrf1xN0L0jeBC0W6AZfHBkMGfJN/7OsWAHXgMmkXrxEXFCwbHEFIbfK1mTjf1G36mZ+/fnyH7PwVzRqOPg1pLyDHjt1kwPzOUmSSDp7ltC2bYn/dif23btR4sRx7Nq1Fc1VLiCeYBlBVGIGfYKvEf4+naB+1XiQdpDNZzbjbePNrla7KO9snPNTJK2WyNEDUSi0eEwPQFHIwyh1CIIg/C+lQsnsurPRSBpW31mNSqmS79NxcxvotBm2tYTTAdBBvsmCDr16kX7zJjGrVmFZtQrWNWvKFlsQcpvVd1bzOP4xq75chZu1m+ES/zwLXl7Q/ex6VTdcXiPJDg8nau48Us6fx7xMGbxXrhB7PXMZ0WAZ2NuENHoH/UZcSibLexdlS8hE7kTfoX2J9kypNcWwG0H/R8KmpaQ9i8KjU2lMv/jaaHUIgiD8GZVSxdx6c9FoNay4tQIThQn9yveTJ3iRWlB/LFxaBmVaQ9k2soRVKBS4z5lLxqPHhI8fj8+RI5g4F8yR0UL+diXiCtsfbqdHmR40LtLYcInvH4Qra6CGL1T9ynB5jUDKziZ+xw5i1q0HhQJXf38c+/VFYSLezuc24m/EgF7FptIn+DeSM7IZ1T6NeXd80aJlUYNFtPGR55f5p8p6+YLo9duw9ga76TuMWosgCMJfMVGasKDBAtSSmiU3l6BSquhTro88wb+YDM/P6jbJe9cEGxdZwqpsrPFatYpX3bsTPmEiRbYEo1CJyaxC/hGfEc/Uy1MpYVeC8Z+PN1ziqPvwwwgoXBtaLDRcXiNIu32HqJkzyXz+HJsmTXCfOgVTT09jlyX8BbEHy0BeRCfTfdNV0tRplxq0YwAAIABJREFUNKp3nrUPZ1LcrjgH2h0wenMlSZJuaaCkxWPuXBRWjkatRxAE4e+YKE0IbBhIkyJNWHR9Efue7JMpsBl03gyZyXBsFMh4ULBFmdK4z5hB2rVrxK5bL1tcQTA2SZKY/ut0kjKTCGwYiKWJpWESp8XD3j5gaQ/dv9X9/OZDmvfviZw+g9e9e6NJScF73VoKr1srmqtcTjRYBvAoIokem66hMQ3HtewGzkccx7eiL9tbbaewbWFjl8f79fNJexaDa8dKmNbpauxyBEEQ/pGp0pQlDZfQyLsR836bx8FnB+UJ7FoOms6Cpyfgzk55Yv6LfZfO2HXqROyGDaRc/lXW2IJgLHue7OHi24uM+3wcZRzLGCapVgOHBkFSBHTfCbYG3O9lIJIkkfjDD4S0bsP7w4dx/PprSvx4DNsmTYxdmvABRIOlZ3fD3tMz6CoKu4toPVah1mYQ1DyI0dVGY6o0/gjR7JdPid74HVZeSuynbzN2OYIgCB/MVGXKskbLaODVgNlXZ3Pk+RF5AtcaCsUbwqkAiH8pT8x/cZ8xHfOSJYmYOJHsd+9kjS0IhvY0/inLbi6joXdDepftbbjE5+ZCyDlosxQK1zBcXgPJDH3Jm68HEjFpMqaFvSl+6CBuk/xRWhtvn77wcUSDpUc3XsXTZ+tPqDy2kmn3PfU963Gw/UFqedQydmnAv5YGjvoaSdLiEbgUhbmNsUsSBEH4KGYqM1Z8uYK6nnWZeWUmx0KO5TyoUgkd1oNCBUeG6j4tl4nS0hKvVSvRZmYSPm48Una2bLEFwZAy1BlMujiJQuaFmFtvruFGgz88ApdXQPUBuv/yEW1mJjGr1/CyQwcyHj7EfdZMiu3Zg0XZssYuTfhIosHSkysvYum/exeqIitQWL4goGYAqxuvxsHCwdil/Vvi2pmkPk/AtUtNzD5vZexyBEEQPom5ypxVX66ipntNpv06jeOhx3Me1L4wtF4CYdd0hxDLyNzHB4/Zs0m/dYuYVfLGFgRDWXpzKSGJIcyvNx9HCwPt3X73CL4frhtC02qxYXIaSOqVK7xs34HY9euxbdGCEieO49CzpzigPI8Sf2t6cPZROIOOzULlFURhO2f2tNlN73K9c9XBb9khD3m3eT9W3qY4TJX50E5BEAQDszCxYE2TNVRzrcaUy1M49epUzoNW6g6fdYRfFkDkvZzH+z/s2rXFvmcP4oK3kHzunKyxBUHfzr05x76n++j/WX/qetU1TNL0BNjbW3duXfdvwcTcMHn1TB0bS/hEf94MHISEROEtwXgtXYKJizxTTAXjEA2WzHbdvMWYS76YOF6gvU8XDrTfa7hNnx9I0mqJHDMQSQseS1ahMLMwdkmCIAg5Zmliybom66jiUoXJFydz9vXZnAVUKKDtCrBygsODITtDnkL/xS0gAPPPyhExOYCst+GyxhYEfXmX+o4ZV2ZQzrEco6uNNkxSrQYO+UHiW11zVcjDMHn1SNJqSdi7j5DWbUg+dQrnYcPwOXoUm3r1jF2aIAPRYMlo1rkdLLo/GBPzeObXXcL8BrMMN670IySumUzq8yRcuzfErOqXxi5HEARBNlamVqxvup4KzhXwv+DPuTc5fDpk5Qgd1kHMY93Gehkpzc3xXrkSJInwsWPRZmXJGl8Q5KaVtEy9PJUsTRaBDQMxVRloWNf5hfDiLLQKhCK1DZNTjzKePOF1r95EzZqFRblyFP/hB1xGjURpnj+eygmiwZJFSlYKvb4fxaGwpVhTlCPtD9G+VEtjl/Wnsp/d5t2Wo1h6W+AwVZzFIghC/mNtas2Gphso51SO8RfGcyHsQs4ClmoKNXzh6jp4eVGeIv/FrEgRPBbMJ+P+faIXL5E1tiDIbduDbfwW9RsBNQMoblfcMEkfH4OLS6BqX/h8oGFy6ok2NZV3gYt52aUrWWFheAYuosj2bZj7GOjPUjAY0WDl0L2Ye7Q82In778/joe3Iz7324uPobeyy/pSk0RA1zg9JA57L16MwMTF2SYIgCHpha2bLxmYbKe1QmrHnx3I5/HLOAjabA04l4Mg3kJEoT5H/UqhZMxz79ydh1y6STsmwd0wQ9OBB7APW3llL86LN6Viyo2GSxjzVTfL0qg6tl+qW7eZRyefOEdK2HfHbtmHfuTMlThzHrkOHXLU/X5CPaLA+kVbSEnw/mL4n+pGQlkEFRQDH+s7CxiL3niSetGoMKS/ScOnZDLNKdYxdjiAIgl4VMivE5mabKWFfgtHnRnM14uqnBzOzhk6bITkSTvjLV+S/uI4fh2XlykROnUbWq1eyxxeEnEjNTsX/oj8uVi7MqDPDME1BRqJuqIWppe4wYdO8uV88OzKSsOEjeDtsOCobG4ru/g6PuXNQ2dsbuzRBj0SD9Qmi06LxO+PHqturyEz6jPqWC9j5VQ/MTVTGLu0vqR9f4d32M1h6W+MYsMLY5QiCIBiEnbkdQc2CKGpXlJHnRnI98vqnB/OuDg0nwr298PB7+YoEFGZmeK1YjsLEhLdjxqLNkHeghiDkxILfFhCeEs7CBguxM7fTf0KtFg4PgYRX0G0H2HnpP6fMJLWauG3bCWnTltRff8V1wniKHz6EVbVqxi5NMADRYH2k82Hn6XK0C7ei7pIR0YXWrv6s71UfU1Xu/aOUsjOJmvgNWo0Cj5UbxdJAQRAKFHsLe4KbB1PYtjAjzo3gZtTNTw/WcAJ4VoUfx0BylHxFAqaennguDiTzyRPezV8ga2xB+FQnQk9wNOQogysNprpbdcMkvbgYnp2EFguhWN6bqpd+9y4vu3YjOjAQ6xo18PnxR5x8fVGYGmgoiGB0ubcryGUyNZks/G0hI8+NBLU9SSHD6V62C0u7VUalzN3rZ5NXDCf5RRbOfdpgXuFzY5cjCIJgcI4WjgQ1D8Ld2p1hPw/jTvSdTwukMoXOQbqR7T+MAEmStU6bL77AafBg3h84QOIPP8gaWxA+1tvkt8y9NpcqLlUYUmmIYZI+OaGbGli5N9T0M0xOmWiSkoicPZtXPXuhSUjAa/UqvDduwMw77z2BE3JGNFgfIOR9CL2P92b3k90UN21F2ENfBtSoxbyOFVDm8uZKff9nor67hIW3LU7+gcYuRxAEwWicLZ3Z0nwLblZufPPTN9yNufuJgUpB87m6sdE3t8pbJOAyaiRWn39O5KzZZD5/Lnt8QfgQaq2ayZcmA7Co4SJMlAZY/RL7HI4MAY8q0HZ5nhlqIUkSiT8eJ6R1G97v249jv774HD9OoebNxRCLAko0WH9DkiQOPDtAzx97EpMWQxXT8dy79wXDG5Vhettyuf+HJiuVqMmj0GYr8Vi5SSwNFAShwHOxciG4eTCOFo4MPTuUB7EPPi1QDV8o0RjOTIO4EFlrVJiY4LlsGUorK91+rNRUWeMLwofYeHcjd2PuMqPODLxsDPAEJiNJN9RCZQo9dumGW+QBWa9fEzbIl4gJEzB1d6fYgf24BQSgsrE2dmmCEYkG6y8kZiYy7vw45lydQxXXKpRWz+LSPRcmNC/NxBZlc39zBSQtG0xyiBbnvh2xqFDV2OUIgiDkCm7WbmxtsRU7czsGnx3Mo7hHHx9EodAdQKwyg8ODQaOWtUZTN1e8li4hKzSUyFmzkWReiigIf+dm1E2C7gfRoUQHWhVvpf+EWi18/43uw4pu28G+sP5z5pA2K4uY9esJbdee9Hv3cJs+jWL79mJZvryxSxNyAdFg/YmbUTfpcrQL58POM6rqWLSRvvz0IJ1pbcoxonEpY5f3QdS3fyBq7w3Mve1wmjDH2OUIgiDkKu7W7mxpsQUbUxv8zvjxNP7pxwcp5AltV0D4Tbi8XPYarevUwXnkCJKOHeP9gQOyxxeEP5OYmUjA5QC8bbwJqBVgmKSXlsGTH6H5PCje0DA5cyD12m+87NCR2NVrsG3aBJ/jx3Hs0weFKvdOkxYMSzRY/4daq2b97+sZdGYQ5ipzgpvt4OKN8vz8OJa5HSvg28DH2CV+mLR43k2fhCZbhefKzWJqjSAIwp/wsvFiS4stWJpY4nvGl2cJzz4+SIXOULEbnF8E4bdlr9F56FCs69Xj3bz5ZDx+LHt8Qfi/JEli9tXZxKbFEtgwEGtTAyxze3YafpkPFbtD7W/0ny8H1PHxREyazJsBA5DUagoHbcZr+XJM3VyNXZqQy4gG618iUiIYeHogG+5uoK1PW7Y2383io6n8+iKWJV0r0bd2UWOX+MGSlw0kKUSBc7+uWFSoZOxyBEEQcq3CtoXZ2mIrZkoz/M74EfL+E/ZTtV4Ctu66zflZabLWp1Aq8VyyGJWDA2/HjEGTnCxrfEH4v468OMLZ12cZWW0kFZwr6D9hXAgc8gP3CtBuVa4daiFptSQcOEBIq9YknjiB09Ah+Bw7ik2DBsYuTcilRIMFnH51mq5Hu/Is4RmLGizCv/oshn77gJuvE1jZsyrdPs/9a4H/P82Vb4k89Ahzbwecx003djmCIAi5XpFCRQhuEYxSoWTQ6UGEJoZ+XABLB+i4HmKfwU+zZK/PxNERr+XLyH4bTuS06WI/lqAXLxNfsuj6Imp51GJA+QH6T5iZrBtqoVRBj+/AzEr/OT9BxrNnvP6qL1HTZ2BRqhQ+Rw7jOmYMSgsLY5cm5GIFusFKy05j1pVZTLgwgWJ2xTjQ7gB13JrRO+gaD8ITWd+nGu0rexq7zA+XFMG7+XPRZKrwXLkJhZmZsSsSBEHIE4rbFWdL8y1ISPie9uV10uuPC+DTCGp9A9c3Qcg52euzql4d13FjST59moRd38keXyjYsjRZTLo4CXOVOQvqL0Cp0PPbQ0mC74fpPpTotg0cct8qIW16OtHLlvGycxeyQkPxmD+fIju/xbxkSWOXJuQBBbbBehr/lJ7He3L4+WF8K/qyo9UOzHGh1+ZrvIhOIajf57Qo727sMj+cJJG8tD+JISY49euBRYWKxq5IEAQhT/Gx9yG4eTBqrZqBpwcSlhT2cQGazgTnMro3jmnxstfn+PXX2Hz5Je8WLyb93j3Z4wsF1+rbq3kc/5g5defgamWA/USXV8Djo9Bsju7DiVwm+fx5Qtu2Iy4oGLsO7fE5eQL7Lp3zxARpIXcocA2WJEnserSLXsd7kZKVQlDzIEZXG01sspqem64RlpDGtgE1aFQmb21Y1FxcT9Sx15h7OeE8foqxyxEEQciTSjmUIqh5EJmaTAadGUR4SviH32xqCZ03Q2oMnJgge20KpRLPhQswdXEhfMxYNO/fy55DKHh+Df+VHY920KNMD74s8qX+Ez7/CX6eAxW6QJ0R+s/3EbKjong7chRvh36DwsKCoju/xXP+fEwcHIxdmpDHFKgGKz4jnhHnRhB4I5B6nvU41P4QtTxqERafRvdNV4lJzuTbgTWpW9LZ2KV+nLgQ3i1ZhjpDhcfKDSjF0kBBEIRPVsaxDEHNgkjJTmHQ6UFEpkR++M2eVaDRZHhwCO4flL02lb09XitXkB0TQ8TkACStVvYcQsERlx7H1MtTKWlfkgmfy/+hwB/Eh8KhgeBWHtqvyTVDLSS1mvhvvyW0dRtSLl7EZexYfI4cxqpGDWOXJuRRBabBuhJxhS5Hu3At4hoBNQNY3Xg1DhYOhMak0H3TVZLS1XznV4vPizkau9SPo1GTsnwAiS/McerXC8uKYmmgIAhCTpVzKkdQsyCSMpMYeHogUalRH35zvbHgXQOOj4PEj3gC9oEsK1XCzd+flPPnid+6Vfb4QsEgSRLTf51OclYygQ0DsTDR89CGrFTY+xWggB67wMwAI+A/QPr9+7zq3oN3CxZiWb06Pj8ew3nIYLGPXciRfN9gZWuyWX5rOUPODqGQWSF2t9lN73K9USgUPI1Kpvuma2SptewdXJtK3vbGLvejaX5aTOTJKMy8XHAeN8nY5QiCIOQb5Z3Ls7HZRhIyE/A940t0WvSH3agygU6bQJMNPwwDPTxlcviqD7YtWxK9YiVpN2/KHl/I/3Y/2c2l8EtMqDGB0g6l9ZtMkuCHERDzGLpuBcfi+s33ATTJyUTNncer7j1Qx8TgtXIFhTdvwqxw3pkcLeRe+brBepP0hr4n+7LtwTa6le7G3rZ7KeNYBoAH4Yn03HwVlRL2DalDOY9CRq72E0TeJXrNZtTpJnguW43S3NzYFQmCIOQrlVwqsbHpRmLSYhh0ehCx6bEfdqNTCWixAELPw40g2etSKBR4zJuLqbcX4ePGo46Lkz2HkH89jX/KspvL+ML7C3qW6an/hFfWwMPD0GQGlGyi/3x/Q5Ikkk6eJLR1GxJ278ahd298ThynUMuWYoiFIJt822AdCzlGt2PdCEsOY0WjFcyoMwNLE0sAbr9JoFfQNazMTNg/pA4lXW2MXO0nyM4gddUg3r+wxPGrXlhWqWLsigRBEPKlKq5VWN90Pe/S3uF72pe49A9sZqoPgFIt4OwMiHkqe10qGxu8V61C8/49ERMnImk0sucQ8p90dTqTLk7C3tyeOfXm6L+pCPkFfpoJn3WAemP0m+sfZIWFETZ4COFjx2Hi4kKx/ftxnz4Nla2tUesS8p9812ClZKUw+dJkplyeQlnHshxqf4imRZv+++u/hcbRN/g3HK3N2D+0DkWdcsca4I+lPTWLyLOJmHm54jLe39jlCIIg5GvV3aqzrsk6wlPC8TvrR0JGwj/fpFDoNvKbWsHhwbolgzKzKFsWt+nTSL1yldiNG2WPL+Q/S28sJSQxhPn15+Nooed95wmv4ODXuuMLOqw32lALKSuL2I2bCG3bjvRbt3CbEkCx/fuwrFjBKPUI+V++arDux9yn27FunHx5kmFVhrG1xVbcrf9zltWl5zH033YddzsL9g+pg5e9pRGrzYFXl4nevJvsNBM8lqwQp4kLgiAYQA33GqxpsoY3SW/wO+NHYmbiP99k6wbtVkHk73BhsV7qsu/aFbsO7Yldu47Uq1f1kkPIH35+8zP7n+3n6/JfU8ezjn6TZaXBvq9A0kLP78DcOKuF0m7cILRTZ2JWrsTmiy/wOXkCx379UJiYGKUeoWDIFw2WVtISfD+Yfif7oZE0bG+5nW8qf4NKqfr3NT89eseg7Tcp5mTNviF1cCuUR5uSjCRS1w0h4bk1jn16YVWtmrErEgRBKDBqe9Rm9ZereZn48sObrM/aQ+XecGkphN2QvSaFQoH7zJmYlfAhfMJEst994DAOoUCJSo1i5pWZfOb0GSOrjtRvMkmCY6Mh6gF0DtbtSTQwdUICEVOm8rpvP6SMDLw3bsB79SpM3dwMXotQ8OT5Bis6LZrBZwez6vYqGhdpzIF2B6jqWvW/rjl+L5Khu25R1sOWvYNr42yTd4dBaI/5E/lLFqaerriMn2jscgRBEAqcul51WfHlCl68f8HQs0NJzkr+55taLYJC3nBksG5ctcyUVlZ4r1yJNi2NiPHjkdRq2XMIeZdGq2Hq5alkabIIbBCIqcpUvwmvrYf7+6HxVCjdXL+5/ockSbw/dJjQVq1JPHoUJz9ffH48hm2jRgatQyjY8nSDdSHsAl2PduVezD1m153N0i+WYmdu91/XHLnzlpF7blOlsD27fGthb5WHzzV4coLoncfJTjHBY9ESlJZ5dImjIAhCHtfQuyHLGy3nScIThv40lJSslL+/wcIOOm2A+JdwZppeajIvWRKP2bNIu3mTmFWr9ZJDyJu2PdzG9ajrBNQMoJhdMf0mC70AZ6ZD2bZQf7x+c/2PzBcveNO3H5FTp2Lm40Pxw4dwHT9evF8SDC5PNliZmkwW/raQEedG4Grlyt62e+lcqvMfJuHsuf6GcfvvUtvHiR0Da1LIQs+f2OhTaixpQaNJeGaDQ++eWNesaeyKBEEQCrRGhRuxtOFSHsY+ZNjPw0jLTvv7G4rVh7oj4OZWeHZGLzXZtW+PfbduxAUFkXz+vF5yCHnL/Zj7rLuzjpbFWtKxZEf9Jnv/RjfUwqkkdNoISsO8zdRmZBC9YiWhnTqT8fw57nPnUHTXTixK6/l8L0H4C3muwQp9H0rv473Z/WQ3X5X7iu/afIePnc8frtv260sCDt/ni9IubB1QA2vzPLyZUZLQHhpJ5EUFph6uuI6fYOyKBEEQBKBJ0SYENgzkXsy9D2uyGk8H1/JwdASk6ufsKrdpUzEvV46ISZPJDg/XSw4hb0jNTsX/oj8uVi5MrzNdvyPZs9N1Qy002f8aamGY0ecply4R2q49cZs2Yde6NSVOnsChWzcUBmruBOHP5JnvPkmSOPjsID1+7EFMWgzrmqxjUs1JmKv+uJ9qw/kQZh97RIvybmzqWx0LU9WfRMxD7u4h5tBlspJVeCwMRGmdN0fLC4Ig5EctirVgYYOF3Im+w8hzI0lXp//1xSbm0HkTpMXDj2N0wwBkpjQ3x3vlClCreTtuHFJWluw5hLxh/rX5RKRGENgwkEJmhfSXSJLgx7EQeRc6bwbnUvrL9S/Z0dG8HTuWML/BKExMKLJ9O56BizBx1PPoeUH4AHmiwUrMTGT8hfHMvjqbKq5VONT+EA29G/7hOkmSWH72GYGnntC+sidre1fD3CSPN1fv35C2I4D4ZzbYd++Gde3axq5IEARB+B+tirdiXr153Ii6wehzo8nUZP71xe4VofE0eHwU7u3TSz1mRYviMX8+GXfvEb1smV5yCLnbj6E/ciz0GEMrDf3D8C/ZXd8Md/dAowAo00qvqSSNhvjvviO0dRtSfj6H86iRFP/he6xr19JrXkH4GLm+wbr17hZdj3Xllze/MK76ODY124SLlcsfrpMkiUUnn7D65+d0q+7Nih5VMFXl+pf397RatAeHEnnFHBM3V1z9xYHCgiAIuVW7Eu2YU28O1yKvMfqX0WRp/ubJUd2RUKQunJio27eiB4VatsChb1/id3xL0hn97PkScqew5DDmXZtHVdeq+FXy02+yV5fhVACUaQ0N9fs+Jf3hQ1717MW7ufOwrFQJn2NHcRk2DKVZHh5gJuRLubYDUWvVrP99PQNPD8RUacrO1jv5usLXKBV/LFmrlZh59CGbLobSt3ZRArtUQqU0zmnhsvptI7HH75GVqMJj3gJUNsY5pE8QBEH4MB1LdmRmnZn8Gv4rY8+PJVuT/ecXKlW6qYKSFr4fBlqtXupxmzgBi0qViJwylaw3+mnkhNwlW5vN5EuTUaJkUYNFmCj1uAc98S3s7w+OPnodaqFJSSVqwQJedetOdmQknsuWUnhLMGZFi+olnyDkVK5ssCJSIhh4eiAb7m6grU9bDrQ7QAXnCn96rUYrEXD4Pt9efY1fg+LM6VAeZX5orqKfkL5vLnFPbLHr0gWb+vWMXZEgCILwAbqU7sL02tO5+PYi4y+MJ1v7F02WQzFoFQivLunODdIDhZkZXsuXg0rF2zFj0Gb+zdJFIV/YeHcj92LuMaPuDDxtPPWXKDsD9vUFdSb03K07ikBmkiSRdPoMoW3akLBzF/Y9ulPixHHs2rTR78AOQcihXNdgnXl1hq7HuvIs4RkLGyxkfv35WJv++VAHtUbLuP2/s+9mGKMal2RK63L54wdOk432wGAirhXCxNUFt8mTjF2RIAiC8BG6l+lOQM0Afgn7hUkXJ/11k1WlD5RpAz/PhneP9FKLmbcXnosWkvnoMe8WLNRLDiF3uBF1g6B7QXQs2ZGWxVrqL5EkwfHxEHFb9+TKRf5x6Flvw3k79BvCR49G5eBAsb178Jg5E1UhPQ7rEASZ5JrZ5WnZaSy+sZhDzw9R0bkigQ0CKVyo8F9en6XWMmrPHU49jGJiizIM/7KkAavVs4tLiP05lKz3thTePA+VrWFGnQqCIAjy6V2uNxpJw+Ibi1FdUrGwwcI/LtdSKKDdKthQBw4PBr+fdZMGZWb75Zc4+Q4iLngLVp9Xx65dO9lzCMaVmJlIwKUAihQqQkDNAP0mu7kFft+l23NVrq2soaXsbOK2byd23XpQKnGdNAnHvl+hMMk1b1kF4R/liu/Wp/FPmXhxIq8SXzGowiCGVx2OqfKvDwXOyNbwza5b/PI0hhltP2Ng/eIGrFbP3t4i/fuVxD1xwq5jR2wa/nFaoiAIgpA39P2sLxqthmW3lqFUKFlQfwEq5f9Mt7VxgfZrYE9POL8Qms7SSy0uo0eTdud3ImfOwuKzzzAvUUIveQTDkySJWVdmEZcRx67Wu7AytdJfstdX4eQkKNVcNzVQRmm3bxM1cxaZz59j07QJ7lOmYOqpx2WOgqAnRl0iKEkS3z3+jl7He5GSlcLm5psZU33M3zZXaVlqBu24wflnMSzoVDF/NVdZaUgH/Yi84YSJkzNuAZONXZEgCIKQQwMqDGB0tdGceHmCGVdmoNFq/nhRmVZQrR9cXql7A6sHClNTvJYvQ2lhQfiYMWjT/uFQZCHPOPT8ED+9+YlRVUdR3qm8/hIlRcD+fmBfBDoHyTbUQvP+PZHTp/O6dx80KSl4r19H4bVrRXMl5FlGa7DiM+IZcW4Ei64voq5nXQ62P0htj78/4yk5I5v+W69zNSSOpV0r07tWEQNVayA/zST2UjSZ8eA+ew4qO/k3jAqCIAiG51vRl+FVhnM05Cizr85GK/3J1MAWC8ChKBwZApnJeqnD1M0NzyWLyXwRQtTsOUh6OOhYMKzQxFACrwdS26M2/cv3118idaauucpK1Q21sLTPcUhJkkj84QdCWrfh/eEjOA4cSIkfj2HbuLEMBQuC8RhlieDViKtMuTyFpMwkAmoG0Ktsr38cTvE+LYv+W6/zMCKJNb2q0aaSh4GqNZCQc2Sc3krsYzcKtWuLbeMvjV2RIAiCIKOhlYei1qrZdG8TKqWK6bWn//fRI+a20GkTbGulO1eow1q91GFTrx7Ow4YRu24dVjVrYN+li17yCPqXpcli0sVJWJpYsqD+gj89ykY2J/3h7Q3o/i24lstxuMzQl0TNnk3ab79hWbky7lu3YFG2rAyFCoLxGbTBytZks+YtdS8OAAAgAElEQVT3NWx/sJ3idsXZ2HQjZRzL/ON9cSmZfLXlOiHRKWz4qjrNPnMzQLUGlJ6AdHg4EbfdUTk44DZFz5tTBUEQBKMYXmU4GklD8P1gVAoVU2tN/e8PGIvUhnpj4PJy3bLBsm30UofzsG9Iu32LqDlzsahQAYsy//y7WMh9Vt5eyZP4J6xtvBYXKxf9Jbq5DW5th/rj4LMOOQqlzcwkbtNm4oKCUFha4j5rFvbdu6HQ0xlagmAMBmuwwpLC8L/oz4O4B3Qt3RX/Gv5Ymlj+433RSRn0Dv6NtwlpBPf/nIal9fgPiLGc8CfuRgqZMTZ4rZmJiYODsSsSBEEQ9EChUDCq6ijUWjXbH27HVGmKfw3//26yGgXAi7NwdBR419QNwZC7DpUKryVLeNmpM+GjRlPs0EFxmH0eczn8Mjsf7aRX2V58UfgL/SUKuw4nJkKJJtB4Wo5Cpfz6K1Fz5pD9+g2F2rXDbZI/Js7OMhUqCLmHQT4uOBZyjK7HuvI6+TXLGy1nZp2ZH9Rchb9Pp/umq0S8T2f71zXzZ3P18AgZlw4T87AQhVq3olCzZsauSBAEQdAjhULBuOrj+KrcV+x6vItlN5f9914oEzPdAIHMZDg2SnfmkB6YODvjtXwZWWFhRM2YIfZj5SGx6bFMvTyVkvYlGVd9nP4SJUfpDhO284IuwfC/EzA/kDomhvDxEwgb5IsCBUW2bsFryf9j776joyq3Po5/Z9ILJCQhlY6AIE2adFGKShXF3lC6gIBo6J3QmyCggHBVbCBFmggIShFQkKoU6SUJCTW9znn/mHu5lxeFkMwwKb/PWv6ROc/Ze2ctOSt7znP2maTmSvItu97BSkhLIGJ3BGtOraFGYA0mNJpAiHfWnp06eyWRl+fvJi4lnc87PULNkvnwrk58NMaqfkTtC8PJpxBBQ3P2zZCIiOQNJpOJ8NrhZBqZfPrnpziZnehbo+9/72QFVoRmI+CHwbDvc+uEQTvwrF2bon37EjttGh61auH38st2ySO2YzEsDN0xlMT0RBa0WIC7s7t9EmWkWYdapMbBq8vA0++eQxgWC9eXLCFm6jSMlBQCevbEv2sXzG62f9ebSG5itwbrUOwhwreGE5kYydvV36ZLlS63v2DxH5yISeCVBbtIy7DwVZe6VA7Lh9P0DANW9ebKAYOUS+mEzRiGs9+9X7xERCRvMplMDKoziExLJgsPL8TZ7Ezvh3v/d8EjPeDY99aBF6UagZ99Xkvi37kTSXv3EDN+Ah5VquJRpbJd8ohtfHnkS3Zc3MGQR4ZQrkg5+yVaPxDO74YOCyH43v+fSDl6lKgRI0g5cBDPunUJHj4ctzL56NU6Indgly2CV1Ku8Pr3r5NpZLLoiUX0qNYjy83Vkag4Xvh4J5kW+LprvfzZXAHs/RepezZz+XAhCrVoQeEnn3R0RSIicp+ZTCaG1B3Cs+WeZd7Becw9MPe/B81meHoumMywojv83fuzbFGD2UzohAk4FQ3gYt++ZN64YZc8knNHrx5l2t5pNCnehBcqvGC/RL9/Bns+gfrvQOV7mzJpSUzk0sRJnH62A+nnLxA6aSIlFi1UcyUFil0arEuJl3isxGMsbbOUGkE1snzewQvXeWn+LlyczHzTrS4VggvZozzHu3oK4/shRB4ogdm7EMHDhzm6IhERcRCzyczwesNpV7Ydc/bPYd7Bef896FscWk6B87vgl5l2q8G5SBGKTZ9OekwMkYMG63msXCg5I5nwreH4uvkyuv7ou77eJtsu7IW1/aFME2g64p5Ojf/xR062bsPVRYvwffZZyq5bi0/btvarVSSXskuDFeodytRHp+LjlvW7T3vPXuWV+bvxdnNmSbd6lC2aT6cZWTJhRQ+uHnUnJTKFoKFD9ZCniEgBZzaZGVV/FK3LtGbWvlksPLzwvwerPm8djb05AqIO2q0Gj2rVCHr/PRI2b+bqon/ZLY9kz+TfJnPmxhnGNRpHEXc7PZeeEAPfvAqFgqHDInDK2u6j9MhIzvfsxYWevXAqVIiSX35JyOhROPnm/GXEInmRXZ7B8nXzvadvK345eZnOn+4hqLA7X3R+hFDfu08YzLN+mUnqH78RezAM76aPUrhVS0dXJCIiuYCT2YkxDcaQaclk+t7pOJmceOOhN8BkgtYz4NxuWN4Vuv4ELvYZbFDktddI+m0PMVOn4lG9Gp41sr4LRexn09lNLD2+lLcqv0XdkLr2SZKZDkvegORr0GlDloZaGOnpXP18MbEffgiGQeD77+H3+uuYXFzsU6NIHuHwt7r9dCyGNxf9RrEiHnzTrW7+bq6iD2FsiiDqcFlMnp4Ejxiu2+YiInKTs9mZcY3G0bxkc6bsmcIXR76wHvD0g3azIfYIbB5jt/wmk4mQcRG4hIZysd+7ZFy9ardckjXRidGM+GUED/k/RK/qveyX6IchcO4XaDsLQqredXny/v2c7vAcMZMm4VWnDmXXrMa/Uyc1VyI4uMHa8Ec0XT/bS9mi3nzdtR6Bhew0ajQ3yEiF5d24dsaf5HMJBA8ejEtgoKOrEhGRXMbZ7MzExhNpWqIpE36dwNdHv7YeKNcManWCnbPh9Da75XcqVIiwGdPJvHaNyPABGBaL3XLJnWVaMhm0bRDplnQmNp6Ii5Odmpf9X8KvH0O9XlD1uTvXdOMGUSNHcuall8m8fp2wWTMpNncOLmFh9qlNJA9yWIO1+kAkb3/xO5VCC/NVl7r4ebk6qpT7Y0sEaSePEvO7G96PPkrhtm0dXZGIiORSLmYXJjeeTJNiTYjYHcHS40utB1qMAb8ysLIHpNhv2p/HQw8RNHgwidu3c2XevLufIHax8PBC9lzaw5BHhlCycEn7JIncB6v7QunG0GzUPy4zDIMbq9dwsmUrri9Zit/rr1Nm7VoKN2+u3Tgi/49DGqxv916gz9f7qFGyCIs7P4KPZz6/nXx2J8b2mUQdeRCTmzvBo0fpYiQiInfk4uTC1CZTaRTWiNE7R7PirxXg6gXPzIO4SPh+gF3z+77wPIVbtyZ25iwSd+22ay653cHYg8zeP5unSj1F27J2+lI28TJ8/Sp4B95xqEXamTOc79SJyPffxyU0lNLfLiVo0ECcvL3sU5dIHnffG6zFu87y3tIDNHgggE/frIO3m93edZw7pMbDim5ciyxG0qlrBA0ciEtQkKOrEhGRPMDVyZXpj02nfmh9RvwyglUnV0GxWtD4PTjwFfz5nd1ym0wmQkaNxLVUKS6+9x7pMTF2yyW3SkhLIHxrOMFewQyrN8w+X8pmZsDSjpB0GV5YDF63TzS2pKURO3s2p9q2I/ngIYKGD6PU11/hXqmS7esRyUfua4P1yfbTDF15mKYPBjL/9Vp4uDrdz/SO8cMQ0i5cJOY3Z7waNsTnmfaOrkhERPIQNyc3PnjsA+oE12HYjmGsPbUWGr8PoQ9bt3bFR9stt9nLi7AZ07EkJBDZ/z2MjAy75ZL/itgdQVRiFBMaTaCQq53eCbpxOJzZBm0+gNDqtx1O3LWb023bcXnWhxRq1owy69bi9/LLmJwKwN9uIjl03xqs2VtOMGbNn7SsEszcV2vi7lIA/oEeW4+x91OijlfG5ORMyBg7vhhQRETyLXdnd2Y1nUWNwBoM3j6Y9ed/hPbzID0JvusFdnwxsHv58gSPGEHSb79Zx3GLXa0+uZo1p9bQvVp3qgfe3vjYxMElsGs2PNIdqr14y6GMK1eIHDCAcx07YmRmUnz+fMKmTdVgLpF7YPcGyzAMpvxwjMk/HKP9w2HMfPFhXJ0dPh3e/hKvwKreXI99gKTjMQSGh+MSEuLoqkREJI/ycPZgdtPZVC9anYFbB7Ix6Sw0HwMnNsKehXcPkAO+7Z/Gp8OzXPnoYxK2brVrroLsfNx5InZHUCOwBl2rdLVPkqgDsOodKNkAWoy9+bFhsXBtyRJOtmzFjXXf49+jO2VWr8K7UUP71CGSj9m10zEMg4i1R/hwywleqlOcqc9Vw9mpADRXhgFr+pJ+OY6YnRa86tfD9/k7jz0VERG5G08XT+Y0m0PlgMqE/xzO5uCyUPZx2DAUrpy0a+7goUNxq1CByPABpEdF2TVXQZRuSWfgtoGYTWYmNJqAk9kOO30Sr1iHWnj6wXP/gn+PfU85dpyzr7xK9PARuJcvT5mVKwjs0wezez5+fY6IHdmt27FYDIZ9d5gF20/TsX4pxrWvgtlcQLbHHVyC8ecqov6qimEyEzx6jLYGioiITXi5eDG32Vwq+lek/9b3+LnOa+DkCsu7WgcX2InZ3Z2wGdMx0tK42O9djPR0u+UqiObun8vBywcZWW8kId522PGSmQHfvgkJl+CFz8E7EEtSEjFTpnD62WdJO32akPHjKfHZp7iVLWv7/CIFiN0arPBlB1m86xzdHy3LiDaVCk6DceMCrHufG9crk/jnBQLf649rMb18T0REbKeQayE+av4R5YuUp9+vY9neqAdc3APbp9s1r1vp0oSMHUPy/v3ETLNvroLkt+jfWHBoAc+Ue4YWpVrYJ8mPo+D0z9B6GoTVJH7LFk61bsOVBZ/g064tZb5fh2/7pwvO32sidmSXBuv81WS+3XuBfs3KM+DJCgXnH6vFAivfJj0+k0vbU/CsU4ciL7549/NERETuUWHXwsxrPo+yvmXpc2opOys2h58nwMXf7Zu3ZUuKvPwyVxctIv7HH+2aqyC4kXqDgdsGUrJwSQbUttO7zQ59C7/MhNqdSQ9pxoXe73Chx9uYPD0oufhzQiMicC5SxD65RQoguzRY15PTGPTUg/RpVq7gNFcAv83HOPUzUSerY1gMQiLGYjIXgGfORETEIXzcfJjffD4lfUrSO/00v/oGwYpukJ5s17yBAwfg/tBDRA4cRNr583bNlZ8ZhsGIX0ZwNeUqExtPxNPF0/ZJog/Bd70wwh7hasxDnGrZioStWynarx9lli/Hs1Yt2+cUKeDs8td/sSKedHu0gO3fjT0OG4dzI7kOiQdOEdivH67Fizu6KhERyed83X1Z0GIBxQuVoFcRD/YknIVNI+2a0+zqStgHMwC42LcfltRUu+bLr77961t+PPcjfWv0pZK/HV7em3QVvn6F5ARfTq9x59LEyXjUqkmZNasJ6NYVk6ur7XOKiH0arCKeLvYIm3tlpsOKrqSne3Jpy3U8atWkyKuvOLoqEREpIPzc/ZjfYj7BhcJ4OzSUffsXwsnNds3pWqwYoRPGk/LHH8RMnGjXXPnRyesnmfTrJOqH1ue1Sq/ZPoElk8wvOhK9OY4z35nJvHaDsBkzKP7xx/oCWMTOtH/NFrZNxbi4j+iTD2OkpRM6VlsDRUTk/grwCOCTFp8Q5B1Gj5BgDqzpCcnX7JqzUNOm+L31Fte+/Ioba9faNVd+kpqZyoCtA/B08SSiYQRmk23/ZjAMg7jJXTg5+yjX/vKkyCuvUGbdWgo/+UTBenRDxEHUBeTUxd/h50nEGY+RsOcIRfv2xbVUKUdXJSIiBVBRz6IseGIhfp6BdC9s5vCq7nbPGdivLx4PP0z0sOGknjpt93z5wYy9Mzh27RhjGowhwCPAprHTzp3j/EvtuLhoJy4BRSi1ZAnBQ4fg5O1t0zwi8s/UYOVEejKs6EaGUxCXfojCo3p1/F63w21+ERGRLAryCmJhqy/wcS1M18TD/Ll7ll3zmVxcCJs+DZOrKxf79sWSbN8BG3ndtgvbWHxkMa9UfIXGxRrbLK6Rlsbljz7iVOs2JP9xnKDHfSi1dgseVSrbLIeIZI0arJzYNAoj9jjRJ6thSU4hZFwEJic7vHldRETkHgR7BbOw9TcUMjvT5c+POHZ+m13zuQQHEzp5Eql//UX02LF2zZWXXU6+zNAdQylXpBz9avazWdzEX3/lVPtniJ3xAd7FMijTwYLfhBWY3OwwlVBE7koNVnad+gl2zyXetTXxOw9Q9J3euJUp4+iqREREAAj1KcGCx+fgYTHovLkXx68cs2s+70aN8O/ejRvLlnN9+Qq75sqLLIaFoduHkpieyOTGk3FzcstxzIxr14gcNJhzr7+BkZJC8RdLUKzuJVze/AwKh9igahHJDjVY2ZF8HVa+TYbHA0SvOYV7lSr4dezo6KpERERuUbxEAxY+2BnXjDS6fP8aJ6+ftGu+or164fnII0SPHk3K8eN2zZXXLP5zMTsidxBeO5yyvjl7lY1hGFxftoxTTz7FjdWr8e/ShTLvN8SbXfDURChR10ZVi0h2qMHKjvUDIT6a6FOVsSQkEjouApOzs6OrEhERuU2J+v34xK085rQEOn3fkVM3Ttktl8nJibApkzF7e3OxT18siYl2y5WXHLlyhOm/T+fx4o/zXPnnchQr9cQJzr72GlFDhuL6wAOUWbGcwJblMO+aDg+/BrXeslHVIpJdarDu1Z+r4MBXxHk/T/zPvxLQsydu5co5uioREZG/ZzJRqt08PrmagpF6g84/dOJs3Fm7pXMuWpSwKVNIO3uWqOEjMAzDbrnygqT0JMK3huPn5seo+qOyPSbdkpxMzPQZnGr/DGl/nSAkYiwlP/8MN18LrOgOYTWh5RTQGHYRh1ODdS/iL8HqPmT4ViV6+SHcK1XCv5O+KRIRkVyuUBBlWs7gk4uRZKTG89YPb3E+7rzd0nnVfYSi7/Qmbu1arn/zjd3y5AWTfpvE2bizjGs0Dl9332zFSNi2jVNt2nLl44/xadWKMt+vw/fZZzGlxcPXL4OLBzz/Obi427h6EckONVhZZRiw+h1IT+LSiYpkxsUTMn4cJhcXR1cmIiJyd5Xa8kCl55h//hypaYl02tCJiwkX7ZbOv2tXvBo14lLEOJL/+MNueXKzjWc3suyvZbxV+S0eCXnkns9PvxTDhb79ON+lKyZXV0p8+imhE8bj7OcHFgss7wbXzsBzn4JPmO1/ARHJFjVYWbXvczi+nni/14jbtI2A7t1wr1DB0VWJiIhk3VMTqOARyPxrKSSkJdDph05EJUTZJZXJbCZ00kSc/P252LcfmXFxdsmTW0UnRjPyl5FU9q9Mz4d73tO5RmYmVz9fzKmWLUnYvJmifd6h9MoVeD1S57+Ltk6C49/DE+OhVAMbVy8iOaEGKyuunob1g8gMbkDUl7txe/BBArp2dXRVIiIi98bdB9p/RMXLZ5jvWZG41Dje+uEtohOj7ZLOuUgRwqZNIz0qiqghQwrM81iZlkwGbhtIhiWDiY0n4mLO+m6X5D/+4MwLL3IpIgKP6tUps3oVAT16YHZ1/e+io+vgp/FQ7WWo08UOv4GI5IQarLuxZMLKt8Fk5tLxsmRev06otgaKiEheVaoh1OvJQ/u/5aMH3+Ja6jU6b+hMTFKMXdJ51niYwP79id+4iWuffWaXHLnNgkML2HtpL0PqDqFE4RJZOiczIYHoiHGcee550qOjCZ06heIL5uNasuStCy//BSu6QUh1aD1NQy1EciE1WHez80M49wvxQZ25sW4TAV274F6xoqOrEhERyb7Hh0FgJapunsRHDSYSmxRLpx86cTn5sl3S+XV8A++mTbk0eQrJ+/fbJUdusT9mP3MPzKVl6Za0KdPmrusNwyDuhw2catmKa4sXU+TFFyi7bi0+rVrdPnEwJc461MLJBV5YbB1uISK5jhqsO7n0B2weS2app4j+12bcypUjoHt3R1clIiKSMy7u8Mw8SLpK9V0LmNN0NpeSLtH5h85cSb5i83Qmk4nQcRG4BAdzod+7ZFy7ZvMcuUF8WjwDtw0k2CuYoXWH3nUke9qFi5zv3p2Lffrg5O9Pqa+/Inj4cJwKF759scUCK3vAlZPw3L/At7h9fgkRyTE1WP8kI9U6ncfdl0tHipFx5Qoh48Zh+t890CIiInlVcBV4fAgcWUXNSyeY3XQ2FxMu0mVjF66l2L4BcvLxIWz6dDIvXyZy4EAMi8XmORzJMAzG7hpLdGI0ExpNoJBroX9em57O5fnzOdW6NUm/7SFw4ABKL12CR7Vq/5xg21Q4ugZajIXSje3wG4iIrajB+ic/TYBLh0go1oMb363Fv1MnPKpUdnRVIiIitlP/HShRD9a9T233YGY1ncW5uHN02dCFG6k3bJ7Oo0plAgcNJPHnrVxZ8InN4zvSmlNrWHd6HT2q9aB6YPV/XJe0dy+nn3mG2KnT8G7UkLJr1+DfsSMmZ+d/Dn78B9gSAVWeh7o97FC9iNiSGqy/c2437JhBZsWXiPp4Na5lyxLQ821HVyUiImJbZido/xEY1u1ndYPqMPOxmZy+cdpuTVaRl16icMuWxM6YQeKvv9o8viOcjzvP2F1jqRlUk85VOv/tmoxr14gcOpSzr7xKZmIixebModisWbiEhNw5+JWTsKyL9Y5jmw801EIkD1CD9f+lJlin8/gUI+agHxkxMYSOi8Ds5uboykRERGyvSCl4cgKc2Qa75lA/rD7TH5vOiesn6L6xO/Fp8TZNZzKZCB49GtcSJbjYvz8Zl+0zWON+SbekM2DbAJzMTkxoNAEns9Mtxw3D4PrKlZxq2YobK1bi1+ktyq5ZQ6HHH7t78NR461ALs5N1qIWrp51+CxGxJTVY/9/GYXDtDIkl+3B92Qr83ux45z3RIiIied3Dr0KFVvDjaLj0J42LNWZak2kcvXaU7pu6k5CWYNN0Tt5ehH3wAZa4eC6+9z5GZqZN499Pc/bP4dDlQ4yqP4pgr+BbjqWeOsW5NzoSNXAQriVLUnr5MoLefx+zZxYaJcOwvibm8nF4bhEUKXn3c0QkV1CD9b/+2gh7FpJZoztRs77CtVQpivbu7eiqRERE7Mtksm4/cy8My7tCRipNijdhSuMp/HH5D97+8W2S0pNsmtK9QnmChw8nadcuLs+eY9PY98vuqN18cugTni33LM1LNr/5uSUlhdiZMznV7mlSjh4leNQoSn75Be4VKmQ9+PbpcGQVNB8NZZrYvHYRsR81WP+RdBW+6wWBlYjd60Z6VBQh48Zhdnd3dGUiIiL2510U2syES4fgp/EANC3ZlImNJ3Iw9qBdmizfZ5/Bp317Ls+dS8L2HTaNbW/XU64zeNtgShYuSXjt8JufJ+zYwam27bg8Zy6Fn3qSsuvWUuSF5zGZ7+FPrr82We8mVn4W6vWyQ/UiYk9qsMB6G37tu5B0hcTS73DtmyX4vf46njUednRlIiIi98+DLaHG67DjAzi7E4AnSj3B+Ebj2Rezj96be5OckWzTlMHDh+H2wANEvv8+6Zcu2TS2vRiGwYhfRnAt9RqTGk/C08WTjNhYLvZ/j/OdOmMymSixaCFhkybhHBBwb8GvnoJlb0HQQ9B2loZaiORBarAADi+DP1Zgqf8eUdMW4VKyBEX79nF0VSIiIvffE+PAp7h14FOqdcDFU6WfYmyDsfwW/Rt9NvchNTPVZunMHh6EfTADS2oqF9/tj5GebrPY9rL0+FI2n99M3xp9ebBIBa599RUnW7YifsMGAnr1ovSq7/CqV+/eA6clwtevAqZ/D7XwsnntImJ/arBuXLTevSpWh5hdGaSfP0/o2LGYPTwcXZmIiMj951YInpkHN87DD4NvftymbBtGNxjNrqhd9NnSh7TMNNulLFOGkFGjSN67l9gPPrBZXHs4ef0kk36bRIPQBnQw1eTMSy8RPWo07pUfovSq7yjaq2f2Jg8bhvVRhdgj0GEh+JW2ffEicl8U7AbLMOC7npCZTlLpXlz74kuKvPIKnrVrO7oyERERxylRFxr0gd8/g6Prbn789ANPM6LeCHZc3EG/n/qRnmm7u00+bVrj++ILXFnwCfGbt9gsri2lZqby/tb38bN4MHB3MGefe4H0CxcJnTyJEgsX4lY6B03RL7Pgj+XQdDg80NR2RYvIfVewG6zfFsCpLVgeHUHkpDm4hIUR+G4/R1clIiLieE0GQ1AVWNUbEmJvfvxs+WcZVncYWy9spf/P/Um32K7JCho0CPdKlYgcNIi0CxdtFtdWpu+dju/uY0ybn0ny4m/w7dCBsuvW4tOmDaacPCt1cgtsGgGV2kGDvrYrWEQcouA2WJdPwIZh8EAzYrdfJ/3sOULGjsXspf3OIiIiOLtatwqmxsPqPtZdH//2fIXnGVRnEFvOb2HA1gE2a7LMbm6EfTADLBYu9uuHJc122xBzavveFYSO+Yz3l1nwLFKUkl99SciokTj5+OQs8LUz8O2bEFAB2s3RUAuRfKBgNliZGbCiK7i4k1SqO1c//QzfF1/Aq+4jjq5MREQk9wiqZN2ydmwt7Ft8y6GXK75MeO1wNp7dyOBtg8mwZNgkpWvx4oSMiyDl0CFiJk22ScycMNLTOfvRTLw7DqbaGfB/711KL/sWz4dtMGk4LQm+eRUMC7z4Bbh55zymiDics6MLcIjt0+HiXixt5hE1dDrOIcEEvve+o6sSERHJfeq+DcfXw/qBUKrhLcMXXqv0GpmWTKbunYrZZGZcw3E4mZ1ynLJw8+Ykv/EGVz/9FM9aNSn85JM5jpkdSfv2ET1yJKnHjvNHOScemTSfwIrZmA74dwzDemcw+jC8vAT8y9omrog4XMG7gxW5D36eAJU7cHnLedJOnyZkzBicvLU1UERE5DZmMzw9F0xmWNkDLJm3HO5YuSN9avRh3el1DP9lOJn/73h2BfZ/F49q1YgaMpS0M2dsEjOrMm/cIGrESM6+/Apxl6OY/KwZl8nDeMBWzRXArrlwaAk8PgTKt7BdXBFxuILVYKUnw/Ju4FWU5JJvcWXhInyf64B3gwaOrkxERCT38i0OLSfDuZ3wy8zbDneu0pme1Xuy6uQqRu0chcWw5DilydWVsOnTMDk7c6FvPywpKTmOeTeGYXBj9WpOtmzF9W+/xXihNd3fSqNws+Y8V+F52yU6vRU2DIUHW0PD/raLKyK5QsFqsDaPhcvHsLScQeSo8TgHBhIYHu7oqkRERHK/qi9Yp9xtjoDoQ7cd7l6tO92qdmPFiRWM2TXGJkzW7goAACAASURBVE2WS2gooZMmknr0KJcixuU43p2knTnD+U6diHw/HJewMEK+/pwB1Y7gVdifkfVG5mxK4P+6fg6WdgT/B6D9R9Y7hCKSrxScf9Wnt8HO2VC7C5fXHyXtxElCxozGqVAhR1cmIiKS+5lM0HoGePrB8q6QfvsdpZ7Ve9K5Sme+Pf4t43aPw/ifyYPZ5f3oo/h37cr1pUu58d13OY73/1nS0oj9cDan2rYj+dBhgkcMp9RXXzI9fiVn484yodEEfN19bZMsPdk61CIz/d9DLfQ3iEh+VDAarJQ4675xvzIkh73IlQUL8GnfHu9GjRxdmYiISN7h6QftZkPMn7B5zG2HTSYT7zz8Dh0f6sg3x75h4m8TbdJkFX2nN561ahE1chSpJ07kON5/JO7axem27bj84YcUataMsuvWUuSll9hwfhPL/1pO5yqdqR1c2zbJDAPW9IOoA/DMfAgoZ5u4IpLrFIwGa/1AiLuI0Xo2UcPH4OzvT9DAAY6uSkREJO8p1xxqdbLuCjm97bbDJpOJd2u+y6sVX+WLI18wZc+UHDdZJmdnQqdNxezpyYU+fbEkJuYoXsaVK1wMD+dcxzcxLBaKL1hA2LSpOBctSlRCFKN2jqJqQFV6VO+Rozy3+HUeHPjK+gLnCo6Ziigi90f+b7COrIH9X0Cj/lxes4fU48cJtsWLAUVERAqqFmPAr4x1d0jKjdsOm0wmwmuH89KDL/HZn58x4/cZOW6yXAIDCZs6hbRTp4gaOSpb8QyLhWvfLOHkUy2J+349/j26U2bVd3g3tA67yrRkMnDbQCyGhQmNJ+BidslRzTed2Q7rB0GFltBYr4URye/yd4OVEGt9x0RwVVIC23J53jwKt21Doccec3RlIiIieZerFzwzD+Ii4fu/3xFiMpkYVGcQz5d/noWHFzJr36wcN1ledesS0LsXcatXc33p0ns6N+XYcc6+/ArRI0bgXqECZb5bSWCfPpjd3W+umX9oPr/H/M6QR4ZQvFDxHNV6040LsOQNa0OqoRYiBUL+fdHwf17glxqP0XYOkT1H4OTrS/DgwY6uTEREJO8rVgsa9Yetk6DCU9YJg/+PyWRiSN0hZBqZzD80HxezS4633QV0707y3t+5NDYCjypVcK9Y8Y7rLUlJxM6ezdV/fYpT4cKETBiPT7t2t00F3B+zn48OfESrMq1oU7ZNjmq8KT0FvnkNMlLhxS/BXbtnRAqC/Ps1yv4v4NhaaDqcyyu3kXrkCCEjrU2WiIiI2MCj4RBSHVb3hfjov11iNpkZXm847cq2Y86BOcw7OC9HKU1mM6GTJ+FUpAgX+vYlMz7+H9fGb9nCqdZtuPrJQnyfaU+ZdWvxffrp25qr+LR4BmwdQLBXMEMfGZqj+m4yDFjbHyJ/t965KlreNnFFJNfLnw3WtbPw/UAo2ZAUv2ZcnvsRhVu2pFCzZo6uTEREJP9wcrFOxEtPglW9rU3F3zCbzIyqP4rWZVoza98sFh5emKO0zn5+hE2bSvqFi0QNHXbb1sP06Ggu9O7NhR5vY/bypOQXiwkZMwbnIkVui2UYBmN2juFS0iUmNp6It6t3jmq7ac8nsH8xNA6Hiq1tE1NE8oT8t0XQYoGVbwNgtPmQqG7v41SoEEHDbPSNlIiIiPxX0fLQfDR8Hw57F0Gtt/52mZPZiTENxpBpyWT63uk4mZx446E3sp3Ws2ZNAt/tR8zkKVxb/AUARkYGVxcv5vLMWRgWC0X7v4v/G29gcnX9xzirTq7i+zPf887D71CtaLVs13OLszutz6aVawFNBtkmpojkGfmvwdo1B85uh3ZzuLJsIyl//EHYjBl/+62ViIiI2EDtLnDse/hhCJR+FPzL/u0yZ7Mz4xqNI8PIYMqeKTibnXml4ivZTuv35psk7dnLpUmTMIqFcfq550k9cgSvRxsTPGwYrsWK3fH8c3HniNgdQa2gWrxV+e8bw3sWFwlLXgffEta7expqIVLg5K9/9TFH4MfRUKEVqd51rC8OfOIJCj/5hKMrExERyb/MZnh6Dji5wopukJnxj0udzc5MbDyRpiWaMuHXCXx99OtspzWZzYSOH4dL0aKknjpF5pUrhM2YQfGPPrprc5WemU741nBczC6MbzQeJ7NTtuu4KSPV2lylJVqHWnjouW+Rgij/NFgZabC8K7gVwnhqKpFDhmL28iJ4+DBHVyYiIpL/FQ6FVlPhwm+wffodl7qYXZjceDJNijUhYncES4/f28j1/+Xk60vxBfNxCQ6mzLq1FH7yiduGWPydD/d/yB9X/mBU/VEEewVnO/8tvg+3/v7t50Lgnacbikj+lX8arK2TIPogtJ3J1WXrSDl4kKBhQ3H293d0ZSIiIgVDlQ5QuQP8PAEi991xqYuTC1ObTKVRWCNG7xzNir9WZDutW5kyOPn74+SdtQEVu6J2sejwIjqU70CzkjYagLVnEez9FzR8929H1otIwZE/Gqzzv8G2qVD9VVJdKxH7wUy8mzWlcMuWjq5MRESkYGk1BbwCrbtK0pPvuNTVyZXpj02nfmh9RvwyglUnV9m9vGsp1xi8bTClfEoRXjvcNkHP/wrr3oeyTeFxDdUSKejyfoOVlmjd7124GEbzsUQNGYLJw4OQESOytEVAREREbMijCDw9Gy4fh00j77rczcmNDx77gDohdRi2YxhrT621W2mGYTD8l+FcT73OpMaT8HD2yHnQ+Gjry4R9wuDZBWCLZ7lEJE/L+w3WxuFw9RQ8PYdr364ied8+gocMxrloUUdXJiIiUjCVfRwe6Q67P4KTW+663N3ZnVmPz6JmUE0Gbx/M+jPr7VLWkmNL+On8T/Sr2Y8H/R7MecCMNFjyBqTGwQtfgKdfzmOKSJ6XtxusE5vgtwVQrydp5hLETJ+Bd5MmFG7TxtGViYiIFGzNRkJAeeu7KZOv3XW5h7MHHz7+IdWLVmfg1oFsPLvRpuX8de0vJu+ZTMOwhrxa8VXbBF0/EM7vgnYfQnBl28QUkTwv7zZYSVfhu15Q9EGMJkOIGjIUk4sLwaNGamugiIiIo7l4QPuPITEG1r6XpVM8XTyZ02wOlQMqE/5zOJvPbbZJKSkZKYRvDcfLxYsxDcbY5u+E3z+DPZ9A/Xeg8rM5jyci+UbebbDWvQ+JsdD+Y64tXUHSnj0EDRyIS1CQoysTERERgLAa8OhAOPwtHPo2S6d4uXjxUbOPqOhfkf4/9+fn8z/nuIxpe6dx4voJIhpGEOARkON4XNgLa/tDmcesd+pERP5H3mywDi+zXqwfHUhapj8xU6fi1agRPs+0d3RlIiIi8r8a9oNitWHtuxAXmaVTvF29+aj5R5QvUp5+P/Vj+8Xt2U7/8/mf+eroV7xW6TUahjXMdpybEmLgm1ehUDB0WKihFiJym7zXYMVFwZp3IawWRv0+RA0dhslsJmT0KG0NFBERyW2cnK1bBTPTrc9jWSxZOq2wa2HmNZ9HWd+y9Nnch52RO+85dWxSLMN2DONBvwfpW6PvPZ9/m8x061CL5GsaaiEi/yhvNViGAd/1hIxUaP8x15ctJ2n3bgIHhOMSEuLo6kREROTv+JeFFmPh1BbrcKos8nHzYX7z+ZTyKUXvzb35NerXLJ9rMSwM3j6Y5IxkJjaeiKuTa3Yqv9UPQ+DcL9B2FoRUzXk8EcmX8laDtWchnPwRWowhPdWDmEmT8apfD9/nnnN0ZSIiInIntd6CB5rDxmEQezzLp/m6+zK/xXyKFypOr8292BO9J0vnffbHZ+yK2sWAOgMo41Mmu1X/1/4v4dePoV4vqKq/O0Tkn+WdBuvKSdgwFMo+jlGrE1HDhgMQMsZG04BERETEfkwm6zhzF09Y0dW63S6L/Nz9mN9iPsFewbz949vsi9l3x/V/XPmDD/Z9QLMSzXi2nA0m/EXug9V9oXRjaDYq5/FEJF/LGw1WZgas6A5OLtBuNteXLSPxl18IfP89XMLCHF2diIiIZEWhYGgzw9qwbJ18T6cGeATwSYtPCPIMosemHhyIPfC365LSkxiwdQD+7v6MrG+DV7ckXoavXwXvQOiwyPpMmYjIHeSNBuuXD+DCr9BqGumJJmImTsLzkUfwfeEFR1cmIiIi96JSO6j2EmydAheytt3vP4p6FmVBiwX4ufvRfWN3Dl8+fNuaCb9O4FzcOcY3Go+Pm0/Oas3MgKUdIekyvLAYvGww4l1E8r3c32BFHYQt4+GhZzAqP0vU8BEYmZmEjB2DyZz7yxcREZH/56mJUDgUlneFtMR7OjXIK4iFTyzEx82Hrhu78ueVP28eW39mPStOrKBL1S7UDq6d8zo3Docz26DNBxBaPefxRKRAyN0dSnoKrOgGnv7Qaio3Vqwkcds2At99F9fixR1dnYiIiGSHuw88PReunoINw+759GCvYBY+sZBCLoXosqELx64eI92SzuhfRlO1aFW6V+ue8xoPLoFds+GR7lDtxZzHE5ECI3c3WFvGQsyf0O5D0uPTuTR+PB61alLklZcdXZmIiIjkROlGUK8n7PkE/tp4z6eHeoey4IkFeDh70HlDZy4mXMSChQmNJuBidslZbVEHYNU7ULKBdby8iMg9yL0N1pkd8MuHUOstjAeaET1iJEZ6OqFjx2proIiISH7w+DAIrGR9x2XS1Xs+vXih4ix8YiGuZleS0pMYVncYxQvlcIdL4hXrUAtPP3juX9YBWyIi9yB3diopcbCyOxQpBc3HELd6NQk//UTRvn1wLVXK0dWJiIiILbi4Q/uPrc3Vmr5gGPccokThEnze8nOKFypOqzKtclZPZgZ8+yYkXIIXPrdODhQRuUe5s8H6YTDcuADtPyYjLpnoiHF4VK+O32uvOboyERERsaWQqvD4EPjzO+tzT9kQ6h1KIddCOa/lx1Fw+mdoPQ3CauY8nogUSLmvwTq6DvZ9Dg36YhSvQ9SoURjJyYSMG4fJycnR1YmIiIit1X8HStSDde/B9fOOqeHwMvhlJtTuDA+/6pgaRCRfyF0NVuJlWP0OBFWBJoOIW7eOhE0/UrTPO7iVKe3o6kRERMQezE7WqYKGBVb2AIvl/uaPPgTf9YLideGJ8fc3t4jkO7mnwTIMWN0HUm7AM/PIuBHPpTFjca9aFb+OHR1dnYiIiNiTX2l4crz1vVO7596/vElX4etXrKPjn/8MnF3vX24RyZdyT4N14Gs4usY6USioEtGjx2BJTCR0XIS2BoqIiBQED78GFVrCplEQc8T++SyZsKwTxEfB859DoSD75xSRfC93NFjXz8P34VCiPtTrSdz6H4j/4QcCevXC7YEHHF2diIiI3A8mE7SZCW6FYHkXyEizb77NY+DkZmg5BYrXtm8uESkwHN9gWf6939qwQPu5ZNyII3r0aNwfegj/Tm85ujoRERG5n7yLQttZ1ueifrLj81B/rIDt06Hmm1DzDfvlEZECx/EN1q8fW/dbPzkeipTi0tgIMuPjrVMDnZ0dXZ2IiIjcbw+2tG4X3DEDzu2yffxLf8LKnlCsDjw10fbxRaRAc2yDFXsMNo2E8k/Bw68Rv2kTcWvXEtCjO+4Vyju0NBEREXGgJ8eDT3FY0Q1S420XN/kafP0yuHn/e6iFm+1ii4jgyAYrMx2WdwVXL2g7k8wbN4gaOQq3ihUJ6NLFYWWJiIhILuBWCNp/DNfOwg+DbRPTkgnLusCNC9bmqnCIbeKKiPwPxzVYWydD1H5oPQO8A7k0fjyZ169bpwa6uDisLBEREcklStaDhn3h98/g6Lqcx/tpPJzYaN0WWKJuzuOJiPwNxzRYF/bC1ilQ7SWo1Jb4LVu48d0qArp2xb1iRYeUJCIiIrlQk8EQVAVWvwMJsdmPc2S19cvdh1+DWhqiJSL2c/8brLQkWNEVCoXAUxPJjIsjesRI3MqXJ6B7t/tejoiIiORizq7wzDxIuQGr+4Bh3HuM2GOwojuE1bSOZDeZbF+niMi/3f8Ga9NIuHICnp4D7j5cmjCRjCtXrFMDXfX2dBEREfl/gipB0xFwbC3s/+Lezk25YR1q4eJhfZmwi7t9ahQR+bf722Cd3Gwdy/5IDyjzKAlbt3Jj+XL8O3fGo/JD97UUERERyUPqvg2lGsH3A+DamaydY7HA8m7W9c99Cj5h9qxQRAS4nw1W8jXrOycCykOzEWTGxxM1fASuD5QloOfb960MERERyYPMZuvuF5PZut3Pknn3c7ZOguPfwxPjoVQD+9coIsL9bLDWhUNijHXkqosHMZMmkxETQ+i4cZi1NVBERETuxrcEtJwM53bCL7PuvPboOuvUwGovQx29/kVE7p/702D9sQIOLYHG4RBWg4QdO7i+dCn+b72JR9Wq96UEERERyQeqvgAV28LmsRB96O/XXP7L+oLikOrQepqGWojIfWX/Bis+Gtb0g9Aa0OhdMhMSiRo2DNfSpQno3dvu6UVERCQfMZms79D09LM+X5WecuvxlDjrUAsnF3hhsXW4hYjIfWTfBsswYFVvSE+2jlh1ciFm6hQyoqIJiYjA7OZm1/QiIiKSD3n5Q7vZEPMHbBn7388tFljZA66chOf+Bb7FHVaiiBRc9m2wfv8U/toAzUdDQDkSd+3m+ldf4/fGG3jWeNiuqUVERCQfK9fc+sLgXz6EM9utn22bCkfXQIuxULqxY+sTkQLLfg3W1VOwfjCUaQK1u2BJTCRq6FBcSpagaJ937JZWRERECogWY8GvtHWqYGocbImwPqNVt4ejKxORAsx+DdaKHmB2tt7CN5uJmT6D9IsXCY2IwOyh/dAiIiKSQ65e0H4exF2Ea2chuIr1+SwNtRARB7JPg5UQA+d3WUep+hQj6bffuLZ4MUVeeQXPWrXsklJEREQKoOK1oelwMDtZh1q4ejq6IhEp4OzTYMVHQaV2UPV5LMnJRA4Zikvx4gS+288u6URERKQAa9gPAitBkZKOrkREBGe7RDU7QavpYDIRO+MD0s+do8Snn2L21LdKIiIiIiKSf9nnDpZfWfDyJ+n3fVz97DN8X3oRr0fq2CWViIiIiIhIbmGfBsvFA0tKClGDB+MSEkJg//fskkZERERERCQ3sc8WQSB21izSzpyhxMJPcPL2slcaERERERGRXMMud7CM5GSuLvoXvs89h1f9+vZIISIiIiIikuvYpcFKu3gR56AgAgeE2yO8iIiIiIhIrmSfO1ipqYSMHo2Tt7c9wouIiIiIiORKdmmw/ENC8G7U0B6hRSSfK1KkiKNLEJE8SNcOEckuW18/TIZhGDaNKCIiIiIiUkDZZ0y7iIiIiIhIAaQGS0RERERExEbUYImIiIiIiNhIlhqsGzdu8N5771GnTh0aNWrElClTyMzMvG3dwIEDqVChwm3/NW3a9OaaJ5544rbjR44csd1vJCK5SlpaGsOGDaN27do0aNCA+fPn/+Pao0eP8sILL1CtWjWeeeYZDh48eMvxdevW0bx5c6pVq0aPHj24cuWKvcsXEQfRtUNEssvR148sNVijRo3i0qVLLF68mMmTJ7Ny5UoWLVp027ohQ4awffv2m/999913eHl58eabb978Zc+fP89XX311y7py5cplpQwRyYMmTZrEvn37WLRoEaNGjWLu3LmsXbv2tnVJSUl07tyZatWqsXz5cmrWrEm3bt1ISEgA4ODBgwwcOJAePXrwzTffkJCQQHi43rUnkl/p2iEi2eXw64eRBTVq1DA2btx48+fx48cbnTp1uut5vXv3Njp27Hjz5yNHjhiVKlUy0tLSspJWRPK4xMREo0qVKsaOHTtufjZ79mzjxRdfvG3t0qVLjSZNmhiZmZmGYRiGxWIxmjdvbixZssQwDMN4//33jf79+99cHxkZaZQvX944c+aMnX8LEbnfdO0QkezKDdePLN3B8vX1ZdWqVSQnJ3Pp0iW2bdvGQw89dMdz9u3bx6ZNmxg0aNDNz06ePEmxYsVwcXHJSloRyeOOHj1KWloaNWvWvPlZzZo1OXToEBkZGbesPXDgADVq1MBstl6WTCYTNWrUYN++fTeP165d++b6kJAQwsLCbh4XkfxD1w4Rya7ccP3IUoM1YsQIfv31V2rUqEHjxo0JCAigd+/edzzno48+okWLFpQvX/7mZydOnMDJyYnOnTvToEEDXn31VQ4cOJCVEkQkD4qNjcXHxwc3N7ebnwUEBJCens7Vq1dvWxsYGHjLZ/7+/ly6dAmAmJiYOx4XkfxD1w4Rya7ccP3IUoN17tw5KlWqxOLFi5k3bx4XL15k4sSJ/7g+MjKSrVu33nz26j9OnjxJXFwcL7/8MvPmzaNs2bK88cYbXLhwIStliEgek5ycjKur6y2f/efntLS0LK39z7qUlJQ7HheR/EPXDhHJrtxw/XC+W5Hnzp1j3LhxbN68meDgYADc3Nx466236NatGwEBAbeds379ekqUKEG1atVu+Xzq1Kmkpqbi7e0NwMiRI/n9999ZuXIlvXr1ulspIpLHuLm53XYR+s/PHh4eWVrr7u6epeMikn/o2iEi2ZUbrh93vYN1+PBhvLy8bjZXAJUrVyYzM5PIyMi/PWfr1q20aNHits9dXFxuNldg3edYpkwZYmJi7laGiORBQUFBxMXF3XJxio2NxdXVFR8fn9vWxsbG3vLZ5cuXKVq06M3jly9f/sfjIpJ/6NohItmVG64fd22wAgMDiYuLIyoq6uZnJ0+eBKBYsWK3rTcMg4MHD97yQNh/dOjQgXnz5t382WKxcOzYMcqUKXO3MkQkD6pYsSIuLi63PAy6d+9eHnroIZydb72BXq1aNfbt24dhGID1WrJv3z6qV69+8/jevXtvro+KiiIyMvLmcRHJP3TtEJHsyg3XD6eRI0eOvNOCwMBAtmzZwo4dO3jwwQe5cOECw4cPp2HDhrRt25arV69isVhu7k+8ePEiCxYsoH///hQqVOiWWDExMfzrX/+ifPnyWCwWZsyYwZ9//sn48eNveRBNRPIHFxcXoqKi+Oqrr6hSpQqHDx9m0qRJ9OvXj3LlyhEbG4uTkxPOzs6UKFGChQsXEhkZSVhYGB9//DGHDx9m9OjRuLq6EhAQwMSJEwkICMDZ2Znhw4dTtmxZXn/9dUf/miJiY7p2iEh25YrrR1bmyUdHRxvvvPOOUadOHaNBgwbGmDFjjOTkZMMwDOOxxx4zZs6ceXPt/v37jfLlyxuJiYm3xcnIyDA++OAD49FHHzWqVKlivPrqq8bRo0ezUoKI5FFJSUlGeHi4Ub16daNBgwbGJ598cvNY+fLljWXLlt38+cCBA8bTTz9tVK5c2Xj22WeNQ4cO3RJr+fLlRpMmTYzq1asbb7/9tnHlypX79nuIyP2la4eIZJejrx8mw/j3PTERERERERHJkSyNaRcREREREZG7U4MlIiIiIiJiI2qwREREREREbEQNloiIiIiIiI2owRIREREREbERNVgiIiIiIiI2ogZLRERERETERtRgiYiIiIiI2IgaLBERERERERtRgyUiIiIiImIjarBERERERERsRA2WiIiIiIiIjajBEhERERERsRE1WCIiIiIiIjaiBktERERERMRG1GCJiIiIiIjYiBosERERERERG1GDJSIiIiIiYiNqsERERERERGxEDZaIiIiIiIiNqMESERERERGxETVYIiIiIiIiNqIGS0RERERExEbUYImIiIiIiNiIGiwREREREREbUYMlIiIiIiJiI2qwREREREREbEQNloiIiIiIiI2owRIREREREbERNVgiIiIiIiI2ogZLRERERETERtRgiYiIiIiI2IgaLBERERERERtRgyUiIiIiImIjarBExGEiIiI4ePCgo8sQkTzOYrFgsVjIzMwkOTmZvXv3OrokEcnFrl69atf4zjk5edWqVWzYsAFXV1eaNm1Kq1atbFWXiBQAly9f5o033sDPz4/WrVvTqlUrypcv7+iyRCQP2LNnDyNHjuTkyZO3HXN2dubQoUMOqEpE8oJGjRpRr149WrduTbNmzfD29rZpfKeRI0eOzM6J8+bNIyIigpCQEDIzM1m4cCEpKSnUq1fPpgWKSP715JNP0rFjR0JDQ/ntt9+YMmUKa9asIT4+nqCgIHx8fBxdoojkUj179qRYsWIMHjyYTZs2MX36dGrWrMnBgwcZM2YM5cqVc3SJIpJLPfXUUyQkJLBkyRKmT5/OkSNHMJvNlChRAicnpxzHNxmGYWTnxGbNmtGrVy+efvppADZs2MCgQYPYs2cPJpMpx4WJSMGTmJjI/PnzWbRoEWlpaVStWpXnn3+eZ555RtcVEblFlSpVWLlyJWXLluW1116jc+fOPProo6xfv5558+axfPlyR5coInnA8ePH+eGHH/jpp584d+4cjz/+OK1bt6Zhw4bZ/tsj289gRUdH33K36vHHHyc5OZmYmJjshhSRAsgwDH799VdGjRrFE088wZdffknr1q355JNPeOmll/j444959913HV2miOQyHh4emM3WP2PKlCnD0aNHAahatSqnT592ZGkikof4+fnh7+9PkSJFSEtL49y5c4wePZpmzZqxe/fubMXM9jNYGRkZODv/93RnZ2fc3NxIS0vLbkgRKWBGjRrFxo0bSUhIoEmTJowcOZLGjRvj6up6c42rqytDhgxxYJUikhvVrVuXqVOnMmzYMB5++GEWLlxIhw4d2LhxI76+vo4uT0RysStXrrB+/XrWr1/P77//Tvny5WnZsiVjxowhJCQEgAkTJtC/f3+2b99+z/FzNORCRCQnzp8/z3vvvUfz5s3x8vL62zVVqlRh7ty597kyEcnthg0bRnh4OBs2bODFF1/k22+/pUGDBjg5OZHNx8tFpIBo1KgRxYoVo2XLlowcOZKyZcvetqZevXocP348W/Gz/QzWgw8+yKBBg275o2jMmDH07NkTPz+/W9Z26NAhW8WJSP42aNAghgwZctv0nhs3bjBs2DBmzpzpoMpEJK8xDIMTJ05QuHBhpMfSZAAADERJREFUgoKCHF2OiORiBw4coEqVKje3Gf9HZmYmx44do1KlSjmKn+0G6/HHH89aApOJH3/8MTspRCQf2rNnD2fOnAGs30APHDjwtrtXp06d4ptvvtG7bETkFjt37qR27do4Ozuzc+fOO67VVGMR+ScVK1Zkx44dt90UOnPmDP/X3t3HVFn+cRz/3AiSSIjhjODgL6Qchg/pyoGWbaA4sYJwC1eJo01c0gR6wHhIJShXthzNkWEbQZBU0sAKpi2iiOkWLgkXzMKHnaA0n1bqjIDz+0vWCUXnfcvh4f36C+5z7fp+/zo73/u6ru8VGxur5uZmU/PfcIF1I37++WcFBwc7nd0CMLq0tbUpJSVFDodDnZ2d8vf3d3qDZBiGvLy89NRTTykhIcGFmQIYakJDQ9XY2Cg/Pz+FhoZedZxhGGptbR3EzAAMdR999FHfkYPff/9dkydP7reC9ddffyk4OFi7du0yFWtQC6y5c+equrpaQUFBgxUSwBC2cuVKbdu2jfuuAADATfXPP//oiy++UG9vr7KyspSVlaVbb7217/PLL3jDw8Pl4+NjKtagLiUNYi0HYIjq7e3te2NUUlLS9+xK/vtmCQAui4qKUmVlZb+OgSdOnFBcXNw1txACGF08PDz67u+12WyaO3fuTdtVx149AIMqLCxM3333nfz8/HTPPfcMeIkfW3wA/FtNTY3q6+slSR0dHdq4caM8PT2dxnR2dnIUAUA/BQUFSk5O1rhx47Rv374BX8KkpqaaisU3EIBBVVJS0rclsKSk5IZvSQcw+oSHh6uhoaHvfzc3N40ZM8ZpTGhoqNavXz/YqQEY4pqampSUlKRx48apqanpquOs+F0yqGew5syZo927d3MGCwAAmJKQkKDi4mJ5eXm5OhUAcMIKFoBB9dBDD13326HLW4EA4L+OHj2qX3/9VdOmTXN1KgCGgevtDGgYhpYvX24q1qAWWGwFApCamsp3AQDTQkND1dTURIEF4LoUFhZe1zgrCqybvkXw3x3DwsPDtWvXLtlstpsZEgAAjHDPPPOM6uvr5evrq8DAwH7NLsrLy12UGYDRzpIVrOzsbGVmZsrb29vp+aFDh5STk6OqqipJ0v79+60IB2AYe/LJJ/XOO+/Ix8dHTzzxxICrWfxAAnA1YWFhCgsLc3UaAIaJffv26f7775e7u/uAHQQNw1B4eLipWJYUWC0tLVq2bJny8vK0cOFCXbp0SVu3blVZWZmWLFliRQgAI0RERIQ8PDwkSfPnz3dxNgCGq2effbbv7+7ubo0ZM4btxwCuKikpSY2NjfLz81NSUtJVxxmGYfqaGEu2CHZ3d6uoqEjvvvuuIiMj9eOPP8rT01Mvv/yyIiIizE4PYISqqqpSTEyMxo4d6/T84sWLqqys1MqVK12UGYDhoLy8XO+//75+++031dbWqqioSBMnTlRaWhoXlQNwGUtWsNzd3ZWYmKi2tjbV1tbK3d1d+fn5FFcA+jl9+rQuXrwoScrMzNTUqVM1ceJEpzFtbW3asmULBRaAqyouLlZpaalSU1O1adMmSdKCBQuUl5cnSXruuedcmB2Aoa63t1cNDQ1qb2+Xh4eH7rrrLstqF0tWsCorK/XWW2/ptttu06ZNm9TW1qatW7dqxowZ2rBhg6ZOnWpFrgBGgD179vR1Ehzo6+exxx7T5s2bBzEzAMPJkiVLlJOTowcffNDpns3GxkZlZmbq22+/dXWKAIao48eP6+mnn9bZs2d15513yuFw6NixY/rf//6nbdu2mW7IZ0mBNXPmTK1Zs0Zr1qzpO1tx4sQJ5ebmqqGhQS0tLWZDABhBOjs71dvbq0WLFmnXrl1OK1iGYcjLy0u+vr4uzBDAUDd79mx9/vnnCgoKciqw2tvbtXz5ch08eNDVKQIYolasWCGbzabc3FyNHz9ekvTnn38qKytLFy5cUHFxsan5LSmw2tvbFRIScsXP9u7dq+joaLMhAIxAdBEEcKNWrVqlOXPmKC0tra/ACgwMVHZ2tjo6OlRaWurqFAEMUbNmzVJ1dbWCg4Odnre3tys+Pl7Nzc2m5rfkDFZISIj++OMPHT16VD09PX3Pu7q61N7ebkUIACPQf7sIdnd3y26365tvvlFKSoqLsgIwHOTk5Gj16tWqr69XV1eXNm7cqGPHjqmrq0vvvfeeq9MDMITde++92rdvX78C68CBA5o+fbrp+S1Zwdq5c6fy8/PV09PjdK7CMAzNnj1bFRUVphMFMHpUVVWppqZGRUVFrk4FwBD2999/a/fu3Tpy5Ih6enoUHBysRx99tG/LDwBcVlBQ0Pf3iRMnVF1draioKM2cOVNubm46fPiwampqlJiYqBdffNFULEsKrMjISMXHxys5OVmRkZH65JNPdOHCBWVkZGjp0qVavXq12RAARhG73a6HH37Y9BI9AACApOvuTGwYhuktxpZsETx58qTi4uI0duxYhYWF6YcfflBMTIyys7OVmZlJgQXgiux2e79n58+f1/bt2xUYGOiCjAAMF3a7XVu3blVLS4u6u7v7dSWtr693TWIAhqQPPvhg0GJZUmD5+fnpzJkzstlsmjp1qlpbWxUTE6PJkyfr5MmTVoQAMAItXry4X5MLh8OhO+64Q6+99pqLsgIwHGRnZ+vUqVNKTEyUt7e3q9MBMMy0tLTol19+6esf4XA41NXVpdbWVuXn55ua25ICKyYmRuvXr1d+fr4eeOABvfDCC5o+fbrq6uo0ZcoUK0IAGIG++uorp/8Nw5CHh4cmTZo0YHdBAGhpaVFZWZnCwsJcnQqAYebtt99WYWGhJk2apNOnT+v222/XqVOn1NPTY0n3c0sKrOeff14+Pj46d+6coqKilJCQoFdeeUUTJ07kLTSAq2IbIIAbFRQUpPPnz7s6DQDD0Mcff6zc3FwlJCQoMjJSJSUlmjBhgtLT0y35bWJJk4tLly6psrJSR44cUVdXlyQ5dRLMy8szGwIAAKBPVVWVCgsLtWrVKgUFBcnDw8Pp84iICBdlBmComzFjhvbu3auAgAClpKQoOjpasbGxOnTokNatW6e6ujpT81uygpWenq7vv/9e8+bN0y233GLFlAAAAFf10ksvSdIVX+IahqHW1tbBTgnAMOHv7y+73a6AgACFhITop59+UmxsrMaPH6+zZ8+ant+SAmv//v3asWOH7rvvPiumAwAA6Mdut8tms8kwDO3du9fp7s1/4wwngIE8/vjjSk9P1+bNm7Vo0SKtWrVKfn5+2r9/v0JDQ03Pb0mBFRwc3NeBAwAA4GZYvHixGhsb5efnp+jo6AELKVawAFxNcnKy/P39NW7cOM2aNUtZWVmqqKiQr6+vXn31VdPzW3IG6/Dhw0pNTdWyZcsUEBAgNzc3p8/j4uLMhgAAAKNcR0eHAgICZBiGOjo6BhxLEx0ArmJJgfX666+ruLhYEyZM6HcGyzAMLvsDAAAA4DIZGRnasGGDvL29lZGRMeDYN954w1QsS7YIVlRUaMuWLXrkkUesmA4AAAAALDNmzJgr/n0zWLKCFRkZqe3bt2vatGlW5AQAAAAAw5IlBVZdXZ127NihtWvXymazyd3deWEsKCjIbAgAAAAAuCEFBQXXNc4wDK1bt85ULEsKrP+2M7zc1cfhcHAXBQAAAACXWrly5XWNMwxDpaWlpmJZUmDRyQcAAAAALCqwAAAAAGC4aGtrU1lZmY4fP64333xTX375paZMmaKFCxeantvt2kMAAAAAYGRoaGjQihUr1NPTo+bmZnV1denMmTNau3atPvvsM9Pzs4IFAAAAYNSIj49XQkKCEhISNGfOHO3evVtBQUHauXOnSktLVVtba2p+VrAAAAAAjBpHjhzR/Pnz+z1fsGDBNXtLXA8KLAAAAACjhs1m08GDB/s9r6urs+R6KfdrDwEAAACAkSEtLU0ZGRlqaWlRT0+PKisrZbfbtWfPHm3ZssX0/KxgAQAAABg1vv76a3344Yc6d+6c7r77btXX16u3t1fl5eVaunSp6flpcgEAAABg1Jg3b54+/fRT2Wy2mzI/BRYAAACAUaOwsFAHDhxQYmKiAgMD5enp6fS52XNYFFgAAAAARo3Q0NB+zwzDkMPhkGEYam1tNTU/BRYAAACAUeNardgDAwNNzU+BBQAAAAAWoYsgAAAAAFiEAgsAAAAALEKBBQAAAAAWocACAAAAAIv8H/wtVZasDbyVAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from ema_workbench.analysis import parcoords\n", + "\n", + "data = scores\n", + "limits = parcoords.get_limits(data)\n", + "limits.loc[0, ['utility', 'inertia', 'reliability', 'max_P']] = 0\n", + "\n", + "paraxes = parcoords.ParallelAxes(limits)\n", + "paraxes.plot(data)\n", + "paraxes.invert_axis('max_P')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "The ideal solution would be a a high Signal to Noise score for reliability, inertia, and utility, and a low score for max_P. Such a solution clearly does not exist. The best solution for max_P and reliability score low on inertia and utility. No compromise solution can thus be found in this case. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another robustness metric is **maximum regret**, calculated again for each policy and for each outcome indicator. *Regret* is defined for each policy under each scenario, as the difference between the performance of the policy in a specific scenario and the berformance of a no-regret (i.e. best possible result in that scenario) or reference policy. The *maximum regret* is then the maximum of such regret values across all scenarios. We of course favor policy options with low *maximum regret* values. \n", + "\n", + "**Write a function to calculate the maximum regret for both kinds of outcome indicators. Calculate the maximum regret values for each outcome and each policy option. Plot the tradeoffs on a parallel plot. Which solutions look like a good compromise policy?**" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_regret(data, best):\n", + " return np.abs(best-data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Regret is the performance difference between the best possible outcome in a scenario across policies, the the observed outcome for a given policy. We have in this case both minimization and maximization. Best means the lowest in case of mimimization, and heighest in case of maximization. To avoid having to explicitly account for this in how we calculate the difference, we can simply take the absolute value of the difference. In this case, max_P will return negative regret values for `best-data`, so by taking the absolute value, we fix this\n", + "\n", + "The next part of the code is probably the most tricky part. We need to find the best possible outcome for each scenario. We could do this by iterating over the scenario_id column in the experiment array. But we can also use pandas instead as done below. Wat we do is the following:\n", + "1. we create a dataframe with the outcome, the name of the policy and the scenario. This is a so called long-form representation of the data\n", + "2. We want to have the results for each policy side by side so we can take the max, or min accross the column. The pivot method on the DataFrame does this for us\n", + "3. We take the maximum or minimum accross the row." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "experiments, outcomes = results\n", + "\n", + "overall_regret = {}\n", + "max_regret = {}\n", + "for outcome in model.outcomes:\n", + " policy_column = experiments['policy']\n", + " \n", + " # create a DataFrame with all the relevent information\n", + " # i.e., policy, scenario_id, and scores\n", + " data = pd.DataFrame({outcome.name: outcomes[outcome.name], \n", + " \"policy\":experiments['policy'],\n", + " \"scenario\":experiments['scenario']})\n", + " \n", + " # reorient the data by indexing with policy and scenario id\n", + " data = data.pivot(index='scenario', columns='policy')\n", + " \n", + " # flatten the resulting hierarchical index resulting from \n", + " # pivoting, (might be a nicer solution possible)\n", + " data.columns = data.columns.get_level_values(1)\n", + " \n", + " # we need to control the broadcasting. \n", + " # max returns a 1d vector across scenario id. By passing\n", + " # np.newaxis we ensure that the shape is the same as the data\n", + " # next we take the absolute value\n", + " #\n", + " # basically we take the difference of the maximum across \n", + " # the row and the actual values in the row\n", + " #\n", + " outcome_regret = (data.max(axis=1)[:, np.newaxis] - data).abs()\n", + " \n", + " overall_regret[outcome.name] = outcome_regret\n", + " max_regret[outcome.name] = outcome_regret.max()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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bOKV5ZNgaAAAAASN5BAAAsIFTrvNI8ggAAICAkTwCAADYgHMeAQAAEHFIHgEAAGzglOSR5hEAAMAGTmkeGbYGAABAwEgeAQAAbEDyCAAAgIhD8ggAAGADyyHJI80jAACADbjDDAAAACIOySMAAIANmDADAACAiEPyCAAAYAMmzAAAACBgDFsDAAAg4pA8AgAA2MApw9YkjwAAAAgYySMAAIANOOcRAAAAEYfkEQAAwAaWFe4KgoPmEQAAwAbc2xoAAAARh+QRAADABlyqBwAAABGH5BEAAMAGTrlUD80jAACADZwy25phawAAAASM5BEAAMAGTJgBAABAxCF5BAAAsIFTkkeaRwAAABsw2xp/iiFDQ1KuUaP4Gio2vZq0drZ2Fuz3r7+gShP9s0E3SVL2kZ2avP49JUTFanSLXirvjtHhkqOatHa2ckvyw3UICAHTlF6Z4tb2LYY8HumWe71KrHVs/YfpLi2a71JseenyG3069wJL+/ZIL0yOkukrncn3z4Fe1agTvmOA/VaslSY/K736ZLgrQVnC+wKhQvMYJp2qN1W0K0q3fTdNzSomaUByDw1b8aokqbw7WncmX667lj6rQyVH1aduZ1XyxKlvvYu08uA2vbptvtqd1Uj9G1+mSWtnh/lIEEzLvjFUUiyNftKrTesMvflclO59wCtJ2rHV0LfzXRr9VOnygwOj1LS1V7NnuNX9Kp/adrC0cqmhmS9F6Z7R3nAeBmz0wpvS+59JsbHhrgRlCe+LsolL9eBPaVmpvhbt2yBJWnNou86pUNu/rnmletqct1sDkq/QtHb9dbD4iHJL8lU/vrq+3Z8tSVqZu00tK9ULR+kIoQ2rXWrZrvTTpVGKpW0bjg1x5Gw3lNLSUnS0FB0tJdaytGOroT63+dTq/NLXmD7JE+2QTycEJKmW9NS4cFeBsob3BUKJ5jFM4qJilO8t9C/7LEtuo/THUclTXm0qN9S0jR9r8Pcv6cakC1WnfFVtPJKjC6s1lSR1rNZUMa7osNSO0Ck8KsXGHWv+DJfk85V+X7u+qfWrDBUclY4cljatcamoUEqoKEVFSbt2SG89F6Vr/+YLU/UIh0s6Sx53uKtAWcP7omyyLCMkX3Zj2DpM8r1FKh8V4192GYZ8lilJOlRyVOsO79CB4jxJUlbuVjVOqKnXts7XwCZX64k2t2rx/g3aU5QbltoROuXKS4UFhqTSBtKyJPfPvwBqJUndrzL16IgoJda01PAcSwkVStetzTL0ypQo3XY/5zsCQFnllNnWIUkev/zySy1YsEDFxcUaO3ashgwZopycnFDs6oy1Kneb/q9qE0lSs4pJ2py3278u+/BONYg/WxU95eU2XGpWMUlb835Sq8oN9MmuZRq4/AXtKjigVbnbwlQ9QiW5makVS0o/XDatM1Sn3rEU8nBuaeL4n8e9+tsdPu3fK9WuZ2ltlqE3prs1dEKJGiQzZA0ACK2gJ48jRoxQUVGR8vPzNWXKFF111VVKTEzUf/7zH7344ovB3t0Z66s9a9S+SmM90/4OGZLGr5ml1KSO2lmwTwv2rtMzGz/RY21ukSR98dNKbc3/ScWmV/9pnipJ2lt0SBPXvBPGI0AotO1gafVyaezAKFmW9K/BXs15x6XEWpbOvcDS3l2GRt8Vpagoqde/fHK5pTeecctbYui5R0r/OdeobenmgQxdA0BZ45Q/7w3LCu7cn759++qNN96QZVnq0aOHPv74Y0lSWlqaXnvttdO+vsPn9wezHDjEY8kzw10CyqD2MZ5wlwDgDOE6e0O4S1CTjLEh2W72daNCst1TCXry6PV69fXXX+vgwYPav3+/Nm/erPj4eHm9XDoEAABELqec8xj05nHMmDGaOnWqUlJSNGrUKKWlpalSpUp68MEHg70rAAAA2CzozWNKSoqefvpp/3KPHj2CvQsAAIAzj0NOegx685iWlqaSkpKTrnv77beDvTsAAIAzAsPWpzBkyBCNHDlSU6dOldvNFUoBAACcJOjNY6tWrXT11VcrOztb3bt3D/bmAQAAzkhOubd1SO4wc+utt4ZiswAAAAgzbk8IAABgA855BAAAQOAc0jyG5N7WAAAAcCaSRwAAABs4ZcIMySMAAAACRvIIAABgB4ckjzSPAAAANgjHbGvTNDVmzBhlZ2crOjpa48aNU926df3rv/rqK02dOlWS1LRpU40ePVqG8ft1MmwNAADgUHPnzlVxcbHS09M1ePBgTZo0yb8uLy9PjzzyiJ555hnNnDlTtWrV0sGDB0+7TZJHAAAAO4Rh2HrZsmXq2LGjJKl169ZavXq1f93333+v5ORkPfTQQ9qxY4d69uyps84667TbpHkEAAA4g6Wnpys9Pd2/nJqaqtTUVEml6WJ8fLx/ndvtltfrVVRUlA4ePKjFixfrvffeU/ny5dW3b1+1bt1a9evX/9390TwCAADYIFTnPP66Wfyt+Ph45efn+5dN01RUVGn7V6lSJbVo0ULVqlWTJLVr107r1q07bfPIOY8AAAAO1aZNG2VmZkqSsrKylJyc7F/XvHlzbdiwQQcOHJDX69WKFSvUqFGj026T5BEAAMAOYTjnsXv37lq4cKF69eoly7I0YcIEvfzyy0pKSlLXrl01ePBg3XrrrZKkyy677Ljm8lRoHgEAAGxh/6V6XC6Xxo4de9xjDRs29H/fo0cP9ejR43/bZlAqAwAAQEQgeQQAALCDQ+4wQ/IIAACAgJE8AgAA2MEhySPNIwAAgB3CcG/rUGDYGgAAAAEjeQQAALCB5ZBha5JHAAAABIzkEQAAwA4OSR5pHgEAAOzAhBkAAABEGpJHAAAAGxgOGbYmeQQAAEDASB4BAADsQPIIAACASEPyCAAAYAeHzLameQQAALADw9YAAACINCSPAAAAdoik5PHTTz+V1+sNdS0AAAAo4wJqHletWqXrrrtODz30kDZv3hzqmgAAAJzHCtGXzQJqHocMGaL33ntP559/vp544gn16tVLGRkZpJEAAACBsozQfNksoObRsiwtWLBA7733nnbu3KnLLrtMBw4c0F133RXq+gAAAFCGBDRh5pJLLlG7du2Ulpamtm3b+h9nCBsAACAwTrm3dUDN47vvvqvt27eradOmmjt3rjp37iyPx6OJEyeGuj4AAACUIQENWw8fPlwrVqyQJG3dulXDhg0LaVEAAACOE0kTZn766Sf17t1bkvSvf/1Le/bsCWlRAAAAKJsCvsPM1q1bJUnbt2+XaZohKwgAAABlV0DnPA4fPlwDBw7U/v37Vb16dT3wwAOhrgsAAMBRImrCTKtWrfTf//431LVIkr5u8a4t+8GZxhPuAlAGlVhcaxbHS0nnEnI4uS0Dw12Bc/xu83j33Xfrqaee0oUXXnjCugULFoSsKAAAAMcJwwW9Q+F3m8ennnpKEo0iAAAASv1u8zho0CAZxsm75MmTJ4ekIAAAAEeKhHMee/XqZVcdAAAAzhYJzeN5550nScrLy9PUqVO1efNm1atXT3fccYctxQEAAKBsCfgOMzVr1tS9996rWrVqcYcZAACA/5FhhebLbgFdqufgwYNKS0uTJKWkpOjTTz8NaVEAAAAomwJKHouKirR3715J0t69e7nDDAAAwP/KIfe2Dih5HDhwoHr37i2Px6OSkhI9+OCDoa4LAADAWRwyYSag5DEvL0+macrtdsuyLPl8vlDXBQAAgDIooORx2rRpmjVrlqpUqaJ9+/apf//+J73rDAAAAE7OKfe2Dih5rFSpkqpUqSJJqlq1quLj40NaFAAAAMqmgJLH+Ph43XLLLWrfvr3WrFmjwsJCPfbYY5JK70IDAACA04iEe1v/omvXrv7vExMTQ1YMAACAYzlk2Dqg5vHaa68NdR0AAAA4AwTUPAIAAODPiagJMwAAAIBE8ggAAGAPkkcAAABEGpJHAAAAGzjlnEeaRwAAADs4pHlk2BoAAAABI3kEAACwA8kjAAAAIg3JIwAAgA2cMmGG5BEAAAABo3kEAABAwBi2BgAAsAPD1gAAAIg0JI8AAAA2cMqEGZpHAAAAOzikeWTYGgAAAAEjeQQAALADySMAAAAiDckjAACADZwyYYbkEQAAAAEjeQQAALCDQ5JHmkcAAAAbMGwNAACAiEPyCAAAYAeSRwAAAEQakkcAAAA7OCR5pHkEAACwARNmAAAAEHFIHgEAAOxA8ggAAIBIQ/IIAABgB4ckjzSPAAAANmDCDAAAACIOySMAAIAdHJI80jyWUSvWSpOflV59MtyVoCzhfRGZTFMa/7hL2ZsNRXukMUN9Sqp9bP1Lb7o0Z55LcXGWbu5lqvNfLP24Sxo50S3LkmomSqOG+BRbLnzHgOAzJD3YpavOqVZNxT6f/v355/rhUK5//ajOF6ttzZrKLymWJN32/n+VEBOjh7pfIrfLJUOGhs/7XFsPHgzTEeBMRfNYBr3wpvT+Z1JsbLgrQVnC+yJyfbHAUFGxoden+bRijaFHp7v11HifJGnDFunjeS69Mc0rSUq7K0rntfHqselu9bzKVI9ulmZ/aOi1mS71u8kM52EgyC5p2EjRUVG6If1ttT67hoZ36qTbPnjfv7559er6x7uzdbCw0P/YqIsu1qsrsvT55s3qWLeu7utwoW7/8INwlB+ROOcRIZNUS3pqXLirQFnD+yJyfb/KUIfzShu/Vs0src02/Ou2/mCoXWtTMTFSTIxUt7alDZsNbfnBUMfzS39TndvC0vJVxkm3jTNXu1q1lLltmyQpa/cutUg827/OkFSvUiVN6NZdM29MVc+mzSRJEzK/0vytWyVJUYZLRV6f3WXDAUKSPM6dO1fffvutjhw5ogoVKqht27a67LLLZBh8eAXiks7Szl3hrgJlDe+LyJWXbyg+/lhk4XJJXq8UFSU1bmDpxTfcyj9qqqREylpt6PorpCaNLM1faOjqyyx9udClgsLf2QHOSPHR0TpSXORfNk1TbsOQz7JU3uPRKyuy9OLyZXIbht68oadW7flJ6/ftkyTVr1xZ//5NUgkbhCF5NE1TY8aMUXZ2tqKjozVu3DjVrVv3hOf069dPXbt2Ve/evU+7zaA3jw888IBM01SnTp0UFxen/Px8ZWZmasGCBRo/fnywdwcAjhcfZ+no0WPLplnaOEpSg7pSr2t9uuM+t+rUklqkWKpc0dKQO3ya8KRbc+ZJ57e1VLlieGpH6OQVFyvOE+1fNn5uHCWpwOvVjO+Xq9BbejrDNzt26Jyq1bR+3z5dULuOxnbposGffML5jnYLQ/M4d+5cFRcXKz09XVlZWZo0aZKmT59+3HOeeOIJHTp0KOBtBr153Lhxo15//fXjHuvatat69eoV7F0BQERo3dzSV9+4dOnFpec8Nm5w7DfQgVwp95ChV5726UiedNtQtxrVlz6aa+j2v/uU3FB6Jd2lC9o55GQr+C3LyVGXBg308cYNan12DWXv3+dfV79SZT11eQ9d+ebrchmG2tWspYy1a3VB7Toa1fki/ePdDOUcORLG6mGXZcuWqWPHjpKk1q1ba/Xq1cet/+STT2QYhjp16hTwNoPePJqmqaVLl6pdu3b+x5YsWSKPxxPsXQFAROja0dKipZbS7iydPf3g/T69OtOlOrUsXfTzzOret7nl8UiD+ptyu6V6daRRD7kVHS01rCcNH8i5bU7z6aaNujApSbNu7CXDkO777FPdcm4bbTuUq3lbtui/69cpI7W3SkxT765bq40H9uuJv14uj9utRy+9TJK05eBBjZw3N8xHEjlCdfJeenq60tPT/cupqalKTU2VJOXl5Sk+Pt6/zu12y+v1KioqShs2bNCHH36op556SlOnTg14f4ZlWUH9c3T79u2aOHGi1q5dK8uyVFRUpObNm2vUqFEnjLGfjLk7OZjlAHCwEssb7hJQxqSk3xXuElBGbRk4KNwlqOWgx0Oy3ZWP3XvKdRMnTlSrVq10+eWXS5I6deqkzMxMSdLDDz+s7777TuXKldPOnTvl8Xg0YsSI06aQQU8eDcOQYRjq3LmzLr30Uo0cOVLbtm3Tli1bAmoeAQAAHCkMZ4+0adNG8+fP1+WXX66srCwlJx8L6e677z7/91OmTFHVqlUDGr4OevM4fPhwDRgwQDk5Obrnnnv06fITsa4AABPhSURBVKefKiYmRrfeeqsuvvjiYO8OAADgjBCO6zx2795dCxcuVK9evWRZliZMmKCXX35ZSUlJ6tq16x/aZtCbR6/Xq/POO0+StGjRIlWpUqV0R1FcjxwAAMBOLpdLY8eOPe6xhg0bnvC8AQMGBL7NP13Vb9SvX18jRoyQaZqaNGmSJOm5555T1apVg70rAACAM4cVoi+bBT0OHDdunL744gu5XMf60sTERKWlpQV7VwAAALBZ0JtHl8ulbt26HffY1VdfHezdAAAAnFkccrlVTkQEAACwQTgmzIRC0M95BAAAgHORPAIAANiB5BEAAACRhuQRAADABpzzCAAAgIhD8ggAAGAHhySPNI8AAAA2YNgaAAAAEYfkEQAAwA4kjwAAAIg0JI8AAAB2cEjySPMIAABgAybMAAAAIOKQPAIAANiB5BEAAACRhuQRAADABobljOiR5hEAAMAOzugdGbYGAABA4EgeAQAAbMClegAAABBxSB4BAADs4JDkkeYRAADABgxbAwAAIOKQPAIAANiB5BEAAACRhuQRAADABpzzCAAAgIhD8ggAAGAHhySPNI8AAAA2YNgaAAAAEYfkEQAAwA6WM6JHkkcAAAAEjOQRAADABk4555HmEQAAwA4OaR4ZtgYAAEDASB4BAABsYJjhriA4SB4BAAAQMJJHAAAAOzjknEeaRwAAABs4ZbY1w9YAAAAIGMkjAACAHbjDDAAAACINySMAAIANnHLOY5lrHpu8fHu4S0AZVL3d7nCXgDLIcMonMYJmXerT4S4BZdagcBfgGGWueQQAAHAkh/y9S/MIAABgA6cMljBhBgAAAAEjeQQAALADl+oBAABApCF5BAAAsIFTznmkeQQAALCDQ5pHhq0BAAAQMJJHAAAAGzhl2JrkEQAAAAEjeQQAALCD6YzokeYRAADADs7oHRm2BgAAQOBIHgEAAGzAhBkAAABEHJJHAAAAO3BvawAAAEQakkcAAAAbOOWcR5pHAAAAOzikeWTYGgAAAAEjeQQAALCBwYQZAAAARBqSRwAAADuY4S4gOGgeAQAAbMCwNQAAACIOySMAAIAdnBE8kjwCAAAgcCSPAAAAdnDIOY80jwAAADZwyu0JGbYGAABAwEgeAQAA7OCQYWuSRwAAAASM5BEAAMAGhkPuMEPyCAAAgICRPAIAANjBIec80jwCAADYwRm9I80jAACAU5mmqTFjxig7O1vR0dEaN26c6tat618/Y8YMffTRR5Kkzp0766677jrtNjnnEQAAwAaGZYXk6/fMnTtXxcXFSk9P1+DBgzVp0iT/uh07duj999/X22+/rfT0dC1YsEDr168/7XGQPAIAAJzB0tPTlZ6e7l9OTU1VamqqJGnZsmXq2LGjJKl169ZavXq1/3lnn322XnjhBbndbkmS1+tVTEzMafdH8wgAAGCHEE2Y+XWz+Ft5eXmKj4/3L7vdbnm9XkVFRcnj8eiss86SZVl6+OGH1bRpU9WvX/+0+6N5BAAAsEMYrvMYHx+v/Pz8YyWYpqKijrV/RUVFGj58uOLi4jR69OiAtsk5jwAAAA7Vpk0bZWZmSpKysrKUnJzsX2dZlu644w41adJEY8eO9Q9fnw7JIwAAgA1ON7klFLp3766FCxeqV69esixLEyZM0Msvv6ykpCSZpqklS5aouLhYX3/9tSRp0KBBOvfcc393mzSPAAAADuVyuTR27NjjHmvYsKH/+1WrVv3P26R5BAAAsAN3mAEAAEDAHNI8MmEGAAAAASN5BAAAsEMYLtUTCiSPAAAACBjJIwAAgA3CcameUKB5DBND0gOXdtU5iVVV7PVp+JzPtf3goROe8/yN12jexi166/uVqlguRo9e9VfFR0crt6BQI+Z8rgNHC8JSP0LDkKEhKdeoUXwNFZteTVo7WzsL9vvXX1Clif7ZoJskKfvITk1e/54SomI1ukUvlXfH6HDJUU1aO1u5Jfmn2gXOcIYMDT7nWjWKr6ESy6tJa9/xv0caxdfQPU2u8j+3aYUkDV/5ihbv3xCuchFCpimNf9yl7M2Goj3SmKE+JdU+tv6lN12aM8+luDhLN/cy1fkvln7cJY2c6JZlSTUTpVFDfIotF75jwJkp6MPWeXl5wd6kI3VPbqSYKLdufDVdj365QP/u0vmE59zbuYMq/epfdf+/nKdlO3aq9+sz9dqyLA3u3MHOkmGDTtWbKtoVpdu+m6ZnNn2iAck9/OvKu6N1Z/LlGpr1svp9N1W7Cg6qkidON9XvopUHt+mOpc/onR3fqH/jy8J4BAi1jtWaKdoVpf5Lp+qZjXN0V/IV/nWb8nZpwLJnNWDZs8rY8Y0y966mcXSwLxYYKio29Po0n+7pZ+rR6cfuDrJhi/TxPJden+bVs4/4NPVltwoKpcemu9XzKlOvTPGpXWtTr83k7DVbWVZovmwW9HdNhw4dNGvWrGBv1nHa1qmpzC3bJElZObvVvEbicesva9JYlmXpq83b/I81qlrF/5plP+5U2zq1bKoWdmlZqb4W7Sv9Zb/m0HadU+FYjNC8Uj1tztutAclXaFq7/jpYfES5JfmqH19d3+7PliStzN2mlpXqhaN02KRlpXpa/PPPe83h7TonofYJzynn8uifDS7RE9n/tbs82Oj7VYY6nFc6A6NVM0trsw3/uq0/GGrX2lRMjBQTI9WtbWnDZkNbfjDU8fzSZuPcFpaWrzJOum2ECM3jyZ1zzjlat26dbrrpJi1ZsiTYm3eM+OhoHSkq9i+bpim3UfqPuHHVKrqyWRM9kfnNca9Z99NedWlcelX4ro0bKjaKsw6cJi4qRvneQv+yz7LkNkr/mVbylFebyg01bePHGvz9S7ox6ULVKV9VG4/k6MJqTSVJHas1VYwrOiy1wx5xUeWOe4+YMv3vkV9cUes8zd+zUodKjtpdHmyUl28oPv7Ysssleb2l3zduYGn5Cpfyj0q5h6Ss1YYKCqUmjSzNX1j6u+bLhS4VFJ5kw8BpBL15jImJ0ahRozR06FC99tpruuKKKzR+/Hi9+uqrwd7VGS2vuFhx0cd+ybsMQ76f/3q4tkVTJSbE67U+N+i6Fk1183lt1LFBXT377RLVrlhBM3pdrxoJCdp1hFMEnCbfW6TyUTH+5dL3RWmycKjkqNYd3qEDxXkq8BUrK3erGifU1Gtb56tGucp6os2tql6ukvYU5YarfNgg31uo8u5j7xFDx94jv7jk7HP14U7+eHe6+DhLR3/194FpSr9kCg3qSr2u9emO+9x6dJpbLVIsVa5oacgdPn35jUv9h7pluKTKFcNTe8RySPIY9OjK+vkgWrRooSlTpujIkSP67rvvtHXr1mDv6oy2/MccdWnUQHPWb1Drmmcre+8+/7qH53/t/37AhRdoX/5Rfb3lB13UsL7eXbVWi7f/qEubNNLyH3PCUTpCaFXuNnWolqIvflqpZhWTtDlvt39d9uGdahB/tip6yivPW6hmFZP0/o9L1KpyA32ya5mWH9yii6o316rcbeE7AITcqkPb1KFqU32xZ6WaVUjSll+9RyQpzl1OHleU9hQdOsUW4BStm1v66huXLr3YpxVrDDVucKyJOJAr5R4y9MrTPh3Jk24b6laj+tJHcw3d/nefkhtKr6S7dEE7Z8z+hb2C3jxed911xy0nJCSoS5cuwd7NGe+z7E3qUK+u0tNSZRjSsA8/083t2+iHg7n6YtOWk75my4EDeuSK0skQPx3J0/CPP7ezZNjgqz1r1L5KYz3T/g4ZksavmaXUpI7aWbBPC/au0zMbP9FjbW6RJH3x00ptzf9JxaZX/2meKknaW3RIE9e8E8YjQKhl7lmj9mcla3q7O2TI0IS1M5Wa1FE/Ht2vhfvWqk5cVe0qOBDuMmGDrh0tLVpqKe3O0tnTD97v06szXapTy9JFP8+s7n2bWx6PNKi/KbdbqldHGvWQW9HRUsN60vCBvnAfRmRxyEXCDcsKQ975OxpPfDzcJaAMqt5u9+mfhIhjGGXq4wtlwLxm/PGEk4upcfJgxk5/bTo8JNuds3ZCSLZ7KszRBwAAQMCYrgsAAGCHsjXY+4eRPAIAACBgJI8AAAB2MJ2RPNI8AgAA2IFhawAAAEQakkcAAAA7kDwCAAAg0pA8AgAA2IHkEQAAAJGG5BEAAMAOXKoHAAAAAbPMcFcQFAxbAwAAIGAkjwAAAHZgwgwAAAAiDckjAACAHZgwAwAAgIAxbA0AAIBIQ/IIAABgB5JHAAAARBqSRwAAADs4JHmkeQQAALCDyR1mAAAAEGFIHgEAAOzgkGFrkkcAAAAEjOQRAADADiSPAAAAiDQkjwAAAHbg3tYAAAAIlGVxqR4AAABEGJJHAAAAOzhk2JrkEQAAAAEjeQQAALCDQy7VQ/MIAABgB+5tDQAAgEhD8ggAAGAHhwxbkzwCAAAgYCSPAAAANrAccs4jzSMAAIAdGLYGAABApCF5BAAAsAN3mAEAAECkIXkEAACwg+WMCTMkjwAAAAgYySMAAIANLIec80jzCAAAYAeGrQEAABBpSB4BAABs4JRha5JHAAAABIzkEQAAwA4OOefRsCyH3GgRAAAAIcewNQAAAAJG8wgAAICA0TwCAAAgYDSPAAAACBjNIwAAAAJG8wgAAICA0TwCAAAgYDSPZ7hhw4bpyiuvVFpamtLS0tSnTx9t3Lgx3GUhCLKzs/Xdd99Jku69914VFxdr2LBhyszMVGZmptLT0yVJ6enpKikpCWepCLJf/3z/iJycHH3xxReSpPHjxysnJydYpaEMmDJlit566y2tW7dOTz/99Cmfl5GRoUcfffSEx/k8wZ/FHWYcYOjQoerUqZMk6auvvtKTTz75ux8oODN89tlnqlq1qtq3b6/HH3/8uHW//Lwl6dlnn9U111xjd3kIoV//fP+IRYsWacuWLerSpYtGjBgRpKpQ1qSkpCglJeV/fh2fJ/izaB5DLCMjQ/Pnz1dhYaH27t2rm266SfPmzdPGjRt13333affu3frss8/k9XqVkJCgKVOmaNasWVq+fLkmT56s+++/Xy1btlTfvn0D2t+hQ4dUvnz5EB8Vgi0jI0NbtmzRkCFDVFRUpDZt2igxMVEej0fNmjXTwIEDNWfOnBOeX7duXe3du1f33nuvGjVqpMTERPXt21eHDh3SzTffrIyMjDAeFf6ojIwMff3118rJydHZZ5+tHTt2qEWLFnrggQd05MgRjRgxQgcPHpQkjRw5Uk2aNNHFF1+sBg0aqF69elq4cKEKCwt17rnnasaMGRozZozi4uI0ZswYFRUVKTc3V3feeae6desW5iPFyWRkZGj27NkyTVNpaWl65ZVX5HK51LZtWw0ZMsT/vMWLF+vtt9/W448/rtdff/2E3yWSlJWVpb///e/Ky8vTgAEDdNFFF6lLly58nuBPoXm0QX5+vl566SV99NFHmjFjhmbOnKnFixdrxowZat68uWbMmCGXy6VbbrlFq1atUt++fbVw4UINGzZMJSUlp20cH3nkET3//PNyuVyqXr26hg4datORIVQSExN17bXXqmrVqmrZsuUpn9ezZ09Nnz5djz/+uPbs2aNBgwapb9+++vDDD3XllVfaWDFCYdu2bXrxxRcVGxurbt26ae/evZoxY4YuuOAC9enTR9u2bdO///1vvfXWW9q1a5cyMjJUuXJlfzPQtWtXzZgxQ5K0ZcsW3XzzzTr//PO1fPlyTZkyheaxDKtQoYImTpyoPn36aPbs2YqNjdXQoUO1cOHCE55rmqZyc3NP+F0iSbGxsXruued04MAB9ezZ83dTbT5PECiaRxv8MqyQkJCghg0byjAMVaxYUSUlJfJ4PBo0aJDKly+v3bt3y+v1SpL69eun1NTUgP7S+/WwNc58f/R283Xq1FFcXJw2bdqkDz74QNOmTQtyZbBbUlKS4uPjJUnVqlVTUVGRNmzYoEWLFvmTo8OHD0uSKleurMqVK59yW9WqVdP06dP1zjvvyDAM/2cNyqb69etr+/btOnDggPr16yepNIjYsWPHCc91uVyn/F3Stm1bGYahKlWqKCEhQbm5uQHtn88T/B6aRxsYhnHSx0tKSjR37lzNmjVLBQUFuu6662RZloqLizVhwgSNHTtWY8aM0RtvvKHo6Gibq4adYmJitHfvXknSmjVrJJW+b0zTPO1rf/28G2+8UdOnT1diYqLOOuus0BUMW5zss6NBgwa66qqrdOWVV2r//v2aNWuWpNIG4hcul+uE986TTz6pnj17qnPnzpo9e7befffd0BaPP8Xlcql27dqqUaOGXnrpJXk8HmVkZCglJUVz58497rnr168/6e8SSf4Ecu/evTp69Ojv/oEh8XmCwDDbOoyioqIUGxur6667TjfffLOqVaumPXv26NFHH9VFF12k1NRUderUSZMnTw53qQixjh07aufOnerdu7fmzJmjuLg4NW/eXG+88YYWLVr0u69t166d+vXrJ8uy1K1bNy1cuFA33HCDTZXDbv3799ecOXOUlpamW2+9VY0bNz7hOcnJyZo3b54++ugj/2OXXXaZxo8frz59+uibb77xnzOJsuuss87SP/7xD6Wlpalnz57KzMxUvXr1Tnhe3bp1T/q7RJIKCwt100036fbbb9fYsWNPGWb8gs8TBMKw/ugYGYAyp6CgQH/72980a9as45IoAPhf8XmCU2HY+gyQk5Oj+++//4TH27dvr7vvvjsMFaEsWr58uUaPHq2BAwfyQQ/gT+HzBL+H5BEAAAAB488JAAAABIzmEQAAAAGjeQQAAEDAaB4BAAAQMJpHAAAABOz/AYfiHbmpIFv7AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "max_regret = pd.DataFrame(max_regret)\n", + "sns.heatmap(max_regret/max_regret.max(), cmap='viridis', annot=True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "colors = sns.color_palette()\n", + "\n", + "data = max_regret\n", + "\n", + "# makes it easier to identify the policy associated with each line\n", + "# in the parcoords plot\n", + "# data['policy'] = data.index.astype(\"float64\")\n", + "\n", + "limits = parcoords.get_limits(data)\n", + "limits.loc[0, ['utility', 'inertia', 'reliability', 'max_P']] = 0\n", + "\n", + "paraxes = parcoords.ParallelAxes(limits)\n", + "for i, (index, row) in enumerate(data.iterrows()):\n", + " paraxes.plot(row.to_frame().T, label=str(index), color=colors[i])\n", + "paraxes.legend()\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see striking differences between blue and orange (1 and 3) and green and red (5 and 8). The first two options have low regret on the first three objectives, but higher regret on utility. For the second two options it is reversed\n", + "\n", + "Note that we have been looking at the maximum regret. I also saved the distribution of regret over the set of scenarios. So let's visualize this and see what we can learn from it\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "from collections import defaultdict\n", + "\n", + "policy_regret = defaultdict(dict)\n", + "for key, value in overall_regret.items():\n", + " for policy in value:\n", + " policy_regret[policy][key] = value[policy]" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# this generates a 2 by 2 axes grid, with a shared X and Y axis\n", + "# accross all plots\n", + "fig, axes = plt.subplots(ncols=2, nrows=2, figsize=(10,10), \n", + " sharey=True, sharex=True)\n", + "\n", + "# to ensure easy iteration over the axes grid, we turn it\n", + "# into a list. Because there are four plots, I hard coded\n", + "# this. \n", + "axes = [axes[0,0], axes[0,1],\n", + " axes[1,0],]\n", + "\n", + "# zip allows us to zip together the list of axes and the list of \n", + "# key value pairs return by items. If we iterate over this\n", + "# it returns a tuple of length 2. The first item is the ax\n", + "# the second items is the key value pair.\n", + "for ax, (policy, regret) in zip(axes, policy_regret.items()):\n", + " data = pd.DataFrame(regret)\n", + "\n", + " # we need to scale the regret to ensure fair visual\n", + " # comparison. We can do that by divding by the maximum regret\n", + " data = data/max_regret.max(axis=0)\n", + " sns.boxplot(data=data, ax=ax)\n", + " \n", + " # removes top and left hand black outline of axes\n", + " sns.despine()\n", + " \n", + " # ensure we know which policy the figure is for\n", + " ax.set_title(str(policy))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is in line with the maximum regret parallel coordinates plot, but we get some more details." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now have an understanding of which solutions have decent robustness using 2 different robustness metrics. \n", + "\n", + "A related but different question is to assess the uncertain conditions under which we get poor performance. For this, we can use scenario discovery. Since we want to identify the uncertainties only, we can remove the policy and lever columns from the experiments DataFrame. \n", + "\n", + "**Perform Scenario Discovery, focussed on understanding the conditions under which utility is lower than 0.35**" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[MainProcess/INFO] model dropped from analysis because only a single category\n", + "[MainProcess/INFO] 4000 points remaining, containing 1031 cases of interest\n", + "[MainProcess/INFO] mean: 0.7843137254901961, mass: 0.051, coverage: 0.15518913676042678, density: 0.7843137254901961 restricted_dimensions: 5\n" + ] + } + ], + "source": [ + "from ema_workbench.analysis import prim\n", + "\n", + "x = experiments.drop(columns=['policy', 'c1','c2', 'r1', 'r2', 'w1'])\n", + "y = outcomes['utility'] < 0.35\n", + "\n", + "prim_alg = prim.Prim(x,y, threshold=0.5)\n", + "box = prim_alg.find_box()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + "" + ], + "text/plain": [ + "alt.VConcatChart(...)" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "box.inspect_tradeoff()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "the choice for box 42 is somewhat arbitrary. " + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "coverage 0.301649\n", + "density 0.719907\n", + "id 42\n", + "mass 0.108\n", + "mean 0.719907\n", + "res_dim 5\n", + "Name: 42, dtype: object\n", + "\n", + " box 42 \n", + " min max qp values\n", + "delta 0.930003 0.949105 [-1.0, 4.9747084626680924e-33]\n", + "stdev 0.001004 0.004879 [-1.0, 0.5442872154877245]\n", + "b 0.254900 0.411876 [7.078107987369016e-21, 0.2033205893025804]\n", + "q 2.596877 4.498377 [0.0008542657127662592, -1.0]\n", + "mean 0.014390 0.049993 [0.42150267722575663, -1.0]\n", + "\n" + ] + } + ], + "source": [ + "box.inspect(42)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "box.select(42)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "scens_in_box = experiments.iloc[box.yi]" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "outcomes_in_box = {k:v[box.yi] for k,v in outcomes.items()}" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[MainProcess/INFO] results saved successfully to /Users/jhkwakkel/Documents/workspace/epa1361_open/Week 5-6 - robustness and direct search/mordm_42.tar.gz\n" + ] + } + ], + "source": [ + "from ema_workbench import save_results\n", + "\n", + "save_results((scens_in_box, outcomes_in_box), 'mordm_42.tar.gz')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.16" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "vscode": { + "interpreter": { + "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/create_results.py b/create_results.py new file mode 100644 index 0000000..5745e60 --- /dev/null +++ b/create_results.py @@ -0,0 +1,36 @@ +from ema_workbench import (Model, RealParameter, ScalarOutcome) + +from model import dps_lake_model + +model = Model('lakeproblem', function=dps_lake_model) + +#specify uncertainties +model.uncertainties = [RealParameter('b', 0.1, 0.45), + RealParameter('q', 2.0, 4.5), + RealParameter('mean', 0.01, 0.05), + RealParameter('stdev', 0.001, 0.005), + RealParameter('delta', 0.93, 0.99)] + +# set levers +model.levers = [RealParameter("c1", -2, 2), + RealParameter("c2", -2, 2), + RealParameter("r1", 0, 2), + RealParameter("r2", 0, 2), + RealParameter("w1", 0, 1)] + +#specify outcomes +# note how we need to explicitely indicate the direction +model.outcomes = [ScalarOutcome('max_P', kind=ScalarOutcome.MINIMIZE), + ScalarOutcome('utility', kind=ScalarOutcome.MAXIMIZE), + ScalarOutcome('inertia', kind=ScalarOutcome.MAXIMIZE), + ScalarOutcome('reliability', kind=ScalarOutcome.MAXIMIZE)] + + +from ema_workbench import MultiprocessingEvaluator, ema_logging +from ema_workbench.em_framework.evaluators import BaseEvaluator + +ema_logging.log_to_stderr(ema_logging.INFO) + +with MultiprocessingEvaluator(model) 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" + ], + "text/plain": [ + " c1 c2 r1 r2 w1 max_P utility \\\n", + "0 0.054226 -1.382969 0.000618 1.318062 0.948742 2.060714 1.700044 \n", + "1 -0.043421 -1.213164 0.128178 1.482531 0.947543 1.879954 1.502889 \n", + "2 -0.016564 1.188345 0.102150 1.461702 0.945908 1.366668 1.300086 \n", + "3 0.054994 -0.617737 0.002308 1.211018 0.945522 2.060616 1.443293 \n", + "4 0.020089 -0.787411 0.067074 0.976339 0.954393 1.746367 1.402902 \n", + "5 -0.038479 -0.100881 0.129224 1.090667 0.822384 0.155201 1.229868 \n", + "6 0.024446 -0.620574 0.100370 1.161388 0.484172 1.993362 1.628472 \n", + "7 0.054994 -1.159320 0.001766 1.159479 0.948266 2.060454 1.643988 \n", + "\n", + " inertia reliability \n", + "0 0.0519 0.5536 \n", + "1 0.0197 0.5889 \n", + "2 0.0197 0.7626 \n", + "3 0.2027 0.5536 \n", + "4 0.0197 0.6253 \n", + "5 0.0197 1.0000 \n", + "6 0.0001 0.5629 \n", + "7 0.1335 0.5536 " + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "results1.to_csv('results.csv')" + "results1" ] }, { diff --git a/plotly_dash.py b/plotly_dash.py new file mode 100644 index 0000000..9fdc1c8 --- /dev/null +++ b/plotly_dash.py @@ -0,0 +1,102 @@ +import plotly.express as px +from dash import Dash, dcc, html + +import pandas as pd +from dash import Dash, dcc, html, Input, Output +import pandas as pd + +from dash import Dash, dcc, html, Input, Output, dash_table + +import plotly.express as px + +import pandas as pd +import plotly.graph_objects as go + + + +results = pd.read_csv('results.csv').iloc[:, -4:] + +fig = px.parallel_coordinates(results) + + + +app = Dash() + + + +app.layout = html.Div([ + + dcc.Graph( + + id='parallel_coordinates', + + figure=fig + + ), + + + + dash_table.DataTable( + + id='datatable', + + columns=[{"name": i, "id": i, "deletable": True, "selectable": True} for i in results.columns], + + data=results.to_dict('records'), + + editable=True, + + filter_action="native", + + sort_action="native", + + sort_mode="multi", + + column_selectable="single", + + row_selectable="multi", + + row_deletable=True, + + selected_columns=[], + + selected_rows=[], + + page_action="native", + + page_current=0, + + page_size=10, + + ), + +]) + + + +# Handle row selections: + + + + +@app.callback( + Output('parallel_coordinates', 'figure'), + [Input('datatable', 'selected_rows')] +) + + + +def update_graph(selected_rows): + if sum(results.index.isin(selected_rows).astype(int)) == 0: + res = results + else: + res = results[results.index.isin(selected_rows)] + fig = px.parallel_coordinates( + res + ) + return fig + + + +if __name__ == '__main__': + app.run_server(debug=True, use_reloader=False) \ No newline at end of file From 233262373fea9fc36e1e1720bcf46f71206348c1 Mon Sep 17 00:00:00 2001 From: Zuzanna Date: Fri, 29 Sep 2023 09:56:20 +0200 Subject: [PATCH 4/6] rewrote create results file, removed jupyter notebook with data generation --- assignment 8 - model answer.ipynb | 1806 ----------------------------- create_results.py | 72 +- dps_climate_model.py | 1 - 3 files changed, 70 insertions(+), 1809 deletions(-) delete mode 100644 assignment 8 - model answer.ipynb delete mode 100644 dps_climate_model.py diff --git a/assignment 8 - model answer.ipynb b/assignment 8 - model answer.ipynb deleted file mode 100644 index b139d11..0000000 --- a/assignment 8 - model answer.ipynb +++ /dev/null @@ -1,1806 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Multi-objective robust decision making (MORDM)\n", - "\n", - "\n", - "This exercise demostrates the application of MORDM on the lake model, which was used in earlier exercises.\n", - "\n", - "MORDM has four main steps:\n", - "\n", - "(i)\t **problem formulation** based on a systems analytical problem definition framework \n", - "\n", - "(ii)\t**searching** for candidate solutions that optimize multiple objectives by using multi-objective evolutionary algorithms \n", - "\n", - "(iii)\tgenerating an ensemble of scenarios to **explore** the effects of uncertainties \n", - "\n", - "(iv)\tusing **scenario discovery** to detect the vulnerabilities of candidate solutions and improving thecandidate solutions\n", - "\n", - "\n", - "\n", - "## Step 1: Problem formulation\n", - "### Lake Model\n", - "\n", - "Remember the lake problem used in the assignments in previous weeks. The lake problem is a hypothetical case where the inhabitants of a lake town decide on the amount of annual pollution they release into a lake. It the pollution in the lake passes a threshold, it will suffer irreversible eutrophication.\n", - "\n", - "The lake problem has 4 **outcome indicators**: \n", - " - **max_P**: maximum pollution over time, to be minimized\n", - " - **utility**: economic benefits obtained from polluting the lake, to be maximized\n", - " - **inertia**: the percentage of significant annual changes in the anthropogenic pollution rate, to be maximized\n", - " - **reliability**: the percentage of years where the pollution level is below the critical threshold, to be maximized\n", - " \n", - "See the lake model exercise for the formulation of these outcome variables.\n", - "\n", - "The lake problem is characterized by both stochastic uncertainty and **deep uncertainty**. The stochastic uncertainty arises from the natural inflow. To reduce this stochastic uncertainty, multiple replications are performed and the average over the replication is taken. Deep uncertainty is presented by uncertainty about the mean $\\mu$ and standard deviation $sigma$ of the lognormal distribution characterizing the natural inflow, the natural removal rate of the lake $\\beta$, the natural recycling rate of the lake $q$, and the discount rate $\\delta$. The table below specifies the ranges for the deeply uncertain factors, as well as their best estimate or default values. \n", - "\n", - "|Parameter\t|Range\t |Default value|\n", - "|-----------|--------------:|------------:|\n", - "|$\\mu$ \t|0.01 – 0.05\t|0.02 |\n", - "|$\\sigma$\t|0.001 – 0.005 \t|0.0017 |\n", - "|$b$ \t|0.1 – 0.45\t |0.42 |\n", - "|$q$\t |2 – 4.5\t |2 |\n", - "|$\\delta$\t|0.93 – 0.99\t|0.98 |\n", - "\n", - "\n", - "The lake problem in previous assignments had 100 decision **levers**, meaning that the decision makers independently decide on the amount of anthropogenic pollution at every time step (100). Then a 'policy' was a set of values for these 100 levers, which you composed by sampling from the range [0, 0.1]. \n", - "\n", - "In this exercise, we will use a more advanced way of deciding on the amout of anhtropogenic polution. We will use a **closed loop** version of the lake model, meaning that $a_t$ (anthropogenic pollution) is dependent on $X_t$ (the pollution level at time t). For instance, the rate of anthropogenic pollutions is lowered if the pollution level is approaching a critical threshold. Here, we use \"cubic radial basis functions\" following [Quinn et al. 2017](http://www.sciencedirect.com/science/article/pii/S1364815216302250) and formulate $a_t$ as follows:\n", - "\n", - "\\begin{equation}\n", - " a_{t} = min\\Bigg(max\\bigg(\\sum\\limits_{j=1}^{n} w_{j}\\left\\vert{\\frac{X_{t,i}-c_{j}}{r_{j}}}\\right\\vert^3, 0.01\\bigg), 0.1\\Bigg) \\\\\n", - " s.t. \\\\\n", - " -2 \\leq c_{j} \\leq 2 \\\\\n", - " 0 \\leq r_{j} \\leq 2 \\\\ \n", - " 0 \\leq w_{j} \\leq 1 \\\\\n", - " \\sum\\limits_{j=1}^{n} w_{j} = 1\n", - "\\end{equation}\n", - "\n", - "\n", - "The parameters that define this function also define the pollution strategy over time. Hence, the decision **levers** are the five parameters of this functions, namely $c_1$, $c_2$, $r_1$, $r_2$ and $w_1$. ($w_2$ = 1 - $w_1$).\n", - "\n", - "Note:: i is index for the realization, given m realizations; j is the index for the radial basis function, given 2 radial basis functions. \n", - "\n", - "**To formulate this problem, do the following:**\n", - "\n", - "**1) Import the lake model function from dps_lake_model.py**\n", - "\n", - "**2) Create an ema_workbench interface for this problem, with corresponding uncertainties, levers and outcomes as specified above**\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "from ema_workbench import (Model, RealParameter, ScalarOutcome)\n", - "import pandas as pd\n", - "\n", - "from model.dps_lake_model import lake_model\n", - "\n", - "model = Model('lakeproblem', function=lake_model)\n", - "\n", - "#specify uncertainties\n", - "model.uncertainties = [RealParameter('b', 0.1, 0.45),\n", - " RealParameter('q', 2.0, 4.5),\n", - " RealParameter('mean', 0.01, 0.05),\n", - " RealParameter('stdev', 0.001, 0.005),\n", - " RealParameter('delta', 0.93, 0.99)]\n", - "\n", - "# set levers\n", - "model.levers = [RealParameter(\"c1\", -2, 2),\n", - " RealParameter(\"c2\", -2, 2),\n", - " RealParameter(\"r1\", 0, 2),\n", - " RealParameter(\"r2\", 0, 2),\n", - " RealParameter(\"w1\", 0, 1)]\n", - "\n", - "#specify outcomes\n", - "# note how we need to explicitely indicate the direction\n", - "model.outcomes = [ScalarOutcome('max_P', kind=ScalarOutcome.MINIMIZE),\n", - " ScalarOutcome('utility', kind=ScalarOutcome.MAXIMIZE),\n", - " ScalarOutcome('inertia', kind=ScalarOutcome.MAXIMIZE),\n", - " ScalarOutcome('reliability', kind=ScalarOutcome.MAXIMIZE)]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Searching for candidate solutions\n", - "\n", - "In the second step of MORDM, candidate strategies are identified which are pareto optimal conditional on a reference scenario. These candiate strategies are identified through search with multi-objective evolutionary algorithms, that iteratively evaluate a large number of alternatives on multiple objectives until they find the best candidates. For instance, when we optimize the lake model levers, the lake model function will be called for each candidate evaluation, and the corresponding four objective values will be generated. \n", - "\n", - "Take the model interface developed in the previous step and use the optimization functionality of the workbench to identify the pareto approximate set of solutions. Try the following:\n", - "* change the epsilon values between 0.01 and 0.1, what changes, why?\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[MainProcess/INFO] pool started with 8 workers\n", - "500013it [06:18, 1322.22it/s] \n", - "[MainProcess/INFO] optimization completed, found 8 solutions\n", - "[MainProcess/INFO] terminating pool\n" - ] - } - ], - "source": [ - "from ema_workbench import MultiprocessingEvaluator, ema_logging\n", - "from ema_workbench.em_framework.evaluators import BaseEvaluator\n", - "\n", - "ema_logging.log_to_stderr(ema_logging.INFO)\n", - "\n", - "with MultiprocessingEvaluator(model) as evaluator:\n", - " results1 = evaluator.optimize(nfe=5e5, searchover='levers',\n", - " epsilons=[0.1,]*len(model.outcomes))" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "policies = results1.iloc[:, :5]" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " c1 c2 r1 r2 w1 max_P utility \\\n", - "0 0.054226 -1.382969 0.000618 1.318062 0.948742 2.060714 1.700044 \n", - "1 -0.043421 -1.213164 0.128178 1.482531 0.947543 1.879954 1.502889 \n", - "2 -0.016564 1.188345 0.102150 1.461702 0.945908 1.366668 1.300086 \n", - "3 0.054994 -0.617737 0.002308 1.211018 0.945522 2.060616 1.443293 \n", - "4 0.020089 -0.787411 0.067074 0.976339 0.954393 1.746367 1.402902 \n", - "5 -0.038479 -0.100881 0.129224 1.090667 0.822384 0.155201 1.229868 \n", - "6 0.024446 -0.620574 0.100370 1.161388 0.484172 1.993362 1.628472 \n", - "7 0.054994 -1.159320 0.001766 1.159479 0.948266 2.060454 1.643988 \n", - "\n", - " inertia reliability \n", - "0 0.0519 0.5536 \n", - "1 0.0197 0.5889 \n", - "2 0.0197 0.7626 \n", - "3 0.2027 0.5536 \n", - "4 0.0197 0.6253 \n", - "5 0.0197 1.0000 \n", - "6 0.0001 0.5629 \n", - "7 0.1335 0.5536 " - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results1" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "8" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(policies)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "from model.dps_lake_model import get_antropogenic_release\n", - "import numpy as np\n", - "import math\n", - "\n", - "release_decisions = pd.DataFrame()\n", - "\n", - "for policy in range(len(policies)):\n", - " c1 = policies.iloc[policy, 0]\n", - " c2 = policies.iloc[policy, 1]\n", - " r1 = policies.iloc[policy, 2]\n", - " r2 = policies.iloc[policy, 3]\n", - " w1 = policies.iloc[policy, 4]\n", - "\n", - " myears = 100\n", - "\n", - " b=0.42\n", - " q=2.0\n", - " mean=0.02\n", - " stdev=0.001\n", - " delta=0.98\n", - " alpha=0.4\n", - " nsamples=100\n", - " myears=100\n", - " X = np.zeros((myears,))\n", - "\n", - " X[0] = 0.0\n", - " decision = 0.1\n", - " decisions = np.zeros(myears,)\n", - " decisions[0] = decision\n", - " natural_inflows = np.random.lognormal(\n", - " math.log(mean**2 / math.sqrt(stdev**2 + mean**2)),\n", - " math.sqrt(math.log(1.0 + stdev**2 / mean**2)),\n", - " size=myears)\n", - "\n", - " for t in range(1, myears):\n", - "\n", - " # here we use the decision rule\n", - " decision = get_antropogenic_release(X[t-1], c1, c2, r1, r2, w1)\n", - " decisions[t] = decision\n", - "\n", - " X[t] = (1-b)*X[t-1] + X[t-1]**q/(1+X[t-1]**q) + decision +\\\n", - " natural_inflows[t-1]\n", - " \n", - " release_decisions[str(policy)] = pd.DataFrame(decisions)\n", - " \n" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "release_decisions.to_csv('release_decisions.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " 0\n", - "0 0.1\n", - "1 0.1\n", - "2 0.1\n", - "3 0.1\n", - "4 0.1\n", - ".. ...\n", - "95 0.1\n", - "96 0.1\n", - "97 0.1\n", - "98 0.1\n", - "99 0.1\n", - "\n", - "[100 rows x 1 columns]" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pd.DataFrame(decisions)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[MainProcess/INFO] pool started\n", - "[MainProcess/INFO] generation 0: 0/5000 nfe\n", - "[MainProcess/INFO] generation 5: 497/5000 nfe\n", - "[MainProcess/INFO] generation 10: 992/5000 nfe\n", - "[MainProcess/INFO] generation 15: 1483/5000 nfe\n", - "[MainProcess/INFO] generation 20: 1977/5000 nfe\n", - "[MainProcess/INFO] generation 25: 2474/5000 nfe\n", - "[MainProcess/INFO] generation 30: 2967/5000 nfe\n", - "[MainProcess/INFO] generation 35: 3465/5000 nfe\n", - "[MainProcess/INFO] generation 40: 3958/5000 nfe\n", - "[MainProcess/INFO] generation 45: 4456/5000 nfe\n", - "[MainProcess/INFO] generation 50: 4951/5000 nfe\n", - "[MainProcess/INFO] optimization completed, found 263 solutions\n", - "[MainProcess/INFO] terminating pool\n" - ] - } - ], - "source": [ - "with MultiprocessingEvaluator(model) as evaluator:\n", - " results2 = evaluator.optimize(nfe=5e3, searchover='levers',\n", - " epsilons=[0.01,]*len(model.outcomes))" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from ema_workbench.analysis import parcoords\n", - "\n", - "data = results1.loc[:, [o.name for o in model.outcomes]]\n", - "limits = parcoords.get_limits(data)\n", - "limits.loc[0, ['utility', 'inertia', 'reliability', 'max_P']] = 0\n", - "\n", - "paraxes = parcoords.ParallelAxes(limits)\n", - "paraxes.plot(data)\n", - "paraxes.invert_axis('max_P')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "data = results2.loc[:, [o.name for o in model.outcomes]]\n", - "limits = parcoords.get_limits(data)\n", - "limits.loc[0, ['utility', 'inertia', 'reliability', 'max_P']] = 0\n", - "\n", - "paraxes = parcoords.ParallelAxes(limits)\n", - "paraxes.plot(data)\n", - "paraxes.invert_axis('max_P')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The above parallel coordinate plots are consistent with our expectation. If we use a lower value for epsilon, we have many more solutions in the pareto approximate set.\n", - "\n", - "* change the number of function evaluations from 1000 to 10.000 (this requires using multiprocessing unless you are very patient). What is the difference? You can use convergence as explained in assignment 7 for this\n", - "\n", - "Calculating hypervolume can be tricky. It requires specifying the minimum and maximum values that can occur. That is, we basically have to describe the hyperbox within which hypervolume needs to be calculated. There are various ways we can ensure this. For example we take the values quite broad to be certain. We can also add constraints to the outcome space. We can rely on trial and error. Below, I am using the results from the previous optimization to provide guestimated values for the maximum. \n", - "\n", - "Calculating hypervolume is computationally expensive. Therefore, it might sometimes be better to simply log the state of the achive at each generation, and only calculate hypervolume afterwards. See the [ArchiveLogger](http://emaworkbench.readthedocs.io/en/latest/ema_documentation/em_framework/optimization.html#ema_workbench.em_framework.optimization.ArchiveLogger) which you can use just like other convergence metrics for details\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[MainProcess/INFO] pool started\n", - "[MainProcess/INFO] generation 0: 0/1000 nfe\n", - "[MainProcess/INFO] generation 5: 490/1000 nfe\n", - "[MainProcess/INFO] generation 10: 984/1000 nfe\n", - "[MainProcess/INFO] optimization completed, found 14 solutions\n", - "[MainProcess/INFO] terminating pool\n" - ] - } - ], - "source": [ - "from ema_workbench.em_framework.optimization import (HyperVolume,\n", - " EpsilonProgress)\n", - "\n", - "convergence_metrics = [HyperVolume(minimum=[0,0,0,0], maximum=[3, 2,1.01,1.01]),\n", - " EpsilonProgress()]\n", - "\n", - "with MultiprocessingEvaluator(model) as evaluator:\n", - " results, convergence = evaluator.optimize(nfe=1e3, searchover='levers',\n", - " convergence=convergence_metrics,\n", - " epsilons=[0.1,]*len(model.outcomes))" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, (ax1, ax2) = plt.subplots(ncols=2, sharex=True, figsize=(8,4))\n", - "ax1.plot(convergence.nfe, convergence.epsilon_progress)\n", - "ax1.set_ylabel('$\\epsilon$-progress')\n", - "ax2.plot(convergence.nfe, convergence.hypervolume)\n", - "ax2.set_ylabel('hypervolume')\n", - "\n", - "ax1.set_xlabel('number of function evaluations')\n", - "ax2.set_xlabel('number of function evaluations')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[MainProcess/INFO] pool started\n", - "[MainProcess/INFO] generation 0: 0/50000 nfe\n", - "[MainProcess/INFO] generation 5: 495/50000 nfe\n", - "[MainProcess/INFO] generation 10: 988/50000 nfe\n", - "[MainProcess/INFO] generation 15: 1484/50000 nfe\n", - "[MainProcess/INFO] generation 20: 1982/50000 nfe\n", - "[MainProcess/INFO] generation 25: 2476/50000 nfe\n", - "[MainProcess/INFO] generation 30: 2974/50000 nfe\n", - "[MainProcess/INFO] generation 35: 3468/50000 nfe\n", - "[MainProcess/INFO] generation 40: 3963/50000 nfe\n", - "[MainProcess/INFO] generation 45: 4460/50000 nfe\n", - "[MainProcess/INFO] generation 50: 4954/50000 nfe\n", - "[MainProcess/INFO] generation 55: 5448/50000 nfe\n", - "[MainProcess/INFO] generation 60: 5944/50000 nfe\n", - "[MainProcess/INFO] generation 65: 6439/50000 nfe\n", - "[MainProcess/INFO] generation 70: 6936/50000 nfe\n", - "[MainProcess/INFO] generation 75: 7426/50000 nfe\n", - "[MainProcess/INFO] generation 80: 7925/50000 nfe\n", - "[MainProcess/INFO] generation 85: 8423/50000 nfe\n", - "[MainProcess/INFO] generation 90: 8914/50000 nfe\n", - "[MainProcess/INFO] generation 95: 9408/50000 nfe\n", - "[MainProcess/INFO] generation 100: 9904/50000 nfe\n", - "[MainProcess/INFO] generation 105: 10196/50000 nfe\n", - "[MainProcess/INFO] generation 110: 10503/50000 nfe\n", - "[MainProcess/INFO] generation 115: 10812/50000 nfe\n", - "[MainProcess/INFO] generation 120: 11120/50000 nfe\n", - "[MainProcess/INFO] generation 125: 11422/50000 nfe\n", - "[MainProcess/INFO] generation 130: 11728/50000 nfe\n", - "[MainProcess/INFO] generation 135: 12030/50000 nfe\n", - "[MainProcess/INFO] generation 140: 12337/50000 nfe\n", - "[MainProcess/INFO] generation 145: 12644/50000 nfe\n", - "[MainProcess/INFO] generation 150: 12952/50000 nfe\n", - "[MainProcess/INFO] generation 155: 13257/50000 nfe\n", - "[MainProcess/INFO] generation 160: 13566/50000 nfe\n", - "[MainProcess/INFO] generation 165: 13873/50000 nfe\n", - "[MainProcess/INFO] generation 170: 14182/50000 nfe\n", - "[MainProcess/INFO] generation 175: 14491/50000 nfe\n", - "[MainProcess/INFO] generation 180: 14799/50000 nfe\n", - "[MainProcess/INFO] generation 185: 15109/50000 nfe\n", - "[MainProcess/INFO] generation 190: 15418/50000 nfe\n", - "[MainProcess/INFO] generation 195: 15725/50000 nfe\n", - "[MainProcess/INFO] generation 200: 16032/50000 nfe\n", - "[MainProcess/INFO] generation 205: 16513/50000 nfe\n", - "[MainProcess/INFO] generation 210: 17068/50000 nfe\n", - "[MainProcess/INFO] generation 215: 17627/50000 nfe\n", - "[MainProcess/INFO] generation 220: 18177/50000 nfe\n", - "[MainProcess/INFO] generation 225: 18735/50000 nfe\n", - "[MainProcess/INFO] generation 230: 19290/50000 nfe\n", - "[MainProcess/INFO] generation 235: 19845/50000 nfe\n", - "[MainProcess/INFO] generation 240: 20397/50000 nfe\n", - "[MainProcess/INFO] generation 245: 20955/50000 nfe\n", - "[MainProcess/INFO] generation 250: 21510/50000 nfe\n", - "[MainProcess/INFO] generation 255: 22067/50000 nfe\n", - "[MainProcess/INFO] generation 260: 22618/50000 nfe\n", - "[MainProcess/INFO] generation 265: 23167/50000 nfe\n", - "[MainProcess/INFO] generation 270: 23723/50000 nfe\n", - "[MainProcess/INFO] generation 275: 24279/50000 nfe\n", - "[MainProcess/INFO] generation 280: 24828/50000 nfe\n", - "[MainProcess/INFO] generation 285: 25383/50000 nfe\n", - "[MainProcess/INFO] generation 290: 25937/50000 nfe\n", - "[MainProcess/INFO] generation 295: 26487/50000 nfe\n", - "[MainProcess/INFO] generation 300: 27042/50000 nfe\n", - "[MainProcess/INFO] generation 305: 27595/50000 nfe\n", - "[MainProcess/INFO] generation 310: 28152/50000 nfe\n", - "[MainProcess/INFO] generation 315: 28704/50000 nfe\n", - "[MainProcess/INFO] generation 320: 29258/50000 nfe\n", - "[MainProcess/INFO] generation 325: 29813/50000 nfe\n", - "[MainProcess/INFO] generation 330: 30371/50000 nfe\n", - "[MainProcess/INFO] generation 335: 30926/50000 nfe\n", - "[MainProcess/INFO] generation 340: 31478/50000 nfe\n", - "[MainProcess/INFO] generation 345: 32033/50000 nfe\n", - "[MainProcess/INFO] generation 350: 32586/50000 nfe\n", - "[MainProcess/INFO] generation 355: 33141/50000 nfe\n", - "[MainProcess/INFO] generation 360: 33694/50000 nfe\n", - "[MainProcess/INFO] generation 365: 34249/50000 nfe\n", - "[MainProcess/INFO] generation 370: 34806/50000 nfe\n", - "[MainProcess/INFO] generation 375: 35360/50000 nfe\n", - "[MainProcess/INFO] generation 380: 35917/50000 nfe\n", - "[MainProcess/INFO] generation 385: 36471/50000 nfe\n", - "[MainProcess/INFO] generation 390: 37026/50000 nfe\n", - "[MainProcess/INFO] generation 395: 37580/50000 nfe\n", - "[MainProcess/INFO] generation 400: 38136/50000 nfe\n", - "[MainProcess/INFO] generation 405: 38689/50000 nfe\n", - "[MainProcess/INFO] generation 410: 39240/50000 nfe\n", - "[MainProcess/INFO] generation 415: 39791/50000 nfe\n", - "[MainProcess/INFO] generation 420: 40348/50000 nfe\n", - "[MainProcess/INFO] generation 425: 40902/50000 nfe\n", - "[MainProcess/INFO] generation 430: 41455/50000 nfe\n", - "[MainProcess/INFO] generation 435: 42009/50000 nfe\n", - "[MainProcess/INFO] generation 440: 42562/50000 nfe\n", - "[MainProcess/INFO] generation 445: 43114/50000 nfe\n", - "[MainProcess/INFO] generation 450: 43664/50000 nfe\n", - "[MainProcess/INFO] generation 455: 44223/50000 nfe\n", - "[MainProcess/INFO] generation 460: 44769/50000 nfe\n", - "[MainProcess/INFO] generation 465: 45325/50000 nfe\n", - "[MainProcess/INFO] generation 470: 45881/50000 nfe\n", - "[MainProcess/INFO] generation 475: 46430/50000 nfe\n", - "[MainProcess/INFO] generation 480: 46986/50000 nfe\n", - "[MainProcess/INFO] generation 485: 47537/50000 nfe\n", - "[MainProcess/INFO] generation 490: 48091/50000 nfe\n", - "[MainProcess/INFO] generation 495: 48647/50000 nfe\n", - "[MainProcess/INFO] generation 500: 49196/50000 nfe\n", - "[MainProcess/INFO] generation 505: 49751/50000 nfe\n", - "[MainProcess/INFO] optimization completed, found 33 solutions\n", - "[MainProcess/INFO] terminating pool\n" - ] - } - ], - "source": [ - "convergence_metrics = [HyperVolume(minimum=[0,0,0,0], maximum=[3, 2,1.01,1.01]),\n", - " EpsilonProgress()]\n", - "\n", - "with MultiprocessingEvaluator(model) as evaluator:\n", - " results, convergence = evaluator.optimize(nfe=5e4, searchover='levers',\n", - " convergence=convergence_metrics,\n", - " epsilons=[0.1,]*len(model.outcomes))" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, (ax1, ax2) = plt.subplots(ncols=2, sharex=True, figsize=(8,4))\n", - "ax1.plot(convergence.nfe, convergence.epsilon_progress)\n", - "ax1.set_ylabel('$\\epsilon$-progress')\n", - "ax2.plot(convergence.nfe, convergence.hypervolume)\n", - "ax2.set_ylabel('hypervolume')\n", - "\n", - "ax1.set_xlabel('number of function evaluations')\n", - "ax2.set_xlabel('number of function evaluations')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As you can see, the optimization has converged better in the second case with the higher number of function evaluations. Note also how in this particular case, search stagnated between 1000 and 4000 nfe, before picking up agin. Still, to be certain, it would be good practice to use an even larger number of nfe (I would start wtih at least 50,000, preferably even larger). \n", - "\n", - "**plot the tradeoffs you have found using a parallel axis plot**\n", - "\n", - "We can visualize these tradeoffs on a **parallel axis plots**. In these plots, each dimension is shown as a vertical axis. Each solution is represented by a line on this plot, which crosses the objective axes at the corresponsing value. You can use the [parcoords functionality](https://emaworkbench.readthedocs.io/en/latest/ema_documentation/analysis/parcoords.html) for this that comes with the ema_workbench. Ensure that the direction of desirability is the same for the four objectives.|\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "data = results.loc[:, [o.name for o in model.outcomes]]\n", - "limits = parcoords.get_limits(data)\n", - "limits.loc[0, ['utility', 'inertia', 'reliability', 'max_P']] = 0\n", - "\n", - "paraxes = parcoords.ParallelAxes(limits)\n", - "paraxes.plot(data)\n", - "paraxes.invert_axis('max_P')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**What does this plot tell us about the tradeoffs and conflicting objectives?**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Max_P is negatively correlated with utility and intertia, and positevely with reliability. if we look at inertia, there are two solutions which sacrifice intertia for higher scores on reliability. These might reflect a different correlation structure, or be evidence of incomplete convergence. \n", - "\n", - "\n", - "## Step 3: Re-evaluate candidate solutions under uncertainty\n", - "\n", - "We now have a large number of candidate solutions (policies), we can re-evaluate them over the various deeply uncertain factors to assess their robustness against uncertainties.\n", - "\n", - "For this robustness evaluation, we need to explore the scenarios for each solution. It means that, if we would like to run for instance 1000 scenarios for each solution, we might have to execute a very large number of runs.\n", - "\n", - "Here, to simplify the case, let's suppose that decision makers have a hard constrain on *reliability*. No solution with less than 90% reliability is acceptable for them. Therefore, we can reduce the size of the solution set according to this constraint. \n", - "\n", - "**Apply this constraint of reliability on the results, and create a new dataframe named new_reults**\n", - "\n", - "**From new_results, which is the reduced dataframe of candidate solutions, make a list of policies in a format that can be inputed to the *perform_experiments* function of the EMA workbench.**\n", - "\n", - "*hint: you need to transform each policy to a dict, and then use this dict as input for the Policy class that comes with the workbench*\n", - "\n", - "There are various ways to do it. One way is to use logical indexing. Basically, create a boolean vector that indicates for each row if the constraint is met or not. Next, we can use this as an index on the dataframe to get only the rows for which the index is true.\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "4" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "logical = results.reliability > 0.9\n", - "np.sum(logical)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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c1c2r1r2w1max_Putilityinertiareliability
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70.1276670.1141121.9308720.0510030.5474900.0999210.2249220.9837371.0000
180.6508440.2610381.7344240.0563790.7713262.0887170.6021220.8173740.9094
300.3608130.2217940.6032090.1514770.6270090.1808020.4448340.9797981.0000
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" - ], - "text/plain": [ - " c1 c2 r1 r2 w1 max_P utility \\\n", - "1 0.896828 0.229831 1.822103 0.468718 0.573980 0.542498 0.506104 \n", - "7 0.127667 0.114112 1.930872 0.051003 0.547490 0.099921 0.224922 \n", - "18 0.650844 0.261038 1.734424 0.056379 0.771326 2.088717 0.602122 \n", - "30 0.360813 0.221794 0.603209 0.151477 0.627009 0.180802 0.444834 \n", - "\n", - " inertia reliability \n", - "1 0.964040 0.9415 \n", - "7 0.983737 1.0000 \n", - "18 0.817374 0.9094 \n", - "30 0.979798 1.0000 " - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results[logical]" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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c1c2r1r2w1
10.8968280.2298311.8221030.4687180.573980
70.1276670.1141121.9308720.0510030.547490
180.6508440.2610381.7344240.0563790.771326
300.3608130.2217940.6032090.1514770.627009
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" - ], - "text/plain": [ - " c1 c2 r1 r2 w1\n", - "1 0.896828 0.229831 1.822103 0.468718 0.573980\n", - "7 0.127667 0.114112 1.930872 0.051003 0.547490\n", - "18 0.650844 0.261038 1.734424 0.056379 0.771326\n", - "30 0.360813 0.221794 0.603209 0.151477 0.627009" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "policies = results[logical]\n", - "policies = policies.drop([o.name for o in model.outcomes], axis=1)\n", - "policies" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "from ema_workbench import Policy\n", - "\n", - "policies_to_evaluate = []\n", - "\n", - "for i, policy in policies.iterrows():\n", - " policies_to_evaluate.append(Policy(str(i), **policy.to_dict()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Perform 1000 scenarios for each of the policy options. Depending on how many solutions are left after implementing the constraint, consider using multiprocessing or ipyparallel to speed up calculations.**\n", - "\n", - "If you want to use ipyparallel, don't forget to start ipcluster." - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[MainProcess/INFO] pool started\n", - "[MainProcess/INFO] performing 1000 scenarios * 4 policies * 1 model(s) = 4000 experiments\n", - "[MainProcess/INFO] 400 cases completed\n", - "[MainProcess/INFO] 800 cases completed\n", - "[MainProcess/INFO] 1200 cases completed\n", - "[MainProcess/INFO] 1600 cases completed\n", - "[MainProcess/INFO] 2000 cases completed\n", - "[MainProcess/INFO] 2400 cases completed\n", - "[MainProcess/INFO] 2800 cases completed\n", - "[MainProcess/INFO] 3200 cases completed\n", - "[MainProcess/INFO] 3600 cases completed\n", - "[MainProcess/INFO] 4000 cases completed\n", - "[MainProcess/INFO] experiments finished\n", - "[MainProcess/INFO] terminating pool\n" - ] - } - ], - "source": [ - "n_scenarios = 1000\n", - "with MultiprocessingEvaluator(model) as evaluator:\n", - " results = evaluator.perform_experiments(n_scenarios,\n", - " policies_to_evaluate)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can now evaluate the **robustness** of each of the policy options based on these scenario results. We can calculate the robustness of a policy option in terms of its performance on an outcome indicator across the 1000 scenarios. In other words, we can identify how robust a policy is in terms of each outcome indicator, and investigate the robustness tradeoffs. \n", - "\n", - "There are multiple metrics to quantify robustness. On of them is the *signal to noise ratio*, which is simply the mean of a dataset divided by its standard deviation. For instance, for an outcome indicator to be maximized, we prefer a high average value across the scenarios, and a low standard deviation, implying a narrow range of uncertainty about the outcomes. Therefore, we want to maximize the signal-to-noise ratio. For an outcome indicator to be minimized, a lower mean and a lower standard deviation is preferred. Therefore the formulation should be different.\n", - "\n", - "**Write a function to calculate the signal-to-noise ratio for both kinds of outcome indicators. Calculate the signal-to-noise ratios for each outcome and each policy option. Plot the tradeoffs on a parallel plot. Which solutions look like a good compromise policy?**" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "def s_to_n(data, direction):\n", - " mean = np.mean(data)\n", - " std = np.std(data)\n", - " \n", - " if direction==ScalarOutcome.MAXIMIZE:\n", - " return mean/std\n", - " else:\n", - " return mean*std\n", - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There are various ways in which we could calculate the signal to noise ratio. Here, I choose to iterate over the policy first. Next, I iterate over the outcomes. For each outcome, I only retrieve the results associated with the current policy. Next, I can calculate the signal to noise ratio. \n", - "\n", - "I am reusing the direction that we already specified for each outcome of interest, to avoid duplicating code. Note that I enabled this already with how I defined the s_to_n function above.\n", - "\n", - "To make visualization easy, I transform all my results into a dataframe at the end." - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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max_Putilityinertiareliability
16.6592541.43024063.1686511.422235
188.6157721.5925851.3922201.319691
306.3380691.2328335.1660191.549442
78.7539441.6330458.0723460.832992
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" - ], - "text/plain": [ - " max_P utility inertia reliability\n", - "1 6.659254 1.430240 63.168651 1.422235\n", - "18 8.615772 1.592585 1.392220 1.319691\n", - "30 6.338069 1.232833 5.166019 1.549442\n", - "7 8.753944 1.633045 8.072346 0.832992" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "experiments, outcomes = results\n", - "\n", - "overall_scores = {}\n", - "for policy in np.unique(experiments['policy']):\n", - " scores = {}\n", - " \n", - " logical = experiments['policy']==policy\n", - " \n", - " for outcome in model.outcomes:\n", - " value = outcomes[outcome.name][logical]\n", - " sn_ratio = s_to_n(value, outcome.kind)\n", - " scores[outcome.name] = sn_ratio\n", - " overall_scores[policy] = scores\n", - "scores = pd.DataFrame.from_dict(overall_scores).T\n", - "scores" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from ema_workbench.analysis import parcoords\n", - "\n", - "data = scores\n", - "limits = parcoords.get_limits(data)\n", - "limits.loc[0, ['utility', 'inertia', 'reliability', 'max_P']] = 0\n", - "\n", - "paraxes = parcoords.ParallelAxes(limits)\n", - "paraxes.plot(data)\n", - "paraxes.invert_axis('max_P')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "The ideal solution would be a a high Signal to Noise score for reliability, inertia, and utility, and a low score for max_P. Such a solution clearly does not exist. The best solution for max_P and reliability score low on inertia and utility. No compromise solution can thus be found in this case. \n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Another robustness metric is **maximum regret**, calculated again for each policy and for each outcome indicator. *Regret* is defined for each policy under each scenario, as the difference between the performance of the policy in a specific scenario and the berformance of a no-regret (i.e. best possible result in that scenario) or reference policy. The *maximum regret* is then the maximum of such regret values across all scenarios. We of course favor policy options with low *maximum regret* values. \n", - "\n", - "**Write a function to calculate the maximum regret for both kinds of outcome indicators. Calculate the maximum regret values for each outcome and each policy option. Plot the tradeoffs on a parallel plot. Which solutions look like a good compromise policy?**" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [], - "source": [ - "def calculate_regret(data, best):\n", - " return np.abs(best-data)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Regret is the performance difference between the best possible outcome in a scenario across policies, the the observed outcome for a given policy. We have in this case both minimization and maximization. Best means the lowest in case of mimimization, and heighest in case of maximization. To avoid having to explicitly account for this in how we calculate the difference, we can simply take the absolute value of the difference. In this case, max_P will return negative regret values for `best-data`, so by taking the absolute value, we fix this\n", - "\n", - "The next part of the code is probably the most tricky part. We need to find the best possible outcome for each scenario. We could do this by iterating over the scenario_id column in the experiment array. But we can also use pandas instead as done below. Wat we do is the following:\n", - "1. we create a dataframe with the outcome, the name of the policy and the scenario. This is a so called long-form representation of the data\n", - "2. We want to have the results for each policy side by side so we can take the max, or min accross the column. The pivot method on the DataFrame does this for us\n", - "3. We take the maximum or minimum accross the row." - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [], - "source": [ - "experiments, outcomes = results\n", - "\n", - "overall_regret = {}\n", - "max_regret = {}\n", - "for outcome in model.outcomes:\n", - " policy_column = experiments['policy']\n", - " \n", - " # create a DataFrame with all the relevent information\n", - " # i.e., policy, scenario_id, and scores\n", - " data = pd.DataFrame({outcome.name: outcomes[outcome.name], \n", - " \"policy\":experiments['policy'],\n", - " \"scenario\":experiments['scenario']})\n", - " \n", - " # reorient the data by indexing with policy and scenario id\n", - " data = data.pivot(index='scenario', columns='policy')\n", - " \n", - " # flatten the resulting hierarchical index resulting from \n", - " # pivoting, (might be a nicer solution possible)\n", - " data.columns = data.columns.get_level_values(1)\n", - " \n", - " # we need to control the broadcasting. \n", - " # max returns a 1d vector across scenario id. By passing\n", - " # np.newaxis we ensure that the shape is the same as the data\n", - " # next we take the absolute value\n", - " #\n", - " # basically we take the difference of the maximum across \n", - " # the row and the actual values in the row\n", - " #\n", - " outcome_regret = (data.max(axis=1)[:, np.newaxis] - data).abs()\n", - " \n", - " overall_regret[outcome.name] = outcome_regret\n", - " max_regret[outcome.name] = outcome_regret.max()\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "max_regret = pd.DataFrame(max_regret)\n", - "sns.heatmap(max_regret/max_regret.max(), cmap='viridis', annot=True)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "colors = sns.color_palette()\n", - "\n", - "data = max_regret\n", - "\n", - "# makes it easier to identify the policy associated with each line\n", - "# in the parcoords plot\n", - "# data['policy'] = data.index.astype(\"float64\")\n", - "\n", - "limits = parcoords.get_limits(data)\n", - "limits.loc[0, ['utility', 'inertia', 'reliability', 'max_P']] = 0\n", - "\n", - "paraxes = parcoords.ParallelAxes(limits)\n", - "for i, (index, row) in enumerate(data.iterrows()):\n", - " paraxes.plot(row.to_frame().T, label=str(index), color=colors[i])\n", - "paraxes.legend()\n", - " \n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We see striking differences between blue and orange (1 and 3) and green and red (5 and 8). The first two options have low regret on the first three objectives, but higher regret on utility. For the second two options it is reversed\n", - "\n", - "Note that we have been looking at the maximum regret. I also saved the distribution of regret over the set of scenarios. So let's visualize this and see what we can learn from it\n" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [], - "source": [ - "from collections import defaultdict\n", - "\n", - "policy_regret = defaultdict(dict)\n", - "for key, value in overall_regret.items():\n", - " for policy in value:\n", - " policy_regret[policy][key] = value[policy]" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# this generates a 2 by 2 axes grid, with a shared X and Y axis\n", - "# accross all plots\n", - "fig, axes = plt.subplots(ncols=2, nrows=2, figsize=(10,10), \n", - " sharey=True, sharex=True)\n", - "\n", - "# to ensure easy iteration over the axes grid, we turn it\n", - "# into a list. Because there are four plots, I hard coded\n", - "# this. \n", - "axes = [axes[0,0], axes[0,1],\n", - " axes[1,0],]\n", - "\n", - "# zip allows us to zip together the list of axes and the list of \n", - "# key value pairs return by items. If we iterate over this\n", - "# it returns a tuple of length 2. The first item is the ax\n", - "# the second items is the key value pair.\n", - "for ax, (policy, regret) in zip(axes, policy_regret.items()):\n", - " data = pd.DataFrame(regret)\n", - "\n", - " # we need to scale the regret to ensure fair visual\n", - " # comparison. We can do that by divding by the maximum regret\n", - " data = data/max_regret.max(axis=0)\n", - " sns.boxplot(data=data, ax=ax)\n", - " \n", - " # removes top and left hand black outline of axes\n", - " sns.despine()\n", - " \n", - " # ensure we know which policy the figure is for\n", - " ax.set_title(str(policy))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This is in line with the maximum regret parallel coordinates plot, but we get some more details." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We now have an understanding of which solutions have decent robustness using 2 different robustness metrics. \n", - "\n", - "A related but different question is to assess the uncertain conditions under which we get poor performance. For this, we can use scenario discovery. Since we want to identify the uncertainties only, we can remove the policy and lever columns from the experiments DataFrame. \n", - "\n", - "**Perform Scenario Discovery, focussed on understanding the conditions under which utility is lower than 0.35**" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[MainProcess/INFO] model dropped from analysis because only a single category\n", - "[MainProcess/INFO] 4000 points remaining, containing 1031 cases of interest\n", - "[MainProcess/INFO] mean: 0.7843137254901961, mass: 0.051, coverage: 0.15518913676042678, density: 0.7843137254901961 restricted_dimensions: 5\n" - ] - } - ], - "source": [ - "from ema_workbench.analysis import prim\n", - "\n", - "x = experiments.drop(columns=['policy', 'c1','c2', 'r1', 'r2', 'w1'])\n", - "y = outcomes['utility'] < 0.35\n", - "\n", - "prim_alg = prim.Prim(x,y, threshold=0.5)\n", - "box = prim_alg.find_box()" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "
\n", - "" - ], - "text/plain": [ - "alt.VConcatChart(...)" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "box.inspect_tradeoff()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "the choice for box 42 is somewhat arbitrary. " - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "coverage 0.301649\n", - "density 0.719907\n", - "id 42\n", - "mass 0.108\n", - "mean 0.719907\n", - "res_dim 5\n", - "Name: 42, dtype: object\n", - "\n", - " box 42 \n", - " min max qp values\n", - "delta 0.930003 0.949105 [-1.0, 4.9747084626680924e-33]\n", - "stdev 0.001004 0.004879 [-1.0, 0.5442872154877245]\n", - "b 0.254900 0.411876 [7.078107987369016e-21, 0.2033205893025804]\n", - "q 2.596877 4.498377 [0.0008542657127662592, -1.0]\n", - "mean 0.014390 0.049993 [0.42150267722575663, -1.0]\n", - "\n" - ] - } - ], - "source": [ - "box.inspect(42)" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [], - "source": [ - "box.select(42)" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [], - "source": [ - "scens_in_box = experiments.iloc[box.yi]" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [], - "source": [ - "outcomes_in_box = {k:v[box.yi] for k,v in outcomes.items()}" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[MainProcess/INFO] results saved successfully to /Users/jhkwakkel/Documents/workspace/epa1361_open/Week 5-6 - robustness and direct search/mordm_42.tar.gz\n" - ] - } - ], - "source": [ - "from ema_workbench import save_results\n", - "\n", - "save_results((scens_in_box, outcomes_in_box), 'mordm_42.tar.gz')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.16" - }, - "latex_envs": { - "LaTeX_envs_menu_present": true, - "autocomplete": true, - "bibliofile": "biblio.bib", - "cite_by": "apalike", - "current_citInitial": 1, - "eqLabelWithNumbers": true, - "eqNumInitial": 1, - "hotkeys": { - "equation": "Ctrl-E", - "itemize": "Ctrl-I" - }, - "labels_anchors": false, - "latex_user_defs": false, - "report_style_numbering": false, - "user_envs_cfg": false - }, - "vscode": { - "interpreter": { - "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/create_results.py b/create_results.py index 5745e60..98ad9b0 100644 --- a/create_results.py +++ b/create_results.py @@ -1,5 +1,5 @@ from ema_workbench import (Model, RealParameter, ScalarOutcome) - +import pandas as pd from model import dps_lake_model model = Model('lakeproblem', function=dps_lake_model) @@ -26,6 +26,9 @@ ScalarOutcome('reliability', kind=ScalarOutcome.MAXIMIZE)] + + +#do the optimization-simulation from ema_workbench import MultiprocessingEvaluator, ema_logging from ema_workbench.em_framework.evaluators import BaseEvaluator @@ -33,4 +36,69 @@ with MultiprocessingEvaluator(model) as evaluator: results1 = evaluator.optimize(nfe=5e5, searchover='levers', - epsilons=[0.1,]*len(model.outcomes)) \ No newline at end of file + epsilons=[0.1,]*len(model.outcomes)) + + +#save the results - only objective values +results1.to_csv('results.csv') + +#get the policies - values of parameters for each of the rbfs +policies = results1.iloc[:, :5] + + + +from model.dps_lake_model import get_antropogenic_release +import numpy as np +import math + + + +#create empty data frame fro the time series of release decisions +release_decisions = pd.DataFrame() + + + +#for each policy, simulate the decisions over time +for policy in range(len(policies)): + c1 = policies.iloc[policy, 0] + c2 = policies.iloc[policy, 1] + r1 = policies.iloc[policy, 2] + r2 = policies.iloc[policy, 3] + w1 = policies.iloc[policy, 4] + + myears = 100 + + b=0.42 + q=2.0 + mean=0.02 + stdev=0.001 + delta=0.98 + alpha=0.4 + nsamples=100 + myears=100 + X = np.zeros((myears,)) + + X[0] = 0.0 + decision = 0.1 + decisions = np.zeros(myears,) + decisions[0] = decision + natural_inflows = np.random.lognormal( + math.log(mean**2 / math.sqrt(stdev**2 + mean**2)), + math.sqrt(math.log(1.0 + stdev**2 / mean**2)), + size=myears) + + for t in range(1, myears): + + # here we use the decision rule + decision = get_antropogenic_release(X[t-1], c1, c2, r1, r2, w1) + decisions[t] = decision + + X[t] = (1-b)*X[t-1] + X[t-1]**q/(1+X[t-1]**q) + decision +\ + natural_inflows[t-1] + + release_decisions[str(policy)] = pd.DataFrame(decisions) + + +#save release decisions as time series for each of the policy +release_decisions.to_csv('release_decisions.csv') + diff --git a/dps_climate_model.py b/dps_climate_model.py deleted file mode 100644 index 920cf7c..0000000 --- a/dps_climate_model.py +++ /dev/null @@ -1 +0,0 @@ -# Somethin \ No newline at end of file From 6be2255c8982025c831fd7d141df66b36887b760 Mon Sep 17 00:00:00 2001 From: Zuzanna Date: Fri, 29 Sep 2023 09:59:55 +0200 Subject: [PATCH 5/6] reorganized the folders --- create_results.py => data_generation/create_results.py | 4 ++-- .../release_decisions.csv | 0 results.csv => data_generation/results.csv | 0 3 files changed, 2 insertions(+), 2 deletions(-) rename create_results.py => data_generation/create_results.py (96%) rename release_decisions.csv => data_generation/release_decisions.csv (100%) rename results.csv => data_generation/results.csv (100%) diff --git a/create_results.py b/data_generation/create_results.py similarity index 96% rename from create_results.py rename to data_generation/create_results.py index 98ad9b0..868de82 100644 --- a/create_results.py +++ b/data_generation/create_results.py @@ -1,8 +1,8 @@ from ema_workbench import (Model, RealParameter, ScalarOutcome) import pandas as pd -from model import dps_lake_model +from model.dps_lake_model import lake_model -model = Model('lakeproblem', function=dps_lake_model) +model = Model('lakeproblem', function=lake_model) #specify uncertainties model.uncertainties = [RealParameter('b', 0.1, 0.45), diff --git a/release_decisions.csv b/data_generation/release_decisions.csv similarity index 100% rename from release_decisions.csv rename to data_generation/release_decisions.csv diff --git a/results.csv b/data_generation/results.csv similarity index 100% rename from results.csv rename to data_generation/results.csv From b872126405dbdfea4155819ddf2bc668b3b1a027 Mon Sep 17 00:00:00 2001 From: Zuzanna Date: Fri, 29 Sep 2023 10:27:36 +0200 Subject: [PATCH 6/6] added lineplot and interactivity for the releae decisions --- plotly_dash.py | 28 ++++++++++++++++++++++++---- 1 file changed, 24 insertions(+), 4 deletions(-) diff --git a/plotly_dash.py b/plotly_dash.py index 9fdc1c8..036a622 100644 --- a/plotly_dash.py +++ b/plotly_dash.py @@ -14,11 +14,11 @@ -results = pd.read_csv('results.csv').iloc[:, -4:] - +results = pd.read_csv('data_generation/results.csv').iloc[:, -4:] +release_decisions = pd.read_csv('data_generation/release_decisions.csv').iloc[:,1:] fig = px.parallel_coordinates(results) - +fig_decisions = px.line(release_decisions) app = Dash() @@ -68,6 +68,13 @@ page_size=10, + ), + dcc.Graph( + + id='time_series_decisions', + + figure=fig_decisions + ), ]) @@ -85,7 +92,6 @@ ) - def update_graph(selected_rows): if sum(results.index.isin(selected_rows).astype(int)) == 0: res = results @@ -96,6 +102,20 @@ def update_graph(selected_rows): ) return fig +@app.callback( + Output('time_series_decisions', 'figure'), + [Input('datatable', 'selected_rows')] +) + + +def update_graph_release(selected_rows): + if sum(results.index.isin(selected_rows).astype(int)) == 0: + res = release_decisions + else: + res = release_decisions.iloc[:, selected_rows] + fig_decisions = px.line(res) + return fig_decisions + if __name__ == '__main__':