{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# State Space Reconstruction\n",
    "\n",
    "In this example we will see how a Reservoir can reconstruct the trajectory in the phase space of a dynamical system. \n",
    "More specifically, we will see that when feeded with just one of the time series in the system, the Reservoir states can reproduce the dynamics of all the other variables.\n",
    "\n",
    "Since the Reservoir is high-dimensional, we will use PCA to match the size of the Reservoir with that of the dynamical system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "# General imports\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.integrate import solve_ivp\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "# Local imports\n",
    "from reservoir_computing.utils import make_forecasting_dataset\n",
    "from reservoir_computing.reservoir import Reservoir"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define the system\n",
    "\n",
    "For this example, we will focus on the famous Lorenz system. \n",
    "The system is non-linear and has 3 dimensions, i.e., it is governed by 3 variables `x`, `y`, and `z` that evolve according to a system of three partial differential equations (PDEs):\n",
    "\n",
    "\\begin{cases}\n",
    "    \\frac{dx}{dt} &= \\sigma (y(t) - x(t))\\\\\n",
    "    \\frac{dy}{dt} &= x(t) (\\rho - z(t)) - y(t)\\\\\n",
    "    \\frac{dz}{dt} &= x(t)*y(t) - \\beta z(t)\n",
    "\\end{cases}\n",
    "\n",
    "The trajectory of the system is defined by the evolution of the state variables, defined by the time series $x(t)$, $y(t)$, and $z(t)$.\n",
    "To obtain the time series, we first define the PDEs and then we integrate them over time using the `solve_ivp` function.\n",
    "\n",
    "To visualize the attractor of the system, we simply have plot the three time series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define the Lorenz system of equations\n",
    "def lorenz_system(t, y, sigma, rho, beta):\n",
    "    x, y, z = y\n",
    "    dxdt = sigma * (y - x)\n",
    "    dydt = x * (rho - z) - y\n",
    "    dzdt = x * y - beta * z\n",
    "    return [dxdt, dydt, dzdt]\n",
    "\n",
    "sigma, rho, beta = 10, 28, 8/3                      # Parameters of the system\n",
    "y0 = [1.0, 1.0, 1.0]                                # Initial conditions\n",
    "t_span = [0, 100]                                   # Time span for the integration\n",
    "t = np.linspace(t_span[0], t_span[1], int(1e4))     # Time steps \n",
    "\n",
    "# Solve the differential equations\n",
    "solution = solve_ivp(lorenz_system, t_span, y0, args=(sigma, rho, beta), t_eval=t)\n",
    "x, y, z = solution.y[0], solution.y[1], solution.y[2]\n",
    "\n",
    "# Plot the Lorenz attractor\n",
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.plot(x, y, z, 'k', linewidth=0.5, alpha=.7)\n",
    "ax.set_title(\"Lorenz Attractor\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "💡 Note that rather than generating the time series of the system from scratch we could have loaded the data using the `SynthLoader` function from `reservoir_computing.datasets`:\n",
    "\n",
    "```python\n",
    "x = SynthLoader().get_data('Lorenz')\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train a Reservoir predictor\n",
    "\n",
    "Let say we want to predict one of the three variables of the Lorenz system, e.g., `x`.\n",
    "We will train a standard Reservoir-based predictor that produces a forecast $\\boldsymbol{x}(t+h)$ from the current state $\\boldsymbol{h}(t)$, where $h$ is the forecast horizon.\n",
    "\n",
    "We use the utility function `make_forecasting_dataset` to split the time series in training and test data, each set composed of the input `X`, e.g., $\\boldsymbol{x}(t)$ and the target values `Y`, e.g., $\\boldsymbol{x}(t+h)$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Xtr shape: (8995, 2)\n",
      "Ytr shape: (8995, 1)\n",
      "Xte shape: (995, 2)\n",
      "Yte shape: (995, 1)\n"
     ]
    }
   ],
   "source": [
    "Xtr, Ytr, Xte, Yte, scaler = make_forecasting_dataset(\n",
    "    x[:,None], \n",
    "    horizon=5,\n",
    "    test_percent = 0.1)\n",
    "print(f\"Xtr shape: {Xtr.shape}\\nYtr shape: {Ytr.shape}\\nXte shape: {Xte.shape}\\nYte shape: {Yte.shape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we initialize the Reservoir and compute the Reservoir states associated with the training and test data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "states_tr shape: (1, 8985, 900)\n",
      "states_te shape: (1, 985, 900)\n"
     ]
    }
   ],
   "source": [
    "# Initialize the Reservoir\n",
    "res= Reservoir(\n",
    "    n_internal_units=900,\n",
    "    spectral_radius=0.99,\n",
    "    input_scaling=0.1,\n",
    "    connectivity=0.25)\n",
    "\n",
    "n_drop=10 # Drop the first states due to the transient phase\n",
    "states_tr = res.get_states(Xtr[None,:,:], n_drop=n_drop, bidir=False)\n",
    "states_te = res.get_states(Xte[None,:,:], n_drop=n_drop, bidir=False)\n",
    "print(f\"states_tr shape: {states_tr.shape}\\nstates_te shape: {states_te.shape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The states of the Reservoir are usually high-dimensional. In this case, they are vectors of size `900`.\n",
    "To reduce the dimensionality we apply PCA. Usually, this provides a form of regularization, since we need to use a readout with less parameters.\n",
    "In this case, we also want to match the size of the Reservoir with the size of the Lorenz system, so we perform a very aggressive dimensionality reduction and project the states into the 3 first principal components."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "states_tr shape: (8985, 3)\n",
      "states_te shape: (985, 3)\n"
     ]
    }
   ],
   "source": [
    "pca = PCA(n_components=3)\n",
    "states_tr_pca = pca.fit_transform(states_tr[0])\n",
    "states_te_pca = pca.transform(states_te[0])\n",
    "print(f\"states_tr shape: {states_tr_pca.shape}\\nstates_te shape: {states_te_pca.shape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As the predictor, we use a simple Ridge regressor. \n",
    "\n",
    "We fit it on the training data and the we compute the prediction on the test. Below, we print the MSE and plot the predictions.\n",
    "\n",
    "Note that if we use a more powerful model we can significantly improve the forecasting performance. But for this example a simple and quick Ridge regressor is enough."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 3.601\n"
     ]
    }
   ],
   "source": [
    "# Fit the regression model\n",
    "model = Ridge().fit(states_tr_pca, Ytr[n_drop:,:].ravel())\n",
    "\n",
    "# Compute the predictions\n",
    "Yhat_pca = model.predict(states_te_pca)[...,None]\n",
    "\n",
    "# Compute the mean squared error\n",
    "mse = mean_squared_error(scaler.inverse_transform(Yhat_pca), Yte[n_drop:,:])\n",
    "print(f\"MSE: {mse:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,3))\n",
    "plt.plot(Yte[n_drop:,:], 'k', label='True')\n",
    "plt.plot(scaler.inverse_transform(Yhat_pca), label='Prediction')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The fact that the readout can produce a good forecast means that the Reservoir captured the dynamics of the Lorenz system, i.e., that the Reservoir dynamics aligns to that of the Lorenz system.\n",
    "If that happens, the evolution of its internal states should resemble the Lorenz attractor.\n",
    "\n",
    "There are several measures that are used in non-linear time series analysis to verify the topological similarity between two attractors. See [here](https://nbviewer.org/github/FilippoMB/python-time-series-handbook/blob/main/notebooks/11/nonlinear-ts.ipynb) if you are interested in more details.\n",
    "For the sake of this example, we limit ourselves to plotting the evolution of the Reservoir states.\n",
    "Clearly, we notice that the trajectory of the Reservoir states closely resemble the Lorenz attractor, meaning that the Reservoir managed to copy the dynamics of the system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAH4CAYAAACFc66qAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3gU1f7/31uy2Wx6I70RIIRQQ00QRVAQv6KAWLDBRa8N7rVhF8F+sV+l2K5wUbliQVFUFJBioZNGeu+kbfr2nfP7I78Zdze7yZbZknBez8PzkN3ZmdnZmfM+n8/5FAEhhIBCoVAoFIpHInT3CVAoFAqFQrEMFWoKhUKhUDwYKtQUCoVCoXgwVKgpFAqFQvFgqFBTKBQKheLBUKGmUCgUCsWDoUJNoVAoFIoHQ4WaQqFQKBQPhgo1hUKhUCgeDBXqYYpAILDq35EjRxw6zsaNGyEQCPg5aTP8+eef2LhxIzo6Opx2DFfw7rvvYtSoUZBIJBAIBBa/z44dO4x+H7FYjKioKNx8880oLS117Um7GfZaVFVVObSfn3/+GQsWLEB0dDS8vb0RHR2NuXPn4l//+pfRdi+//DK+/fZbu4+jUCiwceNGh58pCsUUAS0hOjw5ceKE0d8vvPACDh8+jF9//dXo9XHjxiEgIMDu49TV1aGurg6zZs2yex8D8frrr+PRRx9FZWUlEhMTnXIMZ5OdnY0pU6bgrrvuwsqVKyEWizF9+nSIRKJ+2+7YsQN/+9vfsH37dowdOxYqlQp//PEHXnrpJfj7+6OoqAjBwcFu+Baup6WlBeXl5ZgyZQq8vb3t2sd7772H++67D9dffz1uueUWhISEoLa2Fn/++SdOnz6NM2fOcNv6+flh+fLl2LFjh13Ham1tRXh4ODZs2ICNGzfatQ8KxRxid58AxTmYCmd4eDiEQuGggqpQKCCTyaw+TmxsLGJjY+06R3di6/d0hPz8fADA3//+d8yYMcOqz4wfPx7Tpk0DAMydOxd6vR4bNmzAt99+i7/97W9OO1d7UCqVkEqlvHtWwsPDER4ePuh2A/2Wr7zyCi699FJ89dVXRq/ffvvtYBiGl/OkUJwNdX1fxMydOxfjx4/HsWPHkJmZCZlMhtWrVwMAdu/ejQULFiAqKgo+Pj5ITU3FE088gd7eXqN9WHJ97969GxkZGfD19YWfnx8WLlyIrKysftudPHkSixcvRmhoKKRSKZKTk/Hggw9y+3700UcBAElJSf3c9QzD4NVXX8XYsWPh7e2NESNG4I477kBdXZ1V3/POO+9ESEgIFApFv/OaN28e0tLSBr2GH3/8MSZNmgSpVIqQkBAsXboUhYWFRse+7bbbAAAzZ86EQCDAqlWrBt2vKaxoNzU1Gb1+5swZXHvttQgJCYFUKsWUKVPwxRdfGG2jUCiwbt06JCUlcec5bdo0/O9//7N5X6w7+pdffsHq1asRHh4OmUyG3bt3QyAQ4NChQ/3Ofdu2bRAIBMjNzeVe++6775CRkQGZTAZ/f39ceeWVOH78uNljGbq+B7pnzdHW1oaoqCiz7wmFfw1/AoEAvb29+O9//8vdZ3PnzgXQZ9nff//9GDduHPz8/DBixAjMmzcPv/32G/f5qqoqblLx3HPPcfsw/K1LS0txyy23YMSIEfD29kZqaiq2bNlidE4Mw+DFF19ESkoKfHx8EBQUhIkTJ+Lf//63xe9IuQgglIuClStXEl9fX6PXLrvsMhISEkLi4uLIu+++Sw4fPkyOHj1KCCHkhRdeIG+99Rb54YcfyJEjR8h7771HkpKSyOWXX260jw0bNhDT2+ill14iAoGArF69muzbt4/s2bOHZGRkEF9fX5Kfn89tt3//fuLl5UUmTpxIduzYQX799Vfy8ccfk5tvvpkQQkhtbS35xz/+QQCQPXv2kOPHj5Pjx4+Tzs5OQgghd999NwFA1q5dS/bv30/ee+89Eh4eTuLi4khLS8ug3zMnJ4cAIB9++KHR+efn5xMAZMuWLQNe05dffpkAICtWrCA//PAD2blzJxk5ciQJDAwkJSUl3L6eeeYZAoBs376dHD9+nJSVlVnc5/bt2wkAcvr0aaPXN2/eTACQr7/+mnvt119/JRKJhMyZM4fs3r2b7N+/n6xatYo7Fss999xDZDIZefPNN8nhw4fJvn37yL/+9S/y7rvv2rwv9vxiYmLI3XffTX766Sfy1VdfEZVKRUaMGEFuvfXWft9pxowZJD09nfv7s88+IwDIggULyLfffkt2795Npk6dSiQSCfntt9/6HauyspJ7baB71hxXXHEFEYvFZMOGDSQ7O5vodDqz2x0/fpz4+PiQq6++mrvP2Hu1qKiI3HfffeTzzz8nR44cIfv27SN33nknEQqF5PDhw4QQQlQqFdm/fz8BQO68805uH+xvnZ+fTwIDA8mECRPIzp07yS+//EIeeeQRIhQKycaNG7nzeOWVV4hIJCIbNmwghw4dIvv37ydvv/220TaUiw8q1BcJloQaADl06NCAn2UYhmi1WnL06FECgOTk5HDvmQp1TU0NEYvF5B//+IfRPrq7u0lkZCS58cYbudeSk5NJcnIyUSqVFo/92muv9RusCSGksLCQACD333+/0esnT54kAMhTTz1l1fe87LLLyOTJk41eu++++0hAQADp7u62eF7t7e3cwG5ITU0N8fb2Jrfccgv3miXxNQe77YkTJ4hWqyXd3d1k//79JDIyklx66aVEq9Vy244dO5ZMmTLF6DVCCLnmmmtIVFQU0ev1hBBCxo8fT5YsWTLgca3dF3t+d9xxR799PPzww8THx4d0dHRwrxUUFBAA3KRAr9eT6OhoMmHCBG6fhPTdHyNGjCCZmZn9roWpUFtzz7KUlZWR8ePHEwAEAPHx8SHz588nmzdvJhqNxmhbX19fsnLlykH3qdPpiFarJfPnzydLly7lXm9paSEAyIYNG/p9ZuHChSQ2NpabZLKsXbuWSKVSIpfLCSF919v0fqRQqOv7Iic4OBjz5s3r93pFRQVuueUWREZGQiQSwcvLC5dddhkAGLl2Tfn555+h0+lwxx13QKfTcf+kUikuu+wyzm1dUlKC8vJy3HnnnZBKpTaf9+HDhwGgnxt5xowZSE1N7eeCtfQ9H3jgAWRnZ+OPP/4AAHR1deGTTz7BypUr4efnZ/H4x48fh1Kp7Hf8uLg4zJs3z6wL2BZmzZoFLy8v+Pv746qrrkJwcDD27t0LsbgvrKSsrAxFRUW49dZbAcDoWl999dVobGxEcXExgL5r8tNPP+GJJ57AkSNHoFQqjY5ly75Yrr/++n7nvHr1aiiVSuzevZt7bfv27fD29sYtt9wCACguLkZDQwNuv/12I9ezn58frr/+epw4ccLsUoQhln5LcyQnJyMnJwdHjx7Fc889hyuuuAKnT5/G2rVrkZGRAZVKZdV+3nvvPaSnp0MqlUIsFsPLywuHDh0a8FlgUalUOHToEJYuXQqZTNbv+qpUKi74c8aMGcjJycH999+Pn3/+GV1dXVadH2V4Q4X6Isfc+l1PTw/mzJmDkydP4sUXX8SRI0dw+vRp7NmzBwD6DfSGsGuo06dPh5eXl9G/3bt3o7W1FUDfuh8AuwPR2traLJ5/dHQ09z6LpXXK6667DomJidxa4Y4dO9Db24s1a9bwenxb2blzJ06fPo1ff/0V99xzDwoLC7FixQruffY6r1u3rt91vv/++wGAu9bvvPMOHn/8cXz77be4/PLLERISgiVLlnDpXrbsi8Xc905LS8P06dOxfft2AIBer8enn36K6667DiEhIQAGv24Mw6C9vX3Aa2Ppt7SEUCjEpZdeimeffRbfffcdGhoacNNNN+Hs2bP4+OOPB/38m2++ifvuuw8zZ87E119/jRMnTuD06dO46qqrBnwWWNra2qDT6fDuu+/2u75XX301gL+u75NPPonXX38dJ06cwKJFixAaGor58+cbRadTLj5o1PdFjrlAsF9//RUNDQ04cuQIZ0UDsCqXOSwsDADw1VdfISEhweJ2bOCNaeCXtYSGhgIAGhsb+4l9Q0MDdx4sliKShUIh1qxZg6eeegpvvPEGtm7divnz5yMlJcXq45ti7vi2kpqaygWQXX755dDr9fjoo4/w1VdfYfny5dz+n3zySSxbtszsPtjv4Ovri+eeew7PPfccmpqaOOt68eLFKCoqsmlfLJau59/+9jfcf//9KCwsREVFBRobG42i1Ae7bkKhcND0M0ejy319ffHkk09i9+7dOH/+/KDbf/rpp5g7dy62bdtm9Hp3d7dVxwsODoZIJMLtt99ucQKYlJQEABCLxXj44Yfx8MMPo6OjAwcPHsRTTz2FhQsXora21mWZChTPggo1pR/sQGiau/r+++8P+tmFCxdCLBajvLzcrHuUZcyYMUhOTsbHH3+Mhx9+2GKeLPu6qeXCuj4//fRTTJ8+nXv99OnTKCwsxNNPPz3oubLcdddd2LhxI2699VYUFxdj06ZNg34mIyMDPj4++PTTT3HDDTdwr9fV1eHXX3/F8uXLrT6+Nbz66qv4+uuv8eyzz2LZsmVISUnB6NGjkZOTg5dfftnq/URERGDVqlXIycnB22+/DYVCYfe+zLFixQo8/PDD2LFjByoqKhATE4MFCxZw76ekpCAmJga7du3CunXruHutt7cXX3/9NRcJzheNjY1mLXDWZR0dHc295u3tbdZCFggE/e7P3NxcHD9+HHFxcUafB/rfqzKZDJdffjmysrIwceJESCQSq849KCgIy5cvR319PR588EFUVVVh3LhxVn2WMrygQk3pR2ZmJoKDg3Hvvfdiw4YN8PLywmeffYacnJxBP5uYmIjnn38eTz/9NCoqKrj11aamJpw6dYqz7gBgy5YtWLx4MWbNmoWHHnoI8fHxqKmpwc8//4zPPvsMADBhwgQAwL///W+sXLkSXl5eSElJQUpKCu6++268++67EAqFWLRoEaqqqrB+/XrExcXhoYcesvr7BgUF4Y477sC2bduQkJCAxYsXW/WZ9evX46mnnsIdd9yBFStWoK2tDc899xykUik2bNhg9fGtITg4GE8++SQee+wx7Nq1C7fddhvef/99LFq0CAsXLsSqVasQExMDuVyOwsJCnDt3Dl9++SWAvrSwa665BhMnTkRwcDAKCwvxySefGImitfuy5rosXboUO3bsQEdHB9atW2e0Fi0UCvHqq6/i1ltvxTXXXIN77rkHarUar732Gjo6OvpVC3OUtLQ0zJ8/H4sWLUJycjJUKhVOnjyJN954AxEREbjzzju5bSdMmIAjR47g+++/R1RUFPz9/ZGSkoJrrrkGL7zwAjZs2IDLLrsMxcXFeP7555GUlASdTsd93t/fHwkJCdi7dy/mz5+PkJAQhIWFITExEf/+979xySWXYM6cObjvvvuQmJiI7u5ulJWV4fvvv+cKES1evJjLoQ8PD0d1dTXefvttJCQkYPTo0bxeG8oQwt3RbBTXYCnqOy0tzez2f/75J8nIyCAymYyEh4eTu+66i5w7d65fuo659CxCCPn222/J5ZdfTgICAoi3tzdJSEggy5cvJwcPHjTa7vjx42TRokUkMDCQeHt7k+TkZPLQQw8ZbfPkk0+S6OhoIhQKCQAuJUav15NNmzaRMWPGEC8vLxIWFkZuu+02Ultba/X3ZDly5AgBQP71r38NuJ0pH330EZk4cSKRSCQkMDCQXHfddUYpaITYF/VtblulUkni4+PJ6NGjuTSjnJwccuONN5IRI0YQLy8vEhkZSebNm0fee+897nNPPPEEmTZtGgkODibe3t5k5MiR5KGHHiKtra1G+7dmX9Z8l19++YWLsmbT1Ez59ttvycyZM4lUKiW+vr5k/vz55I8//jB7LUyjvgf7LQ15//33ybJly8jIkSOJTCYjEomEJCcnk3vvvbfffZKdnU1mz55NZDIZAUAuu+wyQggharWarFu3jsTExBCpVErS09PJt99+S1auXEkSEhKM9nHw4EEyZcoU4u3tTQAYRZFXVlaS1atXk5iYGOLl5UXCw8NJZmYmefHFF7lt3njjDZKZmUnCwsKIRCIh8fHx5M477yRVVVVWf2fK8IOWEKU4xEMPPYRPPvmkX7DRUOORRx7Btm3bUFtby62jUigUiidAXd8Uu2hubsbx48exZ88eZGRkuPt07ObEiRMoKSnB1q1bcc8991CRplAoHge1qCl2sWPHDqxduxazZs3CBx98gJEjR7r7lOxCIBBAJpPh6quvxvbt2wfMnaZQKBR3QIWaQqFQKBQPhhY8oVAoFArFg6FCTaFQKBSKB0OFmkKhUCgUD4YKNYVCoVAoHgwVagqFQqFQPBgq1BQKhUKheDBUqCkUCoVC8WCoUFMoFAqF4sFQoaZQKBQKxYOhQk2hUCgUigdDhZpCoVAoFA+GCjWFQqFQKB4MFWoKhUKhUDwYKtQUCoVCoXgwVKgpFAqFQvFgqFBTKBQKheLBUKGmUCgUCsWDoUJNoVAoFIoHQ4WaQqFQKBQPhgo1hUKhUCgeDBVqCoVCoVA8GCrUFAqFQqF4MFSoKRQKhULxYKhQUygUCoXiwVChplAoFArFg6FCTaFQKBSKB0OFmkKhUCgUD4YKNYVCoVAoHgwVagqFQqFQPBgq1BQKhUKheDBUqCkUCoVC8WCoUFMoFAqF4sFQoaZQKBQKxYOhQk2hUCgUigdDhZpCoVAoFA+GCjWFQqFQKB4MFWoKhUKhUDwYKtQUCoVCoXgwVKgpFAqFQvFgxO4+AQrFE2AYBjqdDgKBACKRCAKBAAKBwN2nRaFQKFSoKRc3hBDo9XrodDoolUoQQiAUCiESieDl5QWRSASRSAShkDqfKBSKexAQQoi7T4JCcQeEEGi1Wuj1eu7/LAzDgBDCWdZisRhisZgKN4VCcTlUqCkXJXq9HlqtFgzDQCgUghACjUbTz+VNCAEhhBNuABAKhVS4KRSKy6BCTbmoIIRAp9NBp9Nxbm6BQABCCNRq9aBr06bCTS1uCoXibKhQUy4a2IAxvV4PAEaizFrU7OvWYmpts583FG6xWEwD0ygUit1QoaYMe1gx1Wq1Rlaw6Tb2CLWlY7GWt0Ag4ILTDMWbCjeFQrEWKtSUYQ0hBD09PVAqlfD397fo2uZLqM3t15JwG0aVU+GmUCiWoAtplGELwzDQaDRoaGhAaWkptx7tSti8bENrmp08HD16FN3d3ejq6kJvby/UajW3dk6hUCgsNI+aMuwwzI1mo7o9AXaSwAabKZVKiEQibkLBBrOZiyqnFjeFcvFChZoyrDDMjQb6UqnY9CtPhLW4AXDnyAo364qnwk2hXNxQoaYMG1iBY61oVszY9CtPwpzQGlrcwF+pYGzqGBVuCuXihAo1ZcjDurrZqG7TtWhPFGoWNsDMHIaBb+zatqFwG7rKvby8OOF2x1o8hUJxHlSoKUMac65uU5HyRKG2R0gHEm6VSsVtQ4WbQhleUKGmDFlMy4AOZJl6mlDzgbXCbRp1ToWbQhlaUKGmDDkMy4AC5q1oQzxZqAdyfduKJeFmGIYTbja4jgo3hTJ0oEJNGVKwFcYYhgEAq1KvrBVqVwq6K4TRknDr9Xro9XqoVCoq3BTKEIAKNWVIYFgGdDBXtymebFG7Ela42cmNqXCbBqcZ1imnwk2huA8q1BSPx5qAsYHwZKF253kNJNw6nY5731ydcircFIrroEJN8WhYK1qv19vtkrVWqPV6vctEyBOFzpJw63Q6aLVaI+E2rFPuKZXfKJThChVqikdirgyoveI2mFATQlBZWYnS0lJ4e3sjODiY++ft7W3vV7AKT7X0AeuF21w6GIVC4Q8q1BSPw1FXtykDCbVGo0Fubi56e3sxefJkMAyDjo4O1NXVoaCgADKZjBPtoKAgSCQSu89jqGNJuCsrK6FQKJCSkmK2ahoVbgrFMahQUzwKa3OjbcGSULe1tSE3NxdBQUHIyMgA0Cc+oaGhAACdToeOjg60t7ejqqoKPT098PPzMxJusdi+R8gTXd+2wgq3YSMRdpKl0Wi496hwUyiOQYWa4hHYmhttC6ZCTQhBeXk5KisrkZKSgri4OACAVqs1+pxYLEZYWBjCwsIA9FnfrHCXlZVBqVT2E262Tre1eLLr21bMWdxsjAF7bU2Fm40qp1AolqFCTXE7prnRfAd0GQq1SqVCbm4uVCoVZs6ciYCAAADWCaZEIsGIESMwYsQIAIBarUZ7ezva29tRVFQEjUaDgIAATrgDAwMvGuvRUpMRw4mLoXCbs7gNo8opFMpfUKGmuA3DgZut0OWMQZoV6paWFuTl5SEsLAzp6el2u61ZvL29ERkZicjISK5sJyvcDQ0N0Ol0CAwM5ITb39+fE+7hJEbWegWsEW6hUNgvqnw4XSsKxR6oUFPcgmnAmDPTotgI8uzsbIwbNw4xMTEDbmtvCpiPjw98fHwQHR0NQggUCgUn3DU1NSCEICgoiLO22eNdrFgr3LSlJ+Vihwo1xeXwkRttLUqlEnl5eSCEICMjA35+fk47liECgQC+vr7w9fVFbGwsCCHo6enhhLuyshIAUFhYiNDQUAQHB0Mmkw1JEeKrXrmhcLMTGLbHuGHVNCrclIsNKtQUl8FnbrQ1NDU14fz58wgLC0N3d7fLRNocAoEA/v7+8Pf3R3x8PHQ6HY4dOwY/Pz+0tLSgrKwMYrHYKIfbx8fHbefrbgxrlANUuCkXN1SoKS6BEILu7m7U1tZi5MiRThVphmFQXFyM+vp6pKWlISgoCI2NjU45lr2wa9WxsbHw9vaGXq9HV1cX2tvb0djYiOLiYpcXX3EEZ4ujOeFm/6nVamg0GgCgwk0ZllChpjgdNjdaoVCguroao0aNctqxent7kZOTAwDIzMyETCbjWjzy2VKSb0QiESfIQF8Od2dnJ9rb21FbW9uv+EpwcDC8vLzcfNZ9uGOdfaBe3Gq12mKDEdoZjDIUoUJNcRqsq5uN6haLxVwKljNobGxEfn4+YmJiuCpZwF/WmCcJ9WDnIRaLERoayhVf0Wq1XA53ZWUlzp8/z1vxleHAQMLNTtQslTv1lHuCQrHExftkU5wKwzDQ6XRGZUCFQqFTrC+9Xo/CwkI0NTVh4sSJXJ4zi6FQexrWnpOXlxfCw8MRHh4OoK/4ChuYVlpaCpVKBX9/f6McbluLrziCp4mdtcJt2hmMCjfFE6FCTeGVgXKjBQIB7xZ1T08PsrOzIRaLkZmZaTYAyxqhdnXrRkePJZFIEBERgYiICAAwyuEuLCyERqMxyuEOCAhwWvEVT5wAmWJJuBmG4YSbnUxS4aZ4GlSoKbxhWgbUVPwMS0s6OvgRQlBfX4/CwkIkJCRg1KhRFoVoOFjUgyGVShEVFYWoqCgQQqBUKjnhrqurg16v53K42eIrfFd/G0oMJNxnzpxBVFQUwsPDqXBTPAIq1BReMMyNNqz3bAhfa8U6nQ4FBQVobW3F5MmTOXfwYHiiUDsDgUAAmUwGmUyGmJgYEELQ29vLCXd1dTUAGAm3r6+v3b+JJ63924uhcOt0Ok6Q9Xo99Hq9xeA0V3tiKBcnVKgpDmFLbjT7OrudPXR1dSE7OxtSqRSZmZmQSqWDfsbQkvckXDXACwQC+Pn5wc/PD3FxcVyqXHt7O9ra2lBRUQGhUNgvh/tiFSD2/mT/AX+lg7H3OivQpmvcVLgpzoAKNcVubO0bzQ569qxTE0JQW1uL4uJiJCUlITk52eYB0dOEGnBfalNAQAACAgKQkJAAhmHQ3d0NuVyOpqYmlJaWwsvLy0i4B5sQDSdxMuchsNSLW6fTQavVWhTui6UpC8W5UKGm2AVbIcqWCmP2WrZarRbnz59HR0cHpk6dipCQEJs+b+0a9XASG1sQCoUIDAxEYGAgkpKSoNfruRzu+vp6FBUVQSqVGgm3RCLhPu+JEyBHsMaVb4twGzYYocJNsQcq1BSbMM2NtiW4xp6gro6ODuTk5MDX1xezZ882Eghrsfa4rhYcT50YiEQihISEcBMiw+IrNTU1yM/Ph6+vLyfaDMMMqxxue9bcBxNuwHzVNCrcFGsYPk8XxenY6uo2xXCN2ppjVVVVobS0FKNHj0ZiYqJDwuapojgUrNGBiq9UVFSgt7cXEokEhBAuh3soCzc7AXUES8LNdgYDqHBTrGfoPk0Ul8Ja0Y4207Cm6IlGo0FeXh66u7sxY8YMBAUF2XUsQ5yRw32xYlp8JT8/n7s/iouLoVarERAQYJTD7criK47ijCh2c8LNZkqwFrdAIDASbjaqnEKhQk0ZENPcaEfzSAcTTLlcjpycHAQFBWH27Nm81bP2xAHPE8/JHoRCIXx8fDBy5EgAfa1FWYs7Pz8fOp2OE+6QkBD4+/t7tOXoinQza3pxGwq3YVQ55eKDCjXFIuzAwQorH4OrJYuaEIKKigpUVFRgzJgxiI+P570ghye6mT3xnBzFx8cHPj4+FouvMAxjlMPt5+fnUQLEMIzLz8ca4RYKhf2C0zzpulGcBxVqSj8MBwm++0abs6jVajVyc3OhVCoxc+ZMBAQE8HIs0+MOR1H0dAYrvlJZWQmBQMA1FnG0+AofeEIBF2uFm7b0vDigQk0xwtGAscEwtahbW1uRm5uL0NBQTJkyxWlBSJ4o1MNlULVF2EyLrzAMg56eHq74Snl5OcRisZHF7eriK54g1KYYCjd7H7MpkoZV06hwD0+oUFM4DMuAOqumMWtRMwyDsrIyVFdXIzU1FTExMU4dVKwRancMap42eXA1QqGwX/GVrq4utLe3o6mpCSUlJZBIJDYVX3EUTxRqQwxrlANUuC8GqFBTbCoD6ihCoRBqtRqnTp2CTqfDrFmz4O/v75RjGeKJFvVwgq/7RSgUIigoCEFBQXYVX3EU9h7x5GA3UwYSbrVaDbVajaqqKiQkJEAqlVLhHoJQob7Icbar2xS9Xo/8/HxERUUhNTXVZWk7nijUw2WQdOZ1NVd8hY0or66u7ld8JSgoyKFMAfa7DOXfxlC4RSIRdDodamtrERsbywm3uQYjtDOY50KF+iKGr9xoa2AYBsXFxVCpVEhISEBqaqrTjmUO6voeHojFYoSFhSEsLAxAX849K9zl5eVQKBTw9/c3Em5bJoNsoONwFCwvLy+IxWKu+AohhOvFbSjctKWn50GF+iKE79zowVAoFMjOzgYA+Pn5ITg42GnHsoQnWtTDBXeu6UokEowYMQIjRowA0JdBwEaUmyu+EhgYOKBbezhY1KaYplda6sVNhdtzoUJ9kaHX66HRaLjB1dlt+RobG5Gfn4/o6GiMHTsWp06dckuFME8Uajro8Y+3tzciIyMRGRkJAEY53A0NDdDpdAgMDOSE27T4ynAW6oHaz1oj3OY6gw2n6+TJUKG+SGDzMFUqFQ4ePIjLL78c3t7eTjueXq9HUVERGhsbMWHCBERERACwroSoM7BGqNnByZV42uTBXjx1wGaLr0RHR4MQAoVCwQl3TU0NCCFGqWDs+ranfh97sHVpy5Jws8FpKpWK69VNhds1UKG+CDAMGLOng5Wt9PT0ICcnB0KhEJmZmZDJZNx77qq57YkW9XBhqFxXgUAAX19f+Pr6IjY2FoQQLofbsPgKANTX1yMkJAQymWzIiw8r1PZi6nVjhVuv10Ov11tMB6PCzR9UqIc5prnR7MPjLLGsr69HQUEB4uPjMXr06H4DhCdb1K6GDmLuRSAQwN/fH/7+/oiPjwfDMGhtbcX58+fR2trKFV8xTAXz8fFx92nbjKNCbYqlzmBsiqdhL27TBiP0nrcPKtTDlIFyo4VCIe9CrdPpUFBQgJaWFkyePJnrrGQKtaiN8cRzsofhMAALhUL4+vpCKBRiypQpYBiGy+FubGxEcXExvL29jYTbmctHfMG3UJsyWC9uU+E2bDAyHO4bV0CFehgyWG4030Ld3d2N7OxsSCQSzJ49e8DKUdSi/ovhMkh52nV1BMMIdqFQyAky0Bd3waaC1dbWoqCgADKZzCgVjM/iK3zhbKE2xRbhNmwwMpSKzLgaKtTDDLaM4EABJHwJNSEEtbW1KC4uRmJiIkaNGjWo+FCL2hhPPCd7GE6TDkvfRSQSITQ0FKGhoQAArVbLCXdlZSV6e3u59ENWuJ1Vu94WXC3Upgwm3ADMljulwv0X7r+LKLzAurq1Wi0IIQMGcvAh1FqtFvn5+Whvb0d6ejo3eA0GtaiHH8PputqSE+7l5YXw8HBumcew+EpZWRmUSqVR8ZXAwECXVeIzxB1tOwfCknCzncEAKtymUKEeBjAMA51OZ3UZUEeFurOzE9nZ2fD19UVmZqZN63SebFF3d3ejq6sLoaGhLnFhetLgSenDkeItpsVXVCoVF1FeWFgIjUZjlMMdEBDgEvFxt0U9GOaEmw2CZS1ugUBwUQs3FeohjOENbVjAZDDsFWpCCKqrq1FaWork5GQkJSXZPKh5okVNCEFVVRVKS0vh4+ODwsJC+Pn5ISQkxK4ylLYwXKzR4TLpYL1RfCCVShEVFYWoqCgQQqBUKjmLu76+HjqdziiH28/Pzyni4+lCbYphS0/AOuFmo8qHK1SohyimZUBtiaC0R6g1Gg3Onz+Prq4uTJs2ze4yoJ5mUWu1Wpw/fx6dnZ2YOnUqZDIZ9Ho92tvbIZfLuTKUgYGBnHCbVrO62Bkukw3AeW5igUAAmUwGmUxmtvhKdXU1CCFGEeW+vr68nMtQE2pTLAl3d3c38vLyMH36dAiFQrNR5cMFKtRDEMPcaEOXkbXYKtTt7e3IyclBQEAAMjMzHXILe5JQd3V1ITs7GzKZDJmZmRCLxVCr1ZBIJIiIiEBERARnCbHCXVNTAwAICgrihNveohjDaSAZLt/FVXXLByq+IpfLUVFRYRR1zuZw23NuQ12oTTEUbo1GA5FIxI2JGo3GbPGVoS7cVKiHEHz1jbZWqAkhqKioQEVFBUaPHo2EhASHb3ahUMitpbsSU6Guq6tDYWEhkpKSkJycbHECYWgJxcTEgBCC7u5utLe3o6WlBWVlZfDy8kJwcDAn3Las2Q8Ha3Q4fAcWdzUYMVd8hb3PmpubUVpaanfxleEm1CwMw3ACbK4Xt0ajsVg1bagJNxXqIQKffaOtEWq1Wo3c3FwolUrMmDEDgYGBdh3LFHdb1Hq9nivMMmXKFK5douF2g+0nICAAAQEBSEhIgF6v54pisLm1bH/kkJAQj0nRoViHOzuBGSIUChEYGIjAwEAkJiZCr9ejq6vLruIrw1Wo9Xp9v9gRwxrlwPARbjqCDAGsyY22hcGEuq2tDbm5uQgODsaUKVN4FRp3BpOp1WocP34cYrEYmZmZAxZmsRaRSISQkBCEhIQgOTkZWq2WW3csLS2FSqXi2iyGhIQYRfp68sBgC54ibnzgqd9FJBIZFV/R6XQWJ4hsgBrbYITPADlPgi2LPBADCbdarebSwXbu3AmRSIS1a9c68Yzthwq1B2NLbrQtWLJqGYZBeXk5qqqqMHbsWMTGxvI+aLnLolapVGhsbERCQgLGjBnjtIHLy8vLKEXHsM1iXl4eGIbh1rcZhnHLtaBYZqiImlgsHrD4yvnz57niK0qlckiUOrUVcxb1YBgKt2FnMNYw8VSoUHsofLq6TTFnUatUKuTk5ECj0WDWrFnw9/fn5Vjmju1Ki5phGBQXF6O9vR0jRozA2LFjXXZsoH+bxd7eXsjlcsjlciiVShQWFqK5uZmzuPmw8in242nFQazFXPEVdoLY3t4OvV6P7u5utxdf4RN7hNoUNlumt7cXcXFxPJ0Z/1Ch9kBYK5ovV7cppkLd0tKC3NxcjBgxAlOnTnXqmqorLWqlUons7GwwDIOIiAijdpvuQCAQwM/PD35+foiPj8fJkycREREBhmHQ0NCA4uJi+Pj4GK1vs+5LT8ZT3cX2MFy+i2nmglgshp+fH1d8RavVcksyriy+widsMBkf9Pb2wtfXl5d9OQMq1B6EaW60s/q5skLNMAxKSkpQW1uLtLQ0REdH834sc8d2hUXNTj4iIiKQmpqK4uJij4tOZlN0wsPDMXLkSOh0Os4CqqioQG9vb7/17aFuBXk6w0WoDWEYBhKJpF/xFfZeq6urA8MwRlXT/P39Pf46WLNGbS0KhQJ+fn687MsZUKH2ENg8QNbadObsVigUQqPR4OTJk2AYBhkZGS67SZ1tURNCUFZWhqqqKowbNw4xMTHccT1NqE0Ri8VG7ku1Wg25XI729nbk5+cbVbIKCQmBn5+fxwymnnIejjJchdpwPDGXctjb22tUfAWAUdU0voqv8Akfrm8WalFTBsSwPJ6zXN2mKBQKtLS0IC4uDikpKS610pxpURumlJlbZ/c0oR7sd/b29jayghQKBSfcVVVVEAqFUCqVOHToEK677jpkZma66MyN8bTr6ggXg1CbYrgkExcXZ1QroK2tDeXl5UZR544UX+ETvl3f1KKmmMWZAWPm0Ov1KC4uRmtrK4KCgjBu3DinHcsSzrKo29vbkZ2dbTGlzF2FVgbDWpEzrGQVFxcHhmHQ1dWFp556Cunp6fj2228BgCu6Ehwc7NLeyO4etPliuAq1Ld/JtFYAe6+1t7ejqakJJSUlkEgkRsLtjiBIvV7PSzwN61FwVgAtH1ChdhOGZUBdYUX39vYiOzsbQqEQCQkJUCqVTj2eJfi2qNmGGmVlZRgzZgzi4+MtXktPs/wc+c2FQiHy8/Mxffp0LF68GB9//DFSUlIgl8tRXV2N/Px82ljEDoZjcRBHv5NQKERQUBCCgoKQlJRkVOSnvr4eRUVFkEqlRsLtikmiXq/n7TgKhYK6vil/wVcZUFtoaGhAfn4+4uLiMGbMGNTU1EChUDj1mJbgc63YsKHG9OnTERQUZHFbdxVacRZ6vR5fffUVXn75ZXh5eXHtOdm8WjY9Ry6Xo6ioiGuxyBZnGQrBQu5guFrUfE4+DIv8AH3FV9gcbnaSyBZfYSeJzshe4HuNmrq+KQD+cnWfPXsWY8eOdfo6j06n4/J0J02axBXhcLQftSPw5fo2bahhzczaE4Xa3nM6duwYZs+eDR8fH7OFU1zVWIRluIgbFWrbEYvFCAsL48rxGlbnKy8vh0KhgL+/v1EONx8ua77WqFnXNxVqilFutFwu5zpfOYvu7m7k5OTAy8sLs2fPNlpDcqdQO2rZEkJQV1eHoqIijBw5EiNHjrS6B7enCbUjv/9PP/2EDRs2AOgLohuo8pSlxiJyuZw2FjGBCrXjmFbnU6vVnHCzbWNNc7jtEVy+LGqFQgFCCF2jvpgxlxvtTKE0FLLExEQkJyf3e0iHqkWt1+uRn5+P1tZWsw01BsMTBcWecyotLUVsbCy3pmZriUjDYCG24UNnZyfkcrlR3WjD9e3BLKDhIm5UqPnH29sbkZGRiIyMBGBcVrehoQE6na5fDrc158tXHnVvby8A0DXqixXT3Gi2XJ2zIpB1Oh3y8/PR1tY2oJANRYu6t7cXWVlZ8PLysquhhida1Pby9ddf49Zbb+X+VqvVVrc8NIfpmqOlxiKscA/FKlbWQoXa+ZiW1VUoFNz9Vltby9XDZ4XbUr0Avizq3t5eiMVij66HToXaCRjmRrMPvuGNxjY655POzk7k5OTAx8cHs2fPHvCmG2oW9YULF5CXl8cFw9k76HiaUNsjCO3t7f3qEqtUKl7TYyw1FpHL5VwVK8P17eHUWGSoNOWwBU8TakMM0w5jY2P7FV+prKyEQCAwiihn4yn4Euqenh74+vp67DUCqFDzjmlutKlIA31CzZdFTQhBTU0NSkpKrF6zHSoWNdtQo76+HhMnTkRERITdx/VUK8nWycO+fftwzTXXGL3Gt1CbYmoB9fT0GBXDYO9BrVbrtpxavhiOFvVQmnyYFl9hGAY9PT1G8RRisRjBwcHQ6XRGxpC9eHpVMoAKNa9YmxvNl1BqtVrk5eWhq6sL06ZNs7pN21CwqNmGGoQQZGZmOtxQw13tNfmEYRicO3fOyO0N9AXDOOL6tgWBQAB/f3/4+/sjPj4eDMPg+PHjkEgkXE7tUGwswjJUu2dZgvXuDRWhNkUoFBrFUzAMg87OTnR0dECv1+P8+fPw9vY2srhtdWFTob5IsDU3mg+Lur29HTk5OfD397c6PYnF0y1q04YafLi3PHHwtfWczp49i/T09H6Dbk9Pj9siVoVCIUQiEaKiohAaGmrUWKS8vBxKpZJLzQkJCUFgYKBHi8Zws6jZZ82Tr7ktCIVCLsCxsrISM2bM4KLK6+rqUFBQAJlMZpTDPdjYyAq1J//uVKgdxJ4yoI4IJSEElZWVKC8vx+jRo5GQkGDzDeZui5pt1m563pYaavB1XE+0qAebtGi1WjQ0NCAhIQH79+/Hvffe22+bnp4eBAQEOOsUrYL9La1tLMKub3tSYxFg+Am1K5r8uAP2e0kkEi5DATAuvlJVVYWenh74+fkZCbdpBgO7jSdDhdoBGIaBRqOxucKYvVHfGo0Gubm56O3txYwZMxAYGGjzPtjju9OiBvoPiIM11HCUoTr47ty5E3V1dXjwwQeh0Wg4ATSkq6uL10mNrQw02RiosUhlZSVnIbEWt6tc+JagQj00YMdPU2+bafEVjUbDCXdZWRmUSiUn3Gq1GnFxcVAoFE7tVf/KK69gz5493LJQZmYmNm3ahJSUFKv3QYXaDlhXNxvIYGsZUHuivtva2pCbm4vg4GBkZmY6tO7nbosaMB7cB2uowddxrfnOrhykBzuWXC5HaWkpBAIBDhw4gAULFpjdjo1adSfWXDdzjUXYwisXLlxASUkJvL29uVSx4OBgl69vD6XAK2swTA0dThgG6w6ERCKxWHzlxRdfxM8//4ywsDAEBgbi2LFjmDlzJu9pWkePHsWaNWswffp06HQ6PP3001iwYAFXr8AaqFDbCMMw0Ol0DnW8ssWiJoSgvLwclZWVSElJQVxcnMMPHbtO7A7rgR0EWS+EtQ01HMXa/bITCFddl4Gs0R9++AGzZ89GSUkJ/vzzT7z66qtmt3O369vetDehUIjAwEAEBgYiKSmpn9vy/Pnz/da3nd2SdTha1K7oJ+Bq2NQsW7+XYfGVzz77DMXFxXj88cdRVVWFm266CZ2dnZg9ezbmzZuHxx9/nJdJ2/79+43+3r59O0aMGIGzZ8/i0ksvtWofVKitZLDcaFuw1qJWqVTIzc2FWq3GzJkzeRuMDcXSlb2ogb8EUKPRcBHrgzXU4Ou4nrhGbQm9Xo9z585h5cqVOHXqFEaPHm3R09Dd3e3xa2zWYM5tybrJCwsLodVquQpWzmosMlyFerjBx9glFAqRmpqK8ePHIzU1FVu2bEFRURF+/fVXFBcXO+26dXZ2AgC3rm4NVKitwLQMqCMiDfTdIOy+LNHS0oK8vDyEhYUhPT2dV3ewJwj16dOn4efnZ3PEuqPH9SQGOqc///wTs2bNQlNTE86ePYu77rrL4rZKpdKpa2yD4Sxxk0gknPXDNhZhhZttLGK6vu3oeQy39KzhKtR8lQ8F+jxSYWFhEAgESE1NRWpqKi/7NQchBA8//DAuueQSjB8/3urPUaEeBMPcaLb8p6OIRCJoNBqLxystLUVNTQ3vkc8shkLtStg65AAQGRmJlJQUlw2KfLbX5BNL5/TLL79g3bp1+Pzzz7ke4gPtYziJizkMG4uwFawMG4uUlpZCIpFwa9shISF2TQCH27UcbhMPFr5bXCYlJfGyr8FYu3YtcnNz8fvvv9v0OSrUFnBm32hLedRKpRI5OTnQ6XTIyMhwmjuT/R6uFGqdToeCggK0trYCAC9r7bbgiUJt6fu3trbCy8sLgYGB2LVrF+677z4Xn5ntuFoMnNFYBBieQu1qr5kr4FOoFQqFS4Ix//GPf+C7777DsWPHEBsba9NnqVCbwZ7caFswF3Xd1NSE8+fPIzIyEmPHjnXqw8V6Blwl1D09PcjOzuYaavz2228uF01rhNpTBuiff/4ZCxcu5P6+9tpr3Xg2g+MJEyBLjUXYyHnDxiLs+rY579hwjPr2lPuaT/icgDi7MhkhBP/4xz/wzTff4MiRI3ZZ71SoTbA3N9oWDKO+DetZp6WlISoqivfjWToHVwh1Y2Mjzp8/j/j4eIwePZq7pq52u1trUbt6UDM9J0IIzpw5gxUrVqC2thYA3Lr+bC2eJga2NhZhK1MNR4t6OE08WPh2fTuzst+aNWuwa9cu7N27F/7+/rhw4QIAIDAw0Oq6AVSo/z+O5kbbAhv13dvbi5ycHADgpZ61LThbqBmGQVFRERoaGvo11HBHy8mh4vrOz89HamoqhEIhdu3ahfj4+AH3odFoXBKMN9QZrLEI2+hBo9FAq9W6+3R5YzgLNV/fy9kW9bZt2wAAc+fONXp9+/btWLVqlVX7oEIN57u6TREKhVCpVDh+/DhiYmKQkpLi8ofJmUI9WEMNT7ao3c3+/ftx0003Qa/X49dff+3XgMOU7u5ut9X5ZhkK19UQc41F2PVtrVaLoqIi1NTUcNZ2cHCwU4rwuILhLNR8WNRsW01nPkN8PB9D8+7jEdaKdlVhAL1ej7q6OiiVSqSnp3OuOVfjLKG2pqEGtaj/wvCcVCoVmpubERcXhz/++AMxMTFGfafN4Sk51EPZXWxYxrS5uRnJyckQCAT9Gouwwu3pjUUMGa5CzecatauCyRzhohVq09xoV4g0G1QF9FXIcZdIA/wLtS0NNahF3Yfp/Xb06FHOPfbLL79g3Lhxg0aHekJDAU+7ro5ACIGXlxeCg4O5uuoqlYpb325oaPD4xiKGDFeh5nuN2t3P0GBclELN5ka7qmA9IQT19fUoLCxEQkICwsLCuLVpd8GnUKvVauTk5ECtVlvVUINa1H0wDINXX30VmzdvBgAcOXIE69evR1tbG0QiEbq7u60Sane7vocT5qK+pVKpUWOR3t5eTrgNG4uwwu3uxiKGDGeh5iM2g2EYKBQKKtSehGEZUFe5ug3zh6dMmYKwsDB0dXU53I/aUfiyauVyOXJychAcHGx1BTV3iKY1x9TpdKivr4efnx8CAgKcPsBlZ2fjzJkzAPqi4wMDAyGTyfDNN99g4cKF2LNnz6CDPnV988tgUd8CgQB+fn7w8/PjGot0dXWhvb0djY2NKC4uhlQqNRJuVzcWMWQ4CzUfFnVvby8AePxk96IRarYEYUlJCUaPHm1XQXdb6erqQnZ2NqRSKTIzMyGVSgHY1z2Lbxy1qAkhdjfU8ETXd09PD7KysgCAS89jc26d0X4xPz8fmzdvxuLFiwH0BZFdddVVXHrWzTffjG+++WbQ/XR3d7u1xSUw/FzftowLQqEQQUFBCAoK6tdYpLKy0i2NRQwZbnnhLHytUbNC7QmT3YG4KISataJ1Oh2qq6uRnJzs1ChOQghqa2tRXFyMpKQkLjiFhRVJd+ZsOiLUWq3WoYYanub6vnDhAvLy8hAfH8+V6uzp6YFcLkdTUxNKSkoglUqN2i86cv8QQnD//fcDAC699FIwDIPc3FysWrUKubm5mDBhAuRyOdecYiA8ZX1tuFjUjhYIMW0sYthW0VWNRQwZzhY1H9+rt7cXEonErV4PaxjWQm1aBpT9MZzpdtZqtTh//jw6OjowdepUsx1S2JmgO8v72SvUnZ2dyM7OdqihhqdY1IZ11SdMmICIiAiuBrtheUrWSpLL5VwUsDVVriwxb9487v9xcXE4d+4cpkyZAoFAgB9//BGrVq1CTU3NoBHfQJ/Xxt1CfTFb1INh2FbRVY1FDGEYZsimlg0EX65vtpe7p080h98v+P+xlBttSy9oW+no6EBOTg58fX0xe/ZsiyLGDup8Ri7aiq1CzTbUKCoqwsiRIzFy5Ei7b25PsKg1Gg1ycnKgUqm4uuqWzsnUSlKpVJDL5VxdaQDcQDuYm/zYsWPcdR83bhyEQiH279+Pv//97+jp6UF3dzeioqJw6tQpq4RaqVR6fGrJUMKZXq6BGos0Nzfz1ljEkOFqUfPp+h4Klf+GpVAPlBttqSGGIxiu144aNQqJiYkDPuyGFrW7sEWoDQPi0tPTERoa6tCx3W1Rd3Z2IisrC4GBgcjIyDCyOKwJOpNKpYiOjuaqXLGDrTVu8vXr13P/Hz9+PHp6eqBQKBAREYHvvvsO8+fPBwDU1tZiypQpg34vhULhEVHGnm6RWIsrl6PMNRZh17fZxiJ+fn5G69u2WsfDVaj5DCbz5PQ6lmEl1NbkRvMt1BqNBnl5eeju7rZ6vZbtZ+3OyG9rhdq0oQYbEOfosd1hUQN9AlhUVITk5GQkJSU5/ICaDraDuckNhWDMmDE4fvw4J86//fYbXnrpJQB96+bW1H1XKpVuF+rh4vpmv4e7hE0kEiE0NJSbCGs0Gu5eKi4uhlqt7re+Pdi5UqEeGGeXD+WLYSPUprnRrBiawqdQs6lJQUFBmD17tk0BCe6O/LZGqM011OADd1jU7CBcUlLCi1fAEqZucrYZRHNzMzZv3oyenh6IRCJMnDgRcXFx2LdvH1auXIny8nLExsZyrk6tVmvV/TRco3rdAXuPeIp1JZFI+jUWYde32cYihuvbMpms37kPZ6HmK5jM3TEe1jDkhdowN5q1VgZzOzsq1IQQVFRUoKKiAikpKXb1VnbmWrm1x7ckloYNNSZNmsR7BTVXW9QqlYpLvZo5c6ZLH0y2GcSKFStACIFMJoNOpwMhBAUFBfDx8UFVVRX27NmDJUuWABiaPZGH2vmaw3CS74n4+PggJiYGMTExXGMRuVxu1FjEcH3b29t7WLa5ZMd8ukY9RDANGBtMpAHHhVqtViM3NxdKpRIzZ85EQECAXfvxBIva3HUYrKEGH7jSom5ra0NOTg5CQ0PR1dXFi+veVqqqqgD0fW+RSISIiAjMmTMHhYWFWLhwIbRaLfLz8zFz5kwoFAoIhUL4+voOGcEebq7voXDNDRuLJCQkQK/Xo6urC3K5nKuCyE4Ke3t7odPphk30Nzt28LlG7ekM2V+OtaJZF4i1D5dYLLZbqFtbW5Gbm4vQ0FBMmTLFoRvfEyxq03Z+bEONyMhIjB071mkR6a6wqAkhqK6uRmlpKcaOHYvIyEg0Nja6RVRWrlxp9HdycjLGjRuH33//HWPHjkVlZSWWL1+OWbNmQS6X4+TJk9BoNPjtt9+Miq6Ym2R4iqh4ynk4wlASalNEIhHnBgf6lk46OjpQVFSEpqYm1NXVDdnGIqYYZvI4iifUyreGISfUprnRtpYBtceiZhgGZWVlqK6uRmpqKmJiYhx+mD3BomaPTwhBaWkpqqurkZaWhujoaKce29kWtU6nw/nz59He3s4F+LG/uauFuqioqN9rhBC0t7dj8uTJIITg0KFDeOqppzjXpq+vL+bOnYtJkyZBLpdzpSl9fHw40Q4KCvIIC2m4WNPA0BZqU7y8vBAeHo6KigokJyfDz89vyDYWMYVPoR4KnbOAISbUfPSNtlWolUolcnJyoNPprGo4YS2eYFEzDGNzQw2+ju2sAb63txdZWVlclLq3tzeAvwZfVwrLZ599hg8++MDoNbYS1e+//46lS5eipaWFqx3N0tDQgIyMDAQGBiIwMJArTckOtKWlpVCpVAgMDERXVxe6urqcXuFqMIbKID8Qw0moWVhjZig3FjGFjfjm43fq7e1FREQED2flXIaMUDMMw9VgdqSZhi1C3dzcjLy8vAF7K9uLJ1jUKpUKf/75p00NNfjAWU05mpubkZubi9jYWIwZM8Zoxu0OoTYVaQBIS0vjRNnPzw979+7F1VdfbbRNfX19P6+GWCxGeHg413pRqVSiubkZOp0O2dnZEAgERkVXXLUWP9wsamviXIYS5qK+LTUWMfTesLUAWHe6J5XY5LOiI12j5gnW1c1GdTva8coaoWYYBsXFxairq3OaK9idFjUhBHK5HB0dHRg3bpxdUeuOwHcOuWEv7PHjxw+Yf+wqYcnNzTX7ulAoRENDA1avXs3dZ48++qjRNj09PYMGKbJu8Li4OFxyySVc0RVPdpN7OkMleM8WrEnPMmwsAsBiYxHD9W13VVQE+EvNAqhQ8wLDMNDpdA65uk0RiURcPWdzKBQKZGdnAwAyMzOdtn7hLouabajR3t6OgIAAxMfHu/wc+HR9azQa5ObmQqFQDOi6Zy0la47r6IBdVFSEf/zjHxbPQ61WY+rUqfjmm28wbtw4u4+lUqkgk8kgFAqtcpMb1ibnW5CGg8AN11QmW0XNUmMRuVzulsYipvBZepkWPHEAW3OjbWEgi7qxsRH5+fmIjo7G2LFjnRoV6Q6L2rChxpgxY1BfX+/S47PwFUzW1dWFrKws+Pv7IyMjw+oCIc7mnnvuMft6YmIizpw5gxUrVkAoFOLYsWO47bbbjLbRaDRW13dWKBRmXdymbnKFQsENtNXV1UbrkY66yYej63s4wUfBE9PGIob3k2FjEcP1bWd3BONTqD29FzXggUJtWgaU7zUjc0Kt1+tRVFSExsZGrouSs3GlRW3YdpMtndnc3Oy2NXI+LOqGhgbk5+fb1CDEVWlhlhg9ejSqqqpw1VVXoaOjg4u8NaSpqcnqAjMajYYLlhsIthFETEwMGIZBd3c32tra0NDQgOLiYshkMiM3uT2D4HAQuOEm1KzBw6fBIRAI4OvrC19fX8TGxnL3U3t7O1fr3tvb20i4HW0sYgq1qN2MYW402+mKb0QiETcJAPrWA3NyciAUCjF79myXRTu6yqK21FDDkX7UjuKIRc1WTWtsbMTkyZM5q9FanCnUhBDMnTvX4vts3npUVBS++OILzJkzp982tgi1TqezOcjH0E0+cuRIaLVazjpi60mzaTshISFDKm3HUYajUAPOrV1ueD+ZNhaprq5Gfn6+UWMReyeChvC1Rs16B6hFbSPsejQfa9GWMLSo6+vrUVBQwHsta2vPw7TgCN8M1FDDnUJtr2WrUqm4VLmMjAybq6Y526IeSKQB4MiRI7j55ptBCMGJEyfw97//vd82zc3NVnt0tFqtw0FiXl5eXD1pw37JcrkcVVVVEAqFRkVXTC146vr2XNjn29Xjmmljkfb2drS3t9vdWMQUalG7GdaKdubDwgp1bm4uWlpa7LLK+MDZFvVgDTWGmkXd3t6O7OxshIaGIi0tze4H1VnCkp+fP+D7iYmJqKqqwsqVK1FUVITRo0dDLBb3O5/m5mbMmjXLqmPyIdSGmPZLNkzbqa+vR1FRUT83ueFnhzrDrcGJO4TaFIlEgoiICG7yadhYpLa2FoSQQRuLmMK3UNOobxtxhXio1WooFApIJBLMnj3bLbWfAeetUVvbUGOoWNSEENTU1KCkpARjxoxBfHy83aLgLIuaEIL7779/wG3YdCuZTIYffvgBN954IzQaTb/zsdX17cy0K8O0HUtu8sDAQAB93pvAwMAhLdjDLerbE5uMWGos0traarGxiCl8BZPp9XqoVCoq1J4EG1BVVFQEgUCAGTNmuPUGdoZFrVAokJOTY1VDjaFgUev1euTn56OtrQ3Tpk3j6hg7wkBCbW/g4mAub6Avr3rq1KlQKpVoaWlBfHw8ysrK+m3X0dFhVU9zwL41akcw5yZvaWlBR0cHF+cxkJvc0xmOrm9neygdwZrGIr6+vkbr22yvBj6EuqenBwCoUHsKbHei9vZ2jBs3DgUFBW6/efm2qNkqatY21HBHT2gWayxbhUKBrKwsiEQiZGRk8OL5cEZFtMrKSqu3vfbaa3HkyBEjYTc9H1vcr+7siMS6yaOjo1FeXo7MzEz09vb2G2QdjSZ3JcNVqIcKlhqLyOVylJWVQalUwt/fH3q9Hv7+/g5/v97eXgBUqD0CNnfY19cXmZmZYBgGDMO4/aHky6I1bBhiSxU1d1vUAwkm28UrKiqK13x2Zwj1qlWrrN527NixeOutt7Bx40bufAyx9dy0Wq3bSzsaRhZbcpMXFRVxRTJCQ0MREhICX19fjxNFd48JfDPUhNoUtrEIG0OkUqm42uQtLS1oaWlBUFAQZ3Hbek/19vZCKpUOiap9HnWGfD4khm0O2dxhgUDAVSXT6/Vu/YEc7YsNwKihRkZGhk0zQ/YBdsfDbGmSQAhBRUUFKioqnFK6lW+hvuyyy6zedty4cdBoNAgPD7eYAtjV1WVTf3OtVusxTe9Nn92BoskrKys568mT3OTDUaiH0/eRSqWIjo5GS0sLQkNDERQUxAWmsY1FDNe3B/PC9fT0eOSE0RweJdR8odFokJeXh+7u7n5rm6z7zd1C7ahFK5fLkZOTg5CQELsaarhTqM0JJlvatLu7GzNnzrRJsBw5rr3YOskKCQnBDz/8gP/7v/8zet3wfGxJzQLc6/pmseZ6mosm7+zshFwuR11dHQoLC+Hn58eJtrtqSQ/HqG9PX26wB3aNmm0sEh8fb1djkd7eXo+Z6A7GsBPq9vZ25OTkICAgAJmZmf2q4rAPojtbTAL2W9SEEFRWVqK8vBwpKSl2N9QwFGpXY7o+3t3djaysLMhkMmRkZPBeycjwuHxsAwDz5s0b8P3Y2FjU1dVx20ZHR6OwsBD33nuvxWPZEvEN8J+e5SrYEqbBwcFITk6GVqvlrG22lrRh0RVXWT3DzQIdbt+HxVwwmaXGIqwHx7CxiEgkQnh4OJea5axrdOzYMbz22ms4e/YsGhsb8c0332DJkiV27cujnnJHLpih23SgNB6BQMCL29lR7LGotVotcnNz0d3djRkzZnCpMfYeH3CPUBsGk7H53omJiRg1apRTBxZrLGprLMSzZ88Oug0r0gCQmpqKiooKZGRkDLguLZfLbcrpd3XU90A48rt5eXlxubZstShWuCsqKriUHfafsyZyw9H1PZw8BCzWeAoGaizy/vvv47PPPkNsbCxUKhXOnj2LyZMn8+596O3txaRJk/C3v/0N119/vUP78iihthe1Wo3c3FwolUqrBIwN8Xcntk4WDBtqmPMU2Iq7LWq2vnpdXd2A+d58H5cP1/fDDz884PsxMTFGDU8qKipQU1MzaK51W1sbUlJSrD4PT7Co+Q7OM6wlzfZKZt3ktbW1KCgocJqbnAr10MCeEqKGjUXeeust/O1vf8OmTZtw4sQJzJs3D2KxGPPmzcMVV1yBVatW8RIzsWjRIixatMjh/QDDQKjb2tqQm5uL4OBgTJkyxaqBy1MsamvOwVxDDb4GE3dFfrP9xVtbW5GRkeGyEn58CHVXV9eg22zcuJErD3rVVVehsLAQKSkp/dbdTX9HuVyOkJAQq8/FE9aoWZwlcKZucrYkpTPc5FSohwaO5lELhUJMnjwZl156KQgh2Lt3L86cOYODBw9i3759Zkv7uhvPeMr/P7Y8JAzDoLy8HFVVVRg7dixiY2Ot/rw7WkyaIhKJQAgZcHDQ6XRcwQ/Dhhp84YpuUqZ0dHQgNzcXADBr1iyXCo2jQt3c3Iwbbrhh0O0MXeOTJ0/G/v37sW7dOrPbGp5Pe3u7TUVdPCH4ydX3j2FJSr7d5FSohwZ8FTxh16jFYjFmzZpldeled+BRQm0tbHMGjUaDWbNm2dz9xFMsasDyestADTX4PAdXWtRsZbj4+HhUV1e73Bp0VKitEWkAeO+997j/s7/z+PHjB/2crRayOyZa5nCXuNnqJg8KChpQuDxh4sMnw+37AH+17uRTqIcCHifUgw2mbAWuESNGYOrUqXYN9p6yRg2Ynx2yvZYTEhIwatQopz1srhJqvV6PwsJCNDc3Iz09HVKpFFVVVU4/rimOCPXRo0et2u6VV17Bk08+CQBITk7GgQMHMGXKFIuBjY7gjAIuQxlzbnLW2i4oKIBOpzPK3TZtADHcoqT5agfpSbDjFV9CTdOzeIZhGJSUlKC2ttbhYhieZlGzGPZadkWAlSuEWqlUIisrCwKBgPMMKJVKtwiMI8L27LPPWrXdpEmTuP9HRETgzz//xEcffWRxe/Z87D0vd1WXY/HkiYJEIuECiAghXInTtrY2lJeXw8vLixPt4ODgYef6Ho4WNTtu8/G9ent7ERMT4/B+XMGQEGq22QTDMDZX4DKHJwg129KTPQ+FQoHs7GwAsKvXsj04W6jb2tqQnZ2NyMhIpKamcg8XOxi6emC0RqjNnc+ff/5p9TFKS0u5/7PLFaNGjRr0cz09PTbf154yCA8FcRMIBEYFMvR6Pecmr66uRn5+PiQSCSQSCdrb2xEYGOgx19deXLVGzZZlZi14Z6YM8i3UznR99/T0GDXeqaysRHZ2NkJCQhAfH2/TvjxOqE0H0wsXLuD8+fOIjo5GSkoKLy4PTxBq4C+hZN35fNe2tvb4fGNYlCU1NRWxsbH9jgu4vnKSPRZ1eXk558oejGnTpuGBBx7g/i4pKUFAQIBFITN83daIbxZ3W7TuPr69iEQizpoG+qoZFhYWQqlUIj8/f1A3+VDAGULNMAxyc3Nx6NAhNDQ0wMvLCwKBAGKxGCKRCG1tbbjtttswc+ZMXo9reHyRSMTLb6FQKGyOb7KFM2fO4PLLL+f+ZtM6V65ciR07dti0L48Taha9Xo/i4mI0NDRg/PjxiIyM5G3fIpEIOp2Ot/3Zi1AoRGVlJZqampxS29qa4/Mt1DqdDnl5eejs7LSY025oUbsSe4R69erVVm+7fPlynDlzBkBfEY/6+vpBCx2w52OPULuzA9pwQyKRQCaTwcfHB6NHjx7UTe6soit8wjAMLwGbhBCUlJTg4MGDKCsrw8SJE3HjjTciLi6u37YajQavvfYaGhoasHTpUoePbQpfEd9An8XrTM/l3LlzeRvjPFKoe3t7kZ2dDaFQOGhfZXsQiUTQarW87tNW1Go1dDod5HI5L+58e+BbqHt6epCVlQWpVDpgURZ3FVuxRqh1Oh20Wi28vb3xxRdf2LT/0aNHc//XarWYOHHigG5vRy1qTwkmG2qWpiXYNV1r3ORsOUq26IonuskdtajVajX27t2L48ePY8yYMViwYAHuv//+AX9viUSCp556Ch9//DG++OIL3HjjjXYf3xx8Bsg526LmE48T6oaGBuTl5SEuLg5jxoxxygMgEomgUql436+1sA01hEIhxo4d67YUAT6FuqmpifvdRo8ePeDv5qkWNbumrtVqIZVK8eabb0IkElntatu3b5/R30lJSVatT7PHHjlypFXbsniCQHrCRIEvLMVMmLrJDctR5ufnQ6/XGxVd8RQ3ub1R7BqNBt9//z1+//13XHPNNXjjjTe4eJrc3FwcP34c1dXV8Pf3R1BQEAIDAxEdHY25c+dCIBBAIBBg1apVeOaZZ5wi1Hxa1K4qtuQoHifUOp3O6RHP7lqjNm2oUVtbO+R7YhNCUFpaiurqakyYMMGqJQr2O3uKRW3YEjUlJQWBgYGYN28eGIbh2qKya3BisdjsJCQtLQ3bt283eq21tRWJiYkDnhN7Pl1dXTbXbndnT3FDPEGU+MBaYTMsR2kYTd7a2mrkJg8NDTXbtclV2BoDotVq8eOPP+Lw4cNYtGgR3njjDfT09ODQoUM4efIk2traAAAymQwTJkyAr68vvL29IZVKUVJSgrq6Otx+++0A+sZYZ9ybfMW1sMVyqEVtJwkJCU4XUXesUbMNNXp6eri128bGRrcGtTk60Gs0GuTk5EClUtnkvmdn3Z5gUev1ehQUFKC1tRXTpk2Dv78/jhw5wrntCSHQ6/Vc2VOVSsVZ2ax4CwQCJCcnIz8/n9vvrbfeyg3aA50PS3d3t12tPd1t0br7+HxiTxbCQG7yqqoqnD9/HgEBAZy1HRAQ4DI3ubUTD51Oh59//hkHDhzAwoUL8cYbb6CkpATPP/881ztcKpUiMDAQaWlpmDx5MjQaDZqamnDhwgWUlZVhwoQJaGlpwY8//oirr74aQN+ERq1W89prnE/XN82jdgBXzM5dbVGbNtRgB293W0SOHL+zsxNZWVkIDAxERkaGzUEr7giEMhVqlUqFrKwsAH0pcVKpFDqdDs888wx3H7IRrWKxGN7e3lwaik6ng1KpBNB3PxUWFhqtCc6bNw8XLlyw+ty6u7ttnt17SmWy4QIf6YLm3ORs0ZW8vDwwDGMUTe7j4+O0MW+wNWqGYXDgwAH89NNPmD9/Pl577TXk5ORg3bp1yMrKQkxMDDIyMjB9+nRMnDgRPj4+ZvdDCMGmTZswZ84cHDp0CMnJyUhJSUFsbCxqa2utXv6xBj5d3729vdSi9mSc5ZYxZbCGGu6uOW6vUNfV1aGwsNChJiHuEBlDoe7o6EBWVhZCQ0ORlpbGPfxz5swZcB9CoZDLFWXLGbLtJnt6eiAUCiEWi9HY2IiEhIRBz4k9H6VSaXEgtOb7uJPh4vp2Rl6/t7c3oqKiEBUVBUIIenp6IJfL0dLSgrKyMkgkEqNocj7d5AMJdWlpKT744ANMnToVr776Kk6ePIn77rsPpaWlGD16NNavX4+5c+daJYoCgQAPP/wwnnnmGaSlpXFLe5GRkWhqavJIodZqtdBoNFSoPRlXuL7ZhhpyuRxTp041G9HrqgmDJWwVaoZhUFhYiAsXLmDKlClcr1d7cKdFzU40Ro8ejYSEBG5w7ujosGl/vr6+UCgUEIlEWLBgAZd/m5KSghMnTkAqlXIFDkJDQ/sFGZmKgj1uV3cLtbuPzyfOLsAjEAjg7+8Pf39/bomvo6MDcrkclZWVvLvJzQl1Z2cn/vOf/0CtVuOxxx7DuXPncNttt6GpqQnp6el48803kZ6ebvN1kEgkuPPOO7Ft2zZMnz4dQF+v+XHjxtl9/ubga426p6cHAGgwmb0MB9c3m6bk7e2NzMxMi2s0Q8miZt3EhBBeKqe5y23b2toKpVJpthsZu7ZmLQqFgvt/cXExBAIBvLy8MGXKFADAggULIJPJuM5OXl5eCA0N5YKMHEUsFntEPYDhZFG7Ms1KJBJx9wPAv5vcUKgZhsG+fftw+PBhrF69Gmq1GnfddRc6Ojowb948vPTSS0bphfYQHBwMkUiE9vZ2AEBNTY3NFbgGg8/OWQAVao/GmUJtS0MNT7Corcknl8vlyM7ORnh4OMaNG8fLg+Jqa1Cj0aC5uZkrQ2s60fjqq6/s3veyZcuwZ88e7u9Ro0bht99+49LU4uLijKyn8vJyKJVKrsRod3e3XceVSqVuTTMcbri71vdAbvLS0lJ4e3vb5CZnhfr8+fP4+OOPcemll+LBBx/E66+/jtzcXMyZMwdr167lrZgU6wGQy+UA+tzLfBeG4VOoZTKZSysjOgIVap4wdAtbm17m6Ra1adpSXFwcbwOZKwPpurq6kJWVBZFIhBEjRpj1Brz55ps27fOyyy7jOmrdddddnFDHx8dj1KhROHr0qNEkzdB6Gj16NJRKJSoqKtDe3o4zZ86gvr4eBQUFNvVRlkqlnAvPXQwn17cndc8azE1uWnTFnJu8o6MD77zzDvz9/fHwww9j9+7deOuttxAfH4/3338fY8eO5fWcpVIpRCIRent7oVAonGKt6vV6XsS/t7cXvr6+HvN7D8ZFK9RsIBAfri62oYZAILDJLezuCmkDiaXhGvv06dMRFBTE67FdtUZ94cIF5OXlYeTIkdBqtWaPedVVV9m8X8PfzTAILCoqCqGhoYMGqfj4+CAoKAg6nQ5JSUk4dOgQvL29UVNTg4KCAvj7+3PC7u/vb/Y+9fb2Rmtrq83nzjdDZbAbDHdb1ANhi5s8KCgIv/zyC77++ms8+OCDqK2txa233gqBQIAXX3wRl1xyidO+Z2trK8aMGYPKyspBawjYA5+9qIdKahbggULtqjVqgJ+cPEcaari7Qpoloe7t7UVWVha8vLwGXGN39NjOtMbYQiw1NTWch6OkpKSfB0OhUKCrq8vm/bMdtTIyMlBQUGD0Xl1dHZKSkqw+z97eXoSHhyM5OZnro9zW1ga5XI7c3FwQQhAcHIzQ0FCEhIRwLnNPcH0PJ4vak4XaFHNu8ra2NmRlZWHXrl2YMmUKZs+ejYceeggCgQBr167FsmXLnFp8hX3mFi9ejMrKSqufAVvgK4+arUo2VH5vjxNqV2Ao1PbeuAzDcEIwfvx4REVF2bwPT8yjbm5uRm5uLmJiYpCSkuK04BpnrlGzxWV6e3sxa9YsrhCLuWNeccUVDh1r+fLlXFccoG+drqqqyiprgh0kTIudSCQSo0G4u7sbbW1taGxsRHFxMWQyGUJDQ6FWq90u1MOJoSTUhggEAnh7e+PAgQNoaGjA008/jddffx05OTmYPXs2Fi1ahMjISNTV1SEkJMSih8ZRGhoaAAApKSn4+eefsWzZMt6PwecatbtKN9vDRSnUbOF9e9eHVSoVcnJyoNVqHWqo4Ulr1IQQlJWVoaqqyiWdvJzl+mYj7n18fJCRkWE0ETMV6srKSruOsWLFCvzvf/8DAIwdOxZqtZp7LykpCdXV1Zg2bZpV+yKEoKury+I9JBAIEBAQgICAACQlJUGr1aK9vR1tbW2ora1Ffn4+cnJyOGvb1e68oSpu5nB11DdfZGdn47///S+uu+46yGQyrFmzBjExMXjiiSdw3XXXAQDnJq+rq+M8NIbR5HxQWFgIABg5ciSqqqr6tbflAz6FeqhEfAMeKNSueujFYrFdItnW1sYNjFOnTnWojZwnRH0zDNPPAnVFEQBnuL5bWlqQk5PDNXQxl6dseMxbb73VruM0Nzdz/zd0m0dGRiIpKQnnz5+3KZLWlkHDy8sLI0aMwIgRIxAcHIyysjIEBQVxkcFSqZQTbTZdhmIdQ23S0d3djffffx8ikQi33HILHnvsMTAMg2effRZz587lAholEgmio6MRHR3NeWjkcjmamppQUlICqVRqFE1u75hWWFiIqKgoVFZWmn3++IDPNWoq1A7iitQdWyO/CSGoqKhARUUFbxHQnmBRa7Va/Pnnn/Dz8+tngToTPi1qw99mIG+A4X3V2Nho9/EOHToEAEhOTsY333zDvT5mzBgkJSVZPZiw949KpeLWnW1BKpWCYRgkJCQgISEBOp0OHR0daGtrQ0lJCdRqNYKCgjjhdtaa3FASt4EYKkJNCMHRo0exd+9e3Hjjjfjpp5+wbt06XHHFFXjooYfg5+fH5debeggMPTSJiYncPWOYNmhYdMUWN/m5c+eQnp6OX3/9FfPmzeP9ewP8rVFT1/cQwRaR1Gg0yMvLM2qowQfutqg7OjrQ09ODUaNGITk52aWDFF8WtU6nw/nz59HR0YGZM2cO2NjCUKivv/56h4+9YMECfP3119zfWq0WoaGhNk12CCFQq9V2eTF8fHyM3O5isRhhYWFcxTiFQgG5XI62tjau4ArfXZ2GUzCZJ6VnWaKlpQVbtmxBQkICrrzySjzxxBPw8vLChx9+iDFjxnDbsePKQKJ24cIFPPXUUygvLzf6nE6ng16vx+23345JkyZZ5SbX6XSoqKjA0qVLcfjwYdx77708fWNj6Br1RYa1rm+2+URAQIBRQw0+cJdFzTAMiouLUVdXB29vb15r8VoLHxa1QqFAVlYWxGIxMjIyBo1OZ4WaLchgD5MmTUJOTg6AvlQUQ6EkhKChocHm9X2VSmVXZL1EIjE6vikymQwymQyxsbFcV6e2tjYuD5e1nNgUMHtFytPFzVo82aImhOD777/Hb7/9hiVLluDf//43mpqasGbNGixfvryfILPPlun3KSoqwj333GP2GF5eXhg1ahR6e3tRU1ODL7/8Ert378b27dsHdZOz8R5SqRSpqalObTRCXd8XEYO5vg0baowaNQqJiYm833zusKjVajWys7Oh0+kwbtw4lJWVufT4LI5a1G1tbcjOzrY5LY4Qgrvuusvu47IiDQBlZWXo7Ozk/g4ICEBdXR3i4uKs2hd7P6nVartc37YsEZl2dVKpVJy1zfZFZ0Xb2oIrww1PFerGxka88847mDx5MkaOHImnnnoKEyZMwLZt2/qVwWVha0SwE+Knn36aSym0hFar5QLCVq5cibq6Ohw6dAgffPABXnvttQHd5H/88QeXnrVgwQLerwHwV8tZvoTakV4FrsYjhdrda9TWNNTgA1db1O3t7VyTiPHjx6Orq8ttrnd7f2NCCGpqalBSUoKxY8daLYpA3/VWKpU2tZ80h0wmg0KhwKRJk7g2mYGBgUhKSkJNTY1NjQgIIXZb1I4glUq5ACOGYdDV1QW5XI7a2lqu4Aor3AM1hxhOrm9Pi/pmGAbffvstTp06hauuugobNmwAALzxxhuDZhUwDAOVSoV58+bZNcb897//5fKgT506BUJIv6UVpVKJ9vZ2yOVyvPPOO7jmmmtw6tQpXHfddXZ1gxsMa9z51kJd30MES0JtbUMNvs7B1e02DTtGuTOP255jMwyDgoICNDc3Y9q0aXY1tti+fbvNnzHFz88PCoUC1113HXbs2AEASExMRGJiIn7//XcsXLjQpv3Za1HzhVAoRFBQEIKCgjBy5EhoNBrO2marXrHWeGhoaL9z9UQr1B48yaKura3Fu+++i2nTpiEoKAgbNmzAokWL8NBDDw06JjU0NODGG2+EQqGwKvYhKCgIiYmJuOSSS7B582bu9crKSqSnp+PcuXPIycnB5MmTjT7n4+MDHx8fEELg5+eHzMxM+Pr6oqmpCaWlpfDx8eHum6CgIIcyZABw4zUfFrW118ZToEJtgGFDjdGjRzv9oXWFRa3X65Gfn4/W1tZ+3gF3CrWta9QqlQrZ2dkghCAzM9NuYTt9+rTDa1PNzc2QSqVGM/uoqCgkJSVh7969VntgHI36dhYSiQSRkZGIjIw0Sue5cOECSkpKIJPJONF2Z9YC33iCUDMMgy+//BI5OTm44oor8NJLLwEAPvroo0G7WzU2NuLmm28GYNt36ejoQHZ2NrKzswEAN998Mz7//HMAfZHcAPDNN9/0E2qWvXv3IiAgAGVlZVi+fDmSk5Oh0+k4a7u0tBQqlQqBgYFG0eS2Xmv2XuPLoqYlRB3EVWVE2RQGvV6PoqIiXLhwAZMnT0Z4eLjTj8+eAyHEaQMEW4NcKBSaFTd3W9TWuk07OjqQlZWF0NBQpKWl2T2j3r17t12fY3nkkUfwxhtvAACeeeYZozW/zs5OREREALDt/uXD9e1MgTFN52ELrsjlchQWFkKj0UAoFKK2thahoaE2t2L0JNwd9V1dXY3Nmzdj+vTp0Ol0eOmll3Dbbbdh9erVA97z7e3tWLJkyaD79/f3x5NPPom0tLR+tft7e3tx7Ngx/Otf/+JE2hBLAZiEEOzevRuPPPIIjhw5gpEjRwLoC9YNDw/nxlKlUskVXampqQEATrQNy+IOBBtIxsdv1NPTQy3qoQDrdjZsqJGZmcn7uspAsDNDvV7vsFvIlNbWVuTk5AwYbMWKpTssCWvXqNmuUoYue3uxVaivvPJKHDhwgPs7NzeX+//s2bOxevVq7m9WcG2ZpTsaTAb0rZcrlUqXWQeGBVcIIaivr0dVVRVaW1tRVlYGb29vo4IrfN/XzsRdFrVer8fnn3+OoqIizJkzB2+88Qa8vb2xa9cuxMTEWPycSqWyuMxi+Gy9+eabmDJlyoCWqK+vLxYtWgSdTofXX38dV111Ffbv38+9b+k82OAznU6Hyy+/3OL18/HxQUxMDGJiYsAwDOelYcviWuMm5yuHmq2vT6O+hwAikQgdHR34888/ER0dbXNDDb7OAQCvVq1h8Y9x48YN+KCz39ddQj3Q92ZTyBoaGjBlyhSHIzRZK8GW4CfTQDVD0RYKhUYlSGUyGRobG+2q+a7T6ewWtKCgIHR0dLjFjcfWmJZIJJgyZQr0ej1nbZeVlXHuTrbrk6c3QXDHc1BRUYEtW7Zg5syZaGxsxBtvvIEHHngAS5cutXguer0ef//7343yn025+eabMW3aNGRmZtp0Ptdccw1ef/11I5EG+j8LLLt370ZycjJ+//13vPLKK1YdQygUIjAwkAvAtNZNzlfEN9DnbaTBZA7i7IeFYRjI5XJ0dHRg4sSJdg2ufGBoUfOBTqdDbm4uuru7By3+YXh8vtp92sJA6/MajQbZ2dnQaDQ2tQ0diHfeecfm++rjjz/m/n/JJZfg999/B9C/kQdrKVy4cMGm0qHAXxMHe+/5wMBAdHZ2Or02+0Cw5y4SicwWXJHL5aiqquJaNbIDsKuq4FkD+zu46jnQ6XTYtWsXKioqMG3aNGzZsgVRUVHYs2ePxZQrAPjggw/w2WefWXz/1VdfxcyZM3HhwgXU19fbfF4CgQCLFi3CTz/9ZPS6uSYzOp0OR44cwQ033ACpVGr38s1gbnKBQIDg4GBIJBLetIFa1B4O21BDoVAgKCjIbSINgNfI656eHpw7dw4ymQwZGRlW5cEaCrWrsWRRd3d349y5cwgICEB6ejovrtMvvvjC5s8YBtQAwD//+U9OqDMzM40s86SkJMTFxaGxsRHx8fFWH4MddBxJcWKF2l0MdO6GBVcYhuFycKurq8323Hante3ohMkWSktLsXXrVmRkZCAvLw+HDx/Gxo0bcfnll1v8zMmTJ/HYY49ZfH/r1q1IS0vj/mbX20tKSvDcc8+hrq7OaPvHH38cV111ldmJycSJE/sJdXp6utlzAvqWp9atW2fx3GzFkpu8qakJSqUSJ06cMCq6YquVzbq+6Rq1h8I21AgLC0NUVJTD+bR8wEfk94ULF5CXl2dztLo7hdpcMBn7PZKSkngtafr222/b/BnTXGjDntMpKSlGtcJjY2MRGxuLw4cPY+bMmTYfy5HvGRgYiI6ODrs/7yqEQqFRwRW1Ws313K6trQUAo4Irrs4rd4VQa7Va7Ny5E/X19ZgwYQK2bNmC1NRU7Nixw6JodHR0cB2wzPHxxx8jOTmZ+7uzsxPvv/8+vvnmG+h0OoveqE2bNmHTpk2cBW6IuRLJ5mJ33njjDUyePBkBAQEDegEcwdBNLpVKUV9fj4SEBMjlcq6ePesmDw0NhZ+f36C/oUajgU6no0LtKHw/LIbrtmPHjkVsbCwuXLjgEakljuRSMwyDkpIS1NXVYeLEiVzUsbUIBAKntZu05tjmWmza8z0GwtB9bQuGHbIAYOPGjdz/o6OjjaxtuVyO2NhYNDU12XzujhYMCQoKQnFxsUP7cBR7nldvb2+jgitsz+36+noUFhbCz8+PE+3AwECnu6Qtldzki6KiIrz//vuYOXMm/vjjD6hUKrMiaXg+K1assGhM/Oc//+FK/xJCcODAAS6Vi+WBBx7AbbfdZvbzlZWVWLVqFR577DHs27fPSLSsGQ9aWlrQ1taGCRMmYPny5YNuzwd6vR5eXl5GbnKFQsGtb1dXVxtNCC1N+Hp7ewGAur49CUsNNWztnuUs7LWoDddxZ82a5VBPbHda1DqdDjk5OU5psUkIwUcffWTz51JTU40KP7BMmTIFWVlZEAqFRhHkXV1dCAwMhEajsan0Jh+i4Mmub2sxtJoMC67I5XLk5+dDr9cjODiYE25nZGY4y6LWaDTYvn07mpubMXLkSGzbtg0zZ87Ec889Z/F7fPHFF9iyZYvZ9wyrkqnVaqxatQoNDQ1Gn62pqcGPP/6II0eOID8/n3tPpVJh+vTpuPrqq5GUlISDBw/iiiuuwJYtW/DEE09w2xmWyQX6x2QAfWvhI0aMgFqtHjS/my/M1flml1cM3eTshK+oqIjL+WejyUUiEXp6eiAQCJwegLl161a89tpraGxsRFpaGt5++23MmTPHrn0Na6EeqKGGpwi1PRY1+72CgoIcXsd1l1ALBAJoNBocP34cUqnUKS02H3/88X7HtEZYZsyYgaKiIu7vtWvXYvPmzVw+OgCPcTe7W6gB/sXNtOBKT08P2trauMYQPj4+nGizg6+jOEOo8/Pz8dFHH2H69OnYtWsXAODdd9/FxIkTzW7f0NCAFStWmH3vwQcfxJIlSyAQCHDhwgXcdNNN3Hvz5s3DlClTcPr0abz11luYNGkS5s2bh9DQUCQnJ0MsFnPjzMmTJ/Hiiy/ihhtuwMyZMyEUCvHTTz/hscce47wWX375pdGxH3jgAaO/u7u7cerUKSxatMhu4bGHwdKzTCd8hjn/xcXFyMrKwldffYW0tDSnL63s3r0bDz74ILZu3YrZs2fj/fffx6JFi1BQUGBTHAuLRwq1ow+LNQ01PEWobbWoa2trUVRUxFujEHcJNeuySkxMdEqT+d7eXi74y1ZSU1MB/JX6xOZPnz17tl/QTHh4OPz9/dHd3W2XV8NRizQwMBBdXV0O7cMRnF3rWyAQwN/fH/7+/lz/5Pb2drS1taGoqAhardao57ZMJrPrXuJTqNVqNT766CN0dHQgIiIC77//Pq644go8/vjjZj0uDMNYDCS7+uqr8eijj0IoFPYT8nXr1uH8+fNQKBSQSqWYO3cusrOz8e2333Iuc7awyaxZszBnzhxkZGRg0qRJePrppzFt2jR8/fXXWLp0KbRarUXxMs0e2bFjB4RCIZqampCRkWHPJbILW9OzTHP+o6OjoVAo8N1330GtViM6OhpXXnklFixYgCuvvJLXzIk333wTd955J9cA6O2338bPP/+Mbdu2WZ3GZohHCrUjsP2J29vbB2yo4SlCba1Fzda5bmpqQnp6Om/BG64WakIIKisrUVdXB19fX6SkpDjlOFdeeaVdnxMKhfjmm28A/GU1Hzt2jHt/1KhRRuIUFxfHxTzYmprFhyhY2651uGCYykMIMeq5XV5eDolEYtRz21pvE5tD7ehvkpubi+3bt2Pq1KlctoFpr2hD9uzZg3//+9/9Xg8KCsIXX3wBb29v1NXV4dZbb+Xeu/fee3H27Fnk5eUhPDwcv/32m9E9CvS5uYG+ezgmJgbFxcWQy+XIy8vDfffdh/nz52Pfvn2YP38+AHDerMHGAo1Gg6+++gpLlixBQkKCS9M6HcmjFggESExMxKOPPorp06fjn//8J3bu3IkDBw5g27ZtWL16NSorK+2ydk3RaDQ4e/as0XIC0Ne/frAOZpYYVkLd3d2N7OxsqxpqsELt7vq+1ljUSqWSq8PLd/U0Vwq1Xq/nJlEjR450qC/0QDjSunPixIk4efJkv3siJSUFxcXFSEpKQmtrK/d6QkICoqOj7RJqgB+L1N0drNz1/AgEAvj6+sLX1xdxcXHQ6/X92jBaGxHs6DigUCjw4Ycfcvm5H374IZYtW4Y1a9aYnSzI5XIsXbrU7L6++OILREREoLa21igYbOnSpaitrUVDQwN0Oh1+/vlno88tX74cl1xyCeLj41FRUQEvLy/Ex8dj//79OHjwIKqrq5Gbm4upU6di4cKFeO6557gJLSu4ps/Oe++9Z/T33r17AfSlZFnqa+0s9Ho9L+1Xe3p64Ofnhzlz5mDOnDl4/vnn0d7ebleTH3O0trZCr9f3CyyNiIiwO9No2Ag121AjMTERo0aNGvShM6wKxle1G3sYzKJmU8pGjBiB1NRU3s/VVUKtVCqRlZUFkUiEjIwMtLW1oa2tzSnHuuOOO+z+LJtvGhYWZiTI48aNQ3FxMaRSKX799Vfu9ZCQEERFRaG0tHTAKnDOhI2gd0eLRndPEgxhC6qEhoZi9OjRXOGMtrY2VFdXcz25WTe5YUyEI3W+z5w5g88++wyTJ0/Gnj17APS5h9k2kaasWrXKqKody4svvog5c+ags7MTl112Gff6kiVLUFNTg66uLpw5c4Z7PSgoCE899RQmT57czyhhG8eEhITglltuwbJly7Bu3Tr4+fnhf//7H6ZPnw69Xt/v2TcNYmOXgYC+a7R582ZcccUViI2NdXk1PL7GanMtLvkSaUNM7ydHJoMeKdS2fBl7G2qwPzifZenswZJFTQhBVVUVysrKbO67bOvxnS3Ucrkc2dnZiIiIQGpqKoRCodOO+9VXX1l8z5pgMna9d9y4cTh27Bief/55PPvss9DpdFx1pkOHDnHbNzc3IzIyEidOnLAYJDTQ+fBBaGgo5HK5w2VWhxumhTM6Ozu5NJ78/HwEBARwwm2P27unpwfvvfce9/x+/PHHWLlyJVatWmV20mSpaMncuXOxYcMGMAxjJNCLFy9GeXk58vLyjMqF3n777bjpppsGzJAwnXhIpVLceOON2LRpk9G+SkpKjD7Heu4A9LMI2ZgPuVyOhx9+2OKxnQVftb6d3TkrLCwMIpGon/Xc3Nxsd+qpRwo1YN2g6khDDUOhdifmLGp2nb2jowPTp0/v1+mGT5wp1IZBfaaTDWsjsG2BYRi8+eabDu1jyZIl2L17N7fmN2PGDADA0aNHsWzZMgAwsmra2toQGhqK1tZWu4SSj2sQGRmJxsZGtwi1u5eOrEUoFCI4OBjBwcFITk6GWq3mrO26ujoQQsAwDBoaGhAaGjpoVPCff/6JL7/8EuPHj8fOnTvh5eWF//3vf2YDkjQajcWYiX379sHPzw+33HILl2Y1a9YsdHZ2Ijs7mysG4+Pjg7feesvIwh0Ic9Yn2/AD+CuX2HDi0NLSYrT9f/7zH6O/169fj9GjR2P69OluyUHmy6gyZ1HziUQiwdSpU3HgwAGj5Y0DBw4MWLxmIDxWqAejubkZubm5djfUEAgEHhFQZmpR9/T0IDs7GxKJBBkZGU5PI3CWULPBb83NzZg2bVo/15Izjrty5UqH93HkyBEAfwkQa0V0dXWZDXwjhEAoFKKzs9NsRSdXEBUVhcbGRkyYMMEtxx+KeHt7IyoqClFRUSCEoLGxEaWlpWhoaEBxcTF8fX05a9uw4EpnZyc2b94Mb29v9PT0YOfOnVizZg1uuOEGsxOW1157Dfv27ev3OpumtXnzZi4dKikpCV5eXqiqquKssdjYWLz11lsYMWKETd/PnCtfIBBw7v7a2lpIJBJotVpugvfUU08ZbW9osZ8/fx5AX9AZO2F1Nc50ffPNww8/jNtvvx3Tpk1DRkYGPvjgA9TU1ODee++1a39DTqgZhkFpaSlqamowfvx4h2p1e4JQG1rUTU1NyMvLQ1xcHEaPHu2SNUdnCKZarUZWVhYYhkFGRoZZTwffFnV7e/uA3YSsYcKECVwRGTb39Mcff8SkSZOQk5PTb80xISHB6G9bLUu+LNHIyEicO3eOl33Zw1CwqAeCLX4hFosxbdo0aLVaswVXiouL8dtvvyE1NRWff/45QkJC8NVXX5ldbmMrf5ly5ZVX4umnn8apU6c4N7dAIEBSUhIaGhq4aO1Jkybh+eefH9CbJpfLoVAouH0EBwdzLl1LMQvseMdWaTxy5AhXYtfQDf7iiy8afW7t2rXw8/PDlVdeaXdLVkcZKhY1ANx0001oa2vD888/j8bGRowfPx4//vhjvzHDWjxWqM0N5GxDDa1Wi4yMDIcvticItVAohFqtRklJCaqrqzFhwgS7oocdOT6fQt3Z2Ylz584hNDQUaWlpFh8svkuX/t///Z/D+/jb3/6Gu+66C0FBQejs7MS1116Lffv2YdmyZcjKykJERAQ0Gg23fVJSksMR+HxMVqKiooyqU7kSTwomcwRDF76XlxciIiIQERHBLd+8/fbbEAgEKCwsxB9//IF7770XS5Ys6Zf+OVBO9A8//ABCCObOncu9lpaWhpKSElRUVADo63P+9NNP93MtE0JQXl6OH374gQtYM8fMmTPx6KOPWhRq9plraWnhJgFxcXFGBX4AGBUyKS4uBiEE8fHxuOaaaywe29nwuUbtijrf999/P+6//35e9uWxQm2KYUONadOm8TKz8gShBvrC+dloaFf3SOVTMOvr61FQUGBVMRZzTTnsxTC4ayAGsuI1Gg3Ky8shlUqh0+ng6+uLNWvW4KeffoJQKIRCocDp06fR3d0NnU4HkUiEyMhI+Pj4QKPRuLVlY3BwMNrb2912/KFuUQPmLVBCCH7++Wf88ssvSEhIwJ49exAfH4+tW7dynj2NRsP13P7jjz+wbdu2ftfj1VdfxYwZM4wEetKkSSgpKeFKfKalpeH111/vF+TU0NCA9evXW51yePLkSSxfvhzPPvus2QBUtjZAaWmpUUEgw1Qr05aWd999N4KCgnDNNdfwkh5lL3xa1O7smmgPHi/U5hpq8DUwuFuou7q6UFtbC6FQ6JQSmtbAh0XNMAyKi4vR0NCAKVOmWBXUxNcEgWEYrF+/3u7PE0KgUqkwbtw4ZGdnw8vLixPz4OBgeHt7o7u7G5dccgmSkpLwySefQKlUAugT94CAALsDufi6j4eDULob06C45uZmvPvuuwgODkZRURHOnj2L5557zkhsCSFQKpWoqKjA9ddfD71ez8W+iMViZGZm4rXXXsMnn3zCBW1FRUWhs7OTq6cdGhqK//znP0YxHAqFAjt27DCqJ8/yyCOPYNGiRf3GCkII9u7di7feegsA8Prrr+OTTz4x2oZ1q2dmZkKr1QLo67Nu+hwaNrJhW1nGx8fjqquusuJKOg8+16iHUkMOwMOF2rChxsyZM/uVsnMUdwo1a32GhISAEOI2i8xRodZoNMjJyYFarcasWbOsfgD4sqjtDc4AwFW2IoRg4cKFeO+994ysbjaA5syZM7j99tsxYsQIVFdXw8/PjwvWEQgEOHToELq6ulBeXo6wsDAEBARYLZ6EEO4+dGQQYn9HV+dSDzfXN8Mw2LdvH44ePYrAwEDs3bsX6enpeOGFF8x6u+6//35UVlZCJpOBEAK9Xg+dTocXXngBLS0tmD59OsRiMcRiMXx9fY3ao37++edGll1TUxNWrFjRb0x68cUXcfToURw4cABvvPEGF7nNcu211+Khhx7CkiVL4OfnhxdeeAHNzc1oa2szmkCy7u3w8HCuhsFzzz3Xbz2avQ8JIXjssccQFxeH6667zq1prOy15eP+VigULvdcOorHCnVnZyfOnj1rtqEGX7hDqBmGQVFRERobGzF58mSo1Wqjh9fVOCLU3d3dOHfuHPz9/TFr1iybmoPwYVE3NzdzYmoLbCqOQqGAUCiEr68vpk+fjvfeew9eXl5Qq9UAgIMHDyIpKQmVlZWcOzAnJ4ezmoRCIebMmcMVQlGpVMjNzQUhhIsYDg0NteguZMVcIpFArVY7lNvJFmixNTqYD4aDRU8IQWtrK5566ikEBwdzKXj//ve/MXny5H7bnzp1Co8++qjRawKBAC+//DJmz56N+fPng2EYeHl5wd/fH62trVAoFBCLxfj3v/+NqVOncvfF+fPnsWbNGqN9XXLJJThx4gR0Oh2eeeYZ7vX09HRIJBJuQqnRaPDdd9/hu+++w+eff44rrrgCL7zwAgD0a9Zy9OhRAH3r02wpS5FIZLR09N1333H//+mnnwD0Cfu8efOsv5hOgB0rqEXtYTQ1NSEhIYGXxhOWcLVQq1QqZGdnQ6/XIyMjAzKZDI2NjW51v9sr1BcuXEBeXh6SkpKQnJxs82/Eh0W9ZMkSm7Znz1Gn00GpVEIikUAqlSIuLo5zPb744ot49NFH8cwzz+Ctt97C1VdfjcrKSrNVptgcaoVCgYSEBKSlpYEQgq6uLi4/t7CwEAEBAZxo+/v797tWEokEGo3GIaGOjIxEQ0ODy4V6OFjUDMPgu+++w9GjRxEaGooff/wRixYtwsMPP9xvkmUpJzolJQXvvfceNm7ciGeffRYAEBMTg8bGRqjVavj5+eHxxx/H2LFjIZfL8fvvv6O4uBj//e9/IRKJIBKJuAYk3d3d3PrxrFmzMGLECAiFQoSHh3MT3KlTpyI1NRVnzpwBIQTt7e1YsWKFUXohu0TDwgahsW7vd999F19//bXRNmyKoV6vx6ZNmzB27Fhcf/31bql6Zwg7Rg6VqG++8VihTklJcbqAiUQi6HQ6px6Dha3OFRYWZhQN7a7uVSxCodCma0AIQVlZGaqqqjBx4kS7K+04mp71ww8/2P1ZpVIJqVTKDcIJCQnc4PrBBx8AAC677DK89NJLGDlyJACYjcRXKpWQyWTo7OzkthMIBP16K7PlUmtrayEQCDjRFovFIITA29vbKJrcHhITE1FVVWXW+nM2Q9mirq6uxubNmyEWi1FYWAhfX1/85z//wahRo/pt+/rrr+P777/v9/qePXtQV1fXL9qb9ZTdcccdWL16NXedqqqqsHHjRq6EJ/vbi0QiaDQajBgxAn5+fggLC4NQKERISAhSUlLg4+MDLy8vMAyD33//HR9++CFuvvlmPP/889i4cSOqqqrQ1taG+Ph45Ofno7u7mzsX1ksUGxuL06dPA+ira/+Pf/yD24ZtRgMAn332GYC+XOrZs2fbfmF5hh0jHZ0wEEKoUPOJKx5+e3pB2wohBNXV1SgtLUVKSgri4uKMvpu7A9psmSjodDrk5uaip6cHs2bNcijFgbWo7alspdFo8NJLL9n0GTZoDAA34LHExMRwFgybi82KODuIGnoAvLy8jNJyOjs7LcZPSCQSrrAGwzCctV1dXc01sO/p6YFcLucsJnsYNWqU3Z15Lkb0ej3+97//4ezZs2hra0NpaSkWL16M9evX9xODqqoqs8V0Hn/8ccyfPx8LFiwwe4z09HRs2rSJu5d+/fVXPPfccwDAldFlgxcZhoFEIkFQUBASExMxa9YsTJo0CeHh4QgKCup3ThMnToRWq8UTTzyBRx55BImJiTh79ix+/fVXrsKY4eTyxx9/BNAXvFZXV4fIyEicOnXKaJ/sPa1Wq/Gf//wHU6ZMwU033eQREzE2hoOPc6FCPcRwtkiy3aLkcrnZ6lyA7f2o+cZaoe7t7UVWVha8vb0xa9Ysh9M02AfOHqG2tekGGzTGfk/DtXSBQICCgoJ+n2ELSRQXF3MtCtk1Py8vL6SlpXHC39XVZVWgo1AoRFBQEIKCgpCcnIzW1lbk5+eDYRhkZWWhtbWVs7ZDQkJsWvMPDw/vVwLSFQxF13dpaSm2bdsGHx8fLsZi69atEAgERoJoKSc6MjIS//vf/3D//fdj06ZNAPoqnbFWK9BnnbLCd/ToUc5jYw6BQIDFixdjwYIFmDRpEvR6Pddzu7CwEFqtFsHBwUY9t4G++/DRRx/Fli1bcMMNN+Drr79GU1MTFyBp2FqTLWrCjjWffPKJkQvf0Jp+9913AQAymQzTpk2z7qI6Gb4CyQAq1EMOkUhk9HDxiUKhQFZWFpemYakUqCus+oGwZq24paUFOTk5iI2NxZgxY3h5YNh92BqpXF5ejpqaGqu31+v1XNCYn58furq6QAiBr68vFAoFgoODOev62WefxfPPPw8AnHV67tw5brAuLi4G0Ofyjo+P586ju7vbrowEiUQCoVCI0aNHY+zYsUhISEBbWxsqKyuRn5/P5eeGhobC19d3wAkNG4HujshvT7C4rEGj0eCTTz5Bbm4uysrK0NPTg0cffRT/93//h/r6eqNubt9++y2X6mTI7t27UVZW1k/A2XFky5YtGD9+PAAgKysLDz74oMXzGTFiBG6//XYsWLDAqNpXb28vOjs70dHRgdbWVojFYnh7e0Or1aK0tJTrihUaGorw8HCjPH7DADJ2n6wLPi4ujgu+NM3LZicVXV1d+P7775GcnIy7777bY35bvnKoqeubZ1zl+naGNcsKW0xMDFJSUgYcOD3Zojbs4JWWlma24YC9GFrU1kIIwe2332719jqdDgqFggsaM4S1mOVyOdauXYtz584hOjoahBDceeedOHz4MCZPnoysrCyucERubi53HuHh4VxjA7bet62w1yA4OBhdXV0ICQnhBkylUsmtbVdWVsLLywthYWEICQlBcHCwWWs7JiYG9fX1Tuu0Zo6hYlHn5ubi448/BiEE2dnZSE5Oxqeffsp5uVjPTnt7u9kgxbVr12LRokUWK+DdfffduPXWWwFYLh/KkpKSgrvuugvTp0+HQCCARqPB2bNncfjwYbNr4CwymQzPP/88kpKSIJfLUVpaCpVKBYVCgcLCQuj1eqNiJew9+c4773DfEehLC7v55pu57QytaTZiPD09vV/hE3fCVw61SqUCwzAuqUzGJx4r1K6Ab6Fmy/xVVlZaLWyeYFGbOz7rtm9vb8eMGTN4bzhhaFFby44dO6zeVqPRQKVS4aGHHurXBciU+vp6AOAsqCVLlmDx4sW49957ce7cOURFRUGj0eDcuXPcYBcaGsq1xHQEQggCAwONel8DfevosbGxiI2NhV6vR0dHB9ra2lBWVgaVSoWgoCCEhYUhNDQUPj4+EAgESE5ORnl5uUuF2tPp6enBBx98gNraWmRlZQEAl0JlCMMw2LBhA+RyudHrUqkUP/zwA66//nps3ry53/5TUlKwZcsWeHl5obW1Fddff73Fc8nMzMS9996LhIQEMAyDc+fO4f333+c8NXFxcXj00UcxduxYREdHG9Xtrq+vx9atW7Fu3To8++yzmD9/PoC+CeeJEydQWVkJhUKBjo4OqFQqzJs3j3MXs94htte6adoWOzlsaWnBqVOnEBsbO+BEwx3wWT4UAE3PGkrwKdRardauQCtHgqr4wJxQK5VKZGVlcRXTnNHBy1aLuqenBx9++OGg27FBY1qtFjKZDM3NzQNuf9ddd+Gjjz4CIYQrCBESEgKBQIBRo0ZBKBQiMTERIpHIKGe7p6cHgYGBvEyyAgMDB2woIhKJOBc40Dc4s9Z2eXk5vL29ERoairCwMGRnZxtVz3I2ntzm8tixY/jqq6+g0+mQn5+PzMxMrF+/vl8a3KlTp/DPf/4TDMMY1W7/5JNPcP78eU4UTdm9ezciIyOhUChw5ZVXWryX58+fj3vuuQcRERFoaGjAu+++y/VNz8jIwOuvvw6JRILz588jJycHf/zxB4C+aztq1CjMnDkTEyZMwMsvv4x//etfeOedd7hzkslkUKlUiIiIgJ+fH3bt2gUAuOKKK/Dnn3+irKwMarUaMTExaGlpwa5duzjLH/gryAwA7rzzTgDArbfe6nGuYb5c3z09PRAKhQ7X6Hc1HivUQ8n13d3djaysLPj6+tpcnMWwL7YtwUN8YSrUbBrZiBEjMG7cOKetd7K/r7VCZymy1hDDSmN+fn5Yt25dv/7UAoEAo0eP5oTxuuuuw4cffoiRI0dyjRFY2GAxNhqbvRaEEHR3dyM0NBRarZarRsWuE1t7zdhrEBgY2M/KGQiZTAaZTIa4uDijwCOlUok//vgDM2fO5IR9qA1IfNDa2ootW7agt7eXK9W5detWpKWlGW1nKSd61apVuPbaay22c3zppZe40pvPPPMMfvvtN7PbzZ8/H2vWrEFISAjOnTuHf/zjH2hqaoK/vz8eeOABzqr+6quvMHbsWEyePBmLFy+Gn58flzZZVlaGvXv3oqCgADfddBNuueUW7N+/H1VVVZxrWqVS4eeff4ZAIIBYLIZAIICPjw9mzZqFp556CgzDoLKyEkBfER/D7nCsZZmdnY3Ozk5MmjTJ7aVCzcFnne/B4j08EY8ValfAh1A3NDQgPz8fiYmJGDVqlF2FPwDbXMB8YijUNTU1KC4uRkpKCuLj411ybGssamtaOBoGjbEP4vXXX99PqIG+dn4ikQixsbGcdfXoo4/ivvvuA/BXYFB9fT1kMpnRbxoQEICuri6oVCqEhYWBEAKJRMKl2ADgxNoa0WZd32yzBFsRiUQICwtDWFgYxowZg7179yI4OBgtLS0oLS2Fj48PJ9rm0nz4wFMGPbb858GDB9HV1YXKykosW7YM999/f7/J87/+9S+u8pYhBw4cwJVXXml2mWXx4sV45JFHIBAILAabAcC8efPwwAMPQCaT4cCBA3j11VcBAJdeeimWLFmCkpISZGVlYe7cuXj22Wctto0Ui8UYO3YsUlJSsHXrVhw7dgyXXnopgL6qfImJiWAYBgzD4MKFC4iMjMSFCxfw97//HUKhEDk5OVzKV3t7O7Zu3Yq77roLOp0OKpUK27ZtQ3l5OYKDg/HPf/4TEokE9913n9uLm5iD717UnnLPWgsVajuFmm1EUV9fj0mTJtldEYp9KNwVUMYGs+Xn56OpqQlTp07t17rPWVhTRpRhGKxdu3bAbcwFjY0YMQJffPGFxc8QQjBx4kSUlpYCANfyb+rUqZwVVlZW1q/wRXx8PM6fP4/u7m4EBgZCr9fD19eXE2u2iIXh78nmzFoaAP38/Li1M0dgexIHBQUhPj4eOp0O7e3taG1tRUFBAddXmRVuPvoKe0owWU1NDbZs2cIJFAD897//7RcQVV5ejtWrV/f7/Msvv4wzZ86YtbB9fHywZ88eyGQys+U+WWbMmIEnn3wSEokEn3/+OdcUY/HixRCLxaiuroZUKsUDDzxgNlXTEgKBACtWrMDWrVs5oWbTI4uLi7l77cKFCwD6vER5eXlcI5COjg4IBAKcOXMG3t7e8Pb2xqWXXorExETI5XK89NJL6Onpwdy5cxEQEACVSuW2ntOW4HON2pEKgO7CY4Xak13farUa2dnZXF9sRwITWKvLXUKt1+uhUqnQ2dmJjIwMl7pKrbGo2ShUS6jVaqjVaqNKYwDwyiuvcGtuprDHHD9+PFeBibWgVq9ejQMHDiA5ORkFBQW47LLLjD7DHqOrqwv+/v7coMYOIuysnxVrhmFACOGqvxla2+w9zue9PmHCBOTl5WH27NkQi8UIDw9HeHg4CCHo6elBW1sbLly4gJKSEshkMk60AwMDPdKSGgytVovPP/8cp0+fRl1dHdra2nDPPffg5ptvtionevny5Vi2bBnn5jYVqI8++gijR49GS0sLFi1aZPYcRo0ahVdeeQUSiQSffvopvvzySwB9zTK6u7vR29uL6667DpMmTeJ+a4VCgfPnz6OxsRGtra1ob29HaGgoEhISMHXq1H7BmyEhIUbLI+x9ePjwYbN1ANgJKFue9j//+Y/R8/D8889DIBBAKpXi9OnTGD16NFauXImmpiaUlJRwnpiQkBAEBQW5tSEHQF3fHivUrsAeoe7o6EBWVhZCQkIwdepUXtaV3RX53dnZyfXDnTlzpssfxsHKiLa0tODnn382+55p0Jjp75Cammpxv1qtFmPGjMGECRO4ghXscSZMmICNGzdi0aJF+PTTT7nuRmyEt4+PD6RSKSfUjY2NZic3hhY0655k/7H3nFar5VzmfFmm6enp2Lt3b7+oZraOtL+/PxITE6HVaiGXy9HW1obz58+DEGJkbdsSQOiuQS83Nxfbt2+HXq9HTk4OoqOj8dVXXyE8PNxou//+979GrRtZfv75ZyxcuJAL7DLkgQcewLJly6DRaHDVVVf1q5sN9MUWvPfee5BIJNixYweXWnXllVeio6MDMpkMt912GyIiIkAIQWlpKX777TcUFxfD29sbEyZMQHx8PMaNG4fg4GC0traisrISGzduxPLly/v9hmKxmKvTHRUVBUIICgsLjc7ts88+A8Mw2LJlC/z8/LjKelu2bOG2YUUa6CseJBAIsGzZMkyaNAkAOE9MW1sbioqKuIIrbO42m2XgSvgMJvO0QDlr8GihdrQe9GCIxWJukBzsxiOEoLa2FsXFxRg9ejQSEhJ4u1ndYVGza+uxsbGor693y4x5sKpo1113ndnXTYPGDC0ntoAIGzlr+jmpVAqtVove3l5UVlZCqVRi8uTJKCoq4qxdtj3hzp07OaFuaGgA0HdPxsbGQqfTwcvLCyqValAvhKloE0Kg1WpRW1sLqVQKnU4HhmGgVqu5YCB7rdu4uDirCsJ4eXkhIiKCE5Hu7m60tbWhoaEBxcXF8PPz40R7oLad7nB9d3V14YMPPkBdXR2XcvXiiy9izpw5RtvV19fjlltu6ff5bdu24ccff8TChQv7vTdlyhS8+eabEAgEePXVVy3WlP/oo48QEhKCDz/8ED/99BMkEgkuv/xydHZ2IikpCUuWLIGvry8uXLiATz75BOfOnUN8fDz8/PyQlJSEhoYGnDlzBufOnYNAIIBOp8PYsWNx7bXXYv78+di4cSMSExMRExNjdFw2lYvtk826u1liY2Nx7Ngxo9d27dpldB1YL9HZs2fR2dmJtLQ0o7QyU0+MaZaBRCLhrG1LOf18w5ZYdZSh2DkL8HChdjaG68MD3Wx6vR4FBQVoaWlxyhquKy1qQgiKi4tRV1eHyZMnw8fHh8uvdDUDrVEfPnzY7Ots0JhIJOoX6OXl5QWtVov169fjtttu4143FBMvLy94eXlh5MiRGDNmDAQCAebPn4/Tp09z64gMw3CVxth6ydXV1QD6ZuRxcXGcpcI2+LAWoVAIjUbDFU+ZOnUqFxBm2j94sLVtc7BNQeRyudX3qUAgQEBAAAICApCUlASNRsNZ2+x6r2FpU9MB01XWFSEEBw8exN69e9Hd3Y2qqirMmzcPjz32mNFkyZKbe9GiRVi6dCnuvvtus/vfsmULpk2bhoMHD1pccnnllVcwduxY7Ny5E9988w0kEgkyMzOhVCoxYcIE/N///R8kEgmOHz+OH374AXq9Hl5eXpBKpWhpaUF8fDwmTpyIhIQEo+tICEFOTg5efPFFrFu3DqtXr8bu3bvx8MMPc++zwXJsA5iDBw8apR9u27YNAPDEE08Y/SaGIs16DxiGwcMPP4zg4GD87W9/szj+CQQC+Pr6wtfXF/Hx8UY5/eXl5VAqlVwFvZCQEKcFavHt+h5qXNRCzd6cAwm1QqFAdnY2BAIBMjMznRJk4aoOWhqNBjk5OVCpVNzaumENbFdjaY2aYRg8/fTT/V4fqNJYUlISEhIScOTIEW4gAyxbfKNHj0ZbWxukUiluvvlmbN68GTqdDm1tbejp6cHhw4ehUqkgkUjAMAyqqqoA9FnWEydO5Eow2hp4w9ZMDwgIMOqiFh8fj5aWFkRHR0Ov13MDs2HXIGvTv9LT05GdnW13D2GJRILIyEhERkYate2sra1FQUGBUdtOV907dXV12LJlC1QqFfLy8gD8tX5syBdffGHk5mX5/vvvsXjxYrOR3q+++ioCAgJw4cIFzto05b777sPChQuxa9cuPPnkkxAKhZgxYwbUajUyMzNx1VVXQaVSYe/evZw3RywWw9/fH/PmzcP06dMHDGISCASYPHkynn76aWzatAlvvPGGUe32yspKxMXF4csvv8T69euhUCj6eY3GjRvX77UdO3YYFS9hlwXY4i2TJ0/G9OnTLZ6XKaY5/WwFPblcjqqqKohEIs5FHhISYlOq6kDwGUxGXd8842zXNzvwWXI7t7a2IicnB5GRkUhNTXVasI0rOmixud5+fn7IyMjgJibuLLhi6fc118DAUtAYy8SJE3HkyBGkp6fjwIEDAPrW8ViXNfBXic3p06cjNTWVs9rPnz8PoVCIm2++GWPGjIG/vz9noZWXl6O4uBinTp2CRqPBhQsXEBsbywm1RqOxej1XLpcjJycHcXFx/Xp4s72L09PTLQakWZv+lZ6ejk8//dRuoTbEtG2nWq3mrO3a2lowDAOpVIqmpiZeB2YWNljs+PHjXPUtc8FiTU1NuPHGG/t9/p133sHHH3+MxYsX93vvxhtvxJo1a9DZ2Ykrr7wSQqGw32+5YMEC3H///dizZw+WLFkCgUCA9PR06HQ6zJw5E9deey06Ozvx/vvvIzc3F1qtFoGBgcjIyMCVV16J4OBg1NTU4MiRI1yDHtaT5O3tjdTUVCxdutQoWyEkJATt7e1G53Hy5EmuycYll1yC7777zujefvnll8EwDJ566inuWZ47d66RSLP3u1wux9dff42RI0da9C5Yi2EFPYZh0NnZyXWHKygogL+/PyfaAy2hDAafFjUV6iGGQCAwK5KEEFRWVqK8vBypqamIjY116nk426JuampCbm6u2Vxvw7VTV69Tm/ve3d3d+PXXX7m/BwsaA4CVK1ciPz8fnZ2dePTRR7FixQoQQowGMqAvcra+vh5isRjjxo3DE088AaAv2AjoCwLKzc2FQCDgqjnNmTMHPT092LRpE7RaLVQqFVpaWrimCXq93qrBp76+HkVFRRg7dmy/dUegT6hN3f3m1rYHSv9i/x8ZGYmmpqZBz8kevL29jdp2FhYWore3F1VVVf2sbUfdoGx9bpVKhcLCQiQmJuLNN9/krDmg77rMnz+/3310xRVXYN68efjnP//Zb7/BwcH4/PPPIRaLcdNNN/Vb5wX6epS/9dZbOHDgAG644QZotVpMmjQJDMNg6tSpWLZsGdra2vD2228jNzcXIpEI8fHxWLp0KSZPnozc3Fzs3LkTNTU13Nr0yJEjMXXqVDAMg5SUFISFheH06dN48skn8cQTT3C93dniO4a/cW5uLry9vREZGQmxWIyvv/7a6Hxnz57dr8SpYWraDTfcwN0jbPe5Sy+9lNf6/UKhEMHBwVzqmemkDoCRtW1LwCKfedS2pMZ5Che1UAP9rVmdToe8vDx0dnY6pca1OZwVTGZYe3zChAlG/WkNjw24R6jNWdSGAT4DBY0ZMnnyZG6t7uDBgxa9MKzLlBDCrd/KZDKcPHkSAJCWloZ33nkHiYmJaGhoQFRUFBctza5tEUIwfvx4HDt2DFlZWcjNzYVEIsGFCxcQGhraz6IkhKCsrAx1dXWYMmWKxXVj1tq3hK3pX2FhYWhubrY7v98aWAtULBYjJSUFKpWKCzqqrq42cpPa0razs7MTH374ISorK7myrZs2bcKsWbOMtvvmm2+49o2GfPnll7jhhhtw8ODBfu/t2LEDiYmJ2LZtG3bv3m32+J9++ilycnKwatUqdHV1Ydy4cRAIBJgwYQJuvvlmNDU14fXXX+d++xkzZnDBWN999x0++eQTeHl5QSKRQCQSobm5GT4+PpDJZNzvtWfPHlRXV+Of//wn/vnPf+K///0vl/fMMAwUCgUXJ9HV1QWxWIzDhw/jo48+wq+//mo0uXj55ZehUCi4tDAAWLNmDbZv3879zdYiOHnyJLq7u5GWlmZUStQZGE7qDJdQ6uvrUVhYyAUshoSEDJoeyKfreyjWwvdooXZ1LnVPTw+ysrIglUqRmZnJS5ShrefAFzqdDrm5ueju7h6w9rg7K6OZWtTsrBsYOGjMkPHjx+OXX37BqVOnMGLECJw+fRpAX5DW2bNnzX7Gz8+Pu95r1qzBa6+9xp3PuXPnkJ6ejoKCgn7rnwC4GuCRkZG47LLL0Nvbi6amJk5UAgMDERYWhvDwcEilUhQUFKCrqwszZswYMIhFJpNxHb2sYTBrOz09Hb///juuvfZamwPSbIX9baRSKWJiYhATEwOGYbigo4qKCq5tJ9tIxNxvyjAM9u/fj++++w6NjY3o6OjA4sWLuapZLM3Nzbjhhhv6ncc777yDp59+2ux7TzzxBBYtWoQ///zTbMMJQgg2bNgAqVSKdevW4cKFCxg1ahSio6ORlpaGW265BR0dHXjzzTeRnZ0NX19fXHXVVVi6dClyc3OxdetWNDU1QSwWIyAgACkpKZg9e7bFtrALFiyAXC7H888/j/Xr10Mul3PxDo2NjfD398e4ceMAAD/88ANnBY4aNarf0tDs2bON3P6EEGzdupVbvvn0008B9D1Tjz32GIRCIdauXeuy8Q3ov4RimB6Yn59vVIwnJCSkXyYFDSa7yGFF8sKFC8jLy0NCQgJGjx7t0vVavl3fCoUC586dg7e3NzIyMgZ8IG2tuc0nphb1TTfdBKBvXVKpVJoNGjPl6aefxrvvvovW1lYkJiZyUcqmIj179mz88ccfmD17NlJTU7kUpvnz53NCDQAVFRVYvXo1jh07hoyMDIvnzRY5kclkiImJQUZGBpRKJVpbW9Ha2oqKigoQQuDl5YUxY8Y4tdKTobXN/o6zZ8/Gc889h8WLF5sttsKXcFvyXgiFQq5t5+jRo43adlZUVHApPqGhoQgODkZlZSXef/99tLe3o7S0FL6+vti1a5fRMgEhxGzDkUWLFmHUqFFm3dyXXXYZNm7ciIaGBouBYo888gh6enqwc+dONDQ0cGPA2LFjcccdd6C3txebN2/GiRMnEBgYiGXLlmHBggU4dOgQ1q1bB4VCgaCgIMyYMQOLFi0CwzAoKCjAvn370NLSwsWB6PV6REdHY8WKFYiMjERISAiWLVuGo0ePIigoCAqFgosO9/X1xbx588AwDE6dOoVz587hrrvuwu+//260pPPZZ5+hurraaKnjsccew7/+9S/ub9aCZO/z5cuXc5MAd2GaHtjT0wO5XG5UcIV1kwcFBfEm1AqFggr1UEQoFKK2thbt7e2YOHEit07kSvhMz2ID4KKjowfthQ38NXi7S6jZ47IuzsGCxkwpKiri3Lt33nkn1q9fb3Y71qMglUqRmprKCbq5h3b8+PFoa2szWgsF/ppQsecHGAuVj48P4uLiEBwczHlmfH19UVZWhoKCAoSEhHB1uc3lXgcGBqK9vd2hNTT29/b39+eafbDR2baWNuUTS207c3Nz8f3336Ourg51dXUQiUR47rnnMG/ePKPJ8u7du7F169Z++/3oo49w1113mT3md999By8vL7OpWgBwzTXXYNGiRfj4449x4sQJREREYNSoUUhMTMSqVasgFovx4Ycf4tSpU5BKpbjtttuQmZmJffv2Yc2aNdBqtRg/fjyuvvpqSKVSHD9+HM888wx6e3s5C3LEiBFgGAZCoRDjxo3DzJkz8frrr2PlypWYMGECpk2bhk2bNsHf3x96vR69vb0Qi8UoKSnBvffey00OgL7gN1N3dWxsbL8JyKZNm7hrx8Y9NDY24qeffkJ8fLzFin3uwrAYT0JCAldwRS6Xo7i4GBqNBgzDoLm5eVAP22DQYLIhiEajgUKhgEqlwqxZs9z2A/Lh+iaEoKqqCmVlZRg3bpzZgCVLuEuoDdOz/v73v0OlUkGn01kMGjPl7rvvxqFDh7juRewaJltG0xA2ElylUiElJQWPPvoogL8mCGxELdDnhiaEGOU0A30pVFVVVdBqtdxatKlFyYqPYWQ3IQS9vb1obW1FU1MTiouLIZPJONFmm2WMHTsWxcXF/dZi7WX+/Pk4cuQI56kwdJGzkf58WNu2DppsCk9eXh6++uor1NfXo7m5GVOmTMG1114LmUyG0tJShIaGoru7GytXruy3jy1btmDNmjVmRXrLli0YN24c7r77bq6UpiHJycl47LHHsGvXLqxfvx7e3t4YMWIEoqKisHbtWkRFReGTTz7BoUOH4O3tjaVLlyIzMxN79uzBzp074e3tjcsvvxyZmZnIz8/Hq6++is7OTgQFBWHWrFmYNGkSxo8fj9jYWO7a6HQ6nD17Fu+99x4efPBBvPfee3j11VdBCIFIJEJbWxuCgoJw7NgxeHt7IyUlBQKBAPv27cPvv/+Ou+66Cz/88INRytb+/fv7rcNnZmZywZgvv/wy94zdfPPNAPq8B55Wx9sUcwVXTp48ia6uLtTV1UEikXDWtq0FV6hQOwFnup87Ozu5nstsVKa7cFQo2aYabW1tmD59OtdgwlXHtxfWoj537hwXNObr6zuoUERHR6OhoQELFizghPZ///sfF8VtGtDl7++P7u5uAH3Xytvbm2uC8fnnnwOAUfoO28nK1KIODw9HVVWVxVQ2NrI7NTXVKJpWIBDAz88Pfn5+RuU7W1pakJeXB4ZhuH7SeXl5vAn19OnTsWfPHk6oLQWksalf9ljb9qT11dXVYdu2bWhubkZJSQmAvupZSUlJ0Ol06OjoQHNzMxYsWMAJmVgshlgsxm233YaysjKzjTHuvfderFixAjt37rTYOOPdd9/FDz/8gFdeeQV6vR5+fn7w9/fH1KlTcfnll+PYsWPYs2cPgD6X+iWXXIK9e/finnvuQVBQEG699VZERERg3759+OabbyASibBkyRIumruiogInTpzAsWPHuPt56tSpWLhwIWbOnImQkBB8+eWX8PPzQ1dXF9RqNby9vdHT0wMvLy/8/vvv6OnpwVVX/T/2zjuw5rt9/6+TvXdCRHZCQhARJGo29qxdStUqWqWtPWrUXrVqtFbtXVVbUbVHlhBCIkNEInvPk3N+f+T3eT85khAaqs/3uf4hZ37OZ93v+76v+7o6cu/ePRGYe/TooXKO1qxZE3V1dRVhlhkzZrBgwQLxtyRBKrHBe/Togaen52sdq38aUpsJSipd6urqpKenk5qaqiK4IgXul00aSAvmivg67zPe60D9tvD06VMePHiAs7Oz0HD+JyGpVb0J8vPzCQwMRE1NDV9f3zdaLf+TGXV+fj5DhgypdEmrRo0axMXFYWtry/nz54XAg62trehLv2iLWbduXW7cuEGtWrWwsrISWXCrVq3466+/gBLnI8l/OiUlBaDMgke6wEv31nV0dEhJSSE8PPyVzG4JL/bnMjMzSU5OJiMjg4sXL9KgQQORbRsaGr7xglX6nqdPn5Y7YvgyQtrriK1UdvsKCwvZvXs3V65cEXPoEydOpGvXruIzNDQ02LZtG8ePH0dfXx+FQoFcLqeoqIh+/frx888/i6Ctrq4u5pqXLVtGSEhIhX3o+fPnExAQwPr16ykqKqKoqAhtbW26d+9Op06d+PHHH/nyyy+Ry+V06dKFVq1a8fvvvzN27FgsLCwYMWIEampqbN++nby8PBo0aMAXX3xBYWEhV69e5ffffxcMeCcnJ7S0tFBTU8PY2JjMzEymTZvGnDlzcHV1JTU1lerVq5OXl0dYWBja2to4OjqSkpJCUlISJiYmWFpa8sMPP/Dw4UO++OIL4cQlYdeuXWUkdqUgrVQqBYEsLi6OQ4cOUbNmTUaNGlWp4/S+QToP1dXVVSYJJO5DamoqqampYtJA4kaUp6L3rnvUCxYs4MSJEwQHB6OlpfXGdrb/pwK1RPJ4/vw5Xl5emJubc+/evX9MmUvCm/ao09LSCAoKwsrKijp16rxxr/GfCtQFBQWEh4cLicXKwNramri4OJYuXcqAAQMA+Oijj166/RLvwMXFBRcXFxGI+/fvLwK1jY2NKJdLYhMvrrzLC9SampqiTPsqZnd5KM2GdXZ25tdff6VGjRqkpKQIpScpaJubm7+2rnLbtm05f/58ueXj0njV+NebeG2XxtWrVwXxKTs7m2bNmjFz5kyV/RUQECAkM6XvUldXZ926dYwbN44jR46gra2NXC4XRhQrV67EyMiINm3alLs9kqDJwYMHUVNTIyMjAzU1Ndq0acOAAQO4efMmgwcPJioqig4dOtC7d29Onz7N119/jYWFBaNGjSIjI4Off/4ZKMmyq1WrxsWLF1m/fj1qamq0aNGCTp06YW9vT61atYQCWXFxMf7+/uzevZu2bdty7Ngx+vfvj5qaGjk5OWhqahIYGEhqaiqffPIJR44cobCwkL59+3L79m1xHrZu3VqF1T1r1izu3Lmj4qY1bNgwYTzy8ccfC9tVST503Lhx/0oSFfzHAri846urq6syaZCRkUFqaipPnjwRc/2mpqbExsbi6+v7zkvf0vH09fVly5Ytb/w573WgrsrSd35+PkFBQSiVSpo1aybIPOrq6qJP90/hTeaoY2NjCQsLo3bt2tja2v6tffWuA7XUT09PT2fBggWV9oft1q2bMGGIjIwUj48ePZo1a9ZU+L7k5GSgJKi6uroSFRUFUIb5+vDhQzQ1NUlLSxMax/CfFX3pwK1UKikoKCAyMpKcnByaNGlSJeMuNWrUQENDQ4hrpKenk5SUREREBHfv3sXU1FQE7srceBs0aMAvv/zC4MGDXyuwVlZsRRJ8kQhTL+Lp06f89NNPREZGCk35F32iMzMzy1UOGz9+PKtXrxZsbplMJrTaf/jhB2xtbenevTtyuVywgqUyeffu3alZsybXr1/HwMCAtLQ08vPzadSoEcOHDyc6Oppx48bx+PFjWrZsSffu3YmKiuLbb7/F2NiYQYMGCcUxgJ49e5KRkSEkSKtVq4aXlxcAt27dEgs+KDnPOnXqxODBg2natCn6+vqcP3+eZ8+e0b9/fxFQTExMiIqKQkNDA3t7e5YuXYqVlRX169fn22+/JSwsjO+//55Fixap7JfWrVurqM6NHTtWReykXbt2qKurs3r1agA6duxI06ZNX3XI31tIM9SvuseVFlxxdnYWgiuPHj1i0KBBgqx36tQpzM3NX4vH86aYO3cu8B8b3TfFex2oqwqSuYCVlRXu7u4qNH91dfU3LjtXFV4no5bUoBISEqrMIORdBmqFQkFoaCjJycmYm5tXOnhIDk+xsbFMnDiRGTNm0LVrV44fP46BgUG5VoVQYqohlcczMjJwcXHhwIEDAGWy0/DwcFxcXEhPT1cpOUvWgqUDY2FhIbdu3cLIyIhq1apV2Uyqu7s7YWFhmJqakpmZiaWlJWZmZtSuXZvc3Fwx/hUeHo6Ojg6WlpZYWFhgampa7r5UU1OjefPm/Pnnn/j5+b3RNlWUbefm5pKWloa1tTVyuVwl2y4sLGTXrl1cvXpVLKpmzJhBu3btVEYCBwwYUEYZrHbt2tSoUUMEmtIYNmwYgwcPFl7P2traaGtri22qWbMmHh4eBAUFkZiYKMwj6tSpw/Dhw5HJZCxatIiAgAA8PDxYsWIFAQEBrFmzBjMzM/r160d6ejq7du1CU1OTDh06EB4ezpEjR8Q2aGho8Pz5c1JTU/H09GTw4MFi3Co3N5fIyEj279/PtWvX2Lx5Mx4eHuzatUtcZ7m5uZiamuLv709BQQHNmzfn9OnTZGZmMm7cOC5evCjaN5qammJxCiUEsvHjx6vsk9JB+tSpU4SHhxMfH8+RI0ews7OrsF//b8GbjmaVFlyJjo7m/Pnz9O3bl8OHDzNjxgzq1KlDx44d+eKLL1QWju8j/qsDdWkmtJubW7mKNO9CZ/tVqGxGXVBQQHBwMHK5XKUq8HfxMherqkRhYSFBQUEUFxfj6+uLr69vpSoBSqWSjz76iPj4eABxYz9+/Diff/75S/XgHRwcxOslS0opUL/4myMjI3F2di5THpNeJwXj9PR0YmNjqVGjBo6OjqLfWhXQ0dFh5syZ+Pj48PHHH6t4K+vp6WFnZ4ednR1yuZzU1FSSk5MJDQ1FLperjH+VbiV07dqV6dOnlxl5elNIpdvg4GCsrKywt7cX5XG5XM7ly5fZv38/kZGRFBUV0b59eyZOnKiyTQcPHiwjeQkwZcoUlixZIuwcJTRs2JClS5eydOnScset1NTUGD16NP7+/lhYWFC9enXu3buHkZERHTt2pFatWmzZsoXLly9jb2/P7NmzSU5OZuLEiUBJlqqnp8f+/fvR0tLiww8/5PLlyyp+6Lq6ulhZWfHBBx/QunVrYeySl5eHvr4+ZmZmyGQyPvjgAzp37kyvXr04ceKEyObU1dUJDw8nJiaGrl27cvLkSRQKBa1bt2by5Mk4OjpSq1YtEVh37tzJ4MGDxfd37dqVuLg4lYmGQYMGiX50z5490dPTQy6XM378eLS0tBgxYoRQOPu3oipmqDU0NASR7uLFixQUFHDu3DlOnz5drtf4+4b3OlD/nZuKXC7n3r17pKWlvZQJ/T4E6spk1BJL3cTEBG9v7yqV+3wXGXVWVhaBgYEYGxtTr149sf0vC7Kln5PL5dy6dQtDQ0P27NnDhAkTWLFiBQMHDhQs3TZt2pTRy5ZuUt26dRMXpNTbezEYREVF0a5dO2JiYlSyZ2k7pOrLw4cPMTIywtnZmZSUFEFCe1NkZWVx7tw5Ll++jIODA+bm5ixbtuyl57+GhgZWVlaCHJednU1SUhLPnj0jLCwMAwMDEbSlfX779m2aNGnyt7YV/jOC5uDggIODg9jO6OhoNmzYQHh4OM+fP0dHR4etW7cKKdbi4mIeP37MyJEjy3zm9OnTWbhwIUuWLCnz3OHDh7lx4wbt2rUrd3sGDBjAw4cPyc/Px8rKivPnz6Orq8sXX3xBu3bt2LdvH3PnzkVDQ0PMPM+aNQuFQkGvXr2QyWTs2bMHHR0dWrduzZUrV8SIk4mJCaampri5udG+fXvy8vIICgpi8+bNgj+gq6tLVlYWz58/p2vXrvj5+WFubi4C9cCBA3n27Bm+vr6cO3cODQ0N3NzcWL9+PV27duXUqVOkpaUxdepUfvnlFyIjI2nTpg179+5V+Z0TJ05UEXzp3r27CNIAX3/9NVAigiKTyfjwww8rJNf9m1CVOt8aGhpoa2ujp6dH3759y1WxexXmzJkjStoV4fbt23h7e7/pppbBex2o3xSSlaDkFfsy8ff3JVC/bBuePXtGaGgozs7OODo6VvnY2tsO1ImJiYSEhGBvby9MQXr27PlSd7TSj0sjOUqlkho1aqCnpyeyaw0NDVauXAmgostubm5OSkoKdnZ2QIkRQ2nmc/Xq1Tl9+jRQQriCkozbycmJ0NDQckc44uLiKCgowMfHRzDMDQ0N32hyQKlUEhwczMmTJ8nKyqJdu3YsXrxYZO1RUVEqdp0vQ2nBCCcnJwoLC0lJSSE5OZmgoCBkMhl16tRh586dNGzY8G85XMXHx3P//n2VEbTc3Fy2b9/OpUuXhAzs4sWL+eCDDwR7PDs7m65du6psM5SIeBw8eJCFCxeW+a61a9eioaEhdLRfRLt27UhLS0NbW5s6depw7tw5iouLadu2LYMGDeLatWsMGDCA9PR0Bg0ahLu7O+vWrePp06f4+PigpqbG7t27UVdXx83NjcjISC5fvoxMJqNBgwbIZDJ8fHwwMzPj9u3b7N+/n8aNG9OlSxesra0pLCxUEeZRKBQsXboUQ0NDmjRpgoWFBVlZWUI5zMPDg3Xr1tG0aVMOHjyITCajXbt2jB8/nubNm6OhoSHm/fv06aNSsj5y5EgZ6dDff/9d/F/qnT958oRLly7h7Ows9L3/7agqne/s7OxKjX++CmPHjhVz6RWhqkvp/3WBWgoKNWvWrFBntzTeh0BdUaBUKpU8evSI2NhYPD09Vcqg7+L7/y5Ktx48PDywtrYWz73M3enF4K1QKEQA+PjjjwkICGDPnj0sX75chVT222+/if+npKRga2sr5qxlMhm1atUSetr9+vUTLNmGDRuK99nZ2ZXxmJYkTVNTU9HX16datWqC16ClpSV62JVBamoqJ0+exN/fn/r16zNs2DCV/QIlNoZXrlypdKB+EVpaWioOVxkZGSQnJ6OlpcXOnTupV6+e0CPX19evdPshJiaGyMhIPD09hdrZmTNn2LdvH48fPwZg4MCBfP7556L/L5PJGDRoEE+fPlURuDE1NaV69erCGEPaBplMxvjx42nZsmWFAbpevXro6upSrVo16tSpw/Hjx8nIyKBBgwaMHDmSxMREvvrqK6Kiomjbti1+fn7s2bOHPXv24OXlRYsWLYSBRZMmTQgJCeHBgwdAiV1qUVERdevWRalUcuvWLRo3bsyHH35IZGQkAQEB3L59Gx0dHTGPr1AoGDp0KLVq1WLUqFGsWbOGJk2aEB0dTY0aNUTwLygoIDExkebNm7NkyRJ69OjBwYMHUSgUDB8+nHnz5pGamsqsWbNUgrTET7h06ZJ4zM/Pj/PnzwMlZErJ8GPw4MFoa2vTu3fvMjoA/1a8bzrfUqXqXeK9DtSvkzlKLkXR0dFlgsLL8L4E6he3oaioiDt37pCXl4evr+9bHa14G4G6NGnsRRcy6aZeHl4M0l999RW3bt0iLi6Ovn37cv/+fT788EOOHz9Ow4YNBUGqU6dOIquQYGNjw40bN4CShYGLi4sI+C1atBBMcXd3d/EeExMTioqKRP+/oKCAwMBAFAoF9vb2lWKfVrQ/jhw5wvXr1+nTpw8DBw6scBFZv3599uzZ89rfUR5KM2GnTp3KggUL8PPzIzU1VWhuSzceMzOzcm+ISqWShw8f8vz5c7y9vTEyMiI0NJSff/6ZO3fuIJfLcXNzY/ny5Sotpq1bt4rFkASZTMbAgQPZs2ePYNdLKmldunRh5MiR9OzZk1WrVpXZzxYWFtjb2+Pk5ES9evX49ddfefbsGTY2NnzzzTeYmpqyZs0arl27hoeHBwsXLuT8+fNMmzYNR0dH+vbty8GDBwkMDMTa2pr4+HjCwsIwNzfH2dkZpVKJm5sb4eHhBAUFCZLghQsXaNCgAe7u7tStW5fCwkL09fWpXbu2mBKQzDXMzMxEK+Ts2bNMmzaNLVu20L59e7Zt20bz5s05d+4cmpqaeHl58fXXXzN+/HiuXbtGYGAgZmZmKotPgI0bN6r05fv16yd4FoAYU1yxYgUAbm5ub0wcfB9RlaXvdz2i9uTJEzEuVlxcTHBwMFAyKvo6Y2LvdaCuLAoLCwkJCSE3N/elTlHl4X0I1C/2qLOzswkMDERfXx8fH5+/VaqsDKo6UL9IGntxRloiyLxIYisdpCU1sfT0dEGe+fzzz/nuu+9ISEjAzc1NhYxUt25dEaitrKxITExUYXWnp6djamoqLC1La7o7OjqK/2tpaVFQUICpqalwUzMwMEBfX/+lY3wvU+iKiYlh7dq1NG/enKVLl76yyqOhoYGhoSGpqalVwuqXYGlpia+vL/fu3aNLly4UFxeTlpZGcnIyDx8+pKCgoIweeXFxMffu3SM7O5smTZqQk5PDokWLuHHjhphH/+WXX3BxcRHf4+/vL/qlpTF69Gg2btwoFiHS/nJ3d2f+/Pn07t2bEydOiNeX3qceHh44Ojri5+fHsWPHWLduHQYGBowcORIfHx927NjBwYMHsbCwYNasWURHRzN9+nSMjY3p168f586dU7GBjI+Px87OjqZNmxITEyNGz3JycqhduzaPHj1CR0cHHR0dcnJyuH79OmFhYdjb2wv97i1bttCxY0c6dOhAz549uXz5Ml26dAEQfAhdXV0SExOxsbHh+PHjfPbZZyxatIgpU6bw448/4uTkxAcffCDmnefNm6eSTR86dEgEYgmlg7QkIRoVFcXx48exs7Ojb9++79yy9m2iqjPqd2m4NGvWLOF3D/+p3v3555/lGsxUhPc+UL+sjwklM5hBQUEYGhri6+v72kHtfQjUpTNqqXRvZ2f3zly8qjJQZ2VlERAQgImJiQpp7FUofYydnZ15/PgxixYtYtu2beTm5rJkyRLOnj1Lu3btmDdvHl988YUQhABUMrfq1auTmJiIm5sbV65c4eOPPxaZ9PXr1wFV8YQXz5mCggKKi4u5ffs2dnZ2ot8kkdBe3FcmJiZiLrY05HI5u3fv5tGjR0yaNOm1DF/8/Pw4depUlXsG9+nThwkTJtC8eXNhO2lhYVGuHrkUqDU0NKhXrx6HDx/mxIkTYl/OnDmTDh06iHM0ISGBPn36lPnOHj16cPToUTZu3KjyuKT0NWbMGPr06SPUz+A/54O1tTX169ene/fuXLhwgeXLlyOTyejatSu9evXi9OnT9O/fn6KiIkaNGoWRkRHff/89AL179+bevXsqgQ1KSsl16tTh6dOnQkI1Pz+f6tWrk5CQQG5uLtra2qSkpKCrq4uTkxMmJibk5OTw+PFjYmJiaNKkCYMGDWLHjh04OTlhaWlJREQEERERuLi4iJL+9u3badCgAXv37qVZs2bs27eP2rVrk5aWRkREBD/99BPLly9HLpczd+5clSDdrVs3MYopQdpGKMmgNTU1USgUwrpz3LhxFBQUvBOjlXeFqvSiftdS0b/88svfnqEG+FcfzWfPnnHz5k1q1qz5xiQZDQ2NfzxQS4uFiIgI7ty5g4eHB7Vq1XpnK7+qCtSJiYncuHGDmjVr0qBBg3KDtKQ7XRqlg7SHhwfR0dFYW1tz/fp1oQXdrFkzLl68KErS/v7+orzXpEkTUlNTxWeEhITg7OxM9erVgZJ+qCRuIPX1Xobs7GyRtTs7O4vfkZiYCCD0l6V9ZmFhoWKWACWM8okTJ2Jtbc38+fNf25WtWbNm3Lx5s8pbEurq6owcOVIIeUiQ9MgdHBzw9vamadOmIojdvn2bjz/+mJUrVxIZGUnXrl25cOECHTt2FDPTzZs3LxOkpX1+9OjRMtuxcuVKXFxcGDx4MNnZ2WWe19DQoEuXLixdupTatWuzbNkyUdJetmwZdnZ2fP7556xZswY/Pz++++47fv31V5YtW0bHjh1p0aIFhw8fVmH2e3h40L9/fwwMDES5PSMjAz09PRITE0lKSiInJ4cnT56QlZWFmpoa+vr66Orq0qhRI3r37s3SpUuZNWsWDx48ICUlhUaNGnHgwAEuXrxIUVERZ8+epWHDhmzbto0RI0bw+PFjHBwcyMzMxMnJiaioKD755BN+/vlnBg8ezP3797l16xZ2dnZcuXJFZR+MGjVKxQ3u22+/FUFaW1tbsIpnzpwJlPA3GjduXKH4zL8VVZlRV1Zc6X3De59RlweFQkFYWBjx8fF/m2T1PmTU0s1YYqO+a9H4vxuolUolUVFRPH78mHr16okAWR6kbExCcXExhYWFaGhoUKdOHfT09CguLmb27NmMHj0aKGH/3rlzB3d3d6ZPnw6UuABJQd/Pz49bt26pfG7NmjXFfLOWllalWZiPHj0iJyeHOnXqlOE5SAS4J0+eYGFhQXJyMlZWVjg4OBAZGYmrqysFBQVs3bqVlJQUZs+e/caWlWpqavj4+HD16lVatGjxRp9REaQ2gb+/f7kjJFlZWQQFBYmxsdu3b1NcXIyDgwNjxowRjHVzc3OmTp0qGPilYWJiQlxcXJnHJ06cyO3bt/nmm28q3D4/Pz9GjBhBdHQ0S5YsIT09HVtbWz7//HMUCgXLli0jKCiI+vXrM2LECI4fP87MmTPx8vKiadOmHD9+XOXzatasyYcffsjdu3dJSUlBqVSSmJiImpoa8fHxQoQkKSlJjPNpamqirq6Oqakptra2ohUxf/58unTpwvTp01m5ciWdO3dGS0uLp0+fUq9ePbZv3y7EYPbt24ezszNHjx6lb9++7Nq1i759+7J7925sbGxo06aNcP8aOXKkSlD+448/VMbR6tatyw8//CD+Pnv2LAA3b97k6tWr1KlTR3zWf1ugrqoedXZ29r/SOQv+BYH6xdJ3fn4+wcHBov/5d1dI6urqQqzhnzi5c3NzBcGgSZMm/8iK700kTCUoFAru3btHSkpKGdLYi5AyUigJ7lIFRC6XC9ek4OBgJkyYIII0lPR1Zs6cyYgRI9ixYwczZ85Ukf+TJEKhxDHo6tWrFBQUCGesvLw8FRtL6ftLo7i4mLy8PJKSkrC0tCxXaSwuLg5DQ0PCwsKoVq0az58/x8rKCmdnZ/744w+CgoL45Zdf6Nevn3Au+jvo2rUrCxYsqPJADSUa2NOmTcPGxkZlQZKamsrFixe5evUqwcHBFBQUACUuY/b29kBJa0AyG5D69pJRRsOGDbl3714Z84GBAweSl5fH8uXLK9wmHx8fxo8fT25uLmvWrOHp06cYGRkxduxY6taty6ZNm/jjjz+oVq0a06ZNIzw8nDlz5lCtWjVRXpcUvaRq1JAhQ7h37x7Pnj0T5jcymYy8vDyKiopITk5GV1eXjIwMjIyMUCqVGBgYoKmpSXFxMdHR0Tx58oS8vDxatWrF4sWLResgPz+fqKgoHB0duXnzJo0bN6Zr166sX7+eFi1acPnyZfT19cnPz8ff3x89PT1MTU15+PAhP//8MytWrEChUDBr1iyVIL1gwQLWrVunsm9CQ0PF/yXdgMzMTCZPnoympiYzZsxAU1PzH72XvS1I7Ze/i3+rxSX8CwJ1aaSlpYmVfN26datklSV9RlX1QV4HycnJ3LlzB2tra7Kzs/8xAoiamtprjRhJKCgoEPrplXHu+uijj4D/BEmZTIaWlhZaWlrUrVuXiIgIqlWrxu3bt8nKykJDQ4NVq1bx4MEDTExMhPtPx44dRdB3dnZm06ZN4jukC7H0giEmJoYePXqIoOLj4yNsL0v/DoVCQePGjdm5c2e5vIiCggK8vLy4d+8efn5+PH/+XIw67dq1i+zsbBYsWFBlNwMjIyMsLCxE37MqoaurK1TAFi5ciJ6eHpGRkfz444+EhYWJ2fClS5fSrFkz8b4jR44IdrHUhpBY38HBwVy7dk0EbQ0NDfz8/KhevfpLWex16tRh5syZ6OjosGXLFu7du4eGhgYfffQR3bp148iRI0IIZciQIejp6Ym56w4dOnD27FmOHTumMv7Vt29fYmNjiY6ORkNDg9TUVGQyGQkJCchkMmJiYtDR0SEvL0/ouuvo6JCbm4uamhra2tri81xcXOjfvz9bt27l9u3bODk5ERkZiY6OjrgfeXp68ttvv+Hp6Ym6ujoBAQG0bNmS27dv061bN37//Xf69+/PihUr6NWrF8ePH+fu3bu0adOGDRs2qOyPatWqqYwaduvWjWPHjgElDG9zc3OUSqXQR580aZLQCJB+/39boK6Ke+O7ds6qSvwrArVSqeTJkyc8evSIWrVqYWdnV2X929KB+m2zqyVIM6nh4eG4u7tjY2PDkydP/jEXrzcpfVcFaUyCqakp+vr6FBQUsGbNGkaNGkWjRo149OgRGhoaLFmyhDZt2pCWliaIGYMGDQIQFoUS/vjjD5o0aYK7uztnzpyhdevWZGRkYGxsLEq0zZs358mTJ0BJReDWrVsYGxujr6+PlpbWS41aPDw8OHDgAIMGDSIwMJDo6Gh++OEHdHR0hBxlVWLw4MGsXLmSxYsXVzlnwdramiFDhrBo0SJsbW05cOAA2dnZaGhoMHLkSBUjj5s3bzJhwoQynyEFrYiICAwMDISMqL29PdWrV+fYsWMqgbs0atSowbJly7C0tGTv3r389ddfKBQKmjRpwmeffcadO3cYOXIkz58/p127djRt2pQff/yRhIQEQTiUSsBS5a1Lly7I5XISEhLQ0tIiJSUFNTU1srOzKS4uJjU1VXhc5+TkoK2tTUZGBklJSRQUFAgCnb6+PsbGxjRp0gQzMzNBYDx69ChZWVmEh4dTrVo1kpOTOXPmDD4+Pnh6erJ161bs7e2JiYnB39+f5s2b88cff/DZZ5+JMS9PT0/mzJkj7jmxsbHCtvPPP/9UMdyQRsokSJUmaeHSvn17OnToIJ4vbU3634KqCtTZ2dnvfP65qvDeB2qFQiF6S97e3m/c86sIkpHAu+pTFxcXExoaSkpKioq06bvchhfxuoH6+fPnhISE4OjoiLOz8ysDiFKp5MyZMxWy9318fDh16hQHDhygX79+Ys722LFjZGVlUa1aNdatW4dcLufZs2ekpaWRmpqKhoaGymgVlJwvTk5OODs7A9CoUSOuXbsG/Kf07u7uzr1794RdYo0aNYSCGZRkipIwyoto3LgxmzZtwtnZmS+//JK7d+8ya9Ysfv75Z5KTk6v8RlC9enXq1KnDxYsXy9W4/jtQKpXk5uZy6tQpioqK0NPTo3PnzkydOlWU/iMjI/n000/LvFdDQwO5XF5m5tfe3h47OzuuXr3Ks2fP0NHRQS6Xk5+fLwKkiYkJGzduxMXFhVOnTvHrr79SUFCAg4MDn3/+OUVFRcydO5fg4GA8PDz48ssv+f333wVpCv4zi29ra0tsbCx169bFw8ODiIgIjI2NVUrvhYWFJCUlUVhYSEFBgcp5WFhYiFKpRE1NjWrVqmFiYoKFhQU1a9akRYsWhISEkJSUhL6+PsnJyairq5OWlsatW7dQU1PDzs4OAwMDLl++TGRkpMjWa9asydOnT4UmfFpaGklJScyfP5/Ro0ejr68vyuhKpZK8vDzmzJmDj4+PWNSoqampBGlJHjc4OJhTp07h6OhYZgzuf4G6YuTk5JS5X/xb8N4fzXv37gnRj6oO0hLeFaEsPz+fW7dukZOTg6+vr8o4z5t6UlcFKhuolUolkZGRhISEUK9ePSEH+qr3KBSKl2rjnjp1ih07dtCvXz+8vLzYs2cPgwYNwtTUlO3bt/Ps2TO0tLTYvHmzME9QKpXo6OgwadIk0W+UPJfj4uJEUJaMFOA/gdra2prAwEDy8vLQ0dERQV1CecdCEkWRStC//PILCoWCxYsXY2FhQaNGjfD393/lPnwTDBgwgCNHjlSpeUB4eDgTJ05k3LhxyOVy9PX1adGiBdOnTxeZaPPmzcsN0kCZioOpqSkODg7ExsYKtzKZTIaGhgY6OjoYGBhgYmLC+vXrWbx4MefOnePjjz8Wmtnjx49n4sSJHDx4kDFjxhAfH8+UKVNo1KgRkydPLsOIluZRY2NjGTZsGFpaWqSnp1NUVERqaioKhQKZTEZkZCTh4eFkZ2eL/rQkWiNl4Xp6esIT3NraGg8PD1q2bMnu3btp3Lgx9+7dQ11dnXv37lFQUCBkY/Py8ggJCSE/P59atWqRnp6OUqnE2dmZp0+f0rp1a548ecJHH33E2bNnWbhwIevWrUOpVDJ9+nSmTp2KpqYmurq6zJo1i5iYGNTV1SkqKiI7O5ucnBzy8/ORy+X89NNPwgxl/PjxaGtrM3ny5DKl3NK+4f8tqCoy2f9K328Rbm5uKt64bwPvIlBL/XULCwvq1q1b5ve87xm1VAlITU2ladOmlXLkKe1h/DL89ttvLF26FCgRHwkMDOTzzz/n3r17nDlzBj8/P6KiooT/71dffYWuri4ff/wx27dvFyShsLAw8vLySElJEeNHWlpagngm+SHHx8cTERGBnp6eCOIvlmVf3GZfX18ePHggmOROTk506NCBnJwcjI2Nady4MevXr6djx46v3C+vCy0tLQYMGMDPP/9cxuLwdZGUlMTmzZs5fvw4eXl5qKurc/ToUWrWrMmlS5eYPHlyGQb9yyCRrtLS0lTm2ktDJpNx4MABrK2tiYmJYdOmTaJ33KpVK1xdXTlx4gRXr15FTU2N/v37Y29vz5w5c8p8Vt26dQkNDSUoKIgBAwYQExNDXFwcWlpaxMbGUlxcLLZHYnhXtE2A8Pw2NTVFXV0dQ0ND9PT02LRpEyNHjuT8+fMolUqSkpJElp6Xl0dhYSFmZmbUqFGDpKQkFVW8x48fi3HCL774gvXr19O3b19CQkIICQmhZcuWZWbKa9WqxcqVK4Vtp2RNKpfLqVevHomJiRQVFQl51iFDhpTxU5d+z5uq572vqMo56n9roH7vM2odHZ23XsZ524E6NjYWf39/nJyc8PDwKPf3vM8ZdUFBgagE+Pj4vHaQLs/BR+oxu7m5sWfPHq5du8aiRYs4fPiwKPeNHj2aLl26cP78eWbMmFHmM5o2bYq6ujru7u7o6+sLkpeBgQGPHz8mOztbpXcaGRkpPJ2lnqBU1Sh9Y5NU0UpD+g2ff/45UDJ+5O7uLti4ZmZmpKWlvVSc5+/A19cXLS2tMjKplUVubi5bt26lZ8+eHDt2jNzcXGbPni3m3uVyOdOnT3+tIA0lUrcvO3f27dvH5cuX0dXV5YcffmD27Nk8ffqUli1bsnnzZry8vDhw4ADXr1/H3d2dDz/8kNWrVzNp0iQKCgrw9fUFEEExNDSUZs2a0blzZ+Li4tDX1+fx48dijl4ywUhOTn7lsZDGqGQyGUZGRhgbG2Nra8u1a9do0KAB9+/fJykpSTikSbaiqampGBgYkJ6eTmRkpIoGN5TM1V+7dg0/Pz8OHz6Mvb09Hh4eYgrB2NhYZe7/xIkTjBkzRvw9ZMgQrly5IrLtDRs24OnpyeHDhykqKsLW1hYXFxciIyPJyMhQ+Z1SJeG/CVVZ+n7Xo69Vhfc+o34XeFuBuvS8t5eX10tF8t/XjDozM5PAwEBMTU3x8PCo1AVTOkiXtyj5+OOPGT16NLt27SIsLIywsDA2bNjAmDFjmDNnDtbW1oJZ3KpVK06cOCEyVUli0tXVlZCQEKCkj2pgYEB2djZNmzZFR0eHW7duoa2tTWJiIrq6uly8eJHg4GAUCgUNGzYUrObyCIQmJiY8fPiQoqIi8bxk7mFqakqdOnXYt28fEyZMYP/+/YIVXadOHYKDg1VMPqoSkgBGzZo1qVevXqXeU1hYyG+//SZ0zSXjhlatWuHm5gaUjIG9OE71d7Ft2zZcXV0pLCxkz549XLhwgeLiYpydnRk5ciT5+fnMmzePsLAwjIyM8PLy4vLlywQGBmJgYEDv3r3ZvXs3Z8+exc3NjcePH2NkZMTgwYN58OABWlpaou9saGhIQUGBygjTqyDxE8zMzKhbty6NGjXigw8+YMOGDZiZmZGRkUFsbCzx8fGkpaVhaGhIcXGxIJxlZWVhbGysMi0hLfCUSiVWVlbk5eXx/PlzVq9eLSohEtNewtmzZ2nfvr3428XFRUVy8vz588hkMp4+fcqff/5J3bp1WbRoETKZjJSUFJ4+fYpMJsPMzAxzc3O0tLT+q/rT8O/W+q4q/C9Q83YCtaR3LZfLKzXv/T5m1BJpzMnJCScnp0qt1CVbQylIl5Y/lBAREaHCkJ49ezZjxoxh2LBhtG3blrt373LkyBGOHz9O165dxY0JYNGiRUAJSaz0WNakSZOYPXs2CQkJdOrUCYAPP/wQhULBhx9+SEREhDCBuHbtGsnJyRQXFwuSU+nfZm5ujrq6upiTXr16tVhkpaWlMXz4cIYNG4atrS3Pnj0T7+/cuTObN29+a4FaTU2N6dOnM2PGDL788ktcXV0rfG1xcTGnT5/mxx9/FNWBL7/8kmrVqmFvb4+DgwOffvop0dHRVbqNq1evplGjRiiVSi5fvsy+ffuQy+UYGhoybNgw7O3t2bZtGzdv3hTM+6SkJEEOGzJkCLdu3eLIkSO0aNGCgIAAYmJi6N27N3fv3iU4OJjc3FxSUlLQ0tLCzMxM8FgqAz09PdE6qVu3LtbW1iiVSg4dOsTdu3fR09MjIyOD58+fk5mZSUJCAhoaGuLcKS4uxsrKCmNjYzIzM8ViUUdHh8zMTDw8PAgNDRVs7aVLlwpJ07lz5zJ79myxLZs2bRK8CglSawVgz549aGhokJuby5gxYzAyMuLzzz8X9qKSO1pmZiYpKSk8efKE7OxsZDIZUVFRWFhYYGBg8K/PsKsio5aIk//LqN8S3sVJ9rJxnDeBlIWamJjQqFGjSg3rv08ZtUQai4yMpH79+pWSv5RIY6VZpzKZrIwx+2effcaIESNQKpVCyGPu3Ll89dVX9O/fX9yUli9fzpEjRwDE66RyoYWFBR07dmTfvn2YmZmRmpoqglF0dLSY73VycuLatWs8fPhQKJPp6+vTvHlz9PT0SEtL4+nTp1y9ehVLS0vkcjkFBQXY2dkJp5sLFy7Qu3dvPvjgA44cOUJaWpognxUVFeHq6srDhw9xc3PD2tqavLw8MQ72NqCvr8/cuXOZN28effv2pWnTpirPK5VK/vrrL9auXSuU1IYNG0bHjh0JCwvD1dWVuXPnEhYWVmXbZGpqyrhx4/Dz80NNTY2IiAg2bdpEVlYWCoWCHj160KFDB06cOMGXX34pzhEXFxcSEhLIzs6mU6dOGBoasn37diwtLalbty4BAQG0aNECc3Nz0tPTadCgAQ8ePKCwsBCFQsHTp09JS0urcPyrND7//HP69u1LSkoKjx49ol69ekLRUCaT0aZNG7Zs2cLz589Fpi5ZWGprayOXywUxUQrc9+/fF4S0/Px8vLy8CAwMZNiwYWzbto3Jkydz4MABUlJSGD9+vEqQ7tatG0FBQSqqbpKjF5QsqmxsbFAqlfTs2RMo8U1/UUhHTU0NExMTTExMcHZ2JiEhQZDnnjx5grq6Oubm5pibm2NqavrORlCrClJ17v96j/q9D9TvAlWZUcfHx3Pv3r3XykKlbXgfMmrJLSktLe21SWOVEVsoT6Recl9SKpW0b9+erl27Ur9+fSZOnMjevXvF67p37w6UiJxI/sE2Njakpqaye/duevfuTXx8vLC21NPTIykpCXd3dxX1LR0dHUxMTCgoKEChUFC7dm2SkpLIz8/n4MGDWFlZ8ejRIxYtWsT+/fuFmMTYsWOZN28eZ8+eRUtLi+3bt9OxY0cOHTqkUkb+9ddfGTp06Cv325vC2NiYhQsXsnjxYmJjY+nVqxcymQx/f3/Wrl0rRqY++ugjxo0bR0JCAg8ePGDXrl2Eh4dX2Xa4uLjQqVMnevbsiZaWFqmpqWzZsoWoqCgUCgUNGjTg008/5ezZsyo8hWHDhpGSksLvv/+Os7Mz7du35+eff0Yul9OhQwfOnDlDUlISw4cPJygoCEdHR6KiokhISEBPTw9dXV3u3r2LUqkUQVTKqEsHbZlMxrhx4/joo4/Q0tIiKiqK6OhoGjZsWGaCJCoqioyMjHIXMJI6m6GhIerq6hQWFvLgwQMVD21HR0eCgoIYNGgQW7dupWvXrkRERHDr1i0+/PBDtm3bpvKZPXr0EJKfUNLWKK2/3q9fPwC2bNlCfn4+DRo0UOljVwQNDQ20tLSoV6+e8CJPSUkhKiqK0NBQjI2NReB+105SbwLpvlRVpe//KZP9i1EVgVqpVPLo0SNiY2Np0KCBYBNXFu9DRi15L0MJeUlbW/uV7y2dSb/INn3RtQhKenKbN2/mt99+o7CwkLZt24qRp86dO6Ovr8/UqVNp3rw5bdq0wdbWFvjPOJCZmRktW7YUfb67d+/i4+PDjRs3aNy4MSEhIezevZv8/HwKCwupXr16ud7k5ubmPH/+HIVCgaWlJZaWllhYWJCTk8O1a9coLCzE0dGR+Ph4ioqKsLS0pHXr1sybN48FCxawZs0axo0bx4gRI0hNTSU9PR0TExN8fX05evSokCJ9W9DS0mLmzJn8+uuvQuRDClZ+fn5MmzYNbW1t4dyVlJRUJTc7b29v4uLiiI+PR1tbm4cPH3L8+HFCQ0N5+vQpWlpaGBoa4uPjQ2BgoIoYx6RJk9DU1GTjxo0UFBTw2Wef8ejRI9avX0/jxo2JiIjgzJkzDBw4kKdPn5KRkYGFhQW3b99GqVQKZr8EmUyGpqamyBKLi4uRy+UUFhbi6+tLnz59qFGjBnl5eSLQe3t7l1v+PHnypLBALQ/6+vriepAWiRKkRYCfnx9Hjx6ldu3agsWtpaWFUqkUHACZTMbJkyeFHSaUECtLB+m//voLKBmh27lzJ9bW1iqz7S+DNBMOql7kLi4u5OXlkZqaKgK3pqamSrZdFTKdVY2qCtSSnvv/AvW/GH83UBcVFXHnzh3y8vLw8fF5o5Phn86o5XI5169fF+SaNyGNvbg6lwhMpZGRkUFUVBQnT56kbdu2Ym70k08+ISsri8uXLwsimdTbg/9k0zVq1KBFixYsW7YMXV1d8vLyGDp0KDdu3CA9PR03Nzc2b96MQqGgWbNmKu5JpeHs7Mz9+/dVHnNwcGDnzp3MmzeP3NxccnNzqV69OikpKURGRqKtrU1+fr4wEIESE4+ePXty+PBhhg8fjkwmY8SIEWzatEkYiLwtREdHc/36dRWG+oYNG6hXrx7FxcX06tWLqKgo9PT0/vaNrmfPnsjlcoqLi5kyZYro7R49erRc/W5plhqgXbt29OzZk82bNxMcHEzLli2pU6cO69evR1dXFz8/P86fP0/t2rWFnaWRkVEZNvWroK6uTosWLZg2bRp6enokJyeTlJREZGSkIHjl5uaiq6urEpTu37/PH3/8UeHnampqoqenh6amJjExMWWeLywsxMXFhSdPniCTyRgyZAgzZ84U58LGjRtFifzYsWOCQyGTyTA0NGTnzp3i2pH8pfPy8kTGPXHiRNGXfhVeVibW1dXFxsYGGxsbiouLRbb9+PFj8vLyMDExEYFbT0/vvci2pfvy3y195+TkAPwvUL8tvKse9ZsG6uzsbAIDA9HX18fHx+eNe0D/ZEadlpaGXC7HyckJR0fHNyKNVfY4ffPNN6xcuVLogl+8eJFbt26RlpbGn3/+ybFjxzhy5AgnTpwQn5mXl0dmZiYGBgZ4eXmxZcsWAHr16sXu3buFkMmdO3fErLW+vr6YdS0P7u7uQj9ZqVRy5MgRUTJu06YNUVFR+Pv7k5+fj6enp5CfnDJlCgsWLGDMmDF06dKFwYMHc+nSJY4cOcLTp0+pWbMmrq6umJiYlGH0VhWio6PZsGGDCIZubm6sXLmS5ORkDh8+zOjRo8nLy0OpVP7t8uann34qOAvDhw/HxcWF58+fs3XrVhUPcH19febNm0dxcTFr1qwRLmlNmjThjz/+UAmEFy9e5OLFi0DJsZWsRx8+fFhmYeXo6EhCQkKlyGJbtmyhdu3a4m9ra2thuuHs7ExGRgYRERHcvXsXU1NTLCwsMDQ0VFE8Kw9mZmYYGhqSmJhIYWGhynNSQDMxMcHf359ly5YxadIkAKZOncrixYuBkvvYkSNH6Nmzp4rntjR9oFQqhfiLUqkUUw5ffPFFuQ5nFaF0Rv0yqKurY2ZmhpmZGa6uroKgJy1KtbS0VLLtf8qHQFp4/N048L9A/V8AKat7XSQmJhISEoKdnR2urq5/62T6JzLq0qQxmUyGk5NTpd4jZdJAhRfR5s2by31/Tk4OP/zwg3iPJB25fft2du/ezebNm9m7d68KGUuy+6tduzZ9+vQR2fXu3bvR1dVl+/bttG3blnv37tG9e3f09PSoW7cuaWlpFarZNWrUSPx/5syZ1K9fnz/++EP0Ups0aUJwcDB//fUXrq6uqKurY2lpSd++fVm9ejVhYWFMnTqVAwcO8OOPP9K8eXMWLFjA4sWLMTIyYtSoUUyfPh1HR8eXsrNfBzExMWzYsEGodLm4uLB69WqMjY0pLCxk8ODBKBQKYTTxulmRlpaWCETS3PaOHTuoX78+tra2/Pzzz6Snp4vys5GRER9++CEjR46koKCADRs2EB8fj76+PjNnzkRfX5/169ejr69Pjx490NHRYevWrWKfnD17lg8++ABnZ2eio6Nxd3fnxo0b6OrqIpfLycjIqFRP/csvv6R///4qAUoul3Pnzh3kcjmNGzdGS0uL6tWrU7t2bTFLn5yczPz584mMjKyQkGZsbIyenh6pqalkZGSoPGdlZUViYqLoqy9btoxp06YBJefU/PnzxWtXrVrFqlWrKC4uVultQ8k11b9/fxwdHZHL5UycOFHwNV70+H4V3tQ5S09PDz09PWxtbVUEYx49ekRhYWGZbPtdoSpnqCUDoH8j/heoef2MunSA8/DwKLcH+rp41xl1adJYgwYNRG/6ZXiRNCbJMJaHFwljEqZMmULz5s0BxL+jR4+mb9++FBQU8Ouvv6r09yWdbh8fH2xtbVWIUr/99huLFi1i7NixtGrViuTkZNEXrlWr1ksDdelj9vHHH6vMJUdFRVG3bl1kMhkhISFlbhZLly5l8uTJLFy4kO3btzNmzBi2b9/O48ePmTNnDr169cLS0pJRo0axevVqRo0aVa6KVGXx5MkT1q9fLwK0vb09a9euxczMjMzMTLEfpT6curq6YL6/DqQgraamxvXr17G3t2fWrFnY2NhgZmYmvKkl5vGoUaNwcHDg0KFDnDt3DjU1NZydnenbty/btm0jMDAQe3t7hgwZwoYNG0hJSRE67lFRUYwfP55r166hr6+Purq6aEXo6elx48aNCvXWJZiamrJly5YyfBBpNFJDQ6PcqQs9PT3s7OwICAjg/v375eqRa2hoYGRkhJGREWlpaWXmzCWNcen3zJs3j+XLlyOXy5k2bZpKkO7bty8REREqpfzWrVuLqoJEelMoFOzevZvg4GDq1q3L+PHjy7SWXhWEq8LiUl1dHQsLCywsLMRYU0pKCsnJyURERKCrq4u5uTlmZmaYmJi81Wy7Kr2o/w3kuYrw3gfq9630LZfLuXv3LhkZGZVmRVd2G6pyROxlyM/PJygoCJlMhq+vrwi8L7vIX0Yaex1MnTqViRMnqgTKb775hlatWvH999+rXJSFhYVMnjwZKCmRDhs2TPT3pJK2qakpeXl52NnZCT1mgJo1a5Kfn18ucaiwsFDFcSsqKkoE6latWjFv3jy2bt1Kw4YNCQ0N5c8//6Rt27bi9ZLAyePHj8nKyqJDhw589tlnXL58mY0bNxIREYGFhQVxcXG0b9+e5cuX07lzZ7p161Ypgp6E2NhY1q1bp5JB//DDD5iZmfH06VNRWYD/qGxpaWlV6js6duxI69atOXbsGFevXsXDw4NPP/2UX3/9FU9PT/r27Ss+5+rVq/z0008iIHbu3JmWLVsSFhbGt99+Kww9hg8fTmxsLFOnTkUul/Pxxx+TmZnJ/PnzqV+/Po0aNWLPnj34+flhb29PSEgIvr6+XLt2DQsLCzIzM1FXV+fChQuv3P7x48fTp0+fMudhfn6+aEXVq1evwvP51q1brFixQuiRS8FcIqRJ12NcXBx5eXlCyQ5KuAzR0dF8+umn7Nixg8mTJ7N7926eP3/OuHHjxKw/lPSFmzVrxjfffCMeGz58uGjfAOL4hoSE8NNPP1GjRg3mzp0rFPUUCoXK/UmSVC7vt1W1F7VkAaqvr4+dnR1yuVxk22FhYRQVFQmxFTMzszdaIL4MVZlRv8tKQFXjvQ/U8B8Lu7eFygbq3NxcgoKC0NTUpFmzZlVaRnlXGXVGRgaBgYGYm5sLOVMpk6roIn8VaexFlBYiKQ8vko/OnTtXxstaqVQKu78OHTrQtGlTIQbh7OzM1q1bsbGx4ciRI+jp6ZGYmEidOnVEJm9jY0N8fLxKtiWVKqdNm0bv3r359ddfAdi1a5cIelOmTKFz584olUp69eqFv78/x44do2XLlirHW+o/T5kyhR07duDv70+LFi24ePEiW7du5ezZs3z55Zfk5eUJtaljx44xaNAgnJ2dsbS0rFCMIjY2lrVr14pqQp06dVi+fDlGRkYEBgaqBGgoITPm5+ejra390nOyS5cudO/eHVdXV9avX8/UqVOxtLRkzZo1/Pbbb9y+fZuZM2cKWdXY2Fg2btyIjo4O2traWFlZMWHCBIqLi1m1ahVhYWEoFAr8/Pxo0aIFa9as4dGjRzg7O9O9e3eWLl1Keno6gwcPZv/+/YSEhDBnzhzOnj2Lvr4+enp6xMTEoKmpSW5uLrGxsRXqhZfGwYMHy61i5eTkEBgYiJmZGe7u7hUGrJCQEL799ttyn1NXV0dTUxMrKyvy8/NJSkoSlQooWQCGh4czaNAgduzYwciRI7l8+TJhYWH079+/DIFy69atDBgwQPz9YpCWsuzk5GTGjh2Lrq4u06dPV/l9CoVCZaGsVCrFor60yYg0vfE2lck0NDTElIRSqSQnJ4eUlBSeP3/Oo0eP0NPTEyVyY2Pjv70tVTlD/W8Wf/lXBOq3DQ0NjVcGyZSUFIKDg7G2thZGIVWJd9GjTkhI4O7duzg7O6uQxqTfUt73vwlprLQEYkVo27atYLi+GKQVCgUtW7YEoH///iQnJ9O2bVvx2DfffMOwYcP45JNP+Omnnxg8eDBhYWF069aN4OBgoCRQP378WOWzJdLZ2LFjVezunj17Jv4vVUh27NjBkCFDaNKkiZhBHjZsmHidnp4eO3bs4NNPP+XTTz/lxx9/ZO3atbRu3ZqDBw8SGhrK5MmTGTZsGB4eHixcuJD79++zceNG1NTU8Pb2xt7eHgsLCywtLTE1NSUqKopVq1aJ3+Dl5cWiRYvQ19dn+/bt5S6AJOvGF5nMErp06cLw4cOxsrJCoVCwb98+Ro0aBcDatWu5cOECx48fZ9SoUcK8JC8vj507d/L48WNMTEzIyMhg3Lhx1KxZkz///JNDhw4hk8moVq0aY8aM4dq1a3zzzTfIZDI+/fRT0tLSmD59Op6enjg6OrJz5058fX1p1aoVJ0+epH379pw8eRIPDw9CQkIwMDDg+vXraGtrv/Q6bN26NbNnzy6XsJmVlUVgYCDW1tYv5YsEBQXx1VdfVfgdUDK6JwnXlB7/srGxITIykg8++IBNmzYJFb1r167RvHnzMg5fJ0+epHPnzirbXzpI//7772Kh/NFHHwElbaAXle2k61PKLEtfky9m23K5/J0FI5lMhoGBAQYGBtjb21NUVCSy7dDQUIqLi0W2bW5u/lrVJAlVmVH/W8VO4H+BGnh5NqtUKomJiSE8PBx3d3chfvEut+HvQqlU8vjxY6Kiosqd8S4vUFeWNPamcHV15ebNm2XML548ecLAgQMBGDhwIOHh4cyfP18wafv06cPQoUORyWR06tSJpUuXMmjQIL7//nsVRmeNGjXIz88XlphS9lwaa9euFTftmJgY7O3tAUQAHjRoEAMHDmTSpEncuXOHGzdu4OPjI97v5OTE3r17GTBgAGPHjqVbt258+OGH9O3bFx8fH6ZNm8Yvv/zCgQMH6NatG40aNWLNmjVER0dz5MgRrly5grm5Ofn5+Zw/fx41NTU0NTVp27YtM2fORFtbm48//lhlIVEaBQUFFBYWlhm/cnd3Z+bMmeL3KJVKzp49K8bdVq5cyb1799izZw+fffYZdevWFa87f/48x44dw9nZmfz8fHx8fGjdujXPnz9n5syZ4nzo06cPzs7OLFu2jJiYGGrXrk2vXr1YsWIFsbGxfPHFF5w8eZIjR44wadIkQkNDiYuLw8PDg+vXr2NjY0NUVBRyuZzAwEB0dHSEAE15+P7770WF5UVIznQODg4v9RsOCAh4qfuYZNKSn59f5ryURFcGDx7MgQMHBMnrt99+w9jYmOjoaBVS2oULF1S2V0NDQ/SkoWR00czMDKVSKWaqu3XrRq9evSrcPgmly95Shl1cXCwCpampaRlLz3eh/y1VIqysrFAqlWRnZ5OcnMyzZ88ICwvDwMBABG0jI6NKbVNV6nz/Wxnf8L9ADVRc+i4uLub+/fskJyfj7e391vywpW14Gxl1cXExd+/eJT09HR8fn3J7ti8G6tchjb2I9evXq/zdpEmTch2ZNmzYgJWVlbghJiQkqDBchwwZwoMHD5g1axb+/v7cvHmT4uJiNDU1UVNTY//+/WLkJzo6mrp164rtr1GjBtra2uTm5qKmpsbixYupWbMmI0eOZNOmTfz55584OjqqZC6jR48WzlTSmNrAgQPZv38/kydPZu7cuWzbtg1NTU0Vxritra0og0vjXmPHjuXXX3+lZ8+eWFhYMG7cOEJDQ9m7dy+WlpZ4e3vTo0cPEhMThea5xHR2cXEhMDCQZs2aiZt+eTeqvLw8iouL0dfXx9DQEFtbW1xdXfnkk09UFpOlg9P8+fPJz89n165d9O3bl88++0wc16ioKDZu3Ej16tUxMDBAQ0ODRYsWoaury4kTJzh79ixGRkbo6+szZcoULly4wC+//IJSqWT48OFkZWXx9ddf4+zszLhx41izZg02NjYsWrSIgwcP0r17d86ePYunp6fwAY+JiSE7O1tMXVTE0di+fXsZz3AJSUlJ3L17l1q1ar10EX306FGWLVtW4fNQwnvIzc0VozwSbG1tiYqKEsSx9u3bY2try5YtWzAxMaF58+acPXsWKOmRL1y4EB8fH3H8JJ0CCV988YUYI5wzZw55eXl4e3uLqsTroPS1GxoaipaWFg4ODqIMXtnedlVDmhE3NDTE0dGRwsJCIbYiqcqVzrYratlUZen7fz3qt4y33aMur/QtEa6gZFTlxfJsVeNtZNQSsUZNTe2VSmPShV26H/0mK/E9e/ao/G1sbIybm1u50oxSKVpiLQO0bNkSfX190tPTWbhwIQEBAcyYMQO5XM6ECRNYunQpdnZ2uLi48Nlnn7FgwQIuXbpE+/bthba1pGYWFxfH3LlzGT16ND4+PqI0uXXrVpUyNpSUTlNTUwVJbfv27bRs2VL4Ek+cOJFly5bx448/0q1bN5V5WD09Pa5cucLNmzeZMGGCClENYNasWeL/+vr6wgGsNOzs7IiLiyMmJgalUomWlhZyuVzYMJYO2tKMtLe3N2pqari6ujJo0CCVvmZ4eLiQMf3mm2+oXbs227Zto3HjxixfvlyUcwsLC/nll1+Ii4ujVq1aPHjwgC+//BJHR0cSExOZN2+eUNdq164d9erVY/ny5Tx//hwLCwtGjBjB5s2buXnzJv379ycjI4M1a9bw6aefYmtry4kTJ+jXrx+HDh2ia9eu/P7775iZmXHnzh2hLCZpZb+4UJXJZBw9erTCWfj4+Hju37+Ph4dHhXr0SqWSxYsXl7vPS6NatWqkpaWVmZOuXr26Cru7VatW1KxZky1btqCmpkanTp04evSoOD4nTpyge/fuaGhoCCa5gYEBhYWFaGho0KRJE1ExOn78OOfPn8fFxYUZM2a8MeelsLCQwMBAtLW1qV+/vkqJvPT1XJ4W/7vKtqXxuOrVq4v5ccn968GDBxgaGmJubi5m26VrqypL3//LqP/leDGjTk9PJygoCAsLC+rUqfNOhv2rOqMujzT2MpRegVel+fwff/whgl1FsLS0xNfXl4KCArKysujSpQsNGjRg5cqV/PrrrxQWFjJu3DiWL1+OtrY2O3fuFP1tSbKzVq1aHD16FEAwiG/cuCF0xIFys7LSfcTu3buLYK6mpsaxY8fo1q0beXl5jBs3jnnz5rF06VIOHjzI1atXGTp0KB4eHuKzmjZtypUrV3j69ClTpkwRvsil8WK2JiEuLk78/0VpTDs7Ox49eiQIY87Ozujq6lK7dm2GDBmi0sqIj49n5MiRpKen88knn/DRRx+xdetWIiMjmTlzpkpVKDAwkO3bt9OsWTNhI7l06VJkMhknTpzg9OnT6Ovro6Wlxfz583nw4AGTJk2iuLiYVq1a0aBBA0HK+vbbb9m3bx/Pnj1j5cqVXL16lejoaJo0acLZs2dp06YNp0+fRk9Pj8jISHR0dIS5RkFBQRkdg+rVq7Nz584KWcSxsbGEh4fj6elZoX1sbm4uQ4cOVdm3L0Imk2FpaSkWeaVhY2NDXFwcffr0Yc+ePbRo0QInJych9DJw4EB27dolXn/kyBExUiXN7LZo0YILFy6gVCrJy8ujZ8+ehISEkJGRwaJFi7Czs2PChAlvLDcryf7q6emVYbmX19uWrm+JnCbtg3dZIpfJZBgbG2NsbIyTkxOFhYVCbCU4OFjFtrOwsLDKxrP+F6j/5ZACtVKpJC4ujgcPHuDq6oq9vf07I2ZUZUYtGYO4uLjg4OBQqd+gpqZGUVHR3wrSUob8IkaOHImVlRXLli3j66+/LsPsNTIyolq1arRq1QoHBwdu3LghHLPy8/OZPHkyK1euRFNTkz179qCtrc2cOXPYuHEjZ86coU2bNgCitGlubs7cuXOxtLQUQRpKbv52dnY8efKExMRErKysMDIywtzcnJSUFADWrVvHl19+CZSMfp06dYpOnTpx4MABTp48ydKlSzlx4gQHDhxg7NixuLi40LlzZ5o0aYKNjQ0ymYyaNWuye/dusU8mT56sYl9YGYwfP54zZ84QFhbGkydPcHBwEJlt7dq1+eCDD5DJZERGRpKVlYW+vj6rV6/m8uXLtGrVikmTJnH06FFWrVrFyJEjVfZDRkYGGzZsQFNTk/r16xMUFMTXX3+NtbU1iYmJrF69WlSQunbtSuPGjVm/fj137txBR0eHr7/+moCAAMaNG4ePjw/Nmzfnhx9+wNHRkU2bNrFlyxbat28vXl+9enVCQ0NRKBSkp6eLc11iq0uz39L5b2try7Zt28qtYimVSqKiooiJicHLy0sw1F/Eo0ePylRNykONGjXKDeQuLi5ERETQo0cPDh06JIK0ZK4xevRoNm7cKF6/d+9eFixYoHKcpSxcWnRdvnyZzMxMIiMjGTduHEZGRjRu3Bh9fX0yMzNVMsnKQKqYGRoaUrdu3Uotxsvrbf+TJXIoybatra0rtO2URg7Nzc3fmLmdm5v7v9L328bbDpbSiu3+/fskJCTg5eVV4Sr9bW7D382olUolERERREdHV9oYRCKNaWtrExISgoWFBVZWVpiZmb32hfqidnZpJCYmMmTIELp06YK3tzdz584Vzz1+/JiRI0fy3XffERUVJbbL1taWXr16sWrVKtTV1dm4cSN2dnY0b94cHx8f7O3t2bx5MytWrBD7rkGDBuzatYs1a9aUKcPLZDLq1KnDkydPWLZsmQjsR44cEYzyvXv3oqOjw/Dhw4ESx6TLly8zf/58OnfujI2NDatWraJjx45cvXqV06dP88MPP4jv0NLSwtbWltzcXBULw8rihx9+YObMmaxevRooUWMzNTUlJiYGd3d3vvzyS1EKLiwsJDExkT179rB792709fVZvHgxubm5zJo1i969e/Ppp5+qKGD98ccfnDx5Ej8/P/7880/c3d0ZNmwYMpmMCxcucOzYMeFINnfuXNLT05k0aRK5ubnUrl2bQYMG8cMPP+Dv78/IkSPJyclh+fLldOzYkW7durFhwwaGDh3K7t276datG1evXsXY2Jhnz54hk8lEL14KEtKsu8RVsLa25pdffim3TSMZ3yQkJNC4ceNyMySlUsm2bdtU5E3Lg4aGBtbW1kLqtDRsbW2JiIigX79+HDhwAD8/P2xsbMQ0w1dffcXatWvF67dt28bmzZvx9/cXjw0bNkxlGy5fvizU4r766ivMzc1p3769mGqIjo5WERoxNzd/qUlGXl4eAQEBmJqaUqdOnTfubVeUbVc0/vW28aJt57179yguLiYrK4uYmBgV204zM7NKG4nk5ORUyq73fYVM+Tabv1UEyQzgbSEvL4+//vpLaEn/EyuvjIwM/P398fPze6P3S6SxjIwMvLy8KmWQXno2U8p2JCODoqIizM3NxcxkZTTMR48eLQRH4D9MWSiRAX2Z8UFp+Pj40KxZMxYuXIi2tjYymYxjx45haGhI69at0dLS4ty5c8yfP5/u3bvj6empoj0tMYQnTpxYZmb79OnTrFixgry8PC5duiRuPvHx8Sre2fXq1WPdunUqN6eCggIWLlwotKmhxKmqfv36FBcXk56ezsGDByulS10aDRo0YPjw4YwbN0485unpibW1NU+ePMHIyIhhw4bh7u6u8r7So0arV6/GxMSEtWvXoq6ujp+fH9bW1sIVLDs7m5UrV1KrVi0UCgVRUVGMGzcOCwsL8vPzReBJSUnBy8uLPn36cO7cOcGW79atGw4ODoKQNm7cOE6cOMGNGzf45ptvsLa25rfffmPo0KGsX7+eL774gl27duHk5CRUwszNzYmLixO+36mpqejq6pKZmSnEWg4dOlRuT1qhUHD//n3S09MrvEZfPIYVQVdXFz09PVFFKQ0LCwuSk5OFmMlHH32EkZERO3bsAMraUW7YsIGzZ88K73SAMWPGsGHDBvH3hQsXRDWkf//+PHv2DF9fXxYuXCiuK+n6S0pKIjk5mby8PKFHbmFhoTJalJubS0BAABYWFri5uVV5IvPi+FfpEPGus+179+5haGiIvb29im1nSkoKubm5lbbtHDZsGPXr1+e77757J9td1fg/H6gzMzMJDAwkPz+f5s2b/2N9jOzsbK5fvy50rV8HUglMXV2dhg0bVtoOryLSmDRakZiYSFJSEtnZ2ZiYmIigXd5NsvTsc2mUzpYABg8eLLyTX8zAO3bsSEJCAleuXBEymHPnzuXDDz8kLCyMkSNH0qBBA9auXcuPP/6Ik5MTXbt2JTc3V5hfaGlpceHCBUFqevHCTElJYd68efj7+/PNN9/Qu3dv8dyDBw/K9NJHjhzJ4MGDy9yYcnJyOHv2LOfPnxdzz6+LadOmoaOjw+zZs4GSLM/b2xtXV1fCw8OpVq0a7u7uNGnSRKU6kpyczJgxY4iPj2fs2LH069eP48ePc/HiRcaMGYOLiws5OTli0fXXX38REBBA7969BfGuS5cuyGQyMbvduHFjbt68yRdffIGrqys//vgjT58+JT8/n6+++oqoqCi2bNmCkZERY8eOZdWqVTx9+pTly5cTFxdHcHAwvXr14qeffmLcuHFs2LCBRo0acfPmTTG2ExMTg1wuRy6Xi9ZDRkYGOTk55Obmsm7dOjEqVhrFxcWEhISQn5+Pl5dXmWy7uLiY9evXs3///lfuc1NTU3HDfxEGBgZkZ2eLIP3ZZ59RUFAgPNFfFCv54YcfCA4OFkEc4Ouvv2bVqlXi78OHD4tMbvHixRw/fhwPDw+WLVv20sV0aT3y1NRUdHR0hEhOREQE1atXp1atWm+92lie2ErpaZC3nW3fuXMHc3Pzchn9eXl5IminpaW91Lazf//+tGvXTkUh7m0hOjqaefPmceHCBRISEqhRowaDBg36W4TB/9Olb6mX6+TkxOPHj9/Kd1QWEpnrdSGRxiwsLCrVp4JXK42VHq2Q5mmTkpJISkoiPDwcPT09EbSNjY2RyWTljmABZeZRd+7cWeF2HT9+nLy8PBo3bsykSZOoXbs2ERERol/93Xff4evry3fffUfTpk3p2rUrCoVCxaFK6g1fv35dZYxKglRSNDQ0ZOXKlfTs2VPsM3d39zIiFZs2bRJCI40aNaJFixaCmZqUlPTSIC3ZcL6I/fv3c/HiRSE1aWdnR82aNWnSpAlBQUEUFBQwYMAAsrKy8PT0FH1YpVLJgQMHWLt2LR4eHmzdupWUlBQmT56Mj48Py5cvF7/FwMAANTU19u7di4mJCR999BHHjh2ja9euGBoacv/+fR48eMCNGzfw8vLiwYMHLFiwAKVSyfTp08V3zp8/n4MHD3Lx4kWh2z179mzh9nTr1i3i4+Pp3bs3P//8M5MnT2bZsmV07NiR06dPiwXe48eP0dDQwMDAgISEBFxcXMjIyEBPT4/8/Hy6d+9ebpCWy+UEBwejUCjw9vZWqewolUquXbvGlClTKjwGpVGzZk3S09PJzs4u85yOjg7Z2dn06NGDHTt28NVXX/Ho0SPOnDmDnp4evXr1UgnSixYtIjw8XCVIT5gwQVi0QokxjRSkd+/ezfHjx3F2dmbevHmvrHhJeuSSbGdqairx8fHCSjMvL4+4uDgsLCze6kRKRSVyKXi/7d72y+aodXV1qVmzJjVr1hQVrZSUFCIiIsjPz8fExIS7d+/SoEEDofX9LiAp9v3000+4uLhw7949lTbRm+BfkVFL+rtVBaVSSXh4OE+ePKF+/fpYWVlx4cIFGjVqpOLa9C5RUFDAn3/+Sfv27St9or8Jaex15UBfhFwuJyUlRQRuNTU1LCws+Pnnn7G2tub48ePitdra2hQUFJQ7p/7NN9+QlJTErl27+Oabb7CysmLs2LHo6OiwZMkSDh48yJ07d4ASq8XPPvuMI0eOcP36dUaPHo2bmxsFBQUqrYLp06fTuXNnFAoFkyZNYs6cOeXeELds2YKBgQFr167lk08+YcyYMWVec/HixVfaH74INTU19uzZw5EjR8pkdx988AHz5s1jx44dQuZUEk9p164dAQEBaGhoMHjwYJEheHl5iZvL06dPGTBgAEqlklWrVuHl5cXBgwcJCQlh/PjxZfgI4eHh/PjjjwwePJhr166hpqbG6NGjUVNTIyUlhTVr1pCdnU1BQQHm5uaMGDGCwsJC1q5di5WVFRoaGnz99desXr2aiIgI7Ozs6NmzJzNmzMDIyIgVK1Zw9uxZsrOz8fPzE5KkS5cupVevXuzfvx83NzcUCgWPHj3C2toaLS0toqKihLgJlASA3NxcFi9eXKbkLY0daWlp0aBBA5UbdnnVj5cdl2rVqr2UM2BoaEjDhg25dOkSU6dO5eLFi9y4cQMXFxc8PDz47bffxGuXLl1KYmKiyk13/PjxglcAsGLFCpo2bQqUtFvmz59PzZo1WbJkiRCieR1IlT9bW1usrKxEtUSyf5VK5NLC+V2gNCGtNIscqi7b9vf3x9bW9rX7y5KRyNixY8UkR5s2bfj6669p3bp1lWuSvwrLli1jw4YNwlTodfF/LlAXFRUREhJCTk4OXl5eotT9119/Ua9evQpnNt82ioqKOH/+PG3btn0lQUIijcXExNCgQYNKjXZIJauqMNaQIPXVgoKCOHLkCG5ubuzbt4+ioiJxo7948SJ37txhyJAh3Lt3j4CAgDKfk5+fL4wdpJuxt7c3U6ZMISMjg7NnzxIVFUWnTp1o27Ytampq/PXXX8yYMUN8xujRoxk0aBAAhw4dori4mP79+5e73Q8ePODy5cucP3+euLg4fvvtNywsLCr8jaGhoXz//fdlbvSrV68WwhUhISFMnDixTAY9f/58WrVqxaFDh8SNfMCAAYSHh9OnTx/i4uK4ffs2o0aNwtHRkZCQEAoLC2nYsKGQ1Pzpp5/Ys2cPbdq0YebMmWRkZLBixQp8fX3p0aNHmeN44sQJrl69yvDhw9mwYQNdu3aldevWQEnJfv78+fj4+HDjxg0++OADPDw8uHnzJgcPHsTCwgJHR0eGDRvG6tWrSU9Px8HBgU6dOglt8OXLl3PhwgUSExPp2bMnixcvZvbs2axYsYKePXuKeeO7d++Sl5dH/fr1efz4MQkJCWhqauLs7CxcmZKTk1EoFGXESPLy8gSjWRovVCgUXL16VVhJVgampqbo6OiUG6Sltoy7uztaWlrcuXOHmTNncujQIcLCwoS+uzQKCCVqdgkJCSxYsEA89iIDfMaMGcI8Rpqtr1atGnPnzlUZ56sspKqZo6MjDg4OKs9Jo01SmVwmk6kQ0irDLakqvJhtvyiY9CbZ9s2bN3F2dq7w+qwMsrKyaNy4MQ0aNOD+/fs8f/6cNm3aMHHixArV7qoaM2fO5PTp0yqEw9fBvyJQKxSKN/KLfhHZ2dkEBQWhq6tLgwYNVE7iK1euULt27TeeZ/y7UCgUYt70ZcIkkntXZmbmG5HG4PWUxiqD7du34+npia2tLR06dBCcAnV1dWrWrMns2bP5+uuvAahbty7du3fH2NiY2bNnk5aWhkKhQE9Pr8xF3LBhQ9zd3WnXrh2urq4olUrOnTunwhgHWLhwoeiPHz9+nHv37jFlypQKf6NCoWDq1Kn07dtX9Kz+/PPPMje11NRUhg8fTlJSknhs48aN4mZbWFjI2bNnWbx4cZnvkIL/vXv3GD16NFBSRbh27Rq+vr44Ozuzfft22rdvT8eOHSkqKhKGLw0aNEBDQ4Pnz5/zySefkJ+fz6ZNm3B3d+f27dvs3r2bb7/9Fjs7O5XvlMvl/Pjjj+jr69OiRQvWr1/PhAkTRAYXHx/P4sWLhSHJyJEjqVu3Ljdu3ODQoUPo6+tja2uLl5cXK1euRC6X4+joSI8ePViyZAmmpqasXLmS69evc/fuXUaPHs2MGTOYNm0ahw4dwtXVldDQUOrVq8exY8do3bo1OTk5BAQE4OXlRV5eHpmZmTx//pxGjRphampKUFAQKSkpLFiwQJz30nssLS2pXbs20dHRnDhxolI9aPiPr7a9vT3Z2dnlksYkm8pOnToRHBws9s2aNWt49uwZ/fr1Izo6WqWls2XLFtF/lDBkyBAVbfuRI0cyZMgQ4D9Zv7m5OVOmTBGua68DSR7V2dm5zPF+EVLvXQraOTk5GBsbCz35d2nz+OL414uEtMqKrVy7dg13d/e/pQqpVCqpV68ev/zyC61btyYsLIyTJ0/SpEkT0VZ7m3j8+DFeXl6sWLGCESNGvNFn/Ct61FWBpKQk7ty5g62tbbkkjNf1pK5qlFbiqQilSWO+vr6vRRqTLpS3Qfq4f/8+AwYM4I8//sDNzY3q1atz7do1ioqKiIuLY/jw4Xh5edG7d2/OnTsnerPSb9bX16ddu3b89ddfKguyoKAggoKCuHz5crljNFAiWGJkZERycjI//fQT1tbWTJ48+aU3JDU1NaHs1bBhQ4KCgvDz82PmzJmkpaWpjN5Aicyjn5+f+MzCwkIOHTpURi5VQ0ODkydPir7r8OHDefjwIRMnThR68VOmTOHw4cNERETw/fffY2RkJFyfpFEbNTU1rl27xuTJk6lfvz7Lly9HV1eX7du3i4DyYl8yOzubefPm0aFDB7S1tdm6dSvz588XJiMxMTGsWLFCBJZvv/0WBwcHLl26xB9//IGpqSleXl60a9eO2bNnY2tri76+Pq1atWLWrFnIZDLGjh3LrVu3uHDhAgsXLmTOnDmMGDGCiIgI5HI5xsbGaGhocOfOHT799FN27txJp06daNGiBVeuXMHT05MmTZqwZ88eoaudkJBA586dmTJlCm3btsXAwID79+8Li8mrV69W5hQU0NTURFtbWyiKlcf7eNGm0tTUlFWrVvHdd9+RlZXFqFGjOHXqFE+ePBHv2bt3L9euXVM5N3r37q0SpHv37i2CdGxsLCNHjsTU1JRRo0a9UZBOSUnhzp07r5RHlaCmpoapqSmmpqa4urqSl5cngnZkZCRaWloi2zYzM3urQk5VJbZSlVrf0kLF3d29zARFZTBnzpwyScKLuH37Nt7e3uLvZ8+e0bFjR/r27fvGQRr+DwRqpVJJZGQkkZGR1K1blxo1apT7unfpB10eZDLZS2eppRKzpaWluJm/Cn+3H10ZlHbw+eOPP9i+fTurVq2iSZMm3LlzR0gyPnjwgNmzZ4t9bGpqipGRkWCdX79+vcKqSekg7eLiQt26dYmOjmb58uWkpaWxa9cuoqOjGTp0aKUuwAcPHghxkpEjR/Ljjz9y//59YVoBJSXOF12MAO7evcv8+fPLiGT8+uuvok8cGhrKqFGjhB70hg0b6N+/P87OzixZsoRu3bqJUnR6ejrBwcHY2NgIUZLNmzfzyy+/MH78ePr27UthYSELFy7Ezc2NqVOnltkmick+cuRIYmNjuXLlCgsWLBAVgkePHrF+/XqhdT59+nSxmPrjjz8wNjbG1dWVjh07snjxYuGDPG7cOCZNmoS5uTmzZ88mPz+fxYsX88knn7B06VKsrKwwNTVl06ZNLF68mKlTpzJu3Dh2797Ns2fP6NSpE5cvX2bs2LHcv3+fpKQkrK2tkcvltGjRgiVLlvDZZ5+xb98+1NTU2LRpEzExMULV63Wgr69PQUEBdnZ25OfnqwTZ0jA0NCQ6OpqBAweyY8cOPD096d+/v6j4vEgIg5LqyL59+9i3b594zM/Pj8OHD4u/O3ToIKozycnJDBgwAFNTU/r166dCTqwskpOTCQkJwc3NrcJ71qugq6uLra0ttra2FBcXk5aWRnJyMg8fPqSgoAAzMzMRuN92z/ZNxVaq2uby72Ds2LF8/PHHL31N6dbEs2fPaNOmDb6+vvz8889/67v/FaVvpVJZRoO3MpDL5dy7d0/MXkrZRXmQ5hLfhOhRVTh//jze3t5lCG3Pnj0jNDT0tdTSXhQteFslr8LCQubOnUu9evWoXr06rVu3RqlUsm/fPs6fP09+fj7R0dHi9XK5nLy8PLEoUSgUQidZMjB4HTg5OTF69Gh8fX1f+RuVSiXXr19n//79zJ49W/ARUlNTycjIoGbNmi/t6Z05c4Zt27bx9OlT8diLZDTJ/GHmzJlYWFiwd+9epk6dSnJyMhs3bmTSpEkiO0pMTBRkQDs7O4qLi5k5cyaXL18WC4WcnBzmzJlDr1698PX1LbNN8fHxLFq0iAkTJhAUFER4eDgTJkwQ+zEyMpI1a9bw5ZdfsnbtWhGkg4OD2b9/P7Vq1UJbW5uBAweydetWQVJasGAB8+bNIzo6mq+++orGjRszY8YMRowYgYaGBkuXLmXkyJFs2bKF+vXrU1RUhL6+PhkZGbRt25YdO3Ywa9YsZs2axaRJk9i+fTt2dnZUr16drKwsHjx4QNu2bTl69CjZ2dlkZWUJZnh5rOyKoKenh0wmQ1tbGzMzM5KSksodvapWrRrPnz+nWrVqNGnShGPHjtG/f3+srKxElrxgwQIV3gOUVGyknryE1q1bqzhhtWjRQlSJMjMz6dy5M4aGhnTs2JFx48a99rWXmJjI3bt3qVu3LtWrV3+t91YGko+0lG2np6ejp6cngraJick7m5Mu7dL34vgXlLQkmzZt+rcY23K5HDMzM2JiYl7ZPqgqxMXF0aZNGxo1asSuXbv+dlXgvzajzs3NFUILzZo1e+UK/Z8ufUvb8KLVpMRO9/T0fG3SmFKpfGuZtARNTU1yc3O5ceOGUOiSyWQMGDCADz/8kJ07d1JQUEBSUhK5ubkUFBSgo6OjIvQgl8uFnKS6uvpLXaNeRGRkJJMnTy7zeNu2bfn4449xc3Pj2bNn/Pnnn9y+fZsGDRqwaNEilVlwMzOzV5IIg4KC+P3331WC9MqVK2ncuLH4+8CBA6xZs4atW7eSmJjIkSNHhA/17t27mT9/vuAUPH36lEePle6StwAAieZJREFUHlG3bl2qVatGYWEh48eP5+7du+zYsQMnJyeysrKYM2dOGU1xCYmJiSxatIhp06YRHBxMREQEEydOFMc7Li6O1atXM2nSJJYtW8bUqVNFSXj79u106NCBu3fvMnHiRG7cuEFsbKzIzo8fP05SUhItWrSgSZMmnD59Gg8PD5ycnFiwYAETJkzA1NQUPT09evfuzaRJkxg8eDDr1q3D19eX9PR0oOR8tLS05OnTp8JEpVevXrRu3ZojR46Ql5dHXl4e6enp1KxZk2fPnlVqVNHQ0BANDQ0KCwtxdHQkKyurQplWSQ60Xbt2JCUlcezYMSZNmsSDBw9EkP7hhx+EbrmEP/74g3HjxvHgwQPx2EcffaTCAG/SpIkI0nl5eXTu3BktLS18fX356quvXvvaS0hI4P79+9SrV69SyoJvgtI+0g4ODhQVFZGamiqcyBQKhTDIsLCweOPZ38puS+myd2mhlaSkJPF8YWHhG49/SQu/d6WR8ezZM1q3bo2dnR3Lly9X4bi86cLrvzJQS+Lu1tbWuLm5VerAvg+BuvQNqjRpzMfHp1In2YuksbcdpKHkQrt9+zbfffddmf1crVo1Jk6cSE5ODkePHuXmzZs8f/5cJdipqamJUqdUBSjPNUpiwnfq1AlPT09xc9y9ezdhYWGcOXOGb775hitXrrBhwwbOnTsn2LqdO3fGz8+Pfv36vRELVqFQ8Msvv3Dnzh2MjIzIzMxk+vTpKkH6+vXrrFmzhl9++YXs7GxOnjzJ999/T3h4uAjSOjo6whs8NjaWhg0bCgGOyZMnc/fuXfbv34+NjQ15eXmiB1xeOT8jI4P58+cLHfGAgACmT58ujnd2djZLly5l6tSprF69mlGjRlGjRg3y8vJYvnw5Q4cOZdeuXSxevJiUlBT27duHqakpw4YNIzc3l3PnzqGlpcXQoUPJz8/n1KlTLF++nGfPnqFUKnF0dOTw4cN06tRJ9IRbtWrF0aNHsbS0JCcnhytXrlBYWMiJEyfo378/8+fPp0ePHkRERHD//n3U1NTIzs4WojovM8+QYGhoKAw9TE1N0dfXJzo6usy8PiAY0BEREXz++efs2rULuVzO8uXL2bFjByEhIejp6TF9+vQyQfrPP/+ke/fuKp/7Irvbw8NDLE6LioqEWFHjxo2ZOnXqawcUybe5fv36f4vl/LrQ1NSkWrVqVKtWTThbJScn8+TJE0JDQwUh7UVnq7cBKRAnJSURFhaGh4cHOjo6f0vaVDLCeVeB+uzZs0RERBAREVGGW/CmBez/qkCtVCp58uQJjx49ws3NTdgdVgbvQ6CWtkEaTdHQ0HivSGMVfS9QoTa6XC7n4cOHODg40LNnT9ELkwQKvv/+ewICAli0aBFOTk4YGBhgaGjIiRMnWLBggSiVQwlrumPHjpibm9OpUydatmzJJ598wqVLl7CysmLAgAH4+PhgY2NDbGwsdnZ2WFhYoKmpKWZa3wTnz58XAiCZmZkAKn3HtLQ0Jk2axPz58zExMeHHH39k4cKFZGRksHHjRhGkFQoFDx48IDU1VUWresmSJfj7+7Njxw5sbGwoLi5m/vz5DBo0qNwgXVRUxIIFCxg7diyFhYX8/vvvLFy4UCUrWbRoEZ9//jnHjh3jww8/pE6dOgCsWbOGQYMGsXPnTiZOnIiGhgbr1q2jWbNmJCQk4Onpydy5czE0NKRv375oamoKERhNTU1Onz5Nly5dAAgODmbatGmkpaWJwCKTybC3t6dVq1aoq6szfvx45s+fj6OjIx988AH+/v48e/YMDQ0NMjIySEtLQ0NDA11dXZE9ZWdnl8moLS0t0dXVFb1GU1NT4W1cHurXr09ISAhyuZxhw4bx888/U69ePT7//HPmzJlDSkoKfn5+1KpVq8y8/KVLl8qo7H333XcqbG9nZ2cRtBUKhRjH8vb2ZtasWa+dhUoVFk9Pz39sRBRUna2cnZ0pKCgQJfLSeuSWlpavpbX9OkhKSiIkJKSMfembiq3k5OSgo6PzVra1PHz22Wd89tlnVfqZ7+Zu/jdRmRWcQqHg3r17PH78GG9v79cK0vB+BGo1NTWysrK4fv06xsbGNG7cuNJBWsqk35V4voTg4GCh5vTiGEx+fj63b99GqVTSuHFjFcKKJK7foEEDoETwxcbGBmNjY9TU1OjatSsaGhro6OhgaGiInp4eQUFBREVF8ddff3HlyhVGjRolpEuPHz/Oxx9/TG5uLnv27GHXrl3Y2dlhaGjI8+fPuXnz5hv/xsuXL3Pz5k0cHR0BOHjwoMrz48aNw83NjVatWrFy5UrGjx+Prq6ucAszNDQUCluZmZkqQfrkyZOcOHGCVatW4eTkBJSQyVq2bFkumQ1KHL66dOkiDEKmTZumUik4ePAg3t7eFBYWkpqaKpTbrl+/jqGhIU+ePKF169ZYW1vj7++PhYUF165dY/jw4URHR4uboMRevXz5spg3DQsLUzlmenp6mJiYCDtPR0dHbt++zeDBgzl//jy3bt1izZo1NGvWjICAAMLDw4UPcUZGBurq6qJFo6enh1wuR01NDXV1dbS0tHBxccHR0REtLS3U1dVxcXFBV1eX8PBwYmJiyt0/tWvXJiQkhA4dOlCnTh22bt3KyJEj6d27N1999RUpKSlMmDABuVyuosltY2PDX3/9VSZIr1y5UiVIlzboUCqVDB48mPz8fKEl/br91CdPnhAeHk7Dhg3/0SBdHrS1tbGxsaFBgwa0bt2aevXqoaGhQXh4OBcvXiQgIICYmJgK7VtfFxKJrjyPcTU1NTQ1NUUFTjonZDKZaKEVFhaK8VBpsVea8f1vxb8mo5bJZBWWDfLz8wkKCgKgWbNmbySpp66uLtSS/ikUFRURERFB7dq1X4s09raZ3S/DyZMnGTZsGEVFRcyZM4dBgwbRtGlTMjMzBUv9Ze0H6WK8fPkybdu2FY+XNz4nEf6Sk5NRV1enRo0a1KtXj1u3btGmTRvq16/PqVOnOHHiBF27dsXd3R0NDQ0CAgLYu3cvTZo0ee39U1xcTG5uLtnZ2aLXZW1tLZ5/8uQJUVFRnDhxguvXr+Pg4ICjoyOnT5+mfv36ODo6UlhYKPgSpWUwY2NjWbhwIcOGDRNB8datW2RmZtKhQ4dyt+fGjRsolUpatWrFsmXLGDp0qMrNPTY2lsDAQObNm8ekSZNEi6CoqIh9+/YxY8YMFi1aJJjN+/fvx8/PD0NDQ/T19fnpp5+wsLAQxLWsrCz09PRUFgKlR28kEpn03cOHD2fWrFnEx8cze/ZsLl++zOLFiykoKBB2hlL5XEdHh8TERLKystDU1EQmk1FUVISDgwMaGhrIZDLy8/NRU1PDwcGB3Nxcnj17VmZUT2oZubm58ejRIx4+fMiYMWPYv38/mZmZLF++nMuXLwsp2OXLlzN9+nQVguqwYcMYMGAArVq1Uvnsn3/+mc8//1z8XadOHRUG76RJk4iJicHDw4Pp06e/tutedHQ0UVFReHl5/WOqiJWFmpqa4HPUrl1bRY88PDxc6JFbWFhgamr62gmDFKQl3sartgUqN/6VlZX1zpXIqhr/mkBdEaSxJXNzc+rWrfvG7Lp/MqOWSGN5eXnY2tqWUR+qCKWJF/9EkIYSxrQUuJYsWcL27dvZvn07VlZWtG/fntq1a7/0grWxscHa2prz588zefJkkpKSePr0aYXa6xoaGqxatUr81qKiIpo3b8748eNZvnw5VlZWbN26lcaNG9O/f38mT54sTC6Cg4MrzFIrQmJiosoN/dNPP1V5fuHChYKp/+uvv/L9999TVFTEqVOnWLFiBbm5uQQGBmJsbKyixa5UKlmwYAG2trZi9jY/P59du3axdOnScrdFqhYsXbqUgIAAtLS0yvyen3/+ma+//prDhw/TpUsXQZo7ffo07du3548//qBPnz6oqakRERGBjY0NV69eZeLEiSiVSp4+fYqpqamQN01MTMTGxkZ8fumSdOPGjTl//rxgN8+bN49hw4axaNEiTpw4wfTp09HW1qZGjRoYGBhQVFQkjFisrKzIy8vDxMQEXV1dUfrOzs4WntWGhobY2dlRUFDAs2fPhBObBH19fXJyclAoFCpKa05OTmzYsAFPT0+GDh3KmjVrxPm0Zs0aFZcyKBGxMTU1LWOIs2nTJhWZ0latWqkoki1atIgbN25Qp04dxo8fX6lZZwmSr/aTJ09o1KjRSydS3leUp0eenJxMaGioYFpLve1XJU8pKSmEhITg7u7+RoSrl41/HT16VFR8/q34Vwfqp0+f8uDBg9caW6oI/1SglsvlhISEkJ2djZmZWaUsNkuPNMC7IY1VBEk8RPIa7ty5M05OTqLsLTFkJaMPTU1N1NTUKCoqEnq8krzj8uXLsbS0xNDQkH379pXRT4YSecxJkyaJfpOmpiaHDh1iwIABKBQKPD09ady4Mbt378bT0xN7e3sxI3/ixInXDtQJCQkqsqCls36p3bJt2zYePXqEnZ0denp6nDx5knbt2pGTk0NQUBA1atTA1dVV5RhdvXqVe/fusWHDBrG43L17N/369avwprZv3z769euHtrY2u3fvLiO+EBoaipmZGebm5ty8eZOVK1cCJefL+fPnWbp0KZMmTWLAgAFAiWxuq1at2LNnD8bGxqSnp2NmZkZGRoboyUtlRQnVqlUjKioKR0dHunbtyrRp07CxsaFevXosWrSIHTt2sGPHDtzd3Wnfvj16enpi5Ov+/fsUFBSIz7ayskJPT4/c3FwyMzORy+Vi3EpXV5f4+HhCQkKIi4srd3wvJycHHx8f7ty5w40bNxgzZgznzp3j6tWrfPPNN+jq6jJ+/HgA+vTpg52dXZkgLSnZSepxEtatW6cSpHv27MmECRPE34sXL+bEiRO4urry9ddfv5aAhiQB/OzZM7y9vf8xx76qhIaGBlZWVlhZWQn3veTkZEGQe5keuSTs4u7urlKtelNI54iamho7d+5kz549bNy48X+l73eB0qVvhULBw4cPefbsGQ0bNqwShqSGhsY7D9QSaUxTUxMfHx8ePHjwyrGUf4o0VhE8PDz4/fff6datGw8fPiQxMREfH58yZTyFQkFWVhbFxcUUFxejqamJnp4eWlpajBs3jsDAQL766isyMjJYuXIlK1euxM3NjejoaI4eParyWefOnaNjx47ib4mPMHv2bNG7njx5MsOHD8fS0pIlS5YAiNW+o6NjpT3HU1NTVTLq0lmTlKW5uLiwadMmEcQvXrzIV199RUBAgJiRLg2lUsnWrVtp1KgR9erVA0qCzoMHDxg+fHi525Gdnc39+/cZOnQo165dw9PTs4x87JEjRxgxYgQXL16kTZs24sYUHR2No6MjcXFxODs7i3Pm0aNHtG/fXvymzMxMjI2NBWFO+r2ljQQGDRrEsmXLWLBgAbq6usyZM4c1a9Zw4sQJunTpwueff46amhqPHj0iNjaWuLg4ioqKSEpKwsnJCQsLC4qKinj8+DHZ2dmCxatUKrGzs0NDQ4MnT56QmZlJbGys0I2Xy+Xk5+djbGxMXl4ednZ2mJmZcePGDVq1aiWy6Bo1arBlyxYOHTrEqVOngBJN9r1793Lo0CGV/fXXX3+Va4+5aNEivvzyS/H3sGHDGDZsmPh7+vTpXLp0iVq1ajF58mTc3NzKPWblQalU8ujRI54/f463t/c7c3R6lyjtvie1fiQ98qCgIBU9cjU1Ne7du4ebm1uVBGkJkpbDxIkT+e2331QW2P9G/GsCtYTCwkKCg4MpLCzE19e30jfcV+FdZ9RpaWkEBQUJz2GJQPOybahqU42qwODBg1m7di3Dhg1DS0uLbt26lXtM1NTUKuzBSf2jsWPH4ujoyJw5c0Tf9ZtvvikTqOfPn0+HDh1Ufv+WLVsYPnw4gYGBeHl54e3tzd27d2nevDmNGjXC0NCQv/76i5MnT9KwYcNyrTrLg7q6uopgS2lyn+R4JZPJePToESNGjBCZ4aNHj8olxEDJ7PejR49UjCikvnpFOHv2LJ06dUImk3H69Oky40S5ublkZWVRvXp1NmzYoJL9BQQE0LhxY0JDQ6lfv754XMp8pLKrsbExGRkZ6OjoCAKOlpYWVlZW3L17l3r16mFtbc3gwYOZNm2a0AqfMWMGMTExnD9/nl27dqmYMRQVFZGYmIiWlhY2Njaoq6uTn5+PgYEBmZmZmJiYYGVlRWJiInFxcairq3P79m2xjdL4Xq1atYiKiqKwsJAPPviAixcvEh8fz8cff4y/vz8XL15k+PDhNG7cmAULFojFxc6dOxk8eLDKvjI0NOTkyZP06tVLZcYVSrS6S5t+zJw5UywKlUolY8eO5c6dO7i5uTFlyhRcXV0rPGYvQqlUEhYWRnJyMt7e3lV273rfIXETrK2tVfTIIyIiyMvLQ09Pj4KCAmFFWRX3tV9//ZXx48dz4MCBf32Qhn9ZoM7KyiIwMBAjIyO8vLyqlG6vpqb2zgJ1XFwc9+/fp1atWtjZ2YkT82VCD/80aawiFBQUCHF7Ozs7rl69yqRJk7C1tcXe3h5bW1uhSPXiNisUCp4+fSr0nLOyslR6gECFx9jf319ljrl27dpACQP7ypUr9OzZkzlz5vDBBx/Qp08fdu7cibGxMXFxcXz99ddC4CEoKEhYdVpaWmJubq7Cc9DU1KzwvPD396dp06aCbS+TyTh79ixGRkYvZfCeP38eQ0NDle2/ffs2CxcurGg3c/36dRYuXEhubi4KhaKMScGDBw/w9PQESrLz0j3PuLg4mjVrRkREhIrynkwmw9TUlNTUVKAkUCcnJ9O+fXvOnDlDr169gJL54ZkzZzJ27FhcXV1p2LAhDg4O7Nixgy1btuDh4YGbmxstWrQQi43i4mKePXvG9evXsbW1JS8vj7S0NOLi4vDw8MDIyAhDQ0PCwsJIT08nIyNDeHuXvg4ksZLo6Gg6d+5MSEgIAQEBjB49muLiYrZv346ZmRlDhgzh0aNHbNy4EQ0NDXr16oW3t3eZID1z5kxat25dxoxBT0+P+vXrC8IZwPr168XCRqFQMGTIEKKioqhTpw5Tp04VLP3KQKlUcv/+fdLS0vD29v7Xk5veFJIeOZSQD11dXVFXV69SPfLff/+d0aNHs2fPnjeSb30f8a8J1FK/ytHREWdn5yoPVO+i9C2VvSSxixdL9hUtFt4H0lh5kG6upZndPXr0oHv37iQkJPDkyRNiY2O5dOkSz58/R1NTE0dHR9LS0oSXdY0aNfj44495/PixSiZVGhs2bCjjGT1lyhQVWUf4D1EoPDwcV1dXXF1dBYEsKysLV1dXQkJCVBTBJKvOpKQkHj16JPyZJfaqtrY2mpqa5eqQx8TE0K5dOzIzMzE1NeXBgwfcvXuX9u3bv3TMJiQkhEaNGolFSGZmZhlmdWnk5eWhpaWFpqYm9+7dEzPRpfHw4UPc3NwoLCws476WlZWFvr5+GT17HR0ddHR0iI2NFTyDli1bkpeXx7Vr1/Dy8sLBwQFDQ0O+//57li9fTvXq1enbty9WVlaMHz+eoqIiwbS+d++ekO+Uy+VkZGTg4uJCkyZN0NLSIiEhgdu3bxMQEICZmRkKhYLw8HDxHh0dHfLz81EoFGIOOiIiAj8/P+Lj4zl16hSNGzdm0KBBbN++nYSEBMaNGyeERx4+fIhcLmfUqFGcP3+effv2qYjl/P777+Tn55fJsIYNG8bWrVu5ceOGeOzAgQNCY1uhUPDRRx+RmpqKh4cH06ZNey2pYckqNSsrC29v7zeaSvlvglRNLG02UlV65CdPnmT48OFs376dHj16vO2f8s7wrwnUOTk51K9f/7UNxCuLt136Lk0aq0hp7MUb6ftEGnsRkk61k5NTGSKfTCYTpa7SQiOFhYVERUVhamqKpaWleE9SUpLIJqWSa2lIfdzSKCwsFAFZguQNPXToUK5cuULfvn1ZtmwZDRs2pFu3bty8eROZTMbx48epW7cuoDpyUqtWLXJyckhKSiIuLo4HDx6Qm5srMrzSxDkoCaDa2tqkpaWRlZVFRkYGxsbGL9UTlohEAwcOFI9FRUUJQ47yEBMTI7K3yMhInJ2dy7wmOzsbY2PjcvefmZkZqamp2NnZER0dLQh1zZo148KFC3h6evLXX3/RunVrPvroI7777jv8/PxYtWoV/fv3x9fXF2NjY+bNm8edO3f4+eefSUtLw8bGBnt7e8zNzbGxscHOzo7c3FyeP39OYGAgMpmMhw8f8vDhQ2rWrCnaDaGhoSIoWltbk5ubS1FRETKZDG9vb/z9/QkJCaFLly5kZ2dz/vx57O3tmTFjBleuXGHJkiU0atSI5cuXc/z4cb766iugRLWud+/ejBkzRvA4JCLg9u3bxXtLn6vlLQJPnTol+v9FRUV06NCBwsJC6tWrx/Tp019Lo0GhUHD37l1yc3Px9vZ+q3Kc/wZIUzrlOYJJYioWFhYqeuTPnz/n4cOHr9QjP3fuHJ999hmbN2+mT58+7/JnvXX8awK1q6vrWw2kbzNQ5+XlERAQgLa2Nj4+PhVerKUz6hdJY2/TWON1oFQqiYmJITIyEg8Pj9fSI9bS0hIl6tKwtLQUJa7g4GA++OCDMq/p1KmTIAdJWLp0qUqpEkr61zNnzuTZs2fUqFEDS0tLwsLC8PHxYf/+/VSvXp3w8HByc3PL9AhLayA7OjpSUFBAXFycuGnIZDKCg4NxcHDA2NgYIyMj0tLSuHv3LnK5HG9vb65du/bSm3F+fj65ubkq++3Zs2cqI1AvQmJjQ/kLGQkKhUL0mUvDxcWF+/fv06ZNG2bPnk3Pnj0BaNeuHd9++y1Tpkxh6dKl2NnZ4eTkxOzZs1mxYgV2dnZcuXKFX3/9lQ4dOtCkSRMaNGhAgwYNUCgUJCQkEBMTQ3p6OikpKRQXF1NUVER8fDxt2rRBT09PBO3Dhw+LcraDgwPW1tbEx8cTHx9P/fr1UVdXJygoCH9/f7p06UJxcTEnTpzA0NCQSZMmkZiYyA8//ICuri4LFizA1NSUefPm8fDhQ6BEJObChQt88cUXKtKzw4cPp2fPnsydO5eLFy8Kn3RNTU327t0rRuMkXLx4UWTgBQUF+Pn5AdCgQQNmzJjxWk5WxcXFhISEUFBQQKNGjf4XpP9/kHZ1dX3lKFtl9MihxGK3Z8+ehIeHM3DgQNavX/9Kh6t/I/41gfptQzLEKJ0xVQXKI41VZhvex360QqEgLCyMpKQkGjVqVKUCDaamptSuXZu9e/eWG6inTZtWJlA/ePCA2NhYlQxHso/s168fV65cYcCAAWzcuJG5c+fSrFkzIVBy5swZEbAqgra2Nk5OTtStW5egoCDkcjkREREiEBoYGHDt2jXRj9bU1BQM5YogZXily3iFhYVlGNylIfXAgQo/39bWlpiYGFxdXZHL5eLcAWjevDkzZ86kc+fOODs7c+XKFZo3b46amhoTJkxgyZIljB07lnXr1tGpUyf8/PyYNm0agYGB7N+/HzU1NU6ePMnBgwcxNDREV1eXatWqoaenh7a2NkVFReTk5IgqRFZWlopxhZubG15eXoLZHh0dTfXq1fHz8yMuLo6QkBCghJiYkJAgAvSYMWMwMjLip59+Ijs7m379+tGtWzd27drFiRMngBLnqtGjRzNkyJAy++XQoUMYGhoK8Rh9fX2hYDV58mR69eqlEtSvXr0qFoy5ublC0c3T05MZM2a8Fiu5uLiY4OBgiouLadSo0RtpzP83ISMjg6CgIFxcXF5bNRLK1yO/dOkSW7ZsEdav3bp1o27dulV+D38f8K+QEIXKyYj+HUgXaFVm1XFxcfj7+wsP5VeNUkkZ9fsYpCUJzIyMDJo0aVLlKkoNGjSgVq1aBAcHl0uoq2jfvThnDQjWbmJiItbW1mhraxMTE0PXrl2Jj4/H1NSUM2fOvHIUToJUdtbQ0CA4OJhWrVrh4uKCg4MDDx8+pLCwkIcPHxIbG4uxsTGJiYkVfpbU8igtuVhRD1xCacJXjRo1yjWvqF+/Pv7+/mX+DyVEqcaNG3PixAmGDRvG4cOHCQ8PB0oC/Lfffsu6deto06YNcXFxTJgwgdOnT+Pu7s6SJUv49ttvadOmDS4uLqipqZGZmcnVq1c5duwYu3bt4vDhw5w5c4aQkBBq1arFRx99RI8ePWjXrh21a9cmLCwMf39/srOz6dWrF126dCEhIYHz58+joaHBqFGj+PDDD9m1axeBgYGMGzeOcePGcfz4cZYsWUKTJk3YtWsXpqamfPvttyJIb968mfr16/PJJ5+UCdKXLl0iJiamjMJb7dq1+eqrr1i1apUw+IASsZ5Lly4REhLCw4cPadeuHXp6ejRs2JDvvvvutYK0XC4nKCgIhUKBl5fX/4J0RgaBgYE4Ozu/UZB+EZIeebdu3diwYQO6urr0798fDQ0N2rRpQ82aNRk+fHi5Ri3/Vvwvo/7/KB2o/y6b/FWksYqgpqZGbm4u6enpLx0ZetfIy8sjODgYbW1tGjdu/FbE7X18fLh16xZQItxRXl/6wIED9OvXT+WxGzdukJCQoKJm1LlzZxYtWkSvXr24cuUKn3zyCTt37mTmzJnUqVOH58+fc+fOHa5du0bz5s1fuW2+vr4cPnwYKJm9TUlJ4dGjR7Rp04aTJ0/SrFkzDh48SHx8PKmpqVy4cAFjY2MsLS0xMDBQOY5aWlro6+urjAXVqFGjQnMJKCkV79y5Eyjp169bt67MKJeNjQ3p6emkpqbSs2dPZs2ahbe3t1jg9OvXjzlz5mBqasqcOXOYO3cu3bt3F3Z8S5cu5ejRowQGBlKnTh0ePnzIpUuXKCwspGbNmlhbW9O4cWP09PTESFpOTg5ZWVk8fPiQiIgIFAoF9+/fFyx+Q0NDfH198fHxISsri4sXL/Lrr78CJQQudXV1rly5wtatW7G0tOTbb7/FwMCAffv2ERERgbe3N99//z2pqanMmzeP0NBQoGSEqlmzZowcObJMgF64cCEtWrRg0qRJKuQwKCEg7tmzh59++kk8Jll0Slna48ePGTJkCAYGBpiZmfHZZ5+hr69f6SytqKiIoKAg1NXVadiw4d/2If63IzMzk8DAQJycnKrcCzogIIBevXoxf/58xo8fL+wwr169yp9//vlfISQj4X+B+v9Dyl7/bkYtl8u5c+cOOTk5+Pr6VkrQQCKNGRsbY2hoKHShrayssLS0fCPd3KqCxOy2srJ6pRzo34GFhQW5ublYW1tz/PjxcgN1Rf3BDRs2qKh0yWQy5syZw5w5c4iNjRXqZI8fP6ZPnz7Mnz8fAwMDfvvtt0oFai8vLwwNDcnKyqKoqIhbt27h5eUliI3JycnUq1cPCwsLBg4cyMqVK8nKyiI6OhpNTU0xry0dR3d3d5XA7OTkJBYC5UFXVxeFQkFubi7m5ubk5OSQmZlZRnZy6NChrF69mjlz5tClSxdWr17N119/jUwmQ11dnVmzZrF8+XJCQ0OZP38++/bt4+zZs/Tt2xdPT0/69OlDz549CQkJ4erVqyLLj4yMJDQ0VIyG5efnk5+fj0wmIy0tDblcLswzvL29MTc3Jzs7m9jYWM6ePSu8hHv16iXGrY4dO0ZWVhb169dn1qxZKBQKdu/ezZMnT3B1dWXFihVUr16dn376iStXrlBUVISTkxMrV65k69atDB06tMx+unDhAtnZ2WVGr6DEqKRv374qj82fP1+0SmQyGQUFBYwbN446depgYmLCmDFjKCoq4ubNm2hra4sRvoqux6KiIgIDA9HS0hJ99//LyMzMJCAgAEdHx9diyVcGd+7coUePHkybNk0EaShZCLdp04Y2bdpU6ff905Ap39Qg8x1DoVC8tDxYFTh37hxNmzZ9ab/wZZB0nbW1tfH09KxUyetFD2lJgU0iTiQmJqJQKMTN3sLC4p3dAJ4/f05oaCjOzs4q895vC3v27OHJkyccP36cS5culXsz9Pf35+uvvy7z+G+//VamciEF4StXrhAfH8/69euZN28ea9asITExkfv377NgwYJKyT8uW7aMAwcOUFhYyIABA0Rf7NNPP8XJyYmuXbsSGhrKkCFDmDBhgtDrlo5jUlISCoUCCwsLLl++zP79+zl9+rToVU+ZMoXZs2dXKIJx5coVIiMj+fTTTwkKCuLy5ctl5DAB9u7dS05ODsOHD2f//v3Ex8czduxYlXNRymxbtmxJ06ZNOX36NKGhoTg5OdGkSROcnZ2xsLAQ52JycjJZWVlkZWVRUFAgevGRkZHk5uZiY2NDTEwM4eHh3L17V1QLHB0dadu2Lfb29kRGRnLjxg3i4uLQ0tKiRYsWtG/fnnv37vH777/z5MkTGjZsyKBBg7Czs2PXrl0EBAQI7/JffvmFuLg4ZsyYUeY3T5s2jS5dunDu3DnmzJlT5vnyRE/27dunQmiKi4ujf//+uLu7o6+vz+zZs8W8b3FxsTiOycnJyOVylRE+LS0tCgsLCQgIQE9Pj3r16v3jioH/NLKysggICMDBwaHS3gWVRWhoKJ06dWL8+PHMnDnzvak8vk38L1CXwp9//knDhg2FFvHrIC0tjcDAQKytrV/qFlUapUljFdlTSiW5xMREEhMTyc/Px8zMTGTbb4NJ+neY3X8HcXFxbN++nZMnT7JixYoKPaTLy4JfNEwAuHbtGpMnT2bbtm24urqycuVK2rVrh5WVFQsXLiQpKQkbG5sKTTAkKBQKzpw5w7Rp09DV1UVdXZ3Lly8LRbJhw4Zx8eJFJk6cyMqVK8UMbunMTjqOSUlJhIeHM2XKFMFItrS05PLly2RkZJTJ+kq/f9KkSUycOJHq1auzcOFC2rdvL1y3SmP79u2kpKQwduxYbty4wW+//caIESNU5q+Li4v5888/OX/+PIDopUrGCklJSSqTBqVFSIqLi4mMjCQtLQ2ZTIZcLkdfXx8HBwfq169P/fr10dDQIDQ0lMDAQJ48eYK6ujq1atWidevWODk5ceLECfz9/1975x0W1bV28UXvnaEJiAVFijSTWBJLNCqKgCUmJho1uSZRr4mJJRoTy72WGKNJNLFFjZqiRkHUWLBhi6JSpSqI0mEaZYaBqef7w++cO0MTcIYZYP+exydhZjizmXLW2Xu/71qJqK6uRlBQEGbMmAEnJyf89ttvSE1NZQI4Fi9ejGHDhmHlypXIy8tr9LdevXoVhoaGeO+991Qc5IBnS+QKhQL79+9v9DvK35u0tDQsXLgQ/v7+MDc3x5o1a5qtwaAoCgKBgBFtgUAAKysr1NXVwdraGoGBgd1+Jk2LdM+ePZloWHWRk5ODsLAwfPjhh/jPf/7TLUQaIEKtwo0bN+Dn59fmqDo6HKR///6t3odpb2V3bW0t2Gw2OBwO481Mm+Grw+1IubI7ODi4w1N9Pv/8c5iZmaGgoAC///57k4+5c+cOli1b1uj233//vdHVu/Ksms/n45tvvsHmzZuxf/9+5ObmIjMzE2vWrFFxCVNGLpczfbBHjx5FcnIygGe+4nTa0quvvoply5ahpqYGXl5eCAwMxPr16xv17CqzYsUKpKamYt26dUwM3759+7Bx48YmXdyAZxcy33//PTZu3AiFQoEvv/wS8+fPb9LG8p9//sFff/2F2bNnw9PTE4cPHwafz8fEiRMb1RmIRCKkpaUhNzcXT548YVrRaOhVH1qsORwOI0re3t7w8vKCRCJBdnY2kpKSUFJSAoFAwBjaDB06FEOGDMGDBw9w+fJlZGZmwsrKCsHBwXj77bdhbW2N33//HampqUyR28yZM/HOO+/g8OHDOHr0aKO/j379s7KyVGIoac6cOYNJkyap3NazZ0/88ccfKrcdO3YMO3bswODBg2FhYYEVK1a06XtE78EaGBhAIpHA2NiYmWnb29t3u5m1UChEYmIi0+qnTnJzcxEWFoaZM2fim2++6VavbacRaoqiVMIRNME///wDb2/vVs8gKYrCw4cPUVJSgqCgoFYLvLrar+rr65llVT6fDwsLC0a0GxYxtQapVIoHDx5AIpEgKChIKzaHx48fR01NDX799dcml7NpmppVOzk5McVKNMXFxXj77bfx0UcfYdasWTh06BDc3d0xZMgQLFu2DEKhEPr6+ti7d2+jrQraV15PTw9BQUHIy8tTSVSiZ9X0hcP58+fx9ddfY9u2bUxFMh0X2ZCysjK8+eabWLBgAd58801wuVzcunULcXFxmDVrFrNi0vBkf+/ePURHR2Pt2rWQSCRYv349wsPDG+UoA8/qC44ePYrc3FyEh4fD29sb169fR2JiIuzt7eHn5wd/f394eHi0yi1LJBIhPj4eQqEQ5ubmKCgoQEFBAYRCIerr6yGRSGBmZgZPT0+8/PLLGDRoEJ4+fYqLFy/i4cOHqKmpAYvFwpgxYzB+/HhUV1fj+PHjyMrKQk5ODgAgMjISCxcuxN9//43t27c3OY6rV69CT08Pc+bMQUFBgcp9ZmZmOHjwIN566y2V2+nlcRqFQoHly5cjISEBQ4cORa9evfDRRx+16eRfV1eHxMREODg4YMCAAVAoFCorEvQSOb233dX7qDUp0k+ePMH48eMxdepUbNu2rVuJNECEWoWEhAR4enq2ytSALhoTiUQICQlpU9GYcr+2upZupFIpc4LgcrkwMjJiTvZNufg0pK6uDikpKTA1NWWWLrWBQCDA+vXrcfv2bcyaNavJ2RLwrIdaWTRpNm7ciOHDh6vcFhYWBoFAgCtXrkBPTw/Lli3Dhg0bkJiYiNjYWOTk5GDGjBkq5hd0spmlpSX8/f2Z5cz169fjwoULAIDx48fjq6++AvDswiEiIgL9+/eHWCxGeHg4VqxYgW+//bZZEfz999+xe/du/PLLL8w++cGDB0FRFIYMGQIOhwOpVNpoPzQlJQWHDh3C559/DldXV+zatQsCgQAfffRRkxc2NTU1uHz5Mu7cucP8PW5ubhCLxUx3glgsBkVRzX5OZDIZSktLYWBgAFtbW8b1y9bWFjY2NvDx8cHAgQPRs2dPpKSk4Pbt23j48CFqa2thZmaGvn37Ijw8HAEBAUhKSsLJkyfB4/GQkZEBABg9ejRWrFiB69ev49tvv23yu/7nn38yJix0jYAy27ZtQ3Z2diMTnBMnTqh0BYhEIoSFhUEul+Oll17CmDFjVES8NdTW1iIpKQnOzs7o169fo+8xHXhCX0gLBAJYW1szot2eC2ldRigUIikpCe7u7k06570IhYWFGDduHCZOnIiffvqp24k0QIRahfv378PFxeW5vX7qKhrT1BdVufiFw+GAoiimGK1h6ATQcZXdrWXLli2wt7fHr7/+iitXrjTyrqZprmL74sWLKkVZMpmMqe69desWUlNTcfHiRSxfvhxr1qwBl8vF48ePsWvXLvTq1Qs1NTWMSU3//v1V3qeqqiqV1qjo6Gg4OzuDzWZjypQp+PXXX7F//34sXLgQZWVluH79epPL9MD/9p0TEhIQExPDZPn+8MMP8PT0xJQpUyAUCpmtDqFQCFtbW7BYLFAUhd27dyMwMBBTp05FQUEBfvnlF7i7u2Pq1KnNOp1VVlYiKysLWVlZyM/PZ7ocjIyMYGpqyph/0HvqEokEMpkMFRUVsLa2xoABA+Du7g4PDw/069cP1tbWKCoqQnJyMu7fvw8ejweRSAQ9PT307NkTr732GoYOHQpDQ0NcvHgRV65cQXV1NbPEPWHCBCxevBhpaWnYsGEDqqqqGo15wYIFeOeddyASiTB+/Pgm+9+vXLnCuIgp07AokV7JsLKygre3N+bOndvmjHJalNzc3NC3b99WfY/FYjFzIc3n82FkZKRSRd6Z97Vra2uRmJiIHj16qD2HobS0FOPGjcPrr7+OPXv2aP3cpC06jVADzz7smiQ5ORn29vYtViny+XykpKTAzc2t1aKmzQxpiqJQXV3NFKOJxWLmBMFiscDn8zu0srs15Obm4syZM4iJicH8+fPx7rvvNvm4mpqaJtNxRo8erdKuBQApKSlYtGgRlixZgsmTJ2Pnzp3w9fVl/Jt5PB4sLS2xadMmZGdnN+lhTpOQkIClS5cyP1+/fh0GBgY4ceIEfvjhBxw5cgRbt27F+vXr8ccff8Dd3b3ZGZtIJMK8efNQUFCAI0eOwMPDAxRFYdeuXVAoFPjoo4+YC8GGWx1mZmbIy8tDQkICRo0ahYkTJ6KwsBAnT55EdXU1QkJCMHTo0FaZTEgkEojFYshkMshkMiZTWCQSMbapXl5eqK2tRW5uLjIyMpCdnY3a2lpUV1eDoihYWlqCxWJh+PDhGDx4MMzMzJCeno64uDiUlJSgpKQEZWVlAIAlS5YgIiIC9+/fx6ZNm8Dj8RqNydraGn///Tf09fURGxuL7777rtFjJk6ciMmTJ+Nf//qXyu2vv/46/vOf/6jcdu/ePXz++ecIDQ1lLpLaasBBF0p5eHigd+/e7fq+0OET9OqXVCqFvb29ShBMZ0GTIl1eXo6wsDAMHjwYBw4c6NQXMy8KEWol0tLSYGlp2ezSTUcWjWkC2rOaFm3aucfNzQ29e/fWqei9pUuX4qWXXsKOHTtanFUrL0Ur88MPPzSqiI6IiACfz8epU6dgbW2N5cuXY8WKFSgqKsLu3bvx8OFDBAQEtMqJavv27fjrr7+Yn2/dugXg2ezvwYMH2LlzJ/744w/897//xbfffotXX32VmdU3RCwW49NPP0VGRgZ27NjBzPCuXbuG06dP45NPPml08SiTycDj8cDhcFBRUYEHDx4gOzsbNjY2mDBhAgICApCbm4vbt2+jrKwMhoaGTBWuvb097OzsYGtry7zn9Gmgrq4O1dXVqK6uRmFhIeMURy+Ni8ViKBQK5uLBxMQE/v7+CAkJgY+PDwwMDFBcXIy4uDikp6fDxMQE9+/fZ1bDdu7cCR8fH1y+fBk7duxo1j3q77//hq2tLfh8PiIiIpp8zIULF/DVV1+puLABz7YPGoacHDp0CL/88guzN/7VV1+12V2Pdtjy8vJSWzWz8hI5l8tFTU0NrKysmAtpXV4ip5f/XV1dW72y0Fo4HA4mTJiAgQMH4rffftPaVpyu0KmEWiKRQJPDzcjIYELqlaED30tLS7VSNKZu6MpuNpsNNzc3CAQCVFZWwtLSkilGU1eAe3v5559/kJWVhUOHDuHf//53i0b7zS2BnzlzRiW3maIopmXqxo0bKC0txdatW7Fx40b8+OOPuH37NthsNlauXPnciDyFQoFPPvmEyVBmsVg4efIkKIpCWFgYxGIx1q1bh7i4OHz55Zf49ttv8dprrzUbYi+TyfDzzz/j+PHjiIqKwieffMJEQ/7yyy8wNzfH3Llzm4zPVI7qpONC6Zlrnz590KdPHzg7O0Mmk6G+vp55vysrKxtd/JqYmDB9/GVlZcweNC3QLBYLffv2hbe3N3x8fGBsbAyKovD48WPcuXMHaWlpMDIyQn5+PmN1OmrUKCxevBjGxsaIjY3F77//rmKhqsyBAwfQr18/SCQSrFixgnGrU2bhwoV49dVXMWPGjEb30asbNHK5HJ9++ilSU1MxceJE6OnpYcmSJW229aQDJeiVJ00hFouZCzAejwdDQ0OVKnJdmVWKRCIkJibCxcUF3t7eaj1X8Hg8TJw4Ed7e3jh69Gi3t2AFiFCrkJ2dDQAqBhhSqRRpaWmoq6trV9GYrom0cmV3cHAwU+gklUqZZVUulwsTExOVYrSOHj+9NOnr64sDBw402ndWht53bAiLxUJMTIzK2JWXy2/duoXExEQcOnQIU6ZMwZUrV1BQUIAnT57g+++/b7Zli0YikeC9995jTDk8PDxw5MgRyOVyjBs3DvX19fjmm28QGxuLr7/+GgcPHoSVlRXmzp3b7OtJL9EDwNq1a/H6669DX18fmZmZ+O2332Bvb4/Jkyc32ZJFv250VCebzcbTp08hFAohFotRW1uLqqqqZkNDlAscFQoFgoKC0LdvX7i4uKBHjx4qIiESiZCUlIQ7d+6gvLwcLBYLPB6Pse3s0aMH1q5dCx8fH5SUlODo0aMqQR0N2b9/P/r378/0PR86dKjJx12/fh3Lly/H3bt3VW5vaotE+b0eOXIk+vfvj5kzZ7b5s8zn85GamtpkNKMmUSgUzBI5h8OBRCJRqSLX1hI5/d47OTk1WUj3ItA1IO7u7jhx4kSXr5RvLUSolXj06BEkEgn8/f0B/O8DaWZmhsDAQJ0rGmsrdGW3mZkZAgICml1OksvlzFU9bXxBL8V15FV9amoqrl+/juPHj2PixIlM2EZT/PDDDzhx4kSj22fMmIGFCxeq3EaL4YABA7Bw4ULExcXBwsICH374IVauXImCggKUl5dj165dTVqZKiMSiTB37lyVoIwbN25AT08P8+bNQ05ODjZs2IDo6Gh8/PHHePToEe7fv49PP/202TZAqVSKY8eOYffu3QCAr7/+GqNGjYKxsTEKCgpw8uRJFBUVYeDAgRg6dGiLy45isVhlX1v5AszGxkalXoKiKDx58gQFBQUqxj8URaG0tBQZGRnIyspi3MVsbW2RlZWlYkSyZs0ajB49GvX19YiPj8exY8eQn5/f7Ou3b98++Pj4AECzzmL04/T19fH+++83uk85P5rm6dOnmDlzJnr06AEPDw+Eh4c3u/XQElwuFw8ePICPj0+bIi7VjfIFGO2hQNcEsFgsWFlZdch5hm5J04RI19TUICIiAg4ODoiNje1Ue/WaplMJtVQqbXXiUXt4/PgxhEIhAgMDO13R2POgK7vpdpLWjk2hUKgUo9HtQk5OTnB0dNT4stSqVaswcuRIrFu3jnEYa47mlsCVzUlooqOjsX79eowYMQJbtmzBH3/8AT09PURFRWHVqlV4+vQpqqqqWiXWUqkUS5cuRVJSEnMbLf4HDhzAgQMH8P7776OgoAD9+vXD4MGDsXPnTrz++usICwtr9r0QCoU4fvw446w1ZswYzJgxA97e3qAoCg8ePMCdO3eQn5/PtEB5e3szFqANL6gaXoABYGZn9vb2yM3NRVZWFuzt7cHn81FcXIyysjLI5XK4ubnB2toaXC4Xly9fRn19PYBnSV0ffvghBg4cCODZxdW5c+dw9erVFrs0lN/Lhq12bm5uKC0tBfBsdWvnzp2YOXNmo9SwKVOm4PPPP2907OvXrzOfm5qaGsyfP79VNrENYbPZSE9Ph5+fn0p7ly4gkUiYKnJ6iVz5vdTExTQt0iwWq1E3xIsiFAoRFRUFc3NznDlzRqfqZXQBItRKPH36FHw+HywWCzk5OfDx8Wl1Vaiu7kcD//Ps7tu37wvtr9GFL8rtQnZ2dswMrTWmGW0lNzcXJ0+eREVFBXJzcxEbG9ussMnl8iaNPwCo9CrTKwsxMTFISEhgzFB++eUXmJmZISIiAqtWrUJeXh4EAgG2b9+OkJCQFsepUCiwd+9eFTe1ZcuWITIykpndAc+WaO/fv4933nkHT548QUJCAqZNm4ahQ4c2+5lRKBRITk7Gjz/+yFhrenl5YebMmUxPdH19PR4/foxHjx4hPz8ffD6fab2iQzn09fVhYGAAAwMDyOVyVFdXQyQSQSQSQSaTQV9fH3379kX//v1hYWEBoVCIhIQEZh8eAExNTfHuu+8iMjIS9vb2KolZ0dHREIlELb5OdGU7AKaljYYOPqGJi4tDamoqvvjii0bHOX36dKP9eolEgi+//BIJCQmYPn068vPzsXLlSiY8pS1UVFQgIyMDAQEBHWah216Ul8i5XC7EYrFKFbk6vpd1dXVISkqCg4MDfHx81Hp+q62txdSpU6Gnp4ezZ892qdQrdUGEWomioiI8fvwYcrm8SxSNURSFp0+f4smTJwgICACLxVLr8evq6pi90KqqKlhZWTGirc5itC1btiA0NBSrV69m2quao7S0tFEUJs2hQ4fg5OSE5ORkpkf6yy+/xM2bNzFlyhR89tln2LdvHyiKwowZM/D111/j4cOHEAgEWL58ebPVx8rQvtHKXLx4EaamptiyZQvOnDkDPz8/9OvXD5WVlYiIiEB2djbS09Mxfvx4DB8+vMV9OboQ8NSpU0wuM42Liwt8fHzQv39/9OrVCw4ODjAzM2MubOjaCYFAgNraWohEIiYzPSsri9m/lsvlMDAwgKGhIYYPH45p06YhMDCQqREQiUS4d+8ebt++jZs3bz4393fw4MHYsGEDs5RZUFDQbMsd8Oz9DgwMxNixY5s8VlNtWnQ8JfDM3Uwmk+HTTz9ttq6hJcrKypCdna2R74ymUV4i53K5qK6uZpbIHR0dYW1t3ebvZX19PePApm6Rrqurw/Tp01FfX48LFy60OxCpq9OphJo+iWgCOr6wtrYWr776aqu/4PR+tK6JtEKhQHZ2Nng8HoKCgjTu2U0vxbHZbPB4PJiamqrshb7I6yIUCvHll1/ipZdewp49e3Ds2LFmDT2A/4VxNIQ+eQ8ePBheXl7MmOj97Zdeegnff/89Tp06hQcPHuCzzz7Djh07cOPGDQgEAkRFReGzzz577rJiTU0NVq9erdI25O/vj507d6K2thbz5s1DcXExPD09MXDgQHC5XIwaNQr19fW4ffs2evbsibCwsFa1vFAUBQ6Hg0ePHiEzMxM5OTnIycl5rnjSvws8K7obOXIkBg8ejJ49e8LOzo4xzKH7m2tra1FRUYH09HSkp6e3ynxo27ZtePnll5mfk5OTVRK/6NQpmn//+9946623sGbNGly9erXR8WhTGGUUCgV2796NP//8E+PGjUNVVRXGjx/faKujtZSUlODhw4cIDAxss+e/LiKRSFSqyPX19RnRbsr8qCG0SNvb22PAgAFqPb+JxWLMmDEDlZWVuHjxYpvb5boTRKjx7CREG+srFIpWZRTrctEYXdktlUoRFBSkkSXplqD3Quklcvrk4OTk1O6ggoSEBNy7dw/p6ekoKSlBbGxsizPPI0eO4Oeff2Z+lkqlqK+vh6mpKf76669G+bjKj7958ybu3r2LEydOYOXKlbh8+TIOHDiA2tpauLq6Ytu2ba3aEmnK5nTEiBFYt24dhEIhli1bxnQa0J7gzs7O6NGjB7hcLgoKCuDo6Mj4ZqvzRCaRSJjsZOXEJ1r4MzIykJGRgby8PKSnpzNZ3AAY9zJDQ8NGn/mgoCBs3LiRuTCkKArnz5/Hxo0bmcfQe+A0kZGRWLZsGc6ePYtNmzY1Guu8efNU7F1plJfO33vvPTx69AhLlix5bg98cxQVFSE3NxfBwcEqbX1dBeU2Pg6HwyyR03vbDc8T9fX1SEpKgq2tLXx9fdV6fpNIJJg1axZKSkpw+fLlJtsOO4Jdu3Zh165dTPKan58fVq9ejbCwMK2Mpzm6vVDzeDykpqbCzc0NLBYLWVlZjbyiG6LLRWOtrezuKOiTAy3aUqkUjo6OTDFaW8a3efNmDBs2DCtWrMC4cePw9ddft/h42pSEdt0yMzNjnm/37t1MdT+N8ozv3Llz4PF4+PHHHzF9+nSYmZnh22+/RVFREYBn8YtTpkx57nuvUChw9erVJquZT5w4AXt7exw5ckTFn9rPzw/m5uawtraGs7Mz6uvrUV1djdraWhgZGaFXr17o27cvXF1d4eDgAHt7+za9jjU1Nfjnn38gkUhgYmKC0tJSFBYWgs/n48mTJ6iqqmJatBoil8sZ9zK5XA5DQ0NYWVlh//79KiYjMpkMBw4cwOHDh5nbHBwcmOcDgICAAOzcuRPp6elYsGBBk2Ntzuzm3Llz2LhxI4KDg+Hg4AAPDw/MmTOn3UVU9BZRe2NuOxsURUEkEjGiTS+RK7d+aUqkpVIp5s6di7y8PFy9erXZ4J2O4MyZMzAwMGA+u4cOHcKWLVuQkpICPz8/rY2rId1aqAsLC/Hw4UPGv5g2NRg1alSzv0PPpOVyuU4tdQPPehBTU1Ph4uKi9qpMdUDvj9KiXVtbq5Kt/bx2DIFAgFWrVmHmzJn4/PPP8fXXX2PcuHEtPt/y5cuZHuyGJ/G1a9c2MiBR7r3dunUrgoODsXPnTgDA7NmzsW/fPpw6dQoA4OrqivXr16N///6t+tsTExPx2WefNbqvf//+2Lx5M8zNzXHw4EH8+eefKvc7OjrC1dUVlpaWsLS0hEwmQ11dHWM2IpVKmQuGpt5z+isul8vBZrNRVFQEiqJgYWEBMzMzCIXCZg1ImsPT0xP//e9/YWRkBA6Hg8rKSlhYWKCurg579+5lesuBZ0vrEokE1dXVAJ4VpF28eBHl5eXN1hM05S4GPNsGWbBgAfLz8/HBBx8gJSUF77//PoKCgto0fmXy8/NRWFiIkJCQDo911RUahvooFAqYmprC29sbDg4Oarvgl8lk+PDDD/HgwQNcu3ZNJwv17O3tsWXLFnzwwQfaHgpDpxJq+mr+RaELcsrKyhAcHMwsuwgEAty9e7dZ9yhdLRoDnvniZmVlvXBld0ciEokY0a6uroa1tbVKMVpT3L9/H5cuXYKLiwsOHDiA3377rUk7R7lcjoyMDAiFQty5c6dZs40ZM2ZgwYIFKu+lQqFQWVW5ceMG7t69i6NHjzJFUFu3bmXahYYNG4YlS5a0+qRTWlqKQ4cONSoGo/nss88wYcIElJaW4vjx4/j777+fe0wjIyPY2dnBwsKCyUYWCAQQCATMd0Yul0MkEsHY2LjJi6KGVdcNmT59Ot56661GVdTV1dXYu3cvTpw4oeIV3qtXL8a+FADs7OwQGxuLmpqaRlnRNJ9++mmT5jXA/1Y8WCwWRo8eDR6Ph88++6zd4ko7qhUXFyM0NJQUMuHZvnFiYiJMTU1haWkJLpeL+vp62NnZMXvb7W2dksvlWLBgAe7du4dr1661e4tCU8jlchw/fhyzZ89GSkoKfH19tT0khm4n1FKpFKmpqRCLxQgJCVEpGhOJRLh582aTszRdLRrTdGV3R9HQmMPMzIwR7YaVqseOHYNYLMbdu3eRlpbGJFjR0O8xRVEICgqCsbFxs/ufwLMZ6+HDhxud8JXDNzZu3IhBgwbh0KFDKCsrwwcffIC7d+9i7969TE9xREQEZs+e3ep2IIqikJ2djT/++APXr19v9nF6enqYOnUqRo4cCTc3Nzx69AjJycl49OgRnjx5wsxUW8Lc3Jwp8AOezSKfVxAWHh6O2bNnN3lClclkiIuLa/Sa9urVCyYmJsjIyGBEe/To0XjvvfdgaWmJ9957r8nvTu/evXHo0KEm75NIJNi4cSMuX76MGTNmoKCgACNGjMCECRPa/T2kKAq5ubkoKytDaGgoaQnCs9c5MTERVlZW8Pf3Z15b5SryqqoqWFhYMKLd2kJR2nL3xo0biI+Pb3MYiiZJT0/HkCFDUF9fD0tLS/z5559Nhv1ok24l1HTRmLm5OQIDAxst54jFYsTHx2Ps2LGNWlqUe1J1RaSVK7uDg4O7zIyADpxgs9ngcrkwMDBgitHs7Oygp6eHLVu2ICQkBL/++iv4fD7++OMP2NvbM3v05ubmCAgIUFnuTk1Nxb///e9mn7epII+Gvdlnz55FTU0Ndu/ejR49emDSpEk4c+aMynJ1YGAgFi5c2OYrcpFIhJSUFBw5ckSld/lFoZfKTU1NmzWo8ff3x7vvvgsfH59mL/bq6upw584dfPfdd6ipqWFut7KyQs+ePVFXV4fHjx8ztx84cADe3t548uQJ3nrrLZXWLyMjIxgaGkJfX58xh2mKJ0+eYNasWQCe9aDT2wcv6gfw8OFDcDgchIaGtquFq6shkUiQlJQECwsL+Pv7N1t7QS+R0/9o10K6irypJXKFQoGlS5ciLi4O8fHxLaYTagOJRILCwkJUVVUhOjoa+/btw/Xr18mMur0oFAqm8rSt0EVjPXr0aHb/ViaT4fLlyxg9ejSMjIwaFY3pkkjTHuQymUwrld0dBW3mQC+Ry+VyODo6ws7ODt9//z1mzZqFNWvWwNjYGNu3b0dubi5YLFaz/Z6VlZXNLrsCz6qy6eMpk5ubi7lz5zI/x8XF4dGjRzh+/Djs7e0xceJEJCUl4fDhwyqmH4sWLcIbb7zR7qpWgUCAp0+fIjMzEwkJCY2Sop6HcrV7YGAghg0bhv79+8PLywvOzs4tfp4pikJRURGOHj2K06dPq9ynr68PZ2dn+Pn54fLlyyr30QVg6enpmD9/vsp9CoWCmWmvWLEC7u7ujA2m8uxMJBJh69atiIuLw5gxY2BmZgZLS0vMmzfvhfyf6VUMPp+P0NBQ4oCF1ot0Q2jXQnolrK6ujqki19fXh7u7OxQKBVauXInY2Fhcu3at2WRCXWLMmDHo06cP9uzZo+2hMHQLoW5YNNYcFEUhLi4OI0eOhImJic4WjdEZwbpS2d1RUBSFmpoaRrQ5HA6OHTuGBQsW4KuvvoK5uTm2bdv23EI6iqIwatSoFldnvvvuO6ZlSplbt25hxYoVzM+XL19mxAwAwsLCUFVVhd9//13FA9vc3Bwff/wxRo4c2WGtKIWFhcjLy2tTTzCfz8f9+/exc+fORhnR3t7eMDc3h4WFBW7fvq1y39y5c/H++++DoiicOXMGW7ZsafY56LoC5ahOuo3P3t4eqamp2LNnDwwMDLBkyRJcvXoV77777nNDUp4H7aJWXV2N0NDQLntx2xakUimTZxAQEPBCHSy1tbXgcrkoLS3FpEmT4OzsDFtbWxQVFeHGjRs6NUNtidGjR8PDwwMHDx7U9lAYurRQKxeNhYSEtKo38uLFixg6dChMTU11bj8a0P3K7o6EzsPduXMnRo8ejV27dsHX1xc//PBDq1o+zpw5g82bNzd7v6GhIQ4fPtzkMmtsbKyKQ9aOHTvg4uKCCxcuIC0tDT4+PggKCkJBQQFOnTqFwsJCld8PDAzEpEmTEBQUpHYfaYqikJ+fj6KiIgQHBzfbf11ZWYnMzExmSbIh+vr68PDwgL29PVxdXXHu3DmV+wcPHoyNGzfC2NgYQqEQ69atw507d5odV3OFf8Cz7+rdu3exaNEiyGQyREREoKqqCvb29li4cOEL114oFAqmuDA0NJQEPkC9It0QDoeDjz/+GPHx8cyWy4QJEzBp0iSMHTtWZ6rrv/zyS4SFhcHDwwMCgQBHjx7FN998gwsXLrTbNEcTdCqhpiiqVY5IQMtFYy1x5coVBAcHw9LSUudEury8HJmZmfD29u40ld2a5unTp7h58yZu3LiByZMnY+3atTA3N8fy5cvRr18/ODk5tZgsJBQKMX78+BafIzg4GP/973+b7K99+PChShtHUFAQtm3bhry8PMTFxaGoqAh+fn7o2bMnuFwu7ty5oxLeoczgwYMxePBg9OrVCz169ICTk1ObT570/iubzUZwcDCkUinYbDbKy8uRk5ODtLQ0pKenN/m7np6esLGxgUwmA4vFgouLC/766y+Vx/j5+WHHjh1Ma1hqaioTy9kcTflyK8PhcLBq1SpkZWUhMjISLBYLycnJmDx5MiwsLFBTUwNra2tmibyt9rQKhQIPHjxAfX09QkJCSHQi/ifSpqamGDhwoFpFmqIofPfdd9ixYweuXr0KX19fJCQk4MyZMzhz5gyWLl3aZAqaNvjggw9w5coVlJWVwcbGBgMHDsQXX3yhUyINdFGhpmdaFhYWTRaNNXdsiqJw7949iEQisFgsODs7w87OTuuGJnT84NOnTzt1Zbc6oSgKjx49Qnl5OYKDg8Hj8fDDDz/go48+wtdffw0ej4elS5fC3NwcRkZGTDGara1tk+9nTEwMtm3b1uJzBgcH44svvmhy+0QsFmPhwoXIyclhbnNycsLPP/8MPp/P+Gnr6enBz88Pzs7OTPFYQkJCq/uYrays4OzsDDMzM9TV1UEkEjG+3VKpFHV1dZDL5TA3N2/xc2ttbQ03NzcYGRnB3NycMS65cOFCo8f27dsXe/bsYWaheXl5+Oqrr1R6pRuir6+PS5cutThzlUgk2LdvH/7880/06tULb7/9Ni5evIiwsDCMGzeOEeO2RHU2RC6XM7UcwcHBGk976wxIpVIVVzp1i/T27duxZcsWXLp0CaGhoY0eQ69UElpPlxNqLpeL1NRUeHh4tDovVbloTLlAgs1mQy6XMyf51njjqpuuWtn9IsjlcmRmZkIgECA4OJhZLSkuLsa3336LTz75BFu3bkV6ejo2b96M/v37M/vaFEUxzmgN30+FQoG33noLZWVlLT6/kZERtm/f3mz8JZ/Px6JFi1BQUKBy+/z58zFx4kTk5+cjNTUVT548gVgshqGhIXr06AErKysYGxtDKpWiuroaOTk5qKiogFAohFAofG4Wu0gkAkVRsLGxgY2NDRNNaWhoCCMjI8hkMtTX18PMzAx9+vSBQqHA77//3uR3au/evSrezkVFRdi8efNzq9FHjx6NtWvXPrdG4Pr16/jqq68APFt+vHv3LlgsFubOndtsBTjQclRnw6pjmUzGtOkFBwd3m1qOlpDJZEhOToaRkZFGRHrXrl1Yv3494uLi8Morr6jt2N2dTiXUwLOr6+ZobdGYMsomJnp6eiofXIqiVLKYJRJJu+0v20N3qexuC/RrolAomB5pZcrKyrBp0yZ89tlnOHjwIK5cuYLPPvuM8YRWvgirr69Xydamj8Xn81uVlAUA77//PsLDw5s1O5FIJNi7dy9TbNaQhQsXYuzYsaipqWH64Xk8Hqqqqph6DD09PVAUBRMTE+jr60MulzP/aKtP+iKExWLBwMAADg4OTMsMh8PBX3/91WIEZVNOYMXFxVi1apVKy1VztCa3G3iWcvXpp5+iqqoK//rXvyCXy/Ho0SPMnz+/zW079PeTFm2RSMTEO9rZ2SE7Oxv6+voICgrq8AtsXYQWaUNDQxV/d3VAURT279+Pr7/+GufOncOwYcPUdmxCFxFqetZZUVHRJkP9tjiNKWcxs9ls1NbWMid5Foul9n0velmU7gcms4FnIQHJyckwMzPDwIEDmz3RsNlsbNy4EW+//TYePHiAw4cPY+jQoVi5ciXz2VCOA2Sz2RAIBLC1tWVWT8zMzFBWVtasS1ZTzJ8/H2FhYS3uxyoUCqSlpWHt2rWNqqqbwszMDHZ2drCxsYGZmRmsrKxgb28PMzMz1NfXIyMjAykpKdDT02tVHYa/vz8+/PBDBAQENFoGrqiowMWLF1vdljJ58mQsWrSoVZ/98vJy/Pjjj7h58yaGDh2KESNGIC4uDlOmTMGIESPUUgui/H5WV1fDwMAAnp6ecHZ2hqWlpU7Vm3Q0mhbp3377DcuXL8fp06cxcuRItR2b8IxOJ9QSiURlCVAikSAtLQ1isbhNfZEvagdaW1vLiLZAIICdnR0j2i8686Uru11dXVu9fN/VEQqFSE5OhqOjI3x8fJ67ZCcWi7F9+3bY2dkhMDAQq1evhlQqxerVq5sMXamvr2dO8pWVlUyGr5OTE2QyWYu9100xYcIEjB07Fr6+vq0SUJlMhtLSUty/fx+nT59u1SxWoVBAJBLBwMCA+dy7urri5ZdfRnBwMAICAuDk5NSs/3dxcTFu3LiBXbt2tfrvYrFYOHToUKurdnNzc7F161ZkZGTAyckJCxYswNWrV9G7d2/MnDlT7atEyqlgzs7O4HK54PF4TJ0CPdvuTnukMpkMKSkpGlldoCgKR48exeLFixEbG4vRo0er7diE/9GphZo+eVtaWmLgwIFtKhpTp9NYfX09I9pVVVWMZ7WTk1ObXY/KysqQlZWFfv366ZTNnjbh8/lIS0tDz5490atXrza9X+fPn8e1a9ewcOFC7N+/H1euXMG4ceOwePHiZvf7afclOlvb2NiYcV/as2dPozal1hAQEIBp06bB398fLBbrhYWC/uw7OTk9t01PKBSiqKgIKSkpOHbsWKtm8g359ddf4e3t3arH0gEkGzZsAJfLxcCBAzF37lzcu3cP5eXlmD9/Ptzc3No8huchFouRlJQES0tLFeMOuVzO5GtzOBwoFApmNczBwaFLF5jJ5XIkJydrbAvgxIkTWLBgAY4fP65z0ZBdiU4r1O0tGtN0hrREImFEm8/nw8LCAk5OTnB2dm6xrUS5snvgwIFajX7TJeiWNB8fH/To0aNdx8jPz8cPP/yAuXPngsfjMUlVX3311XNNNOiTPF2MBoCpuv/iiy9QVVXVrjHR+Pr64uWXX4avry/c3Nxgbm4OMzMzlUjOhlRXVyMlJQUuLi5wcXFBXV0damtrIRAIGHOJhISEFxrXoEGDsHr16jaZs9DOfuvXrwcAjB07FhMmTEB8fDyqqqowbdo0BAcHv9C4moPOTraxsYGvr2+zF0K0aQ4t2rW1tUzgBIvF6lJOZXK5HCkpKQCedSyoW6RPnz6NDz74AEeOHGl1TQehfXRKoX769CkePXoEX1/fVp+8Wyoa0xTKMzMul8uEIjg5OakETdCOSXw+n1R2K1FQUIDHjx+rpSWNtqT09PTE2LFjsXnzZiQmJmLw4MGYP39+q6wNKYpCVVUVs0QuFovh6OgIkUiEzZs3g8vlvtAYWwPt221iYqLWughjY2Ns27YNgYGBbb54FYlEOHnyJLOEPnPmTISEhODcuXMwNDTEjBkzNGodWVdXh6SkJNjb26tUqrf2d2nRpqM6adFuGAbTmZDL5SoV7+oW6XPnzmH27Nk4fPgwpk6dqtZjExrTqYSaNlige2c1UTSmKei2EnpmZmBgwCy9PX36FHK5nFR2/z90slFpaWmLzlrtOe7Fixdx7tw5zJgxA1KpFD/99BNKSkowZswYzJs3r00XfkKhkBFtoVAIOzs72NraIikpCdu3b1fLmJVR9u1+0eVaFxcXLFmyBK+88kq7L1q5XC7++OMPHD9+HMCziEpXV1ecOXMGLi4uePvttzUeZUgH7bBYrBd26lPOZObxeEwYDIvFgr29fafZ16ZFWqFQaKQt7dKlS3j33Xexb98+vP3222o9NqFpOpVQA8+cqGxtbTusaEwTKBQK8Pl8lJaWoqKiAnp6eswyZmc6IWgC2uqxpqamTY5ybUEkEuHw4cMoLi7Ghx9+iPT0dOzdu5dpy5ozZ06bZ/D0zIyuU7C0tGTavgoLC3Ho0KEW7TWfBy3SLS2JN8e4ceMQFRWF/v37v/AsXCaTISkpCSdOnMCdO3dgbGyM5cuXQ19fHxcuXICfnx+mTJnS6ovoF0EoFCIpKQmurq7w9vZW63ebDoOhZ9tSqRQODg5MrYKuupvRBi9yuVwjIn3t2jVMnz4dO3fuxKxZs3TifNod6HRCTUflPQ+6aEwXM6SBZz7LaWlpcHFxgZOTE3OSl8lkKr3a3an/k+6Rpk8ymj4ZFhcXY/fu3fDw8MBbb72F8+fP4/Dhw5BKpZg8eTKmTJnSrhmhRCJhZmZcLpdx0nJycmISoiiKAofDYSw979y506zRikQigVgsblKkHR0d0b9/fwQEBCAwMFAtYtwQeq/z1KlTjCe4n58fZs6cCR6Ph/j4eAwbNgzh4eEdFhkpEAiQlJQEDw8P9O7dW6PfbeXWTA6HA6FQCBsbG6bLQ1diMpVd2EJCQtQu0rdu3cLUqVPx/fff44MPPtCp82lXp0sKdUcUjb0IzVV2K6dD0YYcyqLdlatT6+vrkZKSAlNT0w7vG09ISMCRI0cQFhaGwYMH46+//sKJEycgEokQHByMSZMmYcSIEe0KcmjopEXn99LLqS1diFEUhby8PJSUlCAkJKRDgwwUCgVSU1Nx9uxZxMXFAXiWnjVjxgz4+Pjg2rVrSE5Oxvjx4zFmzJgOfb/oYjq6C6CjoVv5aEtTc3PzJqM6OxK6P18qlWpEpO/evYuoqChs3LgRCxYs0KnzaXegywl1wwxpXVpGplONCgsLERAQ0GJlN23IQYu2UCiEvb09MzPT1aW39iAUCpGSksIUA2njPZNKpTh9+jRu3ryJkJAQjB8/HmlpaTh9+jRSUlJgZWWFMWPGYOLEie3eC1UoFCrFaFKplLG/bHghRucm83g8hISEtGirqS7ok/2FCxdw9uxZAGA8uP39/ZGYmIiEhARYW1vjjTfewMsvv9zh71VVVRVSUlLQu3dv9OzZs0OfuymUozq5XC709PRULE07YkWMft8kEglCQkLUfkGflJSEiIgIrF27Fp988gkRaS3Q6YRaLpc3myOsi/vRNHRld2VlJYKCgtpc2S0SiRjRrqmpgY2NDZydnTt9S0llZSVSU1Ph6emp8SXM1qBQKHDv3j2cOnUKtra2mDp1KkxNTXH27FmcP38efD4fffv2xdixY/Hyyy+3ua+bpimnO9r+0tHREbm5uRAKhQgJCdFogSGXy0VmZibzNwOAu7s73nrrLYSEhCAtLQ3//PMPzMzMMHLkSAwZMkRrEZF8Ph+pqanw9vbWSY8B5QsxDocDsVissq+tideNTgajUwLVLdJpaWmYOHEiVq5ciaVLl2r9+9ld6TJCTVEUc7uuLXXT7mm0P/WLfmEbumhZWVkxM+2OmHmpi4qKCmRmZqJfv36t9mbvSAoKChAdHY3y8nJMnDgRQ4YMwd27d/H333/j3r17kEqlsLOzQ3BwMEJCQhAaGgp3d/d2ffZEIpFKMZq+vj569uwJV1dXtb2nEokEDx8+RFZWFhITE5GYmMj4iffo0QNTpkzByy+/jJycHNy8eRMGBgYYMWIEhg4dqvV9WB6Ph7S0NPTv37/d/fQdibJFLYfDeeGozqZQKBRIT09HXV0dQkND1S7SmZmZCAsLw+LFi7Fq1SqdOqd2Nzq9UOt60VhtbS1SU1MZtyR1L4XRhUsVFRXg8/kwMzNjDFZ02d+4sLAQeXl5nSK2UyAQ4Ny5c7hz5w48PT0xdOhQ+Pn54dGjR0hKSkJycjJycnKgUCjg7OyMgQMHIiQkBH5+fnBzc2v1NoVUKmUMKlxdXcHlcsHn85vtv28JiqIYs5iMjAzcvXsXRUVFAJ5tBw0aNAgvvfQS/P394enpiXv37uH69eugKAqvvfYaXn31VVhaWrb/RVMjHA4H6enpGDBggMbbvTRFU1GdtEXt86I6m0LTIp2Tk4OwsDB89NFHWLdunc6eR7oLnU6oFQoFMwvQ9aIxurLbzc1N7e0jTSGTyVQMVoyNjRtVG2sb5QIpdfZIdwQURaGwsBB37txBSkoKDA0NMWjQIAwePBhWVlZITU1FcnIy0tLS8OTJE0gkEmbPskePHnB1dYWbmxtcXV2Znx0cHKCnpwexWMwEjgQEBDAXdMp7oBwOB/r6+swyKu2axuVymX9lZWUoLy9HeXk5E1/p7u6OV155BQEBAfDz8wPwbLaUlZWFwsJCGBsbY8iQIRg+fLjOvR8VFRXIyMiAv78/nJ2dtT0ctdCWqM6moFsYa2trERoaqvZ6ldzcXISFhWHWrFnYtGmTTtX5dFc6rVDrctEY8L/K7v79+2tlWbeh9aWenh4j2toKJVAoFMjMzER1dTWCg4M71TJ9U9TW1iIxMRF37txBRUUFvL29MXjwYHh7e0Mmk+Hp06coLS1FSUkJSkpKUFFRgZKSEtTU1AB4dmFpYmICQ0ND1NbWwtTUFDY2NjA0NIS+vj4MDAxU/onFYpSWloLL5UImk4GiKBgaGsLQ0JBZUnVzc4OzszOcnJzg4+MDT09P5OfnIzMzE48ePYJYLIaLiwv8/Pzg5+cHd3d3nfvu0JSVlSE7O7tTrLq0l5aiOpsK+NG0SD958gTjx4/HtGnTsHXrVq19NjZt2oSYmBjk5OTAzMwMQ4cOZbLluyOdUqglEgkUCgXkcrnOLXW3pbK7o6DNG+jCJTq32MnJ6bktQupCJpMx7SPBwcFaK0jSFLSb2t27d5Gfnw+BQAA9PT04OzvDy8sLXl5e8PT0BIvFglAoZMT76dOnyMvLg6WlJRwdHVWypunPOP2PFmQ6Z9rc3BwURUEkEoHP5zPiXltbi9zcXPB4PFhYWMDHxwe+vr7o379/p3G+KykpwcOHDxEYGAgHBwdtD6fDUN7Xrq6uhpWVFSPa5ubmyMrKglAo1IhIFxYWYty4cQgPD8eOHTu0egE3fvx4vP3223jppZcgk8mwatUqpKenIysrq9Nf4LeHTifUmZmZsLW1hZWVFQwMDHRKpJUru4ODg3Vmj08Z+gqeFm2JRKLSq62Jfli6R9rExKTVKWddAYVCgYqKChQUFDD/OBwOKIqCjY0NDAwMwGaz4eLiAldXV5iYmDAe3sr/NTAwQFVVFSorK8Hn88Hn81FVVcWsJtEzc2NjY+jr68PMzAz+/v7w9vZmCpc6E0VFRcjNzUVQUFCbQkG6GsrGOTweDxRFQV9fH76+vmpJYFOmtLQUY8eOxZgxY7B7926dW2XhcDhwcnLC9evXm4yp7ep0OqF+//338ccff2DkyJGIiopCeHg47O3ttS7Y6q7s7gjoFqGKigqw2WzU1dXB3t4ezs7OarNJpL2Y7ezsWkw16m48efIESUlJ6NGjBxwdHVFfXw+pVAqxWMz8o3+WyWSwsbGBg4MD7OzsYG9vD1tb22ZfS+XCJR6PB3Nzc8ZFS9eDJgoKCpCfn4/g4GDY2tpqezg6AUVRyMjIQGVlJezt7cHj8dQa1VleXo7x48dj6NCh2L9/v066Iebl5cHb2xvp6enw9/fX9nA6nE4n1BRF4dGjR4iOjkZMTAzS0tLw2muvISoqCpMmTYKTk1OHn4hqa2sZUwxNVHZ3FMoGKwKBAHZ2dswJvj1LplVVVUhNTYW7uzv69Omj0wLRkdDV2L6+vhqvYqaL0egCQzoMhsViaa1WoTnomNeQkBCdK2rTFhRFISsrC1VVVRg0aBBMTEzUGtXJZrMxYcIEBAUF4fDhwzq52kVRFCIjI1FZWYmbN29qezhaodMJtTJ0hjMt2omJiRgyZAgiIyMREREBNzc3jYtDR1d2dxR0yERFRQWqq6thbW3NFKO1pqeWzWYjIyNDZ80ptEVxcTEePXqklQKphrUKCoWCOblr01eerusoKipCaGgoiXn9f5RFOjQ0tNmL5fZGdfJ4PEycOBH9+vXDkSNHdNaieOHChTh79ixu3bqlk34LHUGnFmplKIpCUVERYmJiEBMTgzt37mDQoEGIjIxEZGQkPD091S6ipaWlyM7O1lpld0dBL6Wy2Wzw+XwmGYo2WGn4utJ7jP7+/nByctLSqHULiqLw9OlTPH36FEFBQR2SLvW88dC+8hwOh9n2oGfbHWVRS7frlZaWIjQ0VCfrOrQBbSHL5/MxaNCgVq9otRTVaWdnx1yMVVZWYtKkSfDw8MDx48d11pJ40aJFiI2NxY0bN7Ti664rdBmhVoaiKJSVleHkyZOIiYnBjRs3EBgYyIj2iy7DKld2Dxw4sFtVpdInAnopVdmMw8rKCo8fP0ZJSQmCgoLIHuP/Q1eEl5WVISQkRCdnjPS2B+2i1RHpUBRF4eHDh2Cz2QgNDe10RW+aor0i3ZCGUZ2HDh1CWVkZXn/9dURHR8PV1RWxsbE6WU9DURQWLVqEkydP4tq1a/D29tb2kLRKlxRqZSiKApfLZUT76tWrGDBgACIjI5mM3raItlwuZ5ajdLWyu6OQy+WMaNPVzHp6evDx8YGrq2uX2QZ4ERQKBXPSDQ0N1boVZ2tomA5lYWHBiLaVlZVa3ldlMQoNDe3UfvXqhKIo5OTkgMfjqfV1oSgKSUlJ+OOPP3D48GGIxWIMHToUkydPRkREhM4J4YIFC/Dnn3/i1KlTKr3TNjY23fKz0uWFWhmKolBZWYlTp04hJiYGly5dQu/evREZGYnJkyc/tyq5M1Z2dwR0j3RdXR1sbGzA4/EAgJlp29vb61TRUkchl8uRnp4OkUik8XANTaG8lMrlcmFkZMSIdkuV5y1BtzFWV1e3uPfa3aBXGDgcDgYNGqR2QaqtrcXUqVOhr6+PvXv34urVqzh16hSuXr2KQYMG4datWzpzcd3cOH799VfMmTOnYwejA3QroW5IdXU1zpw5g5iYGMTFxcHNzY2ZaQcFBamchIqLi/H06dNOX9mtbsRiMVJSUmBkZITAwEAYGhoyF0R00ZJcLmcMVjoq+k/b0BcvcrkcwcHBOluo0xYUCoWK9SVtnNOWSEfaWYs27SAXu8+gu1nYbLZGRLqurg7Tp0+HWCzG+fPnVbZfBAIBsrOz8fLLL6v1OQnqo1sLtTJCoRDnzp1DdHQ0zp07B0dHR0RERCAqKgpsNhvz5s3Dnj17EBERoTNXndqmNT3SykVLbDYb9fX1KgYrXUHAGiKRSBgvcPripavR0DiHjnSk39emipPoSEY6SEJXC5g6GmWR1sT2iFgsxowZM1BVVYW4uDjS+tYJIULdBCKRCHFxcYiOjsbJkychEokwePBgrFu3DkOGDOkWM8LnQfdI9+jRA3379m11olNtbS1jsEJnMNNL5F3hxF1fX4/k5GRYWFggICCgWyz50+8rXasgEAhga2vLLJGbmZlBLpczFrKayE3urNCFhuXl5Rg0aJDaRVoikWDWrFkoLS3F5cuXtd5tQGgfRKibgaIorF69Gj/99BOWLFmC/Px8nDp1CsbGxggPD8fkyZMxbNiwbnnCUVePtEgkYmZkNTU1zMndycmpU+5b0isM9vb28PX17bYrL/X19Yxo0329crkcBgYGZCatBN2aVlZWphGRlkqlmDNnDvLz83HlyhWdyB0gtA8i1E2gUCgwc+ZM3LlzB2fPnoWvry+AZx/8+Ph4REdHIzY2FgqFAhMnTsTkyZMxYsSIbnECog071N0jTVcas9lsVFZWwsrKSqVXW9epqalBcnJym1YYugN1dXVITk6GVCqFXC5XyWG2tbXttq+Tcv/4oEGD1P4Zl8lkmDdvHjIyMhAfH0/8DDo5RKib4ZdffkFkZGSzH3CZTIZbt27h+PHjiI2NhUgkwsSJExEZGYnRo0d3yhlhS1AUhcePH6OoqEjjhh0SiYQRbToBihZtS0tLnTu5V1ZWIjU1Fb169YKXl5e2h6MzSKVSlb16ACrRqwA6PMVNF6C/SyUlJRoRablcjgULFuDevXu4du2axm1qCZqHCLUakMvluH37NrOnXVVVhfHjxyMyMhJjx47tFL2zLaHcC9zRveMymUzFYMXY2JgRbRsbG62LNofDQXp6Ovr169el3enaikQiQXJyMkxMTBAYGNhor56iKFRVVTGiLZFIVIrRuvKW0uPHj1FcXKwRJzaFQoFPPvkEN27cQHx8PLHv7SIQoVYzCoUC9+/fx4kTJ3Dy5EmUl5fjjTfeQFRUFMaPH6+TrlQtIZPJ8ODBA4jFYgQHB2t1pUAulzMBExwOhwmYoJdRO7pwq6ysDFlZWfD394ezs3OHPrcuIxaLkZycDHNz81YV1NEpbvT7KhQKXzgQRlfRtEgvXboUcXFxiI+PJ6s7XQgi1BpEoVAgNTWVEe2nT59izJgxiIyMxIQJE3RiRtgSyj3SAwcO1KlZTsOACbqnt6OWUQsLC5GXl4fAwMBuZSH7POrr65GUlARra2v4+fm16+KJDplgs9moqqpi6hXobG1d/s60BG07PGjQII2I9MqVKxEbG4tr166hT58+aj0+QbsQoe4gKIpCZmYmTpw4gZiYGDx8+BCjRo1CVFQUJk6cqBOZ2srQ0Z02NjbtPuF2FHRPL932JZVK4ejoCGdnZzg4OKi1j1nZ551kJqtSV1eHpKQkpq9eHZ9niUTCbH3weDyYmpoyF2S6fqGrzJMnT1BQUKCRdDCFQoE1a9bgyJEjuHbtGvr166fW4xO0DxFqLaCcqR0dHY309HSVTG0Wi6XVE1B1dTVSUlI6ZXQnRVEQCATMTLuuro7Z+2SxWC+0KkBbPFZUVJCkpwaIRCIkJSXB0dERPj4+GvnMKG99cLlc6Onpqayi6OrFJJ2apgmRpigKGzZswP79+xEfH890qBC6FkSotQw9Q6MztZOSkjBkyBBERUUhIiKiw8Mt6OKovn37wtPTs8OeV1MIhUImV1t579PJyalN9pW0PzWdDdwdgwGao7a2FklJSXBxcemwCzuFQqFSjEavotA2tbqyTaNpkd6yZQt++uknXL16FQMHDlTr8Qm6AxFqHYKiKBQWFjKZ2gkJCXjppZcYK1MPDw+NngTpHmk/P78uWRxVV1fHzLSrq6uZKEcnJ6cWhVcul+PBgweor69HSEgI8adWQiAQMP3jLxof216UV1E4HI6K4x2LxdLa+1VQUID8/HyEhobC2tparcemKArbt2/Hli1bcOnSJYSGhqr1+ATdggi1jkJRFEpLS5l4zps3byIwMBBRUVGIjIxE79691XZSVN531XSPtK4gFouZgiU+nw9LS0uVXm0aqVSK1NRUAEBQUJDOzNR0AdrkxdPTE71799b2cBhEIhHz3lZXV8Pa2ppZIu8o85zCwkI8fvwYISEhavfWpigKu3btwoYNGxAXF0fCNLoBRKg7ARRFgc1mIzY2FjExMYiPj8eAAQMY0W5rprYydI80j8dDSEhIt9x3lUqlKgYrZmZmcHJygp2dHR49esT0AncXQ47WUFVVhZSUFJ03eVE2z+Hz+TAzM2NE29raWiMrAJoW6f379+Prr7/GuXPnMGzYMLUen6CbEKHuZChnakdHR+Py5cvo06cPE8/5vExtZZSXdLXdI60ryOVycLlclJWVgcPhQF9fHz169ICzs3O3trxUhnZi69u3b6cy1JDJZCrFaAYGBoxo29nZqaUYraioCHl5eRoT6d9++w3Lly/HmTNnMGLECLUen6C7EKHu5NCZ2tHR0YiLi4O7uzsj2k05QtHQUYwGBgYIDAwkS7pKCIVCJCcnw9HRESwWi9n7pKuMnZ2d1XZi72zweDykpaV1eic2ug+fnm3L5XKVYrT2tPQVFxcjNzdXI217FEXhyJEjWLx4MU6dOoXRo0er9fgE3YYIdRdCIBAwmdrnz59nMrUnT56MQYMGMcKSmZmJzMxM+Pj4wN/fv1sKTnPQrWnu7u4qxVHKVcb0iZ2ejTk4OHSLZXG6I2DAgAFdyj+azkynRbuurg729vZgsVitLkajCzFDQkI00lt/4sQJLFiwAMePH0dYWJjaj99abty4gS1btiApKQllZWU4efIkoqKitDae7gIR6i6KSCTChQsXEBMTg7///hvW1taYNGkSevXqhfXr12P27NnYuHEjWcpVgs/nIzU1FX369EHPnj2bfRx9Ymez2aioqIBYLGZmYywWS60GK7oCm81Genp6t7BLra2tZUS7pqYGNjY2zEVZU779JSUlePjwIYKDgzVSiHnq1Cn861//wpEjRxAREaH247eF8+fP459//kFISAimTp1KhLqDIELdDaivr8elS5ewfft2XL58GRYWFnjnnXeYTO2uKCxthRaiAQMGwM3NrdW/p+xTzWazUVtbq2Kw0hWiT8vLy5GZmYmAgIBuF5fYsDvAwsKCEW0rKyuUlZUhJycHQUFBsLe3V/vznz17FnPmzMHhw4cxdepUtR//RdDT0yNC3UGQM3Q3wNTUFFwuF7dv38bvv/8OR0dHREdHY/bs2aAoCuHh4YiKiuo2mdoNoWdE7REiPT09WFlZwcrKCn369IFIJAKbzUZJSQmys7Nha2vLtH11xmK90tJS5OTkIDAwEI6OjtoeTodjYmICd3d3uLu7qyS5JSYmQl9fHzKZDH379tXIcvelS5cwd+5c7N+/X+dEmtCxkBl1N+DAgQP4/PPPERsbi5EjRzK3y2Qy3Lx5k8nUrqurQ3h4OCIjI/H66693SmFpKwUFBXj8+LFGZkT19fXMTLuqqgrW1taMaHeG6FN631VTs8XOTElJCXJycmBvb4+amhooFAq11ixcu3YN06dPx86dOzFr1iyd3KIiM+qOgwh1N6CiogIcDgf+/v7NPobO1D5x4gRiY2OZTO2oqCi88cYbnUJY2gJFUUzkYHBwsNpbaRqi3M/L4/FgYWGhYrCiaydiuheYBI80pqysDNnZ2UxyGh0KQ7+/9fX1cHBwYIrR2rpKdfPmTUybNg0//PAD3n//fZ37bNAQoe44iFATGqFQKHDv3j1GtMvLyzF27FgmU7uzm6JQFIXs7GxwuVytmLxIpVJmCZXL5cLExATOzs4aNeFoC0+fPsWTJ0800gvc2SkvL0dWVlaL8aa0vzybzYZAIICtrS0z236eR3xCQgImT56MTZs2Yf78+Vr/LLQEEeqOgwg1oUUUCgVSUlKY0JDCwkKMHj0aUVFRmDBhgk4IS1tQKBTIyMiAQCBASEiI1sM1lBOhOBwODAwMmJm2ra1th7bO0VayRUVFCAkJUbs/dWenoqICGRkZbdqvr6+vZ0S7srKyxZWUpKQkTJo0CevWrcMnn3yi898rItQdBxFqQquhKAoZGRlMpvajR4/w+uuvIzIyEuHh4bCzs9Ppk4tcLkdaWhokEglCQkJ0rnCONuGgtyooilLZ99SkaFMUhby8PJSWlpIIzyaoqKhgKt9ZLFa7jkGvpHA4HHC5XEgkEpw4cQKTJ0+Gk5MTJk+ejJUrV2Lp0qU6+z0SCoXIy8sDAAQHB2Pbtm0YNWoU7O3tu0Tanq7SLYV6w4YNOHv2LFJTU2FsbIyqqqpGjyksLMTChQtx9epVmJmZ4Z133sF3332ncyd3bUFnM9OZ2hkZGRg+fDgiIyN1IlO7IVKpFCkpKdDX10dQUJDOt6RRFKVisCKVSlVEW53jp/PR6Zztjgqu6CzQrXsDBw5st0g3RC6XIysrC5s2bcKVK1dQW1uLoKAgrF69GuPGjdP6Sk9zXLt2DaNGjWp0++zZs3Hw4MGOH1A3oVsK9Zo1a2Bra4vi4mLs37+/kVDL5XIEBQWBxWJh69at4PF4mD17NqZMmYIdO3ZoZ9A6DF2YRS+PJycnY+jQoYiMjNRKpnZDxGIxkpOTYWpqioEDB3Y6FzHlGMeKigqmWInu1X4R+1eKopCTkwMul4vQ0NAuVzT4otAirake8uzsbISFhWHChAlwdHREbGwsysrKMG7cOKxYsYIkYxEAdFOhpjl48CAWL17cSKjPnz+P8PBwFBUVMeYXR48exZw5c8Bms8neXQvQmdrR0dE4efIkk6kdGRmJyMhIjWdqN0QkEiE5ORm2trZtCizRZZQNVoRCYbuzlymKQlZWFiorKxEaGqqzszhtweFw8ODBA42JdG5uLsaPH4/Zs2dj06ZN0NPTA0VRyMzMRGxsLMaPH49Bgwap/XkJnQ8i1E0I9erVq3Hq1CmkpaUxt1VWVsLe3h5Xr15tcumH0Bg6UzsmJgYxMTG4desWgoKCmHjOXr16aVS0BQIBkpOT4ezs/EJRoLpMXV0dI9rV1dWwsbFhipVaEl6FQoHMzEymqK479My3BVqkNWWZmp+fj7CwMEybNg1bt27tEheQBM2h2xt1WqK8vLzRl9POzg7GxsYoLy/X0qg6H3p6eujRowcWLVqEf//730ymdnR0NNatWwdfX19GtPv166dWIaXzkj09PdG7d+8uKdIAYGZmhp49e6Jnz54Qi8WMaOfm5sLS0pJp+1Led1YoFEhPT4dIJMKgQYNI3UUDuFyuRkW6oKAAEydOREREBBFpQqvoMp+QtWvXQk9Pr8V/iYmJrT5eUyd2iqK67Alf0+jp6cHZ2RkfffQR4uLiUFZWhk8++QT379/HkCFD8Morr2DDhg3IzMyEQqF4oefi8XhITk5Gnz59VBKwujomJibw8PBAaGgoRowYAU9PT1RXVyMhIQG3b99GXl4eqqqqkJqairq6OoSGhhKRbgCPx8ODBw/g5+enEZEuKSnBxIkTMW7cOOzYsYOINKFVdJkZ9b///W+8/fbbLT7Gy8urVcdycXHB3bt3VW6rrKyEVCrt8slBHYGenh4cHBzw/vvvY+7cuSqZ2t9//z08PDyYeM6BAwe26WRG97r6+vp2qSjGtmJkZAQ3Nze4ublBJpOBx+OhvLwcT548YVY6RCIRjIyMus2FzPOgs7YHDBgAFxcXtR+/vLwcEydOxPDhw7Fr1y4i0oRWQ/aoWygmKy4uZk72x44dw+zZs0kxmYYRCAQ4e/YsoqOjceHCBbBYLEa0Q0NDWzy50d7UL9Lr2lWRyWRISUkBRVHw9PQEj8cDh8OBnp4es6dtZ2fXbcWDjjjVVNY2m83GhAkTEBwcjEOHDul8eyBBt+iWQl1YWAg+n4/Tp09jy5YtuHnzJgCgb9++sLS0ZNqznJ2dsWXLFvD5fMyZMwdRUVGkPasDqa2tZTK1z549C2tra0RERCAqKgqvvPIK02ZFURQuXboEIyMjBAUFaSQTuDND95AbGBggKCiIed0UCoVKr7ZcLldrsERngRZpHx+fNkWcthYej4eJEyeif//++PPPP1+onY7QPemWQj1nzhwcOnSo0e3x8fFMulRhYSEWLFjQyPCkLe0vBPVRV1eHS5cuISYmBqdPn4apqSkmTZqEiIgIHDt2DOfOncO9e/c0smTZmZFIJEhOToaJiUmLPeR0sAQt2hKJBI6OjnBycoKjo2OXnQFWVlYiJSVFYyJdWVmJSZMmwcPDA8ePHyc1AYR20S2FmtC5kUgkiI+Px19//YU///wTEokEkyZNwvvvv4/hw4eTk+H/I5FIkJSUBHNzcwQEBLR6WZuiKJVe7draWhWDla7y+tIi3b9/f/To0UPtx6+urkZkZCQcHR1x8uRJcpFPaDdEqAmdErFYjHfeeQc5OTlYvXo1rl27hlOnTqG+vl4lU7u7nhzr6+uRnJwMKysr+Pn5vdDec21tLSPadBqUs7MzWCxWp+2/rqqqQnJyMvr16wd3d3e1H18gEGDy5MmwsLDAmTNnOu3rRNANiFATOh20GAsEApw7d46JG5TL5fjnn3+YeM6amhomU3vMmDHdxh6zrq4OSUlJsLOzg6+vr1qruuvr6xnRrqqqgrW1NVOM1lleX7rH3tvbWyMiXVtbi6lTp0JfXx9nz54l3umEF4YINaHTQVEUduzYgblz58LKyqrJxygUCty9e5cRbTabzWRqjxs3rsumQ4lEIiQlJcHR0RE+Pj4abb2SSCSMaPP5fCbC0dnZGRYWFjrZ9lVdXY3k5GT07dsXHh4eaj9+XV0d3nzzTUgkEpw/f77ZzyeB0BaIUBO6PAqFAsnJyUxoSFFREcaMGYPIyMhOmandHLW1tUhKSoKzs7Pand6eBx3hyGazweVyYWpqysy0deX1pUW6T58+GolkrK+vx4wZM1BdXY24uDjY2Nio/TkI3RMi1IRuBZ2pffz4ccTExCAvLw+vv/46IiIiOkWmdnMIhUIkJSXBzc0Nffv21erfIJfLwePxwGazweFwYGBgoNKrrY2xaVqkJRIJZs6cibKyMly+fJm0CBLUChFqQreFjng8ceIETp48yWRqR0VFYdKkSXB0dOwUol1TU4Pk5GR4eHjonK+5QqEAn89nRJuiKEa07e3tO8RgpaamBklJSejduzd69uyp9uNLpVLMmTMH+fn5uHr1KlMzQSCoCyLUXRAvLy8UFBSo3PbFF1/gm2++0dKIdB86U5sWbTpTOyoqChEREXBxcdEpAaShZ4q9evVqtUWutqAoSsVgRSaTqfRqa8JgRSAQICkpCV5eXhp5fWQyGf71r38hMzMT8fHxGonDJBCIUHdBvLy88MEHH2DevHnMbZaWll22gErdUBSFgoICJp7z7t27ePnll5lMbXd3d50Q7crKSqSmpmpsOVeTUBSFmpoaRrTr6+tVRFsd7l2aFmm5XI758+fj/v37uH79OjHbIWgMItRdEC8vLyxevBiLFy/W9lA6PcqZ2tHR0fjnn38QHBzMxHN6eXlpRbRp20tN9QF3JBRFqfRqC4VC2NvbMwYr7emFp0W6Z8+e6NWrl9rHrFAosGjRIty6dQvx8fGd/j0g6DZEqLsgXl5eEIvFkEgk8PDwwJtvvolly5Z1GUcpbUFRFCoqKphM7evXr8PPzw+RkZGIioqCt7d3h4g2nZesKdtLbSMSiRjRrqmpgY2NDWOwYmZm9tzfFwqFSExMZLLI1Y1CocCSJUtw8eJFXLt2TSP73m1l586d2LJlC8rKyuDn54cffvgBr732mraHRVATRKi7IN9//z1CQkJgZ2eHe/fuYeXKlYiMjMS+ffu0PbQuA0VR4PP5jGhfuXIF/fr1Y5K+BgwYoBHRZrPZSE9Ph5+fX7dYaq2vrweHwwGbzUZlZSWsrKyYYrSmjETo6nd3d3f06dNH7eNRKBRYuXIlTp06hfj4eI08R1s5duwYZs2ahZ07d2LYsGHYs2cP9u3bh6ysrE63JUJoGiLUnYS1a9di3bp1LT7m/v37GDRoUKPbo6OjMW3aNHC5XFKRqgHoQIvTp08jJiYGcXFx8PT0RGRkJCZPntwmn+2WoLO2AwICumXRkkQiAZfLRUVFBfh8PszMzBiDFUtLS4hEIiQmJmpUpNesWYOjR48iPj4e/fr1U/tztIdXXnkFISEh2LVrF3PbgAEDEBUVhU2bNmlxZAR1QYS6k8DlcsHlclt8jJeXV5OewiUlJXB3d0dCQgJeeeUVTQ2R8P/U1NTg7NmziImJwfnz5+Hk5MQsjz8vU7s5SktLkZOTQ7K2/x+ZTKZisGJoaAipVApnZ2f4+vqqve2Loihs2LABBw4cwNWrV+Hr66vW47cXiUQCc3NzHD9+HJMnT2Zu//TTT5Gamorr169rcXQEddE1s+u6II6OjnB0dGzX76akpAAAXF1d1TkkQjNYW1tjxowZmDFjBpOpHR0djYiICNja2iIiIgKRkZEqmdotUVxcjEePHiEwMJCsiPw/hoaGcHFxgYuLCwQCARITE2Fubg4Oh4ObN2+qGKy8qGhTFIUtW7bgl19+0SmRBp5dwMvlcjg7O6vc7uzsjPLyci2NiqBuiFB3Me7cuYOEhASMGjUKNjY2uH//Pj777DNERESQ/SotYGFhgalTp2Lq1KlMpnZ0dDSmT58OU1NTREREICoqCkOHDm0y87moqAh5eXkIDg4mbldNIBKJkJKSAnd3d/Tt2xcURaGyshJsNhsZGRmgKAosFosxWGlrrzZFUfjxxx+xfft2XL58GQEBARr6S16MhvUQFEXpRAshQT0Qoe5imJiY4NixY1i3bh3EYjF69uyJefPmYfny5doeWrfHzMwMERERiIiIgEQiwdWrV3HixAnMmjULenp6CA8Px+TJkzF8+HAYGRlhzZo1EIlEWLVqFWxtbbU9fJ2D3pN2cXFhbFP19PTg4OAABwcH+Pj4oLq6Gmw2Gw8fPoREIlHp1W7qwkgZiqKYauq4uDiEhIR00F/WemijmIazZzab3WiWTei8kD1qAkHLyGQyXL9+HcePH8epU6cgkUjg4uKCp0+f4q+//sKoUaO0PUSdg04Jc3JyalUACUVREAqFqKioAJvNRl1dHezt7eHs7AxHR8dGrYsURWHfvn1YvXo1zp8/j6FDh2ryz3khXnnlFYSGhmLnzp3Mbb6+voiMjCTFZF0EItQEgg4hk8kwd+5cREdHw8rKCmKxGGFhYUymdmv6iLs6dXV1SExMbLVIN4WywYpAIICdnR1KS0vh7+8PLy8vHD58GF988QXOnDmDESNGaOCvUB90e9bu3bsxZMgQ7N27F7/88gsyMzN1oseb8OIQoSYQdASKorBkyRIcO3aM6ctOSEhAdHQ0Tp48CQ6Hg3HjxiEyMrJLZ2q3BC3SLBYL/fv3V8s+bF1dHTgcDhYvXoxLly7B1dUVHA4H+/fvx8yZM9Uwas2zc+dOfPvttygrK4O/vz++//57DB8+XNvDIqgJItQEgo5w/vx5fPzxx7h69WqjPmA6U/vEiROIiYlBcXEx3njjDURGRiIsLKxbZB/X19cjMTGR2X/WRLHUnj17sGLFCgwcOBBpaWnw8/PDlClTMGXKFPj6+pICLYJWIEJNIOgQVVVVzy0cUygUSE9PZ5K+6EztyMhIhIeHw9bWtssJCi3S9vb2GnN9O3XqFObNm4cjR45g0qRJqKqqwtmzZxEdHY28vDykpaV1udeV0DkgQk0gdGIoikJ2djYj2pmZmRgxYgSioqIQHh7eaTK1W6IjRPrs2bOYO3cuDh8+jClTpjS6X6FQdEh2NoHQFESoCYQuAkVRyMvLQ3R0NGJiYpCSkoJhw4YxmdrOzs6dTrTFYjESExNha2ursaXnS5cu4d1338X+/fvx1ltvqf34BMKLQi4RCTrHzp070atXL5iamiI0NBQ3b97U9pA6BXp6evD29saKFStw9+5d5ObmYtKkSTh+/Dj69euHcePG4eeff0ZxcTE6w/V5R4h0fHw83n33XezatQvTp09X+/EJBHVAZtQEnYIkAakfiqJQUlLCZGrfvn0bISEhiIyM1GqmdkuIxWIkJSXB2toafn5+GhnfzZs3MW3aNPz444+YO3euzr0GBAINEWqCTkGSgDQLnal98uRJREdH48aNG/D392dEu6MytVtCIpEgMTERVlZW8Pf318h47ty5gylTpuCbb77Bxx9/rPW/mUBoCSLUBJ2BJAF1LBRFgcfj4dSpUyqZ2nTSl6YKt1pCIpEgKSkJlpaW8PPz00gBV2JiIiIiIvCf//wHixYtIiJN0HnIHjVBZyBJQB2Lnp4eHB0d8cEHH+Ds2bMoLy/HsmXLkJ6ejtdeew2hoaFYt24dHjx4AIVCofHx0CJtYWGhMZFOTU1FZGQkvvrqKyLShE4DEWqCzkGSgDoePT092NnZ4b333sOpU6dQUVGBNWvW4PHjxxgzZgwCAwPx1VdfITExUSOiTYu0ubk5/P39NSLSGRkZiIiIwLJly7BkyRLymSJ0GohQE3QGkgSkO9CZ2idOnEBFRQU2b96MsrIyhIeHw8/PD1988QXu3LkDuVz+ws8llUqRnJwMc3NzBAQEaESks7OzER4ejoULF2LlypVEpAmdCiLUBJ3B2NgYoaGhuHTpksrtly5d0un0oq6OhYUFpk2bhiNHjqCiogLbt29HdXU13nzzTfj4+ODzzz/HjRs3IJPJ2nxsqVSKpKQkmJqaakykHz16hPDwcHzwwQdYu3YtEWlCp4MUkxF0CpIE1HmQSCS4fPkyoqOjcfr0aejr6zOZ2q+99hqMjIxa/H16Jm1iYoKBAwdqRKTz8/Mxfvx4TJ8+Hd999x1xFyN0SohQE3QOkgTU+ZBKpbh+/TpOnDiB2NhYSKVShIeHIzIyEqNGjYKJiYnK48ViMVJTU2FsbIzAwECNCGhBQQHGjx+PSZMmYfv27USkCZ0WItQEAkGtyOVy3Lp1ixFtgUCACRMmICoqCqNHj0ZdXR0mTJiADz/8EHPmzNGIgJaUlGDcuHF44403sGvXLiLShE4NEWoCgaAxFAoFEhISGNFms9kwNDQEi8XCpUuX4OTkpPbnLC8vx/jx4zFs2DDs27cPBgYGan8OAqEjIUJNIBA6hOrqaowYMQLV1dXQ19dHeXm5Sqa2tbX1Cz8Hm81GWFgYQkJCcPjwYSLShC4BWQ8iEAgaRygUYtKkSWCxWMjKykJubi7++ecf+Pv747vvvoOXlxfefPNN/P7776isrGxXaAiPx0NERAQCAgJw6NAhItKELgOZURMIBI2zbds2nD17FmfOnIG5ubnKfcqZ2jExMcjKysLIkSOZTG0HB4fntlRVVlZi0qRJ8PT0xF9//QVjY2NN/jkEQodChJpAIGgchUIBiUQCU1PTFh9HZ2rTop2amopXX30VkZGRzWZqV1dXIyIiAk5OToiJiWlUYU4gdHaIUBMIBJ2Eoig8ffoU0dHRiImJwf379zF48GBEREQgMjISPXr0gFAoxOTJk2FpaYnTp08/90JAW2zYsAFnz55lWtKqqqq0PSRCJ4IINYFA0HkoikJxcTFiYmIQExOD27dvIzAwEHw+H56enjh79iwsLCy0PcxmWbNmDWxtbVFcXIz9+/cToSa0CSLUBIKGWbt2LdatW6dyG0kEaz8URaG8vBwHDhzA/v37kZqaqpaK8Y7g4MGDWLx4MRFqQpsgVd8EQgfg5+eHsrIy5l96erq2h9Rp0dPTg6urK1atWoX8/PxOI9IEQnsx1PYACITugKGhIVxcXLQ9DAKB0AkhM2oCoQPIzc2Fm5sbevXqhbfffhv5+fnaHhLhBaGTuFr6l5iYqO1hEroAZI+aQNAw58+fh0gkQr9+/VBRUYH169cjJycHmZmZcHBw0PbwCO2Ey+WCy+W2+BgvLy+VSnSyR01oD2Tpm0DQMGFhYcz/BwQEYMiQIejTpw8OHTqEzz//XIsjI7wIjo6OcHR01PYwCN0AItQEQgdjYWGBgIAA5ObmansohA6isLAQfD4fhYWFkMvlSE1NBQD07dsXlpaW2h0cQechQk0gdDBisRjZ2dl47bXXtD0UQgexevVqHDp0iPk5ODgYABAfH4+RI0dqaVSEzgLZoyYQNMzSpUsZH2o2m43169fj+vXrSE9PR8+ePbU9PAKBoOOQGTWBoGGKi4sxY8YMcLlcsFgsDB48GAkJCUSkCQRCqyAzagKBQCAQdBjSR00gEAgEgg5DhJpAIBAIBB2GCDWBQCAQCDoMEWoCgUAgEHQYItQEAoFAIOgwRKgJBAKBQNBhiFATCAQCgaDDEKEmEAit5saNG5g0aRLc3Nygp6eH2NhYlfspisLatWvh5uYGMzMzjBw5EpmZmdoZLIHQRSBCTSAQWk1tbS0CAwPx008/NXn/t99+i23btuGnn37C/fv34eLigjfeeAMCgaCDR0ogdB2IMxmBQGgXenp6OHnyJKKiogA8m027ublh8eLF+OKLLwA8CyBxdnbG5s2b8dFHH2lxtARC54XMqAkEglp48uQJysvLMXbsWOY2ExMTjBgxArdv39biyAiEzg0RagKBoBbKy8sBAM7Oziq3Ozs7M/cRCIS2Q4SaQCCoFT09PZWfKYpqdBuBQGg9RKgJBIJacHFxAYBGs2c2m91olk0gEFoPEWoCgaAWevXqBRcXF1y6dIm5TSKR4Pr16xg6dKgWR0YgdG4MtT0AAoHQeRAKhcjLy2N+fvLkCVJTU2Fvbw9PT08sXrwYGzduhLe3N7y9vbFx40aYm5vjnXfe0eKoCYTODWnPIhAIrebatWsYNWpUo9tnz56NgwcPgqIorFu3Dnv27EFlZSVeeeUV/Pzzz/D399fCaAmErgERagKBQCAQdBiyR00gEAgEgg5DhJpAIBAIBB2GCDWBQCAQCDoMEWoCgUAgEHQYItQEAoFAIOgwRKgJBAKBQNBhiFATCAQCgaDDEKEmEAgEAkGHIUJNIBAIBIIOQ4SaQCAQCAQdhgg1gUAgEAg6DBFqAoFAIBB0mP8DP224NR/l+mMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.plot(*states_tr_pca.T, 'k', linewidth=0.5, alpha=.8)\n",
    "ax.set_title(\"Trajectory of Reservoir States\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tgp",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}