7. Portfolios and risk premia.ipynb

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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lecture 7: Endogenous portfolios and risk premia\n",
    "\n",
    "\n",
    "Adrien Auclert and Tomas Tapak\n",
    "\n",
    "Goethe Heterogeneous-Agent Macro Workshop\n",
    "\n",
    "June 2024\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook walks us through the solution of the HANK model with portfolio choice covered in lecture, which is based off Auclert, Rognlie, Straub and Tapak \"[When do Endogenous Portfolios Matter for HANK?](http://web.stanford.edu/~aauclert/hank_portfolios.pdf)\" (2024 working paper)\n",
    "\n",
    "Steps: \n",
    "1. Set up the exogenous portfolio model in SSJ with two shocks ($r^{ante}$, $B$) and get impulse responses with exogenous portfolios\n",
    "2. Perform the \"$\\lambda$-test\" for optimality of exogenous portfolios given each shock\n",
    "3. Construct the complete market correction for the Jacobian of the HA block and get impulse responses with endogenous portfolios\n",
    "4. Recover the complete-market transfers and associated portfolios\n",
    "5. Compute the steady-state risk premia\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import sequence_jacobian as sj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Plot options\n",
    "plt.rc('axes', grid=True, axisbelow=True)\n",
    "plt.rc('grid', linestyle='--', linewidth=0.5, alpha=0.5)\n",
    "plt.rcParams.update({'font.size' : 20, 'lines.linewidth' : 3.5, 'figure.figsize' : (12,8)})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll load routines from `sim_steady_state_fast.py`, which was covered in earlier lectures, as well as special routines for complete-market correction in `sim_fake_news_correction.py`, which we will cover in this notebook. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sim_steady_state_fast as sim\n",
    "import sim_portfolio_correction as sim_corr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0. Model recap\n",
    "\n",
    "As described in the lecture, the model is a version of the canonical HANK model with sticky wages and a fixed markup $\\mu$. Households can invest in real one-period bonds, which are in 0 net supply, or in equity, which is a claim to firm dividends.  \n",
    "\n",
    "The household problem is to choose consumption, savings and portfolio allocation to maximize utility\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\\max \\ & \\mathbb{E}_{\\mathrm{o}}\\sum_{t=0}^{\\infty}\\beta^{t}\\left(u\\left(c_{it}\\right)-v\\left(n_{it}\\right)\\right)\\\\\n",
    " & c_{it}+\\sum_j a_{j,it}+b_{it}\\leq \\sum_j \\left(1+r_{j,t}\\right)a_{j,it-1}+e_{it}\\left(1-\\tau_{t}\\right)w_{t}n_{it}\\\\\n",
    " & \\sum a_{j,it}\\equiv a_{it}\\geq0\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "$a_{j ,i t} \\equiv$  position in asset $j$, $r_{j,i t} \\equiv$ real return on asset $j$, $\\tau_t \\equiv$ tax rate, $w_t \\equiv$ wage. \n",
    "\n",
    "Here there are two assets $j$ with different returns $r_j$\n",
    "- **Real bond**: $r^{\\mathrm{real}}_t = r^{\\mathrm{ante}}_{t-1}$ where $r^{\\mathrm{ante}}$ is the exogenous real interest rate, set by the central bank\n",
    "- **Equity**: $r^{\\mathrm{eq}}_{t}=\\frac{p_t + d_t}{p_{t-1}}-1$ where $d_t$ is the dividend paid from firm profits, i.e. $d_t = Y_t - w_t N_t = (1-\\tau_t)(1-1/\\mu) Y_t$\n",
    "\n",
    "We denote with a simple $r$ the return on the household's **exogenous baseline portfolio**. \n",
    "\n",
    "We assume here that this exogenous baseline portfolio is made up of $100\\%$ equity, so $r_t = r^{\\mathrm{eq}}_t$. \n",
    "\n",
    "We will now proceed in two steps. First we solve the model with exogenous portfolios, where the household chooses consumption, savings and invests in all of its savings in equity. Then we solve the model with endogenous portfolios, where the household chooses consumption, savings and portfolio allocation. We will start with the complete markets case,then consider incomplete markets and gross constraints on portfolio positions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Exogenous portfolios\n",
    "\n",
    "Using the substitutions made in class, writing $T_t = \\tau_t Y_t$ for total real tax revenue and $Z_t = Y_t - T_t$ for disposable income, the model is characterized by the following equations, for $t\\geq 0$, \n",
    "\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    " \\left(1+r_{t-1}^{\\mathrm{ante}}\\right)B_{t-1} & = T_{t} + B_{t} \\\\\n",
    " Z_t & = Y_t - T_t \\\\\n",
    " 1+r_{t}^{\\mathrm{ante}} & = \\frac{p_{t+1}+(1-1/\\mu)Z_{t+1}}{p_{t}} \\\\\n",
    " 1+r_t & = \\frac{p_{t}+(1-1/\\mu)Z_{t}}{p_{t-1}} \\\\ \n",
    " \\mathcal{A}_{t}\\left(\\left\\{ Z_{s},r_{s}\\right\\} \\right) & = B_{t} + p_{t}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Our exogenous variables are $r^{\\mathrm{ante}}$ and $B$. Our exogenous variables are $Y$ and $p$.  However, we can solve for $p$ using the third equation inside by using a `SolvedBlock`, so that the DAG involves `Y` as the single unknown, and asset market clearing as the single target. \n",
    "\n",
    "<!-- We can think of the model as a directed acyclical graph (DAG) with **1 endogenous input** and write it as an implicit function\n",
    "$$\n",
    "\\mathbf{H}(Y; r^{\\mathrm{ante}}, B) = 0.\n",
    "$$\n",
    "where \n",
    "$$\n",
    "\\mathbf{H}_t(Y; r^{\\mathrm{ante}}, B) = \\tilde{\\mathcal{A}}_t\\left(\\{Y_s\\}; \\{r^{\\mathrm{ante}}_s, B_s\\right\\}) - B_t - p_t\\left(\\{Y_s\\}; \\{r^{\\mathrm{ante}}_s, B_s\\right\\})\n",
    "$$\n",
    "with $\\tilde{\\mathcal{A}}$ denoting the convolution $\\tilde{\\mathcal{A}}_t\\left(\\{Y_s\\}; \\{r^{\\mathrm{ante}}_s, B_s\\right\\}) \\equiv \\mathcal{A}_t\\left(\\{Z_j\\left( \\{Y_s\\}; \\{r^{\\mathrm{ante}}_s, B_s \\} \\right)\\}, \\{r_j\\left( \\{Y_s\\}; \\{r^{\\mathrm{ante}}_s, B_s \\} \\right)\\} \\right)$.\n",
    " -->\n",
    "<!-- We proceed to solve this in the usual way, by linearizing the model around the steady state and solving the linearized model.\n",
    " -->"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Step 1**: Set up the model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We import these blocks directly from `portfolio_model.py`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<HetBlock 'hh' with hetinput 'make_grids_wages'>\n"
     ]
    }
   ],
   "source": [
    "import portfolio_model as m;      \n",
    "model_eq = sj.create_model([m.household_ext,      # Household block\n",
    "                            m.mkt_clearing,       # Asset and goods market clearing\n",
    "                            m.fiscal,             # Fiscal policy\n",
    "                            m.equity_price,       # Solved block for equity price\n",
    "                            m.asset_returns,      # Returns the return on equity r_eq, and return on portfolio r = r_eq\n",
    "                          ], name=\"Exogenous portfolio\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We visualize the DAG, which looks as expected"
   ]
  },
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   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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   "source": [
    "sj.drawdag(model_eq, exogenous=['B','r_ante'], unknowns=['Y'])"
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Step 2**: Solve for the steady state"
   ]
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Recall that we want a steady state with $B=0$ so that the market portfolio is $100\\%$ equity"
   ]
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   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "calibration = dict(\n",
    "    eis = 1.0,          # elasticity of intertemporal substitution\n",
    "    rho_e = 0.96,       # persistence of idiosyncratic productivity shock\n",
    "    sd_e = 0.92,        # stdev of idiosyncratic productivity\n",
    "    nE = 11,            # number of productivity grid points\n",
    "    nA = 1000,          # number of asset grid points\n",
    "    amin = 0,           # min asset on grid\n",
    "    amax = 1000,        # max asset on grid\n",
    "    B = 0.0,            # government debt\n",
    "    G = 0.0,            # government spending\n",
    "    r_ante = 0.01,      # real interest rate\n",
    "    mu = 1.02,          # markup\n",
    "    Y = 1.0,            # Output\n",
    ")\n",
    "unknowns_ss = { 'beta': 0.957}\n",
    "targets_ss = {'asset_mkt': 0.}\n",
    "\n",
    "ss = m.model_ss.solve_steady_state(calibration, unknowns_ss, targets_ss, solver='hybr')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We check that we found a reasonable calibration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.9569401173017015, 0.4901960784313736)"
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     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "ss['beta'], ss['p']/(4*ss['Y'])"
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  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Step 3**: Define inputs, unknowns, and targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "inputs = ['B', 'r_ante']\n",
    "unknowns = ['Y']\n",
    "targets = ['asset_mkt']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Step 4**: Solve the model by getting all the GE Jacobians"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "T = 500\n",
    "G_exo = model_eq.solve_jacobian(ss, unknowns, targets, inputs, T=T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Step 5**: Set the shock processes\n",
    "- `dB`: deficit financed fiscal shock\n",
    "- `dr_ante`: monetary policy shock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "dB = 0.01*0.90**np.arange(T)\n",
    "dr_ante = 1/4*0.01*0.9**np.arange(T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At this point, we have the impulse responses to all shocks under exogenous portfolios"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Perform the $\\lambda$ test\n",
    "If agents were allowed to pick optimal portfolios, then under complete markets they would equalize\n",
    "$$\n",
    "\\frac{\\mathbb{E}\\left[u^{\\prime}\\left(c_0(a, e)\\right) \\mid e_{-1}\\right]}{\\mathbb{E}\\left[u^{\\prime}\\left(c_{s s}(a, e)\\right) \\mid e_{-1}\\right]}=\\lambda_0\n",
    "$$\n",
    "We plot this statistic across the distribution to first order. Note that we have\n",
    "$$\n",
    "\\lambda_0 = 1 + \\frac{\\mathbb{E}\\left[u^{\\prime\\prime}\\left(c_{ss}(a, e)\\right) dc_0(a,e) \\mid e_{-1}\\right]}{\\mathbb{E}\\left[u^{\\prime}\\left(c_{s s}(a, e)\\right) \\mid  e_{-1}\\right]}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "so we need a function that returns $dc_0(a,e)$ for any given shock, and then combines it with the relevant steady state information from $c_{ss}(a,e)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def curlyc_0(shocked_input, ss, T, shock = 1.0, h=1e-4): \n",
    "\n",
    "    dc_0 = np.empty((T, ss['nE'], ss['nA'])) \n",
    "\n",
    "    ss_inputs = {k: ss.internals['hh'][k] for k in ('Va', 'Pi', 'a_grid', 'y')}\n",
    "    ss_inputs_agg = {k: ss[k] for k in ('r','beta', 'eis')}\n",
    "    ss_inputs = {**ss_inputs, **ss_inputs_agg}\n",
    "\n",
    "    for s in range(T):\n",
    "        if s == 0:\n",
    "            # at horizon of s=0, 'shock' actually hits, override ss_inputs with shock\n",
    "            shocked_inputs = {k: ss_inputs[k] + shock*h for k in shocked_input}\n",
    "            Va, a, c = sim.backward_iteration(**{**ss_inputs, **shocked_inputs})\n",
    "        else:\n",
    "            # now the only effect is anticipation, so it's just Va being different\n",
    "            Va, a, c = sim.backward_iteration(**{**ss_inputs, 'Va': Va})\n",
    "\n",
    "        dc_0[s,:,:] = (c - ss.internals['hh']['c'])/h\n",
    "\n",
    "    return dc_0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we look at how this performs when the shocked input is the impulse response to a `B` shock. \n",
    "\n",
    "\n",
    "We first compute the $dc_0(a,e)$ in response to the general equilibrium $dr, dZ$ induced by the shock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "dc_exo = {'r': curlyc_0('r',ss,T), 'Z': curlyc_0('y',ss,T, shock = 1/ss['mu']*ss.internals['hh']['e_grid'])}\n",
    "dc_0_B = (dc_exo['r'].T @ (G_exo['r']['B'] @ dB) + dc_exo['Z'].T @ (G_exo['Z']['B'] @ dB)).T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then combine this with $u'(c_{ss}(a,e))=c_{ss}(a,e)^{-1/\\sigma-1}$ and $u''(c_{ss}(a,e))=-\\frac{1}{\\sigma}c_{ss}(a,e)^{-1/\\sigma-1}$ to form \n",
    "$$\n",
    "\\lambda_0 = 1 + \\frac{\\mathbb{E}\\left[u^{\\prime\\prime}\\left(c_{ss}(a, e)\\right) dc_0(a,e) \\mid  e_{-1}\\right]}{\\mathbb{E}\\left[u^{\\prime}\\left(c_{s s}(a, e)\\right) \\mid  e_{-1}\\right]}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "css = ss.internals['hh']['c']\n",
    "Pi = ss.internals['hh']['Pi']\n",
    "sigma = ss['eis']\n",
    "lambda_ratio_B = 1 + (Pi @ (-1/sigma*css**(-1/sigma-1)* dc_0_B) ) / (Pi @ (css**(-sigma)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now plot this: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def income_comparison_fig(lambda_ratio, until=100):\n",
    "    fig, ax = plt.subplots(figsize=(12, 8))\n",
    "    ax.plot(ss.internals['hh']['a_grid'][:until], lambda_ratio[2,:until], linewidth = 3, label='low income')\n",
    "    ax.plot(ss.internals['hh']['a_grid'][:until], lambda_ratio[5,:until], linewidth = 3, label='middle income')\n",
    "    ax.plot(ss.internals['hh']['a_grid'][:until], lambda_ratio[8,:until], linewidth = 3, label='high income')\n",
    "    ax.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "income_comparison_fig(lambda_ratio_B, 100)\n",
    "plt.plot(ss.internals['hh']['a_grid'][:100], np.ones(100), color='black', linestyle='--')\n",
    "plt.title('Lambda ratio for different income levels')\n",
    "plt.xlabel(r'$a$')\n",
    "plt.ylabel(r'$\\lambda$');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now do the same for the `r` shock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "dc_0_r_ante = (dc_exo['r'].T @ (G_exo['r']['r_ante'] @ dr_ante) + dc_exo['Z'].T @ (G_exo['Z']['r_ante'] @ dr_ante)).T\n",
    "lambda_ratio_r_ante = 1 + (Pi @ (-1/sigma*css**(-1/sigma-1)* dc_0_r_ante) ) / (Pi @ (css**(-sigma)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "income_comparison_fig(lambda_ratio_r_ante, 100)\n",
    "plt.plot(ss.internals['hh']['a_grid'][:100], np.ones(100), color='black', linestyle='--')\n",
    "plt.title('Lambda ratio for different income levels')\n",
    "plt.xlabel(r'$a$')\n",
    "plt.ylabel(r'$\\lambda$');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that for this shock, $\\lambda$ is essentially equal among agents. \n",
    "\n",
    "This reflects the fact that the baseline equity portfolios are optimal, as discussed in the lecture."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Construct the complete markets correction\n",
    "\n",
    "\n",
    "As shown in lecture, under complete markets, the households will hold portfolio positions such that for each each shock $z$ we have\n",
    "$$\n",
    "\\frac{d W_i^{\\prime}(\\mathbf{0}) / W_i^{\\prime}(\\mathbf{0})}{d \\epsilon_z}=\\lambda_z \\quad \\forall i\n",
    "$$\n",
    "The transfers which deliver this are given by \n",
    "$$\n",
    "\\frac{d t_i}{d \\epsilon_z}=\\frac{\\overline{W_i^{\\prime}}(\\mathbf{0})}{\\overline{W_i^{\\prime \\prime}}(\\mathbf{0})}\\left(\\lambda_z-\\frac{d \\overline{W_i^{\\prime}}(\\mathbf{0}) / \\overline{W_i^{\\prime}}(\\mathbf{0})}{d \\epsilon_Z}\\right)\n",
    "$$\n",
    "and since the transfers have to sum to zero, we have\n",
    "$$\n",
    "\\lambda_z=\\left(\\int \\frac{\\overline{W_i^{\\prime}}(\\mathbf{0})}{\\overline{W_i^{\\prime \\prime}}(\\mathbf{0})} d i\\right)^{-1} \\int \\frac{\\overline{W_i^{\\prime}}(\\mathbf{0})}{\\overline{W_i^{\\prime \\prime}}(\\mathbf{0})} \\frac{d \\overline{W_i^{\\prime}}(\\mathbf{0}) / \\overline{W_i^{\\prime}}(\\mathbf{0})}{d \\epsilon_z} d i )\n",
    "$$\n",
    "\n",
    "Hence, under complete markets with portfolio choice, we need to correct the impulse to shock $\\epsilon_z$ using the transfers obtained from the above formula. Computing the correction is conceptually simple:\n",
    "1. Obtain $\\lambda_z$ from the above formula\n",
    "2. Compute the transfers for each household indexed by idiosyncratic state $e$ and total savings $a$\n",
    "3. Compute the evolution of aggregate spending if the initial distribution of wealth is corrected by the transfers relative to the steady state distribution of wealth\n",
    "\n",
    "The implementation is offloaded to the `sim_portfolio_correction.py` script. To use it, we first update the steady state dictionary so that it includes the lotteries underlying the distribution update at each state $(a,e)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add lotteries to the steady state\n",
    "ss = sim_corr.ss_add_lotteries(ss)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To obtain the complete markets correction, we can use the ``jacobian_with_correction`` function from `sim_portfolio_correction.py`. The function takes as input the the steady state (with lotteries), the household inputs with respect to which we will obtain the Jacobian, and the length of the sequence considered. The function returns\n",
    "- `HA`: the Jacobian of the model with respect to the household inputs\n",
    "- `HA_corr`: the Jacobian correctection for complete markets\n",
    "- `curlyT`: the transfers with respect to pertubations in the household inputs\n",
    "- `curlyWa`: the changes in expected marginal utility with respect to pertubations in the household inputs \n",
    "- `dlambda`: the changes in cross-sectional SDF with respect to pertubations in the household inputs\n",
    "\n",
    "The first two objects are used to solve the model with complete markets. The transfers are useful for obtain the portfolios under complete markets. The changes in cross-sectional SDF are useful for obtaining risk premia. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To call the correction, we need to specify the household inputs with respect to which we will obtain the Jacobian. The household inputs are specified as a list of strings. In our case, the inputs are the income `y` and the return on the baseline (exogenous) portfolio `r`. \n",
    "\n",
    "We want to know how the household block respond to changes in disposable income `Z` and the return on the baseline portfolio `r`. In our setting, the change in disposable income by 1 unit is equal to shifting the household income $y$ by $\\frac{1}{\\mu} \\times e$ units."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "HA, HA_corr, curlyT, curlyWa, dlambda = sim_corr.jacobian_with_correction(ss, {'Z': {'y': 1/ss['mu']*ss.internals['hh']['e_grid']}, 'r': {'r': 1}},T) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, following the lecture, we replace the household block by a **modified household block** that includes the complete-markets correction. \n",
    "\n",
    "To do this, we can use the ``JacobianDict`` and the ``JacobianDictBlock`` classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sequence_jacobian.blocks.auxiliary_blocks.jacobiandict_block import JacobianDictBlock\n",
    "\n",
    "household_corr = sj.JacobianDict({'C': {'r': HA['C']['r'] + HA_corr['C']['r'], 'Z': HA['C']['Z'] + HA_corr['C']['Z']},\n",
    "                             'A': {'r': HA['A']['r'] + HA_corr['A']['r'], 'Z': HA['A']['Z'] + HA_corr['A']['Z']}})\n",
    "household_corr = JacobianDictBlock(household_corr)\n",
    "household_corr.name = 'corrected hh'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now create a modified model that replaces the household block simply with `household_corr`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_corr = sj.create_model([household_corr,     # Household block\n",
    "                            m.mkt_clearing,       # Asset and goods market clearing\n",
    "                            m.fiscal,             # Fiscal policy\n",
    "                            m.equity_price,       # Solved block for equity price\n",
    "                            m.asset_returns,      # Returns the return on equity r_eq, return on real debt r_real, and return on portfolio r = r_eq\n",
    "                          ], name=\"Complete markets model\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We solve the model as usual by calling the ``solve_jacobian`` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "''' Solve the model with endogenous portfolios '''\n",
    "G_endo = model_corr.solve_jacobian(ss, unknowns, targets, inputs, T=T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the Jacobian correction, we can create a modified **household block** that includes the correction. For that purpose, we can use the ``JacobianDict`` and the ``JacobianDictBlock`` classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sequence_jacobian.blocks.auxiliary_blocks.jacobiandict_block import JacobianDictBlock\n",
    "\n",
    "household_corr = sj.JacobianDict({'C': {'r': HA['C']['r'] + HA_corr['C']['r'], 'Z': HA['C']['Z'] + HA_corr['C']['Z']},\n",
    "                             'A': {'r': HA['A']['r'] + HA_corr['A']['r'], 'Z': HA['A']['Z'] + HA_corr['A']['Z']}})\n",
    "household_corr = JacobianDictBlock(household_corr)\n",
    "household_corr.name = 'corrected hh'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can create a model which replace the old household block with the corrected one. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_corr = sj.create_model([household_corr,     # Household block\n",
    "                            m.mkt_clearing,       # Asset and goods market clearing\n",
    "                            m.fiscal,             # Fiscal policy\n",
    "                            m.equity_price,       # Solved block for equity price\n",
    "                            m.asset_returns,      # Returns the return on equity r_eq, return on real debt r_real, and return on portfolio r = r_eq\n",
    "                          ], name=\"Equity baseline and real gov debt: complete markets correction\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We solve the model as usual by calling the ``solve_jacobian`` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "''' Solve the model with endogenous portfolios '''\n",
    "G_endo = model_corr.solve_jacobian(ss, unknowns, targets, inputs, T=T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's it! We have the general equilibrium model with endogenous portfolios. To test it out, we first compare the impulse responses to exogenous and endogenous portfolios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute the exogenous portfolio IRFs\n",
    "dY_B_exo = G_exo['Y']['B'] @ dB\n",
    "dY_r_ante_exo = G_exo['Y']['r_ante'] @ dr_ante\n",
    "\n",
    "# Compute the endogenous complete markets portfolio IRFs\n",
    "dY_B_cm = G_endo['Y']['B'] @ dB\n",
    "dY_r_ante_cm = G_endo['Y']['r_ante'] @ dr_ante"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(dY_B_exo[:20]*100, label='Exogenous portfolios')\n",
    "plt.plot(dY_B_cm[:20]*100, '--', label='Endogenous portflios (complete markets)')\n",
    "plt.title('Output impulse responses to deficit-financed fiscal shock')\n",
    "plt.xlabel('Quarters')\n",
    "plt.ylabel(r'% of $Y_{ss}$')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected from the lambda test, the complete markets correction implements optimal hedging by redistributing away from poor agents when $B$ increases, which mitigates the expansion from deficit-financed fiscal shock. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(dY_r_ante_exo[:20]*100, label='Exogenous portfolios')\n",
    "plt.plot(dY_r_ante_cm[:20]*100, '--', label='Endogenous portflios (complete markets)')\n",
    "plt.title('Output impulse responses to monetary shock')\n",
    "plt.xlabel('Quarters')\n",
    "plt.ylabel(r'% of $Y_{ss}$')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By contrast, we see that the monetary policy impulse response is the same as with exogenoous portfolios, reflecting the fact that the portfolios are in fact optimal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Recover the complete-market transfers and sustaining portfolios"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the changes in returns on assets and the transfers, we can figure out what positions would allow households to replicate the complete market transfers. Note that if we have too many assets, we can get indeterminacy in portfolios, as there are multiple ways to replicate the transfers. But if we have one shock and two assets, we can uniquely determine the portfolio positions. Here, we consider our baseline case with equity and real one-period bonds.\n",
    "\n",
    "We'll use the `curlyT` objects from the `jacobian_with_correction` routine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 11, 1000)\n"
     ]
    }
   ],
   "source": [
    "print(curlyT['r'].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Deficit financed fiscal shock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "transfers = curlyT['r'].T @ (G_endo['r']['B'] @ dB) + curlyT['Z'].T @ (G_endo['Z']['B'] @ dB)\n",
    "transfers = transfers.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FqbHX75xzzmnW83n++efxwAMPyD1dVCoVhgwZgkGDBsFsNqOkpAS7du3Cvn37AKDO0XIa09L3mchycnIwbtw45OTkIDY2FiNHjkRqaiqKiorw008/wWazAQAee+wxDBo0CNdee63ifCorK1FcXAwAiIuLw2mnnYbu3bvDbDbD7XbjyJEj2LhxI5xOJ4qKijBhwgSsXr0a5513XljtnD9/Ph577DEAwNChQzF48GDodDr8+uuv8iDBR44cwZQpU/DLL7/Ih59Vcuedd+KVV16Rr2s0Gpx99tno27cvjEYjCgsL8euvv8qfj/XlZc2aNZg8eTLsdjsAQKvVYtiwYejfvz90Oh2OHj2KdevWwel0Yt++fTjvvPOwYcOGeo8CdvjwYYwbNw75+fnybWeccQbOPPNM+Hw+bN68Gfv378fjjz/e4HZOZC35blJba7yOpaWlcg+e5ORknHbaacjMzER0dDQcDgcOHjyIzZs3w+v14ujRoxg9ejS2bduGPn36tGxFhCEhIQGxsbFyj93nn38el156aav3ymqt95bD4cCFF14Y0qsnPT0dI0eOhNlsxsGDB7Fu3Tr4fD7k5ubisssuwwcffICrrrqq3rb9/vvvuPjii+WjSwGB1+m8885DUlISnE4nDh06hO3bt6OqqqrJ2/Yaubm5uPTSS7Fz504AgbE6VqxY0ehYSCNHjpQPC//dd981egTALi/SlRGiSGlqjwmtVisBkG6//XapvLw8ZDq32x3yj+KiRYukV155RTp58mS9y9+xY4c0bNgwef6PP/54WG01GAwSEPjHrvY/6pWVldK0adPkac1ms1RRUVFnftu3bw+ZpqGq9KFDh6QnnnhC+uKLLxTvb+hfRCUzZsyQp+/du7f0/fff15nG6/VKr776qvxcNRqNtH79esX5Bf/7p9VqJZVKJT3++OOS2+0Omc7pdMqXhwwZIj/mjjvukCorKxXnXV5eLi1dulR68MEHG31e4aqsrJRiYmLk5X/99dch9z/66KMNVvZrC+ffT0lq/r80IrxeTRHcG6W+93VtwRmueQ5//OMf67x/PR6PdP/994f8M9nQv4atve6aoqU9Jvbt2xfyL9N//vOfOtP4fD5p7Nix8jR/+MMfpC1bttSZrqqqSnr00UcllUolAZCio6Olw4cPKy63qa9fcBvr8/XXX8vLBgK91Pbs2aM47eHDh6WHH35YWrx4cZ37wtnWtea/oUoi0WOiJptz586ts60sLi6WLrzwQnnaXr16SX6/X3GeR48elf7yl79ImzZtqrcHjs1mC3mP9e3bt95pg9e1Xq+XVCqV1Lt3b2nTpk11pl26dKmk0+nk6ZcsWVLv+nnttddCcnXNNddIJ06cUJx2165d0p133imtWLGizn25ublSSkqKPJ9p06YpfifIy8uTrrjiCnm6wYMHS16vV3F5we+3+Ph4xeV+8MEHkslkkvR6fVjvj3C1R4+J1vxu0lqv48aNG6W//e1v0q5du+ptS35+vjR9+nR5WRdddFG907b2NqJ2D8qRI0dKX375ZbM/Q2u3sTXfW//v//0/eTqNRiP985//rPP+3r9/v3TWWWfJ01kslno/L2w2m9S3b1952sTEROmDDz5Q3AZVVFRI7733njR79uwGn6/Sa3Lw4EGpZ8+e8jTnn39+SC/phnz33Xfy484888ywHtOVsTBBXVZTCxMApJtvvrlV21BWVialpqZKQKDbWn1fRmp3U582bVq986yqqgrZ3eTDDz+sM80rr7wi3//3v/+9Rc+hKYWJNWvWyNNmZmZKubm5DU7/1ltvydNfeumlitMEf8kGID3xxBMNzrO8vFyeNisrq94v0W3l3XfflZefnJwseTyekPsPHToU8nzq+wFVoy0LEyK8Xk3V0sJEzRe72q9LDb/fL5199tnytM8884zidG2x7pqipYUJv98f0m33scceqzPNO++8I98/dOjQOgXb2h555BF5+jlz5ihO09qFCY/HI/Xo0UOeZtKkSfW+to0RrTARExMj3X777Y2ePvnkk5B5NLUwAUD661//Wm+b8vLypOjoaHnajRs3tvh5zpkzR55ffT9Oa/9QTkhIkLKzs+udZ3DBo773WElJSUjhuL6chuPGG28M+7uD1+sNKToofW6vWLFCvl+lUklr1qypd34ffvhhyLqp7/3RFLXX94wZMxrN3tNPPx0yj8YKE6313aQ1X8em+OMf/ygvc/fu3YrTtPY24vDhw4q7qphMJumCCy6Q7rnnHum9996Tjh49GvY82+K9dfDgwZDPlJdffrne+ZWUlIRst5WKCZIkSX//+9/laaxWq7R3796wn2Owhl6T7du3hxQYJ0yYENZunDVOnDghP1an09X7PZ8CWJigLquphQmj0SiVlJS0ejuCK8g7d+5stK16vb7RHzlz586Vp7/vvvvq3P/kk0/K97/44ostan9TChNTpkyRp3333Xcbnbff75cGDBggfxErLCysM03wl+yMjIxGf3RkZ2eH/Jhqb+PGjZOXf9dddylOc/7554f1g0CS2rYwIcLr1VStUZjYunVrg9O/+uqr8rRXXnml4jRtse6aoqWFCUmSJKvVKs/jnnvuqXN/8H7za9eubXR+VVVVUmxsrPwlUumf8NYuTAT/QIuOjm7RehWtMBHuqfZ2pqmFiaSkJKmqqqrBdl1zzTXy9K0xVsqmTZvk+d17772K09T+8fT88883OM/du3eH/NBS8swzz4S8fs3917mgoEDuaWK1Whst2kmSJG3YsEFe9uTJk+vcf/XVV8v3X3fddY3OL3hf+PreH03RlLFgak5DhgwJmUdjhYnW+m7SWq9jU3300UeN/vBui23Eli1bpG7dujX6evTq1Uv6v//7PyknJ6fB+bXFe+vBBx+UpznjjDMa/VMoeF0aDAaprKws5H6n0yl/ngDK4wKFq77XZNWqVZLFYpHvu+GGG5r8ncXj8YQUZJpSIOqKOMYEUZjGjx+PuLi4Jj+uoKAAGzduxJ49e1BaWorKysqQEf23bt0qX/71118xePDgBud3wQUXIDU1tcFpzjzzTPmy0n6Y3bp1ky8vWbIEN998M6Kjoxt7Ki3i9Xrx/fffAwjsZ3vllVc2+piaUfr37t0LSZKwfv16XHbZZfVOf+WVV0KrbXizlpSUBJPJhKqqKuzatQtr1qzBqFGjmvZkmunkyZP46aef5Os33HCD4nTTp0+XxyV499138cQTT7T7oRNFeb3aW69evXDWWWc1OE1j76/2WHftwWw2y+MH1B5NPDc3Vx6JPCMjAxdccEGj8zMajTj33HPx7bffwmaz4bfffsMZZ5zR6u0O9r///U++PG3aNCQmJrbp8jqjyZMnw2g0NjjNmWeeiaVLlwJQfk/U5vF4sGnTJuzYsQN5eXkoLy8POSpFcN7qG/G+tquvvrrB+wcMGCBv+4uLi1FRUSGP1VMjOC+33HJLWOM+Kfnhhx/koyVMmjSpznKUjBgxAlFRUXA4HFi3bl2d+4OPoDJ9+vRG5zdjxgysXbs2/EYLoLW+m7TW61ibw+HAxo0bsWvXLhQWFqK8vFweTwwIjJFTI9zctoZhw4Zhz549ePXVV/HGG29g//79itMdPnwYTzzxBF544QU8/fTT+Mtf/hLW/FvjvRX83Wf27NmNjoNxxRVXID4+HiUlJXC5XNiwYQMuvfRS+f6NGzfKY2vExMRg5syZYT2XcC1fvhzTpk2Tx6S466678MILLzR5/A6tVovY2FiUlJQACIzL1L1791Zta2ci1jdCIoE19mOltt27d+PBBx/Et99+G/LB1ZBwDkvZWOECCB3cr+aHRbAJEybAbDajoqIC27dvR//+/TF79mxMnDgRZ511VoODgjXXzp075cM/GY1GPPDAA2E9bsuWLfLlEydONDhtOK+RTqfDFVdcgffffx8+nw/jxo3DVVddhauuugqjR49u0wHD3n33Xfj9fgCBD/Jhw4YpTnfNNdfgrrvugsvlkosZ48aNa7N2KRHl9WpvrfH+ao911x6CfxxaLJaQ+zZs2CBfliQJd9xxR1jzPHTokHz5xIkTbV6Y2Lhxo3w5+FCknUH37t3DKgK0VGu8J2pUVVXhqaeewr///e+wD8McznRWqxVZWVkNTqNSqRAXFycfLtBms9X58RR8qNiW5CX4/bF///6w3x81P3pq/sSo+VGenZ2NwsJCeboRI0Y0Oq/mDhQbriNHjoR96OVwtdZ3k9Z6HWuUlJTgkUcewTvvvBP2IR9b+zDjjYmKisL999+P+++/H7t378aaNWuwadMmbN++Hb/99lvI99DKykrceeedKCoqwvz58xucb2u8tyRJCinUnH/++Y0+H51Oh+HDh8tFpm3bttUpTNQ455xzYDKZGp1nuBYtWoRbb71VXmePP/44/u///q/Z8wtuW3MOg9qVsDBBFKakpKSwp12xYgUuv/zykONLhyOcDzyr1droNMEf3krH+I6Pj8fbb7+N66+/Hm63G9nZ2XjiiSfwxBNPwGQyYfjw4Rg9ejQuu+yyVvvxWHPkCCBwZJGFCxc2eR6lpaUN3h/ua/TCCy9g27Zt2Lt3LzweDz744AN88MEHUKlUGDBgAEaOHInx48dj4sSJjf5T2BQ1o/UDDf/jFRcXh0mTJuHTTz8FEPjnqL0LEyK9Xu2pNd5f7bHu2prf7w/ZHtUci71G8HPMyckR9jkGH72gV69ebb68zqg13hNA4PW+8MILm/xPcmt9LgINt9Nut8s/rICW5SX4/bFly5aQomO4SktL5cJEcFEiKioqrAJ6Yz8mRdQa301a83UEgGPHjmHUqFHyEZnCFW4Boy0MGjQIgwYNko8+Vl5eju+++w4LFy7EypUr5ekef/xxTJ48ud4/SYDWeW/ZbLaQ28LtMRBc+Kpd6GmrbXt2djZuvvlm+fprr70WchS35gjuJU0Na9++wUQdWLjV2MLCQlx77bVyUaJnz55YsGABfv75Z+Tk5MDhcMDv90MKjPGCefPmyY+t+Te9Ia11GKirrroKW7duxdVXXw29Xi/fXlVVhdWrV+Oxxx7DsGHDMGzYsDqHQ22Ohv5FC1dwV18l4b5GycnJ2LJlCx599FGkp6fLt0uShD179uD111/HVVddhfT0dDzzzDNh93hpyKZNm7B3714Agdcw+HCJSoILF8uWLWv3LzkivV7tqTXeX+2x7tra/v37Q75M1d59rKM8x+D3TTjd6amu1vrMuf322+WihMFgwK233oovvvgCBw4ckHflqPlcPHLkiPy49vpcrL2NbUleWvv9UXO4SiBQmAhHW++e2VZa+t2kNV9HALj++uvlooTFYsF9992HFStW4MiRI6ioqIDP55NzG/yjP5zctpeYmBhceeWV+Omnn/DPf/5Tvl2SpJDDqSppjfdWcH6B8LMZPF3t17Wttu1qtTpk19ndu3e3eJ7BhyjtqO/L9sIeE0St7I033pC/lJx55plYs2ZNgxvNSFbVBw8ejKVLl8Jut2Pt2rVYs2YN1q5di61bt8rV7V9++QVjx47Fhx9+2Oh+hg0J3hgPHToU27dvb3H7W8JsNmPevHl4+OGHsW3bNvm5r1u3Tq7Ml5aW4q9//Ss2btyIzz77rEUf0EuWLJEvS5LUpC6wDocDn3zyCWbPnt3s5TeVaK9XR9IZ1l1wV2igbrfw4Oc4ZcoUfPbZZ+3SrqaKiYmRe2bU/nJM7Sc7OxsffvghAECj0eC7775rcGyfSHwuxsTEhFxX2k8+XMHvjxdffBF33XVXi9oW3A6HwxHWYzpyl/GWfDdpzddx/fr18nhPMTEx2LRpEwYMGFDv9JH8Pheue+65B99++608DlJ7jENSe/0H76bUkOAM135dg6+35rY9LS0NTz75JGbMmAG/349XXnkFKpUKL730UrPm5/V65bEwauZP9WOPCaJW9uOPP8qX/+///q/RD8Rjx461dZMaZbFYMHHiRCxYsADr169HUVERFi9eLP949vv9uO2220K6RzZVSkqKfPnw4cPC/JugVqsxbNgw3Hvvvfjss8+Qn5+PdevWYcqUKfI0n3/+ubxbRXO43W589NFHLWpn8G4g7UHU16sj6AzrrmYgQyAwfsCgQYNC7g9+jgcOHGi3djVVcDuD/4Wn9vXTTz/JPXAmTJjQ6IDDkfhctFgsIb24WpKX1n5/BO/25nA4UFxc3OhjRBinpqWa892kNV/H4O9zs2bNarAoAYjxfS4cf/zjH+XLubm5bb48q9UasqtHuLvFBK/P2gMXt+W2/frrr8c777wj95x4+eWXcffddzdrXrm5ufJ3AJ1Oh4yMjNZqZqfEwgRRKwvet/S0005rcFqfzydX40VisVgwc+ZM/PTTT/Jo1kVFRSEDejXV0KFD5XnZ7fYWzastqdVqnH/++Vi2bBkuueQS+fYvvvii2fP88ssv5RGZdTodRowYEdYpeB/a1atXt2igu6b29ugor1dtrdXtvCU66rqrsWfPHnz77bfy9WuuuabOeg3uQfH777/j5MmT7da+pghuZ/Co8G1FhPyJqCmfiwBaZffB5ggeVLIleQmez4oVK1rUJiBw5Jvg4kTwwH/1CWeajibc7yat9Tp2lNw2VfDYWa11xJKGqFQqDB06VL6+fv36Rh/j9XqxefNm+fof/vCHkPuDt+0bNmxo0R9nSq6//nosWbJELk689NJLuOeee5o8n5pdeAHg9NNPh0ajabU2dkYsTBC1suB90xrrcrl8+XLk5eW1dZOarWfPniEfxsGDDTWVyWTChRdeKF9/4YUXWtS2tqZSqTBx4kT5ekuee/BuHJMmTcLGjRvDOm3duhV9+/YFENj949133212G4K/iNQ3OF2wjvZ61Wjq82wLHXXdAYDL5cL1118v/7ut1Woxd+7cOtP17NkTAwcOlK+/+OKL7dXEJgn+Z/DDDz9s85HyRcifiJryuehwONq9h1iN4Ly88cYbTR7AusYll1wiHwr54MGD+Oqrr1rctjFjxsiX//vf/zY6ffDnTmfT2HeT1nodm5LbnJycFv2B0Z6CB6ANPkRrWwr+TFyyZEmjA0J+8cUXcs+gmkNNBzvnnHMQFxcHILALTVtsM2644YaQ4sSLL77Y5OLEzp075cvhHE2nq2NhgqiVBY8O/Pnnn9c7XWFhYbOqr60h3C/nXq83pJtfS4+i8OCDD8qXP/30UyxevDjsx7ZWAae8vBxutzusaYO7Gzb3uRcWFob8+9zYoJe1BU/fkg/e2NhY+cO1oKAgrB9NIrxeTRU8Wn3wMeXbW0dcdwUFBbj00ktDxsR48MEH6x0PJfg5vvTSS/jhhx/CXlZ7PcepU6fKI8BXVFRg9uzZbTroZnPeZ11B8Ofi119/3eBrcN9997WoENwSt9xyi7z75bFjx5rdfTsjIwM33HCDfH3OnDlhb4/8fn/IUThq3HTTTfLljz76qMGxAT766COsW7euCS0WQ2t9N2mt1zHc73M+nw9//vOfm10AaS6324077rijST3W9uzZE/InR/AhONvSLbfcIm8bt23bhtdff73eaW02W0hBfNq0aXWODmIwGHDbbbfJ1x988EHs27evlVsdKE4sXrw4pDhx7733hv344Pfp+PHjW719nQ0LE0StbNKkSfLlZ555RvGfjW3btmH06NE4ceJEREbofeCBBzBy5EgsWbKk3kP2FRYW4sYbb5Q//C0WS1jHnm7I6NGjMXPmTPn6jTfeiAceeKDe/WVdLhc+//xzXHHFFbjssstatOwav/zyC7p374558+bh999/V5zG5/PhvffeCxmtesKECc1a3nvvvSd/Ca/ZX7YpggsTBw8ebPauPwaDAf369QMQ+FIXzmCFIrxeTdWrVy/5PXXs2LGQrqDtqSOtu6NHj+KRRx7BoEGDsGrVKvn2K664Ao8//ni9j7vhhhvkf8G8Xq+8L3h9g+5VVFTggw8+wIUXXoi//OUvrfoc6qPVarFw4UJ5F4uvvvoKl1xySUj32mA166K5RcDmvM+6ggsvvFA+msShQ4cwa9askAHhgMBuT3/+85/x73//O2Ij18fFxWHBggXy9X//+9+49tpr6/3h9/vvv+Ouu+7Cd999V+e+p556Sh7oLjs7G2effTY++eSTesecyc7OxksvvYQBAwYojkk0fvx4jB49GkCgB92UKVMUl/vhhx9i9uzZIUe06Cha67tJa72OEydOlLcdq1evxv33319nl4G8vDxceeWV+Prrr9s9t36/HwsXLkTv3r1x3XXX4Ztvvgk5AkQwr9eLDz74AGPGjJGfQ3R0dLtti3v37o1bb71Vvn7HHXdg4cKFdd4Phw4dwvjx43Ho0CEAgdf34YcfVpzn3Llz0bt3bwCBYsYFF1yADz/8ULE3hsPhwAcffIAbb7yxyW2fPn16SHHihRdeCKs44fP55MKE0Whs98O+d0Q8KgdRK5s1axb++c9/Yv/+/XC5XJg+fTqeeuopDBkyBEajEb/99hu2bt0KABgyZAguueQS/OMf/2jXNkqShHXr1mHdunXQaDTo378/Bg0ahLi4OFRVVeHkyZNYv359SM+C5557rlUO7/if//wHubm5+O677yBJEp577jm8/PLLOPvss9G7d2+YTCbYbDYcOnQIu3btkj9k6ztmeXPk5eXhsccew2OPPYaUlBSceeaZSE1NhVarRV5eHn755ZeQf2NGjhyJ6667rlnLCu5Oe+WVV4Z09Q5Hnz59MHz4cPkH9pIlS5pdILryyivx5JNPAjjVRbFPnz4hg1I999xzIY8R4fVqCrVajSlTpuC9994DAIwdOxaXXnopunXrJu/bGR8fj7/97W9t3hZR1t1///tfeZsDBL4s2Ww2lJaWYufOnSH7UQOBdTh37lw89thjDY6ZoNFosHTpUlx88cXYvn073G43HnroITz22GM455xz0K1bN+j1epSWlmL//v3YvXu33IPgyiuvbNXn2JCJEyfi6aefxkMPPQQgsM/5oEGDMGTIEJx22mkwm80oKSnBzp075X/cWrL7TXPeZ51dXFwc7r//fjz22GMAAgXbb7/9FiNGjEBGRgZyc3OxatUqVFZWQqPR4NVXXw0p7LWn2267Db/99htee+01AIGBYD/99FOcffbZ6NevH4xGIwoLC7F9+3Z53J+xY8fWmU9aWho+//xzTJgwAUVFRcjNzcXVV1+N5ORkjBgxAikpKfD7/SguLsZvv/2Gw4cPN9i9XaVSYdGiRTj33HNRWFiIkpISXHLJJRg6dCiGDh0Kn8+HzZs3yxl+8cUXm91TIFJa87tJa7yOAwYMwPTp0+VC5fPPP4/3338fZ599NpKTk3H06FGsWbMGbrcbMTExePbZZzFnzpw2Wjv1qxlg+6OPPoJOp8PQoUPRo0cPxMXFwev1Ijs7G5s3bw4p9mi1Wrz11lvIyspqt3Y+99xz2Lp1K7Zs2QKv14s77rgDzzzzDC644AKYzWYcOnQIa9askQ/RrtVqsWjRIvTs2VNxfhaLBcuWLcPFF1+MgoICFBUVYdq0abj77rtx3nnnISkpCU6nE4cOHcK2bdtQVVWFIUOGNKvt06dPhyRJmD17Nvx+P1544QWoVCo8//zz9T5m9erV8vhikydPrnNkEVIgEXVR8+bNkwBIAKTRo0crTjNz5kx5mrfffjvsee/bt0/q1auX/Fil0/nnny+dPHkypB3z5s1rtK31TRNs5cqVDT63O+64o8G2BZ9iYmKk119/vd5lvf322/K0M2fODGv9eL1e6eGHH5aioqLCaoNOp5Nuv/12xXmNHj1anm7lypWNLnvjxo2SVqsN+/lfddVVkt1uD+t51bZjx46Qef3www/Nms/LL78sz8NqtUpVVVXyfU15/jabTRo0aFCDz1dJJF+v5jh+/LiUnp5eb/u6d+8eMn1TM3zkyJF651Vba667pujevXvYGa856fV66dprr5U2bdrUpGU5HA5pzpw5Yb+vTCaT9NRTTynOq7FtV22NZTfYhx9+KKWkpITVRqVtXrg5ae77LBzBbWgse/UJ5z3Y1M++cNaN1+uVZsyY0eB6iY2NlT777LOw3mNNeR/WCH5fHDlypMFpX3zxRclisTSaFZVKJa1YsaLe+Rw9elS66KKLwn4fpqSkSP/73//qnd+OHTsa/H6hUqmkv/3tb5IkNe390Zjg9R3O+lPS2HeZ1vxuUqOlr2NlZaU0fvz4Bh+bmZkprVu3LqztV3NyWx+PxyNdeeWVUnR0dJO29QMHDmzw87ct31vl5eXSNddc02gb09LSpG+++SasZR89elQaNWpUWM/9/PPPb9HzXbJkiaRWq+Xp77vvvnqnnTNnjjzdt99+G9Zz6erYY4KoDfTr1w/bt2/HwoULsWzZMuzbtw9utxupqakYPHgw/vSnP+Hqq6+WB8dqb6+88gpuu+02/PDDD9i4cSN+//13HD9+HOXl5dBqtUhISMBpp52G8ePHY/r06UhOTm7V5Ws0Gjz22GP4y1/+gnfeeQc//PADdu/ejaKiIng8HlgsFnTv3h2DBw/G2LFjMWHChBaPb1FjxIgRKCgowA8//IB169Zh+/btOHToEIqLi+Hz+WCxWNC7d2+cc845uOGGGzB8+PBmLyu4t0RaWpriv2rhuPbaa3HvvffC6/XCZrNh+fLlzerBYbFYsHnzZrz22mv48ssvsWfPHpSVlTW6H3wkX6/myMrKwo4dO/DKK6/gu+++w759+1BeXt6mYwvUR8R1ZzAYYLVaYbVakZGRgT/84Q8466yzMH78+DqHZAuHyWTCa6+9hgcffBD//e9/8dNPP2H//v0oLi6G3++H1WpFr169MGTIEFx00UW49NJLYbFY2uCZNezaa6/FpEmT8M477+Dbb7/Fjh07UFhYCJ/Ph7i4OPTv3x8XXHABrrrqKpx55pnNXk5z32ednUajwZIlS3D11Vfj9ddfx6ZNm1BaWoq4uDh069YNl19+OW688Uakp6e36AhEreWuu+6S9y9fsWKF/L4FAocuHDhwIEaPHo1rr71WHqRYSffu3fHDDz9gw4YN+Pjjj7FmzRqcOHECpaWl8udt3759MWzYMIwfPx5jxoxp8LvBGWecgV27duG1117D0qVL5d6Z6enpOP/883HrrbfivPPOa/X10R7a4rtJS1/HqKgofPvtt3j//fexZMkSbN++HXa7HYmJiejVqxeuvPJKzJo1C3FxcSG7wrUHrVaLTz75BFVVVVi3bh3Wrl2L7du348CBA8jLy0NFRQUMBoP8vebMM8/E5ZdfjgsvvDBkYM/2ZDab8dFHH+Huu+/Gu+++i1WrViEnJwdVVVVITEzE6aefjkmTJuHGG28Me9eY7t27Y/Xq1fjxxx/x8ccfY+3atcjNzYXdbkd0dDS6d++Os846CxMnTmzxrpIzZswAALnnxPPPPw+VSoVnn302ZLqaXUeAQM+b4KO8Uf1UktTIsKhERERERERE1KjXX39dHlNj0aJFzRrboitiYYKIiIiIiIiohfx+PwYMGIADBw6gb9++2LNnjzzGFTWMR+UgIiIiIiIiaqH3338fBw4cAAAsWLCARYkmYI8JIiIiIiIiohZwu93o378/jh49inHjxuH777+PdJM6FBYmiIiIiIiIiChiuCsHEREREREREUUMCxNEREREREREFDH1HyiZOg2/34+cnBzExMRApVJFujlERERERETUyUmShPLycqSnp0OtbrhPBAsTXUBOTg6ysrIi3QwiIiIiIiLqYk6cOIHMzMwGp2FhoguIiYkBEAiExWKJcGsal5+fj5SUlEg3g0jGTJKImEsSDTNJImIuSTRdKZN2ux1ZWVny79GGsDDRBdTsvmGxWDpEYcJsNjfa1YeoPTGTJCLmkkTDTJKImEsSTVfMZDjDCXStNUIdQk5OTqSbQBSCmSQRMZckGmaSRMRckmiYSWUsTBARERERERFRxAhdmDh+/Djuv/9+DBw4ENHR0YiPj8fw4cPx3HPPweFwtNpyPvzwQ1xyySVIS0uD0WhEjx49MH36dGzcuDHseRQXF2PevHkYMmQIrFYrLBYLhgwZgnnz5qG4uDjs+WzYsAHTp09Hjx49YDQakZaWhksvvRQffvhhc55ahxTOPkhE7YmZJBExlyQaZpJExFySaJhJZSpJkqRIN0LJ119/jeuvvx42m03x/v79++Obb75Br169mr0Mp9OJq6++Gl999ZXi/Wq1Go8++igefvjhBuezZcsWXH755cjNzVW8Pz09HZ9//jmGDRvW4Hwee+wxzJ8/H36/X/H+yZMnY+nSpTAajQ3Opza73Q6r1QqbzdYhxphwOByIioqKdDOIZMwkiYi5JNEwkyQi5pJE05Uy2ZTfoUL2mNixYweuueYa2Gw2mM1mPPnkk1i/fj1+/PFH3HLLLQCAffv2YeLEiaioqGj2cm666Sa5KDF27FgsX74cmzdvxqJFi9C7d2/4/X488sgjePPNN+udR3Z2NiZPnozc3FxotVrMnTsXa9aswZo1azB37lxotVrk5ORg0qRJyM7Ornc+b775JubNmwe/34/evXtj0aJF2Lx5M5YvX46xY8cCAL788kvcfPPNzX6+HUVJSUmkm0AUgpkkETGXJBpmkkTEXJJomMl6SAIaM2aMBEDSarXS+vXr69z/j3/8QwIgAZDmz5/frGWsWrVKnsfkyZMlr9cbcn9hYaHUrVs3CYAUFxcnlZaWKs5n5syZ8nyWLl1a5/6lS5fK98+ePVtxHqWlpVJsbKwEQOrWrZtUWFgYcr/X65UmT54sz2f16tVNeq42m00CINlstiY9LlJOnDgR6SYQhWAmSUTMJYmGmSQRMZckmq6Uyab8DhWux8SWLVuwatUqAIEeDeeee26dae677z4MHDgQAPDiiy/C4/E0eTn/+Mc/AAAajQavvvoqNBpNyP2JiYlYsGABAKC0tBSLFi2qM4/8/Hz897//BQBccskluPrqq+tMc/XVV+OSSy4BALzzzjvIz8+vM80bb7yBsrIyAMCCBQuQmJgYcn/tNj777LNNeaodTnJycqSbQBSCmSQRMZckGmaSRMRckmiYSWXCFSaWL18uX549e7biNGq1GjNmzAAQKBrUFDLCVVFRgR9//BEAcPHFFyMzM1NxuqlTp8r7wixbtqzO/V988QV8Pl+DbQWAWbNmAQB8Ph+++OKLOvfXPGeLxYKpU6cqziMzMxPjxo0DAHz//fct2oVFdOXl5ZFuAlEIZpJExFySaJhJEhFzSaJhJpUJV5hYu3YtACA6OhpnnXVWvdONHj1avrxu3bomLWPz5s1wuVx15lObXq/HOeecIz+mds+MmrY2Np+G2up2u7F582YAwLnnngu9Xt/ofFwuF7Zs2VLvdB1dVVVVpJtAFIKZJBExlyQaZpJExFySaJhJZcIVJvbs2QMA6NOnD7Rabb3TDRgwoM5jmrqM2vNpaDlerxcHDhxQnI/VakVqamq980hLS5N7XtRu64EDB+D1epvUFqX5dCa1d6shijRmkkTEXJJomEkSEXNJomEmlQlVmHA6nSgqKgKAenevqBEXF4fo6GgAwIkTJ5q0nODpG1tOVlaW4uOCrzc2j+D51DePlrYlmMvlgt1uDzl1JGlpaZFuAlEIZpJExFySaJhJEhFzSaJhJpXV3yUhAoL3tzGbzY1OHx0djcrKyiaPt9CU5dQUPwDUWU7NfMJta0PzaGlbgj399NOYP39+nduzs7Nht9uRlpaGoqIieDweGAwGxMbGyoNyWq1WAIDNZgMApKamoqSkBG63G3q9HgkJCcjNzQUQGBNDrVbLA3empKSgrKwMLpcLWq0WycnJyMnJAQDExMRAq9WitLQUQGDQF7vdDqfTCY1Gg9TUVPlwqg6HA5mZmfKhdJKSklBRUYGqqiqo1Wqkp6cjOzsbkiQhOjoaRqMRxcXFAAKDljocDjgcDqhUKmRkZCAnJwd+vx9RUVGIioqSi18JCQlwuVzyuszMzERubi58Ph9MJhNiYmJQUFAAAIiPj4fH45Ffr/T0dBQUFMDr9dZZh7GxsfD7/XJBKHh96/V6xMfHIy8vr9H1rdPpkJiY2Oz1rdPp5HWYnJyM8vJyVFVVQaPRIC0tDSdPngQQyJ3BYFBch7XXt9I6dDqdqKysrLO+TSYTzGYzCgsL5XXodrvl9Z2RkYG8vDz4fD4YjUZYLBZ5fcfFxcHr9TZ7fRcXF8uZbWh9B69DpfWt0WhQWlqKkpISDBw4EDabDU6nE1qtFikpKXJmzWYz9Hp9g5mtWd/hZDac9V2T2aas7/z8fHi9XhiNRlitVnkdxsXFwefzKWZWxG1EOOu7K2wjbDYbBgwYwG1EM9Z3a28jaqbt6tuIkpIS9OzZs97MchvB7xGR2EaUlJTg9NNP5zYCkd9GNJbZrrKNKCwsREZGRpfYRjRlPA2VJElS2FO3sRMnTqBbt24AgOnTp+Odd95pcPpu3brhxIkT6N27Nw4ePBj2cm666Sa89dZbAIBDhw6hV69e9U771ltv4aabbgIAvPvuu7jhhhvk+zQaDfx+P0aOHIk1a9Y0uMxRo0Zh7dq10Gg08q4bNfOsGchz0aJFuPHGG+udx+HDh9G7d2/5Obz55puK07lcLnkMDQCw2+3IysqCzWaTdykR2cmTJ8PqhULUXphJEhFzSaJhJklEzCWJpitl0m63w2q1hvU7VKgeE0ajUb7sdrsbnb7mx7fJZGqz5QT/wK+9HKPRCIfD0aK2tlZbghkMBhgMhkbbJKpweqAQtSdmkkTEXJJomEkSEXNJomEmlQk1xkRMTIx8OZzdM2q6ITX1xW3KcmqWobScmvm0pK2t1ZbOpCMXVahzYiZJRMwliYaZJBExlyQaZlKZUIUJo9GIxMREAJD3o6pPaWmp/EM9eFDIcAR3nWlsOcGDTNZeTs18GptH8Hzqm0dL29KZ1OzDRSQKZpJExFySaJhJEhFzSaJhJpUJVZgAgIEDBwIADh48GDIWQ2179+6t85hwDRo0SHE+DS1Hq9WiT58+ivOx2WzyACNKcnNz5cFJare1X79+8iFjwm2L0nyIiIiIiIiIOiLhChMXXHABgMBuC7/88ku9061evVq+fP755zdpGWeffTb0en2d+dTmdruxcePGOo+p3dbG5tNQW/V6PYYPHw4A2LBhQ4PjTNTMx2AwYNiwYfVO19HV9JohEgUzSSJiLkk0zCSJiLkk0TCTyoQrTEyZMkW+/PbbbytO4/f75SN2xMbGYuzYsU1aRkxMDC666CIAwA8//FDvLhTLli2TezpcccUVde6/7LLLoFarG2wrACxevBgAoFarcdlll9W5v+Y52+12LFu2THEeJ0+exA8//AAAuOiii0LGpuhsHA5HpJtAFIKZJBExlyQaZpJExFySaJhJZcIVJoYPH46RI0cCCBw+c8OGDXWmef7557Fnzx4AwF133QWdThdy/+LFi6FSqaBSqfDoo48qLuf+++8HAHi9Xtx+++3w+Xwh9xcVFeHBBx8EECh+3HzzzXXmkZqaiuuvvx4AsGLFCnzyySd1pvn444+xYsUKAIFDoKamptaZ5uabb5aPMfvQQw/V2e/I5/Phtttuk9tY0/bOim9WEg0zSSJiLkk0zCSJiLkk0TCTyoQrTADASy+9BJPJBK/Xi/Hjx+Ppp5/Gxo0bsXLlStx6662YO3cugMD4DPfdd1+zlnHhhRfiuuuuAwB88cUXuPjii/HFF19g69atePvtt3HOOefg+PHjAIBnnnkGcXFxivN58sknkZSUBACYNm0aHnroIaxbtw7r1q3DQw89hD/96U8AgKSkJDzxxBOK84iPj8eCBQsAAMeOHcOIESPw9ttvY+vWrXLbvvzyS3kZTe0h0tHU9EIhEgUzSSJiLkk0zCSJiLkk0TCTylSSJEmRboSSL7/8EjfccIO8K0Vt/fr1w9dff11nQEog0GNi9uzZAIB58+bV22uiqqoKV111Fb755hvF+9VqNR5++OF6H19j06ZNmDJlSr0DYKampmL58uUYMWJEg/OZN28eHn/8cdT3kkyYMAGffvopjEZjg/OpzW63w2q1wmazwWKxNOmxRERERERERE3VlN+h2nZqU5NNnjwZO3fuxEsvvYSvv/4aJ0+ehF6vR58+fXD11VfjjjvuQFRUVIuWYTKZ8PXXX+P999/H4sWLsWPHDpSVlSElJQUjR47EHXfcgXPPPbfR+YwYMQK7du3CSy+9hOXLl+Po0aMAgJ49e+Lyyy/H3XffjYSEhEbnM3/+fFxyySVYuHAh1q5di/z8fMTGxmLIkCGYPXs2pk2b1qLn21FkZ2cjIyMj0s0gkjGTJCLmkkTDTJKImEsSTWOZ9Pj8cHp8cHpqzqsvewOXq9w+OL2B+1weH646KwsmvaYdn0HbELbHBLWejtZj4uTJk8jMzIx0M4hkzCSJiLkk0TCTJCLmktqCx+eHw+VDpdsLhztQLKjy+OBwe1Hl9sHh9sHh8aEq6H6HOzB9ia0CkkYPR9B9wfPx+pv283z9QxciPdbURs+0ZTpFjwnqulraE4aotTGTJCLmkkTDTJKImEsCAL9fgsPjQ6XLi3KnF5WuwKm8+ryi5lRzn9sn3+4Iulxzn9vrj/RTklV5fI1P1AGwMEHC4QcIiYaZJBExlyQaZpJExFx2Dk6PD+VOL+xOD+xVHtidXtirPPJt5c7A5fI6twfOK1xedNb9BJwsTBC1jaKiIna5I6EwkyQi5pJEw0ySiJhLMfj8EirdgcKBzeGBrcoDW5W7+jz45IWtqqb44IG9KlBYEKmHQiToNWoYdWoYdRoYdRqYdBoYdWoYdBoYtJ3jKB8sTBAREREREVG9fH4JtioPSird8qnUUX1e6Ybd6UGly1e964MXFa7A7g+By144PZ27sKDTqGDSaRCl1yJKr4FJHygemPQaROlP3R6l18DrdCA1Ma56Oi2i9TXTBaYxVj/OqD1ViNCoVZF+im2OhQkSTjhHMCFqT8wkiYi5JNEwkyQi5jJAkiS4vH55nISaXR7sTk91D4VTu0nYgnaVqCk+lFV5OtWuEHqtGmaDFmaDFtEGLcwGTdDlwHnN7dEGLaL1Nbedmi5ar0WUIVCA0GnC77VQVVUFk0nMwSojiYUJEo7T6eSblYTCTJKImEsSDTNJIuqouZQkCeUuL8oqPShxuKt7HwSO+uD0VB/1IehoD1WemkEaQ3sqONw++dzXxKM9iMqoU8Ni1CHGqEWMUQeLKXDZYtTBYtQGLlffFmM4NV2M8VTRQR/B3R86aibbGgsTJJzKykrExcVFuhlEMmaSRMRckmiYSRKRKLl0enwornSjpMKNEocbJZUuFFfU7A7hQZnj1O4RpQ4PSivdTT5sZEehUgFWky7kZKl1veYkFxxqCg1GLQxaTaSfQouIkknRsDBBwlGpOv8+VNSxMJMkIuaSRMNMkojaKpd+v4SyKg+KKlwoKnehsMKFwnIXiircKKpwobjChZJKd6AYUemGw905jpwAAGaDFnHROsRHGxAfpUNctB5Wky5oFweNvCtEYBcITcjuETEGLdRdYMyE+nBbqUwlSZ1pbyFSYrfbYbVaYbPZYLFYIt0cIiIiIiLheHx+lFa6UVgR6M1QFHReJJ+75Ns7co8GrVoFiymw60NNj4VAzwRt0OVAr4WEaD3iq0+xUboO32OB2k9TfoeyxwQJJycnB+np6ZFuBpGMmSQRMZckGmaSRFSTy0qXF7k2J3JtVci1OZFnc8rX82xO5NudKHV4It1cRXqNGjFGrXyEB5Nei6jqIzeY9BpE6TQhR3ioGaRRqddClD4wzoJRp+Y/9xHCbaUyFiZIOH5/5z6cEHU8zCSJiLkk0TCTJAJJknCkqBJbj5Zi89ESbD9ahILKXSh3eiPdNACBngpx0Xq5F0JcVM15YJeIQK8EPeKjAr0T4qP1iNJrWEToRLitVMbCBAmHo9SSaJhJEhFzSaJhJikSvD4/9uSWY/PREmw5UoKtx0pQVOFu1zbERumQaDYgyWxAYowBiWY9Es0GJETrQ4oQCdEGWExaFhm6OG4rlbEwQcIxm82RbgJRCGaSRMRckmiYSWpLTo8POWVVyClzIsdWhZMlDmw/UYZtx0pR2coDS6pVQHx0UIEh+DzagKQYAxLNBiTGBIoNkTz0JHU83FYqY2GChFNYWIjMzMxIN4NIxkySiJhLEg0zSeHy+SVUur2ocHpR6fKi3BU4r3AGLpdWugNFCJsTOWWBMSFKKlunF0RslA6pFiPSY01ItRqRZjEiLdaEVIuxuuAQ2JVC04WPGkFti9tKZSxMEBERERF1IR6fH5UuLxxuH6o8PjirT1Vuf+C8+uTy+OD0+OHx++H3S/D6JfiCz30SfH4/vH4JHp8fLq8fLo8fLq8vcNkbmF/gcmBeNctta0kxBgzvEY8+sSqM6J8VKEJYTTDpeUQJIhGxMEHCiY+Pj3QTiEIwkyQi5pJEw0y2HZ9fgsMd+EFf88O+orqXQWX1bYGTDw63V76vwuVFudMr906oqL7N6el8g+/1SozG2T3iMaxHHIb3jEe3+CioVCo4HA5ERUVFunlEMm4rlbEwQcJxu938ACGhMJMkIuaSRMNMBri9ftidHtirPLBVeWB3elHu9MDhrumV4Dt12eM71Wuh+vaaAkTN5Uq3D25v5yskNJfVpEOa1YiMWBN6JEbj7B5xOKt7PJJiDIrTM5ckGmZSGQsTJJyKigrExsZGuhlEMmaSRMRckmg6WyYlSYLD7UNJpVs+FVe6UVLpQkmlp/rcjTJHTQHCA3uVF1Wett9NobMx6TQwG7WIMWgD50Yt0qwmpFsDY0GkxZqQERvYFSPa0LSfL50tl9TxMZPKWJggIiIiok7B6/Oj1OGB0+ODx+eHxxcY+8Dt88PjPXXdVd2roczhRqnDgzJHzeVAoaG0+vau0lNBo1bBpNPAqNPAqFPLl006DQw6NXQaNTRqFbRqVdC5OnCuCVzXqtUw6tQwaAOPMWirL2vV1dcDl6MNgcJDtEELs0GLaL0GWg2PakHU1akkSZIi3QhqW3a7HVarFTabDRaLJdLNaZQkSTy+MwmFmSQRMZckmrbKpM8vwV7lQVmVByWVbhSWO1FQ7kKB3YWCkMsulFS64O8C32y1ahWiq3/URxu01ScNovWBy1H6oB4IBi3MRh3MBg3MBh3MxsBtMUYtTPpA8UHXiQsD3FaSaLpSJpvyO5Q9Jkg4eXl5SEtLi3QziGTMJImIuSTRhJvJKrcPRRWBQkJRhQuF1efFFW6UVQV6LtiqTvVisDu97dD6tmHUqWEx6uQeAiadRi4GyOc6DaL0Ghh0GkTrNYjSBwoG0QYNTLpAkSHaoIFJr0VU9eMMWnWX+WHTUtxWkmiYSWUsTJBwfD7um0liYSZJRMwlicLlDYzDsDevAgcrCgNjMVScGpOhtNKN4koXiircKCx3ocLV8QoNOo0K8dF6xEXpkWDWIz7agIRoffVtOlij9LAYtbCYdLCadLAYdbCYtDBoeWjKSOO2kkTDTCpjYYKEYzQaI90EohDMJImIuaT24PX5UVDuQk5ZFXJsTuSUVSG3rArZZU7k2qqQa3OipNId6WY2SK9RQ6dRQa8NjJWgq75uNmoRF6VHbJQesSYd4qJ0gctRuurbA+fxZj1iDFr2UOiguK0k0TCTyliYIOF0hHEwqGthJklEzCW1hgqXFzllVcgurUJ2WVXgcvV5TpkTeXYnfAIN2mDQqpEUY0ByjAHJMUYkW05dTqq+nBRjgNmghU4TGJyRBYWujdtKEg0zqYyFCRJOQUEBMjMzI90MIhkzSSJiLrsmv1/C4aIKOD1+WE06xEXrEa3XNPjj2+H24khRJQ4XVuJIUWX15QocLXbAVuVpx9aHqikyJJoN1ed6uadCrEkPa5QOsaZTvRisJh2MOu4aQU3DbSWJhplUxsIEERERkeAOFlTgs+0nsXx7DrLLqkLu02lUsJoCYx3U/LA3G7XIszlxuLASeXZnu7RRrUJg14fo0FPNWAxJMUYkmvWBIkSMgbtHEBGRjIUJEk5cXFykm0AUgpkkETGXnV9JpRtf7sjBsu3Z2HGirN7pPD4JRRWBI1u0FYNWjfRYE9KsRqTHmpBefZ5WfVui2QCt3w1LjLnN2kDUHNxWkmiYSWUsTJBwvN6ON1o3dW7MJImIueycXF4fftpTgE+3ZWPVvgJ422l8h0SzHhmxJqTHmuTzU5eNiI/WN9q7wWaravB+okjgtpJEw0wqY2GChFNeXg6r1RrpZhDJmEkSEXPZsUmShFybE/vyy3Egvxz78yuwP78cB/IrUOVp/FByahXQlJqFSgWkW03olRSNXonR6JkYjZ5JZmTFBQoQrTF2AzNJImIuSTTMpDIWJoiIiIjC5Pb6UeX2ocrjg8PtRZXHJ1+vcvvg9vnh9gZOHp8fLq8fbp8fHq8Et8+H4gq3XIAodzXtX7NEsx6XD83A1D9kYFCaBRUuL8ocHpQ63HXO7VVeJJj16JUYjV5JZnRPiOLAkUREJCyVJEniHAOK2oTdbofVaoXNZusQh6fx+/1Qq9WRbgaRjJkkETGXoSRJQpXHhwqXFw5X4LzS5UWl2wuH21end0HtnRI8Pj/KHB6UVXlgc7hRGnS5rMqDMocHlS5vu+1aUcOgVWP8aamY+ocMjOyTCK1G3NecmSQRMZckmq6Uyab8DmWPCRJOQUEBUlNTI90MIhkzSSLqDLn0+aVAIcFdXURw+aqLCT65qFDp8qLC6UWFy4cKlwcVLi/KnV5UyLcHzivd3ibt2iC6c3rFY+qZmbh0cCosRl2kmxOWzpBJ6nyYSxINM6mMhQkSDgeEIdEwkyQikXIpSRIq3T6U1dqloKy650HwLgaljlM9EuxOD7p6v02zQYu+KWb0T4lB35QY9EsxY2CaBYlmQ6Sb1mQiZZKoBnNJomEmlbEwQcIxGDrelzHq3JhJElFb5NLnDxx2Ms/mRJ7dCXuV51TvhOqeCuVOj9xLwVblqd7NwQ2Pr2tWGDRqFaJ0Ghj1Gph0Ghi0aui1aug0gXNDzeXq61F6DXolRaNvSgz6p8QgzWps9GgXHQW3lSQi5pJEw0wqY2GChBMbGxvpJhCFYCZJRPXlssLlRU5ZFcocHnhqBmL0nRqMsea6w+1Dns2JfLsTudXnBeUu+DrJ/hAatQrReg3MBi2iDFpoav34lxD6PNUqFWKjdIg16REXrYPVpEdslA5xUacumw1aROk1iNJrYdJpYNJroNOoOk1hoaW4rSQRMZckGmZSGQsTJJz8/HxkZmZGuhlEMmaSRFLu9OBAQQV2HjwJpyYK2aVVyCmrQnZZ4Nzu7LhdRA1adXUhQYNofaAIEG3QIsaohdmghdmgg9moRYxBC3PNbdXn0frqc0PgMQatmgWDdsZtJYmIuSTRMJPKWJggIiISkNPjw8GCCuzLK8f+/HLsyy/H/rxy5NickW5agzRqFWJNuureBnrERukRFxW4Hrhcc72mZ4IO0QYtonQaoY84QURERG2HhQkSDrs3kWiYSWpLXp8fR4sd2J9fjr15geLDvvxyHCuujNhRJrRqFVIsRsRF6xBTq5dCoPdC4DaLUYvYKD1iTdVFiGgdYgxa9lTooritJBExlyQaZlIZCxMkHL/fH+kmEIVgJqmGJEnYfqIMO0+UwV49+KO9KnB0CXtV9XVnYGwHs0ELi0kHi1EHi0mHGKO2+nLgo/dgfgX25pXjYGEF3N7Wz1iMUQuDVlM9+KIqZEBGnSYwKGNyjBGpVgNSLUakWk1ItRiRYjUgMdoAtZrFBWoabitJRMwliYaZVMbCBAnHbrfDYrFEuhlEMmaSAKC00o17l/6KlfsKw5o+H642a4tWrUJqjA7dk2KQEWtCevWp5nKa1QijTtNmyydSwm0liYi5JNEwk8pYmCAiImrEryfKcPt725BdVtXuy+4WH4V+KTHon2quPo9Bz8RoFOblcvAsIiIi6hRYmCDhpKWlRboJRCGYya5LkiS8u/EYHv9qNzy+th3wISnGgAGpMYHiQ3UBom+KGVF65Y9q5pJEw0ySiJhLEg0zqYyFCRJOcXExkpOTI90MIhkz2TVVuLz467Jd+HJHTp374qP1OKt7nDxmhDVoLAmLUQu9Vo1ypxflTm/1+BOnxqEod3rg8vrRPSGqugBhQf/UGMRH65vUPuaSRMNMkoiYSxINM6mMhQkSjtvtjnQTiEIwk13P/vxy/L///oJDhZV17hveIx6v/OlMpFiMEWjZKcwliYaZJBExlyQaZlIZCxMkHL2+af8aErU1ZlIMTo8PheUuFJS74PX5odUEjjahUaug06ihrTnXqODxSqh0e1Hp8qLC5YXD7UOFK3Dd4fYBAAxaNUx6DYxaDYw6DUx6NYxaDY4WO/D4V7tR5fHVacOto3vhgfH9odWo2/vp18FckmiYSRIRc0miYSaVsTBBwomPj490E4hCMJOtz++XUO7ywubwoKzKDVuVB2UOD8qqPLA53CiqcKOwwoXCcheKygPn5S5vxNobY9Tin9cMxcWDUiLWhtqYSxINM0kiYi5JNMykMhYmSDh5eXkcaZ6E0lUz6fNLKKl0o6jCdepUHrhe7vJCq1ZBqw70WqjpqVDTc8Hrl+SxFWxVgbEVbDWXq2/3t+1Ykq3m9AwLXv3TWeiWEBXppoToqrkkcTGTJCLmkkTDTCpjYYKIqAtwenw4WlyJQwWVOFxYgWMlDjjcXjg9fri8Pvnc5fHD6fXB4fKh1OHuMMWDtvKnEd3wyKRBMOo0kW4KERERUafFwgQJx2q1RroJRCEikUmvz4/CChdijDqYDeFtqv1+Cbl2J44VVeJIcSUOF1biUGEFDhVW4GRpFaROUmSoGRvC65Pg8fnh9UvwKVRQVCogWq9FtEGDaIP21GW9FioV4PT4UeXxwenxocpTXZSpvpxoNuC+8f1w+dCMCDzD8HBbSaJhJklEzCWJhplUxsIEEZEg8mxOrNlfiFX7C7D2QBHKnYExFcwGLVIsBqRajUixGJFqMSLNaoRGrcbR4kocLarE0eJKHCt2wOX1R/hZNJ1Oo4LVpEdslA6xJh2sJh3iovVIjjEgqeZkPnXZbNBCpVKFzMPvl+D1S/D6/fD4JOg0Kph0mjrTEREREZF4WJgg4dhsNsTExES6GUSytsqk2+vHL8dKsWp/AVbvK8TevHLF6SpcXlQUehUPXdle4qP1SDTrkWg2INFsgNWkg0+S4PX54fVJcFef1xQGVCrAWl1kqDlZjDpYgq7HRgVOrVFAUKtV0KtV0CPyR8toL9xWkmiYSRIRc0miYSaVsTBBRNSOvD4/fj5UjM+3Z+O73fmoaOcjTaRZjeiVFI1eiWbER+th0Klh0GpgrD43aNUwaNUw6jSIr+61EB+tF+LwmERERETUObEwQcJJSRHncHxEQMszKUkSdp60Yfmv2fhyRy6KKlyt1DJlUXoNeiREo2diNHonRaN3shm9k8zomRiN6DDHqyDxcVtJomEmSUTMJYmGmVTGb6gknLKyMiQlJUW6GUSy5mbyRIkDy7Zl4/Nfs3G4KLzdMCxGLUb2TcLofkk4r08CfH4JuTYn8u1O5NmcyLMHLufanPD4/OgWH4XuCdHomRCNHonR6JEYhSSzgWMrdAHcVpJomEkSEXNJomEmlbEwQcJxudr232SipmpOJpdtO4mHlu2CO4zBKAdnWDGmf6AYMTQrts5uE90Topu8fOr8uK0k0TCTJCLmkkTDTCpjYYKEo9PpIt0EohBNzeT6g0V44JOdioewrHFGphVThmZg0hlpSLYYW9pE6oK4rSTRMJMkIuaSRMNMKmNhgoSTmJgY6SYQhWhKJg8XVmDOf39RLEp0i4/ClDMzcPnQdPROMrdmE6kL4raSRMNMkoiYSxINM6mMw6yTcHJzcyPdBKIQ4WayzOHGTUu2wu4MPdLG5CHpWHbbeVj9wBjce3E/FiWoVXBbSaJhJklEzCWJhplUxh4TRES1+PwSKlxelDs9qHB54anyIrORx3h8ftz23jYcqTXI5aWnpeKla4dCreZglERERERESliYIOFYLJZIN4E6iHKnBydKqnC8xIF8uxMmvQZxUXrERekQW31uNemg1aghSRJKKt3IKXMiu6wKOTUnWxXybE7YnV5UOAPFiEq3r86yxvQvwAOX9Mdp6dY690mShEc+/x3rDxWH3H5augX/vHYIixLUJritJNEwkyQi5pJEw0wqY2GChKPRaCLdBFLg9PhwqLACBwsqcLTIAQAw6tQw6jQw6tQwaKvPdRqoVSp4vH54fH64fX54fBI8vsB1n1+CUadBlF4Dk06DKL0WJv2p6x6fHw63Dw63D1UeLypdPlS5fXC4vSiscOF4dSHiRIkDJZXusNoeY9TC4/PD6Wn8CBn1WbWvEKv2FWLykHTcd3E/9Eg8daSMt38+ig82Hw+ZPjnGgDdnDkOUnptZahvcVpJomEkSEXNJomEmlfEbMwmntLQU0dE8PGIkHS924JfjJTiQX4H9+RU4WFCO4yUONHCQCaGV1xrzoSW+3JGDb3fl4pqzs3DXRX2xO9eOJ77eHTKNQavGGzOGIc1qarXlEtXGbSWJhpkkETGXJBpmUhkLE0QEr8+PX46V4qe9BfhhTz4OFVY2/qAuzOuX8P6m4/j0l5PQqFV1Cjb/vGYohmTFRqRtREREREQdDQsTJJyUlJRIN6FLsFV5sHp/IX7ck49V+wphq/JEuknNolIBaRYj0mJNcHp8KHN4UOZwK44TAQAatQqpFiPSY41IjzUFTlYjYqP0iDFqq086xBi1MBu0UKlUeGvtIbyx7midnhcub91dQ+69uB8mnpHWJs+VKBi3lSQaZpJExFySaJhJZSxMkHBsNhuP79vGftyTj7s+/BUVrqbv4pAZZ0LvJDOMOjWcHj+cHh+cXj9cHl/gcvU4DjqtCjqNGnqNGjqNGjpN4LpapUKVp3rcCI+3evwIH6o8PkjVPQ/0WjWi9afGn4jWa2DSa2Ax6tAtPgrdEqKQFR+FbvFRyIwzwaCtu6+ey+uDzeFBWZUHpZVuaNQqpMeakBxjgFbTtCMl/2loAmac1xOvrT6ExT8fVSxIAMBlQ9Lxlwv7NG2FEjUTt5UkGmaSRMRckmiYSWUsTJBwnE5npJvQqXl9fvzts12NFiUSzXoMzYpFn+QY9E02o2+KGb2TzIg2tM1mQ5IkuLx+aNWqJhcOlBi0GiRbNEi2GFs8L6fTiczERPz1jwMx+7yeePmnA/hoywn4gvbhGJoVi39cdQZUKh6Bg9oHt5UkGmaSRMRckmiYSWUsTJBwtFrGsi2t3FeIfLtL8b5BaRZcNDAZFw1MwRkZ1nY9zKVKpYJRJ+YoxcGZTLUa8dQVg/Hnkb3w8o8HsOZAEYZmWfHMlWcI237qnLitJNEwkyQi5pJEw0wqU0mSJOQ4+w6HAwsXLsTHH3+MgwcPwu12IysrCxMnTsSdd96Jbt26tdqyNmzYgFdffRVr165FXl4e4uLiMGTIEMyaNQvXXXddWPPwer1YtGgR3nvvPezZswcVFRXIyMjAuHHjcOedd2LQoEENPr6goACbN2/G5s2bsWXLFmzZsgXFxcUAgJkzZ2Lx4sXNfn52ux1WqxU2m61DHDdXkiT+69yGblq8BT/uLZCvZ8Wb8OdRvXHRgGSkx/IoEkqYSRIRc0miYSZJRMwliaYrZbIpv0OFLEwcOnQIEydOxL59+xTvt1qteP/99zFhwoQWL+uxxx7D/Pnz4fcr7zM+efJkLF26FEZj/d3Bi4uLMXHiRGzatEnxfoPBgFdffRU33nhjvfNoKJxdrTBx8uRJZGZmRroZnVKurQrnP/NTyFEkFlw5GNee3XqFvs6ImSQRMZckGmaSRMRckmi6Uiab8ju05Ttyt7KKigpMmjRJLkrccsst+PHHH7F+/Xo8+eSTMJvNsNlsuPrqq7Fz584WLevNN9/EvHnz4Pf70bt3byxatAibN2/G8uXLMXbsWADAl19+iZtvvrneefh8PkydOlUuSkydOhXffvstNm3ahJdffhnJyclwuVz485//jBUrVoTVrqysLIwfP75Fz42az+eX8OkvJ/HC9/uxJ9ce6ea0qo+3ngwpSkTrNZh0RnrkGkRERERERF2ecDu4PPfcc9i7dy8A4B//+AceeOAB+b5zzz0XY8eOxahRo+BwOHD33Xfjp59+atZyysrK5Hl369YNGzduDBkdddKkSbjiiivw5Zdf4r333sOf//xnjBo1qs583n33XaxZswYAcNttt2HhwoXyfcOHD8cf//hHnHXWWbDb7fjLX/6C3bt3K+5X9Mgjj+Dss8/G2WefjZSUFBw9ehQ9e/Zs1nPr6Mxmc0SX/9KPB/DyjwcAAC//dAB/Gt4N94/vj7hofUTb1VJ+v4SPtpwIue2yoRltNphlZxLpTBIpYS5JNMwkiYi5JNEwk8qE6jHh8Xjw0ksvAQAGDhyI++67r8405557Lm666SYAwMqVK/HLL780a1lvvPEGysrKAAALFiyoc8gWjUaDV199FRpNYDC7Z599VnE+NbfHxcUpTtOnTx/89a9/BQAcOHAAn3/+ueJ85s+fj0mTJvG4tgD0+sgVACpdXixae1i+LknAe5uOY+zzq/DepmMhR2HoaNYeLEJ2WVXIbdOGZ0WoNR1LJDNJVB/mkkTDTJKImEsSDTOpTKjCxKpVq+RiwcyZM6FWKzdv1qxZ8uVly5Y1a1nLly8HAFgsFkydOlVxmszMTIwbNw4A8P3336OioiLk/gMHDmD37t0AgGuvvRZRUVFt1t6upKSkJGLL/npXLirdvjq3lzk8+Ptnv2HKwp+x7XhpBFrWch9uPh5yfVCaBYMzrBFqTccSyUwS1Ye5JNEwkyQi5pJEw0wqE6oP99q1a+XLo0ePrne6YcOGITo6GpWVlVi3bl2Tl+N2u7F582YAgR4YDVWtRo8ejRUrVsDlcmHLli3y2BNNaW9qair69euH/fv3N6u91H4+3nqiwft3Zdsw9dX1uPIPmRiUboEkSfD5JfgkCZIUGJ/CXz2erCQBcv+K6tvUahWSYgxIiTEi1WpEisWIhGh92Ifl9Pj82J9fjl0nbdiZbcOukzYcLapEr6RoPH/NUPRJVu4aVljuwve780NumzY8q8uMCExEREREROISqjCxZ88e+fKAAQPqnU6r1aJ3797YuXNnyGPCdeDAAXi93kaXU/v+PXv2hBQmwm1vzf379+/HiRMnUFlZiejo6Ca3u6tISkqKyHIPF1Zgy9HQ3hBDMq3YcdJWZ9pPt53Ep9taZ7latQrJMQYkWYyI0mlg0Klh0Kph0Gqg1wYu+yVgT64du3PtcHvrHkFmx0kbZr61GV/95QLFsTA+3XYS3qDdUIw6NS4/M6N1nkAXEKlMEjWEuSTRMJMkIuaSRMNMKhOqMHHiRODf6ujoaMTGxjY4bVZWFnbu3InCwkK4XC4YDIYmLwdAo4dqyco6tQ9+8OOaOx9JknDy5En0798/7PY2lcvlgsvlkq/b7R3ryBIVFRVNej1by8e/nAy5nhCtx8dzzsOWoyWY98XvOFhQUc8jW8brl5BjcyLH5mzRfLLLqnDnh9uxePZwaIJ6YEhS3UEvJw5Oh8Woa9HyupJIZZKoIcwliYaZJBExlyQaZlKZUIWJ8vJyAOGNVBrc46CpL27NcsJZVu3ltMV8WtvTTz+N+fPn17k9OzsbdrsdaWlpKCoqgsfjgcFgQGxsLPLzA938rdbAmAM2W6CXQGpqKkpKSuB2u6HX65GQkIDc3FwAgfE51Gq1PC5ISkoKysrK4HK5oNVqkZycjJycHABATEwMtFotSksDPRKSk5Nht9vhdDqh0WiQmpqK7OxsAIDD4YDJZJL3v0pKSkJFRQWqqqqgVquRnp6O7OxsSJKE6OhoGI1GFBcXAwASExPhcDjgcDigUqmQkZGBnJwc+P1+REVFISoqCkVFRQCAhIQEuFwuVFRUwFt9iNBglw1JRUFeDrobgU9uOQvvbDiG19YeR5Wnbo8FUaw9UIT5y7bivov7QafToaSkBNtOVuBIUWXIdNcNz8LJk4HnazabYTAYFNdh7fWttA6dTicqKyvrrG+TyQSz2YzCwkIAQHx8PNxut5z/jIwM5OXlwefzwWg0wmKxoKCgAEBgMFmv1yu/x9LT01FQUACv11sns7GxsfD7/XIBLi0tDcXFxXJm4+PjkZeXB6BuvoMzq9PpkJiYGJJvjUaD0tJSlJSUwGKxwGazwel0QqvVIiUlRc6s2WyGXq9vMLM16zuczIazvoFAQbQp6zs/Px9erxdGoxFWq1Veh3FxcfD5fCHrUORtRDjru7W3ETXrOzc3Fz6fDyaTCTExMXJm4+Pj4fF4mp3ZmvXdWGaD17fNZkNsbGyz13fNNqJmfZeXl6OqqgoajQZpaWncRiD8bUTNtF19G1FSUiLvHsttROS3EUqZ7YrbiJKSEsTFxXEbgchvIxrLbFfZRtSs466wjQj+vdwYlSRJwhxmoHfv3jh8+DCysrJw/PjxBqedMWMG3n33XQCBnguN9VgI9u6772LGjBkAgEWLFuHGG2+sd9rDhw+jd+/eAICbbroJb775pnzfRRddJB+u1Ofz1TtYJxA4HOjjjz8OIDA2xQUXXNBgG4MPFzpz5kwsXry48SdWTanHRFZWFmw2GywWS9jziZScnBykp6e36zJ/3JOPm5ZsDbltxd2j0D81JuS2fLsTb/18BL9lB97capUKapUKGrWq+nLgtpqhG1QqQIWaK4DL40dhuRP5dhcKyp1o7kE+usVHYXCmFaenW/HWz0dQWO4Kuf/16Wdh/GmpAIC7PtyOz3/Nke/rk2zG9/eM4vgSTRCJTBI1hrkk0TCTJCLmkkTTlTJpt9thtVrD+h3arB4TXq8XOl3Lu4G//fbbIUesMBqNAAKDUzYm+Ie3yWRq0nJrlhPOshpaTu35BF9vynxam8Fg6NDdgyLxRl1aa9DLIVmxdYoSAJBiMeKvfxzYKsv0+SUUVbiQb3ciz+ZEUYUbLq8PLq8fLo9fvuz2+uHx+ZEVH4UzMq0YnGFFbNSpcSSG9YjDtNc3howhcd/SHfj8DjPio/X49re8kOVedzYHvWyqrvLhQR0Lc0miYSZJRMwliYaZVCbUrhwxMYEfguHs6lDTBQkIb9cPpeWEs6yGllN7Pg0VJlrS3q7m5MmTTeoB01JFFS78uKcg5LZrh2XVM3Xr0ahVSLEEjsxxRgue7tk94vH3iQMx/8vd8m3lLi/m/PcXXD40I2SwTL1Gjal/aL9121m0dyaJwsFckmiYSRIRc0miYSaVNaswodVqm3U0jNrS0tJCrmdmZmLTpk2orKxEWVlZgwNg1gw8mZSU1OTeAcFBqNlfq7HlAKEDYSrNJzExsdH5qFQqBlEwy7dn1zlixaQhaQ08QjyzzuuBX0+UheyysT+/As+u2Bcy3fjTUhCvcNQOIiIiIiKiSGl2j4nGDo/ZHIMGDcKnn34KANi7dy/OOeccxem8Xi8OHToEABg4sOnd6vv16weNRgOfz4e9e/c2OG3w/bWXNWjQoJDphg4d2uh8srKyeKjQRrTn+lE6YsWE09M63BErVCoVnp46GPvyyrE3r/5BZqYN79aOreo8+J4lETGXJBpmkkTEXJJomEll9Y/WGAHBA0KuXr263um2bt0q7xpx/vnnN3k5er0ew4cPBwBs2LChwXEmatphMBgwbNiwZrU3Ly8P+/fvb3Z7u5qGdolpbTtO2nCg1mFAr26H3TjaQpRei3/fcBZijMr1xm7xUTi3V0I7t6pzaM9MEoWLuSTRMJMkIuaSRMNMKhOqMDFmzBj5kCZLlixBfQcMCT5CxRVXXNGsZU2ZMgVAYKTQZcuWKU5z8uRJ/PDDDwACR+AIHlMCCPS8qOlFsXTpUjgcjjZrb1dSczie9lC7t0S3+CiM6BnfbstvbT0So/HitUMV77v27Cyo1Rz0sjnaM5NE4WIuSTTMJImIuSTRMJPKhCpM6PV63HnnnQCAPXv24LnnnqszzYYNG7Bo0SIAwOjRo3H22WfXmebo0aNQqVRQqVQYM2aM4rJuvvlmuQjy0EMP1QmIz+fDbbfdBp/PBwC4//77FedTc3tJSQnmzp1b5/5Dhw7h6aefBhA4HCoLE+Kocvvw5Y6ckNuuPiuzw/94v2hgCu68sE/IbRq1ClefxbFNiIiIiIhIPEIdlQMAHnjgAXz00UfYv38/5s6di4MHD+K6666DyWTCypUr8dRTT8Hr9cJkMuHFF19s9nLi4+OxYMECzJkzB8eOHcOIESPw97//HYMHD0ZOTg5efPFFrFy5EgAwbdo0jB07VnE+M2fOxFtvvYWff/4ZCxcuRF5eHm655RbExcVh8+bNePzxx2G326FWq/HKK69Aq1Ve5evWrcPBgwfl60VFRfLlgwcPhvS6ABBymNXO4ESJA4eLKqFRqeDzapBzpAQaNaBWqaBVq6FWB35ca1QqqKvPNerAZbUqcJ9OrYZWo4JOo4ZWHbi/ocNifvtbLipcXvm6SgVcNaxz/Hi/a1w/HC124IvqwssdY/sg2cJuY83V0MC2RJHCXJJomEkSEXNJomEmlamk+vaXiKCDBw9iwoQJOHDggOL9FosF7733HiZNmqR4/9GjR9GzZ08AgV4Vq1atqndZ8+bNw+OPP17vbiMTJkzAp59+2uC+QEVFRZgwYQK2bNmieL9er8e//vUv3HLLLfXOY9asWViyZEm999fWlJfNbrfDarXCZrPBYrGE/bj29Maaw3jym5Yf6aU2nUYFk06D09KtOKt7HM7qHoczu8UiNkqP617fgI2HS+RpR/dLwpIbh7d6GyJFkiTsyrZBr1VjQKqYr3tHUVJSgvj4jruLD3VOzCWJhpkkETGXJJqulMmm/A4VrscEAPTp0wfbt2/HwoUL8fHHH+PgwYNwu93IysrChAkTcNddd6F79+6tsqz58+fjkksuwcKFC7F27Vrk5+cjNjYWQ4YMwezZszFt2rRG55GYmIj169fjjTfewPvvv489e/agsrIS6enpuOiii3DXXXfhtNNOa5X2dlbBh+tsTR6fBI/Piw2Hi7Hh8KnddXonReNQYWXItNd00EEv66NSqXBGZmykm9EpOByOLvMBQh0Hc0miYSZJRMwliYaZVCZkjwlqXR2hx8TClQfx7Ip9EVt+bJQOm/52EQxaTcTaQOLKzs5GRkZGpJtBFIK5JNEwkyQi5pJE05Uy2eF7TFDXE6XXINVihE+S4PPXOgXd1lamDM1gUYLq1VU+PKhjYS5JNMwkiYi5JNEwk8pYmCAhzD6/J2afHxgXpKEqor+6UOGXJPj9kIsWfr8Ej98Pr0+C13fqssfnR67NiV+OlWLbsVLsOFkGl9cfMk+dRoUbzunW5s+ROq6uVNmmjoO5JNEwkyQi5pJEw0wqY2GChNPQ3kVqtQpqNO1wnqdnWHHxoBQAgNvrx+5cu1yoqHR7ccOI7uiTHNOiNlPnxj3eSETMJYmGmSQRMZckGmZSGQsTJJyoqKg2m7deq8bQrFgMzYrFTRf0bLPlUOfSlpkkai7mkkTDTJKImEsSDTOpTB3pBhDVxjcriYaZJBExlyQaZpJExFySaJhJZSxMkHCKiooi3QSiEMwkiYi5JNEwkyQi5pJEw0wqY2GCiIiIiIiIiCKGhQkSTkJCQqSbQBSCmSQRMZckGmaSRMRckmiYSWUsTJBwnE5npJtAFIKZJBExlyQaZpJExFySaJhJZSxMkHAqKysj3QSiEMwkiYi5JNEwkyQi5pJEw0wqY2GCiIiIiIiIiCJGJUmSFOlGUNuy2+2wWq2w2WywWCyRbg4RERERERF1ck35HcoeEyScnJycSDeBKAQzSSJiLkk0zCSJiLkk0TCTyliYIOH4/f5IN4EoBDNJImIuSTTMJImIuSTRMJPKWJgg4ZhMpkg3gSgEM0kiYi5JNMwkiYi5JNEwk8pYmCDhmM3mSDeBKAQzSSJiLkk0zCSJiLkk0TCTyliYIOEUFhZGuglEIZhJEhFzSaJhJklEzCWJhplUxsIEEREREREREUUMCxMknPj4+Eg3gSgEM0kiYi5JNMwkiYi5JNEwk8pYmCDhuN3uSDeBKAQzSSJiLkk0zCSJiLkk0TCTyliYIOFUVFREuglEIZhJEhFzSaJhJklEzCWJhplUxsIEEREREREREUWMSpIkKdKNoLZlt9thtVphs9lgsVgi3ZxGSZIElUoV6WYQyZhJEhFzSaJhJklEzCWJpitlsim/Q9ljgoSTn58f6SYQhWAmSUTMJYmGmSQRMZckGmZSGQsTJByv1xvpJhCFYCZJRMwliYaZJBExlyQaZlIZCxMkHKPRGOkmEIVgJklEzCWJhpkkETGXJBpmUhkLEyQcq9Ua6SYQhWAmSUTMJYmGmSQRMZckGmZSGQsTJBzud0WiYSZJRMwliYaZJBExlyQaZlIZCxNEREREREREFDEsTJBw4uLiIt0EohDMJImIuSTRMJMkIuaSRMNMKmNhgoTj8/ki3QSiEMwkiYi5JNEwkyQi5pJEw0wqY2GChGO32yPdBKIQzCSJiLkk0TCTJCLmkkTDTCpjYYKIiIiIiIiIIoaFCRJOWlpapJtAFIKZJBExlyQaZpJExFySaJhJZSxMkHCKiooi3QSiEMwkiYi5JNEwkyQi5pJEw0wqY2GChOPxeCLdBKIQzCSJiLkk0TCTJCLmkkTDTCpjYYKEYzAYIt0EohDMJImIuSTRMJMkIuaSRMNMKmNhgoQTGxsb6SYQhWAmSUTMJYmGmSQRMZckGmZSGQsTJJz8/PxIN4EoBDNJImIuSTTMJImIuSTRMJPKWJggIiIiIiIioohhYYKEY7VaI90EohDMJImIuSTRMJMkIuaSRMNMKmNhgoiIiIiIiIgihoUJEo7NZot0E4hCMJMkIuaSRMNMkoiYSxINM6mMhQkiIiIiIiIiihgWJkg4qampkW4CUQhmkkTEXJJomEkSEXNJomEmlbEwQcIpKSmJdBOIQjCTJCLmkkTDTJKImEsSDTOpjIUJEo7b7Y50E4hCMJMkIuaSRMNMkoiYSxINM6mMhQkSjl6vj3QTiEIwkyQi5pJEw0ySiJhLEg0zqYyFCRJOQkJCpJtAFIKZJBExlyQaZpJExFySaJhJZSxMkHByc3Mj3QSiEMwkiYi5JNEwkyQi5pJEw0wqY2GCiIiIiIiIiCKGhQkSjsViiXQTiEIwkyQi5pJEw0ySiJhLEg0zqYyFCRKOWs1YkliYSRIRc0miYSZJRMwliYaZVMa1QsIpKyuLdBOIQjCTJCLmkkTDTJKImEsSDTOpjIUJIiIiIiIiIooYFiZIOCkpKZFuAlEIZpJExFySaJhJEhFzSaJhJpWxMEHCYfcmEg0zSSJiLkk0zCSJiLkk0TCTyliYIOG4XK5IN4EoBDNJImIuSTTMJImIuSTRMJPKWJgg4Wi12kg3gSgEM0kiYi5JNMwkiYi5JNEwk8pYmCDhJCcnR7oJRCGYSRIRc0miYSZJRMwliYaZVMbCBAknJycn0k0gCsFMkoiYSxINM0kiYi5JNMykMhYmiIiIiIiIiChiWJgg4cTExES6CUQhmEkSEXNJomEmSUTMJYmGmVTGwgQJhwPCkGiYSRIRc0miYSZJRMwliYaZVMbCBAmntLQ00k0gCsFMkoiYSxINM0kiYi5JNMykMhYmiIiIiIiIiChihC1MOBwOPPvssxg+fDji4+NhNpsxcOBA3H///Th+/HirLmvDhg2YPn06evToAaPRiLS0NFx66aX48MMPw56H1+vFf/7zH4waNQpJSUkwmUzo06cP5syZg927dzf6+G3btuGpp57CH//4R2RlZcFgMMBsNqNfv36YNWsW1q5d25Kn2KHwEDokGmaSRMRckmiYSRIRc0miYSaVqSRJkiLdiNoOHTqEiRMnYt++fYr3W61WvP/++5gwYUKLl/XYY49h/vz58Pv9ivdPnjwZS5cuhdForHcexcXFmDhxIjZt2qR4v8FgwKuvvoobb7xR8f7Ro0djzZo1jbZ1+vTpePPNN6HX6xudNpjdbofVaoXNZoPFYmnSYyOhqKgIiYmJkW4GkYyZJBExlyQaZpJExFySaLpSJpvyO1S4HhMVFRWYNGmSXJS45ZZb8OOPP2L9+vV48sknYTabYbPZcPXVV2Pnzp0tWtabb76JefPmwe/3o3fv3li0aBE2b96M5cuXY+zYsQCAL7/8EjfffHO98/D5fJg6dapclJg6dSq+/fZbbNq0CS+//DKSk5Phcrnw5z//GStWrFCcR3Z2NgAgPT0dd911Fz755BNs3rwZGzZswD//+U9kZGQAAN59913MmjWrRc+5I3A6nZFuAlEIZpJExFySaJhJEhFzSaJhJpUJ12Pi0Ucfxfz58wEA//jHP/DAAw+E3L9hwwaMGjUKXq8XY8eOxU8//dSs5ZSVlaFnz54oKytDt27d8Msvv4RUrnw+H6644gp8+eWXAIDVq1dj1KhRdeazePFizJ49GwBw2223YeHChSH3Hzx4EGeddRbsdjv69u2L3bt31xmJddKkSZgxYwauvPJKaDSaOssoKirC+eefj/379wMA1qxZg5EjR4b9XDtaj4nc3FykpaVFuhlEMmaSRMRckmiYSRIRc0mi6UqZ7LA9JjweD1566SUAwMCBA3HffffVmebcc8/FTTfdBABYuXIlfvnll2Yt64033kBZWRkAYMGCBXW602g0Grz66qtyoeDZZ59VnE/N7XFxcYrT9OnTB3/9618BAAcOHMDnn39eZ5qvvvoK11xzjWJRAgASExPx/PPPy9c/+eSTRp5dx5aamhrpJhCFYCZJRMwliYaZJBExlyQaZlKZUIWJVatWycWCmTNnQq1Wbl7w7gzLli1r1rKWL18OALBYLJg6dariNJmZmRg3bhwA4Pvvv0dFRUXI/QcOHJAHtrz22msRFRXVZu0dM2aMfPnQoUPNmkdHUbNrC5EomEkSEXNJomEmSUTMJYmGmVQmVGEi+MgTo0ePrne6YcOGITo6GgCwbt26Ji/H7XZj8+bNAAI9MBoaTLKmHS6XC1u2bGlWe1NTU9GvX79mt7emzTXqK9gQERERERERdTRC/cLds2ePfHnAgAH1TqfVatG7d+86jwnXgQMH4PV6G11O7ftrLyvc9gbff+LECVRWVjapvUBgjItwl9XRmc3mSDeBKAQzSSJiLkk0zCSJiLkk0TCTyoQqTJw4cQIAEB0djdjY2AanzcrKAgAUFhbC5XI1azlAYHeNcJZT+3HNnY8kSTh58mTYbQUAv9+PZ555Rr5+zTXXNOnxHU1TD4dK1NaYSRIRc0miYSZJRMwliYaZVCZUYaK8vBxAeFWkml05ANQZ+yHc5YSzrIaW01rzacwLL7wg73pyxRVXYNiwYQ1O73K5YLfbQ04dSUlJSaSbQBSCmSQRMZckGmaSRMRckmiYSWXaxidpPzXHdA2nimQwGOTLVVVVzVpOOMtqaDmtNZ+GrF69Gg899BAAIDk5Ga+99lqjj3n66aflQ64Gy87Oht1uR1paGoqKiuDxeGAwGBAbG4v8/HwAgNVqBQDYbDYAgfExSkpK4Ha7odfrkZCQgNzcXACBgUPVarU8YGlKSgrKysrgcrmg1WqRnJyMnJwcAEBMTAy0Wi1KS0vl52K32+F0OqHRaJCamioPBONwOOBwOOQ3bVJSEioqKlBVVQW1Wo309HRkZ2dDkiRER0fDaDSiuLgYQOAIJjWPV6lUyMjIQE5ODvx+P6KiohAVFYWioiIAQEJCAlwul1woyszMRG5uLnw+H0wmE2JiYlBQUAAAiI+Ph8fjkYtR6enpKCgogNfrrbMOY2Nj4ff75YJQ8PrW6/WIj49HXl5eo+tbp9MhMTGx2etbp9PJ6zA5ORnl5eWoqqqCRqNBWlqa3HPHbDbDYDAorsPa61tpHTqdTlRWVtZZ3yaTCWazGYWFhfI6dLvd8vrOyMhAXl4efD4fjEYjLBaLvL7j4uLg9Xqbvb6Li4vlzDa0voPXodL61mg0KC0tRUlJCVJSUmCz2eB0OqHVapGSkiJn1mw2Q6/XN5jZmvUdTmbDWd81mW3K+s7Pz4fX64XRaITVapXXYVxcHHw+n2JmRdxGhLO+u8I2wmazIS0tjduIZqzv1t5G1Ezb1bcRJSUl3EYItI3g94jANqKkpITbCEG2EY1ltqtsI0pKSrrMNiL4j/zGqCRJksKeuprX64VOp2vqw+p4++23Q45Ycdppp2H37t1ISUmRV2Z9rr32WixduhQAUFRUhISEhLCX+/HHH8u7Q7z22muYM2dOvdPu2bMHgwYNAgDccccdeOWVV+T7Jk6ciG+++QZAoNhgNBrrnc+DDz6If/zjHwCArVu34qyzzmq0nb///jtGjhyJ0tJSGAwGrFixosFBNmu4XK6Q3VvsdjuysrLCOn6sCFwuV0ghhyjSmEkSEXNJomEmSUTMJYmmK2XSbrfDarWG9TtUqF05YmJiAIS3q0PwAJJNHUCkZjnhLKuh5bTWfJQcOXIE48ePR2lpKTQaDT744IOwihJAoHeGxWIJOXUkTd3VhaitMZMkIuaSRMNMkoiYSxINM6msWbtyaLXaZh0No7a0tLSQ65mZmdi0aRMqKytRVlbW4ACYNQNPJiUlNbniFDxQZWMDUQYPcBk8EKbSfBITExudj0qlanSgzJycHIwbNw45OTlQqVR46623cMUVVzT4mM6kqbvmELU1ZpJExFySaJhJEhFzSaJhJpU1e4yJtjhk5aBBg/Dpp58CAPbu3YtzzjlHcTqv14tDhw4BAAYOHNjk5fTr1w8ajQY+nw979+5tcNrg+2svq2YXj5rphg4d2uh8srKyQgbCrK2oqAgXX3wxDh8+DAB45ZVXMGPGjAbb2Nmo1UJ15CFiJklIzCWJhpkkETGXJBpmUplQa+WCCy6QL69evbre6bZu3SrvGnH++ec3eTl6vR7Dhw8HAGzYsAFut7veaWvaYTAY6hwNI9z25uXlYf/+/Y2212az4ZJLLsHu3bsBAM888wxuv/32Rp5N55Oenh7pJhCFYCZJRMwliYaZJBExlyQaZlKZUIWJMWPGyCOHLlmyBPWNy7l48WL5cnN3cZgyZQqAwIAcy5YtU5zm5MmT+OGHHwAAF110UciYEkCg50VNL4qlS5fC4XA0u70OhwMTJ07Etm3bAAB///vf8eCDD4b9fDqTmhFziUTBTJKImEsSDTNJImIuSTTMpDKhChN6vR533nkngMDRMJ577rk602zYsAGLFi0CAIwePRpnn312nWmOHj0KlUoFlUqFMWPGKC7r5ptvlosgDz30kHwImBo+nw+33XYbfD4fAOD+++9XnE/N7SUlJZg7d26d+w8dOoSnn34aANC7d2/FwoTb7cYVV1yBn3/+GQBw11134YknnlBcXlfQjAPFELUpZpJExFySaJhJEhFzSaJhJpU1e4yJtvLAAw/go48+wv79+zF37lwcPHgQ1113HUwmE1auXImnnnoKXq8XJpMJL774YrOXEx8fjwULFmDOnDk4duwYRowYgb///e8YPHgwcnJy8OKLL2LlypUAgGnTpmHs2LGK85k5cybeeust/Pzzz1i4cCHy8vJwyy23IC4uDps3b8bjjz8Ou90OtVqNV155BVpt3VU+bdo0fPfddwCACy+8EDfddBN+++23etuu1+vRr1+/Zj930TU0BgdRJDCTJCLmkkTDTJKImEsSDTOpTCUJWLI5ePAgJkyYgAMHDijeb7FY8N5772HSpEmK9x89ehQ9e/YEEOhVsWrVqnqXNW/ePDz++OP1Vq4mTJiATz/9FEajsd55FBUVYcKECdiyZYvi/Xq9Hv/6179wyy23KN6vUqnqnbeS7t274+jRo2FP35Tjx4qgqqoKJpMp0s0gkjGTJCLmkkTDTJKImEsSTVfKZFN+hwq1K0eNPn36YPv27ViwYAGGDRuG2NhYREVFoX///rjnnnuwc+fOeosSTTV//nysW7cOf/rTn5CVlQW9Xo/k5GRcfPHFeP/99/H11183WJQAgMTERKxfvx6vvvoqLrjgAiQkJMBoNKJXr1645ZZbsG3btnqLElRX7d1qiCKNmSQRMZckGmaSRMRckmianUmvGyg6AOz/Dtj4b+CbucCyW1u3cREkZI8Jal0drcfEyZMnkZmZGelmEMmYSRIRc0miYSZJRMwlRYzPC9iOA6VHAXcloDUCWgMKSmxITsuqvq6vPjcCGj2gUgFlx4GSw3VPtpOA5K+7nL/nAToxe2A05XeocGNMECUmJka6CUQhmEkSEXNJomEmSUTMJbUpdyVQcgQoPVL3vOwEIPnqPCS5tdtQegxIHtDac213LEyQcBwOR6O7zxC1J2aSRMRckmiYSRIRc0kt4vMC9uxAr4eyY4EiQM156VGgsiDSLQwUQViYIGp9DocD8fHxkW4GkYyZJBExlyQaZpJExFxSg3xeoDwn0LvBdiJwXhZUfLCdVOz1EFFRCUB8r9BTJ8DCBAmnqUcpIWprzCSJiLkk0TCTJCLmsovz+wH7SaD4YGDshuAChO0EYM9p+8KDwQpExQM+N+B1wu9xQu1zA35P/Y8xpwYVHnqeOo/rCZhi27a9EcLBL7uAjjb4JRERERERUdgcJYHiQ82p6ABQfAgoOQR4nW2//Ji0QNGgpngQfG6KCwxqWZvfD/hcgfZ5XYGT3wuYUwCDue3b3A44+CV1aDk5OUhPT490M4hkzCSJiLkk0TCTJCLmspNxlAAFu4H83UD+b0Dh3kARoqqkbZerjwHiugOx3UPP43oETk04KoacSbUaUJuEPaJGe2NhgoTj9yscBocogphJEhFzSaJhJklEzGUH5XUDxQeA/N9DT+U5bbM8XRRgzQJiswLnIUWIHoFdMVpptyBmUhkLEyScqKioSDeBKAQzSSJiLkk0zCSJiLnsAJz2QO+H3J1A7g4gbydQuK/hMRiaSh8DxPcIFBuCCxCxWYC1W6sWHhrDTCpjYYKEwzcriYaZJBExlyQaZpJExFwKpqIQyNsRKEDk7gwUIUoOt8681drAuA4JfYDEPoHzhD5AQl/AnNxuhYfGMJPKWJgg4RQVFSEzMzPSzSCSMZMkIuaSRMNMkoiYywhwO4DSI9UDUVYPQFlcfaosaPn81TogaQCQchqQMihwOaEPENsN0OhaPv82xkwqY2GCiIiIiIiIwuf3BQ6/WXQAKNofKELUFCDs2a23HGsWkDyoughRfUro0yEKENQ0LEyQcBISEiLdBKIQzCSJiLkk0TCTJCLmsoXclacOv1m4L1CEKDoQuM3nar3lqLWBng+pZwBpZwTOU04DTLGttwxBMJPKWJgg4bhcLphMPGwOiYOZJBExlyQaZpJExFyGyWkPFB0K9gQOwVm4N1CIsJ1o/WXpogJFh7QhpwoRSQMBnbH1lyUgZlIZCxMknIqKCsTGxka6GUQyZpJExFySaJhJEhFzCcDnAVzlgZO7AnDaAj0eCvdVFyL2AfaTrb9cSwYQ3wtI6A3E9w4ajLI3oNa0/vI6CGZSGQsTREREREREovFUAaVHgZIjgMsOeByAx1l9XgV4gy7XnNwVoUUIV3lgurZijAWS+geOfJHQK1B4iO8dKEjoefQJCp9KkiQp0o2gtmW322G1WmGz2WCxWCLdHCIiIiIiAgCvK1B8CD56RckhoPhw9SCSIvxUUwWOeJHYr/rU99Tl6ERhDsNJ4mnK71D2mCDh5ObmIi0tLdLNIJIxkyQi5pJEw0ySiITIpdMW6PVQeuRUD4jSI0DJ0cAuFJI/su2rodIEejok9QeSBwYGo0zqH+gFoeOYCK1FiEwKiIUJEo7P54t0E4hCMJMkIuaSRMNMkojaJZd+P1CeGyg6lB4JKjxUFyKqStq+DU2hNwMxaUDygOriw4BAISKhD6A1RLp1nR63lcpYmCDhcJRaEg0zSSJiLkk0zCSJqNVy6fcDZUeBooN1iw9lx9p2HAdzKmBOChzNQmsMnOtMp07ybUZAHwMYzIAhJlCAMFhOXTfEALpoQK1uu7ZSo7itVMbCBAknJiYm0k0gCsFMkoiYSxINM0kialYu3Y7A0SrydwF5u4C834D83wF3ees3sEZ08qmjV8T3DLrcK1BYoE6D20plLEyQcAoKCpCZmRnpZhDJmEkSEXNJomEmSUQN5lKSANsJoGAvkP9boAiR/1vgUJqtPu6DCrBmAnE9AoWHuJ5B570AIweo7yq4rVTGwgQREREREXVekgRUFAAFu4HCvYHzgj2BgkRr9oLQmoIKDz1Ciw+x3QCtvvWWRdTJsDBBwomPj490E4hCMJMkIuaSRMNMUsRJUuAQm4X7gKIDQNE+pOXvAYr2td4AlKa4U7tbyIWHHoHLMak8dCY1ittKZSxMkHA8Hk+km0AUgpkkETGXJBpmktqN3w+UHAr0eijaBxTuB4r2B4oRnsqQSTXNXogqcJSK1MFA6ulA6hlAyuksPlCLcVupjIUJEk55eTmsVmukm0EkYyZJRMwliYaZpDbjtAPZvwAntwAnNgXOnbbWm7/BGjh0Zsrp1YWIwYHDZ+qjW28ZRNW4rVTGwgQREREREYlBkoCSw8CJzaeKEAW7W2cwSq0pUIBIHhQoPCQNDJxb0tkLgijCWJgg4aSnp0e6CUQhmEkSEXNJomEmqVncDiBn+6kixIlNgKO4ZfPUm4HEvkBif/gT+kCdUl2IiO0OqJu/cwdRa+C2UhkLEyScgoICpKamRroZRDJmkkTEXJJomMkuRpKA4kPAkdXAsfWBXSuikwBzcvUppfp6SuC6KS7QK8F2MlB8OLE5cMrbCfi9zWtDdDKQ1D9wSux36hTUA6IgL4+5JKFwW6mMhQkSjtfbzA8nojbCTJKImEsSDTPZBZSdAI6sOXUqzwn/sWpdYMwGZ1nzlq3WAWlDgKzhQObZgXNrZqMPYy5JNMykMhYmSDgGgyHSTSAKwUySiJhLEg0z2clIElB2DDi59VQhovRI8+fn9zStKGFOqS5CDA+cpw0FdMYmL5a5JNEwk8pYmCDhxMbGRroJRCGYSRIRc0miYSY7ME9VYIDJvF1A3m9A/m9A/u+Ay94+y1epA0fEyBpRfTo7MB5EKwxIyVySaJhJZSxMkHDy8/ORmdl41zyi9sJMkoiYSxINM9lBOEqA3F+BnF8DhYj834Dig80/6oU5Feg1GkjoGxi0siIfqCwMnFcUKPeSMFqre0KMCPSGyDgLMJhb8KTqx1ySaJhJZSxMEBERERF1RhUFQO6OQBEi99fAZduJls3TFAf0GAn0HAX0HB04+kVDPRu8rlOFiqpSwJIZGKBSrW5ZO4ioU2FhgoTD7k0kGmaSRMRckmiYyQiSJKA8N6gIsSNwasrglPUxxgZ6NvQcFTilnN60ooLWEBikMoyBKtsCc0miYSaVsTBBwvH7m9mVkKiNMJMkIuaSRMNMthNJAsqOVxcffj1VhKgsbOGMVUBC70DhIfV0IGVw4NyS0SpjPUQKc0miYSaVsTBBwrHb7bBYLJFuBpGMmSQRMZckGmayDfh9gfEfcncCeTsC57k7mn/IzRpaY6AAkXYGkDo4UIRIGRQ4nGcnw1ySaJhJZSxMEBERERG1I0mS4PF4Qv859bqBkkNA4b5Tp+IDgLcq9MHaGMAcE/7CtCYgsT+Q1B9IHhg4j+sJaGr9DPADcDqb/ZxE5fV64eyEz4s6ro6SSbVaDZ1OB1U79ZhSSZIktcuSKGLsdjusVitsNluHqM75fD5oNJpIN4NIxkySiJhLEg0z2QhJgq+yGEU5x1DucMEjqQC/H/B7q08+AC38Wq5SAxo9oNFVn+sBtbZD74rRUpIktdsPK6JwdKRM6nQ6xMTEIDExsVnb96b8DmWPCRJOUVERUlJSIt0MIhkzSSJiLkk0nS6TNf/dhfsDwuMMDDZpzwFs2YA9O3DZngPYTsBnz8OJ/jfBlXEurJYYmPWARtWSmoEG0BkDJ231SaPv0kUIJR6PBzqdLtLNIJJ1hExKkgSfz4eKigqUlZWhqqoKWVlZbVp8ZmGChOPxeCLdBKIQzCSJiLkk0XSoTEpS4NCVNcUD28nAZbmgUH2711nd88AAaPWneiFoDadu87kD0zqKG1xkUc+pcGWci25JMTDpmlg8UOsAnan6FBU4ZxEiLGq1Gnq9PtLNIJJ1pEyazWZYrVYcP368zYvPLEyQcDrKG5W6DmaSRMRckmiEzaSrHMj/Hcj/Dcj7LXC5YA/gLg/v8T534ORufhMkAOVpF8BqCaMooTEoFCHE/ndVZB2lyzx1HR0tkyaTCRaLBeXl5UhOTm6z9rMwQcKJj4+PdBOIQjCTJCLmkkQT8Uz6/UDpEaBgd3UBovpUejSy7QLgMSTAY06DuaZ2E9LzIrgHhgFQc5yO1qTV8ucOiaUjZjImJgZlZWXweDxtVoTueGuFOr28vDxkZmZGuhlEMmaSRMRckmjaNZOVxUDB70D+7kDxoWA3ULAX8FS2z/IbojcDlgzAkg5YMwBLBvyWHoAuDZrEXkB0TGCQSmoXbflDiqg5OmIma8aWCDmSUCtjYYKIiIiIxFZyGNj9BXBkTWBXjIq81pu3OSWokJAZuFxdUIAhJrAbh9cN+Fyhl73Vu3ioVEBM2ql5GBVGnnc6gSNHoNIaWJQgog6nPXY/YWGChGO1WiPdBKIQzCSJiLkk0bR6JosOAruXA7s/B/J2tmxeKg2Q2A9IPR1IOQ1IGQwk9gFi0gMDWFKnxUPYkmiYSWUsTBARERGRGAr3BQoRuz8P7KLRHFEJp4oPKacFihGJ/QOH1SQiIiGxMEHCsdlsiImJiXQziGTMJImIuSTRNCuTfh9wcitw4Dtg79dA4Z7wH6sxAEn9gZTTgZRBQPKgwGVzMg+jSTKfz8d/qEkozKQyFiaIiIiIqP1UFAIHfwAOfg8c/BFwloX3uKhEYOBkoOeoQAEivheg4VdZIqLOgFtzEk5qamqkm0AUgpkkETGXJJp6M+nzAjnbA4WIA98FLocrOhkYdBkw6HKg+/k8lCaFZfHixZg9ezYA4PDhw+jZs2eEW9S6jh49Kj+nt99+G7NmzYpsg6hJdDpdpJsgJBYmSDglJSVITk6OdDOIZMwkiYi5JNGUlJQg2awNHDUj/7fAKe83oHAv4HWGP6OYNGDgZcBpU4CsESxGUIt4vd5IN4EohNfrZXFCAQsTJBy32x3pJhCFYCZJRMwltTuPE6gqARzFgKPmvBiwZwP5vyM+ewfgyG/evJNPA/qOA/pPADKHA2oeUpNahyRJkW4CUQhmUhkLEyQcVhBJNMwkiYi5pCbx+4Hig8DJLUD21sCAk0UHAEiARg+otYFzjT4wboNGD6h1gApAlS1QgPBUNriIJn2p1JuBXmOAvhcDfcYB1szmPzeiBqg64UCoPXr04I/bDqwzZrI1sDBBwklMTIx0E4hCMJMkIuaSGlRZXF2A2BIoQmRvA1w25WmbsptFSyQNqC5EXAx0OxfQ6ttnudSlabX8uUNiYSaVca2QcHJzc5GZyX9OSBzMJImIuaQQVaXA0XXAkTWBU+HeyLVFow8UIVIHAymnVZ9OB6JZTKP25/F4It0EohAejwd6PQuztXEHPiIiIqKOxl0JHPgB+O5h4D+jgQU9gY9uADa/3g5FCRVgigcS+gJZ5wD9JwIX3IPisf8AbtsE/C0HmLMWmPIqcO7tgV02WJQgARUWFuL//u//cOaZZyI2NhZGoxE9evTA9OnTsW7dunofo1KpoFKp8J///Edxmptvvlme5i9/+YviNC+++CJUKhW0Wi3sdnuT2n306FF5/osXL65z/6OPPirfDwBOpxPPPvss/vCHPyAmJgYxMTEYPnw4/vWvf4U1OKjb7cbrr7+OiRMnIiMjAwaDAcnJyTjrrLNwxx13YO3atfXuWlJRUYFnnnkG5557LuLj42EwGJCZmYmrrroKX331VYPLHTNmDFQqFcaMGQMAOHjwIObMmYNevXrBZDKhR48euOmmm3Ds2LGQx/3222+YPXs2evXqBaPRiKysLPy///f/UFBQ0OhzBYDvv/8eN9xwA3r27AmTyQSLxYIhQ4Zg7ty5yM3NDWse1HTsMUHCsVgskW4CUQhmkkTEXHZykgRUFgH2k4A9B7Bln7pcehTI+RXwN+Of4Jg0IHMYkDEMyPgDoI8OHM7T5w7Mz+cJXPZVX5Z8gDEWiIoHohICJ6NV8UgZOrsdYC5JMBqN8lFdvvvuO1x99dV1igLHjh3DsWPH8N///he33347Xn75ZaiDBmNNSkrCoEGDsHv3bqxcuRK33nprnXmvWrVKvrxy5UrF5ddMM3To0Dbdnufn5+OSSy7Bjh07Qm7fsmULtmzZgu+++w7Lly8PeY7Bfv31V0ydOhVHjhwJub2wsBCFhYXYtm0bFi5ciCNHjqBHjx4h02zfvh2TJk1CTk5OyO3Z2dn49NNP8emnn2Lq1Kl47733YDQaG3weP/zwA6ZOnYry8nL5tmPHjuGtt97CV199hdWrV2PAgAH44IMPMHv2bLhcLnm6kydP4t///je+/fZbrF+/Hunp6YrLqKysxPTp0/HZZ5+F3O50OrFz507s3LkTr732Gj744ANMmjSpwfY2pL5MdnUsTJBw6tswEkUKM0kiYi47EXtOYAyInG1Aznag5DBgzwV8rsYf2xBdFJB+JpBx1qlihDWjddqsgJmkjuLXX3/F5MmT4Xa7odPpcPvtt+Pyyy9HdHQ0tm/fjmeeeQZHjhzBwoULER0djQULFoQ8fvTo0di9ezdWr15dZ97Z2dk4dOiQfH337t0oLCxEUlKSfJskSVi7di0AyL0B2srUqVOxZ88e3HnnnZg8eTLi4+Oxb98+PP7449izZw++/PJLvPHGG4oFlt27d2PkyJGoqKgAAFxxxRW47rrr0KtXL/h8Puzbtw/ff/99nR/yQGA9XHTRRSgtLYVKpcKsWbNw3XXXISEhAbt378bzzz+PHTt2YNmyZZg5cyY++uijep9DTk4OrrnmGsTGxuKpp57C8OHD4Xa78emnn+Kll15CQUEBbr75ZrzwwguYMWMG+vbti/vuuw9nnHEGKisr8dZbb+Hdd9/FsWPHcO+99+LDDz+sswyfz4fJkydj5cqVUKlUuO666zB16lT07NkTHo8HmzdvxvPPP4/jx4/jyiuvxPr163HWWWe14JWh2liYoP/P3p3HR1Xdbxz/TDLZ94VAQsIOChRBQdyQxV3EBdzQtiIq1l1blVbbn4K2daG2WgE3UNxoC4pWXEoVAVEjm1RUwhL2EAJk35PZfn+MGTLJZCVhTsjzbueVSe659565PA7MN+eeY5zCwkIiIyP93Q0RD2VSTKRcdlDl+e7iQ/a3sP+nryVtNDTYGgo9Tofeo6H3GEge5l5h4xhRJo+O0+mioLzzLAMcFx5MQED7r07gcDjq/ezWW2+lurqawMBAPvzwQy644ALPtlNPPZWrr76aUaNGsXnzZv7yl79www03MHjwYE+bsWPH8sILL5CTk8OWLVs48cQTPdtqRkgMHjyYiooKdu7cyapVq7jqqqs8bb777jvy8/MBd5GjPdWMiqhdADnllFO48MILGTRoEAcPHmTu3Lk+CxO/+MUvKC0tJSAggLfffpvJkyd7bT/ttNO44YYbyMvLIzw83GvbfffdR0FBAQCvvPIKN998s2fb8OHDueaaa7j44otZsWIFixYt4sYbb+Tiiy/2+Rq2b99O//79+eqrr7wKPKNGjSIoKIhZs2bx1Vdfcckll3Daaafx3//+16s/Y8eOpbKyksWLF/Puu+/WKxSB+9aaFStWEBQUxL///e96fTn99NP55S9/ydlnn82PP/7Ifffd5ykutZTD4dCoCR9UmBARERFpD06He76HfWtg3zr31/wdTe/XXAFW9yiI3qPdj7SRYA1pu+PLMVVQXs3wP37m724cMxv+cB4Jkcc+r2vXrmXdunWAey6I2kWJGnFxcbz88suMGjUKp9PJ3LlzmTNnjmd77WLCypUrvQoTNaMoxo4d6ylMrFy50qswUdMmICCAs88+u21fYB133323z1EZ8fHxTJ06lSeffJJNmzZRVFRETEyMZ/uyZcvYuHGj5xh1ixK1JSQkeH1/4MABzyiKCy+80KsoUSMkJIRXX32V/v37Y7fbmT17doOFCYC///3v9YoJAHfccQezZs0CIDc3l1WrVtUrkgDcfvvtLF68GLvdTnp6Opdddplnm81m45lnngHgrrvuarAfcXFxzJo1i/Hjx/Pll1+SmZlJv379GuyztIwKE2Kcrl27+rsLIl6USTGRcmmgikL3Ep01RYj9G6CqZZPa1WMJdM8LEZ3ivg0jujvEpLonnuxxOoSYM0JBmRQT1V2a8bPPjhR/fH1grnHWWWcxcOBAMjIyvPYBd9ZPPPFEtmzZwsqVK7nttts822rmjqgpTLz66qtec07UbjN06FBiY2Nb/qJa4Oc//3mD22rfirBr1y6GDRvm+f6jjz7yPP/1r3/donOuWLHCM1KlsWvcq1cvzj//fD755BNWrlzZ4EiC2NhYLrzwwgaPER0dTXFxMSeddBIDBw702W7o0KGe5zt37vTatnbtWs+kltdcc02jr2306NGe5+np6a0qTGi5UN90VcQ4hYWFPiuiIv6iTIqJlEsDlByEvV/Dnp8eB38EfM9M36SQaEgZ5p4PotsQiElzFyEiux7T2zGOhjIpJqp7K8cPP/wAQHBwMCeffHKj+5522mlkZGSwfft2qqurvZZ4HDNmDFu2bPGaZyI7O5vMzEwsFgtjxozxTMBYe56JYzm/BOA1mqOu+Ph4z/Pak0oCntESPXr0oGfPni06Z801Bvc1bMxpp53GJ598Qnl5OTt37qR///712vTv39+zwogvMTExFBcXM2DAgAbb1C4A1X2t69ev9zw/44wzGu1vbTk5Oc1uW5vD4dCcPD50jL/ppFOpPYuuiAmUSTGRcnmMuVxQuPenIsRX7q+tvS0jMASST3IXIVJOca+OEd8XOvg/VJVJMVHdZSxr5naIj49v8jfX3bp18xyjoKDAa1TQ2LFjeemll7zmmaiZX2LQoEGeIl2fPn285pnYtGkTeXl5QPvPLwH4vK2hRu0Px3ULOLm5uQAkJye3+Jw11xiaHklVc43r7ldbY68BjryO1r7W5i4jWld5eXmr9mtoadXOToUJMY6GN4lplEkxkXLZThx2KNoLeTsgdzvkZbofudtaP0llbA9IOw1SR0LaqdD1ZxAY1Lb9NoAyeXTiwoPZ8Ifz/N2NYyYuPLjpRm2god+0N/Yb+BqNfYD0Nc9E7fklaowdO9ZrnomaNhaLxeu2AFM15zodDRM+pNcuVKxcubLenBkNSUpKatX52vuadlT6G0SM09r/yEXaizIpJlIuj4KtEor2QcHuI4/8ne4CRP4ucNpaf+zAYPdqGGkj3cWItJEQ1a3J3Y4HyuTRCQiw+GUyyONd3YJZze0LeXl52O32RgtqBw8eBNwfJOPi4ry2JScnM2DAALZt2+aZZ6L2/BI1xo4d6zXPRM3Xk046qd4xTZKYmAi4b09pqdq3iBw8eJAePXo02LbmGtfd71iqXYgIDg7mZz/7WbueT0Vc33RVxDjZ2dmkpqb6uxsiHsqkmEi5bAZ7Fez95qfVMHYdKUKUHKDVc0HUFRwFPU6DnmdCz7Mg5eROuzKGMikmstm8C401Hzqrq6vZuHEjp556aoP7rl27FnDPcVB7fokaY8aMYdu2baxatYrs7Gy2b9/umV+ixrhx4wD3PBOHDh3iiy++AI7N/BJH45RTTuHLL79k79697Nmzp0XzTNT+YL9mzZpGCxM11zg8PJzevXu3vsNHofZcI//9739bNM9Ea9hsNp956uw69s2MIiIiIjVcLjiUAelz4K0r4cme8MZlsOJP8N1C90SVJdkcVVEiPAEGXgoXPgG3roLf7oZfvAtn3+9eJaOTFiVEOorzzjtyu8z8+fMbbJeens7mzZvr7VNbTXEhJyeHF198EfCeXwIgNTWVPn364HK5mD179jGdX+JoXHrppZ7nf/vb31q079ixYz2razR2jffu3cunn37q2cdfIwlGjRrlGa3x4osvUlx8lKspSauoMCHGiYqK8ncXRLwok2Ii5fInpYdh02J473b460CYezosexgyPwN7ReuPGxoLqafC0OvhnP+Dq1+HO9fCgzvg2rfgjDvcq2h0kBUzjgVlUkxUd/WDkSNHekZJzJs3z/PBuLaioiJ+9atfefa//fbbfR679qiHv//97/V+VrddTZuOML/Eeeed51lO9Pnnn+ef//xng23z8/OpqDjyfpuSksLEiRMBWLZsGa+++mq9faqrq7nppps8I1ruuuuutux+i4SGhvLAAw8A7iLT5MmTKSsra7B9SUkJs2fPbvX5tCKHb8b+bVpeXs6cOXNYvHgxmZmZVFdXk5aWxiWXXMI999zT6JCglkpPT2fu3LmsXr2anJwc4uLiGDp0KDfeeCOTJ09u1jHsdjvz58/n7bffJiMjg9LSUrp37855553HPffcw6BBgxrct7i4mI8//ph169axfv169u/fz+HDh6moqCA2NpZBgwYxfvx4br755mZPxtKRBQUdfxOCScemTIqJOm0uXS44vBW2fux+ZK2n1SMgwhMgrpf7EdsTEvpBYn/313D/3OvckXXaTIrRfE00+PLLL3PaaadRXV3NJZdcwt13382ll15KZGQkGzdu5Mknn2Tnzp0APPDAAw3OOZCSkkK/fv3IzMykqKgIaLgw8eqrr3ra/OxnP+sQ/6Z/8803GTlyJKWlpVx33XUsXryYyZMn06dPHxwOB5mZmXz66ae88847fP/99/Tq1cuz79/+9jeWL19OQUEBt9xyC1999RWTJ08mPj6eLVu28Je//IX//e9/AFxzzTVcfPHF/nmRP5k+fTrLly9n+fLlfPLJJwwaNIjbbruNM844g9jYWEpKSti6dSsrV67k/fffJzQ0tNXFFE1+6ZuRhYkdO3ZwySWXsHXrVq+fb9myhS1btjBv3jwWLlzI+PHjj/pcjz32GDNnzsTpdHp+lpOTQ05ODsuWLWPhwoUsWrSI0NDQBo+Rl5fHJZdcwpo1a+q9jh07drBgwQLmzp3LTTfd5HP/tWvXct111/ncdvjwYVatWsWqVauYNWsWb731FhdeeGErXmnHkZ+f3+SyQCLHkjIpJupUuXTYYd83sPUTdzEif2cLdra4533ofgrE9Ya4nkcKEaHR7dXjTqlTZVI6jLpLQwIMGzaMpUuXcvXVV1NcXMxf//pX/vrXv9Zrd+edd/LEE080evwxY8aQmZkJUG9+iRo180zUMH1+iRoDBw5k5cqVTJw4kX379rFkyRKWLFnSrH1TU1NZvnw5EyZMIDs7m1dffdXnyIlJkybx+uuvt3XXWywwMJClS5dy22238cYbb7B3714efvjhBtsfzWS/DofDc6uLHGFcYaK0tJQJEyZ4ihLTpk1j8uTJhIWFsWLFCp544gmKioq4+uqrSU9P56STTmr1uebNm8ejjz4KQN++fXn44YcZMmQI2dnZPPfcc6xYsYKlS5dyyy238NZbb/k8hsPhYNKkSZ6ixKRJk5g2bRrx8fGsWbOGP/7xjxw6dIhbb72V7t27N1hUSEtLY9y4cQwfPpy0tDSSk5NxOp1kZWXxzjvvsGTJEnJzc7nssstYt27dUb1uERER41WVwo7lsOVj2L4MKgqav29MGvQdB33Pgd5jNPpBROq54IILyMzM5Nlnn+Xjjz9m586dVFVV0bVrV84++2xuu+02Ro0a1eRxxo4d65lHoe78EjVSU1Pp27cvO3bsAMyfX6K24cOHs3XrVubNm8f777/PDz/8QEFBAQkJCXTv3p1Ro0YxefJkr9ESNU4++WS2bt3K7Nmzef/999m6dSvl5eUkJiZy+umnc+ONN3rNZeFvYWFhvP7669xzzz3Mnz+fL774gqysLMrKyoiMjKRXr14MHz6ciy++mAkTJvi7u8cdi8uExWNrmTFjBjNnzgTg6aef5sEHH/Tanp6ezujRo7Hb7YwbN47PP/+8VecpLCykd+/eFBYW0qNHDzZs2OBZFgfcBYeJEyeydOlSAFatWuXzXrAFCxYwdepUAO644w7mzJnjtT0zM5Phw4dTXFxM//792bx5c72JXZpTNXv//fc992pNmjSJd999t9mvtbi4mJiYGIqKioiONv+3Q9XV1ZqpVoyiTIqJjstclhyEbZ+4ixE7V4Kjqnn7BUVA79HuQkTfcyChL2io7DF3XGayjVRWVrJr1y569+7d6ChcaXtOp1P39ItROmImW/se1pLPoUZdEZvNxnPPPQe4hw7df//99dqcccYZ3HzzzQCsWLGCDRs2tOpcr7zyCoWFhQA89dRTXkUJcA/nmTt3rqdgMGvWLJ/Hqfl5XFyczzb9+vXjoYceAmD79u38+9//rtemOUN5rrjiCk488UQAzzJDx6uSkhJ/d0HEizIpJjpucpmbCV8+C/POh2dOgKX3ukdINFWUiO4Op97iXhHjt7vg+n/CabdCYj8VJfzkuMmkHFdq364tYgJl0jejChMrV670FAumTJnSYCXpxhtv9Dxv7n1Odb3//vsAREdHM2nSJJ9tUlNTPcsDffrpp5SWlnpt3759u2cZoWuvvbbB+yrbor8AERERgLtidTyrPauviAmUSTFRh82lwwa7VsN//wCzT4XZw+GzRyFrLU1OYtntJBjzO/cynb/+ES55BvqdpyU6DdFhMynHNX0IFNMok74ZNcfE6tWrPc8bu/dqxIgRREREUFZWxpdfftni81RXV7N27VrAPQKjsWGHY8aMYdmyZVRVVbFu3TqvyWua299u3boxYMAAtm3b1qr+AmRkZHhmrq0ZOXG80mQwYhplUkzUoXJZlgeZn8K2/0Dm51BV1Lz9AqzQ62w4YTyccDHEprVvP+WodKhMioiIUYwqTGRkZHieN/bh22q10rdvXzZt2uS1T3Nt374du93e5Hnqbs/IyPAqTDS3vzXbt23bxr59+ygrK/OMfmhMeXk5+/fvZ+nSpTz99NOeWYXvvffeJvftyJKTk/3dBREvyqSYqF1z6XJBcTY47RAcAUFhEBTe8C0SLhdUl0J5vnuSyop89/P8XbD9v5C1jmYv6RkcCf3PhxMnuEdDhMW21auSdqb3SjGR5j0R0yiTvhlVmNi3bx/gvmUhNja20bZpaWls2rSJw4cPU1VVRUhI84dx1pwH3LdrNHUeX/u19jgul4usrCxOOOEEn+1qT6bpywMPPMDPf/7zRs9VVVVFVdWRe3OLi4sbbW+arKysJq+nyLGkTIqJ2jSXTgfkfA97092PPelQdqh+u6Bw9yP4p6/gLkSU54PT1vrzR3Zzj4g4cQL0Plu3ZnRQeq8UE2lSVjGNMumbUYWJmkmTIiMjm2xbe8RBaWlpiwoTtSdnaupcdc/THsdpjmHDhvHiiy9y2mmnNdn2iSee8KxsUtv+/fspLi4mOTmZ3NxcbDYbISEhxMbGcvDgQQBiYmIAKCpyD7Pt1q0b+fn5nv+AEhISOHDgAOCenyMgIMAzL0jXrl0pLCykqqoKq9VKUlIS2dnZAERFRWG1WikocC/3lpSURHFxMZWVlQQGBtKtWzf2798PuEeKlJeXk5+fD0CXLl0oLS2loqKCgIAAUlJS2L9/Py6Xi4iICEJDQ8nLywMgMTHRs7/FYqF79+5kZ2fjdDoJDw8nPDyc3NxcABISEqiqqvL8eaSmpnLgwAEcDgdhYWFERUVx6JD7H+bx8fHYbDbPn3lKSgqHDh3CbrfXu4axsbE4nU5PQaj29Q4ODiY+Pp6cnJwmr3dQUBCJiYmtvt5BQUGea5iUlERJSQkVFRUEBgaSnJxMVlYW4M5uSEiIz2tY93r7uoaVlZWUlZXVu95hYWFERkZy+PBhzzWsrq72XO/u3buTk5ODw+EgNDSU6Ohoz/WOi4vDbre3+nrn5eV5MtvY9a59DX1d78DAQAoKCsjPz6dr164UFRVRWVmJ1Wqla9eunsxGRkYSHBzcaGZrrndzMtuc612T2ZZc74MHD2K32wkNDSUmJsZzDePi4nA4HD4za+J7RHOud2d4jygqKiI5Obl11zssmJDc76natpKQgxsIOfQdlupm/N1kK3c/yptu2hR7l8Ew4ELyE06lusvPiE9IdGc2x53hjvQeUdO2s79H5Ofn6z2igfeIiIgInE4n1dXVBAQEEBQUhN1ux+VyYbFYCAwM9IzmrbklpmakbN22VqsVm8121G2tVisOh8Nn24CAACwWi1dbp9PpuTc+ODiY6upqT9uAgABP/9urbWBgIC6Xy9M2KCjI019f17Cmrd1ub7fr3dg1PB6vd2uv4bG43r6uYU3bunnx9/W22+3ter3b4z3CZrPhcrnIycnBarU2+7NGSyZFNmq50L59+7Jz507S0tLYu3dvo21vuOEG3nzzTcA9cqElFfo333yTG264AYD58+dz0003Ndh2586d9O3bF4Cbb76ZefPmebade+65nuVKHQ5Ho8u+PPLIIzz++OOAe26KhtZFLiws9PzjpKKigh07drBo0SLee+89+vbty7PPPtvkurm+RkykpaV1mOVCCwsLmxwxI3IsKZNiohbl0uWC3G2QuRx2fA67vwT7MZ6oMCgc+oyDARdA/wsgOuXYnl/and4rG6blQv3HbrdjtRr1u1jp5DpiJo/FcqGtuiI1lcej9dprr3mtWFHzImuqTo2p/cE7LCysReetfTGbOldj56l7nMb+kJrb39jYWK+/1E899VQmT57Mm2++yZQpU7j88suZP3++13WrKyQkpEUjSEzTkfsuxydlUoxhr4Yf34NtnxBVWQKxqe5lM6OS3R/0ax4h0e5bLHat+qkYsQKKs45NHy2BEB4PYXEQFg/JJ8GAC6HnKAjSB7Ljmd4rxUSN/eJQxB+USd+MKtVERUUBzbvVoWaYIjTv1g9f52nOuRo7T93jNFaYOJr+Avzyl7/kww8/ZNGiRdx1111cfvnlxMXFtfg4HUFeXp7uURWjKJPid+X5sP5VWPsKlLpvO2h0/YOgCPeICFcLlySL7wM9zoSeZ0CPMyCyq/vWjeqyn27jqDjyvPqnv9fCYt0FiJpiREh0w5NkynFN75ViIrvdrvv5xSjKpG+tKkxYrdZWrYZRV93Zm1NTU1mzZg1lZWVNDgesmXiyS5cuLa7Q1/5Ls+a2iabOA94TYfo6TmJiYpPHsVgsrf5L+/LLL2fRokWUlZXxySefcP3117fqOCIi0kEc3gbfzIXv/tmyWy9sZU23wQLdfuZdiIjqVr9ZSMuL6SIiIiIt0eoRE00tj9kagwYN4t133wVgy5YtnH766T7b2e12duzYAcDAgQNbfJ4BAwYQGBiIw+Fgy5Ytjbatvb3uuQYNGuTVbtiwYU0eJy0trVlLhfrSpUsXz/M9e/a06hgdQWMFHhF/UCblmHK5YOcKSJ8LmZ+27bGjUqDfOdD3HPd8D+HxbXt86dT0Xikm6mj38svxT5n0zairUntCyFWrVjVYmFi/fr3n1oizzjqrxecJDg5m5MiRpKenk56e3uiSLatWrQLc902OGDGi0f5OnjzZ5zFycnLYtm1bq/tbo2a2aWjd7SAdRXl5uSaGEqMok3JMVJfBpn/BmpfhcBOjEnueRUXXEYQ5iqD4ABRnQ0k2lOd5t7OGQa+zoO+57mJElxN0m4W0G71XiomcTqfu6RejKJO+GVWYGDt2rGfWztdff53p06dj8fEPqAULFnieT5w4sVXnuuKKK0hPT6e4uJglS5b4LCpkZWXx2WefAe4VOGrPKQHukRcDBw4kIyODRYsW8cwzzxAeHt4u/QVYvHix5/mQIUNafRzTlZeXEx+v3+KJOZRJaVcFu91zR2x8EyqLGm4XYIWfXQmn3w4pJ5OXlVX/1kBbJZQccD8CrNDtJE04KceM3ivFRDXLL4qYQpn0zahSTXBwMPfccw8AGRkZ/OUvf6nXJj09nfnz5wMwZswYTj311Hptdu/ejcViwWKxMHbsWJ/nuuWWWzxrbf/ud7/zrF9dw+FwcMcdd3jWcX3ggQd8Hqfm5/n5+UyfPr3e9h07dvDEE08A7uVQfRUmFixYQGVlpc/j1/jb3/7Gxx9/DECvXr0aXG70eKAKophGmZQ253LBzpXwj+vguWGQPrvhokRYHJx9P9z3A0x6GVJOBhrIZVAoxPeGnmdC2kgVJeSY0nuliIi0lsXlcrn83YnaSkpKGDFihOfWh1tvvZXJkycTFhbGihUr+POf/0xpaSlhYWF8/fXXPud12L17N7179wbcxYuVK1f6PNdLL73EbbfdBriLBr///e8ZMmQI2dnZPPvss6xYsQKA6667joULF/o8hsPhYMyYMXz11VcAXHnllUybNo24uDjWrl3L448/zqFDhwgICODDDz/k4osvrneMXr16UVJSwpVXXsmoUaPo27cvkZGRlJSU8P333/P22297jh8cHMxHH33Eeeed1+xr2pL1Y0VEpJWcTti9Gn54B/J2QkAABARBYJB79EKA9afnQZD9LRxufI4jEvq7R0cMvQ6C64/GE5GOo7Kykl27dtG7d2/d7iIiHU5r38Na8jnUuMIEQGZmJuPHj2f79u0+t0dHR/P2228zYcIEn9ubW5gAePTRR3n88cdp6DKMHz+ed999t9E/gNzcXMaPH8+6det8bg8ODmb27NlMmzbN5/ZevXo1azLL1NRUXn31Vc4///wm29bW0QoT+/fvp3v37v7uhoiHMimNyt8J//sHfPcPKNrXdPtGWaD/BXDar9yTUzbyG2jlUkyjTDZMhQn/aWwuORF/6IiZPBaFCaPmmKjRr18/Nm7cyJw5c1i8eDGZmZlUV1eTlpbG+PHjuffee+nZs2ebnGvmzJlceOGFzJkzh9WrV3Pw4EFiY2MZOnQoU6dO5brrrmvyGImJiXz99de88sorLFy4kIyMDMrKykhJSeHcc8/l3nvvZfDgwQ3uv3z5cj777DNWrFhBRkYGBw8eJC8vj9DQULp27cqwYcOYMGEC11xzjc85LI43BtbKpJNTJqWeqhL48X3430LY+/XRHy8kGk7+BZx6CyT0bdYuyqWYRpkUEZHWMnLEhLStjjZiIj8/X5NniVGUyU7G5YKKAijLhbLDtR4/fV9ywD0/hK386M+V0N89OmLoZAiJarp9LcqlmEaZbJhGTPiP3W7X8oxilI6YyU47YkI6t84wKkQ6FmXyOOZ0Ql4mHPgfZG90Pw5sAltZ64+ZNAh+NgmCo8BpA4cNnPafvv70fWAw9D4beo9t9HaNxiiXYhplUkykSVnFNMqkbypMiHFyc3PrL4En4kfK5HGkugy2LYP9G44UIapLjv64YfEw5GoYdj0kDwUfS123NeVSTKNMionsdnu73s+/cuVKxo0bB8CKFSsaXBGwKTNmzGDmzJnA0d0WVTN33ZQpU1iwYEG79PVotdVr7ajaO5MdlQoTIiJy/Dv4I6x/DTb9C6qK2+aYlkAYcKG7GNH/QrDqHxkiIiIiraHChBgnISHB310Q8aJMdlC2CvjxPXdBImtt644REg0RiRDR5afHT89j0uCEiyEyqW373ALKpZhGmRQTdbR7+eX4p0z6pqsixqmsrCQsLMzf3RDxUCY7mEMZsGGBe/nOyqLm7ROVDMnDIOVkSBkGSQMhIgmCzJ2kTrkU0yiTYiKn09mu9/SPHTu2U96OcDRmzJjBjBkz/N0Nv2nvTHZUKkyIccrKyoiLi/N3N0Q8lMljpLoM9n4DWesBl3sSyW5DIK5X43M2lByE3avdK2Xs+gIK9zRxIgv0Hg09znAXIZKHQXRyW72KY0a5FNMok2Iip9Pp7y6IeFEmfVNhQoxjOQaTxom0hDLZTqrLYd8a2P2lu7Cwf4N79Yq6QqKh68+g28/chYqug6Ekx12E2LkKDmc073yRXeHkX8IpN0Bcz7Z9LX6gXIpplEkREWktjSER43Tv3t3fXRDxoky2ofJ8+GIWvHoRPNkD3rwCVv/FXaDwVZQA92SVe7+GtS/DB3fDK+fAP6+HNS82oyhhgb7nwjVvwq9/hHP/77goSoByKeZRJsUUM2bMwGKxYLFYCA4Opri4mBkzZjBkyBAiIyPp2rUr48eP5+uvv/ba79ChQ/zhD39g8ODBREREkJCQwOWXX87GjRsbPNfKlSs951q5cmWD7bKysrjzzjvp06cPoaGhpKSkcNlll/HZZ5+16LV9/PHHXHzxxXTp0oXw8HAGDBjAb37zG7Kzs1t0nKZ8+umn/OIXv6B3796EhYURHR3N0KFDmT59OgcOHDiqY9f+8/GlV69eWCwWbrzxRgC2bNnCtGnT6NWrFyEhIXTt2pWJEyfyzTffNOt8u3fv5re//S3Dhw8nISGB0NBQevfuzbhx43jmmWfYu3dvg/t+//333HrrrfTv35/w8HCioqIYPHgwv/71r9m9e3ej56x5jTWroyxZsoQLLriA1NRUIiIiGDp0KM8//zw2m82zn8vlYuHChYwdO5akpCTCw8M55ZRTePHFF5t1y1B5eTnPPvss48aNo2vXrgQHB5OUlMQFF1zAa6+9hsPhaNY18wuXHPeKiopcgKuoqMjfXWmW/fv3+7sLIl6UyTay8wuX6y8nulyPRrf/Y9YAl+vTGS5X/i5/v+p2o1yKaZTJhlVUVLg2b97sqqio8HdXOoVHH33UBbgAV2ZmpmvAgAGe72s/AgMDXYsWLXK5XC7Xd9995+revbvPdiEhIa7ly5f7PNeKFSs87VasWOGzzcqVK13R0dE+jw24Zs6c6dXnhtx7770NHiMpKcm1fv16V8+ePV2Aa8qUKa3qa2lpqWvixIkNngdwRUZGupYuXdron0FjmnqttV/Du+++6woPD2/wz++f//xno+eaNWuWKygoqNHXM2bMGJ/7/vnPf3YFBAQ0uF9ISIjr9ddf97nvrl27PO1ee+011+23397gcSZNmuSy2+2uyspK11VXXdVgu2nTpjX6WteuXdtghmseI0eOdOXk5DR6HF9a+x7Wks+hupVDjKP7rsQ0yuRRcthg5ROw+q+4/15sRIAVUk6BoDDI+R4q8pt3juAo6DXKPXdEnzHu+SmO82HlyqWYRpkUE11//fVkZWXx0EMPcdFFFxEeHs6XX37Jo48+SnFxMTfffDMjRoxgwoQJVFRU8Kc//YkxY8YQFBTEf/7zH/70pz9RVVXF1KlT2b59O8HBLVsaevfu3Vx66aWUlJQQEBDArbfeylVXXUVMTAybNm3iySef5NFHH2XEiBGNHueZZ57hueeeAyAlJYWHHnqIkSNHUllZyUcffcSzzz7LVVddRXl5eauvlcPh4NJLL2XFihVYLBYmT57MpEmT6N27NzabjbVr13pGGFx55ZV8/fXXDB8+vNXna8qmTZv417/+RXJyMvfffz8jRozA5XKxbNkynnzySSorK7n11ls555xz6NKlS739H3/8cR555BEAYmNjueOOOxg3bhwJCQkUFhby7bff8t577/kcuTF37lwefvhhALp06cJvf/tbzjrrLBwOB5999hmzZs2irKyMG2+8kcTERMaPH9/g63jxxRdZs2YN48eP55ZbbiElJYWcnByeeOIJ1qxZw5IlS3jttdfYtGkT77zzDtdffz3XX389ycnJbN++nRkzZrBlyxZeeeUVJk2axEUXXVTvHN9//z3jxo2jrKyMpKQkbr/9ds4++2wSEhI4dOgQH3zwAS+99BJr167l8ssvZ/Xq1QQFBbX2j6Z9tLhcIh1ORxsxkZub6+8uiHhRJo9C3k6X6+VzGh7ZMCPOvf3TR12u7Z+6XJUlR/Z1Ol2uov0u19b/uFyrnna5/vVLl+u5k937PdbF5VowweVaNcvl2rvW5bLb/PYS/UW5FNMokw1r1m8bHQ6Xq/Rw53k4HO12vWv/Rj4kJMT1zTff1Gvz0Ucfedp06dLFlZiY6MrMzKzXbs6cOZ52S5Ysqbe9qVEIkyZN8mxfuHBhve3FxcWuoUOHev1Wu66cnBzPqIGePXu6Dhw4UK/N8uXLXVar1XOM1oyY+Mtf/uICXEFBQa6PP/643naXy+XKz893DR482AW4Ro0a5bNNU5o7YgJwDR8+3FVYWFivzVtvveVp89e//rXe9g0bNnhGOwwYMMC1b9++BvtTd9uhQ4c81zslJcW1d+/eevt8++23roiICBfg6t69u6u6utpre+0RE4Drvvvu82yz2dz/ZikrK3P16tXLBbgSExNdFovF9eyzz9Y714EDB1xRUVEuwHXZZZfV2+50Ol0nnXSSC3ANHTrUdfjwYZ+v85NPPvFck3nz5jV4PXzRiAnplCIjI/3dBREvymQrbVoEH/4Gqkvqb+s9Bs68G3qcDiFRvve3WCA6xf0YcOGRn9urISDQ/ejElEsxjTJ5lCryYVZff/fi2HlwB0Qktvtp7r33Xk477bR6Px8/fjw9e/Zkz549HD58mBdffJG+fetf/6lTp3L//fdTWVnJ6tWrmThxYrPPfeDAAf79738DMGHCBK677rp6baKionj55Zd99rHG66+/7hkJ8cwzz9CtW7d6bc455xymTZvGCy+80Oz+1Waz2XjmmWcAuOuuu7j44ot9touLi2PWrFmMHz+eL7/8kszMTPr169eqczbHq6++SkxMTL2fX3/99UyfPp3s7GxWr17Nr3/9a6/ts2bNwul0YrFY+Oc//0lqamqD56i77bXXXvO63mlpafX2Ofnkk3nooYf4wx/+wP79+3n//fe5+uqrfR4/LS2Np59+2vN9zVKh4eHhTJkyhZkzZ5Kbm8vpp5/OvffeW2//bt26MXHiRN544w1Wr15db/tHH33Epk2bAHjjjTdITPT939VFF13EVVddxaJFi3jttde4+eabfbbzF01+KcY5fPiwv7sg4kWZbKGqEljyK1gyrX5RIsAK5z8Gv3wf+p/fcFGiMdbgTl+UAOVSzKNMiomuuuqqBreddNJJgHtFmWuuucZnm7CwMPr37w/Azp07W3TuFStWeCYbnDp1aoPtRo4cyeDBgxvcXjNBZlxcHJdffnmD7W666aYW9a+2tWvXeia1bOha1Bg9erTneXp6eqvP2ZQhQ4Z4/ozqslgsnHzyyUD9Pxen08l//vMfAMaMGeNp11w11zs2NpYrr7yywXa33HJLvX18mTRpktdtE3b7kcm+a7++a6+9tsFjDB06FICCggIKCwu9ttUUv0444YQGr1eNmj+7devWGTcRpkZMiIhI26guhx/eda+yUbC7/vb4PnDlfOh+yjHvmoiIdE41RQVfYmNjAUhMTCQuLq7JdiUlPkYANuL777/3PD/11FMbbTty5Eh+/PHHRo9z8sknY7U2/PFt2LBhBAcHU11d3aJ+Aqxfv97z/Iwzzmj2fjk5OS0+V3OdeOKJjW6Pj48H6v+57Nq1y/PhvXYRpbl++OEHwH29G5uHoWvXrvTq1Yvdu3d79vFlwIABDW6ryVZL2pWUlHh9X/Nnt3Xr1mYv21xdXU1+fr7PuTn8RYUJMU7Nm4yIKZTJJhzaAhteg//9A6qKfLcZej2Mf7p1IyTEJ+VSTKNMiomiohr+e6f2kPrG1LRr6W+YCwoKPM+TkpIabdu1a9cmj9PUMaxWK/Hx8a0qFhw6dKjF+wBHNdlmU1r755Kbm+t5npyc3OLz5ue7J95u7M+kRrdu3di9e7dnH1/qvo7AwCOjPmteg692tdVuV/f1mvhn1xoqTIhxqqurm3wjEjmWlEkf7FWQsRTWvwp7vmq4XUg0TPgbDGl4KK20jnIpplEmj1JYvHvehc4i7NgUslyuJlaDOkbnbuo32c3pZ3N+G97a11v7w+7KlStJSEho1n5NFUv8rbkjCFq7b2uud1tnsubP7qyzzuLFF19s9n4pKSlt2o+jpcKEGKe0tNRreJKIvymTtZQehm/mwrdvQHlu421TR8KVr0Bcr2PStc5GuRTTKJNHKSDgmEwG2dn4cxnb2qOIDh486HMSxRqN/dY7Li6OnJwcDh482Oj57Ha71yiNlqhdiAgODuZnP/tZq45jgtqTP2ZnZ7d4//j4eA4cONCskSc1fyYtGTHW1plMSEjg4MGDHD58uEP/uWnySxERaVpJDvznYXh2CHz510aKEhbodz5MXgg3LVNRQkREOq0hQ4Z4nq9bt67Rto1trznO//73P6+JE+v67rvvWjW/BOA1QeR///vfVh3DFL179/bMGfLFF1+0eP+aD/cbN27EZrM12O7QoUPs2bPHax9/qPmz27Ztm6c/HZEKE2Kc7t27+7sLIl46dSaLsuDjB+HZk+CbOWCv8N0uPBFG/Rru2Qi/eAdOvMT92z9pN506l2IkZVJM1Njkhe1t3LhxnvkEXn/99QbbrV+/vtHJE8877zzAPffB0qVLG2z36quvtrKnMGrUKM9v/V988UWKi4tbfSx/CwgIYPz48QCsWrWKjRs3tmj/mutdWFjIu+++22C7+fPne27LqNmnOdo6k5dddpnnee1lSTsa/atRjNOes/uKtEanzGTBHlh6Lzw3DNa+DI4q3+16jnKvtPGbzXDeDIjvfSx72al1ylyK0ZRJMVFjv/Fub8nJyZ7lPT/44AMWLVpUr01paSm33npro8eZMmUKYWFhAPzmN7/xeUvHqlWrePnll1vd19DQUB544AHA/d/y5MmTKSsra7B9SUkJs2fPbvX52tsDDzxAQEAALpeLyZMnk5WV1WDbutumTp3qmS/n/vvvZ9++ffX2+e677/jzn/8MuIuyV1xxRbP71taZvPLKKxk4cCAAL7zwAvPnz2+0/Q8//NBogctfNMeEGMe0NXVFOlUmi7Jg5ZPw3T/A2cBwUUsgDL0OzrwbkhpfykvaT6fKpXQIyqRIfc888wyffvopJSUlXH/99axatYqrrrqK6OhoNm3axJNPPsm2bdsYMWKE15KdtXXt2pXHH3+cBx54gN27dzN8+HAeeughRo4cSWVlJR9//DF/+9vf6N69O+Xl5Rw+fLhVfZ0+fTrLly9n+fLlfPLJJwwaNIjbbruNM844g9jYWEpKSti6dSsrV67k/fffJzQ0lLvuuutoLk+7GTZsGDNnzuT//u//2LZtG0OGDOHOO+9k3LhxJCQkUFhYyP/+9z+WLFlCYGAgK1as8OzbpUsXZs2axZ133kl2djYjRozgd7/7HWeeeSYOh4PPPvuMWbNmUVpaisVi4eWXX/bryJzAwED+9a9/ceaZZ1JaWsott9zC4sWLuf766znhhBMICgri0KFDbNy4kQ8//JCvv/6a+++/n0svvdRvffZFhQkxTmhoqL+7IOKlU2SyPB9WPwNrX2l4dERAEJz8c/ctG5o7wu86RS6lQ1EmxURHsypDW+jVqxcffPABl112GSUlJcydO5e5c+d6tXn00UcBGixMgPs393v37uXvf/87+/fvr1cQSExM5J133uGqq1q/ClZgYCBLly7ltttu44033mDv3r08/PDDDbY3fUWOP/zhDwQGBvLII49QWFjIn/70J/70pz/VazdmzJh6P7vjjjsoLCzk//7v/zh06BC/+c1v6rUJCQnh5Zdf9tw20lztkckhQ4bw1VdfcdVVV7F9+3aWLVvGsmXLGmwfHR3d5n04WipMiHFM/A9FOrcOk0lbBexcBVs/hr3fQGAQ9B4N/c+HnmeBNaT+PtXlsOYF+PI5qCryfdzAYDhlCpx1L8Q2PKO4HFsdJpfSaSiTYqKaOR78aezYsfz444888cQTfPzxxxw4cIC4uDhGjBjB3XffzYUXXsiMGTOaPM5zzz3HhRdeyN///nfWrVtHeXk5qampjB8/ngcffJDU1NSj7mtYWBivv/4699xzD/Pnz+eLL74gKyuLsrIyIiMj6dWrF8OHD+fiiy9mwoQJR32+9vbQQw9x1VVXMXfuXD777DP27t1LdXU1KSkp9O7dm0svvZRrr73W574PP/wwEyZMYPbs2Xz++edkZ2cTEBBAjx49uOCCC7jvvvvo1atXi/vUXpk86aST2Lx5MwsXLuS9995jw4YNHD58GKfTSUJCAieccAKjRo1i4sSJnHLKKe3Sh6NhcflzcV85JoqLi4mJiaGoqKhD/KMhKyurTd5YRdqK0ZksPQTblsHWT2DH5w1PThkcCX3GQv8L3I+IRNj4Jqx8CkobuC/cGgojboIz74Ho5HZ7CdI6RudSOiVlsmGVlZXs2rWL3r17a2TJMVZdXU1wcLC/uyHi0REz2dr3sJZ8DtWICRGRjsZWAetfhR/fh6x1QDPqy9WlsOVD9wMgLA4qGljrPMAKw2+E0dMhqmsbdVpERERExDcVJsQ4NesOi5jCqEzuWwfv3wZ5mUd3nIaKEj+7Esb9HhL6Ht3xpd0ZlUsRlEkxkwm3cojUpkz6psKEGMdub2AlABE/aZdMVpfD3q/dIxdSToGmJkKyVcLKP8PXz4PL2XA7SwD0OAMGXOQeWbF9Gez/liZHVfQ9B859FFKGtfSViJ/ovVJMo0yKiXTXuphGmfRNhQkxTklJCTExMf7uhohHm2Yy+3/w7Rvw/WKoKnb/LL4PnPwL9xKc0Sn199m/Ad67HXK3+j5mcCT0OxdOGO+ePyI8/si2sb+F0sOQ+Zm7SJH5ufcklymnwHkzoE/9GanFbHqvFNMok2Iip7ORYr6IHyiTvqkwISLS3ioK3YWIb9+AnE31t+fvhOWPwed/hH7nu4sUAy4CXLDqafjyb+By1N8v5RT3bRe9z/a94kaNyC4w7Dr3w2GDfWsh+1voMtBd0PDzUmoiIiIi0rmpMCHGSUnx8RtjET9qVSZdLtjztbsYsfl9sFc2Yx+ne1TD9mUQnuC+zcPXXBKBwTD2IfdqGYEtfBsPDIJeZ7kf0qHpvVJMo0yKiYKCgvzdBREvyqRvKkyIcQ4dOkS3bt383Q0RjxZlsuQgfLcQNr51dBNUlue5H3UlD4UrXoSug1p/bDku6L1STKNMionsdrs+CIpRlEnfVJgQ42jyLDFNk5l02N1zOHz7Bmz7j+/bLmqLSXPfrjHs51CcDRvfhB/fcy/p2ZAAK4z5LYz6tXvUg3R6eq8U0yiTYiJNNCimUSZ9U2FCjBMS0si98iLHUkkO/Pge8TmZsCUKAoLcRYEA65GvJTmw6V9QcqDxYwUEwYnj4ZQboM84CPhpqajYNOhxGlz0JGz+t3ukxd6vvfftOgSumAvJJ7XP65QOSe+VYhplUkxk0TxKYhhl0jcVJsQ4sbGx/u6CdHbZG+GbF+GHd8FpI/xojpXQ312MGHqdexLKhoREwsk/dz9yM923gxz8EXqdDSNvBWvw0fRCjkN6rxTTKJNiosDAQH93QcSLMumbChNinIMHD5Kamurvbkhn47DDlg9hzYuwN/3ojhUUDoMnwSm/hLTTWr7qRWI/OPeRo+uDHPf0XimmUSbFRHa7neBgFffFHMqkbypMiEjnVlHgnhti7StQtO/ojtV9OJz8S/jZlRAa3Tb9ExERERE5zqkwIcbRUFA5Jgr3Qvpcd1HCVtZwu8AQ7H3OxRoaAQ4bOO3uh8MGTpu7TbeTYNj10HXwsem7CHqvFPMok2IiDZsX0yiTvqkwIcZxOp3+7oJ0BOX57rkgsjfCgf9BURbE9oQ+Y92P+N6+9zvwHXz1d/cqGI2tnhHZDUbeAsOnUu4IJjpaIyDELHqvFNMokyIi0loqTIhxiouL9SFQ6tv/Lexa9VMx4n9QuKd+m+yNsPl99/O4XkeKFL3HuPf/+u/uYzQm5RQ4/Q4YdLlnwsnirCxlUoyj90oxjTIpJnI4HPoNtRhFmfRNhQkRMVtlMSy9F35c0rL9CnbDhgXuR1MsATDwMjjjTkg9teWTVYqIiIiISKupMCHGSU5O9ncXxBTZ/4PFN0LBrvY5flC4eynP0293j7BogDIpJlIuxTTKpJgoKCjI310Q8aJM+qbChBgnLy+PpKQkf3dD/Mnlcq+S8d/fg6O64XbWUOg2BJKHueeU2P8t7FwJ5bmNHz8iCU67FUbcDOHxTXZHmRQTKZdiGmVSTGS32/VBUIyiTPqmwoQYp7q6kQ+icvyrKIQP7oaMD+pvC42Bn10FKSdDyjDociIE1nljdzrh0I/uAsXOlbD7K7BXuLcl9Icz74aTroWg0GZ3SZkUEymXYhplUkzkcrn83QURL8qkbwH+7oBIXcHBwf7ugvjL/g3w0mjfRYnuI+BXq2HCX+GUX7pHStQtSgAEBLi3nXk3/OJd+N0euGkZ3Pwp3LkWhk9pUVEClEkxk3IpplEmxRQzZszAYrF4Hq01duxYLBYLY8eObbvO1VG7r+2tV69eWCwWbrzxxnY/lzTsWPxZd0QaMSHGiY9vemi9HIfWzYdPfgtOW/1tZ9wF5z7qWSWjRawh0OP0o+qaMikmUi7FNMqkmMhq1ccdMYsy6ZtGTIhxcnJy/N0FOda2/gc++k39okRYHFz3L7jwT60rSrQRZVJMpFyKaZRJMZHN5uMXHiJ+pEz6pnKNiPhXWZ57Tom60k6Hq+ZDTOqx75OIiIh0eitXrvR3F9rU7t27/d0FkQapMCHGiYmJ8XcX5FhxudwjJcoOef/8jLvgvBm+55DwA2VSTKRcimmUSTFRYGCgv7sg4kWZ9E2FCRHxnx/ehc3ve/+s/4VwwR9BEwOJiIiIiHQKmmNCjFNUVOTvLsixUJztHi1RW1gcXPZ344oSyqSYSLkU0yiTYiKHw0FlZSWzZs3ilFNOISoqiqioKEaOHMns2bOx2+0N7tucVTlcLhevv/46o0ePJi4ujsjISIYMGcJjjz1GcXExgGfVjRkzZjTZ39b2tTkaW5Vj5cqVnn7W3MKyaNEizj33XLp06UJYWBgnnHAC06dPJz8/v1nn+/jjj/nFL35Bnz59iIiIICYmhsGDBzN58mTeffddKioqfO7ndDp56623GD9+PN26dSM4OJguXbowbtw45s6d2+jSxHVXOSkuLmbGjBkMGTKEyMhIunbtyvjx4/n666+99jt06BB/+MMfGDx4MBERESQkJHD55ZezcePGZr3WrVu3cs899zB48GBiYmIICwujT58+TJ06lW+//darrcPhaNYxOx2XHPeKiopcgKuoqMjfXWmWffv2+bsL0t6cTpfrjYku16PR3o8flvi7Zz4pk2Ii5VJMo0w2rKKiwrV582ZXRUWFv7vSKTz66KMuwAW49u7d6xo6dKjn+7qPSy+91OVwOHweZ8yYMS7ANWbMGJ/bq6qqXBMmTGjw2P3793ft3r3b8/2jjz7aaF9zcnJa3dfm6NmzpwtwTZkypd62FStWeM7z2Wefua6//voG+9GvXz/XgQMHGjxPbm6u69xzz21w/5rHa6+9Vm/fvLw811lnndXofgMHDnTt3r3b57nr/tkPGDDA5zECAwNdixYtcrlcLtd3333n6t69u892ISEhruXLlzd6XR977DGX1WptsL8Wi8X1yCOPeNpXVVU1ejwTtfY9rCWfQzViQozTtWtXf3dB2tv6V2HHcu+f/ewqGDzRP/1pgjIpJlIuxTTKpJho8uTJZGRkcM899/Dpp5+yYcMGFi5cyMCBAwFYunQpr7zySquOfffdd/Phhx8CMGjQIF599VXWrVvH8uXLueuuu9i5cyeTJ09u9vEmTZrUbn1tiUceeYSFCxdyxRVXsGTJEjZs2MDHH3/MJZdcAkBmZia//vWvfe5bXl7OuHHjWL7c/e+84cOH89JLL/HVV1+xfv163nvvPX7961+TkpJSb1+Hw8GECRP46quvABgzZgyLFy9m/fr1fPDBB1xxxRUAZGRkcO6551JaWtro67j66qvJysrioYceYtWqVaxbt46//e1vREdH43A4uPnmm9m1axcTJkygoqKCP/3pT3z55ZesWbOGmTNnEhwcTFVVFVOnTm1wlMYjjzzCI488gt1u58wzz2TevHmkp6ezfv163n77bc444wxcLhePPfYYzz//PKDlQhvUyqKJdCAdbcTEoUOH/N0FaUzBXpcr/QWXK/Pz1u2ft8Pl+mOy90iJv5zgcpXltW0/25AyKSZSLsU0ymTDmvPbRofT4cqryOs0D4ez9b/5b0rt35oHBQW5VqxYUa9NXl6eq2vXri7AddJJJ/k8TmMjJjZs2OCyWCwuwDVy5EhXWVlZvTaLFy/2+s15UyMmjqavzdHcEROA649//GO9Nk6n03XBBRe4AJfVavX53/x9993nOcadd97pcjqdPvtSVVXlysnJ8frZ7NmzPfvecMMNPvd9+OGHPW2mT59eb3vt6xkSEuL65ptv6rX56KOPPG26dOniSkxMdGVmZtZrN2fOHE+7JUvqj+pdu3atKyAgwAW4/vCHP/h8nQ6Hw/WLX/zCBbiioqJcBQUFrurqap9tTXYsRkyoXCPGqaqq8ncXpCHfv+Ne2tNW7v5+5K1w0VMQ0MzBV04HvHc72Mq8f37ZbAiPb9u+tiFlUkykXIpplMmjU1hVyJh/jfF3N46ZVdeuIj60/f/uv+OOO3zOEREfH8/UqVN58skn2bRpE0VFRS1aWebll1/G5XIB8MorrxAeHl6vzVVXXcXEiRN57733mnXMu+++u1362lLDhw/n4Ycfrvdzi8XCb37zG/773/9it9tJT0/nsssu82wvKCjg5ZdfBuCUU07hueee88z1UFdwcHC9UVZz5swBIDExkdmzZ/vc97HHHmPJkiVs2bKFV155hccee4yQkBCf57jvvvs47bTT6v18/Pjx9OzZkz179nD48GFefPFF+vbtW6/d1KlTuf/++6msrGT16tVMnOg9svepp57C6XQyfPhwHnvsMZ99CAgI4Pnnn2fx4sWUlJTwzjvvcMMNN/hs29npVg4xTlCQGUtESi0OG3zyO3j35iNFCYC1L8OSae7tzfH187DvG++fjbgJ+p/Xdn1tB8qkmEi5FNMok2Ki66+/vsFtw4cP9zzftWtXi45bc6vCsGHDOOmkkxps15IPoT//+c8b3HY0fW2p66+/vsGCQu1+7Ny502vbihUrKC93/zvxnnvuadGymNnZ2WRkZABwzTXXEBUV5bNdYGAgU6dOBdyFkLoTS9bW2G00NX9mFouFa665xmebsLAw+vfvD9R/rTabjU8++QRwF6Aaul4AsbGxDBkyBID09PRG23ZmKkyIcRITE/3dBamt5CC8fhmsecH39h/egX9cB9XlvrcDuFyw+d+w4k/eP4/rBec/3mZdbS/KpJhIuRTTKJNiosGDBze4LT7+yIiNkpKSZh+zsrKSzMxMwPuDui8jRoxo9nFPPPHEBre1tq+t0dp+1F7BYvTo0S065w8//OB57muUQ221t9fer64BAwY0uC02NhZwv2/FxcU12a7ua928ebOnCPPQQw95VgJp6LF+/XoAcnJyNMdEA1SYEOMcOHDA312QGnvXwEujYe/XjbfL/BTevAIqCupvO7TFvW3RDeCoPXGQBSa+BCGRbdjh9qFMiomUSzGNMikmamwkT0CtW1FbsoRjYWGh53lSUlKjbbt06dLs4/q6HaRGa/vaGq3tR25urud5cnJyi85ZewnSpibS7datm8/96mrO62isTe12dV/roUOHGt2vIeXl5dhszRxp3MmoXCMi9blcsPYVWPYQOOusmR0YAqf9CtbN876tY98aeG08/PI9iOoGlUWw8klY8xK4fPwFetY90OP09n0dIiIiHURsSCyrrl3l724cM7Ehsf7uwjGhYfst19Q1q5nbw59qFypmzZrFRRdd1Kz9IiIi2qtLHZ4KE2Kc6Ohof3ehcyvcB8tnwveL62+LSYNr3oDup8DAS+Htq6Gy8Mj2Q5th/gVw2m3w5V+h7LDvc5wwHsb9vl263x6USTGRcimmUSaPToAl4JhMBtnZtGSeg+aqGd4PTf/mvLW/We+Iat/OdeDAAXr37t3sfWvfIpKTk9No24MHD/rc71hKSEjwPLfZbPzsZz9r9r7tPeKlo9KtHGKc9vgLRJohbwf8+y74+8m+ixJ9xsKtq9xFCYC0kTD1E4js5t2ucI97pIWvokR0d7jqVZi8EKy+Z1A2kTIpJlIuxTTKpHQWoaGhnlUcauYOaEhT248np5xyiuf5F1980aJ9a3+wX7NmTaNt165d63O/Y2nw4MEEBwcD8N///tcvfTjeqDAhxiko8DFPgbSfg5vh3Vtg9gjY+CY4fdz3Nuo38IslEJHg/fOug+DmZRDfp/FzBAbD2Q/AXevgZ1dCBxvWqEyKiZRLMY0yKSZqr99On3vuuQB89913bNq0qcF2b7zxRruc30Tjxo3z3Krw/PPPt+jap6SkMHDgQADP0pq+OBwOFixYAEBcXJxXMeRYCg8P92Rg5cqVXsWSpmjEhG8qTIh0Vtkb4Z8/hxfOcI+QcDnrtwmOgmvfgvMehYAGfhMW1wtuWgZdh/jefsIlcOcaOPf/IFj31YmIiEjHd+utt3rmQpg2bZpnhYba3n33Xd57771j3TW/iY2N5Ve/+hUAGzZs4L777mtwPgibzVbvNpc777wTgMOHD3P33Xf73HfmzJls3rwZcF/3kBD/jcD9/e9/78nA5MmT2bFjR4NtHQ4HCxcuJCsr61h1r8NRYUKM09RMvNIGvvsXvHIObPnQ93ZrKIy81V1QGHhp08eLTIKpH0Gvs4/8LKEf/PxduG5h0yMqDKdMiomUSzGNMikmaq+lGYcPH860adMA960Fp556KgsWLGDDhg2sWLGCe+65h2uvvZaRI0d69ukME2E+/vjjDBni/mXV7NmzOfXUU3nllVf45ptv+Pbbb/nggw+YPn06vXv35uOPP/ba97bbbuOMM84A4PXXX+ecc87hnXfe4dtvv+Wjjz7iyiuv5PHH3cvM9+3bl//7v/87ti+ujrPOOotHHnkEgF27djFs2DDuu+8+Pv74YzZu3Mg333zDP//5T+6991569OjBz3/+cwoLC7VcaAN0VcQ4RUVFx2Yt9N1fQsEe6H+++4N1Z1GSAx/e18AIiUgYcROccRdEtfAfmKExMGUp7FwJAVZIOw2swW3RY787ZpkUaQHlUkyjTIqJHA6H1xKXben5558nOzubDz/8kM2bNzN16lSv7b1792bhwoX069cPcM9NcbwLDw/n888/58orr+SLL75gw4YN3Hrrrc3aNzAwkA8//JDLLruMr776ipUrV7Jy5cp67QYOHMgnn3xCZKT/l5yfMWMGsbGx/O53v6O0tJTnnnuO5557zmfb4OBgQkND2zWTHZkKE2KcysrK9j/J+tfcH84BYnvCLZ91nuLEqqe8l/kEd1HhtNvdy4CGH8XsxhYL9B13dP0z0DHJpEgLKZdiGmVSTNSeS0sGBwfzwQcf8PrrrzN//ny+//57bDYbPXv2ZOLEiTzwwANeoyRiYmLarS8mSUxMZNWqVbz33nssXLiQb775hsOHDxMeHk737t0ZOnQo11xzjc8lNuPj4/niiy9YuHAhb7/9Nhs3biQ/P5/o6GiGDBnCVVddxbRp0zwTT5rgvvvu4+qrr+all17i008/JTMzk8LCQkJCQujevTtDhgzh/PPP58orryQxMZHq6mp/d9lIFpcJC8FKuyouLiYmJoaioqIOsZRXTk4O3bp1a7rh0Zh7Jhz68cj3J/8CLp/Tvuc0QW4mzBkJrlqT7gy6HC6bDaHmZ8NfjkkmRVpIuRTTKJMNq6ysZNeuXfTu3btT/NbcJDabjaCgIL+d/8svv+Tss923un722WeeCROl8/J3Jlujte9hLfkcqhETYpx2v0fVYYfcbd4/2/iW+xaG7sOP7tilh6C61D0Ko6HJIpvidEJ5LhRnQ8kB99fSg1BRAJVFUFHo/lr509fqMug62F1YSejb+LGXz/QuSlhD4aInVZRogu6bFhMpl2IaZVJM5O/7+f/xj38AEBQUxPDhR/nvTDku+DuTpjL2qpSXlzNnzhwWL15MZmYm1dXVpKWlcckll3DPPffQo0ePNjtXeno6c+fOZfXq1eTk5BAXF8fQoUO58cYbmTx5crOOYbfbmT9/Pm+//TYZGRmUlpbSvXt3zjvvPO655x4GDRrUqr5Nnz6dWbNmeb5fsWIFY8eObdWxOor9+/eTmprafico3ON7ScxPfgs3/Reac89XdRkc2uIedXFw85Gv5bnu7aGx0O9c6He++6uv20RcLsjbAVlrYd9aOJRxpBjhq3+N2ZsOb10Jt66AsDjfbfatg4wPvH92+u0QndKyc3VC7Z5JkVZQLsU0yqSYyGaztduw/9zcXKxWK7GxsT63L1u2jJdeegmAyy67rMF20rm0ZyY7MiMLEzt27OCSSy5h69atXj/fsmULW7ZsYd68eSxcuJDx48cf9bkee+wxZs6cidN5ZCLAnJwccnJyWLZsGQsXLmTRokWNDlnJy8vjkksuYc2aNfVex44dO1iwYAFz587lpptualHfvvvuO/72t7+17AVJ0+qOlqiRtQ42/QuGXdfwvnk73AWMzM+ARu6CqiyEH951PwCSh7kn2Uw52V3AyFrrPl9FG675XrALltwK1/2rfnHF5YLPHvX+WWgsnHVf251fREREpBP54YcfuPzyy7n66qs577zz6Nu3LwEBAezZs4cPPviAt956C4fDQVhYGH/+85/93V0RoxlXmCgtLWXChAmeosS0adOYPHkyYWFhrFixgieeeIKioiKuvvpq0tPTOemkk1p9rnnz5vHoo+4Pa3379uXhhx9myJAhZGdn89xzz7FixQqWLl3KLbfcwltvveXzGA6Hg0mTJnmKEpMmTWLatGnEx8ezZs0a/vjHP3Lo0CFuvfVWunfvzoUXXtisvjmdTqZNm4bdbicpKaneOr/Hs3afYbehwgS4P7wPnAAhUfW3FeyGBZe4RzS01IH/uR/tbft/YeUTcM7v6/z8U9jzlffPRj8AYbHt36fjgAmzPovUpVyKaZRJMVF7r35QXFzM/PnzmT9/vs/t0dHRLF68mAEDBrRrP6Tj0IocvhlXmPjLX/7Cli1bAHj66ad58MEHPdvOOOMMxo0bx+jRoykvL+e+++7j888/b9V5CgsLPcfu0aMH33zzjdcSVxMmTGDixIksXbqUt99+m1tvvZXRo0fXO86bb77JF198AcAdd9zBnDlHJlAcOXIkF198McOHD6e4uJi7776bzZs3N+u+or///e+sW7eOE088kYkTJ/LEE0+06nV2RO0+tCl3e8PbSg/CF7Pg/Me8f16cDa9f1rqiRGtZAiCyG0QnQ1Sye7WM0Fj3Chphse7n1lD36iJlh4/s98XTkDIMTrzE/b3TAZ/N8D52dCqcOu1YvIrjgobbiYmUSzGNMikmqr0qRlsbMWIECxYs4JNPPmHTpk0cPnyYwsJCoqOj6devHxdddBF33XUXXbp0abc+SMfTnpnsyIxalcNms5GUlERhYSEDBw7khx9+8FlRuu222zz3a61fv75VE8nMmjWL6dOnA+5JaXzNJZGVlUWvXr1wOBxMmDCBpUuX1mszePBgNm/eTFxcHFlZWYSHh9dr8+STT/LQQw8B8M4773DllVc22rd9+/YxaNAgSktLWbFiBStXrmTmzJlA6+aY6GircmRlZbXvParzL4R93xz5PjAYHLWW7QkIgjvXHJlIsiwPXrsYcr1vLcISAPF9oesgSBr809dB7uPtWO4epbBzpXsyzMZEdoXUU92PhL4QleIuRkQkQWAzaoe7v3QXTWpPahkc5Z5vIrE//O8f8P5t3vtc8QIMu77pYwtwDDIp0grKpZhGmWyYVuXwn+rqahXNxCgdMZPHYlUOo8aRrFy5ksLCQgCmTJnS4DCXG2+80fN8yZIlrTrX+++/D7iHV02aNMlnm9TUVM477zwAPv30U0pLvT9gbt++nc2bNwNw7bXX+ixKtKa/d9xxB6WlpUyZMuW4n+jSL+reynHeDHcxoobTBv9xF5KoLIK3JtYvSnQdAg/ugLvXwzVvwNjfwsBL3YWF2DQYfiNMfhum74IpS+HMu91Fi9BYSDkFTrsNrpwP930P9291tx11n/sYqcPdE1I2pygB0GsUXPgn759Vl8A/fw5lubCizrakwXDStc07toiIiIiISDsz6laO1atXe56PGTOmwXYjRowgIiKCsrIyvvzyyxafp7q6mrVr1wLu20Maq1iNGTOGZcuWUVVVxbp16xg3blyL+9utWzcGDBjAtm3bmuzvokWL+PDDD4mPj/dajaMzadfhbmV5UJHv/bMBF0FJDnz99yM/274MfnwfvnkBDnzn3T6hP/zyPfetFU2xBkPv0e7HBX886u436LTbYP+38P2iIz/L3Qovng0l2d5tz5vR+qVMOykNwRQTKZdiGmVSTKSlGcU0yqRvRo2YyMjI8Dw/8cQTG2xntVrp27dvvX2aa/v27djt9ibPU3d73XM1t7+1t+/bt4+ysjKfbQoLC7n33nsBeOqppzrtX/B1R6a0qbw680sEBkNsTxj9oPvWidoWT/G+5QMgJg1ueB8iDfuzsVjg0ueg2xDvn9ctSvQc5V4dRFqkXTMp0krKpZhGmRQT1V55T8QEyqRvRhUm9u3bB0BEREST6/ympaUBcPjwYaqqqlp1HqDJeyFrzlN3v9Yex+VykZWV5bPN9OnTycnJ4cwzz+Tmm29u9HiNqaqqori42OvRkVRUVLTfwevexhHf133LRGg0nD+z8X0ju8IN/4YYQ++fDQ6Ha9+CsLiG25w/013EkBZp10yKtJJyKaZRJsVE+hAoplEmfTNqHElJSQnQvOWmIiIiPM9LS0sJCQlp8Xmac66652mP4wB8+eWXzJs3D6vVyosvvnhUs7U+8cQTnskya9u/fz/FxcUkJyeTm5uLzWYjJCSE2NhYDh48CEBMTAwARUVFgPs2lPz8fM8kLQkJCRw44F6ZIjo6moCAAM+8IF27dqWwsJCqqiqsVitJSUlkZ7t/Yx8VFYXVaqWgoACApKQkiouLqaysJDAwkG7durF//37A/Q+b8vJy8vPdt1x06dKF0tJSKioqCAgIICUlhf379+NyuYiIiCA0NJS8vDwAEhMTKS8vp7y8HIvFQvfu3cnOzsbpdBIeHk50ToZX6KtjenHop0JR6kmTqf76BYIPbap37VyhcZROfIuiihDIyiIlJYVDhw5ht9vrXcPY2FicTqenIFT7egcHBxMfH09OTk6T1zsoKIjExMSWXe8yKyFjniJx2W1YXN5velV9L+Iw3Qg8cIDk5GRPgSwyMpKQkBCf17Du9Q4PDyc8PJzc3FwAEhISqKyspKysrN71DgsLIzIyksOH3SuGxMfHU11d7cl/9+7dycnJweFwEBoaSnR0tGdZ3Li4OOx2u+e/sZZe77y8PE9mG7veta+hr+sdGBhIQUEBBQUFdO3alaKiIiorK7FarXTt2tWT2cjISIKDgxvNbM31bk5mm3O9wV0Qbcn1PnjwIHa7ndDQUGJiYjzXMC4uDofD4TOzJr5HNOd6t/Y9ou71rqqq8lzD1NRUDhw44FmTPioqypPZ+Ph4bDZbqzPbmveIkpISHA5Hq693UFCQ5xomJSVRUlJCRUUFgYGBeo9o4XtETdvO/h5RUFCg94gG3iMiIiJwOp1UV1cTEBBAUFAQdrsdl8uFxWIhMDDQM5o3MNB9u6XD4Z7Uum5bq9WKzWY76rZWqxWHw+GzbUBAABaLxaut0+n0fKAKDg6murra0zYgIMDT//ZqGxgYiMvl8rQNCgry9NfXNaxpa7fb2+16N3YNj8fr3dpreCyut69rWNO2bl78fb3tdnu7Xu/2eI+w2Wy4XC5ycnKwWq3N/ndE7c/LTTFqVY6+ffuyc+dO0tLS2Lt3b6Ntb7jhBt58803APXKhJbNAv/nmm9xwww0AzJ8/n5tuuqnBtjt37vTcNnLzzTczb948z7Zzzz3Xs1ypw+FodE3aRx55hMcffxxwz00xatQoz7bq6mqGDRtGRkYGDz74IE8//bTXvjNmzGjRqhxVVVVeo0iKi4tJS0vrMKtytKuF18K2/xz5/uwH4Nz/O/J91gaYd473PsGRMOUD6N7y1V/8ZvVfYXmt4pQl0L3SSGJ///VJRESkk6qurmbHjh306NHD65dVIiIdQVlZGXv37qVv374tWlGk3VflsNvtWCyWo34sWLDA67g1S4/UVJ0aU/uDd1hYWIv6X3uJk6bO1dh52uo4f/7zn8nIyKBHjx48+uijjR6nOUJCQoiOjvZ6dCQN3erSJnLrzDFR94N66nA4ddqR762hcP2/OlZRAmDUr2Hkr458f/FTKkochXbNpEgrKZdiGmWyYVarlYCAACorK/3dlU6nOZ8rRI6ljpjJyspKAgIC2nXiTqNu5YiKigKaN3lS7Qkkm3Prh6/zNOdcjZ2n7nEaW9O1oeNs2bKFJ554AoDnn39eVfT2ZK+Cgt3eP/P1Yf3ipyFpIBTugVOmuJcA7WgsFhj/NJx+OwSFQVQ3f/dIRESk0woICCA8PJzS0lISEhL83R0RkRYpLS0lPDy80TsEjlarChNWq7VVq2HUlZyc7PV9amoqa9asoaysjMLCwkYnwKyZeLJLly4tml+i5jw1mqru157gsvZEmL6Ok5iY2ORxLBaL135/+9vfqK6upk+fPpSXl/PPf/6z3r4//PCD5/nnn3/uuRf20ksvPS4LGe32mvJ3gcvh/bMEH4WJgAA4tfWTjxolvre/e3BcOB7/O5OOT7kU0yiTjYuOjiY7O5uCggLi4hqZqFraVHt+kBJpjY6WyYKCAsrLy0lJSWnX87R6xERTy2O2xqBBg3j33XcB90iC008/3Wc7u93Ojh07ABg4cGCLzzNgwAACAwNxOBxs2bKl0ba1t9c916BBg7zaDRs2rMnjpKWlef3FXXOLx86dO7nuuuua7HvNPBUAu3btOi7/EdDYyJOjUndFjqhk92ocIk1ot0yKHAXlUkyjTDYuJiaGiooKcnJyKCsrIyYmBqvVelQTnkvTaibAFDFFR8iky+XCbrdTVFRESUkJcXFxnsmN24tRt3LUnhBy1apVDRYm1q9f77k14qyzzmrxeYKDgxk5ciTp6emkp6d7Zor2ZdWqVYB73oYRI0Y02t/Jkyf7PEZOTg7btm1rdX87m7y8vBZNZtpsdQsTCf3a/hxyXGq3TIocBeVSTKNMNq1r164EBwdTWFioOTmOEbvd3q73xYu0VEfKZEhICF27dj0mo7yMuiJjx471zNr5+uuvM336dJ9V5NqTZk6cOLFV57riiitIT0+nuLiYJUuW+CwqZGVl8dlnnwHuFThqzykB7pEXAwcOJCMjg0WLFvHMM88QHh7eov4uWLCg3iSgdbV0VQ5pQF6m9/eJA/zTDxEREemULBYL8fHxniVva5blk/aTk5NDt26aa0vM0VEyGRgYeExHdRlVmAgODuaee+7h8ccfJyMjg7/85S88+OCDXm3S09OZP38+AGPGjOHUU0+td5zdu3fTu3dvT5uVK1fWa3PLLbfw5z//maKiIn73u99x/vnne01G5HA4uOOOOzx/YTzwwAM++/zAAw9w8803k5+fz/Tp05k9e7bX9h07dngmt+zbt2+rCymdSWNzdRyVuiMmVJiQZmq3TIocBeVSTKNMNp/FYiEoKIigoCB/d+W4161bN91mJEZRJn0zbuaNBx98kAED3B8Yp0+fzq9+9StWrFjBN998wxNPPMEFF1yA3W4nLCyMZ599ttXniY+P56mnngJgz549nHbaabz22musX7+eDz74gPPPP5+lS5cCcN111zFu3Difx5kyZYrn9ow5c+Zw1VVXsWzZMtauXcvs2bM588wzKS4uJiAggOeff77DDNvxp/Ly8rY/qMvV9FKhIg1ol0yKHCXlUkyjTIqJlEsxjTLpm3GfkqOiovjoo48YP34827dv5+WXX+bll1/2ahMdHc3bb7/d6GSTzfGrX/2K7OxsHn/8cXbs2MFNN91Ur8348eN59dVXGzxGYGAg77//PuPHj2fdunW8++67ngk8awQHBzN79mwuvvjio+pvZ1FeXk58fHzbHrT0IFQVe/9MhQlppnbJpMhRUi7FNMqkmEi5FNMok74ZN2ICoF+/fmzcuJGnnnqKESNGEBsbS3h4OCeccAK//vWv2bRpExMmTGiTc82cOZMvv/yS66+/nrS0NIKDg0lKSuL8889n4cKFfPTRR00OtUlMTOTrr79m7ty5jBo1ioSEBEJDQ+nTpw/Tpk3j22+/Zdq0aW3S386gXe5jqjtawhoG0ZqgS5pHM6aLiZRLMY0yKSZSLsU0yqRvFpfL5fJ3J6R9FRcXeyYVjY7upMtjrpsPH/3myPfdhsBtX/qvPyIiIiIiIsexlnwONXLEhHRu+/fvb/uD1ptfQhNfSvO1SyZFjpJyKaZRJsVEyqWYRpn0TYUJMU67DOKpuyJHguaXkObTwDIxkXIpplEmxUTKpZhGmfRNhQkxTnh4eNsfVCtyyFFol0yKHCXlUkyjTIqJlEsxjTLpmwoTYpw2/4+1uhyK9nn/TLdySAvoLxAxkXIpplEmxUTKpZhGmfRNhQkxTm5ubtseMH8HUGfIVEK/tj2HHNfaPJMibUC5FNMok2Ii5VJMo0z6psKEHP/qzi8RkwbBqlSKiIiIiIiYQIUJMU5CQkLbHlDzS8hRavNMirQB5VJMo0yKiZRLMY0y6ZsKE2KcysrKtj2glgqVo9TmmRRpA8qlmEaZFBMpl2IaZdI3FSbEOGVlZW17wLq3cmjEhLRQm2dSpA0ol2IaZVJMpFyKaZRJ31SYkOOb0wl5md4/S1BhQkRERERExBQqTIhxUlNT2+5gxfvBVu79M93KIS3UppkUaSPKpZhGmRQTKZdiGmXSNxUmxDjZ2dltd7C8OvNLBEdBVLe2O750Cm2aSZE2olyKaZRJMZFyKaZRJn1TYUKM43Q62+5gvlbksFja7vjSKbRpJkXaiHIpplEmxUTKpZhGmfRNhQkxTlhYWNsdTBNfShto00yKtBHlUkyjTIqJlEsxjTLpmwoTYpzIyMi2O5gKE9IG2jSTIm1EuRTTKJNiIuVSTKNM+qbChBjn8OHDbXewerdyaOJLabk2zaRIG1EuxTTKpJhIuRTTKJO+qTAhx6+qEig54P0zFSZERERERESMosKEGCc+Pr5tDlR3tIQlAOL7tM2xpVNps0yKtCHlUkyjTIqJlEsxjTLpm9XfHRABoDzfPbqhohBn3n4IsEFFAVQWQkWh+2t1uXupz4S+7gJDfF+I6wnWEN/HrFuYiG2krUgjqqurCQ8P93c3RLwol2IaZVJMpFyKaZRJ31SYEDOsehrWvABAi6aDsQRATKq76BBQJ86Fe72/120c0kqlpaXExsb6uxsiXpRLMY0yKSZSLsU0yqRvKkyIGcJiW7efy+kuQNQtQviiFTlERERERESMozkmxAyhse1/ji4ntv855LjUvXt3f3dBpB7lUkyjTIqJlEsxjTLpm0ZMiBlqRkyExGAPjsIameAuVoTFHvlqDYXCfZC/A/J3QlkLltqJSoaBE9q829I5HDx4kG7duvm7GyJelEsxjTIpJlIuxTTKpG8qTIgZfnYVDLkaAgLJycoiNTW16X0qi90Fivyd9ZcFrS0kGgZcCGFxbddf6VTsdru/uyBSj3IpplEmxUTKpZhGmfRNhQkxQ+CRKIaGhjZvn9BoSBnmfoi0o2ZnUuQYUi7FNMqkmEi5FNMok75pjgkxTkxMjL+7IOJFmRQTKZdiGmVSTKRcimmUSd9UmBDjHDx40N9dEPGiTIqJlEsxjTIpJlIuxTTKpG8qTIiIiIiIiIiI36gwIcaJi9MklWIWZVJMpFyKaZRJMZFyKaZRJn1TYUKM43A4/N0FES/KpJhIuRTTKJNiIuVSTKNM+qbChBinuLjY310Q8aJMiomUSzGNMikmUi7FNMqkbypMiIiIiIiIiIjfqDAhxklOTvZ3F0S8KJNiIuVSTKNMiomUSzGNMumbChNinNzcXH93QcSLMikmUi7FNMqkmEi5FNMok76pMCHGsdls/u6CiBdlUkykXIpplEkxkXIpplEmfVNhQowTEhLi7y6IeFEmxUTKpZhGmRQTKZdiGmXSNxUmxDixsbH+7oKIF2VSTKRcimmUSTGRcimmUSZ9U2FCjHPw4EF/d0HEizIpJlIuxTTKpJhIuRTTKJO+qTAhIiIiIiIiIn6jwoQYJyYmxt9dEPGiTIqJlEsxjTIpJlIuxTTKpG8qTIiIiIiIiIiI36gwIcYpKirydxdEvCiTYiLlUkyjTIqJlEsxjTLpmwoTIiIiIiIiIuI3KkyIcbp16+bvLoh4USbFRMqlmEaZFBMpl2IaZdI3FSbEOPn5+f7ugogXZVJMpFyKaZRJMZFyKaZRJn1TYUKMU11d7e8uiHhRJsVEyqWYRpkUEymXYhpl0jcVJsQ4wcHB/u6CiBdlUkykXIpplEkxkXIpplEmfVNhQoyTkJDg7y6IeFEmxUTKpZhGmRQTKZdiGmXSNxUmxDgHDhzwdxdEvCiTYiLlUkyjTIqJlEsxjTLpmwoTIiIiIiIiIuI3KkyIcaKjo/3dBREvyqSYSLkU0yiTYiLlUkyjTPqmwoQYJyBAsRSzKJNiIuVSTKNMiomUSzGNMumbrooYp7Cw0N9dEPGiTIqJlEsxjTIpJlIuxTTKpG8qTIiIiIiIiIiI36gwIcbp2rWrv7sg4kWZFBMpl2IaZVJMpFyKaZRJ31SYEONoeJOYRpkUEymXYhplUkykXIpplEnfVJgQ41RVVfm7CyJelEkxkXIpplEmxUTKpZhGmfRNhQkxjtVq9XcXRLwok2Ii5VJMo0yKiZRLMY0y6ZsKE2KcpKQkf3dBxIsyKSZSLsU0yqSYSLkU0yiTvqkwIcbJzs72dxdEvCiTYiLlUkyjTIqJlEsxjTLpmwoTIiIiIiIiIuI3KkyIcaKiovzdBREvyqSYSLkU0yiTYiLlUkyjTPqmwoQYRxPCiGmUSTGRcimmUSbFRMqlmEaZ9E2FCTFOQUGBv7sg4kWZFBMpl2IaZVJMpFyKaZRJ31SYEBERERERERG/UWFCjKMldMQ0yqSYSLkU0yiTYiLlUkyjTPpmbGGivLycWbNmMXLkSOLj44mMjGTgwIE88MAD7N27t03PlZ6ezi9/+Ut69epFaGgoycnJXHTRRfzzn/9s9jHsdjsvvfQSo0ePpkuXLoSFhdGvXz9uu+02Nm/e3OT+FoulWY+xY8cexSvtGIqLi/3dBREvyqSYSLkU0yiTYiLlUkyjTPpm5MwbO3bs4JJLLmHr1q1eP9+yZQtbtmxh3rx5LFy4kPHjxx/1uR577DFmzpyJ0+n0/CwnJ4ecnByWLVvGwoULWbRoEaGhoQ0eIy8vj0suuYQ1a9bUex07duxgwYIFzJ07l5tuuumo+9sZVFZW+rsLIl6USTGRcimmUSbFRMqlmEaZ9M24EROlpaVMmDDBU5SYNm0ay5cv5+uvv+ZPf/oTkZGRFBUVcfXVV7Np06ajOte8efN49NFHcTqd9O3bl/nz57N27Vref/99xo0bB8DSpUu55ZZbGjyGw+Fg0qRJnqLEpEmT+OSTT1izZg1///vfSUpKoqqqiltvvZVly5Y12afbb7+d77//vsHHa6+9dlSvuSMIDAz0dxdEvCiTYiLlUkyjTIqJlEsxjTLpm8Xlcrn83YnaZsyYwcyZMwF4+umnefDBB722p6enM3r0aOx2O+PGjePzzz9v1XkKCwvp3bs3hYWF9OjRgw0bNpCYmOjZ7nA4mDhxIkuXLgVg1apVjB49ut5xFixYwNSpUwG44447mDNnjtf2zMxMhg8fTnFxMf3792fz5s0+l4ixWCwAPProo8yYMaNVr6khxcXFxMTEUFRURHR0dJseuz24XC7P9RAxgTIpJlIuxTTKpJhIuRTTdKZMtuRzqFEjJmw2G8899xwAAwcO5P7776/X5owzzuDmm28GYMWKFWzYsKFV53rllVcoLCwE4KmnnvIqSoC7kjV37lxPRWvWrFk+j1Pz87i4OJ9t+vXrx0MPPQTA9u3b+fe//92q/nYm+/fv93cXRLwok2Ii5VJMo0yKiZRLMY0y6ZtRhYmVK1d6igVTpkwhIMB392688UbP8yVLlrTqXO+//z4A0dHRTJo0yWeb1NRUzjvvPAA+/fRTSktLvbZv377dM7HltddeS3h4eLv1V0REREREROR4ZFRhYvXq1Z7nY8aMabDdiBEjiIiIAODLL79s8Xmqq6tZu3Yt4B6BERwc3GDbmn5UVVWxbt26VvW3W7duDBgwoNX97WwiIyP93QURL8qkmEi5FNMok2Ii5VJMo0z6ZlRhIiMjw/P8xBNPbLCd1Wqlb9++9fZpru3bt2O325s8T93tdc/V3P7W3r5v3z7KysoabLd48WJOOOEEwsLCiIqKon///kyZMoUVK1Y0evzjSWOFIhF/UCbFRMqlmEaZFBMpl2IaZdI3owoT+/btAyAiIoLY2NhG26alpQFw+PBhqqqqWnUecN+u0Zzz1N2vtcdxuVxkZWU12G7z5s1s27aNyspKSktLyczM5I033uCcc85h4sSJFBUVNXqe40F+fr6/uyDiRZkUEymXYhplUkykXIpplEnf6i8P4UclJSVA84a31NzKAe4lRkNCQlp8nuacq+552uM4AOHh4Vx22WWce+65nHjiiURGRnL48GFWrVrFiy++SF5eHu+//z6XX345n376KUFBQQ2eq6qqyqtYU1xc3GjfRERERERERPzFqMJEZWUl0LzhLbULERUVFa06T3PO1dh52uo44J6d1dcokfPPP5+7776biy++mI0bN7Jq1SpeeOEF7rnnngbP9cQTT3iWXK17juLiYpKTk8nNzcVmsxESEkJsbCwHDx4EICYmBsAzMqNbt27k5+dTXV1NcHAwCQkJHDhwAHBPHBoQEOCZsLRr164UFhZSVVWF1WolKSmJ7OxsAKKiorBarRQUFACQlJREcXExlZWVBAYG0q1bN88MtcHBwZSXl3uqiV26dKG0tJSKigoCAgJISUlh//79uFwuIiIiCA0NJS8vD4DExETKy8spLy/HYrHQvXt3srOzcTqdhIeHEx4eTm5uLgAJCQlUVVV5CkWpqakcOHAAh8PhuZXm0KFDAMTHx2Oz2TzFqJSUFA4dOoTdbq93DWNjY3E6nZ6CUO3rHRwcTHx8PDk5OU1e76CgIBITE1t9vYOCgjzXMCkpiZKSEioqKggMDCQ5OdkzcicyMpKQkBCf17Du9fZ1DSsrKykrK6t3vcPCwjwFtpprWF1d7bne3bt3JycnB4fDQWhoKNHR0Z7rHRcXh91ub/X1zsvL82S2setd+xr6ut6BgYEUFBRgs9mw2WwUFRVRWVmJ1Wqla9eunsxGRkYSHBzcaGZrrndzMtuc612T2ZZc74MHD2K32wkNDSUmJsZzDePi4nA4HD4za+J7RHOud2d4jwD30tZ6j/D/e0RN287+HlH7vwG9R/j/PUL/jnC/R9hsNpxOp94j8P97RFOZ7SzvETabjby8vE7xHlH7F/lNsbhcLlezW//Ebrc3+hv75nrttde8VqwYPHgwmzdvpmvXrp6L2ZBrr72WRYsWAZCbm0tCQkKzz7t48WKuueYaAF544QVuu+22BttmZGQwaNAgAO666y6ef/55z7ZLLrmEjz/+GHAXG0JDQxs8zm9/+1uefvppANavX8/w4cOb3V+AnTt3MnDgQKqrq+nXrx/bt29vsK2vERNpaWnNWj/WBHl5eS368xRpb8qkmEi5FNMok2Ii5VJM05kyWVxcTExMTLM+hxo1x0RUVBTg+1aHumpPINnSmU1rztOcczV2nrY6TnP06dOH888/H4DMzExPtcqXkJAQoqOjvR4dSUtHwIi0N2VSTKRcimmUSTGRcimmUSZ9a9WtHFartVWrYdSVnJzs9X1qaipr1qyhrKyMwsLCRifArJl4skuXLi2aX6LmPDUam4iy9nnAeyJMX8dJTExs8jgWi6XJiTIbMmjQID766CPAfVtGSkpKq45juoAAo+plIsqkGEm5FNMok2Ii5VJMo0z61uo5JppaHrM1Bg0axLvvvgvAli1bOP300322s9vt7NixA4CBAwe2+DwDBgwgMDAQh8PBli1bGm1be3vdc9Xc4lHTbtiwYU0eJy0tzWsizJZoxV03HdLxWnCRjkuZFBMpl2IaZVJMpFyKaZRJ34wq14waNcrzfNWqVQ22W79+vefWiLPOOqvF5wkODmbkyJEApKeneyYR86WmHyEhIYwYMaJV/c3JyWHbtm2t7m+NzZs3e54fz4GumZhGxBTKpJhIuRTTKJNiIuVSTKNM+mZUYWLs2LGemUNff/31BkcILFiwwPN84sSJrTrXFVdcAbgn5FiyZInPNllZWXz22WcAnHvuuV5zSoB75EXNKIpFixZRXl7ebv3duXMnn376KeCeb6J79+6tOk5H0FlGhkjHoUyKiZRLMY0yKSZSLsU0yqRvRhUmgoODPctgZmRk8Je//KVem/T0dObPnw/AmDFjOPXUU+u12b17NxaLBYvFwtixY32e65ZbbvEUQX73u995loCp4XA4uOOOO3A4HAA88MADPo9T8/P8/HymT59eb/uOHTt44oknAOjbt6/PwsTSpUux2+0+jw9w8OBBrrrqKmw2GwB33nlng22PB6291UWkvSiTYiLlUkyjTIqJlEsxjTLpW6uWC21PJSUljBgxwnPrw6233srkyZMJ27aVbQAAQ85JREFUCwtjxYoV/PnPf6a0tJSwsDC+/vprn/M67N69m969ewPu4sXKlSt9nuull17yLBXat29ffv/73zNkyBCys7N59tlnWbFiBQDXXXcdCxcu9HkMh8PBmDFj+OqrrwC48sormTZtGnFxcaxdu5bHH3+cQ4cOERAQwIcffsjFF19c7xi9evXCZrNx5ZVXcsYZZ9CrVy/CwsLIzc1l5cqVvPjii57CyahRo/jss89aNOFnS5ZpMUFFRQVhYWH+7oaIhzIpJlIuxTTKpJhIuRTTdKZMtuRzqHGFCXAvhzl+/Hi2b9/uc3t0dDRvv/02EyZM8Lm9uYUJgEcffZTHH3+8wSE148eP59133yU0NLTBY+Tm5jJ+/HjWrVvnc3twcDCzZ89m2rRpPrf36tWLPXv2NHj8GldeeSXz5s1rdLUSXzpaYSIrK6vVK5eItAdlUkykXIpplEkxkXIppulMmWzJ59BWr8rRnvr168fGjRuZM2cOixcvJjMzk+rqatLS0hg/fjz33nsvPXv2bJNzzZw5kwsvvJA5c+awevVqDh48SGxsLEOHDmXq1Klcd911TR4jMTGRr7/+mldeeYWFCxeSkZFBWVkZKSkpnHvuudx7770MHjy4wf1ff/11Vq1aRXp6Ojt37iQ3N5fi4mIiIyNJS0vjzDPPZMqUKZxxxhlt8ppFRERERERETGHkiAlpWx1txERlZWWjI1REjjVlUkykXIpplEkxkXIppulMmWzJ51CjJr8UARpc3UTEX5RJMZFyKaZRJsVEyqWYRpn0TYUJMY7+YxXTKJNiIuVSTKNMiomUSzGNMumbChNiHIvF4u8uiHhRJsVEyqWYRpkUEymXYhpl0jfNMdEJdLQ5JkRERERERKRj0xwT0qFlZ2f7uwsiXpRJMZFyKaZRJsVEyqWYRpn0TYUJMY7T6fR3F0S8KJNiIuVSTKNMiomUSzGNMumbChNinPDwcH93QcSLMikmUi7FNMqkmEi5FNMok76pMCHG0X+sYhplUkykXIpplEkxkXIpplEmfVNhQoyTm5vr7y6IeFEmxUTKpZhGmRQTKZdiGmXSNxUmRERERERERMRvVJgQ4yQkJPi7CyJelEkxkXIpplEmxUTKpZhGmfRNhQkxTlVVlb+7IOJFmRQTKZdiGmVSTKRcimmUSd9UmBDjlJaW+rsLIl6USTGRcimmUSbFRMqlmEaZ9E2FCRERERERERHxG4vL5XL5uxPSvoqLi4mJiaGoqIjo6Gh/d0dERERERESOcy35HKoRE2KcAwcO+LsLIl6USTGRcimmUSbFRMqlmEaZ9E2FCTGOw+HwdxdEvCiTYiLlUkyjTIqJlEsxjTLpmwoTYpywsDB/d0HEizIpJlIuxTTKpJhIuRTTKJO+qTAhxomKivJ3F0S8KJNiIuVSTKNMiomUSzGNMumbChNinEOHDvm7CyJelEkxkXIpplEmxUTKpZhGmfRNhQkRERERERER8RsVJsQ48fHx/u6CiBdlUkykXIpplEkxkXIpplEmfVNhQoxjs9n83QURL8qkmEi5FNMok2Ii5VJMo0z6psKEGKekpMTfXRDxokyKiZRLMY0yKSZSLsU0yqRvKkyIiIiIiIiIiN9YXC6Xy9+dkPZVXFxMTEwMRUVFREdH+7s7TXI6nQQEqGYm5lAmxUTKpZhGmRQTKZdims6UyZZ8Du0cV0Q6FC2hI6ZRJsVEyqWYRpkUEymXYhpl0jcVJsQ4drvd310Q8aJMiomUSzGNMikmUi7FNMqkbypMiHFCQkL83QURL8qkmEi5FNMok2Ii5VJMo0z6psKEGCc2NtbfXRDxokyKiZRLMY0yKSZSLsU0yqRvKkyIcQ4ePOjvLoh4USbFRMqlmEaZFBMpl2IaZdI3FSZERERERERExG9UmBDjaHiTmEaZFBMpl2IaZVJMpFyKaZRJ31SYEOM4nU5/d0HEizIpJlIuxTTKpJhIuRTTKJO+qTAhxikuLvZ3F0S8KJNiIuVSTKNMiomUSzGNMumbChMiIiIiIiIi4jcqTIhxkpOT/d0FES/KpJhIuRTTKJNiIuVSTKNM+qbChBgnNzfX310Q8aJMiomUSzGNMikmUi7FNMqkbypMiHFsNpu/uyDiRZkUEymXYhplUkykXIpplEnfVJgQ4wQHB/u7CyJelEkxkXIpplEmxUTKpZhGmfRNhQkxTnx8vL+7IOJFmRQTKZdiGmVSTKRcimmUSd9UmBDj5OTk+LsLIl6USTGRcimmUSbFRMqlmEaZ9E2FCRERERERERHxGxUmxDgxMTH+7oKIF2VSTKRcimmUSTGRcimmUSZ9U2FCRERERERERPxGhQkxTlFRkb+7IOJFmRQTKZdiGmVSTKRcimmUSd9UmBARERERERERv1FhQozTrVs3f3dBxIsyKSZSLsU0yqSYSLkU0yiTvqkwIcbJz8/3dxdEvCiTYiLlUkyjTIqJlEsxjTLpmwoTYpzq6mp/d0HEizIpJlIuxTTKpJhIuRTTKJO+qTAhxgkKCvJ3F0S8KJNiIuVSTKNMiomUSzFNW2bS5rC12bH8zervDojUlZiY6O8uiHhRJsVEyqWYRpkUEymXYpqmMulyuSizlXG44jC5FbkcLnd/za3I5XDFYffPy93Py2xlbPjFBgIDAo9R79uPChNinAMHDpCamurvboh4KJNiIuVSTKNMiomUS2lrLpeLA2UH2F28G7vTjgULFouFAALAgud7z/8sFmwOGyW2EkqrS8k6nEVgeCCltlJKq0s9X0tsJRRXFZNXmUeFvaLZ/cmvzKdLeJd2fMXHhgoTIiIiIiIiInVUO6rZUbiDLflb2FawjS35W9hasJWS6hJ/d83jcMVhFSZE2kN0dLS/uyDiRZkUEymXYhplUkykXIovNqeNcls5Zbayeo8DZQfYmr+VLQVb2FW4C7vL7u/uNiq3ItffXWgTKkyIcQICNCermEWZFBMpl2IaZVJMpFwePxxOBznlOewp2sOu4l3sKd5Ddmk21Y5qnC4nDpcDp8vpedR8X/O1wl7hKUZUOzvGyhiRQZEkhiXSJbyL+2tYF7qEdSEx/MjzlMgUf3ezTagwIcYpLCwkMjLS390Q8VAmxUTKpZhGmRQTKZf+5XQ5KbWVUlxVTEl1CVWOKgDPnAw1czFgwev7cns5e4r3sLtot/tr8W72Fu81qqAQFRRFRHAELpcLFy7c///pfzU/wz0nhTXASmRwJJFBkVidVhKjEokKjiIiKIKooCjPtsjgSBJCEzzFhzBrmJ9f5bGjwoSIiIiIiIg0m91pZ0/xHrYVbGN7wXZyK3IpqS6huLrY87W4upjS6lLPB/SOLDUylRPjT2RA/ABOjDuRE+JPIDkiGYvF0uJjZWVlaUJWH1SYEON07drV310Q8aJMiomUSzGNMikmUi6PjsvlIq8yz1OA2FawjW0F29hRuAOb0+bv7rWZcGs4EUERRARFEB0STf/Y/pwQfwInxJ3AgLgBRAa33agbZdI3FSbEOIWFhXTp0vFnlpXjhzIpJlIuxTTKpJioM+ey2lHtGcFQ+1FcXUyFvYIqRxWV9kqqHFVHHvYqKh3un1XYK9hTvIf8ynx/vxQvkUGR9IruRc+YnvSM6kl4UDiBlkACLAHurwEB3t//9DU4MJiIoAgigyIJDzpSiAizhhFgOXZzkXTmTDZGhQkxTlVVlb+7IOJFmRQTKZdiGmVSTNSRc+lyuaiwV3jdGlFc5f5aVFV05Ge1fl67+FAzn4MpAi2BhFpD682/4HQ5683NEGgJJDUqlV7RvdxFiOie9Ipxf00ITWjVLRSm6MiZbE8qTIhxrFbFUsyiTIqJlEsxjTIpJjqWuXQ4He55Fwq3UVxVfGRVCKcDFy6v7524V46osFVQYivxmp+hpLqE0upSSqpLjF+qMiksif7x/ekR1YOYkBiig6OJCo4iOjja8zwmJIao4CjCreEduqDQVvRe6ZuuihgnKSnJ310Q8aJMiomUSzGNMikmaq9cllaXsq1gG1vyt7CtYBtb87eSWZhJpaOyXc7nb2HWMPrF9mNA3AD6x/V3f43tT2xorL+71uHovdI3FSbEONnZ2ZqpVoyiTIqJlEsxjTIpJqrJZc0tAp7bBmp/73Jhd9kpt5VTWl1Kqa2UMlvZka/VR77fX7qfLflb2F+6398vrUVCA0OJCo4iKti9NGW4NZzQwFBCrCGEBIZ4nocGhhIcGOz5vktYF/rH9Sc1MpXAgEB/v4zjgt4rfVNhQkREREREOgybw0ZRdRF5FXnkVeaRV5FHfmW+1/e1f+5wOfzd5TYRGRTpvkUiJNpzq0R0SDQxwTFeP6spQNR+hASG+Lv7Io1SYUKMExUV5e8uiHhRJsVEyqWYRpmUlrA77ZTZytzzKdhKj8ytYCuluKqYwqpCCqsKvZ4XVRVRWFVIub3c391vVFJYEt2juntWhKhZFcJisXj9LMASQJg17MhIhp8KD/UKC0HuUQ7WAH10Ox7ovdI3pVuMExQU5O8uiHhRJsVEyqWYRpnsPFwuF3tL9vJD7g/8kPsDm/M2U1BVUK+dBe+JDl24PLdGmF5caA6rxUrv2N6cGHciJ8SfwIC4AZwQfwLxofH+7poYTO+VvhlbmCgvL2fOnDksXryYzMxMqqurSUtL45JLLuGee+6hR48ebXau9PR05s6dy+rVq8nJySEuLo6hQ4dy4403Mnny5GYdw263M3/+fN5++20yMjIoLS2le/funHfeedxzzz0MGjSo2f3Jzc3l1Vdf5d///jc7duygoKCAhIQE0tLSGD16NJMmTeKMM85o7cs1Xn5+PuHh4f7uhoiHMikmUi7FNMrk8etw+WG+z/3eU4j4Me9HiquL/d2tdhNmDSMyKJKIoAgigyKJDI70fB8bEku/uH6cGH8ifWL6EBwY7O/uSgej90rfLC6Xy+XvTtS1Y8cOLrnkErZu3epze0xMDAsXLmT8+PFHfa7HHnuMmTNn4nQ6fW6/9NJLWbRoEaGhoQ0eIy8vj0suuYQ1a9b43B4SEsLcuXO56aabmuzP4sWLuf3228nLy2uwzeWXX87777/f5LFqFBcXExMTQ1FREdHR0c3ez1+ysrI0IYwYRZkUEymXYhpl0v+cLif7S/eTVZKFzWnD5XJP7ujEWe+5w+Wg2lFNma2MMluZe+LHnyZ7LLeVU2Z3j2zIq8jjUMUhf7+0BsWFxJEQlkBCaALxYfEkhCaQEJZAYlgiCaEJ2IvtpCanEmAJwIIFi8WCBYvneyx4brUIDwonwhqhSR6lXXWm98qWfA41rjBRWlrKqaeeypYtWwCYNm0akydPJiwsjBUrVvDEE09QWlpKeHg46enpnHTSSa0+17x585g2bRoAffv25eGHH2bIkCFkZ2fz3HPPsWLFCgB+/vOf89Zbb/k8hsPh4JxzzuGLL74AYNKkSUybNo34+HjWrFnDH//4Rw4dOkRgYCAfffQRF154YYP9eeONN5g6dSpOp5OkpCRuv/12Ro0aRXx8PDk5OezYsYOlS5cSExPD4sWLm/06O1phorq6muBgVZ/FHMqkmEi5FNMok8eOzWljX8k+dhbuZGfRTnYU7mBn0U52F+3ukMtVBlgCPHMs1MyrEBsSS3RwNLEhscSGxBITEkNMSIzX85iQGIICGh8Wr1yKaTpTJjt0YWLGjBnMnDkTgKeffpoHH3zQa3t6ejqjR4/Gbrczbtw4Pv/881adp7CwkN69e1NYWEiPHj3YsGEDiYmJnu0Oh4OJEyeydOlSAFatWsXo0aPrHWfBggVMnToVgDvuuIM5c+Z4bc/MzGT48OEUFxfTv39/Nm/ejNVa/w6ajIwMTj75ZKqqqjj77LM9BQhfWhrmjlaYyMvLIyEhwd/dEPFQJsVEyqWYRpn0zeVyUVhV6Jncsbi62GvCR8/31aVUO6txupw4nA6cON3PXQ6cTqdntEN+RT57SvZgd9r9/dJICE1gSOIQBicOpldMLwIt7pEGtT9euPD+qBFmDSM6ONqrCBFmDcNi8Z6Poq0ol2KazpTJDluYsNlsJCUlUVhYyMCBA/nhhx8ICAio1+62227jpZdeAmD9+vUMHz68xeeaNWsW06dPB+Af//iHz7kksrKy6NWrFw6HgwkTJniKFLUNHjyYzZs3ExcXR1ZWls/7hZ588kkeeughAN555x2uvPLKem3OO+88li9fTmJiIhkZGV5FkqPV0QoTnWl4k3QMyqSYSLkU03TWTJbZysgpyyGnLIcDZQc4UHbA6/uDZQepdlb7u5tHLSIogsEJgxmcOJghiUMYkjiEruFd262g0FY6ay7FXJ0pky35HGrU5JcrV66ksLAQgClTpvgsSgDceOONnsLEkiVLWlWYqJmjITo6mkmTJvlsk5qaynnnnceyZcv49NNPKS0tJTIy0rN9+/btbN68GYBrr722wUlMbrzxRk9hYsmSJfUKE1u2bGH58uUA3HXXXW1alOiIAgN1X5+YRZkUEymXYpqOnEmbw+Y1kqHmeXF1MUVVRRRXFVNUfeRrUZX7UVxdTIW9wt/dr6dmecmaeRRqlqa0WCwE8NNXSwBBAUFEBEV4PcKDwj0TPYZbw4kMjqRPTB96RffqkHMvdORcyvFJmfTNqMLE6tWrPc/HjBnTYLsRI0YQERFBWVkZX375ZYvPU11dzdq1awE444wzGr0tYsyYMSxbtoyqqirWrVvHuHHjWtzfbt26MWDAALZt2+azv7Xni7j66qs9zwsKCsjNzSU+Pr7TDPcBSE5O9ncXRLwok2Ii5VJMY2Imy2xlZJdmu0cylB4guyybA6UHyCnPobCqkNJq9+0UHXFeBoDEsET6xPRxP2L70DemL31i+5AQmmD8SIZjxcRcSuemTPpmVGEiIyPD8/zEE09ssJ3VaqVv375s2rTJa5/m2r59O3a7vcnz1N2ekZHhVZhobn9rtm/bto19+/ZRVlZGRESEZ9s333wDuFcbGThwIG+//TZPP/00mzZt8rTp3bs3U6ZM4f777/catXE86kzDm6RjUCbFRMqlmKY1mXS5XJTbyz1zLDhcDvdcCq4j8yu4cOFwur/anXYq7BWU28spt5W7n9vK3StJ2Mspt5dTWl3KwfKDZJdmG7ekpTXASnRwNNHB0fUme4wKjiIkMIRASyAWi4VAS6BntYiaEQ8BlgDCrGH0julN75jexIT4no9MjtB7pZhGmfTNqMLEvn37AIiIiCA2NrbRtmlpaWzatInDhw9TVVVFSEhIi88DNBmKtLQ0n/u19jgul4usrCxOOOEEz7aa20F69erF3XffXW8CTYBdu3YxY8YM3nnnHZYtW0ZKSkqD56qqqqKqqsrzfXGxWX8pi4iIyPHL5XKRV5lHVkkW+0r2kVWaxcGygxRXF3tukai5TaKmGHE8iAuJo1tEN7pFdCM5Itnra7eIbsSGxBISGKKRDCIiPhhVmCgpKQFo1oiA2iMOSktLW1SYqDlPc85V9zztcZz8/HzAPdfEd999R2xsLE8++SSTJk0iOjqa77//nkceeYRPPvmEH374gauvvprVq1c3OAfHE0884VnZpLb9+/dTXFxMcnIyubm52Gw2QkJCiI2N5eDBgwCelUCKiooA920o+fn5npVAEhISOHDgAOCenyMgIMAzL0jXrl0pLCykqqoKq9VKUlIS2dnZAERFRWG1WikoKAAgKSmJ4uJiKisrCQwMpFu3buzfvx/46bcn5eWe69KlSxdKS0upqKggICCAlJQU9u/fj8vlIiIigtDQUPLy8gBITEykvLyc8vJyLBYL3bt3Jzs7G6fTSXh4OOHh4eTm5gKQkJBAVVWV588jNTWVAwcO4HA4CAsLIyoqikOH3Ot2x8fHY7PZPH/mKSkpHDp0CLvdXu8axsbG4nQ6PQWh2tc7ODjYs/xrU9c7KCiIxMTEVl/voKAgzzVMSkqipKSEiooKAgMDSU5OJisrC3BnNyQkxOc1rHu9fV3DyspKysrK6l3vsLAwIiMjOXz4sOcaVldXe6539+7dycnJweFwEBoaSnR0tOd6x8XFYbfbW3298/LyPJlt7HrXvoa+rndgYCAFBQWUl5djs9koKiqisrISq9VK165dPZmNjIwkODi40czWXO/mZLY517smsy253gcPHsRutxMaGkpMTIznGsbFxeFwOHxm1sT3iOZc787wHlFdXY3D4dB7RCuud1u/R9S0Pd7fI/IK8yi1lRIeF87ew3spqiyikkqqAqrYfng7+0v3k7cuj+yybKocR35B0tEEBwQTYY0gwhpBfHg8oYQSYY0gLiyOhPAEAm2BRFojSYlPIcwShtVuJTEkkX49+/l+j6iG6MhoqsqqyC1x/1np3xHH7j2ivLwcp9Op9wj07whT/h1RXl5OXl6e3/8dcSzeI2p/Xm6KUaty9O3bl507d5KWlsbevXsbbXvDDTfw5ptvAu6RCy0ZDvPmm29yww03ADB//nxuuummBtvu3LmTvn37AnDzzTczb948z7Zzzz3Xs1ypw+FosFAA8Mgjj/D4448D7rkpRo0a5dlmtVpxONy/LQgMDOTLL7/k9NNP99rf6XQyYcIEPvnkE8A9L8VVV13l81y+RkykpaV1mFU5KioqCAsL83c3RDyUSTGRciktYXPYyCzMJCM/g815m8nIy2BPyR6cLidWi9Vzy0BggPu2AWuA+2dAh5+HAdzLWiZHJJMcmUxKRArJkckkhCUQHRTtuY0iMjjSczuFHD/0Ximm6UyZbPdVOex2O0FBQa3qXG2vvfYaN954o+f70NBQwD05ZVNqf/Bu6R9szXmac67GzlP3OLW/b+lxaiqXV199db2iBEBAQACzZs3yFCb+8Y9/NFiYCAkJadEIEtPk5eXpvisxijIpJlIupS6Xy0WprZSiqiJyK3LZVrCNzXmb2Zy3me2F27E77f7uYpPqzq8QYAkggAACAn76+tMcC+FB4YRbwz2rSIRZwwi3hnuedwnr4ilCdIvoRqi14X+jyfFN75ViGmXSN6Nu5YiKigLq3+rgS80HeWjerR++ztOcczV2nrrHaaww0dRxarZffPHFDR5j8ODBnuFZ69ata7TfIiIi0nEUVRWxo3AHO4p2UFRVhMPp8Ez+6OtrabW7AFFYVei1fKVJ8zUEBQTRPbI73aO60z2iO3GhcUQFR3lN/hgdUmvEQlCkZ5SGiIh0Lq0qTFit1lathlFX3aVSUlNTWbNmDWVlZRQWFjY6AWbNxJNdunRp8eiA2hWqmvu1mjoPeE+E6es4iYmJTR7HYrHUq5ClpaV57gNqziSa+/fv99yPdDxq7DqK+IMyKSZSLs3idDkps7l/yVB7BYWa3/IHWAKwWCyUVpeyo2gHmQWZZBZmuosRhTs4VNGx/l4Ps4YRFeQuLEQHR5McmUy30G70iutFamQqqVGpJIUnqdAgfqf3SjGNMulbq0dMNLU8ZmsMGjSId999F3BPBOnrlgZw30qyY8cOAAYOHNji8wwYMIDAwEAcDgdbtmxptG3t7XXPNWjQIK92w4YNa/I4aWlpXhNhgnskRM0IiJq5JhpSs91qNWqwS5sqLy9vdPSJyLGmTIqJlMu2UVRVxPe535NTloPT5fT83OVy4cI9DZcLl2dZy8LKQgqrjjxqRi0UVxd77e+LBYvnmP6SFpXGwPiBDEwYyInxJxJuDcfhcrgfTseRkRk1z3ESGRR5ZITDT1+DA4PrHTs/P5/4+Hg/vCqRhum9UkyjTPpm1Kfb2hNCrlq1qsHCxPr16z23Ppx11lktPk9wcDAjR44kPT2d9PR0zyywvqxatQpwz9swYsSIRvs7efJkn8fIyclh27ZtDfZ39OjRLFiwAIAdO3Zw/vnnN9j3nTt3Au6ZcY9X5eXl+oeNGEWZFBMply1nd9rZXrCdTYc3sSl3E5sOb2J38e5jdv5jWZSwBlg9RYhBCYMYlDCIE+JPIDq4/SbBVibFRMqlmEaZ9M2owsTYsWM9s3a+/vrrTJ8+3edazzUf4gEmTpzYqnNdccUVpKenU1xczJIlS3wWFbKysvjss88A9wocteeUAPfIi4EDB5KRkcGiRYt45plnCA8Pb3F/L7vsMoKCgrDZbCxZsoTbbrvNZ59XrVrlWarm7LPPbvZr7WgaW91ExB+USTFRZ8ml0+Wk0l5Jma2Mcns5ZbYyymxlVNgr3D+zlVPlqGp0PoYyW5lnEsgKe4W/X1KDrAFWekX3IiUyBavF6lkho2bFjNpfw4PCiQmOITYklpiQGM8jNiSW2JBYwqxhPv8N1Z46SyalY1EuxTTKpG9GLRcK3stqPv300zz44INe29PT0xk9ejR2u50xY8awcuXKesfYvXs3vXv3BmiwTX5+Pn369KGoqIiePXuyYcMGEhISPNsdDgcTJ05k6dKlAHz++eeMGzeu3nFeffVVbr75ZgDuvPNOZs+e7bV9x44dnHLKKRQXF9O3b1+2bNni8zaMO+64gxdeeAFwr7hRt1BSUlLC6NGj+d///gfA2rVrOfXUU+sdx5eWLNMiIiLiL7kVuWzJ38KW/C1szd/K1oKt7Cne0+QtEh1NoCWQntE96Rvbl36x/TyPtOg0ggKOftUzERERE7Tkc6hxhYmSkhJGjBjhufXh1ltvZfLkyYSFhbFixQr+/Oc/U1paSlhYGF9//bXPeR2aU5gAeOmllzyjE/r27cvvf/97hgwZQnZ2Ns8++ywrVqwA4LrrrmPhwoU+j+FwOBgzZgxfffUVAFdeeSXTpk0jLi6OtWvX8vjjj3Po0CECAgL48MMPG1x14/Dhw4wYMYK9e/ditVq57bbbmDRpEtHR0Xz//fc89dRTnnkqbr/9dubOndu8C0rHK0zs37//uL5VRToeZVJMZGIuHU4HJdUlFFW7510oqS7B7rTjcDqwu+yeeQtqz2eQVZrFtvxtbMnfQl5lnl/6HRIYQt/YvgQHBHtGGVg4MtrAYrFgwUKoNdQzIqHmERN6ZJRCTHAMFosFl8uFw+XwfHXi9Dy3BlhJjUz1OUdDR2diJkWUSzFNZ8pkhy5MAGRmZjJ+/Hi2b9/uc3t0dDRvv/02EyZM8Lm9uYUJgEcffZTHH3+chi7D+PHjeffddxudoCQ3N5fx48c3uIRncHAws2fPZtq0aQ0eAyAjI4PLLruMzMzMBtvcdNNNvPjiiwQFNf83Kh2tMJGVlaW1fcUoyqSYqL1yaXfayS7NJqski2JbMRW2Csrt5ZTbyim3l1Nhr/A8r1mysnYhoiPoEdWDk7qc5H4knsSAuAEEBWqkwtHSe6WYSLkU03SmTLbkc6hRc0zU6NevHxs3bmTOnDksXryYzMxMqqurSUtLY/z48dx777307NmzTc41c+ZMLrzwQubMmcPq1as5ePAgsbGxDB06lKlTp3Ldddc1eYzExES+/vprXnnlFRYuXEhGRgZlZWWkpKRw7rnncu+99zJ48OAmjzNw4ED+97//8cILL/DOO++wfft2SktLSUpK4qyzzuJXv/qVz9tJjje+5ukQ8SdlUkzU3Fy6XC7sLrtnpYWakQtltjL2luxlb/Fe9hTv8TzPKsnC7rK3c+9bz2qxEh4UTnhQOBHWCMKDwgkJDPHMvRAQUH8+hppRCsOShjHk/9u79+C46vr/46+9Z7PJbu5NQq9A04v+sCAKfgEpjG1GLuL1q+go6oiMig6jjuN1ihdm+DIog+NXFIbBGS90Cjj9dkCpY0EQaa2CSKG1WGmhaRua+2032dvn90fIaUM2zaVJzufsPh9wZk+6J5/z3vLKJ+x7z6Xu/6m6rNrtl1GUmCthI3IJ25DJwqw8YgJzy2tHTAwPD3MLHViFTMIGyUxS3cPd6hruUneqWx2DHRrMD6p3uFc9Iz3jbmPZM9KjZCbpXPzRS6LBqFqqW7S6ZrVaqlvUUt2iumidYqHRJsTJp1vALsyVsBG5hG1KKZOeP2ICpa2zs7NkDm+CN5BJzIQxxrlLhJFxHo0ZXc+bvLL5rAYzg+pP92sgPeA8ji19I33qGe450YgY7rb6bhKFlAXKFA/HFQqEFPQHxx29EPAFFPAHFPAFVBmu1KrqVVpVs0qrqldpSeUSBfwBt8vHLDBXwkbkErYhk4XRmAAAYJZGciM60HtAL3W/pP09+507SXjlWgunUhmuVH20XuXB0dMmosHo+PVQuWKhmHPRx3gk7tyuMh6OqyxYGp8GAQCA00djAtY5+batgA3IZOkxxiiZTTqnRvQN9zmnSPSN9OmV/le0v3u/DvUfUs7k3C531ipCFVoaX6pllctGH+PLnK8TkQSnTGBGmCthI3IJ25DJwmhMwDrDw8OKRqNulwE4yKQ3ZXIZp7HgXHthuEe9I70aTA9qMDOooczQhGXsFIts3s4LQIb9YdVGa1UZrFR9rF5VZVWqjlSfuIXl61/HwjEFfcETp06cdPpEwB9QyB9SPByn+YA5w1wJG5FL2IZMFkZjAtYZGhpSdTVXTIc9yKR9kpmk2ofadWzomI4NHXPW24fa1T7Uru7hbg1mBt0uc0qxUEyV4UrFw3FVhivHrVdHqlUTrVFNWY1qy2pHH6O1Kg+Wy+fzldTtxuANzJWwEbmEbchkYTQmYB0+vYNtyOTsGWPUn+5XZ6pTHakOdaY61ZXqUiqbmnBLx4D/xNepbEp9I33qT/erb6RvdEn3Oeu2NR2WVC7RqupVaqlp0arqVVqRWKFwICy//PL5fKO3sfT55dOJ9VgopqB/9r+GySVsQyZhI3IJ25DJwrhdaAnw2u1CAXiLMUbHk8e1v2e/Xup5Sfu79+vI4BF1pjrVmepUJp9xu8TTEvQFnYs6jj3WReu0snqlVtWsUkt1i2KhmNtlAgAAWIXbhcLTjh49qubmZrfLABxkUsqbvPpH+tU90q2e4R61DbSNNiJevxtF70iv2yWe0tipEWPXYKgMV6oiVKFYKOY8OuvhmCpDlU4TIhaKWfnpBrmEbcgkbEQuYRsyWRiNCVgnn8+7XQIwTjFksme4Ry/3vayDfQf1ct/LahtoU87kJj3VIGdyzsUiu4e71TfSZ+XdJ6oj1WqMNaox1qimWJOaYk1qjDWqLlqnmrIaJSIJJSKJ0zplwlbFkEsUFzIJG5FL2IZMFlZ8/6cGz+MqtbCNLZkcyY2oZ7hHXcNd6k6NXtwxm8+OLiZ7Yj2fVSaf0dHBo04jwoYjGhKRhOrK6lQXrVMsFFPe5JUzuQmPxhiF/CGnqZCIJJQIjz7GI3ElwgnVRGvUFGtSNGjHfxs32JJLYAyZhI3IJWxDJgujMQHrVFRUuF0CMM5cZnIwPah93fu0t2uvXup5SalsatJtM/mMeod71T3c7Ym7TMRCMbVUt6ilukVnV52thvIG1UfrVRetU220VuFA2O0SiwpzJWxDJmEjcgnbkMnCaEzAOh0dHdwCD1aZLJN5k9dAekCZfEZ5k5+w5ExOx5PHtbdrr/Z17dPe7r16pf8VF17B3IqFYqqL1umsxFlaVbPKuRvFGRVnyO/zu11eyWCuhG3IJGxELmEbMlkYjQkAOEkmlxk9VeL1oxS6Ul06+NpBZY9l1TXcpa7U6HNdw13qGe6x8roLkwn5Q1oWX6YViRVaHl+uWCgmI6O8ycsYo7xefzSj5z4mIglVl1WrJlKj6rJqZ4kEIi6/EgAAABQTGhOwTk1NjdsloMgYY9Sf7ldHskMdqdeXZIc6U506njyuzlSn02wYSA+4Xe6UAr6AaspqFA/HFQqEFPQFFfQHFfAHFPSProd8IVWVVWlFYoXOTJypFYkVOqPijKK8CGSpYq6EbcgkbEQuYRsyWRj/hwrrpNNplZeXu10GLGKM0Us9L+no4FGN5EeUyWU0khtROpceXfJpDWeH1Z/ud5aBkYETX4/0K2uybr8MR9AX1MrqlVpTu0YN5Q3y6cStKMet+3yqilSppqxmdInWqLasVpXhSk6ZAHMlrEMmYSNyCduQycJoTMA6g4ODqqqqcrsMuCyTy2h3+249fvhxPX74cR1PHne7pFkJ+UNaWb1Sa2vXji41a7WyeiUXgsRpY66EbcgkbEQuYRsyWRiNCQALxhijkdyIpNGjAcb+Gf3Xp6HMkJ468pQeP/y4njrylIYyQ67VGvAFRq+vUFajmC+m5qpm1ZbVqjZaq9qyWtWU1ag2OvoYCUTk9/nl9/kV8AXk8/mcx6AvKJ/PN/UOAQAAgBLlM8YYt4vA/Orv71cikVBfX5/i8bjb5UzJGMMbOUsNpAe0r2ufDvQeUCafUcAXmPBm3O/zK5lNqivV5VwssivVpc7hTnWnupXOp119DVWRKtVF69RQ3qC6aJ3qo/WqL68f33Aoq1U8EndOlyCTsBG5hG3IJGxELmGbUsrkTN6HcsQErNPe3q6mpia3yyhqxhj1jvRqKDN04mKJ/pBC/pDzdTKT1L7ufdrbtVcvdr5oxa0uG6INqghXKBKIKBQIKRKIKOwPKxwYXSrDlYqH46NLJD5uvTpSrbpo3axOoSCTsBG5hG3IJGxELmEbMlkYjQlYJ5fzzu0X3ZQ3eR3oPaC9XXs1kj1xesSYsVMlxu5G8VryNeeuFMeTx5XJZ9wqfUbOqTtHly29TJctuUxnJs50pcNMJmEjcgnbkEnYiFzCNmSyMBoTsE5ZWZnbJVhpJDeiFztf1LPHn9Wzrz2r5zqe88StLWcq7A/rwuYLddmSy7R+yXrVRevcLolMwkrkErYhk7ARuYRtyGRhNCZgHS9cB2MmcvmcktmkhjJDGkgPqDPVqc5Up7pSXepIdTjrvSO9znUaxq7V4Pf5FfAHNJId0b7ufVYc5RD0B9VS3aJEOKG88sqbvHL5nPLm9XWTUyQQca7ZUBsdXerK6lQbrVVVpEo++WTG/jHOmnzyqTHWqGgw6vbLHKfYMoniQC5hGzIJG5FL2IZMFkZjAtY5fvy4Fi9ePK/7MMbo+c7ndXTwqBrKG7Qsvky1ZbUzOk0gmUnq8MBhtQ22qW2gzVnvSHYomUkqmU0qmUlqODc8j69kfgX9Qa2sGr3V5Zvq3qS1tWu1sqr0bnW5EJkEZopcwjZkEjYil7ANmSyMxgRKSu9wr/7vP/+nB156YMKFHCtDlVoWX6ZliWVaFl+m+mi9BtOD6h3pVV+6T30jfeof6VfvSK86Uh3qHu526VWM1xxrVmOs0fnaaPRGO2NHIkSDUTWUN6ihvEH10XpnvaG8QfFwXFmTVTZ/YsnkM8rms/LJp8WVi0uuCQEAAABgYdGYgHWqq6vndDxjjJ7reE5b9m/RHw79YdLbVQ5kBvRC1wt6oeuFOd3/XPLJp5bqFp3bcK7euuitWtewblxTAvNjrjMJzAVyCduQSdiIXMI2ZLIwGhOwTjabnfBnqWxKXakupfNpZXKZcZ/yZ/IZZXIZpbIpJbNJpbKp0fXXT6fYeXSnDvQecOGVFFYVqVJdtG7CUl1WLZ98ypmccvmccibnXLNBkpZWLtW6hnWqDFe6/ApKT6FMAm4jl7ANmYSNyCVsQyYLozEBK7QPtevV/lf1WvI17T+2X6lASq8lX1P7ULvak+3qG+mbl/3WR+vVN9I36VEU09EQbdDiysXO0hRrUmW4UrFQTOXBcsVCMcVCMUWDUcVCMQX9/Nh5zcDAgBKJhNtlAOOQS9iGTMJG5BK2IZOF8Q4JVvjf5/5XWw9sXZB9hfwhbVi2Qf+96r91XsN5ypu82pPteqXvFR3qPzS69B3SQHpA8UhciXBi9DGSUFWkynlcXLFYzRXNKgtyyx8AAAAAmC0aE7DCQlwnYWnlUn2o5UO65uxrVF124tyugC+gMyrO0BkVZ+i/zvivea8D3tPc3Ox2CcAE5BK2IZOwEbmEbchkYTQmYIVF5Yumva1PPgX9QWcJ+UMK+oMqD5YrGowqGoyqPDS6Xh4sV1WkShedcZEuaLpAfp9/Hl8FitXx48fV2MhFRmEXcgnbkEnYiFzCNmSyMBoTsEJjrFEVoQo1xhqV8Ce0vHa5FsUWqbG8cfQx1qhF5YtUFihTwB9wu1yUGC5SBBuRS9iGTMJG5BK2IZOF0ZiAFS5qvkg7P7pTktTR0aH6+nqXKwJOiEQibpcATEAuYRsyCRuRS9iGTBbGce2wgs/nc9arqqrcKwQogEzCRuQStiGTsBG5hG3IZGE0JmCd1157ze0SgHHIJGxELmEbMgkbkUvYhkwWRmMCAAAAAAC4hsYErMPhTbANmYSNyCVsQyZhI3IJ25DJwmhMwDr5fN7tEoBxyCRsRC5hGzIJG5FL2IZMFkZjAtbp7+93uwRgHDIJG5FL2IZMwkbkErYhk4XRmAAAAAAAAK6hMQHrNDU1uV0CMA6ZhI3IJWxDJmEjcgnbkMnCaEzAOl1dXW6XAIxDJmEjcgnbkEnYiFzCNmSyMBoTsE46nXa7BGAcMgkbkUvYhkzCRuQStiGThdGYgHXC4bDbJQDjkEnYiFzCNmQSNiKXsA2ZLIzGBKxTU1PjdgnAOGQSNiKXsA2ZhI3IJWxDJgujMQHrtLe3u10CMA6ZhI3IJWxDJmEjcgnbkMnCaEwAAAAAAADX0JiAdRKJhNslAOOQSdiIXMI2ZBI2IpewDZksjMYEAAAAAABwDY0JWKevr8/tEoBxyCRsRC5hGzIJG5FL2IZMFkZjAgAAAAAAuIbGBKyzaNEit0sAxiGTsBG5hG3IJGxELmEbMlkYjQlYp7e31+0SgHHIJGxELmEbMgkbkUvYhkwWRmMC1hkZGXG7BGAcMgkbkUvYhkzCRuQStiGThdGYgHVCoZDbJQDjkEnYiFzCNmQSNiKXsA2ZLIzGBKxTV1fndgnAOGQSNiKXsA2ZhI3IJWxDJgujMQHrHDt2zO0SgHHIJGxELmEbMgkbkUvYhkwWFnS7AMw/Y4wkqb+/3+VKpmdgYMAztaI0kEnYiFzCNmQSNiKXsE0pZXLsdY69Hz0VGhMlYGBgQJK0ZMkSlysBAAAAAJSSgYEBJRKJU27jM9NpX8DT8vm8jh49qsrKSvl8PrfLOaX+/n4tWbJEhw8fVjwed7scgEzCSuQStiGTsBG5hG1KLZPGGA0MDKi5uVl+/6mvIsEREyXA7/dr8eLFbpcxI/F4vCR+WOEdZBI2IpewDZmEjcglbFNKmZzqSIkxXPwSAAAAAAC4hsYEAAAAAABwDY0JWCUSiWjTpk2KRCJulwJIIpOwE7mEbcgkbEQuYRsyOTkufgkAAAAAAFzDERMAAAAAAMA1NCYAAAAAAIBraEwAAAAAAADX0JgAAAAAAACuoTGBGXn11Vf11a9+VWvWrFEsFlNNTY3e/va36/bbb1cymZyz/WzevFmtra1qampSWVmZli9fro9//OPatWvXtMfo6urSpk2b9Ja3vEWJRELxeFxvectbtGnTJnV1dc1ZrXCXFzK5fPly+Xy+KZfly5fPWb1w13zmMpvN6h//+Id+/vOf6zOf+YzOOeccBYNBJ0eHDh2a0XjMlaXBC5lkriw985nL/v5+bd68Wddff73OO+88VVVVKRwOq76+XuvXr9ftt9+u3t7eaY/HXFkavJDJop0rDTBNDz/8sEkkEkZSwWXVqlXmP//5z2ntI5VKmauuumrSffj9fvO9731vynF2795tmpqaJh2nubnZ/O1vfzutWuE+r2Ry2bJlk37/ycuyZctOq1bYYb5zefPNN58yRwcPHpz2WMyVpcErmWSuLC3zmcvf/e53JhKJTJmlRYsWmccee2zK8ZgrS4NXMlmscyWNCUzLc889Z8rLy40kU1FRYW655Rbz9NNPmx07dpjrr7/e+QFYvXq1GRgYmPV+PvrRjzpjXXbZZWbr1q1m9+7d5t577zVnnXWW89w999wz6RhtbW1m0aJFRpIJBoPma1/7mnnyySfNk08+ab72ta+ZYDDo/OC3tbXNula4y0uZHPsFcs0115g9e/ZMuuzfv3/WdcIOC5HLTZs2OeOUlZWZCy+8cFwWp/smkLmyNHgpk8yVpWO+c/nLX/7SSKMfHrS2tpo77rjDPPbYY+bZZ58127ZtMx/+8IedfZSXl5t//OMfk47FXFkavJTJYp0raUxgWtavX+9MyE8//fSE52+77Tbnh+m73/3urPbxpz/9yRnj6quvNtlsdtzzHR0dZunSpUaSqa6uNj09PQXHue6665xxtmzZMuH5LVu2OM9/6lOfmlWtcJ+XMjn2C+S6666bVR3wjoXI5aOPPmp+9rOfmWeeecZkMhljzPh5b7pvApkrS4OXMslcWTrmO5ebN282N9xwg3nllVcm3ebHP/6xs4/LL7980u2YK0uDlzJZrHMljQlMaffu3c4PyQ033FBwm1wuZ9asWeO8QUun0zPezxVXXGEkmUAgYA4fPlxwm/vvv9+p5fbbb5/wfHt7uwkEAkaSaW1tnXRfra2tzr7a29tnXCvc5aVMGlO8v0Aw3kLlspCZvglkriwNXsqkMcyVpcLNXL7R+eef73yK3dnZOeF55srS4KVMGlO8cyUXv8SUtm7d6qx/6lOfKriN3+/XJz7xCUlST0+P/vSnP81oH4ODg9qxY4ckacOGDVq8eHHB7d7//vcrHo9Lkn77299OeH7btm3K5XKnrFWSPvnJT0qScrmctm3bNqNa4T4vZRKlYyFyOVeYK0uDlzKJ0mFTLtevXy9JyufzOnjw4ITnmStLg5cyWcxoTGBKf/7znyVJsVhMb33rWyfd7tJLL3XWn3rqqRntY/fu3RoZGZkwzhuFw2FdeOGFzvdkMpmCtU41zunUCvd5KZMoHQuRy7nCXFkavJRJlA6bcjn2e14afeP5RsyVpcFLmSxmpfVqMSv79u2TJJ199tkKBoOTbrd69eoJ3zPTfbxxnFPtJ5vN6t///nfBcRKJhBobGycdo6mpyfmUe6a1wn1eyuTJnnzySZ1zzjmKxWIqLy/XihUr9OEPf1hbt26VMWZG9cE+C5HLucJcWRq8lMmTMVcWN5ty+cQTT0iSgsGgzj777AnPM1eWBi9l8mTFNlfSmMApDQ8Pq7OzU5ImPZR9THV1tWKxmCTp8OHDM9rPydtPtZ8lS5YU/L6Tv55qjJPHmWmtcJfXMnmygwcPas+ePUomk0qlUjp06JC2bNmi973vfbrkkkt05MiRGdUIeyxULucKc2Xx81omT8ZcWbxsyuUjjzyi559/XpLU2trqNBZOxlxZ/LyWyZMV21w5eUsIkDQwMOCsV1RUTLl9LBbT0NCQBgcH520/YxOCpAn7GRtnurUWGgN281ompdHTPd7znvdo48aNevOb36xEIqHe3l7t3LlTd911lw4fPqy//OUv2rBhg3bu3KlEIjGjWuG+hcrlXGGuLH5ey6TEXFkKbMlld3e3vvCFL0iSAoGAvv/97xfcjrmy+Hktk1LxzpU0JnBKw8PDzno4HJ5y+0gkIklKpVLztp+xfRTaz9g481kr3OW1TEqj156oqqqa8Ofr16/XjTfeqA9+8IP6wx/+oH379um73/2ufvSjH82oVrhvoXI5V5gri5/XMikxV5YCG3KZy+X0sY99TK+88ook6dvf/rbOPffcgtsyVxY/r2VSKt65klM5cEplZWXOejqdnnL7sQu2RKPRedvPyReFeeN+xsaZz1rhLq9lUlLBXx5jKisrtWXLFtXW1kqS7r777mm9LthloXI5V5gri5/XMikxV5YCG3L5+c9/Xo8++qgk6corr9R3vvOdSbdlrix+XsukVLxzJY0JnFJlZaWzPp1DloaGhiRN71Co2e5nbB+F9jM2znzWCnd5LZPTkUgk9JGPfMQZ6+9///uMx4C7FiqXc4W5svh5LZPTwVzpfW7n8hvf+IbuvvtuSdLFF1+sBx54QIFAYNLtmSuLn9cyOR1enStpTOCUysrKVFdXJ0lqa2s75bY9PT3OD+vJFwOcjpMvNjPVfk6+2Mwb9zM2zlRjnDzOTGuFu7yWyelau3ats+61ixVh4XI5V5gri5/XMjldzJXe5mYu/+d//ke33nqrJOm8887Tww8/POWn3syVxc9rmZwuL86VNCYwpTVr1kiSDhw4oGw2O+l2//rXvyZ8z3Sd/MNz8jin2k+h2+iMjdPX16f29vZJxzh27Jj6+/tnVSvc56VMTpcXb+uE8RYil3OFubI0eCmT08Vc6X1u5PKnP/2pvv71rztjbd++fVoXBGSuLA1eyuR0eXGupDGBKV188cWSRg8FeuaZZybdbuy+u5J00UUXzWgfb3vb25wLzpw8zhul02nt2rVrwve8sdapxjmdWuE+L2Vyuvbu3eusNzc3z2oMuGshcjlXmCtLg5cyOV3Mld630Ln85S9/qRtvvFGSdOaZZ+qPf/yj8wn5dGt9Yz1v5KWfIUzkpUxOlyfnSgNM4a9//auRZCSZG264oeA2uVzOrFmzxkgyVVVVJp1Oz3g/7373u40kEwwGzeHDhwtuc//99zu13HbbbROeP3bsmPH7/UaSaW1tnXRfra2tRpLx+/3m2LFjM64V7vJSJqejt7fX1NbWGkmmvLzcDA8Pz2ocuGuhclnIdddd5+z74MGDU27PXFkavJTJ6WCuLA4LmcuHHnrIBAIBI8ksXrx4xllkriwNXsrkdHh1rqQxgWm55JJLnDdoTz/99ITnb7vtNucHetOmTROev++++075vDHG7Nixw9nmPe95j8lms+Oe7+joMEuXLnUmhO7u7oLjfPzjH3fGeeCBByY8v2XLFuf56667bsrXDjt5JZO///3vTTKZnPR19Pf3m40bNzr7+eIXv3jqFw6rLUQuC5nNm0DmytLglUwyV5aWhcjl9u3bTTgcNpJMQ0OD+de//jWrWpkrS4NXMlnMc2VwigMqAEnSnXfeqYsuukipVEobN27UN7/5TV122WVKpVLavHmzczXZlpYWfeUrX5nVPi6//HJ95CMf0ebNm7Vt2zZt2LBBN910k5qbm7Vnzx7dcsstevXVVyVJt956q6qrqwuOc8stt+jRRx9VR0eHrr32Wv3973/XVVddJUl6+OGH9cMf/lCSVF9frx/84AezqhXu80omb731Vn3sYx/T+9//fl188cU666yzVFFRod7eXu3cuVN33XWXc8GsVatW6eabb57dXwissBC5HBwc1IMPPjjuzw4cOOCsP/jgg+MOCV23bp3WrVs3YRzmytLglUwyV5aW+c7lrl279L73vU/pdFqhUEh33HGHMpmMXnjhhUm/Z/HixQVvw8hcWRq8ksminivd7ozAO7Zt22bi8bjTgXvj0tLSYv79738X/N7pfuKSTCbNFVdcMek+/H7/tD6x2bVrl2lsbJx0nMbGRrNr165Z/k3AFl7I5KWXXjrp9568vPOd7zRtbW2n+TcCG8x3Lg8ePDitTE0n38yVpcELmWSuLD3zmctNmzbNKJOSzH333TdprcyVpcELmSzmuZIjJjBtV199tZ5//nndeeedeuSRR9TW1qZwOKyzzz5bH/rQh3TjjTeqvLz8tPYRjUb1yCOP6De/+Y1+8Ytf6J///Kd6e3u1aNEiXXLJJbrxxhv1jne8Y8pxLrjgAu3Zs0d33nmntm7dqkOHDkmSVqxYoWuuuUY33XSTamtrT6tWuM8Lmbz99tu1Y8cO7dy5U/v371dnZ6d6e3tVXl6u5uZmXXDBBbr22mu1ceNG+Xy+06oVdliIXM4V5srS4IVMMleWHi/kcgxzZWnwQiaLea70GePBe4kAAAAAAICiwO1CAQAAAACAa2hMAAAAAAAA19CYAAAAAAAArqExAQAAAAAAXENjAgAAAAAAuIbGBAAAAAAAcA2NCQAAAAAA4BoaEwAAAAAAwDU0JgAAAAAAgGtoTAAAAMyB7du3a9u2bW6XAQCA5/iMMcbtIgAAALzs+PHjWrJkiTKZjLq7u1VVVeV2SQAAeAZHTAAAAJymxx57TOl0WqtXr6YpAQDADNGYAAAAOE2PP/64JOn66693uRIAALyHUzkAAABO08qVK9XW1qYjR46opqbG7XIAAPAUjpgAAAA4DW1tbTpw4IA+8IEP0JQAAGAWaEwAAACchrHTOD772c+6XAkAAN5EYwIAAJS8ZDKphx56SJ/73Of0tre9TbW1tQqFQqqsrNS6dev0rW99S11dXQW/97HHHtPq1av1zne+c4GrBgCgOHCNCQAAUPLWr1+vJ5544pTbNDc368knn9RZZ5017s+XL1+uL33pS/ryl788nyUCAFC0aEwAAICSZoxRTU2N3vSmN6m1tVXr1q1TU1OTstmsDh06pF/96ld65JFHJEkbN27U9u3bne99+eWXtXbtWh05ckS1tbVuvQQAADyNxgQAAChp6XRaR44c0YoVKybd5rOf/azuuece+f1+dXd3K5FISJIeffRRbd68Wb/4xS8WqFoAAIoPjQkAAIAp7NixQ+9617skSS+++KLWrl3rckUAABSPoNsFAAAA2KSnp0c9PT1KpVIa+/xmz549zvORSMSt0gAAKEocMQEAAEre73//e91333164okndPz48Um3CwQCSiaTCofDC1gdAADFjSMmAABAyerp6dG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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "income_comparison_fig(transfers)\n",
    "plt.title('Transfers After the Deficit Financed Fiscal Shock)')\n",
    "plt.xlabel(r'$a^{\\prime}$');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What is the position in equity the household would need to hold to obtain the transfer? To get the transfer $t$, the household would need to hold *relative to baseline* a position in equity equal to $t/dr_0^{\\mathrm{eq}}$. Since the baseline is $100\\%$ in equity, the position in equity is therefore $a' + t/dr_0^{\\mathrm{eq}}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "dr_eq = G_endo['r_eq']['B'] @ dB\n",
    "eq = ss.internals['hh']['a_grid'][np.newaxis, :] + transfers / dr_eq[0]\n",
    "eq_share = eq[:,1:]/ss.internals['hh']['a_grid'][np.newaxis, 1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def portfolio_share_fig(eq_share, until=400):\n",
    "    fig, ax = plt.subplots(figsize=(12, 8))\n",
    "    ax.plot(ss.internals['hh']['a_grid'][1:until+1], eq_share[2,:until], linewidth = 3, label='low income')\n",
    "    ax.plot(ss.internals['hh']['a_grid'][1:until+1], eq_share[5,:until], linewidth = 3, label='middle income')\n",
    "    ax.plot(ss.internals['hh']['a_grid'][1:until+1], eq_share[8,:until], linewidth = 3, label='high income')\n",
    "    ax.legend()\n",
    "    ax.set_title('Fraction of portfolio in equity')\n",
    "    ax.set_xlabel('Asset choice for the next period $a^\\prime$')\n",
    "    ax.set_ylabel('Fraction invested in equity')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "portfolio_share_fig(eq_share)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We do the same with a monetary policy shock:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "transfers_r_ante = curlyT['r'].T @ (G_endo['r']['r_ante'] @ dr_ante) + curlyT['Z'].T @ (G_endo['Z']['r_ante'] @ dr_ante)\n",
    "transfers_r_ante = transfers_r_ante.T\n",
    "dr_eq_r_ante = G_endo['r_eq']['r_ante'] @ dr_ante\n",
    "eq_r_ante = ss.internals['hh']['a_grid'][np.newaxis, :] + transfers_r_ante / dr_eq_r_ante[0]\n",
    "eq_share_r_ante = eq_r_ante[:,1:]/ss.internals['hh']['a_grid'][np.newaxis, 1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.003, 0.003)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "income_comparison_fig(transfers_r_ante)\n",
    "plt.title('Transfers After the Monetary Shock')\n",
    "plt.xlabel(r'$a^{\\prime}$')\n",
    "plt.ylim(-0.003, 0.003)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '$a^{\\\\prime}$')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "income_comparison_fig(eq_r_ante)\n",
    "plt.title('Position in Equity')\n",
    "# add a 45 degree line\n",
    "plt.plot(ss.internals['hh']['a_grid'][1:100], ss.internals['hh']['a_grid'][1:100], color='black', linestyle='--')\n",
    "plt.xlabel(r'$a^{\\prime}$')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Recover the steady-state risk premia\n",
    "Finally, we recover the risk premia. \n",
    "\n",
    "As shown in lecture, the second order approximation of risk premia is given by\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\frac{R^k(\\sigma)-R^{\\circ}(\\sigma)}{R} & \\approx\\left(r^k-r^{\\circ}\\right) \\sigma^2 \\\\\n",
    "& \\approx-\\operatorname{Cov}\\left(\\lambda(\\bar{\\epsilon}), X^k(\\bar{\\epsilon})-X^{\\circ}(\\bar{\\epsilon})\\right) \\sigma^2\n",
    "\\end{aligned}\n",
    "$$\n",
    "We obtain $\\lambda(\\bar{\\epsilon})$ by taking a product of `curlyLambda` and the equilibrium sequences of household inputs. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Risk premium on equity:  3.882335493241912e-08\n"
     ]
    }
   ],
   "source": [
    "lambda_total = dlambda['r'] @ G_endo['r']['B'] @ dB + dlambda['Z'] @ G_endo['Z']['B'] @ dB\n",
    "\n",
    "risk_premium_eq = - lambda_total * dr_eq[0]  / (1+ss['r'])\n",
    "\n",
    "print('Risk premium on equity: ', risk_premium_eq)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the monetary shock, we would obtain the risk premium as"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Risk premium on equity:  0.0006126450343645339\n"
     ]
    }
   ],
   "source": [
    "lambda_total_r_ante = dlambda['r'] @ G_endo['r']['r_ante'] @ dr_ante + dlambda['Z'] @ G_endo['Z']['r_ante'] @ dr_ante\n",
    "\n",
    "risk_premium_eq_r_ante = - lambda_total_r_ante * dr_eq_r_ante[0] / (1+ss['r'])\n",
    "\n",
    "print('Risk premium on equity: ', risk_premium_eq_r_ante)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's it! We solved for impulse responses with endogenous portfolios, as well as sustaining portfolios and risk premia, essentially as easily as with any other model in SSJ. "
   ]
  }
 ],
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