examples/case_studies/BEST.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(BEST)=\n",
    "# Bayesian Estimation Supersedes the T-Test\n",
    "\n",
    ":::{post} Jan 07, 2022\n",
    ":tags: hypothesis testing, model comparison, \n",
    ":category: beginner\n",
    ":author: Andrew Straw, Thomas Wiecki, Chris Fonnesbeck, Andrés suárez\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running on PyMC v4.2.2\n"
     ]
    }
   ],
   "source": [
    "import arviz as az\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pymc as pm\n",
    "import seaborn as sns\n",
    "\n",
    "print(f\"Running on PyMC v{pm.__version__}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = 'retina'\n",
    "az.style.use(\"arviz-darkgrid\")\n",
    "rng = np.random.default_rng(seed=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Problem\n",
    "\n",
    "This model replicates the example used in **Bayesian estimation supersedes the t-test** {cite:p}`kruschke2013`.\n",
    "\n",
    "Several statistical inference procedures involve the comparison of two groups. We may be interested in whether one group is larger than another, or simply different from the other. We require a statistical model for this because true differences are usually accompanied by measurement or stochastic noise that prevent us from drawing conclusions simply from differences calculated from the observed data. \n",
    "\n",
    "The *de facto* standard for statistically comparing two (or more) samples is to use a statistical test. This involves expressing a null hypothesis, which typically claims that there is no difference between the groups, and using a chosen test statistic to determine whether the distribution of the observed data is plausible under the hypothesis. This rejection occurs when the calculated test statistic is higher than some pre-specified threshold value.\n",
    "\n",
    "Unfortunately, it is not easy to conduct hypothesis tests correctly, and their results are very easy to misinterpret. Setting up a statistical test involves several subjective choices (*e.g.* statistical test to use, null hypothesis to test, significance level) by the user that are rarely justified based on the problem or decision at hand, but rather, are usually based on traditional choices that are entirely arbitrary {cite:p}`johnson1999`. The evidence that it provides to the user is indirect, incomplete, and typically overstates the evidence against the null hypothesis {cite:p}`goodman1999`. \n",
    "\n",
    "A more informative and effective approach for comparing groups is one based on **estimation** rather than **testing**, and is driven by Bayesian probability rather than frequentist. That is, rather than testing whether two groups are different, we instead pursue an estimate of how different they are, which is fundamentally more informative. Moreover, we include an estimate of uncertainty associated with that difference which includes uncertainty due to our lack of knowledge of the model parameters (epistemic uncertainty) and uncertainty due to the inherent stochasticity of the system (aleatory uncertainty)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example: Drug trial evaluation\n",
    "\n",
    "To illustrate how this Bayesian estimation approach works in practice, we will use a fictitious example from {cite:t}`kruschke2013` concerning the evaluation of a clinical trial for drug evaluation. The trial aims to evaluate the efficacy of a \"smart drug\" that is supposed to increase intelligence by comparing IQ scores of individuals in a treatment arm (those receiving the drug) to those in a control arm (those receiving a placebo). There are 47 individuals and 42 individuals in the treatment and control arms, respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fmt: off\n",
    "iq_drug = np.array([\n",
    "    101, 100, 102, 104, 102, 97, 105, 105, 98, 101, 100, 123, 105, 103, \n",
    "    100, 95, 102, 106, 109, 102, 82, 102, 100, 102, 102, 101, 102, 102,\n",
    "    103, 103, 97, 97, 103, 101, 97, 104, 96, 103, 124, 101, 101, 100,\n",
    "    101, 101, 104, 100, 101\n",
    "])\n",
    "\n",
    "iq_placebo = np.array([\n",
    "    99, 101, 100, 101, 102, 100, 97, 101, 104, 101, 102, 102, 100, 105,\n",
    "    88, 101, 100, 104, 100, 100, 100, 101, 102, 103, 97, 101, 101, 100,\n",
    "    101, 99, 101, 100, 100, 101, 100, 99, 101, 100, 102, 99, 100, 99\n",
    "])\n",
    "# fmt: on\n",
    "\n",
    "df1 = pd.DataFrame({\"iq\": iq_drug, \"group\": \"drug\"})\n",
    "df2 = pd.DataFrame({\"iq\": iq_placebo, \"group\": \"placebo\"})\n",
    "indv = pd.concat([df1, df2]).reset_index()\n",
    "\n",
    "sns.histplot(data=indv, x=\"iq\", hue=\"group\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first step in a Bayesian approach to inference is to specify the full probability model that corresponds to the problem. For this example, Kruschke chooses a Student-t distribution to describe the distributions of the scores in each group. This choice adds robustness to the analysis, as a T distribution is less sensitive to outlier observations, relative to a normal distribution. The three-parameter Student-t distribution allows for the specification of a mean $\\mu$, a precision (inverse-variance) $\\lambda$ and a degrees-of-freedom parameter $\\nu$:\n",
    "\n",
    "$$f(x|\\mu,\\lambda,\\nu) = \\frac{\\Gamma(\\frac{\\nu + 1}{2})}{\\Gamma(\\frac{\\nu}{2})} \\left(\\frac{\\lambda}{\\pi\\nu}\\right)^{\\frac{1}{2}} \\left[1+\\frac{\\lambda(x-\\mu)^2}{\\nu}\\right]^{-\\frac{\\nu+1}{2}}$$\n",
    "           \n",
    "The degrees-of-freedom parameter essentially specifies the \"normality\" of the data, since larger values of $\\nu$ make the distribution converge to a normal distribution, while small values (close to zero) result in heavier tails. Thus, the likelihood functions of our model are specified as follows:\n",
    "\n",
    "$$y^{(treat)}_i \\sim T(\\nu, \\mu_1, \\sigma_1)$$\n",
    "\n",
    "$$y^{(placebo)}_i \\sim T(\\nu, \\mu_2, \\sigma_2)$$\n",
    "\n",
    "As a simplifying assumption, we will assume that the degree of normality $\\nu$ is the same for both groups. We will, of course, have separate parameters for the means $\\mu_k, k=1,2$ and standard deviations $\\sigma_k$. Since the means are real-valued, we will apply normal priors on them, and arbitrarily set the hyperparameters to the pooled empirical mean of the data and twice the pooled empirical standard deviation, which applies very diffuse information to these quantities (and importantly, does not favor one or the other *a priori*).\n",
    "\n",
    "$$\\mu_k \\sim N(\\bar{x}, 2s)$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu_m = indv.iq.mean()\n",
    "mu_s = indv.iq.std() * 2\n",
    "\n",
    "with pm.Model() as model:\n",
    "    group1_mean = pm.Normal(\"group1_mean\", mu=mu_m, sigma=mu_s)\n",
    "    group2_mean = pm.Normal(\"group2_mean\", mu=mu_m, sigma=mu_s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The group standard deviations will be given a uniform prior over a plausible range of values for the variability of the outcome variable, IQ.\n",
    "\n",
    "In Kruschke's original model, he uses a very wide uniform prior for the group standard deviations, from the pooled empirical standard deviation divided by 1000 to the pooled standard deviation multiplied by 1000. This is a poor choice of prior, because very basic prior knowledge about measures of human coginition dictate that the variation cannot ever be as high as this upper bound. IQ is a standardized measure, and hence this constrains how variable a given population's IQ values can be. When you place such a wide uniform prior on these values, you are essentially giving a lot of prior weight on inadmissable values. In this example, there is little practical difference, but in general it is best to apply as much prior information that you have available to the parameterization of prior distributions. \n",
    "\n",
    "We will instead set the group standard deviations to have a $\\text{Uniform}(1,10)$ prior:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "sigma_low = 10**-1\n",
    "sigma_high = 10\n",
    "\n",
    "with model:\n",
    "    group1_std = pm.Uniform(\"group1_std\", lower=sigma_low, upper=sigma_high)\n",
    "    group2_std = pm.Uniform(\"group2_std\", lower=sigma_low, upper=sigma_high)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We follow Kruschke by making the prior for $\\nu$ exponentially distributed with a mean of 30; this allocates high prior probability over the regions of the parameter that describe the range from normal to heavy-tailed data under the Student-T distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 491,
       "width": 731
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with model:\n",
    "    nu_minus_one = pm.Exponential(\"nu_minus_one\", 1 / 29.0)\n",
    "    nu = pm.Deterministic(\"nu\", nu_minus_one + 1)\n",
    "    nu_log10 = pm.Deterministic(\"nu_log10\", np.log10(nu))\n",
    "\n",
    "az.plot_kde(rng.exponential(scale=29, size=10000) + 1, fill_kwargs={\"alpha\": 0.5});"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since PyMC parametrizes the Student-T in terms of precision, rather than standard deviation, we must transform the standard deviations before specifying our likelihoods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "with model:\n",
    "    lambda_1 = group1_std**-2\n",
    "    lambda_2 = group2_std**-2\n",
    "    group1 = pm.StudentT(\"drug\", nu=nu, mu=group1_mean, lam=lambda_1, observed=iq_drug)\n",
    "    group2 = pm.StudentT(\"placebo\", nu=nu, mu=group2_mean, lam=lambda_2, observed=iq_placebo)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having fully specified our probabilistic model, we can turn our attention to calculating the comparisons of interest in order to evaluate the effect of the drug. To this end, we can specify deterministic nodes in our model for the difference between the group means and the difference between the group standard deviations. Wrapping them in named `Deterministic` objects signals to PyMC that we wish to record the sampled values as part of the output. As a joint measure of the groups, we will also estimate the \"effect size\", which is the difference in means scaled by the pooled estimates of standard deviation. This quantity can be harder to interpret, since it is no longer in the same units as our data, but the quantity is a function of all four estimated parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "with model:\n",
    "    diff_of_means = pm.Deterministic(\"difference of means\", group1_mean - group2_mean)\n",
    "    diff_of_stds = pm.Deterministic(\"difference of stds\", group1_std - group2_std)\n",
    "    effect_size = pm.Deterministic(\n",
    "        \"effect size\", diff_of_means / np.sqrt((group1_std**2 + group2_std**2) / 2)\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can fit the model and evaluate its output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [group1_mean, group2_mean, group1_std, group2_std, nu_minus_one]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [8000/8000 00:05&lt;00:00 Sampling 4 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 20 seconds.\n",
      "The acceptance probability does not match the target. It is 0.8983, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The acceptance probability does not match the target. It is 0.8916, but should be close to 0.8. Try to increase the number of tuning steps.\n"
     ]
    }
   ],
   "source": [
    "with model:\n",
    "    idata = pm.sample()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the stochastic parameters of the model. Arviz's `plot_posterior` function replicates the informative histograms portrayed in {cite:p}`kruschke2013`. These summarize the posterior distributions of the parameters, and present a 95% credible interval and the posterior mean. The plots below are constructed with the final 1000 samples from each of the 2 chains, pooled together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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H6sldFigBAAAAAABgjoxMlbl1oFqfOqw1OaJtngYEzImTu4r0NFfr1Tf21VOaTwUAALBgaf4GAOyX+3aU2T5ZjZ3fW0uDVYBYAE6b1oRwpJ48OqxYAQAAAAALycND1ZxdWy1Z1zJPg4EDZF1rMWPizG0DZcbrctQAAAAAAAAcfLcOlBmfVpq6sLeWwnwfWNIaiiIvO7S9Ets2kTw4pFYNAACwUGn+BgDM2kS9zE3TVgFa25wc3b6HA2COrWwuZkwSvXuHYgUAAAAALCQPT1uw4ZiOIjUTDlgCzuupPooxWk/u3C5HDQAAAAAAwME1NFnmrmlzJ47vKLK6RR0WloNTe1uyurWhErupv0y9VK8GAABYiDR/AwBm7c7tZYanqrELrALEAnNqV/V+fHo06Zu+fBUAAAAAMC8GJspsGa/Gjm2XY2ZpWNNS5Oi2auy27WXGpuSoAQAAAAAAOHhuHijz3JJULcl5PeqwsFzUiiKXHNpeiQ1MJvcPqlUDAAAsRJq/AQCzMjZV5tbt1YTv4a3J+jbFIBaWYzuKtE77tXv3DsUKAAAAAFgIHhmu5upaa8mhrfM0GDgIzu2tJqjH68nt2+WoAQAAAAAAODgGJsrcO23OxMldRVY0me8Dy8kJ3c1Z01yN7WwMqV4NAACw0Gj+BgDMyq0DZcbr1dj5vX5SsPA0FEVO7qwWKe8fLDNRV6wAAAAAgPn28FA1T3dMe5FaYdIBS8eq5iLHVhdUzx3by4xOyVEDAAAAAABw4N3UX+a5030aiuTsbjVYWG6Kosh50+b67ZhM7htUqwYAAFhodGoBAPbZ0GSZO6atAnRce5E1LYpBLEyndFXvzfEyeWhIsQIAAAAA5tP2iTKbx6uxYzvkmVl6zumpPpIxUSa3bZejBgAAAAAA4MDqGy/zwLS5Eqd1FeloVIeF5eiItiKHtFRjN/eXmayrVwMAACwkmr8BAPvspv4yU8/J8RZJzutVCGLhWtFU5Mi2auyeHQoVAAAAADCfHhmu5uhaa8n61nkaDBxEK5uLHD+tseHd28uMTclTAwAAAAAAcODcPFCtPzUVyZnd5vvAclUURc6dtljZ0FRy76BaNQAAwEKi+RsAsE8GJsoZCd6TO4t0NykGsbCd0lX9ybtpPNk2rlgBAAAAAPPl4Wkrzh/dXqRWyDWzNJ3TU723x8vkLouUAAAAAAAAcID0T5R5aFoN9kUrirQ1qMHCcnZYa3JoSzV260CZqVK9GgAAYKHQ/A0A2Cc39pV5bmq3oZg5YQkWoiPbkvaGasxKNQAAAAAwP3ZMltk0Xo0d2yHXzNLV01Tk2PbqPX7H9jITdXlqAAAAAAAAXrib+6vzfZqKnc3fgOWtKIqc21ttIzA0ldxnThUAAMCC0TjfAwAAFr7NY2UeGp62ClBXkY5GxSAWvlpR5MTOIrcO/OQefmCwzAW9ZRoK9zAAAAAAzKVHpq0431JL1rfO02BgjpzdU+Th59RZRus7Fykx6eYnnnrqqdx9993p6+vLyMhIVq5cmdWrV+eMM85IR0fHfA8PAAAAAABgQeqfKPPgtBrs6SuKtDaoQ7G8PfLII3nkkUeyefPmTExMZPXq1TnssMNy2mmnpVarPf8JDoKhoaE88sgjefzxxzMwMJDR0dF0dHSku7s7J554Yo4++ugUB3ie0/rWIoe2JPc/sTFbH70vQ5ufyT0Tozl7VXN6e3py2GGH5YQTTkhXV9cBvS4AAAD7RvM3AOB53dBXr2w315IzuxWCWDxOmtb8bbSePDacHGu+GAAAAADMqYenLTRydHthkQaWvFXNRY5sSx4f+UnstoEyp3Yd3EVKyrLMY489lnvuuSd333137r333tx///0ZGxvbtc9ZZ52VT37ykwdtDHszMTGRL3/5y/nMZz6TJ598crf7NDc35yUveUne85735OSTT57jEQIAAAAAACxst/SXeW4FtqlIzrAAEctUWZb58pe/nM997nN58MEHd7vPmjVrcvnll+c973lP2traDup46vV6br/99lxzzTW56aabcv/996der+9x/xUrVuSnf/qn8/a3vz2HHXbYC77+2NhYvvjFL+ZzX/xSnnzs0cprP3jO/y6KIkcffXQuuuiifOADH0hDQ8MLvjYAAAD7RvM3AGCvnhop8+RoNXbmiiItVgFiAdvdhLZ77rsvk+Pju/a58vSz8n//en4mtI2Pj+eBBx7IPffcs+ufRx99tFLE+eVf/uX8yq/8yryMDwAAAAAOhsHJMs+OVWPHtss1szyc1V3L4yM/yQEPTSX3D5Y5pevAfweuvPLKfO5zn8u9996b4eHhA37+A+Hxxx/Pf/yP/zGPPfbYXvcbHx/P1VdfnWuvvTbvfve78773ve+Ar3YPAAAAAACwGA1MlHlgqLr41mkrirSa78MytHXr1nzkIx/JjTfeuNf9Nm/enL/7u7/LlVdemY9+9KM55ZRTDsp4Nm7cmF/5lV/Jli1b9vmY7du35zOf+Uy++MUv5v3vf39+/ud/fr+vf9NNN+UP/uAP8swzzzzvvmVZ5pFHHskjjzySX/3VX9X8DQAAYA5p/gYA7FFZlrmhr7qiSHtDcrpVgFigZjOhbWwqGZos09E4d/fzX//1X+faa6/Ngw8+mMnJyTm7LgAAAAAsBI8MVyceNBfJYQd3IW1YMNa1Fjm0Jdn4nAaIt28vc3JnecCbmd122225+eabD+g5D6QHH3ww//bf/tvs2LGjEu/t7c2pp56ajo6ObNu2LXfeeWdGR3euUDQ1NZW/+Zu/yejoaH7jN35jPoYNAAAAAACwoNw8UOa5FdjGIjnDfB+WoZGRkXzoQx/KfffdV4mvXbs2xx9/fJqbm/P444/n4Ycf3vXak08+mQ9+8IP51Kc+laOOOuqAj2l4eHi3jd8aGhpyzDHHZPXq1VmxYkWGhoZy//33Z/Pmzbv2GRsby3//7/89zzzzTD70oQ/N+tr//M//nN/7vd/L1NRUJd7WvTLdhx+dtu6VqU9OpnWkL0898lAGBwdn/wcCAABwQGj+BgDs0aPDyabxauyc7iJNNcUgFqbZTmi7b7DM2T1zdz9fffXVeeCBB+bsegAAAACwkDw8bdX5o9uLNBzgplewkJ3VU8vGZ3+y6E7/RPL4SHJU+9xcv62tLT09Pdm4cePcXHA3duzYkQ9/+MOVxm+9vb35rd/6rbzqVa9KrVbbFR8dHc0//MM/5G//9m93TUz4h3/4hxx99NF5wxveMOdjBwAAAAAAWCgGJso8MFitv57WVaStQf2V5eejH/1opfFbe3t7/tN/+k+57LLLKvXHO++8Mx/96Efz2GOPJUm2b9+e3/qt38rf//3fp7W19aCNr7m5ORdffHFe+9rX5uyzz05HR8eMfX74wx/mz/7sz/LQQw/tin32s5/Ncccdlze96U37fK2vf/3r+S//5b+kLH/y34cLLrgg73vf+3LfylOydeIn/43obUrevr6W++67L9/73vdyxRVX7OdfCAAAwP6qPf8uAMByVC/L3NBfr8RWNCYndSkEsfi0tbXl0EMPnRF/YLCsFDTmS29vb3p7e+d7GAAAAABw0AxNlnlmrBo7tkO+meXl8NZkZVM1dvv2+u53foFaWlry/7P35+F23Xd96P9eZ595lGdZHjRZHiTZsh0DaQINhTCnzYW0YbhwG3BCGwIh5LZhuIkZ25JCSoaGEtLbFLg8lDY/DLSkpMW0aYBQJ5YnyYNkTZbk2daZ57PX7w9h+ax9NOscnen1eh4/j9dXe++zJGutc/x5r8/nu23btvz9v//388EPfjC/+7u/m/vuuy933333gny9s/U7v/M7OXr06Injvr6+fOpTn5rTeJEk7e3tufvuu/PzP//zlfVf//Vfz8jIyEU5XwAAAAAAgKXowYEyszshmotkR5/8ldXnoYceyp//+Z+fOG5packnP/nJfPM3f/Oc/HH79u35zd/8zVx77bUn1o4cOZL/+B//44KcW2dnZ37wB38w//k//+f8s3/2z/J1X/d1Jx38liR33XVX/t//9//NHXfcUVn/9V//9YyOjp7V13vxxRfzwQ9+sNIn9b73vS8f+9jHcuutt+Z1a2qV1x+bSg6MJjfffHN++Id/OPfee2/a2trO8XcJAADAhWhe7BMAAJamp0bK9E9V175qTZFaIQxiaWtra8sNN9yQW265JTfffHNuueWWbNy4MZ/73OfyS7/0S5XX9k8nL04mV17EbKK3tzc33XTTifPbunVr1q5dm1/4hV/I5z73uYt3IgAAAABwER0YrW7C0Fok13Ys0snAIimKIrf2FvnCy69dD8+MJy9NlLm8bf7yl3e84x35sR/7sTQ3L61HQkZGRvLZz362sva+970v119//Wnf9+Y3vzlf+tKX8id/8idJkmPHjuV3f/d388M//MMLdq4AAAAAAABL1eBUmb3D1fx1a0+Rjpp+H1afT33qU5Xjf/gP/2FuueWWU76+r68vP/3TP533vOc9J9Z+53d+J29729tOOZjtfKxduzb33ntv+vr6zvo97e3t+cVf/MW8/e1vPzHwbWBgIF/60pfyjd/4jWd8/4c//OEMDQ2dOL777rvzPd/zPSeON3Qe36zslVn9gg8O1LOxsylFUSy5fBkAAGA18H9iAMAcM2WZB/qrQdBlrcnmLkEQS9v5NLTtGS5z5Tw21Z3Or/3ar+Xyyy+/KF8LAAAAAJaS/SPVmvP6TpuNsDpt6S5y/7EyY/XX1h4ZLPMNV8zf9XDJJZfM22fNp507d1Z2pb/iiivyzd/8zWf13u///u8/MfwtSf7kT/4k73rXu1K4jwAAAAAAAKvMgwNlZkVNaS6SHX0yE1afZ599Ng8++OCJ47a2trz97W8/4/te97rXZevWrXnssceSJENDQ/lf/+t/5du+7dvm7dzOd5Dc5Zdfnq//+q/P5z73uRNrDzzwwBmHvz366KP54he/eOJ4w4YNecc73lF5TVEUuaOvyH0vvfb8xkuTydNjyfrO8zpdAAAALpDhbwDAHHuHywxOV9e+ak2TBhqWvPNpaNs3UuZvXVpelEZTg98AAAAAWI1Gp8s8O1Fd22SzkVMqyzK7d+/OkSNH8uKLL6apqSnXXHNN7rzzzvT29p72vePj43n44Ydz8ODBjI6OpqenJ+vXr88dd9xxwbt0j46O5pFHHslLL72UY8eOpampKZdeemk2bNiQm266KU1NTRf0+UeOHMmhQ4fy7LPPnhgQ1tvbm8svvzzbtm1bkIFmExMTefjhh/Pcc8/l2LFj6erqytq1a3PHHXfM667us9WKItt7i3x51iY8+0bKfPUlZbqbV/Z18dBDD1WOv+qrviq1Wu2s3rtx48ZcddVVef7555Mkzz//fHbv3p3t27fP92kCAAAAAAAsWcPTZfYMVzfeuqWnSGdteeZMstGVnY0utC984QuV4ze96U1n/Hvzqre85S0nhr8lyf/8n/9zXoe/XYgbb7yxMvztpZdeOuN77r333srx//l//p9paWmZ87pNXUUe6C/TP6tvcGd/Pdd36BsEAABYDIa/AQAVM2WZnQPVIOjK1uT6joX/2ks5tHn00UczMjKSV155JZOTk7nkkkuENivEeD05PJZssEsNAAAAACyIA6PVmnNLkVzbvkgnswQ88MADec973nPi+O6778673vWuTE1N5fd+7/dy77335tlnn53zvtbW1vy9v/f38iM/8iPp7KwWNPv7+/PpT386f/Inf5Lx8fE57+3t7c0P/dAP5e1vf/s517T/+q//Or/zO7+Thx9+ONPT0yd9zZo1a/J3/+7fzQ/8wA+c9cP0Y2Nj+Yu/+Iv8z//5P7Nz584cO3bstK+/6aab8r3f+735pm/6prMeGPYLv/ALlYfi/+AP/iDr1q3L0NBQPvWpT+Xzn/98hoaG5ryvVqvlW77lW/KP//E/zpVXXnlWX+tcbO0p8uBAmem/uTTqSXYNlnn9pSv7YfoXXnihcrx58+Zzev/mzZtPDH9Lkr/6q78y/A0AAAAAAFhVHhksU591XEuyo3fpZkyy0eNWcza6kP76r/+6cnznnXee9XsbX3v//fenXq9fcI/YfGj8bz41NXXa14+MjOS+++47cdzZ2Zk3v/nNJ31tU1HkjjVF/sdLrz3H8cJkcnQ8ufYi9A4CAABQZfgbAFCxZ7jMUEM+cdcl87N7h9DmOKHN0rNnuJ4NnWf3ZwsAAAAAnJv9DcPf1ncWaW5aug0Ii2FgYCDvf//7s3v37lO+ZnJyMp/97GfzyCOP5JOf/GR6enqSJE8++WT+yT/5J3nxxRdP+d7BwcF89KMfzZNPPpkPfehDZ1Uv7+/vz4c+9KF8+ctfPqvX/s7v/E7++I//OL/8y7+cO+6444zv+dCHPpS/+Iu/OOPrXvXkk0/m537u5/Jf/st/yS/+4i+e98Ypu3fvzv/z//w/ee655075mpmZmXzuc5/L/fffn1/7tV/Lli1bzutrnUp7rciN3UUeG3rt2nh8qMyda8q0ruBrY3BwsHLc3d19Tu9vfP2+ffsu+JwAAAAAAACWi/GZMo8PVbPXm3qKdDUvr3xJNnpmKykbXUiNeeG5bBy1YcOG9Pb2nsgwx8bG8uyzz+aaa66Z13M8H0eOHKkcX3755ad9/a5duzIxMXHieMeOHens7ExZlid9/eauIl/pr/YP7uyv59oOfVUAAAAXm+FvAMAJM2WZnf3Vwu5Vbcm17Qv3NYU2Zya0WXiHRpOJmTJtteUVegIAAADAUjc2U+bZhn07NnWqw802PT1dqZO3tbVl27ZtueyyyzI+Pp4nnniiUgffs2dPfumXfikf/vCH8/TTT+fHfuzHTjyQ3tfXl1tuueXEQ+qPPPJIRkdHT7z3v/7X/5qbbrop3/M933Paczp8+HDe97735ejRo5X1zs7O3Hzzzbn00ktTr9fz7LPP5sknn0y9Xk9yvOb/3ve+N7/yK7+S17/+9af9Go0Pmnd1dWXjxo255JJL0tnZmcnJybzwwgt56qmnKg+qf+UrX8n73ve+fPrTn05ra+tpv8bJfl8f+tCHTvx59fb25uabb86aNWsyNjY258/6pZdeyk/91E/l//v//r90dMzvNue39laHv02WyZPDZW7tXbnXR3Nz9RGVM+1Q36jx9QcOHLjgcwIAAAAAAFgudg2WmZ4VsRVJdiyzbEk2etxqy0YXwsjIyJx+smuvvfacPuOaa66pbGB14MCBRR/+Vq/X84UvfKGytnXr1tO+57HHHqsc33777Sf+fdeuXfnTP/3TPPjgg3nxxRczMTGRvr6+9F15dbpuel02vP7v5JLrNuXZieSZ8TLr2pfXPQUAAGC5M/wNADjhiaEywzPVtbvWNKVmXdzHAAEAAElEQVQoFqZwu9xCm+3bt+fyyy/P+Pi40GaFqSfZN1pma4+QAgAAAADm04HRMrMros1Fct3KLzmek3vvvTeDg4NpbW3NO9/5zrz97W9Pe/tru7KUZZk//MM/zK/+6q9mZuZ4Ef8LX/hC7r///nziE5/I4OBgrrzyyrzvfe/L13/911c2QRkbG8vHP/7x3HvvvSfWfvM3fzN/9+/+3XR1dZ30fMbHx/NTP/VTlTr5+vXr84/+0T/Km970ptRq1d2+X3rppXz605/OH/3RHyU5PqDr537u5/Lbv/3bufLKK0/7e9+yZUu+9Vu/NW94wxuycePGU57P5z//+fzGb/xGjh07luT4pimf/vSn8573vOe0n9/oZ3/2ZzM4OJi1a9fmve9975zfT1mW+fznP59f/uVfzvj48amFR48eze/93u/lh37oh0772f39/ZVc4mz0DtZzdNZwxL98Jbl0bVNOV6nu6ek5sUnOctPX11c5fumll87p/Y2vP3r0aGZmZub8nQQAAAAAAFhppupldg1Ve1Fu6CrS27K8eiBko6s3Gz0fp8tGDx8+XDles2ZN5e/S2bjqqqvy+OOPn/IzF8P/+B//I88999yJ41qtlq/92q897XueeOKJyvHmzZvT39+ff/kv/2Xuu+++Oa9/4YUX8sILLyS7Hs5Df/CZbPxb35jXv+MnsrN9Tdatlb0CAABcTIa/AQBJkul6mQcHqkHQ2rbkmnOre5+T5RTafP3Xf30uu+yyJMdDirIshTZ/YymENuejvSGP2DNcZuvy7JcDAAAAgCVr/0i17ry+o0hz0/JqQFhog4ODaW5uzr/6V/8qd91115xfL4oi3/md35nh4eF88pOfPLH+wQ9+MIODg1m3bl0+9alP5Yorrpjz3o6OjvzkT/5knn/++fzVX/1VkmR0dDT33Xdf/t7f+3snPZ9PfOIT2bdv34njv/W3/lb+xb/4F6d8UP7yyy/PT//0T2f9+vX5+Mc/nuR43fg3f/M388EPfvCUv+//+//+v7Nu3bpT/vqr2tvb89a3vjVf8zVfk3/0j/5Rnn/++STJH/zBH+Qd73jHKWv+J9Pf359Nmzblk5/8ZC655JI5v14URb71W7/1xJ/bq/74j/84P/iDP3jazXI+/vGP53Of+9xZn8up/Psz/Prdd9+dd73rXRf8dRbDhg0bKse7du066/dOTk5mz549lbWZmZmMjY2lu7t7Pk4PAAAAAABgyXp8qMxEvbp2e9/yy11lo6e32rLRMzldNjo8PFw5Ptnv8Uwa39P4mRfb8PBwPvaxj1XWvuVbvuWkf99na9xEq6WlJXfffXeOHDly5i9aljnwV3+WF596LN/0k7+ar1qzMVe1L797CwAAwHJl+BsAkCR5YrjMyEx17avWNJ22WH+hllNoc7I/B6HNcUshtDkfHQ3D356fSAamyvQts52vAAAAAGCpGpsp88x4dW1Tl/rbybzjHe84aZ18tn/wD/5BPvOZz5zYjGNwcDBJcs8995zxYe8f+IEfOFErT5KvfOUrJ62Vv/jii/njP/7jE8dXX331aZsbZvu+7/u+fOUrXznxdT7/+c/n3e9+94mNVRqdTZ18trVr1+bHf/zH8zM/8zNJkpGRkXzxi1/Mt37rt571Z9Rqtfyzf/bPzvjg/5ve9KbccsstJ3Z5f+6553L48OFcf/3153TOVN15552V4wcffDDPP/98rrrqqjO+97777svExMSc9dHRUcPfAAAAAACAFW2mLPPwYOOmW8mlrcsze5WNnpls9Mxe/bvxqra2tnP+jMb3NH7mxVSWZX7xF38xL7zwwom17u7uvPvd7z7jexuH1v2Lf/Ev8txzzyVJmpub85a3vCV/+2//7Vx99dWZnp7OwYMH86d/+qf5y7/8y9c+44Vn8mf/8p/mxl/7d/nOTX3z9LsCAADgTJoW+wQAgMU3XS/z4EA1CFrXnqzrWPgg6GxDm87OzhPH5xrazPaVr3zlpK+70NDmDW94w4njz3/+83n55ZdP+frzDW1e9Wpocy7ONbR51auhzUrU3nT8n9n2DpcnfzEAAAAAcM4OjpaZXXFrLpLrOhbtdJas9vb2fPd3f/dZve62226rrO3YsSO33377Gd+7Y8eOyoPre/bsOenr7r333kxNTZ04vvvuu8+qTv6q7/u+7zvx71NTU/nSl7501u89G1/3dV+XlpaWE8ePPvroOb3/7/ydv5ONGzee1Wvf+MY3Vo5P9WfG2du6dWulSWRmZubE5jqnMzIykk996lOn/DUAAAAAAICVbM9wmdGZ6todfcuzNVg2evZko6c3NjZWOW5tbT3nz2gc/tb4mRfTpz/96XzhC1+orP3Tf/pPz9g3lyRDQ0OV41cHv11xxRX59//+3+enfuqn8oY3vCEbN27Mli1b8k3f9E35yEc+kl/8xV9Mrbn5tc95/mj+4NOfyIsTeqsAAAAuluYzvwQAWOkeG5obBN21ZuGDoHMNbf76r//6xNq5hjYTExNJFja0eXXHnldDm7e85S1n/f4zeTW0efUcH3300XPasedcQ5tXd+xJjv+ZLfUde87XDV1Fdg29FkrsHSnzujVlimJ57oAFAAAAAEvJ/pHqA8HXdyQtTWpvjbZv356enp6zeu21115bOX79619/Vu9ramrKtddem3379iVJXnnllZO+7v777z/x77VaLd/wDd9wVp//qh07dqRWq2Vm5njo8PDDD59zrbxer2dsbCyjo6OVuv2rent7T2zAcvDgwXP67MamhdPZsGFD5fjYsWOnff0999yTe+6555zOJ0nqZZnfO1LP8Kyc5oauIt94xfJs2Dmdpqam/F//1/+VX/qlXzqxdt9992Xt2rX5kR/5kdRqtTnvGRoaygc+8IETDQon+0wAAAAAAICVql6WeXigmruua0+ual+euatstGq1ZaML6Xz6gJZK79Af//Ef59/9u39XWXvb296Wb/mWbzmr95fl3GFttVotv/Irv5IbbrjhlO/7pm/6prz08iv52Ed/7cTavv/1p/kfT/1g3r7tmrM8ewAAAC6E4W8AsMpN1cs81BAEXdueXH0RgiChTZXQ5uLb0l0d/jY4nTw/kaw9+7l/AAAAAMBJjM+UOTpeXdvUtTQenF5qGmuyp9Pd3X3e7+3q6jrx7yMjI3N+fWJiIk888cSJ4yuvvDL9/f3p7+8/66+RJD09PSfec+TIkTO+fmxsLH/xF3+RL37xi9mzZ08OHz58otZ+Jo07mJ/J2W6SkmROfjE8PHxOX+tsNRVFtvUW+d/HXqtV7x8p8/pLynQ1r7xr5ju+4zvyxS9+sbJr/e/+7u/mf//v/53v/M7vzLZt29LZ2ZlXXnklDzzwQD772c+eyCl6e3szMTFxYsOfZO41AQAAAAAAsJIcGC0zMF1du71v+W6OIxtd3dnofOro6Kgcz84Qz1bjexo/82L48z//83z4wx+urH3jN35j3v/+95/1Z3R0dMzp/fq2b/u23HzzzWd87/d899vze//ps3nh6OEkSX1mOv/rz+/Lm7f8QC5tXXl5NQAAwFJj+BsArHKPDZUZq1fXXrfm4gRByym0KYriRHgxODh40l1RhDbLzxWtyZqWpH/WrL09w2XWLtNdsAAAAABgqTg4WmZ2FbVWJNd3qLudTG9v71m/tlarVY7PdoOVxveerBb98ssvZ3r6tc6RZ599Nt/1Xd911p9/MoODg6f99T/6oz/Kb/zGb5xxE5JTOdf69bn8eTU3Vx+nmP1nM99u7i7yQH+Z6b+5aOpJHh8uc9ealXfNFEWRe+65Jz/5kz+Zr3zlKyfWn3rqqfzKr/zKKd/X1taWD3/4w/nRH/3Ryvq5/DcFAAAAAABYTsqyzIMD1d6Vy1uTa5fxZveyUdnofOns7Kwcz8fwt8bPXGh/+Zd/mZ/92Z+t/B392q/92vz8z//8nL//p3OyoXXf/u3fflbvLYoib/m2b8m/+7f/9sTac489mJ0D3583X7Hy8moAAIClxvA3AFjFpuplHmoIgq7ryEUbfCW0EdostqIocmNXkfv7X7sO9o2UecOlZZqbhBQAAAAAcL72j1Zrz9d3JC1qbidVFOf/53Ih7210prr2+RgdHT3lr330ox/Nf/gP/+GCPr9er5/5RbPM55/XfGqvFbmhq8gTw69dN48Plbmjr0xtiZ7zhejq6spHP/rRfPrTn87v//7vZ3x8/LSvv/HGG/OhD30ofX19lZynp6cnra2tC326AAAAAAAAi+LwWPLyZHXtjr6mJZt5nQ3Z6PlbKdnofOnu7q4c9/f3n/NnNPZ0NX7mQrr//vvzMz/zM5mamjqx9vrXvz7//J//8zl9XWfS2DPW1NSUbdu2nfX7d9x6a+W4/+ih7Bspc9eaMmtaVvbfIwAAgMVm+BsArGK7BsuMN9T+71rTdNG+vtDm/Alt5s8N3dXhb5Nl8vRYsqlrEU8KAAAAAJaxiZkyR8eqa5s61SiXutkPlc+XsixPun7ffffNqZNv2rQpb37zm7Nt27ZcffXVufTSS9Pa2jpnuNf/8X/8H3nuuefm/VwvVH9//2mzgTO5Yir58guv1f6Hktw/UWR9w7XT09NzThu+LFXNzc1597vfne/+7u/O5z//+dx///05cOBABgYGUpZlrrjiitx444355m/+5rzxjW9Mc3Nz7r///spn3HzzzYt09gAAAAAAAAvv4cFq30hfc7Khc5FOZoWRjV6YC81Gz9bpstHrrruucnzs2LGMj4+nvb39rD+/8c+28TMXys6dO/OBD3wgExMTJ9Ze97rX5Zd/+ZfPa/Or6667Lg899NCJ4+7u7rS3t5/y72Sjyy+/vHI8MTSQJHmwv8zfucKzHgAAAAvJ8DcAWKUm62UeHqwWca/vSK5sW31FWaHNhVkKoc0FfW5zkXXtyTPjr63tG6lnU1dt3r8WAAAAAKwGB0fLzG5DqCW53vC3Ja+vr69y/DVf8zX52Mc+tiBf69Of/nTl+Id/+Ifzgz/4g2e1kcnFqEefj49//OP53Oc+N6+f+dmTrN19991517veNa9fZzFdeuml+d7v/d587/d+7xlfu2vXrsrxuexWDwAAAAAAsJy8OFFWehyS5Pa+Ik1nkadxZrLRC7MQ2ejJnC4b7erqyhVXXJEXX3zxxNqRI0dyww03nPXnP/PMM5XjDRs2nNd5nouHH344/+Sf/JOMj792ge/YsSO/+qu/ek6D62bbtGlT5fhcB8i1tLRUjmemJpMke0fK3LWmTE+L+w4AAMBCMfwNAFapXYNlJqqbAOWuNU2LczKL7GxCm6IosmbNmiTHh52d7e4njYQ2528hG9pu6CryzPhr/02fHjs+ILG1SUABAAAAAOdq/2i1fnpdR9TaloHLLruscvz0008vyNd5+umnc/DgwRPHd9xxR37oh37orN47Pj6eoaGhBTkvlr4vf/nLleM777xzkc4EAAAAAABgYT08WM1cO2vJlm6Z63yRja4MmzZtqgx/27Vr11kPfzt48GAGBgZOHLe3t2fdunXzfo6z7dq1Kz/xEz9R6Q/bvn17/tW/+lfp6Og4789t/D0PDg6e0/uHh4crx209vUmSMsfvRV97mXsPAADAQlmdE14AYJWbmCnnBEEbOpMr2lZnMXaxQ5uzGfwmtFlYGzuLyg/G02VyaPT8BvwBAAAAwGo2MVPmyFh1bVPX6qw9LzddXV2VHcGfffbZBamXHzlypHL8xje+8azfu2vXrvPenIXl7ciRI3nooYdOHK9bty533XXX4p0QAAAAAADAAhmaKrN/pJqJbe8pUjuL3hPOjmx0ZXj9619fOd65c+dZv7fxtV/zNV+TpqaFa7l/4okn8r73va8y+O2WW27JRz/60XR1dV3QZ+/YsaPyGZOTk3P+7p3O/v37K8ddl1554t+fGC4zNuPvIQAAwEJpXuwTAAAuvkeHykzWq2t3rVm9M2FfDW1eLVa/Gtpcf/318/p1hDZLV3utyDUdyeFZTan7Rsps6V68cwIAAACA5ejQWJnZ5eemJNd3akJYLr7ma76m8mD3H/3RH+XHfuzH5vVrNG500t199oXYP/mTP5nXc5lP99xzT+65554L/pwH+uv5Sv9reUAtyfdf15T22uq+jn77t3+7kpO89a1vXdDmCwAAAAAAgMXy6FCZ2d0jzUWytWd1Z0ULQTZ6/uYrG71Qb3rTm/Kxj33sxPEXvvCFDA0Npaen54zvbfzz/fqv//r5Pr0T9u7dm/e+970ZHh4+sXbjjTfmYx/72Dn9nTiV1tbWvPGNb8x/+2//7cTal770pfz9v//3z+r9X/rSlyrHa2/eceLfZ8pk12CZr7rEPQgAAGAhGP4GAKvMxEyZRweqQ8Q2dSaXta7uIqzQ5vwtldDmQm3uKnJ47LVr4/DY8eulbZU31AEAAADAuWjcgf66jqStSY1tufiu7/qu/Mf/+B8zMzOTJPnsZz+b7/iO76jsen+hGh+0P3jw4Fm97/HHH89//+//fd7OY6m6pafIzv7XhijO5Phu6rf3rd7r6IEHHsh//s//+cTxFVdckbe97W2LeEYAAAAAAAALY2KmzOND1cz15u5CX8MCkI0uf+vWrcvtt9+ehx56KEkyMTGR3//938873/nO075v586d2b1794njnp6efN3Xfd2CnOOBAwfy3ve+N4ODgyfWNm/enE984hPp7e2dt6/zlre8pTL87bOf/Wze+ta3pqWl5bTvO3LkSL7whS9U1l7/xjdmZtbxrqEyO/rKtHr2AwAAYN7ZBhkAVplHBstMVnOgvG6NHwm+67u+K7Va7cTxZz/72cowuPkgtFnaNnQWlR+O60kOjpanejkAAAAA0GCyXubIWHVtU5eHf5eT6667Lm95y1tOHE9MTOT9739/Dhw4cE6fMzk5mf/yX/7LSX9ty5YtlePPfe5zefnll0/7eUePHs3P/MzPZHp6+pzOYznqrBVzrpvdg2Xq5dKrVz/zzDN5/etfX/nnmWeeOeP7zuW/4yOPPJIPfOADKWf9/j/wgQ+c0wY7AAAAAAAAy8Xjw2WmZ8VCRZLbemWuC0E2ujL843/8jyvHv/Vbv5XHH3/8lK8fGBjIP//n/7yy9gM/8ANnzB/PJxt9+umn86M/+qM5duzYibUNGzbkE5/4RPr6+k773nP11V/91fnqr/7qE8cHDx7Mxz/+8dO+Z2xsLD/3cz9X+bu2ffv2vO1r76q8brKeOUMpAQAAmB8mvQDAKjI+U+bRwWqxdXNXkUtbBUFCG9qailzfUV3bd4rhb+fb0AYAAAAAK9mh0bKy+3NTkvUd6s/LzY//+I/nhhtuOHH83HPP5R3veEf+zb/5N3n++edP+b7x8fHcf//9+chHPpK3vvWt+aVf+qWTvu6KK67Ijh07ThwPDg7mR37kR7Jr1645r52cnMwf/dEf5Z3vfGeeffbZtLW1pbOz8wJ+d8vD9oYGnuGZ5NDouX3GM888c9J/BgYGKq+bnJw88WtHjhzJkSNHThwPDQ1d6G/lpN773vfmwx/+cL785S+fMv84evRoPvKRj+Td7353RkZGTqy/7W1vy9d93dctyHkBAAAAAAAspplybs/Pps4iPS0y14UiG13+br/99nzDN3zDieOpqan86I/+aP77f//vqdfrldfu2rUrP/zDP5wjR46cWLv22mvz9re/fd7P67nnnsuP/diPVfrGLr300nzwgx/M+Pj4KfPck/3zwgsvnNXX/PEf//G0t7efOP5P/+k/5Z577jnp+x9//PG8+93vrvxdbGlpyU/8xE/kktYiGxr+6j0yWGZmCW5YBgAAsNw1L/YJAAAXz8ODZaYadgB6XZ8Q6FU//uM/nt27d+epp55K8lpo8z3f8z1529veljVr1pz0fePj43nkkUfyxS9+MX/2Z3+WY8eOVQbJverV0Obhhx9O8lpo86EPfSjbt2+vvHZycjL/9b/+1/zGb/xGjh07lra2ttRqtYyOnmN31yp0qiFsp2pom613tMzQK2Vau7rT1tWTI2PJ2EyZjtr8XCcTExOnHPg3NjZWOR4eHj7l7+Wyyy5LW1vbvJwTAAAAAMyX/Q2bKVzbkbTNU22Ni6ezszMf+chH8t73vjeHDh1Kcry2+Vu/9Vv5rd/6rVxzzTVZv359uru7MzMzk5GRkTz77LM5cuRIZmZmzvDpx73nPe/Ju9/97hOvP3ToUN75zndm/fr12bRpU1paWvLKK6/kscceq9TF3//+9+czn/nMiq+VX9maXNGavDj52tquoXo2dtXO+jO+67u+66xet3v37lO+9u6778673vWus/6aZ2t0dDT33ntv7r333rS1tWXTpk258sor097enoGBgTzzzDN5+umn57zv27/92/P+979/3s8HAAAAAABgKXhqpMxoQ9y2Q8/PgpKNrgwf+tCHcuTIkezZsydJMjIykg996EP51//6X+eGG25IS0tLDh8+nH379lXe19vbm4985COVgWnz5Stf+cqcAYKvvPJK3vnOd57zZ61duzZ/+Id/eMbX3XDDDSf+Pr/69+2//bf/lj/7sz/LLbfckrVr12ZmZiYHDx7MwYMHK+8tiiIf+MAHsm3btiTJ7b1NOTj62vC80Zlk73CZm3vckwAAAOaT4W8AsEqMzZTZ1bAD0A1dRS5pVXR91ZlCm+uuuy6bNm1Ke3t7pqenhTZL1Hw0tN3+th/KHf/g7pRJDoyW2TpP4cSuXbvynve856xe+/u///v5/d///ZP+2ic/+cm87nWvm5dzAgAAAID5MFkvc7ihfLmpU/15ubrqqqvymc98Jh/+8Ifz+c9/vvJrR48ezdGjR8/4GT09Paf8tdtuuy0//dM/nV/+5V/O9PT0ifVDhw6dqM/PVqvV8t73vjdvfetb85nPfOYcfifLU1EU2d5b5H+89Fqu88x4cmyyXHG5zsTERB5//PE8/vjjp3xNW1tb3v3ud+d7vud7LuKZAQAAAAAAXDxlWeaRgWrPz9VtyRVtKysbWopko8tfR0dHfu3Xfi0/+7M/m6985Ssn1p9//vk5A9hede211+YXfuEXsn79+ot1mhfFm9/85nz0ox/NBz/4wQwMDCRJ6vV6du/end27d5/0PZ2dnfnZn/3ZvOlNbzqxdlV7kXXtx3PqVz00UObG7jJNhfsSAADAfDH8DQBWiYcGykzPyoGKJHeuUWxtdLrQ5vDhwzl8+PAZP0Nos7LsGymz9dT/SQEAAACAJE+Plpm9RUZTkvWGvy1rnZ2d+fmf//l8//d/f373d383f/VXf5XBwcHTvueKK67InXfemTe96U352q/92tO+9i1veUs2bNiQX//1X8/OnTtP+pq2tra84Q1vyD/8h/8wN99883n/XpajzV1FvvRKmfHXNlPP48Nl3nDp8r+u3vrWt6alpSWPPfbYaTfXWbNmTb71W7813/d935crr7zyIp4hAAAAAADAxXVkPHllqrq2o69pcU5mFZKNLn+XXXZZPvGJT+QP//AP89nPfjb79u076esuv/zyfNu3fVt+6Id+KB0dHRf5LC+Ob/7mb87mzZvzb//tv8199913Yghco97e3nz7t397fuAHfiCXXXbZnF+/va8pz8wKrAemk4OjyaauBTt1AACAVcfwNwBYBUZnyjw2VN0BaEtXkTUty79BaCEIbZjt2fFkdLpMZ7PrBQAAAABOZf9otQZ9TUfSXlNTO5nXve51+eu//uvzeu+73vWuvOtd7zqv9/6bf/Nvzut9W7Zsyc/93M+lXq/nqaeeyoEDBzI4OJihoaG0tbWlq6srV199dTZs2JCrrrrqnD57+/bt+fVf//U899xzeeSRR/Liiy9mZmYml1xySS6//PLcdttt6eqqPjn+h3/4h2f9+ffcc0/uueeeczqnV13If6f5UCuK3NRd5OHB166tPcNlvnpNmeamM19b53ruRVFkzZo1SZL+/v6UZXn6NyRZt27def0Zfed3fme+8zu/M+Pj49m7d2+OHDmSV155JRMTE2lpacnll1+eTZs2ZcuWLWlq0tQEAAAAAACsfA8P1CvHa1qS61fAXCrZ6GtkowuvKIoTWeSBAweyb9++vPTSS5mamsrll1+ea665Jtu3bz+vDPJcs9G3vOUtectb3nLOX2e+XHbZZfnABz6Q97///Xn00Ufz3HPP5aWXXkpTU1P6+vqycePG3HLLLaf9s7i2PbmsNXl58rW1hwbq2djZlKLwPAgAAMB8KMqzeWL3HBw7dmw+Pw7Oyvk8iA6rnetmdfmrV+p5dFZzUJHku69pSp/hb2elXq9n3759ef755zMwMJAXXnghra2tFxTavOpcQhsujul6md8+XM/UrNviGy8tsr1Xg9m58r0Gzp3rBs6d6wbOnesGzs1CXzOXXHLJvH7eQpH/nJx7Khw39Tc1telZl8CbLityc8+F19RcZ6xmA1Nl/sPRaqPP37m8yI3d81+vdq3BwnOdwcXhWoOF5zqDi8O1BgtPBnScDOg4911YmlybrBYvTZT5/z1bzYT+9mVFbpmHvHUhuDZhaVqIa/OpkXrue7H6Od9xVVOu7dCTCGfL901YelyXsDS5Nlku5jv/aZ7XTwMAlpyR6TKPDVV/uL2puzD47Rw0NTXlxhtvzFd/9Vcnmd//YVi7dm3Wrl07L5/F/GhuKrK+s8hTI6/9N943UmZ77yKeFAAAAAAsYU+PpTL4rUiyoVMNGi5UX0uRa9qTo+OvrT0+VObG7sU7JwAAAAAAAObXow09Px1NyZYueSuw+DZ1Fvlyc5nB6dfWHhqo59qO2uKdFAAAwAqyNEf/AwDz5qGBMjOzcqCmJHf2CYHgdG5oCEqfm0iGp00IBwAAAICT2T9SrZ1d056019ShYT5s7ak+1vHcRPLKpHo1AAAAAADASjA2U+ap4Wr2s623SHOTvBVYfE1FkR0NfYhHx5OXJmTWAAAA88HwNwBYwYanyzzWsAPQTd1FelqEQHA613YkrQ0/KTc2sAIAAAAAyVS9zNNj1drZJrvQw7xZ35l0NNSrHx9SrwYAAAAAAFgJHh8qU591XEuytUfeCiwdN3YVczLrRwZl1gAAAPPB8DcAWMEeHKiGQE1J7lgjBIIzqRVFNnZWr5WnDH8DAAAAgDkOjyXTs0pnRZINnerQMF9qRZGbGhp89gyXmaqrWQMAAAAAACxnM2WZ3Q2b/mzuLtJRk7cCS0dzU5HtvdX70r6RMsPTMmsAAIALZfgbAKxQQ9NlnmgIgW7pKdLTLASCs7G5q3qtvDiZDE4JJgAAAABgtv2j1ZrZuvZoRoB5dkt39ZqaLJP9NiwBAAAAAABY1g6MlBmdqa5t75G1AkvP1p4is1sS60keHZRZAwAAXCjD3wBghXqwv0x91nEtyR19QiA4W9e0J+0NPy0fGBVMAAAAAMCrputlDjXUzDZ1qkPDfOttKXJte3XtsSH1agAAAAAAgOXs0Ya8Z21bckWbvBVYetprRW5q2LTs8aEyE3W5NQAAwIUw/A0AVqDBqTJPDleLp7f0FOlqFgLB2WoqimxoaFTdPyKUAAAAAIBXHR5LpmeVzIokG7rUoWEhbO2pPt7xwmTy8qSaNQAAAAAAwHL0wkSZFyaqa9t7tfsCS9etvdXnQabK5AmblgEAAFwQ1SAAWIF2DpSpzzquFcntfRru4FxtamhUfWEyGZoWTAAAAABAkuwfrdbKrm5POmtq0bAQru9MOmvVtcc8SA8AAAAAALAs7Rqs5jxdtWRj5yKdDMBZ6Gsp5tynHh0sM1PKrQEAAM6X4W8AsMIMTJXZM1wtmm7rKdLVrOEOztW69qSt4SfmAyNCCQAAAACYrpc51DD8bVOnOjQslFpR5Obu6jW2d7jMVF3NGgAAAAAAYDkZnS6zb2Ru309TIW8FlrYdvdUmq5GZZL8+KwAAgPNm+BsArDA7+8vMLpk2F8mOPgEQnI9aUWRDQ8PqgVGhBAAAAAAcGU+mGkplGw1/gwV1c0/1Gpsqk6c8SA8AAAAAALCsPDZUpj7ruFbMzYEAlqKr2ousbauuPTxYpizl1gAAAOfD8DcAWEH6p8rsPcnuP501IRCcr00NDavPTSQj00IJAAAAAFa3xp2br25LOpvVomEh9TQXub6juvb4kHo1AAAAAADAcjFTlnmsId/Z0lWkQ98PsEzc1lsdTfDyZHJ0fJFOBgAAYJkz/A0AVpAH+svMjoBaimRHnwAILsQ1HUlrw2V0YFQzHQAAAACr10xZ5lBDjWxTl1o0XAy39FQf83hxMnl5Us0aAAAAAABgOdg3UmasXl3b3itrBZaP9Z1JX3N17ZHB+slfDAAAwGkZ/gYAK8SxyTJPjVSbe7b32v0HLlStKLK+s3od7R/RSAcAAADA6nVkLGmcNbWxUy0aLobrO5LOWnXtiSE1awAAAAAAgKWuLMvsGqzmOuvak8sad6sHWMKaiiK3NQytPDyWvGLTMgAAgHNm+BsArBAPDFQLpC1F5hRSgfOzqat6LT07kYzOCCUAAAAAWJ32j1ZrY2vbkq5m9Wi4GJqKIjd2V6+3vSNlZko1awAAAAAAgKXshYnkxcnq2vYeLb7A8rOlu0h7w+3r4UGZNQAAwLlSGQKAFeDYZJl9I9UC6a29Rdprmu1gPlzbfnyg4mwHR4QSAAAAAKw+M2WZgw3D3zZ2qkXDxXRzw/C3iXrmXJcAAAAAAAAsLbuHqnlOdy1Z37lIJwNwAVqaimzrqebWTw2XGZmWWwMAAJwLw98AYAV4oL9aGG0tktt6NdvBfGluKnJ9QwPrfo10AAAAAKxCR8eSyXp1bVOXejRcTH0tRa5uq649MaRmDQAAAAAAsFSNzZTZ17AB/bbeIk2FrBVYnrb1FqnNuoXVk+ySWwMAAJwTw98AYJl7ZbLMvoYhVNt7i7TVBEAwnzY1DH97Zvx4AAsAAAAAq0ljPfqqtqS7WT0aLrabG3ZRPzKeDNlFHQAAAAAAYEl6fKjM7D22aklu6pazAstXR63IjQ2bBT42VGayLrcGAAA4W4a/AcAyt7O/WhBtLZLbegVAMN+u60hm97CWSQ6OCiQAAAAAWD1mynJOTaxx0wTg4tjYWaS14fLbM6xmDQAAAAAAsNTUyzKPD1VznM1dRTpqslZgebutr3ofm6wnT8qtAQAAzprhbwCwjL0yWWZfQ6Pdrb1F2gRAMO9amopc31Fd2z8ikAAAAABg9Tg6dvxB3dk2dalHw2JoaSpyQ3f1+ntyuExZqlsDAAAAAAAsJYdGk+GZ6tq2XjkrsPytaSmyobO69shAmbrcGgAA4KwY/gYAy9jO/mohtLU4PvwNWBgbGxpZnxlPxmcEEgAAAACsDo2bkVzVlnQ3q0nDYrmpYfjb0HRydHyRTgYAAAAAAICT2j1U3WHritbkyjY5K7Ay7OitjioYnkn2j+i1AgAAOBuGvwHAMvXKZDmn0e7W3iJtNQEQLJTrO4rMvsTqSQ6NCiQAAAAAWPlmyjIHGx7O3dSpHg2L6YrW5NKW6tqTw2rWAAAAAAAAS8WxyXLO5j3beuWswMpxVVtyZVt17eHBMmUpuwYAADgTw98AYJl6oL9aAG0tjg9/AxZOa1OR6zqqa/sNfwMAAABgFTgylkw2lMI2dalJw2IqiiI391SvwwMjZSZm1K0BAAAAAACWgseGqrlNe1Oy2SZbwApSFEV29FbHFbw0mTw7foo3AAAAcILhbwCwDL0yWc4ZOHVrb5G2mgAIFtqmhqD1yFgyUddIBwAAAMDKtn+kWgO7qi3pblaThsW2pauoPPgxk2TviJo1AAAAAADAYpuql9kzXM1tbu4u0twkZwVWlg2dSW9zde3hwfrinAwAAMAyYvgbACxDD/RXw5/W4vjwN2DhXd9ZbaSrJ3l6VCMdAAAAACvXTFnmYEMNbHOXmjQsBe21IhsaNi15cljNGgAAAAAAYLHtHS4z2RDbbO2RswIrT1NRzOltfHosOdZ4EwQAAKDC8DcAWGZemSyzv6HJ7ta+Im01ARBcDG1NRa7tqK41XpMAAAAAsJIcGcucpoSNnWrSsFTc3NAk9NJk8tKEujUAAAAAAMBiKcsyu4eqec36jqSnRc4KrEw3dRdpa5ha8Mig3BoAAOB0DH8DgGXmgf5q0bO1SG618w9cVJu6qtfc4dFksi6QAAAAAGBl2j9SrX2tbUu6m9WlYam4pj3prlXXnhhWswYAAAAAAFgsz04kr0xV17b1aucFVq6WpiLbGnoc9wyXGZ2WXQMAAJyKahEALCOvTJbZP1oteN7aV6StpskOLqYNHUXlB+mZJE+PCSMAAAAAWHlmyjIHG+rSjZsjAIurqShyY3f1unxqpMxMqW4NAAAAAACwGHYPVnOa3ubk2vZFOhmAi2Rbb7Xfqp5k15DcGgAA4FQMfwOAZeSB/mqxs7VIbu3RZAcXW1utyDUd1bUDI8IIAAAAAFaeI2PJZEPpa1OnujQsNTc1DH+bqCdPjy7SyQAAAAAAAKxiI9NzN9ja1lOkKOSswMrWWZu7cdljQ2Wm6nquAAAATsbwNwBYJl6ZLLO/Ify5ta9IW034A4uhscH16bEIIwAAAABYcfY3bHqwti3palaXhqWmt6XI1W3VtT3D9cU5GQAAAAAAgFXs8aEys1Oa5mLuRj4AK9VtvXM3LntyWL8VAADAyRj+BgDLxAP91SJna5Hc2iP8gcWyvrPI7CtwukwOjy3a6QAAAADAvJsp5+5Iv6lLXRqWqsYd1J8eS8ZmPEQPAAAAAABwscyUZR5vGHJ0Q1eRtpqcFVgdLmktcn1Hde2RwTL1UnYNAADQyPA3AFgGXp4ss7+hwe62PuEPLKaOWpF17dW1/SOCCAAAAABWjsNjyWRDyWtTp7o0LFWbuoo0z7pE60meUrcGAAAAAAC4aA6Olhmdqa5t75WxAqvLjr7q+IKh6eTg6CKdDAAAwBJm+BsALAM7++uV49amZHuP8AcW26au6nX49FiZ6bpGOgAAAABWhsbNDta2JV3NatOwVLU2FdnQMKBxz7CaNQAAAAAAwMWye3BuxnpZq4wVWF2ubkuuaK2uPTxQT1nKrwEAAGYz/A0AlriXJ8vsb9jZ4rbeIm014Q8stsYmuqkyOTK+SCcDAAAAAPNopixzaLT60O3mLnVpWOpu7K5epy9NJq9MeoAeAAAAAABgob08WebZierath4ZK7D6FEWR2/qq978XJpPnJk7xBgAAgFXK8DcAWOJ29tcrx61NyXbhDywJnbUia9uqawdGNdEBAAAAsPwdHksa50Vt7FSbhqXumvaks1Zd2zOsbg0AAAAAALDQdg9WM5mOpmSjDbaAVWpTZ5Huhuz6kYH6yV8MAACwShn+BgBL2MuTZfaPVtdu6y3SVhP+wFKxqSGMPTRaZqbUSAcAAADA8rZ/pFrjWtuWdDWrTcNS11QU2dJQt947Uqaubg0AAAAAALBgJupl9jZkrLf0FKkVMlZgdWoqitzWV70HHhxL+qdk1wAAAK8y/A0AlrCd/dXdLFqbku29gh9YSjZ0Vq/JiXry7PginQwAAAAAzIPpeplDo9WHbTfbkR6WjZu6q9fr6ExyZGyRTgYAAAAAAGAV2DNcZnpWxFok2dojYwVWt5u7i7Q2TDJ4ZMDwNwAAgFcZ/gYAS9TLk2X2j1bXbust0tYk/IGlpKe5yBWt1bUDo4IIAAAAAJavI+PJZEOJa2On2jQsF5e0zq1b7xlRtwYAAAAAAFgIZVnmscFqFrOhM+lqlrECq1tLUzFnEOaekTJjM/JrAACAxPA3AFiydvbXK8etTcn2XsEPLEWNja8HRsrUS0EEAAAAAMvTvoYhUWvbNCbAcnNjd/WaPThaZqKubg0AAAAAADDfjo4n/dPVtW09WncBkmR7T1EZZjBTJrsHZdcAAACJ4W8AsCS9PFlm/2h17bbeIm1NmutgKdrUVb02x+rJ8xOLdDIAAAAAcAGm62UOjVYfst3cpTYNy83mrrkP0O8f8QA9AAAAAADAfNs9WK8cX9KSrGtfpJMBWGK6motsadi8bPdQmSmblwEAABj+BgBL0c7+avGyten4LhfA0tTXUuTSluragVEhBAAAAADLz5HxZKqhtLWxU30alpuOWpHrO6tre4bVrQEAAAAAAObT0HSZQ2PVtW09RYpCxgrwqtt6q/fE8Xqy1+ZlAAAAhr8BwFLzymSZ/Q1Do27tLdJWE/zAUtbYAHtgpExZCiIAAAAAWF72NTxce3Xb8V2YgeXnxq7qIyHPTSQDjdMdAQAAAAAAOG+PDZWZnb60FMmWbvkqwGyXtha5rqO69siAvisAAADD3wBgiXmgv1q0bC2SW3sEP7DUbeyqXqfDM8lLk4t0MgAAAABwHqbrZQ41bE6yqUt9Gpar6zuT9oanQvYMe3geAAAAAABgPsyUZZ4YqmYvN3YXaW2SsQI0uq23Gl4PTCdPjy3SyQAAACwRhr8BwBLyymSZ/Q2Ndbf2FmmrCX5gqbu0Jeltrq41Xs8AAAAAsJQdGU+mGkpamzrVp2G5qhVFNjcMcNw7Yvd0AAAAAACA+bB/pMx4vbq2rUe+CnAy17Qf772a7ZHB+slfDAAAsEoY/gYAS8jO/mqzTWtxfPgbsPQVRTGnEfaAJjoAAAAAlpF9I9Va1tVtSWezGjUsZzd1V6/hoenk2YlFOhkAAAAAAIAV5LGhar66rj25pFW+CnAyRVHktr7qPfKZ8eTFCX1XAADA6mX4GwAsEccmy+wbrRYrt/cWaasJfmC52NhVvV4HppNjU4t0MgAAAABwDqbrZQ411Kg3dalPw3J3eWtyScPu6XuGPTwPAAAAAABwIV6eLPNcw4Y7W3u06wKczg1dRTpr1bVHBuXXAADA6qWaBABLxAMD1UJla5Hc1quxDpaTK1qTroYQ4sCoEAIAAACApe/wWDLVUMra1KlGDctdURS5sbt6Le8fKTNVV7sGAAAAAAA4X48NVbOWzlqyoXORTgZgmagVRbb1zM2vh6fl1wAAwOpk+BsALAHHJsvsG6kWKbf3FmmraayD5aQoimxsaIg9MCKAAAAAAGDp29+wicHVbUlnsxo1rARbuorMvpqnyuSgjUsAAAAAAADOy2S9zN7hatZyc3eRWiFfBTiTrT1FZj+OUk+ya1B+DQAArE6GvwHAErBzoFqgbC2SW3uFPrAcbeyqXrsvTyUDU0IIAAAAAJau6XqZQw2DoDZ3qVHDStHVXOSa9uranmF1awAAAAAAgPOxd7jM7BaBIsktPfJVgLPRXityY3f1nvn4UJnJugwbAABYfQx/A4BFdmyyzFMj1eLk9t4i7TXBDyxHa9uSjoafsg+MCiAAAAAAWLoOjyWN+xds7FSjhpWk8eH5o+PJyLTaNQAAAAAAwLkoyzK7h6oZy/rOpLtZvgpwtm7rrd4zJ8vkSRuYAQAAq5DhbwCwyHYOVAuTLUVya6/QB5arpqLIhobG2AMjAggAAAAAlq79DZsXrGtPOjUnwIqyobNIy6zLukyyV+0aAAAAAADgnDw3kRybqq5t69GmC3Au+lqKbOiorj06WKZeyrABAIDVRVUJABbRsckyTzU01mzvLdJe01QHy9nGruo1/MJkMjwtgAAAAABg6ZmulznYMPxtU6caNaw0LU1FNjfUrp8cLlN6eB4AAAAAAOCs7R6qZit9zck17Yt0MgDL2G191REHQ9PJwdFFOhkAAIBFYvgbACyinQPV0KelSG7r1VQHy9269qS14SftxgZaAAAAAFgKDo8ls/ctKJJsNPwNVqQt3dVru38qeWlykU4GAAAAAABgmRmdKXNgpNoXsLWnSFHIVwHO1dq25IrW6tojg/XFORkAAIBFYvgbACyS/qky+xpCn+29RdprQh9Y7mpFkQ0d1Wt5/4jhbwAAAAAsPfsaNi24uj3pbFanhpXo6rakp7m69uSw2jUAAAAAAMDZeGKozOyxRLUiubFbtgpwPoqiyG291Xvo8xPJc+MybAAAYPUw/A0AFsnO/jKzS5EtReYULIHla2NX9Xp+biIZmxFAAAAAALB0TNfLHGoY/rapU50aVqqiKHJjQ+1630iZmVLtGgAAAAAA4HTqZZnHh6qZyg1dRdpr8lWA87Wxq0h3rbr26GD95C8GAABYgQx/A4BF0D9V5qmRauizvVfoAyvJte1J86xLukxycFQDHQAAAABLx9NjyfSsklWRuZsaACvLjd3Va3y8njw9ukgnAwAAAAAAsEw8PZYMz1TXtvXIVgEuRK0osr23ei89MJoMTum/AgAAVgfD3wBgEezsLzO7BNlSJLf1Cn1gJWluKnJ9R2MAIXwAAAAAYOnY37BJydXtSadNSmBF620psraturZn2M7pAAAAAAAAp/PYUDVPuaI1uaJNtgpwoW7uKdIy63ZaJnl0UP8VAACwOhj+BgAXWf9UmacaGuq29RZp11AHK87Grurx0bFkYkYAAQAAAMDim6qXOTRWrVVt7lSnhtXgxu7qtf70WDKmdg0AAAAAAHBSA1NlDo9V17b2yFYB5kNbU5GbG+6pTw6X+q8AAIBVwfA3ALjIHuwvM7v02Fwkt/UKfWAlur6jSG3WcT2Z01ALAAAAAIvh8FgyPatUVSTZ2KVWDavBpq4is/ckqifZN6J2DQAAAAAAcDKPDVVzlLamZLNsFWDe3NpTZPZddapMHh+WYQMAACuf4W8AcBENTJXZ29A8s723SEdN6AMrUWtTkWs7qmsHRoUPAAAAACy+/Q216qvbo1YNq0RbU5ENndXrfc9wfZHOBgAAAAAAYOmarpd5smEA0Y3dRVqaZKsA86WnpcjGhgx712CZmVIPFgAAsLIZ/gYAF9HO/jKzS47NRXJbr8AHVrLG8OHwWDJVFz4AAAAAsHim62UOjVVrVJs71aphNbmxq3rNvzCRvDI+s0hnAwAAAAAAsDTtHy0z0bCHztYe2SrAfLutr3pvHZmZu7EhAADASmP4GwBcJANTZfY2FBy39xTpqAl9YCVb31lk9lU+Ux4fAAcAAAAAi+XpsWR6Vrm6SLKxS60aVpNrOpL2hidGdh8bX5yTAQAAAAAAWKJ2D1b7gK5tT9a0yFYB5ttVbUXWtlXXHhksU5YGwAEAACuX4W8AcJHsHCgzu9TYXMzdkQJYedprRda1V9cOjAoeAAAAAFg8+xvqU1e3x0YlsMrUiiI3NAx93P3KhAfnAQAAAAAA/saLE2VemKyube3RkguwUG7trd5jX5pMnp1YpJMBAAC4CFSaAOAiGJgqs3e42iyzrafQTAerxKbO6rV+aLTMjAY6AAAAABbBdL3MoYbhb431K2B12NJdvfb7J+s5OjK9SGcDAAAAAACwtDw2VM1Vu2rJ+s5FOhmAVWBDZ9LbXF17ZKC+OCcDAABwERj+BgAXwYMDZWZHPs1FsqNPMx2sFhsammenyuTI2CKdDAAAAACr2tNjyfSsgnWRZGOXejWsRle0JmsaHpzffcy26QAAAAAAABMzZZ4aqQ5/u6WnSFMhWwVYKE1FkVt7q/fZQ2NJ/1R5incAAAAsb4a/AcACG5gqs2e4WmDc1lOkoybwgdWis7nI2rbq2oFRwQMAAAAAF9/+hrrU1e1Jp3o1rEpFUWRLd/X6f/zYRGZK9WsAAAAAAGB1e3K4rGyq1ZTk5m65KsBCu6m7SGvD9INHB2XYAADAymT4GwAssAcHyswuLzYXyY4+gQ+sNhs7q9f9wdFSAx0AAAAAF9V0vcyhhuFvmzrVq2E129JVvQeMz5R52uYlAAAAAADAKlaWZR4bquYlGzqLdDXLVgEWWktTka0Nwzb3DJcZn5FjAwAAK4/hbwCwgAanyuwZrhYWt/YU6agJfGC12djQQDdRT54dX6STAQAAAGBVOjyWyu70RebWrYDVpaelyNq26lpjtgUAAAAAALCaHB1PBqara9t65aoAF8v23qIyAGG6zJyhnAAAACuB4W8AsIB2DpSZXVZsLpIdfQIfWI16motc0VpdOzAqeAAAAADg4tnfUI+6uj3ptFkJrHpbGnZNPzRaZsKu6QAAAAAAwCq1e7BeOb6kJbm67RQvBmDedTUX2dywmeHuoTIzpRwbAABYWQx/A4AFMjhVZu9wtaC4tafQSAer2MbO6vV/cLRMKXgAAAAA4CKYrpc51DD8bVOnejWQbO6s7ppeT7LP5iUAAAAAAMAqNDRd5tBYdW1bT5GikK0CXEy39Vbvu6MzyVPDcmwAAGBlMfwNABbIgwNlZu/101wkO/qEPbCabeyaGzw8P7FIJwMAAADAqnJ4LJlqeAa2cbMCYHVqqxXZ0HA/aNzgCAAAAAAAYDV4fKjM7JSkpUi2dMtVAS62y9uKrGuvrj0yWKYsZdkAAMDKYfgbACyAwakyexqaYrb2FOmsCXxgNVvTUuSSluragVGhAwAAAAALb39DHerqtqSzWc0aOK6xaem5ieN5FwAAAAAAwGoxU5Z5Yqiaj2zpLtLaJFcFWAy39VbHILwylRwZX6STAQAAWACGvwHAAnhwoEx91nGtSHb0CnuAZGNn9V6wf8SuMwAAAAAsrOl6mUMNw982d6lZA6+5vrNIe8MmRk+NqF0DAAAAAACrx4GRMmP16tq2HrkqwGK5viNZ01xde2SgfvIXAwAALEOGvwHAPBuaKrNnuNoMs7WnSGezwAdINjU01Q7PJC9NLtLJAAAAALAqHB5LphpmODVuUgCsbrWiyC2XtFXW9gzbvAQAAAAAAFg9dg9Vc5Gr25JLW+WqAIulKIrc2le9Dx8ZT16elGMDAAArg+FvADDPdg6Umb1/RK1Ibu8V9gDHXdqS9DbsOnNgVOgAAAAAwMLZPzq3ScGGJUCjbQ3D3wamkxdtXgIAAAAAAKwCL0+WeW6iurZNLxDAoruxq0h7wzSEhwf0YQEAACuD4W8AMI+GpsvsGa4WD7f2FJrogBOKosjGzuo9wfA3AAAAABbKdL3MoYb606YuNWtgrmu6mrOmtfoYyd5h9WsAAAAAAGDl2z1YzUQ6a8mGTrkqwGJrbiqyvWEY576RMsPTsmwAAGD5M/wNAObRg/1l6rOOa0Wyw04/QIONDc21/VPJK5NCBwAAAADm35HxZKqh9LRJkwJwEkVRZNulbZW1p0bKzJTq1wAAAAAAwMo1US+zd6Sah9zcXaRWyFUBloKtPUWaZ92S60keHZRjAwAAy5/hbwAwT4amyzw5XC0a3tJdpKtZ2ANUXdmadNWqawdGhQ4AAAAAzL99DU0KV7clnerWwClsu6S9cjxeT46OLdLJAAAAAAAAXAR7h8tMz4pVixwfNATA0tBRK3JTd/W+/PhQmYm6XiwAAGB5M/wNAObJg/1l6rOOa0lu7xP2AHMVRZGNndX7w/4RgQMAAAAA82u6XuZQw6YDm7rUrYFTu7S9livbqmt71a8BAAAAAIAVqizL7B6qZiEbOpMuG2oBLCm39haZfWeeKo8PgAMAAFjODH8DgHkwNF3myeFqsfCWnkLYA5xSY5PtK1NJ/5TQAQAAAID5c2T8+MOuszVuSgDQ6Mbu6qMkB0fLTNoxHQAAAAAAWIGeGU/6p6pr23q03QIsNX0tRTZ2Vtd2DZaZKWXZAADA8qUKBQDz4MH+MvVZx7Ukt/dpoANObW1b0lmrru0fETgAAAAAMH/2NdSbrm6zQz1wZpu7qjumT5fHB8ABAAAAAACsNLuH6pXjNS3JuvZFOhkATuu2vupYhJGZuc/GAAAALCeGvwHABRqaLvPkcLVIeEtPoYEOOK2iKLKxs3qf2K95DgAAAIB5Ml0vc6ih3rSpS90aOLOOWpHrOqpre4bVrwEAAAAAgJVlZLrMwdHq2raeIkUhVwVYiq5qK7K2rbr28ECZspRnAwAAy5PhbwBwgXb2l5m9z0+tSG7vE/QAZ7apYfjby5PJwJTAAQAAAIALd2Q8aSw1NW5GAHAqWxqGRR4dP94ABQAAAAAAsFI8NlRmdvrRXCRbumWqAEvZjr7qaIRXppLDY4t0MgAAABfI8DcAuABDU2X2DFcbXW7pLtLVLOwBzmxte9Le8BP5gVHNcwAAAABcuP0j1TrT2raoXQNnbX1nkZaGW8ZTI+rXAAAAAADAyjBTlnmioR9oS1eRtiaZKsBStr4jWdNSXXtksL44JwMAAHCBDH8DgAuwc6DM7NJgrUhu7xP0AGenqSiysbN6z2hsygUAAACAczVTljnUsMnA5i61a+DstTQV2dhw39irfg0AAAAAAKwQB0eT0Znq2rZemSrAUlcURW5ruF8fHU9enJBnAwAAy4/hbwBwnoamyuxp2OVna0+RrmZhD3D2NjU0z704efz+AgAAAADn6/BYMtlQYmrchADgTLY01K9fnkxeaby5AAAAAAAALEO7B+uV47VtyWWtMlWA5WBLV5GOhgkJjwzKsgEAgOXH8DcAOE87B8rMjnpqRbLDLj/AOVrXnrQ3/FS+f1TgAAAAAMD52z9SrS+tbYuNS4Bztq496axV1/YOq18DAAAAAADL2yuTZZ6dqK5t7ZGnAiwXzU1Ftjf0ce4bKTM0Lc8GAACWF8PfAOA8DE6V2dPQ3LK1p9A8B5yzpqLIhs7qvcPwNwAAAADO10xZ5lBDfWlzl9o1cO6aiiI3NNw/9o6UKUs1bAAAAAAAYPl6bKiadXQ0JZtkqgDLytaeIrNbOcskjw7KsgEAgOXF8DcAOA8PDpSpzzquFcmOXkEPcH4ag+IXJpJhu80AAAAAcB4OjyWTDaWljZ3q18D5ubG7ev8YmUmeHV+kkwEAAAAAALhAk/Uye4argerNPUVqhUwVYDlprxW5uSHPfnyozMSMfiwAAGD5MPwNAM7R4NTcoGdrT5GuZkEPcH7WtSdtDT+Z7x8RNgAAAABw7hrrSmvbon4NnLfLWotc2lJd26t+DQAAAAAALFN7h8tMzYo6iiS39MhTAZaj23qLzL6DT5fJY0PybAAAYPkw/A0AztGDA2Xqs45rRXJ7r6AHOH+1osj6zup95MCosAEAAACAczNTljnUUFfa1KV+DVyYLQ27pe8fKTNdV8MGAAAAAACWl7Is5wwFWt+R9NhMC2BZ6mkpsqmhH2vXUJmZUp4NAAAsD4a/AcA5GJwqs2e4Wvzb2lOkU9ADXKDGsOG5iWRkWtgAAAAAwNk7MpZMNpSUGutOAOfqhoYhkpNlcmhskU4GAAAAAADgPD0znrwyVV3b2qvFFmA529FXzbNHZ5K9w/qxAACA5UFlCgDOwYMDZeqzjpuL5PZejXPAhbu2I2ltuJ0cGBU2AAAAAHD29o9U60lr25Ium5cAF6i7uci69ura3uH6yV8MAAAAAACwRO0aquYbfc3Jte2neDEAy8IVbXPz7IcHy5SlniwAAGDpM/wNAM7S4FSZJxt2fdjaU6RT4xwwD2pFkfWd1ftJY7MuAAAAAJzKTFnmYMNmApu61K+B+bGl4X5yeCwZm1HDBgAAAAAAlofBqTKHRqtr23uLFIVMFWC529FbHZfQP5U8PbZIJwMAAHAODH8DgLO0c6DM7BaW5iLZ0SvkAeZPYzPusxPJyLTmOQAAAADO7OhYMtlQStrYqYYNzI+NXUVqs24p9djABAAAAAAAWD52D1V7glqK5MZueSrASnBdR3JJS3Xt4YH64pwMAADAOTD8DQDOwuBUmT3D1QaWrT1FOpsFPcD8ubb9eIg82z7NcwAAAACchQOj1TrSVW1Jtxo2ME/amoqs76jeU/aqXwMAAAAAAMvAVL3MEw09QTd1F2ltkqcCrARFUeS23uo9/dmJ5IUJmTYAALC0Gf4GAGdh50B1h5/mItnRJ+QB5ldzU5GNndV7y1Oa5wAAAAA4g3pZ5mDD8LfGOhPAhdrSXb2vPD+RDEypYQMAAAAAAEvb3pEyk/Xq2vZeeSrASrKlu0hnrbr28IA8GwAAWNoMfwOAMxiYKrOnYYefrT1FOmuCHmD+3dDQPPfipOY5AAAAAE7vuYlkvKFZwfA3YL5d15G0NzxlYgMTAAAAAABgKSvLMrsGq3nG9R1JX4s8FWAlqRVFbm0Y7HlgtMygniwAAGAJM/wNAM7gwYEys0t8zUWyo0/IAyyMa9qTDs1zAAAAAJyDAw31o8tak17NCsA8qxVFNndV7y17h8uUpRo2AAAAAACwNB0dT45NVde292qrBViJbukuMvtxmTLJw4PybAAAYOlSpQKA0xiYKrNnuFrg29pTpLOmaQ5YGE1FkU0NzXNPaZ4DAAAA4BTKssyB0WrtaGOnGjawMLY01K8HppMXJxfpZAAAAAAAAM5g12C9crymJbm2fZFOBoAF1VYrcktPNdN+crjM2IyeLAAAYGky/A0ATuPBgTKzS3vNRXJ7n6Y5YGHd0NA81z+dvKx5DgAAAICTeHEyGZmprhn+BiyUK9uS3ubq2t5hD8oDAAAAAABLz+BUmUNj1bXtPUWKQp4KsFLd2ltUhifMlMmuQZk2AACwNBn+BgCnMDBVZk9Ds8rWniIdNSEPsLCuakt6GpvnRgQNAAAAAMx1oKFu1NecXNKySCcDrHhFUWRLwwYmT42UmSnVsAEAAAAAgKVl91A1v2gtkhu79QQBrGTdzUVuaLjX7x4qM1WXaQMAAEuP4W8AcAo7B8rMLuk1F8ntfUIeYOEVRZHNDc1z+0bKlJrnAAAAAJilLMvsH63WjDZ22akeWFhbGh6UH68nR8YW6WQAAAAAAABOYqpe5omG4W839RRpaZKlAqx0t/dW7/UT9eTxIT1ZAADA0mP4GwCcxMBUmb3D1YLe1p4iHTUhD3BxbGkY/jYykzw7sUgnAwAAAMCSdGwqGZyurm3qVMcGFlZfS5Er26pre0c8KA8AAAAAACwde4bLTDbEF9t6ZKkAq8ElrUXWd1TXHh0sM1PKtQEAgKXF8DcAOImd/WVml/Kai+T2PiEPcPFc2lrk0pbq2lPDQgYAAAAAXrN/tFov6q4ll7cu0skAq0rjBiYHR8tM1tWwAQAAAACAxVeWZXYNVXOL9R3HN7gBYHW4va86QmF4JtlnUzMAAGCJMfwNABoMTJXZ21DI29ZTpKMm5AEurhsamuf2j9plBgAAAIDXHGioZW/sKlIUatnAwtvcVVQeOJkpkwOj6tcAAAAAAMDiOzqe9E9V17b3aqUFWE3WthdZ21Zde2igTKkvCwAAWEJUrACgwc7+MrNLeM1FsqNPsxxw8W1uGP42UU+OjC3SyQAAAACwpAxMlXmloWFhY6daNnBxdNSKXNtRXds77CF5AAAAAABg8T06WK8cr2lJrmlfpJMBYNHs6KuOUTg2lTytLwsAAFhCDH8DgFkGpsrsHak2pmzrKdJR0zAHXHy9LUWuathl5qkRzXMAAAAAJAdGq3WijqbMqSUBLKQt3dX87Oh4MjKthg0AAAAAACyegalyzmCfW3uKFIW+IIDVZn1HcklLde2hgfrJXwwAALAIDH8DgFl29peZ3ZLSXCQ7+gQ8wOK5oat6Dzo4WmaqrnkOAAAAYLU70LBJwIbOIk0aFoCLaENHkZaG244NTAAAAAAAgMW0e6iaVbQWcze0AWB1KIpiTm/ocxPJc+NybQAAYGkw/A0A/sbAVJm9DQ0p23qKdNSEPMDi2dRVZPZdaLpMDo0KGQAAAABWs+HpMi9MVtc2dqllAxdXc1ORTQ33nr3D6tcAAAAAAMDimKyXebJh+NvNPUVammSpAKvVDV1FumrVtYcG6otzMgAAAA0MfwOAv7Gzv8zsiKe5yJydHQAuts5akWvaq2uNgyoBAAAAWF0ONmwO0NqUrGs/xYsBFtCWhuFvL08lL0+qYQMAAAAAABffnuEys2OKIsm2Hn1BAKtZrShyW2/1e8GhMbk2AACwNBj+BgBJBqbKOcOUtvcU6agJeYDFd0N39V50eCwZnREyAAAAAKxWBxqGv63vKFIr1LOBi+/q9szZJX3vsPo1AAAAAABwcdXLMo8ONuSonUlvixwVYLW7uadIW8NEhQcH5NoAAMDiM/wNAJI80F9mdrmuuUhu6xPwAEvDxs4izbNuSWWSpzTPAQAAAKxK4zNlnh2vrm3sVM8GFkdTUeSGruo96KmRMmWphg0AAAAAAFw8h0aTwenq2vYe7bMAJK1NRbb3VnPt/SNl+qfk2gAAwOJSvQJg1eufKvPUSLVQt72nSEdNsxywNLQ2FdnQ0MC7x/A3AAAAgFXp6bG5m5lc27FopwOQLd3V+vXITPLM+CleDAAAAAAAsAAeGaxXji9vTda1L9LJALDkbO8p0jIr2i6TPDSgNwsAAFhchr8BsOrt7J/bKHdbn8FvwNJyU0Pz3MtTycuTQgYAAACA1ebQaLUmdE170tKkpg0snstai1zaUl3bO6J+DQAAAAAAXBzPT5R5bqK6dltvkaKQowJwXHutyLbe6veFvcNlhqZl2wAAwOIx/A2AVa1/qsxTDc0n23uLdNQEPMDSsq496apV154cFjAAAAAArCYzZZnDY9W1DZ3q2cDi29KwgcmBkTLTdTVsAAAAAABg4T0yUM0kumrJpi45KgBVt/UWaZ717aGe5KEBuTYAALB4DH8DYFXb2V9mdnmuuThexANYapqKYk7z3FPDZWZKIQMAAADAanF0LJlqKAddb/gbsATc0NBANVkmh8bUrwEAAAAAgIU1OFXmwGg1k9jeW6RWyFEBqOqoFbm5oTfryaEyI9OybQAAYHEY/gbAqtU/VeapkbkBT0dNwAMsTTc2NM+N1ZMjY4t0MgAAAABcdAcbmhauaks61bSBJaC7ucg17dW1vcMekAcAAAAAABbWo4NlZicSLUVyS7cMFYCT29FXVIYrzCR5ZFC2DQAALA7D3wBYtXb2zw14busV8ABL1yWtRa5sra7tGa4vzskAAAAAcFGVZZlDY9WHTTd0qmkDS8eWhg1MDo8lYzMekgcAAAAAABbGxEyZJxo2o7m5p0ibDbQAOIXu5iI3NQwJfWyolG0DAACLwvA3AFalgakyT41UC3Lbeot0CHiAJe7GhoDh4GgyLmAAAAAAWPFenExGZ6prhr8BS8nGriKzo7Z6kv0j6tcAAAAAAMDCeHy4zPSsKKJIcmuPDBWA07u9r8js7xbTZfLooGwbAAC4+Ax/A2BVenCgzOxyXHOR3NYr4AGWvs1dReWH+HqSfZrnAAAAAFa8g6PVGtCa5mRNi7o2sHS0NhXZ0FG9L+1RvwYAAAAAABbATFnOGdSzqbNIjwwVgDPobSmypav6/WL3YJmJGfk2AABwcRn+BsCqMzRVZu9wtRC3tadIR03AAyx97bUi6zura3uGhQsAAAAAK13j8Lf1nWrawNKzpbt6b3phIhmYUsMGAAAAAADm176RMqMz1bXb+mSoAJydO9ZUv2dMlsnuIdk2AABwcRn+BsCq8+BAmfqs41qR7BDwAMvIjd3VH+NfmEz6Nc8BAAAArFgDU2WOTVXXNhj+BixB13Yk7Q1PouwdUb8GAAAAAADmT1mWeWSgmj+sbUuubJOhAnB21rQU2dTw7M2jg2Wm6vJtAADg4jH8DYBVZXi6zJPD1QLcLd1FOmsCHmD5uO4kzXON9zYAAAAAVo5Do9XaT0dTcmXbIp0MwGnUiiKbu6q5297hMmWphg0AAAAAAMyPo+PJyw2bZ+3o0yoLwLm5c0012x6vJ48NybYBAICLR0ULgFXloYEy9VnHtSS39xn8BiwvtaLIlu65zXN1zXMAAAAAK9LBhuFv6zuLNBVq28DS1Fi/HpxOXphcpJMBAAAAAABWnEcG65XjvuZkfccinQwAy9ZlrcWc7x+PDJaZruvPAgAALg7D3wBYNUamyzzRsPPCTT1Fupo1yAHLz41d1XvXyEzyzPginQwAAAAAC2Z8psxzE9W19Z3q2sDSdWVr0ttcXds77OF4AAAAAADgwh2bLHN4rLp2a2+RwuZZAJyHO9dURy2MziRPyLcBAICLxPA3AFaNhwfLzMw6bkpye59wB1ieLm8rcmlLdU24AAAAALDyPD1WZnbVp7lIrmlftNMBOKOiKLKlu5rB7RspM1OqYQMAAAAAABfmkcFq3tDelNzYrTcIgPNzZVuRaxuew3l4QL4NAABcHIa/AbAqjM2UeXyoWnC7sbtIT7OAB1i+bmoIqQ+MlBmbES4AAAAArCQHR6v1nmvbk5YmtW1gadvSVb1PjdeTI2OLdDIAAAAAAMCKMDpTZk/Dhulbewr5KQAX5I411XELwzPJ3mH9WQAAwMIz/A2AVeHhgTLTs+ptRZI7+oQ7wPJ2Y3eR2qzjepInhQsAAAAAK8Z0vczhhmFJ6zvVtoGlr6+lyFVt1TUPxwMAAAAAABdi92CZ+qzjpiTbeuSnAFyYde1F1jbk2zsHysyUMm4AAGBhGf4GwIo3NlNm91C10Lalu0hvi4AHWN7aa0U2d1XvZY8PlSmFCwAAAAArwtHxzNnYxPA3YLnY0lC/PjhWZrKufg0AAAAAAJy7qXqZx07SG9TZLD8F4MLduaY6cmFo2gZnAADAwjP8DYAV79HBck5z3J19wh1gZbilYaeywenkyPginQwAAAAA8+rQaPUh0qvako6a+jawPGzqKioPpcyUyf4RD8cDAAAAAADn7snhMuP16tptvbJTAObHte3Hn8uZbedAmZlSxg0AACwcw98AWNEmZsrsHqwW2DZ3FelrEfAAK8NVbcmlLdW1x4bqJ38xAAAAAMtGWZZ5eqxa317fqbYNLB8dtSLXdVTX9hr+BgAAAAAAnKOZsszDA9WM4bqO5NJW+SkA86Moity1pjp2YWg62Tss4wYAABaO4W8ArGiPDpWZbKiv3dkn3AFWjqIosrWnel87NJqMTAsXAAAAAJazlyeTkZnq2voO9W1gednSXX0s5ZnxZFj9GgAAAAAAOAf7RsoMN2Snt/dpjQVgfl3TnlzVVl3bOVBmppRxAwAAC0OFC4AVa7Je5tHBamFtU2eRS+zsA6wwW7qLNM+6tZVJnrCzDAAAAMCy9vRYtb7T25ysaVmkkwE4T+s7ksZo7qkR9WsAAAAAAODslGWZhwaq2cJVbcnVbad4AwCcp6Ioctea6uiFoelkjx4tAABggRj+BsCKtWuwzGS9unbnGoPfgJWntanIDV3V+9vjQ2XqdpYBAAAAWLYOjVZrO9d3FCkKNW5geWluKrKxoX6914PxAAAAAADAWTo0lhybqq7d3tckOwVgQVzTnqxtGDC6s7/MjB4tAABgARj+BsCKNFUv8+hgtaC2oTO5rFW4A6xMW3uq97eRmeTpsUU6GQAAAAAuyNhMmRcmq2vrO9W3geVpS8Pwt1emkpcnPRgPAAAAAACcXlmWebC/Xlm7tCVZ37FIJwTAilcURV63pjp+YXgm2WOTMwAAYAEY/gbAivT4UJnxar6T1/X5tgesXFe0Fbmitbr2+FD95C8GAAAAYEl7eqz6wGhLkVzdvkgnA3CB1rUnXbXq2l4PxgMAAAAAAGfw7HjmbJq1o69IUdg4C4CFc017sraturazv8xMKecGAADmlyk4AKw4M2WZhwerhbTrO5LL24Q7wMq2tad6n3t6LBmaFiwAAAAALDdPj1ZrOtd2JDUNDMAyVRRFtnRV72FPjZSpezAeAAAAAAA4jQcHqpuh9zQnN3TJTQFYWEVR5HVrqiMYhmeSJ21yBgAAzDPD3wBYcfYMlxmdqa7d0edbHrDybe4q0tqQZT8+JFgAAAAAWE5myjKHx6pr13doYACWty3d1fvYyEzy7PginQwAAAAAALDkvThR5khDlrCjt0iTTbMAuAiuaU/WtlXXHuwvM2OTMwAAYB6ZhAPAilIvyzw0UC2gXd2WrG0X7gArX0tTMaeB7okhwQIAAADAcvLseDLVUM4x/A1Y7i5tLXJZS3Vt74jaNQAAAAAAcHKNvUEdTclN3XJTAC6OoijyujXVMQzDM8mTw3JuAABg/hj+BsCKsn+kzOB0de2ONb7dAavH1p5qoD1WTw6MChYAAAAAlounx6q1nCtak85mTQzA8te4ecn+kTJTdfVrAAAAAACgqn+qzP6GZ+Bv7S3S3CQ3BeDiuaY9WdtWXXuwv8xMKecGAADmh2k4AKwYZVnmwYadfS5vTa5tX6QTAlgEl7YWc4KF3YNCBQAAAIDl4lBDE8P6Tg0MwMpwQ1f1fjZVJofG1K8BAAAAAICqhxt6g1qLZGuv3BSAi6soity1pjqKYXgmeXJYzg0AAMwPw98AWDGeHktemaqu3dHXlKIQ8ACry7aGYPu5ieTFCcECAAAAwFLXP1VmcLq6dn2HGjewMnQ1F7mmYdOmvR6KBwAAAAAAZhmeLrOnIT/Y2lOkrUluCsDFt649WdtWXXuwv8xMKesGAAAunOFvAKwIZVnmwYF6ZW1NS7Kxc5FOCGARbews0lmrru0aEioAAAAALHVPj1ZrOJ215PLWRToZgAWwpbvamHVkLBmbUb8GAAAAAACOe3igzOzuoFqSW3sNfgNgcRRFkbvWVMcxDM8kT+rTAgAA5oHhbwCsCM9OJM9PVNdu7ytSFAIeYPWpFUW29VTvf/uGSw10AAAAAEvcobFq/eb6DnVuYGXZ2FmkedZtrZ5k34jaNQAAAAAAcHzDmCeGq7nBTT1FOptlpgAsnnXtydVt1bWdA2VmSlk3AABwYQx/A2BFeLC/XjnuriU3dAl3gNXrlp6i8sP+TJLH7SoDAAAAsGRNzJR5bry6tr5TnRtYWVqbijn3tr3DatcAAAAAAEDyyGCZ6VmxQVOS2/tkpgAsrqIo8ro11ZEMIzP6tAAAgAtn+BsAy96LE2WONDTE7egrUisEPMDq1VEr5gzBfGzIrjIAAAAAS9WR8TKztzmpJbmmfbHOBmDh3NhQu35hMhmYUrsGAAAAAIDVbGKmzGOD1bzghu4iPc16gwBYfNd0FLm6rbq2s7/MVF3WDQAAnD/D3wBY9h4cqFeOO5qSm7uFOwDbe6v3wpGZ5MCIUAEAAABgKTo0Wj1e15G0NKl1AyvPNR1Je8PTKnuH1a4BAAAAAGA12z1UZrIhLrijT14KwNLxVZdUg+6xerJrUNYNAACcP8PfAFjWjk2WOdDQEHdrb5FmDXEAuaKtyFUNu8o8PFimLAULAAAAAEtJvSxzeKxas7m+Q50bWJlqRZEbuqr3uL0jatcAAAAAALBaTdXLPNowPGdTZ5E1LTJTAJaOq9uLXN9RXXtosMzEjKwbAAA4P4a/AbCsPTRQLYy1FsnWXuEOwKtu663+yP/SZPLsxCKdDAAAAAAn9cJEMl6vrhn+BqxkW7qr97jB6eP3QgAAAAAAYPV5fKick5feuUZeCsDS81Vrqn1ak/Xk4UHD3wAAgPNj+BsAy9bQVJm9I9XC2LbeIm1NAh6AV23oTHqbq2uPDNRP/mIAAAAAFsXhsWqt+5KWpNcu9sAKdkVr0tdQu94z4oF4AAAAAABYbabr5ZyhOdd3JJe1yksBWHoubyuyqbP6PerRwTKjM/JuAADg3Bn+BsCy9fBgmdklseYiubVXuAMwW1NRzLk3HhpL+qeECgAAAABLRePwt+s61LqBla0oimzprt7r9o+UmSnVrgEAAAAAYDXZM1xmdKa6dmeftlcAlq6vuqTI7LR7ukwe7Jd1AwAA504VDIBlaXSmzBPD1YLYzd1FOmoa4gAa3dRdpLXhJ/9HB4UKAAAAAEvB2EyZFyera9cb/gasAlu6qve68XpyeGyRTgYAAAAAALjoZsoyDzU8176uPbmqXV4KwNK1pqXIjQ2bnT02VGZoWq8WAABwbgx/A2BZenSwzMysWlhTkh19wh2Ak2lpKrK1IVR4crjM2IxQAQAAAGCxHRmr1miai2Rt+yKdDMBF1NtS5Kq26treYXVrAAAAAABYLfaNlBmarq7d2aflFYCl73VrisqQhnqSB/rl3QAAwLlRCQNg2Zmsl3msYWefLd1FupsNfwM4le291VBhpjw+SBMAAACAxfX0WPX4mvakVqh3A6vDlq7q/e7QWJmJuto1AAAAAACsdPWyzIMNQ3KubEvW2SgLgGWgp7nI1p5q3r1nuEz/lLwbAAA4e4a/AbDsPD5UZrKhBnZ7n0Y4gNPpai5yQ3f1Xrl7sMykJjoAAACARVOWZY6MVesz13WodwOrx+auuRuXHBhRtwYAAAAAgJVu/0iZ/unq2p19TSlslAXAMnHHmiLNs75tlUm+fEzeDQAAnD3D3wBYVmbKMo8OVgtgGzqTNS3CHYAzub23eq+cLJPHhoQKAAAAAIvlpclkvF5dM/wNWE3aa0Wu76iu7TX8DQAAAAAAVrSyLLNzoJoHXNaaOZkBACxlnbUitzb0au0fLfPihMwbAAA4O4a/AbCsPDVSZmSmunZ7r29nAGfjktYiGzqra48OlpmuCxUAAAAAFsPTY9W6zJrmpNdmJ8Aqs6W7mvU9M54MT6tbAwAAAADASnVgNDk2VV17XV9TikJWCsDysqO3SFtDe+v/PlY/+YsBAAAamJYDwLJRlmUebtjZZ21bclW7cAfgbN3RV/1fgNGZZM+IJjoAAACAxXC4YfjbtR3q3cDqc31H0tpw+3tK3RoAAAAAAFaksizzQH91KM6lLZmzyTkALAdttSK391UD76PjyZExmTcAAHBmhr8BsGwcHpu7s8+OPt/KAM7FlW1Frmmvrj08UGamFCoAAAAAXEwTM2VemKiuXWf4G7AKNTcV2dRVvf/tHVazBgAAAACAlejQWPJKQ2/QnWuaUhSyUgCWp+09Rbpq1bX/fayeUq8WAABwBibmALBsPDxY3dlnTUuyvmORTgZgGbu9YXDm4LRGOgAAAICL7ch4mdkVmVqRrGs/5csBVrQt3dWGrlemkpcn1a0BAAAAAGAlKcsyD/TP7Q3a1LlIJwQA86C5qcjr1lQz75cmk32jMm8AAOD0DH8DYFl4YaLMM+PVtR29hZ19AM7DNe3JlW3VtZ0DZWbsKAMAAABw0Rweqx6vaz/+MCjAanR1W9LdsBP6HpuWAAAAAADAivL02PFhOLPd2ac3CIDl76buImtaqmtfPqZXCwAAOD3D3wBYFh4eqO7s01lLtnQLdwDOR1EUuWtN9X8FhqaTJzXSAQAAAFwUZVnm8Fi1FnNdh5o3sHoVRZEbGrK/p0bK1D0IDwAAAAAAK0JZltnZX+0N6mtONnfJSQFY/pqKIl/V0Ks1OJ08MSTzBgAATs3wNwCWvIGpMgdGq2u39hap2dkH4Lxd256sbauuPdhvRxkAAACAi+GVqWR0prpm+Buw2m1paO4anUmeGV+kkwEAAAAAAObVkfHkhcnq2p1rijTpDQJghdjYmVzZWl3bOVBmqq5XCwAAODnD3wBY8h4ZLDO7vNVSJLf0CHcALkRRFLmrYUeZ4Rk7ygAAAABcDIfHqjWYnubju9oDrGaXtha5rOFB+L0jatYAAAAAALDclWWZB/rrlbXe5uSGLr1BAKwcRVHkay6p9mqNziSPDsq9AQCAkzP8DYAlbWymzJPD1eLWLT1F2poEPAAXal17cnVbde3BgTLTdpQBAAAAWFCNw9+u6yhS2NEeIDc2NHkdGLELOgAAAAAALHdHx5PnJ6prd/QVaZKRArDCrOsocl1Hde3hgTLjM3JvAABgLsPfAFjSdg+WmV3Xakpya69wB2A+FEWRuxp2lBmZSZ4YFigAAAAALJTJepnnxqtr13WoewMkyeauIrPviFNlcmhUzRoAAAAAAJarsizzQH+9stZdS7Z0y0gBWJm+ek21V2uyTHYOyL0BAIC5DH8DYMmarpfZPVQtat3QXaS7WcADMF/WtRdZ115de3CgzHRdqAAAAACwEI6OJbNbG5qSXNN+qlcDrC5dzcWce+LeEfVqAAAAAABYro6MJ89NVNfuWFOkVugNAmBlurytyA1d1e9zuwfLDE7JvgEAgCrD3wBYsp4aKTNe3dwnt/UKdwDm210NO8qMziSPDQkUAAAAABbC4bFq3eXq9qSlSe0b4FVbuqv3xMNjydiMmjUAAPD/Z+++vuM4snxR7yiYKhQ8SYmgLCmJ8p4y0z0zZ+acex7uX3yf7nFj2qhlKW8pqSUSlETCA1UAKuM+8E4Pokh10wAo931vuRewVjxVZu5fxg4AAGDQ5JzjTyvlxqDZ8YinZuSjAAy31xdSMcShioi3VuTeAABAyfA3APpSzjkurpfNrIcaEScnBTwAh+1MI8VDjbL2/lqOvUqoAAAAAHCYcs43DX97eErfG+Cgs80U4wd+GnNEfL2lXw0AAAAAAIPmu52In3fL2qvzKcaSjBSA4TY3keK5ufJ+9/V2jqst2TcAAPCfDH8DoC/90IpY2StrL8y5bQEcldcWyt/YnSri4w2BAgAAAMBhWt2L2OyUNcPfAEqTtRRnm+Vv45eb+tUAAAAAADBIcs7x9mpV1ObGI56ckY8CMBpenU8x2bUl9g8rVeQs/wYAAG4wRQeAvnRxrQx4FiYiHp7q0WIARsDpRrrpd/a9tRytjkABAAAA4LD82HV6b3MsYnGiR4sB6GPnp8uNXz/tRqzu6VcDAAAAAMCguLQdcW23rF1YSFFLhr8BMBoaYykuzJf3veX2jXskAABAhOFvAPSh67s5fmiVtRfmUiQBD8CRen2hfD3YrSLeXbOZDgAAAOCw/LBT9loeauh9A9zKQ1MRja4vWr7c1K8GAAAAAIBBkHOOd1arorYwEfHEtGwUgNHy3FyK2fGy9seVKjpZ/g0AABj+BkAf+nC9bFw1ahFPCngAjtx99RSPd/3efryeY21PoAAAAABwrzo5x+Wug08emurNWgD6XS2lmzaAfbWVI/sAHgAAAAAA+t7XWzmu75W1Cwspag7GAmDEjKUUby6W97/1/YhPNmTfAACA4W8A9JmdTo4vN8vG1bOzKcZrAh6A4/DGQipeEqqIeGul+rU/BwAAAOA2/dyO6J6x/+CU3jfArzk/c/MH8FfbPVoMAAAAAABwW6qc453VMhg9MRHxeFM2CsBoeqyZ4v7JsvbOao52xwA4AAAYdYa/AdBXPtnI0TlwXYuI52YFPADHZW4ixfNz5e/uN9sRyy2BAgAAAMC9+KF18waH5pj+N8CvuW8yYmG8rH25pVcNAAAAAAD97KutHKv7Ze21hVqkJBsFYDSllOI3J8qRDu0q4r01+TcAAIw6w98A6Bv7VY6P18uG1RPTKZrjAh6A4/TqfIp615vC71eqyFmoAAAAAHC3ftwpeysPTel9A/w1KaU4P1P+Vn69laOjVw0AAAAAAH2pk3O8s1r28U9NRpxt9mhBANAnlhopHuu6H364nmNjT/4NAACjzPA3APrGV1s5dqqy9uK8zW8Ax60+luLCQvn7+1M74pvtHi0IAAAAYMDtVjmutsvagw39b4C/5Ynp8reyXUX8eadHiwEAAAAAAP6qLzZzrO+XtdcWapGSbBQA3lisFYMdqoj4w4rhbwAAMMoMfwOgL+Sc48P1slH1QCPi5KSAB6AXnp1NMTde1t5aqaKThQoAAAAAd+pyK+JgV6UWEWcavVoNwOCYm0ixVC9rX27qUwMAAAAAQL/Zr3K8u1r28O+fjHhkqkcLAoA+Mz+R4rm5cr/sN9s5rrRk4AAAMKoMfwOgL/zYiri+V9ZenHObAuiVsZTizcXyd3h9P+LjdYECAAAAwJ36cafsqSw1IiZqDj8BuB3np8vfy++2c7QrvWoAAAAAAOgnn27m2OyUtdcXa5GSXBQA/sOr8ynqXdtmf3e9iirLwAEAYBSZqgNAX/h4vSqu58ed7gPQa+eaEafrZe3dtRytjkABAAAA4E780HVC74MNGxwAbtdj06n4uKUTEZe29KkBAAAAAKBf7FU53l0te/cPNCIebPRoQQDQpxpjKV5bKL8b+mU34otNGTgAAIwiw98A6LmNvRzf7ZS15+eS030AeiylFL9ZLF8Z2lXE26sCBQAAAIDbtbmfY3WvrD00pf8NcLsaYykeaZa1Lw1/AwAAAACAvvHheo5WVdZeX6jZFwQAt/DsbIrFibL21kqO3UoODgAAo8bwNwB67uONHAfbUhMp4skZAQ9APzjdSPFYs/xN/mQjx89tgQIAAADA7fhxp+yj1GsRpyZ7tBiAAXV+uvy85XIrYmNfnxoAAAAAAHqt3cnxwVrZs39kKmKpYV8QANxKLaX47YkyA9+pIt5dlYEDAMCoMfwNgJ7aq3J8tlk2pZ6aSTFZE/IA9Iu/O5Fi/MDPco6If7tWRc5CBQAAAIC/5YdWef1A48ZHnADcvkemIia7fjq/3tKjBgAAAACAXvtgPcduV8v+jUXbVgHgr3loKsWjU2Xtw/Uca3tycAAAGCW6aAD01NdbOdpVWXtuzqY3gH4yO57ilfnyt/mn3bhpeCcAAAAApZxz/LhT9lAecsI9wB0br6V4bLr8/fxiMzukBAAAAAAAemi7k+PD9bJX/3gzxcnuE10AgJv85kStGPRQRcQfrle/9ucAAMAQMvwNgJ7JOcdH692b3iIWJoQ8AP3mpfkU8+Nl7Y8rOXY6NtYBAAAA/JrrexE7Xd9kPjilBw5wN87PlL+fK3sR13Z7tBgAAAAAACDeW82xf+Bz8hQRry3KQwHgdsxPpHh+rrxvfrsT8cOOvVoAADAqDH8DoGeW2xHX9sra83NuTQD9aCyl+IeT5W90u4p4a0WgAAAAAPBruj/GnB2/8eEmAHfuTD1iZqysfbmlRw0AAAAAAL2wsZ/jk42yT//kTIoFeSgA3LZXF1I0urbU/u56FVWWhQMAwCgwYQeAnvlovWxAzY1HPDLVo8UA8Dc9NJXisWYZxn+2meNqS6AAAAAAcCs/dvVNHmzY6ABwt1JK8cRM+Tv61Vb20TsAAAAAAPTAu6s5qgPXtYi4sCAPBYA7Ua+leGOxvH+u7EV8uiEHBwCAUWD4GwA9sbWf49J22YB6bjZFSoIegH72mxMpxrt+qv/NiTIAAAAAN+nkHFdaZe2hKT1wgHvx5HT5O7rdibjc+pU/BgAAAAAAjsTqXo7PN8vvx5+dTTHb/aE5APA3PTWT4uRkWXt7NUerY68WAAAMO8PfAOiJTzZyHGw9jacbTSoA+tvMeLrpRLZfdm/8rgMAAADwn5ZbEftdLZMHG71ZC8CwWJxMcarro/cvN/WnAQAAAADgOL29evOeoFcW7AkCgLtRSyl+e6Ic+dCqIt5ZlYUDAMCwM/wNgGPXyTk+7RoSdH46RX1M0AMwCF6YS7E4Udb+tJJjq3s3MwAAAMAI+7FV9kpOTUY09MEB7tn56fK39NJ2jr1KfxoAAAAAAI7Dtd0cX2+Vffnn51I0ZaEAcNceaKR4rFnWPt7IsbIrCwcAgGFm+BsAx+7rrRw7VVl7fk7IAzAoxlKKf+g6UWY3R/z79epX/gMAAABg9PywU358+dCUPjjAYXh8OsXBX9S9HPHdtg/eAQAAAADgOLy1Un4zPpkiXrYnCADu2d8t1mLswHWOiN9dryJneTgAAAwrw98AOHYfr5fNpgcaEScmBT0Ag+SBqRTnp8vf7kvbEd9sCRQAAAAA2lWOX3bL2oMNfXCAwzA9nuLBRln7Um8aAAAAAACO3HIrx/c7Ze2l+RT1MVkoANyr2YkUL86X99QfWnHTvRcAABgehr8BcKx+buf4qWvD23OzbkcAg+g3J1I0un7C/+1aFa2OTXYAAADAaLvSunH67n+oRcRSvVerARg+52fKD97/vBOxozcNAAAAAABHJuccf1qtilqjFvHCnMFvAHBYXplP0Rwra7+/XkUny8MBAGAYmbYDwLH6ZKNsMs2MRZxt9mgxANyTqbEUf3+iDOt3qojfXxcoAAAAAKPtcqvsjyw1IsZrNj0AHJZzzRTjB35Wc0R8taU3DQAAAAAAR+XHVsTlVll7ZT7FhBwUAA7NRC3Fm4vlvXVtP+LjdXk4AAAMI8PfADg2u1W+adPF07MpaknQAzCoHp9O8ehUWftiK8efd4QKAAAAwOjqHv72QEMfHOAwTdRSnG2Wv61fbupLAwAAAADAUcg5xx9XqqI2PRbx7KwcFAAO2/npFPdPlrV3VnPsdGTiAAAwbAx/A+DYfLmZY/9AfylFxNMzgh6AQZZSin84WYvJrp/zf/mlit1KqAAAAACMnlYnx7Xdsmb4G8DhOz9d/rb+vBuxuqcvDQAAAAAAh+3SdsQvXRnoawspxmtyUAA4bCml+O2JcgTEbo7404o8HAAAho3hbwAci5xzfLJRNpcebUZMjwt6AAbdzHiKN0+Uv+ebnYi3uk53AwAAABgFl1vl9XiKuL/em7UADLOHpiKmur56+XLTx+4AAAAAAHCYqpxv+i58YTziyRn7gQDgqJxupHii60C0zzZzXNuViQMAwDAx/A2AY/FTO+L6Xll7dtZtCGBYPDOT4oFGWftoPcefN/du/Q8AAAAAQ+pyq/zIcqkeMZZsfAA4bLWU4vGuj92/3MqRs4/dAQAAAADgsHy+mWNtv6y9vliLmgwUAI7Um4spxg/cbnNE/O56JRMHAIAhYuoOAMfik42yoTQ3HvFQ41f+GICBk1KK/3KyVoQKERH/z/cbsVcJFQAAAIDR0T387YGGTQ8AR+XJmfI3dmM/4mq7R4sBAAAAAIAhs1/leGe1zD9PTUaca/ZoQQAwQmbGU7w8X2bil1sRl7Z7tCAAAODQGf4GwJFrd3J8vV2GPc/MpkhO+QEYKvMTKV5fKH/bV9pV/O/LWz1aEQAAAMDx2u7kWNkra4a/ARydU5MRCxNl7cstB5IAAAAAAMBh+Hgjx1anrL25WLMfCACOyUtzKWbGytofVqrYr+TiAAAwDAx/A+DIfbGVo3Ogl1SLiKdmBD0Aw+j5uRT3T5a1d35uxQ87VW8WBAAAAHCMLrfKDysnUsR99R4tBmAEpJTi/HSZO369laOTfegOAAAAAAD3ol3leG+t7Lc/0Ih4aMp+IAA4LuO1FG+eKO+9G/sRH67LxAEAYBgY/gbAkco5xycbZSPpXDPF1JiwB2AY1VKK/3pfLbp/5v/Xz1W0O4IFAAAAYLhd3imvzzRu9EsAODpPdA1/a1cRf975lT8GAAAAAABuy8W1HO2u87/fXLQdFQCO2+PNFEtdh0++u5Zja98+LQAAGHS6bQAcqSvtiNW9svbMrI1uAMNsYSLF3y2Wv/VbnYjfXRcqAAAAAMPtcqvsfzzQ0A8HOGpzEzd/6P7lZnXrPwYAAAAAAP6m7U6Oi+tl9nm2GXF/Xf4JAMctpRS/PVGOhNjPEX9YsU8LAAAGneFvABypTzfKBtL8eMQDjR4tBoBj89xsige7Njd/sZXj0pZgAQAAABhOW/s51vbLmuFvAMfj/Ez5e/vddkS7ox8NAAAAAAB3473VHPsH2uwpIt5YsBUVAHrlvnqKp7ty8a+2clxpycUBAGCQ6bgBcGR2Ojm+6Rry8+xsipRsdgMYdiml+Of7alGvlb/5/3Ktih0b7gAAAIAh9GPXx5STtYiTkz1aDMCIebyZig9gOhHxzbZeNAAAAAAA3KmNvRyfbJQ99idnUixO2gsEAL30xmKK7tvxv1+rosqycQAAGFSGvwFwZL7YzFEduB6LG4EPAKNhdjzFf39ouqi1qoh/+aWKLFgAAAAAhszlVnn9QD2i5jAUgGNRH0vxSLOsfbmpDw0AAAAAAHfq7dVyL1AtIi4syD0BoNemxlK8vljek6/tRXy6IRsHAIBBZfgbAEci53xT0+ix6RSNMYEPwCh5/kQ9zs9PFrVvd24MCAUAAAAYJpdbZb/jgSn9cIDjdH66/ATmSjtiY18vGgAAAAAAbtf13RxfbJW99efmUsyOyz4BoB88O5vixERZ+9Nqjp2ObBwAAAaR4W8AHInldsTafll7ZlbYAzBqUkrxfz88E42uN49/v55tugMAAACGxsZejo2unvgDDT1xgOP0aDNisqsX/ZWDSAAAAAAA4Lb9aaUqridSxCvzck8A6Be1lOLvT5bBeLuK+NOKbBwAAAaR4W8AHInPujZSLExELNV7tBgAemp6ohb/dKp89djLEf/7lypyFi4AAAAAg+/HVtnjaNTiplN2AThaYynF481yA9qXW1kfGgAAAAAAbsNyK8e3O2XtxbkUU2OGvwFAP3mgcXM2/ulmjp/bsnEAABg0hr8BcOh2qxzfbJWNoqdmUqQk8AEYVeema/HkTHkfuNyK+GhDsAAAAAAMvsut8vqBRuiJA/TA+a4+9MpexLXdHi0GAAAAAAAGRM453lqpilqjFvHivMwTAPrR351IMd51m/7365XD0QAAYMAY/gbAoftmK8f+gR5RiognpwU+AKPutydSzIyVtT+u5FjZFSwAAAAAgyvnHJdbZX/jgYaeOEAvLNXjpj70l1t60AAAAAAA8Nf80Iq40i5rr8ynmKzJPQGgH82Mp3ila0jr1bZ8HAAABo3hbwAcus82ywbRI1MRze5jBAAYOfVain8+Vb6CdHLE//ylio6TZQAAAIABtb4fsdUpa4a/AfRGSinOz5S/wV9t5aj0oAEAAAAA4JZyzvHWSlXUZsYinp2VeQJAP3tpPsXceFn740qO3Uo+DgAAg8LwNwAO1cpujqtdp/08Pet2A8AND06leL7rQ4BfdiPeWRUsAAAAAIPpcqvsazTHIhYmerQYAOL8dNmD3u5EXG71aDEAAAAAANDnvtnO8ctuWbuwkGK8ZvgbAPSzsZTityfKvbvbnYj37NECAICBYRoPAIfq882yMTRVi3h4qkeLAaAvvbmYbtoA/f5ajuWWcAEAAAAYPN0DhR5opEjJRgiAXlmcTHFqsqx9san/DAAAAAAA3To5x59Wyh76wkTEkzPyTgAYBI820037dy+u51jbk5EDAMAgMPwNgEPTyfmmjRPnZ1KM2eQGwAHjtRT/7VSteBnJEfG/fqlitxIuAAAAAIMj5xyXuwban2n0aDEA/MX56TKfvLSdY0//GQAAAAAACp9v5ljbL2uvL9SiZh8QAAyM3yyWe7SqiPj99apXywEAAO6A4W8AHJo/70TsdPWEnnbaDwC3cF89xYWF8h6xvh/xu+s23wEAAACDY30/YrtT1h5o6IsD9NoT0ykO/hrv54hvt/WfAQAAAADgP+xVOd5ZLXvn901GnGv2aEEAwF1ZnEzx/Fz5vdJ3OxF/3pGRAwBAvzP8DYBD8/lGOfnt/vqNxhEA3MrL8ymW6mXt880cl7aECwAAAMBguNwq+xjNsYj58R4tBoC/aI6neLBR1r7UewYAAAAAgL/4eCPfdNDVG4u1SMk+IAAYNK8upJjqmhrxu+tVdLKcHAAA+pnhbwAciu39HN/tlLWnZwQ+APy6WkrxX0/VYqLrdvEv16rY3hcuAAAAAP3vSqu8PlNPNkMA9Iknu7LKH3Yitjt6zwAAAAAA0O7keG+t7Jk/2Ih4aErWCQCDqF5L8cZieR9f3Yv4eF1GDgAA/czwNwAOxZdbOQ62gcZTxOPTQh8A/rq5iRR/f6K8X7SqiP99rYrsdBkAAACgj+Wc40qr7F+cafRoMQDc5GwzxfiB9nOOiK+39J0BAAAAAOC9tRy7VVl7c9FWUwAYZE/NpDg1WdbeWc2x45A0AADoWzpyANyznHN8tlk2gB5rppisGf4GwN/25EyKc82y9uediE82hAsAAABA/9rYj9jslLUHGvriAP1iopbiXLP8Xf5yU98ZAAAAAIDRtrmf46ONm/cA3VeXdQLAIEspxd+fKEdH7OaIt1bk5AAA0K8MfwPgnv3UjljdK2tPzQp9ALg9KaX4x5O1aI6V9T+s5FjdEzAAAAAA/elKq+xbNGoRCxM9WgwAt3R+pswsf96NWNnVdwYAAAAAYHS9s5qjc6BVXouINxbtAQKAYbDUSPHEdHlf/2wzx89tOTkAAPQjw98AuGefbZaNn7nxiDP1Hi0GgIE0NZbin06Wryf7OeJ//lxFJwsYAAAAgP5zuV1en2ncGHIPQP94sBEx1fVlzFdbes4AAAAAAIym1b0cn3ftAXp6NsX8hJwTAIbFm4spxrtu7b+7XkW2PwsAAPqO4W8A3JP9Ksc3XRsknppJNrgBcMceaaZ4bra8f/y8G/HuqnABAAAA6D9XWmXP4oGGvjhAv6mlFE/MlL/PX25lH7UDAAAAADCS3lqp4mCHfDxFvDov5wSAYTIznuKVrvv7cjviawelAQBA3zH8DYB78t1Ojt2uns/5GcEPAHfnzcUUCxNl7b21HD+1BQwAAABA/9jcz7GxX9bOGP4G0JfOT5e/zxv7Nz5sBwAAAACAUfJTO8el7bL2/FyK6XE5JwAMmxfnUsyOl7U/rOTYq+zPAgCAfmL4GwD35IvNstnzQCNiVvADwF2aqKX4b6dqxYtKjoj/9UsV+wIGAAAAoE9cbpV9inot4sTEr/wxAD11ajJuOnTky039ZgAAAAAARkfOOf64UhW1ei3i5Tn7fwBgGI3XUvxmsRwjsdWJeH9NVg4AAP3E8DcA7tpOJ8efd8rakzOCHwDuzX31FBcWyvvJ6l7EO6sCBgAAAKA/XGmV12fqESnpjwP0o5RSnJ8uf6O/3soOHAEAAAAAYGT80Iq43JVxvjKfoj4m4wSAYXW2GfFgo6x9sJZjfU9WDgAA/cLwNwDu2ldbOQ62ecZTxLmm4AeAe/fyfIr7JsvaB+s5rrYFDAAAAEDvXW6VPYozDb1xgH52vusAq90c8e22fjMAAAAAAMMv5xxvrVRFbXos4rlZGScADLOUUvz2RC0O3vE7EfGHrucCAACgdwx/A+CufbFZbog410wxWRP+AHDvainFP5+qFS8sOSL+9y9V7Fc25AEAAAC9s7WfY32/rBn+BtDfZsfTTSeaf76p1wwAAAAAwPD7eivHL7tl7bWFFOP2/wDA0DsxmW4a+HppO+LHHXk5AAD0A8PfALgr13dvDn+enBH8AHB4TkymuLBQ3ltW9yLeXhUwAAAAAL1zpVX2JiZTxMnJHi0GgNv2VFeW+WPrxkBPAAAAAAAYVp2c409d314vTNj/AwCj5MJCikbXRInfXa+iyvJyAADoNcPfALgrX2yWjZ3mWMQDjR4tBoCh9fJ8ivu6Nk9fXM9xtSVgAAAAAHrjcqu8XmpE1JLNEQD97mwzxcSBn+scN2eeAAAAAAAwTD7byLG+X9beWKjJNwFghDTGUry2UN77r+9FfLIhLwcAgF4z/A2AO1blHF9ulY2d89NJ+APAoaulFP98qla8uOSI+N/XqtivhAwAAADA8bvSLnsSZxp64wCDYKKW4vHp8jf7880c2WnmAAAAAAAMob0qxzurZQ/8/nrE2WaPFgQA9MwzsylOTJS1t1dztDrycgAA6CXD3wC4Y5dbEdudsvbkjM1tAByNE5M3nzCzuncjZAAAAAA4TtudHKt7Ze0Bw98ABsZTXZnm2n7E1XaPFgMAAAAAAEfow/UcO1VZe3OxFinJNwFg1NRSir8/WY6VaFdx06BYAADgeBn+BsAd+2KzbOicmrwxmAcAjspL8ynumyxrF9dz/NQWMgAAAADH50qrvJ5IN3rkAAyG0/WI+fGy9vmmPjMAAAAAAMOl1cnxwVrZ/354ysFWADDKHmikeKxZPgt8spFjdU9mDgAAvWL4GwB3ZK/KcWm7bOacnxb+AHC0ainFP5+qFS8wOSL+zy9VdLKQAQAAADgeV1plH+J0/UbfAoDBkFKKJ2fK3+1vtnLsVfrMAAAAAAAMj/fWcux2tb7fXLSVFABG3ZuLqdibVUXEH69XvVoOAACMPB07AO7Ipe0c+wcCoBQRT8zY2AbA0TsxmeLCQnnPub4XcXHNpjwAAADgeHQPf3ugoT8OMGi6h7/t5ohvt/WZAQAAAAAYDhv7OT5aL/veT0ynODkp2wSAUTc3keKFufKZ4NudiMs7MnMAAOgFw98AuCNfbJZNnIenIppjAiAAjsdL8ylOTJS1d1ZzrO4JGQAAAICjtdPJcX2vrJ0x/A1g4MyMp3ioUda6M1AAAAAAABhUb6/mqA5c1yLi9QW5JgBwwysLKRpdEyZ+v1JFznJzAAA4boa/AXDbNvdz/Ngqa0/OCIAAOD5jKcU/narFwbtPJyL+5RchAwAAAHC0lrv64+Mp4r56b9YCwL15qivj/KEVsbGvxwwAAAAAwGC7vpvjy64DT56ZTTE3Ye8PAHBDvZbita7BsL/sRnyxJTMHAIDjZvgbALftq67mzWSKeHRKAATA8bq/nuL5ufL+c6Ud8dmmkAEAAAA4OlfaZe/hdP3GoHoABs/ZZorJrp/w7s1wAAAAAAAwaP60UsXBbvd4inh1QaYJAJSemU2xMFHW/rSSY6+SmwMAwHEy/A2A2/ZV14aHx6ZTjNeEQAAcv9cXUsyOl7U/XM+xtS9kAAAAAI7GcqvsOyw19McBBtV4LcXj0+Xv+OebOXLWYwYAAAAAYDAtt3J8u1PWXpxL0RyTawIApVpK8ZvFcszEVifi4rrMHAAAjpPhbwDclpXdHNf2ytoT0wIgAHpjopbiH0+WrzO7OeLfr1c9WhEAAAAwzPaqHNd2y9pSXY8cYJA9NVP+jq/vRyy3e7QYAAAAAAC4Bznn+ONK+R11oxbx0rxMEwC4tYenIh5qlLX313Js7RsABwAAx8XwNwBuy1dbZcOmORZxpvErfwwAx+DhqRTnuwaRXtqO+GZLyAAAAAAcrp/aEQe3SqSIOF3v1WoAOAz31yMWxsvaZ5v6ywAAAAAADJ7vd24+4OTVhRSTNcPfAIBbSynF350oR03s54g/rcrNAQDguBj+BsDflHO+afjb49MpakkIBEBv/eZEikbXW82/X6+i3RE0AAAAAIdnuV32Gk5NRkzYKAEw0FJK8dRs+Vv+zVbWXwYAAAAAYKDknOOtlaqozYxFPDsrzwQA/rqTkymenimfGT7fzPFLW24OAADHwfA3AP6mn3cj1vfL2hPTQiAAem9qLMXfnyjvSdudiD+sCBkAAACAw7PcKnsNSw09coBh8ORMKj6c2c8RX27pLwMAAAAAMDi+2spxfa+svb6YYizJNAGAv+31hRTjXY8Nv1+pImfZOQAAHDXD3wD4m77q2uAwNx5x32SPFgMAXR6fTvHIVFn7bDPH5R0hAwAAAHDvqpzjarusLdVtlAAYBs2xFGebZe3TjewjdgAAAAAABkIn53h7texpn5iIeGJangkA3J7meIpX5stnh8utiO93erQgAAAYIYa/AfBXVTnH113D356YTpGcAARAn0gpxT+crN10ysy/XKtiv7JBDwAAALg313cj9rpaDEv13qwFgMP3zGz56cz1vYifdnu0GAAAAAAAuAOfb+ZY3y9rry/WombPDwBwB16YSzE9Vtb+cL2KjoPTAADgSBn+BsBfdaUVsd0pa04AAqDfzI6neHOxvD+t7Ue8uyZkAAAAAO7NcrvsL8yN3zjxFoDh8GAjYna8rH26obcMAAAAAEB/269yvLNa9rPvr0c8OtWjBQEAA2uiluKNrn1Zq/uycwAAOGqGvwHwV321VTZnTk5ELE7a1AZA/3l2NsX99bL2wVqO1T1BAwAAAHD3rrTK66WGHjnAMEkpxTMz5W/711s52pXeMgAAAAAA/evjjRzbnbL2xkItUpJnAgB37vx0ivsmy9o7qznaHdk5AAAcFcPfAPhVnZzj0nbZmHliRggEQH+qpRT/dLJWvORUEfHv16rIWdAAAAAA3Lmccyy3y77Cmfqv/DEAA+upmVT0lvdzxFeb+soAAAAAAPSndpXjvbWyj/1gI+LBKXt+AIC7k1KK35woR0+0qoh312TnAABwVAx/A+BX/Xknol2VtcenBUEA9K8TkylemCvvVT+0Ii5t92hBAAAAwEDb2I/Y7pS1pYY+OcCwaY6neLRZ1j7ZyA4WAQAAAACgL11cyzft93lj0VZRAODenGmkONeVnX+0nmN9T3YOAABHQUcPgF/11VbZkFmqR8yO29QGQH+7sJBieqys/e56FXuVoAEAAAC4M8vtsp/QqEXMj/doMQAcqWdmy09oru9F/Lzbo8UAAAAAAMCv2Onk+HC9zDHPNiPur9vvAwDcuzcXa8UAiioi/rhiTxYAABwFw98AuKW9Ksd322VD5olpQRAA/W+iluI3J8pXna1OxLurggYAAADgziy3yuulRkRKeuUAw+ihRsRM18Ein27oKwMAAAAA0F/eW8ux19W+fmPBNlEA4HDMT6R4fq78Puqb7RzLLfk5AAAcNl09AG7p2+0c+wd6MSkiHjP8DYAB8Vgz4sFGWbu4nmNlV9AAAAAA3L7ldtlLWKrrkwMMq5RSPDNb/s5/tZVjt9JXBgAAAACgP2zs5/h4vexbPzmdYnFSjgkAHJ5X51PUu6ZQ/P56FTnLzwEA4DAZ/gbALX21VTZhHmxETI0JgwAYDCml+PsTteKFp4qIfxc0AAAAALep1cmxslfWlhr65ADD7KmZFAd/6fdzxFebesoAAAAAAPSHd1dzVAeuaxFxYUGGCQAcrvpYuukZ46fdiEvbPVoQAAAMKcPfALhJq5Pjh52ydn5GGATAYFmcTPHiXHn/+rEV8c22jXoAAADA33a1XV6Pp4hTk71ZCwDHY3o8xaPNsvbJZnaoCAAAAAAAPbe6l+PzrgNLnplNMTdhvw8AcPienU0xP17W/rhSRUd+DgAAh8bwNwBucmm7PAloLEWcbQqDABg8ry6kmB4ra7+/nmOvEjQAAAAAf91yq+wf3F+PGEt65QDD7pmZ8lOaa7sRP+/2aDEAAAAAAPD/+9NKjoMJ5niKeHVefgkAHI2xlOKNxTI/X9+P+HTDniwAADgshr8BcJNvtsrmyyNTEZM1gRAAg2eiluK3J8rXnq1OxLtrggYAAADgr1tul/2Dpbo+OcAoeGgqYqbrUJGPfbwOAAAAAEAP/dLO8c122at+fi5Fc1yGCQAcnXPNiPsny9o7qzl2Kxk6AAAcBsPfACjsdHL82Cprj08LgwAYXOeaEQ81ytrFtRzre4IGAAAA4Nb2qxw/tcvaacPfAEZCLaV4Zrb8zf96K0ero6cMAAAAAEBvvLVaFdeTtYiX5+SXAMDRSinF350ox1G0qogP1uTnAABwGAx/A6BwaSvHwbbLeIp4ZEogBMDgSinFb0/UipefKiL+sFL92r8AAAAAI+7n3Rv9g4NON275pwAMoadnU9FT7uSIzzd9vA4AAAAAwPG70srx552y9vJcivqYvT4AwNE700jx6FRZu7ieY2tfhg4AAPfK8DcACl9vlw2XR6ZSTNQEQgAMtsXJFM/OlvezS9sRl1uCBgAAAOBmy109g5MTEXW9coCR0RxL8dh0+bv/yUaOnPWUAQAAAAA4Pjnn+FPXgddTtYjn52SXAMDxeXOxFgefPvZzxDur8nMAALhXhr8B8Bfb+zmutMra49MCIQCGw2sLKepdb0C/v15FZbMeAAAA0GW5XfYLlhp65QCj5rmuA0XW9yP+vNOjxQAAAAAAMJIutyKutMvaqwspJhxcBQAco8XJFE/NlM8fn23mWNm1JwsAAO6F4W8A/MU32zkOtlomUsQjUz1bDgAcqvpYitcWyqDhl92ILzYFDQAAAMB/yjnHctcGiqV6b9YCQO+crkecnChrH29UvVkMAAAAAAAjJ+ccb6+WfenpsYhnZg1+AwCO32sLKcYPPIbkiHhrRYYOAAD3wvA3AP7i661y+M2jzRTjTgMCYIg8O5tisWuz3lsrOXYrA+AAAACAG1b2Ina7vktcauiVA4yalFI8N1f+/n+/E7G+p58MAAAAAMDR+6EVNx1a9epCirEkuwQAjt/0eIoXuzL0b3cirrRk6AAAcLcMfwMgIiK29vNNodDj0wIhAIZLLaX4zYnyNWininhvVdAAAAAA3LDc9UHizFjEzLh+OcAoemI6xWTXLeCTDf1kAAAAAACOVs453l4pT6yaHY94akZuCQD0zkvzKRpd0yn+sFJFznJ0AAC4G4a/ARAREV9vlc2VyRTx8FSPFgMAR+jhqRSPdN3jLq7nWN8TNAAAAAARV7oOSllq2EABMKomaime7NpI9/lmjv1KPxkAAAAAgKPz/U7ET7tl7dX5FGNJdgkA9M5kLcWFhfJ55Kd2xKXtHi0IAAAGnOFvAERExDfb5QaFs02hEADD6zcnasXLUBU3TpoBAAAAWG6V/fIz9R4tBIC+8NxcmZm2qpuzVQAAAAAAOCw553h7tfyueW484vyMPT4AQO89M5tibrysvbVSRSfL0QEA4E4Z/gZAbOznuNoua49PC4UAGF4LE+mmDXuXtiMutwQNAAAAMMo293NsdsraUkO/HGCULUykeLBR1j5e10sGAAAAAOBofLcT8ctuWbuwkGIsyS0BgN4bSyneWCxHVKztR3y2IUcHAIA7ZfgbAPH1VtlUqdciHpzq0WIA4JhcmE/R6Hoj+uNKFdlJMwAAADCylrsGw0/WIhYnerQYAPrGc7NlM/mn3Yif23rJAAAAAAAcrpxzvL1SFbX58Ygnpg1+AwD6x2PNiPsny9o7qzl2Kzk6AADcCcPfAIivN8tg6FzTiUAADL/6WIoLC+X97qd2xLfbPVoQAAAA0HPL7fJ6qR6R9MsBRt6jzYiZsbL2sVPLAQAAAAA4ZJe2I67tlbULCylqMksAoI+klOLNE+WYip0q4uK6HB0AAO6E4W8AI2613Ymfd8va404EAmBEPDObYm68rL21WkWVhQ0AAAAwipbbZU9gqa5fDkBELaV4Zra8J3y1lWOno5cMAAAAAMDhyDnH26tVUVuYsMcHAOhPDzRSPDJV1i6uydEBAOBOGP4GMOI+XWkX141axAONHi0GAI7ZWErx+mL5QcTqXsTnm4IGAAAAGDXtKsf1rsNSlho2UgBww9OzqfjIppMjPt3QSwYAAAAA4HB8vZ1jZa+svbaQopZklgBAf3pzsRxVsZcj3l+TowMAwO0y/A1gxH22Wg5/O9cUDAEwWh5vpjg1WdbeXs2xVwkbAAAAYJT81I442A2oRcR9k7/21wCMmuZYisenyxz1440cnayXDAAAAADAvalyjndWy37ziYmIx5r29wAA/evEZIrz3Tn6eo7NfTk6AADcDsPfAEbYSrsTV3c6Ra17wwIADLuU0k0nzWx3Ij5aFzQAAADAKFlulb2A++sR4zU9cwD+04tz5X1huxPx1ZZeMgAAAAAA9+brrRyre2XttYVapCSvBAD622sLqRhY0Ym4aagtAABwa4a/AYywz1fbxfVULeJMo0eLAYAeemgqxUNd98D313K0OsIGAAAAGBXL7bIPsFS3kQKA0ql6ige6eskfruXIWS8ZAAAAAIC7U+V804CUU5MRZ5s9WhAAwB2Ym0jx9Gz5ndXnmznW9uToAADwtxj+BjDCPl/dLa7PNlPUnAoEwIh6c7F8PdrNEe+tCRoAAABgFHRyjp/K81JiqaFfDsDNXpgre8nX9iIut3q0GAAAAAAABt6XWznW9svahYVaJPt7AIAB8ep8ivEDjy45Iv60ak8WAAD8LYa/AYyojb0cV7bLdOixacEQAKPrVD3FE133wo/Wc2zsCxsAAABg2F3bjehuAZyu92YtAPS3R6ci5sfL2sX1qjeLAQAAAABgoHVyjne7BqPcN3mjFw0AMCimx1M8P1vuyfp6K8cvbXuyAADgrzH8DWBEfbNdNk3qtYgzjR4tBgD6xOsLqXhJqiLi7RVBAwAAAAy75Vb5/r8wEdEYc2AKADdLKcULc+U94vudiOu7eskAAAAAANyZLzdzrO+XtdcWapGSrBIAGCwvzaeY7HqE+dOqg9QAAOCvMfwNYER9s1U2Tc42U4wJhwAYcXMTKZ7tOmnmi60c12zaAwAAgKF2teuU2aW6fjkAv+7JmRT1ri9uPljTRwYAAAAA4PZ1co53u3rL99cjHp7q0YIAAO5BYyzFS/M3H6TWfSgnAADwnwx/AxhBW/s5rrbL2mNNG9kAICLi1YUUE123xbdWnDQDAAAAwyrnHMtdPfPT9d6sBYDBMFFL8VzXQSJfbeXY2PfROgAAAAAAt+fLzRwb+2XttYVapGR/DwAwmF6YSzHVNb3ijytV5CxLBwCAWzH8DWAEXdouGyWTtYgHnQwEABERMfUrJ81cdtIMAAAADKXNTsR2p6wtNWyoAOCve34uxfiB20UVERfX9JEBAAAAAPjbqpzjva6e8v31iIcaPVoQAMAhmKileGWh/O5quR3xQ6tHCwIAgD5n+BvACPpmqwyIzjZTjDkZCAD+4sVbnTRz3UkzAAAAMIyWuwa+N2oR8+M9WgwAA2NqLMXTM2XG+tlmjlZHHxkAAAAAgL/uy80c6/tl7cJ8LZK9PQDAgHt2NsXMWFn704o9WQAAcCuGvwGMmO1OjuV2WTvXFA4BwEETtRQXuk6a+Wk34tJ2jxYEAAAAHJmrXT3z0/WwqQKA2/LiXIqDd4z9HPHRug/WAQAAAAD4dVXO8e5a2Uu+fzLi4akeLQgA4BCNpZv3ZP28G/HdTo8WBAAAfczwN4AR8+12joMR0WQtxcNTNrEBQLenZ1PMjZe1P61UUTlpBgAAAIbK1Xb5rn+6rmcOwO2ZnUjx+HR53/hoI0e70kcGAAAAAODWvtrKsb5f1i4s1BxQBQAMjSdnbt6T9fZKFdmeLAAAKBj+BjBivtkqmyOPz03EeE1ABADdxlKKNxbLe+TqfsSXW4IGAAAAGBa7VY5ru2VtqaFnDsDte3m+vG+0q4iP1/WRAQAAAAC4WZVzvLNa9pDvm4x4eKpHCwIAOAK1lOLCQpmlX9uLuLTdowUBAECfMvwNYIS0Ojkut8raUwv13iwGAAbAY80UpybL2jurOTpOmgEAAICh8FM74uBbfi1ubK4AgNt1cjLFuWZZu7ieo13pIwMAAAAAUPpqK8f6flm7sFCLlBxQBQAMlyemUyxMlLW3V6uo7MkCAIC/MPwNYIR8u52LTWzjKeKxObvYAODXpJTi9YXytWljP+LzTUEDAAAADIOr7fId/9RkxHjNxgoA7syFrj5yu4r4eF0fGQAAAACA/1TlHO+ulr3j+yYjHpnq0YIAAI5QLaV4rStLX9mL+HpLlg4AAP/B8DeAEXJpu2yKPDY3GZNjNrEBwF/z8FTE6XpZe3c1x34lbAAAAIBBt9wq3+9PN/TMAbhzJydTnGuWtYvrOdr6yAAAAAAA/P++2sqxtl/WLizUIiUZJQAwnB5rRpyYKGvvrOaosiwdAAAiDH8DGBntTo4fdsra0wv1W/8xAPAX6RYnzWx1Ij7bFDQAAADAIMs5x0/tsrZUt7ECgLtzoauP3K4iPl7XRwYAAAAAIKLKOd5bLXvGpyYjHpnq0YIAAI5BSileXyyz9LX9iC/syQIAgIgw/A1gZHy3k6M6cF2LiMfnJ37tzwGAAx5sRDzQKGvvrubYq4QNAAAAMKiu70Xsdr3an3ZmCgB36eRkinPNsnZxPUdbHxkAAAAAYOR9vZVjdb+sXVioRUoOpwIAhtujUxH3TZa1d9dydLIsHQAADH8DGBGXtspGyMPNFPUxtwEAuB0ppXhtobxv7lQRn2wIGgAAAGBQXW2X7/Wz4xHT4zZXAHD3LnT1kdtVxMfr+sgAAAAAAKOsyjneXS17xacmbwxCAQAYdrfak7WxH/H5piwdAABM/QEYAXtVjj+3ytpjTRvYAOBOnGmkeKhR1t5fy7FbCRsAAABgEC139c1P1/XNAbg3JydTnGuWtYvrOdr6yAAAAAAAI+ubrRyr+2XtwkItUpJPAgCj4eGpiNP1svbuao59WToAACPO8DeAEfDnnYjOgR5IiohHDX8DgDv2+mL5CtWqIj5aFzQAAADAILraLt/pl+q/8ocAcAcudJ1Y3q4iPtZHBgAAAAAYSVXO8c5a2SM+ORnx6FSPFgQA0AMppXi9K0vf6kR8uilLBwBgtBn+BjACvt0uGyAPNCIaY4a/AcCdur+ebvrY4oO1HO2OsAEAAAAGyXYnx/p+WTtd1zcH4N6dnExxrlnWLq7naDuxHAAAAABg5HyznWN1r6xdmK9FSrJJAGC0PDiV4oFGWXtvNceeLB0AgBFm+BvAkOvkHN/tlM2Ps00hEQDcrdcXy9eo3Xxj4x4AAAAwOK62yuuJFHFisjdrAWD4XOg6sbxdRXyojwwAAAAAMFJyzvHuatkbPjkRcbb5K/8AADDkXu/K0neqiE82ZOkAAIwuw98AhtyVVsRuVdbOGf4GAHft5GSKx7rupR+u52h1hA0AAAAwKJbb5Xv8/fWIWtI7B+BwnJxMca5r897FtRw7+sgAAAAAACPj0nbEyl5Ze3WhFkkuCQCMqKVGiocaZe39tRy7lSwdAIDRZPgbwJC7tN21gW0yYnpcUAQA9+K1hfJeupdvDIADAAAABsPVruFvp+v65gAcrgtdJ5bv5Yj31vSRAQAAAABGQc453luritqJibjp4BAAgFHz+mKZpbeqiI/syQIAYEQZ/gYwxHLO8W3X8LezTRvYAOBeLU6meHy6vKd+tJ6j3RE2AAAAQL/br3L83C5rSw29cwAO18nJFOe7+sifrOfY2NdHBgAAAAAYdn/eifhlt6y9spAiJbkkADDa7q+neHSqrH1gTxYAACPK8DeAIfZTO2K7U9bOTQuKAOAwXJgv76m7OeKik2YAAACg7/2yG1F11e6v92QpAAy51xZS8WFOJyLeWdVHBgAAAAAYZjnneHetTCTnxyMea9rPAwAQEfH6YjniYreyJwsAgNFk+BvAELu0XTY7FiYiFiaERQBwGBYnUzze9RHGR06aAQAAgL633C7f3U9MRNRreucAHL65iRTPzJb3mC82c6zs6iMDAAAAAAyry62Iq+2y9sp8ilqSSQIAREScnEzxWLOsfbieo2VPFgAAI8bwN4AhlXOOb7uGv511ShAAHKpXF8p7626+ETYAAAAA/etq1/C3pYbeOQBH59WFFOMHbjU5In53vYqc9ZIBAAAAAIbRu2tVcT0zFvHEjEwSAOCgCwvlmIu9HPHBmhwdAIDRYvgbwJBa2YtY2y9r5wx/A4BDdWIyxWNd99cP13O0nTQDAAAAfSnnHFdbZe10vTdrAWA0NMdSvDhX9pF/aEV8v9OjBQEAAAAAcGSWWzkud+WRr8ynGEv28wAAHHRiMsUT0+Uz0kcbObbtyQIAYIQY/gYwpL7dLhsc02MR9032aDEAMMQuLJRBw26O+HBD0AAAAAD9aH0/Yqcqa0t1Gy0AOFovz6dojpW131+vopP1kgEAAAAAhsl7a2UY2RyLeHJGHgkAcCuvLaQ4+KS0nyPeX5OjAwAwOgx/AxhSl7qGv51tpkhOCgKAQ3diMsVjzfIe++FajraTZgAAAKDvXG2X7+tTtYjZ8R4tBoCRMVFL8eZi2Ude24/4eF0fGQAAAABgWPzczvH9Tll7aS7FeM1eHgCAW5mfSDcNyv1kI8f2viwdAIDRYPgbwBDa2M/xy25ZO9cUFgHAUbmwUN5nd3PERxuCBgAAAOg3y63yeqkRDk4B4Ficn05x/2RZe2c1x46DRAAAAAAAhsJ7a1Vx3ahFPDMriwQA+GtenU/FwItOjnjfQWoAAIwIw98AhtC322Vjo16LONPo0WIAYAScmEzxWLOsXVzP0a6EDQAAANBPrrbLd/XTdZstADgeKaX47YnyM53dHPHWij4yAAAAAMCgu76b49J2WXtxLsVETR4JAPDXzE2keHKmfGb6dCPH9r4sHQCA4Wf4G8AQurRVNjUenUpRSwIjADhKry50bdqrIj5y0gwAAAD0jXYnx/W9smb4GwDH6XQjxfnp8t7z2WaOX9p6yQAAAAAAg+z9tbLPO1mLeG5OFgkAcDtemU/F0Iv9HPGBPVkAAIwAw98AhsxOJ8dyu6ydmxYYAcBROzmZ4lyzrF1cz9GuhA0AAADQD6529c7HIuK+ek+WAsAIe3MxxXhXfPu761XkrJcMAAAAADCINvZyfLVV9nifn00xWbOXBwDgdsxNpHhypnx2+mQjx3ZHjg4AwHAz/A1gyHy3neNgO2M8RTzU6NlyAGCkXFgoX7F2q4iPnTQDAAAAfeFqu3xHv68eMZZsuADgeE2Pp3hlvrz/XGlHfLPdowUBAAAAAHBPLq7fvI/nhTk5JADAnXhlPhWDL/ZzxAdr9mQBADDcDH8DGDKXtstmxsNTEeNOCwKAY3FyMsW5Zlm7uJ5jtxI2AAAAQK91D387Xdc7B6A3XpxLMTNW1v5wvYo9vWQAAAAAgIGy08nx2WbZ2316JkVjTBYJAHAn5iZSnJ8pn6E+2cix05GjAwAwvAx/Axgiu1WOH3fK2tmmwAgAjtOFhfI1q11FfLQuaAAAAIBeqnKOq+2yttTQPwegN8ZrKX5zouwlb3Yi3nNqOQAAAADAQPloPcf+gdZuLSJenJdDAgDcjVfnUxx8ktrPER/I0QEAGGKGvwEMkR92IjoHrmsR8eiU0AgAjtPJyRRnm2Xt4nqO3UrYAAAAAL1yfTeKTRcREafrvVkLAEREnGtGnOm6F32wlmNlVy8ZAAAAAGAQ7FU5Pt4oe7pPTKeYHbePBwDgbsxNpHhypnyW+ngjx05Hjg4AwHAy/A1giFzaLhsYDzQi6mNCIwA4bhfmy1etdhXx8bqgAQAAAHpluV2+l8+PR0zpnwPQQyml+IeTteLDnSoi/u16FTnrJwMAAAAA9LvPNnO0q7L20rwMEgDgXrwyn+LgE9V+vnGQGgAADCPD3wCGRCfn+L5r+NvZptAIAHrhVD3F2WZZu7ieY68SNgAAAEAvXG2X16fr+ucA9N6JyRQvzpX3pMutiC+39JIBAAAAAPpZJ+e42DWE5JGpG31fAADu3vxEivMz5TPVxxs5djpydAAAho/hbwBD4nIrYrerd2H4GwD0zqvz5etWq4r4dEPQAAAAAL2w3CrfyZcaPVoIAHR5dSHFzFhZ+/11H64DAAAAAPSzr7dybHbK2svztmoCAByGV+dTHNwdvZ/jpsG7AAAwDHQUAYbEpa7T3++vR0yPG/4GAL1yXz3Fw1Nl7YP1HJ0sbAAAAIDjtLV/88aL03X9cwD6w0Qtxd+fvPkwkd9d10sGAAAAAOhHOed4v2v4yFI94kxDBgkAcBjmJ1Kcny6frT7eyNFyiBoAAEPG8DeAIZBzju92yqbFuabQCAB67dWuE/y2OxGfbwoaAAAA4Dgtt8vryVrE4kRv1gIAt3K2meJss6x9tZXj2239ZAAAAACAfvP9TsTKXll7ad42TQCAw/TqQoqDu6T3csSH6zJ0AACGi64iwBC42r4xTOags4a/AUDPLTVSPNAoa++v5ehkYQMAAAAcl6vt8j38dD0iJT10APrLP5yoRb3rK55/vVY5uRwAAAAAoM+8v1YV14sTEY9O9WgxAABDan4ixePT5TdeH23kaFcydAAAhofhbwBD4FLXie+LExELEzauAUA/eKXrJL+N/YivtwQNAAAAcFyWW+V7+FJd/xyA/jM9nuK3J8p71HYn4vfX9ZMBAAAAAPrFcivHcrusvTSfHD4FAHAEXpkvn7F2q4iP12XoAAAMD8PfAAZczjm+7Rr+drYpNAKAfvFgI+L+ybL23lqOKgsbAAAA4KjtVTmu7Za104a/AdCnzk+neGSqrH2xleO7bf1kAAAAAIB+8P5aVVxPj0U8MS1/BAA4CicmU5xrlrUP13PsVTJ0AACGg+FvAAPu+l7E+n5ZO2f4GwD0jZRSvLpQvnqt7kVc2u7RggAAAGCE/LwbcXD7RYqI++u9Wg0A/HUppfjHk7WY7Ip7//VaFW0frwMAAAAA9NT13Rzf7ZS1F+dSjCV7eAAAjsqr8+WerFYV8cmG/BwAgOFg+BvAgPu265T3mbGIU5M9WgwAcEuPTEWcnChr761WkbOwAQAAAI7S1Vb57n1yMmKiZvMFAP1rZjzFb06U96qtTsQfrusnAwAAAAD00gdrZZ+2Xot4Zlb2CABwlE7VUzwyVdYurufYd4AaAABDwPA3gAF3qWv429lmiuTUIADoKymleGWhfP26thfx/c6v/AMAAABwKJbbZQ99qa5/DkD/e2omxUONsvbZZo4/7/h4HQAAAACgFzb2c3y1VfZon5tNDp4CADgGr3btydru3MjQAQBg0Bn+BjDA1vdyXNsta+eagiMA6EfnmhELE2Xt3dUqchY2AAAAwFHIOcfVdlk7Xe/NWgDgTqSU4r+cqsVEV/T7f36potXRUwYAAAAAOG4frueoDlyPp4jn5+zfAQA4DqfrNx+g9v5ajo49WQAADDjD3wAG2LfbZWOiUYtYavzKHwMAPVVLKV6ZLz/y+Gk34sdWjxYEAAAAQ251L6JdlbXTDRswABgMs+Mp/m6xvG9tdSL+5ZpDRQAAAAAAjlOrk+PTjbIv+9RMiqkx2SMAwHF5ZaEci7HVifhiU3YOAMBgM/wNYIBd6hr+9mgzRS0JjwCgXz0+nWJ2vKy9t1bd+o8BAACAe3K1XfbQp8duDNIBgEHxzOzNp5df2o743AfsAAAAAADH5uONHPsH2rIpIl6akzsCABynBxopztTL2ntrOSqHpwEAMMAMfwMYUDudHMvtsna2KTwCgH42llK8PF/ery+3IpZbggYAAAA4bN099NN1PXQABktKKf75VC0aXV/3/Pv1HKt7+soAAAAAAEdtr8rx0XrZj318OsXshOwRAOC4vbpQhucb+xFfbcnOAQAYXIa/AQyob7fLhsR4iptOfQcA+s9TMymmx8rae2tVbxYDAAAAQ+xq17D1JT10AAbQ9HiKfzpVft6znyP+x89VdJxgDgAAAABwpD7fzNHq+sy3+yBoAACOx4ONiPsny9p7qzkq2TkAAAPK8DeAAdU9/O2RqYjxmgAJAPrdWErxUtdHH9/vRPzcFjQAAADAYdnp5FjdL2tLdT10AAbT2WaKZ2fL+9gvuxFvr+grAwAAAAAclSrnuLhe9mEfnoo4OSl3BADohZRSvLpQjsdY3Y/4Zlt2DgDAYDL8DWAA7VY5ftgpa2ebwiMAGBRPz6RodL2NvbdW3fqPAQAAgDt2tV1ej6eIE5O3/lsAGAR/t5hiYaKsvb+e48cdH7EDAAAAAByFr7dybHQdOPXyvO2YAAC99MhUxMmu78DeW82Rs+wcAIDBo9sIMIC+38lxcDxMLSIeMfwNAAbGRC3Fi3PlvfvSdsTKrqABAAAADsNyq3zHvr8eMZb00QEYXBO1FP/XqdpNH/r8r1+qaHX0lgEAAAAADlPOOd5f68ocJyPO1Hu0IAAAIiIipRSvdg3kvb4X8e12jxYEAAD3wPA3gAH07VZ5/UAjol6zaQ0ABslzcykmu97IPli3QQ8AAAAOw9V2+Y69VNdDB2DwnaqneGOxvKdtdSL+z7XKKeYAAAAAAIfozzs3hogc9PJ8LZIDpwAAeu5cM2Jxoqy9uyY3BwBg8Bj+BjBgOjnH9ztlA+LctPAIAAbNZC3Fc7PlPfzLzRyb+4IGAAAAuBednOPndlk7bfgbAEPixbkUDzXK2rfbEZ9s6C0DAAAAAByW99eq4nphPOJss0eLAQCgkFKKV+bL78F+2b0xwBcAAAaJ4W8AA+bHnYi9ru/2z07ZtAYAg+iFuRRjB27jVUR8uG6DHgAAANyLn9sRna7a6cYt/xQABk5KKf75VC0aXV/8/P56jmu7+ssAAAAAAPfqajvHla7Dpl6aT5GSvTsAAP3i8ekU8+Nl7d21KnKWmwMAMDgMfwMYMJe2y8bD6XpEc1yABACDaGosxdMz5X38k40crY6gAQAAAO7W1Xb5Xn1iIqJe00cHYHhMj98YAHdQJyL+35+r2Kv0lwEAAAAA7sX7a1Vx3RyLOD8jbwQA6Ce1lOKV+fIZ7Wo74nKrRwsCAIC7YPgbwACpco7vuoa/nW0KkABgkL04l+Lg3Xw/3xgABwAAANyd5Xb3ISr66AAMn0ebKV6YK+9xq3sRv7uuvwwAAAAAcLdWdnN8u13WXpxLMZZkjgAA/eaJmRSz42Xt3a5BvgAA0M8MfwMYIFfbETtdfYdzhr8BwECbm0jx+HR5P/9wPcdeZYMeAAAA3Kmccyx3nd661OjNWgDgqL25mOLUZFn7bDPHV1s+ZgcAAAAAuBsfrJff706miGdm7dsBAOhHYynFy/Pls9rlVsSVlj1ZAAAMBsPfAAbIpe2y4XBiImJ+QogEAIOuO2hoVRGfbwoaAAAA4E6t7994rz5oqa6PDsBwGksp/q/7ajHedav7119yrO/pMQMAAAAA3Imt/Rxfdn2/+9xcismavBEAoF89NZNieqysvbvqwDQAAAaD4W8AAyLnHN92DX872xQgAcAwODmZ4uGpsvbBWo5OtjkPAAAA7sRy16mtzbGI2fEeLQYAjsHCRIp/PFnmxrs54n/8XOkxAwAAAADcgY83chwcEzIWEc/P2bcDANDPxlKKl+bLZ7YfWhE/teXlAAD0P8PfAAbEtd2Ijf2yds7wNwAYGi/Pl69nm52Ib7YEDQAAAHAnltvl9el6REp66QAMtydnanF+urzf/bQb8faqHjMAAAAAwO3Yq3J8slH2VM/PpGiOyRoBAPrd0zMpprqmZry7Wt36jwEAoI8Y/gYwIC5tlyHS7HjEyckeLQYAOHRn6jc2pB/0/lqOnG3OAwAAgNu13HVi61LdZgwARsM/nEwxN17W3l/L8cOOHjMAAAAAwN/yxWaOdtd8kBfnZI0AAINgopbixfny2e27nYhru/JyAAD6m+FvAAPi267hb+eaKVISJAHAsEgpxcvz5Sva9b2I73d6tCAAAAAYMK1OjtW9sna6oY8OwGiYrKX47/fVbvoQ6H/9UsVOxwftAAAAAAC/JuccH66XfdRHpiIWJ2WNAACD4tnZFPWuwPzdVVk5AAD9zfA3gAGwtpfjeteGtbNNIRIADJtHpyIWJsra+2vVrf8YAAAAKFxtl9djKeLUZG/WAgC9cF89xZuLZY683bkxAC5nH7UDAAAAANzKdzsRa/tl7YU52y4BAAbJZC3Fi3NlXv7Ndo6VXVk5AAD9SxcSYABc2i6bC1O1iNP1Hi0GADgyKaV4eb4MGpbbEcstQQMAAAD8Lcvt8v35/smIseQgFQBGywtzKR6eKmt/3om4uK7PDAAAAABwKx+ulwc1n5iIeLDRo8UAAHDXnptNMdn1udh7a7JyAAD6l+FvAAPg267hb482U9RsWAOAofTEdIqZsbL2/lp16z8GAAAA/uJq1/D00w19dABGT0op/uupWjS7+sxvreT4ue2jdgAAAACAg35u57jcKmsvzqdI9uwAAAyc+liK5+fK57ivtnKs7cnKAQDoT4a/AfS5rf0cV9tl7VxTiAQAw2ospXihK2j4bifi+q6gAQAAAH5NJ+f4abesLdX10gEYTVNjNwbAHVRFxP/7cxW7lV4zAAAAAMB/+HC97Jk2x24c5AwAwGB6fi7F+IHHuRwR76/JyQEA6E+GvwH0uW+3y6bCZIp4cKpHiwEAjsUzsynqXW9rHwgaAAAA4Ff9shvR6Xp1Pl3vzVoAoB88NJXi5flyg+L6fsS/XtNrBgAAAACIiNjaz/H1VtkzfW42xVgy/A0AYFBNjaV4brZ8nvtiM8fGvqwcAID+Y/gbQJ/rHv72SFOQBADDbqKW4vmuoOGrLUEDAAAA/JqrrfKdeWEiojGmlw7AaHttIcX9XcNQv9rK8eVm1ZsFAQAAAAD0kY82chzslo6niGdnZYwAAIPuxbkUBz8dqyLi/TV7sgAA6D+GvwH0sXYnx+VWWTvXFCQBwCh4bi7FeFfQcFHQAAAAALe03C7fmZfqeukAMJZS/PdTtZjsui3+2zWHjQAAAAAAo22vyvHJRtknfXImOWAKAGAINMdTPDNTPtd9vpFjS04OAECfMfwNoI99t1OeIjQWEQ9P9Wo1AMBxmhpL8XRX0PDZZo6djqABAAAADso5x9V2WVuq92YtANBvZidS/OOpste8myP+589VVFm/GQAAAAAYTZ9v5titytoLcwa/AQAMi5fmUzFIoxMRH6zLyAEA6C+GvwH0sUvbZSPhoamIiZowCQBGxYtdQcN+jvhY0AAAAACFjf2I7U5ZW2ropQPAf3hiuhbnp8t743I74oM1/WYAAAAAYPRUOceHXd/jPjoVsTAhYwQAGBYz4ymemimf7z7dyLHTkZMDANA/DH8D6FN7VY4fdsra2aYgCQBGyex4ise7NuR9tJFjrxI0AAAAwH9YbpfvyY1axNx4jxYDAH3qH06mmO26P769muPntn4zAAAAADBavtuOWN8vay/O2WYJADBsXp5PcXBX1n6OuLguIwcAoH/oSgL0qR92bjQS/kOKiEcNfwOAkfPyfHn/b1cRn20KGgAAAOA/LLfK66VGREr66QBw0GQtxX89VSs+bK8i4n/8XDlwBAAAAAAYKRfXq+L61GTEmUaPFgMAwJGZm0hxfqb8juzj9RytjowcAID+YPgbQJ+6tF02D840IqbGbFYDgFFzYjLFo1Nl7eJajk4WNAAAAEBExNV2+Y68VNdLB4BbOdNINx04srYf8YcV/WYAAAAAYDT81M6x3C5rL8wlh0sBAAypV+ZTcUjaXo74aF1GDgBAfzD8DaAPdXKO73bK5sG5piAJAEbVy/Plq9tmJ+KrLUEDAAAAtDs5ru+VtdOGvwHAr7qwkOK+ybL2yUaOb7f1nAEAAACA4fdh16CP5ljE49PyRQCAYbUwkW563vtwI8duJSMHAKD3DH8D6ENXWhG7VVk7a/gbAIyspUaKpXpZu7iWI2dBAwAAAKPtaru8HouI++q3/FMAICLGUor/dl8txrvi53/5pYpWR88ZAAAAABhem/s5vu46fPn52RRjyX4dAIBh9sp8+by3W0V8vC4fBwCg9wx/A+hDl7pOVb9vMmKm++t7AGCkvDxfvr5d34v4odWjxQAAAECfWG539dPrYXMGAPwNCxMpfnuivF/uVBG/u+7jdgAAAABgeH20nuNgF3Q8RTwzK1sEABh2JyZTnGuWtYvrOfYqGTkAAL1l+BtAn8k5x7ddw9/ONYVJADDqHpmKWJgoax+sVb1ZDAAAAPSJq13D307X9dMB4HY8PZPikamy9uVWju+2fdwOAAAAAAyf3SrHpxtl//OpmRSNMfkiAMAoeHW+HKvRquKm50MAADhuhr8B9Jmf2hHbnbJ21vA3ABh5KaV4ca58JvixFXFtV9AAAADAaOrkHD+1y9pSQz8dAG5HSin+y8laTHbdOv/1WhVtp5sDAAAAAEPm880c3Z/cvjAnWwQAGBWn6jcfkPbBeo59+TgAAD1k+BtAn7nUdZL6wkTEYvcX9wDASDo/nWKq6y3ugzUhAwAAAKPp+m7Eftdr8el6b9YCAINoejzFb06UWfRWJ+IP1/WdAQAAAIDhUeUcH66Xfc+zUxHzE/bqAACMklfny01Z252Izzbl4wAA9I7hbwB9JOd80/C3c01hEgBww3gtxXNdpwx+vZVjs3unOwAAAIyA5Xb5Pjw/HjE1pqcOAHfiqZkUDzXK2mebOX7Y0XcGAAAAAIbDt9sRG/tl7YV52yoBAEbN6UaKB7vy8Q/WcnSyfBwAgN7QpQToIyt7EetdgZLhbwDAQc/Ophg/8HhQRcRH60IGAAAARs9yq7xeauinA8CdSinFfzlVi4mu2+i/XKtir9J7BgAAAAAG34frVXF9ajLiTL1HiwEAoKdeXSjHa2x2Ir7YlI0DANAbhr8B9JFL22WDYGbsRqgEAPAfpsZSPDlT7sL7dCPHrk14AAAAjJCccyy3y3fhJRs0AOCuzI6neHOx7Dtv7Ee8taLvDAAAAAAMtqvtHMvtsvbiXIqUHCwFADCKHmikm74ze38tR5Xl4wAAHD/D3wD6yLddw9/ONgVKAMDNXpwrnw92c8RnG0IGAAAARsfmfsR2p6ydruunA8DdenY2xZmuD9w/2shxpaX3DAAAAAAMrg/Xyh7n9FjEY9NyRQCAUXZhoRyxsb4f8dWWbBwAgONn+BtAn1jfy/HLblk71xQoAQA3m59IcbZZ1j5cd8oMAAAAo+NKu3wHrtciFiZ6tBgAGAIppfinU7UY74qo//VaFR29ZwAAAABgAG3s5/hmu+xvPj+XYizZqwMAMMoebETcP1nW3lu1LwsAgONn+BtAn/i2K1Bq1CKWGj1aDADQ916aK1/nNjsR3zhlBgAAgBGx3Cqvl+o3htYAAHdvfiLF6wvl/XRl78bhIwAAAAAAg+aj9RwHu5vjKeKZGZkiAMCoSynFqwvlvqzV/YhL27JxAACOl+FvAH2iuynwaDNFzUY1AOBXnK5H3F8vax+s58hOmQEAAGAEXGmX779nGvrpAHAYnp9LcarrhPN3VnNs7us9AwAAAACDY7fK8dlG2dd8eiZFfUyuCABAxCNTESe7svF3V+3LAgDgeBn+BtAHtjs5lttl7VxToAQA/LqUUrw0V77S/bIbcaX9K/8AAAAAQ2Knk2N1r6wtGf4GAIeillL848my97yfI353verRigAAAAAA7txnGzl2u+Z2PD8nUwQA4IaUUrw6X2bj1/civtvp0YIAABhJhr8B9IHvtstEaSJFPNjo0WIAgIFxthkxN17WPlizAQ8AAIDhttwqr8dTxKnJW/8tAHDn7q+neHa23AR5aTvi+20nnAMAAAAA/a/KOT7aKPuZ55oR8xOGvwEA8J/ONSMWJ8raO6tV5CwbBwDgeBj+BtAHLnV9JP/wVIrxmlAJAPjrainFC12nEH6/E7HSfVQhAAAADJHldvnee389YizpqQPAYXpjIUWj66uif79exX6l/wwAAAAA9LdvtyM29svai3O2UQIAUEopxSvz5Xdnv+xG/HmnRwsCAGDk6FoC9NhulePHrkbAuWZv1gIADJ6nZlLUu97sLq7bfAcAAMDwutIq33vP1A1+A4DDVh9L8Xcnynvs+n7Ee2v6zwAAAABAf7u4XhXX909GnK73aDEAAPS1x6dTzI+XtXfXqshZNg4AwNEz/A2gx77fznEwVqpFxCNNG9UAgNszUUvx7Gz57PDlZo7tjpABAACA4bNX5fhlt6wtNfTUAeAoPDmdYqlrQ+QHaznW9vSfAQAAAID+tNzKcbVd1l6YT5GSTBEAgJvVUoqX58tnxavtiMutHi0IAICRYvgbQI9d2i6vH5yKmKwJlQCA2/fcbCpe7joR8fG6zXcAAAAMn6vtiINvvLWIOF3/tb8GAO5FSin+4WQtDqbXnYj4t2tOOQcAAAAA+tOHXd/PzoxFPNa0RwcAgF93fibFzFhZe3et6s1iAAAYKYa/AfTQfpXj+50yWDonVAIA7tD0eIrzM+UzxCcbOfYqm+8AAAAYLlda5bvuqcmICQeqAMCROTmZ4oW58l77Q+vmQ84AAAAAAHptYy/Hpe0yT3x+LkUtyRMBAPh1YynFK/PlM+PlVsRyy74sAACOluFvAD30552I/QPv/ikizhr+BgDchRe7Nt+1qogvt4QMAAAADJfldvmuu9TQUweAo3ZhIcV01ynnf1ypopP1oAEAAACA/vHhRo6DXcuJFPH0rDwRAIC/7anZFM2uXPyd1ao3iwEAYGQY/gbQQ990nSh0phExNSZYAgDu3InJFA9PlbUP13Nkm+8AAAAYEp2c46d2WTtj+BsAHLnJWorfnCjvuev7N3rQAAAAAAD9oF3l+Gyj7Fk+PZuiXpMnAgDwt42lFC/Pl8+OP7QifmrLxQEAODqGvwH0SCfn+L5r+Nu5plAJALh7L86Vr3irexF/3unRYgAAAOCQ/dKO2O/6lm6p3pu1AMCoeayZbrrvvreaY6fjQ3cAAAAAoPc+28ixd6BdmSLi+Vl7dAAAuH1Pz6SY6pq+8c5q1ZvFAAAwEgx/A+iRH3cidru+gzf8DQC4Fw82IhYnytqH60IGAAAAhsOVrlNUFyciGmP66gBwHFJK8ZsT5WdGuzni7VXD3wAAAACA3qpyjo/Wy17luWbE3IQsEQCA2zdRS/HSfPkM+f1OxM9tuTgAAEfD8DeAHvlmu3zZX6pHTI8LlgCAu5dSihfmyueJH1oR17snzgIAAMAAWm6V77dnGnrqAHCc7q+nOD9d3n8/3ch60AAAAABAT32znWOzU9ZemLNtEgCAO/fsbIpG16Pku2tVbxYDAMDQ08UE6IFOzvHtdvepQjapAQD37vz0zSHDh+s23gEAADDYcs6x3C5rS/XerAUARtkbiykOnmmWI+L3133oDgAAAAD0Rs45Lq6V38neX49YcpAUAAB3YaKW4sW58lny2+2Iaw5FAwDgCBj+BtADV1oR7a7v389NC5YAgHs3Xkvx7Gz5XPHlZo6djpABAACAwbWyd3Nf/YwNGwBw7GbGb/7Q/YdWxPfbetAAAAAAwPG72o74ebesvThnyyQAAHfvubkU9a5HyndXZeIAABw+nUyAHrjU9eH7fZMRs+M2qQEAh+PZ2VS87HUi4pMNIQMAAACD60qrfK+dGbsxfAYAOH4vz6dojpW1369U0cn60AAAAADA8bq4Xp4gNTMWca7Zo8UAADAUJmspXug6FO2b7RwruzJxAAAOl+FvAMesyjkubZUv+I9N26AGABye6fEUT3Q9X3y8nm28AwAAYGAtt8vrMw19dQDolYlaijcWy3vx6l7Epw4hAQAAAACO0dpejkvbZe2FuRS1JEsEAODePD+bYrLrsfLdNZk4AACHy/A3gGO23I7YKQ8WinNNwRIAcLi6T5jZqSK+3hIyAAAAMHhyznGlVb7TLjV6tBgAICIinpxOcWqyrL2zmqPd0YcGAAAAAI7HR+tlP3IiRTw9a38OAAD3rj6W4vmuvVlfb+VY3ZOJAwBweAx/Azhml7qGrpyYiJifEC4BAIfrVD3FA10b4S+u58hZyAAAAMBg2dyP2OqUtTN1fXUA6KWUUvz2RPnZUaty0jkAAAAAcDzanRyfbZb9yGdmU0zW5IgAAByOF+ZSHNz+nSPivVWZOAAAh8fwN4BjlHOOS9vli/1j04IlAOBovDBXvvJd24240urRYgAAAOAuXWmXffVGLWJhokeLAQD+4kwjxblmWftoPceak84BAAAAgCP26WaO/QOtyBQRz8/ZnwMAwOFpjKV4rusZ88utHOsycQAADonhbwDH6Kd2xFanrD3WFC4BAEfjkamIufGydnG96s1iAAAA4C51DzJfakSkpLcOAP3gzcVa8fFRFRF/WNGHBgAAAACOTifn+Gi9HLhxrplidlyGCADA4XpxLsXBx8wcEe+tGf4GAMDhMPwN4Bh9s12+0C9MRCxOCpcAgKNRSyle6Dph5rudiDUnzAAAADBAltvle+yZur46APSL+YkUz3f1ob/djvhxRx8aAAAAADgal7ZybHXK2ovzMkQAAA7f1FiKZ2fLZ80vNnNs7MvEAQC4d4a/ARyTnHNc6hr+9lhTuAQAHK2nZlJ0z5rtPu0QAAAA+tVOJ8fqXllbauitA0A/eXUhRaPrC6Tfr1SRs140AAAAAHC4cs5xses72NP1iNMOkAIA4Ii8NJdi7MDjZhUR76/JwwEAuHeGvwEck192Izb2y9o5w98AgCM2UUvxdNcJM59t5mh3hAwAAAD0v+VWeT2eIk5N9mYtAMCt1WspXlso+9DXdiO+2tKHBgAAAAAO13I74ufdsvbinC2SAAAcneZ4imdmuvZmbeTY3JeJAwBwb3Q2AY7Jpe3yJX5uPOKkDWoAwDF4fi7FwYhhP98YAAcAAAD97kq7fH89XY+oJQerAEC/eWY2xeJEWfvTao5O1osGAAAAAA7PxfWquJ4djzjb7NFiAAAYGS/Pp2IwRxURH6zJwwEAuDeGvwEcg5xzfNN1qvm5ZopkgxoAcAxmx1Oca5bPHR+t56hsugMAAKDPLbfKd9czDX11AOhHtZTijcXyM6SN/YhPN/ShAQAAAIDDsbaX49vtsvbCXHJ4FAAAR256PMXTs+Vz56cbObb2ZeIAANw9w98AjsHKXsTafll7bFq4BAAcnxfmymePzU7Epe1f+WMAAADoA3tVjl92y9pSXW8dAPrVo1MRS/Wy9s5qjt3Kx+4AAAAAwL37cL3sNU6miKdm5IcAAByPl+dTMZyjExHvr8nDAQC4e4a/ARyDb7bLl/eZsYj7Jnu0GABgJC01Utzf9fzx4XrVm8UAAADAbbjajjjYXa9FxP31X/trAKDXUkrxxmL5KVKrunlDJgAAAADAnWp3cny+WfYan5lNMVkz/A0AgOMxO55uGj786UaOrX2ZOAAAd8fwN4BjcGmrfHE/20yRkoAJADheL8yVzx9X2xFX2wIGAAAA+tOVVvnOeqoeMWHzBgD0tTONFI9MlbUP1nLsdPSiAQAAAIC798lGjoMzNVJEPD8nOwQA4Hi9spCKAR2diHhvTR4OAMDdMfwN4Iit7uW4vlfWHpsWMAEAx+/cdIrpsbL2oYABAACAPrXcNbD8TF1vHQAGwRuL5edIezni3VW9aAAAAADg7nSqHB+uV0Xt8ekUM+PyQwAAjtfseIqnZ8vn0E83cmzuy8QBALhzhr8BHLFLW+ULe3MsYqneo8UAACNtLKWbTjn8ZjvHhoABAACAPtPJOa62y9pSw+YNABgEJydTnO86EO2TjRwbe3rRAAAAAMCd+2y1HdudsvbinOwQAIDeeGU+FUM6qoh4b00eDgDAnTP8DeCIfbNdvrCfbaZIScgEAPTGMzMpDh50mCPi43UBAwAAAP3l53ZEp+t11cEqADA4Xl+4+WP3P63qRQMAAAAAdybnHG/9tFPUluoR99XtywEAoDdmxlM8M1s+j362kWNjXyYOAMCdMfwN4Ait7+X4ZbesPdYUMAEAvVMfS/HkTPk88ulmjr1KwAAAAED/WG6X76knJiIaY/rrADAoZidSPNv1sfuXWzmu7epFAwAAAAC378+b+3F1p1PUXpyzJRIAgN56ZT7F2IHrKiLedSAaAAB3SKcT4Ahd2i5f1P8/9v482tKrvg+8v/vcea65SqV5nkdAQhJDsDGzjcFvwI7THdImdrs9ZEEwy22ns9LdSTvBcdsEB8dpur06sf0u8iYYGwzYgIkxg0BonmchlaSab915Ps/7R5lSPeeWpJrv9PmsxVp19j3naoule2vv3/fZv93dSM7oXqLJAAD8rasH6wfuZpvJI+MCBgAAAJaPF6br+9Rt3Rq/AcBKc8O6ko6Wv8K/O9xcmskAAAAAACvSd/dM1V4Ptifn9i7RZAAA4G/1tZdc3nIh2qPjVUbnnM8CAODoaf4GcAo9MVHfpJ/XW9IoDqgBAEtrXUfJOT31sftHq1SVgAEAAICl16yq7Jypj53RtTRzAQCOX09byTVD9Xz8manFTV4BAAAAAI7kwFyVx0dma2NXDzqXAwDA8nDdUEnbYUvTZpK7RuThAAAcPc3fAE6R0bkqe+oZUy7sEzABAMvDNYP17eDI/MFDdwAAALDU9s8ms8362Bnd6usAsBJdM1jS3fJ00neGmy4jAQAAAABe0X0j9dCws5Fc2i83BABgeehrL7lioL4+fWS8ysicPBwAgKOj+RvAKfLkZH1z3t1Itncv0WQAAFps7042dNTH7h1tHvnNAAAAcBo9P12vrw+2H3xQDgBYeTobJa9aV/97fNdM8n2XkQAAAAAAL2N6ocoj4/Xc8Ir+ko6G3BAAgOXjuqGSwx9tq5LcOaL5GwAAR0fzN4BT5ImJ+ub8/N6SRhEyAQDLQyklVw/W1ybPTyf7ZgUMAAAALK0XWpq/be9WWweAlezygZKB9vrYd4ebaVbq0QAAAADAkT00VmX+sBJiI8mVg3JDAACWl962kisG6uvUx8arjMzJwwEAeGWavwGcAiNzVfbO1scu7BMyAQDLy0V9JT0tu8J7R4ULAAAALJ2qqvLCTH1se/fSzAUAODnaSslr1tXz8uG5gw+8AwAAAAC0Wqiq3D9Wrx9e2FfS3+5cDgAAy891QyWHL1WrJHcekIcDAPDKNH8DOAWemKhvynsayRkOpwEAy0x7o+SKllsQHx+vMjkvYAAAAGBp7J9LZpr1sTO6HeIAgJXuor6SDR31se8dqDLfVI8GAAAAAOqemKgyuVAfu2bIMUgAAJannraSKwfqz7g9NlHlwJw8HACAl6fqCXAKtDZ/O7+vpFEcTgMAlp8rBkptY9hM8uCYcAEAAICl8fx0fU862J70t6uvA8BKV0rJTevrjymNL6hHAwAAAAB1VVXl3pF63fDs/vZs7pIZAgCwfF07VHL4Y25VkjsOyMMBAHh5mr8BnGTDs1X2z9XHLuwTMgEAy1NvW8nF/fW1ygNjVeabAgYAAABOv9bmb9u71dcBYLU4uyc5o6s+dtdIlRn1aAAAAADgbz0/nexrOZNz45aepZkMAAAcpZ62kqsG68+6PTFRZXhWHg4AwEvT/A3gJHtysr4R721LtnW9xJsBAJaBq1vChelm8viEcAEAAIDTq6qqvDBdHzuje2nmAgCcfKWU3LS+/qjSdDO5d0Q9GgAAAAA46N7RZu31+q5GLhrsXKLZAADA0bt2sKTjsCNaVZI7DjRf8v0AAKD5G8BJ9kRLo5QLeksapbzEuwEAlt7GzpIzWw7T3zdapaocuAMAAOD02T+XzLQ863ZGt/o6AKwmW7tLzuutj907WmVyQT0aAAAAANa64dkqz0zVx16zuSfFmRwAAFaA7raSqwbra9fHJ6rsmZpfohkBALDcaf4GcBLtn60yPFcfu7BPyAQALH9XD9a3h/vnkueml2gyAAAArEnPT9ebvgy2JwPtauwAsNrcuK6Rw/+Gn6+SOw9o/gYAAAAAa919o/U6YVcjuWpD90u8GwAAlp9rBks6Wx55++bOyaWZDAAAy57mbwAn0RMT9aCpry3Z2rVEkwEAOAbn9CRD7fWx+0abSzMZAAAA1qTW5m9ndGv8BgCr0frOkkv663/PPzRWZWROAzgAAAAAWKumFqo82nIm54qBks42mSEAACtHd1vJVYP1NezDB2azZ2p+iWYEAMBypvkbwElSVVWenKwHTRf0lZQiaAIAlr9SSq5uCReemUoOOGwHAADAaVBVVXZO18e2dy/NXACAU+/V60raDnvdTPK9A+rRAAAAALBWPTRWZeGwEmEjyVWDjj4CALDyXDNY0tlytPwbOyeXZjIAACxrKqAAJ8n+ueTAXH3swl6N3wCAleOS/pKull3ifaMO2wEAAHDq7Z9Lppv1sTO61dgBYLXqby+5suVCkscnquydUZMGAAAAgLVmoapyf8vzqhf1lfS1ywsBAFh5utpKrh6qr2UfOTArDwcAYBHN3wBOkicm6pvu/rZkS9cSTQYA4Dh0NEou76+HC4+OV5leEC4AAABwar0wXd97DrQnAw5zAMCqdv3Q4tvOv3ugeeQ3AwAAAACr1uPjVaZaSoNXD8oKAQBYua4eLOls6eTxPXk4AAAtNH8DOAmqqlrU/O2CvpJShE0AwMpy5WDJ4SuY+Sp5eFzzNwAAAE6t51uav53Rrb4OAKtdd1vJtS23nT87lTw/pSYNAAAAAGtFVVW5d7ReE9zenWzqkhcCALBydTVKrm1paPz0ZJWd0/JwAABepPkbwEmwbzYZna+PXdgnaAIAVp7+9pILWtYx949WWaiECwAAAJwaVVXlhen62PbupZkLAHB6XT1Y0ttWH/vOcDOVmjQAAAAArAnPTSf75+pj1ww68ggAwMp31WBJd8vS9rvycAAADqMSCnASPDFZ32gPtCebO5doMgAAJ+ialptlJhaSpyYECwAAAJwaw3PJdLM+tr3LBSsAsBZ0NEpuGKr/vb97Nnl6cokmBAAAAACcVveO1oPCde3JOT1LNBkAADiJOhslN6yrt/N4YSbZMf0SHwAAYM3R/A3gBFVVlSdamqFc2FtSioNpAMDKtKWrZGtXfeze0crNMgAAAJwSz0/X95v9bclAhxo7AKwVlw2UDLbXx757oJmmmjQAAAAArGrDs1WenaqPXT3kPA4AAKvHFQMlgx31lh7fHW46owUAQBLN3wBO2N7ZZGy+PnZBn6AJAFjZrh6sbxf3zCa7ZpZoMgAAAKxqL7Q0f9vercYOAGtJWyl5zfr63/8H5pJHxz3sDgAAAACr2b2j9RpgdyO52HkcAABWkfZGyevO6K2N7Z1NnpyUhwMAoPkbwAl7fKK+wR5sTzZ1LtFkAABOkvN7k/62+th9o82lmQwAAACrVlVVeX66PnZG99LMBQBYOhf2lkU5+/cOVJlveuAdAAAAAFajqYUqj7VcAHHFQElHQ/M3AABWl6s2dGVjd/2Q1u3DVRYqeTgAwFqn+RvACaiqKk+2NH+7sK+kFGETALCyNUrJVYP1Nc1Tk8nYvGABAACAk+fAXDLd0mt8e7caOwCsNaWU3Li+/hjTxEJy/5iaNAAAAACsRg+OVVk47HUjyZUDckIAAFafRil5wxm9tbGR+eSRcXk4AMBap/kbwAnYPZuML9THLuwTNgEAq8NlAyUdhy1tqiT3jwoWAAAAOHmen67vM/vbkoH2JZoMALCkzupOtnfXx+4eqTKzoC4NAAAAAKvJfLPKAy3Po17UX9Lb7jwOAACr0yVDndncWR+740CV+aY8HABgLdP8DeAEPDFR31QPtScbOpZoMgAAJ1lXo+TS/vqDNA+PVZkVLAAAAHCStDZ/O6O7pBSHOgBgLSql5Kb19UeZZprJ3S4lAQAAAIBV5fGJKlPN+tg1gzJCAABWr1JKXruhnodPLiT3j8nDAQDWMs3fAI5TVVV5sqX524V9DqUBAKvLVS0P08xWyaPjggUAAABOXFVVeX66Pra9e2nmAgAsD1u6Si7orY/dP1plYl5dGgAAAABWg6qqcm/LhQ9ndicbO53FAQBgdTuzp5EzW56Pu3ukysyCPBwAYK3S/A3gOO2cSSYW6mMX9gmbAIDVZaij5Nye+th9o1WqSrAAAADAidk3m0w362Nn9qizA8Ba95r1jRy+IpivkjsOqEkDAAAAwGqwYzoZnquPXTPoiCMAAGvDjevra9+ZZnLPqDwcAGCtUhkFOE6PT9Q30+s7Dv4PAGC1aX2oZnQ++f7UEk0GAACAVeO56XqdfbA9GWjX/A0A1rp1HSWX9tfXBA+PVxmZ88A7AAAAAKx0947Ub4da15Gc3fMSbwYAgFVmS1fJ+b31sftGq0zOy8MBANYizd8AjsNCVeWJluZvF/WVlOJQGgCw+pzRnWxsaXJ732jzyG8GAACAo9Ta/O3MbjV2AOCgV68raTtsaVAl+e6wh90BAAAAYCXbP1tlx3R97JpBZ3EAAFhbXrOukcNXwPNVcueIPBwAYC3S/A3gOOyYSmZa+p1c1CdsAgBWp1JKrh6qr3Wen072zggWAAAAOD4LVZUXWg52nNmzNHMBAJafvvaSqwfqdeknJ6vsUZcGAAAAgBXrvtF6fa+7kVzsLA4AAGvM+s6SS/vr6+CHxqqMzsnDAQDWGs3fAI7D4xP1DfTWrmSwQ+AEAKxeF/WV9LTsIO8bEyoAAABwfHbPHLyx9HDbu9XZAYAXXTdU0tlSl/7OcPPIbwYAAAAAlrXJhSqPjdcDwisGStobMkIAANaeV60raTvsdTPJ9w44pwUAsNZo/gZwjOaaVZ6erG+gL3LTEACwyrWVkisH62uex8erTLae1AcAAICj8Nx0fT+5sSPpaVNrBwBe1NVWcv1QfX3w3HSyY0pdGgAAAABWmgdHqywc9rqRLHouFQAA1or+9sXntB6bqLJvVh4OALCWaP4GcIy+P1nl8B4nJckFmr8BAGvAFQOLb5V5cEyoAAAAwLF7rqVpy5k96uwAwGJXDpT0ttXHvjPcTFWpTQMAAADASjHfrPJAy/OmF/eX9LocCgCANey6oZKOliXxbfubSzMZAACWhOZvAMfo8YmWA2ndETgBAGtCT1vJRf31dc8DY1Xmmw7ZAQAAcPTmmlV2z9THzuxWZwcAFutolLx6XX2dsHc2eXJyiSYEAAAAAByzxyaqTLf0sLhmUD4IAMDa1tNWcu1QfV28Yzp5dso5LQCAtULzN4BjML1Q5dmp+lhrAxQAgNXs6paHbaabi5vjAgAAwMt5YTo5/GxHI8kZ3Us1GwBgubu0v2Rde33s9uFmFiq1aQAAAABY7qqqyr2j9VreWd3Jhk5ncQAA4JrBkt62+tht+5tpysMBANYEzd8AjsGTk1XtQFpbkvN7BU4AwNqxsbPkzJYD+feNVqmECgAAAByl56bre8gtXUlHQ60dADiyRil5zfr6I04j88kj4+rSAAAAALDcPTuVHJirj10z5EgjAAAkB5+be826+rNz++eSR+XhAABrQvsrvwWAH3hior5ZPqc36XQgDdaciYmJ3H333dm9e3dGRkbS29ubTZs25cILL8w555yz1NM7arOzs7njjjvyzDPPZGZmJhs3bsz111+f7du3H/f3vPPOO3PHHXckSc4444y8613vOlnTBZaRqwcbeW76xZa4++eS56eTM3uWcFIAAACsGDum6rX27d3q7HAiJiYmcs8996hZH4GaNawe5/cmmzuTPbMvjt1xoMrFfZUmsgAAAACwjN0z2qy9Xt+RnNX9Em8GWGZksS9NFgtw8lzSX3LfaJX9hzVNvv1AlQvl4QAAq57mbwBHaXy+yvPT9bGL+tw2BGvJHXfckU9+8pP59re/nYWFhSO+5+KLL8573vOevOc970kpJ7+w9vjjj+cDH/hA5ufna+P/9J/+02MKSj796U/nU5/6VMbGxhZ97eabb85HPvKRnHnmmcc0t4mJifyzf/bPsnfv3iTJ//l//p/H9Pnj9fzzz+e9731vbey22247bd/r53/+53PXXXe97Hs6OjrS0dGRwcHBrF+/Ptu3b8/555+fK6+8Mtdcc036+vqOa75J8r/9b/9bvvCFLxx6/TM/8zP5R//oHx3394OjcU5PMtSejBz2q+je0WbO7GlbukkBAACwIkzM1x9SS5KzezygBsfjnnvuyR/8wR/k9ttvV7M+AjXrl3akmvUFF1yQG2+8MTfccMNxzfUH1Kw5VUopuWl9I5/f9eJB0cmF5P7RKtevs5YAAAAAgOVoz8ziczjXDJZTklkAnEyy2Jcni31pzg8Bx6Pxt3n4F3fX8/D7RqvcIA8HAFjVNH8DOEpPTFS1153lYOMTYPWbn5/Pb/3Wb+VP/uRPXvG9jz32WD72sY/ly1/+cv75P//n2bp160mbx8LCQv7lv/yXi4KbY/Wv/tW/ymc/+9mX/Pq3v/3tfPCDH8y/+3f/LhdccMFRf9/f+73fOxTcvOlNb8ott9xyQvNcTebm5jI3N5fJycns3LkzDz300KGvdXZ25sYbb8x73/ve3HzzzR5mYEUopeSqwZJv7n9xffTMVDIyV2Wow3/DAAAAvLTnphfX2rd0LdFkYIVSsz46atYv7Ug1669+9av5v/6v/yudnZ256aab8p73vEfNmmXnzJ6Ss7qTHYcdFr17pMplA1V62vy3CgAAAADLzb2j9Wywty25uF8tD1i+ZLFHRxb70pwfAo7X2T15yTy8Vx4OALBqNZZ6AgArxeMtzd/O7ytpb9gww2o3Pz+fj3zkI4uCm/b29lx77bX5kR/5kbzuda/Ltm3bal+/66678su//MsZGRk5aXP54z/+41rR/3h8/vOfrwU3PzjE9eY3v7l2U8/w8HB+7dd+LTMzM0f1fR9++OF85jOfSZL09vbmQx/60AnNcy2ZnZ3NN77xjXz4wx/OBz7wgdx///1LPSU4Kpf2l3S27Cjva3lIBwAAAFrtmKq/3t5z8OZS4OioWatZn2qzs7P5m7/5GzVrlq2b1tcL07NV8r0DatMAAAAAsNyMzVd5ouUczlUDJW2yQWCZksXKYk8154eAl1NKyWs31PPwuSq5Qx4OALCqtS/1BABWggNzVfbO1scu6hM4wVrw7/7dv8ttt91WG3vf+96XD37wgxkcHKyNf+c738nHPvaxPPfcc0mS73//+/nVX/3VfPKTnzzh21ieeeaZfOpTnzr0ure3N5OTk8f0Pebn5/Pv//2/P/T6rLPOysc//vFDoU2z2cynPvWp/D//z/+TJHn66afz+c9/Pj/xEz/xst+32WzmYx/7WJrNZpLkgx/8YLZs2XJMc1tNfumXfilvetObamPNZjPj4+MZGxvLnj178uCDD+a+++7LI488UnvfI488kp/7uZ/LL/3SL+Unf/InT+e04Zh1NEou7y+557CGb4+MV3nNuipdbpQBAADgCKqqyo6p+sNoZ3XbQ8KxULNWsz5WatasNpu6Si7qK7XL2x4aq3LlQJUNndYVAAAAALBc3Dda5fBksL0kVwyo4QHLlyxWFnusZLHAybaxs+SSvpJHW/LwqwaqrJeHAwCsSpq/ARyFx8frh9F6Gsn27iWaDHDaPPXUU/n0pz9dG/vVX/3VvOc970lVLb4x4aabbsp/+A//IT/7sz97KMC566678pWvfCU/8iM/ctzzqKoq/8f/8X8cukXnh37ohzI8PJy77rrrmL7Pbbfdlr179x56/b/+r/9r7baeRqORn/3Zn83999+f7373u0lyVOHNZz7zmTz44INJkosvvjjvf//7j2leq83Q0FC2b9/+su95xzvekSR5/PHH8+lPfzp//ud/fij8WlhYyO/8zu9kfn4+f//v//1TPl84EVcOltx72MM581Xy0HiV64YECgAAACy2fy6ZatbHzuqxh4SjdaSa9S//8i/n7/29v3fE96tZq1knR1+zLqVk165d+Y//8T/mM5/5jJo1y9pN60uenqwy/7fF6SrJt/c3846tjRM+UAUAAAAAnLiZhSoPjdWft7+sv7hcGFi2ZLGy2OPh/BBwKrxmfckTk1UWDsvDvzPczNu2ti3pvAAAODUaSz0BgOWuqqrareFJcmFfScND47Dq/af/9J8OFdST5JZbbsk//If/8GU/s3Hjxvz6r/96bez3fu/3srCwcNzz+K//9b/m7rvvTpL09/fnwx/+8HF9n3vuuefQny+99NJceeWVR3zf4WHNo48+mqmpqZf8nvv27Tt0G1ApJR/96EfT1qaQeLQuuuii/Pqv/3p+53d+J+vXr6997ZOf/OShEA2Wq4H2kvN762uiB0arNI/QIBMAAAB2TNX3i4PtyVCHWjscrdaa9Wte85qXPGzwA2rWatbH4tJLL82//Jf/Mh//+MfVrFnW+ttLrhmsryF2TCfPvvSvBwAAAADgNHpw7MXLG5KkJItqegDLiSxWFnuqOT8EHK0j5eHfn0qem3JWCwBgNdL8DeAV7JlNRubrYxf1CZ1gtauqKt/61rdqY//D//A/HNVnb7jhhlxxxRWHXj///PO58847j2seO3fuzCc/+clDr3/xF38xmzZtOq7v9YPbhJLU5tfq8FBnYWEhO3fufMn3fvzjH8/4+HiS5N3vfneuvvrq45rbWnfjjTfmd3/3d9Pd3X1orNls5mMf+1jm5uaWcGbwyloDhfGF5KlJgQIAAACLtTZ/O6tHrR2O1pFq1j/90z99VJ9Vs+ZYqVmzElw3VNLbcp7o28PNLLicBAAAAACW1EJV5f6xep3ugt6SAZdCAcuULPYgWezpIYsFjsZ1QyXdLV1AvrW/maY8HABg1dH8DeAVPDZe3wwPtidbupZoMsBp89RTT+XAgQOHXnd0dOSmm2466s+/9rWvrb3+q7/6q+Oax7/6V/8qk5OTSZLrrrsu7373u4/r+yTJ2NjYoT8PDQ295PvWrVv3kp873Pe+97385V/+ZZJk/fr1+fmf//njnhvJhRdemI985CO1sR07duQv/uIvlmhGcHS2dpds6ayP3TcqTAAAAKBuvlnlhen62FndDnjA0TpSzfqGG2446s+rWXOs1KxZ7joaJTeur68lDswlD42pTwMAAADAUnpsvMrkQn3s2iG5ILB8yWKP/LnDyWJPLlks8Eo6GyWvacnD98vDAQBWJc3fAF7GQlXl8Yn6ZvjivpJSBE+w2u3evbv2+uyzz05nZ+dLvHuxCy+8sPa69Rago/H5z38+t912W5Kks7Mzv/qrv3pCv38On//8/PxLvq/1a0f6956bm8tv/uZvHnr9S7/0Sy8bCHF03vGOd+Sss86qjX32s59dmsnAMbi65aGcXTPJrhmBAgAAAC96YSY5/IxHSbK9+6XeDbRSsz7y535AzfrUULNmubukr2RTy6+E7x2oMr2gPg0AAAAAS6GqqtzbcoHw9u5kc5czOMDyJYs98ud+QBZ7ashigVdyWX/Jxo762PcOVJmRhwMArCqavwG8jOemkulmfezifqETrAWjo6O11/39/cf0+db379q1K+Pj40f9+X379uXf/tt/e+j1Bz7wgZx33nnHNIdWh9/I89xzz73k+3bs2FF7vX79+kXv+U//6T/l+9//fpLk+uuvzzve8Y4TmhsHNRqN/N2/+3drYw888ED27du3RDOCo3N+b0lfW33svlFhAgAAAC/aMVXfJ27pSrra1NvhaKlZv0jN+vRRs2a5K6Xklg31R59mmskdB9SnAQAAAGApPDuVDM/Vx64ddHwRWN5ksS+SxZ4+sljglTSOkIdPN5M7RuThAACrieopwMt4bKLlMFpnMtThMBqsBe3t7bXXc3NzL/HOIzvS+5966qmj/vxv/uZvHgqQLrjggvx3/91/d0z//CO59NJLD/35jjvuyOzs7BHfd/gtQ+vWrcvWrVtrX3/uuefy//6//2+Sg/8/ffSjHz3hufGiG2+8sfa6qqrcf//9SzQbODptpeSqwfoa6cmJKmPzAgUAAAAOam3+dla3WjscCzXrg9SsTz81a5a7M7pLLuitryseHKtyYE59GgAAAABOt3tGm7XX6zuSs3uWaDIAR0kWe5As9vSTxQKvZHtPyfm99bEHRqsMz8rDAQBWC83fAF7CXLPK05P1DfBF/Q6jwVoxNDRUe713795j+vyR3v+Dm25eyVe/+tX8t//235IkpZT86q/+ajo6Oo7pn38kN998c0o5+HtsdHQ0f/AHf7DoPbt3784f/dEfHXp9yy23LHrPb/7mb2ZmZiZJ8tM//dM5//zzT3huvOi8887LwMBAbeyxxx5botnA0bu8v6T9sKVSleS+UWECAAAAycR8lf0tzzqf1aPeDsdCzfogNevTT82aleCm9aX2AFQzybf3N1/q7QAAAADAKbBnpsrz0/WxawbLoSwAYLmSxR4kiz39ZLHA0Xjt+sbiPHxYHg4AsFq0v/JbANampyarzB/Wr6QkubBP6ARrxXnnnVd7vWfPnuzcuTPbtm07qs8f6aaViYmJV/zcyMhI/s2/+TeHXv/ET/xErrnmmqP6Z76Ss88+O7fccku++c1vJkn+4A/+IAcOHMg73/nODAwM5MEHH8zv//7vZ2RkJEnSaDTyvve9r/Y9vvrVr+a2225Lkpxxxhn5h//wH56UuZ1szz///HF9bvfu3Sd5JseulJKzzz47Dz744KGxXbt2LeGM4Oh0tZVc1l9y/9iLC6iHx6q8aqhKV5s1FAAAwFr23HS9OXhnSbZ0LdFkYIU6Us169+7d2bJly1F9Xs16aalZw6k12FFyzVDJ3SMvrjmemUp2TFUazgIAAADAaXJPy4XBvW3Jxf3qc8DyJ4uVxS4VWSxwNI6Uhz87lTwzWeWcXuttAICVTvM3gJfw+EQ9eDqrJ+nVuATWjI0bN+bcc8+t3bbzp3/6p/m5n/u5V/zs1NTUoZt3Dnc04c1v//ZvZ3h4OEmyefPm/PzP//zRT/oofOQjH8m9996bsbGxJMmf/Mmf5E/+5E+O+N6f+qmfymWXXXbo9cTERH7nd36n9r26u7tP6vxOlve+971LPYUTMjg4WHv9g/8mYLm7erDkgbEqP1hFzVXJQ+NVrhuyhgIAAFjLdkzVX2/vSRrFXhGOxZFq1l/84hfzD/7BP3jFz6pZLz01azj1rh8qeWSsytRhF5x/e38zP7G9Yd0BAAAAAKfY2FyVJ1vO4Fw1UNKmNgesALJYWexSksUCR+P6oZJHx6tMLrw49u39zZzZ07DmBgBY4RpLPQGA5WhyoVp0GO3iPhtgWGve+ta31l5/6lOfOqobVH7/938/4+Pji8YnJydf9nPf+ta38qUvfenQ61/5lV9JX1/fUc726Jxxxhn5xCc+kY0bN77s+973vvflF3/xF2tj/+E//Ifs2bMnSfLGN74xt956a+3r09PT+cM//MN88IMfzFve8pa84Q1vyI//+I/nn//zf5577rnnpP57rHYDAwO11zMzM0s0Ezg2gx0l57fcGnPfaJWFqnqJTwAAALDaVVWVHVP1feHZ3ertcDxaa9Z/+Id/eFS3katZq1mfKDVrVoLORslr1tfXGPvnkofH1acBAAAA4FS7d/TFi4OTpL0kVwzIBIGVQxYri10qsljgaHQ2Sm5cV19fH5hPHhiVhwMArHSavwEcwRMTi4On83oFT7DW/N2/+3fT399/6PXo6Gg++MEPvmyA88d//Mf59Kc/fcSvNRovvfSamJjIv/7X//rQ6ze96U15wxvecByzfmWXXXZZ/vN//s/5H//H/zFXXHFFBgYG0tnZmW3btuWtb31rfv/3fz8f/vCHUw679eHRRx/Nf/kv/yVJ0tPTkw9/+MO17/n444/n/e9/f373d383999/f0ZHRzM7O5udO3fmS1/6Un7u534uv/3bv51KA6ij0mw2a6+LGzhYQa4dqv/3OrmQPD7hZx8AAGCt2j+XTNVLHTmzR60DjkdrzXpsbCwf+tCH1KzVrE85NWtWikv7SzZ21MduH64y0/SzDgAAAACnysxCtegShsv6S7ra1JKBlUMWK4tdKrJY4Ghd0l+yubM+dseBKpPzft8CAKxk7Us9AYDl6LGW4Om83pKOhsIZrDUDAwP59V//9fzP//P/fGjs0Ucfzfvf//685z3vyS233JJNmzZlZmYmjz76aD73uc/VbqjZsmVLLeg5PAhq9bu/+7vZtWvXoff9k3/yT07Bv9GL+vr68oEPfCAf+MAHXvG9VVXlX//rf52FhYUkyQc/+MFs3br10Nd3796dX/iFX8jIyEiSpLe3N7feemsGBwfzwAMP5OGHH06SfPrTn05XV1f+p//pfzr5/0ItbrvttuP63PPPP5/3vve9J3k2x6715qeurq4lmgkcuy1dJWd0JS8cduHUvSNVLumrBJEAAABr0LNT9Xr7YHsy1GF/CMfjSDXrJ554Ij/5kz+pZq1mfUqpWbNSNErJzRsa+fyuFw/JTDeTOw9UuXmD9QcAAAAAnAoPjlU5vN9ESXLNoHocsLLIYg+SxZ5+sljgaJVScsuGRv5054t5+GyV3DZc5Yc2W38DAKxUmr8BtDgwV2XPbH3s4j4bX1ir3vSmN+VDH/pQPv7xjx+6TWVycjJ/9Ed/lD/6oz96yc+9733vy/j4eL7whS8cGhsYGDjie++444589rOfPfT6F3/xF7Np06aT8y9wEnz2s5/NAw88kCS56KKL8v73v7/29d/6rd86FNycc845+d3f/d1s2bLl0Nf/43/8j/nkJz+ZJPnDP/zDvPnNb84ll1xymma/Mo2NjdVer1u3bmkmAsfpmqFGXtj9Ypiwfy7ZMZ2c3bOEkwIAAGBJ7Ghp/nZWj3o7nAg1azXrpaBmzUpyZk/JeT3J01Mvjt0/WuXS/iobOq1DAAAAAOBkWqiq3D9WzwMv6CsZcBkUsALJYmWxS0EWCxyLbd0lF/eVPDbx4hr8sYkqlw1U2d5tDQ4AsBI1lnoCAMvNY+P14Km7kZylUQmsae9///vz27/92zn//PNf8b29vb35yEc+kg996EPZs2dP7WsbN25c9P7p6en8xm/8Rqrq4O+e6667Lu9+97tPzsRPgv379+f3fu/3khy8HeKjH/1o2ttf7B/83HPP5etf//qh1//sn/2zWnCTJP/9f//f58Ybb0ySNJvNfPrTnz4NM1+5ms1mvv/979fGzjjjjCWaDRyfc3uSdR31sXtGmkd+MwAAAKvWfLPKzun62FkeMoMT9oOa9bnnnvuK71WzVrM+UWrWrESv3dCoPRDVTPLN/c1Dv9sAAAAAgJPj0fEqkwv1sWsH5YHAyiWLlcWeTrJY4Hi8dkNJ671n39jXzII8HABgRWp/5bcArB1VVeXxifoG96K+kkYRPsFa99rXvjZ//ud/nq9+9av58pe/nHvvvTf79+/P5ORk1q9fn+3bt+cNb3hD3va2tx0KaVoL8Jdddtmi7/vFL34xO3bsSJI0Go38g3/wD/LCCy+84nxmZ2drr0dGRvL8888fet3d3Z0NGzYc879nq0984hMZHR1Nkvzoj/5orrnmmtrXv/Wtbx0Kni688MJcddVVR/w+P/7jP57vfve7hz7DS3vqqacyMTFRG7vooouWaDZwfEopuWaw5Ov7XlxXPTed7J2psqnLugoAAGCteH46OfysR0myvXupZgOry0033ZQ//uM/zte//vV861vfyn333admHTXrU0HNmpVoqKPk2qGSu0ZerFE/P508MVHlon41agAAAAA4GZpVlbtH6udvtncnmz0nCqxwslhZ7OkiiwWOR29byWvWl3xz/4tr8eG55P7RKtcOWYsDAKw0mr8BHGb3TDI6Xx+72MPfwN9qa2vLW97yltx4442HAouXsmvXruzevfvQ682bNy+60SZJZmZmDv252WzmQx/60HHN7ROf+EQ+8YlPHHr9hje8IR/72MeO63v9wJ133pkvfvGLSZJ169blF37hFxa955FHHjn05yuuuOIlv9eVV1556M/Dw8PZtWtXtm7dekLzW61+EHL9QKPRyNVXX71Es4Hjd3Ffye3DVaaaL47dM1rlhzdbWwEAAKwVz0zVa2hbupKuNvtCOFna2trypje9KW9605te8b1q1nVq1kdPzZqV6vqhksfGq4wf1on228NVzumt0tmwHgEAAACAE/XUZLXo/M31Q42lmQzASSaLlcWeDrJY4HhdMVDyyHiVvYf1B73jQJWL+qr0tcvDAQBWEhVVgMM8NlE/iDbUnmzuXKLJACva7bffXnt9ww03LNFMjs/c3Fwt/PnFX/zFDA0NLXrf8PDwoT+/3E1BrV87/HO8qNls5r/+1/9aG7vqqquyfv36JZoRHL/2RslVg/XA4ImJKuPzL988EwAAgNWhqqpFzd/O6fFgGSwVNes6Neujo2bNStbRKLllQ/2xqMmFgw+8AwAAAAAnpqqq3D1Sr7Vt6kzO7F6iCQEsIVlsnSz26MhigRPRKCW3tuThc1Xyrf3ycACAlUbzN4C/tVBVebyl+dtF/SWlOIwGHLvPfe5ztdc/9mM/tkQzOT5/9Ed/lKeffjpJct111+Wd73znEd83Ozt7xPFWVVX//Xq0n1trvvCFL2THjh21sR//8R9fmsnASXDFQMnhF8ZUSe4bFSQAAACsBQfmkrH5+pjmb7B01Kzr1KyPjpo1K915vcnZPfWx+0ar7J9VpwYAAACAE7FjOtnbUlq/bqjh/A2wJsli62SxR0cWC5yobd0ll/XX199PTlbZMSUPBwBYSdqXegIAy8Uzk8lMsz52SZ/gCTh2d999d+65555Dr88999y86lWvOuJ7f/InfzI/+ZM/ecz/jJ//+Z/PXXfddej1P/2n/zTvete7jn2yR/D888/nD/7gD5Ik7e3t+ehHP/qSQXx/f/+hP+/du/clv2fr1wYGBk7CTFeXJ554Iv/m3/yb2tg555yTt7zlLUs0Izhx3W0ll/aXPDD2YnDw0FiVG4aqdLVZZwEAAKxmz7Q8RNbXlmzsXKLJwBqnZr2YmvUrU7NmNSh/e9v5f36umR88ClAl+eb+Zt611UFUAAAAADhed4/UD98MtSfn9y7RZACWkCx2MVnsK5PFAifLjetLnpqsamfjv7mvmf/PmY20ycMBAFaExlJPAGC5eHS8Hj5t60oGO2xugWMzPT2dj33sY7Wxn/u5n1ui2Ryf3/qt38rMzEyS5Kd+6qdywQUXvOR7zzzzzEN/vu+++17yfffff/+hP7e1tWXbtm0nYaarx+23355f+qVfyvT09KGxRqORj370o2lv16+Zle2awZLDV1RzVWrN4AAAAFidWpu/nd1TNFiBJaBmfWRq1i9PzZrVZKij5Nqh+hrk+enkiQl1agAAAAA4Hrtmqjw/XR+7dqikIQsE1hhZ7JHJYl+eLBY4mXraSm5cX1+HH5hP7hmRhwMArBSavwEkmVqo8sxUfeySfsETkMzPzx/1eycnJ/PhD384Tz755KGxN73pTfmhH/qhUzG1U+JrX/tavvnNbyZJtm3blp/5mZ952fdfe+21h/78zDPP5Hvf+94R3/eZz3zm0J8vueSS9PT0nITZrnxPPPFEfuM3fiP/+B//4+zfv7/2tV/4hV/Iq1/96iWaGZw8gx0lF/TV11X3jVaZbwoSAAAAVquZZpWdLQc+zu1Vc4eTQc1azfpUevTRR/O//C//S375l39ZzZpV5fqhkv62+ti3h6vMqlMDAAAAwDG7e6RZe93b5vwNsDrIYmWxp5LzQ8Cpcnl/yZbO+tidB6ocmJOHAwCsBNqAA+Tgrd6Hx09tJYualABr02c/+9l87Wtfyzve8Y684x3vyIYNGxa9Z3JyMl/72tfy7//9v8+ePXsOjZ9xxhn5lV/5ldM53RMyOTmZ3/7t3z70+p/8k3+S7u7ul/3MzTffnI0bN2bfvn1Jkv/9f//f82//7b/NueeemyRpNpv5vd/7vdx9992HPvPOd77z5E9+GRkZGcnzzz9fG2s2mxkfH8/ExER2796dBx98MPfdd18efvjhRZ9va2vLP/7H/zjve9/7TteU4ZS7brDkiYkXQ4PpZvLIeJUrB623AAAAVqMdU6nV3BtJznz5MhNwlH5Qs37729+eW2+9NevXr1/0HjVrNevDqVlD0tEouWVDI3+558UVyuRCcseBKjdvUKcGAAAAgKM1PFvl6cn62DWDJW1FnQ1Y+WSxsthjJYsFloNSSl63sZE/eaGZH5zcWkjy13ub+bFtjRRrdQCAZU3zN4AcbD5yuPN7S7oaNrRAUlVV7rjjjtxxxx35F//iX+Sss87KWWedlYGBgczMzGTfvn155JFHMjc3V/vc9u3b8/GPf/yIzeKWq0996lPZvXt3kuSNb3xjXv/617/iZ9rb2/OzP/uz+Y3f+I0kya5du/LTP/3Tuf766zM0NJSHHnoozz333KH3n3vuuXnXu951av4FlolPfOIT+cQnPnFcn7388svzkY98JFdeeeVJnhUsrU1dJWd1JzumXxy7Z7TK5QNVGkIEAACAVeeZyXrNfXv3waYrwIk7vGZdSsn27dtzzjnnqFn/LTXrxdSs4aDzepOze5Jnp14cu2+0yqX9VTZ0WqcAAAAAwNG4e6SeA3Y2kssH1NeA1UEW+/JksYvJYoHlYnNXydWDJfeOvrhe3zmTPDRW5YpB63UAgOVM8zdgzds/W2XvbH3s4j6bWWCxqqry7LPP5tlnn33Z973+9a/Pr/3arx3xlp/l6rHHHsunP/3pJElPT08+9KEPHfVn3/3ud+f+++/P5z73uSTJ/Px8br/99kXvW7duXf7Fv/gXr3gb0FrT2dmZG2+8Me9973tz8803u02DVeu6oUZ2TDcPvR6bT56cqHJRv//mAQAAVpOqqvLsVP3Qxzm99n5wKlRVleeee672AP2RqFmrWR+Lzs7O3HTTTXnPe96jZs2qUkrJrRsa+c/PNfODSnWV5Bv7mvlRt50DAAAAwCsam6/y+EQ9B7xqoKTTJVDAKiSLPTJZ7Ilxfgg4lV69ruSpySpj8y+O3TZc5ZzeKv3tft8AACxXmr8Ba96j4/XwqbctOatniSYDLDvXXnttfviHfzi33357RkdHX/J9bW1tufHGG/NTP/VTufHGG0/jDE9cVVX52Mc+loWFhSTJz/zMz2Tbtm3H9D1+7dd+LRdeeGH+7//7/87Y2Niir9944435lV/5lZx99tknZc4rTVtbWzo7OzMwMJANGzbkzDPPzHnnnZerrroq11xzTfr6+pZ6inDKbe9OtnQmuw9runv3SJUL+yqhJQAAwCqyZzaZatbHzumx74OTRc366KhZv7yXqlm/9rWvzQ033JD5+flUVfXK3whWmKGOkuuGSu4cefG/7xdmkscnqlzsohIAAAAAeFn3jlQ5PAZsL8lVg+pqwOohiz06stiX5/wQsFQ6GiVv2NjIn+96cdU+Vx28EO2tW1yIBgCwXJXqJD+xOzw8fDK/HRyVUkrWrVuXJDlw4IAH0TlqzarKH+1oZnLhxbFrB0teu6GxdJM6TfzcwLEbHh7OE088kaeeeirj4+MppaS/vz/nnHNOrrzyyhVbgN+5c+ehW3c6Ojry9//+3097+/H1CJ6Zmckdd9yRZ599NjMzM1m/fn2uu+66NRvarHX+rqHVkxNVvryn3gHg7VsaOadXgPADfm7g2Pm5gWPn5waOzan+mVkpN//Kf47M79TFbh9u1hqqrGtP3n9W2xLOiJXOz9mRVVWVZ555Jk899VR2796diYkJNesjULM+en7WWCvmmlX+83PNjB/2jEBvW/L+MxvpbJzaWrWfMzg9/KzBqefnDE4PP2tw6smADpIBHeT3Lry8qYUqf7yjmfnDfjSuHCh53cZTe/bGzyYsT6v9Z1MWe3RkscvPav/ZhJXqdP9sfm1vM4+O1/8Zb95ccmHf6j83D0fL35mwPPnZZKU42fnP8e3KAVaJ56ZTa/yWJJe40Rs4glJKLrjgglxwwQWrbsOwbdu2/KN/9I9Oyvfq6urKLbfcclK+F7D6nN978ND/gfkXx+4eaeacXk0AAAAAVotnpup1Mw2/4dQopeTcc8/Nueeeu9RTOenUrIFTqaNRcsuGRv7ysItKJheS24er3LrRugUAAAAAjuT+0arW+K0kuXZIPQ1YnWSxR0cWC7A83by+5NnJKlMvRuL55r4qZ3ZX6W6zhgcAWG606AXWtNbu5Zs6kw2dNq8AAKdCKWXRwz4vzCS7pldPQ00AAIC1bGK+yt7Z+tg5PWruAMDycl5vcnZPfeyBsSp7ZtSqAQAAAKDVXLPKA2P12tlFfSUD7XJAAABYbrrbyqKLz6aaybeH5eEAAMuR5m/AmjXbrPL0ZH2zekm/8AkA4FS6uL+kt60+dvdo88hvBgAAYEV5dqpec+8oybbuJZoMAMBLKKXk1g2NHH6peZXk6/uaaVYeeAcAAACAwz00VmWm5THP64acvQEAgOXqgt6Sc1suRHt0vFr0fB8AAEtP8zdgzXpyosr8YfvURg7ePgQAwKnTVkquGayvuZ6eTIZnBQgAAAAr3TMtD4ed1XNwHwgAsNwMdZTc0HJAde9s8uCYWjUAAAAA/MBCVeWe0XrN7NyeZEOnDBAAAJarUkpet7GRjpZl+1/vbWZmQSYOALCcaP4GrFmPjtc3qGf3JD1tAigAgFPt8oGSzpbd6F0jwgMAAICVbKGqsmOqPnZOj5o7ALB8XTtUsq6jPvbd4SoT8+rVAAAAAJAkj41XmVyoj1035DgiAAAsd/3tJa/dUH9+b2Ih+dZ+eTgAwHKi2gqsSaNzVV6YqY9d0u9XIgDA6dDZKLlyoB4gPD5RZWROgAAAALBSvTCdtG7rNH8DAJaztlLy+o315wTmKg+7AwAAAECSNKsqd7dc7HtGV7KtWwYIAAArweX9JWd118cenajy9KRMHABgudDpCFiTHp2ob0y7Gsm5vUs0GQCANejqwZL2w57/qZLcNSI8AAAAWKmemarv6TZ3Jr3tDn4AAMvb9u6SS/rra5YnJ6s842F3AAAAANa4JyeqjMzXx64bchQRAABWilJK3ripkc6Wx/i+vreZqQWZOADAcqDiCqw5VVXlsfH6pvTCvpK24hAaAMDp0tNWcsVAff312HiVsTnhAQAAwErU2iDlnB41dwBgZXjt+pKulieovrG/mbmmejUAAAAAa1NVVbmz5ULfTZ3J2T1LNCEAAOC49LeX3LKh/izfVDP5xj55OADAcqD5G7Dm7JxJRltuH7q03yE0AIDT7dqhkrbDlmHNJHeNCA8AAABWmuHZKiMtdfdzetXdAYCVoaet5LXr62uXsfksOtwKAAAAAGvFU5PJ8Fx97IahRkqRAQIAwEpzSX/JOS2NnJ+crPL4RHNpJgQAwCGavwFrzqPj9Qe017UnmzuXaDIAAGtYb1vJFQP1B4EeGa8yPu9AHQAAwEry9GR9H9fbpu4OAKwsl/aXbOuqj907UmX/rHo1AAAAAGtLVVW5a6TeBGJDR3Je7xJNCAAAOCGllLxhYyNdLZ1FvrGvyqQzXAAAS0rzN2BNmW9WeXKivhG9pL+4fQgAYIlcO1jSdtjrZpK7RwQHAAAAK8lTLc3fzutVdwcAVpYfPOx++INUzSR/s6+ZqlKzBgAAAGDteHYq2TtbH7t+SP4HAAArWV97yes21Nf0M83k6zJxAIAlpfkbsKY8PVml9WLui/sFUAAAS6WvveSygfp67KGxKhNujgEAAFgRxuar7Gk5/HF+r7o7ALDyrO8suWaovo7ZOZM8Mq5eDQAAAMDaUFVV7hhp1saG2pML+uR/AACw0l3YV3JBy7N9359KHpaJAwAsGc3fgDXl0Yn6BvTM7qS/XQgFALCUrhsqtc1pM8ndI4IDAACAleDpyfr+rauRnNG9RJMBADhBNwyVDLTXx24brjK1oGYNAAAAwOr33HSye6Y+dv26kkZx7gYAAFa6Ukpet7Gkp6XDyLf2VxmZk4kDACwFzd+ANWNivsqOqfrYJf0CKACApdbfXnLZQH1d9tB4lcl5wQEAAMBy91TLpSvn9pa0OfwBAKxQHY2S122oP0410zzYAA4AAAAAVru7Rpq11wPtyUV9sj8AAFgtetpK3rCpnonPV8lf7WmmWcnFAQBON83fgDXjsYkqh28720tyfq8QCgBgObhuqNQ2qAtVcs+o0AAAAGA5m1yo8sJMfUzdHQBY6c7pLbmgZU3z6HiV56fVrAEAAABYvV6YrvL8dH3suiEXPwEAwGpzXm/J5f31df7u2eTOAzJxAIDTTfM3YE2oqioPj9U3nRf2lXQ0hFAAAMvBQHvJJS3BwYNjVaYWBAcAAADL1fcn63u29pKc1b1EkwEAOIlu2VDS2fI4wd/sa2bBTecAAAAArFJ3HmjWXve1JZf2O3MDAACr0c0bSoba62N3jlR5bkomDgBwOmn+BqwJO2eSkfn62GVCKACAZeX6oZLDV2jzVXL3iNAAAABguXqqpfnbOT0l7S5dAQBWgb72ktesr69rDswl96hZAwAAALAK7Z6psmO6PnbtUElbkf0BAMBq1NEo+aHNjdo5rirJV/c0MzEvFwcAOF00fwPWhIfH6xvNde3J1q4lmgwAAEc02FFycUuD3gfGKqEBAADAMjSzUOW5qfrY+X1LMxcAgFPhioGSzZ31sTtHqozMqVkDAAAAsLrccaBZe93TSC7v1/gNAABWsy1dJa9eV1/3TzUPNoBrVnJxAIDTQfM3YNWbbVZ5cqK+ybx0oKS4gQgAYNl51VCpbVQXqoOH6QAAAFhevj9V5fAjII0k5/SouwMAq0ejlLx+Y/2m84Uq+ca+ZioPugMAAACwSuyZqfJMy6VP1wyVtDdkfwAAsNpdP1Rydk997IWZ5HsHZOIAAKeD5m/AqvfERJX5w/aYJcklfUIoAIDlaLCj5LKB+lrt4bEqo3NCAwAAgOXkqcn6Pu2snqTTARAAYJXZ3FVyZUvNesd08uTkEk0IAAAAAE6y7x1o1l53N7KoJgYAAKxOpZT8hcRXRgAA/LpJREFU0KZG+tvq43eNVHlm0lkuAIBTTfM3YNV7ZLy+uTynJ+ltF0QBACxX1w+VHJ4ZNJPcMSIwAAAAWC7mmlV2TNXHzu9VdwcAVqfXrC/pbXnQ/Vv7m5ltqlsDAAAAsLLtnqnyTEvud+1QSYdLnwAAYM3obit58+bGosYjf7W3mbF5uTgAwKmk+Ruwqg3PVtk1Ux+7bMCvPgCA5ay/veSKwfqDQ4+NVxmeFRgAAAAsB89OJYc/01WSnKf5GwCwSnU2Sm7dUH/OYHIhuX1YzRoAAACAle2OA83a6+5GcuWA3A8AANaard0lN62v7wVmmslX9jSzUMnGAQBOFR2QgFXt4fH6hrKnkZzds0STAQDgqF0/VNJ+WGZQJbnjgLAAAABgOXhqsr4/29598PZPAIDV6vzexc8aPDBWZe+MujUAAAAAK9PumSrPTNXHrh0q6WjI/QAAYC26erDk/N762O6Z5Lb9cnEAgFNF8zdg1VqoqjzW0vztkv6StiKIAgBY7nraSq4erK/bnpissm9WYAAAALCUFqoqz7Q0fzu/V90dAFjdSim5dUMjbS2XlvzNvmaabjkHAAAAYAW640Cz9rq7kVw5IPcDAIC1qpSSN25qZLC9Pn7/WJVHxptH/hAAACdE8zdg1XpmMplq2Ute2i+IAgBYKa4dLOlsWb7dPiwsAAAAWErPTSWtfbnP0/wNAFgDhjpKbhiqr3t2zyYPj2n+BgAAAMDKsnumyjNT9bFrh0o6GnI/AABYy7oaJT+yuZG2lvG/2Vtl94xsHADgZNP8DVi1Hm7pIr6tK1nf2j0EAIBlq6ut5NqWg3Tfn0p2CQsAAACWzFOT9T3Z1q6kr13tHQBYG64dKlnXcsv5dw5UmVxQtwYAAABg5bjjQP28TXcjuXJA5gcAACSbukpev6m+P1hI8pe7m5mcl40DAJxMmr8Bq9LEfJVnW24hurRfEAUAsNJcNVjS3bJzvX24eeQ3AwAAcEotVFWebmn+dn6v2jsAsHa0lZLXbawXrWebyW37PeAOAAAAwMqwe6bKMy3nba4dKuloyP0AAICDLu1v5KqWBtETC8mX9zSzUMnHAQBOFs3fgFXp0fEqh28d20tyYZ8gCgBgpelslFw3VF/HPTedPDslKAAAADjdnptKplv6cWv+BgCsNWf2lFzU8vzBYxNVnlO3BgAAAGAFuONAPfDrbiRXDsj8AACAutduKNneXR/bOZN8y+VoAAAnjeZvwKpTVVUeGa9vHC/scwsRAMBKdeVASW9bfey2/c003RQDAABwWj0+Ud+HbelMBjvU3gGAtefmDSWdLcugb+xzwzkAAAAAy9vumSrPTNXHrh1y3gYAAFisrZS8eXMj/S1nuh4cq/LgWPPIHwIA4Jho/gasOjtnkpH5+thl/YIoAICVqr1R8pp19fXc/rksavgLAADAqTPfrPL0ZH0fdpHaOwCwRvW2ldy4vr4WOjCf3DOibg0AAADA8nX7cL1BQ3fj4AW9AAAAR9LTVvLWLY20t2wbvrmvygvT8nEAgBOl+Ruw6jw8Vt8srutItnYt0WQAADgpLukv2dBRH7t9uMpsU1AAAABwOjwzlcy1bMEu6HUQBABYuy4fKNncWR+7c6TKaOuiCQAAAACWgeenq+yYro9dN1TS0ZD5AQAAL21TV8kbN9b3Dc0kf7G7mQPycQCAE6L5G7CqzDarPDlZ3yhe2l9SijAKAGAla5SSmzfUt7BTzeTuESEBAADA6fD4RLP2ent30td6nScAwBrSKCWv39jI4SuihSr5xv5mqkrtGgAAAIDlo6qq3D5cz/t625IrB+R9AADAK7uov5FrB+v7h5lm8sVdzUwtyMcBAI6X5m/AqvLERJX5w/aIJckl/cIoAIDV4KyeknN66mP3jlYZnxcSAAAAnEqzzSrPTNXHLupTewcA2NxVFh2QfXYqeWpyiSYEAAAAAEewYzrZOVMfu2GopL0h8wMAAI7OjesXn+sanU/+Yncz801nuwAAjofmb8Cq8vB4fXN4bk/S2yaMAgBYLV67vpHDV3cLVfLdYQEBAADAqfT0ZJXDL+dsJDm/V+0dACBJXr2+pLetPvat/c3MergdAAAAgGWgqqrcPtysjfW3JZcNyPsAAICj1yglb97cyKbO+viumeRre6tUlYwcAOBYaf4GrBrDs1V2t9xEdOmAX3MAAKvJ+s6Sy1seOHpsosqeGQEBAADAqfL4RH3PdVZP0u3iFQCAJElXo+TmDfW10cRCcscBdWsAAAAAlt7Tk8me2frYq9aVtBV5HwAAcGw6GiVv29JIf8sFaU9OVvnusIwcAOBY6YoErBoPj9c3hb1tyTk9SzQZAABOmVevK+loeebo2/ubbogBAAA4BSbnq+yYqo9d1OcgCADA4S7sLTmruz5232iVfbPq1gAAAAAsnWZV5XsHmrWxofbkkn55HwAAcHz62kvetrWx6GzX3aNVHhprHvlDAAAckeZvwKqwUFV5tKX52yV9JQ03EQEArDo9bSXXD9XXeS/MHLydEgAAgJPr8Ykqh1ff20tyXq/aOwDA4Uoped3GRg6/3LxK8vV9Li4BAAAAYOk8OVFl/1x97NXrnLUBAABOzMbOkrdsaSxqVvI3+6o8PSkjBwA4Wpq/AavC9yeT6ZZm4JcOCKMAAFarqwdL+tvqY7cNNzPfFBAAAACcTI9O1PdZF/SWdDTU3wEAWg11lFy3rr5O2j2TPDSubg0AAADA6desqnzvQL02taEjubBP1gcAAJy4s3pKXr+xvr+oknxlTzMvTMvJAQCOhuZvwKrwyHi989u2rmRdh0AKAGC1am+U3LS+vt4bnU/uHRUOAAAAnCz7Zqvsm62PXdyv9g4A8FKuGywZbK+PfXe4ytSC2jUAAAAAp9ej41VG5utjr1nfSCnyPgAA4OS4bKCR64fqe4yFKvnSrmb2zcrJAQBeieZvwIo3MV/l2an62GUOnwEArHoX9pVs7aqP3TVSZWxeOAAAAHAyPDZe31/1tSXbu5doMgAAK0B7o+T1G+uPY800k9v2q1sDAAAAcPrMN6vccaBek9rcmZzbs0QTAgAAVq3XrCu5pOVc/2yVfGFXM6NzsnIAgJej+Ruw4j06XuXwrV9HSS7o0/wNAGC1K6Xk1g31be185RAdAADAydCsqjw2Ud9fXdRX0ijq7wAAL+esnpILW55ZeHSiyvNTatcAAAAAnB4PjlUZX6iPvWZ9I0XWBwAAnGSllLxxY1nUbHpyIfnzXc1MLsjKAQBeiuZvwIpWVVUeHq9v+i7sK+loCKQAANaCzV0lVwzU135PTlbZ4RAdAADACXl++uDDV4drvZ0TAIAju3l9SWfL0ulv9i1koal2DQAAAMCpNdOscudIvQ51RldyVvcSTQgAAFj1GqXkzZsb2dZVHx+dT764q5kZWTkAwBFp/gasaC/MHNz4He5Sh88AANaU16wr6WrZ3X5zfzMLlWAAAADgeD3ScvHKps5kQ2sHEwAAjqivveQ16+trp+G55PY9U0s0IwAAAADWintGqsw062M3rW+kFFkfAABw6rQ3St62pZENHfXxvbPJX+xqZk4DOACARTR/A1a0R8bqG711HcnWrpd4MwAAq1J3W8mNLYfoDswlD4wKBQAAAI7HTLPKU5P1PdXFfQ6DAAAciysGSjZ11se+uXMyI7MLSzMhAAAAAFa9ifkq97U8O3l+b7K1W9YHAACcel1tJe/Y2shge338hZnkS7s1gAMAaKX5G7BizSxUeaLl8Nll/cVtRAAAa9Bl/YsP0X3vQJXJeaEAAADAsXpiosrCYdupRpKL+9XeAQCORaOUvH5j/dGsuWby1R0TSzQjAAAAAFa7Ow5UOfyxyZLkxvWODwIAAKdPX/vBBnA9LVuR56eTv9zdzLwGcAAAh6jeAivWY0c4fHaJw2cAAGtSo5TcuqHlEF2VfGdYIAAAAHCsHhmr76XO7U162tTfAQCO1ZaukisG6uuoR0dm8/3J5hLNCAAAAIDVani2ysPj9Zzvsv6SdR1yPgAA4PQa6ih557ZGulq6meyYTv5yTzMLlfNeAACJ5m/AClVVVR5qOXx2Xm9x+AwAYA3b1l0WNQN+dKLKzmmBAAAAwNHaP1tl92x97NJ+kSIAwPF6zbqS7pbl1Df3uc0cAAAAgJPr9gPNHF5xai/Jq9Y5YwMAACyNjZ0l79zaSGdLXv7sVPKXuzWAAwBINH8DVqjds8n+ufrY5QNCKQCAte6m9SWdLcvCr+8TCAAAABytR8br+6fetuTsniWaDADAKtDdVvLa9fXC9eh8cveIujUAAAAAJ8eu6SpPTdbHrh4s6Wt3zgYAAFg6m7tK3rW1seis1zNTyVc0gAMA0PwNWJkeGqtv5gbakzO7l2gyAAAsG71tZdFNlcNzyV0HhAEAAACvZKGq8mhL87dL+koaxaEQAIATcUl/ybau+tjdI1VG5tSuAQAAADgxVVXltuFmbayrkVw7JOMDAACW3uauknduW9wA7ump5Mu7m5lvys0BgLVL8zdgxZlpVnlior6Ru7y/pDh8BgBAkqsGSzZ11sfuGqmyf1YYAAAA8HKemUym6+dCcumA2jsAwIkqpeT1m9py+MpqIck39zdTuckcAAAAgBPwzFSyc6Y+dsNQSVdDzgcAACwPW7pK3r61kY6Wbcr3p5K/2N3MnAZwAMAapfkbsOI8Pl5l/rA9XCPJpf1CKQAADmqUkjdubNQO0TWT/PXeZpoO0QEAALykB8fqnd+2dSXrWp+2AgDguGzsLHn15u7a2LNTyVOTSzQhAAAAAFa8ZlXlO8P1jK+/LblyUMYHAAAsL9u6DzaAa2/ZruyYTr6wq5lZDeAAgDVI8zdgRamqKg+N1zdv5/Qmva07PQAA1rRNXSXXDtXXiLtnk/tHBQEAAABHMjpXZcd0fczFKwAAJ9frzuhNf0f9ca1v7XeLOQAAAADH5+HxKsNz9bHXrC9pK3I+AABg+Tmju+QdWxtpvZN250zy+Z3NTC/IzgGAtUXzN2BF2Tub7Jutj13e71cZAACLvWqoZKi9Pnb7gSqjc4IAAACAVg+N1fdKnY3kwj6HQgAATqautkZ++My+2tjEQnLHAXVrAAAAAI7NbLPK7cP1utLGzuQiGR8AALCMndFd8qPbGulqaQ+wZzb53M5mJjWAAwDWEB2TgBXlwZbDZ/1tyVk9SzQZAACWtfZGyRs31be981Xy9X3NVJUgAAAA4AcWqioPj9f3SZf2l3Q0HAwBADjZLlvXmTO76+us+0ar7J9VtwYAAADg6N01UmW6WR+7eX0jjSLjAwAAlrfNXQcbwPW0dDvZP5d87oVmxufl5wDA2qD5G7BizDarPD5R36xdNlAEUwAAvKQzukuuGKivF5+bTh4dFwIAAAD8wFMTiw+GXN6v9g4AcCqUUvL6jY3aQ1vNJN9wcQkAAAAAR2lsvsp9I/Va0rk9yZk9Mj4AAGBl2NhZ8mNnNNLXVh8/MJ/86QvNDLtADQBYAzR/A1aMJyaqHN6ouyS5zOEzAABewU3ry6Ig4NvDVSbcAgMAAJAkeXCsvj/a3p2s71R/BwA4VdZ1llw7VF9vvTCTPDahbg0AAADAK/vucJWFw143krx2g2OCAADAyrKuo+Td2xoZbK+Pjy8kf7azmd0zMnQAYHVT1QVWjIdaDp+d05P0tTt8BgDAy+tslLx+Y337O9NMvr6vmaoSAgAAAGvb8GyVF2bqY5cPqL0DAJxq1w+V9LdcXHLb/iozC+rWAAAAALy0XTNVHm+5ROCKgZJ1HTI+AABg5RnoKPmxbY2s66iPTzeTz+1sZseUDB0AWL00fwNWhD0zVfbM1scuH/ArDACAo3Nub8lFffUHm56ZSh4dFwAAAABr2/0tF6/0NJLzex0MAQA41ToaJbe2XFwy1UxuP6BuDQAAAMCRVVWVb+9v1sY6G8mr1sn3AACAlauv/WADuC2d9fH5KvnirmaemGge+YMAACuczknAivBwS1OOvrbk7J4lmgwAACvSLRtKelp2wd/aX2V83kE6AABgbZpZqBY1xb5soKStOBwCAHA6nNdbcm7Lsw8PjlXZM6NuDQAAAMBiT04mu2bqYzcMlXS3yfcAAICVraet5F3bGjmruz7eTPKVPVUeGNUADgBYfTR/A5a92WaVx1oOn13aX9Jw+AwAgGPQ01byhk31bfBslfy3vc1UlYN0AADA2vPQeJXD+2E3klw5oPYOAHA63bKhkcPP5lZJvrFP3RoAAACAuvlmle8M15sdDLYnVw3K9wAAgNWho1Hytq2NXNi7eJ/zjf1VvndAlg4ArC6avwHL3uPjVeYO24eVJJc7fAYAwHE4r7fkkr76WvK56eS+UYV/AABgbWlWVR5o2Qtd0FfS167+DgBwOg12lNwwVF+D7Z5NHh5XtwYAAADgRfePVRmbr4/dtL6RtiLfAwAAVo+2UvJDm8sRL7K940CVb+6vNIADAFYNzd+AZa2qqjw4Vt+AnduT9Dt8BgDAcbplQ0lfW33sO8NV9swo/AMAAGvH05PJ+EJ97KpBtXcAgKVw7VDJUHt97DvDVaYW1K0BAAAASCbmq9x5oF4r2taVnN+7RBMCAAA4hRql5NYNJa9at/iZxgfGqnx1T5UFDeAAgFVA8zdgWds9k+ybq49dPuBXFwAAx6+rreTvbKqvKZtJvrKnmdmmwj8AALA23DfarL3e0pls7dL8DQBgKbSVktdtrNetZ5rJd4fVrAEAAAA4eFHAXEup6OYNjZQi3wMAAFanUkpeva6R121YvO95YrLKl3Y1M+ccGACwwumgBCxrD47VN10D7cnZPUs0GQAAVo2zekquG6oX/0fnk2/sU/QHAABWv90zVXbO1MeuHnQwBABgKZ3VU3JBb31N9vB4lZ3T6tYAAAAAa9nO6SqPTdRrRJf2l2xxsRMAALAGXDnYyA9vLosao+yYTj6/s5mpBZk6ALByaf4GLFvTC1WemKxvuC7vL24mAgDgpHj1upItnfWxxyaqPDreXJoJAQAAnCZ3jdT3Pb1tyfl9au8AAEvtlg0lHS3Lsm/sa6ZZeVgdAAAAYC1qVlW+ub+e7XWW5Mb1sj0AAGDtuKivkbdvbaS9ZSu0ezb5s53NjM/L1AGAlUnzN2DZenS8yuHNthtJLhsQUAEAcHK0lZIf3txI56KDdFVG5hT9AQCA1Wl4tsrTk/WxqwdL2ly8AgCw5PraS169rr4u2zeXPDCmZg0AAACwFj0yXmXvbH3sVetKettkewAAwNpyVk/Jj25rpLulQ8qBueSzLzQzPCtXBwBWHs3fgGWpqqo81PLw8vl9JT0CKgAATqLBjpLXb6yvMeeq5Ct7mlmoFP0BAIDV5+6R+l6ns5Fc4eIVAIBl48rBkg0d9bHbh6tMuKkcAAAAYE2ZWajy3eF6TWhdx8H6EQAAwFq0pavkx7Y10t9WH59YSP5sZzO7Z+TqAMDKovkbsCw9P50cmK+POXwGAMCpcFF/I5f219eae2ez6KEpAACAlW5svsrjE/W9zlUDJZ0N9XcAgOWirZS8bmP9ka65KrlNzRoAAABgTfnegSrTzfrYrRsaaSuyPQAAYO1a31ny7jMaWddyqdp0M/nczmaenZKtAwArh+ZvwLL04Nji24nO6FqiyQAAsOrduqFkXXt97N7RKo9PNI/8AQAAgBXo3pEqh+9y2kty1aDDIQAAy80Z3SWX9NXXaY9PVHnOQ+oAAAAAa8L+2SoPtJyrOa83OatHtgcAANDfXvLubY1s6ayPz1fJl3Y1nQcDAFYMzd+AZWdyocrTk/WQ6oqBkuJ2IgAATpGORskPb24s2iT/9d4q+2YdpgMAAFa+yYUqD4/X9zeX9Zf0tKm9AwAsR6/dUNLZUrT+xv5mFio1awAAAIDVrKqqfHN/M4dXgdpKcvN6xwABAAB+oLut5F3bGjmruz7eTPLVPVUeGNUADgBY/lR9gWXnkbEqh2+n2ksW3WgNAAAn26aukls31ted81XyF7ubmV5wmA4AAFjZ7h6pMn/Y1qaR5JohtXcAgOWqp63kxnX19dqBueTeEfVqAAAAgNXsycnk+en62LWDJYMdsj0AAIDDdTRK3ra1kQuP0IfgG/ur3D2iARwAsLxp/gYsK82qykPj9QeVL+wr6WoTUgEAcOpd3l9yWX997Tk2n3xlTzPNyoE6AABgZZqYr/LgaH1Pc0l/yUC72jsAwHJ2+UDJ5s762J0jVcbm1asBAAAAVqPZZpVv7a83J+hvS65zqRMAAMARtZWSH95UcuXA4n3Td4ar3D7cTOVMGACwTGn+BiwrO6YONtc43BVH2GwBAMCpUErJ6zaWbOmqjz83fbDgDwAAsBLdNVJl4bDXjSQ3OCACALDsNUrJ6zfWH++ar7LoADAAAAAAq8P3DlSZXKiP3byhkY6GbA8AAOCllFJy64aSV69bvHe6c6TKt4crDeAAgGVJ8zdgWXlgrP6A8qbOLLrFGgAATqW2UvKWzY30ttXH7x2t8vi4A3UAAMDKMjZf5aGx+kNLlw2UDHQ4IAIAsBJs7iqLLs17ejJ5ZtKD6QAAAACryb7ZKveP1ms+Z3Un5/cu0YQAAABWkFJKXrWukZvXL3428r7RKl/fV6WpARwAsMxo/gYsG6NzVZ6Zqo9dMVBSigNoAACcXn3tJT+yubFo0/zX+6rsnVHoBwAAVo67DlQ5vI11I8n1Q+ruAAAryY3rSrpbCtbf3N/MfFO9GgAAAGA1qKoqf7OvmcOrPW1JXrex4UwNAADAMbhmqJE3bFy8j3p4vMrX9lZZ0AAOAFhGNH8Dlo0Hx+qbpc6SXNQnpAIAYGls6y65taXYP18lX9rdzMS8Qj8AALD8HZir8vB4ff9y+UBJf7vaOwDAStLVVvLaltvJR+eTO0fUqgEAAABWg4fHq+yaqY9dt65kqEOuBwAAcKwuH2jkhzaVtO6oHp+o8uXdLloDAJYPzd+AZWG+WeWRlgNol/SXdDQEVQAALJ0rBhq5vL++Jp1YONgAbk6hHwAAWOZuH27m8J1LW0muH1J3BwBYiS7pL9nWVR+7Z6TKvlm1agAAAICVbGqhyneG6zWewfbkukG5HgAAwPG6uL+Rt2xpLGqo8v0p58IAgOVD8zdgWXhyssp0sz52paAKAIBl4NaNiw/U7Z1NvrKnmWal0A8AACxPu2aqPDlZH7t6oKSvXe0dAGAlKqXk9RvrD6Y3k3x9r1o1AAAAwEr23eEqMy3naV63sZH2hlwPAADgRJzXW/L2rY20Pjb53HTyhV3NzGgABwAsMc3fgGXhgdH65ujM7mRdh6AKAICl11ZK3rKlkcH2+vgzU8m39yvyAwAAy09VVfnO/voJka5Gct2QujsAwEq2obPk2pY13e7Z5MExtWoAAACAlWjndJWHx+u1nQt6S87ukesBAACcDGf1lLxjayOtbQt2ziSf39nM1IK8HQBYOpq/AUtuz0yV3bP1sSsH/HoCAGD56Gk7WOjvalmm3j9W5b7R5pE/BAAAsESenUpemKmPXT9U0tXmkAgAwEp3w1DJUMtlJd8drjI+74F0AAAAgJVkoaryN/vqzx92lOSWDTI9AACAk+mM7pIf3bb4XNje2eRzO5uZkLcDAEtEdyVgyT3QcgN1f1tybu8STQYAAF7CUEfJW7c0Fm2kv7W/ytOTivwAAMDysFBVuW24fkikvy25csAhEQCA1aC9UfKGjfVK9VyV/M2+ZqpKrRoAAABgpbhnpMr+ufrYq9eV9LXL9QAAAE62zV0lP7atkd62+vjwXPJnO5sZ0wAOAFgCmr8BS2p6ocrjE/XN0OUDJY0irAIAYPk5o7vk72xavFb96p5mds8o8gMAAEvv/tEqw62HRNaXtDfU3QEAVovtPSWX9dfXd89MJU9OLtGEAAAAADgmB+aq3Hmg/szhxo7kqkGZHgAAwKmyofNgA7j+lgZwo/PJn77QzIE5Z8MAgNNL8zdgST0yXmXhsH1QI8llA8IqAACWr4v7G3n1uvqadb5KvrCrmeFZRX4AAGDpjM9X+V7LIZFNncnFferuAACrzWvXl/S0PPn1zX3NzCyoUwMAAAAsZ1VV5a/3NrNw2FhJ8oZNjTSKXA8AAOBUGuoo+bEzGhlsr49PLCR/9kIz+5wNAwBOI83fgCVTVVUeHKtvgC7oK+ltE1YBALC83TBUcklL84SZZvLnu5oZm1fkBwAAlsa391dp3ZK8boNDIgAAq1FXW8mtG+vrvKlmctuwGjUAAADAcvbgWJWdM/WxqwdLtnTJ9AAAAE6HgfaSd29rZENHfXyqmXxuZzN7Z+TuAMDpofkbsGSenUpG5+tjVwwIqwAAWP5KKXnDppKzuuvjEwvJn+9sZnJBkR8AADi9dkxVeXKyvhe5rL9ka7e6OwDAanVBb8k5PfWxh8er7JhSowYAAABYjsbnq3ynpXn/QHvy6nUyPQAAgNOpt73kR7c1srmzPj7TTP58VzP7Z+XuAMCpp/kbsGQeHGvWXm/oSLZ1LdFkAADgGLWVkrdsaWRLyxp2ZD75wq5mZpqK/AAAwOkx16zyN/vqNfeuRnLjeodEAABWs1JKXrexkY6WZd9f721mVo0aAAAAYFmpqoOZ3lxL2eYNGxvpaMj1AAAATrfutpJ3bWss6m8w3Uw+v7OZYQ3gAIBTTPM3YEmMzlX5/lR97MrBklIEVgAArBwdjZK3b2lkQ0d9fN9s8qVdzcw7XAcAAJwG3x2uMjpfH7txfUlPm5o7AMBqN9BeFjX9HV9Ivr1ffRoAAABgOXlissozLedoLu0vOatHpgcAALBUOhsl79jayPbu+vhUM/n8rmZGWjt4AwCcRJq/AUvigbH6RqezJBf3CawAAFh5utsOFvkH2uvjO2eSL+9pZqFS5AcAAE6d56er3N9Sc9/WlVzer+YOALBWXDlQFj2I/vB4lWcm1acBAAAAloPphSrf3Fev1fQ0kteul+kBAAAstY5Gydu2NLKtqz4+uZB8bmczoxrAAQCniOZvwGk316zycMtBtEsHSjoaQisAAFamvvaSd25tpLetPv7MVPIVDeAAAIBTZK5Z5a/3Nmtj7SX5O5saKUXNHQBgrSil5O9sbKSjZQn41/uamVlQnwYAAABYat/aX2W6Huvl1o2NdLfJ9AAAAJaDjkbJ27c2sqWzPj6xkHx+VzNj87J3AODk0/wNOO0eGa8y27K/uWpAYAUAwMo21FHyjq2NdLbstJ+eTP5KAzgAAOAUuG24yuh8few160qGWrt+AACw6g10lLx2Q30dOLmQfHO/2jQAAADAUnpqospjE/UazXk9yQW9SzQhAAAAjqizcfBs2KaWBnBj88nndzYzoQEcAHCSaf4GnFZVVeX+0frG5tyeZNBBNAAAVoGNnSVv39JIe8vy9snJ5K/2VGlqAAcAAJwkT01UeXCsvsfY1pVcNajeDgCwVl3eX3JWd33ssYkqT0+qTQMAAAAshamFKl/f16yNdZbkdRsbKUWuBwAAsNx0tZW8c2sjGzrq46N/2wBuUgM4AOAk0vwNOK2enUpG5utjVw36VQQAwOqxrbvk7VuP1ACuytf2agAHAACcuPH5Kn/dckikvSRv3NRIwyERAIA1q5SSN25qpLNlSfj1vc1MLahNAwAAAJxOVVXlb/Y1M12P9XLLxpK+1gcMAQAAWDa620reta2R9S0N4A7MJ5/fJX8HAE4eHZeA0+r+sXpqtaEjObP7Jd4MAAAr1PbukrdtWdwA7vGJKv9NAzgAAOAENKsqX9vbzEzLIZFbN5Ss63BIBABgretvL7llQ31dONVMvrGvmUptGgAAAOC0eXyiylOT9bFze5JL+mR6AAAAy11PW8m7tjYy1F4fH55L/nxXMzMawAEAJ4Hmb8BpMzxb5dmp+thVgyWlCK4AAFh9zuwpeeuWRtpalruPTVT5aw3gAACA43T7gSrPT9fHLuhNLu1XawcA4KBL+kvO6amPPTmZPDyuLg0AAABwOkzMV/nG/notpruRvGFTwxkaAACAFaK3veRHtzUy2NIAbt9s8qXdzcw1ZfAAwInR/A04be4fq29guhrJRW4sAgBgFTvrBw3gWsYfnajyV3uqLGgABwAAHIPHxpu5e6S+j+hvS96w0SERAABeVErJGzY20tXyZNi39lfZP6suDQAAAHAqVVWVv97XzGyzPv76jY30tt4mCwAAwLLW117yrm2N9LccDts5k3x5T9PZMADghGj+BpwWMwtVHm25Qfry/pKOhuAKAIDV7eyekrdsaSzagD8xWeUrivwAAMBR2j1T5a/31vcPjSQ/tLmRLodEAABo0dde8saN9cr0fJV8ZU8z824fBwAAADhlHhqv8uxUfeyivpIL+mR6AAAAK9HA3zaA621pAPfsVPK1PVWazoYBAMdJ8zfgtHh4vMr8YfuWkuTKQcEVAABrwzm9JW/d0khLjT9PTyZf2tXMrIN2AADAyxibr/IXu5tZaBm/dWPJGd1q7QAAHNn5fSVXDtTXi8Nzybf2q0kDAAAAnAqjc1W+3VJ76W1Lbt0g0wMAAFjJhjpK3rG1kc6WDi1PTFb5xr4qlQZwAMBx0PwNOOWaVZUHxuoblvN7S/rbhVcAAKwd5/SWvG1rI63L4B3TyZ/tbGZiXpEfAABYbGqhyp/vbGaypfPblQMlVwyI+gAAeHmvXV+ysaM+9tB4lScm1KQBAAAATqZmVeWv9jbT+ijgGzc20t3m/AwAAMBKt7Gz5O1bFp8Ne2i8yncPyOABgGPnRAhwyn1/Mhmbr49dPSi4AgBg7Tmr5+AtLx0ty+F9s8lnX2hm/6xCPwAA8KLZZpUv7GpmpKXGfmZ3cvMGdXYAAF5Ze6PkzUd4+Pzre5sZnVOTBgAAADhZ7jxQZddMfeyy/pJzeuV6AAAAq8W27pK3bmksatRy90iVe0aaSzInAGDl0vwNOOXuH6tvVDZ1Jlu7lmgyAACwxM7oLnnXtka6W3bk4wvJZ19YyDPjc0szMQAAYFmZbVb5i93N7J2tj2/oSH5kcyNtxSERAACOzrqOktdtrK8fZ6vkq3uaWag0gAMAAAA4UTunq9w5Uq+zDLa70AkAAGA1Oqun5Ic3N9K647ttuMrj4xrAAQBHT/M34JTaM1Pl+en62NWDJcWhNAAA1rAtXSU/fkYjg+318dlm8unHR/LQ8MyRPwgAAKwJUwtVPr+zuai+PtCevGNrI11tauwAABybS/pKLu6rryN3zybfGdb8DQAAAOBEzCxU+eqeZg6vspQkP7S5kc6GXA8AAGA1uqCv5A0bF+/5vra3ynNTcngA4Oho/gacUveO1jcnvW3JhX3CKwAAGOo42ABuS1d9fKFK/vTpsdwz0kxVKfYDAMBaMzZf5c9eaGbPbH28p5G8c2sjfe1q7AAAHLtSSl63sSy6lOS+0SqPunkcAAAA4LhUVZVv7K8yvlAff/W6kq1dcj0AAIDV7LKBRm5aX9/7NZP85e5m9s06EwYAvDLN34BTZmy+yhMT9Y3JlQMlbUWABQAASdLTVvKurY2c17P4a9/e38y39ldpagAHAABrxvNTVf7k+WYOzNfHuxvJO7Y2MtShvg4AwPHrbJS8eXNj0QNjX99bZfeMWjQAAADAsXpsosrjLedmzuhKrhuS6wEAAKwF1w6WXDlQ3wPOVskXdzUzPi+HBwBenuZvwClz/2iVw7ck7SW5YkCABQAAh+tolPzIlsYR18r3j1X58p5m5pqK/QAAsJpVVZW7R5r5/K5mppr1r/W3Je8+o5FNXerrAACcuM1dJa/fWF9bLiT5i93NTHjwHAAAAOCojcxV+ca+ej2ls5G8aXMjjSLbAwAAWAtKKbllQ8l5vfXxiYXkC7uamVmQwwMAL03zN+CUmG1WeXisvhm5tL+ku02ABQAArRql5HUbSm5av3ib/vRk8mc7HboDAIDVamK+yhd3N/Od4fqFKkmyviP58TMaWdehtg4AwMlz2UAjV7VcSDK5kHx5TzMLlVo0AAAAwCtZqKr81Z5m5lpKKW/Y2MhAu2wPAABgLWmUkh/e1Mi2rvr48NzBi9jmm3J4AODINH8DTomHx6rMtuxDrh4UYAEAwEsppeT6dY386Ln9abQsnffOJp95oZldM4r9AACwWlRVlcfGm/n/Pd/Ms1OLv35OT/Jj2xrpczgEAIBT4LUbSrZ318d2zSTf2Fel0gAOAAAA4GV9b7jK7tn62KX9JRf2yfYAAADWovZGyVu3NLKuoz7+wkzytb1yeADgyDR/A066ZlXlvtH6BuS83mSoQ4gFAACv5MoN3Xn/hYPpbNmxTy4kn3uhmcfGm0szMQAA4KTZM1Pl87ua+au9VWaOsMR/9bqSt21ppLtNXR0AgFOjrZS8eXMjA+318YfHqzww5qFzAAAAgJfy/ckqd7ecmRlqT27dINsDAABYy7rbSt6xtZHetvr4k5NVvj0shwcAFtP8DTjpnpyoMr5QH7t20K8bAAA4WucOdOY9Z7RlsOXQ3UKSv9pb5TvDTTe+AADAClNVVXZOV/nK7mY+80Izz08vfk9vW/KOrY28al0jpTgcAgDAqdXTdvDm8faWpee39ld5dkoNGgAAAKDV+HyVr+2t3+7USPLDmxvpaMj3AAAA1rqB9pK3b2mko2WLeN9olXtHjnBbMACwpunGBJxUVVXl3pYbjLZ0JVu7lmhCAACwQq3vLHnPGY2c2b34a3ePVPmL3c3MNB2+AwCA5ayqquyfrXLPSDP/5flm/nRnM09MHnkdf1Ffyd/d3sjZPQ6FAABw+mzsLHnTpvojZFWSL+9uZt+sGjQAAADADyxUVb6yp5mZlrP6N28o2dwl4wMAAOCgTV0lb9nSWNTM5dvDVZ6ckMMDAC9qX+oJAKvLCzPJntn62LWDjZQiyAIAgGPV3Vby9q2NfHt/lQfG6sX9708ln32+mbdsaWR9p/U2AAAsB3PNKk9OVjkwmxyYr7JnJplYePnP9LUlN29o5MI+63oAAJbGBX0lN8yW3DnyYh16rkq+sKuZ95zRSH+7tSoAAADA7cNVds3Ux87vTa4cUDsBAACg7qyekjduKvna3vp5sL/a20x/eyNbNBEHAJJFzWIBTsi9I/UrjAbak/N6l2gyAACwCrSVktdtbOT1G8uiTfyB+eRPXmjm6Um3vgAAwFKbWqjy/93RzH/bW+Xu0SpPT75847fOkty0vuQnz9T4DQCApffqdSUX9tbXpZMLBxvAzSyoQQMAAABr2/cnq9wzWq+RDLYnb9zUSCmyPgAAABa7pL+RG9fV94wLVfIXu5s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\n",
      "text/plain": [
       "<Figure size 2484x1104 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1115,
       "width": 2495
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(\n",
    "    idata,\n",
    "    var_names=[\"group1_mean\", \"group2_mean\", \"group1_std\", \"group2_std\", \"nu\", \"nu_log10\"],\n",
    "    color=\"#87ceeb\",\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the group differences below, we can conclude that there are meaningful differences between the two groups for all three measures. For these comparisons, it is useful to use zero as a reference value (`ref_val`); providing this reference value yields cumulative probabilities for the posterior distribution on either side of the value. Thus, for the difference of means, at least 97% of the posterior probability are greater than zero, which suggests the group means are credibly different. The effect size and differences in standard deviation are similarly positive.\n",
    "\n",
    "These estimates suggest that the \"smart drug\" increased both the expected scores, but also the variability in scores across the sample. So, this does not rule out the possibility that some recipients may be adversely affected by the drug at the same time others benefit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2484x552 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 563,
       "width": 2495
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(\n",
    "    idata,\n",
    "    var_names=[\"difference of means\", \"difference of stds\", \"effect size\"],\n",
    "    ref_val=0,\n",
    "    color=\"#87ceeb\",\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When `plot_forest` is called on a trace with more than one chain, it also plots the potential scale reduction parameter, which is used to reveal evidence for lack of convergence; values near one, as we have here, suggest that the model has converged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x580 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 591,
       "width": 611
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_forest(idata, var_names=[\"group1_mean\", \"group2_mean\"]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 731,
       "width": 611
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_forest(idata, var_names=[\"group1_std\", \"group2_std\", \"nu\"]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>difference of means</th>\n",
       "      <td>1.014</td>\n",
       "      <td>0.436</td>\n",
       "      <td>0.225</td>\n",
       "      <td>1.854</td>\n",
       "      <td>0.007</td>\n",
       "      <td>0.005</td>\n",
       "      <td>3880.0</td>\n",
       "      <td>2915.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>difference of stds</th>\n",
       "      <td>1.015</td>\n",
       "      <td>0.435</td>\n",
       "      <td>0.218</td>\n",
       "      <td>1.828</td>\n",
       "      <td>0.007</td>\n",
       "      <td>0.005</td>\n",
       "      <td>3749.0</td>\n",
       "      <td>2876.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>effect size</th>\n",
       "      <td>0.635</td>\n",
       "      <td>0.295</td>\n",
       "      <td>0.079</td>\n",
       "      <td>1.185</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.003</td>\n",
       "      <td>4058.0</td>\n",
       "      <td>2577.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  \\\n",
       "difference of means  1.014  0.436   0.225    1.854      0.007    0.005   \n",
       "difference of stds   1.015  0.435   0.218    1.828      0.007    0.005   \n",
       "effect size          0.635  0.295   0.079    1.185      0.005    0.003   \n",
       "\n",
       "                     ess_bulk  ess_tail  r_hat  \n",
       "difference of means    3880.0    2915.0    1.0  \n",
       "difference of stds     3749.0    2876.0    1.0  \n",
       "effect size            4058.0    2577.0    1.0  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(idata, var_names=[\"difference of means\", \"difference of stds\", \"effect size\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Autorship"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Authored by Andrew Straw in Dec, 2012 ([best](https://github.com/strawlab/best))\n",
    "* Ported to PyMC3 by Thomas Wiecki in 2015\n",
    "* Updated by Chris Fonnesbeck in Dec, 2020\n",
    "* Ported to PyMC4 by Andrés Suárez in Ene, 2022 ([pymc-examples#52](https://github.com/pymc-devs/pymc-examples/issues/52))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{bibliography}\n",
    ":filter: docname in docnames\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Watermark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Wed Nov 09 2022\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.10.6\n",
      "IPython version      : 8.5.0\n",
      "\n",
      "numpy  : 1.23.4\n",
      "seaborn: 0.12.0\n",
      "arviz  : 0.13.0\n",
      "pandas : 1.5.1\n",
      "pymc   : 4.2.2\n",
      "\n",
      "Watermark: 2.3.1\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{include} ../page_footer.md\n",
    ":::"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "bayes_toolbox",
   "language": "python",
   "name": "bayes_toolbox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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