{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from lifelines.fitters.piecewise_exponential_regression_fitter import PiecewiseExponentialRegressionFitter\n",
    "from lifelines import *\n",
    "from lifelines.generate_datasets import piecewise_exponential_survival_data\n",
    "plt.style.use('bmh')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# this code can be skipped\n",
    "# generating piecewise exponential data to look like a monthly churn curve. \n",
    "\n",
    "N, d = 2000, 2\n",
    "\n",
    "# some numbers take from http://statwonk.com/parametric-survival.html\n",
    "breakpoints = (1, 31, 34, 62, 65, 93, 96)\n",
    "\n",
    "betas = np.array(\n",
    "    [\n",
    "        [1.0, -0.2, np.log(15)],\n",
    "        [5.0, -0.4, np.log(333)],\n",
    "        [9.0, -0.6, np.log(18)],\n",
    "        [5.0, -0.8, np.log(500)],\n",
    "        [2.0, -1.0, np.log(20)],\n",
    "        [1.0, -1.2, np.log(500)],\n",
    "        [1.0, -1.4, np.log(20)],\n",
    "        [1.0, -3.6, np.log(250)],\n",
    "    ]\n",
    ")\n",
    "\n",
    "X = 0.1 * np.random.exponential(size=(N, d))\n",
    "X = np.c_[X, np.ones(N)]\n",
    "\n",
    "T = np.empty(N)\n",
    "for i in range(N):\n",
    "    lambdas = np.exp(-betas.dot(X[i, :]))\n",
    "    T[i] = piecewise_exponential_survival_data(1, breakpoints, lambdas)[0]\n",
    "\n",
    "T_censor = np.minimum(T.mean() * np.random.exponential(size=N), 110) # 110 is the end of observation, eg. current time. \n",
    "\n",
    "df = pd.DataFrame(X, columns=['var1', 'var2', 'intercept'])\n",
    "df[\"T\"] = np.minimum(T, T_censor)\n",
    "df[\"E\"] = T <= T_censor\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Empircally observed SaaS churn\n",
    "\n",
    "A subscribtion-as-a-service company has a typical customer churn pattern. During periods of no billing, the churn is relatively low compared to periods of billing (typically every 30 or 365 days). This results in a distinct survival function for customers. See below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 369,
       "width": 647
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmf = KaplanMeierFitter().fit(df['T'], df['E'])\n",
    "kmf.plot(figsize=(11,6));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To borrow a term from finance, we clearly have different _regimes_ that a customer goes through: periods of low churn and periods of high churn, both of which are predictable. This predictability and \"sharp\" changes in hazards suggests that a piecewise hazard model may work well: hazard is constant during intervals, but varies over different intervals. \n",
    "\n",
    "Furthermore, we can imagine that inidivdual customer variables influence their likelihood to churn as well. Since we have baseline information, we can fit a regression model. For simplicity, let's assume that a customer's hazard is constant in each period, however it varies over each customer (heterogenity in customers). \n",
    "\n",
    "Our hazard model looks like¹:\n",
    "$$\n",
    " h(t\\;|\\;x) = \\begin{cases}\n",
    "                        \\lambda_0(x)^{-1},  & t \\le \\tau_0 \\\\\n",
    "                        \\lambda_1(x)^{-1} & \\tau_0 < t \\le \\tau_1 \\\\\n",
    "                        \\lambda_2(x)^{-1} &  \\tau_1 < t \\le \\tau_2 \\\\\n",
    "                        ...\n",
    "                      \\end{cases}\n",
    "$$\n",
    "\n",
    "and $\\lambda_i(x) = \\exp(\\mathbf{\\beta}_i x^T), \\;\\; \\mathbf{\\beta}_i = (\\beta_{i,1}, \\beta_{i,2}, ...)$. That is, each period has a hazard rate, $\\lambda_i$ the is the exponential of a linear model. The parameters of each linear model are unique to that period - different periods have different parameters (later we will generalize this).  \n",
    "\n",
    "Why do I want a model like this? Well, it offers lots of flexibilty (at the cost of efficiency though), but importantly I can see:\n",
    "\n",
    "1. Influence of variables over time.\n",
    "2. Looking at important variables at specific \"drops\" (or regime changes). For example, what variables cause the large drop at the start? What variables prevent death at the second billing?\n",
    "3. Predictive power: since we model the hazard more accurately (we hope) than a simpler parametric form, we have better estimates of a subjects survival curve. \n",
    "\n",
    "¹ I specifiy the reciprocal because that follows lifelines convention for exponential and Weibull hazards. In practice, it means the interpretation of the sign is possibly different. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/camerondavidson-pilon/code/lifelines/lifelines/fitters/__init__.py:2244: ApproximationWarning: Approximating using `predict_survival_function`. To increase accuracy, try using or increasing the resolution of the timeline kwarg in `.fit(..., timeline=timeline)`.\n",
      "\n",
      "  exceptions.ApproximationWarning,\n"
     ]
    }
   ],
   "source": [
    "pew = PiecewiseExponentialRegressionFitter(\n",
    "    breakpoints=breakpoints)\\\n",
    "    .fit(df, \"T\", \"E\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above we fit the regression model. We supplied a list of breakpoints that we inferred from the survival function and from our domain knowledge. \n",
    "\n",
    "Let's first look at the average hazard in each interval, over time. We should see that during periods of high customer churn, we also have a high hazard. We should also see that the hazard is constant in each interval. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Hazard')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 792x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 369,
       "width": 705
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1)\n",
    "kmf.plot(figsize=(11,6), ax=ax);\n",
    "ax.legend(loc=\"upper left\")\n",
    "ax.set_ylabel(\"Survival\")\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "\n",
    "pew.predict_cumulative_hazard(\n",
    "        pew._central_values,\n",
    "        times=np.arange(0, 110),\n",
    "    ).diff().plot(ax=ax2, c='k', alpha=0.80)\n",
    "ax2.legend(loc=\"upper right\")\n",
    "ax2.set_ylabel(\"Hazard\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's obvious that the highest average churn is in the first few days, and then high again in the latter billing periods. \n",
    "\n",
    "So far, we have only been looking at the aggregated population - that is, we haven't looked at what variables are associated with churning. Let's first start with investigating what is causing (or associated with) the drop at the second billing event (~day 30). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4))\n",
    "pew.plot(parameter=['lambda_2_'], ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From this forest plot, we can see that the `var1` has a _protective_ effect, that is, customers with a high `var1` are much less likely to churn in the second billing periods. `var2` has little effect, but possibly negative. From a business point of view, maximizing `var1` for customers would be a good move (assuming it's a causal relationship).  \n",
    "\n",
    "We can look at all the coefficients in one large forest plot, see below. We see a distinct alternating pattern in the `_intercepts` variable. This makes sense, as our hazard rate shifts between high and low churn regimes. The influence of `var1` seems to spike in the 3rd regime (`lambda_2_`), and then decays back to zero. The influence of `var2` looks like it starts to become more negative over time, that is, is associated with more churn over time. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 260,
       "width": 681
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 659
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 659
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4))\n",
    "pew.plot(columns=['intercept'], ax=ax);\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "pew.plot(columns=['var2'], ax=ax);\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "pew.plot(columns=['var1'], ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we suspect there is some parameter sharing between intervals, or we want to regularize (and hence share information) between intervals, we can include a penalizer which penalizes the variance of the estimates per covariate.\n",
    "\n",
    "Note: we do _not_ penalize the intercept, currently. This is a modellers decision, but I think it's better not too.\n",
    "\n",
    "Specifically, our penalized log-likelihood, $PLL$, looks like:\n",
    "\n",
    "$$\n",
    "PLL = LL - \\alpha \\sum_j \\hat{\\sigma}_j^2\n",
    "$$\n",
    "\n",
    "where $\\hat{\\sigma}_j$ is the standard deviation of $\\beta_{i, j}$ over all periods $i$. This acts as a regularizer and much like a multilevel component in Bayesian statistics. In the above inference, we implicitly set $\\alpha$ equal to 0. Below we examine some more cases of varying $\\alpha$. First we set $\\alpha$ to an extremely large value, which should push the variances of the estimates to zero. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/camerondavidson-pilon/code/lifelines/lifelines/fitters/__init__.py:2244: ApproximationWarning: Approximating using `predict_survival_function`. To increase accuracy, try using or increasing the resolution of the timeline kwarg in `.fit(..., timeline=timeline)`.\n",
      "\n",
      "  exceptions.ApproximationWarning,\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 659
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 659
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extreme case, note that all the covariates' parameters are almost identical. \n",
    "pew = PiecewiseExponentialRegressionFitter(\n",
    "    breakpoints=breakpoints, \n",
    "    penalizer=20.0)\\\n",
    "    .fit(df, \"T\", \"E\")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "pew.plot(columns=['var1'], ax=ax);\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "pew.plot(columns=['var2'], ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we suspected, a very high penalizer will constrain the same parameter between intervals to be equal (and hence 0 variance). This is the same as the model: \n",
    "\n",
    "$$\n",
    " h(t\\;|\\;x) = \\begin{cases}\n",
    "                        \\lambda_0(x)^{-1},  & t \\le \\tau_0 \\\\\n",
    "                        \\lambda_1(x)^{-1} & \\tau_0 < t \\le \\tau_1 \\\\\n",
    "                        \\lambda_2(x)^{-1} &  \\tau_1 < t \\le \\tau_2 \\\\\n",
    "                        ...\n",
    "                      \\end{cases}\n",
    "$$\n",
    "\n",
    "and $\\lambda_i(x) = \\exp(\\mathbf{\\beta} x^T), \\;\\; \\mathbf{\\beta} = (\\beta_{1}, \\beta_{2}, ...)$. Note the resuse of the $\\beta$s between intervals. \n",
    "\n",
    "This model is the same model proposed in [\"Piecewise Exponential Models for Survival Data with Covariates\"](https://projecteuclid.org/euclid.aos/1176345693). \n",
    "\n",
    "One nice property of this model is that because of the extreme information sharing between intervals, we have maximum information for inferences, and hence small standard errors per parameter. However, if the parameters effect is truely time-varying (and not constant), then the standard error will be inflated and a less constrained model is better.   \n",
    "\n",
    "Below we examine a inbetween penalty, and compare it to the zero penalty. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/camerondavidson-pilon/code/lifelines/lifelines/fitters/__init__.py:2244: ApproximationWarning: Approximating using `predict_survival_function`. To increase accuracy, try using or increasing the resolution of the timeline kwarg in `.fit(..., timeline=timeline)`.\n",
      "\n",
      "  exceptions.ApproximationWarning,\n",
      "/Users/camerondavidson-pilon/code/lifelines/lifelines/fitters/__init__.py:2244: ApproximationWarning: Approximating using `predict_survival_function`. To increase accuracy, try using or increasing the resolution of the timeline kwarg in `.fit(..., timeline=timeline)`.\n",
      "\n",
      "  exceptions.ApproximationWarning,\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 315,
       "width": 659
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# less extreme case\n",
    "pew = PiecewiseExponentialRegressionFitter(\n",
    "    breakpoints=breakpoints, \n",
    "    penalizer=.25)\\\n",
    "    .fit(df, \"T\", \"E\")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "pew.plot(columns=['var1'], ax=ax, fmt=\"s\", label=\"small penalty on variance\")\n",
    "\n",
    "# compare this to the no penalizer case\n",
    "pew_no_penalty = PiecewiseExponentialRegressionFitter(\n",
    "    breakpoints=breakpoints, \n",
    "    penalizer=0)\\\n",
    "    .fit(df, \"T\", \"E\")\n",
    "\n",
    "pew_no_penalty.plot(columns=['var1'], ax=ax, c=\"r\", fmt=\"o\", label=\"no penalty on variance\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that: \n",
    "\n",
    "1) on average, the standard errors are smaller in the penalty case\n",
    "2) parameters are pushed closer together (the will converge to their average if we keep increasing the penalty)\n",
    "3) the intercepts are barely effected. \n",
    "\n",
    "I think, in practice, adding a small penalty is the right thing to do. It's extremely unlikely that intervals are independent, and extremely unlikely that parameters are constant over intervals. \n",
    "\n",
    "\n",
    "Like all _lifelines_ models, we have prediction methods too. This is where we can see customer heterogenity vividly. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3d8PW0Ql1TC+NiUICuugCxpfCFZwZ0fZ1d3dXegpEJcUaJzljfZPcscZJzljfVG5c+VTlLly4gJ62PTCe1mOpNtvnSRObwagrhO56QwVnR7Q9Fy5cwPHjxys9DaKSYY2TnLG+Se5Y4yRncq3vRx13VnoKm/Lw7IuVnkLZcOVTlQsEAtC3NqHGm58TquOzvOMd7XiBQKDSUyAqKdY4yRnrm+SONU5yxvqmcmP4tAMoNGpYw9r8sSTDJyIiIiIiIiKqfgyfqpxGowEANAk1eeNxYRGjziBEUazEtIiKIlPfRHLFGic5Y32T3LHGSc5Y31Ru7PlU5U6ePAkAaK3bA6BfGo8onYiHYpjzR+Ewa9d4NlF1y9Q3kVyxxknOWN8kd6xxkjO51vdu6qG003DlU5UbHx8HAOxp7gFyFjlFBQ+M0SCGufWOdrBMfRPJFWuc5Iz1TXLHGic5Y31TuTF8qnITExMAgNq2vdBFjdkHBBH66Bz7PtGOlqlvIrlijZOcsb5J7ljjJGesbyo3brvbIQz7mmH6qRZhbfauBOr4LIYXgxWcFRERERERERFVyo9+9CP8+Mc/BgDMzc0BAM6dO4cPf/jDAACr1Yo/+7M/q9j8Mhg+7RD6tmbUuAUs2rJjygTveEdERERERES0W126dAnf+MY38sbGxsYwNjYGAGhtbWX4RBs7duwYAEBjqYHVq8Bo7oPiPBaDMSyFYqjTqysxPaJtydQ3kVyxxknOWN8kd6xxkjPWt3x87GMfw8c+9rFKT2ND7Pm0g+wRzHnHUcUClMkkm44TERERERERUdVi+FTlLl68KH3dbGnLeyysWIQxEufWO9qxcuubSI5Y4yRnrG+SO9Y4yRnrm8qN4dMOYm/thCKplI4TihCMsSUMO9l0nIiIiIiIiIiqE8OnHcS0rxXGgCFvTBub5sonIiIiIiIiIqpaDJ+qXGtrq/S1ob0FNZ78HvGqxBwmPREEo4lyT41o23Lrm0iOWOMkZ6xvkjvWOMkZ65vKjeFTlWtry/Z5MuxrRt1iMv+E5BwAYNTF1U+08+TWN5EcscZJzljfJHescZIz1jeVG8OnKnf27Fnpa629HjZn/gqnhDAHRVLkHe9oR8qtbyI5Yo2TnLG+Se5Y4yRnrG8qN4ZPVS4ajUpfC4IAh64h7/GwYhGGeBwjbDpOO1BufRPJEWuc5Iz1TXLHGic5Y31TuTF82mGa69vzjiMKNwyRCFc+EREREREREVFVUm18ClWS0WjMO65r2wddRIewNpwaEJLQx2Yx4jTh7f/yGuwmDRpNGtjNGthNmuyxSYM6vQqCIFTgXRCtbnl9E8kNa5zkjPVNcscaJzljfVO5MXyqcsePH887NrQ3w/S6BuGGsDSmjs8C6EIwlsR1dxjX3WGsRqMUpCAq97PDnPpsM6ihVDCcovJZXt9EcsMaJzljfZPcscZJzljfVG4Mn6rc0NAQuru7pWNDewtqnxWwmNP6SZGcLei1ogkRk54IJj2RVR9XCkC9Mb1iyrwypGowqaFRcqcmFc/y+iaSG9Y4yRnrm+SONU5yxvqmcmP4VOXm5ubyw6d9LbDMRoGe7DlJzEOtAGLJ7X2vhAjM+aOY80eBVfIsAYDVoE6HUWrYzdrs1+mASq9Wbm8StKssr28iuWGNk5yxvknuWOMkZ6xvKjeGTzuMbk8jbEv5YxHFIr761m4IBi3m/FHMpwOkOV/263l/FMFtplMiAGcwBmcwhivzq59Tq1PlhVHLV1GZNEr2nSIiIiIiIiLaRRg+7TCCQoFGQxOAUWksrFiAez6AroMmWA1q9DaubB4niiL80QTmfNG8gGreH8VsOqTyRhLbnp8nHIcnHMfQ4up33zOoFXmhVF7vKTZFJyIiIiIiIiqIy+XCD3/4QzzxxBO4cuUKZmZmoFarcfDgQfziL/4ifumXfgkKRXW0zmH4VOVOnDixYszu2AdFYhxJZSosSihCmJyZRtdB+5qvIwgCzFoVzFoVuuoNq54TiiXWWDUVw5w/Cmcwtu33E4wlMeYOY2yDpuhSQLXs7n1sii4vq9U3kZywxknOWN8kd6xxkjPWtzx8//vfx+/93u/B4XCgr68PLS0tmJ+fxw9/+EP8zu/8Dp588kl85StfqYoFHgyfqpzf74dWq80bM+5rgSmgg7cmII2NTY8A2N4dC/RqJdoserRZ9Ks+Hk0kseCP5a2aygRVc/4oFgNRJMRtTWHDpugKAWhIN0VvNOevmmJT9J1ntfomkhPWOMkZ65vkjjVOcsb6lofOzk58/etfx4MPPpi3wulP/uRP8MY3vhE/+MEP8IMf/ABvfetbKzjLFIZPVW5gYAB9fX15Y4Z9Lah5VQFvTXZs2jVe8rlolAo012rRXLv6RSqRFOEMxvK28i3f4hfdZjqVLKApusWgklZNLV85xabo1WW1+iaSE9Y4yRnrm+SONU5yxvqWh3vuuWfVcbvdjve+97345Cc/iRdeeIHhE22Nob0ZlkfjmNybHVvwT+LapVnU202osxmgrMDqH6Uiu2XusGPl46IoYikUz181tWyLXzGaoruCcbiCcQzMB1c9p0arXLUZeuazWcum6ERERERERLRzqVSpuEeprI7FFwyfdiBjewvq5vP7LwUxhx984yIAQKEQYKk3wtZogq0x9bneboLFZoRSVbktaYIgwGJQw2JQ48AqTdEBwB+JrxJKxTDnj2DeH4MnHN/2PLyRBLyREIadGzdFX605uoVN0YmIiIiIiKrOp//w0UpPYVM++qmHS/K68Xgc3/zmNwEAp06dKsn32CyGT1Wuq6trxZiuxYE6jwpANogJKxalr5NJEc55P5zz/rznCQoBFpshHUqZUN9ogs1ugqXeCFUFQ6lcJq0KJq0Knba1m6IvpBugz+Vu60sHVc5gDNtsO7VhU3S1UkCjcfVVUw4zm6Jvxmr1TSQnrHGSM9Y3yR1rnOSM9S1vH//4xzEwMIAHHniA4RMVxuFYuX9NoVLBYWwCcF0aiyhcGNf/F4zxFhgTLdAl6yEgP1ASkyJcCwG4FgIY6p+TxgWFgDqrHvWNZmmllM1ugrXeCFWV9UfSq5XYa1Fir0W36uOxRBILgdiKUCoTVC34t98UPZYQMeWNYMq7flP0VCilht2szX5t0qDBpGFT9LTV6ptITljjJGesb5I71jjJGetbvr74xS/i85//PLq7u/EP//APlZ6OhOFTlTtz5syqjeBqW/fC4LuOoDk9IIhY0L6MBe3LAAClqIUhHUQZEy0wxlugEWtWvA6QCqXci0G4F4MYupIdFwSg1mpIrZDKfKRDKbWmukKpDLVSgT01WuypWbspuisUw7wvitllzdAzQVWkiE3RL61xjjXdFH35qqnM8W5pir5WfRPJBWuc5Iz1TXLHGic5Y33L05e+9CX8wR/8Afbv34/vfe97sFgslZ6ShOHTDmVob4F9SoHrB1Zv0J0QIvCpR+BTj0hj6mQNjPHWnEBqD5RYfQURAIgisOQMYskZxPDAfPYBAai16FeGUg1GaDTVXVJKhYAGowYNRg0OrfK4KIpYCsezoZQvt+dU6utANLHteWzUFN2sVUqrpDLhVGN65VSjSYM6HftOERERERER5SpVD6Wd4Atf+AL+6I/+CL29vfje976HhoaGSk8pT3UnBbQmQ3szbv62CgFTDPMtha3UiSm8WNL0Ywn96REBBjRCH2mWAil9wgEFNlh1IwIeVwgeVwgjVxfyHqrJC6WMsNnNsDUYodHujFITBAEWvRoWvRr7G1Zvih6IJjDnW9ZzKv151hctSlN0XyQB3zpN0TXK7J0FsyFVNpyqN2qgYt8pIiIiIiIi2fvbv/1bfPzjH8eRI0fwne98BzabrdJTWmFnJAK72FrL5Az7WmD2CHjkWxqEDCIi93ZA8d4+jMz2Y3imH4Gwt4BXFxHEHILaOTjxKgBAKahRp2qFPtYMdaAJxkQLtEkrBBQWZHjdIXjdIYxeyw+lzHW6vJVS9XYTrA0maHU7rwSNGiU6bHp02PSrPh6OJzGfE0plgqrMsTOw/abo0YSISU8Ek561+05ZDeqcVVOZFVTqqtraV03LQIlKgTVOcsb6JrljjZOcsb7l46//+q/xF3/xFzh27Bi+/e1vV+3PVhDF7f41uLqcPn36vF6vv7m3t7fSUykp//A4zvT9gnSsa7bj3vPfBZDaOjbrnsDIzGUMz/ZjZKYfY3PXEEtEt/S99GozGnQdMCdboQo6AE8j1MnVVwVtlrlWl10llRNK6fTqorx+NYolkljMbYq+LKhaCMQQT5b+v0uzVrksmOLWPiIiIiIiqn6Tk5NoaWmp9DQq7hvf+AY+/OEPQ6lU4n3vex9qalb2ed67dy9+8Rd/ccPXKuTPdGBgAKFQ6NVTp07dstm57rxlJ7tMf38/Dh1a2Z3I0NqU6gieDg/DU3O4+IH/iZrDPag5uh+2wz1oOvQI+g49AgCIJ2IYnx/CyOxlDM+kAqkp5/UVr7uaUMyHG7HXALyWGqgBbKYmOIxdqFO2QRfZA9Ftg88dx2azTJ8nDJ8njLGhxbxxU402208qHUrZGuURSqmVCjTVaNG0RlP0pCjCHYzn3aFveVAVjK3e62szMlv7Rrawta/BlOqbtd2tfWvVN5FcsMZJzljfJHescZIz1rc8jI+PAwASicSad7a76667CgqfSo3hU5Vzu92rjiu0Guia7QhPzkpjs997ErPfe1I61jXbUXO4G+bDPag50oM9R/aj49g78eDxdwEAghEfRmcHMDxzGSMz/Rievgx3YHHF91qN0z8Dp38GwPOp+QhKtHZ1ormuBzZNO4zxFoheC9wLQbhdQYibXMnj90bg90YwPuzMGzeatfkrpdLNzvUGzaZev5opBAE2oxo2oxoH7auvMPNH4ukgKpYXSmU+XKHt950qdGtfo1EDu3lrW/vWqm8iuWCNk5yxvknuWOMkZ6xvefjYxz6Gj33sY5WeRkEYPu1g1tuPYfo/H13z8fDUHMJTc5h/7Iw0prbWplZHHe6B+Ug39h3Zj0Mnb4WgUAAAXL55DM9clgKpkZkrCMdWvyNbrqSYwPjCIMYXBqUxrVqPjqaD6Dh2EHZjJ2qwFzGPHq6FAJzzfridmw+lAr4IAr4Ibozkh1IGowY2e85KqfRng0k+oVQuk1YFk1aFzjX6yEXjSSwEVgZTma+LsbUvKQKLgRgWAzFcmQ+ses6KrX1GNRrNma81m14pR0RERERERDsPw6cdrPv334fIghPOZ88V/JyYywPnc+fgfC77HKVBD/OhrlQodaQHB4704NY77oZCo0YymcC0azy7OmrmMm4sDCGRTGz4vSKxEAYmzmNg4rw0Vmu0oavpMLpuP4SbGw/CqmlDaEmBxTkfnPOZUCqAZGJzqUQwEEVw1IWJUVfeuN6gXjOUknM/I41KgeZaLZprN7+1LxNSlWNrn0ow4J9nr6DBmA6kzKmtfY3G1NfF2NpHRERERERElcWG4zIQ9wfg6x+G99IgvJdTH/6roxDjGwdEaxHUKpj2t0urpGqO7of5UBdURgOisTDG5gdzVkf1Y3ZpYsvfq8nShq49h9HZdAhdTYfQYu1CwBOHc96PxTk/nPN+OBf8cC8EkNhkKLUWnV4t9ZFKbeEzw9ZohNGslXUotRmrbe3LDamKsbVvIwIAmyG9jS+9ta/RqM75WgODpvJ37SMiIiIiovJhw/HiK3XDcYZPVW52dhYOh2PTz0tGovBduw7f5UEplPJdHkIiFN76ZAQBho5W1BzulgKpmsM90Njq4AstYWTmSuoOe+kVUr7Q0pa+jVKhwr7G/akwas9hdDkOwWHdCySBJVcQzvlAXijlWgggEd/+Kh0A0OpUOaFU6sPaYIS5VsdQaploIomFVXpOzfmjWAikQqty37Wv0ZheOWXOfK1BnZ537aPK2eo1nGgnYH2T3LHGSc52en0zfCo+3u1ulxseHt7SRUGh1aD26H7UHt0vjYmJBAKjE6kg6tKQtEoq5vIU9qKiiODIDQRHbmD2+6elYd2exlRT88M96Dt6AI/c/lZo9zRi0TuTvrPeZQzP9uP67ACi8dWbV+dKJOMYme3HyGw/Hr/wLQCAQWtCp+OQtDqq9+Rh1Jk6AQDJRBIedyi1Umo+HUrNB+Ca9yO+yVAqEo5janwJU+NLeeMarRLWhmyjc1tDKpiqseih2KXbwjTKwrb2zQeimPNFVw2pyrG1T60UUtv4TNmtfY1GtfQ1t/ZRKW31Gk60E7C+Se5Y4yRnrG8qN4ZPu4igVMLUvQ+m7n3Af3sQACCKIsJTc6kg6tJgaqXU5SGEp+YKft3w9DzC0/NYeDynsbmlBjWHe2A93IN9Rw/jv514B3T7mjDlHsfQ9GWMzFzGyGw/JhZHIYobBxDBiB+Xxl/GpfGXpTGb2Y7OpsPoakqFUp1dB9F10C49nkyK8K4IpVLBVDy2uS2J0UgCs5MezE7mB3UqlQKWBqMURmXCqTqbAUqlYlPfQ25y79rX27j6XfuefPYMOg7fsuJufXP+KOYDUbiC29/aF0uImPJGMOVdPfhcsbXPmP0604uKW/uIiIiIiIi2juHTLicIAvQtDuhbHLA/fI80HnUuSYFU5nNwdAKF3p4s5vbC+fwrcD7/ijSm1OtgPtSFPYd7cODocZhv+Xmo2+0YXxrNu8Peone2oO/h9M3B6ZvD2cHT6feiQLOtHV1Nh9DhOIhOxyG0NXajztaIzt5G6XliUoRnKZQTRvmlZuex6OZCqXg8iYUZHxZmfHnjCoWAOpshZ/teKpSy1BuhVjPIyNApgQ6bHh02/aqP527ty11BNR/IBFXb39onAlgMxrAYLOCufdIKKnXeXfy4tY+IiIiIiGht7PlU5ZxOJ2w2W6WnAQCIB4J5jc19lwfhuzoKMbb11SmCSgnT/o5UH6kj+1FzpAeJdgvGvWNSIDU6cwWBiG/jF1uFSqlGW2MPOh2HpBVSTdY2KISVq5LEpAivJ7wslEr1lIqEi9RcWwDqLAbYGo2w5vSVsjUYodHuvix4u/W92ta+5dv8irG1byMrtvalwyl7OqBqMHFr325VTddwomJjfZPcscZJznZ6fbPnU/Gx4fgmyS18ikQi0GpX76lTDZLRGPzXRuHN6SHluzyERHD1/jsFEQQY2ltSTc2P9MB0uAuhvSbcCE9IDc3H5q8hnoht6eX1GiM6HL3ocBxCZ9NBdDUdgs3sWHPliiiKCPgieSukUs3OAwgFolt/n8uYa3V5q6Qyzc71Bk3Rvke1KUd9B6IJzPmyjdDzQip/cbb2bSR3a1+DSS2FUtnVVGqYdmH4uBtU+zWcaDtY3yR3rHGSs51e3wyfio/h0ybJLXw6c+YM+vr6Kj2NTRETCQSuT+bdac97aRONzdegbWpIB1L7YTjUjqVmFSYTsxiZ7cfwTD+mXWNbfu1agxUdjlQQ1dF0CJ2Og6gxWDZ8XtAfTd1xLxNMLaSCKf8a/YW2wmDS5DQ5zwZTBpNmx2/1qob6lrb2pbfyzfnSIVW6/9SCP4ZYGe7aZ1ArsoFUZvVUuudUg0kDm0ENJVdP7TjVUONEpcL6JrljjZOc7fT6ZvhUfLzbHe04glIJU1cbTF1taHr7AwDSjc2n51cEUptpbB6ZWcDCzAIWnnhBGlNbanDroW7cf+Q+qA+2wrVHwJSwiJG5KxiZvQKXr7DX9wRduDB6BhdGs03TG2ubU72jmg6iq+kw2u0HoNMY8p5nMGlgMFnR2m7Nn2s4lhdGZe6+53FvfkVY0B9F0O/CxKgrb1ynV8PaYFzRV8pcq9vxoVQ5FXTXvlBcCqZWhlQxBDbZK2w1wVgSY+4wxtzhVR9XCECDMWfllDEVSuVu89OznxgREREREVUhhk9UFoIgQN9sh77ZjsaH7pbGoy5PaqteJpC6PIjA8I1NNTZ3nTkP15nz0phRr8OdBzvxpiP3QzzYBGcTMK124frCNQzP9CMQ9hb02vOeKcx7pvDStSfS7yHV0LzTcTB1d710Q3OVUr3iuVqdGnv21mHP3rr8+UYTcC1mt+650tv43K4gxE2urgmHYpi+sYTpG0t542qNclkolQqmai0GKLhyZtMUggCbQQ2bYe279mW29uUGU9LXRdralxSBufTrXcYGjdFztvNlVk41mjSw6FVQMJgkIiIiIqIyY/hU5ex2e6WnUFIaay3q7zmB+ntOSGPxQBC+KyPwXko1NfdeHoRvYKTgxuaJUBie8/3wnO+XxiwqJVp72vHIofsQP9iIxSZgRruE6+4hjM1dRSS2+mqTXKKYxOTiCCYXR/Ds5R8AyG9onlkhtVZDcyAVDNn31MC+pyZvPB5PYskZWNZTyg/3QgCJxOZCqVg0gbkpL+am8kM2pUoBa71RWiFlbUgFUxabAUrV6vMtNbnUt1Gj3PCufc5ATNrKl7lTX/aufVFEN/lzXo0vkoAvEsKIc/UVdmqFgAaTGg1GTX7fqczd+4waaCpUC3IllxonWg3rm+SONU5yxvqmcmPPJ9oRktEY/IPXc+60NwTv5SEkAsFtva6+tQmmI10IHbTBuUfAjM6DMe8oJhaHkUhubSuVXmNEu/0AOpsOo7PpIDodh1Bfs3ZD8/UkE0l43KG8JueZbXzx2Pa3egGAQiGgzmaQ7rqXWS1laTBCzW1cZSGKIpbC8VTvqfTqpvlAFAuZr/0xeIp1x8UNNNdocU97HX7huAM6BlFEREREVIXY86n42HB8k+QWPl24cAHHjx+v9DSqkphMInh9MttDKr19L+pc2tbrqq210B/uQOCwFc5mAbN6L8YDNzDjHt/ya2Yamnc2HUpv2SusoflaxKQIryec3b63kF0xFSlWSCEAtRb9imbn1gYTtLriLJpkfRcuHE9iIXflVHolVWZsIRBDvIiN0btsenz2LT1cCbVNrHGSM9Y3yR1rnORsp9c3w6es//W//hcuXryI4eFhuFwu6HQ6tLa24pFHHsH73vc+WK3WjV8EbDi+6wUCq/d2IUBQKGDs3Atj5140vf2NAFIrSCIzC1JDc6mx+eRswa8bc3kQe+4C8BxQh9THQZ0GmsOH4TtihatFgRmDDzdCE3D55wt6zdUamjfU7pG263U6DqHD0buiofna711ArUWPWoseHfsbpHFRFBHwRbLb93IanocC0YL/DFIvBnhcIXhcIYxeXch7yFyry+8r1WCEzW6C3qDZ1LdgfRdOp1KgtU6H1jrdqo8nkiKWQnHMB7I9p3JXTs37o/BvojH6sDOEf70wi18/sadYb2FXYo2TnLG+Se5Y4yRnrG/5+MIXvoCjR4/i3nvvRUNDA4LBIF555RX81V/9Fb761a/iscceq4qgjuETyYogCNDtaYRuTyMaH8zeOjTq9sLXPwjv5aH0lr1BBIbGISYK+8t4MhxF+JUhqF8B7Eh9HBME4GA7fEetcLUqMWvw4UZ4EoGor6DXXPBMY8EzvaWG5uu9f1ONDqYaHdq6bHmPBQNRuPK27qVWTPk8G/e7Ws7nCcPnCWN82Jk3bjBqYG3MDaVSK6aMZi3vwFdiSoUAm1ENm3H9xugLgZyeU+lwKhNSLQRieef/x+tzuKutFgfWeD0iIiIiIqqs8fFx6HQr/4H6k5/8JD7zmc/gs5/9LD796U9XYGb5GD5VOY1mcytJaHUaSw1sfbfC1nerNJYIR+C/OgpvfzaQ8vUPIxFcvVnzCqII9E/D3D8NM4A2ACchItJph/8mK1x7VZg1+jEZnUY0ESng5bbf0Hw9BqMGhnYrWtrzl11GwnG4clZIZVZMedwhYJO7uIKBKILXo5i87s4b1+pU6S17xrzPanXhwRptn1GjhFGjxz7L6o3RFwJR/Oa3ryKQXiGVFIG/ee4GPv/2/dx+t0W8hpOcsb5J7ljjJGesb/lYLXgCgLe//e34zGc+g5GRkTLPaHUMn6rcyZMnKz0F2VLqtKg91ovaY9n+YFIfqctD8PUPpe641z+EyLxznVfKEiBAN7IE3cgS6gH0AEgKInwtNfAds8K9V4VZUwAz8XkkxY1XXcUTMYzM9GNkph+4kBorZkNzIBUMNbXWoam1Lm88Fk3AtRhIrZbKBFMLfridQYib7C0UCccxfWMJ0zeW8sZVKgWunn0BtgajdPc9a4MRlnojVAw7yq7BqMEf3NeGP35sVBobXwrjaxdm8WvcfrclvIaTnLG+Se5Y4yRnrG/5e/TRRwEAhw4dqvBMUhg+Vbnx8XG0tbVVehq7Rl4fqbedksYj8850IDUI76UhePuHEBydSK1+2oBCFFA7EUHtxAxaABwBEFcp4Xao4D1sgbtNhTlzEAtJV0FzDEUDuDJxHlcmzktjNQZLenXUIWnb3nYamgOAWqOEfU8N7Htq8sYT8STczkB2lVR6+55rMYBEPLmp7xGPJ7Ew48PCTP5WRUEhoM6ihzXdT8qacyc+jZaXrVI62VqLh3qseGwwW4/fen0Od+2rxf4Gbr/bLF7DSc5Y3yR3rHGSM7nW97v/96b7YFfUv/9/5zc+qUCf+9znEAgE4PV6cfHiRbz00ks4dOgQPvKRjxTte2wH/xZX5SYmJmR5UdhptI02NNxvQ8P9t0tj8UAQvisj8F3O3G1vCP6ro0hGNm7srYoLaJgEGiaz29MiWg2cjSI8+41w71NjtiYILwprBOgNuldtaN7h6JWamXc4emHQmjfxrlenVClQbzej3p7/WsmkCI87mBdKZYKp2CYaXQOpu/m5nUG4nUGMDOQ/ZqrRZrfuNZhSPaYaTDCYNOwrVSTvv60Z5yd9WAymekAlReDTme13Sq5I2wxew0nOWN8kd6xxkjPWt/x8/vOfx/x89oZYp06dwuc//3nU19dXcFZZRQufBEFoAfAJAA8DsAGYAfA9AB8XRdG9zlOXv87PAvgfAI4D0AAYBfA1AH8jiuImb9dFVDoqowGWE0dgOXFEGkvG4ggMj0tb9lL9pAYRW9q4Cbk2ImDPhIA9EyEAqb5TQaMGi/Yk3PvUcO3TYK42hLBQ2H8GmYbmL187LY01WdrQ2XQQHY6D6HQcRFvjfug0q/f/2SyFQoDFZoTFZkRXb6M0LiZF+LxhLM75072lAtLncCi2ziuuzu+NwO+NrGh2rtOrV/SUsjYYUVunh6BgKLUZJq0KH7m7NX/7nTuMf3t1Fu/l9jsiIiIioqpz9epVAMD8/DzOnj2LT3ziE7j33nvxjW98AzfddFOFZ1ek8EkQhE4ALwJoBPB9AFcBnATwOwAeFgThLlEUN2yaIwjCpwD8AQA/gG8DcAG4G8CnAJwSBOFNoihu/m+rRGWiUKtg7u2EubcTe37uYQCAKIoIT83lBVLeS4MIT85u+HqGgIC9o0rsHU0CCEME4KvVYNGRhLNZgLtNg4W6MGJCYSuLZtzjmHGP48yVnwBI3WGvtb4DHY6D0iqpvQ3dUKuK14BQUAioqdOjpk6Pjv0N0rgoinjmqefR1X4YzgU/XOmeUlu9A184FFu9r5RaAWt9pqdU9rPFZoSSfaXWdLK1Fg92W/H4UHb73Tdfn8Nd++rQ02Co4MyIiIiIiGgtjY2NePOb34ybbroJJ06cwAc/+EG8+OKLlZ4WBLGAnjUbvoggPAbgQQC/LYri53LGPwPgdwF8URTFD2zwGjcDOA9gCcAtoiiOpscFAH8P4AMAfk8Uxc+s9zqnT58+r9frb+7t7V3vtB3D7/fDZDJVehpUArElL7z9w+lte6kG5/7B6xDjm9uilhREeGwiFhwiFh0i3HtVcNZGkRS29t+2UqFCW0N3KpBqSq2QaqnvgFJR/F26a9V3NBKHayGQH0rNB+B2bb7Z+VoEhYA6qz5v616mtxT7SqX4InH85revwhnMZv77LDr8H26/Kxiv4SRnrG+SO9Y4ydlOr+/JyUm0tLRUehpV7w1veAMuXbqEoaEh2Gy2dc8t5M90YGAAoVDo1VOnTm26uda2/4aVXvX0IIAxAJ9f9vCfAvhNAO8RBOH3RFFcr4HN29Ofv5wJngBAFEVREIQ/RCp8+jCAdcMnop1CXVcD2103w3bXzdJYIhyBf3AsL5DyXh5CIhBc83UUogDLogDLItBzOTUWV6nhrk+FUYv2JFzNCrhr40ABu88SyThG5wYwOjcAvPbt1FxVWuxr3I9ORy860k3Nm6xtUAilCSA0WhUcLbVwtNTmzy2ehNsZzN++t5D6HI9trtm5mBThXgzCvRgElvWVMtfqVvSUsjYaYTDurr5SZq0KH+lrxZ88nt1+N+YO498uzOK9t3L7HRERERFRNZudTe22USqVFZ5Jcbbd3Zf+/Lgoinl/+xNF0ScIwgtIhVO3Azi9/Mk5HOnPo8sfEEXRLQiCG0CHIAjtoiheL8K8d4SLFy+ir6+v0tOgMlHqtKg9uh+1R/dLY2IyieD4NHyXBuHtH4TvciqQiswtrvk6qriAhlkBDbMAkLrQxNQKuBpTYdSiQ4SzCfDWFhbYxOIRDE2/jqHp16UxvcaIffYD6HSke0g1HURjbfOmwpnN1neq2bkJ9fb8f6URkyK8nlBeP6nt9JXyecLwecKr9pXK3bqX+VxTK9++UrftrcUD3VY8kbv97rX09rt6br/bCK/hJGesb5I71jjJGetbHoaHh9HY2Iiamvw7lCeTSXzqU5/CwsICTp48ibq6uspMMEcxwqfM35IH13h8CKnwqQfrh0+Zv0m3L39AEIQ6AJn7xu8HsG74NDg4iA996EOrPvb000+v91SiqiMoFDC2t8DY3gLHW++XxiMLLngvp8OodGPzwMgEsMZWWnVMgH1KgH0qu1opohXhtKcCKadDxKJdRKCmsG1toWgAAxPnMTCRvT2oSVebvrNeuodU0yFYTY0lXy0kKATUWgyotRhW9JUKBqJ5W/e221dqanwJU+NLeeMqtTK9Uio/mLLYDLLoK/WB25txfsoLVzAOIH33u2fH8fm374ea2++IiIiIiCriiSeewJ/92Z/htttuQ1tbG6xWK+bn5/Hiiy9ibGwMdrsdn/3sZys9TQDFCZ8y+2I8azyeGa/b4HV+hFSz8fcJgvD3oiiOAVLPpz/POc+yynPziKIIv98vHev1qbt5hUIhnDmTuhV9a2sr2tracPbsWUSjqbuHGY1GHD9+HENDQ5ibm5Oef+LECfj9fgwMZPfmdHV1weFwSK8HABaLBYcOHUJ/fz/c7uwN/vr6+jA7O4vh4WFprLe3FyaTCefOnZPG7HY7uru7ceHCBQQC+TsUx8fHMTExIR0fO3YMQCqxztgp70mj0eDkyZN8T9t8T+euXQHUAI63w3L/zbj70CFceuVVuF4bQHJsGomxaRgXvPAOjECMrH6HPG1EwJ4bAvbcyAYIIb0IpyOJRXsqjFp0JBE2rvr0FfxhD14fewmvj70kjZm0tag3tKDR1IpG01481PdWKJIa6T2dOXOmpD+nwaEr0s/JZNfg/rekfk5j128g5E8i5E+ixtgAtzOI2Sk3wkER2GRbqXgsgflpL+anvXnjgkKAVg/oTQroTQrUN5px9Ph+zC3egM+fvWTuhNp7wKLEN4M66fExdxh/+V/n8I4ekyz+eyrVNQJI1bic3pMcf058T1t7TwDy5i+H9yTHnxPf09bfEwDZvSc5/pz4nrb+niKRyI59T3v2pFpAhMNhxGLZnQ5GoxHJZBKhUEga0+l0UKvV8PmydyBXqVTQ6/UIhUKIx+PSuNlsRiwWQzic/YdqvV4PhUKR93d0tVoNnU6HYDCIRCLVs1ehUMBoNCISiUjzBACDIbVbIBjMtlLRaDTQarUIBAJIJlO7UZRKJQwGw6be04kTJ/Cud70Lr7zyCl5//XV4vV4YDAa0t7fjIx/5CN773veitbW1oPeU+XNY7+ek0+mgUGztH5+33XBcEIR/BPA+AO8TRfHLqzz+5wD+EMAfiqL4Fxu81pcB/DoAH/LvdncUqdVOBwC8WxTFb671GnJrOD4+Po62trZKT4N2sGQ8jsDwDal/VKqf1CBibu/GTwYgQkTQhJzVUUk47SIi+q3Pqb7GgQ7HQVi1Tbil9y60O3ph0tVs/MQyiMeTWHIGVmzhcy0GNt1Xaj3mWl12616DMd3s3ASDqXh3Giy2//3MGJ4czv7CoRCAz71tP7q5/W5NvIaTnLG+Se5Y4yRnO72+2XC8+Kq+4TiyK5tq13g8M75UwGu9D8DZ9Od3IbX+4CUA9wL4Y6TCp/ktznNH2skXBKoOCpUK5gMdMB/owJ6ffQhAanVgZGYB3kxj88uD8PYPITQ+veL5AgQY/YDRr0TbSGpMhAh/LbL9o+xJOBtFxLSFzWnRO4tFb6r53aOX/g0A4KhrlXpHdTgOYl/jfui1BS65KiKVSoF6uxn1dnPeuJgU4VkKpe7CN+/P+7ydvlJjQ/l9pfQG9YqeUtYGE2pqdRXvK/XBO1rw6rRvxfa7/8Ptd2viNZzkjPVNcscaJzljfVO5FSN8upb+3LPG493pz2v1hJKIqWVY/5j+yCMIwhEASQCvbmGOO9bZs2dx8uTJSk+DZEYQBOj2NEK3pxGND2YbDcZ9AfiuDGfvtNc/BP/VUSSXbdsTIMDsAcweJdrT/2WLEOGxiFLvqEVHEq5GEYkCrzKzSxOYXZrAi1cfk75Hs6091UMqfYe9tsYeaFQFJlxFJigE1FkNqLOu0lfKH13RU8o574ffG9n09wkFY5gad2Nq3J03rlIr0yuk0nffazDC1mhCnbV8faXMWhV+5669+NMnsveFuO4O4xsX5/ArtzSVZQ47Da/hJGesb5I71jjJGeubyq0Y4VOmg/eDgiAocu94JwiCGcBdAIJIrWDaEkEQ7gWwF8APRFFcq7eULOXuFSUqNZXZCMttN8Fy203SWDIeR3BkIt3UfAjeK0PwXRpE1LmU91wBAurcAurcQGd623hSELFkE6XVUYt2Ee4GEckC7vQpQsSkcxSTzlE81/8jAIBSoURrfVe6oXlqlVRrfSdUSnWx/gg2TRAEGM1aGM1a7O2w5T0WCcdTW/cWAnDNZz8vuYJr9YVfUzyWwNy0F3PL+kop0qGYFErlbOXTaItxic93R1stTnVZcDpn+903Ls7izrZadHH73Qq8hpOcsb5J7ljjJGesbyq3bf/NRBTFEUEQHkfqjnYfBvC5nIc/DsAI4IuiKEqdrARBOJB+7tXc1xIEoUYURe+ysTYAXwYQRWrrHRGVkUKlgml/O0z724F3PAggvW1v3glf/zB8/emte1eGERi+kXe3PYUowLoowLoI4HIqcUooRbjrs6ujnPZUQCUWsHgnkUxgbP4axuav4anXvwsAUCs12NvYjU7HIekOe83WfVAoCki4SkyrU6GptQ5NrXV54/F4Eu7FQN7WPVd6xVQ8vrm+UsmkCNdiAK7FAIaX7Uo21+pgbTCmP1KBlK0x1VdqO3cg/ODtLbgw5YMrlNp+lxCBTz83js+9jdvviIiIiIhopWL9s/iHALwI4O8EQTgFYADAbQDuQ2q73R8tOz/TTn/5337+KR02vYpUs/F2AG9F6p5e7xFF8fUizXfHMBrL3/OGaCOCIEBnr4fOXo+G+2+XxhPBMHxXR/MCKV//MBLB7J0ZlAkB9XMC6ucAvJ4KiGIqEa7G9Oqo9LY9r7WwpUGxRBQjM/0YmemXxrRqPdrtB1Kro9KrpOyWFiiE6ghGVCoFGhxmNDjK01dqfDi/r5RWp8oGUjnb+GoteigKCI9qdCr8Tl/+9rtRVxhfvziH/87td3l4DSc5Y32T3LHGSc5Y31Ru277bnfRCgtAK4BMAHgZgAzAD4LsAPi6KonvZuSIAiKIoLBv/7wB+E6nG4mYAcwCeAvCXoigOoAByu9sd0U4nJpMIjk1JPaRSq6WGEJ5e/94BUY0Ipz17d71FRxL+tW5rUACj1ox9UiDVi3ZHLxprm7e1Aqhcit1Xai1KpQBHSy2O3bYX+482QbFBg/O/fHoMT43k3/3u7966Hz0N3H5HRERERKXDu90VX6nvdle08KlayC18GhoaQnd398YnEu0wUZcHA48/g5qlIHzpVVL+wesQ44k1nxPWiVIQtWgX4XQkETRtfQ5GXQ067L2ppuaOg2h39KKhpmlHBFIZeX2l0uGUayEAtysIMbn16/v+Iw685ReOrXuONxzHb357QNp+BwB763T4+7fvh6ZMTdCrHa/hJGesb5I71jjJ2U6vb4ZPxVfq8Kn43WipqObm5nb0RYFoLRprLXwtNtz07rdJY8lIFP6hMelue77+YXj7hxD3+AAAurCA5nEBzePZYCNoTK+OcqQ+L9pFRApceBMIe3Fp/GVcGn9ZGjPra9Fu7003NU8FUzazo2oDqbX6SiXiSbidQamXVGa1lGshgFh07YAv49qlWdx8pxvNbZY1z6nRqfCRu/fifz6e3X53YymMr5yfwW/e1rzl9yQnvIaTnLG+Se5Y4yRncqhvURSr9nf0naYci5IYPhFR1VBoNag53IOawz3SmCiKCE/OwndlWOoj5b08iND4NADAEBCwd1SJven8Q4SIgBl5q6MW7SJi2sLm4At58PrYS3h9LHuDzhqDJR1IZVdJWU2NVf0/O6VKgXq7CfX2/KVhYlKEzxvO7yuVXjEVDOTf9eTlZ0fxjl9Z/x81bt9bi4d6rHhs0CWNffvSPO5sq8VhxzaWpRERERERrUGpVCKRSEClYqRRDIlEAkplaW/YxJ8UEVU1QRCgb22CvrUJjQ/dLY3HfYFsIJXuJ+W/OopkJAqTDzD5lNg3lDpXhAhvXWrLXm4fqbimsDl4g268dv1FvHb9RWms1mhDR7qHVIfjINrtvbCaG4r51ktCUAioqdOjpk6Pfd31eY9dOj+Jx759WToevbqA+RkvGptq1n3ND9zeggvTPsz7U03RRQB//ew4/uEdB6BXV/6ug0REREQkLzqdDsFgEDU16/+eSoUJBoPQ6XQl/R7s+VTlIpEItNoCl2wQ7TDFru9kPI7gyESqsfnlIXivpD5HF90rzhUhwmtJ3VkvFUol4WwsPJBajcVYj3ZHzpY9ey/qTPUbP7FKiKKIr//DS5iZ8EhjB4468OZ3H9vwuRemffj9Hw/njb2ltx7/467WYk9zR+E1nOSM9U1yxxonOdvp9R2LxbC4uAij0QiDwQClUlnVuxKqkSiKSCQSCAaDCAQCqK+vh1qtXvc57PkkY36/f0dfFIjWU+z6VqhUMO1vh2l/O/COB6XxyLwzvUJqEN703fYCIxOodSdR6wY6r6bOSwqpQCq1OioVSLkaRcTXvwZL3IFFuEeex6sjz0tjVlNjOpDqTTc3P4hao7Vo77mYBEHAbfd24nv/+qo0du3SLO56YwCW+vVvx3t8jxlvO9iA719ZkMZ+MLCIO9tqcUvL7v0XKV7DSc5Y3yR3rHGSs51e32q1GvX19fD7/VhYWEAisXFPU1pJqVRCp9MVFDxtF8OnKjcwMIC+vr5KT4OoJMpV39pGGxrut6Hh/tulsUQwDN/VUfj6B6XG5r7+YdS5QqhzAZ0DqfOSggiPNX/LnqtBRKLAa7PLPw/X8DzODz8rjdnM9uwd9tK9pGoMazf2LqfO/Q2ot5uwOOcHAIgicPa563joHYc3fO6vn9yDVya9mPJGpLG/ef4GvvSzvTBqduf2O17DSc5Y3yR3rHGSMznUt1qthsVSHb9D08YYPhHRrqQ06FB380HU3XxQGhOTSQTHp+G7PCiFUb7+ISim52FxAl1XUuclBREeW3Z11KJdhLtBRKLAK6rTNwenbw7nhp6RxuprmqSG5plAyqyvK94bLpCgEHDbGzrwo2+9Lo31X5jCnae6YK5dfx+4TqXAR9+wF7/3wyEk0zu6FwMxfOGnk/joG9pKOW0iIiIiIqpiDJ+IiNIEhQLG9hYY21vgeMv90njU5YHvylBq6176jnvKoTFYFuPo7k+t6EkqRCxZRSw6RDgbk3A6RLjqRSQLvMouemew6J3B2cGnpLHG2ma0O9JNze29aHf0wqQr/Ra2/UccOPPkEDyuEAAgmRDxypnruO9nNu6ld8huwjuPNOKbr89LY48PuXDXvjrc0VZbsjkTEREREVH1YvhU5bq6uio9BaKS2Sn1rbHWwtZ3K2x9t0pjyWgM/qExaXWU78owtP3DsF5eApAKpBIKEUu2/DvsuRtEJAvcgTbvmcK8ZwovXzstjdnrWtBu70Wn4yDaHQfQbu+FUWcu4rsFFEoFTt7TgSe+1y+NvXZ2Erfd2wmDceOO7O+5pQkvTXgx7g5LY589cwMH7b2o1e2u/+3slBon2grWN8kda5zkjPVN5ca73RERFYkoiojMLaYCqStD8F0Zga9/GIGRGxDTTRATShFuW/YOe4t2Ee56EeI2WiI56lqlO+y1O3rRbj8Ag9a0rfcSjyfxpb9+FgFftn/T7fd1ou+B7oKeP7QYxG9//xoSOf+LeUN7Hf7oVPu25kVERERERJXBu93J2JkzZ3Z8IziitcitvgVBgM7RAJ2jAQ2n7pDGE6EI/IPXpVDK2z8Mx5VhxC/5AABxpYil+vweUkv1IkRFYd93dmkCs0sTePHqY9JYk6VNamre4ejFvsb90GvXv2NdLpVKgRN378MzP74mjV346ThO3N0ObQGrl7rrDfil4w589dVZaezZ60u4a8SNezt3T2NIudU4US7WN8kda5zkjPVN5cbwiYioxJR6LWpvOoDamw5IY6IoIjw1B9+V1LY9b/8wfFeGEbw0CYgi4qrUiqjcLXtLtsIDqRn3OGbc43hh4FEAgAABTdY2KYxKBVIHoNPo13yNoyda8dLTowiHYgCASDiO185O4OQ9ha1eevcxB356w4OhxZA09rkXJ3CkyQSbobS3ciUiIiIiourB8ImIqAIEQYC+xQF9iwOND2b/1SkeCMJ/dTQVRqV7SfleGEEiEERcJcLVkB9IeayFBVIiREy7xjDtGsOZKz9OzQEC9tj2ocNxEO32A+k77R2AVp0KpDRaFW6+sw0vnh6WXueVM9dx8x17oVJvvE9QpRDw/76hDR/+3jXE0vvvfJEEPvv8DXziwQ4IgrCZPzIiIiIiItqhGD5VOYtl92xPod2H9b2SymhA3S2HUXfLYWlMTCYRujGdDqTS/aT6hxF6bAYxlQhXY2q7ntMuwtmYWiGFAnIdESKmnNcx5byO5/t/BADQqnS49+jb8M673g+TvhbH79iLc89fRyya6lkV9Edx+fwUjt2+t6D3s8+ix6/e0oQvnZ2Wxl6e8OLxIRce6rFt4k9mZ2KNk5yxvknuWOMkZ6xvKjc2HCci2qFiXn96215Og/OrI4jEw3A1pFdHOVKBlMdaWCCV0VN/EJ/4tX8FADzzk6t45fkx6bEaix6/8f/cDYWysD2AiaSIj/5oCP1zAWnMoFbgi+/ohd288d3ziIiIiIio8thwXMb6+/tx6NChSk+DqCRY39ujrjHBevsxWG8/Jo2JiQQC1yfzVkj5nhiGb2EOzpwVUot2EV7r2v/4MLh4BaMzA+ho6sWtd+3DhRfHkUhvnfO6Q7j6+iwOHt9T0DyVCgEfvacNH/juVUTiSQBAMJbEp58bx1890gWFjLffscZJzljfJHescZIz1jeVG8OnKud2uys9BaKSYX0Xn6BUwtTVBlNXG5redkoaj7o8qVVS6QbnvvPDcF4fxWJdVAqkrh9I5r3WY49/GR/8738DU40Oh29pwWtnJ6THXn52FL03NUFQFBYcNddq8b6Te/B/XpyUxl6b8eM7lxfwc0cat/muqxdrnOSM9U1yxxonOWN9U7kxfCIi2gU01lrY+m6BrS+7QjYZiyMwPC5t3Tv9o6/iuZ+JS4+/PP0CfiMehVqlwYl72vH6uQlkdmo75/0YvjqP7oP2gufw5t56vDjuwatTPmnsn89N45ZmM9qta991j4iIiIiIdjaGT0REu5RCrYK5txPm3k7gZx9C3akTePnJDyKSzoHCyhhevvBj9J14O+qsBhy4qQkDF2ek57/8zCi6ehsLvmudQhDw0Xv24v3fuQpfJNXAPJYU8T8fH8URhxE1OhVqdSrU6VSoSX+u1atQo1XBpFXKenseEREREZGcseE4EREBAERRxKc+eAqXOjzS2H5FOz7+0f8EACzM+vAvf/dC3nPe+Wu3oq2rflPf55kRNz719NimnqMQgBptKozKhFO5QVX2ayXqdGrU6JRQF9gQnYiIiIiINsaG4zI2OzsLh8NR6WkQlQTru7oIgoB7D78Fl4Jfk8YGE9fh9M3DZm5Eg8OMrt5GDA/MS4+/9MzopsOnezst+OkND54eKbzXQFIElsJxLIXjGC/wOQa1AnXplVO1OlX262UBVubDoFYUvIqrUKxxkjPWN8kda5zkjPVN5cbwqcoNDw/zokCyxfquPife/auw/tXX4WpINR8XBeDxH38Jv/DzfwQAuO3ejrzwaWLUhekbbuzZa9nU9/kfd7ZgYimMYWeoeJNfJhhLIhiLYhrRgs5XK4RlgZQStTo1avUq1GqVK0KrGq0Kyg0arrPGSc5Y3yR3rHGSM9Y3lRvDJyIikmjqLTgu7MdpDEhjzw89hneLfwhBENDUWoe9nTbcGHFKj//0qRH87K/euqnvY9Kq8Lm37ceIMwRnMAZPOL7uRyiW3PhFtymWFOEMxuAMxgo6XwBg0irzVk8t/5j0K9G4GERtesWVTsWtgERERES0+zB8IiKiPA8+/Bt4+uXfQ1KZOnZpArhy9UUc6r0LAHD7fR154dP1wUXMTnrgaKnd1PdRKgT0NBgKOjcaT8ITicMTWi+kSkhf+yJxJEvc0lAE4Isk4IskMOmJrHGWDl+fvCYdaVWK9IqqtQOr3A82WiciIiIiOWD4VOXYOJ3kjPVdnfbeew/avm/A9eagNPboY1+WwqfWdiua2+owNb4kPf7S0yN4+3tuLtmcNCoFGlQaNBg1BZ2fSIrwR7NhlCcU3zC8iiZKfwOOSDyJeX8S8/7CVlflNlrPrJ5aGVLlh1lstE7lwms4yR1rnOSM9U3lxvCpyplMpkpPgahkWN/VSVAocHf7KVyP/kAauxi4jFAkCL3WAEEQcPt9nfj2V85Ljw8PzGNhxoeGJnMlpryCUiFIYUwhRFFEOJ5cGUqF4vBEEivCK28kDl8kUeJ3kd9ovVAGtWL1lVSrBlelabROuwOv4SR3rHGSM9Y3lRvDpyp37tw59PX1VXoaRCXB+q5e9777Q/iPL/wAIWPqOKZO4tnHvoqH3/oBAMC+7no4WmoxO+mRnvPTp0fw1l88VoHZbp8gCNCrldCrlXCYtQU9J54U4V1jFZU3c2e+WScUOiOWwnF4wwnES70XENlG6zO+rTRaz6yiUq/cHphefVWj27jROu0OvIaT3LHGSc5Y31RuDJ+IiGgFg6MRR8L7cNY4Jo09ffG7UvgkCALuuK8T3/3XV6XHB/tn4Zz3w9a4O/4lTaUQYDWoYTWo1zznzJkp9PWlmrGLoohgLIml0OpB1WpfB3doo/XloRUbrRMRERHtbgyfiIhoVQ/c8x6c7f8z6Xhct4ipiUE0t/YAADoONKCxyYz5GV/qBBF46ZkR/My7bqrEdKueIAgwapQwapRori1sdVWm0bo3HMdSKLXdLxNeecOJFaFV9TRaz6dVCmtu+6vVpVZT1bHROhEREZFsMXyqcna7vdJTICoZ1nd1O/zwW9D43F9h3pbdvvWT730ev/E//hYApN5P//X1i9LjV1+bwZ2numCxGcs93aq03RrfbKP1pCjCH0mkt/mtsqJqWYBVtkbrCRHz/tjmG60v2/JXq1ehRqtEnX5leKVho/Wy4zWc5I41TnLG+qZyY/hU5bq7uys9BaKSYX1XN0GpxO0Nd+K/ks9IYy+7XsZ7kwkoFUoAQPdBO2yNJjjn/QAAUQRefmYUD//skUpMueqUu8YVQqp/U02BjdYBIBRLwBtO3RlwKRxbdUVVJrTyhHdgo3VdJrRS5YVWbLS+fbyGk9yxxknOWN9UbgyfqtyFCxdw/PjxSk+DqCRY39Xv4Z/7Lfzo688gkf6/hU8fw7mnvoPb3/hOAICgEHD7vR340bdel55z5cI07ri/E7UWQyWmXFV2Qo1nGq3bzYWtrkqkG61nVld51vnakw61qrvR+sr+VZltgDXLxlRstJ5nJ9Q30XawxknOWN9UbgyfqlwgEKj0FIhKhvVd/az72tHjt2Ogbk4ae/KFr0vhEwDsP9qEF08Pw+0MAgCSSRFnn72OB95+qOzzrTZyrHGlQoDFoIZlnUbruTKN1jPb/DK9qzyh5UFV9qMaG60DgEmjzAmmlHnB1GorruS+ukqO9U2UizVOcsb6pnJj+EREROu6/5afxcDI30vHA6ob8DrnUGNL9QpQKATcdm8HHv32Zemcy+cncft9nTDX6so+X6ouuY3W99QU2Gg9kVwRSqVCqwQ8oTg86fBKumNgGRqtA4A/moA/msC0t7BG6yqFkAqptGuvpsoNsti7ioiIiOSK4VOV02gK2wZBtBOxvneGO976HvzLJ78IvzHV6yehBh7/z8/j597/Cemc3mN78OJTI/C6Q6lzEiLOPXcd97+ltyJzrhas8a3RKBWoN2pQv8lG655Vt/6t8hGKI1KGRuvxpAhXMA5XcPO9q5avpkoFVOq8bYI12sreGZD1TXLHGic5Y31TuTF8qnInT56s9BSISob1vTOo1BrcargJz+BVaezM+NP4uZxzlEoFbntDB574Xr809vq5Cdx2bweM5sJWu8gRa7w8chuttxb4nHA8mbd6arWP3ADLF0mgDIurNt27SrozYPqOgGttC8xddaVVFWd1Feub5I41TnLG+qZyY/hU5cbHx9HW1lbpaRCVBOt753j4LR/CMz/8Del4ti6Iaz99CvvvuF8aO3RzM156egQ+TxgAEI8nce7Mddz7pgNln2+1YI1XL51KAZ1Zs6lG675IPHVnwMy2v5zP3rzQKnXHwEi89L2rtnJnQJ1KkbOaamWz9eVjJo0SylWarbO+Se5Y4yRnrG8qN4ZPVW5iYoIXBZIt1vfOse/gcbR8oxaTZo809uhj/5QXPqlUCpy4ux1P/XBAGnvt5QmcvKcDhgK3T8kNa1w+lAoBdXo16vSFNVoHUqurlm//yz9O5I2Vq3dVOJ5E2B/FnL+w8xUCYNaqUKPNX03lW5zFIa9+le2BKuhU8m62TrsDr+EkZ6xvKjeGT0REVJB79r8JX5/+d+n4Iq4h7PFAV1srjR050YKXnhlB0J/aMhSLJvDqC2Poe7Cn7PMlqjSdSgGdSYNG0+Z6V3lXXVmVWNHLylumOwMmRUjfc8KT22xdgzPOqVWfo1EKq66myt0WmNkKaDdpoFcrS/4+iIiIqHIYPhERUUHe+I4P4D8/801ENamlGSGDiKe/9QW86X0fk85Rq5U4cXc7nv3JNWns1Z/ewK13t0O3iRUjRLtRbu+qltqNzweAaDyZCqvWWE212oqrMvRaRzQhYiEQw0IgtuG5aqWAR/bb8N5b98CgYQhFREQkRwyfqtyxY8cqPQWikmF97ywGgxk3qQ/gHLLb6p4dfBQPi7+ft73mpttacfbZUYSCqb90RiNxvPriOO481VX2OVcaa5xKTaNSoF5V+J0BRVFEIJqAJ5xaYbUUimfDq/TX2bFUkBWIJkr6HmIJEd+/sogpbwSfenj3XSeoevEaTnLG+qZyY/hEREQFe+RN78e5Rz8iHY/bfBj76Qtov7NPGtNoVLi1bx+ef3xIGjv/whhuvrONq5+IKkwQBJi0Kpi0KjSjsDtRxhJJ+CKJFXcDXPQGEUoqVl1xFdtC86pXJn24sRTG3jrdpp9LRERE1Y3hU5W7ePEi+vr6Nj6RaAdife88B470oeG7JizoU52KRQXw6I++iA/emf9zPHZ7G849P4ZwKLX6KRLenaufWOMkB2qlAlaDAlZDfnh85syZVetbFEWEYkmpZ1XuyipPJJF3h8D+uUDec08PufDeE3tK+n6ICsVrOMkZ65vKjeETEREVTBAEvKH7Yfzn5H9KY+cxgIh7CVpLnTSm1aVWP515gqufiHYbQRBg0Chh0CjRZF5/ddWPry7is2cmpOPTIy7891uboOCd8oiIiGRFUekJEBHRzvLQ2z4AZU4LGH+tiOe/8Y8rzjt+R37QlFn9RESUcW+HBVplNmia98dwacZfwRkRERFRKTB8qnKtra2VngJRybC+dyaz0YLD6v15Y89e+zFEMb/Hi1anwq1378sbO/9CdivebsAaJzkrRn0bNErcua8ub+zJYde2X5eoGHgNJzljfVO5MXyqcm1tbZWeAlHJsL53rjc98Ot5xyN2H248+/yK847fvrtXP7HGSc6KVd9v7LLmHT9/fQnheLIor020HbyGk5yxvqncGD5VubNnz1Z6CkQlw/reuY4evQ91UYN0nFQBT/z4SyvO2+2rn1jjJGfFqu+bm82w6rNtSIOxJH467inKaxNtB6/hJGesbyo3hk9VLhqNVnoKRCXD+t65FIIC93Q9mDf2CgYQnneuOHc3r35ijZOcFau+lQoB93Va8saeHOLWO6o8XsNJzljfVG4Mn4iIaEse+pn3Q8jZGbNUL+Llb/zTivN2++onItrYG7vzt96dn/LCFeQ1goiISC4YPlU5o9FY6SkQlQzre2ezmRtxQNOZN/bMwI8gJlf2atmtq59Y4yRnxazvTpsB7RaddJwUgadH3EV7faKt4DWc5Iz1TeXG8KnKHT9+vNJTICoZ1vfO99B9v5p3PNTix9STz604T6tT4cQuXP3EGic5K3Z9L1/9xLveUaXxGk5yxvqmcmP4VOWGhoYqPQWikmF973wnbnoQpkR2tUJcA5z+0ZdXPff4HStXP51/YazUU6wo1jjJWbHr+/5OKxRC9njEGcJ1V6io34NoM3gNJzljfVO5MXyqcnNzc5WeAlHJsL53PqVChbs63pg3dl64htDUyp+tRrty9dOrL47LevUTa5zkrNj1bTOqcXyPOW+MjcepkngNJzljfVO5MXwiIqJtefiBX887nt+TxKv/9tVVz92Nq5+IqHDLt949NeJGIilWaDZERERULKpKT4CIiHa2JutedKrbMBLLNhB/9soPcUfsd6FQ5/9vJrP66fnHs0u9XzkzBvdiEKYabfpDB5M59dlo1kKtUZbtvRBRZd3ZVgudSoFwPHXjAmcwhovTPtzSUlPhmREREdF2MHyqcidOnKj0FIhKhvUtHw/e8x584fQnpeNr+/yYfvQZtLzljSvOPX5HG145M4ZQ+jbqsWgCV1+fWfO1tTpVKpDKhFNmHYw1WimgMtVoYTRpoVRV32Je1jjJWSnqW69W4u72OjyRs93u9LCL4RNVBK/hJGesbyo3hk9Vzu/3Q6vVVnoaRCXB+paPO46+Cf/8xF8hrEgFShED8OwP/xm/tEr4pNGqcOvd7Xj+scGCXjsSjiMS9sM571/3PINRkwqipJVT2YDKWKOFuUYHvVEDRW5H4xJjjZOclaq+39hlzQufnh/z4H/EEtCruQqSyovXcJIz1jeVG8OnKjcwMIC+vr5KT4OoJFjf8qFR63BH+314evxxaey88hrefn0SxvaWFefffGcbxoYWMTFavGbCwUAUwUAUmPGteY6gEGA0aaStfcb0SipTbf5KKp1eDUHYfkjFGic5K1V9H20yod6oxmIgHWbHk3hhzLOiHxRRqfEaTnLG+qZyY/hERERF8fB978XTX8mGT9NtIi7969dw+//82Ipz1Wol3vXrJ+B2BuF1h+D3huH3ReD3RhDwRuD3hVNf+yJIFrHZsJgU4femvs96lEohfwVVZtufOb3NLx1UabTKooRURJSlVAg41WnBN1+fl8aeGHIxfCIiItrBGD4REVFRtDX2oEWzB5PR6dSAADx79Uc4EfpdKPUrl3ULggBrvRHWeuOarykmRQQD0XQwFUYgHVBlwqqANwKfN5xa8VTEG2IlEiK87hC87tC656k1yvxQKudrk1mLcDCJWCwBNbcLEW3KqW5rXvh0cdqHxUAU9UZNBWdFREREW8Xwqcp1dXVVegpEJcP6lp+H7vpl/NPT/1s6vtYVxOT3HkPbL7x1S68nKAQYzamVRvY9azccTiSSCPqjy1ZQheHzRhBIr6LyeyMIh2JbmsdaYtEE3ItBuBeDa55z8ZknoNOr06ul8pumm2uyK6mMZi2Uyuprmk60llJew/dZ9Oiy6THsTAXAIoCnht141032kn1PouX4ewrJGeubyo3hU5VzOByVngJRybC+5afv6Jvxr099BlEhDgAImoDnfvgv+OV3v6Wk29OUSgXMtTqYa3XrnhePJVIrpnwR+Dw5K6ky2/zSX0cjiaLOLxyKIRyKrd80XQAMhmzTdHPO9r7c5unlbppOtJZSX8Mf6LZi2DklHT8x5MI7jzZyqyuVDX9PITljfVO5MXyqcmfOnGEjOJIt1rf86LVG3NF5Cs+OPiaNXay5gbdcuIK6mw9VcGYpKrUSdVYD6qyGdc+LRuKpVVTeSHYlVc4KqswKq0Q8WbzJiVtomr5iy1/xm6YTraXU1/B7Oy34x5enkEhvqR1fCmNwMYj9DWtv1SUqJv6eQnLG+qZyY/hERERF9XDfe/LCp6l9Sbz+L/+Ke27+ywrOanM0WhWsDSZYG0xrniOKIsKhmNQYXdry58mupHItehGLpnpXFUvBTdNVCqlhujHThyq3J1VNpmk6fxWg6mTRq3GytRY/veGRxh4fdDF8IiIi2oH4GycRERVVu6MXrfpWTIQmUgMCcGb6Gdy+6Iam3lLZyRWRIAjQGzTQGzRocJhXPefMmTO48867EMppmp5ZOZXd8pc6LnrT9HgSHncInk02TTfV5N/RL/M1m6ZTJTzQY80Ln54ZdeP9tzVDo2J/NCIiop2E4VOVs1jk8xc1ouVY3/L1UN978OUnPiUdD/XGMP7176H7t99bwVmVn8VigWITTdMDvsiKO/pltvz5PKnHKtE0HQB0erW0Yspozu9Dxabpu1M5ruG3tdagVqeCJ5zqI+eLJPDTGx68oYP//6DS4+8pJGesbyo3QRSL+M+sVeD06dPn9Xr9zb29vZWeChHRrhWKBPD+vz2FKLJByUMvNOBXv/MjCEquoNmOWCyRF1AFfBH4vOFUs/Sc5umxaHGbphdEAAzGdD8qactfTtP09LjBqIHApulUoC/8dBLf7V+Qjk+01ODPH+6s4IyIiIh2p4GBAYRCoVdPnTp1y2afy5VPVa6/vx+HDlW+SS9RKbC+5UuvNeKuAw/j6as/kMYu71nEwpMvovGhuys4s/IqRY2rt9I0PSeUymueXoqm6f4ogv4o5tc5LXc1WGbLn/R1zrHeoGZIVcXKdQ1/sMeaFz6dn/LCGYjBZlSX/HvT7sbfU0jOWN9Ubgyfqpzb7a70FIhKhvUtbw/e9u688Glqn4jX/+3f8MZdFD5VssY32zQ9s81v+QoqvzeMgD9a1KbpyaQInycMnye87nkKZSqkMpnTgVR6q1/unf2kkIp39iu7ctV3p82ADqseo65U/7KkCJweduFdN9nL8v1p9+LvKSRnrG8qN4ZPRERUEu32A2ir6cC4dzQ1IABnA6/ijpEbMHburezkCEBhTdOBVFgUCkTz+lBJq6p8EQTSXwcD0aLOL5kQ4VsKw7cUBuBZ8zylMncllW7VgMpUo4VOz5Bqp3qwx4p/eGlKOn58yIV3Hm3kz5OIiGiHYPhEREQl89Adv4h/fOyT0vHQoQSuf+U/cfjP/p8Kzoo2K69p+jrnJeJJBPyRlSup8rb8Fb9peiIhwrsUhreQkCoTTklb/rTSWKZHFUOq6nN/pwVfenkKifQCvBtLYVxdCKK30VjZiREREVFB2HCciIhKJhwN4v1/+0ZExIg0dupJE9773UehMuorODOqpFg0kW2UnnuHv3RIlTmORuIVmZ9SpVgWUOlyVlJlV1hpdSqGVGX0v54YxYvj2XDxzQfq8dt9rRWcERER0e7ChuMyNjs7C4fDUelpEJUE61v+dBoD+g4/gtOXviuNDXQFMPOdx9D6nrdXbmJlwhpfnVqjRJ3NgDrbBk3To3EpiAqkt/j5fdk7+wXSx9FIce/sl4gn4XGH4HGH1j1PpVJk+1CZdTnBVH4TdbmGVOWu7wd7rHnh09Ojbnzg9mZoVIqyzYF2F17DSc5Y31RuDJ+q3PDwMC8KJFus793hgZvfmRc+TbeJuPTv/46WX36bLP9Cnos1vj0ajQoamwoW2/pbq6KReN7qKenrnIDK740gFi1uSBWPJ+FxheBxbRBSqRUr7uhnTDdRzw2sNNqdFVKVu75PttaiVqeCJ5xaEReIJvDiuAf3dlrKNgfaXXgNJzljfVO5MXwiIqKS2mffj3ZrD667BlMDAnBBN4o7zr4Oy203VXZyJAsarQoarQqW+o1DqlTD9HDOSqpsw/TUVsAI4rEih1SxJJZcQSy5guuep1Irs32opC1+umVjOmi0yh0VUhWLSiHg/i4Lvnt5QRp7fMjJ8ImIiGgHYPhEREQl98DJn8c/Pvpn0vHQ4QRG//k/cAvDJyojjVYFq1YF6zohlSiKiEYSCPhy7ubny97dL5AOrPwlCakSWHIGseRcP6RSa5T5AVWmYfqyu/xptPL7Ne+hblte+PTqlA+LgSjqjZoKzoqIiIg2Ir/fSmSGjdNJzljfu8edBx7CVx//a4STYQBA2Ai8MnAah+Y+Ap29vsKzKx3W+M4jCAK0OhW0OhOsDaY1z0uFVPG8BumpoCq8bCyMeCxZ1DnGogm4nUG4Cwmp1tjil9tEfashVSXqu8OmR5dNj2FnaqtjUgSeHHbh3Tdx6wgVH6/hJGesbyo3hk9VzmRa+xdfop2O9b176DR69B35GTz52relsWuHYpj82n+h6/d+rYIzKy3WuHylQio1tDo1bI3rh1SR8MY9qQLeCOLxEoRUi0G4F9cPqTRaZV5PKmn1VE5AZazRQqPJ/7WxUvX9QLcVw84p6fjxQRd+/qh9V25FpNLiNZzkjPVN5cbwqcqdO3cOfX19lZ4GUUmwvneXB47/XF74NL1PRP93/hMdv/0rUKjl+b8j1jgJggCdXg2dvrCQKhVI5Wz5Wx5Y+SJIFDmkikYScEUCcC0G1j1Po1Vlt/bVaLHkXcT+A53ZnlTpFVVqjbKo81vu/i4rvnR2GvGkCACY9ERwdSGI3sb1e34RbRav4SRnrG8qt6L9ti8IQguATwB4GIANwAyA7wH4uCiK7k28Th+A/xfATQAcAOYBXAbwd6IoPlqs+RIRUXm1Nfago7EXo/MD0tjlpkXc9uhzcLzl/grOjKjyckOqenshIdX6PakC3jASCbGoc4xG4nBF4nkh1czo1RXnaXWq9Fa/VO8p47KG6ZmvtxpS1epUuK21Bi+Me6SxxwadDJ+IiIiqWFHCJ0EQOgG8CKARwPcBXAVwEsDvAHhYEIS7RFF0FvA6HwTw9wACAL4LYBJAC4B3AHiTIAh/LIrinxdjzkREVH4P3PxOfPHRT0jHQ4cSuPbZf4L9zfdxywxRAfJDKvOa54miiHAotiKQWhFY+SJIFjmkioTjiITjcC2sv5IqE1I1OMw4cU87HM21BX+PB3tseeHTMyNufPD2FmhVii3Pm4iIiEqnWCuf/h6p4Om3RVH8XGZQEITPAPhdAH8O4APrvYAgCGoAfwEgDOAWURSv5Tz2KQAXAPyRIAifFkUxUqR5Vz273V7pKRCVDOt797njwIP46pOfRiie6kETNgL98WGEmu6C6UAH9C0O6Jrt0Lc4oG91QNfsgL7FAa3dBkGx8/5SyRqnShEEAXqDBnqDBg2OwkIqvzecdze/zJa/TFhVypBqsH8Ob3n3Teg5XFjj8BOtNajTqbAUjgMAgrEkXhxfwn2d1qLOkXY3XsNJzljfVG6CKG7vF4n0qqdhAGMAOkVRTOY8ZkZq+50AoFEUxTX/CUwQBDuAWQCvi6K44t7bgiC8DuAIgPr1VlGdPn36vF6vv5nd+4mIqtNXTv81Hj3/79Jx45SAR765/m3SBbUKuj2N0Dc7oGtJBVL6Frv0tW5PI5Q6bamnTrRriUkRoVAsP5DyrmyiHvBFkExu7XdLrU6FD/zBfVCrC9uO98WXJvHtywvS8S3NZvzFm7q29L2JiIhoYwMDAwiFQq+eOnXqls0+txgrn+5Lf348N3gCAFEUfYIgvADgQQC3Azi9zuvMA1gA0CMIQrcoikOZBwRB6AHQDeBiIdv35OTChQs4fvx4padBVBKs793pwWPvzAuf5ptFfOt9ERj8Aoy+1IfBj5yvBRgCMYTGpxEan17zdTUN1nQotXz1VOprVa257Fv7WOMkF4JCgMGogcGoQUNTaiXVhQsXcPt9+fUtJkWEgrFUQJXZ8rdKQOX3RSAuC6ki4ThuDDvR2dtY0Jwe6LblhU+vTvkw74+i0bR+mE1UKF7DSc5Y31RuxQif9qc/D67x+BBS4VMP1gmfRFEUBUH4MICvATgvCMJ3AUwDaAbw3wD0A3h3IRMaHBzEhz70oVUfe/rppwt5iaoRCKzfL4FoJ2N97057bPtwuO0kLo+flcaCZiBoFrHYtMaKCREwBACDT4DRL6Q++5AfWDmdiC644LlwZdWXUJoMqUCqOWfFVIsd+pamkm3tY42TnK1W34JCgMGkgcGkQWPT2s8VkyKCwSi+96+vYmYi27tp6MpcweFTh02PLpsew85Q6jUBPDHkwi8dL2zrHtFGeA0nOWN9U7kVI3zKdIf0rPF4ZrxuoxcSRfE/BEGYBvANAL+S89AcgH8GMFrIhERRhN/vl471ej0AIBQK4cyZMwCA1tZWtLW14ezZs4hGowAAo9GI48ePY2hoCHNzc9LzT5w4Ab/fj4GB7B2aurq64HA4pNcDAIvFgkOHDqG/vx9ud/YGf319fZidncXw8LA01tvbC5PJhHPnzkljdrsd3d3duHDhwoqLwfj4OCYmJqTjY8eOAQAuXrwoje2U96TRaHDy5Em+J74nAMCZM2dk954A+f2civ2e2vQ34TKy4dOGBCBoAoImEYtYO6DSB5ANp/zpgEoKrAKIDo7Af3WN/5WolBCstdA0NcC2vxN+jQIRsw5CgwWKhjrc9ZZHsLDk3tTPCUjV+E79Oa32nnZ67fE9Fe89Acib/2bfk8/vRl1TBDPZaWH4yjyeb3gegkIo6D11qZYwjOyW259cXcBe/zAyixz5c+J72s57AiC79yTHnxPf09bfUyQSkd17kuPPqZrek06ng2KL/1hbjJ5P/wjgfQDeJ4ril1d5/M8B/CGAPxRF8S82eK1fBvAlAN8B8GcAxgG0AfgTAL8I4D9EUXzXeq8ht55PZ8+excmTJys9DaKSYH3vbt/96T/h8Qv/Abd/YeOTi0gXSG/p8wsw+HK/Tq+gCgDKxOrb8zJb+6RtfRts7WONk5wVo74TiSS+8KmnEQ7FpLF3/foJ7O20FfR8XySOd3/9MmI5zdD/6k1dON68dpN1okLxGk5yxvqmrah0z6fMyqa17o+bGV9a70XSfZ3+L4DXAbwnp3/UVUEQ3oPU9r53CoJwryiKz2xrxjsILwgkZ6zv3e2/3fHr+G93/Dqi8Qhcvvn0xxycvjk4c752+ebhCbqK9n3DRiBsFOFcawUV0gGVtIIKUjBl9C/CMOqE8fX+VQMqpckAfTqI0rU4UN/iwPTUUnZrX6MVgrKwZspE1a4Y13ClUoGOAw24ciHbz23oylzB4ZNZq0Lfvjo8PZL9F95HB50Mn6go+HsKyRnrm8qtGOHTtfTnnjUe705/XqsnVMaDANQAnl2lcXlSEITnANyS/nhma1PdecbHx9HW1lbpaRCVBOubAECj0sJhaYXD0rrmObF4FC5/KqDKBFKpz6mgyumbgydQvPtRSAGVfZ2AKpgbSmW29/lg8PlhPD8KwzOAallAJahV0DU1rmyKnulF1WznXftoxyjWNbz7kD0vfBq+Mo/739xb8A0CHt5vywufzowtwReJw6wtxq+5tJvx9xSSM9Y3lVsx/q+c6eD9oCAIitzgSBAEM4C7AAQBvLTB62R+225Y4/HMeHSrE92JJiYmeFEg2WJ9U6HUKg3sdS2w17WseU48EYPLvwCnNxVKpQKq2fQqqtTXnoAL4jornjYjbADCBhGudQIqbRDp3lPpLX7+OIy+CRgmJmG8kmqYrorn/wVb02DNa4qebYzuqNhd+4hWU6xr+L6ueqjUSsRjCQCAzxPG7JQXTS1rLarPd1OTCQ6zBrO+1K+IsYSIp4bdeNuhtX6lJCoMf08hOWN9U7ltO3wSRXFEEITHkVq59GEAn8t5+OMAjAC+KIqi1EFbEIQD6edezTn3+fTnnxME4dOiKL6ec/4xAD+H1I1MntrunImISH5USjUaa/egsXbPmufEEzG4/Ytw+mZXrKLKfL3kXyxaQBUxABGDCFfjOgFVCMsapM/D6F+A8bV+GM6kwqvcgEppNEDfkt3ap2/JBFVN0DfbU3ft49Y+2kHUGiXae+ox1J9trjrUP1tw+KQQBDzUY8O/nJ+Rxh4ddDJ8IiIiqiLFWo/8IQAvAvg7QRBOARgAcBuA+5DabvdHy87PtGmXfpsWRfGsIAj/DOC9AM4JgvBdpBqO7wPwdgAaAJ8VRbG/SHMmIqJdRqVUo6G2CQ21a98DPp6IYSmwmNrO583f2pdZUeUOLGLZDvEti+iBiF6Ee6OASlpB5YHR74VhZhjGweyWP3U6oBJUSuj22Fdu7WvOjnFrH1Wb7kP2vPBpuH8e9zy0v+DnP9hjxb++OoNk+j+jEWcIQ4tBdNcbij1VIiIi2oKihE/p1U+3AvgEgIcBPAJgBsDfAvi4KIru9Z6f49cBPAfgVwE8BMAMwAvgDIAviaL478WY706SuS0jkRyxvqkaqZRq1Nc0ob6mCWhe/ZxUQOWUtvOlPud/7fYvFD+galg7oNKEU3fuS4VU4zD6bsBwRYDx5cyWPwHqWCqg0tRbclZO5W/r0zU7oK7j1j7aWDGv4R37G6BQCEim0yPXYgDOeT9sjaaCnt9g1OCW5hqcm/RKY49eczJ8om3h7ykkZ6xvKreidWIURXECqVVLhZy76m+0oiiKAL6S/iAiIqpKqYDKgfoaB4Cjq56TSMYxNX8DkWQgta1vlVVUbv8ikmKiKHOK6oCobv2ASh3O9KCag8E/D+PiJRivZwKrVHiljgnS1j5dc7rvVGt6a1/6mFv7qNh0ejX2dtowNrQojQ31zxUcPgGpxuO54dNTI2785m3N0KoURZ0rERERbR5vA1LlLl68iL6+vkpPg6gkWN8kZ0qFCjeGp9HX14duHFn1nGQygaWAc9XeU670127/AhLJ4gRUMR2wpBOxVA9gjb5W6ghg9EVh8C/B6BuEcVCA4dX0Xf18qe1/2qQKWkdDtvdUczqoSt+xT99ih8pkLMqcqXoV+xrefbAxP3y6Mofb7+ss+Pm3761BrU4FTzgOAAhEEzgztoRTXdaizZF2F/6eQnLG+qZyY/hERERUIQqFElZzI6zmxjXPSSYT8ARd+QGVN/21P/W12z9fvIBKCyxpNwqoojD4b8DouwGjV4BhSsjZ8pfuT6U3Q9/clAqjpFAqvcWv2QFto5WrpyhP10E7nvivK1LZzU154XGHUGvRF/R8tVKBN3ZZ8O3LC9LYo9ecDJ+IiIiqAMMnIiKiKqZQKGExNcBiagDW6JOeFJPwBlx5K6eWf+3yzSORjBdlTjEt4NGK8NiAtQIqVdQJg98Fo68fhmkBxmvpcCrdIN0UVqG2rlHaypcKpXJWULXYoTKyX89uYjRr0by3DlPjS9LY8JU53HLXvoJf4+H9trzw6bUZP6a9EeypYZN9IiKiSmL4VOVaW1srPQWikmF9k9yVq8YVggJ1pnrUmerR2XRo1XOSYhLeoDu1asqf6j3lWraKyuWbRzwRK8qc4hrAaxXhtQKrB1QxKOLjMPrHYfALMAwKMJ4XYPBnG6fXKs2wWJpgbHbkb+tL371P22iDoGA/n0opRX13HbTnhU9Dmwyf2ix69DYaMDAflMYeu+bEe0/sKeIsabfg7ykkZ6xvKjeGT1Wura2t0lMgKhnWN8ldNdW4QlCgzmhDndGGThxc9ZykmIQvuCT1m3Lm9J7KfO3yzSOWiBZlTkkV4KsDfHUiVg+oXBCSLugD/alA6oIA43OpgMrgF2AKqWAx1MNm3QNT8550k/R0QNWcCqhUxsK2bNHmlaK+uw/Z8exPrknHU2NuBP1RGEyagl/j4R5bXvj0+JALv3JLE5QK3sGRNqearuFExcb6pnJj+FTlzp49i5MnT1Z6GkQlwfomudtpNa4QFKg1WlFrtKLd0bvqOaIowhdayvaeklZRzcPpnU1t8fMvIBaPFGVOogIImoGgebWAKg5gEsAkdAHAOC/AMJLd2mf0C6gRTLCaG1FvbYZ5z568bX66Zju0DVauntqiUtR3ndWAhiYzFmZ8AABRBEauzuPIrS0Fv8YbOiz4wktTCMeTAABnMIZXJr24bW9tUedK8rfTruFEm8H6pnJj+FTlotHi/OsyUTVifZPcybHGBUFAjcGCGoMF7fYDq54jiiL8YQ9cvoX0yqn0qin/fPpOfqk+VKFooGjzChuBsFGE0748oFpKfwxCEwaM1wUYLuU0Rg8pUae1wGZ2oL6+FXV7mqFvydni1+yA0qAr2jzlpFT13X3QLoVPADDYP7ep8MmgUeINHXV4bNAljT16zcnwiTZNjtdwogzWN5UbwyciIiIqKkEQYNbXwayvQ1tj95rnBSN+uP0LUkP03GAq04/KH/EWbV5RHRDViXA35AZUCQBz6Y/XoIoiFU69mA6nfALMogFWvQ3WGjsaGlphbdoLQ0sTdC0O6Fvs0NRbuHqqiLoP2fHi6WHp+MbwIiLhOLS6wn9tfXi/LS98eumGB+5gDBaDuqhzJSIiosIwfKpyRqOx0lMgKhnWN8kda3x9Bq0JBq0Jzbb2Nc+JxsJw+RfSwdQcnLmrpzyzcHpm4Y0sQVzjrnubtXqjdF/6YwzAy1AsAcbJbDhlCClRp6yBRW+Dra4JDY1taGjelwqomu3Q77HLcvVUqeq73m5Cnc2AJWeqb1MiIeL6tQUcuGmN2z2u4mCjEa21Wkx4Uts/EyLw5LAL7zxqL8mcSZ54DSc5Y31TuQmiWJxf1qrF6dOnz+v1+pt7e1fvVUFERETyEk/EsBRYhNM3D7dvPu9Ofovuabi8c1iKuJFEsmxzEpKAPpC9c585rkOdqhZWYwNsliY0NO5FY0sHzK0t0LU4UqunBDbEznj2J9dw7vnr0vH+Iw685ReObeo1/uP1OXzp7LR03FqrxZd/rpd/zkRERFs0MDCAUCj06qlTp27Z7HO58qnKDQ0Nobt77S0LRDsZ65vkjjVeHiqlGvU1TaivWXtlTFJMwhtwpYIpf7YP1aJrGk73NFy+ebgjbsQRL8qcVjZKD6Y/ZgC8DvgBXAV051MBlTGoRI1oQJ2mLhVQWZvRaN8H+94u1O5thW6PHUq9tihzK5ZS1nf3IXte+DR6bQHxWAIqtbLg13hjtxX/99w0Eul/Z53wRHBlPoBDdlOxp0syxWs4yRnrm8qN4VOVm5ub40WBZIv1TXLHGq8eCkGBOlM96kz16MTBVc/JNkrP9J1agMs7i4WFG1h0TcMVWMBSdAkRFK9Jq9QoHXEA3vTHDQDnpVZU2udSW/xMETVqBBMsWgusptQd/Boc+9DU1oO6tn2pO/eVcVVPKeu7qaUWRrMWAV9q21wsmsD4iBOdBxoLfg2LXo3b99bihXGPNPboNSfDJyoYr+EkZ6xvKjeGT0RERERY3ii9Z83zljdKX1icxML8OJzuGbiCi/DElhAUIkWbV0QPRPQi3IgCcKU/RlILqUZTH6ooYPQrYI5rUSuYUaezwFZjR72tBY17OuDY2436fV1Q7ZDeU4JCQNfBRrz28oQ0Nnh5blPhEwC86YAtL3x6ZnQJH7i9BUZN4SuoiIiIaPsYPhERERFtwmYapTt9c3B6ZjE/M4bFhRtYXJqBO+iEJ+GBXwgDRVqoFNcAHmsSHoQwiRCAeUC8Biwi9fE6oIgDxpAy1X9KYUadzgZbTSMa6lvRsKcdjn370djaAaWqOu4I13PInhc+jQzMI5FIQqks/M6CtzTXoN6oxmIgBgCIxJN4esSNN/fWF32+REREtDaGT1XuxIkTlZ4CUcmwvknuWOO7l0atg8PSCoelNTVwZOU5uY3SF+bGMTd9HQsLN+DyzsEdcsKT9MGvCCOpKM7NYZIqwGdOwIcAphEAMAtE+oEppD7OpRqlG8NKmBN61CpqYDFYYatxoL5hL+xN7XC096DB3gaVUl3y+m5pt0JvUCMUTAVH4VAME6Mu7OsuPDhSKgQ83GPD1y7MSmM/vrrI8IkKwms4yRnrm8qN4VOV8/v90Gqrq8EoUbGwvknuWOO0ntxG6fubbwJuXnlOMpmAJ+jC4tIM5idGMD9zHQuLk3D5ZuEOu+BJ+uFThZFQFiegEhWA35CAH37MwA9gGvBdBnxIbfF7IXWePpJeQaWug0Vvha22CfUNrbA3d6Bxbxca6vZApzFsay5KpQJdB+249MqkNDZ4eXZT4RMAPNRjw79dmEXmT2jYGcLQYhDd9dubH8kfr+EkZ6xvKjeGT1VuYGAAfX19lZ4GUUmwvknuWOO0XQqFEhZTAyymBnS3HF31nEyj9LmZMczdGML8zHUsOielO/h54YdPHUFMXZyACgBC2gRC2gDmEQASU4DrUqoV1bXsOZq4EjVJPWpVtbDobbDVNaG+oQX25k402Ntgq7HDrK9bt0l6z+H88Gmofw5vfOtBKDax9c5u1uCWFjNemfRJYz+56kR3H8MnWh+v4SRnrG8qN4ZPRERERDuY1Ci94xi6Oo6teZ4/sITZ8SHM3xjG/Oz1nDv4ueFBAH51BBFd8QKqqCqBRfixCD8QmQLmXk/dwe9y9hxlUsAeNODnH/gd3HrLwyteY2+nDTq9GuFQautdKBjD5Jgbezttm5rLI/vr88KnH15dxJw/ijaLDlaDGjaDCla9GlZD6sOgVpT1zoFERERyx/CJiIiIaBcwGevQdfAEug6u3ecjuOTCzMhVzE0OY34ufQc//zyWYkvwCkH4NVGEDGLRGqUnFCImMI9PP/lH+LWZCTz45vflPa5UKtDZ24j+V6eksWuXZzcdPt3eVguLXgV3KC6NnZv04tykd9XzdSpFOohSwZYTSllzQiqbQQ2zVsmQioiIqAAMn6pcV1dXpadAVDKsb5I71jjtNIY6KzpvuROdt9y56uNiMong/ALmRq9hZOAiQiE3nO5puAKLWIotwYcA/LoYgiYgqdzENxaAf7vwj7j3gV+GRqvPe6jnsD0vfBrqn8OptxyEQlF46KNKNx7/xmtzBZ0fjicx7Y1g2htZ9zy1QlgRSmU+cldT1epUUG5ivlQdeA0nOWN9U7kxfKpyDoej0lMgKhnWN8kda5zkRlAoYHTY0eGwo+POe1Y9JxGOIDg9B+fYMOYmR7Ewn15BFVyEJ+6BF0EEDAkEakTE1dnnRbRJXHz6v3Dy4Z/Pe722rnpotCpEI6lVS0F/FFPjbrS2Wzc193cfs2PEFcLZidVXO21FLClizh/FnD+67nkKAbDoV66cWi24UjGkqhq8hpOcsb6p3Bg+VbkzZ86wERzJFuub5I41TnK2Vn0rdVqYO/bC3LEX+3D/isdFUUTM7UVochaf+MqvYcoRlh575ZVHV4RPKpUCXb2NuHJxWhobvDy76fBJr1bikw91IhBN4MZSGBNLYSwGYnCFYnAFY3AF43AGU8exRPF6XwFAUgScwRicwRiA0Lrn1upUqVVTBvWy1VT5WwC1qsKbrtPW8BpOcsb6pnJj+EREREREZSMIAjTWWmistXjDzW/D16e/KT026L0GURRX9FHqOWzPC5+G+udw/8/0QtjCKiGjRoneRiN6G42rPi6KIvzRRCqISodSrmAMzlD+sSsUQyiW3PT334gnHIcnHMeoK7zueUaNMr16Kn/lFJunExFRNWL4REREREQVcdsD78LX/yUbPs1ZI1i4dBmNR4/kndfWXQ+1RolYNAEA8HsjmJ5YQnObpehzEgQBZq0KZq0K+yz6dc8NxRKpYCoYgzMTSgXzV1O5QjH4IomizzMQTaRXca1/nlalkEIqNk8nIqJKYfhU5SyW4v9SRVQtWN8kd6xxkrNi1Lfdvg/WsAEuXRAAICqAs4//B968LHxSq5XoPNCAq6/PSmODl2dLEj5thl6tRHOtEs21unXPi8aT6UAqnrOiKhVSOXNWU3nCcRR3wx8QYfP0LeM1nOSM9U3lxvCpyh06dKjSUyAqGdY3yR1rnOSsWPV9wHYILwbOSceXx17Gm1c5r+ewY1n4NId7HzmwI1braFQKOMxaOMzadc+LJ0Us5YRUztVWUqWPk0VOqTbTPL1Or0qtppJ583Rew0nOWN9Ubgyfqlx/fz8vDCRbrG+SO9Y4yVmx6vvW234GLz6VDZ/GDE6EJmehb8m/E1N7TwNUaiXisdQWNp8njNlJD5pa67Y9h2qhUgioN2pQb9Sse15SFOEJx/MbpQfL1zw9FYLFIffm6byGk5yxvqncGD5VObfbXekpEJUM65vkjjVOclas+r7p8L0QTgNiepHMUr2I4Z88iiPv+9W889QaJTr212Pw8pw0Nnh5TlbhU6EUggCLXg2LXo1O29rnZZqnLw+pqrF5ulWvgs2orqrm6byGk5yxvqncGD4RERERUcUYdWa0KB2YSGa31F14ZWX4BKS23uWHT7O45+GeHbH1rhJym6dv1B4r2zw9LjVRL3fz9AnP+n2pUs3TUyup2DydiGhnYfhERERERBV1tOduTFz9D+l4MDKK2JIX6rqavPM69jdApVIgHk+t0vG4Q5if9sLeXFvW+cpRtnn6+uflNk+XmqYHytk8PYpp7/p9qdQKARZDfl+q3d48nYio0hg+Vbm+vr5KT4GoZFjfJHescZKzYtb3zcfeiB/lhE/TrQnMP/ECmt/5przzNFoV9vXUY/jKvDR27fIsw6cy2mrz9NyQqhzN0+f9Mcz7Y+uel2mebtVnm6Zb9KpsWNV9HLO+CKx6NTRV2peKaKv4OwqVG8OnKjc7OwuHw7HxiUQ7EOub5I41TnJWzPru2XMUalGJmJDa0hU0AwNPPboifAJSW+9yw6fBy3O4+0Fuvas2W22engmnpG1/ZWqePuxcv3m6SaOUtvhZMmGVXgVLZkWVXg2LQQWThlv+aGfg7yhUbgyfqtzw8DAvCiRbrG+SO9Y4yVkx61ut0qC7/iCuOC9JY/2T53FfOAKlLn+FTeeBBiiVAhLpIGLJGcTCrA+NTflb9Ghn2Fbz9LygqrTN0/3RBPzRBG4srX+eRpl6P7l9qCwGNWzpFVWWdFBVp+eWP6os/o5C5cbwiYiIiIgq7tih+3DluWz4NNUUgfP5V9D4wF1552l1arR112P06oI0Nnh5juGTzG2nefpqq6lK1Tw9mhAx549izr9+XyoBQK1OtaJhujW9osqasw1Qr1YWfZ5EROXG8ImIiIiIKu5I+23Ac9njmZYkZh97bkX4BKS23uWFT5dmcdcbu7jdiQBssXm61IsqBncoFVrdmHcjqtTBXYK+VCKApXAcS+E4Rl3rn2tQK9JBVDqokhqp54dWNbzLHxFVMYZPVa63t7fSUyAqGdY3yR1rnOSs2PXd1tgDo8qIQDwAAIjpgCunn8KRxP8HQZm/8qOrtxEKhYBkOhFwLQawOOdHg8Nc1DmRvG3UPN3pdMJmsyGRFOENx1cJqlJfuzMN1YNxROLF3/IXjCUR9EQw6Ymse55KIaBOn73LnyUvnMrZBqhXQa1kA/Xdjr+jULkxfKpyJpOp0lMgKhnWN8kda5zkrNj1rRAUONJ+O14aOi2N3aj1YOnVK7CcOJJ3rk6vRluXDdcHF6Wxa5dmGT5RUWVqXKkQYEn3a9qoL1UollwRTqW2/sXzVlZ5wvGizzeeFLEYiGExsP5d/gCgRquUVlPZ0qupLOlwypZuqm41qGFQK7iaSqb4OwqVG8OnKnfu3DneBpNki/VNcscaJzkrRX0f6cgPn6b3JjH/k+dWhE8AsP+IIz98en2GW++oqDZb44IgwKBRwqBRoqVWt+65sUQS7lAc7lC2gbp7ldDKHYojXuw9fwC8kQS8kQTG3OF1z9OqFHk9qJb3o8qssqrRsYH6TsPfUajcGD4RERERUVU40nZb3vH8HhGTP3kGPX/yoRWhUtdBO5Tf65fueud2BrEw40PjHjYep+qnVirQaNKg0aRZ9zxRFOGLJKRm6Zl+VM7Mdr+coCpYgrv8ReJJzPiimPGt30BdIQB1+pxtfiv6U6W2Adr0amhU3PJHtBsxfCIiIiKiqtBY14zGmj2Y904DAJIqYCw6gcDQOEw9+/LO1enV2Nddj5GcxuNXL80wfCJZEQQBNToVanQqtFv1654bjidTAVU6nHIF4zn9qLLB1VIojmKvpUqKSAVhwTjgDK17rkmjhGWN1VS5oZVJwwbqRHLC8KnK2e32Sk+BqGRY3yR3rHGSs1LV95H223H6te9IxzN7k5h79LkV4RMA7D/SlBc+XXt9Fnc/2MO/sFJR7LRruE6lwJ4aLfbUrN5APSORFLEUzvagyvSjWm3bXzRR/C1//mgC/mgCExs0UFcrBSmMsuTc1W/5NkCLXs0tf1uw0+qbdj6GT1Wuu7u70lMgKhnWN8kda5zkrFT1fbjtxIrwaf4nz6Hzt39lxbmdvY1QqhRIpO8w5nGHMDvlRVNLbUnmRruLXK/hSoUAm0ENm0G97nmiKCIQTeQ1S89vnJ4NqnyRRNHnGUuImPNHMedff8ufAKBWp8rb5mdJB1M2Q+brVIilVyvXfa3dRK71TdWL4VOVu3DhAo4fP17paRCVBOub5I41TnJWqvo+tPdE3rGzUcTct/sRnl2AztGQ95hWp0JHTwOGrsxJY9cuzTB8oqLY7ddwQRBg0qpg0qqwt279BurRRBLu3Lv7LQuqXKGY9Hix+6eLAJbCcSyF4xh1rd9AXa9WwKpXo9GkxsP763Ffp6W4k9lBdnt9U/kxfKpygUCg0lMgKhnWN8kda5zkrFT1XWOwYF/jfozNX0sNCMBsaxLzjz6Pvb/6jhXn7z/qWBY+zeIND+/n1jvaNl7DC6dRKmA3a2A3r99APSmK8ITj+UFVZgXVsq/D8eI3UA/FkpiKRTDljeDCtB8KAXhDx+4MoFjfVG4Mn4iIiIioqhzZd1s2fAIw3ZbE3I+fXTV86tjfAJVagXj6Tl++pTBmJpawZ+/u/AslUTVTCAIsejUsejU6sH4D9VAskbqzXzCe049q+YqqODzh+Jbn8w8vTaFvXx17RhGVAcOnKqfRrP+vB0Q7Geub5I41TnJWyvo+3HYSPzj7Vel4em8Srn95FVG3FxpL/t3sNFoVOvY3YvDyrDR29fVZhk+0bbyGV5ZerURzrRLNG+yijSdFuNPb+pzSFr/UCipn5uv047Fle/6cwRiuzAdwxGEq4TupTqxvKjeGT1Xu5MmTlZ4CUcmwvknuWOMkZ6Ws7wMtx6BWahBLpBoN++sAjzmO+ceeR8u7f2bl+UcdeeHT4OVZ3PfIAQhczUDbwGv4zqBSCGgwatBgXD9MEUURvkgCH/vJMIadIWn8zNjSrgyfWN9UbopKT4DWNz4+XukpEJUM65vkjjVOclbK+taq9TjQkt8IN7P1bjXt+xug1mTvYuX3RjA17i7Z/Gh34DVcXgRBQI1OhV845sgbf2FsCaJY5C7oOwDrm8qN4VOVm5iYqPQUiEqG9U1yxxonOSt1fR/dd3ve8VRbEs5nzyLuX9kkV61Woqu3MW/s6qXZFecRbQav4fJ0a4sZWmV2VeS8P4ahnJVQuwXrm8qN4RMRERERVZ2j7fnh02xrEvFYBAtP/nTV8/cfyV/NMHh5Fsli39OdiHY8vVqJW1vye8e9cH2pMpMh2kUYPhERERFR1Wlt6EKt0SYdx7TAQpOIuR89s+r5+3oaoNFm25kG/VFMXneVeppEtAPdta8u7/jM2FJF5kG0mzB8qnLHjh2r9BSISob1TXLHGic5K3V9KwTFqlvvFk7/FIlQZMX5KpUCXQfzt95d49Y72gZew+Xr9r01yNl5hwlPBDfc4cpNqAJY31RuDJ+IiIiIqCotD5+m9yWRCIbgfO7squcfONqUdzx4eRbJRLJk8yOincmkVeF4szlvjKufiEqL4VOVu3jxYqWnQFQyrG+SO9Y4yVk56vtIW/6twBftIsI6EbM/fGbV89s6bdDp1dJxKBjDjVFuvaOt4TVc3nb71jvWN5UbwyciIiIiqkp1pnq0NfZkBwRgZm8S84+fQTIWX3G+cpWtd1dfnyn1NIloB7pzby1ydt5h2BnCjG/lll4iKg6GT0RERERUtY7uuyPveHpfEnGPD64Xzq96/vKtd8NX5pGIc+sdEeWzGNQ45DDmjb0w5qnQbIjkj+FTlWttba30FIhKhvVNcscaJzkrV30fbV/ZdFyEiLkfP7vq+Xs7rNAbslvvwqEYxkecJZ0jyROv4fLXt2zr3Qu7aOsd65vKjeFTlWtra6v0FIhKhvVNcscaJzkrV33vb74JGpVWOg6aAY9VxNxPnoOYSKw4X6FUoOewI2+MW+9oK3gNl7+72uryjq/MBeAMxiozmTJjfVO5MXyqcmfPrn43FyI5YH2T3LHGSc7KVd8alRYH996aNzbVlkR0wQX3uUurPmf/kfzwaah/DrHYyqCKaD28hsuf3axBd71eOhYB/HR8d2y9Y31TuTF8qnLRaLTSUyAqGdY3yR1rnOSsnPV9dF/+1rvpfSIArLn1rqXdCqM5u1oqFk1g9OpC6SZIssRr+O6wfOvdbrnrHeubyo3hExERERFVteXh02xLEnGliLkfPQNRFFecr1AIOHB02da717j1johWumtZ+PTatA/e8Mq7aRLR9jB8qnJGo3Hjk4h2KNY3yR1rnOSsnPXdbGuH1dQoHSfUwPweEeGpOXhfu7rqc5bf9W50cAGR8O7o5ULFwWv47rC3Toe2Op10nBCBlyfkv/WO9U3lxvCpyh0/frzSUyAqGdY3yR1rnOSsnPUtCAKOtt+RNza9LwkAmP3RM6s+x9FSizqrQTpOxJMY6p8r2RxJfngN3z3u2lebd3zmuvzDJ9Y3lRvDpyo3NDRU6SkQlQzrm+SONU5yVu76Xr71bqotFT6ttfVOEFbZese73tEm8Bq+eyzv+/TKlBchmd+kgPVN5cbwqcrNzfFf6Ei+WN8kd6xxkrNy1/fhthMQIEjH7kYRQYOI4OgE/Neur/qcAzflb70bH3Eh4I+UdJ4kH7yG7x6dNj3sJo10HEuIODfhreCMSo/1TeXG8ImIiIiIql6NwYJ2R2/e2Exm9dMPn171OfV2M+odJulYTIoYvDRbukkS0Y4kCAL6lm29e36X3PWOqFwYPhERERHRjnDTsr5Pma13s2uETwDQu6zxOLfeEdFqlm+9OzvhRSSerMxkiGSI4VOVO3HiRKWnQFQyrG+SO9Y4yVkl6nt536fptiREiPBfHYV/aGzV5+xfFj5NjS/BuxQq1RRJRngN31167UZYDSrp+P/f3n2Ht3ne5+K/H2xwAAT33hRFUXsPypYsWx6xHTt10zYns810M9omXemvpyc9TdLT06RtkmY1aZuk6UnaJN6xLVvDFq29JYoUSYmiuDcJggRBjOf3B0CQIAFuDL68P9eli3onH4R3YOKr5/m+dqcHF1qVu/SO+aZIY/EpxtlstmgPgShsmG9SOmaclCwa+S7L3gCDdvIJdmPxwECqt9l450vBZz8lJcchKy9wOQ1nP9F88D18dVEJgf3TZj+dbBqMylgigfmmSGPxKcbV1tZGewhEYcN8k9Ix46Rk0ci3Rq1FZUHgv9a3FfmW3r10LOR1FdMaj7/9ej1cXE5Dc+B7+OqzvygpYPvMvSGMK/S9gvmmSNPMfQoRERERUWzYWLgbFxvf8m+3FXqw4Txgq70NW8NdJJQVzrimfEMWjr9SByl9OyTwj//zCJJS4mAyG5CYZIQpyYBEswGmJCMSzQYkJhmg0/FXZaLVpDIjARajBgN2FwBg1OnBxbZh7Ckwz3ElEc2F/0UlIiIiohVjc/HegO2ubIlxnYRuXKDzpeMo/aOPzLgmPlGPvOIU3LvdF7B/sG8Ug32jIb+Xwaj1FqV8BSlTkgEmsxGJvkJVQqIeKjUXEhAphVolUFWYhJdqe/37TjYNsPhEtAxYfIpxpaWl0R4CUdgw36R0zDgpWbTynZGUi0xLPjoH7gEApBroyPOg4LYanS8dC1p8AoBtewtmFJ/mMmZ3YszuRHfHcNDjQiWQYNJ7Z0+Zjf5Clck3c8qUZITeoIEQYmEvkmIC38NXp/1FgcWnU81DGHd7oFNYoZn5pkhj8SnGZWZmRnsIRGHDfJPSMeOkZNHM9+bivXjt4j3/dluRt/hkq70NW2MzEkoLZlxTUpGOJ9+3GTcvt6Orw4rhwbElj0N6JIYHx3z3Ggx6jlan9i/nm1jaN1GgMiUZkWA2QKNR1odapeB7+Oq0ITMBSQYNBscml95dahvG7nxlzX5ivinSWHyKcdXV1aiqqor2MIjCgvkmpWPGScmime/NRfvw2sWf+bfbCj2QkBAQ6HrpGBL+MPjspzXrM7FmvfcDl2PMCevgGIaHxmAdtGN4cAzWoYmvY7ANjcHjkUHvsxDOcTf6e0bQ3zMS8py4BJ2/15S3QBXYgyouXgeh4uypSON7+Oo0sfTu5bqpS+8GFVd8Yr4p0lh8IiIiIqIVZV3eVmg1ejhdDgDAiAkYSpZI6vf2fSoJUXyaSm/QIi1Ti7TMxKDHPR6JUZsD1kFfcWpoLLBANWiHfdS5LK9n1DaOUds4OluHgh5XqwUSzJP9poIVqnR6/lpPtFz2FwcWn043D8Hp9kCrsKV3RJHE/0oRERER0Yqi0xqwLm8brjad8u9rLfIgqV+F4ZuNGLl9D/El+Uv6HiqVQILJgASTAdn5SUHPcY67MWwdw/CgHdaJ4tS0QpXLufTHtLvdEkP9dgz120OeozdovEWpKTOmJp7kl2g2IMGkh5ofnInmZWNmAswGDYZ8S+9s425cbh/GzjxlzX4iiiQWn2KcxWKJ9hCIwob5JqVjxknJop3vzcV7A4pPbYUerL/o/XvnS8dQ8gcfDvsYtDo1klPjkZwaH/S4lBL2UaevGGX3zqLyzZyaWO43MuyAXPrqPjjGXOjpHEZPZ4jm6AJIMPl6TvmKU4lJBn+BypRkgMGoZXP0KaKdcYoetUpgX6EZv66bfEjByaZBRRWfmG+KNBafYlxlZWW0h0AUNsw3KR0zTkoW7XxvLtqHH+Hv/dtdORJOrYTW6Vt6F4Hi01yEEIiL1yEuXoeMbFPQc9xuD2xWx+TsqSk9qCb+7vDNvlgKKeEtgg2FbrSu0apmLO3zFqgmZ1Rpteolj2WliHbGKbruK0oKKD6dah7C5zwSGoX0X2O+KdKWrfgkhMgF8NcAHgGQAqADwPMAviSlHJjH9QcAHJ/Ht8qXUrYseqArTE1NDd8YSLGYb1I6ZpyULNr5zkrOR0ZSLroGWwEAHg3QmedB3h01hmsalmXpXSSo1SqYLUaYLcaQ5zjGXBgesvuKUdOW+fn2e9xLnz7lcnrQ3zuC/t7QzdGN8brJZujmacv8kgyIT9Arpjl6tDNO0bUpKxEmvRpWhxsAMOxw43LbMHbkBS8krzTMN0XashSfhBAlAE4BSAfwAoA6ADsBfA7AI0KIfVLKvlluAQB3AXwpxLENAN4D4MZqKjwBwMDAnHU7ohWL+SalY8ZJyWIh35uL9+H1Sz/3b7cWeotPQOSW3kWC3qCB3pCI1IzgzdGlR2J0ZBxW39I+7wwne0Cz9FHb+LKMxT4yDvvIOLrarEGPq9TeXlmmKUv7/Mv8fE3S9Qbtsowl3GIh4xQ93qV3SXj1VuDSO6UUn5hvirTlmvn0bXgLT5+VUn5zYqcQ4usA/hDAlwF8crYbSCnvAvhfwY4JIf6f76//sgxjJSIiIiIF2FS0J6D41FbkgYSEQOwsvYsEoRKIT9QjPlGPrLzg57icE83Rx3yzpiYLVRMFKue4e8lj8bglrAN2WAfsAIJ/uNXpNd7ZU/6m6L5ZVL6/J5oMUGvYHJ2ib39RYPHpneZBfNaTp5ild0SRtOTik2/W02F4Zy7987TDfwXg4wA+IIT4vJQy9Bze0PdPBfA0ADuAHy9ttERERESkFJX526FV6+B0e2f12MyA1SJhHhDepXd3WhBfHKIas8potGpYUuJhSQndHN0x5vL3m5ooSHkLVN5lfjarA9Kz9OV94w4Xerts6O2yBT9BAAmJel9z9CmN0c2TBau4eJ1ilvdR7NqcnYhEvRrDU5beXWkfxvZcZcx+Ioqk5Zj5dND39YiUMuBZslLKYSHEO/AWp3YDOLqI+38IgB7Aj6WUg0sZ6EpUVVUV7SEQhQ3zTUrHjJOSxUK+9VojKvK24trdM/59rYUemAe8s2Y6XzqGks99KFrDW1GEEDAYtTAYtUjPCv7B2uP2wDbs8D29z9tvaqIH1UShaszuXPpgJGCzOmCzOtDRMhT0FLVved/UJX3+mVO+fXqDZklP74uFjFN0aVQCewvMeL2+37/vZNOgIopPzDdF2nIUn8p9X+tDHG+At/i0BosrPn3M9/V7872gvr4ezz77bNBjx4/Pp6d57Ojs7ERmZma0h0EUFsw3KR0zTkoWK/neXLwvoPjUVuRB5WXv31l8Wl4qtcrXWNwIFAQ/Z3zcFfCkPn8PqilP83O7PMEvXgC3W2JowI6hWZb3aXXqyaKUOXihSqcL/XEoVjJO0XVfkSWg+PTO3UF8dl8e1Ct85h3zTZG2HMUns+9r8H+WmNyftNAbCyHuh7e4dUNKeWq+10kpYbNNTuM1Gr1PD7Hb7aiurgYA5OXloaCgAOfOncP4uHeqdnx8PLZs2YKGhgZ0dXX5r9+xYwdsNhtqa2v9+0pLS5GZmem/HwBYLBZUVlaipqYmoIFbVVUVOjs70djY6N9XUVGBhIQEnD9/3r8vIyMDZWVluHz5MkZGJlcoZmZmorm5GS0tk73WN2/eDAC4cuWKf99KeU06nQ47d+7ka+JrAgA0NjYq7jUByvs58TUt/jU1NjYq7jUByvs58TUt/DU1NjYGjClar8lt12OqzlwJl0ZC4xIYvtGAkaZW1PS0r9qfU2y8pi4kZgLZUGHTpj0YG3Xi4vnrGB+TcNg90GsTAI8WHW29GBv1wOlY+tI+AHCOu9HfM4L+ntCdP9RawJxkhMkSB/vYEHQGFXRGgczsFIzYB9HW1g67fTTIa1Liz4mvKdhrckvAoIrDmMdbbLI63PjpG6dRHO9Zsa9p6liV8nOaoKTsxeJrMhgMUKkW15NPSLm0N3chxPfhnZ30MSnlD4Ic/zKALwL4opTyqwu8908BvA/TGpnP5ujRoxeNRuPWioqKhXyrmFVdXc0pkaRYzDcpHTNOShYr+ZZS4rPffxI9Q+3+fQ8+p0Fuk/epd2Vf/CRKPvvBaA2PFsHl8sBmnVzaN7nMz9t/anhwDI4xV2QGI4D4BP2UmVOGyV5Uvn3xiXqoVvgsGJrd195uDpj99NjaFPxBVX4UR7R0sfIeTitLbW0t7Hb7pUOHDm1b6LXLMfNpYmaTOcTxif2DC7mpECIZwG/A22j8J4saGREREREpmhACm4v24o0rv/Dvay30+ItPnS8eZfFphdFoVEhKjkNSclzIc8YdLn8z9GHfcr6JPxPN0l3OpS/vgwRGhh0YGXagszX4Qg+VSiDBpJ8sSCXNXOJnjNMuqf8URdf+oqSA4lN10yA+vZdPvSNaiOUoPt3yfV0T4niZ72uonlChTDQa/9FqbDQ+QSkzuIiCYb5J6ZhxUrJYyvfm4n0Bxae2Ign42nwO32jAyO17iC9Z2bMUKJBOr0FqRgJSMxKCHpdSYszuDOg/FVCgGhqDbWgMnmV4ep/HI2Ed9DZcD0WjVSHRNPnEvsBZVN6ZVHrDcnw0o3DYMu2pd1YFPPUult7DaXVYjne4iQ7eh4UQqqlPvBNCJALYB2AUwJlgF89iotH495c+xJUrISH4f1CJlID5JqVjxknJYinflfnboVFr4XJ7n7Q2nCRhTZIwDXpnJXS8cBSlf/SRaA6RIkwIAWOcDsY4HdKzQzy9zyMxanP4n9Q37FvWN7VJ+sjIOLAMLahcTg8G+kYx0Dca8hy9QTOtQbpxskCVZECiyQCNVr30wdCCadUqVBUm4dVbff59J24PrOjiUyy9h9PqsOTik5TythDiCLxPtPt9AFN7M30JQDyA70kp/Z3+hBBrfdfWBbunEGI/gAossNG4Ep0/f55rcUmxmG9SOmaclCyW8m3QxWFt7hbcaD7n39dW6IHpiveDesdzb6DkDz/MZU8UwLtczoAEkwFZeTOPV1dXY8/uA7ANTy1OjflmU/me3jc4hjG7c1nG4xhzwTFmQ2+XLeQ5xnjdjBlTpilL/RIS9VCpF9cMmGZ3f3Fg8emd5iF81u2BboX+7x1L7+G0OizX3M5nAZwC8A0hxCEAtQB2ATgI73K7v5h2/kSb9lC/AXzc93VVz3oiIiIiovnZXLQ3oPjUWuxBha/4NNJwF7a6O0isKInW8GiFUmtUMFviYLbM0n9q3AXblOV8w0FmUTnH3csyHvvIOOwj4+hqswY9LgSQYDIEzKDyFqsm+0/FJehYiF2ETVmJSDJoMOhrdj8y7sbF1mHsKQjV+piIplqW4pNv9tN2AH8N4BEAjwHoAPBPAL4kpRyY7fqphBAWAM+AjcaJiIiIaJ42F+/Df5z4R/92Vz7g0khoXBNL795k8YnCQqfTIDktAclpoftPOcZcgU/vGwp8mp9taAxu99LX90kJ//1DUavFjObok4Uq7369QcMC1TRqlcD+oiS8VNvr33fizgCLT0TztGxd7aSULQDmtZheShnyncxXqDIu17hWuoyMjGgPgShsmG9SOmaclCzW8p2TUoQ0czZ6htoBAC6VBx15HuRNPPXu+TdR9qcf5wdqmrflyrgQAgajFgajFmlZiUHPkR6J0ZHxoM3RJ/aNDDsgl6H/lNstMdg/isH+0P2ntDr1zFlTSQbvEj/fcj+tbvX1nzpQYgkoPp1uHsKYywODZuUtvYu193BSPj5SIcaVlZXNfRLRCsV8k9Ix46RksZZvIQS2FFfhyOX/8u9rLQPymrx/H73bBuvVOpg38wlPND+RzLhQCcQn6hGfqEdmbvCZNB63B7ZhR+CsqcHAJ/jZR8aXZTzOcTf6e0bQ3zMS8hxjnNY/YyrBPFGYmixUJZgM0KzAosxsKjPikRqnRe+ot8/XmMuDc/eGcF+xJcojW7hYew8n5WPxKcZdvnwZW7ZsifYwiMKC+SalY8ZJyWIx31tL9gcUn9rL1ZBHJAQmn3rH4hPNV6xlXKVWwZRkhCnJCBQEP8fpdAfpP2UP6EU17nAty3jso07YR53o7hgOeU5cvG7a0j5vg/SEiaKVSQ/1CmrYrRIC9xUn4Vc3evz7TtwZWJHFp1jLNykfi08xbmQk9L82EK10zDcpHTNOShaL+V6Xvw16rQEOp7ffzbDWgYFULZJ7vcWnzhePovwvn4VQrZwPuxQ9sZjxuWi1alhS42FJjQ95jmPMFdAMfaI5unc2lXfb7fIsy3hGR8YxOkuDdAggIVHvK0QZpjzJb7JBenyiHipV7CyXPVBsCSg+nWuxYmTcjfgVtgxxJeabVjYWn4iIiIhIEXQaPdbn78TF22/797WvUSHZ16JlrK0LgxdrYNmxIUojJIo+vUEDvSERqRkh+k9JCfuI01uQmjaDamLbZnVAepahAZUEbFYHbFYHgKGgpwiV8Beo/E3SJ57ol+SdSRUXr4OIUIGqPC0OmYk6dA57lziOuyVONw/hwbLkiHx/opWKxacYp9Ppoj0EorBhvknpmHFSsljN95aSqoDiU8emOKw/NdlYueP5N1h8onmJ1YyHmxACcQk6xCXokJETov+UR2Jk2OErSDkmC1O+2VQ26xhsww5gOepTHjnnE/xUauGdOWUOfHrf1OV+xnjtsjxwQAiB+4st+PnVLv++t+4MrLji02rNN0UPi08xbufOndEeAlHYMN+kdMw4KVms5ntz8b6A7XbjIMYMWhjGvB86u146joq//hyEemUtkaHIi9WMxwKVSvgLO6G43R7YrI7JZX1TilQTTdNHl6lBusctYR2wwzpgD3mORqPy9poyGWBONmL9tlzkFi6uV9OB4qSA4tPFtmEMO1xI1K+cj9fMN0Xayvl/xyrV3NyMgoIQHQWJVjjmm5SOGScli9V8p5oyUZC+Bs3d9QAACYmOtRoUXXEDABzdfeg/fQUpVduiOUxaAWI14yuFWq2C2WKE2WIEELzI43J5YLNONkMftgYu8RseGoPd92S5pXK5PBjsG8Vg3yhamoCbV9rx2x/biez8hRegipONyDXr0Trk8N7bI/HO3SE8Up6yLGONBOabIo3FpxjX0tLCNwVSLOablI4ZJyWL5XxvKa7yF58AoGeXBUVXev3bHS+8yeITzSmWM64UGo0KSclxSEqOC3lOsCf42awTzdG9jdIdYwt/gp/HLfHmi7X44Kf3LvhaIQQOFFvwH5c7/ftO3BlYUcUn5psijcUnIiIiIlKULSVVeP7Mv/q3m0z92C4kVNK79K71Jy/Asn0DEitLYczLgtYcvPEyEUXffJ7gN+5wTXlyX7A/dow73DOu6263YrB/dNbiVyjTi09X2ocxYHfCYtQu+F5EqwGLT0RERESkKGVZ65FoNGPY7n16lt1tR/8aM1JvTTYsvv65v/H/XWNKgDEvC8bcDO9X/59MGPOyoDEnLkujYiIKD51eg5T0BKSkJ4Q8xzHmxPDQGH78zVPwTHlSX1N9L7bszl/w98y3GFCcbMCdfu/7ikcC1U2DeGJd2sJfANEqwOJTjNu8eXO0h0AUNsw3KR0zTkoWy/lWqdTYVLQP1Td/7d/XdyADqbeag57vstowXNOA4ZqGoMc1ifEw5GYGFKSm/tEmsTilRLGccVo4vUELvUGLqsNlePu1yWW5TfU9iyo+AcD9xRbc6e/wb5+4s3KKT8w3RRqLT0RERESkOFtLqgKKT/eyx7A+OQnO/sEF38s1PAJb7W3Yam8HPa6Oj5tWlJry99xMaJPNLE4RxYiiNWkBxad7t/vhcnmg0agWfK/7iy34twuTxacbnTb0jowjNV63LGMlUhIWn2LclStXUFVVFe1hEIUF801Kx4yTksV6vjcW7YFKqOGR3j4vbUP3UHn0v4ALzRi6dgvDNxpgb2mHvbUTnrGlPe7dPTIKW90d2OruBD2ujjMGmTGVCaNvNpU2JYnFqRgU6xmnxUnNSECCSQ+b1fekOqcbbXf7UVCauuB7ZZv0KE+Lw62eUQCABPB20yDesz59OYccFsw3RRqLT0RERESkOAkGE9bkbERd62X/vmudF3H4ifci84kH/PuklBjvHYC9pQP2ex3ery2d3q+tHd7ilN2xpLG4R+2w3WqC7VZT0ONqo2HGjKmpy/x0qRYWp4iWiRACRWvScP1Cq39fU33voopPAHB/UZK/+AQAJ24PrIjiE1GksfhERERERIq0tWR/QPHp0u1qHN7y3oBzhBDQpyVDn5aMpK2VM+4xWZzyFaR8f8ZaO/373PaxGdcthNs+Blt9E2z1wYtTKqMextyZM6aM+d59LE4RLUxhWeqM4tOBxxZ3r/uKLfj+uXb/dl3PKDqGHchK1C91mESKwuJTjMvLy4v2EIjChvkmpWPGSclWQr63lFThP9/6hn+75t4FOJx26LXGed8jsDi1bsZxKSWcfYPTZkxNLVR1wj1qX9Lr8NgdGGm4i5GGu0GPqww6X3+pidlTgUv8dGnJLE4twkrIOC1OQWkKhEpA+p5619dtg3XQDlPS/N8bJqQn6FCZEY+arhH/vrfvDOK3NmUs23jDgfmmSGPxKcYVFBREewhEYcN8k9Ix46RkKyHfuSnFSDVlodfqbQjsdDlwo/k8tpXet2zfQwgBXaoFulQLzFtCFKf6hyaLUVNmTPmLUyOjQe48f56xcYw0NGOkIfjT/FQGHYy5mVOW8gUu8dOnJUOoFt5sWelWQsZpcQxGLbLzktDWPODf11Tfi007F1eQOVBsCSg+Hb89EPPFJ+abIo3Fpxh37tw57Ny5M9rDIAoL5puUjhknJVsJ+RZCYGtJFY5c/m//vsu3q5e1+DSfMehSkqBLSYJ5c8WM41JKOAesQWdMTfzdbVuG4lTjPYw03gt6XKXXwZCTEaQpurdIpU9PWZXFqZWQcVq8ojWpAcWnu0soPt1XlITvnGmFbyIV7vTbcXfAjkLLwmdSRQrzTZHG4lOMGx9f2tNXiGIZ801Kx4yTkq2UfG8p2R9QfLp0pxpSyphZhiaEgC7ZDF2yGeZNa2ccl1LCOTiMsdaOGX2nJrZdwyNB7jx/Hsc4Ru+0YPROS/Ax6rQw5mTMmDHlXeqXCX1GCoRavaQxxKKVknFanKI1qah+o8G/3Xy7F26XB2rNwgutljgtNmcn4lLbsH/f8dsD+Mj22C0+Md8UaSw+EREREZFiVeZtg06jx7jL+8S6/uEu3OtpQEH6miiPbH6EENBZTNBZTDBtKA96jnNoOOiMKX9xympb0hjkuBOjTa0YbWoNelxoNVOKU94C1dQlfobMVEUWp2hlS88yIS5eh9ERbxFm3OFG+71B5BUnL+p+D5RYZhSfPrwtK2YK3UTRxuJTjIuPj4/2EIjChvkmpWPGSclWSr51WgPWF+zEpdsn/fsu3T65YopP86E1J0JrToRpffDX5BwaDrmkb6y1E87B4aDXzZd0ujB6tw2jd9uCHhcatW9Z3+RsqYmvhtxMGLLToNLE3seSlZJxWhyhEihck4qblyefVNdU37Po4tO+wiT80zstcLq9a+86h8dR2z2KdRmxmSPmmyIt9t7lKcCWLVuiPQSisGG+SemYcVKylZTvrSX7A4pPFxvfxtN7fi+KI4osf3GqsizocafVhjFfcWrUX5Tq8heonAPWJX1/6XLD3twOe3N78BNUKhiy0rxL+qY2Rs/1bedkQG2I/GPrV1LGaXGKphefGnpx3yPBZxjOJV6nxu58M042Dfr3Hb/dH7PFJ+abIo3FpxjX0NCAsrLgvygQrXTMNykdM05KtpLyvbVkf8B2Y8cN/N0v/wDrC3Yi3ZyDjKQcpJlzYNDFbn+WcNKaEqBdV4rEdaVBj7uGRyZnTt2b2hi9E/bWDjj7h5Y2AI8HY21dGGvrwgCuBj1Fn57iLUpN/JlY2uf7uyZh+T/gr6SM0+IUlqUCAoCvUXhPxzBs1jEkmAyLut8DJZaA4tOJO4P4xO5caFSxt/SO+aZIY/EpxnV1dfFNgRSL+SalY8ZJyVZSvpMT01GUsRZNXXX+fZdunwyYDQUA5rhkpCflIN2cg/SkHGQk5fr/npyQBpVqdfYt0iTGI7GiBIkVJUGPu2wjvqV8ndOW93kLVM7+wSWPwdHdB0d3H4Yu1QQ9rrWYJmdNTVvWZ8zNhNZiWnDvnZWUcVocY5wOWblmdLRMFlCbGnqxYVvuou63I8+EeJ0aI+NuAMDQmAuX24axI8+0LONdTsw3RRqLT0RERESkeLvLHwwoPgUzNNqPodF+NLRfn3FMo9YizZTtK0rlIM2cHVCcitMnhGvoMU+TMEdxamQU9pbOyaV997y9puy+P+M9/Useg3PACueAFdbr9UGPq+PjYMzNmLmsz/f0Pl2qBUK18Kec0cpXtCYtsPh0a/HFJ51ahf2FSXitvs+/79jt/pgsPhFFGotPRERERKR4j277HdzpqsW5W8cgJ9bYLIDL7UTHQDM6BpqDHk80mpFuzvXOnErKQYavKJWelIuUxHSoVav3125NfBwS1xYjcW1x0ONuuwP2ts6AgpS/71RrJ8Y6egCPZ0ljcI+MwnarCbZbTUGPq/Q6b1P0iYJUbiaco1b0q+NhzMuCPjM1Jpui09IVrUnFqaON/u3mxl543B6o1IsrRj5QagkoPr1zdwhjLg8MGhY3aXUTUi78P76x7OjRoxeNRuPWioqKaA9lWTgcDuj1kW+wSBQJzDcpHTNOSrZS8z3qsKGx4waauurQPdiG7sE2dA21os/aCbfHHZbvqVapkWLKRMaM4pR3O8HAWRGz8ThdGGvv9haiJpb1+YpUY62dsLd1QTpdYR2DUKuhz0oLWNLn7zuVlwVjdjpUel1Yx0Dh4fFIfOcrx2Afdfr3/c4ndiGnwLKo+7k9Eu//WQ36ptzviwcLcaBkcfcLl5X6Hk7RVVtbC7vdfunQoUPbFnoty/cxzmaz8U2BFIv5JqVjxknJVmq+4/QJ2Fi4GxsLdwfsd3tc6BvuRvdgq68g1eYvTnUPtWLYvvim2m6P238vBJk4Fa9P9Bel0s25Acv6Uk2Z0Ki1i/7eSqDSahBXkI24guygx6XHA0dXn68g1TFliV+nf5/H7ljSGKTbjTFfsWvgzJWg5+gzUmHIzQh4Ut9EscqQmwlN/OpsaB/rVCqBgtJU1F3r8O9rqu9ddPFJrRI4UJyEX97o8e87drs/5opPK/U9nFYuFp9iXG1tLaqqqqI9DKKwYL5J6ZhxUjKl5Vut0iDdnI10czZQMPP4qGMY3YPt6B5qQ9dgK3qG2tHlL061we1Z/MybEccwmrrqgvakEkKFlMQMZPgboXuLUxON0RONSQtupK00QqWCISsNhqw0WHZsmHFcSgln3+BkM/Sps6Z8BSqX1bbkcTi6euHo6sXQxRBN0ZPNU4pRGQHFKWNuJjTmxFX/s4yWovLpxaceVD20+GbcB0uTA4pP51ussI65YDLEzsdvpb2HU+yLnfQTEREREcWoOH0iCjPKUZhRPuOYx+NGv63HX4jq8s2e6vbNnhoaXXxDbSk96LV2oNfagRpcmHHcqIv3zZKaLE5NLOtLM2dDq+FSMCEEdKkW6FItMG8O3prDabVNLunzFaRartxAvN2JsdZOjPcNLnkczv4hOPuHYL12K+hxdUJcyFlTxrxMb1N0FqfCorA0NWC7q82KkWEH4hMXNzOoLMWIXLMerUPeGXduCZy8O4h3rU2d40oi5WLxiYiIiIhoCVQqNVJNmUg1ZWIdZrbBGBsfnZwpNdSG7sHWyb8PtcPpWvySMPv4CO71NOBeT8OMYwIClsT0Kc3Pc/xP58sw58Acn8Jiho/WlADtulIkriv17+utrsZe38wQ14gdY21d02ZNTc6icnT2Akvspeu2jcJWexu22ttBj6sMusmn9U2bNWXIzYQhMxVCrV7SGFar+EQ9MnJM6Gqz+vfdbehF5dacRd1PCIEHSiz48aVO/743G/pZfKJVjcWnGFdaWjr3SUQrFPNNSseMk5Ix3/Nn0MUhL60UeWkz/zfzSA8GbX3oHpqYLdXuLU75Zk0N2HqC3HF+JCT6h7vQP9yF2tZLM47rtQakmXNmFKcyknKRZs6CXru6exRNzbgm3oiENYVIWFMY9FzPuBNj7b7i1ESvqZbJJ/iNtXdBupbW0N4zNo6RxnsYabwX9LjQqGHIzggsUOVNPr3PkJ0BlW519w+bTdGatIDi051bPYsuPgHAwZLkgOJTTdcIPvVcHQ6XJWNXvhnZpuj2W+J7OEUan3ZHRERERBSjxp1j6LF2+JfyTZ091T3UDofTHrbvbYlPRZq/IBXYED0pIRUqwUfHz5d0uzHW2esvRs3oPdXaCc/YeHgHIQT0man+WVNTZ1AZcjJgzMuEJj4uvGOIYe33BvGf3z3j39YbNHj2Lx6AWr34nH/mhVu41TMa9FieWY9d+WbszjehMiMBahVnIVLs49PuFKy6upqN4EixmG9SOmaclIz5jgyd1oCclCLkpBTNOCalhHV0YEafKW8j9Fb0D3dDYvH/0Dww0ouBkV7Ut12dcUyr1k32mkrK9S3ny/YXpwy6lV/EWM6MC7UaxpwMGHMyYNm1acZxKSXGewemPKlvsjg1Uaxy24IXMeZNSjg6euDo6MHg+etBT9FaTJOFqZyMwCV+uZnQpii3wX1mrhnGOC3so04AgGPMhfbmQeQVJy/6no+tTcWtnuAz1VqGHGi53o1fXO9Ggk6NHXkm7MozYXuuKSKNyfkeTpHG4hMRERER0QokhIA5Phnm+GSUZc98ypvTNY4ea0dA8/OJr12DrbCPjyz6ezvd42jvv4v2/rtBjycakyZ7TJmz/X9PM2cj1ZQJjZrLv6YSQkCflgx9WjKwdd2M41JKuIaGg8ya6vJvO/uHljwO54AVzgErrNfrgx5XGfWBRalpBSp9VhpUmpX5EVOlEigqT8PNy+3+fbdvdS+p+PTwmmSMjLvx67pef/PxYGzjbhy/PYDjtwegEsC6jHjszjNjd74ZeUl6xRb8aHVZme8MREREREQ0K61Gh+zkAmQnF8w4JqWEbWxoylK+yWV9PUPt6LV2wiMX36No2D6IYfsgbnfUzDgmhAopiRn+olSaOdv7dL4kb6EqKT6VH7anEUJAm2SCNskE0/o1Qc9xjYwGFKOmzpoaa+2Co6t3yePw2B2z9p2CSgVDVppv9lTGlGV9k8v7NPGx20useFrx6U5dDw48unbR91MJgWc2pOOZDeloGxrD2RYrztwbwvUOG9whJiV6JHCjcwQ3Okfwg/PtyErUYVe+GbvyTNiQlQDdEpYBEkUTi08xzmKxRHsIRGHDfJPSMeOkZMz3yiaEQKIxCYnGJJRkVc447nI70TfcNaM41T3Yhq6hNoyMWYPcdX6k9KDX2oFeawdutlyccVyn0SPNnI10c7a3IbqvQDWxtC9On7jo770QKy3jmvg4JJQXIaF85hJNAPA4xmFv7/YVo3yN0du6lrUpOjwejLV1YaytCzgb/BRtchKMuRnB+07lZkKbbI5a8bGwLBVCJSA93spQf88IBvtHkZS89GWkOWYD3mM24D3r0zEy7sbFVivOtFhxvsWKoTFXyOs6hsfxfE0Pnq/pgVGrwrYcE3bnm7AjzwSLcfEzCFdavmnlY8NxIiIiIiJaENuYFT3+p/O1oWtKcarH2g63Z4lFjFkkGMxTZk1NLOvz9ptKM2dxSd8iSbcbjq4+2Nu6YG+dKFB1YaxtYhZVF9wjS+w7NQ9qo8FflJo6e2qiQKXPTA3r0r6f/ctZtDYN+LcfeKICW/fMnD24XNweibqeEZy9Z8XZe0NoGhib13UCQHlanL9peXGykTMGKeyW0nCcxacYV1NTg8rKmf8aRaQEzDcpHTNOSsZ8Uygejxv9tm7/Er7uiSLVUBt6BtswMLL05V+hCAhYEtN9y/iyZ/ScWshT+pjxQFJKOAeHpxSjOjHW4vva1gV7ayfGewfmvtESCbUaet/SvhnL+3IzYczJhNqoX/T9z73dhLdfu+XfLlyTimc+vH05hj4vXcPjONsyhDP3hnC13QanZ36f11PjtdidZ8aufBM2ZydCr5k958w3LQafdqdgAwPhfwMnihbmm5SOGSclY74pFJVKjVRTFlJNWUGPjzvHpjRCb/c3Qe8Zal9yI3QJif7hLvQPd6G29dKM496n9GVNzpgy5/gKU9lIS8pBgsHkP5cZDySEgM5igs4Suu+U2+6AvW2yGDV9ed9YR/eSl/ZJt9t7r9ZOhPoJ6VKSApf05Xmbo3sLVFnQJiWGnCVUXJ4WUHxqudOP8XEXdLrIfHTOSNThyXVpeHJdGuxONy63D+NMsxXnWobQbw+9PK93xImX63rxcl0v9GqBzdmJ2F3g7RWVGq+bcT7zTZHG4hMREREREUWMTmtATkoRclJm9iaSUmJkzBpQlOoemphB1Y4eaztcbueiv7f3KX3NaO9vDno8Xp/o7S+VlINxm8RofLu/UJVmzoZOs/gZNauB2qhHQmkBEkqDL1OTbjfGOnv9xampBaqJfe5R+5LHMd43iPG+QViv1gU9rjEnIv9DT6Pszz8xowiVkh4Pk8UI64B3HG6XBy23+1FSkb7kcS2UUavG3oIk7C1IgkdKNPbacebeEM62DKGhN/T/Tg63xNkWK862eHuzlaYY/U3L16TFQcXleRQFLD4REREREVFMEEIgwWhGgtGM4syZbTQ80oMBWw+6B9t9TdDb0TM02XtqwNYDicW3FRlxDGOk+xbudntnvlxpPx5w3JKQFqIReg6SE9KgUqkX/b1XA6FWe2cg5WTAsnPjjONSSjgHrL6lfFOW97VOzqQa7xtc8jhcQ8O4840fw5CTgfwPPR04RiFQXJ6GK2cmn+h351ZPVIpPU6mEwJq0OKxJi8MHt2Whd2Qc51qsOHvPikttVjhCPT4PQGOfHY19dvz0cicsRg125plgHlFj67gbcTpmliKDPZ+IiIiIiEgRnK5x9Fg70DPUNtlzyj+Dqn1JT+mbi1qlQZopy99fyttzytsIPT0pGwmG6D3FTUnco2OwtwX2mpp4Yp+9tQuOjh5I9/yW9unTU3DgygsQqsD+SHdu9eBXP5p8EmOi2YCP/8n9Mfvzc7g8uNoxjDO+puU9I/ObHahVCWzMSsDOPBN25ZuRbeLMPpodez4pWGdnJzIzM6M9DKKwYL5J6ZhxUjLmm2KRVqNDdnIBspODL/sadQz7Zk21zew5Ze2A0+VY9Pd2e1zoHGxB52BL0ONGXfxkf6lpjdDTzFnQa42L/t6riTrOgISyQiSUFQY97nG54OjsDShOTRSobPV3MdbW5T/X0d0H640GmDeWB9wjrzgZGq0KLqcHADA8NIbeThvSshLD9rqWQq9RYWeeGTvzzJB7c9HUP+ZfnlfXPRpyLqDTI3GxbRgX24bxnTNtyDXrvYWoPDPWZ8ZDq55fc36i+WDxKcY1NjbyFztSLOablI4ZJyVjvmklitMnojCjHIUZ5TOOeaQHQyN9/qLUhWunYTCr0T3kXdrXN9wNKT2L/t728RE0d9ejubs+6HFzfMqMp/NNNEJPSUyHWsWPbvOh0mj8jcaDufSRP0P3q2/7t/vePj+j+KTVqpFfkoI7dT3+fXdudcds8WkqIQSKU4woTjHifVsyMWB34ryv/9PFVitGnaEz3DrkQOtQD351owdxWhW25iRiR54ZO/NMSInTRvBVkBLxHYyIiIiIiFY9lVDBkpAGS0IaynM3QwyYUFVV5T/ucjvRa+30zZSa2nPKO3tq2D64pO8/NNKHoZE+NLRfm3FMrVIjxZQZUJxKM/m+mrNhjkuO2SVhsSb1vh0zik/Fn37/jPNKytMCik+363qw60BJRMa4nCxGLQ6vScHhNSlwuj243mnD2XtWnKjvwoAz9MymUacH1XeHUH13CMBk0/KdeSasSY2DWsW80cKw+ERERERERDQHjVqLTEseMi15QY/bHSP+WVLeflMTy/ra0T3YivElLelze2dkDbYFPa7T6H3Nz71L+tLMWZMzp8zZiDeYWJzySbl/Z8D2wNmrcNsdUBsD+x0VlacFbHe0DMI+Og5jnC7sYwwXrVqFrTkmbM0xYb3rLgrWb8fZliGca7HiRqcNs/QsD2habjZosCM3ETvzzNiWm4hEPcsKNDemJMaxcTopGfNNSseMk5Ix36R0C824UR+PgvQyFKSXzTgmpcTQaD96htrRNdjqnS01pedUn7ULHjm/JtnBjLscaOtrQltfU/Cx+fpNpZmyvP2mkrL9vabSzTkw6OIW/b1XmriiXBhyMvy9nzyOcQycu4rUaUUpU5IRaZmJ6OkcBgBICTTV92Ld5uyIjzkc1q2rQIrFgHyLAb+5MQMj425cbLPi3D0rzrdaMWB3hbx2aMyFNxsH8GbjAFQCWJcRj12+5XmFFgMLnRQUi08xLiEhIdpDIAob5puUjhknJWO+SemWM+NCCCTFpyApPgVl2RtmHHe5negf7kbXUBt6pjdCH2rH0Gj/kr7/XP2mEo1JIWdOpZqzoNMo5yloQgik3r8Trf/5kn9f39vnZxSfAKC4PM1ffAKAO3U9iik+Tc93vE6N+4osuK/IAo+UaOy1+2dF3eoZDXkfjwRudI7gRucIfni+HekJWuzMNWNnvgmbsxNh0LBpOXmx+BTjzp8/H7DWnEhJmG9SOmaclIz5JqWLZMY1aq23yXhSDhDkQX1j4/Ypy/jafL2m2nzL/NphHx9Z0vcftg9i2D6IO503gx63xKcizTdzaqLP1MSSvpTEDGjUK6sZdcp9O2YUn4IpXpuGs2/d8W/fbeiFx+2BSgFPgZst3yohsCYtDmvS4vCBrVkYGHXifKsV51qsuDBH0/JumxMv1/Xi5bpe6NQCm7ISsTPPhJ35JmQlKqeISQvH4hMREREREVEMM+iMyEsrRV5a6YxjUkqMjFn9hajuIe9sqR5fv6meofYl9ZsCgIGRXgyM9KK+7eqMY0KokJKY4S9ITRSlJpb3WRLSoBKxVaxJ2b89YNt6vR7jvQPQpVoC9mflJcFg1GLM7gQAjNmdaG8ZQm5h4HlKZ4mbbFru8kjc7PI2LT/XYkXz4FjI68bdEudbvcv4/vk0kJ9k8Bai8kxYn5kADZuWryosPhEREREREa1QQggkGM1IMJpRnDmzT9XUflMTfaZ6phSqeq2dcHtC9/eZi5Qe9Fo70GvtQG3LxRnH1SqNt9fUtD5Tab4iVTSe1KdLSYJpwxpYr08uQ+yrvoCspx4KOE+lEihak4raqx3+fXduda+64tNUGpXAxqxEbMxKxMd25aBz2IFzLd5C1JX2YYzP0rX83uAY7g2O4RfXuxGnVWFbrgm78kzYkWuCJW5lzZ6jhWPxKcZlZGREewhEYcN8k9Ix46RkzDcpnVIyPle/KY/HjX5bT8BsKe/sqQ70DLWhb7gbUoZeZjUXt8eFzsEWdA62BD2u1xqQZspGmtnXDN1XlEo3ZyMtKQcJBtOiv/dsUu7bEVh8entm8Qnw9n2aWny6XduD+x4uD8uYImm58p2ZqMeT69Lw5Lo0jLk8uNo+7C9GddnGQ1436vTgZNMgTjYNAgDWpMZhZ54Ju/JNKEuNg4pNyxVHSDnL8xRXoKNHj140Go1b+QQWIiIiIiKipXG5negb7vLOmJoyc8r7tQ2DI31h/f5x+oSQzdDTzNmLflJf79vnceG9n/NvG3IycP+FX82YhWUfHce3v3Ic0jP5ufmjX7gPScmr5wmBiyGlRPPgGM75lufd6LLBM8/SQ5JBgx153llR23JNiNepwztYmrfa2lrY7fZLhw4d2rbQaznzKcZdvnwZW7ZsifYwiMKC+SalY8ZJyZhvUjpm3Euj1iIjKRcZSblBm6GPO8fQY+2YsZxvYubUsH1oSd9/1GGb80l9E8v5JmZOpSdlI800+5P6LDs3QmXQwTPmnZ0z1taF0TstiC/JDzjPGKdDboEFLU2TTxy8XduNbfsKl/S6oi3c+RZCoNBiRKHFiPduyoDN4cLFtslZUUNjoZd6Do658EZDP95o6IdaAJUZCdiZZ8KOPBMKLYaIL9Ok5cHiU4wbGVnakyuIYhnzTUrHjJOSMd+kdMz4/Oi0BuSkFCEnpSjo8VGHzVeICt4Mfbme1He7sybocUtCWsDT+dLM2ciy5KMsewMsOzcFPOmu963zM4pPAFBSkaa44lOk852g1+D+YgvuL7bAIyXqe0ZxrsWKsy1DaOi1h7zOLYFrnTZc67ThB+fbkRqvxY5cbyFqa3Yi4jgrasVg8YmIiIiIiIjCIk6fgIL0MhSkl804NvVJfcEKU91D7XAu9Ul9th4M2HpmPKkvP60MH97/UEDxqe/keRT87m/MuEfJ2nSc+PUt/3br3QGM2Z0wGNkkezFUQmBtejzWpsfjg9uy0D/qxPlWK87es+JSmxWjztA9xnpHnHj1Vh9evdUHjUqgMiMeO3xNyzkrKrax+BTjdDpdtIdAFDbMNykdM05KxnyT0jHj4TevJ/WN9M3oM9Uz1OF7Ul8H3B73or73vZ4GvJ1fiMIp+/qrL8LjckGlCfyYbEmNR3JaPPp7vLOFPB6Ju/W9WLspa1HfOxbEUr6T47R4eE0KHl6TAqfbg5quEe+sqHtDaBkKXXx0eSSudthwtcOGH5xrR1q81l+I2sJZUTGHDceJiIiIiIhoxZn6pL7uKUWpnsF29Fjb53xSn1ajx/v/zQzZM9mXatfL34Nl+8ynAr792i2ce7vJv712YxYe/+1Ny/uCaIYOqwPnW60432LFlfZhONzzq19oVALrM+P9S/QKkjgrajmw4biCNTc3o6AgSGc/IgVgvknpmHFSMuablI4Zj30qlRqppkykmjJRkbd1xnGX24lea6d/OV9bXxNeufBT/3GnywH7oUIYfja5JK/vrfNBi08lFekBxaem+h643R6o1aplflWRsVLynWXS48l1aXhyXRrGXR5c67ThfIsV51utaJ1jVtSVdhuutNvwL+fakZ4w2StqS3YijFrOioo0Fp9iXEtLy4p4UyBaDOablI4ZJyVjvknpmPGVT6PWItOSh0xLnn/fiGMYJ66/6N/uKdcjb8o1fSfPo/TzvzvjXll5STDG62Af8T4dzzHmQtvdAeSXpIRt/OG0EvOt06iwPdeE7bkmfApAu9XhL0RdnWNWVLfNiVfq+vBKnbdX1IYps6LyOSsqIlh8IiIiIiIiolVhff6OgOJTk647oPg0eOEGXLYRaBLiA65TqQRK1qbhxsU2/77G2u4VW3xSgmyTHu+uTMO7K9PgcHlwrcPmX6LXZp19VtTldhsut9vw/XPtyEjQ+QtRm7MTOCsqTFh8IiIiIiIiolWhsmBHwHZTfwMOlhfCfctbVJIuN/pPXUH64X0zri2pSA8oPt2u7cbBd63lrJkYoNeovM3G80zAHqBtaLJX1NWOYYzPMiuqyzaOl+t68XJdL7QqgfWZCdiRZ8LOXBPykvT8+S4TFp9i3ObNm6M9BKKwYb5J6ZhxUjLmm5SOGVcmS0IaclKK0Nbn7d8kpQe2+3JgvDVZVOp7+1zQ4lNBaQrUGhXcLm8T86EBO3q7bEjLTIzM4JeR0vOdY9Yjx5yGp3yzoq52DON8yzDOt1rRPsusKKdH4nL7MC63D+P7Z9u8s6J8T9DjrKilYfGJiIiIiIiIVo31BTv9xScA6CgEiqcc73v7QtDrdDoN8ktS0HSrx7/vdl33iiw+rSZ6jQo788zYmWcGALQNjeGcr1fUtQ7b3LOianvxcq13VtSGrAT/Er08M2dFLcTKbM2/ily5ciXaQyAKG+ablI4ZJyVjvknpmHHlWj9t6d1tTyuEenJGi62+CWPt3UGvLV2bFnhtbfDzYt1qzneO2YCn16fjK4+U4hcf2Ii/ebgY716XimyTbtbrnB6JS23D+N7ZNnz0F7X44M9v4pvvtODMvSHYne4IjX7l4swnIiIiIiIiWjXW5W2HECpI6V0+1zbQBM2uTXCeqvOf03viLHLf98SMa4vXpgMv3PRvd7QOYWTYgfhEffgHTsvOMMusqKsdNjjnmBX1Um0vXqrthVYtsCEzAdtz2SsqFBafiIiIiIiIaNWINySiOKMCtztr/PsG96Qjfmrx6Xjw4lOi2YCMHBO62qzeHRK4c6sHG7bnhn3cFH45ZgOe9s2MGnN5cK1j2FuMarGiY3g85HVOt3dW1KW2yV5R23MTsT3XhC3ZiYjTsVcUi08xLi8vb+6TiFYo5puUjhknJWO+SemYcWVbX7AjoPjUnjWOsinH+06eh8flgkoz8yNzaUX6ZPEJQGNt94orPjHfc5s6K0pKiTarw1+IutY596yoV+r68EpdH9QC3ifo5ZqwPdeEomTDqpwVxZ5PMa6goCDaQyAKG+ablI4ZJyVjvknpmHFlq5zW96neVg+txeTfdg4OY+hKbdBrSyrSA7abG3vhHF9ZPX+Y74URQiDXbMB71qfjq4+W4hfv34D/fbgYT1SkIjNx9l5Rbglc7bDhB+fb8aU370RoxLGHxacYd+7cuWgPgShsmG9SOmaclIz5JqVjxpWtPGcTNGqtf7vH2gH1A5UB5/QePxv02rTMRCQmGfzbLqcH9273hWegYcJ8L41Rq8aufDM+sy8PP3rvOvzrb1bgU7tzsD03ETp16FlN23NNq3LWE8DiU8wbHw+9rpRopWO+SemYcVIy5puUjhlXNr3WiDXZGwP29W4xBW6fCF58EkKgdG3g7KfGFfbUO+Z7+UzMipp4gt4vP7ARX364BE9XpiHXHNiIfnuuKcRdlI89n4iIiIiIiGjVWV+wEzdbLvq375mGsG7K8aHLtRgfsEJnmVkwKKlIx+Uz9/zbt+u6IT0SQrU6Z7XQJL1GhR15JuzIM+FTADqsDlxoteJC2zA2ZydEe3hRw5lPMS4+Pj7aQyAKG+ablI4ZJyVjvknpmHHlW1+wM2C7rvsa4iuKJ3d4POh7+3zQa3OLkqHTTz7BbNQ2jo7WobCMMxyY78jJMunxxLo0fOmhYhi1q/epdyw+xbgtW7ZEewhEYcN8k9Ix46RkzDcpHTOufCVZ62DUTRZhrKMDkA+UB5zTe/xM0Gs1GhUKy9IC9jXWdi3/IMOE+aZIY/EpxjU0NER7CERhw3yT0jHjpGTMNykdM658apUGFXlbA/Z1lWsDtntPnIWUMuj1peum9X2qWTl9n5hvijQWn2JcV9fKqZ4TLRTzTUrHjJOSMd+kdMz46lCZvyNg+45oh9o4+SQ7R2cvbHV3gl5bXJ4G1ZQeT/29I+jrtoVnoMuM+aZIY/GJiIiIiIiIVqUZfZ/ariBp3+aAfb3Hgz/1zmDUIr8kOWBf400WdYiCYfGJiIiIiIiIVqW8tBKY4iz+bfv4COz78gPO6T0RvPgEAKXrMgK2G26unKV3RJHE4lOM27Fjx9wnEa1QzDcpHTNOSsZ8k9Ix46uDSqhmLL3ryPcEbPefuQLXiD3o9aUVgX2fOluHMDw0tryDDAPmmyJt2YpPQohcIcS/CiHahRAOIcRdIcQ/CiEsc189415bhRD/KYRo9d2rSwjxlhDig8s13pXCZlsZa4aJFoP5JqVjxknJmG9SOmZ89VhfEFiIuWWtgzE/278tx50YOH056LUJJgOy8swB+xpWwNI75psibVmKT0KIEgAXAXwEwDkA/wDgDoDPATgthEhZwL0+DeA8gMMAjgL4GoDnAKgBPLYc411Jamtroz0EorBhvknpmHFSMuablI4ZXz2m932qb78G08FtAftmW3pXVhm49K5xBSy9Y74p0pZr5tO3AaQD+KyU8ikp5Z9JKR+AtwhVDuDL87mJEOIwgG8AeBNAkZTyQ1LKL0opPymlrALwgWUaLxEREREREREyknKRnpTj33a5nRjcFthIvCdE03EAKJvW96mlqR/20fHlHSTRCrfk4pNv1tNhAHcB/PO0w38FYATAB4QQ8fO43f8FYAfwPinl8PSDUkrn0kZLREREREREFGhjwe6A7WbTIIRG7d8evX0Po83tQa+1pMYjJT3Bvy09EnfqesIzUKIVajlmPh30fT0ipQzozOYrIL0DIA7A7ukXTiWEWA9gI4AjAPqFEAeFEF8QQnxeCHFICLEqm6OXlpZGewhEYcN8k9Ix46RkzDcpHTO+umwsCvy4eqP9IpJ2bAzYt5Cld7He94n5pkjTLMM9yn1f60Mcb4B3ZtQaeHs4hTLR5a0bwAkA9007fl0I8R4pZeNcA6qvr8ezzz4b9Njx48fnujymZGZmRnsIRGHDfJPSMeOkZMw3KR0zvrpU5u+AECpMzKdo7b0N3YEDwJRG470nziL/Q08Hvb50XTrOHL/t377b0AvnuBtanTro+dHGfFOkLUfxaaK1/1CI4xP7k+a4z8QzKn8PQBuAdwGoBpAB4H8CeD+AV4QQG6SUsy6glVIGdO83Go0AALvdjurqagBAXl4eCgoKcO7cOYyPe28XHx+PLVu2oKGhAV1dk5XqHTt2wGazBTRlKy0tRWZmpv9+AGCxWFBZWYmamhoMDAz491dVVaGzsxONjZN1s4qKCiQkJOD8+fP+fRkZGSgrK8Ply5cxMjIScH1zczNaWlr8+zZv3gwAuHLlin/fSnlNOp0OO3fu5Gvia+Jr4mvia+Jr4mtawa9p6vdWymtS4s+Jr2nxr6mrqwvx8fGKek1K/Dkt52tKj89Hl+2u//g5QwcKMKn37fM4eeIt/3K8qa9JSgmdQWB8TAIAXE4PXn3xJJIzNVF9TYDyfk58TdF7TQaDASrV4halCSnloi7030CI7wP4GICPSSl/EOT4lwF8EcAXpZRfneU+fw7gK77NvVLK01OOCXiforcd3n5Q/y/UfY4ePXrRaDRuraioWNTriTXV1dWoqqqK9jCIwoL5JqVjxknJmG9SOmZ89fnv6u/il6f+xb+9r+IRVP75FYz3Tn6Q3/mrf0by3i1Brz/2Ui0unW72b6/bko3HfnNj0HOjjfmmxaitrYXdbr906NChbXOfHWg5+ihNzGwyhzg+sX9wjvtMHO+cWngCAOmtkL3g2wx8DiYRERERERHREm0o3BWwfaP5HFIOBu7rOXoq5PWllekB23fqeuB2e0KcTbS6LEfx6Zbv65oQx8t8X0P1hJp+n8EQxyfKzcb5DUsZLBZLtIdAFDbMNykdM05KxnyT0jHjq09p1noYdZMPaR8a7YezqjDgnJ6jpxFKboEFxjitf3vM7kRr00DI86OJ+aZIW47i00QH78PTn0gnhEgEsA/AKIAzc9znDIARAIVCiPggx9f7vjYtYawrTmVlZbSHQBQ2zDcpHTNOSsZ8k9Ix46uPRq3FuvztAftaM8cg1JNNw211d2Bv7Qx6vUqtQvHawNlPsfrUO+abIm3JxScp5W0ARwAUAvj9aYe/BCAewE+klP4O2kKItUKItdPuMwrghwAMAP7G1+dp4vwNAD4MwAXgF0sd80pSU1MT7SEQhQ3zTUrHjJOSMd+kdMz46rSxcHfAdk3XFSTtWB+wb7bZT2WVGQHbjTe7sNQ+y+HAfFOkLcfMJwB4FkA3gG8IIZ4XQnxVCHEMwB/Cu9zuL6adX+v7M91fArgC4A8AnBZCfE0I8R8AzsJblPqCr9i1akztUk+kNMw3KR0zTkrGfJPSMeOr0/S+T3Utl5H0wI6AfbMVnwpKU6DVTZkpZXWgs826vINcBsw3RdqyFJ98BaHtAP4dwC4AnwdQAuCfAOyWUvbN8z5WAPvhfepdMoBPA3gcQDWAh6WU/7Qc4yUiIiIiIiKaLsuSj1RTln/b6R7HwKbAZ2v1n7wA95gj6PVarRqFZakB+xprYnPpHVEkLdfMJ0gpW6SUH5FSZkkpdVLKAinlH0gpZ5RUpZRCSilC3McmpfwLKeUaKaVeSpkkpTwspTyyXGMlIiIiIiIimk4IgY3TZj81elqgz0rzb7vtY+g/fTnkPaYvvWtg8Ylo+YpPFB5VVVXRHgJR2DDfpHTMOCkZ801Kx4yvXtP7Pl27ewZph/YE7OudZeldcXkaVKrJuRb9vSPo7bIt7yCXiPmmSGPxKcZ1dgZ/kgKREjDfpHTMOCkZ801Kx4yvXpUFOyAwWTy619MA/f3zbzpuMGqRX5ISsC/WZj8x3xRpLD7FuMbGxmgPgShsmG9SOmaclIz5JqVjxlevRGMSijPXBexry3FCaDX+7dGmVozcaQl5jzXrA5fe1d+IrWIP802RxuITERERERER0RTTn3p3s+MykvdsCdjXc/RUyOtLKtIhpnQ57ukcxk++dQo3LrVhzO5c1rESrQQsPhERERERERFNMb3v0/W7Z5H6QOC+njdDF5/iE/TIKbQE7Otqt+K1X1zHt79yDL/68UXUXG6DY4yFKFodNHOfQtFUUVER7SEQhQ3zTUrHjJOSMd+kdMz46rYmZyP0WiMcTjsAYGCkF+OHcgLO6T99Ba6RUWji44LeY8O2XLQ2zXj4OzxuiTt1PbhT1wO1WqBwTRrKN2SiZG069IbIfERnvinSWHyKcQkJCdEeAlHYMN+kdMw4KRnzTUrHjK9uGrUW6/K24fKdav++BnczTIU5GL3bBgCQ4070V19E+sP7g95j3ZZsjDtcuHz6Hvp7R4Ke43ZL3K7txu3abqg1KhStSfUXonT68H1cZ74p0rjsLsadP38+2kMgChvmm5SOGSclY75J6Zhxmt736XrzWaQe2hOwb7an3gkhsGVPAT7yh1X40Gf2YfeBYlhSgs+SAgC3y4PGm9145efX8O0vH8MLP72MumsdGB93Le2FBMF8U6Rx5hMRERERERHRNJuKAgtNN1su4YMH3wv88Bf+fT1HT0NKCTG1u/g0QgikZSUiLSsR+x4qQ0/HMG5d78St650Y7B8Neo3L5UFDTRcaarqg0apQXJ6O8g2ZKC5Pg1anXp4XSBRBLD4RERERERERTZOdXIiUxAz0DXcBAJwuB7pzJVRGPTx2BwBgrK0Ltro7SKwomdc9hRBIzzYhPduEqsNl6G63+gtRQwP2oNe4nB7U3+hE/Y1OaLRqlKz19ogqKk+DVstCFK0MLD7FuIyMjGgPgShsmG9SOmaclIz5JqVjxkkIgc3F+3D06q/8+661XcD6qu3oeeMd/76eN0/Nu/g0/f4ZOWZk5Jix/+E16GqbKER1wDo4FvQal9PtL1ZpdWqUrE1H+cZMFJWlQrOAQhTzTZEmpJTRHsOyOnr06EWj0biV3fuJiIiIiIhoKc7VH8PXn/9j/3Z2cgH+QPN+3Pyzv/fvs+zejF3Pf3vZvqeUEp2tQ/4i0/BQ8ELUVDq9GiUV6SjfkIXC0pQFFaKI5qu2thZ2u/3SoUOHti30WjYcj3GXL1+O9hCIwob5JqVjxknJmG9SOmacAGB9wU6oVZOFnPb+ZsidRQHnDJ6/DufQ8LJ9TyEEsvKScOCxtfj4n9yP931yN7btK0Ci2RDymnGHG7VXOvD8Ty7h2185jl//9zXcruuGy+UJej7zTZHGZXcxbmQk+CM5iZSA+SalY8ZJyZhvUjpmnAAgTp+ANTmbUdty0b+v3nEbCWuKYKtvAgBItxu9J84h692Hlv37CyGQnZ+E7PwkHHh0LdpbBnHrurf/k83qCHrNuMOFm5fbcfNyO/QGDUrXpWPN+kwUlqZCrfHOP2G+KdJYfCIiIiIiIiIKYXPRnoDi05WmU3ji0B5/8QkAet6oDkvxaSqhEsgpsCCnwIKDj61F271B3LregfobXRgZDl6Icoy5UHOpHTWXvIWokgpvIcrjVlb7HYp9XHYX43Q6XbSHQBQ2zDcpHTNOSsZ8k9Ix4zRhU9HegO0bzeeQ/OCugH09R0/D43JFbExCJZBbaMGhJ9bhE396AL/1sZ3YvDsfcQmhc+sY886Iev4nl3Dx6Ahe+flVNNR0wel0R2zctHpx5lOM27lzZ7SHQBQ2zDcpHTNOSsZ8k9Ix4zShIH0NkuJTMDjSBwBwOO3oynJDm5QI56C315NzwIrBCzeQvHtzxMenUgnkFSUjrygZDzxegda7/bh1vRMNN7owOjIe9Bq3C6i92oHaqx3Q6tQoLk/DmvWZKCpPhU7HMgEtP858inHNzc3RHgJR2DDfpHTMOCkZ801Kx4zTBCHEjNlP1+6dReqhPQH7eo68E8lhBaVSCeQXp+Chd1fik392AO/9vR3YtDMPcfGhZ0Q5x924db0TL/2/K/j2l4/hhZ9eRt21Dow7IjeTi5SPxacY19LSEu0hEIUN801Kx4yTkjHfpHTMOE01vfh0tekU0h+qCtjX/UZ1JIc0J5VahfySFDz0VCU++ecH8Vsf9S7Ni0/Uh7zG5fSgoaYLL//sKr795WN4/j8u4eaVdjjGWIiipeF8OiIiIiIiIqJZbCzcBSFUkNIDALjX0wjVwyUQGjWky9szaaShGSNNrYgvyo3mUINSqQTyipORV5yMQ49X4NWX34ZBlT7rU/NcLg8ab3aj8WY31GqBwrJUrFmfiZKKdBiM2gi/AlrpWHwiIiIiIiIimkWC0YzSrPVoaL/m31fTexWW3ZvRXz35JLyeI9WI/8RvR2OI8yZUAqZkNaqqKnDwsbXoaB3ErRtdqL/RieHBsaDXuN0St+t6cLuuByq1QEFJCtZsyERpRTqMcWzOT3Nj8SnGbd68OdpDIAob5puUjhknJWO+SemYcZpuc9GegOLT1aZTePpwVUDxqftINQpjvPgETOZbqASy8y3IzrfgwKPl6GwdQv2NLty60QnrgD3otR63RFN9L5rqe/GGSiC/JBlr1meidF3GrL2laHVjzyciIiIiIiKiOWwu3hewff3uWSQf2h2wb+DsVTiHhiM5rGUjhEBWXhLuf7QcH/vCfXj/7+/BzvuLkJQcF/Iaj0fibkMfjjxXg+989Tj+64fnceXsPYwMB1/KR6sXi08x7sqVK9EeAlHYMN+kdMw4KRnzTUrHjNN0RZkVSDQm+bdHHTa06/sRX1bg3yddbvQePxuF0S3MXPkWQiAzx4z7Hi7H731+Pz74mb3YfaAYltTQhSjpkbh3uw9vvnAT3/3b4/j5v5zD5dPNsFmDL+Wj1YXL7oiIiIiIiIjmoBIqbCzcjXdqX/Pvu9p0GpsfqkJTQ7N/X/cb1ch66sFoDDEshBBIzzIhPcuEfQ+VobfLhvobnai/0YW+blvQa6QEWpr60dLUj6Mv1yIn34I16zOwZn0mEs2GCL8CigUsPhERERERERHNw+bifYHFpzun8NDhL6Dp2z/17+s9ehoelwsqjfI+bgshkJaZiLTMROx70FuIaqjpxK0bnejtDF6IggTamgfQ1jyA46/UITs/CWWVGVizPgNmS+iZVKQsyvt/g8Lk5eVFewhEYcN8k9Ix46RkzDcpHTNOwWwsDOzxdKerFuKpLGgtJjgHrAAA5+AwBs9fR/KeLdEY4rwsV75TMxKQmlGKPQ+Uor/HhvqaLtRf70R3R+i+V+33BtF+bxBvvXoLGdkmlFVmoKwyAynpCcsyJopNLD7FuIKCgrlPIlqhmG9SOmaclIz5JqVjxikYc3wyijMqcKer1r/veusFpB3ag/ZfvO7f133knZguPoUj38lpCdh9IAG7D5RgoG8E9Te6UH+jE11t1pDXdLVb0dVuRfUbDUhOi8ea9Zkoq8xAelYihBDLPkaKHjYcj3Hnzp2L9hCIwob5JqVjxknJmG9SOmacQtlUvDdg+8qdd5D2UFXAvp43qiM5pAULd74tKfHYdX8xPvD7e/HRL9yH+x8tR1aeedZr+ntGcOb4bfzkW6fwg79/Gyd+XYe25gFIjwzrWCkyOPMpxo2Pj0d7CERhw3yT0jHjpGTMNykdM06hbC7ai+dO/9C/fa3pDD7xwT+F0KghXW4AwEjjPYzcaUF8cWwu34xkvpOS47BjfxF27C+CddCOhpouNNR0obV5AAhRVxoasONC9V1cqL6L+EQ9ytZ5e0TlFlqgUnMOzUrE4hMRERERERHRPJVmr0e8wYSRMe9yMtvYEO7ampC8Zwv6Tl7wn9d9pBpFn/ydaA0zJpmSjNi2rxDb9hViZNiBxptdqK/pQsudfnhCzHAaGXbgytl7uHL2HoxxWpRUpKOsMgMFpanQaFiIWilYfIpx8fHx0R4CUdgw36R0zDgpGfNNSseMUyhqlQabivbgVO1kj6dLd6qx5/C+gOJTz5F3Yrb4FAv5jk/UY9OufGzalQ/76Dhu1/WgoaYLdxt64XZ5gl5jH3XixsU23LjYBp1ejeLydKxZn4HCNanQ6VjeiGVCSmWtnzx69OhFo9G4taKiItpDISIiIiIiIgWqrvk1vvXKX/q389PK8L8e+Bre3vWb/n1CrcbBG69AZzFFY4gr1rjDhTu3vIWoO7d64Bx3z3mNRqNC4ZpUrKnMRPHaNBiM2giMdPWpra2F3W6/dOjQoW0LvZZz1GJcQ0NDtIdAFDbMNykdM05KxnyT0jHjNJtNxXshxOTH6Xs9DRi1qJFQXuTfJ91u9B49FY3hzSmW863Ta7B2Yxae+J3NePYvHsBTH9iKyq3ZsxaUXC4PGm9249f/fQ3f/sox/OLfL+Da+RaM2ti7LVaw+BTjurq6oj0EorBhvknpmHFSMuablI4Zp9kkGpNQlr0hYN/l29VIf2R/wL6uV9+O5LDmbaXkW6tVo7QiHY8+sxGf+uJBPPOR7di0Mw9xCbqQ13jcEnfre3HkuRp856vH8LN/OYtLp5oxPDQWwZHTdFwUSURERERERLRAW0uqUN921b99+U41djz8cdz5px/79/UePwv3mANqgz4aQ1QUtVqFwrJUFJal4tCT69B+bxANNZ2or+nC8GDwwpKUQGvTAFqbBnDs5Vpk5ZlRVpmBssoMWFKi3/dqNWHxiYiIiIiIiGiBthTvx8/e/mf/9o3mczA+/hXoM1Ph6OwFALhH7eivvoi0B/dGa5iKpFIJ5BZakFtowYHH1qKrzYqGmi7U13RioHc05HUdLUPoaBnC26/VIy0zEaXrvE/OS8tMhBAigq9g9WHxKcbt2LEj2kMgChvmm5SOGSclY75J6Zhxmkt+WimSEzPQP+xdwjbucuBm22WkH96Plh8/5z+v6/WTMVd8UlK+hRDIzDUjM9eMqsNl6Ou2of5GFxpudqGnYzjkdT2dw+jpHMbpY7dhTjaidF0GytZlIDs/CSoVC1HLjT2fYpzNZov2EIjChvkmpWPGScmYb1I6ZpzmIoTA1uKqgH3B+j71vF4N6fFEcmhzUmq+hRBIzUjE3kOl+NBn9uH3Pr8f9z1Sjqw886zXDfXbcbH6Ln72/bP47leP48hzN3DnVg9crtj6ua1kLD7FuNra2mgPgShsmG9SOmaclIz5JqVjxmk+tpQEFp8u3T6J5L1boE6I8+9zdPdh6PLNSA9tVqsl35aUeOy8rwj/41N78Ik/PYAHHq9AXlEyZlthNzoyjmvnW/GrH13Et798FC//7ArqrnVg3OGK3MAViMvuiIiIiIiIiBZhfcEOaDV6OF0OAECvtQPttlakHdyNzpeO+c/reu0kkratj9YwCUCi2YCtewuwdW8BRm3juF3XjYaaLjQ39sLtlkGvGXe4UXetE3XXOqHWqFBQkoKyygyUrE2f9Yl7NBOLT0RERERERESLoNcaUZm/HVfuvOPfd/l2NbY/sj+g+NT96lso/4tPRWOIFERcgg4btudiw/ZcjDtcuHOrB403u3DnVg/GHe6g17hdHty51YM7t3ogBJBTYPH2iapMh9kSF/QamsTiU4wrLS2N9hCIwob5JqVjxknJmG9SOmac5mtLcdWM4tOjj30NQqOGdHkLGSON93Dq8O+i6NnfQdpDVdDEG6M1XADM91Q6vQZrN2Zh7cYsuFwetNzpQ0NNFxpruzFqGw96jZRA690BtN4dwIlf1yE9K9FXiMpAakYCn5wXhJAy+PSylero0aMXjUbj1oqKimgPhYiIiIiIiBSue6gdn/3eE/5tlVDj+595E7Uf+P/Qd/LCjPPVcUakP7of2U8fRsr9O6HSck5ILPJ4JDpaBtFQ431y3lC/fV7XJSXHobQy3fvkvLwkCAU9Oa+2thZ2u/3SoUOHti30WjYcj3HV1dXRHgJR2DDfpHTMOCkZ801Kx4zTfKWbs5GbWuLf9kg3rjWdRs5vPRb0fPeoHR2/PIKL7/8Cjm96AjV/+n8xcPZqRJ+Ix3zPTaUSyCmw4MBja/HRz9+HD31mH/YeKkVaVuKs1w32j+LCybv4f987i+/+nxN44/kaNNX3wL3Kn5zHEisRERERERHREmwprkJr723/9qXb1djzG38N14gdzf/yc4w03gt6nbN/CC0/eg4tP3oOhpwMZD39ELLfcxiJ67gsLpYIIZCWlYi0rETsPVSKwf5RNN7sQkNNN9ruDQAhFpSNDDtw9VwLrp5rgd6gQUlFOh79jQ2Kmg01Xyw+ERERERERES3B1pIqvHTuR/7tq03vQEoP8j/0NPI++BSGb9Sj/VdvoOP5N+Do6Al6j7G2LjR96z/Q9K3/QMLaYmS95zCynnoIcflZkXoZNE9JyXHYXlWE7VVFGBl2eJ+cd7Mb92Z5cp5jzAXrgH1VFp4AFp9insViifYQiMKG+SalY8ZJyZhvUjpmnBZiTc5GxOsTMeIYBgAM24fQ2FGDNTkbIYSAaUM5TBvKUf6Xz6L/9BV0PHcEXS8fh3NwOOj9bHV30PCV76LhK99F0o4NyHr6MDKfOAh9WvKyjJf5Xj7xiXps3JGHjTvy4Bhzoam+Bw01XWiqn/nkvLLKjCiNMvrYcJyIiIiIiIhoib7x4hdxqu51//bTe34Pv7X/2ZDnexzj6D1xFu2/OoLuI9Xw2B2z3l+o1Ui5bwey3vMQMh69D5qE+GUbOy0/l8uDe7cnn5xnHxnHx/74PpgtcdEe2qKx4biC1dTURHsIRGHDfJPSMeOkZMw3KR0zTgu1paQqYPti49uznq/S65D+8H5s/t7/xgPXX8bGb/1PpD6wB0KtDnq+dLvRe/wMrn/mf+PYhsdx5eN/ia7X3obHMb7gsTLf4afRqFBcnoaH37Men/rzg3j/s3tWdOFpqbjsLsYNDAxEewhEYcN8k9Ix46RkzDcpHTNOC7W5eC+EUEFK71PN7vU0oGeoA2nmuXs2aRLikf3MI8h+5hGM9w6g86VjaH/uDQyeuxb0fI/dgc4Xj6LzxaPQmBOR+fgBZD19GMl7NocsXk3FfEeWSiWQmWuO9jCiijOfiIiIiIiIiJYo0ZiE8pxNAfsu3p599lMwulQL8j/yG9j94ndx37lfYs1ffBIJa4tDnu8aGkbrT1/C+Wc+gxPb34O6//VNDF27BaW12KGVjcUnIiIiIiIiomWwreS+gO1Lcyy9m0tcfhaKP/NBVJ34D+w7/hMUfeYDMORmhjzf0dGDu9/9fzh9+COo3v87aPi/P4Ct4e6SxkC0HNhwnIiIiIiIiGgZtPfdxR/98Df822qVBv/ymaOI0ycs2/eQHg8GL9xAx6+OoOPFY3D2D855TeL6MmS9+0FkvvtBxOXPvQyQKBg2HFewzs7OaA+BKGyYb1I6ZpyUjPkmpWPGaTGyUwqRacn3b7s9LlxrOr2s30OoVLDs3Ih1f/sFHLz6Irb99GvIfuZhqOOMIa8ZvtGA+i9/B2/v/A2cftfHcP1rP8BYZ8+yjotoNiw+xbjGxsZoD4EobJhvUjpmnJSM+SalY8ZpsbaVBi69u3j7ZNi+l0qrQdqhPdj4rb/CAzdewabv/jXSH66C0IZ+ttjQxRq0/d9/xYktT+Hcb3waLT95HuP9Q2EbIxHA4hMRERERERHRspne9+ny7Wq4Pa6wf191nAFZTz2IrT/6Oxy89jLWf/3PkXLfDkAV4mO/lOh/5xJq/vjvcHzj47jwvs+j7b9ehWt4JOxjpdUndDmUiIiIiIiIiBakPHcT4g0mjIxZAQC2sSHUt11HRd6WiI1BZzEh931PIPd9T8DR3YfOl46j44U3MXjuWtDzpcuN3mOn0XvsNGr0OqQ9uBdZ734QaQ/uhTrOELFxk3Kx+BTj2DidlIz5JqVjxknJmG9SOmacFkut0mBLcRWqb/7av+9i41sRLT5NpU9PQcHvPYOC33sG9tZOdL54DC2/eBWjN28HPd/jGEfXKyfQ9coJqOOMSH9kP7KeehCpB3ZBpdNGePSkFFx2F+MSEpbvqQhEsYb5JqVjxknJmG9SOmaclmJb6f6A7QuNb0VpJIGMuZkoevZ92PXqD7D/nZ+h9E8+hviywpDnu0ft6PjVEVz64J/g2IbHceOPvoret8/D4wr/MkJSFhafYtz58+ejPQSisGG+SemYcVIy5puUjhmnpdhUtAdq1eRCo86Be/iLH38Q5+qPwekaj+LIvM6fP4/4knyU/tFHUPX2T7Hv+E9Q/LkPwliQHfIa19AwWv/zJVx47+dwYvO7cfPPv4aBs1chPZ4IjpxWKi67IyIiIiIiIlpGcfpErMvbhuvNZ/37bnfW4OvP/zHiDSbsKX8I+ysfw5qcTRBCRHGkgBACiRUlSKwoQdmffQJDl2vR8cIb6HzhKBydvUGvGe8dwL1/+yXu/dsvYcjJQOaTh5D11IMwbSyP+uuh2MTiExEREREREdEyu2/94wHFpwkjY1a8efWXePPqL5FuzkHVukexv/JdyErOj8IoAwkhkLR1HZK2rsPav/oMBs5eRcdzb6Lz5eNw9g8GvWasrQt3v/OfuPud/0RcUS6ynnoQme9+EIlriyM7eIppLD7FuIyMjGgPgShsmG9SOmaclIz5JqVjxmmpqtY9irHxUfz6wn+iY6A56DndQ2341ekf4Fenf4DSrPXYX/ku7Fn7EExxlrCObT75FioVkvdsQfKeLaj48h+ir/oCOp9/E12/fguu4ZGg14w2teL2P/w7bv/DvyNhbbF3RtS7DyG+JPqFNYouIaWM9hiW1dGjRy8ajcatfDoFERERERERRZuUErc7a3Cy5tc4Vfs6hu2Ds56vVqmxubgK+ysfw9aS/dBp9JEZ6Dy5xxzoPXEWHc+/iZ7Xq+G2j815TWJlGTKffACZTx5CfFFuBEZJ4VBbWwu73X7p0KFD2xZ6LYtPMe7y5cvYsiU6j+QkCjfmm5SOGSclY75J6ZhxCgeX24mrTadxsuYVXGx8G0737M3H4/QJ2F3+EPZXvgvluZugEsvzzLDlyrdrxI6eN6q9hahjZyDHnXNeY9pYjswnHkDmkw8griBnyWOgyFlK8YnL7mLcyEjw6YxESsB8k9Ix46RkzDcpHTNO4aBRa7Gt9D5sK70PI2PDOHvrTZy8+SpqWy4GPX/UYcOxa8/h2LXnkGbO9vaHWvcYslMKlzSO5cq3Jt6IrKceQtZTD8E5NIyuV99Gx/NvoP/kRUi3O+g11mu3YL12C/Vf/g7MmyuQ+eQhZD5xEMa8rGUZE8UmFp+IiIiIiIiIIizekIgHNj2NBzY9jZ6hDlTffBUna15Be//doOf3DLXjudM/xHOnf4iSzErsr3wMeyseDnt/qPnSmhOR+9vvQu5vvwvjvQPoevUtdL54DH3vXAI8nqDXDF2pxdCVWtz662/BvK0SWU8eQsbjB2HMYc81pWHxKcbpdLpoD4EobJhvUjpmnJSM+SalY8YpktLMWXh6z+/iqd0fwZ3OWpy8+QpO1b4O6+hA0PNvd9bgdmcNfnL869hUtBf7Kx/DtpL7oNMa5vX9wp1vXaoFeR94CnkfeAqOnn50vXICnS8eQ//py0CI1j9DF2swdLEGdX/1DSTt2IDMdx9C5uMHYchMC+tYKTLY84mIiIiIiIgoxrjcTly7ewYna36NC41vwelyzHq+UReP3eUPYn/lu7A2b8uy9YdaTmNdveh6+QQ6XzqKgbPXQhai/ISAZddGZD75IDIfPwB9ekpkBkpBseH4FEorPjU3N6OgoCDawyAKC+ablI4ZJyVjvknpmHGKJaOOYZy9dQwna17BzRD9oaZKNWVin68/VG5q8YzjsZDvsY4edL58DJ0vHsPg+etzXyAEkvdsQeaTDyDjXQegT0sO/yApABuOK1hLS0vU3xSIwoX5JqVjxknJmG9SOmacYkmcPhEHN74bBze+G73Wif5Qv0ZbX1PQ83utnXjhzL/hhTP/hsL0cuxb9wj2VTyC5MR0ALGRb0NWGgo/9lso/Nhvwd7Wha6Xj6PjhaMYulQT/AIp0X/qEvpPXcLNL34dKfu2egtRjx2ALiUpomOnhWPxiYiIiIiIiGiFSDVl4andv4t37/oI7nbV4e2aX+NU7WsYGu0Pev7d7lu4230L/3niG6jI24qqdY9CuuIjPOrZGXMyUPiJ30bhJ34bo/c6fIWoN2G9Whf8Ao8HfScvoO/kBdz8s68hef82ZD15COmP3g+dxRTZwdO8sPhEREREREREtMIIIVCUWYGizAq8/+DncO3uWZyseQUXGk5gPEh/KAmJmy0XcbPlIlRCjSsDR1C17lFsKamCTqOPwisILi4/C0XPvg9Fz74Po81t6HzxGDpfOgbrtVtBz5duN/pOnEPfiXMQf/J3SLlvp3dG1CP7oU1iISpWsOdTjLPZbEhISIj2MIjCgvkmpWPGScmYb1I6ZpxWqlGHDefqj+Gdm6/hxr3zkNIz6/lx+gTsXHMIVesewbq8bVCp1BEa6cKM3GlB50veHlHDNQ1zni+0GqTs34HMxw8i/ZH90CWbIzBKZWPD8SlYfCJaOZhvUjpmnJSM+SalY8ZJCQZsPThVewTv1L6GO5035zzfkpCGvRUPo2rdoyhML4cQIgKjXDhbw110vnQcnS8eha3uzpznC40ayVXbkPn4QWQ8ej97RC0Si09TKK34VF1djaqqqmgPgygsmG9SOmaclIz5JqVjxklp2vvu4p3a11B981V0DbbOeX5OShGq1j2KvRUPIyMpNwIjXJzhuju+GVFHMdLQPOf5Qq1G8t4tyHjiAWQ8eh+fmrcAfNodEREREREREYWUnVKI36z6JJ7Z9wn88rWfwqZtx+m6N0I2Km/ra8LPT34bPz/5bZRlb0TVukexZ+1DMMVZIjzy2SWuLUbi2mKUfuH3YKu7g84Xj6LzpWMYabwX9Hzpdk9pVv73SN69GZlPHET6Y/fDkJEa4dGvHiw+EREREREREa0SQghkJhaiqur9+MADf4Trd8+h+uarON9wHA6nPeg1De3X0NB+DT8+9vfYWLgb+9Y9iu2lB2DQGSM8+tCEEEisKEFiRQlK/+Rj3kLUS8fR9fJx2Oqbgl/k8aD/1CX0n7qEm1/8Oiy7NiLz8QeQ8a4DMGSlRfYFKNyyLbsTQuQC+GsAjwBIAdAB4HkAX5JSDszzHicA3D/LKUYp5dhs91Dasrvm5mYUFBREexhEYcF8k9Ix46RkzDcpHTNOShYs3w6nHRcb30b1zVdxtekU3B73rPfQa43YUXYA+9Y9io2Fu6BWxe7cFtutJnS+fBydLx+Hrfb2vK5J2rnR2yPqXQdgzMkI8whXhqj3fBJClAA4BSAdwAsA6gDsBHAQwC0A+6SUffO4zwl4i09fCnHK30gpXbPdQ2nFJyIiIiIiIqJIso4O4MytN/HOzVdxq+3qnOeb4izYs/YwqtY9itKs9THbqBwAbI3N6Hr5ODpfOj6vp+YBgHlbpa8QdRBx+VlhHmHsioXi0+sADgP4rJTym1P2fx3AHwL4npTyk/O4zwkA90spF51UpRWfzp07h507d0Z7GERhwXyT0jHjpGTMNykdM05KtpB8dw+1452br+Gdm6+itW/uJ8ulJ+VgX8Uj2FvxMPJSS5Y61LAaudOCrle8hSjrtVvzusa8uQIZjx9E5hMHEVeQE+YRxpaoNhz3zXo6DOAugH+edvivAHwcwAeEEJ+XUo4s9futNuPj49EeAlHYMN+kdMw4KRnzTUrHjJOSLSTf6eZsPL3nd/HU7o+gubse1Tdfxana19Fv6w56fvdgG547/UM8d/qHyE8rxd6Kh7F37cNIT4q9Qk18cR6KP/NBFH/mgxhtbvP3iBq6UhvymqErtRi6Uov6v/k2TBvLfYWoBxBfFLtPBIwFy7Eo86Dv6xEppWfqASnlsBDiHXiLU7sBHJ3PDYUQvwWgCMA4gFoAx6SUjmUYKxEREREREREtkBAChRnlKMwox/vu/wxqWy7hndrXcObWmxh12IJec6+nEfd6GvGzt/8ZZdkbsGftYexZ+xAsCbHXzDuuIAfFn34/ij/9foze6/DOiHr5OIYu1oS8xnrtFqzXbqHhK99FYmUZMp84iIzHDyKhlP3ipluO4lO572t9iOMN8Baf1mCexScAP5u23S2E+H0p5S/mc3F9fT2effbZoMeOHz8+zyHEhvj4+GgPgShsmG9SOmaclIz5JqVjxknJlppvlUqNyoIdqCzYgY88+Ke4fKca1Tdfw+XbJ+F0B59V1dB+HQ3t1/GT4/+AdXnbsK/iYewsP4QEg2lJYwmHuPwsFH3qfSj61Ptgb+1E16/fQufLxzF47lrIa4ZrGjBc04CGv/0+EtYWe3tEPX4QCeVFMd0DK1KWo/hk9n0dCnF8Yn/SPO71AoC/B3AZQB+AAgAfAvB5AD8XQrxLSvnaXDeRUsJmm6y8Go3exz/a7XZUV1cDAPLy8lBQUIBz5875pxzGx8djy5YtaGhoQFdXl//6HTt2wGazobZ2cupdaWkpMjMz/fcDAIvFgsrKStTU1GBgYPIBf1VVVejs7ERjY6N/X0VFBRISEnD+/Hn/voyMDJSVleHy5csYGfGuUNTpdAC8TyNoaWnxn7t582YAwJUrV/z7VtJr2rlzJ18TXxMAoLq6WnGvCVDez4mvafGvqbq6WnGvCVDez4mvaeGvKT8/P2D8SnhNSvw58TUt/jVt2bJFca9JiT8nvqbFvyaHw7GMr0mHnalP4r27Po26zgt4/fwv0TpYD4mAxVEAACk9qLl3HjX3zuOHb/wt8sxrsSZ1K4qS12PHtl0x+XPK+tBTaF2Xg7i+IbjO3oDqYi3GrjUAIXpo2+ruoLHuDhr//ocwFuci5eH96CtKg6ooB0KImHhNi8mewWCASqUK+prnsuSG40KI7wP4GICPSSl/EOT4lwF8EcAXpZRfXeT3+DSAbwK4IqXcMtu5Sms43tDQgLKysmgPgygsmG9SOmaclIz5JqVjxknJIpHvoZF+nLn1Jk7VvjavJ+bptQZsK7kfeysexqaiPdBqdGEd31KNdfWi+9dvofOl4+g/cwXwzCy0TZewpgj7jv8YQq0O/wDDYCkNxxdXsgo0MbPJHOL4xP7BJXyPHwBwAdgshEhcwn1WnKkVTyKlYb5J6ZhxUjLmm5SOGScli0S+zfHJeHjre/Gl//Gv+NYnX8b/uP9zKEwvD3m+wzmGU3Wv4++f+yN88p8P47uv/jWu3z0Lj8cd9rEuhiEjFfkf+Q3s/NW3cPDqi1j3f/4YKfu3A7PMDIorzl2xhaelWo5ldxPPI1wT4vhEOTVUT6g5SSnHhBDDACwA4gEML/ZeRERERERERBQ5qaYsPLHrg3hi1wfR1teEU7VHcKr2dXQMNAc9f8QxjBPXX8CJ6y/AHJ+CPeUPYm/FIyjL3hCT/ZP0acnI/9DTyP/Q0xjvHUDX6yfR9fIJ9J08D+maLJ5lPn5wlrso23IUnyY6eB8WQqimPvHON0tpH4BRAGcW+w2EEOXwFp6GAfQuYaxEREREREREFCU5KUX4zapP4Jl9H8fdrjq8U/s6TtUdQf9w8NlYQyN9eO3Sz/HapZ8jzZyNvWsPY2/FI8hPK43JQpQu1YK8//Ek8v7Hk3AOWtF95B10vXIc/acuI+2hfdEeXtQsuecTAAghXof3iXaflVJ+c8r+rwP4QwDfk1J+csr+tQAgpaybsq8IwJCUsn/avdPgbUS+B8C/SCk/PttYlNbzyeFwQK/XR3sYRGHBfJPSMeOkZMw3KR0zTkoWa/n2SA9utV7FqdrXcObWmxi2D855TU5KEfZWPIx9FY8g05IX/kEukccxDpU+tvtYzWUpPZ+Wq/hUAuAUgHR4C0W1AHYBOAjvcru9Usq+KedLAJBSiin7PgzguwCqAdwB0A8gH8Bj8PaNugDgISnl4GxjUVrxqa+vDykpKdEeBlFYMN+kdMw4KRnzTUrHjJOSxXK+XW4nbjSfx6na13C+4QTs4yNzXlOcuQ77Kh7GrvIHkWrKjMAoV6doNxyHlPI2gO0A/h3eotPnAZQA+CcAu6cWnmZxEcDPAGQA+A3fPR4BcB3AZwHsm6vwpERTH6dIpDTMNykdM05KxnyT0jHjpGSxnG+NWovNxXvx7Lv+Gt/7/SP4w3f/HXauOQStOvSsoTudN/GT4/+AT3/3Xfirn/4uXrv4MwzYeiI4aprLcvR8AgBIKVsAfGSe585YmCmlvA7gw8s1HiIiIiIiIiJauXRaA3aVH8Ku8kMYddhwofEtnKp9HdeazsAjgz8F71bbVdxqu4ofHf17VORtxZ61h7Gr/BBMcZYIj56mWrbiExERERERERFROMTpE3Bf5btwX+W7YB0dwNlbR3Gq9nXUtl4Ker6ExM2Wi7jZchH/9ubfobJgO/asPYydZQeRYDRHePTE4lOMKy0tjfYQiMKG+SalY8ZJyZhvUjpmnJRspefbFGfBQ1uewUNbnkHfcBfO1L2BU3VHcLujJuj5HunG9btncf3uWfzwyFewoXA39qx9CDvKDiBOnxjh0a9Oy9JwPJYoreE4EREREREREc2te7ANp2+9gdO1R3C3+9ac52vUWmwq2os9ax/C9tL7YdDFRWCUK1fUG45T+FRXV0d7CERhw3yT0jHjpGTMNykdM05KptR8pyfl4N27Poy//fB/4h8++hzeW/Up5KeFnuXlcjtxsfEtfOvl/w8f+9aD+Przf4IzdW/A4bRHcNSrA5fdEREREREREZGiZCXn4z17P4r37P0oWnvv4HTdGzhddwTt/XeDnu90OXCu/ijO1R+FXmvEtpL7sKfiIWwq2gudRh/ZwSsQi09EREREREREpFi5qcX4zapP4Jl9H8e9nkacrjuC03VH0DXYGvR8h9OOU3Wv41Td6zDq4rG97AD2rH0IGwt3Q6PWRnj0ysDiU4yzWPg4SFIu5puUjhknJWO+SemYcVKy1ZpvIQQK0stQkF6G39r/LJq66nyFqDfQa+0Ieo19fAQna17ByZpXEG8wYUfZQexZ+xDWF+yAWsWSynyx4TgRERERERERrVpSSjR23MCp2iM4e+tN9Nu657wm0ZiEXWsOYc/ah1CRtxUqlToCI40uNhxXsJqa4I+KJFIC5puUjhknJWO+SemYcVIy5juQEAJl2RvwoUOfx7c+9Qr+6nd+gMNb3gtzfErI2P0xygAADjJJREFUa4btg3jz6i/xv3/+SXzqO4/iX9/4P7h57yI8HncER75ycI5YjBsYGIj2EIjChvkmpWPGScmYb1I6ZpyUjPkOTSVUqMjbgoq8LfjwoS+gtuUSTte9gbP1RzFsHwx6zdBIH45c/i8cufxfSIpPwa7yB7G7/EGU52xaFTOi5oPFJyIiIiIiIiKiaVQqNSoLdqCyYAc+/OAfo+beBZyuewPn649hxDEc9JrBkT68funneP3Sz2GJT8Wu8kPYVf4QynM3QSVW7+IzFp+IiIiIiIiIiGahUWuxqWgPNhXtwUcP/zmu3T2D03Vv4ELDCdjHR4JeMzDSi9cu/RyvXfo5LAlp2FV+CB88+EercjYUG44TERERERERES3CuMuBa01ncObWG7jQ8BbGnKMhzy3JqsSXP/DjCI5ueS2l4ThnPsW4zs5OZGZmRnsYRGHBfJPSMeOkZMw3KR0zTkrGfC8fnUaP7WX3Y3vZ/b5C1GmcrnsDFxvfnlGI2lP+UJRGGX0sPsW4xsZGvimQYjHfpHTMOCkZ801Kx4yTkjHf4eEtRB3A9rIDGHeO4erdyUKUw2nHrvIHoz3EqGHxiYiIiIiIiIhoGem0BuwoO4gdZQcx7hzDrfZrSDNnRXtYUbN6W60TEREREREREYWZTmvAhoKd0R5GVLH4FOPYOJ2UjPkmpWPGScmYb1I6ZpyUjPmmSGPxKcYlJCREewhEYcN8k9Ix46RkzDcpHTNOSsZ8U6Sx+BTjzp8/H+0hEIUN801Kx4yTkjHfpHTMOCkZ802RxuITERERERERERGFDYtPREREREREREQUNiw+xbiMjIxoD4EobJhvUjpmnJSM+SalY8ZJyZhvijQWn2JcWVlZtIdAFDbMNykdM05KxnyT0jHjpGTMN0Uai08x7vLly9EeAlHYMN+kdMw4KRnzTUrHjJOSMd8UaSw+xbiRkZFoD4EobJhvUjpmnJSM+SalY8ZJyZhvijQWn4iIiIiIiIiIKGxYfIpxOp0u2kMgChvmm5SOGSclY75J6ZhxUjLmmyJNSCmjPYZldfTo0YtGo3FrRUVFtIdCRERERERERKQItbW1sNvtlw4dOrRtoddy5lOMa25ujvYQiMKG+SalY8ZJyZhvUjpmnJSM+aZIY/EpxrW0tER7CERhw3yT0jHjpGTMNykdM05KxnxTpGmiPQAK7eDBg7DZbDh//ny0h0K07JhvUjpmnJSM+SalY8ZJyZhvigbOfCIiIiIiIiIiorBh8SnGGY3GaA+BKGyYb1I6ZpyUjPkmpWPGScmYb4o0Fp+IiIiIiIiIiChsWHyKcXa7PdpDIAob5puUjhknJWO+SemYcVIy5psijcUnIiIiIiIiIiIKGyGljPYYltXRo0f7hBDJBoMh2kNZsvr6eng8HqxduzbaQyFadsw3KR0zTkrGfJPSMeOkZMw3LdbY2BiklP2HDh1KWei1Siw+NQEwAbgb5aEQERERERERESlFIQDroUOHihZ6oeKKT0REREREREREFDvY84mIiIiIiIiIiMKGxSciIiIiIiIiIgobFp+IiIiIiIiIiChsWHwiIiIiIiIiIqKwYfGJiIiIiIiIiIjChsUnIiIiIiIiIiIKGxafYpAQIlcI8a9CiHYhhEMIcVcI8Y9CCEu0x0Y0FyFEihDio0KI54QQjUIIuxBiSAhRLYT4PSFE0PcdIcReIcSvhRD9vmuuCSH+QAihjvRrIFooIcT7hRDS9+ejIc55XAhxwvf/B5sQ4qwQ4kORHivRfAkhDvneyzt9v4+0CyFeF0I8FuRcvofTiiGEeJcQ4ogQotWX1ztCiP8WQuwJcT7zTTFFCPGMEOKbQoiTQgir7/eP/5jjmgXnmL+70HISUspoj4GmEEKUADgFIB3ACwDqAOwEcBDALQD7pJR90Rsh0eyEEJ8E8B0AHQCOA7gHIAPAewCYAfwSwG/KKW8+Qoh3+/aPAfg5gH4ATwAoB/ALKeVvRvI1EC2EECIPwHUAagAJAD4mpfzBtHM+DeCbAPrgzfg4gGcA5AL4mpTyCxEdNNEchBB/B+CPAbQCeBVAL4A0ANsAvCml/JMp5/I9nFYMIcT/AfAn8L4fPw9vtksBPAlAA+CDUsr/mHI+800xRwhxBcAmADZ436fXAviplPL9Ic5fcI75uwstNxafYowQ4nUAhwF8Vkr5zSn7vw7gDwF8T0r5yWiNj2guQogHAMQDeEVK6ZmyPxPAOQB5AJ6RUv7St98EoBHewtQ+KeUF334DgGMA9gD4HSnlzyL6QojmQQghALwBoAjArwB8AdOKT0KIQnj/IWEEwDYp5V3ffguA8wBKAOyVUp6O6OCJQhBCfAzA9wH8CMDHpZTj045rpZRO39/5Hk4rhu93kTYAPQA2Sim7pxw7CG9mm6SUxb59zDfFJF9eW+HN5/3w/oNv0OLTYnLM310oHLjsLob4Zj0dBnAXwD9PO/xX8P6f/wNCiPgID41o3qSUx6SUL00tPPn2dwL4rm/zwJRDz8D7r+k/m/iPoe/8MQD/n2/zU+EbMdGSfBbAAwA+Au97dDC/C0AP4FsTv7wBgJRyAMBXfJv8RwWKCUIIPYAvwztrdUbhCQAmCk8+fA+nlaQA3s8/Z6cWngBASnkcwDC8eZ7AfFNMklIel1I2TF1JMIvF5Ji/u9CyY/Epthz0fT0S5IP7MIB3AMQB2B3pgREtk4kPLK4p+x7wfX0tyPlvAxgFsNf3gYgoZgghKgD8LYB/klK+Pcups2X81WnnEEXbQ/B+SPkVAI+vN86fCiE+F6IfDt/DaSVpgHfp0E4hROrUA0KI+wAkAnhzym7mm5RgMTnm7y607Fh8ii3lvq/1IY43+L6uicBYiJaVEEID4IO+zan/IQuZeymlC0ATvD0YisM6QKIF8OX5J/DODvniHKfPlvEOeGdM5Qoh4pZ1kESLs8P3dQzAZQAvw1tk/UcAp4QQbwkhps4M4Xs4rRhSyn4AfwpvL8qbQojvCyG+KoT4LwBH4F1G/YkplzDfpASLyTF/d6Flx+JTbDH7vg6FOD6xPyn8QyFadn8LYD2AX0spX5+yn7mnleh/AtgC4MNSSvsc58434+YQx4kiKd339Y8BSAD74Z0NshHeD+f3AfjvKefzPZxWFCnlP8L7EBQNgI8B+DMAvwmgBcC/T1uOx3yTEiwmx/zdhZYdi09EFHZCiM8C+Dy8jQs/EOXhEC2JEGIXvLOdvsZGm6RAE78bugA8KaWsllLapJTXATwNb4Pb+0M9kp4o1gkh/gTALwD8O7xNk+PhfYrjHQA/9T3pkYiIlhmLT7FlrgryxP7B8A+FaHn4HtP6TwBuAjjom/I+FXNPK4Zvud2P4Z2G/pfzvGy+GQ/1r4tEkTTo+3p5apNZAJBSjgKYmLm60/eV7+G0YgghDgD4PwBelFL+kZTyjpRyVEp5Cd7iahuAzwshJpYfMd+kBIvJMX93oWXH4lNsueX7GqqnU5nva6ieUEQxRQjxBwC+CeAGvIWnziCnhcy974N+Ebz/An8nTMMkWogEeLNaAWBMCCEn/sD7VFIA+Bffvn/0bc+W8Sx4/9W91ffBnijaJvI6GOL4gO+rcdr5fA+nleBx39fj0w/43oPPwfv5aItvN/NNSrCYHPN3F1p2LD7Flon/EB4WQgT8bIQQiQD2wfs0gjORHhjRQgkh/hTAPwC4Am/hqTvEqcd8Xx8Jcuw+eJ/weEpK6Vj2QRItnAPAD0P8uew7p9q3PbEkb7aMPzrtHKJoOwpvr6d1038X8Vnv+9rk+8r3cFpJJp7mlRbi+MT+cd9X5puUYDE55u8utOxYfIohUsrb8DbzLATw+9MOfwneCvNPpJQjER4a0YIIIf4S3gbjFwEcklL2znL6LwD0AvhtIcT2KfcwAPgb3+Z3wjVWooWQUtqllB8N9gfAi77TfuTb93Pf9r/BW7T6tBCicOJeQggLJp+U991IvQai2UgpmwG8BCAfwOemHhNCHAbwMLyzoiaeWsr3cFpJTvq+flwIkTP1gBDiUXj/oXcMwCnfbuablGAxOebvLrTshJQy2mOgKYQQJfD+By8dwAsAagHsAnAQ3uV2e6WUfdEbIdHshBAfgreJpxveJXfB1oLflVL++5RrnoL3P4xjAH4GoB/Ak/A+5vUXAN4r+WZFMU4I8b/gXXr3MSnlD6Yd+wyAbwDoA/BzeP9V/RkAufA2Lv9CZEdLFJoQIhfe30Xy4J0JdRneZRlPwTsr6rellL+ccv5T4Hs4rQC+2XyvA3gQwDCA5wB0wruU+nEAAsAfSCn/aco1T4H5phjjy+VTvs1MeP9h4A4mC6y9U3+3WEyO+bsLLTcWn2KQECIPwF/DO80xBUAHvP9x/JKUcmC2a4mibcoH8Nm8JaU8MO26fQD+AsAeAAYAjQD+FcA3pJTu5R8p0fKarfjkO/4EgC8A2ArvzOObAL4lpfxRJMdJNB9CiDQA/xPeDydZAKzwfqj5qpTyXJDz+R5OK4IQQgvvCoPfBrAO3iVH/fD2e/qGlPJIkGuYb4op8/h9u1lKWTjtmgXnmL+70HJi8YmIiIiIiIiIiMKGPZ+IiIiIiIiIiChsWHwiIiIiIiIiIqKwYfGJiIiIiIiIiIjChsUnIiIiIiIiIiIKGxafiIiIiIiIiIgobFh8IiIiIiIiIiKisGHxiYiIiIiIiIiIwobFJyIiIiIiIiIiChsWn4iIiIiIiIiIKGxYfCIiIiIiIiIiorBh8YmIiIiIiIiIiMKGxSciIiIiIiIiIgobFp+IiIiIiIiIiChsWHwiIiIiIiIiIqKwYfGJiIiIiIiIiIjChsUnIiIiIiIiIiIKGxafiIiIiIiIiIgobP5/1Q8tyEtP7bgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 299,
       "width": 591
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Some prediction methods\n",
    "pew.predict_survival_function(df.loc[0:3]).plot(figsize=(10, 5));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 299,
       "width": 591
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pew.predict_cumulative_hazard(df.loc[0:3]).plot(figsize=(10, 5));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/camerondavidson-pilon/code/lifelines/lifelines/fitters/__init__.py:2244: ApproximationWarning: Approximating using `predict_survival_function`. To increase accuracy, try using or increasing the resolution of the timeline kwarg in `.fit(..., timeline=timeline)`.\n",
      "\n",
      "  exceptions.ApproximationWarning,\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0           inf\n",
       "1    109.463605\n",
       "2           inf\n",
       "3    103.234698\n",
       "4    100.689989\n",
       "5     94.134723\n",
       "Name: 0.5, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pew.predict_median(df.loc[0:5])"
   ]
  }
 ],
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