{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## TVP-VAR, MCMC, and sparse simulation smoothing" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2022-05-09T08:18:37.420358Z", "iopub.status.busy": "2022-05-09T08:18:37.418885Z", "iopub.status.idle": "2022-05-09T08:18:38.946723Z", "shell.execute_reply": "2022-05-09T08:18:38.946186Z" } }, "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": "2022-05-09T08:18:38.951710Z", "iopub.status.busy": "2022-05-09T08:18:38.950670Z", "iopub.status.idle": "2022-05-09T08:18:38.987012Z", "shell.execute_reply": "2022-05-09T08:18:38.986560Z" } }, "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": "2022-05-09T08:18:38.991047Z", "iopub.status.busy": "2022-05-09T08:18:38.990080Z", "iopub.status.idle": "2022-05-09T08:18:39.028700Z", "shell.execute_reply": "2022-05-09T08:18:39.028241Z" } }, "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": "2022-05-09T08:18:39.032904Z", "iopub.status.busy": "2022-05-09T08:18:39.031910Z", "iopub.status.idle": "2022-05-09T08:18:39.516895Z", "shell.execute_reply": "2022-05-09T08:18:39.516396Z" } }, "outputs": [ { "data": { "image/png": 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ECLH/uMe+IISYEkLsbvy86WwbqyiKoiiKoiiKoiiK8nxnUuPiTuCmkzx+u5RydePnvnPTLEVRFEVRFEVRFEVRlDMIXEgpHwcS57EtiqIoiqIoiqIoiqIoz3Eualx8RgjxIWAH8KdSyuQ52KeiKIqiKIqiKIqiUK1WCYVClEqlC90U5SWw2+10d3djsVjOeNuXGrj4BvDXgGz8+0/A759sRSHEx4GPA/T29r7EwyqKoiiKoiiKoiivBaFQCI/HQ19fH0KIC90c5SxIKYnH44RCIebOnXvG27+kwIWUcvbo/4UQ/wXcc5p17wDuAFi/fr18KcdVFEVRlHPtRz/6Ef/+7/+O1WrFZrNhs9mwWq2sXr2aP//zP7/QzVMURVGU16xSqaSCFq9wQgiampqIRqNntf2ZFOc82cE7jvv17cD+U62rKIqiKBezv//7v2dwcJByuUwsFmNkZITHHnuMv/iLv6BQKFzo5imKoijKa5oKWrzyvZTn8EymQ/0RsBlYJIQICSH+APgHIcQ+IcRe4HXAH591SxRFURTlApmammLPnj382Z/9GU8++STbtm1jz549fPWrXwVgYmLiArdQURRFURTltetFDxWRUr7vJA9/6xy2RVEURVEuiPvvvx+AN73pTc95vK+vD4CxsTEWL178cjdLURRFUZSLhKZprFixgmq1itls5kMf+hB//Md/jMl06lyAsbExnn76ad7//ve/jC19dXpJQ0UURVEU5dXg/vvvp6enh2XLlj3n8aOBi9HR0QvQKkVRFEVRLhYOh4Pdu3dz4MABNm3axP33388Xv/jF024zNjbGD3/4w5epha9uKnChKIqivKZVKhU2bdrEG9/4xhPGXra3t2O1WhkbG7swjVMURVEU5aLT2trKHXfcwb/+678ipWRsbIyrrrqKtWvXsnbtWp5++mkAbr31Vp544glWr17N7bfffsr1lBf2UqdDVRRFUZRXtKeeeopsNsslr38Tz0wkmdfsxueszy9erBr0LliqAheKoiiKcpH4oz/6I3bv3n1O97l69Wr++Z//+Yy2mTdvHrquE4lEaG1tZdOmTdjtdo4cOcL73vc+duzYwVe+8hVuu+027rmnPvlmoVA46XrKC1OBC0VRlPPoHe94B+9+97t53/tOViZIuRjcd999WKw25q9YR7lmMBDO0O6zYzObmEwUaFu4mtGJwxe6mYqiKIqiXKSq1Sqf+cxn2L17N5qmcfjwyb83vNj1lBOpwIWiKMp5EgqF+O///m+KxaIKXFxA3/jGN+jv7+eGG2449li6UKVQreF3WLn//vvZ+PobsdocLGn3EsuV2TmWpFitsajdQ3t7O0/u2XoBz0BRFEVRlKPONDPifBkZGUHTNFpbW/niF79IW1sbe/bswTAM7Hb7Sbe5/fbbX9R6yolU4EJRFOU82bq1frG7efNmDMM4bdVp5fx47LHH+PSnP01zczMjIyN4PB50Q3IkkqWqS2ZnRziSrHH1+99EsVqjqutkyzUCLgtuQ6OmS5rbO0kWdQqFAk6n80KfkqIoiqIoF1g0GuWTn/wkn/nMZxBCkE6n6e7uxmQy8d3vfhdd1wHweDxks9lj251qPeWFqW/RiqIo58m2bduA+h+pgwcPXuDWvPZUKhU+9alP0draSiwW46tf/SoAs5kSVV2ysM3NkV1Pga7T0r+C3+yf4cv3HiRVqLB+TpDrl7TT6rXR1NKOyelj4IiaWURRFEVRXquKxSKrV69m2bJlXHfdddxwww381V/9FQCf/vSn+e53v8uqVas4dOgQLpcLgJUrV6JpGqtWreL2228/5XrKC1MZF4qiKOfJ1q1baW1tJRKJsHnz5hOm2lTOr9tvv52DBw/y61//mjvvvJPbbruNT37qU4SLFvLlKulilcc33UdHXz+a00utUKVaMwinilwyN4hmEsxrdjO/pxXN6WPfkTHWr1LPoaIoiqK8Fp0uO2LBggXs3bv32O9///d/D4DFYuGRRx55zronW095YSrjQlEU5TzQdZ0dO3bw7ne/m6amJjXd1ctsfHycL33pS7ztbW/j5ptv5stf/jKFQoEvfOWrJPIVJHBkJsWToxnmXv4marrE77Bg1uBIJMczEylKVR2TSbB2UR/SMNg/NothyAt9aoqiKIqiKK85KnChKIpyHgwMDJDP57nsssu44oorVODiZfa5z30OgH/5l3/BMCQ9c+fz/o98nLvufZxnjoQoVnQe3bYP0b6Y3r5+PHYLpZqBSZiIpItsGY6xfSxBpWawbG43WjnLaCRFslC5wGemKIqiKIry2qMCF4qiKA3PPPMMN998M7lc7iXv62hhzksuuYQrrriCwcFBYrHYS96vcmq6ITk0k+HrP/w19287yCf/71dI4OF7m8f4wdYJVtzyB9jnrePuhzezdyrNroEjUM5g9zczHi/Q7rVz6bwAVotGuaqzcyzJb/aHyZVrtDkM4vEkRyIv/bWhKIqiKIqinBkVuFAURWnYtGkT9957Lz/96U9f8r62bdtGIBBgwYIFXHHFFQBs2bLlJe9XObXRWJ6ZRJZ/+srfMK+nk9//0AdIFStMp0vohgSbiyXLlnNo19NYy2mOHDpA+8JVpEs6DqvGZfMCtHsdCCFIFKrUDIMnDkf5p02H6e7uIBkeYziSo1xVFcAVRVEURVFeTipwoSiK0hAOhwH4zne+85L3tXXrVjZccikHpjN0LViO2WxWw0XOo2i2TDRb5u7vf5PxfVv5z3/8Iks6A6SKNTp9Nua1OJlKFlm7eg0kJvjuj35CRvNjb52Hx2amzWNlKFLA57TS1+QilCqyeyJFLF9hYDqN1n8VM0P7KFV1lXWhKIqiKIryMlOBC0VRlIbp6WkAnnzySQ4fPnzW+8nn8+zfv5+lG64kW6oRLUpWr9ugAhfnSbGiMxrL4zBL/uufv8L73/9+rr76akZiOcKpIqlCjaeH4zitZpb3NnHpWz9CBD+at4X2gJdC1eDQbI6JRIFwqoDfYcZtNWM2CVrdVuxmjZqnk4KzHWHUOBTOIKUq0qkoiqIoivJyUYELRVGUhnA4zKJFizCZTNx5551nvZ+dO3ciNQtzFq+myW1FMwmWXfZ6tm/fTrVaPXcNVjAMyeHZLCYBxZlRSqUSb3vb2yhUauwLpSmUdcyaJF2oIpFkSmVa+hZjdfpw2Gx0NHkRAnTDYHA2y38/M02yUGV9X4Cgy4YuRf05tLuwdSxm/1iY6VSR8XgB3ZAUKjWS+QqzmRLTqSI13bjQXaIoiqIoynnwN3/zNyxbtoyVK1eyevXqY/XMPvrRjzIwMHBOjtHX1/eCNdH+9m//9oz3e+edd/KZz3zmRa07NjbGD3/4w3O23rmiAheKoigN09PTrF27lptuuonvfe97p52v+3S2bt2KOdDF8mVLmNvsYk7QycLlqykJ63Pm7lZeurF4nkJFZ36rm927doAwsWL1Gg6GMwxFcngcGqOxIplSFSRsHk4QK9ZYt2Ipy5fMx2bWWNXj55aVnVy1oJkWr43haI7JRAGPXUM3dLLlGgG3Hb1aZng2x47xJD/bMcmjgxH2TKY5NJNlJJpnPF5g31SafLkG1KfEveuuuyiVShe4lxRFURRFeSk2b97MPffcw65du9i7dy8PPfQQPT09AHzzm99k6dKlL1tbziZwcSZU4EJRFOUiJqUkHA7T0dHBRz7yEaampti0adNZ7eupnfvo6utn5bxOdEPic1i4dO1KLP4OnnhKDRc5V2K5MrOZMl1+B36nla3bt9O64Y1si2r8Zn+4ngWRKLBvKoUZ0KUEYaLL72B1fyfrFvQwv83Nu9Z20dPkIuC00ulzYDdr5Mo1ClUdt80MSEomG1SLNNWi2CyCoUiO0WiOQqVGm8/G0k4Pi9o9GBL2T6WZzZS48847+eAHP8hdd911obtKURRFUZSXIBwO09zcjM1mA6C5uZnOzk4Arr32Wnbs2AGA2+3m85//PMuWLeO6665j27ZtXHvttcybN49f/epXwInZDzfffDOPPvroCcd829vexrp161i2bBl33HEHALfeeivFYpHVq1fzgQ98AIC77rqLSy65hNWrV/OJT3zi2I2373znOyxcuJBLLrmEp5566qTn9dhjj7F69WpWr17NmjVryGaz3HrrrTzxxBOsXr2a22+/nbGxMa666irWrl3L2rVrjw19fv56uq7z+c9/ng0bNrBy5Ur+8z//86V2+3OYz+neFEVRXqEymQyFQoGOjg5uueUWgsEg3/nOd7jppptOWFc3JNFsmSa3FYv23PhvVTfYdXiC1cuX4rJp7JlMYUhwB5po6VvEQzsG+awhMZnEy3Vqr0qVmsFINI/HbqYn6ABg66FJehauZzJZZCJeoMNv50gkhwnBujkBhhMF1vT4WdXlo1gzEEDQbSVRqNHX5GBwJkvNkDR5rOTLOhLJhjlBWhN2nj5i4OhcSDiZ5erVbsbjBaZTRco1g5FYDiSYNcEV/c0YUuPITJovf/1bIEw8/PDDfPSjH72wHaYoiqIorxJjsTz5Su2c7tNlNdPX7Drl8htuuIEvfelLLFy4kOuuu473vve9XHPNNSesl8/nef3rX88//uM/8va3v52//Mu/ZNOmTQwMDPDhD3+Yt7zlLS+6Td/+9rcJBoMUi0U2bNjAO9/5Tr7yla/wr//6r+zevRuAgwcP8pOf/ISnnnoKi8XCpz/9aX7wgx9w/fXX81d/9Vfs3LkTn8/H6173OtasWXPCMW677Tb+7d/+jY0bN5LL5bDb7XzlK1/htttu45577gGgUCiwadMm7HY7R44c4X3vex87duw4Yb077rgDn8/H9u3bKZfLbNy4kRtuuIG5c+e+6HM+HZVxoSiKwrMzinR2dmKz2fjABz7AL3/5SxKJxHPW0w3Jgak0eyaTHJhKn1CkcefgOJFYnCtWLuTQTJZCpUaLx4bHZmHhwgXsC+d49HCEULLwsp3bq9F0qoghJf0tboQQZHM5QnkT/q75pItVdFkPLqULNdb0+inpBkho99mJ5CoEXVbmtbpZNydArlzlvn0z6IbBym4fa3oCLGrzoJkEu8ZTaCYTC9vd2CiTSOdwWDUcVg1dgs1iIlOqkchXmEoV2T6WwGwS7HjsQcKJLHNWX8kjT23DMFTtC0VRFEV5pXK73ezcuZM77riDlpYW3vve9560HprVaj1202vFihVcc801WCwWVqxYwdjY2Bkd82tf+xqrVq3isssuY3JykiNHjpywzsMPP8zOnTvZsGEDq1ev5uGHH2ZkZIStW7dy7bXX0tLSgtVq5b3vfe9Jj7Fx40b+5E/+hK997WukUinM5hPzGqrVKh/72MdYsWIF7373u09Zz+PBBx/ke9/7HqtXr+bSSy8lHo+ftM1nS2VcKIqi8OyMIh0dHQB85CMf4etf/zo/+tGP+MM//EMAUoUKW0YShFNF3DaNULJILFdhWZeXoMtKpljlgc37EJoZ25xV7J5I0RNwEM2Wcdk0rlo6h6cee4Tx6Qh2s4bHbsHnsFywc36lKtd0ZjMlmt02HFYNgHse24G5qYdgUyutbjtzgk6Go1ksJkG+XGNwJseCNhcum5kWj41lHV4kEEqWmEwUGY7k2Ti/iWWdPqq6gTabZdtYnJFonlaPDZtZw+kLko5N0NfkIl2oMhzNky1VCTitzGlyEc0WSeSqjESy/Ot/fYeFHT7e9aGP8rd//4/c/dguNq5dRqvHjqaybRRFURTlrJ0uM+J80jSNa6+9lmuvvZYVK1bw3e9+l9/7vd97zjoWiwUh6n/nTSbTsaElJpOJWq2eJWI2m59zQ+NktbAeffRRHnroITZv3ozT6eTaa6896XpSSj784Q/zd3/3d895/Je//OWLOqdbb72VN7/5zdx3331s3LiRBx544IR1br/9dtra2tizZw+GYWC320+6LyklX//617nxxhtf1LHPlMq4UBRF4bkZFwBr1qxh1apVfPs732E2U+KZiST37ZthOlVg32P38Ps3bmB6YDuRTIl9oTQPHpjl3n1h9h4ZQ7PYaO3qZVGHh2iuQjJfxiQEfUtXYxIa+w4dIZYvMxzNqVkozsJ0qoQEugP1ISK6Ibl31zDmYCeB5iBlXSdZqHB8ksOKbi/XLW6nN+hiVbef2WyZ0ViBfLmKx6bR1QgwHZhKs3U0wUy6xOXzmlja6aVmSGq6gcXpJy1tDExnsJkFHruZdp+d1y9upSvgwOuwki1XeeqJxwlNz/LhP/wz3nH9RqqxcXbt2M5YrMCuiSTj8bx63hVFURTlFWRwcPA52QO7d+9mzpw5Z7Wvvr4+du/ejWEYTE5Osm3bthPWSafTBAIBnE4nhw4dYsuWLceWWSyWY7PUveENb+DnP/85kUgEgEQiwfj4OJdeeimPPfYY8XicarXKz372s5O2ZXh4mBUrVvB//s//YcOGDRw6dAiPx0M2m31OWzo6OjCZTHz/+98/VkPj+evdeOONfOMb3zjWtsOHD5PP58+qj05GBS4URVE4MeMC4EO/9xH2TSZ4cMtexuJ5ZCnHd7/8R3ztH/4ae0c///Q3X8ClZ0jkK1RqOq0eO9Hdv2VedzvLe5qwmU2UqjrhdAmHReMd16xFZMKMjwyRylcoVXTG4mrIyJkoVXUimRKtHht2i4aUkieORNgXrWK3O1g1p4VIph4UGonlsVk1rlvaxrWL2ihUdWxmwUgsT6ZYxWExEcmWiWQrzGlyYTWbKNcMml0WVnT72bighWsXteKymclVapisTnTNgUYNl91Ks9vGZKLIgek0HpuGySRI5srcde8j9HcEef01V5Mz+5g7p4f9T9zP8i4vfoeFcLrEoZkshiFf+IQVRVEURbngcrkcH/7wh1m6dCkrV65kYGCAL3zhC2e1r40bNzJ37lyWLl3KZz/7WdauXXvCOjfddBO1Wo0lS5Zw6623ctlllx1b9vGPf5yVK1fygQ98gKVLl/LlL3+ZG264gZUrV3L99dcfKzb/hS98gcsvv5yNGzeyZMmSk7bln//5n1m+fDkrV67EYrHwxje+kZUrV6JpGqtWreL222/n05/+NN/97ndZtWoVhw4dwuWqZ7w8f72PfvSjLF26lLVr17J8+XI+8YlPHMsyORfE88dnvxzWr18vj1ZeVRRFuRj8yZ/8CXfccQfZbBYhBMWKztbBSW5+2zt449vezWWrl/OV//snlIWFT/3xrSxcvor/8/k/o6NvAZ/8X59jSaefq+c307JgJTe8+W18/e/+kvv3zdLqtVGqGmRLVW5Z2cFb33g9ebOPT3/xX1jW5UVKwaJ2D0GX9UJ3wSvCcDRHLFtmVY+fqm5weDbLT7ZP8NN7H6GdFDe+9d0MRXI4bCYm4yXW9QX4zOsXUKjU2DGWBCHJlWpICTVdEsuX6fQ7WNzupVLTyZV1vA4zVq0+BKVYrbF7IkkiX2HLgWEOHB7jU29az42XLGVwJsvOiQSFcn32kTavncd3HWTH3n2896oVfPIdr2fneIr77/oG9/3gP4jH45jNZmK5MkdmczS7rcxvdaPrOjfeeCMf+chH+N3f/d0L3MOKoiiKcvE5ePDgKS++lVeWkz2XQoidUsr1p9tO1bhQFEWhnnHR0dGBEIJ0ocrhSBaX28P6jdfy2z0j3P/gI/Quu4JPfvrTNLe2ASbe85FP8b1v/SdPPXgfne95Nz97fDdFXeOKVYsYnMmiGwYb+oJoAu7ZF+axwzEuvWIjX/vav2IWBplSjTaPjZFoDrfNj9WskuBOp1TViWbLtHntlKo6h2ayHApniGUKpENDrL1sLQPhLIs7PJhN4LZZWDcnwEMDs+yZTIGQNDfqX3QGHFRqBvOki0XtXoSAqi4RAhwWrf5j1bBqAqfFzOFIhnLKy/7Dkp3jaV6/3mB5tw+LBgPTaYpVicUsOLR7C05vFzPmVr791ChehwXPosvIVf6d7du3c/nll9PstlGuGUzEC9gtRfZu/i2PPPII2Wz2nAUukskkY2NjJ60griiKoiiK8krzor8lCyG+LYSICCH2H/dYUAixSQhxpPFv4Pw0U1EU5fwKh8N0dnYymylxcCaDVTMRcFlZdsX1SLONS258G5/60z+nbPYxHC0QzZboW7iUGy5dxi/u/Hc27znAL7ePIKx2Llm3hqHZPPNbPDS5rARcNi6b20SyUKFlyeVUSgVykUmS+SoBpw3dkIzGzt0YwFcbw5BMpYoMR3L1KUydVo5E6vVBZjNF4vEkeiFJwdWBy6bRG7ATz1dwWTUSuQp7QymSxQp+h5XegJPuoJM2rx2P3cKaOQH6ml3MaXIxv9VNf4ubTr+DgMuK3aJhMpkIuq34HTbWLeiimo4wmymRLVSIZcuMxArUDMHidg/J0QHCex5n2fxeilWDctWgVDGwBjqx9a3lR5u2EEoWqNQMuvwOWr02Qski//7tuwDYvn074+Pj56TPbrvtNq688ko1m4miKIqiKK8KZ3J7707gpuc9divwsJRyAfBw43dFUZRXnOnpaZq65jISzeN3Wmj32dgfyqD5WvnABz/E2ks3MpOpEHBbeeuqTt68ooN2r42lN36IruUb+NG/f5WZoQE87XM5VHChadDf6mLzcJzhSI7+FjeL2jy4OuZiaZlD6OAedMMglivTHXCQyFeYzZxYLVqBI5Esjw1GeWo4RlU3GIpmkRLCqSLjiQL5RBRLSx+a3cWaXh9HonniuQrhdJmJZB6Pw8JbV3fxsWvmcf2yNtp9dnLlGl6HmRa37QWP73dYcNk0WpsC6KH9FCsVfns4hhCwvi9Af4ubSLbEjx/eRufSS3jrFcvpC7oIuqy0e2047DZ65s5jx9YtTCaK7BhLsHM8Sb5cY2RqhscPR7jpfR9FmK3cfffd56TPxsbGKBQKxGKxc7I/RVEURbnQLkSJA+XceinP4YsOXEgpHwcSz3v4rcB3G///LvC2s26JoijKBSKlJBwO4+3ow2XTaPfY2Dme4omhKJFsGafNhglBolCmXK2xbSzBL3dPEXTaaA+4eN+HP05sZpLNv/4+XXPmsnUkQalqcCSSY8d4gieORInl6nUZ5nY00738MnYdOITLaiaaK+OwaHgdZkaieQamM+TK566Q0StROp0GoFIzGJjO8PRQnFi2RL5UYySa41A4SyxX5PHDUdL5KjPpHJ62PjoDLnKlGplSDZ+zPkzkyvmtvGd9D29Z1Um710Gr187CNg/r5wRY2uE9NmXZ6ficFpxWMzUpabFWELko47E8Q5EcAYeFUk1nz6FhUgWdxZdci9ViZm6rm2iuggQsFhNzlq1j9+bHaHEI4vkyqUIFTQi2P7YJKUy8/j0fY9nl9crg58LRYrNH/1UURVGUVzK73U48HlfBi1cwKSXxePyU06m+kJda46JNShlu/H8GaDvVikKIjwMfB+jt7X2Jh1UURTl3stksRWnGG2yhUKnx631hJhMFUvkKzS4bfqcVu8VErmJhIlmkVDHIl2voOrxrXSdbnFbe9Aef58Ff/YJgzzxylRqT8QKZUhWXxcxstsSWkTjXLW1jVY+f3q4ORibGSBQqlDM6AaeF9XOCzGZLTCWL7AulaXZb6Qk6sVu0C909L6uHHnqI66+/gQWrNnDF9bewcO3lzJvXT4vHTThdxJDgsWr8fHuIcLpErlwjbdhxOaz0Bl2kihW6/A48NjM9AQddAQcL2zwnBCheTMDiKJtZw2XTKFZqdHb3EgkdwHfZFeyZTFKpGQRcFvZvewK3BTYsnU+uVKM7YGcinudgOIvXoeFvn4updw2/eXI7V11+KYWKTs0w+PX3v8Hqnrl4Ak0sv/YWfvzlzzA1NUVXV9dL6sejAYtwOMzq1atf0r4URVEU5ULr7u4mFAoRjUYvdFOUl8But9Pd3X1W256z4pxSSimEOGUITEp5B3AH1GcVOVfHVRRFORu6IeuZDRKGxkJYmnrRPC2MxfIgJdIAj8MMUpApVWn3eQi4YPdEGU2DFo+NZ0JJhqJZOnwOLr/sMsyagGAfbpuZfLVGPFJiSacfn93C4ZksAZeVy+c1sbC7hW2PPUSP38pgpMjeyRQASzq8rO7xE06XCKdLxPMpOnx2eoPOM7rQfiW747s/pGXdjbTMm8PPfvIjjJ/fjScQZNWlV/Pud76TpKHx4IEZJpJFarpOtaZTLeVZ2W6mw29nnsWFy6oxFs/jd1lZ1O5BM730vgs4raQKVVrbOxh4aBPr+gIcDGfRdYkRH2Ny6BDvffc7CXrtlGsGpYpkRbefPZMpZjMlciYXrgWX8diug7z+qssImC08+MQWZi0dvP9dH8FpMdHavxyzr5W7776b//W//tdLam84HH7Ov4qiKIrySmaxWJg7d+6FboZyAb3UwMWsEKJDShkWQnQAkXPRKEVRlPNtPJ5nNlMGYPPAFLaOhUiHF7PJRFWXVHWDStUgU66xKuhjbrOL4WgWi1ngsGj0NbtIFcpEMyWKNR0Ngal1Ic0eG7es7OQ3AzPEclWyxQotXhvxQoWHB2aZTZdo6ZmHyd9BLhZmZdcc4rkyoWQRkxCs6Q3Q0ygeOZksMJ0qUajoLGw7NxfgF7NMLs/D+0OsufINfP4THyKXL7Bl1x627B1kT6xM8tdP0Nm/lHCqRJPHRpPLQSIRYzQ6zpI3vBGnVWNph5cnjkRx2sys7Q1g0c7NTC0+pwWLZqKzvY1MJs1NC330Nrl44nCEn9z7OHajwHtvvo50WTKTKlGq6Vg0QYfPTiRbIlfWcbXPZc/MNLOpEolClV88tAVX6xwWrlhHm9dOIBBg7mU38tO7/+clBS6y2SzZbBZQQ0UURVEURXl1eKnf6H4FfLjx/w8D//MS96coinLeVWoG0WyZZreVpZ1eCuk4eqXA0q4AuXKVcLLAdKrAcDRP0GGmx+/k/v1hto0mcVrM9foVMzm6A046A07cFhMgkQJavXZ0YFGrh3V9ASq6JFesYTWZOBLJcveuEBlbC5q3mW0DY5hM0OF34HNYyJVrTKeKAFjNJvpb3MxrcZEuVjkwnaZc0y9ov51PhiG54+cPUHM2s3LlSp6ZTPHgYJK8t5fWFVfR0beQUDzHbDpLk9dKp9/OgjY31dQs1Mq4mztY3eNnIlGgUpMs7/LhtlvOWfs8NjNmTdDZ0YbQLExPT7O8w0cpl2FoOsFb3vRGWnxuml027FYNgaSqS6yaYF6zk6VdXppdJjJVwf17JykUcuze+iTrVi8nlKmyazKFlJIlay5j+9A0E6GzDzgcn2WhMi4URVEURXk1OJPpUH8EbAYWCSFCQog/AL4CXC+EOAJc1/hdURTlovKlL32Ja6655tjvM+kSEugJOhECQtEUSMloTuPXe6b57eEoO8aT1AydFo+d4Xge3YA5TU4sZoEhJVVD4nNYWNHlozvoojvgZHGbl0Suws+2T5AuVvmdDb1ct7iVcs0gUazgtpnxO8xUNRdmbwt7J+LkSzomk8Bjt1Co6EwmC1T1Z6ewbPPaWdzuoVQ12D+VIf8qLNwppWQomuPXj+/AFWjD29LNbKZEuaYzES8wkSjQ0dGO2e0nGo2zrMOL32mjUNWJRmZoshk0eZyMxvJEMiW6Ag7avWdX+OlUhBD4HRba2ztAGuwcnCCUKjKy5TfIdJieda9jcCZNulwlX6kxHM1zYDpNJFdmbpOH7oCLBZ3NVHNJtgxO85OHdmBYnNx07UYumRvEbdOIZMrMXbgEYfPwrV/cT00/u6lMjw9WqIwLRVEURTl/Dh06dKGb8JpxJrOKvE9K2SGltEgpu6WU35JSxqWUb5BSLpBSXielfP6sI4qiKBfcgw8+yBNPPEGhUKCmG8xkSpSrOg8fmuXevdMcTAlcPUsZjBURQKZUxW7RWNsbwBBQrRqs7PbS3+pm7Zwgr1vUQsBlYSpdoqJLOnwOrlncyhXzm3BYNKZTJfaE0tyzZ4otowkqNQOn1YTTasbnstHqc+DxBQmlSuyfSlGs1Gjz2nBaNY7MZtk3lXpO+/1OK8s6vQAcmM6QKlRe/k48jyYTRYbDCQ4Mh+hfuICeJhcb+5tZ1unDYdFo89rxOe20NwXJzk4yMhbCY9fQhGD28B6WdvrIlWvsnkixoM3DnCYnnnOYbXGUz2mhta0do1pifCpMNZ/m/m/fznVr51PGwv6pLEOzOWq6pFLTcVo12r12hAk8dg1foAlNr1LMxBmYjNC5YBkWbyvj8Tw2s0ZN14nXbLT3L+GBx7dweDaLYZx58OJosKK7u1tlXCiKoijKebJlyxaWLFnCjh07LnRTXhPOzeBfRVGUi5SUkv379yOl5NChQ8xmyxQrOqPxPIdnsty7J0yiasbhdGM2magYBiYhWN7lozfowm2zsKDNQ7vPycJWD60eGwGXnY39zdR0ycFwhnylhjQkTquZNp+dNb1+vA4z28eTzGZKLOrw8gcb53HVgmbcNjNehxm/10WqUOJwJMveyTRmzcQlc4O0euzsnkizZyJFqfrs0BCXzczyLi92i4nBmSyV2tndjX8pqrqBYZxdbeVKzSCeK58wjVkkU2IqVWTTE1sxLA42LJlHuVpjKJplJlOixW1nWacXt83Mu65YiCs/wTP79mI1Ca7oMJGaOExn/1J0Q9LutdPucwACj/2c1Z4+xu+w4vf7sWmSTHiM+370TaqVEh/4nfcxJ+hicYcbzQTZUo0ml53egIMuvxNNCEpVg1ShSlNXLyOb7yU1cZiVy1fQ5rXS4XPQ6bMTdNtJFqp0rHk9g7EK//HwIX65+8wzJo4GLtatW6cyLhRFURTlPBkcHARgeHj4ArfkteHcf7NTFEW5iIRCIXKGFVvXEu7dOkhvKUgoWaBSM7CYBCYBenoGqzeIrkswoCvgZFGbl1LNwOsw0xWw47FZmUoWyVVq+JwWfHYrN69oZyCcIV8xGI3l6Qo4aPPauXllB7smkmwdSdDmtRPPlRkIZ5jT7CZRqBDNleny2wlNh4llS2wdjdPX7OLmVZ28blELDx2KsG86zVgiz9wmFyt7/BiGpFQxsGomjqRydPrt9ARdL1s/VnWDP/x//8Dc3m5u/cQHzniWk/F4nliugtdhpr/Fjd2ikSlVGYnlEULy+J4hnDYrFn87AzMZhDChCSjVqkzNFOjyOfA67Fx53Vt48MltPLHtGQqdTizNPbR09bJuThC3zUwiX8FqFudlGlmr2YTbZqFrTj8j+7azY8cObnn3+2nt6MSv61g1jRaPnUS+QrpYZSpZxAAimTLhTImqYeAIdiKa+tFqBbydc9g8mmBRq5eA08KbVraTK9cQ1XaE08eRsQl0k5mV3T7mt3pedDunp6dxOBwsXryY++67Dynla2ZWGuWV46abbuLaa6/l1ltvvdBNURRFOSuhUAiA2dnZC9yS1wYVuFAU5VVt6zP7sHUtAZPGwfEQgUX1WhNFUWM4mqPT76CQTePuakdvXOCt6PLS3+pCIHDZNDKles0Cm9nEgjYPzW4bbpuZZreNVp+dzcMxSlXJbKbEwjYvNQM6fU7esNRMIl/FBBQqOrPpIm0eO6PxPN5gG9XUNuyyTCIv+cn2CQSSzoCTak1SKFcplGscns1SMyQ1Q6IbEpOAmi7ZO5mmy+/E9DLNNHJoKsEPf/wT5vX38+HfeSedfseL3raqGyTyFdw2jXxZZ28oTV+zk2S+ikCyY2iWiXCMxYuXkSxW6fA6mMkUmcmUiOcqzGl28Z4N3RycybFs4VyGtz3CricforBsBRaHm2tXL2Tj/GaShQpHZnPnZZjIUX6nhfbuOTz0i++AELzjQ5/EYzfT3+JjKlViZbcPp1VjKJLjgQMzTKWKWDVBf7MLR4eXWqnI+O4yq+e1sKqniZFYnj2hFLph0Oyy0eyykPZ58Wo1EgeepL2rl5/vDPFHb1iA3fri/mSHw2E6Ozvp7OykWq0Sj8dpbm4+b32iKGcqlUrxwAMPUCqVVOBCUZRXrNdC4OLAgQPMmzcPh+PFf+87X1TgQlGUV61KzeCJvcOYbA4CphLDMxkW5St4bGamUyWcVgv9zS5KhkabBcyaCadFw+uwUKwatHps2M0ahoRL5gZZ3ObBYq5nCkSzZaLZMoVKjZoBE4k8HrsZm8XMkdkszW4bHoeZbLFILFfGbBIU3FY6/A46PA4mPQEQkko+i8/fRihV5DcHZrl5VQc9QQcTiTzJQoVwqkSL28bVC1sIOK14HRYcFo3tYwlGonnmt7nPez8m8hWe3L6HcibO0BA8OTjNsu4mhDBR0Q0CTgtzmurZH6WqTiJfQTMJ2hoFMqPZMrOZUv2i3+egUKkxGM4yOJslli3zm22D6ELQ0jOPNq+NQrWG2QTlqkGz28oNS1sZjRep6ZJL5jbx5r/4AzZccwM7o1PM727myoXtaCZBs9tGrlQj4LKet77wOy20t7djsnu45Oo3sGTpUua31jNI5rc++1wsaPPQ7rWz6eAsNouGWYAhQdBLIbmeGy9ZQrvPRqVmEMmVEUJjcDaL12HB7zCzctliHvzOV7n+nR9ieDbLpoFZblnd9aLaOD09TWdnJx0dHcd+V4EL5WKya9cuAA4ePHiBW6IoinL2pqamgFdv4CKTybB27Vpuu+22lzRN+7miAheKorxqjcRyDE7M4LdKVi1YyL6ZGXwOC/sm00TzZdrcNraPxdA1Kza7AwE0eWyYpMBj1+gOOHHbzXjt5mPDEMLpHNlSDbMmcFo1mtw2Xr+4Da/DQjRTpqYb9Le6mdfsQghBk8vKwXCGyUSRQrWGzaLx+sWtxLJFTJqFmUSGnmAHHpvGbKbE44ejBF02TAJaPTaspnpwoNPvODb8YVmXj8ORLDvG4/QEHdjOw7CIo6q6wWgsx969u9EcXgwJew4OYzJbWdTmQQAj0Ty6IcmWahQqz9blsGgmgi4rU6kihYpOd9BJIl8vLJrIlzkwlWIiUSAUTeBp7sJkcxHLVTBJiGRL+JwW3r2um7ktbg5OZ1nQ5mZRu4fuQBsfe//b+Y87f8Tl17wPq/nZck19zed3+IzbZqarox1LoJ33/O5HmNPkPOWwFI/DwjvWdpPMVxiJ5Tgym8MAVq5YzmReEpvM4LRpNLutVGqSJrcVE4JSrUbr3KVIzYo+cwhrcDFPDcdY0uFlftsLDxmZnp5mzZo1dHZ2AvUMjJUrV57LblCUl2T79u0ARCIREokEwWDwArdIURTlzB3NuJiZmbnALTk/hoaGqFQqxwI0F5oqzqkor2LpYvWsp1R8pQuni8SyFULjo8zr7kKbu55UsUK+WMZhNdHf7GJ+mwcnVaqRUTxOOy0eGyu7fFy5sIU3r+hkUbuHTp+dQkVn92SKw7M5KrrB3GYXa3sDLOv00d/iZn6rm2sXttIdcGDRTLR77XQHnPQEnazqCfCudT1smBvEZDIxNJsjU6rS0+TG1z6HcmKKbr8dv9NKqlBhYDpNrlhldY+PdXOCNHmsRLMlRqK5Y+emmQSXzA1SqOjsCaVOKHh5pqq6ccp9jMfz5Ms6e/YeoKOthXLoAHLiGZpcNio1Sb5cYySa49BMFrMm6Gt2srrHj8umMRLNEcuVmYwX8DstLO3wsrrHT7PLytbROPunsiRyJXKZNIH2dixmQThVZDyZp1STdPkdWDWNsViBZo+VVq+dTl89VfGLX/gCaxbP5V1vf+tLOvczJYTgPW+7mT/9/P/hxtddeSyr5HQCLiurewJs6KvX4ajWDKLZMvFcGcOQ2M31bI11cwLYrBq1mqRs8dC6/AoOPvUbVnT5SBer/M/uKUqVF54O9+hQkeMzLhTlYnJ8BX6VdaEoyivVq32oyNDQEACJxMUxcagKXCjKq1QyX2FgOsPgbPYlX9i+0uTLNSbiBcqVKqHZGJ7+VXiCbZRDg0zNxGhy2/DYLTS5rBSLeaQwYbbZCDotLO30sbzLd6yYYThdYiSax6KZWNjmZk2Pn3afHe15tSXafXauWtjCVQuaSRaqDIQzVBtBI7Nm4qoFLazrDYCAvaE0DqtGs8tCLBxibW+QnoCTvsbd+1xF58B0lkMzGWxmE+WaweBslmJFp1IzSBeqdPud9AZdjETzhNOls+6rQqXGrvEke0PpY9kQRyXzFWbSJbLFMgf27eb6y1exeM0lbN5zkNlMib1TKfKVGh6HmU6fnWWdPjp8DhxWjQWtHnRDsnk4RqZUPTacoqIbbBmNsyeUxqIJZD5FefoQ71zTzYY5QTr9dha1elnW6WNppw9dSgqVGm6bmTnBZ2t6NDU1sX37dq677rqzPveztbivk/e96+1nVDBTMwn6W93csrqTS/ubWD8nSNBloVTTiebK7AulKNd0unz1DJpytUbL/FXsnsrT2+Sk0+cglCxy777T39XJZrPkcrnnBC7UlKjKxWbHjh1s2LABUIELRVFemcrlMtFoFHj1Bi6OzpaSTCYvcEvq1FARRXkV0g3JaDyPRRNkijVCySI9QeeFbtbLQjckRyI5suUqzxyZQDfbaW7t4MqlndztcDMdTdDU0oyrMfQjn82jWR047Q4Wtnu5ZG7wWNCiXNMJJYsEXBYWt3tf8NjNbhvNbhsum5nhSI4D0xkWt3uwWzQ0k2BVjx8BDEVytHmtLG8S/GqoBFJndW+AqVSRiXiedKHMtCaQgCElUoeRSI4DgRQgqOoSn8PC3GYXyUKFw7NZPHbzWRWlHIsVMJnqxxqcyeK2mekNOnHZNIajOSLZMsmpEQrJOO4lVzNPNrHlN7/gsnkBxuJFZjMlXFYzU6kSi9p1HNb6sAmHVaMr4ODRwQitXjtBp43tYwn2TKZ4eGAWi0kwr83Fpj2PEZAZunu62TycoMNrp6fJRaGss6LLiyHrWRytnhODRReKz2HB1+U7q23bvA7eubaHWLbMgek0yWKFStVgJl1kOlWmK2CnzWMnnq/gDTQzVDMzPptE0wQV3eDxwQgLWt2s7PGfdP9Hsys6OztxOBz4/X6VcaFcVKLRKGNjY3zyk59k3759DAwMXOgmKYqinLGjf1ubm5uZnZ19Vc7gdbEFLlTGhaJcxKSUZEpV0oUqqUKFZL7CdLLI3lDq2N38kwklC5SrBgvbPbR4bISSRVKFyinXf7UwDMmhcIbBmSypfI3w1DRS15nT1Ya/uQX30muYTWWZTpXIFWsk8hVKxSzCamdum4/L+5uf80dnIl5ASklf05nVTWh221jS6aWqGxyYTjMRLzARLxDNlrGaTWiaYCZdYfG8XiqJafaPTNHstrK4zc36OUGWd/vxOSx0+RxUqgapcoUd40keOhjBkJLeJif5So2ZTBGrWZAuVBmK5NCN02fWlKo6e0MpIpl6hkY8VyZdrNITcLKq20d/q4uqYTAQzrAnlGI8nsdh1di9dx/W5m4WL1zImsX9JCePkJ+dwG0zc3g2y2ymyEy6yFg895zjVWoGhgSzBj/fOcG3nxzl0YMRksUKDqtGMpNn4sAullz6eu7bO4NJwKXzglRrBi0eK0II7BYTbRdR0OJcsJpNdAYc9DQ5aXLZmNPkYm6LC4tZUKkZNHmteGwamjuIUchQjIZo9dhp99lIlar8YOsY5ap+0n0fza44mm3R2dmpMi6Ui8rOnTsBuPTSS1m0aJHKuFAU5RXp6DCRdevWUalUSKfTF7hF597RoSIqcKEoygsajuY4MJVhIJzhYDjLMxNJHhyYYftogmcmTv4hkivXCKdLtHlteO31u/JHp2cs105+sfNqUNUNDs5k2D2Zwm3T8DnMzE5PolntOLxBfrgthKOli0S2PstHzTDoCjrJZzOYDJ0l3U10B57NSkkXqsRylecUxTwTXruF5Z0+zCYT4XSRcLrITLpEVZc4rGYmEnlqvm6qyWkikQihZIEOn4OKbtDisdPhtyMLCZLhEOVKjXylxngsz3SygNkkWNXtp81rRzfqhSxn0kVCycJp2xROl8iXdYajecZiecbiBVw2jTavDSEErR47q7v9zG12sXcyxUSiSKmqc2DvbjraWuhoCRDomY997lp+9NA2fr5jgl3jKR49FGUyWeCxwRiFcvXY8fZNpWn32gglijx6OIpmkpQNAyTo5SI7fvNzqtkk9vZ+yrV6tsa20VS9qKnbhm5Ab/Dlm/L15dbX5MJlM6NLSdBpx++wUtMlJmGizevE4XRi61pMZGSAroCDTp+Tha1uQskSTw5FT7rP4zMuoB7AUBkXyqnkyjUi2bMfanY2duzYgRCCtWvXsmTJEhW4UBTlFen4wAW8OoeLHM24uFhqXKihIopykarfoa/Q5Xfgd1nIFKsMR/IsaPeQLdY4MJ1hfquboMt2bBspJaPR+hCR3sbQEM0kWNjmYd9UmqFIjqUd3lddKluxonNoJkMyX6HJbaWvycV4PM/wbJpAayeHo0WypRoBI0syFmFD3zVcs7CFqm7w01wWlwV6go5jwxyMxlAbu8VEl//s5612WDVWnSSlv6obOCwmnhysYmvtIxcJkSmu4EA4w0SiQDhVxG03c889DzIbibPuso309s5BCJhMFQmEMyzu8DK/1YPHZuHBg7NMJouYTCZaPDac1hM/2qu6QSRTOpbJsDeUolKTXLe09TmvB11KDs1k2D9dr68RcJrZO3CIS696A4dnchSFk8CqN3DvaJVeU5Y5TU7iuXotjFShwk93hrhmQQtSQDhVpFjV0XWJWYBJmHCYBbHZITY9eh82l5c3fPBz2JwuljW7mNPswmW14HdZcFjNeOxmmty2E87l1cJu0ej0OZhMFDBbBF6HmaFIjnavnaDLjNdpw9M+l62HJ/mjbj+z6fpMK2ZN8MD+WRa3e+gKPDcb6GSBiyeeeOJlPzfl4pcuVBmczaIbEo/Ncuzz73zbvn07ixYtwuv1snTpUn784x+Tz+dxuc7vjECKoijn0tGZNo4PXCxatOhCNumcKhaLx4IzKuNCUZRTms2UmEoVafPaaPXaKFWfrbWwYU6QK+c3o5kETw/FMY4bHhBOl8iVa/Q1uTBrz769HVaNuc2uY/UuXk3ShSr7p9MYUuJ3Wmh228hXauwJpZhNZmnq6CKULNDmtbOmCRKhI9y0OEiH38lEvEiiYsZj1+j0P5ttEc6UKFZ05ja7zsvdfotm4nWL2ljVGyDYPY+JmThmzYTXZmZ1r582n4NCNkt4bBhrNcOOxx8kEZnBMGR91o1YnqFIlnShSpvPzvreAB6bmalkkX1T6ZMWY51JlzAkdPoddPkd9aEXAg7PZtk8HGXbaJxtI3G+9eQI33lqhFiuXA9KzIbRWxdjdK5g71SaeKGCv6WdZEGnJ+jk5lVdLGr3kC/XsJgEI9E8uyaS3L0zxI7xBOWKjlkTWM0a41MzPP7wA2y/7ydcsmIRt/7p57hs5UJWdflZ3u1ndW+Qd2/oYVmnF00Iepte/XVZugIO7FYNh0Xj8nlNtHsdRLNlSlWDgNOKze1j1Gghlq/Q6rGRLekEnRZiuTL37Js5YQhYOBzG6XTi8dQLhx4dKvJaK9CrnF6qUDlW/FcIXtasix07drB+/XoAlixZAsDg4ODLdnxFUZRzIRQK4fF4mD9/PvDqy7gYHR0FYOHChaTTaXT9wmdtq8CFolxkEvkKo7E8AZcFu8XEpoFZHh+M4bRoLO3wYjWbMJlgTY+f2UyJw5EswHOCGye7S93iqQdBxuN5kvnyy31a50UkW+LgTAarZmJes5tyTeKwajx1JMrQbIZ0IoEj2InDonHLqk4W9PciK0Wys2NMJgpMZ4oUikU8Pj+6Ua8ZUq7pTCWLBF1W/E7reWu71WzidUva6PA5CEciSCQep4WbV3Ty9jVdpIZ3Y+ST/Nkffpx2n5MnH3uE2WiUqi45HMmybTTBvfun2BdKgZB47GZsZhMHp+tZG8fTDclspoTbZqZUNRiO5Gjx2Fnd7WNfKM0jh6L8YmeIbzw6xFNHYnitZt61tpuFbR4ODR7GKBUIBJvIFKtoJhNzAg5y0RDz/BrZUpX+VieaSTCdLpPKlxmN5NkbSlEsG0RyZQZmMgyPTfL0lq2AiXd99HOsfePvUMSKxWzCYhG0ee30NTmp6gbhdJkmtxXvWRQbfaXRTPXsqHxFx+ewsqEvwMJ2DyaTwGLWcDvtVBwBvvHQITSTwGnTAIHXoRFKFNg0MPuc9/P09DSdnZ3Hsmg6OjqoVCoXTZqncuEl8hUOzWRxWs0s7fQSdFmJZsvPCYKfS1JKIpkShUqN6elppqenTwhcqOEiiqK80oRCIbq7u2lvbwdefYGLo8NEjn5eXww1PFTgQlEuItlSlSOz9Zkd+oIudowl61NUCkmpppMqVgmni+waT+K01meqeGD/DE8Px/j1nmkS+cqxQpK6IZlJlxp3b+tR0qDLykSiwNMjiXN2B7Zc00nmX/7Cn1XdYDSax2M3s6zTS7Jx5/mJwQhPDcUp5TPUamU0pw+vw4LbaiZmbkVYHNy/c5ShSJZK1SA7cZAmr5OZdJnhaI6xWL0g55yX4W5/k8vGyg430elJhCE5GM5w774whUqNp554hCXzunH4m7jpnR/A5fexbe8hBiejzGZKDEWybB9N8rMdIf571zSPHY4SzZZI5Ms8dHCWbLFea6JSqxcIPRLJEsmW2D6W4OBMFr/TQqJQRdMgkqlnYzisGl6HhYDbRkU3KOsGz0wk8c1dDhY7XX4bi9s8OIPtmKx2Hj8wwcBUhtlMlVXdPoQJ0qUqOyYSlKsGG/ubmNvsQgCjY2P4PW7e87Y309TWRa1m4LSasWgmmlx22nx2HFaNA9MZhODYUKfXghaPDa/DTChVxOesD3Va2e2nv8XFqk4PRqnA4FSM2UyJJW0erGYTiXwVu0WQLFR4ejjBTGNK3KOBi6OO/l8V6FQAYrkyhxt/Y5Z0eLBo9eK3VV0SPw+f41JKRmN5hqN59k9leHzLDoBjU6EuWLAATdNU4EJRlFecUChEV1cXTU1NmEwmZmZOP135K83RwpxHP68vhhsgKnChKBeJUlVncCaL1WyiK+DgqeEYs5kiQSPJTcvacVjMPDOe5O5dIQ5Mp9kxniLospEt1dgbSlGuGejSoFCuEcmU2D2ZZDSWZyiS45mJFI8fjvLbgxE0k4npZPGMhozohiRdrBJKFo7NSHHUcCTPoZnsseDIy+Xo0Ie5zS4kEMmWGYnleOhQBKvFhCmfxOJvw+Z0sLjDi81iorUpgBE5THhyDKdNw28zkZ8ZYV7AzrwWF5FMmUS+Uk/fP4uCnGfjkiVzqCTD6PkETouZ8Xiex7bvJZHXuWLjVazqDnDl4naue90bECbBMweHKBeLCARum5mqrmPVIOCyMJ0qUdUNRqI57nhimM3DMXY0piC1mjXmt7qp6QbJQoXhSJZKzSBTrBJwWVnU7uaGpe1cs6CFZV0+HFaNcKJIeGKYFr+LUqWG32mlohu0tQSpxSeJx6OYTIJsuYrVrLGs3YMJE3OaXPzOJb2s6vERy1WYCkfJJeOsWTIfj9POql4/Gxc009fswmHV6Gty0uSycmA6A0iWdnhftv6/WPS3uDEMSaFSQzOZmNvsosltZ2l/N3o+QTJbHx4Uy1dZ0ObGJEyEkiVypRrxfInBmfrzOT09fWxGEXh2dhFVoFOJ5coMRXKNoIUXs2bCMCQ2S332ntnMqYeLGIY86cxUhnHq2a2OBi1mM2XafXbsFhOP7BrE7A6yevVqAKxWK/39/SpwoSjKK87U1BTd3d1omkZLS8urMuPC5/PR398PXBx1LlTgQlEuEkOR+lSSfqeFwXCGaLbM4NZHeMtVa3n04U24bSaGozliuTImYcJsEly7sJlL5gaYTBQYi+VASh4YmGH/VAabWWN5l5eV3T6a3VZi2TIV3SDoshLPl9k5nqCmGxQrOuF0kUyp+pz25Mo1RmN59oXSbB9LMDCd4WA4w67xJJVa/ctqIl8h3bizfz7u1p3K0aEPAZcFp9VcHzIzm2X7cAwJbJzfTC4yhmbU6G8LcvOKDgwJvc1u5jR5ODSbJ5KpoNUKGKUc3W1NzGlysbTTS6ffTqfv7Atynqm1K5ehZ2MkZ0NcPi9Im9fOo09vw2yC+ctWMRrLEc9V6WgJcPX6leilHA89/BC/ffxJ7ntiB9t3H+DJvUOMTicwCUmqUEU36sVdHxuMUKhU6Q442Di/qRHcktR0g6FIngPTKfZOpjEMidlkAgHZco1mtw0QPDYwQcUWwNPUQcBlpVw12DwSZ16rmz4RJT/wBO1+Oy1uG6lClZlsfbYWqybQdYNNAxH2T6WZDE3iqCRYv2IRFd1gPJYjnq/gtplZ1Oal2WNjJJrHoplY1unDZXvt1Y22WzR6m5xUapJKTQcEq3t8LOxqxpWfoVAoMDiTYzpVwGo2Ma/ZiZSSYkUnma/yzESCiXiecDh8LMtCN6TKuHgVqdQMZjMlJhOFY0HpwZksA9MZYrnTD//LlWsMR3J47PWgxdHphQ9HsuwNZQi6rGRLNQqV2km3n0oVORjO1jMAGw4fPozL5eKpp546Yf3jgxZdfgdzm10s7fAyNLCXBeuuJFl5tnbQkiVLGBgYOJsuURRFuSBqtRrhcJju7m4A2traXpWBi/nz5xMMBoGLI3Dx2vt2qCgXgViuTKVm0OGzI4Qgmi2TKlQQJsFMuowQ0B1w8Dd3/xhbz3I+9f/9E7f/20KaPXauX9pGplRj10SSbeNJkoUK4XQRkxAUKjqL2z3o0sBp1fjhfY8hK0X8Le30dnWyfn43pWqN8XieJ4di1HRJV2MKUKvZxJoePyaToFCpMTCdAcBtM9Pld5Av17/UTqQKDEdzLGrzMB7P47RqmIQgniu/pBk4zrT/qrqkw+fAMCTbRhMMhtPM5ir0BZ3Mb3Hz7XAMb3MHC9rcBF1WNo8mMAsIrn0jE7Nx1vb4yU9OITQLvR0tAPgcFnyOl7euwuLFi9EzESbHxynVJF0eM8/s3sviDVczna0ym6vhtltY0e2lyW3DIiT79w+QzqaJJ+JMmh0IYUJWS7zxhjfQ6nfjc2iYhJlEvsqjgzHafQ50Q3IkkmX7gWE6vRasLh/7I2Xcdgu9QQfr+4L1Yp9eB71BB5tH4pQSM1TiU3h912C3aNgtGhbNhM1s5vKVC/n2f/4nbV/6a0Jpg0K1RjJXoabr7J5MMRLLk8iVKZTKxMMhrli3HrNZo9ViJlmski/VM4N6mpxkClU8DguL2uup669V7V478VyFUKpCqlBhaaeXbKlGX5uHsckB9MULCCWLRLNlgi5rffYYIen2OzgcyXL3jjGKhpnOzk7G43ki2TLzmlsBlXHxSlXTDRL5CrFchUypipQgRL02imYSmE2Cqm4wHq8RdFqPFRPWDYmUErNmoqobHJ7NUjUkTW4rR+sNx3Nlkvl64LmqG5gERDJl+pqf+9WwVNUJJQqkitVj9X8AHnnkEUqlEt/85jfZuHHjsfWfH7Q4WmRXMwn2PfEAb3j7+5mIFyhX6wWQlyxZwr333ku1WsViefXXtVEU5ZVvdnYWXdfp6uoCXnmBC8MwePDBB7nxxhtPOdPg0NAQa9euJRAIABfHUBEVuFCUl1GhUs9iyBTrd7XqNSmcTCTyJItVWlxW+ppdRLNldh8YZCQjueLN72HbU09w11138ZW//BP6Wz1IKUnmKzxwYAZdSrxWM7O5KuOVPAJ4ZiLF6NARHn3stwipU5k6RHH0GYIBH11L1vGuD30c6exiz1SanqCTuS0uhiN5orn6BdGhmSyaCZZ3+bBqJkZjeZKFKj1BJ5lifWiK3WKiVDVY2uGlUK0xFitQrOjnfUo9KSXTqSIeuxmfw8Ku8QTbRxPkSjVcVjNLOn1UdMl0Ikd7fy/Luvzsm0pxeCZDX7OLjrZmtt1zF2u7vsBPdkQA6O/ueIGjnj8Oh4O5PV1MDx2gZhjs2Po0ycPbuPnjH6Kz1UNfsxOn1YxmEnhsFiymXhb3dRLPlZnJlCiVKlTTszzx+OPk02k87QEKFZ1yVadYraEXBZ1+O+lSjfB0mJ9//9tUE5NY2+bj6luNrRRjmFmK7/swhrcDv9PCoXCGQrnK7MQwTrcXj8eNbkgqusHqXj/JQoVM1xWIricZHBohrgWYSReQQKJQo1zTqekGCEE+MgmlDJdfshaXVaOqGyzt8OB11Kdl1YQJv9PCwjbPsbvAr1VCCPpb3KSLVcKpIj1BJ91BJwvmzWXnf99Hi/Od2CwmkJApVjEJiOUqjGp5mpxWth6Zwrn0GsqeLiYSecwmjVBGx+f3v6wZF6OxPFCvU/Jaf07PVqVmMBbPk8xXMCTHpmZucltPmO44XagyEM4Qy5dp9dgBOBjOkCvX8DnqAUxdNxBCMBotEMmU6fTZGU8U0Es5EtEZTL3z8djNRHNleoPO58ymFEoWiOTqxTt3jCewW+vFkLdt2wbA3XffzX/8x39gs9mo6gYTifoxugMOeo6rVTMxMUEsFuXq1Yvo9Nt5bDDKUDTHvEXLqNVqDA0NHSvWqSiKcjE7OhXq8RkXhw8fvpBNOiO//OUveec738n999/PTTfddMLyWq3G2NgY7373u1XGhaK81tR0g1CyyEymhNkkmNfiQjMJRmN5HjkUqQ/hcNqY0+zCYdGYiOf52cNPYw128dH3v4ug284DjzzG7h1b6bvx9WwZiTGWyCOlxKoJIpkqhjRIF2rE80mMcpH9IxGCSy9nXkczrVoJcyFCJJ5m/+5d/OL7d/D1f/8vdodSTDbuoLlsGpOJArOZEtWagd2isS+UJlOsIQTMb3XTHXBgMZl4+OAsTx2Js74vgM9pwV4zMRYrEMuVn/NF9XxI5CuUqga9QSez6RL/s3uaQqWGxSywaGb6W5zEklmKuon2gJtun4O7to3jsJi5pC9AcbKNXySnGBgYYDIcBWkwt7fzhQ98Hi1btozhvVtZ0xvgC7/4Hi1akQ++8Ur2TmXIFHV6m1zMpss0uW3MZiosaveyZzJFslDF6nLgC/bx6Kb7mE5m0abT+Jz1YqS6IShVa4QSBcLpEsMTIWrpGd71+59jIGOBSg6RyjM06+PLdz3Iqks20hwMYLdqtHlsjCYreBauI54t47TWZySJ5yp0+OyEm1pxzFvPgcFB3nHLm9k9aaJUMahJSb5Uw24xoSHZPRVi/vz59He2UKjUsFvMrJ0TZE6Ti6pukCpUafPaThnxf61xWDX6ml2EU0WGojmuXdDCuiX9/OhuSSUbp2prx2kzk8xXiOcr2CwmBNDf1oLDKGJp6ma05mNyyzh9zS6uXtBK24JVL1vgolTVjxUKTRUq9Le6XxOzw7wUuiEJp4vohmxkztUYjRUAydwmF11BJ+7TDJ/yOS24bBrhVIlWj51CpUa2VMPnsDAezxNKFJFC4rNbmN/mZjpdZNtogqquc/f37mDLU0/yvTu/zYLeTmq6JJYvE3RaMWsmsqUqU8kSAljY7mFgOsPeUJp0ocqWvYMEm5pJxGPc/ev72XD1G5hKFplKlVjYVv97cfT8jkSyPP10vTDn+vXriOXKJAsVptNFmpr7sDTPYc/+gypwoSjKK0IoFAI4YaiIlPIV8X3mgQceAOCpp546aeBiYmKCWq3G/Pnzj2VcqMCForwGTCULHJ7NoZkEXX47vU2uY+nwAhgMZ+rBgoBBcbzG7skUY7Ecz4wnmbdwCRNZuPwNb2LX049z69/czohsI1mUVPQahlGfxUFIgcdmRjOZyBWK7HrsV1idPpatWo5Z0xBWP872Xm6+ysfSDjf//o3/ZHRikjZ/PY08lCyiS8neUAqv3cLyTi9j8RyZUo1qTdLht5MsVNBMghaPDbNJMJspYTPXz8Nm1vA6zMTzlfMWuAglC5Rr9ZlEJJJSpcYvnpkmkavQ6rUxlSxyWX8TzW47D2/bD5qVFT0tPDkcI5Gr8O4NXQTddhbOn4tRzHLgwAFCkQQWagQbH8oXytKlS7n//vsJh8Pcd999/PEf/zHdQRfZssG20Tg7x5L4nRZ0XeJzaIzHC6zo9nPF/GZ2jSfZE0rha+0hl01S0btpc9nwOC3EcmUy8TJHIjk0k4n9MfCtvJ4pcxsOn2ROsINUYS7uBWXGxibYt28vN29cw+K+OaTTGbLFMn1OBxvmBrl0XjOdATuFsk5/q5s3r+zkvh9+kwPjUTYkizgsFvxOwVtWd3LPvhnypSoHDw5QySV509teh8UkcFg0LukLMrfFDYBm0mj3vbaKcL4YnT47XX4ng7NZhqI5lixdgsnuZGo2TtURxFbW6xerNQOr2YTTppEv6zQbKWS1TLRqxZwtE8tWWd7pJdjRy2Ts5UlhPVoDob/VRShZZGA6Q6fPQXfA8Zy7+MqzplP1YsmaSZDIl5lOFTFrJnoCThKFKgYF2rx2Ak4LsVwFp1U7VgemqhtEGoHFaLZMMl8fUiIEtHispItVLC0msqUaupSMx4rYLYJMscpULMXumMC26Eq+/4t7+d+f/ggWTbBnMo3XbmZZl4/xeIFEoUyH18H8VjcOi8Z4PE+tXGSi4mL9R/+Bg4/9iu/9+hE6VlxBulDBYTExHq8HS9u8NiYTRcZiOZ7aM4W9pRdTcx97Q+l6dmGmjNPcjsnu4cmBCS6J5ugOOLGaX7tDxhRFufidLHBRKpXIZrN4vd4L2bQXZdOmTQBs3rz5pMuPToXa39+PzWbD4XBcFIEL9ZdBUc6TbKnK3lCKOx96hqd3D6Abkni+yuBMlqFIlmi2RDhdwmXT6PQ7OBTO8uhghKFIjmQ8Sjp0hHUrltQLbyZKvPMPPkvS1s49j26lyWPFZ7c0amNUMWkwr8XDum4Pg3t2UNEcvOuWm3j/JXPwOW2UarJ+/FyJ3lVXojk8/PbhTeTKVcrVGm67GZ/dgkBQ0Q1GYnm2jSbJF6u8aWU7q3v8mIRgPF5g10QSg/pdvplMiXy5Puyl2W2jWNHJl2uUqjqR7Kkr1B/vxcxGUqjUmEwUmUgUGE8UqNQk9+6fYXAmS9BtoVzVafXZef3iVjKlKocmIki9Qk9XBzvHkyzu8HDV/FaS+QorF/Zht9vYP3CQ2USKZp/7gkfHly1bRrVa5ctf/jK1Wo0PfvCDCCFY0uHhsv4mNCHQhGAmUyKSrSClxGM3c+ncJj529TxuWNqOPxAgH5nGZdE4NJsFYGWXn54mNyYhKFVq5ItlHM2daAKuWdjEsi4f/S1urlzUxiduWo1zZg+/+Obt6PEJcjNjmF0BFrT7+eAVc3nzyg7W9ARw2y3MpEt0Bxxc0Vpjct8Wmt023ramk0vmNuFxWHnXum429jdx6KkH6DUl+fibL2VFt481vQH6ml0XtK9fCYQQrOzxYtYE20YTFLAR0HTS0WnaPHasZhNWk4mA00quVCVXrDI0m2HzVBVLcx+YrFy7qBWrWTAQztIS9DNbkCcU4D0f4rl60dVWj52VXT5aPDamUkV2TSRPOivFi2UY52b65vNlJl1i/1T6jNtZqupMp4o0u620eGz4HFYundvEe9b3cHl/Ez1BB4VKfcapBwdm2TISZ89kiolEnol4nt2TKSbiBaLZEsVKjalUPfPNadUYixcQQuKw1GcU6gk4aXFbSeSrtHhsJAe2UMunCbZ18uTgNPtGZ8mXa0zE8xQqOjvHEoRTRexmja6AA5tZo91nx2bWeHTXAWzdSxHuVrquuIXNewZJZ/PE8xXyFR2JJFeqsnUkwf6pFHaziSMzSXpu/APuPxDFazdz1YJm5rY4MUwWWv0uwqOHiGTLHAxnLvrnW1GU17ZQKITNZqOpqQmA9vZ2gFdEnYvh4WFGR0fxer1s27YNXT/xe/jxgQuAQCBwUdS4UIEL5TVLSkmmWL8IPJttQ8kC8Vz5hO0zpSoHwxn2T2UYjuT4/n/9G//wud/FT45Wjw2TEAxMZ/jJ9kkOTNenqazUDFw2jaDLQqfPzuzQPuwWjc6++Sxs92C3mJmsuli87goO7XuG0MQ4+aqO32XFYTHTHXTy9jWd7PrVtwhtvY8lG64mrjtw2C1ctaCJuc0u5jQ5cVjNuD1ull1yFQ89vQOvXSOSLTMWy1PVDa5e2MyiNjfpQgWfw4ymmUjlq3T4HCzv8rG6x08sV6Zc1Wlx26jqkiORHLohCbqsCAHDkRz7ptIMR/KkC6e/UIpkSjwzUf/ifTqzmXJ9mIEmWNbpYUWnh1ypSrOnXkxTCsGaHh+ZUpVtownGEwUsNht7YjpCwE3L2xu1RarYLWYWrljD3sNjxGMxOpp8Z/z8n2tLly4F4I477mD16tWsWLECqF/ALmj10NvkpN1n55pFLbR4bNgbNS90KbGaNd61voeNgTzx4X0saXfjspqZShZx2cy8blELy7o8FKo65VwKv8PMglYP63uC9Ld4uGV1B0vavfS1t/DFv/p/NHf28Q//+QPu23EEs5B87qbVLGzzIIRACMGcoJNS1WA2U+aqKy4jvPUe1gWr9Ld66A44SRWqzAm6iI/uI5pI8AfvfBPtPjvzWz3H9qO8MJfNwhuX14OGfoeVhfO6mRkfxmE1s7DVRUk3aPbY0EwmEoUaU8kis2WB5vSwuMPL4nYfQZeVsViB5uZmYrNhjjSmTD1fSlWdZKHMwHSahwZmSRWr9Le4afPaOBjOcM/eMIkXmP3iZCYTBbaPJYifxbYvB92o/z3IlmrE8mfWxvF4ASkhX64xky7R6beztNN7rBhud8DJ2l4/TS4ryXyFQrnGUDTHQwMRnh6O47CYWN7lxWO3UKzq7JvKMBTJEcuW0Q2JQGCzaMcKcgY99dlDEvkyD+0+Ql97gLdfvRYDM3f/dis7xhOYtfpUy4cjWQ5MpxECyjWDI7NZZjMldownePBADGFz09vmp6mlHevCq/jGA8+QzFdo89oIumwIAbPZEtmyTqJQIRpLEmhuIZYrMRYr8N2nR5lJl3FbzXQvXsXwkcMsavNQqOhMpV78dN1nQkrJZKLA1pE4B6bTRDIldBUkURTlDE1NTdHV1XXsO01bWxvwyghcHM22+OxnP0s2mz3prE5DQ0PY7fZjM5MFg0GVcaEoZyKSLTF9jr7MSFmfieJnO0P8cOsEjw1G2DaaYMdYgl0TSaZSxVPe8UkXqzw2GOWB/TPcuzfM08MxhqM5Ipn6HbedY0niuTIOm4nk7BTjQ4OUhIM///yfMKfJyfxWN0GnlUyxyjPjKcLpIslihUrNYDJRxCx09j21icuWzeNNqzpZ2ObGaatPlfiWazbgDTRzz9P7ODAwSDI8ST6bxlHL88DPvscP/+Ofecstt9Dc3ESxqjMSzXHVghbW9wUxCUG+rDMeL7JizQZytibu27Kf2XSJp45E2T2ZZHmnj0imzIFwlkVtHtq8dnaMJ8gUK+TKtcYsImaWdXlJFCoUKzrFis54PI8mBNlSld2hFA6LhlkTRHOnzrrIlKqMxPKYNcFUqvicafaOpxuSsXiecLrEQDhLOF3i7t3TTCdLuGxmarqB2QSGFOxvfGlPFcp4WrspVGos7fCSKtTYMZ4kki0zkSjSs+IyDk8niMdidLY2nZPX1EuxePFihBDHsi2Op5kEHX4H6WJ9mtJlnT66Aw4S+QoTiWcDPteuWUh+aBtaOU2gMf3twHSaZybT7JvOUqlUKEwfYXHQRk+Tk3CmTKvHhtduxWwyEXRZsDs9fPJTnyLQ1EwsnqLdUuDyBS3PaU/AZcXnsBBKFrj0sssBePrpp4H6rBg2i4mJRIE77/4NHruFD7/nree59169mtw2Vvb4WdPrZ/3iOcwM7SVXLDKdLhNJFxmL5hBI8uUamiagkMBGjVSxxp5QErNmolipYgu0U8qmORSKcv/+MKXKC2c5nY3ZTIk9k2nSpSqhZIFf7Z7iJ9sm2D+Vpr/VjRDwwIEZ0meQeZHMVwgli5hMgiOR+ufsxWYmU6KqS6xmE9Op0mmD4YYhj00hnSpUSOQr6NKgVDOY3+pmTpPrhOBeplgjUaiwqN2D32mlWjNocVvp9DsoVg0qNYOugAOQbB6OcWg6Q9XQmUoWSRYqWDXBZKJALFviicEYQZeFzMQg2UKJq664lA1L5tHV5GLfwcMcCKXIFKs8NRwjFC8ynS6RawQ6hiI5frBlnB3jCWYyBdxuDx6nHafLg83lIjQ+Vq+vUawxEc+xYyzZCHJbKeezlFJRWoJBilWDwzMZDkxn2DEap1it0dPTw1g0S1XXj2XpHM3mO1dKVZ0D0xlCySI+p4VKzWA4mmfneJKhSPYFA+2KoihHhUIhuru7KVZ09k+lCDbXvyvNzMxc4Ja9sE2bNtHb28uHPvQh4OTDRYaHh5k3bx4mUz1UEAgELorAxTmpcSGEGAOygA7UpJTrz8V+FeWoWK7McKReqV435Euqo1Cq6jwzkayPvQ44kLIejLBoJlo8NmqGZCJeIJIpMafJdWzqt0KlxkSiwNBsjni+/iWyVDOIZStUapLxeJ6JRIGguz6MI5wu8dBje3D0reKySy7hqcce4U+//lOuuWojs9kyLpuZ8XiOxwbrY5urukFVl8xMTqObXay69Co2D8dJFqp0+x2YNcGusQQr11/K1iceZkdyFpMrSHFkN4+bJLXULJe/77N0rn0dNUPiMGvMpEr8bEeIoMtKsapj0QSVioG/ay42i41nhqaYK3xUDUmqWKVY1QknSzit9eErVd1gz2SK728ZZ1W3n+FoDoumcfWCDnQDxuJ5rGbBeFxnIlGgZki8jek1Y7kK0WyZviYD8/OmuCxVdQ7PZLFbNJZ2eBmcyTIczeG0+rBbnlvzIJotM5koYDebaHI5SOQqHJhKoxsSi9mEISXNHjtLOjxsHo6RKlQolKu0+b30BF1ctaCZFo+dUlWnt8lJm9fOhv427rtrCzaLmTeu/72zfi2dK06nk7lz5zI2Nsb73//+E5a3e+2EU0WmUkXmt9Rn+Dgym2V/KE2z24bPYWHlypXUUmEcqXHWLr2cRwtVQskiAZcFq8mEUxaphAa4cvn7WTqvmaFGsK1Y1et/mISg2WOj1dvJX3zmo3zz29/iY29ad9L2zmlysjeUpq2rH4/Hw49//GNaW1tpa2vD5gqwdyLKvsOj/O7Nr8PjenmmyH01s1s0rt2wkq/8v/9Ns5GkZO7AQBBKlWhyWbBZTFg0E6ViCU8tA0gOTmdw2jSyZZ2atQn7nJVk0ilKWPntYIQblrWfcsYPKesX11675UXXpajqBo8ORsiUqrxpQQfzW1w8cHCWQ9MZHFYNh1VjYaubA+EMmwZmuWl5O+4XKNpZquoMRXO4bWYWd3gYiuQYjuapGZLOl2nq5ReiG5JwqojfaaHVY+PwbI5EvkKT23bCuoYhGZzNkipUmdfsIpwpUarqWM31GUNaPCduky/XGJzNYjObMBqfeQvaPBhSsqDVTSxX4fBsDgC/00q7t16PaOtIkqpu0OmzMxbLMZ2qf64XqwYLO9z806aHcdUyfOCmKxmLF1m77hL+574HmJqcwGzW6PE78LvM9LtdNLut6LrBaDxPrlxjTtDJ48kYbn8TVrMJr91MS3MrozsewSbewP7pNFXdoNltpc3roFjVOXJwCmF14vYFqdQMarqBySQYyxWpyBhtHT0Ucmk27x/hqlXzSRcrDEdzrOjynZMsrUim1Bg6Awva3DQ3np9sqUo0WyaWKxNKFvE7rbR6bJRrBqWqfiwo1HyS5/OV5pVSNPDVoqYbaCbxgn0upURKVA2gV5jJ0BSrr7iWX++dJlus0uGoD4O92DMudF3nkUce4Z3vfCfz58+nubmZzZs38/GPf/w56w0PDx8bJgL1wMXY2NjL3NoTncvinK+TUsbO4f4UBajfmR+O5PDYzTisGqFkESGgO/DigxdSSso1g1y5xuBMlpFojvmtHq5c0IyUkvHG9G25co15zW46fQ7G4nkGZ7LYLSYsZlPjrlMFCVzSF2RRu4diVWfneILRWJ6yrrOg1U1fs5tIpkS2WOXw3p10z13IolWXMhJO8JOnDjKutdPX4sVl1ZjJlEnmq/gcFrr8Dtb3+fnGN35BU2cvXT29ZMoGq3v8CAGT8QLRbAWLy89nPvYRRmfTpHNF3JevJpkrInWdJYv6MWsa1yxqYiZdYiZTZDZbIl2qYhgGNc2Ez2nBa3dySa+bx39zJ2+47GtMJsvouuThgxFMApZ1+njqSJR+T43+JgfTmSqzmXqGg0UzEUoWWTsnQLZUo1wzSBerlKoGG+c3Ec9Vjo2hns2USeQrtHrtx54L3ZAcns0igUVtHqxmEwva3OyfSjM4k2V5l+85F1S7J5NUqwa6YVCuGgzOZPDYzcxvddPhczCdLrFhToB4vsK+UIZoJk8pNkXfvFUsbvdS1SWhZBGnVaM36MSimVizfAmyUqBUgY6OCzcV6vHe/va3k0qljo2TPJ5mErT77EwmipQCBks6PFg0weaROI8fjvLGZe0sWLAAm83G5KFnuPmtbyWer7BrIoUwCRa2uxgbOQzFJLdcvpyZnEHQZWHneBKrpnHVgmZavXYcVo1otsyKuW385r/+Ds8pLixdNjMtHhvRXJk33HATv/zFz7j33nuPLbf3b8AW7ORzv/ee89ZfrzXr1tWDSNbwXv74s29g80iMn+8M4TCbsFo0PDYzpcg4rR1NtHnt7JlMUUjqGIakhgOjksdaTnNJ3yK2jSV4eijG5f1NJwQVASLZMiPRPO0+O3MbNUnKNZ3DMzkc1nqdg+NnuajqBpuH44xE86yfG8RRjrN7KEWXz8uSNi+ZYpVwpkSxotPjdzKeyPPwoQg3LG0/5fTJRuNzAuoXmhbNxKI2D8PRHOPxAjVd0tt09gHsI0eO0NnZicv10mquzDayLboDDty2+t+oqVTxhMCFlPVhdalCFavZxO5QCqsmMCS4bWYsmkA35HM++0pVnUMzGYQAQ0pG43kCTiuaqBe/HI8XWNTuPhYw9jvszG1xceRAjnShyvq5QaKZEqFUkXnNbha1e5ASdg9OMHBknPe+8RpSxRq5Sg1vcxvBzl4Gn9nKooX9ZEpVahL6gm72hNLMpOuBj/ktHtKZNLlkjLm93bR6bPidFsy1NkafsWCMbOcd73wX+6czlCs1suUapYrOSDiK1duEzeVpXECbEFLitgmmk0UsllaEZmNqcpzx7k7mNLk4MptjKlU8o7/1z1fT61kViXwFn8NCf6sLm7n+mitUauTLOrVGdmU0U+ZQOEOrx0abz1EPFknJaCyP1255RRcMNQzJ3qk0ZpNgQZv7WB8o54duSPaEUvXPrXbPKfu7VK3Xr6nqBvNa3MdulCkXL8OQzGZKRA0X5o5FGIak2W1jNg8mu+eiD1zs2LGDVCrF9ddfjxCCyy67jC1btjxnHSklw8PDXHfddcceCwQCPPPMMy93c0+gZhVRLmpH78zbLBqWQpRSqkxLSy+TiSImIV7UXTcpJQfDGQbCWUpVHSklc5pcXDI32PiSKOhvqd+BGY3lGQhnMGuCSrXGULTAeDyPNCRtPhtWs0aTy0ahUuOZyRSGISlVdBL5Cl67hWsWtRB02eozg4wMEZ0Y4rJrrqPDb+cdN17NN/7t3xg5EKTrqo0cjhQxJHgcGgJw2DVS6QxDE9NcfvXrORzJs6LLR6e/nhViGBK/y0qxajAcLWCxWPmDN8xFM5kYnMkymy5js5i4bkkrl/c3czCcpVjVaXZZeWYySbZYYzJZIFfSmU5laF15Dfq2fcRDo3ib+xiL58iWajS5rRycSvHTBw+QGHiS8sR+vIuvwNnUgbc4zeoVy3jzW97O9R4rXQEH2VIFv8OFEJDI17+Uz2ZKVHIJnFYPkWz5WOBCSslQJEehorO43QPAjrEErR47/S0uDs3kGI3Vg0pAPcsgWaSsG1iFQDNLLBaN1e0e+ppdlKo6LqtGuWYwMJ3mSCSLXi5TS0yxpOd6blzeTrPbVp8RRYhjs7ksW7bs2Ovj6Pi9C+2222477fJ2r51wusRUssiidg8L2jzUDIOnh+I8diTK1QtbWL58OXv27sOqCVq9Djr9FQ7NZKhUdQ6Ph+heuILxVI1cqZ5+X59W1sGCNg9Oq8ZQJIfNbGJJh/eEzJfn6wn+/+y9d5RkZ33m/7mpcu6qzrl7untyTso5EEUQyYANNpaxvWvwYu/6wHqdwDbB/nnxEmyihMggCYSEcp6cQ/dM93TOlXPduvH3x+1pNIhoZIONnnN0NGe6uqe66tZ93/f5PsFLplzng//0aT78tx9kaWmJ8fkkE0t5FtIF+rraGezpeDFfol9rxONxOjs7OXr0KF6XxBX9CUaXypyayyGJUFRtitkksaEeoj4XTSEPo8tFDMvG73ZhlHLMLad5bdRLSQ1xfrmE1yWxuSOy+rkA56A3m60iCk7gZMznIuSVGVsuU6kbVDWDVKlO0CPTFPIQ9sicXShyYjZPS9hLQihz2cvfjIXIH779dj7wvv+OyxXiQqrMZKqMxyXSGHSzVFR5cjTJtYONP/Jam8xUqNSd+8TFr4uiQH9jAEmsMJ+vUTdMehOBH6sc+XHIZDJs2rSJ97///XzgAx/4N78npmWzkK8R9iqrJF9rxMN4skK+qhHxOYcQ27YZTzlKjO64D7ckcmImhygIrGkOoBkWk+kqpg1tK2uaQ1qUsGwQsBleLJMIuBhqCRHxKnQ2eDk5V6BY03FJjj3r+wsFLqQqNPhkehJB1jQGSZXqtIa9bOuKMtgcZD5f45++fBTZF+SWW27BsMC2bAQBurr7OLk0j5WextcxQNCroEgCXpeEaVm0RPy4JJETo/PYokhDPI4oiHTFvARcbTzR2s2dJ7N07MrjdUkIiky+qlM3TdKz4zS4LPqbguQrGrO5KpW6ic8l4VMkioYH38AeRsenWb91B7pp0RBwMb9S1+1z/fzbVYf8KlNUdboafLSEPQiCQKVucO55eS9uRUQUBAIeCdVQSFc0vC6ZiM9F3TAp1nSiPmV1XfrPiIvEoSjA6bkC/Y2B1evzp8GyHNKsppmsbw29pNr4GZAsqWiGjWlZnJkvMtQcXG0CuoiiqjO65Axx3LKzj0sE3XQ3+H4kofwSfvko1w1Gl0sk0zl0W6ClIcrevgaCHoX7Ty6QWLebpZ+TuKhpjhr6P+o9v5hvcd111wGwd+9e7r//frLZLLFYDHDsLtVq9RLFxa9KxsWLRVzYwMOCINjAp23b/pcffoAgCL8L/C5AZ2fni/TPvoT/ytBNi5HFIgCDTQH27rqGarXK+fPnsW1n6iYKziT6+XjyySf5/Oc/z2c++zmyVY3jMwXmc1Uifhe2bTsyVcsiXa7TFPKsbtrDXoWNrSH2j6cZXiiTLNUxLAuXLDCVqZGuaFy/tpGh5gCyLDGfq3EhWaammzQGPUR8Mgt5lcVCneWCyiPPHcLT3Etnd68jd+2IcOH6a7n/a1/kqvWdBAKtNPhcRPwKoiAScEkcOLgfKZigrWcAtyIhiSKSKBD1Kdx7Yp6AW+E1W5sYWSriV0TCXjdNITc98QDfOTHPUkF1NrqCQGvEw8hiCdO26UsEKKkGvQk/iiwwmapyZEqgYc1Wjp4d5c23r+dCuowJyCJMDZ+gWiix5srbaFFuolqtkq/bFM6N8bVP/wO7rrqBR4dtWsIeJlIVehr8yJLIfKFGoaqz/9AR7v3al/j43/8lXR2OB9Ati6tZFt1xHxGfiwvJMrppM593LA0tETeL+TpBj0qD38WR6RyluoFXlgh7FWazVZpWkvdns1WqmiOzzlc19o9n0E2LiJbEqhXYNtRNY9CNIAgvkPl2d3fj9Xqp1Wq/MoqLnwZZEmkOeZjLOd5vv1tmbUuYct3gzHyRI5NZerZewbMHjzCXU9naGaU14sHvkjAsm4cKBh19mzk4mcG0HFvSqze34nFJq1PjoEdmsDl4yUH2x8EtO3aiuVyN9oY2Au44g60WW11OA0HDS5OjFx3bt2/n6NGjALhkkZvWNZEpq47VDQvbE8IVjLOtO8rGtjBfPDDF6FKRrCri6d5CNp1mKlNlS0cEVTcZTzo1zetaQ6sTwblcDcOyWd8aYjxV4UKqTMQnM5etUNFMIl4XiiSQLBnMZh1VmmZauGSJeEDhPe//S2zL4oqNPXzwf/9PvvL5T/Oxj32M6295OZmyRiLowiVLVHWTmUyFAxMZrh5IXHIYShZVksU67VEv0R+6jgRBoDcRYHRqjvd/9Bv8zzvezqaeRpqCnp9Zav21r30NVVWZnp7+hd6PVbVF7AcEeiLgZi5XW7Ud2LbNRLpCqqQ5Ibsh575sWDaqblBWDWw35Ks6hZqGVxaxcA7cSwWVgFtiPq/SHHKzty9O2OsQJH63jEuW2D+eQRUt5nNV9k+kkUWJnliYXFXjwHiaRNDD9UMJJtIVHji1yEy6xLnJBYYG+mlKxKkbFh6XTMSrsL6vnfGRCI8cOMXvDqyjJeLm5Fwe3bJJBD2IgshUpsJEModg1LluYxfdjU77TVnVGWht4OTEAofG5hFkL0XVwKuILC8ts1i1WdM/iGlBxO+irBnYlka+ptEV9aHqLnyNXYzMZ7imojObrbKhNUyxpjO2XGZtSxDXz6kSmEhXKNR0+hr9NAadfYJmWJxbcpQ8fY1+Qh6FqmYyulyiI+Zne7eb0aUy5bpOIuDCsG1KNZ35fI1E0LP6+v8w8lUN07KJ+ly/cpJ/3bRYWFlju2J+xpIlRhZLtEW8dMS8P5GIuKiQzK/kfxRrBmHfT7Z4/brDsmwW8iohr0xP3M/IYomzC0XWNAZW72eO/bmMSxYZag6t7o/m8zWKqhNq/OOutV93aIbFmYUCLWEPLeH/OMugYVqOWtgGqZYF06C/rYHOmA9BEBhqCRJq6WH2p4TNPx8lVWd4oYhbkVjfGvqZ9l7/Vly0ij3yyCNs3bqVRMLJ5NizZw8ABw8e5NZbbwWcYE7gBVaRcrmMrusoyi/v2nyxiIsrbNueFwShEXhEEIRztm0//fwHrJAZ/wKwY8eOlyKcX8JPhGXZzobYsFjbGmLkzClOnjwJwOTkJP09PVh2mcl0Bc2wUGRHcmvbNh/55Od55IlnuO3AMKYnSk032NQeoS3qXQ2XdMkis9kaC3mVda0hAm4Z07LZP5Hl/HKZkEdhU3uEzpiP+XyV+47PU6obCOBIa9Uqn/7mQ6zt7WBgTT9eRUKRJJ44t8x8ztlsnjh9jv7ubta1NxDxu/EqIjffeD0nRy7wrScOc9OtL2dTdyPdDT4m0lU0w+Lk/qfp8HnYvqaNlrAHUYCJVIWz83kKVY1XbW5joDlIyOsc8kVEFgs1bGBPbwNn5ouMJUurLQ5NITfLRRURR+pt2VDSLDpiXo5MCXT09HPs3s/Q+rZXsbUjwlyuytTUDJMn9vPOV1yBtGYNNc1ia2eYmmZzbKCHbyTTzExMcD7YiiIK6JZFWTXY09uAZcF8rsqx6SxivJsvPHyYHTslTs4W6GrwEfQodDb4aAl7UXWTdLlOS9iDR5GYylRwyyI+t8hkusKZuQJn5vPUNIcYKtacmj1JFDkxm8PnlmkOeXErAocmM6QrdboafMycu0AoFGLvYMeP3ZBJksTQ0BDHjx//lVFc/CxoCXtYKqqr0mXDslZl5s+OZ6BjG+UjY9RKeTpiLUxnbNa2hlkbE/jIucNcs3srsgjYIlcMxrisP0G5bnB2vkBDwEV/IvBzbbpbI16SJZW5XI2AW2aw2U/Up7w0kft3wvbt27nnnnsoFAqEw2F6En56EgFmshWsagF1+jRtsVvIV3TWNAV491U9/Pl3hkmXNfw9WxnJ21xYdqZ6G9rDnJjJM54skyrVaQq5UUSRiUyFppAH07LpbvBxeCrLwYmMEwgZcpOr6VRUnUzFsZNkynXcikTM7+Lg/uc4fvQIH//LP+F3f+cdPProo/zRH/0Rr3nNa7j+5lu5488+RLC/h/WtIUTgpJpneL7ImsbgSriks5GbTFcIexXaoz96U1pSde797vfY//B3eGygk1DwFSzknYreRMD9U6/hu+66C4BkMvlvfi8sy2ax4KgtQs+zVAmCQGvYy2S6QqGqMZPMUTZlwl6FZFHliXNJzs4XABvLdiwgnTEfxop6YzJVprzSwlHTDAzTZk9vA9cONeJRfrBls22bqmZimBbpgsZstkZLyMflfTGmUgUePTGBhsyrdvZxYCJLrqIxn69yeHiCWiHFnptfxWS6TNjnqCp29jRwbqlEz5ohTp86wciFSc4F4iwVa3RE/ezq8XJiJke6UqeQSdFQm+fKoRZOzxVQZBFBFLl250aOnh1l//kF2ltakQSLo2enWZydIhiNs2H9WroavBimc8DXDJOHzi6zXHSuP2+smZniHKLgkFcTLgnLhqPTORYLNS7vj/9Y+9oPYy5XJVVyyK+LpMVF+5FhWqxvCxNwy+QqGqPLJQJumbUtISRRIOZzMbxYJFvVCXokPC6JfMW5Lje1hV9wfSWLKidm8wiCQMyv0Bj00Bhy/8rYMeZyNUzLpivmx+uS2NAaZjJTWT0k/zjriG5anFssUdGcocdMtkqqrP7aExf5qkbQo/xYpVeqXEczLPoTAXwumY1tYc4vlTi/XKK7wY++omoLeGR6E45VzbKd7LaIT+FCsszwQpG2iPcXssP9V8VMtkpdt5jJVAl7lX+TGutnQaGmU6zpBNwyIa/iWM7KTj7diYklbMtgW1/L6n5nXWuYsN/NQtVA1U08ioRp2eimhWZa6IblkJt+F4okohkWo8tlZEmkrpucWyyxtiX4oisvDNNiMl0hV9XpiUjs37+f9773vatf37VrF6Iosn///lXi4mIVan9//+rjotEoALlcjsbGxhf1Of48eFHebdu251f+nxQE4R5gF/D0T/6ul/ASfjxGlopkKnU2tIYJeRS+8IUvIIoilmXxyCOPcMcdd7CmMcCR6SxHprME3DJ+t4xtmRyczOBuW8vp0XGu2LuXwZYGYj4Xp+cLBD0K61pCiKJAVTMYWXTyLgaaApyac6wGA81BrlxpUtANk0fPldjYHqZuWFQ1E1U3+cz9z/L4kRH2nR7j/Xc0E2+OMbpcoqQ6fuGZhQUqpsC69RvojHlpDLl5+nyKyUyVbVfdyBOHTrH/2ScpjXmQvGG8HicMbCmV5vVvejOJoBvTsklW6szlqiSLGl0xLyGvwlJBJepX6Ij6kUSBprCb+VyNZKnOq7a0cHAyx7NjKco1A922KakGiwWVpUKNdLkO2AiIiJLAYF8XZ1oHeeDpQ2zfczlqap5Hjz3DwPbLWX/FLbgkkW8dX0A3LW7d2Eypux1vUzenRse55dY15KoapZrORKqMIovs7WugL+7lX/5lBLNSZHjfY1x9+eXYOFxldUWqats2iwWnHaAl4sEtS3gVibFkCVV3XufhhSLLhTp+j4xh25yaLxP2KiwWakS9ClvaIxiWzbmlAgsFFZckYRVS7Hv2Ga6+bBdNP6TE+WGsX7+e48eP/6dRXICjumiNeJnJVCnXDWRRQBKF1eyOancT3xdFHjo6Rt5yo+oW/Y1+lidPUp8fZs9QBx3xAPGgmx1djiQw4JbZ3hX9Ny2Wkigw1BzCMO1f+83sfwQu5lwcP36ca665xqnLbQpQqGmU80XMwhI7e2IIAowtl1nTFOBlm1r51tE5XG4P6WqFI9M5prNVrh1spFDTSZfrVDWT5aJjQ9IMi/aol+GFIpZtcXAiQ7ais741RGfMh2aZJIsqk5kq1bqOIApkKxr1Spn7v/IF9lx3M6FN1/HQmUXa1u7k/sf38S93fpXPfOVb/Olf/B1/9cEPEfIorG8NoxomDw8vs288zeu2tbFUrDOTra7m3vwoAkw3nc3evmefxqrkePaxB3n/HW9hNldlIuUcxgabXijLvoixsbFVP28qlfo3vxfLK1Lw/kaHXCmqOsmi6tTTZlJ87msP8OjT+8kXi7ztHe9k84aNTh5QVaOiGUgCJIIe8lWdmM+gPeZlPFUmU6mjGTaZkkZB1fApErmKxpGpPOtagywX6zSH3GQqTqhke8THucUCM5kKdjnLJ597mPPnR9HKOeRoK4tno1y5aytrBoeI+l0snN5PTFLxxds4OVtgS2eYnngAryKSLtdZ09vF2Pnz7Ds1ytbtEQJumUxF47kL2ZUgToX09Hm2rtvMfL7G5WvieBWJ6WyFg5ZNJBQgnUxyZX+c+779TZamL3Db9Xt552+/E1sQyVV1NNNioNnLQGMQ3bB4ZCRJWTPxuGVycpSTczlUzWIqU2VDW4i2iIdkqc7R6Ryb2yMvUOFcRKGmkyo5a4GjkHBdEuQ9lalQUg3WNAUIuGUKVZ3R5RJ+l8xQc3D1ICqv5BI8M5ZmZLFAwCOTK+tYtk2DX6Ej9oNclKWCysnZPPmaRszvom5YzOWcyXnM71i2fpmT89rKZ7sx6F7NkxFFxx4b8iiOPXahyIa28CXT3otWpbpuMtgUJOp3UakbPzZw+9cF2YrG+aUSDQEXA00vtA7ZtqMgDXrk1TXRJYusaw0xtlziiXNJCjWdqN9FR9TL6TlHVSxLTtV4Y8jDpvYIUyvEkiIL/6Gqgl91FFfCdJtCbrIVjfFkhQ1tL659qW6YzGSqnF8qMp9XaY14MW2LVNEh6V2SyPnFAlgmrW1tZMt1js3k2dUTo9VrcTJv8/RokpjfjW5eOqdXdZPWiJc1jQFGl0uYK+pGzbA4v+yQW2ubQz/zAOnb376HI0eO8KEPffBHfr1Q1bmQKqObFgLwnUefRdd1brzxxtXHBAIBNm7ceEnOxfj4OJIk0dXVtfp3F20k/+mJC0EQ/IBo23Zp5c83AX/1Cz+zl/BrC92wODqVI+iRsWyo1+vcfffdvP71r+fAgQM8/PDD3HHHHZRUA8uGxpUkdkkQOHr6LNV8DsHlZWxylt9+7c3EAy7OLhSRRCfk7eINweeS6W7wcXI2z0K+SrZi0BP3s7vnB/WYJ2YLqLrFNQNN5Ksa959eYnYpyWMPPUgk3kq+XOFL9z3MtdfdgGnZziSzNcS/fvFh3JEmpGgrhmVTrGicmMtTVXVC4Qjre1oZPvgkjy8pmKUc9cXz2JqKv30tV+zazrrWEGGvQlk1ODSZQRIrGMBsrsplvXE6nsfCu2WJ3kSAnrhTo7enV+ArB2f4zqkFbljbRH9jALcsUtMM8jWdsEfB65KwAZcokOhZy+GRCfZu3cBX/v6Pad10Oa+5+RoWCipel0RPwkemrLFUULlsTRPfigeZmJnFK0uUBIHGoHOQThVVAi6JM2dHKC+Osu6ymznz+D0kZ8ahq59Am4xblpjPqVTqJiXVIBH8wVQq7FPY0Bbm5Fye+XyVimbQFHazuT3MyGKJRMCNbpgE3TLXrWvCLUs8fm6ZuUzNqUQ1q3zrE39NV2sr//iX//On+t5f9apXMT09vcoi/2dBW8RLS+hHy+LTPT7+4h0PoqRvpCXslDt1Nfi5+54TWPUKN+3ZSMFyAhefHzT3i2xCf9wB8SW8+LhIXBw9epRrrrkGgKHmEKfnCkxkcoi+COu6Wwk2ORO+0eUy2zui7LuQZtHtoZLPIIsCwwvOZvnVW9qYy1XxuWQyZY35XI2QzyEKqzWd/ZNpsmUNjyIxk60ii46NoVgzSARduGNebGAqWeLxpw8TbOvnzb/5TubzNcZTFcZTZYo1g9imq3lHsJl//scP8+yBwwS9V9AWdSp+JUHgmdEkmmniU2Q8ikR71Eu6XCfqc+FRJApVjelsFe+KnHpqMcm5M6dpaGnn+NnzZNPLbOhsJ1/VGE9VOLdUYmNb+EeGKX7pS19CEES2v/ytLKWWGV4o4pJF3LKIWxGJeF0/NYTRWlFHhLyOksK2bcaTJZ55bj/f/e79HDgzhtLYR1P3VhqLS3z+E//E//xvd7B1z5VMWjaS7LRI+V0yLWEZQYCzCwUUAXTDJuyV8bkkrmpooKKZTGWqzBfmeOisjFsWMG2b/kSAiFfhqVPjPH1qnLnZOUozw7j1Ijft2czbX/vbHBlf5osPHeS+e79NzCtx3Z5tXHj2u9z+B3+GqjnZDcem86i6RX1lYxvyKrT39nNh+CSGWsITiFCoaYDEdYNxTk0sUknN0XPTFYjA4aksYa+LSl1nqaQy0NfLc9+/h88dfwSvqPOlD76H217hTPFUzeQ7Jx1LY1PIQ0vEy5t2dTGTqzGbrRJ0e8lQ4thEGrfLxUy2RlUz6EsEqOsm8/kasiQw0BRcVVFcRFUzODSZZTZbwbahs8HH9s7I6teXiyrLxTptESdEdS5XZS5bxetyGmt++B5o2+CWRLwumYTfvZJDUqGqmVwz6ORrLRRURhaKlFSdtc0hFFkkX9VpjTjPLVWqkylrBNwyLREPDX7Xz3XAsiz7F7adzGQdS+2PCjhNBN24FZGRhSKjzzswOUOdIpYNa1tDq4qiHw7c1k2Lat38tSGtbdtezf/JlDVSvvoLmoDSZY26btHdcGnoryQKGJbFdK7i7MEUkUJNx+uScMsS6bKjYPMqEs1hN8linQvJEueXXFw9mKAz5n/Bnsa2bVTdsT7/rEqk/8ywbZupdAWXLNLV4CfkVRhbLrNYUH9k3p1p2UymnUw1RRJxySKulf97ZAmfW7qErLNtm6Wiymy2Rk03mMnW8CgS2Uqd6XQV1TDpjvvpivlQCrNIbi8LqovHTyxgWzYVzSDWkKAyOcHJuQJXDSTobPChSAKSILBYUJnJVpjJVpjOlDEs2NYVwe+W8buhLxHgQrLMaLLEYFPwp94rlpeX+Z33/hlVU+SWV7+Wq3ZvX/29TdNioaCyuLKPH2wOkynX+fi+I3gCIa644opLftbevXv58pe/jGVZiKLIhQsX6OrqusQS8nzFxS8TL8aOswm4Z+UFloEv27b9/Rfh576EX1NMZhx2MBH0cCFZ5uT+J8lms7zjHe8gFArxjW98g3xFZTRZxatIrO2MOlWlmSpPHDmD7PUTDgaYnZ4k7JE5t1jCMO1LfNwXYeN4DRcKKutbQ2zpiKxuWvNVjfPLJTqiXlojjl/XNE3uuu9x8AZ5w20v57kTpxmZTjE4N8sNu9aTKdc5u1Dg1Ogk3QNraYv6OT6bYzGvYpiOTKygGtzxistIvOU6jkzliHsFhhokljMFUDxctbmPmN/lVAEmy1Q1i+aQhy0dEdyKxFy+hm5ZhL0KiiyiiCLKSjr9TLZCqlRne1eU88slpjKOPMyyLDa3RxlqCXJoMkdZdSZ8fXE/y2sSfOUbT/DRD51Asep86APv40JJJlVSqWsmr9rUzL7xHEemc3gViT2Dbdx5z0McnUzi9XhZ0+Rmd1+M49N57jm+wKkDpxDdAXbv3s388BHOPfIV+v/wLzk+naMp5KgrFgvOZPdiQOdFVOoGmZLj/UyW6qxrDjGdrZEua4iiDbbAnq6oM6U7u8xSQcXvkfBUdB799ucIBQL840f/nr6W+E+9zm6//XZuv/32F+26/Y/Ej9vMxuNxWpubmDl7hM3v/X2yFY1EwM2JEydobW1lTed/HlvMS3ghEokEHR0dHDlyZPXvgh6nkeiRdBlX6xBn8jJDAW118qfpJn2NAU6NKdTdIdY0Boj5nbrmswtFLu9rYDxdoaabbO2KsrsnymS6zJ37ZpAEgSv748RDHmazVUzbIuxxsbk9wlBzkExFpyXs4f0f/SSpkUPc8rq3kddkNraHMC2LTFknFnChiCIt4c10Dm3i4e/dyyuuu5xc2WlwMC2n9SFVqvPWvV20Rb1YNkylq4zoJVKlGsMLjm1QkQTqhsXC2GlciS5+6/f/iI9/8tPc9fV7+fP3/SERn4uhZpGzKwexi+q6i7Btm7vuuosrb30NwTWbmJx9EMu2KdScSmsAt1Jj/Y9YK56PZMlRRfQnnMNgvqrz/z71r3zxXz5BQ886rrvllVxz+R6am5toCUh84L//Nn/7Dx/nDe806RzchCIJNATcGKZNpqIxl62ilnN4g1EWV2pL+xoDrGkOrmRfGBRrOvmKhmqYLOfLPH3oFNOjp8lrEoJZpz/m4U2/9wZefct1iJLMWLLMULCLP1mziWeODnPokXu4+4ufJ9ixjkT3WqqaQbluUqobuF0Cm9qitEd9XNbbgF+ymTpzhLHh07z+lbciCs4B+KHhJGpqjvrcWV6/d4iFcp2FvEpdL6LIAjGvwq6NA+z/6ixrL7uBd7/zN9m0tn21LWW55DRTtYQ9K0RDhrUtIa5Yk+DJkWW0cgBzegZNrbC2NcpcQWVsuYSqmZgWCKJNtlznwnIJWRSJBdxcM5BAkgQOT2a5kCohIuCWRbyKxOmFAh0xH7Ztc3wmjyQKLBacpqpMRSPqd3HLuujq4cUwHSXBxTBVtyKxty/GXFZlc1uYgFthLlfl0eEkrREn6LOk6vQ1BlYriWN+Fwt5lc4GH9s6o6v7i7HlMtOySEvYQ2PQ/RPJ4ovV6/mqTlfMR8irrNaz6qaF1yUR8ig/NUC5qOpkKxodMe+KPbaKzyVd0ngT8ij0rhyYJjMV+hIBJlJO9fz61tAlMvzgytAjWarjdUmMLpfRDIuQV6Y3HvixDUH/VZCpaFQ1k/7GAMtFlalMhaDHIVt100IWBRbyToNZ9IfInAvJMk+PpvFIIv2NzqBJEkUn/LWqE3bLeBWn1WtksURNVQlKJnM5g7sPzLC5I0x/Y5CgR0bVTaqaSU1z7L9wacXvvwcW8jVkUbikIe5nRVHVKanGavDwvxXLxTqVuslAkxPIHA+4yZQ1ZrNVIl6FsWSZqM9FZ4Nv1eY0n3eIeSfLxli9z1+EWxEJuB3yOF3WwIaQVyZdUnErIp1RL6fmCyiSwNrWKI0hN5IgUFkYI2YVmc7WOb9YwCWLnJrLowVbqSYfxy06pF7Mp2DZMJZ0MotEAap1g8l0leaQh+l0lULVoDPmIxF0Y9k2Eyukf1/iharD51cav+d9f4oueXG7FT7yhXuQGroIemSyFWcIEQ+4GGh2lJKS6NwXjxw5xK5rb8Hj8VBSdS4ky3Q1+NmzZw+f+tSnGB4eZsOGDS+oQoUfEBfZbPYXeh9/UfzCxIVt2xPA5hfhuVyC8kp6uUeRVvIDfj1lab+OmEhW8bgk9vTEmM3X+LPvPkTr+l1cfe31lEolPvuFO7nvyUNs3LiRiE/h7EIBzbAYT5UZOX2SwfYEsViM8+NjPHMhTdTnYm1z6AX1fdOZ6orkzEOhZiBLIrIkspCvEXTLnJzNY9vOgvDw8BKLeZX9B4+SrUus33kVgVCI37j1av72Yx/n8e9NcPuV62mJRPj2Ywcw3CE6e4e4ZiBBVTcRcaTF+apFc8hFpqpT1izWtYSo6iYjeZ3e5g7WtYYIemSmMxUmUk6GR2vEQ8zvYktndDU9frHgTI9+GILgTOTbol7WtoR4ZHiJqmY4N1tJICAr7O6JIUkCbskJbbzmil18/RtfoagJvOuv/pWi4Eczqqi6U3N6YrbI2tYgM9kqz41niHRuQGkYxioss31wC+W6gc8lY9o2j51bZjwpEO/fjC17WLP7ep6968O8Q9E4XxCIB51FbDpToSniYSxZYm2LE0h0bDrH4eksqmbhViTqusVsrkamUse2weeW2NQWwaNIHJnKUV1RZHhFi6/ffS9aKc///fDfsWOw61cuHO0/Eps2beLUqVP4XPLqpvPEiRNs2bLll/vEXsKLguuvv55vfvOb5PN5IpEIAFf0J/hCcRFFMLElGbfiHHwN08lhsG0bWRIpWwJ13WSgKURNz7PvQhpJhA1tYWzbCUEeWSxx74kFdMvizbu6uG5tI25ZYjJV5tOPnSGfM5GtGjPpEi1RP8dPnuS7jz7N1r1XEW1qYblYw59ysgl8LpGo14vPJXJuqczOq2/lu9+5lzu/f4DLtm/ARiDmd7O1I8J8vka5brChNUy6Umc2W2U8WeXUXAHDcg5H5bpBS8jLkyNnSHT00jm4gZb1u/navlH+VDPwuBzLYF/Cz+hymfFUmTXPk3M/99xzTE5O8tr3fJDFdJ5yZomeqAu/z4tl2ZRW6rLPLZZY92OC0uqGyWyu6qgtVg4n5+fT3PvEETa/9t287fbbuGJNI+vbwsxlqxyYyLDzdz5E/ql93H/oHEMliRt2bqA/EeDY6DQPHzzJudFxqoUsg4MDrNt+JYossqUjQqai4ZElNraFeHosTa5cZezQYwyfPIYS7yHe2MRl67vYuHaQLd2NtMd8zOY1ZrJ5kiUVRRTJVjUSbZ3c9jvvZXpqFlkWaIkG8LhkzJV8osaQh2sGG6lqJplynYH2BvZs6OP7d3+SG++4ibVrB/nKoVmOTOWYW0wS6NvO8XIAn8tgT2+McysNVtmKRkZX+F//+AXaGvx0RL1MZ6rkqxpNIQ/DiwXmcjXCXpm6bnN8OsdSUWVvbwNz2SqSXefo0TLVcoVowEVDyM14ssxUporPLeGTJUpqmaBbwa3ILBZVClXNWc+zVVoiXhoDbiI+FwNNAcaSTiDpRKpCIuSiNewlX9W5uDooosBkpsJAU5CSqnNuqUTQI+NTZIo1g76En8aQh7LqKARbwh6yZZXJTJmzC3kaw14u722gKeTmxGwBQYDtnVEkESZTZbJljeawh764j3RZY2y5xHMX0qi6ydaOCM1hrzP1FUX8bomAR2YuV2N6xdJS1y3OzhdIBN0kVhQmguCoQYAV645M0KPQEHCtXq9OG1uRbEUn6FVoCXup1A3mcjVEwVHJPZ/0SATdqLrJXK6GJEBJNeiIeX9kdkAi6ObETJ5MWSPolels8LGYr3FyLk9bxBnyXFx+/ytlHdn2D2rV4wEXQY/MqbnCygHTz6m5IqJgo5us2tyqmoEiOYTRYyPLqIbJlf1xJMlRW6xfCZ99/Nwy+arB+tYgrSEXn/72ozy27whGdoH7P/thzqSc1qGSahD1uWgMefC5JMJhZTVs/dBklt6EH8sC1TAxLZvGoJu2iPcXtvXM5apMpioIgoANNP0c5EWypDKRclRQPkX6sTavnwbNsJjNOZkWzyfeeuJ+Ts7pHJ3OIUsCNd0k5JWZTDstOLLoEIqmbdG6cn8wbBtVsyhrBpW6Qa6iMbJYcj6/XREE22nhOXbsOB8+eJJbXvFqdvU0cOPaRhAERpfLTGdrJAa2MZEuEfEpuGWZmmZgecMIipfppRzTOY3j0znciuQoClfuuTOZKpf3x7lmqNFR7pTrjKfKbGgL07SiZJrN1qjUC3gUCZcsohsmCwUVv0tmc0eEZ556gm99/0lu/90/pl5I8+izB7lpfJG2RISyapKraoS8zuc3VapTrussLC4zPnKaW/74f66QJxXyVZ2aXmTtlp0A7N+/f5W4eMMbLq2z/6+kuPg3wzAtqrrDGnpkibBPIV/VWMg7KenPhyIJeBRpNbDrv8INUTOs/9S94P8eKKk6yyWVNY0BZFnEoxd57oFv8fY/eB/DS2W27rkSV2MPBw8e5obLdjKTreJ3SWTKGvVqmbHDT/LuP/hDcqaLg5NZDowt8bbL+i+RMiZLKjOZKsbKjd0JSZKYzlTQDUdyt1hwajjbIh72j6epGzaVzBLPPf04ret2sbavi7aon51dEd779lfzfz7xVT7xpW/zp7/3Vs4ffhpXLc3NOwfxuWUEwSZf1UkVncnHutYws1lHcRAPuOlq8FGtO+0YlbrJdCaPblhUNHNVJaJI4upGozvupy3qRTMsdNNph9BX1BzxwA98rI0hD2/Z3YVt//gJvUNquHjzW96Ky+Ontb2TmmYy1BSiq8HxshdVnZawj9++oodvH5vD62pCKi+TGztK4417EIt1NMMk7JaoqjqVmsr65igbWkMsZbrxbbyR7z32NDfe/DJifhcCjsrFMGz2jad4ajRFrqpTVQ2aw142tAU5u+BsAk7M5dF0k64GH5f1NXHVQIKzcwUqmklL2EvUK/GRf/z/yKXz/Mkfv5ct6wb+zQvjfxVs3ryZxx57bDX5uV6vMzIywitf+cpf9lN7CS8C3vOe9/CFL3yBT33qU/yv//W/APB7ZMz5s0StPJbt1D3u7omh6haiKDCWLOOWZWzLZmwpTyzgeO91o8qB8QzD8yXWtgY5v1Tk4GQGzbDY3dNAe9SLblg89fRz/Pln72Usb4NhYBo1JLcfq7AMsptYWy9vfPXLEWSFuZzTLORWRARBYCpdJhZwsbYliLRrA/v3P8fhU8O0dHWzo6uBtqgPd1eEx88leXwkxWJBJeRxUTMM0sU6iZCbmN9FRTWI+Fxsavbx/ns/zdt/+w7Wt4RZ39/Fc6d0/u6+o9y6vZ+o37Vq+7iQLJMp1cmrOp0xH5/50tcItPXTvW4L7jMHQBC5MLfM5oFuRFEg7FUYbA5ybrHI+aXSaljj8zGRcjbEnSvZCYWqzle++R2sYJxrLtvNxvYopg0TqTJn5gtOFbVmc8u1V/Dw0/s4ve9xlMIc3/xmkenzZ1AirbT19NPb28vpI/sxqwVe8/o3MpGuEvUpZG3dCVauFXn2se9TralcdsOtNHYNYiteNraH6I0HnHpvQWA8VUYQYKApiKpbRPwKFdXNuaUSHR3tRP0uuuP+FYm6wIOnk1xIVkiX6gw0h4gHXWxoDdH+llt55P/+Kf/0Dx/mLz72Sda1hlnTGOC/3fdFGtfuJFnS2NsXQpEk9vQ1kCrWeWosRdAlI8oSTX43qZJGvqqRr+oYlk2mXMejSPiag0R8EjVd5thUDrco0B7zIIpxhEqGcqXMTKZCR8xPVTPRTRvLssHDaq5Pb9zH6YUCZ+YL6IbFmsYgl/c10BH18dRoimfGMoTcEifn8kykKgw2Bwm4ZEc9WdfxuSRsbOayVaqagW7YeFxOnsihZJaeuJ94wE26XMfnkhhbKpGr6s7vYtjUdIt8pc7ZxQKn5vNIolOp+kBhkQ2tIZKlOueXSrhkJ4TPtG3KdQNs52B5Yq5AJFPBq8j43Y5101hZz30uiaawh0TATbJUp6waBD0SbREvqm4hiY7CsqTqFFWDdNmpl22NeIl4nWHOkakcqm5yy8ZmJFFgqehMe0XRuUbWtYRW8zj8bseeVdNNzswXUWSReCCyes1X6wbz+RqW7ew1loo1+hIBNrWFkSWn3ng6U2UuV+P8cgnLtvErMrIkIAgCovCDPKT/rKqMVLlOTXOm/YLgnEe6G3yMpyo8fm6Zs/MlynWdjpgfn0vk7HyRcl2nrjuvV1232N0TY2N7BNuGg5MZvnV0llxFYy7vBLrf9+RRnnz6GXKlCi2xAEveCB/61N184I9+j3OLJQo1nbrh2FBaw25mczWmM1WmF5K4/EGqmsFQc4igW8YGFvIqqVKdjphvtWHt58Viocax6RyGZSGJIsIyq2qHnwTbtpnJVlnIq4S9CqrhEGM/7/6sUNWdINmcY9/Y0hElU67jc8l4Xc6hvjPm5eGzSVoiTkvgk+eTtEd9NIace1Bvwk+6XGcqXb0kxDnsUzBMi7OayWCzk3szn6txdqGIzyXy8IGT5GomueV5QmubGU9XWN8apinkZl73EVqzi3LdZEdnZKUlymRKCqDE21HMGtFQlAvJEqIIjWEPLkkkWaqzXKqzUKjhlSW6Gnz8xV/+JRt2XUnX7bcQ9Ci0Rx2FRL6qU9UMxpI1lot1TNPGsCwKlRrv/qP30bZhN7e9+pWEzSLf/pePMnfg+5iXv4qxZScPLlvRmEhV6E0EaI14eHLfQSRvkM1bt3N4Ost8zrHC1HUTBD/xgW08e/AIr33d68hms6vBnOW6wUSqjNfrDAH+vYgL07J/+oP4JREXqm5ydDq32qFt2zaFmo5LFlcbH7oafER9jly+dvE/zbnwXbL4czF+v4qYSDlS+I1t4V97j3iu4niovS6JqXQFy7bpTQQAJ/3dKGf5w7fehmHbHJivs2bnNRw6uI/J9NuJ+Bw/ctTvYvbocfTUFH2bdnFqJocUHufU5DJ3iTLbu2I0BFwsFeqUVB2PItEc9nBiLk+hqtMd91FSDSRJoLvBx3SmzFyuynSmQmeDj2v6G3jjX74fjy/CzVdux+Vyktgrmsmu7du4av1zPHXoGFs2rufwiVPsufIaeuNBHj+3zPmlEumSRtinEPG6cUsS61udujqvS2RjaxhFFjm3VFoN3pRFh9lOBD0ki/UXVL4qkvgzqZAEQeAnrVU+l0xfIsjH/tsb0AyLumExmSrjUkTqmkXM72L/eJpnxlJctSZBV9zPdLrKUE8nJw8/h1f570iSwNhymYWSSlCsU5s7R9e2VzhKDJ+PeO969h0+ztvf8BoEUWQ8WSbic2wu55dKzGVVvC6RvrifzpiHEzMFiqpGVbewLYvWiIerhxq5vD/O2YUCByazdDZ4aQ17+fjH/p6J2SSvv/217N6+ma6XErjZtGkTuq5z7tw5Nm7cyPDwMIZhsHnziy6Mewm/BGzevJkbb7yRf/qnf+K9730vbrezgVxcmKfdp9AR83J2oUBbxDn4nJrLs741yKnzEkuSzNhSnqDfS7lukK3UyVd1dNPm/FIBE4j73Fw/1MDWzjD3P/IUX/j6vYxNzxNqW8PLtq2hq7mBsZyNrVXJa2spGm6u2dLPlu4EPrfEqZk8T4+lkSSBrpiXuiRhYdOXCPK6be0cvuoyvvbA48xPTbG7J86G1jBTmQrtUR8nZvKMPDOFkjzPK17zupXGDtmR4Md8eF0Sj+0/hNS2kU17r0ORRf7gFXt4/MH7OHqql3hDbEUWLCOLAmcWClxIlVFEib64h/ufOcbmV76TXM0mEokgiBIT8yk2D3Svvr5hr8KapiCjyyXOL5UYag6uEr/JospSQaVuWEykKo71IFfhvqcP09zcyduv30JTyMOByQxPnEsyka7glSW2d0cpqQbXXXEZJ6wCRw4dINbSwd4bX8XGdYM0hMNkKnXCoTBP3nMnpqry3//gd9nSGSXsVXjwsaf4/Ef+DkVx8fo7/hTRF3PUBoUadd2gKeAlW9Eo1nQWCiotYQ9uRUIUBNY0Bjg1n6OimTSFPYQ9CstFFRA4PV/G75HRLIvFksqVg3FCHhd1w8blDfL2O/4bn/vinbz2jkm6O9qpawZzk2PceE0LL9/YgmHbuBURVbdIV+rs6I7S3eDj2HSebE2nMeihOeSmUDXIVjWCHqe5Y6glhCQIq/Xk+yazdEV9aIZFwgOlXJpc1cDv0djaEaVumCwWHBI97JVIlzUWC2kiXgXbsmgOu4kGFA5PZlnIqyuHpgqLeZVMuU77igrA75YZXS6xVKijyCJNITetYQ/jU2Ua/G5u3dDE6HKFqE9BEgSeHk0xm6lgwurra9g2iiywtiVEf5Of49N5JtJldnbF8HtkhheKaIbFzeubqBkWZVUnXdZIlZzD1kUSQxYh6FWo606V7XTWkY5fNZigK+Yn5nchCgKJoJsz8wWOTucZXnAqTEVRwKOINPjdDDZ7EXDyry4kSyzkVVTdRJLA1myWCyoxn8vJr/HIxAIuZjJVjs/kVwYfFoIg0OB305cIcHa+SKFWZ2SxwHJBZamokq3oGKZFqe4obPoSfiRBYLmoYlrQGHLT3xgALA6ezKAaFi1hN4mAe3ViXNVMQp4qfY0vDLT890SuopGp1HFJEh6XMwDyyNJPHRrqpsViXiVVrtPd4GN+heC5xGbjVZjNVnjyfJJE0E2xZjKVrpCraAgCeGSJ2VwVy7LZ0hlhY3tkVdnitNk4+QsePcc9n/8s5+ZSNK3dzeuvuZLr92zm/979PZ4ZHeOhI+eJNsRRJIlsReML+6ZW7EIy+x+7nwe+9XX+5f/9I22tgySC7tXzUTlirKh3KywVVLoafIS9P3vr14Vkif3jGVyyyMa2MIWqTr7m2AskQfixJIRp2YwlS+QqOs1hD90NPlKlOuOpCvmqRsTncq4n1SDyE1rIFgsOMWNZNiVVJ+xVSJXqpEqO2jgecNGXCCCJIi5ZwLZsSrpD5nXF/CwUnLazppDHUVZXdSbSZR4+u4QA7OmJsVCsk6s4yqiqZnJ8NsfoUplsPkdRCGBV55gaPk5+1yZsoFQzKNU1yr4WYv4QO7scZVyxZtDfGEArBnhErZIulFE9dSycNri+RICAR6G/MUDII3NsJk8iuMDE8ef46nceYk/VzZWXX8buXidjryXsJehRnP2yV8HnkijWdKbSFT721YdIN+7gda+5jWzVQgrFufK6G7j76VO8bs11SKKA1yUhYqMbFqWaTrQ1xMi+h4mEQpiBOA+dWaI55KE3EcAliWQqGr27b2L/xAW+d/Ackj9KX18fuYrGWLLs2P3cznX170FcmJbNuaXiz/TYX8qJ2bYh5JHxuWW8sshsrsZCvkamYrGuJcjm9jDSyqHM65J4fnTe2YUCM9kqUd9PD9D6VcV8vrYq818s1Oj/D76R/yphqeBUO8qSQF/cz1TG8arF/C5s2+YLX/gCe/fuZeuGtZyYyRFwSexa18c3H57n7EyaxmiATFmnq8HH/U8dpOXK28kIITb1+7j7/3uKxJWbKdSaeOD0ErbtNB90xbwokshSQUWWBHb1RBlqDlHRTI5PZ/nHu77DRF7HEl00B0SqFYW/ufcwC1W4/Y230tcURZYlIl4Fr8ups/o/772DV//Bn/PJz3wRO9RK+9A2jkxnUQ2LgEci7PVz3dpGblrXsjpxqGkmZxYKjKXKrG8NM9gUZLmkUqkbHJ50ZG+iICBLArF/ZxWBYytw/iwKAheSztSuJeyhPerj5FyBJ84n6Yn7yXk1wkO7OXb6DNV8lrg/whmj4LDqmdMI9QqBhkYy5Tphr4ve1iaOzEe5/9njNLZ3IwgQ9blwywJeRWSw2c/WjhhVTWdksYRhWaiGiWXZDDY7uSMDjUGOTucYXijQHfdzzWCCv/2nT/PYcwe5/g3v4rKdO+hu8P+71WL9Z8KmTZsAOHXqFBs3buTEiRMAL1lF/gvhT/7kT7jpppu4++67eec73wnA4uIiu3bt4vK+OKlSnX3jGSfgC1jXEmJrq5fToxXKNSc8riHgoqTq1A0b0bbIVnVaIl5iQQXB0njt617PuclZWvo3ce1r3862jet555V9aKbNw2eXyFXr5KsGfre8EkZokwi4CHgVwl7HTzyVqSLYzjo+n1dpj3i5bPtGHnnuIEfPjLB7y1q+cXSWoFdhOlMhPzvG2TNnsOpVtoyd4bYbr8IlS8SDLsaTFbKVOvtPnMMfb6N/7fqVYLxG+ptjjB5+mt27965O9qu6CaZJY8AJsj02fIGKbrJ182Z29ERZsiMILg9zycwL1I8xv4vehJ/xZIULqTJrGgPUDYuxpNP60dPgx61InJrL88iTz1E0ZHZv2sJTo2kW8zVmcxWyFQ1JFAl4ZEaXndym3T0xbv/jdzExNcWiGWA2pzLQGqbBJ/PY+QpNnb288i2/w/e++jk+8o8f58Pvfw9Hnn6ED//zv9LZ08+H/urPaWps5PxSibMLRZaKIrmKzvBSgUyljigK7OyOEvS4qGomiYCLfeNpUqU6a5oC2IDPLdIW9WHZzuT2msEElbrJVw/PMJ9V6R8KOYf5VJndr3gLdz/wNN+8+wv8wf/4M06PTlBLznLL1m729seZSDm/pyIJNAY9rGkK0B710Rz2sphXqWomkiiwttUhykqqwaaOyCX1sW/c2cHXDs+i6k61a/fgEM89+RTy5VeQLNa5eiCBV5GZyjihq6miio2FZQnY2NiIiIKIDIwulzizUCTikRhNlqloJmubQqxtDXFmocAT51N0xbwkggrHpgsML+QJe1x4XCIDzUG+fmQORRJpj3opqBqPnF1mIV8jFnDTl/AT9MiOjSLqQ5JFTs4U0E2bja2OxLu/McBAY5BjMzkmM1X6En4W8zXCXueA5ZIFTs0VcMsC05kahapGY9BNvuocgk0bUiUNEJjOOgc2ywaXLLGmKUC2ov2gvUS3mM46zRMeRcTnkqhqJnXdOTyHvQrxoIeTswVOzORxKyJrW0IsFtTVLJB1LSEsYCpTRRIE1reFkEU4NJnhyfNJBECRRWRRRDcdi5RaN9nZ20CxprOczpBemmfL5s1opsV4skI86KIj6qNQM7BwPvuiIFBU65yeL9Idd/IJbNtRooa9yoti7axp5uoA9OJ+KVOuM5YsI4sChqWtWmyqmlNXubkjQkvYiyQKmJZNWTXwuUSWinUWCyqmZeOSRQ5NZZEFgR3dTquC04pW4/hMgdlsDb9bpljTqWoWoghRn8LO7hjLJZW5fI3OuJeoz83j55YJeRR0y8a0bNoiHk5NLPDFT3wEyVS5+fXvYtuWjbTHfBybzdO1diOTyTz3PPwk73rr7eRqGiLgVUSHEFyY4P6v3gmixHfu/x4f+J/rmV6pCPUoEgG3zPpWJ5RxJltlZLGEKIBbkRxVmuwQOQ0B1yWZPqpucnq+wOm5PBGfy2mgSi1QNwWCHh81zWR0ucRQS+iSxpyLdruplcyknrh/degWDzgKkblcDa9L4vxSiUrdpD3qvaT55+LPmcxUSBbrRH0KNd1kTVOQLR0R573WTUepkqthWCVU3aQl7CFT1hAFgYhX5vhsDlkUqCcnefQbB8HtoyIFyJheKpaCHIyyfzyFLDnBuReSRWZy6kozFIzPpxGwGexMcHZkmHOLOWRJJlPVqaoqhmkTcLsdC19VI13SGGjyE/f6sfUaqWKN1k6JnrgzhJdEgZlMlW2dUa4bamR4scg3Dk3z7F1fBcsgmVrm8FQWUXBqVQs1nZlslZpuIqy08iEIRIQqB558lJbtN1JyxZhMVzi7UCBw7R1Un3iYanKKt7/sKnTLIlfRWC6qLBZrPH4uyZOnp9i0+yrmsirz+SpRv2slIN8Z/g50t/PtY4cYHjmHHGtHD7VxfqV1yaM4jVCBQPBFz7i4SFrkKy+0v/8o/FJ2+V6XtOo7XSo4i9vevgZ006lInEg7AUE/6mbWGw9wai7PdKZyiXf1VwW5iub4cMOeH+krS5XqzGSqxAMuZElkuajSGfv1tIykSnUm0xUiPgVVN9k3niFZrLO+NcjIYpHjp05zbnKWT/zTeylUNY7P5on5XVyxZzt3f+WrLE6dJ62uQZZEfIrI4YkU/Ru20hh0s661EW91ieL0GfZceSWSIBIPuFZUPRJtUedmIouCU6Nq22Qrdf716w/w/cNnsS0TdfwItfPPIcgK3oHL2HHdK9i6fi29CT8Rv8tpEQm4GF0qcSFrcNsrX8WXH3ySYCRBJN6EJAkEBQlfzM9AY5DrhpoukUl6XRJrGgOcWyoxuuTIK4uqwWy2gijCts4oMb/jpfyPrB5LBN2Ojztbw0ZgTVPQkRyWnbDMawebyKQ7ONi3g889dprLd2ymMeQm7A7y93eO0tI7iCjJdMb8Tu3Xuh5OnTrJEyOLXBloIupTaA56WC6qzpSnMcByQSVf1Yn6FEaWSmQqdWJ+N9cOJeiOB0gVVcaSJRoCbq4dTPDFb36PrzxygD03vILtO3eSCHlesPj9umJwcBCXy8WpU6f4jd/4DU6cOIHf739B0NJL+M+LG264gS1btvDRj36U3/qt30IQBBYWFmhtbV0JFGzg6dE0mYrGru4Y2arOjt4mPvuth1CsHkQBijUDryIT9EiUVWezGPSIRH0u9h07y2TVwxt+70+5/PLLUQ3oS/iZTFc5PpNbyaCyaAy6uXVjM0vFOk+NphEFgYBH4rrBBHOFmtPKVNdJVuooBae9oLfBz/Ydu3ny1DiPHz3H7o2DjCfLnD74JIefeYp1e68llclzzz33cNuNV1JSdR4eXkIzLJqCboYPPcXWDUP43AqGZREPuNiy9yq+/eDjqMUMmhEl4pPxKRKWJLCuLYBHEXnokUdo2PUamto7uWZNnFNmE5ausZR1qrd/uHKwMejBtGym0lVMq0ShqjOdqdIZ8xLxuahqBksFlXv2DRNq6yfe3Eqm4tRNR30uOmJ+euI+dAOOzeScumLN5MRsgbodplLX2dgaBtvmmfEsXkVmc3uA0NomtjUp/M3ff5R3/u67qQoeNl1xMx/8k98j6PczkXLIlNawh/WtITJljYl0mbLqyIOPTOVwyRKiKFDTDKqayfq2EH2JwEo+Up3OqJeKZrOhLUzbStvExrYw05kKk6kyxZpjpXD5Qlx74y3cd9/XuOa1v8ny9BhaapKr9u5CWakMrWoGywV1xXrpWX3tGoOelYrYOulyHcuGhoD7EtICIOBRuGogwdOjKdqiPgbWDPHMU0+TSSZpbGnh7EKRqwYSxINutrskprIVDo5nCXhkOiI+ogE3mbJKQTVXwg2rDC/UcEkiEZ8bQXSkzqYJxZrOuWUDwQa3LJIuO6qjRMBDuqxhWTZhr0JjyINhWhRVnYhXpjfuR9UtllYS+hEBy2YuV12tr1wq1jk1X2B3T4x1LUH2T2T55pFZwj6F64YSlOsiJ8fzuGWJnniASt3gzEKRYszHzu4Ytg3nFosUazq9cT+6ZVPXTbqi3tXX9bkLKY7OOFZSSXSIf1F0AmttG4IemVzVObytSQTweiRcksB8roYNHDw1issfxO/zO5PmaprWqJeSavDg2UUeOL3AXK5GxKuwuzdGxKsgCA5pcWEliHMyUyHolRk/e5z77/wkuZkR/urTX0UPthHyKrx8YzMDTSFyVY2pTBXNcEhSr0vk8GSOswuF1brPqXSV3rifrvilDRw/jIV8De8P5SPopkWxplOoOSqAuu4ouEUBtnVFKasGY8kyAbej8hEFqBvOYe7kXIFy3eDYdJ7WiErIK5OvaCyXnP173O+mK+4jHnCCVkeXnNrKkFfB75aZzVVJFuq4XQKdMS+mbTO2XKQj6ihlgl6ZmayTCdEQcJEIeHDJIpmq0zIjYON1KQi6yv1f+ldkWeLNf/TXaKKHpqCjksuUNIZaYyz2dnLq6CEyc9P0D6zBq8jE/ApzqTwf/PAHaekZpKV3kCcOHucvMBBWBk/rW39QEdoQcBP1uUhX6qiaMxiq6xaVurZy7nIGqGGvQqGmc3I2z1SmQmeDn6vWxHHJElfteSXBYJDPf/shUmXn835+qURHzLEvlVWDimZg206161BzkIjvB++XKAq0RbycWyqSq2q4ZYmIz7EWehRptZ1FMyxGl0uUVIP2qBfNMJnNamxs/4FtL+CWCbhl3LLI/vEM46kyA01BYn434DQ+HZjIolbL3HXnnZi2gG1ZCJKEVS0guP2EW/tYv303saAHVTdRJAHVMGnwuwh7JR6fGaOjIcj6jZsYHh5hamoKOdqKKAig19Ezs8SC28hVdXIVDdWwGF4sMdgYQI60QLVIW9RPb9zPclllMV/Hq0iMJcv4XBK7exv4wgP7UBNr6W1sY2nsBIZl8fRYmuOzBQQcRUnM7yLkcVHVTdrCMn/3t5/Fnehk7ZpeXCvtVFXNxHYHCYXDHHnom7zsqt0UVZ3ais2uWDM4PDqP2Xc1jUPrcckiXkVmNlslWVRpjngJeRQu39TPPfdKPLj/BEpjD8NFF+WlAru7GyirTu5krLntRVNc1Go1Dhw8yL1PHuHoqbOcfOahn+n7fmmKC3BYvemMc3C9uHgqsshMpopulhh8Xq/2RXhdEm1RL7PZGomgdskH45eN5aK6msacLNXpiTs3sUrdYKmoomomU5nKSriMIwNcKqgsF9UX5dC1lK8R8CqXhFD+sqCbziIf9ikv2KiAQ/CMp8qEvDKDTUE0w+LMfJ7xVAlRtJnJ1njs8ZM0XPFmjJ69/PNjF8irGiGvC5+7GX80wbGTZ/jt7TvZ3B7ivqeOUbNdxDrWkKlonJjN03X1Gzg/Ocv72iJohsXmjshqKOdiXqWsGsQDClOZCqfn8gxPLPDQswdp7x7gqisvoyf6VkxDZzGvUlRNIrEYQY/E+rYwdcPkqdEUF5JlFvI1NMOkqbOHgQ0FQgEvXTE/Po+EbQuEfQq7ext+ZF1VxOeiM+Zl34XManc8+OiO+3+p3d3tUZ8zgag7VXQRn8LjI0nyNZ2NHRFu2zvI177xLSYW03TlqsSDbmytxLLm4tr2OGubQ3Qn/BSrOs9cUOlub2ViYZlcuYpheqlpRQzTRDVsRpedKUBNM0mWNSRBoKfBT8SvIIsSi7kaj44kqekmG9qC/ON9+/jy94/T3r+Wd73tzZQ1m6Gm4EsBvitQFIV169Zx8uRJwAnm3LRpE5L0n9Nb/BJeCEEQeN/73sdb3/pWHnzwQS6//HJqtRqtrU5rTHvEx0BTAFEQ6G8McGIuTzgWQ1saQ6xvQ5ZFR/Zu2VzRlyBX01akvQY3DAU4/fQkemGJm66+jPOZOg0+R358cjbPZLritAusWAQeGUkiCQKmZTFXUKnrzoGiXDdxSQKdTSHyNSeArKgaJMt1gvEWAvYZzp09xav3rOWR7z/M2TOn2X3tzWzYtpvRyVkO7ivzL/c9SVf/WkJeF9u7Ihw4OUrFsNm8Yy+lqs7YchkEG3/bEO7mGfafOseNV12OSxJxeyRMC4qqwVK2wuTwSTp338pUpsaR6RxN0Sh2vUwqXyJT1n7k/bYl7GWxUOPQVIbZdJV4yE1zKEqm4lgOHz16nrwYpLW1jcaQl4GmIKlSHVkS6U/4WSionF8qUNdNEkE3qVKdsE+hNeLlmsEEUb+L755YoFjT2dEVJep3CJG1m7fx13/xv/nbD3+My657Gbfdcj0Bn4/R5TK5qkbQo1DVTZoUkXdf08ez4xkypTrJksq5pRI+l8TaliARr4uN7V5aw07KfoPfTXPIQ8TnYnFFOn4R27qiZCsapmU7DSZVnS0dYezXvJKnDp/k4Qe/h6+ySMTvuYQEdcsS6Yq2Ohh4PkIeZ/3vavCRq2g/tjZzTVOQ6WyFseUyXZ3teF0K+bkx1g/0MLJYpD3i4YZ1zTx5PgU2DLUGKdYMEKCs6szlaqi6RWPQ5YRVNocQVtYUyxJIBF0UVYOZbIXZTBVZktnaGQLBy3KxvhIG7VQmehUJjDoXxi4wNjrGzOhZIgE3u3dfxuDmbfj9Po5OZjFtm5DHxfbOCOtbw7RGnAPxqbkCMZ/ChWSJomoSCygcmcrTmwgQ87nY0R3FMG0EwLBsQKA96qU94kUzLYYXCiiySOvK9TiZrpIu1ympBouFOl0RBY/bQ7pSp1QzqNQtlgpO40MiEMS0YLAliC2AbTmZFMv5Es89+zQjw+doCyv80XveiygIKwdIZ+q+XKixWFBXLKouGgNuBlpCBN0KJ+dydCUC7O1r4Jv7Rvjy17/B4vgI3duvJdi3lc9/5Vv8w19/gO5EiFzV4NhMjg1tYbZ0RJjLOWHi1bpjF/rWkTlOzRYo1jTcikSqXKcp7PmRDSmGaZEq1XlmNI2NxbrW8AoB+IN2CGklm6YtouCRJYYXi4wulSjXDfwumaHnnSNEQWCxqJIIuuhq8LFUqLFQqPHYSAnNtOiMOfJ8WRKoaSbnFksUVX01m2syXUEU4MxCkZjPxVAoyEKhRrZSpznso78pwPmlEmfmCxi2xdjpoyQ8EuquvWjxIPGAiwfOLFLTTAYTXr7wxS9SUuu8693vIdoQZaA5yOHJLJpus7EtjM8t8bprdjB+6jBf+crd/L+P/R0XUhXyNY3PfP5uCqbCZ9//Hs4vlzl7YZo7v/M4//03XuFkORTUS1o8RFF4QYUwOOqT0eUyI4tFQh6FdLnOYqHGQFOQrZ0RXLJEKpXizJkzAKjJKfyRduqGiY1D7EqiQMAt0xbxIggOCf6j3k+vIjKfq+JWZG7Z0IxPkRhZKjKRKuNWnKrSswtFDNNiTVMA3bQ4u1ChvmKvAYGmkJPVkatoJEt1ksU6Fc2gUNMcW6Es0RrxMrxQ4LGn9iEoHl7xilcT9Llo9YtU6xqHJ1Ic2f8sSn6WHRt2oVvO57FSNwm4ZQ6eHKa6MM4bX/0mlKZeHvT7mDm9n5tf95uMpUpotSqirNAa81MRRTTLpifuZTpd49xyGV9DK5QWaY95WSxetLgpXDuUYGzZaaKxqwVGTxyiaWALwWCI2cVl+kICqnDxezREwTkTF2o6umVx/NBBzi+VWXfVVXQnQnTEfJyaK2DbtlMvvmYD506oHDl7gduu2MhSsU5NM1DLRQ7u24/o9uFpaEY1TF67tY2lkkq+pqNbNlXNxNvYA9jMlgVCje30N4exbDi3VCIRcJOraIQSLS8KcfG5z32Od//+H0CkDdHto78xwNve+Do++f/++ad+7y/lhFuq65yczZFcWeA3tYdXv9YW8aJIAhOpCiOLxUtYw4toDXtJlzUm0hU2tysvIDfAIUXcsvgfFuI5n68xk6kSWdmUTKUrnF8qEfUplOoG1brBVKaCJIqEvS7OLzlSfLfs+AQv+hb/rbiwXOLZC2kiPoWXb2r9Dz/E2baNsSJ/K9Z0zi+XUHVrpRbKRcfKggBQqOmMrsiPhlY2GJOZCrmKE8h6brFEwi9x5v7PsfnaVzGW1pjKVPC7JEaTJVySRPfWKzg1nWI8WXJuUEcncTd2EYk3Ogt1sU6kfYCT42N4JEiVdY7NZOmM+XHJAumyweHJDPP5GlXNuVYe/N73kfQqm3fsxBQULuRtBEGhpSFIXBRIlVQ0wyJZrDnXriigGyZeRSTgEslWdW6/dgcRvxsbG79bJuRWWNca+pEd0xdRN2zHEiIKlFSDgFuh+Vcgw6XreT3kHTEf6VKdw1NZRpdLdMZ87IhUObb/Xrb9xsvQdJOnDo9gqmWu3jrAmiY/yyWNQkWjpBq0dvdy/txZKskpNm3fvlJH51QpBjwulosaJVVHM226G3ysbwvRFvUhi3BkKo9mWAQ9MuPzab5+/6N43R7e9ZbXYQoSIa9Af+NPntj8umHTpk088sgj2LbNyZMnefOb3/zLfkov4UXGG97wBv7sz/6Mj3zkI/T29gLQ0tICOJvU7rhjdVgu1WkOeylUdeR6Hn9llnhgD4mgm6DH8fKHfAq6ZZEpakxkKsxdGKGpqYlsXSDkVvAoAncfmqammUT9LqfSTbdQRIGpdBXbton6FNySiEcWUHUL70pFYFEz2NIRIVczVtdFUYS9m9fz4JPP8PefupNCPsfOq29iaO06ZvM1vOEGQp1DPDOWo6XbYFtnI363wviZY8ihBHasm4eGlyjXTSflPxIgFgkxPr3Iq1wyyyWNDW0hXre1jeVSnQ/+69cQ3H46mmLIgs0zYxl29UQQRYlqscBSQaW/MfCCzXbdMCnVDBZzKgADjUEm0hUWC0699ZHhcSRRorU5Tl03yVd13IpER8xLslRneLGIqpls7ozQl/Bj40zIYn4nR2I2W0UzLTZ3hFnXFmax4ARHn5or0hZp5/985OM0hzyUNYOvHJ6jKeimJxGgNewEsEZ9bkaTZa5akyBVVnliJMmaxiCi6CgZ1raE2NgWuWSPZFlO6HHQI18y+OmM+WhYCYO8YW0TNd0k5ldYLrWwcdsuHnv8EcLFcXbu3HnJvipdrmOY9k+sSVQk8afWKF7WGydZ1Jiv66wb6OPc2ZO84hUvZypd4ZvH5lkoOEGDjUEP771hgPd95DN85enDbNqwnu3btxMMNiCKAmXVpKfBTzzg4plzczx+5jz3fn8ZydQRZRld8WO6AqTndVrFPLro5YLgxy/bWAgcn59jaX4G0RvBH/CzZ+8eFuameeD7D/Ldr36OTXuuJrHhCryhBgQEDk1lEUURywbNMClUTR4Zdqypm9rCiAJkqnVOzObZ0R1lOuMEc3tdEju7ozw6kuQzz0zSEHARcMkUajpTqTL9cT8uWUKWnQn6+aUShw8f5p5/+RhvuPkK/uHv/wYkD/sn0gQ8EiMLBR48m+SqNQ2sbwnx7Fgay7Z59vhZnjlyBjWXorunhwsnD3LyyBF27tnDQkHg6HQOtyzhVgRiPheNYQ9uSeDoTB7Dcuy16bLGYNzN1//lH/jS9w4R7NvKTa9+A954G6lUlgOPfpf7vvNd3ve7b0Mzdc4uOBX0u3tjNK9I+OcqOn6XxFS6Smo8zZomP4mQh9HlEt89ucBN65oIryiZshUn0LVcNzg7X+DQVBavLDGWrLC9K0pv3E9LWCHgkQm65UuuR0kUeOZCir54gKBX5vR8wSFjAm7SpTqGZTPQFCBTrnNitkClbtDV4AQ5Wit5HS5J5NR8gapmEPI4e7iNbREOTGR4+OwSHkVywmHn8wwvFgm4FV65uZHOmB+fS+JCssLp4VFGJhc5Uy1x/OQJ3vD61+KKNmNZNlGfzN0PPMVSvsof/NZb2L1lCLcsUVJ1TMums8HHa7a28syFDOm6yRWXX8793/gS5w89we5rb+br332Ifd/5Er/ze3/Ijq2b2GKYfObzd/L9g6d5+Y3Xkgi6mF2xGjWG3D+x2tnnktnYFubwVJanR1PolsmOziib2yOr37dv377Vx3/h85/jb/7uI5yZL2CZ0B710Bb1IooipmVzci7v5LbkVQJuJ1Ml5JZZLqlkyhqNIQ8iAjPZCtgCzSEPM0aV84tFJFHEsm3Wt4XRDYvzqQp1wyTklfAoEpPpCgv5GgKgGhaaYeJRRIaaQ5TrBsW6wUDE62TGTI4ztzDPnh072D3UgWFa5Kp1Fss1gg0ttLS0cXD/M2zYuIErBpvwyDI13aSsGnxubIpQNMbAuk2oJvRt3MHZk0e5TbboavAzl5lCS07SHI8yXRYIumX2dMdRxCyzeRWX18dyrcSWzggPn12mppnYwPGZPM1hL5Zt8/nP/it2JcvezQOcmy8SGLqSew6Ns2VtP2uaAuzqjmFaNpPpMqfnC2QrGvceGCHc1sNVmwcZaAliWRY2jlI7FlBoa21lcirBU8/t4+rtQyQCbp48Nsn/u/vb6KKbdTsuZyxjYgpVznoKBLwKJVVnsCmO2yVxbqFE89od5KoGsaCPV2xqJbeiNEyWVUzTJhBrIpeb/4n38p8G27b50Mc/Q+/1b+Y3bn8tb7lxF/GGKGPL5V9d4sK2YTpTJV3WaI14ODVXoDHkoWdFLtYY9CDg3KyXiuoLJiGiKNCb8HN2vshcrnrJAQscX9vocnnFEuClwe/6sQTG8ztxgZUamioxv+tnUnPYtu1M8AsOi3uxd3dTe5iFgsqx6RzpsqO+2NAWZqgpiCSJaKbF6FIJw3L8Paly/d8UOGpazsT64EQWr0siW9E5MJHhyjWJH/s9lmUjCD+9qkpdqTf7Yf/bD6NQdYgK07Ip1DQW8jUkUaQt6lRwqbrjPYz6FRr8bibTFdyKRH+jn+WiE/50brGIJDkH0IW8ytyFYao1lVuu3kPZKxN0S8zlVHTL2SwLTWup1d08emYOv8/L7MwUcanGf7thiPaoj/0TWdKTEY57I/zr42dpbUxQrhu4JIHQiidvPlcjX9VoCLkZPn2auekprrjplfh9ProaHMVBqaYzlixR0y0Cbpmj0zmOzmTpTwQJuGWWCip+j0Tdcg76WzrC1HSn4SNT1lgqqcTLbjwuiQa/6wWWj/l8jaWCyrauCBXNqVzrTfh/JVtzLuuLs5BXya5cz5fv3cODDz0MlSyDne3cN3YUKT2BN9HBXKGOZdoslVQGmvyEeyKMPCNw7tghrty2gZ6YhzWNfqfpAMhWdBIBxxoS8TlEhmXbGBbIssDmzggB2eSvPvBBtHye//Ohv2Xvxg7yVWOF9HtJbfF8bN68mTvvvJMjR45QKBReyrf4LwhFUXjPe97D//gf/4P77rsPYFVxAc46mq86Ptmh5iB+t0ysuZNa2vHxC0B3zAcCVDXHa7x/IsP+8SzDBZH27jW4JAG3LGGY0J8IYtkOOR1wy+zojtEWdTZhsiBwdrHA8Zk8luU0LvhcTmJ6qlzHpUgMhjxYNtjYBDwyphkicvo8+cwyt153Ndu2bWMhX8OviMzn6zQ3NTN29GlSE0GUje3EAy6OHj5Id2sXtqQwv5KNZNs2XTEvu/qa+O4T4wyPzxJtcIJ8Vd2kLxHguSceoyHey86BNnTDoljTODSZI9LaQ62QJFNx7Azt0UuVj4t5ldPzBdyKo4ZLBN1UNYN0GY6OLbK4tERvTw+3rmtlJl9jdLlI/4q1bmy5RKGmsb0zxtv2dGHh3O9ns1WKqpPLlCpZRP1uXrbS/DDUHGJtS5Cnz6dIlupE/Qq6aTG8UEIRBQabA7REvEymq2xoD9Ob8DO2XGb/eJrpbJWgR+bWjS2Yts14sgwIztr7vAC8VLlOXbfo/SF5viAIbGgL89RoksVCjXWt4RXfscbbX3ktf/T9r7FQMrh952UUqjqCyGpAo98t/Uhl5c8Dn1tmb1+MJ8+ZbN24nqNnzjM7v8Devg72XchwYCKLTxFxKRKn57J8/0ufxBuMceTB0zx335fo2rSLPZddSX9fD888c5SzFyZJZ3OIbh+hll4ko45VTGGZyximRaawxGSlgG5LuNvXYhbTmMUUsY5+1m7dRWtLK9dvcQjBseUym2MWzz36APcfnWBk7jv4/X52revEHtzBqN9p6UmW6hyfyaGZFutbQgS9MqIAU5kKggC5kspTh89wfnKO2265BlkUV/MRSjUdSXDsH1OZKl85NENng5eo36kqPXHkMPd99S5aN1/Bt49M8/Qb/ojX/8Zv0tPZjk+RaIv4KKlOG87puTyqWufQoYPMLiwTDYfYfesraInHqODm208dZOOWzaRLGqpuIYsC2bJTfz7QHODawSZGl8s8NpKkbpoMxj187AN/zsjpU1x3+zuJbriKQt1mYqlMwOWlfc1a7j94jrZ1I2zobqFaN9g3nkYSbQRBZHjkHJ/4yF+jV4uYnTuRvCHOWwUaXBZXvu4djC47dp72iBdbgIBLRpKcTIDhhSJ+RaI14kEzLdKlOtGVDB1vTUIURAzLwjBtclWNc4slkqU6zSHPagOLqpnsG09T1Uz6GwMcnnJCXINuicaQi909DWimxYWlMpOpMuW6icclEfYolFTHbnXREpUsqgS9MifnCizknWyQpqCbsNfFclFFEgV0w+CZo6fwCyrX33otjzz6OJ/57rM0d/Xx6r3rGTvwADNnLnD1ddfTNbSJQk2nOyazVDDY2ROjKehm/2SO5qDbaXAZWEtL/0b+5uOf4/OD6/jEP3+CdXuuY9cNr+Rbx+YJe2T27t3L9587xv1Hxtg10I4siSRXPputER+tESfLw++SXrC/TJXq1FcCXd2yzEKhTizr1AQLgsAzzzyD2+3m5ptv5q677uJvPvghRBGOTmcZWZJoj/rojPmo6SbjyRLBFRvfdNrkwvQM337oSbLFKv/fn/42a1rjHJnOkq7U6W8MMLqs0xBwcX6pSL6qc/VAAgEnz3A+XyNT1pi1bTZ3SHTGfOwbz7CwnOLks48wtGUXbV29bGwP0+Bzc3axwPBCgSMTKR5//Ali4Sjr1q9nS3uYuVyV2UwVlySypilAZMdWvnn+BKePHcLluoLeRICOiIfHT82xMDPJ1VsHmS/UWSqqxNu6EcbGOXNmhL/+nVfw0eMPgSBgKV4E6qxrCTHYGsTtEjkxk2PcpZC1ozxxLokiCUR9Crmqxpn5Is1hN/c9c5wDczV2Xn4dbo+Pm4Zk/vnscY4tqSStRSShha0dEWazVc4ulMAWaAy6yUyPMrh+E6/Z1s6BiQxHpnME3BIdMT8xn0KlbjJzIcqFVIFPPjpCk6Ly7Xvvw+WPcNMN12PIPoo1jbDPxchyGbBQdYvFgsrmtgh1y6K/MciBk6O4e/fw9GiKeND53M1ma1iWjS/SwNLMyC90rz99+jRLmos3XX0du3buYLoEM+XcJXkpPwm/FOJCkQSHwW0KsK7VSdNeKqh4FHGVpEgEnRqq2WyNmP+FB+eQR6Ex5GaxoBIPuFebOS5W8AiAjbPgzLmcm14icGkdULaicSFZRpYE4n4XNo7d49xiiaaQh5s3NP/E38O2bcZTZVIlbTU59+LPFwTnYg17FVyyk6Mw1BxafZ4exSFVptJVABYL6s9NXJTrBheSZc4tFon5XVw7kODUQoFzS0VaQl76mwKryb1V3aRad27ANd3E75JZ3xr6sSoP3bQYXixS1y1mVoicppDnBReWblpcSJWQBUB0SKmh5hC9iQCFqkZZM1B1C1U3mcnoHJvOEfG56Ik7EidrxQ/XsDLFWy7W2dwe5u8/+z2augYQYl3kcxVUw6Y54mVDS4iCqnNh3mby5DKBapLetjU8PH2B267aRmfMz5mFIrmKTqyxBS05ha+aZKi5h7BXQTMtFgs1hldCIAebgyxnsjzz4L30rt1MrKmDmM+x8lgWeFwiPreEZdtIohPaVKrpnJjNYdsCddMkHvCwvSvCmsYANd0m6FHojHk5M1+kJ+FsDidSFabSFWIrYTgX05FnMtUV2aIf23Y8mL+qdWE+t8w1gwkOTWaZyVbp37wLyRdh39FTaO4ox48fZ+uWTXgUmfFlpzlkQ2uETMWRiF+7awd3ffdhPvypu9DSs9QnTyInOnAnOpFkGUkSeUgtIlczSL4wsjeIEGxAlhT85Rny0+eYGh3m/375u9yya+0LCMuX8ANcDOi88847gZeCOf+r4l3vehd/9Vd/xYc+9CHgUuICoDfud6rM0hWaQm7C0QaWcwUag24iXoWgV6GqmbRFnSnjzi6bqWSJSrAbs6OZo9M5mkJeuuM+Yn4Xqm6RCLrZ09uwSgADK2t4nZawh6jfjWZYVOqG02Lgd9Ee9RL2ushUNCzLx/q2MB5ZxC9cx0K6yJqeTmazVTKVOn63zPo2F7rhJ3vezWMPfo+br76MVGqZyeHjvP+WK+jtcMLLaprJYlFFN226egcQHnuKybGzbFlzK9PZCl994jjThx9janKGG950M1cNxJlMVRlLllgo1PD1bCVVcmqwZ3O1S4gL07J5ajTFV7/9HRYOPcC73/5GpMtuYSKrUlF1DpwZQ5QUtq3rQ5JWNpYVJyehrhkrlbJxXrutDe/Kuj/QFKQ96uVCssxstsroUpn+psAlw5nmsIeWsIevH5nl5FwRwYadPTFuWtfE6fkCIwslWiIe+hoDhDwKnQ0+HhtJkgi4uX7tD3KUZFFkNlfl/FIJjyLSGnGGOHO52gvUFhfRGfMR87sZXS4T9CjM52ookshNO9dy466NPPTcUVqGtjG8eGn6e1/ixbkXdzf4WddaJyBt5VMf/wdmJsa5bMMarlvbyFy2ho3jq99/ZpJaxy7e+qbbuHL7Rp575ikeeOghvv2Nr6HnFvD0bKexbz03DA0xsG6IuuimKegh7JWZz6u0RrxsaA1zdrEAtk3UIzGRLtERcXF2WePcUomGlZDJYl3HtG0qcpDdr/wNrng1jJ49y/cPHOfxx55EOHSaxjXbWNvdQltHJyVVx++WUXULtyySrTjWHs0weWx4nsceforq3CjdYZEP3PEm6obFcxfSgKM4rhsmxVqGyUyZUt1AoMTU5ATPPfU0a7Zfxtve8HpmZ2f45rfv418/81kuv+Z6tmzZigU0euHx0xNkC0Wy46cRXV4u37KW2264nPPJGqIIr7hiK5+7a4S7HnyOrsGNtEY8eBSZTLFOsW5wfqlMyONUCosiLKXKPPHUPgpyG2//wDvp6u3jwnKJUqGMXxHwukS6BjewNDPBQw99H+nVr6Mx6GZ4sci5pSKD7gJ//WfvJRhtpLt/IzVDRVtOMV8tcmBqAhmD3/rj/8N8ocZz4xniARctYS+Fmka6rOFzS9ywrgkBgVNzeWayZTLlutMctBLcG3QrlOo6qmbRk/Czvi2EZVn4FIlcVWepUANsol6F49M58jWd7rifoZYQC3mV+08uUNENRFvAAtySiNslgg0NAQ8jCwWePLfMYl5Fsuo88MjTRDqGaIgE2dPTwDWDjaRKTk5Xrqpx4sRJMhOnee8738SmrVvQvXEOjM6TTi7wmc98hnqtwrZt29i5fRsTyRIRv5vj0zkaAm5u3dBMUdXRDBNBdNMR8XGsmKd/2+Ucqlu86U8/ihBu5PVv+x3KmkldN1isG3St34Zw6CxPnZpkWZXwu2W6VojpZ8bS5Ks6qmGxqzvGa7a2EvU7mRLz+RoXlp1csS0dEVySyPGZPM+OpZlIV7i8L86zzz7Lzp07+f3f/33uf/hxPvHV77H3yqsp1w2WCo7ianxl0KxIIj1xP8Vcmm9++9scPjmMv3MjlhzkM/fv4wNvv5WBpiC5io5LEslX6wyPFZhZUaTnqhpBt4wFmKYTv5sIuDk0mWFiIc0T3/063/jyXVjuEO5Hn+Z/v/s3GNjzFibSFVKlOssFlcPPPk5m9Ajv/rO/IexTODyVxbQgEXKTnHdCV9tbm+nfsJXnnnyM1950JZ0xD2cXS+w7O4mt17jqsl1oukXUq7B1TTvHjoY5Njq9UqtaJpRoQdVtfG6J23d0kgi62d7pVGE/LZqkKxpPnU85tnG3SG/Cz3zeUcXd+9ATBEIRdu7YxpqWMDcMxfm7P303Sk8PlXqEe47PcW6pxKb2MB5FIhRQoK5SrpRpa4xyaCpDslynMegm4JG5sj/O+eUyfYkgxp4NfPLBI5y6MEsllyLQ3MWVl11GxZIRTHulbQquH0pwZqHATLbGYq6Gblps6YiyZ6iTZ558jJD/OiqayeXNQUzLRjdNnruQwRVKkK/pv9B9/s5vfhfRF+bNN+3F45EZWyoT8Eg0/pSK3Yv4pRAXpmUT9jmT1nxVA6BQ0zgz7wRCVfMZ/ubvP0pNM7njff+bmUz1RwZxdsV85KtOT+2GNsdSkirVWcjVqJsWe3piuBWJ+XyNsaUiH7vnW7z99a9kbXcbC4UaJ2byqLpJ2KdwbrFETTPwuqRV1cXF2p4fh1OzBRaKNTa2hV8wqbFtm4lUBZ/LCUqTBOEFJEFT0MNCXqWqGdQ0fuq/dxGWZbNYVJ3JTU0nHnQz2BTgjb/3Hq7as4uhvTewbyJN0OuoFC7WzrpXkqcDHplksc58vvYjszVs21Fx6IbFQFOAct0gWXJChXwuicaQQxR5ZImRxSKTqQplzaAp6GFtS4iQR2ZyJZTJozgJ3ZPpCjPZCsmihs+lIovQEw/QGvGyWFBJFlTG02VEBHLZDMeHR7nu9b+FaljYtsNo7+xpoCfu58BkmimPl6BsUT12H0r89cj+CPH+zXz35CIVzWCgKYi7vwMlGGNpepzylh3kajoxj8xMVsW2YbA5SFeDj7s++ylkj59rrruOeDRIfKXCy6vIeDSRsMe1el3s6mkg7JF4/HyKXEWjMeyhNexlR1eM1qgXWRRwy6KTZC05Kd6KJFKuG6RKzlQvXdZwySK6aRHxKfTGA6u1pb+qpMVFdDb40UybdLnOrm2DNMo1Zo8+xptu2MX8yDHe9aZXc8WaOBGfAgi0RjyEvBJPnE8T7N3Ajbd6yasGHmE7EW5CsjSKmk3dspF0lbopIOgVpHqZpKsZwxYJLZ9Ari7ijfr508/eyYYtW39qh/ivOy4SF1/5ylcQRZGNGzf+kp/RS/j3QDAY5I477uDDH/4w8AOryEXIkkh/Y4DhhSI1zaQh7GN8KsO2rqijFnPLBD0OieqSRXoTATZEdO6tVwgGgsQCbq4bShD0KEykKzSHPWzpiKySFpblkPdnF4rUDZOrBxpXcxMM02I6W2V4wWnAuGFtE60Rp9GpUjeI+X28+cq1PHk+zdhyiZpuEPa68LlFXrWplalMjXxmDw98c4JHH38KRTSRo23QvYsj03mawh6iXoV8TSddquPzeenpaGNkdAKv71mOfO9uCppF08A2bn/HHezcsYOlgoZbcVoSJEHEFWogV6w79sWlIpueV0++fyLN2HKRufHz5FSBv/7C9wg9PEzLhsvxhMLMpYokmhppi0fRTJueRIDtXS5GloqcnivQG/dx7WDjC9Z0n0tmbXOQ4zN5losq1ww2XvL1bEVjuVinM+qnrtt4XSI7uqPEg26CXhlJckLKQx5H5juVrrKuJcS61tAlFtFE0E084JBFi3l1lTy3bOhfqRv/YbhkkcGmIEemskxlKuSrOj1xH+1RHx/5yz9D/sCf85ZbrsAXCKw2XoDTovBiQBAEdnbHWNMUZEN3M+OnDzG29wrawh6uX9tIQ8DNhWSJv/zUc/hDMXxNPUwUdK6+8Wb+x++8meeOnmT/6QvUwj20N0YZbA5wdDrPUIMPWXTyK2q6RWvYy4VUmZpmIgCC3w2Si7NJnaKqEfbKxINeDkxmiPlceGSRfeNZruiPc9lggv7GvbT1D7H0spcxfPI4B6fyPHvoGMGxKbZs24kn4Kakaowt27hlgU0dYY5OZTh66BD6/DmGGv18+e676OgbYstQN41BN0tFFdO2MW1oiXhYLtYwLZvh8VnOnR2hq7WV2151Gx63givawsve+JscPfAszzzyIBPnzqLLfjKFCkqkEa9ks3mgm/VbtuLxhZBkiT29MTTTJLgmztHjQ5w9e5q9W9ayobeJhVyNXLXOLesbGVuucHgqS8ijIBoaI0/eS6GicvMrXs2aNX2EPBKVsJdS3WB7V5SOmJfj03lKW3czMjrGyfPT7NnYS1vEy5OnpvjOmVNENlzFO97+WwguL1s7oxiWTcAt8Y+f/iL3ffdrvPw3swiSl11dESwbRpZKlFQdWXLuSZvbwggClFSdZ8dqFGoqJw/spyXoYvPlN7CUV4kF3GzuCNMc8jCaLHN8OkdNt2gMeqjqJqmSikeWaQ572NAeJuJ1cmIcRUwVjyLRGfOutIlYVHRwSQJ+t8JiUeX4TA4FOPbsY+TLZYqqReP2bVQ0hxi+qPpwixZPffnjrOnsxE70cWKugC0KbOprod4c5txpFU8wTLBvAyfmCvgUEUkSkEURAZvHR5ap6BYRr8SJ2Rxel4RhWeAOEO0cZPnwBG++/XXUBA+lbI0Gv4tKXSerybS2d7B4/gSvuWoLQa9TOdoa9TKTcnJS6rrBA6cWVyqyQzSH3FR1C0GAngY//YmAY8fpjmKacHIuz9cOTnBqLs8fvPV19G7eQ/uG3Xz3u99h75VX0RBw0xQSifhkXJJTU2wbdb76lft44qH7UdxeLrv1dnrWbuaJp57mzOQip2ZyJFY+f+PpMpvawrhlp9q3Zpgcn87jd8vs7omS1wwEW2C5UOahpw5w4tABcsce4I23vYLXve23+cg//F/e9+7fZnRqgctfdjtBj0IxNc/Bo8fZ8cq3E0s0Ua0bnJkvMtAcxCVJNIa8bO+KYFg211+xh08ffZbv3/ct3vHb72I2U2F+9BSD3hpbBroQbWfIfHaxQGd7C8Mj57nr2QssluqEQhGqusXWzihrmn5gM7xmIMFX/AozszMokkixrlFQYSGv0hBwcfTUWRZGz/DWt/0m7Q0B3LLEYkmnuamJYPI0GzYNMbJYYmSxgG5arG0JYlg2B06P425egxxuoaZbXNEfJ1/VSZacQotCTUeRVfzhCHGXwfLSJOF4K6+5ajMBv5+moIutnTEOTKQ5M19gMlUh6nVR9pks5CtUNZNzSyWau9ZCfpH2pgZGFou8ZksrbpfMFf0Jjk3nMPwJiqr5C93n73/uBD29/YheZx25fiiBbtk8Orz8M33/L4W4qGomzUEPlbrJ4+dTNAXdNAbdPDsyxz987mvse/Bb6IaJgMA1r5uhtaWVeMBNplKnrBqsaw3jkkVkSaQz5udCskyqVCcecDOeKjObr6FIAsdm89ywtomNbWG+fN/3+cTXHuD0hRne+Ft3kKs4XsmAR2Y2W6M77icRdDORKlOsGWSqGsdnclwz2IggOL5UURBWvaKVus6JuTwhj7KS6Hyp5WSpqFJSDdY0BX5s3oQoCnREvYwly6vdzhcnWj8qt8MwLZZLdZYKNTTDxu+WMC2bmN/F4RNnePzJZzg7cp6nb38dT46l+NqhOXb2RFnbEiLg/kEzhWXZGKbFfN5Rs/h/KMxzKlMlW9YwbZsDExk2tUfY2BamWNNZKqorKesWY8tlLiRL2ILDUMsiLBYUFgsCPpdEIupZfYxu2GRLGk8eO8eaziYifjc+l8yRqSzjqYpDwtR1trRH+P6jTyKFmrhm9zZcXoX5fI01TQG64n5cski5ZhD2KMR613HoZJ7K8WEU2+T67UPkazqzuTrnl20iPheJjj5OL5Xpz5Ydb2WpTleDj1dtbqU96uPjd33r/2fvPQMrPes77eupp/ei3utoei/2jHs3GGN6C4SyWQIhyZKQsu+7m2STTcgmkMJLFlIIoXc3bNztcZ2xp89ImpE06uUcnd7P094Pj0bYxgabGGxA1xdbtnT06NT7/t+/wvj5SS56/bsomyqGAX6nSsSrMrFsPxcaA3YH9LomO6tiIlnkssEGOiJ2M8lUqky6XKdx5eSiVNNJFeu0hlyrj/2FFOSOsJtM2Q6qsyyJ/gbfK1IF9vOkM+ImX9WYTJW5/JKLueP227nu0n3ouSXedO2ldEW9+JwKY4kiNc20K8IEi7oJ11+8DZ9Loly3XzOKJDKdLhP3Oxho8FGs6aup6Iu5KgGXwo7OX2eoKYAoCpyet+vnnv+cXeO5xONxGhoaWFpaYmBgALd7rXHll5WPfexjfOpTn8LpdOL1/uiG1O9UaF0JtG4MuHk6uYBTFmkM2IPzTa0B2sNuRMEO4ZqcmaO2cI5db7ySKzc1ISJQ0Qy2tAcZbPQ/57YnU3begyQK7O2O0vks+4EiS/TGfbhVmXtOL/Ho2DJNARcbWwNMJIpMJEssF2XaQnZ+Ttit0hJy2Wn1SyXawi4u39bPqac7uev7dxCPR2luacHlCxDVTVpDblRZojsu2FWpxTob1g8x/IXPcd/4cdZt3sHHb7wUT8sAyWKdvriPbFUn5FS5ckW98JBDIWcquBSJ8WSJJydS7OgIcy5R4GtPTZOvaFTUEBuveRttLU0cOXOOmbl5mJoEUaShqQ/NhL64lx1dEco1jXvPLFHXDXobfKuKu+eTLtURgL4GL9mKxlSqtKpwKNZ0nIrI3p4Iu7vDVFbaLIYX8himbdnrjnop13VGFgt2gn/TC4cTC4JA1Osg6nWQq2gsrjxWLxaSCdAWdjGRtJUZTQEnXSv1lf39/Xz7G197aU/K/wSiaNd/v+Gy3fz3//m/6P5vv4spi8xkKiSLdfRKkfNHD3LRZVcS8Dio6San5vIsF2ts7h2g4m6kppm0R12cms3TsqKumMuVGVsqcflgnNaQrfhc3+wnW9ZYyFfpjrk5MpmlUrdoDbkp1+2q4IjHQdClksjXKNfsxgXDAp9LQYmH6Lj6cmJTac5MzHPq0EFGHrmVgbe8m5oBum6wXNTIVXWmjj7B4sQZbnjTO9mxvo+//pu/5d++dTu//u53EvQ6MU2L4YU8MY+Dzqgbw7J48NBJTj58J+3t7Vz7ujfQFbel+50RNwlVxHHJZTS3dXBkeALVF6K/08ct29vZMtjFY+MpMqU62VKNpyZ0dnSGiHgcTCRLbNu9n3Ozt3H/nd/j5j/7BOWajoBApmxbReJeB+cXlvnnz/0zmVOP8J3/+DxC4zqemUpTrOk0BJx0x7woskjY7WBzW4igawNTU+c5+vRhGhqilJaXOPbQnQS6NrJhz5vJ6DKCoXHv8BLluoFpWYTW7cY9V+Sfv/8Ue3ftIOaL4JAlumMeQGAhV0EULO48ZbcKCdjBo8fOTXPbYycRakX+cv12NvW1UqubTCRLTCRLeBwSHREPTlUkWagiCuB32IOKgEsh4lY4NmuHQGbLdr2sW15RKUTcTKXKVOsGkiQgClUyRQ2/Q+Hw8ZMUdJGr9m7lkScPc/KJDO2RN1Cq6wRcCrJD4KHvfoPU4hy/9z//N5ZD4ehMBrcq85ad7RSqOk+2xFjMVWkPu9nQ6iNXslULTkVgOlNBFGzlk2ZAXbcw0VnfHLAV082tNF/3TqR4CxVNp6pZWJZ9oOZ3qkjpXr70pS+xNDfDJZft4ORcliNTGTwOmddvacY0LJ48n2Y2U+bBkSQVTUMURTY0+eiJeXl8PEWmrNEWctHf6OMN0RY+f9vDyE1DVDr2MbxY5E3XXcGn//p/88wHfpuBjiaagy4eGE5gmBZ9MRd//snPMDO3yOVXXcMbb34jI2kTWYItQ4M8eHycf3v4DLsG2hFXDuqcsoDfqbKhxc99wwkEwT7IfmIihW6AZNW545tfoZDP07lhG+95z7t53e4BVEnis3//Kf7or7r4yl0HGZ9f5vc/9pt84avfwBdqoL1/I5PpEl5VIexRMQwLQYbLBmLs7g4zlihS15tZt/cK7j15iuChcRLZPImTB/ng736EkFsFy1rNwLtkYy9HH7iVpakx8ktzeJv7CLkVtneEnpON1BZ20+WHQ6Usca9EU8jHYq5MqqjhlOGJW/+dzq4edu3ahtchM5kqs5Cv0tzeSXLqHJvbQjT4nSzkK2TLGiMLeQRRYHSxiFEpEYuEGGry0+B3sJSv0uBz4FJldnaGeGoyTa5s8Par9nD8+AmCPZspaCIeyy4C8Dpl9nRHmUiUODaXw6vKGJZJoWYS9Qr2gari4Zvfu5NExeKhs0luP7HAxla72KAz6uVhhxfDFaZUruBxv/wCgSMnzjCXrXPtpVuYTlVoDbmYzdrBwLPZ8ku6jVcn4wI4OpPF65CJ+1REvcpn/+lf+e4PHkZq6GfdFW9mQ38v3/7Od/juweNs2Cxz75lFOiJu3KqMblps7wghCAIxn4NEocp0uky1rjOetEMvu6IeplMVTs9nafC7+MaDR5C8EZ6YLjJ4bpqe9iZE0bY6hNx2EnVP1EOpptMVcfPoeIpnpjK0Rzw0BZycmc8jSyIbmv3IK8m3pmnR1+Ahka9R10364l5kSaSq2VWSIY9C1OvAMC2qmvGCm62Yz8FctkKlrnN2qcBysYZh+WgJula6ou2/zaVI1A17oht0K/TEnMykKzhk2yP5ve/fg55dZNHQuPP+h+nbtJ2xRJJsWXvOiU9dN3nPb/0hmUKZ3/2DP2IsUWRTqy27rekmpmlxcja7ktatY1rw1ESKtrCbgFvB55DJlDSGF3OMLRVxKBJOWcSyLA6dz3JqNs81G5vojXkYS5bIlOucni8gSzB8ZoRnHn+U5Hw7TZGrWcqWKWsmNd1AFmGo0c+OjiD/8Mmn6BvaiOz2cWgyQ9BtN49UajqPjKZZLtXpinmZikSZa+zn2JnTDA3289hYilS5jmVa5Co6kljG0zbIUr5IZqUvXJYEmvxOZrMVjo3P8ZWvf4OhwfW844rtTKbKRD12ev3wQgG/U2VPV5TBJt/qG1OxprOUtyXRF+S9PTEPJ+d0zi0V2NgSZDZTsX9P4EetP6IoEPE6iPwCKwZkSaQnZp/ibr7oSv79C1/g05/+NK2trfT39wN2Z7ciCZyezyOJAuubgySLNRAsYj4npmUxlihS0Qx2dYXZ2BLA75Qp1AyeGF8mWbD9j1vaQkyny5xPlWgNuchX7IqsNX4ymzdv5p577lmzifyS09zczH/9r/+V4eEX9522BO3XTjQapbw8z4nJBAOtUWRJsG1fcS/DCwVmMmWWZqfQZ09w7Y5+WkJuDk+mVz5zw8+5zaV8laV8DXHlc7g98sLDseagi11dIU7N5Yl4VUJulWxVZypVoi3koifuZUOLLdlWZJED3WFOzeWZzVaQRZED+/fz7ycPsXTyUd75Gx9FNy37pC/gBAtmM2XcqowSEOjcthGh9g62rOujoASpiQJbGnw0Bw1ifhfbOt2MJYo4ZAGfQyKgCCSQyVY0Ak6Zo9MZFrIV7h1eIlWs0exTqCSn2b2ng6uv3EYw2sDsYpLJs8OYrgChoI/FfJWxZBGPQ+bUXI58VWNLe5CwW2UpVyHud6IZdruDZpjUDZND5zOU6gY7O23ly5n5HGGP3XTQE/f8iK1VFgWOTmcwTNjSFqRumAwv5BEFgaEm/4/NoLpAwKW8JA+xb8V+UqzqxHyO51RQ/jy54YYb+OM//mOmzjzD9TfcSEPAxWKuyhe/dBtaIc11l+zmddtbyK20y5xLFDm3NINDFrluYxO6YZEq1bh6qJEdnWGmjpbRTYuGgO3197sUdNOyqzArEnXdYG9PmGShRrpk20MEwW61MC2LdKXO/SMJLh+Mc8lgAy5F5HyyhGFZXNwbpy3kYU/M4tP/+//lEUq85YO/zWS6iiqLjE4t8uQzJ9myvp/uvgEkh4Nff8db+Kvf/w0ebY1x0+tvIhZwcOh8mkrdoEdyc/bRO7n/uz9gsK+HP/jwezgyV+TsYgG/y25vEQQRjyrjiDQzuDVKvqLhUmVKip981aRat2sQBQEM3aCumRiWhSQIeFwuBjZs4uSxI3zx+4+jxNqI+lRcqowgwMjkLF/8h7+mVCzw/3zqn6lF+wmpEg5ZplTT6Iy42dYZZGypSFU3Kdd1MhWDK/Zs5Xt33sPDjx8iOTNOi1PnvTcfYCKl0d/gJepxMLxYAKqYFiiSl0hTJ6Pnp9i2eSNHpjP4HLaNqSXkRpHs/KtEvmo3RkgSdd3k4COP4gg2YGhB/u2OR7jhmitWMxYckkh33IskCRyaSFPTTXrjXvob3QTdKueXi/yPrzzEsScf5b1vfT0NjS10RT2UagazmTL5im43iXhVOsMe0uU6pZrO+bFh5k8fYvf+ywm09rH14iBPPvIATz50N/JVryPmdxBTdL52/yG2v+UjTNR9GMkimmGxoyPE/r44+soa3qWItATdhL0OGv0ODk/aNbF+t0pTwMH2jhANPifJYo2nJ9NMpyu0RTyIksBizom8EnY7l64wniyTrxpct6GRW67cy7e+/hUOHh/B8sWRRQHTgia/whNjKSzAMEy7IUKoU9N16prJkZksSwVbCRz1OFjIVjgynWFfb5S5kaOYeoVoQzOFqs7Nt7yRz37luzzxxBO888AHcKkitx2rM5Yocd+DJzg/McF/+eD76V+/hXOZMhVNx6hbthJIHCW5MEfDrl46wl5OzGY4fD5LY0BluWQPkN57USd3HF9gPldie0eUJ279D9LnDvOXf/4XeJo6GUuUSeSq9DX4ODmf5/Vvew/xxia+/vVv8N75DJo7ztDWXciySMTjZDDuo6LrnF8uEZFFwl6FO04sYph2uOeWLVuYTFd58vgZAtUETr3M/gOX4FJEjs/k0AyDgFvl5v0b+cr/pzNy7CmyVYtYIMhQs63azpU18lWNxoATRRIZavShZ5YQtCoRT4QNLQGmUkXufOw4RVPht2++lhs3NeNUJI5NZ3lmKk2suZXho0/xpm0tPDiaJFWqY1k6qZKGQxahmEDIz7NroAVFEnhiPIVhQldbkK3tQWbTZaZTFbBg20AHr9+7jmNTWb7xzAw+h8yGlgCaYedLdca8aKZJd9TLbMYe0tV0k3UNHrIVk+NLVYIu2+523/ASPXEvmmHRGrJLFpR4N+NzCTb1dbzs9/V//d49yIEYG9YNsr7Zb1snk0W7ltX/0tb2r8rgQpVEIl7bPyiJIp/4oz/jmSNHufiyq7jy+teR0p0Ypkm8Ic7wuXF6h7ZQqhsIgoAiiZyayxF0K/TGfdx99928+30f4HPfvoczgptCRacn5mFTa5BCRePeMwkafA6OTi7T2L+FXL7AsR98jd/8u7/i6FQOSbSrqHTT4uhMBlEQ6W3wgSBw75klHhxJ0B52EV4JSBpPlmgOOplIlmgKOlnfHCBZqHEuUeTIdIaOiJuZdAWw/ZqmafHt+57gtrvv4x//7BMEPc/dsAqCQGvIzXKxxlTKPjUyTZNSRePMYp7lYp26buJQRHZ0hFnX5MWjSows5lnMVWgKujgzl+X+++/n8ksPcPzECb525wP8/rqt7OgMM5+rMp4o0hP3UtdN7jl0mlvvuBOzVua9H/wNFrN2eJpHtS01iXyNiFelJ+olr2oIgkCqWOP8comKZpAu2RkPgiDQE/MQ8qpUagZ+p0qqbCei3358jodHEvQ3+oj7ndy8rZnDZ+f57OETYOnMLCS558QMIb+HrW0BVMn2FbYEXRx++giZpXne9/Y3sZCtYmLRHHBxai7HUq76LCmpl/6wxIePPI3atgG1pZdTszmCXoXLBuIEXAqpksZkWOW+w4fZ8oEbaI2FCbsVjkxnmc1UeOqhh9FKeT72wfcgKiJNASduh8yjYylUWWRPd5juqHdVEWFZFpPLJVRZeM7m+UKN6cnZHMMLecp1g7aw60eCOH+ZCLgUmoNOejduR3R6GR0d5b3vfS+CIFDVDNv+k6+iSiJ7e+wN0um5PF0xt/2BXKiRr9jBrUNNdtbKyJIt3W0Lu2kJuelrsOXQpmUxm6lQrtnytDWbyEtj06ZNa4OLXxE+/elP/9hAX0EQ6Il76OvtAUHk2KkRcvoQsiRgGnYzRF03USSBhXMn6A5KxANujs9msSyI+xxMpkqrr9VMuc6R6Qx13STus6tSX6j+7gLtEQ+5ik5xRY3W4HfikEQkUaCm2ZaD9SuHAlOpCutbArhUmeH5HB3tbfRu3sM5w8Bo20GyWKMj4sHnkFFlEUUS0U2LUk0DBK698jK8ToXOsIunzmdYzNVoDTrJlOpYWLhVkUPnbSuE5PKi1aYYWcwR8zkoVU1mM3Zq/RVDcQJaln8bfpjmD93CExPLJPI1Bjua2D3YbldstwZxO2zL5O0n5pnPVmkJ2eq8hXyVc8ki7WH7wMWyLCwLEoUqwwsFmoNOBAF64h4iXpVC1Vb3vVBlYWvIxfHZDBXNYDFXJV2uY1kw1Oz7sff7T0tL0MVMpvKq5ght2rSJ1tZWDj10D1dccwN+p0yTP8A7v/FvDHV04fZHGZ4vcOVQA5vbQuQrdY5MZRlLFvE7ZEaXiiv3pcBcpkKtbtIScpGvaGRMW7G6qTUIwNZ2kxOzdm2tbkLc70IUIV3QGFnMUzcsWgMu5rJVinWdRL5K2K2QLtfRDIuemJfumAfnxiaaxN/htz70PkIqbLr5w6QLVU6eOIa/qZNrrr2OmiXYMu14B5e85+M8fP/dbFs/QKmtD4csMjy1wD9/9UmWxk+xc9s23vae9zCWrtETc3N4KstU2rY19MZ8CAo0+h2oskRbyI1lWQzPF5hOVWgKOBBFKNdMTMviXKKIzyUhiwKKIrFvyyBTY8Pc/dBjfOh976LLWeKeB+/l4IkxlosaLm+cv/7vf0CkpYPJVInzy9AZdZMpaxTr2mqda7pYw7IsuiJuhFgvI6dOcPrMIVo6+7ns2ncS8HrZ7odSVcfvUtjXE+HsYoG7Ty9SNwxaW5o4Pj/J1PmzBDZuJl/RUGSRRL7Mibk8qiTREnTS4HfRE/Nw7vQxhh+5nevf/n5SpTrHDj3J1q1bSBVrKLJIW9BNo99BtmwrhEUBGv1OBhv95Kp1Dp9PcXL0PNl8nv/7tTu55Yar6L94E/WVnJtcpU7Uaw9FF3JVNMNgbm6WM6dPsX7DJq67aCu5ioZhxRncsouRo4dwnDjF1Xu28uU770IKt7F5x15UWcTvtHPBOiJeqprBVKrM1nb7xHypYKuX3apEY8CJzykz2ORjNlMhU9JoCbrpjfswLShUk8R8DtY3+xlLFsmWNEwT26pTqHI2UeL24wusb/GzddcejgyfZmjzTvxuB81BFzOZMgtLScZHT7Nt2zbqkmvFRmMrscp1k4VshbBHoTPiwqlKLGar3HVigYemq7S0tLGuNUK+qrEguRi46Foev/cOZj/4dp6eylKoGiyn0jx15CjXbe/j4++8nq88Nc1cukrIK6NrFp0xD9XeJh585jSHR2bo2De4Yi8pkija+UJb20LUNJOYTyVXqSNUc9x1/4Psv/aNNHcPEPUoZEoaPzi9yO3H5wm5FfxuhfiGfdzkbea+u++iobGZeDRCR8TLTVub6Yx4OTqTIbeSP/L4eJrOiJvLB5txqRJH24OMnjnJ8WOHsTLz7LzxHczkNA7PLKBIAlGvim5Y5Coaey67hu9+7T+Qo51EvU58DpWRxSLZcp1cRaM76mFja5CelihaYhxJq9Dgd9ARcbOtPcjnP/MP+MNxhjZsRBAEfE6Fi3qj5Ks6I41NZOfOk8tlCHtUQh4Vn1NBN0y8DolzD47R2BAj5nMxkypxbCZLT8zLYJOPSt3gmeksAbeCYZgIgkBfzMti1lZkpIo1ZjIVLh+MM5MqE/UqTCQFTMvkmg2NnJzNcWo+x2iixO7uMEtZgWLdIOZTmctUWcpW6FhRDzb7VSRPgKcnki97cFGq6dx/5Czx1k7ikdBKA2QVy4SWkIuh5sBPvhFepcFFwKXQ3+AHLIRakWOj57nmlnfxljfehCSCY+XkZXtfK3c9coiAojPUFKZmWoTdCvO5Kocm0gRdKv/nH/8vecvJnffcT+PmS+iMejAsi68dmqZU15nLVDg+NktVDTLQ2ka0WuboU9N858FnuHLPZhp8DqbSFVyKyKn5Iu1hF25VptHvZF2jjyMzWfIVjddtbsbrlJlcLjOVsjfxfT4fx2dz1FcmzrOZCk9NpJFFgY2tQSwLxhN5/udf/BUTY+e47MDFvPf1lyEKdiVormKH01TqOqfnc5yeTnL86DN0D22hIegj7FFpCrqIeR3UDGNV6pnIVxheLOJzyiwVapweHiaVyXHZRz5C09BOvnv3gyRTKd6yb5B7hpc4OJZEFiFb0fnCf3wZMztPvZDh/NMPENp2HQ+NLNEYdJEva6iyyC39LaTLGo+PL9u1sopIxKPSG/VwtKpjWHVCLpWY18F0toJlmgyfHeOqXRtpDbm569Qio0t5yppOZ8TDXFri87c9gq562XxgF8MjIySWk4iywhMTaTY0+3EqEplyne89/DSBhjYines4lyyzsdmPiMDpxTyabtIUdNIYcCKLEq3xKE21GSbnStz49qtZqtp+xJjPTvdu8Dk4MNjED769zPTUNG/a3Ue+ohH2lilVKjzxyH3s37uTaCzOidksMZ+T1pCLqmawZUWu9WySK13qPXHPjwwl3KpMd8y7Gvb6Wqgz/VnTFnKTbW6kZ+tFnHvqPvZfdiVjiQLLRTu3JuZz0B52o0jiii3ErqrDsgdhA41eTNO2JgG4VYn+Bq/dmf6sTVhryEVFM0gV63gd8ms+B+S1woWci82bN7/KV7LGz5qX0kLkkCVuumw3/w2T8dNHGdq4kWShRraiUa4bhLwKca+Tc08/wiUHDhD3Ojhl2bkHQbdCvqKtKhqfnEhjAeubfLSG3cR+wjDR65AJuBQqmk5X1EPc52BksWBbM6t268Vgk/05MLyQZ3K5jEMWaQm5KdYNDlx+JQ3NjXS2NPH6zS1saQ8hi3ZuVE03ODWXo1DTqNQ0umO2tUG37MXQY+eSZMo1OqMeUgU7v+lcIk+Dz0XQrSLIDubSRSp1E1UWcSsS65v9BJ0qY1Mp1OYBzmsBFufyhLwqbWE3Nd2kPezhinUNuB0yUa+T+0eWcKsyN29rpSngpKYZjC4WqNQN6rqFLAlU6jrJQp3+Bh/7+6I0Pasme2Qxz2ymStjj+JFhRLpUJ+x20BKQWMhVkSWBdU1+3OrPZgn3WlAFCoLA9ddfz1e++lU+8b/+htlMhcVzJxk98Qz/8rEPs6ktyMm5HIcnU+zpiuJ3qVw6GCfiVTk2m8MwTHZ1hbEsGFmyLTVb2sLMrdQpbmr74SJZkUR6Yh7uH07gcchsaw/iccicSxRpj9jNOWGPym3H5lku1uzw8sUCx6ez+F0yF/VE6F+xUW364HspZTP82X/cRTr6GFqtQml2lBvf8k5k1cHOtiBT6RKn5vI0b9hFw0KSf7v1AW66Jcz5s6M8M7GIIim84Za3cMP+rRydttegizmJgEulye+iIeDEpdhZMYossqPDxQ2bGzk1m+eOk/OUqjohj0qpbtLol+1mt6rGcqmOR5FxKzKXD8QZlC/mg7/1e/zN8COkRw8jCgK7rnszV117JVt37MITCOJRbPtEulijoulgQbas8eREmr64l/lclUShjmnZ1ph3vPEGRrpjxAZ2UjftIWeD315nF6o6HofEM1N21Wrc56KzI8TUqI+nR+dQol00+u0Q1UfHcvictgS+N+6lqpkkCjX+xz99nWAwwGc+9maOTC7ztu9+jvEHvsp1v/YxEoU6o0sFwl6F5qCb7qiXuE+lKehkJlPmwZElJmYXWTz2IJdfdyOnT57ky//0KbKVj6K7QjglgZDHgc8pY1qwVKxSyaV48s6v0hXz8I6bPkSmbA9gehUJv7OXUj7L6WeeRBUEToxNc+mGdq7a3IluWrSG3Wxq9nNqPsejY3ZQY1+DFwtWFNgWd56YR0BgXbPfVofEvJyaz3F2qUBf3Eu2rLG+2c7wszM3ZH5wepF8xt6INwWcXDEY5ztH5vj+iXkc7ZvRjw/jzo4z0L2H45NLHD56nLMP30rl3JP43/kbbL/+3dQdOqYg4JBlzi8XkSQBv0ulVDPpj7sxTZhJl5kZPc3+7QPEfCrzuQrjiSIdQ9sYO3mUf7vrCeRQM4auc+L7X8Lv8nLDr32Mp6cyzGYrlDUdq2Sf7A82+om7t/HIY48xOjnLk40xGgIuPA6FYk2jJeAi5FbRTZPumBdVFvnyrfegRjv48DtuIuhzIAkCkigyvlzEsKCiOclV7Wa5fZsH6WhrJlE02dsb4fJ1jSyvHCo7JQnTgplMhbDPwZXr7OrdhVwFEPnDd1zDO558BN3pZ/fOHRiWhVOxh2BOVWRjS5ByXWfHrt3cdtd9IAi4vAEE0c4m1Ay7RWs2W0GVJRobG9FzS6j1PIZl34/ZbI4nbv13bnn/b2Ei8sxkhg2tflqCbq5Z38D0mSYcreu449Ao2zet56KeKOeWCmTKGhXNYCGRZHuTykCDl8fGlpFEEVWSODKVXQ1z7Y16WSrYB7zpssZCrspNW1p4eirFA8NLSAIsF+qU6yZRr63cOdAfw6MqLOSqzGfLVLUAvQ0+W4WvGQwvFPjsIxNcMRinJ+6lI+zG0uqcW8yyXKy9rIPEh4+Okqir7O5oZ6jZT6JQI1vW6I17iPmcLzkr6VUZXEiiwECjj1NzOb5xx0PUCxneefUutneH7VqWtiA1zUSq7ODW73ybmXUp0QABAABJREFUpbMn2dZzDfPZCuMrJ97zeY1//MFxnjifQ452cv/wEld21shVdCaXyyiySHPAiSoKPHZiFLB4475+FvI6k7MLfOn2B9i3bT2zWRPdMEhU6xSqGtNpODGbRRYF5nNVWgJOXKrMbKZCzOegphscnc7QFHRRqev4nApuVUISVVLFGpPLNWRRoK4bPDia4IGHHubc8cOYlTy333U3GzZtRhYFMhWN8oqfP1vWmM9UGT03ztjoMKZpMXDNFdy0pZmY38nh82nGk3YC+fpmP2GvSlvIRaPfQaqk8f1Hb0ctLbJ5+y7K3lb0W+/k8MP3sX9DJ5ta/dx1cpH/e3CCqKJz97338YZf+zCnTp/mO/c+yievewuVmsFcukxz0EVf3Md4ssiJ2Zwtzw+6MEwYXy6xXKhjgD1pdMrM5SoYus53vv1NTp84wZNPbuHmN7+Fbe1BAk6VpXyFdKnObYenmcpoxJta6WyKUk/7GB0fobGhkXIdxpJlvE6JbL7IWKpK586rOLVQRNdNxhL2wjbscXDNUCN+l4JDluiMuHGpEr/9tms5/NQTvG3/ICdmMtR0k7jfiYUdfrrj0i383kfPMXJ+njtOzCMJIk1BJ8fvv43i8hJX3vAJnplKAwI7u0J0RjwvuBjUDZPplF0392KL9JjPtgU5VvJXftkRRYHeuJdtO3YyNTVFw7pdpEsaTQF7uPRs+bIgCLYKplgjWagR9qj0xb0YK3XCQbfyorXFtrrHi0DxVV9M/yJxyy23sLS0xJVXXvlqX8oarxFaYiE2NPsZefxu/ukv/oCZdJnhhTyzmQrJfB1Bq5K0/MTX7WIsWaQ75l1toqjpdtbCdLqMUxG5uDdG4wvY4V6MwUbfc2q4O6N2Vo5lsSpBBVjfHCBRqJIs1HAoEqok4vIG2LP3AJcPxtnZFX7O+4RDtrOCSjWd4UKNMwt5Qm6FfNVWvu3tjTKTKnN6Pm8vIEsaLlViuVBFVFwY5Swxp0XE76TBp+JSZOqmRapUZzGVRfRFSGuqXeEd8aIbFl1RD3u6IgiCwMm5LHXdZKjJT0fEzea24Oq1NQZcLBdrAFQ0nXNLRYaafQw1B35kwdcV9XB8JsdEssRQ83OzRBbzVZyqxObWAIv5Gn6XgvdXIOfnhhtu4HOf+xwzoycQh7bxD1+5jUDXJvZedSPxkId8RePkbJ5sSaMr6sXrlEgWa4wnijT4nTT47LXAeLJEW8jNQIOX0aU8mm4RfZb6NVuur6ppu2Ne4isHDxtbAiyu2BR8TgVJEPj60zMokkDM66CiGVQ1gzPzeQIrIZ6nF/L4tt/IrlSAo08+SnXqGB/4wAfp6WtjPFnC65BoCrjwOWW8ipe+m6/hrz7xm3zp1APQNET7lotZP7SeYMDDXLpCoaKTLtVwqTIf2NHN9o4wowt5vnt0Dt2ylSA7u0IEXCqiKDCwEmSfr9r22K3tQZqDLh4cTTK6UMA0YWtHkLjfwaYrD/DIW29mamKMN/633+Diy6/CUDwcm8mSL2ucns8TcMmsb/HTFHTzzGQGn1Pmkv4YqWKdct1gQ3OATS1+Hh9b5myiSt2QCfTtJFcz6Qy7WcpXmc9V8DkUjs9mMU3obfDyXy7p5NiM3Vz3hm1d/Ou9h5lZSFPXg6SKdSqaTpPfid+lcGwmi1sROX3iBOfGxviN97ydp2fLoLi56W3v5Rtf+SIfet97uGLnIF89PM3dpxaJ+Zxcuz5OVYPHx1IsF2qcT5WZPXMYpyJy3eWXcMVFe/mHr9/BfU8cYdvmTbT3tuN3KeQqOnq1RH56lPvuux+/WOMtH/hjlgo1TFOgWNeRBYGQx8mbr9rLlyYOceSRu3GoKvuuuI6xRIGAy85KO71QYHihwGSqjCraayLdtNVXuYpGuqwRcq3k7CRKqLJoBybnqzx8NknE62B7Z4hkwW5ZDLpUdnXaA7hsub7yOJhsavEznixRNxyEWzp4+ODjLC6nOHhqCss0uOT6m6kVL+Pw+Dzx5SyGoBDyqFw91MDDowK6ZXJZfwNnEwWeOJ9CQCC5vIyhuIh2buTIVJZDk2l00+Ty7f08eU+Ex46d5vXXd3DXHd8nVyrz9re/j8cn8xhWlkxJQxElsOwsi5phgihz0ZZ1PPDko6QH+9jQHKBlXYxiVWe5VGd0sUBT0IUFlLMpzk/PsnfPbm7cNcCJ2SzfPTrHxHKRgQYviiThUiQMCzLlOvM5u9FksMnPm3e0E3SrxH0Ojk/nmEwVSRartIbdrG8KMJ4sEnCpJIv2WnRPdze/ecvlPHbkNB993W4W8jV0EyQBKprJZKqMIgns29hLY0c3y4Uq/Y2+FUWw3QRVWikxyJbrGEoAs5zDKCZRV8L5b7/3HgxR5d03X0s06GIiWeK+Mwn64z42tQZobmlBjrTz1LkEPb39eJ0KHqdMslhFFU1SC7O0Xnwj48kSCHD5YJyuqNu2HdZ0+uI+MpW6rVwURQ5P2ofoBwbitIU9fPXQFPeeSaCZJrs7w+zsbObodIbxZImdXWGylTq3Hp/n6ckM79zdQcRjKymTxRpHpjM8dm6ZRKFKf8SHWcmRKlQYXczj7Qjz/GW7Kok/spYv1XT+7e5DSC4fV+8eIuhWMS0QgMlkGY9T5NBE6iV9Lrxqn3xeh4xDFnno6ZM0r9tO1d3AXKZC2Ougb0Ue1dewjf/j0jh0+EkuvvwKqrpJqmi3W+QrGmfOjePq3cmmdb2cnskwOr9MQ8hPV9TD3u4IJ+ayzOeqZJMJIl4nXY1RRLXExp5Wnrj/+5w89jQtfZtZzFaYz1URBQGHJDKyUKCmGyzlq/TGPER8jtU8jLlMhdlMmWSxRqZUZ12TD0WSmM1UMC2Lvd1hFvM1lgoV8uU63/z2dxnYdQntnd08enqcO47N0BHz0xJ0EfHavuC5dBmvQ+IrRx6B9CLHv3Ib1+8e5JkpDxVNxyHLNAZdzKbLnFnIE/M5cMkSk6kSrX6FHzxxjF1v+jDzBY1YNMyGjZu44/bb2XP1TSSKNRZyVdIljYNnjiOEWrjompuphzq577Zvs5xMEvV7yVbq1HSTkcU848kiuYpGa9BFa9jFUr5GpW4wMl/AIYtcOhCjWNM5eC7J6VOnWJxcZGtvE4cfe4AaMm99080rVaIyrrrGyJHHcMhedg91sq83xg39F/O+3/gaSkeYN73+dZyYzWFZcGJkCjXaQayhicpKMJbfKbO5LcSbd7TS3+BfPV1byFfZ0Bzg19/9dt77zrdxdCZDe9iDZtoezl2dYcaTJTzBCGGpRnHqBLpxOYZgousGX/jmbQwODRFoaCNVqnPDxiaGml5cpjSTqaCb9oL1x51uvpyF/C8DHofMH37kA+zbs4stfa00+BwvOrQJeVSWi3UiXpXemG3BEbGHHz8JSRResFlojRfH7Xbz8Y9//NW+jDVeYxw4cIDPfOYz1Go12sJuW9LskmkNunnm6UMYxRRD/T04FYmuqAePQ8ahiEwkS+QrGi0hF5tbgy87++D5IcRuVaY15KJUM55jvZNEgaaAi6aAi1LNzlnIHbctkz0x7wu+//qcCk1BF0emsiTyVWZW6kll0c1FPVGmQiWenFxmbMlW7W1s8XNyPo8uObAMk1qlSqGiEXarBN0is8kifpfKcraAI96D0+GgPeol4lPpinpY3xxANy3OLORxqRJRr4JmmjQHn+vRVWW7hlQzTE7OVYn5nGxsscPFn49DlmgPuzm/XCJRqK5aRip1g3xFpz3iRhTFH/kdv8xcccUVOBwOnnrg+1y1fzf3fferXHvTm8hpEtmlIi5FQhQEjs/mmM1WcCl22Fy+pmNkK8xkykiiSEvQSX+jD820cMoSkmCSq2j4nHY4XrJQw61KDLQGnzMQkkSBlmfd30PNfuJ+B8dncnREPFzUG0HTYalQ484T81gAloUkCrz9uksYFBep9wj89cc/QLJY59Zjc5yZL7CUqzHUFCDgVMhU/Pze7/wW//z5f+Z1b34jN162l2JN457TCZ6azNAScnJtVzOSYNeqRzwOTs7naQy4mM+UsbDojHgYXbTXZ7u7Iszl7HwYCwuHZLepxLwq8xmRniYf29rDLK8cIrz3gx+mrhuU6yajWQPTLCAKEPAotEVc5Ko6xZrBhmaPLTP3OYj57Jyw6UyFoSa72jLqc+B2yIwniiiSnb+RKtWp6AbFqo5TllBlCaci8YYtLezqjuBSVb75zAye9kHcymFy409x3Y63MrxYwONQ8LlkTszkaAk5OT2f499vv5+oarDtoku5f2SJTEmj3r6TQOuTfOrv/5GP/4+/ojfuZTZdZi5T5vBkltaQi0JVY3Qpj1MyOXnmLOv2XkWmalKowjVXXMkDd93KEz/4LhH9AKlSgseeepKFqozoChAKN3DJ1e9nPKPR6HfQHnZS0ez7vKfBQ66ssftPfo+PvufNvO83fxdVdVGtamxo8TPUHGAhVyHuX2mqUyXCHhVFEpElgclli6uG4pimPcwo13RmM3WqmkGprlOq6mztCAHQGrKVXqlinf19Ue4fSbCuyU9X1M2JmRwRr4OL+qI8OpZiqbuPo09nWDozz7rWBi67/DKqgpNsLsfxyVsZn5hg2+aN7GgPoZkWlwzEeHIixWS6xPaOICdm8+QqGvnEApZp0N7eTqpUxzBNDNNiNqvRtvVSpufneejwcUbGzrP3mpsxHAEyJdsG7HFIdEVduB0yfpfCYKOPVLGOdcl+HnjgAc5PnGNTV5xruhuJ+x3cc3qJ2UyFRKEKCNzz/buwlifY/p63cMeJeSaXS5xfLuFzKAw2eqkbFs6Vas9SzaCi6dR0Owj00XMJ8lWTQtW2cs1kbAVfo9/JRLLIofM1ZFGkM+KhqddWaP/2h97LHzkkilWdct1EEkDDDlC+MGRazFUZ3LCZgw89SGeLXT3dFfXgcyosryiyIx6VhOlDjrRST83TG/cysVzinocO0rlpJ30D6+iKeuiOenh6KsNT51M8cX4Zj+zGLC6jZefRTYveuJdyXbNt+rk0en6ZUHMXh86niHhU9vZE0AyLvgY7qPnsUgGA7piHTNmuEt7WHiTgUtjSHmRyucTx2QxRr4uYz0nQbQ+uhhfybGgOMNRs53CMLBU5NpOlK2qvy7e0BUnkq6SKdc4minR1edALy1QrFRKFGkensz/yvu1x2IcJF5SDmVKde88scmyugN/tYN9QF2eXCkiiQLGq8fh4irBboW6YL+lz4VUbXCzkKiwklhkbPs2ua9/E0eksVc3k+k3eVal5VTM4cMU1fPPex1lI5WgM+2kOODk6nWE+VyGxuEQs1sDg0EZOjd9NIZ1ksDVKsaZzaj7Hydkc86kc2fkJ9uzaznSmjEOWuOWyHQwPD/Pprz/AF/9yJ25VIlWq43PJbOsMcmbeDtq6qCfCTKZCqmh7Um1vftVWKGSrpIt1ilWDuN9BU9DBtvYwTQEnhyZS3Du8xPFnDpPKFbn2Qx9Ft6B66AjFubO09O2nLeSibtitCoYFyYkzJEcO8Zbf+hMO3v1dvvq1b/DR3/196oaAS7W4ZqiJUk3n35+Y5NGxZdpDLjwOmaeOnEDzxLls33aag/YbdM+uK5mouvnXB4cJBPz2abZL5Oy5MQZ2X85CTaGpcwAp0MhXH3iGXbt2kqnoLOSqWEC6UEO3LNpCTkbmi9RNg4VchdlsCQGBbKWOKsKZZ55g7tQh3nrLTWzbuZemRx/lu//3rwklT/Dh//5JHhpL8fDRUSqSn72bhrhxSxsBp8JiQeKiS67g0Tu+wvtvuY4PXNzNmYUs997+LcKKwL6B/dR1A1EQaAu5OTAQp39l0+qQJQYa/ZyZzzO6WGCo2b/iz7bojbmp6XYOSavkQpYEEvkqmzdvZuKZR9j/139O3Ovgu3d8n6kzR/jkp/6BiNdBV8xDf+MLb4oN02IqVWIpX6Mx4Fxrs3gBNvd3sLn/J3vdIh4VpcmP3yW/JGn7Gmus8cpz4MAB/vZv/5bDhw9z8cUX2yfTKyfMt547jZ5d5Nq9m2lt+eEgN+5zokoiY4kizUHXKxbY+Pwa8efjcchsbAkQcMrcd2aJB0cTbO8I0RP3riq6TNNiOl1muVCnt8GD1yFR1Q0qmskT4ylmUmW6Yx4sS+QN25oREEgUahzojZFKZRAdDhS9gt+lMJUuMZ4s2hkZEZVkUcdhVdnaEcYSBNrCbnpiPlKlOplSHacqoUoChybTuBSRsYTdstIcdK0qyEzzh/Xi619kaHGBBr9jJe+qTHAlhHEpX0UQ+Il2nF9GPB4Pl156KXfeeScbN26kkJjhY792C9s7QmRKdaqaSdzv4PxyGY/D3hRXNZOgS6VY1WkOunAoEqZpEfM6mErb6j5JFJhM2dWwmmHSEnTRGnL9xIYvUbSVRt85MkuiUOOWrc3M52u4FNFuyjAh7lc5u1REFATe/McfX32ttDsU3r67g4Nnk5SqOgGXTE0zWC7UkHv38d8/cxkxn8pAg4/5fJWdnSGm0iXWNwc50B/DrYrcczrBE+MpHIpIyC0jSx56Yl5OzOUA6G/wEXApmLDa1HNsNkus6mBLW4i2kBu3Q1458Rco1fXV7Ci3KtEccBJ0q3hWQjqLNZ1kscZEosiTE2lcqsRS3m646Y/7aA3pnE+WyVXqbGwN0hFxM7ZUZKlQo1Ctc2w6R0fETdjjoKYZ7OgMUajonJrP41tRGSiSwNmlIvs29nP7V/+N0JuvZSBu159qusVIMsdsusTs5DlSVYG9N3+Ew5MZmlZUnaOLGn2X3MzJx+7h0WdOIoUaMUyLoEshW9YIuG0FxUCjj5GnH0Wv19i4fj1TKyrja9d3cvX6D/Jnn/w03/nqv2Nk5tg92MYHbrmR0KZLmKqoLBdqKJKEKIjMZquE3CoBt0Jf3EciX2NeEjl67Bjz2QoPjCSIeBVEUSRTrlOsGfQ32OvwiWSJkFsl6FZWgstFNrYE7PDXUn1lgGFSqNoy/1SxTiJf45nJNBtag/TEvLSHTM4s5GkJunEqEo0BNz1xH+eWiuTKGuub/KSH+inVNAa62tg+0I7PKTGTriKKAdobokwcOcgtl+1keClP0OVgQ6ufoNvBuaUizUEnt2xvoVDVeeDWL+OPNTFTEpDFOjGvg3SpzvlEnobmFqampzn+9FO0N8W4Zv8uRFFkZCFnq2QjblyqTH+Dj4jXQVWz/66crrJxxx5GnjnI1OZNnJhx0tvgI+p1cGouy1SqTK1SYnguw/WXXIzX4+buUwv2YDjgQJElkoUaG9uCiAirrVYhl8p8rsrwQonzyxVaQm6CLlshbauc3PhdMk9NpFYGHrZyZnSxsKr2EwW7PKJU13ErEh1Rz6oyLupVqdQNPnjz5ezsDHHljnU0B5yra9mwW0WRBBCgK+4n1NjORLJI3O8kuTjPqcOP8473f5iJ5RLTmQrVuq3WCrgUcpU6rWEv0do85vnDNAbew+higblMjS2tIR49fxIl1oE70kihpqMoImPJIg7ph2rDhWyNDS1+W+W3Um++4Vmf4ddsaGSw2Ud7yM41nM/aGXRLuSonZrMMNvnZ0hZmIWf/v11dYaqaQUvQRaPfbv7Iluucz6kY+RS1ahVZEFYagH6IYVrMZSucns/R3+BDFkUOnU9xx9FJ8uUqF3fHOL9c5tRcFkUWqekGEa9d3dsSfGntd6/KLkw3LSaXyzz88CMILh/9vd04ZLsW8chkhvBKE4dmmFxz5WX8++f+kfT4Cfb2X0OyUKM75qWYmOWh1CwN2w5waqFMtLGZhaMPsPWGPdQNiPocxP1Ojo+MIypO2ts7GVko0BZ22T6+rZu49777ePTgw7z7lhtIl+qkS3UOnk3RHfXgdcp4VJm6XiRVNDg1OsHBukBjPEqT38klAzFM4OxigcW8SYNf5dRcjpFF259bKld55L4fMLBpO9uH+uiLe7j/CxpH7/4GO3btplQ3iPscPDWZw+9QuOvO24gN7SXS0smGq97KYz/4HncdPMwle7aRLll85dAUbSEX5ZqOYZokizV6Y17uPfoEXodAW/cAyYKtjPDHmnA19TGfSNHaGMHnUhg5fZz8yJPse/2fkCnXWK6JRLo3cuL8Ap2DNfZ2hzBNGF7IU6xpGDWD8WSFgQaJxVyFZL6GLIggCkylSmQzaTKjx/ndX7uZW153A09PpdmyYxcGf8Q9d91B5lN/z+ZLbmBuboZQNEogGuP0nH065VYl3njjtTx816185fZ76dtxCRMz82TTy1xy3bXUdZOYz4VbEdnSHqLveSfyXodMb9zL6GKBsUSRcl3H55QJuBVMU2YmU2YxXyXqdZDIV9m4eQsP/d2niXtkFFnk85/5Oxp9Ch982+s5s1gi5nO8YJVcbsXTXdNMmoNO2n7CInuNH48g/PgavjXWWONnz8UXXwzAI488svrvFzh58iTBYJCWlpYf+bmgW11t8/p50x7xcPO2Fh4fT/H0VIZkoUZX1EvQozC5XKJUM/A4JBTJSV23SBVrVOr26eDwUp50uU5nxEPU46BcN/E6DLwumSvWN/C9O1XSpRo7Ix7OJ4uoisjergiJYo1adpGQlqJQ1+mMuGkKOEkUqqRKdUTBDmaeWrHO7OgM41Yl5nNVzi0VmVZEmgMuSnWdfEWnN+79ifaOC7a4E7NZJlMlemJeksUaEY/6Ywcev8zceOONfPSjH+V//a//xcDAAPv27UMQhFU7B9iPw3y2SlfUQ6VuYFkWYY9dVd8ds9cPumE3hMR8TgIuu67brUoMNAZelu1mc2uAJyfsAG9Zlgi4FApVnV1dESzL4vhsjnLNoDvuJfi8z7uo10F/o88OCC1r5Gs6blUmXbIl/4ZpkiklcTskeht89Df6MEy7djjicXBRb4SRhTy6abGUr7GvJ0Jb2G7KaQm6CK8MSexMCAMT6I54cTlEtrYHyZY1SnUdQRAQAFEQEAQ748PjkF6wnWYdsKHZz7HpLLpprtbp9sa9TC6X8DntTJCulfvZpUiI83mWC1UUWSBX0XGpMnXNRBQEoj4HR6cy3Hmixp7uKLs7IyzlqnTv3MUPvvo57rj9dj7+O7+NIMKpuTzbO4OcTxR4/NBRIg6Djo42DAvifieXDATIlmv866MWk10bue3hQ1x8xbUsF2uUdQNFsptfFElEkVTuPz5JvG8TmuqlPegmHnAwtlyiP+7lU3/6ByyNnybU2oPX57dzcgyLxlKNUk0n5FawEJAlgbaQi0xZ5/hMlohXxTQtZjNlTs7lCLlVrlgXJ12qs5Sv4VTs/BRREJjLVpjNVMhXNQpVnb4G7+qp9PMtypvb7GybM/M5zi+XyVV1trWHVjL1DLa1B5nOVJhKldjcGmR9s5/hhTzjywWCHjf7d23F75RXWg8VGnwOkgWBLVu28NVH72Bu5ChN63bgkEU03WSgwYtmGBRrOrmKrRwYP/oULXuuxwQ6Im4QBBLFNOmCzvrWMNP1ORazSd794f9OQ8CFgEW+4qIx4CJRqGEJBvmqRiJfYypdRhQE3KrIhm27OPr4Q2TPn2QushfNtGgJOnGpCk0BFw8dfgjVrNK7Yz/nl0vMZys4FImIx0HYrVDVTU7N5nGrElGfg1aPk+LKay7mVSnVDLpjXkJelWrdYHSpQGfEQ7lm2/u3dYQYaPQxkSxRrGr0NtiZGk9PZhhLFGgJumgLuWl+loJ6MV+lWNPZ19/E67d1/sjrRBTtdq2FXJXOiIewU2AhV+bUXI5vfeub1BbHePP1l2NakC1paIaJQxbpiHqo607msxXiO69nODmNadlhwS5FZGdXiK99bRYlEEdw+PErMoIF5xMlBhp9hNwKT06kaAg42NMdQZbEF1Qxu1Rptc68YyVzaiwhcH65yKHJNPGAg5aQHYA7lijx/RMLBD0qLkVEt2zlVsHUGU3VEF1+jGqR5VKdoEvB8bxMpqBbYXSxwOn5POW6nZc4PbtAdfIoH/udP+R0oYZDldB0g0xJoyPiIlGo24q1l8CrMrioafYHy91PjxBrauf9V2yiKeDkgdEEJhYRj8py0c6K6OkbpKmhgcceuR9fz3YsbDn+yaceRq4WaY+FSJQ0upobmbjzFI7kOfzt65nLVChUNdILUwSkOm++qJ+xpSLJQg2nInH9xdt55smDfOYbd7Fp5z4ibgXTMjm7WEIzTYo1nYdHE6RKdWJugQe/+a8ILespDQzRv28z65r9ZMoaTkWiUNHRDHDIkCvrBN0KU0ceoFzM89G3X89gawBNN7noqtdz2/fv5tcrebzRKLppsJSrMVFMcjIjsXP7drZ3hvG7FM5PbuL42WnaO7sJBTwsZGs8PpZCFMDrEJnLVvjWM1OMJGts3H0Fj09kqWs6boeMKst0hmROHzlEw+5+WiNOvn16hI4r3sFYQUCgjAD4GtqYnxiFehlZDBP0qjw5oVHTTGRRoKLpTKbLKJItT20MOHFZVf7t1icoFqtcd9ObiK3byLeOzOF2iDT4nezdswNTkHjk2AhTDx7CKqa46fr9FC2ZsUSBiNdhT/QdPrZedRNPHD1D+4bdzI+P4FQU1m8YYnNbhLph4nfJbGkLvuBCOexR6Yy6mVy2gx0vpJ+LokBjwMV0qozHYVdPda3bTL1eZ2RkBEEQuO+++/gff/6XjCbKiKLwI9Jbw7SYSZdZyFVxKiLrW/z4nWsb7jXWWOMXn0gkwoYNGzh48OCP/L+TJ0+ycePGFx1OvJpKqZDHweWDDRybybKYr6AlCnhUGUkApyJSqhk4FZErBhuoaAbjiSKz2TK6YdkLXK/dvtC3ImE9s5CnoyGKnpohXx1kOl3G45SJeWzlxUK+Rq5Ywt+xhXShxq7OMOW6ic9pn1iH3CqtIRdnl/J0Rjx0Ru3PoJjPQaasMZ+tcH65BNgtHTHfS1NMuFSJlpBrpZ2siG5Yz9mk/6pxww038NGPfpTz58/zyU9+8gWfg60ht30SvGxvUp2qRNxnN7yVajoeh0yiUMMwLRoDTrwrjTQ+h/wTVRbPRxRFPri/m7FkkYlkCZcirga0V+q2gsLtkJ9zGvts+uI+ClUNtyoji7CQqzGylGM+U6Et7KE97CbitYMIi3WdmXSZYlVnMVch4FZpCbk4PpunJeSyTzQlka3toef8Dq/DXjspkkiuojG6WCBb1gittBW8XMIeB/t6o5TrBuWaxsm5PE9MpJBFkb4GH53PqkJ2yBIO2VYS7O2O2JZdp0yuoqGboEgw1OJnOlUmU7YrMC/ujTK6VOSq61/PPQ8/xsXHTyMqThYKOq0BmeyJJ1keP8Z7PvSbdpaJQ8Epy+SrGsdncyiyTGdbO+fGzjI6vYg/EKBU1VmW6vTGPbgdEifHpsjkC1y8YSNXr29ke0eYB0cTpEt1Ts/n2NsT5cANV5LIV7lveIl0qU5HxINLlRAEAbfDVupsbAngccjUdIOZdJlkoU6iUGUmU6ZYM9jfGyXoVgm6VaI+x3Myz1pDLsYTJYo1nQa/4ycGG4Y9Kju7wgRcCmcW8jw8mqQp6KQp4CTsdSCKAsMLBeayFTTDJFfRaQm6CblV8hWNpUKdeqnKbKZiN3C4VC7bMcij67Zzx/0H+ey1VyIL9vq+ohmMJYucWyogiSJiNUemZvCGrgidDT6ylTpuRaYnZqva+uJeNnzko+RKNRxuHwuZMlOZCi1BNzGfg0a/k7jfSbpUZ7lot2u4Vft+Uxob6N2wjYN3fIvu1maOZaL84IxGZ8hNzFxm/OmHufrmdzBXMMiU7aD91rCHrpibRr8L3bBQZJGOiIegS2FiuYQiCQw1+1ElkZHFAov5KjG/ff/KoogoQLpshzfbWXQSA40+Ts/nOb9cYqjJhyrZLYohl0JnxL36+q1qBjPpCiGP8mMfs7jPyXy2SrJYo8mnUJwfp6YZfO3uR9l5xY3s3dhLoarjkEX7NS7aLXzluv133hENcnBqhqcm0rhViZagiwdGEowv5QlGG5nN1+iJyuzosPeJs5kyd59aoljVuXxd/GVl6wXdKptag1Q0g6cmUjw5luLSwQaGmgOokoTPJdMf9zGfq9IR8TCTLpEp1UiX6vj7d6GXslTqBueWCmxYaWe6gFu161cfHUtyz6kllgpVktPjxN0wawRYKtq2trlCnXJNZ7mksb45YNe+vgRelcGFZlg8NTrL9FKGN+8bZHtnGMuyGGz0c2Q6w3KhTmfUTaPfSVU32XLdO3j81ATrUwU6oj4KhQLHZrJ0btpNDQGvS0YSgkR2vp5/fHiCG65sYylfQ7AMZk88zusu34VlCrSG3SiSRK5SY7lU5+orr+Ar37qVT333UdYP9LOhxc+6Zi+HzqdX6mgc6KbFkePHqOZTrBs0GTt1hHuzkzQH3oJDVbhiXQOVms58rrLqwT97foY7v/dddl1yNZft3IjXIXPrsTk2bt/N9773XY4fvJ8r3vAWDk3k8DtlHn/iDKLq5HUHtjHQ6CfoUpjdtoXbb/0eTz9zhNdfcxmtQZHlYpWAW0URBRoCLo6cHEUKtyFEu1nKlxEEgUJNZ6jJz/9+6y6uu++7jJw+xXmnC9MTxRdvRTMsnLKIaYLq8SE4PZwZPYfb62MpX7UHRpKIS5GRRAsT2NASQKgVOPz9L/Htr3wBq17jtz/1RfwtfThkgZ6YG4di+8ccioRlbma+7uD8+Dn27NqK1+ulN+Ai4lWp63ZVT6ZcZ+fuizlz9j8YO/YkZ59+mOv2bOJ3r16HKAjUDRNVEn/soqIp4ELTLcqa/pw02gtT0ulUmaVClUh7PwDHjx/nkUcewR1uZN/1b0ESBQYb/asT73JdJ12qkyzUqGomjQEn7WE30stc2KyxxhprvJbZv38/X/rSl9B1HVm2lwGWZXHq1Cne9a53vcpX9+K4VIltHUGGFyRyZVv1YAJVzaQp4KRt5f06gILXKSNJAmcX8xRrFuub/fTGvYiivTja1BJgMlXGZRQxqgWShQpuVSbiVcmWNfxOmWIuT0tnD0GPSqpUZ0NzAFESKFR1WsMuyjUDzeA5w29BEAh7VMIedaVqUH/ZLVMtQdfqKbxLtU/1f1Xp6upi3bp1nD17lne/+90v+D2SKNAd83JmPk9VM2kNuWj025uIhVyFnpjXDtl0yavqiv/MfSpLIgMNPiaWS8xmbJtSe9hFqlSnWNNpDTlfdIOjrmxaLtAecRP3O+xmH7fynGFHwK2sqkPsE/wqlgWKJLClPfhjNyoX1jUht4IqCywVqi9paGFZFslCjXLdwKlIOBURp2IPI3TTYjp14TocHBiIP0etYpgWo4sF6iu2KLcqU9FNgi6FvgbfSh1yjeWVNoHDk2nCbpUD/RHOJUq0br8c64nj/OXf/iOWqWOU80guP2Ypw+CW7XR29XDpYAwJkYfOJjgyk8YwLLa2BtnWFuDvTz3JzJGH+O33v52ZisxspszIYhGHJHDm3HlkCd6wfzNXrmtgMV+jv8Fn1+hOZzmzkMfvsk+KLcvC65DIlus4ZCceh4SA/bq8YBd2yBK9cR8Nfg1RgFNzORr8zuecdj//wCvmdbCQta1fnS+xatghS2xoCRDyqByZyjCbrqBKIrlKBkGApXyViWQRt0OiK+Jha1sEC4H5XAVZtKt3T87lKNc1NrUGyFc1Lrt4D1/+jy/w2OHj9PYP4lAkdnSEcMoitx1fQDdNjp4YBQu2blhHS2uAY9NZZElgR0OI5XydbFVDcKqEQy4kAVJFA5cqE/UpyJLAgf4GWoJuHhtfxudUaAvZbTiFqsbJuRyXXHoJ//r4XXzyD34TT+8O2ga3QkcTI8cOEY42cMWB3aiKSk2zb7fB72QxV2UuW+HSgTgdEQ/5qsbIQgFFEljX5EMzLPKVOk5F5NxSlYXTVZoCTiTRrrb1OCTWNfnsYU+mgschEfYoDC/kuX+4SrGmMdjoJ+RRmUqX6YvbmUqTKXsA/ZMeM5cq4XfJJPJV4g0NHHnmGYTMFGPHnuAP/vSTDC8UCHkUAm7X6r7Cfo3Z2Seb20Lc80Aaxayzrb2Zqm5Q1Q2SM+O0tHXQFfXgdSlYQL5qD2TrhkWD37maSfFyUGVxJQy7tqoYag447YYgw2J4MY9HVeiOuUkX/cxnqximhdMXJlmTELBWa1jbwj9qGZlNlynUdbRanYXZSa7btYdcRaMj7GJ0oUjIrbClLUimrBH3q6RWYiJ+Eq/K4KJc13n4yGmqs2f4zbf+DgA13aRY0yhWdSzLJF/RGFWKnE8VcbRtwDg1ibY8gxEe4s6nTiJ4owz1dHDpxhZiPgdn5vMUxv2cPHkcLr8Ij1NmYmIG04Jw704eG0uyuytCS8hJulRjZLFATooS7d3M6ZFzbBjsZTJVJluuk6/o6Ib9xqsZCkdODdM7MMiH3v/r3H7fQR6++w7+tljn+utvoK7byoCqZnJ+uYQqS/zrF7+Naeh8/P1vYS5TYSZdplw3iESj9Pf2cusTJ9l0+esJeRV8qsjw4UfojoaoSV6OTtsJsY3RAEMbNnH69GnIzmN5GhFEAb9LplI3aQm4uGNiFBcKPq8XEGjwOzFNi1xF575phcGedk4eegQx0ETQH2V9WxSXKuFRJZbyNVqCDtIzCucWM3SXayBAwCVjmgJeVaQx6KLRoXHH977GA7d9A23xLO973/v4wz/8Q+RAnC88NsnUconeBh9NATcCkMhVmUyVuWZ7H1e+YyeZmsCx6Sweh8ym1iAxr4OlfI1kscbWthDDd9Z44Mt/h1ku8InP/+nqB7FTfGmVl+2RH7VvCIIdqOVRJUo1nSkliDPaxv0PPMA3v/8g1731vbTGI/Q3eKnqdltIulynUre9nj6nTHfUu2ZrWGONNX4pOXDgAJ/97Gc5fvw427dvB2B6epp8Ps/GjRtf5av78Thku650dLFAoarjViW6Y55Vn/IFvA6Zbe0hFEng9FyekcUChZpOzOtcDcvrjXsJacvUyyVkScStSoiIKJKIZBlUazU6/RKXDTagGxbFuk5VM3GpEj6HzFjCriV/sU1wwKX8VBtkQbA34qfmcjT9igU+vxB/+qd/ytTUFI2NjS/6PQGXQoPfQaJQI7YSEt3gt6XbbrVKTTNf8mbxpXDB1qNKItPpJE9PZQi4FDsEMPCT8zKezYXNywvhXcl5mUrZkvkLeQ0vNfNEEATiPidz2Qo13XhBO8gFsuU6Uyl7vSoKYFrPvh2wLFBlgc1tQaqagfysv9GyLM4lCpTqOv0NvtXXY3xFPt+uG3gd9uCoPeymM+rh8bEU2XKds0slWkNOHlgq8IZ3fwifWcSvWsScFoU61E3b4lAyJE7N5fGqMhXNwK3ItDe6aQ25OD6T5UNvez1/+3sf4P/84eN8/C8+jRL2UDdMytU6k888zK5tm2iLhxhdKgIw0OBlNlthlySSKtZ5cCSBS5UYag7QFnKRq2gs5GpohoHHJT8nqPUCPqfCrq4wUa+DBr/jxz7ugiDYB4H8aFjxT3oMW0Nugm47b8O0LKyV+7w37rWtFLJIRTM5OpPD45BQZZFEXsPvVrhlWyun5nNMLpfojfv4s/ffyHc++xfcf/f3CbV0rTyv7MFsb9xDpa4zOj6Jt6kbd7gRjypzyUAMw7QwLciUNCaXy1y5LsbOrgjDC3l0Eza3Bex2GwHaQ27OLBYIuhR2d4VZytds64xsD/2ShU4+8Xf/TnJuhpmzJzh9/7f53l051GgHv/W+t/O23V2cWyoR9apYWBw+n0EUQJIETszmqOkmiXyVumES9zk5OZdHN374hPU5ZRayVUp1HY8qY6zcV25VtlsRs5XV71UliYVcCacscXFfFM2w2+6csj3csO0M7hd9jT6buM/JWKJIuKGFpaXv85Uvfxmxmue33vl66rKLMwt5xhMlwm6V1rBrVZl1PlXC19RFfWmcFjFLTW+kUNVxSQLzI8/w1j09vHVnO/mqhkeV8TjkF7V3vRzCHpX1TX5y5TrjiQIe1W5rmcwVOT2fRxRgd3eEi3pjHJ/JMZcpI6oqBUPAqUgYpsV9ZxJcNhijc2V4YlkWB88l7aamgIvE+bPUFsa45sD7KFkWiYJGqW5w1VCMqNfJWLLEcrFOyPXS1GCvyuBCkUQmzhylvaOTWFs3Z+azPD2ZIV/VqekGdd0kVSyTr+qYFrQ1NeKSLI6PnEWJdzI6s0RYqfNHb9zBYKMdPtIUdGEVtvDknV9ncuwsm7ds4fD4cXw+H+1tLSQLGg+dTdIacmGaFrJoP8Gb27sYOXaY+twovVt3YliWXZNTqNrtIqkZsgsz7LjxZo7O5Ljs4ovwB0Pc89AjfPuLn+fNb7wJl9Puy05UQNArPPXkk9z4+tcRjTbw7aNzZMp1uiNukppJ244rOfjQ/RwZmeSybf0cfOoYqblJ3vGmmxGwWMzZ/jc7h2MjU0cf48vfuZ23/doHKNUNRhcKRH1OJhdTzC0l2LJtB10xL+ubfQRcKk5V4uhUltPzWSKbr2Lsnu9hJea4ef9+PA6ZUk2nJeBkQ0uQRKHKWEOYEydO0uzQWKo7SBVqBN0qPrfKsaNHePDuO5D9Ua59/S186vffT3t7OwCzmTKqLJAuGatT9JHFPHMrPfTv3NNBR8TNd47MMdQcYH2zn1SxTrJQRxBsv1xL0MWf/t5H2PPtL7Fz5042b978ij7Pgm6Vi3oiLBdrdO++iq/e/SioPv7Lu99KX9zDZKq0ej1+p0JTzEnI/avrJV5jjTV+Ndi/fz9g51xcGFycPHkS4DU/uAB7DbGuyU+2XCfkVl90E6DKItvaQwRcdjBetqxR103mshX8LplGv5NIyE8+PU9HxItumCyXagRdClqxQG1+hP2d13BRb5TZTJmxhB2At6MrzHKx/opvhp+N1yGzvSP0gvlLv2q86U1veknf1xX10Bx0rW4wGgNOFnJVplLllUDLV/4woi3sZl2jj5OzObCgIfDDsNtXiguKkqBbZT5boTv249vNnk/M57AbG/J2k9DzKdd1plJlsmUNpyLS3+Al4nVQ10371FczqGkmggCNfieGZXF0OstirrpqkZpYLpEpaXTHPKtZGwANfvsxWMrVVg+aBEEg4nXwui3N5Ku2lWV6uURHxI0ietncFqS3wYthQrmmMbxYIFODsEdkMlVhul5moMHHYJOPpoCLZ6YyKLKEv6GZT33+S3ziv32Mv/zD3+XXPvEXxKNxJiaOo9eqvPmaS7hsILZiW7HD8eu6xc5Ou9Lx/LKdKxN029cf9TkxTEiV6nTHPC/6PiMIAj0voR3twmP503Jh8PN8NrQEME17sJora+SrGqWaTmvIRUvQHqLF/Q6eOp9GFAR8Hg8fettN/OVf/w1/8NEPMVt3cnI2h2WCYVjMZCqMnx2mvbWVYs3A71IAiycnUmRK2sp9Y4eezmcrFGo6u7vDbGmzLUuWZXF2qUhVM1jX5MfnVPA5FaJelYnlEroJPXEvT4zXkMMtvPltG/mT3/0whfQSE+fOcvnll3NsOku+quNcsWINNvpoCDjJljVGFgscPJdElSQ6I3bbStijEnApeFTbBiat5PHNZ6uYlt22cSFHpL/BR6VuIEsCkiigSCJVLUxFM1aVUlXNYC5bQRIFvA75JQ+QIx6VSUnAF2uhUCjwH//xH1x//fVEIxHGk0U8qkxW1xhbLnJmIYciC0Q8tm2kq70Fs15m/PwU7f3rqesmmdQ81flzbBgapDnooplXvlWqe0WRdm6pwEy6Qm/cg9ep0Oh3sJivMZEs0R5xs6HVz2y2guQJoGVmyJRtFc+JuRy3Hpvnug2N9Df6GVko8NT59MoQRGZu7BQxp0nZab/2KnWd7qibgMvBXLZqZ1ymyjhfy1YRRbQ498S9vP897+Ibh6dtD5xqVwXNZsvMZ6p4HLZkc2dXmL6Yl3MPR3jy1HF2bN/O0rEH+fW33Uzc98MHsCvqYeemQRo7ujh57Aj7dm5l5MQz7Nm5jc2tIRbzVU4v5BhLFIn7nPTG/YhiCa8jzsJJje/d+zCtg5vZ0OLHNCDglgm4VP75W3fjCYTxRproCLvZ1xNGUdYTDQX45r/+f/zTP/0TgqwiKA5EhwdBUnH7Q8S3XM0/PniO5VKdsNtBslhHM02a2jpQAjGeOHMe3Rng4NGzhLrWI8a6WMhVmMlUsIDmgIu4z8Vl172O795+G//y5W/S0N5NLNaA3xknce40Vq1Md3c3m1oC9DV42dIeoljVKFR0JNFi1q1wKtqK6pBpbm+nv9G3GuzjdyoUajpbB7o4NTrO949N0d/Tjd+l0Bhwcfr4YR66+/sMbNrKpj2X0hTx8/SygDdSQzcsnhxP0ei3J4VORaSsGficCn6XTnvERdSrcno+T6mmc+VQAx0RDzXdIFWsP6eDfvfu3fzlX/4le/fu/Zk811wOmT3dEdrbWhk/5WLvUCe7tqzn5Hyeur4iKQ041xaHa6yxxq8MLS0t9PT0cPDgQX7nd2zV44XBxYYNG17NS3vJSKLwHMn9iyEIAr1xHw7Zri33u2T8K/V1p+dzyO1bKU2d56KeCPO5CpYFTQEnU6MzVCeP0tPRCtg5CueXSyyX6liWxXy2gluVfiab4QusfS69POz1yA9PIB2ynW2SLNRoepHMiVeC3riXXMU+cGrw/+zWExcsSC8XpyIRdCskCjVaQy4EQaCu25Ww2XKdVKmOJAp0RGyL9oUNuiqLdl3y89RMMnbLwoXbW8hVSeTtf3/+0MapSITcKolClZaQ60c27n6nQlfEw8hCnka/C6ci0hpyUqnbzUBVTafJ78LjkPC5FIo1k1xFYHtHiI6Ih5HFAmGPylt3tjGyUMDvCvOZz/4TH/vt3+Ff//bP+PXf/iMeevAeOuJ++vv6VocToihwej6HQxEJe1R00644LdUNUiV7013VTOq6bUN7vqLrtYYoCvidyovmscmSyI7OECdnc5xLFPiN//pf+eQnP8ndX/s8v/P//DkPjyZYKlQZavYzMpckVayzZ1crpmXy5UNTGIaFItrhquua/OQqGmOJIlGvSkfIvRr8CDCbqZAu2Zb/ZyvOgm6Vza0KM2k7m+7qoQaWC3Y7U1nTkbwRerbs5eRcnrlsmc6onTEScqs0Be0WmdYQ9MS8TCSLBFwKEa8Dl/rCqoO2kJtSzUCVhec8Ly88r5+NrWD44Za4K+qhqpnkqxpdL2NQKIoCMa8DZzAGokQikeDt73gno0t2zkxn1EPEY1tgksUaM+mK3WrpkInEG1FDTQxPzrHftGgLu1k4Ng6WydDQ0Ev6/T8Nqiwy1OQnU6pTqGokCjV002RDS5Cr1zsZXSqykK3Q5HcRcsksO/xU6nUqmkFnxM5UeXA0wdcOz7CvN8KJmRwCFo0BN4l8jeLCBPH+LUyny8S9DvKGhUORGF0qrDQxOeiIuDiXKL2k631VBhfZfAnB345nYB9jySIBp0qDXyVZrONRFQYaVLZ3BFnX4mchW2M6XaFnyx4ePjrKnd/9JnK9zLZd+7jn9CIDDT7bf1qscmgyw4Y9l3H/N7/A6aObKC0vctOBXQw0+gh6FEJulVzV9q72xm0Z5gMjCTo27eP44Sc4fnKYzst24nZKOCsSy8tJRjIwuGU78aCb7Z1h8jWDBp+Tru0D7Bv4C+Zmp5gpWGimhWWaVAwIBcMsVSxKNZ3uiBuPQ8XjlMlXNJbrFg0t7cyMDbOuv5eZ8RHW79jDqbk8FU3HseJ1Mk2LRKGGGGrkwDU3Mz0zzeyRR5gw4IQ/iKBXaGxrp6sxgiDC+HKJiWW7ik03TPob/HRGvBQuuwynQ2Z3d4T9/VH8DoXvn1qgUDUYbPQhIBDye1hYWGDPpkHCboXjTz3Kfd/6Mgcu2sst73oboigwk61wz+kljk7ZfqYGv5O9vRFOzOQ5MZtlqNlPV9RDS8iFKoncN5ywvb0B52pwpkOWXrCD/hOf+MTP9PnWGHCyobuF+7JLvPfX/5wz83k7dLPZ/5r/MFpjjTXW+Fmwf/9+br/9dizLQhAETp48SXt7O4FA4Cf/8C8gbWE3siQwuVxGQGBDs5+nJtN4fAFyy0kWclV6Yz5My8KpSszkF8AyVxtWLMvCpUi0BJ0rwZn2hnWt2vm1TWvIXnPEfT87y43PaR/GWPCatfbEfQ7OLhUZSxSpaAallRpURRJo9DtpCble1sClMeAiWagzulQgX9GJ+RwvqOYAaAo6Sc/ZIZh9cd9zNprmSn1ib4OX9rDJWLJIsqgR8aj4nDJtIRdBt4rfJbOUq6E1mJiWRa6qcy5RXLWmhD22R75Q1Rns6eSur/4zN11/Df/0f/4MnAE++u5raQm5WMrX0IwCzUEniXyNgMuuJi1U9dVrUmUBhywRcMm4VfllZ9S8VrFzObwMLxTw+oO85S1v4V/+5V/4kz/5Ey4bjHPfmSWOTGfJLs6gpWbZOtRDTbeQEWgKOdnQHGCg0U97xE2ppvONp2co1gxqhslUqsyFt8JUsU7M56Ap8KPrfUkU7M27VyVT0tjb42BksYBm2KoKgJHFAo0BJ5taAy/4/upSJda3/OTPKVG0Azt/GgRBYLDRR90wX5JF5NnE/Q5CoTCSJ4RHMujZfoBcRaMn5lkNWnYqEgG3Sm/cZzcAWRayKBIXChQmjrFtJXD334fPIAgCAwMDP9Xf8VKJ+RyrjVY1zVbZdK4o2KI+Jw+NJDizkGeoxc+5uWU00U1dNzmXKHLdxmbaI26+/cwsB88u28osn23bcygieV1FiQ0gi3bVbLVuMJ0uY5gWvTEvlbrBUr7K9MpA6yfxigwuBEG4Fvg7QAL+2bKsv/xx31+qlGndv5+K6GIg7iPglpnPVGkMuLhqKECD307lHmoK4JCLPD1ZY6i/D1WCudGjXHfRTjZ1xhheKPDk+RQht4pmmDQHnFx30Tbu+sz/yxf/4r8hVktcd8V+5vM1DMuiO+ZBlkROzeU4NZunJeTm2vVNlGoa4/FmHn3kAV536Q5aQ3YAz/++/S7QNa7asY71nSEibpVzySKWZdtMFiqgRDu5cZPd616o6ATdMmXNZClXpa4b5Gs6dc2gxeXE75SQRKh2tDI3epwjd34Jo5SjsbkTr0ch4vOyrsnP9o4wyUKNmXSZuUyZgKOZ9b1tdNx8OQ8eHWXi/BSzw8/w5j0DvGNPB2fm85iWyUTS9mjtH4rjc6rMpMv85tUbCXkd5CoaZxeLNAacXLGugVJNZyZdYVu7zLV9Pr5479MU89tZOHqE7/ztH/P2d72b3/qj38fEllVppskTYynGEkUs7M7v2UyVuM9BZ9SDJAqUajoWduVXXTcJuFQ2twVfiafYfwqnIvHWm1+H3x+gf+tu4n4HnRHPWujmGmus8SvLgQMH+MIXvsDw8DBDQ0OcOHHiF8Im8p+hKWCf+E4kSxyfzSEJIkMBnbvGnkHEZGK5RF+Dl3WNfn4wPwuwOrjIlDU0w2JHZ5iFbBXDsoh6X/7p9xo/Xy5kmfwskVZOosXnKT5eS4RXKnVTpbo9EAjbAwHPSmvGy8XrkPG7ZPIVu0mvJ/bilim/U2Gw0cd4ssjJuRydEffqBm42U6FcNxhs9ON1SOimRbGqI4oC6xp9eFcOl3IVjblshcaAk5jPwak5WzXbE/+hNaW/wYdhWiuDET+PHnyEK667kaV8kauvuoJkoYbHIZGr1BlZzJGr6PTFvSiS3RAUdCu4FOlltTP8ohF0q7QEXcxlK7z3v3yUr3zlK1x00UXc+LrXE9t8GXlnnHNjY4h6hXhrF0Gvk1u2tlDR7cD8C3Yfj0NmqMnPYr5qKwh0A8sC07IIe1S6oz/eQnfBPgIwuNLucTZRILJSitD3rFaPVwtRFF5y3t6zcasyLfEwki/CVTfeiCHIq8O1F+LZ7xl9vT2MjY2tfj08PExXVxcu1ytvEXk2giDQ1+AjWayRKtZZ1xxYPWj2OmQ2twcYXczT5HehyCZlfyMep8iRqSz7emPEfE5+bV8n33h6hrFEkbmsHQbskEXKsoduxWRbe5hT8zkUSUASRPqb7EGOZVkYpsqGlhY+9xKu9T89uBAEQQI+A1wFzAKHBUG4zbKsMy/2M5op0tnbz97uME5Z4shMFq9DoTVoJ0F7nTLLhTqPjy2TLmn4HTKT5Rq9m3Zy5uk6g5e+gZHFom1RqAsUqxo+l8qOjiDLRT87du7mqXtv47q3vIfJTJ2qZuJURBZzNRbzVZKFKoWqhmlBf6OXt+7ooJJa4IHZczz4+DNUd20jUyhx4swo21pd3LSzh9MLBSbTJYpVna6YF4cs0icILOSqPD2VpTng4EB/lELNIF2q45JFTs3nkQS72zdVqqNKElcMxrm0L8KT93yXmZxBy6b9BPxe+hq8tAbd9Db4sIDLBmKU6wZnlwqcms8z2OjDtKCrYRcedQ8+57sYbPKTyNeo6Qb5is7WthADzX5kUWAsYQ8pBhv9q5U7s5kK89kqiULNzvmQRDa0Bmh/1/X809//DQ98OcXEwVv50Ad+nc9+9rPUDYtK3VhNor5mQyMtc3mqmsFUqoSer7KrK0xzyMXJmRzLlSqdUS8DDT72dUco1g38zldF1PMj9LVEUa6/hraw+6eSWq6xxhpr/DJx4MABwM656O3tZXR0lNe97nWv8lX97In7nCiiyNmlAjGfSmdDCLOUZSAkkNAUemNeXKrE3NwcwWAQj8degCcKVbsRwqMS8aiY1qtbD7vGa4ue2M92OPKfRRAENq+cYL9ShzadEQ9Lebsu8Se9FkIelY2OAOOJEuPJErmKRsznYD5XsU+oV9ZlV6xrIFmoMZUqcWo+T6PfSVPQyXjSXvN3rBw62Tkfz1XSPF/+39jYyNOPHySTyRCJNzCVKpMq1jFMCwuBTS0BNrQG/tMBh79otIVd5KsaUls///jZ/8vXvvpVPv3Fb2OJt+H2BZFdXvqGNtLfFGBdU+BFg+p3dYWB//z7oFOx2z7OzOdZyFUJupXVnJFfVHZtGmD33ot505vfyrpm/4taeJ5PX18fX/va11a/Hh4eZt26dT+ry3wOLtWuiJ1IFinXdeayFYIuBY9Dpi3koSfu5eh0lhB18k43+XwVxeHgkdEElw3EOJcsIQoCLkVisNFPxKNwajaNrhk0ekTOJvKML5eQRYHOsEJX1EuD32EXUgRcbGp9aWrPV2JXuQsYsyxrAkAQhK8BNwEvOriw9BofuXYrDVEfT55P0RJ0cVFvBKdidz2nSnWWClUyJVtu5HXI9Ehe/vBtl3J3oMqbL9tORbeoaQYBl0K2rGEBT0ykKdZ01l/5Zo6eHmXDRdeQLWt4HBI13UCWRDsLozNEtlxnMlUmVayxuydCy1sv5ZnHHua+Bx9m86aNPPXMCSqFLG/64K/T3+hnKV9lNFGkO+plU0sAt0NCEgSenEijL+So6hbDCwV6Yl5y5TrnEiV6Yh5kWSRVqLM17qEr6iVdqmOaMls2b+Kpcwv0dbZxoD9KU8DF9o4wDkXi1FyO86ky/Q0+dnZF2NkVQTdMnpnK0Bv34lFlzi+XODqdxbKgN+5juVCjNeJeHVr4nPLq0AJ+eOrQHHQym7Flrl1RD4ok4m9pYW9fIw8//G0+8pGP8Pd///e2V1R87iTQrdodzjOZClcNNZCv6izmavicMkG3QsCtsL8vujqtDrheO1PrgEt5Tag/1lhjjTVeC3R3d9Pc3MzBgwfZt28fuq7/0isuLhDyqGzvCCGJArFYDACjnCPgb6WiGYSA2dlZWlvtfIuabpAta7QEXauLdGltZrHGLxivtJLA45DpfhkDG4dsb1Dnc1Vm0mWWi3VUWaTjeRaTmM9ByK0wnS6zkKuymK8CsL75h2valxqA6nK5Vk+r+xt8ZLx1zqdKtEgi61t+9YYWcCH3x8vJuRwX3/AW9lz3JvKFIvPDz/Dgfffy8MnzXH/ZPja1BVcDLV/sdl4p3KrMQKOP6XT5ZxZ4/POkPRbiy5/7eyJe9cfeh8+nt7eXTCZDOp0mEAgwOjrK1Vdf/TO80ufSEnRhWZAp15lOlZnGtk4FXCo7OkKcnM3T4JGYytU4OptlX38DD51NMJUuo8oi5ZrB5rYg+7ojfOfYHGfm0liiQM0RZjxZRhKgN+ZhX2+Mbe0hijWdXEWnJ+Z+ya/FV2Jw0QLMPOvrWWD3j/sBVbRwBKOcnMvic8hcs6FxVcJpWRblukF72IUF+J0yZxYKdEY9dG9p4aZLdq7ejmbY4UKFqo5hmmRLGpOpEq39G3nTb/4Re/ftQ5YEEAR8DoVGv5PmoHP1zTvkUUkW7N7Y/iY/77pmD5/6/BcZGT7DkYP3Eg/5SSqN3HN6kalUiblsBVUW+f6pOiGXYstgFJE3bmslU65zai7PnScXqGoGfXEvvXEvNd2k0WenXKdLGuWawdGZLOu27kZ2nOS9V2+nIWD3G18IGmsPu5lKlVlyVVffnJPFGqZlJzq7FIl8VcMhizT4nTgVicmVfItkofYjQ4tn41ZtydLz+fSnP83TTz/N+9///h/7ZhTxOlavszEAi84qk6kSDkV6zn27xhprrLHGaxdBENi/fz8PP/ww119/PfCL0SjySnHhsyoejwNQyKSIxzuZSpXRDYvZubnVwUWyUMOy7A3VGmus8dNzoa7e75SZTpdpDblfcN0oSyLdMS8xn4PpdJmQW31FMslCHhW/S0H7KbILfplwKhI9MS+jiwUcisie/hZcG9p555tvXq26/Xmv531OhfXNvxwZS6IovGjmy4+jt7cXgLGxMcLhMLVa7WcazPl8BMG+7rawm5pukKto5Moa6ZI9ZOxr8DLicmFUkiwVqvidCkv5GoVKna64lw3NATa1BXl4JMGpuRylcgWrXqEp6CQedCKJEjs6wqtNPlOpMgGXsmodeyn83HT8giB8CPgQQCDezFymQqmm0x7xMJOusJCr0hRw0hRwraa7mqbFibkciiTS/gJPAEUSiXodq/U1ADu6wnRGPUy3h/CuJOw2rtzu82Vk3VEvVS3PeKLI+pYAb339tXzpi1/g6//0N6TSKf7g9z6OUxF5fHwZAYHWkIvWoAu3KlOs6mTKGi1Bpy1bi9qp0ulSjbDbQ0fUg2ZY9Df6CLpU0qU6dcNkbKlAX9zL9o4gbOvCo0oosvicCWNTwEmuojG5XMLrkHGrEou5Kj7nD1Nvnz98aA25SJVqOFckOi9XCrhlyxa2bNnysn4G7OBLj0NiKV99wSCeNdZYY401XpscOHCAr3/969x2220oivIzDwB7LXJBcZFIJLjkUj+TK4cU82WJjS1tWJYdlB1wKb/SG5011ngleamb1J/FZlYSBaSfIrvgl42wR2V9ix+XIj0nmHXtfe7Vo6+vD4Bz587h89n7vJ+XVeT5OGSJuE8i7rP3pMMLecIeFZ9HRc8sUtd6ODqTBaBm2GGrG5plzi3mefBsAsO0UI0aenaBaMBDVbPob3DSuZKH8/RkmmxZx++SObdUQDOsl3Rdr8TgYg5oe9bXrSv/7TlYlvU5sHM3hjZtsYaa/aiSyECjD82wWCpUmUlXWMpXaQm6ia/0TlfqBuuafC9r8reuyY8gQNjjoHmlQueFEEWBgUYfJ+dyjC7m6Yx4eNe73sVf/NHv4JMMPvSON3BwIke6XKcn5iXuc1CqGUS9TnZ2hFku1UiX6pxdKjCXqaCbFru7I5iWRVUz6Y17V09o4j4Ho0sFXKrMprYgUa+DsUSR5WKNnrj3OYMGQRDoiXk5OZflXKJIe9hNVTNpDb349E6WRLa0hRCFn7/v9tkhO2usscYaa/xicCHn4jvf+Q7r1q1DVX+xfcU/DRcGF8lkEkm0P3s9ikAmX8TZ3M9kqkxNM1/w8GSNNdZY4xeZl5q9sMbPh66uLgRBYGxsDKfTViG8WoOLZxNwKXRE3Iwnivg9brTcEg7RYCFbQRQEUsUaQ01+DgKpQg1hxSGQSJTQ8ymypgOfKNAecVPTDB4aSayG7RaqOrIovORWo1dicHEY6BMEoQt7YPE24B0/9peKImBX4lxIDA55VPJVjZl0mfPLJeZzFeq6SdzveNkhLR6HzPaO8Ev6XkUSGWz0cWouz3y2yhtvvJ7vfOsbXH/pPsbTdeqGRU/My4G+GE5FYnSxwJn5HHPZCptbA3RF3JxPlZAlkaBbolQzEAToi3tXLRWmaXEuUSRbtutwVFlkLFEgWajTGnK94BuHKov0xnycWchzbqmAIglEfkKo5FpLxhprrLHGGi+VoaEhwuEw6XT6V8om8mzC4TCCIJBMJlf/Wz2forowSnM8wmKuiiIJhH/Bw+LWWGONNdZ4beN0Omlra+PcuXNIkkRzc/NrpqK8KeCiVNMJ+TygVYjINZoDTgQBxpMl0qU6HoeCLAu0RVw4JIlEJY0SbkVHweuUyJY1DNOiaphs7QiyuSWI9DItSf/pwYVlWbogCB8BfoBdh/qvlmWd/nE/oxkmIY+yurG/gH9FEpYt1+0+1xcI7flZ4FZleuO210uVBT7/L1/AME0yJY3+uA9BgHLdoK/BR1vYzbmlAidmc5ycy2EB2VKdjqiH7pWwS1USbVtIwk5mLdcNDNPC75JZzFcp1QwkUaAp4KQl+OL2ioBboTXkYjZTocnnRFwbTKyxxhprrPEKIYoiF198Mbfddtuv7OBCkiQikchzBhezs7Ng6GzvbqAz6kaVxLXP3zXWWGONNX7m9PX1MTY2hmmaP9d8i5dCV9TLhvYoktNLo5Ul6OnDNM3VKmKfQ0SRJcaTJVpDbqaydZzt66maAhG3SlvYRU03aQq4WNf08mMN4BXKuLAs6/vA91/Oz/y41NigWyXoVrEs6+dmewh7VNojbqZTZQzTpG6YRH0q65r81HSD8WSJbLm+oqxQbclMskilbhB0KxiGyfEVrw+AYVmIgoAqizgkCUmEoiDgcUh0xzxEvY6X9IC1huxgz7UKzzXWWGONNV5pDhw48Cs9uAA7oPPZg4u5Odvt2traupbdtMYaa6yxxs+N3t5evvnNb6JpGu9973tf7ct5DpIocNlQC5ZeI1PR2BJycXapSEfEQ7JQo6yZzCVKOGWRvribr1cVVFlkW0eYre0hNNMi6FJ/6qEF/BzDOZ+NKosvKfzl553V0BJ0UanrJAt1XKJIb9xLwK1gmDKTqTLDC4VnXRtEvY7VfxqmhWFaVDQD3bRwqxIuRUIUBGRJQJVEYj7Hy86CEARhLcl8jTXWWGONnwlvf/vbOXnyJJdccsmrfSmvGrFYjEQisfr17OwswGqryBprrLHGGmv8POjr6yOdTgOvjXyL5+N1qSi5KXLVHYTcKoNNPjJlDVkS0AyLqM+BLArcdWqJgi7gKiXojXup6MZ/emgBr9Lg4qUGcLwadEe9WFYRn1NZHRhIokBf3EtZM3Ap9kDCIa9JR9f4/9m77zA5r/Lg/98zvc/O7M72lVbSqhdLsuWKMWAb2/QWSjAtBBJKOul5E5L3F0gILQl5ISSAIdSQAKYY3LtVrGL1tr1P772c3x8zK69srYoledfS/bmuvbR6yjxnnpkzs8/93Oc+Qgjx0tbZ2cldd901382YV4FAgAMHDpz4/8TEBHa7HZ/PN4+tEkIIcbmZmRIVWHBDRWa4KynIRmlyWGhxW0+MOMiXqngdZuLZIvFsiWoujcdlB6UuSNAC5ilwsZAZDIrlz5lqFOrFQ+VPGCGEEOLSEggEnlfjoqur60XP+hRCCHF5mx24WIgZF1Avr1CLjrKuy4vJqIhkikQzJeKFIuF0AbPRwPI2FzsGttLeE6DH52BFm/uCTCKxcFMfhBBCCCEustbWVmKxGJVKBagHLmSYiBBCiBfbsmXLUErR3Nx8YrruhabZ10Q2Nk0kU6TNY+Mtm7tZ2uqkWquXOLhicRM3rWwlfnwnvR7jBcm0mCGBCyGEEEJctgKBAFprotEoUB8q0tXVNc+tEkIIcbmx2Wx0d3ezevXqBZv15/P5SE0NoZRiJJrDbTPzrqsXsbGnieuXtXBjXwCHyUB8euKCB19kqIgQQgghLlszf1iFw2ECgQATExOScSGEEGJefOpTn6K5uXm+mzEnn89HIhqhs8nGWCxPMl/G77Ty9i09mJRiIJKFcg6taxK4EEIIIYS4UGYHLiKRCOVyWQIXQggh5sWdd9453004LZ/PRzwep8NjI5QuMhLNsr7LS8BtI1UoU65qatkkwAUPXMhQESGEEEJctmYHLmamQpWhIkIIIcTz+f1+qtUq2WyGRX4H2WKVcLoIQDxbQikopOpDL1taWi7osSVwIYQQQojLVmtrK3By4EIyLoQQQojnm5kqPB6P0+Ky4raZGIvnqFRrxLIlvHYz8Vg9cCEZF0IIIYQQF0hzczNKKUKhEBMTE4BkXAghhBCnMhO4iMViAPS2OClVNP3hDIVyDb/TcmKKcalxIYQQQghxgRiNRvx+P+FwmEqlgtFopK2tbb6bJYQQQiw4szMuAFxWEwG39cRwkSaH+UTg4kIPFZHAhRBCCCEua4FAgHA4TC6Xo7OzE6PRON9NEkIIIRYcv98PPBu4AOjx24llSzgsRqwmI+FwGK/Xi9lsvqDHlsCFEEIIIS5rra2thMNh4vG4DBMRQggh5vDcjAsAq8nIqg43JoMCIBKJXPBhIiA1LoQQQghxmQsEAidqXEhhTiGEEOLUnlvjYobHZsZhqedEhMNhCVwIIYQQQlxoM0NFxsbGJONCCCGEmIPT6cRsNp+UcfFcErgQQgghhLgIAoEAkUiEbDYrGRdCCCHEHJRStLa2Mjk5Oec24XD4ghfmBAlcCCGEEOIyN/vOkGRcCCGEEHPr6+tjYGDglOu01lLjQgghhBDiYmhtbT3xu2RcCCGEEHPr6+ujv7//lOtSqRTlclkCF0IIIYQQF9rsP7AkcCGEEELMra+vj2AwSCaTed66cDgMIIELIYQQQogLbfYfWJ2dnfPYEiGEEGJh6+vrAzjlcJGZwIXUuBBCCCGEuMBmAheBQACr1TrPrRFCCCEWrpnAxamGi0jGhRBCCCHERdLc3AxIYU4hhBDiTJYtWwacOnARiUQACVwIIYQQQlxwZrMZv98v9S2EEEKIM3C73bS2tr7oGRemC/6IQgghhBAvMe95z3vYuHHjfDdDCCGEWPDmmlkkHA5js9lwOBwX/JjnFbhQSn0S+BAQbiz6C631PefbKCGEEEKIF9MXv/jF+W6CEEII8ZLQ19fHQw899Lzl4XCYQCCAUuqCH/NCDBX5gtZ6Y+NHghZCCCGEEEIIIcQlqq+vj/HxcfL5/EnLI5HIRRkmAlLjQgghhBBCCCGEEGdpZmaRoaGhk5bPZFxcDBcicPFxpdQ+pdTXlVK+uTZSSn1YKbVTKbVzpmiHEEIIIYQQQgghXjrmmhI1HA7T0tJyUY55xsCFUuoBpdSBU/y8EfgysAzYCEwBn5vrcbTWX9VaX6W1vupiRWGEEEIIIYQQQghx8ZwucHGxrvXPWJxTa33L2TyQUuo/gJ+fd4uEEEIIIYQQQgixIPl8Pnw+30mBi3w+TzabXZhDRZRSHbP++2bgwPk1RwghhBBCCCGEEAvZc6dEjUQiAPOXcXEGn1FKbQQ0MAz81vk2SAghhBBCCCGEEAtXX18f27ZtO/H/mTqWF6vGxXkFLrTW77lQDRFCCCGEEEIIIcTC19fXxw9+8ANKpRIWi+VE4GJBDhURQgghhBBCCCHE5aWvr49arcbIyAhw8YeKSOBCCCGEEEIIIYQQZ+25M4tIxoUQQgghhBBCCCEWjFMFLoxGI01NTRfleBK4EEIIIYQQQgghxFkLBAK4XK6TAhfNzc0YDBcnxCCBCyGEEEIIIYQQQpw1pdRJU6JGIpGLNkwEJHAhhBBCCCGEEEKIczQ7cBEOhyVwIYQQQgghhBBCiIWjr6+PoaEhKpUK4XCYlpaWi3YsCVwIIYQQQgghhBDinPT19VEulxkbG5OMCyGEEEIIIYQQQiwsMzOLHD16lFgsJoELIYQQQgghhBBCLBwzgYsdO3YASOBCCCGEEEIIIYQQC0dHRwd2u52tW7cCSI0LIYQQQgghhBBCLBwGg4GlS5eybds2QDIuhBBCCCGEEEIIscD09fWRSCQACVwIIYQQQgghhBBigZmpcwESuBBCCCGEEEIIIcQCMztw0dzcfNGOI4ELIYQQQgghhBBCnLOZwIXX68VisVy040jgQgghhBBCCCGEEOdsJnBxMYeJgAQuhBBCCCGEEEII8QL09PRgNpslcCGEEEIIIYQQQoiFx2g0snLlSrq6ui7qcUwX9dGFEEIIIYQQQghxyfrRj36Ew+G4qMeQwIUQQgghhBBCCCFekOXLl1/0Y8hQESGEEEIIIYQQQixYErgQQgghhBBCCCHEgiWBCyGEEEIIIYQQQixYErgQQgghhBBCCCHEgiWBCyGEEEIIIYQQQixYSmv94h9UqTRw9EU/sDgTL5Cc70aI52kBIvPdCHFK0mcWJukzC5P0l4VJ+svCJP1l4ZI+szBJn1mYzra/LNZaB063wXxNh3pUa33VPB1bzEEp9VWt9Yfnux3iZEqpndJfFibpMwuT9JmFSfrLwiT9ZWGS/rJwSZ9ZmKTPLEwXsr/IUBEx28/muwFCvMRInxHi7El/EeLsSX8R4txIn7nESeBCnKC1lg4vxDmQPiPE2ZP+IsTZk/4ixLmRPnPpm6/AxVfn6bhCvBRJfxHi3EifEeLsSX8R4txInxHi7F2w/jIvxTmFEEIIIYQQQgghzoYMFRFCCCGEEEIIIcSCJYELIYQQQgghhBBCLFgXJHChlPq6UiqklDowa9kVSqmtSqn9SqmfKaU8jeW9Sqm8UuqZxs9XZu3zDqXUPqXUQaXUP16ItgmxEJ1Ln2ms29BYd7Cx3tZYLn1GXPLO8Tvm3bO+X55RStWUUhsb66S/iMvCOfYZs1Lqm43lh5VSfz5rn99TSh1o9Jnfn4enIsRFd479xaKU+kZj+V6l1Ctm7SPfMeKSp5TqUUo9rJQ61Hiv/15juV8pdb9S6njjX19juVJK/YtSqr/RPzbPeqx/bHzHHFBKveNMx75QGRd3Abc/Z9l/An+mtV4P/Bj441nrBrTWGxs/v91oeDPwT8DNWuu1QLtS6uYL1D4hFpq7OMs+o5QyAd8GfrvRN14BlKXPiMvIXZxlf9Faf2fm+wV4DzCktX5G+ou4zNzF2f9d9muAtbH8SuC3GjeZ1gEfAq4GrgBep5TqezEaL8SL7C7Ovr98CKCx/Fbgc0opg3zHiMtIBfgjrfUa4FrgY0qpNcCfAQ9qrZcDDzb+D3AHsLzx82HgywBKqdcCm4GNwDXAJ2bftD2VCxK40Fo/BsSes3gF8Fjj9/uBt57hYZYCx7XW4cb/HziLfYR4STrHPvNqYJ/Wem9j36jWuor0GXGZOI/vmHcB32/8Lv1FXDbOsc9owNkIktuBEpACVgPbtdY5rXUFeBR4y8VuuxAvtnPsL2uAhxr7hYAEcBXyHSMuE1rrKa317sbvaeAw0AW8EfhmY7NvAm9q/P5G4Fu6bhvQpJTqoN6XHtNaV7TWWWAfzw8gnuRi1rg42Ggo1KP5PbPWLVFK7VFKPaqUurGxrB9Y2Yjym6g/2dn7CHGpm6vPrAC0UupepdRupdSfNJZLnxGXs9N9x8x4B/C9xu/SX8Tlbq4+8z9AFpgCRoHPaq1jwAHgRqVUs1LKAbwG6TPi8jFXf9kLvEEpZVJKLaGepdSDfMeIy5BSqhfYBGwH2rTWU41V00Bb4/cuYGzWbuONZXuB25VSDqVUC/BKztBnLmbg4jeAjyqldgFu6hF8qH8xLtJabwL+EPiuUsqjtY4DHwF+ADwODAPVi9g+IRaaufqMCXgZ8O7Gv29WSt0sfUZc5ubqLwAopa4BclrrAwDSX4SYs89cTb0vdAJLgD9SSi3VWh8G/hG4D/gV8AzSZ8TlY67+8nXqF147gS8CTwFV+Y4RlxullAv4X+D3tdap2eu01pp6Nt+ctNb3AfdQ70PfA7Zyhj5jOp8Gn6ExR6inuKOUWgG8trG8CBQbv+9SSg1Qv6O8U2v9M+BnjX0+fKbGC3EpmavPUP+CfExrHWmsu4f6mLAHpc+Iy9Vp+suMd/JstsXMPtJfxGXrNH3m14Ffaa3LQEgp9ST11PdBrfXXgK819vkU9e8jIS55p7mOqQB/MLOdUuop4FhjnXzHiMuCUspMPWjxHa31jxqLg0qpDq31VGMoSKixfIKTMym6G8vQWv898PeNx/wujb40l4uWcaGUam38awD+CvhK4/8BpZSx8ftS6oU6Bp+zjw/4KPXCOEJcFubqM8C9wPpGKpUJuAk49Jx9pM+Iy8pp+svMsrfzbH2L5+4j/UVcdk7TZ0aBVzXWOakXWzvynH0WUa9v8d0Xt9VCzI/TXMc4Gv0EpdStQEVrLX+TicuGUkpRD2gf1lp/ftaqnwLva/z+PuDuWcvf25hd5Fog2QhuGBtFbVFKbQA2UM/wm9MFybhQSn2P+kwHLUqpceBvAJdS6mONTX4EfKPx+8uBv1NKlYEa9ZkSZgri/LNS6orG73+ntT5t1EWIl6pz6TNa67hS6vPA09TTru7RWv+isZ30GXHJO8fvGKh/z4xprQef81DSX8Rl4Rz7zL8B31BKHQQU8A2t9b7Guv9t/GFZBj6mtU68SE9BiBfNOfaXVuBepVSN+l3j98x6KPmOEZeDG6i/7/crpZ5pLPsL4B+A/1ZKfRAYoX4DCerDQV5DvQ5MDvhAY7kZeLweByEF3NnIaJqTqg9BEUIIIYQQQgghhFh4LmZxTiGEEEIIIYQQQojzIoELIYQQQgghhBBCLFgSuBBCCCGEEEIIIcSCJYELIYQQQgghhBBCLFgSuBBCCCGEEEIIIcSCJYELIYQQQgghhBBCLFgSuBBCCCGEEEIIIcSCJYELIYQQQgghhBBCLFgSuBBCCCGEEEIIIcSCJYELIYQQQgghhBBCLFgSuBBCCCGEEEIIIcSCJYELIYQQQgghhBBCLFgSuBBCCHFKSql3K6Xuu0iPfZdS6v87j/0zSqmlF7JNZzjeJ5VS336xjjdHG96vlHpiPtsgTrYQ3hdCCCHE5UACF0IIcRlTSr1MKfWUUiqplIoppZ5USm0B0Fp/R2v96gXQxkeUUr85e5nW2qW1HpyvNl3qlFIdSqmvKaWmlFJppdQRpdTfKqWcjfVaKZVtBJAySqnErH1f0Vj/p/P2BF4CZp2nHz9n+RWN5Y/MWqaVUn2neIz3K6Wqs16HmZ/OF+EpvGga52p8vtshhBBi/kjgQgghLlNKKQ/wc+BfAT/QBfwtUJzPdon5pZTyA1sBO3Cd1toN3Ao0ActmbXpFI4Dk0lo3zVr+PiAGvPfFafGZKaVM892GOYSB65RSzbOWvQ84dg6PsXXW6zDzM3lhm3myBXw+T+ml1l4hhBDPJ4ELIYS4fK0A0Fp/T2td1Vrntdb3aa33wfOHJjTu+n5UKXW8cRf+/yqlljUyNlJKqf9WSllOte+s/U9119inlPq5UiqslIo3fu9urPt74EbgS407yV967mMppbxKqW819h9RSv2VUsowux1Kqc82HntIKXXHrGO/Xyk12Hg+Q0qpd5/mfNmUUj9obLtbKXXFrMf5M6XUQGPdIaXUm2et61NKPdrIaokopX4wa90qpdT9jWyXo0qpt89a16yU+mnj3O7g5KDB8yil3qCUOqiUSjSyVFbPWjeslPqEUmpfox0/UErZ5nioPwTSwJ1a62EArfWY1vr3Zt4bp2mDE3gb8DFguVLqqtNsO+fr3lj/iFLq00qpHY1zcHcjqIJSqrfxHviwUmpS1TNDPjFr308qpf5HKfVtpVQKeL9SqrNxPmNKqX6l1IdmbX+1Umpr49xNKaW+NPNebqxfO+t1Ciql/mLWU7E03n/pxvmf8zmfQgn4CfDOxnGMwDuA75zDY5y1xjn73cZ7PqKU+qdZfWWZUuohpVS0se47SqmmWfsOK6X+VCm1D8gqpUxneN+/X9UzuL7QOK+DSqnrG8vHlFIhpdT7Zm1vbfTT0cY5/opSyt54T/0S6FSzMkqUUoZZx4+q+ufPc98fH1RKjQIPKaVsjfdDtNGep5VSbRfjPAshhLjwJHAhhBCXr2NAVSn1TaXUHUop31nscxtwJXAt8CfAV4E7gR5gHfCuF9AOA/ANYDGwCMgDXwLQWv8l8Djw8cad5I+fYv9/BbzAUuAm6nf6PzBr/TXAUaAF+AzwNVXnBP4FuKORVXA98Mxp2vlG4IfUs1O+C/xEKWVurBugHmDxUs9a+bZSqqOx7v8C9wE+oLvR3pmL/Psbj9VK/eL1/yml1jT2+zegAHQAv9H4OSWl1Arge8DvAwHgHuBnsy++gbcDtwNLgA3A++d4uFuAH2mta6c5F3N5C5Chfp7upZ49MJc5X/dZ3kv9eXcAFeqv12yvBJYDrwb+VCl1y6x1bwT+h3qmyHeA7wPjQCf14MqnlFKvamxbBf6A+nvkOuBm4KMASik38ADwq8a+fcCDs47zhsZjNwE/PcVzOJNv8Wx2ym3AAeBiZky8GbgK2Ez9HM28rxTwaerPcTX1Pv3J5+z7LuC1QJPWusLp3/dQ73v7gGbq7/PvA1uon8M7qQckXY1t/4F6MHVjY30X8Nda6yxwBzD5nIyS3wHeRL3PdwJx6n1mtpsaz+U26u9Fb+N5NQO/Tf09J4QQ4iVAAhdCCHGZ0lqngJcBGvgPINy4I326u5Cf0VqntNYHqV9g3ae1HtRaJ6nfFd30AtoR1Vr/r9Y6p7VOA39P/YLjjBp3qN8J/LnWOt3IEPgc8J5Zm41orf9Da10Fvkn9InjmOdaAdUopu9Z6qvG85rJLa/0/Wusy8HnARj2Ag9b6h1rrSa11TWv9A+A4cHVjvzL1i/NOrXVBaz2TifI6YFhr/Q2tdUVrvQf4X+DXGs/rrTQu3LTWBxptn8s7gF9ore9vtO+z1Id6XD9rm39ptDEG/Iz6BeKpNANTpznWjN2NO9cJpdRMQOF9wA8a5/q7wDtnBXdOcpav+39prQ80Ll7/D/D2xrmZ8beN87OfehBkduBsq9b6J40ATAtwA/CnjdfgGeA/aQQMtNa7tNbbGq/DMPDvs9ryOmBaa/25xr5prfX2Wcd5Qmt9T+M5/xdwBedAa/0U4FdKrWy051vnsj9w7azXIaGUGjjD9v+otY5prUeBL9I4Z1rr/sb7p6i1DlN/jz/39fiXRvZNvrHP6d73AEON93cV+AH1oMHfNY5xH/WMkz6llAI+DPxBo21p4FM0MlHm8NvAX2qtx7XWRepBlrepk4eFfLLx/shT74fNQF8jw2xX4zNQCCHES4AELoQQ4jKmtT6stX6/1rqbesZEJ/WLmbkEZ/2eP8X/XZwjpZRDKfXvqj7MIwU8BjQ95wJ1Li2AGRiZtWyE+t3aGdMzv2itc41fXY2L4XdQvwCaUkr9Qim16jTHGpv1ODWevXuPUuq9SqlnZi4eqZ/Llsbmf0L9bvaOxlCCmTvci4FrZl90Au8G2qlnTZhmH/M5z/G5Omevb7RvbK7zAOSY+7WKUg/unMlmrXVT4+d3lVI91DMgZoY53E09uPPaU+18lq/7c5+/mWfP66nWd86xrhOYuSCevX1Xoy0rVH2oynSjLZ+adZwe6pkFc3nuebWpc6+p8F/Ax6mfvx+fYdvn2jbrdWjSWp92SBFznDOlVJtS6vtKqYnGOfg2J5/r5+57pvc9PP/zAa31qT4zAoAD2DXrsX7VWD6XxcCPZ21/mHrmzOzA6+z2/hf1LKDvq/rwos/MFVQTQgix8EjgQgghBABa6yPAXdQvPs5XlvqFCABKqfbTbPtHwErgGq21B3j5zG4zTTvNvhGezWiYsQiYOJtGaq3v1VrfSv1C/Qj1zJO59Mz8oup1AbqBSaXU4sZ+Hweadb1Q5YGZ9mutp7XWH9JadwK/RX04SB/1i6pHn3PR6dJaf4R60cbK7GM2ntdcJpl1Dhp3sHvO9jw8xwPAmxvP8Vy8h/rfFT9TSk0Dg9QDF3MNFznT6w7Pf/5l6q/5XOtnD7GY/b6ZpJ7V4H7O9jPn58vUX//ljbb8xax2jFEfhnQx/Rf1oSn3zAquXSxznbNPUT9n6xvn4E5Ofi1g1jk90/v+HEWoBzHWzuoLXq31THDtVJ8BY9SHec3uPzat9ez3/In9tNZlrfXfaq3XUM9Eeh0LqICsEEKI05PAhRBCXKZUvTDkH6lnC2H2UE8b33YBHn4vsFYptVHVi0B+8jTbuqlftCQaxfX+5jnrg8xx4dhIQf9v4O+VUu7GxdQfUr9bfFqNO8xvbNSaKFKvzXC6ug5XKqXe0rib/vuNfbYBTuoXSOHG436AWcEfpdSvqWeLTsYb29aoz+iyQin1HqWUufGzRSm1uvG8fgR8spGZsIbT14v4b+C1SqmbG3eR/6jRvqfOdB5O4fOAB/hm43yilOpSSn1eKbXhNPu9j3qdg42zft4KvEadPGvGjDO97gB3KqXWKKUcwN8B/9M4NzP+T+P8rKVe1+QHp3gMtNZj1M/Fp1W9SOMG4IM8+z5xAykg08i6+cis3X8OdCilfl/VC0i6lVLXnOY8nKCUukspddeZttNaD1EflvGXp9nM0mj7zM/ZZCSdyh+remHUHuD3ePacuan3gaRSqgv44zM8zmnf9+eikSH0H8AXlFKtjcfrUkrd1tgkCDQrpbyzdvsK9X4/8x4NKKXeONcxlFKvVEqtb5y3FPUg2Aup4yKEEGIeSOBCCCEuX2nqxfO2K6Wy1C/CD1C/6D0vWutj1C80H6A+7v2J02z+Rer1GCKNNvzqOev/mfrY9bh6tpbCbL9DPcNjsHGc7wJfP4tmGqgHOSapT995EydfsD7X3dSHlsSpZxe8pXEX9xD1uhpbqV9grQeenLXfFurnOEO9eOPv6XpdkDT1opLvbLRhGvhHwNrY7+PU0+inqWfCfGOuhmmtj1K/Q/6v1M/j64HXa61LZ3EenvtYMep3pMuNdqepF6NMAv2n2kcpdS31jI9/a2SYzPz8tLHPqYq2fpHTv+5Qz0S4i/o5sAG/+5z1jzYe/0Hgs426CXN5F9BL/Vz/GPgbrfUDjXWfAH6dep/4D2YFQBqv063Uz+k09ffzK09znNl6OPm9MCet9RP69NOYHqQe6Jn5mSlAe516draNmZ8tp3mcu4Fd1AvR/gL4WmP531Iv2JlsLP/RGdp7pvf9ufpT6q/ltsZQlQeoZ+TMZIN9DxhsDA3ppP658FPgvsZ7dBv1z7O5tFMv1pqiPqzkUervLyGEEC8BSuvTZeAKIYQQQrz4lFKPAN/WWv/nKdb1AkOAWddnt1hwVH1Gl73ABl0vmDrvlFKa+nCYUwaghBBCiIXqXItHCSGEEEKIM2hku6ye73YIIYQQlwIZKiKEEEIIIYQQQogFS4aKCCGEEEIIIYQQYsGSjAshhBBCCCGEEEIsWPNS46KlpUX39vbOx6GFEEIIIYQQQgixQOzatSuitQ6cbpt5CVz09vayc+fO+Ti0EEIIIYQQQgghFgil1MiZtjnroSJKqa8rpUJKqQOzln1SKTWhlHqm8fOaF9pYIYQQQgghhBBCiOc6lxoXdwG3n2L5F7TWGxs/91yYZgkhhBBCCCGEEEKcQ+BCa/0YELuIbRFCCCGEEEIIIYQ4yYWYVeTjSql9jaEkvrk2Ukp9WCm1Uym1MxwOX4DDCiGEEEIIIYQQ4lJ3voGLLwPLgI3AFPC5uTbUWn9Va32V1vqqQOC0BUOFEEKIF12xWOTw4cMMDAwwPj5OKBQikUhQqVTmu2lCCCGEEJe185pVRGsdnPldKfUfwM/Pu0VCCCHEPPjoRz/K17/+9ectX7ZsGcePH0cpNQ+tEkIIIYQQ5xW4UEp1aK2nGv99M3DgdNsLIYQQC1G1WuXuu+/mlltu4T3veQ+lUoliscijjz7KD3/4QyKRCJItKIQQQggxP846cKGU+h7wCqBFKTUO/A3wCqXURkADw8BvXfgmCiGEEBfXzp07iUaj/MZv/Abvete7Tizv6enhhz/8IcPDwxK4EEIIIYSYJ2cduNBav+sUi792AdsihBBCzIt77rkHg8HAq1/96pOW9/b2AjA8PMyWLVvmoWVCCCGEEOJCzCoihBBCvKTdc889XHvttTQ3N5+0fHbgQgghhBBCzA8JXAghhLisBYNBdu7cyWte85rnrUuUTbSsuJLBoaF5aJkQQgghhAAJXAghxEV1/Phx0un0fDdDnMa9994LwB133HHS8rFYjh1DMQKrt3B8IjIfTRNCCCGEEEjgQgghLppyucyWLVv467/+6/luymWtWq2itT5pWShVYCqZB+rDRNrb29m4ceOJ9ROJPPvGkygDtDQ1MZqqUaud/BhCCCGEEOLFIYELIYS4SPbv308ymeTRRx+d76ZctorFItdccw0f+chHTixLFcoMhLMMhbMMBFPce++93HHHHRgM9a/E6WSBY9NpipUKq9vdLG5xEMmUCKYK8/U0hBBCCCEuaxK4EEKIi2THjh0A7N27l0wmM8+tuTz90z/9E3uODPAf3/wuzzzzDNWaZs9ogh1DUZ4ejvG1X20n5+zk1ttfQ6FcZTCcYSCUIVUos8jvpK/VzZruZkqlIjuPj0vWhRBCCCHEPJDAhRBCXCTbt28HoFarnQhiiBfP4OAgn/7nL3Pja38N/8ot/O6n/h8/3j3OQ4eDDEayhDNFth4exXPVG9inlvBvD/Xzkz0THJ1OYTYqfE4ziXyJ3kU9VDMxjgxPEs4U5/tpCSGEEEJcdiRwIYQQF8n27du54YYbAHjqqafmuTWXF601v/0Hf4LF380Hfvt3eePb3s7e8RQ/eeogFiMsb3WxeZGP8NYf02NKU8bIntE4e8fiHJhMEs+WCaVKDISy4O2gmo0zHYowGss9r16GEEIIIYS4uCRwIYQQF0EymeTIkSPcdtttrFmzhq1bt853ky4r//XfP+axPUd57wc+iN3l5U2vvQO3y8WuPbuxmIwE3FbM5QzHjhziHVt6uG1NG+1eK06bCb/TQrVWo81jYWNPEz1dHRgsDjLRIKFUkXBasi6EEEIIIV5MErgQQoiGarXKyMjIBXmsnTt3orXmmmuu4frrr2fr1q3UarUL8tji9CYjCf7yM//Kst5FvOxVt5EulDkwlWX9jbcyfmAHE0MDVGuwe+cODDYPG192K9WaplzTaA2rO9xYzUYePRphIJRhTXcAr9dDKByiUK4ykchL1oUQQgghxItIAhdCCNHwgx/8gGXLlnHkyJHzfqyZmhZbtmzh+uuvJx6Pc/To0fN+XHF6mWKFv/jHLxGanOB3//BPSBSqaKCsa7ztFVcSsFa555e/QOsaj+zYS0vfegbLHo5Op2mym1nsdzISzXPD0mZaPVaeHolxeDpFh89FKBTGbIRYtnRWtS4K5SqhVEEKegohhBBCnCcJXAghRMOxY8eoVqt84xvfOOO26UL5tHfdt2/fzooVK/D5fFx//fWA1Lm42Go1zT1PPsN/f/+7vPkNr8XU3EO2VGEkkqWnyc47t/TyJx+6k/Gj+zi26wn27tzB6tXr2D4Q4aGjISKZEn6nmVShzO6xJLesbqOv1cXxUJqO7kWExwZIF6vkSxXGYnmGI1nGYjkmE3lCqQLxbIlSpcZUMs/+8SR7RhMMhLNS0FMIIYQQ4jxJ4EIIIRqmpqYA+Na3vkWlUplzu3i2xIGJFKOx3CnXa63Zvn07V199NQArVqzA7/dL4OIii2SLfO4LX8RpVrz8rR9kMJIhks6jFKzu9GK3GHnZzbexrMPHZ//id0gM7eOOq1fic1ooV+vDeI4Hs2QKZZ4eijAcybCl10+Ly4q9ayUTg0exmwxkihW01oQzRcbjeUaiOQ5Ppbn34DSPHQsxHMmh0SxudmAzG4hlS/N8ZoQQQgghXtokcCGEEA2Tk5MYDAamp6e59957594umQdgKlkgU3x+gGN8fJzp6WmuueYaAJRSXH/99RK4uMiOjEyzd+8+bn3P73AkUsJpNdHmsXNDXwu1GvSHM8SyJX79Nz4CnRtwLt2MpWMFqUIFl9WMx2YiXSwTShUYjGT5f48MsHMoRrfPjs/XAr4emowlsqUqXruZLb1+rl3qZ0O3B6vZQKlaw2o2sLGniQ3dTXQ22fE5LKTyZaoyXEQIIYQQ4gWTwIUQQjRMTU3xqle9ipaWljmHi2SLFVL5Ct0+O2ajgYFQ5nk1DLZv3w7ANddcQ65UoVrTXH/99Rw5coRYLHbRn8flKJIu8MDTB7H1bqLqW0xvi5Nrl/hpclhob7IBmp89M8E9B6bw9qxg/RVXsG7L9RwN5ZlM5DEqRaFcY1O3l2aXHbvZSDJf5uGjIYYjWRZ3tGBw+BgcncBjN7NnLEG2UKFc1RwLZjAaFJsXNWE1mbCYnv1q9Tkt1DQk8+X5OzlCCCGEEC9xErgQQoiGyclJFi9ezJ133slPf/pTIpHI87aZShYwGhQdXhtLW5zkStUTGRgzduzYgcXuwNG+lL1jSY4F01x33XUAbNu27UV5LpeLfKlKfyjDg4dDbO8PYnR52dzXze1r25lIFChVa0TSRUYiWcKZEtUarOrw8Om/+Qte/cZ3cCSYxm42csuqAKs63HidFlZ3uvC7rCeGeQTTBbo6AkCVPUNhOj020vky9x8OcvczE4zFc3Q22ejxO6jWNNFsvabF+Pg4r331q5icGJPhIkIIIYQQ50ECF0IIQX0q1GAwSEdHBx/4wAcol8t897vfPWmbUqVGNFOk2WlhOlUfJlLTmgMTSSYSeZL5MuVKjSf3HGLtja8hUwaf00wiV6Z39QaMRqMMF7lAajVNfyjN3vEEo7Esk8k8kckJmlxO2v0ufrF/kq0DEfLFCqFUCZvFSEeTjXavjelkgelUkcNTGYrlKktbnPS1e3jjxi48dgtoRavbQrvXTqVW4/h0BofHRzk6zlQsyWAky9ouD8FUgXK1isNiYjSapz+UxaAgkq4HKT796U/z5BNP8MSD95LIlWQKVSGEEEKIF0gCF0IIAYRCIWq1Gp2dnWzYsIErr7zyecNFgqkCNQ3VWo2xWJ6JRJ5aTTOdLPLo0TDbB6J8b/swh2OalavWsK7Tw8o2N26biXAerth0pQQuLpCBcIZwuoTLYiJTqGA1KaZDIdoDfppsZiLZEm0eG3aLEa01ZpOBNreNm1cGSObLbB2IUq7VWNziZEW7m2yxTDBVYG2Hm6UBB/lyjWK5isder3uxdyqHx26hFh1lKJLl8GQas0Gxss3DK1YEWN7molKtUalpkvkyQ6Nj/Od//icoAzueeJhyVZ+yHooQQgghhDgz03w3QAghFoKZGUU6OjoA+MAHPsDHP/5x9uzZw6ZNm6jVNMFUAbNJEc2WafNYWRqoX6z2tjjZP54kkS+RjQXJxaZYs2YN+ydTeO1mOr12jofSrL/+Zn74n/9MpVLBZJKP3xdqLJYjkinhstaDCoVyjXA0Qb4K7a3tHA9ncFtNXLnYT4fXRixTZDpdpFiusnUwxv6JBPFsCZPRwFWLfTS7bRwLZrjvUBCTwYDLZiacLpyofWExKeLZMk2b7iAxeoi+VhdHg2muXNREqapJFysYlKJa01SqNQxK8al//RLaYOb29/wWD/3kexSLBeJZO26beb5PnxBCCCHES45kXAghBPX6FgCdnZ0AvOtd78JisZzIuohkihQrNfLFKtTKPP7LH5PJZDAZDXT76kMKShVNdeIgxeE9vOHGjXR4baQLFaLZIj1+B8vXbaKAmX379s3b83ypC6frU5DazUbC6QLVqsagNAcGp1DKwPLF7RyZTjOdqr9e08kCjxwL86sD0zx8JMQT/RHC6QLlqqbJbuam5QHWdbhxWk1Ua2AxGWh1W7hysY/eZgfKoNAaLAaFMdDLiGUpnV47i/0ODk6kefRYkG88OcSvDkxxNJjiyHSagfEg3//JL3jrnb/Ba17zGrTVTf+h/cRzUudCCCGEEOKFkMCFEELw/IwLv9/Pm970Jr7zne9QLBaZShZIF8qMjQ7zm29/Pe9/33v50Ic+hNaa6WSBqtaMxbPcfTBMy8otLOldwuJmJz6HmVShTIfXxtWbN2D2dfL4kzJc5IVIFcoMhjPYLUai2SIHJ1M8PRzjF/snGY6lUQqyJh/Vao3eFgfVWo3ReI5CuYICTCYIuC2s7WzizmsX8Zm3XcHGxX6ShXrGxCtWBti82Ee3z8Etq9t43w1LuKK7iZoGZVA4LUYKjlbu2T9JtFG0cyyaJ5Qq4LAY6W12kciX+M49j2BoXc7m172bpu4+rJ5mdu54ilypSqFcfd7zKpSrHJhIEk4XX/yTKoQQQgjxEiCBCyGE4NmMi/b29hPLPvCBDxCLxfjBj39GOFPgnl/+ig/d+XaiU2O8+z3v5fvf/wH/8rVv8+CREJF0iTavjZHJMN3XvY4f7hrn53sn2TkcYyyWp1Cucf26pbS0tvHIzoPz9TRfsgrlKsem05iNBmrVGrtH45gMcDSUZiJeIBNP4PN4sdtMvGFjF2+/sodopsSu4TjJQpVWj41Wlw2r2cjNq9t4w8ZufE4Lu0di7B9PsjTg4s2burmiu4l8ucqRYJruJjuvWd/Bui4vRgMsdinK6RjpbI6A28q7ru7h9Rs7WNvpJVWosLTFSZejxp4DR1h5zauYKliI5mssveZWntyxG+B5WRf5UpWDkyn2HznOkfGwFPAUQgghhDgFCVwIIQT1jItAzzJ2j6UYimQpVWrceuutdHV18ZVv/Td/8+nP8+9f/Aw3XbmWx7fv4p1/+Ck2v+Uj/N1//C/RSJgVbS66XCaGHvg2GzrcpApl9ozGOTSZZMdwlFAqj9NqZvPKxew5PCDTY56DcrXGkek0AA6Lga2DMcxGAx67mVyxSovLSjIyjbejB7PBgNVsZPdonMNTKcLpPAYFPT47y9s8XLe0BZPRwHSqwL6xBHtGEyxudnLTigAGg2JZwMWqdg+xTImDkylaPVZesTKA2WgkZ/VTzSWZiqUIpwtYTEYCbjtLAy5MBsW2oSj3/vynVDIx1q7fQFeTjR6fjZ7eZYzX/IRjceLZ8onnlSlWODiZJB6P88F3vpl/+/K/E5X3hRBCCCHE85x14EIp9XWlVEgpdWDWMr9S6n6l1PHGv76L00whhLi4JiYnaV26GpNREUwV2DMaZzxR4J3v+Q32Doc4sGcnf/eJj3L33XdzOK6I5cq874O/icnh4Wv/9kWCyRzb9x3F4G5h87oVBNw2vA4zZpORgWCGb28fJVes8IotVzA1PsK+/tH5fsovCaVKjUOTKbKFMj6nma0DMfLlCn0BB1sHIiRyJRyqRD4eZGnAhc1i5OEjQX6yZ5KpRJ4reprY2O3DZjGxptPD69Z30OKysH88wdMjMbr9Dl61qh60ADAYFKs63CxpcRJMFRmN5ti82M+vX70Yj8uO1ppCPs/u4QQ/2jNBOFVgMJyhVK4xEozx8/sfYsuaJVSNVvaOpxiN5blubS+YLNz95AEGwxkq1RrJfJlDkykMBsWuB35CPjLOIw8+wEQse0HO22OPPcYnPvGJC/JYQgghhBDz7VwyLu4Cbn/Osj8DHtRaLwcebPxfCCFeciZiWfwtbfS1utnY00Szy8JYPEfny97Mlle+hq//8z/wx7/3cZ4cqGdP9LbYuX7NYn7719/E4ESIL//oIbYdn8TRdy3NPcvYtKiJriYHy1qdtHpt7B1L8O1tIyxefzW1YpYde/ZRq8mwgOeKZor8ZM8E8WyR6VSeBw4H2TUS58Bkkq8/OczxUAqzQXHfgWkGwhnaPXZUOkQlE2ZpTxfFco14toTRoFnb5WVZwIPJpFjV7mJdlxeDQWE2KvLlGov8Dm5e1YrBcPJXodVkZE2nh84mG1OpAoenkmzubeKGFe0YTQbsxSg2s4Hj02me6I9QKtdwWk0cfOJXlPJ53vrGN+G1m8kUyhycTGJr7kBFRzk+PMYjR0P817YRnuqPYDUZWNPh5hv/+VWcTieR0eNs3bmHdKE8x9k5e9///vf53Oc+R6FQOO/HEkIIIYSYb2c9H5/W+jGlVO9zFr8ReEXj928CjwB/eiEaJoQQL5ZKtUYoU6bP78Zrr09XuSzgIp4tUzPZefOb34S52cnXnhhkMlGgs8nGaLRAupDi5TdexwP7xjhw5DhuYwVvcyvpipGRaI7VHR6anRYcZiO/2DfN8VCaWksAZ+dKdu8/QrpQweuQ6TFn2zkc4/BUkrFYFofFRDxbwmBQ9ayLUgWjUhydzpAqlulusnPtUj//ve8JbJ4AFlcTZpOBKxf7KVVqNLsteOwmzEYLS1pcmAwGDk6myBQrbOj20tvsPJFp8Vxum5mV7R4qtSSjsTyliuZlK9uxGhSJRJxbl/g5GqzX3KhSYzQc42e/vJ8br72K6aqDXDGLwaDIFipsG0rQs+VVjI6NsjxbYtdwjE2LfGxZ4mfn9m0cPd7Ppz//r/ztX/05jz36CK+64erznjZ1pmbL9PQ0vb295/VYQgghhBDz7XxrXLRpracav08Dbef5eEII8aIbj2WJJ1MsCbhPLBuO5hiJ5fDazfS1upiI59k/kSSeK3F4MsX9h4Psn0jxwKEQG7Zchys9zMj932RRs42DkykOT6UIuCy0eW1c39fC8lYXGjAZTXT1reJIMEs0K7NIzBZJFXns6DQPb93FfbsHCCZz9AacpAtlPHYTHpuRaq1GTWtaXVZevbqdTKnCWChOa4sfn9NKq8fKlb1+Ni5qwmOzEE4X6Qu4sJoN7J9IUqxUWdnuZmnANWfQYkbAbWVZwIXTYuTwVL32idflJJQ3YDUZMKAIpfMYUGx9aisVi4erXv02YtkiPX47S5sdeGwmdE3jaFtKfHqSHrfCYzcznS7w4KEgn//GD/Evv5Jrbnk9L3/9O3jk3p8TTRdOOfvIuZiZJWcmgCGEEEII8VJ2wYpz6nop9DnznpVSH1ZK7VRK7QyHwxfqsEIIcV5KlRpHRqcpp2Ms7qrPKBJMFTg6nWIykcPvtOC2mWlxWbluaTNrOzxUdA2PzYjFoJlIFPC7rPzF738M1+J1LOtbgddhJpgq8J0dI+wcjuJ3WLluWTM+h4VwpsDithbC8RQHJ5Lz/OwXjni2xC8PTvHEnqPs3n+Yp/fs51+/9m3+8es/ZNuBfoy1CpliFbPRwNIWF7esacNsMhDPlpgcPEpXVyfNLgt9rW7MRoXTaqIv4MRjMxNKFxkIZXFajazv9uJ3Ws66XT1+BzevbuO6Zc04LCa6rAVyqThTySJruzxkilUOTsZ5asdOVqzZAHYP1ZrGajZgMhkwGA2s7XLR2erH4PCQm+jn+mUtoOGBAxM8OpDgjptvZMPiAC9/xauIJHMcOHiIYOr8hnjMBCxmAhhCCCGEEC9l5xu4CCqlOgAa/4bm2lBr/VWt9VVa66sCgcB5HlYIIS6MyUSecCRKJRmio6ODVKHMkakUh6dT+BxmAm4b/eE0wVSBsXiOI8EULquJbp+DXFkTzxQZieYZq3r5/L98id988y28enU7AZeFvaNJvnD/Mf7t4X5a3FY2LfLhsJjwdPSSTafY1j9NOn/+9Qxe6qaTebYNRnn4aJDxSJwmK9x+1XKae1cxmVU8vWMH3/rJryimY/T4HficZtZ3einXNJVMnKrWLOvuoNvvwGE1UijXaHFZyZSqbFrURLfPzuJmB2s6PFhNxnNun8loYHWHh0XNDnraW4ge2UatVgMNPU129h4eJBWLsP7q64nlyrisRkajefpDWUajOQ5NZnG5nDjbl/Dw8TDTqQI3rQhQCx2jZrSy4RVvxGY28uuvvxmrw8lDjz5BKF2k+gJroNRqNaanpwHJuBBCCCHEpeF8Axc/Bd7X+P19wN3n+XhCCPGiKZSrBFMFyqkoulIk0NbB3rEE+yaSeKxmrljkY/94gn1jCQZCGYaiWWo16G5ykC9VqGpNs8uK32nBazezqM2PRhHLlSjXNB1eK80uK1sHIzx8OIzdbGDzoiZa21rR1SIDExGe6L88MtASuRKHp1L0h9KMRnNMJwtEMkX2jMa572CQJ/rDTEbSxAb384a1AW5/2SZWLu/jlTdcy2tveTl2k2LP9icoV6vkShUeOhomX6owOjaOwWDmls0rsJkM1GoapcBiUlRrmoDbxuJmJ51NdpQ6/dCQ01FKsbzVTVdHG8VYkC5njWShjN9pZnB4lI7119Hd1YHDbMRlMeGymbhuaTNXL/VhMEBVQ1NTE9OxNOlCCbPRwK4ff5UOc4GY8vBvD/eTx8ING1fx5JNPMJ3ME0q/sKyLSCRCpVIBJONCCCGEEJeGc5kO9XvAVmClUmpcKfVB4B+AW5VSx4FbGv8XQogFZe/hfv73vscJp4sUK8/WDhiP5wEoJeoXd0VbE48dC5No1J743rZRHjwcpD+U5fB0itFonliuyIHJJIlcGbNB8aqVbbzlqm68dguJXJlEvozDYuK16zq5Y30n1y9rxu+08ORAmEeOhqnUNJuX91BLx8kk4zxyNMxELPfin5QXUaFc5fBUmvF4jqPBNNuGotx/aJq7n5lk53CcTLFMMlekEA+RP/oUV9zwSvpDObp8DhQKjz/AtZvWE5kYYeDI4RMzdgRTRQamY5h1CVdzK0emMxTLNVpcFtKFKhaTwmM76xrUZ2QxGdi8rAOlgGycJoeFZw4eIRUcYdXK1XR47aSLFYaiOVpcVtZ0erl2aYBFPjtWoxFvk5+SwcL2Y5M8vvsQR4JZ3nDry2lx2xiJZnn4cJBfe/3tTA8cZP+Rfo4FM9RHYZ6b2VkWknEhhBBCiEvBWQcutNbv0lp3aK3NWuturfXXtNZRrfXNWuvlWutbtNaxi9lYIYR4If7qH77IR//oz+kPpdk9kmDPaJz+UIZIpki710ZoahJlsvDAYIGnh2MUqzXC6SLJfAm33YTPYWZLr5+bV7Wyss2DyaBIFcvUNFjNBq5b0szaLg/pQgW/08LLljezot1NpVZjNJZndbubdq+VkWiWbYMxjA4PNpeXWmyEYqXKj56ZIJkvzfdpuihqNc3xYIbxeA6LyUDAZWN5wMXqDg9rO930+GzUtCZf1kwe283yK64iVLaSKZbpbLJhNSumUgVuunINfc1Wnvzl/+C3KQIeG+F0gVBwmmWtbmoo2jw21nV56fE5SORKNDut55VlcSqr+5ZQiU0QCk6zqaeJPQ/ejaeWZXlvD4l8PZjV2+LkbVd2s3mxj2UBF0ta3XjsZnra/KBMHJ+M899PHsTRvozlm2/gjrXtdDc52D+ZYPHGG9HJaY7sepLBcIaJRnDtXMwEK0wmk2RcCCGEEBdJOp3mD//wD8lms/PdlMvCBSvOKYQQC1G2WOHY4DDR4SO0mgr0tjjq02zmSpgMis4mO2NTIQJX3cGxcIaA28qSgAun1UiP34HW4LIaafVYCbit+F0WFrc4WdLsoqZhz2ic72wfIVkoYzEqJhN5dgzFeex4iFK1hsdmIpots6TFhdduJleskC9WCfQsYToYYXmrm2imyEOHQ0Qzl94sI6OxHOPxHEaDQmmF0aAoVGqUq5pErsze8RTHQmmy2SzBYITeza8gmC7gsZtpcdqwmIyUy1WS+RLXv+G9FIwOfnnPPSxpdnLjMh/jD32Xl68M4HdYWNvpodVjI1moB5WaXWdfhPNsLV68mGo2jg4PkB7ez6GHf8xbb385HoeZUKrI0oCLzYt85BuZH32tLt5+ZTcr2txsWdGJTRdIZrJMZBVrN12JyWpn70SSZa1OCuUaOybz3HTb63jsR3dhNRnYNRI/56yLmWDF+vXrJXAhhBBCXCQPPfQQX/jCF3jsscfmuymXBQlcCCEuaRPRNGNjY1RzCYaOH6HDa2dlu5urFvvYtMhHoVzlWBLcSzbgtpq5aUUL8UyJsViOVL5EMl/GbTNTrcGxYIpdI3Gi6RIOi5E2j5VMqcLxYIbJWJ6A20oyV2bPaJxQssB0ssCyVhdOi4l0oULAY6Vcq+G0mQgEmk/MHLHIZ2cwkmUwnAFAa022WCGYKiyoYEYsFjunuwqxbP08htMFCuUaLpsRr91Ej99Oi8tCMJXHbFBkChXGxycw2hysXtlHm8uO1WigP5wGwOewsnc8Rd7k5Jp1fdz3o+9gKsSxZ6fIB4dYs3HLSYGKSLqEzWzAbTNf8HPgcDhobW1laGiIz3zmMzS7rPzunW9iY3cTDouRFpeF1Z317Jtwuv7atbhtrOrw0OKyssJdIjk2gFZGnL1X0OG24HfWp9xd0uJkIJRh3aveysjgAJbMFJFMkdFzHEo0k3GxadMmGSoiFqzdu3czPj4+380QQogXbGJiAoBgMDjPLbk8SOBCCHHJ0lqz+9BxKtkk1KocPHjwxDqlFJlihT2jCcIVK067nU6vjUKxSiRbJFeqsH0wDhrWdnpRaEKpEh6riSanmVaPnddu6ODGvhaWt7lpclqYTBZI5suYjAbKWmM0KMxGA11NNkLpIqoG1aomXSzT3eonHZnk6ESMbKnCdLLA3c9M8NixEE8Px9k3nmQwnOV4KEOhXD3Ns3zxvPzlL+djH/vYWW1bKFfpD6XpD2UoVTVrOz1c0eOjr9WNUrB9KMZkIs+xUIp0vsrkcD9dPgfLOprJVarEsiWsJiMr2t1sXOTFYzOzot3NX/z2nRAe5D8+89cMHNgNaHpXrsdiMuCymihVaqQKZVpc1ot2Hnp7e3nggQe45557+J3f+R0WtzaxZWkzr17TztJWF6FU/f0zEs1SrtYA2NDtxaAUV6xZTWFkN5ZiEpPdzcHpNCvb3AxFc3T57FhNBkwdy7F1r+bx++/FYFDsG09SO4cZRiYnJ2lpaaG3t5doNEqxuHCCX0JA/bP5tttu48/+7M/muylCCPGCzQRfJXDx4rhwVcuEEGKBSebLHB8YopqNo5Ti0KFDJ607MJ5gMJwhnSvR1e4kW65yNJTBaKgX7syWK7x6TRstbgvHQhl6/HauXOzD77TisJhIF8oUKjUyxTIbu71YzPWpNgfCGXYOx+jxOfDYTPh7mjgWzjASywGa0WgWV3MHymRlOhpHmSz0+GwcD2e5/2CQK3t9LAu46fBaGQhnGY/n6Gt1z9NZrBsfH+fgwYMkEgm01qetHaG15uh0msNTaYqVGht7mtjQ7aVc1RwLptk+GGUwnGY8USCUKmKqFogM7ufWt7yeTLGKw2ygL+CkWtWUaxqz0cCHXx7AaDBQA/70jz/BX//1/+Ho0aO0trVh8zbT7LSglCKWLaIv0jCRGUuWLGHHjh04HA4++tGPAtDVZKfDY0MDw9Eso9Eq/eEsTquJNZ1eml1WlrQ4SSxfhUqH2Li0DWVQ7BtLYDcbafPYUVphMxtJlzTLb3kXP9u6h+veYiCYKjAez7Go2XlW7ZuamqKjo4OOjg4ApqenWbx48cU6HUKcs8HBQSKRCAcOHJjvpgghxAs2E7iYmYL8UqO15k/+5E9473vfy/r16+e7OZJxIYS4dIXTRUaGBjFWClxzzTUnMi6qNc2BiQT7J5OMRLPkSlVcDjulchWLQWFSBhK5Mp1eO2aTke2DMZSCG/pa2LjIxzVLm1nf7WV9t5e1nV6yxSpPDkQwGRSL/A4WNzvZ0uvH57QwGMlSqtR473WLaXZZKVbqQxmU3YPR7sGej9DqsbK608urVgVY0e6mWNFMp/IcD2UplGsn7uDPp8cffxyop0WOjY2ddtuhSJb94wmypQor2txcvcRPMlfmsWMh7j0wxf7xJBPxPIVylVa3mURwnEp8khuv3YLBoGjz2gm4bZSqmkKlyuoON5sX+1nS4qJYrvHrH/oYPT09HDx4kI1XvwytwT8zTCRTxGEx4rBcvLh8b28vAB/84Adpbm4+sdxgqNfwWBZwsaHbi8tqYttglAcPB9k5HKNQqZGtmfnLz36ZX7v1ZTS7bIQzRbYPRqhUa3T7HfgdZlKFCk3dK4lWLKQj05QqVQ5OpU5kb5zJ5OQknZ2ddHZ2AjIlqlh4du7cCcDRo0epVhdGRpkQQpyrS32oyPj4OJ/97Gf58Y9/PN9NASRwIYS4RFWqNWLZEiPHDrBq1UquuOIKDh48SDJf4onjYZ4aiJLMl6mVCxSj4xhsblKFCoVqjX2TSYxGA5sWNTGVyqOB65c2s66riQ6v/cQx3DYzV/X6uXF5C+UqDEeyPHIsxLHpNFt6/bx8RYBmp5WJeJ50ocorV7XS4jZjNiq6Aj6MtRKx4AReu5lssYJC0eKysrrDjdVkxGRQVGs1ItkiY7Fzn13iharVNPvGEzwzlqA/lGYqmeehx7eCqn9lPPXUU3Pum8qXuffgNJPJAssDLrYs8ZEqlHnkWIi9YwkmEnkquobTamZdh4flrW5Gdz3E6qtu4HiihtVkYJHPQa5UIZQp0tvsZENPE0opvA4zfqeFaF7z95/+RwBWbbwKi0nhtprIFCukCxVa3BdvmAjUa0c4HA7+4A/+YM5tml1Wbl7dSo/fQSJfJl+qsqTZwaoONxa7kyrgd5kxAPFcmf5QhmAyj8NqosNjZ8PyLiwti/jVEztxWExMxvOMn2Wti5nAxUzGhdS5EAvN008/DUChUGB4eHh+GyOEEC/QpT5UZGBgAIB4PD7PLamTwIUQ4pIUy5WoaTi+bxfr1q9nyar15KzN3L97gIMTSQwKrCYj8UQGs7eVosGOw2KiWK6RyZfp8FpZ0uLiDVd0cfu6Dq7vayEwxwXxpkVNBNwWKjWNAkwGxXA0R7pQpqvJhstmIpEr4XOa6fY5qWowGhT+zkWMRtMYDPX/u6xmJpMFAi4rLW4LR4NpBsIZ4tkS/cE0qRdpytRIpki2WMViNJDMVxiO5Hj84DBXv+VDNK26nvue2k0wVSCeLZEpVqjVNOVqjbFYjm9vHWI4ksVsVLhsJipVzf7xJEORDFPJAkoZaHZYWOS347AYScbDjO19kmXrriKeK2MxGfE6zBwPZvDYTFy/rBmryXiibYubHdS05rpbX8dX/v2r3P6Gt+JvTHs6Ec9jMiraLnLg4u1vfzvBYJAlS5acdjuHxcQtq9u4cpEPk9FAvlzjql4/q9o9TMbzjMbymIwGDEqxayTG3vEkvc1OepsdbFnaht9p5shUArPRQLZU4Xj4zPVOqtUq09PTdHR0SMaFWLB27tyJ3V4PAh8+fHieWyOEEOdOa33JBy76+/uBhRO4kBoXQohLUjhdpFrKMzJwlDe977fJ+/swty5l26FhWroWU6possUi2UyWWimP3WbBalL0h9LYzEbedmUPd6zrwGo2nvFYTquZ5W1uDk6mWN7qYvPiJqKZEtPJApVa7UTdBYvJQMBp5gj1GTfc/lamJyfJFStkLFWanVayhTI7h6O47fVZN7KFKvlyhVJFE0oXWN3pxWExsqrdg8V04WPPWmsmEnlcVhNrOj0ATIfC9O/fyVs//jcU7c1sG4nSH0xjMBjIlcrEsmVcViODkSzHglnWdLrpbHKQyJV5sj9COFXkyHQGq8nA2nY3SmsK5SrBVJGD+/fi2XArnvYePDYzdouBY9MpMsUKr9nQjs95chDCZjbS4bUxmShwx1vfzUQij99pIVusEMuW6PbZMRkvbkxeKYXL5TrrbXtbnLhsJgZCGfLlKi1uCwGPlaXNLiKZAiaDolipkSmUSRUqNLssRDIllgScPDMcw6QAFKPRHGPNOZa3zV3vJBKJUK1W6ezsJBAIYDQaJXAhFpRarcauXbt405vexPe+9z0OHz7M6173uvlulhBCnJNEIkEul0MpdckGLmYyLmKx2Dy3pE4yLoQQl5xCuUoqXyE2OYzB7sHStozlvYsoR8dIhCaxmo3UdI2a1lQLKawdK8hWjIw17oC//ooOXruh86yCFjM2dHux1q8wcVpMLG52smmRj26fg84mB8WKplzVFKsal6WegeH0eCmZHOwYCBPNFHDZjOTKFe49EOTn+yfp9NrZvLiJZa1uHFYDA+EsJgX5UpXjoTRa12eaqNU0+dKFGSceyZQolGt0+exUa5pQqsD/3P8U1vaVLFmyjNVdASangvRPx4mkCzx+LMKDh4Pcc2Cao1Npuv12Xruugw1dHgYjGXaNxNk7Hqda1dy4vIUur414rsxUqojTamL/vsO09a2nZjDjtBqJZUs8ORClo8nO6nbPKdvY1WTHbFRMJPJYTAqPzcREop5t0eG1XZDzcKG1uKys6/JiMigqVdjY4+Nd1/SwuNmBw2rCYTVSqcKjx8KEGtPgdnctopRLMR0KYTEq4rkSI9EsmeLc9U5mhoV0dnZiMBhoa2uToSJiQTl69CiZTIbbbruN1tZWybgQQrwkzdS3WLVqFdFolEplfmuRXQwLLeNCAhdCiEtOJFOf/nH0+GEs7cvwtrTT3e7H29TE0FSEQrlCrlRlebubQjKKsakNk9mE2WRgTYeXV6xqx3yOd+0dFhOvXlvfL5SuH99iMrC42ckNfS1sWtTEkhYnN69u5ebVrXT5nPi9TdTKRcKJNA8fDfPMaAKARLFEKFlg33iCeK7E0oCTzT1+UPDUYJR2j41UvsJYLE80U+SZRj2K8y3gqbVmMpHHbjaQzpfZPRpnIJzl6T17MJtNLF2yiFWrllPKpnh473HufmaCeK7Epp4mPBYjoFnZ5ubAVIoHjoTwOSy4rEYimWI9C8NrY8dQjESuTMBtZXpsiGRZs2JROzetCPCyvhYqVU2zy8piv4NnxpNMJwvPmwrUZDTQ43cA4HNYyJerRDMl2j22i55tcT6cVhPru7x0NdlZ3eFmXZeXDT1NOKxGWt022n02DEpzNJghki5RdbWBwUz/0AgrOtzkSlWGIlmGI9kTQavnmh24mPlXMi7EQjJTmPOqq65izZo1ErgQQrwkzQwT2bx5M1prwuHwPLfowpMaF0IIcRHlShWGwlkcFgO7Dg/iaO4m0OwnmCoQ2HwrE9EE06kiPqeVpS0OjhUcGE0Wlre62bTIx+3rOk5cFJ+rVrcNr93MSDRHsXJyBsSSFieVmkajuLLXz40rWujt8KEMBlQhg1FpnhqMEMuUcVvNbF7s48jBA/zTXT9i6/EgqVIZn6P+2E8cD+MwG3hyIMzO4ThGpVAKQqnieZ27eK5MrlRFKcVkskCT3cy6Lg/7dmyjd9U6NAYCXUtwLNnI0Ykk+XKVZoeZYqWK323lmmXN2C0GYpkibquJLYv9FMpVTEZFTWvuPxQiV6oScBr4+f0P8Z2f/AqXy8Xrr1vHWzZ10+Swcu3SZj76imVct6wZi9HAUCTLnrE4E4n8SQGMVreVbp+dziY7E/E8RoOifYFmW8xmMhpY1OzAYTGhlGLTIh+tnnodFI/VhNlooFytEc0WiFTMmH0dHBqLsKrVTZvbykQiz3SycCI49lwzQYqZwpwdHR2ScSEWlJ07d+J0Olm1ahWrV6/m8OHDcwbihBBioZoJXFx55ZXApVfnQmstQ0WEuJRVa/p5d4fPR70OQEH+qDtL1Zrm0WNhnh6OcWQqzb5ggbZla4hlizzZH8EcWEra1kkwUcBsVNx/KESmasBULdDutdHts7O2y4PL+sLL/ywNOIH6lKCzOa0m2jw2gqkCLquJLb3NvHnLMsgliOXKeGwWyhWN22bk+mUtvOmKDrb916cZ3v0o3//JPYQTeSpVTaZY5lcHp3nwSAijUmg0y1td+J0WIpnieb3/ZqYozRYrNDnMLA24KOSyDKQVvUv7CKUKjKbLeO1mClPHWNnupopi73iKSKbEylY3g+EsA+EspWqNf37wGE/0RzAqRShVYjyRJzg1wb9860ccHImyasVy/ub3PsjN67uZShXIFCusavcQcNtoclhY1+VlTacHh8XEaDTHoakUpUp9SlClFD1+B1pDNFvPtjjXLJmFIOC2sq7Di8VkwGY24rCasBqNtHpsaA0OX4CxVIU9Y3GuXuJHazgynTplcAyezbhob28HJONCLDxPP/00mzdvxmg0snr1apLJJNPT0/PdLCGEOCcTExP1GxCbNgGXXuAiEomQSqWw2+2ScSHEpaZcrbF3PMGu0TjDkex51xyIZorsn0gyGM4yHr9wU2FWqrVLNhAyFstyeDKFQcFUIs9Uqoy9bSnbh6OMxwtY7C5qBhO1aolKVVMoV6gUC9hVhXavjeuWtdDmOb+79jazkW6fnXi2fGLIyowenx2TQTEUyeKxmbhmWQudxWGKqSjpYoWKrhHOlAini3zl7seJxJLcutzL4I4H+MndP+GKbi/LAk6KlSo7hqJYTQaanRaOhTI0Oy2Uq5p4bu6ZR2q1eoHPmYv/2RK5EuF0gVypQqZUIZEtsWskzld/vhXlaMIa6OVIMIPLYmJZu5eJgcNc0+tj46Immp1mQqki39o6zOGpJIlcib2jCSaT9SKfi1tcZPI5du7axS8feQrsXt5w01X80+++i1etW4RCEc2UWNzswOe0nNQur93M6g4PK9pcZIsV9k8kyc6q8TCRyKPgJZFtcSpWk5EWt5Wre/3c0NfCDUtbCHisLGl20OWzY3W6yVRNbBuMkcyX8TrMTMbz9IdSDIWzz3u8yclJAoEAFkv9PHZ0dBAOhymVXpwZaYQ4nUqlwp49e7jqqqsAWL16NSAziwghXnrGx8dpa2uju7sb4JILwM5kW2zatIlCoUChUJjnFkngQogLQmvN8WCGcqWGx2ZmOlXgmbEEByaShNPndhe8VtMMhjMcC2awm400uyyMx/MkciVShTJDkSz7x5PnFBjRWpPMlTk6nWbnSJyx2OkDIbWaJpwuEs++dC528qUq+yeSVGqaHr8Dp7FEyewGZzMmgxGjAmWxU46N06KymIyKfLlGuVzCby6zobteg+JC6PDacFlNDEeylKvPBglmhgmkCxXCmSJWk5GN3V6Su+/BZTVhVIpcscx0Ms/Du4/QvP4m3vSxT/KeX3sTB48O8Lm7/pflrR429TRhUAa+//QoTw5ECacKRDJFLCbDnEMIcqX6Rf9AKMszY4nnDb0YDGfpD2dI5MvYTQYMBtg+GOGnh6LYl15F1uiiw2ulw2tnSe9SMqFxUpFJgsk8brsZv8PMdKpIsaLxOa0oBV67hRuWtdBkN7Fn506Gn36QTSuX8vvvuJV/fO8rub4vgMtmYjJZoNVjpbPJPuc5bW4UtwQ4OJkimilSKFeJZIq0e20XZYaVF4vfaaFSg76Ai96As/5/rVjT4cXvMKHMVnb2T7N/PIERSOTLDIZz7BqJMZU8uS9PTU2dGCYCz9a6uNTuBImXpkOHDlEoFJ4XuDh06NB8NksIIc7Z+Pg43d3dtLW1AZfe9+xM4GLLli3Awqhz8dL9S0+IBWQ0liOZL7Mk4GRlu5vNi3wsanZQrtbYNhjlvkPTpArlMz7OzMVlMFWkq8nO2k5PoxBjmV/sn+KZ0QTBZIFIunjSrBJzqVRrTCXz7B1PcmgqRbpQxmoyEM6c+uK2WtNMJfPsGUvQH8pwNJgmfRbtXggGwxkGI1ncNlP9QvnYGEaXj4DXhsOsyJaqrOjwUo6OMxqsZ8VkixUKoTF6XZq2CzjUQCnF0kC9psVINHfSuoDLitNqJJisvwbr1q5let9j3LK8iU2LfDgsJmLpPIPHjrJxwzomUiWWXX0z129ay+6Dx/nKjx7EZDSyst2FQvHYsTD/tXWYu54cJpYpMBzJksqf/JoFUwX2jycJpvPsGYuzfSjK3bsn+OHOUZ7qD/PIkSD/vXOMsVgOi1ERSZfYPhTjyHSKaCqHw26ly+9g0yIfoFm/ahnVVISHdx1hKlmkXK1hNRvwOc147Wa29PqwmQ0YDTCWyHF8Ks6hh3/Elqu3cNPLruN1G3vwu6ykC2UGw1k8dhNLzyJoNFPc0mExciyY4ch0GgV0eOcOeLwU+BtZJvF8mdUdHpa3uanUarhsJq7o8VPJxEllsnhtZpy2+uwrBqWJ5Uo8eDhEdFZ/npycPBGsgGdrXUidC7EQPP300wAnAhednZ243W7JuBBCvOTMBC5cLhd2u/2SC1z09/ejlGLz5s3AwqhzIYELIc5TOF1kMlGvkdDqrqerW0wGuprs9Pjs2MwGwukie8cSjMVycwYbQun6xWWlVmN1h5uOJhsP7TrCR/7yU6haPeCABqfVSKlW43goc9ohJKVylR/vnmBrf5REroTHbqqnnpsM5IqVk6ZULFdrjMVy7BmNMxzJYTMbWNHmwmIycDyUOSlrYCEajWbZPhhlKlHAoBW7x5I8M55Blwr0dfhJFas4rUY29QZw1nKUI8Ncs7SZFc0WStExOluaCLitF7RNTquJriY74XSRxKzhG0opWlxWMsUKhXKVNWvWoMsFVCbIqjYPbV47g+OTaHcrqzZuodNjp6PJzsc/8E7WLm7h6T172bNjK9ZagbWdHrqabKSLFfaMxnnwcIiDk0l+sX+SncMxjk6nODSZYjBczzAJJov4HGaWNDspVKo80R/l608O859PDBFKF1ja4iRbrHI0mCaWKUFNEzu8jdWeCuu7mihWNCjFku5Omnw+Dg6OU67WaHPb8NotXLnYT2eTnd2jCaK5Mi1OC21uG9P9+6nZvazaeC3XLvXT1+pGa81QJIvZaGBFmxul1FmdV4vJwJoODwG3lXypSqvnpZ1tAfXhRW0eK9PJApOJAtct9dPqshLLlmgLNKNqVeK5EhOpPGs6PNjNBnKlGn6nhWK5yqNHw0wk6p8FcwUupM7FS4vWmli2RGUBf/ZWq1W++c1vUiyefVHgnTt34vV66evrA+qfhzKziBDipWhiYoKuri6UUrS1tV1ygYuBgQG6u7tP/B2xEDIuXngFOiEuc6F0AUU9xd5tM9HbfPJMFIVylaFojla3DbvZiEYzHs+TzJfpa3VhMxuB+h+oY7E8E4k8HruJ5a1u0oUye8cSfPWb3+HH3/82rcYcf/pXn+ShIyHieRMr290cmEixZzROk8OM22Y+6di1mubBIyH2TSTo8Tlo89anz0zlK1RqNcbiOXr8DlxWE4VylYOT9aKHfqeFzibbicezmAwcbFz4rmx3vyjn9VxMJwuMx3M8M5bgWDCN2ago1SoMhTJk8xlMlTSJosakFDcub+WOde38xJYmufsXvP2Lf87nfzJBrVSgI+DHazef+YDnqKvJTixb4ngow7pOL3ZL/TX3Oy2MRHPEsiXWrl0LQGrsGK9+2TW0e2384Pvfw+W0s2LpIpQBEtkyI7E8b3rL28jf9Z/87O4fcc9Dj2Np6cbh8eMya4y+LgIuC61eK6FUsT7spFzFazdzVa+PvaNJylXN2k4PVQ0eu4m+VieTiQLD0Qw+p5VMsYrWmiUBJ9PJAonQJIXJY6x4+5tY2+mlUtN4bSaC6SJdN76NkXiWv1rRQrO7HqCJZosEkwUGQhmsZgMtLQ78dgvbf/k/rOpdyU3rl/Cy5QGgHvDLFqssb3Odc6aLwaDoa3URcFtxn0ch1YVkaaB+HsbjecrVGhsXNbFvPIXDYsRtLFEsFNjWH6Xba6emIV+q9+fuJju5UpXDkymqlSrBYPCUQ0UkcPHSUanW6A9niGfLuG0m1nR4MBjOLrD3YnrggQd4//vfTy6X4yMf+chZ7bNz506uvPJKDIZn+/zq1av51a9+BUA8W8KgFF7Hhf88FkKICyWbzRKPx0/Ut7gUAxf9/f309fXh8/mAhRG4eGnfphJinkwl8xybTvPQkRBGg3reHWOtNf2hDFrDynY3AbcNu9nEslYn+XKVfeNJQukC1ZrmeCjDRCJPm8fK8lYXI9Esx4IZlK7y4C9/js3bwr//z/3c9avtJPIl8qUKRqVY3+kmkSuzfTBKtaZPZHLUapqjwRQ7+oM8fM+P+e7/+wz/8S//xOM/vouxPY9SDA2jazUOTiYpV2scmU5T05p1XR5WtrtPCoK4bWYWNzuIZUtMJi5cgdDT0VozGs09r4ZHJFM8abhNIldiKJIlmq1fMFtMBpa0OAkli0SyRXLJOK5AF+lClQ6vjU2LmvDYzKxbuYzDhw6RL1UIxxJQKdHX3XrWd/zPhcGgWNnuxqDg8PSzM2LYzEZcVhPRTIlFixbhcDjoP3KQdq+NgCHDkfu+y7JF3cQzZd6yqYurl/rJF8ocmc5w05vewzs/+DFufvWrWbesC7+5QiYWZmq4n8FQkky+jNYahcKoFDaTgePTGYLpIou9Jv78k3/P3376s3zr299lz9bHKIZH8JurKF2fstRhMTIUrtfmSI4fQ1lsrF7Zh9Vk4IpuL1uW+HFbjXhaO8lkMgxNx4lmStS0xqgU5arGaTXS7LRiM5kIHt/L5JHdvPN1N7NxkQ+b2UilWmM0lsNtM9HieuGZLl67eUFe0L1QPX4HywJOkvkypYqmzW2lxWWh3ecmHw+SLFQ5PJ3BbDKSzFcIJuuFsqwmRbpY5qkjY+Dw09bRSTxbIpEr0draisFgkKEiLxH5UpUDkykSuTKtHivpQoXBSOaiHS9brDAWy5EqlM+5aPP27dsB+N73vnfGbSOZIslMjr17954YJjJj9erVTE9PMzIV5mgwzbFQ+pQFhGer1TSF8vkVwBZCiBdqYmICYF4DFzO16w5OJtk7lmDXSJwdQzF2jcTPmK03NTXFm9/8ZkKh0JzbDAwMsGzZsgUVuLg0blUJcRFprRmN5WiyW/A6zCRyJYbDWcKZItliBb/T8rxU9fF4nnShQl+rCwCbycBEoUKpUmNth4ehaJYjU2liuSg+u4UV7S7KVc3deyexGA0sC7jY/uhDZMqav//kn/LFf/8GX//af/Klz/0Dg9EC39k2Ui9AaTGeGOfvspkxGhWJbImJeI67f/Yzju1+kh6vjQNHjvPd6RGUwYgy23jdr93JbW98G48dC+G0mHDbzeTL1edlbkC9fkC6UDlxoXmqbS6kVKHCRCJPoVJlRVs9y6NQrnI8WP/jvd1ro9NrYyCcJV0ocTyYoViu0e6xkS9VeHo0RqmiyRQqtHW24ndauKKniUq1XkDVu2wzeft9/HJXP5FEmmouwcrFnadr0nmxmY2sbPdwaDLF0ek0azo9GA0Kv8vCaDRHqapZs2YNBw8eBOA73/kO5dAgb7h+HQeiWbYPx3CYjazu9OCMmRmJZnH727jhihX4nVZMSnFwYJj/+0//TGXFWoYiOdZ3m8mV60NRdg1nKFRq3Ly6jW1P7+SpZ45gL8WITwxR0+DouxqDw8ONWzbyrne8jUpFYzIqUvkSzwxN07V0FU1uFy1uK60eG+FUga2DMTb3Btj2zV9xrP9G7E4XDouBqtasancTSluwmgzctDLAR/7vl+ju6uDa666j1VMPUtSzCjSrOy5MMdRLyczQl6PTadLFCvFsGUdzO5XQAAbKJHIlrutoJpYpMJ7I4rKZaHZZyBSqjIxN47riNoKWLvZNJChXNdctbaatre1Fy7jQWjOdKmA3G2lyWM68gzgh3sjOMihY3eHBazdjNRkYi+WxmupZcmerXK2hqBcEnovWmq/+7308/vQz/NHHPoTVVH/N/E4LXrsZ4xmCgjt27ADg8ccfZ2xsjJ6enlNuF04X6Q9lGDh+lIpWbNmyhVpNc2Q6jctqYvXq1SiTlYd2HWbTFRsolKuMx3MsDbjmPPbRYJpUvsy6Li/OSyTrSgjx0jETuOjq6gLqgYtt27a9aMfPlSocDaYxGup/Z9rMRowGhdGgmE4WmEjkWdw8999YP/jBD/jJT37CG97wBj7wgQ88b306nSYUCp0UuFgINS7k016IMwhn6jUsppIFOrw2phIFQpkirS4bAZeNWLbEIn/txB+IyXyZiUSegNtKs9PC3vEE+VKViXie6WSBJS1OiuUqA5EMlarGZTGSL1bYNhQjX67id5rZOx7ny48cpXn9TRg61/Gxj32Mv/jNX+OR7/dy+/t+F4vRQCxXYjJRJZwusnskxk0r2vA6TByfTvO/j+5kSjex+rUfZn1fN8taXThNNbpNOf7tX77I4w/cw+obbiOcKbCy1U0xksXrMHPbmvZT/qG7tMVJpljhWDDDhm7vBStieSozhQZj2RKlSg2LycB0soBS0Oqu1wHYP57AbDQwnSqQLlZocVpIFSqMRLOUqxq7KlOtlPE5bbxseTOrOzwoZSBfqmBvXYRt0QaeOTpMIZuikgrT29N10Z4PgMtqYnmri6PBNMdDaVa2uWl21gMXM8NF7r//frTWfOtb3+LGG2/kg7ds4G/uPsh3t41gMxvpaXawos1Fp9fGoakk4Ux9StdYtkTN6oF8klopyWDYTTRTxG424rCayJaq+J0WhqNZ9g1MUo4MM7LvCTIVA9969DAHx6OMDQ/w8IM/x1jJsenmNzMaz6M0TOcMdPdtYjyeY3mbmx1DUX51YJpytcZHbr+SL/9JlJHB4yxfvRan1YLPYcZqMrK4xcHyVjfTw8d47JGH+eNP/QtOmwWPzUy+VGU6VZ9FRC44Tq3JYWFdl5eZSV/6OlrYc+AIOp8lX/ZSrtXw2K0Uy/UZiAZC9Zlc0pksymgiUnNyZDKJyWgk4LLS0dFxUTIu0oUyU8kCfqeFFpeVcrXG8WCGZL6MUrCyzf286W0vN7lShVypSr5Urf9brlLTmhVtblyN93+tpplM5hmL1acPXtHuwmqqDyvr9jkolGuMx/PYzMazqsWTyJXoD2VQSrG203NiWOJz7RtL8OUfPUxwbIiXX7OL17zyeuK5+nTMJmM9k3CuIXRaa55++mmuf/kreerxR/nBD37AJz7xiedtly9VGYpkcVlNHDlyBHPrEtZv3MxQJMP+iQQuiwlfdx/mwGJGR0Z41203MJ0sMJ2q141yWJ7/GRFKFUjkyhgUHA9lWN/lPWOQRQghLqTx8XHg2YyL9vZ2IpEI1WoVo/HUn7kXSqVa4+h0PWixvqvpeTdPqzXNdLJAm8c25+f//fffD8DWrVtPGbiYmVGkr68Pr9eLUmpBZFzIUBHxkhbPlhh9zqwNF5LWmol4HqfViN1s5JEj9eKHPoeF5W0uNi5qolzVTCbqKduxbJGDk0lsZiNLWpxMJPKE00V8zvpMCz6HGdAk82UclvpMCjWtufdQkD0jMXQNihXNoZEoQ8PDbFy1lLJW+Bev4q13fpDPffkbjAwN8tarunnvdb2s6/JiMRlI5Mv8aM8Ydz05xE93HGM0mqO5ycOGFT1ki1UK5Somkw1boId3vuvd5AxO9h4fYTCc4dBUikKpwkAww0gse8rzYGoUUKxUawyEM+ecUnwu5zuWLeGymtC6HjSq1jThTJFmp4WlARcdXhvJfIXjoTRHplJUqzUmknksJkW2WEZpMJQLVJIhups9FMqaaLaM124iU6rgC3RQzcbIhMeoJKfxGMtYrRe2MOep+JwWlrQ4iWfrU9razEacViOxbIk1a9YwOTnJgw8+yJEjR3j3ne8hXaywtsuDxWzEbDKwss1Nq8fGVUv8XLe0BYvRQIvLSmeTjVRR07r2OtKpPPlSmalUkf5IjrF4jkimQCxd4PGjYcYmJmm3VigabPzomWmCJTNXrFjKR97xBq6/4608OZLjJ488XZ+VpJiikIrQ1uKnVoMHDwf5yqP97ByOUSrX+NnBEMtuuZOjgyPkShVMBgNeuwW7pV6npdVj40tf+hJ2dxO33PE6WhsXXMPRLEaDYtE53D2+HDmtJq5Z4ufXruzmQ7duQNUqxHJ5qlqTLVTp8FqIZYscm04TzpQATSKVRhuMFJSF7UNxtg5EODadoq2794JmXGSLFY5MpzgwkSKWrV8kj0Sz7J9Iki6UWdLixGkxcSyYJpl7acxKdDEEUwX2jiU5HqwPB8yXq/V6R5p6Rk2hXC+KPFafojrgtrC203MiaDFjaYsTj93EYDhz2tmp6vWSchyeSpMt1bPkHjgU5HgwzVgsx3g8RyJXQmvNrpEYX/nVTkLTU1TiE3z77vvJFqts7mliTYcHs9HAkanUSTPWzDY6Oko0V+XGN76bDTe/hf/6xaMMhDOEUgWyxQrJXJmpRJ7HjocYj+eIZoocOXwQb2s3OyMGfr5vim0DEZ7sj7AvYcLq9hMfPsh0skCtVsNoUAxHnv/dXqxUGYnl8NhNrGr3kC9VGY6e+ntLCCEulpnAxeyMi1qtRiQSuajH1VrTH85QrNRY3uY+ZXHyHn99prXx+Kmvj0qlEo8++ijAnFkiM4GLZcuWYTQa8Xq9CyJwIbe7xEvWzEV0uaqxW87uTtS5CmeKFMo1lre6mEjkSBcrGJQ6cTylFM0uC4emkkyn8gxFshTLNV5/RSflao1Dk0m+/+OfUkkE+bM//D2yxQrZUpW1nR6WtjiJZkscnkrSH8wQShdx2/M0lc2Ehw6Q2n0Pn/i7D+HtbOXpoTgb3/CbPDVW4FNf+DdeceX/I5avkiqU6fLbSObLHJxMUiyVmA7GsVjMvOMVm9iytJmHjkZIZMvkS1WOhzJ4bT24A11MDB6lvaODUrXGZLJAMFXkvoNBfuvlrlPWDXBZTTQ5LBwPpnHbzHQ1XfgpKFP5CuWqZmnAzlQyTyhVwKSgUtW0eW2UKjUimSLLAg4eOJwmlC7gsrpYGnChtGYqWcRqNmKIB6lmYty0dhFud32ceDJfYZHfycv6Wvj/spOEho+RzWRp93su+POYS5vHRrFcYyKRp1StUazUiKSLLFq+FpSBP/2rT+JoX0rfta9mOFJPDe/w2nFZjRgNBrx2M6l8hSaHhVy5isVkYFWzlyUBF9vvgyPHnmLd+nVE0gWspmfTBqtALF9iPKvovv6NfPnhfuK5Mlf0NLHY72QinmfFhisJ0sT0dJDmAw/T3uEHXePt1/Zhddq591CQZK5Cj8+OwaAIpYssWdTJoz/7b7xWA4VSDaWgw2uj1WMjFovx7W9/m7e898N4PB5aGrNkJHJlelscFzVr51JR74eKjb0tNOcnyOWWkmkE7WwmA9lShWK1hs2kyJVqjKVqWFoWgcmC0ahIZovsHkng6lzG5LYnzrs9+VI9hT+SKWEyKnr8dlrdNrYPRnnocIglASdX9fpxWevDVw5NpjgaTLOqw02hUbOm1WM773a8FGitmUzUMyiWtTqxmYwnPlcnE3meGohwPJhmkd+B32VhWcA259AaQ6OO0sHJFMem06zr8p50F61YqVJtTL2cyJXxO80MhkoYFMRyJXYMxVjkd2AyGsiVykwmCsSyRQ7s3gFDT/F7H3wfX/zuPfz8qf1Ur13H5kU+1nZ6ODqd5ngoQ7Wmn/e6PfrUDky+Dq7asAZbNcun/ukL7D08QEdX94ltppN54rkyzU4z+yaS7IsaWLT+mnqAK1/GZjGRKJTQMWhfsYE9Q2EePhrCYTGxptNNMl8mni2dlLUzGM6iNSwL1AtcdzXZmUjk8drN51UvRwghzsX4+Dg+nw+Ho34Tpq2tDYDp6ekTv1+U48bzxLP1GwSeOYZuW01GOrz1z8Z2b+VEdt+MrVu3ks1m2bRpE8888wypVAqP5+S/hWcHLgB8Pt+CGCoifzmKl6ypZIFyVWMzGxpDBC7stHFa12cBcVlNJHIljk5nWBZwcfUSP+VKjYePhtk3liCSKTKZyHNgIonTYqLVY2U8nufpoRhj0Qx3f/PLfP+ur/L1nz7MSDxHqVLBazdRrNZodloYi9UvYrubHHgdZqo1zY4nHmHF8j5UUw8jkRwtLiu5mmLLLa9nqmTl/Z//EV99bIDjwTTFssbvsPCGtc1E9zyAyka5bm0fJa2492CIcKbAWDzPRDxPMldiPF5gyforGTyyn0q5TDBZoFSpYTUpnhlNcM+ByVMW9ckUKyRyJfLlKvvHE6e98/dCRbL1FOUmu5lWt41CucZAOIvTasRjMzMQThNKFTgwmSKaLbOpp4kb+lpY2+7hif4ohXKVle1u4sH6F0pfl59FfifXL/OzqNnBhi4vfqeVtUu7GN37JMnBvXR2tF/w53E6PX47nU028o308clEnry7C2v3Wg5Opnj5rXewpKOZDd1ebl3Tzu3r2lnZ7kEphdtmZtOiJjqa7GhdrwdSqWpMBgM3LfUSObyDDqeRJoeZxX4HbV47Le76kAxDTZOrGqh1bmAwkqMv4GSJ38GDh0M8NRjFajBy25UruKLdxq59R/nefU/h9frIKzsHJlNUq5otS3y84+rFvO3KHt6+pYdrV/dS0YrY9ARjiRyhdBGjASYSef75q9+kiIVb3vTrOK1GDApGolnsFiPtl8nF64V0TbeN3NQA+XKFdKHCZLKAx26m22enWK3XNKgW0piSk2zs8bOu00u5BgcmE1SbFhMtQKVSOfOB5hDPltg7niCeK9Pts7Opp4muJjtj8VwjgGvFbKxPtTyRyJMrVVnd4cFiMrB7JM4v9k9y36EgwVThBR1fa02+VCWUKjAQzrB3LMHO4diCLdCYylcolGsnhjvMBC2mknlGojm8djN2s5EWt5VV7Z4z1gMxGw2sanejgYHws8U649kSP31mgq88OsBTAxFqtSq7hmP88uA0R6bT9Phs9LY48NjNeG1GDk2mGQxnyGSz7L7ne7z3ba/nT//o9zHHBnj8Vz9m/0SSXSNx0M/W2RgIZ0+6c1coV3lkz1FM1HjZlet451vfSDU5zTMP3c36Tg8dXittbit+p5WrFvuwmIzoSpng+BAdnd0UylVC6SLpfJlktoTVqPB1LWfE0InZqABNJF2kpjUjs6YQD6XrQ0QW+R0nAjc9fjtum4mhSHbBvheEEJeeiYmJE8NE4NnAxcUs0BnPlhiP14eit3tP/3dUZ5MNs1ExcoqMtPvvvx+j0cif/dmfobU+Ua9otv7+fgKBwImAht/vl4wLIc5WqlAmlCpiMxvo9jkoVWpMJQu0uCx0NtnZP5FkNJZj2WmKeZ2rcLpIsVyjpcnM9qE4VpOBTYt8tHmsPNEfYSicYSgCG7qaWNLiZDCcZUnAgc9h4b6D0wyEs5SnB8gWyjSv3ML3/ufHfPjjixmP5hiPFfA4TMQyJQYjWVxWI01OE+l8hWImwfHhMW5/63t57HiYtZ3e+kVuuYov0MaSNRvZu28vw6Mj2K0WrA4PbqsiFAyTxcrtW9azqa+NSLpIqVrDYjTQ4bFiMNaHlFTKNfydvWjjDsITI6xevZpFfgc1NPvHEjx4KESr08rabi92c/0P7lKlPp7ObDKwos3FgYkUB8aTbFniP+2d81pNU6hUT4zxLlVruBuZG89Nb6vV6sNEfA4LBoOi2WnhUKVew+PG5S0cmkyyczhOqVojli2y2G/njnUdRLJlnhmLMRjO4HWYWNfp4WfxLB1eK2ajEZ/TTG/Lye+LtWvXctddd+Hz+Vi1atUFe8+cDaUUi5udLG52UqvVA2+ligtzMUE+m+Ejv3b7SUXplFK0emykGxeETquRle1uqrrG9sEYmUIZu8WEbluJY+UNhGNx+jo70GjuWNtBJFvkvgNBYukMymjC6vLQ4jQRSub53MFptIa+tnoqepvbxus/8Ca+aKrx4GNP0dfqoj+cIVus8M6ru7lycTNmo+HEHVDnK6/i7/5PjL1HBli7pe3El2qtVuObP/olm297G1VnC9PJAplC/aJidYf7oszgcqm77sor+J9//znG616Ow+ImX6pgNRtxmI1YTIpFzS6eTk7jtpvoa3OB1kTSXp4cCJM0t2JfdhUPPDPA6iXdLPI7zuk1SORKHAumcVrqUzFbTAZqNc2xYKZR48fB2k43Tw3E+MX+Kbp9Drx2M+u7vKzucPPNp4aZShbo8Tt44HCQ29e203wOd8dnajaUq/ULWJNR4bKayJWqRDJFun0Lb9hRMF3AbKx/js3IFCuMRHP4nRauWeJnJJZjOlkg4iyeVbaAzWykx+egvzFMrlzV7ByJMdyoUVSu1HjseISRWD3Y7baY2DoQo6vJTjRb4JmxFFazgbWdHh567GkMrUtZf/udbB/P8+EP/yaf//wXuPM97+X+wwX2TcS5cpGfFreVaq1WD7BXajS7rAyFMxw6fJiVS7oYipXQ2snm17yb7z55lCW7x6hUakRzZTw2M6VKhclkkUwshMnbjtHXRTRbolTVxHMliuUayUKFpX4LxwciFEol2po9ZItVlIJUvsZ0qnBiCmmP3USb59lzpVR9auT9E0n6QxnWdnrk80UIcdGNj4+/qIGLQrlKfziD02pkacvcRTfzpSrRbJF2j41un4OhSPZ5mWv3338/V199Na9+9auBegbGLbfcctLjzMwoMsPn8106gQul1DCQBqpARWt91en3EOLMSpUa4UyRcLp40tSYfqelPg5Wa3oad146GylRLS7rnMXEzkWtphlP5HHbTAxH82SKFW5Z3Uabx8pAOIPJYODGFQFS+TKRTBGFwmBQHJxI47QaOTiVolzR7NnxNP6VV/Ge972fr3z202y/98e87PXvJJ4rEUwXGI3kaHFb8TstmIwGXFYjDz2xC9uiDTg6l+G1mfE7LAzmM7S6bSxrcbGp8ya2/irCxFSQSMFMNBxk3NaEwe5l2Yb1dLa30e2z4bAYyJfMjCcKhFJFErn6OVNKUVQWmpZupP/4UV529SYyxQqZQoVWt42pVIFtQxEGIlm6fQ5etryF46E0lWqNtV1ezEZFslEI0+sws6bj+X8oRjNFxuP1Md2zy2GYjIpQqghkG0NPzPicFlxWE8l8mUpV0+Kqf7gaDAqtIZ4rs288yWg8dyIIU6nVM1RMRiOZQo7H+8NUqpr1XV5ypTKxeIwbli/HoBQ9p7ioWbt2LZlMhkwmQ0dHx3m/X14og0HR2WRnLJbn/2fvvcMkO+sz7fuEyrm6ujp3T6fJUTPSKGcJhCSSAJMXHMA4rL3GkWXXu7Z3+dassdeLgTVgDJgchSRQHoWRZiRNTt09nXPlXHXyOd8fp9VISAiBhQnWc1260IjqMFWnTr3v732e+9nY38Xi/Cw3vfIVz/vYwbYQim5xbqVGR9RP0COTCHhYrih4JBEp2gGyB6VSoHPLINmaxnShQU0xaekmiqLgIBIIhliuqCyVFVTDIh31rzXRaAy2m4QCHj7y+2/n/p19GPE+Jis2Q+1hdvcmnmMXT7W309PTw4Fvfo7y2YcJdQxwLhHAapaYP3qA3/2trzDSEWZLZxTDdpBF4eWmiZ9Qe/fuRVv9Gzxmk2igg2hAZmM6zFxJwTAsgl4Jdf4Eic5BDNPGwWFDKkSmqjLebCAF4ixl8sQSKWwHBp+x8GlqJqbtYNsOtuNgrdXptoW81FWTiUwdv0ekLexBENbAYNk6NcUkGfRSU10gcSLoQRRAFgWUNeJ5yCth2zCcCtMZ87NUbvHQRI5LR1J0xX503My2HWYKa1yUtiARnwe/R0QQBM4sVyk29J+7wYVmWpSaOl0x/7rTwrRsJrN1vLLIUHsIURQYSAZpaiYz+SYBj/SiYLXVls50vsH5bJ1owG25unSkjd19CQ5NF1kqKyQDXm7e2UXEJ3P/uSwHJvKsVFqYlk1PMsTR2RKnTp1lcMtuTpVFxusZtlz/Vryf/Dx3fvsbXP/Gd1No6BycKjDUHiIR9FJVDLI1lVJTRzNNJqYXufTGW5jM1emI+Lji8iv4xCc+QSW7QsuXJFNTqfh0Ql6ZZFBm6lwGJA++SIyeWIAbt0SZzDeYyzdQTYtUVw+tqc9SyOYQRJn+RACvJFFouByrctPAth2G28PP+bzxe9yF/Plsg8WSQn/bj389OI5DtqaSCvtesInl34NMy8Z2eN7s/Mt6WT8taaYLse9NBH8hrr2lpSUuuOCC9T//NAcXjuO4wGVgY0fkBWvgZ9bWfdmaSm88iN8jus2IQc86YPPIkSN88IMfJB6Ps3Xr1uflXExNTXHllVeu/zmRSKxzPX6WeikdF9c4jvPTJZK8rH83Wii2WKkqOA5E/G5GOOr3cGqpynSuSVM3n0XL7UkEKDQ1ZgtNdvbEXvBN/WKUb7hui6BHYjLXYDQdpi8ZZCbfIF/X6UsG6IkHWKkqHJouopoWG5JBlqsKTc0gEfDS5hf4l4UsO3fs4bWX7MC45TL+z9/8L971yv2sREeoKQZD6SC9iRADyQBhvxfNNPnwuUl60+1ctaUb03J4fLpAUzfZ0hVjY0eY6XyDfa98Mxci0NBM8g0VzbRJ+CVKislsvkmurrKrN86W7jhdcZ2DkwV0w0aSoKqa4EBPe4pTBx4hZNXZ0NXNudUaqxWVQl3jYE0nbFcoLE3zlahMWzJJf3uM5YUUo4P9bO+O01BNJrMN4kHvOu/i6XjN0hrQtCcewO+RCHpduKkoCjQ1k3LLZR0sV9zHBrwSim4iwPrgSTMsCk2NmXyDlm6yoS1EJCDR0m08ogsLzdVVjs2XWC6pJMMeOmMBphczqJkZhgZvpD3y/M0V27ZtW//37u6fXhXqi1FbyMdiSeE//8X/JCgYeDzPP3gTRYHRjjB3nVrlfLYOuM0rDc2kNx6gLRHFnxtHWgmyIXU1huVwZrmKKAiE/TJyfRmhtsKOgRtZKDbd2ElfnO5EgFJLp3cN9rlUVvjW8RUSPVtZLDS5aEOMbd0xFsoK8ZCPgFdCMy3mCm4jyq+9+13c+/XPMXP6CPkTZ6k1mugr5xkcGWX/pZczkAr/u+Ea/DS1fft2KC2ilDO0hzfTHvFh2A7dMT/zxSbllk5RiNGZSKKZFqPpCIpeZyAZYD7nxdO9iWKxRHvEHfyGffJazK5FXX12hMRxHAzLoS3soalZbptF2Mt80WUW2DY0ddOFy7Z0fB6RgbYg6YgP24E//tDf43gC3HzLzZxdbdKfDHHD1jQT2QaG5afSMji5WKGlWwy2hZ51v662DDTTWr9mMjUVzbDZ2hUlFnz2eyMV9jFbaNLSzedtn/hhchyHP//zP+fWW2/lwgsv/Fe8Ks+vfF3DcVymzdOaLTTRTJut3dF1l9rT7IrTyxXOZ+ts6fp+A4jrzmjik0USQS/xoJdKS+fx6SKO4zBbbGJa7vC+I+LnxEKZlm6yuzeOzyOiGzaLzRbRgAuEdoDB9hBDbUEOnJqn5YuxefNOBEGkrhrcO6mz8+0f4L7H7ubVt6mIIT+q4TaCNCMmYZ+HfE1lpapQLpUQ+3YipIYZW6lSTwQY3rEXb3sf3zt8muuvvZqOiBfNdD9DPbJILrOK31bweX0UmjoT2QaOY+ORJFYrCu2+JNriabz1Zcx0FyeWqlyzqZ2IX2aprNAdhw2p4A8l5LeFfXSsNXqF/TLJF9FmY9kONcWgohjMF5tM5xps7opw2Uj7v/YS+IWV47g1tYrhRr1+MBv/sl7WT0sz+eZaW5DAhhdwFPw4qioGddXAcXD/wcF2IOCR6Ij6fmJ3lq7r5HK5dTCn4zhEo1F8Pt9PZXCRb2jUVdPlJf2QeyC47vSaYtIZ87tD8UITcGhpFk/MlNjTH+fBBx/Etm1uuOEGAC655BK+9a1v4awdbAJomsbi4uJzHBc/D4yLl+9IL+vnTopusVxRaAt76UsECXjdN+nHPvYxlisqu298Ix1R/7PgkJIoMJQKMbZaZypbw1TqbBns+YluSrbtrJ1iC0zlGgQ8IvsGEswXm2RrGj3xAImgl9tPrDCVq5MKe4kKMnXNJBqQEQTojQd4+OAhLEdkYOMWFstN3v3e3+K7997PH//l3/DO//wRZFmiJxFktaqwWG6xuy/O4swkpdUFbrv+MobbI5RbKovlFpIo4JHdk1G/LBL1e5jMNcg3FHyyRDLoxecREVWLroQPy3KYK7YwbYfVqlvf6vOIjHZEMC2HhVKTuq+T8fQg3330OH/5m8Nc0B/n0ckiR+ZEHhlfYn78LLalc9gBo3Acq5YFyUt7RweH/uXDbO6McGy+zNhKjbBPJuyTmcq51nHUGnd99Sv80R/9IbL87NtMyCcT8sn0Jtxcfrmps1pVGc/UiQc9TOcbJIJeDs8UObdSIxny0hXzU1MNyi0N3XJIBL2UWzpTuTonlqo4Dgy0hTAsB7WSx2qUGBkeojfx/Ce6zxxc/CwdFwABrzvY2bhzH9t7Yi/4WAGBeNBDOuKjLxlENSzOrVSJB320R3xs6wwye+IQPfEPsKkzzBOzZSoNnbBf5vCdM7THo+iGQ8Tv46KhFDdv70KWRAzLpj3sp6mbrFRaTGQarFQURtJhXrunF0GA00tV93Q16meh1MK2HfrbgnzgN9/Gf37f2wHX0n9mqUwEBa8/SMX46UBz/z3K5/OxY9sWKjOnsK++mqBX5txqDQewHYdaS6dlS4iRDp6aKzORqdObDOD1yvS1hTnp8fHYXJOr1yJkD4xlSEf8xIIeBlMhvJJIQzPWFz6L5RaHZlouQ6Y7xlimhu3YHFuo0B310Rb20dQs2sNehtPfPwX/yle+wt//1QfwdoxwxyPHuPzGV3PdbZcRDXjXm4l0042NLZdbGJbN5s4ommmxUHTBn+DeJ7yy6Do5Qp7nDC0APLZbk1xs6AST7n3GtOwfeWJ+/Phx/vIv/5J6vf6SDy7ck3uNWMCzvsDM1lQKDZ3+tuBzYGpe2b0vj6/WObFYoTPq5pKXygqyJKDoFvm6C9qczNapKDrD7WGKDY2yYtAZ8zFfamGYNhs7IqiGRWfMz2S2znimzmS2gWJYDLeHCHokFioa+ZnTeEWBVEeatpBMXRWoKQYdA5uYXcnz/+4+wqX79tAd9yGJMJltIIrQUN2BUn1mAbNRYrC7nWJDo9IyEQSH/h0XM37iKL/5ppsxbWjqFvmGimQ5rC7N093dRX9bkJpiMlto4jiO20CiGAQ9PrxtPVTmznLzTTfxrRPLHJouceGGBILgflY8zcZxHIeGamI7DrFnOLg2tIVoahZTaxWpT68dflC66YK9a4qxVjn8/Tar8dU6Q6kwXT8F+PQvgopNnbpqIokC46s1tnZHf6yh4Mt6WT+JnubXeGWRXF2jJxH4VwO8q4rB2Gpt3fUrCm60TFgDvmdqKoNtoef9bPlRWl1dxXEcent7KTV1ZvINRtJhOjo6XvLBhWW7bVERv0z7j4gULpfdhr3+ZBBRgGxNY7Hc4rHpLDXF5OxKhXsePEKsa5Dtu/diWjb791/Mpz/9ac6fP8+mTZsAmJubw3GcZw0unmZcPHPA8bPQS3U3coB7BUFwgP/nOM4//uADBEF4D/AegP7+/pfox76sX0atVhVEwV2EPG0XUxSFD3zgA1iSn7+7/NV0RP3PsZLFg15SYS//4xNf5I6vfZ5Hvvdttva2/VhvsIZmcj5Tp9jU3EiEorOzL06xqbNScXvlYwEP95zJcHShRNgn05MIIgkiS5UWsgAbemL4ZYnTB+8hopXo6eriofN5DkwIXPMb/5WvfesOHjh4mGuvvJRU0Iui2djYyJLAoUceQizOcN2VFzOdryMKItdu7mAoFWKpojCxWkcUodzSqakG7eEAtuMgimDZcNlIistG2im3dI7MlVy4qF/mpm2dlFs67RE/O3pi3H0mw4lFi/aeAc6tVvjc47PctL2LumqiqE1Wpifwh6MMjYzgkUQ2Jq+k06tz/MghHjg1z1cfPcv7XnnBGrS0ztH5Evm6hm7a9CQCfONLX+GTn/gYw5u38qbXvfqHPt81xSBX12hqJh5JIOiROZ9tYJgWp5Zr9CeDXDnazrdPriAKDiGfzImFMsPtYaotN6ZTaGiEfDKdUR9eWaSVmUGSJC7cNvpDJ9PJZJLOzk4ymczPfHABbvxpqexmyF/IIlloaAQ8Mrv74uuLcssGxXCbanZv38JHP/pRBMcm5PXxym2dTGYbDLcH+ZNTB9l7y7tIRbzsSQa5cWvXc+BOSbz0JYPs7E1QbGokgt7153C4Pcx4ps5Mvkk0IK9T/Z+peNBLPORHMz2YjkA8KL3g6cDL+vG0d+9evv7Nr3HJ//jvKIbFlaMpDs+UsWQb29TQsrOkYtfRFvKwUlHJVFViQQ/JUBDHMlhQJL5zcpVUxI135Oo6lwwlKTa1tY0giKLrpiiuNSrNF5t4RAHTdpkELc0k3xQIeGU6Y37KLYOzKzU2pEJUC1ne9773cdGenbzxd/4L//Cdg3zrnz/G/GPf4v2/9ztsGR1mJB1Bt2yKDR3LcSg1dCYyNaqK6S4EEwFWqyqrVdVtxLGd563Oveeee7jlllv4xgOH8XuG1wZqTfJ1nZ544AXjAp///OcByOfzL/lrVG4Z6KbNhrWf39JN5gpN4kEP3T8Ephb1e9jVF2Oh1OLYQpmaYrAhFeKSvja8skhNNVkqtTi1XEXRTVqaSUNzW6XOZxrrzrJiQ0PVLWbyTeaKbq65qZn0xIPs7ImQqWkcmc6ysLzCpRfsYrQjgmZYeCSRdNSH4vfQmwwzcexx9u/axlTe5ML+BCPtYY4tVgj5JBzH4tB8jUCql1VNpNR0q50vH27jVTu6+Ojj3+PgyQku2bUJUYRStcH3HjpEPlfg8ov2sXcgwfdOZ9BNk4FUmNl8EwSHTF2j69LbODs2xqauKFe1DB4cz3BqqUpdNVkotvDIAmGvh0JDZaGkYNsOV21qX2cCiaLAxs4wp5eqTGTrbO+OIkvic+6r88UmNcWgM+YnHvDS0AxAYKg9xINjOR6fLnDLru7n1NK+kCzbQYB/tdvzZynbdlgotQj5pPUWm7HVGlu7fvgQ6N9ajuNQU03ydY2IX36Wq+lnJdOymS00iQe9P9VBvW7a1FSDtpD3l4rjops280V3Yz7UHuLkYpXMGhPpJ5VqWExm6/g9Etue4XJ7WuWmzlyxyblV93BsoO353VyO46AYFg3VpK6ZZCoqC+UWhaUZvJ2j6JFuHprIIQoCtuPQ0dX9kg8ulssKuunQHfNSU81nxeEV3aKpm6TCPuqq4cKL24JIa/ehzpgf03ZdyqIA8yWFJ2fy7LjmVp6Yq5Cta/g27MLbvZlvHHiK22LdeGWRcxNTAIyMjKz/rEQigWEYtFotQqGXxhHzTFm286MfxEs3uLjccZxlQRDSwH2CIIw7jvPIMx+wNsz4R4B9+/a9uN/uZf27k2HZ5OsaqYjvWQuN22+/nWq1iiedpLI6j9i1k6ZmPicGkAx5OXryNKotceTMeTzeHYy0P3+959NyHIdKy2ClqlBpGkzl65SaOu0RHx1RPxGfZ53iG/SI3De2ylPTOb725S+wdeMwscAr2dYTpTce4NxqjZpqkfLbPHX6PJe++q10RP1s7YrSNCxkIcHc+UEOPnA7N+4ZZt4rY1gOox0RynWFg4cPcdX1ryAVC+PzmSyWWutVp9maRkMzmc7X0U2HHb1RAl4JwREYSLn2sS1d0XWL7PbuGBPZOj2JAMmgl8emC8wVWnTF/Pze9aN86tEZqvkunnziEPOrec6lQtQVnfvvf5DW4hTXvu7ttCdieGQJWRIp2A79e67BOfZpHjg+xQ17R9ncFaWpW5QaOn5ZYiQdJuSTeeLwYUR/mE985S72XHrNOovkaTU0dzFfV00CXomKYiCJrpvAtBxWqyZDqRDXb00ztlJjJldnqD1EtWXQFnIXBlVVZ77YwLJs+hIBYkEfyaDMyaNP0NvTxYb0C7sXtm3bRiaT+ZlHRQDawu7gotTUX5AUnVtbrD1zEdkZ8zORqbv1prt2oWkapdwKPm8/kujW9SqFZZRqmc09bezojdOXCD4LcPeDCngler3PXjQkQl6G2kMIAqQjP/x37EsGObdSA5z1zdvLemm0d+9ePvnJTxI2K0i+JEOpIDYCp5fKTM3n8URTDKTCpEJ+Al6ZuWKLqWydhmbiCUQwdI1iS2U4HWIoFabU0jizUiUV8rG5K4IkiuTqKisVhY6on9GOCKsVhceni8QDMprpYNgO5zN1OiN+BKCuGjSAfF3lv//JH6KZFp/6p3/mVD3Ae9+1gdUTD/P5r36Ld/35P3DrtZfy4f/4Fobbw7T0qlvTbKjMFVtcMBBnQ1uIckunqug0NB2v5LrSnu/E98tf/jKmaXLvnd/iprf/NhVFRwR8HomlcgvLca+/H1zgm6bJF7/4ReClHVxYtkOlpTOZraOaNo5j8+U77uPxsUXe+vpbn5fN8Ew1VJOWZpEMeUmEPHglkTMrNbeByrB54FyWYkPjwoEEHbEALd0i4ncZEOmIH68scGqpwpmFMvOLS6ysLCEKAvu2b2bv1i14ZZF40CGzNIsnEObmq/Yx2tvGRNZ1VzU1C8Ny2L5jBzPnTpKdPEV0aBffObVCLODBtGxCPg+S6JBpWIT6t1Jo6GtRAsGFrw5uxxOKc/b0Sfbv2Mjs+TE+/+XvYIY7ueD6VxMZ3Mx3T2dYqih0RHwMJIMouoVPklisNPH0beP0+Cr5uopfFnAcl4m0tTfK2EqNg+cLjHZEQIDeZIBqy+CJ2SKmZTOcjiCJAj5ZYrQjwthqjel8E58ssFrVGEmHaY+4lcyFhhv37E0EaWkmY5k6juO4gOeAzNnVGvedzbJ/KEnQKxP0Si/42pWbOjOFBh5JZFt3bH3T8IumbN2NZQ11RfB7JLZ2RTm7UuXcao1t3dGf6RBaWwN15+vuQBXcA5xU2Pczfb4t243W1FWTQkOnpZs/FvzYsh1mC01M22ZD2/djAJbtYFj2s57zqVyDqmKQD3oYSYd/aSrFZwtNbNthJO0ehiRDXrI1le544Cd6bU3LZjzjxmk3d0ae8zxZtkPEL7OrN85KVWGlonJysUJfMkj3M5xWxYbGTMGN5IHrbFytKQS9EouZEnK8g4YcI2ZYtK/Vvcf6NpGdPPGTPxk/INWwWKkqJEMuzwzggv7E+p5mMlulWGsx2p10P+cl4VmtbYpucT5bZ7A9xA3pNI+dnaVcqXP15ZczX2rhl0W6e/oIeeDsqZPcfPMtVFo6hyaWkSIphoaG1r9XIpEAoFQq/VQGF6tV5UU97iUZXDiOs7z2vzlBEL4FXAQ88sJf9bL+PctxHDTTXm/LiAc9BL0y2ZqK7UD3D0DbPvOZz9C9YYQKIZZOPcaV+/ewVFbY1Bl51uPGFzJMnz6CrSuszJ6nuHETtlNnY/q5MBvHccjXNVaqKopuIUsCpmMT9smIuLlfWdLwlyViARc698B4joVii0cfvI/czAT52Qm2bNqM7WxgsN3dpBWbGvcfPIF/85WMbtxIVyxAVzyAIMDEap1bX/VKxh+/n7/56MeI9m3DY7WINJYQbItWo8nrXnUDAi41/9rNaeZLLYoNd0Ormy02dUbZP5jEdhxOL9dIR/0EvRIDbaFn5Xr9XoldffH1P2/rjjFfbHFutc41m9O8ZncP5YbC0ScOsri4wNFojIkzJ8jMTfJrb34tI1s3sFxWWCg20deqW2OhCOF4nOlshX85vMA7Lh6gLxkkGfIylAoT8EpUq1WOH7iTSLKdx+67g8mF91NsttER9ZOO+FitKuTrOl5ZYLg9hChAqaHS3xNnQyqEZTu0dBPTtjm1WOXx6SJdsYBbCWtYDKZCzBWaTKzWWKoo+DwiQ+1hgh6Rr33mE4xPTPKhD/7hj/xQ37ZtGw888ACdnf+2dajPp6cXx/m69kMHF3XVQNFdy/czlQh68MoiKxWF/tFtSNE0x89OUBbj9CYDbO6M8p2HTyP6Qty8b5juRJCh1Atvon6YXszpVizgIR700NJNEi+DOF9S7d27F4CpsyfZfMkNLFdVLhxIUFcNJiZaiOEkoUiM0c4ItmPTmwhy31mTmmLgCUbQTYvVikq+oWHb7hDCI4rolsN0vknU7yFbU+lLhtjcGWG20CRTVZBEgflSi1jQy9auKIWGu1GbzNUxLIfOmJ9v332AkxUvN//Jx7ljzsawGuwfTNIefSW/u3k/X77vSe45vULv907x2zfuYGNHhAfGMu7gNh2hM+qnoZkcm6/QUA2m8m5DxP6hNsYyNcZX62ztjNCbDOKXBe767t142ge54/A47ZcXSUV8bO+OYdsurDFTVTEsi4BHYqWiEvF7GGgL8vAD95LL5QiFQi/Z4MLlAtQo1HWOTS9z+snHOPDgAxRbFg4wdeIQ3/7nfwCe//2wUGzy4HgOURTY3h1jpCNMpaVz16kVCnWdumIwmW/QGfUjiXBmpUoi6MW0XP7DSrnF7PQ0R8ZmWV6aw5EDxGNRtEaF279wkFMHe7jhFTexe8tGJu/5PJv2XExHewqfR6IvGcQjiWzpjNDULOpajJM9nTz05HE+8sprOZ9v8MRMGQQ3G97STZqaQUebn5F0mKtG2zm2WMEwbQqKxdCeSzjx6N18SvZzdHyWWMcgr7hkH8lkG5phsVpTGWoLcMXGNIpuuxHJUgvDMikGwxSiw9x7JsNoZ4QrN7YznqmxuSPC9q4o957LslRusbEjwuXDKaqKwROzJabzTRTDjcoEvO7n9UBbkKNzZWzHoTseYCbfQBJhttDC7xExLYeTixVmC02KDY3uuJ/5YgsE9/U8tlBev7bjQQ+j6fC6e6PQcAfIQa+8HiHVLRvN0Al43MHJL5pMy2a5rKzdv93rNOB1D0POrdbWhxc/jgvlpdJ0vrHOjYkGZHoTQTySwNiq6459oUH6T1Pu0KJGQzMZ7QhTUwxWKiqK4TKGftSm++lNpWJYiILA6eUqG9pCxIMeTi5WaOoWFw8l8ckSubpKVTFoC3spN3VOL1fZ2BH5hWeQFBoapab+LMdDd9zPmWWdXF19UQDnZ8pxHCZzDdQ1RssPDtscx+G+cxkamsk1m9L0JoK0R3zMFVrMF1sEvRLxoBfTsjm3WkM3bbb1RAl7PWvDySAb2kIcvXcFJB+iP0zEJzGeqbKlK0o01cWZY8+tFv1JNVdsIgoCoiCst2qVWzptYR+aafGf/9v/4NSJY3zys/+Cbgns7o+vX3e27QI9a4o7TNvTn+TAXd/CKC3SuWGE+XyTeMhLVzzAnm2bOfPYvezq+zC6afOJ5XkiXUPkTR9R3SLgldYHF+Vymb6+vpfs7wju/We1+uKq0v/VV7wgCCFAdBynvvbvNwJ/8a/9vi/rl0+27bBYblFTTBTDepYtqNSU2doVJVtTSYQ8zzpRXlxc5L4HHuS9f/pXHDlyhMfuv4v3/+Efslhy2z6evnFXWwYHDh7GKC3haetjYmKCX337m5nJNxnL1NjcGV1/Qz9N6C00dLdaqD1EYS2yEPJ5GEn7ydRUlkotTi9VCPpEWqqNKMDc5BinHr2f1996Aw9/93a++eV/4Vd/+w94rNIiHnDz4l+YmSccDhKOpcjU3A+yumqQrWpIErz3D/8r9zx1FltrEazOUA4PobYaXNizgd6NO5ElgdF0hOWKiiyKDCSDnF2tEg14uGFrB4btcPfpVUTBJf8Pt/9oAOLTdripXINiU6MnEeTaLd3c29/N+fGTxCIRZsbPcNWlF3LJhXuJhby0dJNzKxZlxXWg9CSCDHelmFyeYzK7kwfGcnTG/Ahr7R0BJB488BBSWx+/+1/+gv/5J7/Dsfu+yVt/43fI1lzruihALCDj84icXqlyZqlKVTHY0ROjrhoslFrcczZDOuIjHfXRk/Bz/ZY03z6+ykpVYSJTx3FAEkV8sstQSEf8HLjvbu769td592/8Jr/9q2//kdfj7//+77Nv3z4CgZ+PLHNX3M90rkm+rj2v3TRf1xAFngOdEwSBjqgL+BTiXfiS3cxMzzC862KiPg8Bj8QTZ6cR9CbXX7wLn++nz5wYTYexHOcX2jb986gdO3bg8Xg4evQo17/q1Yyt1mnqFhf0Jzj8UAGrlkeVQszkG8iSgFeWeOWOTiZWa8xPT6CZMsWGzmS2RmqwnYhPoqGZLJRbJAKedev1cDqEZjgouoVl41rgBYG9/Ql29saRJIF7TmeYyrsxhVoxy+2f/wTbdu7ixiv2M5Vr4POI2EB72MsDYxqjGzfyxOHD3PnUeZq2zJ7+BJWWSV1xmRZ11aCpmaiGjSTASqWFZlj4JJGpvNtC9MRcidWaytL0OM3UFnbsv5aJY4/haeYYHtrC1u4YKxUFQYCAV+aJGbfGentPlJZucnKxwse+8l1SI7vYf8U1nHj0vpfkdcnWNMam5vj4P/wDh4+ewGhW2HXxVbzxTTdQqtb40he/wE23vZXbv/xZlusWJxcrbOqMEPTKVFo6j04VkESBK0baUXSTbxxZYirXWGtlcsjWFQzLwbJtji5UEQSBqE+mnlvkzIP38sjxCYzkBgLxNJu2bmf35hGu3T1MSHa47957+MrXv8nf/+e76G2PU5g+z0f+4gNuTK+q0p0I8PoLeji5WGU8U6Pc0tl/xdV85Quf49sHDpMa2IjfI+GXReqawUqxhq21uKrXz0VrC3/VdDi5VMYviWweHWZ2dhPHJpcY3LiNi3bv4IbtnXTF/NxzOoMNXL8lTaaq0tRtrtvSjgBops3caoFSJMX4/DLR4AZG02Fm8xJPzJQYSYeJBTzIokDY50KzN3ZEGGoPuXFD3eTUUoX+ZJCueABZFNecLy7AdKWi8NhkgWjQQ0fEz2pVdcGhksDegQS249AVFwl6JaJ+D2eXq5RbKkOp4PqAJBaQaWhuU5btOC6o2LBJR7zk6zqq4boCQj6ZVNjHTKGBgPCcA5YflGpYlFs6HRH/T3TPVHRrvWkH3OFSpWWQCHpfdMRjpaJiWA4DP+CSC/lkd3ixUuPsSo2RdPg5nJafprI1txWtI+qjew32/bQCXolc7WczuHDroN1mpZF0mFTYRyrsI+iVmSs2ObNcZVNn5Ie6VIoNjel8E1GALZ1RfB6RqVyDibWocqWpY9oOAY/I7r7EepRiQ5vrCjifrXN2ucqGVOjnIi7zQqqpBrmaxnB76FkHJoZlM1doEvHLdD3jwCbi9xANyKxU1B/7PTFfbFFpGQy1h563YXBstcZCqYWAwGNTBYbaw/S3BemM+lgst5jONdjdn+DUUpXJbIPBVIhsVSOHRlO33HtPtsHprEqoa4i84vD4oXnyNZUNqRBirJNWcpQDYxmiQS+DqfCLAgU/nyotnXLTIB3xkW9opMIu2y3f0GgL+/j2d+/nvvvuQ189z8OPHGRk10U88zxquaJQUw3CPpmOmB9RgMcefoC2kB/BHyXX0Mg3NfJ1lcFdl/HQvXdRr9eJRCLkJk/QH/egGDanllw3yjMHFy+1MjUVw7Rf1GNfilFdB/CttYtRBr7oOM7dL8H3fVm/ZJopuJuyWMCFCwa9En6vRFMzmSu0mM430E2HkfSzN5Kf+9znkZN9XP+Km4hJBn/9l9/AaylrALMWmzujACyUmjx65CTJwW2092/k1IpLZB9Ju00cY6s1tnRFEYDJXIPVqkLIJzPSHmau2KKumYS8EnXFYLHUZHbtFGelorBUdvvjPY7B7Xd+j6HBft7y1newe+dOPvBnH+CJxw/iHdhFTzyIbKksnXmKm268louG2vBIApbjkG9olFsatgOS4GHXzt10xgPs7rttPSu+UGxi2g5bu6LMFFzCsoDDkfkSHknk6o0pHOChiSylls7+DW1s6ozQ9iOAPU9rd2+c6XyDe85kGU67DJGL92zj9PGneOKbn2Tr3ovZc8lVPHQ+z8hak8o7Lwnz4HiOhVKTYkPH272Z2qmvUG80eGDc4fqtaXySxEMTOS7ckOTbDx4mmOxg58VXcOF1t/CZz3yGD/zpH5OO+BlbrWI5UFVM1JpbfYXj0Bn1EfbJ1FS3gg/H5V8YlsPAcIjJbJOy4lrI02E/u/qjnFyo4ZNFBtpCHDvyFF/5x7/jple/lj/+j7/5oqq0BgcHGRwc/HEv45+a2sM+slWNhVKLZMj7rNMay3YoNNwp+/OBB7tjASI+13kxFLHJnjnI6PveQ9AnM1NoMj05wUhH5N9kaAEgS+LL5Oefgnw+Hzt27ODRRx/lQ0EvEb/MckVhT18cb3kOdfYoF4504vV6qCsu6Ew3bRwEgj6ZVtVtIJottOiKNmiP+PF6RCQEqorBQknh0qE2yi2DbFVlqdzCK8NiWSfql2lqFtP5BumID9W0EAW4YiTJO1/7FuTcFF/7yFcpE2YoHUYSYbWicmi6SKlpctFQGu28xcnpCcY7uzifqZOO+on4ZM6s1FB1i2TYw6bOKLbtXkOL5RatcYuumJ90exjVsCg2VL7yyAlCW65kxyVXMXnobqYO3c01F+0i4JVIhb0cmikRD3joivnXSPIQ9smcXM3x+ESGXTe/i5YvSDO9wmy+TjTgJeyXf6LTZNWwmC82+ZuP/C2TmQrX3PZ2Ltp3EV0d7aTCPkI+CdkX5Itf/TqX/eqfc+Wtb0KUPOQaGps7o4yvVDhzdpzc+SOEXv1aAvEUVUXHI0Mi5CfklWjp7kB9sC1IvVFn+swJ/v5zh8hms3g8Xgb334A/PUQ0FqIt7GOgO8ZyRUEWRPZd+Qpe/+pbefDu7/CPH/8Htm/fwfY9+zi+UKU3GaAj6mcq1yToleiM+ik0NFJdvfS0t/HY44/zhsFNxAIeF4QpeVlYUbBbVXZvHuaCvgSzpRZRv0StZVBp6dx2xU5WF6bpG9zEhoF+KorB8YUKyxEfuYbOTdu72LshzuEZl4t0PtMgGfYRrWls7AiwtCTy1EyRiu3ne6ddoF5lLS65rTuKbYtkahrT+RZnV6rs6IkR9Ej4ZYn5UpMzKzV29UQxHdcmbtkO88UWPlkgV9dwBPCIIu0Rt1EgFfYR9sssllp4JQm/R6Qn7meu0ODMSp35Yot4wItimHhliZ29MWIBD+dWa/Qmglw82EZVMXBwWSU+WeTsShWPKOJb27SWmzqJF9i8uDwSg1JTZ1NH5EXXsVq2w1yxSa6mkQh6XM5JU1+vj8/UVHb0xH6k+1A1LFaryjorpdTUUQyL7rVDibBPZktXhMlcg7PLNTpj/nX4n2U7P7X6WPe95dY4Ps0xeabSER/zxRbK2onwS62WbjKVc2HhXTH/+t/z6VP9SstguD30rIOGzpifgEfifK7OmeUqm3+gmcVxHBZLCssVhYhfZrQjjHft+27ujHBgPMfJxTJT589j6S2syy6hrpggOFSabtXljVs62dETYyrXYCbfpK4aDKbCP7cRpYW15qqwT153lCq6xWNTeTeS1B19jgO0Jx5gbLVO4cdw1ORqLhupK+Z/3mFOQzXWnVTdcZeT19AMTixUyDdUgh6ZsytVliuKOyjwC1j5WTLWAEtlhY0dYVarLlstW1MIBvxYtoPfI+KVJGYLTTqCCWzLZLVQJj7QyVSuwfbuKIZlk6mp5OsaA20hehOBF3S92rYL2Pd7RFTTQgBqik62qqJbNtV6kz/7iw/ROzQK3Z3ccfu3+PvrrmahqFCoa7R0C820CXklRJ+MRxS471yGx84usP2aVyNKAps7wmRqGlXFQO/YgqdnG4efeJIbrr+O6elptm/fzq7eODOFBvPFFo7fjV+/1IML07LJVFVeJOLiX7+2dBxnBtj1r/0+L+uXW4ulFvm6Rm8i8BzgTtgrs1JWOL1cZTQdedaU1HEcPvP1O9h98RWEku1s2HMF3u7NfOmuA1x21bXMF5oEvTKZmsKBsRyn53Ls2HMhIb+Xw2enOThVYO9AgtF0mMlcg/FMDdt2bdEeWcAjidx1epWwX2ZPX9xdYFUUyi2dpmaRCHlIhj10xZOUmjrfvftRbNHDzpvfxjePrZAM97DvVW/h8Pgitw5uJuyPcP+R0yB7ee11l/GK7Z0oaxnaU4suCCfik0kEvbRH/Vw20oYoCAy0hdjaLbkDjIbOqaUKuumQq6ucWKy6zSYbEqxUVSZzdRaKLfb0J9jZF1u3db4YRQIebtjSwcmlKisVhWTQy7bNG0l09iFEQ7zpV96MIMnu6dRUgZF0hK64n9GOMC3dbRsQgjEC/buoFYu0HA9nlqtcOZpmIlPj3EqNRxdVBi+5hSdmK2y6+rUcO3qEhx56iJ6tF2I5EPZJ6KbF8YXaWuWtw+bOCJs6I3zy0RkyFZULBuIsV1xHzcmlKoW6irkG6XvdBb0cmSsxX2qxrTvGyvwMX/zsJ7l47y7+8A//iO74LyZXQRAEBlJBzi7XWKkoz3qflJo6lu38UPCXKArrZOxdO3fw8MMPEwt4yNfd0+zzRx7luisu+en/JV7WT11vectb+KM/+iOOHTvG8JYdnFupka2rZDKrJCSDjniIeFBGFkVKTZ2AV2JHb4xjBxVmjx3h0ov2sFBSKDZU+ttCOA7UVY3xbJ1UyIvj2KiGTaGuU2hq1BWTuqbjd0zue/ggbVYRyRum7okS9Xk4dec/8eSTT/LFL3+VqhBmKltHtxxUw+TQVJHZYpML+uJcOpyi//W3cvyjX2FxNUd3VxeLZWXt57lW6WTYi1cW3Ws97KPYMJgpNF3wmGZQqLvtQ2cyGqlYkO39acavfBXfPXiAd/ymzthKFQe3fak97OPy0RTFpsZMvoksCowdO4Sutti+bRuzS6uI0S6enMrSn3ZPkryySGfMv75h+1F62rn3xKnzjJVtdlz3Jjbt3EpnOkJPIoBm2MwVWlx75eUULT+PHD3D3Qce5ZrLL+Wxs2Xu+N4Yp586TGV5GsHr5/hinXf+yuu5cOsgCdVHV9TPYqVFKuzj8tF2Jp46yIc/820ItZHu38m+Swfo7OjAFtzX2i9JBL0yVdWivy1EZyxAOurDtuFVr30D+6+7leWyeyJ58VCScssgFfZiWQ5ej4hp2/SrQVaqKtfccCNfvuMBludmuXD3VhZKCgLgK03j9/tY1Vw2UUfE50KpU0HOrtT5zpkcN77iJvriAfINDUkSMEyHqXyTwfYQV21McT7XYFNnhNF0mBOLFXfhLwu0JRJY9QKNRhIAGwfVsBEQaGoGY5k6Xsl9jbb3RJkvuHXkfo+EYdukw358ksDdZ7Ps6otxQV8njgBT2QbHFis4jgu6y1VV9gzEqSluje7DE3nKLZ1E0IuYExhIBtndnyDi95BvaDhAz1o8wY05ivQlgkT9Ml5ZILPmFK203FaeTE3DIwrcuK2D+WKLpbLyQwcXddWg3DSIBz1rPKvaC57UP62W7taR1xSDbE3l3KrJcHuIdMRPV7sfryRyPlvnfLbO1q7nbgyfqaWymy3vTQSwbJf1YVgO5aa+zh2I+D3s6o2zUGqxUGwxnqkR8sj4vRK7++I/8rDAsp0fa2PtOA7T+QaCAEPtz5+nT4V9LJRaZNdOu19KOY7DdK7pwg81hUxNpTPqpzPqY67oVoEPpkLP63SNBT1s745xbqXKbL7Bjt74+vecyNYpNw06oj42tIXQLZtjC2UUw0IWRA4ePcXXvvYNlgoVRMmL6kuRSrWxqTNGLOBu2Y4tlLl0JMXmzgjLFYXFkkJTq65HpX6e1NRM6qqJKMBypUV7xGWSjGdqzBdbDLWHCDzPtR4Pegn53Jhfe/hH15Y2NXMNkOp5jmsI3Of+8EyJhua+TwIeGduxiQU8ZGoaTc3CJ0usVlUOzxTZ3Bnl6Nc+zj9+8tN87f7DdMcSzBWa5Ooqcb+HWqVCNJ5AALZ0xdjdK3Dv2SxVI+ryclaL+IJhMlWVe8+uEvDKmJaNZtokw1729idIhLyEvTKn5zOEg0H6UhGiPhkb9+BO0S06oj6yNddtO5Zp0NAMxjN1PvlPn6cgpfiP7/oNVlYzfPPOuxkfG0NI9LJcVpAkkf5EkJ54gLawl3OrNQ6fmkCP9jAyPMwbLuil3NS4+2wWB/BGEgQ3XsIXDo4zsG0fM3PzvOY1r8Eri2zujHJisYLid4eHL3Ulaqamor9ItwX8HNehuvlb+2eSp3upZVo2LcP6N7XX/TwpV1fX4ZbPRwkWRXeiX266sY1n6s4HHmW5avLqd72CYl2nZ8MwQb+Pxw8/yYWXXc1qVWOmsMJMvkm1XKQ8e4ZXvPEaCnWNBx8/yvRShmTQS8gnE/CIPD5VoK6ZbOmMMpx2c8SGZYMD51ZqHJ4pUm0Z+D0CezYkcSwHy4FESObTtz/E/OlDvP61r2GoJ0WhqWPZNn07L2F25Xae+uKH+ad//jxf/8a36Bzehjea4uh8iZlck0LDrcO7ZKiNrrVFcSzoQZbcrO1UrsH2nijDqRC3L1XQLZcCPLZapy8Z4JqN7aimzUKpRUMz2dUX58pN7T/RNdWTCJIIeTmfdXOAFw6meP973kFNF5C9Phqqya7eOPMlt45P1S28soggiEiiQCwUIJTooFCpMpju5vSSOwzyyhL5SoOqKdHVPYqim0iJXlKX/Qof/Mph3vErffg8IobtMLZaxzBthtMhumIBGrrJl55cYKncYntPlO5YANtxq9mamkHE76ErFuC6LR0YpsUDYzkSIQ9xq8T//uxn6AnY/MVf/y3pWOjn7oP7x1HU7yEV9rJScd8vTy9ec3UVv0d8XuvjD2rnzp184QtfwFabgAe/3WJlbordv/u+n/Jv/7L+LfQbv/Eb/MVf/AUf/vCH+dKXvrRmqVVYXlmlu6uDjqiP1arKrt74s04pd3f6uLdZYX+vn7pmMVtUuHhYAAQsh7Uctc6DYzlCPoma6g5ul/JF5uaXWJ06g63WEQHD0BF9IWytheQLcM17/zvekYs5MJ5DNx2iQZlqU0cxTJJBLz2JAEsVhVXNx8hAFzPLMwz2drC1O05ds5FE1xUhixI+UUA3dTqScQZSQZ6YKTFfapBvaAS9EpKh0KjW2LprExdtSLCwYyvjYxP8y4MnuHTXJi4ebmP/YJKKYmBYNumIn5BH4tRylTsePUE6neJ9N1/Id79zB4+pNTKFMq/Y1Y9iWFRaBgvFFk3NZLjdPcH8YdVvLd1kbLXGY1MFPnfgBP7OUXZvGWbfhgQ7euP0JwMcmS+7nyuzRSIdPezbI3Po3m9xRyGDk+gF06RrdCevfsObiUajfOmzn+LTn/40ytvfwTV7N5Otq5xdqiJLIv/05W9y4NQ8qS0Xs3vndkSPH820KCsmqqnTHQ+ytSvKps4IqbCPrniAzZ0RDMt1++VqKn6vjNfr1syOpMM8MVvkgfE8QY+EJAps7Y7yqh3dHJkr0R3byT3fvYunDj/K219xEZu6opimzR0fvoPuXTewUlE4Nl/iTRf2YzsOu/uTmDYsVVrUFYPD5Ra65bC9O8pIOkxDNdndn6DUMjBth5BXdhvERAFJFOhNBlkqq/gcDblwnus2X0kq4mW20GI8U0czLIJeEVW3ODJXYjbXYLQzTCLk4/RSlZWqwqbOKLt7Y5RaBobpcD7XIB70MJNvEPaKpEMeDkzmaWmWOzQDvJKA48CFG5Ls6o9TbhpUFYP2iJegR8KyHTpifhZLihvHQEA1LQZTbtzk5FIFx3Ejm1PZBoWGxv7BNmqawVJZoTsWYKbQpNTUn9cyvlRWaKiuO6oj4qfQ1Di7UlvjQamkI77nVEPmaiqzhSayJOD3inTF/cR0i1jAw5auyPr1OtgeYjrXZK7YYvCHbOybmtvQ0bMWw5gvNik0dLpjLnPm9HKV4fYw8YCHcst1c5i2zVKpRcuwEIF0xMuG1HMdEeCu5WeLTcZWa+zbkKAz+uKimdmaRk1xN5nPtw9YH3aGvBQamusAeQkdB6tVlYZmsrHDHdwslV3n7ROzRQp1ncuGUy8I0vZ7RCqKwUpFIeiV2ZAKsVJRKDcNNqSCdMUClJo645kaU9k6x88v8MBjTzI/eY64X+Idb3gNt995J6dOn2b3RZeSqbbYO9CFbQtM5hoMt4foiAXQyxm+8Zl/4fXvfA+nl22G2kOkXqQDF9y4xk8T8pmpufHgTZ0RxlbrrFQU0hEfZ5fd6LPfI7FYUp63Bao7HmAy26DU1F/QVWzZrgNGlgRG0s/P75otNJkvNWkP+4isOWBEwY19hHwy+weTTOYaeCURjySh6gZfe/AYvv5dPPbIQ7zvV99BqamRqWhM603qpkRfJERnzM9IOkIq7GUq32B6qYkUiLNSqqN53WGpZlhIokBHJEDLMFkquiyZPjPI7EqRD370c2wbHeRXbr4en0ciFfYR9cskQ16qioFl20wVGii6TVvIx/RClruOz7F136Xs2r6FdFcvd959H1+4+zHe/Cu/wsbOCKphEw3KLJZbFJsaS+UWR89NIQai7Nwy6jrdiy06oj5Uw8Ljk4l39HJyscLtT07iGbmUYO8W5osu+yrklaj43XvIS+m4sGyHzBrb4sUONn8uBxeGZTO2WkPRLUY7Ij9xPujnRdN590NrR2/sFx6k82Jl2Q6z+Qalls50vknAI+GRBY7MldwBRuLZHzK6beP3SusWR3BzcZ/6xj0Ek2ku3r+fzmSQsF9m3/5LeOL+73DB//mf2I7NsfkKbWEvlbPncJQaG7btpTG7jCDJPDm+hC8Yobhmw9QMi75kkIG2INWWwemlKlu7Inhkka8cWWIm1yDilwnbMlO5BpIg4PMIPHQ6yyOPPcHQtt1su+AieuMBNlg2Ng4IAtddcRm3357jT/7un8kszHDDNVcznqmjLlVIrlVkDbSFee2eHlTTYmylho37hlUNC9Wwqa4Rsh1gKlunqZv0J0Ps6YuTa+jgOOiWzfbuGJePpJD+FR82Qa/Mjp4YM3mX87FrqJt83bXZdcRc6Nqtu3tcPoduMZN3PyhV0yYelFme0JienubNN17CodkKZ1bqhL0SrXIRKZwkFItTVnQ8CLT3DzHfMPnyU7OEfH46Yz6G28Ns646RCHlRdIu6anJwMk/E7+WiDUkkSaQvEWC60OTRqTwj7WHecXE/ggD//Y6zOA5c3uvnD/7L3+CzFD7/mU9h+IJ0xX++s54vRn3JIKWmzmKpxWhHBNWwqCkmfckXt+DbuXMnAMsz42zbezEnDh8DYNeul41xvwyKxWK8973v5W//9m/50Ic+RF9nD2eXaywV6/R0d9MVC5CpqixXFEbS399MbB/owNKalKsNdvcmOLpQ5uRSlXdfOsjOvgTYNl98coGpfBMHh6BR44H7T7G4vIzYKnLJ3p382m2v4vCKwWS2Sjok01I1MnUDvz/AN48tEwvIDCRDeCUvlu2wIRVh30CcUtNANS0uGkwyctvV/Pr7fo9KTwp69zOaDq6frk2ulPjUZz5LZvwo//T//oG85ma6bUcg5vdg2jbTp49iNktsHNrAoZkSVqIHX6qXk1PzxNNdbOmKEvLKzK1BF72ySL6uk8kXGHvqYf7g7a9ha3ec2f429Nw8E5ka+brKSDriWmYtt0av2jJcp8p8maZmctFgkmjAQ7Gps1pRKTU1Hj6fZ3y5xPz0FLuHu7lt3wbSsQA1xeC+sRyLxSaqYVFt6XgkgcH+HpKveyMnHrmHDX1R9Fg/oYCPzt4YqYiP3/u93+Wjn/06X7rzAYoNjWRHN9WWyvgTDzM5v0LPpt286vI97OxP0r7WpvDQ+RyFusbu3gTbeqKYjoPfI7FSUVgstQj6JCRBXLel9yUDnF6q8q3jyxSbGrmqRn9bEL/HBbPKokBPIkBdM7j2+hv46rfv5J7HjvLuW66k02+xlC1xY3+MVNjHbLHJU3NFFN0mGfKydyBByCtRbGiUmwapiI9rNqfpigWIBTzols2ppSp+WSRTU4kGPPQngkyuDe4bqskDHb3MFTNUVYOrNqW5eCjFZLbOgxN5qi2dpmNhGDYnl8qcy9RIRbx0xwJEfS6XoljX6GsLMJapcWalympVQbccwl6JiF/GJ0m0xb0sVxUU3Sbil3n17i4uGUoxU2gR8IggyOTqGnXVYL7YYlNHlKH2IMsVFZ8sElg7mQ14RE4sVtjdH2e5ohLyuXGjzpifTvyMZ+rUPAYBr8RiqUUi6HnWpqquGmSqKsWWTrGpr1vpVd3kwESV/mSQTM0dPHWtVbeuVhUKDZ1YwOUALJYUhtsjyJLAZLZBpvZ9oGE64kfRLVYqKkGPC+GN+A0ZXAUAALOxSURBVOV1l2alpXN4pkixoSHixm0nsw28srBW7QqKZpOvqRSaGpbl0Bb24fNIjKYjVFWDM8s1HhzP8+7Lvs8v0Ez39Fo1XPjkTL5BVTF5eKLAa3Z3/0g3iWpYLJTciMjzORocx+Hcqntg0hMPUGzolNbWTy+FVMNicS2y+fSGeVNnhLPLNsdrZRTd4qn5IlXNoC8RIB5wY3sObpV0S7OYyNQ4Ml+iuuaIiYe8KJpFW9hDSzN4YqbIYqnFalXjyJNPcOzsGB5fkMuvvIarL97Lrv4kXgk+/eVvYm4aQe4Y5uRihaDPAw6cXKqyV7B57a/+R2bKBt0bRrjxppuZzDZoqOaLGuQUGxqTuQYdUf8PHWz9uMrVVMotg4G1Ss7CWktgPOilLexltaqyWHaB79dsTqOZNssVhfDaRv2Zagt5GbdtHp0scMVo6ocOL+aLTVqaSTzoDtee6dA4Nldaa8+qYZluFqGumjQ1i1hAotjUkUSXbZOO+N0mtoiPg4ePYXZuJez18N0nxxi+OMNcoUVDN9ANm4aqEYjE8XskEiEP1tq1uJr3Iaf6WCopjAx5uXI0xWpNJVNR6WsLMJAM8vBkgXxNJebz8OnvPIDuSOQzq/QnAoT8btOgLLn1qjXFYL7UxLSgNxnEI8I99z+IJ9HJr992I5s6o6TCfm7aN8Q373mQX3vTq9ne3YsswlTehY0eXygztlrjfF4llYiQSsS5+0yGdMTPq3d2c8+5LAICfTGZyalZaBZwTAN/WzcrFZUVVGqqAcjI/vBLOrjI1FQMy8bBIeJ7cQexP3e76GcOLfweifPZOkM/xI71i6ByU6fUdO3az+Qx/LLrzFKVx2cKOI47Nd3YEcEri9iOw0pFpa6a6xbEhmbSUC22dUXX+rlVSk2DB88tc2gyy54LL6ZliSiGRcgnsfmCi3n87Cyfuf84Q/29DLaH6U0E+I8f+ipbepJoop9gLA2SzEKhyrH5CkPtYUJeme6YH1GEbxxdwrBsJMmdijc1k4ViE8vQeOrQvWiKAoluJFFCkmVa1RKSrXL5VdczmakzvlojFfKimjbtUR+De3dw5vwkJ2eySB4/V+7fDT4PflNktD1MQ7e4oD/uVlyZNiGvTKGp0RHxk2+oFBsaT84pRPwSNcVkItugO+ZnR08cWRLpjPtcZ4ggsKUr8q8aWjwtSRQY7YgQ8avMFZv0JoL0JoIohkVLt6ipJhduSHJupUZdNdnYEeV8rk5dMRjq7WL8/CRSq8jr9g7w+GSBpm4wU23gjXcRCAbQTJuFqoY/lsapr1Ap14h0+VzCf8BDbC1H2NJNHpssAtC1dlqcjvppWhYVxWC4PUzEL/PgeI7jixWKTYPLhmL8t7/+CK1Wk2/+3Z8jhZP4JfGXwtXk90h0xwMslRU6YgbVlgHwovvhnx5QnDl9mmuuvppTJ08+67+/rF98/d7v/R5/93d/t/5PPOgh17LYuW1gPe6wWlXpTQTwySLlloEZagfbJlOq0dOfxCuLnM/UObta4zW7enhkMoezBoQw1Raf+d8fJL7janbs3MPNl+2iIxlhrqFTaqhUFYtE0MeOgU622jZT+Qb5moZmWZiWQ0MzMB2brmiQoNdtKVitKCyXW8TCSa6/4iIe+PY/cv0le9EsG0kUmFrO889f+AqlUgHLE+JLX/0aN772LTgIJIIertqYYqGk8o9Ts6SEGm+9cgsTmTo+WWCkO8nkmaOUdu7h/rEMV25sp6rozBYabttS0MuZkwdQZo7y7nd+BYCOdBpt8RS62uTwTAnLhnLLIBbwYpgOZ1eqnF6uMpWrEfDInFqu0BbyEvZ7SIV9HJsvsVRSqM6P0Zx6klvf+xFEQSBTcWuNH5vKs1LR8HsFgj4Jy3YbETqHBrhy9++xrz/GZw8tMFtsslpV6G8LYdtRrrjxZh576iT3HjrO1TtrnDpxlJWlBfZe+xpuuWovb7igj+54AFkSmczW2NgR5fV7orSFfaxUFIpVhemmjiQICCIkAl7620J4JYGFYgvbceuoZwpNNqYj7O6LY1lg2g4rVYWFYouQT6ammKQGNhHvOMG9B5/i1269kgcOHQPJw+YtW9g00saB8RzfPe0ugLtifoI+GY8sEQ548HpktnVHUQzXji1LIuezDXTLxnYcwj6ZTR0R7LTrrBtfrbOjJ8oFfVG+uzDDN56cZjrX4J2XbKC/LcQ1m+DRyQIRn0x7xMeTs9Yai0WjPeTnNbu7mcjWmMo1kUQBUYCJnFttLksiuk9Gt2wuHkwR8IrIkkjLsJBEWC6rHJws4vdKiALYDuRrGpO5OnXNwLbB53E3Nw3NRBYFcByWSgq66VBXDCRRYktnhMWKQrGpMZKO0Jtw7+OxgBsDeXo4Ae59fq7QYqHUBARGO8IUG25bREM1sG2H3ngAAYdMVWNspYaDQzriZ3t3jFTEy+nlGrGAh46ou1ErNDQWSwqJoHd9ONCfDFJXTR6cyK07kHb3x8nVNCYybpQkGfJyZqWKZtrUFJ1YyIssuRu65XKTcyt1cnWVWMDLjt4o+wfbGGkP8ZXPfZqHTy5x4avewrH5Mns3JMnVVKbzTRJBDzXVxDBtHMd1IBQbGg+N57hxWye242b4u2L+Z9XaPx2/ejoi0tJNSk2diN+z7jh0D6Hc+4ZbEemQrakv2eBiOt9AFAU2pL7vApgvNsnVXaj5SHuITE1jpaJgmBZ+j7x+3bR0k1xdZb7YQhbdA5iaYtJUjXVGUL6mumwQWaS4OMOTTx5m16YR3vDam6mZEpIscnShjNy9lc6eJzl+39e5dOefueyFegUEgTMrMn/7+SdYcNoIJhy+dPdB3nTbawn7ZFar7ho77JcRAEFw4cqqYbGhLYhnraVkJu++VzJVlbaw9wXXTx/72MeIxWK87W1v+6GPedqhU1ddp0ki6MF2WK/n7E8GmcnlmC24sbGnB2xPPy9Bb2z9unUch6WyQlUxmF5rBLposO057IpSU2ep3EIzbQRBoKqYZKoq/ckgk9k6f/axLzOTayDKHnx6FZ/o4JNFeka3I8S76YkF2DMQBwQsyybokXnl1gT/5+NHiXaPMNSd5sz0HN94cpZwKEB70IdP0BEjKRRvglxd47HJIlVFp6oYtGwBOZxEU5vMFZo0VIMLNyTZ3B3FI4p0J4JcuynNvWdXufv4JOfnV7GaNcqeOE/Nl7lspI3+thCFhsbjU0Ucx8EjSwyngzw5U+L46bMszM+w64qbmK7YeBfKRP0eXvO6N/LFT36Mcw9+E3/43UxkahTXop6GZeMRoVzKs3F4O6eWKoiCQDrqdQeuXpFi02DrQDenzo7xyPEJrHqevp4uJBEGU2HmCk0mcw3i6a6XLCpi2Q6rFQXbcchlszxx7sSL+rqfq8GFadmMr9ZRdItNnREifg/ns3Wm8000037emMHPs+w1cFLAK9EW8rJUVqirru39l1mZmsLRhTKGaRMLetk7EKcvGULRLc6t1pBF90NgttCkJ+6n1DRAgK1dCR4+n2cm36DS0nn8yGmaq7Nc9e5foS3sY0NbENWw2bx1O55ED/cfneC6QJyGahISTZ48PcEb3venjK3UWam0SG7YilpYZsNle7lhWwc7umMsVxUeHMsylqmTraruibZuMVOos1rVKE6eYHX2PN07LsMUZAStgVWaJ1SY5E9/8z2EB7p4cCzLYsl9s23siHD1xnYSIR+X/MEbufaaa9iyfRcXjPbx5GyRimJyZKGCTxZJhb3kG+4QSxDchYvjQF8yxEAyyGyxxVyhQUs3uXAwweaOGLv748SDXlTDJdG3hb0/FtPixagz5icW8CAI4JNFpvMNJrMNFsstTNtG0W129cXpSwbpSwY4Ol+mPDiAJ5zke2cyvKO7n1fv6uL2E6s0DYdgwEdnJEDQL6PqNkJAJr+oUquUCG7oRtFM6i3Tdb8kghxfcHOHo+kwfW1BMnUNzbTRTYuoz+3aPjZf4sBEnkJDoy/h518+/3kWV7L8nz/+Dbbv2MH5bIP+X7D7wwupOx4gV9eYL7QwbJt40POiY3OdnZ2kUilOrg0sTpw4QW9vL6lU6qf5K7+sf0P19vby1re+lU996lP8+Z//OQOJEKVcBn/HreTWTlwzVZXz2TqGZaObDuF4G/rqBEG9TDK8iXTEy2SuydePLFJu6eRqGsmQj2jQw+GTYwR3XMeNN17PpdsGwHaYWXMOOoLA5aNtGGsDilTEBaHppo3PI63nhBXDxifJ9CYCJIIenppzaytH0mF+/V3v4K4v/CMTB+/i8lvfysJqlk//7f+g5W/nTW98E6fPjvHA5DKX1Kts7kmTrakslBQajSZLC4vctH8Hu3oTXNCfRBTAyW/hgwfuwqllOWek8Egiu/ribs1bX4LeRID3v/mfuPTSSxkeHgagvb0dq14gbNSYyTexHIdLh1JrNlsXVvjZx+c4sVh1TwIdkCSBVNBL07CoKjo7u6Pcfvs/sfuiqxGDccYzdXweF844X2y5dt1AgAv644C7QY8HPBimxVeOLNGTDFBVDWaLCjZFLNshEgzw67dczhe++AXuvvN2vL4At7zhbVx+wXbeelEfsbX7v2ZazBRahLwS/WtV2FG/TLHhtjf5PBIXbUiSrakcmSuttUNE3Gy3HSQa8JAMetnSFUNc29gIJMg3NJbKCsGGhmZYXLRnJ/c/eIB/ufsQrZVJJH+YcOcAHlHikqE2zqzU6I27ld8u4FSk3NQJeN0B2pmlKnXFYEtXlHxdQzMt2sI+NnV+H0J59aZ27jy1ykJZ4ZWX7uZLf/ffkPftYDwb5H/fO87egSTxoBdZEmhqNsW6ht8jEfLYWA4sVhTuH8tyy84uQj4PC+UWhbrLptjZGycV8ZKpqEiSyEKpsTYsE4n7ZUY6ImSqKg+MZxjtiHDlaDuLZTeSKZtNZs6cYzmWYkfvPlq6u9iuqyZRn0SxqeE4DmdX6giCexhg2ja5msZgKkxP3E++rjGdd9t/5osN+pMhRFGgK+ZnbNU9FNjZG2PfQBLLdji9VOGB8RyyKDCRrVNTDUzLwcFBRKChmgQ9EpM5t9VkOP19p8OGthCnlqpM5+qopk3U7w4NG6rBU+czPHr0FO3pdvZtHWG4PURTs9jYEeGK0XZCXonDMyXmSi4nIOrz4JEEdNPPULtNIiSjm5CpqNz31Dl+5/99iFOHHkLwhQh0DpGOBelLBlmuuODJ8dUaO/tiNCyLqmowkg5jWQ7ThQbHFsqEvRLHFqsMpkJcPJRc/ztkairFhk48JDO+Wqe15sIVBIWhNYZHpqbi84hs7owwtlqj0jLQTQfVsH6km+NHKVdTnxNRWSy13NYV26YnHmBjZ5TRDji7NuzpTbguq1xdw7Jd8GPU76UnDLLHw7dOZAn7ZNJRialcg46YHweYmV/kqaNHGRrZyDU33UReAVG0CciiGwGsquy78kbu+PLn+O7jpxndOMJoR5TlUotTM6uM5Sz69l5Lj9/i0MED3Htkghv2bqI97OWRyTyC4HLcvJKAatiUmxoX9CcZXau6jgU8jKTDnFmpMpNvsrMn9rwuDdu2+eAHP4gkSbzxjW/E633uGtSyHc5n6mRrrjsoU1V4bCpPVzzAcHuI4FqEVzEtqopBbzyw/rNGO8KcWa5yPltnW3cMw7KZyjWoqy6rKBtUOZ9p4AB7+uJE/V6m8nVSYR9zxSbZmkp/MsRoOoyDO3j6zokV7jt8kiNHjtM9MEjAbCIqeRQTCraXiZnv8fq3/QciQZmJbJ1cVSMWlLEduOPINHO5Bpt3byLd24cwt0SxVMEWPBimQwgVu1VnMOFDM2x8kkR/W5BTi1V0C0R/GEGrsr0vSrGuU1EM0lE/imHx0EQOryQymW9w/5EJZElm16YenjozyXyhiWpadMcDdEb8LJZb+GSXb3divsxMtsJD936Xro40oyMDTKzWmM016Ev4ecOFA1x//fV89pt3Iu1+NXNlhULNIOgV3YavSgazVqKt/SJMy2FTVxhZFMk1VDySRE1RSHb3Y2kKx8dnCA3vpe74eeBcDknKEw/K6JZDNN37kjgu6vU6H/vsl3n46FlOnzpNPpt50V/7czO4MC2bsdU6Ld1kY0dkfXO2uTPCdL7JUlnBsGwGU6EXBc36edBqTUU1bLZ0uUOYbM1lPWzp+uUdXGimxeNTRVTDZHtPDK8scmKxymKpxWJZoaGaBDwSPckAqxWVJ2ZKtAyLiF+mphhgO8wXm4S9EtOP3k7aq3PDJRewszfGudUa07kmu0f7iZfOsDSdZmnbTlIRH/c8dgTfxsvx926loblVSGMhkczYIWJvuY2FYot0xE+hrpEM+/AIIoZpM19sAg4LBQVdq5MrVth2zevYNLyBV+3ooqlbyKLAlu4YU9k6Z1aqBL0yu/vjXDqc5JpNnXhkEdN2sKK93HnHHSj4mMzV6Yj62NUTY7WmUlEMNNNmc2eAeGgtO+s4lJo6hYZGTbHwSRKSKLF3IMGNWzuZyNZZrarEg17mik0X3vg8OcCXQs/kQgylwuhrJ45HK2U2drgnRwD9bSF6E0EuGUnxxX/+RwqlNp6cLdGXDFCp1tCKy+zeNkos6KEz6qct6KGumaRaUb55+x2Edg6RTiWoqgYz+QZTuQYAg6kQ+4faCPokDk0XKDc0vLJEe8TLcllhqD2M3yvSVvPy6JNPcHahwK+/4Sbe/aZbObNcxe8Rf+EjZc+UJAr0J4Prz8+PM5QRBIGdO3dy6tQpwB1c7N69+6fxa76sn6He//7387nPfY6Pf/zjvOtd70LLTNObTjKdb9KbsNddF4mgl3TKR6gvglVZJVibZ3ffKwl4RJq6Ramp8/hkgd5EkFDYi6raZCst5HAK2xN0ow6KzmK5RcTrRjc6Yz5OLdZQDRu/R0K3XHCuaUMi5GWgLcBSScHnkbj9xLJL0PfJ7OqNEfDKhBNxbnnbe7jrjjvYtnsfH/+Xb2IrCn/1p7+KFuwgGI4yVTjA1+4/zF++5/VkEbj3XIbV+Rlai2e55j+9k/FMja1dURAEXnHlJfyvj7czfeYoF1z3GpbLKl0xt97xwWaWpaUlzmdq/N/f/d3156+9vR0AfyuLblkslRU8sru28Hsk0hEfmmnTnwyyqSNMNCCzVFLINdzay0TQy+TZU+jpLey69CpkWaAj6md8tUqp4ToeOmN+LhpMcvloitWqyqnFKrYDk7k6KxWVnniAqza189RMiXxTJeJzW1UuHEzyyg/9AR/+5Ffo3ryHgd5uXrWjc31oAbgRg4bGSDpMIuih2NCYKTRpjwZ404UuTG0q3+CC/gQRv8uQauk2LV2nPepn34YkZ1ZqzOQb7OiJrQ8RBnxuJe7h6SJtYR+/fusVPP7tz3DvgYcJ+rx0jGyjKxljS3eEdMTPjdu6nlXFWWnpjK3W6Ym7YNATixXOrlSpKiambTPQFmRLV+RZg9h40Mu+gQTHFsoI/ihDe65g6eSj3LL3Qs6tVnl8ukh0zUJdabmRz4GoiF3OI0Q7MW04n6vz1aMWG5IBTi1WUA2Lzqg7NAs5Ko6pUWzY5BDojgfxSQKSJNIW8pKva+ime3A2Mb/K7Pg5Th87zPS5k3g6hvH37eD+x45w6VCSC/ZfgiH5KTcNfB4RWYKVistYaGkGpuNWMsqS4Lo6dJOKYqLoJlG/vB6ZufdMhtWaws7eOLv7E3hlEXPNBfrKbR2AwPHFCumwhIWNotkU6i2+99QJnujpJx4KcsXGFOmo63bxSOIaj8XhnrNZqoqBJECxoXNsfJbphQUs27XlC/4YXkng4qE2LhhIkgx5mSu4zp/RdJjR9hCPTbsW+3TEz2Uj7tDb0BT+1z99nafG5gmkLuBt//M9LE6c4MBXPsXGrTu496x3neeWDHmYzbvNG5u6ouwbSBLyyhyeLvLYZIGAVyLsdyO5g6kgIZ/bkHRioYIggFcOEfHLDKZCa5ySJtO5JjXFhYT3twUJet2qVt2sMpmr0x33M9rx7OrZpmbS1Mwf6dq2bPfami+5DXJPP365oqzfG8KOvH6o4JEEhtvDTOUbzOQbOI5bHTvaEUA3bSaW8tx827vxxdu55c3vphBNU1cthttDXL6xneOnx/jMN/6Zzg0b2X/5VZxbruP3ivQng+iWg6nabOmMMCkKDO68kLNPPMS+7SOMtIfpDArc+Z1D+GQ/r738MurNFk+dOMl3HjjMsupFFAV6E8F1vkJDs1mtuHb/+VKLG7Z2MtQeZjQdRhQFhlIhxlbrLP8AFPxpjY2NrW9W77jjDm677bbnPGah1GKp7MI39/THKTYCbrOFYXPX6VW6Yn6qitvIoZgWp5dr2A5sXAPRjqTDjK3WGc/UaGoWggAbO9xGQEW3sB2bqWyDhaIb4UkEPTw5W0ISBXb1xtnaHaXcNLAdB9O0WchXOfDkcdr6R3jj615FyOvFsG2ifplSpcb//T9/y+zhe9j55ndSbhmM52ounBc4du48tt5i5+gQyUSUYwEPtfwSV+wawTRtipkK6txJdvbdij/uR0DAL0t0RP0sVVp4AiGyilvlGvd7sWw4sVhZ50rUFIN8dpVqrcbmLVvZErd5/N67aPMaiARoaibzunsPUQ2byWyD1ZrGwulD5B7/Jv/rG9+lKMV5+HyBQlPHsG2+8MQ8e299F4/nv8Dp81Ps3rwJx67T0izyK8uceuJh2hNRBno6iAc9XDzURqVlMFtoEvJJDLQFUaNe/LKIYkvEolFCfg/diRBL5RbZqkZdMwl2DFAqr77ge+nF6H2/9dt8/cAR2lLt7Ny9h21vfRsX7t7Jm6+/8Ed+7c/F4MK0bM6t1GgZFps6Is+iLwuCC1vxSiLLFQXTdhj9IfCVf2sVGhrA89rTNNOtekyGvn9C3h0PMF9sUVONXwpL+zNl2Q6GZXFwskC2ohD0ySxVFAbbQm5Gq9ikI+pnT3+Clm6xrTvChQNJHhjPUm0ZhPzyGr3ZpGVYtBo1To5N8StvfRvdMT+27XB22a0YM22bHVfdwuPHzvDe9iBN3ebwmRn80SRyOIHlOAymwvR1tnPmSYWA6DBTaGBaNlXVJFtVqaoGvckgpmWzWFawbJvM5Fnagw5vumonFw+3E/J5mCs0yDVU7jy5zFyhiQ30J4LcuC2NIEiMZerPeh6EWDeFUpNU2MNlw20k166NpmZybrVGoam7fcqigIi70O2I+lkoNSk1NQZTQa7ZlCbok+mKB1gotlgstSg33czgvwWsVhTd3nnDslkstRAFgYVSi4G20Pr/3xn184qRIF849gTl7TtRTBulmqM1/iiXv+VGNMmD6YDfK1Ns6PRv3IFkfpXVsSd51WvewOPTRTKaSiriJ+yVGUkHaeoWc4UmNcWkohpEfR46435GO0L0JUMslQN8/BsPcvLwQfbv3MIb3vBGFktuzdYv0kDzxao94iNbcxkoyR/TZbNr1y4+8YlP0Gw2GR8f57Wvfe1P55d8WT8z7dy5k1e84hX8/d//PVdddRU4NrsG2mmP+NZgyO5m8JlVhalUilJmie64uzja05tgIlOjPexjIBXAsCCCgFZYIozN1u4opaaGg8CmjggtzcJxBIpNFxBsWBbTOXeBtaMvwWg6xLmVOroF23viOLbNd06tUGkZ9PQn2NIZoaFbSAL82W//Kt/75lf4q//8h6S37Oct7//veJPdzGZqtPDR35ni/MwC3z02w0Ube1B0i5MLRaLtndx0xUUslBWOzJcp1DUqisHWCy7m1JHD/Mqb30K+YaAaNitVhfOZBkuT40S3X8PVN71m/bkIBoMEg0FK5TJbwj4sx2Em13Rhnj6ZB8ayFGoaV21qR1/7nGiL+EnH/FRbblzgY/fOkxzcTnd3Hy3NIlNTyK79PomQj/9waT+yJPH4lBuFC/sl8nWNjqgfvyzR0E2GO8JcNppibKVKe8RPMuxjbKUGgsDVN91CtWVy6Ujb+v0X1hhShSZeSaQn7sIfczWNiF9ej2D2xIOcXq7gAANtITa0hVitqW4EYa2Kb7QjzLmVGuOZOm1hr8uiWmvOKDR12sJeLh1t5/1veRUf+Ojn8cfTXLp7Kzdu7ViPK/4gDDke9DLa4cIcZUnk4qE2ogGZqWyDZMjHps4oQe9zl56D7SFKTZ1yS2fX7p3c/b3v8aGBMLt748wWG6imTcgjMp5pYNkOR+79Ege/9kmSe17Jhv3X09c3QNnjNlaBg9JscGZ+gnsmTlOuVfGEUziOjW1qSJ4AgmMh2iaSLOERLATHAl+Uhm6jzBxjY8zkXe96Nxfsu4ij47M8PL7Cdw8e4a77HqR3z1UEOwYY6kpx2WiKQl13YaWLFbZ3xzAsi+PzFVq6QXc8yOXDbWRrKisV1R1GOy77QZZFNndEiPo9mJbNTL5JQzPY1hVjodxktCNMKuxCmm1D5T+8/Xc4fGqC9IW3sP+amzgkikxmG2xoCxILeCm1DBTdZCLruhCq9RYzc/PUqhUioSAb+no4cfRJsnPjnPB58Ugi23vjFOsqD07kUHULHIfvnc2gGTai6IJLo34P3330ST76fz9K0xNn477L6RncTNZ0EEevxL9S4d77H2T5kmuJ+D28akc3xabGkbmyG/OJ+Thy6iwe2yDuCDy8qIAkcdOOLgpNiztOrrK5K0KlqZOva1w6nGRbT/xZ7gn3ELPBqaUqkiCwdyDuvo+9Mjt7Y6xWFR6fLuDzuJFRjyQiCQITmRqaaaMYFvGgF810N9OC4NaIa6ZbU1loaMzm3U3cdVs6ADfq/fRGua66rJJSU6PY1HEckNciSSeXqvgkkeu2pAGHiUyNf/zy7bTiQ3iSKb5410Okh7cxPNBPMuTlriPTfPFr3yXev5lrXnkLTR00yyImy5RbBgLgkSU2xsNs7IhgtPbxL2ePM/Xk/aSir+XOO26nmlvm1//D27lgQ7vL1Onp58RKg3S5SdTvJRb0sH9DkqhfZjxTJ+r3UGnpPDie49B0gf2DiXXHQ3yNw7ZccfcsoR9g8T366KMARKNRPvWpT3Hbbbdh2w6Zmluvbds2C8UWDtCXCOCVRTTTYXd/gs0dYb731BgPHBpnz46tdMcCBDwyi+Um51YrXD6S4vLRNPGgdz1aFfK5g+PFUot7zmYJ+yUUw2auUKPUMnAcSIY8GJbDxYNtxAMyT8wUmS+6bh9JhAcfegilUuBtb7mNm3d0cz7XZCpXo9R02NTbzhWX7uf+Bw5w/SvyvGb/Vr53JkOuphEPe5h55FsMDGxiy0CaWMDD5v4uHnngHkLXXsRgfycHF87iaeuibAfpEwUauusqigY83Lanl7NnztAUfJxZquGTRQpNneVyi7pm4hFF2kISJ48cIuAJcNmuzfjVAogSPq1MrL2NtrAXrygRUCRkSeB8toFXFpmeGOOim9+MEmwHzaY34aOheYj5JcotHcPXRnJ0DxPHj7Br80ZkUWR5ZZ65sycY7Erxn97zdgott90nW9PY3R+joZluK41u4vcI9AwMsmIEiUZk+hJBwn4Pl4+keGAsyyPn83ja+ihOTr3odcrzSVVV7njgUV71ml/hj/7w/eQbLpdka1fsRX39z3xwYdsO957LUmrqXLc5vT60sG0H2/l+P3R/WxBZEpgvthCFBsPtP7vhhbOWzctUVSRRIBH0PoeGulBs4TjOs07IO6J+VqsKSyWFrd2/PIOL04sV7j6XwSeJLFcVQl4Jo6bSmwiiWzYbO0KcW3XWpuMRxjJ1t1pNgLaQj61dUfweiXMrdRbLJRwbTp06hRxJsO+Sy9fJ3YpuMdgd4tHJAm1DO6h++dOEG4sIkQFm8nW6R7aTDPuxLJv5cgt/WzeeZC9Ly4to/nYqLRNZgLFMHUmCDSm3S/nwdJFDZx+jeeoefvev/oaGbvPkbImWbhH0yrQ0N5s4kArTHvYgCSK6BX4Pbo5YcAdsAmDaNhtSIbZ2x57VABHyyS5VeaXG+GqdLV2RtUYRex3eOpwOM9weXic8d0b9rK5N+4Neia4XIFi/1JJEgZ29MXb0RJkvKa5N0nIYbncHBKphsWX/dSh3/AUdUoNYspvJg+N0hkUu2dxPXTOotAwWSy0028FQHbbvv5InD9zFYDJAUPRTI4S3bhILSSh1mRnFz5Ii0xmUGQqJDEb9hA2NY2fzPGIJLGfyfPeee9iYDvOP//V9VFXbPQmRhBfNf/hF06bOCJbt/Ni09J07d6IoCrfffjuWZb3suPgl1R/90R9x/fXX89d//dcAdHd3MZIO45NFlsoKlu2eWj39Wdnd3c3q6ir9yRDFpk4q4iNT8xIJyswWWkR8Mpu7ohRPHOCCC/exfyjF49N5HAe2dEZRTAuvJLKxI0LQJ3HXSbdK+vLRFAICmmFz2Ugb0/kmjgNzZZVdfXF298YpNHUWygpNzaTUMuiM+njLO97JsYMP8JH/70+ZaXootXRkSaAvGWTrDRfx3z58mIefOEkoFCEZkskvL9B/4fUcmMgTCcgU6m7d64ZUkDddtYunHr6P8XNn6BzcTLGpkQp5yNLi0XMnGNiyi6dWNdKp77c7tPduYLWi8PaBJLOFBqtVheMLZRTD5pvHlpAlkfnFZeqNBqOjI1y7uQPVsPjCEwssLy1QKxe5dP9+ZotNJNEFYAa9EhvaQgy2h9Ath4VSndWq+1qEfRLRgIf2iA/DtHlytkwq1GK0M8qe/jibO6M4awyK+WKT44sVhvsj7FqrU3xaubpKtqri97qvswP0xAP0JQPrr3XAK7GpM8rYao3ZQoORdISe+LMBv1G/h8FUiMVSaz0KVGxoOI5bnb21K0rYJ/Pe9/4GH/rff0N1ucJ173zVj2Qs/eBhzuaOKD5ZIhn0/tBmJJ8s0ZcMIggCv3rDXr79mX/gyNGjXH7FlfQkXZfGfeeyBLweErLOl/7vLNe+7X30CBXufPwuZpMbiLe10dbeQeb0Y5TyGSTZw9Du/QzuuRRZFIigItoGhmkgWAaqYVF0QmAa+JU8tqnTNbCJrW+/jc72NjZ1hrl4KMXbrtvNV59a5OjkXmYnznDy2BEyK0usTiXITsbYsnUrphxkvtAiKEvUNXd4YFpuDexMvkEq4qPY0PnWfQ+xsrTMK155E9dv72My3yDf1NFNm7lCk2TIx1NzJRaKTTyyhF8W6QgJ3PbGN3Do4OO877/9HQ8cOMAd/9/7eMU7fovmnqt5YrZEOuKCraN+GY+tsTI/z+T589h6k5sv2cXrb7oGB/jbyiqnz8/SPTDIiSWByn06sixiGDabuqKczzVoaSY11aA3ESTslfnotx/lW9+7n+jAdt70iusY6OulopiUGi7LoWfXVSyOHSeymmfrhm7OZ2trTRpBkkEvH/zrj/Ktr34Zq1UGQSK0/VrkaDtf/ucir731Fro2DBH2i+RrOi3D4sxKnYBXpi8ZJOL3kKur2DZ0Rn2MrQoYtsPZ5RqjHWHCfg8hn8wF/XE+d2ie24+vkAh58Uqi685QdaIBD+dW6/QlAmtRbYeaanJysUJ8bf3ukdz3jeO4YHiPJDKVcyHpHVEXIi5LAoWGxerqKr3dnRRbbtV9pqqSr2k8NVekLeRjuVDlsfMFhrft4YJ9+3hyfJZsvsLx48eh0cPZM6cxDZ03vOa1eMNB2kSRQkMk4JPZ3Bml1NCoqSYtzUQxbDYPdLFz74U8dOwENf9TjOWaXHrJpWzfNMRqVeHMcpVkzzCF85M4tTwd6SFWKwr3nssS8koEvDLxoAfVtEiFvMwWGnz+8IILMvbJpMNuRLDc1JnJN9ne8+z63IMHD9I5MMzb3v5OPvKhv+Dc5Cy6P4GiWziO2+hRamqkIy6wd77UxDAdegIGv//H/4Mv3XUAz8Ae/ige4doLthD2yyyWWnglibOrdSRJ4qLBJGGvxFyxgQBMeySmcw100yTs9VJu6Ki6TdQrMjkzx7Fig0g0jODYzBYb6KZNqWUQ9sgo9SKnJhfZs3WES3eMslxRSQa9dMSCFNcg9Jv3Xs4Tp6f56t0HKDphFMNCFGBxcZmyEGH7lovWmqPqdPYPIjg2D5+epWj6Wa7rOI0ir79oA+2RAGGv+54PeCUWii0idouaKZKrK7SFfJSaOp1RPyHdRNMtzo9PUVdNbrh0L5GAl5YTQ451cGqxzPa4wflsg7hfpjsepKq4nwWpsJd8pUF685WcWaqxbyBBOewjGXT3x/eP5Tg3WyGUHiRTrXJyepns/BSzkxP0b7uQ1127l55kjHDQve8dWyhTaur0JoKQhJOLFQ5PlfH1bEE/8QRS34XMFRps7ooxnW8wmApxarGCEElRMv51+9dvf/deNDnM9ddcTaFh4BFFBtpCNDXzRX39z3Rw4TgOJ5cqrFYUOuN+F7IjgGrYHJvJUqi1uGJrPwNtro2sOx7AdhwWSwoeqfWsE4ifVDXVnW6GvPKL2hwYls35bJ2aYtIW9lJs6BSbrp3uabl2KJ3eROBZE2NJFOiOB5grtKgqxouqNvxxNDs7SyqVIhKJvODjSmsfkk8DncClW7d01/76Qn3clu1Qbulrk2aB2XydO09nMC2HuXoDjyQiCwJd8QA3bE2zXFY5tVSjLewj4pc4tVTFsGwOzxQRERhIuacsLd3E53HhVrm6yhdOnGDT5q3sHumh3NQ5NF0gV9c4tVQh5POwbdMQvvQGvvHwSfZc6KNRyLBp63YWik26Yn76E0FK7SnkeCePTJZIdgQI+VymhCAK7OmLs6snxvGlKtmlec5859P8lz/5fQZ7u6irBoWGSqVlEPTKdET87BlI4NYMO3TFXAtstqZh2S4QSBLc58PnEWmP+J73tY36PWzsiDCRrTORrdObCDKdd2+4A21Bun9gUfn09bJQajHY/m/vKBAEAUEQGEyFkEWBpbKCadsuTb7QZMuOXZjZKcSl41x7+U4+/r3P8Lo3vx1JEig13al4e8RPbyJIsaER3n8R4xPn+fwd96MtnEGOd+GJtdMYewRR9hHa/QrkYAJ17hitqScR/SE88U6QvDimgRRpp3t4Mx/9qz9jIBXFth0Wyy2CXvnH6of/RZJHEvlJIrtPN4t87nOfA3h5cPFLqmuvvZY9e/bwne98B3AHE+A208iSwFyh9ayqua6uLlZWVvDKIgPJELmaSqgos1BSSIV8hHwy2WKVwsoMV2+8iXjQw0Ub2lBNF7q5oc2t2tNMk6dmy6QiXnb3xZEkEd10h7CTuQadMT+ZqnuKubnThQlH/J71Qb+D6yS74Oa3c+0bfx0h6EdsNbl0uI2BZJB8Q8d24MZdA9zz1AFKF2wjYLeoTx+jY+97+NbxZfqTfgZTEQIekcVii3jPMLHOXg6dnmRLoJulTJ7C+RPMnniUUNcQ27dt59RihXTEzyXDbQQ8Eom+TdTKBfb0xdEMm6ZukK1pHBjPkqvrXLghwVc/+XHOPPB1tu+/itqv/ho79+7H7xE58/gD+Gor7Nn+TubLKm0BD5ppM19sccFAgldt6+I7p1aoKgaj6TAdaxln1bBp6SYN1SQWkJgvKezZkGRTR3Ttnuve+5u66+pIRbzo5vcrCx3H4dxKlflSi82dEcJrdvrnczHEAh56EwEWSwpRv/q8dvn02tB3tuC2f412hNfhjr0J97oJBoP8we/+Fn/2Z3/GFZfu/7GvU1F0bfU/Sq4NXyWxYSsRn8iTjz/Kvv2X0dBMnpjRKTd1Lh9N8Z3P/z9as8e48c/+hG3DffyXNpkPfeF+Hjt+lsknHmTbcA/vf8v1hIcvJNdy0G2bZMC10OuWy37Y3h3lfL7Bk7NFZAQG2t3IjSyK5GoqmaobdepLKvhkEcOy0UQ/8eHdvHXvxZjFZe47NcOUGuLcg0/RpufZtv8q2qMbiPndjZYgCJiWQ6GhE/KKTC+sslADIdHPY0ePc+FwB5olsVpWaRkWYb9MzC+xWHGHUQIOB89n+c1//hRjSw1+7yOfZ9uefdx406v4zBe+ykMnp4iVJUa37mCmAWNjEyyXXE6cY2h0xIK86eZbGOntIBn2kY74+U9vvpHf+sgXOXN2jKsuv4RszT2U2NQZoTPqp64aJINelioKpuXwz3c/zoGTUyTa2vmTX72NYChE1C+zVGmRDHjojgVoaCbl7mEWlpbZOtBBtqYR8lls6Yrwhc9/jgfvv5ebb72F3XsvptrUaKgaYzWZ+WyZgycnuC7Vw33nciQCHtqjfuqKwdH5MvmGRqVpsFRRSAa9LuCzpeOXRB4aX+HYnIcd/Sl8sshKxa1v964dCOXrKgulFopmEQ3KXNCfxCOKdER81FT3YKXY1Al4JC4eamMq3yDsl+iI+jizXEUS4NxqnZBPYrWiEA96SAS9PHzgQf7mw3/Nq2+5iVvf9h48okBfIkBDM6gqrqN3emYaIRChb3QrNc3igs3DWAN1HjtymsceeRgBi/e85XVs3dS/dk/0IQqwWnUPqRTDQhBd0KTtQG8ixBWXXcL5pTzHTx4n2dnH1t0XMptvslJVXBdVVzvTU+c5dH6FvBCjI+Ij5LOYUQxiAZlo0ItHENjeG+PYfIWJTJ26ahILyHTGAvTE3WjHfLG5Xl/69MHxwUNPsPOKm9hxzasJfe8p/utn7+F1t9xEV8xPqamjmhZBj4Rh2m6zT63BsaMneOqer6PVS1xy0xs4fmacux96HDmcIhnyMtAWxLIdik2d+WIT3bBoaCaa4ZAKeZgtNZnM1hEFAc1wiAVEvMXz3HPHNyjnMgxccCWZRYvDrTp7tm6mIxl2XwfV4L4jpwhE4uy9+ArKisFCqUVDNZElkWxNwS9LXLkpxbm9u3js5HmOT6+yuT9NOuLnzsfPER7cjRxLcXShjG46xIMyHdsvZnVhmt99/ZXMHZwjEZRxHBFFNzm3UiNX17hoMMGO3hg9co1SU6DY0LFsGEgFCHtdjpzaanLPfbO0D2zkoq3D/z977xkgyVWYaz+VO+eenpzD5pykXa2kXQkhCQkQIhtMMrbv53idwDa27702jtgYHADbYBuTQYCQkFBGWRu1OUzOM93TOVZ3he9HjUZakECAsDDM+29mOlT3VJ065z1voC3sQTfciIU5KtlFRAHcikjdtJhKl5nKVXErIgvpAvibUH0x5vJV7jhdI+HXWN8aQFMkBJyw157mMJlRm0OPP0KjlGP79p1EewY5N1+mPVJ2apZzdQzTIldpEPE2WMzXKNYaGLZNczTMyekzBHbt5anxDImAm7hfo1Az6Ip5kFU3FXfiB74HPINaw+Tz3/w2PrfKug1bmMrV2NMboSXo4o4TL86C8rIQFw3T8dmNLBY5MZNDlUX8qsz4Upknhxd54rFHuP+xJ5EEkT/74/eTLjmJ2T5NomZYxHwqc7kaiiR+12LvhZBKpbjiiiv46Ec/yrXXXgs4g8TEUgUAUQCfS8avKfiXfYjfSWSUdYMLi0UahkV/k4+4X+Ppeo5k4VniwrZtJpbKaIr4XbsbAAm/i7mc0wcddL84WcyLQalcZvs1r+bK/fv5yIf+Ck0R0WQJTRbR5Gf9p4Vqg0eGnR20wYSPoebAcvBZxVnUC2WiXnX589iU6ybNAdeyZNDm4mKRXKWxXBdV5sKiE56kSQKmZbOxLYAkCrSF3IwvVagbJn1NPtyKxFJZ59B41mFIMxUSPhcuxZnwJot1+pqcBbK5MMLsE7fzK3/zIaI+F7PZHNPpKuWGQZPfhSpBsmzRtvtVHEsaFE6OImpuIrEm4j6Ng2ubHembr5vPfL5KJp+nvb0TWRSc2ja3s9A9u1BkYjHD449+my0bBrnx1rdiAxGvymjS2X0q6gadEafKrdqwEJd9y4mAayUR+QdB2KvS3+RjeLHE2WoBTRFZ3xp4wcDW1pCbmE/7nmTSfwc6Ih5UWWQsVSZbbuDTZDYOtrJ9wxDHH7yT116zj2Jqltce2MP2rghBt8J0psLWrjBRr8YTo2l29cR45e4PMpMpU6zqNAyDyaUyYZdIslijUjfpDogI9i1EVAvTMBCsBoJRZ6lqsFSFK3ZsYnNvC+BMhl8K8vKnEevWrUOSJO699158Ph+9vb0v9yGt4scAQRD47d/+bd761rciCAKJxLMTipagMxF9btVca2vrSvZJIqCRCLiwLZuAS6Er5sG0YGpiEtEdINSzgVrDYkd3BFkSODvn7KLmqvVlOa/Mtq4QLUE3hmlR1k16m7xcXCgykiyRLNYYbPI7HmZZojnojPW5ZdJ+WHbkrcOLBYrVOoPLgdwtIQ8tIWfB/Fe/815u37KT009uRPaFUTSNV2zrZzSjs5DXKdcsPC6JoEsh7FXZvn6QR46cJF02KNdNvIUpfv7Nt9Kx6XIyVYv5fI27T83jUQT8LpVgJEph4jR+t7KcCWKjSQKiCANxHz1RL0ulGkNXv45ircYffeQ/iA2eoL+3j7Gywua9N9CwbA6uaaIn5uWzT05Q1g0kUeDpmRxhj8r+wRiDCScUs25ajCSLHJnIkq86xLhhOa0Ulu2EL2bLdYaTJaYzFTRJJFOqc7KeJ+RRiHk1JjNljk7kCHgUdvVEaP4+96G2kNNqML5UxueSVwgOy3JqNmdzVfSGUwu6tiXwghsqv/Vbv8WOHTvYsWPHS3HqPi8kUWBNc4DJdIXdB27k8acO8SsCZEt1qnWDwWY/fXEfn/zkJ9k52MZNe9ZyZCLDRQF+9+03cf/OXdRNE5csoUriioLnlRubCbpVvnZ8juGkE+q3WKhR1g16oz5M2/kfyKJArlqnopv0xr3EvCrHp7LUGhbVhkXMJzOXM0mXG1yxcS1tvX3cd2qezJKLhdMz3H/HFzF5A75QFMO22dwWoDvqZz5foVDIceeRx/F29OMLRpk58xT3P/okrzq4l9ElRwo+kPBRNRyLhiKJuCT4wr/+I2M5gyve/n4y3jZmM1X0hsrOAzcQ7J7kni9/mkce+QKuzk3I8U4CsTZaWmL0JsIEQ0HypsLkUgmPKrGjK8J4ysXejYPc/8RxlmanGRoaoGFauGSJbLmOIjstOK1BF/9x9xGOXRwn4Fb57TffxGt39eJWZA6NpxFtWCrr5CoNWoJurPYEp448wei5E7z2ugPUGyaf/diH+dbdd3HN23+djZddQcWwsL0mZq1Be8jCFmXOnpgml0miy37qhoUsS8tkRZn5XA3dMKnUDYrVOnP5GqIg0BFy8fF/+Vc0f4Tfeu/P0RxwMZev0uR3IQqwpSNEslhDEUXiAZXxJSf4vKQbTGcrrG11cmRs22Y0VebkdI5j087/OV9tUKtbnJjJLVtEJMaXSuzqjnDh4jD/+KnPEohEuOO+Rwh0red1r7ya6WyVkFulOeDi0XNzZIo14m3t2KKCKstsaAugiEHWdrUwfa6JDe0hDl51OQv5KnXDIuZ3MZTwcXw6x3SmgiRAT9SDKDpNfAuFKm3xCHs3DvLE8ZPs2bGNqVwZTXYqPF+zpY2wT2HywtNM5HT0eoOlEkwslVFViWxZp9oo0hHxMiRLaIro5JcEVGqGSLpcd4JPAxonZxo8NZ5hLlcj4Jap5dMsWgEuH9pBSfDSv34LR44d59U3XkdJN0AAwYalsnNfODc+y/DUHI1alc7Lb2Dnls1EQiEaqpfz02l85+dY1+pUN5frFiI2hmnxxFiaXFlna1eEmuG0D4qiQMijkJ4Y4Ytf/hQLc7MMXnaQA2/5Fbramrl4/iIPHzvFIVtg/UAfr9/Ty5e+9QjFfJYr9uymMx5kqDmAX5N5ZCTFufkCHlUkFtdIlxps37GDo+cnmD13nN+84edxCQYffvowAzv3s641SLbcoDPqoS/mxZ0O8u8f/TjmO64nvzhDKN7M8emsY+X1argVieNTeSRRZH3Q5KmRYTT1ClyKxFKxTt1lc/PmVv72zz5CdaHKvssvp6wbLOSrzBdqxDfuJ724yECz38l/0WSS+Rpu1Vk7LZbLGMUl+pqDGJpMqljHo8lkKwZn5or4XAo3bw7iUxU8C2G+effd7L3lPcRbO2gJOZk8T09lifg0qnXTIfwzFRaLVRbzOm5FJOJVsN1Rtu6/jqGuFtIlnUdGUtywsZWAS0YQRLyqSMMTZT5XpiX0g82/Tcvm9EyGRx99hAOX72IiW6Ur6qGvyc9kusJCofaiXudlIS7y1Qaff2qKZFGnXDcIe2Tm0kUmTh/l3oceQRddxHweZs+fYGJkmPbIVvLVOkcmSsv2ApWQR2F4sYQsCZeoHV4IX7jt64yla/z6B/6cb227jJppM5+rkQi4iPlUijWDYs1gLl/FzjmL16HmZ5ULSyV9pTpofVsQnyZjmBZhj8JcrraSZjyfdxZgQ83+51VwiKJAW8jD+FKZfKVB0POjqy4sy+ZjX/gmRriHB0+McWp8nnAoBDhEioWNKonkqw3OzRdJppYIazaZcgtHJrN0Rty0hpwd/6Wizky2wrGpHHXDJOhWVjyrqYJOsqQjiZAsOrsfhmkjCU6AUdTvIuxV6Iv7GYj7HKmtInLLYBOqLHL38XE+/R//xv59V3Dlri1EPQprWwOky3UWizWSeZ01LX7u+spnCYaCvPHm6/F5NG47VsTCZl9/jJs2txL2aqQKOiPHvHz78AlGq3mC8VbiIR/busJcsy5BRTc5PZcnFo1QLFXoiHpoGCY50aAr5iXqU5FFgc899C2qU6d565/9BfN5nSsGnRA1URRoDbvpCDs7l/P5Gi5FxLad8+9HQcynYdn2Ste2/H1kty83afEMEgEX6nKFXMsymXXgwAH+8i//km/e/lVEUeSqq67CpUhsaAuxoS10yXNLusGevggNM8Z8rspwsoQlKJyayaObCvsGWtjeFWEiXUaVRbpjHorL1VYxG1pCLta3Bn9ivo+fZLhcLoaGhjh79iybNm1CFFe/s59WvP71r+f9738/uq4jy5fe0nuiXiq6yUjSCWBsaWlhYWEB0zSxcMjmmF/Dp8m4FZmQR2b08ASyP44dasWjigTcjlKiN+5jJFmi2jAIuhW6os/W2cmSSNAjEvQo+DUZUXCsZju6IytKgeei1jDpjHo4NJ5BAOqmjd4wyVca1A1r5RrvbG/jl3/+zfz9P/458Z51bO/v4L0H1jCTqfCZpyZxLe+WNkyLbKXB7j17+PYjj+Ovp9h/2QFau17LUEuA9rCbbLnO6dk8Z+YKfOLhMQJuFXcoxtjCLOAQOSXd4PxCAcuCzR1BWoIq2dlxDr7xTRy8/mb+68ETDM9lOD2XRw230NHTR7FmOE0K2Sp108mTKFQbjBsl+hJ+ag2bkzOFlc8uCBD3aUiCgKKIFCuONLgj4sWrORWZmbJOvmLQEnKhyk7A43y+Qr5iYNoWLlXk6qH49yUtnPdzcsJOzea4uFhiXUuApZLOfN6p8vS7ZHqi3kuyxZ4PiqJwzTXXfN/3+1Hh1WTWtQZ47dU7ue+ubzA2Now33oFhOfOnRx9/gvPnz/Nv//ZvrGn2Y9k2x6dyiEKJLR1BRlJl6g2LkaUS7SE3G9qClOsm5+czFGrODnulbq7UqvbEfUiiwORSmdlslaVKnSafhmnauBSRkEfBpTi74LPZKh1hD25NYiRZRpEE3rO/j8lsG5Mbevnm177EE0efZnDDVnb0t9Ab97O3L8q5OYnf/tq3kJq6uGbbWmLhALenJ7nvoYcJJtppT8SIeh0lo23DQJOPRqPO3/2f3+PEyYv80m/8Ni2Da5lMV0gWq+imkwf3hjdewV+/aScf/sg/MRcYYtSM4tZUdvdEWNPs5+mZPNgwm6+tXGOFmsGv3HIl5x77JsefFgg3t9IZ8zOZqTiVpx4Vv0vh8OFDHDo5QjjWxO+98WqG2qLM5x3JvSQIqIqjTCnqJr0RNw0rRHdbM08fO87QwACHDh/mwokR3vgLv862vQc4PZdnqagjiyKKLHL1UBM7DvTwql+6m7Pnhmkb2opp1xmI+xAlWCqaDBeLuBQRy8ZpmdANwm6FC8OjpAo17OwUDxw6y5qBHmJ+FdO0SZXqLC43gySCLgIuBbcicnKmQKlusKkthFWvcfzJYxw8cIBMqc7XT8wxmS5zcE0TmiJTrJYJuRW6Il5Kep2YV+PIyDxfv+12grE4f/K+3+If/+Xf+eIXv0hXa4IpI4giCwRdLhamLiLaIn0d7ezoiRByK/jcCg3DoingpiV0GZf1xsiU6xSqTmjoYMKHW5VpDbqZTJfxqI46uFQzsGwbvybjd6lcf3Afves2UtENpnM1DAM8UYnZfBULm5v2bOBDn/sWZj7Oms3rKOsNlopOALzfLWNaFsmSzs7uCKdm8rQEPAy1+Dg6kePsbIH9Q3Fu2NjMA+eTLJVqzORMHnriFL5tN5JUEszmKrz1yg287zd/jcrsLXh71zOWLDGdq1KuNUhmi5w9cRi/P8COrZtA85DSwd0w2bN9G+eTTzK+mKaoW5xfLOJVZZr8Gt0xL7lKg8VCnfFUCRsBTRIYbPKzOD3KZz75z/QkAnzkr/6UtK+Hs3MF4n6V+I6NlCQvpy4Mc/zQ41DLc+TUBRIt7XR2dSBg88SoE2CZKzsNG50RDy5ZYjpTQRYF1q1fz+Fv38eho09jFZM0amVu3r2GRNxPuEtlV2+Ecs0gcu0+/vX97+LUA18nPXKcTVu20h/3Mr2cJ9Ue9jCeKjOeKqPG2qlOP0LcJdAZ93JiOke1YfDVp4b55miVoR17aYmFGEtXKNUaqLKEO9ZCcinJxcUimizi1WTmczUapnM/dFWTiJqXYChMU9DLlg6JuF+johsIgs2aRIB9AzGeGs/gvfFmrr/uFRyfd0Lu37yrAxD49sUkblXCspz8Fsu20RsWHkWkoBsIiNRMi6uvu56AJnNiJsdossQdJ+bYNxAj6JbwqxKCrPHIuXlu3d33om3Mz9QcP/7UEbLTI/T/9geQJZHdPVEAjk9lmMyUX9RrvSzEhSwKWLaNSxUJe9ycOj/Kt586TGHqPGvbw9zw6jcQbW7ljz/wB5w88iS7t22maFlEvAo+l8JkukJmOcBmZCFLcfIMv/rWVz+v7/KZ8MUvPXAYT8c6xpNJ/ulz36Bzw05MyybkUVjbEmBbZxhBcCZyc8u5AkslnaBbYWKpzFKpjt8lM5jwIwhOhoXDDtmATaqoE/aqTGecIJ/nNhzYto2u67hcDsHStByCM52tEHAHfiQLgGnZXFgo8vUHn0Q1y5TSizx67zf5o9/6Xyzka5xbyDObqZGtNCjXneCmL3/6kzRyST74Nx9mOFWiXDMIeTSm0mUMy0YSBCJeFUkEvWExmixxYjqHJIAki0gAAjQsG8NyqvYSARceTeLJ0TSLuRoPX3SqK/0umZMzWbZ2Rvj3T32S0VPHKSZneN3VO1ko6CQvpqjULfLlOvONGrJV475Dp3jNa97IucUKk+kUFxZKdEe9bOkIs1RqYNoQ8alcv2ctd3324xjV9Vx22R4GmnxYNsxkKmiKtLybovL48WM0zCtpWDbr2wK8enMbsijw5bsf4ul7v8yv/3+/SLwpQaZS5+GLKSf127CI+zU6I57l6jI3x6ayRLzK9yUaXgya/C6avrej5ycSYa9K+Dk/Hzx4kA9+8IN87GMfY+fOnYSWCbPvRMynrtyogx6FrpiXrpiXda3OLqsmS/TEvZi2TXfMQ67SYDRZxrScc6s76qU15HpJvvufFWzatImzZ8+u2kR+yqEoCp/85CeZmpr6rr+JonBJ1Vx7RyeWZTE2PkHNFUMUBK5e08TEUgXLton6NCbHR/AYRfra4lTqJkcmMk51plelLexiNlMl7FPp/o6GI9u2nftaprpC/D8faQGs2BBCHpULC0WeHFvixEyemM8Zc9ufk2z/e7/3e3z8E58gOXGe3/3/3oVl2xRqDS7vjzGfc9SCl/fFOBDzUN3Ywiu3/RNVW+bwRIaT01m8LplEQEORRW7c1IKNzROjGcp1k2JogGLzNk7P5pBEkeFkkVMzOVyKRMijUCkWaCxNclmHhw3tYTb0dWG6QiiNEruaRPrWtlLVTQzLUXN0Rt1saQ/x+FiGTLnB1q4w3THns1g2VOsG6VIdBGcDZLDZx/GpHIfG0jx4fhFVEgGBot6gJeBi/2CcuVzNqYyumXhdEh5FRVNEOiMvfrdLlUX6437Ozhc4NpXFtlmuQnS/5JbVlwqvvfE6fvGdb2Pk0IO86T2/SqZcR0Tgo5+5HX9LL6993a0IgsDa5VyQU7N5REFgb3+Mc3MFKg2DWsOx9mJDuW6yrjXI1vYQx6dzFPUG2zvDbGgLMpOtUqjWqdRNstU6Zd1gqaQjigLrWoIUdYPhhSI+l0RH2MP2rjD3nl1gMl2hbsGm9iCyYLP32pt58NBJho88xuUd13JhQcK0bB688ytks0WGNm4nEPCzpiXA5PYd5HR44NuP8AfvfRNNIS8np7MIgsg9R87w1S99juRkit/89d/gwLUHmc1V2NkTpaIbnJjJka0YFGsN/CE/N7/zV/jU4+OoyQKSKFDQDZIlnc6wm7l8lTafm1RR54mxDNesayLi0/hf7303v/unf8f0+Q5adl9GRTfIVUxmFxZJjp7h8NOn6O7r502v2kdbLIhHlSnrJo9cnGU4WcKwLDyqwrqWIMOpEl5VpnNwPTMTU3zhC1/AqOtcduNbaFq/djlU349uWKRLOt1BL21hF30tYfbv2MiDY0WG5AZej6NkHmz28cRomqMZRyUR8aiIy5uUvREXn7rjYRLRELVajccfeYCWjrdTqhkIIhSXrdoBt8LGtiCVukXYq9ET85Cp1BlJlfiv//o637rtM7ztzW/knb/wS4iCo25tj3hIl5wsng0tAU7N5pnN1Wj1S3zrwUdoNAxe+8af50zK4FW3voVPfeiP+ed/+zQH3/QeBhIxTl4YY2lxke0b17OrN4pXU2gLuZnJ10j4NDa3hzg6leWOk/P4XU4WTvdyO4pt2ysKkLhXJVnSqdadeagoCKTLOmAzkHACjsNejaJuoMki1bpTH5pobScklJk5/zS3Xr2DuE9jYqnEcKqIR1VI5msU9AZDLX4KVYNTc3l2dIfY2BHkyESGLxyaIurTMC0bw7RxKRLnZ9OooQSa5ubMbJHOcB+xXa/iP+85wnU3tTGbrSGLoCkio4fuxxw/zgf/7q9JGo7S1jRtirUGksdLOByhuJSkqylG0KVgAcemshybytEedZMIahRqJoZp4lEldMPi63ffTyzexPv/9P9R0C1mZ/N4VZnKslpj34YOEiEX3z56jsMnz4NZ5/Ltm2gOuBCAqXSZC4sFBEHg4JpmOsJu5os6fpeEYdqwaS0Xjz3KZ++4Dw2DRHsH0ZZ2Ql6FGze2IIoCx7JZ+tqbuPbaa/jiFz5HMl9mb2s/QY/KpvYQi0WdQrVBw7SQRQFvKAZGDavh5GlosshiscbxyRmQXdx82Qa2D7Zwatap08W2SY2qzE9VmVoqYdpO1gqAZ7nlqb4wjKu6hEvVmEhX6Yt7OL9QIl1yshZjXo1qw2JXT4R7ziwymoOmoIsmvwuX4qjpuqJe5nJVh1hfKpMq6WDbpMsNFMNmW0+QCwtFTNPGsgXcqkOenJjJcnYuz76BGH6vC9s0ODebZjbX+rwtNM+HmWyVTLnOUw/eRXBgOy1dA6xrCeDRZC4uFDk2laNYbbyo13pZiIvqci+zV3ESUx87chxF1bjqlp9nXU8b4ZCbhm3Tt3EHTz71CO9973sZX6rQFvKwty/KuhY/J2byWJbNf3zjDr75yFPUFS9vu+EK52RdJgIy5bqjbCiWOXbkCDfefDOnLk7wua/fxe+v305H1Idp2Tw9naduWGztDC9PqNzkKg1OTufwarKTlBtx0+TXWMjXWCjUMC2bgFumUDWwbZjP10gVdWRJpDd+6YTiz/78L/nwP32ci6eOEQk7Sb4dYTenZ/OU6wZ9cR9eVUYQoFIuEQl9fwtJtW5iWhYT6QqTC0ucOHmSG689yPC5U3zhznu56fVvxjRtJpYqeFSJbR1BUuU6J48fZX70AlrrEOnZCd66bwdPjKa57dg0Ya9KwKXQGfGwpSNE3O+0eUxlytx9aoGC3kCsC4Q9CtW6yXSmAtg0+TXWtgR4cizDdLZKtW7hc8u0h91kSnU+e2iaz95/jPtPz9C+ZgtTJ5/gicceJjqwnaOTWfrijg1hJlfjq8ePYJgmb3jNjZyazXF+voBLdloujOXmkoW8yenZPO5YJ95InHo1x6t2DdIe91GoNPjikWncy8EAgx1t3H/vfZQKBRKxCF1hD0enstgWfOFLXyIajbFu/414VQlRECjrJpZlE3Qr9MW9K2xiZlldEn8R6p6fJVx22WVomkatVluxYD0fwh4VWRJIlWr4XDKZcp1k0dkVWd8WZE2zU4+3WKiRLOo0TJuwR6U75qUt5F5VWfwQ2Lx5M5///OdXiYufARw8ePAF/+ZSJAaa/JxbKNCxfgcg8NUHnmT/Na9kMOEn6FZoC3kIuxUy1TrjwxfpHRjEqyokAhogkK04oW0AXpfMQJP/EsLdMC1GUiWy5QZxv0pPzPeicmd8msz2rjAeVeLhiymmMhXuPDXPdeubaQu7EQUBU/Xz6l/5P9xx74P41uzltmOz6A2TvriP1pCLmVyVb19Mki4H2dQeYltfM8ensqiSgCyKTKeftT8emshgmjZxv0Zv3IM+LyE1D/GJBy/SGvYhS46FtDfmJ+53UZiZwixlsIJtDC8WmC/U8KoS120dYkN7iLGUY7+oNkzWtQZoDrjQFIk1zY7svW7auGSJhuks2Io1J3ysN+6lL+5DlUX29kUp1hqMpZzWqmxZRxVFoj6V8aUyZd1kIBHAq0qUdMMZG73Kd7V5fD8EPQrdMQ+lmkFz0PWC9sSfFMRiMfbs2cN937ydP/8/HwAgkytw351f45qbb2U0a9BsVXAvz9l0w2Q0WeKpsTTVhsna5gBF3XDCS22bzrCHV25sdkIfl9U+xZrB46NpFElgQ2uIrojBpvYAj49kWFxWEzgWWpty3SDoUphMOzZSr6YwlPAjYFPRDcoNC82lsWZokDOVAv/5+S/zyte8nhMj0xweKdHXHuODb9nD6VnHSuX3eOjuHWJ4+Bz/fvv9/OZbbsSjCNxz//0cOjuJ1x3n3b9+Ky39fTw2klq2SFco6SZ+t8xCvso/PDCCJkvoDZNUSacl4EI3bJaKOh1BF5IikSk3aFiwpT1EqW6ytLzJ9ur923l0Sxu3P/ANWuJh5mZmGU4WqObSUM2xbcM6fuWdb8bn0dANm3y1Qa5SZyLtNG/UDGgNuHFrMumSTtyvIYtehrbt4sQjd3HltTegRtvIlOusa/HTE/Ph1SSOTGZRZYnRVJlCzWDdzr08ePaLzI0Pc+CKfcxmHSv1+YUCIiIeRcbvUuiNeYj4NI4/9hDJ04/y63/4ZxyerXL6/AhHz4zR3dlGV8zHQl7H71I4MNREc8iFV3Xm8Lu6Izw+usTUUpFDY0tEd9zA5+56mEK5zHVv/AXWtgaYz9c4NJampBs8NpIiVazTFnbzwLe+wdLECLe87o20J5qomxZRr8pv/c77+H8f/yxPPvEk69teyWNPHcFnVfn9t1zN+vYI5+cLTKbLmKZNzTCZzTmVx2crBRYKFgG3wvhSmWRRRzcsptNlVEmgYdq0BJx2I8Oyl1s0JDyqoxxpCbrY1hnm+FSWYs2p2c1X65yYLbBx83bu+fKnUauvZkIPY9jwS3sSfPBDH+VbZ1NsOPBa7nCr3LqtlclMmduOzbKmNcBspkq6rBPyqGzrCmMJNkem0qTKBiG7yOt3dfL0ZI66adK7ZTfDF85zealKT8yLbtgce+Jhxh79Br/7gT9hyXRRrhscXNu03JRjkCrq9HU28/AX/4V4f5DLBnYT96v85+MTTGZqzGWrbO8IsaY1iATccWqe9Pw0k2eP879/6V0UajZHp3I0DIv1rf7l1zVp8mt0Ncd45eVbOXT4CC2tawgHfCwUqhyayCCLzn0g5FVAsPG5Za5tD5IpNzg9m6Mj6uXKK67i9rvvQZBVdu/Zgw1c3hNFUyTm81Us21HkvelNb+Ldv/JbyOFWWhMxNrQF0WSJqE9z/ocNi9GlMp5ACEuvEKDC2o7u5dDRCn91/zdoC7m4bF0XLkWmN+4D26Zh2cw2+Xns9iO0eF4Lmh/BdtRwmiKxtiXA12ZnSXQPkKk26G3ysq8/zkKxylymio2AKAkcncw6TYVBjUrdoC3kJuhRyVUaVOrGyqZ6odZgoVBlqVgj5tNoCbqI+xRCXo2BhM3FZIm6aSIKArIs4JUV0pU6T0/liPrdIEgsFaqMpUrE/dolWY7Ph3RJZyZbJeSWuO+pk6zfdQCvS2UuV8WjSXzz5DxzuRpbOkIv6t7wshAX4nKCb92E8xOzFMslrt29GTEQWu509rK7N8qxwQHOHXuKp06ewxVpQRZFvnhkhohXxbIsLiSLPH56GMkb5iuPXyDU2rcS4hnxqlTqJl5NYu7sIRoW+Pp3s65jB/d94ytcPPwQe978BkzLptoweWxkiZFkibawG8uyqTVMFotOSu72rgi6YfH0dB7Tson7VdpCHlyKyMmZPPlqndlslbBXYWdP9JJdpvn5ef7mP76KERngQ//5dX77PW8h7FXRDcsJ8porcGa24KTxXjzD7/+/v+Kjf/QbvOPWG7Esm4l0mZGk438MuRWCbpVK3WCxWGUup1OqNXj0iacQfE3s37+fpvYePn3HA/zL3YcZ6ulCN2164j7yukHEp3LnZz5OU1s7Fc3Dtx99lF989X7SJZ2G5fhCHXbOkUFOpMtOjedcgVrDkeIapoVumoymyo58yquSTqf5yDduY9vlV7G9K05zwIVHlVjTEqBhWNx+YoZPPzhCsHsTVx/cx7cs+LeHLrBX6KBhwvHpPN1RL1cPxvmdzx2if/dB0mIE23Zq5dpDHsIeFb9LRpZEcmWdM3MFLMuif/tVXHjsLnoG1yIIAhW9wdhSGb9LBltAD7QhyApCaYndOweQJEgV60zOzHJyMs2Nr3krMb+bbZ0hbOD0XIHpdAVJFDk9W8CryXg1mWKtgUsRCbhe9iKenyi43W727t3LAw888D1lxKIoEPWqpIo62Up2mc0X6Yx6iPnUlZrX7piXjoiHXKWOV5O/74C4ihfGvn37EEWRyy+//OU+lFW8zAh6FDoiHiyrg+jgNp46fpp3vvnWZ9s1lgMaY16VC0/ex9vf9Qt4NZmFgk5f3Ed3zEulblCoGstqvGdJibJucHGxiG5Y9MS8NP8Q7UdDCT/VhlOTulTSOT6d4/hUFlGAXNXgFa96Da++7gBqIMLYUglVlhhbKiMITltVvtrg8ZE02XKDgYSPUs3Ao8rEgxrpohNG7VYFkgUdw4bL+mKcm88juzxYZoNGvU7dsijoJiDic0nEfBoTyQXURD+eYJTD4xnKusHa1gBuRSZV1BEFm7BHY1PYQ2+TF1EQODtfYGd3BMOyOTOX5+RMzpECq9J3jXcAoiiysztK0KVi2jZ1w6I15MKjypR0g86oZ8WaZ1r2ihL0h0FL0A0vXbTWjx033ngjf/iHf8j8/DwtLS187bYvU5i5yP968024VYnpTHXlsaZlrZBFWzpCrG0JgA2jSyXOzBZwaxLgnLcuRWJHV5iHh1PMZqt0Rb2EvQpiXSDg1hhq8XNi2iRZqJGv1FFlCUGAroiHsEch4tWQRGGFvBtOljBNi0TATWvITZN3N/feMcsD37wdM9yJN9LKqw7soS/uZ0dXlIuLRR44t0ChGiJXbObiYpIPf/UxpofPUKwadPUPcvNVO+mI+Dk6mcW3TDIli7oT2Lx8P3UCqqvkKnVUWSTqcxHzaWQqdSaXG3w0ScAwLKoNg80dQXIVg3LN4OJCgX2vfy/3jfwtd97xDTRvkK6ePgZ2buayTYMYgszJ+RJBt062XMe0nV34gSYfbUE3C0Wd/YNxSnqD+XyVim7QE/Nh251sGvxFIl43QbdMUTdIFnQWC87u89qEn4ZlMZutMrFUxq2qbGuROXrqKFdetoNU1VnoiIKIIDgbnKokcmGxjDdd4htHRxm46hbCbd20UWB0McfI2BjvumYzW7sjPHRxiWK1wWCzn9FUmZRQpzXoxueS2dwR4shTT6CXC9x0y61khzq456njTH3h6/zKW1/D6fkiqaJOc0DjwmINjyoyevwxLoxP84qDVxFpbqNhOZt1hVqDM2mRth2vYOr0IT7xn5+nZCq87uA+dvfGcakyG9tDLBZ0XIpBwKUwmSmzVKzjUyUsVaJQbZAuO7Yt27ZZLOp4VJn5fBVBhB3LdryYX6VUM5jMVOiOeVAlic3tIWoNkydGlkgVq6TKjkqrc+dmHn70UT5z31F2XraXyROP86fv+hsqS7OEezYxd7GLqdYmDk1k6Qp7eHI8jWFZ9DX5aDNcVOqWo5pzyxTKNQoLE1yxqQ1ZFOlP+FjIV7h59zr+9L7bmBo5R8fleyikJrnncx/j+htvYOP2XeQrDfzLOQwht2M9UiWJ12zdwOIXZ3nqMx/iFftvo1A1ec3Wdh4fSTOVrXBuvki5brGQq2DYNsceu4/mrl7CA9s5NZtzmnYkgRMzFpIooEoCJd0k6FXY3ttES+RqLBuHgF6oYZgWMZ+bvrhCR8RL3bCYzlSWFRsGumnhl2S2bd7AU9++h4XkHJdtXotfU0iWdAIelcXlmmmPKrPjqlfibvp79EKGLV2xlXFcEAQSARcRrzOGH076QFYxyvnlYgIZCvMkxy9w3atv5eJikY6Ih4jXIacTARebexIY+QW6pSzu5jan0rjaQG1YnJrJsWgFWdfUys7uMK/d0s5MrkrcdrGxLYRLFinXTeayVSRRWFabCLgVifVtAS4slJjNVhlIODLvbLlOS9DNzm4BGycQ2r0cdZAIuJjKVBER6I15sSyLom5ims531xJTwTLIl8pkK06uSX/T9w5ens5UMC2Lrz94hHpkgLXrNzl2eb3Bx789wkymysa2ENdveHGhny/LKkyVRSRRoMml8o2xSYRKgc6+AcqGSLakc2Y+T0fEQ1tnD56B3dz79BhXXBZHkxsgsFxx1GBibJxMaoGAZDB6cgn51lfic8nM5x35aNynIYsq/37/04Qvex0jFScbI9G7hs8+epbA0BR126mxtCzHUnJkMgMWKLJIb8xLqljnzFyegMuRyraHPZfsdLSG3MxmKywWnSCbSt1YsRkAvO/P/hY70EJYE7nz4SPsO3AdTQGNYs2gv8nH9q4w40vOCfClux5CDLbwJ//5LeJ9G6iYTp2TpoiICIymSqQKdcr1BposIgpODeSJM+eIhbyU1AhaqwfN/zSHLsyQFfzs7I6Qyld4dLFENp1iJriRq/dsZ3xqmkPjKf7j0VFkWaYv5kc3nS5i07aRJDg+mWMiXaY95CYRcGEta5cK1QYxr8q6lgDZ1AKf/Oxn0AWN0anP8r7/9Q6KukzEp7ChLYgowD//5+cpzE9w2b4r8Woau3bt4u67vkkhk0YLRCjUDGZyFaZm58nWBV5x1U66oh6mMmUkBLyaRDygsbYliCQI3P70HHXDxK1K3HT9tdx09R4OT+YBcKsyXREPDdOmM+pBEXx8spKjMj+CR7uCct2gNeTiy//xDchM8r/ffB2drWEW8jrVuklLwM3m9iCSKFLWjRWm2LSc13u5Knh/kvG6172OCxcusGfPnu/5uETARbbiJFzH/a4XnHxLokDU99NZb/rfiX379pFKpYhEIi/3oaziJwBtITelmsGmrds59fj9xP1//l2PGR8fp1wus3XjOta2BLiwHLRp2ct2wOc0Vzxjq3TS/EXWtQYI/JC7+KIo0BP1UljOuLCWF6Hz+RoBt8LBNU20hLp44HwS/3L9obS8k5YqOVJcSRR4YmyJyXQZQYCgW2Yg5iNTyjCSLHJ6tgACXLO2iSsHm7j7tMQTuUXMYppatUKu4iNZqBHzqezoCnNhscjRyQy2aZAyXIymSiQCbq4eaqJh2dTqFi1BN+vbgivtGxcXi1iWTV+TD0GAkt6gWDNoDriI+Z3WFvV57DOOHBzGlkor9tXnu9dIojNB/lnBM8TFXXfdxbve9S4++clPMjQ0xMH9exEEgYa5TFYYFnXTojXkZi7nZHeMpcp0x7ysbwnSFnQztuRsAnXHPCyV6qSKOjGfRn+Tj7FUmSdHM+zoijDY7Gcw4SPkVjg9m2c0VaKgN+hv8jHUEnCqGpMlaoZFS9AJhRxLlRyFYNTLmuYALUE3bd5b+Pjf/D/kLpF9B64lEvDy5HiGNQkfmXIdBJHB5iAJ/xq+es8C5y6OoEkaW/fsoTURYzbfYGRpCbciIokgCgJbO4KU6xZezVErT6fLFPQG5rIKpyfqY2N7kOlMhYuLRUQEXKrIUknnwYspprJV4n6NTMkhY7Z0Rvm3P/pFJuaW2Lh1K5s7YhyeypLM15jLV/EoEqIooBsWDdOiJeTG75Y5NJllsNmHaVlMZSpsbQ/x5Hia0VQRv0tGkSW2doYIeVQOT6Q5OZPHpzm/97sVLBty1RJFvYFhGmzaex1PDX+Gh54epaerk63tIfqa/WRLOnXTxqNJBFwKX/r6HdR1nfjgVRybzNIb8zDY1sTJ83k+fd8hlBsuZ3tnmOFkiWNTWcLLVaclvcHFBYOAR+GhJ48QcYtsH+pmKhYjLUS5ePYkf/Xpu9iwdSu9UQ+Li0mSkzPMXDxNwRDp2rQbb8d6qg2Tar6KT3OsZMWaQdDnY3BwiIunjtHk17jpqt2cXSgymPCvLCI7o87YO54uIwnQ3xygLeRhKltGAIJulWTBIYgERMJuFU0WMS0bWRIYXypTqBoE3DJXDsY5t1AkWdTZ2x9jNFni/GKJkFvhyoEmvC6ZL7fHOTOV4vzwf5C+cJRt172Zd7/ldZw7c4aPfe5rVLbu5viUQmvIRWvIqYjtinoQBYGZbIWlos6J2TzFfJ7S6QfouOXPODOXI+ZRyVVM2tta6Iu6OX7oUS7buZX/+teP0dbaym/82q8xkq2vKGQFnGwyURBoD3u4dl0zjf/9m7zlLW9Bnz6L3bKGtS0BPJrE8Ykc5YbJXK7iKNsqSRYnR3nlW97DVK5KSTcYTPjZ3hniYqoMNvTEvMT8znqqYVhEfaqzYFclemN+uqJuxpYqaLLIK9Y345JEjk5lOT1XIFmosbEtyPYuRzn31rf9PIVchqvWd9AV9bJU0jk1m8e2oTfmYSxVomDI7Nu+ibu/9B90drR/13ilSCKX98WolEqIskoxlyXmc2xKv/GPdyDUCuzesgG9YZEpN+iL+emOepjP62jdnQiyxszMDH/wmlcynCxybDpHudagVi5RnDjF7oObuHZtgrlClXy1sVIS8QxkUWAuV8OlSIS9zjkUXA6Nnc1VaQ+bpIo6c7kazUE3a1sCXFwsMZjw4VFljk9lifpUdvVEubBQxLBs3JrMoxeXkESRaqNBsq5iVgtkKw2yFZ2lYo2uqOcFbaHVusmFxQL5isHdR4cRykvcsHcL7dEAmWqdqXQV3TBpDmovOi/jZSEuag2LuVwV3SgxPT1HT8JPw5YxLJP2iJsLiyU+9fgEOzrDRMIhZqZn2fGmIONLVVLFOjWXScitcvGp+9Gqad70y7/Bv376czx+7AQ/d8N+mv0u0hWH1Tw8vsTZih9fSzuqJOLXFDZt2sy3Pn+U4SMP07fzauqmhaqIoBtgC4Q8MkXdZLFQoyPqRZFEtnaGv0uu/ox36qnxDNW6gSaJeDQZWXSqs5Kzk3z10ZNcdeV+tjcr/NmHP8bc/LsYXvQR8Mi0LO9MrWkJcGZ0mjNzRZrW7iRfKPB/v/AYb3vFTq5Z28RAk5+6aXN6Ns+Cv0qt4Zx8AIV8jrHjj/HaW27FsCx290YZ7g7wyOmjbFq3htlsFd2wKFbqnLwwjlvTOLB7C4c0hZm8yb1Pj/DK7WvQTZO4XyPsVjgxm+P0bIGabhD1abQuq1C6ol76mnycmc1TqRuMjk/wH//1OVz1PG9/2zv5r6/czgc/+i+87k1vozc26PRLXxzn698+TM/AWrav6WZbZ4jpmIcnH36Q0Ue/zu+9/w9IFesUawZ3fesJZFNHaxnggfNJzi8U8GkSHk1hMV8j4nVuuHXTZF2L08TRMIOcnHZRqDbY2RVmY0fYYT0tiya/C1kU+LOgytjYGPlqnaBbQTaqfPPT/8wb3/wWNG+Q8ZRjpxlq9l+STfJMF71t2+iGhbZqV3he/PIv/zK//Mu//H1JHe+yLHwV/31YJS1W8VwMNPm4ZtsQf/CFT7CwsEBzc/Mlfz916hTg5KM4DQ9+LiaLjKWcvJlnWrwyZUcyrjcs4n6Vzoj3R7Zzhb0qLSH3SsWxTxPwuxR8Lpm5fI2jU04Tx7auMAMJp6kkW6lzfr7ARLpCzCdh286C1eeWEHChKhKaKDKWLqMbFqokcNvRWU7O5FnfEkBzaQiSTLZcJxqH9W2OmmKpVMewbObTeTyd63l8soRpW3TF3LhVmVrFqZPb0BakbZm0yJbrpEt1OiLP1qBvaAsxmS6TrTbIVBz/riQKeFQJ1yXNXxKZslOd1xf3rRLky9i8eTNtbW3ceeedXH755Tz22GP85V/+5cr349RFi3ifw3P3xLykijrT2QqnZvLE/Y4U2q1KHJ/KMZZy6nojXtVRIdlOg0HQrVCoNTg1m0MUBCI+jY6ol3jACa9tDjjnvoWNa7mycqlUQwAODDWhGyaS5ARPxv0uFsJN/MYf/F9ypSpdXZ2EvSqFSoOvHJuhWrdoDrq4YiBGsqATu3Evjz99ji2bN6OoGl0xN1XdZGypgiw5DSPmcrhdb5MPz7La99x8kZhHY2dXhNawhx1dEVRZZGdPhIuLRYKaQs0wOTqV5dB4hsl0hUrdoDfmI+CSaZgWzR19NALtCJLCcMrxzJ9bKCAKjkV3W2eYtqCLO0/Ns1DQefjikpMngc3YUoV6w5mPbekI8/RMjoAqEfW7UBWRhXyNsm4R9qj4XDIH1iS4eiiOblgcm8rywLlFhhdLZG2Nlr41TE+MsnlNL20RD/1xL3Kznya/i8l0GatW5P7/+ge2HXwNN+/qZTpdIVWqs22onYnRC5waX+To2BK7u6Pkqw3uPj3PutYALkV2gj1rBkupReaXCrzqwD4SQRePDKeItrSzRzZ46vRFSk/U+HYuiY4MlklLOMy6nl76B4co1Z26WlkUQYCJpQqVumNJWrutnae8Jru3rifsUZlMl5lcKhPxqbgVmc1tQY5N52gJOpkyzUEXXREPkggnZ/PEfCCKNpossbEtSFfUw9hSmaWSzoXFIq0hN1s7QsT9GoLgkCEz2SotQReb20Ms5Gusaw3Sslxpun/v5Zz/8jdpCvr5pQ98gG2b1mPasKG3jf/8xoMMj0/iD4fpCIdxJfzkynWmMhXKuslcropXcxRGpfQcijeEK9JCzYR4wI1bkTi/kKfn6jdy/9e/yCc+9s+kp4a57dMfZzJnkCroJJavmTXNfrKVBsmiYyVCELj11lv53d97H5/6zOf4u7//CMOLRSwbuuM+RpNFVMlpjbnrvsdoGdrKjvVD+F0K+VqDa9cliPlcDDZXifmd+0XApaA3TM4vFJlYKvH0dJ5EwMWt21oIeFQGEk4DZdjjzO1390axLJuoV3U2nnM6oijS2tpMT2cbXlWmLeQopyaWyhRrBpmKU5/bFnLz6+96E4cfuIOhoaHnHbPcqsSG7gSiqWNmZ+iLezk/X+Cu+x5ib3+c1+3uQxAgVdQp6g3awn6qDQsI4QlGODmT48Rsjv6Yj5FkmZhXYyk/TuXct7lmywco1U2y5Qa9ce8lpAU4wdCSKKwo0TqX8ydaQi4WCjXOzheoG87Y0xNzIg12dIVXCIOYX2OpqNMV9bK5I8RT4xlUUWRNs5/RZJHFQpXZkoBlGtTqDRbyOm0hZ3P3hRo+x5dKTGWquGSB4SfuYU93lETYT90yOTyWpi3sBOiemc1zbCr3ou4LLwtxoUgC69sC3HtshHxqjn0HryLmUzEsi2LNpC3kJlepM5UuEYvFuJjO8NipcTyhKMmCTkfYTatX5JG7vsrPve5VvOOGvXzxC5/j6KnzDK3bgN4wEQSYzdaYXlik0WjQE3Hz3qv6kAWRI5NeLmzazb3Hx9h++X7cAS9106I74iPiW5bB2jaT6QqGaTKbrfD4aIo1zcEVGex4qsRDF5PM5XQs28LvVshVGxRrDVRJ5Mxsnj//m0+iur388tvfQKlax/yTP+bwI/ez7dpbsCw4NJ7FrUqoEvzjVx5Dae6nvW8Q9/QYE8NnOTvUyZoWPy5FZi5fxbScxXO+aqAbJqWayR2PX8S39UbSoaEVz9faHfu4/4l/QE2eZ9uGg8iiwMzUBN869Sj7D17HxaUqaqwdwTpDcnKEV7/ngNPskddZzFeoNSxCHoWFukG+1uDBCyl6Ix529Lg5N1dgNlvh4vg0d3zjdjyVRf75w39FKNrEzsE2fvMvPsZXvvxlPPItjKfa+cRnvork8vP6Gw6iuBUMC6oNi8v27uW2f/wg+ZlhXrV/D6cmF/n7c2fo37SDgm6RKpdwKSJX9Dcx1OxjOldlPldFAPSGiWGJuBRnl8UCuqNemgJubNtpUIkFn8062drfymOHv82alr8m7tf4+7/7FIYrzLWvfyeWbTOQ8BH1qi84WRQEYdWy8D2wOslexSr+Z0AUBa65ah9/ADzyyCO8/vWvv+TvzxAX69evX3n8UMLPSLLEZLpCw7SoNpyJk0eVWNf6wvWZPwy6Yx4m0o6sVRJFuqIeVEkkV20AAvv645e0fSUCTjV151KZqUyZNc0BEGxCbhXLtkmXGvg1CeuCQMAloykCE0tlhpMl8pU6RVNF1FxEhBLdUQ8xn8aFZInpbIVEQGO06ia45RXUGiZrWwLs6IrSHnbTE/Pi12Qiz1GGzWSruBSR1uc0fQTdCpvaQ1iWTaVhOlkIdafesVAzqBv1lRA2gPawG6+2akd8BoIgcMMNN/D5z3+ezs5OJEni7W9/+/d9TtOybHsuV2M+X13Z6HmmEWww4SPs1TBMi1OzBbyaxM7uFtJl3VH82DZuyybh11goQF+Tn/aQGwubUs1EFgVsG0wLEECTRadW2O140qNexdnwMH0ENZXFYs0hTAIuZEEk7pfZ1B7CpUgoskF7awvv39zH8ak8lYaBZQn43Cr7BrwIgrOgPTtXYGypQLFmkCzqLJV0Ij6V7d1h4n43fXHvJRsv27ueJa3XtATojXt5YiRNzbAoVBsYls1IqowiOddZxKOwUKiRrzi2hqaAxlDCWXhmKnV0w6ZuWvjdMlcMxmgPeanUHWtuW8RZWEuiwLn5PJmKzsmZPEG3zIE1TbSG3RydzKJIIjNZp6GtbljEfC4WCjoN0+LmXUP8zW+/h/jeXiw7yqPDS1y/oYX2sBvbhvf/349ArJcbbn4N7SE32Daekkx/kw9p/yY+/tUHeODpYTJVA2O5kUM3LHZ2R2gJukgW8zx96hxWepL1W3+NqWwFURSoNUw8iR42SR5Gzxwj2tFPJBZj12A7oYBTiatIIoIg0BZ20Rv1cXgiy8RShfawh7dd3kVryM3a1usJuWX8bgVNkR2b92KJ1pCbh4eXqDZMdveEEQSRkWSRkzNOmKxHlVBEgbRusr4tyFVrmpaJKocgVhURt+IEVT4z12oJuhhJlXjwQpImv4tXbW5dVkQ7r/fqq/dwYEMnhieKYdmsbwsyvFji3GKVq3du4K7HH2PT+rXM52rsHYzTGnJzdjbPol4j4lNJl3Rawx7OnHqQtnXbOD1f5srBGIPNPs7OFcmWG0ihNlyBCBMXz/K7v/g29GAnpy4k8agyY0sGXREvXk0h7nfhU2UuporcdWqewYSPW37xd/jEv3+GU+cu4I21Eve6UKQ646JjBS/MjlCoVLnp4DUMtQQxTJueJh+DiQBn5ws0h1z0xZ+1J2iKREfYTbJQY1tXCJ+mkCrXCXjUSxRqdcPi3HwBTZG4Zm2CkEehpDtjcVk3nIrkusmRySw+TSboVmiYNrlKg66o07zY+cpXkkqlvue8tz3iIRQMMJspc3a+yJGjx5g7e5gP/d6/ObkWOLa9s/MFzi0UWdsScEKp/QLJuRkeH0nz2HAaryaxvSvM0dER5Eg7QrSbdKlOd8zzgsq79rCjfshVGivjnSKJJAIac7kaiYB2SbD2c1UOLUHXiq1LlUUUUaQ56CbokVEkkYlMhVzNRAnEaOhOJXmx1mCxUKPlOWuuZ2BZTi5JvtrArKVYPPMEV7zrH9ANk+HFIqmSo3QXEDBsx3b6YvCy3SEFW2RyfBwrP8/OzWuJhbxkKg3K9cpK2MdIqoTkDSN6Ajx1fpI3X9uGCJRqDW679zBCYpDuK29lqVznxp39fO7hU0wvXoOkqmQrDSp1k7mFFOhlNve1owgiEZ9CS8BNU996UqaX/3rgaQ7u2oxLk7Bx0spVSSTq00j4XZyYyTGby3L08FNopUU+/L73EouEOT2bJ1WsM9jkZW9/jIvJEuOpEpYFbpfEVx87xcklm6uvOsBSXaZuS+x89Tu5++Enue61b2Sh0KBc0/EoGk+N5biwWMbj9ZMI+WkLrufOw/fyxBMhDFmjP+5DFERKuoGNjSxCvmKQKukkk0n8Pi9Bn4e430W5ZlC3vXQMrOfbD3+ba6+9llLd4J5v3YOcm+Lnb9zHt0cLLJQaRBPNjM7Pc3x8iY1dUaYzFcbSFQTAq8ps64qgygJPjWWYztUwx9OkS3Wm5xd46sF7CBYn+IeP/h2hcNTJHWlr5z3vehef+o//5D+/eg/dQ+tYKNR5xd6dtDZF8btkag2LzR0htrZfycP33sV/fP4rbN26jccfeZhaZoH1Q/2IgohHgc6ol/aIG920qdRNjk/nnN2rcp2uqJeKruF3SaxvDXL9+mZ002IuX1ueZAv4XDJeVWZo4zY+94Uv4kNnPmPwiS/fza7L93H1zvUk/K4XLU9axSpWsYr/6di6dSsej+cFiYve3l58vmcnhc/UaYpimbmck2DeFfU870TlR4UmS2ztCNMe9tAV8WADumFRaziB3m0vsKvTE/M6HvGCTnPQtRyGWUcUYFNHmGvWNpOrNpjJVpjOVpnJOKGOATXIlz98GruygVzNIFc16It7mFiqUK2b1Ip5FHeE/UMxruiPs6Uz/LyhlvlKg5JuXBLo/FyIooBPk/F9BynxjJpPNywM07pk4bkKB6961av4l3/5Fz760Y9y4403fpdK6IUgS06GUlNAI1dpEHQrKJLAydk8E+kKAbfKaMpR4qxrDeBWJdrVSxPyhxJ+RlMlMuUGo8vhtB5VIu53kS7VaQ6q9MV96IbFQr5GsWaQqzRomE52Ws0wiftEmpctJdWGwXUbm2kLOcodTRbZ1B7k1GweVRbZ2hGiJ77sxc9WneBFt0y6WCO9HBA+lalgmBbbusJct76ZsEfFo0mX5KY833exrz8OtsB4uszScn7btesSLORraIpIsWawWNBpCrjY2x+jqBuOTUOVmM1VMW2brqiHrZ0h9g/GV94vVdQZSZbQDZsN7UGSRR1ZFFAl5+9106JQNdjRFWEyXebrT8+SrdRpDrpoj7ipGhb5Sp2hxHoGO5r4xr99iP/7ya+TLtV5aiKDDWi1Jb76pc/zyte+kd3reqg2LLZ2RjAtC8Oy6d+3lXvvvY/pi2fo7WilOeilO+yhZjrXVrVhImNx4cwJdu/aRcjn4chEFt20cGsytg037dtI32v28OjwEjXTorPJT2fEjSZL+N1OXfTp2Txl3cnO0xSBzR1RtnaGGV+q4NNkDAsEBPqafGztDLFYqDGaKjOacqwcC4U64Fiae2KOmtuybSaWyogi7Ol5tj66L+6jLezU9o4tlZnJVqmbFp0RD9OZCoWKY5nf1R1xlGqZCqfn8tTqFju6w3T0bWQkWeToRJZHh5eI+zS8LpnX3/xK7rjzThbHThMLX87wQpGSbiAK0BH2sK41SMKvspgv89HhUbbdfCVNAQ1FElnI6wwkfIyliowkTa64bBe1hRC+7a/ivx6fxOdyFrgxv0ZrwEWqWMWwoKQbhNwqM9kK5+YL0LUTf/dJPnXnY1x/ww24FZkmv8rWzhAu0eLXPvI+upsTvP3a7SzkdXyaxLqWALM5J8Oh8zlNFrbtXBNzuRqJoIvBhJ9U0QmD9Kryymazbpicmy9SNyzWNAcIepxx3O9S8LsUEn6NumHRsGwK1Qb5aoPZnKNc+E5Lxve77ymSSMwtksw6NdiP3/lFfKrITTfdtPIYl+J8pnPzBc7OFQi4ZVp71zAyNkZz0MXEUoWwR0E3bE6OzRGMt5BoihH3aTR9H7vgM4T+c9ER9hBwKYQ8ygsev0eVCXkU5nK15TxHjd29EY5OZpnL6bSHPYwsFpG8EaqmRapUYzRVpMmvka82CHkuvX9NpMucnc0T8shcfOQhFEVh0/ZdjCaLHBpPs5B36pd3dAfZ2hni1EyB//qen8zByxPOKQicmssxPjrMmjVrCAV8RLwaPTEfVw7EODNXYDZbXWbNFf569CyzeYNDExl6oh7m8jUeHc3Qsm4HRSnIl45ME9hwEOuRCwyPjtA3uJaQW8WjmhzK5gm196NbIkW9wfmFAouFGgGfl6DfzWwyzehilo5YgEKlQcyvIgkiU5kKYa+CaduIeomp4fNgm7z1Dz7MO978BkR3AEUWkSWJgMepfivVGqRKOoZpcff9D6NpLhLrdzGRrrI24WNw5wGG73+Yrz56lt7udorVBidmckzMpahWK2zvirO9M8zx6SxrD76e0/d9ib7BtczIEn5NJubXaPKrHBrPMJfTkYwKSycf5K2vezW37O1loVDj4YuL6IbNmrXreGBuhvuPnica9PLkXV/mXe98J9NFC48msybhp55PkCkb/MU3TnDz7n5s2wlnm0hXyJbr9Ma9VBsQ8WjM5MucnslSmh/n+KHHiXhV/vxv/pZINIYkCCzka4ykSmwdaKPrN3+BP/nYFzj3xH10RDxcd9U78LtkXrm+maVynZBb4fGRNNuvfAX33/ZpLlw4x9133kG33+ZtV23kK8dnKdecar581SGgFvM1JpbKTnp7W5A9PRHCHhWX6ngfg88JmctVGqTLTqVZtlwl1L0erW0dX33kabLZDAtj5/iHP/nfTlDZKlaxilX8DEFRFC6//HIefvjh7/rbqVOn2Lhx43f9XhCcoK6Q27FufK9F0o+KpoDrkonZi22N7ol5sYGFfA1ZEmgLuWkOulYsLH63Qtiroi63F+WqdWRJw9PUSb5Y4cYNzSwUdTRJJOF3OblH5SI9Wp2bN7ehG9Z3EQ/PYDZXRZWFFXvhi8Uzar5VRd8L4+DBg2iahq7rvPvd7/6Bn+9SJJqDz36/fXEfZ+cKnJzJUWtYdMc8L5jN4pB2fmzbXtmZzS/LxmM+dcXW41IkumPPtskZppN/cWGxyGCzI8V/RrHU5Ndo/o65R5Nf4/BEllrDxK1JeFSZjogH3TCZTleYK9RwKyL98TANy2J9a4Bd3xEE//0gCAJXDMbZ2Yg4obHTecaXKuzpDZMs1tEbNrt7IqxtCSCJApbl1BuPpUosFmr0xb0Yy5bh517/MZ/KTFZkNltlqNlPX9xHvtrg+o0tpIo1suUGmiyRLOoUdQO/Wybglon7XLhVZyc44pZRJImf+6Xf5AO/8+v82z99mIhb5rDo5yuCxszFk6jRdm5941vwajLr27zEfBq1hsnZ+QKGafGB97yOt/3xPzA3cZGNV+wBBDTbqRYOuFSqUyepVytENu5nfKlMzbBwyzJNPg1LsAm7VRRZoinkwiVJyJLoVH1KIl1RNwLCStabbdlossxQIsDpuQK27ajFDNNmsVAjU67j0+QVBffunig9MQ/VukWlYaDJ0gpJWaw1nDw+SSD4nIWfKosrY1df3IcqicxkqywVdWxgQ1vAsVnrBi1A1KeiL5Nlz6Al6Ma2s4wsOu0Pr97cSrIY5fKd23j6+DGGNu0iv5yj5yjKwlxYLGEhUJobR2gawBdr4aZNrQTcCoVqg4lUyVkr+DV8W3bjd+3lgXMpTNsi4leJ+DQGmvyMpZ3svqhP5fLeKF1RL+cWCnzz1Dxul4tdmwZ56Jtfx5MbQ9+9i207dqKoAb52133k6vC+d73HsQy6nGafyXSFQrXBxvbgynlfa5grNiBHSeAQx+1hN+W6wUS6jFuR0BSRs/MFTMtmTYv/ea93WRKRl1836FboWL6OLZsfygbZEnIzPztCX0Tha1/+Aq973evweC4lRl2Ko1ocXiyhNyz62hI8+I0v8cp1TdiIzjmqSiyeeZyhqML61h8+WVkUBcIvghhvDbo5WykQdCsMNTs5LXt6IowvlemJeZlMl1H8YaiVsSwYTZUJezTifheKJDK3TC41B13cd26Rom6woS3APz/wELsP3shkweTUTM6xyPk03rW3hyuGmhhLlVjb8uLu9i8LcWFYNvmlJNm5CW560+vpjflojzjJ2ePpEgjOReFWJdKlOp2JOCcvDBORh+ht8lEtZCgszrJ/1zbagk5l50RGIt6/lYtzWdp6TbZ1BJhZWCA/P8bGnXuJeVX0ho1hWpRrJl0RD307+/nUF84yNjZGd9NWXIpEtW4ii86AXaw26G3y8cCDp1FjHXQOrGNmfJSP33Y/l+3extuu3Ehr2MXEUpk1zX4sYHixxOLMFPO5Evt2bKVuCkynS4yniiyKUWRfmAsjo8Sbm8lU6mRKOpOpPLKmsWmwBwSnq7re1sF8/xaOfPmfeMf7PojXpSKLAvecSVKum3hVkdGJKZRggkD3BkZSRbKVOqIgsrnDR3ggyqPf+jojJ55kQlXxdm+mffcrqdZN9g/GKFQaeNUenj51irlMmOOTWfYPNVHRHXldIuhiqVxHEsGjmMyMDnNxcpbS9Fk2diV489vegS66qBtOb7FvmQzZ0hkmWQix8NZb+dY93+INNx5AEEVsG87MF4j5NE7P5bm4WGTvji089eDd/MVf/S0jTz/G+/7oT1kq1zm4polsuUHDcgaNxnJ9XdSrEQ9ovGZL2wuqJATBuTifuUAN0yIqbeC3cvMsjp/nrts+T3fMx0033vDfeMavYhWrWMVPDvbv388f//Efk81mCYed3Jlarcbw8DC33nrr8z5HEH6yQ3OfIVdiXg2fS37eOlafJrO1I4RbEbnt2KyzKyc0qOcX6Yr5CHhURMEhPT507wUqhsCasE2lvhz89jw7VWXdIF9t0Bn1rKr3fgzwer0cPHiQ48ePc/311//Irxd0O6GEczkniPXFbGAIgrCyM/tCqp/nQpZE2sJuFgo1ZrPOru2eXifwbmypTEvQvbJIAmgOuAi6ZbqjDolSa1gs6U4oeFPAUTb1b/DSHHRTa5gEXMoPfa65FIltnWE0WeLQeJonRm1ifo1EUGNNc2DluhFFgY6Ih3RJJ+RWkEQRVRa+6/MLgkBryM1Yqky1brKmxc9UusJkuoKAzVK5Tq1hokgCYY/K7u4oLSEXE+kyxyazNPk12kNuzswV6N62n7V7X8FjDz2AmRoD2YXUuRW5qZvr3/gOBjub2dQeWllIuhSJ9a0Bzs4V8Ca6uHxNGw997d/pDkis2bKL8UyJwmyDgYSfu544Saijn5rsdWzgllM5GvIpqKLIE2NpEgEXrSEXLlliOlsl4JIdQsCwCQhOGP/puTzn5hybh2XbuBWJ/ibfCvnYGnKzVNKZy1WZSldwqxJ9cS+yJKLKEkEuXTT7XQr+5u9vt+uIeNBkkaXlHB2/S0GVK8xkqxSDDUaSpWWrmcJMtoph2Y7lI+JGlgTSpTqZcp3WkJs/+oVbuPbtv8XU+DCCtIahZj/C8nnbEXFzejbPZx+/gBxtIxyJcHYuT2fUUbWdmSsgSiLtYTeHx7PohoUsCWxpi+BVJZr8GplyfVlloRDzadgIlOsmE0sVJ98j7OHK3lvwVxZ49M4vce9n/xlBddO/eTdZIcDWoS5uvvoyIj4Vryoxl6vyxKhjc5pbDuoMuBxrk23DQMJ3CWksCAL9cR9n5gpcTBZZdv+ztiXwguTz80H+AYjB70RzIsGpk/dy7913USgU+Lmf+7nnfZwmS2xocwiJ7YPt/FM+RXpxjt7e3pXHnDtzmptvvvmHPpYfBEGPwoa2AF5VXhljJEl0iiRSJSJejUVvEL2WxKtJmIbNcLJIw7RY1xLE65IxLZsnRtMcnsyytsmPnp4lWbXZs+0aTkznSBZqNEyTpoBGT5NvuS2r/l2ZHS+El4W4sGybM8NjSFi8+urdbO4MUTcsTs85daP7+uNcWCxwYjpPqljjuu39HH34bibHOrj18iFu//yDCHoRIh3cc26RsEcjVzGIt3czcuYEpl7BpcYYPn8eu5Lnph19uLzaSvp4W9hF2KtiWV7WdyU4feYIwb0b2djTxFy24jRPBJyAz/lsgbHZJPHuIVSPj0TPINlUkkceP0zMLnFg326ylQanZnJcWCgwupjn0PEL+N0qg+vWkSzUSBXrVBsWNhat7e2MHr6HX7jlGgp1Fw+enaOUWWRtTOamLR3EfConZvJOFWlpO4erNZ48fJSdO3ZwfsH5ZyuSkxMyNT5OV1cX6zpjuBWJiEdlqDmAaUJLUGPf9nXc99AjSP4mhi5/BXVB5oruENWGRdinsrMnxkO+GsPpeZLFVmbTFQq6Qdyn0BryoGBw+x3f5L7HnqKcXmTXhgFu/PVfYPfGNXhUmdNzeWayFa4YiDGVrhIPaIgiLBRq3LSzj8vWvptMuU6mUserSZycyZMp6czmakR9KlevaeXC/p185pP/gjuUYPu+A3hcThtJ2/LgP7JYpGHZK3VWblX6gW7YsiQy0NVOxCXw1U//CydOnOAjH/kIorgatLmKVaziZxP79+/Htm0ee+wxXvWqVwFw7tw5TNN8XsXF/xQIgrAiAX4hiKLAutYgbkXi/nNJPLE20iWn0nxjuzOBPDGdI5UpUFsYIbjvGkzLJuJ5/t2qZ3aYEi9y0rWKHxyf/OQnKZfLKMpLk6fSEfbg1eSVwL4fBxRJJOZTyVWchbNPkynUGszlakwvt3vYlk2qpLOQr+F3KWzpDF2iZrBtm7PzBUIehfawB1kSXxJ1jiAIK61vx6dyRLzqJaTFM8hVnLnrnr4oHkWmblqXtOo9g7hPYyZbZSZXYV1LAI8qU9YNqg2Tct3gsZE0Pk2mL+7j0EQG3XB87aosoMkS+apBUW+QLOh84IMfYkd3hGrdpFgzEASc9hjTomHaTKTLdEY8K9+DJkv0xX18c2GeN739PYiZKT73t3/Ie371d+jeepCpTIVcJk3K8tE3sB5JFPC7HMXHUIufq4aasCybr5+YZT6nkyk3aA46hIiy3JbUMC3G02VOTucZTZUp6Q1HRRH30fodlrlnmn+a/BqFqoFLFX+kBfBz8Z1qtOagi/l8jbNzBWychXnAJXNxscRCvoZHldjVFiRbrvPghSTHprIcWJNg72WXsaHNz5lv386ebZtZKunccWKeEzM5Qm6VumkxMjmH3+Ni71AzoiCwWNQpVhuossi+gRi1hkmhatAwLTa1BXFrTmWoJos0TJu9/VFqDZtkscZ4usTwMoHwpp1dTojyUpn3/f4f4vmTP2ZsbJRHH32URx95hNLFYT7woT90AkJx2qsQBNrCHnpiXscGWHZqOH2azEDC97zXhCyJDDX7OT3rNA6uaw1c0or140ZzczPJZJJPf/rTtLS0cNVVV33f5/T39wMwMjKyQlyk02lSqRTr1q37cR7uJXg+O2R72E1b2ENrsMw5QaRqStg21AyLkcUypmnTEnKzbyBGslDj84cmqddNmoMu7vraY2gt/RS0JhrFGg3DpDPsZW1LkENjGdrCbhqGRaX+4q6Tl6dVpG4yPrPAlp4EQ+0xptJl0qU6suR4ATOlOnPZGpok0hHx4JL9NEfDnBsZJ5Uv8+Cdt7HjylcQD7hWutS3tAeZ9QiMPP0EybHTlPpaOHVxlKb2TizFjQBIAiwU6kR8Kk0BF3G/hnXtfk6eG+bex49w2ZrXsrs3iiSKeBSJrz09w8OPH6GWmuSm115LIt7Mt87No6mtpK0qX3roCE+eHcVyRzAkF9gWhmlSMSy2bd5JrtLA71ZxKTJg0xXxMO1vMP60j3sPnaavf4CF5BLl0aO8/5d+G1EUaVjQHHRjWbC2u4XRhXU8PTaF5R7H1Pxoqkh7yEtCyFBIzvLGK17J67d3IOD4idKlOiOpEoLo4vfffhO3/+fH0OJlrtr1y+gGPDGWoTfmozfuZSRZomPdLo597StIa4Z4ekbCp8kIAhQqGW77/GeZX0yyrTvBX/7tb7N2wyZOz+YxLItkScejON7HTz06jiiKDCV8PD2do6Kb9MZ9qLKEblq0h5zdBVFw6npifo3emBMg87/e/nq+/qUvcMX+KwgGnEoe27Y5N19wvj+Xcgmb/cNAEAS2bNnCvffeSyAQ4B3veMdLdCavYhWrWMX/POzatQtFUXjkkUdWiItngjn/JxMXPwh64j4uq5t4fV6yFafWtSPixiWL3HN2AcmoUT7zIJFfeguiAIHnCSGtNUzS5TotQddLtjhZxXcjkUi8pK8nij+4reeHQW/Mt/J+AL1xH4t5J6jz3HyBVNGxFns1mSa/i9FkmZhfJerVkESBbKVBoWrQE/P+WM6vNc0BLBuKNYPZrHP+P7MIt5cD6l2K+H2zwERRoDXk+PKLukHEqy63u9nUDYv1LQHcmoQoCDRM22l3k0QUSSDoVvC7ZEKeGGNLZUQBkgUdtyrRHfMs2yjES+qXs8vKgdaQM7efylTojDhzyj/48w/j/7+/y7/904e5+V02+6+5gW/c8TBmcphf+403Ew74GUtX6I562NcfXyE6X7WhlXvPL9AV9bGrO0LUp3JhschiwQl2dStOXkJnxAnQ3dQRIuh+YeLrxZCoPyoUSVypuuyMelaCkgeafGQq9ZU62JaQmw1tQY5OZDk25dT+/vovvpN3/+6fYi5NsG/Xdo5N5TFNm3UtAdyqyB+fOcqm7bt4444OBAROz+c5P1+kN+6lYdqkinUu640iiyJuTSLsUdnYFsRcThtWJBHbtlkoqIwslijpBluWm1HAIRamMxVKukG8rYvXvKGL17zhLVg2GKbNxcXSJZ814lVX8io6Ih5qDRNNFr9n3oRLkdjYHkQUhB/IVvVSIJFI0Gg0uPPOO/nN3/xNJOn7r2EGBgYAGB4e5hWveAXgbCgArF279sd3sC8CzlrMy2y2jCyALmiEvQqZUh1DhmrDJFnQmcxUeORiClWUuHooRMO0eHqhRqx/C7IkUag2nNaXnR30xn2cns1zYiZH3bRY3/LirDAvC3HRMAysXJrB6w7w6EgaARu/SyHidcJbpjNV/C6nr9ijSTw+mmb9hg08dPgkn7z92xiJjYQ2HsC0HVmWS5FoWDYBr5v25jgnx1PEx5KkbR8DXT1oksTahJ+ZXIXmgItr1iWI+V2kSzqy2MGmwU7Ojk1x14lJfungWtLlBrWGSW/Uwz+NjNPZ0cEte9dzdq5IIuDGoym0hzcy5vOSmZuAwhRofjANsCHe1EI4lqBWN/GoComwRsSnIdg2eksroWiMc+eHibR2kbp4jP6Yh73bN1Cpmzw9nWUxX2N4sYQqyWzoaeNoapYT50cQbZNY0EO0p4UnR55GES3Wb96CKEC+apCvGnREPER8KtW6SUfvAAeufzWRWJRtfa0cGs+wkGuwsztCT9RDslBjzWAv3/J4WZwbZ93mHXRGvXQHJf7mr/6ShaLO69/wVt570+Vs6nB2AkzL5txcAQEBSQRJFKkZNj0xF9WGyUyuRm/MQ3NAI1dtYNtQqDbIVp0quLBXpcutsLEtSFk3KVtuPvYv/4ouakylK/TEvUxnnHT29rCb9rD7JQmA27x5M/feey/vfve78ftfrGt6FatYxSp++uB2u9m1a9clORenTp1C07SVydPPAta1BmiVS5yoCxydytAa0pjKOF7qLqUAho4WcOoVLdvG2QN8FvP5GsDKhHoVq3guvnOx3xxw0Rn1UKg2kEWBvriX1pAj+681TJZKOqPJMhNihYhXpVhz2nsSgR8PySKKAutaAkyky8zmqhRqjZWNolRJp1I3GUj4XpTKtcnvYjbrEAuBZqdVZTjpBD/uH2qiYVp4VAm/S3leG5dtO60lSyWd/iYvXk2mYdhkKw0MyyF3OiIe4n6N6YxjkVgq6WiyEyw61OzH71I4PZfnF//gL2gEPsrXP/6XiMVFjj12iGu2DPCWfUPYts2RiQzwLLGQKddZqtTZP9jEUMK/QhL1x33MqzWqdZN02amJHGr2/0Rl0rSH3QTc8iXtTs9HzK1rCZCr1BleLKHJEre89rX83v/5C+65/cv84i3XEPKoPDqyxIVkkVo2iS552Lu2g6BbZS5fRW9YCIBfU6g0TLpj3pWmCrcirZwn4nPGSEEQaAm6CblVinqDJv+z4+Qz5NbzwVgOVa01THTDom5YtIQuHWNf7P/gx5nH9L3wDNlqWdYL2kS+E83NzXg8HkZGRlZ+d/bsWeDlJy7AaW88F3CjUcdQ3LQFXQTdKmXdIFPSmc9VuPfsArPZKmta/Awm/FxIFijbKi5VQZYkVNuppG0NeyjUDIIuhVOzeQKazFKp9qKO4+XJuDAaSPl51qxdS2fEQ0fEvVwLKjKWKjPULDPY5MPG8SPu64+R3ruFe+68nUfunibStZau9lauXZfAp8mMpsqcmy8gItE/uIapBx7g1PFj0NDpb2+hrBs8PpamLezmlRtb8LucXudcpYFLkXnLTdfyu3/xjzx2/BzdiTC3bu+gZph8+b4nyS/OcM1N13N+oUS6XOcV6xKAzanZIuvbttEwtlKrGyyVdYq6SXvEA8tBTj5NIVupo8kifpeFR5HJVw3aBzbx9F2fYef6XhaO3sM7f/d3mFuu+pxMVxGBkEchU6lzzYZW3O79VIo5pPHHefzQt/nK/VnkQDPbtm1mMt/gM09NEfYoRH0aXs2Rap3O5UmVavzhB/6I6UyZuXyNrd0hfKrCbK62nCQtsa0rymBvFyNTUxy4Yi8NvcZffOhfSU6N8/73vY/t27azWNA5PVvAo4oUaw0iXpWYTyPmUynVnd7nkFtlqawT86r4XArJoo4qi/hUmZph4lMlvJqCJAkEXArJYh1BAEmEYCRGplxnXcJPT8y7kkz8UuLAgQN84hOf4Fd/9Vdf0tddxSpWsYr/idi/fz9//dd/Tblcxuv1curUKdauXYss/+zUcQqCwEBI5OGnjpEp1Xno/BL5WoOOiIe5iSRKvIc1Xc0E3QqnZ/OsaQ6sSOUbpkWyUCPu1162yfEq/mfBaeTxkirqtIbc37Vw64h4KNQapIo6meUWkbUt/h9r5bgoCvTGfQTcCmOpMqdm8/TEvCsbiC9WmfJMIN90pkpZN5jPO8GcvXHvi/KuC4JAV8RLWTcZSZaf9zF+l0xbyM1Awk9ToMGxyQzjSxU2tAVW8nf64z5uPzHHm975i3S6avzdhz+EqLr5tX/4P8++T8zLaLJMqqijSiLDi0Unp+077DKSKFBftiZEvJpTvfoTlmMjisJ3tTk8H2RJZHtXBN2wubBQRBYF3vu2N/HBj/0XX7r7IbZu20bUq1GpGxw+M4KoeegZWs+h8QymbVNrmLQEXRT0BqWaQdSrUmtY+F0K3THv97RhuFXpeS1G3+tYZUn8H10N/QxxsX79ejZv3vyiniMIAv39/ZcQF+fOncPj8dDZ2fljOc4fBE0BFzGfRljUKdguxlMl1rQF8WsydcOiXDeZSlfojHroiXsZT1eYylSp1w08qg+XKnJZf5SIV2MsWURTJJ6ezLKQr9HcGcKyX9y19ZKcFYIgvBL4e0AC/tW27b/4Xo9v5JJc0wrXbGhHNxwPjCqJXFwsUTctYl6NC4slTMtGlUVagi4u3zRIczzK/Ow029d0c3BtAr9LRRBs/C6ZJr/GTKZKIN6K1CgzfPwxIpEor79sEEWWEQVwK6LT4SuLy0nBThduxKuwY7CDkxdOc3ign7jfSQ5+9KH78ehLxDt6Ob9QWK6JiuNWROomjKZKaLJIqQ4+l8La1iDrW4LIksC5uQKKLGLaNj6X4/cbXipSqhkE4i2oLf189YufxedW2bZnL4+NLDGbraLJEtdvTHBypsBMtoblF3nV5hYC7k6y5XX82e+HOHfyOLc9dJQDB67Gcrk4NpUl4tPoiXoYXyrTMCxOzOaQRUdGJgLr2wLs7IkS9aocHs9Q0A2GEn6KeoMrtm3g1OkvUZw6wz0PPUquXOdXfvv3ufmay1BEJyV2aqnMSKpEc8jN5vYgnREPM9kq2LC9M8yh8SzjqTJhj0KuUmc6U6FYNVAkgc6ol22dIVpC7pXBraQbZEp10mUdv0uhI+JhbUvgpTgdnxfXX389mUzmRcm1VrGKVazipx379+/nz//8z3nyySc5ePAgJ0+e5Jprrnm5D+u/HU3xOPmzj9AV1ji/WMSjimzuCHI0lcIqLHBgUy9V0+biQpEzc3kGEn6CboWFfA3LdlLYV7GKF4vnqyp8LgIuhYBLoSdqUzPM/zZffsyn4dNkhhdLDC/L9AcSvu/zrEvRHHAyF84vFKgbNu1h9/f8rN+JoMexBpuWjSw58n5VEpFEgUy5zly+yvmF4rIKxYVLkYj7NAzT5vxCgb64j3S5TsKvIUkC7/2tPyIRb+Ls2TPs3bt35X3iPo3FvM65+QKKJOLVpJUGhediJlslWdBfUvXvywmvJrO5I8jxySyjS2WuveUtfOTv/55fe+vNxCNh9l1/C/07rmTk5FFcRhk8IS4sFoh5NaJ+DU1ymi56414EIFtxMi9+kP/xzwra2toAeOtb3/oDnTcDAwOcPn165eezZ8+yZs2an4hcPpci0RJ00aSZjObKDKcq9Dc790NBgMVCjbUtAba2hzi/WKLaMJlOl7GDzaA5CpuYV2U6W2EsZeFVJUaSZfqanHDVbZ3hF3UcP/KIKAiCBPwjcC0wAxwWBOF227bPvtBzGnqVt7zhVvqbfJyazTOaLON3ySSLNQQBUiWdoFuhKaCxWKgxma5gY7Nt+3a+lS/yjlddwZWDTRSqDeby1eUAnSDdMR9n5/L0b9jC2aNP0btmA9mKQU9Mw6WIzOdrpEp1Bpp8bO8Koi7vkvTFffzuu27h1l/9Y86PjWMJEq1ui1Onz3DVzW+gblgE3CodYQ/j6TKG5Xj0qstqA59LZijhZzDhVKQWqw0K9QZWDa4YiC9LnUxKusNS7uqJMHk8zMTUGV7zileQCHk4vZCkVGuwqT/IU+NZsuU6G9uD9MQcH96JmRzJfI6ZXI1E/wbe2bXO+W6WypiWjVeV6I75SPg1LiwW6Yt6SZZqWLaFV1MIulWa/BqCILCnL8piQWc6W8G0bN7yij38yz/+LZ/6x79DMSu8+4/+nnBrJyICnVEPT0/nGEmW8GgSAU0i6FY4v1CkUGvQEfYwnCxh2hbrWv10Rjzkqga5Sp2Ay3D6rDvC3+XPfKbTvjPqoVo3f6i6oR8Uq6TFKlaxilU4uPzyyxFFkUceeYQtW7YwPz//M5Nv8Vw0NTWBZbC3TcHA2eXb0hHiK3MXaPKpKIqMosCGtiDnF4qcmy/QE/OyUKgR8ao/0E7iKlbxYiGKwn9rmCA829Ixs9yE8kI1sS8EeblKeDZXJRHQ6Ih4vv+TvgMvpM5oDrpIBDRSJZ35XI3xpTKyJHLt+gTZilM3e3ImR92wGUj40RSRiaUKb37Pr9AZvfQ4BEEgEdA4OpmhKaCxvav5u1S+xVqD2VyVuF/9oT7HTyqa/C4GEn4uLhYpmBLf+PZTHH3iEe575EkeP36a+0eLYDbY0Z9gW1eEc/MFkiWdmF+jZlg0BbQVoqJplbB4QQwNDXHbbbf9wE1I/f393H777ZimiSRJnDt3jiuvvPLHdJQ/OLpiHvw+L/VzFylUh5hIlfG7VbyaTKFaR0DgsdE0umEynipxaiaPZZrEZcd1UGs4tp98pUGtbrK2zb/ScpQp11/UMbwUo+IuYMS27TEAQRA+D7waeEHiQhAEbrzxRid8J+phNFVmNlul0jBoDrjoiHhoWU7qjfm0FdnZO9/4avbt2UUkGufp6dzK64U9KjG/Rl/cx+V9EfKp9Vw8c4ptG9eyuSOEV5OQRHGlSmqpVGcqU6Uv7kUQBARB4Jpdm9izvo+TF8/T3tbJAxfG8a25nE0bN9IR9+NWBWJeFdMGAYe53Nkd4chkBkkUuKwviiyJPHxxCbAxLXslzKe/yUfDtPFpMrph09/k5fyu9XziyIO86qabSRbqZEoNJMF53eFkCVUW2dAaoGZYTGcr1BomfpfMxFKZiFchEXDTHfWSKdfpjHhpDbrRZJHRpZITyuNTyVYN2sJuEgE3oihwcbG03LldpVI3CboVemJe3KrEzVds42sPHeG33v/XXLVrI8mCzpHJLPP5GtOZCpoicvOmVuqmzeGJLPmKE0h2fMqpQ+qN+djcEVyRrNm2jWHZL8rysTrxW8UqVrGK/14EAgG2bNnCww8/vJJ4/rNIXMTjcQCMUoY37dqIW5EIeVRmZ2Zob29feZxLkdjQGuDiYomxlCNlbw2tTtxX8dMFURS+a6H/g8Cp5JReML/gR4EgCDT5XcR9GvlqA2W5ZaUl6OSEDC8WcatOqL8kClTrJrO5KoIAmixi2WDaNpZls1ioEfNr+DQFw7JQeXaualo2I8vz8O6o9yX/HC83uqNeKnWTmWwFXXSxbf91bNr7Csp6g+PnRxgfvsDrr95BpW4ytKwwWyzquJSfzu/jx4XXvva1P/BzBgYGaDQaTE1NEYvFmJ6e/onIt3gGcZ+LsN9NIzuLIloMJ8v43Tqv2daKIolkK3UCboWpdJnTcwUMw6KRmmJg7WauWd/Eyek8DctiTXOAqXQZlyJT1k1cikylbr6oY3gpiIs2YPo5P88Au7/zQYIgvBd4L4DH48HncyRoTQEXF5NFMhWdwSY/g83+7/I1eTWZ/iYfnREPO3ubsHE6eQFsbGRRJOxRnEEt4Oad1+1i76Z+tnTF6Xyei8ylVJYZZZu+uI+6aTG8WOIdP/cm3v3Lv0q6r4vZ8Ul6m4Ic2NhJzKcxma6gKk7rhtOOIdIRdtMSdDGXr3FuoURrUCPkVjBti+agi6hPI+BScCsSo8kCMb8LryaRqzR4w43XcM1l29nc38aRySw9MQ9eVaZh2WzrdBKNizWDZEHHMJ1KoSa/im5YZCsGG9o0qg2Tnd0R6qbJubki6bJO3bRpD7kxLAh7NcJuhb19MSazFY6MZ2hYNgNNPgYTPqI+DcuyyVca/P4f/CE3/lyaOjKqJLGrO8Ljo2nGUiU2d4QIup1u6IBbJupV2dgawMJmIa/T3+QjEXBdopoQBAFF+p8tq1vFKlaxip9m7N+/n4997GMcPXoUgE2bNr3MR/Tfj2eIi1Qqxa5dz9o+Zmdnv6uCTpZE1rb4mUxXMG37eWvjVrGKn2WIorCSN/HjgiB8d66Db1kpZdvPhqL2xLzohrWiIHku3KrElYNxLiwUGV8qs7712UaDyXSZWsNiXWvgp7ItSBQFBhI+ag2TumGhyiKCYNPu9bLpFTuY2r4ecDaFn8n1aAm5EQXhJy7j46cNz61EXVpaAn4ygjmfgSqLdES82OUsQcVGkJxw3Ken8mxpD3FqtkC9YZAsOM2gMa/F8MJFumOXkyzUl4UGKj5NZrDZjyKJpEt1xpdKtIZenO3yv02HZtv2J4BPAGzZssVe/h2jqTKSILKjO0JP1Ps904tVWXxRA2J3zAsCJF4g6bsj4kEQYDpTxbCKlHUD04Lr9mzi+k1t3PGff4WlF/mnL30Fn6bQGnKjLP9zijUDAEFwlBctITd7eqPcfnKOQxMZtnVGCLiUlZ2Y2VyVumFR0g0GEj4CLoUTMzlqDYtgKMy5hSKWbbO1M0zArVCoGvhdMhvagqRLOqVag5FUiahXwaXKdEY8Tj5EuY5ls5ykLFOqGVQaJn0xH7ph4tVkWoMuLiyWOL9YpFgzaApo6IaNIEBZN1ko5CnVDJZrklnXGSMRcDGWKjGTq7GtK4RlOd7H84tFLi4WaQ272d7pWD8uLBTpinp+qmR0q1jFKlbxs4L9+/fz4Q9/mH//938nEonQ0tLych/SfzueS1w8FzMzM1x77bXf9XhBEJw5xipWsYqfKDgK6kt/XtPsp9awlsPgBSRBuGSd0RHxMJZygjrjfo1cpc5iQac15LqkqeOnDZosMZDwc26+gCBAX5OXuM+xk+sNh8xoCz2b6/GT1KTy04znEhder3Of+U4C/eXGQHMABJGNIRMrFODiYoHjUzliXm25MKOIblpE/RpqpYRZziJofgQBbtjUQtijcnGxiGHZbGkPkSzWePjiEsOLxRf1/i8FcTELdDzn5/bl373wm8oylmUznCyRKddpD7tf0sWvS5FY0/y9gx7bwx4EQWAq7dggNrT58agyH/jDP+Sr27axbds2Xn3wci4slhhfKrOm2Y9PkxEEAVHgkrAVw7RoCbpJFpz6qJjPad2YzlY4v1AkH2ywriWwks7cFfEwmiqxVKozm6vQ5HfRFvIQ9iqcmy+uyPSiPo09fVE8M3lcikjdsOmOeQm4Fc7NF4j7tRU5Xl+Tn2Sh5ihQJIdNVSURlyJS1g3al9UhDdPmwmKRuXwVr+pYWQIup0f7GWZ5Y1uIi4tFFgt1vJrEuYUiqiywtiWAKAhoisTF5RTmVdnYKlaxilX8z8S+ffsAOH36NFdeeeX/+PC5HwbPR1wUCgWKxeIlVpFVrGIV//MgCML3tCM3+TWSBZ2pjJO1N5oq4VElOsI//RtyQbfClo4QynIA6jPojf9goayreOnQ2tqK2+1meHgYVVVRFIW+vr6X+7AuQXdzFFuvYNer7OgO0zBNzs8XeWo8zfq2IOW6gSSIxPwapXwFW68SCwfYPxCnZTnMemNbENOyEUWB5qCb69YnuPvMwot6/5eCuDgMDAiC0INDWLwJeMv3esL/3969x8Z1Xwce/57hkBw+xaFI6mnZFEdK7CR+RUjTeJvNoym67aKpt2mTPtKgLZI+XKDdbbvoFgvsokAXm90+F1m0SevEWbROt0hbNMkadZu0SIq4aeuktmJHcSI5sS1bEociKZIiRfHx2z/mDj16UCKroWak+X4AQpf3zr33R0FHd3jm/M4vAV85McPsuWVGh3oatgb6noEu+gp5utrb1nox3HPPPXzgAx/g3nvvJZfLcWCkl6dfmuHr43O8anf/ZZslffP0PG254G2v2sHxyQVSgmdOzRLA3oEuBns7LviEZqS/wMRcpWJian6RmYUl+gp5+grtvG508IJr93ZWln86ceYcuwcKawmeu28ZoLNmasaO/k7Ks4ssLq9y+67+teXZquVv1Wkc+Ta4a+82VhPrlnx15HPcsauf5ybnmTx7nlu3d7Ozv8D5lVWefGGaIydmaMtKzTayvrckqfkMDw9z++23c+TIkZbsbwHQ29tLoVBgfHx8bd+LL1Y+e6l2hpd0c4oIRod7+PLxM3z5xTOsrCZeubN13ttaSdFcapdEjQgOHjzYdEuUDw9tZ+nMScZnFnj9/u2cPnueUzPnmJxf4tj4Wc6dX6XY006xq4NzC1NEW557xnaxt/jyVJCIIF/TTmBbdwdvfsXIhu5/zX8bKaXliPhZ4FEqy6F+OKX09JXOOXd+ZW3qxEbXiN4ql+ua/MADD6xt59tyvGJnH0+/dIbDx8+wvaeDndsKa3NbT88tUp5dfLlqJFWWCNrR38mubV2cWVji6PgcZ+aX2Nb98r3GRno4Md3GyuoqZxaW+Mbps/R05i/oEzG3uMw3ymeZW1xm17YCt9ZUN1z8n01foZ0d/Z30FvIXlLddbrWOiOBq7SdyuWB0qIfRmoRLIdfGnmIXL0wuMDbc6394knSDe+Mb39jSiYuIYHh4+IKKi+PHjwNYcSG1gN7OPCP9lcqLfdu7L+mzJ11PBw4c4MiRIywvL3PXXXc1ejiXKBaLLE++yNmFBZ45NUuxp4OejjzT80usZqtu9ne1M9TbwTfnpmhfmefA7sGrVnRudJWaukRnSukR4JGNvn41JV65s++S5jrNqtDexqv3bOPkmXOMzy4yMXd+7T+6Fybn6e3Mr2WSSiO9FzQH2t7TwfP54MXpBQodubVKiM58G7kIOvJtfOvYNp4tn+Vrp2a5Y1c/KynxwuQ8p2YW6cgHpZHedZeIqnU9yrv2FrsZ7utc+zkkSTeut7zlLXzwgx/k3nvvbfRQGubixEW14sLEhdQabtvew0BX+5ashiJtRqlU4lOf+hTLy8u8613vavRwLlEoFOhYWWD57AwvTS9w6NYiZ88t8Y/fmKS9rY2UVim0t7F/uJfPnplgoKu9rv1iGpJW7Opou2GSFlWd+TZu3d7D3mI3E3OLnDhzjmfLZ2nLVRIL1UzSxc2BqvN3nj89z5eem6YjH/R05untzHNqtrIO/FBvJwF87dQcR07OsHB+heXVxO6BAnsGupquq7FJC0m6ObzjHe/g85//PIcOHWr0UBpmvYqL3bt3N2pIkq6jtuuwGoq0EaVSifPnzwPN15izanBwkJ6pr1Ea6SOXy/E9d+3h+dMLjM+eI5fLsXugi1u3dzM9PcNgnbtBNCRxkbuBG4C15YId/QV29Bc4M79ELscVG/9ApZdGf6GyVu3c4jJzi8tMna0sz1Rd/mV7byf7lld5/vQ8/V15Rod6LttPQ5KkesnlcrzhDW9o9DAaamRkhGeeeWbt++PHjzM0NESh0Jj+W5Kk1nTgwIG17WZaCrVWsVhkduo0e7P2AcO9nXxraTuPPn2SQr6Nu2/ZxtJKYnbiJXYObrv6BTfB34yvQW3PiqvpK7RfsOb78soqy6vpgj4Rewa6GOzuuGoiRJIk1cfw8PAlzTltzClJut6qS6LmcjkOHjzY4NFcXrFYZHJykt3bujg9d55nJ85yYKSPmYUlCu1tdLTlKwtQvHCU19z3+rreu7nmILSQfFvuss0tTVpIknT9DA8PMz8/z/z8PFCpuLC/hSTpetu9ezeFQoHR0VG6urqufkIDFItFpqamyOWC/cM9nF9eZWFpmd0D3fQV2llOqwz3dVI++eLakuP1YuJCkiS1rOobq2qfCysuJEmNkMvluPPOO3nta1/b6KGsa3BwkKmpKaAyo2DntgLT88tEJM6vrNDelmOwMzE/P8/Q0FBd7+1UEUmS1LJqExc7d+6kXC5bcSFJaohPfOITdHQ07yIW1YqLqluKXUyePQ8p0d2eZ6Svk7kzkwBWXEiSJNXLyMgIAOPj47z00kuAS6FKkhpjx44dFIvFRg9jXcVikdnZWZaWloBK+4PRoR7OryTacsGeYtdaBWO9ExdWXEiSpJZVW3HR19cH4FQRSZIuY3BwEIDp6em15+dgTwd7i1105nN05ttMXEiSJNVbbeKiWp5rxYUkSZeqVoNMTU1dkJi4ZbB7bbuauLDHhSRJUp309fXR0dGx9kYLrLiQJOlyahMX65mYmACsuJAkSaqbiGBkZIRyuczi4iK9vb309/c3eliSJDWdauJicnJy3deUy2Xy+TwDAwN1vbeJC0mS1NKGh4cZHx9ndnaWvXv3EhGNHpIkSU2n2uPiShUX5XKZoaGhuj9LTVxIkqSWNjw8TLlcJpfLOU1EkqR1bGSqSDVxUW8uhypJklpaNXFx/PhxG3NKkrSOjU4VqXd/CzBxIUmSWtzw8DCnTp3ixIkTVlxIkrSO9vZ2ent7r5i4mJiY2JLEhVNFJElSSxsZGWF+fh5wKVRJkq5k3759PPfcc+set+JCkiRpC9S+wTJxIUnS+sbGxjh69Ohljy0tLTE1NWWPC0mSpHqrTVw4VUSSpPWVSiWOHj1KSumSY6dPnwaw4kKSJKnerLiQJGljSqUSCwsLnDhx4pJjExMTgIkLSZKkuqu+wWpvb9+S8lZJkm4WpVIJ4LLTRcrlMmDiQpIkqe5GRkaAyjSRXM63RpIkrWcjiQt7XEiSJNVZf38/7e3tThORJOkq9u3bRz6f59ixY5ccs+JCkiRpi0QEu3btYt++fY0eiiRJTS2fzzM6OnrZiotqj4vt27fX/77XcnJE/FfgvUA52/UrKaVHrnVQkiRJ19PDDz/Mzp07Gz0MSZKa3npLopbLZYrFIu3t7XW/5zUlLjK/lVL69TpcR5IkqSHuu+++Rg9BkqQbQqlU4rHHHiOlRESs7S+Xy1vW5NqpIpIkSZIkaUNKpRIzMzNrU0OqyuXylvS3gPokLn42Ig5HxIcjoliH60mSJEmSpCa03soiExMTjUtcRMSnI+Kpy3y9HfhdYAy4GzgB/MYVrvO+iHg8Ih6vdhuVJEmSJEk3jvUSF1tZcXHVHhcppW/fyIUi4veBT13hOh8CPgRw6NChtNEBSpIkSZKk5nDbbbeRy+UuSFyklJiYmGjOHhcRsavm2/uBp65tOJIkSZIkqVl1dnayb98+jh07trZvenqa5eXlxlVcXMX/iIi7gQR8E/jJax2QJEmSJElqXqVS6YKKi2qjzqZMXKSU3l2vgUiSJEmSpOY3NjbGxz/+8bXvq30sm3lVEUmSJEmS1CJKpRKnT59mamoKeDlx0ZQ9LiRJkiRJUmuprixS7XNhxYUkSZIkSWoaFy+JutU9LkxcSJIkSZKkDdu/fz/wcuKiXC7T3d1Nd3f3ltzPxIUkSZIkSdqw7u5u9uzZc8FUka3qbwEmLiRJkiRJ0ibVLolaLpe3bJoImLiQJEmSJEmbNDY2ZuJCkiRJkiQ1p1KpxMmTJ5mbm2NiYsLEhSRJkiRJah61S6La40KSJEmSJDWVauLi8OHDzM/PW3EhSZIkSZKax9jYGABf+MIXAExcSJIkSZKk5tHf38/IyIiJC0mSJEmS1JxKpRJPPvkkgD0uJEmSJElScymVSqysrABWXEiSJEmSpCZT7XMBJi4kSZIkSVKTqa4s0tbWxsDAwJbdx8SFJEmSJEnatGriYmhoiIjYsvuYuJAkSZIkSZtWTVxs5TQRMHEhSZIkSZL+BQYHBykWi1ueuMhv6dUlSZIkSdJN6/7772d0dHRL72HiQpIkSZIk/Ys8+OCDW34Pp4pIkiRJkqSmZeJCkiRJkiQ1LRMXkiRJkiSpaZm4kCRJkiRJTcvEhSRJkiRJalomLiRJkiRJUtOKlNL1v2nELPDMdb+xrmYbcKbRg9AlhoCJRg9Cl2XMNCdjpjkZL83JeGlOxkvzMmaakzHTnDYaL7emlIav9IJ8fcazac+klA416N5aR0R8KKX0vkaPQxeKiMeNl+ZkzDQnY6Y5GS/NyXhpTsZL8zJmmpMx05zqGS9OFVGtTzZ6ANINxpiRNs54kTbOeJE2x5i5yZm40JqUkgEvbYIxI22c8SJtnPEibY4xc/NrVOLiQw26r3QjMl6kzTFmpI0zXqTNMWakjatbvDSkOackSZIkSdJGOFVEkiRJkiQ1LRMXkiRJkiSpadUlcRERH46I8Yh4qmbfXRHx9xHx5Yj4ZET0Z/tvi4iFiHgi+/q9mnPeGRGHI+LpiHh/PcYmNaPNxEx27M7s2NPZ8UK235jRTW+Tz5gfrnm+PBERqxFxd3bMeFFL2GTMtEfER7P9RyLiP9Wc83MR8VQWMz/fgB9F2nKbjJeOiPhItv/JiHhTzTk+Y3TTi4hbIuJvI+Ir2b/1n8v2D0bEX0fE17M/i9n+iIj/FRFHs/i4t+Za78+eMU9FxDuvdu96VVw8BHznRfv+APjllNJrgD8Hfqnm2LGU0t3Z109lA98O/E/grSmlVwE7I+KtdRqf1GweYoMxExF54A+Bn8pi403AkjGjFvIQG4yXlNIfVZ8vwLuBb6SUnjBe1GIeYuPvy74f6Mz2vxb4yexDplcD7wVeB9wF/NuIKF2PwUvX2UNsPF7eC5DtfxvwGxGR8xmjFrIM/EJK6Q7g9cADEXEH8MvAZ1JKB4DPZN8D/BvgQPb1PuB3ASLiu4F7gbuBbwF+sfZD28upS+IipfQ5YPKi3QeBz2Xbfw1831Uusx/4ekqpnH3/6Q2cI92QNhkz3wEcTik9mZ17OqW0gjGjFnENz5gfBP442zZe1DI2GTMJ6MmS5F3AeWAGuB34h5TSfEppGfgs8O+2euzS9bbJeLkD+JvsvHFgGjiEzxi1iJTSiZTSl7LtWeAIsAd4O/DR7GUfBb4323478H9SxReAgYjYRSWWPpdSWk4pnQUOc2kC8QJb2ePi6WygUMnm31JzbDQi/jkiPhsR35btOwq8Isvy56n8sLXnSDe79WLmIJAi4tGI+FJE/MdsvzGjVnalZ0zVO4GPZdvGi1rdejHzceAscAJ4Hvj1lNIk8BTwbRGxPSK6ge/CmFHrWC9engS+JyLyETFKpUrpFnzGqAVFxG3APcA/ADtSSieyQyeBHdn2HuCFmtOOZ/ueBL4zIrojYgh4M1eJma1MXPw48DMR8UWgj0oGHyoPxn0ppXuA/wA8HBH9KaUp4KeB/wv8HfBNYGULxyc1m/ViJg/8K+CHsz/vj4i3GjNqcevFCwAR8S3AfErpKQDjRVo3Zl5HJRZ2A6PAL0TE/pTSEeD9wF8Bfwk8gTGj1rFevHyYyi9ejwO/DTwGrPiMUauJiF7gT4GfTynN1B5LKSUq1XzrSin9FfAIlRj6GPD3XCVm8tcy4KsM5qtUStyJiIPAd2f7F4HFbPuLEXGMyifKj6eUPgl8MjvnfVcbvHQzWS9mqDwgP5dSmsiOPUJlTthnjBm1qivES9W7eLnaonqO8aKWdYWY+SHgL1NKS8B4RHyeSun7symlB4EHs3P+G5XnkXTTu8LvMcvAv6++LiIeA76WHfMZo5YQEe1UkhZ/lFL6s2z3qYjYlVI6kU0FGc/2v8iFlRR7s32klH4N+LXsmg+TxdJ6tqziIiJGsj9zwH8Gfi/7fjgi2rLt/VQadTx70TlF4GeoNMaRWsJ6MQM8CrwmK6XKA/8a+MpF5xgzailXiJfqvh/g5f4WF59jvKjlXCFmngfekh3rodJs7asXnbOPSn+Lh6/vqKXGuMLvMd1ZnBARbwOWU0q+J1PLiIigktA+klL6zZpDnwDek22/B/iLmv0/mq0u8nrgTJbcaMua2hIRdwJ3UqnwW1ddKi4i4mNUVjoYiojjwH8BeiPigewlfwZ8JNt+I/CrEbEErFJZKaHaEOd3IuKubPtXU0pXzLpIN6rNxExKaSoifhP4JyplV4+klP5f9jpjRje9TT5joPKceSGl9OxFlzJe1BI2GTP/G/hIRDwNBPCRlNLh7NifZm8sl4AHUkrT1+lHkK6bTcbLCPBoRKxS+dT43TWX8hmjVnAflX/3X46IJ7J9vwL8d+BPIuIngOeofIAElekg30WlD8w88GPZ/nbg7yp5EGaAH8kqmtYVlSkokiRJkiRJzWcrm3NKkiRJkiRdExMXkiRJkiSpaZm4kCRJkiRJTcvEhSRJkiRJalomLiRJkiRJUtMycSFJkiRJkpqWiQtJkiRJktS0/j9+Ou48nOhkMgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "2022-05-09T08:18:39.520304Z", "iopub.status.busy": "2022-05-09T08:18:39.520101Z", "iopub.status.idle": "2022-05-09T08:18:39.871320Z", "shell.execute_reply": "2022-05-09T08:18:39.870781Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "2022-05-09T08:18:39.874100Z", "iopub.status.busy": "2022-05-09T08:18:39.873871Z", "iopub.status.idle": "2022-05-09T08:18:40.077654Z", "shell.execute_reply": "2022-05-09T08:18:40.076997Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "2022-05-09T08:18:40.081012Z", "iopub.status.busy": "2022-05-09T08:18:40.080832Z", "iopub.status.idle": "2022-05-09T08:18:40.091610Z", "shell.execute_reply": "2022-05-09T08:18:40.091046Z" } }, "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": "2022-05-09T08:18:40.094273Z", "iopub.status.busy": "2022-05-09T08:18:40.093901Z", "iopub.status.idle": "2022-05-09T08:18:40.102194Z", "shell.execute_reply": "2022-05-09T08:18:40.101682Z" } }, "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": "2022-05-09T08:18:40.104980Z", "iopub.status.busy": "2022-05-09T08:18:40.104556Z", "iopub.status.idle": "2022-05-09T08:18:40.145643Z", "shell.execute_reply": "2022-05-09T08:18:40.145025Z" } }, "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": "2022-05-09T08:18:40.149067Z", "iopub.status.busy": "2022-05-09T08:18:40.148750Z", "iopub.status.idle": "2022-05-09T08:18:40.161687Z", "shell.execute_reply": "2022-05-09T08:18:40.161140Z" } }, "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": "2022-05-09T08:18:40.164733Z", "iopub.status.busy": "2022-05-09T08:18:40.164443Z", "iopub.status.idle": "2022-05-09T08:18:41.112693Z", "shell.execute_reply": "2022-05-09T08:18:41.112059Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "2022-05-09T08:18:41.116959Z", "iopub.status.busy": "2022-05-09T08:18:41.116751Z", "iopub.status.idle": "2022-05-09T08:18:41.122431Z", "shell.execute_reply": "2022-05-09T08:18:41.121714Z" } }, "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": "2022-05-09T08:18:41.125476Z", "iopub.status.busy": "2022-05-09T08:18:41.125310Z", "iopub.status.idle": "2022-05-09T08:18:41.133110Z", "shell.execute_reply": "2022-05-09T08:18:41.131567Z" } }, "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": "2022-05-09T08:18:41.136660Z", "iopub.status.busy": "2022-05-09T08:18:41.136468Z", "iopub.status.idle": "2022-05-09T08:20:28.944370Z", "shell.execute_reply": "2022-05-09T08:20:28.943829Z" } }, "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": "2022-05-09T08:20:28.949633Z", "iopub.status.busy": "2022-05-09T08:20:28.948047Z", "iopub.status.idle": "2022-05-09T08:20:30.089170Z", "shell.execute_reply": "2022-05-09T08:20:30.088692Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": "2022-05-09T08:20:30.092054Z", "iopub.status.busy": "2022-05-09T08:20:30.091776Z", "iopub.status.idle": "2022-05-09T08:20:30.608323Z", "shell.execute_reply": "2022-05-09T08:20:30.607826Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": "2022-05-09T08:20:30.611925Z", "iopub.status.busy": "2022-05-09T08:20:30.611448Z", "iopub.status.idle": "2022-05-09T08:20:31.736556Z", "shell.execute_reply": "2022-05-09T08:20:31.736083Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": "2022-05-09T08:20:31.741583Z", "iopub.status.busy": "2022-05-09T08:20:31.740066Z", "iopub.status.idle": "2022-05-09T08:20:31.749982Z", "shell.execute_reply": "2022-05-09T08:20:31.749576Z" } }, "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": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 4 }