{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## TVP-VAR, MCMC, and sparse simulation smoothing" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:00.218538Z", "iopub.status.busy": "2022-11-02T17:08:00.216102Z", "iopub.status.idle": "2022-11-02T17:08:01.455065Z", "shell.execute_reply": "2022-11-02T17:08:01.454348Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "from importlib import reload\n", "import numpy as np\n", "import pandas as pd\n", "import statsmodels.api as sm\n", "import matplotlib.pyplot as plt\n", "\n", "from scipy.stats import invwishart, invgamma\n", "\n", "# Get the macro dataset\n", "dta = sm.datasets.macrodata.load_pandas().data\n", "dta.index = pd.date_range('1959Q1', '2009Q3', freq='QS')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Background\n", "\n", "Bayesian analysis of linear Gaussian state space models via Markov chain Monte Carlo (MCMC) methods has become both commonplace and relatively straightforward in recent years, due especially to advances in sampling from the joint posterior of the unobserved state vector conditional on the data and model parameters (see especially Carter and Kohn (1994), de Jong and Shephard (1995), and Durbin and Koopman (2002)). This is particularly useful for Gibbs sampling MCMC approaches.\n", "\n", "While these procedures make use of the forward/backward application of the recursive Kalman filter and smoother, another recent line of research takes a different approach and constructs the posterior joint distribution of the entire vector of states at once - see in particular Chan and Jeliazkov (2009) for an econometric time series treatment and McCausland et al. (2011) for a more general survey. In particular, the posterior mean and precision matrix are constructed explicitly, with the latter a sparse band matrix. Advantage is then taken of efficient algorithms for Cholesky factorization of sparse band matrices; this reduces memory costs and can improve performance. Following McCausland et al. (2011), we refer to this method as the \"Cholesky Factor Algorithm\" (CFA) approach.\n", "\n", "The CFA-based simulation smoother has some advantages and some drawbacks compared to that based on the more typical Kalman filter and smoother (KFS).\n", "\n", "**Advantages of CFA**:\n", "\n", "- Derivation of the joint posterior distribution is relatively straightforward and easy to understand.\n", "- In some cases can be both faster and less memory-intensive than the KFS approach\n", " - In the Appendix at the end of this notebook, we briefly discuss the performance of the two simulation smoothers for the TVP-VAR model. In summary: simple tests on a single machine suggest that for the TVP-VAR model, the CFA and KFS implementations in Statsmodels have about the same runtimes, while both implementations are about twice as fast as the replication code, written in Matlab, provided by Chan and Jeliazkov (2009).\n", "\n", "**Drawbacks of CFA**:\n", "\n", "The main drawback is that this method has not (at least so far) reached the generality of the KFS approach. For example:\n", "\n", "- It can not be used with models that have reduced-rank error terms in the observation or state equations.\n", " - One implication of this is that the typical state space model trick of including identities in the state equation to accommodate, for example, higher-order lags in autoregressive models is not applicable. These models can still be handled by the CFA approach, but at the cost of requiring a slightly different implementation for each lag that is included.\n", " - As an example, standard ways of representing ARMA and VARMA processes in state space form do include identities in the observation and/or state equations, and so the basic formulas presented in Chan and Jeliazkov (2009) do not apply immediately to these models.\n", "- Less flexibility is available in the state initialization / prior." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Implementation in Statsmodels\n", "\n", "A CFA simulation smoother along the lines of the basic formulas presented in Chan and Jeliazkov (2009) has been implemented in Statsmodels.\n", "\n", "**Notes**:\n", "\n", "- Therefore, the CFA simulation smoother in Statsmodels so-far only supports the case that the state transition is truly a first-order Markov process (i.e. it does not support a p-th order Markov process that has been stacked using identities into a first-order process).\n", "- By contrast, the KFS smoother in Statsmodels is fully general any can be used for any state space model, including those with stacked p-th order Markov processes or other identities in the observation and state equations.\n", "\n", "Either a KFS or the CFA simulation smoothers can be constructed from a state space model using the `simulation_smoother` method. To show the basic idea, we first consider a simple example." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Local level model\n", "\n", "A local level model decomposes an observed series $y_t$ into a persistent trend $\\mu_t$ and a transitory error component\n", "\n", "$$\n", "\\begin{aligned}\n", "y_t & = \\mu_t + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, \\sigma_\\text{irregular}^2) \\\\\n", "\\mu_t & = \\mu_{t-1} + \\eta_t, \\quad ~ \\eta_t \\sim N(0, \\sigma_\\text{level}^2)\n", "\\end{aligned}\n", "$$\n", "\n", "This model satisfies the requirements of the CFA simulation smoother because both the observation error term $\\varepsilon_t$ and the state innovation term $\\eta_t$ are non-degenerate - that is, their covariance matrices are full rank.\n", "\n", "We apply this model to inflation, and consider simulating draws from the posterior of the joint state vector. That is, we are interested in sampling from\n", "\n", "$$p(\\mu^t \\mid y^t, \\sigma_\\text{irregular}^2, \\sigma_\\text{level}^2)$$\n", "\n", "where we define $\\mu^t \\equiv (\\mu_1, \\dots, \\mu_T)'$ and $y^t \\equiv (y_1, \\dots, y_T)'$.\n", "\n", "In Statsmodels, the local level model falls into the more general class of \"unobserved components\" models, and can be constructed as follows:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:01.460748Z", "iopub.status.busy": "2022-11-02T17:08:01.459594Z", "iopub.status.idle": "2022-11-02T17:08:01.499345Z", "shell.execute_reply": "2022-11-02T17:08:01.498726Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 2 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 2.40814D+00 |proj g|= 1.27979D-01\n", "\n", "At iterate 5 f= 2.24982D+00 |proj g|= 9.50562D-04\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 2 7 9 1 0 0 2.952D-07 2.250D+00\n", " F = 2.2498167187366014 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n", "sigma2.irregular 3.373368\n", "sigma2.level 0.744712\n", "dtype: float64\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] } ], "source": [ "# Construct a local level model for inflation\n", "mod = sm.tsa.UnobservedComponents(dta.infl, 'llevel')\n", "\n", "# Fit the model's parameters (sigma2_varepsilon and sigma2_eta)\n", "# via maximum likelihood\n", "res = mod.fit()\n", "print(res.params)\n", "\n", "# Create simulation smoother objects\n", "sim_kfs = mod.simulation_smoother() # default method is KFS\n", "sim_cfa = mod.simulation_smoother(method='cfa') # can specify CFA method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simulation smoother objects `sim_kfs` and `sim_cfa` have `simulate` methods that perform simulation smoothing. Each time that `simulate` is called, the `simulated_state` attribute will be re-populated with a new simulated draw from the posterior.\n", "\n", "Below, we construct 20 simulated paths for the trend, using the KFS and CFA approaches, where the simulation is at the maximum likelihood parameter estimates." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:01.504290Z", "iopub.status.busy": "2022-11-02T17:08:01.503150Z", "iopub.status.idle": "2022-11-02T17:08:01.546751Z", "shell.execute_reply": "2022-11-02T17:08:01.546036Z" } }, "outputs": [], "source": [ "nsimulations = 20\n", "simulated_state_kfs = pd.DataFrame(\n", " np.zeros((mod.nobs, nsimulations)), index=dta.index)\n", "simulated_state_cfa = pd.DataFrame(\n", " np.zeros((mod.nobs, nsimulations)), index=dta.index)\n", "\n", "for i in range(nsimulations):\n", " # Apply KFS simulation smoothing\n", " sim_kfs.simulate()\n", " # Save the KFS simulated state\n", " simulated_state_kfs.iloc[:, i] = sim_kfs.simulated_state[0]\n", "\n", " # Apply CFA simulation smoothing\n", " sim_cfa.simulate()\n", " # Save the CFA simulated state\n", " simulated_state_cfa.iloc[:, i] = sim_cfa.simulated_state[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the observed data and the simulations created using each method below, it is not too hard to see that these two methods are doing the same thing." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:01.552193Z", "iopub.status.busy": "2022-11-02T17:08:01.551031Z", "iopub.status.idle": "2022-11-02T17:08:02.178848Z", "shell.execute_reply": "2022-11-02T17:08:02.178195Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the inflation data along with simulated trends\n", "fig, axes = plt.subplots(2, figsize=(15, 6))\n", "\n", "# Plot data and KFS simulations\n", "dta.infl.plot(ax=axes[0], color='k')\n", "axes[0].set_title('Simulations based on KFS approach, MLE parameters')\n", "simulated_state_kfs.plot(ax=axes[0], color='C0', alpha=0.25, legend=False)\n", "\n", "# Plot data and CFA simulations\n", "dta.infl.plot(ax=axes[1], color='k')\n", "axes[1].set_title('Simulations based on CFA approach, MLE parameters')\n", "simulated_state_cfa.plot(ax=axes[1], color='C0', alpha=0.25, legend=False)\n", "\n", "# Add a legend, clean up layout\n", "handles, labels = axes[0].get_legend_handles_labels()\n", "axes[0].legend(handles[:2], ['Data', 'Simulated state'])\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Updating the model's parameters\n", "\n", "The simulation smoothers are tied to the model instance, here the variable `mod`. Whenever the model instance is updated with new parameters, the simulation smoothers will take those new parameters into account in future calls to the `simulate` method.\n", "\n", "This is convenient for MCMC algorithms, which repeatedly (a) update the model's parameters, (b) draw a sample of the state vector, and then (c) draw new values for the model's parameters.\n", "\n", "Here we will change the model to a different parameterization that yields a smoother trend, and show how the simulated values change (for brevity we only show the simulations from the KFS approach, but simulations from the CFA approach would be the same)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:02.182886Z", "iopub.status.busy": "2022-11-02T17:08:02.182643Z", "iopub.status.idle": "2022-11-02T17:08:02.526421Z", "shell.execute_reply": "2022-11-02T17:08:02.525644Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABdEAAAEiCAYAAAAWHJuuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd5wU9f348dfMbN+9zh139CpIEymiKKIiAl+wgzUKWGKJGjXGqIkFNRqNMZZYojHiL2LDXrFgx4YFkCK9c71v35n5/P7Y25XjODjqobyfj8c9YGenfGb2M1ve8573R1NKKYQQQgghhBBCCCGEEEII0YTe2g0QQgghhBBCCCGEEEIIIfZVEkQXQgghhBBCCCGEEEIIIZohQXQhhBBCCCGEEEIIIYQQohkSRBdCCCGEEEIIIYQQQgghmiFBdCGEEEIIIYQQQgghhBCiGRJEF0IIIYQQQgghhBBCCCGaIUF0IYQQQgghhBBCCCGEEKIZEkQXQgghhBBCCCGEEEIIIZohQXQhhBBCCCGEEEIIIYQQohkSRBdCCCF2sy5dujBlypRW2fYtt9yCpmm7dZ0ff/wxmqbx8ccf79b1tqbp06ejaRpr1qxp8bzffvvtPtOmX5pfYx8Se+b9Zl/ebkutWbMGTdOYPn36Di+7I+fKUUcdxVFHHbVbtit2n9Rr+OKLL7Z2U/ZZU6ZMoUuXLq3dDCGEEGKHSBBdCCGEaKEff/yRiRMn0rlzZzweD+3bt2f06NE8+OCDrd203eLhhx/er4Mv++L+74tt2pZfWnt/7TZt2sQtt9zCvHnzWrspOywcDnPLLbfIhRexz3rmmWe47777WrsZW7V48WJuueWWX+VFWSGEEKK1SBBdCCGEaIEvvviCIUOGMH/+fC688EL+9a9/ccEFF6DrOvfff3+jeZcuXcrjjz/eSi3dec0FQI888kgikQhHHnnk3m/UHnLOOecQiUTo3Llzetq+GADeF9u0LftTH/ol2LRpE9OmTdtjQfS//OUvRCKRPbLucDjMtGnTthpE35Pb3R06d+5MJBLhnHPO2S+2u7/a14Po06ZNkyC6EEIIsRs5WrsBQgghxC/BX//6V7Kyspg7dy7Z2dmNnisrK2v02O1278WW7Xm6ruPxeFq7GbuVYRgYhtHazWgVpmli2zYul2uvbfPX2Ic2Fw6H8fl8rd2MvSYUCuH3+3E4HDgce//nRGttt6U0TWuV/t5a2xWtI3Ue7iqlFNFoFK/XuxtaJYQQQvx6SSa6EEII0QIrV66kb9++TQLoAAUFBY0eb1kTPVXr+vPPP+eKK64gPz+f7OxsLrroIuLxODU1NZx77rnk5OSQk5PDtddei1IqvXxzNXJbWv/2ySef5JhjjqGgoAC3202fPn145JFHmrR50aJFfPLJJ2iahqZp6Vq7zW1/5syZDB48GK/XS5s2bfjNb37Dxo0bG80zZcoUAoEAGzdu5KSTTiIQCJCfn88111yDZVmN5n3uuecYPHgwGRkZZGZm0r9//yZZ/lsaNGgQp5xySqNp/fv3R9M0FixYkJ72/PPPo2kaS5YsAZrWH9/W/qfEYjGuvvpq8vPz8fv9nHzyyZSXl2+zfQALFixgypQpdOvWDY/HQ2FhIeeddx6VlZXbXG57baqpqeHKK6+kY8eOuN1uevTowV133YVt2+l5Un3knnvu4b777qN79+643e70rf6aprFixQqmTJlCdnY2WVlZTJ06lXA43Kgtu7sPXXbZZQQCgSbbATjzzDMpLCxs1D/eeecdRowYgd/vJyMjg/Hjx7No0aLtHvvU6/zpp59y0UUXkZeXR2ZmJueeey7V1dWN5n3ttdcYP3487dq1w+120717d2677bYm/fSoo46iX79+fPfddxx55JH4fD5uuOGGnVrHggULGDlyJD6fjx49eqRrKH/yyScMGzYMr9dLr169+OCDD5rs28aNGznvvPNo27Ytbrebvn378t///jf9/Mcff8zQoUMBmDp1avo12fz94uuvv2bs2LFkZWXh8/kYOXIkc+bMabSdVD9ZvHgxZ511Fjk5ORxxxBGNnkuZMmVKejtb/t1yyy0AxONxbrrpJgYPHkxWVhZ+v58RI0bw0UcfpdezZs0a8vPzAZg2bVqTdWytJrppmtx2223pPt6lSxduuOEGYrFYo/m6dOnChAkT+PzzzznkkEPweDx069aN//f//l+TY7w5pRRdunThxBNPbPJcNBolKyuLiy66KN3+rb03//TTT0ycOJHc3Fw8Hg9Dhgzh9ddf3+Z2Ux577DG6d++O1+vlkEMO4bPPPmsyz9a2uyPvwZWVlZxzzjlkZmaSnZ3N5MmTmT9/fos+Z6qqqrjmmmvo378/gUCAzMxMxo0bx/z581u0f++//z5HHHEE2dnZBAIBevXqlT6v4Of3kBdeeIFp06bRvn17MjIymDhxIrW1tcRiMa688koKCgoIBAJMnTq1yWvf0j4Cybtq+vbti9vtpl27dvzud7+jpqYm/fxRRx3FW2+9xdq1a9P9c8sa37Zt89e//pUOHTrg8XgYNWoUK1asaLKtXT0PtzR9+nQmTZoEwNFHH51uX+r9N3UOvPvuuwwZMgSv18u///1vYMc/V1L90u12M3ToUObOndukPa+++ir9+vXD4/HQr18/Xnnlla22WwghhNjX7bspHEIIIcQ+pHPnznz55ZcsXLiQfv367dQ6Lr/8cgoLC5k2bRpfffUVjz32GNnZ2XzxxRd06tSJO+64g7fffpu///3v9OvXj3PPPXe3tP2RRx6hb9++nHDCCTgcDt544w0uvfRSbNvmd7/7HQD33Xcfl19+OYFAgD//+c8AtG3bttl1Tp8+nalTpzJ06FDuvPNOSktLuf/++5kzZw4//PBDo4sNlmUxZswYhg0bxj333MMHH3zAP/7xD7p3784ll1wCJAMoZ555JqNGjeKuu+4CYMmSJcyZM4ff//73zbZjxIgRPPvss+nHVVVVLFq0CF3X+eyzzxgwYAAAn332Gfn5+Rx44IFbXU9L9v/yyy8nJyeHm2++mTVr1nDfffdx2WWX8fzzzzfbvtS+rVq1iqlTp1JYWMiiRYt47LHHWLRoEV999VWzAyRuq03hcJiRI0eyceNGLrroIjp16sQXX3zB9ddfT3FxcZMSA08++STRaJTf/va3uN1ucnNz08+ddtppdO3alTvvvJPvv/+e//znPxQUFKRfB9j9fej000/noYce4q233koHe1L79cYbbzBlypT0nQL/+9//mDx5MmPGjOGuu+4iHA7zyCOPcMQRR/DDDz+0aHC6yy67jOzsbG655RaWLl3KI488wtq1a9OBOUj26UAgwNVXX00gEODDDz/kpptuoq6ujr///e+N1ldZWcm4ceM444wz+M1vfpPezx1ZR3V1NRMmTOCMM85g0qRJPPLII5xxxhnMmDGDK6+8kosvvpizzjqLv//970ycOJH169eTkZEBQGlpKYceeiiapnHZZZeRn5/PO++8w/nnn09dXR1XXnklBx54ILfeeis33XQTv/3tbxkxYgQAw4cPB+DDDz9k3LhxDB48mJtvvhld19MXSz777DMOOeSQRu2dNGkSPXv25I477mh0kW9zF110Eccee2yjabNmzWLGjBnpi411dXX85z//4cwzz+TCCy+kvr6eJ554gjFjxvDNN98wcOBA8vPzeeSRR7jkkks4+eST0xfKUufz1lxwwQU89dRTTJw4kT/84Q98/fXX3HnnnSxZsqRJ0G7FihVMnDiR888/n8mTJ/Pf//6XKVOmMHjwYPr27bvV9Wuaxm9+8xvuvvtuqqqqGp1Db7zxBnV1dfzmN79ptn2LFi3i8MMPp3379lx33XX4/X5eeOEFTjrpJF566SVOPvnkZpd94oknuOiiixg+fDhXXnklq1at4oQTTiA3N5eOHTs2u1xKS96Dbdvm+OOP55tvvuGSSy6hd+/evPbaa0yePHm76wdYtWoVr776KpMmTaJr166Ulpby73//m5EjR7J48WLatWu3zWMzYcIEBgwYwK233orb7WbFihVNAskAd955J16vl+uuu44VK1bw4IMP4nQ60XWd6upqbrnlFr766iumT59O165duemmm9LLtrSP3HLLLUybNo1jjz2WSy65JP2eMXfuXObMmYPT6eTPf/4ztbW1bNiwgX/+858ABAKBRm3929/+hq7rXHPNNdTW1nL33Xdz9tln8/XXX6fn2RPn4ZFHHskVV1zBAw88wA033JD+3Nv882/p0qWceeaZXHTRRVx44YX06tVrhz9XnnnmGerr67nooovQNI27776bU045hVWrVuF0OgF47733OPXUU+nTpw933nknlZWVTJ06lQ4dOjTbH4QQQoh9lhJCCCHEdr333nvKMAxlGIY67LDD1LXXXqveffddFY/Hm8zbuXNnNXny5PTjJ598UgFqzJgxyrbt9PTDDjtMaZqmLr744vQ00zRVhw4d1MiRI9PTPvroIwWojz76qNF2Vq9erQD15JNPpqfdfPPNasuP93A43KSNY8aMUd26dWs0rW/fvo2229z24/G4KigoUP369VORSCQ935tvvqkAddNNN6WnTZ48WQHq1ltvbbTOgw8+WA0ePDj9+Pe//73KzMxUpmk22f62zJw5UwFq8eLFSimlXn/9deV2u9UJJ5ygTj/99PR8AwYMUCeffHL6ceo1Wb169Xb3PzXvscce2+j1u+qqq5RhGKqmpmabbdza8X/22WcVoD799NOdatNtt92m/H6/WrZsWaPp1113nTIMQ61bt04p9XMfyczMVGVlZY3mTfWV8847r9H0k08+WeXl5W13H3alD9m2rdq3b69OPfXURvO98MILjY5LfX29ys7OVhdeeGGj+UpKSlRWVlaT6VtKHdPBgwc3OlfvvvtuBajXXnttm/t40UUXKZ/Pp6LRaHrayJEjFaAeffTRJvPv6DqeeeaZ9LSffvpJAUrXdfXVV1+lp7/77rtNzvPzzz9fFRUVqYqKikbbOuOMM1RWVla6HXPnzm2yrFLJ49+zZ88m70nhcFh17dpVjR49Oj0t1U/OPPPMJvu2tfebzS1fvlxlZWWp0aNHp89t0zRVLBZrNF91dbVq27Zto75YXl6uAHXzzTdvd7vz5s1TgLrgggsazXfNNdcoQH344YfpaZ07d25y7pWVlSm3263+8Ic/NLsvSim1dOlSBahHHnmk0fQTTjhBdenSJX0st/bePGrUKNW/f/9G/cC2bTV8+HDVs2fP9LTm3m8HDhzY6Lg99thjCmh0vm1tuy19D37ppZcUoO677770NMuy1DHHHLPVPrSlaDSqLMtqNG316tXK7XY32faW/vnPfypAlZeXNztP6rj069ev0bl85plnKk3T1Lhx4xrNf9hhh6nOnTunH7e0j5SVlSmXy6WOO+64Rvvzr3/9SwHqv//9b3ra+PHjG21jy7YeeOCBjV6z+++/XwHqxx9/VErtvvNwa1KfjVt+b1Dq53Ng1qxZjabv6OdKXl6eqqqqSs/32muvKUC98cYb6WkDBw5URUVFjT4n33vvPQVs9dgJIYQQ+zIp5yKEEEK0wOjRo/nyyy854YQTmD9/PnfffTdjxoyhffv2Lb4d//zzz2+UdTxs2DCUUpx//vnpaYZhMGTIEFatWrXb2r55ndPa2loqKioYOXIkq1atora2dofX9+2331JWVsall17aqP7u+PHj6d27N2+99VaTZS6++OJGj0eMGNFoH7OzswmFQrz//vs71JZUdu2nn34KJDPOhw4dyujRo9PlDmpqali4cGF63p3129/+ttHrN2LECCzLYu3atdtcbvPjH41Gqaio4NBDDwXg+++/36m2zJw5kxEjRpCTk0NFRUX679hjj8WyrPTxSDn11FPT5TG2tLXXprKykrq6uq3uw+7oQ5qmMWnSJN5++22CwWB6+vPPP0/79u3TZQref/99ampqOPPMMxvtp2EYDBs2rFEJkG357W9/m86MBLjkkktwOBy8/fbbW93H+vp6KioqGDFiBOFwmJ9++qnR+txuN1OnTm2ynR1ZRyAQ4Iwzzkg/7tWrF9nZ2Rx44IEMGzYsPT31/9T5opTipZde4vjjj0cp1ei4jBkzhtra2u32q3nz5rF8+XLOOussKisr08uHQiFGjRrFp59+2qh8AzTtJ9sTCoU4+eSTycnJ4dlnn03fWWAYRroev23bVFVVYZomQ4YM2enzIfU6Xn311Y2m/+EPfwBo8p7Up0+fRu8H+fn59OrVa7vvuwcccADDhg1jxowZ6WlVVVW88847nH322c3eVVJVVcWHH37Iaaedlu4XFRUVVFZWMmbMGJYvX96kFFZK6v324osvbjSOwZQpU8jKytpmeze3vffgWbNm4XQ6ufDCC9PTdF1P32myPW63G11P/rS0LIvKysp0WZbtva6pO5dee+21Jv1uS+eee26jczn1OXreeec1mm/YsGGsX78e0zSBlveRDz74gHg8zpVXXpneH4ALL7yQzMzMrX6+NWfq1KmNXrNUn0sd971xHjana9eujBkzptG0Hf1cOf3008nJyWl2/4qLi5k3bx6TJ09u1FdHjx5Nnz59dst+CCGEEHuTlHMRQgghWmjo0KG8/PLLxONx5s+fzyuvvMI///lPJk6cyLx587b7o7BTp06NHqd+VG55O35WVlaTes27Ys6cOdx88818+eWXTWpQ19bW7lAgBkgHjXv16tXkud69e/P55583mubxeJoEcHNychrt46WXXsoLL7zAuHHjaN++PccddxynnXYaY8eO3WZb2rZtS8+ePfnss8+46KKL+Oyzzzj66KM58sgjufzyy1m1ahVLlizBtu1dDqJv+fqlggfbe62qqqqYNm0azz33XJNBaHcmAA2wfPlyFixY0GxgfMvtdO3atdl1bWu/MjMzgd3fhyAZgLnvvvt4/fXXOeusswgGg7z99tvp0gCQ3E+AY445ZqvrSLVve3r27NnocSAQoKioKF0TH5IlJf7yl7/w4YcfNrqAAE1fp/bt2291YNYdWUeHDh2aBF2zsrK2+n4AP/ez8vJyampqeOyxx3jssce2ur9bvv5bSh3XbZXqqK2tbRQg21Yf2poLL7yQlStX8sUXX5CXl9fouaeeeop//OMf/PTTTyQSiZ3eRsratWvRdZ0ePXo0ml5YWEh2dnaTC11b9nlo+p7UnHPPPZfLLruMtWvX0rlzZ2bOnEkikeCcc85pdpkVK1aglOLGG2/kxhtv3Oo8ZWVltG/ffqv7Bk37sNPppFu3btttL7TsPXjt2rUUFRU1GSB3y2PaHNu2uf/++3n44YdZvXp1o3rrW77+Wzr99NP5z3/+wwUXXMB1113HqFGjOOWUU5g4cWKjQDbs2OeobdvU1taSl5fX4j7S3Oeby+WiW7du271ouq22bvmZsTfOw+ZsbT07+rmyvf1rru8CLbq4IoQQQuxrJIguhBBC7CCXy8XQoUMZOnQoBxxwAFOnTmXmzJncfPPN21wulYnZkulqs1qnzWU3bjko3NasXLmSUaNG0bt3b+699146duyIy+Xi7bff5p///Od2s/52h+b2e3MFBQXMmzePd999l3feeYd33nmHJ598knPPPZennnpqm8seccQRzJ49m0gkwnfffcdNN91Ev379yM7O5rPPPmPJkiUEAgEOPvjgPbIfm79WW3PaaafxxRdf8Mc//pGBAwcSCASwbZuxY8fu9PG3bZvRo0dz7bXXbvX5Aw44oNHjzTOkt7S9/dpTfejQQw+lS5cuvPDCC5x11lm88cYbRCIRTj/99PQ8qXX/73//o7CwsMk6HI7d81W2pqaGkSNHkpmZya233kr37t3xeDx8//33/OlPf2qyj1s7nju6jh15P4CfX4/Uen7zm980G3zbVu3wzdfx97//nYEDB251ni3rO2+rD23p/vvv59lnn+Xpp59usv6nn36aKVOmcNJJJ/HHP/6RgoICDMPgzjvvZOXKlS3extY09165pZ09lwHOOOMMrrrqKmbMmMENN9zA008/zZAhQ7Z6UTEldbyvueaaJtm/KS0NVu+MlrwH76o77riDG2+8kfPOO4/bbruN3NxcdF3nyiuv3O57hNfr5dNPP+Wjjz7irbfeYtasWTz//PMcc8wxvPfee43av7PnTUpL+8ju0NJzeU+dh9uytfXs6OfKrpxHQgghxC+RBNGFEEKIXTBkyBAgedvynpLK7qqpqWk0vSUZcW+88QaxWIzXX3+9UdbY1spgtDS40LlzZyA5MNmWGcJLly5NP7+jXC4Xxx9/PMcffzy2bXPppZfy73//mxtvvHGbAaYRI0bw5JNP8txzz2FZFsOHD0fXdY444oh0EH348OHbDSTtieBKdXU1s2fPZtq0aY0GuEtlIG5Pc23q3r07wWCwySCOe8Ke6EMpp512Gvfffz91dXU8//zzdOnSJV3qBpL7CcmLLLuyr8uXL+foo49OPw4GgxQXF/N///d/AHz88cdUVlby8ssvc+SRR6bnW716dYu3sTvW0RL5+flkZGRgWdZ2j8m2+g8kM/l3dx/67LPPuOaaa7jyyis5++yzmzz/4osv0q1bN15++eVG7dvyIuSO9KXOnTtj2zbLly9vNHhiaWkpNTU1O/2etDW5ubmMHz+eGTNmcPbZZzNnzpwmAy5uKZUx7nQ6d/h4p9q+fPnyRu+3iUSC1atXc9BBB+3YDmxjOx999BHhcLhRNvqKFStatPyLL77I0UcfzRNPPNFoek1NDW3atNnu8rquM2rUKEaNGsW9997LHXfcwZ///Gc++uij3dJHW9pHNv982zzTPx6Ps3r16kZt2dXPjD15Hu5M23b358rmfXdLS5cu3S3bEEIIIfYmqYkuhBBCtMBHH3201eyqVJ3VbWUh7qrOnTtjGEaTeqQPP/zwdpdNBY43b3ttbS1PPvlkk3n9fn+TQP3WDBkyhIKCAh599FFisVh6+jvvvMOSJUsYP378dtexpcrKykaPdV1PZ9Nuvo2tSZVpueuuuxgwYED69v4RI0Ywe/Zsvv322xaVcmnp/u+IrR1/YLtBt+216bTTTuPLL7/k3XffbfJcTU1Nug7w7rAn+lDK6aefTiwW46mnnmLWrFmcdtppjZ4fM2YMmZmZ3HHHHY3KfqSUl5e3aDuPPfZYo+UfeeQRTNNk3LhxwNb3MR6Pt+gcS9kd62jpdk499VReeuklFi5c2OT5zY+J3+8Hml6AGzx4MN27d+eee+5pVJN+a+vYEcXFxZx22mkcccQR/P3vf2+2/dD4OH399dd8+eWXjeZLBXJb0p9SF0O2PK/uvfdegJ16T9qWc845h8WLF/PHP/4RwzAa1bbfmoKCAo466ij+/e9/b/WC67aO95AhQ8jPz+fRRx8lHo+np0+fPn23vl+NGTOGRCLB448/np5m2zYPPfRQi5Y3DKPJ+9zMmTObrfW+uaqqqibTUpnZ23v/b6mW9pFjjz0Wl8vFAw880Gh/nnjiCWpraxv1Jb/fv9MluWDPnYeptkHLzp+U3f25UlRUxMCBA3nqqacaHaf333+fxYsX79C6hBBCiH2BZKILIYQQLXD55ZcTDoc5+eST6d27N/F4nC+++CKdPbu1QQZ3l6ysLCZNmsSDDz6Ipml0796dN998c7t1jwGOO+64dIb3RRddRDAY5PHHH6egoKBJMGfw4ME88sgj3H777fTo0YOCgoKt1qJ2Op3cddddTJ06lZEjR3LmmWdSWlrK/fffT5cuXbjqqqt2eB8vuOACqqqqOOaYY+jQoQNr167lwQcfZODAgY2yBremR48eFBYWsnTpUi6//PL09COPPJI//elPAC0Kord0/3dEZmYmRx55JHfffTeJRIL27dvz3nvvtTg7ubk2/fGPf+T1119nwoQJTJkyhcGDBxMKhfjxxx958cUXWbNmTYuyP1tiT/ShlEGDBtGjRw/+/Oc/E4vFGpVygeTxe+SRRzjnnHMYNGgQZ5xxBvn5+axbt4633nqLww8/nH/961/b3Yd4PM6oUaM47bTTWLp0KQ8//DBHHHEEJ5xwAgDDhw8nJyeHyZMnc8UVV6BpGv/73/92qCzB7lhHS/3tb3/jo48+YtiwYVx44YX06dOHqqoqvv/+ez744IN0ULJ79+5kZ2fz6KOPkpGRgd/vZ9iwYXTt2pX//Oc/jBs3jr59+zJ16lTat2/Pxo0b+eijj8jMzOSNN97Y4XZdccUVlJeXc+211/Lcc881em7AgAEMGDCACRMm8PLLL3PyySczfvx4Vq9ezaOPPkqfPn0aBRK9Xi99+vTh+eef54ADDiA3N5d+/frRr1+/Jts96KCDmDx5Mo899li6rM4333zDU089xUknndToLoTdYfz48eTl5TFz5kzGjRtHQUHBdpd56KGHOOKII+jfvz8XXngh3bp1o7S0lC+//JINGzYwf/78rS7ndDq5/fbbueiiizjmmGM4/fTTWb16NU8++WSLa6K3xEknncQhhxzCH/7wB1asWEHv3r15/fXX031pe5nNEyZM4NZbb2Xq1KkMHz6cH3/8kRkzZrSojbfeeiuffvop48ePp3PnzpSVlfHwww/ToUOH9CDDu6qlfSQ/P5/rr7+eadOmMXbsWE444YT0e8bQoUP5zW9+k17n4MGDef7557n66qsZOnQogUCA448/vsVt0nV9j5yHkLwIYRgGd911F7W1tbjdbo455pht9tU98bly5513Mn78eI444gjOO+88qqqqePDBB+nbt+9WLxwIIYQQ+zQlhBBCiO1655131Hnnnad69+6tAoGAcrlcqkePHuryyy9XpaWljebt3Lmzmjx5cvrxk08+qQA1d+7cRvPdfPPNClDl5eWNpk+ePFn5/f5G08rLy9Wpp56qfD6fysnJURdddJFauHChAtSTTz7ZZJ2be/3119WAAQOUx+NRXbp0UXfddZf673//qwC1evXq9HwlJSVq/PjxKiMjQwFq5MiRSimlPvroIwWojz76qNF6n3/+eXXwwQcrt9utcnNz1dlnn602bNiw3X3ZWjtffPFFddxxx6mCggLlcrlUp06d1EUXXaSKi4ubLLs1kyZNUoB6/vnn09Pi8bjy+XzK5XKpSCTSaP7Ua9KS/W/u9WvuuGxpw4YN6uSTT1bZ2dkqKytLTZo0SW3atEkB6uabb96pNimlVH19vbr++utVjx49lMvlUm3atFHDhw9X99xzj4rH40oppVavXq0A9fe//71Ju5rrf1trx57qQ0op9ec//1kBqkePHs0ew48++kiNGTNGZWVlKY/Ho7p3766mTJmivv3222aX2XxfPvnkE/Xb3/5W5eTkqEAgoM4++2xVWVnZaN45c+aoQw89VHm9XtWuXTt17bXXqnfffbdJu0eOHKn69u271e3t6jo6d+6sxo8f32Q6oH73u981mlZaWqp+97vfqY4dOyqn06kKCwvVqFGj1GOPPdZovtdee0316dNHORyOJu8XP/zwgzrllFNUXl6ecrvdqnPnzuq0005Ts2fPTs/TXD/Z/LnN9wvY6l+qr9u2re644w7VuXNn5Xa71cEHH6zefPNNNXnyZNW5c+dG6//iiy/U4MGDlcvlarSOrb3PJRIJNW3aNNW1a1fldDpVx44d1fXXX6+i0WiLjvHIkSMbnV/bc+mllypAPfPMM02eS513mx9rpZRauXKlOvfcc1VhYaFyOp2qffv2asKECerFF19Mz9PcufLwww+rrl27KrfbrYYMGaI+/fTTJm3e2nZb+h6sVPJz5qyzzlIZGRkqKytLTZkyRc2ZM0cB6rnnntvm8YhGo+oPf/iDKioqUl6vVx1++OHqyy+/bNFxnT17tjrxxBNVu3btlMvlUu3atVNnnnmmWrZsWZPjMnPmzEbL7sjna0v7iFJK/etf/1K9e/dWTqdTtW3bVl1yySWqurq60TzBYFCdddZZKjs7WwHp/ttcW5vrF7t6Hjbn8ccfV926dVOGYTTqU82dA0rt+ufKlp9rSin10ksvqQMPPFC53W7Vp08f9fLLL2/1fBdCCCH2dZpSMvKHEEIIIYT49Zk+fTpTp05l7ty56fELhNgdrrrqKp544glKSkoa1RD/tXn11Vc5+eST+fzzzzn88MNbuzlCCCGEEK1GaqILIYQQQgghRAtFo1GefvppTj311F9VAD0SiTR6bFkWDz74IJmZmQwaNKiVWiWEEEIIsW+QmuhCCCGEEEIIsR1lZWV88MEHvPjii1RWVvL73/++tZu0W11++eVEIhEOO+wwYrEYL7/8Ml988QV33HEHXq+3tZsnhBBCCNGqJIguhBBCCCGEENuxePFizj77bAoKCnjggQcYOHBgazdptzrmmGP4xz/+wZtvvkk0GqVHjx48+OCDXHbZZa3dNCGEEEKIVic10YUQQgghhBBCCCGEEEKIZkhNdCGEEEIIIYQQQgghhBCiGRJEF0IIIYQQQgghhBBCCCGasU/XRLdtm02bNpGRkYGmaa3dHCGEEEIIIYQQQgghhBC/Ekop6uvradeuHbrefL75Ph1E37RpEx07dmztZgghhBBCCCGEEEIIIYT4lVq/fj0dOnRo9vl9OoiekZEBJHciMzOzlVsjhBBCCCGEEEIIIYQQ4teirq6Ojh07puPQzdnpIPqnn37K3//+d7777juKi4t55ZVXOOmkk9LPT5kyhaeeeqrRMmPGjGHWrFkt3kaqhEtmZqYE0YUQQgghhBBCCCGEEELsdtsrJb7TA4uGQiEOOuggHnrooWbnGTt2LMXFxem/Z599dmc3J4QQQgghhBBCCCGEEELsdTudiT5u3DjGjRu3zXncbjeFhYU7uwkhhBBCCCGEEEIIIYQQolXtdCZ6S3z88ccUFBTQq1cvLrnkEiorK/fk5oQQQgghhBBCCCGEEEKI3WqPDSw6duxYTjnlFLp27crKlSu54YYbGDduHF9++SWGYWx1mVgsRiwWSz+uq6vbU80TQgghhBBCCCGEEELsZZZlkUgkWrsZYj/hdDqbjUXviD0WRD/jjDPS/+/fvz8DBgyge/fufPzxx4waNWqry9x5551MmzZtTzVJCCGEEEIIIYQQQgjRCpRSlJSUUFNT09pNEfuZ7OxsCgsLtzt46LbssSD6lrp160abNm1YsWJFs0H066+/nquvvjr9uK6ujo4dO+6tJgohhBBC7Ffi8Tjff/89Sincbjculyv953a7adu2Lbq+R6v/CSGEEEKI/UQqgF5QUIDP59ulgKYQLaGUIhwOU1ZWBkBRUdFOr2uvBdE3bNhAZWXlNhvrdrtxu917q0lCCCGEEPu1q6++moceeqjZ50ePHs177723F1skhBBCCCF+jSzLSgfQ8/LyWrs5Yj/i9XoBKCsro6CgYKdLu+x0ED0YDLJixYr049WrVzNv3jxyc3PJzc1l2rRpnHrqqRQWFrJy5UquvfZaevTowZgxY3Z2k0IIIYQQYjexLIvnn38egI4dO6KUIhaLEY/HicViRKNRPvjgA2KxmCQ5CCGEEEKIXZKqge7z+Vq5JWJ/lOp3iURi7wfRv/32W44++uj041QZlsmTJ/PII4+wYMECnnrqKWpqamjXrh3HHXcct912m/wIE0IIIYTYB3zzzTdUVFSQlZXFypUrcTqd6eeUUgQCAcLhMOvWraNnz56t2FIhhBBCCPFrISVcRGvYHf1up4PoRx11FEqpZp9/9913d3bVQgghhBBiD3vrrbcAGDNmTKMAOiS/ZHbt2pVFixaxevVqCaILIYQQQggh9msyUpQQQgghxH7ozTffBGDChAlbfb5Lly5AsmSfEEIIIYQQonmapvHqq6/u8e106dKF++67b49vZ2umT59OdnZ2q2x7XyBBdCGEEEKI/cyGDRuYP38+mqYxduzYrc7TtWtXANasWbMXWyaEEEIIIcS+pby8nEsuuYROnTrhdrspLCxkzJgxzJkzJz1PcXEx48aNa8VWbt2+FPje2QsNrXnhYHM7Xc5FCCGEEEL8MqVKuRx66KHk5+dvdZ5UEF0y0YUQQgghxP7s1FNPJR6P89RTT9GtWzdKS0uZPXs2lZWV6XkKCwtbsYVib5BMdCGEEEKI/UwqiD5+/Phm50mVc5FMdCGEEEIIsb+qqanhs88+46677uLoo4+mc+fOHHLIIVx//fWccMIJ6fk2z7Jes2YNmqbxwgsvMGLECLxeL0OHDmXZsmXMnTuXIUOGEAgEGDduHOXl5el1HHXUUVx55ZWNtn/SSScxZcqUZtt377330r9/f/x+Px07duTSSy8lGAwC8PHHHzN16lRqa2vRNA1N07jlllsAiMViXHPNNbRv3x6/38+wYcP4+OOPG617+vTpdOrUCZ/Px8knn9zoosHWxONxLrvsMoqKivB4PHTu3Jk777wT+Pm3xcknn4ymaenHK1eu5MQTT6Rt27YEAgGGDh3KBx980OiYrF27lquuuiq9Dymff/55+vh27NiRK664glAotM027goJogshhBC/Yh999BE33HADiUSitZsi9hGRSCT9xbS5euggmehCCCGEEGLPs2zVKn8tFQgECAQCvPrqq8RisR3at5tvvpm//OUvfP/99zgcDs466yyuvfZa7r//fj777DNWrFjBTTfdtKOHrBFd13nggQdYtGgRTz31FB9++CHXXnstAMOHD+e+++4jMzOT4uJiiouLueaaawC47LLL+PLLL3nuuedYsGABkyZNYuzYsSxfvhyAr7/+mvPPP5/LLruMefPmcfTRR3P77bdvsy0PPPAAr7/+Oi+88AJLly5lxowZ6WD53LlzAXjyyScpLi5OPw4Gg/zf//0fs2fP5ocffmDs2LEcf/zxrFu3DoCXX36ZDh06cOutt6b3AZLB97Fjx3LqqaeyYMECnn/+eT7//HMuu+yyXTqe2yLlXIQQQohfsUsuuYSlS5cyYMAAzjjjjNZujtiDlFLU1NSQk5Ozzfk+/vhjIpEIHTp0YMCAAc3Ol/rCW1ZWRjgcxufz7c7mCiGEEEKI/ZxlK75ZXdUq2z6kay6Grm13PofDwfTp07nwwgt59NFHGTRoECNHjuSMM87Y5ndpgGuuuYYxY8YA8Pvf/54zzzyT2bNnc/jhhwNw/vnnM3369F3aj80z17t06cLtt9/OxRdfzMMPP4zL5SIrKwtN0xqVm1m3bh1PPvkk69ato127dum2zpo1iyeffJI77riD+++/n7Fjx6YD8gcccABffPEFs2bNarYt69ato2fPnhxxxBFomkbnzp3Tz6VKSGZnZzdqy0EHHcRBBx2Ufnzbbbfxyiuv8Prrr3PZZZeRm5uLYRhkZGQ0Wu7OO+/k7LPPTu9/z549eeCBBxg5ciSPPPIIHo9nJ47mtkkmuhBCCPErVVVVxdKlS4HkrW7i1+3qq68mLy+PV155ZZvzvfnmm0CylMvmt0NuKScnh6ysLEBKugghhBBCiP3XqaeeyqZNm3j99dcZO3YsH3/8MYMGDdpuAHzzIHvbtm0B6N+/f6NpZWVlu9S2Dz74gFGjRtG+fXsyMjI455xzqKysJBwON7vMjz/+iGVZHHDAAelM+0AgwCeffMLKlSsBWLJkCcOGDWu03GGHHbbNtkyZMoV58+bRq1cvrrjiCt57773ttj8YDHLNNddw4IEHkp2dTSAQYMmSJelM9ObMnz+f6dOnN2r/mDFjsG17j91JK5noQgghxK/UN998k/6/BNF/3b766qv0iPXXXHMN48ePx+VyNZlPKdWieugpXbp0Yf78+axevZo+ffrs1jYLIYQQQoj9m6FrHNI1t9W2vSM8Hg+jR49m9OjR3HjjjVxwwQXcfPPN26xX7nQ60/9PJa9sOc227fRjXddRqnGpmW2V5VyzZg0TJkzgkksu4a9//Su5ubl8/vnnnH/++cTj8WbvJA0GgxiGwXfffYdhGI2eCwQCzW5vewYNGsTq1at55513+OCDDzjttNM49thjefHFF5td5pprruH999/nnnvuoUePHni9XiZOnEg8Ht/mtoLBIBdddBFXXHFFk+c6deq00/uwLRJEF0IIIX6lvvrqq/T/f/zxR+rq6sjMzGzFFok9wTRNLr744vTjVatW8dhjj221HuCiRYtYu3YtHo+HUaNGbXfdXbt2Zf78+ZKJLoQQQggh9ogdDWbvK/r06ZMeSHR3yc/PT9f8BrAsi4ULF3L00Udvdf7vvvsO27b5xz/+ga4ni4288MILjeZxuVxYltVo2sEHH4xlWZSVlTFixIitrvvAAw/k66+/bjRt89+XzcnMzOT000/n9NNPZ+LEiYwdO5aqqipyc3NxOp1N2jJnzhymTJnCySefDCSD41v+9tjaPgwaNIjFixfTo0eP7bZpd5FyLkIIIcSv1OZfemzbbtGXHvHL89BDDzF//nxycnK49dZbAbj11lupr69vMm8qC/3oo49uUY3zVF10GVxUCCGEEELsjyorKznmmGN4+umnWbBgAatXr2bmzJncfffdnHjiibt1W8cccwxvvfUWb731Fj/99BOXXHIJNTU1zc7fo0cPEokEDz74IKtWreJ///sfjz76aKN5unTpQjAYZPbs2VRUVBAOhznggAM4++yzOffcc3n55ZdZvXo133zzDXfeeWf698IVV1zBrFmzuOeee1i+fDn/+te/tlkPHeDee+/l2Wef5aeffmLZsmXMnDmTwsJCsrOz022ZPXs2JSUlVFdXA8la5i+//DLz5s1j/vz5nHXWWY2y81PLffrpp2zcuJGKigoA/vSnP/HFF1+kBz5dvnw5r7322h4dWFSC6EIIIcSvkFIqHUQ/8MADgeRVfvHrsmnTJm688UYA/va3v3HdddfRs2dPysvLuffee5vMn6qHPmHChBatv2vXroDURBdCCCGEEPunQCDAsGHD+Oc//8mRRx5Jv379uPHGG7nwwgv517/+tVu3dd555zF58mTOPfdcRo4cSbdu3ZrNQofkoJz33nsvd911F/369WPGjBnceeedjeYZPnw4F198Maeffjr5+fncfffdADz55JOce+65/OEPf6BXr16cdNJJzJ07N10K5dBDD+Xxxx/n/vvv56CDDuK9997jL3/5yzbbn5GRwd13382QIUMYOnQoa9as4e23305nyf/jH//g/fffp2PHjhx88MFAMvCek5PD8OHDOf744xkzZgyDBg1qtN5bb72VNWvW0L179/QApQMGDOCTTz5h2bJljBgxgoMPPpibbropPVDqnqCpLYvt7EPq6urIysqitrZWbj8XQgghdsCyZcvo1asXHo+Hu+++myuuuIJjjjmG2bNnt3bTxG50+umn88ILL3DooYcyZ84cdF1n5syZnHbaaQQCAVauXElBQQGQHGg2Pz8f27ZZs2YNnTt33u7633jjDU444QQGDRrEd999t6d3RwghhBBC/EpFo1FWr15N165d8Xg8rd0csZ/ZVv9rafxZMtGFEEKIX6FUFvqgQYM46qij0tNM02zFVond6b333uOFF15A13UeeeSRdIbHxIkTGTJkCMFgkL/+9a/p+WfNmoVt2/Tr169FAXSQci5CCCGEEEIIARJEF0IIIVrFq6++yqhRo1i7du0eWX8qiD5s2DD69u1LVlYWoVCI+fPn75Htib0rGo3yu9/9DkjWKxw4cGD6OU3T+Nvf/gbAI488wqpVq4Cf66GPHz++xdtJBdGrq6upra3dDS0XQgghhBBCiF8eCaILIYQQreCBBx7gww8/5K677toj6988iK7rOsOHDwekLvqvxV133cWKFSto165dejDRzY0aNYrRo0eTSCS46aabME2Td955B2h5PXRI1jXMy8sDpC66EEIIIYQQYv8lQXQhhBCiFWzatAmAGTNmEA6Hd+u6I5EI8+bNA5IDwgAcfvjhAHz++ee7dVti71uxYkV6wKD77ruPjIyMrc6XykZ/5plnePTRR6muriYnJyfdJ1pKBhcVQgghhBBC7O8kiC6EEEK0guLiYiA5iMlLL720W9f9ww8/YJombdu2TY+ungqiz5kzh314THHRApdffjmxWIzjjjuOiRMnNjvfoEGDOOOMM1BKceWVVwIwbtw4HA7HDm1P6qILIYQQQggh9ncSRBdCCCH2smAwSF1dXfrxE088sVvXv3kpF03TADjkkENwOBxs2rRpj9VhF3vehg0bmDVrFoZh8NBDD6Vf3+bcdtttOBwOLMsCdqweeopkogshhBBCCCH2dxJEF0IIIfayVBa6y+VC13U++eQTli9fvtvW/9VXXwHJIHqKz+dj0KBBgNRF/yX75ptvAOjfvz89evTY7vw9evTgt7/9LQC6rjN27Ngd3mYqiC6Z6EIIIYQQQoj9lQTRhRBCiL0sVQ+9S5cujBkzBoD//ve/u239qUz0LWtfS130X75UEP2QQw5p8TI33XQTAwcO5JJLLiE3N3eHt7k7yrnYtk11dfVOLy+EEEIIIYQQrUmC6EIIIcRelgqit2vXjgsuuACA6dOnY5rmLq+7pKSEtWvXomkaQ4YMafTcEUccAUgm+i/ZzgTR27Ztyw8//MC//vWvndrm5uVcdrae/u9//3vy8vL47LPPdmp5IYQQQgghhGhNEkQXQggh9rJUOZeioiImTJhAfn4+JSUlvP3227u87lQWep8+fcjMzGz0XCoTfeHChdTU1OzytsTeZVkW3377LbBjQfRd1blzZwDq6+upqqra4eWXLl3Kww8/jFKKZ555Znc3TwghhBBCCCH2OAmiCyGEEHvZ5pnoLpeLyZMnA7tngNHNBxXdUtu2benevTtKqXTddPHLsXTpUurr6/H7/fTp02evbdfr9VJYWAjs3OCit912G7ZtA/DBBx/szqYJIYQQQgixx02ZMgVN09A0DafTSdu2bRk9ejT//e9/099zW2L69OlkZ2fvuYaKPUqC6EIIIcRetnkQHeD8888H4K233kpnqe+s5uqhp0hd9F+u1Gs7ZMgQDMPYq9ve2broS5Ys4dlnnwWSA5uuWLFipwLxQgghhBBCtKaxY8dSXFzMmjVreOeddzj66KP5/e9/z4QJE3ZLWU6x75MguhBCCLGXbRlE7927N4cffjiWZfHUU0/t9Hoty2Lu3LnA1jPRQeqi/5LtTD303WXzuug74tZbb8W2bU466SQOO+wwQLLRhRBCCCHEL4/b7aawsJD27dszaNAgbrjhBl577TXeeecdpk+fDsC9995L//798fv9dOzYkUsvvZRgMAjAxx9/zNSpU6mtrU1ntd9yyy0A/O9//2PIkCFkZGRQWFjIWWedRVlZWSvtqWiOBNGFEEKIvWzLIDr8nI3+xBNPNDt44+zZs7nyyiubzVZfsmRJutxH3759tzpPKhP966+/JpFI7PQ+iL1vXwii70gm+qJFi3j++ecBuOWWWxg9ejQA77///u5voBBCCCGE+MVRShEKhVrlr7nfXDvimGOO4aCDDuLll18GkndePvDAAyxatIinnnqKDz/8kGuvvRaA4cOHc99995GZmUlxcTHFxcVcc801ACQSCW677Tbmz5/Pq6++ypo1a5gyZcout0/sXo7WboAQQgixv9laEH3SpEn8/ve/Z8WKFXz66aeMHDky/Vw0GuW6667j/vvvB+C7777j448/blLSoyXlPnr37k1OTg7V1dXMmzePoUOH7tZ9E3tGJBJhwYIFQOsE0XemnMutt96KUopTTjmFgw46iGAwyC233MLs2bOxbRtdl1wOIYQQQoj9WTgcJhAItMq2g8Egfr9/l9fTu3fv9Pf0K6+8Mj29S5cu3H777Vx88cU8/PDDuFwusrKy0DQtPd5QynnnnZf+f7du3XjggQcYOnQowWCw1Y6PaEp+vQghhBB7UX19PaFQCICioqL09EAgwBlnnAHAf/7zn/T0BQsWMGTIkHQA3eVy8fnnn3PHHXc0Wff26qFDMjti+PDhgNRF/yWZN28epmnStm1bOnbsuNe3v6PlXH788UdmzpwJwM033wwkg/8ZGRlUVlYyb968PdFMIYQQQggh9iqlFJqmAcmyhaNGjaJ9+/ZkZGRwzjnnUFlZSTgc3uY6vvvuO44//ng6depERkZGOqFq3bp1e7z9ouUkiC6EEELsRaks9MzMzCaZDxdccAEAL774ItXV1dx7770MHTqURYsWUVBQwFtvvcUTTzwBwLRp0/jiiy8aLf/VV18BzddDT5G66L88m5dySX1J35tSmehr1qxp0a2v06ZNQynFpEmTGDBgAABOp5OjjjoKaFld9Jtuuonu3bvLQKRCCCGEEL9SPp+PYDDYKn8+n2+37MOSJUvo2rUra9asYcKECQwYMICXXnqJ7777joceegiAeDze7PKhUIgxY8aQmZnJjBkzmDt3Lq+88sp2lxN7n5RzEUIIIfairZVySRk6dCj9+vVj4cKFHHTQQaxfvx6A448/nv/85z8UFBQAMGvWLGbMmMHZZ5/NvHnzyMrKIhgMsmjRImD7QfRUXfQ5c+Y0ypwQ+67WrIcO0KlTJzRNIxKJUFZWRtu2bZudd/78+bz00ktompbOQk8ZPXo0b7zxBu+//366PuTWVFZWctdddxGPx/nPf/7D7bffvtv2ZWssy2q2BJIQQgghhNgzNE3bLSVVWsuHH37Ijz/+yFVXXcV3332Hbdv84x//SJctfOGFFxrN73K5sCyr0bSffvqJyspK/va3v6XvOP3222/3zg6IHbLTmeiffvopxx9/PO3atUPTNF599dVGzyuluOmmmygqKsLr9XLssceyfPnyXW2vEEII8Yu2rSC6pmnpbPT169fj9Xp59NFHee2119IBdICHHnoone1wySWXoJTi22+/xbZtOnbsuNV1b27IkCE4nU5KSkp2qMa1aD2pIPr2LpDsKS6Xi/bt2wPbr4s+bdo0AE477bQmA9wee+yxAHz22WdEIpFm1/H000+nM29mzpy5WwZ+as7kyZPp2LEjVVVVe2wbQgghhBDily0Wi1FSUsLGjRv5/vvvueOOOzjxxBOZMGEC5557Lj169CCRSPDggw+yatUq/ve///Hoo482WkeXLl0IBoPMnj2biooKwuEwnTp1wuVypZd7/fXXue2221ppL8W27HQQPRQKcdBBB6VvTdjS3XffzQMPPMCjjz7K119/jd/vZ8yYMUSj0Z1urBBCCPFLt60gOsC5557LgAEDGDFiBD/88AMXXXRRk0zxrKwsZsyYgWEYPPvsszz99NMtLuUC4PV6GTx4MCAlXX4JKisrWbFiBZC8ANJaUnXRtxVE/+GHH3jllVe2moUOyYGX2rdvTywWa7bvKaUajQuwbNkyFi5cuIutb97rr79OcXEx33///R7bhhBCCCGE+GWbNWsWRUVFdOnShbFjx/LRRx/xwAMP8Nprr2EYBgcddBD33nsvd911F/369WPGjBnceeedjdYxfPhwLr74Yk4//XTy8/O5++67yc/PZ/r06cycOZM+ffrwt7/9jXvuuaeV9lJsy04H0ceNG8ftt9/OySef3OQ5pRT33Xcff/nLXzjxxBMZMGAA/+///T82bdrUJGNdCCGE2J8UFxcDjQcV3VxOTg7z58/n008/pVevXs2u57DDDuOWW24B4NJLL+Xll18GWp6pnKqLLoOL7vvmzp0LwAEHHEBOTk6rtaMlg4um+uSZZ57JgQce2OR5TdPS2ejvv//+Vtfx9ddfs3DhQrxeb7qGemqQ0t0tEolQU1MD/HxuCiGEEEIIsbnp06ejlEIpRSKRoKysjPfff5+pU6emS7cAXHXVVWzatIlwOMysWbM455xzUEqRnZ2dnueRRx6hoqICpVSj786rV68mGo3yxRdfcPzxx6OUYuDAgXt3R8U27ZGBRVevXk1JSUn6RxIks+aGDRvGl19+2exysViMurq6Rn9CCCHEr8n2MtF3xPXXX8+IESMIBoPpQGtLg+ipuuipDHax72rteugpqcFFm8tE/+GHH3j99dfRdZ2bbrqp2fWMHj0aaH5w0ccffxyASZMmcf755wN7rqTL5oHz1LkphBBCCCGEEFvaI0H0kpISgCaDTrVt2zb93NbceeedZGVlpf9SBfWFEEKIX4vdGUQ3DIOnn346ndlgGEa6TMv2pLIafvrpJxKJxC63RTTvxRdfJCsriyOPPJK7776bJUuW7FBAeF8Jom8vE/2uu+4C4PTTT9/mXRSjRo0CkkH3ioqKRs/V1dXx3HPPAXDhhRdy/PHH43K5+Omnn9ID5+5OmwfOJYguhBBCCCGEaM4eCaLvrOuvv57a2tr03/r161u7SUIIIcRutTuD6ACdOnVKZ+6OGDECn8/X4uX8fj/xeDxdb1vsGXfffTd1dXV89tln/OlPf6JPnz707NmTq666itmzZ2/zIoZSqkVBdKUUMdOiPpqgbou/2kjyz7TsXdqPbWWir1q1Kl1y5U9/+tM211NYWEi/fv1QSvHhhx82eu65554jHA7Tu3dvDj/8cLKyshgzZgywZ0q6SBBdCCGEEEII0RJ7JIheWFgIQGlpaaPppaWl6ee2xu12k5mZ2ehPCCGE+LVQSu32IDrAxIkTWbhwIS+99FKLl9F1nb59+wLskQxfkbRq1Srmzp2Lruvcc889jBkzBpfLxcqVK7nvvvs49thjOeKII4jH41tdfu3atZSXl+N0OjnooIMAqI0k2FgTYVV5kCXFdfywrpqvV1fx/doaFm6sY9EWf4s3Jf9+WF9DcW0knQWvlCIcN6kKxQnHTWx729nxqUz0tWvXYtuNA/L/+Mc/sG2bsWPHptu5LamSLlvWRU8NKHrBBRekB9SdNGkSsGeC6JuXc5Ga6EIIIYQQQojm7JEgeteuXSksLGT27NnpaXV1dXz99dccdthhe2KTQgghxD6vrq6OSCQCND+w6M7q27cvubm5O7wMwMKFC3drW8TPnn/+eQCOOeYY/vCHPzBr1iwqKip46aWXmDJlCoFAgG+++YYHHnhgq8unstAHDhxIxNJZuLGWxZvqWFcZprQuRk04QTRhoxRoGrgcOh7nz39el4HXZeBy6CRMm8Wb6pi9pIxv11bx3dpq5q+vZWlJPfPX1/LNmirmr69heWk9G6rDVAZjJDbLXm/fvj2GYZBIJBplbZeVlfHf//4X2H4Wesrmg4umgvrz589n7ty5OJ1Ozj333PS8xx9/PE6nkyVLlrB48eKWHvoWkUx0IYQQQgghREvsdBA9GAwyb9485s2bByRv7Z03bx7r1q1D0zSuvPJKbr/9dl5//XV+/PFHzj33XNq1a8dJJ520m5ouhBBC/LKkgnTZ2dl4vd5Wbg3069cPkEz0PSVh2Tw782V0bybjTz2TYMxEKUVGRgannHIKTz75ZDp4fuuttza5gw/gq6+/RvdmcsChx/JTST31URNdgzYBFx1yvHQv8NOnXSZ922WS53cBCp/LQYccH/3bZ9G/fRbts714nTp10QTrq8KsrQwxf10NaypC2MrG7zYwdA2lIBy3qAjGWV8VYVlpkHnrayirjwLgcDjo1KkT0Liky4MPPkg0GmXo0KGMHDmyRcfmyCOPxOl0snbtWlauXAn8PKDoSSedRH5+fnre7OxsjjvuOGD3Z6NvGUTfE4OXCiGEEEKIn215R6MQe8Pu6HeOnV3w22+/5eijj04/vvrqqwGYPHky06dP59prryUUCvHb3/6WmpoajjjiCGbNmoXH49nlRgshhBD7ki+++IJLLrmEf//73xx66KHNzrcnSrnsilQQXTLRWy6asKiPmli2wlIK21aN/h+3bOJm8m/N2rUsq4jhaduNPocezY8bajF0Db/bINPjJMPj4OzfnMPDDz/Mt99+y/U33MC/H3scy1bYShGKWXy+eB3ONp3peWA/DF2jbaaboiwvLkcyD8K2FRuqI6yvDmPaNratiMQt1leFqYsmsJXC73aQ4XaQ5XWR5XUSiVuEExZep4FD18nxucjyOdEB01aE4xbheLK+ejRhs7IsRFUoTrc2Abp06cLq1atZs2YNI0aMIBgM8tBDDwHJLPRUCZbtCQQCHHbYYXz66ad88MEHtG/fnqeffhpIDii6pUmTJvHWW28xc+ZMbr755t3zYtI4iB6Lxaiurt7hOzqEEEIIIcT2uVwudF1n06ZN5Ofn43K5WvzdUYidpZQiHo9TXl6Oruu4XK6dXtdOB9GPOuqobWbraJrGrbfeyq233rqzmxBCCCF+ER599FEWLFjAY4899osKoqfKuSxfvpxYLIbb7W7lFu174qadHpizNpIgbrY8g+HDDz8CO8GwoYPoUJBHKG5iWoq6iEldxEzPd+nN/+CSSy/j2Q/mcuS7X9GrVy8ALMti6YrVoGkM7t+HtpluEpZiWWk9ccumOhRnU22EYMQkHLeImRaWrQjGTGKWjUPTcDt1MtxO8jPcdMv30znPT4bHQShmsbYyRHl9jIpgHLdDx+s0cKbLwRj4XQaRuElVKEFVMMbKsiDZPYfgXLSWb1eWcGI0wROPP051dTU9e/bc4bsNR48ezaeffsr777+P3++ntraWLl26MGrUqCbznnjiiTidThYtWsSSJUs48MADd2hbzdmyDvqmTZskiC6EEEIIsZtEIhFGjhzJYYcdxv3330/Xrl0pLi6WMnpir/P5fHTq1Ald3/nK5jsdRBdCCCFE0o8//ghsvyzKvhZEb9euHdnZ2dTU1LB06VIGDBjQ2k1qdaZlUxc100HzSNxq9LymQcDtwO3Q0XUNQ9MwdK3R/10OHZeh8cmLTxDb+BNTT7qBPu0yUUoRSVjURhKU1EYoro1RFYqj53Zi+LhTmfvNN9z7xDP84Q9/IG7arN2wCTuziICKY2QWsLw0iMPQMC3Fhuow5cEYoahJfcwkEk+uN27ZuJ062V4nfq8Tj8MgYdmsqQyxpjKE26GT5XVRlO2hbaYHh6FRG0lQGbIJx0yipk00YRGJWcRMG4eRzE4PRk3QoK5NX/x9KlhcFuPTJSXc+/BjAPzxj3/EMIwdOtbHHnssN954Ix9++GG6lM3555+/1S+22dnZjB49mrfffpuZM2dy00037eQr3FjqnPR4PESjUYqLi9N3aAghhBBCiF3z3XffMXfuXH766Sfuv/9+XC4XnTp1wjRNLMva/gqE2A0Mw8DhcOzynQ8SRBdCCCF2gWma6cEOFy9ejFKq2Q/nfS2Irmkaffv2Zc6cOSxcuHC/DKLbtqJ+s6B5KG6y5Y12AbeDLK+TTK+DDI8TQ9/+l6/58+ez9KcluN1uTjzxROKmTU0kTk04QU04QThukjBtEqaNpWyOP+FEFixczNqN5Xw05zt6HtiHJas34shsS/sO7VhRVo+ha8QtiFk2CdMiGLOS67FsNCDb58Tr0PF7nOnBRN1GMthf17B/lcE4FfVxVpUHcRk6GV4Dj8NBKJEgGLVIWArTUpi2hWmBoWvk+JwUZrqJmjZefwZGoA3rzQD/evMbgl2PpqigN0OOPZFV5UG8LoNsrwuva/sB9SFDhpCVlUVNTQ1z5sxB13WmTp3a7PyTJk3arUH0cDhMbW0tkBy49auvvpKsKCF2E8uy0DRtl7K9hBBC/PJt2LABgPr6esLhMD6fD03TcDqdOJ3OVm6dEDtGguhCCCHELli2bBnxeBxIDrq9bt06OnfuvNV5U6UjioqK9lr7tqdfv37MmTPnVz246D333MPHH3/M888/j8vjpT5qUh9NUB81CcVM7C2C5l6XkQyaexxkep04jZYFgVKZ5tGEzX+fewVHbnuOOm4cy6tN4uXVmNbPpWGiCQunQ8fl0IibOm5fgKNGjeb9jz9j9hdfk9exC8Vl5WA4yGnfiXkbagknLBKJZDkZQ9fwuAycuobbaZDpcdApz0fbTA9ldTGqw3HCcZPKmIWtwDAg02OQ7XNQFzGpCCYorY8SK0+uT9PAoWsEPA4CbifZXjdel4Gua1i2wqHrZDkdtMv1gwaRSIyl60vxFB1Ah/YjeWzOOga0z6Zbvo9Mr4uiLC8dcrw4tnHsHA4HRx99NK+++ioA48ePp3379s3OnyrpsnDhQn766Sd69+7dotelOanz0e/306tXLwmiC7GbmKbJoEGDUErxww8/4HDIT04hhNhfpYLoAKWlpXTt2rUVWyPErpFvNEIIIcQuSJVySVm0aFGzQfR9LRMdfq6L/msdXDSRSHDLX/9GTPfy6MxZDB9xVJN5XA49nWme5XXiduxYWRLTsimtj1FSGyGasDEtm9c++RZnbkcGjxzDusowdZEEkYSNoYMGKJXMgnc6dPwunbhlccihh/LtvAXU1lYzb948ysvKMQK5GIECqkLxdD1207aJJWwMQ8PrMMj2OnDoUBlMYNmKTTVRimsjyUB6LFknXdc0PE6DTJ+TgNuBx6GR63MRjJqYSuFzGbQJuHA7DJyGjlKKUNyivD6GaSW35XEa+DOziG1aSnRtHD2Qja+wG4WFB7OxOkJpbYyA26Ag08OwrnksLXHQtU2ADjlePM5kQH5ztq0YdexoXn39TbBNLrjggm0e55ycHI499ljeeecdXnzxRf7yl7/s0Ou0pdT5WFRUlD4nJYguxK5btGhR+rNxxYoVu3zBSwghxC/X5kH0kpISCaJvxbbuZBb7FgmiCyGEELtgwYIFjR4vWrSI//u//9vqvPtiED1V//mXkomeCiS7HNvODo+bNsGYyRsffQWdBuNG44sFyxh82AhyfC4CHgcZHgeZHiceZ8uC5qZlU1wbpSIYQ9c0IgmLjTVhSmpjhGIm0YSFZduUlJRS6+tI4IDuBDO78MnSMhKWQtPB7TDwuZKDdvo9DuqjGjHTIm5Z1EdtBo04lk8//YyFK9aj0NBdHjIyM5Lzuw1CkQQJE5wOHYeuoWka4YSNWRejuDYZ8Pa6HLgdGpkeJ36XA8tOlmcJxRUVdVFqHQYuQyfb56RLGx9ZPhe2pSgPxqgJJ0ADQ9NwGjpd8nyYdjLDXtc03IYLVyCbWF0VsQ2LOPOIAxh7RHe+WlXJptooCcumPBjjg59KOLAwk/VVEXwug8IsD5leJ4pk8DyV/d9+4Egyug6gTW4O/Q49imjC2ubrMWnSJN555x1mzpy524Lo7dq1S5+TWw40KoTYcXPnzk3/f/HixRJEF0KI/dj69evT/0+NgSN+dumll/LWW2/xww8/yOD2vwASRBdCCCF2QSrbrrCwkJKSkmaD0UqpfTKInspEX7VqVbpO4b4kmrCoayi9UhdJEG0oZ9Im4KJdthe/O/lVxrRsqkLx9LzRhEVZXYy35i7DkdUWZcVZunItoZiJ3+1IZmW3IICulCJh2myoibC2MkxpXZQNVWFK6qLURxPYDRnlCoWh6+gaLFixHsOfTYeO7TGVRjhqYimF320kBy6NWFSHIGEpLGUTipqETRvbUuDKJrdjT6qryiERx2NotM/NwFYQMy0cfjfZfsjyusj2O/E5DeKmTUl9lLpwAlPXcOngcTooynLhdzupDieoDScoD0apDiUIxhJoQNyyCMVN/C5HslSMaaWD2z6XQVGWl6iZHCi1IMNNOG5RE06Q2bYTtU4vnrwiugw/gcIsD6cN6cjqihDLy+tZuKGWsK1YvKmOgMeB12mwuLgOv9tBp1wvmV4XPpeBx2lQWFjI448/TiAQoLQ+QWl9Ddk+J4WZHrJ9ziZZOSeeeCIOh4MFCxawbNkyDjjggJ3uW1sLoksmuhC7bssg+imnnNKKrRFCCNGatsxEFz9TSvHMM89QW1vLDz/8wKhRo1q7SWI7JIguhBBC7IJUJvppp53GAw880GwQvbq6mlgsBuxbNdELCgrIz8+nvLycJUuWMHjw4L26/bhpY9o2CVMRt2wSDX9x06YuaqYzz7dUEYxTEYzjdRoYhkZ4s9rmtm2zrKye8vo4K9ZtxKorxwrXsi5Uw/qKekpqoyzaWJvcnqnwuHQ8DgO3U8fj0HEYOkpB1LQorYtSUR8jZtoEoyZR08LnNLAUaJqOU1d4PE5cDo1I3AZls375j8TLiznyuGF0bRvAaegYukYsYVMXSVAXjVMbtqiPJ4glkoFrBwqXx8DrNMjp14O3Xvke00zQqecBOB0GwWgCXdfJcDkoyvKQ4XVg21AfS1AbTeBxGHizkjXSq8IJ6qMJKoMxFOBxGvgaLhpkuJ3ETYuaSIJgzKQuYqbrobsMHa9Lx9VQzmZtVRgAr1NH13Uy3Q7a5bjJddnUmHF6DBhE0Hby1o+baJvhIcPjIGEqcnwu1laFqQjFaRNwke11YdmKWMIiHLfomOOlY54Pj0Mnw+PksAG9GgZeTV4kSQ2+6nLotM10U5TlTQ/mmpuby7HHHsusWbOYOXMmf/7zn3e676WyziWILsTutXkQ/Zdyl5MQQog9Q4LozauqqkoPcl9VVdXKrREtIUF0IYQQYifV1taydu1aAM444wweeOABFi9ejG3b6HrjciOpgF1ubi5ut3uvt3Vb+vbty8cff8zChQv3aBA9mrAIxUxCMYtgzCQUNzEt1czcCqWS9cP97uQAnxkeBxnuZNb04k21rCwPEY6bKMDvclCU7cXt0FlVHsQ0FTk+B2u++5hY8Sp0M0pEc+Cq20BB1wP5qbiO9dURTNvG7dDxuRykkp51TUPXkpnimga2UoRiFk5DJ9OhY9mQ70+2J2YmBwuNmxZep05xSRnhUARvm3bU+4pYtLEOBWR6HckgejSRvDCgaZiWTcxUGBq4XQ58TgOv28DwZNNn0FCWLFlGbocexE2LbJ+TTK+LdtkesjxONF1jY3UE01L4XA4MXSPT6yAYtbAUOA2NYMzCVgpD09ANKAh4yPO7cDkNYqZNeV2UjTURovFkzXOnrmGTHGTUssGv28QtCMZMLAXRuEllKE67AYejZa2k/4CBrCgNEjNNluo6LsOgMNtNltdBQcBNaX2MiroYCdOmc56XcNzG0C3K66OU1cfICzhpm+lNlp1xG4CGpWyqgwlCsWT5mI3VEYqyo3Rr4ycvkDxvJk6cyKxZs3jzzTd3KYjeXE10qUspxM6LRqONxgpZvHhxK7ZGCCFEa0okEo1K5Uk5l8ZWrFiR/n91dXUrtkS0lATRhRBCiJ2UGoyzQ4cODB06FJfLRTgcZu3atU0GzWmtUi7Rhuxfl+PnLOst9evXLxlEX7SI2nCC6nCcuGWT7XWS63dtdZnNReImpfUxaiNxTEuRMBUJ2yYcM6mOJKiLJPC6DAozPfhcycBzzLSIJSxMG1xGMgva7TSw7GQt83DcwucyyPI6QYPqcIJw3CSSsKiPmpiWTdxKZqsrBZalCMVMyupjyQCw28AXKaNu3U9kBrwcfswYZr33PgsWLODIjgfgdzvomOvFqetoGkRME4eWHPUzlrCxFbgcySxud0P98PXVYapCcZRSlNRF2VSjcDo0PA6DhKWIJEx+WrUOI7uQvA5dWFcdwbIVboeOVgO2Ah0NTVNomo6Gwqnr6LqGRkMmfiQZuO/eqx/tOnWjKDeLDK+Tjrk+2md78TodJCyL0voYPqeBx6mT53djKZulxUGCcROnrlGQ4aFLXrIeeihmYqMAjVAiWTP9gLYZHN2rgByvg6ipWF8TZmN1hNpIgkg8+brETYtowkpmtYcSVAVj1MdMTMuBXtibBSURfC4HtrKJmwqnoVESjJLjdXFAYYD2uV421USwbQjHFR2yPVgKgjGL/IALDY2qYJxYwqY8CLoGhq7jderkBVzETZvKUJxIwiJu2uT4YnRt42fkyJEAzJs3j0QigdPp3KlzY/NzsrCwEEj+2KusrKRNmzY7tU4h9nfz5s3DNE2cTieJRIKlS5dimiYOh/zsFEKI/U1JSQlKqUaPxc82D6JLJvovg3ybEUIIIXZSKtuuf//+OBwOevXqxY8//siiRYt2OYieHHxRYalkRnY4nqwJHk7YkPoyqgFKA5KP/W4HAbcDv9uBocGm2mT97ppIAlRyLsMAt2Gg6xp6Qza01nkI/n6j+HQTvPJD8pZLh66T5UvWDs/xucj1u/C5HMQtO12Wo7w+SlldLJmJbdlYtk3MtIkkLKLxZFkWGlpn2QqlFNk+Fx1zvRRkesj2unA5dDSgPmZSUhclFE1g2grTVpTU2kQTFglbYQCarhFNJLOrMzwO2mV56ZLrw1KKjdVh1teEQWkEPA7aZ3t4b+5SfN2H0qt/f7J79MSzvIo5q6spKgviMnQ65fjQdKgOxXEYTkDDYWi0y3LgcRnURxOU1cVYXhlkbVUIpcDQtYYBSV04HBq2rZI1xjUdj0Nj/Yb1aBh0btuGzm0CuBwQNRW2rZKDiroNYgmLaEJhGJAXcNE24Elmghs6LkPDYRg4jeTrk+F1UhBwgwa1kQTFtRHCMSt5XDWNLI+D0voYpbVRFIpsr5OCTA9ZXicZHidZXicBt0EkYVFen3ytkgOiRqmLmGT7nATcDjLcTvq0cxFLWNRFEpTXxwgnLCJxC6/TIMPjJD/gpjYSpzIYIxy3kncK6BBwOcnzOwnGbGIJm4Rts3hTHR6nA5cDYgkFKKojBoauk+k1qIsmqIslyPe7iJoWef5kjXtd09NlfZRKZsXbtk1xTQQNmL8hQVFOEVnZ2dTW1LBo0SIGDhy4M6dvo3PS5XLRpk0bKioqKC4uliC6EDspVcpl1KhRfPLJJ0QiEVavXk3Pnj1buWVCCCH2ts1LuYAE0be0cuXK9P8lE/2XQYLoQgghxE5K1UPv378/kCyLkgqiT5gwodG8LQmix02b0rooG2vC1IaTWdfRhEUkYWE3FPzeVqkJh6GT4XEQTVisrghSVhulMpRAKRtd10hYYCmF1ZDFnbAUhg7xeD6+fqMoNpzMXlKK15nMWI8mbGylcOgaDiOZMe116pgW6WA2gKZpuB3JILBKJjwnI+eahseh4zQ0wnGLuKUIxkxWloeoi5p0yvURcDsorYsSjlnELRvTTg7AmelJZhfHzGQgvTIUoy6YwLYVDgM0BT+F6/nRriUSTwbwbQUep06mx6AqFGfRynXomW3I7nQgdnYBni4D2RhxsrSkFq/TyaqKEC5Dw+sycDkMEmYyX9tWimjcIhRPUFoXI2LauPRklnq210lewI1p2cms6niCmKnQNY1YXQXR6nI8Xh99uxURcDcEqL1OdE3DqevURU0MA1yGTn6Gm7aZXrK8DjI8TlyOZO10p67jMJIDejoNnfpogvVVEdwOm/yAmxojga5Bnt+drB1uWHRp46Njjo8BHbMbBkzVm/QT21ZUheNsqo5QXBshFLcoqYuiVPICjNdp4HMlA+YZHifhuIXZcPFD0zScBmhoJCybTTUR1ldHqI8mBylNWDZ9iry0y3azcFM9K8tCVIfjKGVj2bCh2mJZSZBMjwO/W8frchFwG5TWRMn2uTAtm1Dcon22F49Tx+XQ8bkM3A6D9dXJ2ux1kQSZXiebaqL0PXICX33wBt9+++1OB9E3r4me+reiooJNmzalz2khxI5JBdGHDRtGWVkZ33//PYsXL5YguhBC7IdSQXSXy0U8HpdyLluQTPRfHgmiCyGEEDsplYk+YMAAIBlEh60PpLatIHooZlJcG6W4JtJQFiWRzjZPZeVGN6un7XEaZLgN/G4HGR4HDl0jnLBZVlLH0tJ6qkPxZCYvyfIhCoWuazj0ZNZ3KvitANMCh9uDZplEQlE0ZROJQ8I2cTeUf4mZNsG4hcvQsazkQJ5Oh47b0PE5DRyO5HoMQ8PvduJz6ficDjxOHV1Lbt/jNIibik01YarDCUpqo2ysjjRkOScz6AszPeRnugi4nXicBtGERUlNhJK6ZGkXpRQJW2HbUBGKE4onBx61VXJgTJ/TIIJiSUk9pqXYFHXhyCwgq01bNE8ARyAHWzPYUFFHbmYADYhbKjmwacO/VkOdckvZxC2FrpIXJzJ9Dtpn+fC7DeIJK/2aOB06Ho+Gz+Xg8wVr0b0ZdOraGb/biaWgPmajNBOnoVETNrHtZBZ9p0IfHXJ9+N0O3A4dr8sg4E5m/qckLzgEKa2LUhtOUBtJ4Hc5yA94cBoaFcEYCVvRJc9H94IAhZkeog0DtcatZKB+80C6rmu0CbhpE3DTs20GpXVRyoOxhrI6CtNSyTI7ppXOmtfR0HUNu+GOCAAvkOl10S0/gzWVQRZuqiNmKdZWhllXGaZDrpfh3fPYWBthU3WYqlCChKWIJkxK6y3sOhuXEcPhSN4Vkbpg0CXXTzRu0rNtJpneZCkaNEWOz0lVOEG8PobfbeD3ODngwD5898N8Pvx+GWfHLbyun49bSwSDQerq6oCfB/pt164dCxYskMFFhdgFqSD60KFDWblyZTqIfuKJJ7Zyy4QQQuxtqSD6QQcdxNy5c9PlXWTsmSSpif7LI0F0IYQQYicopRqVc4GWBdGLiopQKlmupD5qUlwboawuRmUwTk0kjg5omsLj0nHqOk4jmREcjJlkuB3pgG84blIVjlAZjFEbTRBtGKwzZibLaRjoOAxwOw1cDo1kIrvC49DxOp1k+hxkepwoW2FrisVfRgnW16DFgxTkFwDgdurkel34Pcks7U01Eb6at4SO7drSp3MhTqdOOG6RMG0spcAGQ1NkeZ14ncmSMglbEY7b1ERiKFvhdRk4DB23Q6c2kiCcSGbKQ7J8TX00WRqmOpwgGDMxNDBtcOjgczlwOzVMS+E03OQpF5kNAXgNjYRtE4nb1EXjrN5YRiIRx+nLwOnzJ8u8eN1Ul25ChdujZ2eQMG0cuoZla+haMkJsNZQQ0ZSGz5kcLDPTY+B0GIRiCeojCRK2DQqcDp1M3UmmS+eHuV+w9Ps5WIkYh59wDF3zA3idycB/OG5RF02Q53eS5XPROdePy5HM9I8m4o36iWUns/ETpiJuWQ3lV5L16Tvl+vE21ImviyTwuw30eLLGeVUoTmldrNG6NA2cDcfa7UgF1FN3NCT/l+F2oGska9kbNpal49CTgXP4uRRPqj/4XclsdZeRHJw0x++kR36AleVBFmyopTaSYFV5CL/HQRu/m1y/Cw0IxRJUBhNsrIkka+6bNrGEwrTAZYBpGfy4qZYVFUGK1lXTsyBAn6Issv0uMr1OQnGTUMxkWWmQ7gUBDul3AM8qm4XLVzF/Qw3tsry0z/Fi6C37UZbKQg8EAmRkZKTPzc3PVSHEjqmrq2Pp0qVAMoieultLBhcVQoj9UyqIPnjwYObOnUskEqG+vp7MzMxWbtm+QTLRf3kkiC6EEELshPXr11NbW4vD4aB3797Az0H0JUuWYNs2pg2LNtYSMS3W1ilcRQcQy2jPZ8srCMVMKoNxNtaEqQzFsWxFwrKxbIVGQ/3vuEXMtHE21MvWtWTGdV3UpDacoD5uJkuQqGSmuaHpFGV5CLgd2EphkwyOehx6MsitNAydhtIiGigIJUxqwiaB/CKiJtTV1DC8bzcs22ZTbZR11eGGLGKLZavWsXzlGpatL2FDXRyfz4fbkcwkz/ImA9nRhEVZXYyAx8DQGgK3mkqXa4nGLWKWTbyhTEvCStYL1zQN005mQiulfi5p4jTIdDvxuQ3iVjL4mrBsLEvhchiEYhYQQ9OSmdKqIXO8trwEq76Koi5dyfF5AOiW4+SrxesIV+TT46DeySCyx4mybGKWRcxMBvGjCQulaQ3Z8W4MXWsY0DR5wcC0FZZtk+FxUrphLc+/+zY1lWUQjzJ82CCOP+Jg3M6mX7Fy/S665PmwVfIOA9OyqQkn2FQTYWNNJFnWJm5h2cljYgGBhqB5NGFREYziMHRWlQcJx01Ao312MnCcsBS6lrzQkLCTx1epZImguGlT34I+bWg6hkMRSdjYCYWtbHQ9eceB06FjWoqqUIKqUAIAr8ugIMNN1zZ+erbNYGiXPL5bW8XqyhDRuEXCtinwe0hYNoauU5jl47AebYgnTH7cVMumqmjDhZ9kZr+pFPGIRShmsqkmyvwNtXTI9jKwYxad8zJYWxWivD7GitIg/nY9MYNVrFy2lGgszsYaKA/G6Jzno03Avd193dqdIan/pwLsQogd891336GUolOnThQUFNCnTx9AguhCCLG/SgXRe/XqRSAQIBgMUlpaKkF0oLa2lvLy8vRjyUT/ZZAguhBCCLETUhl2vXv3xuVyAdC9e3fcbjeRSISPv/+JTaaPqmCcSMKiItAF34F5LI9lUL24hJpQnHDcQtca6pTbioSVDKQnzOQAnaDQNDAVWJZKD7SoaeBxJAf8zPA4yPU5G2p7O0FLlnCJWxaWDYYOUdPC0HXicYtQPBmwDMUtaiMmuqbhcupk+P2U6zrF1XUsKq7H0KG0LkpNOI4CPIZBcfF6ErWlmJrO8gUhBg8bjtfhJGFa1EWTQfm6SJyErdBQ6LqB36XjdiQHlEzYFqhkdnrMtBuC52AriJkmlpUMpjsMDadDwzQVkZhJOGqiawqno6FEjK5haFATSRBJmJiWwu3Q8TgNXIaGpuusL69CoehRlEenXC9oGqF2HdBdXjYWl6AAr1MnGrewVfJ4aJpGQaaHggw3HXJ9aJpGdSgZuDcasrP9ToO2WR5c0Wpu+vN1zHrvA3SXlw7dDuDKa//EIcMOxeXQcDsMPM7UvifLobgMnbL6WPJiQsJibWWI0roo8YaBRw0tud9uTUNHQ9OSZU40LVmDPpqw0v3P0HW6tvFRmOUlw5Ms6+N3OX7OIFeKeMPFiriZrIFvq2S5+tQdtBoampbMNI82DBab3EbTbG6lkv0UIJXsHYlbrK0Mo2mQ7XPSNsvDWcM6URlKsGhTLSW1UapCMTI9TtxOjYpgnIpgDIeuM6xrG+IdLRZsqKG0Lk4kbhI1kxcQ4gmbUMwklkheaFpeFqRDjpcubQIobH7cGCLgdtDmoKOp27iKH39aTtsOXTEMjdK6KEVZHnq2zSDgbv5r7pb10Df/v2SiC7FzNi/lAqSD6KkLy7qut1rbhBBC7H2pIHqHDh0oLCxkxYoVlJSUyDgZNB5UFCQT/ZdCguhCCCHETtiyHjqAYRh0P+gQ1iWyeOLTlWS3bUcobmFoEHFk4sjNYn1IY8O66mTd6kRDULIhO9zl0NOZ3bmGTsyyiCeSZU5MW6UDsU5Dx+3UyfS48Ll1PI5k6ZSqUJxgzCRh2ficBoahQ0OWesJKBs8dhobDMEhYNn53Mss5y2sQyfOxckmYqkiytrrWkPXu1HVspdCtGNXrV2KHqshrk0/F2oXMqy/l1DN/g6m5iJsmpg1el4NENEHMtDF0MC0bvztZE93ZUFYk4DLI8jnxOp3YSlEdjm8WxDUJx22CURPLtn+ux22D05ksT+NzOQBFG6eBx6FjWhbhuE3EtNNB4oriYgx/NlZmO+ZvqEUBMSMDZ35nwokYJVX1eDyedK3vTK+TLK+Dtple8vwuNDRchk7HXB9OQyfP76Ig00PApfPPf/6Tm2++mXA4jNPp5I9XXcZ1199AyNIJRs1kWZmERV0kQTiRzF7XNA2zYTDX6nCcktoocSs5IKrPZZDpdZLtd5LpSWb3OwytUWmSVJa53+XA5zbI87sJeJr/Gpcc7DU5MOeOSljJ9kfjFopkSRiHkTweqUFmTcumKhSnrD5GfdSkOpSgOpTAaWhkeJzpDPlMrzN9d0X7bC/l9QlqI3Ei8eSFnaN7t6W8PsbCjbVUBGPURRN4nAYayb4TMS3qo4pV5SFCMYu8gIuA20EwZlLQcyARU2PesrUcXdSZRMyiLGGzqTpZm713UUa6BM6WNi+vlCJBdCF2zZZB9K5du6YvLK9Zs4Zu3bq1ZvOEEELsZc0F0cXPQfSCggLKysokE/0XQoLoQgghxE5IZaL379+fSMzk69VVfLeuCvchZ+DZVMKKijBd/DGyvS6w4lixMLo3g5ilUReKkrAVhpYMvOsoHLpO3LQIayY1moZtK3QdXIaBx2VQkOkhw21g2jZuR3LAx3DcpKQ2QdwMpwd9dDcM5hlKmLiVgUPTUEBhloeCgAsayqaYVnLgzIRpUx818WblgrIIb1pFp2EHo6ERcBt4XQ5ipsUX383H8GfTrmsPRh1xCK+99Ap1dTW8+fILnD91Mk6nF1uRrpcdjptUhOKYlo2tbBQaekMKtMdh4DSSAXAFhAwNWxnJeW2DhAF+twM0cDuSwdtsrwunQ08GnD1OLNvGVsmMe3Dgcyez+W2lWLupDNNw4nJ7cfkD2CpZeqRNIIOAWUdV6UY80UoG9+qLz5UczDPH7yLP78ZWDXcDWAqHoVGQ4aYgw4PLkcygvPvv93DDtDvA4efQ0aO4/sZb8Ldpz1uLK0nYioRppV+Lzbmcyde5OpIgFrfwuw3auFy0z/aS43PhahjENRmkTg4C69A1fO7kgKNep7HXBmFyNlyoyfQ4m53HYejJrP1MD5G4RVl9lIpgjLipqAol67w7GrJOy+ujKAUVQS09GG5NOE7CtimptfC7nRx7YCGrK0OsKK1LZrCHEzh1Db8zOQ6AaSuK6yLYyqZLrh+fy0FeXh4bM9uwfH0J4xwaGW4XdVGTktrkgKkldVG6F4TpkuenY66v0QWFrZVzkZroQuyaLYPoDoeDXr16sWDBAhYvXixBdCGE2I9YlpX+TtWhQwfatm0LQGlpaWs2a5+Rqoc+dOhQ3nrrLerr60kkEjidzX//Fq1PguhCCCHETkhlohd0788jn6xkVXmQqnAcPZCH7q7Dqiulb7t+WLbFmo21aN5sXFl5xCxFwONEawjsGnoyqK2UDbqGjp7MwrWTJUQCbgOHkRzUMhgzcTs0YmYcVDLb2GUkM44Tpo3SQNc1Mt3O5GCRtsJh6AQ8jmRg1GnQv10WBVluLAvK6mOsrgiyqjxI2zZ5qESUUKSO3m2c5GVlE7csQnETZSs2Lv4eZTvp3KkzmuHlxJNOYOazMygtKeHp517g1ImnoekGCVvhcyq8ToMOOV7qIibV4TjJ0jQaSkEoblITiZOwFMq2cTkMlJYc1NPnctAx10eW14mlbOImGLqWLjkSTVjYKpmtbOgKn8uBoSeDs363QV3YZOWP64mumU/3A7pxzXG9cOg6TodGjs9N5ewQz7zzFvoR3Rhz9rEolaxV7nFuO2PbthUbqoI8MOMNHLkd+c15FzLq/46nPGZRXhECwOUwyPW7MTTwuAy8TiNZYsahURsxqaiP4Xc7cDkMOub46Jznw+sycBq/7BIHXpdB5zw/nXJ91EVMIonkXQ8x0ybb56RNwMWqihChqEldJFlPXdd0gtEEteE4DoeOxzBok+lmYKcc1lWF2VAVprg2SihmJu/EsJIlgGrCCVZVhGjjd6EH2qC5A2yoCvPjhjraZnnI8jopzPZQG0pQGYpTsiLKspIgGR4H7bI9HNA2gxy/mw0lZWA4aFvUruGClZYOqJeUlEjpCSF2UHl5OWvXrgWSA8il9OnTJx1EnzBhQms1TwghxF5WVlaGaZrouk5hYSGFhYUAkoneIBVEHzx4MG+99RYANTU15Ofnt2azxHZIEF0IIYTYQeFwhOUldfgH/h/vlQWo3lBMOG7jc+lk+r1YkTqqQk5+3FBDzLQorYzizMrH4TDI8jnI9bkoykoGUE1LoZTCVuBy6GT7nGS4DDJ8TmrDCVaUJYPzlq1hWjQMxEly4FBlY9rJWuC5DWUu7IY2ZnmcZHodOB3JDO/y+hhrKkKsrwyTF3DRLsdHm4CLtpke8vwuaiJxMhM1VNbUUlFeTlZGJrqmEXA5WLVqJZUbVuH2Bzi0b3dMTcfyZHHCqafz6ssvs27dRt56/TVOm3Qqmq4lBw617GT9djSyfU5sK1mjO2YlS67YCizbxrJBtxXZPic5ficeh5Eu2p3l8ZDrc6I0iCds6qIJwjELm2TGe8DtIOB24DF0TJKDaOb53Ty/+Csiy+Zw4sThDOvWptFrd8zwITz9n4f54YtPKMq6bbuvtVKKTTURlpcFmTX7E2osJ3ldDmD0uPF4nA4yPE7y/C6Ksrzk+F24G2qYB6MmwZhJfdQkFDNx6DqFWV4Cbgfd8v3JTPtfGU3TyPI5yaJpBs3QLrlUheNU1sepDMWoCsXxhA38bgfVoQR1MZP68gQ+l4PCTA9FmR7WVUdYVRakMhgjpiX7TThhEbEUGxJRvIYHR0YeYWDeuiraNPTlvIAbTdMIRU3ipkV5XRSP02BZqcEnSysozPSwMuTB3e5A4pkd+Hp1FQ5Dw+8MoPuySUTrqayslB8xQuyAVBZ6r169yMrKSk+XwUWFEGL/lCrlUlRUhMPhkCD6FlJB9NTnZm1tLVVVVfL9cx/36/sFJ4QQv0KlpaWMHDmSESNG8Nhjj+21sg77o/pIgtUVIaIJC9NOlvWIWzaJhsEgS+ui/LhiAxlHTcWT14EV1TF0NDI9yZIbhs+LI5BH1PBSWh9NljCx4yQq1pGf7WF490OTA4iayVrpTpdBtteJz2UQt2zK6mOsrQwRMxVuQ8fl1Gmf7cPvMvC4knnqpq2wbKgOJ4ORpqUaBgyFLK+DTK+TDK+TjjleirK9AJTVRVlcXE9FMEp5SYyNNREyPMms6MIMD13a+OmW72XTT99iVayl27ABBDwO/C6Dt2f8GytYwbDDhtApPwMFROM2eQE3p50ygRn/+x9LlyzilRdt+vfrT3ZuDhnZOegOF3EzOVCq0VBXO+B24PAmS7QYm9Xa1hqKmbt1PV3axNC19ICeGR4n3fL9OIxkjfb6iEld1CQUT1Adskk0lHLxu3TmzZ+P5vIyePiIdJZxyvDhw4FkwCcej6cHhd1cNGFRXh9jY3WYNZVhQjETpRRvvP8xthVn3FFHUJDlI9vrIsvnRNc0TNtmY3WESMIibtpN1uk0NNpleynK8uyX56+maeT53eT53UBGenp9NEF5fYy1VWHWVoSojiSoiyRwOwx65Pvpke9lXVWMymAM006WHiqujWBZimDcwpmZj2XG2VBZTzBuUVEfw9BDuJ06OX4HyqahLyVr/INGWTBGpZ6Fq6gnRiCn4fXSqU7YFPQeTG0wwktfraBHDxuXodMu20PnPP8v/o4BIbaloqKCK6+8kksuuYTDDz98h5ffspRLSt++fQEJogshxP5m83rogJRz2UIqiN6jRw9yc3Opra2Vuui/ABJEF0KIX4AnnniCpUuXsnTpUo455hjOPPPM1m7SL55lK2JmMuBZHzVZXx1i/roaVleGSJgKp5Ec6FMpiCQsQrFkaZNQNMHK4lo8Rb1wOAzchk77HC+FmS7CUYs6R3JQRCtUS/csg75d2vLtZ0tZuOo7Mo84mrqISdy0MRriqA4D1lWGiZgWMdPGtpMFtT1Og4DHQVG2h/yAO1mTW4FhaEQTNnWRBNk+Jx1yk8tYShGOW2ho+FzJeuOVoTj1MZOA24nPbXBot1wqQ3FKayPURkyipo3XoVERilMZjhPodjDuFaUsXlfGIaEEa6vC1IejfPbTRlwF3ejQ71CWl9Q3lF1JZhH37NqNiZMm8cKLL7Fo2QoWrViDpmyUUng9brKzssjLy2HE4YfTqUunhsFTdRx6sna7oTfU4HYkHzsNjWyfixyfK1lXPZi8UFAfSbCpOkKsIUDtdyXLt+QHkvXKPU4Dt0Nn/uKl1NcH8ecV4Svqwbdrq8nxOcnyOfG5HHTr3oO8vDwqKyv54YcfGDh4SPJ4RuOU1sYorYtRXh+lOhxPZr0rBRqEKktZs+InHLrOuHFj8TgNoqZNtC7WpG9p2maZ8h4HGW7nVge3FJDhcTZcIAkQ7GKyoSrMyvIgFcE4CcvG7XTQLd9B+xwPwaiFQ0+ej4s31VETTlBdkqDejBOLxYl7PUQNi4BbR9cUlfUJPA4dNJuqUAKvyyDH5yTgdhKsrUJ3erBdGdRH42R6nVSHEmS360qouIwVJVU4s5M/9jbWhCmpi9GvXSbZvqYXXYT4Nfj3v//NjBkzWLhwIfPmzdvh5ZsLom+eia6U2i8vIgohxP4oFUTv2LEjgGSibyYcDqfrxffo0YOcnBxWr15NVVVVK7dMbI8E0YUQYh+nlGL69Onpx5dffjnHHHNM+mr+znjxxReZNWsWHTt2pEuXLnTp0oXOnTvToUMHHI5f90dDNGGxoTrC0pI66qImFXVR1tdEqAnFUYACdC1ZLiWWsLGVwtCTQblgJE55KEEkYaKsOF6Xm4IMN8qGdVWxZA1yHXwOm+ryYiLBWtZXZbE84iHQ50iigfaU1EYIeByYpqIiZGFoOl6XQYbHQbd8N+0yvfRoGyDgdlARjLGuKkJ91Ey332EkM7UzvU7yM9x0zPGR4XXgMnT8bgeWragOxSkPxqgJx4mbCsu2QSkiCYtcv4ssr5OqcBynrhEzbeoiccJxRXabQozMtqyujvPtmiqCMZOVa9ZBbmeyPR7c2W0wGzK7o6aNbZs4HBp9DuzN7yafwXdffUbpxvUUb9xAVXkpYcuk0jZZbtnYG35k3L0PUhdNUB9JUBmKEoyaxC0Lp278PICmy2BDZZB3Z83Codl0KsqnqLAt2W3a4vcHcOgallI4DKCh7nuGoZPldZLldVK66GsSZas4dPT/4XUnM+ErgnEqgvH0MRww6mS++OIr/t/seZS4OhCMmUTiJuG4RX3MJJqw8TiTteQLszy0y/Jyxx2PYdWWM2bcGLq1L8DZkEXvNHScevL/job69AF3sk672DEBt4PeRZl0zfdTXBNheVmIimA0WUs9auJ1JQfKDbh1DuqYjaFp1G9YxvfrN0LAhc+ZjYYOKKIJhcvQiZoWmq4TjZuU10cpqTXwO0AFCjDcMcpiDj5eVkF+wEXvokwK3CYrNywiI1ZBvw5ZBKMmm2qiLC2uo6Q2Qt92WRzQNkNeX/Gr8/XXXwMwf/58Fi1alM4gbwmlVLNB9O7du+N0OgmFQqxfv55OnTrtvkYLIYTYZ22Zib4/BNFnz57N119/zXXXXbfNsXVWrVoFQHZ2Nrm5ueTm5gJIJvovwK87UiKEEL8CX331FcuXL8fn89G9e3d+/PFHLrvsMmbOnLlT63vvvfc4/fTTse2mJScMw6Bjx47ceOONnHfeebva9H1KbSTBppoIK8uSWa7lwSgbqyPUhhPYKlmX3ONykOd3keHWCcWSNbgjcYtgLEF5MJ6ssWwrTNPEioTIyc0gYSuC8eQ6nLqOx+nAl5lDMJpgVWUU0xcmHDdRVoIsj0GG24Gu6WQFDHwuA6/LQabHSV7A3ZC1bKDrOlXhBJqm0znPRyRhYegaGhoOXaNNhpsOOV58rqYf404DirKTZVwsW1ETjlMbSVAfTQaJf55Pp7w+BmhkeV34XIquHdpix8NUlm4kL+CiMMvNV+98TXTDEo4+7lgO75FPlteJoWvETUUwliAct4gnLAq79OT/OvfAZehkeJwYmASrKlj+0yLuu+8+lq1aS9y0SJjJeuluh4E3w2jIRtcaarxDOGbx5Vdf8dKbs1BKocwYVrAaq74chxmhQ1EBww49jOtvvg3bcBOMJTPqS2qjlNRGeXvuTxiZBRx2yBD6tsvEtBVVwTj1sWQ99YpgjPZ9huJaWcb8lRs5qD6aHLA0buF1OeiU5yfP70zW5c5KHuOS4o28/+y/seJxbr70fxzUKWcv9tz9j9th0KVNgA45PjbVRFlbFaKiPsaS4nqchkanXB9up4eS2gjdOxTw1SfvEXYpcg7sTVU4QVU4gaGBpZIlkbzO5F0TmR4H9TGTimAE3ZeNw0oQMRV+3aYqFGdFaZDcNm0xqzdh1KxnWNc8YqbFmooQizfVUxWK8eXKCtZUhBjWNZfcgLu1D5XYz5WXl7NixQoOO+ywXVqPUiodRAeYMWMGd9xxR4uXX79+PWVlZTgcDgYOHNjoOafTyQEHHMCiRYtYvHixBNGFEGI/sa1yLr/GO5Ns2+bss8+mtLSUgw8+mHHjxjU77+alXABycpK/LSQTfd8nQXQhhNjHpbLQJ06cyJVXXskhhxzCiy++yIsvvsjEiRN3aF3Lli1LB9DHjh1Lhw4dWLt2LWvWrGHt2rXE43HWrFnDddddxznnnIPT2XSAwF+ShGVTE04Gz9dWhthQHaYmHGdjTYS6iImzoaZKltdJfqYbXYM1FRGWlsYwtGQd5+TAhDGCcQulFG6HgVlXgR2P4PZ78Toc5Pp1Ai4HbpeOaUF1hpuNP21E5bjpMbg3iz5bQ3TtUvqNPIj+nXIwdI02ATdF2R58TgeaDtFEsua6UhBpCHZneBzkZ7jJ87twNNRj3pEvnYaukRdwk9cQ7DOtZOma+qhJXTSB26FjK3AYGrqm0bNNb/625nuits3gtteR43NwzUv/woyE+Oszf6drt2TWdjRhE2soPxOJW9REEtSE4g3PWcQthaE78OYVMeiItjj//R/CFmwqKaN9UVvaBNx4XAa5fheZHidaQ+Y/Kjng6MfPfENk5Tcc0O9gAjkFlJbYlFkxrISb1RvLWPH0/1i6aAHvvvM2GYU51EVNaiMJasJx5s+fj+4J0LX/IfywrhpHKkPfUlSGYoTiFt26dQM0Vq1cTqbbQYccHxkNWfBtMz3kZ7jxOH8uv3Ln449ixWMcffTRHHTQQbuxh4ptcRg6nfJ8FGS6WVsZJsPjZEV5PZtqInTM8zOgQzZtPT34f49WUrne5oB8L9VRDxXBGKGYiWXZRC2baLihdJHTwLIhkUiAw4U7I5vi2ihuR7JW+vrqCOXZB5JxyCksKAlTUR/D4zLo0sZPu2wvi4vrWFqc3P4bCzbRr30WB3fMaVRzX4i9RSnFCSecwFdffcXrr7/O8ccfv9PrWrt2LWVlZenHzzzzDLfffvs2s+g2l8pC79evH16vt8nzffr0SQfRx44du9PtFEII8cuxfv16oGkQPZFI/H/2zjtejrpe/+/ps31Pb+mVQBIInRCKgjQblisIoghXvffaK3qvevWnYrlewavYpYOASlOpQVogQUIagfR2ej/bd/r8/vjuLgkJENAg6D6v13mds2dnZmdnZ2e+3+fzfJ6HiYmJmvr6HwXr1q2r+b0/9thjL4tEryvRXz+ok+h11FFHHa9hlMtlbrrpJgAuvPBCFi1axBe/+EW++c1v8tGPfpSTTz6Z5ubm/dpWJpPhrW99K5lMhsWLF3P77bdjGM8pKYMgYHBwkMMPP5yhoSHuvfde3vKWtxyQ93Ug4AchBdujWPkp2B4jBZuesSK7xssULKGazhQd3EAoz5viBi0JA0WWyJZc8paL6wc0xTTCEAoVwhkJErpMU9ygOSZz++ObIQg5bNobkBWVhCHCPBuiOg1RjQ6nl+W/W0dec5jd+g6KI72EVoFZHQ0cP6uZKY1Rosbet+AwDLE9QaYbqrJPH+2/RrWhKjINMZ2GmF57vedvc0octm7dTjC2kwcfXIdXLnDssccye/ZsgBf0hPaDED8ICcJAkNoll2zZxfVDpnS1sW3rNkZ7d3D8ghk0VSxlXui9bF69Ai8zyJf/4wLe8o53M5K3GcqWGBwaZtu27fzP/3yPdf05TnjXRfzwsv+lrblJKOv7djE+PEAk3UKqYxobBvK191iFpsocNm8WwUQP48MuhpdnSuNk2lMmjVF9L0K0WCzyi1/8AoBPfvKTr+Co1/HXwtQU5rYnaEsaBGFIz3iJXNnBVCXiiRRNpsxQ7wZS7ihTpswkU3SwXJ/xgkOm5GD5ARMll7ztockynuMiKyqybpApOaLDQxWFpKKSIDrrGJ6WInz77mdZ0JWmJWESM0QXybTmGBsHcowXHR4pjtI9XuKNB7WRiry+C451vP6wYsUKVqxYAcC3vvUt3vKWt7zi+0N1O/Pnz2fXrl3s2rWLxx9/nCVLluzX+i9k5VLF7r7oddRRRx11/HPg+Up0wzBoaGhgYmKCwcHBfzgS/d577639/fjjj7/osnUl+usXdRK9jjrqqOM1jNtvv51cLsfUqVM56aSTAPjyl7/MbbfdxjPPPMMnP/lJbrjhhpfcjud5nHvuuWzevJnJkydz66237kGgA8iyTGdnJ+eddx6XXXYZ11577WuaRA/DkKLjM1F0GC/aFasSCcf16cuW2T5SYMdYCcuphhEGhIRoskTK0JjcGKUlIdTnZVcov0uOR2PUYFKjSRgErO7OokoSzTGdGa1xJjdE2bFrJ6FVIJWIs2hqM13pCBFdeHpLkkS25JBs7USNNzI0MkpzTGN47UM4mSHOPupXTOpIvuB7kiQJU1P2UEEfSOyLcJk/fz5bt25l/fr1XHvttQBccMEFL7ktRZYqPtHC0qY1YRKGorCxYGobG5cvJbd9DTNb3v6i2/F9n3Xr1gGwaNGiWvDktKYY4+0pDpoxhSmTOvnkpz/D1q3b+OjHP8n//u8PaGxs5MEVq5D1KIccNIcpzYlaYcX2PCQk2lMmbUkTQ1U4uDPJyidWkNu+hvnHz3/B/bn++uuZmJhgxowZr+nvwz8D0lGdU+e18ti2MbYNFxiqhLpOWnA0E+E61mzu5sxpc0g2xvCDkI6Uhx+EjBaEpVHBcsQ1Y8QhsApEk1GSUQ3fD4XXfxhgKCqoGmU0nto1zubBPJObokxtjBE3VNJRnbakgSpL7BovsnqXzc7RIsfPamZ2axzHD3G8AEl67juhynLlt/DQ19X9U/fWUceL4cc//nHt7yeeeIJHHnmkNk54uahauZx00kkUCgWuueYabrjhhr85if7MM8+8ov2ro4466qjj9YUgCOjr6wOeI9FBqNEnJiYYGhqq3Rv+UbA7if7EE0/ged4LZo29kBK9TqK/9lEn0euoo446DhDuvfdebr31Vr797W+/4kr7NddcA8D73//+Wlu1YRhcddVVHHvssdx4442cc845vO1tb3vR7XzhC1/g3nvvJRqNcuedd75oKOn73/9+LrvsMu68804mJiZqlfHXAoIgJFt2mSg5DOetmg/2QNZivGCRtzwKjo/rB/gBqLKwKin6AAGKpBCPasxpjTOtKUbR8enNlCg7AZmSQzqiYWgK20eKbBku4HgBcUNlSnOEloSO44cMD4/gl7JMmtRAR9okoivETBXL8enLlJkoucRSjchOgULfZlKFndgj3UiS9FeFwb5aOOSQQ7j99tu5+eabWbNmDZqmcc4557yibUmSRMLUOGbhXG6+usC6dWtfcp0tW7ZQKpWIRqM19TuAXLHAaY4bzOs4kgU3/4I3nXYGm594gE9fdA63/Pb3bHjqMbxMPyctOpf5XUk0RcZQ5X0WC5YctYgnlz3EE8sf5wMXvG+f+xIEAZdffjkAn/jEJ1CUV6e4UccLQ5Zljp3RRHvCpD9rMZy3mDJ5Ek+vXcuunh4KloemSjREDea2JchaDpMaA/ygGjBr07dhBG9igMSkDiY3RPH8gLGKHRGahuQH+J5HwfIpOwHZskv3WImOlEk6qmNqKroq4Xkhg3mL3okyGwfzdKUjzO9K0powUV7EBkNXJWKGSkxXierCr/3VKpzV8Y+BwcHBWi7KiSeeyCOPPMJ3v/vdv5pEP+aYY2hvb+eaa67hlltu4Yc//CG6vu/uoyqCIGDlypXA/inR/xF9cOuoo4466tgTo6OjOI6DJEl0dHTU/t/e3s7GjRv/4cJFi8Uiy5YtA0DXdUqlEuvWrePwww/f5/IvpESv27m89lEn0euoo446DgCCIOAjH/kIu3btIpvN1ixZXg76+vq4//77AfjABz6wx3NHHXUUn/vc5/je977Hv/3bv3HCCSe8INl95ZVXctlllwFw7bXXMnX2wTyyeZi85dGeMpncGKUhqqNVPLcPPfRQFixYwNNPP81vf/tbLv7XD1F0hEWKKss0x/UDNgEOw5CJokvR9QiCENcPsVyP3okya3oy9IyV8ENhd1JyfGw3xPI8bC/EDwIkIAxBqZDnpqZCGOKFoCsyDXGNprjOSMFhy0gRx/Xx/JC85RICXhCiKhKWGwAhbUmDOe0x0hETyw1w/YCRoQECq8DkSZPJljzGCg5+INSnsgxtCYMZLTFmGEVWj/fy4ANLAWhtbX1deMzPny9U2cuXLwfgLW95C01NTX/VNqs+4mvWrHnJZavLLFy48EVJ63kHHcQjD/2ZN77xjWxZv5p3nnUK+XwePz/GGScfT8J88WN9/PHHc9lll/HYY4+94DL3338/GzduJJFI8MEPfvAl972OVweaIjO7PcHs9gQA5shUfv/j1fQaHpMaP8JI3masYJMtu0xripE0ZbJll7akyeSGCPeN7cIe3Mz0xYvoSEUYKzrEDI2C5TIiB+z0XbBDYoaK5QYUbR/bF79TEZt0RCce0TBVieaYwVDeJlt28H1xjZjeHGNOa4LWpIEfCqsjLxDXKMcLKz8uE0W39p5URSKiibDhqK4SNRSimlLLQqijjt3xi1/8Atd1Oe6447jyyiuZM2cOd999N+vWrWPhwoUva1uO47Bq1SpAkOgzZ86kvb2dwcFB7r333pf0Wt+yZQu5XA7TNDnkkEP2uczs2bNRFIVcLkd/fz9dXV0vax/rqKOOOup4faFq5dLW1rZHMba9vR3gH45Ef+ihh3Bdl2nTpnHQQQdxzz338Pjjj++TRLdtu+YXP3PmTKCuRH89oU6i11FHHXUcACxfvpxdu3YBcPPNN3POOefwjne842Vt47rrriMIAk444YTaDXZ3fO1rX+P2229n8+bN/Md//AeXXHIJbW1tNDc318jaxx57jH/7t38D4Itf/QYNhyzhttV9NZ/owazF2p4sCVOlI2XSmY6Qimi88/yL2PC9/+WXv7+Phae+i91tpYdyKjNb4vv0634+siUX2/dJmlpNaRmGYU0RKhTjIUEYkit7DGTLFCyPsutjOT7DeYu+jCV8jV2fsuvj+iFhGAAShCGaKmOoCrIsoSkSpqqgayLo09QUQiAd1WhPmORtl/6MxWjBZqLs4vshEiGSBLIkY+gyrgemJpOOCMsXkJgoOcR0lfZUhLHubYS+y7Spk9E1iYikIcugShItCYPpzXFSUY358+aweuUTLF0qSPTOzs6X9fn/vfB8EmR/rFxeClUSfceOHWSzWVKp1AsuWyXRDzvssJfc7owZM3jkkUc45ZRTaooOwzA45phjXnLdxYsXA/D000+Ty+VIJve22amq0C+66KJ9Pl/HawNLjj0ad6yHHY/3cFCjwozmRjYM5JgoOWwfKdDZEKEhqjNWdNiVLTNacAhdm5mtcea0JShUshAkSSYMG3jk9uuRImmmHLMQX1YYyduUHEGQ520PXVVQFAnHExYtjTGVoi0zXnIY78sxlLUYyJSZ1Bjl4I4kzQmThkqXiyQJ26iyE1ByPcq2T6lazPMrGQzYtfemqzJxQ6Uhpu1R7Hw5CIKQiZLDSMEmb3mYqkLcVElUfgy1roJ/PcF1XX72s58B8PGPf5yZM2fy7ne/m1tuuYXvfe97XH/99S9re+vWrcO2bRoaGpg9ezaSJHHuuedy+eWXc8MNN7wkiV61clm0aNELFooNw2D27Nls3LiRZ599tk6i11FHHXX8g+P5fuhVVLtyqwGc/yi47777ADj99NOZNGkS99xzD4899hgf+9jH9lp2586dBEFALBarHY+6Ev31gwNKon/ta1/j61//+h7/mzt3Lhs3bjyQL1tHHXXU8XfHjTfeCEAymSSXy/Hv//7vnHjiifut6A3DkKuvvhoQgaL7QiQS4aqrrmLJkiXcdNNNe6jdm5qaaG1tpX9wGF+Lccq5FzL7TeexY6QIEnSkTNrTJgMZi7Giw0TRYTRv83Rflqiu0nXEGzHab+fZ3jFWbdxJc2sLJdsnW3ZRZYknto8yrSnG5KYoUV1FlaWKzYEgY7Ill56JUoUQqgRYSmC7PgXbQ0ZCqvgFO57PQMaiN1NiouAwXnKwHJ+c7WF5wlbB9UGWwVQVIhq4voIkgyYL9WYqoqLICrbnI0mCBDc1haaYzpTGKEXbp3eiRNHxyVoOIdCeNAn9ADsIkCWFZEQlogn7D9sLiJtazaO8LRlhamOU5rjGrtWP4BTzvOnw2Rw0tRFVEZ7HmiIRN9SaSr9KRlfb5HdvZXwtY+7cuaiqiud5NDY2ctZZZ/3V22xqamLSpEn09vaybt06TjjhhBdcdvXq1cD+kegAU6ZM4eGHH+aUU05h48aNHHfccZim+ZLrdXR0MH36dHbs2MGKFSs47bTT9nh+48aN3HPPPUiSxMc//vH92pc6/j5oaGhg5syZbNu2je0b1nHqqacyqzXO5qE8I3mbsuujqzIzW+IkTZVsdgIlkiSINKBKEq1Jk5G8TUiIrqhErDGyI7s4qOEdRBuayJYc+jMWfZkSnh+SLTlAiKmpSECm7BIEIUEQULQ9RvIW6/tzxHWFVEyjPWkKyxZVIRnRaEkYRHRhCWMosiDGper1TRQBbS/AdgMcL2DccxgvOkhSkbih0hjTaYzpL2kBk7dcRgsOYwUb13+uElrwRfDyYFY81lWZpKmSimq0xI261cZrHLfddhsDAwO0tbXxrne9C4BLLrmEW265hZtuuolvfvObTJs2bb+3V71HHX300bXP/vzzz+fyyy/nzjvvJJ/Pk0gkXnD9l/JDr+Lggw+ukehvetOb9nv/6qijjjrqeP3hhUj0f1QletUP/bTTTiOdTgMvHC66u5VL9b5bV6K/fnDAleiHHHJITYUHvKCxfh111FHHPwpc1+WWW24BhJr8i1/8Ihs2bOBTn/oU11133X5t4y9/+QubNm0iEonw7ne/GwDPDwD2aO9fvHgxP//FL/m/H/2YkaEBRkZGCELIOBIlL402dwEzJ03jHe+/EMcLSEeFujpb9tgwkMdQZCKaggxkyg5lO2A0bxOiMOvoN7Jr507ufHQVRx9zLCHCliBbdnG8gMe2jhKEIEsSfhCiKjIRVUZVZaK6TNLQCKUQWZLJlR0sL0BCQkL4WxuqzFDOZrRgY7k+XhDi+UJpXlWoe4FY36yQ2xFNIWqoxA0VQ5NRZSjaASXHww0CTE0mCCEMJAqWx0TRZeNADtsP8YMQWRK2LqmoRmNMJ6opIEk0RDV0VaHk+PhBSESTSUZ05rYlOKgzUSOWtm3bRq5nI4ZhcOLhB7/oPa1Kovu+CC19vSjRdV1nzpw5PPvss5x77rl7BdC+Uhx22GH09vaydu3aFyTRwzCskeiLFi3a7213dnby8MMPc/nll/Oe97xnv9dbvHgxO3bs4MILL2TWrFm0tbXR2tpKW1sbK1asAOBtb3vbPjtB6nht4cgjj2Tbtm2sXLmSU089FVWRmdeRxNCKDOcEiRzVFY6f2cTIk3fjxlpobUyTtT00T2JqU5SS4zNSsEm1dZF3uinkcsybOZ2wMUprymZKU5QtwwVyJRfXC1Fkkb8QBOK6rMoyMUMlCEO8AEquR2Hcoz9TJqarRHQFTZZJRnXaEgatKYOYplYCeQWZbagKEV2hLWnSkTJIRXVxLSs5FG2fvOWRKTlsHAiQZYmmuE5DVLRJhyEEobjW5SyPsuPXjo+uyrTEDRpiGrYXiPwIy6PoeDhe1S/eYTBrMbUpRiry2ree+mfFj370IwA+8pGP1FrkDz/8cE499VSWLl3KD37wA/7v//5vv7e3ux96FUcccQRz585l06ZN3Hbbbbz//e9/wfVfDol+66238uyzz+73vtVRRx111PH6xD8Tib5r1y42bdqEoii88Y1vRFVVZFmmu7ub3t7evY7B8/3QYU8lej075LWNA85oq6pa+6LUUUcddfwzYOnSpYyOjtLa2spZZ51Fa2srxx9/PNdffz3nnHMOZ5x5FjnLw9Rkovqel2HHC7A8nyuvFoGi73rXu5CNKFuG8owVHWw3IESQNlUP786jz+RbV59O3vYYKdjsGsowlitilcoUbI+m5kZ2jtvM7xJhdyt3TpAtCw9wGaHwlpCQCSm6PhNFF8cPmTxrAb3DGTZu72HGIYuI6AqGKkjwvOUwXnLFfgQhpUKOUJJQFBVVVQllBVmWMRWJQJII/AA3CAmCEJCQpBB2+78bhBCGyJKEJIEqSyIUUhNqdVUWAZWKLOH5PjkrAEsiDEGWAAnkUMJFbMPyfVwvxPEDnCAkqskkTQVVVjBUGVOXRUHA8pjSGCVu6nhBQFvSpCGmM7Mlxpy2xF5Kz3Xr1gGCDHipovDzbVFeLyQ6wMUXX8wVV1zBJz7xib/ZNg899FD++Mc/snbtC4eLDgyIQpAsyzVv9v1Fa2srl1566cta5+yzz+aGG25gYGCAgYGBfS7zqU996mVts46/D4488khuvvnmGqEHIth2ZkscU1PoHisxkLUYGs9SKpUIJp7lnMWz6c2La17J8WmMG7QmTRriMfokhZHxLKNFG0KYnI7QkTRpSZjsHC0ykC3jBSGaoqDKEmVXFOAMVSbeEEUOoeC4lG0fNwgFwR2ESDK4nsd4EXJlp0ach0DCVEmaGiGwfaQAwPatW3BLGd56yokkIhHytku27FJ0fAhDtg0LAr85btAQ1faYdMkSNMV1muMGqchzzyWA5riBH4SUbI/uiRLdYyWylktDRCdbcmlLmUxpjP7NA0/vuOMOkskkb3jDG/6m291fFG2P8aKDqoh7TDV8WFPkWjHjtYw1a9awbNkyVFXlIx/5yB7PXXLJJSxdupRf/epXfPWrX6W5uXm/trkvEl2SJM4//3y++tWvcsMNN7wgie66bq3wuT8kOlAn0euoo446/gnwz2TnUrVyOeaYY2oq9EMPPZTVq1ezfPly/uVf/mWP5fdFoleV6I7jUCqViMVir8Ke1/FKcMBJ9C1bttDZ2Ylpmhx33HF8+9vfZsqUKQf6Zeuoo47XMNatW4fv+y9Lafp6QtXK5ZxzzkFVVY499lg+9elPc/kVP+cjn/9vrp2ygGgsDkAyUiFNQqEEnyg5FMs2v1++iei8E5l6yvu4YflOSo6P5YpAzbLnY7uCbHe9AC8IsF0fr0KsB0GI7SkESgwzqZBzwBkvMVp0SEc04qZKKqLRloxguT65sst4yWai6FByxGPfD/FjDehNkyg5Fj0DI7S2NOIHEACGptKWUCg7Hhs2bmJkqJ8QCUU1CVUVKQyRjQi6pmOYBh3tHYKk0IRa0g0CglBC1xSSmowmSzh+iCJJKDIoEqRiJklTJR3TUSSJbNEhU3ZAkpCFHTp+EKIpMjFTxVRlZFlCkiQUSRBLUUMhqqq4QYgqgRuERDSh9FQkiSAMkWSJmK6QNDXaUybTmmN7FTeqePrppwH2K7ht6tSpRKNRSqUS8Poi0T/zmc/wmc985m+6zao9y4uFi1afmzt3LtFo9G/6+vvCu9/9bnbs2MHOnTsZHh5meHiYoaGh2u/58+dz0kknHfD9qOOvR5XAW7ly5V7PdaUjGKrMtuECO/uG0FpnENNldDPCYWmVXeMlhnPCh7wppjMvmuXJHasICm8kFdHJlBy2DBcwNZkpjVEaIirtKZOC7eL5Ibmyi2ZByQ0pOR4lx8HxQ3RFImKoaH5AGIprkheEjOQdLLeMLEtEdQVDUzAVmVREIx/xaUvqyLLMxq27+O2tfyQMQ+56fC0nHb+EwxccRENUpzGqI8khtiMCjS3PZ6IU0pmKkDBVdE2mI2miqcLmKlNyKTpCnV6wPcaKNuMF8T9R3AS/kk2hSLBzrMgzfVkRktqWIGr89VOG9evXc/bZZ5NMJpmYmECWX73Q1DAM6Z0o05cp75HxsTt2D3eNGyoxQxWdWq8hcv2KK64ARIH9+feUU045hcMPP5xVq1bx4x//mK997Wsvub2JiQk2b94MCDuX3XHeeefx1a9+laVLlzI4OLhPUdQzzzyDZVkkk0lmz579oq9VJdGfeeaZusqujjrqqOMfHP9MSvSqlcvpp59e+9/ixYtZvXo1jz/++H6R6LFYrGanOTExUSfRX8M4oCT6Mcccw9VXX83cuXMZGBjg61//OieccALr16/fp7eebdvY9nNhSrlc7kDuXh111PF3wNjYGIsXLyYIArq7u/dLKRWGId/+9rc56KCDeOc73/kq7OUrR7FY5LbbbgOEp2jJ8RjNO7zzQ5/l9uUb6B8Y4vKf/JyPf+ITjOZtxosiMBPA1BQ0Reap1WvxG2fQ1NxGP2m2bx6pTDZDpBBCCaEAD0McP8RyhaWAqgjVtqkqNKdNIrqGXFFx58oOZUeQLIoMjVGdou1SsD2GczZ9EyWG8zZZyyUMQhGUqSgkWzrIZjNsGxzD12NoioQiy2hSiKxI9HV3Mzo+jhJrwIxGCR0Lx3YIwgA3O4zruxQ8j0VTG2htbSf0Q1RNIqoJ9WbR9ik4wse8LWGgyRK//PlPwC3zlf/8IslolGzZoWe8TMHxiRoquioLS5aITmvSwNRk8paLKik0xDSSUY20qZOIqOiKCPvrz1hkSi5tSYOIppCzXPwA4oZCRFeJ6gpTm6Kko/qLfLrPKdEXLFjwkueCLMvMmzePp556Cnh9kegHAtVw0fXr1+N53j6V/FUS/dUssE2bNu1l+QfX8drEokWLkCSJ7u5uhoeHaW1t3eP55rhBwlTZ8ewaCAOaO6awaTBPVFfoTEeI6Qo7x0qMFhzMtll42SHk4c0snJRix2iRwaxFyfFY25ujIarRENNJRTWyJRddlWmIGTieT8H18Vwf2w8oWD5eEBA3dFE89AIcKUALJDRVE9kPlovq+CQMlZzlkbY9bM8joUvcc8vVuGUPNdFIdnyc22+5gXVPTuXdZ7+Vww6aSTpqQBgyXLAZLzi4QUD3eAlDlUmaGmXHx/EDQkRhUmQxS7VgaahYa2kyZScgV3Zx/bDW/dOfKfNM7yhPLl/O6Scdx8JZXSRNDV0RGRCGqpCIqKQiL37drKKa85HL5chkMjXV1YFGyfHYOlygaIt7bTqqocqS6FTyAtyK3dfu4a5DlXBXWYKorhI3VVoSBvG/QTHhlWJ8fJwbbrgBYJ9BZZIkcckll3DOOefwox/9iM9//vPEYrHKWCHAckXB3faEFVBrwuAvf/kLADNnztxrPDZz5kyOPfZYVqxYwU033bRXV04YhjXRwJFHHrlHUaTkeIwVHHFvT5poisycOXOQFZWs5bNmSw9zpnYSM1T8IMTxAmzPx/ECVEUEe7+Wihd11FFHHXW8PLwUiT48PIzv+yjK6zvc3PM8HnjgAWBvEv2KK67Ypy/6tm3bAPawi5QkicbGRoaHhxkfH9/ruNXx2sEBHQmeeeaZtb8XLlzIMcccw9SpU7nlllu4+OKL91r+29/+9l5BpHXUUcc/Fq6//nqKxSIADzzwAOecc85LrvPggw/yX//1XySTSc4+++wDql6renFXbUXkiurZcRx6e3tf1BvZD0Juue0PWJEmpi46haedZpY9tA1FEgrxsy/+FL/8+U95ZO02mu5/iuaOLvK2R8n2CQjwfZAkWLOpD615Km0zpuH5AaaqoCjCTVxTxD45vmjDDwlQFbXml26qMhFDI2ootCZ02pIRXD9g5xiU3TJ5yyFXdtk2UsSqED1lW5DwsgSaoqDpEnqFcZFSScaH+8mMu1gdnViOaIGXJEGE7BwYRpIUpnV10tDUhOOJ/fDDANf1GBwapJgv8MxAnnE/KlroZRldU9Bk0BWFlqSJqclIskR2pJ+R3u1IksKyJ9cwZfYhjBYsJEmiKabTnjJJxzQUoOD4jORtSrYnvNlliaG8CBQ1NUG0S5IEEiiSRGPMoOh4WK5PQ1RHrRBBkxujtCb2L0zv5SjRQVi6VEn010uw6IHCzJkzicViFItFNm/eXFMl7o6XGypaRx1VJJPJWnj9U089tccYtApDVfCzg9j9m2hbMAdVkSg5PlsrKvOudIShnEWqqRWjfRYDg0PM60gyuzXOYNZiTW+G4bxFpuhSdnxSEZHPEDc1YrpCVFNIRQX5N5q3GchajBdsBnIWfhCSiKgQguuL/IcwFJ09rh9QcnzCIGQgW6Z7vMTAYD/O9CU0ynDsooMZ6N7Ks0+vY8dghu9d/lMWHnEkhx61mHQ8SjKiYSgyBccnZ3l4gY8iyeiquFaDhKZI6Ioiwkw1mY5khKnNEdoS4j07fki27NCXKddITVWWuOvPT/LM1l62Z5ex+NhjiVRU2krlPqyrMlMbIyyclKazIUJUVzDVvdXbnudx/fXX1x4PDw8fcBI9DEP6MmV6J4T6XFMkpjXHaI7vnfPgByGjBZts2aVgiQJz3vKE532l5qDKEqmIRkfapD0ZER73yssfjwRBiBsEeH5YyQIJ8AKRBSJJz6nhDVXe47505ZVXUi6XOfTQQzn++OP3eq+2F3DqWW9jxiGL6O4b4Ls/u453vedcLNevvYfd0TdR5v7lq0FW97By2R3nnXc+f1mznmtuu5c3veeDRCtF58LEGB/9tw9x7z13A/D2t78dzw8YKzqM5G0GsxYjBQvHC5EAQxOWOVPfcA7DQyPc+cRGZo2HNMR0GqIasOf5oqsSrQmT1qSBob6+CZY66qijjn82hGH4giR6S0sLkiQRBAFjY2N7iR5eb3jyySfJZDI0NDRw5JFH1v6/ePFiAFatWkW5XCYSiQBiPLRjxw5gTyU6CF/04eFhJiYmXqW9r+OV4FWVU6TTaebMmVNrX3g+vvSlL+3RPp7L5Zg8efKrtXt11FHHAUYYhvz617+uPb7vvvv2i0S/+24xScvlcmzfvn2vG84rgR8I5Vk1hC1bFmrl8aIDCDJbkoT/dxgGfOXLX2bNqlX853/9FyeddCKeH1B2Asqux1jREa3yls+dj/SQPvqdTFtwKGt7cgShIKcBynKKWSe8nb6+fh5YvYkjlQSGpiJJYLmCRClZDlnfQEk0EEu3kil5RPWQqKySjqg4vk/B9gVpLgni2Kv67RJSdISye6wAPeNF/GCCki2IALeitAvCEEHrS/hhiAzoqkLCVJncEGVyY4TRgi0UmZpCNBLF8nzyuTzNjWlMTcZzLHY8vRKnmGHeQXM4bN602utYFW9gx9ewrATFXI5iPo/e0YGiiBDSTMmpFSuG8zYxUyWiymzeOkRk2mEQhjy2sQ+apgnFeUJnTnuCloRJtuySKTqECIWgpsioFYLIDwUZYXsBticKELoqiwm8KtFsmkiSRMJUaU0aNMWM/fbB3bBhQ+3+tT9KdNjTF/2fXYkuyzILFy5k+fLlrF27dp8kelWJXifR63glOPLII9m4cSMrV67cJ4kO0N/fD4HH1KYYiyanGcxZDGYtLDegd6JMwlRpb24CWaW3CEM5i7akyaTGKJ3pCDvHimwfLZIpORRtr+KprdR8tYu2jyJDRJNprxCApq4ylLOEVVYY4vsBiiwLWyk5xAsCFAnGSsJSK5svUXIlZDNBY0sDvXkPJzGFSUd1ks/lKJXLbHN8dixbR3tHF4lYFFOXiRoqMU3BJ0RBojGhMzUdpTFuYGriWqgqklCTqwrjRY9VuwaxXbHPTQkT3w/pHi9RcoVd2K5du8BzGR4ZIVcs4/o6ZccnHdNIGiq267FpKM+W4QLNcZ2ZLXEa46LjpzGm05IQr33HXfcyZssYXQeBpPDElgHUxklEdOUFSeP9gesLsv/565Udn20jBfKWB0BjTKcrqXHv3X9k3bp1fPzjH6e5uZkwDBkviuJBVakOoqDcGFNwvICy65O3XDIll5G8zdbhQsWeRxDekxojzGlN0PwixVjPDxgvOYwXHbIldw9Se9eundx33/0sfWAp+UKRt5x1Jueccw4tzc1EdHFswiDgx9ffitY6nXf+66dZ1Z3BrxHx4nySK6/9nos/zmU//D+uue0ejjn1LcRNA6MSzm1q4jgXbWHrs/LZbRidc5lzxBJsTxR2dEWm7PqMFmzmnXAmZufVbBrM8di6LcyeNoXVK5/gu9/9HtlshvjUBXzs4x/jkFPfxh/W9VOwPSYKIkg8bigUbdFtAUIA0DxlDiNjGfr6+pk0bRYDmTKZksPUphjxSqdZyfFwvOfsdxpjOm0Jk2RErVvA1FFHHXW8DjAxMUG5XAagq6trj+dUVaW5uZmRkREGBwdfEyS64zhomvaK7jFVP/RTTz11D1X91KlT6ejoYGBggJUrV3LCCScA0N3djed5GIax17GpigvGx8df6Vup41XAq0qiFwoFtm3bxgUXXLDP5w3DwDD2VofUUUcd/xhYuXJlTckL4qazP76Yd911V+3vNWvWvGIS3Q9Cxgo2Qzmbgu0RhiE5y2OsYNcsVaDiKe6HOJ6H7YU8tvwvbC6aRA8+mZ/du5rNQRuhrGF7PnnLw/ICJCAIfIa8KErjJJo6JmGoYGo6IwWbXNklCELmzJrJ+NAAueFenlg6iJlIoRkRZM1EU1UsLyCwy8SjUZqSMXRFxtRkwjBgrNKu7/pi9i1LVEI4QVYlyq4gjy1XWAh4FWW7HwQQSsgyhIT4YSiCO2UZRZGI6xoNcY2kqaFIEsN5B98XxLofQFNjmp6d2ykN+8w+eAnFosUDjz6GNTFAV9ckTlqyhLhZab0OqZD1PjFDw+4y+d4911FSNA59w+HYgYTtBvghOL5P2fFxfbHffhAwMp5B1mMgSYyPjYNdorlCymRLHtlyEV2RMTSVxphBR9pkUkOUVETDC4Q3cc5yyZU9/CCoFUo0RUFVJJrjBq0Jg9jLbMnv6+vjjDPOIAgCTjrppFoozkuhSqLLsvyaGCT+vXHooYfWSPT3vve9ezyXz+drRYo6iV7HK8GRRx7J9ddfv0e46PNRDZDt7OxEVWQmNUTpSEXoGS8xmLPIWx7p5iYgZGxsjO0jRUbyNs1xg8aYzoyWOA1RnW0jhdq12PZElsRQ3sKtdOMgSUiV662mQsxQKNoechjSEDVw3AAnEB1IQQCJiIYfSgSuy67+HXi+z5Sudqa1pbFdn0zZJQxVEsk0eiROqVTEdWxGJjIEikLeliFvIysypiphKDITZZfusRJNUYP2pEEiqqPJgvwdKzj0V4oHUV0Q3oM5W3iAS2A5PoVcjnw+j5cdxPE89NxBTOlagO0GSJIgqhVFIltyKDkBwzmLjQN5EhGNyQ0m6aiO64vjc/0dT6BPXoAky+B7dA9nmJO39/hsqtYpMUMhZgjFc0xX91K1h2HIWNGhb0KEZ0NYU4SXHJ+S7WN5fq244Uz0cf3vfsMtN9/M2NgoBAE3//5Wbr71D4RmirIrPjNFlogZCoosVfI5xI8sSeL+lLPZNV6ie6JEtuQRhGK9DQM5lm0ZpSMdYU5rnGRUIwig7Pp4vlCYu36AocpYXkDRchnPZHlixeM88sgyuvsHkY0YUqQLKa7yhye38acnvs5RRyzi9FPfQDzZwPK1G8g2HkxT1xEUWhfwm7/sqoRnC+LbVIWdWVvSZObhx9PQeSejIyM8vuwxTnvTG9Aq/vtRQyGiKnSlI5Qcj2fXrkbSo0Qnz+PmJ3uIagpWJXclRGSPHLL4jTyz6kkefOAB/mg5PPDwMmQtybTDDuaCC95Pe3sHGwbzZEouYRgSN1RSpoapybQlI3h+gBsEaIrMlpYoT+dHyPVuYuGktzJedAgCGMlb2J6KIik4voflBmJ85fqEAKEYk3Q1RGhNGLVclCAU9/iYodKaNEkYdaK9jjrqqOPvjaoKvaWlBdM093q+ra2tRqLvb3fvgcKGDRtYsmQJxx9/PHfeeefLXn9ffuggxHiLFy/m97//PY8//niNRK/OdWbOnLlXd31DQwNAXYn+GscBJdE/97nP8da3vpWpU6fS39/Pf//3f6Moyl4T5zrqqOOfA1UV+jvf+U7+9Kc/0dvby8aNG5k3b94LrtPd3c2zzz5be7xmzRre/e53v6zXLdgeQzmLsYJTa1PPWy5jRUcouSpt1FVPVD8MaxPfgcFBVjy5EsmIYcRTeH7Iqmc2MWPWXDw/IAhFYKWiyGTGxwmsPLFIBC0SZddYCT8MqejZhc+sonDwwoWsXr0G1/Nxi2XCQgmQCF2boJTFt/Oc+ta3ccjUBgqOS6YswuAkSUxODUXB8X0IJVQFlIr1SsFyKdk+jqZgVwhkXRG2JoosrAxihoosSWTKLoYiMakxSiqqE4TiuFhugOP5JCMaLQmDlrhBdpbBRz/9K2wzRuvpx/Pb+x4kn8+RmjSbGUccxdaRIsmI8Ahuiul0NZiCCNFV4mYjV5khw/ki5dF+5h18MJ7vI8syfhCQrXjwSkC2WObBbWsJXIeujnb6BncyvjnNu447r6Y2NzWlEopq0hTT9yJX4oZKJxHCUKjyc2WXkuOTjKgvS3W+OzKZDGeeeSbd3d3MnTuX3/3ud/s9ST/66KOJRqPMmzdvnx7g/2x4sXDRtWvXAkKx0tLS8iruVR3/KHixcNEq+vv7gT07QxS5YvORMNgxUqSpqRmQmMgVKDtCRZu3PHaOFUmaGs1xnUM6k+J66QfYrvBztr2AiZLDeMHBr/iOCyLSoCsNXrvPWNGhYHkVb+2Q8aKLBDh+QHNM59Y/305hxw4mTerkrYtPI0AiaYoiYNH2a2HQo/kyDz3yGJZjYyYNGlvacPwASQoJQvB8EXKqKaJwOZAtEzFUkqZCwRb3LkORMDQFXZGwvYCQEF2VmdUa5/hZBjf87gmsXeuQfBvXKrJlxVLOe/PJbBkusGUoT8l5rvjseD4jZUF6yrLEul5qxWmZgK1OmuhBxxOTPCYGunlmsER655gI1kbCDXwIQZFkZFkUgGVZQkEioisYmowuy4wVbHaOFxktOGTKLkVbBKMGYSjCrSWQZQg8n+xwH7vWPMqOdU8Qug6oDXQecThBrJlBy+btn/1f3ve+9xFNJCCAIAyImyqNUQNdkwlCQYTnyiJANhXRSEc15nekCBE+4yXHpz9TZihn0TtR5rEto0Q0hWREJWFqKLJEwfbIlV2Klkt/Xw/bt29noL8PZAXMScRmTqa1vZXpU6Zg6BrPrFvDYF8Pf3l6Mys3bGPqQYdRKBZRU21MmzWbjBUgywEKEupuE/DhnE3vhFD+zXnDu3n6qRXc9PBa3La5NcLZrfrAByG+ZeFOO5YYsMOKsn7DELbroyoyCUMlEdEwVJmZC45mS3+We1bvIAwDtIYOjjn6SE488WQCJPqzZWRJwlBFcK7tB5QLNpmySxCGJEwVU1cJg5CwcRqRKQt5Jqtz37ODhCEVZb4YIxmaQkNUF91jsoTthxQsj4Il1PvP9mfQVIWmqE5U39M2SFNlYrpKc1ynOWHQENWQJblyblRsdHwx7pgouUiIz1SR5cr3VHxnJUnY9jTGdJJmnZSvo4466ni5eCErlyra29tZv349Q0NDr+Zu7YUgCPjwhz/M+Pg4f/jDH1i5cuUeliwvhUwmwxNPPAHAaaedttfzu5PoVewrVLSKuhL99YEDOqPv7e3lve99L2NjY7S0tLBkyRJWrFhRnxzXUcc/IUqlEr/5zW8AEYiVz+e5//77ue+++16URK9auVRR9Ux+KQRByEjBpj9TZrQgQjWFL2iIoYq254gmY7uCNAgCpeZ96vkBjh+SKZS49/4HCMKAGR0tLD7mSK6//jr6x3qY19nE9ClTQYKYLixZbnt6Ob5VpGnqdEbyNrYbEARi+xFdRVcl/AAisRRHH3s8lm3heR74PvgevucSuhaGptA8dQ4TJQdNkUmbGnFNrQWDuYEIBRN2KDKGIhiHSMKEOOiVtm3b8cnaHomIStoUk9KEqZEwVCK6gh+ENEQ1mhMG6aiOKgv/XAkxGTXUqq/4JH6WKPHkulVc/c3P0DdRJtIyifecczbRVGPNd1xY3PgiTCwuJveK47Pw0MO4/6HH2Lh5EzPniuKDYwvLl5gu1GPpqM7aJ5/A2rmWSVOmctFbT+KSf/sVy7Y8xM2XfgzTNAkr1jvqfnjQSpIkvIr/yhA4y7I4++yzefrpp2lvb+eee+7ZrzDcKlpaWti2bRvxePyv2o9/FFTDRauE+e74e4SK1vGPhcMOOwxZlhkYGKC/v3+fFkpVEn1fGQVxQ2V+V5LGqCpU5I5NPpsl0d6MrijCaqXski27SJIIqGxNmHtlKgRBWCnOCvutou1RcjxyZU/YVZiCTPf8gLakKYKRfZmnVixj17bN6IrMBee/F9VQKNg+mZJHW9Lg8ClJpjTFaIrplGyPH4w/y6+vvZGekc1c+JWvEMgyo3mbbMml6PhAWMupsDyfIICJoiAsI5pCW9JkTlsCRZHx/YBM2cX1AyZKLhFd4elH78UvjvMv7z2P3/32t6zbvI1NPcMkk0mOmd7IRMnB9UPKlbDKguWRt13GCw4F26vZrIyPjRMA8cYWErEYZSVOdz5k8kQJU1VJGCqpiEqIRNnzsH0RMOl4IX7gU7R8JsrCBsUOAgI/xAsDCCSqh71qj6LI4LkeW7ZsxvVcwsgUEoe309bSRMekqcRTSfJFiy1bt2H7Ptf8eQ0zpk5FN0wcP4AwRFOFn7ymCFW+jCiUx3SFlKkRNTVBssY10pGKrU1EI2/5FGyX0YJNOCGU9Z4XUixkGRweYmwiQ+ALslZJtZE0NWZM6WLOzGm0NyTRNRlCWDh7Gtu6e1i5ag3DOYvegWHC0Ce0ixxxyCxaGkxUSSIMqXVeTTgeZduj5Hr4IWgN7UQ651IClq7txohE8YIA8RYDQMKxbSIzDkdXVTYPF4loMoam4PkhluMzXnKQgaLZTGTKwYSV++/c2TNpb21i13gJQ1MxVRlTl9FkncaoRs72GMnbBBXbvP6MVbGRA89IoqTamPANnunLVT4z8SFKQNxUKVie6ACQJSEEUIX1ke0FFGxxrhVtl7ip0RjVMVWFUrXYEQSV80EUk6KawpSmKI0xnaLtU3Q8UdmqQpJIGCrpqEZ8NxV72fEZzFroqshTqRPqddRRRx37j/0h0QEGBwf/pq/reAEjBRtNlmiM6S85Z/z1r3/NsmXLao//7//+j2uvvXa/X++BBx4gCALmzZu3Txvqan7J448/Xuu+312J/nzUleivDxxQEv2mm246kJuvo446Xkf43e9+Ry6XY8aMGZx00kk89dRTNRL9k5/85AuuVyXRzzrrLO666659Klh3R8nx2D5SZPNQjuG8Q+AHmBUVmyILlVS+YCEh2rSdigIdoGh7uH6IqojnHn3wXkZ3PEsq3cC/vOU0UDUWHb2EtRs2sWLdBpakm1AVnZHAomTZjJdDlEiCxuZmDE0lZQpllqYqaJUJoaHJJAyNqKaAJF4zb7tIIXghFCwPPwwZyNoEoVDjhaEQrOkVkjsIQ8yKqlxVJOSKF2q1FT5EhHi1JiPMqfjNpkyVWGWCKEti0lr1Us+UPAq2v5fVSRiGWG5AtuxwxjkXs2bwCgYsBTmW5MMXvZ8zjjmIVERjougwlLOQpBDPh5IryPRs2cXzAxpmHoa8cgNbtmzGVBVUQxOt1wmd9mSEdFTD0BRu/+lSrO0rOf3MY/j0e8/g//4zTk9PD7feeivnnXcekiShKq/eBNb3fS644AIefvhhkskk99xzD9OmTXvZ26kOFOsQXvKSJDE4OMjQ0NAetjh1P/Q6/lpEo1Hmz5/PunXruOuuu/jXf/3XvZbZlxJ9d0iSRFdjjIYgy6gtkc2M09rSjCqHzGyJ4VZswYq2z0TRZaLooqsybUmD1oRJ0fYYztuUHE+ou8M9t92aMBkMbeIVC6tMycEPYXBgkD+vWI2aamXxyaeysygjF4uEIcRMhUxZZstwkZ7xklAKRzTOOOMMbr3xWgaeuo+Rtcfz1nefW/H1DtkyVGBtTwbwcfyAdFRHRnRmBYiCQSqq4wQhMxpNJjdGARgt2OwaK9EzNMbWTIgSTXDMyWfy1PYRBsbzPPDkMyxcuBBTk0mYKglTpy2p4PgBYRDghaLYWy2SKorE/1x+J85ohsNPfAMF22fAKeI4DpmCQ3NCQlN15Ir62fUDirZESfIoOS7DOZuiLRTuRVfkgVR93ZOmRlPMIKJVMjEIKTk+K/6ykvLQLmItnaSmzsaMxvCRGXEDhkeKRHSFjqkzGOjrwbYdtnf30tnZhWkYuEGIbfsojo8sOTj5DCO927FKRY465licdCNSyUGtELyKIoh8TZFJmioRTWKs4DKSzdMzNMj4yASu6xA4NkE5S1yXmTNrJvMOmsP0rlamN8WY2hhlpCD80geyFqMFGzXWyLRDjyeZLTA8Pk4xM0bDpBn0FaGvkMELgkoHnchD8bwQSRYh2ooi4QUSydZ2shMZxicmmByPoiti3KFKGgEB/fkJCEEzo+RtH8sJMDXRnef4wmqtml3S3DUd37NIJtNYksLOsRKmIkLCZSnE1GRMTat0EIjzqylu0JWKko6quIH4bHKFGPfdvAVHUpjTfDqmGSUMQ9yKSrzk+CiVe70khZiaQjKqEtM0QHQLjBddyq4o0liuT9xQaTF0dEVitOAwXhSWfV4QEgQhzw7kieoKkxsizGiJ05YySJk6fii6NSSEEMAPQ5pjGqmITsnxmSg5OF7IYNaqEepxQ6sFpGuqEAtoighcj+pKnWSv458Snudx9dVX88Mf/pDTTz+d73//+3/vXarjAOOGG27A933e//737/P5lyLRq+P/vxWJLgq2ZQayVm1ev2O0SDqq0xzXaYju3b08ODjI5z//eQAuuOACrrvuOm666Sa+973v7ffcrWrlsi8VOghhkGEYjI6OsnXrVmbPns22bduAuhL99Yx6b3kdddTxqqBq5XLRRRchyzKnnXYan//853nooYewbXufeQiO4/DAAw8AcMkll3D33XfT39/P8PBwzV/a8wPGiw7DeYsNAzl2jZUo2X7FOzzA90OMyiTM80Mmig4TRRF6pcoShqrUvMVNTUyAXD+gu6eXNTsn0Npnc9TJJ7NpzKZoFYl2ziIxYVPK51j/7GYOWzifqKnS17OL0PdoSESZ2ZYibiikowamquAFPiU3xHI8vFD4fxcdD9sNiGgKEVWl4HjIEjTHDdF+7/nkbUFuB2EIPgQSJAyVhqiOqcnETBVTVZBlIBSEfcxQaU4YNMdFK3M6qmOocs3XVa4EpoLwqR3J2wxXVPOD2TLd40UUScJyhS1ByRGkRdO8Y4m03YXv+bzl9FM48+Ql6KqM5QZEdJVpzc8prT0/oOQKv/OS45NcOIdbfjlET/9GDm6E+TO79lB8VfHgUhHM8qY3vQlFUbjooov4+te/zi9/+UvOO++8v/k5+WIIw5BPfepT/O53v0PXdW6//faairqOV45YLMbs2bPZvHkza9eu3WPQWe0yqZPodfw1+MAHPsBnP/tZvv/97/PBD35wj5CnMAz38ER/MXS2tzLw1FPo5bHatW7bSJHWpMHBHUlcP2Q4b1W6jnye7s0yXhxBV2UaojoRXaldc01NwSrmue13N7N962ai0QRSvAHbaEQ1omiGwUMPPYgzPsTCRUdwwhHzcX2fiZKwu/K8kO6xEo6XJ0SqWF0I25PD3/XvPHz3Hfz0D48zZ/HpNCWilCs+0rPb4nSPlxjOWZRsH0OTmdESoyVh4vrPkYNF26N3vMy8zgQHdySZ25bg0l8+gpJspnPhYjZP+Ew/eBH9f76Hbc+s4Y3HHUnJ8RnKWbh+Cc8PK17mIhhSrwRYgsTQ4DDdm55GDgPOe+PhLF++nDU9zxC0NiIrMmMFh5zlEtdVUjEDGYmy41VCVj18X5C46ajOjFadhqggUxOmUA7rirD8CAIwNAm7bHHlij/jSyqHn3AinplgKGcT+MLH3dCE17oswdSpU9jV04ddKtC7axsHz57JpOYUE2MTdPf1MjI4gO+7hI5NUM7z+IP3s/jEk2nv6KLkeIyWbRw/QFMUNEUUvBVJIpebYO2aNTiWRRh46KrK9EmdLDjocA6dM4P2VIT+TInto0We6cuiyjINMZ0gEERuyXaZKDu4foBpGsyY1InT3obtwc7RkijMSML+xNRkopqKoYn7qecHlO0QiZDWhhTZgX7KBYtIZxMzJ7cjAZmyQ9Hx2VXKEVhlki2NRDSZIAgpucISiBDRTSYLv/mGWBJVTuN4PlYle6Xk+khlF1kGTZYxNQ9TU4joCsmIJoJ2HQ9VhVktCQ7pTKGrMj+8pIehgss0JcOSI+cgAZYXMFF0yFeU9UXHww9CkqZGVBfdc1FDoWh5NMVdJgoufTkRSjpWdFBlISJImSodKRNZAtcPmSi59E2UCAnJWS6bhvIEhHSlIszrSGJ5ASN5m9GCjeuHZEoemZLHpIYIh09Oi9ycolMj1Mc9Z4/rhFfp3LBcn8aYzqzWOC2vIHdlf+B4wjZqX+On56NkewzlLYZzNiEwqzVOc/zA5I5ZrrA0cv2QKY1RIrry0ivV8Q+BMAy54447+NKXvsTGjRsBWL9+PWeffTZLliz5O+9dHQcKW7Zs4X3vex8Axx57LHPmzNlrmf1Vor9SO5cgCMhms6TTaYbzNr0TJRxPkOdxQyUIReF2vCgK1Koi0RAVtqN6JQj+k5/6FNlsliOOOIIrr7ySLVu2sGLFCn7+85/z3//93y+5D2EY1kJFn++HXoWu6xx11FEsW7aMxx9/nNmzZ7+onUtdif76QJ1Er6OOOg44tmzZwiOPPIIsy1x44YWAUKS2tbUxNDTE8uXLOfnkk/dab9myZRQKBdra2liyZMke5NsbTzmVvokif9k5wfaRAhNFFwjxQwiDAMsLKdoetudTdgMsxwNJQldEe7kkiclu0fIJJTFJl2VhzeI6NivXrkeJpWnrmkI2jDI+UsRUZdJRjSMPnsWD999D39A2Dp/WzNxD5vLYbY9jDQxyxKKzmdmWwHUFgZy3BDkuyxKaKqNW1OWgIEUEke0H0JzQUSWZZERFV4QXa0RXieoyMUMjool2NFmSQApxfdFuXA3VUmSJaU0xuhoiNER1JAlKFRuBok3t/SlShUyXJYJAtJUlDBXbcRjIWbVgsCokSfiQt3U08qV/u4DMUC//8aGLUBVB3svSc+Q8UFNdVv1FQ0CTO/h5tMRTz65j2+rHOe6Q9+31WXd3d7N582ZkWa6dCxdddBHf+MY3eOihh9iyZQuzZ8/+W5yO+4Xvfve7/PjHP0aSJK677jre8IY3vGqv/Y+Oww47bC8S3XVd1q9fD9TtXOr46/ChD32Ib3zjG2zatIk77riDd77znbXncrkcpVIJ2Ledy+7o7OzkqaeeIjfSz6GTUnSPlxjK2QznbDIlh+nNcSY1RNFkmY1DeSZKDpYrbEiqIZeGJpMbH+Xmm37DHbfdSrlURNJMJEUQwUgSSiQBikZgF2lOJfjvj15ALJ7A9gJKjkd/piTsMIoOIaJ7yPEC7FAQ5fG2aaTmHEkpN8FVdy3n8EMXkIpoxAwFxxN+1I6nM5Ark7c8hnM2mponaagYqkzJ9dk4IHzfl24cRJGEbckTW0ZQIkm6uiahKxKLDp7No3+8he2rt2MG55FMp/B8nbzlCSW2LKFrCk0xHUUWhVjL9XniySeR9QiHHDwP9ChGLEVYzhIOb6M1/kZ2jRcZLwbs8soYakFYqSiCiI0bKk0xnea4gaEptCYMZrTEaE+aDGZt+rNl8raHbwkbk9GCyyPLV0K8hYa2SXhmkpCQ9qSBpontJXQFSZHJV/Iy4sZUNm3aTG58lPWrnxS2PVaZMPCRJJl0QyOdk6cwMTbG0PAwy1c9zdyDXDraO9EUMRG3vICyEwIhw8PD7Ny6Gd91SCcTHHbwXA6ZPQ1khbLjs2usRH+2jOM+Z3+WrdiQRDSVdFSn7AoSWUIiaqgosvgdAq4X4PkVAl0XljNBGOJ6wo4uZihIFa90XZUotafYtavA9h07iCRT+EFIpOI3Xs5nCYOQjoYYRkWZ7QchYRCiq4IITxgqZVeci2EYIssafhBieSLAteavHgQ4noyuBjTFI8R1DVWWyJYdesfLPN2T46Yne1BkifSRbyW7czv3PDOE1DIqSNdQKAlLtghG1zSZiKZQsD3GijZJU6chppOOik62xphBZ0OEkbxQ7lfHKhFNFHCqFiwNMY2YrojOjN4sQzmLbcMFtg0XSEd0DpuSZnZbnIVdKfKVLpJMyaV3okzZ9ZnZEieiK8R0hf5suSYsyFkeY3mHTMnBC0M8P0CSJNb1ZmhNmHQ1mHSkI3QkTZIR7SVJb69ip5QpOWTLHoYq05o0aIoZeEFAz3iJrcMFyo5PRBcBq12pKKYmU64ED08UHcaKNhNFkRWwO3rGSxzckWR2WwJdfWlLvJeCH4Tkyg49EyWGc6LgI0kSowWLac1xOlPmq6rKDysCFV2R91Kb1nFg8Oijj3LJJZewfPlyQCho586dy/Lly/nMZz7DihUr9gpNfD583+eaa65h0aJF9bHfAYLnB5V7lI/rB8QMYaH213xPqsI4gJtvvpmvfOUrey1zoO1c3v+BD3DTrX/ghjvuZcp0QUabmsyUxihNlYJhyfEYzTuMFGxh85K3GakEmj/xxAruePxZzMmH8Llv/5iNQ0XO/7dP8cTKD/DTn/6UL33pS+i6/qL7sHnzZnbt2oWu65x00kkvuNzixYtZtmwZjz32GBdccEFdif4PgDqJXkcddRxwXHnllQCcccYZdHV1AYKcPe2007juuuu477779kmiV61czjjjDEIk5i86im0D49z5xEY2y1PZOlokb7n4AVAhk1VFpmiLEKpypaW8Gu6pyhKqqdGZNGmIath+SNnxKDo+qiy8xMt2wJOr1mLZNvFkkkNmTiFqqpiaRtIUysIgjDEy/xDWP/0MDzz6OJ4aYcRR0NOtTJ4xh2zRJayYblbbvauEQExX0BRhy1J0fCQgCCAZEZPnECAUvqAdKZPWpEncUCk7Pv3Zci0cFaAhCglTpSGqoVTC4yaKLn0TQhH0siBBRypCW9LA80NihkpTXKcxphM3RDjaWxa+4xV8+gJvOvUUnlr5JEuXLq2pF3bH0qVLARHEmUqlAJgyZQpnnHEGd911F7/61a/47ne/+4pf/+Xg2muv5Utf+hIAl19+Oe95z3teldf9Z8Ghhx7KLbfcsoc104YNG3Ach2Qy+Yosc+qoo4pEIsHHPvYxvvnNb/Kd73yHd7zjHTUyp2rlkk6niUQiL7qdKsne39+PqsjMaInTFDfYMVqk7PhsGsyjVLIpIprC3PYESVOQ45myy7btO/jNTTex9P6l+L4PyMxdsIiTTz4Zz3Xwilm8wjjl3Di5kk2ZNv79Pz5GZ0sjfhBiaoIAb4oZHDpJWHDlLYeRgsNE0cV2ffK2y3DOYd6MqTy1aox1G7cwbeZsZEmQXIoiuq060xEaYhqPrVrPszsGmD5jNuV0kiAAXZFE95EfUCh5IjA7CBnzTCQzwdxpk0gYKiMFn0mHLmFooJ8/PbaGU05cjKkpzGiJkTQ1LM8nDMVxboxpdKQilG2XL993K17R4YTFx+AFAbYWR++YS1ZvZrTgIEsSigKmJGzJggDswCemK3SkTJriBglToyWuEzVUdo2VWNeTrdh7QURVGXV9Rgo2Y4Uy63cNojZPZfK0qTQnxD3soPYkHSkT2wvIWz65snjdqg2Pe9xUvnPZj9myoxsr3oiZbGD6jJlMmzGTaCKJ6/lMmzyJ9c8+Q8/OnWxY+xSqazF//jxMVUGSwfcCnli+jM3PrAdZY9acgzjq2GOJGzqhLGOoElIoU3B8RvIOjhcQBKDIMoau4JaDStHbJQglNAWa4iKvJGGKgkcqotEU0zF0ocjuz1qM5h0KjkvcFD7+qqzUOs48P2DmtOl0b9tGPheQzeVoTKXQVQXNLVDesZZIPMGCqWfgeD6qLBNKokAf1Z9TlDdENEJEeKywjwNCBEE+UWY4b5Mte7i+j6GpFCwXGQmn0vFnex7DOYucJSyO3KaZmEGc9WMB1uo+YrpKRJcrIewCsiJCZWVZIgxC3MAnCCUmNUQ4YmoDTTGDVEplUkMEpzKW8yrB8UEo7HVsN2A4J5TjqqJw7IwmxgoOGwdy9EyUKDkliltctg7liZsakyp2L6Yqs2EgR+94iVW7JmhPmWiKTBiKkNOJokO5EpqbimpCJa8Jkj1X9tg8lGPrSIGkqRI3NaK6QsJUhQVRRISuV68dAF4gvN53t36qEj4D2TKZklsLhHXEgJfl20M8L0CRpUrmjsjHqanAJYm4odAUNyg5HiN5hyd3jtOXKbNoSpqWhPmi1z9h4yPOozAMhe9+SYT5ZksOw3mbXNmtLR83BaXQN+Gxc7REa9JkQVeStuSBIdMdL6Bge7UchmIlZ0eWECShKTJx4qaKodaV8X9LbN++nU996lP84Q9/ACASifCZz3yGz3/+81iWxaxZs3jyySf5zW9+w/nnn/+i2/rOd77Dl7/8Zbq6uti5cyeqWqemXilEJ5FP3hIFYsv1K4X9veeDiiyRjKikIiLfI6rv/3F3XZerr7669vg3v/kNX/7yl/fKhenpH0QyYiRauuidKGF74hpWve7Z0Ra01un0lSSe6c8CuwmxaoKssBaKHYTUsrGeXPkUv3t4LWrTFFY8uYqZs2YzqSFKa8LYozgQ1VWmNKlMboyIwmfBJmd55ApFLr/sMgD+5ZxzmTpjNnnL47DjTqZzwXEM9+7iqht/y4c/cN6LXr+qKvQTTjiBaDT6gsstXrwYEL7ofX192LaNqqpMmTJlr2XrSvTXB+pXqjrqqOOAwvM8rrnmGkAoi3fH7iT6pZdeute6d999N5IR4/A3nMWKbWPEDjqe+IDKY4MShe4J3IoCKqIryLKEbYmWUtsLhAJakYmbaq21XFdldFmmYDv0Dw+DJGOookW4HCiM5EIGhkbJlH30aIqFCxaSiOqkIhqaAgVbKK9kWWL+/AV09w6QK5X588PLQJLpmjodFF2QFzKoiiAFNFmQFJ4fUHJAlQMCxKAgqim0N0RoiOlENAVTU0hULFkUWaJoe2weyjNWeK6F2NRkmuMGzXGdTFkoprznkeaSBBFNqXh0itA1PxCFhmrLuFxZJqIrol1aUzA1+YBMeE499VS+853vsHTp0lqwyu6okuhvetOb9vj/hz70Ie666y6uuuoqvvGNb7ykKuCvxYMPPljzUf7CF77AJz7xiQP6ev+MqNq17B4uWiXUDz300JdULtVRx0vh4x//ON///vd58skneeihh2qdJC/lh747qstU1wFIRTQWdqXonSjTny1XyG6ZznSElriYvGUyGS7593/lttvvAFlGkhVOOOkNfOKTn+KEE09CVWTSEW2/VWDVzqDdr5llx2e0YDNedMiVHbqnpdn05MNkh0fZuXUzsfnz0ZSAmK6RjOhEdJk7b7+dh277Hcga9M3gXR/8d+wgxPVCkCBZydjIlh127OzDz48RTzWQCQxywwU83yfVOZNxV2F93wSzxoo0xw3Giw6aIlVIK6E+Lrs+A1mLzc+uZ3QiQyKRZP6CBYyXXIxIFEKwXRdNlUlFI2iKjOcHFF0P2wmQJXGv2jJUYNtIEVUWNmuWG9QyPaK6QipSVb2Lrq8du7opjfYRUQLeeswZHD2jmcOnNhA3VDIll/5Mmc3DeRRFojEqQinTMZ2WhMGZV36Ln/7kCjo7O1l8yll0Zx22jRTIlj0cN8Dxfea2H8vDy2DlqtWsXb0Szy5y9DFH49sO999zF329vciawZHHHsvsuQfjeAF9mRKuHyIBhiqCO1VFwg9D8paL5YogzLSpUXJ9iraPpkEyotEcN2lJGBiKhBdC2Q3pzVgEgVDdWhUiN21qRA2NdFQlqmu1cyYIQ/JWhO5pU9i0YQPDG1Zy2nv/hTAIWb16G2EYML1B562HdlYCZR3ylkdMV0UOiyLGIyEQ0WVkZNJRFbsS3Ob5IYdOhrIjrEN6J0r0jlvkLGGxUusG9Hx8sasYqkxDPMZob5FsVqJke7h+gCzptCQNDEXG9gQZ7gU+Zes5f3bPF5YvGwdzTG+O11TeRmWMZ1ZECgohZddjrCDyABRZeOaLsaDM4dMamN+VZF1vhtGCw/bRAqmIzq6xIg9tGkZVZCQgXwk43TSYZ0pTlFREQ0YiqgtytiGm05owagTUYUHAaMGhe7zIaN5hMGfRPV5CkyVURRYZNoAkS5iqGG+JbBsR+t6aMGhJ6CjIPD2Q5emeDJmyi+35yJJEW8KgPWUymLPJFp1Kpg8g2TTHhFK/LWWwsKuBKU0RIpX9Ktoez/Tl2Dycp2e8xGjB5pDOFPM6knuo0quqzdGiTcn2KVQCkUuO+PCql6xy5bEkieC+9pRJwlBxvIDBvMVQ1qJ7rEj3eJGWuCF+kuI4qYrIElAVuZYrsK9r4cjICE1NTXuMB0byFqt7MowVbMIQDE3BUGQMVUbX5EoXp0Te8shbzynxdVXkFaSjopOh2im0LwSBsP3JlER3SLXbRFPE9jVVqj1+pbA9kRmUK3vkLFGIiOnCZipmiN/CDmtvuH7ArrESiizRmTZf9QJBX18fJ598Mj09PSiKwoc+9CG++tWv1orOqVSK//zP/+Q///M/+eIXv8g73vGOFyQXV6xYUbPM6Ovr49577+XNb37zq/Zedofv+3tYv70eUC0k5S2XvOVRtL1awPbzoasSuiyx4dn1lL0QWTUwTQPDED+JWJRUPILEc2HdVTz/8QMP/Jlx36R19mHkM+Ns3LaT9evXs2DBAmGHWrGQG3Qj6K0z8KJN9IyX99qnSLIR2YgznrfIlb29nn8h+L7Pj6/4sXgQBoz3bOWwyekXDRCVJKlWMAD47Ge/wa6VDzB12nR+8F+fQDcjOF7AaMHm7W8/m1//+tf85IbbOfLkM2lNmrQmjX1+16p+6C9k5VLFcccdB8AzzzzDypUrAZg+ffo+i0Z/byX66/G78PdAnUSvo446atjXZP2vxd13383AwAAtra2ccMoZdI+VyFbUK3OPXIIcSbJq7Xo27epHj6VqAWKbd/WzS5tC8vD5jCdmc9fTAxTiU9BbhhgvCv9JTZVpNFSCUCJnu5RdXyhQIhJxQyVqqCQNFQkoOB65sstg3mHDlq0US+UKmSsTyhJSCEHgge/iuzYHzZxBUyqBFwT0TQiyRJYlQUyrwjv9hMVH88c7bsN2HQK7yNGnHs+UpiiKVPUgrxyEiipQqOBcLC8kDEMaYzqxuLgMW66P54fkLY/RgmhT93wR8AVVdZ9OR9okaWpkyy6bhwq1yU20ohiL6QpRQyWqKa+pltbjjz8e0zTp6+tj06ZNHHTQQbXngiCokeinnnrqHuu9+c1vpr29ncHBQe68807e/e53H7B93LhxI+985ztxXZdzzjmHb3/72wfstf6ZUfWW37hxI5ZlYZpmjUSvt/PW8bdAa2srF198MVdccQXf+c53aiT6/vqh775MdZ0qZFliSlOUloSB5fqko3taNfz2t7/ltttuQ5Ik3vH2t3HJJZdw9NFHv+L3sq/7cURXmNwYZXJjFM8PWDApTe9ZR/L1y37Bmkct3nDMociKguUFFLNFlt5/H395fBmKKUizkf7tuDtWccZZZzJasMlZPrbro0jQnjJZ8/hD+KUs7TOmQhgK0k9TmdHVwtb1qyioGgOjGQy1EU2RyfghwwVbWLpUCKZkROOuZU9hTlnI/MOPZLjgETVUDupsoLz5MfK5ET78g08zXvboy1iM5GwyJRstoeD64l5Zcv1a8VdCqOalymt4QchgXhSQo6rIPdnx9Arc4R28960n8+GTZhECYwWHTYP5WndWezJCVFdoSRg0xfU9Jsaf+9znan9Pa4MTZrcwmLXYWrGM84KA2e8+jakphd/ceCNrhrbiTvTTP5Kh4AZE0i0sWXICkyd1EgQhsq6IcQZ+LVgzXwl29Sv7kzA1TE1CkWU6NRGCrlcIu6LjMVKwUWUxplFkSQSNy8IjPmoIBbSuCvLYUEXnQUtCJ25qlGxxbNMnH87/e+h2dmwYYMa5J3LKScfxwVt/jTuyi9lvPBY3CGhNCtW/7QnlouX6dI8XWdtjYVQCNE1NoeAIq5GkoaFrCsmK2jdhxkhHNMIASiM+E0WbQcdDlZ97T3FTqOqlBpOt60pYjoXk26h6jJLjkS3JHNyRpDmuM5y3GchaeIGL5AuLODcIyJWFrcxAxiJuqjRFDSKG2L6pChFAEAqhgCSJbsCmmEFHOgIoQIhdyQxIR3Xytg8e5G2PVERDCSVs168QrwqZslDPb+jP0RDTa90RDVENRZYZL7qMF59TZJcdD0US3YaGqtAU14V1j+dTtAPcIBCdkYpQeDt+iKEoGCr4oYQbCPV+KGormLrCpLRJIqLTFDOIGQpTmuJQEUJYXiA6PLyAouVTsH3W9WXI2Q5z25IkKqHyR01vYFKjyaruDANZi+XbRtlUKUYEYUjZ9QkC8HyfTNkjb3uVDk8xfq0KMyKaQnODwaTGKKmIiu35jBYcejPiu6jJ0BTT2TVepHuizOpdE0iSRENUoysdoSlh7EGiR3WVac1ROlIRFFmir6+Pz372s9x8881ceOGFXHXVVQznLNb0ZOgZL+1xHQxCQBPfBzUASQFTl2vEvOOJoFpBjjmMFhwkSfglp6MaDVGdmCHeQ7bkMlFyyZbdmlL2xRDVFdJRjXREnNMvNN52/aBW8MqVxfYtNyAMQ4qOUNJ7QVi7zvmhIPIlBPnfkhBFCENT8PyAngmRiRDRFYZzFh2pCJ1p80UJxL8VstksZ511Fj09PcydO5c77riDuXPn7rXcpz71KX72s5/R3d3NZZddxn/913/tc1vnnXcevu+TSCTI5/P86le/OmAkuuMF5Kx9f7af+9znuetPf+Tee+5m7uyZaJVz89U4pq8EOUt0HGdK7l7PaYpE3BTdLtV8ClMV37fPfvaz/OAHPwBA0kxkM45sJpCNKEgy8xfM5/LLLn9JAvWW2/+IHEly1jvfQ3d3N48te4wrbvojH2ucQsH2CEMoFouUS0VC32XGpA5SCR1CCBCF1Jiu0KR24Y51MzoG0xsNVE1DQox5xG9qoc9VC1ZZkvjFL37OpmV3QxhAGNC3uf1lfVarVq3i8ssvB+AnV/yY5nSy9lxz3OBLHz6Xq6/4AZs2PMOap9dz8MGH0DtRRlOk2jGN6gpy4PPgI8uQNIPFJ5/KSN7G9YPaD0g0VSzIWltbmTVrFlu3buX6668HYObMmfvcv1dTiR6GIRs2bGDZsmU8+uijPProo3z0ox+tha3W8cKok+h11PFPjCAIKTheRbUhKtlhKMjapphOVFcIQqGayJVddFUhblQnbNILku1hGOL6YlD+k2tvRmudwRkXXMiGoRIlRygvyo6PH4bMPO0CBkczfPO3y+maPrtSSQ/ZuW0reudcmlrb2D5hM5LLYfsGcjSF5YcULAdD0wiCEF1RUSVoiBlEdYnGqI6Ypkh4YYDrBWiyQtKU6OnuJTs6iCzLmNEEPoI8D1wH3yoQFMaZNrmT048+BB8RzqTI1ZZ4E0OVGS+JVvq2ZBeji+bx6NKlaKrK8UcuIBU3KyFfMlFdBKtlKgNz2wtwdHW3YgVkyy6ZSlFBV4QyXgSLiaq8rgobgUM6k6SjOrbns2Uoz2hFma4pElMaBaHzavpPvlyYpsmSJUtYunQpS5cu3YNEf/rppxkZGSEWi3HsscfusZ6maVx00UVceuml/PKXvzxgJPrIyAhvfvObyWQyLF68mKuvvrquiD5A6OzspLm5mdHRUZ555hmOOOKIeqhoHX9zfPazn+VnP/sZ9913H6tXr2bRokU1VflL+aHDvpXouyNSsbt4PqodFp/+9Kf53//931e6+/sNVZFJR3U+86H38fPvf4Odjz/NwNrjOOXN7yBbtPjFr69i5ZNPIhFw/nnno8gS1/7mt/zuvgeZd/QSNF1HkcELfJxQwrN9tm/fhl8ucdjMTtJNMSw3wNQVdCVKR3OKvoFBenp6SSYTJAwFRZIp2NUxRIimSniux+YJH711BsnJc9g0mCdhinwPY/IhSGO9PNM9jK9GGM5Z9E0Iu4+oLtMUFwGN6YhGKAnLM2QwFIUwFNYXeUuoZIu2hyLLDPd30//sKnQvz8mnv4U/rBvAdn2MSodXKqLSlY4wpTFK3BRq7bIrwrWratuS46PKYqJsVjy5o4bKMdObaor3sutz9LT3MKfZ5GuXfpd1j4wQShKdnZ185qNfJNbQzGjJIV/yCAhpjIruqbwl7vWWK5TtyahGV0Okdv8WKlnR+WaqMr0TZQZzwu/bUBWa44Ks0yoER1RXapZruiIzmLPYPlJkOG+xeaiAHwh7O0OVWTijizcedwT3/PkRLrvm96SmHMSzzzyNJEHrlJlsGSqwa7RER9pEliQGshajBYtM0SVnuYwVHSREBkrR8VBlcWxSEa1GIAq7kRA3CEgYCmVH7KepiXFN3NQwVQk/BNeTaG7rYKi/F3t8kLZZcxkt2uQnyvRNlInosshdAaRK9oqpSJiyTtrUROi65ZMvu+TKLoYii8wZWfjp65oIRa2Gxo/kLDYN5UUwe0wcs+a4TiqqExCKzIFAhLHO70zRlRZq796JMkEIfZky/SNZBkdGiRkyh8+dzqyONFMaYyRMBcsNyZQdspUgYFmWkJFoS+qCkKoE3BVtD8cT51mx8jgIQnKeg1cUHSGaIkMoLEk60wbTm+M0xHSSplYTc7SnTLrSkZpaOVt2GcxajOQt+jJlcmWXdT1Znu3P0RDVSUY0ZAk8Xwg48mWH7aNFcmUR3qrKVLojQZclofCuKOVTEZWEoaFpEo+t3sgjT6xiyvQZHHTQwaiyVLN7qRLthibjeiGOH+D5Qs2uSNWCkENDVGNKU5SIpgr//TCke7xIU1Rlxd2/5/vf+DKFQh5kjetuu4dZb7ibximzCAJRSOlKRzioI0E6quH5UK6E2FuuTxBC2QkoIyoQcUPYIlaLbhMlh2Ll2pG3PHrGBTH2fPtDvZJ/FNGUGiHmeOFuBFlYu170ZywUWSJhKrvZTQiLHterGjsKOL5PwfIoVBTDEU0hbmhIkhDSVAN7PbEhXF9YPPVOlNEVqWYBqVWKEBAyXnQYyJaZ3BilPWm+bPFMEATk8/majeILwXEc3vnOd7Ju3Tra29u55557XtB6LxKJ8J3vfIfzzjuPb3/721x88cU1/+sqPvrRj7Jjxw6mTZvGjTfeyOLFi/nDH/7A4ODgXsu+Eogihc9E0SFTcinY+1Y6e57LnQ8ux1YSXHbVzXzsox+rPSdL4v4a0RRihlIJzxaFpFd7vhWGIZmSS1+mXOuyCMPwOesiU3xPXyjU9y9/+QuXVexLZsyYQblcplwuU8r2YTsushFl9UM9LL//jbzrPedieT62G2B5Pr4fCiuxuM7Q4CCP3XMbhCEfPvds/rLmaR57bDn3PrGeo84YAwmaYgZacQwvN0K6uRVVNxjMWWRLgmsIQnFfSBgqemMHXj7D2NgYUyd3EdNf/NiOj4/z//77KxB4nH/++dxwww1s2bJlv4+j53l86EMfIggCzj33XM4666y9lpnU0cY5bzmFq666mrt+cyXH/M8PyVserh/i+s91udx//3346Sm0NzYiN05m63Bhr22N5G00RaI5bnD08SeydetW/vjHPwL79kOH55TomUyGIAj+5nPRHTt2cOutt/Loo4+ybNkyxsbG9nh+2bJldRJ9P1An0euo458EYRhiVcKhSo5PznIpWM+1ftmez3BOTCb9MIQQVEUChJ+lIgk/SC8QypQgBLkSyKnIMoYm/Bh1VUZXFQxVYnR8gmWbhzCnLKBz0RtYvm0UEL6aeVsMbhJzjiWfGmFVf4kRZbyy7ZBdY2X09pnoLW1sHSoCYvKgRRJ4jkU2V6KzJU3M0NBkCV9VK97d4PigyGBoEglVtHsjiZvv+gdvxwvhTWecyZJjjyZuPNeS63k+w9kSpUBiNO8gS9Ac04mbKo1RnYIjigmRSnhaZyrC4unvosnLMHfuXOZ2Nu1xzP2KkihhaiRMEfSWMNRaO3dVJSPU90FtPdvzmSi5SBI0RHRkSWLjYJ5URCNveTUlRVvSYHJj9K9qK301ceqpp9ZI9I997LmBalWFftJJJ+3TruXiiy/m0ksv5f7772fHjh1Mnz79b7pflmXx9re/ne3btzNjxgxuv/12TPPF/ULreOWQJIlDDz2UBx54gLVr13L44YfXlOh1Er2OvxWmT5/OOeecw4033sh3v/tdbrrpppdl57K7J/rLwbp164BXv6tC0zS+/OUvc/HFF3PdD77GFz74Li644CM8/OcHMRKNfO+HV3DsiadgOw533fobhga6eezRh3nTaadhajrpyr1m08ZnKfRvJ5FKc8S8Gbh+WLF1EATPjBkz6R8cpndwkPYpMxjJidyRKtwgxHZ8xiayyIlWTEVCMWOVQr2LDMSmLsCYPJ+rHu+hMRUnZggyqT1lPGcLo0gU3YCorlT8lsNK2Kq4V7YnDTQ1gl5Rvf/Xr76BN9HH6e+5AEfScSpklB6CKokg7e7xMj3jJTRVFrZrkoymSIRhQN4WatQAUCvEbYgYj1Tfnl6x5NAUmUMXv4GvfSPJ/37/fzjokAV86D8+RiAbOF5AQ0SnwdSRZImS45Epu8QNFU2VcT0NCYmGmLDvaIgaNFWsOCK6Qt7yGPNESOOs1jgnzG7GcgOG8xaqLFXGEiqyJGF7wjanar2hVVTXiiSTt13MihI6qqtc8N73cO+99/Ls5m0sfXwVo34UJRGltXMyvRMl/CBk63CehpgBiGB2TZVpSZikozqFirWJCFL1RLipImzqUqZOaIOkhsQVhfakybEzmrDdgPGSg+UKtXQ1zDwZ0XCmpLljzaMMaj5nv/E4giBg01CegZyF54MihSiaTNxQMDUVU4GJiXEkPUGIKnxynRCCoKYQ9Cve6aELii6hqwo+kCt72J7DMMAISFKIqSo0xHS60hGaEwZ9GYv+kRJbh4vCzkaCobFxunt66Onpoej6KEYSFIUNO/pJpVO0NLXQ2pQSyvS4QVNMI6ZrRFVhJRjTVLwKwdwQ1QEhMLE8H8sRxyQMxHdGlsT4uuR4RHS1Zu/hByEjeZts2a0p2B03YDhnYVbCcuOmSkfaZGZLjLLrs2usyBM7xtk0kGM4WyCby9HS1IofiuPj+4hz3gkoWS5epdOjGjofN0SgbN6C4bxNsVRmw6bNDA30E/ouYxu2oSVbiMXiyIqMoYjPVAGyZY+EqRJVFVRJpTVpkq8Qx5brM5zzGSs6dKQM5rTG8QOJles3c+dd9zI2Noa08C0c3N5GsqmZTTt6+OUfHuFf/qWd1lSEGc1xYoZK73iZ0YJDc8ygMa4zpTGKoYqA1YmSCFitvmbOcvH8ELVi4dQS1xkvOTU7LMcLheI7btCRFsWJaijh81FVlRdtj0xJkLOZklC4jxXtWgZA3FBrRKAsi+wFXRFFnpih0JWOCouhCllf9chXZalSgAGnEjTbN1GiZ7zMUN4mCEJaEyYHtSfwwpBc2WU4bzOYE8WTtqTJ7LY4zTFjv8n097///dxwww18+MMf5jvf+U5NBbs7giDggx/8IH/+85+Jx+PcddddexDo1bmh54siWkRTOPfcc/nhD3/IE088wVe+8hV++ctf1pa/7rrruOHG36AlGvnez65D65jLkae8jZV//iPXXHMNl1xyyX7t+/MRhiHZsij6ZUrOXl7gcUPdK1R37dpnKWfE3PS+P93JJ/7j35EUUeBxvICxil1ZTN/tM5WE17apiY4HWRKWnbIsrMYUSajYdVXcX3TlldtkhmHIaMGhPyNCjcuOT9Fx0Sr5B1LF3kyTRVGlYHu4nrhHisKihBT4fPjDHyaUFc497wJ+9JOfimJQpdhlux7X3XAjl//fFVz2y+s58uQzMM1IbXsFy2O86NCXKfOn3/6ewPc48dijOGbhQbS0tvLf3/ofhnt2MNDXw6TJU8lZLk9vGCQy62iauibx6JZRXD+oKdBDRMfORNGhafaR5HI5bl/VzUE5Mbee0RynNWns09Loa1/7GuPj48yfP5//+Z//4YYbbqCnp6fW1fpSuOKKK1i1ahXpdLqmRt8XPvGJT3DVVVdxxy3X88PvfZN507uwXL/mNX/VtTfw7f/5Pig6p57yBiK6iqZIGOpz9k/i/LFxvJCBrMXUw05Av28ZfnECSSoxbeasfdqbVr+DYRiSzWb3+Z18pfA8jyVLluwxro1EIhx77LGccMIJnHDCCXuJ2erYN+okeh11/APC8wOKjv+cusoWf++rQzEkrN0UmuMGITrZkstAtsxYxqkE9YhgzGqwURDuvSGv4lcpKrVicrB58yb0rvm0NDWgRlKMlRwcV/hcer5ozW1IN9DbP0gul0VRpqIDBdul7ITIehxZi+KFAUlDIxGRGZUdxnLDxIIW2pMdiIapkIQpJn4gEdeVWthT0lRFS3vZ5fq77sZTdKa3pXjfm0+mNWkyvTlGwtRwPKEwmdwcZzhn0550GMk5eGGA54cMV9K8dUWuDbSFd6HKj77xxVqQW3Ug6QXPhacIEl19UbJ798/MD0JaEgaqLDNWtBnO2eQtr9a6lzBVpjXHiBuvr0t41arlwQcfxPO8mhfc/fffv8fzz8eMGTNqBPyvf/1rvvnNb/7N9ikIAi688EKWL19OOp3mT3/6Ey0tLX+z7dexb1RJ9DVr1tDd3U0mk0HTNA455JC/967V8Q+EL3zhC9x444389re/5Vvf+tYr8kQfGhra43r1YgjDsEaiL1y48K/Y81eGCy64gEsvvZRt27Yxb948MpkMsViM2393I6eeeipBICwEvvof7+OiCz/An364nks/8k4cxWSs4BCE8IfVy/Eygxy3eBHzu9IinDsIa4rPmY0H88ifbmFivI+mxYcTTTXieBUriDDE80J8Qno2rcUZGeSg+YfQnjSfs7AAdF3Dd4W6MagUyKc0RTi4PYUbhGRKDrYnFLKSJMYEgoBSaUkYFaW4gq6K8Mk1z25g5eY+jObJnHTK6fgBtCSET7PrB0IFm7cpOX6FCBO2F2XXx6tkq1T9juVKy7gsUyO+QkQruWjxl1Bk0W4enzSXr/zgFxQdnx0ZH88voisSqahW88hXK9ZuqmyQjIiivxdSU7XmLJecLZTEUUMogBVZoiVhENEUxooOricm2mU3oOTYgL3Pz18QdBFSUY24rpC3hXouCEOmNs3gbScdxW9/93tuuOLbuEWLro4OjpndThCGDGYtirbw3o4aKglTWMSkozrNcQNdFipyQ5MwVZVs2aFnvEzJrapjxXFpihkkoyqeL4oeAKoskbfdmvI5CGFachG3Xv8regsTJGWbzo4WTl/QQa7s0jNeqpFBfqWz8f4H/syyx1cQTaaZedDBTJ0+i47WJNmy6ICwXRF6KlEJ5RwfY2J8nEI+AwRIkoqsm4SKAYoKkghglQlRCDBkH1UJkVAJfYfR/m7yuRySLIOiIysqjfEIJc/HDiSyJY+sPcSOoRES8RhNySTpuDj2DRGDeERBqexPdQzdkjBoT5p0pc3asUlGhD3fjpEi/dlyhQR0iWhVkkzCqxC3ZdfH9UJ0VShjExGRZeP5AWVHHCvH84U9kycKWStWrcVxHBqampkxYwa6JkJi5QrR1xgXXYyKBBFdJapJFeWjhBf4PLtpB89u3ozn2BD6xDSJzNAOdj5lcd757xO5ELpQ55YcHzfwiaqi68OteMSbmkJjVCdvC7vCou3RPRawazjHM+tWs6N3EDnSSnzObBpb2kgkEshSSMxPUcyM8PTqlZzxxhPpnSghIYoOVMgnIdyRiRsqzXGDdERDV4VtT7bskC2L0NHqtEVV5FrRKh3RKbs+hiqjyDJF22fzUAF5uEDernTVVKyVFFl63hxKELYjBYdC2a3MgUIUWcYLRJEvHRP+63KFJJMkMX5vqHizv1SYYyqiYTkiJyFEkMCtCQMvDIlXFMiNMY2RvAh6nSjm2DVapDlpML0xRkvSIBXR9kngen7AvQ88xE133oOaauNX19/C7X+8i//97nc4//w9wxS/9KUvceONN6KZUa76ze9JTZrN+r5sJcjXF0Wy3eY9qiLRmYrwje9+n9NOPoFf//rXfOxjH2PeIQtY9cxmPv6V72B0zeOii/+VSbPm4fohZ579btY9s4FfXnk1X/jCF14W6WxVOoqG86KQUYUiSxXLHY10VN+LQAe449rluKO7ABgd3cXOpx7kre94lyhc5CwMVcb2RBFTkWRkRdh6BmFIwd6/fZQkKmS6sLZKmKoohu5DdV3tPqgWgcaKNmN5h6zlUrQ9TFUUzrK+JwKcZRlVEc4m1Wt33FArgc5izn7nn+5im9RF6/GHsOhfPsE96wdpTYjAbhCF4pNPfxs33Xkvw0ND/Oa3v+dt7/gXCrZXmdMGQontedy5cgfJI9/G7Le+nWuW70SWJBa84S2sXbuOp55ayYxp0xjOW2wbzqM2TiLaMolsyUZRZDQZbF/cD11f2GrFmjsooLNlIIetj5MwdDYP5klFNTrTEWa2xGhPRpBliWeffZaf/OQnAHz3fy9DjqZJd80in8+xYt0mDpo7F7lSAPeCgKgmiiZC7Cde95prr0NSdf7f//sGbW1tL/iZHXbYYZx44ok88sgj/PSnP+Vb3/oWMUMlosl86Utf5Xvf+x6SZvLeD36Yy7/2eRoT+/b9n9oUJVNyGS3YLJh/CJJqoKZEp4XcMosndoyLrBRVnBsRTYRQx2JxisUC4+Pjf1MS/eGHH6a/v590Os2XvvQlTjzxRA4//PADnjf2j4jXFwNTxwFByfEYK4iqfdWCIlpRQLxeFK7/zKiSr0VbtDUXnqdq3h3V6nlEV4hqMkXHZ7zoEKuoXpriwh9wOGfRnDAoOR5lxxceYJoiBky+MKd0qm2NnrCEsdwA2xVKrrGiQ8H22DEwhhJroHPmwfROFGuelkHlZh+EIe3NDTxdGKWcAz2YS6iZeLaFZxXQzAhdzXEaIzqtKYNUVKfcA31PPY3bFafjyAVMlF0mii4lx0ZVJGKmiuSBUwjQZIkdno8fwKYNG9i5fRtq6PC+8/4DL4TxosNYwSFEFBOoqOALtnjP01qiqLJcCwqNGxrTmqO1gcffEqoik4rItdCTKloTJq0Js/Y9jeiiUv9atm55IRx22GE0NjYyPj7OypUrOfbYY7Ftm0ceeQTYO1R0d3zoQx9i6dKlXHXVVXzta1/bL0Jrf/CVr3yFm2++GU3TuO222/awmanjwGH3cNGqlcvBBx9cH8jV8TfFoYceyplnnsndd9/N97///Zflid7S0oKiKPi+z/Dw8H6t09PTQzabRdO0v8u1RNM0vvKVr3DhhReSyWRobm7mrrvu4qijjgKEKjJharz/vHP5wfe+w/r16/nZjy7j0ksvZVqTIJcf+8NvcIZ6Off0JRzcmULcGsOKUlIose/tDLj1jjvRFk/nc//1ZTxfBJzlyh5Fx2NwoJ/fXvoblGiCMy9+D9FEAqi02NsBCS/H+I4tTD50KodNayJmqASE7JooVQKxVVoSKrJMhUAOMTWh9KqGPo4VbLIVq7Trf3c/SryJwxYdRnNzM7oq1/yHq37qjh/g+AEFS4xrkKQaSa4HAbYf1oJLq2SZBBVFoVTZhiCNHD/E94Oaf7GqCPVuc1wnFdHRFKnW8p0whW1LOio60uKG8KiuevRWVbOeL1SBIKw8LDfAch2eD0kSdhO1iXclVDMV0fYiidLRPa+n/++ST3LzlT9h6GnxPThu8fs4cU5r7bPpz1r0jpcqx194xr/QPCAV1ZjcGGU4bzOSt0lHNdqTL+7NHIYhEyVRMIhoLczuambj1h08sXodxy8+npLjMa0pxtsP60JXZUqOCGAcyRb51ievxcoXKPsuo0/dzV9Uk7lHLuHgo06go30aXgCDQ0P0Dg4yOjqGH4AUhoS+C4ogEkNySJIMmomsmUiajqSogAwEhL5H6Aof31COoiV0GhuTtLe109zcjKmLY1zKZti5Yzvbd3XjqVGcXJTxQZVoooFEMkEiEasQ3RqpiI6ugusFlN2AsuPj+D4Swt/er5yfiiIRUVVMTaK3p49oIkYklkSRQKtYq0CFfPICICQMqOTmhEhI2L5fC5l3XJedWzZilYTFwPjwIPnRARYdtoiuzjaCIMQNQqKaStLUiBpK7TPyQxgaGeORx1cwPDyChERjY4qTjj+RWDTK9Vf+gp3rn6Lccxinn/KGSt6PKHpUVdlP92dJR3RSEZWmmI7thaRclymNUSZKDhu6h3hk+V+wymVQNDrbmpkxYyYuCp4XYGoy5vTJrF7Zx6oN25k55yBmTGqlKSq6S8WcR8w5bM9ndGyMJ1euxPM8DDkkIgcYuoamqeiaRltnFwsXHoqhCcFL0fGYlI4wvyGFF4Q1S8uBbJn+ir/77pArYcbpiLC6rHZYmKpMIh2hLWXSHNUZKQhf5KBitdGeNFBkmSAMaYoZe9htOF5AtuzieH7l/BTHv0r4jxZsLDegMaZzxNQGgjBkx2iJkbzNaN4moivEdIXOhggNUY2twwWGKl0L/RMlIrqCrihiHhMGKBJIyPhhSBAEfPnyqzGmLOSwRYsYHhqmv6+Xj1z6C35820N8+mP/QVtnF3fecQc/uekezGmL+MxnP0ds6nxWdU9QskWhxvaEZaYbiG16gTi+wsq6geM+9E2efvJxPvz/fso3/99X+dznv4IVKBx62EL+9cILaE5EiBoK3ilv5Ec/+jG9xTz3PPAwZ5568gteR0Bcd8dLDsM5u5azBYKsboobNEZf3Ku+iur8o6Ojg6HxHFfccDtTjjy1si2Zhqgu7h0Vcr5qV1pyfKK6KGJEdaFcH5uY4Ce/vJL7H3qMCz/wft7+lrNw/YAwBMcLcTyPgi3uXW7l/lHt4JYl0cWRKwvrmYmSQ8ESQjhZhqSpETcUio4nbEAzE2zbvIl5h8xHM6M1r3E/FPcmEMWmgaFh/vTnZagNHZx42umUQ5Vtw3k2D+RQVJmUqZGKqrQkTN573vn86BdXcvvDq2lfsARVN/EDcR5LwLObt5P3FaJNncTap7NpIIeuyhw8fxHr1m9g5cYdLBzKY7s++UIRwpBUTGRIuIHI/Crn7dp9MyDESDajFF36smXsoSJBWECSJWK6TEPUoDFm0JY06EgbfOsr30Prms+SE08hl57DPc8M0XnUaXTv2MbStTuxoq34ldcp2h6SJALPq/xFyXbZpU8lvrCdYNox/GldPwlTIxXVSJmCcG+IPvcd/eQnP8kjjzzCz3/+c7785S8jSRIXXnghv73jT2gt0/nQRz/J+953PptHykwNJDpSkb3Or//P3nnH2VXX6f99+rl97vRkJpPeO4QkECD0joCwFmzYEHXlZ9nVta27a9tdV8W1IDZQFKRJB+mdECCd9J7pfW4//fz++J65IXRdEdB5Xq9kkplbztx7zrnn+3yeIkkS2Who15ZdxMedEcqBgqQZtLa2EIZEn/UBPK97NTtzCU7HfrZ1DFA3bgIpUxOu+v8jbrrpJgDOP/98Pv/5zx/yM88PqLg+miK/bLHxGA5ijER/k8OKlD8pU/2LFlxYrrDTDRZtSrZ/8AcvKE/WVUGqj07yRhUVkiQuKCSE9jeIVhxhREKGiLyrbFwfOxBfBwRRtl9/0Wak7FYvuJ4PQ5OrdtDRwcjoRfj+wTLbe4tYrlBl6apMfdKg7PgMRlnbpqbQmo2hyhL9RYehyNIW1w8SuKPWOWHNsnE8H12Tac0a7Gvvp9C1Fy1dRzxbT1dOZEuqslTNVA9DCYeQmpYp5EZydPcPM76lhUJuhKA0TGNSYmZjCi2yR4UBZOuaMRomcaAosae/RECI7YVioaEoVGyPMuLiVJFlYqqCa5d46olHkVSN0045lZraOkZKBxeninzQoq3JEk1pk7SpUhPXqUvqZKOL9jcScV0lXvvWPmUrisIJJ5zAjTfeyP3338/y5ctZtWoVlUqFpqamV1Qhn3vuuTQ0NNDV1cXcuXNJpVLouo5hGOi6/rL/fqWfHzhwgG9961sA/PznP+e44477K70SYxgtF30+iT5WKjqG1wNf+MIXuPvuu7nyyitJRWTua8lEVxSF5uZmOjs76erqek0k+mge+uzZs9+wgdBoTmh/fz+///3vX7L4TVEUvvGNb3Duuefygx/8gEsvvZTm5mae27SRA3t2Eo/HOfu0k4jFXnpgfOG73sVNN9zAbdddzf/+19ermZ1hGHLf/ffzk299B2+4iyMWnsTRcycK0sr2sD0fRZFplArs6t9H1h9icVu2GrtQiUoAK65NT75CyfYgCLnz7jtJ6BrHHXs0ZjJN2RGFo5oiUy4VWLtxE6Fnc/7pJ9CYFsWFsgQlx6/a0UEQ3ZmYjqpIIuM1riHLEjlLRGWMlnmXbY9iJE4Y/Z4fhMRCCNBQJHHdoKsSuiqRNsV1wvNj7TRVXHtlIzLnpa6FG1IGNIz2zojXwPFEPIkqi5xvLYpQUZWDsRB/7hB92rRpXHjhhdVis2XLllV/JkkSLTUxxmfM1/z4kiSul5rSry3+TJIkaqNMcsv1Oe2oxWxes5qdzz7KaSesZKjkMFxy2NAxQl1CpzFtkInpPP7owwx17KG5pZXPf/mb3Hbn3axatYodzz7G9qfux5B8Qi1OEM+iJOtAM8lkMkydNZfm1sk4SLheSBD4KKGPjgu+J1yKLhR8CQsD24/hIyMho2gKuqJh6AqBoYIkkY2LeL8g2URdXR0z5y2ks6uXA11dDA0NUbSKlEYM+lWddDZLtiaL4yYIECS6F4b4fogfiLgeWRZiEkWSiKHgKwE793XQuW8vimYwZ/4CTNOkXHEZKQnFtyJLuL6P7Qrlr6qIKAddlYjJKqEWErgOO9avxbItkrEYCxfMY+MzTzLcP8ATd+5i2cKZXPSed9KUSVXdELmKR6FSYdfOvWzZtpX1GzYQIK69Tz5hJUcsOxLbFzEMR6w4lqdWreLK2x9m/PT51KcTeIFYW8YMmUygMlQOqLgeqgpxQ0WRQ0xVFarW4X4evPU6LC8gU9vAGScfz6IZk5ncmGBWU5qEqbKzt0j7cIn/2rmanXsO8ORD9zL5Pe9huOzQkDI5bGItaVOl4vo8s24DP/nJf2KjIxsxCEXWul/O4xcGwRfX+//7v/9L7ZQZ9BVshkrQPWKxrn2YpCF6CPKWR9F2q+6N0SJXQ1NQJXEMjqrKG1MmqiLRnDZJGgrDZZf9g2VBcpZdiraLIslskkW5YH3SYN9AuerkDUJR3tsXlRGOlllKcAjxq8gS49Ix9vQLIZIfBNWYiKGiTcH2CQKx7rYrZXbv2Ue2eQKeJIh7PxBk8OjgLWVqaAps2baTbj9Nsm0OK89+F8l4jNWrV/P4Iw+xrbfMJ//z58yYMZNt27cTn72SxYcvYSAzg9vXd6EocqSultFlEWkiSWK441YV+UKVv/DIlexs72FHzuGf/uun7BsJSNeP49v//lWmNqVIm2LAtXR6M6ecsJJb7/wjl197G0uWHSnOjy9AyfboK9gMFO1DBh2ZmEZjWpDnL0ecj655/UAQ4Y7r8cT6bag1zfzzt3/Il/7133l6/WZ6erqZO20i4zJmVTRViQZ6IxUnctSIz7yhksvQSJ7fX3M1v/nttVSi6PWfXfFTzj7tJCbXp0mbGgXL5cBwRTgGyg7lSOVNKN5Ty/PFNkVRXroqY2hK1VWkKOL99EZG+OPdf+SptZtA0nj4sSf52EUXMnv6ZHxf5MCXHE+UckoSN9x4I65VZvL0ViZNnk7nSKUaIRqGYtgBgr/RlBaaF5/AcG8Xjz35JO84+3TSMQ1dEWKyO9c9ht2xmWNOPoU549Ps6C2RK9pkm1sxTJP88DC93Z00No+nXCogEaKnatnRW0BXhfPH8QNiqkxMl6l4AUY8gaQaOLaNqSuUbeEqKlkeXcMWASGaolAujLBTn0r6sBYWnnQ6g0WLmrhBc22GfTsd9nb1U9OZw/EC4QBTZGzXZ/9AQEBIXFfwygVc10NRNWLpLF3DFSyviOUGOL5PiETaVDm8rZbZ41KcevqZtLW1ceDAAX78459wyx8f4JnNuzCbp/GFL3yeU045hYSuUrQ99g2UKdk+U+oTL7v/GbrGsoWzuffee5EkibOXzQJFw/aEgMF2RcRrwXJJpzP0G0n29AxT211AkkRf3agL/s9BEATcfPPNICuc9ra3052rUHGEI89y/Wr80fgak4l1iT/rOf6e8NZmZP4OMFRy2D9YRpIgoQvrVjr2ytEQlmXT2d3N+JYJVWvV6ALA9QNGym5VIQNC1TLaUj6a0VyOlMWOFxxijfpTsY8yCUMsImoT+p994L/VEIYha9asYd68ea85W9kPQoqWJ5QDL2E5A3Hx0B9dPDy/CMfQhJUxritVldML948gCOkYrvDsvmGGSlE0iarQmDZIm1oUw+IDIaYmXAh9BZswpKqWGs3xzlUcChWPvO3h+2EUogK252E7wjr97PYe9HHTyWSzlN3woJ0q2iwJCVMXOet1NRlGRkYYGskxfvx4hvs68CtFpkyYx7iaGJ4v1O6DJZswlkXSY+RzOULE49YlVGK6UHZ50QR+fG2MpKkRN2R+/qNfkN/5LHPnzuajF5xGLLJ46YqEpirVwdBoK3jCENbTN2sz+1sZJ510UpVE/8pXvnJIlMsrLdx1XeeSSy7h61//Ojt27PiLbtNXv/pVPvCBD/xFH3MMr4xZs2ah6zq5XI5bb70VGMtDH8Prg2OPPZbly5fz1FNPYdvis++1EOIgyPZREv214I2MchmFqqrcc889r0qEvu1tb2PZsmWsXr2ab37zm/zwhz/klltuAeCUU04hFnuxqmoUZ5xxBul0mvb2dp588kkOP/xwfve733HZZZexefNmQBD1X/34e5jVnGKw5DBcdqqkR31NgqBSZCBXYvdACSmKdDFVmZ6CTX/Bouz4eH5A/8AQmzuGAYlntl/LzEnjOfao5UxsaaIuaXLzg7dQ6dzOvIWLmTljBmEoygYlhH2+IanSnBZkd21ClHfWxMTCde9AiYLliRxrXWFSfaLqBvODENcT1zNF28P1g+p1lqEp/ycy+4UwVIWGlPKSpNFfGl/60pf43e9+RxiGh5Doo/hrudxMTeFd55zOf37tizx1++/47Y+/w2AlYEt3nqIlrnX7CzaGpvDbOx5GrWnmtHPfwRHLj2L5USsIK3nuve1Gfnvlz9mxYzcgot/OPWs5J5x+DtkJ0+nJ21QcH0kSStCQAENR0FRRmCkB3TlLxGHkLfoKFv1FQXBZnk8QBCBJ+GHIYMnD8ctIYUjJCfADoTCVYxkmzszS5nuMDPTT191OuZxjqJJnqKeLeDxBQ3MT45qaqq4BXRECJM8PRXEqCm7g0907RGdnN5JmEkgyu3bvYfqMmVVnxKi6UpUktCiHXJZlIWSSRMyEHjg88OA9FHM5auobOPX4Y5A1g/rTzmbn5o2se/w+Hn/0EXZufJYvfO4ztI1rYOuqx3nkoYd4ctVT+JKKHEshaSZLFs3n45/4BPF0loLtUai4yIQsWLiIrbv2Uqw4/Oa+p5k+fVY0+BFNrklDIakrVDzhUOkvODSlDGoTOvv27uWX/3sZdqAyfsYcTj3zbOozKSwvoH2oQn/BoTkTo6XGYM64ccz90kUcvuIEtrZvomvpQmbNX0TJcll3YIj6lMnw3s187h8/ju0FLDzscM44+0xGyh5l28V1LFzXZuv6Z3lu40auvekWPviJT+NFSuKRihMRvhKu5yNFhbCNaYOWbIyUKVTGsiTcIaNK377BYSY01qEoEkMlh119Dr15q/r+SJHie7Dk4AU+A0WbvYNFFFkmHg3TirbHYNEmpqsYmozvQxAGVI++KGInZWrkyi5+GAr1tx+IklHbJ28JF0vJ8siXbdZv2oRlOST7SkyZMpUwFNn/vqaIUlNbYrBkIwNrNm5G1kwWLF6EjYpVcmmbtYgTm6ew6bktDAwMsrN7EKVmHONb26gZP4XBgl11wsR0FV0JsCSiQl+ZuCGjKSoxTZTT+gGEtQkOXzib1avXcKCjEzmZ5bSz38/jnR6Pd+4kDMPqGnb2Madz15rdPLati+tX72LG+Dom1iWI6woVYw5q7QAAkYRJREFU12eg4FByDvIX8Ujs1Zg2X3JI6flBRHwLV5L9Apf27t27qGgp0tNmk5y0kAVHHMXaR/7Iqrtv5OSvfgXfDxksinNQTFNozpg0Z0yCIKC3YLO/d4Rf/f4Wbrv3QcpOgNQ0h0lNdRSH+skVy1xx430sWXYkZSdSRRtKtYjX8QIKlstQ2WWk7IoBlCaTiWvUJQxq4xqmriIDZc9naDDHfY+uYsO2XYSKjtYwFU3XsGybH954P8uPWMzsaZOrMVp+ELJ33wEOWAbxtnnMWHYsQxWbIABDU0jqKm4QVAfNri+ae8dPnUuu7LB5dxfb9vcwd1IzmZo48bDCU3ffQKhoHLfyWHb3lxko2gRhSL4S0rzgaLraD7BmRztHJOvIVTzkVD2OlqZ9qBL1lCnEVJmiJKJVsnGDpjhsa3+O+ikp3n/kyfSMlNnVV6R9uMxAyYny2C26uodRMg001aXpLkv07Rokpst4DVPR63voGRiqFsBmYwaZhOgNGSmLMueYqrBl0x6cwXamTJpIQ9Kgv+REzh4Rk2X7PoMFm/0DZepTOrPHpTnzo//Cr352OV/54VVIskaqsZV/+vy/sHzJIgihJ1/BcgJsz6PkCCHAjOYkhvrSAtKjjjqKe++9l7a2tio/JPbdg4KFMAypk4psH+4ktPIYmoztBgwWhXu+NqHTko39yZGujz/xBP0ln9rph9M08zD2DZRfdBvhunvrOd3fCPx9MJpvYciShKnJWK64ECnaHt05CxDZh1o0HfSCkIplc/udd/Hb3/6Wvr5+vv71/+Doo4952cdOx1QakgbZxEvbNf2o4GY0QzIMDyrNgzDkzrvu4pe//BXf/va3mTljurhwiLYZoGC7kaXGp2RX6BiuYGgytXGdTEwTJTRvsLr39cLvfvc73ve+93HRRRdx5ZVXvuztgiCkJ2+xf7BE53BFNK9LkI1rNKRM0pF9R5GJCigPugZGi3AaUofaA8NQFIF0j1iRnVDB8gK2dRfoGCpXczgn1MZozYpoktH7DxRsegsWA0VRhGF7PkMlm1zZEeowLyQIwsgKKIYylhsI214IluczVHIpWmLBjCTTUFtDylDRVKGWURUZ1w+pOB4VT0TDxDM1BN4OCgPdmNJ0isODYOWZPXUSYSihqRJ1mk5jymRmY5L7rt6G5TpMTJxJc1MTZdejaIlcTkOTaamJ0ZgyqU3q3H3LTay98xpMVeLq7/yW2TNfPgNtDK8/RnPPn3zySUqlUrVU9JWiXEbxta99jbPOOotCoYBt2ziOg+M41X+/1Pde7d8rV658kaVtDK8/dF1nzpw5rF+/vqreHSPRx/B6QJIkvvCFL3DeeedVv/dalOhwkGx/K5Ho8NqIUEmS+Na3vsWJJ57IFVdcwec+97nqQOucc855xfuapsl5553Hr3/9az71qU/R3t7O4OAgAIlEgg996ENceumlTJs2DYBsQicIQvKWiHtryqYIPQsn18uU+gTdOYuK4+ETUhPTiGsKJcfH9QKKfR14I72oRgwvDNm0aRPrH/0jSxcv4IzTz+CP99yLpBq88/y3vygOLaYrZOMa2YROKir78/yAjuEKPXmLMBRKz9ZsjHEvUGArsoSiK5i68rJFg29FzJ49m8svv5zOzk6WLFnyhm7LggULmDBhAu3t7axd9ShnnXUW81oyDJYcOocrDBRtOnt62bhpI0qihuNOOpXahM6kujiGVsuyOf/EV77wOdauXYuu68ybN++Q93A07pAoNiVXdtk7WKInV6Fj2BJKTISQqDaps0irIR2VD4rIEJ+9gyX2DBQZLLpYjh8plAWppqlydV3kh9CQijFhwgQKhQJ9Pd30dXdQGi5S7G8nyzxmLpxHEMVBuH6ApgrSQpZgKGezfcdW8AOyDfUUCwXsSoWBnk7mTJ+KKksoihS5fcXv6HoBIRA3ZVRZwbfL3H/v3RQKBbK1dZx/7tnUpARBXXEU5i8+nGRTKxs3biRXyPHFn91M6LmEnkPoKKhTjqChpoZpM2cybdpMGsdPYEO/j9c3gCZJ6JqMJsskDI2lRyzhwcefYs/eduqbW0kn4iiShBeEDBUdZFkMh/xARJ50jZTp6Rlg7bp1SBOX0FJbwxFHHEHZV+gcqdBftCEIsaJ+ItcPURVImzrHXfzvPPn4w1x3+x/5eOs0cq7ESNmlp6eL1atWoc07lWnj6rjo/e8hm4pjagqO5zNccukvWMSmLmU/f2BDT4XNuztoaKwnDET8RYhP2XJRFJmYIjO1IUljxkSWJMpRZEwmphGEHsN+wLU33MRVV13FJR/7GKefcTojJYei45MyNCbXJ2hKm7hRKaUfnfN6c1YU3xGiKEAoMvJbaxNk40JB7VX7pCJntyh8QkIImUq2J0oZHTEAMDWZpBFHykDBcvj9TfdR6B1AklWGhzooGAHLjliC54+qnEVuuR/AgX37sF2fZMxk6aK5qIrKUEkQ1DEzztIlSxjq62LT+mdpbmxgxdIFSDLoikJISM7yKFselhMiyRKqJDLbw6IQZ3lBgOv5qIqInGqbdRgbt+2jUi4ya/Ycko2t7O4rUHL8FzipdeoXHodle/zioe3U19WiRyr6lKFi6iKTuiYuHEXZuEbHcIm0aZA0FBRFwg/CiDNxqbij3EUY9QCIiKumlEHBdrn3ma3Epx9J86RprGsfoWXJqewY8rn26XYWrG0nYejidTZVfD+k7HrYbkjJdnj4yWe5+8FHKVdsiDVQ15LluOVLWLZoHquefIKbbrqRB554isZp81EUGdfz6QpBVSQqdoATiKhRQpBlhFI6COnP23QMVSKhXIjrebR3dtHT24/necjpJtLJOLOmTWVcfZYnVj9N/1COVeu30DlsM2FCK4YmU7ZcNm7fBZLCtOkz0Y04siQztSlB3JApWaIkE2k0XhUIQ7wgy9D+rfT2l3n02U1YksnGjhxbt20nueQ8auvreW5YxQ8t4ZaSJYYrDpm6cfTnLLqLPtt7ChSlGLKZIBk3qYmrYqASDbgdzyeURBGwpWdRm6aw3zJ4aFtvNExXmNKQorVWiPaeWb+VykAHeiJNLN3A3sGSiJkLQypyA7Hpyzngh2zvztOYNinaPr1FwTe1ZGNRSbLHzvYu9Oap1E2fz1DZRZEk6pMGMT2GJosB2d6BEu1DFQ4Mldk/WCY1dQmpmcvxQ4lEzOATH3gnc6dPpnNYxD4NFu1quWzJ9onrMnVJk1nNCSbVJZjckDqEoznnnHP45je/+YprXkmSqK9J4xeH0MqDTMjG2TdYZKDgUHF8Bos2BwbLNGUM2mrjLxL8Pf/qz1AF7zJYtPnFH+5HrWlmxdFHk4wZUca76JeJ6QpmdNsxvDaMkehvcoxOPW3Pp2CJrKx8lOcoCFUfz3O5++4/8tvfXk1fX390z5A7b7+dE49fKS68IjuoPKqyTegvOyUbhRJlZ75c/vPl//VvbN26lf/6ssVDDz30kos21w8YLjsMl0SDue0GdOcsunMWkiRKUkYJ9ZTx6tllbyZ4flDN/h5VMIuv8JNfX4eaaeLaW//Iv+zrZFxzo7gQUGTKrk9PrkL7cIXO4fIhk3FFlkSJZV6USRqaUPFnYiqKLOzJ2YROY+rQspgwDMlXPIbKoxE9HsMVl2Jkj+4vOliOmDQnTI2WmhiOD/sHKwyXRugr2AyWbKzoos/1hKV6JHqMfMUiVyqRTaZIxU1q42LSmzDFwmOk5NAxbFFxfUJCKoUR3FwfKdnlhLkrsH2EsieyCyl6iKHpOG5AKEFtXGM7PqXhfvZuXIXdvZNJk9porU+LhvRIERaEAU4AjdPm0tvXz6a9PZipLJmYTjytMbEuzsKWDHVRodf+/fv5xhc/TVAu8s3vf5/ZM2e8MTvLGKqYMmUKkyZNYt++fdx22208++yzAJx44omvel9FUVi6dOnrvYlj+Cth0aJFrF+//pD/j2EMrwfe9ra3MWvWLLZt20Ztbe1rdoiNkuijWeqvhjcLif5accIJJ3DiiSfywAMPcPHFF7N+/XpkWeass8561fu+613v4te//nX1GJ44cSKXXnopH/rQh6ipqXnR7WVZEirwuM6spiRO9w7crm2snNGA7fl05yz68jZmRJKMZoD+aPuDlDc/xHGnncnJZ/8Dt91+J+tGuln15OM8+ZBwMrW1tXHiyhUkTY2EoZLQlRc58lw/oCcnyPNRRXxdUmdiXfxVr4f/1vCxj33sjd4EQFw3n3322fzkJz/hjjvu4KyzzhIEQtKgPmng+gFfvf5KvOFuDlt6JFMntorIl7JD0lCjckiNww8/HBDin4rjUba9yFUrnLXPd27GIvXqcMkFSewDjSmDhqRB0tReJCoaza3eM1DkuY4cju/TnI7RkjUZn41DEJK3PJEFXrQpOh7FisdwpY2+kfms37SZTZs2sWbDRjTDZPasaWRiYh/VFRnLCyg7Ho+uepD81k00N9Xz6Y+cw95dO/nRj/6XgqJy3NRPMmPGTBRZIgxC8rbHUEmUKOqqIshrq8jvr7uGkUKZbH0j733nebQ21Io4BlWmUHHpGrFIma20Nday6tl1dOzfixwzqGkcT7a2kWRNDYl4DFWSGFIUcn2Fg0W7koSiRIWksszUyZPY+dx6dm9eQ5+W56yLP4YVkaIiMtSm5Pg4rugiONDZy449e8BIUptJMWfWDGK6hipLlF2foiVyrU1NxD5UyVCrQqxlJjWThygO93P3o6tZvnwpfZ37Wf3sOtBMxs9azMJFC9g1UEEZsiOxF1FshY8d6DRNm0t/ZzsPr9nECUevEDEt0WunqaIboTltYmgyrheIXjBVpmx7bOnOka949I/kuemJzZiTFvH7x7fC+Hm01KeIqVG5q+sxUnaZ0phgYl2cWKSOdqJzz2DRoTsnFOtxXWXu+DRt2RiOH1Z7mbxAOG+LloiFyVkuhirjBQol2yVpqBiRgE6PlPGP3HMb+9Y/iSGHvPO8s/jVVb9mY8cWJtSnqW+bhgQEoYSpSeA57NqynsDzWHD0sZRdSKkwPhsXJHNMZET7QRPnHL0AU1VIxzRx/sxb9OZsdNnH1xS0UAw7RteOIUIt7wVBFCVzsFx46pLjKBYLNLY0kys7GKpCfUoorRVZDF9sx6e1uZEdu/eRG+ynNpul5HsULBEdOuq07i/YhBKEfsjoCtrzfRwf3MAnDCRUWXQJxDSh/jejnreiJYp7vSBgdx/ozdMxasfTPWITJuqJT5iJ47hc/dAWmprqxe8VhhiqQjqmoigyBzq6eOTxdYR6ikymkYVzZzN31jRimsZQxaFlxnySTc8wUgnYumsftU3NOFE5tBrxHLIkBGJKVDiqKSLnvxJlhftBgOv7bNq4CctxCT2bZMxg/qy5zJ8xgRlNKSZkE5y2YByXX3Mba3e2c2DPLsqVMpMnT2Hvvn24ASRrapk+dTINGZOauI6MxEjJIwjDaiyvocqEEhiKQtJUeOdJS/nO/3yfPf37WTp3GkEyy+6OXtTsOBItU9jVX8RUZbJRP5frhdRmUiiBi5MbJua3Yg/34lsVUrGYyIP3xfk4DEFXJCQpYMDyyJPAHDeDYTXB6r1DKHIUlaYoxHQJXQrZ9txaAsVg3PRZKIqMH/p44nBBVhTQTSxJYkNXjsa8RUtNjHRMY6Bg0zlcFor0isvWAQejZQ5+/RQ2deYYX2PSlIohIeFHn0cT6xLENIWtPfmoPwWOOPYk+tv3cMzK4+j3De7Z3E0g9IPEDQXX9SnZAQXLIW/5+OEID26TSJkKLTVx5remWTKxjvE1JgsWLKSrq4t0On3I50wQiH3c8kQmeaq2AclIsLO/wq6+ImEYEtfVqAS8QteIRb7iUnJEMbKhHexJ0VUZWZZRpNHYqABFhoe3dKLWTWD5imOjolvhjEoaIu5XksQ+GNOUtxQf90ZhjER/i8BQFYykQn2khnG8gKFCmd9dcy0/uOx7dLS3Q+AzrqmRD7z/fXz7W9/kyZ7tTP75/5DN1vzFt2f79u1s3boVEE2/d911F2eeeSYgTgRFx6senKPFiH50ghguO+QrLpYrimgKlgfDFWRJtNSLJm39kMndmwkFy6UzUjHZrpi+ixJWsb29vT2s3b4fJS3Kmn7825t597vfTdHyGCjZ2K6PH0Znf0BTZcbXxMh17ebzn7yYT//z5zn2lLfRXxgtp4G85ZGNLF6GpmC5Aa5vU3EChsoOvbmKsISVRIO37QUYikyu4tA1UsEPRaZYNq4h2x47ewpiuFEWViZZErbSiis+4Bzfp+KOqhYChocLuJ6L60o4vsRwUUKWKsiyyCFXJETztiKTjWns3L0et6eTw085SdjRvABD1QFR+JG3XHRFZkpDgmxMR5UlOtZqrNnbw+Z1vUiqyrSZc4U9TooUYZoiBjFeQH1jEz1dnTiD+5nccATpmMqccWnG1xxsxw7DkI9+9KMUi0WOOuooPvWpT/2V95QxvBQkSeKkk07iF7/4BV/72tcIgoBZs2bR2tr6Rm/aGP7KGM1FB5g8eTKZTOYN3Jox/C1DlmW+8IUv8MEPfpApU6a85vuNkuidnZ2vettKpVKNmnqrkOgA3/zmN3nggQeq0VpHH3009fX1r3q/k046iQsuuIDh4WE+/vGPc84557zmwufGRnF91NfXhyxLxHSVKQ1JpjQkX3TbfM9+3P69zKvX+NS5R3PakYvYtG0n11x7LfffcTPOSB9f+LfPcNjE2pd8LscL6M5V6M3bovAOcc02sS7+ouLNMfz18XwSPQzDQ90AElx31RU4Pfv4yNu/xvgak5GyG+XGivXDAagW81nuy8dPmppcVd7FoyGLob56JI+uyjSkhOtz6aRaOkeEs9YPoDdnM60hSWvtwfxYy/Wr4qFcxeHMRa388tf93HnP/TzevZ2p2Q8yc8ECQJAbXgjPbVjLnm3PobgFvvXZf2HlkknEV0wlt/khfv7ra7jmB//BZVf8iiImFTegORNjSn0Cy/Xpztvs3NvBPQ88QD4wqGlI88H3vIMJjbVIkoTj+xiazMT6BDOaU1hOQF/BYvGkevZ19WOHMr6kU3RcHE+UEnohaAqkY2JIoasyiiTiGEfVszUJjU+9+wwu/eTtbHhsN5XTj2X5kUfiekJxHQYh/SWHzsEyT6zdwIZH7iO0y8yeO4ezTzmRQJLIVTwqrk9MUtB9BUORSJgKdUmTGY0J8hWPXQNFBos28+bO4Zl1G9nVV6D4zCY69+4Gx2bS5GYOW7IYJCjaPoosSHvLDSAU26LLMpPbWunv7WF/9xA7e4aJGya6JroRauM6mqbQlauwo68IBILMRyZvOwR+iKoqPPXMGlwvAEXF9kNWrd/MjJmzqYmrJA01qneFde0jpAyVdFx0IRiqILT6CzZFy6fk+mRjGg/lSvzqyqswVZn3ve+9IkIrPOgkCgkoVMSAxvFFZrIXhiR1lVhECj+3djVPPvwQ2Hk+/eV/pWXabHothXvv+SP33Xo9F138CTKZBvxQxF8+/OgaAt+ntmkcDc3jKDkeZccjriuMr4khSxKOG2BF583ReFcvKsIMw4C4rlKf0sXPHCGe8n1QFQVVkQnDANsLqNjCIewGIaphklINclaA5drENVG8m4qpGJpCSpHRUzITaqbz3MO3U3FdzjliGlKqlsGiQ9nxsRxxbBmKTMJQhLuk4lKMRGIAYSja2mQJlOcd24IUlHD8gCAQXo6iKz4PxtUmqYmrOH5AfUMjff1D7OsbwlZjyLIs4sYkCTknIYU+m9dtRjIStDbWctyRRyBJCuVIsNZfdCjZPo0Lj6F7726e27mHoxua0WRRHKurEgldwQ/BiYRllhtEkUygyRI1MZ2K6rF5RzsVy0JXYP7cmSycNZm6pElNTINAYktXjv6CzYJlR0NmNxuf28LAQD9lV7hd1FQ99c1NdOQsym5AKeERNxTsqBg7lCDwQ1GUHYTYkVtBlVSmHnkq+3dt44mnn2HxosMojgyip2qprckgKyKv3Yk4ChlIxnSa6xLs291Lz/6d2IVBZCNBoGqUbI8gFC6FlKFW+wAyMRVSGntyffh+ktbsHFxPpCsEYYjlBOzu7kWuGU/cjDFxfFOUwCAKMAklbMdhoLuCr2pULJdON2Co5JCNayBJ2K5PEAgHwIgdEgYBmVSaku2xq7fErr4iqiIR1xTRhqGIrgo1Ki8eKjn4ZgOxqXWs7Srj+UXcIEQmGoDIMrGoe06TIabLFGyPkuNTsBw6hsqsPTDMdc900JQ2mNqQZEJtjPEZl6YakzAI6cs5DJVtKq6PIkvENZWh7GxSS89nU8GkflsvmZhGCGK4VnGxfZ9CxRPHmSuh2BIyIMkH42m9KGNfkSUK+RHKSpJ44wTc7GQe2NpHJqZFn4Xiq+uLSOeZ41LMbj6U5B/DizFGor/JMVxyGCo7KFGetKpIQnHgOpx++mls2rAegoBxzU184fP/zMUf/QimaXLbrbewefNmbr/9dt7//ve/6vOsX7+eb3/723z7299+1QVmGIb84ZbbkDQDRVHxbIsvfPU/mLP0WEqOiJ0ZnUg3pUwm1AprnSIfLBQCcaEplPVu1E4eMhJlg0EZQ5OpiYms9hdGv4wWaw5F5ZBG1FxvqIrIjqqU2LB+Pcccc8yrXiALq1uA5YqolJrouSxXqEMqriiX6s1b9OZt8pZ7kABXRPFqxfGJ6wopU+PRB+/DLw4SM00sx+W2O+5gxSlnH7StSRJpU6MxZTCpPkFLTQxVkVl5yTvYs30zl33r3/nHD70Pzw/oylkcGCqTr7j0F22Gyy5BEIh88KLDcNGhrziqqpKiSaRCEAZ0V0Q5haZKxGWRtZnQFZFjHoQYmkI6plO0xEBDkoWlVXzYyaRMsSgZGhikMtCBREhFj5FNxQklFS8MkQOAAFSZhCYzqS6OXxxmuLsdVZFYMG9ulDcoI4fghQGNKYPxNXFc3xcXEX6IrirMnjWTNc88LaT8oczcWTMwoiJUNSoJqUvopEwN44DJ4/97NSXjJM779v97yff4oYce4r777sM0TX71q1+hKG/OoczfI0ZJ9J07dwKvLcplDH97eL7yfEyFPobXG+9///vxfZ/DDjvsNd9n9Hpo06ZNr3rbLVu2EAQBDQ0NNDc3/9nb+dfGsmXLOPfcc6t56K8W5TIKVVW54YYb/qznHCXR+/v7X+WWBwcYra2tmJrC3PFp0rHZTJ78JT78oQ/S393JymOO4sBgGU2Vqvm8sgwDRZF1PZopnTRUWrIxsnHtNUXejOH1x3HHHUcikaCzs5N169Ydcnw+9NBD7Nu3j0wmw4XvOJ9YLMbEOrF+OCjK8Q7pbtIUSRSxR8RGPCLO/xLxkZIk0ZqNk4lp7OoThXRbuvOMy5i01cZFFIGm0JAUXUMlW2egaPO5Sz6Imx/gzrvu5qoff4d//uJXmTJjNrLkUxzo5P7rfkUoq1x40YfJabXcu7kHSYIjzr+Eh/aW6Orq5n9+ehUfv+QSTE0mV3ZxdQVd8nnyvtt58IlnkGIZMtkazj3nXEqBxnNdeVRZIh0Tv/+ugOrx4QdivVWWTEJCTE2mMZ0kpqtIoYhsDBG566au0FoTE0RzNKzY01diqOxQltKc8fZ3cfuN1/GDy69g1vxFBMiUnYDO7i42rVvDmlWPsXXLZghDTj3zbP7h/RfSk7fpKwghkCSJaBMVCcv3GCqJNUmuIpTpni8iazI1tdQ3j2NoaIS+/mG0ZC11k2ZRO34cHSNlFCkapHg+jh/gRwIhXVWQAEVPks7Wku/vprd9HwvmzUOWZfwA+osOuiKDFFbXfBU3IAzCqEQzpFSqsLNjALWmiYkTJ7L/QDv72rtobmmj4hqoikJtXMULIF9xq7nUmiJBCEXXF3kWhOiaiusF9A0MMhBvAz/g+394ghnTp6HrOpIERlTeKcsShiphqqIXrc7Q0KO1XseuLdz1h+uRDJNz3/1eUuOnMVJ2WXLUsbT39LN103puuOqn/OtXv4oaS7O/vYNt61Yh6zGWHnYKoSQGQV6U/b+pMy+U+1G/1Gh0kBhuibWYriokdKHilyVQFblK6Psh+K6PoSnUJTSMjIh2sdyDXWteEApCPgjJ2y45y8ELwmhIIxTkrYetpKezg8c37+WwxZlq4WoQRYkWfZ+eoTyGoRMzNOriJpIURL1bEYMYCMWy74u15+gANYUo6fQdm/0DHUiKghpLMVR0CICW5mY69+5mOD/AstmTSCVMLC9kpORQsD12H+jCj9UQj/k0T57Jlu4SAWFUCinW134YEuoZjIY2So7Nrs4BGmvTqIpC3vLoGiWfRYUApqoIfkeWKHuCIPZdj67OTnBt5s6Zy/iWFobKHkWrxBZHODcsPxCKaCkkkW1ixoIY+/YdwC4XCYH6hnoy6QQhIQXbw/YDakyNVEyLYndCAjnAiNIKRjtAHC+gZdJ0ekbK9FsOj699DtlMUFdXR33KIBXT8KPnlRHcVBBCW2sr+/fs5UB3P0o8i6qpZJMxsgmdlkyMtroYkgQFy6/2lvT1Sjz8+3VIqszJn3wnJdsjZ3mUKh4lx2PT04/iFcpMmDCObEIjoavUJAzqYhpuEDJScdj4xH24SgxjwnhcIG85FB0PGYRQUJbQZImyJyNpJvFYjOGSQ8X1cF0xaIvSkwiQRF9aVO5t6nKUWS+igSQpet/kiLSWxKDeDQJ0RSETU5lUm8ALAvIVj5zlUrI8CpZLz0iF9QeG0RQZRZajiCHhENGj74E4Boa0RvT6CYy4EmXHx/HFvi+6MFQM1aR2vIZpyAQ+lB3hghEF7WJ7FEl0LPhhQEdXJxgJmltm0Z6z6M47pEwRXTYaGS3Jwo3QX7DHSPTXgDES/U2OgaLN7v6iyJ2KTrCKLPPYY4+yvadI7dSFfOhDH+LMM89C13XWd5VQ5DIr3/4BtnV+j+tuvp3TznsHliNO7iPRRUnKFFPzUfL5E//8ZZ55dh2K/h9cc/VV1efPWy59ebvaaC0+/EJueHgNsSlLOO9d7+W+Bx9mX26EH/zuDk45YSUVV5RUeH7I9p4iatRM3pKNVe21KVMVRHLapDEtbNWjJwBRfCoKQHpdm968HbWAS5FVU5x81aiNXpUl/EBMuj0/wPUC/u3r32DL5s1ceumnOPKoI5FCYeW1vRDHD9AUiZSpokiSsNGFwgpm2TayqmNoMhlTTOYGS6LIYbRRPQzFRZWhyEiyhB0R8EMlUGSLO1c9hzlxIRe84x3cfsedDBRz7Nq2maOWLaEpZdCcNolpMiESFdenJ2fx8JNPs3rfCLEZR9IN/PDmx5g6bVr1giUIA9oHK/QVLAaLIn+vUBGZ85Ik3s/WGpOGpE7R9smXRSGXpoiirrSpUXFFPmA8ytLXFfEBaCgalheQt4TlNaaraGqAKklUbIeujgMQ+qh+hcpwF5gOx61cieeHkWUPNFnG0CRkSeaRp7aArDB37mwS8Rij6xZZEs3zhSjXrzmTIGmq1ZKVccsX8Kvv7iEMPLKZDBccuwBVkYXNKsqQTJkqbbVxGu0FfDXw2LB+3csuhL/73e8C8OEPf5iZM2e+PgfoGP4snHDCCYf8fzQnfQx/X3i+En3x4sVv4JaM4e8Bsizz4Q9/+E+6zzHHiF6ZNWvWUCgUSKVSL3vb0Wz/BQsWvOUI2q9//evceuuthGH4mkn0/wuer0R/NXR0dADQ0tICCFJpYl2CtKmhKRLNzePoLzqv+BgpU6U1GxtTnr8JYZomp5xyCjfffDO33377IST6r371KwAuvPDCQ4puzSjHtSltEgTC4QgiA19XX/9M15SpsaC1hv2DJXrzNt05i+GyI1S8kZrzhfjsZz9LqVTiofv+yHe++I/ccM1vWDBnFkd95Gys7n5Of9t5fOTtp9JbcBgpO4SApulc/OEP8o2v/wfbNq5h9SP3csZZb6Nie+zctYPfXHUV3ft24uYHeNtZp/ORf7yEQqAyVHQpO0KlWLAcevO2KEEVfC6qLGGoMmlTRVNFlISuijWVpqjoihC4VBwf1w3oHLHIVVyaMzFimsL4bIxQEkKvw44+mSfWbWG4bPHfV91MXJfZtv5ZujsOEDoVArsEgc957/kAJ5zxdobLHiHQmDIwsjKyLNSiJdtHcSRMVaxH+gdKgvyOeqGSpsbRC2Zw2y034wQwde5iGsa1UHHFmtAPBMkUhggySI2IqhBUVaxPmlomUixb7Nl/gNmzZpGK66hRNnPBFeupmC7iDTRZQVPFwKZgeTy3cQOSapCurWf8xCnk83kG+7o5sGcHixctJkSiaPtiYCeBHwhiquwI97EiCSWygkRo+UghDOSLyKoJKjhhwI49+2ltbcXQNayIOCaK2UjFqGYvS7JCZ0cnN9z1GLHJi5k4dQZy00ye3T9CwhADoyXHnUZfxSc3OMBlv7iaf/7Hi7nr9lsIJYUJM+YSGmmGii4VV5CmlueLPPZovRyGIbIs1m2yJEexsIKHCEOwPT/KWxbivvjo66ZIeGGIbftUXA9VEaWhSUMTkS2uT9nzsN0Ay/GoOBHpLAlFM0g0No+nr6ePzp4BZpRt0nGd8TUxgiBkd3s3O/bsw/FkYokE0ya3oSohSVMnpomI2IShMFqPKCtC8CaUzT66KlzTT63dSOjZpLPjkSUZSRHdXqEeo6a+gZGeDka6drNoxXIGSza6LNHT001xoBtJkpi5YAEJQ8fyfHIVDycS4mmKTEZXRaecGccKQrqG8kh6jLgu+gEUGVRkdE0cd4RStcg6bqg0pk2eW7OK/Ib7mNyc5dKzLqJz2GL3QJGO4Qol26t2BiRMBVNVkGSJtrpmFrXW8NDdtyBbw3z2Q/9EKOv05CwODJcpVDycqGw1oSvUp0SBqSKLYYcfBlQil8+woTKuqZ7Onj4qsols6DQ2NWJqKroqOiEIhUguaSoYisyU+gRP338HxYqNrGhkapLMb82QMsRwqTtn4fihiIKJ6xCGuDVpkBSsUOXAQBFZVgW3AFilIn3tuyEMOXLuWcQScSxHRBtXbA9DU9EUhUxMo38kR43iEM+mGSiKQmmAmC5FPWwuaCZapoERT0XyXbGPSyI+Rnre+REQpLYiY0gKWVNDURVUieh1l8jENXRFJvBDSq5HviKO8zAMGSq5KIqEoSrUJSBlKFTcgLwlejXcAGzPA4RqvOKIXHxdFudDTVFwZYPAc6A4REPKIGUopOM64zKmiLDVleowub8gYsRkWQw9gxBCN0RCJm4oqJLMA7u3EpRKzGg7gqShUnF9+ksOYRiiRcPfWBTpkjLHRIevBWMk+pscfhgKq0/oEQRhpKYJ+eOjz6Ck6jnujDNZfMyptI84hDi4nkdvwcZrW0Jy/ims6ne4cfUe0smEiAYJDl7YKbJUzanbYtWSmH0Md29sZ1/3ALFEkp6cJUonDkHI3s4+dvUVkeNZjli6jFDWuO3mm7jp1tuYOm8RmqZhKApIErmKg+X4dI9U2NKdIxPTaUjp1CdNtGh6nYlp1Q/mhKEyLmOKCJOoUbsrV6F3xCJf8fCDoPq62K44yQZRXtloQsrWbdvZNWChN0/jjic3EmudjTeaN/cCGIpMOspk/+lPfsSevXv5f5/5J5qamugcqmB5PumYRm1Cx4xU7roqi7bsaOo82hM+UnHY297DQJgkPnEB2rhZTF/usWPndm56citBdiKmJi7wpchi5PgBjhdw622riM84ElnRCUKfW5/cxMlmA67vM/A8Ej+Mij8sT9jq0jGFlKnieLCjt8iGzgJq1JyeiWnUJ3UkJLpGLEYqLo7n47su/QP9ZGpqMMwYkYNMWM0kMVk1dYWS57Nv337cSoGMDueesZKffv+/2b7nWf7xnKNJ1zfTm7PoLzjYnrBqOY7Fnp07kJA4/LDDaUyZmLpMXFcpWT4QMKclTUJXGV8TI64rVaujJDUzp15j3brnOPXE97Oo7aWt2QDzIgVJb28v3d3dLyqJ27p1K3fddReSJPHpT3/6TzjixvDXQENDQzUPW1EUjjvuuDd6k8bwBiCbzQpF1/79YyT6GN6UaGtrq3Y4PPnkk5x66qkve9u3Wh768zFv3jxuvvlmbNtm6tSpr/vzNTQ0AJDL5bBtG8N4+eLOURL9hZFf2YTOAqOGkbJTJS5HCwmF6CMgpgnl+QsLR8fw5sJZZ51VJdG/9rWvATA8PMxNN90EwIc+9KGXva8sC0Ljrw1FlpjSkCQb19kzUHxRlIwWkSiGJhPTxLX6TT/9b95+3g7uvfde3n3eWSxZsoR9O7YwadIkfvvj/yaTyWB7o51XIoJAk1tJDZzPxR/5MFf9x2O866gZ3P2H27jqhtuQzRQNDQ187j++xlknrRSW/1CoqQeLtlB85y3ylovrhUJl6ou4R6NaKCf6soKAao51yQsjgY6G6/nkKw4VV6ZoeTSlTWKagipL2L6PJ6msPPkM7vzD9TzzyH0Q+IRhgGbGmbn4cObPX8jceXNJp4SysSYuCiETuoobiOPVi0RathcwErmMC5YLSGgKVdJOVxVa338BhXyB8a1t4nj3AvIVhxHLJVd2iRsq2biOpsiosnifDE0lV3Zoj6l0dbRj+zGe3dlJQ32dIOolkCJhlqnJGIpwMciSjOW69A4M09ndA4HP4dMXk0gaLJk3k7vv2M7eLRtYumAWqZoaHEdEZJRtHz9yCGuKWPMlDJWYqpAwhZCplM+x5eHVSJLMGWeczmOPPEquVCLo281xJ52EGU/g+SLWYlS01Few6c1beK7D+o3bUJumkEwmybZMor9oE9OUKFpFxL7MPvwY1q9fzxDwzd8/TFFrI9Y2jkkz5yJLwh1en9IJfCGxlRHFo4YmkzBVxmdiTKpLMLE+hqYoglwtOwwVHfoKFo4n1rCj8TlFRwjo/EhpLUVKa1VRyJgq2biG5ysMlYHQI6bq1CdlUfArC0GVH4TUJerZrUoUC8OM9PeQbGujr3+ADevW0t3ZQRj4hE6ZihEnM7UZ1KTIv3d8So5HNqYJfiAUsS2jq//RNbTjh+zuySPJCo3ZFONqTIzIsWB5Pvlx4ygUSmzsLBDbM4QfhpRLJXZtXocz0s+px6/gsPkTRFF2waY5LXiLdEylLm5gGioZQ2ZHezdX/v4JnHiaw6Y0Mb4+SUwTUTwxTRElw6MCQD8QkagJnXhQ4cpbr8LJD/HF//gRzZk4Q2WX1po42YRBvuzgBwGyJIYDqiJRlzRozpgsas3y/fcdiRopywdLDgNFi86hCjv6CnTlLAI/RNdETM1w2SVhBGTjBrIEMU18bqZMjeSimVx38w78ikoqbnLs7AnUJHQUWbyoAUJJbWgSmiyGE4tnT+Hhhx/FlyRqG6cR11TKjiB7h0oOXiAcA6osBjOKJKHXNBGGIZ0DOdLpVLVnbtv27RD4TG5rYeK4WjRZFuWxUfxsxfGx/YBMNktffz9OMUfbhFaycT1y1YfVxICe7l46hjuJZ7LEdaWqPJclOYrYUYkbCiXbw3FD3CAgY6romijc1BWFTEJjSn2S2oSO5XgMlkQGuu35FC2Hnpxw2NiujyQLfsqLDgRFEtFR2ZiO60dRtVGUrhtQjSPyQ3Gs+7KCmmkmH4aMlG0U2cR0A4qWj+vbonQ9GtJZnl99/HSoYZs+ecvFdn1MTaUy0sfgnq2oisSpS2eBpLFnoER/oULB9skFIRpuxDOFNPwNFam/nhgj0d/kENl9IsdPVWSRW12psG7NahQzyayFh9NbsLBccRHRl7cpOS62q1EzazlWpcwtT+3gsNmTmdqQpCUbJ67L1Qurku2xau0GJD0Gchw5O47P//pB3nPaChpTJrIE9SmDjKlSsHx68xU2rX0ap/8As2dO550rZvOO5VN5/OZfM9BbZs2Tj3HCyafQkDSoiWt4vshH781VyFVEqcTOviLbewqiFCiu4wVUyXE1Otk1pAxiqkzJEbYmTZaIGwoFK6Rse1XVQdH28CNbmBuGuI7Pg89sRMk0QhjQ2TcEdpEZrU3CqhdCyfWFXc0NUKOL3J6uTtavfoywnOOWX3yfL37re8iSixmIDwVDFZP9giWy4xRZxlTlagN7GIqLzf3bN+AOdTJ93nymj8uSVWey+amH2FccprDyaJxYgjAMIkWIKLMZGexn344tSJrB0StW8MgjD7Fj23YWLjmS4YqD64IbBMgySIgJ/6iNTgpDcpZPruQI+47voyoSSVQqrsyBwTIlx4uUGRLFcoWO7n78IGSo2EdTQwP1NQmRdyjLmJpcdTtURgboXPcwTvd2fv7T7zNv3lw23NXCo089w4033cLFH/8E42tiZGI6IxUHVZF5+vFnKXdsY2JLM28/eh6KrFB2RG5lbVInpinUJXUm1SVeUi106aWX8s///M9ccsklr3hcxONxZs6cydatW1m/fv2LSPTLLrsMELb0adOm/WUOxjH8RXHSSSexfv16li1b9qKClTH8/eDyyy/n0Ucf5fTTT3+jN2UMY3hJHHfccVx11VU88sgjf7MkOrz2GJe/BGpqalBVFc/zGBgYqKrMX4gwDKtxLi91G12Vq27GMbx1ceaZZyJJEmvWrKGrq4vx48dzzTXXYNs2CxYsqBaHvhmRTegsMGvIVdxI4a1E19Qv7Ub5wx/+wMknn8yqVau47777UFWV3//+99VOEENVXlR0+5EPfZAH7ruX66677hDn3ocu/gSX/NOX8WSD/oJNf8E+dNviulB8Pg9+IAjPiushIQRMRAkYoxARAMIhXHGEutH2hBBroHjwOeKaCnGJJQvnsW/LWnZseJbDFs1n6bLlzF+4CEk18IIQXZVIxzSaUiaZmCqUn5IgyoJADL1GRUWOF1SLYEdjRECQTI4bYDUmIAwjAY5SdQmP/gKWE6nSoUr2FyOCdW5LBrs7w4NPPcuQW2Ti+KMJQ0Fc+UFAsRIwUhLxH4okyi5BoquzFzWeoS5bg6vFyZVdJC3J+JkL6O1o57FnNnDMihWEoXBFKxKMy8RIx1UmZGPoikJv3hJrXEPE/Vz72zux2zeyZNkKjj9sFvPaGvnZL3/JQNdu7rstzylnnUsqnUGKIk7CEAaH8+zv6OJATy+24xNPJJgzbRKmrqMqUvU1kQDbF6rrmbNms23bVkr5AhDS0txEbSpFfVKnOROjLmVQE9OpTWgMFh0qro/rh7RmY8R1NXrtxUCnORMjE9eoTxpMa0pFZLpNf8FCklwh9At94rrougqikkwJURTbkxfEu67I1MTENos4jLDqYrdcsQ/UTpiG1dPD1o5+DgwV6e/tJfRctHQt0yZOwCkMsmPbNg5sW88pp55O0XLxAiLykmrUhusHuG5I2fEoOr4oCdUURvI5AqfCnNZaZo/PYKiCI5AImdcc418fu4tivJZiYSrpVIYt657GKYwwccpUxs9YRNewRcEWvWKGItNWF2dCNkZzJkbSUJAkiTktNTz9xz+wYc82OnfXk0otw/FdbD8QhZCKjKkrpA2NmCESAmQJrvrdTUjZNuYevpJS7QzW7B9GIsRQZZKmSkuNKSI+3ABVFUkFDUmDuqTBSMXl2f3Doqz1eY6YdFxncVuWyWWXwZJNT04M14IgZKTs4fghKUON4pWEurw5U8/bls7gN7+4nEs/9/84fk4zlncw7scLhDxxtBxWkSVOOuoIHrjtRghDmjPzGFdjMlC0CUKIaSq25yNJYLuiHFRVxIApNzKMGVaY3jiOVJQE8Ov/vIFKZyf/8O5TWTmjEU2Ro5gVqToY8f2Q/qc9NuxYhT6tnjPmncBQ2WWgaEe56zp1CZ379jxLYe1dzD32OM6YfzqhJM4VlutTcTy8QIhW45pSjSVOmCqTauPEo/dFlmRKtkeh4oIMSV0loasMV0TUbnNGIhXTyFtONa9cDIbEwCGMHBeGKvg8ywtQFZmUIaNGcUZitAEHHAvFiGGbMR7e0U/K0CBqXYgZMglDI6lp1CZ1UoYKRNHEjk/eFuXabhDi+yHbdrUTm7qExsYGHtk5gheIzoKi5VJxfZzovQhD8T6a7cMv+dk1hkMxRqK/yVG2fSw3oGTb4sMGuP/Rp/H1NLWNjTQ2j8f1A4ZLNoMlUZqUjukkMir9tTG27eiiu6ebrnHNjJRFHlPCVHF8IdsOfJ8tz67CHepj0uz5dJdCNu7ppmVbHyum17NiWh2yJNM5MqpKl1j1+KN4I138w/HvRlUk9o94fOjiS/j2t/+T26+8jP+85DyS6RoKlsizqjg+tXGdoZJDx0iZ3ryHHX1Ydo1Y1ESFmaauUHE8BgoWz3XmotZ5YQNLxVS8KIqlbHsMlw9aFf0wQBZzS/bt30/ZCTCTWcxEjEK+wN1rdrOgrJAyhYpBU+TIziUxUha2oCdWP0dy7gkgK+wNQ35zz2qOOmwuLZk4uirysEQOlUYmJnLDbS8goSvURe3UMU3i63+8nnLnfj546bs5+bAWYnobj/6qn9XPrqN8zCxOuOA9dOYqVKL2Y11TuOcP9xEGPnNnzWDeggWsXr+Jip5i455uamuzmKrM1PokigSDJYdidAIPQVh2IgK/rVZHV8H2QsqOGFj4viipcP2QQqlCV3s7nu8iBQGe59JV7Cc9azbTJjXTVpukMWWIi0nP5dtf+ndyax7mY//4aSZMm0lfweHC93+QR59czSP33cnFH3g3Mye3kY6pkdLc5XtfvAG/MMA5p78P1wfHF7bNprSJrkpMqktQ9woTzosuuoiLLrroNR0bixYtqpLozyfg+vv7+c1vfgMI++wY3pz41Kc+xcaNG/mnf/qnN3pTxvAG4vTTTx8j0MfwpsbKlSu56qqrePjhh1/2NmEYvuVJ9L8mZFmmoaGB7u5u+vr6XpZEHxwcxLYFaTda8jqGvz00NTWxdOlSVq9ezR133MHFF19cjXL58Ic//KaPR9IUmfrXqN5LJBLceeedrFy5kk2bNvGtb32LZcuWveJ9JEnipz/9KatXr2bfvn1MnjyZn//855x44okAIm83Z+H6YZTZe7BcToo6tRJRPnxcU6KSRapkESFVt+4oJ11x/UgR7uH5QtA0VHYYKjhIMlXlaW1cYaTscNrbL+TU8y4EBEmZd2VqjdHrfyFE8sOQvOUdElEqS1KUDy3UqbImoUgBFU8UVkpRyIemKGiKQuKFL071PRAklB71H4VhSMn2GLaEIlXXFBKmxkfOWcljt/2Wwe4dtC2bzrwFi+jJ2XQMl8lVHGwvUsZHWex2uUi+Zz9S4LFg2WGkkwaGKmN5HnNmTqO/p5u+wRE6evoY19QgojpkGU2VkEKJrhE7Kh5UGa44DBZt9vUVeHxrF0qynmUrjhWEXTrNO9/3IW64/W6GcwXuffAhVhy1AlUK6Gw/QHt7B4VyBQlR2hrTJD543rtprMvihSGBH5KLSgdVWabJMEjHNBIzG3jSa+eaX/+cTH0z557/DZyI/inYPqlYgKHJ5Csu9UmRdz29MYnrR5nOFZei7dI1UqG/YFWJWVNTkGVIGApJMxGJzQQh7vo+AUAoXouK65OriP4C1w+qanDHDwh8qh0WhirjeiEV10Ua10BXZzuVSkClYhFGnxmHzZtJS2OW8sgQO7c8x/bnNvCus09m2ZRmgjCkbPnkbNG1lis7FCwfz3fQNZlsVPAaeg4j+7cSVnLMnf5+FERhY8HyRD48MGPuArZu2sjw/m0UZRjp2kuqtpFFy49muGwTBELhnolptGTjpE0VkOjJWYfsl8ecchbrf/wTdmzeyOLDDkNVRaRr2tRIx3RB3iMcNX4Y0tHVwzPPrkOOZ5hz1Kk8sXsQVYLmjCnEjbI4XprTMeqSOk1pUXpsuwEDxShaqiTcWUTRRoos47gBuYqDE50jYrpK0lTR5EjQFhWxClJbI2mIeJ7555/JhWefjK6LYZzomxB3URUpEhoKXsVQZY6YtIzv/0uOA+37aas/D0WSyMYNUoZGJq5Rl9TxAxGT5EfxPtdRYHCkG9kpkY5I7/adW2jf9BRx2efS95xNIvFyRz4cOauFHx/YSH5bHUdN+1cK1sH9NldxGSw6tHf3Qhgwe0IjJ85pEgMvX3AlQyWn6qxXFahN6FRcn8i4QE1MB0miYLkiSiaK7unHJkQMiPxAdEukYxpttTEhEBXB8WiSINELtsdI2REKei8krsuYmooqi2FsylDxw5CRiks8KLJzUx+KOp6yHVC2LQhFIoUS9cQlTZV0XkWVFdxAiEMt1ycIQxG/JMs4XkBf3kGtGYdc08zewVI1Znc0kz1maBGBDoQS42rGhAmvBWMk+pscQWTLG7VPlRyPR57bg5puYP78+eiqTNnxqIkmwyIzOkY6pnN0g827r/4v/JYZnH7sUvqLPhs7c4QIpUM6pjLY2Y6txslOnsuJp5/D1ddez+DwCDu7h+gaqfDEzgFmNaeqmXlx2WfNhufQm6eTWnAiD27tQ1Ekjlixkiltv2bXzl38y3eu4L0f/ChBVFQSRFM4PwwwVYW4KmM5PiNlVwwAyjb7B0tkYjqKLH7fsi0m0YamkK+4BMNQcXwcX5y4xEVXZBcLJdwwRJF8dmzegFvMsfyoowgVjdUbttI9mCM1WIRQZN01pAwUSaLiRgp216V9II+aqqMmW8vw8DDPbN5B0/gWhssuTWmDcZkYMU1MIAeLfjVfra/goisStUmTTZs2M1C0qZkwk9pph/HsvmEcP+CIcz/Kxv6fcutDTzFn5dvoztvYnsh07+gdYGfRwJgwl8TkxWzsKlA7dQGDA4P0DA5TXy9sRz0jIlqmaIuTuqnKwgKlytQkxHvvB8KGNtqUrqsyQaBhex75XI727Vtx7RJZA04/9WQefuJpunoG2PTE/TQbKxlfM4OAkMa0wS3X/I6uXVuYsOBI3vGhT2C7wn515GHzOXrRTB68507u+s0POfeKK6r76nNrnmLnqntJNbZwxmkno2oHlTQNKYOJdXE05S+XVbl48WKuvfZa1q9ff8j3L7/8cizLYsmSJRx99NF/secbw18WbW1t3HPPPW/0ZoxhDGMYwyti5cqVADzzzDOUSqWXXMx1d3czODiIoijMmTPnr72Jb0k8n0R/OYxGuTQ1NVUX8WP428TZZ5/N6tWruf3221m6dClr165F13Xe8573vNGb9hdHNptl9erVbNu27TVHmdXU1PDII49w//338453vINkMln9WcrUSJl/eqRN0nh5GiALjK+J4UQRK4Mlh0xMY2LtwfOfH4h1VFPaZKhkk694hITI0dBjpOQyUnJRFZG/no4JhemhuveXhoSEFA0Dnk/U6VUh1EHiTpCw4jFtzydXFnGgmiqTNEWZ5yhRDxrnnn4yv776ah64524WLFxMa22MGc1J0bEVhhQqLv1FGxn41c9uwu7q4uhjjuHswyZRlxLxno4fiCK/nWtYtfpp9pDj1I9fgiyJwUDF9SlaHm4QYLviezFNJQzh2W3bcVCpbZtO84TJlB2Xku1jmCbvPOdMbr7lFtp3Psfdv1qFHEuhmCkRCaHITJ40kfmzpnLsssOZNaGJuKEyUhYFysmKR21Cr0aVpmIaSUNl3nsvYHpLPRMmtDJt2gRKthC5DRRFdE77rkEgJG1qzGtJoysSE7JxJtTGiJcU9g0IQVbK1HD9gEwkKJMk0GQFonLFFyIIwyhfHVQ5QQiUbJeSHZCzHFxfiOAU+WAmf5QETwjknnuYjTsP0DhpOkuOOJxJrc3EdU0obzOtTGxpZNeW53js0YfJnHVu1ZUgIQYyqqwQ1yFlxtCjHG5TU9i8fi1BoZ+WtskYhimiMDQhtivaAXnLYebM2WzfuZsde9sJPBsCjwtOPZZZ08ehSmI/qYmpTG1MkTS16qCpEqmbVUUU3bbVzuP2xjS79+6kZ9tajj3hlOp2Wq6H60uYmoqC6Ha45b5HUWqamDhxEuPGNSCFUHZ9evM2/UWHprTBERNrmTU+RVPKxPEDBooOuYrokovrontutNS2aHsMFh1sz4/imyBtCkJbHP8ij71ouRB1AqiSGGookoQkSxhxU3TZRfuTiJk6eMyNwokiRj7xmX/mv35wOUuOPIakqZGOqUysSxxyvvGDUb7Ho9n02TawH6U8RFPkLLv5rnvQaidw0mmnsj/nk7LLJAy1GgP7fEyfPh2AXTu2k03oZBPiWiFvuXSPWGRiDj37d6Eks8SaJrOzt0gYivio0Z69UfLZ8WGo5KKpEoNFRxTgWi4Ta+PURK+Z4weUoigVxwuImwoJXUWRxfnK1MQAIqaJwthR3s3UFFEaWnYJA5HUMFh08P0QPxQ8ix+EmG5IKhHHHWwnHOlkydGL6C+4BIhoJ8sV/QWuFzBQcIRYMgiQEHFUMVWNeghUKqU8a9u3Iesm0xfOQlYUNFWkKchS1FcQU0kbGm4g9uGFLZlXPT+PYYxEf9OjNqGTMtWqTdB1Pfbv3oXvVGieMoeNHTn8QFh8mtMiZ7y/6DBYcpHiTYybfTj9XR0og/tZNH0ue/vLOL5PTBd2r8e2bycE5syaSWN9ltaGNAcO7GOkdypKyyT2DBQZKNpMb0qS1FU2bt6CMm429XVZynKKvQNFamIahqZwxgcu5WdX/Iw7ntlBzYLdJJJJ5EgBEUQnoZLtIwFJXZxwyo5QlVdcj968UBtpsrDDJAwVNwjJVVxxUtEVkqpancL5YUBMVTA1FVOTeeqJRyn27KW2oZm5c2cjhSFPPfYg+ZEeMrMnUVtfT9wQanRDkUUOXxCwc/s+yh3bqcnW8vbzTub3117NSL7C2g2bmDd/Ib05iy2deZCE8sIPxPS8aLnkLBfXg7gh07H3AMlFpzGprZWn9g1jagq241FMTSCz+DQcVH776DbqamtQFYmS7XOgowslVU8qlULVDMIgoD6bpb+rnaHuIpXJE+nPC4eBuIBRSRiilHV8jYmpiabvouVRdj2CQBS/NKRMwlBEzfT1DLLu/pupDHYxe8oEPv6Rz2CaMY6f+3Z+9qPv8/AjT3L7/g20XvxRFh53HD1d7Vx3/U3IsTSf/vSnaapN0ZAyqEsYKLLEv3/h0zxw+41cdeWV/OtXv1rNKb3iiiuAkHe+7TSOntVCf9FmpOzSmDJelzKvRYsWAbBu3brq9yzL4sc//jEAn/vc59706qUxjGEMYxjDmxuTJk1iwoQJtLe3s2rVqpcsQh5Voc+cORPTHFPxvBa8lnLRV4pyGcPfFs4++2y+8pWvcP/999PU1ATAueeeS11d3Ru8Za8PYrHYn9wF0tbW9or58K8HRiOTGtMmni9KP/1AFPJJkiS+IiHJETUeQsn1KFY8CrZHyRaRkkEIXiBiWzKmWNvqqij+VKJyytFIiNE/miKhR5nirxWGqtCYVmhMi3VQwfbIld0oRkJQtB973zv43c9/yPbH7iD58Qs5bsVRpGKC9Bp9Ls8P+NVvr2P3ozeTqh/HpReejR6Lkas49BccMjGV8RmTT7/vXJ6691b2F0bYvmUzixYuRFVkGlImcU0hlKBouRSj1yGb0Ll+3ZOEdok5RxzOcMUFhFo4pqtMrE3wlU9+gMt+9BO2bt9FJpVk3rzZLF6wgOWL51GXSRCE0JOz2NydR5VlGlMGrbUJ5kd584YqY3tB1ZVccT2OP/54UYhoajQkDXKWS01cpy9n0Vuw8f2QuKHSNWLRNWKxShoSxbOR+EmRoTUbpy6h4wUhBdvFjfLQR5GOqdQnDSSovvdlx6+6GwBq4gaNaZlsXKyFHTdgJHoNRqOQRgcmR3/7s3Ts38u8uXPZ1Jlna0+eoaJNyfGI6yrHHLOSffsO8PgzG1h27ElIsip65DwfU5VJx1SShklDyqA+aaAqIn/93hs24g51sfDYpSxqrXnR/hUEIfnJtTx+x+/py9lIYcixx6xg/pxZNKQMsnENJVJwO37ISNlBV0XPW030s0LEeeiqwnvOP4evfe1rPHrz1Vz63vMYqIR0DJcZLLmRA0QUY/f19bFrz14IQ05YsYyp9UnSMQ3H8xkuu1VHSV/BprRvmLqELqJRo82XJYmUodKcMXDcgJ6ChSLLNKVNVFmiKWPQmDIJEUpwK1Iu256PIr94ne6H4i+PELvoMFB0hFJdV0kYCglDJQgF+V+wvGqZ5zGnnsMxp56DqclMrEtQm3jxYyuyVCV6J9bGcfv2oo0cYH5rhoGRIg/cdRsEAaeceqpwFUT7CAjXSTzahpimkG5qQ0k30lcO2bS/D92I4QVieCNJoCsS7QfaQdJoaGpm/2BJRNFEim1FktBUCUMTwxARkexjqCKSNvBD+go22bhOJqYzLibKVcVrLgYPo69HXFNBgjAgGlTZ1Y4LxwvwJBiXMZEQ4tC0qdGbtyhG5diqLJEyZKxUjMAuU6kUOWl2I7WpGLYTkLddhks2QyXxfhRtlyAU+4WhKdQndFqiEvWYrnDNb39HaetDLDliGRcfP4ORshi4ZGIajUmTVEypxmoFIdhuQFtd7EXv1xhejDES/U2ObT0FOocrSEBdUmfP9ufw7ArZ8W2kMlkx3Y+anOOGiiKLkoLBksNAwWbiYcdRjO/gns1dvG38DKY3CeWC5QX0DAzSuW8nkqwyfsos9g6UGDdjMV15l472PbRNnkJ/0aZgefQVLOK6wu79g6j1E2idPpmi45LQNQbLDqYiM65tChPnHU5nVy9PrX6GE44/nrztMlh2oiZpUeNgqjJ5WyauyaRMjakNCSqVMjfedR+ZdA0rli9F11RhWUMCVcYLwurOGtNlkoZGQ1InFdMxVInO3kGeemo1smZyzMqVJE2RAzh/UhOrHrqXcFeGc078R/b0l8hZLoosk4jKdG5b/yySZjBl7mJ6Cy4LjzqJRx+4j91bNjJ9ymTUeIq+ghtZj0QGmCh5EY2cKlBwQgZsBa2hDa22he3dRSQpxPYDfD+kprmN4aEh+oeGaayPyjFCm5HBAQLPZfqcaWQSGqaq0FYXZ/e6Ao5kkM/lSaXTxDWFVEwjG9Noq4tjaDJdIxaDJUeM6yWJlKGjazKaLD7IU6bG9k3ruftXP8StFFi25DD+/d++hq4bonQ0pXPaT/+bT33yE/ziyl9z2dd3Ibn/yn3334/v2px89DI+/o4ziOmHTnxXrFjBcccdx8MPP8x3vvMdfvCDHzAwMMCNN94IwMc+9jEkSaIxJaxnrxcWLlwIwK5duygUCqRSKa655hr6+vqYMGEC559//uv23GMYwxjGMIa/D0iSxHHHHcfVV1/NI4888pIk+oYNG4CxKJc/BaMken9//8ve5uVKRcfwt4f58+fT1tbGgQMH+OUvfwmIKJcxvHmgKvJLEmIvRCqmQVR14wch+YrIYR4quVUFasUVgq6amIYcrWOeDwkRpSBERPxZohhJkkRsxgtU+n5dggvPO5Nf/Ooqrrzix5x2/DFIiJgMJXoa33P59r99CW+kh098+h8Z11BL50i5Kuzqc3368jYJw+C88y/g2l//ijuv+SXnnfgz4oZBGIpIGStSaI8q5/s7D7DzibuRfJdP/Oe/4OlxFEnkzochQlHsBVzy8U8yODTMxPEN1MSNQ1S8siQKWi03QJaE4jumKUI5rh+8necHlGyfouNF0SaiDHEUcV1lUVs2EuxpDJZs2ofKdA5XGC475CsusixRl9CpTRji9z4kd18QofUpXSjgn5fl3zj6Wgei0LZki9LRUTXva3s/Y7TULwJg+dQ6Zo9Ps6O3QG/OIldxSc6fy501GQYHB9iyYT0rVqyIIoxAU2XqEqKfbTTeSJYk/AA2bdxA6DksmDePoZKDG0QFpKGgtCWEmvjM447ip5f/mJnzF3HemacJB3reor9gUR91v4GIrBGE9KFqfMcXhY/HHHM0LeOa6Ozq5s677ua8885jfE0M2/UoWGLI4Ydw7+8up7xjFWeedBwfO3WRKMj2Q2K6QlttHNcP2N1X5MBwmaLlc2C4InLSDZHNHddlKm5AJSfeI11RSOgSzRmT5rSJ+gpucC8q5faCqKQ7cpl4/miUrk85Ko59Ian9fMR1papar43rL1KrvxSam5sB6OvrJWmo3P3ofQzv28yECRN435nHUrRHSzTFUMZ90TZo1E6YRj5fYMP2vUydemgXWl9fL+X8EIqmM3NSC7YvyGpFlojpCmlTCDeTporvi/3VcoNoCOeys6+I7QbkLRfHDyhYCrUJnaa0GNAkDbX6e4ryWhGPlRjt/vPFoGiwJKJchktiu4MwJAjEoNLxfdoHK/ghzGxOcsS0JvyRbqRYmn29I5TckKShEdNVUoZKYzpGxfUYKoptakqZtGZNEs87tvwg5PHHHyV0bE44ejktNTEOa8uS0BW86JyhylJVkV9yPNqHygd7Jsbwihgj0d/kUKWQLV05QkkUZazacgA5nmbS5GkEUWSHqsqMlEVjd8Fyq8UZABPaJrJx/Ro6dzyHdupKZFmiMW1iKBJPPHg3SDLjps3Bkw1sJyBT34SWqKHi+eQLBTLxJAPRQe94AQO5MooeJ1Pfwr6BEkEoocgQBqJheuqCZXQPPsCOXbuYPmcuZiJNXFdImipJXaEmIU42BcsjCEIczydf8diwcTu5/j5GejooDPZy4smnoOgx3OhkHoRQiKxIqqKjKzLpuM7U+gSWF3DVL/+APdzNtFlzOWnpfFRFxg/hhBXLefL+u3jwgQf5zP/7R+aMT/FcR47hskN/3qO9t59hkhj19dQ2t1J2PGQzTcuMBfT2dLFq3WaOPnIZTWmDiuMxWHRxfA9VkaofFJoq09EziG9XUHUTT9boL9nIRLYeVWJSUx2dm56kXBphzpEz0GNJ7ntoDaU965g8fSYzJzRW7Yhlx6N10hR2bN6A176RD1/8XuwgxIreg939JQZLDmEorFq10cVNbcKgLqmTNjWCwOfG2+7mN7/7HW5phONXHstXv/wlWmqTNKbMQ4jxn/3sZyQSCX7wgx/wP1/6FJKsktBlfvrdb76IQB/FV77yFR5++GF+9rOf8aUvfYnf/va3OI7DYYcdxpIlS/4qx0ZjYyPjx4+nq6uLTZs2ceSRR/K9730PEAWlmvanW1vHMIYxjGEMY3ghVq5cydVXX/2yuehjeeh/Ol6LEn2MRP/7gSRJnH322VU3YVtbWzXzewxvXSiyVI1YCIKQ4SgaZjhaW46qV18NqiJFuekit/n5sS7P77oaFTq5/mhJqSAHxVfxbz8IOeXdF3P1XY/x8LqdXHXLfVXHg3gOePzRh+mydcYvWMGJb38PZccnGxclnE6k8rY8H12ROfecc/jj7bfQvm0dz9x3Oxe8+z0ULbdaHqkrMqGposoyV//xLiRVZ+WJJ9EyrgEQquBROfFoqWJDyqA2MVFEokSdYI4fVNXf42tMlk+uJW97dA5XKDs+GztyNKQMgiCslnS+ELoqBiHZuBguPJ/kHJeJMS4Tg8lCPd+ds6pxOlK0pn3++zEaj/Jq7/9LDTL+HGRiGoe3ZenOW3SNVAC48OSlfOe//4vH/zDCP7//bBRZKNlrkzqaIgp+Vflg0W9HTx+71j6JbCY5YvECkkmDQ+N+Rl8niY++9wLmT2rkmBVHks2kKFo+AyULxzsYWSQia0KCMCAkrA5PAAxNqSrW3/Gud/P971/G76/9HRMaazjluKNpm9BQXWffe9/9PH3j5Wiaxne/eiuTmlIv+v1NTWFRW5ZZ49L05CwGS3a1G210ADDKfxqazLgoR/3lSo6fD1WRETOQl38/g2gAJuKAxFcQ8TApM8pY/zNiW0edRz09PQDVXrP3ve99JE2d5PP0eEEQUo5iYIq2h+OLEuC2hgwbOnZT6e9gyvKFIlolus+B51bjDh5gyoyZrJjRiCyJEt6YprzsazMaYzVcdsmYOgXbpWR7FG0R/dI1Uqnug0hgqkIJHtMUYpqM+TxXC4jBlxYVTpcdkSBQsD2hTvcDdEVhamMSNxDnlqIdYHpFiv1D4FrYbgrbtV+0nZoiYWoaIdCbd9BV9+DArreH3bt3g1vhHWeeQFPGxPEC+oteVC7tU6i49OWFG2WwZON4AYsmZJnS8OL9bwyHYoxEf5Pj8V2D7B4oYigKnu/RXbBR0w3UjWulZPmULJ8eRGxHxRXN6XJkSzFVhabGelIxk1xfJ0Ode5i7bAkl22X3UJnVG3cS2hWWzprI4ilZaqIPuP4NLms2PIc1LsExp52G4wb0F212HejGrxTRzRh6PIHlBkiSxFDRpez4BIQokkb9tPkMD/bzzObdLDt8EePSBpMbEzSlTGpi4jmKjsf+wTLdIxaO57Fz737keBpFgpztc9eDj7F48WHUZbO4UXN7XBMlCnFNxgsCOobKFCouA31dPPH0GkLH4pILz6UhbYgTkOVjNk6kcd4Kir7GF699GjNVgxeEBKEoZunrH0BOZKnLJMkkTAxVxnF9pkyeyFC+iBWEbNvXyYzJrYBEa9YkGdPJmMLKI0ugKDL71j6G0ztAy+z5jMvEsP0ACYhpMgldRYqU+v3dXTy+YRszpk1n594D6Mlajlx6OE1pEy2yr7legDpvMluevJetm3rpHnk76YRJ3vLpy1dQFYlxGZPmjElbpDqoTerUxHRkAq65/mZ+9ptr6OzsAuCcM07hB//5HzSmYy85EZYkie9///ukUim+8Y1vEGLz7e/+6BXt0yeccALLly/nqaee4rvf/S633norIFTof00sWrSIrq4u1q9fT6FQYPPmzSSTST760Y/+VbdjDGMYwxjG8LeL0Vz0p59+mkqlQix2qN11jET/09HQIAiksTiXMYzirLPOqpLoF110EYryygTdGN5akGWJuqRBXdLA8wOGy65Qt0bFfEI0FUb/PyiiAqJCyxDnFZ/htWNCayvHHn0UDz9wP5//3GeQFE20MD4PkmrwwQ9+kNp0sqquTZlqVXFtuT79BZu+gs0H3v8+LrvsB3zv51czYc5hTJ48BQkJXZNIRPnIuWKJe++4DcKAs88++3kkt4iuqU8a1KeMF2fVv4L4PxXTqEvoHBgqM1h06MsfSrSZWqRUNsT2J3TlNanAk6bG9L8A8f2XhixLtNTEaKkRn8GzP3YhP/7659n97B72rnucs8466xXvv2b1KvziIDMmNHLSoskUbVFC6XiBKIDVVGK6iJUBmPvOt1Xv25CCyQ0JcmWX7nwlctkfSr4/H5IEiajA85L3nMeV//NvtK/dxKUfeBhZllm2bBmnnnoqp556Kl/9ypcBuOSSS5g0adIr/g6mpjCpPsGk+pcu2wzD8HWJM5VlsS8nXqFL4c/BqBK9p6eHvr4+7r77bkCQ6C+1DaMxMI3P+/7s1jrWPNzLwIEdNKUPdaJ37NpKUM4xd1rba3bIPz/Gyg9Cyo6H64fV3PfhksNQWcTWOp44T1lRtvow4r0f7WvQVZm4rlTPZYaqYCQV6pIGmiIR00ROuSpJ7Bsss2+wRKHikpowk8Jzq5mbcZg7fxxWNLhzvQA7GhIG0YNG/dCEUQ9BX97iloefRWucwqxpU9jU57F5oFfk3SsSZdujr2AzXHJEZ0E0mEyntKrDYgyvjDES/U0Oy/PoLzhoioxdGCGwK8R1hfmTmmlIm5iKzFDZxfFEyQBhiKHJ2J64EHG8kIkzZrHFDXn0uf1IdRMpWh77Ojpx4w0kk7VMnjKVMAgZLrvIksTCw45gzYZNbNq4ntNOO4WYrlCXMHimp53Ac6irG4csyxERDaauHPKBE1fHsba3i6GBfoaHhgnDLF25CoTgBuLiSIJqacVgXy9WKY8Zj7Pi2ON4ds1a8sPDPL16FXPmLaa5uYmErqApMp4fMFh0cMMQxw2wPZ+N6zdhTJhPW9sEtldStO8YQJKgZHt0jJRJz1qGlyvRkbOpVxxkWUaVJSRC8sPDSAQ0NjfTV7CrOX+ZmMm8tgZWP/EYB4b2s2T6eWRSSRrTJhPrEpiqhCzLeH5IoVBk57OP4CNz9nvPYXzLeIqWjx3ZFUciC11b2yQGR3Ls7ejFdnw8q0RLQy2Hz5lGY9IgYShYXshg0SYzfTK1yRgjFZ9V67eycP5s4ppCa22cSbUJlkzKUps0qvuJbdtc/stfc9kvr6GnfwiAdEzjMx95L//yT59+1Q9TSZL4+te/zqxZs+js7OSSSy551dt/5Stf4ayzzuJ73/sevu+TTCZ597vf/X/b4f9ELF68mLvuuov169dXifyPfOQjZDJjpRhjGMMYxjCGvwymTp1adT499dRTHH/88dWf2bbNtm3bgDES/U/BWJzLGF6I448/nvr6egqFAh/84Aff6M0Zw+sIkRtuAMYr3i4IwirJ7ochfhQ1cVBlHmB7URSFHyDLggwSCnWpqlTXFEmIlaL/K7LE9770KS5Y+wi5XA58BPMlq+KPorJ40UK+/LF3EzNemsU2NYUJtXFaszEmfPhd3H3z9WzdvoNPffi9XPubKzn2qGWHKLWvvP16hvdsYMqUKXz43BNwPLA8H02RRazNa1AMv9x2zGhKMZISKv9qxIfx5ymD30oYFU79z//8D9///vdflUR/7LHHADjmmGOQJOnPKuXNxEUx5yg8X0S9jsaveEGIGYnoDr6nCR5/5EF+8pOfcM8997BlyxZWrVrFqlWr+Ld/+zdxi0SCL3/5y3/StrwU3mp9YKMkem9vL9deey2+77N06VJmzZr1mh9jtFx0586dL/rZli1bAJg7d+6ftX2jpbovB9vzKdl+pFT3ouHKwUiUIByNAQ6IaTKGqlIT16hP6sT0Q6nYKY1JOobKPHtgmHiqBqNlNqv25pg6x6Mxbb5gnxL7nuWJbPt8xeXAUJmuEZGZvmHHXrRMI61zl7Kpc6R6nxBQJYm4odKQNKhP6UyojdNWm2B8Tew1ORfGMEaiv+kxPhNnWkOSIIS1e7cRBB6TJ00hRNjaAkS7uqPKoqRFkbF9obK2fR/LCZg9dTKbn9tCR2c3lu1hagpdu7bh5vqYefgR7B+ykIYqB6d7DePJ1I8jPzLEzp07WTh3LkldoWPTk9iFCsuOX0rjuDSDBYeC4xDXROaTpoqMccI0w/sT7Ny1l107trJ06ZGU3QDbj0pdQnEhZGgqqZjCmp1bCT2HmVPm0phNc8yKI3lm3SYG+vt57rn1hJWJnHDUERRtj7zlUfE8yk6AHwQMDuXIVVy02hYaJ89md3+hatUbLbwZX19L7/7dON1FTp1/JvXZFAldZeOaNWzc9TR1zROY09aE7YcUbRffF4loEyZNYe+u7XTt2sLGJ+7lwx94P44fsqe/iO36mLpKxlRYvXoNgWoyPpvmsJlTCIBMzCdf9lBkCbM5hSJDeXodzz34B3LFIrkdQOBx2gVn4vshuwdKYpooQVwTQ4llhy/kthuupXPdA7zjpKVoqsyC1gzN6YMKOM/z+OHlV/Ddn/6agYIFQDaT4pL3XcBnP/4RUqk/zY7znve85zXf9owzzmDRokWsX7++et8/9fn+rxgtF73tttvo7e1FlmUuvfTSv+o2jGEMYxjDGP62MZqLfs011/DII48cQqJv27YNz/OoqakZI3v/BPwpcS5jSvS/DxiGwZNPPkm5XH5VNeYY/j4gyxL660TqzJ07l61bt/6fH0eSJBozCR669VrOPPNMnnrqKc4742RuueUWTj755OrtrrjiCgAuvvhiYrpGTIcMfznVZ01cpyb+6pn1f2v41Kc+xfe//30efPBBNmzYUO3Meik8+uijABx77LF/secfjUJ5tWibadOmVWNH29vbueeee7jnnnu4//77GRkZ4Ytf/GI12uTvCc+PcxmNcnn/+9//Jz3GKIm+a9euF/1s8+bNAMyZM+f/spkvC0NVMFTlkL4IK4q9GS1dLTmiWNj1wfUF2d45UsHUFBK6QtxQxVddpbU2TkPa4Lthjv1Ohe6REqv3DBE3FEDC1GRimkpMF18d36djWMTL5KNOBatcpHvPNsIwZNn8mRhxAy8QSnU/CNEUUUjclBbOoJSpocgSJccj+QKifgwvjTES/U2OwybWYrkBrlPhjo2PgZFg0sST6S9YDBStqHBF2ETEgShsQ0lDRVVUNCXgiDlTufOaHnK9ZYLc0aQa6jmwYyMoOkfOn0EsEcMJAswonkRTJRbOncEj9/6R59as5tgjFtN+YB9D3R0YZoyl86czVBFKa1010FWhEjcUmVAKsZyABQsWsnPPPvq6uymVRmisb2C0JlmVZTGJ02QG+vvp2b8bCZ+jl8wjUAwUWeaUo49g/fq1rH/madb37SXXvY/GxgYCZAIkQmRkAg7s2IZr+8ycfzh16SRBGKLKsoizUWSaMgbja+L0PPw7tm9ah3ZEK8ctP59cxeXKpx8jLI1w9ILjWdiWJW2KqX1vvsK27iK9eZvJC5aTC0x2Fj1+++BGJraOF7lfMQ2Q8P2AZzdsJPRclh15JF4ocsiSpsr4TLzaXj+K05fN45ob/oCkmUyaOpXFC+fh+SG6pqDK4gM4ZWo0pgzqTz+Gm674H5689zYu+/qXSSZTFC2PbeU8nh9SsWy+9NV/5bHHnwAk6uvruPi9/8BnPvYBUomXtnj9JTGqRr/ggguAv36UCxwk0Xt7ewE4//zzmTx58l99O8YwhjGMYQx/21i5cmWVRH8+RqNcFi5c+JZTgL2ReC0k+micy9hw4u8Ho2TIGMbwVkNtbS33338/b3/727n33ns588wzueaaa7jgggvYsGEDq1evRlVVLrroojd6U/+m0NbWxvnnn8/111/PZZddxpVXXvmStysWi6xduxYQSvQ3EhMmTOAjH/kIH/nIR/A8j46ODiZOnPiGbtMbhVEleqlUYu3atWiaxjvf+c4/6TFeTokehuH/WYn+58DUBC9XF6UG+EFI0fLIW+4havVqL0Tx+YW/CumYRmNcprJvLaaTQ1VkRsoefhAQhuAFYbUjoeL62J7olohFz7l7/xbcoS5mTpvC0XNaMTVB0Bta1NEQQt5yq9sxVHIYikqHaxM6M5vHMtFfDWMk+pscfhiQNFWe3rgN3yrRlE1x5Jw2UQRQsAnCAFVWxFRKVzFVGU2W8KOMJEWSsDyfWUuOYu36TWzctp1MRyeh5zF1wniWzZ7I+IxJfVLH8kJ6chZl28M8cgmP3HMnmzZswK6UWLd2HXIsxazDlrJv2MZyhXVJUWTRvG55uIEPoVCzNzdkmTNlPJvWb2LnuqdY8Z53kzA0DE0mjGwtRcfjoQc2IEkwc+YcVMMkZWjMbk6RTWhcuPQ87mwz+e6Pf86OoQ62+x6h64DnEIQBiplAiaWIxeK895SloBpiCKDISEA6poMkrC7Ljz2R3Qe6uPeRJzn73PNo37uLjt070A2DM09YQXNtuhpHU580md1cQ3/RYnd/hnzPAXbtb2fT+rVsW/M4U1vHccT8mSxZMp/ALrP98bsJPZv3nXUcE1vSyNLBRvnRxuOy62M5PsuOP4Xr//gQYRDw9redTVPaJGVqJA0FXVVEMUgY4vghzW1TmDL3MA4cOMCNdz3IqaeeWt0vHMfmq1/9V55++ml0Xeczn/wYn/nIe6lJxf+q++d5553HJz/5SdLpNIsXL/6rPjfAlClTSKVSFAoFAD772c/+1bdhDGMYwxjG8LeP0Vz0VatWYVkWpimyNTds2ACMRbn8qXi1TPR8Pk8+nwfGlOhjGMMY3hpIJBLcdtttvO997+OGG27gne98J1dccUWVvD3vvPP+LtXGrzc+85nPcP3113PNNdfw7W9/u0rMPh+rVq3C930mTpxIW1vbG7CVLw1VVf+unTfJZJJ4PE65XAbgzDPPpL6+/k96jGnTpgFCzV4oFKrO+M7OTgqFAoqivKEDWkWWXhQDJAqKRUlrOSprrTg+5eiPUjsBLTseuzBCW20cxxd9f7mKQ9n1CZEIQomUqtJimkyqS9KSNalNGPxi7Z1Y+9Yx4/DJrJhW/7ICjyAIKTkHFfMFyyVpjtHDrwVjr9KbHFMbkqRNjau/fxd27x6OPuNEEoaKH4SMkyV0VaGtNk5T2sAPEflwnsiHsz2RGWf4CssXzuGZRx9k5+b16KqGXxrmjGMvYFzGRFNkCpaP6wfUxFTCMKShaRwTps6ks7OL+x5fwzO7u9GbplI3aTZlxydpqLTUJEmaKrmKWz34XV8UcyR0lXNOPJa1997M1h1P0vKuE1ix4AjiuoIsSQwUbHZ09rPxkTsJYlkOX7wIxwsZ8V0Ayo5Hb95hxuHH8rV/n8iaZ59GDn3kSIteTXiTJI5ZcRQLZ4wnCAIGig4DRQfH86m4HklDJZ3QOe+UY7j2Z5exb1sPfZ37eeyum7D2ruGCd57PO4+cjuWKE5brB8/L0cuiKTIfWt7CZ7/6De665yGGbZ81m1We/aPPlYZBS0MWd7ibJcuWM27cOPIV95AcrFHEosbm7JRWLr3oXQwNDXL68UchSWIIkat4gPei+5144gn86udX8Mi9d/Chd56LqkjYlTIXffyjPP7oI8QMnRtuvJ5TTz7p9dsJXwGyLPOjH/3oDXnu0edfuHAhjz/+OEceeSTLly9/w7ZlDGMYwxjG8LeLGTNm0NTURG9vL08//XTVDj5WKvrnYVSJXi6XKZVKJF7goBtVoWcyGZLJ5F99+8YwhjGM4c+BYRhce+211NTU8POf/5yPfvSjaJogz94I1+7fA5YvX87y5ct56qmnuPzyy/n3f//3F91mNA/9LxnlMob/OyRJoqmpib179wJ/epQLQE1NDfX19QwMDLBr166qsG80ymX69Ono+psr6khXZXRVp+Z5+kfXD8hXXHIVl2w6AUjkiiVCQFMUsgmFbEJHliCmKxiqTMJQaUgZ1cJjgPxgL6Fr0dRQ94oOSVl+cS/AaFnpGF4ZrzuJ/uMf/5jvfOc79PT0sHDhQn74wx+ydOnS1/tp/2agqwp2ucDTTz+NJGucfsIxTKhPAqLAQkJCVSQ0VWFabZxs4tATRBAVXeTnNPKLr3+WkZ4AJZ4m3djKhJkL2dqVF8pnLySUoGx7uH5AEIZMX7CU3sqzPPHcLsplB8n3mT99IuNq4zSkhII6YShMyMZJmSoNaYOYplCoeAyVHSy3jtOOP5o77riTy664ktbph9po/nj33VjDfUytz3DuivlIiOJRyw2ouB5BCK7vk21u4aSzzquS27qqENNkUoZG0lRxo4ZigGxCZ0pDAl1RQCK6vYyhKJy6ZCY3Xvd77vntT7jzhhsILIuPRwWao7abl0I2neLKH/wXvu/z+OOPc90fbuP2+x+lP59jV7GAmmni+NPPpWAdJMF1VcbUZAxVjuJlImJelpn/sQuREE3zbhDgP6+MxA9DdEUWDeG6wv+78Ex++h+f47E7dhMLfoCu6vzDBW/jySefJJVKcecdt77hlrQ3Gu9+97tZt24d3/jGN97oTRnDGMYwhjH8jUKSJFauXMn111/PI488Mkai/x+RTCYxTRPLsujv739ZEn0symUMYxjDWw2KonDFFVdQV1fHf/7nf+K6LlOnTj2kT2MMf1l89rOf5R3veAc//vGPaW1t5eSTTz5E4T2ah/73vm5+M6K5uZm9e/dSW1vLGWec8Wc9xvTp0xkYGGDnzp1VEv2NiHL5v0BTZOqSIqd8eq2G3bUVb2gpTWkDTRHxzXFdxdTkVyTHRwvbRx1/fwrG8tBfG15XEv26667js5/9LD/96U9ZtmwZl112Gaeeeirbt2+vKlDG8MrIlV3+cPdDBLLG1GlTmTl1MumYRtpUSZkaw2WH9qEyFcdnW0+BtKlSn9IJQ6mauVRxfcIQjj3tbdx+2+0EVomTj1xIa12SobJDruxCCKoiETMUYoGCpsqcsHQeD996DSPIBJ7NwinjueSEWSQNjRBRTBACmZh2CAFdmzCYSALXD/i3T3+U26+9kqcfvY9dW59jxpx5BCEoUsgt112NN9LFJ9/1aU6a03TIycAPQizXF3+8gIrjiaIE9yBhDmC54t+GJgoSGlNmNZblhfjg+9/Ljdddy9VXXw2IBe+yZcte83uhKAorV65k5cqV/CgIeOrpZ7j25jsplG0+/K5zqEkliEVk/F+q2XjWzJkcdthhrF27lp/97GfccsstPPvss9TU1HDPPf+/vTuNjqpM1z5+VVWSSghJIAkhAwGSINgtqIDN3IIIyKFFAQfC0KLQjAJnySCDtALagmKnVZQhCMhpIqhHcXgRBGU4KnAEoaVl0DAmMiQkDGHMVPv9kFMVUIIkULWrkv9vraxFKpXKs6Pc7H3Vve/nc96QkjRixAgNHz6cWbQAALfq0KGDK0T/61//qqysLGVlZclisfjMRZq3sFgsqlWrljIzM5Wdnf2r29mdm4oSogPwRRaLRTNmzFBkZKSee+45TZkyRVbr1a9RceN69uypW265Renp6RoyZIikkmC1c+fOuvfee/W///u/kuhE90axsbGSpOTkZNnt9gq9xi233KLNmzdfMRfd3ZuKulN4eLhUXKTzuceUWKt8d+M5x+SRt7qPW0P0lJQUDR48WE888YQkad68eVq5cqUWLVqkiRMnuvNHVxo1gv319dpPVZhzWMlD++iO+BqurzkchqoF2BQdFqiDOedLwvTCYkkWhQX5K8BW+g+1v59Fbf94tz5ZsUIWq1X/8R/dFB5sV3hwSaEqKnYowM+qGtX8VSPIX/5+NvnZLPoiPkD/79NPJEex+g55Q3Ujrn/DSn+bVY0bJurxRx9Uamqq3v7HdH3xxRcqLDb0+aqVOrxzi8LDw/VE/z6/CkBtVouC7SUbff7S5QF7fpFDQf421ajm/5shapcuXRQdHa3jx49LKrmlrqLBq9VqVZtWLdWm1fWH8BXVp08fbd++XVOmTJEkRUZGau3ata5NNSECdACA2znnom/atEkFBQX697//LalkHucvO6nx26KiopSZmenqmrqcM0RnHjoAXzZ27Fg99dRTBOhu5ufnp40bN2rBggVau3atK1BNT0/XnDlzJJX8m9OwYUOTV4pfGjdunOx2u5555pkKv8bVNhf1tU70y9WsWVOSdPLkyXJ/7410ouP6uK2aFxQU6LvvvlOnTqWzmq1Wqzp16qTNmze768dWOvlnT+urzz6U42Ke+vR+xPX4ufwi7cg8rR+O5Cnz5EX5Wa2Kq1FNIXZ/+VmlYodDkqFAf6tqVPNTjaAA/aFZUz3Qo4cGPP6EEurVU1CATXE1gtQ4LlTtbolUy8QINYoOVe2wIIUHByg00F9PPNZfcpTs+PvAAw9U6BgmT54sf39/rVu3Tl999ZUC/ErnaA8aNEhBQUHlej1nwB5R3a7YGkGqGRxwXSGqn5+f+vXrJ0mqVq2a68/e7vIdqqOjo7VhwwYCdAAAPOx3v/udatWqpYsXL2rr1q2uUS533HGHySvzTc4uqattLso4FwCVBQG6Z8TExOjZZ5/VV199pdzcXH300UcaMWKEK2BNTk6m8coLtWrVSmlpaa6O9Ipw/jfet2+fJMkwDFeI7rOd6JJOnTpV7u8lRHc/t3Wi5+TkqLi4+Fc7UNeuXVt79+696vfk5+crPz/f9XleXp67luczVqxYoeLiYjVr1sy18/DpCwX6Keucih2G/G0lgXL1/+vabmUP16VCh06eL5BhlG4M4PzTzKmTFehvU3i1AAUFXH0G+OXuv/9+JScnq169eoqPj6/QMdSrV08DBw7U/PnzNXXqVM2dO1dr1qyRxWLR8OHDK/SaFTVq1CitWbNGf/7znxUWFubRn11R8fHxGjFihDZv3qx3333X1N2lAQCoqiwWi+6++2598MEH2rhxo3788UdJzEOvqGuF6HSiAwAqKiwsTA8++KAefPBBSdKZM2cUGhpq8qrgLr/sRD969KjOnDkjm83mk3cf0Inu3dy+sWh5zJgx46q7KVdlGRkZ8vPzc3UjZ5+9pAMnzsswSmaRN6xdXX62K9/dtvvZFBbkf7WXK7eAgAAtW7bshl9n8uTJWrRokdavX+8a73P//fcrISHhhl+7POrVq+fqHPMlb775ptlLAACgyuvQoYMrRHeGv4ToFeO8wLtWiE4nOgDgRvlK8xwqxhmiZ2dnKy8vz9WF3qBBgwrPWTfT5Z3ohmFc9x0U+fn5OnPmjCRmoruT2+4tioyMlM1mU1ZW1hWPZ2VlKTo6+qrfM2nSJJ05c8b1kZmZ6a7l+YwXXnhBWVlZGjJkiI6cvqj92SUBeq2QAN0aHfKrAN1b1a1bV4MGDZIk1zifkSNHmrkkAACAcnHORf/mm29cF2mE6BXjvMC72kx0xrkAAIDrERIS4pqAkZ6e7tOjXKTSTvSioiKdO3fuur8vJydHkmSz2VSjRg13LA1yY4geEBCg5s2b68svv3Q95nA49OWXX6p169ZX/R673a7Q0NArPlDyl+hUkb8yci9IkmJrBCqpVnVZrb4102vSpEny9y/pkG/UqNEV8/IBAAC83W233abw8HCdP39eBQUFCgkJUb169cxelk8qa5zLpUuXXME641wAAMBvcY4+Tk9P165duyT5boherVo1BQQESCrfXHTnuVNkZCR7MbiRW3+zY8aM0YIFC7RkyRLt2bNHw4cP1/nz513jPPDbHA5D6dnndPzMJUlS/chqqhcR7JObYtStW1ejRo2SJD399NP8xQYAAD7FarXq7rvvdn3epEkTzmcqqKwQ/ejRo5KkwMBA1y3NAAAAZbl8LrqzE/22224zc0kVZrFYKjQXnXnonuHWmei9e/fWiRMn9Oyzz+r48eO68847tXr16l9tNoqy7T9xTrnnCmS1SElR1RVZ3fdmOl1u1qxZGjZsGJtjAgAAn9S+fXt99NFHkhjlciOcF3m/HOdy+SgXX2waAQAAnnV5iO7rnehSyVz0rKyscnWiO5sSmIfuXm7fWHTkyJHMvr4BcTWDdDa/SEm1qt+0zULNZLVaCdABAIDP6tChg+vPd9xxh3kL8XGXd6JfvnGWc1NRRrkAAIDr4cyYvvrqK50+fVpWq1WNGjUyeVUVRye69+L+Uy9XLcBPd9apUSkCdAAAAF93++23u8aMNG3a1OTV+C7nRV5BQYHy8vJcjztDdDYVBQAA18MZoh86dEiSlJSUpMDAQBNXdGOc55kVmYlOiO5ebu9Ex43ztQ1EAQAAKiur1ap3331Xe/bsUYsWLcxejs8KCgpS9erVde7cOWVnZyssLExS6TgXOtEBAMD1cG4s6uTLo1wkOtG9GZ3oAAAAQDl06tRJo0aNYmb3DXKOdLl8Ljqd6AAAoDyqV6+umJgY1+e+uqmoU0U60ZmJ7hmE6AAAAAA87vK56E6XbywKAABwPS7vRqcTHe5CiA4AAADA464WorOxKAAAKC/nXHTJ90N0ZqJ7L0J0AAAAAB7nvNBzXvgVFxfr2LFjkuhEBwAA188ZolssFt16660mr+bG0InuvQjRAQAAAHjcLzvRs7KyVFxcLJvNptq1a5u5NAAA4EMaNmwoSUpMTFRQUJDJq7kx5e1ELygo0OnTpyUxE93d/MxeAAAAAICq55chunOUS0xMjGw2m2nrAgAAvqVr165KTk7Wgw8+aPZSblh5O9FzcnIkSTabzfW9cA9CdAAAAAAe57zl+JchOqNcAABAeVSrVk3Lli0zexk3RXk70Z2jXCIiImS1MnDEnfjtAgAAAPA4Zye68+LvyJEjkthUFAAAVF3ObvIzZ86ouLj4N5/vPI9ilIv7EaIDAAAA8LiyxrnQiQ4AAKqqy0eyOGedX4vzPIpNRd2PEB0AAACAxzlD9JycHDkcDkJ0AABQ5fn7+6t69eqSrm8uurMTnRDd/QjRAQAAAHhcZGSkJKm4uFinTp1inAsAAIDKNxedEN1zCNEBAAAAeJy/v7/rluXs7Gw60QEAAFQ60qU8nejMRHc/QnQAAAAApnBe8GVlZblCdDrRAQBAVVaeTnRmonsOIToAAAAAUzhD9L179yo/P1+SFBsba+aSAAAATFWRTnRCdPcjRAcAAABgCucF344dO1yfBwYGmrkkAAAAUzET3TsRogMAAAAwhbMTffv27ZIY5QIAAMBMdO9EiA4AAADAFM4Lvn//+9+S2FQUAADgejvRCwsLXc+hE939CNEBAAAAmMJ5weech06IDgAAqrqIiAhJpZuGliUnJ0eSZLVaXcE73IcQHQAAAIApfnnrMeNcAABAVZeQkCBJ2r9//zWf5xzlEhERIauViNfd+A0DAAAAMMUvQ3Q60QEAQFV3yy23SJIOHDig4uLiMp/HPHTPIkQHAAAAYAo60QEAAK5Up04dBQQEqLCwUBkZGWU+zxmiMw/dMwjRAQAAAJjilxd9dKIDAICqzmazKSkpSZKUnp5e5vOcM9MJ0T2DEB0AAACAKcLDw6+Y4UmIDgAAUDrSZd++fWU+h050zyJEBwAAAGAKm82myMhISVJISIhCQkJMXhEAAID5nCH6tTrRmYnuWYToAAAAAEzjvPCjCx0AAKBEgwYNJF1fiE4numcQogMAAAAwjfPCjxAdAACgxPV0ojMT3bMI0QEAAACYxtmJHhcXZ/JKAAAAvIMzRD948KCKioqu+hw60T2LEB0AAACAaRISEiRJDRs2NHklAAAA3qFOnTqy2+0qLCxURkbGVZ/DTHTPcluIXr9+fVkslis+Zs6c6a4fBwAAAMAHjRs3TgsWLNCTTz5p9lIAAAC8gtVqVVJSkqSrj3QpKirSyZMnJdGJ7ilu7USfPn26jh075voYNWqUO38cAAAAAB8TERGhv/zlLwoNDTV7KQAAAF7jWnPRc3JyJEkWi0Xh4eEeXVdV5efOFw8JCVF0dLQ7fwQAAAAAAAAAVCrOEH3fvn2/+ppzlEtERIRsNptH11VVubUTfebMmYqIiFDTpk01a9asMgfhO+Xn5ysvL++KDwAAAAAAAACoSho0aCDp6p3ozEP3PLd1oo8ePVrNmjVTeHi4Nm3apEmTJunYsWNKSUkp83tmzJihadOmuWtJAAAAAAAAAOD1rjXOxRmiMw/dc8rViT5x4sRfbRb6y4+9e/dKksaMGaMOHTro9ttv17Bhw/T3v/9ds2fPVn5+fpmvP2nSJJ05c8b1kZmZeWNHBwAAAAAAAAA+xhmiHzx48FfTPbKzsyURontSuTrRx44dq8cff/yaz0lMTLzq4y1btlRRUZEOHTqkRo0aXfU5drtddru9PEsCAAAAAAAAgEolLi5OgYGBunTpkg4fPqykpCTX1+hE97xyhei1atWq8H+cf/3rX7JarczqAQAAAAAAAIBrsFqtSkpK0q5du5Senn7VEJ2c1XPcsrHo5s2b9eqrr+r777/XgQMHlJaWpqeeekr9+/dXzZo13fEjAQAAAAAAAKDSKGsuOp3onueWjUXtdruWL1+uqVOnKj8/XwkJCXrqqac0ZswYd/w4AAAAAAAAAKhUnCH6vn37rnicmeie55YQvVmzZtqyZYs7XhoAAAAAAAAAKj060b2HW8a5AAAAAAAAAAAqrkGDBpLKDtGZie45hOgAAAAAAAAA4GWcneiHDh1SYWGhJKmoqEgnT56URCe6JxGiAwAAAAAAAICXiY2NVVBQkIqKinT48GFJUm5urgzDkMViUUREhMkrrDoI0QEAAAAAAADAy1itViUlJUkqHeniHOUSHh4um81m2tqqGkJ0AAAAAAAAAPBCv9xclHno5iBEBwAAAAAAAAAv5AzR9+3bJ6k0RGceumcRogMAAAAAAACAF/plJ3p2drYkQnRPI0QHAAAAAAAAAC/UoEEDSb8e50KI7lmE6AAAAAAAAADghZyd6IcOHVJhYSEz0U1CiA4AAAAAAAAAXig2NlbVqlVTcXGxDh06RCe6SQjRAQAAAAAAAMALWSyWK0a6MBPdHIToAAAAAAAAAOClLg/RGediDkJ0AAAAAAAAAPBSzrno+/btY5yLSQjRAQAAAAAAAMBLOUP0vXv3Kjc3VxIhuqcRogMAAAAAAACAl3KG6Fu3bpVhGJKkiIgIM5dU5RCiAwAAAAAAAICXcs5EP3PmjKSSAN3Pz8/MJVU5hOgAAAAAAAAA4KViYmIUHBzs+pxRLp5HiA4AAAAAAAAAXspisbi60SVCdDMQogMAAAAAAACAFyNENxchOgAAAAAAAAB4MefmopIUFRVl4kqqJkJ0AAAAAAAAAPBil4fodKJ7HiE6AAAAAAAAAHgxQnRzEaIDAAAAAAAAgBdjJrq5CNEBAAAAAAAAwItFR0erevXqkpiJbgZCdAAAAAAAAADwYhaLRY8++qhiY2PVtGlTs5dT5fiZvQAAAAAAAAAAwLUtXLhQDodDVit90Z7GbxwAAAAAAAAAfAABujn4rQMAAAAAAAAAUAZCdAAAAAAAAAAAykCIDgAAAAAAAABAGQjRAQAAAAAAAAAoAyE6AAAAAAAAAABl8DN7AddiGIYkKS8vz+SVAAAAAAAAAAAqE2fu7Myhy+LVIfrZs2clSfHx8SavBAAAAAAAAABQGZ09e1ZhYWFlft1i/FbMbiKHw6GjR48qJCREFovF7OVUanl5eYqPj1dmZqZCQ0PNXg4AE1EPAEjUAgAlqAUAJGoBgFKVrR4YhqGzZ88qNjZWVmvZk8+9uhPdarWqTp06Zi+jSgkNDa0UfwEA3DjqAQCJWgCgBLUAgEQtAFCqMtWDa3WgO7GxKAAAAAAAAAAAZSBEBwAAAAAAAACgDITokCTZ7XY999xzstvtZi8FgMmoBwAkagGAEtQCABK1AECpqloPvHpjUQAAAAAAAAAAzEQnOgAAAAAAAAAAZSBEBwAAAAAAAACgDIToAAAAAAAAAACUgRAdAAAAAAAAAIAyEKIDAAAAAAAAAFAGQvQqyDAMs5cAAAC8BOcFAJyoB0DVdfHiRbOXAMALnD179orzAc4NSlkMfhuVWkFBgV5//XWFhobqzjvvVIsWLcxeEgATFBQUaOHChYqIiNBdd92lxMREs5cEwAScFwBwoh4AkKTCwkKNHj1ahw4dUq1atTRixAi1bNlSFovF7KUB8KDCwkKNHDlSP/zwgyIiItSvXz/17t3b7GV5FTrRK7HPPvtMMTEx+u///m+9/vrr6t69u2bMmGH2sgB42IcffqioqCgtXrxYY8aMUbdu3bR48WKzlwXAwzgvAOBEPQAgScePH1fLli21c+dOde/eXTt37tSwYcM0a9YsSZLD4TB5hQA84fTp0+rYsaN++OEHjRo1SoWFhfrrX/+qMWPGmL00r+Jn9gLgPosXL1bv3r01Z84cHTt2TKtWrdJf/vIXxcTEqG/fvgoICDB7iQDczDAMpaamasiQIXr55Ze1e/duvffeexo6dKgSExPVvn17s5cIwEM4LwDgRD0AIEnffPONCgoK9OmnnyouLk79+vXTq6++queee05/+tOfdNttt8kwDLrSgUru+++/V1ZWlj788EM1btxYPXv21LJlyzRw4EB16dJFXbt2NXuJXoFO9EqkuLjY9ecDBw5oy5YtroAsJiZGAwcO1IABAzR79mzt2LHDrGUCcLNz587pwoULkqSdO3dq06ZNeuihhyRJv//97zV16lR16tRJTz/9tI4cOWLmUgF4COcFAJwOHjxIPQCqOGeH+YkTJ3Tq1CnFxcVJksLCwjR06FC1a9dOQ4cOlSQCdKAKyM3N1c8//6zGjRtLkux2uwYMGKB+/fpp/PjxunTpkskr9A6E6JXElClT9Mwzz7g+T0hIUEFBgU6dOiWpdJOQWbNm6dixY/rss89UUFBgyloBuM/48ePVunVr5eTkSJLi4+NlsVh09OhRSXL9vZ83b56+++47rV692rS1AnCftWvXaufOna6LZM4LgKpr//79V2wKVq9ePeoBUAWlpqbqnXfe0b59+2S1lkRBNptN0dHR+uqrr1zPi46O1sSJE7V161atXbtWEhsLApXJt99+K+nKcU2hoaGKj4/XBx98IEmuO1Cee+457du3z/V4VR/xRIju4z7++GNFR0drzZo1io2N1cmTJyWV/I/dq1cvzZs3T5IUFBSkwsJCRUZGavDgwXr77bdls9nMXDqAm2jevHkKCwvT8uXLtWvXLh04cEBSyeYg9913n5YuXSpJCggIUFFRkerWratBgwZp9uzZZi4bwE329ttvKyYmRmPHjlW7du00atQoHTlyRBaLRT179uS8AKhCFi1apHr16ql3795q3bq1li5dquLiYlmtVvXo0YN6AFQRn3/+uaKiojR37lxNnjxZ3bp1U0pKiiSpVatWunjxojZt2nTFm2eNGzdW165d9c9//lMS3ehAZfDRRx8pLi5O3bp106FDh2S1WlVUVCRJSkpKUnx8vL744gudP39eFotFDodD9evXV58+fZSamipJrjfgqqqqffQ+7vz581q4cKGefPJJffvttxo9erTCw8Mllbyj3KlTJ+Xn5+u1116TVPqO0eOPP66cnBxu1QQqga+//lqJiYmaPn265s+fr40bN6pp06ZKT0+XJNWuXVutWrVSRkaGli9ffsX39u7dW8eOHdNPP/1kxtIB3GQLFy7U3/72N/3jH//QunXrNG/ePC1ZskQnTpyQJHXp0oXzAqCKeO211zRjxgy9/PLLeu2119S1a1cNGDBAqampMgxD3bt318WLF6kHQBXw1ltvqWfPntqxY4fWrl2roUOHaty4cfr000/VpEkTdejQQR988IE2bdrk+p7atWvL39+/ygdmQGWRlpamF198UXfffbd+97vfaebMmZIkPz8/GYahhIQEdejQQdu3b9eKFSsklQTmfn5+qlmzpux2u86dO2fmIXgFKqIP27Bhg7Zs2aJnnnlGp06d0sSJE/XSSy8pLS1NktSpUyd17txZKSkpOnbsmOx2u6SSGcmRkZGqXr26mcsHcBN88skn6tatmw4ePKjk5GQlJiYqNzfXNb5Fknr27KmEhATNmzdPubm58vMr2VM6PT1d1atXV1hYmFnLB3ATGIah4uJirVu3Tq1bt1ZycrIiIyPVt29fxcbGusKxtm3bqkuXLpwXAJXchQsXtHLlSvXr10+9e/dWmzZtNHXqVLVr104vvvii1qxZo86dO+u+++6jHgCVlHP8ysGDB/XFF1+oV69ekqRbbrlFY8eOVZ8+fTR27Fjl5ORo6tSpKioqUmpq6hX7JV28eNHVpAfANzn3TmzQoIHuvfdevfTSS3rggQe0YcMGbdiwQVLJ3euSNHz4cMXFxWnBggX68ccfXa+RnZ2t2NhYzg1EiO6TnP8gZmVlqW3btlq/fr2aN2+uf/3rX9q0aZMGDBigUaNGyeFwaMyYMapTp47uv/9+vfvuu9q/f7+WLVum2267TfXr1zf3QADcsJkzZ+qNN96Q3W533YrVoUMHff31167nJCQk6IknntC5c+fUp08fbdmyRRkZGVq7dq1atWqlyMhIs5YP4CawWCyy2Wzas2eP7Ha7srKyJEmjR4+W1WrVJ598os2bN6t27dr6z//8T84LgErOz89P3333nRo1aiRJys/PlyRFRUXJ4XBo6dKlKiws1MiRIxUfH089ACqR9PR01yxjqWTj4ICAAGVkZEgq3R9pzpw5OnLkiN566y1FRUVp4sSJ+vnnn9W2bVulpKToscce07Zt21zhOwDf4qwFzvFsLVu21PPPP6+6deuqW7duatSokWbNmiWpdORrRESExowZo+DgYLVq1Urjx49X//799dlnn+mRRx6RxP4IFqOq/wZ8wPvvv681a9aocePG6tixo5o0aSJJWr58uYYNG6Z+/fopMjJSU6ZMkb+/v5YsWaK5c+fqkUce0dixY5WVlaXHH39cGRkZOn36tOrXr6+0tDROjgEfU1YtcDgcV9xqOWzYMP3000/66KOPVL16dVmtVjkcDv3www/q16+fioqKlJubq0aNGumdd95RfHy8WYcEoAKudV7w9NNP69Zbb9X27dtVq1Yt9e3bV+vXr1dubq769u2rCRMmKCsrSwMGDFBmZibnBYCPK6se9O3bVzt27NAXX3yhuLg4paWlaeHChUpKStKGDRv04YcfqkmTJlwnAJXEe++9pwkTJshutyssLExDhw7VwIEDdf78eY0YMUJZWVn65JNPFBAQoMLCQvn7+2vy5MlKS0vT4cOHJUlHjhzR9OnTlZ2drYKCAqWkpLjejAPgG8qqBZKueINt8eLFeuWVVzRu3Dg98cQTKioqct2xnp+fr+eff16ZmZk6d+6cXnzxRWqBkwGvlZOTYzz88MNGdHS0MWzYMKNdu3ZGXFycsXjxYsMwDMPhcBiNGzc2LBaL6zHn4w899JAxaNAgIz8/3zAMw7h06ZJx7NgxY+fOnSYcCYAbUVYtePvtt13PcTgcRnFxsWEYhvH2228boaGhRlFRketrDofDMAzDOHPmjJGenm5s27bN8wcC4Ib81nmBYRjG8ePHjZdfftm4++67jby8PNfjgwcPNnr27GlkZWUZhmEYFy9e5LwA8GFl1YMlS5YYhmEYP/30k5GYmGgkJiYasbGxRrVq1YwPPvjAMAzD8PPzM1auXOl6La4TAN+2Zs0ao379+sabb75prF692hgzZozh5+dnpKamGoZRcm3QtGlTY/78+YZhGEZhYaFhGIaxdetWo1atWsbWrVuveL2LFy969gAA3BRXqwX+/v5GamqqceHCBcMwSv/+//zzz8agQYOMP/zhD8bZs2cNwzBc+aGTM09AKT+zQ3yUbf369crIyNC2bdsUFxcnSXr44Yf1/PPPq0aNGurRo4dGjBihJ598UhcuXHC9c2SxWBQSEqLdu3crICBAUsntGdHR0YqOjjbzkABUwLVqQVhYmHr06CHDMFzd6HXq1FFYWJg2btyojh07ut5tlqSQkBCFhoaachwAbkxZteCFF15QaGioevXqpYiICG3fvl1dunRRSEiICgoKFBAQoJCQEK1bt07BwcGSJLvdznkB4MPKqgdTp05VaGioevTooY0bN2r37t06fvy4+vTpI39/f504cUJ169bVhQsXXK9FPQB8k/F/XaWbN29WRESEBg8eLH9/f9133326dOmS5s6dq3r16qlXr15au3atlixZoi5durjuNDlw4ID8/f0VERFxxesGBgaacDQAKuq3akFqaqoiIyPVs2dPV7d5XFycevbsqe+//16vvPKKevXqpWeeeUZz5sxx3anuHAWDUsxE92LvvPOO6tSpo7i4ONcuuA888IAOHjyo2bNnKzc3V0OHDlXnzp01e/ZsrVu3TpJ0/PhxHT161HXLhqQrQjQAvqWsWnDgwAHNnj1bOTk5slqtrk1DwsPDVVBQ4Pr8ctQCwHddqxa8+eabysrKkp+fn3Jzc7Vt2zZJJW+iZ2Vl6aefflJycrIrRKcWAL6trHpw6NAhzZ49W9nZ2apTp446deqkxx57TP7+/pJKwveAgAC1a9fOzOUDuAmc/5bv3r1bSUlJ8vf3d20Q+MILLyg4OFhLly6VzWbTk08+KavVquTkZG3atEkZGRn67LPP1Lx5c95AA3zcb9WCwMBAffzxxzp+/Lik0s1G77nnHrVo0ULTp09X8+bNVVhYqKioKHMOwkcQonuJ//mf/9Hnn3/u2hhQKtk5e9euXZLk2gV3z5496tixoy5evKgPP/xQVqtVaWlpioqKUt++fdWtWzfdeeedKiws1J/+9CdTjgVAxZW3Fly6dEkrVqyQVPpOcdOmTeVwOPTNN994ePUAbpaK1IKPP/5YkjRp0iStXLlSbdu21YgRI3TXXXcpLy9PQ4YM8fyBALhhN1IPrFarTpw4ob179+qNN97QU089pV69eikyMrLKbw4G+Jq1a9dq9OjRevXVV/Xtt9+6Hr/33nu1atUqFRcXu8KzmjVr6rHHHtPmzZu1Y8cOtW7dWm+99ZaKioo0cOBAtWjRQjt37tSsWbMUFBRk4lEBKK+K1oIff/xRUklucP78eaWmpmr+/Plq3769tm/frtWrV8tut5t1WD6BEN1kOTk5GjBggDp06KAJEybo559/dn1t6NChOnnypNq3b69Zs2apTZs2evfddzV58mRduHBBmZmZKi4uVmRkpN5//30tW7ZMHTt21Lx587Ru3TrFxMSYeGQAyqOiteD8+fPKzMyUVLpTdk5Ojh5++GG1b9/elGMBUHE3oxbcc889eu+99/THP/5RZ86cUUpKijZu3Ki6deuadVgAKuBm1ANJyszM1KRJk5SSkqKXXnpJf/vb31wjIAF4v2PHjql79+7q37+/Tp48qUWLFqlLly6u8Kx9+/YKDQ3VtGnTJJVeEwwePFjnzp1zPa9Ro0basGGDVq9erY8//ljbt29ns0DAh9xILcjLy9OOHTtcr3X48GEtX75cixcv1vr1610bk+PaCNFNVFRUpPfff19ZWVlavny50tPTtXz5cuXn50uSEhMTtWLFCjVs2FDLly9X8+bN9e2336pjx466/fbbtXv3blfnaVRUlDp37qxx48apR48eJh4VgPK6GbVAKr2NKzIyUnPmzNE999xj2jEBKL8brQV79uxxvVaPHj00c+ZMpaWl6ZFHHjHrkABU0M06N5CkZs2a6dlnn9WBAwfUv39/sw4JQAVcuHBBkyZNUnBwsLZs2aKlS5dq586datSokebOnStJiomJ0fDhw/XKK68oMzNTAQEBrvCsUaNGV9SD4OBg1a9fXy1btjTleABUzM2oBc472CTp97//vbZs2aI///nPphyPr2JjURP5+fmpWbNmqlOnjrp37669e/cqJSVFXbt21Z133ilJatu2rdq2bevaGEySsrOztWPHDiUnJ0uSHA6Ha0NBAL6HWgBAohYAKHWz6kFRUZH8/PzUtGlTsw4FwA2oVq2a7Ha7kpOTlZCQ4Po73a1bN61atUqGYSgkJER9+/bVqlWr9Oijj2r58uWqV6+eMjIylJ2drfHjx7tejztQAN90s2sBKsZiMAzPVM5ddJ3i4uJ0//3365VXXlFISMgVX7906ZJsNpveeustLViwQEuWLOGWC6CSoBYAkKgFAEpRDwBIUmFhoWtzYOcb5f369VNwcLBSU1Ndzzty5Ig6dOigoqIi3XXXXdq0aZNuvfVWvfPOO6pdu7ZZywdwk1ALzEebksmcJ74FBQWSpFdffVWLFi3Sli1brvj6kSNHtHjxYrVp00ZTpkzR+PHjOTEGKhFqAQCJWgCgFPUAgCRXaCbJdafZ4cOH1bZtW0klYZrD4VBcXJxWrVqlmTNnKj4+Xi+++KK+/PJLQjOgkqAWmI9OdC/Upk0bBQcHKy0tTVFRUTpx4oRq1aqlZcuW6ejRoxo7dqzZSwTgAdQCABK1AEAp6gGAAwcOqE2bNlq5cqWaN28uSVeMdQJQNVALPI8Q3Ys4Zxrt2rVLd9xxh1JSUrR//359/fXXWrJkiRo3bmz2EgF4ALUAgEQtAFCKegDAOcLpv/7rvzR9+nTt27dPkjRt2jQdP35c06ZNU1RUlMmrBOBu1ALzEKJ7qRYtWmjbtm2qW7eu5s+fr/vuu8/sJQEwAbUAgEQtAFCKegBUbSNHjlRwcLA6deqkIUOG6MKFC/rnP/+pLl26mL00AB5ELfA8QnQvs3//fvXo0UMHDhzQ66+/rkGDBpm9JAAmoBYAkKgFAEpRDwBcunRJTZo00f79+xUQEKBp06ZpwoQJZi8LgIdRC8zhZ/YCcCWbzaaHHnpIEyZMUFBQkNnLAWASagEAiVoAoBT1AEBgYKDq16+vzp07KyUlRYGBgWYvCYAJqAXmoBMdAAAAAADABxQXF8tms5m9DAAmoxZ4HiE6AAAAAAAAAABlsJq9AAAAAAAAAAAAvBUhOgAAAAAAAAAAZSBEBwAAAAAAAACgDIToAAAAAAAAAACUgRAdAAAAAAAAAIAyEKIDAAAAAAAAAFAGQnQAAAAAAAAAAMpAiA4AAAAAAAAAQBkI0QEAAAAAAAAAKAMhOgAAAAAAAAAAZSBEBwAAAAAAAACgDP8fzW2KY74Crl0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 3))\n", "\n", "# Update the model's parameterization to one that attributes more\n", "# variation in inflation to the observation error and so has less\n", "# variation in the trend component\n", "mod.update([4, 0.05])\n", "\n", "# Plot simulations\n", "for i in range(nsimulations):\n", " sim_kfs.simulate()\n", " ax.plot(dta.index, sim_kfs.simulated_state[0],\n", " color='C0', alpha=0.25, label='Simulated state')\n", "\n", "# Plot data\n", "dta.infl.plot(ax=ax, color='k', label='Data', zorder=-1)\n", " \n", "# Add title, legend, clean up layout\n", "ax.set_title('Simulations with alternative parameterization yielding a smoother trend')\n", "handles, labels = ax.get_legend_handles_labels()\n", "ax.legend(handles[-2:], labels[-2:])\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Application: Bayesian analysis of a TVP-VAR model by MCMC\n", "\n", "One of the applications that Chan and Jeliazkov (2009) consider is the time-varying parameters vector autoregression (TVP-VAR) model, estimated with Bayesian Gibb sampling (MCMC) methods. They apply this to model the co-movements in four macroeconomic time series:\n", "\n", "- Real GDP growth\n", "- Inflation\n", "- Unemployment rate\n", "- Short-term interest rates\n", "\n", "We will replicate their example, using a very similar dataset that is included in Statsmodels." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:02.530467Z", "iopub.status.busy": "2022-11-02T17:08:02.530082Z", "iopub.status.idle": "2022-11-02T17:08:02.833724Z", "shell.execute_reply": "2022-11-02T17:08:02.833096Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Subset to the four variables of interest\n", "y = dta[['realgdp', 'cpi', 'unemp', 'tbilrate']].copy()\n", "y.columns = ['gdp', 'inf', 'unemp', 'int']\n", "\n", "# Convert to real GDP growth and CPI inflation rates\n", "y[['gdp', 'inf']] = np.log(y[['gdp', 'inf']]).diff() * 100\n", "y = y.iloc[1:]\n", "\n", "fig, ax = plt.subplots(figsize=(15, 5))\n", "y.plot(ax=ax)\n", "ax.set_title('Evolution of macroeconomic variables included in TVP-VAR exercise');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### TVP-VAR model\n", "\n", "**Note**: this section is based on Chan and Jeliazkov (2009) section 3.1, which can be consulted for additional details.\n", "\n", "The usual (time-invariant) VAR(1) model is typically written:\n", "\n", "$$\n", "\\begin{aligned}\n", "y_t & = \\mu + \\Phi y_{t-1} + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, H)\n", "\\end{aligned}\n", "$$\n", "\n", "where $y_t$ is a $p \\times 1$ vector of variables observed at time $t$ and $H$ is a covariance matrix.\n", "\n", "The TVP-VAR(1) model generalizes this to allow the coefficients to vary over time according. Stacking all the parameters into a vector according to $\\alpha_t = \\text{vec}([\\mu_t : \\Phi_t])$, where $\\text{vec}$ denotes the operation that stacks columns of a matrix into a vector, we model their evolution over time according to:\n", "\n", "$$\\alpha_{i,t+1} = \\alpha_{i, t} + \\eta_{i,t}, \\qquad \\eta_{i, t} \\sim N(0, \\sigma_i^2)$$\n", "\n", "In other words, each parameter evolves independently according to a random walk.\n", "\n", "Note that there are $p$ coefficients in $\\mu_t$ and $p^2$ coefficients in $\\Phi_t$, so the full state vector $\\alpha$ is shaped $p * (p + 1) \\times 1$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Putting the TVP-VAR(1) model into state-space form is relatively straightforward, and in fact we just have to re-write the observation equation into SUR form:\n", "\n", "$$\n", "\\begin{aligned}\n", "y_t & = Z_t \\alpha_t + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, H) \\\\\n", "\\alpha_{t+1} & = \\alpha_t + \\eta_t, \\qquad \\eta_t \\sim N(0, \\text{diag}(\\{\\sigma_i^2\\}))\n", "\\end{aligned}\n", "$$\n", "\n", "where\n", "\n", "$$\n", "Z_t = \\begin{bmatrix}\n", "1 & y_{t-1}' & 0 & \\dots & & 0 \\\\\n", "0 & 0 & 1 & y_{t-1}' & & 0 \\\\\n", "\\vdots & & & \\ddots & \\ddots & \\vdots \\\\\n", "0 & 0 & 0 & 0 & 1 & y_{t-1}' \\\\\n", "\\end{bmatrix}\n", "$$\n", "\n", "As long as $H$ is full rank and each of the variances $\\sigma_i^2$ is non-zero, the model satisfies the requirements of the CFA simulation smoother.\n", "\n", "We also need to specify the initialization / prior for the initial state, $\\alpha_1$. Here we will follow Chan and Jeliazkov (2009) in using $\\alpha_1 \\sim N(0, 5 I)$, although we could also model it as diffuse." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aside from the time-varying coefficients $\\alpha_t$, the other parameters that we will need to estimate are terms in the covariance matrix $H$ and the random walk variances $\\sigma_i^2$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### TVP-VAR model in Statsmodels\n", "\n", "Constructing this model programatically in Statsmodels is also relatively straightforward, since there are basically four steps:\n", "\n", "1. Create a new `TVPVAR` class as a subclass of `sm.tsa.statespace.MLEModel`\n", "2. Fill in the fixed values of the state space system matrices\n", "3. Specify the initialization of $\\alpha_1$\n", "4. Create a method for updating the state space system matrices with new values of the covariance matrix $H$ and the random walk variances $\\sigma_i^2$.\n", "\n", "To do this, first note that the general state space representation used by Statsmodels is:\n", "\n", "$$\n", "\\begin{aligned}\n", "y_t & = d_t + Z_t \\alpha_t + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, H_t) \\\\\n", "\\alpha_{t+1} & = c_t + T_t \\alpha_t + R_t \\eta_t, \\qquad \\eta_t \\sim N(0, Q_t) \\\\\n", "\\end{aligned}\n", "$$\n", "\n", "Then the TVP-VAR(1) model implies the following specializations:\n", "\n", "- The intercept terms are zero, i.e. $c_t = d_t = 0$\n", "- The design matrix $Z_t$ is time-varying but its values are fixed as described above (i.e. its values contain ones and lags of $y_t$)\n", "- The observation covariance matrix is not time-varying, i.e. $H_t = H_{t+1} = H$\n", "- The transition matrix is not time-varying and is equal to the identity matrix, i.e. $T_t = T_{t+1} = I$\n", "- The selection matrix $R_t$ is not time-varying and is also equal to the identity matrix, i.e. $R_t = R_{t+1} = I$\n", "- The state covariance matrix $Q_t$ is not time-varying and is diagonal, i.e. $Q_t = Q_{t+1} = \\text{diag}(\\{\\sigma_i^2\\})$" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:02.839325Z", "iopub.status.busy": "2022-11-02T17:08:02.838067Z", "iopub.status.idle": "2022-11-02T17:08:02.848166Z", "shell.execute_reply": "2022-11-02T17:08:02.847615Z" } }, "outputs": [], "source": [ "# 1. Create a new TVPVAR class as a subclass of sm.tsa.statespace.MLEModel\n", "class TVPVAR(sm.tsa.statespace.MLEModel):\n", " # Steps 2-3 are best done in the class \"constructor\", i.e. the __init__ method\n", " def __init__(self, y):\n", " # Create a matrix with [y_t' : y_{t-1}'] for t = 2, ..., T\n", " augmented = sm.tsa.lagmat(y, 1, trim='both', original='in', use_pandas=True)\n", " # Separate into y_t and z_t = [1 : y_{t-1}']\n", " p = y.shape[1]\n", " y_t = augmented.iloc[:, :p]\n", " z_t = sm.add_constant(augmented.iloc[:, p:])\n", "\n", " # Recall that the length of the state vector is p * (p + 1)\n", " k_states = p * (p + 1)\n", " super().__init__(y_t, exog=z_t, k_states=k_states)\n", "\n", " # Note that the state space system matrices default to contain zeros,\n", " # so we don't need to explicitly set c_t = d_t = 0.\n", "\n", " # Construct the design matrix Z_t\n", " # Notes:\n", " # -> self.k_endog = p is the dimension of the observed vector\n", " # -> self.k_states = p * (p + 1) is the dimension of the observed vector\n", " # -> self.nobs = T is the number of observations in y_t\n", " self['design'] = np.zeros((self.k_endog, self.k_states, self.nobs))\n", " for i in range(self.k_endog):\n", " start = i * (self.k_endog + 1)\n", " end = start + self.k_endog + 1\n", " self['design', i, start:end, :] = z_t.T\n", "\n", " # Construct the transition matrix T = I\n", " self['transition'] = np.eye(k_states)\n", "\n", " # Construct the selection matrix R = I\n", " self['selection'] = np.eye(k_states)\n", "\n", " # Step 3: Initialize the state vector as alpha_1 ~ N(0, 5I)\n", " self.ssm.initialize('known', stationary_cov=5 * np.eye(self.k_states))\n", "\n", " # Step 4. Create a method that we can call to update H and Q\n", " def update_variances(self, obs_cov, state_cov_diag):\n", " self['obs_cov'] = obs_cov\n", " self['state_cov'] = np.diag(state_cov_diag)\n", "\n", " # Finally, it can be convenient to define human-readable names for\n", " # each element of the state vector. These will be available in output\n", " @property\n", " def state_names(self):\n", " state_names = np.empty((self.k_endog, self.k_endog + 1), dtype=object)\n", " for i in range(self.k_endog):\n", " endog_name = self.endog_names[i]\n", " state_names[i] = (\n", " ['intercept.%s' % endog_name] +\n", " ['L1.%s->%s' % (other_name, endog_name) for other_name in self.endog_names])\n", " return state_names.ravel().tolist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above class defined the state space model for any given dataset. Now we need to create a specific instance of it with the dataset that we created earlier containing real GDP growth, inflation, unemployment, and interest rates." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:02.852870Z", "iopub.status.busy": "2022-11-02T17:08:02.851553Z", "iopub.status.idle": "2022-11-02T17:08:02.860696Z", "shell.execute_reply": "2022-11-02T17:08:02.860155Z" } }, "outputs": [], "source": [ "# Create an instance of our TVPVAR class with our observed dataset y\n", "mod = TVPVAR(y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Preliminary investigation with ad-hoc parameters in H, Q" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our analysis below, we will need to begin our MCMC iterations with some initial parameterization. Following Chan and Jeliazkov (2009) we will set $H$ to be the sample covariance matrix of our dataset, and we will set $\\sigma_i^2 = 0.01$ for each $i$.\n", "\n", "Before discussing the MCMC scheme that will allow us to make inferences about the model, first we can consider the output of the model when simply plugging in these initial parameters. To fill in these parameters, we use the `update_variances` method that we defined earlier and then perform Kalman filtering and smoothing conditional on those parameters.\n", "\n", "**Warning: This exercise is just by way of explanation - we must wait for the output of the MCMC exercise to study the actual implications of the model in a meaningful way**. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:02.865231Z", "iopub.status.busy": "2022-11-02T17:08:02.864138Z", "iopub.status.idle": "2022-11-02T17:08:02.888757Z", "shell.execute_reply": "2022-11-02T17:08:02.888192Z" } }, "outputs": [], "source": [ "initial_obs_cov = np.cov(y.T)\n", "initial_state_cov_diag = [0.01] * mod.k_states\n", "\n", "# Update H and Q\n", "mod.update_variances(initial_obs_cov, initial_state_cov_diag)\n", "\n", "# Perform Kalman filtering and smoothing\n", "# (the [] is just an empty list that in some models might contain\n", "# additional parameters. Here, we don't have any additional parameters\n", "# so we just pass an empty list)\n", "initial_res = mod.smooth([])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `initial_res` variable contains the output of Kalman filtering and smoothing, conditional on those initial parameters. In particular, we may be interested in the \"smoothed states\", which are $E[\\alpha_t \\mid y^t, H, \\{\\sigma_i^2\\}]$.\n", "\n", "First, lets create a function that graphs the coefficients over time, separated into the equations for equation of the observed variables." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:02.893444Z", "iopub.status.busy": "2022-11-02T17:08:02.892325Z", "iopub.status.idle": "2022-11-02T17:08:02.899390Z", "shell.execute_reply": "2022-11-02T17:08:02.898861Z" } }, "outputs": [], "source": [ "def plot_coefficients_by_equation(states):\n", " fig, axes = plt.subplots(2, 2, figsize=(15, 8))\n", "\n", " # The way we defined Z_t implies that the first 5 elements of the\n", " # state vector correspond to the first variable in y_t, which is GDP growth\n", " ax = axes[0, 0]\n", " states.iloc[:, :5].plot(ax=ax)\n", " ax.set_title('GDP growth')\n", " ax.legend()\n", "\n", " # The next 5 elements correspond to inflation\n", " ax = axes[0, 1]\n", " states.iloc[:, 5:10].plot(ax=ax)\n", " ax.set_title('Inflation rate')\n", " ax.legend();\n", "\n", " # The next 5 elements correspond to unemployment\n", " ax = axes[1, 0]\n", " states.iloc[:, 10:15].plot(ax=ax)\n", " ax.set_title('Unemployment equation')\n", " ax.legend()\n", "\n", " # The last 5 elements correspond to the interest rate\n", " ax = axes[1, 1]\n", " states.iloc[:, 15:20].plot(ax=ax)\n", " ax.set_title('Interest rate equation')\n", " ax.legend();\n", " \n", " return ax\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we are interested in the smoothed states, which are available in the `states.smoothed` attribute out our results object `initial_res`.\n", "\n", "As the graph below shows, the initial parameterization implies substantial time-variation in some of the coefficients." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:02.903804Z", "iopub.status.busy": "2022-11-02T17:08:02.902717Z", "iopub.status.idle": "2022-11-02T17:08:03.939983Z", "shell.execute_reply": "2022-11-02T17:08:03.939344Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Here, for illustration purposes only, we plot the time-varying\n", "# coefficients conditional on an ad-hoc parameterization\n", "\n", "# Recall that `initial_res` contains the Kalman filtering and smoothing,\n", "# and the `states.smoothed` attribute contains the smoothed states\n", "plot_coefficients_by_equation(initial_res.states.smoothed);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bayesian estimation via MCMC\n", "\n", "We will now implement the Gibbs sampler scheme described in Chan and Jeliazkov (2009), Algorithm 2.\n", "\n", "\n", "We use the following (conditionally conjugate) priors:\n", "\n", "$$\n", "\\begin{aligned}\n", "H & \\sim \\mathcal{IW}(\\nu_1^0, S_1^0) \\\\\n", "\\sigma_i^2 & \\sim \\mathcal{IG} \\left ( \\frac{\\nu_{i2}^0}{2}, \\frac{S_{i2}^0}{2} \\right )\n", "\\end{aligned}\n", "$$\n", "\n", "where $\\mathcal{IW}$ denotes the inverse-Wishart distribution and $\\mathcal{IG}$ denotes the inverse-Gamma distribution. We set the prior hyperparameters as:\n", "\n", "$$\n", "\\begin{aligned}\n", "v_1^0 = T + 3, & \\quad S_1^0 = I \\\\\n", "v_{i2}^0 = 6, & \\quad S_{i2}^0 = 0.01 \\qquad \\text{for each} ~ i\\\\\n", "\\end{aligned}\n", "$$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:03.945031Z", "iopub.status.busy": "2022-11-02T17:08:03.943897Z", "iopub.status.idle": "2022-11-02T17:08:03.948868Z", "shell.execute_reply": "2022-11-02T17:08:03.948326Z" } }, "outputs": [], "source": [ "# Prior hyperparameters\n", "\n", "# Prior for obs. cov. is inverse-Wishart(v_1^0=k + 3, S10=I)\n", "v10 = mod.k_endog + 3\n", "S10 = np.eye(mod.k_endog)\n", "\n", "# Prior for state cov. variances is inverse-Gamma(v_{i2}^0 / 2 = 3, S+{i2}^0 / 2 = 0.005)\n", "vi20 = 6\n", "Si20 = 0.01" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before running the MCMC iterations, there are a couple of practical steps:\n", "\n", "1. Create arrays to store the draws of our state vector, observation covariance matrix, and state error variances.\n", "2. Put the initial values for H and Q (described above) into the storage vectors\n", "3. Construct the simulation smoother object associated with our `TVPVAR` instance to make draws of the state vector" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:03.953407Z", "iopub.status.busy": "2022-11-02T17:08:03.952320Z", "iopub.status.idle": "2022-11-02T17:08:03.958549Z", "shell.execute_reply": "2022-11-02T17:08:03.958016Z" } }, "outputs": [], "source": [ "# Gibbs sampler setup\n", "niter = 11000\n", "nburn = 1000\n", "\n", "# 1. Create storage arrays\n", "store_states = np.zeros((niter + 1, mod.nobs, mod.k_states))\n", "store_obs_cov = np.zeros((niter + 1, mod.k_endog, mod.k_endog))\n", "store_state_cov = np.zeros((niter + 1, mod.k_states))\n", "\n", "# 2. Put in the initial values\n", "store_obs_cov[0] = initial_obs_cov\n", "store_state_cov[0] = initial_state_cov_diag\n", "mod.update_variances(store_obs_cov[0], store_state_cov[0])\n", "\n", "# 3. Construct posterior samplers\n", "sim = mod.simulation_smoother(method='cfa')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As before, we could have used either the simulation smoother based on the Kalman filter and smoother or that based on the Cholesky Factor Algorithm." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:08:03.962918Z", "iopub.status.busy": "2022-11-02T17:08:03.961812Z", "iopub.status.idle": "2022-11-02T17:09:35.595590Z", "shell.execute_reply": "2022-11-02T17:09:35.594837Z" } }, "outputs": [], "source": [ "for i in range(niter):\n", " mod.update_variances(store_obs_cov[i], store_state_cov[i])\n", " sim.simulate()\n", "\n", " # 1. Sample states\n", " store_states[i + 1] = sim.simulated_state.T\n", "\n", " # 2. Simulate obs cov\n", " fitted = np.matmul(mod['design'].transpose(2, 0, 1), store_states[i + 1][..., None])[..., 0]\n", " resid = mod.endog - fitted\n", " store_obs_cov[i + 1] = invwishart.rvs(v10 + mod.nobs, S10 + resid.T @ resid)\n", "\n", " # 3. Simulate state cov variances\n", " resid = store_states[i + 1, 1:] - store_states[i + 1, :-1]\n", " sse = np.sum(resid**2, axis=0)\n", " \n", " for j in range(mod.k_states):\n", " rv = invgamma.rvs((vi20 + mod.nobs - 1) / 2, scale=(Si20 + sse[j]) / 2)\n", " store_state_cov[i + 1, j] = rv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After removing a number of initial draws, the remaining draws from the posterior allow us to conduct inference. Below, we plot the posterior mean of the time-varying regression coefficients.\n", "\n", "(**Note**: these plots are different from those in Figure 1 of the published version of Chan and Jeliazkov (2009), but they are very similar to those produced by the Matlab replication code available at http://joshuachan.org/code/code_TVPVAR.html)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:09:35.602726Z", "iopub.status.busy": "2022-11-02T17:09:35.600888Z", "iopub.status.idle": "2022-11-02T17:09:37.324231Z", "shell.execute_reply": "2022-11-02T17:09:37.323382Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Collect the posterior means of each time-varying coefficient\n", "states_posterior_mean = pd.DataFrame(\n", " np.mean(store_states[nburn + 1:], axis=0),\n", " index=mod._index, columns=mod.state_names)\n", "\n", "# Plot these means over time\n", "plot_coefficients_by_equation(states_posterior_mean);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Python also has a number of libraries to assist with exploring Bayesian models. Here we'll just use the [arviz](https://arviz-devs.github.io/arviz/index.html) package to explore the credible intervals of each of the covariance and variance parameters, although it makes available a much wider set of tools for analysis." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:09:37.328056Z", "iopub.status.busy": "2022-11-02T17:09:37.327679Z", "iopub.status.idle": "2022-11-02T17:09:37.963231Z", "shell.execute_reply": "2022-11-02T17:09:37.962462Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzMAAAJkCAYAAAAlV39NAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAACFfklEQVR4nOzde3zP9f//8fvLTmx2sGFR2ZaJcj7PcZscimqUnLK2ffaJDyGfPh+lwkbio/o5RKl8YplQfPJRyDHbJElCCJ/MpnLK5Mwwe/3+8N273t6bNnZ6ze16ubwvbc/X8/V8Pt6vLd53r9fz9TJM0zQFAAAAABZTrqQLAAAAAICbQZgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAJR5P//8s4YMGaKaNWvKzc1NlStXVpcuXbR8+fICjfP222/LMAwZhqG//vWvN13P1q1b9cQTT8jf31/ly5dXUFCQhg4dql9//TXPfaZNm6bg4GC5ubmpVq1aeuutt/Lse+jQIXl7e6tz5843XWPO+0xKSrphv8DAQBmGoYSEBLv2hIQE2xg5L1dXV1WuXFn333+/+vXrp/fee09nzpzJc+ykpCTbvgCQG8IMAKBM27Jlixo1aqS33npLFy9e1EMPPaT77rtP69ev18MPP6y4uLh8jXPgwAE9//zzt/zBevHixQoJCdHixYsVEBCgiIgIlStXTjNmzFCDBg20f/9+h31mzJih4cOH68KFC+rWrZvOnTunIUOG6P/9v/+X6xxDhgxRVlaW3nnnnVuqtTB4eHgoKipKUVFR6tOnj9q0aSMnJyd99NFHGjhwoKpXr64333xTpmmWdKkArMgEAKCMunjxonn33XebkszevXubFy5csG375ptvTD8/P1OSuXr16huOc/XqVbNdu3ZmxYoVzaioKFOSGRsbW+B6Dh06ZLq7u5uSzHfffdfWnpWVZfbv39+UZDZv3tzMzs6221a5cmWzcuXK5vHjx03TNM1jx46Zvr6+po+Pj3n58mW7OT755BNTkvnaa68VuL4/kmRKMtevX3/DfgEBAaYkc86cOXbtc+bMMSWZAQEBue53+PBhc/jw4aZhGKYkc8SIEQ591q9fb6sDAHLDmRkAQJm1ZMkS/fzzz/Lx8dE777yjChUq2LY1b95cY8aMkSSNGzfuhuNMmzZNGzZs0KRJkxQYGHjT9UydOlUXLlxQx44dNWDAAFu7k5OTZs6cKW9vb23ZskWrV6+2bUtPT1dGRoZ69OihypUrS5KqVq2qxx57TKdOndKePXtsfc+ePauhQ4eqUaNG+vvf/37TdRaHatWqacqUKZoxY4Yk6fXXX9eGDRtKuCoAVkOYAQCUWVu2bJEkNW3aVD4+Pg7bO3bsKEnauHGjjh49musY+/bt08svv6zQ0FANGjTolupZsmSJJKlfv34O2ypWrKhHH31UkvTJJ5/Y2k+cOCFJ8vX1tevv5+cnSTp37pyt7cUXX9TRo0c1a9YsOTs731KtxWXw4MFq3ry5JOm1114r4WoAWA1hBgBQZuV80M/54H+9nDMdpmnqu+++c9h+9epVRUVFyTAMvf/++7e0Xubs2bO29TDNmjXLtU9O+7Zt22xtOWeC/ngG5o/f33nnnZKkr7/+WjNnztSwYcPyHL+06t+/v6RrC/6zsrJKuBoAVkKYAQCUWVWrVpV0bfF+bv7YnpaW5rD99ddf1+bNm/Xqq6+qZs2at1RLenq67esaNWrk2ufuu+92qKVq1apq1aqVli9froULF+rs2bNasGCBli9frgYNGiggIEBXrlzRgAEDdPfdd+uVV165pTpLQtOmTSVdC58HDx4s4WoAWAlhBgBQZnXo0EHStVsh//FsR44/3u3r+lsE79q1S3FxcWrdurWGDRt2y7WcPXvW9rWHh0eufSpWrJhrLW+++aYqVKigvn37ysvLS/369ZOHh4dmzZolSXrjjTe0c+dOzZw5027sixcv3vJdwsLDwx1usfzHV2GEj5wzZNLvl9UBQH5Y44JaAABuQocOHdS+fXulpKTo0Ucf1dtvv6327dvrxIkTevvttzV37ly5uLjoypUrKlfu93/fy8rKUlRUlMqVK6fZs2fbbSsJzZo1065du/TBBx/ol19+UY0aNRQVFaW7775bqampeuWVV9S3b1899NBDkqTp06frtdde0y+//KIKFSqoe/fumj59ep6X291Ily5ddMcdd+S5ffHixTp//vxNvzdJys7Otn3NM2UAFARhBgBQpi1atEiPPfaYNm7caFtgn2P48OH68ssv9e2339otsH/11Vf13XffadKkSapdu3ah1OHp6Wn7+vz58/L29nbok7PGx8vLy2FbQECA7e5rfzRw4EBVqFBBU6dOlXTtLM6zzz6riIgIzZgxQz/88IPi4+O1f/9+ff311wUOZiNHjlRYWFie25OSkm45zGRkZNi+vv5GBwBwI4QZAECZVrVqVW3YsEFr167VF198oRMnTsjf318RERFq1qyZqlevLkmqX7++bZ+cu4599tlnWrFihd14OWtfli9fbvuQn5SU9Kd1BAQE2L7+6aef7ObL8fPPP0tSvm///MEHH2jdunWaPXu2bX3Qv/71LwUEBGjx4sVydnZWRESETp8+rUmTJmnt2rXq3LlzvsYuTjk3X/D09LylW18DuP0QZgAAZZ5hGOrUqZM6depk156amqojR47Iz89PTZo0cdjvyy+/zHPMo0eP5nk759x4eXkpODhY+/fv17fffptrmPn2228lKddarpeRkaF//OMfCg8PV0xMjCTp2LFjOnLkiHr27Gl3a+a2bdtq0qRJ2r59e6kMMx9++KGka5cFOjk5lXA1AKyEGwAAAG5bb7zxhiRpwIABcnV1tbVv375dpmnm+oqLi5MkxcbG2tryq0ePHpKk+fPnO2w7d+6cPvvsM0nSY4899qdjPffcczp//rzeffddW1vOepPrL/vK+b40rkd5++23bc8Dev7550u4GgBWQ5gBAJRpP/zwg8PdwbKysjRhwgS9++67Cg4O1ssvv1xo8y1ZskR16tTRAw884LBt+PDhcnd319q1a213IpOuPc9m8ODBOnXqlJo3b/6nZ0/Wrl2rxMREjR49WrVq1bK1V61aVXfddZfWr1+v1NRU29izZ8+WlL8zPsXl6NGjeu655zRkyBBJ1x742bp16xKuCoDVcJkZAKBMe++99/Tuu++qadOmuvPOO3Xp0iV9/fXXOnbsmIKDg7VmzZo8b5V8M06fPq19+/YpMzPTYVv16tWVkJCgvn37asCAAXr//fcVGBioLVu26MCBA/L399f8+fNveAbl4sWL+tvf/qb69etrxIgRDttHjx6tgQMHqlmzZgoPD9f//vc/7d69W23atLHdqro4ZWRkKDo6WtK1u5adPXtWqamp2r17t7Kzs1WxYkVNnDhRzzzzTLHXBsD6CDMAgDKta9euSk9P13fffadvv/1Wbm5uql27tv7xj39oyJAhqlChQrHW88QTT+iee+7RhAkTtGHDBm3btk3VqlXTM888o9GjR8vf3/+G+48bN05paWn66quv5OLi4rA955K5N954Q8uWLZOPj48GDhyoSZMmlchlZufPn9cHH3wgSXJxcZGnp6f8/f3Vq1cvhYeHq0+fPrnevQ0A8sMwb/VpWgAAAABQAlgzAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALInnzOC2Ypqmzp49W9JlAAAA4E94enr+6fOxCDO4rZw9e1be3t4lXQYAAAD+xOnTp//0obo8NBO3Fc7MAAAAWEN+zswQZgAAAABYEjcAAAAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhJnbXHx8vAzDsL1GjhxZZHMlJCTIMAwlJCTc0jh9+vSxq/lWxwMAAIA1EWZKWL9+/WQYhhYsWHDDfmfOnJG7u7t8fHx08eLFQq8jKipKcXFx6tixY6GPXdh69uypuLg4RURElHQpAAAAKEGEmRIWGxsrSZo9e/YN+y1YsEAXL15U3759VaFChUKvIzo6WvHx8ZYJM/Hx8erevXtJlwIAAIASRJgpYR06dFBQUJC++OIL/fTTT3n2ywk7OeEHAADA6n48dlZrfjimH4+dLelSYFGEmRJmGIZiYmKUnZ2tOXPm5Npn9+7d+uabb9SgQQPVqlVLkyZNUmhoqKpXry5XV1dVr15dTz31lFJTUx32zVkTk5SUpISEBDVp0kTu7u4KCwvLd43Jyclq3769PDw85Ofnp969e+vnn39WWFiYDMNw6P/bb7/pb3/7m/z9/eXu7q7mzZtryZIluY6dnp4uwzAUHR2t3bt3q1u3bvLx8VHFihXVuXNnbd26Nd91AgCA3J04d6lUvfb/ela9392kTlNS9PTcb9VpSop6v7tJ+389W+K1Xf9C6eZc0gXg90u8EhISNGbMGIeAkBNyYmNjtWfPHo0ZM0bh4eHq0aOHPDw8tHfvXs2fP1/Lly/Xd999p4CAAIc5Xn/9da1fv14RERHq3LmznJyc8lXb6tWr1a1bNzk5Oal3796qXr261q9fr7Zt26pSpUoO/S9cuKCwsDDt3LlTrVq1UmhoqH7++Wf17t1bnTt3znOeAwcOqE2bNmrSpIkGDRqkgwcPatGiRWrfvr2++OILtWzZMl/1AgBuTxcuZ5V0CaVa0/FrS7oEO+UMybO8i97q10TNgyppS9pJvbRkpzpPSVG2WdLV2fthXJeSLqFUcHctnbGhdFZ1m7n77rvVuXNnrVy5Ul988YUeeOAB27asrCzNmzdPbm5u6t+/v5ycnHTkyBH5+vrajbF+/Xp17NhR48eP16xZsxzmSE5O1ubNm1W/fv1813X16lUNGDBAV69etQWYHFFRUZo7d67DPq+99pp27typp59+Wu+9956tPTIyUg8++GCec23YsEEjR47UxIkT7eZ48MEH9fTTT+v777/Pd90AgNvP/WNWlXQJKIBsU5rQo766NagmSerWoJpMmRoyf1sJV+aI361r0v/VraRLyBWXmZUSed0IYNmyZTp27JgiIiLk6+srb29vhyAjSeHh4apbt67Wrs39X14GDBhQoCAjSV9++aUOHjyoRx55xC7ISNL48eNzPbszd+5cubq6aty4cXbtXbp0sQtp1/Px8dHLL7+c6z47d+7kcjMAAMqY5kH2V3i0CHL8fAP8Gc7MlBIRERGqUqWKlixZotOnT8vb21tS7gv/k5KSNHXqVG3evFkZGRnKyvr91Lqrq2uu47do0aLANe3YsUOSHIKMdO1sUo0aNZSWlmZrO3PmjNLS0nT//ffrjjvucNinXbt2WrduXa5zNW7cWBUrVsxzn23btqlp06YFfg8AgNsDlwLdWGk8u7Al7aTtzIwkfZP2WwlWkzd+t0o3wkwp4eLiosjISE2ePFnz58/XoEGDdPToUX3++eeqUaOG7ZbJixYtUu/evVWxYkV16dJFgYGBcnd3tz088uDBg7mO7+/vX+Cazpw5I0mqWrVqnmNeH2b+rH9e8tqW03769Ok/LxgAcNsqrdfzlxZbR5WuRy8M/vA7jV66S6ZMtQjy1Tdpv2nM0t1qGeSrt59sUtLl2eF3q3Tjp1OKxMbGavLkyXr//fc1aNAgJSYmKisrSzExMSpX7toVgfHx8Spfvry2bt2qWrVq2e2/cOHCPMfO7a5jf8bLy0uS9Ouvv+a6/dixY7fUPz/bctpzzlQBAICC86voVtIl2JnZv6meXbjNbo1Mu1qVNa1PY/l65H6VCZAbwkwpcv/99yskJERff/21vv/+e82ZM8d26+Ycqampqlu3rkOQOXLkiA4cOFCo9TRs2FCStHHjRo0YMcJu2y+//OLwXBwvLy8FBQVp//79Onr0qMOlZhs2bMhzrm3btuncuXMOl5rl7NO4ceObfh8AAKB08fVwVWJsS/147KzST1xQoJ+7avl7lnRZsCBuAFDK5KyNGTx4sPbs2aOOHTva3Wo5ICBA+/fvtzuTkZmZqUGDBunKlSuFWkvbtm1Vo0YNffbZZ9q0aZPdttGjR+vq1asO+0RGRury5csaM2aMXfvq1avzXC8jSadOndKrr75q17Zq1SqtW7dO9erVY70MAABlUC1/T3W6358gg5vGmZlSpnfv3ho+fLg2btwoyX7hvyQNHTpUQ4cOVePGjdWzZ09lZWVpzZo1Mk1TDRs2tC3aLwxOTk5655139Oijj6pDhw7q3bu3qlWrpuTkZB06dEgNGzZ0uGXy888/r08++USzZs3S7t271b59e/3888/6+OOP1a1bNy1fvjzXudq1a6eZM2dq8+bNCgkJUXp6uhYtWqQKFSro3//+d6G9JwAAAJQdnJkpZTw9PdWrVy9Jkq+vr7p37263/ZlnntE777wjX19fzZo1S0uWLFFoaKg2bdokHx+fQq/noYce0urVq9WsWTN9/PHHeu+993TXXXfpyy+/1NWrV23rZHJ4eHgoOTlZAwYM0I8//qipU6dq7969+uijj9SzZ88857nnnnu0ceNGVahQQW+99ZY+/fRThYWFacOGDTwwEwAAALkyTNMsZc9ZRXGKj4/X2LFjtX79eoWFheV7v7Nnz8rf31/169fX5s2bb3r+9PR0BQUFKSoqSgkJCQXaNyEhQTExMZozZ46io6NvugYAAABYE2dmIOnaQzcNw9DIkSPt2s+fP6+zZ8/atV29elUjRozQxYsXHc4cFYc+ffo43BgBAAAAtx/WzNzmrj8bc/0DMn/88Ue1bdtWXbp00T333KOzZ89qw4YN+uGHH1S3bl0NGzasGKu9pmfPnqpTp47t+0aNGhV7DQAAACh5XGaGGzp+/Lief/55JScn69ixY8rKylKNGjXUvXt3vfzyy7e8TudWLjMDAADA7Y0wAwAAAMCSWDMDAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTBTjJKSkmQYhu0VEhJSZHOlp6fLMAxFR0cX2Rx5MQxDYWFhtzzOmTNn9OyzzyooKEguLi4yDEPbt2/XypUr7Y5jYcwFAAAA63Eu6QKKw9atW/X2228rJSVFhw8fVnZ2tqpXr67WrVvrqaeeUqdOnYq1ntDQUIWFhemuu+4q1nmt5vnnn9e7776rhx9+WP3795eTk5PuuOMOVaxYUXFxcZKksWPHlnCVAAAAKCllOsxkZ2frn//8p6ZMmSJnZ2d16NBBjz76qFxcXHTgwAEtX75c8+bN07hx4zR69OhiqyssLEzx8fHFNl9x27Nnj9zd3W95nGXLlunee+/VZ5995rAt5/gRZgAAAG5fZTrMjBo1SlOmTFGjRo20ePFi1axZ0277xYsXNWPGDJ04caKEKiyb6tSpUyjjHD58WO3bty+UsYCy4sdjZ5V+4oIC/dxVy9+zpMsBAKBEldk1M/v379drr70mPz8/rVy50iHISFKFChU0YsQIh3/dz8jI0PDhwxUUFCQ3NzdVrVpVvXr10q5du+z6xcbGyjAMpaSk5FrD5MmTZRiGZs2ale+609PT1bt3b/n6+qpixYoKDQ1VSkqK4uPjZRiGkpKS7PpfvXpVkyZNUnBwsMqXL6/g4GBNnDhR2dnZuY4fGBiowMBAnTp1SgMHDtQdd9yh8uXLq3HjxlqwYEG+67yR3NaxREdHyzAMpaWl6c0331SdOnXk5uamgIAAjR071q7enL6maSo5OZm1MShzTpy7VODX/l/Pqve7m9RpSoqenvutOk1JUe93N2n/r2dvajwAAMqCMntmJiEhQVevXtXAgQPl7+9/w75ubm62r48fP65WrVopNTVVYWFh6tOnj9LS0rR48WItX75cq1atUtu2bSVJkZGRmj17tubNm5frGYTExES5ubnpiSeeyFfNhw4dUuvWrXXkyBE9+OCDaty4sfbt26dOnTqpQ4cOue4zYMAAzZ49W0FBQXrmmWeUmZmpyZMn66uvvspznsuXL6tjx446d+6cIiMjdf78eX388cfq16+fMjIyNHTo0HzVezNGjBih5ORkPfzww+rSpYv++9//Kj4+XpcvX9arr74qSerevbsCAwM1duxYBQQE2G5iEBgYWGR14fZ24XJWsc7XdPzaAu9TzpA8y7vorX5N1DyokrakndRLS3aq85QUZZsFr+GHcV0KvlMhc3cts38FAQCKSZn9m2Tjxo2SlGcIyMsLL7yg1NRUvfjii5owYYKtfcWKFerWrZtiYmK0b98+lStXTqGhoapRo4YWL16s6dOn24WiXbt2afv27erZs6d8fHzyNffIkSN15MgRvfrqq3rppZds7bNnz1ZsbKxD/6SkJM2ePVsNGzbUxo0b5eHhIUl66aWX1KhRozznOXLkiGrVqqWvvvpKrq6utn0aN26sESNG6LHHHtOdd96Zr5oL6rvvvtP333+vatWqSZJGjx6tWrVqafr06YqLi5Orq6u6d++u7t27a+zYsQoMDCzT64tQOtw/ZlVJl/Cnsk1pQo/66tbg2v873RpUkylTQ+Zvu6nxSsN7Tv9Xt5IuAQBgcWX2MrOjR49KUoHuGHb58mUtWLBAfn5+GjVqlN22rl27qlOnTtq/f78tKBmGoSeffFInT57U8uXL7fonJiZKkvr375+vuS9duqRFixapatWq+sc//mG3LSYmRrVr13bYZ+7cuZKkMWPG2IKMJN1555169tlnbzjfhAkTbEFGunacnn32WV26dEkLFy7MV803Y/To0bYgI0mVK1dWRESEzp49q3379hXZvEBZ0Dyokt33LYJ8S6gSAABKhzJ7ZuZm7N27V5mZmQoPD8/1blzh4eFas2aNtm/frnbt2km6dqnZxIkTlZiYqMcee0zStbuozZ8/X35+furatWu+5t63b58uXbqkZs2a2Z3hka6FptatWzt82N+xY4ck2Wr5o9zacjg7O6tVq1Z57rNt2839S29+NG3a1KEtJ3CeOnWqyOYFbqS4L7m62bMiW9JO2s7MSNI3ab/ddA2l4TIzAABuVZkNM3fccYf27t2rQ4cO5XpWIzdnzpyRpDzX2OScUcjpJ0n33XefmjZtqhUrVujkyZOqVKmSkpKS9Msvv2jw4MFycXEp0NxVq1bNdXtuNZ0+fVrlypVT5cqV89U/R+XKlVWunONJuZx9Tp8+na+ab4aXl5dDm7PztV/Dq1evFtm8wI0U99qNraM6FnifwR9+p9FLd8mUqRZBvvom7TeNWbpbLYN89faTTQo8HutVAABlQZn926xNmzZKSkrSunXr8r1uJueD9rFjx3LdnnPp2vUfyCMjIzV8+HB9/PHHGjhwoO0Ss8jIyHzXmzPmr7/+muv23Gry9vZWdna2MjIyVKVKlT/tnyMjI0PZ2dkOgSZnH29v73zXDaDg/Cq6/Xmn68zs31TPLtxmt0amXa3KmtansXw9XG+wJwAAZVeZXTMTHR0tJycnvffeezp+/PgN+166dO02pXXq1FH58uW1ZcsWXbhwwaFfzm2Rr19c37dvXzk7O2vevHm6ePGiPvnkEwUHByskJCTf9dauXVtubm7aunWrrZ4cpmlq06ZNDvs0bNhQkrRhwwaHbbm15cjKysp1vJx9GjdunO+6ARQPXw9XJca21Jq/t9esp5ppzd/bKzG2JUEGAHBbK7NhJjg4WM8//7wyMjL00EMPKS0tzaFPzm2Mc+6W5erqqr59+yojI0MTJ06067ty5UqtWrVKwcHBatOmjd22qlWrqnPnztq4caOmTp2qM2fO5Hvhfw43Nzf17NlTx44d09SpU+22zZ07V3v37nXYJ+fMz7hx43T+/Hlb+6FDhzRt2rQbzvfSSy/p8uXLtu9/+eUXTZs2TW5uburTp49d35znvAAoebX8PdXpfn8emAkAgMrwZWaSNH78eGVmZmrKlCmqXbu2OnTooHr16snFxUVpaWlau3atTpw4ofHjx9v2mTRpkpKTkzV+/Hh99dVXatmypdLT07Vo0SK5u7trzpw5ua43iYyM1IoVKxQXFycp/3cx+6OJEydq7dq1GjlypJKTk23PmVm2bJkefPBBrVy50m7u8PBwxcTEaM6cOapfv7569OihS5cu6aOPPlJISIiWLVuW6zzVqlXT+fPn1aBBAz3yyCO258ycOHFCb775pt1tmXMeZunk5FTg9wMAAAAUpTIdZsqVK6fJkyerX79+mjlzplJSUpSSkqLs7GxVq1ZNXbp0UUxMjDp2/H0xbpUqVbR582a98sorWrp0qTZs2CBvb291795dcXFxqlevXq5zRUREyMvLS2fOnFGrVq1Us2bNAtd79913a9OmTXrhhRe0evVqJScnq2nTplq9erUWLVokyXG9zqxZs3Tvvfdq1qxZmjFjhu666y4999xz6tWrV55hxtXVVWvWrNHIkSOVmJioU6dOqU6dOpo+fbr69u1r13fXrl2S5HC2BgAAAChphmmaN/HsaNyMpKQkhYeHKy4ursAPgmzbtq02bdqk06dPq2LFijddQ2BgoCQpPT09X/1nzJihYcOGaefOnapbt+5Nz1tUDMNQaGiobT0TAAAAbh9lds1MaTZ27FgZhpHrDQKOHDni0DZv3jxt3LhRHTt2vKUgczM2bNigRx99tFQFmZUrV7KOBwAAAGX7MrPSJjAw0LamRvr9YZF/VK9ePTVu3Fj333+/nJyctH37diUlJcnT01NvvPFGcZYrSfroo4+Kfc4/ExwcbHccc842AQAA4PbCZWalzMsvv6zPPvtMP/30k86fP68qVaooPDxco0ePVp06dW55/IJeZgYAAACUVoQZAAAAAJbEmhkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJlg8zSUlJMgzD9goJCSmyudLT02UYhqKjo4tsDvy5lStX2v3Mw8LCSrokAAAAlADnm91x69atevvtt5WSkqLDhw8rOztb1atXV+vWrfXUU0+pU6dOhVnnnwoNDVVYWJjuuuuuYp0XxS84OFhxcXGSpLFjx5ZwNQAAACgpBQ4z2dnZ+uc//6kpU6bI2dlZHTp00KOPPioXFxcdOHBAy5cv17x58zRu3DiNHj26KGrOVVhYmOLj44ttPpSc4OBg28+aMAMAAHD7KnCYGTVqlKZMmaJGjRpp8eLFqlmzpt32ixcvasaMGTpx4kShFQkgf348dlbpJy4o0M9dtfw9S7ocAACAIlWgNTP79+/Xa6+9Jj8/P61cudIhyEhShQoVNGLECId/Mc/IyNDw4cMVFBQkNzc3Va1aVb169dKuXbvs+sXGxsowDKWkpORaw+TJk2UYhmbNmpXvutPT09W7d2/5+vqqYsWKCg0NVUpKiuLj42UYhpKSkuz6X716VZMmTVJwcLDKly+v4OBgTZw4UdnZ2bmOHxgYqMDAQJ06dUoDBw7UHXfcofLly6tx48ZasGBBvuvMS866oNzOPOW1jienpnPnzunZZ59V9erV5ebmpgYNGmjx4sW5znP58mVNnjxZTZo0kYeHhzw9PdWuXTt9+umnDn2jo6NlGIYOHDigN954Q/fee68qVKig+++/XwsXLrSN9/LLLyswMFDly5dXgwYN9PnnnzuMFRYWJsMwlJmZqZEjR6pGjRoqX7687rvvPk2fPl2maRb8oJVBJ85dyvO1/9ez6v3uJnWakqKn536rTlNS1PvdTdr/61mHvgAAAGVFgc7MJCQk6OrVqxo4cKD8/f1v2NfNzc329fHjx9WqVSulpqYqLCxMffr0UVpamhYvXqzly5dr1apVatu2rSQpMjJSs2fP1rx589S+fXuHcRMTE+Xm5qYnnngiXzUfOnRIrVu31pEjR/Tggw+qcePG2rdvnzp16qQOHTrkus+AAQM0e/ZsBQUF6ZlnnlFmZqYmT56sr776Ks95Ll++rI4dO+rcuXOKjIzU+fPn9fHHH6tfv37KyMjQ0KFD81VvYbpy5Yo6d+6skydP6vHHH9eFCxe0cOFC9erVSytXrlTnzp1tfS9duqQHH3xQSUlJatSokWJjY3XlyhUtX75cERERmj59uoYMGeIwx3PPPafNmzfrkUcekZOTkxYuXKh+/fqpUqVKmj59un744Qd169ZNmZmZmj9/viIiIrRnz55cg3CvXr20bds2Pf7445Kk//znPxo2bJjS09P1//7f/yu6A1XELlzOKpRxmo5fm+e2cobkWd5Fb/VrouZBlbQl7aReWrJTnaekKPu6LPjDuC43XYO7600vswMAACh0BfpksnHjRknKMwTk5YUXXlBqaqpefPFFTZgwwda+YsUKdevWTTExMdq3b5/KlSun0NBQ1ahRQ4sXL9b06dPtQtGuXbu0fft29ezZUz4+Pvmae+TIkTpy5IheffVVvfTSS7b22bNnKzY21qF/UlKSZs+erYYNG2rjxo3y8PCQJL300ktq1KhRnvMcOXJEtWrV0ldffSVXV1fbPo0bN9aIESP02GOP6c4778xXzYXl8OHDat68uZKSkmw19evXTx07dtTkyZPtwsy4ceOUlJSk0aNHa+zYsTIMQ5J09uxZdejQQf/4xz/02GOPqXr16nZz7NmzR99//72qVKkiSYqJiVHLli3Vp08f1atXTzt37rQdwy5duqh3796aNm2a3nzzTYd6//e//2nXrl3y9vaWdG09TMuWLTVlyhT17dtXzZo1K/yDVAzuH7OqyOfINqUJPeqrW4NqkqRuDarJlKkh87cVaj3p/+p20/sCAAAUtgJdZnb06FFJKtAdwy5fvqwFCxbIz89Po0aNstvWtWtXderUSfv377cFJcMw9OSTT+rkyZNavny5Xf/ExERJUv/+/fM196VLl7Ro0SJVrVpV//jHP+y2xcTEqHbt2g77zJ07V5I0ZswY24dwSbrzzjv17LPP3nC+CRMm2EKDdO04Pfvss7p06ZLt0qviNmXKFLuaHnjgAQUEBGjLli22tuzsbM2cOVM1a9a0CzKS5OnpqTFjxujy5cv65JNPHMZ/+eWXbUFGklq0aKF77rlHp06d0quvvmp3DB9//HG5uLhox44dudY6evRoW5CRJG9vb40aNUqmaeqDDz64uQNwG2keVMnu+xZBviVUCQAAQPEo8mtG9u7dq8zMTIWHh8vd3d1he3h4uNasWaPt27erXbt2kq5dajZx4kQlJibqsccek3TtA/f8+fPl5+enrl275mvuffv26dKlS2rWrJndGR7pWmhq3bq19u3bZ9ee80E7p5Y/yq0th7Ozs1q1apXnPtu2Of4LeVHz8fFRUFCQQ/tdd92lTZs22b7ft2+fTp48qerVq+d6d7Djx49LuvazvF5uZ6uqVaumAwcOOGxzcnJS1apVdfjw4VzrvdExL4njV1hu5bKuP/qzMypb0k7azsxI0jdpvxVpPQAAACWtQGHmjjvu0N69e3Xo0KFcz2rk5syZM5KU5xqbatWq2fWTpPvuu09NmzbVihUrdPLkSVWqVElJSUn65ZdfNHjwYLm4uBRo7qpVq+a6PbeaTp8+rXLlyqly5cr56p+jcuXKKlfO8URXzj6nT5/OV82F6Y9nOf7I2dnZ7mYGv/127UPv7t27tXv37jzHO3/+vEObl5dXruPfaNuVK1dyHT+341uSx6+wFNY6k62jOua5bfCH32n00l0yZapFkK++SftNY5buVssgX739ZJMiqQcAAKCkFegyszZt2kiS1q1bl+99cj7QHjt2LNftOZeuXf/BNzIyUpcvX9bHH38s6fdLzCIjIws896+//prr9txq8vb2VnZ2tjIyMvLVP0dGRkaudzvL2SevYJEfOSEpK8txIXlhfMjPOU6PP/64TNPM8zVnzpxbnutGcju+hXH8ygq/im55vmb2b6q61b00ZP42tXh1nYbM36a61b00s39Th74AAABlRYHCTHR0tJycnPTee+/ZLj3Ky6VL124BW6dOHZUvX15btmzRhQsXHPrl3Bb5+kuS+vbtK2dnZ82bN08XL17UJ598ouDgYIWEhOS73tq1a8vNzU1bt2611ZPDNE27S61yNGzYUJK0YcMGh225teXIysrKdbycfRo3bpzvuq9XqdK1tRCHDh1y2FYYl1/dd9998vLy0rfffpvnWZPicKNjfivH73bg6+GqxNiWWvP39pr1VDOt+Xt7Jca2lK+H65/vDAAAYFEFCjPBwcF6/vnnlZGRoYceekhpaWkOfXJuY5zzTBRXV1f17dtXGRkZmjhxol3flStXatWqVQoODrad9clRtWpVde7cWRs3btTUqVN15syZfC/8z+Hm5qaePXvq2LFjmjp1qt22uXPn5roGJOfMz7hx4+wuqzp06JCmTZt2w/leeuklXb582fb9L7/8omnTpsnNzU19+vSx62sYht1C+xupXbu2PD099emnn9ouCZOunbUYP358vsa4EWdnZw0aNEgHDx7UP//5z1wDza5du/I8w1VYXnnlFbszTadPn9b48eNlGIaioqKKdO6yopa/pzrd788DMwEAwG2hwBfPjx8/XpmZmZoyZYpq166tDh06qF69enJxcVFaWprWrl2rEydO2H3InjRpkpKTkzV+/Hh99dVXatmypdLT07Vo0SK5u7trzpw5ua43iYyM1IoVKxQXFycp/3cx+6OJEydq7dq1GjlypJKTk23PmVm2bJkefPBBrVy50m7u8PBwxcTEaM6cOapfv7569OihS5cu6aOPPlJISIiWLVuW6zzVqlXT+fPn1aBBAz3yyCO258ycOHFCb775pt1tmXMuR3NycsrXe3B1ddXQoUM1YcIENWnSRBERETp79qw+++wzhYaGKjU1tcDH5Xpjx47Vd999pzfffFPLly9X+/btVbVqVR06dEg7d+7Ujh07tGnTpjzXHxWGe++9V/Xq1bN7zswvv/yi5557zrK3ZQYAAEARMm/Sli1bzL/85S9mcHCwWaFCBdPNzc0MDAw0+/XrZ65Zs8ah//Hjx81hw4aZAQEBpouLi1m5cmWzZ8+e5s6dO/Oc48KFC6aXl5cpyWzVqlWufdavX29KMuPi4vIc58CBA+YTTzxhent7m+7u7ma7du3M5ORkc8iQIaYkc9u2bXb9s7KyzIkTJ5r33HOP6erqat5zzz3mhAkTzP3795uSzKioKLv+AQEBZkBAgPnbb7+ZAwYMMP39/U03NzezYcOG5vz58x3q2bFjhynJfPLJJ/Os+XpXr1414+Pjzbvvvtt0dXU17733XnPatGnmgQMHblhTbkJDQ83cfvRZWVnmu+++a7Zp08b08vIy3dzczBo1apgPPvigOXPmTPPcuXO2vlFRUaYkMy0tLd/j51VXTv+LFy+azz//vO091q5d23zzzTfN7OzsPI+LJDM0NDTP7QAAACi7DNM0zTxyjiUkJSUpPDxccXFxtkvb8qtt27batGmTTp8+rYoVK950DYGBgZKk9PT0fPWfMWOGhg0bpp07d6pu3bo3PW9ZERYWpuTkZN3Mr6JhGAoNDbWtvQIAAMDto0BrZkqznIc95naDgCNHjji0zZs3Txs3blTHjh1vKcjcjA0bNujRRx8lyNyklStXFmjNEQAAAMomyz9wIjAw0LamRrr2QMjr1atXT40bN9b9998vJycnbd++XUlJSfL09NQbb7xRnOVKkj766KNin7MsCQ4OtvuZ55wZAwAAwO3F8peZ5cfLL7+szz77TD/99JPOnz+vKlWqKDw8XKNHj1adOnVuefyCXmYGe7dymRkAAABuX7dFmAEAAABQ9pSZNTMAAAAAbi+EGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEGQAAAACWRJgBAAAAYEmEmWKSlJQkwzBsr5CQkCKbKz09XYZhKDo6usjmyIthGAoLCyvSOfr06WN3LBMSEop0PgAAAJROZT7MbN26VbGxsapVq5Y8PDxUoUIF1axZU5GRkVqzZk2x1xMaGqq4uDj99a9/Lfa5rSIhIeGGIaVnz56Ki4tTRERE8RYGAACAUsW5pAsoKtnZ2frnP/+pKVOmyNnZWR06dNCjjz4qFxcXHThwQMuXL9e8efM0btw4jR49utjqCgsLU3x8fLHNV9z27Nkjd3f3Ip2jZ8+e6tmzpxISErR06dIinQsAAAClV5kNM6NGjdKUKVPUqFEjLV68WDVr1rTbfvHiRc2YMUMnTpwooQrLpjp16pR0CQAAALhNlMnLzPbv36/XXntNfn5+WrlypUOQkaQKFSpoxIgRGjt2rF17RkaGhg8frqCgILm5ualq1arq1auXdu3aZdcvNjZWhmEoJSUl1xomT54swzA0a9asfNednp6u3r17y9fXVxUrVlRoaKhSUlIUHx8vwzCUlJRk1//q1auaNGmSgoODVb58eQUHB2vixInKzs7OdfzAwEAFBgbq1KlTGjhwoO644w6VL19ejRs31oIFC/Jd543ktmYmOjpahmEoLS1Nb775purUqSM3NzcFBARo7NixdvVGR0crJiZGkhQTE2O3Ngawih+PndWaH47px2NnS7oUAADKtDJ5ZiYhIUFXr17VwIED5e/vf8O+bm5utq+PHz+uVq1aKTU1VWFhYerTp4/S0tK0ePFiLV++XKtWrVLbtm0lSZGRkZo9e7bmzZun9u3bO4ybmJgoNzc3PfHEE/mq+dChQ2rdurWOHDmiBx98UI0bN9a+ffvUqVMndejQIdd9BgwYoNmzZysoKEjPPPOMMjMzNXnyZH311Vd5znP58mV17NhR586dU2RkpM6fP6+PP/5Y/fr1U0ZGhoYOHZqvem/GiBEjlJycrIcfflhdunTRf//7X8XHx+vy5ct69dVXJUndu3fXqVOntHTpUkVERKhRo0ZFVg/wZ06cu1Sg/icvXNbLS3Zpc9pvtraWQb56tUc9VXJ3LfD8fhXd/rwTAAC3sTIZZjZu3ChJeYaAvLzwwgtKTU3Viy++qAkTJtjaV6xYoW7duikmJkb79u1TuXLlFBoaqho1amjx4sWaPn26XSjatWuXtm/frp49e8rHxydfc48cOVJHjhzRq6++qpdeesnWPnv2bMXGxjr0T0pK0uzZs9WwYUNt3LhRHh4ekqSXXnrphgHgyJEjqlWrlr766iu5urra9mncuLFGjBihxx57THfeeWe+ai6o7777Tt9//72qVasmSRo9erRq1aql6dOnKy4uTq6urnZhpnv37iVyRzaUThcuZxX7nE3Hry1Q/3KG5FneRW/1a6LmQZW0Je2kXlqyU52npCjbLPj8P4zrUvCdCpm7a5n8awIAUEaUyb+ljh49Kkm666678r3P5cuXtWDBAvn5+WnUqFF227p27apOnTppzZo12rhxo9q1ayfDMPTkk09q4sSJWr58uR577DFb/8TERElS//798zX3pUuXtGjRIlWtWlX/+Mc/7LbFxMTotdde0759++za586dK0kaM2aMLchI0p133qlnn332hjc1mDBhgi3ISNeOU84+CxcudKihsIwePdoWZCSpcuXKioiI0AcffKB9+/apfv36RTIvyob7x6wq6RL+VLYpTehRX90aXPs979agmkyZGjJ/202NVxrec/q/upV0CQAA5KlMrpm5GXv37lVmZqZatGiR6924wsPDJUnbt2+3tUVGRkr6PbxI1+6iNn/+fPn5+alr1675mnvfvn26dOmSmjVrZneGR7q2BqV169YO++zYsUOS1K5dO4dtubXlcHZ2VqtWrfLcZ9u2m/vQlR9NmzZ1aMsJnKdOnSqyeYHi1Dyokt33LYJ8S6gSAADKvjJ5ZuaOO+7Q3r17dejQIdWuXTtf+5w5c0aS8lxjk3NGIaefJN13331q2rSpVqxYoZMnT6pSpUpKSkrSL7/8osGDB8vFxaVAc1etWjXX7bnVdPr0aZUrV06VK1fOV/8clStXVrlyjhk2Z5/Tp0/nq+ab4eXl5dDm7HztV/Dq1atFNi/KhpK45OpmzoxsSTtpOzMjSd/8Yf1MQZWGy8wAACjNymSYadOmjZKSkrRu3bp8r5vJ+aB97NixXLfnXLp2/QfyyMhIDR8+XB9//LEGDhxoO0uTc9amIHP/+uuvuW7PrSZvb29lZ2crIyNDVapU+dP+OTIyMpSdne0QaHL28fb2znfdQHEqibUbW0d1LFD/wR9+p9FLd8mUqRZBvvom7TeNWbpbLYN89faTTQo8P+tVAAC4sTJ5mVl0dLScnJz03nvv6fjx4zfse+nStbsV1alTR+XLl9eWLVt04cIFh345t0W+fnF937595ezsrHnz5unixYv65JNPFBwcrJCQkHzXW7t2bbm5uWnr1q22enKYpqlNmzY57NOwYUNJ0oYNGxy25daWIysrK9fxcvZp3LhxvusuKk5OTpI4W4OS51fRrUCvmf2bqm51Lw2Zv00tXl2nIfO3qW51L83s37TAY3EnMwAA/lyZDDPBwcF6/vnnlZGRoYceekhpaWkOfXJuYxwfHy9JcnV1Vd++fZWRkaGJEyfa9V25cqVWrVql4OBgtWnTxm5b1apV1blzZ23cuFFTp07VmTNn8r3wP4ebm5t69uypY8eOaerUqXbb5s6dq7179zrsk3PmZ9y4cTp//ryt/dChQ5o2bdoN53vppZd0+fJl2/e//PKLpk2bJjc3N/Xp08eub0k848XX99oag59//rlY5wVula+HqxJjW2rN39tr1lPNtObv7ZUY21K+HgW/LTMAAPhzZfYahvHjxyszM1NTpkxR7dq11aFDB9WrV08uLi5KS0vT2rVrdeLECY0fP962z6RJk5ScnKzx48frq6++UsuWLZWenq5FixbJ3d1dc+bMyXW9SWRkpFasWKG4uDhJ+b+L2R9NnDhRa9eu1ciRI5WcnGx7zsyyZcv04IMPauXKlXZzh4eHKyYmRnPmzFH9+vXVo0cPXbp0SR999JFCQkK0bNmyXOepVq2azp8/rwYNGuiRRx6xPWfmxIkTevPNN+1uy5zzMMucMyXFpVWrVqpQoYKmTp2qkydP2i6ju/4uc0BpVcvfU7X8PUu6DAAAyrwyG2bKlSunyZMnq1+/fpo5c6ZSUlKUkpKi7OxsVatWTV26dFFMTIw6dvz9mvgqVapo8+bNeuWVV7R06VJt2LBB3t7e6t69u+Li4lSvXr1c54qIiJCXl5fOnDmjVq1aqWbNmgWu9+6779amTZv0wgsvaPXq1UpOTlbTpk21evVqLVq0SJLjep1Zs2bp3nvv1axZszRjxgzdddddeu6559SrV688w4yrq6vWrFmjkSNHKjExUadOnVKdOnU0ffp09e3b167vrl27JMnhbE1R8/X11eLFixUfH69Zs2bp4sWLkggzAAAAsGeYpnkTj3JDQSUlJSk8PFxxcXG2S9vyq23bttq0aZNOnz6tihUr3nQNgYGBkqT09PR89Z8xY4aGDRumnTt3qm7dujc9b1FJSEiwnZ3i4ZoAAAC3nzK5ZqY0Gzt2rAzDyPUGAUeOHHFomzdvnjZu3KiOHTveUpC5GRs2bNCjjz5a6oJMnz59ZBiGYmJiSroUAAAAlKAye5lZaRMYGGhbUyP9/rDIP6pXr54aN26s+++/X05OTtq+fbuSkpLk6empN954ozjLlSR99NFHxT5nfvTs2VN16tSxfX/9HeYAAABwe+Ays1Lk5Zdf1meffaaffvpJ58+fV5UqVRQeHq7Ro0fbfXi/WQW9zAwAAAAozQgzAAAAACyJNTMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwgwKJj4+XYRi218iRI+22h4WFyTCMQpnrzTffVN26deXu7i7DMDR16lRlZmbazV9YcwEAAMB6nEu6ABRMv379tGDBAs2fP199+/bNs9+ZM2d0xx13yNXVVUeOHFGFChUKtY6oqCgFBgaqbdu2hTpujoULF+rZZ59V48aN9eyzz8rNzU0hISFydnZWXFycJCkhIUEHDx4skvkBAABQ+hFmLCY2NlYLFizQ7NmzbxhmFixYoIsXLyoqKqrQg4wkRUdHKywszKF97ty5unDhwi2Pv2zZMtt/q1evbrctPj5ekpSUlESYAQAAuI0RZiymQ4cOCgoK0hdffKGffvpJNWrUyLXf7NmzJV0LP8Upr3oK6vDhw5LkEGQAoLT68dhZpZ+4oEA/d9Xy9yzpcgDgtsCaGYsxDEMxMTHKzs7WnDlzcu2ze/duffPNN2rQoIFq1aqlSZMmKTQ0VNWrV5erq6uqV6+up556SqmpqQ775qyJSUpKUkJCgpo0aSJ3d/dcz8LkJrc1MwkJCTIMQwkJCVq9erVat24td3d3+fn5KSoqSidOnHDou379etv7ZW0MgOJ04tylAr32/3pWvd/dpE5TUvT03G/VaUqKer+7Sft/PVvgsXJeAID84cyMBUVHRys+Pl4JCQkaM2aMwwf9nJATGxurPXv2aMyYMQoPD1ePHj3k4eGhvXv3av78+Vq+fLm+++47BQQEOMzx+uuva/369YqIiFDnzp3l5OR0y3V/+umnWr58uR555BG1bt1aKSkpmjt3rlJTU/Xll19Kkho1aqS4uDjbepic9TEAbl8XLmcV63xNx68tUP9yhuRZ3kVv9Wui5kGVtCXtpF5aslOdp6Qo27y5Gn4Y1+Xmdiwk7q58PABgDfxpZUF33323OnfurJUrV+qLL77QAw88YNuWlZWlefPmyc3NTf3795eTk5OOHDkiX19fuzHWr1+vjh07avz48Zo1a5bDHMnJydq8ebPq169faHV/9tlnSkpKUps2bSRJV69eVceOHZWUlKSvv/5aISEhatSokRo1amRbD5OzPgbA7ev+MatKuoQbyjalCT3qq1uDapKkbg2qyZSpIfO33fSYJf2e0//VrUTnB4D84jIzi8pZC5OzNibHsmXLdOzYMUVERMjX11fe3t4OQUaSwsPDVbduXa1dm/u/QA4YMKBQg4x07U5sOUFGkpycnBQVFSVJ2rJlS6HOBQDFqXlQJbvvWwQ5/rkLACh8nJmxqIiICFWpUkVLlizR6dOn5e3tLSn3hf9JSUmaOnWqNm/erIyMDGVl/X7Jhqura67jt2jRotBrbtq0qUPbXXfdJUk6depUoc8HoGwo7kuubuasyJa0k7YzM5L0Tdpvt1RDSV9mBgBWQZixKBcXF0VGRmry5MmaP3++Bg0apKNHj+rzzz9XjRo11LFjR0nSokWL1Lt3b1WsWFFdunRRYGCg7SGUN3pOi7+/f6HX7OXl5dDm7HztV/Dq1auFPh+AsqG4129sHdWxQP0Hf/idRi/dJVOmWgT56pu03zRm6W61DPLV2082uakaWLMCAPnDn5YWFhsbq8mTJ+v999/XoEGDlJiYqKysLMXExKhcuWtXEMbHx6t8+fLaunWratWqZbf/woUL8xybu4cBuF35VXQrUP+Z/Zvq2YXb7NbItKtVWdP6NJavR+5nvwEAhYMwY2H333+/QkJC9PXXX+v777/XnDlzbLduzpGamqq6des6BJkjR47owIEDxV0yAJQ5vh6uSoxtyXNmAKAEcAMAi8tZGzN48GDt2bNHHTt2tLvVckBAgPbv369jx47Z2jIzMzVo0CBduXKl2OsFgLKqlr+nOt3vT5ABgGJEmLG43r17y8PDQxs3bpRkv/BfkoYOHaozZ86ocePGGjZsmAYPHqz69etr165datiwYUmUDAAAABQKwozFeXp6qlevXpIkX19fde/e3W77M888o3feeUe+vr6aNWuWlixZotDQUG3atEk+Pj7FXzAAAABQSAzTNG/y+cS4HcXHx2vs2LFav369wsLCSrSWsLAwJScni19hAACA2xNnZnBTwsPDZRiGRo4cWazzZmZmyjAMGYah5OTkYp0bAAAApQt3M0OBXH82pm3btsU6v7Ozs+Li4op1TgAAAJROXGYGAAAAwJK4zAwAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFgSYQYAAACAJRFmAAAAAFjSbRdmkpKSZBiG7RUSEmK3PT4+XoZhKCkp6ZbnWr16tdq0aaNKlSrJMAx17979lseE1KdPH7ufYUJCQkmXBAAAgBLgXFwTbd26VW+//bZSUlJ0+PBhZWdnq3r16mrdurWeeuopderUqbhKkSSFhoYqLCxMd911V5GMn56eroiICPn4+CgmJkZeXl6qU6dOkcx1u+nZs6fq1Kmj7du3a+nSpSVdDgAAAEpIkYeZ7Oxs/fOf/9SUKVPk7OysDh066NFHH5WLi4sOHDig5cuXa968eRo3bpxGjx5d1OXYhIWFKT4+3qF9yJAh6tOnj2rUqHFL469du1aZmZn6f//v/6lfv363NBbs9ezZUz179lRCQgJhBgAA4DZW5GFm1KhRmjJliho1aqTFixerZs2adtsvXryoGTNm6MSJE0VdSr5UrlxZlStXvuVxDh8+LEmqXr36LY8FAAAAwFGRrpnZv3+/XnvtNfn5+WnlypUOQUaSKlSooBEjRmjs2LF27RkZGRo+fLiCgoLk5uamqlWrqlevXtq1a5ddv9jYWBmGoZSUlFxrmDx5sgzD0KxZs/JVc25rZtLT02UYhqKjo7V//3716NFDlSpVkoeHhzp27KgdO3Y49I2Li5MkhYeH29Z23Ow6nOjoaBmGofT09HzVm7MuKD4+Xt9++606deokT09PeXt7q0ePHrmOI0lpaWn661//qho1asjNzU3VqlVTdHS0Dh486NDXMAyFhYXp0KFD6tevnypXrixPT09169ZNBw4ckCTt2bNH3bt3l6+vrzw9PdWzZ08dO3bMbpw/Htvdu3erW7du8vHxUcWKFdW5c2dt3br1po4ZSs6Px85qzQ/H9OOxsyVdCgAAKOOK9MxMQkKCrl69qoEDB8rf3/+Gfd3c3GxfHz9+XK1atVJqaqrCwsLUp08fpaWlafHixVq+fLlWrVqltm3bSpIiIyM1e/ZszZs3T+3bt3cYNzExUW5ubnriiSdu+f2kp6crJCREdevW1V/+8helpqZq6dKlCg8P1549e+Tv7y8fHx/FxcUpKSlJycnJioqKUmBgoCTZ/ltctmzZotdee03h4eEaOHCgtm3bpv/+97/auXOndu3apfLly9v6bt68WV26dNH58+f18MMPq1atWkpPT9eHH36ozz//XJs2bdI999xjN/7JkyfVtm1b3XHHHYqKitL//vc/LVu2THv37tXSpUvVrl07NW3aVH/5y1+0detW/ec//9Fvv/2mL774wqHWAwcOqE2bNmrSpIkGDRqkgwcPatGiRWrfvr2++OILtWzZssiPF27OiXOXJEknL1zWy0t2aXPab7ZtLYN89WqPeqrk7iq/im55DQEAAHBzzCIUFhZmSjLXrl1boP1iYmJMSeaLL75o1758+XJTkhkcHGxevXrVNE3TzM7ONmvUqGFWqlTJzMzMtOu/c+dOU5LZs2dPW9v69etNSWZcXFyuc8fFxZmSzPXr19va0tLSTEmmJPNf//qXXf9Ro0aZksyJEyf+6Tg3KyoqypRkpqWl5avenPcoyVy4cKFd/8jISFOSuWDBAlvb5cuXzcDAQNPT09P87rvv7Ppv2LDBdHJyMh9++GG79pzx//73v9u1Dxo0yJRk+vj4mFOnTrW1Z2dnm127djUlmVu3brW1//HYjhw50m6slStXmpLM+vXr53pc5syZY0oy58yZk+t23Jrzl67k6xXwwjIz4IVlZtDIZWaD+FXmsh2HzWNnLprLdhw2G8SvMoNGXtuen7EAAAAKokjPzBw9elSSCnTHsMuXL2vBggXy8/PTqFGj7LZ17dpVnTp10po1a7Rx40a1a9dOhmHoySef1MSJE7V8+XI99thjtv6JiYmSpP79+xfCu5GCgoI0YsQIu7bY2FiNHz9eW7ZsKZQ5ClP79u3Vu3dvu7a//OUvSkxM1JYtW9SnTx9J0rJly5Senq5x48apcePGdv3btm2riIgI/fe//9WZM2fk5eVl21axYkWNHz/ern/fvn01c+ZM+fn5adiwYbZ2wzDUp08frVixQjt27FCTJk3s9vPx8dHLL79s19alSxc98MADWrdunbZu3aqmTZve/MFAgd0/ZlWB+meb0oQe9dWtQTVJUrcG1WTK1JD52/I9Xvq/uhW8UAAAcNsqdc+Z2bt3rzIzM9WiRQu5u7s7bA8PD5ckbd++3dYWGRkp6ffwIl27i9r8+fPl5+enrl27FkptjRo1Urly9ocsJ6idOnWqUOYoTLl9+M+t3q+//lqStG/fPsXHxzu8jh49quzsbP3vf/+zG6tWrVoOP6Nq1a59kG3QoIEMw8h1W87NEf6ocePGqlixokN7u3btJEnbtm274XtF6dA8qJLd9y2CfEuoEgAAcDso0jMzd9xxh/bu3atDhw6pdu3a+drnzJkzkpTnGpucD8Q5/STpvvvuU9OmTbVixQqdPHlSlSpVUlJSkn755RcNHjxYLi4ut/hOrvnjWYkczs7XDuHVq1cLZY7ClN96f/vt2hqHDz/88IbjnT9/Pt/j32jblStXHLbl9fPOaT99+vQNa0Ph+2Fcl3z1++MZly1pJ21nZiTpmz+sn8nveAAAAPlVpGdm2rRpI0lat25dvvfJ+RB8/V2vcuRcunb9h+XIyEhdvnxZH3/8saTfz9LknLWxspyzQVlZWQ7bCuNDfs6x/Oyzz2SaZp6v0NDQW54rL3n9vHPavb29i2xu5M7d1Tlfr62jOmrrqI5qGeSr0Ut3adn3h/Xr2Uwt+/6wxizdrZZBvto6qmO+xgIAACiIIg0z0dHRcnJy0nvvvafjx4/fsO+lS9fuiFSnTh2VL19eW7Zs0YULFxz65dyCuFGjRnbtffv2lbOzs+bNm6eLFy/qk08+UXBwsEJCQgrlvZSkSpWuXbpz6NAhh22FcflVzp3CNm3adMtj3axt27bp3LlzDu0bNmyQJIe1PCg9/Cq6ya+im2b2b6q61b00ZP42tXh1nYbM36a61b00s39T7mQGAACKRJGGmeDgYD3//PPKyMjQQw89pLS0NIc+mZmZmjx5suLj4yVJrq6u6tu3rzIyMjRx4kS7vitXrtSqVasUHBxsO+uTo2rVqurcubM2btyoqVOn6syZM4W28L+wJSQk2J6tkh/Nmze37fdHixcvVnJy8i3XExERoRo1amjy5Mm5Pq/nypUr+vLLL295nhs5deqUXn31Vbu2VatWad26dapXrx6L/y3A18NVibEttebv7TXrqWZa8/f2SoxtKV8P15IuDQAAlFFFfl3H+PHjlZmZqSlTpqh27drq0KGD6tWrJxcXF6WlpWnt2rU6ceKE3V2xJk2apOTkZI0fP15fffWVWrZsqfT0dC1atEju7u6aM2eOw0J86dolZStWrLA9sLK0hpns7GxJv68h+TMRERGqWbOmEhIS9PPPP6tx48bas2ePvvjiC3Xt2lUrVqy4pXrc3Ny0ePFiPfTQQwoNDVWHDh1Uv359GYahgwcPasOGDfLz89PevXtvaZ4badeunWbOnKnNmzcrJCTE9vOuUKGC/v3vfxfZvCh8tfw9Vcvfs6TLAAAAt4Eiv5tZuXLlNHnyZG3ZskWRkZFKTU3V22+/rSlTptge1LhmzRq72/JWqVJFmzdv1rBhw5Samqo33nhDa9asUffu3bV582bbAzOvFxERIS8vL125ckWtWrVSzZo1i/rt3ZRdu3ZJku3WyH+mQoUKWrt2rbp3765vvvlGM2fOVGZmplJSUmxnbW5V8+bNtWPHDj377LP6+eef9c4772j27Nnau3evunfvrrfffrtQ5snLPffco40bN6pChQp666239OmnnyosLEwbNmzggZkAAADIlWGaplnSRRSnpKQkhYeHKy4uznZpW3Fr1qyZnJyctHnz5hKZvzRJT09XUFCQoqKiHC6j+zMJCQmKiYnRnDlz8n3JHgAAAMqOUvecmeIyduxYGYZR7DcIOHv2rLZv364XX3yxWOctS/r06SPDMBQTE1PSpQAAAKAE3Xb3Qg0MDLStqZF+f4hkcfH09Mz1FsvIv549e6pOnTq276+/sx0AAABuD7fdZWYoXW7lMjMAAADc3ggzAAAAACzptl0zAwAAAMDaCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDMAAAAALIkwAwAAAMCSCDOlWFJSkgzDsL1CQkLstsfHx8swDCUlJd3yXKtXr1abNm1UqVIlGYah7t2739Q4CQkJMgxDCQkJt1xTXjIzM+2Oi2EYRTYXAAAASi/nki6gNNq6davefvttpaSk6PDhw8rOzlb16tXVunVrPfXUU+rUqVOx1hMaGqqwsDDdddddRTJ+enq6IiIi5OPjo5iYGHl5ealOnTpFMld+hYWFKTk5WaZpOmxzdnZWXFycpGvh6eDBg8VdHgAAAEoBw8zt0+JtKjs7W//85z81ZcoUOTs7q0OHDqpXr55cXFx04MABrV27VidPntS4ceM0evToIq8nKSlJ4eHhiouLU3x8vMP2jIwMZWRkqEaNGnJ3d7/pef7973/r6aef1ocffqh+/frdQsXS6dOndeTIEVWrVk3e3t43Pc6NwszN9AMAAEDZw5mZPxg1apSmTJmiRo0aafHixapZs6bd9osXL2rGjBk6ceJECVVor3LlyqpcufItj3P48GFJUvXq1W95LG9v71sKMUBZ9OOxs0o/cUGBfu6q5e9Z0uUAAFBmsGbm/+zfv1+vvfaa/Pz8tHLlSocgI0kVKlTQiBEjNHbsWLv2jIwMDR8+XEFBQXJzc1PVqlXVq1cv7dq1y65fbGysDMNQSkpKrjVMnjxZhmFo1qxZ+ao5tzUz6enpMgxD0dHR2r9/v3r06KFKlSrJw8NDHTt21I4dOxz65lyyFR4ebluDcrPrcPJaM2MYhsLCwnTs2DFFRUWpcuXKqlChgkJCQhzmMgxDycnJtq9zXtHR0TdVE1CUTpy7lOdr/69n1fvdTeo0JUVPz/1WnaakqPe7m7T/17O59gcAAAXDmZn/k5CQoKtXr2rgwIHy9/e/YV83Nzfb18ePH1erVq2UmpqqsLAw9enTR2lpaVq8eLGWL1+uVatWqW3btpKkyMhIzZ49W/PmzVP79u0dxk1MTJSbm5ueeOKJW34/6enpCgkJUd26dfWXv/xFqampWrp0qcLDw7Vnzx75+/vLx8dHcXFxSkpKUnJysqKiohQYGChJtv8WplOnTqlt27by9vZWZGSkfv31V3300Ufq0qWLtm7dqnr16kmS4uLibGthcoKWJDVq1KjQawIuXM66pf2bjl+b57ZyhuRZ3kVv9Wui5kGVtCXtpF5aslOdp6QoO5crI38Y1+WWarmeuyt/xAMAyjb+pvs/GzdulCR16NChQPu98MILSk1N1YsvvqgJEybY2lesWKFu3bopJiZG+/btU7ly5RQaGqoaNWpo8eLFmj59ul0o2rVrl7Zv366ePXvKx8fnlt9PcnKy/vWvf+mFF16wtY0ePVrjx4/XnDlzNHLkSPn4+Cg+Pl7x8fFKTk5WdHS0wsLCbnnuvOzYsUODBw/W9OnTVa7ctZOCHTp00F//+lfNmDFD77zzjqRrZ5ySkpJ08ODBXNcKAYXp/jGrimzsbFOa0KO+ujWoJknq1qCaTJkaMn9bsdSS/q9uhToeAAClDZeZ/Z+jR49KUoHuGHb58mUtWLBAfn5+GjVqlN22rl27qlOnTtq/f78tKBmGoSeffFInT57U8uXL7fonJiZKkvr3738rb8MmKChII0aMsGuLjY2VJG3ZsqVQ5igoDw8PTZo0yRZkJCkqKkrOzs4lVhNQ1JoHVbL7vkWQbwlVAgBA2cOZmVuwd+9eZWZmKjw8PNe7iYWHh2vNmjXavn272rVrJ+napWYTJ05UYmKiHnvsMUnX7qI2f/58+fn5qWvXroVSW6NGjexCg/R7UDt16lShzFFQ9957rypWrGjX5uzsLH9//xKrCbjVS7v+7GzKlrSTtjMzkvRN2m9FVgsAALcbwsz/ueOOO7R3714dOnRItWvXztc+Z86ckaQ819hUq1bNrp8k3XfffWratKlWrFihkydPqlKlSkpKStIvv/yiwYMHy8XF5RbfyTVeXl4Obc7O137cV69eLZQ5Ciq3mqRrdZVUTcCtrivZOqpjntsGf/idRi/dJVOmWgT56pu03zRm6W61DPLV2082KfRaAAC43XCZ2f9p06aNJGndunX53ifnw/mxY8dy3Z5z6dr1H+IjIyN1+fJlffzxx5J+v8QsMjKyYEUDKHF+Fd3yfM3s31R1q3tpyPxtavHqOg2Zv011q3tpZv+mufYHAAAFQ5j5P9HR0XJyctJ7772n48eP37DvpUvXbqFap04dlS9fXlu2bNGFCxcc+uXccvj6u3D17dtXzs7Omjdvni5evKhPPvlEwcHBCgkJKZT3UhY4OTlJKrmzSEBh8PVwVWJsS635e3vNeqqZ1vy9vRJjW8rXw7WkSwMAoEwgzPyf4OBgPf/888rIyNBDDz2ktLQ0hz6ZmZmaPHmy7Q5brq6u6tu3rzIyMjRx4kS7vitXrtSqVasUHBxsO+uTo2rVqurcubM2btyoqVOn6syZM4W28L+w5Tw3prif8eLre22R9M8//1ys8wJFoZa/pzrd788DMwEAKGRcoP0H48ePV2ZmpqZMmaLatWurQ4cOqlevnlxcXJSWlqa1a9fqxIkTGj9+vG2fSZMmKTk5WePHj9dXX32lli1bKj09XYsWLZK7u7vmzJnjsBBfunZJ2YoVK2zPUSmtYSY7O1vS7+ttikuHDh20ePFiPf7443rooYdUvnx5NWzYUI888kix1gEAAIDSizDzB+XKldPkyZPVr18/zZw5UykpKUpJSVF2draqVaumLl26KCYmRh07/r7gt0qVKtq8ebNeeeUVLV26VBs2bJC3t7e6d++uuLg424MgrxcRESEvLy+dOXNGrVq1Us2aNYvrbRbIrl27JEl9+vQp1nmffvpppaena+HChZo0aZKysrIUFRVFmAEAAICNYZpmLs+hRmmQlJSk8PBwxcXFldjDI5s1ayYnJydt3ry5ROb/M2FhYUpOTha/xgAAALcf1sxYwNixY2UYRrHfIODs2bPavn27XnzxxWKd989kZmbKMAwZhqHk5OSSLgcAAAAlhMvMSrHAwEDbmhrp94deFhdPT09lZWUV65z54ezsbHdcAAAAcHviMjMAAAAAlsRlZgAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIM6VAfHy8DMOwvUaOHFnSJZVamZmZdsfKMIySLgkAAAAlhDAjqV+/fjIMQwsWLLhhvzNnzsjd3V0+Pj66ePFiodcRFRWluLg4dezYsdDHLiucnZ0VFxenuLg4BQQElHQ5AAAAKEHOJV1AaRAbG6sFCxZo9uzZ6tu3b579FixYoIsXLyoqKkoVKlQo9Dqio6MVFhZW6OOWJc7OzoqPj5ckJSUl6eDBgyVbEAAAAEoMZ2YkdejQQUFBQfriiy/0008/5dlv9uzZkq6FHwAAAAAlizAjyTAMxcTEKDs7W3PmzMm1z+7du/XNN9+oQYMGqlWrliZNmqTQ0FBVr15drq6uql69up566imlpqY67JuzJiYpKUkJCQlq0qSJ3N3d830WxjCMPPsGBgYqMDDQri06OlqGYSgtLU1vvvmm6tSpIzc3NwUEBGjs2LHKzs7OdaylS5fqgQceUKVKlVS+fHnVq1dPb7zxhq5evWrXLyEhQYZhKCEhQZ999platmwpd3d33XnnnRo9erRt/A8++EANGzZUhQoVVKNGDb3++us3PDbvv/++6tevr/Lly+vOO+/U3//+d509ezZfxwgobD8eO6s1PxzTj8f4HQQAoLQizPyf6OholStXTgkJCTJN02F7TsiJjY3Vnj17NGbMGFWoUEE9evTQ8OHD1axZM82fP18tWrTI89Kn119/XYMHD1bt2rU1bNgwtWnTpkjf04gRI/TKK6+oVatW+tvf/ibpWngYPXq0Q98XX3xR3bt31759+/TYY49p8ODBqlChgkaMGKE+ffrkOv6SJUvUq1cv3XPPPfrb3/6mihUravz48RozZoxef/11DRs2TA0bNtSAAQOUnZ2t559/XnPnzs11rMmTJ2vYsGFq3ry5hg8frmrVqmnq1Knq3Lmzrly5UngHBfgT+389q97vblKnKSl6eu636jQlRb3f3aTfzl8u6dIAAMD1TNg8+OCDpiRz7dq1du1Xrlwx/f39TTc3N/PEiRPmqVOnzBMnTjjs/8UXX5jlypUz//rXv9q1x8XFmZJMDw8P8/vvv3fYL2f7+vXrc61LkhkaGprrtoCAADMgIMCuLSoqypRkBgUFmYcPH7a1Hz9+3PTx8TE9PT3NS5cu2dpXr15tSjK7dOlinjt3ztaenZ1t/u1vfzMlmYsXL7a1z5kzx5Rkuri4mN98842t/cyZM2bVqlVNd3d384477jBTU1Nt23766SfT1dXVrF+/fq7v3dXV1dyxY4fd3P369TMlmW+88Uau7z00NNTkVxg36/ylK7m+gkYuMxvErzKX7ThsHjtz0Vy247DZIH6V2fe9TXnuAwAASgY3APiD2NhYrVy5UrNnz9YDDzxga1+2bJmOHTumXr16ydfXN8/9w8PDVbduXa1duzbX7QMGDFD9+vULve68jB49WtWqVbN9X7lyZUVEROiDDz7Qvn37bLXMmDFDkvTee+/Jw8PD1t8wDP3rX//Su+++qwULFujxxx+3G79///5q3ry57XtPT089/PDDmj17tl544QXdc889tm1333232rZtq+TkZGVlZcnZ2f5X76mnnlKDBg3s5p4wYYI++ugjJSQk6B//+EchHBHgd/ePWZXntgk96qtbg2v/73RrUE2mTA2Zvy3PfdL/1a1IagQAADdGmPmDiIgIValSRUuWLNHp06fl7e0tKfeF/0lJSZo6dao2b96sjIwMZWVl2ba5urrmOn6LFi2KsHpHTZs2dWi76667JEmnTp2ytX399dfy8PCwvc/rVahQQXv37nVob9SokUNbTnjKa9vVq1d17Ngx3XnnnXbb2rVr59A/ICBAd999t3bv3q3Lly/neVyBwtY8qJLd9y2C8v5HDAAAUHIIM3/g4uKiyMhITZ48WfPnz9egQYN09OhRff7556pRo4bt+S+LFi1S7969VbFiRXXp0kWBgYFyd3e3LYrPa82Mv79/cb4deXl5ObTlnBH546L+3377TVlZWRo7dmyeY50/f75A499oW25rYPI6Nv7+/kpPT9fZs2fl5+eXZ31AQf0wrotD2/5fz+nRGRu1Je2k7cyMJH2T9psk6dMhbRRctWKx1QgAAG6MMHOd2NhYTZ48We+//74GDRqkxMREZWVlKSYmRuXKXbtfQnx8vMqXL6+tW7eqVq1advsvXLgwz7Fv9mn1hmHYnfn5oz+eQbpZXl5eMgxDGRkZtzTOrTh27Fie7YZhyNPTs5grQlnn7ur4x1+Du3zUMshXo5fukilTLYJ89U3abxqzdLfa1aqsBnf5FH+hAAAgT9zN7Dr333+/QkJCtHXrVn3//feaM2eO7dbNOVJTU3Xfffc5BJkjR47owIEDhV5TpUqVdOjQIYf29PR0u8vFblbLli114sQJ/fjjj7c81s3asGGDQ9vBgwf1888/q27dulxihmIzs39T1a3upSHzt6nFq+s0ZP421a3upWl9Gpd0aQAA4DqEmVzkrI0ZPHiw9uzZo44dOyogIMC2PSAgQPv377c7m5CZmalBgwYVyW2EmzdvrvT0dCUnJ9vaLl++rOeee65Qxh82bJgk6S9/+YtOnDjhsP3o0aPas2dPocyVl7lz5+r777+3fW+apl566SVdvXpV0dHRRTo38Ee+Hq5KjG2pNX9vr1lPNdOav7dXYmxL+XoQqAEAKG24zCwXvXv31vDhw7Vx40ZJ9gv/JWno0KEaOnSoGjdurJ49eyorK0tr1qyRaZpq2LChduzYUaj1PPfcc1q9erW6du2qvn37yt3dXWvWrJGPj4/d3cpu1oMPPqjRo0frlVdeUXBwsB588EEFBAToxIkT2r9/vzZs2KDx48frvvvuK4R3k7suXbqoVatW6tOnj6pUqaJ169bp22+/VUhIiIYOHVpk8wJ5qeXvqVr+XN4IAEBpxpmZXHh6eqpXr16SJF9fX3Xv3t1u+zPPPKN33nlHvr6+mjVrlpYsWaLQ0FBt2rRJPj4+hV5P586d9fHHH6tmzZpKTEzUokWL1KlTJ61Zs6bQLr8aN26c1qxZo3bt2mndunWaPHmyli1bpkuXLik+Pl5PPvlkocyTl+eee07Tpk3T5s2bNXXqVB06dEjPPvusVq9ezSVmAAAAyJVhmrk87h7FKj4+XmPHjtX69esVFhZW0uUUq1t572FhYUpOTha/wgAAALcnzsyUIuHh4TIMQyNHjizpUkqtzMxMGYYhwzDs1hABAADg9sOamVLg+jMSbdu2LZlCLMDZ2VlxcXElXQYAAABKAcJMKRAWFnbbXV52s5ydnRUfH1/SZQAAAKAUYM0MAAAAAEtizQwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALAkwgwAAAAASyLMAAAAALCk2y7MJCUlyTAM2yskJKSkSypTEhISZBiGEhISimyOzMxMu5+hYRhFNhcAAABKL+fimmjr1q16++23lZKSosOHDys7O1vVq1dX69at9dRTT6lTp07FVYokKTQ0VGFhYbrrrruKdV7kT1hYmJKTk2WapsM2Z2dnxcXFSboWng4ePFjc5QEAAKAUKPIwk52drX/+85+aMmWKnJ2d1aFDBz366KNycXHRgQMHtHz5cs2bN0/jxo3T6NGji7ocm7CwMMXHxxfbfLeLHj16KCQkRNWqVSuyOZydnW0/u6SkJMIMAADAbarIw8yoUaM0ZcoUNWrUSIsXL1bNmjXttl+8eFEzZszQiRMniroUFANvb295e3uXdBkoxX48dlbpJy4o0M9dtfw9S7ocAABgYUW6Zmb//v167bXX5Ofnp5UrVzoEGUmqUKGCRowYobFjx9q1Z2RkaPjw4QoKCpKbm5uqVq2qXr16adeuXXb9YmNjZRiGUlJScq1h8uTJMgxDs2bNylfNYWFhea7BiI6OlmEYSk9Pt7X9cY3I6tWr1bp1a7m7u8vPz09RUVF5hrTvv/9effr0UbVq1eTq6qqAgAANHTrUoX96eroMw1B0dLT27Nmjhx9+WD4+PqpUqZL69u2rjIwMSdKmTZv0wAMPyMvLS5UqVdJf//pXnT9/3m6snPVC8fHx+vLLLxUWFiZPT0/5+Pjo8ccf1/79+/N1jG4krzUzhmEoLCxMx44dU1RUlCpXrqwKFSooJCRESUlJDn2Tk5NtX+e8oqOjb7k+lIwT5y5p/69n1fvdTeo0JUVPz/1WnaakqPe7m7T/17MlXR4AALCoIg0zCQkJunr1qgYOHCh/f/8b9nVzc7N9ffz4cYWEhGjatGkKDAzUc889pw4dOuiTTz5Ry5Yt9eWXX9r6RkZGSpLmzZuX67iJiYlyc3PTE088UQjvKG+ffvqpHnnkEVWvXl2DBw9WzZo1NXfuXEVEROTat0WLFvr0008VFham4cOHq379+poxY4ZatWqlkydPOuyTlpam1q1b69KlS/rrX/+qhg0bauHCherevbu+/PJLPfDAA6pYsaIGDBigmjVr6v3339fQoUNzrfXrr7/WAw88IG9vbw0dOlShoaFasmSJWrdurQMHDhT6sclx6tQptW3bVrt371ZkZKQee+wxffvtt+rSpYtdSI2Li1NAQIDt65xX9+7di6w23LwLl7P+9NV0/Fp1npKivUfP6q1+TfTNyw/orX5NtPfoWXWekpLnfgAAADdkFqGwsDBTkrl27doC7RcTE2NKMl988UW79uXLl5uSzODgYPPq1aumaZpmdna2WaNGDbNSpUpmZmamXf+dO3eaksyePXva2tavX29KMuPi4nKdOzQ01MzrsERFRZmSzLS0NFvbnDlzTEmms7Oz+eWXX9ras7KybO9/06ZNtvaMjAzTy8vLvPPOO8309HS78RcsWGBKMocMGWJrS0tLMyWZksypU6fa2rOzs82uXbuakkwfHx/zv//9r23b5cuXzQYNGpjOzs7m0aNHHd67JPOdd96xm/udd94xJZkPP/xwru89v3KOx5w5c+zac+YdPHiw7Wdnmqb573//25RkDhw40K7/jX4ON9MPRSfghWX5fi3bcdhu3892HLphfwAAgBsp0jMzR48elaQC3THs8uXLWrBggfz8/DRq1Ci7bV27dlWnTp20f/9+bdy4UdK1y5CefPJJnTx5UsuXL7frn5iYKEnq37//rbyNfOnXr5/atGlj+97JyUlRUVGSpC1bttja586dqzNnzmjixIm2sw85+vTpoyZNmmjhwoUO49esWVPDhg2zfW8Yhvr06SNJaty4sd0ZIBcXF/Xs2VNZWVn64YcfHMa699579fTTT9u1Pf3006pVq5aWL1+u48ePF+St55uHh4cmTZqkcuV+/7WLioqSs7Oz3TFC2dU8qJLd9y2CfEuoEgAAUBYU262Z82vv3r3KzMxUeHi43N3dHbaHh4drzZo12r59u9q1ayfp2qVmEydOVGJioh577DFJ1+6iNn/+fPn5+alr165FXnfTpk0d2nJC3KlTp2xtX3/9tSRp8+bNSk1NddgnMzNTGRkZysjIUOXKlW3tDRo0cFjLk3PHsEaNGjmMk7Pt8OHDDtvatGljFygkqVy5cmrTpo1+/PFH7dixQx07dsztbd6Se++9VxUrVrRrc3Z2lr+/v90xgrX8MK7Ln/a5f8wqSdKWtJPq1uD3O919k/abJOnTIW0UXLVirvsCAADkpUjDzB133KG9e/fq0KFDql27dr72OXPmjCTlucYm50N6Tj9Juu+++9S0aVOtWLFCJ0+eVKVKlZSUlKRffvlFgwcPlouLyy2+kz/n5eXl0ObsfO3wXr161db222/XPry99dZbNxzv/PnzdmHmRuPfaNuVK1cctuV1bHPaT58+fcPablZudUrXav3jMYK1uLv++R8jW0d11OAPv9PopbtkylSLIF99k/abxizdrZZBvmpwl0/RFwoAAMqcIr3MLOeyq3Xr1uV7n5wPvMeOHct1e86la9d/MI6MjNTly5f18ccfS/r9ErOcGwTkV84Zi6wsx8XHhfEhP6funTt3yjTNPF/XX4JWmPI6tjnt3FoZhc2voptm9m+qutW9NGT+NrV4dZ2GzN+mutW9NLO/41lNAACA/CjSMBMdHS0nJye99957f7oO49KlS5KkOnXqqHz58tqyZYsuXLjg0C/nNr7XX1rVt29fOTs7a968ebp48aI++eQTBQcHKyQkpEA1V6p07Zr+Q4cO2bVnZ2drx44dBRorNy1btpR07VbKJWXjxo3Kzs62a8vOztZXX30lwzDUsGHDEqrsd05OTpLEGZsyxNfDVYmxLbXm7+0166lmWvP39kqMbSlfD9eSLg0AAFhUkYaZ4OBgPf/888rIyNBDDz2ktLQ0hz6ZmZmaPHmy7Ynurq6utuenTJw40a7vypUrtWrVKgUHB9sttpekqlWrqnPnztq4caOmTp2qM2fO3NTC/+bNm0uSw3NSJk+enGv9BRUTEyNPT0+9/PLL2r17t8P2Cxcu2NbVFJX//e9/Ds/dmTVrlv73v/+pW7duqlKliq0957kxxf2MF1/fawvDf/7552KdF0Wvlr+nOt3vzwMzAQDALSvyGwCMHz9emZmZmjJlimrXrq0OHTqoXr16cnFxUVpamtauXasTJ05o/Pjxtn0mTZqk5ORkjR8/Xl999ZVatmyp9PR0LVq0SO7u7pozZ47DAnbp2iVlK1asUFxcnKSbu4tZTEyMXnvtNcXHx2v79u2qWbOmvv32W+3atUuhoaG2hznerCpVqmjBggV64okn1LBhQz344IOqU6eOLl26pPT0dCUnJ6t169ZauXLlLc1zI126dNGwYcO0YsUK1a1bV7t379Znn32mypUra9q0aXZ9c87g5KzBKS4dOnTQ4sWL9fjjj+uhhx5S+fLl1bBhQz3yyCPFWgcAAABKryI9MyNdW4MyefJkbdmyRZGRkUpNTdXbb7+tKVOmaPPmzerSpYvWrFmjl19+2bZPlSpVtHnzZg0bNkypqal64403tGbNGnXv3l2bN29W27Ztc50rIiJCXl5eunLlilq1aqWaNWsWuF5/f3+tX79eDzzwgFavXq1Zs2bJx8dHX3/9tQIDA2/2MNjp1q2btm3bpujoaO3atUvTp0/Xhx9+qIMHDyomJkavvPJKocyTl5CQEK1bt06nT5/Wm2++qaSkJHXv3l2bNm3SPffcY9c352GWObeBLi5PP/207azepEmTNHr0aP3nP/8p1hoAAABQuhmmaZolXURxSkpKUnh4uOLi4myXtt0ubua9N2vWTE5OTtq8eXPRFneTwsLClJycrNvs1xgAAAAqhjMzpdXYsWNlGEaBbxBwOzl79qy2b9+uF198saRLsZOZmSnDMGQYxi1f9gcAAADrKnUPzSxqgYGBtjU10u8PtoQjT0/PXG9RXdKcnZ3tfoYAAAC4Pd2WYeZ2u7ysrHF2duZnCAAAgNtvzQwAAACAsuG2XTMDAAAAwNoIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTADAAAAwJIIMwAAAAAsiTCDfIuPj5dhGLbXyJEj7baHhYXJMIwireGdd96xqyE6OrpI5wMAAEDpRZixkH79+skwDC1YsOCG/c6cOSN3d3f5+Pjo4sWLhV5HVFSU4uLi1LFjx0IfOz09/YYhpVmzZoqLi9Ozzz5b6HMDAADAWpxLugDkX2xsrBYsWKDZs2erb9++efZbsGCBLl68qKioKFWoUKHQ64iOjlZYWJhD+9y5c3XhwoVCn++PmjVrpmbNmik9PV3Tpk0r0rkAAABQuhFmLKRDhw4KCgrSF198oZ9++kk1atTItd/s2bMlXQs/xSmvegA4+vHYWaWfuKBAP3fV8vcs6XIAALAkLjOzEMMwFBMTo+zsbM2ZMyfXPrt379Y333yjBg0aqFatWpo0aZJCQ0NVvXp1ubq6qnr16nrqqaeUmprqsG/OmpikpCQlJCSoSZMmcnd3z/UsTG5yWzOTkJAgwzCUkJCg1atXq3Xr1nJ3d5efn5+ioqJ04sQJu75BQUGSpA8++MBubUxSUlL+DhJQipw4d8nhtf/Xs+r97iZ1mpKip+d+q05TUtT73U3a/+vZXPsDAIC8cWbGYqKjoxUfH6+EhASNGTPGITzkhJzY2Fjt2bNHY8aMUXh4uHr06CEPDw/t3btX8+fP1/Lly/Xdd98pICDAYY7XX39d69evV0REhDp37iwnJ6dbrvvTTz/V8uXL9cgjj6h169ZKSUnR3LlzlZqaqi+//FKS1KhRIz377LOaNm2aGjZsqO7du9v2DwwMvOUagFtx4XJWgfdpOn6tQ1s5Q/Is76K3+jVR86BK2pJ2Ui8t2anOU1KUbTqO8cO4LjdTrh13V/6oBwCUTfwNZzF33323OnfurJUrV+qLL77QAw88YNuWlZWlefPmyc3NTf3795eTk5OOHDkiX19fuzHWr1+vjh07avz48Zo1a5bDHMnJydq8ebPq169faHV/9tlnSkpKUps2bSRJV69eVceOHZWUlKSvv/5aISEhatSokYYPH65p06apUaNGio+PL7T5gVt1/5hVhTJOtilN6FFf3RpUkyR1a1BNpkwNmb+tyOZN/1e3Wx4DAIDSiMvMLChnLUzO2pgcy5Yt07FjxxQRESFfX195e3s7BBlJCg8PV926dbV2reO/GkvSgAEDCjXISNfuxJYTZCTJyclJUVFRkqQtW7YU6lxAadc8qJLd9y2CHP8/BQAAf44zMxYUERGhKlWqaMmSJTp9+rS8vb0l5b7wPykpSVOnTtXmzZuVkZGhrKzfL5VxdXXNdfwWLVoUes1NmzZ1aLvrrrskSadOnSr0+YDCdjOXe+V1VmVL2knbmRlJ+ibtt0KdFwCA2wVhxoJcXFwUGRmpyZMna/78+Ro0aJCOHj2qzz//XDVq1LA9/2XRokXq3bu3KlasqC5duigwMFDu7u62BfkHDx7MdXx/f/9Cr9nLy8uhzdn52q/f1atXC30+oLDdzLqTraMcn8U0+MPvNHrpLpky1SLIV9+k/aYxS3erZZCv3n6ySaHMCwDA7YK/JS0qNjZWkydP1vvvv69BgwYpMTFRWVlZiomJUbly164ejI+PV/ny5bV161bVqlXLbv+FCxfmOfb1NxUAcHP8Kro5tM3s31TPLtxmt0amXa3KmtansXw9cj9bCgAAckeYsaj7779fISEh+vrrr/X9999rzpw5tls350hNTVXdunUdgsyRI0d04MCB4i45X3LunMbZGpRVvh6uSoxtyXNmAAAoBNwAwMJy1sYMHjxYe/bsUceOHe1utRwQEKD9+/fr2LFjtrbMzEwNGjRIV65cKfZ686NSpUoyDEM///xzSZcCFKla/p7qdL8/QQYAgFvAmRkL6927t4YPH66NGzdKsl/4L0lDhw7V0KFD1bhxY/Xs2VNZWVlas2aNTNNUw4YNtWPHjpIo+4YqVqyo5s2bKyUlRZGRkapVq5bKlSunyMjIXJ+JAwAAgNsXZ2YszNPTU7169ZIk+fr62j1kUpKeeeYZvfPOO/L19dWsWbO0ZMkShYaGatOmTfLx8Sn+gvMpMTFRDz30kJYtW6b4+HiNHj1aaWlpJV0WAAAAShnDNM1cnjkNOIqPj9fYsWO1fv16hYWFlWgt6enpCgoKUlRUlBISEkq0FgAAAJQMzsygwMLDw2UYhkaOHFnsc7/zzjsyDENBQUHFPjcAAABKF9bMIN+uPxvTtm3bYq+hWbNmiouLs33fqFGjYq8BAAAApQOXmQEAAACwJC4zAwAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAluRc0gUAxck0TZ09e7akywAAAMCf8PT0lGEYN+xDmMFt5ezZs/L29i7pMgAAAPAnTp8+LS8vrxv2MUzTNIupHqDEFeaZmTNnzujuu+/Wzz///Kf/o+HmcZyLB8e5eHCciwfHuXhwnIvP7XqsOTMDXMcwjEL/Q8DLy+u2+oOlpHCciwfHuXhwnIsHx7l4cJyLD8faETcAAAAAAGBJhBkAAAAAlkSYAW6Sm5ub4uLi5ObmVtKllGkc5+LBcS4eHOfiwXEuHhzn4sOxzhs3AAAAAABgSZyZAQAAAGBJhBkAAAAAlkSYAQAAAGBJhBkAAAAAlkSYAfLhzJkzeu655xQQECA3NzcFBgZqxIgROnfuXIHGmT59umJiYtSgQQM5OzvLMAwlJSUVTdGl2JYtW9S1a1f5+PjIw8NDISEh+vjjjws0xqVLlzRu3DjVqlVL5cuXV/Xq1TVgwAD9+uuvRVS19dzqcU5NTVV8fLweffRR3XnnnTIMQ4GBgUVXsEXdynE2TVOff/65Bg0apAYNGsjb21vu7u5q2LChJkyYoMzMzCKu3jpu9ff5888/V58+fVSnTh35+PjI3d1dderUUWxsrP73v/8VYeXWUhh/Pv/RyZMnbX9+PPjgg4VYqbXd6nFOSEiQYRh5vm6nzxbOJV0AUNqdP39eoaGh2r59uzp37qy+fftq27ZteuONN5ScnKyUlBSVL18+X2MNGzZMklStWjVVqVJFR48eLcrSS6X169erS5cuKl++vPr06SNPT0/95z//Ue/evfXzzz/rH//4x5+OkZ2drYiICK1atUohISF6/PHH9eOPP+rf//631q1bp6+//lpVqlQphndTehXGcd6wYYPGjh0rJycn3Xfffbfl7+ufudXjfOnSJXXt2lVubm4KCwtTly5dlJmZqVWrVunll1/Wf//7XyUlJcnd3b2Y3lHpVBi/zytWrNDXX3+tli1b6qGHHpKLi4v27NmjDz74QB9++KFWrFihDh06FMO7Kb0K4zhfb8iQITp9+nQRVGtdhXmcIyIi1KhRI4f22+ofnkwANzRmzBhTkvnCCy/Ytb/wwgumJHPChAn5HmvZsmXmkSNHTNM0zYEDB5qSzPXr1xdmuaXalStXzJo1a5pubm7mtm3bbO2nTp0y7733XtPV1dVMT0//03Fmz55tSjL79u1rZmdn29pnzpxpSjIHDBhQFOVbRmEd59TUVHPTpk3mhQsXTNM0TTc3NzMgIKCIqraewjjOly9fNsePH2/+9ttvDu2PPPKIKcl87bXXiqJ8yyis3+eLFy/m2r527VpTktmsWbPCKtmSCus4/9HixYtNSeaMGTNMSWaXLl0KuWrrKazjPGfOHFOSOWfOnKIr1iIIM8ANZGdnm9WrVzcrVqxonjt3zm7buXPnzIoVK5r33HPPTY19O4aZVatWmZLMmJgYh20JCQmmJHPs2LF/Ok6rVq1MSQ5/4GdnZ5v33HOP6eHhYfsAfjsqrON8PcKMvaI6zjm++uorU5LZrVu3WynT8or6OJumaVaqVMn08fG5pTGsrrCP86+//mpWqVLFjIyMNNPS0ggz/6ewjjNh5nesmQFu4Mcff9Thw4fVpk0beXh42G3z8PBQmzZtdODA/2/v7kKa+v84gL9nHss0H0BIUpNZM0JLqGmFyfJi07ugByQpduEDRfRARhoEShdFMJHqyhsh6MIQzItAZ2EEWYgD75QY/kICkUQT2UAp/fwvfrh/a7r5a9/NHfd+wbnYzuH4+b53OO5ztp3vP/j27dsWVagva9/htdlsAeuqqqoAAB8+fAi6j6WlJYyMjODQoUPIz8/3W2cwGGC1WuH1euFyudQUrUMqcqbQIp2zpmkAgMTE+P5GeKRz/vz5M378+IHi4uK/3sd2oDrnq1evYseOHXj69KmS+rYL1TmPjY2hvb0dT548watXrzA3N6ekTj2J7zMkUQhutxsAYDKZ1l1vMpngdDrhdruRl5cXzdJ0KVie2dnZSE1N9W2zkcnJSayurgZ9Tdb+VkVFRZgV65OKnCm0SOfc1dUFYP03PfFEdc6Dg4P49OkTlpeX4Xa78ebNG2RlZaGjo0NZzXqkMueXL1+it7cXfX19yMzM5G9mfqP6eH727Jnf4+TkZLS2tqK5uTm8QnWEzQxREGsn4PT09HXXp6Wl+W1HwW0mz1BZ8jUJTUXOFFokc+7v70dnZycOHz6Murq6v65xO1Cd8+DgINrb232PDx48iO7ubhw/fjy8QnVOVc7T09O4efMmLl26hLNnzyqtcTtQlbPRaMTz589RVVWF3NxczM/PY2hoCPfv30dLSwt2796NGzduKK09VrGZobjQ1NSE5eXlTW9/69atDa/8ExFF0ujoKGpqapCeno6enh7s3Llzq0vaVhwOBxwOBzweD8bHx/Hw4UOUl5ejq6sLtbW1W12e7tXX10PTtIBPDEgti8UCi8Xie5yTk4MrV67g2LFjMJvNaGtrw7Vr1+Lia6rbf4READo7O+H1eje9/YULF2AymXxXTja6SrK4uAhg4yss5G8zeWZmZoa9j9+3i0cqcqbQIpGzy+WCzWZDQkICnE4nioqKwq5T7yJ1PKempqKsrAx9fX0wm81obGyE1WqN29u6q8j5xYsX6O/vR09PD7KyspTXuB1E+vxcVFSE06dP4927d5iYmMCRI0f+el96wRsAUFzweDyQf+/et6nlzJkzAPx/f7GeUL+pIX/B8pyZmYHH4wmZZUFBARISEviaBKEiZwpNdc4ulwtWqxWrq6twOp0oLS1VVqueRfp4TkxMRGVlZdzfOERFzmNjYwCAixcv+k3gaDQaAQBOpxMGg2HdeVHiRTTOz2uN5H+5iKtnbGaIgjCZTNi3bx+Gh4cDTgperxfDw8MwGo388f8mrX0kPjg4GLDO6XT6bbOR5ORklJWV4cuXL5iamvJbJyJ4+/YtUlJSYDabFVWtPypyptBU5rzWyKysrGBgYAAnTpxQV6jOReN4np6eBvD/O8jFIxU5nzp1CnV1dQFLTU0NACA3Nxd1dXU4d+6c4ur1I9LH88rKiq8p//OOn9vW1twRmkg//uukmV6vVyYmJmRqairofuNxnpmfP39KQUFB0MnCvn796nt+enpaJiYmZGFhwW8/nDQzOFU5/4nzzPhTlbPL5ZKMjAxJTU2Vjx8/Rql6/VCV8+jo6Lr7HxgYEE3TJCMjI2A+sXgSqfOGiHCemd+oPG/86devX3L37l0BIJWVlZEaQsxhM0MUgsfjkZKSEgEgNptNWlpaxGazCQApLS0NmJzx/fv3AkAsFkvAvh4/fix2u13sdrsUFhb6Tu5rz71+/To6g9pCQ0NDomma7NmzRxoaGuTOnTuSn58vAMThcPhta7fb150UbGVlRaqqqgSAnDx5Upqbm+X8+fNiMBjEaDTK9+/fozii2KQi59nZWd+xabfbJSEhQVJSUvyem52djeKoYk+4Oc/NzUlmZqYAkOrqamltbQ1YOjo6ojuoGKTieAYgxcXFUltbK/fu3ZPr169LRUWFABBN06S3tzeKI4pNKnJeD5sZf6qO56NHj8rly5elublZGhoafO8rcnNzZXJyMooj2lpsZog2YWFhQW7fvi15eXmiaZrs379fmpqaZHFxMWDbYM2MxWIRABsura2tkR9MDBgZGZHq6mpJS0uT5ORkKSsrk+7u7oDtgv2zXFpakra2Njlw4IAkJSVJdna21NfXy8zMTBRGoA/h5rz2BiTY8vsVxHgVTs6byZifhv0r3OP50aNHYrVaJScnR5KSkmTXrl1SWFgojY2NMj4+HqVRxD4V5+c/sZkJFG7OTU1NUl5eLnv37hVN0yQlJUVKSkrkwYMHMj8/H6VRxAaDiIiS76sRERERERFFEW8AQEREREREusRmhoiIiIiIdInNDBERERER6RKbGSIiIiIi0iU2M0REREREpEtsZoiIiIiISJfYzBARERERkS6xmSEiIiIiIl1iM0NERERERLrEZoaIiIiIiHSJzQwREREREekSmxkiIiIiItIlNjNERERERKRL/wNJUXeWDlNi8gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import arviz as az\n", "\n", "# Collect the observation error covariance parameters\n", "az_obs_cov = az.convert_to_inference_data({\n", " ('Var[%s]' % mod.endog_names[i] if i == j else\n", " 'Cov[%s, %s]' % (mod.endog_names[i], mod.endog_names[j])):\n", " store_obs_cov[nburn + 1:, i, j]\n", " for i in range(mod.k_endog) for j in range(i, mod.k_endog)})\n", "\n", "# Plot the credible intervals\n", "az.plot_forest(az_obs_cov, figsize=(8, 7));" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:09:37.967201Z", "iopub.status.busy": "2022-11-02T17:09:37.966941Z", "iopub.status.idle": "2022-11-02T17:09:38.962551Z", "shell.execute_reply": "2022-11-02T17:09:38.961687Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Collect the state innovation variance parameters\n", "az_state_cov = az.convert_to_inference_data({\n", " r'$\\sigma^2$[%s]' % mod.state_names[i]: store_state_cov[nburn + 1:, i]\n", " for i in range(mod.k_states)})\n", "\n", "# Plot the credible intervals\n", "az.plot_forest(az_state_cov, figsize=(8, 7));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Appendix: performance\n", "\n", "Finally, we run a few simple tests to compare the performance of the KFS and CFA simulation smoothers by using the `%timeit` Jupyter notebook magic.\n", "\n", "One caveat is that the KFS simulation smoother can produce a variety of output beyond just simulations of the posterior state vector, and these additional computations could bias the results. To make the results comparable, we will tell the KFS simulation smoother to only compute simulations of the state by using the `simulation_output` argument." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2022-11-02T17:09:38.966150Z", "iopub.status.busy": "2022-11-02T17:09:38.965863Z", "iopub.status.idle": "2022-11-02T17:09:38.972259Z", "shell.execute_reply": "2022-11-02T17:09:38.971538Z" } }, "outputs": [], "source": [ "from statsmodels.tsa.statespace.simulation_smoother import SIMULATION_STATE\n", "\n", "sim_cfa = mod.simulation_smoother(method='cfa')\n", "sim_kfs = mod.simulation_smoother(simulation_output=SIMULATION_STATE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can use the following code to perform a basic timing exercise:\n", "\n", "```python\n", "%timeit -n 10000 -r 3 sim_cfa.simulate()\n", "%timeit -n 10000 -r 3 sim_kfs.simulate()\n", "```\n", "\n", "On the machine this was tested on, this resulted in the following:\n", "\n", "```\n", "2.06 ms ± 26.5 µs per loop (mean ± std. dev. of 3 runs, 10000 loops each)\n", "2.02 ms ± 68.4 µs per loop (mean ± std. dev. of 3 runs, 10000 loops each)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These results suggest that - at least for this model - there are not noticeable computational gains from the CFA approach relative to the KFS approach. However, this does not rule out the following:\n", "\n", "1. The Statsmodels implementation of the CFA simulation smoother could possibly be further optimized\n", "2. The CFA approach may only show improvement for certain models (for example with a large number of `endog` variables)\n", "\n", "One simple way to take a first pass at assessing the first possibility is to compare the runtime of the Statsmodels implementation of the CFA simulation smoother to the Matlab implementation in the replication codes of Chan and Jeliazkov (2009), available at http://joshuachan.org/code/code_TVPVAR.html.\n", "\n", "While the Statsmodels version of the CFA simulation smoother is written in Cython and compiled to C code, the Matlab version takes advantage of the Matlab's sparse matrix capabilities. As a result, even though it is not compiled code, we might expect it to have relatively good performance.\n", "\n", "On the machine this was tested on, the Matlab version typically ran the MCMC loop with 11,000 iterations in 70-75 seconds, while the MCMC loop in this notebook using the Statsmodels CFA simulation smoother (see above), also with 11,0000 iterations, ran in 40-45 seconds. This is some evidence that the Statsmodels implementation of the CFA smoother already performs relatively well (although it does not rule out that there are additional gains possible)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bibliography\n", "\n", "Carter, Chris K., and Robert Kohn. \"On Gibbs sampling for state space models.\" Biometrika 81, no. 3 (1994): 541-553.\n", "\n", "Chan, Joshua CC, and Ivan Jeliazkov. \"Efficient simulation and integrated likelihood estimation in state space models.\" International Journal of Mathematical Modelling and Numerical Optimisation 1, no. 1-2 (2009): 101-120.\n", "\n", "De Jong, Piet, and Neil Shephard. \"The simulation smoother for time series models.\" Biometrika 82, no. 2 (1995): 339-350.\n", "\n", "Durbin, James, and Siem Jan Koopman. \"A simple and efficient simulation smoother for state space time series analysis.\" Biometrika 89, no. 3 (2002): 603-616.\n", "\n", "McCausland, William J., Shirley Miller, and Denis Pelletier. \"Simulation smoothing for state–space models: A computational efficiency analysis.\" Computational Statistics & Data Analysis 55, no. 1 (2011): 199-212." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 4 }